diff --git a/.ipynb_checkpoints/data_description-checkpoint.txt b/.ipynb_checkpoints/data_description-checkpoint.txt new file mode 100644 index 0000000..cba0710 --- /dev/null +++ b/.ipynb_checkpoints/data_description-checkpoint.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/.ipynb_checkpoints/statistical-analysis-checkpoint.ipynb b/.ipynb_checkpoints/statistical-analysis-checkpoint.ipynb new file mode 100644 index 0000000..701cc5b --- /dev/null +++ b/.ipynb_checkpoints/statistical-analysis-checkpoint.ipynb @@ -0,0 +1,6756 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1733, + "id": "19f78e94-3775-4215-bfde-ace1ba3869e6", + "metadata": {}, + "outputs": [], + "source": [ + "import pandas as pd\n", + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "import statsmodels.api as sm\n", + "from statsmodels.formula.api import ols\n", + "import seaborn as sns\n", + "from fast_ml.utilities import display_all\n", + "from fast_ml.feature_selection import get_duplicate_features\n", + "from fast_ml.feature_selection import get_constant_features\n", + "from sklearn.linear_model import LinearRegression\n", + "from scipy.stats import chi2_contingency\n", + "from sklearn.preprocessing import StandardScaler\n", + "from sklearn.model_selection import train_test_split" + ] + }, + { + "cell_type": "code", + "execution_count": 1587, + "id": "9b3e51ca-be71-4a35-821b-16466a7a6d2b", + "metadata": {}, + "outputs": [], + "source": [ + "df = pd.read_csv('HousingData.csv')" + ] + }, + { + "cell_type": "code", + "execution_count": 1588, + "id": "197a4f7e-eb94-4a17-aebb-e2fe80bcd7e3", + "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

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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": 1588, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 1589, + "id": "ba77320d-e2d5-4360-8c47-2d4423a5f601", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "RangeIndex: 1460 entries, 0 to 1459\n", + "Data columns (total 81 columns):\n", + " # Column Non-Null Count Dtype \n", + "--- ------ -------------- ----- \n", + " 0 Id 1460 non-null int64 \n", + " 1 MSSubClass 1460 non-null int64 \n", + " 2 MSZoning 1460 non-null object \n", + " 3 LotFrontage 1201 non-null float64\n", + " 4 LotArea 1460 non-null int64 \n", + " 5 Street 1460 non-null object \n", + " 6 Alley 91 non-null object \n", + " 7 LotShape 1460 non-null object \n", + " 8 LandContour 1460 non-null object \n", + " 9 Utilities 1460 non-null object \n", + " 10 LotConfig 1460 non-null object \n", + " 11 LandSlope 1460 non-null object \n", + " 12 Neighborhood 1460 non-null object \n", + " 13 Condition1 1460 non-null object \n", + " 14 Condition2 1460 non-null object \n", + " 15 BldgType 1460 non-null object \n", + " 16 HouseStyle 1460 non-null object \n", + " 17 OverallQual 1460 non-null int64 \n", + " 18 OverallCond 1460 non-null int64 \n", + " 19 YearBuilt 1460 non-null int64 \n", + " 20 YearRemodAdd 1460 non-null int64 \n", + " 21 RoofStyle 1460 non-null object \n", + " 22 RoofMatl 1460 non-null object \n", + " 23 Exterior1st 1460 non-null object \n", + " 24 Exterior2nd 1460 non-null object \n", + " 25 MasVnrType 1452 non-null object \n", + " 26 MasVnrArea 1452 non-null float64\n", + " 27 ExterQual 1460 non-null object \n", + " 28 ExterCond 1460 non-null object \n", + " 29 Foundation 1460 non-null object \n", + " 30 BsmtQual 1423 non-null object \n", + " 31 BsmtCond 1423 non-null object \n", + " 32 BsmtExposure 1422 non-null object \n", + " 33 BsmtFinType1 1423 non-null object \n", + " 34 BsmtFinSF1 1460 non-null int64 \n", + " 35 BsmtFinType2 1422 non-null object \n", + " 36 BsmtFinSF2 1460 non-null int64 \n", + " 37 BsmtUnfSF 1460 non-null int64 \n", + " 38 TotalBsmtSF 1460 non-null int64 \n", + " 39 Heating 1460 non-null object \n", + " 40 HeatingQC 1460 non-null object \n", + " 41 CentralAir 1460 non-null object \n", + " 42 Electrical 1459 non-null object \n", + " 43 1stFlrSF 1460 non-null int64 \n", + " 44 2ndFlrSF 1460 non-null int64 \n", + " 45 LowQualFinSF 1460 non-null int64 \n", + " 46 GrLivArea 1460 non-null int64 \n", + " 47 BsmtFullBath 1460 non-null int64 \n", + " 48 BsmtHalfBath 1460 non-null int64 \n", + " 49 FullBath 1460 non-null int64 \n", + " 50 HalfBath 1460 non-null int64 \n", + " 51 BedroomAbvGr 1460 non-null int64 \n", + " 52 KitchenAbvGr 1460 non-null int64 \n", + " 53 KitchenQual 1460 non-null object \n", + " 54 TotRmsAbvGrd 1460 non-null int64 \n", + " 55 Functional 1460 non-null object \n", + " 56 Fireplaces 1460 non-null int64 \n", + " 57 FireplaceQu 770 non-null object \n", + " 58 GarageType 1379 non-null object \n", + " 59 GarageYrBlt 1379 non-null float64\n", + " 60 GarageFinish 1379 non-null object \n", + " 61 GarageCars 1460 non-null int64 \n", + " 62 GarageArea 1460 non-null int64 \n", + " 63 GarageQual 1379 non-null object \n", + " 64 GarageCond 1379 non-null object \n", + " 65 PavedDrive 1460 non-null object \n", + " 66 WoodDeckSF 1460 non-null int64 \n", + " 67 OpenPorchSF 1460 non-null int64 \n", + " 68 EnclosedPorch 1460 non-null int64 \n", + " 69 3SsnPorch 1460 non-null int64 \n", + " 70 ScreenPorch 1460 non-null int64 \n", + " 71 PoolArea 1460 non-null int64 \n", + " 72 PoolQC 7 non-null object \n", + " 73 Fence 281 non-null object \n", + " 74 MiscFeature 54 non-null object \n", + " 75 MiscVal 1460 non-null int64 \n", + " 76 MoSold 1460 non-null int64 \n", + " 77 YrSold 1460 non-null int64 \n", + " 78 SaleType 1460 non-null object \n", + " 79 SaleCondition 1460 non-null object \n", + " 80 SalePrice 1460 non-null int64 \n", + "dtypes: float64(3), int64(35), object(43)\n", + "memory usage: 924.0+ KB\n" + ] + } + ], + "source": [ + "df.info()" + ] + }, + { + "cell_type": "markdown", + "id": "de074d6a-e4f5-4139-a8c1-54436ba430c0", + "metadata": {}, + "source": [ + "### We will try to eliminate columns which do not have a big impact on SalePrice, first, the categorical variables" + ] + }, + { + "cell_type": "code", + "execution_count": 1590, + "id": "37456d57-421b-4bc9-8b9e-cf874e29a15c", + "metadata": {}, + "outputs": [], + "source": [ + "cat_ps = []\n", + "for col in df.select_dtypes('object').columns.to_list():\n", + " model = ols(f'SalePrice ~ {col}', data = df).fit()\n", + " cat_ps.append(sm.stats.anova_lm(model).loc[col])" + ] + }, + { + "cell_type": "code", + "execution_count": 1591, + "id": "a4a92423-0f90-437d-82bc-8f25c38b37ce", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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PR(>F)
Street0.117049
Utilities0.584717
LandSlope0.141396
PoolQC0.303985
MiscFeature0.104728
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" + ], + "text/plain": [ + " PR(>F)\n", + "Street 0.117049\n", + "Utilities 0.584717\n", + "LandSlope 0.141396\n", + "PoolQC 0.303985\n", + "MiscFeature 0.104728" + ] + }, + "execution_count": 1591, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "cat_df = pd.DataFrame(cat_ps).iloc[:,[4]]\n", + "cat_df_p = cat_df[cat_df['PR(>F)']>0.05]\n", + "cat_df_p" + ] + }, + { + "cell_type": "code", + "execution_count": 1592, + "id": "8f0f779a-aea8-492e-bdba-1feec6c51df4", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(43, 1)" + ] + }, + "execution_count": 1592, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "cat_df.shape" + ] + }, + { + "cell_type": "code", + "execution_count": 1593, + "id": "f5ab5708-4fac-4f1a-8551-8f2142e4e2e6", + "metadata": {}, + "outputs": [], + "source": [ + "df.drop(cat_df_p.index, axis=1, inplace=True)" + ] + }, + { + "cell_type": "markdown", + "id": "6bf91781-cbce-45ae-9f5e-0e4ee4f38c49", + "metadata": {}, + "source": [ + "We have now dropped the categorical variables which do not influence SalePrice at all" + ] + }, + { + "cell_type": "markdown", + "id": "3a0ea6fe-97f2-4185-b4c7-b43785b71381", + "metadata": {}, + "source": [ + "### We take a look at the irrelevant numerical variables" + ] + }, + { + "cell_type": "code", + "execution_count": 1594, + "id": "98d0c873-d96e-43c0-837f-1d6d4cd62cd6", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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IdMSSubClassLotFrontageLotAreaOverallQualOverallCondYearBuiltYearRemodAddMasVnrAreaBsmtFinSF1...WoodDeckSFOpenPorchSFEnclosedPorch3SsnPorchScreenPorchPoolAreaMiscValMoSoldYrSoldSalePrice
count1460.0000001460.0000001201.0000001460.0000001460.0000001460.0000001460.0000001460.0000001452.0000001460.000000...1460.0000001460.0000001460.0000001460.0000001460.0000001460.0000001460.0000001460.0000001460.0000001460.000000
mean730.50000056.89726070.04995810516.8280826.0993155.5753421971.2678081984.865753103.685262443.639726...94.24452146.66027421.9541103.40958915.0609592.75890443.4890416.3219182007.815753180921.195890
std421.61000942.30057124.2847529981.2649321.3829971.11279930.20290420.645407181.066207456.098091...125.33879466.25602861.11914929.31733155.75741540.177307496.1230242.7036261.32809579442.502883
min1.00000020.00000021.0000001300.0000001.0000001.0000001872.0000001950.0000000.0000000.000000...0.0000000.0000000.0000000.0000000.0000000.0000000.0000001.0000002006.00000034900.000000
25%365.75000020.00000059.0000007553.5000005.0000005.0000001954.0000001967.0000000.0000000.000000...0.0000000.0000000.0000000.0000000.0000000.0000000.0000005.0000002007.000000129975.000000
50%730.50000050.00000069.0000009478.5000006.0000005.0000001973.0000001994.0000000.000000383.500000...0.00000025.0000000.0000000.0000000.0000000.0000000.0000006.0000002008.000000163000.000000
75%1095.25000070.00000080.00000011601.5000007.0000006.0000002000.0000002004.000000166.000000712.250000...168.00000068.0000000.0000000.0000000.0000000.0000000.0000008.0000002009.000000214000.000000
max1460.000000190.000000313.000000215245.00000010.0000009.0000002010.0000002010.0000001600.0000005644.000000...857.000000547.000000552.000000508.000000480.000000738.00000015500.00000012.0000002010.000000755000.000000
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8 rows × 38 columns

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" + ], + "text/plain": [ + " Id MSSubClass LotFrontage LotArea OverallQual \\\n", + "count 1460.000000 1460.000000 1201.000000 1460.000000 1460.000000 \n", + "mean 730.500000 56.897260 70.049958 10516.828082 6.099315 \n", + "std 421.610009 42.300571 24.284752 9981.264932 1.382997 \n", + "min 1.000000 20.000000 21.000000 1300.000000 1.000000 \n", + "25% 365.750000 20.000000 59.000000 7553.500000 5.000000 \n", + "50% 730.500000 50.000000 69.000000 9478.500000 6.000000 \n", + "75% 1095.250000 70.000000 80.000000 11601.500000 7.000000 \n", + "max 1460.000000 190.000000 313.000000 215245.000000 10.000000 \n", + "\n", + " OverallCond YearBuilt YearRemodAdd MasVnrArea BsmtFinSF1 ... \\\n", + "count 1460.000000 1460.000000 1460.000000 1452.000000 1460.000000 ... \n", + "mean 5.575342 1971.267808 1984.865753 103.685262 443.639726 ... \n", + "std 1.112799 30.202904 20.645407 181.066207 456.098091 ... \n", + "min 1.000000 1872.000000 1950.000000 0.000000 0.000000 ... \n", + "25% 5.000000 1954.000000 1967.000000 0.000000 0.000000 ... \n", + "50% 5.000000 1973.000000 1994.000000 0.000000 383.500000 ... \n", + "75% 6.000000 2000.000000 2004.000000 166.000000 712.250000 ... \n", + "max 9.000000 2010.000000 2010.000000 1600.000000 5644.000000 ... \n", + "\n", + " WoodDeckSF OpenPorchSF EnclosedPorch 3SsnPorch ScreenPorch \\\n", + "count 1460.000000 1460.000000 1460.000000 1460.000000 1460.000000 \n", + "mean 94.244521 46.660274 21.954110 3.409589 15.060959 \n", + "std 125.338794 66.256028 61.119149 29.317331 55.757415 \n", + "min 0.000000 0.000000 0.000000 0.000000 0.000000 \n", + "25% 0.000000 0.000000 0.000000 0.000000 0.000000 \n", + "50% 0.000000 25.000000 0.000000 0.000000 0.000000 \n", + "75% 168.000000 68.000000 0.000000 0.000000 0.000000 \n", + "max 857.000000 547.000000 552.000000 508.000000 480.000000 \n", + "\n", + " PoolArea MiscVal MoSold YrSold SalePrice \n", + "count 1460.000000 1460.000000 1460.000000 1460.000000 1460.000000 \n", + "mean 2.758904 43.489041 6.321918 2007.815753 180921.195890 \n", + "std 40.177307 496.123024 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 738.000000 15500.000000 12.000000 2010.000000 755000.000000 \n", + "\n", + "[8 rows x 38 columns]" + ] + }, + "execution_count": 1594, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df.describe()" + ] + }, + { + "cell_type": "code", + "execution_count": 1595, + "id": "92d940c4-d19b-4eaa-b89f-c5fac080322a", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "BsmtFinSF2 -0.011378\n", + "BsmtHalfBath -0.016844\n", + "MiscVal -0.021190\n", + "Id -0.021917\n", + "LowQualFinSF -0.025606\n", + "YrSold -0.028923\n", + "3SsnPorch 0.044584\n", + "MoSold 0.046432\n", + "OverallCond -0.077856\n", + "MSSubClass -0.084284\n", + "PoolArea 0.092404\n", + "ScreenPorch 0.111447\n", + "EnclosedPorch -0.128578\n", + "KitchenAbvGr -0.135907\n", + "BedroomAbvGr 0.168213\n", + "BsmtUnfSF 0.214479\n", + "BsmtFullBath 0.227122\n", + "LotArea 0.263843\n", + "HalfBath 0.284108\n", + "OpenPorchSF 0.315856\n", + "2ndFlrSF 0.319334\n", + "WoodDeckSF 0.324413\n", + "LotFrontage 0.351799\n", + "BsmtFinSF1 0.386420\n", + "Fireplaces 0.466929\n", + "MasVnrArea 0.477493\n", + "GarageYrBlt 0.486362\n", + "YearRemodAdd 0.507101\n", + "YearBuilt 0.522897\n", + "TotRmsAbvGrd 0.533723\n", + "FullBath 0.560664\n", + "1stFlrSF 0.605852\n", + "TotalBsmtSF 0.613581\n", + "GarageArea 0.623431\n", + "GarageCars 0.640409\n", + "GrLivArea 0.708624\n", + "OverallQual 0.790982\n", + "SalePrice 1.000000\n", + "Name: SalePrice, dtype: float64" + ] + }, + "execution_count": 1595, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "corrs = df.corr()['SalePrice']\n", + "order = corrs.map(lambda x : abs(x)).sort_values()\n", + "corrs[order.index]" + ] + }, + { + "cell_type": "code", + "execution_count": 1596, + "id": "fdc7053c-fd55-4288-8cae-5dcc1cd062b8", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "BsmtFinSF2 0.011378\n", + "BsmtHalfBath 0.016844\n", + "MiscVal 0.021190\n", + "Id 0.021917\n", + "LowQualFinSF 0.025606\n", + "YrSold 0.028923\n", + "3SsnPorch 0.044584\n", + "MoSold 0.046432\n", + "OverallCond 0.077856\n", + "MSSubClass 0.084284\n", + "PoolArea 0.092404\n", + "ScreenPorch 0.111447\n", + "EnclosedPorch 0.128578\n", + "KitchenAbvGr 0.135907\n", + "BedroomAbvGr 0.168213\n", + "BsmtUnfSF 0.214479\n", + "BsmtFullBath 0.227122\n", + "LotArea 0.263843\n", + "HalfBath 0.284108\n", + "OpenPorchSF 0.315856\n", + "2ndFlrSF 0.319334\n", + "WoodDeckSF 0.324413\n", + "LotFrontage 0.351799\n", + "BsmtFinSF1 0.386420\n", + "Fireplaces 0.466929\n", + "MasVnrArea 0.477493\n", + "GarageYrBlt 0.486362\n", + "YearRemodAdd 0.507101\n", + "YearBuilt 0.522897\n", + "TotRmsAbvGrd 0.533723\n", + "FullBath 0.560664\n", + "1stFlrSF 0.605852\n", + "TotalBsmtSF 0.613581\n", + "GarageArea 0.623431\n", + "GarageCars 0.640409\n", + "GrLivArea 0.708624\n", + "OverallQual 0.790982\n", + "SalePrice 1.000000\n", + "Name: SalePrice, dtype: float64" + ] + }, + "execution_count": 1596, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "order" + ] + }, + { + "cell_type": "code", + "execution_count": 1597, + "id": "2cd69535-d847-42d5-92a7-b0f14a21ba94", + "metadata": {}, + "outputs": [], + "source": [ + "### First, we will discard columns that have an absolute value of correlation coefficient below 0.4" + ] + }, + { + "cell_type": "code", + "execution_count": 1598, + "id": "e61532a8-c5ad-4db6-9981-033663d0b4b7", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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YrSoldMoSoldSalePrice
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............
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1460 rows × 3 columns

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" + ], + "text/plain": [ + " YrSold MoSold SalePrice\n", + "0 2008 2 208500\n", + "1 2007 5 181500\n", + "2 2008 9 223500\n", + "3 2006 2 140000\n", + "4 2008 12 250000\n", + "... ... ... ...\n", + "1455 2007 8 175000\n", + "1456 2010 2 210000\n", + "1457 2010 5 266500\n", + "1458 2010 4 142125\n", + "1459 2008 6 147500\n", + "\n", + "[1460 rows x 3 columns]" + ] + }, + "execution_count": 1598, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Let's keep MoSold and YrSold on another DataFrame in case we do a time series analysis later\n", + "df_time = df[['YrSold','MoSold','SalePrice']]\n", + "df_time" + ] + }, + { + "cell_type": "code", + "execution_count": 1599, + "id": "9a8276c4-11c2-4048-9236-32f033bba39c", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "['KitchenAbvGr',\n", + " 'EnclosedPorch',\n", + " 'MSSubClass',\n", + " 'OverallCond',\n", + " 'YrSold',\n", + " 'LowQualFinSF',\n", + " 'Id',\n", + " 'MiscVal',\n", + " 'BsmtFinSF2',\n", + " '3SsnPorch',\n", + " 'MoSold',\n", + " 'PoolArea',\n", + " 'ScreenPorch',\n", + " 'BedroomAbvGr',\n", + " 'BsmtUnfSF',\n", + " 'LotArea',\n", + " 'OpenPorchSF',\n", + " '2ndFlrSF',\n", + " 'WoodDeckSF',\n", + " 'LotFrontage',\n", + " 'BsmtFinSF1']" + ] + }, + "execution_count": 1599, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "useless_num_columns = corrs[0.4>abs(corrs)].sort_values().index.to_list()\n", + "useless_num_columns.remove('HalfBath')\n", + "useless_num_columns.remove('BsmtHalfBath')\n", + "useless_num_columns.remove('BsmtFullBath')\n", + "useless_num_columns" + ] + }, + { + "cell_type": "code", + "execution_count": 1600, + "id": "1eb13431-bbff-4c8f-8f4e-564af71f2470", + "metadata": {}, + "outputs": [], + "source": [ + "df.drop(useless_num_columns, axis=1, inplace=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 1601, + "id": "abdb8241-12e4-4806-8aa0-07df51370a39", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots(figsize=(10,6))\n", + "sns.heatmap(df.corr(), annot=True)\n", + "plt.title('Correlation Matrix')\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "b4a4e215-b489-4b18-96a0-2eb92c702575", + "metadata": {}, + "source": [ + "### After continuing, a bit of NaN cleaning" + ] + }, + { + "cell_type": "markdown", + "id": "0a1b4bf0-38a3-4ff3-a754-54e5fdc596fa", + "metadata": {}, + "source": [ + "We made the previous step first because those variables probably contained a lot of NaNs anyway, so it was pointless to spend any time fixing them if they were irrelevant" + ] + }, + { + "cell_type": "code", + "execution_count": 1602, + "id": "1e29a9c3-38de-4e91-8df9-2067b1f71860", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Alley 1369\n", + "Fence 1179\n", + "FireplaceQu 690\n", + "GarageType 81\n", + "GarageYrBlt 81\n", + "GarageFinish 81\n", + "GarageQual 81\n", + "GarageCond 81\n", + "BsmtExposure 38\n", + "BsmtFinType2 38\n", + "BsmtQual 37\n", + "BsmtCond 37\n", + "BsmtFinType1 37\n", + "MasVnrType 8\n", + "MasVnrArea 8\n", + "Electrical 1\n", + "dtype: int64" + ] + }, + "execution_count": 1602, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df_nans = df.isna().sum()[df.isna().sum()>0].sort_values(ascending=False)\n", + "df_nans" + ] + }, + { + "cell_type": "markdown", + "id": "68ef4017-8311-426c-ace5-7822762f0e81", + "metadata": {}, + "source": [ + "Let's keep the ones that look interesting so we can evaluate them with the rest later" + ] + }, + { + "cell_type": "code", + "execution_count": 1603, + "id": "7bc28456-057d-4b87-a28f-b84a954fdabd", + "metadata": { + "tags": [] + }, + "outputs": [], + "source": [ + "df_nans.drop('BsmtQual',inplace=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 1604, + "id": "ad6fbbbc-cd7d-4d33-befe-1e6e57cd2614", + "metadata": { + "tags": [] + }, + "outputs": [], + "source": [ + "df_nans.drop('BsmtCond',inplace=True)" + ] + }, + { + "cell_type": "markdown", + "id": "1fd11885-8460-4e02-bf7f-01fe24638e38", + "metadata": {}, + "source": [ + "The Masonry thing looks interesting so let's keep it for now" + ] + }, + { + "cell_type": "code", + "execution_count": 1605, + "id": "c3975076-5fa2-4d3e-8eef-d7a7eee57869", + "metadata": {}, + "outputs": [], + "source": [ + "df_nans.drop('MasVnrArea',inplace=True)\n", + "df_nans.drop('MasVnrType',inplace=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 1606, + "id": "0e76d83b-a44c-429e-92a7-e292c4e04c8c", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Alley 1369\n", + "Fence 1179\n", + "FireplaceQu 690\n", + "GarageType 81\n", + "GarageYrBlt 81\n", + "GarageFinish 81\n", + "GarageQual 81\n", + "GarageCond 81\n", + "BsmtExposure 38\n", + "BsmtFinType2 38\n", + "BsmtFinType1 37\n", + "Electrical 1\n", + "dtype: int64" + ] + }, + "execution_count": 1606, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df_nans" + ] + }, + { + "cell_type": "code", + "execution_count": 1607, + "id": "c841423b-097f-4de3-aaea-e305b3f67cd8", + "metadata": {}, + "outputs": [], + "source": [ + "# Now let's remove them for good\n", + "df.drop(df_nans.index, inplace=True,axis=1)" + ] + }, + { + "cell_type": "code", + "execution_count": 1608, + "id": "e8505d3e-d36a-4902-981d-28f9c0f6afe1", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "RangeIndex: 1460 entries, 0 to 1459\n", + "Data columns (total 43 columns):\n", + " # Column Non-Null Count Dtype \n", + "--- ------ -------------- ----- \n", + " 0 MSZoning 1460 non-null object \n", + " 1 LotShape 1460 non-null object \n", + " 2 LandContour 1460 non-null object \n", + " 3 LotConfig 1460 non-null object \n", + " 4 Neighborhood 1460 non-null object \n", + " 5 Condition1 1460 non-null object \n", + " 6 Condition2 1460 non-null object \n", + " 7 BldgType 1460 non-null object \n", + " 8 HouseStyle 1460 non-null object \n", + " 9 OverallQual 1460 non-null int64 \n", + " 10 YearBuilt 1460 non-null int64 \n", + " 11 YearRemodAdd 1460 non-null int64 \n", + " 12 RoofStyle 1460 non-null object \n", + " 13 RoofMatl 1460 non-null object \n", + " 14 Exterior1st 1460 non-null object \n", + " 15 Exterior2nd 1460 non-null object \n", + " 16 MasVnrType 1452 non-null object \n", + " 17 MasVnrArea 1452 non-null float64\n", + " 18 ExterQual 1460 non-null object \n", + " 19 ExterCond 1460 non-null object \n", + " 20 Foundation 1460 non-null object \n", + " 21 BsmtQual 1423 non-null object \n", + " 22 BsmtCond 1423 non-null object \n", + " 23 TotalBsmtSF 1460 non-null int64 \n", + " 24 Heating 1460 non-null object \n", + " 25 HeatingQC 1460 non-null object \n", + " 26 CentralAir 1460 non-null object \n", + " 27 1stFlrSF 1460 non-null int64 \n", + " 28 GrLivArea 1460 non-null int64 \n", + " 29 BsmtFullBath 1460 non-null int64 \n", + " 30 BsmtHalfBath 1460 non-null int64 \n", + " 31 FullBath 1460 non-null int64 \n", + " 32 HalfBath 1460 non-null int64 \n", + " 33 KitchenQual 1460 non-null object \n", + " 34 TotRmsAbvGrd 1460 non-null int64 \n", + " 35 Functional 1460 non-null object \n", + " 36 Fireplaces 1460 non-null int64 \n", + " 37 GarageCars 1460 non-null int64 \n", + " 38 GarageArea 1460 non-null int64 \n", + " 39 PavedDrive 1460 non-null object \n", + " 40 SaleType 1460 non-null object \n", + " 41 SaleCondition 1460 non-null object \n", + " 42 SalePrice 1460 non-null int64 \n", + "dtypes: float64(1), int64(15), object(27)\n", + "memory usage: 490.6+ KB\n" + ] + } + ], + "source": [ + "df.info()" + ] + }, + { + "cell_type": "markdown", + "id": "e01c6997-3dbf-44ef-8210-675a3817c3a4", + "metadata": {}, + "source": [ + "We have narrowed it down to 39 columns we can now start looking at some that might be redundant, let's bring the correlation matrix back and also use a bit of common sense" + ] + }, + { + "cell_type": "markdown", + "id": "adc8d8f5-ff18-41b9-82c8-5bf3351e5833", + "metadata": {}, + "source": [ + "### But first, a look at the target variable distribution itself" + ] + }, + { + "cell_type": "markdown", + "id": "8997d3c9-3f37-4905-8366-5e1e5f638611", + "metadata": {}, + "source": [ + "Let's remember that at the end of the day, we want to create a linear regression model which makes a few assumptions, one of them being that the data is more or less distributed normally" + ] + }, + { + "cell_type": "markdown", + "id": "fda425d3-b4db-44cc-9dea-bde99878281b", + "metadata": {}, + "source": [ + "We can see, for example, that GarageCars and Garage Area are closely correlated. This makes sense because the area of the garage directly affects how many cars you can fit in it. This makes having both columns a bit redundant. This logic follows for some for some of the other closely correlated columns on this chart." + ] + }, + { + "cell_type": "code", + "execution_count": 1609, + "id": "183f6408-bd91-4182-92dc-dfa753880b6b", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "sns.histplot(df.SalePrice,kde=True,fill=True)\n", + "plt.xlabel('SalePrice')\n", + "plt.ylabel('Frequency')\n", + "plt.title('How is the SalesPrice Distributed?')\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 1610, + "id": "c72e75d7-15d1-4a18-b215-48cd52e9c7f2", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "1.8828757597682129" + ] + }, + "execution_count": 1610, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df.SalePrice.skew()" + ] + }, + { + "cell_type": "markdown", + "id": "0c73922b-05ab-40f6-a28a-40dfd5eda0d6", + "metadata": {}, + "source": [ + "We can see that is it approaches a normal distribution but is slightly skewed to the left, let's try the log approach to see if we can reduce the skew" + ] + }, + { + "cell_type": "code", + "execution_count": 1611, + "id": "e7959855-54b1-49cb-971c-738fa3f55fc8", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "sns.histplot(np.log(df.SalePrice),kde=True,fill=True)\n", + "plt.xlabel('SalePrice')\n", + "plt.ylabel('Frequency')\n", + "plt.title('How is the SalesPrice Distributed?')\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 1612, + "id": "2016dc72-21ff-4ee0-9cc1-979415b08f01", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "0.12133506220520406" + ] + }, + "execution_count": 1612, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df['logSalePrice']= np.log(df.SalePrice)\n", + "df.logSalePrice.skew()" + ] + }, + { + "cell_type": "markdown", + "id": "f9313a13-2045-49d3-b0a7-ae911e4d7868", + "metadata": {}, + "source": [ + "This look much better, and the skew function also got a significantly lower value, so let's use this target statistic from now on" + ] + }, + { + "cell_type": "code", + "execution_count": 1613, + "id": "22245d0f-6b85-43d5-8a3a-68ca92ab3ee2", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots(figsize=(10,6))\n", + "sns.heatmap(df.corr(), annot=True)\n", + "plt.title('Correlation Matrix')\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "4f977232-828e-46c1-9b04-0bff23571e96", + "metadata": {}, + "source": [ + "Some columns present a high correlation coefficient, and we can see that it may be because of redundant information. For example, GarageCars and GarageArea are clearly highly dependent. Let's eliminate such cases where the information might be redundant in these numerical variables. " + ] + }, + { + "cell_type": "code", + "execution_count": 1614, + "id": "c9fb1239-6626-4646-8874-ddf444008a6c", + "metadata": {}, + "outputs": [], + "source": [ + "df.drop('GarageCars',inplace=True,axis=1)" + ] + }, + { + "cell_type": "code", + "execution_count": 1615, + "id": "7d3457b7-559f-4f96-973f-b82d8dcc60f5", + "metadata": {}, + "outputs": [], + "source": [ + "df.drop('TotRmsAbvGrd',inplace=True,axis=1)" + ] + }, + { + "cell_type": "markdown", + "id": "51311ac9-b48d-4d26-8cc8-f47b7e49d656", + "metadata": {}, + "source": [ + "Let's do some due dilligence on constant and duplicate features" + ] + }, + { + "cell_type": "code", + "execution_count": 1616, + "id": "3fb55458-196e-4da4-a2f9-812040a9358d", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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Descfeature1feature2
0Duplicate IndexSalePricelogSalePrice
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" + ], + "text/plain": [ + " Desc feature1 feature2\n", + "0 Duplicate Index SalePrice logSalePrice" + ] + }, + "execution_count": 1616, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "duplicate_features = get_duplicate_features(df)\n", + "duplicate_features" + ] + }, + { + "cell_type": "markdown", + "id": "0bb541f8-50ea-4291-b6a2-9d9e7dee59f0", + "metadata": {}, + "source": [ + "Let's eliminate SalePrice already" + ] + }, + { + "cell_type": "code", + "execution_count": 1617, + "id": "7992bed7-925b-4481-9b88-eb9041cf74aa", + "metadata": {}, + "outputs": [], + "source": [ + "df.drop('SalePrice',inplace=True,axis=1)" + ] + }, + { + "cell_type": "markdown", + "id": "33fb5b3a-bc3b-4357-93c5-1ce25897190a", + "metadata": {}, + "source": [ + "Now we look for constant features" + ] + }, + { + "cell_type": "code", + "execution_count": 1618, + "id": "845caed4-dbdc-46ae-b9a9-a8f188a295f7", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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DescVarValuePerc
\n", + "
" + ], + "text/plain": [ + "Empty DataFrame\n", + "Columns: [Desc, Var, Value, Perc]\n", + "Index: []" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "constant_features = get_constant_features(df)\n", + "display_all(constant_features)" + ] + }, + { + "cell_type": "markdown", + "id": "45fc40f9-f01a-450b-8c31-d7a483838df5", + "metadata": {}, + "source": [ + "Now that we have considerably less columns, let's add the ones we are sure we want to keep to another DataFrame and erase them from the original one" + ] + }, + { + "cell_type": "markdown", + "id": "b60ad59c-ae6d-41b7-906a-3779883d8d00", + "metadata": {}, + "source": [ + "First, for the numerical variables, let's bring the correlation ranking back:" + ] + }, + { + "cell_type": "code", + "execution_count": 1619, + "id": "31c3f4a7-df6e-4d58-b5a0-b00018aa3ad1", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "BsmtHalfBath -0.005149\n", + "BsmtFullBath 0.236224\n", + "HalfBath 0.313982\n", + "MasVnrArea 0.430809\n", + "Fireplaces 0.489449\n", + "YearRemodAdd 0.565608\n", + "YearBuilt 0.586570\n", + "FullBath 0.594771\n", + "1stFlrSF 0.596981\n", + "TotalBsmtSF 0.612134\n", + "GarageArea 0.650888\n", + "GrLivArea 0.700927\n", + "OverallQual 0.817184\n", + "logSalePrice 1.000000\n", + "Name: logSalePrice, dtype: float64" + ] + }, + "execution_count": 1619, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "corrs = df.corr()['logSalePrice']\n", + "order = corrs.map(lambda x : abs(x)).sort_values()\n", + "corrs[order.index]" + ] + }, + { + "cell_type": "code", + "execution_count": 1620, + "id": "cacce689-af71-4501-b811-42a9ea91e89c", + "metadata": {}, + "outputs": [], + "source": [ + "df_X = df[['OverallQual','GrLivArea','GarageArea','TotalBsmtSF','1stFlrSF','FullBath','YearBuilt','YearRemodAdd','HalfBath','BsmtFullBath','BsmtHalfBath']].copy()" + ] + }, + { + "cell_type": "code", + "execution_count": 1621, + "id": "4f36d60c-31ab-465d-968b-3f082ad45825", + "metadata": {}, + "outputs": [], + "source": [ + "df.drop(df_X.columns,inplace=True,axis=1)" + ] + }, + { + "cell_type": "markdown", + "id": "e2a5f80f-f38b-4e6f-94a8-b4de047bc4ed", + "metadata": {}, + "source": [ + "Note that this does not mean that we are not keeping the ones still in df, just that we are sure we are keeping the others so it will be easier to visualize once we have less columns to worry about" + ] + }, + { + "cell_type": "markdown", + "id": "25fb0c54-403c-4a91-87d0-487cb4419c73", + "metadata": {}, + "source": [ + "Now let's explore some of the categorical variables we want to keep, and if so, let's see what technique we should use to make them numerical." + ] + }, + { + "cell_type": "code", + "execution_count": 1622, + "id": "6353e244-0b99-42ce-94c7-ea5a5966902e", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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PR(>F)
Neighborhood4.043304e-243
ExterQual6.935425e-195
KitchenQual4.441486e-187
BsmtQual1.481415e-175
Foundation1.350671e-111
HeatingQC1.614882e-82
MasVnrType7.806731e-67
MSZoning1.021343e-59
Exterior1st1.053128e-53
Exterior2nd2.429938e-49
CentralAir9.855628e-44
SaleCondition1.689708e-41
SaleType5.497893e-36
PavedDrive1.090995e-31
HouseStyle1.636077e-30
LotShape7.856968e-29
BsmtCond1.678395e-15
ExterCond6.540305e-14
RoofStyle1.705740e-12
BldgType3.436794e-12
Condition11.173444e-10
Heating2.484312e-09
LandContour3.086224e-08
LotConfig6.214575e-07
Functional4.250370e-06
RoofMatl4.504239e-04
Condition21.382042e-02
\n", + "
" + ], + "text/plain": [ + " PR(>F)\n", + "Neighborhood 4.043304e-243\n", + "ExterQual 6.935425e-195\n", + "KitchenQual 4.441486e-187\n", + "BsmtQual 1.481415e-175\n", + "Foundation 1.350671e-111\n", + "HeatingQC 1.614882e-82\n", + "MasVnrType 7.806731e-67\n", + "MSZoning 1.021343e-59\n", + "Exterior1st 1.053128e-53\n", + "Exterior2nd 2.429938e-49\n", + "CentralAir 9.855628e-44\n", + "SaleCondition 1.689708e-41\n", + "SaleType 5.497893e-36\n", + "PavedDrive 1.090995e-31\n", + "HouseStyle 1.636077e-30\n", + "LotShape 7.856968e-29\n", + "BsmtCond 1.678395e-15\n", + "ExterCond 6.540305e-14\n", + "RoofStyle 1.705740e-12\n", + "BldgType 3.436794e-12\n", + "Condition1 1.173444e-10\n", + "Heating 2.484312e-09\n", + "LandContour 3.086224e-08\n", + "LotConfig 6.214575e-07\n", + "Functional 4.250370e-06\n", + "RoofMatl 4.504239e-04\n", + "Condition2 1.382042e-02" + ] + }, + "execution_count": 1622, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "cat_ps = []\n", + "for col in df.select_dtypes('object').columns.to_list():\n", + " model = ols(f'logSalePrice ~ {col}', data = df).fit()\n", + " cat_ps.append(sm.stats.anova_lm(model).loc[col])\n", + "pd.DataFrame(cat_ps).iloc[:,[4]].sort_values(by='PR(>F)')" + ] + }, + { + "cell_type": "markdown", + "id": "248bedea-1bf5-4e7a-ae24-8fdf6561540e", + "metadata": {}, + "source": [ + "At first glance, we are keeping Neighborhood, ExterQual, KitchenQual, BsmtQual. Let's investigate what is the best way to add them to the model." + ] + }, + { + "cell_type": "code", + "execution_count": 1623, + "id": "7a241560-d397-41ad-ac0e-871a5e337020", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "TA 906\n", + "Gd 488\n", + "Ex 52\n", + "Fa 14\n", + "Name: ExterQual, dtype: int64" + ] + }, + "execution_count": 1623, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df.ExterQual.value_counts()" + ] + }, + { + "cell_type": "code", + "execution_count": 1624, + "id": "d0945d83-cbb7-4e9e-99ba-2f0c2ea5c244", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "sns.boxplot(x='ExterQual',y='logSalePrice',data=df)\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "e66748ee-3a7c-440e-a0e9-e5695e2628ef", + "metadata": {}, + "source": [ + "We can see that is is indeed closely related. This is the perfect time to use lable encoding, given that the categories are hierarchical.\n", + "We can actually do this with several columns at a time by adding more dictionaries to the dictionary." + ] + }, + { + "cell_type": "code", + "execution_count": 1625, + "id": "93fae602-d876-4775-a1f1-6b320db04744", + "metadata": {}, + "outputs": [], + "source": [ + "QualDict = {'Ex':3,'Gd':2,'TA':1,'Fa':0}\n", + "replace_dict = {'ExterQual':QualDict,'KitchenQual':QualDict,'BsmtQual':{'Ex':4,'Gd':3,'TA':2,'Fa':1,np.nan:0}}" + ] + }, + { + "cell_type": "code", + "execution_count": 1626, + "id": "b1679c40-b493-4f5e-9183-9da248425cb8", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "1 906\n", + "2 488\n", + "3 52\n", + "0 14\n", + "Name: ExterQual, dtype: int64" + ] + }, + "execution_count": 1626, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df = df.replace(replace_dict)\n", + "df.ExterQual.value_counts()" + ] + }, + { + "cell_type": "markdown", + "id": "be01ef67-273c-434e-8ba7-8176d2261e8a", + "metadata": {}, + "source": [ + "We can actually do this with several columns at a time by adding more dictionaries to the dictionary." + ] + }, + { + "cell_type": "code", + "execution_count": 1627, + "id": "5fe09696-9e7f-4b60-82e3-466d1d9365c4", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "1 735\n", + "2 586\n", + "3 100\n", + "0 39\n", + "Name: KitchenQual, dtype: int64" + ] + }, + "execution_count": 1627, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df.KitchenQual.value_counts()" + ] + }, + { + "cell_type": "code", + "execution_count": 1628, + "id": "afa9c874-1dcf-438b-9c1c-580dbb4edfd7", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "2 649\n", + "3 618\n", + "4 121\n", + "0 37\n", + "1 35\n", + "Name: BsmtQual, dtype: int64" + ] + }, + "execution_count": 1628, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df.BsmtQual.value_counts()" + ] + }, + { + "cell_type": "code", + "execution_count": 1629, + "id": "c71bf4f5-91a9-4f38-abfe-d57810da3e9a", + "metadata": {}, + "outputs": [], + "source": [ + "df_X=df_X.join(df[['ExterQual','KitchenQual','BsmtQual','Neighborhood']]) #We will deal with Neighborhood later" + ] + }, + { + "cell_type": "code", + "execution_count": 1630, + "id": "79ebffc0-5ccd-4c44-80f3-1d23af0ffc4c", + "metadata": {}, + "outputs": [], + "source": [ + "df.drop(df[['ExterQual','KitchenQual','BsmtQual','Neighborhood']],inplace=True,axis=1)" + ] + }, + { + "cell_type": "code", + "execution_count": 1631, + "id": "1cb6a7b1-d3ae-4a4f-ab9f-d3824cec063f", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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OverallQualGrLivAreaGarageAreaTotalBsmtSF1stFlrSFFullBathYearBuiltYearRemodAddHalfBathBsmtFullBathBsmtHalfBathExterQualKitchenQualBsmtQualNeighborhood
071710548856856220032003110223CollgCr
16126246012621262219761976001113Veenker
271786608920920220012002110223CollgCr
371717642756961119151970010122Crawfor
48219883611451145220002000110223NoRidge
................................................
145561647460953953219992000100113Gilbert
14566207350015422073219781988010113NWAmes
14577234025211521188219412006000322Crawfor
14585107824010781078119501996010122NAmes
14595125627612561256119651965110212Edwards
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1460 rows × 15 columns

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" + ], + "text/plain": [ + " OverallQual GrLivArea GarageArea TotalBsmtSF 1stFlrSF FullBath \\\n", + "0 7 1710 548 856 856 2 \n", + "1 6 1262 460 1262 1262 2 \n", + "2 7 1786 608 920 920 2 \n", + "3 7 1717 642 756 961 1 \n", + "4 8 2198 836 1145 1145 2 \n", + "... ... ... ... ... ... ... \n", + "1455 6 1647 460 953 953 2 \n", + "1456 6 2073 500 1542 2073 2 \n", + "1457 7 2340 252 1152 1188 2 \n", + "1458 5 1078 240 1078 1078 1 \n", + "1459 5 1256 276 1256 1256 1 \n", + "\n", + " YearBuilt YearRemodAdd HalfBath BsmtFullBath BsmtHalfBath \\\n", + "0 2003 2003 1 1 0 \n", + "1 1976 1976 0 0 1 \n", + "2 2001 2002 1 1 0 \n", + "3 1915 1970 0 1 0 \n", + "4 2000 2000 1 1 0 \n", + "... ... ... ... ... ... \n", + "1455 1999 2000 1 0 0 \n", + "1456 1978 1988 0 1 0 \n", + "1457 1941 2006 0 0 0 \n", + "1458 1950 1996 0 1 0 \n", + "1459 1965 1965 1 1 0 \n", + "\n", + " ExterQual KitchenQual BsmtQual Neighborhood \n", + "0 2 2 3 CollgCr \n", + "1 1 1 3 Veenker \n", + "2 2 2 3 CollgCr \n", + "3 1 2 2 Crawfor \n", + "4 2 2 3 NoRidge \n", + "... ... ... ... ... \n", + "1455 1 1 3 Gilbert \n", + "1456 1 1 3 NWAmes \n", + "1457 3 2 2 Crawfor \n", + "1458 1 2 2 NAmes \n", + "1459 2 1 2 Edwards \n", + "\n", + "[1460 rows x 15 columns]" + ] + }, + "execution_count": 1631, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df_X" + ] + }, + { + "cell_type": "markdown", + "id": "e83bafb0-be40-461c-ba79-f18adcce31f8", + "metadata": {}, + "source": [ + "We suspect that the MSZoning category may be redundant given there is a neighborhood category, and zoning regulations are the same in a given neighborhood. We conduct a chi square test to gain more information." + ] + }, + { + "cell_type": "code", + "execution_count": 1632, + "id": "d7a9bc9c-7e03-439c-94ef-a4fc7f418b08", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "RL 1151\n", + "RM 218\n", + "FV 65\n", + "RH 16\n", + "C (all) 10\n", + "Name: MSZoning, dtype: int64" + ] + }, + "execution_count": 1632, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df.MSZoning.value_counts()" + ] + }, + { + "cell_type": "code", + "execution_count": 1633, + "id": "6af36704-c61c-45d0-b39a-803402340420", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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MSZoningC (all)FVRHRLRM
Neighborhood
Blmngtn000161
Blueste00002
BrDale000016
BrkSide0002830
ClearCr000280
CollgCr00014010
Crawfor002463
Edwards002908
Gilbert000790
IDOTRR900028
MeadowV000017
Mitchel000445
NAmes0022230
NPkVill00090
NWAmes000730
NoRidge000410
NridgHt000761
OldTown1001795
SWISU005200
Sawyer000722
SawyerW005540
Somerst0650210
StoneBr000250
Timber000380
Veenker000110
\n", + "
" + ], + "text/plain": [ + "MSZoning C (all) FV RH RL RM\n", + "Neighborhood \n", + "Blmngtn 0 0 0 16 1\n", + "Blueste 0 0 0 0 2\n", + "BrDale 0 0 0 0 16\n", + "BrkSide 0 0 0 28 30\n", + "ClearCr 0 0 0 28 0\n", + "CollgCr 0 0 0 140 10\n", + "Crawfor 0 0 2 46 3\n", + "Edwards 0 0 2 90 8\n", + "Gilbert 0 0 0 79 0\n", + "IDOTRR 9 0 0 0 28\n", + "MeadowV 0 0 0 0 17\n", + "Mitchel 0 0 0 44 5\n", + "NAmes 0 0 2 223 0\n", + "NPkVill 0 0 0 9 0\n", + "NWAmes 0 0 0 73 0\n", + "NoRidge 0 0 0 41 0\n", + "NridgHt 0 0 0 76 1\n", + "OldTown 1 0 0 17 95\n", + "SWISU 0 0 5 20 0\n", + "Sawyer 0 0 0 72 2\n", + "SawyerW 0 0 5 54 0\n", + "Somerst 0 65 0 21 0\n", + "StoneBr 0 0 0 25 0\n", + "Timber 0 0 0 38 0\n", + "Veenker 0 0 0 11 0" + ] + }, + "execution_count": 1633, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "zoning_neigh = pd.crosstab(df_X['Neighborhood'], df.MSZoning,margins = False)\n", + "zoning_neigh" + ] + }, + { + "cell_type": "code", + "execution_count": 1634, + "id": "0255fe9b-aec4-4431-8677-9dc1ba54de47", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "0.0" + ] + }, + "execution_count": 1634, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "chi2_contingency(zoning_neigh)[1]" + ] + }, + { + "cell_type": "markdown", + "id": "5357d786-a687-43e5-8cb4-6f5e1275052d", + "metadata": {}, + "source": [ + "With a p-value approaching 0, we can reject the null hypothesis that states that these values are independent, so we can confidently say that Zoning is heavily influenced by Neighborhood." + ] + }, + { + "cell_type": "code", + "execution_count": 1635, + "id": "d7121817-26c8-4213-9094-16d19474b5a6", + "metadata": {}, + "outputs": [], + "source": [ + "df.drop('MSZoning',inplace=True,axis=1)" + ] + }, + { + "cell_type": "markdown", + "id": "c8e414cd-6381-4465-b62c-a1713bc26c68", + "metadata": {}, + "source": [ + "Given thath we have included BsmtQual, and BsmtSF and 1stF are highly correlated, let's see if it is worth keeping on its own." + ] + }, + { + "cell_type": "code", + "execution_count": 1636, + "id": "8e7496cd-eb68-4ceb-901b-551df9a56dae", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 1636, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots(figsize=(6,8))\n", + "plt.scatter(df_X.TotalBsmtSF,df_X['1stFlrSF'])" + ] + }, + { + "cell_type": "code", + "execution_count": 1638, + "id": "8ce92b15-29d7-4805-b828-f2c27bf80d56", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "37" + ] + }, + "execution_count": 1638, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df_X[df_X.TotalBsmtSF == 0].shape[0]" + ] + }, + { + "cell_type": "code", + "execution_count": 1639, + "id": "0e890e5c-1959-4cdd-9046-a4c8f2e7ce61", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "2.5342465753424657" + ] + }, + "execution_count": 1639, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "37*100/df_X.shape[0]" + ] + }, + { + "cell_type": "markdown", + "id": "db6fe9e6-a78c-4716-9a8e-8a26bc20aa9b", + "metadata": {}, + "source": [ + "We can see that they a heavily correlated in the graph, but the off-putting part is the cases where there is no basement. We can see that only 2.5% of houses don't have one, and that information is sotored in BsmtQual, so TotalBsmtSF seem indeed to be redundant." + ] + }, + { + "cell_type": "code", + "execution_count": 1640, + "id": "f8f4706b-4d1f-477d-82a6-3146eb1a4069", + "metadata": {}, + "outputs": [], + "source": [ + "df_X.drop('TotalBsmtSF',inplace=True,axis=1)" + ] + }, + { + "cell_type": "markdown", + "id": "a574d843-2f26-4f89-b37a-b29f198b95c8", + "metadata": {}, + "source": [ + "Let's look for categorical variables which may have a hierarchical nature to evaluate them more easily." + ] + }, + { + "cell_type": "code", + "execution_count": 1641, + "id": "7edf26bf-2bf9-4bdf-b4d6-e0563b6fc4e3", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 1641, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "sns.boxplot(x='LotShape',y='logSalePrice',data=df)" + ] + }, + { + "cell_type": "markdown", + "id": "889c46c6-ffa7-435e-94b7-a9977dd95b16", + "metadata": {}, + "source": [ + "There appears to be a hierarchy in LotShape, the more irregular, the higher the price, let's add labels for now." + ] + }, + { + "cell_type": "code", + "execution_count": 1642, + "id": "163a62fd-5326-4634-91f1-e972d3658ae5", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "0 925\n", + "1 484\n", + "2 41\n", + "3 10\n", + "Name: LotShape, dtype: int64" + ] + }, + "execution_count": 1642, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df = df.replace({'LotShape':{'Reg':0,'IR1':1,'IR2':2,'IR3':3}})\n", + "df.LotShape.value_counts()" + ] + }, + { + "cell_type": "code", + "execution_count": 1643, + "id": "743843ea-6c64-45b3-89f6-dde6e75c3087", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 1643, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "sns.boxplot(x='Condition2',y='logSalePrice',data=df)" + ] + }, + { + "cell_type": "code", + "execution_count": 1645, + "id": "752eba40-6c2e-4491-815f-b9b3e9d18932", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Norm 1260\n", + "Feedr 81\n", + "Artery 48\n", + "RRAn 26\n", + "PosN 19\n", + "RRAe 11\n", + "PosA 8\n", + "RRNn 5\n", + "RRNe 2\n", + "Name: Condition1, dtype: int64" + ] + }, + "execution_count": 1645, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df.Condition1.value_counts()" + ] + }, + { + "cell_type": "code", + "execution_count": 1646, + "id": "a2860447-a9b1-44f7-8db0-84906ccb9952", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Norm 1445\n", + "Feedr 6\n", + "Artery 2\n", + "RRNn 2\n", + "PosN 2\n", + "PosA 1\n", + "RRAn 1\n", + "RRAe 1\n", + "Name: Condition2, dtype: int64" + ] + }, + "execution_count": 1646, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df.Condition2.value_counts()" + ] + }, + { + "cell_type": "markdown", + "id": "b3cbb6ee-061e-480d-a8ba-9a64c5373307", + "metadata": {}, + "source": [ + "These are not hierarchical, but at least Condition2 seems to have little relevant information, if a Condition were to be included, it would only be Condition1" + ] + }, + { + "cell_type": "code", + "execution_count": 1647, + "id": "2efcc317-96b0-43ef-aa2c-ec6afd317287", + "metadata": {}, + "outputs": [], + "source": [ + "df.drop('Condition2',inplace=True,axis=1)" + ] + }, + { + "cell_type": "code", + "execution_count": 1648, + "id": "f9fab13f-e131-46de-8e16-75666361a9ab", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 1648, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "sns.boxplot(x='RoofMatl',y='logSalePrice',data=df) " + ] + }, + { + "cell_type": "code", + "execution_count": 1650, + "id": "e9823265-47e3-4c6a-a64b-17c6980391e2", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "CompShg 1434\n", + "Tar&Grv 11\n", + "WdShngl 6\n", + "WdShake 5\n", + "Metal 1\n", + "Membran 1\n", + "Roll 1\n", + "ClyTile 1\n", + "Name: RoofMatl, dtype: int64" + ] + }, + "execution_count": 1650, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df.RoofMatl.value_counts() #Let's eliminate the roofs, they don't appear to hold that much value over other things" + ] + }, + { + "cell_type": "code", + "execution_count": 1651, + "id": "2ecbcc58-6990-4343-9f28-0d558a9fc8be", + "metadata": {}, + "outputs": [], + "source": [ + "df.drop(['RoofMatl','RoofStyle'],inplace=True,axis=1)" + ] + }, + { + "cell_type": "code", + "execution_count": 1652, + "id": "b0712f31-f492-4c4e-a1fd-abf34fa24dc1", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "text/plain": [ + "1Story 726\n", + "2Story 445\n", + "1.5Fin 154\n", + "SLvl 65\n", + "SFoyer 37\n", + "1.5Unf 14\n", + "2.5Unf 11\n", + "2.5Fin 8\n", + "Name: HouseStyle, dtype: int64" + ] + }, + "execution_count": 1652, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "sns.boxplot(x='HouseStyle',y='logSalePrice',data=df) # This seems very relevant, especially because up to now we only have square feet and quality information, let's keep it for later\n", + "plt.title('Stories')\n", + "plt.show()\n", + "df.HouseStyle.value_counts()" + ] + }, + { + "cell_type": "code", + "execution_count": 1653, + "id": "d7d31107-6ad6-4379-9893-5c56e313108e", + "metadata": {}, + "outputs": [], + "source": [ + "df_X['HouseStyle']=df.HouseStyle.copy()" + ] + }, + { + "cell_type": "code", + "execution_count": 1654, + "id": "459c5071-3a27-498a-ae14-ce0bf13e0d6c", + "metadata": {}, + "outputs": [], + "source": [ + "df.drop('HouseStyle',inplace=True,axis=1)" + ] + }, + { + "cell_type": "code", + "execution_count": 1655, + "id": "8aaa7eb8-9998-4b1e-89aa-c749c33e8c5e", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "text/plain": [ + "VinylSd 515\n", + "HdBoard 222\n", + "MetalSd 220\n", + "Wd Sdng 206\n", + "Plywood 108\n", + "CemntBd 61\n", + "BrkFace 50\n", + "WdShing 26\n", + "Stucco 25\n", + "AsbShng 20\n", + "BrkComm 2\n", + "Stone 2\n", + "AsphShn 1\n", + "ImStucc 1\n", + "CBlock 1\n", + "Name: Exterior1st, dtype: int64" + ] + }, + "execution_count": 1655, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "fig, ax = plt.subplots(figsize=(14,4))\n", + "sns.boxplot(x='Exterior1st',y='logSalePrice',data=df)\n", + "plt.show()\n", + "df.Exterior1st.value_counts()" + ] + }, + { + "cell_type": "code", + "execution_count": 1656, + "id": "006b3d0c-4b7e-47c4-872b-8356851166e6", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "text/plain": [ + "VinylSd 504\n", + "MetalSd 214\n", + "HdBoard 207\n", + "Wd Sdng 197\n", + "Plywood 142\n", + "CmentBd 60\n", + "Wd Shng 38\n", + "Stucco 26\n", + "BrkFace 25\n", + "AsbShng 20\n", + "ImStucc 10\n", + "Brk Cmn 7\n", + "Stone 5\n", + "AsphShn 3\n", + "Other 1\n", + "CBlock 1\n", + "Name: Exterior2nd, dtype: int64" + ] + }, + "execution_count": 1656, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "fig, ax = plt.subplots(figsize=(14,4))\n", + "sns.boxplot(x='Exterior2nd',y='logSalePrice',data=df)\n", + "plt.show()\n", + "df.Exterior2nd.value_counts()" + ] + }, + { + "cell_type": "code", + "execution_count": 1657, + "id": "adbd12a6-704f-4399-911f-d8c35d8853d9", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "text/plain": [ + "None 864\n", + "BrkFace 445\n", + "Stone 128\n", + "BrkCmn 15\n", + "Name: MasVnrType, dtype: int64" + ] + }, + "execution_count": 1657, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "sns.boxplot(x='MasVnrType',y='logSalePrice',data=df)\n", + "plt.show()\n", + "df.MasVnrType.value_counts()" + ] + }, + { + "cell_type": "markdown", + "id": "96023a43-5408-469c-8fab-4e4ff8966aad", + "metadata": {}, + "source": [ + "Let's keep this metric since it doesn't seem related to the other ones and looks pretty polarizing" + ] + }, + { + "cell_type": "code", + "execution_count": 1658, + "id": "0d6de96c-cf28-4be8-8365-053d11ef42d6", + "metadata": {}, + "outputs": [], + "source": [ + "df.MasVnrType.fillna('None',inplace=True)\n", + "df_X['MasVnrType']=df.MasVnrType.copy()" + ] + }, + { + "cell_type": "code", + "execution_count": 1659, + "id": "1eeb1579-d0b3-45fe-b902-1c14265ea746", + "metadata": {}, + "outputs": [], + "source": [ + "df.drop('MasVnrType',inplace=True,axis=1)" + ] + }, + { + "cell_type": "code", + "execution_count": 1660, + "id": "3df2246c-7cdf-4ae0-8e48-852e69e59eeb", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "text/plain": [ + "TA 1282\n", + "Gd 146\n", + "Fa 28\n", + "Ex 3\n", + "Po 1\n", + "Name: ExterCond, dtype: int64" + ] + }, + "execution_count": 1660, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "sns.boxplot(x='ExterCond',y='logSalePrice',data=df)\n", + "plt.show()\n", + "df.ExterCond.value_counts()" + ] + }, + { + "cell_type": "code", + "execution_count": 1661, + "id": "9e9dc318-6304-4760-ba38-84d6f3ae9555", + "metadata": {}, + "outputs": [], + "source": [ + "df = df.replace({'ExterCond':{'Ex':4,'Gd':3,'TA':2,'Fa':1,'Po':0}})" + ] + }, + { + "cell_type": "code", + "execution_count": 1662, + "id": "deec0778-dca6-4c64-b50e-64ae99a00d00", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "text/plain": [ + "TA 1311\n", + "Gd 65\n", + "Fa 45\n", + "Po 2\n", + "Name: BsmtCond, dtype: int64" + ] + }, + "execution_count": 1663, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "sns.boxplot(x='BsmtCond',y='logSalePrice',data=df)\n", + "plt.show()\n", + "df.BsmtCond.value_counts()" + ] + }, + { + "cell_type": "code", + "execution_count": 1664, + "id": "13f8529b-498e-469a-bb62-76eb8111f2c0", + "metadata": {}, + "outputs": [], + "source": [ + "df = df.replace({'BsmtCond':{'Gd':4,'TA':3,'Fa':2,'Po':1,np.nan:0}})" + ] + }, + { + "cell_type": "code", + "execution_count": 1665, + "id": "e2336d0a-3f71-4caf-b6a7-d914837f2d46", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "text/plain": [ + "GasA 1428\n", + "GasW 18\n", + "Grav 7\n", + "Wall 4\n", + "OthW 2\n", + "Floor 1\n", + "Name: Heating, dtype: int64" + ] + }, + "execution_count": 1665, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "sns.boxplot(x='Heating',y='logSalePrice',data=df)\n", + "plt.show()\n", + "df.Heating.value_counts()" + ] + }, + { + "cell_type": "code", + "execution_count": 1666, + "id": "ec66d098-172f-4389-9314-2df85ba2fe9c", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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"id": "92e6b597-6bc0-4619-8c9b-981decae306a", + "metadata": {}, + "outputs": [], + "source": [ + "df = df.replace({'HeatingQC':{'Ex':4,'Gd':3,'TA':2,'Fa':1,'Po':0}})" + ] + }, + { + "cell_type": "code", + "execution_count": 1672, + "id": "adae493f-974c-4adc-aa27-c66865a7b8ec", + "metadata": {}, + "outputs": [], + "source": [ + "df_X['HeatingQC'] = df.HeatingQC.copy()" + ] + }, + { + "cell_type": "code", + "execution_count": 1673, + "id": "c7d90062-3a90-40f7-a9ad-81b48a43919b", + "metadata": {}, + "outputs": [], + "source": [ + "df.drop(['HeatingQC','Heating','CentralAir'],inplace=True,axis=1)" + ] + }, + { + "cell_type": "code", + "execution_count": 1674, + "id": "a6368651-087b-473e-ae8a-ed4204d0a006", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "text/plain": [ + "Typ 1360\n", + "Min2 34\n", + "Min1 31\n", + "Mod 15\n", + "Maj1 14\n", + "Maj2 5\n", + "Sev 1\n", + "Name: Functional, dtype: int64" + ] + }, + "execution_count": 1674, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "sns.boxplot(x='Functional',y='logSalePrice',data=df)\n", + "plt.show()\n", + "df.Functional.value_counts()" + ] + }, + { + "cell_type": "markdown", + "id": "81db2f48-5561-481b-954b-b302e9938a41", + "metadata": {}, + "source": [ + "This seems pretty chaotic and not really informative, looks mostly like noise" + ] + }, + { + "cell_type": "code", + "execution_count": 1675, + "id": "61462d6c-659e-448a-bf45-89e1c2fd103e", + "metadata": {}, + "outputs": [], + "source": [ + "df.drop('Functional',inplace=True,axis=1)" + ] + }, + { + "cell_type": "code", + "execution_count": 1676, + "id": "a3feaf99-5d6b-426d-8f75-d40f2156b8d2", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "text/plain": [ + "Y 1340\n", + "N 90\n", + "P 30\n", + "Name: PavedDrive, dtype: int64" + ] + }, + "execution_count": 1676, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "sns.boxplot(x='PavedDrive',y='logSalePrice',data=df)\n", + "plt.show()\n", + "df.PavedDrive.value_counts()" + ] + }, + { + "cell_type": "code", + "execution_count": 1677, + "id": "9392650d-6da9-47ff-aed2-549db6a493e1", + "metadata": {}, + "outputs": [], + "source": [ + "df = df.replace({'PavedDrive':{'Y':2,'P':1,'N':0}})" + ] + }, + { + "cell_type": "code", + "execution_count": 1678, + "id": "061435c8-671e-4fe4-92ae-7c53e69d14ed", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "text/plain": [ + "WD 1267\n", + "New 122\n", + "COD 43\n", + "ConLD 9\n", + "ConLI 5\n", + "ConLw 5\n", + "CWD 4\n", + "Oth 3\n", + "Con 2\n", + "Name: SaleType, dtype: int64" + ] + }, + "execution_count": 1678, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "sns.boxplot(x='SaleType',y='logSalePrice',data=df)\n", + "plt.show()\n", + "df.SaleType.value_counts()" + ] + }, + { + "cell_type": "markdown", + "id": "7e4b278e-5511-45b6-823f-3141a5c3d56c", + "metadata": {}, + "source": [ + "It seems that new house sell for higher prices than other types of Sales. Unfortunately we don't have a lot of representative data on the other types besided the normal Warranty Deed and a bit of CourtOfficerDeedEstate. Let's keep it in df for now and decide what to do later." + ] + }, + { + "cell_type": "code", + "execution_count": 1679, + "id": "219bad03-df03-436a-9d79-f365d4c192c7", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "text/plain": [ + "Normal 1198\n", + "Partial 125\n", + "Abnorml 101\n", + "Family 20\n", + "Alloca 12\n", + "AdjLand 4\n", + "Name: SaleCondition, dtype: int64" + ] + }, + "execution_count": 1679, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "sns.boxplot(x='SaleCondition',y='logSalePrice',data=df)\n", + "plt.show()\n", + "df.SaleCondition.value_counts()" + ] + }, + { + "cell_type": "markdown", + "id": "484ad65b-4fe7-4a16-88fa-1173e6529445", + "metadata": {}, + "source": [ + "These two previous categories seem relevant for sure, if a house is new is it more likely to be sold for a higher price. If a house is sold under abnormal conditions like foreclosure, it is likely to be cheaper. Let's see it there is a dependency on these two categories so we only keep one of them." + ] + }, + { + "cell_type": "code", + "execution_count": 1680, + "id": "fca299c5-2e8e-44ae-a22a-6df33bfaa51f", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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SaleConditionAbnormlAdjLandAllocaFamilyNormalPartial
SaleType
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" + ], + "text/plain": [ + "SaleCondition Abnorml AdjLand Alloca Family Normal Partial\n", + "SaleType \n", + "COD 24 0 0 0 19 0\n", + "CWD 1 0 0 1 2 0\n", + "Con 0 0 0 0 2 0\n", + "ConLD 2 0 0 0 6 1\n", + "ConLI 1 0 0 0 4 0\n", + "ConLw 0 0 0 0 5 0\n", + "New 0 0 0 0 0 122\n", + "Oth 3 0 0 0 0 0\n", + "WD 70 4 12 19 1160 2" + ] + }, + "execution_count": 1680, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "SalesProcess = pd.crosstab(df.SaleType, df.SaleCondition,margins = False)\n", + "SalesProcess" + ] + }, + { + "cell_type": "code", + "execution_count": 1681, + "id": "eb576f75-05c2-4974-9dd9-5964af7a2d75", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "0.0" + ] + }, + "execution_count": 1681, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "chi2_contingency(SalesProcess)[1]" + ] + }, + { + "cell_type": "markdown", + "id": "46ad0129-af07-444d-a110-f82ae7d4ae4a", + "metadata": {}, + "source": [ + "The most important thing to capture from the SaleType was whether it was a new house or not, but that information is contained in the Partial Category in SaleCondition, plus, SaleCondition also includes the Abnormal cases, which seem to be relevant for cheaper houses. With a small p-value it is evident that these two variables are dependent, let's keep Sale Condition." + ] + }, + { + "cell_type": "code", + "execution_count": 1682, + "id": "7de21dfc-1dd8-4607-bd0f-e70394c468d4", + "metadata": {}, + "outputs": [], + "source": [ + "df_X['SaleConditon']=df.SaleCondition.copy()" + ] + }, + { + "cell_type": "code", + "execution_count": 1683, + "id": "7ea285d4-fbf2-41e8-a882-d446a4dab0d7", + "metadata": {}, + "outputs": [], + "source": [ + "df.drop(['SaleCondition','SaleType'],inplace=True,axis=1)" + ] + }, + { + "cell_type": "markdown", + "id": "73b60f56-2b16-46e2-8945-41a4bb6fc2ea", + "metadata": {}, + "source": [ + "### Exploring the hierarchical categorical variables" + ] + }, + { + "cell_type": "markdown", + "id": "bfb30e61-620c-4ca2-ae59-fd491bd9156f", + "metadata": {}, + "source": [ + "We have done our first comb through the categorical variable, added some good ones and eliminated some useless or redundant ones. We are left with a few on which we are on the fence. First, let's remember that we have labelled the hierachical categorical variables, so let's try once again to do a correlation matrix heatmap on df to see if there is interesting new information. \n", + "Note: I kept MasVnrArea all this time because I wanted to see how it stacked up to the categorical variables and make a decision." + ] + }, + { + "cell_type": "code", + "execution_count": 1684, + "id": "ff3daa10-ed24-43d9-ab13-8833c5908108", + "metadata": {}, + "outputs": [], + "source": [ + "# Forgot to fillna on MsnVnrArea\n", + "df.MasVnrArea.fillna(0,inplace=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 1685, + "id": "596ac127-e6b5-43c0-aa84-2ac1ce76810c", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots(figsize=(6,3))\n", + "sns.heatmap(df.corr(), annot=True)\n", + "plt.title('Correlation Matrix')\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "854f58c5-0468-4e27-b4d9-9a94c50cac50", + "metadata": {}, + "source": [ + "Let's add Fireplaces and MasVnrArea. " + ] + }, + { + "cell_type": "code", + "execution_count": 1686, + "id": "0fbd383e-b02d-4cff-9508-bf934aabc553", + "metadata": {}, + "outputs": [], + "source": [ + "df_X[['Fireplaces','MasVnrArea']]=df[['Fireplaces','MasVnrArea']].copy()" + ] + }, + { + "cell_type": "code", + "execution_count": 1687, + "id": "4e0e57b4-fcaa-4c60-a70c-c724f7c690fc", + "metadata": {}, + "outputs": [], + "source": [ + "df.drop(['Fireplaces','MasVnrArea'],inplace=True,axis=1)" + ] + }, + { + "cell_type": "markdown", + "id": "b93891fe-ebf9-4ce2-abd2-ec4afe164410", + "metadata": {}, + "source": [ + "The other one that seems tempting is PavedDrive, let's do a chi-square test to see if it is dependent on Neighborhood" + ] + }, + { + "cell_type": "code", + "execution_count": 1688, + "id": "30540806-d703-47e0-867d-e66b73d42c3d", + "metadata": { + "tags": [] + }, + "outputs": [ + { + "data": { + "text/html": [ + "
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NeighborhoodBlmngtnBluesteBrDaleBrkSideClearCrCollgCrCrawforEdwardsGilbertIDOTRR...NoRidgeNridgHtOldTownSWISUSawyerSawyerWSomerstStoneBrTimberVeenker
PavedDrive
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3 rows × 25 columns

\n", + "
" + ], + "text/plain": [ + "Neighborhood Blmngtn Blueste BrDale BrkSide ClearCr CollgCr Crawfor \\\n", + "PavedDrive \n", + "0 0 0 1 12 2 0 2 \n", + "1 0 0 0 3 0 0 3 \n", + "2 17 2 15 43 26 150 46 \n", + "\n", + "Neighborhood Edwards Gilbert IDOTRR ... NoRidge NridgHt OldTown SWISU \\\n", + "PavedDrive ... \n", + "0 15 0 16 ... 0 0 29 5 \n", + "1 7 1 3 ... 0 0 6 2 \n", + "2 78 78 18 ... 41 77 78 18 \n", + "\n", + "Neighborhood Sawyer SawyerW Somerst StoneBr Timber Veenker \n", + "PavedDrive \n", + "0 4 2 0 0 1 0 \n", + "1 0 0 0 0 1 0 \n", + "2 70 57 86 25 36 11 \n", + "\n", + "[3 rows x 25 columns]" + ] + }, + "execution_count": 1688, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "paved_neigh = pd.crosstab(df.PavedDrive, df_X.Neighborhood,margins = False)\n", + "paved_neigh" + ] + }, + { + "cell_type": "code", + "execution_count": 1689, + "id": "95ad817c-0071-47cf-b01f-526862e091b1", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "3.6087865401452485e-43" + ] + }, + "execution_count": 1689, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "chi2_contingency(paved_neigh)[1]" + ] + }, + { + "cell_type": "markdown", + "id": "469eb58f-af9b-400f-a457-8c3a2c71609d", + "metadata": {}, + "source": [ + "It makes sense that the roads are paved or not depending on the neighborhood, so let's not add any unnecessary columns to our data" + ] + }, + { + "cell_type": "code", + "execution_count": 1690, + "id": "d6156e4e-6e9f-4bf0-bb95-c2b0a959ccc3", + "metadata": {}, + "outputs": [], + "source": [ + "df.drop('PavedDrive',inplace=True,axis=1)" + ] + }, + { + "cell_type": "markdown", + "id": "3d10867d-e454-4db2-b23e-10c7d6ba9f9c", + "metadata": {}, + "source": [ + "While we're at it let's drop the other hierarchical categorical variables which we didn't use" + ] + }, + { + "cell_type": "code", + "execution_count": 1691, + "id": "97c0a99e-0224-4d47-b1ac-85b0b0f6af2c", + "metadata": {}, + "outputs": [], + "source": [ + "df.drop(df.select_dtypes('int64').columns.to_list(),inplace=True,axis=1)" + ] + }, + { + "cell_type": "markdown", + "id": "4aa69d49-9b29-4e08-9ee0-e3510abf79f3", + "metadata": {}, + "source": [ + "### We're almost done!" + ] + }, + { + "cell_type": "markdown", + "id": "5aaa6313-e8c9-49db-bb1b-13b438758244", + "metadata": {}, + "source": [ + "Let's see how far we've come selecting columns:" + ] + }, + { + "cell_type": "code", + "execution_count": 1692, + "id": "0f2d5785-1ee9-4d52-b284-4b95994ac06d", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "RangeIndex: 1460 entries, 0 to 1459\n", + "Data columns (total 20 columns):\n", + " # Column Non-Null Count Dtype \n", + "--- ------ -------------- ----- \n", + " 0 OverallQual 1460 non-null int64 \n", + " 1 GrLivArea 1460 non-null int64 \n", + " 2 GarageArea 1460 non-null int64 \n", + " 3 1stFlrSF 1460 non-null int64 \n", + " 4 FullBath 1460 non-null int64 \n", + " 5 YearBuilt 1460 non-null int64 \n", + " 6 YearRemodAdd 1460 non-null int64 \n", + " 7 HalfBath 1460 non-null int64 \n", + " 8 BsmtFullBath 1460 non-null int64 \n", + " 9 BsmtHalfBath 1460 non-null int64 \n", + " 10 ExterQual 1460 non-null int64 \n", + " 11 KitchenQual 1460 non-null int64 \n", + " 12 BsmtQual 1460 non-null int64 \n", + " 13 Neighborhood 1460 non-null object \n", + " 14 HouseStyle 1460 non-null object \n", + " 15 MasVnrType 1460 non-null object \n", + " 16 HeatingQC 1460 non-null int64 \n", + " 17 SaleConditon 1460 non-null object \n", + " 18 Fireplaces 1460 non-null int64 \n", + " 19 MasVnrArea 1460 non-null float64\n", + "dtypes: float64(1), int64(15), object(4)\n", + "memory usage: 228.2+ KB\n" + ] + } + ], + "source": [ + "df_X.info()" + ] + }, + { + "cell_type": "markdown", + "id": "0548ba24-6c92-4292-9349-0f6e1c5554cc", + "metadata": {}, + "source": [ + "And these are the ones we have yet to decide:" + ] + }, + { + "cell_type": "code", + "execution_count": 1693, + "id": "4781d5b1-72cb-497f-ab0b-29f15f147c82", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "RangeIndex: 1460 entries, 0 to 1459\n", + "Data columns (total 8 columns):\n", + " # Column Non-Null Count Dtype \n", + "--- ------ -------------- ----- \n", + " 0 LandContour 1460 non-null object \n", + " 1 LotConfig 1460 non-null object \n", + " 2 Condition1 1460 non-null object \n", + " 3 BldgType 1460 non-null object \n", + " 4 Exterior1st 1460 non-null object \n", + " 5 Exterior2nd 1460 non-null object \n", + " 6 Foundation 1460 non-null object \n", + " 7 logSalePrice 1460 non-null float64\n", + "dtypes: float64(1), object(7)\n", + "memory usage: 91.4+ KB\n" + ] + } + ], + "source": [ + "df.info()" + ] + }, + { + "cell_type": "markdown", + "id": "bf5f1fff-4cf6-4d09-959e-cacc43e7ed81", + "metadata": {}, + "source": [ + "It is fairly certain that LandContour, LotConfig and Condition1 will be heavily dependent on Neighborhood, and, to be honest, would probably not impress even if they didn't, so let's eliminate them tout de suite" + ] + }, + { + "cell_type": "code", + "execution_count": 1694, + "id": "ab021cd4-ee51-4c94-a465-a8daa4d8201c", + "metadata": {}, + "outputs": [], + "source": [ + "df.drop(['LandContour','LotConfig','Condition1'],inplace=True,axis=1)" + ] + }, + { + "cell_type": "code", + "execution_count": 1695, + "id": "7ab2e01f-d85b-43ea-a3f2-94126b6c87fd", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "RangeIndex: 1460 entries, 0 to 1459\n", + "Data columns (total 5 columns):\n", + " # Column Non-Null Count Dtype \n", + "--- ------ -------------- ----- \n", + " 0 BldgType 1460 non-null object \n", + " 1 Exterior1st 1460 non-null object \n", + " 2 Exterior2nd 1460 non-null object \n", + " 3 Foundation 1460 non-null object \n", + " 4 logSalePrice 1460 non-null float64\n", + "dtypes: float64(1), object(4)\n", + "memory usage: 57.2+ KB\n" + ] + } + ], + "source": [ + "df.info()" + ] + }, + { + "cell_type": "markdown", + "id": "260a1194-378b-4720-ae17-8fe0b293036b", + "metadata": {}, + "source": [ + "Let's examine BldgType:" + ] + }, + { + "cell_type": "code", + "execution_count": 1696, + "id": "7343560a-3948-455d-b043-7fc6bb10aec4", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "text/plain": [ + "1Fam 1220\n", + "TwnhsE 114\n", + "Duplex 52\n", + "Twnhs 43\n", + "2fmCon 31\n", + "Name: BldgType, dtype: int64" + ] + }, + "execution_count": 1696, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "sns.boxplot(x='BldgType',y='logSalePrice',data=df)\n", + "plt.show()\n", + "df.BldgType.value_counts()" + ] + }, + { + "cell_type": "markdown", + "id": "37c7d0ed-89e0-47bf-a020-53ece3247f91", + "metadata": {}, + "source": [ + "It would be reasonable for this to be dependent on HouseStyle, let's do another chi-squared to confirm:" + ] + }, + { + "cell_type": "code", + "execution_count": 1697, + "id": "ba370b18-adbe-4678-b0be-e6dcf065a33f", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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HouseStyle1.5Fin1.5Unf1Story2.5Fin2.5Unf2StorySFoyerSLvl
BldgType
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\n", + "
" + ], + "text/plain": [ + "HouseStyle 1.5Fin 1.5Unf 1Story 2.5Fin 2.5Unf 2Story SFoyer SLvl\n", + "BldgType \n", + "1Fam 142 13 607 7 9 362 20 60\n", + "2fmCon 8 1 7 1 2 11 0 1\n", + "Duplex 4 0 29 0 0 9 9 1\n", + "Twnhs 0 0 5 0 0 33 4 1\n", + "TwnhsE 0 0 78 0 0 30 4 2" + ] + }, + "execution_count": 1697, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "bldg_houseStyle = pd.crosstab(df.BldgType, df_X.HouseStyle,margins = False)\n", + "bldg_houseStyle" + ] + }, + { + "cell_type": "code", + "execution_count": 1698, + "id": "110dea40-5cc2-43fb-a405-5263a2252d4a", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "2.366736289460599e-22" + ] + }, + "execution_count": 1698, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "chi2_contingency(bldg_houseStyle)[1]" + ] + }, + { + "cell_type": "markdown", + "id": "975e67e2-2f59-4553-b4c8-5b283a7648cb", + "metadata": {}, + "source": [ + "Indeed" + ] + }, + { + "cell_type": "code", + "execution_count": 1699, + "id": "55a42cc3-4bc9-49c6-95e3-b17970efe855", + "metadata": {}, + "outputs": [], + "source": [ + "df.drop('BldgType',inplace=True,axis=1)" + ] + }, + { + "cell_type": "code", + "execution_count": 1700, + "id": "672d5859-bfcd-4432-a295-3650ad9bfbc0", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "RangeIndex: 1460 entries, 0 to 1459\n", + "Data columns (total 4 columns):\n", + " # Column Non-Null Count Dtype \n", + "--- ------ -------------- ----- \n", + " 0 Exterior1st 1460 non-null object \n", + " 1 Exterior2nd 1460 non-null object \n", + " 2 Foundation 1460 non-null object \n", + " 3 logSalePrice 1460 non-null float64\n", + "dtypes: float64(1), object(3)\n", + "memory usage: 45.8+ KB\n" + ] + } + ], + "source": [ + "df.info()" + ] + }, + { + "cell_type": "code", + "execution_count": 1701, + "id": "55d6a599-604f-411c-804d-27fba8c834ad", + "metadata": {}, + "outputs": [], + "source": [ + "#From these remaining ones we will only keep Foundation and be done with it" + ] + }, + { + "cell_type": "code", + "execution_count": 1702, + "id": "73b9f4a7-4850-4ef8-be14-a56915d0da10", + "metadata": {}, + "outputs": [], + "source": [ + "df_X['Foundation'] = df.Foundation.copy()" + ] + }, + { + "cell_type": "code", + "execution_count": 1703, + "id": "16061595-1428-4e98-bd08-bbc5dd3fb40d", + "metadata": {}, + "outputs": [], + "source": [ + "df.drop(['Exterior1st','Exterior2nd','Foundation'],inplace=True,axis=1)" + ] + }, + { + "cell_type": "code", + "execution_count": 1704, + "id": "6ce9d078-5213-41f6-92ce-c1bf05d2799c", + "metadata": {}, + "outputs": [], + "source": [ + "y = df.logSalePrice.copy()" + ] + }, + { + "cell_type": "markdown", + "id": "059363c0-3527-464a-bf17-67fd8133b035", + "metadata": {}, + "source": [ + "### What did we keep?" + ] + }, + { + "cell_type": "markdown", + "id": "65604589-06a1-46fa-b61a-80ca43c6f25c", + "metadata": {}, + "source": [ + "Now that we have gone through the worst, let's have a last look at the features we kept to see if there is any way to eliminate some of them. Later on we also need to deal with the remaining dtype=object variables." + ] + }, + { + "cell_type": "code", + "execution_count": 1705, + "id": "63e3b3e6-ce5b-4a7d-ae09-9e12fa11f0bf", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "RangeIndex: 1460 entries, 0 to 1459\n", + "Data columns (total 21 columns):\n", + " # Column Non-Null Count Dtype \n", + "--- ------ -------------- ----- \n", + " 0 OverallQual 1460 non-null int64 \n", + " 1 GrLivArea 1460 non-null int64 \n", + " 2 GarageArea 1460 non-null int64 \n", + " 3 1stFlrSF 1460 non-null int64 \n", + " 4 FullBath 1460 non-null int64 \n", + " 5 YearBuilt 1460 non-null int64 \n", + " 6 YearRemodAdd 1460 non-null int64 \n", + " 7 HalfBath 1460 non-null int64 \n", + " 8 BsmtFullBath 1460 non-null int64 \n", + " 9 BsmtHalfBath 1460 non-null int64 \n", + " 10 ExterQual 1460 non-null int64 \n", + " 11 KitchenQual 1460 non-null int64 \n", + " 12 BsmtQual 1460 non-null int64 \n", + " 13 Neighborhood 1460 non-null object \n", + " 14 HouseStyle 1460 non-null object \n", + " 15 MasVnrType 1460 non-null object \n", + " 16 HeatingQC 1460 non-null int64 \n", + " 17 SaleConditon 1460 non-null object \n", + " 18 Fireplaces 1460 non-null int64 \n", + " 19 MasVnrArea 1460 non-null float64\n", + " 20 Foundation 1460 non-null object \n", + "dtypes: float64(1), int64(15), object(5)\n", + "memory usage: 239.7+ KB\n" + ] + } + ], + "source": [ + "df_X.info()" + ] + }, + { + "cell_type": "markdown", + "id": "b5284305-edae-48b3-99ee-90f13b78e373", + "metadata": {}, + "source": [ + "Let's make a new variable named AllBaths which takes into account FullBaths as 1 and half Baths as 0.5" + ] + }, + { + "cell_type": "code", + "execution_count": 1714, + "id": "428dda40-5f9e-4779-8b6d-178e74fe5597", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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OverallQualGrLivAreaGarageArea1stFlrSFFullBathYearBuiltYearRemodAddHalfBathBsmtFullBathBsmtHalfBath...HeatingQCSaleConditonFireplacesMasVnrAreaFoundationAllBathsHowOldyBsmtAllBathsBaths
071710548856220032003110...4Normal0196.0PConc2.5512.2476941.03.5
1612624601262219761976001...4Normal10.0CBlock2.03112.1090110.52.5
271786608920220012002110...4Normal1162.0PConc2.5612.3171671.03.5
371717642961119151970010...3Abnorml10.0BrkTil1.03611.8493981.02.0
4821988361145220002000110...4Normal1350.0PConc2.5812.4292161.03.5
..................................................................
145561647460953219992000100...4Normal10.0PConc2.5712.0725410.02.5
1456620735002073219781988010...2Normal2119.0CBlock2.02212.2548631.03.0
1457723402521188219412006000...4Normal20.0Stone2.0412.4931300.02.0
1458510782401078119501996010...3Normal00.0CBlock1.01411.8644621.02.0
1459512562761256119651965110...3Normal00.0CBlock1.54311.9015831.02.5
\n", + "

1460 rows × 26 columns

\n", + "
" + ], + "text/plain": [ + " OverallQual GrLivArea GarageArea 1stFlrSF FullBath YearBuilt \\\n", + "0 7 1710 548 856 2 2003 \n", + "1 6 1262 460 1262 2 1976 \n", + "2 7 1786 608 920 2 2001 \n", + "3 7 1717 642 961 1 1915 \n", + "4 8 2198 836 1145 2 2000 \n", + "... ... ... ... ... ... ... \n", + "1455 6 1647 460 953 2 1999 \n", + "1456 6 2073 500 2073 2 1978 \n", + "1457 7 2340 252 1188 2 1941 \n", + "1458 5 1078 240 1078 1 1950 \n", + "1459 5 1256 276 1256 1 1965 \n", + "\n", + " YearRemodAdd HalfBath BsmtFullBath BsmtHalfBath ... HeatingQC \\\n", + "0 2003 1 1 0 ... 4 \n", + "1 1976 0 0 1 ... 4 \n", + "2 2002 1 1 0 ... 4 \n", + "3 1970 0 1 0 ... 3 \n", + "4 2000 1 1 0 ... 4 \n", + "... ... ... ... ... ... ... \n", + "1455 2000 1 0 0 ... 4 \n", + "1456 1988 0 1 0 ... 2 \n", + "1457 2006 0 0 0 ... 4 \n", + "1458 1996 0 1 0 ... 3 \n", + "1459 1965 1 1 0 ... 3 \n", + "\n", + " SaleConditon Fireplaces MasVnrArea Foundation AllBaths HowOld \\\n", + "0 Normal 0 196.0 PConc 2.5 5 \n", + "1 Normal 1 0.0 CBlock 2.0 31 \n", + "2 Normal 1 162.0 PConc 2.5 6 \n", + "3 Abnorml 1 0.0 BrkTil 1.0 36 \n", + "4 Normal 1 350.0 PConc 2.5 8 \n", + "... ... ... ... ... ... ... \n", + "1455 Normal 1 0.0 PConc 2.5 7 \n", + "1456 Normal 2 119.0 CBlock 2.0 22 \n", + "1457 Normal 2 0.0 Stone 2.0 4 \n", + "1458 Normal 0 0.0 CBlock 1.0 14 \n", + "1459 Normal 0 0.0 CBlock 1.5 43 \n", + "\n", + " y BsmtAllBaths Baths \n", + "0 12.247694 1.0 3.5 \n", + "1 12.109011 0.5 2.5 \n", + "2 12.317167 1.0 3.5 \n", + "3 11.849398 1.0 2.0 \n", + "4 12.429216 1.0 3.5 \n", + "... ... ... ... \n", + "1455 12.072541 0.0 2.5 \n", + "1456 12.254863 1.0 3.0 \n", + "1457 12.493130 0.0 2.0 \n", + "1458 11.864462 1.0 2.0 \n", + "1459 11.901583 1.0 2.5 \n", + "\n", + "[1460 rows x 26 columns]" + ] + }, + "execution_count": 1714, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df_X['AllBaths']=df_X.FullBath+df_X.HalfBath/2\n", + "df_X['BsmtAllBaths']=df_X.BsmtFullBath+df_X.BsmtHalfBath/2\n", + "df_X['Baths']=df_X.AllBaths+df_X.BsmtAllBaths\n", + "df_X" + ] + }, + { + "cell_type": "markdown", + "id": "05289af3-5709-46d2-8d61-e70a94bf79d1", + "metadata": {}, + "source": [ + "Let's also make another variable that takes into account how old the house was when it was sold since it was built or remodelled." + ] + }, + { + "cell_type": "code", + "execution_count": 1707, + "id": "b3bd8f87-91f7-48ca-a32d-0d1a7ee939bc", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "0 5\n", + "1 31\n", + "2 6\n", + "3 36\n", + "4 8\n", + " ..\n", + "1455 7\n", + "1456 22\n", + "1457 4\n", + "1458 14\n", + "1459 43\n", + "Name: HowOld, Length: 1460, dtype: int64" + ] + }, + "execution_count": 1707, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df_X['HowOld']=df_time.YrSold-df_X.YearRemodAdd\n", + "df_X.HowOld" + ] + }, + { + "cell_type": "code", + "execution_count": 1708, + "id": "d4a1370b-1df5-4b2e-8958-dd8c9e486007", + "metadata": {}, + "outputs": [], + "source": [ + "df_X['y']=y" + ] + }, + { + "cell_type": "markdown", + "id": "947c3929-9827-41c2-8c0e-17245818f5a4", + "metadata": {}, + "source": [ + "Let's see how these new metrics perform" + ] + }, + { + "cell_type": "code", + "execution_count": 1718, + "id": "efee252f-4171-4414-a826-1632d8eae456", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots(figsize=(18,8))\n", + "sns.heatmap(df_X.corr(), annot=True)\n", + "plt.title('Correlation Matrix')\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "cdaa6ee9-71e3-428b-abe7-b87ac82a8c5d", + "metadata": {}, + "source": [ + "AllBaths did good, we can eliminate the two separate bath categories. Same cannot be said for BsmtAllBaths, it appears BsmtHalfBaths are simply irrelevant. We'll still keep them for consistency.\n", + "The new HowOld category did well also, we like that better so we'll keep it.\n", + "Let's eliminate the unused columns." + ] + }, + { + "cell_type": "code", + "execution_count": 1720, + "id": "178d47b4-252c-477e-be35-5a57c70438b5", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "0 1378\n", + "1 80\n", + "2 2\n", + "Name: BsmtHalfBath, dtype: int64" + ] + }, + "execution_count": 1720, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df_X.BsmtHalfBath.value_counts()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "26b9f5b0-ff84-465e-aff5-53cdf5b64d62", + "metadata": {}, + "outputs": [], + "source": [ + "[" + ] + }, + { + "cell_type": "code", + "execution_count": 1722, + "id": "91402161-f83c-4d1c-9900-824bdc5ec707", + "metadata": {}, + "outputs": [], + "source": [ + "df_X.drop(['YearBuilt','YearRemodAdd','FullBath','HalfBath','BsmtFullBath','BsmtHalfBath','y','Baths'],inplace=True,axis=1)" + ] + }, + { + "cell_type": "code", + "execution_count": 1723, + "id": "5197f609-1df5-4fb1-b41f-27cec3d10739", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "RangeIndex: 1460 entries, 0 to 1459\n", + "Data columns (total 18 columns):\n", + " # Column Non-Null Count Dtype \n", + "--- ------ -------------- ----- \n", + " 0 OverallQual 1460 non-null int64 \n", + " 1 GrLivArea 1460 non-null int64 \n", + " 2 GarageArea 1460 non-null int64 \n", + " 3 1stFlrSF 1460 non-null int64 \n", + " 4 ExterQual 1460 non-null int64 \n", + " 5 KitchenQual 1460 non-null int64 \n", + " 6 BsmtQual 1460 non-null int64 \n", + " 7 Neighborhood 1460 non-null object \n", + " 8 HouseStyle 1460 non-null object \n", + " 9 MasVnrType 1460 non-null object \n", + " 10 HeatingQC 1460 non-null int64 \n", + " 11 SaleConditon 1460 non-null object \n", + " 12 Fireplaces 1460 non-null int64 \n", + " 13 MasVnrArea 1460 non-null float64\n", + " 14 Foundation 1460 non-null object \n", + " 15 AllBaths 1460 non-null float64\n", + " 16 HowOld 1460 non-null int64 \n", + " 17 BsmtAllBaths 1460 non-null float64\n", + "dtypes: float64(3), int64(10), object(5)\n", + "memory usage: 205.4+ KB\n" + ] + } + ], + "source": [ + "df_X.info()" + ] + }, + { + "cell_type": "markdown", + "id": "10e3201a-7b8d-4248-b617-3176d62001b3", + "metadata": {}, + "source": [ + "### One-hot encoding using get dummies" + ] + }, + { + "cell_type": "markdown", + "id": "ed5dacf7-3f0b-430d-ae3a-5eca383a86a5", + "metadata": {}, + "source": [ + "We will now convert our remaining categorical variables into numerical by using get_dummies." + ] + }, + { + "cell_type": "code", + "execution_count": 1729, + "id": "a8ccb065-b1be-4ca6-a9a6-51c0ada1576b", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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1460 rows × 62 columns

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" + ], + "text/plain": [ + " OverallQual GrLivArea GarageArea 1stFlrSF ExterQual KitchenQual \\\n", + "0 7 1710 548 856 2 2 \n", + "1 6 1262 460 1262 1 1 \n", + "2 7 1786 608 920 2 2 \n", + "3 7 1717 642 961 1 2 \n", + "4 8 2198 836 1145 2 2 \n", + "... ... ... ... ... ... ... \n", + "1455 6 1647 460 953 1 1 \n", + "1456 6 2073 500 2073 1 1 \n", + "1457 7 2340 252 1188 3 2 \n", + "1458 5 1078 240 1078 1 2 \n", + "1459 5 1256 276 1256 2 1 \n", + "\n", + " BsmtQual HeatingQC Fireplaces MasVnrArea ... SaleConditon_Alloca \\\n", + "0 3 4 0 196.0 ... 0 \n", + "1 3 4 1 0.0 ... 0 \n", + "2 3 4 1 162.0 ... 0 \n", + "3 2 3 1 0.0 ... 0 \n", + "4 3 4 1 350.0 ... 0 \n", + "... ... ... ... ... ... ... \n", + "1455 3 4 1 0.0 ... 0 \n", + "1456 3 2 2 119.0 ... 0 \n", + "1457 2 4 2 0.0 ... 0 \n", + "1458 2 3 0 0.0 ... 0 \n", + "1459 2 3 0 0.0 ... 0 \n", + "\n", + " SaleConditon_Family SaleConditon_Normal SaleConditon_Partial \\\n", + "0 0 1 0 \n", + "1 0 1 0 \n", + "2 0 1 0 \n", + "3 0 0 0 \n", + "4 0 1 0 \n", + "... ... ... ... \n", + "1455 0 1 0 \n", + "1456 0 1 0 \n", + "1457 0 1 0 \n", + "1458 0 1 0 \n", + "1459 0 1 0 \n", + "\n", + " Foundation_BrkTil Foundation_CBlock Foundation_PConc Foundation_Slab \\\n", + "0 0 0 1 0 \n", + "1 0 1 0 0 \n", + "2 0 0 1 0 \n", + "3 1 0 0 0 \n", + "4 0 0 1 0 \n", + "... ... ... ... ... \n", + "1455 0 0 1 0 \n", + "1456 0 1 0 0 \n", + "1457 0 0 0 0 \n", + "1458 0 1 0 0 \n", + "1459 0 1 0 0 \n", + "\n", + " Foundation_Stone Foundation_Wood \n", + "0 0 0 \n", + "1 0 0 \n", + "2 0 0 \n", + "3 0 0 \n", + "4 0 0 \n", + "... ... ... \n", + "1455 0 0 \n", + "1456 0 0 \n", + "1457 1 0 \n", + "1458 0 0 \n", + "1459 0 0 \n", + "\n", + "[1460 rows x 62 columns]" + ] + }, + "execution_count": 1729, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df_X_dumbed = pd.get_dummies(df_X)\n", + "df_X_dumbed" + ] + }, + { + "cell_type": "markdown", + "id": "d624159b-d4d5-42a5-b61d-f0765da1b3d1", + "metadata": {}, + "source": [ + "### Scaling the data" + ] + }, + { + "cell_type": "markdown", + "id": "0baf6ca7-4a2b-4c67-b011-9da7ee2a526f", + "metadata": {}, + "source": [ + "sklearn's StandardScaler will be used to scale the data." + ] + }, + { + "cell_type": "code", + "execution_count": 1732, + "id": "d442ca91-fc82-4d7b-8caf-fb506d71de67", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([[ 0.65147924, 0.37033344, 0.35100032, ..., -0.12927912,\n", + " -0.06423821, -0.04537649],\n", + " [-0.07183611, -0.48251191, -0.06073101, ..., -0.12927912,\n", + " -0.06423821, -0.04537649],\n", + " [ 0.65147924, 0.51501256, 0.63172623, ..., -0.12927912,\n", + " -0.06423821, -0.04537649],\n", + " ...,\n", + " [ 0.65147924, 1.56964722, -1.03391416, ..., -0.12927912,\n", + " 15.56705924, -0.04537649],\n", + " [-0.79515147, -0.83278768, -1.09005935, ..., -0.12927912,\n", + " -0.06423821, -0.04537649],\n", + " [-0.79515147, -0.49393395, -0.9216238 , ..., -0.12927912,\n", + " -0.06423821, -0.04537649]])" + ] + }, + "execution_count": 1732, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "X_scaler = StandardScaler()\n", + "X_scaled = X_scaler.fit_transform(df_X_dumbed)\n", + "X_scaled" + ] + }, + { + "cell_type": "markdown", + "id": "2beee825-faaf-4a2f-b1b8-ff28f53a4626", + "metadata": {}, + "source": [ + "### Train-test Split" + ] + }, + { + "cell_type": "code", + "execution_count": 1734, + "id": "fb0902de-51e9-43d0-8da7-a78c6c055863", + "metadata": {}, + "outputs": [], + "source": [ + "X_train, X_test, y_train, y_test = train_test_split(X_scaled, y, random_state = 22, train_size=0.8)" + ] + }, + { + "cell_type": "markdown", + "id": "ee6b9c5a-c976-4666-9523-77441893633c", + "metadata": {}, + "source": [ + "### SKLearn Linear Regression model" + ] + }, + { + "cell_type": "code", + "execution_count": 1735, + "id": "fa670258-3d93-46c4-9ba5-a4cafe195d62", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "LinearRegression()" + ] + }, + "execution_count": 1735, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "linreg = LinearRegression()\n", + "linreg.fit(X_train, y_train)" + ] + }, + { + "cell_type": "code", + "execution_count": 1736, + "id": "ee8ca553-d9d7-4f92-a8da-202031f4d020", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([ 1.02045058e-01, 1.06231830e-01, 4.57368068e-02, -3.81898708e-03,\n", + " -8.34074995e-04, 2.71709259e-02, 3.05512920e-02, 2.24597614e-02,\n", + " 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6.43983428e+10])" + ] + }, + "execution_count": 1736, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "linreg.coef_" + ] + }, + { + "cell_type": "markdown", + "id": "6b64c091-a4e0-4227-9034-23dfde116a70", + "metadata": {}, + "source": [ + "### Score" + ] + }, + { + "cell_type": "code", + "execution_count": 1737, + "id": "956d786b-d8d1-4847-bd3a-23a5fafecf5e", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "0.8727811642806886" + ] + }, + "execution_count": 1737, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "linreg.score(X_train, y_train)" + ] + }, + { + "cell_type": "code", + "execution_count": 1738, + "id": "c816ce7b-d567-4281-8a9d-159c80b42cec", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "0.877939375749328" + ] + }, + "execution_count": 1738, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "linreg.score(X_test, y_test)" + ] + }, + { + "cell_type": "code", + "execution_count": 1743, + "id": "435b4dff-da2a-481a-8db4-9166fff2a320", + "metadata": {}, + "outputs": [], + "source": [ + "predicted = linreg.predict(X_test)\n", + "df_compare = pd.DataFrame({'Real': np.exp(y_test), 'Prediction': np.exp(predicted)})" + ] + }, + { + "cell_type": "code", + "execution_count": 1742, + "id": "4414011e-4a38-4915-ae89-6e08f6e012c2", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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" + ], + "text/plain": [ + " Real Predicciones\n", + "1159 185000.0 177695.143444\n", + "866 248900.0 265614.748158\n", + "432 122500.0 116052.655412\n", + "798 485000.0 455592.024082\n", + "1287 190000.0 146955.232334\n", + "... ... ...\n", + "113 217000.0 229141.992421\n", + "180 177000.0 186132.004471\n", + "1449 92000.0 90824.295970\n", + "876 132250.0 123673.205461\n", + "76 135750.0 110171.920677\n", + "\n", + "[292 rows x 2 columns]" + ] + }, + "execution_count": 1742, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df_compare" + ] + }, + { + "cell_type": "markdown", + "id": "bf7b1abc-749b-42b7-8468-85a077bce0d5", + "metadata": {}, + "source": [ + "### StatsModels OLS Linear Regression Model" + ] + }, + { + "cell_type": "code", + "execution_count": 1744, + "id": "b30c2cb4-4151-4b57-aedf-582e05eb2ec5", + "metadata": {}, + "outputs": [], + "source": [ + "X = sm.add_constant(X_scaled)\n", + "X_train_sm, X_test_sm, y_train_sm, y_test_sm = train_test_split(X, y, random_state=22, test_size=0.2)" + ] + }, + { + "cell_type": "code", + "execution_count": 1760, + "id": "885ca2c0-f10c-4fea-b01c-35863d965c8b", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 1760, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "linear_model_stats = sm.OLS(y_train_sm, X_train_sm)\n", + "linear_model_stats.fit()" + ] + }, + { + "cell_type": "code", + "execution_count": 1764, + "id": "49bdc2ef-4843-46bf-bc57-71f38b5964f6", + "metadata": { + "collapsed": true, + "jupyter": { + "outputs_hidden": true + }, + "tags": [] + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " OLS Regression Results \n", + "==============================================================================\n", + "Dep. Variable: logSalePrice R-squared: 0.873\n", + "Model: OLS Adj. R-squared: 0.866\n", + "Method: Least Squares F-statistic: 133.7\n", + "Date: Tue, 08 Feb 2022 Prob (F-statistic): 0.00\n", + "Time: 23:24:29 Log-Likelihood: 615.34\n", + "No. Observations: 1168 AIC: -1115.\n", + "Df Residuals: 1110 BIC: -821.0\n", + "Df Model: 57 \n", + "Covariance Type: nonrobust \n", + "==============================================================================\n", + " coef std err t P>|t| [0.025 0.975]\n", + "------------------------------------------------------------------------------\n", + "const 12.0234 0.004 2791.486 0.000 12.015 12.032\n", + "x1 0.1019 0.009 11.712 0.000 0.085 0.119\n", + "x2 0.1057 0.016 6.635 0.000 0.074 0.137\n", + "x3 0.0461 0.006 7.634 0.000 0.034 0.058\n", + "x4 -0.0035 0.013 -0.276 0.783 -0.029 0.022\n", + "x5 -0.0007 0.008 -0.088 0.930 -0.016 0.015\n", + "x6 0.0269 0.007 3.717 0.000 0.013 0.041\n", + "x7 0.0308 0.008 3.910 0.000 0.015 0.046\n", + "x8 0.0223 0.006 3.821 0.000 0.011 0.034\n", + "x9 0.0299 0.006 5.411 0.000 0.019 0.041\n", + "x10 0.0005 0.007 0.071 0.943 -0.013 0.014\n", + "x11 0.0343 0.008 4.033 0.000 0.018 0.051\n", + "x12 -0.0269 0.007 -4.070 0.000 -0.040 -0.014\n", + "x13 0.0353 0.005 7.100 0.000 0.026 0.045\n", + "x14 -0.0054 0.005 -1.163 0.245 -0.015 0.004\n", + "x15 -0.0057 0.005 -1.043 0.297 -0.016 0.005\n", + "x16 -0.0198 0.005 -3.986 0.000 -0.030 -0.010\n", + "x17 -0.0014 0.005 -0.299 0.765 -0.010 0.008\n", + "x18 0.0171 0.004 4.012 0.000 0.009 0.026\n", + "x19 0.0059 0.004 1.309 0.191 -0.003 0.015\n", + "x20 0.0273 0.005 6.038 0.000 0.018 0.036\n", + "x21 -0.0254 0.004 -5.711 0.000 -0.034 -0.017\n", + "x22 0.0038 0.005 0.798 0.425 -0.006 0.013\n", + "x23 -0.0286 0.005 -6.168 0.000 -0.038 -0.020\n", + "x24 -0.0252 0.005 -5.383 0.000 -0.034 -0.016\n", + "x25 -0.0024 0.004 -0.580 0.562 -0.011 0.006\n", + "x26 0.0009 0.005 0.181 0.857 -0.008 0.010\n", + "x27 -0.0052 0.004 -1.214 0.225 -0.014 0.003\n", + "x28 0.0021 0.005 0.452 0.651 -0.007 0.011\n", + "x29 0.0232 0.005 4.831 0.000 0.014 0.033\n", + "x30 0.0237 0.005 4.360 0.000 0.013 0.034\n", + "x31 -0.0318 0.005 -6.373 0.000 -0.042 -0.022\n", + "x32 -0.0053 0.005 -1.168 0.243 -0.014 0.004\n", + "x33 -0.0010 0.004 -0.228 0.820 -0.010 0.008\n", + "x34 -0.0023 0.004 -0.547 0.584 -0.011 0.006\n", + "x35 0.0108 0.005 2.142 0.032 0.001 0.021\n", + "x36 0.0169 0.004 3.899 0.000 0.008 0.025\n", + "x37 0.0115 0.004 2.583 0.010 0.003 0.020\n", + "x38 0.0118 0.004 2.879 0.004 0.004 0.020\n", + "x39 0.0035 0.004 0.797 0.425 -0.005 0.012\n", + "x40 -0.0024 0.004 -0.578 0.564 -0.011 0.006\n", + "x41 0.0140 0.007 2.150 0.032 0.001 0.027\n", + "x42 -0.0091 0.006 -1.523 0.128 -0.021 0.003\n", + "x43 -0.0002 0.004 -0.035 0.972 -0.009 0.008\n", + "x44 -0.0173 0.007 -2.470 0.014 -0.031 -0.004\n", + "x45 0.0009 0.005 0.174 0.862 -0.009 0.011\n", + "x46 0.0031 0.004 0.720 0.471 -0.005 0.012\n", + "x47 -0.0083 0.005 -1.838 0.066 -0.017 0.001\n", + "x48 0.0011 0.004 0.319 0.750 -0.006 0.008\n", + "x49 0.0003 0.004 0.094 0.925 -0.007 0.008\n", + "x50 0.0005 0.004 0.119 0.906 -0.008 0.009\n", + "x51 -0.0197 0.004 -5.354 0.000 -0.027 -0.012\n", + "x52 -0.0031 0.005 -0.683 0.495 -0.012 0.006\n", + "x53 -0.0014 0.005 -0.300 0.764 -0.010 0.008\n", + "x54 -0.0078 0.004 -1.897 0.058 -0.016 0.000\n", + "x55 0.0074 0.002 2.977 0.003 0.003 0.012\n", + "x56 0.0120 0.004 3.037 0.002 0.004 0.020\n", + "x57 -0.0162 0.005 -3.529 0.000 -0.025 -0.007\n", + "x58 0.0107 0.004 2.848 0.004 0.003 0.018\n", + "x59 0.0010 0.004 0.236 0.814 -0.007 0.009\n", + "x60 -0.0072 0.005 -1.330 0.184 -0.018 0.003\n", + "x61 0.0022 0.006 0.392 0.695 -0.009 0.013\n", + "x62 -0.0036 0.005 -0.741 0.459 -0.013 0.006\n", + "==============================================================================\n", + "Omnibus: 692.347 Durbin-Watson: 2.037\n", + "Prob(Omnibus): 0.000 Jarque-Bera (JB): 19280.606\n", + "Skew: -2.219 Prob(JB): 0.00\n", + "Kurtosis: 22.403 Cond. No. 9.43e+15\n", + "==============================================================================\n", + "\n", + "Notes:\n", + "[1] Standard Errors assume that the covariance matrix of the errors is correctly specified.\n", + "[2] The smallest eigenvalue is 1.07e-28. This might indicate that there are\n", + "strong multicollinearity problems or that the design matrix is singular.\n" + ] + } + ], + "source": [ + "print(linear_model_stats.fit().summary())" + ] + }, + { + "cell_type": "markdown", + "id": "33b18c09-787d-474d-9925-177a89c0afd8", + "metadata": {}, + "source": [ + "### Results\n", + "The final results were satisfactory, reaching an r-squared of 87% in the train and test samples." + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.9.7" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/HousingData.csv b/HousingData.csv new file mode 100644 index 0000000..d68e0d7 --- /dev/null +++ b/HousingData.csv @@ -0,0 +1,1461 @@ +Id,MSSubClass,MSZoning,LotFrontage,LotArea,Street,Alley,LotShape,LandContour,Utilities,LotConfig,LandSlope,Neighborhood,Condition1,Condition2,BldgType,HouseStyle,OverallQual,OverallCond,YearBuilt,YearRemodAdd,RoofStyle,RoofMatl,Exterior1st,Exterior2nd,MasVnrType,MasVnrArea,ExterQual,ExterCond,Foundation,BsmtQual,BsmtCond,BsmtExposure,BsmtFinType1,BsmtFinSF1,BsmtFinType2,BsmtFinSF2,BsmtUnfSF,TotalBsmtSF,Heating,HeatingQC,CentralAir,Electrical,1stFlrSF,2ndFlrSF,LowQualFinSF,GrLivArea,BsmtFullBath,BsmtHalfBath,FullBath,HalfBath,BedroomAbvGr,KitchenAbvGr,KitchenQual,TotRmsAbvGrd,Functional,Fireplaces,FireplaceQu,GarageType,GarageYrBlt,GarageFinish,GarageCars,GarageArea,GarageQual,GarageCond,PavedDrive,WoodDeckSF,OpenPorchSF,EnclosedPorch,3SsnPorch,ScreenPorch,PoolArea,PoolQC,Fence,MiscFeature,MiscVal,MoSold,YrSold,SaleType,SaleCondition,SalePrice +1,60,RL,65,8450,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,7,5,2003,2003,Gable,CompShg,VinylSd,VinylSd,BrkFace,196,Gd,TA,PConc,Gd,TA,No,GLQ,706,Unf,0,150,856,GasA,Ex,Y,SBrkr,856,854,0,1710,1,0,2,1,3,1,Gd,8,Typ,0,NA,Attchd,2003,RFn,2,548,TA,TA,Y,0,61,0,0,0,0,NA,NA,NA,0,2,2008,WD,Normal,208500 +2,20,RL,80,9600,Pave,NA,Reg,Lvl,AllPub,FR2,Gtl,Veenker,Feedr,Norm,1Fam,1Story,6,8,1976,1976,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,Gd,TA,Gd,ALQ,978,Unf,0,284,1262,GasA,Ex,Y,SBrkr,1262,0,0,1262,0,1,2,0,3,1,TA,6,Typ,1,TA,Attchd,1976,RFn,2,460,TA,TA,Y,298,0,0,0,0,0,NA,NA,NA,0,5,2007,WD,Normal,181500 +3,60,RL,68,11250,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,7,5,2001,2002,Gable,CompShg,VinylSd,VinylSd,BrkFace,162,Gd,TA,PConc,Gd,TA,Mn,GLQ,486,Unf,0,434,920,GasA,Ex,Y,SBrkr,920,866,0,1786,1,0,2,1,3,1,Gd,6,Typ,1,TA,Attchd,2001,RFn,2,608,TA,TA,Y,0,42,0,0,0,0,NA,NA,NA,0,9,2008,WD,Normal,223500 +4,70,RL,60,9550,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Crawfor,Norm,Norm,1Fam,2Story,7,5,1915,1970,Gable,CompShg,Wd Sdng,Wd Shng,None,0,TA,TA,BrkTil,TA,Gd,No,ALQ,216,Unf,0,540,756,GasA,Gd,Y,SBrkr,961,756,0,1717,1,0,1,0,3,1,Gd,7,Typ,1,Gd,Detchd,1998,Unf,3,642,TA,TA,Y,0,35,272,0,0,0,NA,NA,NA,0,2,2006,WD,Abnorml,140000 +5,60,RL,84,14260,Pave,NA,IR1,Lvl,AllPub,FR2,Gtl,NoRidge,Norm,Norm,1Fam,2Story,8,5,2000,2000,Gable,CompShg,VinylSd,VinylSd,BrkFace,350,Gd,TA,PConc,Gd,TA,Av,GLQ,655,Unf,0,490,1145,GasA,Ex,Y,SBrkr,1145,1053,0,2198,1,0,2,1,4,1,Gd,9,Typ,1,TA,Attchd,2000,RFn,3,836,TA,TA,Y,192,84,0,0,0,0,NA,NA,NA,0,12,2008,WD,Normal,250000 +6,50,RL,85,14115,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Mitchel,Norm,Norm,1Fam,1.5Fin,5,5,1993,1995,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,Wood,Gd,TA,No,GLQ,732,Unf,0,64,796,GasA,Ex,Y,SBrkr,796,566,0,1362,1,0,1,1,1,1,TA,5,Typ,0,NA,Attchd,1993,Unf,2,480,TA,TA,Y,40,30,0,320,0,0,NA,MnPrv,Shed,700,10,2009,WD,Normal,143000 +7,20,RL,75,10084,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,1Story,8,5,2004,2005,Gable,CompShg,VinylSd,VinylSd,Stone,186,Gd,TA,PConc,Ex,TA,Av,GLQ,1369,Unf,0,317,1686,GasA,Ex,Y,SBrkr,1694,0,0,1694,1,0,2,0,3,1,Gd,7,Typ,1,Gd,Attchd,2004,RFn,2,636,TA,TA,Y,255,57,0,0,0,0,NA,NA,NA,0,8,2007,WD,Normal,307000 +8,60,RL,NA,10382,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NWAmes,PosN,Norm,1Fam,2Story,7,6,1973,1973,Gable,CompShg,HdBoard,HdBoard,Stone,240,TA,TA,CBlock,Gd,TA,Mn,ALQ,859,BLQ,32,216,1107,GasA,Ex,Y,SBrkr,1107,983,0,2090,1,0,2,1,3,1,TA,7,Typ,2,TA,Attchd,1973,RFn,2,484,TA,TA,Y,235,204,228,0,0,0,NA,NA,Shed,350,11,2009,WD,Normal,200000 +9,50,RM,51,6120,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Artery,Norm,1Fam,1.5Fin,7,5,1931,1950,Gable,CompShg,BrkFace,Wd Shng,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,952,952,GasA,Gd,Y,FuseF,1022,752,0,1774,0,0,2,0,2,2,TA,8,Min1,2,TA,Detchd,1931,Unf,2,468,Fa,TA,Y,90,0,205,0,0,0,NA,NA,NA,0,4,2008,WD,Abnorml,129900 +10,190,RL,50,7420,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,BrkSide,Artery,Artery,2fmCon,1.5Unf,5,6,1939,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,BrkTil,TA,TA,No,GLQ,851,Unf,0,140,991,GasA,Ex,Y,SBrkr,1077,0,0,1077,1,0,1,0,2,2,TA,5,Typ,2,TA,Attchd,1939,RFn,1,205,Gd,TA,Y,0,4,0,0,0,0,NA,NA,NA,0,1,2008,WD,Normal,118000 +11,20,RL,70,11200,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,1Story,5,5,1965,1965,Hip,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,TA,No,Rec,906,Unf,0,134,1040,GasA,Ex,Y,SBrkr,1040,0,0,1040,1,0,1,0,3,1,TA,5,Typ,0,NA,Detchd,1965,Unf,1,384,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,2,2008,WD,Normal,129500 +12,60,RL,85,11924,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,2Story,9,5,2005,2006,Hip,CompShg,WdShing,Wd Shng,Stone,286,Ex,TA,PConc,Ex,TA,No,GLQ,998,Unf,0,177,1175,GasA,Ex,Y,SBrkr,1182,1142,0,2324,1,0,3,0,4,1,Ex,11,Typ,2,Gd,BuiltIn,2005,Fin,3,736,TA,TA,Y,147,21,0,0,0,0,NA,NA,NA,0,7,2006,New,Partial,345000 +13,20,RL,NA,12968,Pave,NA,IR2,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,1Story,5,6,1962,1962,Hip,CompShg,HdBoard,Plywood,None,0,TA,TA,CBlock,TA,TA,No,ALQ,737,Unf,0,175,912,GasA,TA,Y,SBrkr,912,0,0,912,1,0,1,0,2,1,TA,4,Typ,0,NA,Detchd,1962,Unf,1,352,TA,TA,Y,140,0,0,0,176,0,NA,NA,NA,0,9,2008,WD,Normal,144000 +14,20,RL,91,10652,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,2006,2007,Gable,CompShg,VinylSd,VinylSd,Stone,306,Gd,TA,PConc,Gd,TA,Av,Unf,0,Unf,0,1494,1494,GasA,Ex,Y,SBrkr,1494,0,0,1494,0,0,2,0,3,1,Gd,7,Typ,1,Gd,Attchd,2006,RFn,3,840,TA,TA,Y,160,33,0,0,0,0,NA,NA,NA,0,8,2007,New,Partial,279500 +15,20,RL,NA,10920,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,5,1960,1960,Hip,CompShg,MetalSd,MetalSd,BrkFace,212,TA,TA,CBlock,TA,TA,No,BLQ,733,Unf,0,520,1253,GasA,TA,Y,SBrkr,1253,0,0,1253,1,0,1,1,2,1,TA,5,Typ,1,Fa,Attchd,1960,RFn,1,352,TA,TA,Y,0,213,176,0,0,0,NA,GdWo,NA,0,5,2008,WD,Normal,157000 +16,45,RM,51,6120,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,BrkSide,Norm,Norm,1Fam,1.5Unf,7,8,1929,2001,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,832,832,GasA,Ex,Y,FuseA,854,0,0,854,0,0,1,0,2,1,TA,5,Typ,0,NA,Detchd,1991,Unf,2,576,TA,TA,Y,48,112,0,0,0,0,NA,GdPrv,NA,0,7,2007,WD,Normal,132000 +17,20,RL,NA,11241,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,7,1970,1970,Gable,CompShg,Wd Sdng,Wd Sdng,BrkFace,180,TA,TA,CBlock,TA,TA,No,ALQ,578,Unf,0,426,1004,GasA,Ex,Y,SBrkr,1004,0,0,1004,1,0,1,0,2,1,TA,5,Typ,1,TA,Attchd,1970,Fin,2,480,TA,TA,Y,0,0,0,0,0,0,NA,NA,Shed,700,3,2010,WD,Normal,149000 +18,90,RL,72,10791,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,Duplex,1Story,4,5,1967,1967,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,Slab,NA,NA,NA,NA,0,NA,0,0,0,GasA,TA,Y,SBrkr,1296,0,0,1296,0,0,2,0,2,2,TA,6,Typ,0,NA,CarPort,1967,Unf,2,516,TA,TA,Y,0,0,0,0,0,0,NA,NA,Shed,500,10,2006,WD,Normal,90000 +19,20,RL,66,13695,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,RRAe,Norm,1Fam,1Story,5,5,2004,2004,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,TA,TA,No,GLQ,646,Unf,0,468,1114,GasA,Ex,Y,SBrkr,1114,0,0,1114,1,0,1,1,3,1,Gd,6,Typ,0,NA,Detchd,2004,Unf,2,576,TA,TA,Y,0,102,0,0,0,0,NA,NA,NA,0,6,2008,WD,Normal,159000 +20,20,RL,70,7560,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,6,1958,1965,Hip,CompShg,BrkFace,Plywood,None,0,TA,TA,CBlock,TA,TA,No,LwQ,504,Unf,0,525,1029,GasA,TA,Y,SBrkr,1339,0,0,1339,0,0,1,0,3,1,TA,6,Min1,0,NA,Attchd,1958,Unf,1,294,TA,TA,Y,0,0,0,0,0,0,NA,MnPrv,NA,0,5,2009,COD,Abnorml,139000 +21,60,RL,101,14215,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NridgHt,Norm,Norm,1Fam,2Story,8,5,2005,2006,Gable,CompShg,VinylSd,VinylSd,BrkFace,380,Gd,TA,PConc,Ex,TA,Av,Unf,0,Unf,0,1158,1158,GasA,Ex,Y,SBrkr,1158,1218,0,2376,0,0,3,1,4,1,Gd,9,Typ,1,Gd,BuiltIn,2005,RFn,3,853,TA,TA,Y,240,154,0,0,0,0,NA,NA,NA,0,11,2006,New,Partial,325300 +22,45,RM,57,7449,Pave,Grvl,Reg,Bnk,AllPub,Inside,Gtl,IDOTRR,Norm,Norm,1Fam,1.5Unf,7,7,1930,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,PConc,TA,TA,No,Unf,0,Unf,0,637,637,GasA,Ex,Y,FuseF,1108,0,0,1108,0,0,1,0,3,1,Gd,6,Typ,1,Gd,Attchd,1930,Unf,1,280,TA,TA,N,0,0,205,0,0,0,NA,GdPrv,NA,0,6,2007,WD,Normal,139400 +23,20,RL,75,9742,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,8,5,2002,2002,Hip,CompShg,VinylSd,VinylSd,BrkFace,281,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1777,1777,GasA,Ex,Y,SBrkr,1795,0,0,1795,0,0,2,0,3,1,Gd,7,Typ,1,Gd,Attchd,2002,RFn,2,534,TA,TA,Y,171,159,0,0,0,0,NA,NA,NA,0,9,2008,WD,Normal,230000 +24,120,RM,44,4224,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,MeadowV,Norm,Norm,TwnhsE,1Story,5,7,1976,1976,Gable,CompShg,CemntBd,CmentBd,None,0,TA,TA,PConc,Gd,TA,No,GLQ,840,Unf,0,200,1040,GasA,TA,Y,SBrkr,1060,0,0,1060,1,0,1,0,3,1,TA,6,Typ,1,TA,Attchd,1976,Unf,2,572,TA,TA,Y,100,110,0,0,0,0,NA,NA,NA,0,6,2007,WD,Normal,129900 +25,20,RL,NA,8246,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,1Story,5,8,1968,2001,Gable,CompShg,Plywood,Plywood,None,0,TA,Gd,CBlock,TA,TA,Mn,Rec,188,ALQ,668,204,1060,GasA,Ex,Y,SBrkr,1060,0,0,1060,1,0,1,0,3,1,Gd,6,Typ,1,TA,Attchd,1968,Unf,1,270,TA,TA,Y,406,90,0,0,0,0,NA,MnPrv,NA,0,5,2010,WD,Normal,154000 +26,20,RL,110,14230,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NridgHt,Norm,Norm,1Fam,1Story,8,5,2007,2007,Gable,CompShg,VinylSd,VinylSd,Stone,640,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1566,1566,GasA,Ex,Y,SBrkr,1600,0,0,1600,0,0,2,0,3,1,Gd,7,Typ,1,Gd,Attchd,2007,RFn,3,890,TA,TA,Y,0,56,0,0,0,0,NA,NA,NA,0,7,2009,WD,Normal,256300 +27,20,RL,60,7200,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,7,1951,2000,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,Mn,BLQ,234,Rec,486,180,900,GasA,TA,Y,SBrkr,900,0,0,900,0,1,1,0,3,1,Gd,5,Typ,0,NA,Detchd,2005,Unf,2,576,TA,TA,Y,222,32,0,0,0,0,NA,NA,NA,0,5,2010,WD,Normal,134800 +28,20,RL,98,11478,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,1Story,8,5,2007,2008,Gable,CompShg,VinylSd,VinylSd,Stone,200,Gd,TA,PConc,Ex,TA,No,GLQ,1218,Unf,0,486,1704,GasA,Ex,Y,SBrkr,1704,0,0,1704,1,0,2,0,3,1,Gd,7,Typ,1,Gd,Attchd,2008,RFn,3,772,TA,TA,Y,0,50,0,0,0,0,NA,NA,NA,0,5,2010,WD,Normal,306000 +29,20,RL,47,16321,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,6,1957,1997,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,Gd,BLQ,1277,Unf,0,207,1484,GasA,TA,Y,SBrkr,1600,0,0,1600,1,0,1,0,2,1,TA,6,Typ,2,Gd,Attchd,1957,RFn,1,319,TA,TA,Y,288,258,0,0,0,0,NA,NA,NA,0,12,2006,WD,Normal,207500 +30,30,RM,60,6324,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,BrkSide,Feedr,RRNn,1Fam,1Story,4,6,1927,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,520,520,GasA,Fa,N,SBrkr,520,0,0,520,0,0,1,0,1,1,Fa,4,Typ,0,NA,Detchd,1920,Unf,1,240,Fa,TA,Y,49,0,87,0,0,0,NA,NA,NA,0,5,2008,WD,Normal,68500 +31,70,C (all),50,8500,Pave,Pave,Reg,Lvl,AllPub,Inside,Gtl,IDOTRR,Feedr,Norm,1Fam,2Story,4,4,1920,1950,Gambrel,CompShg,BrkFace,BrkFace,None,0,TA,Fa,BrkTil,TA,TA,No,Unf,0,Unf,0,649,649,GasA,TA,N,SBrkr,649,668,0,1317,0,0,1,0,3,1,TA,6,Typ,0,NA,Detchd,1920,Unf,1,250,TA,Fa,N,0,54,172,0,0,0,NA,MnPrv,NA,0,7,2008,WD,Normal,40000 +32,20,RL,NA,8544,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Sawyer,Norm,Norm,1Fam,1Story,5,6,1966,2006,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,1228,1228,GasA,Gd,Y,SBrkr,1228,0,0,1228,0,0,1,1,3,1,Gd,6,Typ,0,NA,Attchd,1966,Unf,1,271,TA,TA,Y,0,65,0,0,0,0,NA,MnPrv,NA,0,6,2008,WD,Normal,149350 +33,20,RL,85,11049,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,CollgCr,Norm,Norm,1Fam,1Story,8,5,2007,2007,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Ex,TA,Av,Unf,0,Unf,0,1234,1234,GasA,Ex,Y,SBrkr,1234,0,0,1234,0,0,2,0,3,1,Gd,7,Typ,0,NA,Attchd,2007,RFn,2,484,TA,TA,Y,0,30,0,0,0,0,NA,NA,NA,0,1,2008,WD,Normal,179900 +34,20,RL,70,10552,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,5,1959,1959,Hip,CompShg,BrkFace,BrkFace,None,0,TA,TA,CBlock,TA,TA,No,Rec,1018,Unf,0,380,1398,GasA,Gd,Y,SBrkr,1700,0,0,1700,0,1,1,1,4,1,Gd,6,Typ,1,Gd,Attchd,1959,RFn,2,447,TA,TA,Y,0,38,0,0,0,0,NA,NA,NA,0,4,2010,WD,Normal,165500 +35,120,RL,60,7313,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,TwnhsE,1Story,9,5,2005,2005,Hip,CompShg,MetalSd,MetalSd,BrkFace,246,Ex,TA,PConc,Ex,TA,No,GLQ,1153,Unf,0,408,1561,GasA,Ex,Y,SBrkr,1561,0,0,1561,1,0,2,0,2,1,Ex,6,Typ,1,Gd,Attchd,2005,Fin,2,556,TA,TA,Y,203,47,0,0,0,0,NA,NA,NA,0,8,2007,WD,Normal,277500 +36,60,RL,108,13418,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,2Story,8,5,2004,2005,Gable,CompShg,VinylSd,VinylSd,Stone,132,Gd,TA,PConc,Ex,TA,Av,Unf,0,Unf,0,1117,1117,GasA,Ex,Y,SBrkr,1132,1320,0,2452,0,0,3,1,4,1,Gd,9,Typ,1,Gd,BuiltIn,2004,Fin,3,691,TA,TA,Y,113,32,0,0,0,0,NA,NA,NA,0,9,2006,WD,Normal,309000 +37,20,RL,112,10859,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,CollgCr,Norm,Norm,1Fam,1Story,5,5,1994,1995,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1097,1097,GasA,Ex,Y,SBrkr,1097,0,0,1097,0,0,1,1,3,1,TA,6,Typ,0,NA,Attchd,1995,Unf,2,672,TA,TA,Y,392,64,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal,145000 +38,20,RL,74,8532,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,6,1954,1990,Hip,CompShg,Wd Sdng,Wd Sdng,BrkFace,650,TA,TA,CBlock,TA,TA,No,Rec,1213,Unf,0,84,1297,GasA,Gd,Y,SBrkr,1297,0,0,1297,0,1,1,0,3,1,TA,5,Typ,1,TA,Attchd,1954,Fin,2,498,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,10,2009,WD,Normal,153000 +39,20,RL,68,7922,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,7,1953,2007,Gable,CompShg,VinylSd,VinylSd,None,0,TA,Gd,CBlock,TA,TA,No,GLQ,731,Unf,0,326,1057,GasA,TA,Y,SBrkr,1057,0,0,1057,1,0,1,0,3,1,Gd,5,Typ,0,NA,Detchd,1953,Unf,1,246,TA,TA,Y,0,52,0,0,0,0,NA,NA,NA,0,1,2010,WD,Abnorml,109000 +40,90,RL,65,6040,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,Duplex,1Story,4,5,1955,1955,Gable,CompShg,AsbShng,Plywood,None,0,TA,TA,PConc,NA,NA,NA,NA,0,NA,0,0,0,GasA,TA,N,FuseP,1152,0,0,1152,0,0,2,0,2,2,Fa,6,Typ,0,NA,NA,NA,NA,0,0,NA,NA,N,0,0,0,0,0,0,NA,NA,NA,0,6,2008,WD,AdjLand,82000 +41,20,RL,84,8658,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,5,1965,1965,Gable,CompShg,Wd Sdng,Wd Sdng,BrkFace,101,TA,TA,CBlock,TA,TA,No,Rec,643,Unf,0,445,1088,GasA,Ex,Y,SBrkr,1324,0,0,1324,0,0,2,0,3,1,TA,6,Typ,1,TA,Attchd,1965,RFn,2,440,TA,TA,Y,0,138,0,0,0,0,NA,GdWo,NA,0,12,2006,WD,Abnorml,160000 +42,20,RL,115,16905,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Timber,Norm,Norm,1Fam,1Story,5,6,1959,1959,Gable,CompShg,VinylSd,VinylSd,None,0,TA,Gd,CBlock,TA,TA,Gd,BLQ,967,Unf,0,383,1350,GasA,Gd,Y,SBrkr,1328,0,0,1328,0,1,1,1,2,1,TA,5,Typ,2,Gd,Attchd,1959,RFn,1,308,TA,TA,P,0,104,0,0,0,0,NA,NA,NA,0,7,2007,WD,Normal,170000 +43,85,RL,NA,9180,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,SawyerW,Norm,Norm,1Fam,SFoyer,5,7,1983,1983,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,Gd,TA,Av,ALQ,747,LwQ,93,0,840,GasA,Gd,Y,SBrkr,884,0,0,884,1,0,1,0,2,1,Gd,5,Typ,0,NA,Attchd,1983,RFn,2,504,TA,Gd,Y,240,0,0,0,0,0,NA,MnPrv,NA,0,12,2007,WD,Normal,144000 +44,20,RL,NA,9200,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,CollgCr,Norm,Norm,1Fam,1Story,5,6,1975,1980,Hip,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,Gd,TA,Av,LwQ,280,BLQ,491,167,938,GasA,TA,Y,SBrkr,938,0,0,938,1,0,1,0,3,1,TA,5,Typ,0,NA,Detchd,1977,Unf,1,308,TA,TA,Y,145,0,0,0,0,0,NA,MnPrv,NA,0,7,2008,WD,Normal,130250 +45,20,RL,70,7945,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,6,1959,1959,Gable,CompShg,BrkFace,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,ALQ,179,BLQ,506,465,1150,GasA,Ex,Y,FuseA,1150,0,0,1150,1,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1959,RFn,1,300,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,5,2006,WD,Normal,141000 +46,120,RL,61,7658,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,TwnhsE,1Story,9,5,2005,2005,Hip,CompShg,MetalSd,MetalSd,BrkFace,412,Ex,TA,PConc,Ex,TA,No,GLQ,456,Unf,0,1296,1752,GasA,Ex,Y,SBrkr,1752,0,0,1752,1,0,2,0,2,1,Ex,6,Typ,1,Gd,Attchd,2005,RFn,2,576,TA,TA,Y,196,82,0,0,0,0,NA,NA,NA,0,2,2010,WD,Normal,319900 +47,50,RL,48,12822,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Mitchel,Norm,Norm,1Fam,1.5Fin,7,5,2003,2003,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Ex,TA,No,GLQ,1351,Unf,0,83,1434,GasA,Ex,Y,SBrkr,1518,631,0,2149,1,0,1,1,1,1,Gd,6,Typ,1,Ex,Attchd,2003,RFn,2,670,TA,TA,Y,168,43,0,0,198,0,NA,NA,NA,0,8,2009,WD,Abnorml,239686 +48,20,FV,84,11096,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,1Story,8,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,Av,GLQ,24,Unf,0,1632,1656,GasA,Ex,Y,SBrkr,1656,0,0,1656,0,0,2,0,3,1,Gd,7,Typ,0,NA,Attchd,2006,RFn,3,826,TA,TA,Y,0,146,0,0,0,0,NA,NA,NA,0,7,2007,WD,Normal,249700 +49,190,RM,33,4456,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,2fmCon,2Story,4,5,1920,2008,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,736,736,GasA,Gd,Y,SBrkr,736,716,0,1452,0,0,2,0,2,3,TA,8,Typ,0,NA,NA,NA,NA,0,0,NA,NA,N,0,0,102,0,0,0,NA,NA,NA,0,6,2009,New,Partial,113000 +50,20,RL,66,7742,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,1Story,5,7,1966,1966,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,TA,No,BLQ,763,Unf,0,192,955,GasA,Ex,Y,SBrkr,955,0,0,955,1,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1966,Unf,1,386,TA,TA,Y,0,0,0,0,0,0,NA,MnPrv,NA,0,1,2007,WD,Normal,127000 +51,60,RL,NA,13869,Pave,NA,IR2,Lvl,AllPub,Corner,Gtl,Gilbert,Norm,Norm,1Fam,2Story,6,6,1997,1997,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,Av,GLQ,182,Unf,0,612,794,GasA,Gd,Y,SBrkr,794,676,0,1470,0,1,2,0,3,1,TA,6,Typ,0,NA,Attchd,1997,Fin,2,388,TA,TA,Y,0,75,0,0,0,0,NA,NA,NA,0,7,2007,WD,Normal,177000 +52,50,RM,52,6240,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1.5Fin,6,6,1934,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,PConc,TA,TA,No,Unf,0,Unf,0,816,816,GasA,TA,Y,SBrkr,816,0,360,1176,0,0,1,0,3,1,TA,6,Typ,1,Gd,Detchd,1985,Unf,2,528,TA,TA,Y,112,0,0,0,0,0,NA,MnPrv,Shed,400,9,2006,WD,Normal,114500 +53,90,RM,110,8472,Grvl,NA,IR2,Bnk,AllPub,Corner,Mod,IDOTRR,RRNn,Norm,Duplex,1Story,5,5,1963,1963,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,Fa,TA,CBlock,Gd,TA,Gd,LwQ,104,GLQ,712,0,816,GasA,TA,N,SBrkr,816,0,0,816,1,0,1,0,2,1,TA,5,Typ,0,NA,CarPort,1963,Unf,2,516,TA,TA,Y,106,0,0,0,0,0,NA,NA,NA,0,5,2010,WD,Normal,110000 +54,20,RL,68,50271,Pave,NA,IR1,Low,AllPub,Inside,Gtl,Veenker,Norm,Norm,1Fam,1Story,9,5,1981,1987,Gable,WdShngl,WdShing,Wd Shng,None,0,Gd,TA,CBlock,Ex,TA,Gd,GLQ,1810,Unf,0,32,1842,GasA,Gd,Y,SBrkr,1842,0,0,1842,2,0,0,1,0,1,Gd,5,Typ,1,Gd,Attchd,1981,Fin,3,894,TA,TA,Y,857,72,0,0,0,0,NA,NA,NA,0,11,2006,WD,Normal,385000 +55,80,RL,60,7134,Pave,NA,Reg,Bnk,AllPub,Inside,Mod,NAmes,Norm,Norm,1Fam,SLvl,5,5,1955,1955,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,ALQ,384,Unf,0,0,384,GasA,TA,Y,SBrkr,1360,0,0,1360,0,0,1,0,3,1,TA,6,Min1,1,TA,Detchd,1962,Unf,2,572,TA,TA,Y,0,50,0,0,0,0,NA,MnPrv,NA,0,2,2007,WD,Normal,130000 +56,20,RL,100,10175,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,5,1964,1964,Gable,CompShg,HdBoard,Plywood,BrkFace,272,TA,TA,CBlock,TA,TA,No,BLQ,490,Unf,0,935,1425,GasA,Gd,Y,SBrkr,1425,0,0,1425,0,0,2,0,3,1,TA,7,Typ,1,Gd,Attchd,1964,RFn,2,576,TA,TA,Y,0,0,0,407,0,0,NA,NA,NA,0,7,2008,WD,Normal,180500 +57,160,FV,24,2645,Pave,Pave,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,Twnhs,2Story,8,5,1999,2000,Gable,CompShg,MetalSd,MetalSd,BrkFace,456,Gd,TA,PConc,Gd,TA,No,GLQ,649,Unf,0,321,970,GasA,Ex,Y,SBrkr,983,756,0,1739,1,0,2,1,3,1,Gd,7,Typ,0,NA,Attchd,1999,Fin,2,480,TA,TA,Y,115,0,0,0,0,0,NA,NA,NA,0,8,2009,WD,Abnorml,172500 +58,60,RL,89,11645,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,CollgCr,Norm,Norm,1Fam,2Story,7,5,2004,2004,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,860,860,GasA,Ex,Y,SBrkr,860,860,0,1720,0,0,2,1,3,1,Gd,7,Typ,0,NA,Attchd,2004,RFn,2,565,TA,TA,Y,0,70,0,0,0,0,NA,NA,NA,0,8,2006,WD,Normal,196500 +59,60,RL,66,13682,Pave,NA,IR2,HLS,AllPub,CulDSac,Gtl,StoneBr,Norm,Norm,1Fam,2Story,10,5,2006,2006,Hip,CompShg,VinylSd,VinylSd,BrkFace,1031,Ex,TA,PConc,Ex,TA,Gd,Unf,0,Unf,0,1410,1410,GasA,Ex,Y,SBrkr,1426,1519,0,2945,0,0,3,1,3,1,Gd,10,Typ,1,Gd,BuiltIn,2006,Fin,3,641,TA,TA,Y,192,0,37,0,0,0,NA,NA,NA,0,10,2006,New,Partial,438780 +60,20,RL,60,7200,Pave,NA,Reg,Bnk,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,5,7,1972,1972,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,TA,Av,ALQ,632,Unf,0,148,780,GasA,Ex,Y,SBrkr,780,0,0,780,0,0,1,0,2,1,TA,4,Typ,0,NA,Detchd,1973,Unf,1,352,TA,TA,Y,196,0,0,0,0,0,NA,MnPrv,NA,0,1,2008,WD,Normal,124900 +61,20,RL,63,13072,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,RRAe,Norm,1Fam,1Story,6,5,2004,2004,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,No,ALQ,941,Unf,0,217,1158,GasA,Ex,Y,SBrkr,1158,0,0,1158,1,0,1,1,3,1,Gd,5,Typ,0,NA,Detchd,2006,Unf,2,576,TA,TA,Y,0,50,0,0,0,0,NA,NA,NA,0,5,2006,New,Partial,158000 +62,75,RM,60,7200,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,IDOTRR,Norm,Norm,1Fam,2.5Unf,5,7,1920,1996,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,BrkTil,TA,Fa,No,Unf,0,Unf,0,530,530,GasA,TA,N,SBrkr,581,530,0,1111,0,0,1,0,3,1,Fa,6,Typ,0,NA,Detchd,1935,Unf,1,288,TA,TA,N,0,0,144,0,0,0,NA,NA,NA,0,3,2007,WD,Normal,101000 +63,120,RL,44,6442,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,TwnhsE,1Story,8,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,Stone,178,Gd,TA,PConc,Gd,Gd,Mn,GLQ,24,Unf,0,1346,1370,GasA,Ex,Y,SBrkr,1370,0,0,1370,0,0,2,0,2,1,Gd,6,Typ,1,Gd,Attchd,2006,RFn,2,484,TA,TA,Y,120,49,0,0,0,0,NA,NA,NA,0,10,2007,WD,Normal,202500 +64,70,RM,50,10300,Pave,NA,IR1,Bnk,AllPub,Inside,Gtl,OldTown,RRAn,Feedr,1Fam,2Story,7,6,1921,1950,Gable,CompShg,Stucco,Stucco,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,576,576,GasA,Gd,Y,SBrkr,902,808,0,1710,0,0,2,0,3,1,TA,9,Typ,0,NA,Detchd,1990,Unf,2,480,TA,TA,Y,12,11,64,0,0,0,NA,GdPrv,NA,0,4,2010,WD,Normal,140000 +65,60,RL,NA,9375,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,7,5,1997,1998,Gable,CompShg,VinylSd,VinylSd,BrkFace,573,TA,TA,PConc,Gd,TA,No,GLQ,739,Unf,0,318,1057,GasA,Ex,Y,SBrkr,1057,977,0,2034,1,0,2,1,3,1,Gd,8,Typ,0,NA,Attchd,1998,RFn,2,645,TA,TA,Y,576,36,0,0,0,0,NA,GdPrv,NA,0,2,2009,WD,Normal,219500 +66,60,RL,76,9591,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,2Story,8,5,2004,2005,Gable,CompShg,VinylSd,VinylSd,BrkFace,344,Gd,TA,PConc,Ex,TA,Av,Unf,0,Unf,0,1143,1143,GasA,Ex,Y,SBrkr,1143,1330,0,2473,0,0,2,1,4,1,Gd,9,Typ,1,Gd,BuiltIn,2004,RFn,3,852,TA,TA,Y,192,151,0,0,0,0,NA,NA,NA,0,10,2007,WD,Normal,317000 +67,20,RL,NA,19900,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,PosA,Norm,1Fam,1Story,7,5,1970,1989,Gable,CompShg,Plywood,Plywood,BrkFace,287,TA,TA,CBlock,Gd,TA,Gd,GLQ,912,Unf,0,1035,1947,GasA,TA,Y,SBrkr,2207,0,0,2207,1,0,2,0,3,1,TA,7,Min1,1,Gd,Attchd,1970,RFn,2,576,TA,TA,Y,301,0,0,0,0,0,NA,NA,NA,0,7,2010,WD,Normal,180000 +68,20,RL,72,10665,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,2003,2003,Gable,CompShg,VinylSd,VinylSd,BrkFace,167,Gd,TA,PConc,Gd,TA,Av,GLQ,1013,Unf,0,440,1453,GasA,Ex,Y,SBrkr,1479,0,0,1479,1,0,2,0,3,1,Gd,7,Typ,0,NA,Attchd,2003,RFn,2,558,TA,TA,Y,144,29,0,0,0,0,NA,NA,NA,0,6,2007,WD,Normal,226000 +69,30,RM,47,4608,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,OldTown,Artery,Norm,1Fam,1Story,4,6,1945,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,Gd,CBlock,TA,TA,No,Unf,0,Unf,0,747,747,GasA,TA,Y,SBrkr,747,0,0,747,0,0,1,0,2,1,TA,4,Typ,0,NA,Attchd,1945,Unf,1,220,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,6,2010,WD,Normal,80000 +70,50,RL,81,15593,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,ClearCr,Norm,Norm,1Fam,1.5Fin,7,4,1953,1953,Gable,CompShg,BrkFace,AsbShng,None,0,Gd,TA,CBlock,TA,TA,No,BLQ,603,Unf,0,701,1304,GasW,TA,Y,SBrkr,1304,983,0,2287,0,0,2,0,3,1,TA,7,Typ,1,TA,Attchd,1953,Fin,2,667,TA,TA,Y,0,21,114,0,0,0,NA,NA,NA,0,7,2006,WD,Normal,225000 +71,20,RL,95,13651,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,7,6,1973,1973,Gable,CompShg,Plywood,Plywood,BrkFace,1115,TA,Gd,CBlock,Gd,TA,Gd,ALQ,1880,Unf,0,343,2223,GasA,Ex,Y,SBrkr,2223,0,0,2223,1,0,2,0,3,1,TA,8,Typ,2,Gd,Attchd,1973,Fin,2,516,TA,TA,Y,300,0,0,0,0,0,NA,NA,NA,0,2,2007,WD,Normal,244000 +72,20,RL,69,7599,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Mitchel,Norm,Norm,1Fam,1Story,4,6,1982,2006,Gable,CompShg,HdBoard,Plywood,None,0,TA,TA,CBlock,TA,TA,No,ALQ,565,Unf,0,280,845,GasA,TA,Y,SBrkr,845,0,0,845,1,0,1,0,2,1,TA,4,Typ,0,NA,Detchd,1987,Unf,2,360,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,6,2007,WD,Normal,129500 +73,60,RL,74,10141,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Gilbert,Norm,Norm,1Fam,2Story,7,5,1998,1998,Gable,CompShg,VinylSd,VinylSd,BrkFace,40,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,832,832,GasA,Gd,Y,SBrkr,885,833,0,1718,0,0,2,1,3,1,TA,7,Typ,1,TA,Attchd,1998,Fin,2,427,TA,TA,Y,0,94,0,0,291,0,NA,NA,NA,0,12,2009,WD,Normal,185000 +74,20,RL,85,10200,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,7,1954,2003,Gable,CompShg,Wd Sdng,Wd Sdng,BrkFace,104,TA,TA,CBlock,TA,TA,No,ALQ,320,BLQ,362,404,1086,GasA,Gd,Y,SBrkr,1086,0,0,1086,1,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1989,Unf,2,490,TA,TA,Y,0,0,0,0,0,0,NA,GdWo,NA,0,5,2010,WD,Normal,144900 +75,50,RM,60,5790,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,OldTown,Norm,Norm,1Fam,2Story,3,6,1915,1950,Gambrel,CompShg,VinylSd,VinylSd,None,0,Gd,Gd,CBlock,Fa,TA,No,Unf,0,Unf,0,840,840,GasA,Gd,N,SBrkr,840,765,0,1605,0,0,2,0,3,2,TA,8,Typ,0,NA,Detchd,1915,Unf,1,379,TA,TA,Y,0,0,202,0,0,0,NA,NA,NA,0,5,2010,WD,Normal,107400 +76,180,RM,21,1596,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,MeadowV,Norm,Norm,Twnhs,SLvl,4,5,1973,1973,Gable,CompShg,CemntBd,CmentBd,None,0,TA,TA,CBlock,Gd,TA,Gd,GLQ,462,Unf,0,0,462,GasA,TA,Y,SBrkr,526,462,0,988,1,0,1,0,2,1,TA,5,Typ,0,NA,BuiltIn,1973,Unf,1,297,TA,TA,Y,120,101,0,0,0,0,NA,GdWo,NA,0,11,2009,WD,Normal,91000 +77,20,RL,NA,8475,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,4,7,1956,1956,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,TA,TA,No,ALQ,228,Unf,0,724,952,GasA,Ex,Y,FuseA,952,0,0,952,0,0,1,0,2,1,TA,4,Typ,0,NA,Detchd,1956,Unf,1,283,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,4,2008,WD,Normal,135750 +78,50,RM,50,8635,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1.5Fin,5,5,1948,2001,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,BLQ,336,GLQ,41,295,672,GasA,TA,Y,SBrkr,1072,213,0,1285,1,0,1,0,2,1,TA,6,Min1,0,NA,Detchd,1948,Unf,1,240,TA,TA,Y,0,0,0,0,0,0,NA,MnPrv,NA,0,1,2008,WD,Normal,127000 +79,90,RL,72,10778,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,Duplex,1Story,4,5,1968,1968,Hip,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,1768,1768,GasA,TA,N,SBrkr,1768,0,0,1768,0,0,2,0,4,2,TA,8,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,0,0,0,0,0,0,NA,NA,NA,0,4,2010,WD,Normal,136500 +80,50,RM,60,10440,Pave,Grvl,Reg,Lvl,AllPub,Corner,Gtl,OldTown,Norm,Norm,1Fam,2Story,5,6,1910,1981,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,PConc,TA,TA,No,Unf,0,Unf,0,440,440,GasA,Gd,Y,SBrkr,682,548,0,1230,0,0,1,1,2,1,TA,5,Typ,0,NA,Detchd,1966,Unf,2,440,TA,TA,Y,74,0,128,0,0,0,NA,MnPrv,NA,0,5,2009,WD,Normal,110000 +81,60,RL,100,13000,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,2Story,6,6,1968,1968,Gable,CompShg,VinylSd,VinylSd,BrkFace,576,TA,Gd,CBlock,Gd,TA,No,Rec,448,Unf,0,448,896,GasA,TA,Y,SBrkr,1182,960,0,2142,0,0,2,1,4,1,Gd,8,Typ,1,Gd,Attchd,1968,Fin,1,509,TA,TA,Y,0,72,0,0,252,0,NA,NA,NA,0,6,2009,WD,Normal,193500 +82,120,RM,32,4500,Pave,NA,Reg,Lvl,AllPub,FR2,Gtl,Mitchel,Norm,Norm,TwnhsE,1Story,6,5,1998,1998,Hip,CompShg,VinylSd,VinylSd,BrkFace,443,TA,Gd,PConc,Ex,Gd,No,GLQ,1201,Unf,0,36,1237,GasA,Ex,Y,SBrkr,1337,0,0,1337,1,0,2,0,2,1,TA,5,Typ,0,NA,Attchd,1998,Fin,2,405,TA,TA,Y,0,199,0,0,0,0,NA,NA,NA,0,3,2006,WD,Normal,153500 +83,20,RL,78,10206,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,1Story,8,5,2007,2007,Gable,CompShg,VinylSd,VinylSd,Stone,468,TA,TA,PConc,Gd,TA,No,GLQ,33,Unf,0,1530,1563,GasA,Ex,Y,SBrkr,1563,0,0,1563,0,0,2,0,3,1,Gd,6,Typ,1,Gd,Attchd,2007,RFn,3,758,TA,TA,Y,144,99,0,0,0,0,NA,NA,NA,0,10,2008,WD,Normal,245000 +84,20,RL,80,8892,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,5,1960,1960,Gable,CompShg,MetalSd,MetalSd,BrkCmn,66,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,1065,1065,GasA,Gd,Y,SBrkr,1065,0,0,1065,0,0,1,1,3,1,TA,6,Typ,0,NA,Detchd,1974,Unf,2,461,TA,TA,Y,74,0,0,0,0,0,NA,NA,NA,0,7,2007,COD,Normal,126500 +85,80,RL,NA,8530,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,SLvl,7,5,1995,1996,Gable,CompShg,HdBoard,HdBoard,BrkFace,22,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,384,384,GasA,Gd,Y,SBrkr,804,670,0,1474,0,0,2,1,3,1,TA,7,Typ,1,TA,BuiltIn,1995,Fin,2,400,TA,TA,Y,120,72,0,0,0,0,NA,NA,Shed,700,5,2009,WD,Normal,168500 +86,60,RL,121,16059,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NoRidge,Norm,Norm,1Fam,2Story,8,5,1991,1992,Hip,CompShg,HdBoard,HdBoard,BrkFace,284,Gd,TA,CBlock,Gd,TA,No,Unf,0,Unf,0,1288,1288,GasA,Ex,Y,SBrkr,1301,1116,0,2417,0,0,2,1,4,1,Gd,9,Typ,1,TA,Attchd,1991,Unf,2,462,TA,TA,Y,127,82,0,0,0,0,NA,NA,NA,0,4,2006,WD,Normal,260000 +87,60,RL,122,11911,Pave,NA,IR2,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,6,5,2005,2005,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,Av,Unf,0,Unf,0,684,684,GasA,Ex,Y,SBrkr,684,876,0,1560,0,0,2,1,3,1,Gd,6,Typ,1,Gd,BuiltIn,2005,Fin,2,400,TA,TA,Y,100,38,0,0,0,0,NA,NA,NA,0,3,2009,WD,Normal,174000 +88,160,FV,40,3951,Pave,Pave,Reg,Lvl,AllPub,Corner,Gtl,Somerst,Norm,Norm,TwnhsE,2Story,6,5,2009,2009,Gable,CompShg,VinylSd,VinylSd,Stone,76,Gd,TA,PConc,Gd,TA,Av,Unf,0,Unf,0,612,612,GasA,Ex,Y,SBrkr,612,612,0,1224,0,0,2,1,2,1,Gd,4,Typ,0,NA,Detchd,2009,RFn,2,528,TA,TA,Y,0,234,0,0,0,0,NA,NA,NA,0,6,2009,New,Partial,164500 +89,50,C (all),105,8470,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,IDOTRR,Feedr,Feedr,1Fam,1.5Fin,3,2,1915,1982,Hip,CompShg,Plywood,Plywood,None,0,Fa,Fa,CBlock,TA,Fa,No,Unf,0,Unf,0,1013,1013,GasA,TA,N,SBrkr,1013,0,513,1526,0,0,1,0,2,1,Fa,6,Typ,0,NA,NA,NA,NA,0,0,NA,NA,N,0,0,156,0,0,0,NA,MnPrv,NA,0,10,2009,ConLD,Abnorml,85000 +90,20,RL,60,8070,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,4,5,1994,1995,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,No,GLQ,588,Unf,0,402,990,GasA,Ex,Y,SBrkr,990,0,0,990,1,0,1,0,3,1,TA,5,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,0,0,0,0,0,0,NA,NA,NA,0,8,2007,WD,Normal,123600 +91,20,RL,60,7200,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,4,5,1950,1950,Gable,CompShg,BrkFace,Wd Sdng,None,0,TA,TA,Slab,NA,NA,NA,NA,0,NA,0,0,0,GasA,TA,Y,FuseA,1040,0,0,1040,0,0,1,0,2,1,TA,4,Typ,0,NA,Detchd,1950,Unf,2,420,TA,TA,Y,0,29,0,0,0,0,NA,NA,NA,0,7,2006,WD,Normal,109900 +92,20,RL,85,8500,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,3,1961,1961,Hip,CompShg,HdBoard,HdBoard,BrkCmn,203,TA,TA,CBlock,TA,TA,No,Rec,600,Unf,0,635,1235,GasA,TA,Y,SBrkr,1235,0,0,1235,0,0,1,0,2,1,TA,6,Typ,0,NA,Attchd,1961,Unf,2,480,TA,TA,Y,0,0,0,0,0,0,NA,GdWo,NA,0,12,2006,WD,Abnorml,98600 +93,30,RL,80,13360,Pave,Grvl,IR1,HLS,AllPub,Inside,Gtl,Crawfor,Norm,Norm,1Fam,1Story,5,7,1921,2006,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,Gd,BrkTil,Gd,TA,No,ALQ,713,Unf,0,163,876,GasA,Ex,Y,SBrkr,964,0,0,964,1,0,1,0,2,1,TA,5,Typ,0,NA,Detchd,1921,Unf,2,432,TA,TA,Y,0,0,44,0,0,0,NA,NA,NA,0,8,2009,WD,Normal,163500 +94,190,C (all),60,7200,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,OldTown,Norm,Norm,2fmCon,2.5Unf,6,6,1910,1998,Hip,CompShg,MetalSd,MetalSd,None,0,TA,TA,BrkTil,TA,Fa,Mn,Rec,1046,Unf,0,168,1214,GasW,Ex,N,SBrkr,1260,1031,0,2291,0,1,2,0,4,2,TA,9,Typ,1,Gd,Detchd,1900,Unf,2,506,TA,TA,Y,0,0,0,0,99,0,NA,NA,NA,0,11,2007,WD,Normal,133900 +95,60,RL,69,9337,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,6,5,1997,1997,Gable,CompShg,VinylSd,VinylSd,None,0,TA,Gd,PConc,Gd,TA,No,GLQ,648,Unf,0,176,824,GasA,Ex,Y,SBrkr,905,881,0,1786,1,0,2,1,3,1,Gd,7,Typ,0,NA,Attchd,1997,RFn,2,684,TA,TA,Y,0,162,0,0,0,0,NA,NA,NA,0,5,2007,WD,Normal,204750 +96,60,RL,NA,9765,Pave,NA,IR2,Lvl,AllPub,Corner,Gtl,Gilbert,Norm,Norm,1Fam,2Story,6,8,1993,1993,Gable,CompShg,VinylSd,VinylSd,BrkFace,68,Ex,Gd,PConc,Gd,Gd,No,ALQ,310,Unf,0,370,680,GasA,Gd,Y,SBrkr,680,790,0,1470,0,0,2,1,3,1,TA,6,Typ,1,TA,BuiltIn,1993,Fin,2,420,TA,TA,Y,232,63,0,0,0,0,NA,NA,Shed,480,4,2009,WD,Normal,185000 +97,20,RL,78,10264,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,1999,1999,Gable,CompShg,VinylSd,VinylSd,BrkFace,183,Gd,TA,PConc,Gd,TA,Av,ALQ,1162,Unf,0,426,1588,GasA,Ex,Y,SBrkr,1588,0,0,1588,0,0,2,0,3,1,Gd,6,Typ,0,NA,Attchd,1999,RFn,2,472,TA,TA,Y,158,29,0,0,0,0,NA,NA,NA,0,8,2006,WD,Normal,214000 +98,20,RL,73,10921,Pave,NA,Reg,HLS,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1Story,4,5,1965,1965,Hip,CompShg,HdBoard,HdBoard,BrkFace,48,TA,TA,CBlock,TA,TA,No,Rec,520,Unf,0,440,960,GasA,TA,Y,FuseF,960,0,0,960,1,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1965,Fin,1,432,TA,TA,P,120,0,0,0,0,0,NA,NA,NA,0,5,2007,WD,Normal,94750 +99,30,RL,85,10625,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Edwards,Norm,Norm,1Fam,1Story,5,5,1920,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,TA,No,ALQ,108,Unf,0,350,458,GasA,Fa,N,SBrkr,835,0,0,835,0,0,1,0,2,1,TA,5,Typ,0,NA,Basment,1920,Unf,1,366,Fa,TA,Y,0,0,77,0,0,0,NA,NA,Shed,400,5,2010,COD,Abnorml,83000 +100,20,RL,77,9320,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,4,5,1959,1959,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,CBlock,TA,TA,No,ALQ,569,Unf,0,381,950,GasA,Fa,Y,SBrkr,1225,0,0,1225,1,0,1,1,3,1,TA,6,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,352,0,0,0,0,0,NA,NA,Shed,400,1,2010,WD,Normal,128950 +101,20,RL,NA,10603,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,1Story,6,7,1977,2001,Gable,CompShg,Plywood,Plywood,BrkFace,28,TA,TA,PConc,TA,TA,Mn,ALQ,1200,Unf,0,410,1610,GasA,Gd,Y,SBrkr,1610,0,0,1610,1,0,2,0,3,1,Gd,6,Typ,2,TA,Attchd,1977,RFn,2,480,TA,TA,Y,168,68,0,0,0,0,NA,NA,NA,0,2,2010,WD,Normal,205000 +102,60,RL,77,9206,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,1Fam,2Story,6,5,1985,1985,Gable,CompShg,HdBoard,HdBoard,BrkFace,336,Gd,TA,CBlock,Gd,TA,No,Unf,0,Unf,0,741,741,GasA,TA,Y,SBrkr,977,755,0,1732,0,0,2,1,3,1,Gd,7,Typ,1,TA,Attchd,1985,Fin,2,476,TA,TA,Y,192,46,0,0,0,0,NA,NA,NA,0,6,2010,WD,Normal,178000 +103,90,RL,64,7018,Pave,NA,Reg,Bnk,AllPub,Inside,Gtl,SawyerW,Norm,Norm,Duplex,1Story,5,5,1979,1979,Gable,CompShg,HdBoard,HdBoard,None,0,TA,Fa,Slab,NA,NA,NA,NA,0,NA,0,0,0,GasA,TA,Y,SBrkr,1535,0,0,1535,0,0,2,0,4,2,TA,8,Typ,0,NA,Attchd,1979,Unf,2,410,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,6,2009,WD,Alloca,118964 +104,20,RL,94,10402,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,2009,2009,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1226,1226,GasA,Ex,Y,SBrkr,1226,0,0,1226,0,0,2,0,3,1,Gd,6,Typ,0,NA,Attchd,2009,RFn,3,740,TA,TA,Y,0,36,0,0,0,0,NA,NA,NA,0,5,2010,WD,Normal,198900 +105,50,RM,NA,7758,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,IDOTRR,Norm,Norm,1Fam,1.5Fin,7,4,1931,1950,Gable,CompShg,Stucco,Stucco,BrkFace,600,TA,Fa,PConc,TA,TA,No,LwQ,224,Unf,0,816,1040,GasA,Ex,Y,FuseF,1226,592,0,1818,0,0,1,1,4,1,TA,7,Typ,2,TA,Detchd,1951,Unf,1,240,TA,TA,Y,0,0,0,0,184,0,NA,NA,NA,0,6,2007,WD,Normal,169500 +106,60,FV,75,9375,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,2Story,8,5,2003,2004,Hip,CompShg,VinylSd,VinylSd,BrkFace,768,Gd,TA,PConc,Ex,TA,No,Unf,0,Unf,0,1053,1053,GasA,Ex,Y,SBrkr,1053,939,0,1992,0,0,2,1,3,1,Gd,9,Typ,1,Gd,Attchd,2003,RFn,2,648,TA,TA,Y,140,45,0,0,0,0,NA,NA,NA,0,8,2008,WD,Normal,250000 +107,30,RM,60,10800,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1Story,4,7,1885,1995,Mansard,CompShg,VinylSd,VinylSd,None,0,TA,TA,BrkTil,Fa,TA,No,Unf,0,Unf,0,641,641,GasA,Gd,Y,SBrkr,1047,0,0,1047,0,0,1,0,2,1,TA,6,Typ,0,NA,Detchd,1954,Unf,1,273,Fa,Fa,N,0,0,0,0,0,0,NA,NA,Shed,450,8,2007,WD,Normal,100000 +108,20,RM,50,6000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1Story,5,5,1948,1950,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,TA,TA,No,ALQ,104,BLQ,169,516,789,GasA,Ex,Y,SBrkr,789,0,0,789,0,0,1,0,2,1,TA,5,Typ,0,NA,Detchd,1948,Unf,1,250,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,4,2008,WD,Partial,115000 +109,50,RM,85,8500,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,IDOTRR,Artery,Norm,1Fam,1.5Fin,5,7,1919,2005,Gable,CompShg,CemntBd,CmentBd,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,793,793,GasW,TA,N,FuseF,997,520,0,1517,0,0,2,0,3,1,Fa,7,Typ,0,NA,NA,NA,NA,0,0,NA,NA,N,0,0,144,0,0,0,NA,NA,NA,0,8,2007,WD,Normal,115000 +110,20,RL,105,11751,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,1Story,6,6,1977,1977,Hip,CompShg,Plywood,Plywood,BrkFace,480,TA,TA,CBlock,Gd,TA,No,BLQ,705,Unf,0,1139,1844,GasA,Ex,Y,SBrkr,1844,0,0,1844,0,0,2,0,3,1,TA,7,Typ,1,TA,Attchd,1977,RFn,2,546,TA,TA,Y,0,122,0,0,0,0,NA,MnPrv,NA,0,1,2010,COD,Normal,190000 +111,50,RL,75,9525,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1.5Fin,6,4,1954,1972,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,Fa,No,Rec,444,Unf,0,550,994,GasA,Gd,Y,SBrkr,1216,639,0,1855,0,0,2,0,4,1,TA,7,Typ,0,NA,Attchd,1954,Unf,1,325,TA,TA,Y,182,0,0,0,0,0,NA,NA,NA,0,10,2006,WD,Normal,136900 +112,80,RL,NA,7750,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,SLvl,7,5,2000,2000,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,No,GLQ,250,Unf,0,134,384,GasA,Ex,Y,SBrkr,774,656,0,1430,0,0,2,1,3,1,TA,7,Typ,1,TA,BuiltIn,2000,Fin,2,400,TA,TA,Y,180,0,0,0,0,0,NA,NA,NA,0,4,2010,WD,Normal,180000 +113,60,RL,77,9965,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,7,5,2007,2007,Gable,CompShg,VinylSd,VinylSd,Stone,220,Gd,TA,PConc,Ex,TA,Av,GLQ,984,Unf,0,280,1264,GasA,Ex,Y,SBrkr,1282,1414,0,2696,1,0,2,1,4,1,Ex,10,Typ,1,Gd,BuiltIn,2007,Fin,3,792,TA,TA,Y,120,184,0,0,168,0,NA,NA,NA,0,10,2007,New,Partial,383970 +114,20,RL,NA,21000,Pave,NA,Reg,Bnk,AllPub,Corner,Gtl,Crawfor,Norm,Norm,1Fam,1Story,6,5,1953,1953,Hip,CompShg,Wd Sdng,Wd Sdng,BrkFace,184,TA,Gd,CBlock,Gd,TA,Mn,ALQ,35,Rec,869,905,1809,GasA,TA,Y,SBrkr,2259,0,0,2259,1,0,2,0,3,1,Gd,7,Typ,2,Gd,Basment,1953,Unf,2,450,TA,TA,Y,166,120,192,0,0,0,NA,MnPrv,NA,0,10,2007,COD,Abnorml,217000 +115,70,RL,61,7259,Pave,NA,IR1,Lvl,AllPub,Inside,Mod,Crawfor,Norm,Norm,1Fam,2Story,6,8,1945,2002,Gambrel,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,ALQ,774,LwQ,150,104,1028,GasA,Ex,Y,SBrkr,1436,884,0,2320,1,0,2,1,3,1,Gd,9,Typ,1,TA,Detchd,1945,Unf,1,180,TA,TA,Y,224,0,0,0,0,0,NA,MnPrv,NA,0,7,2007,WD,Normal,259500 +116,160,FV,34,3230,Pave,Pave,Reg,Lvl,AllPub,Corner,Gtl,Somerst,Norm,Norm,TwnhsE,2Story,6,5,1999,1999,Gable,CompShg,MetalSd,MetalSd,BrkFace,1129,TA,TA,PConc,Gd,TA,No,GLQ,419,Unf,0,310,729,GasA,Gd,Y,SBrkr,729,729,0,1458,0,0,2,1,2,1,TA,5,Typ,1,Fa,Detchd,1999,Unf,2,440,TA,TA,Y,0,32,0,0,0,0,NA,NA,NA,0,6,2007,WD,Normal,176000 +117,20,RL,NA,11616,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,1Story,5,5,1962,1962,Gable,CompShg,Wd Sdng,Wd Sdng,BrkFace,116,TA,TA,CBlock,TA,TA,No,LwQ,170,BLQ,670,252,1092,GasA,TA,Y,SBrkr,1092,0,0,1092,0,1,1,0,3,1,TA,6,Typ,1,Po,Attchd,1962,Unf,1,288,TA,TA,Y,0,20,144,0,0,0,NA,NA,NA,0,9,2009,WD,Normal,139000 +118,20,RL,74,8536,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Edwards,Norm,Norm,1Fam,1Story,5,5,2006,2007,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1125,1125,GasA,Gd,Y,SBrkr,1125,0,0,1125,0,0,1,1,2,1,TA,5,Typ,0,NA,Attchd,2007,Unf,2,430,TA,TA,Y,80,64,0,0,0,0,NA,NA,NA,0,4,2007,New,Partial,155000 +119,60,RL,90,12376,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,SawyerW,Norm,Norm,1Fam,2Story,7,5,1990,1990,Hip,CompShg,Plywood,Plywood,None,0,TA,TA,PConc,Gd,TA,Mn,GLQ,1470,Unf,0,203,1673,GasA,Gd,Y,SBrkr,1699,1523,0,3222,1,0,3,0,5,1,Gd,11,Typ,2,TA,Attchd,1990,Unf,3,594,TA,TA,Y,367,0,0,0,0,0,NA,NA,NA,0,5,2010,WD,Normal,320000 +120,60,RL,65,8461,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,6,5,2005,2006,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,728,728,GasA,Ex,Y,SBrkr,728,728,0,1456,0,0,2,1,3,1,Gd,8,Typ,1,Gd,Attchd,2005,Fin,2,390,TA,TA,Y,0,24,0,0,0,0,NA,NA,NA,0,7,2006,New,Partial,163990 +121,80,RL,NA,21453,Pave,NA,IR1,Low,AllPub,CulDSac,Sev,ClearCr,Norm,Norm,1Fam,SLvl,6,5,1969,1969,Flat,Metal,Plywood,Plywood,None,0,TA,TA,CBlock,TA,TA,Gd,ALQ,938,Unf,0,0,938,GasA,Ex,Y,SBrkr,988,0,0,988,1,0,1,0,1,1,TA,4,Typ,2,TA,Attchd,1969,Unf,2,540,TA,TA,Y,0,130,0,130,0,0,NA,NA,NA,0,10,2006,WD,Normal,180000 +122,50,RM,50,6060,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,IDOTRR,Norm,Norm,1Fam,1.5Fin,4,5,1939,1950,Gable,CompShg,AsbShng,AsbShng,None,0,TA,TA,PConc,TA,TA,No,Unf,0,Unf,0,732,732,GasA,Gd,Y,SBrkr,772,351,0,1123,0,0,1,0,3,1,TA,4,Typ,0,NA,Detchd,1979,Unf,1,264,TA,TA,P,0,0,140,0,0,0,NA,MnPrv,NA,0,6,2007,WD,Normal,100000 +123,20,RL,75,9464,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,7,1958,1958,Hip,CompShg,MetalSd,MetalSd,BrkFace,135,TA,Gd,CBlock,TA,TA,No,BLQ,570,Unf,0,510,1080,GasA,Gd,Y,SBrkr,1080,0,0,1080,0,0,1,0,3,1,TA,5,Typ,0,NA,Attchd,1958,Unf,1,288,TA,TA,Y,0,0,0,0,130,0,NA,NA,NA,0,6,2008,WD,Normal,136000 +124,120,RL,55,7892,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,TwnhsE,1Story,6,5,1993,1993,Gable,CompShg,Plywood,Plywood,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,300,Unf,0,899,1199,GasA,Ex,Y,SBrkr,1199,0,0,1199,0,0,2,0,2,1,Gd,5,Typ,0,NA,Attchd,1993,RFn,2,530,TA,TA,Y,0,63,0,0,0,0,NA,NA,NA,0,3,2008,WD,Normal,153900 +125,20,RL,48,17043,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,NWAmes,Norm,Norm,1Fam,1Story,6,5,1979,1998,Gable,CompShg,HdBoard,HdBoard,None,0,TA,Gd,CBlock,Gd,Fa,No,Unf,0,Unf,0,1362,1362,GasA,TA,Y,SBrkr,1586,0,0,1586,0,0,2,0,3,1,TA,7,Typ,1,TA,Attchd,1979,Unf,2,435,TA,TA,Y,192,0,0,0,0,0,NA,NA,NA,0,1,2009,WD,Normal,181000 +126,190,RM,60,6780,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,IDOTRR,Norm,Norm,2fmCon,1.5Fin,6,8,1935,1982,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,Fa,CBlock,TA,TA,Av,GLQ,490,Unf,0,30,520,GasA,Gd,N,SBrkr,520,0,234,754,1,0,1,0,2,1,TA,5,Typ,0,NA,NA,NA,NA,0,0,NA,NA,N,53,0,0,0,0,0,NA,NA,NA,0,6,2006,WD,Normal,84500 +127,120,RL,NA,4928,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NPkVill,Norm,Norm,TwnhsE,1Story,6,5,1976,1976,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,CBlock,Gd,TA,No,ALQ,120,Unf,0,958,1078,GasA,TA,Y,SBrkr,958,0,0,958,0,0,2,0,2,1,TA,5,Typ,1,TA,Attchd,1977,RFn,2,440,TA,TA,Y,0,205,0,0,0,0,NA,NA,NA,0,2,2007,WD,Normal,128000 +128,45,RM,55,4388,Pave,NA,IR1,Bnk,AllPub,Inside,Gtl,OldTown,Feedr,Norm,1Fam,1.5Unf,5,7,1930,1950,Gable,CompShg,WdShing,Wd Sdng,None,0,TA,Gd,BrkTil,TA,TA,No,LwQ,116,Unf,0,556,672,GasA,Ex,Y,SBrkr,840,0,0,840,0,0,1,0,3,1,TA,5,Typ,1,TA,NA,NA,NA,0,0,NA,NA,N,0,0,0,0,0,0,NA,NA,NA,0,6,2007,WD,Normal,87000 +129,60,RL,69,7590,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,PosN,Norm,1Fam,2Story,6,5,1966,1966,Gable,CompShg,VinylSd,VinylSd,BrkFace,266,TA,TA,CBlock,TA,TA,No,BLQ,512,Unf,0,148,660,GasA,TA,Y,SBrkr,660,688,0,1348,0,0,1,1,3,1,TA,6,Typ,1,Fa,Attchd,1966,RFn,2,453,TA,TA,Y,188,108,0,0,0,0,NA,NA,NA,0,7,2006,WD,Normal,155000 +130,20,RL,69,8973,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,7,1958,1991,Gable,CompShg,Plywood,Plywood,BrkFace,85,TA,TA,CBlock,TA,TA,No,Rec,567,BLQ,28,413,1008,GasA,TA,Y,FuseA,1053,0,0,1053,0,1,1,1,3,1,Ex,6,Typ,0,NA,2Types,1998,RFn,2,750,TA,TA,Y,0,80,0,180,0,0,NA,MnWw,NA,0,7,2006,WD,Abnorml,150000 +131,60,RL,88,14200,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,2Story,7,6,1966,1966,Gable,CompShg,MetalSd,MetalSd,BrkFace,309,TA,TA,CBlock,TA,TA,No,Rec,445,Unf,0,479,924,GasA,Ex,Y,SBrkr,1216,941,0,2157,0,0,2,1,4,1,Gd,8,Typ,2,Gd,Attchd,1966,Fin,2,487,TA,TA,Y,105,66,0,0,0,0,NA,GdPrv,NA,0,5,2006,WD,Normal,226000 +132,60,RL,NA,12224,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Gilbert,Norm,Norm,1Fam,2Story,6,5,2000,2000,Gable,CompShg,VinylSd,VinylSd,BrkFace,40,Gd,TA,PConc,Gd,TA,No,GLQ,695,Unf,0,297,992,GasA,Ex,Y,SBrkr,1022,1032,0,2054,1,0,2,1,3,1,Gd,7,Typ,1,TA,BuiltIn,2000,RFn,2,390,TA,TA,Y,24,48,0,0,0,0,NA,NA,NA,0,7,2009,WD,Normal,244000 +133,20,RL,75,7388,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,6,1959,2002,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,Rec,405,Unf,0,658,1063,GasA,Gd,Y,SBrkr,1327,0,0,1327,1,0,1,0,3,1,Gd,7,Typ,0,NA,Detchd,1974,Unf,2,624,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,7,2007,WD,Normal,150750 +134,20,RL,NA,6853,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Timber,Norm,Norm,1Fam,1Story,8,5,2001,2002,Gable,CompShg,VinylSd,VinylSd,BrkFace,136,Gd,TA,PConc,Ex,TA,No,GLQ,1005,Unf,0,262,1267,GasA,Ex,Y,SBrkr,1296,0,0,1296,1,0,2,0,2,1,Gd,6,Typ,0,NA,Attchd,2001,Fin,2,471,TA,TA,Y,192,25,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal,220000 +135,20,RL,78,10335,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,1Story,5,6,1968,1993,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,CBlock,TA,TA,No,Rec,570,Unf,0,891,1461,GasA,Gd,Y,SBrkr,1721,0,0,1721,0,0,2,1,3,1,TA,7,Min1,1,TA,Attchd,1968,RFn,2,440,TA,TA,Y,0,96,180,0,0,0,NA,MnPrv,NA,0,7,2006,WD,Normal,180000 +136,20,RL,80,10400,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,1Story,7,6,1970,1970,Hip,CompShg,Plywood,Plywood,BrkFace,288,TA,TA,PConc,TA,TA,No,Unf,0,Unf,0,1304,1304,GasA,Gd,Y,SBrkr,1682,0,0,1682,0,0,2,0,3,1,TA,7,Typ,1,Gd,Attchd,1970,Unf,2,530,TA,TA,Y,98,0,0,0,0,0,NA,MnPrv,NA,0,5,2008,WD,Normal,174000 +137,20,RL,NA,10355,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,5,1967,1967,Gable,CompShg,MetalSd,MetalSd,BrkFace,196,TA,TA,CBlock,TA,TA,No,BLQ,695,Unf,0,519,1214,GasA,TA,Y,SBrkr,1214,0,0,1214,0,0,2,0,3,1,TA,5,Typ,1,Fa,Attchd,1967,RFn,1,318,TA,TA,Y,0,111,0,0,0,0,NA,NA,NA,0,7,2007,WD,Normal,143000 +138,90,RL,82,11070,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Mitchel,Norm,Norm,Duplex,1Story,7,5,1988,1989,Gable,CompShg,VinylSd,VinylSd,BrkFace,70,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,1907,1907,GasA,Gd,Y,SBrkr,1959,0,0,1959,0,0,3,0,5,2,TA,9,Typ,0,NA,2Types,1989,Unf,3,766,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,7,2006,WD,Family,171000 +139,60,RL,73,9066,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,8,5,1999,2000,Gable,CompShg,VinylSd,VinylSd,BrkFace,320,Gd,TA,PConc,Gd,TA,Mn,GLQ,668,Unf,0,336,1004,GasA,Ex,Y,SBrkr,1004,848,0,1852,0,0,2,1,3,1,Gd,7,Typ,2,TA,Attchd,1999,Fin,3,660,TA,TA,Y,224,106,0,0,0,0,NA,GdPrv,NA,0,12,2008,WD,Normal,230000 +140,60,RL,65,15426,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,6,5,1997,1997,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,No,GLQ,821,Unf,0,107,928,GasA,Ex,Y,SBrkr,928,836,0,1764,1,0,2,1,3,1,Gd,7,Typ,0,NA,Attchd,1997,RFn,2,470,TA,TA,Y,276,99,0,0,0,0,NA,MnPrv,NA,0,8,2009,WD,Normal,231500 +141,20,RL,70,10500,Pave,NA,Reg,Lvl,AllPub,FR2,Gtl,NAmes,Norm,Norm,1Fam,1Story,4,5,1971,1971,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,TA,No,ALQ,432,Unf,0,432,864,GasA,TA,Y,SBrkr,864,0,0,864,0,0,1,0,3,1,TA,5,Typ,1,Po,NA,NA,NA,0,0,NA,NA,Y,0,0,0,0,0,0,NA,NA,NA,0,4,2010,ConLI,Normal,115000 +142,20,RL,78,11645,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,2005,2005,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,Av,GLQ,1300,Unf,0,434,1734,GasA,Ex,Y,SBrkr,1734,0,0,1734,1,0,2,0,3,1,Gd,7,Typ,0,NA,Attchd,2005,Fin,2,660,TA,TA,Y,160,24,0,0,0,0,NA,NA,NA,0,1,2006,WD,Normal,260000 +143,50,RL,71,8520,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Artery,Norm,1Fam,1.5Fin,5,4,1952,1952,Gable,CompShg,BrkFace,Wd Sdng,None,0,TA,Fa,CBlock,TA,TA,No,Rec,507,Unf,0,403,910,GasA,Fa,Y,SBrkr,910,475,0,1385,0,0,2,0,4,1,TA,6,Typ,0,NA,Detchd,2000,Unf,2,720,TA,TA,Y,0,0,0,0,0,0,NA,MnPrv,NA,0,6,2010,WD,Normal,166000 +144,20,RL,78,10335,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,1999,1999,Gable,CompShg,VinylSd,VinylSd,BrkFace,183,Gd,TA,PConc,Gd,TA,Gd,GLQ,679,Unf,0,811,1490,GasA,Ex,Y,SBrkr,1501,0,0,1501,1,0,2,0,3,1,Gd,6,Typ,0,NA,Attchd,1999,RFn,2,577,TA,TA,Y,144,29,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal,204000 +145,90,RM,70,9100,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,RRAe,Norm,Duplex,1Story,5,5,1963,1963,Gable,CompShg,HdBoard,HdBoard,BrkFace,336,TA,TA,CBlock,TA,TA,No,Rec,1332,Unf,0,396,1728,GasA,TA,Y,SBrkr,1728,0,0,1728,1,0,2,0,6,2,TA,10,Typ,0,NA,Detchd,1963,Unf,2,504,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,11,2006,ConLI,Abnorml,125000 +146,160,RM,24,2522,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,Twnhs,2Story,6,5,2004,2006,Gable,CompShg,VinylSd,VinylSd,Stone,50,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,970,970,GasA,Ex,Y,SBrkr,970,739,0,1709,0,0,2,0,3,1,Gd,7,Maj1,0,NA,Detchd,2004,Unf,2,380,TA,TA,Y,0,40,0,0,0,0,NA,NA,NA,0,4,2006,WD,Normal,130000 +147,30,RM,51,6120,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,BrkSide,Norm,Norm,1Fam,1Story,5,7,1931,1993,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,TA,No,BLQ,209,Unf,0,506,715,GasA,TA,Y,FuseA,875,0,0,875,1,0,1,0,2,1,TA,5,Typ,0,NA,Detchd,1931,Unf,1,180,Fa,TA,Y,48,0,0,0,0,0,NA,NA,NA,0,11,2009,WD,Normal,105000 +148,60,RL,NA,9505,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Gilbert,Norm,Norm,1Fam,2Story,7,5,2001,2001,Gable,CompShg,VinylSd,VinylSd,BrkFace,180,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,884,884,GasA,Ex,Y,SBrkr,884,1151,0,2035,0,0,2,1,3,1,Gd,8,Typ,1,Gd,BuiltIn,2001,Fin,2,434,TA,TA,Y,144,48,0,0,0,0,NA,NA,NA,0,5,2010,WD,Normal,222500 +149,20,RL,63,7500,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,1Fam,1Story,7,5,2004,2005,Gable,CompShg,VinylSd,VinylSd,BrkFace,120,TA,TA,PConc,Gd,TA,No,GLQ,680,Unf,0,400,1080,GasA,Ex,Y,SBrkr,1080,0,0,1080,1,0,1,0,3,1,Gd,6,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,0,0,0,0,0,0,NA,NA,NA,0,4,2008,WD,Normal,141000 +150,50,RM,NA,6240,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1.5Fin,5,4,1936,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,BrkTil,Gd,TA,No,Unf,0,Unf,0,896,896,GasA,Gd,Y,FuseA,896,448,0,1344,0,0,1,0,3,1,TA,7,Typ,0,NA,Detchd,1936,Unf,1,240,Fa,TA,Y,200,114,0,0,0,0,NA,NA,NA,0,4,2006,WD,Normal,115000 +151,20,RL,120,10356,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,CollgCr,Norm,Norm,1Fam,1Story,5,6,1975,1975,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,TA,Av,BLQ,716,Unf,0,253,969,GasA,TA,Y,SBrkr,969,0,0,969,0,0,1,1,3,1,TA,5,Typ,0,NA,Attchd,1975,Unf,2,440,TA,TA,Y,0,0,0,0,0,0,NA,MnPrv,NA,0,1,2007,WD,Normal,122000 +152,20,RL,107,13891,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,1Story,8,5,2007,2008,Hip,CompShg,VinylSd,VinylSd,Stone,436,Gd,TA,PConc,Ex,TA,Gd,GLQ,1400,Unf,0,310,1710,GasA,Ex,Y,SBrkr,1710,0,0,1710,1,0,2,0,2,1,Gd,6,Typ,1,Gd,Attchd,2007,RFn,3,866,TA,TA,Y,0,102,0,0,0,0,NA,NA,NA,0,1,2008,New,Partial,372402 +153,60,RL,NA,14803,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,NWAmes,Norm,Norm,1Fam,2Story,6,5,1971,1971,Gable,CompShg,HdBoard,HdBoard,BrkFace,252,TA,TA,CBlock,TA,TA,No,Rec,416,Unf,0,409,825,GasA,Gd,Y,SBrkr,1097,896,0,1993,0,0,2,1,4,1,TA,8,Typ,1,Gd,Attchd,1971,RFn,2,495,TA,TA,Y,0,66,0,0,0,0,NA,GdWo,NA,0,6,2006,WD,Normal,190000 +154,20,RL,NA,13500,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,ClearCr,Norm,Norm,1Fam,1Story,6,7,1960,1975,Flat,CompShg,BrkFace,Plywood,None,0,TA,TA,CBlock,Gd,TA,Gd,BLQ,429,ALQ,1080,93,1602,GasA,Gd,Y,SBrkr,1252,0,0,1252,1,0,1,0,1,1,TA,4,Typ,1,Gd,Attchd,1960,RFn,2,564,TA,TA,Y,409,0,0,0,0,0,NA,NA,NA,0,3,2008,WD,Normal,235000 +155,30,RM,84,11340,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,OldTown,Norm,Norm,1Fam,1Story,6,5,1923,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,1200,1200,GasA,TA,Y,FuseA,1200,0,0,1200,0,0,1,0,4,1,TA,7,Typ,0,NA,Detchd,1923,Unf,1,312,Fa,Fa,Y,0,0,228,0,0,0,NA,NA,NA,0,3,2006,WD,Family,125000 +156,50,RL,60,9600,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Edwards,Artery,Norm,1Fam,1.5Fin,6,5,1924,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,572,572,Grav,Fa,N,FuseF,572,524,0,1096,0,0,1,0,2,1,TA,5,Typ,0,NA,NA,NA,NA,0,0,NA,NA,N,0,8,128,0,0,0,NA,NA,NA,0,4,2008,WD,Normal,79000 +157,20,RL,60,7200,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,7,1950,1950,Hip,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,NA,NA,NA,NA,0,NA,0,0,0,GasA,TA,Y,FuseF,1040,0,0,1040,0,0,1,0,2,1,TA,5,Typ,0,NA,Detchd,1950,Unf,2,625,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,6,2006,WD,Normal,109500 +158,60,RL,92,12003,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Timber,Norm,Norm,1Fam,2Story,8,5,2009,2010,Gable,CompShg,VinylSd,VinylSd,BrkFace,84,Gd,TA,PConc,Ex,TA,No,Unf,0,Unf,0,774,774,GasA,Ex,Y,SBrkr,774,1194,0,1968,0,0,2,1,4,1,Ex,8,Typ,1,Gd,BuiltIn,2009,Fin,3,680,TA,TA,Y,0,75,0,0,0,0,NA,NA,NA,0,5,2010,New,Partial,269500 +159,60,FV,100,12552,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Somerst,Norm,Norm,1Fam,2Story,7,5,2004,2005,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,222,Unf,0,769,991,GasA,Ex,Y,SBrkr,991,956,0,1947,0,0,2,1,3,1,Gd,8,Typ,1,Gd,Attchd,2004,RFn,2,678,TA,TA,Y,0,136,0,0,0,0,NA,GdWo,NA,0,5,2010,WD,Normal,254900 +160,60,RL,134,19378,Pave,NA,IR1,HLS,AllPub,Corner,Gtl,Gilbert,Norm,Norm,1Fam,2Story,7,5,2005,2006,Gable,CompShg,VinylSd,VinylSd,BrkFace,456,Gd,TA,PConc,Gd,TA,Mn,GLQ,57,Unf,0,1335,1392,GasA,Ex,Y,SBrkr,1392,1070,0,2462,1,0,2,1,4,1,Gd,9,Typ,1,Gd,Attchd,2006,RFn,2,576,TA,TA,Y,239,132,0,168,0,0,NA,NA,NA,0,3,2006,New,Partial,320000 +161,20,RL,NA,11120,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Veenker,Norm,Norm,1Fam,1Story,6,6,1984,1984,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,PConc,Gd,TA,No,BLQ,660,Unf,0,572,1232,GasA,TA,Y,SBrkr,1232,0,0,1232,0,0,2,0,3,1,TA,6,Typ,0,NA,Attchd,1984,Unf,2,516,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,6,2008,WD,Normal,162500 +162,60,RL,110,13688,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,2Story,9,5,2003,2004,Gable,CompShg,VinylSd,VinylSd,BrkFace,664,Gd,TA,PConc,Ex,TA,Av,GLQ,1016,Unf,0,556,1572,GasA,Ex,Y,SBrkr,1572,1096,0,2668,1,0,2,1,3,1,Ex,10,Typ,2,Gd,BuiltIn,2003,Fin,3,726,TA,TA,Y,400,0,0,0,0,0,NA,NA,NA,0,3,2008,WD,Normal,412500 +163,20,RL,95,12182,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NridgHt,Norm,Norm,1Fam,1Story,7,5,2005,2005,Gable,CompShg,VinylSd,VinylSd,BrkFace,226,Gd,TA,PConc,Gd,TA,Mn,BLQ,1201,Unf,0,340,1541,GasA,Ex,Y,SBrkr,1541,0,0,1541,0,0,2,0,3,1,Gd,7,Typ,1,Gd,Attchd,2005,RFn,2,532,TA,TA,Y,0,70,0,0,0,0,NA,NA,NA,0,5,2010,New,Partial,220000 +164,45,RL,55,5500,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1.5Unf,4,6,1956,1956,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,882,882,GasA,Ex,Y,SBrkr,882,0,0,882,0,0,1,0,1,1,TA,4,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,0,0,0,0,0,0,NA,MnPrv,NA,0,4,2007,WD,Normal,103200 +165,40,RM,40,5400,Pave,Pave,Reg,Lvl,AllPub,Corner,Gtl,OldTown,Norm,Norm,1Fam,1Story,6,7,1926,2004,Gable,CompShg,MetalSd,MetalSd,None,0,TA,Gd,BrkTil,TA,TA,Mn,LwQ,370,Unf,0,779,1149,GasA,Gd,Y,FuseA,1149,467,0,1616,0,0,2,0,3,1,Gd,5,Typ,0,NA,Detchd,1926,Unf,1,216,TA,TA,Y,0,0,183,0,0,0,NA,NA,NA,0,10,2007,WD,Normal,152000 +166,190,RL,62,10106,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,2fmCon,1.5Fin,5,7,1940,1999,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,Gd,BrkTil,TA,TA,No,ALQ,351,Rec,181,112,644,GasA,Gd,Y,SBrkr,808,547,0,1355,1,0,2,0,4,2,TA,6,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,140,0,0,0,0,0,NA,NA,NA,0,9,2008,WD,Normal,127500 +167,20,RL,NA,10708,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,ClearCr,Norm,Norm,1Fam,1Story,5,5,1955,1993,Hip,CompShg,Wd Sdng,Wd Sdng,None,0,Gd,TA,CBlock,TA,TA,No,LwQ,379,BLQ,768,470,1617,GasA,Ex,Y,FuseA,1867,0,0,1867,1,0,1,0,2,1,TA,7,Typ,3,Gd,Attchd,1955,Fin,1,303,TA,TA,Y,476,0,0,0,142,0,NA,GdWo,NA,0,11,2009,COD,Normal,190000 +168,60,RL,86,10562,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,2Story,8,5,2007,2007,Gable,CompShg,VinylSd,VinylSd,Stone,300,Gd,TA,PConc,Ex,TA,No,GLQ,1288,Unf,0,294,1582,GasA,Ex,Y,SBrkr,1610,551,0,2161,1,0,1,1,3,1,Ex,8,Typ,1,Gd,Attchd,2007,Fin,3,789,TA,TA,Y,178,120,0,0,0,0,NA,NA,NA,0,11,2007,New,Partial,325624 +169,60,RL,62,8244,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,7,5,2004,2004,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,840,840,GasA,Ex,Y,SBrkr,840,880,0,1720,0,0,2,1,3,1,Gd,7,Typ,1,Gd,Attchd,2004,Fin,2,440,TA,TA,Y,100,48,0,0,0,0,NA,NA,NA,0,5,2007,WD,Normal,183500 +170,20,RL,NA,16669,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Timber,Norm,Norm,1Fam,1Story,8,6,1981,1981,Hip,WdShake,Plywood,Plywood,BrkFace,653,Gd,TA,CBlock,Gd,TA,No,Unf,0,Unf,0,1686,1686,GasA,TA,Y,SBrkr,1707,0,0,1707,0,0,2,1,2,1,TA,6,Typ,1,TA,Attchd,1981,RFn,2,511,TA,TA,Y,574,64,0,0,0,0,NA,NA,NA,0,1,2006,WD,Normal,228000 +171,50,RM,NA,12358,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,OldTown,Feedr,Norm,1Fam,1.5Fin,5,6,1941,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,Rec,360,Unf,0,360,720,GasA,TA,Y,SBrkr,854,0,528,1382,0,0,1,1,2,1,TA,7,Typ,0,NA,Detchd,1991,Unf,2,660,TA,TA,Y,237,0,0,0,0,0,NA,NA,NA,0,5,2007,WD,Normal,128500 +172,20,RL,141,31770,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,5,1960,1960,Hip,CompShg,BrkFace,Plywood,Stone,112,TA,TA,CBlock,TA,Gd,Gd,BLQ,639,Unf,0,441,1080,GasA,Fa,Y,SBrkr,1656,0,0,1656,1,0,1,0,3,1,TA,7,Typ,2,Gd,Attchd,1960,Fin,2,528,TA,TA,P,210,62,0,0,0,0,NA,NA,NA,0,5,2010,WD,Normal,215000 +173,160,RL,44,5306,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,StoneBr,Norm,Norm,TwnhsE,2Story,7,7,1987,1987,Gable,CompShg,HdBoard,HdBoard,None,0,Gd,Gd,PConc,Gd,Gd,No,GLQ,495,Rec,215,354,1064,GasA,Gd,Y,SBrkr,1064,703,0,1767,1,0,2,0,2,1,Gd,5,Typ,1,TA,Attchd,1987,RFn,2,504,Gd,TA,Y,441,35,0,0,0,0,NA,NA,NA,0,6,2006,WD,Normal,239000 +174,20,RL,80,10197,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,5,1961,1961,Gable,CompShg,WdShing,Wd Shng,BrkCmn,491,TA,TA,CBlock,TA,TA,No,ALQ,288,Rec,374,700,1362,GasA,TA,Y,SBrkr,1362,0,0,1362,1,0,1,1,3,1,TA,6,Typ,1,TA,Attchd,1961,Unf,2,504,TA,TA,Y,0,20,0,0,0,0,NA,NA,NA,0,6,2008,COD,Normal,163000 +175,20,RL,47,12416,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Timber,Norm,Norm,1Fam,1Story,6,5,1986,1986,Gable,CompShg,VinylSd,Plywood,Stone,132,TA,TA,CBlock,Gd,Fa,No,ALQ,1398,LwQ,208,0,1606,GasA,TA,Y,SBrkr,1651,0,0,1651,1,0,2,0,3,1,TA,7,Min2,1,TA,Attchd,1986,Fin,2,616,TA,TA,Y,192,0,0,0,0,0,NA,NA,NA,0,11,2008,WD,Normal,184000 +176,20,RL,84,12615,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Edwards,Norm,Norm,1Fam,1Story,6,7,1950,2001,Gable,CompShg,WdShing,Wd Shng,None,0,TA,TA,CBlock,TA,Gd,Av,ALQ,477,Unf,0,725,1202,GasA,TA,Y,SBrkr,2158,0,0,2158,1,0,2,0,4,1,Gd,7,Typ,1,Gd,Attchd,1950,Unf,2,576,TA,TA,Y,0,29,39,0,0,0,NA,MnPrv,NA,0,6,2007,WD,Normal,243000 +177,60,RL,97,10029,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,ClearCr,Norm,Norm,1Fam,2Story,6,5,1988,1989,Gable,CompShg,Plywood,Plywood,BrkFace,268,Gd,TA,PConc,Gd,TA,No,GLQ,831,Unf,0,320,1151,GasA,TA,Y,SBrkr,1164,896,0,2060,0,1,2,1,4,1,TA,8,Typ,1,TA,Attchd,1988,Unf,2,521,TA,TA,Y,0,228,0,0,192,0,NA,NA,NA,0,9,2007,WD,Normal,211000 +178,50,RL,NA,13650,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,1.5Fin,5,5,1958,1958,Gable,CompShg,MetalSd,MetalSd,None,0,Gd,Gd,CBlock,TA,TA,No,ALQ,57,BLQ,441,554,1052,GasA,Ex,Y,SBrkr,1252,668,0,1920,1,0,2,0,4,1,Gd,8,Typ,1,Gd,Attchd,1958,Unf,2,451,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,7,2006,WD,Normal,172500 +179,20,RL,63,17423,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,StoneBr,Norm,Norm,1Fam,1Story,9,5,2008,2009,Hip,CompShg,VinylSd,VinylSd,Stone,748,Ex,TA,PConc,Ex,TA,No,GLQ,1904,Unf,0,312,2216,GasA,Ex,Y,SBrkr,2234,0,0,2234,1,0,2,0,1,1,Ex,9,Typ,1,Gd,Attchd,2009,Fin,3,1166,TA,TA,Y,0,60,0,0,0,0,NA,NA,NA,0,7,2009,New,Partial,501837 +180,30,RM,60,8520,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1Story,5,6,1923,2006,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,Gd,TA,CBlock,TA,TA,No,Unf,0,Unf,0,968,968,GasA,TA,Y,SBrkr,968,0,0,968,0,0,1,0,2,1,TA,5,Typ,0,NA,Detchd,1935,Unf,2,480,Fa,TA,N,0,0,184,0,0,0,NA,NA,NA,0,7,2007,WD,Normal,100000 +181,160,FV,NA,2117,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,Twnhs,2Story,6,5,2000,2000,Gable,CompShg,MetalSd,MetalSd,BrkFace,456,Gd,TA,PConc,Gd,TA,No,GLQ,436,Unf,0,320,756,GasA,Ex,Y,SBrkr,769,756,0,1525,0,0,2,1,3,1,Gd,5,Typ,1,TA,Detchd,2000,Unf,2,440,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,6,2007,WD,Normal,177000 +182,70,RL,54,7588,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Crawfor,Norm,Norm,1Fam,2Story,7,6,1920,1950,Gable,CompShg,Stucco,Stucco,None,0,TA,TA,BrkTil,Fa,TA,No,LwQ,352,Unf,0,441,793,GasA,Gd,Y,SBrkr,901,901,0,1802,0,0,1,1,4,1,TA,9,Typ,1,Gd,Detchd,1920,Unf,1,216,Fa,TA,Y,0,0,40,0,0,0,NA,NA,NA,0,7,2006,WD,Normal,200100 +183,20,RL,60,9060,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Artery,Norm,1Fam,1Story,5,6,1957,2006,Hip,CompShg,Wd Sdng,Wd Sdng,BrkFace,98,TA,TA,PConc,NA,NA,NA,NA,0,NA,0,0,0,GasA,Ex,Y,SBrkr,1340,0,0,1340,0,0,1,0,3,1,TA,7,Typ,1,Gd,Attchd,1957,RFn,1,252,TA,TA,Y,116,0,0,180,0,0,NA,MnPrv,NA,0,6,2007,WD,Normal,120000 +184,50,RM,63,11426,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1.5Fin,7,5,2003,2003,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1362,1362,GasA,Ex,Y,SBrkr,1362,720,0,2082,0,0,2,1,3,1,Gd,6,Mod,0,NA,Detchd,2003,Unf,2,484,TA,TA,N,280,238,0,0,0,0,NA,NA,NA,0,6,2008,WD,Normal,200000 +185,50,RL,92,7438,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,BrkSide,RRAn,Feedr,1Fam,1.5Fin,5,8,1908,1991,Gable,CompShg,AsbShng,Plywood,None,0,TA,TA,PConc,Fa,TA,No,Unf,0,Unf,0,504,504,GasA,Gd,Y,SBrkr,936,316,0,1252,0,0,1,0,3,1,TA,5,Typ,0,NA,Attchd,1986,Unf,2,576,TA,TA,Y,104,0,0,0,0,0,NA,MnPrv,NA,0,6,2006,WD,Normal,127000 +186,75,RM,90,22950,Pave,NA,IR2,Lvl,AllPub,Inside,Gtl,OldTown,Artery,Norm,1Fam,2.5Fin,10,9,1892,1993,Gable,WdShngl,Wd Sdng,Wd Sdng,None,0,Gd,Gd,BrkTil,TA,TA,Mn,Unf,0,Unf,0,1107,1107,GasA,Ex,Y,SBrkr,1518,1518,572,3608,0,0,2,1,4,1,Ex,12,Typ,2,TA,Detchd,1993,Unf,3,840,Ex,TA,Y,0,260,0,0,410,0,NA,GdPrv,NA,0,6,2006,WD,Normal,475000 +187,80,RL,NA,9947,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Mitchel,Norm,Norm,1Fam,SLvl,7,5,1990,1991,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,PConc,Gd,TA,Av,GLQ,611,Unf,0,577,1188,GasA,Ex,Y,SBrkr,1217,0,0,1217,1,0,2,0,3,1,Gd,6,Typ,0,NA,Attchd,1990,Unf,2,497,TA,TA,Y,168,27,0,0,0,0,NA,GdPrv,NA,0,6,2009,WD,Normal,173000 +188,50,RL,60,10410,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1.5Fin,5,7,1916,1987,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,Fa,TA,No,Unf,0,Unf,0,660,660,GasA,Ex,Y,SBrkr,808,704,144,1656,0,0,2,1,3,1,TA,8,Min2,0,NA,Detchd,1916,Unf,1,180,Fa,Fa,N,0,0,0,140,0,0,NA,MnPrv,NA,0,8,2009,WD,Normal,135000 +189,90,RL,64,7018,Pave,NA,Reg,Bnk,AllPub,Inside,Gtl,SawyerW,Feedr,Norm,Duplex,SFoyer,5,5,1979,1979,Gable,CompShg,Plywood,Plywood,Stone,275,TA,TA,CBlock,Gd,TA,Av,GLQ,1086,Unf,0,0,1086,GasA,TA,Y,SBrkr,1224,0,0,1224,2,0,0,2,2,2,TA,6,Typ,2,TA,Detchd,1979,Unf,2,528,TA,TA,Y,120,0,0,0,0,0,NA,NA,NA,0,6,2009,WD,Alloca,153337 +190,120,RL,41,4923,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,StoneBr,Norm,Norm,TwnhsE,1Story,8,5,2001,2002,Gable,CompShg,CemntBd,CmentBd,None,0,Gd,TA,PConc,Ex,TA,Av,GLQ,1153,Unf,0,440,1593,GasA,Ex,Y,SBrkr,1593,0,0,1593,1,0,1,1,0,1,Ex,5,Typ,1,Gd,Attchd,2001,Fin,2,682,TA,TA,Y,0,120,0,0,224,0,NA,NA,NA,0,8,2008,WD,Normal,286000 +191,70,RL,70,10570,Pave,NA,Reg,Bnk,AllPub,Inside,Mod,Crawfor,Norm,Norm,1Fam,2Story,8,8,1932,1994,Hip,CompShg,BrkFace,BrkFace,None,0,Gd,TA,CBlock,Gd,Gd,No,Rec,297,Unf,0,556,853,GasA,TA,Y,SBrkr,1549,1178,0,2727,0,0,2,1,3,1,Gd,10,Maj1,2,TA,Detchd,1932,Unf,2,440,TA,TA,Y,0,74,0,0,0,0,NA,NA,NA,0,12,2007,WD,Normal,315000 +192,60,RL,NA,7472,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,NAmes,Norm,Norm,1Fam,2Story,7,9,1972,2004,Gable,CompShg,HdBoard,HdBoard,BrkFace,138,TA,TA,CBlock,TA,TA,No,ALQ,626,Unf,0,99,725,GasA,Gd,Y,SBrkr,725,754,0,1479,1,0,1,1,4,1,Gd,7,Typ,0,NA,Attchd,1972,Fin,2,484,TA,TA,Y,0,32,0,0,0,0,NA,NA,NA,0,6,2007,WD,Normal,184000 +193,20,RL,68,9017,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,1999,1999,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,Av,GLQ,560,Unf,0,871,1431,GasA,Ex,Y,SBrkr,1431,0,0,1431,1,0,2,0,3,1,Gd,6,Typ,0,NA,Attchd,1999,Fin,2,666,TA,TA,Y,0,35,0,0,0,0,NA,NA,NA,0,9,2009,WD,Normal,192000 +194,160,RM,24,2522,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,Twnhs,2Story,7,5,2004,2004,Gable,CompShg,VinylSd,VinylSd,Stone,50,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,970,970,GasA,Ex,Y,SBrkr,970,739,0,1709,0,0,2,0,3,1,Gd,7,Maj1,0,NA,Detchd,2004,Unf,2,380,TA,TA,Y,0,40,0,0,0,0,NA,NA,NA,0,5,2006,WD,Normal,130000 +195,20,RL,60,7180,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,5,7,1972,1972,Hip,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,TA,Av,ALQ,390,Unf,0,474,864,GasA,TA,Y,SBrkr,864,0,0,864,0,0,1,0,3,1,TA,5,Typ,0,NA,Detchd,1989,Unf,1,352,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,5,2008,WD,Normal,127000 +196,160,RL,24,2280,Pave,NA,Reg,Lvl,AllPub,FR2,Gtl,NPkVill,Norm,Norm,Twnhs,2Story,6,6,1976,1976,Gable,CompShg,Plywood,Brk Cmn,None,0,TA,TA,CBlock,Gd,TA,No,ALQ,566,Unf,0,289,855,GasA,TA,Y,SBrkr,855,601,0,1456,0,0,2,1,3,1,TA,7,Typ,1,TA,Attchd,1976,Unf,2,440,TA,TA,Y,87,0,0,0,0,0,NA,NA,NA,0,7,2009,WD,Normal,148500 +197,20,RL,79,9416,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,1Story,7,5,2007,2007,Hip,CompShg,CemntBd,CmentBd,Stone,205,Ex,TA,PConc,Ex,TA,No,GLQ,1126,Unf,0,600,1726,GasA,Ex,Y,SBrkr,1726,0,0,1726,1,0,2,0,3,1,Ex,8,Typ,1,Gd,Attchd,2007,Fin,3,786,TA,TA,Y,171,138,0,0,266,0,NA,NA,NA,0,9,2007,New,Partial,311872 +198,75,RL,174,25419,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Artery,Norm,1Fam,2Story,8,4,1918,1990,Gable,CompShg,Stucco,Stucco,None,0,Gd,Gd,PConc,TA,TA,No,GLQ,1036,LwQ,184,140,1360,GasA,Gd,Y,SBrkr,1360,1360,392,3112,1,1,2,0,4,1,Gd,8,Typ,1,Ex,Detchd,1918,Unf,2,795,TA,TA,Y,0,16,552,0,0,512,Ex,GdPrv,NA,0,3,2006,WD,Abnorml,235000 +199,75,RM,92,5520,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,OldTown,Norm,Norm,1Fam,2.5Fin,6,6,1912,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,755,755,GasA,Ex,Y,SBrkr,929,929,371,2229,0,0,1,0,5,1,TA,8,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,0,198,30,0,0,0,NA,MnPrv,NA,0,7,2009,WD,Abnorml,104000 +200,20,RL,76,9591,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,1Story,8,5,2004,2005,Hip,CompShg,VinylSd,VinylSd,BrkFace,262,Gd,TA,PConc,Ex,TA,Av,GLQ,1088,Unf,0,625,1713,GasA,Ex,Y,SBrkr,1713,0,0,1713,1,0,2,0,3,1,Ex,7,Typ,1,Gd,Attchd,2004,Fin,3,856,TA,TA,Y,0,26,0,0,170,0,NA,NA,NA,0,1,2009,WD,Normal,274900 +201,20,RM,80,8546,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Edwards,Norm,Norm,1Fam,1Story,4,5,2003,2004,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1121,1121,GasA,Ex,Y,SBrkr,1121,0,0,1121,0,0,2,0,2,1,TA,5,Typ,0,NA,Attchd,2003,RFn,2,440,TA,TA,Y,132,64,0,0,0,0,NA,NA,NA,0,3,2010,WD,Normal,140000 +202,20,RL,75,10125,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Mitchel,Norm,Norm,1Fam,1Story,6,6,1977,1977,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,CBlock,TA,TA,No,ALQ,641,LwQ,279,276,1196,GasA,TA,Y,SBrkr,1279,0,0,1279,0,1,2,0,3,1,TA,6,Typ,2,Fa,Detchd,1980,Unf,2,473,TA,TA,Y,238,83,0,0,0,0,NA,MnPrv,NA,0,2,2008,WD,Normal,171500 +203,50,RL,50,7000,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,OldTown,Artery,Norm,1Fam,1.5Fin,6,6,1924,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,Gd,BrkTil,Fa,TA,No,LwQ,617,Unf,0,0,617,GasA,Gd,Y,SBrkr,865,445,0,1310,0,0,2,0,2,1,TA,6,Min1,0,NA,Attchd,1924,Unf,1,398,TA,TA,Y,0,0,126,0,0,0,NA,NA,NA,0,5,2006,COD,Normal,112000 +204,120,RM,NA,4438,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,TwnhsE,1Story,6,5,2004,2004,Gable,CompShg,VinylSd,VinylSd,BrkFace,205,Gd,TA,PConc,Gd,TA,Av,GLQ,662,Unf,0,186,848,GasA,Ex,Y,SBrkr,848,0,0,848,1,0,1,0,1,1,Gd,3,Typ,1,Gd,Attchd,2004,RFn,2,420,TA,TA,Y,149,0,0,0,0,0,NA,NA,NA,0,1,2008,WD,Normal,149000 +205,50,RM,50,3500,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1.5Fin,5,7,1947,1950,Gable,CompShg,AsbShng,AsbShng,None,0,TA,TA,CBlock,TA,TA,No,LwQ,312,Unf,0,408,720,GasA,TA,Y,SBrkr,720,564,0,1284,0,0,1,1,2,1,TA,5,Typ,0,NA,Detchd,1948,Unf,1,240,TA,TA,Y,0,35,0,0,0,0,NA,MnWw,NA,0,4,2009,WD,Normal,110000 +206,20,RL,99,11851,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Gilbert,Norm,Norm,1Fam,1Story,7,5,1990,1990,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1424,1424,GasA,Ex,Y,SBrkr,1442,0,0,1442,0,0,2,0,3,1,TA,5,Typ,0,NA,Attchd,1990,RFn,2,500,TA,TA,Y,0,34,0,508,0,0,NA,NA,NA,0,5,2009,WD,Normal,180500 +207,20,RL,40,13673,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Sawyer,RRAe,Norm,1Fam,1Story,5,5,1962,1962,Gable,CompShg,HdBoard,HdBoard,None,0,TA,Gd,CBlock,TA,TA,No,Unf,0,Unf,0,1140,1140,GasA,TA,Y,SBrkr,1696,0,0,1696,0,0,1,1,3,1,TA,8,Min2,1,TA,Attchd,1962,RFn,1,349,TA,TA,Y,0,30,0,0,0,0,NA,NA,NA,0,3,2007,WD,Normal,143900 +208,20,RL,NA,12493,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,4,5,1960,1960,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,PConc,TA,TA,No,ALQ,419,Rec,306,375,1100,GasA,TA,Y,SBrkr,1100,0,0,1100,1,0,1,0,3,1,TA,6,Typ,1,Po,Attchd,1960,RFn,1,312,TA,TA,Y,355,0,0,0,0,0,NA,GdWo,NA,0,4,2008,WD,Normal,141000 +209,60,RL,NA,14364,Pave,NA,IR1,Low,AllPub,Inside,Mod,SawyerW,Norm,Norm,1Fam,2Story,7,5,1988,1989,Gable,CompShg,Plywood,Plywood,BrkFace,128,Gd,TA,CBlock,Gd,TA,Gd,GLQ,1065,Unf,0,92,1157,GasA,Ex,Y,SBrkr,1180,882,0,2062,1,0,2,1,3,1,TA,7,Typ,1,Gd,Attchd,1988,Fin,2,454,TA,TA,Y,60,55,0,0,154,0,NA,NA,NA,0,4,2007,WD,Normal,277000 +210,20,RL,75,8250,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,7,1964,1964,Hip,CompShg,HdBoard,HdBoard,Stone,260,TA,TA,CBlock,Gd,TA,No,Rec,787,Unf,0,305,1092,GasA,Ex,Y,SBrkr,1092,0,0,1092,1,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1964,RFn,2,504,TA,Gd,Y,0,0,0,0,0,0,NA,MnPrv,NA,0,7,2008,WD,Normal,145000 +211,30,RL,67,5604,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1Story,5,6,1925,1950,Gable,CompShg,Stucco,Stucco,None,0,TA,TA,CBlock,TA,TA,No,Rec,468,Unf,0,396,864,GasA,TA,N,FuseA,864,0,0,864,1,0,1,0,2,1,TA,5,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,0,0,96,0,0,0,NA,NA,NA,0,4,2008,WD,Normal,98000 +212,20,RL,83,10420,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Edwards,Norm,Norm,1Fam,1Story,6,5,2009,2009,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,Mn,GLQ,36,Unf,0,1176,1212,GasA,Ex,Y,SBrkr,1212,0,0,1212,0,0,2,0,3,1,Gd,6,Typ,0,NA,Attchd,2009,RFn,2,460,TA,TA,Y,100,22,0,0,0,0,NA,NA,NA,0,3,2010,WD,Normal,186000 +213,60,FV,72,8640,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,2Story,7,5,2009,2009,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,No,GLQ,822,Unf,0,78,900,GasA,Ex,Y,SBrkr,932,920,0,1852,1,0,2,1,3,1,Gd,7,Typ,1,TA,Attchd,2009,RFn,2,644,TA,TA,Y,168,108,0,0,0,0,NA,NA,NA,0,7,2009,New,Partial,252678 +214,20,RL,43,13568,Pave,NA,IR2,Lvl,AllPub,CulDSac,Gtl,CollgCr,Norm,Norm,1Fam,1Story,5,5,1995,1995,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,No,ALQ,716,Unf,0,274,990,GasA,Ex,Y,SBrkr,990,0,0,990,0,1,1,0,3,1,TA,5,Typ,0,NA,Attchd,1996,Unf,2,576,TA,TA,Y,224,0,0,0,0,0,NA,NA,NA,0,7,2006,WD,Normal,156000 +215,60,RL,NA,10900,Pave,NA,IR1,Lvl,AllPub,FR2,Gtl,CollgCr,Norm,Norm,1Fam,2Story,6,7,1977,1977,Gable,CompShg,HdBoard,HdBoard,BrkFace,153,TA,TA,CBlock,Gd,TA,No,GLQ,378,Unf,0,311,689,GasA,Ex,Y,SBrkr,689,703,0,1392,0,0,1,1,3,1,TA,6,Typ,0,NA,Attchd,1977,Fin,1,299,TA,TA,Y,0,36,0,0,0,0,NA,MnPrv,Shed,450,3,2010,WD,Normal,161750 +216,20,RL,72,10011,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,6,1957,1996,Gable,CompShg,HdBoard,HdBoard,BrkFace,64,TA,TA,CBlock,TA,TA,No,BLQ,360,Unf,0,710,1070,GasA,TA,Y,SBrkr,1236,0,0,1236,0,1,1,0,2,1,Gd,6,Min1,1,Fa,Attchd,1957,Unf,1,447,TA,TA,Y,0,0,0,0,0,0,NA,MnPrv,NA,0,5,2006,WD,Normal,134450 +217,20,RL,65,8450,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,2004,2004,Gable,CompShg,VinylSd,VinylSd,BrkFace,266,Gd,TA,PConc,Gd,TA,Mn,GLQ,946,Unf,0,490,1436,GasA,Ex,Y,SBrkr,1436,0,0,1436,1,0,2,0,3,1,Gd,8,Typ,0,NA,Attchd,2004,Unf,2,484,TA,TA,Y,139,98,0,0,0,0,NA,NA,NA,0,4,2008,WD,Normal,210000 +218,70,RM,57,9906,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,2Story,4,4,1925,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,686,686,GasA,Fa,N,SBrkr,810,518,0,1328,0,0,1,0,3,1,TA,8,Typ,0,NA,Detchd,1940,Unf,1,210,TA,TA,Y,0,172,60,0,0,0,NA,NA,NA,0,9,2006,WD,Family,107000 +219,50,RL,NA,15660,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Crawfor,Norm,Norm,1Fam,1.5Fin,7,9,1939,2006,Gable,CompShg,VinylSd,VinylSd,BrkFace,312,Gd,Gd,CBlock,TA,TA,No,BLQ,341,Unf,0,457,798,GasA,Ex,Y,SBrkr,1137,817,0,1954,0,1,1,1,3,1,Gd,8,Typ,2,TA,Attchd,1939,Unf,2,431,TA,TA,Y,0,119,150,0,0,0,NA,NA,NA,0,5,2008,WD,Normal,311500 +220,120,RL,43,3010,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Blmngtn,Norm,Norm,TwnhsE,1Story,7,5,2005,2006,Gable,CompShg,VinylSd,VinylSd,BrkFace,16,Gd,TA,PConc,Gd,TA,Av,GLQ,16,Unf,0,1232,1248,GasA,Ex,Y,SBrkr,1248,0,0,1248,0,0,2,0,2,1,Gd,5,Typ,0,NA,Attchd,2005,Fin,2,438,TA,TA,Y,108,0,0,0,0,0,NA,NA,NA,0,3,2006,New,Partial,167240 +221,20,RL,73,8990,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,Mn,Unf,0,Unf,0,1498,1498,GasA,Ex,Y,SBrkr,1498,0,0,1498,0,0,2,0,2,1,Gd,5,Typ,0,NA,Attchd,2006,RFn,2,675,TA,TA,Y,351,33,0,0,0,0,NA,NA,NA,0,4,2006,New,Partial,204900 +222,60,RL,NA,8068,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,6,5,2002,2002,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1010,1010,GasA,Ex,Y,SBrkr,1010,1257,0,2267,0,0,2,1,4,1,Gd,8,Typ,1,TA,BuiltIn,2002,RFn,2,390,TA,TA,Y,120,46,0,0,0,0,NA,NA,NA,0,12,2009,ConLI,Normal,200000 +223,60,RL,85,11475,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,RRAn,Norm,1Fam,2Story,6,6,1975,1975,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,Gd,TA,No,ALQ,550,Unf,0,163,713,GasA,TA,Y,SBrkr,811,741,0,1552,1,0,2,1,3,1,TA,6,Typ,1,TA,Attchd,1975,RFn,2,434,TA,TA,Y,209,208,0,0,0,0,NA,MnPrv,NA,0,2,2006,WD,Normal,179900 +224,20,RL,70,10500,Pave,NA,Reg,Lvl,AllPub,FR2,Gtl,NAmes,Norm,Norm,1Fam,1Story,4,6,1971,1971,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,TA,No,ALQ,524,LwQ,180,160,864,GasA,Gd,Y,SBrkr,864,0,0,864,0,0,1,0,2,1,TA,4,Typ,0,NA,Detchd,1989,Unf,2,576,TA,TA,Y,216,0,0,0,0,0,NA,NA,NA,0,3,2009,WD,Abnorml,97000 +225,20,RL,103,13472,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,1Story,10,5,2003,2003,Hip,CompShg,VinylSd,VinylSd,BrkFace,922,Ex,TA,PConc,Ex,TA,Gd,GLQ,56,Unf,0,2336,2392,GasA,Ex,Y,SBrkr,2392,0,0,2392,0,0,2,0,3,1,Ex,8,Typ,1,Ex,Attchd,2003,Fin,3,968,TA,TA,Y,248,105,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal,386250 +226,160,RM,21,1680,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrDale,Norm,Norm,Twnhs,2Story,5,5,1971,1971,Gable,CompShg,HdBoard,HdBoard,BrkFace,142,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,630,630,GasA,TA,Y,SBrkr,630,672,0,1302,0,0,2,1,3,1,TA,6,Typ,0,NA,Detchd,1991,Unf,1,280,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,5,2009,COD,Abnorml,112000 +227,60,RL,82,9950,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NoRidge,Norm,Norm,1Fam,2Story,7,5,1995,1995,Gable,CompShg,VinylSd,VinylSd,BrkFace,290,Gd,TA,PConc,Gd,TA,No,GLQ,565,Unf,0,638,1203,GasA,Ex,Y,SBrkr,1214,1306,0,2520,0,0,2,1,4,1,Gd,9,Typ,1,TA,Attchd,1995,RFn,3,721,TA,TA,Y,224,114,0,0,0,0,NA,NA,NA,0,6,2007,WD,Abnorml,290000 +228,160,RM,21,1869,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrDale,Norm,Norm,Twnhs,2Story,6,6,1970,1970,Gable,CompShg,HdBoard,HdBoard,BrkFace,127,TA,TA,CBlock,TA,TA,No,Rec,321,Unf,0,162,483,GasA,TA,Y,SBrkr,483,504,0,987,0,0,1,1,2,1,TA,5,Typ,0,NA,Detchd,1987,Unf,1,280,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,9,2008,WD,Normal,106000 +229,20,RL,70,8521,Pave,NA,Reg,Lvl,AllPub,FR2,Gtl,Sawyer,Feedr,Norm,1Fam,1Story,5,5,1967,1967,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,TA,No,ALQ,842,Unf,0,70,912,GasA,TA,Y,SBrkr,912,0,0,912,0,0,1,0,3,1,TA,5,Typ,1,Fa,Detchd,1974,Unf,1,336,TA,TA,Y,0,0,0,0,0,0,NA,MnPrv,NA,0,5,2010,WD,Normal,125000 +230,120,RL,43,3182,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Blmngtn,Norm,Norm,TwnhsE,1Story,7,5,2005,2006,Gable,CompShg,VinylSd,VinylSd,BrkFace,16,Gd,TA,PConc,Gd,TA,Av,GLQ,16,Unf,0,1357,1373,GasA,Ex,Y,SBrkr,1555,0,0,1555,0,0,2,0,2,1,Gd,7,Typ,1,TA,Attchd,2005,Fin,2,430,TA,TA,Y,143,20,0,0,0,0,NA,NA,NA,0,5,2009,WD,Normal,192500 +231,20,RL,73,8760,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,6,1959,1959,Hip,CompShg,MetalSd,MetalSd,BrkFace,220,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,1194,1194,GasA,TA,Y,SBrkr,1194,0,0,1194,1,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1959,RFn,1,312,TA,TA,Y,0,0,120,0,0,0,NA,NA,NA,0,4,2010,WD,Normal,148000 +232,60,RL,174,15138,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NoRidge,Norm,Norm,1Fam,2Story,8,5,1995,1996,Gable,CompShg,VinylSd,VinylSd,BrkFace,506,Gd,TA,PConc,Gd,TA,No,GLQ,689,Unf,0,773,1462,GasA,Ex,Y,SBrkr,1490,1304,0,2794,1,0,2,1,4,1,Ex,9,Typ,1,TA,Attchd,1995,Fin,3,810,TA,TA,Y,0,146,202,0,0,0,NA,NA,NA,0,7,2009,WD,Normal,403000 +233,160,RM,21,1680,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrDale,Norm,Norm,Twnhs,2Story,6,5,1972,1972,Gable,CompShg,HdBoard,HdBoard,BrkFace,297,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,483,483,GasA,TA,Y,SBrkr,483,504,0,987,0,0,1,1,2,1,TA,5,Typ,1,Po,Attchd,1972,Unf,1,288,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,6,2006,WD,Normal,94500 +234,20,RL,75,10650,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,CollgCr,Norm,Norm,1Fam,1Story,5,6,1976,1976,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,Gd,Av,LwQ,182,ALQ,712,0,894,GasA,TA,Y,SBrkr,894,0,0,894,1,0,1,0,3,1,TA,5,Typ,0,NA,Attchd,1976,Unf,1,308,TA,TA,Y,365,0,0,0,0,0,NA,MnPrv,NA,0,2,2010,WD,Normal,128200 +235,60,RL,NA,7851,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,6,5,2002,2002,Gable,CompShg,VinylSd,VinylSd,NA,NA,Gd,TA,PConc,Gd,TA,No,GLQ,625,Unf,0,235,860,GasA,Ex,Y,SBrkr,860,1100,0,1960,1,0,2,1,4,1,Gd,8,Typ,2,TA,BuiltIn,2002,Fin,2,440,TA,TA,Y,288,48,0,0,0,0,NA,NA,NA,0,5,2010,WD,Normal,216500 +236,160,RM,21,1680,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrDale,Norm,Norm,TwnhsE,2Story,6,3,1971,1971,Gable,CompShg,HdBoard,HdBoard,BrkFace,604,TA,TA,CBlock,TA,TA,No,ALQ,358,Unf,0,125,483,GasA,TA,Y,SBrkr,483,504,0,987,0,0,1,1,2,1,TA,5,Typ,0,NA,Detchd,1971,Unf,1,264,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,8,2008,WD,Normal,89500 +237,20,RL,65,8773,Pave,NA,Reg,Lvl,AllPub,FR2,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,2004,2004,Gable,CompShg,VinylSd,VinylSd,BrkFace,98,Gd,TA,PConc,Gd,TA,Av,GLQ,24,Unf,0,1390,1414,GasA,Ex,Y,SBrkr,1414,0,0,1414,0,0,2,0,3,1,Gd,6,Typ,0,NA,Attchd,2004,RFn,2,494,TA,TA,Y,132,105,0,0,0,0,NA,NA,NA,0,5,2010,WD,Normal,185500 +238,60,RL,NA,9453,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,SawyerW,RRNe,Norm,1Fam,2Story,7,7,1993,2003,Gable,CompShg,HdBoard,HdBoard,None,0,Gd,TA,PConc,Gd,TA,No,BLQ,402,Unf,0,594,996,GasA,Ex,Y,SBrkr,1014,730,0,1744,0,0,2,1,3,1,Gd,7,Typ,0,NA,Attchd,1993,RFn,2,457,TA,TA,Y,370,70,0,238,0,0,NA,NA,NA,0,2,2010,WD,Normal,194500 +239,20,RL,93,12030,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,1Story,8,5,2007,2007,Hip,CompShg,VinylSd,VinylSd,BrkFace,254,Ex,TA,PConc,Ex,TA,No,Unf,0,Unf,0,1694,1694,GasA,Ex,Y,SBrkr,1694,0,0,1694,0,0,2,0,3,1,Gd,7,Typ,0,NA,Attchd,2007,Fin,3,818,TA,TA,Y,168,228,0,0,0,0,NA,NA,NA,0,12,2007,New,Partial,318000 +240,50,RL,52,8741,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1.5Fin,6,4,1945,1950,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,TA,Fa,No,LwQ,94,Unf,0,641,735,GasA,TA,Y,FuseA,798,689,0,1487,0,0,1,1,3,1,TA,7,Typ,1,Gd,Detchd,1949,Unf,1,220,TA,TA,Y,0,140,0,0,0,0,NA,MnPrv,NA,0,4,2010,WD,Normal,113000 +241,20,FV,75,9000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,1Story,8,5,2008,2008,Gable,CompShg,VinylSd,VinylSd,Stone,36,Gd,TA,PConc,Gd,TA,Av,GLQ,1078,Unf,0,488,1566,GasA,Ex,Y,SBrkr,1566,0,0,1566,1,0,2,0,3,1,Gd,7,Typ,0,NA,Attchd,2008,RFn,2,750,TA,TA,Y,144,168,0,0,0,0,NA,NA,NA,0,4,2010,WD,Normal,262500 +242,30,RM,40,3880,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1Story,5,9,1945,1997,Gable,CompShg,VinylSd,VinylSd,None,0,TA,Gd,CBlock,TA,TA,No,ALQ,329,Unf,0,357,686,GasA,Gd,Y,SBrkr,866,0,0,866,0,0,1,0,2,1,Gd,4,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,58,42,0,0,0,0,NA,NA,NA,0,8,2007,WD,Normal,110500 +243,50,RM,63,5000,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,OldTown,Norm,Norm,1Fam,1.5Fin,5,4,1900,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,540,540,GasA,Gd,N,FuseA,889,551,0,1440,0,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1940,Unf,1,352,Fa,TA,Y,0,0,77,0,0,0,NA,NA,NA,0,4,2006,WD,Normal,79000 +244,160,RL,75,10762,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,SawyerW,Norm,Norm,TwnhsE,2Story,6,6,1980,1980,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,CBlock,Gd,TA,No,Unf,0,Unf,0,626,626,GasA,TA,Y,SBrkr,626,591,0,1217,0,0,1,1,3,1,TA,6,Typ,1,TA,Attchd,1980,RFn,1,288,TA,TA,Y,0,28,0,0,0,0,NA,NA,NA,0,4,2009,WD,Normal,120000 +245,60,RL,NA,8880,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,1Fam,2Story,7,5,1994,2002,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,695,Unf,0,253,948,GasA,Ex,Y,SBrkr,1222,888,0,2110,1,0,2,1,3,1,Gd,8,Typ,2,Fa,Attchd,1994,RFn,2,463,TA,TA,Y,0,130,0,0,0,0,NA,NA,NA,0,5,2010,WD,Normal,205000 +246,20,RL,80,10400,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,1Story,7,5,1988,1988,Gable,CompShg,Wd Sdng,Wd Sdng,BrkFace,102,TA,TA,CBlock,Gd,TA,Av,GLQ,929,Unf,0,916,1845,GasA,Gd,Y,SBrkr,1872,0,0,1872,0,1,2,0,3,1,TA,6,Typ,1,TA,Attchd,1988,Fin,2,604,TA,TA,Y,197,39,0,0,0,0,NA,NA,NA,0,6,2006,WD,Normal,241500 +247,190,RM,69,9142,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,2fmCon,2Story,6,8,1910,1950,Gable,CompShg,AsbShng,AsbShng,None,0,TA,Fa,Stone,Fa,TA,No,Unf,0,Unf,0,1020,1020,GasA,Gd,N,FuseP,908,1020,0,1928,0,0,2,0,4,2,Fa,9,Typ,0,NA,Detchd,1910,Unf,1,440,Po,Po,Y,0,60,112,0,0,0,NA,NA,NA,0,4,2006,WD,Normal,137000 +248,20,RL,75,11310,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,5,1954,1954,Hip,CompShg,Wd Sdng,BrkFace,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,1367,1367,GasA,Ex,Y,SBrkr,1375,0,0,1375,0,0,1,0,2,1,TA,5,Typ,1,TA,Attchd,1954,Unf,2,451,TA,TA,Y,0,30,0,0,0,0,NA,NA,NA,0,6,2006,WD,Normal,140000 +249,60,RL,72,11317,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,7,5,2003,2003,Gable,CompShg,VinylSd,VinylSd,BrkFace,101,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,840,840,GasA,Ex,Y,SBrkr,840,828,0,1668,0,0,2,1,3,1,Gd,8,Typ,0,NA,Attchd,2003,RFn,2,500,TA,TA,Y,144,68,0,0,0,0,NA,NA,NA,0,9,2007,WD,Normal,180000 +250,50,RL,NA,159000,Pave,NA,IR2,Low,AllPub,CulDSac,Sev,ClearCr,Norm,Norm,1Fam,1.5Fin,6,7,1958,2006,Gable,CompShg,Wd Sdng,HdBoard,BrkCmn,472,Gd,TA,CBlock,Gd,TA,Gd,Rec,697,Unf,0,747,1444,GasA,Gd,Y,SBrkr,1444,700,0,2144,0,1,2,0,4,1,Gd,7,Typ,2,TA,Attchd,1958,Fin,2,389,TA,TA,Y,0,98,0,0,0,0,NA,NA,Shed,500,6,2007,WD,Normal,277000 +251,30,RL,55,5350,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1Story,3,2,1940,1966,Gable,CompShg,Wd Sdng,Plywood,None,0,TA,Po,CBlock,TA,TA,No,Unf,0,Unf,0,728,728,GasA,Ex,Y,SBrkr,1306,0,0,1306,0,0,1,0,3,1,Fa,6,Mod,0,NA,NA,NA,NA,0,0,NA,NA,Y,263,0,0,0,0,0,NA,GdWo,Shed,450,5,2010,WD,Normal,76500 +252,120,RM,44,4750,Pave,NA,IR1,HLS,AllPub,Inside,Mod,Crawfor,Norm,Norm,TwnhsE,1Story,8,5,2006,2007,Hip,CompShg,VinylSd,VinylSd,Stone,481,Gd,TA,PConc,Gd,TA,Gd,GLQ,1573,Unf,0,0,1573,GasA,Ex,Y,SBrkr,1625,0,0,1625,1,1,2,0,2,1,Gd,5,Typ,1,Gd,Attchd,2006,Fin,2,538,TA,TA,Y,123,0,0,0,153,0,NA,NA,NA,0,12,2007,WD,Family,235000 +253,60,RL,65,8366,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,1Fam,2Story,6,5,2004,2004,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,798,798,GasA,Ex,Y,SBrkr,798,842,0,1640,0,0,2,1,3,1,Gd,6,Typ,0,NA,Attchd,2004,RFn,2,520,TA,TA,Y,138,45,0,0,0,0,NA,NA,NA,0,12,2008,WD,Normal,173000 +254,80,RL,85,9350,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,SLvl,6,7,1964,1991,Hip,CompShg,HdBoard,HdBoard,BrkFace,108,TA,TA,CBlock,Gd,TA,Gd,LwQ,270,ALQ,580,452,1302,GasA,Ex,Y,SBrkr,1302,0,0,1302,0,1,2,0,3,1,Gd,7,Min1,0,NA,Attchd,1964,RFn,1,309,TA,TA,Y,333,0,0,0,0,0,NA,MnPrv,NA,0,10,2007,CWD,Normal,158000 +255,20,RL,70,8400,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,6,1957,1957,Gable,CompShg,MetalSd,MetalSd,None,0,TA,Gd,CBlock,TA,TA,No,Rec,922,Unf,0,392,1314,GasA,TA,Y,SBrkr,1314,0,0,1314,1,0,1,0,3,1,TA,5,Typ,0,NA,Attchd,1957,RFn,1,294,TA,TA,Y,250,0,0,0,0,0,NA,NA,NA,0,6,2010,WD,Normal,145000 +256,60,RL,66,8738,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,7,5,1999,1999,Gable,CompShg,VinylSd,VinylSd,BrkFace,302,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,975,975,GasA,Ex,Y,SBrkr,1005,1286,0,2291,0,0,2,1,4,1,Gd,8,Typ,1,TA,BuiltIn,1999,Fin,2,429,TA,TA,Y,192,0,0,0,0,0,NA,NA,NA,0,2,2006,WD,Normal,230000 +257,60,FV,64,8791,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,2Story,6,5,2003,2003,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Rec,503,Unf,0,361,864,GasA,Ex,Y,SBrkr,864,864,0,1728,0,0,2,1,3,1,Gd,7,Typ,0,NA,Attchd,2003,RFn,2,673,TA,TA,Y,216,56,0,0,0,0,NA,NA,NA,0,5,2008,WD,Normal,207500 +258,20,RL,68,8814,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,Stone,180,Gd,TA,PConc,Gd,TA,No,GLQ,1334,Unf,0,270,1604,GasA,Ex,Y,SBrkr,1604,0,0,1604,1,0,2,1,3,1,Gd,8,Typ,1,Gd,Attchd,2006,RFn,2,660,TA,TA,Y,123,110,0,0,0,0,NA,NA,NA,0,3,2009,WD,Abnorml,220000 +259,60,RL,80,12435,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,7,5,2001,2001,Gable,CompShg,VinylSd,VinylSd,BrkFace,172,Gd,TA,PConc,Gd,TA,No,GLQ,361,Unf,0,602,963,GasA,Ex,Y,SBrkr,963,829,0,1792,0,0,2,1,3,1,Gd,7,Typ,1,TA,Attchd,2001,RFn,2,564,TA,TA,Y,0,96,0,245,0,0,NA,NA,NA,0,5,2008,WD,Normal,231500 +260,20,RM,70,12702,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1Story,5,5,1956,1956,Gable,CompShg,BrkFace,BrkFace,None,0,TA,TA,PConc,NA,NA,NA,NA,0,NA,0,0,0,GasA,Gd,Y,FuseA,882,0,0,882,0,0,1,0,2,1,TA,4,Typ,0,NA,Detchd,1956,Unf,1,308,TA,TA,Y,0,45,0,0,0,0,NA,NA,NA,0,12,2008,WD,Normal,97000 +261,80,RL,120,19296,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Artery,Norm,1Fam,SLvl,6,5,1962,1962,Gable,CompShg,Wd Sdng,Wd Sdng,BrkFace,399,TA,TA,CBlock,TA,TA,Gd,Rec,672,ALQ,690,0,1362,GasA,TA,Y,SBrkr,1382,0,0,1382,1,0,1,0,3,1,TA,6,Typ,1,TA,Attchd,1991,Unf,2,884,TA,TA,Y,0,0,252,0,0,0,NA,GdWo,NA,0,5,2009,WD,Normal,176000 +262,60,RL,69,9588,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,8,5,2007,2007,Gable,CompShg,CemntBd,CmentBd,Stone,270,Gd,TA,PConc,Ex,TA,No,Unf,0,Unf,0,1482,1482,GasA,Ex,Y,SBrkr,1482,1092,0,2574,0,0,2,1,3,1,Ex,10,Typ,1,Gd,BuiltIn,2007,Fin,3,868,TA,TA,Y,0,148,0,0,0,0,NA,NA,NA,0,11,2007,New,Partial,276000 +263,80,RL,88,8471,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Sawyer,Norm,Norm,1Fam,SLvl,6,7,1977,1995,Gable,CompShg,HdBoard,Plywood,BrkFace,46,TA,TA,CBlock,Gd,Gd,Av,ALQ,506,Unf,0,0,506,GasA,TA,Y,SBrkr,1212,0,0,1212,1,0,1,0,3,1,TA,6,Typ,1,TA,Attchd,1978,Unf,2,492,TA,TA,Y,292,12,0,0,0,0,NA,GdWo,NA,0,7,2006,WD,Normal,151000 +264,50,RM,50,5500,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,OldTown,Norm,Norm,1Fam,1.5Fin,5,7,1929,2001,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,TA,No,LwQ,234,ALQ,692,0,926,GasA,TA,Y,SBrkr,926,0,390,1316,1,0,1,0,3,1,TA,6,Typ,0,NA,Detchd,1974,Unf,2,484,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,4,2010,WD,Normal,130000 +265,30,RM,30,5232,Pave,Grvl,IR3,Bnk,AllPub,Inside,Gtl,OldTown,Artery,Norm,1Fam,1Story,5,5,1925,2004,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,Fa,TA,No,Unf,0,Unf,0,680,680,GasA,Gd,N,FuseP,764,0,0,764,0,0,1,0,2,1,TA,4,Typ,0,NA,Detchd,1965,Unf,2,504,TA,TA,N,0,0,0,0,0,0,NA,NA,NA,0,6,2008,WD,Normal,73000 +266,20,RL,78,12090,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,1Story,6,6,1981,1981,Gable,CompShg,MetalSd,MetalSd,BrkFace,210,TA,Gd,CBlock,Gd,TA,No,GLQ,588,LwQ,228,606,1422,GasA,TA,Y,SBrkr,1422,0,0,1422,0,0,2,0,3,1,Gd,7,Typ,1,TA,Attchd,1981,Fin,2,576,TA,TA,Y,276,0,0,0,0,0,NA,GdPrv,NA,0,6,2008,WD,Normal,175500 +267,60,RL,70,11207,Pave,NA,IR1,HLS,AllPub,FR2,Gtl,Gilbert,Norm,Norm,1Fam,2Story,6,5,1997,1997,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,Av,GLQ,714,Unf,0,88,802,GasA,Gd,Y,SBrkr,802,709,0,1511,1,0,2,1,3,1,TA,8,Typ,1,TA,Attchd,1997,Fin,2,413,TA,TA,Y,95,75,0,0,0,0,NA,NA,NA,0,6,2006,WD,Normal,185000 +268,75,RL,60,8400,Pave,NA,Reg,Bnk,AllPub,Inside,Mod,SWISU,Norm,Norm,1Fam,2.5Fin,5,8,1939,1997,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,PConc,TA,TA,No,LwQ,378,Unf,0,342,720,GasA,Ex,Y,SBrkr,1052,720,420,2192,0,0,2,1,4,1,Gd,8,Typ,1,Gd,Detchd,1939,Unf,1,240,TA,TA,Y,262,24,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal,179500 +269,30,RM,71,6900,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,IDOTRR,Norm,Norm,1Fam,1Story,5,6,1940,1955,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,TA,TA,No,ALQ,403,Rec,125,212,740,GasA,Ex,Y,SBrkr,778,0,0,778,0,0,1,0,2,1,TA,4,Typ,1,Gd,Detchd,1966,Fin,1,924,Ex,Ex,Y,0,25,0,0,0,0,NA,NA,NA,0,2,2008,WD,Normal,120500 +270,20,RL,NA,7917,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Edwards,Norm,Norm,1Fam,1Story,6,7,1976,1976,Hip,CompShg,HdBoard,HdBoard,BrkFace,174,TA,Gd,CBlock,TA,Gd,No,BLQ,751,Unf,0,392,1143,GasA,TA,Y,SBrkr,1113,0,0,1113,1,0,1,1,3,1,TA,6,Typ,1,Fa,Attchd,1987,RFn,1,504,TA,Gd,Y,370,30,0,0,0,0,NA,GdPrv,NA,0,5,2007,WD,Normal,148000 +271,60,FV,84,10728,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,2Story,8,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,Mn,Unf,0,Unf,0,1095,1095,GasA,Gd,Y,SBrkr,1095,844,0,1939,0,0,2,1,3,1,Gd,8,Typ,1,Gd,Attchd,2006,RFn,3,1053,TA,TA,Y,192,51,0,0,0,0,NA,NA,NA,0,8,2006,New,Partial,266000 +272,20,RL,73,39104,Pave,NA,IR1,Low,AllPub,CulDSac,Sev,ClearCr,Norm,Norm,1Fam,1Story,7,7,1954,2005,Flat,Membran,Plywood,Plywood,None,0,TA,TA,CBlock,Gd,TA,Gd,LwQ,226,GLQ,1063,96,1385,GasA,Ex,Y,SBrkr,1363,0,0,1363,1,0,1,0,2,1,TA,5,Mod,2,TA,Attchd,1954,Unf,2,439,TA,TA,Y,81,0,0,0,0,0,NA,NA,NA,0,4,2008,WD,Normal,241500 +273,60,RL,92,11764,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,NoRidge,Norm,Norm,1Fam,2Story,8,7,1999,2007,Gable,CompShg,VinylSd,VinylSd,BrkFace,348,Gd,TA,PConc,Gd,TA,No,GLQ,524,Unf,0,628,1152,GasA,Ex,Y,SBrkr,1164,1106,0,2270,0,0,2,1,4,1,Gd,9,Typ,1,Gd,Attchd,1999,Fin,3,671,TA,TA,Y,132,57,0,0,0,0,NA,NA,NA,0,4,2010,WD,Normal,290000 +274,20,RL,80,9600,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Feedr,Norm,1Fam,1Story,6,6,1958,1988,Hip,CompShg,Wd Sdng,Wd Sdng,BrkCmn,183,TA,TA,CBlock,TA,TA,No,Rec,620,LwQ,620,0,1240,GasA,Gd,Y,SBrkr,1632,0,0,1632,1,0,2,0,3,1,TA,6,Min1,1,Gd,Attchd,1958,RFn,1,338,TA,TA,Y,289,0,0,0,0,0,NA,MnPrv,NA,0,4,2009,WD,Normal,139000 +275,20,RL,76,8314,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Mitchel,Norm,Norm,1Fam,1Story,5,7,1982,1982,Gable,CompShg,HdBoard,ImStucc,None,0,TA,TA,CBlock,TA,TA,Gd,ALQ,546,Unf,0,270,816,GasA,TA,Y,SBrkr,816,0,0,816,0,0,1,0,2,1,TA,5,Typ,0,NA,Attchd,1982,Unf,1,264,TA,TA,Y,168,0,0,0,0,0,NA,NA,NA,0,6,2007,WD,Normal,124500 +276,50,RL,55,7264,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1.5Fin,7,7,1925,2007,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,Gd,Gd,BrkTil,TA,TA,No,Unf,0,Unf,0,952,952,GasW,Gd,N,SBrkr,952,596,0,1548,0,0,2,1,3,1,Ex,5,Typ,0,NA,Detchd,1978,Unf,2,672,TA,TA,Y,74,0,0,0,144,0,NA,NA,NA,0,10,2009,WD,Normal,205000 +277,20,RL,129,9196,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Mitchel,Norm,Norm,1Fam,1Story,7,5,2003,2003,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Ex,TA,No,Unf,0,Unf,0,1560,1560,GasA,Ex,Y,SBrkr,1560,0,0,1560,0,0,2,0,3,1,Gd,7,Typ,0,NA,Attchd,2003,Fin,2,573,TA,TA,Y,100,150,0,0,0,0,NA,NA,NA,0,4,2010,WD,Normal,201000 +278,20,RL,140,19138,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Gilbert,Norm,Norm,1Fam,1Story,4,5,1951,1951,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,TA,TA,No,LwQ,120,Unf,0,744,864,GasA,Ex,Y,SBrkr,864,0,0,864,0,0,1,0,2,1,TA,4,Typ,0,NA,Detchd,1951,Unf,2,400,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,6,2010,WD,Normal,141000 +279,20,RL,107,14450,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,1Story,9,5,2006,2007,Gable,CompShg,CemntBd,CmentBd,BrkFace,315,Ex,TA,PConc,Ex,TA,Gd,Unf,0,Unf,0,2121,2121,GasA,Ex,Y,SBrkr,2121,0,0,2121,0,0,2,1,3,1,Ex,8,Typ,1,Ex,Attchd,2007,Fin,3,732,TA,TA,Y,124,98,0,0,142,0,NA,NA,NA,0,5,2007,New,Partial,415298 +280,60,RL,83,10005,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,ClearCr,Norm,Norm,1Fam,2Story,7,5,1977,1977,Hip,CompShg,Plywood,Plywood,BrkFace,299,TA,TA,CBlock,Gd,TA,No,BLQ,392,Unf,0,768,1160,GasA,Ex,Y,SBrkr,1156,866,0,2022,0,0,2,1,4,1,TA,8,Typ,1,TA,Attchd,1977,Fin,2,505,TA,TA,Y,288,117,0,0,0,0,NA,NA,NA,0,3,2008,WD,Normal,192000 +281,60,RL,82,11287,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,1Fam,2Story,7,6,1989,1989,Gable,CompShg,Plywood,Plywood,BrkFace,340,Gd,TA,CBlock,Gd,TA,Av,GLQ,421,Unf,0,386,807,GasA,Gd,Y,SBrkr,1175,807,0,1982,0,0,2,1,3,1,Gd,7,Typ,1,TA,Attchd,1989,Fin,2,575,TA,TA,Y,0,84,0,196,0,0,NA,NA,NA,0,1,2007,WD,Normal,228500 +282,20,FV,60,7200,Pave,Pave,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,1Story,6,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,Stone,68,Gd,TA,PConc,Gd,TA,No,GLQ,905,Unf,0,357,1262,GasA,Gd,Y,SBrkr,1262,0,0,1262,0,0,2,0,2,1,Gd,5,Typ,0,NA,Attchd,2006,Fin,2,572,TA,TA,Y,0,120,0,0,0,0,NA,NA,NA,0,5,2006,New,Partial,185000 +283,120,RL,34,5063,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,Twnhs,1Story,7,5,2007,2008,Gable,CompShg,VinylSd,VinylSd,Stone,166,Gd,TA,PConc,Gd,TA,No,GLQ,904,Unf,0,410,1314,GasA,Ex,Y,SBrkr,1314,0,0,1314,1,0,2,0,2,1,Gd,6,Typ,1,Gd,Attchd,2008,RFn,2,626,TA,TA,Y,172,62,0,0,0,0,NA,NA,NA,0,4,2009,ConLw,Normal,207500 +284,20,RL,74,9612,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Feedr,Norm,1Fam,1Story,8,5,2008,2009,Gable,CompShg,VinylSd,VinylSd,Stone,72,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1468,1468,GasA,Ex,Y,SBrkr,1468,0,0,1468,0,0,2,0,3,1,Gd,6,Typ,1,Gd,Attchd,2008,Fin,3,898,TA,TA,Y,210,150,0,0,0,0,NA,NA,NA,0,12,2009,New,Partial,244600 +285,120,RL,50,8012,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,TwnhsE,1Story,6,5,1992,1992,Gable,CompShg,Plywood,ImStucc,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,430,Unf,0,1145,1575,GasA,Gd,Y,SBrkr,1575,0,0,1575,1,0,2,0,2,1,Gd,5,Typ,0,NA,Attchd,1992,RFn,2,529,TA,TA,Y,0,0,52,0,0,0,NA,NA,NA,0,7,2007,WD,Normal,179200 +286,160,FV,35,4251,Pave,Pave,IR1,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,TwnhsE,2Story,7,5,2006,2007,Gable,CompShg,MetalSd,MetalSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,625,625,GasA,Ex,Y,SBrkr,625,625,0,1250,0,0,2,1,2,1,Gd,5,Typ,0,NA,Detchd,2006,RFn,2,528,TA,TA,Y,0,54,0,0,0,0,NA,NA,NA,0,6,2007,New,Partial,164700 +287,50,RL,77,9786,Pave,NA,IR1,Bnk,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1.5Fin,6,7,1962,1981,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,Rec,600,Unf,0,312,912,GasA,TA,Y,SBrkr,1085,649,0,1734,0,0,1,1,3,1,Gd,7,Typ,1,Gd,Attchd,1962,RFn,2,440,TA,TA,Y,0,0,0,0,128,0,NA,GdPrv,NA,0,6,2006,WD,Normal,159000 +288,20,RL,NA,8125,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,1Story,4,4,1971,1971,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,TA,No,BLQ,614,Unf,0,244,858,GasA,TA,Y,SBrkr,858,0,0,858,0,0,1,0,3,1,TA,5,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,0,0,0,0,0,0,NA,NA,NA,0,6,2006,WD,Normal,88000 +289,20,RL,NA,9819,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,1Story,5,5,1967,1967,Gable,CompShg,MetalSd,MetalSd,BrkFace,31,TA,Gd,CBlock,TA,TA,No,BLQ,450,Unf,0,432,882,GasA,TA,Y,SBrkr,900,0,0,900,0,0,1,0,3,1,TA,5,Typ,0,NA,Detchd,1970,Unf,1,280,TA,TA,Y,0,0,0,0,0,0,NA,MnPrv,NA,0,2,2010,WD,Normal,122000 +290,70,RL,60,8730,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,RRAn,Norm,1Fam,2Story,6,7,1915,2003,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,698,698,GasA,Ex,Y,FuseA,698,698,0,1396,0,0,1,0,3,1,TA,7,Typ,0,NA,Detchd,2003,Unf,1,384,TA,TA,Y,0,0,0,0,259,0,NA,NA,NA,0,7,2007,WD,Normal,153575 +291,60,RL,120,15611,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,8,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,Av,Unf,0,Unf,0,1079,1079,GasA,Ex,Y,SBrkr,1079,840,0,1919,0,0,2,1,3,1,Gd,8,Typ,1,Gd,Attchd,2006,RFn,2,685,Gd,TA,Y,0,51,0,0,0,0,NA,NA,NA,0,7,2006,New,Partial,233230 +292,190,RL,55,5687,Pave,Grvl,Reg,Bnk,AllPub,Inside,Gtl,SWISU,Norm,Norm,2fmCon,2Story,5,6,1912,2000,Gable,CompShg,VinylSd,VinylSd,None,0,TA,Fa,PConc,TA,Fa,No,Rec,210,Unf,0,570,780,GasA,Ex,N,SBrkr,936,780,0,1716,1,0,2,0,6,1,Fa,9,Typ,0,NA,NA,NA,NA,0,0,NA,NA,N,0,184,0,0,0,0,NA,NA,NA,0,3,2008,WD,Normal,135900 +293,50,RL,60,11409,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1.5Fin,5,4,1949,2008,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,LwQ,292,Unf,0,476,768,GasA,Gd,Y,SBrkr,1148,568,0,1716,0,0,1,1,3,1,TA,8,Min2,1,Gd,Attchd,1949,Unf,1,281,TA,TA,Y,0,0,0,0,160,0,NA,NA,NA,0,1,2009,WD,Normal,131000 +294,60,RL,NA,16659,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NWAmes,PosA,Norm,1Fam,2Story,7,7,1977,1994,Gable,CompShg,Plywood,Plywood,BrkFace,34,TA,TA,CBlock,TA,TA,No,ALQ,795,Unf,0,0,795,GasA,Fa,Y,SBrkr,1468,795,0,2263,1,0,2,1,3,1,Gd,9,Typ,1,TA,Attchd,1977,Fin,2,539,TA,TA,Y,0,250,0,0,0,0,NA,NA,NA,0,3,2006,WD,Normal,235000 +295,20,RL,80,9600,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,5,1953,1953,Hip,CompShg,HdBoard,HdBoard,Stone,238,TA,TA,CBlock,TA,TA,No,GLQ,1285,Unf,0,131,1416,GasA,TA,Y,SBrkr,1644,0,0,1644,1,0,1,0,3,1,TA,7,Typ,2,Gd,Attchd,1953,Fin,2,418,TA,TA,Y,110,0,0,0,0,0,NA,NA,NA,0,10,2009,WD,Normal,167000 +296,80,RL,37,7937,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Mitchel,Norm,Norm,1Fam,SLvl,6,6,1984,1984,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,TA,Av,GLQ,819,Unf,0,184,1003,GasA,TA,Y,SBrkr,1003,0,0,1003,1,0,1,0,3,1,TA,6,Typ,0,NA,Detchd,1984,Unf,2,588,TA,TA,Y,120,0,0,0,0,0,NA,GdPrv,NA,0,3,2006,WD,Normal,142500 +297,50,RM,75,13710,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,IDOTRR,Norm,Norm,1Fam,1.5Fin,5,5,1950,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,BLQ,420,Unf,0,490,910,GasA,TA,Y,FuseA,910,648,0,1558,0,0,1,1,4,1,TA,6,Typ,0,NA,Attchd,1950,Unf,1,282,TA,TA,Y,289,0,0,0,0,0,NA,MnPrv,NA,0,6,2007,WD,Normal,152000 +298,60,FV,66,7399,Pave,Pave,IR1,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,2Story,7,5,1997,1998,Hip,CompShg,VinylSd,VinylSd,BrkFace,1600,Gd,TA,PConc,Gd,TA,No,BLQ,649,Unf,0,326,975,GasA,Ex,Y,SBrkr,975,975,0,1950,0,0,2,1,3,1,Gd,7,Typ,1,TA,Detchd,1997,RFn,2,576,TA,TA,Y,0,10,0,0,198,0,NA,NA,NA,0,6,2007,WD,Normal,239000 +299,60,RL,90,11700,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,2Story,6,6,1968,1968,Mansard,CompShg,HdBoard,AsphShn,BrkFace,365,Gd,TA,CBlock,TA,TA,No,ALQ,384,Rec,175,143,702,GasA,Gd,Y,SBrkr,1041,702,0,1743,0,1,1,2,3,1,TA,7,Typ,1,Gd,Attchd,1968,Unf,2,539,TA,TA,Y,224,0,0,0,0,0,NA,NA,NA,0,6,2007,WD,Normal,175000 +300,20,RL,80,14000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Crawfor,Norm,Norm,1Fam,1Story,6,8,1950,2004,Gable,CompShg,HdBoard,HdBoard,None,0,TA,Gd,CBlock,TA,TA,No,Unf,0,Unf,0,1092,1092,GasA,Ex,Y,SBrkr,1152,0,0,1152,0,1,1,0,3,1,Gd,6,Typ,1,Gd,Attchd,1950,Unf,1,300,TA,TA,Y,0,36,0,0,0,0,NA,GdPrv,NA,0,8,2009,WD,Family,158500 +301,190,RL,90,15750,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Crawfor,Norm,Norm,2fmCon,1Story,5,5,1953,1953,Hip,CompShg,MetalSd,MetalSd,BrkFace,56,TA,TA,CBlock,TA,TA,Mn,BLQ,841,Unf,0,324,1165,GasA,TA,Y,SBrkr,1336,0,0,1336,1,0,1,0,2,1,TA,5,Typ,2,Gd,Attchd,1953,Unf,1,375,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,6,2006,WD,Normal,157000 +302,60,RL,66,16226,Pave,NA,IR3,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,8,5,1998,1999,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,281,Unf,0,747,1028,GasA,Ex,Y,SBrkr,1210,1242,0,2452,0,0,2,1,4,1,Gd,9,Typ,1,TA,BuiltIn,1998,Fin,2,683,TA,TA,Y,208,50,0,0,0,0,NA,NA,NA,0,5,2007,WD,Normal,267000 +303,20,RL,118,13704,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,2001,2002,Gable,CompShg,VinylSd,VinylSd,BrkFace,150,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1541,1541,GasA,Ex,Y,SBrkr,1541,0,0,1541,0,0,2,0,3,1,Gd,6,Typ,1,TA,Attchd,2001,RFn,3,843,TA,TA,Y,468,81,0,0,0,0,NA,NA,NA,0,1,2006,WD,Normal,205000 +304,20,RL,70,9800,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,CollgCr,Norm,Norm,1Fam,1Story,5,7,1972,1972,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,TA,TA,No,ALQ,894,Unf,0,0,894,GasA,TA,Y,SBrkr,894,0,0,894,1,0,1,0,3,1,TA,5,Typ,0,NA,Attchd,1975,Unf,2,552,TA,TA,Y,256,0,0,0,0,0,NA,GdWo,NA,0,7,2006,WD,Abnorml,149900 +305,75,RM,87,18386,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,2.5Fin,7,9,1880,2002,Gable,CompShg,CemntBd,CmentBd,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,1470,1470,GasA,Ex,Y,SBrkr,1675,1818,0,3493,0,0,3,0,3,1,Gd,10,Typ,1,Ex,Attchd,2003,Unf,3,870,TA,TA,Y,302,0,0,0,0,0,NA,NA,NA,0,5,2008,WD,Normal,295000 +306,20,RL,80,10386,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,8,5,2004,2005,Gable,CompShg,CemntBd,CmentBd,Stone,246,Gd,TA,PConc,Gd,TA,No,GLQ,1464,Unf,0,536,2000,GasA,Ex,Y,SBrkr,2000,0,0,2000,1,0,2,0,3,1,Gd,8,Typ,0,NA,Attchd,2004,Fin,3,888,TA,TA,Y,168,0,0,0,0,0,NA,NA,NA,0,7,2007,WD,Normal,305900 +307,60,RL,116,13474,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,Feedr,Norm,1Fam,2Story,7,5,1990,1991,Gable,CompShg,HdBoard,Plywood,BrkFace,246,Gd,TA,CBlock,Gd,TA,No,ALQ,700,Unf,0,0,700,GasA,Gd,Y,SBrkr,1122,1121,0,2243,1,0,2,1,4,1,Gd,8,Typ,1,TA,Attchd,1990,RFn,3,746,TA,TA,Y,127,44,224,0,0,0,NA,NA,NA,0,6,2007,WD,Normal,225000 +308,50,RM,NA,7920,Pave,Grvl,IR1,Lvl,AllPub,Inside,Gtl,IDOTRR,Artery,Norm,1Fam,1.5Fin,6,7,1920,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,Fa,CBlock,TA,TA,No,Unf,0,Unf,0,319,319,GasA,TA,Y,FuseA,1035,371,0,1406,0,0,1,0,3,1,Fa,6,Typ,0,NA,NA,NA,NA,0,0,NA,NA,N,0,144,0,0,0,0,NA,MnPrv,NA,0,3,2008,WD,Normal,89500 +309,30,RL,NA,12342,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1Story,4,5,1940,1950,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,TA,TA,No,BLQ,262,Unf,0,599,861,GasA,Ex,Y,SBrkr,861,0,0,861,0,0,1,0,1,1,TA,4,Typ,0,NA,Detchd,1961,Unf,2,539,TA,TA,Y,158,0,0,0,0,0,NA,NA,NA,0,3,2009,WD,Normal,82500 +310,20,RL,90,12378,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,1Story,9,5,2003,2004,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Ex,TA,Gd,GLQ,1274,Unf,0,622,1896,GasA,Ex,Y,SBrkr,1944,0,0,1944,1,0,2,0,3,1,Ex,8,Typ,3,Ex,Attchd,2003,Fin,3,708,TA,TA,Y,208,175,0,0,0,0,NA,NA,NA,0,11,2006,WD,Normal,360000 +311,60,RL,NA,7685,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,6,5,1993,1994,Gable,CompShg,HdBoard,HdBoard,BrkFace,112,TA,TA,PConc,Gd,TA,No,ALQ,518,Unf,0,179,697,GasA,Gd,Y,SBrkr,697,804,0,1501,0,0,2,1,3,1,Gd,6,Typ,1,TA,Attchd,1993,Fin,2,420,TA,TA,Y,190,63,0,0,0,0,NA,NA,NA,0,5,2006,WD,Normal,165600 +312,20,RL,50,8000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,6,1948,2002,Gable,CompShg,VinylSd,VinylSd,None,0,TA,Gd,CBlock,TA,TA,No,ALQ,680,Unf,0,292,972,GasA,Ex,Y,SBrkr,972,0,0,972,1,0,1,0,2,1,TA,5,Typ,1,Gd,Detchd,1948,Unf,1,240,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,5,2009,WD,Normal,132000 +313,190,RM,65,7800,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Artery,Norm,2fmCon,1.5Fin,5,7,1939,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,Gd,TA,Mn,Rec,507,Unf,0,286,793,GasA,TA,Y,SBrkr,793,325,0,1118,1,0,1,0,3,1,TA,5,Typ,1,Gd,Detchd,1939,Unf,2,410,TA,TA,Y,0,0,0,0,271,0,NA,MnPrv,NA,0,5,2006,WD,Normal,119900 +314,20,RL,150,215245,Pave,NA,IR3,Low,AllPub,Inside,Sev,Timber,Norm,Norm,1Fam,1Story,7,5,1965,1965,Hip,CompShg,BrkFace,BrkFace,None,0,TA,TA,CBlock,Gd,TA,Gd,ALQ,1236,Rec,820,80,2136,GasW,TA,Y,SBrkr,2036,0,0,2036,2,0,2,0,3,1,TA,8,Typ,2,Gd,Attchd,1965,RFn,2,513,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal,375000 +315,70,RM,60,9600,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,2Story,7,7,1925,1990,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,Gd,No,LwQ,16,Unf,0,712,728,GasA,Ex,Y,SBrkr,832,809,0,1641,0,1,1,1,3,1,Ex,6,Typ,1,Gd,Detchd,1925,Unf,2,546,Fa,TA,Y,0,0,234,0,0,0,NA,NA,NA,0,8,2006,WD,Normal,178000 +316,60,RL,71,7795,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,7,5,2004,2005,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,425,Unf,0,291,716,GasA,Ex,Y,SBrkr,716,716,0,1432,1,0,2,1,3,1,Gd,6,Typ,1,Gd,Attchd,2004,Fin,2,432,TA,TA,Y,100,51,0,0,0,0,NA,NA,NA,0,7,2009,WD,Normal,188500 +317,60,RL,94,13005,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NWAmes,Norm,Norm,1Fam,2Story,7,7,1980,1980,Gable,CompShg,CemntBd,CmentBd,BrkFace,278,Gd,TA,CBlock,Gd,TA,No,GLQ,692,Unf,0,153,845,GasA,TA,Y,SBrkr,1153,1200,0,2353,1,0,2,1,4,1,Ex,10,Typ,1,TA,Attchd,1983,RFn,2,484,TA,TA,Y,288,195,0,0,0,0,NA,GdPrv,NA,0,8,2009,WD,Normal,260000 +318,60,FV,75,9000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,2Story,8,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,Av,Unf,0,Unf,0,1088,1088,GasA,Ex,Y,SBrkr,1088,871,0,1959,0,0,2,1,3,1,Gd,8,Typ,1,Gd,Attchd,2006,RFn,3,1025,TA,TA,Y,208,46,0,0,0,0,NA,NA,NA,0,12,2007,WD,Normal,270000 +319,60,RL,90,9900,Pave,NA,Reg,Low,AllPub,Inside,Mod,NoRidge,Norm,Norm,1Fam,2Story,7,5,1993,1993,Gable,CompShg,HdBoard,HdBoard,BrkFace,256,Gd,TA,PConc,Gd,TA,Gd,GLQ,987,Unf,0,360,1347,GasA,Ex,Y,SBrkr,1372,1274,0,2646,1,0,2,1,4,1,Gd,9,Typ,1,TA,Attchd,1993,RFn,3,656,TA,TA,Y,340,60,144,0,0,0,NA,NA,NA,0,4,2009,WD,Normal,260000 +320,80,RL,NA,14115,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,SLvl,7,5,1980,1980,Gable,CompShg,Plywood,Plywood,BrkFace,225,TA,TA,CBlock,Gd,TA,Av,GLQ,1036,Unf,0,336,1372,GasA,TA,Y,SBrkr,1472,0,0,1472,1,0,2,0,3,1,TA,6,Typ,2,TA,Attchd,1980,Unf,2,588,TA,TA,Y,233,48,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal,187500 +321,60,RL,111,16259,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NridgHt,Norm,Norm,1Fam,2Story,9,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,Stone,370,TA,TA,PConc,Ex,Gd,Av,Unf,0,Unf,0,1249,1249,GasA,Ex,Y,SBrkr,1249,1347,0,2596,0,0,3,1,4,1,Gd,9,Typ,0,NA,Attchd,2006,RFn,3,840,TA,TA,Y,240,154,0,0,0,0,NA,NA,NA,0,9,2006,New,Partial,342643 +322,60,RL,99,12099,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,2Story,8,5,2004,2004,Gable,CompShg,VinylSd,VinylSd,BrkFace,388,Gd,TA,PConc,Ex,TA,Av,GLQ,970,Unf,0,166,1136,GasA,Ex,Y,SBrkr,1136,1332,0,2468,1,0,2,1,4,1,Gd,10,Typ,1,Gd,BuiltIn,2004,Fin,3,872,TA,TA,Y,184,154,0,0,0,0,NA,NA,NA,0,6,2007,WD,Normal,354000 +323,60,RL,86,10380,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,1Fam,2Story,7,5,1986,1987,Gable,CompShg,Plywood,Plywood,BrkFace,172,Gd,TA,CBlock,TA,TA,Gd,LwQ,28,ALQ,1474,0,1502,GasA,Ex,Y,SBrkr,1553,1177,0,2730,1,0,2,1,4,1,Gd,8,Typ,1,TA,Attchd,1987,Fin,2,576,TA,TA,Y,201,96,0,0,0,0,NA,MnPrv,NA,0,8,2007,WD,Normal,301000 +324,20,RM,49,5820,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1Story,3,8,1955,2005,Gable,CompShg,VinylSd,VinylSd,None,0,TA,Gd,CBlock,TA,TA,No,ALQ,256,Unf,0,906,1162,GasA,Ex,Y,SBrkr,1163,0,0,1163,1,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1955,Unf,1,220,Fa,TA,Y,142,98,0,0,0,0,NA,NA,NA,0,7,2006,WD,Normal,126175 +325,80,RL,96,11275,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,PosN,Norm,1Fam,SLvl,7,7,1967,2007,Mansard,WdShake,Wd Sdng,Wd Sdng,BrkFace,300,Gd,Gd,CBlock,Gd,TA,No,Unf,0,Unf,0,710,710,GasA,Ex,Y,SBrkr,1898,1080,0,2978,0,0,2,1,5,1,Gd,11,Typ,1,Gd,BuiltIn,1961,Fin,2,564,TA,TA,Y,240,0,0,0,0,0,NA,NA,NA,0,6,2010,WD,Normal,242000 +326,45,RM,50,5000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,IDOTRR,RRAe,Norm,1Fam,1.5Unf,5,6,1941,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,Av,BLQ,116,Unf,0,604,720,GasA,Po,N,FuseF,803,0,0,803,0,0,1,0,2,1,TA,5,Typ,0,NA,Detchd,1941,Unf,2,360,TA,TA,Y,0,0,244,0,0,0,NA,NA,NA,0,12,2007,WD,Normal,87000 +327,120,RL,32,10846,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Veenker,Norm,Norm,TwnhsE,1Story,8,5,1993,1993,Gable,CompShg,BrkFace,BrkFace,None,0,Gd,TA,PConc,Gd,TA,Gd,GLQ,1619,Unf,0,100,1719,GasA,Ex,Y,SBrkr,1719,0,0,1719,2,0,1,1,1,1,Gd,6,Typ,2,Gd,Attchd,1993,Fin,2,473,TA,TA,Y,122,30,0,0,0,0,NA,NA,NA,0,5,2008,Con,Normal,324000 +328,20,RL,80,11600,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,5,1960,1960,Hip,CompShg,Wd Sdng,Wd Sdng,BrkFace,175,TA,TA,CBlock,TA,TA,No,Rec,565,Unf,0,818,1383,GasA,TA,Y,SBrkr,1383,0,0,1383,0,0,1,1,3,1,TA,7,Typ,0,NA,Attchd,1960,RFn,1,292,TA,TA,Y,0,45,0,0,0,0,NA,NA,NA,0,4,2006,WD,Normal,145250 +329,75,RL,NA,11888,Pave,Pave,IR1,Bnk,AllPub,Inside,Gtl,BrkSide,PosN,Norm,1Fam,2.5Unf,6,6,1916,1994,Gable,CompShg,Wd Sdng,Wd Shng,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,844,844,GasA,Gd,N,FuseA,1445,689,0,2134,0,0,2,0,5,1,Gd,10,Typ,0,NA,Detchd,1930,Unf,2,441,TA,TA,Y,0,60,268,0,0,0,NA,NA,NA,0,7,2009,WD,Normal,214500 +330,70,RM,60,6402,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,IDOTRR,Norm,Norm,1Fam,2Story,5,5,1920,1950,Gable,CompShg,Wd Sdng,Wd Shng,None,0,TA,TA,PConc,TA,TA,Mn,Unf,0,Unf,0,596,596,GasA,TA,N,SBrkr,596,596,0,1192,0,0,1,0,3,1,TA,6,Typ,0,NA,Detchd,1920,Unf,1,189,Fa,Fa,N,0,0,137,0,0,0,NA,GdWo,NA,0,7,2009,WD,Normal,78000 +331,90,RL,NA,10624,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,Duplex,1Story,5,4,1964,1964,Gable,CompShg,HdBoard,HdBoard,BrkFace,84,TA,TA,CBlock,TA,TA,No,GLQ,40,Rec,264,1424,1728,GasA,TA,Y,SBrkr,1728,0,0,1728,0,1,2,0,6,2,TA,10,Typ,0,NA,Detchd,2002,Unf,1,352,TA,TA,Y,155,0,0,0,0,0,NA,NA,NA,0,11,2007,WD,Normal,119000 +332,20,RL,70,8176,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,6,1958,1992,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,Rec,846,Unf,0,210,1056,GasA,Fa,Y,SBrkr,1056,0,0,1056,1,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1958,RFn,1,308,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,8,2007,WD,Normal,139000 +333,20,RL,85,10655,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,1Story,8,5,2003,2004,Gable,CompShg,VinylSd,VinylSd,BrkFace,296,Gd,TA,PConc,Gd,TA,No,GLQ,1124,NA,479,1603,3206,GasA,Ex,Y,SBrkr,1629,0,0,1629,1,0,2,0,3,1,Gd,7,Typ,1,Gd,Attchd,2003,RFn,3,880,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,10,2009,WD,Normal,284000 +334,120,RM,59,8198,Pave,NA,Reg,Lvl,AllPub,FR3,Gtl,NridgHt,Norm,Norm,TwnhsE,1Story,7,5,2004,2004,Gable,CompShg,VinylSd,VinylSd,Stone,146,Gd,TA,PConc,Gd,TA,Av,GLQ,720,Unf,0,638,1358,GasA,Ex,Y,SBrkr,1358,0,0,1358,1,0,2,0,2,1,Gd,6,Typ,1,Gd,Attchd,2004,RFn,2,484,TA,TA,Y,192,30,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal,207000 +335,60,RL,59,9042,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,6,5,1998,1998,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,Gd,GLQ,828,Unf,0,115,943,GasA,Gd,Y,SBrkr,943,695,0,1638,1,0,2,1,3,1,TA,7,Typ,2,TA,Attchd,1998,Fin,2,472,TA,TA,Y,100,38,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal,192000 +336,190,RL,NA,164660,Grvl,NA,IR1,HLS,AllPub,Corner,Sev,Timber,Norm,Norm,2fmCon,1.5Fin,5,6,1965,1965,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,CBlock,TA,TA,Gd,ALQ,1249,BLQ,147,103,1499,GasA,Ex,Y,SBrkr,1619,167,0,1786,2,0,2,0,3,1,TA,7,Typ,2,Gd,Attchd,1965,Fin,2,529,TA,TA,Y,670,0,0,0,0,0,NA,NA,Shed,700,8,2008,WD,Normal,228950 +337,20,RL,86,14157,Pave,NA,IR1,HLS,AllPub,Corner,Gtl,StoneBr,Norm,Norm,1Fam,1Story,9,5,2005,2006,Hip,CompShg,VinylSd,VinylSd,Stone,200,Gd,TA,PConc,Ex,TA,Gd,GLQ,1249,Unf,0,673,1922,GasA,Ex,Y,SBrkr,1922,0,0,1922,1,0,2,0,3,1,Gd,8,Typ,1,Gd,Attchd,2005,Fin,3,676,TA,TA,Y,178,51,0,0,0,0,NA,NA,NA,0,7,2007,WD,Normal,377426 +338,20,RL,70,9135,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,2002,2003,Gable,CompShg,VinylSd,VinylSd,BrkFace,113,Gd,TA,PConc,Gd,TA,Av,GLQ,810,Unf,0,726,1536,GasA,Ex,Y,SBrkr,1536,0,0,1536,1,0,2,0,3,1,Gd,7,Typ,0,NA,Attchd,2002,RFn,2,532,TA,TA,Y,192,74,0,0,0,0,NA,NA,NA,0,12,2008,WD,Normal,214000 +339,20,RL,91,14145,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NWAmes,Norm,Norm,1Fam,1Story,7,7,1984,1998,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,Gd,TA,CBlock,Gd,TA,Mn,ALQ,213,Unf,0,995,1208,GasA,Ex,Y,SBrkr,1621,0,0,1621,1,0,2,0,3,1,Gd,8,Typ,0,NA,Attchd,1984,RFn,2,440,TA,TA,Y,108,45,0,0,0,0,NA,NA,Shed,400,5,2006,WD,Normal,202500 +340,20,RL,66,12400,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Feedr,Norm,1Fam,1Story,6,7,1958,1998,Hip,CompShg,Wd Sdng,Wd Sdng,BrkFace,176,TA,TA,CBlock,TA,Fa,No,Rec,585,Unf,0,630,1215,GasA,TA,Y,FuseA,1215,0,0,1215,0,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1958,Unf,1,297,TA,TA,Y,0,0,0,0,234,0,NA,NA,NA,0,6,2009,WD,Normal,155000 +341,60,RL,85,14191,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Timber,Norm,Norm,1Fam,2Story,8,5,2002,2002,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,967,967,GasA,Ex,Y,SBrkr,993,915,0,1908,0,0,2,1,4,1,Gd,9,Typ,0,NA,Attchd,2002,Fin,2,431,TA,TA,Y,135,0,0,0,0,0,NA,NA,NA,0,4,2010,WD,Normal,202900 +342,20,RH,60,8400,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,Feedr,Norm,1Fam,1Story,4,4,1950,1950,Gable,CompShg,Wd Sdng,AsbShng,None,0,Fa,Fa,CBlock,TA,Fa,No,Unf,0,Unf,0,721,721,GasA,Gd,Y,SBrkr,841,0,0,841,0,0,1,0,2,1,TA,4,Typ,0,NA,CarPort,1950,Unf,1,294,TA,TA,N,250,0,24,0,0,0,NA,NA,NA,0,9,2009,WD,Normal,82000 +343,90,RL,NA,8544,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,Duplex,1Story,3,4,1949,1950,Gable,CompShg,Stucco,Stucco,BrkFace,340,TA,TA,Slab,NA,NA,NA,NA,0,NA,0,0,0,Wall,Fa,N,FuseA,1040,0,0,1040,0,0,2,0,2,2,TA,6,Typ,0,NA,Detchd,1949,Unf,2,400,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,5,2006,WD,Normal,87500 +344,120,RL,63,8849,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,TwnhsE,1Story,9,5,2005,2005,Hip,CompShg,MetalSd,MetalSd,BrkFace,616,Ex,TA,PConc,Ex,TA,No,GLQ,28,Unf,0,1656,1684,GasA,Ex,Y,SBrkr,1684,0,0,1684,0,0,2,0,2,1,Ex,6,Typ,1,Ex,Attchd,2005,RFn,2,564,TA,TA,Y,495,72,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal,266000 +345,160,RM,36,2592,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,MeadowV,Norm,Norm,TwnhsE,2Story,5,3,1976,1976,Gable,CompShg,CemntBd,CmentBd,None,0,TA,TA,CBlock,Gd,TA,No,Rec,129,BLQ,232,175,536,GasA,TA,Y,SBrkr,536,576,0,1112,0,0,1,1,3,1,TA,4,Typ,0,NA,Attchd,1976,Unf,1,336,TA,TA,Y,182,0,0,0,0,0,NA,NA,NA,0,4,2010,WD,Normal,85000 +346,50,RL,65,6435,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,RRAn,Norm,1Fam,1.5Fin,6,5,1939,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,972,972,GasA,Gd,Y,SBrkr,972,605,0,1577,0,0,1,0,3,1,Fa,6,Typ,1,Gd,Detchd,1939,Unf,1,312,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,10,2006,WD,Normal,140200 +347,20,RL,NA,12772,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,8,1960,1998,Hip,CompShg,MetalSd,MetalSd,None,0,TA,Gd,CBlock,TA,TA,Mn,BLQ,498,Unf,0,460,958,GasA,TA,Y,SBrkr,958,0,0,958,0,0,1,0,2,1,TA,5,Typ,0,NA,Attchd,1960,RFn,1,301,TA,TA,Y,0,0,0,0,0,0,NA,NA,Gar2,15500,4,2007,WD,Normal,151500 +348,20,RL,NA,17600,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,5,1960,1960,Gable,CompShg,Wd Sdng,Wd Sdng,BrkFace,30,TA,TA,CBlock,TA,TA,No,BLQ,1270,Unf,0,208,1478,GasA,Ex,Y,FuseA,1478,0,0,1478,1,0,2,0,3,1,TA,6,Typ,2,Gd,Attchd,1960,Unf,2,498,TA,TA,Y,0,40,0,0,0,0,NA,NA,NA,0,12,2009,WD,Normal,157500 +349,160,RL,36,2448,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,Twnhs,2Story,7,5,2003,2004,Gable,CompShg,VinylSd,Wd Shng,Stone,106,Gd,TA,PConc,Gd,TA,No,GLQ,573,Unf,0,191,764,GasA,Ex,Y,SBrkr,764,862,0,1626,1,0,2,1,2,1,Gd,6,Typ,0,NA,BuiltIn,2003,RFn,2,474,TA,TA,Y,0,27,0,0,0,0,NA,NA,NA,0,10,2008,WD,Normal,154000 +350,60,RL,56,20431,Pave,NA,IR2,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,2Story,9,5,2005,2006,Hip,CompShg,CemntBd,CmentBd,BrkFace,870,Ex,TA,PConc,Ex,TA,No,GLQ,1410,Unf,0,438,1848,GasA,Ex,Y,SBrkr,1848,880,0,2728,1,0,2,1,4,1,Ex,10,Typ,2,Ex,Attchd,2006,Fin,3,706,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,4,2006,New,Partial,437154 +351,120,RL,68,7820,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,TwnhsE,1Story,9,5,2007,2007,Hip,CompShg,MetalSd,MetalSd,BrkFace,362,Ex,TA,PConc,Ex,TA,No,Unf,0,Unf,0,1869,1869,GasA,Ex,Y,SBrkr,1869,0,0,1869,0,0,2,0,2,1,Ex,6,Typ,1,Gd,Attchd,2007,RFn,2,617,TA,TA,Y,210,54,0,0,0,0,NA,NA,NA,0,12,2007,New,Partial,318061 +352,120,RL,NA,5271,Pave,NA,IR1,Low,AllPub,Inside,Mod,ClearCr,Norm,Norm,1Fam,1Story,7,5,1986,1986,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,PConc,Gd,TA,Gd,GLQ,1082,Unf,0,371,1453,GasA,Gd,Y,SBrkr,1453,0,0,1453,1,0,1,1,2,1,Gd,6,Typ,1,TA,Attchd,1986,RFn,2,445,TA,TA,Y,0,80,0,0,184,0,NA,NA,NA,0,12,2006,WD,Abnorml,190000 +353,50,RL,60,9084,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Artery,Norm,1Fam,1.5Fin,5,6,1941,1950,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,TA,Fa,Mn,LwQ,236,Rec,380,0,616,GasA,TA,N,SBrkr,616,495,0,1111,0,1,1,0,3,1,TA,5,Typ,0,NA,Detchd,1941,Unf,1,200,TA,Fa,Y,48,0,0,0,0,0,NA,NA,NA,0,3,2008,ConLw,Normal,95000 +354,30,RM,60,8520,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1Story,6,8,1928,2003,Gable,CompShg,VinylSd,VinylSd,None,0,TA,Gd,BrkTil,TA,TA,No,Unf,0,Unf,0,624,624,GasA,Gd,Y,SBrkr,720,0,0,720,0,0,1,0,2,1,TA,5,Typ,0,NA,Detchd,2005,Unf,2,484,TA,TA,Y,106,0,0,0,0,0,NA,NA,NA,0,5,2010,WD,Normal,105900 +355,50,RL,60,8400,Pave,NA,Reg,Bnk,AllPub,Inside,Gtl,SWISU,Norm,Norm,1Fam,1.5Fin,6,5,1940,2000,Gable,CompShg,Wd Sdng,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,LwQ,388,Unf,0,552,940,GasA,Ex,Y,SBrkr,1192,403,0,1595,0,0,1,0,2,1,TA,6,Typ,2,Gd,Attchd,1940,Unf,1,240,TA,TA,Y,0,0,108,0,0,0,NA,NA,NA,0,6,2006,WD,Normal,140000 +356,20,RL,105,11249,Pave,NA,IR2,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,6,5,1995,1995,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,Gd,PConc,Gd,Gd,No,ALQ,334,BLQ,544,322,1200,GasA,Ex,Y,SBrkr,1200,0,0,1200,1,0,2,0,3,1,Gd,6,Typ,0,NA,Attchd,1995,RFn,2,521,TA,TA,Y,0,26,0,0,0,0,NA,NA,NA,0,8,2007,WD,Normal,177500 +357,20,RL,NA,9248,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,1Story,6,6,1992,1992,Gable,CompShg,HdBoard,HdBoard,BrkFace,106,TA,TA,PConc,Gd,TA,No,GLQ,560,Unf,0,598,1158,GasA,Gd,Y,SBrkr,1167,0,0,1167,1,0,2,0,3,1,Gd,6,Typ,0,NA,Attchd,1992,RFn,2,400,TA,TA,Y,120,26,0,0,0,0,NA,NA,NA,0,7,2009,WD,Normal,173000 +358,120,RM,44,4224,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,MeadowV,Norm,Norm,TwnhsE,1Story,5,5,1976,1976,Gable,CompShg,CemntBd,CmentBd,None,0,TA,TA,PConc,Gd,TA,No,ALQ,874,Unf,0,268,1142,GasA,TA,Y,SBrkr,1142,0,0,1142,1,0,1,1,3,1,TA,6,Typ,1,Po,Attchd,1976,Fin,2,528,TA,TA,Y,536,90,0,0,0,0,NA,MnPrv,NA,0,8,2007,WD,Normal,134000 +359,80,RL,92,6930,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,ClearCr,Norm,Norm,1Fam,SLvl,5,4,1958,1958,Hip,CompShg,Wd Sdng,ImStucc,BrkFace,120,TA,TA,CBlock,TA,TA,Av,BLQ,300,Rec,294,468,1062,GasA,Ex,Y,FuseF,1352,0,0,1352,0,1,1,0,3,1,Gd,6,Min2,0,NA,BuiltIn,1958,Unf,1,288,TA,TA,Y,168,0,294,0,0,0,NA,NA,NA,0,7,2006,WD,Abnorml,130000 +360,60,RL,78,12011,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,NoRidge,Norm,Norm,1Fam,2Story,8,5,1998,1998,Gable,CompShg,VinylSd,VinylSd,BrkFace,530,Gd,TA,PConc,Gd,TA,Av,GLQ,956,Unf,0,130,1086,GasA,Ex,Y,SBrkr,1086,838,0,1924,1,0,2,1,3,1,Gd,7,Typ,1,TA,Attchd,1998,RFn,2,592,TA,TA,Y,208,75,0,0,374,0,NA,NA,NA,0,6,2006,WD,Normal,280000 +361,85,RL,NA,7540,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Mitchel,Norm,Norm,1Fam,SFoyer,6,6,1978,1978,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,Gd,TA,Av,GLQ,773,Unf,0,115,888,GasA,Ex,Y,SBrkr,912,0,0,912,1,0,1,0,2,1,TA,5,Typ,1,TA,Attchd,1978,RFn,2,470,TA,TA,Y,0,0,0,0,192,0,NA,MnPrv,NA,0,6,2007,WD,Normal,156000 +362,50,RL,NA,9144,Pave,Pave,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1.5Fin,5,5,1940,1982,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,Rec,399,Unf,0,484,883,GasA,Gd,Y,SBrkr,988,517,0,1505,1,0,1,0,3,1,TA,8,Typ,0,NA,Detchd,1940,Unf,1,240,TA,TA,N,0,0,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal,145000 +363,85,RL,64,7301,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Edwards,Norm,Norm,1Fam,SFoyer,7,5,2003,2003,Gable,CompShg,HdBoard,HdBoard,BrkFace,500,Gd,TA,Slab,NA,NA,NA,NA,0,NA,0,0,0,GasA,Ex,Y,SBrkr,495,1427,0,1922,0,0,3,0,4,1,Gd,7,Typ,1,Ex,BuiltIn,2003,RFn,2,672,TA,TA,Y,0,0,177,0,0,0,NA,NA,NA,0,7,2009,ConLD,Normal,198500 +364,160,RM,21,1680,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrDale,Norm,Norm,Twnhs,2Story,6,8,1972,2007,Gable,CompShg,HdBoard,HdBoard,BrkFace,510,TA,TA,CBlock,TA,TA,No,ALQ,162,Unf,0,321,483,GasA,Gd,Y,SBrkr,483,504,0,987,0,0,1,1,2,1,Gd,5,Typ,0,NA,Detchd,1972,Unf,1,264,TA,TA,Y,250,0,0,0,0,0,NA,NA,NA,0,5,2009,WD,Normal,118000 +365,60,RL,NA,18800,Pave,NA,IR1,Lvl,AllPub,FR2,Gtl,NWAmes,Norm,Norm,1Fam,2Story,6,5,1976,1976,Gable,CompShg,HdBoard,HdBoard,BrkFace,120,TA,TA,PConc,Gd,TA,Mn,GLQ,712,Unf,0,84,796,GasA,TA,Y,SBrkr,790,784,0,1574,1,0,2,1,3,1,TA,6,Typ,1,TA,Attchd,1976,Fin,2,566,TA,TA,Y,306,111,0,0,0,0,NA,NA,NA,0,7,2006,WD,Normal,190000 +366,70,RM,59,10690,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,IDOTRR,Norm,Norm,1Fam,2Story,5,7,1920,1997,Hip,CompShg,VinylSd,VinylSd,None,0,TA,Gd,CBlock,TA,Fa,No,Rec,456,Unf,0,216,672,GasA,Gd,Y,FuseA,672,672,0,1344,0,0,1,0,3,1,TA,6,Typ,0,NA,Detchd,1964,Unf,1,468,TA,Fa,Y,0,128,218,0,0,0,NA,NA,NA,0,7,2009,WD,Normal,147000 +367,20,RL,NA,9500,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,5,1963,1963,Gable,CompShg,Plywood,Plywood,BrkFace,247,TA,TA,CBlock,Gd,TA,No,BLQ,609,Unf,0,785,1394,GasA,Gd,Y,SBrkr,1394,0,0,1394,1,0,1,1,3,1,TA,6,Typ,2,Gd,Attchd,1963,RFn,2,514,TA,TA,Y,0,76,0,0,185,0,NA,NA,NA,0,7,2009,WD,Normal,159000 +368,80,RL,101,9150,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,SLvl,6,5,1962,1962,Gable,Tar&Grv,Plywood,Plywood,BrkFace,305,TA,TA,CBlock,Gd,TA,Gd,GLQ,371,Unf,0,728,1099,GasA,Gd,Y,SBrkr,1431,0,0,1431,0,1,1,0,3,1,TA,6,Typ,1,Gd,Basment,1962,RFn,1,296,TA,TA,Y,64,110,0,0,0,0,NA,NA,NA,0,12,2008,WD,Normal,165000 +369,20,RL,78,7800,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,6,1954,1954,Gable,CompShg,HdBoard,HdBoard,BrkFace,200,TA,TA,PConc,TA,TA,No,LwQ,540,Unf,0,728,1268,GasA,Gd,Y,SBrkr,1268,0,0,1268,0,0,1,0,2,1,TA,7,Typ,1,Gd,Attchd,1954,Fin,1,244,TA,TA,Y,0,98,0,0,0,0,NA,NA,NA,0,3,2010,WD,Normal,132000 +370,20,RL,NA,9830,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,7,1959,2006,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,Gd,CBlock,TA,TA,No,ALQ,72,Rec,258,733,1063,GasA,Ex,Y,SBrkr,1287,0,0,1287,1,0,1,0,3,1,Gd,7,Typ,1,Gd,Detchd,1997,Fin,2,576,TA,TA,Y,364,17,0,0,182,0,NA,NA,NA,0,3,2010,WD,Normal,162000 +371,60,RL,NA,8121,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,6,5,2000,2000,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,953,953,GasA,Ex,Y,SBrkr,953,711,0,1664,0,0,2,1,3,1,TA,7,Typ,1,TA,Attchd,2000,RFn,2,460,TA,TA,Y,100,40,0,0,0,0,NA,NA,NA,0,1,2006,WD,Normal,172400 +372,50,RL,80,17120,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,ClearCr,Feedr,Norm,1Fam,1.5Fin,4,4,1959,1959,Gable,CompShg,WdShing,Plywood,None,0,TA,TA,CBlock,NA,NA,NA,NA,0,NA,0,0,0,GasA,TA,Y,SBrkr,1120,468,0,1588,0,0,2,0,4,1,TA,7,Min2,1,Gd,Detchd,1991,Fin,2,680,TA,TA,N,0,59,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal,134432 +373,120,RL,50,7175,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,TwnhsE,1Story,6,5,1984,1984,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,CBlock,Gd,TA,No,ALQ,623,LwQ,121,0,744,GasA,TA,Y,SBrkr,752,0,0,752,1,0,1,0,2,1,TA,4,Typ,0,NA,Attchd,1984,Unf,1,264,TA,TA,Y,353,0,0,0,90,0,NA,MnPrv,NA,0,2,2010,WD,Normal,125000 +374,20,RL,79,10634,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,6,1953,1953,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,PConc,TA,TA,No,BLQ,428,LwQ,180,0,608,GasA,TA,Y,SBrkr,1319,0,0,1319,1,0,1,0,3,1,TA,5,Min2,0,NA,Attchd,1953,Unf,1,270,TA,TA,Y,66,0,0,0,0,0,NA,GdWo,NA,0,11,2009,WD,Normal,123000 +375,60,RL,65,8200,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,7,5,2003,2004,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,847,847,GasA,Ex,Y,SBrkr,847,1081,0,1928,0,0,2,1,4,1,Gd,8,Typ,1,Gd,BuiltIn,2003,Fin,2,434,TA,TA,Y,100,48,0,0,0,0,NA,NA,NA,0,7,2007,WD,Normal,219500 +376,30,RL,NA,10020,Pave,NA,IR1,Low,AllPub,Inside,Sev,Edwards,Norm,Norm,1Fam,1Story,1,1,1922,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,Fa,Fa,BrkTil,Fa,Po,Gd,BLQ,350,Unf,0,333,683,GasA,Gd,N,FuseA,904,0,0,904,1,0,0,1,1,1,Fa,4,Maj1,0,NA,NA,NA,NA,0,0,NA,NA,Y,0,0,0,0,0,0,NA,NA,NA,0,3,2009,WD,Normal,61000 +377,85,RL,57,8846,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,CollgCr,Norm,Norm,1Fam,SFoyer,5,5,1996,1996,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,Av,GLQ,298,Unf,0,572,870,GasA,Ex,Y,SBrkr,914,0,0,914,0,0,1,0,2,1,TA,5,Typ,0,NA,Detchd,1998,Unf,2,576,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,7,2006,WD,Normal,148000 +378,60,FV,102,11143,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Somerst,Norm,Norm,1Fam,2Story,8,5,2004,2005,Gable,CompShg,CemntBd,CmentBd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1580,1580,GasA,Ex,Y,SBrkr,1580,886,0,2466,0,0,3,0,4,1,Gd,8,Typ,1,Gd,Attchd,2004,RFn,2,610,TA,TA,Y,159,214,0,0,0,0,NA,NA,NA,0,12,2007,WD,Normal,340000 +379,20,RL,88,11394,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,StoneBr,Norm,Norm,1Fam,1Story,9,2,2010,2010,Hip,CompShg,VinylSd,VinylSd,Stone,350,Gd,TA,PConc,Ex,TA,Av,GLQ,1445,Unf,0,411,1856,GasA,Ex,Y,SBrkr,1856,0,0,1856,1,0,1,1,1,1,Ex,8,Typ,1,Ex,Attchd,2010,Fin,3,834,TA,TA,Y,113,0,0,0,0,0,NA,NA,NA,0,6,2010,New,Partial,394432 +380,60,RL,60,8123,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,RRAn,Norm,1Fam,2Story,6,5,2000,2000,Gable,CompShg,VinylSd,VinylSd,BrkFace,16,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,982,982,GasA,Ex,Y,SBrkr,1007,793,0,1800,0,0,2,1,3,1,TA,7,Typ,1,TA,Attchd,2000,Fin,2,463,TA,TA,Y,100,63,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal,179000 +381,50,RL,50,5000,Pave,Pave,Reg,Lvl,AllPub,Inside,Gtl,SWISU,Norm,Norm,1Fam,1.5Fin,5,6,1924,1950,Gable,CompShg,BrkFace,Wd Sdng,None,0,TA,TA,BrkTil,TA,TA,No,LwQ,218,Unf,0,808,1026,GasA,TA,Y,SBrkr,1026,665,0,1691,0,0,2,0,3,1,Gd,6,Typ,1,Gd,Detchd,1924,Unf,1,308,TA,TA,Y,0,0,242,0,0,0,NA,NA,NA,0,5,2010,WD,Normal,127000 +382,20,FV,60,7200,Pave,Pave,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,1Story,7,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,Gd,No,Unf,0,Unf,0,1293,1293,GasA,Ex,Y,SBrkr,1301,0,0,1301,1,0,2,0,2,1,Gd,5,Typ,1,Gd,Attchd,2006,RFn,2,572,TA,TA,Y,216,121,0,0,0,0,NA,NA,NA,0,8,2006,New,Partial,187750 +383,60,RL,79,9245,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,7,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,Av,Unf,0,Unf,0,939,939,GasA,Ex,Y,SBrkr,939,858,0,1797,0,0,2,1,3,1,Gd,8,Typ,0,NA,Attchd,2006,RFn,2,639,TA,TA,Y,144,53,0,0,0,0,NA,NA,NA,0,4,2007,WD,Normal,213500 +384,45,RH,60,9000,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,SawyerW,Norm,Norm,1Fam,1.5Unf,6,3,1928,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,Fa,Fa,No,Unf,0,Unf,0,784,784,GasA,TA,N,FuseA,784,0,0,784,0,0,1,0,2,1,TA,5,Typ,0,NA,Detchd,1950,Unf,2,360,Fa,Fa,N,0,0,91,0,0,0,NA,NA,NA,0,10,2009,WD,Normal,76000 +385,60,RL,NA,53107,Pave,NA,IR2,Low,AllPub,Corner,Mod,ClearCr,Feedr,Norm,1Fam,2Story,6,5,1992,1992,Gable,CompShg,HdBoard,HdBoard,None,0,Gd,TA,PConc,Gd,TA,Av,GLQ,985,Unf,0,595,1580,GasA,Ex,Y,SBrkr,1079,874,0,1953,1,0,2,1,3,1,Gd,9,Typ,2,Fa,Attchd,1992,Fin,2,501,TA,TA,Y,216,231,0,0,0,0,NA,NA,NA,0,6,2007,WD,Normal,240000 +386,120,RL,43,3182,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Blmngtn,Norm,Norm,TwnhsE,1Story,8,5,2004,2005,Gable,CompShg,VinylSd,VinylSd,BrkFace,16,Gd,TA,PConc,Gd,TA,No,GLQ,24,Unf,0,1232,1256,GasA,Ex,Y,SBrkr,1269,0,0,1269,0,0,2,0,2,1,Gd,6,Typ,1,TA,Attchd,2004,Fin,2,430,TA,TA,Y,146,20,0,0,144,0,NA,NA,NA,0,4,2010,WD,Normal,192000 +387,50,RL,58,8410,Pave,NA,Reg,Lvl,AllPub,FR2,Gtl,Edwards,Feedr,Norm,1Fam,1.5Fin,5,3,1910,1996,Gambrel,CompShg,Wd Sdng,VinylSd,None,0,TA,Fa,PConc,TA,TA,No,Unf,0,Unf,0,658,658,GasA,TA,Y,SBrkr,658,526,0,1184,0,0,1,0,5,1,TA,8,Typ,0,NA,NA,NA,NA,0,0,NA,NA,N,0,151,0,0,0,0,NA,NA,NA,0,5,2006,WD,AdjLand,81000 +388,80,RL,72,7200,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,SLvl,6,6,1976,1976,Hip,CompShg,MetalSd,MetalSd,BrkFace,255,TA,TA,CBlock,TA,TA,Av,ALQ,631,Unf,0,410,1041,GasA,Ex,Y,SBrkr,1125,0,0,1125,1,0,1,0,3,1,TA,6,Typ,1,Fa,Detchd,1977,Unf,1,352,TA,TA,Y,296,0,0,0,0,0,NA,GdWo,NA,0,10,2009,WD,Abnorml,125000 +389,20,RL,93,9382,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,1999,2000,Gable,CompShg,VinylSd,VinylSd,BrkFace,125,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1468,1468,GasA,Ex,Y,SBrkr,1479,0,0,1479,0,0,2,0,3,1,Gd,6,Typ,0,NA,Attchd,1999,RFn,2,577,TA,TA,Y,120,25,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal,191000 +390,60,RL,96,12474,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,2Story,10,5,2007,2008,Gable,CompShg,VinylSd,VinylSd,Stone,272,Ex,TA,PConc,Ex,TA,Av,GLQ,1280,Unf,0,402,1682,GasA,Ex,Y,SBrkr,1742,590,0,2332,1,0,2,1,3,1,Ex,9,Typ,1,Ex,BuiltIn,2008,Fin,3,846,TA,TA,Y,196,134,0,0,0,0,NA,NA,NA,0,8,2008,New,Partial,426000 +391,50,RL,50,8405,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1.5Fin,5,8,1900,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,BrkTil,TA,Gd,No,Rec,241,BLQ,391,229,861,GasA,Ex,Y,SBrkr,961,406,0,1367,1,0,1,0,4,1,TA,7,Typ,0,NA,Detchd,1978,Unf,1,384,TA,TA,Y,0,130,112,0,0,0,NA,MnPrv,NA,0,4,2008,WD,Normal,119000 +392,60,RL,71,12209,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Mitchel,Norm,Norm,1Fam,2Story,6,5,2001,2002,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Ex,TA,No,ALQ,690,Unf,0,114,804,GasA,Ex,Y,SBrkr,804,1157,0,1961,1,0,2,1,3,1,Gd,7,Typ,1,TA,BuiltIn,2001,Fin,2,560,TA,TA,Y,125,192,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal,215000 +393,20,RL,NA,8339,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,7,1959,1959,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,Slab,NA,NA,NA,NA,0,NA,0,0,0,GasA,TA,Y,SBrkr,882,0,0,882,0,0,1,0,3,1,TA,5,Typ,0,NA,Attchd,1959,RFn,1,294,TA,TA,Y,0,0,0,0,0,0,NA,MnPrv,Shed,1200,7,2007,WD,Normal,106500 +394,30,RL,NA,7446,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,BrkSide,Feedr,Norm,1Fam,1Story,4,5,1941,1950,Gable,CompShg,WdShing,Wd Shng,None,0,TA,TA,CBlock,TA,TA,No,Rec,266,Unf,0,522,788,GasA,TA,Y,FuseA,788,0,0,788,0,0,1,0,2,1,TA,4,Typ,2,TA,NA,NA,NA,0,0,NA,NA,Y,0,0,0,0,0,0,NA,GdWo,NA,0,4,2006,WD,Abnorml,100000 +395,50,RL,60,10134,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1.5Fin,5,6,1940,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,735,735,GasA,Gd,Y,FuseA,735,299,0,1034,0,0,1,0,2,1,TA,5,Typ,0,NA,Detchd,1940,Unf,1,240,TA,TA,Y,0,39,0,0,0,0,NA,NA,NA,0,7,2007,WD,Normal,109000 +396,20,RL,68,9571,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1Story,5,6,1956,1956,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,Av,BLQ,739,Unf,0,405,1144,GasA,TA,Y,SBrkr,1144,0,0,1144,1,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1956,Unf,1,596,TA,TA,Y,44,0,0,0,0,0,NA,NA,NA,0,6,2010,WD,Normal,129000 +397,20,RL,60,7200,Pave,NA,Reg,Low,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,5,5,1972,1972,Hip,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,Av,Rec,777,Unf,0,117,894,GasA,TA,Y,SBrkr,894,0,0,894,0,0,1,0,2,1,TA,6,Typ,0,NA,Detchd,1985,RFn,2,600,TA,TA,Y,215,0,0,0,0,0,NA,NA,NA,0,9,2009,WD,Normal,123000 +398,60,RL,69,7590,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,PosN,Norm,1Fam,2Story,5,5,1962,1962,Gable,CompShg,VinylSd,VinylSd,BrkFace,288,TA,TA,CBlock,TA,TA,No,ALQ,540,Unf,0,324,864,GasA,TA,Y,SBrkr,876,936,0,1812,0,0,2,0,4,1,TA,8,Typ,1,TA,Attchd,1962,RFn,1,264,TA,TA,Y,0,168,0,0,0,0,NA,NA,NA,0,7,2007,WD,Normal,169500 +399,30,RM,60,8967,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,IDOTRR,Norm,Norm,1Fam,1Story,5,2,1920,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,Fa,BrkTil,Fa,Po,No,Unf,0,Unf,0,961,961,GasA,Gd,Y,Mix,1077,0,0,1077,0,0,1,0,2,1,TA,6,Maj2,0,NA,Detchd,1920,Unf,1,338,Po,Po,N,0,0,0,0,0,0,NA,NA,NA,0,11,2007,WD,Abnorml,67000 +400,60,FV,65,8125,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,2Story,7,5,2006,2007,Gable,CompShg,CemntBd,CmentBd,Stone,100,Gd,TA,PConc,Gd,TA,No,GLQ,812,Unf,0,280,1092,GasA,Ex,Y,SBrkr,1112,438,0,1550,1,0,2,0,2,1,Gd,7,Typ,0,NA,Attchd,2007,Fin,2,438,TA,TA,Y,0,168,0,0,0,0,NA,NA,NA,0,10,2009,WD,Normal,241000 +401,120,RL,38,14963,Pave,NA,IR2,Lvl,AllPub,Inside,Gtl,Veenker,Norm,Norm,TwnhsE,1Story,8,5,1996,1996,Gable,CompShg,BrkFace,BrkFace,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,786,Unf,0,474,1260,GasA,Ex,Y,SBrkr,1288,0,0,1288,1,0,1,1,1,1,Ex,4,Typ,2,Gd,Attchd,1996,Fin,2,500,TA,TA,Y,120,30,0,0,224,0,NA,NA,NA,0,12,2008,WD,Normal,245500 +402,20,RL,65,8767,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,2005,2005,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,Av,GLQ,24,Unf,0,1286,1310,GasA,Ex,Y,SBrkr,1310,0,0,1310,0,0,2,0,3,1,Gd,6,Typ,1,Gd,Attchd,2005,Fin,2,400,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,7,2006,New,Partial,164990 +403,30,RL,60,10200,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,1Story,5,8,1940,1997,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,PConc,TA,TA,No,Unf,0,Unf,0,672,672,GasA,Ex,Y,SBrkr,672,0,0,672,0,0,1,0,2,1,TA,4,Typ,0,NA,Detchd,1940,Unf,1,240,TA,TA,N,168,0,0,0,0,0,NA,GdPrv,NA,0,8,2008,WD,Normal,108000 +404,60,RL,93,12090,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NoRidge,Norm,Norm,1Fam,2Story,8,5,1998,1998,Hip,CompShg,VinylSd,VinylSd,BrkFace,650,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1141,1141,GasA,Gd,Y,SBrkr,1165,1098,0,2263,0,0,2,1,4,1,Gd,10,Typ,1,TA,BuiltIn,1998,Fin,2,420,TA,TA,Y,144,123,0,0,0,0,NA,NA,NA,0,7,2006,WD,Abnorml,258000 +405,60,RL,NA,10364,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,6,5,1995,1996,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,806,806,GasA,Gd,Y,SBrkr,806,766,0,1572,0,0,2,1,3,1,TA,7,Typ,1,TA,BuiltIn,1995,Fin,2,373,TA,TA,Y,0,40,0,0,0,0,NA,NA,NA,0,5,2007,WD,Normal,168000 +406,20,RL,NA,9991,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Sawyer,Feedr,Norm,1Fam,1Story,4,4,1976,1993,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,CBlock,TA,TA,No,BLQ,1116,Unf,0,165,1281,GasA,Ex,Y,SBrkr,1620,0,0,1620,1,0,2,0,3,1,TA,8,Min1,1,TA,Attchd,1993,Unf,2,490,TA,TA,Y,120,78,0,0,0,0,NA,GdWo,NA,0,6,2009,WD,Normal,150000 +407,50,RL,51,10480,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SWISU,Norm,Norm,1Fam,1.5Fin,6,5,1936,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,1064,1064,GasA,Ex,Y,FuseA,1166,0,473,1639,0,0,1,0,3,1,TA,6,Maj2,0,NA,Detchd,1936,Unf,1,240,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,3,2008,WD,Normal,115000 +408,70,RL,63,15576,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Crawfor,Norm,Norm,1Fam,2Story,6,7,1915,1976,Gable,CompShg,Wd Sdng,Plywood,None,0,TA,TA,BrkTil,Gd,TA,No,Unf,0,Unf,0,840,840,GasA,Ex,Y,SBrkr,840,840,0,1680,0,0,2,0,4,1,TA,8,Typ,0,NA,Attchd,1960,Unf,1,308,TA,TA,Y,0,0,160,0,0,0,NA,NA,NA,0,3,2008,WD,Normal,177000 +409,60,RL,109,14154,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NridgHt,Norm,Norm,1Fam,2Story,7,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,BrkFace,350,Gd,TA,PConc,Ex,Gd,No,Unf,0,Unf,0,1063,1063,GasA,Ex,Y,SBrkr,1071,1101,0,2172,0,0,2,1,3,1,Gd,9,Typ,1,Gd,Attchd,2006,RFn,3,947,TA,TA,Y,192,62,0,0,0,0,NA,NA,NA,0,8,2007,New,Partial,280000 +410,60,FV,85,10800,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,2Story,8,5,2007,2008,Gable,CompShg,VinylSd,VinylSd,Stone,100,Gd,TA,PConc,Ex,TA,No,GLQ,789,Unf,0,245,1034,GasA,Ex,Y,SBrkr,1050,1028,0,2078,1,0,2,1,3,1,Ex,8,Typ,1,Gd,Attchd,2008,Fin,3,836,TA,TA,Y,0,102,0,0,0,0,NA,NA,NA,0,4,2008,New,Partial,339750 +411,20,RL,68,9571,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1Story,5,3,1958,1958,Gable,CompShg,BrkComm,Brk Cmn,None,0,TA,Fa,CBlock,TA,Fa,No,Unf,0,Unf,0,1276,1276,GasA,TA,Y,FuseA,1276,0,0,1276,0,0,1,0,3,1,TA,5,Mod,0,NA,Attchd,1958,Unf,1,350,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,6,2009,COD,Abnorml,60000 +412,190,RL,100,34650,Pave,NA,Reg,Bnk,AllPub,Inside,Gtl,Gilbert,Norm,Norm,2fmCon,1Story,5,5,1955,1955,Hip,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,Mn,Rec,1056,Unf,0,0,1056,GasA,TA,N,SBrkr,1056,0,0,1056,1,0,1,0,3,1,TA,5,Typ,0,NA,Attchd,1955,Fin,2,572,TA,TA,Y,264,0,0,0,0,0,NA,NA,NA,0,1,2006,WD,Normal,145000 +413,20,FV,NA,4403,Pave,NA,IR2,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,1Story,7,5,2009,2009,Gable,CompShg,MetalSd,MetalSd,Stone,432,Ex,TA,PConc,Ex,TA,Av,GLQ,578,Unf,0,892,1470,GasA,Ex,Y,SBrkr,1478,0,0,1478,1,0,2,1,2,1,Gd,7,Typ,1,Gd,Attchd,2009,Fin,2,484,TA,TA,Y,0,144,0,0,0,0,NA,NA,NA,0,6,2010,New,Partial,222000 +414,30,RM,56,8960,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Artery,Norm,1Fam,1Story,5,6,1927,1950,Gable,CompShg,WdShing,Wd Shng,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,1008,1008,GasA,Gd,Y,FuseA,1028,0,0,1028,0,0,1,0,2,1,TA,5,Typ,1,Gd,Detchd,1927,Unf,2,360,TA,TA,Y,0,0,130,0,0,0,NA,NA,NA,0,3,2010,WD,Normal,115000 +415,60,RL,59,11228,Pave,NA,IR2,Lvl,AllPub,CulDSac,Gtl,SawyerW,Norm,Norm,1Fam,2Story,7,5,1993,1993,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,BLQ,50,GLQ,531,499,1080,GasA,Ex,Y,SBrkr,1080,1017,0,2097,0,1,2,1,3,1,Gd,9,Typ,1,TA,Attchd,1993,Unf,3,678,TA,TA,Y,196,187,0,0,0,0,NA,NA,NA,0,12,2008,WD,Normal,228000 +416,20,RL,73,8899,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,1Story,7,5,2007,2007,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,Av,GLQ,24,Unf,0,1316,1340,GasA,Ex,Y,SBrkr,1340,0,0,1340,0,0,2,0,3,1,Gd,6,Typ,0,NA,Attchd,2007,Fin,2,396,TA,TA,Y,100,30,0,0,0,0,NA,NA,NA,0,8,2007,New,Partial,181134 +417,60,RL,74,7844,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,2Story,6,7,1978,1978,Hip,CompShg,HdBoard,HdBoard,BrkFace,203,TA,TA,CBlock,TA,TA,No,ALQ,209,Unf,0,463,672,GasA,TA,Y,SBrkr,672,728,0,1400,0,0,1,1,3,1,TA,6,Typ,1,TA,Attchd,1978,Fin,2,440,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,3,2006,WD,Normal,149500 +418,70,RL,86,22420,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Crawfor,Feedr,Norm,1Fam,2Story,6,6,1918,1950,Hip,CompShg,Wd Sdng,Stucco,None,0,TA,TA,BrkTil,Gd,TA,No,BLQ,1128,Unf,0,242,1370,GasW,TA,N,FuseA,1370,1254,0,2624,1,0,2,1,4,1,TA,10,Typ,1,Gd,Detchd,1918,Unf,3,864,TA,TA,N,0,0,0,0,0,0,NA,NA,NA,0,11,2007,WD,Normal,239000 +419,50,RL,60,8160,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1.5Fin,5,6,1940,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,BrkTil,TA,TA,No,ALQ,312,Unf,0,444,756,GasA,Fa,N,FuseF,756,378,0,1134,1,0,1,1,3,1,TA,7,Typ,0,NA,Detchd,1940,Unf,1,240,TA,TA,P,0,0,0,0,0,0,NA,NA,NA,0,4,2007,WD,AdjLand,126000 +420,20,RL,65,8450,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,6,1968,1968,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,TA,TA,No,BLQ,775,Unf,0,281,1056,GasA,Ex,Y,SBrkr,1056,0,0,1056,1,0,1,0,3,1,TA,6,Typ,1,Fa,Attchd,1968,Unf,1,304,TA,TA,Y,0,85,184,0,0,0,NA,NA,NA,0,7,2010,WD,Normal,142000 +421,90,RM,78,7060,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Mitchel,Norm,Norm,Duplex,SFoyer,7,5,1997,1998,Gable,CompShg,VinylSd,VinylSd,BrkFace,200,TA,Gd,PConc,Gd,Gd,Gd,GLQ,1309,Unf,0,35,1344,GasA,Ex,Y,SBrkr,1344,0,0,1344,2,0,2,0,2,2,TA,8,Typ,0,NA,Attchd,1997,Fin,4,784,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,11,2008,WD,Alloca,206300 +422,20,RL,NA,16635,Pave,NA,IR1,Lvl,AllPub,FR2,Gtl,NWAmes,Norm,Norm,1Fam,1Story,6,7,1977,2000,Gable,CompShg,CemntBd,CmentBd,Stone,126,Gd,TA,CBlock,Gd,TA,No,ALQ,1246,Unf,0,356,1602,GasA,Gd,Y,SBrkr,1602,0,0,1602,0,1,2,0,3,1,Gd,8,Typ,1,TA,Attchd,1977,Fin,2,529,TA,TA,Y,240,0,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal,215000 +423,20,RL,100,21750,Pave,NA,Reg,HLS,AllPub,Inside,Mod,Mitchel,Artery,Norm,1Fam,1Story,5,5,1954,1954,Hip,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,988,988,GasA,Ex,Y,FuseA,988,0,0,988,0,0,1,0,2,1,TA,4,Typ,0,NA,Attchd,1954,RFn,2,520,TA,TA,N,0,0,0,0,0,0,NA,NA,NA,0,2,2008,WD,Normal,113000 +424,60,RL,80,9200,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NoRidge,Norm,Norm,1Fam,2Story,8,5,1998,1998,Gable,CompShg,VinylSd,VinylSd,BrkFace,473,Gd,TA,PConc,Gd,TA,No,GLQ,986,Unf,0,484,1470,GasA,Gd,Y,SBrkr,1470,1160,0,2630,1,0,2,1,4,1,Gd,8,Typ,1,TA,Attchd,1998,Fin,3,696,TA,TA,Y,0,66,0,0,0,0,NA,NA,NA,0,6,2008,WD,Normal,315000 +425,20,RL,72,9000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,5,1956,1956,Gable,CompShg,Wd Sdng,Wd Sdng,BrkFace,74,TA,TA,CBlock,Gd,TA,No,LwQ,616,Unf,0,580,1196,GasA,Gd,Y,FuseA,1196,0,0,1196,1,0,1,0,2,1,TA,6,Typ,1,Gd,Attchd,1956,RFn,1,297,TA,TA,Y,0,44,0,0,0,0,NA,NA,NA,0,5,2008,WD,Normal,139000 +426,60,RM,60,3378,Pave,Grvl,Reg,HLS,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,2Story,7,8,1946,1992,Gable,CompShg,HdBoard,HdBoard,None,0,TA,Gd,CBlock,TA,TA,No,Unf,0,Unf,0,651,651,GasA,Gd,Y,SBrkr,707,682,0,1389,0,0,1,1,3,1,TA,6,Typ,2,Gd,Detchd,1947,Unf,1,240,TA,TA,P,0,0,126,0,0,0,NA,NA,NA,0,9,2009,WD,Normal,135000 +427,80,RL,NA,12800,Pave,NA,Reg,Low,AllPub,Inside,Mod,SawyerW,Norm,Norm,1Fam,SLvl,7,5,1989,1989,Gable,CompShg,Wd Sdng,Wd Sdng,BrkFace,145,Gd,TA,PConc,Gd,TA,Gd,GLQ,1518,Unf,0,0,1518,GasA,Gd,Y,SBrkr,1644,0,0,1644,1,1,2,0,2,1,Gd,5,Typ,1,TA,Attchd,1989,Fin,2,569,TA,TA,Y,80,0,0,0,396,0,NA,NA,NA,0,8,2009,WD,Normal,275000 +428,20,RL,77,8593,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,4,6,1957,1957,Hip,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,Rec,288,Unf,0,619,907,GasA,Ex,Y,SBrkr,907,0,0,907,0,0,1,0,3,1,TA,5,Typ,0,NA,Detchd,1964,Unf,1,352,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal,109008 +429,20,RL,64,6762,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,2007,2007,Gable,CompShg,VinylSd,VinylSd,BrkFace,108,Gd,TA,PConc,Gd,TA,No,GLQ,664,Unf,0,544,1208,GasA,Ex,Y,SBrkr,1208,0,0,1208,1,0,2,0,2,1,Gd,6,Typ,0,NA,Attchd,2007,RFn,2,628,TA,TA,Y,105,54,0,0,0,0,NA,NA,NA,0,9,2007,New,Partial,195400 +430,20,RL,130,11457,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Timber,Norm,Norm,1Fam,1Story,6,5,1988,1988,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,Gd,TA,Mn,GLQ,1005,Unf,0,387,1392,GasA,TA,Y,SBrkr,1412,0,0,1412,1,0,2,0,3,1,Gd,6,Typ,1,TA,Attchd,1988,Unf,2,576,TA,TA,Y,0,0,169,0,0,0,NA,NA,NA,0,3,2009,WD,Normal,175000 +431,160,RM,21,1680,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrDale,Norm,Norm,Twnhs,2Story,6,5,1971,1971,Gable,CompShg,HdBoard,HdBoard,BrkFace,232,TA,TA,CBlock,TA,TA,No,ALQ,387,Unf,0,96,483,GasA,TA,Y,SBrkr,483,504,0,987,0,0,1,1,2,1,TA,4,Typ,0,NA,Detchd,1971,Unf,1,264,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,7,2008,COD,Abnorml,85400 +432,50,RM,60,5586,Pave,NA,IR1,Bnk,AllPub,Inside,Gtl,OldTown,Feedr,Norm,1Fam,1.5Fin,6,7,1920,1998,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,901,901,GasA,Gd,Y,SBrkr,1088,110,0,1198,0,0,1,0,4,1,TA,7,Typ,0,NA,NA,NA,NA,0,0,NA,NA,N,0,98,0,0,0,0,NA,MnPrv,NA,0,9,2008,ConLD,Abnorml,79900 +433,160,RM,24,1920,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrDale,Norm,Norm,TwnhsE,2Story,5,5,1971,1971,Gable,CompShg,HdBoard,HdBoard,BrkFace,376,TA,TA,CBlock,TA,TA,No,ALQ,471,Unf,0,294,765,GasA,Ex,Y,SBrkr,765,600,0,1365,1,0,1,1,2,1,TA,6,Min1,0,NA,Detchd,1971,Unf,2,440,TA,TA,Y,240,36,0,0,0,0,NA,NA,NA,0,8,2007,WD,Normal,122500 +434,60,RL,100,10839,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Gilbert,Norm,Norm,1Fam,2Story,6,5,1997,1998,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,926,926,GasA,Ex,Y,SBrkr,926,678,0,1604,0,0,2,1,3,1,TA,7,Typ,1,TA,Attchd,1997,Fin,2,470,TA,TA,Y,0,36,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal,181000 +435,180,RM,21,1890,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,MeadowV,Norm,Norm,Twnhs,SFoyer,4,7,1972,1972,Gable,CompShg,CemntBd,CmentBd,None,0,TA,Gd,CBlock,Gd,TA,Av,ALQ,495,Unf,0,135,630,GasA,Gd,Y,SBrkr,630,0,0,630,1,0,1,0,1,1,TA,3,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,88,0,0,0,0,0,NA,NA,NA,0,6,2008,WD,Normal,81000 +436,60,RL,43,10667,Pave,NA,IR2,Lvl,AllPub,CulDSac,Gtl,CollgCr,PosN,Norm,1Fam,2Story,7,6,1996,1996,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,Av,GLQ,385,ALQ,344,70,799,GasA,Ex,Y,SBrkr,827,834,0,1661,1,0,2,1,3,1,Gd,6,Typ,1,TA,Attchd,1996,RFn,2,550,TA,TA,Y,158,61,0,0,0,0,NA,NA,NA,0,4,2009,ConLw,Normal,212000 +437,50,RM,40,4400,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1.5Fin,6,8,1920,1950,Gable,CompShg,Stucco,Stucco,None,0,TA,TA,BrkTil,Fa,TA,No,Unf,0,Unf,0,648,648,GasA,TA,Y,FuseA,734,384,0,1118,0,0,1,0,2,1,TA,6,Typ,0,NA,Detchd,1990,Unf,2,440,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,10,2006,WD,Normal,116000 +438,45,RM,50,6000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1.5Unf,6,7,1926,2004,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,Gd,TA,PConc,TA,TA,No,Unf,0,Unf,0,884,884,GasA,Gd,Y,SBrkr,904,0,0,904,0,0,1,0,2,1,TA,4,Typ,0,NA,Detchd,1926,Unf,1,180,TA,TA,Y,0,0,105,0,0,0,NA,NA,NA,0,1,2009,WD,Normal,119000 +439,30,RL,40,4280,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Crawfor,Norm,Norm,1Fam,1Story,5,6,1913,2002,Gable,CompShg,WdShing,Stucco,None,0,TA,TA,PConc,TA,TA,No,LwQ,365,Unf,0,75,440,GasA,TA,N,SBrkr,694,0,0,694,0,0,1,0,2,1,Gd,4,Typ,1,Gd,Detchd,1990,Unf,1,352,Gd,TA,P,0,0,34,0,0,0,NA,MnPrv,NA,0,3,2007,WD,Normal,90350 +440,50,RL,67,12354,Pave,Grvl,Reg,Lvl,AllPub,Corner,Gtl,Edwards,Norm,Norm,1Fam,1.5Fin,6,8,1920,2000,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,Fa,Mn,Unf,0,Unf,0,684,684,GasA,Gd,Y,SBrkr,684,512,0,1196,0,0,1,0,3,1,Gd,7,Typ,0,NA,Detchd,2005,Unf,2,528,TA,TA,Y,0,46,0,0,0,0,NA,GdPrv,Shed,800,8,2009,ConLI,Normal,110000 +441,20,RL,105,15431,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,1Story,10,5,2008,2008,Hip,CompShg,VinylSd,VinylSd,Stone,200,Ex,TA,PConc,Ex,TA,Gd,GLQ,1767,ALQ,539,788,3094,GasA,Ex,Y,SBrkr,2402,0,0,2402,1,0,2,0,2,1,Ex,10,Typ,2,Gd,Attchd,2008,Fin,3,672,TA,TA,Y,0,72,0,0,170,0,NA,NA,NA,0,4,2009,WD,Normal,555000 +442,90,RL,92,12108,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,Duplex,1Story,4,4,1955,1955,Gable,CompShg,VinylSd,VinylSd,BrkFace,270,TA,TA,CBlock,TA,TA,No,ALQ,133,Unf,0,1307,1440,GasA,TA,N,FuseF,1440,0,0,1440,0,0,2,0,4,2,Fa,8,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,0,0,0,0,0,0,NA,NA,NA,0,9,2008,WD,Normal,118000 +443,50,RM,52,6240,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1.5Fin,5,7,1930,1992,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,PConc,TA,TA,No,Unf,0,Unf,0,1078,1078,GasA,TA,Y,SBrkr,1128,445,0,1573,0,0,2,0,3,1,TA,8,Typ,1,Gd,Detchd,1930,Unf,2,360,TA,TA,P,0,0,0,0,0,0,NA,NA,NA,0,6,2008,WD,Normal,162900 +444,120,RL,53,3922,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Blmngtn,Norm,Norm,TwnhsE,1Story,7,5,2006,2007,Gable,CompShg,WdShing,Wd Shng,BrkFace,72,Gd,TA,PConc,Ex,TA,Av,Unf,0,Unf,0,1258,1258,GasA,Ex,Y,SBrkr,1258,0,0,1258,0,0,2,0,2,1,Gd,6,Typ,1,Gd,Attchd,2007,Fin,3,648,TA,TA,Y,144,16,0,0,0,0,NA,NA,NA,0,6,2007,New,Partial,172500 +445,60,RL,70,8750,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,7,5,1994,1995,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,Gd,PConc,Gd,TA,No,GLQ,642,Unf,0,273,915,GasA,Ex,Y,SBrkr,933,975,0,1908,1,0,2,1,4,1,Gd,8,Typ,1,TA,Attchd,1994,Unf,2,493,TA,TA,Y,144,133,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal,210000 +446,20,RL,73,9855,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Edwards,Norm,Norm,1Fam,1Story,6,5,1956,1956,Hip,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,1436,1436,GasA,Fa,Y,SBrkr,1689,0,0,1689,0,0,1,0,3,1,TA,7,Typ,1,Gd,Attchd,1956,Unf,2,480,TA,TA,Y,0,0,0,0,0,0,NA,MnPrv,NA,0,11,2009,COD,Normal,127500 +447,20,RL,137,16492,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NAmes,PosA,Norm,1Fam,1Story,6,6,1966,2002,Gable,CompShg,BrkFace,Plywood,None,0,Gd,TA,CBlock,TA,TA,No,ALQ,247,Rec,713,557,1517,GasA,Ex,Y,SBrkr,1888,0,0,1888,0,0,2,1,2,1,Gd,6,Mod,1,Gd,Attchd,1966,Fin,2,578,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,6,2010,WD,Normal,190000 +448,60,RL,NA,11214,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Gilbert,Norm,Norm,1Fam,2Story,7,5,1998,1999,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,930,930,GasA,Gd,Y,SBrkr,956,930,0,1886,0,0,2,1,4,1,Gd,10,Typ,1,TA,Attchd,1998,Fin,2,431,TA,TA,Y,89,0,0,0,0,0,NA,NA,NA,0,7,2006,WD,Normal,199900 +449,50,RM,50,8600,Pave,NA,Reg,Bnk,AllPub,Inside,Gtl,IDOTRR,Norm,Norm,1Fam,1.5Fin,6,6,1937,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,780,780,GasA,TA,Y,SBrkr,780,596,0,1376,0,0,2,0,3,1,TA,7,Typ,1,Gd,Detchd,1937,Unf,1,198,TA,TA,N,0,0,0,0,0,0,NA,NA,NA,0,6,2006,WD,Normal,119500 +450,50,RM,50,6000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1.5Fin,3,7,1948,2002,Gable,CompShg,MetalSd,MetalSd,None,0,TA,Gd,CBlock,TA,TA,No,ALQ,331,Unf,0,318,649,GasA,Ex,Y,SBrkr,679,504,0,1183,0,0,1,1,2,1,TA,6,Typ,0,NA,Detchd,1981,Unf,1,308,TA,TA,Y,0,176,0,0,0,0,NA,NA,NA,0,6,2007,WD,Normal,120000 +451,30,RM,70,5684,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1Story,6,8,1930,2005,Hip,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,813,813,GasA,Ex,Y,FuseA,813,0,0,813,0,0,1,0,2,1,Gd,5,Typ,0,NA,Detchd,1932,Unf,1,270,Fa,Fa,N,0,113,0,0,0,0,NA,NA,NA,0,6,2006,WD,Normal,110000 +452,20,RL,62,70761,Pave,NA,IR1,Low,AllPub,Inside,Mod,ClearCr,Norm,Norm,1Fam,1Story,7,5,1975,1975,Gable,WdShngl,Plywood,Plywood,None,0,TA,TA,CBlock,Gd,TA,Gd,ALQ,655,Unf,0,878,1533,GasA,TA,Y,SBrkr,1533,0,0,1533,1,0,2,0,2,1,Gd,5,Typ,2,TA,Attchd,1975,Unf,2,576,TA,TA,Y,200,54,0,0,0,0,NA,NA,NA,0,12,2006,WD,Normal,280000 +453,60,RL,NA,9303,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Timber,Norm,Norm,1Fam,2Story,6,5,1996,1997,Hip,CompShg,VinylSd,VinylSd,BrkFace,42,Gd,TA,PConc,Ex,TA,No,ALQ,742,Unf,0,130,872,GasA,Ex,Y,SBrkr,888,868,0,1756,1,0,2,1,3,1,TA,7,Typ,0,NA,Attchd,1996,Fin,2,422,TA,TA,Y,144,122,0,0,0,0,NA,NA,NA,0,7,2007,WD,Normal,204000 +454,60,FV,75,9000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,2Story,8,5,2008,2008,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,768,768,GasA,Ex,Y,SBrkr,786,804,0,1590,0,0,2,1,3,1,Gd,6,Typ,0,NA,Attchd,2008,RFn,2,676,TA,TA,Y,0,30,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal,210000 +455,90,RL,63,9297,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Mitchel,Norm,Norm,Duplex,1Story,5,5,1976,1976,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,CBlock,TA,TA,No,ALQ,1606,Unf,0,122,1728,GasA,TA,Y,SBrkr,1728,0,0,1728,2,0,2,0,4,2,TA,8,Typ,0,NA,Detchd,1976,Unf,2,560,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,7,2006,WD,Family,188000 +456,20,RL,80,9600,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,1Story,7,6,1973,1973,Hip,CompShg,HdBoard,HdBoard,BrkFace,320,TA,TA,CBlock,TA,TA,No,ALQ,916,Unf,0,326,1242,GasA,Fa,Y,SBrkr,1242,0,0,1242,0,0,1,1,3,1,TA,6,Typ,1,TA,Attchd,1973,Unf,2,528,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,9,2007,WD,Normal,175500 +457,70,RM,34,4571,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,2Story,5,5,1916,1950,Gable,CompShg,AsbShng,AsbShng,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,624,624,GasA,Fa,N,SBrkr,624,720,0,1344,0,0,1,0,4,1,TA,7,Typ,0,NA,Detchd,1916,Unf,3,513,Fa,Fa,Y,0,0,96,0,0,0,NA,NA,NA,0,5,2008,COD,Abnorml,98000 +458,20,RL,NA,53227,Pave,NA,IR1,Low,AllPub,CulDSac,Mod,ClearCr,Norm,Norm,1Fam,1Story,4,6,1954,1994,Flat,Tar&Grv,Plywood,Plywood,None,0,TA,TA,CBlock,Gd,TA,Gd,BLQ,1116,Unf,0,248,1364,GasA,Ex,Y,SBrkr,1663,0,0,1663,1,0,1,0,2,1,Gd,6,Min1,2,Gd,Attchd,1954,Fin,2,529,TA,TA,Y,224,137,0,0,0,0,NA,NA,NA,0,3,2008,WD,Normal,256000 +459,70,RM,NA,5100,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,2Story,8,7,1925,1996,Hip,CompShg,Stucco,Wd Shng,None,0,TA,Gd,PConc,TA,TA,No,Unf,0,Unf,0,588,588,GasA,Fa,Y,SBrkr,833,833,0,1666,0,0,1,0,3,1,Gd,7,Typ,1,Gd,Detchd,1925,Unf,1,228,TA,TA,Y,192,63,0,0,0,0,NA,MnPrv,NA,0,6,2008,WD,Normal,161000 +460,50,RL,NA,7015,Pave,NA,IR1,Bnk,AllPub,Corner,Gtl,BrkSide,Norm,Norm,1Fam,1.5Fin,5,4,1950,1950,Gable,CompShg,MetalSd,MetalSd,BrkCmn,161,TA,TA,CBlock,TA,TA,No,LwQ,185,Unf,0,524,709,GasA,TA,Y,SBrkr,979,224,0,1203,1,0,1,0,3,1,Gd,5,Typ,1,TA,Detchd,1950,Unf,1,352,TA,TA,Y,0,0,248,0,0,0,NA,NA,NA,0,7,2009,WD,Normal,110000 +461,60,FV,75,8004,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Somerst,RRAn,Norm,1Fam,2Story,8,5,2009,2009,Gable,CompShg,VinylSd,VinylSd,Stone,110,Gd,TA,PConc,Gd,TA,No,GLQ,544,Unf,0,288,832,GasA,Ex,Y,SBrkr,832,1103,0,1935,1,0,2,1,3,1,TA,8,Typ,0,NA,BuiltIn,2009,Fin,2,552,TA,TA,Y,0,150,0,0,0,0,NA,NA,NA,0,12,2009,New,Partial,263435 +462,70,RL,60,7200,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SWISU,Feedr,Norm,1Fam,2Story,7,9,1936,2007,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,Gd,Gd,PConc,Gd,Gd,No,ALQ,350,BLQ,210,0,560,GasA,Ex,Y,SBrkr,575,560,0,1135,1,0,1,0,3,1,Gd,6,Typ,0,NA,Detchd,1971,RFn,2,576,TA,TA,Y,256,0,0,0,0,0,NA,MnPrv,NA,0,4,2009,WD,Normal,155000 +463,20,RL,60,8281,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,1Story,5,5,1965,1965,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,Rec,553,BLQ,311,0,864,GasA,Gd,Y,SBrkr,864,0,0,864,0,0,1,0,3,1,TA,5,Typ,1,Po,Detchd,1965,Unf,1,360,TA,TA,Y,0,0,236,0,0,0,NA,GdWo,NA,0,12,2009,WD,Normal,62383 +464,70,RL,74,11988,Pave,NA,IR1,HLS,AllPub,Inside,Mod,Crawfor,Norm,Norm,1Fam,2Story,6,7,1934,1995,Hip,CompShg,Stucco,Stucco,None,0,TA,TA,CBlock,TA,TA,No,LwQ,326,Unf,0,389,715,GasA,Fa,Y,FuseA,849,811,0,1660,0,0,1,1,3,1,TA,6,Typ,1,Gd,Detchd,1939,Unf,1,240,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,8,2008,WD,Normal,188700 +465,20,RL,60,8430,Pave,NA,Reg,HLS,AllPub,Inside,Mod,CollgCr,Norm,Norm,1Fam,1Story,5,5,1978,1978,Gable,CompShg,HdBoard,HdBoard,BrkFace,136,TA,TA,CBlock,Gd,TA,No,Rec,616,Unf,0,424,1040,GasA,TA,Y,SBrkr,1040,0,0,1040,0,0,2,0,3,1,TA,5,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,0,0,0,0,0,0,NA,NA,NA,0,8,2009,WD,Normal,124000 +466,120,RM,NA,3072,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Blmngtn,Norm,Norm,TwnhsE,1Story,7,5,2004,2004,Hip,CompShg,VinylSd,VinylSd,BrkFace,18,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1375,1375,GasA,Ex,Y,SBrkr,1414,0,0,1414,0,0,2,0,2,1,Gd,6,Typ,1,TA,Attchd,2004,Fin,2,398,TA,TA,Y,144,20,0,0,0,0,NA,NA,NA,0,5,2006,WD,Normal,178740 +467,20,RL,85,10628,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,7,5,1970,1970,Flat,Tar&Grv,Plywood,Plywood,None,0,TA,Gd,CBlock,TA,Gd,Gd,GLQ,778,Unf,0,499,1277,GasA,TA,Y,SBrkr,1277,0,0,1277,1,0,1,0,2,1,TA,5,Typ,1,Po,Attchd,1970,Unf,2,526,TA,TA,Y,0,0,0,0,176,0,NA,GdWo,NA,0,4,2007,WD,Normal,167000 +468,70,RL,79,9480,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Artery,Norm,1Fam,2Story,5,7,1942,1995,Gable,CompShg,MetalSd,MetalSd,Stone,224,TA,TA,CBlock,TA,TA,No,LwQ,386,Unf,0,342,728,GasA,Ex,Y,SBrkr,888,756,0,1644,0,0,1,1,3,1,Gd,7,Typ,2,Gd,Attchd,1942,Unf,1,312,TA,TA,Y,168,0,0,0,0,0,NA,NA,NA,0,6,2007,WD,Normal,146500 +469,20,RL,98,11428,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,1Story,8,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,Stone,248,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1626,1626,GasA,Ex,Y,SBrkr,1634,0,0,1634,0,0,2,0,3,1,Gd,7,Typ,1,Gd,Attchd,2006,RFn,3,866,TA,TA,Y,0,44,0,0,0,0,NA,NA,NA,0,5,2007,WD,Normal,250000 +470,60,RL,76,9291,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,SawyerW,RRNe,Norm,1Fam,2Story,6,5,1993,1993,Gable,CompShg,HdBoard,HdBoard,BrkFace,120,Gd,TA,PConc,Gd,TA,No,GLQ,426,Unf,0,406,832,GasA,Ex,Y,SBrkr,832,878,0,1710,0,0,2,1,3,1,Gd,7,Typ,0,NA,Attchd,1993,RFn,2,506,TA,TA,Y,144,70,0,0,0,0,NA,NA,NA,0,6,2008,WD,Normal,187000 +471,120,RL,NA,6820,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,StoneBr,Norm,Norm,TwnhsE,1Story,8,5,1985,1985,Gable,CompShg,HdBoard,HdBoard,None,0,Gd,TA,PConc,Gd,TA,Av,GLQ,368,BLQ,1120,0,1488,GasA,TA,Y,SBrkr,1502,0,0,1502,1,0,1,1,1,1,Gd,4,Typ,0,NA,Attchd,1985,RFn,2,528,TA,TA,Y,0,54,0,0,140,0,NA,NA,NA,0,6,2010,WD,Normal,212000 +472,60,RL,92,11952,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,PosA,Norm,1Fam,2Story,7,6,1977,1977,Mansard,WdShake,WdShing,Plywood,None,0,TA,TA,CBlock,Gd,TA,No,Unf,0,Unf,0,808,808,GasA,TA,Y,SBrkr,1161,808,0,1969,0,0,2,1,3,1,TA,8,Typ,1,Gd,Attchd,1977,RFn,2,534,TA,TA,Y,0,0,0,0,276,0,NA,NA,NA,0,11,2007,WD,Normal,190000 +473,180,RM,35,3675,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,TwnhsE,SLvl,6,5,2005,2005,Gable,CompShg,VinylSd,VinylSd,BrkFace,80,TA,TA,PConc,Gd,TA,Gd,GLQ,459,Unf,0,88,547,GasA,Ex,Y,SBrkr,1072,0,0,1072,1,0,1,0,2,1,TA,5,Typ,0,NA,Basment,2005,RFn,2,525,TA,TA,Y,0,28,0,0,0,0,NA,NA,NA,0,6,2008,WD,Normal,148000 +474,20,RL,110,14977,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,1Story,8,5,2006,2007,Gable,CompShg,VinylSd,VinylSd,BrkFace,304,Gd,TA,PConc,Ex,TA,Gd,GLQ,1350,Unf,0,626,1976,GasA,Ex,Y,SBrkr,1976,0,0,1976,1,0,2,0,2,1,Gd,7,Typ,1,Ex,Attchd,2006,RFn,3,908,TA,TA,Y,250,63,0,0,0,0,NA,NA,NA,0,7,2007,New,Partial,440000 +475,120,RL,41,5330,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,StoneBr,Norm,Norm,TwnhsE,1Story,8,5,2000,2000,Gable,CompShg,CemntBd,CmentBd,None,0,Gd,TA,PConc,Gd,TA,Av,GLQ,1196,Unf,0,298,1494,GasA,Ex,Y,SBrkr,1652,0,0,1652,1,0,2,0,2,1,Ex,6,Typ,0,NA,Attchd,2000,RFn,2,499,TA,TA,Y,96,48,0,0,0,0,NA,NA,NA,0,8,2007,WD,Normal,251000 +476,20,RL,80,8480,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Sawyer,Norm,Norm,1Fam,1Story,5,6,1963,1963,Hip,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,TA,No,GLQ,630,Unf,0,340,970,GasA,TA,Y,SBrkr,970,0,0,970,1,0,1,0,2,1,TA,5,Typ,0,NA,Detchd,1996,Unf,2,624,TA,TA,Y,0,24,0,0,192,0,NA,NA,NA,0,7,2007,WD,Normal,132500 +477,20,RL,75,13125,Pave,NA,Reg,Lvl,AllPub,Inside,Mod,CollgCr,Norm,Norm,1Fam,1Story,6,5,1997,1998,Gable,CompShg,VinylSd,VinylSd,BrkFace,215,TA,TA,PConc,Gd,TA,Gd,GLQ,994,Unf,0,484,1478,GasA,Ex,Y,SBrkr,1493,0,0,1493,1,0,2,0,3,1,Gd,7,Typ,1,TA,Attchd,1997,Fin,2,508,TA,TA,Y,140,39,0,0,0,0,NA,NA,NA,0,4,2008,WD,Normal,208900 +478,60,RL,105,13693,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,2Story,9,5,2006,2006,Hip,CompShg,VinylSd,VinylSd,BrkFace,772,Ex,TA,PConc,Gd,TA,Av,Unf,0,Unf,0,2153,2153,GasA,Ex,Y,SBrkr,2069,574,0,2643,0,0,2,1,3,1,Ex,9,Typ,1,Gd,BuiltIn,2006,Fin,3,694,TA,TA,Y,414,84,0,0,0,0,NA,NA,NA,0,3,2007,WD,Normal,380000 +479,20,RL,79,10637,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,8,5,2007,2008,Hip,CompShg,VinylSd,VinylSd,Stone,336,Gd,TA,PConc,Ex,TA,Gd,GLQ,1288,Unf,0,417,1705,GasA,Ex,Y,SBrkr,1718,0,0,1718,1,0,2,0,3,1,Gd,7,Typ,1,Gd,Attchd,2007,RFn,3,826,TA,TA,Y,208,44,0,0,0,0,NA,NA,NA,0,9,2009,WD,Normal,297000 +480,30,RM,50,5925,Pave,NA,Reg,Bnk,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1Story,4,7,1937,2000,Hip,CompShg,Stucco,Stucco,BrkCmn,435,TA,TA,BrkTil,Fa,TA,No,Rec,168,Unf,0,739,907,GasA,TA,Y,SBrkr,1131,0,0,1131,0,0,1,0,2,1,TA,7,Typ,0,NA,Detchd,1995,Unf,2,672,TA,TA,Y,0,72,0,0,0,0,NA,MnPrv,NA,0,3,2007,WD,Alloca,89471 +481,20,RL,98,16033,Pave,NA,IR1,Lvl,AllPub,FR2,Gtl,NridgHt,Norm,Norm,1Fam,1Story,9,5,2004,2005,Hip,CompShg,VinylSd,VinylSd,BrkFace,378,Gd,TA,PConc,Ex,TA,Gd,GLQ,1261,Unf,0,572,1833,GasA,Ex,Y,SBrkr,1850,0,0,1850,1,0,2,0,3,1,Gd,8,Typ,1,Gd,Attchd,2004,Fin,3,772,TA,TA,Y,519,112,0,0,0,0,NA,NA,NA,0,3,2006,WD,Normal,326000 +482,20,RL,72,11846,Pave,NA,IR1,HLS,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,1Story,9,5,2003,2004,Hip,CompShg,VinylSd,VinylSd,BrkFace,562,Gd,TA,PConc,Ex,TA,Gd,GLQ,1567,Unf,0,225,1792,GasA,Ex,Y,SBrkr,1792,0,0,1792,1,0,2,0,2,1,Ex,6,Typ,1,Gd,Attchd,2003,Fin,3,874,TA,TA,Y,206,49,0,0,0,0,NA,NA,NA,0,8,2006,WD,Normal,374000 +483,70,RM,50,2500,Pave,Pave,Reg,Lvl,AllPub,Corner,Gtl,OldTown,Norm,Norm,1Fam,2Story,7,8,1915,2005,Gable,CompShg,Stucco,Stucco,None,0,Gd,TA,PConc,TA,TA,No,ALQ,299,Unf,0,611,910,GasA,Ex,Y,SBrkr,916,910,0,1826,1,0,1,1,4,1,Ex,7,Min2,1,Gd,Attchd,1915,Unf,1,164,Fa,Fa,Y,0,0,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal,155000 +484,120,RM,32,4500,Pave,NA,Reg,Lvl,AllPub,FR2,Gtl,Mitchel,Norm,Norm,Twnhs,1Story,6,5,1998,1998,Hip,CompShg,VinylSd,VinylSd,BrkFace,116,TA,TA,PConc,Ex,TA,No,GLQ,897,Unf,0,319,1216,GasA,Ex,Y,SBrkr,1216,0,0,1216,1,0,2,0,2,1,TA,5,Typ,0,NA,Attchd,1998,Unf,2,402,TA,TA,Y,0,125,0,0,0,0,NA,NA,NA,0,5,2006,WD,Normal,164000 +485,20,RL,NA,7758,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Sawyer,Norm,Norm,1Fam,1Story,5,7,1962,2001,Gable,CompShg,HdBoard,Plywood,None,0,TA,Gd,CBlock,TA,TA,No,ALQ,588,Unf,0,411,999,GasA,Gd,Y,SBrkr,999,0,0,999,1,0,1,0,3,1,Gd,6,Typ,0,NA,Detchd,1963,Unf,1,264,TA,TA,Y,0,132,0,0,0,0,NA,NA,NA,0,3,2007,WD,Normal,132500 +486,20,RL,80,9600,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,7,1950,2007,Gable,CompShg,MetalSd,MetalSd,None,0,Gd,TA,CBlock,TA,TA,No,ALQ,607,Unf,0,506,1113,GasA,Gd,Y,SBrkr,1113,0,0,1113,0,0,1,0,3,1,Gd,5,Typ,1,Gd,Attchd,1950,Unf,1,264,TA,TA,Y,0,80,120,0,0,0,NA,NA,NA,0,7,2009,WD,Normal,147000 +487,20,RL,79,10289,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,7,1965,1965,Hip,CompShg,MetalSd,MetalSd,BrkFace,168,TA,TA,CBlock,TA,TA,No,ALQ,836,Unf,0,237,1073,GasA,TA,Y,SBrkr,1073,0,0,1073,1,0,1,1,3,1,TA,6,Typ,0,NA,Attchd,1965,RFn,2,515,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,6,2007,WD,Normal,156000 +488,20,RL,70,12243,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,1Story,5,6,1971,1971,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,CBlock,Gd,TA,Av,ALQ,998,Unf,0,486,1484,GasA,Gd,Y,SBrkr,1484,0,0,1484,0,0,2,0,3,1,TA,7,Typ,1,TA,Attchd,1971,Unf,2,487,TA,TA,Y,224,0,0,0,180,0,NA,NA,NA,0,2,2007,WD,Normal,175000 +489,190,RL,60,10800,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,OldTown,Norm,Norm,2fmCon,1.5Fin,5,4,1900,1970,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,Fa,CBlock,TA,Fa,No,BLQ,664,Unf,0,290,954,GasA,TA,N,FuseA,1766,648,0,2414,0,0,2,0,3,2,TA,10,Mod,1,Gd,Attchd,1970,Unf,2,520,TA,Fa,N,142,0,0,0,0,0,NA,NA,NA,0,5,2006,ConLD,Normal,160000 +490,180,RM,21,1526,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,MeadowV,Norm,Norm,Twnhs,SFoyer,4,8,1970,2002,Gable,CompShg,CemntBd,CmentBd,None,0,TA,Gd,CBlock,Gd,TA,Av,GLQ,515,Unf,0,115,630,GasA,TA,Y,SBrkr,630,0,0,630,1,0,1,0,1,1,Gd,3,Typ,0,NA,Attchd,1970,Unf,1,286,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,5,2009,WD,Normal,86000 +491,160,RM,NA,2665,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,MeadowV,Norm,Norm,TwnhsE,2Story,5,6,1976,1976,Gable,CompShg,CemntBd,CmentBd,None,0,TA,TA,PConc,Gd,TA,Mn,Unf,0,Unf,0,264,264,GasA,TA,Y,SBrkr,616,688,0,1304,0,0,1,1,3,1,TA,4,Typ,1,Gd,BuiltIn,1976,Fin,1,336,TA,TA,Y,141,24,0,0,0,0,NA,NA,NA,0,6,2008,WD,Normal,115000 +492,50,RL,79,9490,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Artery,Norm,1Fam,1.5Fin,6,7,1941,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,BLQ,403,Rec,165,238,806,GasA,TA,Y,FuseA,958,620,0,1578,1,0,1,0,3,1,Fa,5,Typ,2,TA,Attchd,1941,Unf,1,240,TA,TA,Y,0,0,32,0,0,0,NA,MnPrv,NA,0,8,2006,WD,Normal,133000 +493,60,RL,105,15578,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Gilbert,Norm,Norm,1Fam,2Story,6,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,728,728,GasA,Gd,Y,SBrkr,728,728,0,1456,0,0,2,1,3,1,TA,8,Typ,0,NA,Attchd,2006,RFn,2,429,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,5,2006,New,Partial,172785 +494,20,RL,70,7931,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,6,1960,1960,Gable,CompShg,BrkFace,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,BLQ,374,LwQ,532,363,1269,GasA,TA,Y,FuseA,1269,0,0,1269,0,0,1,1,3,1,TA,6,Typ,1,Fa,Detchd,1964,Unf,1,308,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,6,2008,WD,Normal,155000 +495,30,RM,50,5784,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Artery,Norm,1Fam,1Story,5,8,1938,1996,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,BrkTil,Fa,TA,No,Unf,0,Unf,0,190,190,GasA,Gd,Y,FuseA,886,0,0,886,0,0,1,0,2,1,TA,4,Typ,0,NA,Attchd,1938,Unf,1,273,TA,TA,Y,144,20,80,0,0,0,NA,NA,NA,0,12,2009,WD,Normal,91300 +496,30,C (all),60,7879,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,IDOTRR,Norm,Norm,1Fam,1Story,4,5,1920,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,Rec,495,Unf,0,225,720,GasA,TA,N,FuseA,720,0,0,720,0,0,1,0,2,1,TA,4,Typ,0,NA,NA,NA,NA,0,0,NA,NA,N,0,523,115,0,0,0,NA,GdWo,NA,0,11,2009,WD,Abnorml,34900 +497,20,RL,NA,12692,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NoRidge,Norm,Norm,1Fam,1Story,8,5,1992,1993,Hip,CompShg,BrkFace,BrkFace,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,1231,Unf,0,1969,3200,GasA,Ex,Y,SBrkr,3228,0,0,3228,1,0,3,0,4,1,Gd,10,Typ,1,Gd,Attchd,1992,RFn,2,546,TA,TA,Y,264,75,291,0,0,0,NA,NA,NA,0,5,2007,WD,Normal,430000 +498,50,RL,60,9120,Pave,Pave,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1.5Fin,7,6,1925,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,Gd,PConc,TA,TA,No,Rec,329,Unf,0,697,1026,GasA,Ex,Y,SBrkr,1133,687,0,1820,1,0,2,0,4,1,TA,8,Typ,0,NA,Detchd,1925,Unf,1,240,TA,TA,N,0,100,0,0,0,0,NA,GdPrv,NA,0,6,2008,WD,Normal,184000 +499,20,RL,65,7800,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,1Story,5,7,1967,2004,Hip,CompShg,HdBoard,HdBoard,BrkFace,89,TA,TA,PConc,TA,TA,No,ALQ,450,Unf,0,414,864,GasA,Ex,Y,SBrkr,899,0,0,899,0,0,1,0,3,1,Gd,5,Typ,0,NA,Attchd,1967,Fin,1,288,TA,TA,Y,64,0,0,0,0,0,NA,MnPrv,NA,0,6,2009,WD,Normal,130000 +500,20,RL,70,7535,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,7,1958,1985,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,BLQ,111,LwQ,279,522,912,GasA,Fa,Y,SBrkr,912,0,0,912,0,1,1,0,2,1,TA,5,Typ,0,NA,Attchd,1958,Fin,1,297,TA,TA,Y,12,285,0,0,0,0,NA,MnWw,Shed,480,6,2007,WD,Normal,120000 +501,160,RM,21,1890,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrDale,Norm,Norm,Twnhs,2Story,6,5,1973,1973,Gable,CompShg,HdBoard,HdBoard,BrkFace,285,TA,TA,CBlock,TA,TA,No,BLQ,356,Unf,0,316,672,GasA,TA,Y,SBrkr,672,546,0,1218,0,0,1,1,3,1,TA,7,Typ,0,NA,Detchd,1973,Unf,1,264,TA,TA,Y,144,28,0,0,0,0,NA,NA,NA,0,5,2007,WD,Normal,113000 +502,60,FV,75,9803,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,2Story,7,5,2005,2005,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,400,Unf,0,466,866,GasA,Gd,Y,SBrkr,866,902,0,1768,0,0,2,1,3,1,Gd,7,Typ,0,NA,Attchd,2005,RFn,2,603,TA,TA,Y,0,108,0,0,0,0,NA,NA,NA,0,2,2008,WD,Normal,226700 +503,20,RL,70,9170,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Edwards,Feedr,Norm,1Fam,1Story,5,7,1965,1965,Hip,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,ALQ,698,GLQ,96,420,1214,GasA,Ex,Y,SBrkr,1214,0,0,1214,1,0,1,0,2,1,TA,6,Typ,0,NA,Detchd,1965,Unf,2,461,Fa,Fa,Y,0,0,184,0,0,0,NA,GdPrv,Shed,400,4,2007,WD,Normal,140000 +504,20,RL,100,15602,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Crawfor,Norm,Norm,1Fam,1Story,7,8,1959,1997,Gable,CompShg,BrkFace,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,ALQ,1247,Unf,0,254,1501,GasA,TA,Y,SBrkr,1801,0,0,1801,1,0,2,0,1,1,TA,6,Typ,2,TA,Attchd,1959,Fin,2,484,TA,TA,Y,0,54,0,0,161,0,NA,GdWo,NA,0,3,2010,WD,Normal,289000 +505,160,RL,24,2308,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NPkVill,Norm,Norm,TwnhsE,2Story,6,5,1974,1974,Gable,CompShg,Plywood,Brk Cmn,None,0,TA,TA,CBlock,TA,TA,No,ALQ,257,Rec,495,103,855,GasA,TA,Y,SBrkr,855,467,0,1322,0,1,2,1,3,1,TA,6,Typ,1,Fa,Attchd,1974,Unf,2,440,TA,TA,Y,260,0,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal,147000 +506,90,RM,60,7596,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Artery,Norm,Duplex,2Story,5,5,1952,1952,Hip,CompShg,Wd Sdng,Wd Sdng,BrkFace,360,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,960,960,GasA,Gd,Y,SBrkr,960,1000,0,1960,0,0,2,0,4,2,TA,10,Typ,0,NA,Detchd,1952,Unf,2,400,TA,TA,N,0,0,0,0,0,0,NA,NA,NA,0,7,2009,COD,Normal,124500 +507,60,RL,80,9554,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,1Fam,2Story,8,5,1993,1994,Gable,CompShg,VinylSd,VinylSd,BrkFace,125,Gd,TA,PConc,Gd,TA,No,GLQ,380,Unf,0,397,777,GasA,Ex,Y,SBrkr,1065,846,0,1911,0,0,2,1,3,1,Gd,8,Typ,1,TA,Attchd,1993,RFn,2,471,TA,TA,Y,182,81,0,0,0,0,NA,NA,NA,0,9,2006,WD,Normal,215000 +508,20,FV,75,7862,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,1Story,6,5,2009,2009,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,27,Unf,0,1191,1218,GasA,Ex,Y,SBrkr,1218,0,0,1218,0,0,2,0,2,1,Gd,4,Typ,0,NA,Attchd,2009,Fin,2,676,TA,TA,Y,0,102,0,0,0,0,NA,NA,NA,0,9,2009,New,Partial,208300 +509,70,RM,60,9600,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,2Story,7,9,1928,2005,Gambrel,CompShg,MetalSd,MetalSd,None,0,TA,Ex,BrkTil,TA,TA,No,Rec,141,Unf,0,548,689,GasA,Ex,Y,SBrkr,689,689,0,1378,0,0,2,0,3,1,Gd,7,Typ,1,Gd,Detchd,1928,Unf,2,360,TA,TA,N,0,0,116,0,0,0,NA,NA,NA,0,10,2008,WD,Normal,161000 +510,20,RL,80,9600,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,6,1959,1959,Gable,CompShg,MetalSd,MetalSd,BrkFace,132,TA,TA,CBlock,TA,TA,No,ALQ,991,Unf,0,50,1041,GasA,Ex,Y,SBrkr,1041,0,0,1041,1,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1959,RFn,1,270,TA,TA,Y,224,88,0,0,0,0,NA,MnPrv,NA,0,7,2009,WD,Normal,124500 +511,20,RL,75,14559,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,7,1951,2000,Hip,CompShg,Wd Sdng,Wd Sdng,BrkCmn,70,Gd,TA,CBlock,TA,TA,No,BLQ,650,Rec,180,178,1008,GasA,Ex,Y,SBrkr,1363,0,0,1363,1,0,1,0,2,1,TA,6,Min1,2,TA,CarPort,1951,Unf,1,288,TA,TA,Y,324,42,0,0,168,0,NA,NA,Shed,2000,6,2009,WD,Normal,164900 +512,120,RL,40,6792,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,TwnhsE,1Story,7,5,2005,2006,Gable,CompShg,VinylSd,VinylSd,Stone,94,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1368,1368,GasA,Ex,Y,SBrkr,1368,0,0,1368,0,0,2,0,2,1,Gd,6,Typ,1,Gd,Attchd,2005,RFn,2,474,TA,TA,Y,132,35,0,0,0,0,NA,NA,NA,0,3,2006,New,Partial,202665 +513,20,RL,70,9100,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Feedr,Norm,1Fam,1Story,5,5,1958,1958,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,TA,TA,No,BLQ,521,LwQ,174,169,864,GasA,TA,Y,SBrkr,864,0,0,864,1,0,1,0,3,1,TA,5,Typ,0,NA,Detchd,1964,Unf,2,624,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,7,2006,WD,Normal,129900 +514,20,RL,71,9187,Pave,NA,Reg,Bnk,AllPub,Corner,Gtl,Mitchel,Norm,Norm,1Fam,1Story,6,5,1983,1983,Gable,CompShg,VinylSd,VinylSd,None,0,TA,Gd,PConc,TA,TA,No,ALQ,336,Unf,0,748,1084,GasA,TA,Y,SBrkr,1080,0,0,1080,0,0,1,1,3,1,TA,5,Typ,0,NA,Attchd,1983,Unf,2,484,TA,TA,Y,120,0,158,0,0,0,NA,NA,NA,0,6,2007,WD,Normal,134000 +515,45,RL,55,10594,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Crawfor,Norm,Norm,1Fam,1.5Unf,5,5,1926,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,768,768,Grav,Fa,N,SBrkr,789,0,0,789,0,0,1,0,2,1,TA,5,Typ,0,NA,Detchd,1926,Unf,1,200,Po,Po,Y,0,0,112,0,0,0,NA,MnPrv,NA,0,6,2007,WD,Normal,96500 +516,20,RL,94,12220,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,1Story,10,5,2009,2009,Hip,CompShg,CemntBd,CmentBd,BrkFace,305,Ex,TA,CBlock,Ex,TA,No,GLQ,1436,Unf,0,570,2006,GasA,Ex,Y,SBrkr,2020,0,0,2020,1,0,2,1,3,1,Ex,9,Typ,1,Gd,Attchd,2009,Fin,3,900,TA,TA,Y,156,54,0,0,0,0,NA,NA,NA,0,9,2009,New,Partial,402861 +517,80,RL,NA,10448,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NWAmes,Norm,Norm,1Fam,SLvl,6,6,1972,1972,Gable,CompShg,HdBoard,HdBoard,BrkFace,333,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,689,689,GasA,TA,Y,SBrkr,1378,741,0,2119,0,0,2,1,3,1,TA,7,Typ,1,TA,Attchd,1972,RFn,2,583,TA,TA,Y,0,104,0,0,0,0,NA,GdPrv,NA,0,8,2009,COD,Abnorml,158000 +518,60,RL,79,10208,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NoRidge,Norm,Norm,1Fam,2Story,7,5,1996,1997,Gable,CompShg,VinylSd,VinylSd,BrkFace,921,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1264,1264,GasA,Ex,Y,SBrkr,1277,1067,0,2344,0,0,2,1,3,1,Gd,7,Typ,1,TA,Attchd,1996,RFn,3,889,TA,TA,Y,220,0,0,0,0,0,NA,NA,NA,0,7,2009,WD,Normal,265000 +519,60,RL,NA,9531,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,CollgCr,Norm,Norm,1Fam,2Story,6,5,1998,1998,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,Mn,GLQ,706,Unf,0,88,794,GasA,Ex,Y,SBrkr,882,914,0,1796,1,0,2,1,3,1,TA,7,Typ,0,NA,Attchd,1998,RFn,2,546,TA,TA,Y,0,36,0,0,0,0,NA,MnPrv,NA,0,5,2007,WD,Normal,211000 +520,70,RL,53,10918,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Crawfor,Norm,Norm,1Fam,2Story,7,9,1926,2004,Gambrel,CompShg,MetalSd,MetalSd,None,0,Gd,TA,BrkTil,Gd,TA,No,Unf,0,Unf,0,1276,1276,GasA,Ex,Y,SBrkr,1276,804,0,2080,0,0,1,1,3,1,Gd,9,Typ,2,Gd,Detchd,1926,Unf,1,282,TA,TA,Y,0,0,0,0,145,0,NA,MnPrv,NA,0,6,2009,WD,Normal,234000 +521,190,RL,60,10800,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,2fmCon,2Story,4,7,1900,2000,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,BrkTil,NA,NA,NA,NA,0,NA,0,0,0,GasA,TA,N,FuseA,694,600,0,1294,0,0,2,0,3,2,TA,7,Typ,0,NA,NA,NA,NA,0,0,NA,NA,N,220,114,210,0,0,0,NA,NA,NA,0,8,2008,WD,Normal,106250 +522,20,RL,90,11988,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NAmes,Feedr,Norm,1Fam,1Story,6,6,1957,1957,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,TA,TA,No,Rec,777,Unf,0,467,1244,GasA,Ex,Y,FuseA,1244,0,0,1244,0,0,1,1,3,1,TA,6,Typ,2,Gd,Attchd,1957,Unf,1,336,TA,TA,Y,0,40,0,0,0,0,NA,NA,NA,0,5,2007,WD,Normal,150000 +523,50,RM,50,5000,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,BrkSide,Feedr,Norm,1Fam,1.5Fin,6,7,1947,1950,Gable,CompShg,CemntBd,CmentBd,None,0,TA,Gd,CBlock,TA,TA,No,ALQ,399,Unf,0,605,1004,GasA,Ex,Y,SBrkr,1004,660,0,1664,0,0,2,0,3,1,TA,7,Typ,2,Gd,Detchd,1950,Unf,2,420,TA,TA,Y,0,24,36,0,0,0,NA,NA,NA,0,10,2006,WD,Normal,159000 +524,60,RL,130,40094,Pave,NA,IR1,Bnk,AllPub,Inside,Gtl,Edwards,PosN,PosN,1Fam,2Story,10,5,2007,2008,Hip,CompShg,CemntBd,CmentBd,Stone,762,Ex,TA,PConc,Ex,TA,Gd,GLQ,2260,Unf,0,878,3138,GasA,Ex,Y,SBrkr,3138,1538,0,4676,1,0,3,1,3,1,Ex,11,Typ,1,Gd,BuiltIn,2007,Fin,3,884,TA,TA,Y,208,406,0,0,0,0,NA,NA,NA,0,10,2007,New,Partial,184750 +525,60,RL,95,11787,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NoRidge,Norm,Norm,1Fam,2Story,7,5,1996,1997,Gable,CompShg,VinylSd,VinylSd,BrkFace,594,Gd,TA,PConc,Gd,TA,No,GLQ,719,Unf,0,660,1379,GasA,Ex,Y,SBrkr,1383,1015,0,2398,1,0,2,1,3,1,Gd,8,Typ,1,TA,Attchd,1996,Fin,3,834,TA,TA,Y,239,60,0,0,0,0,NA,NA,NA,0,8,2007,WD,Normal,315750 +526,20,FV,62,7500,Pave,Pave,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,1Story,7,5,2005,2005,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1257,1257,GasA,Ex,Y,SBrkr,1266,0,0,1266,0,0,2,0,3,1,Gd,6,Typ,1,TA,Attchd,2005,Unf,2,453,TA,TA,Y,38,144,0,0,0,0,NA,NA,NA,0,4,2006,WD,Normal,176000 +527,20,RL,70,13300,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,7,1956,2000,Hip,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,Gd,TA,No,Rec,377,Unf,0,551,928,GasA,TA,Y,SBrkr,928,0,0,928,0,0,1,0,2,1,TA,4,Typ,0,NA,Attchd,1956,Unf,1,252,TA,TA,Y,261,0,156,0,0,0,NA,NA,NA,0,6,2007,WD,Normal,132000 +528,60,RL,67,14948,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,2Story,9,5,2008,2008,Hip,CompShg,VinylSd,VinylSd,Stone,268,Ex,TA,PConc,Ex,TA,Av,GLQ,1330,Unf,0,122,1452,GasA,Ex,Y,SBrkr,1476,1237,0,2713,1,0,2,1,3,1,Ex,11,Typ,1,Gd,Attchd,2008,Fin,3,858,TA,TA,Y,126,66,0,0,0,0,NA,NA,NA,0,11,2008,New,Partial,446261 +529,30,RL,58,9098,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1Story,4,7,1920,2002,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,TA,Mn,ALQ,348,Unf,0,180,528,GasA,Ex,Y,SBrkr,605,0,0,605,1,0,1,0,2,1,TA,5,Typ,0,NA,NA,NA,NA,0,0,NA,NA,N,0,0,144,0,0,0,NA,NA,NA,0,7,2007,WD,Normal,86000 +530,20,RL,NA,32668,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Crawfor,Norm,Norm,1Fam,1Story,6,3,1957,1975,Hip,CompShg,Wd Sdng,Stone,NA,NA,Gd,TA,PConc,TA,TA,No,Rec,1219,Unf,0,816,2035,GasA,TA,Y,SBrkr,2515,0,0,2515,1,0,3,0,4,2,TA,9,Maj1,2,TA,Attchd,1975,RFn,2,484,TA,TA,Y,0,0,200,0,0,0,NA,NA,NA,0,3,2007,WD,Alloca,200624 +531,80,RL,85,10200,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Timber,Norm,Norm,1Fam,SLvl,6,5,1988,1989,Gable,CompShg,HdBoard,HdBoard,BrkFace,219,Gd,TA,CBlock,Gd,TA,Av,GLQ,783,Unf,0,678,1461,GasA,Ex,Y,SBrkr,1509,0,0,1509,1,0,2,0,3,1,Gd,5,Typ,1,Fa,Attchd,1988,RFn,2,600,TA,TA,Y,224,0,0,0,0,0,NA,NA,NA,0,8,2008,WD,Abnorml,175000 +532,70,RM,60,6155,Pave,NA,IR1,Lvl,AllPub,FR3,Gtl,BrkSide,RRNn,Feedr,1Fam,2Story,6,8,1920,1999,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,Fa,Fa,Mn,Unf,0,Unf,0,611,611,GasA,Ex,Y,SBrkr,751,611,0,1362,0,0,2,0,3,1,TA,6,Typ,0,NA,Detchd,1920,Fin,2,502,TA,Fa,Y,0,0,84,0,0,0,NA,NA,NA,0,6,2008,WD,Normal,128000 +533,20,RL,60,7200,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,7,1955,2007,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,Slab,NA,NA,NA,NA,0,NA,0,0,0,GasA,Ex,Y,SBrkr,827,0,0,827,0,0,1,0,2,1,TA,5,Mod,1,Po,Detchd,1967,Unf,1,392,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,4,2010,WD,Normal,107500 +534,20,RL,50,5000,Pave,NA,Reg,Low,AllPub,Inside,Mod,BrkSide,Norm,Norm,1Fam,1Story,1,3,1946,1950,Gable,CompShg,VinylSd,VinylSd,None,0,Fa,Fa,Slab,NA,NA,NA,NA,0,NA,0,0,0,GasA,Fa,N,FuseF,334,0,0,334,0,0,1,0,1,1,Fa,2,Typ,0,NA,NA,NA,NA,0,0,NA,NA,N,0,0,0,0,0,0,NA,NA,NA,0,1,2007,WD,Normal,39300 +535,60,RL,74,9056,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,8,5,2004,2004,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Ex,Gd,Av,Unf,0,Unf,0,707,707,GasA,Ex,Y,SBrkr,707,707,0,1414,0,0,2,1,3,1,Gd,6,Typ,1,Gd,Attchd,2004,Fin,2,403,TA,TA,Y,100,35,0,0,0,0,NA,NA,NA,0,10,2006,WD,Normal,178000 +536,190,RL,70,7000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,2fmCon,2Story,5,7,1910,1991,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,Gd,TA,Gd,GLQ,969,Unf,0,148,1117,GasA,TA,Y,SBrkr,820,527,0,1347,1,0,1,0,3,1,TA,5,Typ,0,NA,NA,NA,NA,0,0,NA,NA,N,85,0,148,0,0,0,NA,NA,NA,0,1,2008,WD,Normal,107500 +537,60,RL,57,8924,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,CollgCr,Norm,Norm,1Fam,2Story,7,5,1998,1999,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,Av,Unf,0,Unf,0,880,880,GasA,Ex,Y,SBrkr,880,844,0,1724,0,0,2,1,3,1,Gd,8,Typ,0,NA,Attchd,1998,Fin,2,527,TA,TA,Y,120,155,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal,188000 +538,20,RL,NA,12735,Pave,NA,IR1,Lvl,AllPub,FR2,Gtl,NAmes,Norm,Norm,1Fam,1Story,4,5,1972,1972,Hip,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,BLQ,600,Unf,0,264,864,GasA,TA,Y,SBrkr,864,0,0,864,0,0,1,0,3,1,TA,5,Typ,0,NA,Detchd,1980,Unf,2,576,TA,TA,Y,216,0,0,0,0,0,NA,MnWw,NA,0,4,2008,COD,Normal,111250 +539,20,RL,NA,11553,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,1Story,5,5,1968,1968,Hip,CompShg,Plywood,Plywood,BrkFace,188,TA,TA,CBlock,TA,TA,No,BLQ,673,Unf,0,378,1051,GasA,TA,Y,SBrkr,1159,0,0,1159,0,0,1,1,3,1,TA,7,Typ,1,Fa,Attchd,1968,Unf,1,336,TA,TA,Y,466,0,0,0,0,0,NA,NA,NA,0,7,2006,WD,Normal,158000 +540,20,RL,NA,11423,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,8,5,2001,2002,Gable,CompShg,VinylSd,VinylSd,BrkFace,479,Gd,TA,PConc,Gd,TA,Av,GLQ,1358,Unf,0,223,1581,GasA,Ex,Y,SBrkr,1601,0,0,1601,1,0,2,0,3,1,Gd,6,Typ,1,TA,Attchd,2001,RFn,2,670,TA,TA,Y,180,0,0,0,0,0,NA,MnPrv,Shed,2000,5,2010,WD,Normal,272000 +541,20,RL,85,14601,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Timber,Norm,Norm,1Fam,1Story,9,5,2006,2006,Hip,CompShg,VinylSd,VinylSd,BrkFace,584,Ex,TA,PConc,Ex,TA,Av,GLQ,1260,Unf,0,578,1838,GasA,Ex,Y,SBrkr,1838,0,0,1838,1,0,2,0,2,1,Ex,8,Typ,1,Gd,Attchd,2006,Fin,3,765,TA,TA,Y,270,68,0,0,0,0,NA,NA,NA,0,3,2009,WD,Normal,315000 +542,60,RL,NA,11000,Pave,NA,Reg,Lvl,AllPub,FR2,Gtl,NoRidge,Norm,Norm,1Fam,2Story,8,5,2000,2000,Gable,CompShg,VinylSd,VinylSd,BrkFace,72,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,969,969,GasA,Ex,Y,SBrkr,997,1288,0,2285,0,0,2,1,4,1,Gd,8,Typ,1,TA,BuiltIn,2000,Fin,3,648,TA,TA,Y,0,56,0,0,0,0,NA,NA,NA,0,6,2007,WD,Normal,248000 +543,20,RL,78,10140,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,RRAn,Norm,1Fam,1Story,7,5,1998,1999,Hip,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Ex,TA,No,LwQ,144,GLQ,1127,379,1650,GasA,Ex,Y,SBrkr,1680,0,0,1680,1,0,2,0,3,1,Gd,7,Maj1,1,TA,Attchd,1998,Fin,2,583,TA,TA,Y,78,73,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal,213250 +544,120,RH,34,4058,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,TwnhsE,SFoyer,7,5,1998,1998,Gable,CompShg,MetalSd,MetalSd,BrkFace,182,TA,TA,PConc,Gd,TA,Av,GLQ,584,LwQ,139,0,723,GasA,Ex,Y,SBrkr,767,0,0,767,1,0,1,0,1,1,TA,4,Typ,0,NA,Attchd,1998,Fin,1,367,TA,TA,Y,120,40,0,0,0,0,NA,NA,NA,0,6,2007,WD,Normal,133000 +545,60,RL,58,17104,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,7,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,Gd,Av,GLQ,554,Unf,0,100,654,GasA,Ex,Y,SBrkr,664,832,0,1496,1,0,2,1,3,1,Gd,7,Typ,1,Gd,Attchd,2006,RFn,2,426,TA,TA,Y,100,24,0,0,0,0,NA,NA,NA,0,9,2006,New,Partial,179665 +546,50,RL,NA,13837,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NWAmes,Norm,Norm,1Fam,1.5Fin,7,5,1988,1988,Gable,CompShg,HdBoard,HdBoard,BrkFace,178,Gd,Gd,PConc,Gd,Gd,No,GLQ,1002,LwQ,202,0,1204,GasA,Gd,Y,SBrkr,1377,806,0,2183,0,0,2,1,4,1,Gd,9,Typ,0,NA,Attchd,1988,Unf,3,786,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,2,2006,WD,Normal,229000 +547,50,RL,70,8737,Pave,NA,IR1,Bnk,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1.5Fin,6,7,1923,1950,Gable,CompShg,BrkFace,Wd Sdng,None,0,TA,TA,BrkTil,Gd,TA,No,Rec,300,Unf,0,765,1065,GasA,Ex,Y,FuseA,915,720,0,1635,0,0,1,1,3,1,TA,6,Typ,1,Gd,Detchd,1950,Unf,2,440,TA,TA,Y,0,38,0,144,0,0,NA,NA,NA,0,5,2007,WD,Normal,210000 +548,85,RL,54,7244,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Mitchel,Norm,Norm,1Fam,SFoyer,5,7,1970,1970,Gable,CompShg,VinylSd,VinylSd,None,0,TA,Gd,CBlock,Gd,TA,Av,ALQ,619,Unf,0,149,768,GasA,Ex,Y,SBrkr,768,0,0,768,1,0,1,0,2,1,TA,5,Typ,0,NA,Detchd,1987,Unf,2,624,TA,TA,Y,104,0,0,0,0,0,NA,NA,NA,0,4,2007,WD,Normal,129500 +549,20,RM,49,8235,Pave,NA,IR1,HLS,AllPub,Inside,Gtl,OldTown,Feedr,RRNn,1Fam,1Story,5,7,1955,1995,Gable,CompShg,MetalSd,MetalSd,None,0,TA,Gd,CBlock,TA,TA,No,LwQ,180,Rec,645,0,825,GasA,TA,Y,SBrkr,825,0,0,825,1,0,1,0,2,1,TA,4,Typ,0,NA,Detchd,1963,RFn,2,720,TA,TA,Y,140,50,0,0,0,0,NA,MnPrv,NA,0,6,2008,WD,Normal,125000 +550,60,FV,75,9375,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,2Story,7,5,2003,2004,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,912,912,GasA,Ex,Y,SBrkr,912,1182,0,2094,0,0,2,1,4,1,Gd,8,Typ,1,Gd,BuiltIn,2003,Fin,2,615,TA,TA,Y,182,182,0,0,0,0,NA,NA,NA,0,11,2009,WD,Normal,263000 +551,120,RL,53,4043,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NPkVill,Norm,Norm,TwnhsE,1Story,6,6,1977,1977,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,CBlock,Gd,TA,No,ALQ,559,Unf,0,510,1069,GasA,TA,Y,SBrkr,1069,0,0,1069,0,0,2,0,2,1,TA,4,Typ,0,NA,Attchd,1977,RFn,2,440,TA,TA,Y,0,55,0,0,200,0,NA,NA,NA,0,10,2008,COD,Abnorml,140000 +552,20,RM,50,6000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1Story,5,6,1957,1957,Hip,CompShg,BrkFace,BrkFace,None,0,TA,TA,CBlock,TA,TA,No,Rec,308,Unf,0,620,928,GasA,Gd,Y,FuseA,928,0,0,928,0,0,1,0,3,1,TA,5,Typ,0,NA,Attchd,1957,Fin,1,288,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,6,2008,WD,Normal,112500 +553,20,RL,87,11146,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,1Story,8,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,Stone,250,Gd,TA,PConc,Ex,TA,Av,Unf,0,Unf,0,1709,1709,GasA,Ex,Y,SBrkr,1717,0,0,1717,0,0,2,0,3,1,Gd,7,Typ,1,Gd,Attchd,2006,RFn,3,908,TA,TA,Y,169,39,0,0,0,0,NA,NA,NA,0,7,2009,WD,Normal,255500 +554,20,RL,67,8777,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Feedr,Norm,1Fam,1Story,4,5,1949,2003,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,NA,NA,NA,NA,0,NA,0,0,0,GasA,Ex,Y,SBrkr,1126,0,0,1126,0,0,2,0,2,1,Gd,5,Typ,0,NA,Detchd,2002,Fin,2,520,TA,TA,N,0,96,0,0,0,0,NA,MnPrv,NA,0,5,2009,WD,Normal,108000 +555,60,RL,85,10625,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,2Story,7,5,2003,2004,Gable,CompShg,VinylSd,VinylSd,BrkFace,292,Gd,TA,PConc,Gd,TA,No,GLQ,866,Unf,0,132,998,GasA,Ex,Y,SBrkr,1006,1040,0,2046,1,0,2,1,3,1,Gd,8,Typ,1,Gd,BuiltIn,2003,RFn,3,871,TA,TA,Y,320,62,0,0,0,0,NA,NA,NA,0,8,2008,WD,Normal,284000 +556,45,RM,58,6380,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1.5Unf,5,6,1922,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,BrkTil,TA,Fa,No,Unf,0,Unf,0,993,993,GasA,TA,Y,FuseA,1048,0,0,1048,0,0,1,0,2,1,TA,5,Typ,1,Gd,Detchd,1922,Unf,1,280,TA,TA,Y,0,0,116,0,0,0,NA,NA,NA,0,8,2006,WD,Normal,113000 +557,20,RL,69,14850,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,5,1957,1957,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,Rec,895,Unf,0,197,1092,GasA,TA,Y,FuseA,1092,0,0,1092,1,0,1,0,2,1,TA,6,Typ,1,TA,Attchd,1957,Fin,1,299,TA,TA,Y,268,0,0,0,122,0,NA,MnWw,NA,0,5,2006,WD,Normal,141000 +558,50,C (all),60,11040,Pave,NA,Reg,Low,AllPub,Inside,Mod,IDOTRR,Norm,Norm,1Fam,1.5Fin,4,6,1920,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,Rec,637,Unf,0,0,637,GasA,Gd,Y,SBrkr,897,439,0,1336,0,0,1,1,3,1,TA,7,Typ,0,NA,CarPort,1994,Unf,1,570,TA,TA,Y,0,47,120,0,0,0,NA,NA,NA,0,9,2006,COD,Normal,108000 +559,60,RL,57,21872,Pave,NA,IR2,HLS,AllPub,FR2,Gtl,Gilbert,Norm,Norm,1Fam,2Story,7,5,1996,1997,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,PConc,Gd,TA,Gd,GLQ,604,Unf,0,125,729,GasA,Ex,Y,SBrkr,729,717,0,1446,0,1,2,1,3,1,TA,6,Typ,1,TA,Attchd,1996,Unf,2,406,TA,TA,Y,264,22,0,0,0,0,NA,NA,NA,0,8,2008,WD,Normal,175000 +560,120,RL,NA,3196,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Blmngtn,Norm,Norm,TwnhsE,1Story,7,5,2003,2004,Gable,CompShg,VinylSd,VinylSd,BrkFace,18,Gd,TA,PConc,Gd,TA,Gd,Unf,0,Unf,0,1374,1374,GasA,Ex,Y,SBrkr,1557,0,0,1557,0,0,2,0,2,1,Gd,7,Typ,1,TA,Attchd,2003,Fin,2,420,TA,TA,Y,143,20,0,0,0,0,NA,NA,NA,0,10,2006,WD,Normal,234000 +561,20,RL,NA,11341,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,1Story,5,6,1957,1996,Hip,CompShg,Wd Sdng,Wd Sdng,BrkFace,180,TA,TA,CBlock,Gd,TA,No,ALQ,1302,Unf,0,90,1392,GasA,TA,Y,SBrkr,1392,0,0,1392,1,0,1,1,3,1,TA,5,Mod,1,Gd,Detchd,1957,Unf,2,528,TA,TA,Y,0,0,0,0,95,0,NA,NA,NA,0,5,2010,WD,Normal,121500 +562,20,RL,77,10010,Pave,NA,Reg,Lvl,AllPub,Inside,Mod,Mitchel,Norm,Norm,1Fam,1Story,5,5,1974,1975,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,Gd,TA,Av,ALQ,1071,LwQ,123,195,1389,GasA,Gd,Y,SBrkr,1389,0,0,1389,1,0,1,0,2,1,TA,6,Typ,1,TA,Attchd,1975,RFn,2,418,TA,TA,Y,240,38,0,0,0,0,NA,NA,NA,0,4,2006,WD,Normal,170000 +563,30,RL,63,13907,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1Story,5,6,1940,1969,Gable,CompShg,WdShing,Wd Shng,None,0,TA,TA,CBlock,TA,TA,No,BLQ,290,Unf,0,706,996,GasA,Ex,Y,SBrkr,996,0,0,996,1,0,1,0,3,1,TA,6,Typ,1,Gd,NA,NA,NA,0,0,NA,NA,Y,144,0,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal,108000 +564,50,RL,66,21780,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1.5Fin,6,7,1918,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,Gd,TA,Mn,Unf,0,Unf,0,1163,1163,GasA,Ex,Y,SBrkr,1163,511,0,1674,0,0,2,0,4,1,TA,8,Typ,1,Gd,Detchd,1955,Fin,2,396,TA,TA,N,72,36,0,0,144,0,NA,NA,NA,0,7,2008,WD,Normal,185000 +565,60,RL,NA,13346,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,NoRidge,Norm,Norm,1Fam,2Story,7,5,1992,2000,Gable,CompShg,HdBoard,HdBoard,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,728,Unf,0,367,1095,GasA,Ex,Y,SBrkr,1166,1129,0,2295,1,0,2,1,4,1,Gd,9,Typ,1,TA,Attchd,1992,RFn,2,590,TA,TA,Y,0,40,0,0,0,0,NA,NA,NA,0,7,2006,WD,Normal,268000 +566,70,RL,66,6858,Pave,NA,Reg,Bnk,AllPub,Corner,Gtl,SWISU,Norm,Norm,1Fam,2Story,6,4,1915,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,806,806,GasA,TA,N,FuseF,841,806,0,1647,1,0,1,1,4,1,Fa,6,Typ,0,NA,Detchd,1920,Unf,1,216,TA,TA,Y,0,66,136,0,0,0,NA,NA,NA,0,5,2010,WD,Normal,128000 +567,60,RL,77,11198,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,StoneBr,Norm,Norm,1Fam,2Story,9,5,2005,2007,Hip,CompShg,VinylSd,VinylSd,BrkFace,245,Gd,TA,PConc,Gd,Gd,No,Unf,0,Unf,0,1122,1122,GasA,Ex,Y,SBrkr,1134,1370,0,2504,0,0,2,1,4,1,Ex,11,Typ,1,Gd,BuiltIn,2005,Fin,3,656,TA,TA,Y,144,39,0,0,0,0,NA,NA,NA,0,6,2008,WD,Normal,325000 +568,20,RL,70,10171,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,1Story,7,5,2004,2004,Gable,CompShg,VinylSd,VinylSd,BrkFace,168,Gd,TA,PConc,Gd,TA,No,GLQ,2,Unf,0,1515,1517,GasA,Ex,Y,SBrkr,1535,0,0,1535,0,0,2,0,3,1,Gd,7,Typ,0,NA,Attchd,2004,RFn,2,532,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,3,2010,WD,Normal,214000 +569,50,RL,79,12327,Pave,NA,IR1,Low,AllPub,Inside,Mod,SawyerW,Norm,Norm,1Fam,1.5Fin,8,8,1983,2009,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,Gd,TA,CBlock,Gd,TA,Gd,GLQ,1441,Unf,0,55,1496,GasA,Ex,Y,SBrkr,1496,636,0,2132,1,0,1,1,1,1,Gd,5,Min2,1,Gd,BuiltIn,1983,Fin,2,612,Gd,TA,Y,349,40,0,0,0,0,NA,NA,NA,0,9,2009,WD,Normal,316600 +570,90,RL,NA,7032,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,Duplex,SFoyer,5,5,1979,1979,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,Gd,TA,Gd,GLQ,943,Unf,0,0,943,GasA,TA,Y,SBrkr,943,0,0,943,1,0,1,0,2,1,TA,4,Typ,2,TA,Detchd,1979,Unf,2,600,TA,TA,Y,42,0,0,0,0,0,NA,NA,NA,0,12,2006,WD,Normal,135960 +571,90,RL,74,13101,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,Duplex,1Story,5,5,1965,1965,Gable,CompShg,HdBoard,HdBoard,BrkFace,108,TA,TA,CBlock,TA,TA,No,LwQ,231,Unf,0,1497,1728,GasA,TA,Y,SBrkr,1728,0,0,1728,0,0,2,0,6,2,TA,10,Typ,0,NA,Detchd,1987,Unf,2,576,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,11,2008,WD,Normal,142600 +572,20,RL,60,7332,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,6,1959,1959,Gable,CompShg,WdShing,Wd Shng,BrkFace,207,TA,TA,CBlock,TA,TA,No,BLQ,414,Unf,0,450,864,GasA,Ex,Y,SBrkr,864,0,0,864,1,0,1,0,2,1,Gd,4,Typ,0,NA,Attchd,1959,Unf,1,288,TA,TA,Y,168,0,0,0,0,0,NA,NA,NA,0,10,2006,WD,Abnorml,120000 +573,60,RL,83,13159,Pave,NA,IR1,HLS,AllPub,Corner,Gtl,Timber,Norm,Norm,1Fam,2Story,7,5,2009,2009,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Ex,TA,Av,Unf,0,Unf,0,846,846,GasA,Gd,Y,SBrkr,846,846,0,1692,0,0,2,1,3,1,Gd,6,Typ,0,NA,Attchd,2009,RFn,2,650,TA,TA,Y,208,114,0,0,0,0,NA,NA,NA,0,7,2009,New,Partial,224500 +574,80,RL,76,9967,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,SLvl,7,5,2000,2000,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,384,384,GasA,Ex,Y,SBrkr,774,656,0,1430,0,0,2,1,3,1,TA,8,Typ,1,TA,BuiltIn,2000,RFn,2,400,TA,TA,Y,100,0,0,0,0,0,NA,NA,NA,0,12,2007,WD,Normal,170000 +575,80,RL,70,10500,Pave,NA,Reg,Lvl,AllPub,FR2,Gtl,NAmes,Norm,Norm,1Fam,SLvl,5,7,1971,2005,Gambrel,CompShg,MetalSd,AsphShn,BrkFace,82,TA,TA,CBlock,TA,TA,Av,ALQ,349,Unf,0,23,372,GasA,TA,Y,SBrkr,576,533,0,1109,0,1,1,0,3,1,TA,5,Typ,0,NA,BuiltIn,1971,Unf,1,288,TA,TA,Y,35,0,0,0,0,0,NA,GdWo,NA,0,12,2007,WD,Normal,139000 +576,50,RL,80,8480,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1.5Fin,5,5,1947,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,Rec,442,Unf,0,390,832,GasA,TA,Y,SBrkr,832,384,0,1216,0,0,1,0,2,1,TA,6,Typ,0,NA,Detchd,1947,Unf,1,336,TA,TA,Y,158,0,102,0,0,0,NA,NA,NA,0,10,2008,COD,Abnorml,118500 +577,50,RL,52,6292,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SWISU,Norm,Norm,1Fam,1.5Fin,7,7,1928,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,861,861,GasA,Gd,Y,SBrkr,877,600,0,1477,0,1,2,0,3,1,TA,6,Typ,1,Gd,Detchd,1928,Unf,1,216,TA,TA,Y,0,50,0,0,0,0,NA,NA,NA,0,8,2009,WD,Normal,145000 +578,80,RL,96,11777,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,SLvl,5,6,1966,1966,Gable,CompShg,VinylSd,VinylSd,BrkFace,97,TA,TA,CBlock,TA,TA,Av,LwQ,328,ALQ,551,285,1164,GasA,Ex,Y,SBrkr,1320,0,0,1320,1,0,1,0,3,1,TA,6,Typ,2,Fa,Attchd,1966,RFn,2,564,TA,TA,Y,160,68,240,0,0,0,NA,NA,NA,0,5,2006,WD,Abnorml,164500 +579,160,FV,34,3604,Pave,Pave,Reg,Lvl,AllPub,Corner,Gtl,Somerst,Norm,Norm,TwnhsE,2Story,7,5,2007,2007,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,689,689,GasA,Ex,Y,SBrkr,703,689,0,1392,0,0,2,0,2,1,Gd,5,Typ,0,NA,Detchd,2007,Unf,2,540,TA,TA,Y,0,102,0,0,0,0,NA,NA,NA,0,2,2008,WD,Abnorml,146000 +580,50,RM,81,12150,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1.5Fin,5,5,1954,1954,Gable,CompShg,MetalSd,MetalSd,BrkFace,335,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,1050,1050,GasA,Ex,N,FuseF,1050,745,0,1795,0,0,2,0,4,1,TA,7,Typ,0,NA,Attchd,1954,Unf,1,352,Fa,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,11,2008,WD,Normal,131500 +581,20,RL,NA,14585,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,6,1960,1987,Gable,CompShg,Wd Sdng,Wd Sdng,BrkFace,85,TA,TA,CBlock,TA,TA,No,BLQ,594,Rec,219,331,1144,GasA,Ex,Y,SBrkr,1429,0,0,1429,0,1,1,0,3,1,Gd,7,Typ,2,Gd,Attchd,1960,Unf,2,572,TA,TA,Y,216,110,0,0,0,0,NA,NA,NA,0,6,2007,WD,Normal,181900 +582,20,RL,98,12704,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,1Story,8,5,2008,2009,Hip,CompShg,VinylSd,VinylSd,BrkFace,306,Ex,TA,PConc,Ex,TA,No,Unf,0,Unf,0,2042,2042,GasA,Ex,Y,SBrkr,2042,0,0,2042,0,0,2,1,3,1,Ex,8,Typ,1,Gd,Attchd,2009,RFn,3,1390,TA,TA,Y,0,90,0,0,0,0,NA,NA,NA,0,8,2009,New,Partial,253293 +583,90,RL,81,11841,Grvl,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,Duplex,SFoyer,6,5,1990,1990,Gable,CompShg,HdBoard,HdBoard,BrkFace,104,TA,Gd,CBlock,Gd,TA,Av,GLQ,816,Unf,0,0,816,GasA,TA,Y,SBrkr,816,0,0,816,1,0,1,0,3,1,TA,5,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,0,32,0,0,0,0,NA,NA,NA,0,5,2007,WD,Normal,118500 +584,75,RM,75,13500,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Artery,PosA,1Fam,2.5Unf,10,9,1893,2000,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,Ex,Ex,BrkTil,TA,TA,No,Unf,0,Unf,0,1237,1237,GasA,Gd,Y,SBrkr,1521,1254,0,2775,0,0,3,1,3,1,Gd,9,Typ,1,Gd,Detchd,1988,Unf,2,880,Gd,TA,Y,105,502,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal,325000 +585,50,RM,51,6120,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1.5Fin,4,7,1935,1995,Gable,CompShg,AsbShng,AsbShng,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,884,884,GasA,Ex,Y,SBrkr,989,584,0,1573,0,0,1,0,3,1,Gd,6,Typ,0,NA,Detchd,1935,Unf,1,240,TA,TA,Y,0,0,54,0,120,0,NA,NA,NA,0,7,2009,WD,Normal,133000 +586,20,RL,88,11443,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Timber,Norm,Norm,1Fam,1Story,8,5,2005,2006,Hip,CompShg,VinylSd,VinylSd,BrkFace,208,Gd,TA,PConc,Ex,TA,Gd,GLQ,1460,Unf,0,408,1868,GasA,Ex,Y,SBrkr,2028,0,0,2028,1,0,2,0,2,1,Gd,7,Typ,2,Gd,Attchd,2005,RFn,3,880,TA,TA,Y,326,66,0,0,0,0,NA,NA,NA,0,3,2006,New,Partial,369900 +587,30,RL,55,10267,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,RRAn,Norm,1Fam,1Story,6,7,1918,2000,Gable,CompShg,Stucco,Wd Shng,None,0,TA,Gd,BrkTil,TA,Gd,Mn,Rec,210,ALQ,606,0,816,GasA,Ex,Y,SBrkr,838,0,0,838,1,0,1,0,2,1,Fa,5,Typ,0,NA,Detchd,1961,Fin,1,275,TA,TA,N,0,0,112,0,0,0,NA,MnWw,NA,0,5,2008,WD,Normal,130000 +588,85,RL,74,8740,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,SFoyer,5,6,1982,1982,Hip,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,TA,Av,ALQ,672,Unf,0,168,840,GasA,TA,Y,SBrkr,860,0,0,860,1,0,1,0,2,1,TA,4,Typ,0,NA,Detchd,1996,Unf,2,528,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,7,2009,WD,Normal,137000 +589,20,RL,65,25095,Pave,NA,IR1,Low,AllPub,Inside,Sev,ClearCr,Norm,Norm,1Fam,1Story,5,8,1968,2003,Flat,Tar&Grv,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,Gd,GLQ,1324,Unf,0,113,1437,GasA,Ex,Y,SBrkr,1473,0,0,1473,2,0,1,0,1,1,Ex,5,Typ,2,Gd,Attchd,1968,Unf,1,452,TA,TA,Y,0,48,0,0,60,0,NA,NA,NA,0,6,2009,WD,Partial,143000 +590,40,RM,50,9100,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,RRAn,Feedr,1Fam,1Story,5,6,1930,1960,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,742,742,GasA,TA,Y,FuseA,779,0,156,935,0,0,1,0,2,1,TA,4,Typ,0,NA,Detchd,1988,Unf,1,308,TA,TA,P,0,0,0,0,0,0,NA,NA,Shed,600,8,2008,WD,Normal,79500 +591,60,RL,64,8320,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,7,5,2004,2004,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,490,Unf,0,280,770,GasA,Ex,Y,SBrkr,770,812,0,1582,0,0,2,1,3,1,Gd,6,Typ,0,NA,Attchd,2004,RFn,2,520,TA,TA,Y,0,45,0,0,0,0,NA,NA,NA,0,9,2008,WD,Normal,185900 +592,60,RL,97,13478,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NridgHt,Norm,Norm,1Fam,2Story,10,5,2008,2008,Gable,CompShg,CemntBd,CmentBd,Stone,420,Ex,TA,PConc,Ex,TA,Gd,GLQ,1338,Unf,0,384,1722,GasA,Ex,Y,SBrkr,1728,568,0,2296,1,0,2,1,3,1,Ex,10,Typ,1,Gd,BuiltIn,2008,RFn,3,842,TA,TA,Y,382,274,0,0,0,0,NA,NA,NA,0,6,2009,ConLI,Normal,451950 +593,20,RL,60,6600,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Mitchel,Norm,Norm,1Fam,1Story,5,8,1982,2003,Gable,CompShg,HdBoard,HdBoard,None,0,TA,Gd,PConc,TA,Gd,No,GLQ,816,Unf,0,0,816,GasA,Ex,Y,SBrkr,816,0,0,816,1,0,1,0,2,1,TA,4,Typ,0,NA,Detchd,1985,Fin,2,816,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,6,2008,WD,Normal,138000 +594,120,RM,NA,4435,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,TwnhsE,1Story,6,5,2003,2003,Gable,CompShg,VinylSd,VinylSd,BrkFace,170,Gd,TA,PConc,Gd,TA,Av,GLQ,685,Unf,0,163,848,GasA,Ex,Y,SBrkr,848,0,0,848,1,0,1,0,1,1,Gd,4,Typ,0,NA,Attchd,2003,Fin,2,420,TA,TA,Y,140,0,0,0,0,0,NA,NA,NA,0,5,2009,WD,Normal,140000 +595,20,RL,88,7990,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,5,6,1975,1975,Hip,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,Gd,TA,No,Unf,0,Unf,0,924,924,GasA,TA,Y,SBrkr,924,0,0,924,0,0,1,0,3,1,TA,5,Typ,0,NA,Detchd,1981,Unf,1,280,TA,TA,Y,0,0,0,0,0,0,NA,MnPrv,NA,0,4,2008,WD,Normal,110000 +596,20,RL,69,11302,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,StoneBr,Norm,Norm,1Fam,1Story,8,5,2005,2006,Gable,CompShg,VinylSd,Other,BrkFace,238,Gd,TA,PConc,Gd,TA,Gd,GLQ,1422,Unf,0,392,1814,GasA,Ex,Y,SBrkr,1826,0,0,1826,1,0,2,0,3,1,Gd,7,Typ,1,TA,Attchd,2005,Fin,3,758,TA,TA,Y,180,75,0,0,120,0,NA,NA,NA,0,8,2006,New,Partial,319000 +597,70,RM,60,3600,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,2Story,6,7,1910,1993,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,684,684,GasA,Ex,N,FuseA,684,684,0,1368,0,0,1,0,3,1,TA,7,Typ,0,NA,Detchd,1930,Unf,1,216,TA,Fa,N,0,158,0,0,0,0,NA,NA,NA,0,10,2006,WD,Normal,114504 +598,120,RL,53,3922,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Blmngtn,Norm,Norm,TwnhsE,1Story,7,5,2006,2007,Gable,CompShg,VinylSd,VinylSd,BrkFace,72,Gd,TA,PConc,Ex,TA,Av,Unf,0,Unf,0,1258,1258,GasA,Ex,Y,SBrkr,1402,0,0,1402,0,2,0,2,2,1,Gd,7,Typ,1,Gd,Attchd,2006,Fin,3,648,TA,TA,Y,120,16,0,0,0,0,NA,NA,NA,0,2,2007,New,Partial,194201 +599,20,RL,80,12984,Pave,NA,Reg,Bnk,AllPub,Inside,Gtl,Crawfor,Norm,Norm,1Fam,1Story,5,6,1977,1977,Gable,CompShg,Plywood,Plywood,BrkFace,459,TA,TA,CBlock,Gd,TA,Mn,ALQ,1283,LwQ,147,0,1430,GasA,Ex,Y,SBrkr,1647,0,0,1647,1,0,2,0,3,1,Gd,7,Typ,1,TA,Attchd,1977,Fin,2,621,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,3,2006,WD,Normal,217500 +600,160,RM,24,1950,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Blueste,Norm,Norm,Twnhs,2Story,6,6,1980,1980,Gable,CompShg,MetalSd,MetalSd,None,0,TA,Gd,CBlock,Gd,TA,No,LwQ,81,GLQ,612,23,716,GasA,TA,Y,SBrkr,716,840,0,1556,1,0,2,1,3,1,TA,6,Typ,1,TA,Attchd,1980,Fin,2,452,TA,TA,Y,161,0,0,0,0,0,NA,GdPrv,NA,0,7,2008,COD,Normal,151000 +601,60,RL,74,10927,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,2Story,8,5,2005,2005,Gable,CompShg,VinylSd,VinylSd,BrkFace,280,Gd,TA,PConc,Gd,TA,Av,GLQ,546,Unf,0,512,1058,GasA,Ex,Y,SBrkr,1058,846,0,1904,1,0,2,1,3,1,Ex,8,Typ,1,Gd,BuiltIn,2003,Fin,2,736,TA,TA,Y,179,60,0,0,0,0,NA,NA,NA,0,6,2006,WD,Normal,275000 +602,50,RM,50,9000,Pave,NA,Reg,Bnk,AllPub,Inside,Gtl,IDOTRR,Norm,Norm,1Fam,1.5Fin,6,6,1937,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,Gd,PConc,TA,TA,No,Unf,0,Unf,0,780,780,GasA,TA,Y,SBrkr,780,595,0,1375,0,0,1,1,3,1,Gd,6,Typ,1,Gd,Detchd,1979,Unf,1,544,TA,TA,P,0,162,0,0,126,0,NA,NA,NA,0,12,2007,WD,Normal,141000 +603,60,RL,80,10041,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,1Fam,2Story,8,5,1992,1992,Gable,CompShg,HdBoard,HdBoard,None,0,Gd,TA,PConc,Gd,TA,Mn,GLQ,789,Unf,0,119,908,GasA,Ex,Y,SBrkr,927,988,0,1915,1,0,2,1,3,1,Gd,8,Typ,1,TA,Attchd,1992,Fin,2,506,TA,TA,Y,120,150,0,0,0,0,NA,NA,NA,0,2,2006,WD,Abnorml,220000 +604,160,FV,30,3182,Pave,Pave,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,TwnhsE,2Story,7,5,2004,2005,Gable,CompShg,MetalSd,MetalSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,600,600,GasA,Ex,Y,SBrkr,600,600,0,1200,0,0,2,1,2,1,Gd,4,Typ,0,NA,Detchd,2004,RFn,2,480,TA,TA,Y,0,172,0,0,0,0,NA,NA,NA,0,6,2010,WD,Normal,151000 +605,20,RL,88,12803,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,2002,2002,Gable,CompShg,VinylSd,VinylSd,BrkFace,99,Gd,TA,PConc,Gd,TA,Mn,GLQ,922,Unf,0,572,1494,GasA,Ex,Y,SBrkr,1494,0,0,1494,1,0,2,0,3,1,Gd,6,Typ,1,TA,Attchd,2002,RFn,2,530,TA,TA,Y,192,36,0,0,0,0,NA,NA,NA,0,9,2008,WD,Normal,221000 +606,60,RL,85,13600,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,2Story,7,6,1965,1990,Gable,CompShg,HdBoard,HdBoard,BrkFace,176,TA,TA,CBlock,TA,TA,No,BLQ,454,Unf,0,314,768,GasA,TA,Y,SBrkr,1186,800,0,1986,0,0,2,1,3,1,TA,7,Typ,3,Fa,Attchd,1965,Unf,2,486,TA,TA,Y,0,42,0,0,189,0,NA,NA,NA,0,10,2009,WD,Normal,205000 +607,20,RL,82,12464,Pave,NA,IR2,Low,AllPub,Corner,Mod,CollgCr,Norm,Norm,1Fam,1Story,5,5,1996,1996,Gable,CompShg,VinylSd,VinylSd,None,0,TA,Gd,PConc,Gd,TA,No,GLQ,732,Unf,0,308,1040,GasA,Gd,Y,SBrkr,1040,0,0,1040,1,0,1,0,3,1,Gd,6,Typ,0,NA,Detchd,2000,Unf,2,576,TA,TA,Y,168,0,0,0,0,0,NA,GdPrv,NA,0,11,2009,WD,Normal,152000 +608,20,RL,78,7800,Pave,NA,Reg,Bnk,AllPub,Inside,Mod,Edwards,Norm,Norm,1Fam,2Story,5,8,1948,2002,Gable,CompShg,MetalSd,MetalSd,None,0,TA,Gd,CBlock,TA,Gd,No,GLQ,603,Unf,0,293,896,GasA,Ex,Y,SBrkr,1112,896,0,2008,1,0,3,0,3,1,Ex,8,Typ,0,NA,Attchd,1948,Unf,1,230,TA,TA,Y,103,0,0,0,0,0,NA,NA,NA,0,8,2006,WD,Normal,225000 +609,70,RL,78,12168,Pave,NA,Reg,HLS,AllPub,Inside,Mod,Crawfor,Norm,Norm,1Fam,2Story,8,6,1934,1998,Gable,CompShg,BrkFace,Wd Sdng,None,0,TA,TA,PConc,Gd,TA,Mn,BLQ,428,Unf,0,537,965,GasA,TA,Y,SBrkr,1940,1254,0,3194,0,0,2,1,4,1,TA,10,Typ,2,Gd,Basment,1934,Unf,2,380,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,9,2007,WD,Alloca,359100 +610,20,RL,61,7943,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,Feedr,Norm,1Fam,1Story,4,5,1961,1961,Gable,CompShg,VinylSd,VinylSd,BrkCmn,192,TA,Fa,CBlock,TA,TA,Mn,Rec,903,Unf,0,126,1029,GasA,Gd,Y,SBrkr,1029,0,0,1029,1,0,1,0,3,1,TA,5,Typ,0,NA,Attchd,1961,Unf,1,261,TA,TA,Y,64,0,39,0,0,0,NA,NA,NA,0,4,2007,WD,Normal,118500 +611,60,RL,NA,11050,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,PosN,Norm,1Fam,2Story,9,5,2000,2000,Hip,CompShg,VinylSd,VinylSd,BrkFace,204,Gd,TA,PConc,Ex,TA,Mn,GLQ,904,Unf,0,536,1440,GasA,Ex,Y,SBrkr,1476,677,0,2153,1,0,2,1,3,1,Ex,8,Typ,2,Ex,Attchd,2000,Fin,3,736,TA,TA,Y,253,142,0,0,0,0,NA,NA,NA,0,5,2009,WD,Normal,313000 +612,80,RL,NA,10395,Pave,NA,IR1,Lvl,AllPub,FR2,Gtl,NWAmes,Norm,Norm,1Fam,SLvl,6,6,1978,1978,Gable,CompShg,HdBoard,HdBoard,BrkFace,233,TA,TA,CBlock,Gd,TA,Av,ALQ,605,Unf,0,427,1032,GasA,TA,Y,SBrkr,1032,0,0,1032,0,1,2,0,3,1,TA,6,Typ,1,TA,Attchd,1978,Unf,2,564,TA,TA,Y,0,0,0,0,0,0,NA,MnPrv,Shed,500,7,2007,WD,Normal,148000 +613,60,RL,NA,11885,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,8,5,2001,2001,Gable,CompShg,VinylSd,VinylSd,BrkFace,108,Gd,TA,PConc,Gd,TA,Av,GLQ,990,Unf,0,309,1299,GasA,Ex,Y,SBrkr,1299,573,0,1872,1,0,2,1,3,1,Ex,7,Typ,1,TA,BuiltIn,2001,RFn,2,531,TA,TA,Y,160,122,0,0,0,0,NA,NA,NA,0,11,2009,WD,Normal,261500 +614,20,RL,70,8402,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Mitchel,Feedr,Norm,1Fam,1Story,5,5,2007,2007,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,No,ALQ,206,Unf,0,914,1120,GasA,Ex,Y,SBrkr,1120,0,0,1120,0,0,1,0,3,1,TA,6,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,0,30,0,0,0,0,NA,NA,NA,0,12,2007,New,Partial,147000 +615,180,RM,21,1491,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,MeadowV,Norm,Norm,TwnhsE,SFoyer,4,6,1972,1972,Gable,CompShg,CemntBd,CmentBd,None,0,TA,TA,CBlock,Gd,TA,Av,LwQ,150,GLQ,480,0,630,GasA,Ex,Y,SBrkr,630,0,0,630,1,0,1,0,1,1,TA,3,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,96,24,0,0,0,0,NA,NA,NA,0,5,2010,WD,Normal,75500 +616,85,RL,80,8800,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Feedr,Norm,1Fam,SFoyer,6,7,1963,1963,Gable,CompShg,MetalSd,MetalSd,BrkFace,156,TA,Gd,PConc,TA,TA,Gd,GLQ,763,Unf,0,173,936,GasA,Ex,Y,SBrkr,1054,0,0,1054,1,0,1,0,3,1,Gd,6,Typ,0,NA,Attchd,1963,RFn,2,480,TA,TA,Y,120,0,0,0,0,0,NA,MnPrv,NA,0,5,2010,WD,Abnorml,137500 +617,60,RL,NA,7861,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,6,5,2002,2003,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,457,Unf,0,326,783,GasA,Ex,Y,SBrkr,807,702,0,1509,1,0,2,1,3,1,Gd,7,Typ,1,Gd,Attchd,2002,Fin,2,393,TA,TA,Y,100,75,0,0,0,0,NA,NA,NA,0,6,2006,WD,Normal,183200 +618,45,RL,59,7227,Pave,NA,Reg,HLS,AllPub,Corner,Mod,NAmes,Artery,Norm,1Fam,1.5Unf,6,6,1954,1954,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,832,832,GasA,Gd,Y,SBrkr,832,0,0,832,0,0,1,0,2,1,Gd,4,Typ,0,NA,Detchd,1962,Unf,2,528,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,6,2008,WD,Normal,105500 +619,20,RL,90,11694,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,1Story,9,5,2007,2007,Hip,CompShg,CemntBd,CmentBd,BrkFace,452,Ex,TA,PConc,Ex,TA,Av,GLQ,48,Unf,0,1774,1822,GasA,Ex,Y,SBrkr,1828,0,0,1828,0,0,2,0,3,1,Gd,9,Typ,1,Gd,Attchd,2007,Unf,3,774,TA,TA,Y,0,108,0,0,260,0,NA,NA,NA,0,7,2007,New,Partial,314813 +620,60,RL,85,12244,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Timber,Norm,Norm,1Fam,2Story,8,5,2003,2003,Hip,CompShg,VinylSd,VinylSd,Stone,226,Gd,TA,PConc,Gd,TA,Gd,GLQ,871,Unf,0,611,1482,GasA,Ex,Y,SBrkr,1482,780,0,2262,1,0,2,1,4,1,Gd,10,Typ,2,Gd,Attchd,2003,Fin,3,749,TA,TA,Y,168,0,0,0,0,0,NA,NA,NA,0,8,2008,WD,Normal,305000 +621,30,RL,45,8248,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1Story,3,3,1914,1950,Gable,CompShg,Stucco,Stucco,None,0,TA,TA,BrkTil,TA,TA,No,BLQ,41,Unf,0,823,864,GasA,TA,N,FuseF,864,0,0,864,1,0,1,0,2,1,TA,5,Typ,0,NA,NA,NA,NA,0,0,NA,NA,N,0,0,100,0,0,0,NA,NA,NA,0,9,2008,WD,Normal,67000 +622,60,RL,90,10800,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,2Story,6,7,1974,1997,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,TA,No,ALQ,956,Rec,182,384,1522,GasA,TA,Y,SBrkr,1548,1066,0,2614,0,0,2,1,4,1,TA,9,Typ,1,TA,Attchd,1974,RFn,2,624,TA,TA,Y,38,243,0,0,0,0,NA,NA,NA,0,6,2008,WD,Normal,240000 +623,20,RL,71,7064,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,1Story,5,6,1977,1977,Gable,CompShg,Plywood,Plywood,BrkFace,153,TA,TA,CBlock,TA,TA,No,BLQ,560,Unf,0,420,980,GasA,TA,Y,SBrkr,980,0,0,980,0,0,1,0,3,1,TA,6,Typ,0,NA,Detchd,1986,Unf,2,484,TA,TA,Y,192,0,0,0,0,0,NA,NA,NA,0,7,2009,WD,Normal,135000 +624,160,FV,NA,2117,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,TwnhsE,2Story,6,5,2000,2000,Gable,CompShg,MetalSd,MetalSd,BrkFace,513,Gd,TA,PConc,Gd,TA,No,GLQ,420,Unf,0,336,756,GasA,Ex,Y,SBrkr,756,756,0,1512,0,0,2,1,2,1,Gd,4,Typ,1,TA,Detchd,2000,Unf,2,440,TA,TA,Y,0,32,0,0,0,0,NA,NA,NA,0,6,2007,WD,Normal,168500 +625,60,RL,80,10400,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,2Story,6,5,1972,1972,Gable,CompShg,VinylSd,VinylSd,None,288,TA,TA,CBlock,TA,TA,No,Rec,247,Unf,0,485,732,GasA,Gd,Y,SBrkr,1012,778,0,1790,1,0,1,2,4,1,TA,8,Min2,1,TA,Attchd,1972,RFn,2,484,TA,TA,Y,148,0,0,0,147,0,NA,NA,NA,0,11,2006,WD,Normal,165150 +626,20,RL,87,10000,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,6,1962,1962,Hip,CompShg,Wd Sdng,Wd Sdng,BrkFace,261,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,1116,1116,GasA,TA,Y,SBrkr,1116,0,0,1116,0,0,1,1,3,1,TA,5,Typ,0,NA,Attchd,1962,Unf,2,440,TA,TA,Y,0,0,0,0,385,0,NA,NA,NA,0,2,2010,WD,Normal,160000 +627,20,RL,NA,12342,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,5,1960,1978,Hip,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,978,978,GasA,TA,Y,SBrkr,1422,0,0,1422,0,0,1,0,3,1,TA,6,Min1,1,TA,Attchd,1960,RFn,1,286,TA,TA,Y,0,0,36,0,0,0,NA,GdWo,Shed,600,8,2007,WD,Normal,139900 +628,80,RL,80,9600,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,SLvl,6,6,1955,1972,Gable,CompShg,AsbShng,AsbShng,BrkFace,164,TA,TA,CBlock,TA,TA,Av,BLQ,674,LwQ,132,350,1156,GasA,Ex,Y,SBrkr,1520,0,0,1520,1,0,1,0,3,1,TA,7,Typ,2,Gd,Basment,1955,RFn,1,364,TA,TA,Y,0,0,189,0,0,0,NA,NA,NA,0,3,2010,WD,Normal,153000 +629,60,RL,70,11606,Pave,NA,IR1,HLS,AllPub,Inside,Sev,NAmes,Norm,Norm,1Fam,2Story,5,5,1969,1969,Gable,CompShg,Plywood,Plywood,BrkFace,192,TA,TA,PConc,Gd,TA,Av,Rec,650,Unf,0,390,1040,GasA,TA,Y,SBrkr,1040,1040,0,2080,0,1,1,2,5,1,Fa,9,Typ,2,TA,Attchd,1969,Unf,2,504,TA,TA,Y,335,0,0,0,0,0,NA,NA,NA,0,9,2007,WD,Family,135000 +630,80,RL,82,9020,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Feedr,Norm,1Fam,SLvl,6,5,1964,1964,Gable,WdShngl,Plywood,Wd Sdng,BrkFace,259,TA,TA,CBlock,TA,TA,Gd,GLQ,624,Rec,336,288,1248,GasA,TA,Y,SBrkr,1350,0,0,1350,1,0,1,1,3,1,TA,6,Typ,0,NA,Attchd,1964,RFn,2,520,TA,TA,Y,176,0,0,0,0,0,NA,GdPrv,NA,0,6,2008,WD,Normal,168500 +631,70,RM,50,9000,Pave,Grvl,Reg,Lvl,AllPub,Corner,Gtl,OldTown,Artery,Norm,1Fam,2Story,5,6,1880,1991,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,BrkTil,Fa,Fa,No,Unf,0,Unf,0,636,636,GasA,TA,Y,FuseA,1089,661,0,1750,0,0,1,0,3,1,Ex,8,Typ,0,NA,Detchd,1937,Unf,1,240,Fa,Po,N,0,0,293,0,0,0,NA,MnPrv,NA,0,6,2006,WD,Abnorml,124000 +632,120,RL,34,4590,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,Twnhs,1Story,8,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,Stone,108,Gd,TA,PConc,Gd,Gd,Mn,GLQ,24,Unf,0,1530,1554,GasA,Ex,Y,SBrkr,1554,0,0,1554,0,0,2,0,2,1,Gd,6,Typ,1,Gd,Attchd,2006,RFn,2,627,TA,TA,Y,156,73,0,0,0,0,NA,NA,NA,0,8,2007,WD,Normal,209500 +633,20,RL,85,11900,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,1Story,7,5,1977,1977,Hip,CompShg,Plywood,Plywood,BrkFace,209,TA,Gd,CBlock,TA,TA,No,ALQ,822,Unf,0,564,1386,GasA,TA,Y,SBrkr,1411,0,0,1411,0,0,2,0,3,1,TA,6,Typ,1,TA,Attchd,1977,Fin,2,544,TA,TA,Y,192,0,0,0,0,0,NA,NA,NA,0,4,2009,WD,Family,82500 +634,20,RL,80,9250,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,7,1954,2005,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,BLQ,480,LwQ,468,108,1056,GasA,TA,Y,SBrkr,1056,0,0,1056,0,1,1,0,3,1,TA,6,Typ,0,NA,Attchd,1954,Unf,1,260,TA,TA,Y,390,0,0,0,0,0,NA,NA,NA,0,7,2007,WD,Normal,139400 +635,90,RL,64,6979,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,Duplex,SFoyer,6,5,1980,1980,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,CBlock,TA,TA,No,GLQ,1056,Unf,0,0,1056,GasA,Gd,Y,SBrkr,1056,0,0,1056,2,0,0,0,0,2,TA,4,Typ,0,NA,Detchd,1980,Unf,2,576,TA,TA,Y,264,56,0,0,0,0,NA,GdPrv,Shed,600,6,2010,WD,Normal,144000 +636,190,RH,60,10896,Pave,Pave,Reg,Bnk,AllPub,Inside,Gtl,SWISU,Feedr,Norm,2fmCon,2.5Fin,6,7,1914,1995,Hip,CompShg,VinylSd,VinylSd,None,0,Fa,TA,CBlock,TA,Fa,No,LwQ,256,Unf,0,1184,1440,GasA,Ex,Y,FuseA,1440,1440,515,3395,0,0,2,0,8,2,Fa,14,Typ,0,NA,NA,NA,NA,0,0,NA,NA,N,0,110,0,0,0,0,NA,NA,NA,0,3,2007,WD,Abnorml,200000 +637,30,RM,51,6120,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1Story,2,3,1936,1950,Gable,CompShg,AsbShng,AsbShng,None,0,Fa,Fa,BrkTil,TA,Fa,No,Unf,0,Unf,0,264,264,Grav,Fa,N,FuseA,800,0,0,800,0,0,1,0,1,1,Fa,4,Maj1,1,Po,NA,NA,NA,0,0,NA,NA,N,0,0,0,0,0,0,NA,NA,NA,0,1,2009,ConLw,Normal,60000 +638,190,RM,50,6000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,2fmCon,1.5Fin,5,4,1954,1954,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,811,811,GasA,TA,Y,FuseA,811,576,0,1387,0,0,2,0,3,2,Gd,7,Typ,0,NA,BuiltIn,1954,Unf,1,256,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,11,2009,WD,Normal,93000 +639,30,RL,67,8777,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Feedr,Norm,1Fam,1Story,5,7,1910,1950,Gable,CompShg,MetalSd,Wd Sdng,None,0,TA,TA,CBlock,Fa,TA,No,Unf,0,Unf,0,796,796,GasA,Gd,Y,FuseA,796,0,0,796,0,0,1,0,2,1,TA,4,Typ,0,NA,NA,NA,NA,0,0,NA,NA,P,328,0,164,0,0,0,NA,MnPrv,NA,0,5,2008,WD,Normal,85000 +640,120,RL,53,3982,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Blmngtn,Norm,Norm,TwnhsE,1Story,8,5,2006,2006,Hip,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,Gd,Av,GLQ,1154,Unf,0,366,1520,GasA,Ex,Y,SBrkr,1567,0,0,1567,1,0,2,0,1,1,Ex,7,Typ,1,Gd,Attchd,2006,Fin,3,648,TA,TA,Y,312,0,0,0,0,0,NA,NA,NA,0,10,2006,New,Partial,264561 +641,120,RL,62,12677,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,TwnhsE,1Story,8,5,2003,2004,Hip,CompShg,MetalSd,MetalSd,BrkFace,472,Ex,TA,PConc,Ex,TA,Gd,GLQ,1218,Unf,0,300,1518,GasA,Ex,Y,SBrkr,1518,0,0,1518,0,0,1,1,1,1,Ex,6,Typ,1,Gd,Attchd,2003,RFn,2,588,TA,TA,Y,185,140,0,0,0,0,NA,NA,NA,0,4,2008,WD,Normal,274000 +642,60,FV,NA,7050,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,2Story,7,5,2001,2001,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,738,Unf,0,319,1057,GasA,Ex,Y,SBrkr,1057,872,0,1929,1,0,2,1,3,1,Gd,7,Typ,1,TA,Attchd,2001,Fin,2,650,TA,TA,Y,0,235,0,0,0,0,NA,NA,NA,0,5,2007,WD,Normal,226000 +643,80,RL,75,13860,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,SLvl,8,7,1972,1995,Gable,CompShg,Plywood,Wd Sdng,None,0,Gd,TA,CBlock,Gd,TA,Gd,GLQ,1410,Unf,0,542,1952,GasA,Gd,Y,SBrkr,2000,704,0,2704,1,0,2,1,4,1,Ex,9,Typ,3,TA,Attchd,1972,Fin,2,538,TA,TA,Y,269,111,0,0,0,0,NA,MnPrv,NA,0,7,2009,WD,Normal,345000 +644,60,RL,80,10793,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,RRAn,Norm,1Fam,2Story,5,5,1969,1969,Mansard,CompShg,WdShing,HdBoard,BrkFace,263,TA,TA,CBlock,TA,TA,No,Rec,493,BLQ,287,0,780,GasA,Ex,Y,SBrkr,780,840,0,1620,0,0,2,1,4,1,TA,7,Min1,0,NA,Attchd,1969,Fin,2,462,TA,TA,Y,208,0,0,0,0,0,NA,GdWo,NA,0,4,2007,WD,Normal,152000 +645,20,FV,85,9187,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,1Story,9,5,2009,2009,Gable,CompShg,CemntBd,CmentBd,Stone,162,Ex,TA,PConc,Ex,TA,Mn,GLQ,1121,Unf,0,645,1766,GasA,Ex,Y,SBrkr,1766,0,0,1766,1,0,2,1,2,1,Ex,7,Typ,1,Gd,Attchd,2009,Fin,3,478,TA,TA,Y,195,130,0,0,0,0,NA,NA,NA,0,10,2009,New,Partial,370878 +646,20,RL,NA,10530,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,5,1971,1971,Hip,CompShg,Plywood,Plywood,None,0,TA,TA,CBlock,TA,TA,No,ALQ,282,LwQ,35,664,981,GasA,TA,Y,SBrkr,981,0,0,981,1,0,1,1,3,1,TA,5,Typ,0,NA,Detchd,1979,Unf,2,576,TA,TA,Y,0,312,40,0,0,0,NA,NA,NA,0,3,2007,WD,Normal,143250 +647,20,RL,60,7200,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,5,1950,1950,Hip,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,NA,NA,NA,NA,0,NA,0,0,0,GasA,Gd,Y,SBrkr,1048,0,0,1048,0,0,1,0,3,1,TA,7,Min1,0,NA,Detchd,1950,Unf,2,420,TA,TA,Y,0,27,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal,98300 +648,20,RL,85,10452,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1Story,6,5,1953,1953,Hip,CompShg,Wd Sdng,Wd Sdng,Stone,216,TA,TA,CBlock,TA,TA,Mn,Rec,500,Unf,0,594,1094,GasA,Ex,Y,SBrkr,1094,0,0,1094,0,0,1,0,3,1,TA,5,Typ,2,Gd,Attchd,1953,RFn,2,495,TA,TA,Y,0,0,0,0,287,0,NA,NA,NA,0,6,2008,WD,Normal,155000 +649,60,RL,70,7700,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,PosN,Norm,1Fam,2Story,6,5,1966,1966,Gable,CompShg,MetalSd,MetalSd,BrkFace,351,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,756,756,GasA,TA,Y,SBrkr,1051,788,0,1839,0,0,1,1,4,1,TA,7,Typ,1,TA,Attchd,1966,Unf,2,442,TA,TA,Y,0,124,216,0,0,0,NA,NA,NA,0,6,2010,WD,Normal,155000 +650,180,RM,21,1936,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,MeadowV,Norm,Norm,Twnhs,SFoyer,4,6,1970,1970,Gable,CompShg,CemntBd,CmentBd,None,0,TA,TA,CBlock,Gd,TA,Av,BLQ,131,GLQ,499,0,630,GasA,Gd,Y,SBrkr,630,0,0,630,1,0,1,0,1,1,TA,3,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,0,0,0,0,0,0,NA,MnPrv,NA,0,12,2007,WD,Normal,84500 +651,60,FV,65,8125,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,2Story,7,6,2007,2007,Gable,CompShg,CemntBd,CmentBd,NA,NA,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,813,813,GasA,Ex,Y,SBrkr,822,843,0,1665,0,0,2,1,3,1,Gd,7,Typ,0,NA,Attchd,2007,RFn,2,562,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,5,2008,WD,Normal,205950 +652,70,RL,60,9084,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Artery,Norm,1Fam,2Story,4,5,1940,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,Mn,Unf,0,Unf,0,755,755,GasA,TA,Y,SBrkr,755,755,0,1510,1,0,1,0,4,1,TA,7,Typ,1,Gd,Detchd,1940,Unf,1,296,Fa,Po,P,120,0,0,0,0,0,NA,MnPrv,NA,0,10,2009,WD,Normal,108000 +653,60,RL,70,8750,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,7,5,1996,1996,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,880,880,GasA,Ex,Y,SBrkr,909,807,0,1716,0,0,2,1,2,1,Gd,7,Typ,1,TA,Attchd,1996,RFn,2,512,TA,TA,Y,0,120,0,0,0,0,NA,NA,NA,0,7,2009,WD,Normal,191000 +654,50,RM,60,10320,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,IDOTRR,Norm,Norm,1Fam,1.5Fin,6,7,1906,1995,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,756,756,GasA,Ex,Y,SBrkr,756,713,0,1469,0,0,1,0,3,1,TA,7,Typ,0,NA,Detchd,1906,Unf,1,216,TA,TA,Y,57,0,239,0,0,0,NA,MnPrv,NA,0,6,2008,WD,Normal,135000 +655,20,RL,91,10437,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NoRidge,Norm,Norm,1Fam,1Story,8,6,1995,1995,Hip,CompShg,MetalSd,MetalSd,BrkFace,660,Gd,Gd,PConc,Gd,TA,Gd,GLQ,1696,Unf,0,413,2109,GasA,Ex,Y,SBrkr,2113,0,0,2113,1,0,2,1,2,1,Gd,7,Typ,1,TA,Attchd,1995,Fin,3,839,TA,TA,Y,236,46,0,0,0,0,NA,NA,NA,0,8,2008,WD,Normal,350000 +656,160,RM,21,1680,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrDale,Norm,Norm,Twnhs,2Story,6,5,1971,1971,Gable,CompShg,HdBoard,ImStucc,BrkFace,381,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,525,525,GasA,TA,Y,SBrkr,525,567,0,1092,0,0,1,1,3,1,TA,6,Typ,0,NA,Detchd,1971,Unf,1,264,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,3,2010,WD,Family,88000 +657,20,RL,72,10007,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,7,1959,2006,Gable,CompShg,HdBoard,HdBoard,BrkFace,54,Gd,TA,CBlock,TA,TA,No,ALQ,806,Unf,0,247,1053,GasA,Ex,Y,SBrkr,1053,0,0,1053,1,0,1,1,3,1,Gd,5,Typ,0,NA,Attchd,1959,RFn,1,312,TA,TA,Y,0,0,0,0,0,0,NA,MnPrv,NA,0,8,2008,WD,Normal,145500 +658,70,RL,60,7200,Pave,NA,Reg,HLS,AllPub,Inside,Mod,Crawfor,Norm,Norm,1Fam,2Story,7,6,1931,2000,Gable,CompShg,Stucco,Wd Shng,None,0,TA,Fa,BrkTil,Gd,TA,No,Unf,0,Unf,0,776,776,GasA,TA,Y,SBrkr,851,651,0,1502,0,0,1,1,3,1,TA,6,Typ,1,Gd,Attchd,1931,RFn,1,270,TA,TA,P,0,0,112,0,0,0,NA,MnPrv,NA,0,2,2008,WD,Normal,149000 +659,50,RL,78,17503,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Artery,Norm,1Fam,1.5Fin,6,5,1948,1950,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,912,912,GasA,TA,Y,SBrkr,912,546,0,1458,0,1,1,0,3,1,TA,6,Typ,1,Gd,Attchd,1948,Unf,1,330,TA,TA,Y,192,0,0,0,0,0,NA,NA,NA,0,1,2010,WD,Abnorml,97500 +660,20,RL,75,9937,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Edwards,Norm,Norm,1Fam,1Story,5,7,1964,1999,Hip,CompShg,MetalSd,MetalSd,None,0,TA,Gd,PConc,TA,TA,No,BLQ,637,Unf,0,849,1486,GasA,Ex,Y,SBrkr,1486,0,0,1486,1,0,1,0,3,1,TA,7,Typ,0,NA,Detchd,1968,Fin,2,480,TA,TA,Y,0,0,0,0,0,0,NA,MnPrv,NA,0,3,2009,WD,Normal,167000 +661,60,RL,NA,12384,Pave,NA,Reg,Lvl,AllPub,CulDSac,Gtl,NWAmes,Norm,Norm,1Fam,2Story,7,7,1976,1976,Gable,CompShg,Plywood,Plywood,BrkFace,233,TA,TA,CBlock,Gd,TA,No,Unf,0,Unf,0,793,793,GasA,TA,Y,SBrkr,1142,793,0,1935,0,0,2,1,3,1,TA,7,Typ,1,TA,Attchd,1976,RFn,2,550,TA,TA,Y,0,113,252,0,0,0,NA,NA,NA,0,11,2007,WD,Normal,197900 +662,60,RL,52,46589,Pave,NA,IR2,Lvl,AllPub,CulDSac,Gtl,NoRidge,Norm,Norm,1Fam,2Story,8,7,1994,2005,Hip,CompShg,VinylSd,VinylSd,BrkFace,528,Gd,TA,PConc,Gd,Gd,No,GLQ,1361,Rec,180,88,1629,GasA,Ex,Y,SBrkr,1686,762,0,2448,1,0,2,1,4,1,Gd,8,Typ,1,TA,Attchd,1994,RFn,3,711,TA,TA,Y,517,76,0,0,0,0,NA,NA,NA,0,7,2009,WD,Normal,402000 +663,20,RL,120,13560,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,3,1968,1968,Hip,CompShg,Wd Sdng,Wd Sdng,BrkFace,216,TA,TA,CBlock,Fa,Fa,No,Unf,0,Unf,0,1392,1392,GasA,Gd,Y,SBrkr,1392,0,0,1392,1,0,1,0,2,1,TA,5,Maj2,2,TA,Attchd,1968,RFn,2,576,TA,TA,Y,0,0,240,0,0,0,NA,NA,NA,0,7,2009,WD,Normal,110000 +664,85,RL,90,10012,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,SFoyer,4,5,1972,1972,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,CBlock,Gd,TA,Av,BLQ,920,Rec,180,38,1138,GasA,TA,Y,SBrkr,1181,0,0,1181,1,0,2,0,3,1,TA,6,Typ,0,NA,Detchd,1974,RFn,2,588,TA,TA,Y,0,0,180,0,0,0,NA,MnPrv,NA,0,4,2008,WD,Normal,137500 +665,20,RL,49,20896,Pave,NA,IR2,Lvl,AllPub,CulDSac,Gtl,Somerst,RRAn,Norm,1Fam,1Story,8,5,2005,2006,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Ex,TA,Mn,GLQ,1721,Unf,0,356,2077,GasA,Ex,Y,SBrkr,2097,0,0,2097,1,0,1,1,1,1,Ex,8,Typ,1,Ex,Attchd,2005,Fin,3,1134,TA,TA,Y,192,267,0,0,0,0,NA,NA,NA,0,1,2006,New,Partial,423000 +666,60,RL,106,11194,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Gilbert,Norm,Norm,1Fam,2Story,8,5,2000,2000,Gable,CompShg,VinylSd,VinylSd,BrkFace,40,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1406,1406,GasA,Ex,Y,SBrkr,1454,482,0,1936,0,0,2,1,3,1,Gd,7,Typ,1,TA,Attchd,2000,RFn,2,504,TA,TA,Y,188,124,0,0,0,0,NA,NA,NA,0,11,2006,WD,Normal,230500 +667,60,RL,NA,18450,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,2Story,6,5,1965,1979,Flat,Tar&Grv,Plywood,Plywood,BrkCmn,113,TA,Gd,CBlock,Gd,TA,No,LwQ,187,Rec,723,111,1021,GasA,TA,Y,SBrkr,1465,915,0,2380,0,0,2,1,3,1,TA,7,Sev,1,Po,CarPort,1965,Unf,2,596,TA,TA,Y,0,265,0,0,0,0,NA,NA,NA,0,8,2007,WD,Abnorml,129000 +668,20,RL,65,8125,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,1Fam,1Story,6,5,1994,1998,Gable,CompShg,HdBoard,HdBoard,BrkFace,258,TA,TA,PConc,Gd,TA,No,GLQ,1138,Unf,0,270,1408,GasA,Ex,Y,SBrkr,1679,0,0,1679,1,0,2,0,3,1,Gd,7,Typ,1,Fa,Attchd,1994,RFn,2,575,TA,TA,Y,224,42,0,0,0,0,NA,NA,NA,0,10,2008,WD,Normal,193500 +669,20,RL,NA,14175,Pave,NA,Reg,Bnk,AllPub,Corner,Mod,Sawyer,Norm,Norm,1Fam,1Story,5,6,1956,1987,Gable,CompShg,CemntBd,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,Rec,988,Unf,0,200,1188,GasA,Gd,Y,SBrkr,1437,0,0,1437,1,0,1,1,3,1,TA,6,Min2,1,TA,Detchd,1999,Unf,2,576,TA,TA,Y,304,0,0,0,0,0,NA,NA,NA,0,11,2006,WD,Normal,168000 +670,30,RL,80,11600,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Crawfor,Norm,Norm,1Fam,1Story,4,5,1922,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,BrkTil,Fa,TA,No,Unf,0,Unf,0,700,700,GasA,Ex,Y,SBrkr,1180,0,0,1180,0,0,1,0,2,1,Fa,5,Typ,1,Gd,Detchd,1922,Unf,1,252,TA,Fa,Y,0,0,67,0,0,0,NA,NA,NA,0,7,2006,WD,Normal,137500 +671,60,RL,64,8633,Pave,NA,Reg,Lvl,AllPub,FR2,Gtl,CollgCr,Norm,Norm,1Fam,2Story,6,5,2005,2005,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,193,Unf,0,545,738,GasA,Ex,Y,SBrkr,738,738,0,1476,1,0,2,1,3,1,Gd,7,Typ,0,NA,Attchd,2005,Fin,2,540,TA,TA,Y,100,35,0,0,0,0,NA,NA,NA,0,2,2009,WD,Normal,173500 +672,70,RH,54,6629,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Artery,Norm,1Fam,2Story,6,6,1925,1950,Gambrel,CompShg,Wd Sdng,Wd Sdng,None,0,TA,Gd,BrkTil,TA,TA,No,BLQ,551,Unf,0,121,672,GasA,TA,N,SBrkr,697,672,0,1369,1,0,2,0,3,1,TA,6,Typ,0,NA,Detchd,1930,Unf,1,300,TA,TA,Y,147,0,0,0,0,0,NA,NA,NA,0,7,2009,WD,Normal,103600 +673,20,RL,NA,11250,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Veenker,Norm,Norm,1Fam,1Story,6,6,1977,1977,Gable,CompShg,Plywood,Plywood,None,0,Gd,TA,CBlock,Gd,TA,No,ALQ,767,Unf,0,441,1208,GasA,TA,Y,SBrkr,1208,0,0,1208,1,0,1,1,3,1,TA,6,Typ,1,TA,Attchd,1977,RFn,2,546,TA,TA,Y,198,42,0,0,0,0,NA,NA,NA,0,6,2006,WD,Normal,165000 +674,20,RL,110,14442,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Crawfor,Norm,Norm,1Fam,1Story,6,7,1957,2004,Hip,CompShg,CemntBd,CmentBd,BrkFace,106,TA,TA,PConc,TA,TA,No,GLQ,1186,Unf,0,291,1477,GasA,Ex,Y,SBrkr,1839,0,0,1839,1,0,2,0,3,1,Gd,7,Typ,2,TA,Attchd,1957,Fin,2,416,TA,TA,Y,0,87,0,0,200,0,NA,NA,NA,0,6,2007,WD,Normal,257500 +675,20,RL,80,9200,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,6,1965,1965,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,TA,No,Rec,892,Unf,0,244,1136,GasA,TA,Y,SBrkr,1136,0,0,1136,1,0,1,0,3,1,TA,5,Typ,1,Gd,Attchd,1965,RFn,1,384,TA,TA,Y,426,0,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal,140000 +676,160,RL,24,2289,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NPkVill,Norm,Norm,Twnhs,2Story,6,6,1978,1978,Gable,CompShg,Plywood,Brk Cmn,None,0,TA,TA,CBlock,TA,TA,No,ALQ,311,Unf,0,544,855,GasA,TA,Y,SBrkr,855,586,0,1441,0,0,2,1,3,1,TA,7,Typ,1,TA,Attchd,1978,Unf,2,440,TA,TA,Y,28,0,0,0,0,0,NA,NA,NA,0,4,2009,WD,Normal,148500 +677,70,RM,60,9600,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,2Story,4,2,1900,1950,Gable,CompShg,AsbShng,Stucco,None,0,TA,TA,BrkTil,TA,Fa,No,Unf,0,Unf,0,1095,1095,GasW,Fa,N,SBrkr,1095,679,0,1774,1,0,2,0,4,2,TA,8,Min2,0,NA,2Types,1920,Unf,3,779,Fa,Fa,N,0,0,90,0,0,0,NA,NA,NA,0,5,2006,WD,Normal,87000 +678,30,RL,52,9022,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1Story,5,8,1924,2006,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,768,768,GasA,Ex,Y,SBrkr,792,0,0,792,0,0,1,0,2,1,Gd,5,Typ,0,NA,Detchd,1924,Unf,1,240,Fa,Fa,N,316,0,120,0,0,0,NA,NA,NA,0,5,2009,WD,Normal,109500 +679,20,RL,80,11844,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,StoneBr,Norm,Norm,1Fam,1Story,8,5,2008,2008,Hip,CompShg,VinylSd,VinylSd,Stone,464,Gd,TA,PConc,Ex,TA,Mn,Unf,0,Unf,0,2046,2046,GasA,Ex,Y,SBrkr,2046,0,0,2046,0,0,2,1,3,1,Gd,7,Typ,1,Gd,Attchd,2008,Fin,3,834,TA,TA,Y,322,82,0,0,0,0,NA,NA,NA,0,7,2009,New,Partial,372500 +680,20,RL,NA,9945,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,1Story,5,5,1961,1961,Hip,CompShg,Wd Sdng,Wd Sdng,BrkFace,57,TA,TA,CBlock,TA,TA,No,Rec,827,Unf,0,161,988,GasA,TA,Y,SBrkr,988,0,0,988,1,0,1,0,3,1,TA,5,Typ,0,NA,Detchd,1963,Unf,2,572,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,10,2007,WD,Normal,128500 +681,120,RL,50,8012,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,TwnhsE,1Story,6,5,1980,1980,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,CBlock,Gd,TA,No,BLQ,543,BLQ,119,261,923,GasA,TA,Y,SBrkr,923,0,0,923,0,0,2,0,2,1,TA,5,Typ,1,TA,Attchd,1980,RFn,1,264,TA,TA,Y,80,0,0,0,0,0,NA,NA,NA,0,5,2010,WD,Normal,143000 +682,50,RH,55,4500,Pave,Pave,IR2,Bnk,AllPub,Inside,Gtl,SWISU,Norm,Norm,1Fam,1.5Fin,5,5,1932,2000,Gable,CompShg,VinylSd,Stucco,None,0,TA,TA,BrkTil,TA,TA,No,Rec,182,Unf,0,611,793,GasA,Ex,Y,SBrkr,848,672,0,1520,0,0,1,0,3,1,TA,6,Typ,0,NA,Detchd,1968,Unf,1,281,TA,TA,Y,0,0,56,0,0,0,NA,NA,NA,0,7,2009,WD,Abnorml,159434 +683,120,RL,NA,2887,Pave,NA,Reg,HLS,AllPub,Inside,Gtl,ClearCr,Norm,Norm,1Fam,1Story,6,5,1996,1997,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,PConc,Gd,TA,Mn,GLQ,1003,Unf,0,288,1291,GasA,Ex,Y,SBrkr,1291,0,0,1291,1,0,1,0,2,1,Gd,6,Typ,1,Gd,Attchd,1996,Unf,2,431,TA,TA,Y,307,0,0,0,0,0,NA,NA,NA,0,11,2008,WD,Normal,173000 +684,20,RL,90,11248,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,CollgCr,Norm,Norm,1Fam,1Story,9,5,2002,2002,Hip,CompShg,VinylSd,VinylSd,Stone,215,Gd,TA,PConc,Gd,TA,Av,GLQ,1059,Unf,0,567,1626,GasA,Ex,Y,SBrkr,1668,0,0,1668,1,0,2,0,3,1,Gd,7,Typ,1,TA,Attchd,2002,Fin,3,702,TA,TA,Y,257,45,0,0,0,0,NA,NA,NA,0,7,2007,WD,Normal,285000 +685,60,RL,58,16770,Pave,NA,IR2,Lvl,AllPub,CulDSac,Gtl,NoRidge,Norm,Norm,1Fam,2Story,7,5,1998,1998,Gable,CompShg,VinylSd,VinylSd,BrkFace,30,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1195,1195,GasA,Gd,Y,SBrkr,1195,644,0,1839,0,0,2,1,4,1,TA,7,Typ,0,NA,Attchd,1998,Fin,2,486,TA,TA,Y,0,81,0,0,0,0,NA,NA,NA,0,6,2010,WD,Normal,221000 +686,160,RL,NA,5062,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,StoneBr,Norm,Norm,TwnhsE,2Story,7,5,1984,1984,Gable,CompShg,HdBoard,HdBoard,None,0,Gd,TA,CBlock,Gd,TA,Mn,GLQ,828,LwQ,182,180,1190,GasA,Gd,Y,SBrkr,1190,900,0,2090,1,0,2,0,3,1,Gd,6,Min1,1,TA,Attchd,1984,Fin,2,577,TA,TA,Y,219,0,0,0,0,0,NA,NA,NA,0,9,2007,WD,Normal,207500 +687,60,FV,84,10207,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,2Story,7,6,2007,2007,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,874,874,GasA,Ex,Y,SBrkr,874,887,0,1761,0,0,3,0,3,1,Gd,7,Typ,0,NA,Attchd,2007,Fin,2,578,TA,TA,Y,144,105,0,0,0,0,NA,NA,NA,0,8,2007,New,Partial,227875 +688,160,FV,NA,5105,Pave,NA,IR2,Lvl,AllPub,FR2,Gtl,Somerst,Norm,Norm,TwnhsE,2Story,7,5,2004,2004,Gable,CompShg,MetalSd,MetalSd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,239,Unf,0,312,551,GasA,Ex,Y,SBrkr,551,551,0,1102,0,0,2,1,2,1,Gd,4,Typ,0,NA,Detchd,2004,Unf,2,480,TA,TA,Y,0,60,0,0,0,0,NA,NA,NA,0,3,2007,WD,Normal,148800 +689,20,RL,60,8089,Pave,NA,Reg,HLS,AllPub,Inside,Gtl,StoneBr,Norm,Norm,1Fam,1Story,8,6,2007,2007,Gable,CompShg,MetalSd,MetalSd,BrkFace,0,Gd,TA,PConc,Gd,TA,Av,GLQ,945,Unf,0,474,1419,GasA,Ex,Y,SBrkr,1419,0,0,1419,1,0,2,0,2,1,Gd,7,Typ,1,Gd,Attchd,2007,RFn,2,567,TA,TA,Y,140,0,0,0,0,0,NA,NA,NA,0,10,2007,New,Partial,392000 +690,120,RL,61,7577,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NridgHt,Norm,Norm,TwnhsE,1Story,6,5,2005,2006,Gable,CompShg,VinylSd,VinylSd,Stone,256,Gd,TA,PConc,Gd,TA,Av,ALQ,20,Unf,0,1342,1362,GasA,Ex,Y,SBrkr,1362,0,0,1362,0,0,2,0,2,1,Gd,6,Typ,1,Gd,Attchd,2005,RFn,2,460,TA,TA,Y,192,28,0,0,0,0,NA,NA,NA,0,6,2007,WD,Normal,194700 +691,120,RM,NA,4426,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,TwnhsE,1Story,6,5,2004,2004,Gable,CompShg,VinylSd,VinylSd,BrkFace,147,Gd,TA,PConc,Gd,TA,Gd,GLQ,697,Unf,0,151,848,GasA,Ex,Y,SBrkr,848,0,0,848,1,0,1,0,1,1,Gd,3,Typ,1,TA,Attchd,2004,RFn,2,420,TA,TA,Y,149,0,0,0,0,0,NA,NA,NA,0,5,2008,WD,Normal,141000 +692,60,RL,104,21535,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NoRidge,Norm,Norm,1Fam,2Story,10,6,1994,1995,Gable,WdShngl,HdBoard,HdBoard,BrkFace,1170,Ex,TA,PConc,Ex,TA,Gd,GLQ,1455,Unf,0,989,2444,GasA,Ex,Y,SBrkr,2444,1872,0,4316,0,1,3,1,4,1,Ex,10,Typ,2,Ex,Attchd,1994,Fin,3,832,TA,TA,Y,382,50,0,0,0,0,NA,NA,NA,0,1,2007,WD,Normal,755000 +693,60,RL,42,26178,Pave,NA,IR1,Lvl,AllPub,Inside,Mod,Timber,Norm,Norm,1Fam,2Story,7,5,1989,1990,Hip,CompShg,MetalSd,MetalSd,BrkFace,293,Gd,TA,PConc,Gd,TA,Gd,GLQ,965,Unf,0,245,1210,GasA,Ex,Y,SBrkr,1238,1281,0,2519,1,0,2,1,4,1,Gd,9,Typ,2,Gd,Attchd,1989,RFn,2,628,TA,TA,Y,320,27,0,0,0,0,NA,NA,NA,0,4,2006,WD,Normal,335000 +694,30,RL,60,5400,Pave,NA,Reg,Lvl,AllPub,Corner,Sev,OldTown,Norm,Norm,1Fam,1Story,5,6,1921,1968,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,1073,1073,GasA,Ex,Y,SBrkr,1073,0,0,1073,0,0,1,0,2,1,TA,4,Typ,0,NA,Detchd,1968,Unf,1,326,TA,TA,Y,0,0,112,0,0,0,NA,NA,NA,0,12,2006,WD,Abnorml,108480 +695,50,RM,51,6120,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,BrkSide,Norm,Norm,1Fam,1.5Fin,5,6,1936,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,Fa,BrkTil,TA,TA,No,Unf,0,Unf,0,927,927,GasA,TA,Y,SBrkr,1067,472,0,1539,0,0,1,1,3,1,TA,5,Typ,0,NA,Detchd,1995,Unf,2,576,TA,TA,Y,112,0,0,0,0,0,NA,MnPrv,NA,0,4,2009,WD,Normal,141500 +696,20,RL,54,13811,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Timber,Norm,Norm,1Fam,1Story,6,6,1987,1987,Gable,CompShg,HdBoard,HdBoard,BrkFace,72,TA,TA,CBlock,Gd,Gd,No,GLQ,980,LwQ,40,92,1112,GasA,Gd,Y,SBrkr,1137,0,0,1137,1,0,2,0,2,1,Gd,5,Typ,1,TA,Attchd,1987,Unf,2,551,TA,TA,Y,125,0,0,0,0,0,NA,NA,NA,0,7,2006,WD,Normal,176000 +697,30,RM,50,6000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1Story,5,7,1921,1950,Gable,CompShg,Wd Sdng,Wd Shng,None,0,TA,TA,CBlock,TA,TA,No,LwQ,616,Unf,0,0,616,GasA,Gd,Y,SBrkr,616,0,0,616,0,0,1,0,2,1,TA,4,Typ,0,NA,Detchd,1921,Unf,1,205,TA,TA,Y,0,0,129,0,0,0,NA,NA,NA,0,6,2006,WD,Normal,89000 +698,20,RL,57,6420,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1Story,5,7,1952,1952,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,PConc,Ex,Gd,Mn,LwQ,210,ALQ,551,219,980,GasA,Fa,Y,FuseA,1148,0,0,1148,0,1,1,0,2,1,TA,6,Typ,0,NA,Detchd,1952,Unf,1,308,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,9,2006,WD,Normal,123500 +699,20,RL,65,8450,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,RRAe,Norm,1Fam,1Story,5,8,1965,2009,Gable,CompShg,MetalSd,MetalSd,None,0,TA,Gd,CBlock,TA,TA,No,GLQ,553,BLQ,117,224,894,GasA,Ex,Y,SBrkr,894,0,0,894,1,0,1,0,3,1,TA,5,Typ,1,Gd,Detchd,1973,Unf,1,336,TA,TA,Y,416,144,0,0,0,0,NA,MnPrv,NA,0,4,2010,WD,Normal,138500 +700,120,FV,59,4282,Pave,Pave,IR2,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,TwnhsE,1Story,7,5,2004,2004,Gable,CompShg,MetalSd,MetalSd,None,0,Gd,TA,PConc,Gd,TA,Mn,GLQ,16,Unf,0,1375,1391,GasA,Ex,Y,SBrkr,1391,0,0,1391,0,0,2,0,2,1,Gd,5,Typ,0,NA,Attchd,2004,RFn,2,530,TA,TA,Y,156,158,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal,196000 +701,20,RL,85,14331,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Timber,Norm,Norm,1Fam,1Story,8,5,2002,2002,Hip,CompShg,VinylSd,VinylSd,BrkFace,630,Gd,TA,PConc,Ex,TA,Gd,GLQ,1274,Unf,0,526,1800,GasA,Ex,Y,SBrkr,1800,0,0,1800,1,0,2,0,3,1,Gd,7,Typ,1,Gd,Attchd,2002,Fin,3,765,TA,TA,Y,270,78,0,0,0,0,NA,NA,NA,0,5,2006,WD,Normal,312500 +702,20,RL,80,9600,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,1Story,7,5,1969,1969,Hip,CompShg,HdBoard,HdBoard,BrkFace,168,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,1164,1164,GasA,TA,Y,SBrkr,1164,0,0,1164,0,0,1,1,3,1,TA,6,Typ,0,NA,Attchd,1969,Unf,2,528,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,7,2006,COD,Normal,140000 +703,60,RL,82,12438,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,StoneBr,Norm,Norm,1Fam,2Story,8,5,2006,2006,Hip,CompShg,VinylSd,VinylSd,BrkFace,466,Ex,TA,PConc,Ex,Gd,No,Unf,0,Unf,0,1234,1234,GasA,Ex,Y,SBrkr,1264,1312,0,2576,0,0,2,1,4,1,Ex,10,Typ,1,Gd,BuiltIn,2006,Fin,3,666,TA,TA,Y,324,100,0,0,0,0,NA,NA,NA,0,7,2006,New,Partial,361919 +704,190,RM,76,7630,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Feedr,Norm,2fmCon,2Story,5,9,1900,1996,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,Gd,BrkTil,Gd,TA,No,Unf,0,Unf,0,360,360,GasA,Gd,Y,SBrkr,1032,780,0,1812,0,0,2,0,4,2,Gd,8,Typ,1,Po,Detchd,1999,Unf,2,672,TA,TA,N,344,0,40,0,0,0,NA,MnPrv,NA,0,5,2010,WD,Normal,140000 +705,20,RL,70,8400,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,2004,2005,Gable,CompShg,VinylSd,VinylSd,BrkFace,109,Gd,TA,PConc,Gd,TA,Av,GLQ,712,Unf,0,761,1473,GasA,Ex,Y,SBrkr,1484,0,0,1484,1,0,2,0,3,1,Gd,7,Typ,0,NA,Attchd,2004,RFn,2,606,TA,TA,Y,0,35,0,144,0,0,NA,NA,NA,0,5,2010,WD,Normal,213000 +706,190,RM,70,5600,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,IDOTRR,Norm,Norm,2fmCon,2Story,4,5,1930,1950,Hip,CompShg,VinylSd,Wd Shng,None,0,Fa,Fa,Slab,NA,NA,NA,NA,0,NA,0,0,0,GasA,Fa,N,SBrkr,372,720,0,1092,0,0,2,0,3,2,Fa,7,Mod,0,NA,NA,NA,NA,0,0,NA,NA,N,0,0,0,0,0,0,NA,NA,Othr,3500,7,2010,WD,Normal,55000 +707,20,RL,NA,115149,Pave,NA,IR2,Low,AllPub,CulDSac,Sev,ClearCr,Norm,Norm,1Fam,1Story,7,5,1971,2002,Gable,CompShg,Plywood,Plywood,Stone,351,TA,TA,CBlock,Gd,TA,Gd,GLQ,1219,Unf,0,424,1643,GasA,TA,Y,SBrkr,1824,0,0,1824,1,0,2,0,2,1,Gd,5,Typ,2,TA,Attchd,1971,Unf,2,739,TA,TA,Y,380,48,0,0,0,0,NA,NA,NA,0,6,2007,WD,Normal,302000 +708,120,RL,48,6240,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,TwnhsE,1Story,8,5,2006,2006,Hip,CompShg,MetalSd,MetalSd,BrkFace,176,Gd,TA,PConc,Gd,TA,No,GLQ,863,Unf,0,461,1324,GasA,Ex,Y,SBrkr,1324,0,0,1324,1,0,2,0,2,1,Gd,6,Typ,1,Gd,Attchd,2006,Fin,2,550,TA,TA,Y,192,38,0,0,0,0,NA,NA,NA,0,12,2009,WD,Normal,254000 +709,60,RL,65,9018,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,7,5,2007,2007,Hip,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,Av,Unf,0,Unf,0,728,728,GasA,Ex,Y,SBrkr,728,728,0,1456,0,0,2,1,3,1,Gd,8,Typ,1,Gd,Attchd,2007,Fin,2,400,TA,TA,Y,100,24,0,0,0,0,NA,NA,NA,0,7,2007,New,Partial,179540 +710,20,RL,NA,7162,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,1Story,5,7,1966,1966,Gable,CompShg,HdBoard,HdBoard,BrkCmn,41,TA,TA,PConc,TA,TA,No,Unf,0,Unf,0,876,876,GasA,TA,Y,SBrkr,904,0,0,904,0,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1966,Unf,1,408,TA,TA,Y,0,0,0,0,0,0,NA,MnPrv,NA,0,12,2008,WD,Abnorml,109900 +711,30,RL,56,4130,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1Story,3,6,1935,2003,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,CBlock,TA,TA,No,Unf,0,Unf,0,270,270,GasA,Gd,Y,SBrkr,729,0,0,729,0,0,1,0,2,1,TA,5,Maj2,0,NA,NA,NA,NA,0,0,NA,NA,N,0,0,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal,52000 +712,50,C (all),66,8712,Pave,Pave,Reg,HLS,AllPub,Inside,Mod,IDOTRR,Norm,Norm,1Fam,1.5Fin,4,7,1900,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,Stone,TA,TA,Mn,Unf,0,Unf,0,859,859,GasA,Gd,Y,SBrkr,859,319,0,1178,0,0,1,0,2,1,TA,7,Typ,0,NA,Detchd,1964,RFn,1,384,TA,TA,N,68,0,98,0,0,0,NA,NA,NA,0,1,2010,WD,Abnorml,102776 +713,120,RL,40,4671,Pave,NA,IR1,HLS,AllPub,Inside,Gtl,StoneBr,Norm,Norm,TwnhsE,1Story,8,5,1988,1989,Gable,CompShg,HdBoard,HdBoard,None,0,Gd,TA,PConc,Gd,TA,Mn,GLQ,767,Unf,0,461,1228,GasA,Gd,Y,SBrkr,1228,0,0,1228,1,0,2,0,2,1,Gd,5,Typ,1,Gd,Attchd,1988,Fin,2,472,TA,TA,Y,168,120,0,0,0,0,NA,NA,NA,0,10,2008,WD,Normal,189000 +714,190,RL,60,9873,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,RRAn,Norm,2fmCon,1Story,4,5,1970,1970,Gable,CompShg,HdBoard,HdBoard,BrkFace,160,TA,TA,CBlock,TA,TA,Av,ALQ,789,Unf,0,171,960,GasW,TA,N,SBrkr,960,0,0,960,1,0,1,0,3,1,TA,6,Typ,0,NA,Detchd,1970,Unf,2,576,TA,TA,Y,0,288,0,0,0,0,NA,NA,NA,0,5,2006,WD,Normal,129000 +715,60,RL,NA,13517,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Sawyer,RRAe,Norm,1Fam,2Story,6,8,1976,2005,Gable,CompShg,HdBoard,Plywood,BrkFace,289,Gd,TA,CBlock,TA,TA,No,GLQ,533,Unf,0,192,725,GasA,Ex,Y,SBrkr,725,754,0,1479,0,0,2,1,3,1,Gd,6,Typ,0,NA,Attchd,1976,RFn,2,475,TA,TA,Y,0,44,0,0,0,0,NA,NA,NA,0,3,2010,WD,Normal,130500 +716,20,RL,78,10140,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,1Story,6,5,1974,1974,Hip,CompShg,HdBoard,HdBoard,BrkFace,174,TA,TA,CBlock,Gd,TA,No,Unf,0,Unf,0,1064,1064,GasA,TA,Y,SBrkr,1350,0,0,1350,0,0,2,0,3,1,TA,7,Typ,1,TA,Attchd,1974,RFn,2,478,TA,TA,Y,0,0,0,0,0,0,NA,MnPrv,NA,0,8,2009,WD,Normal,165000 +717,70,RM,60,10800,Pave,Grvl,Reg,Bnk,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,2Story,7,8,1890,1998,Gable,CompShg,Wd Sdng,VinylSd,None,0,TA,Gd,BrkTil,TA,TA,No,Unf,0,Unf,0,718,718,GasA,Ex,Y,SBrkr,1576,978,0,2554,0,0,1,1,3,1,TA,8,Typ,0,NA,Detchd,1996,Unf,2,704,TA,TA,P,0,48,143,0,0,0,NA,NA,NA,0,7,2007,WD,Normal,159500 +718,20,RL,80,10000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,1Story,5,6,1973,2000,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,Gd,TA,No,BLQ,1084,Unf,0,92,1176,GasA,Gd,Y,SBrkr,1178,0,0,1178,0,1,1,1,3,1,Gd,5,Typ,1,Fa,Attchd,1973,Unf,2,439,TA,TA,Y,224,0,0,0,0,0,NA,MnPrv,NA,0,11,2008,WD,Normal,157000 +719,60,RL,96,10542,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NoRidge,Norm,Norm,1Fam,2Story,7,5,1993,1994,Hip,CompShg,Wd Sdng,ImStucc,BrkFace,651,Gd,TA,PConc,Gd,TA,Gd,GLQ,1173,Unf,0,138,1311,GasA,Ex,Y,SBrkr,1325,1093,0,2418,1,0,2,1,3,1,Gd,9,Typ,1,TA,Attchd,1993,RFn,3,983,TA,TA,Y,250,154,216,0,0,0,NA,NA,NA,0,8,2008,WD,Normal,341000 +720,20,RL,69,9920,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,5,6,1969,1969,Gable,CompShg,HdBoard,Plywood,None,0,TA,TA,CBlock,Gd,TA,Gd,ALQ,523,Unf,0,448,971,GasA,TA,Y,SBrkr,971,0,0,971,0,0,1,1,3,1,TA,5,Typ,1,Po,Attchd,1969,Unf,1,300,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,5,2006,WD,Normal,128500 +721,120,RL,NA,6563,Pave,NA,IR1,Low,AllPub,CulDSac,Mod,StoneBr,Norm,Norm,1Fam,1Story,8,5,1985,1985,Gable,CompShg,HdBoard,HdBoard,None,0,Gd,TA,PConc,Gd,TA,Gd,GLQ,1148,Unf,0,594,1742,GasA,TA,Y,SBrkr,1742,0,0,1742,1,0,2,0,2,1,Gd,5,Typ,1,TA,Attchd,1985,RFn,2,564,TA,TA,Y,114,28,234,0,0,0,NA,NA,NA,0,12,2006,WD,Normal,275000 +722,120,RM,NA,4426,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,TwnhsE,1Story,6,5,2004,2004,Gable,CompShg,VinylSd,VinylSd,BrkFace,169,Gd,TA,PConc,Gd,TA,Av,GLQ,662,Unf,0,186,848,GasA,Ex,Y,SBrkr,848,0,0,848,1,0,1,0,1,1,Gd,3,Typ,0,NA,Attchd,2004,RFn,2,420,TA,TA,Y,160,0,0,0,0,0,NA,NA,NA,0,5,2010,WD,Normal,143000 +723,20,RL,70,8120,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,4,7,1970,1970,Gable,CompShg,MetalSd,MetalSd,None,0,TA,Gd,CBlock,TA,TA,No,ALQ,191,Unf,0,673,864,GasA,Ex,Y,SBrkr,864,0,0,864,0,0,1,0,3,1,TA,5,Typ,0,NA,Detchd,1994,Unf,2,463,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,7,2009,WD,Normal,124500 +724,50,RL,60,8172,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1.5Fin,4,6,1954,1972,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,PConc,TA,TA,No,Unf,0,Unf,0,941,941,GasA,Ex,Y,SBrkr,997,473,0,1470,0,0,2,0,4,1,TA,7,Typ,0,NA,Detchd,1958,Unf,1,548,TA,TA,Y,0,0,0,0,156,0,NA,NA,NA,0,5,2008,WD,Normal,135000 +725,20,RL,86,13286,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1Story,9,5,2007,2008,Hip,CompShg,CemntBd,CmentBd,Stone,340,Ex,TA,PConc,Ex,TA,No,GLQ,1234,Unf,0,464,1698,GasA,Ex,Y,SBrkr,1698,0,0,1698,1,0,2,0,3,1,Ex,8,Typ,1,Gd,Attchd,2007,Fin,3,768,TA,TA,Y,327,64,0,0,0,0,NA,NA,NA,0,2,2009,WD,Normal,320000 +726,20,RL,60,6960,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,4,6,1970,1970,Gable,CompShg,HdBoard,Plywood,None,0,TA,TA,CBlock,TA,TA,No,ALQ,375,BLQ,239,250,864,GasA,TA,Y,SBrkr,864,0,0,864,0,0,1,0,3,1,Gd,5,Typ,0,NA,Detchd,1989,Unf,2,660,TA,TA,Y,96,0,0,0,0,0,NA,NA,Shed,500,11,2009,WD,Normal,120500 +727,20,RL,NA,21695,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Crawfor,Norm,Norm,1Fam,1Story,6,9,1988,2007,Hip,CompShg,Wd Sdng,Plywood,BrkFace,260,Gd,Gd,CBlock,Gd,TA,No,GLQ,808,Unf,0,72,880,GasA,Ex,Y,SBrkr,1680,0,0,1680,1,0,2,0,3,1,Gd,5,Typ,1,Gd,Attchd,1988,Fin,2,540,TA,TA,Y,292,44,0,182,0,0,NA,NA,NA,0,12,2009,WD,Normal,222000 +728,20,RL,64,7314,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,2007,2007,Gable,CompShg,VinylSd,VinylSd,Stone,82,Gd,TA,PConc,Gd,TA,Av,GLQ,724,Unf,0,508,1232,GasA,Ex,Y,SBrkr,1232,0,0,1232,1,0,2,0,2,1,Gd,6,Typ,0,NA,Attchd,2007,RFn,2,632,TA,TA,Y,132,0,0,0,0,0,NA,NA,NA,0,2,2009,WD,Normal,194500 +729,90,RL,85,11475,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,Duplex,1Story,5,5,1958,1958,Gable,CompShg,VinylSd,VinylSd,BrkFace,95,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,1584,1584,GasA,TA,Y,SBrkr,1776,0,0,1776,1,0,2,0,4,2,TA,9,Typ,0,NA,Detchd,1968,Unf,3,888,TA,TA,Y,0,25,0,0,0,0,NA,NA,NA,0,7,2009,COD,Abnorml,110000 +730,30,RM,52,6240,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,IDOTRR,Norm,Norm,1Fam,1.5Fin,4,5,1925,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,BLQ,152,Unf,0,628,780,GasA,TA,Y,FuseA,848,0,360,1208,0,0,1,0,2,1,TA,5,Typ,0,NA,Detchd,1962,Unf,2,539,TA,TA,Y,0,23,112,0,0,0,NA,NA,NA,0,1,2009,WD,Normal,103000 +731,120,RL,39,5389,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,StoneBr,Norm,Norm,TwnhsE,1Story,8,5,1995,1996,Gable,CompShg,CemntBd,CmentBd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,1180,Unf,0,415,1595,GasA,Ex,Y,SBrkr,1616,0,0,1616,1,0,2,0,2,1,Gd,5,Typ,1,TA,Attchd,1995,RFn,2,608,TA,TA,Y,237,152,0,0,0,0,NA,NA,NA,0,3,2010,WD,Normal,236500 +732,80,RL,73,9590,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Timber,Norm,Norm,1Fam,SLvl,7,5,2003,2003,Gable,CompShg,VinylSd,VinylSd,BrkFace,442,Gd,TA,PConc,Ex,TA,Av,GLQ,786,Unf,0,82,868,GasA,Ex,Y,SBrkr,1146,0,0,1146,1,0,2,0,3,1,Gd,6,Typ,1,Gd,Attchd,2003,Fin,2,438,TA,TA,Y,160,22,0,0,0,0,NA,NA,NA,0,5,2007,WD,Normal,187500 +733,60,RL,75,11404,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,7,5,1998,1999,Gable,CompShg,VinylSd,VinylSd,BrkFace,202,Gd,TA,PConc,Gd,TA,Av,ALQ,252,Unf,0,901,1153,GasA,Ex,Y,SBrkr,1153,878,0,2031,0,0,2,1,3,1,Gd,8,Typ,1,TA,Attchd,1998,Fin,2,541,TA,TA,Y,192,84,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal,222500 +734,20,RL,80,10000,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Sawyer,Feedr,Norm,1Fam,1Story,5,6,1961,1983,Hip,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,TA,No,BLQ,594,Unf,0,270,864,GasA,Ex,Y,SBrkr,1144,0,0,1144,1,0,1,0,3,1,TA,6,Typ,1,TA,Attchd,1961,RFn,1,264,TA,TA,Y,165,0,0,0,0,0,NA,GdWo,Shed,400,3,2009,WD,Normal,131400 +735,20,RL,NA,8978,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Sawyer,Norm,Norm,1Fam,1Story,5,5,1968,1968,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,PConc,TA,TA,No,Unf,0,Unf,0,948,948,GasA,TA,Y,SBrkr,948,0,0,948,0,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1968,Unf,1,300,TA,TA,Y,147,0,0,0,0,0,NA,NA,NA,0,5,2007,WD,Family,108000 +736,75,RM,60,10800,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,2.5Unf,7,7,1914,1970,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,Gd,TA,Mn,Rec,390,Unf,0,490,880,GasW,Fa,N,SBrkr,880,888,0,1768,0,0,1,1,2,1,TA,6,Typ,2,TA,Detchd,1914,Unf,2,320,TA,TA,N,0,341,0,0,0,0,NA,NA,NA,0,10,2006,WD,Normal,163000 +737,90,RL,60,8544,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,Duplex,1Story,3,4,1950,1950,Gable,CompShg,Stucco,Stone,None,0,TA,TA,CBlock,NA,NA,NA,NA,0,NA,0,0,0,GasA,Gd,N,FuseF,1040,0,0,1040,0,0,2,0,2,2,TA,6,Typ,0,NA,Detchd,1949,Unf,2,400,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,7,2006,WD,Normal,93500 +738,60,RL,72,10463,Pave,NA,IR1,HLS,AllPub,CulDSac,Gtl,Gilbert,Norm,Norm,1Fam,2Story,8,5,2005,2005,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,893,893,GasA,Ex,Y,SBrkr,901,900,0,1801,0,0,2,1,3,1,Gd,8,Typ,1,Gd,Attchd,2005,Fin,3,800,TA,TA,Y,0,116,0,0,0,0,NA,NA,NA,0,6,2006,WD,Normal,239900 +739,90,RL,60,10800,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,Duplex,1Story,5,5,1987,1988,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,CBlock,Gd,Gd,Gd,GLQ,1200,Unf,0,0,1200,GasA,TA,Y,SBrkr,1200,0,0,1200,3,0,3,0,3,1,TA,5,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,120,0,0,0,0,0,NA,NA,NA,0,3,2009,WD,Alloca,179000 +740,60,RL,65,9313,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,7,5,2004,2004,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,864,864,GasA,Ex,Y,SBrkr,864,864,0,1728,0,0,2,1,3,1,Gd,7,Typ,0,NA,Attchd,2004,RFn,2,572,TA,TA,Y,187,56,0,0,0,0,NA,NA,NA,0,4,2009,WD,Normal,190000 +741,70,RM,60,9600,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,2Story,5,7,1910,2002,Gable,CompShg,Wd Sdng,Wd Shng,None,0,TA,Gd,BrkTil,Fa,Fa,No,Unf,0,Unf,0,264,264,GasA,Ex,Y,SBrkr,768,664,0,1432,0,0,2,0,2,1,TA,7,Typ,0,NA,Detchd,1910,Unf,2,360,TA,Gd,Y,270,0,112,0,0,0,NA,GdPrv,NA,0,5,2007,WD,Abnorml,132000 +742,20,RL,65,6768,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Sawyer,Feedr,Norm,1Fam,1Story,6,8,1961,1996,Hip,CompShg,HdBoard,HdBoard,None,0,TA,Gd,CBlock,TA,TA,Mn,GLQ,832,Unf,0,80,912,GasA,Gd,Y,SBrkr,912,0,0,912,1,1,1,0,3,1,Gd,5,Typ,0,NA,Detchd,1962,Unf,1,288,TA,TA,Y,168,0,0,0,0,0,NA,GdPrv,NA,0,5,2008,WD,Normal,142000 +743,20,RL,65,8450,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,1Fam,1Story,7,5,2000,2001,Gable,CompShg,VinylSd,VinylSd,BrkFace,108,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1349,1349,GasA,Ex,Y,SBrkr,1349,0,0,1349,0,0,2,0,3,1,TA,6,Typ,0,NA,Attchd,2000,Unf,2,539,TA,TA,Y,120,55,0,0,0,0,NA,GdPrv,NA,0,12,2007,WD,Normal,179000 +744,80,RL,70,12886,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,SLvl,5,6,1963,1999,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,Gd,TA,Av,ALQ,444,Unf,0,76,520,GasA,Ex,Y,SBrkr,1464,0,0,1464,0,1,2,0,3,1,TA,6,Min2,1,TA,Attchd,1997,RFn,2,480,TA,TA,Y,302,0,0,0,100,0,NA,NA,NA,0,10,2009,WD,Normal,175000 +745,120,RL,41,5395,Pave,NA,IR1,HLS,AllPub,Inside,Gtl,StoneBr,Norm,Norm,TwnhsE,1Story,8,5,1993,1993,Gable,CompShg,HdBoard,HdBoard,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,733,Unf,0,604,1337,GasA,Gd,Y,SBrkr,1337,0,0,1337,1,0,2,0,2,1,Gd,5,Typ,1,TA,Attchd,1993,RFn,2,462,TA,TA,Y,96,0,70,168,0,0,NA,NA,NA,0,10,2008,WD,Normal,180000 +746,60,RL,NA,8963,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,2Story,8,9,1976,1996,Hip,CompShg,VinylSd,VinylSd,BrkFace,289,Ex,Gd,CBlock,TA,Gd,No,GLQ,575,ALQ,80,487,1142,GasA,Ex,Y,SBrkr,1175,1540,0,2715,0,1,3,1,4,1,Gd,11,Typ,2,TA,BuiltIn,1994,Fin,2,831,TA,TA,Y,0,204,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal,299800 +747,60,RL,NA,8795,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,7,5,2000,2000,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,300,Unf,0,652,952,GasA,Ex,Y,SBrkr,980,1276,0,2256,0,0,2,1,4,1,Gd,8,Typ,1,TA,BuiltIn,2000,Fin,2,554,TA,TA,Y,224,54,0,0,0,0,NA,NA,NA,0,4,2009,WD,Normal,236000 +748,70,RM,65,11700,Pave,Pave,IR1,Lvl,AllPub,Corner,Gtl,OldTown,Norm,Norm,1Fam,2Story,7,7,1880,2003,Mansard,CompShg,Stucco,Stucco,None,0,Gd,TA,Stone,TA,Fa,No,Unf,0,Unf,0,1240,1240,GasW,TA,N,SBrkr,1320,1320,0,2640,0,0,1,1,4,1,Gd,8,Typ,1,Gd,Detchd,1950,Unf,4,864,TA,TA,N,181,0,386,0,0,0,NA,NA,NA,0,5,2009,WD,Normal,265979 +749,20,RL,59,10593,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NoRidge,Norm,Norm,1Fam,1Story,7,5,1996,1996,Hip,CompShg,VinylSd,VinylSd,BrkFace,338,Gd,TA,PConc,Gd,TA,No,GLQ,919,Unf,0,801,1720,GasA,Ex,Y,SBrkr,1720,0,0,1720,1,0,2,0,3,1,Gd,7,Typ,1,TA,Attchd,1996,Fin,2,527,TA,TA,Y,240,56,154,0,0,0,NA,NA,NA,0,3,2010,WD,Normal,260400 +750,50,RL,50,8405,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1.5Fin,4,3,1945,1950,Gable,CompShg,WdShing,Wd Shng,None,0,TA,TA,Slab,NA,NA,NA,NA,0,NA,0,0,0,Wall,TA,N,FuseF,1088,441,0,1529,0,0,2,0,4,1,TA,9,Mod,0,NA,Detchd,1945,Unf,1,240,TA,TA,N,92,0,185,0,0,0,NA,NA,NA,0,4,2009,WD,Normal,98000 +751,50,RM,55,8800,Pave,Grvl,Reg,Lvl,AllPub,Corner,Gtl,OldTown,Norm,Norm,1Fam,1.5Fin,4,7,1910,2004,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,Fa,No,Unf,0,Unf,0,576,576,GasA,Gd,Y,SBrkr,792,348,0,1140,0,0,1,0,3,1,TA,7,Min2,0,NA,NA,NA,NA,0,0,NA,NA,N,0,160,0,0,0,0,NA,NA,NA,0,6,2010,WD,Normal,96500 +752,60,RL,NA,7750,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Gilbert,RRAn,Norm,1Fam,2Story,7,5,2003,2003,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,660,660,GasA,Ex,Y,SBrkr,660,660,0,1320,0,0,2,1,3,1,Gd,6,Typ,0,NA,Attchd,2003,Fin,2,400,TA,TA,Y,0,48,0,0,0,0,NA,NA,NA,0,8,2007,WD,Normal,162000 +753,20,RL,79,9236,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,6,5,1997,1997,Gable,CompShg,VinylSd,VinylSd,None,0,TA,Gd,PConc,Gd,TA,Gd,GLQ,1200,Unf,0,279,1479,GasA,Ex,Y,SBrkr,1494,0,0,1494,1,0,2,0,3,1,Gd,6,Typ,0,NA,Attchd,1997,RFn,2,576,TA,TA,Y,168,27,0,0,0,0,NA,NA,NA,0,7,2006,WD,Normal,217000 +754,60,RL,80,10240,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,2Story,8,5,2005,2005,Gable,CompShg,VinylSd,VinylSd,BrkFace,178,Gd,TA,PConc,Gd,TA,Mn,Unf,0,Unf,0,1030,1030,GasA,Gd,Y,SBrkr,1038,1060,0,2098,0,0,2,1,3,1,Ex,8,Typ,1,Gd,Attchd,2005,RFn,3,878,TA,TA,Y,192,52,0,0,0,0,NA,NA,NA,0,3,2006,WD,Normal,275500 +755,20,RL,61,7930,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,8,1969,2005,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,CBlock,TA,TA,No,GLQ,439,LwQ,472,115,1026,GasA,Gd,Y,SBrkr,1026,0,0,1026,1,0,1,0,3,1,Gd,5,Typ,0,NA,Detchd,1969,RFn,2,440,TA,TA,Y,171,48,0,0,0,0,NA,NA,NA,0,7,2009,WD,Normal,156000 +756,160,FV,34,3230,Pave,Pave,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,TwnhsE,2Story,6,5,1999,1999,Gable,CompShg,MetalSd,MetalSd,BrkFace,894,TA,TA,PConc,Gd,TA,No,GLQ,381,Unf,0,348,729,GasA,Gd,Y,SBrkr,742,729,0,1471,0,0,2,1,3,1,TA,6,Typ,0,NA,Detchd,1999,Unf,2,440,TA,TA,Y,0,24,0,0,0,0,NA,NA,NA,0,3,2009,WD,Normal,172500 +757,60,RL,68,10769,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,8,5,2007,2007,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,Av,GLQ,20,Unf,0,846,866,GasA,Ex,Y,SBrkr,866,902,0,1768,0,0,2,1,3,1,Gd,7,Typ,0,NA,Attchd,2007,RFn,2,578,TA,TA,Y,144,105,0,0,0,0,NA,NA,NA,0,4,2009,WD,Normal,212000 +758,60,RL,NA,11616,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Sawyer,Norm,Norm,1Fam,2Story,6,5,1978,1978,Hip,CompShg,HdBoard,HdBoard,BrkCmn,328,TA,TA,CBlock,TA,TA,Mn,Rec,438,Unf,0,234,672,GasA,TA,Y,SBrkr,672,714,0,1386,0,0,2,1,3,1,TA,6,Typ,1,TA,Attchd,1978,Fin,2,440,TA,TA,Y,335,0,0,0,0,0,NA,GdPrv,NA,0,4,2010,WD,Abnorml,158900 +759,160,FV,24,2280,Pave,Pave,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,Twnhs,2Story,7,5,1999,1999,Gable,CompShg,MetalSd,MetalSd,BrkFace,360,TA,TA,PConc,Gd,TA,No,ALQ,549,Unf,0,195,744,GasA,Gd,Y,SBrkr,757,744,0,1501,0,0,2,1,3,1,TA,6,Typ,0,NA,Detchd,1999,Unf,2,440,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,8,2008,WD,Normal,179400 +760,60,RL,65,12257,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NoRidge,Norm,Norm,1Fam,2Story,8,5,1995,1995,Gable,CompShg,VinylSd,VinylSd,BrkFace,513,Gd,TA,PConc,Gd,TA,Av,LwQ,56,ALQ,64,1198,1318,GasA,Ex,Y,SBrkr,1328,1203,0,2531,0,0,2,1,4,1,Gd,9,Typ,1,TA,Attchd,1995,RFn,3,752,TA,TA,Y,222,98,0,0,0,0,NA,NA,NA,0,11,2007,WD,Normal,290000 +761,20,RL,70,9100,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,6,1959,1959,Hip,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,Rec,612,Unf,0,252,864,GasA,Ex,Y,SBrkr,864,0,0,864,0,0,1,0,2,1,TA,5,Typ,0,NA,Detchd,2008,Unf,1,300,Ex,Ex,Y,0,0,0,0,0,0,NA,NA,Shed,450,10,2009,WD,Normal,127500 +762,30,RM,60,6911,Pave,NA,Reg,Lvl,AllPub,FR2,Gtl,BrkSide,Feedr,Norm,1Fam,1Story,5,5,1924,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,PConc,TA,TA,Mn,LwQ,405,Unf,0,740,1145,GasA,TA,Y,SBrkr,1301,0,0,1301,0,0,1,0,2,1,Fa,5,Min1,0,NA,Detchd,1965,Unf,2,440,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,10,2009,WD,Normal,100000 +763,60,FV,72,8640,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,2Story,7,5,2009,2009,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,Mn,GLQ,24,Unf,0,732,756,GasA,Ex,Y,SBrkr,764,783,0,1547,0,0,2,1,3,1,Gd,7,Typ,0,NA,Attchd,2009,Unf,2,614,TA,TA,Y,169,45,0,0,0,0,NA,NA,NA,0,6,2010,Con,Normal,215200 +764,60,RL,82,9430,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NoRidge,Norm,Norm,1Fam,2Story,8,5,1999,1999,Gable,CompShg,VinylSd,VinylSd,BrkFace,673,Gd,TA,PConc,Gd,TA,Mn,GLQ,1163,Unf,0,89,1252,GasA,Ex,Y,SBrkr,1268,1097,0,2365,1,0,2,1,3,1,Gd,8,Typ,1,Gd,Attchd,1999,RFn,3,856,TA,TA,Y,0,128,0,0,180,0,NA,NA,NA,0,7,2009,WD,Normal,337000 +765,120,RL,30,9549,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Veenker,Norm,Norm,TwnhsE,1Story,8,5,1995,1996,Hip,CompShg,BrkFace,BrkFace,None,0,Gd,Gd,PConc,Gd,Gd,Av,LwQ,437,GLQ,1057,0,1494,GasA,Ex,Y,SBrkr,1494,0,0,1494,1,0,1,1,2,1,Ex,6,Typ,1,Gd,Attchd,1995,Fin,2,481,TA,TA,Y,0,30,0,0,216,0,NA,NA,NA,0,4,2006,WD,Normal,270000 +766,20,RL,75,14587,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,1Story,9,5,2008,2008,Gable,CompShg,VinylSd,VinylSd,Stone,284,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1498,1498,GasA,Ex,Y,SBrkr,1506,0,0,1506,0,0,2,0,2,1,Ex,6,Typ,1,Gd,Attchd,2008,Fin,2,592,TA,TA,Y,0,174,0,0,0,0,NA,NA,NA,0,8,2008,New,Partial,264132 +767,60,RL,80,10421,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,2Story,7,5,1988,1988,Gable,CompShg,HdBoard,HdBoard,BrkFace,42,TA,TA,CBlock,Gd,TA,No,GLQ,394,Unf,0,586,980,GasA,TA,Y,SBrkr,980,734,0,1714,0,0,2,1,3,1,TA,7,Typ,1,TA,Attchd,1988,Unf,2,496,TA,TA,Y,228,66,156,0,0,0,NA,MnPrv,Shed,500,3,2010,WD,Normal,196500 +768,50,RL,75,12508,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Mitchel,Norm,Norm,1Fam,1.5Fin,6,7,1940,1985,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,Gd,TA,Mn,ALQ,660,Unf,0,323,983,GasA,Ex,Y,SBrkr,983,767,0,1750,1,0,2,0,4,1,TA,7,Mod,0,NA,Attchd,1989,Unf,1,423,TA,TA,Y,245,0,156,0,0,0,NA,NA,Shed,1300,7,2008,WD,Normal,160000 +769,20,RL,70,9100,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,2004,2005,Hip,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,24,Unf,0,1836,1860,GasA,Ex,Y,SBrkr,1836,0,0,1836,0,0,2,0,3,1,Gd,8,Typ,1,Gd,Attchd,2004,Fin,2,484,TA,TA,Y,120,33,0,0,0,0,NA,NA,NA,0,10,2006,WD,Normal,216837 +770,60,RL,47,53504,Pave,NA,IR2,HLS,AllPub,CulDSac,Mod,StoneBr,Norm,Norm,1Fam,2Story,8,5,2003,2003,Hip,CompShg,CemntBd,Wd Shng,BrkFace,603,Ex,TA,PConc,Gd,TA,Gd,ALQ,1416,Unf,0,234,1650,GasA,Ex,Y,SBrkr,1690,1589,0,3279,1,0,3,1,4,1,Ex,12,Mod,1,Gd,BuiltIn,2003,Fin,3,841,TA,TA,Y,503,36,0,0,210,0,NA,NA,NA,0,6,2010,WD,Normal,538000 +771,85,RL,NA,7252,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Sawyer,Norm,Norm,1Fam,SFoyer,5,5,1982,1982,Hip,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,Gd,TA,Av,GLQ,685,Unf,0,173,858,GasA,TA,Y,SBrkr,858,0,0,858,1,0,1,0,2,1,TA,5,Typ,0,NA,Detchd,1983,Unf,2,576,TA,TA,Y,120,0,0,0,0,0,NA,NA,NA,0,4,2009,WD,Normal,134900 +772,20,RL,67,8877,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1Story,4,5,1951,1951,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,Fa,Fa,No,LwQ,836,Unf,0,0,836,GasA,TA,Y,FuseF,1220,0,0,1220,0,0,1,0,2,1,TA,6,Typ,0,NA,Detchd,1951,Unf,2,396,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,4,2006,COD,Normal,102000 +773,80,RL,94,7819,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,SLvl,6,5,1976,1976,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,CBlock,TA,TA,Av,ALQ,422,BLQ,127,480,1029,GasA,TA,Y,SBrkr,1117,0,0,1117,1,0,1,0,3,1,TA,6,Typ,1,TA,Detchd,1976,Unf,2,672,TA,TA,Y,144,0,0,0,0,0,NA,MnPrv,NA,0,3,2010,WD,Abnorml,107000 +774,20,RL,70,10150,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Feedr,Norm,1Fam,1Story,5,5,1958,1958,Gable,CompShg,Wd Sdng,Wd Sdng,None,1,TA,TA,CBlock,TA,TA,No,Rec,456,Unf,0,456,912,GasA,Ex,Y,FuseA,912,0,0,912,0,0,1,0,2,1,TA,5,Typ,0,NA,Attchd,1958,RFn,1,275,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,7,2007,COD,Normal,114500 +775,20,RL,110,14226,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NridgHt,Norm,Norm,1Fam,1Story,8,5,2006,2006,Hip,CompShg,VinylSd,VinylSd,BrkFace,375,Gd,TA,PConc,Gd,TA,Av,Unf,0,Unf,0,1935,1935,GasA,Gd,Y,SBrkr,1973,0,0,1973,0,0,2,0,3,1,Gd,9,Typ,1,Gd,Attchd,2006,Fin,3,895,TA,TA,Y,315,45,0,0,0,0,NA,NA,NA,0,7,2007,New,Partial,395000 +776,120,RM,32,4500,Pave,NA,Reg,Lvl,AllPub,FR2,Gtl,Mitchel,Norm,Norm,TwnhsE,1Story,6,5,1998,1998,Hip,CompShg,VinylSd,VinylSd,BrkFace,320,TA,TA,PConc,Ex,TA,No,GLQ,866,Unf,0,338,1204,GasA,Ex,Y,SBrkr,1204,0,0,1204,1,0,2,0,2,1,TA,5,Typ,0,NA,Attchd,1998,Fin,2,412,TA,TA,Y,0,247,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal,162000 +777,20,RL,86,11210,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,2005,2006,Gable,CompShg,VinylSd,VinylSd,BrkFace,240,Gd,TA,PConc,Gd,TA,Av,GLQ,20,Unf,0,1594,1614,GasA,Ex,Y,SBrkr,1614,0,0,1614,0,0,2,0,3,1,Gd,7,Typ,0,NA,Attchd,2005,RFn,3,865,TA,TA,Y,144,59,0,0,0,0,NA,NA,NA,0,7,2006,New,Partial,221500 +778,20,RL,100,13350,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,1Story,5,5,1974,1974,Hip,CompShg,HdBoard,Plywood,None,0,TA,TA,CBlock,TA,TA,No,ALQ,762,Unf,0,102,864,GasA,TA,Y,SBrkr,894,0,0,894,1,0,1,0,3,1,TA,5,Typ,1,Fa,Attchd,1974,Unf,2,440,TA,TA,Y,241,0,0,0,0,0,NA,MnPrv,NA,0,6,2006,WD,Normal,142500 +779,90,RH,60,8400,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,Feedr,Norm,Duplex,1Story,5,5,1977,1977,Gable,CompShg,Plywood,Plywood,BrkFace,320,TA,TA,Slab,NA,NA,NA,NA,0,NA,0,0,0,GasA,TA,Y,SBrkr,2020,0,0,2020,0,0,2,0,4,2,TA,10,Typ,2,TA,Detchd,1977,Unf,2,630,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,10,2007,WD,Normal,144000 +780,90,RL,78,10530,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Mitchel,Norm,Norm,Duplex,SFoyer,6,5,1977,1977,Gable,CompShg,Plywood,ImStucc,BrkFace,90,TA,TA,CBlock,Gd,TA,Gd,GLQ,975,Unf,0,0,975,GasA,TA,Y,SBrkr,1004,0,0,1004,1,0,1,0,2,1,TA,4,Typ,0,NA,Attchd,1977,Unf,2,504,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,5,2006,WD,Normal,135000 +781,20,RL,63,7875,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,1Story,7,5,1995,1996,Gable,CompShg,HdBoard,HdBoard,BrkFace,38,TA,TA,PConc,Gd,Gd,No,Unf,0,Unf,0,1237,1237,GasA,Gd,Y,SBrkr,1253,0,0,1253,0,0,2,0,3,1,TA,6,Typ,1,TA,Attchd,1995,Fin,2,402,TA,TA,Y,220,21,0,0,0,0,NA,NA,NA,0,6,2007,WD,Normal,176000 +782,60,RL,65,7153,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,1Fam,2Story,6,5,1992,1992,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,Gd,PConc,Gd,TA,No,ALQ,387,Unf,0,374,761,GasA,Ex,Y,SBrkr,810,793,0,1603,0,0,2,1,3,1,Gd,7,Typ,0,NA,Attchd,1992,RFn,2,484,TA,TA,Y,0,124,0,0,0,0,NA,NA,NA,0,7,2006,WD,Normal,175900 +783,20,RL,67,16285,Pave,NA,IR2,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,2001,2002,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1413,1413,GasA,Ex,Y,SBrkr,1430,0,0,1430,0,0,2,0,3,1,Gd,6,Typ,0,NA,Attchd,2001,RFn,2,605,TA,TA,Y,0,33,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal,187100 +784,85,RL,NA,9101,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Mitchel,Norm,Norm,1Fam,SFoyer,5,6,1978,1978,Gable,CompShg,Plywood,Plywood,BrkFace,104,TA,Gd,PConc,Gd,TA,Av,GLQ,1097,Unf,0,0,1097,GasA,Ex,Y,SBrkr,1110,0,0,1110,1,0,1,0,1,1,Gd,4,Typ,1,TA,Attchd,1978,Fin,2,602,TA,TA,Y,303,30,0,0,0,0,NA,NA,NA,0,7,2009,WD,Normal,165500 +785,75,RM,35,6300,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,2.5Unf,6,6,1914,2001,Gable,CompShg,Wd Sdng,Wd Shng,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,742,742,GasA,Ex,Y,SBrkr,742,742,0,1484,0,0,2,0,3,1,TA,9,Typ,1,Gd,NA,NA,NA,0,0,NA,NA,Y,0,291,134,0,0,0,NA,NA,NA,0,6,2008,WD,Normal,128000 +786,20,RL,NA,9790,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,Feedr,Norm,1Fam,1Story,6,5,1967,1967,Gable,CompShg,BrkFace,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,Rec,251,LwQ,630,491,1372,GasA,TA,Y,SBrkr,1342,0,0,1342,0,0,2,0,3,1,TA,7,Typ,1,Gd,Attchd,1967,Unf,2,457,TA,TA,Y,0,0,0,0,197,0,NA,NA,NA,0,9,2009,WD,Normal,161500 +787,50,RM,60,10800,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Artery,Norm,1Fam,1.5Fin,5,6,1915,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,Gd,PConc,Fa,TA,No,LwQ,686,Unf,0,0,686,GasA,TA,Y,SBrkr,966,686,0,1652,1,0,2,0,4,1,TA,7,Typ,0,NA,Detchd,1961,Unf,1,416,TA,TA,Y,0,0,196,0,0,0,NA,NA,Shed,1200,6,2010,WD,Normal,139000 +788,60,RL,76,10142,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,1Fam,2Story,7,5,2004,2004,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,656,Unf,0,300,956,GasA,Ex,Y,SBrkr,956,1128,0,2084,1,0,2,1,4,1,Gd,8,Typ,0,NA,BuiltIn,2004,RFn,2,618,TA,TA,Y,0,45,0,0,0,0,NA,NA,NA,0,1,2010,WD,Normal,233000 +789,20,RM,50,6000,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,OldTown,Norm,Norm,1Fam,1Story,4,7,1954,2000,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,901,901,GasA,Ex,Y,SBrkr,901,0,0,901,0,0,1,0,2,1,TA,4,Typ,0,NA,Detchd,1954,Unf,1,281,Fa,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,8,2008,WD,Normal,107900 +790,60,RL,NA,12205,Pave,NA,IR1,Low,AllPub,Inside,Gtl,ClearCr,Norm,Norm,1Fam,2Story,6,8,1966,2007,Gable,CompShg,HdBoard,HdBoard,BrkFace,157,TA,TA,CBlock,TA,Fa,Gd,LwQ,568,Unf,0,264,832,GasA,Gd,Y,SBrkr,976,1111,0,2087,0,0,2,1,5,1,Gd,9,Typ,0,NA,Attchd,1966,Fin,2,444,TA,TA,Y,133,168,0,0,0,0,NA,NA,NA,0,7,2007,WD,Normal,187500 +791,120,RL,43,3182,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Blmngtn,Norm,Norm,TwnhsE,1Story,7,5,2005,2006,Gable,CompShg,VinylSd,VinylSd,BrkFace,11,Gd,TA,PConc,Gd,TA,No,GLQ,16,Unf,0,1129,1145,GasA,Ex,Y,SBrkr,1145,0,0,1145,0,0,2,0,2,1,Gd,5,Typ,1,Gd,Attchd,2005,Fin,2,397,TA,TA,Y,100,16,0,0,0,0,NA,NA,NA,0,9,2009,WD,Normal,160200 +792,80,RL,NA,11333,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Mitchel,Norm,Norm,1Fam,SLvl,6,5,1976,1976,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,PConc,Gd,TA,Av,ALQ,539,Unf,0,490,1029,GasA,TA,Y,SBrkr,1062,0,0,1062,1,0,1,0,3,1,TA,5,Typ,2,TA,Attchd,1976,RFn,2,539,TA,TA,Y,120,0,0,0,0,0,NA,NA,NA,0,5,2007,WD,Normal,146800 +793,60,RL,92,9920,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,NoRidge,Norm,Norm,1Fam,2Story,7,5,1996,1997,Gable,CompShg,MetalSd,MetalSd,None,0,Gd,TA,PConc,Gd,TA,Av,GLQ,862,Unf,0,255,1117,GasA,Ex,Y,SBrkr,1127,886,0,2013,1,0,2,1,3,1,TA,8,Typ,1,TA,Attchd,1997,Unf,2,455,TA,TA,Y,180,130,0,0,0,0,NA,NA,NA,0,6,2007,WD,Normal,269790 +794,20,RL,76,9158,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,1Story,8,5,2007,2007,Gable,CompShg,CemntBd,CmentBd,Stone,140,Gd,TA,PConc,Gd,TA,Av,Unf,0,Unf,0,1496,1496,GasA,Ex,Y,SBrkr,1496,0,0,1496,0,0,2,0,3,1,Gd,7,Typ,0,NA,Attchd,2007,Fin,2,474,TA,TA,Y,168,130,0,0,0,0,NA,NA,NA,0,6,2007,New,Partial,225000 +795,60,RL,NA,10832,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Gilbert,Norm,Norm,1Fam,2Story,7,5,1994,1996,Gable,CompShg,MetalSd,MetalSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,712,712,GasA,Ex,Y,SBrkr,1086,809,0,1895,0,0,2,1,3,1,Gd,7,Typ,1,TA,Attchd,1994,Fin,2,409,TA,TA,Y,143,46,0,0,0,0,NA,NA,Shed,500,10,2008,WD,Normal,194500 +796,60,RL,70,8400,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,1Fam,2Story,6,6,1980,1981,Gable,CompShg,HdBoard,HdBoard,BrkFace,130,TA,TA,CBlock,Gd,TA,No,Unf,0,Unf,0,650,650,GasA,TA,Y,SBrkr,888,676,0,1564,0,0,2,1,3,1,TA,7,Typ,1,TA,Attchd,1980,Unf,2,476,TA,TA,Y,0,50,0,0,204,0,NA,MnPrv,NA,0,4,2010,WD,Normal,171000 +797,20,RL,71,8197,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,1Story,6,5,1977,1977,Gable,CompShg,Plywood,Plywood,BrkFace,148,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,660,660,GasA,Ex,Y,SBrkr,1285,0,0,1285,0,0,1,1,3,1,TA,7,Typ,1,TA,Attchd,1977,RFn,2,528,TA,TA,Y,138,0,0,0,0,0,NA,MnPrv,NA,0,4,2007,WD,Normal,143500 +798,20,RL,57,7677,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,5,1953,1953,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,TA,TA,No,BLQ,570,Unf,0,203,773,GasA,Gd,Y,SBrkr,773,0,0,773,0,0,1,0,2,1,TA,4,Typ,0,NA,Attchd,1953,Unf,1,240,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,4,2008,WD,Abnorml,110000 +799,60,RL,104,13518,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,2Story,9,5,2008,2009,Hip,CompShg,VinylSd,VinylSd,Stone,860,Ex,TA,PConc,Ex,TA,No,Unf,0,Unf,0,1926,1926,GasA,Ex,Y,SBrkr,1966,1174,0,3140,0,0,3,1,4,1,Ex,11,Typ,2,Gd,BuiltIn,2009,Fin,3,820,TA,TA,Y,144,78,0,0,0,0,NA,NA,NA,0,7,2009,New,Partial,485000 +800,50,RL,60,7200,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,SWISU,Feedr,Norm,1Fam,1.5Fin,5,7,1937,1950,Gable,CompShg,Wd Sdng,Wd Sdng,BrkFace,252,TA,TA,BrkTil,Gd,TA,No,ALQ,569,Unf,0,162,731,GasA,Ex,Y,SBrkr,981,787,0,1768,1,0,1,1,3,1,Gd,7,Typ,2,TA,Detchd,1939,Unf,1,240,TA,TA,Y,0,0,264,0,0,0,NA,MnPrv,NA,0,6,2007,WD,Normal,175000 +801,60,RL,79,12798,Pave,NA,IR1,HLS,AllPub,Inside,Mod,ClearCr,Feedr,Norm,1Fam,2Story,6,5,1997,1997,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,Gd,GLQ,462,Unf,0,154,616,GasA,Gd,Y,SBrkr,616,1072,0,1688,1,0,2,1,4,1,Gd,8,Typ,0,NA,Attchd,1997,RFn,2,603,TA,TA,Y,403,114,185,0,0,0,NA,NA,Shed,400,5,2008,WD,Normal,200000 +802,30,RM,40,4800,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,IDOTRR,Norm,Norm,1Fam,1Story,4,7,1916,1990,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,LwQ,197,Unf,0,999,1196,GasA,Ex,Y,FuseA,1196,0,0,1196,1,0,1,0,2,1,TA,5,Typ,0,NA,Detchd,1957,Unf,2,440,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,7,2007,WD,Normal,109900 +803,60,RL,63,8199,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,7,5,2005,2005,Gable,CompShg,WdShing,Wd Shng,None,0,Gd,TA,PConc,Gd,TA,Av,GLQ,648,Unf,0,80,728,GasA,Ex,Y,SBrkr,728,728,0,1456,1,0,2,1,3,1,Gd,7,Typ,1,Gd,Attchd,2005,Fin,2,410,TA,TA,Y,36,18,0,0,0,0,NA,NA,NA,0,10,2008,WD,Normal,189000 +804,60,RL,107,13891,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,2Story,9,5,2008,2009,Hip,CompShg,VinylSd,VinylSd,Stone,424,Ex,TA,PConc,Ex,TA,Gd,Unf,0,Unf,0,1734,1734,GasA,Ex,Y,SBrkr,1734,1088,0,2822,0,0,3,1,4,1,Ex,12,Typ,1,Gd,BuiltIn,2009,RFn,3,1020,TA,TA,Y,52,170,0,0,192,0,NA,NA,NA,0,1,2009,New,Partial,582933 +805,20,RL,75,9000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,5,1954,1954,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,LwQ,812,Unf,0,124,936,GasA,TA,Y,SBrkr,1128,0,0,1128,0,0,1,0,2,1,TA,5,Min1,0,NA,Attchd,1954,Unf,1,286,TA,TA,Y,0,0,0,0,0,0,NA,GdWo,NA,0,6,2006,WD,Family,118000 +806,20,RL,91,12274,Pave,NA,IR1,Lvl,AllPub,FR2,Gtl,Somerst,Norm,Norm,1Fam,1Story,7,5,2008,2008,Gable,CompShg,VinylSd,VinylSd,Stone,256,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1417,1417,GasA,Ex,Y,SBrkr,1428,0,0,1428,0,0,2,0,3,1,Ex,6,Typ,0,NA,Attchd,2008,RFn,2,554,TA,TA,Y,0,60,0,0,0,0,NA,NA,NA,0,7,2008,New,Partial,227680 +807,80,RL,75,9750,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,SLvl,5,5,1967,1967,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,TA,TA,Av,ALQ,400,Rec,480,100,980,GasA,Gd,Y,SBrkr,980,0,0,980,0,0,2,0,3,1,TA,6,Typ,0,NA,Attchd,1967,Fin,1,384,TA,TA,Y,68,0,0,0,0,0,NA,NA,NA,0,10,2006,WD,Normal,135500 +808,70,RL,144,21384,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,2Story,5,6,1923,2004,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,Gd,GLQ,1309,Unf,0,15,1324,GasA,Ex,Y,SBrkr,1072,504,0,1576,2,0,1,1,3,1,Gd,6,Typ,1,TA,Attchd,1923,RFn,2,528,TA,TA,Y,0,312,0,0,0,0,NA,NA,NA,0,5,2009,WD,Normal,223500 +809,80,RL,85,13400,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,SLvl,5,5,1966,1966,Gable,CompShg,VinylSd,VinylSd,BrkFace,1047,TA,TA,CBlock,TA,TA,Av,ALQ,516,BLQ,128,380,1024,GasA,TA,Y,SBrkr,1086,0,0,1086,1,0,1,0,3,1,TA,6,Typ,1,Gd,Attchd,1966,RFn,2,484,TA,TA,Y,0,0,0,0,0,0,NA,GdWo,NA,0,6,2006,WD,Normal,159950 +810,75,RM,90,8100,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,OldTown,Norm,Norm,1Fam,2.5Unf,5,5,1898,1965,Hip,CompShg,AsbShng,AsbShng,None,0,TA,TA,PConc,TA,TA,No,Unf,0,Unf,0,849,849,GasA,TA,N,FuseA,1075,1063,0,2138,0,0,2,0,2,3,TA,11,Typ,0,NA,Detchd,1910,Unf,2,360,Fa,Po,N,40,156,0,0,0,0,NA,MnPrv,NA,0,11,2009,WD,Normal,106000 +811,20,RL,78,10140,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,1Story,6,6,1974,1999,Hip,CompShg,HdBoard,HdBoard,BrkFace,99,TA,TA,CBlock,TA,TA,No,ALQ,663,LwQ,377,0,1040,GasA,Fa,Y,SBrkr,1309,0,0,1309,1,0,1,1,3,1,Gd,5,Typ,1,Fa,Attchd,1974,RFn,2,484,TA,TA,Y,265,0,0,0,0,648,Fa,GdPrv,NA,0,1,2006,WD,Normal,181000 +812,120,RM,NA,4438,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,TwnhsE,1Story,6,5,2004,2004,Gable,CompShg,VinylSd,VinylSd,BrkFace,169,Gd,TA,PConc,Gd,TA,Gd,GLQ,662,Unf,0,186,848,GasA,Ex,Y,SBrkr,848,0,0,848,1,0,1,0,1,1,Gd,4,Typ,1,Gd,Attchd,2004,Fin,2,420,TA,TA,Y,140,0,0,0,0,0,NA,NA,NA,0,6,2008,ConLD,Normal,144500 +813,20,C (all),66,8712,Grvl,NA,Reg,Bnk,AllPub,Inside,Mod,IDOTRR,Norm,Norm,1Fam,1Story,5,5,1952,1952,Hip,CompShg,Wd Sdng,Wd Sdng,None,0,Fa,TA,CBlock,TA,TA,Av,Unf,0,Unf,0,540,540,GasA,TA,N,FuseA,1044,0,0,1044,0,0,1,0,2,1,Fa,4,Typ,0,NA,Basment,1952,Unf,2,504,TA,TA,N,0,0,0,0,0,0,NA,NA,Shed,54,6,2010,WD,Alloca,55993 +814,20,RL,75,9750,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,6,1958,1958,Gable,CompShg,MetalSd,MetalSd,BrkFace,243,TA,TA,CBlock,TA,TA,No,Rec,608,Unf,0,834,1442,GasA,Gd,Y,SBrkr,1442,0,0,1442,0,0,1,1,4,1,TA,7,Typ,0,NA,Attchd,1958,RFn,1,301,TA,TA,Y,0,0,275,0,0,0,NA,NA,Shed,500,4,2007,COD,Normal,157900 +815,50,RL,45,8248,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1.5Fin,5,7,1918,1950,Gable,CompShg,Stucco,Stucco,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,686,686,GasW,Gd,Y,SBrkr,686,564,0,1250,0,1,1,1,3,1,Fa,7,Typ,0,NA,Detchd,1955,Unf,1,280,TA,TA,P,207,0,96,0,0,0,NA,NA,NA,0,7,2006,WD,Normal,116000 +816,20,RL,48,12137,Pave,NA,IR2,Lvl,AllPub,CulDSac,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,1998,1998,Gable,CompShg,VinylSd,VinylSd,BrkFace,442,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1649,1649,GasA,Ex,Y,SBrkr,1661,0,0,1661,0,0,2,0,3,1,Gd,6,Typ,0,NA,Attchd,1998,RFn,2,598,TA,TA,Y,0,34,0,0,0,0,NA,NA,NA,0,5,2010,WD,Normal,224900 +817,20,RL,NA,11425,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,6,1954,1954,Gable,CompShg,BrkFace,BrkFace,None,0,TA,TA,CBlock,TA,TA,No,BLQ,486,Unf,0,522,1008,GasA,Gd,Y,SBrkr,1008,0,0,1008,0,0,1,0,2,1,TA,4,Typ,1,Gd,Attchd,1954,RFn,1,275,TA,TA,Y,0,0,120,0,0,0,NA,NA,NA,0,7,2006,WD,Normal,137000 +818,20,RL,NA,13265,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Mitchel,Norm,Norm,1Fam,1Story,8,5,2002,2002,Hip,CompShg,CemntBd,CmentBd,BrkFace,148,Gd,TA,PConc,Gd,TA,No,GLQ,1218,Unf,0,350,1568,GasA,Ex,Y,SBrkr,1689,0,0,1689,1,0,2,0,3,1,Gd,7,Typ,2,Gd,Attchd,2002,RFn,3,857,TA,TA,Y,150,59,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal,271000 +819,80,RL,80,8816,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,ClearCr,Norm,Norm,1Fam,SLvl,6,7,1971,1971,Gable,CompShg,HdBoard,HdBoard,BrkFace,80,TA,TA,CBlock,TA,TA,Av,GLQ,504,Unf,0,506,1010,GasA,Gd,Y,SBrkr,1052,0,0,1052,1,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1971,Unf,2,440,TA,TA,Y,0,0,0,0,0,0,NA,MnPrv,NA,0,6,2010,WD,Normal,155000 +820,120,RL,44,6371,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,TwnhsE,1Story,7,5,2009,2010,Gable,CompShg,VinylSd,VinylSd,Stone,128,Gd,TA,PConc,Gd,TA,Mn,GLQ,733,Unf,0,625,1358,GasA,Ex,Y,SBrkr,1358,0,0,1358,1,0,2,0,2,1,Gd,6,Typ,1,Gd,Attchd,2010,RFn,2,484,TA,TA,Y,192,35,0,0,0,0,NA,NA,NA,0,6,2010,New,Partial,224000 +821,60,RL,72,7226,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,CollgCr,Norm,Norm,1Fam,2Story,7,5,2003,2003,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,798,798,GasA,Ex,Y,SBrkr,798,842,0,1640,0,0,2,1,3,1,Gd,6,Typ,0,NA,Attchd,2003,RFn,2,595,TA,TA,Y,0,45,0,0,0,0,NA,NA,NA,0,6,2008,WD,Normal,183000 +822,20,RM,60,6000,Pave,Pave,Reg,Bnk,AllPub,Inside,Mod,OldTown,Norm,Norm,2fmCon,1Story,4,4,1953,1953,Gable,CompShg,MetalSd,MetalSd,None,0,Fa,TA,CBlock,Fa,TA,No,Unf,0,Unf,0,936,936,GasA,TA,N,SBrkr,936,0,0,936,0,0,1,0,2,1,TA,4,Min2,0,NA,Detchd,1974,Unf,2,576,TA,TA,Y,0,32,112,0,0,0,NA,NA,NA,0,2,2009,WD,Normal,93000 +823,60,RL,NA,12394,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Gilbert,Norm,Norm,1Fam,2Story,7,5,2003,2003,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,Gd,Unf,0,Unf,0,847,847,GasA,Ex,Y,SBrkr,847,886,0,1733,0,0,2,1,3,1,Gd,7,Typ,1,Gd,BuiltIn,2003,Fin,2,433,TA,TA,Y,100,48,0,0,0,0,NA,NA,NA,0,10,2007,WD,Family,225000 +824,50,RL,60,9900,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SWISU,Norm,Norm,1Fam,1.5Fin,6,7,1940,1950,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,778,778,GasA,TA,Y,SBrkr,944,545,0,1489,0,0,2,0,3,1,TA,7,Typ,1,Gd,Detchd,1940,Unf,1,240,TA,TA,Y,335,0,0,0,0,0,NA,GdWo,NA,0,7,2009,WD,Normal,139500 +825,20,FV,81,11216,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,1Story,8,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,Gd,No,Unf,0,Unf,0,1489,1489,GasA,Ex,Y,SBrkr,1489,0,0,1489,0,0,2,0,3,1,Gd,7,Typ,1,Gd,Attchd,2006,RFn,2,776,TA,TA,Y,0,140,0,0,0,0,NA,NA,NA,0,6,2006,New,Partial,232600 +826,20,RL,114,14803,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,PosN,PosN,1Fam,1Story,10,5,2007,2008,Hip,CompShg,CemntBd,CmentBd,BrkFace,816,Ex,TA,PConc,Ex,TA,Av,GLQ,1636,Unf,0,442,2078,GasA,Ex,Y,SBrkr,2084,0,0,2084,1,0,2,0,2,1,Ex,7,Typ,1,Gd,Attchd,2007,Fin,3,1220,TA,TA,Y,188,45,0,0,0,0,NA,NA,NA,0,6,2008,New,Partial,385000 +827,45,RM,50,6130,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1.5Unf,5,6,1924,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,BrkTil,TA,TA,No,ALQ,784,Unf,0,0,784,GasA,Gd,Y,SBrkr,784,0,0,784,1,0,1,0,2,1,Gd,5,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,0,0,116,0,0,0,NA,NA,NA,0,5,2008,WD,Normal,109500 +828,20,RL,65,8529,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,1Fam,1Story,7,5,2001,2001,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,20,Unf,0,1434,1454,GasA,Ex,Y,SBrkr,1434,0,0,1434,0,0,2,0,3,1,Gd,6,Typ,1,TA,Attchd,2001,RFn,2,527,TA,TA,Y,290,39,0,0,0,0,NA,NA,NA,0,4,2009,WD,Normal,189000 +829,60,RL,NA,28698,Pave,NA,IR2,Low,AllPub,CulDSac,Sev,ClearCr,Norm,Norm,1Fam,2Story,5,5,1967,1967,Flat,Tar&Grv,Plywood,Plywood,None,0,TA,TA,PConc,TA,Gd,Gd,LwQ,249,ALQ,764,0,1013,GasA,TA,Y,SBrkr,1160,966,0,2126,0,1,2,1,3,1,TA,7,Min2,0,NA,Attchd,1967,Fin,2,538,TA,TA,Y,486,0,0,0,225,0,NA,NA,NA,0,6,2009,WD,Abnorml,185000 +830,160,FV,24,2544,Pave,Pave,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,Twnhs,2Story,7,5,2005,2005,Gable,CompShg,MetalSd,MetalSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,600,600,GasA,Ex,Y,SBrkr,520,623,80,1223,0,0,2,1,2,1,Gd,4,Typ,0,NA,Detchd,2005,RFn,2,480,TA,TA,Y,0,166,0,0,0,0,NA,NA,NA,0,7,2006,WD,Normal,147400 +831,20,RL,80,11900,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,5,1957,1957,Gable,CompShg,HdBoard,HdBoard,BrkFace,387,TA,TA,CBlock,TA,TA,No,Rec,1040,Unf,0,352,1392,GasA,TA,Y,FuseA,1392,0,0,1392,1,0,1,1,3,1,TA,6,Typ,2,Gd,Attchd,1957,RFn,2,458,TA,TA,Y,0,0,0,0,192,0,NA,NA,NA,0,6,2008,WD,Normal,166000 +832,160,FV,30,3180,Pave,Pave,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,TwnhsE,2Story,7,5,2005,2005,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,600,600,GasA,Ex,Y,SBrkr,520,600,80,1200,0,0,2,1,2,1,Gd,4,Typ,0,NA,Detchd,2005,RFn,2,480,TA,TA,Y,0,166,0,0,0,0,NA,NA,NA,0,6,2006,WD,Normal,151000 +833,60,RL,44,9548,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,CollgCr,Norm,Norm,1Fam,2Story,7,6,2003,2003,Gable,CompShg,VinylSd,VinylSd,BrkFace,223,Gd,TA,PConc,Gd,TA,No,GLQ,483,Unf,0,458,941,GasA,Ex,Y,SBrkr,941,888,0,1829,1,0,2,1,3,1,Gd,7,Typ,1,TA,Attchd,2003,RFn,2,613,TA,TA,Y,192,39,0,0,0,0,NA,NA,NA,0,1,2010,WD,Normal,237000 +834,20,RL,100,10004,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,6,1964,1964,Gable,CompShg,HdBoard,Plywood,BrkFace,180,TA,TA,CBlock,TA,TA,No,Rec,196,BLQ,345,975,1516,GasA,TA,Y,SBrkr,1516,0,0,1516,0,0,1,1,3,1,TA,6,Typ,0,NA,Attchd,1964,RFn,2,472,TA,TA,Y,0,0,0,0,152,0,NA,NA,NA,0,2,2009,WD,Normal,167000 +835,20,RL,75,7875,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,6,1961,1961,Gable,CompShg,VinylSd,VinylSd,BrkFace,136,TA,TA,CBlock,TA,TA,No,Rec,572,Unf,0,572,1144,GasA,Gd,Y,SBrkr,1144,0,0,1144,1,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1961,Unf,2,456,TA,TA,Y,0,0,0,0,0,0,NA,GdWo,NA,0,9,2008,WD,Normal,139950 +836,20,RL,60,9600,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,1Story,4,7,1950,1995,Gable,CompShg,VinylSd,HdBoard,None,0,TA,TA,CBlock,Gd,TA,No,BLQ,442,Unf,0,625,1067,GasA,TA,Y,SBrkr,1067,0,0,1067,0,0,2,0,2,1,Gd,4,Min2,0,NA,Attchd,1996,Unf,2,436,TA,TA,Y,290,0,0,0,0,0,NA,NA,NA,0,2,2010,WD,Normal,128000 +837,30,RM,90,8100,Pave,Pave,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1Story,5,6,1948,1973,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,BrkTil,TA,TA,No,Rec,338,Unf,0,1221,1559,GasA,Gd,Y,SBrkr,1559,0,0,1559,1,0,1,0,2,1,TA,5,Min2,0,NA,Detchd,1948,Unf,2,812,TA,TA,Y,0,116,230,0,0,0,NA,GdWo,NA,0,6,2007,COD,Normal,153500 +838,160,RM,21,1680,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrDale,Norm,Norm,Twnhs,2Story,6,5,1973,1973,Gable,CompShg,HdBoard,HdBoard,BrkFace,158,TA,TA,CBlock,TA,TA,No,BLQ,330,Unf,0,153,483,GasA,TA,Y,SBrkr,483,504,0,987,1,0,1,1,2,1,TA,5,Typ,0,NA,Detchd,1973,Unf,1,264,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,11,2008,WD,Normal,100000 +839,20,RL,75,9525,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,5,6,1995,2006,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1099,1099,GasA,Ex,Y,SBrkr,1099,0,0,1099,0,0,1,1,3,1,Gd,6,Typ,0,NA,Attchd,1999,Unf,1,352,TA,TA,Y,278,0,0,0,0,0,NA,NA,NA,0,6,2008,WD,Normal,144000 +840,50,RL,70,11767,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1.5Fin,5,6,1946,1995,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,BLQ,352,Unf,0,416,768,GasA,Ex,Y,SBrkr,768,432,0,1200,0,0,1,0,3,1,TA,6,Typ,0,NA,Detchd,1946,Unf,1,240,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,5,2008,WD,Normal,130500 +841,70,RH,NA,12155,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,SWISU,Norm,Norm,1Fam,2Story,6,8,1925,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,TA,No,BLQ,156,Unf,0,516,672,GasA,TA,N,SBrkr,810,672,0,1482,0,0,2,0,4,1,Fa,7,Typ,0,NA,Detchd,1934,Unf,1,400,TA,TA,P,0,0,254,0,0,0,NA,NA,NA,0,3,2008,WD,Normal,140000 +842,70,RM,60,10440,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,2Story,5,8,1904,2002,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,PConc,TA,TA,No,Unf,0,Unf,0,650,650,GasA,Gd,Y,SBrkr,958,581,0,1539,0,0,2,0,3,1,Gd,8,Typ,1,Po,Detchd,1983,Unf,2,686,Gd,TA,P,70,78,68,0,0,0,NA,NA,NA,0,6,2008,WD,Normal,157500 +843,80,RL,82,9020,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,SLvl,6,7,1966,1966,Gable,CompShg,HdBoard,HdBoard,BrkFace,183,TA,TA,CBlock,TA,TA,Gd,Rec,312,ALQ,539,276,1127,GasA,TA,Y,SBrkr,1165,0,0,1165,1,0,1,1,3,1,TA,6,Typ,0,NA,Attchd,1966,RFn,2,490,Gd,Gd,Y,0,129,0,0,0,0,NA,GdPrv,NA,0,5,2008,WD,Normal,174900 +844,90,RL,80,8000,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Artery,Norm,Duplex,1Story,5,4,1961,1961,Gable,CompShg,BrkFace,BrkFace,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,1800,1800,GasA,Ex,N,SBrkr,1800,0,0,1800,0,0,2,0,6,2,TA,10,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,0,0,0,0,0,0,NA,NA,NA,0,7,2007,WD,Normal,141000 +845,50,RM,100,12665,Pave,Grvl,IR1,Lvl,AllPub,Inside,Gtl,OldTown,Artery,Norm,1Fam,1.5Fin,5,8,1915,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,TA,Mn,Unf,0,Unf,0,876,876,GasA,Gd,Y,SBrkr,876,540,0,1416,0,0,1,1,4,1,TA,7,Typ,1,Gd,Detchd,1949,Unf,3,720,TA,TA,Y,418,0,194,0,0,0,NA,NA,NA,0,6,2008,WD,Normal,153900 +846,85,RL,NA,16647,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Sawyer,RRAe,Norm,1Fam,SFoyer,5,5,1975,1981,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,Gd,TA,Gd,ALQ,1390,Unf,0,0,1390,GasA,TA,Y,SBrkr,1701,0,0,1701,1,0,2,0,3,1,TA,6,Min2,2,TA,Basment,1975,Fin,2,611,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,1,2007,WD,Normal,171000 +847,60,RL,75,9317,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,1Fam,2Story,7,5,1993,1993,Gable,CompShg,HdBoard,HdBoard,BrkFace,137,Gd,TA,PConc,Gd,TA,No,ALQ,513,Unf,0,227,740,GasA,Ex,Y,SBrkr,1006,769,0,1775,1,0,2,1,3,1,Gd,7,Typ,1,TA,Attchd,1993,Unf,2,425,TA,TA,Y,234,72,192,0,0,0,NA,NA,NA,0,7,2009,WD,Normal,213000 +848,20,RL,36,15523,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,CollgCr,Norm,Norm,1Fam,1Story,5,6,1972,1972,Gable,CompShg,HdBoard,Plywood,None,0,TA,TA,CBlock,TA,TA,Av,BLQ,460,Unf,0,404,864,GasA,Ex,Y,SBrkr,864,0,0,864,1,0,1,0,3,1,TA,5,Typ,1,Fa,Attchd,1972,Unf,1,338,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,8,2009,WD,Normal,133500 +849,50,RL,75,45600,Pave,NA,IR2,Bnk,AllPub,Inside,Gtl,ClearCr,Norm,Norm,1Fam,1.5Fin,6,8,1908,1997,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,907,907,GasA,TA,Y,SBrkr,1307,1051,0,2358,0,0,3,0,5,1,TA,10,Typ,1,Gd,Detchd,1908,Unf,2,360,Fa,TA,Y,486,40,0,0,175,0,NA,NA,NA,0,9,2008,WD,Normal,240000 +850,80,RL,80,9600,Pave,NA,Reg,Lvl,AllPub,FR2,Gtl,Veenker,Feedr,Norm,1Fam,SLvl,6,7,1976,1994,Hip,CompShg,Plywood,Plywood,BrkFace,360,Gd,Gd,CBlock,TA,TA,No,Unf,0,Unf,0,528,528,GasA,Ex,Y,SBrkr,1094,761,0,1855,0,0,2,1,3,1,TA,7,Typ,1,TA,Attchd,1976,RFn,2,512,TA,TA,Y,113,100,0,0,0,0,NA,NA,NA,0,8,2007,WD,Normal,187000 +851,120,RM,36,4435,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,TwnhsE,1Story,6,5,2003,2003,Gable,CompShg,VinylSd,VinylSd,BrkFace,170,Gd,TA,PConc,Gd,TA,Av,GLQ,659,Unf,0,189,848,GasA,Ex,Y,SBrkr,848,0,0,848,1,0,1,0,1,1,Gd,3,Typ,0,NA,Attchd,2003,Fin,2,420,TA,TA,Y,140,0,0,0,0,0,NA,NA,NA,0,11,2007,WD,Normal,131500 +852,120,RL,NA,3196,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Blmngtn,Norm,Norm,TwnhsE,1Story,8,5,2003,2003,Gable,CompShg,VinylSd,VinylSd,BrkFace,40,Gd,TA,PConc,Gd,TA,Gd,Unf,0,Unf,0,1273,1273,GasA,Ex,Y,SBrkr,1456,0,0,1456,0,0,2,0,2,1,Gd,7,Typ,1,TA,Attchd,2003,Fin,2,400,TA,TA,Y,143,20,0,0,0,0,NA,NA,NA,0,5,2006,WD,Normal,215000 +853,75,RL,53,7128,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Crawfor,Norm,Norm,1Fam,2.5Unf,7,5,1941,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,Gd,CBlock,TA,TA,No,Rec,364,Unf,0,554,918,GasA,Gd,Y,SBrkr,918,728,0,1646,0,0,2,0,4,1,TA,7,Typ,2,Gd,Detchd,1941,Unf,1,240,TA,TA,Y,0,0,0,0,126,0,NA,MnPrv,NA,0,8,2007,WD,Normal,164000 +854,80,RL,NA,12095,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,SLvl,6,6,1964,1964,Gable,CompShg,MetalSd,HdBoard,BrkFace,115,TA,Gd,CBlock,TA,TA,Gd,Rec,564,Unf,0,563,1127,GasA,TA,Y,SBrkr,1445,0,0,1445,0,0,1,1,3,1,TA,7,Typ,1,Fa,Attchd,1964,RFn,2,645,TA,TA,Y,180,0,0,0,0,0,NA,MnPrv,NA,0,8,2009,WD,Normal,158000 +855,20,RL,102,17920,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,1Story,5,4,1955,1974,Hip,CompShg,Wd Sdng,Plywood,None,0,TA,TA,CBlock,TA,TA,Mn,ALQ,306,Rec,1085,372,1763,GasA,TA,Y,SBrkr,1779,0,0,1779,1,0,1,1,3,1,TA,6,Typ,1,Gd,Attchd,1955,Unf,2,454,TA,TA,Y,0,418,0,0,312,0,NA,NA,NA,0,7,2006,WD,Abnorml,170000 +856,20,RL,NA,6897,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Sawyer,Norm,Norm,1Fam,1Story,5,8,1962,2010,Gable,CompShg,HdBoard,HdBoard,None,0,TA,Gd,CBlock,TA,TA,No,ALQ,659,Unf,0,381,1040,GasA,Ex,Y,SBrkr,1040,0,0,1040,1,0,1,1,3,1,TA,6,Typ,0,NA,Detchd,1962,Unf,1,260,TA,TA,Y,0,104,0,0,0,0,NA,NA,NA,0,4,2010,WD,Normal,127000 +857,80,RL,NA,10970,Pave,NA,IR1,Low,AllPub,Inside,Mod,CollgCr,Norm,Norm,1Fam,SLvl,6,6,1978,1978,Gable,CompShg,Plywood,HdBoard,None,0,TA,TA,CBlock,Gd,Gd,Gd,GLQ,505,LwQ,435,0,940,GasA,TA,Y,SBrkr,1026,0,0,1026,1,0,1,0,3,1,TA,5,Typ,0,NA,Detchd,1981,Unf,2,576,TA,Fa,Y,0,0,34,0,0,0,NA,MnPrv,NA,0,10,2008,WD,Normal,147000 +858,60,RL,65,8125,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,6,5,1994,1995,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,702,702,GasA,Gd,Y,SBrkr,702,779,0,1481,0,0,2,1,3,1,TA,6,Typ,1,TA,Attchd,1994,Fin,2,343,TA,TA,Y,0,36,0,0,0,0,NA,NA,NA,0,3,2009,WD,Normal,174000 +859,20,RL,80,10400,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,1Story,7,5,1976,1976,Gable,CompShg,HdBoard,HdBoard,BrkFace,189,TA,TA,CBlock,Gd,TA,No,Unf,0,Unf,0,1090,1090,GasA,TA,Y,SBrkr,1370,0,0,1370,0,0,2,0,3,1,TA,6,Typ,1,TA,Attchd,1976,RFn,2,479,TA,TA,Y,0,0,0,0,0,0,NA,MnPrv,NA,0,6,2009,WD,Family,152000 +860,60,RL,NA,11029,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NWAmes,PosA,Norm,1Fam,2Story,6,7,1968,1984,Gable,CompShg,HdBoard,HdBoard,BrkFace,220,TA,TA,CBlock,TA,TA,Mn,BLQ,619,Unf,0,435,1054,GasA,TA,Y,SBrkr,1512,1142,0,2654,1,0,2,1,4,1,Gd,9,Typ,1,Gd,Attchd,1968,Unf,2,619,TA,TA,Y,0,65,0,0,222,0,NA,NA,NA,0,8,2006,WD,Normal,250000 +861,50,RL,55,7642,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Crawfor,Norm,Norm,1Fam,1.5Fin,7,8,1918,1998,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,Gd,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,912,912,GasA,Gd,Y,SBrkr,912,514,0,1426,0,0,1,1,3,1,Gd,7,Typ,1,Gd,Detchd,1925,Unf,1,216,TA,TA,Y,0,240,0,0,0,0,NA,GdPrv,NA,0,6,2007,WD,Normal,189950 +862,190,RL,75,11625,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,2fmCon,1Story,5,4,1965,1965,Hip,CompShg,Plywood,HdBoard,None,0,TA,TA,PConc,TA,TA,Mn,BLQ,841,Unf,0,198,1039,GasA,Ex,Y,SBrkr,1039,0,0,1039,1,0,1,1,3,1,TA,6,Typ,0,NA,Attchd,1965,Unf,2,504,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,4,2010,WD,Normal,131500 +863,20,RL,81,9672,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,SawyerW,Norm,Norm,1Fam,1Story,6,5,1984,1985,Hip,CompShg,HdBoard,Plywood,None,0,TA,TA,PConc,Gd,TA,No,GLQ,338,Unf,0,702,1040,GasA,TA,Y,SBrkr,1097,0,0,1097,0,0,2,0,3,1,TA,6,Typ,0,NA,Attchd,1986,Unf,2,480,TA,TA,Y,0,0,0,0,0,0,NA,GdPrv,NA,0,5,2010,WD,Normal,152000 +864,20,RL,70,7931,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,5,1959,1959,Hip,CompShg,BrkFace,Plywood,None,0,TA,TA,CBlock,TA,TA,No,BLQ,1148,Unf,0,0,1148,GasA,TA,Y,SBrkr,1148,0,0,1148,1,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1959,Unf,1,672,TA,TA,Y,0,0,0,0,0,0,NA,GdPrv,NA,0,7,2009,WD,Normal,132500 +865,20,FV,72,8640,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,1Story,7,5,2007,2008,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Ex,TA,No,Unf,0,Unf,0,1372,1372,GasA,Ex,Y,SBrkr,1372,0,0,1372,0,0,2,0,3,1,Gd,6,Typ,0,NA,Attchd,2008,Fin,2,529,TA,TA,Y,0,140,0,0,0,0,NA,NA,NA,0,5,2008,New,Partial,250580 +866,20,RL,NA,8750,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,6,1970,1970,Gable,CompShg,MetalSd,MetalSd,BrkFace,76,TA,TA,CBlock,TA,TA,No,BLQ,828,Unf,0,174,1002,GasA,TA,Y,SBrkr,1002,0,0,1002,1,0,1,0,3,1,TA,5,Typ,0,NA,Detchd,1973,Unf,2,902,TA,TA,Y,0,0,0,0,0,0,NA,MnPrv,NA,0,8,2009,WD,Normal,148500 +867,20,RL,67,10656,Pave,NA,IR1,HLS,AllPub,Inside,Gtl,Timber,Norm,Norm,1Fam,1Story,8,5,2006,2007,Gable,CompShg,VinylSd,VinylSd,Stone,274,Gd,TA,PConc,Gd,TA,Av,Unf,0,Unf,0,1638,1638,GasA,Ex,Y,SBrkr,1646,0,0,1646,0,0,2,0,3,1,Gd,6,Typ,1,Gd,Attchd,2007,RFn,3,870,TA,TA,Y,192,80,0,0,0,0,NA,NA,NA,0,11,2007,New,Partial,248900 +868,20,RL,85,6970,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Sawyer,Feedr,Norm,1Fam,1Story,4,5,1961,1961,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,TA,TA,No,ALQ,932,Unf,0,108,1040,GasA,TA,Y,SBrkr,1120,0,0,1120,1,0,1,1,3,1,Fa,5,Typ,0,NA,Attchd,1961,RFn,2,544,TA,TA,Y,168,0,0,0,0,0,NA,NA,Shed,400,5,2007,WD,Normal,129000 +869,60,RL,NA,14762,Pave,NA,IR2,Lvl,AllPub,Corner,Gtl,Gilbert,Feedr,Norm,1Fam,2Story,5,6,1948,1950,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,Slab,NA,NA,NA,NA,0,NA,0,0,0,GasA,Gd,Y,SBrkr,1547,720,53,2320,0,0,2,0,2,1,TA,7,Typ,1,TA,Attchd,1979,Unf,2,672,TA,TA,P,120,144,0,0,0,0,NA,NA,NA,0,5,2006,WD,Normal,169000 +870,60,RL,80,9938,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,1Fam,2Story,7,5,1993,1994,Gable,CompShg,MetalSd,MetalSd,BrkFace,246,Gd,TA,PConc,Gd,TA,No,GLQ,750,Unf,0,300,1050,GasA,Ex,Y,SBrkr,1062,887,0,1949,1,0,2,1,3,1,Gd,8,Typ,1,TA,Attchd,1993,Fin,2,574,TA,TA,Y,156,90,0,0,0,0,NA,GdPrv,NA,0,6,2010,WD,Normal,236000 +871,20,RL,60,6600,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,PosN,Norm,1Fam,1Story,5,5,1962,1962,Hip,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,894,894,GasA,Gd,N,SBrkr,894,0,0,894,0,0,1,0,2,1,TA,5,Typ,0,NA,Detchd,1962,Unf,1,308,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,8,2009,WD,Normal,109500 +872,60,RL,70,8750,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,6,5,1998,1998,Gable,CompShg,VinylSd,VinylSd,BrkFace,116,TA,TA,PConc,Gd,TA,No,GLQ,505,Unf,0,299,804,GasA,Ex,Y,SBrkr,804,878,0,1682,0,0,2,1,3,1,Gd,7,Typ,0,NA,Attchd,1998,RFn,2,523,TA,TA,Y,0,77,0,0,0,0,NA,NA,NA,0,6,2010,WD,Normal,200500 +873,20,RL,74,8892,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,7,1953,1996,Gable,CompShg,WdShing,Wd Shng,None,0,Gd,TA,Stone,TA,TA,Av,Unf,0,Unf,0,105,105,GasA,Gd,Y,SBrkr,910,0,0,910,0,0,1,0,3,1,Gd,5,Typ,0,NA,Attchd,1953,Unf,2,414,TA,TA,Y,196,0,150,0,0,0,NA,GdWo,NA,0,10,2008,WD,Normal,116000 +874,40,RL,60,12144,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,7,1949,1950,Gable,CompShg,HdBoard,HdBoard,None,0,Gd,TA,CBlock,TA,TA,No,Rec,375,Unf,0,457,832,GasA,Gd,Y,SBrkr,1036,0,232,1268,0,0,1,0,3,1,TA,6,Typ,1,Gd,Attchd,1949,Unf,1,288,TA,TA,Y,0,28,0,0,0,0,NA,NA,Othr,0,9,2009,WD,Normal,133000 +875,50,RM,52,5720,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Artery,Norm,1Fam,1.5Fin,5,6,1941,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,676,676,GasA,Ex,Y,SBrkr,676,455,0,1131,0,0,1,1,3,1,TA,5,Typ,0,NA,Detchd,1941,Unf,1,200,TA,TA,Y,26,0,0,0,0,0,NA,NA,NA,0,8,2009,WD,Abnorml,66500 +876,60,FV,75,9000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,2Story,8,5,2007,2007,Gable,CompShg,CemntBd,CmentBd,None,0,Gd,TA,PConc,Gd,TA,Av,GLQ,64,Unf,0,1120,1184,GasA,Ex,Y,SBrkr,1184,1426,0,2610,0,0,2,1,4,1,Ex,11,Typ,1,Gd,BuiltIn,2007,Fin,2,550,TA,TA,Y,208,364,0,0,0,0,NA,NA,NA,0,8,2007,New,Partial,303477 +877,20,RL,94,25286,Pave,NA,Reg,HLS,AllPub,Inside,Mod,Mitchel,Norm,Norm,1Fam,1Story,4,5,1963,1963,Gable,CompShg,HdBoard,Plywood,None,0,TA,TA,PConc,TA,TA,Gd,ALQ,633,Unf,0,431,1064,GasA,Gd,Y,SBrkr,1040,0,0,1040,1,0,1,0,3,1,TA,5,Typ,0,NA,Attchd,1963,Unf,2,648,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,1,2007,WD,Normal,132250 +878,60,RL,74,8834,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,2Story,9,5,2004,2005,Hip,CompShg,VinylSd,VinylSd,Stone,216,Gd,TA,PConc,Ex,TA,No,GLQ,1170,Unf,0,292,1462,GasA,Ex,Y,SBrkr,1462,762,0,2224,1,0,2,1,4,1,Ex,10,Typ,1,Gd,Attchd,2004,Fin,3,738,TA,TA,Y,184,0,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal,350000 +879,85,RL,88,11782,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,SFoyer,5,7,1961,1995,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,TA,Av,ALQ,899,Unf,0,210,1109,GasA,TA,Y,SBrkr,1155,0,0,1155,1,0,1,0,3,1,Gd,6,Min2,0,NA,Detchd,1987,Unf,2,576,TA,TA,Y,192,0,0,0,0,0,NA,MnPrv,Shed,400,6,2010,WD,Normal,148000 +880,20,RL,NA,7000,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,CollgCr,Norm,Norm,1Fam,1Story,5,8,1978,2005,Gable,CompShg,VinylSd,VinylSd,BrkFace,90,Gd,Gd,CBlock,TA,TA,No,ALQ,646,Unf,0,218,864,GasA,Ex,Y,SBrkr,864,0,0,864,1,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1978,Unf,1,336,TA,TA,Y,0,0,0,0,0,0,NA,GdWo,NA,0,7,2009,WD,Normal,136500 +881,20,RL,60,7024,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1Story,5,5,2005,2006,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Ex,Gd,No,ALQ,980,Unf,0,110,1090,GasA,Gd,Y,SBrkr,1090,0,0,1090,1,0,1,1,2,1,TA,5,Typ,0,NA,Attchd,2005,Fin,2,450,TA,TA,Y,0,49,0,0,0,0,NA,NA,NA,0,6,2007,WD,Normal,157000 +882,50,RL,44,13758,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Timber,Norm,Norm,1Fam,1.5Fin,7,5,1990,1991,Gable,CompShg,HdBoard,HdBoard,BrkFace,117,Gd,Gd,CBlock,Gd,TA,Mn,LwQ,902,Unf,0,254,1156,GasA,Ex,Y,SBrkr,1187,530,0,1717,0,0,2,1,3,1,Gd,7,Typ,1,TA,Attchd,1990,RFn,2,400,TA,TA,Y,168,36,0,0,0,0,NA,NA,NA,0,4,2007,WD,Normal,187500 +883,60,RL,NA,9636,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Gilbert,Norm,Norm,1Fam,2Story,6,5,1992,1993,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,808,808,GasA,Gd,Y,SBrkr,808,785,0,1593,0,0,2,1,3,1,TA,7,Typ,1,TA,BuiltIn,1993,RFn,2,389,TA,TA,Y,342,40,0,0,0,0,NA,MnPrv,NA,0,12,2009,WD,Normal,178000 +884,75,RL,60,6204,Pave,NA,Reg,Bnk,AllPub,Inside,Gtl,SWISU,Norm,Norm,1Fam,2.5Fin,4,5,1912,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,Gd,TA,PConc,TA,Fa,No,Unf,0,Unf,0,795,795,GasA,TA,N,SBrkr,954,795,481,2230,1,0,1,0,5,1,TA,10,Typ,0,NA,Detchd,1997,Unf,1,440,TA,Gd,Y,0,188,0,0,0,0,NA,NA,NA,0,3,2006,WD,Normal,118500 +885,20,RL,65,7150,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,5,1967,1967,Gable,CompShg,HdBoard,HdBoard,BrkFace,60,TA,TA,CBlock,TA,TA,No,BLQ,432,Unf,0,460,892,GasA,TA,Y,SBrkr,892,0,0,892,0,0,1,0,3,1,TA,5,Typ,0,NA,Attchd,1967,RFn,1,288,TA,TA,Y,0,0,0,0,0,0,NA,GdWo,NA,0,7,2009,WD,Normal,100000 +886,120,FV,50,5119,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Somerst,Norm,Norm,TwnhsE,1Story,9,5,1999,2000,Gable,CompShg,MetalSd,MetalSd,BrkFace,60,Gd,TA,PConc,Ex,TA,Av,GLQ,1238,Unf,0,460,1698,GasA,Ex,Y,SBrkr,1709,0,0,1709,1,0,2,0,2,1,Gd,5,Typ,1,TA,Attchd,1999,Fin,2,506,TA,TA,Y,97,65,0,0,0,0,NA,NA,NA,0,1,2008,CWD,Abnorml,328900 +887,90,RL,70,8393,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,Duplex,1Story,5,5,1959,2005,Gable,CompShg,MetalSd,MetalSd,BrkFace,122,TA,TA,CBlock,TA,TA,No,LwQ,528,Unf,0,1098,1626,GasA,Ex,Y,SBrkr,1712,0,0,1712,0,0,2,0,4,2,TA,8,Typ,0,NA,Attchd,2005,Fin,2,588,TA,TA,Y,272,54,0,0,0,0,NA,NA,NA,0,6,2006,WD,Family,145000 +888,50,RL,59,16466,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1.5Fin,5,7,1955,1955,Gable,CompShg,MetalSd,MetalSd,None,0,TA,Gd,PConc,TA,TA,No,Unf,0,Unf,0,816,816,GasA,TA,Y,SBrkr,872,521,0,1393,0,0,1,1,3,1,TA,8,Typ,0,NA,Attchd,1955,Unf,1,300,TA,TA,Y,121,0,0,0,265,0,NA,NA,NA,0,4,2008,WD,Normal,135500 +889,20,RL,95,15865,Pave,NA,IR1,Lvl,AllPub,Inside,Mod,NAmes,Norm,Norm,1Fam,1Story,8,6,1970,1970,Flat,Tar&Grv,Wd Sdng,Wd Sdng,None,0,Gd,Gd,PConc,TA,Gd,Gd,ALQ,351,Rec,823,1043,2217,GasA,Ex,Y,SBrkr,2217,0,0,2217,1,0,2,0,4,1,Gd,8,Typ,1,TA,Attchd,1970,Unf,2,621,TA,TA,Y,81,207,0,0,224,0,NA,NA,NA,0,10,2007,WD,Normal,268000 +890,20,RL,128,12160,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Feedr,Norm,1Fam,1Story,6,4,1953,1953,Hip,CompShg,Wd Sdng,Wd Sdng,BrkFace,90,TA,TA,CBlock,TA,TA,No,BLQ,1024,Unf,0,481,1505,GasA,Ex,Y,SBrkr,1505,0,0,1505,1,0,1,0,2,1,TA,6,Typ,1,TA,Attchd,1953,RFn,2,505,TA,TA,Y,0,0,0,162,0,0,NA,NA,NA,0,2,2009,WD,Normal,149500 +891,50,RL,60,8064,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Artery,Norm,1Fam,1.5Fin,5,7,1949,2006,Gable,CompShg,MetalSd,MetalSd,None,0,TA,Gd,CBlock,TA,TA,Mn,Unf,0,Unf,0,672,672,GasA,Ex,Y,SBrkr,672,252,0,924,0,0,1,0,3,1,TA,6,Typ,1,Po,Detchd,2003,Unf,2,576,TA,TA,Y,0,0,0,0,0,0,NA,MnPrv,Shed,2000,7,2007,WD,Normal,122900 +892,60,RL,70,11184,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,2Story,6,5,1978,1978,Hip,CompShg,HdBoard,HdBoard,BrkFace,92,TA,TA,CBlock,TA,TA,No,LwQ,226,Rec,500,192,918,GasA,Gd,Y,SBrkr,918,765,0,1683,0,0,2,1,3,1,TA,7,Typ,1,TA,Attchd,1978,RFn,2,440,TA,TA,Y,243,0,0,0,0,0,NA,NA,NA,0,7,2009,WD,Normal,172500 +893,20,RL,70,8414,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,1Story,6,8,1963,2003,Hip,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,TA,No,GLQ,663,Unf,0,396,1059,GasA,TA,Y,SBrkr,1068,0,0,1068,0,1,1,0,3,1,TA,6,Typ,0,NA,Attchd,1963,RFn,1,264,TA,TA,Y,192,0,0,0,0,0,NA,MnPrv,NA,0,2,2006,WD,Normal,154500 +894,20,RL,NA,13284,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,PosN,Norm,1Fam,1Story,5,5,1954,1954,Gable,CompShg,Wd Sdng,Plywood,None,0,TA,TA,PConc,Gd,TA,Mn,BLQ,1064,Unf,0,319,1383,GasA,TA,Y,SBrkr,1383,0,0,1383,1,0,1,0,3,1,TA,6,Typ,1,Gd,Attchd,1954,Unf,1,354,TA,TA,Y,511,116,0,0,0,0,NA,GdPrv,NA,0,6,2008,WD,Normal,165000 +895,90,RL,64,7018,Pave,NA,Reg,Bnk,AllPub,Inside,Gtl,SawyerW,Norm,Norm,Duplex,1Story,5,5,1979,1979,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,Slab,NA,NA,NA,NA,0,NA,0,0,0,GasA,TA,Y,SBrkr,1535,0,0,1535,0,0,2,0,4,2,TA,8,Typ,0,NA,Attchd,1979,Unf,2,400,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,6,2009,WD,Alloca,118858 +896,60,RL,71,7056,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,2Story,6,5,1963,1963,Hip,CompShg,HdBoard,HdBoard,BrkFace,415,TA,TA,CBlock,TA,TA,No,BLQ,400,Unf,0,380,780,GasA,TA,Y,SBrkr,983,813,0,1796,1,0,1,1,4,1,TA,8,Typ,1,TA,Attchd,1963,RFn,2,483,TA,TA,Y,0,50,0,0,0,0,NA,NA,NA,0,10,2008,WD,Normal,140000 +897,30,RM,50,8765,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,IDOTRR,Norm,Norm,1Fam,1Story,4,6,1936,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,TA,No,ALQ,285,Unf,0,666,951,GasA,Ex,N,SBrkr,951,0,0,951,0,0,1,0,2,1,TA,6,Typ,0,NA,Detchd,1936,Unf,1,327,TA,TA,Y,0,28,0,0,0,0,NA,NA,NA,0,4,2006,WD,Abnorml,106500 +898,90,RL,64,7018,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,Feedr,Norm,Duplex,2Story,5,5,1979,1979,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,Slab,NA,NA,NA,NA,0,NA,0,0,0,GasA,TA,Y,SBrkr,1120,1120,0,2240,0,0,2,0,6,2,TA,12,Typ,0,NA,Detchd,1979,Unf,2,528,TA,TA,Y,154,0,0,0,0,0,NA,NA,NA,0,6,2009,WD,Alloca,142953 +899,20,RL,100,12919,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,1Story,9,5,2009,2010,Hip,CompShg,VinylSd,VinylSd,Stone,760,Ex,TA,PConc,Ex,TA,Gd,GLQ,2188,Unf,0,142,2330,GasA,Ex,Y,SBrkr,2364,0,0,2364,1,0,2,1,2,1,Ex,11,Typ,2,Gd,Attchd,2009,Fin,3,820,TA,TA,Y,0,67,0,0,0,0,NA,NA,NA,0,3,2010,New,Partial,611657 +900,20,RL,65,6993,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,Feedr,Norm,1Fam,1Story,5,7,1961,1994,Gable,CompShg,HdBoard,Plywood,None,0,TA,TA,CBlock,TA,TA,No,BLQ,465,Unf,0,447,912,GasA,TA,Y,SBrkr,1236,0,0,1236,0,0,1,0,3,1,TA,6,Typ,1,TA,Attchd,1961,Unf,1,288,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,6,2006,WD,Normal,135000 +901,20,RL,NA,7340,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,4,6,1971,1971,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,TA,No,ALQ,322,Unf,0,536,858,GasA,TA,Y,SBrkr,858,0,0,858,0,0,1,0,2,1,TA,4,Typ,0,NA,Detchd,1979,Unf,1,684,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,6,2007,WD,Normal,110000 +902,20,RL,64,8712,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,7,1957,2000,Hip,CompShg,MetalSd,MetalSd,None,0,TA,Gd,CBlock,TA,TA,Mn,BLQ,860,Unf,0,132,992,GasA,TA,Y,SBrkr,1306,0,0,1306,1,0,1,0,2,1,TA,5,Typ,0,NA,Detchd,1968,Unf,1,756,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,5,2009,WD,Normal,153000 +903,60,RL,63,7875,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,7,5,2003,2003,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,783,783,GasA,Ex,Y,SBrkr,807,702,0,1509,0,0,2,1,3,1,Gd,8,Typ,1,Gd,Attchd,2003,Fin,2,393,TA,TA,Y,0,75,0,0,0,0,NA,NA,NA,0,7,2006,WD,Normal,180000 +904,20,RL,50,14859,Pave,NA,IR1,HLS,AllPub,CulDSac,Gtl,Gilbert,Norm,Norm,1Fam,1Story,7,5,2006,2006,Hip,CompShg,VinylSd,VinylSd,BrkFace,27,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1670,1670,GasA,Ex,Y,SBrkr,1670,0,0,1670,0,0,2,0,3,1,Gd,7,Typ,1,Gd,Attchd,2006,RFn,3,690,TA,TA,Y,144,60,0,0,0,0,NA,NA,NA,0,8,2006,New,Partial,240000 +905,20,RL,NA,6173,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,1Story,5,6,1967,1967,Gable,CompShg,HdBoard,Wd Sdng,BrkFace,75,TA,TA,CBlock,TA,TA,No,GLQ,599,Unf,0,277,876,GasA,TA,Y,SBrkr,902,0,0,902,0,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1967,Unf,1,288,TA,TA,Y,0,0,0,0,0,0,NA,MnPrv,NA,0,8,2007,WD,Normal,125500 +906,20,RL,80,9920,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,5,1954,1954,Gable,CompShg,HdBoard,HdBoard,Stone,110,TA,TA,CBlock,TA,TA,No,Rec,354,LwQ,290,412,1056,GasA,TA,Y,SBrkr,1063,0,0,1063,1,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1954,RFn,1,280,TA,TA,Y,0,0,164,0,0,0,NA,MnPrv,NA,0,2,2010,WD,Normal,128000 +907,20,RL,116,13501,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Somerst,Norm,Norm,1Fam,1Story,8,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,Stone,208,Gd,TA,PConc,Gd,TA,No,GLQ,63,Unf,0,1560,1623,GasA,Ex,Y,SBrkr,1636,0,0,1636,1,0,2,0,3,1,Gd,8,Typ,1,Gd,Attchd,2006,RFn,3,865,TA,TA,Y,0,60,0,0,0,0,NA,NA,NA,0,6,2007,WD,Normal,255000 +908,50,RL,86,11500,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Crawfor,Norm,Norm,1Fam,1.5Fin,7,7,1936,1987,Gable,CompShg,BrkFace,BrkFace,None,0,Gd,TA,CBlock,Gd,TA,No,Rec,223,Unf,0,794,1017,GasA,Gd,Y,SBrkr,1020,1037,0,2057,0,0,1,1,3,1,Gd,6,Typ,1,Gd,Attchd,1936,Fin,1,180,Fa,TA,Y,0,0,0,0,322,0,NA,NA,NA,0,6,2006,WD,Normal,250000 +909,20,RL,NA,8885,Pave,NA,IR1,Low,AllPub,Inside,Mod,Mitchel,Norm,Norm,1Fam,1Story,5,5,1983,1983,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,Gd,TA,Av,BLQ,301,ALQ,324,239,864,GasA,TA,Y,SBrkr,902,0,0,902,1,0,1,0,2,1,TA,5,Typ,0,NA,Attchd,1983,Unf,2,484,TA,TA,Y,164,0,0,0,0,0,NA,MnPrv,NA,0,6,2006,WD,Normal,131000 +910,60,RL,149,12589,Pave,NA,IR2,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,6,5,2005,2005,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,742,742,GasA,Ex,Y,SBrkr,742,742,0,1484,0,0,2,1,3,1,Gd,8,Typ,1,Gd,Attchd,2005,Fin,2,390,TA,TA,Y,36,24,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal,174000 +911,90,RL,80,11600,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Feedr,Norm,Duplex,2Story,5,5,1960,1960,Gable,CompShg,MetalSd,MetalSd,BrkFace,361,TA,TA,CBlock,TA,TA,No,Rec,443,Unf,0,662,1105,GasA,TA,Y,FuseA,1105,1169,0,2274,0,0,2,0,5,2,TA,12,Typ,0,NA,Detchd,1960,Unf,2,480,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,1,2010,WD,Normal,154300 +912,20,RL,NA,9286,Pave,NA,IR1,Lvl,AllPub,CulDSac,Mod,CollgCr,Norm,Norm,1Fam,1Story,5,7,1977,1989,Gable,CompShg,HdBoard,Plywood,None,0,TA,TA,CBlock,Gd,Gd,Av,ALQ,196,Unf,0,1072,1268,GasA,TA,Y,SBrkr,1268,0,0,1268,0,0,1,1,3,1,Gd,5,Typ,0,NA,Detchd,1978,Unf,1,252,TA,TA,Y,173,0,0,0,0,0,NA,NA,NA,0,10,2009,WD,Normal,143500 +913,30,RM,51,6120,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1Story,5,7,1925,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,BrkTil,TA,TA,No,Rec,489,Unf,0,279,768,GasA,TA,N,SBrkr,1015,0,0,1015,0,0,1,0,3,1,TA,6,Min1,0,NA,Detchd,1925,Unf,1,450,TA,TA,Y,0,0,112,0,120,0,NA,MnPrv,Shed,620,7,2006,WD,Abnorml,88000 +914,90,RH,82,6270,Pave,NA,Reg,HLS,AllPub,Inside,Gtl,Crawfor,Norm,Norm,Duplex,2Story,5,6,1949,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,BLQ,284,Unf,0,717,1001,GasA,TA,N,FuseA,1001,1001,0,2002,0,0,2,0,4,2,TA,8,Typ,0,NA,2Types,1949,Unf,3,871,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,8,2007,WD,Normal,145000 +915,160,FV,30,3000,Pave,Pave,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,TwnhsE,2Story,6,5,2009,2009,Gable,CompShg,VinylSd,VinylSd,Stone,76,Gd,TA,PConc,Gd,TA,Av,GLQ,294,Unf,0,318,612,GasA,Ex,Y,SBrkr,612,612,0,1224,0,0,2,1,2,1,Gd,4,Typ,0,NA,Detchd,2009,RFn,2,528,TA,TA,Y,0,234,0,0,0,0,NA,NA,NA,0,6,2009,New,Partial,173733 +916,160,RM,21,2001,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,MeadowV,Norm,Norm,Twnhs,2Story,4,5,1970,1970,Gable,CompShg,CemntBd,CmentBd,BrkFace,80,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,546,546,GasA,Fa,Y,SBrkr,546,546,0,1092,0,0,1,1,3,1,TA,6,Typ,0,NA,Attchd,1970,Unf,1,286,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,1,2007,WD,Normal,75000 +917,20,C (all),50,9000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,IDOTRR,Norm,Norm,1Fam,1Story,2,3,1949,1950,Gable,CompShg,AsbShng,AsbShng,None,0,TA,TA,CBlock,TA,TA,Av,BLQ,50,Unf,0,430,480,GasA,TA,N,FuseA,480,0,0,480,1,0,0,0,1,1,TA,4,Typ,0,NA,Detchd,1958,Unf,1,308,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,10,2006,WD,Abnorml,35311 +918,20,RL,NA,17140,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1Story,4,6,1956,1956,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,TA,TA,No,ALQ,1059,Unf,0,75,1134,GasA,Ex,Y,FuseA,1229,0,0,1229,0,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1956,RFn,1,284,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,4,2009,WD,Normal,135000 +919,60,RL,103,13125,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,SawyerW,Norm,Norm,1Fam,2Story,7,5,1991,1991,Gable,CompShg,HdBoard,HdBoard,None,0,Gd,TA,PConc,Ex,TA,Mn,BLQ,48,GLQ,634,422,1104,GasA,Ex,Y,SBrkr,912,1215,0,2127,1,0,2,1,4,1,Gd,8,Typ,1,TA,Attchd,1991,RFn,3,833,TA,TA,Y,72,192,224,0,0,0,NA,GdPrv,NA,0,11,2007,WD,Normal,238000 +920,20,RL,87,11029,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,8,1958,2002,Hip,CompShg,MetalSd,MetalSd,None,0,Ex,TA,CBlock,Gd,TA,No,ALQ,528,BLQ,411,245,1184,GasA,Ex,Y,SBrkr,1414,0,0,1414,1,0,1,0,3,1,TA,6,Min1,1,TA,Attchd,1990,Unf,2,601,TA,TA,Y,0,51,0,0,190,0,NA,NA,NA,0,5,2008,WD,Normal,176500 +921,60,RL,70,8462,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,1Fam,2Story,6,5,1994,1994,Gable,CompShg,HdBoard,HdBoard,BrkFace,105,Gd,Gd,PConc,Gd,Gd,No,GLQ,814,Unf,0,114,928,GasA,Ex,Y,SBrkr,936,785,0,1721,0,1,2,1,3,1,Gd,7,Typ,0,NA,Attchd,1994,RFn,2,471,TA,TA,Y,300,87,0,0,0,0,NA,NA,NA,0,7,2007,WD,Normal,201000 +922,90,RL,67,8777,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Feedr,Norm,Duplex,1.5Fin,5,7,1900,2003,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,ALQ,1084,Unf,0,188,1272,GasA,Gd,Y,SBrkr,1272,928,0,2200,2,0,2,2,4,2,TA,9,Typ,0,NA,NA,NA,NA,0,0,NA,NA,N,0,70,0,0,0,0,NA,GdPrv,NA,0,9,2008,WD,Normal,145900 +923,20,RL,65,10237,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Gilbert,RRAn,Norm,1Fam,1Story,6,5,2005,2006,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,28,Unf,0,1288,1316,GasA,Ex,Y,SBrkr,1316,0,0,1316,0,0,2,0,3,1,Gd,6,Typ,1,Gd,Attchd,2005,Fin,2,397,TA,TA,Y,100,0,0,23,0,0,NA,NA,NA,0,10,2006,New,Partial,169990 +924,120,RL,50,8012,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,TwnhsE,1Story,6,5,1993,1994,Gable,CompShg,Plywood,Plywood,None,0,Gd,TA,PConc,Gd,TA,No,LwQ,165,GLQ,841,598,1604,GasA,Ex,Y,SBrkr,1617,0,0,1617,1,0,2,0,2,1,Gd,5,Typ,1,Fa,Attchd,1993,RFn,2,533,TA,TA,Y,0,69,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal,193000 +925,20,RL,79,10240,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,1Story,6,6,1980,1980,Gable,CompShg,Plywood,Plywood,BrkFace,157,TA,Gd,CBlock,Gd,TA,No,BLQ,625,LwQ,1061,0,1686,GasA,TA,Y,SBrkr,1686,0,0,1686,1,0,2,0,3,1,TA,7,Typ,1,TA,Attchd,1980,Unf,2,612,TA,TA,Y,384,131,0,0,0,0,NA,NA,NA,0,5,2006,WD,Normal,207500 +926,20,RL,NA,15611,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NWAmes,Norm,Norm,1Fam,1Story,5,6,1977,1977,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,Av,ALQ,767,LwQ,93,266,1126,GasA,TA,Y,SBrkr,1126,0,0,1126,0,1,2,0,3,1,Ex,6,Typ,0,NA,Attchd,1977,RFn,2,540,TA,TA,Y,180,0,0,0,0,0,NA,NA,NA,0,3,2008,WD,Abnorml,175000 +927,60,RL,93,11999,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,2Story,8,5,2003,2004,Hip,CompShg,VinylSd,VinylSd,BrkFace,340,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1181,1181,GasA,Ex,Y,SBrkr,1234,1140,0,2374,0,0,2,1,4,1,Ex,10,Typ,1,Gd,BuiltIn,2003,Fin,3,656,TA,TA,Y,104,100,0,0,0,0,NA,NA,NA,0,5,2007,WD,Normal,285000 +928,60,RL,NA,9900,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,Feedr,Norm,1Fam,2Story,7,5,1968,1968,Gable,CompShg,MetalSd,MetalSd,BrkFace,342,TA,TA,CBlock,TA,TA,No,BLQ,552,Unf,0,280,832,GasA,Gd,Y,SBrkr,1098,880,0,1978,0,0,2,1,4,1,TA,9,Typ,1,Gd,Attchd,1968,RFn,2,486,TA,TA,Y,0,43,0,0,0,0,NA,GdPrv,NA,0,4,2008,WD,Normal,176000 +929,20,RL,NA,11838,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,8,5,2001,2001,Hip,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,Av,Unf,0,Unf,0,1753,1753,GasA,Ex,Y,SBrkr,1788,0,0,1788,0,0,2,0,3,1,Ex,7,Typ,1,TA,Attchd,2001,RFn,2,522,TA,TA,Y,202,151,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal,236500 +930,60,RL,NA,13006,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Gilbert,Norm,Norm,1Fam,2Story,7,5,1997,1997,Gable,CompShg,HdBoard,HdBoard,BrkFace,285,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,964,964,GasA,Gd,Y,SBrkr,993,1243,0,2236,0,0,2,1,4,1,Gd,8,Typ,1,TA,BuiltIn,1997,Fin,2,642,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,11,2006,WD,Normal,222000 +931,20,RL,73,8925,Pave,NA,IR1,HLS,AllPub,Inside,Gtl,Timber,Norm,Norm,1Fam,1Story,8,5,2007,2007,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,Av,GLQ,16,Unf,0,1450,1466,GasA,Ex,Y,SBrkr,1466,0,0,1466,0,0,2,0,3,1,Gd,7,Typ,0,NA,Attchd,2007,Fin,3,610,TA,TA,Y,100,18,0,0,0,0,NA,NA,NA,0,7,2009,WD,Normal,201000 +932,20,RL,70,9100,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,6,1965,1965,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,TA,TA,No,BLQ,338,Rec,466,121,925,GasA,Ex,Y,SBrkr,925,0,0,925,0,1,1,0,2,1,TA,5,Typ,0,NA,Detchd,1965,Unf,1,429,TA,TA,Y,0,0,0,0,0,0,NA,GdWo,NA,0,7,2009,WD,Normal,117500 +933,20,RL,84,11670,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Somerst,RRNn,Norm,1Fam,1Story,9,5,2006,2006,Hip,CompShg,VinylSd,ImStucc,Stone,302,Ex,TA,PConc,Ex,Gd,No,Unf,0,Unf,0,1905,1905,GasA,Ex,Y,SBrkr,1905,0,0,1905,0,0,2,0,3,1,Ex,8,Typ,1,Gd,Attchd,2006,Fin,3,788,TA,TA,Y,0,191,0,0,0,0,NA,NA,NA,0,3,2007,WD,Normal,320000 +934,20,RL,63,8487,Pave,NA,Reg,Lvl,AllPub,FR2,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,2004,2004,Gable,CompShg,VinylSd,VinylSd,BrkFace,210,Gd,TA,PConc,Gd,TA,Av,GLQ,20,Unf,0,1480,1500,GasA,Ex,Y,SBrkr,1500,0,0,1500,0,0,2,0,3,1,Gd,6,Typ,0,NA,Attchd,2004,RFn,2,570,TA,TA,Y,192,36,0,0,0,0,NA,NA,NA,0,8,2009,WD,Normal,190000 +935,20,RL,313,27650,Pave,NA,IR2,HLS,AllPub,Inside,Mod,NAmes,PosA,Norm,1Fam,1Story,7,7,1960,2007,Flat,Tar&Grv,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,Gd,TA,Gd,GLQ,425,Unf,0,160,585,GasA,Ex,Y,SBrkr,2069,0,0,2069,1,0,2,0,4,1,Gd,9,Typ,1,Gd,Attchd,1960,RFn,2,505,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,11,2008,WD,Normal,242000 +936,30,RL,52,5825,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1Story,4,5,1926,1953,Gable,CompShg,MetalSd,MetalSd,BrkFace,108,TA,Gd,PConc,Fa,TA,Mn,Unf,0,Unf,0,600,600,GasA,Gd,Y,SBrkr,747,0,0,747,0,0,1,0,1,1,TA,5,Typ,0,NA,Detchd,1953,Unf,2,528,TA,TA,Y,0,0,32,0,0,0,NA,NA,NA,0,6,2006,WD,Normal,79900 +937,20,RL,67,10083,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,1Fam,1Story,7,5,2003,2003,Gable,CompShg,VinylSd,VinylSd,NA,NA,Gd,TA,PConc,Gd,TA,No,GLQ,833,Unf,0,343,1176,GasA,Ex,Y,SBrkr,1200,0,0,1200,1,0,2,0,2,1,Gd,5,Typ,0,NA,Attchd,2003,RFn,2,555,TA,TA,Y,0,41,0,0,0,0,NA,NA,NA,0,8,2009,WD,Normal,184900 +938,60,RL,75,9675,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,2Story,7,5,2005,2005,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,Mn,GLQ,341,Unf,0,772,1113,GasA,Ex,Y,SBrkr,1113,858,0,1971,0,0,2,1,3,1,Gd,8,Typ,1,Gd,Attchd,2005,RFn,2,689,TA,TA,Y,0,48,0,0,0,0,NA,NA,NA,0,2,2009,WD,Normal,253000 +939,60,RL,73,8760,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,7,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,Gd,Mn,GLQ,464,Unf,0,927,1391,GasA,Ex,Y,SBrkr,1391,571,0,1962,0,0,2,1,3,1,Gd,7,Typ,0,NA,Attchd,2006,RFn,3,868,TA,TA,Y,0,90,0,0,0,0,NA,NA,NA,0,8,2006,New,Partial,239799 +940,70,RL,NA,24090,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,ClearCr,Norm,Norm,1Fam,2Story,7,7,1940,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,Gd,CBlock,TA,TA,Mn,Unf,0,Unf,0,1032,1032,GasA,Ex,Y,SBrkr,1207,1196,0,2403,0,0,2,0,4,1,TA,10,Typ,2,TA,Attchd,1940,Unf,1,349,TA,TA,Y,56,0,318,0,0,0,NA,NA,NA,0,6,2010,COD,Normal,244400 +941,90,RL,55,12640,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Mitchel,Norm,Norm,Duplex,1Story,6,5,1976,1976,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,CBlock,TA,TA,Gd,Rec,936,LwQ,396,396,1728,GasA,TA,Y,SBrkr,1728,0,0,1728,0,0,2,0,4,2,TA,8,Typ,0,NA,Attchd,1976,Unf,2,574,TA,TA,Y,40,0,0,0,0,0,NA,NA,NA,0,7,2006,WD,Normal,150900 +942,60,RL,NA,8755,Pave,NA,IR1,Lvl,AllPub,FR2,Gtl,Gilbert,RRNn,Norm,1Fam,2Story,7,5,1999,1999,Gable,CompShg,VinylSd,VinylSd,BrkFace,298,Gd,TA,PConc,Gd,TA,No,ALQ,772,Unf,0,220,992,GasA,Ex,Y,SBrkr,1022,1038,0,2060,1,0,2,1,3,1,Gd,8,Typ,1,TA,BuiltIn,1999,RFn,2,390,TA,TA,Y,0,0,0,168,0,0,NA,GdPrv,NA,0,6,2009,WD,Normal,214000 +943,90,RL,42,7711,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,Duplex,1Story,4,3,1977,1977,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,PConc,Gd,TA,Gd,GLQ,1440,Unf,0,0,1440,GasA,TA,Y,SBrkr,1440,0,0,1440,2,0,2,0,4,2,TA,8,Typ,0,NA,NA,NA,NA,0,0,NA,NA,N,321,0,0,0,0,0,NA,NA,NA,0,8,2007,Oth,Abnorml,150000 +944,90,RL,100,25000,Pave,NA,Reg,Low,AllPub,Inside,Gtl,Mitchel,Norm,Norm,Duplex,1Story,5,4,1967,1967,Gable,CompShg,HdBoard,Plywood,None,0,TA,TA,CBlock,TA,TA,Av,Unf,0,Unf,0,1632,1632,GasA,TA,Y,SBrkr,1632,0,0,1632,0,0,2,0,4,2,TA,8,Typ,0,NA,Attchd,1967,Unf,2,576,TA,TA,P,0,0,0,0,0,0,NA,NA,NA,0,6,2007,WD,Normal,143000 +945,20,RL,NA,14375,Pave,NA,IR1,Lvl,NoSeWa,CulDSac,Gtl,Timber,Norm,Norm,1Fam,SLvl,6,6,1958,1958,Gable,CompShg,HdBoard,HdBoard,BrkFace,541,TA,TA,CBlock,TA,TA,No,GLQ,111,Rec,354,354,819,GasA,Gd,Y,FuseA,1344,0,0,1344,0,1,1,0,3,1,Gd,7,Typ,1,Gd,Basment,1958,RFn,2,525,TA,TA,Y,0,118,0,0,233,0,NA,NA,NA,0,1,2009,COD,Abnorml,137500 +946,50,RM,98,8820,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,OldTown,Norm,Norm,1Fam,1.5Fin,5,6,1890,1996,Hip,CompShg,VinylSd,VinylSd,None,0,TA,TA,BrkTil,TA,TA,No,LwQ,1088,Unf,0,0,1088,GasA,TA,Y,SBrkr,1188,561,120,1869,0,0,1,0,2,1,TA,7,Typ,0,NA,Detchd,1963,Unf,2,456,TA,TA,Y,48,0,244,0,0,0,NA,MnWw,NA,0,9,2009,WD,Normal,124900 +947,80,RL,70,8163,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,SLvl,5,6,1959,1959,Gable,CompShg,HdBoard,HdBoard,BrkFace,128,TA,Gd,CBlock,TA,TA,Av,ALQ,748,BLQ,294,102,1144,GasA,TA,Y,SBrkr,1144,0,0,1144,1,0,1,0,3,1,TA,6,Typ,1,TA,Attchd,1959,RFn,1,796,TA,TA,Y,86,0,0,0,0,0,NA,NA,NA,0,3,2006,WD,Normal,143000 +948,20,RL,85,14536,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Timber,Norm,Norm,1Fam,1Story,8,5,2002,2003,Hip,CompShg,VinylSd,VinylSd,BrkFace,236,Gd,TA,PConc,Gd,TA,Av,GLQ,1300,Unf,0,316,1616,GasA,Ex,Y,SBrkr,1629,0,0,1629,1,0,2,0,3,1,Gd,9,Typ,1,Gd,Attchd,2002,Fin,3,808,TA,TA,Y,0,252,0,0,0,0,NA,NA,NA,0,11,2007,WD,Normal,270000 +949,60,RL,65,14006,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,7,5,2002,2002,Gable,CompShg,VinylSd,VinylSd,BrkFace,144,Gd,TA,PConc,Gd,TA,NA,Unf,0,Unf,0,936,936,GasA,Ex,Y,SBrkr,936,840,0,1776,0,0,2,1,3,1,Gd,7,Typ,1,TA,Attchd,2002,RFn,2,474,TA,TA,Y,144,96,0,0,0,0,NA,NA,NA,0,2,2006,WD,Normal,192500 +950,20,RL,78,9360,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,1Story,6,7,1972,2006,Hip,CompShg,Plywood,Plywood,None,0,TA,TA,CBlock,TA,TA,No,ALQ,982,Unf,0,179,1161,GasA,TA,Y,SBrkr,1381,0,0,1381,1,0,1,1,3,1,Gd,5,Typ,1,TA,Attchd,1972,RFn,2,676,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,3,2010,WD,Normal,197500 +951,20,RL,60,7200,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,8,1950,2002,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,TA,TA,No,ALQ,398,BLQ,149,317,864,GasA,Gd,Y,SBrkr,864,0,0,864,1,0,1,0,3,1,Gd,5,Typ,0,NA,Detchd,1980,RFn,2,720,TA,TA,Y,194,0,0,0,0,0,NA,NA,NA,0,7,2007,WD,Normal,129000 +952,20,RH,60,7800,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,SawyerW,Norm,Norm,1Fam,1Story,5,5,1965,1965,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,TA,TA,No,BLQ,641,Unf,0,187,828,GasA,Gd,Y,SBrkr,965,0,0,965,1,0,1,0,3,1,TA,6,Typ,0,NA,Detchd,1979,Unf,1,300,TA,TA,Y,421,0,0,0,0,0,NA,MnPrv,NA,0,7,2006,WD,Abnorml,119900 +953,85,RL,60,7200,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,SFoyer,5,8,1972,2003,Gable,CompShg,WdShing,HdBoard,None,0,TA,Gd,CBlock,Gd,TA,Av,GLQ,660,Unf,0,108,768,GasA,Gd,Y,SBrkr,768,0,0,768,0,1,1,0,2,1,TA,5,Typ,0,NA,Detchd,1974,Fin,1,396,TA,TA,Y,192,0,0,0,0,0,NA,MnPrv,NA,0,4,2009,WD,Normal,133900 +954,60,RL,NA,11075,Pave,NA,IR1,Lvl,AllPub,Inside,Mod,Mitchel,Norm,Norm,1Fam,2Story,5,4,1969,1969,Gable,CompShg,HdBoard,HdBoard,BrkFace,232,TA,TA,CBlock,TA,TA,Av,ALQ,562,LwQ,193,29,784,GasA,Ex,Y,SBrkr,1168,800,0,1968,0,1,2,1,4,1,TA,7,Min2,1,Po,Attchd,1969,RFn,2,530,TA,TA,Y,305,189,0,0,0,0,NA,MnPrv,Shed,400,9,2008,WD,Normal,172000 +955,90,RL,35,9400,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Edwards,Norm,Norm,Duplex,SFoyer,6,5,1975,1975,Flat,Tar&Grv,WdShing,Plywood,BrkFace,250,TA,TA,CBlock,Gd,Gd,Gd,GLQ,945,Unf,0,0,945,GasA,TA,Y,SBrkr,980,0,0,980,0,2,2,0,4,0,TA,4,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,0,0,0,0,0,0,NA,NA,NA,0,10,2006,WD,AdjLand,127500 +956,90,RH,82,7136,Pave,NA,IR1,HLS,AllPub,Inside,Gtl,Crawfor,Norm,Norm,Duplex,2Story,6,6,1946,1950,Gable,CompShg,MetalSd,MetalSd,BrkFace,423,TA,TA,CBlock,Gd,TA,No,Rec,484,Unf,0,495,979,GasA,TA,N,FuseF,979,979,0,1958,0,0,2,0,4,2,TA,8,Typ,0,NA,Attchd,1946,Unf,2,492,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,8,2007,WD,Normal,145000 +957,160,RM,24,1300,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Blueste,Norm,Norm,TwnhsE,2Story,6,6,1980,1980,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,Gd,TA,No,ALQ,285,Unf,0,276,561,GasA,TA,Y,SBrkr,561,668,0,1229,0,0,1,1,2,1,TA,5,Typ,1,TA,Attchd,1980,Fin,2,462,TA,TA,Y,150,0,0,0,0,0,NA,GdPrv,NA,0,5,2009,WD,Normal,124000 +958,20,RL,70,7420,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,1Story,5,5,1962,1962,Hip,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,Rec,417,Unf,0,640,1057,GasA,TA,Y,SBrkr,1057,0,0,1057,0,0,1,0,3,1,TA,6,Typ,0,NA,Detchd,1977,Fin,2,576,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,4,2007,WD,Normal,132000 +959,20,RL,65,8450,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,2003,2003,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,Mn,GLQ,699,Unf,0,638,1337,GasA,Ex,Y,SBrkr,1337,0,0,1337,1,0,2,0,3,1,Gd,6,Typ,0,NA,Attchd,2003,RFn,2,531,TA,TA,Y,0,39,0,0,0,0,NA,NA,NA,0,10,2007,WD,Normal,185000 +960,160,FV,24,2572,Pave,NA,Reg,Lvl,AllPub,FR2,Gtl,Somerst,Norm,Norm,Twnhs,2Story,7,5,1999,1999,Hip,CompShg,MetalSd,MetalSd,None,0,Gd,TA,PConc,Gd,TA,No,ALQ,604,Unf,0,92,696,GasA,Ex,Y,SBrkr,696,720,0,1416,1,0,2,1,3,1,Gd,6,Typ,0,NA,Detchd,1999,Unf,2,484,TA,TA,Y,0,44,0,0,0,0,NA,NA,NA,0,5,2010,WD,Normal,155000 +961,20,RL,50,7207,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1Story,5,7,1958,2008,Gable,CompShg,Wd Sdng,Plywood,None,0,TA,Gd,CBlock,TA,TA,Gd,BLQ,696,Unf,0,162,858,GasA,Gd,Y,SBrkr,858,0,0,858,1,0,1,0,2,1,TA,4,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,117,0,0,0,0,0,NA,NA,NA,0,2,2010,WD,Normal,116500 +962,60,RL,NA,12227,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NWAmes,PosN,Norm,1Fam,2Story,6,7,1977,1995,Gable,CompShg,HdBoard,HdBoard,BrkFace,424,TA,Gd,CBlock,Gd,Gd,No,ALQ,896,Unf,0,434,1330,GasA,TA,Y,SBrkr,1542,1330,0,2872,1,0,2,1,4,1,TA,11,Typ,1,TA,Attchd,1977,Fin,2,619,TA,TA,Y,550,282,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal,272000 +963,160,RL,24,2308,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NPkVill,Norm,Norm,TwnhsE,2Story,6,6,1976,1976,Gable,CompShg,Plywood,Brk Cmn,None,0,TA,TA,CBlock,Gd,TA,No,ALQ,556,Unf,0,248,804,GasA,TA,Y,SBrkr,804,744,0,1548,1,0,2,1,3,1,Gd,7,Typ,1,TA,Detchd,1976,Unf,2,440,TA,TA,Y,48,0,0,0,0,0,NA,NA,NA,0,7,2007,WD,Normal,155000 +964,20,RL,122,11923,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,CollgCr,Norm,Norm,1Fam,1Story,9,5,2007,2007,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Ex,TA,No,Unf,0,Unf,0,1800,1800,GasA,Ex,Y,SBrkr,1800,0,0,1800,0,0,2,0,2,1,Ex,7,Typ,0,NA,Attchd,2007,Fin,2,702,TA,TA,Y,288,136,0,0,0,0,NA,NA,NA,0,5,2009,WD,Normal,239000 +965,60,RL,80,11316,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Timber,Norm,Norm,1Fam,2Story,7,5,2002,2003,Gable,CompShg,VinylSd,VinylSd,BrkFace,44,Gd,TA,PConc,Gd,TA,No,GLQ,624,Unf,0,193,817,GasA,Ex,Y,SBrkr,824,1070,0,1894,1,0,2,1,4,1,Gd,8,Typ,1,Gd,BuiltIn,2002,Fin,2,510,TA,TA,Y,0,40,0,0,0,0,NA,NA,NA,0,2,2010,WD,Normal,214900 +966,60,RL,65,10237,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Gilbert,RRAn,Norm,1Fam,2Story,6,5,2005,2007,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,783,783,GasA,Ex,Y,SBrkr,783,701,0,1484,0,0,2,1,3,1,Gd,8,Typ,1,Gd,Attchd,2005,Fin,2,393,TA,TA,Y,0,72,0,0,0,0,NA,NA,NA,0,7,2007,New,Partial,178900 +967,50,RL,130,9600,Pave,NA,IR1,HLS,AllPub,Inside,Gtl,Crawfor,Norm,Norm,1Fam,1.5Fin,5,7,1940,1950,Gable,CompShg,MetalSd,MetalSd,None,0,Gd,Gd,BrkTil,TA,Fa,No,Rec,428,Unf,0,300,728,GasA,Ex,Y,SBrkr,976,332,0,1308,1,0,1,1,2,1,TA,7,Min2,2,TA,Detchd,1940,Unf,1,256,TA,TA,Y,0,70,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal,160000 +968,20,RL,NA,7390,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,7,1955,1955,Hip,CompShg,Wd Sdng,Wd Sdng,BrkFace,151,TA,TA,CBlock,TA,TA,No,ALQ,902,Unf,0,196,1098,GasA,TA,Y,SBrkr,1098,0,0,1098,1,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1955,Unf,1,260,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal,135000 +969,50,RM,50,5925,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1.5Fin,3,6,1910,1950,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,600,600,Grav,Fa,N,SBrkr,600,368,0,968,0,0,1,0,2,1,TA,6,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,0,0,0,0,0,0,NA,GdWo,NA,0,5,2009,WD,Abnorml,37900 +970,190,RL,75,10382,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,2fmCon,SLvl,6,5,1958,1958,Hip,CompShg,HdBoard,HdBoard,BrkFace,105,TA,Fa,CBlock,TA,TA,Gd,ALQ,513,Unf,0,75,588,GasA,TA,Y,SBrkr,1095,0,0,1095,1,0,1,0,2,1,TA,6,Typ,0,NA,Attchd,1958,RFn,1,264,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,3,2006,ConLD,Normal,140000 +971,50,RL,60,10800,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1.5Fin,4,4,1949,1950,Gable,CompShg,AsbShng,AsbShng,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,720,720,GasA,TA,N,FuseA,720,472,0,1192,0,0,1,1,4,1,TA,6,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,0,0,0,0,0,0,NA,NA,NA,0,12,2006,WD,Abnorml,135000 +972,160,RL,36,2268,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,Twnhs,2Story,7,5,2003,2004,Gable,CompShg,VinylSd,Wd Shng,Stone,106,Gd,TA,PConc,Gd,TA,No,GLQ,567,Unf,0,197,764,GasA,Ex,Y,SBrkr,764,862,0,1626,0,0,2,0,2,1,Gd,6,Typ,0,NA,BuiltIn,2003,RFn,2,474,TA,TA,Y,0,27,0,0,0,0,NA,NA,NA,0,7,2009,WD,Normal,173000 +973,120,RL,55,7892,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,TwnhsE,1Story,6,5,1979,1979,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,CBlock,Gd,TA,No,Unf,0,Unf,0,918,918,GasA,TA,Y,SBrkr,918,0,0,918,0,0,2,0,2,1,TA,5,Typ,1,TA,Attchd,1979,Unf,1,264,TA,TA,Y,28,0,0,0,0,0,NA,NA,NA,0,4,2010,WD,Normal,99500 +974,20,FV,95,11639,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Somerst,Norm,Norm,1Fam,1Story,7,5,2007,2008,Gable,CompShg,CemntBd,CmentBd,NA,NA,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1428,1428,GasA,Ex,Y,SBrkr,1428,0,0,1428,0,0,2,0,3,1,Gd,6,Typ,0,NA,Attchd,2007,Fin,2,480,TA,TA,Y,0,120,0,0,0,0,NA,NA,NA,0,12,2008,New,Partial,182000 +975,70,RL,60,11414,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,BrkSide,RRAn,Feedr,1Fam,2Story,7,8,1910,1993,Gable,CompShg,HdBoard,HdBoard,None,0,TA,Gd,BrkTil,Gd,TA,No,Unf,0,Unf,0,728,728,GasA,TA,N,SBrkr,1136,883,0,2019,0,0,1,0,3,1,Gd,8,Typ,0,NA,Detchd,1997,Unf,2,532,TA,TA,Y,509,135,0,0,0,0,NA,GdPrv,NA,0,10,2009,WD,Normal,167500 +976,160,FV,NA,2651,Pave,NA,Reg,Lvl,AllPub,FR2,Gtl,Somerst,Norm,Norm,Twnhs,2Story,7,5,2000,2000,Gable,CompShg,MetalSd,MetalSd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,641,Unf,0,32,673,GasA,Ex,Y,SBrkr,673,709,0,1382,1,0,2,1,3,1,Gd,6,Typ,0,NA,Detchd,2000,Unf,2,490,TA,TA,Y,153,50,0,0,0,0,NA,NA,NA,0,4,2006,WD,Normal,165000 +977,30,RL,51,5900,Pave,NA,IR1,Bnk,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1Story,4,7,1923,1958,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,440,440,GasA,TA,Y,FuseA,869,0,0,869,0,0,1,0,2,1,Fa,4,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,0,0,0,0,0,0,NA,NA,NA,0,8,2006,WD,Normal,85500 +978,120,FV,35,4274,Pave,Pave,IR1,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,TwnhsE,1Story,7,5,2006,2007,Gable,CompShg,VinylSd,VinylSd,NA,NA,Gd,TA,PConc,Gd,TA,No,GLQ,1106,Unf,0,135,1241,GasA,Ex,Y,SBrkr,1241,0,0,1241,1,0,1,1,1,1,Gd,4,Typ,0,NA,Attchd,2007,Fin,2,569,TA,TA,Y,0,116,0,0,0,0,NA,NA,NA,0,11,2007,New,Partial,199900 +979,20,RL,68,9450,Pave,NA,Reg,Bnk,AllPub,Inside,Mod,Edwards,Norm,Norm,1Fam,1Story,4,5,1954,1954,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,LwQ,552,Unf,0,342,894,GasA,Ex,Y,SBrkr,894,0,0,894,0,0,1,0,3,1,TA,5,Typ,0,NA,Detchd,1999,Unf,2,400,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,5,2007,WD,Abnorml,110000 +980,20,RL,80,8816,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Sawyer,Feedr,Norm,1Fam,1Story,5,6,1963,1963,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,TA,TA,No,Rec,651,Unf,0,470,1121,GasA,TA,Y,SBrkr,1121,0,0,1121,1,0,1,0,3,1,TA,5,Typ,0,NA,Detchd,1963,Unf,2,480,TA,TA,Y,0,80,0,0,0,0,NA,MnPrv,NA,0,6,2009,WD,Normal,139000 +981,85,RL,NA,12122,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,SFoyer,7,9,1961,2007,Gable,CompShg,CemntBd,CmentBd,Stone,210,Ex,TA,CBlock,TA,TA,Av,ALQ,867,Unf,0,77,944,GasA,Gd,Y,SBrkr,999,0,0,999,1,0,1,0,3,1,Ex,6,Typ,0,NA,Attchd,1961,RFn,2,588,TA,TA,Y,144,76,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal,178400 +982,60,RL,98,12203,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NoRidge,Norm,Norm,1Fam,2Story,8,5,1998,1999,Hip,CompShg,VinylSd,VinylSd,BrkFace,975,Gd,TA,PConc,Gd,TA,No,GLQ,854,Unf,0,371,1225,GasA,Ex,Y,SBrkr,1276,1336,0,2612,1,0,2,1,4,1,Gd,8,Typ,1,TA,Attchd,1998,Fin,3,676,TA,TA,Y,250,0,0,0,0,0,NA,NA,NA,0,7,2009,WD,Normal,336000 +983,20,RL,43,3182,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Blmngtn,Norm,Norm,1Fam,1Story,7,5,2007,2007,Gable,CompShg,VinylSd,VinylSd,BrkFace,16,Gd,TA,PConc,Gd,TA,Av,Unf,0,Unf,0,1266,1266,GasA,Ex,Y,SBrkr,1266,0,0,1266,0,0,2,0,2,1,Gd,6,Typ,1,Gd,Attchd,2007,Fin,2,388,TA,TA,Y,100,16,0,0,0,0,NA,NA,NA,0,3,2008,WD,Normal,159895 +984,60,RL,NA,11250,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,CollgCr,Norm,Norm,1Fam,2Story,8,5,2002,2002,Gable,CompShg,CemntBd,CmentBd,None,0,Gd,TA,PConc,Gd,TA,Mn,Unf,0,Unf,0,1128,1128,GasA,Ex,Y,SBrkr,1149,1141,0,2290,0,0,2,1,4,1,Gd,9,Typ,1,Gd,Attchd,2002,Unf,2,779,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,5,2008,WD,Normal,255900 +985,90,RL,75,10125,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Mitchel,Norm,Norm,Duplex,1.5Fin,5,5,1977,1977,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,CBlock,NA,NA,NA,NA,0,NA,0,0,0,GasA,TA,Y,SBrkr,1302,432,0,1734,0,0,2,0,4,2,Gd,8,Typ,0,NA,Attchd,1977,Unf,2,539,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,8,2009,COD,Normal,126000 +986,190,RL,68,10880,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,2fmCon,1Story,5,5,1950,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,ALQ,1040,Unf,0,124,1164,GasW,TA,N,SBrkr,1164,0,0,1164,1,0,1,0,3,1,TA,5,Typ,0,NA,Detchd,1950,Unf,1,240,TA,TA,Y,0,48,0,0,0,0,NA,NA,NA,0,8,2008,ConLD,Normal,125000 +987,50,RM,59,5310,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,OldTown,Feedr,Norm,1Fam,1.5Fin,6,8,1910,2003,Hip,CompShg,VinylSd,VinylSd,None,0,TA,Gd,CBlock,TA,Fa,No,Unf,0,Unf,0,485,485,GasA,Gd,Y,SBrkr,1001,634,0,1635,0,0,1,0,2,1,Gd,5,Typ,0,NA,Attchd,1950,Unf,1,255,Fa,TA,Y,394,0,0,0,0,0,NA,NA,NA,0,6,2006,WD,Normal,117000 +988,20,RL,83,10159,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,1Story,9,5,2009,2010,Hip,CompShg,VinylSd,VinylSd,Stone,450,Ex,TA,PConc,Ex,TA,Av,GLQ,1646,Unf,0,284,1930,GasA,Ex,Y,SBrkr,1940,0,0,1940,1,0,2,1,3,1,Ex,8,Typ,1,Gd,Attchd,2010,Fin,3,606,TA,TA,Y,168,95,0,0,0,0,NA,NA,NA,0,4,2010,New,Partial,395192 +989,60,RL,NA,12046,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,2Story,6,6,1976,1976,Gable,CompShg,Plywood,Plywood,BrkFace,298,TA,TA,CBlock,TA,TA,No,LwQ,156,Unf,0,692,848,GasA,TA,Y,SBrkr,1118,912,0,2030,0,0,2,1,4,1,Gd,8,Typ,1,TA,Attchd,1976,Fin,2,551,TA,TA,Y,0,224,0,0,0,0,NA,NA,NA,0,6,2007,WD,Normal,195000 +990,60,FV,65,8125,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,2Story,7,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,Gd,No,Unf,0,Unf,0,770,770,GasA,Ex,Y,SBrkr,778,798,0,1576,0,0,2,1,3,1,Gd,6,Typ,0,NA,Attchd,2006,RFn,2,614,TA,TA,Y,0,50,0,0,0,0,NA,NA,NA,0,8,2006,New,Partial,197000 +991,60,RL,82,9452,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NoRidge,Norm,Norm,1Fam,2Story,8,5,1997,1998,Gable,CompShg,VinylSd,VinylSd,BrkFace,423,Gd,TA,PConc,Gd,TA,No,GLQ,1074,Unf,0,322,1396,GasA,Ex,Y,SBrkr,1407,985,0,2392,1,0,2,1,3,1,Gd,7,Typ,1,TA,Attchd,1997,Fin,3,870,TA,TA,Y,0,70,0,0,0,0,NA,NA,NA,0,6,2006,WD,Normal,348000 +992,70,RM,121,17671,Pave,Grvl,Reg,Lvl,AllPub,Corner,Gtl,OldTown,Artery,Norm,1Fam,2Story,8,9,1882,1986,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,Gd,Gd,BrkTil,TA,TA,No,BLQ,216,Unf,0,700,916,GasA,Gd,Y,SBrkr,916,826,0,1742,0,0,1,1,4,1,Gd,8,Typ,1,Gd,Attchd,1925,Unf,2,424,TA,TA,P,0,169,0,0,0,0,NA,NA,NA,0,11,2009,WD,Normal,168000 +993,60,RL,80,9760,Pave,NA,Reg,Lvl,AllPub,Inside,Mod,NAmes,Norm,Norm,1Fam,2Story,6,8,1964,1993,Hip,CompShg,Wd Sdng,Wd Sdng,BrkFace,340,TA,TA,CBlock,TA,TA,Gd,BLQ,536,Rec,117,169,822,GasA,Gd,Y,SBrkr,1020,831,0,1851,0,0,2,1,3,1,Gd,7,Typ,1,Fa,Attchd,1964,RFn,2,440,TA,TA,Y,239,42,0,0,0,0,NA,MnWw,NA,0,7,2007,WD,Normal,187000 +994,60,RL,68,8846,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,6,5,2005,2006,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,750,750,GasA,Ex,Y,SBrkr,750,750,0,1500,0,0,2,1,3,1,Gd,6,Typ,0,NA,Attchd,2005,RFn,2,564,TA,TA,Y,0,35,0,0,0,0,NA,NA,NA,0,8,2006,New,Partial,173900 +995,20,RL,96,12456,Pave,NA,Reg,Lvl,AllPub,FR2,Gtl,NridgHt,Norm,Norm,1Fam,1Story,10,5,2006,2007,Hip,CompShg,CemntBd,CmentBd,Stone,230,Ex,TA,PConc,Ex,TA,Gd,GLQ,1172,Unf,0,528,1700,GasA,Ex,Y,SBrkr,1718,0,0,1718,1,0,2,0,3,1,Ex,7,Typ,1,Gd,Attchd,2008,Fin,3,786,TA,TA,Y,216,48,0,0,0,0,NA,NA,NA,0,7,2009,WD,Normal,337500 +996,50,RL,51,4712,Pave,NA,IR1,Lvl,AllPub,Inside,Mod,BrkSide,Feedr,Norm,1Fam,1.5Fin,4,7,1946,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,ALQ,384,Unf,0,363,747,GasA,TA,Y,SBrkr,774,456,0,1230,1,0,1,1,3,1,TA,5,Typ,0,NA,Detchd,1946,Unf,1,305,TA,TA,Y,0,57,0,0,63,0,NA,MnPrv,NA,0,8,2006,WD,Abnorml,121600 +997,20,RL,NA,10659,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,6,1961,1961,Hip,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,Rec,915,Unf,0,135,1050,GasA,TA,Y,SBrkr,1050,0,0,1050,1,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1961,Unf,1,368,TA,TA,Y,0,319,0,0,0,0,NA,NA,NA,0,1,2006,COD,Normal,136500 +998,20,RL,NA,11717,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NWAmes,PosA,Norm,1Fam,1Story,6,6,1970,1970,Hip,CompShg,HdBoard,HdBoard,BrkFace,571,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,1442,1442,GasA,TA,Y,SBrkr,1442,0,0,1442,0,0,2,0,2,1,TA,6,Typ,1,TA,Attchd,1970,RFn,2,615,TA,TA,Y,371,0,0,0,0,0,NA,NA,NA,0,2,2009,WD,Normal,185000 +999,30,RM,60,9786,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,IDOTRR,Norm,Norm,1Fam,1Story,3,4,1922,1950,Hip,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,Fa,No,Unf,0,Unf,0,1007,1007,GasA,Fa,N,SBrkr,1077,0,0,1077,0,0,1,0,3,1,TA,6,Typ,1,Gd,Detchd,1922,Unf,1,210,TA,Fa,P,0,100,48,0,0,0,NA,NA,NA,0,5,2006,WD,Normal,91000 +1000,20,RL,64,6762,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,Stone,24,Gd,TA,PConc,Gd,TA,Av,GLQ,686,Unf,0,501,1187,GasA,Ex,Y,SBrkr,1208,0,0,1208,1,0,2,0,2,1,Gd,6,Typ,0,NA,Attchd,2006,RFn,2,632,TA,TA,Y,105,61,0,0,0,0,NA,NA,NA,0,2,2010,WD,Normal,206000 +1001,20,RL,74,10206,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Edwards,Norm,Norm,1Fam,1Story,3,3,1952,1952,Flat,Tar&Grv,BrkComm,Brk Cmn,None,0,TA,TA,Slab,NA,NA,NA,NA,0,NA,0,0,0,GasW,Fa,N,FuseF,944,0,0,944,0,0,1,0,2,1,Fa,4,Min1,0,NA,Detchd,1956,Unf,2,528,TA,Fa,Y,0,0,0,0,0,0,NA,NA,NA,0,7,2009,WD,Normal,82000 +1002,30,RL,60,5400,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,OldTown,Norm,Norm,1Fam,1Story,5,6,1920,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,Fa,TA,No,Unf,0,Unf,0,691,691,GasA,Ex,Y,FuseA,691,0,0,691,0,0,1,0,2,1,Ex,4,Typ,0,NA,Detchd,1920,Unf,1,216,Fa,TA,N,0,20,94,0,0,0,NA,NA,NA,0,1,2007,WD,Abnorml,86000 +1003,20,RL,75,11957,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Somerst,RRAn,Norm,1Fam,1Story,8,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,BrkFace,53,Gd,TA,PConc,Gd,TA,No,GLQ,24,Unf,0,1550,1574,GasA,Ex,Y,SBrkr,1574,0,0,1574,0,0,2,0,3,1,Gd,7,Typ,1,Gd,Attchd,2006,RFn,3,824,TA,TA,Y,144,104,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal,232000 +1004,90,RL,NA,11500,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NWAmes,Feedr,RRAn,Duplex,1Story,5,6,1976,1976,Gable,CompShg,VinylSd,VinylSd,BrkFace,164,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,1680,1680,GasA,Fa,Y,SBrkr,1680,0,0,1680,0,0,2,0,4,2,TA,8,Typ,0,NA,Detchd,1976,Unf,2,528,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,6,2007,WD,Normal,136905 +1005,120,RL,43,3182,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Blmngtn,Norm,Norm,TwnhsE,1Story,7,5,2005,2006,Gable,CompShg,VinylSd,VinylSd,BrkFace,16,Gd,TA,PConc,Gd,TA,No,GLQ,16,Unf,0,1330,1346,GasA,Ex,Y,SBrkr,1504,0,0,1504,0,0,2,0,1,1,Gd,7,Typ,1,Gd,Attchd,2005,Fin,2,457,TA,TA,Y,156,0,0,0,0,0,NA,NA,NA,0,5,2009,WD,Normal,181000 +1006,80,RL,65,8385,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,SLvl,5,8,1977,1977,Gable,CompShg,HdBoard,HdBoard,BrkFace,220,Gd,TA,CBlock,Gd,Gd,Av,GLQ,595,Unf,0,390,985,GasA,TA,Y,SBrkr,985,0,0,985,0,0,2,0,3,1,TA,6,Typ,0,NA,Attchd,1977,Unf,1,328,TA,TA,Y,210,0,0,0,0,0,NA,NA,NA,0,11,2008,WD,Normal,149900 +1007,20,RL,NA,12155,Pave,NA,IR3,Lvl,AllPub,Inside,Gtl,NAmes,PosN,Norm,1Fam,1Story,6,3,1970,1970,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,CBlock,Gd,TA,No,LwQ,1237,Unf,0,420,1657,GasA,Gd,Y,SBrkr,1657,0,0,1657,0,1,2,0,3,1,TA,7,Typ,1,TA,Attchd,1970,Unf,2,484,TA,TA,Y,0,0,0,0,147,0,NA,NA,NA,0,3,2007,WD,Normal,163500 +1008,160,RM,21,2217,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,MeadowV,Norm,Norm,TwnhsE,2Story,4,4,1970,1970,Gable,CompShg,CemntBd,CmentBd,None,0,TA,TA,CBlock,TA,TA,No,BLQ,273,LwQ,273,0,546,GasA,TA,Y,SBrkr,546,546,0,1092,0,0,1,1,3,1,TA,6,Typ,0,NA,Attchd,1970,RFn,1,286,TA,TA,Y,238,0,0,0,0,0,NA,NA,NA,0,8,2009,WD,Normal,88000 +1009,20,RL,43,12118,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Mitchel,Norm,Norm,1Fam,1Story,7,5,2004,2005,Hip,CompShg,VinylSd,VinylSd,Stone,108,Gd,TA,PConc,Ex,TA,Mn,Unf,0,Unf,0,1710,1710,GasA,Ex,Y,SBrkr,1710,0,0,1710,0,0,2,0,3,1,Gd,7,Typ,1,Gd,Attchd,2004,Fin,2,550,TA,TA,Y,100,48,0,0,180,0,NA,NA,NA,0,4,2009,WD,Normal,240000 +1010,50,RL,60,6000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SWISU,Norm,Norm,1Fam,1.5Fin,5,5,1926,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,Fa,BrkTil,TA,TA,No,Unf,0,Unf,0,1008,1008,GasA,Ex,Y,SBrkr,1008,0,514,1522,0,0,2,0,4,1,TA,7,Typ,0,NA,NA,NA,NA,0,0,NA,NA,P,0,0,138,0,0,0,NA,NA,NA,0,6,2006,WD,Normal,102000 +1011,50,RL,115,21286,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,1.5Fin,5,5,1948,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,720,720,GasA,TA,Y,SBrkr,720,551,0,1271,0,0,2,0,4,1,TA,7,Typ,1,Gd,Attchd,1948,Unf,1,312,TA,TA,Y,0,0,108,0,0,0,NA,NA,NA,0,8,2008,WD,Normal,135000 +1012,90,RL,75,9825,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,Duplex,1Story,5,5,1965,1965,Hip,CompShg,AsphShn,AsphShn,None,0,TA,TA,CBlock,NA,NA,NA,NA,0,NA,0,0,0,GasA,TA,N,SBrkr,1664,0,0,1664,0,0,2,0,4,2,TA,8,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,0,0,0,0,0,0,NA,NA,NA,0,5,2010,WD,Normal,100000 +1013,70,RL,55,10592,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Crawfor,Norm,Norm,1Fam,2Story,6,7,1923,1996,Hip,CompShg,Wd Sdng,Wd Sdng,None,0,TA,Gd,PConc,TA,Fa,No,Unf,0,Unf,0,602,602,GasA,TA,Y,SBrkr,900,602,0,1502,0,0,1,1,3,1,Gd,7,Typ,2,TA,Detchd,1923,Unf,1,180,TA,TA,Y,96,0,112,0,53,0,NA,NA,NA,0,8,2007,WD,Normal,165000 +1014,30,RM,60,7200,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1Story,5,4,1910,2006,Hip,CompShg,MetalSd,Stucco,None,0,TA,TA,BrkTil,TA,TA,No,ALQ,247,Rec,465,310,1022,GasW,TA,N,SBrkr,1022,0,0,1022,1,0,1,0,2,1,TA,4,Maj2,0,NA,Detchd,1956,Unf,1,280,TA,TA,Y,0,30,226,0,0,0,NA,NA,NA,0,6,2009,WD,Normal,85000 +1015,20,RL,60,11664,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Artery,Norm,1Fam,1Story,6,5,1948,1950,Gable,CompShg,MetalSd,MetalSd,BrkFace,206,TA,TA,CBlock,TA,Fa,No,BLQ,336,Unf,0,746,1082,GasA,TA,Y,SBrkr,1082,0,0,1082,0,0,1,0,2,1,TA,5,Typ,1,Gd,Detchd,1948,Unf,1,240,TA,TA,Y,0,130,0,0,0,0,NA,NA,NA,0,11,2007,WD,Normal,119200 +1016,60,RL,70,8400,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,2Story,8,6,2001,2001,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,643,Unf,0,167,810,GasA,Ex,Y,SBrkr,810,855,0,1665,1,0,2,1,3,1,Gd,6,Typ,0,NA,Attchd,2001,Fin,2,528,TA,TA,Y,0,45,0,0,0,0,NA,NA,NA,0,11,2009,WD,Normal,227000 +1017,20,RL,73,11883,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,1996,1996,Hip,CompShg,VinylSd,VinylSd,BrkFace,196,Gd,TA,PConc,Gd,TA,Gd,GLQ,690,Unf,0,814,1504,GasA,Ex,Y,SBrkr,1504,0,0,1504,1,0,2,0,3,1,Gd,6,Typ,1,TA,Attchd,1996,Fin,2,478,TA,TA,Y,115,66,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal,203000 +1018,120,RL,NA,5814,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,StoneBr,Norm,Norm,TwnhsE,1Story,8,5,1984,1984,Gable,CompShg,HdBoard,HdBoard,None,0,Gd,TA,CBlock,Gd,TA,Av,GLQ,1036,Unf,0,184,1220,GasA,Gd,Y,SBrkr,1360,0,0,1360,1,0,1,0,1,1,Gd,4,Typ,1,Ex,Attchd,1984,RFn,2,565,TA,TA,Y,63,0,0,0,0,0,NA,NA,NA,0,8,2009,COD,Abnorml,187500 +1019,80,RL,NA,10784,Pave,NA,IR1,Lvl,AllPub,FR2,Gtl,Gilbert,Norm,Norm,1Fam,SLvl,7,5,1991,1992,Gable,CompShg,HdBoard,HdBoard,BrkFace,76,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,384,384,GasA,Gd,Y,SBrkr,802,670,0,1472,0,0,2,1,3,1,Gd,7,Typ,1,TA,Attchd,1991,RFn,2,402,TA,TA,Y,164,0,0,0,0,0,NA,NA,NA,0,5,2007,WD,Normal,160000 +1020,120,RL,43,3013,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Blmngtn,Norm,Norm,TwnhsE,1Story,7,5,2005,2005,Gable,CompShg,VinylSd,VinylSd,BrkFace,145,Gd,TA,PConc,Gd,TA,Gd,GLQ,16,Unf,0,1346,1362,GasA,Ex,Y,SBrkr,1506,0,0,1506,0,0,2,0,2,1,Gd,6,Typ,1,Gd,Attchd,2005,Fin,2,440,TA,TA,Y,142,20,0,0,0,0,NA,NA,NA,0,4,2006,WD,Normal,213490 +1021,20,RL,60,7024,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1Story,4,5,2005,2005,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,No,GLQ,1024,Unf,0,108,1132,GasA,Ex,Y,SBrkr,1132,0,0,1132,1,0,1,1,2,1,Gd,5,Typ,0,NA,Attchd,2005,Fin,2,451,TA,TA,Y,252,64,0,0,0,0,NA,NA,NA,0,6,2008,WD,Normal,176000 +1022,20,RL,64,7406,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,Stone,84,Gd,TA,PConc,Gd,TA,Av,GLQ,684,Unf,0,515,1199,GasA,Ex,Y,SBrkr,1220,0,0,1220,1,0,2,0,2,1,Gd,6,Typ,0,NA,Attchd,2006,RFn,2,632,TA,TA,Y,105,54,0,0,0,0,NA,NA,NA,0,7,2006,New,Partial,194000 +1023,50,RM,52,9439,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1.5Fin,5,5,1930,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,LwQ,324,Unf,0,588,912,GasA,Gd,Y,FuseA,912,336,0,1248,0,0,1,0,2,1,TA,6,Typ,0,NA,Detchd,1957,Unf,1,160,Fa,Fa,Y,0,0,192,0,0,0,NA,NA,NA,0,3,2007,WD,Normal,87000 +1024,120,RL,43,3182,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Blmngtn,Norm,Norm,TwnhsE,1Story,7,5,2005,2006,Gable,CompShg,VinylSd,VinylSd,BrkFace,14,Gd,TA,PConc,Gd,Gd,No,GLQ,16,Unf,0,1330,1346,GasA,Ex,Y,SBrkr,1504,0,0,1504,0,0,2,0,2,1,Gd,7,Typ,1,Gd,Attchd,2005,Fin,2,437,TA,TA,Y,156,20,0,0,0,0,NA,NA,NA,0,5,2008,WD,Normal,191000 +1025,20,RL,NA,15498,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Timber,Norm,Norm,1Fam,1Story,8,6,1976,1976,Hip,WdShake,Stone,HdBoard,None,0,Gd,TA,CBlock,Gd,TA,Av,ALQ,1165,LwQ,400,0,1565,GasA,TA,Y,SBrkr,2898,0,0,2898,1,0,2,0,2,1,Gd,10,Typ,1,Gd,Attchd,1976,Fin,2,665,TA,TA,Y,0,72,174,0,0,0,NA,NA,NA,0,5,2008,COD,Abnorml,287000 +1026,20,RL,70,7700,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,CollgCr,Norm,Norm,1Fam,1Story,5,5,1972,1972,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,TA,TA,No,LwQ,138,Rec,468,276,882,GasA,TA,Y,SBrkr,882,0,0,882,1,0,1,0,3,1,TA,5,Typ,0,NA,Detchd,1980,Unf,2,461,TA,TA,Y,96,0,0,0,0,0,NA,MnPrv,NA,0,3,2007,WD,Normal,112500 +1027,20,RL,73,9300,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Feedr,Norm,1Fam,1Story,5,5,1960,1960,Gable,CompShg,MetalSd,HdBoard,BrkFace,324,TA,TA,CBlock,TA,TA,No,Rec,697,Unf,0,571,1268,GasA,TA,Y,SBrkr,1264,0,0,1264,1,0,1,0,3,1,TA,6,Typ,2,Gd,Attchd,1960,Unf,2,461,TA,TA,Y,0,0,0,0,143,0,NA,NA,NA,0,4,2010,WD,Normal,167500 +1028,20,RL,71,9520,Pave,NA,IR1,HLS,AllPub,Inside,Gtl,Timber,Norm,Norm,1Fam,1Story,8,5,2007,2008,Gable,CompShg,VinylSd,VinylSd,Stone,338,Gd,TA,PConc,Gd,TA,Gd,GLQ,1513,Unf,0,125,1638,GasA,Ex,Y,SBrkr,1646,0,0,1646,1,0,2,0,3,1,Gd,7,Typ,1,Gd,Attchd,2008,RFn,3,800,TA,TA,Y,192,44,0,0,0,0,NA,NA,NA,0,4,2008,New,Partial,293077 +1029,50,RL,79,9492,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Artery,Norm,1Fam,1.5Fin,5,5,1941,1950,Gable,CompShg,WdShing,Wd Shng,None,0,TA,TA,CBlock,TA,TA,No,Rec,368,BLQ,41,359,768,GasA,TA,Y,SBrkr,968,408,0,1376,1,0,1,0,3,1,TA,6,Typ,1,Gd,Attchd,1941,Unf,1,240,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,4,2007,WD,Normal,105000 +1030,160,RM,21,1680,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrDale,Norm,Norm,Twnhs,2Story,6,7,1972,1972,Gable,CompShg,HdBoard,HdBoard,BrkFace,281,TA,TA,CBlock,TA,TA,No,BLQ,317,Unf,0,355,672,GasA,Gd,Y,SBrkr,672,546,0,1218,0,1,1,1,3,1,TA,7,Typ,0,NA,Detchd,1972,Unf,1,264,TA,TA,Y,0,28,0,0,0,0,NA,NA,NA,0,5,2006,WD,Normal,118000 +1031,190,RH,NA,7082,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SWISU,Norm,Norm,2fmCon,2Story,5,8,1916,1995,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,TA,TA,Mn,Unf,0,Unf,0,686,686,GasA,Gd,Y,SBrkr,948,980,0,1928,0,0,2,0,5,2,TA,10,Typ,0,NA,NA,NA,NA,0,0,NA,NA,N,0,0,228,0,0,0,NA,NA,NA,0,7,2006,WD,Normal,160000 +1032,75,RL,102,15863,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,SWISU,Norm,Norm,1Fam,2.5Fin,7,3,1920,1970,Gable,CompShg,Wd Sdng,Plywood,None,0,TA,TA,BrkTil,TA,TA,No,GLQ,523,Unf,0,301,824,GasA,Ex,Y,SBrkr,1687,998,397,3082,1,0,2,1,5,1,TA,12,Typ,2,TA,Basment,1970,Fin,2,672,TA,TA,Y,136,63,0,0,0,0,NA,NA,NA,0,8,2009,WD,Normal,197000 +1033,60,RL,NA,14541,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NoRidge,Norm,Norm,1Fam,2Story,8,7,1993,1993,Gable,CompShg,MetalSd,MetalSd,None,0,Gd,Gd,PConc,Gd,Gd,No,GLQ,1012,Unf,0,326,1338,GasA,Ex,Y,SBrkr,1352,1168,0,2520,1,0,2,1,5,1,Gd,10,Typ,1,TA,Attchd,1993,RFn,3,796,TA,TA,Y,209,55,0,0,0,0,NA,NA,NA,0,11,2006,WD,Abnorml,310000 +1034,20,RL,NA,8125,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,2002,2002,Gable,CompShg,VinylSd,VinylSd,Stone,295,Gd,TA,PConc,Gd,TA,No,GLQ,986,Unf,0,668,1654,GasA,Ex,Y,SBrkr,1654,0,0,1654,1,0,2,0,3,1,Gd,6,Typ,0,NA,Attchd,2002,Unf,3,900,TA,TA,Y,0,136,0,0,0,0,NA,NA,NA,0,2,2006,WD,Normal,230000 +1035,30,RL,50,6305,Pave,NA,Reg,Bnk,AllPub,Inside,Gtl,Crawfor,Norm,Norm,1Fam,1Story,5,7,1938,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,Gd,PConc,Fa,Fa,No,Unf,0,Unf,0,920,920,GasA,Ex,Y,SBrkr,954,0,0,954,0,0,1,0,2,1,Fa,5,Typ,1,Gd,Basment,1938,Unf,1,240,Fa,TA,Y,0,0,0,0,0,0,NA,MnPrv,NA,0,6,2007,WD,Normal,119750 +1036,20,RL,NA,11500,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Edwards,Norm,Norm,1Fam,1Story,4,3,1957,1957,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,Gd,Slab,NA,NA,NA,NA,0,NA,0,0,0,GasA,Ex,N,SBrkr,845,0,0,845,0,0,1,0,3,1,TA,5,Typ,0,NA,Detchd,1957,Unf,1,290,TA,TA,N,186,0,0,0,0,0,NA,NA,NA,0,1,2009,WD,Normal,84000 +1037,20,RL,89,12898,Pave,NA,IR1,HLS,AllPub,Inside,Gtl,Timber,Norm,Norm,1Fam,1Story,9,5,2007,2008,Hip,CompShg,VinylSd,VinylSd,Stone,70,Gd,TA,PConc,Ex,TA,Gd,GLQ,1022,Unf,0,598,1620,GasA,Ex,Y,SBrkr,1620,0,0,1620,1,0,2,0,2,1,Ex,6,Typ,1,Ex,Attchd,2008,Fin,3,912,TA,TA,Y,228,0,0,0,0,0,NA,NA,NA,0,9,2009,WD,Normal,315500 +1038,60,RL,NA,9240,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,8,5,2001,2002,Gable,CompShg,VinylSd,VinylSd,BrkFace,396,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1055,1055,GasA,Ex,Y,SBrkr,1055,1208,0,2263,0,0,2,1,3,1,Gd,7,Typ,1,TA,BuiltIn,2001,Fin,2,905,TA,TA,Y,0,45,0,0,189,0,NA,NA,NA,0,9,2008,WD,Normal,287000 +1039,160,RM,21,1533,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,MeadowV,Norm,Norm,Twnhs,2Story,4,6,1970,2008,Gable,CompShg,CemntBd,CmentBd,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,546,546,GasA,TA,Y,SBrkr,798,546,0,1344,0,0,1,1,3,1,TA,6,Typ,1,TA,NA,NA,NA,0,0,NA,NA,Y,0,0,0,0,0,0,NA,NA,NA,0,5,2009,WD,Normal,97000 +1040,180,RM,21,1477,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,MeadowV,Norm,Norm,TwnhsE,SFoyer,4,4,1970,1970,Gable,CompShg,CemntBd,CmentBd,None,0,TA,TA,CBlock,Gd,TA,Av,GLQ,509,Unf,0,121,630,GasA,TA,Y,SBrkr,630,0,0,630,1,0,1,0,1,1,TA,3,Typ,0,NA,Attchd,1970,Unf,1,286,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,4,2009,WD,Normal,80000 +1041,20,RL,88,13125,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Sawyer,Norm,Norm,1Fam,1Story,5,4,1957,2000,Gable,CompShg,Wd Sdng,Wd Sdng,BrkCmn,67,TA,TA,CBlock,TA,TA,No,Rec,168,BLQ,682,284,1134,GasA,Ex,Y,SBrkr,1803,0,0,1803,1,0,2,0,3,1,TA,8,Maj1,1,TA,Attchd,1957,RFn,2,484,TA,TA,Y,0,0,0,0,0,0,NA,GdPrv,NA,0,1,2006,WD,Normal,155000 +1042,60,RL,NA,9130,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,Feedr,Norm,1Fam,2Story,6,8,1966,2000,Hip,CompShg,HdBoard,HdBoard,BrkFace,252,TA,TA,CBlock,TA,TA,No,GLQ,400,Rec,64,336,800,GasA,Gd,Y,SBrkr,800,832,0,1632,0,1,1,1,4,1,Gd,7,Typ,0,NA,Attchd,1966,Unf,2,484,TA,TA,Y,0,40,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal,173000 +1043,120,RL,34,5381,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,Twnhs,1Story,6,5,2005,2005,Gable,CompShg,VinylSd,VinylSd,Stone,135,Gd,TA,PConc,Gd,TA,Av,ALQ,900,Unf,0,406,1306,GasA,Ex,Y,SBrkr,1306,0,0,1306,1,0,2,0,1,1,Gd,5,Typ,1,Gd,Attchd,2005,RFn,2,624,TA,TA,Y,170,63,0,0,0,0,NA,NA,NA,0,8,2009,WD,Normal,196000 +1044,60,RL,86,11839,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,1Fam,2Story,7,5,1990,1990,Hip,CompShg,HdBoard,HdBoard,BrkFace,99,TA,TA,PConc,Gd,TA,No,GLQ,1085,Unf,0,390,1475,GasA,Ex,Y,SBrkr,1532,797,0,2329,1,0,2,1,4,1,Gd,10,Typ,1,Ex,Attchd,1990,Unf,2,514,TA,TA,Y,192,121,0,0,0,0,NA,NA,NA,0,5,2008,WD,Normal,262280 +1045,20,RL,80,9600,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,PosN,Norm,1Fam,1Story,8,5,1981,1981,Hip,WdShngl,BrkFace,BrkFace,None,0,Gd,TA,PConc,Gd,TA,No,ALQ,1104,Unf,0,1420,2524,GasA,TA,Y,SBrkr,2524,0,0,2524,1,0,2,1,4,1,Gd,9,Typ,1,Gd,Attchd,1981,Fin,2,542,TA,TA,Y,474,120,0,0,0,0,NA,MnPrv,NA,0,7,2009,WD,Normal,278000 +1046,20,RL,NA,13680,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Edwards,Norm,Norm,1Fam,1Story,3,5,1955,1955,Hip,CompShg,BrkFace,Wd Sdng,None,0,TA,TA,Slab,NA,NA,NA,NA,0,NA,0,0,0,GasA,Ex,Y,FuseA,1733,0,0,1733,0,0,2,0,4,1,TA,8,Min2,1,Gd,Attchd,1955,Unf,2,452,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal,139600 +1047,60,RL,85,16056,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,StoneBr,Norm,Norm,1Fam,2Story,9,5,2005,2006,Hip,CompShg,CemntBd,CmentBd,Stone,208,Gd,TA,PConc,Ex,TA,Av,GLQ,240,Unf,0,1752,1992,GasA,Ex,Y,SBrkr,1992,876,0,2868,0,0,3,1,4,1,Ex,11,Typ,1,Gd,BuiltIn,2005,Fin,3,716,TA,TA,Y,214,108,0,0,0,0,NA,NA,NA,0,7,2006,New,Partial,556581 +1048,20,RL,57,9245,Pave,NA,IR2,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,5,5,1994,1995,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,No,GLQ,686,Unf,0,304,990,GasA,Ex,Y,SBrkr,990,0,0,990,0,1,1,0,3,1,TA,5,Typ,0,NA,Detchd,1996,Unf,2,672,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,2,2008,WD,Normal,145000 +1049,20,RL,100,21750,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Mitchel,Norm,Norm,1Fam,1Story,5,4,1960,2006,Hip,CompShg,HdBoard,HdBoard,BrkFace,75,TA,Fa,Slab,NA,NA,NA,NA,0,NA,0,0,0,GasA,TA,Y,SBrkr,1771,0,0,1771,0,0,1,0,3,1,TA,9,Min1,1,TA,Attchd,1960,Unf,2,336,TA,TA,Y,0,0,0,0,0,0,NA,GdPrv,NA,0,11,2009,WD,Normal,115000 +1050,20,RL,60,11100,Pave,NA,Reg,Low,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1Story,4,7,1946,2006,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,NA,NA,NA,NA,0,NA,0,0,0,GasA,Ex,Y,SBrkr,930,0,0,930,0,0,1,0,2,1,Gd,6,Typ,0,NA,Detchd,1946,Unf,1,308,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,4,2010,WD,Abnorml,84900 +1051,20,RL,73,8993,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,1Story,7,5,2007,2007,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,Av,Unf,0,Unf,0,1302,1302,GasA,Ex,Y,SBrkr,1302,0,0,1302,0,0,2,0,3,1,Gd,6,Typ,0,NA,Attchd,2007,Fin,2,436,TA,TA,Y,0,22,0,0,0,0,NA,NA,NA,0,8,2007,New,Partial,176485 +1052,20,RL,103,11175,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,2007,2007,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,Av,Unf,0,Unf,0,1316,1316,GasA,Ex,Y,SBrkr,1316,0,0,1316,0,0,2,0,3,1,Gd,6,Typ,1,Gd,Attchd,2007,Fin,2,440,TA,TA,Y,0,20,0,0,0,0,NA,NA,NA,0,10,2007,New,Partial,200141 +1053,60,RL,100,9500,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Artery,Norm,1Fam,2Story,6,6,1964,1978,Gable,CompShg,VinylSd,VinylSd,BrkCmn,272,TA,TA,CBlock,TA,TA,No,Rec,442,Unf,0,374,816,GasA,TA,Y,SBrkr,1127,850,0,1977,0,1,1,1,4,1,TA,9,Typ,1,TA,Attchd,1964,RFn,2,540,TA,TA,Y,0,52,0,0,0,0,NA,GdPrv,NA,0,6,2007,WD,Normal,165000 +1054,20,RL,68,8562,Pave,NA,Reg,Lvl,AllPub,Inside,Mod,Edwards,Norm,Norm,1Fam,1Story,5,6,1957,2002,Hip,CompShg,HdBoard,HdBoard,Stone,145,TA,TA,CBlock,TA,TA,Av,Rec,383,Unf,0,833,1216,GasA,Ex,Y,FuseA,1526,0,0,1526,0,0,1,0,4,1,TA,7,Min2,1,Gd,Basment,1957,Unf,1,364,TA,TA,Y,116,78,0,0,0,0,NA,NA,NA,0,5,2010,WD,Normal,144500 +1055,60,RL,90,11367,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,CollgCr,Norm,Norm,1Fam,2Story,8,5,2002,2002,Gable,CompShg,VinylSd,VinylSd,BrkFace,210,Gd,TA,PConc,Gd,TA,Mn,GLQ,932,Unf,0,133,1065,GasA,Ex,Y,SBrkr,1091,898,0,1989,1,0,2,1,3,1,Gd,7,Typ,1,Gd,Attchd,2002,Fin,2,586,TA,TA,Y,199,60,0,0,0,0,NA,NA,NA,0,11,2006,WD,Normal,255000 +1056,20,RL,104,11361,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,1Story,6,5,1976,1976,Gable,CompShg,Plywood,Plywood,BrkFace,160,TA,TA,CBlock,Gd,TA,No,ALQ,644,Unf,0,549,1193,GasA,TA,Y,SBrkr,1523,0,0,1523,0,1,2,0,3,1,TA,7,Typ,1,TA,Attchd,1976,Fin,2,478,TA,TA,Y,0,0,0,0,189,0,NA,MnPrv,NA,0,5,2008,COD,Abnorml,180000 +1057,120,RL,43,7052,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,TwnhsE,1Story,7,5,2005,2005,Gable,CompShg,VinylSd,VinylSd,Stone,240,Gd,TA,PConc,Gd,TA,Av,GLQ,659,Unf,0,705,1364,GasA,Ex,Y,SBrkr,1364,0,0,1364,1,0,2,0,2,1,Gd,6,Typ,1,Gd,Attchd,2005,RFn,2,484,TA,TA,Y,192,36,0,0,0,0,NA,NA,NA,0,6,2006,WD,Normal,185850 +1058,60,RL,NA,29959,Pave,NA,IR2,Lvl,AllPub,FR2,Gtl,NoRidge,Norm,Norm,1Fam,2Story,7,6,1994,1994,Gable,CompShg,HdBoard,HdBoard,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,595,Unf,0,378,973,GasA,Ex,Y,SBrkr,979,871,0,1850,0,0,2,1,3,1,Gd,7,Typ,1,Gd,BuiltIn,1994,Fin,2,467,TA,TA,Y,168,98,0,0,0,0,NA,NA,NA,0,1,2009,WD,Normal,248000 +1059,60,RL,96,11308,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,2Story,9,5,2008,2008,Gable,CompShg,VinylSd,VinylSd,Stone,154,Ex,TA,PConc,Ex,TA,Av,GLQ,936,Unf,0,168,1104,GasA,Ex,Y,SBrkr,1130,1054,0,2184,1,0,2,1,3,1,Ex,10,Typ,1,Gd,Attchd,2008,Fin,3,836,TA,TA,Y,0,102,0,0,0,0,NA,NA,NA,0,7,2009,WD,Normal,335000 +1060,50,RL,NA,11275,Pave,NA,IR1,HLS,AllPub,Corner,Mod,Crawfor,Norm,Norm,1Fam,1.5Fin,6,7,1932,1950,Gable,CompShg,MetalSd,MetalSd,BrkFace,480,TA,TA,CBlock,TA,TA,Mn,Rec,297,LwQ,557,0,854,GasA,TA,Y,SBrkr,1096,895,0,1991,0,0,1,1,3,1,TA,7,Typ,1,Gd,Detchd,1977,Unf,2,432,TA,Fa,Y,0,0,19,0,0,0,NA,NA,NA,0,3,2007,WD,Normal,220000 +1061,120,RL,41,4920,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,StoneBr,Norm,Norm,TwnhsE,1Story,8,5,2001,2001,Gable,CompShg,CemntBd,CmentBd,None,0,Gd,TA,PConc,Gd,TA,Mn,GLQ,616,Unf,0,722,1338,GasA,Ex,Y,SBrkr,1338,0,0,1338,1,0,2,0,2,1,Gd,6,Typ,0,NA,Attchd,2001,Fin,2,582,TA,TA,Y,0,0,170,0,0,0,NA,NA,NA,0,4,2010,WD,Normal,213500 +1062,30,C (all),120,18000,Grvl,NA,Reg,Low,AllPub,Inside,Gtl,IDOTRR,Norm,Norm,1Fam,1Story,3,4,1935,1950,Gable,CompShg,MetalSd,MetalSd,None,0,Fa,TA,CBlock,TA,TA,No,Unf,0,Unf,0,894,894,GasA,TA,Y,SBrkr,894,0,0,894,0,0,1,0,2,1,TA,6,Typ,0,NA,Detchd,1994,RFn,3,1248,TA,TA,Y,0,20,0,0,0,0,NA,NA,Shed,560,8,2008,ConLD,Normal,81000 +1063,190,RM,85,13600,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,2fmCon,2Story,5,5,1900,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,662,662,GasA,TA,N,SBrkr,1422,915,0,2337,0,0,2,0,5,2,TA,10,Min2,0,NA,Detchd,1945,Unf,2,560,TA,TA,Y,0,57,0,0,0,0,NA,NA,NA,0,9,2007,WD,Normal,90000 +1064,30,RM,50,6000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Artery,Norm,1Fam,1Story,6,6,1925,1980,Gable,CompShg,MetalSd,MetalSd,None,0,TA,Gd,BrkTil,TA,TA,No,BLQ,397,Unf,0,706,1103,GasA,Gd,Y,SBrkr,1103,0,0,1103,0,0,1,0,2,1,Gd,5,Typ,1,Gd,Detchd,1976,Unf,2,440,TA,TA,Y,166,120,0,0,0,0,NA,MnPrv,NA,0,7,2006,WD,Normal,110500 +1065,20,RL,NA,11000,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,6,1966,1966,Gable,CompShg,Plywood,Plywood,BrkFace,200,TA,TA,CBlock,TA,TA,Mn,BLQ,740,Rec,230,184,1154,GasA,Ex,Y,SBrkr,1154,0,0,1154,0,0,1,1,3,1,TA,6,Typ,1,Po,Attchd,1966,RFn,2,480,TA,TA,Y,0,58,0,0,0,0,NA,MnPrv,NA,0,11,2009,WD,Normal,154000 +1066,60,RL,80,14000,Pave,NA,Reg,Lvl,AllPub,Inside,Mod,ClearCr,Norm,Norm,1Fam,2Story,7,5,1996,1997,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,Gd,TA,PConc,Ex,TA,Gd,GLQ,1201,Unf,0,105,1306,GasA,Ex,Y,SBrkr,1306,954,0,2260,1,0,2,1,3,1,Gd,7,Typ,0,NA,Attchd,1996,RFn,2,533,TA,TA,Y,296,44,0,0,0,0,NA,NA,NA,0,4,2010,WD,Normal,328000 +1067,60,RL,59,7837,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,6,7,1993,1994,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,799,799,GasA,Gd,Y,SBrkr,799,772,0,1571,0,0,2,1,3,1,TA,7,Typ,1,TA,Attchd,1993,RFn,2,380,TA,TA,Y,0,40,0,0,0,0,NA,NA,NA,0,5,2009,WD,Normal,178000 +1068,60,RL,80,9760,Pave,NA,Reg,Lvl,AllPub,Inside,Mod,NAmes,Norm,Norm,1Fam,2Story,6,6,1964,1964,Gable,CompShg,HdBoard,HdBoard,BrkFace,360,TA,TA,CBlock,TA,TA,Gd,GLQ,674,LwQ,106,0,780,GasA,TA,Y,SBrkr,798,813,0,1611,1,0,1,1,4,1,TA,7,Typ,0,NA,Attchd,1964,RFn,2,442,TA,TA,Y,328,128,0,0,189,0,NA,NA,NA,0,6,2008,WD,Normal,167900 +1069,160,RM,42,3964,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,MeadowV,Norm,Norm,TwnhsE,2Story,6,4,1973,1973,Gable,CompShg,CemntBd,CmentBd,None,0,TA,TA,CBlock,Gd,TA,No,ALQ,837,Unf,0,105,942,GasA,Gd,Y,SBrkr,1291,1230,0,2521,1,0,2,1,5,1,TA,10,Maj1,1,Gd,Attchd,1973,Fin,2,576,TA,TA,Y,728,20,0,0,0,0,NA,GdPrv,NA,0,6,2006,WD,Normal,151400 +1070,45,RL,60,9600,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1.5Unf,5,7,1949,2003,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,ALQ,220,Unf,0,625,845,GasA,TA,Y,SBrkr,893,0,0,893,0,1,1,0,2,1,Gd,4,Typ,0,NA,Detchd,1985,Unf,2,576,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,5,2007,WD,Normal,135000 +1071,20,RL,72,10152,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,5,1956,1956,Hip,CompShg,MetalSd,MetalSd,BrkFace,120,TA,TA,CBlock,TA,TA,No,BLQ,586,Unf,0,462,1048,GasA,TA,Y,SBrkr,1048,0,0,1048,1,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1956,Unf,1,286,TA,TA,Y,0,20,0,0,192,0,NA,NA,NA,0,6,2007,WD,Normal,135000 +1072,60,RL,78,11700,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,RRAn,Norm,1Fam,2Story,6,6,1968,1968,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,Rec,298,Unf,0,429,727,GasA,Ex,Y,SBrkr,829,727,0,1556,0,0,1,1,4,1,TA,8,Typ,0,NA,Attchd,1968,Unf,2,441,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,5,2009,WD,Normal,154000 +1073,50,RL,50,7585,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Artery,Norm,1Fam,1.5Fin,5,3,1948,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,Fa,Fa,Mn,Unf,0,Unf,0,810,810,GasA,Fa,Y,FuseA,1002,454,0,1456,1,1,1,0,4,1,TA,7,Typ,1,TA,Detchd,1954,Unf,1,280,TA,TA,P,0,0,0,0,0,0,NA,NA,NA,0,8,2006,WD,Normal,91500 +1074,60,RL,75,7950,Pave,NA,IR1,Bnk,AllPub,Corner,Gtl,Edwards,Norm,Norm,1Fam,2Story,6,6,1977,1977,Hip,CompShg,HdBoard,Plywood,BrkFace,140,TA,TA,CBlock,TA,TA,No,BLQ,535,Unf,0,155,690,GasA,TA,Y,SBrkr,698,728,0,1426,0,0,1,1,3,1,TA,6,Typ,0,NA,Attchd,1977,Fin,2,440,TA,TA,Y,252,0,0,0,0,0,NA,MnPrv,NA,0,7,2009,WD,Normal,159500 +1075,20,RL,74,8556,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,Av,Unf,0,Unf,0,1240,1240,GasA,Ex,Y,SBrkr,1240,0,0,1240,0,0,2,0,2,1,Gd,5,Typ,0,NA,Attchd,2006,RFn,3,826,TA,TA,Y,140,93,0,0,0,0,NA,NA,NA,0,5,2007,WD,Normal,194000 +1076,70,RL,75,13125,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Crawfor,Norm,Norm,1Fam,2Story,7,6,1940,1984,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,BLQ,410,Unf,0,390,800,GasA,TA,Y,SBrkr,960,780,0,1740,0,0,1,1,3,1,TA,6,Typ,2,Gd,Attchd,1940,Unf,1,240,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,7,2007,CWD,Normal,219500 +1077,50,RL,60,10800,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1.5Fin,5,8,1936,1989,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,Fa,TA,No,ALQ,626,Unf,0,170,796,GasA,Gd,Y,SBrkr,1096,370,0,1466,0,1,2,0,3,1,Gd,7,Min1,1,TA,Attchd,1950,Unf,2,566,TA,TA,Y,436,21,0,0,0,0,NA,NA,Shed,500,4,2006,WD,Normal,170000 +1078,20,RL,NA,15870,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,5,1969,1969,Gable,CompShg,VinylSd,Plywood,None,0,TA,TA,CBlock,TA,TA,Mn,BLQ,75,Rec,791,230,1096,GasA,Ex,Y,SBrkr,1096,0,0,1096,1,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1969,Fin,1,299,TA,TA,Y,240,32,0,0,0,0,NA,NA,NA,0,3,2006,WD,Abnorml,138800 +1079,120,RM,37,4435,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,TwnhsE,1Story,6,5,2004,2004,Gable,CompShg,VinylSd,VinylSd,BrkFace,169,Gd,TA,PConc,Gd,TA,Mn,GLQ,662,Unf,0,186,848,GasA,Ex,Y,SBrkr,848,0,0,848,1,0,1,0,1,1,Gd,3,Typ,1,Gd,Attchd,2004,RFn,2,420,TA,TA,Y,140,0,0,0,0,0,NA,NA,NA,0,5,2006,WD,Normal,155900 +1080,20,RL,65,8775,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,5,5,1994,1994,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,No,GLQ,495,Unf,0,495,990,GasA,Gd,Y,SBrkr,990,0,0,990,0,0,1,0,3,1,TA,5,Typ,0,NA,Attchd,1996,Unf,1,299,TA,TA,Y,0,64,0,0,0,0,NA,NA,NA,0,4,2007,WD,Normal,126000 +1081,20,RL,80,11040,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,1Story,6,7,1971,2004,Gable,CompShg,VinylSd,VinylSd,BrkFace,144,Gd,Gd,CBlock,TA,TA,No,ALQ,656,Unf,0,602,1258,GasA,Ex,Y,SBrkr,1258,0,0,1258,0,1,2,0,3,1,Gd,5,Typ,0,NA,Attchd,1971,RFn,2,528,TA,TA,Y,55,0,0,216,0,0,NA,NA,NA,0,10,2008,COD,Abnorml,145000 +1082,20,RL,75,7500,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Sawyer,Feedr,Norm,1Fam,1Story,5,5,1963,1963,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,TA,No,ALQ,824,Unf,0,216,1040,GasA,Fa,Y,SBrkr,1040,0,0,1040,1,0,1,1,3,1,TA,5,Typ,0,NA,Attchd,1963,Fin,1,308,TA,TA,Y,0,0,220,0,0,0,NA,MnPrv,NA,0,6,2010,WD,Normal,133000 +1083,20,RL,70,8749,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,2002,2002,Gable,CompShg,VinylSd,VinylSd,BrkFace,100,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1459,1459,GasA,Ex,Y,SBrkr,1459,0,0,1459,0,0,2,0,3,1,Gd,6,Typ,1,Gd,Attchd,2002,RFn,2,527,TA,TA,Y,192,39,0,0,0,0,NA,NA,NA,0,9,2007,WD,Normal,192000 +1084,20,RL,80,8800,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,6,1964,1964,Hip,CompShg,HdBoard,HdBoard,BrkFace,425,TA,TA,CBlock,TA,TA,No,BLQ,553,Unf,0,698,1251,GasA,TA,Y,SBrkr,1251,0,0,1251,1,0,1,0,3,1,TA,6,Typ,2,Gd,Attchd,1964,RFn,1,461,TA,TA,Y,0,116,0,0,0,0,NA,MnPrv,Shed,700,3,2006,WD,Normal,160000 +1085,60,RL,NA,13031,Pave,NA,IR2,Lvl,AllPub,Corner,Gtl,Gilbert,Norm,Norm,1Fam,2Story,6,5,1995,1996,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,PConc,Gd,TA,No,ALQ,592,Unf,0,99,691,GasA,Gd,Y,SBrkr,691,807,0,1498,0,0,2,1,3,1,TA,6,Typ,1,TA,Attchd,1995,Fin,2,409,TA,TA,Y,315,44,0,0,0,0,NA,NA,NA,0,7,2006,WD,Normal,187500 +1086,85,RL,73,9069,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,1Fam,SFoyer,6,6,1992,1992,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,PConc,Gd,TA,Av,GLQ,747,Unf,0,189,936,GasA,Ex,Y,SBrkr,996,0,0,996,1,0,1,0,2,1,Gd,5,Typ,0,NA,Attchd,1992,Unf,2,564,TA,TA,Y,120,0,0,0,0,0,NA,NA,NA,0,4,2010,WD,Normal,147000 +1087,160,RM,NA,1974,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,MeadowV,Norm,Norm,TwnhsE,2Story,4,5,1973,1973,Gable,CompShg,CemntBd,CmentBd,None,0,TA,TA,CBlock,TA,TA,No,BLQ,334,Unf,0,212,546,GasA,TA,Y,SBrkr,546,546,0,1092,0,0,1,1,3,1,TA,6,Typ,0,NA,Attchd,1973,RFn,1,286,TA,TA,Y,120,96,0,0,0,0,NA,NA,NA,0,5,2010,WD,Normal,83500 +1088,60,FV,85,10574,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,2Story,8,5,2005,2006,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,Mn,Unf,0,Unf,0,1082,1082,GasA,Ex,Y,SBrkr,1082,871,0,1953,0,0,2,1,3,1,Gd,9,Typ,1,Gd,Attchd,2005,RFn,3,1043,TA,TA,Y,160,50,0,0,0,0,NA,NA,NA,0,5,2009,WD,Normal,252000 +1089,160,RM,24,2522,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,Twnhs,2Story,7,5,2004,2004,Gable,CompShg,VinylSd,VinylSd,Stone,50,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,970,970,GasA,Ex,Y,SBrkr,970,739,0,1709,0,0,2,0,3,1,Gd,7,Maj1,0,NA,Detchd,2004,Unf,2,380,TA,TA,Y,0,40,0,0,0,0,NA,NA,NA,0,4,2006,WD,Normal,137500 +1090,120,FV,37,3316,Pave,Pave,IR1,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,TwnhsE,1Story,8,5,2005,2005,Gable,CompShg,MetalSd,MetalSd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,1039,Unf,0,208,1247,GasA,Ex,Y,SBrkr,1247,0,0,1247,1,0,1,1,1,1,Gd,4,Typ,1,Gd,Attchd,2005,Fin,2,550,TA,TA,Y,0,84,0,0,0,0,NA,NA,NA,0,4,2006,WD,Normal,197000 +1091,90,RL,60,8544,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,Duplex,1Story,3,4,1950,1950,Gable,CompShg,BrkFace,BrkFace,None,0,TA,TA,Slab,NA,NA,NA,NA,0,NA,0,0,0,Wall,Fa,N,FuseA,1040,0,0,1040,0,0,2,0,2,2,TA,6,Typ,0,NA,Detchd,1987,Unf,2,400,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal,92900 +1092,160,FV,24,2160,Pave,Pave,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,Twnhs,2Story,7,5,1999,2000,Gable,CompShg,MetalSd,MetalSd,BrkFace,212,Gd,TA,PConc,Gd,TA,No,BLQ,510,Unf,0,90,600,GasA,Ex,Y,SBrkr,624,628,0,1252,1,0,2,1,2,1,Gd,4,Typ,0,NA,Detchd,1999,Unf,2,462,TA,TA,Y,0,48,0,0,0,0,NA,NA,NA,0,3,2008,WD,Normal,160000 +1093,50,RL,60,8400,Pave,NA,Reg,Bnk,AllPub,Inside,Gtl,SWISU,Norm,Norm,1Fam,1.5Fin,6,5,1925,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,PConc,TA,TA,No,Rec,423,Unf,0,758,1181,GasA,Fa,Y,SBrkr,1390,304,0,1694,0,0,2,0,4,1,TA,7,Typ,1,Gd,Detchd,1925,Unf,2,576,TA,TA,Y,342,0,128,0,0,0,NA,NA,NA,0,6,2008,WD,Normal,136500 +1094,20,RL,71,9230,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Feedr,Norm,1Fam,1Story,5,8,1965,1998,Hip,CompShg,MetalSd,MetalSd,BrkFace,166,TA,TA,CBlock,TA,TA,Mn,GLQ,661,Unf,0,203,864,GasA,Gd,Y,SBrkr,1200,0,0,1200,1,0,1,1,1,1,Gd,6,Typ,0,NA,Detchd,1977,Unf,2,884,TA,TA,Y,0,64,0,0,0,0,NA,MnPrv,NA,0,10,2006,WD,Normal,146000 +1095,20,RL,74,5868,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,7,1956,2000,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,BLQ,248,Rec,240,448,936,GasA,Ex,Y,SBrkr,936,0,0,936,1,0,1,0,2,1,TA,4,Typ,0,NA,Attchd,1956,Fin,1,308,TA,TA,Y,0,0,80,0,160,0,NA,NA,NA,0,5,2010,WD,Normal,129000 +1096,20,RL,78,9317,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,6,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,24,Unf,0,1290,1314,GasA,Gd,Y,SBrkr,1314,0,0,1314,0,0,2,0,3,1,Gd,6,Typ,1,Gd,Attchd,2006,RFn,2,440,TA,TA,Y,0,22,0,0,0,0,NA,NA,NA,0,3,2007,WD,Normal,176432 +1097,70,RM,60,6882,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,IDOTRR,Norm,Norm,1Fam,2Story,6,7,1914,2006,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,PConc,TA,TA,No,Unf,0,Unf,0,684,684,GasA,TA,Y,SBrkr,773,582,0,1355,0,0,1,1,3,1,Gd,7,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,136,0,115,0,0,0,NA,NA,NA,0,3,2007,WD,Normal,127000 +1098,120,RL,NA,3696,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,StoneBr,Norm,Norm,TwnhsE,1Story,8,5,1986,1986,Gable,CompShg,HdBoard,HdBoard,None,0,Gd,TA,CBlock,Gd,TA,No,Unf,0,Unf,0,1074,1074,GasA,Ex,Y,SBrkr,1088,0,0,1088,0,0,1,1,2,1,Gd,5,Typ,0,NA,Attchd,1987,RFn,2,461,TA,TA,Y,0,74,137,0,0,0,NA,NA,NA,0,10,2007,WD,Normal,170000 +1099,50,RM,50,6000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1.5Fin,4,6,1936,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,BrkTil,TA,TA,No,BLQ,672,Unf,0,0,672,GasA,TA,Y,SBrkr,757,567,0,1324,0,0,1,0,3,1,TA,6,Typ,0,NA,Detchd,1936,Unf,1,240,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,7,2009,WD,Normal,128000 +1100,20,RL,82,11880,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NWAmes,RRAn,Norm,1Fam,1Story,7,5,1978,1978,Gable,CompShg,Plywood,Plywood,BrkFace,206,TA,TA,CBlock,Gd,TA,No,ALQ,704,Unf,0,567,1271,GasA,TA,Y,SBrkr,1601,0,0,1601,0,0,2,0,3,1,TA,7,Typ,1,TA,Attchd,1978,RFn,2,478,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,4,2009,COD,Abnorml,157000 +1101,30,RL,60,8400,Pave,NA,Reg,Bnk,AllPub,Inside,Gtl,SWISU,Norm,Norm,1Fam,1Story,2,5,1920,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,Fa,No,Rec,290,Unf,0,0,290,GasA,TA,N,FuseF,438,0,0,438,0,0,1,0,1,1,Fa,3,Typ,0,NA,Detchd,1930,Unf,1,246,TA,TA,N,0,0,0,0,0,0,NA,NA,NA,0,1,2009,WD,Normal,60000 +1102,20,RL,61,9758,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,5,1971,1971,Gable,CompShg,HdBoard,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,BLQ,412,LwQ,287,251,950,GasA,TA,Y,SBrkr,950,0,0,950,0,0,1,0,3,1,TA,5,Typ,0,NA,Detchd,1981,Unf,1,280,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,7,2007,WD,Normal,119500 +1103,20,RL,70,7000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,7,1960,2002,Gable,CompShg,Wd Sdng,Wd Sdng,BrkFace,45,TA,TA,CBlock,TA,TA,No,Rec,588,Unf,0,422,1010,GasA,Ex,Y,SBrkr,1134,0,0,1134,0,0,1,0,2,1,TA,6,Typ,0,NA,Attchd,1960,RFn,1,254,TA,TA,Y,0,16,0,0,0,0,NA,MnWw,NA,0,4,2007,WD,Family,135000 +1104,20,RL,79,8910,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,6,1959,1959,Hip,CompShg,BrkFace,BrkFace,None,0,TA,TA,CBlock,TA,TA,Mn,ALQ,655,Unf,0,0,655,GasA,Ex,Y,SBrkr,1194,0,0,1194,0,1,1,0,3,1,TA,6,Typ,1,Fa,BuiltIn,1954,Fin,2,539,TA,TA,Y,0,0,192,0,0,0,NA,NA,NA,0,7,2006,WD,Normal,159500 +1105,160,RM,24,2016,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrDale,Norm,Norm,TwnhsE,2Story,5,5,1970,1970,Gable,CompShg,HdBoard,HdBoard,BrkFace,304,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,630,630,GasA,TA,Y,SBrkr,630,672,0,1302,0,0,2,1,3,1,TA,6,Typ,0,NA,Detchd,1970,Unf,2,440,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,4,2007,WD,Normal,106000 +1106,60,RL,98,12256,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NoRidge,Norm,Norm,1Fam,2Story,8,5,1994,1995,Gable,CompShg,HdBoard,HdBoard,BrkFace,362,Gd,TA,PConc,Ex,TA,Av,GLQ,1032,Unf,0,431,1463,GasA,Ex,Y,SBrkr,1500,1122,0,2622,1,0,2,1,3,1,Gd,9,Typ,2,TA,Attchd,1994,RFn,2,712,TA,TA,Y,186,32,0,0,0,0,NA,NA,NA,0,4,2010,WD,Normal,325000 +1107,20,RL,114,10357,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,SawyerW,Feedr,Norm,1Fam,1Story,7,5,1990,1991,Hip,CompShg,HdBoard,HdBoard,None,0,Gd,TA,PConc,Gd,TA,Mn,GLQ,738,Unf,0,172,910,GasA,Gd,Y,SBrkr,1442,0,0,1442,1,0,2,0,3,1,Gd,6,Typ,1,TA,Attchd,1990,Fin,2,719,TA,TA,Y,0,244,0,0,0,0,NA,NA,NA,0,5,2007,WD,Normal,179900 +1108,60,RL,168,23257,Pave,NA,IR3,HLS,AllPub,CulDSac,Gtl,Gilbert,Norm,Norm,1Fam,2Story,7,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Ex,Gd,No,Unf,0,Unf,0,868,868,GasA,Ex,Y,SBrkr,887,1134,0,2021,0,0,2,1,3,1,Gd,9,Typ,1,Gd,BuiltIn,2006,RFn,2,422,TA,TA,Y,0,100,0,0,0,0,NA,NA,NA,0,9,2006,New,Partial,274725 +1109,60,RL,NA,8063,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,6,5,2000,2000,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,924,924,GasA,Ex,Y,SBrkr,948,742,0,1690,0,0,2,1,3,1,TA,7,Typ,1,TA,Attchd,2000,RFn,2,463,TA,TA,Y,100,48,0,0,0,0,NA,NA,NA,0,11,2007,WD,Abnorml,181000 +1110,20,RL,107,11362,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,1Story,8,5,2004,2005,Gable,CompShg,MetalSd,MetalSd,Stone,42,Gd,TA,PConc,Ex,TA,Mn,GLQ,1039,Unf,0,797,1836,GasA,Ex,Y,SBrkr,1836,0,0,1836,1,0,2,0,3,1,Gd,7,Typ,1,Gd,Attchd,2004,Fin,3,862,TA,TA,Y,125,185,0,0,0,0,NA,NA,NA,0,3,2009,WD,Normal,280000 +1111,60,RL,NA,8000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,6,5,1995,1996,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,PConc,Gd,TA,No,GLQ,219,Unf,0,554,773,GasA,Gd,Y,SBrkr,773,885,0,1658,1,0,2,1,3,1,TA,8,Typ,1,TA,Attchd,1995,Fin,2,431,TA,TA,Y,224,84,0,0,0,0,NA,NA,NA,0,6,2008,WD,Normal,188000 +1112,60,RL,80,10480,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,2Story,7,6,1976,1976,Hip,CompShg,Plywood,Plywood,BrkFace,660,TA,TA,CBlock,TA,TA,No,ALQ,403,Unf,0,400,803,GasA,TA,Y,SBrkr,1098,866,0,1964,0,0,2,1,4,1,TA,8,Typ,1,Gd,Attchd,1976,RFn,2,483,TA,TA,Y,0,69,0,0,0,0,NA,NA,NA,0,9,2008,WD,Normal,205000 +1113,20,RL,73,7100,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,7,1957,1957,Gable,CompShg,WdShing,Wd Shng,None,0,TA,TA,CBlock,TA,TA,No,GLQ,708,Unf,0,108,816,GasA,TA,Y,FuseA,816,0,0,816,1,0,1,0,2,1,TA,5,Typ,0,NA,Detchd,1957,Unf,1,308,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,7,2006,WD,Normal,129900 +1114,20,RL,66,8923,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,7,1953,2006,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,BLQ,643,Unf,0,365,1008,GasA,Gd,Y,SBrkr,1008,0,0,1008,1,0,1,0,2,1,Gd,6,Typ,0,NA,Attchd,1953,Unf,1,240,TA,TA,Y,0,18,0,0,0,0,NA,NA,NA,0,5,2007,WD,Normal,134500 +1115,20,RL,90,5400,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1Story,5,7,1954,2000,Gable,CompShg,MetalSd,MetalSd,None,0,TA,Gd,CBlock,TA,TA,No,Rec,415,Unf,0,418,833,GasA,Ex,Y,SBrkr,833,0,0,833,0,0,1,0,2,1,Gd,4,Typ,0,NA,Detchd,1955,Unf,1,326,TA,TA,Y,0,0,0,0,0,0,NA,MnPrv,NA,0,8,2006,WD,Normal,117000 +1116,20,RL,93,12085,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,1Story,8,5,2007,2007,Hip,CompShg,VinylSd,VinylSd,Stone,328,Gd,TA,PConc,Ex,TA,No,GLQ,1004,Unf,0,730,1734,GasA,Ex,Y,SBrkr,1734,0,0,1734,1,0,2,0,3,1,Ex,7,Typ,1,Gd,Attchd,2007,RFn,3,928,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,11,2007,New,Partial,318000 +1117,80,RL,NA,7750,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,SLvl,8,5,2002,2002,Hip,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,353,Unf,0,55,408,GasA,Ex,Y,SBrkr,779,640,0,1419,1,0,2,1,3,1,Gd,7,Typ,1,TA,BuiltIn,2002,Fin,2,527,TA,TA,Y,120,0,0,0,0,0,NA,NA,NA,0,3,2009,WD,Normal,184100 +1118,20,RL,57,9764,Pave,NA,IR1,Lvl,AllPub,FR2,Gtl,Sawyer,Feedr,Norm,1Fam,1Story,5,7,1967,2003,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,TA,TA,No,BLQ,702,Unf,0,192,894,GasA,Ex,Y,SBrkr,894,0,0,894,1,0,1,0,3,1,Gd,5,Typ,0,NA,Attchd,1967,RFn,2,450,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,5,2008,WD,Normal,130000 +1119,80,RL,85,13825,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,SLvl,5,6,1958,1987,Gable,CompShg,MetalSd,MetalSd,None,0,TA,Gd,CBlock,TA,TA,No,Unf,0,Unf,0,533,533,GasA,TA,Y,SBrkr,1021,580,0,1601,0,1,1,0,3,1,TA,6,Min2,0,NA,BuiltIn,1958,RFn,1,300,TA,TA,Y,280,34,0,0,0,0,NA,NA,NA,0,12,2008,WD,Normal,140000 +1120,20,RL,70,7560,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,5,1959,1959,Gable,CompShg,BrkFace,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,LwQ,369,Unf,0,671,1040,GasA,TA,Y,FuseA,1040,0,0,1040,0,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1959,RFn,1,286,TA,TA,Y,140,0,252,0,0,0,NA,GdWo,NA,0,7,2006,WD,Normal,133700 +1121,30,RM,59,8263,Pave,NA,Reg,Bnk,AllPub,Inside,Mod,IDOTRR,Norm,Norm,1Fam,1Story,6,5,1920,1950,Gable,CompShg,BrkFace,BrkFace,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,1012,1012,GasA,TA,Y,FuseA,1012,0,0,1012,0,0,1,0,2,1,TA,6,Typ,1,Gd,Detchd,1920,Unf,1,308,TA,TA,Y,0,22,112,0,0,0,NA,MnPrv,NA,0,5,2007,WD,Normal,118400 +1122,20,RL,84,10084,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,2005,2006,Gable,CompShg,VinylSd,VinylSd,BrkFace,196,Gd,TA,PConc,Gd,TA,Av,GLQ,24,Unf,0,1528,1552,GasA,Ex,Y,SBrkr,1552,0,0,1552,0,0,2,0,3,1,Gd,7,Typ,0,NA,Attchd,2005,RFn,3,782,TA,TA,Y,144,20,0,0,0,0,NA,NA,NA,0,7,2006,New,Partial,212900 +1123,20,RL,NA,8926,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Edwards,Norm,Norm,1Fam,1Story,4,3,1956,1956,Gable,CompShg,AsbShng,AsbShng,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,672,672,GasA,Ex,Y,FuseA,960,0,0,960,0,0,1,0,3,1,TA,5,Typ,0,NA,Basment,1956,Unf,1,288,TA,TA,Y,64,0,0,0,160,0,NA,MnPrv,NA,0,10,2009,COD,Abnorml,112000 +1124,20,RL,50,9405,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1Story,5,9,1947,2008,Hip,CompShg,VinylSd,VinylSd,None,0,TA,Ex,CBlock,TA,TA,No,Unf,0,Unf,0,698,698,GasA,Ex,Y,SBrkr,698,0,0,698,0,1,1,0,2,1,TA,4,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,0,200,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal,118000 +1125,80,RL,NA,9125,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,SLvl,7,5,1992,1992,Gable,CompShg,HdBoard,HdBoard,BrkFace,170,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,384,384,GasA,Gd,Y,SBrkr,812,670,0,1482,0,0,2,1,3,1,Gd,7,Typ,1,TA,Attchd,1992,Fin,2,392,TA,TA,Y,100,25,0,0,0,0,NA,NA,NA,0,7,2007,WD,Normal,163900 +1126,20,RL,60,10434,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,4,5,1955,1955,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,1005,1005,GasA,TA,Y,SBrkr,1005,0,0,1005,0,0,1,0,2,1,Fa,5,Typ,1,TA,Detchd,1977,Unf,2,672,Fa,Fa,Y,0,0,0,0,0,0,NA,NA,NA,0,11,2009,WD,Normal,115000 +1127,120,RL,53,3684,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Blmngtn,Norm,Norm,TwnhsE,1Story,7,5,2007,2007,Hip,CompShg,VinylSd,VinylSd,BrkFace,130,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1373,1373,GasA,Ex,Y,SBrkr,1555,0,0,1555,0,0,2,0,2,1,Gd,7,Typ,1,TA,Attchd,2007,Fin,3,660,TA,TA,Y,143,20,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal,174000 +1128,20,RL,182,14572,Pave,NA,IR3,Lvl,AllPub,Corner,Gtl,Gilbert,Norm,Norm,1Fam,1Story,7,5,2004,2004,Hip,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,Av,GLQ,1300,Unf,0,230,1530,GasA,Ex,Y,SBrkr,1530,0,0,1530,1,0,2,0,3,1,Gd,7,Typ,1,Gd,Attchd,2004,Fin,3,630,TA,TA,Y,144,36,0,0,0,0,NA,NA,NA,0,11,2007,WD,Family,259000 +1129,60,RL,59,11796,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,7,5,2004,2005,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,Av,Unf,0,Unf,0,847,847,GasA,Ex,Y,SBrkr,847,1112,0,1959,0,0,2,1,4,1,Gd,8,Typ,1,Gd,BuiltIn,2004,Fin,2,434,TA,TA,Y,100,48,0,0,0,0,NA,NA,NA,0,7,2007,WD,Normal,215000 +1130,90,RM,60,7200,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,Duplex,SFoyer,5,5,1980,1980,Gable,CompShg,MetalSd,MetalSd,BrkFace,180,TA,TA,CBlock,Gd,TA,Gd,GLQ,936,Unf,0,0,936,GasA,TA,Y,SBrkr,936,0,0,936,1,0,1,0,2,1,TA,4,Typ,0,NA,Detchd,1980,Unf,2,672,TA,TA,Y,49,0,0,0,0,0,NA,NA,NA,0,8,2007,WD,Normal,140000 +1131,50,RL,65,7804,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SWISU,Norm,Norm,1Fam,1.5Fin,4,3,1928,1950,Gable,CompShg,WdShing,Plywood,None,0,TA,TA,BrkTil,TA,TA,No,BLQ,622,Unf,0,500,1122,GasA,TA,Y,SBrkr,1328,653,0,1981,1,0,2,0,4,1,Gd,7,Min2,2,TA,Detchd,1981,Unf,2,576,TA,TA,Y,431,44,0,0,0,0,NA,MnPrv,NA,0,12,2009,WD,Normal,135000 +1132,20,RL,63,10712,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Mitchel,Norm,Norm,1Fam,1Story,5,5,1991,1992,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,PConc,Gd,TA,Mn,BLQ,212,Unf,0,762,974,GasA,TA,Y,SBrkr,974,0,0,974,0,0,1,0,3,1,TA,5,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,0,28,0,0,0,0,NA,MnPrv,NA,0,9,2007,Oth,Abnorml,93500 +1133,70,RM,90,9900,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,2Story,6,4,1880,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,TA,Mn,Unf,0,Unf,0,1008,1008,GasW,TA,Y,SBrkr,1178,1032,0,2210,0,0,2,0,5,1,Fa,8,Typ,0,NA,Detchd,1930,Unf,1,205,Fa,TA,N,0,48,0,0,0,0,NA,NA,NA,0,5,2007,WD,Normal,117500 +1134,60,RL,80,9828,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,1Fam,2Story,8,5,1995,1995,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,584,Unf,0,544,1128,GasA,Ex,Y,SBrkr,1142,878,0,2020,0,0,2,1,3,1,Gd,8,Typ,1,TA,Attchd,1995,RFn,2,466,TA,TA,Y,0,155,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal,239500 +1135,60,RL,57,8773,Pave,NA,IR1,HLS,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,6,5,1997,1997,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,Av,Unf,0,Unf,0,916,916,GasA,Gd,Y,SBrkr,916,684,0,1600,0,0,2,1,3,1,TA,7,Typ,1,TA,Attchd,1997,Fin,2,460,TA,TA,Y,100,38,0,0,0,0,NA,NA,NA,0,8,2007,WD,Normal,169000 +1136,30,RM,60,6180,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,BrkSide,Norm,Norm,1Fam,1Story,6,5,1926,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,960,960,GasA,TA,N,SBrkr,986,0,0,986,0,0,1,0,2,1,TA,5,Typ,1,Gd,Detchd,1926,Unf,1,180,TA,TA,Y,0,128,0,0,0,0,NA,NA,NA,0,5,2007,WD,Normal,102000 +1137,50,RL,80,9600,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1.5Fin,6,5,1950,1950,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,TA,TA,No,BLQ,280,Unf,0,752,1032,GasA,TA,Y,FuseA,1032,220,0,1252,0,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1950,Unf,1,288,TA,TA,Y,0,0,96,0,0,0,NA,NA,NA,0,4,2008,WD,Abnorml,119000 +1138,50,RL,54,6342,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,Feedr,Norm,1Fam,1.5Fin,5,8,1875,1996,Gable,CompShg,VinylSd,VinylSd,None,0,TA,Gd,CBlock,TA,TA,No,Unf,0,Unf,0,780,780,GasA,Gd,N,SBrkr,780,240,0,1020,0,0,1,0,2,1,TA,6,Typ,0,NA,NA,NA,NA,0,0,NA,NA,N,0,0,176,0,0,0,NA,NA,NA,0,5,2010,WD,Normal,94000 +1139,20,RL,NA,9819,Pave,NA,IR1,Lvl,AllPub,Inside,Mod,Mitchel,Norm,Norm,1Fam,1Story,6,5,1977,1977,Gable,CompShg,Plywood,ImStucc,None,0,TA,TA,PConc,TA,TA,Gd,ALQ,1567,Unf,0,0,1567,GasA,TA,Y,SBrkr,1567,0,0,1567,1,0,2,0,2,1,Gd,5,Typ,2,TA,Attchd,1977,RFn,2,714,TA,TA,Y,264,32,0,0,0,0,NA,NA,NA,0,5,2009,WD,Normal,196000 +1140,30,RL,98,8731,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1Story,5,5,1920,1950,Gable,CompShg,Stucco,Stucco,None,0,TA,Fa,BrkTil,TA,TA,No,BLQ,645,Unf,0,270,915,GasA,TA,Y,SBrkr,1167,0,0,1167,0,0,1,0,3,1,TA,6,Maj1,1,Gd,Detchd,1972,Unf,2,495,TA,TA,Y,0,0,216,0,126,0,NA,NA,NA,0,5,2007,WD,Normal,144000 +1141,20,RL,60,7350,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,7,1951,1951,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,TA,Mn,ALQ,852,Unf,0,100,952,GasA,TA,Y,SBrkr,952,0,0,952,1,0,1,0,2,1,TA,4,Typ,0,NA,Detchd,1988,Unf,2,840,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,6,2008,COD,Abnorml,139000 +1142,60,RL,NA,10304,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,NWAmes,PosN,Norm,1Fam,2Story,5,7,1976,1976,Gable,CompShg,Plywood,Plywood,BrkFace,44,TA,Gd,CBlock,TA,TA,No,ALQ,381,Unf,0,399,780,GasA,Ex,Y,SBrkr,1088,780,0,1868,1,0,2,1,4,1,Gd,9,Typ,1,TA,Attchd,1976,Unf,2,484,TA,TA,Y,448,96,0,0,0,0,NA,NA,NA,0,10,2009,WD,Normal,197500 +1143,60,RL,77,9965,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,8,5,2006,2007,Hip,CompShg,VinylSd,VinylSd,Stone,340,Gd,TA,PConc,Ex,TA,Gd,GLQ,1150,Unf,0,316,1466,GasA,Ex,Y,SBrkr,1466,1362,0,2828,1,0,3,0,4,1,Gd,11,Typ,1,TA,BuiltIn,2006,RFn,3,1052,TA,TA,Y,125,144,0,0,0,0,NA,NA,NA,0,4,2007,New,Partial,424870 +1144,20,RL,NA,9000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,1Story,5,3,1959,1959,Gable,CompShg,Wd Sdng,Plywood,None,0,TA,TA,CBlock,TA,TA,No,GLQ,288,Unf,0,718,1006,GasA,TA,Y,SBrkr,1006,0,0,1006,0,0,1,0,3,1,TA,5,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,0,24,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal,80000 +1145,190,RL,60,12180,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,2fmCon,1.5Fin,4,4,1941,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,Fa,BrkTil,Gd,TA,No,BLQ,348,Unf,0,324,672,Grav,Fa,N,FuseA,672,252,0,924,1,0,1,0,2,1,Fa,5,Typ,0,NA,Detchd,1941,Unf,1,280,TA,TA,Y,0,0,0,0,0,0,NA,MnPrv,NA,0,7,2010,WD,Normal,80000 +1146,50,RM,52,6240,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1.5Fin,5,6,1928,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,1042,1042,GasA,Ex,Y,SBrkr,1042,534,0,1576,0,0,1,0,3,1,TA,8,Typ,1,Gd,Detchd,1928,Unf,1,225,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,8,2006,WD,Family,149000 +1147,20,RL,NA,11200,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,1Fam,1Story,6,5,1985,1985,Gable,CompShg,Wd Sdng,Wd Shng,BrkFace,85,Gd,TA,CBlock,Gd,TA,No,GLQ,1258,Unf,0,40,1298,GasA,TA,Y,SBrkr,1298,0,0,1298,1,0,2,0,3,1,Gd,5,Typ,1,TA,Attchd,1985,Unf,2,403,TA,TA,Y,165,26,0,0,0,0,NA,NA,NA,0,5,2006,WD,Normal,180000 +1148,70,RL,75,12000,Pave,NA,Reg,Bnk,AllPub,Inside,Gtl,Crawfor,Norm,Norm,1Fam,2Story,7,7,1941,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,Rec,275,Unf,0,429,704,GasA,Ex,Y,SBrkr,860,704,0,1564,0,0,1,1,3,1,Fa,7,Typ,1,Gd,Attchd,1941,Unf,1,234,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,7,2009,WD,Normal,174500 +1149,50,RM,NA,5700,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1.5Fin,7,7,1926,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,PConc,TA,TA,No,Unf,0,Unf,0,572,572,GasA,TA,Y,SBrkr,572,539,0,1111,0,0,1,0,2,1,TA,5,Typ,1,Gd,Detchd,1982,Unf,1,288,TA,TA,Y,0,0,176,0,0,0,NA,NA,NA,0,8,2008,WD,Normal,116900 +1150,70,RM,50,9000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Artery,Norm,1Fam,2Story,7,9,1920,1988,Hip,CompShg,VinylSd,VinylSd,None,0,TA,Gd,PConc,TA,TA,No,ALQ,624,Unf,0,26,650,GasA,Ex,Y,SBrkr,832,650,0,1482,0,1,1,0,3,1,TA,7,Typ,0,NA,Detchd,1930,Unf,2,324,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,7,2009,WD,Normal,143000 +1151,20,RL,57,8280,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,5,1950,1950,Gable,CompShg,BrkFace,BrkFace,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,932,932,GasA,Ex,Y,FuseA,932,0,0,932,0,0,1,0,2,1,Gd,4,Typ,1,Gd,Attchd,1950,Unf,1,306,TA,TA,Y,0,0,214,0,0,0,NA,GdPrv,NA,0,11,2007,WD,Normal,124000 +1152,20,RL,134,17755,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1Story,5,4,1959,1959,Gable,CompShg,HdBoard,Plywood,BrkFace,132,TA,TA,CBlock,TA,TA,No,BLQ,176,Unf,0,1290,1466,GasA,TA,Y,SBrkr,1466,0,0,1466,0,0,1,1,3,1,Fa,6,Typ,2,Gd,Attchd,1959,Fin,2,528,TA,TA,Y,0,140,0,0,100,0,NA,NA,NA,0,11,2006,WD,Normal,149900 +1153,20,RL,90,14115,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Crawfor,Norm,Norm,1Fam,1Story,6,7,1956,2004,Gable,CompShg,Stone,Stone,None,0,TA,TA,PConc,TA,TA,No,ALQ,296,GLQ,547,230,1073,GasA,Ex,Y,SBrkr,1811,0,0,1811,0,0,1,0,2,1,Ex,6,Typ,1,Gd,Attchd,1956,Fin,2,470,TA,TA,Y,0,0,280,0,0,0,NA,NA,NA,0,7,2006,WD,Abnorml,230000 +1154,30,RM,NA,5890,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,IDOTRR,Norm,Norm,1Fam,1Story,6,8,1930,2007,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,Gd,Gd,BrkTil,TA,TA,Av,ALQ,538,Unf,0,278,816,GasA,Ex,Y,SBrkr,816,0,0,816,0,0,1,0,2,1,TA,5,Typ,0,NA,Detchd,2002,Unf,1,432,TA,TA,Y,0,0,96,0,0,0,NA,NA,NA,0,6,2008,WD,Normal,120500 +1155,60,RL,NA,13700,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,2Story,7,6,1965,1988,Gable,CompShg,VinylSd,VinylSd,Stone,288,TA,TA,CBlock,TA,TA,Gd,ALQ,454,Unf,0,410,864,GasA,TA,Y,SBrkr,902,918,0,1820,0,0,1,2,4,1,Gd,8,Typ,2,Gd,Attchd,1965,Unf,2,492,TA,TA,Y,60,84,0,0,273,0,NA,GdPrv,NA,0,5,2008,WD,Normal,201800 +1156,20,RL,90,10768,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Veenker,Norm,Norm,1Fam,1Story,5,8,1976,2004,Gable,CompShg,Plywood,Plywood,None,0,Gd,Gd,CBlock,Gd,TA,Gd,ALQ,1157,Unf,0,280,1437,GasA,TA,Y,SBrkr,1437,0,0,1437,1,0,2,0,3,1,Gd,6,Typ,1,Fa,Attchd,1976,RFn,2,528,TA,TA,Y,0,21,0,0,180,0,NA,NA,NA,0,7,2007,WD,Normal,218000 +1157,80,RL,85,9350,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,SLvl,5,8,1965,1999,Gable,CompShg,BrkFace,BrkFace,None,0,TA,Gd,PConc,TA,TA,Gd,ALQ,633,Unf,0,586,1219,GasA,Gd,Y,SBrkr,1265,0,0,1265,0,1,2,0,3,1,Gd,6,Typ,1,Gd,Attchd,1965,RFn,2,502,TA,TA,Y,0,92,0,96,0,0,NA,MnPrv,NA,0,10,2008,WD,Normal,179900 +1158,120,RL,34,5001,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,Twnhs,1Story,7,5,2007,2008,Gable,CompShg,VinylSd,VinylSd,Stone,166,Gd,TA,PConc,Gd,TA,No,GLQ,904,Unf,0,410,1314,GasA,Ex,Y,SBrkr,1314,0,0,1314,1,0,2,0,2,1,Gd,6,Typ,1,Gd,Attchd,2008,RFn,2,626,TA,TA,Y,172,62,0,0,0,0,NA,NA,NA,0,7,2009,WD,Normal,230000 +1159,20,RL,92,11932,Pave,NA,Reg,Lvl,AllPub,FR2,Gtl,Somerst,Feedr,Norm,1Fam,1Story,8,5,2007,2008,Gable,CompShg,VinylSd,VinylSd,Stone,186,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1580,1580,GasA,Ex,Y,SBrkr,1580,0,0,1580,0,0,2,0,3,1,Gd,7,Typ,0,NA,Attchd,2008,RFn,3,830,TA,TA,Y,0,24,0,0,0,0,NA,NA,NA,0,6,2008,ConLD,Partial,235128 +1160,60,RL,76,9120,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,2Story,6,6,1974,1974,Hip,CompShg,HdBoard,HdBoard,BrkFace,270,Gd,TA,CBlock,TA,TA,No,ALQ,442,Unf,0,459,901,GasA,TA,Y,SBrkr,943,933,0,1876,0,0,2,1,4,1,Gd,8,Typ,1,TA,Attchd,1974,RFn,2,540,Gd,TA,Y,0,69,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal,185000 +1161,160,RL,24,2280,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NPkVill,Norm,Norm,Twnhs,2Story,6,5,1978,1978,Gable,CompShg,Plywood,Brk Cmn,None,0,TA,TA,CBlock,Gd,TA,No,ALQ,311,Unf,0,544,855,GasA,Fa,Y,SBrkr,855,601,0,1456,0,0,2,1,3,1,TA,7,Typ,1,TA,Attchd,1978,Unf,2,440,TA,TA,Y,26,0,0,0,0,0,NA,NA,NA,0,7,2010,WD,Normal,146000 +1162,20,RL,NA,14778,Pave,NA,IR1,Low,AllPub,CulDSac,Gtl,Crawfor,PosN,Norm,1Fam,1Story,6,7,1954,2006,Hip,CompShg,HdBoard,HdBoard,BrkFace,72,Gd,TA,CBlock,TA,TA,No,BLQ,728,Unf,0,568,1296,GasA,Ex,Y,SBrkr,1640,0,0,1640,1,0,1,0,3,1,Gd,7,Typ,1,Gd,Detchd,1993,Unf,2,924,TA,TA,Y,108,0,0,216,0,0,NA,NA,NA,0,11,2008,WD,Normal,224000 +1163,20,RL,109,8724,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,1Story,5,5,1968,1968,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,Gd,TA,No,BLQ,492,Unf,0,402,894,GasA,Gd,Y,SBrkr,894,0,0,894,0,0,1,0,3,1,TA,5,Typ,1,Po,Attchd,1968,Fin,2,450,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,5,2007,WD,Normal,129000 +1164,90,RL,60,12900,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,Feedr,Norm,Duplex,SFoyer,4,4,1969,1969,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,CBlock,Gd,TA,Av,GLQ,1198,Unf,0,0,1198,GasA,TA,Y,SBrkr,1258,0,0,1258,2,0,0,2,0,2,TA,6,Typ,0,NA,CarPort,1969,Unf,2,400,Fa,TA,Y,120,0,0,0,0,0,NA,NA,NA,0,1,2008,WD,Alloca,108959 +1165,80,RL,NA,16157,Pave,NA,IR1,Lvl,AllPub,FR2,Gtl,Veenker,Feedr,Norm,1Fam,SLvl,5,7,1978,1978,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,PConc,Gd,TA,Gd,ALQ,680,Rec,391,289,1360,GasA,Ex,Y,SBrkr,1432,0,0,1432,1,0,1,1,2,1,Gd,5,Typ,1,TA,Attchd,1978,Unf,2,588,TA,TA,Y,168,180,0,0,0,0,NA,NA,NA,0,6,2007,WD,Normal,194000 +1166,20,RL,79,9541,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,1Story,7,5,2009,2009,Gable,CompShg,VinylSd,VinylSd,Stone,268,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1502,1502,GasA,Ex,Y,SBrkr,1502,0,0,1502,0,0,2,0,3,1,Gd,7,Typ,0,NA,Attchd,2009,RFn,2,644,TA,TA,Y,0,114,0,0,0,0,NA,NA,NA,0,9,2009,New,Partial,233170 +1167,20,RL,64,10475,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,CollgCr,Norm,Norm,1Fam,1Story,8,5,2008,2008,Gable,CompShg,VinylSd,VinylSd,Stone,72,Gd,TA,PConc,Gd,TA,Av,Unf,0,Unf,0,1694,1694,GasA,Ex,Y,SBrkr,1694,0,0,1694,0,0,2,0,3,1,Gd,7,Typ,0,NA,Attchd,2008,RFn,3,776,TA,TA,Y,160,33,0,0,0,0,NA,NA,NA,0,2,2010,WD,Normal,245350 +1168,60,RL,58,10852,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,RRAn,Norm,1Fam,2Story,6,5,2000,2000,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,No,GLQ,786,Unf,0,173,959,GasA,Ex,Y,SBrkr,959,712,0,1671,1,0,2,1,3,1,TA,7,Typ,1,TA,Attchd,2000,Fin,2,472,TA,TA,Y,0,38,0,0,0,0,NA,NA,NA,0,2,2006,WD,Normal,173000 +1169,70,RL,120,13728,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Edwards,Norm,Norm,1Fam,2Story,6,7,1935,1986,Hip,CompShg,Stucco,Stucco,None,0,TA,TA,CBlock,TA,TA,No,Rec,626,Unf,0,501,1127,GasA,Ex,Y,SBrkr,1236,872,0,2108,0,0,2,0,4,1,Gd,7,Typ,2,TA,Basment,1935,Unf,2,540,TA,TA,Y,0,0,0,0,90,0,NA,NA,NA,0,7,2008,WD,Normal,235000 +1170,60,RL,118,35760,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,NoRidge,Norm,Norm,1Fam,2Story,10,5,1995,1996,Hip,CompShg,HdBoard,HdBoard,BrkFace,1378,Gd,Gd,PConc,Ex,TA,Gd,GLQ,1387,Unf,0,543,1930,GasA,Ex,Y,SBrkr,1831,1796,0,3627,1,0,3,1,4,1,Gd,10,Typ,1,TA,Attchd,1995,Fin,3,807,TA,TA,Y,361,76,0,0,0,0,NA,NA,NA,0,7,2006,WD,Normal,625000 +1171,80,RL,76,9880,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Mitchel,Norm,Norm,1Fam,SLvl,6,6,1977,1977,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,CBlock,TA,TA,Av,ALQ,522,Unf,0,574,1096,GasA,TA,Y,SBrkr,1118,0,0,1118,1,0,1,0,3,1,TA,6,Typ,1,Po,Attchd,1977,Fin,1,358,TA,TA,Y,203,0,0,0,0,576,Gd,GdPrv,NA,0,7,2008,WD,Normal,171000 +1172,20,RL,76,9120,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,6,1958,1958,Hip,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,ALQ,662,Unf,0,599,1261,GasA,Ex,Y,SBrkr,1261,0,0,1261,1,0,1,0,3,1,TA,6,Typ,1,TA,Attchd,1958,RFn,2,433,TA,TA,Y,0,0,0,0,288,0,NA,NA,Shed,1400,11,2008,WD,Normal,163000 +1173,160,FV,35,4017,Pave,Pave,IR1,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,TwnhsE,2Story,7,5,2006,2007,Gable,CompShg,MetalSd,MetalSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,625,625,GasA,Ex,Y,SBrkr,625,625,0,1250,0,0,2,1,2,1,Gd,5,Typ,0,NA,Detchd,2006,Fin,2,625,TA,TA,Y,0,54,0,0,0,0,NA,NA,NA,0,3,2008,WD,Normal,171900 +1174,50,RL,138,18030,Pave,NA,IR1,Bnk,AllPub,Inside,Gtl,ClearCr,Norm,Norm,1Fam,1.5Fin,5,6,1946,1994,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,Rec,152,BLQ,469,977,1598,GasA,TA,Y,SBrkr,1636,971,479,3086,0,0,3,0,3,1,Ex,12,Maj1,1,Gd,NA,NA,NA,0,0,NA,NA,Y,122,0,0,0,0,0,NA,MnPrv,NA,0,3,2007,WD,Normal,200500 +1175,70,RL,80,16560,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Crawfor,Norm,Norm,1Fam,2Story,6,8,1932,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,Gd,TA,No,Rec,503,Unf,0,449,952,GasA,TA,Y,SBrkr,1170,1175,0,2345,0,0,2,1,4,1,TA,9,Typ,1,Gd,Detchd,1932,Unf,2,360,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,7,2006,WD,Normal,239000 +1176,50,RL,85,10678,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NoRidge,Norm,Norm,1Fam,1.5Fin,8,5,1992,2000,Hip,CompShg,HdBoard,HdBoard,BrkFace,337,Gd,TA,PConc,Gd,TA,No,GLQ,700,Unf,0,983,1683,GasA,Ex,Y,SBrkr,2129,743,0,2872,0,0,2,1,4,1,Gd,9,Typ,1,TA,Attchd,1992,Fin,2,541,TA,TA,Y,0,33,0,0,0,0,NA,NA,NA,0,4,2007,WD,Normal,285000 +1177,20,RL,37,6951,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Mitchel,Norm,Norm,1Fam,1Story,5,5,1984,1985,Gable,CompShg,HdBoard,Plywood,None,0,TA,TA,CBlock,TA,TA,No,ALQ,658,Unf,0,218,876,GasA,TA,Y,SBrkr,923,0,0,923,1,0,1,0,3,1,TA,5,Typ,0,NA,Attchd,1984,Unf,1,264,TA,TA,Y,362,0,0,0,0,0,NA,MnPrv,NA,0,10,2008,WD,Normal,119500 +1178,50,RM,NA,3950,Pave,Grvl,Reg,Bnk,AllPub,Inside,Gtl,OldTown,Artery,Norm,1Fam,1.5Fin,6,8,1926,2004,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,Rec,468,Unf,0,350,818,GasA,TA,Y,SBrkr,818,406,0,1224,0,0,1,0,3,1,TA,5,Typ,0,NA,Detchd,1926,Unf,1,210,TA,TA,N,0,0,116,0,0,0,NA,NA,NA,0,12,2009,WD,Normal,115000 +1179,50,RL,54,7681,Pave,NA,IR1,Lvl,AllPub,FR2,Gtl,Crawfor,Norm,Norm,1Fam,1.5Fin,5,6,1921,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,731,731,GasA,Ex,Y,SBrkr,820,523,0,1343,0,0,1,1,3,1,TA,7,Typ,1,Gd,Detchd,1921,Unf,1,186,Fa,TA,Y,192,0,102,0,0,0,NA,NA,NA,0,7,2009,WD,Normal,154900 +1180,20,RL,77,8335,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Edwards,Norm,Norm,1Fam,1Story,5,5,1954,1954,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,Slab,NA,NA,NA,NA,0,NA,0,0,0,GasA,Gd,Y,SBrkr,1124,0,0,1124,0,0,1,0,3,1,TA,5,Min2,1,Gd,NA,NA,NA,0,0,NA,NA,N,0,36,190,0,0,0,NA,NA,NA,0,4,2006,WD,Normal,93000 +1181,60,RL,NA,11170,Pave,NA,IR2,Lvl,AllPub,Corner,Gtl,Timber,Norm,Norm,1Fam,2Story,7,5,1990,1991,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,Wood,Gd,TA,No,LwQ,1216,Unf,0,0,1216,GasA,Ex,Y,SBrkr,1298,1216,0,2514,0,0,2,1,4,1,TA,8,Typ,0,NA,Attchd,1990,Fin,2,693,TA,TA,Y,0,0,0,0,0,0,NA,GdPrv,NA,0,4,2006,WD,Normal,250000 +1182,120,RM,64,5587,Pave,NA,IR1,HLS,AllPub,Inside,Mod,Crawfor,Norm,Norm,TwnhsE,1Story,8,5,2008,2008,Hip,CompShg,CemntBd,CmentBd,Stone,186,Ex,TA,PConc,Ex,TA,Gd,GLQ,1480,Unf,0,120,1600,GasA,Ex,Y,SBrkr,1652,0,0,1652,1,1,2,0,2,1,Gd,5,Typ,1,Gd,Attchd,2008,Fin,2,482,TA,TA,Y,162,53,0,153,0,0,NA,NA,NA,0,11,2008,New,Partial,392500 +1183,60,RL,160,15623,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NoRidge,Norm,Norm,1Fam,2Story,10,5,1996,1996,Hip,CompShg,Wd Sdng,ImStucc,None,0,Gd,TA,PConc,Ex,TA,Av,GLQ,2096,Unf,0,300,2396,GasA,Ex,Y,SBrkr,2411,2065,0,4476,1,0,3,1,4,1,Ex,10,Typ,2,TA,Attchd,1996,Fin,3,813,TA,TA,Y,171,78,0,0,0,555,Ex,MnPrv,NA,0,7,2007,WD,Abnorml,745000 +1184,30,RL,60,10800,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1Story,5,6,1920,1950,Hip,CompShg,Stucco,Stucco,None,0,TA,TA,BrkTil,TA,TA,No,Rec,821,Unf,0,299,1120,GasA,Ex,Y,SBrkr,1130,0,0,1130,1,0,1,0,2,1,TA,5,Typ,1,Gd,Detchd,1970,Unf,2,720,TA,TA,Y,229,0,0,0,0,0,NA,NA,NA,0,6,2006,WD,Normal,120000 +1185,20,RL,50,35133,Grvl,NA,Reg,Lvl,AllPub,Inside,Mod,Timber,Norm,Norm,1Fam,1Story,5,4,1963,1963,Hip,CompShg,MetalSd,MetalSd,BrkFace,226,TA,TA,CBlock,TA,TA,Gd,Rec,1159,Unf,0,413,1572,GasA,Gd,Y,SBrkr,1572,0,0,1572,1,0,1,1,3,1,TA,5,Typ,2,TA,2Types,1963,RFn,3,995,TA,TA,Y,0,263,0,0,263,0,NA,NA,NA,0,5,2007,WD,Normal,186700 +1186,50,RL,60,9738,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1.5Fin,5,7,1924,1950,Gable,CompShg,AsbShng,AsbShng,None,0,TA,Gd,BrkTil,TA,TA,No,BLQ,392,Unf,0,392,784,GasA,Gd,Y,SBrkr,949,272,0,1221,1,0,1,0,4,1,TA,7,Typ,0,NA,Attchd,1965,Unf,1,392,TA,TA,Y,0,0,236,0,0,0,NA,NA,NA,0,3,2006,WD,Normal,104900 +1187,190,RL,107,10615,Pave,NA,IR1,Bnk,AllPub,Corner,Mod,OldTown,Artery,Artery,2fmCon,2Story,3,5,1900,1970,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,Fa,TA,Mn,BLQ,440,Unf,0,538,978,GasA,TA,Y,SBrkr,1014,685,0,1699,1,0,2,0,3,2,TA,7,Typ,0,NA,CarPort,1920,Unf,2,420,Fa,Fa,Y,0,74,0,0,0,0,NA,NA,NA,0,8,2009,WD,Abnorml,95000 +1188,20,RL,89,12461,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NoRidge,Norm,Norm,1Fam,1Story,8,5,1994,1995,Gable,CompShg,ImStucc,ImStucc,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,1456,Unf,0,168,1624,GasA,Ex,Y,SBrkr,1624,0,0,1624,1,0,2,0,2,1,Gd,5,Typ,1,Fa,Attchd,1994,RFn,3,757,TA,TA,Y,0,114,192,0,0,0,NA,GdPrv,NA,0,7,2006,WD,Normal,262000 +1189,60,RL,68,8935,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,7,5,2002,2002,Gable,CompShg,VinylSd,VinylSd,BrkFace,95,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,831,831,GasA,Ex,Y,SBrkr,831,829,0,1660,0,0,2,1,3,1,Gd,7,Typ,0,NA,Attchd,2002,RFn,2,493,TA,TA,Y,144,68,0,0,0,0,NA,NA,NA,0,7,2009,WD,Normal,195000 +1190,60,RL,60,7500,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,7,5,1999,1999,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,TA,TA,No,Unf,0,Unf,0,994,994,GasA,Gd,Y,SBrkr,1028,776,0,1804,0,0,2,1,3,1,Gd,7,Typ,1,TA,Attchd,1999,Fin,2,442,TA,TA,Y,140,60,0,0,0,0,NA,NA,NA,0,6,2010,WD,Normal,189000 +1191,190,RL,NA,32463,Pave,NA,Reg,Low,AllPub,Inside,Mod,Mitchel,Norm,Norm,2fmCon,1Story,4,4,1961,1975,Gable,CompShg,MetalSd,MetalSd,Stone,149,TA,Gd,CBlock,TA,TA,Av,BLQ,1159,Unf,0,90,1249,GasA,Ex,Y,SBrkr,1622,0,0,1622,1,0,1,0,3,1,TA,7,Typ,1,TA,2Types,1975,Fin,4,1356,TA,TA,Y,439,0,0,0,0,0,NA,NA,NA,0,3,2007,WD,Normal,168000 +1192,160,FV,24,2645,Pave,Pave,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,Twnhs,2Story,8,5,1999,2000,Gable,CompShg,MetalSd,MetalSd,BrkFace,456,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,776,776,GasA,Ex,Y,SBrkr,764,677,0,1441,0,0,2,1,2,1,Gd,5,Typ,0,NA,Detchd,1999,Unf,2,492,TA,TA,Y,206,0,0,0,0,0,NA,NA,NA,0,11,2007,WD,Normal,174000 +1193,50,RM,60,9600,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1.5Fin,5,8,1925,1994,Gambrel,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,TA,TA,Mn,Unf,0,Unf,0,702,702,GasA,Gd,Y,SBrkr,842,630,0,1472,0,0,1,0,3,1,Gd,6,Typ,0,NA,Detchd,1925,Unf,1,250,TA,Fa,P,0,0,84,0,0,0,NA,GdWo,NA,0,7,2007,WD,Normal,125000 +1194,120,RM,NA,4500,Pave,NA,Reg,Lvl,AllPub,FR2,Gtl,Mitchel,Norm,Norm,TwnhsE,1Story,6,5,1999,1999,Hip,CompShg,VinylSd,VinylSd,BrkFace,425,TA,TA,PConc,Ex,TA,No,GLQ,883,Unf,0,341,1224,GasA,Ex,Y,SBrkr,1224,0,0,1224,1,0,2,0,2,1,TA,5,Typ,0,NA,Attchd,1999,Fin,2,402,TA,TA,Y,0,304,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal,165000 +1195,60,RL,80,9364,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Sawyer,Norm,Norm,1Fam,2Story,6,7,1969,1969,Gable,CompShg,HdBoard,HdBoard,Stone,143,TA,TA,CBlock,TA,TA,No,ALQ,371,Unf,0,292,663,GasA,TA,Y,SBrkr,663,689,0,1352,0,0,1,1,4,1,TA,7,Typ,0,NA,Attchd,1969,Fin,1,299,TA,TA,Y,379,36,0,0,0,0,NA,MnPrv,NA,0,3,2010,WD,Normal,158000 +1196,60,RL,51,8029,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,6,5,2005,2005,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,728,728,GasA,Ex,Y,SBrkr,728,728,0,1456,0,0,2,1,3,1,Gd,8,Typ,0,NA,Attchd,2005,Fin,2,400,TA,TA,Y,100,24,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal,176000 +1197,60,RL,58,14054,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,7,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,Av,Unf,0,Unf,0,879,879,GasA,Ex,Y,SBrkr,879,984,0,1863,0,0,2,1,4,1,Gd,9,Typ,1,Gd,BuiltIn,2006,Fin,3,660,TA,TA,Y,100,17,0,0,0,0,NA,NA,NA,0,11,2006,New,Partial,219210 +1198,75,RM,65,8850,Pave,NA,IR1,Bnk,AllPub,Corner,Gtl,OldTown,Norm,Norm,1Fam,2.5Unf,7,6,1916,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,815,815,GasA,Ex,Y,SBrkr,815,875,0,1690,0,0,1,0,3,1,TA,7,Typ,1,Gd,Detchd,1916,Unf,1,225,TA,TA,Y,0,0,330,0,0,0,NA,NA,NA,0,7,2006,ConLw,Normal,144000 +1199,20,RL,70,9100,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,2001,2001,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1212,1212,GasA,Ex,Y,SBrkr,1212,0,0,1212,0,0,2,0,3,1,Gd,6,Typ,0,NA,Attchd,2001,RFn,2,573,TA,TA,Y,356,0,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal,178000 +1200,20,RL,75,11235,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,1Story,4,5,1963,1979,Gable,CompShg,HdBoard,HdBoard,BrkFace,51,TA,TA,CBlock,TA,TA,No,Rec,547,Unf,0,504,1051,GasA,Gd,Y,SBrkr,1382,0,0,1382,0,0,1,1,3,1,TA,6,Typ,1,Po,Attchd,1974,Unf,2,459,TA,TA,Y,0,82,0,0,0,0,NA,NA,NA,0,10,2006,WD,Normal,148000 +1201,20,RL,71,9353,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,4,5,1970,1970,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,864,864,GasA,Gd,Y,SBrkr,864,0,0,864,0,0,1,0,3,1,TA,5,Typ,0,NA,Attchd,1972,Unf,1,280,TA,TA,Y,0,0,0,0,0,0,NA,NA,Shed,0,7,2006,Oth,Abnorml,116050 +1202,60,RL,80,10400,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,CollgCr,Norm,Norm,1Fam,2Story,7,5,1998,1998,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,Av,Unf,0,Unf,0,866,866,GasA,Ex,Y,SBrkr,866,913,0,1779,0,0,2,1,3,1,Gd,6,Typ,0,NA,Attchd,1998,RFn,2,546,TA,TA,Y,198,36,0,0,0,0,NA,NA,NA,0,3,2009,WD,Normal,197900 +1203,50,RM,50,6000,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,BrkSide,Norm,Norm,1Fam,1.5Fin,5,8,1925,1997,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,884,884,GasA,Ex,Y,SBrkr,884,464,0,1348,1,0,1,0,3,1,TA,5,Typ,1,Fa,Detchd,1960,Unf,1,216,TA,TA,N,0,0,208,0,0,0,NA,NA,NA,0,5,2009,WD,Normal,117000 +1204,20,RL,75,9750,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,2000,2001,Gable,CompShg,VinylSd,VinylSd,BrkFace,171,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1630,1630,GasA,Ex,Y,SBrkr,1630,0,0,1630,0,0,2,0,3,1,Gd,6,Typ,1,TA,Attchd,2000,Unf,2,451,TA,TA,Y,74,234,0,0,0,0,NA,NA,NA,0,10,2009,WD,Normal,213000 +1205,20,RL,78,10140,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,1Story,5,6,1975,1975,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,Gd,TA,No,ALQ,788,Unf,0,268,1056,GasA,Ex,Y,SBrkr,1074,0,0,1074,1,0,1,1,3,1,TA,6,Typ,0,NA,Attchd,1975,RFn,2,495,TA,TA,Y,0,88,0,0,0,0,NA,MnPrv,NA,0,7,2006,WD,Normal,153500 +1206,20,RL,90,14684,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,SawyerW,Norm,Norm,1Fam,1Story,7,7,1990,1991,Hip,CompShg,HdBoard,HdBoard,BrkFace,234,Gd,TA,CBlock,Gd,TA,Mn,ALQ,485,BLQ,177,1496,2158,GasA,Gd,Y,SBrkr,2196,0,0,2196,0,0,2,0,3,1,Gd,7,Typ,1,TA,Attchd,1990,RFn,3,701,TA,TA,Y,84,70,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal,271900 +1207,20,RH,NA,8900,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,1Fam,1Story,4,4,1966,1966,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,TA,No,Rec,1056,Unf,0,0,1056,GasA,TA,Y,SBrkr,1056,0,0,1056,1,0,1,0,2,1,TA,5,Typ,0,NA,Detchd,1966,Unf,1,384,TA,TA,Y,0,42,0,0,0,0,NA,MnPrv,NA,0,11,2006,WD,Normal,107000 +1208,20,RL,70,9135,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,6,5,2003,2003,Gable,CompShg,VinylSd,VinylSd,BrkFace,120,Gd,TA,PConc,Gd,TA,Av,GLQ,340,Unf,0,1342,1682,GasA,Ex,Y,SBrkr,1700,0,0,1700,1,0,2,0,3,1,Gd,7,Typ,0,NA,Attchd,2003,RFn,2,544,TA,TA,Y,192,23,0,0,0,0,NA,NA,NA,0,5,2006,WD,Normal,200000 +1209,20,RL,70,7763,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,7,1962,1980,Gable,CompShg,MetalSd,MetalSd,None,0,TA,Gd,CBlock,TA,TA,No,Rec,504,BLQ,108,319,931,GasA,TA,Y,SBrkr,1283,0,0,1283,1,0,1,0,3,1,TA,6,Typ,0,NA,Detchd,1980,Unf,2,506,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,10,2008,WD,Normal,140000 +1210,20,RL,85,10182,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Somerst,RRNn,Norm,1Fam,1Story,8,5,2006,2006,Hip,CompShg,VinylSd,VinylSd,Stone,420,Gd,TA,PConc,Ex,TA,Mn,GLQ,1220,Unf,0,440,1660,GasA,Ex,Y,SBrkr,1660,0,0,1660,1,0,2,0,3,1,Gd,8,Typ,1,Gd,Attchd,2006,RFn,2,500,TA,TA,Y,322,50,0,0,0,0,NA,NA,NA,0,5,2006,New,Partial,290000 +1211,60,RL,70,11218,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,1Fam,2Story,6,5,1992,1992,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1055,1055,GasA,Ex,Y,SBrkr,1055,790,0,1845,0,0,2,1,3,1,Gd,8,Typ,1,TA,Attchd,1992,RFn,2,462,TA,TA,Y,635,104,0,0,0,0,NA,GdPrv,Shed,400,5,2010,WD,Normal,189000 +1212,50,RL,152,12134,Pave,NA,IR1,Bnk,AllPub,Inside,Mod,Gilbert,Norm,Norm,1Fam,1.5Fin,8,7,1988,2005,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,Gd,TA,Wood,Gd,TA,Av,GLQ,427,Unf,0,132,559,GasA,Gd,Y,SBrkr,1080,672,0,1752,0,0,2,0,4,1,TA,8,Typ,0,NA,Basment,1988,RFn,2,492,TA,TA,Y,325,12,0,0,0,0,NA,NA,NA,0,6,2010,WD,Normal,164000 +1213,30,RL,50,9340,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1Story,4,6,1941,1950,Hip,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,Rec,344,Unf,0,328,672,GasA,TA,Y,SBrkr,672,0,0,672,1,0,1,0,2,1,TA,4,Typ,0,NA,Attchd,1941,Unf,1,234,TA,TA,N,0,113,0,0,0,0,NA,NA,NA,0,8,2009,WD,Normal,113000 +1214,80,RL,NA,10246,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Sawyer,Norm,Norm,1Fam,SLvl,4,9,1965,2001,Gable,CompShg,VinylSd,VinylSd,None,0,TA,Gd,CBlock,TA,Gd,Av,GLQ,648,Unf,0,0,648,GasA,Ex,Y,SBrkr,960,0,0,960,1,1,0,0,0,1,TA,3,Typ,0,NA,Attchd,1965,Unf,1,364,TA,TA,Y,88,0,0,0,0,0,NA,NA,NA,0,5,2006,WD,Normal,145000 +1215,85,RL,69,10205,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,SFoyer,5,5,1962,1962,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,Av,BLQ,784,Unf,0,141,925,GasA,TA,Y,SBrkr,999,0,0,999,1,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1962,Unf,1,300,TA,TA,Y,150,72,0,0,0,0,NA,NA,NA,0,5,2006,WD,Normal,134500 +1216,20,RL,99,7094,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,1Story,5,5,1966,1966,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,TA,TA,No,Rec,180,LwQ,374,340,894,GasA,TA,Y,SBrkr,894,0,0,894,0,0,1,0,3,1,TA,5,Typ,0,NA,Detchd,1966,RFn,1,384,TA,TA,Y,0,0,0,0,0,0,NA,MnPrv,NA,0,5,2007,WD,Normal,125000 +1217,90,RM,68,8930,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,RRAe,Norm,Duplex,1.5Fin,6,5,1978,1978,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,Slab,NA,NA,NA,NA,0,NA,0,0,0,GasA,TA,Y,SBrkr,1318,584,0,1902,0,0,2,0,4,2,TA,8,Typ,0,NA,Attchd,1978,Unf,2,539,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,4,2010,WD,Normal,112000 +1218,20,FV,72,8640,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,1Story,8,5,2009,2009,Gable,CompShg,CemntBd,CmentBd,Stone,72,Gd,TA,PConc,Gd,TA,Mn,GLQ,936,Unf,0,364,1300,GasA,Ex,Y,SBrkr,1314,0,0,1314,1,0,2,0,3,1,Gd,6,Typ,0,NA,Attchd,2009,RFn,2,552,TA,TA,Y,135,112,0,0,0,0,NA,NA,NA,0,9,2009,New,Partial,229456 +1219,50,RM,52,6240,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1.5Fin,4,5,1947,1950,Gable,CompShg,AsbShng,AsbShng,None,0,TA,TA,Slab,NA,NA,NA,NA,0,NA,0,0,0,GasA,Gd,N,SBrkr,672,240,0,912,0,0,1,0,2,1,TA,3,Typ,0,NA,NA,NA,NA,0,0,NA,NA,N,0,0,0,0,0,0,NA,NA,NA,0,7,2006,WD,Normal,80500 +1220,160,RM,21,1680,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrDale,Norm,Norm,Twnhs,2Story,6,5,1971,1971,Gable,CompShg,CemntBd,CmentBd,BrkFace,236,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,672,672,GasA,TA,Y,SBrkr,672,546,0,1218,0,0,1,1,3,1,TA,7,Typ,0,NA,NA,NA,NA,0,0,NA,NA,N,201,0,0,0,0,0,NA,NA,NA,0,4,2006,WD,Abnorml,91500 +1221,20,RL,66,7800,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,5,1964,1964,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,Rec,312,LwQ,600,0,912,GasA,TA,Y,SBrkr,912,0,0,912,0,0,1,0,2,1,TA,5,Typ,0,NA,Attchd,1964,Unf,1,288,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,11,2006,WD,Abnorml,115000 +1222,20,RL,55,8250,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,Feedr,Norm,1Fam,1Story,5,5,1968,1968,Hip,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,TA,No,BLQ,250,LwQ,492,210,952,GasA,Ex,Y,SBrkr,1211,0,0,1211,0,0,1,0,3,1,TA,5,Typ,1,TA,Attchd,1968,Unf,1,322,TA,TA,Y,0,63,0,0,0,0,NA,NA,NA,0,8,2008,WD,Normal,134000 +1223,50,RL,78,10496,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Artery,Norm,1Fam,1.5Fin,6,6,1949,1950,Gable,CompShg,Wd Sdng,Wd Sdng,BrkFace,320,TA,TA,CBlock,TA,TA,Mn,Rec,196,Unf,0,844,1040,GasA,Ex,Y,SBrkr,1168,678,0,1846,0,0,2,0,3,1,TA,7,Typ,1,Gd,Attchd,1949,Unf,1,315,TA,TA,Y,0,0,0,0,0,0,NA,GdWo,NA,0,1,2007,WD,Normal,143000 +1224,20,RL,89,10680,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,3,1951,1951,Hip,CompShg,Wd Sdng,Wd Sdng,BrkFace,44,TA,TA,CBlock,TA,Fa,No,LwQ,756,Unf,0,1380,2136,GasA,TA,N,FuseA,2136,0,0,2136,0,0,2,0,4,1,TA,7,Mod,0,NA,Detchd,1951,Unf,2,528,TA,TA,Y,0,30,0,0,0,0,NA,MnPrv,NA,0,10,2006,WD,Normal,137900 +1225,60,RL,60,15384,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,RRAn,Norm,1Fam,2Story,7,5,2004,2005,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,Av,GLQ,724,Unf,0,64,788,GasA,Ex,Y,SBrkr,788,702,0,1490,1,0,2,1,3,1,Gd,8,Typ,1,Gd,Attchd,2004,Fin,2,388,TA,TA,Y,100,75,0,0,0,0,NA,NA,NA,0,2,2008,WD,Normal,184000 +1226,80,RL,65,10482,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,SLvl,6,8,1958,1958,Hip,CompShg,VinylSd,VinylSd,BrkFace,63,TA,Gd,CBlock,TA,TA,Av,GLQ,507,Unf,0,81,588,GasA,Ex,Y,SBrkr,1138,0,0,1138,0,1,1,0,3,1,TA,6,Typ,0,NA,Attchd,1958,RFn,1,264,TA,TA,Y,224,0,0,0,0,0,NA,MnWw,NA,0,6,2007,WD,Normal,145000 +1227,60,RL,86,14598,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Somerst,Feedr,Norm,1Fam,2Story,6,5,2007,2007,Gable,CompShg,VinylSd,VinylSd,Stone,74,Gd,TA,PConc,Gd,TA,Mn,Unf,0,Unf,0,894,894,GasA,Ex,Y,SBrkr,894,1039,0,1933,0,0,2,1,4,1,Gd,9,Typ,1,Gd,BuiltIn,2007,Fin,3,668,TA,TA,Y,100,18,0,0,0,0,NA,NA,NA,0,1,2008,WD,Normal,214000 +1228,20,RL,72,8872,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,8,1965,2008,Gable,CompShg,VinylSd,VinylSd,BrkFace,300,TA,TA,CBlock,TA,TA,No,ALQ,595,Unf,0,317,912,GasA,Ex,Y,SBrkr,912,0,0,912,1,0,1,0,2,1,Gd,5,Typ,0,NA,Detchd,1992,Unf,2,576,TA,TA,Y,0,240,0,0,0,0,NA,NA,NA,0,12,2008,WD,Normal,147000 +1229,120,RL,65,8769,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NridgHt,Norm,Norm,TwnhsE,1Story,9,5,2008,2008,Hip,CompShg,MetalSd,MetalSd,BrkFace,766,Ex,TA,PConc,Ex,TA,No,GLQ,1540,Unf,0,162,1702,GasA,Ex,Y,SBrkr,1702,0,0,1702,1,0,1,1,1,1,Ex,7,Typ,1,Gd,Attchd,2008,Fin,3,1052,TA,TA,Y,0,72,0,0,224,0,NA,NA,NA,0,10,2008,New,Partial,367294 +1230,80,RL,70,7910,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,SLvl,5,5,1960,1960,Hip,CompShg,BrkFace,HdBoard,None,0,TA,TA,CBlock,TA,TA,No,ALQ,666,Unf,0,409,1075,GasA,Gd,Y,SBrkr,1507,0,0,1507,0,0,2,0,4,1,TA,7,Maj1,0,NA,Basment,1960,Unf,1,404,TA,TA,Y,0,0,0,0,0,0,NA,GdWo,NA,0,8,2008,WD,Normal,127000 +1231,90,RL,NA,18890,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Sawyer,Feedr,RRAe,Duplex,1.5Fin,5,5,1977,1977,Shed,CompShg,Plywood,Plywood,None,1,TA,TA,CBlock,Gd,TA,No,GLQ,498,Rec,211,652,1361,GasA,Ex,Y,SBrkr,1361,1259,0,2620,0,0,2,2,4,2,TA,12,Typ,1,TA,BuiltIn,1977,RFn,2,600,TA,TA,N,155,24,145,0,0,0,NA,NA,Gar2,8300,8,2007,WD,Normal,190000 +1232,90,RL,70,7728,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,Duplex,SLvl,5,6,1962,1962,Hip,CompShg,Wd Sdng,Wd Sdng,BrkFace,120,TA,TA,CBlock,TA,TA,Av,ALQ,803,Unf,0,303,1106,GasA,TA,Y,SBrkr,1190,0,0,1190,1,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1962,Unf,2,540,TA,TA,Y,0,18,0,0,0,0,NA,GdWo,NA,0,5,2006,WD,Normal,132500 +1233,90,RL,70,9842,Pave,NA,Reg,Lvl,AllPub,FR2,Gtl,NAmes,Norm,Norm,Duplex,1Story,4,5,1962,1962,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,Slab,NA,NA,NA,NA,0,NA,0,0,0,GasA,TA,Y,SBrkr,1224,0,0,1224,0,0,2,0,2,2,TA,6,Typ,0,NA,CarPort,1962,Unf,2,462,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,3,2007,WD,Normal,101800 +1234,20,RL,NA,12160,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,5,1959,1959,Hip,CompShg,Plywood,Plywood,BrkFace,180,TA,TA,CBlock,TA,TA,No,Rec,1000,Unf,0,188,1188,GasA,Fa,Y,SBrkr,1188,0,0,1188,1,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1959,RFn,2,531,TA,TA,Y,0,0,0,0,0,0,NA,MnPrv,NA,0,5,2010,COD,Abnorml,142000 +1235,70,RH,55,8525,Pave,NA,Reg,Bnk,AllPub,Inside,Gtl,SWISU,Norm,Norm,1Fam,2Story,5,6,1911,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,PConc,TA,TA,Av,Unf,0,Unf,0,940,940,GasA,TA,N,FuseA,1024,940,0,1964,0,0,1,1,4,1,TA,7,Typ,0,NA,NA,NA,NA,0,0,NA,NA,N,0,192,0,0,0,0,NA,NA,NA,0,11,2008,WD,Abnorml,130000 +1236,70,RL,96,13132,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Crawfor,Norm,Norm,1Fam,2Story,5,5,1914,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,Gd,TA,Mn,Unf,0,Unf,0,747,747,GasA,Gd,Y,FuseF,892,892,0,1784,0,0,1,1,4,1,TA,9,Typ,0,NA,Detchd,1914,Unf,1,180,Fa,Fa,N,203,40,0,0,0,0,NA,NA,NA,0,7,2006,WD,Normal,138887 +1237,160,RL,36,2628,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,Twnhs,2Story,7,5,2003,2003,Gable,CompShg,VinylSd,Wd Shng,Stone,106,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,764,764,GasA,Ex,Y,SBrkr,764,862,0,1626,0,0,2,1,2,1,Gd,6,Typ,0,NA,BuiltIn,2003,RFn,2,474,TA,TA,Y,0,27,0,0,0,0,NA,NA,NA,0,6,2010,WD,Normal,175500 +1238,60,RL,41,12393,Pave,NA,IR2,Lvl,AllPub,FR2,Gtl,CollgCr,Norm,Norm,1Fam,2Story,7,5,2004,2005,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,847,847,GasA,Ex,Y,SBrkr,847,1101,0,1948,0,0,2,1,4,1,Gd,8,Typ,1,Gd,BuiltIn,2004,Fin,2,434,TA,TA,Y,100,48,0,0,0,0,NA,NA,NA,0,9,2006,WD,Normal,195000 +1239,20,RL,63,13072,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,RRAe,Norm,1Fam,1Story,6,5,2005,2005,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1141,1141,GasA,Ex,Y,SBrkr,1141,0,0,1141,0,0,1,1,3,1,TA,6,Typ,0,NA,Detchd,2005,Unf,2,484,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,3,2006,WD,Abnorml,142500 +1240,20,RL,64,9037,Pave,NA,IR1,HLS,AllPub,Inside,Gtl,Timber,Norm,Norm,1Fam,1Story,8,5,2006,2006,Hip,CompShg,VinylSd,VinylSd,BrkFace,32,Gd,TA,PConc,Gd,TA,Av,GLQ,428,Unf,0,1048,1476,GasA,Ex,Y,SBrkr,1484,0,0,1484,0,0,2,0,2,1,Ex,6,Typ,1,Gd,Attchd,2006,RFn,2,472,TA,TA,Y,120,33,0,0,0,0,NA,NA,NA,0,12,2007,WD,Normal,265900 +1241,60,RL,65,8158,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,7,5,2003,2003,Gable,CompShg,VinylSd,VinylSd,BrkFace,252,Gd,TA,PConc,Gd,TA,No,GLQ,550,Unf,0,334,884,GasA,Ex,Y,SBrkr,884,884,0,1768,1,0,2,1,3,1,Gd,8,Typ,0,NA,Attchd,2003,RFn,2,543,TA,TA,Y,0,63,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal,224900 +1242,20,RL,83,9849,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,1Story,7,6,2007,2007,Hip,CompShg,VinylSd,VinylSd,Stone,0,Gd,TA,PConc,Gd,TA,Av,Unf,0,Unf,0,1689,1689,GasA,Ex,Y,SBrkr,1689,0,0,1689,0,0,2,0,3,1,Gd,7,Typ,0,NA,Attchd,2007,RFn,3,954,TA,TA,Y,0,56,0,0,0,0,NA,NA,NA,0,6,2007,New,Partial,248328 +1243,85,RL,85,10625,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,SFoyer,7,6,1974,1974,Gable,CompShg,Plywood,Plywood,BrkFace,81,TA,TA,CBlock,Gd,TA,Gd,GLQ,885,LwQ,168,0,1053,GasA,TA,Y,SBrkr,1173,0,0,1173,1,0,2,0,3,1,Gd,6,Typ,2,TA,Attchd,1974,RFn,2,528,TA,TA,Y,0,120,0,0,0,0,NA,MnPrv,NA,0,1,2010,WD,Family,170000 +1244,20,RL,107,13891,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,1Story,10,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,NA,NA,Ex,TA,PConc,Ex,Gd,Gd,GLQ,1386,Unf,0,690,2076,GasA,Ex,Y,SBrkr,2076,0,0,2076,1,0,2,1,2,1,Ex,7,Typ,1,Gd,Attchd,2006,Fin,3,850,TA,TA,Y,216,229,0,0,0,0,NA,NA,NA,0,9,2006,New,Partial,465000 +1245,70,RL,NA,11435,Pave,NA,IR1,HLS,AllPub,Corner,Mod,Crawfor,Norm,Norm,1Fam,2Story,8,7,1929,1950,Gable,CompShg,BrkFace,Stucco,None,0,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,792,792,GasA,Fa,Y,SBrkr,792,725,0,1517,0,0,1,0,3,1,Gd,7,Typ,2,Gd,Detchd,1931,Unf,2,400,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,6,2006,WD,Normal,230000 +1246,80,RL,78,12090,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,SLvl,6,7,1984,2003,Hip,CompShg,VinylSd,VinylSd,BrkFace,74,TA,TA,CBlock,Gd,TA,No,Unf,0,Unf,0,585,585,GasA,Ex,Y,SBrkr,1140,728,0,1868,0,0,3,1,3,1,TA,7,Typ,1,TA,BuiltIn,1984,Fin,2,477,TA,TA,Y,268,112,0,0,147,0,NA,NA,NA,0,1,2007,WD,Abnorml,178000 +1247,60,FV,65,8125,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,2Story,7,5,2005,2006,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,756,756,GasA,Ex,Y,SBrkr,756,797,0,1553,0,0,2,1,3,1,Gd,6,Typ,0,NA,Attchd,2005,RFn,2,615,TA,TA,Y,0,45,0,0,0,0,NA,NA,NA,0,3,2006,New,Partial,186500 +1248,80,RL,NA,12328,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Mitchel,Norm,Norm,1Fam,SLvl,6,5,1976,1976,Gable,CompShg,HdBoard,HdBoard,BrkFace,335,TA,TA,CBlock,TA,TA,Av,GLQ,539,Unf,0,473,1012,GasA,TA,Y,SBrkr,1034,0,0,1034,1,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1976,Unf,3,888,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,5,2010,WD,Normal,169900 +1249,75,RM,60,9600,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,2.5Unf,6,5,1917,1950,Gable,CompShg,AsbShng,AsbShng,None,0,TA,TA,BrkTil,Gd,TA,No,Rec,319,Unf,0,416,735,OthW,Fa,N,SBrkr,1134,924,0,2058,0,0,1,1,3,1,TA,8,Typ,1,Gd,Detchd,1950,Unf,2,396,Fa,Fa,P,0,0,259,0,0,0,NA,NA,NA,0,4,2008,WD,Normal,129500 +1250,20,RL,60,7200,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,7,1950,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,BLQ,534,Rec,96,246,876,GasA,TA,Y,SBrkr,988,0,0,988,0,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1950,Unf,1,276,TA,TA,Y,0,80,0,0,0,0,NA,NA,NA,0,5,2007,WD,Normal,119000 +1251,20,RL,93,11160,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,1Story,7,5,1968,1968,Hip,CompShg,BrkFace,BrkFace,None,0,Gd,TA,CBlock,TA,TA,No,ALQ,1065,Unf,0,1045,2110,GasA,Ex,Y,SBrkr,2110,0,0,2110,1,0,2,1,3,1,Ex,8,Typ,2,TA,Attchd,1968,Fin,2,522,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,4,2010,WD,Normal,244000 +1252,120,RL,NA,3136,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NridgHt,Norm,Norm,TwnhsE,1Story,7,5,2003,2003,Gable,CompShg,VinylSd,Wd Shng,Stone,163,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1405,1405,GasA,Ex,Y,SBrkr,1405,0,0,1405,0,0,2,0,2,1,Gd,6,Typ,1,Gd,Attchd,2003,RFn,2,478,TA,TA,Y,148,36,0,0,0,0,NA,NA,NA,0,3,2006,WD,Normal,171750 +1253,20,RL,62,9858,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Mitchel,Norm,Norm,1Fam,1Story,5,6,1968,1968,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,TA,No,BLQ,510,Unf,0,354,864,GasA,TA,Y,SBrkr,874,0,0,874,1,0,1,0,3,1,TA,5,Typ,0,NA,Attchd,1968,RFn,1,288,TA,TA,Y,33,0,0,0,0,0,NA,GdWo,Shed,600,11,2009,WD,Normal,130000 +1254,60,RL,NA,17542,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Veenker,Norm,Norm,1Fam,2Story,7,7,1974,2003,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,Gd,TA,CBlock,TA,TA,Gd,LwQ,125,ALQ,1031,36,1192,GasA,TA,Y,SBrkr,1516,651,0,2167,1,0,2,1,3,1,Gd,9,Typ,2,Gd,Attchd,1974,RFn,2,518,TA,TA,Y,220,47,0,0,0,0,NA,MnPrv,NA,0,7,2007,WD,Normal,294000 +1255,60,RL,60,6931,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,2Story,7,5,2003,2004,Gable,CompShg,VinylSd,VinylSd,Stone,92,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,746,746,GasA,Ex,Y,SBrkr,760,896,0,1656,0,0,2,1,3,1,Gd,7,Typ,1,Gd,BuiltIn,2003,Fin,2,397,TA,TA,Y,178,128,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal,165400 +1256,50,RM,52,6240,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1.5Fin,6,6,1931,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,Fa,No,LwQ,425,Unf,0,459,884,GasA,TA,Y,FuseA,959,408,0,1367,0,0,1,0,3,1,TA,6,Typ,1,Gd,Detchd,1978,Unf,1,560,TA,TA,Y,0,0,0,0,120,0,NA,NA,NA,0,11,2007,WD,Normal,127500 +1257,20,RL,91,14303,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NoRidge,Norm,Norm,1Fam,1Story,8,5,1994,1994,Hip,CompShg,HdBoard,HdBoard,BrkFace,554,Gd,TA,PConc,Gd,TA,Gd,GLQ,1314,Unf,0,672,1986,GasA,Ex,Y,SBrkr,1987,0,0,1987,1,0,2,0,2,1,Gd,7,Typ,1,TA,Attchd,1994,Fin,2,691,TA,TA,Y,262,36,0,0,0,0,NA,NA,NA,0,8,2008,WD,Normal,301500 +1258,30,RL,56,4060,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Edwards,Feedr,Norm,1Fam,1Story,5,8,1922,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,PConc,Fa,TA,No,Unf,0,Unf,0,864,864,GasA,Ex,Y,SBrkr,864,0,0,864,0,0,1,0,2,1,TA,4,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,0,96,0,0,0,0,NA,NA,NA,0,7,2009,WD,Normal,99900 +1259,80,RL,59,9587,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,SLvl,7,5,2005,2005,Gable,CompShg,VinylSd,VinylSd,Stone,182,Gd,TA,PConc,Gd,TA,Gd,GLQ,655,Unf,0,201,856,GasA,Ex,Y,SBrkr,1166,0,0,1166,1,0,2,0,2,1,Gd,5,Typ,0,NA,Attchd,2005,Fin,2,400,TA,TA,Y,212,0,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal,190000 +1260,20,RL,65,9750,Pave,NA,Reg,Lvl,AllPub,FR2,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,8,1969,1969,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,Gd,TA,No,ALQ,602,LwQ,438,14,1054,GasA,Gd,Y,SBrkr,1054,0,0,1054,1,0,1,1,3,1,TA,6,Typ,0,NA,Attchd,1969,Unf,2,460,TA,TA,Y,180,0,0,0,80,0,NA,NA,NA,0,7,2008,WD,Normal,151000 +1261,60,RL,NA,24682,Pave,NA,IR3,Lvl,AllPub,CulDSac,Gtl,Gilbert,RRAn,Norm,1Fam,2Story,6,5,1999,1999,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,841,841,GasA,Ex,Y,SBrkr,892,783,0,1675,0,0,2,1,3,1,TA,7,Typ,1,TA,BuiltIn,1999,Fin,2,502,TA,TA,Y,0,103,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal,181000 +1262,20,RL,80,9600,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,6,1956,1956,Hip,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,Rec,504,Unf,0,546,1050,GasA,Gd,Y,SBrkr,1050,0,0,1050,0,0,1,0,2,1,TA,5,Typ,0,NA,Attchd,1956,Unf,1,338,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal,128900 +1263,50,RL,NA,11250,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,ClearCr,Norm,Norm,1Fam,1.5Fin,4,5,1957,1989,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,Av,Unf,0,Unf,0,1104,1104,GasA,Ex,Y,FuseA,1104,684,0,1788,1,0,1,0,5,1,TA,8,Min2,2,TA,Attchd,1957,Unf,1,304,TA,TA,Y,120,0,0,0,0,0,NA,NA,NA,0,11,2009,WD,Normal,161500 +1264,70,RL,60,13515,Pave,Pave,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,2Story,6,6,1919,1950,Gambrel,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,PConc,TA,TA,No,Unf,0,Unf,0,764,764,GasA,Ex,Y,FuseA,1060,764,0,1824,0,0,1,0,3,1,TA,8,Typ,1,Gd,Detchd,1940,Unf,2,520,TA,TA,N,0,0,126,0,0,0,NA,GdPrv,NA,0,7,2007,WD,Normal,180500 +1265,120,RH,34,4060,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,TwnhsE,1Story,6,5,1998,1999,Gable,CompShg,MetalSd,MetalSd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,266,Unf,0,1139,1405,GasA,Ex,Y,SBrkr,1337,0,0,1337,1,0,2,0,2,1,Gd,5,Typ,0,NA,Attchd,1998,Fin,2,511,TA,TA,Y,144,68,0,0,0,0,NA,NA,NA,0,8,2008,COD,Abnorml,181000 +1266,160,FV,35,3735,Pave,NA,Reg,Lvl,AllPub,FR3,Gtl,Somerst,Norm,Norm,TwnhsE,2Story,7,5,1999,1999,Hip,CompShg,MetalSd,MetalSd,BrkFace,218,Gd,TA,PConc,Gd,TA,No,GLQ,450,Unf,0,241,691,GasA,Ex,Y,SBrkr,713,739,0,1452,1,0,2,1,3,1,Gd,6,Typ,0,NA,Detchd,1999,Unf,2,506,TA,TA,Y,0,34,0,0,0,0,NA,NA,NA,0,3,2006,WD,Normal,183900 +1267,190,RM,60,10120,Pave,NA,IR1,Bnk,AllPub,Inside,Gtl,OldTown,Feedr,Norm,2fmCon,2.5Unf,7,4,1910,1950,Hip,CompShg,Wd Sdng,Wd Sdng,None,0,Fa,TA,CBlock,TA,TA,No,Unf,0,Unf,0,925,925,GasA,TA,N,FuseF,964,925,0,1889,0,0,1,1,4,2,TA,9,Typ,1,Gd,Detchd,1960,Unf,1,308,TA,TA,N,0,0,264,0,0,0,NA,MnPrv,NA,0,1,2007,WD,Normal,122000 +1268,20,RL,89,13214,Pave,NA,IR1,HLS,AllPub,Inside,Gtl,Timber,Norm,Norm,1Fam,1Story,9,5,2008,2009,Hip,CompShg,Stucco,CmentBd,None,0,Ex,TA,PConc,Ex,TA,Gd,Unf,0,Unf,0,2002,2002,GasA,Ex,Y,SBrkr,2018,0,0,2018,0,0,2,0,3,1,Ex,10,Typ,1,Gd,Attchd,2009,Fin,3,746,TA,TA,Y,144,76,0,0,0,0,NA,NA,NA,0,5,2010,WD,Normal,378500 +1269,50,RL,NA,14100,Pave,NA,IR1,Lvl,AllPub,Inside,Mod,Crawfor,Norm,Norm,1Fam,1.5Fin,8,9,1935,1997,Gable,CompShg,Stucco,Stucco,BrkFace,632,TA,Gd,CBlock,TA,TA,Mn,Rec,192,Unf,0,536,728,GasA,Ex,Y,SBrkr,1968,1479,0,3447,0,0,3,1,4,1,Gd,11,Typ,2,Gd,BuiltIn,1982,Unf,3,1014,TA,TA,Y,314,12,0,0,0,0,NA,GdWo,NA,0,5,2008,WD,Normal,381000 +1270,50,RL,78,11344,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Feedr,Norm,1Fam,1.5Fin,5,5,1958,1958,Gable,CompShg,MetalSd,MetalSd,BrkFace,180,TA,TA,CBlock,TA,TA,No,BLQ,460,Unf,0,414,874,GasW,TA,Y,FuseA,874,650,0,1524,0,0,1,1,3,1,TA,7,Typ,0,NA,Attchd,1958,Unf,1,315,TA,TA,Y,0,0,0,0,0,0,NA,GdWo,NA,0,7,2007,WD,Normal,144000 +1271,40,RL,NA,23595,Pave,NA,Reg,Low,AllPub,Inside,Sev,ClearCr,Norm,Norm,1Fam,1Story,7,6,1979,1979,Shed,WdShake,Plywood,Plywood,None,0,Gd,TA,PConc,Gd,TA,Gd,GLQ,1258,Unf,0,74,1332,GasA,TA,Y,SBrkr,1332,192,0,1524,2,0,0,1,0,1,Gd,4,Typ,1,TA,Attchd,1979,Fin,2,586,TA,TA,Y,268,0,0,0,0,0,NA,NA,NA,0,4,2010,WD,Normal,260000 +1272,20,RL,NA,9156,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NWAmes,PosN,Norm,1Fam,1Story,6,7,1968,1968,Hip,CompShg,BrkFace,BrkFace,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,1489,1489,GasA,Gd,Y,SBrkr,1489,0,0,1489,0,0,2,0,3,1,Gd,7,Typ,1,Gd,Attchd,1968,RFn,2,462,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,8,2009,WD,Normal,185750 +1273,20,RL,NA,13526,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Sawyer,Norm,Norm,1Fam,1Story,5,6,1965,1965,Hip,CompShg,HdBoard,Plywood,BrkFace,114,TA,TA,CBlock,TA,TA,No,BLQ,560,LwQ,375,0,935,GasA,TA,Y,SBrkr,935,0,0,935,1,0,1,0,3,1,TA,5,Typ,0,NA,Attchd,1965,Unf,1,288,TA,TA,Y,180,0,0,0,0,0,NA,MnPrv,NA,0,11,2006,WD,Normal,137000 +1274,80,RL,124,11512,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Edwards,Norm,Norm,1Fam,SLvl,6,7,1959,2006,Gable,CompShg,Plywood,Plywood,BrkFace,84,TA,TA,CBlock,TA,TA,Av,ALQ,719,Unf,0,300,1019,GasA,Gd,Y,SBrkr,1357,0,0,1357,1,0,1,0,2,1,Ex,5,Typ,1,Gd,Basment,1959,RFn,1,312,TA,TA,Y,0,0,0,0,163,0,NA,GdPrv,NA,0,5,2008,WD,Normal,177000 +1275,50,RL,53,5362,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Crawfor,Norm,Norm,1Fam,1.5Fin,5,6,1910,2003,Gable,CompShg,Wd Sdng,Wd Shng,None,0,TA,TA,PConc,TA,TA,No,Unf,0,Unf,0,661,661,GasA,Ex,Y,SBrkr,661,589,0,1250,0,0,2,0,3,1,TA,8,Typ,1,Gd,Detchd,1985,Unf,2,552,TA,TA,Y,242,0,81,0,0,0,NA,NA,NA,0,11,2007,WD,Normal,139000 +1276,90,RL,95,11345,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Feedr,Norm,Duplex,2Story,5,5,1948,1950,Gable,Roll,AsbShng,AsbShng,Stone,567,TA,TA,CBlock,TA,TA,No,Rec,220,Unf,0,708,928,GasA,Gd,Y,FuseA,928,992,0,1920,0,0,2,0,4,2,TA,10,Typ,0,NA,Detchd,1948,Unf,2,400,TA,Fa,Y,0,0,0,0,0,0,NA,NA,NA,0,7,2007,WD,Normal,137000 +1277,60,RL,NA,12936,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,NWAmes,Norm,Norm,1Fam,2Story,6,6,1972,1972,Gable,CompShg,HdBoard,Plywood,None,0,TA,TA,CBlock,TA,Gd,No,BLQ,593,Unf,0,130,723,GasA,TA,Y,SBrkr,735,660,0,1395,0,1,1,1,3,1,TA,6,Typ,1,TA,Attchd,1972,Unf,2,497,TA,TA,Y,294,116,0,0,0,0,NA,NA,NA,0,12,2009,WD,Normal,162000 +1278,80,RL,NA,17871,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,NWAmes,Norm,Norm,1Fam,SLvl,6,5,1967,1976,Gable,CompShg,HdBoard,HdBoard,BrkFace,359,TA,TA,CBlock,Gd,TA,Av,ALQ,528,Unf,0,1152,1680,GasA,Fa,Y,SBrkr,1724,0,0,1724,1,0,1,1,3,1,TA,7,Typ,1,Gd,Attchd,1967,RFn,2,480,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal,197900 +1279,60,RL,75,9473,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,8,5,2002,2002,Gable,CompShg,VinylSd,VinylSd,NA,NA,Gd,TA,PConc,Gd,TA,No,GLQ,804,Unf,0,324,1128,GasA,Ex,Y,SBrkr,1128,903,0,2031,1,0,2,1,3,1,Gd,7,Typ,1,Gd,Attchd,2002,RFn,2,577,TA,TA,Y,0,211,0,0,0,0,NA,NA,NA,0,3,2008,WD,Normal,237000 +1280,50,C (all),60,7500,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,IDOTRR,Norm,Norm,1Fam,1.5Fin,4,4,1920,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,Gd,CBlock,TA,TA,No,Unf,0,Unf,0,698,698,GasA,TA,Y,FuseA,698,430,0,1128,0,0,1,0,2,1,TA,6,Typ,0,NA,Detchd,1980,RFn,2,528,TA,TA,Y,30,0,164,0,0,0,NA,NA,NA,0,4,2010,COD,Abnorml,68400 +1281,20,RL,67,9808,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,2002,2002,Gable,CompShg,VinylSd,VinylSd,BrkFace,110,Gd,TA,PConc,Gd,TA,No,GLQ,788,Unf,0,785,1573,GasA,Ex,Y,SBrkr,1573,0,0,1573,1,0,2,0,3,1,Gd,6,Typ,0,NA,Attchd,2002,RFn,2,544,TA,TA,Y,0,72,0,0,0,0,NA,NA,NA,0,3,2009,WD,Normal,227000 +1282,20,RL,50,8049,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Timber,Norm,Norm,1Fam,1Story,7,5,1990,1990,Hip,CompShg,HdBoard,HdBoard,BrkFace,54,TA,TA,CBlock,Gd,TA,No,ALQ,1053,Unf,0,256,1309,GasA,TA,Y,SBrkr,1339,0,0,1339,1,0,2,0,2,1,TA,6,Typ,1,TA,Attchd,1990,Fin,2,484,Gd,Gd,Y,0,58,0,0,90,0,NA,NA,NA,0,7,2006,WD,Normal,180000 +1283,20,RL,61,8800,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,5,7,1977,2008,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,Gd,TA,Mn,LwQ,532,Rec,144,364,1040,GasA,TA,Y,SBrkr,1040,0,0,1040,0,0,2,0,3,1,Gd,5,Typ,0,NA,Detchd,1977,Unf,2,484,TA,TA,Y,0,0,0,0,288,0,NA,NA,NA,0,9,2009,WD,Normal,150500 +1284,90,RL,94,9400,Pave,NA,Reg,Low,AllPub,Corner,Gtl,Mitchel,Norm,Norm,Duplex,2Story,6,5,1971,1971,Mansard,CompShg,MetalSd,Wd Shng,None,0,TA,TA,CBlock,TA,TA,Av,Unf,0,Unf,0,912,912,GasA,TA,Y,SBrkr,912,912,0,1824,0,0,2,2,4,2,TA,8,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,128,0,0,0,0,0,NA,NA,NA,0,4,2010,WD,Normal,139000 +1285,50,RL,50,9638,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SWISU,Feedr,Norm,1Fam,1.5Fin,6,7,1919,1990,Gable,CompShg,Wd Sdng,Wd Shng,None,0,TA,TA,PConc,TA,TA,No,Unf,0,Unf,0,804,804,GasA,Ex,Y,SBrkr,1699,748,0,2447,0,0,2,0,4,1,Gd,10,Min2,1,Gd,Detchd,1969,Unf,1,336,TA,TA,Y,272,0,42,0,116,0,NA,NA,NA,0,3,2010,WD,Normal,169000 +1286,50,RM,50,6000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1.5Fin,6,6,1939,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,Fa,CBlock,TA,TA,No,Unf,0,Unf,0,780,780,GasA,Ex,Y,FuseF,825,587,0,1412,0,0,1,0,4,1,TA,6,Typ,1,Gd,Detchd,1939,Unf,1,280,TA,TA,Y,45,0,0,0,0,0,NA,NA,NA,0,5,2009,WD,Normal,132500 +1287,20,RL,NA,9790,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,Feedr,Norm,1Fam,1Story,6,5,1963,1963,Hip,CompShg,HdBoard,HdBoard,BrkFace,451,TA,TA,CBlock,TA,TA,No,ALQ,569,Rec,81,678,1328,GasA,TA,Y,SBrkr,1328,0,0,1328,1,0,1,1,3,1,TA,6,Typ,2,Gd,Attchd,1963,Unf,2,528,TA,TA,Y,0,26,0,0,0,0,NA,NA,NA,0,6,2010,WD,Normal,143000 +1288,20,RL,NA,36500,Pave,NA,IR1,Low,AllPub,Inside,Mod,ClearCr,Norm,Norm,1Fam,1Story,5,5,1964,1964,Gable,CompShg,Wd Sdng,Wd Sdng,BrkCmn,621,TA,Gd,CBlock,TA,TA,Av,Rec,812,Unf,0,812,1624,GasA,Fa,Y,SBrkr,1582,0,0,1582,0,1,2,0,4,1,TA,7,Typ,0,NA,Attchd,1964,Unf,2,390,TA,TA,N,168,198,0,0,0,0,NA,NA,NA,0,6,2006,WD,Normal,190000 +1289,120,RL,40,5664,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,StoneBr,Norm,Norm,TwnhsE,1Story,8,5,2000,2000,Gable,CompShg,CemntBd,CmentBd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,1158,Unf,0,343,1501,GasA,Ex,Y,SBrkr,1659,0,0,1659,1,0,2,0,2,1,Ex,5,Typ,1,Ex,Attchd,2000,Fin,2,499,TA,TA,Y,212,59,0,0,0,0,NA,NA,NA,0,10,2009,WD,Normal,278000 +1290,60,RL,86,11065,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,2Story,8,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,Stone,788,Gd,TA,PConc,Gd,TA,Mn,Unf,0,Unf,0,1085,1085,GasA,Ex,Y,SBrkr,1120,850,0,1970,0,0,2,1,3,1,Ex,8,Typ,1,Gd,BuiltIn,2006,Fin,3,753,TA,TA,Y,177,74,0,0,0,0,NA,NA,NA,0,10,2006,New,Partial,281000 +1291,80,RL,NA,14112,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,SLvl,5,7,1964,1964,Hip,CompShg,Wd Sdng,HdBoard,BrkFace,86,TA,TA,PConc,TA,TA,Av,GLQ,1014,Unf,0,138,1152,GasA,TA,Y,SBrkr,1152,0,0,1152,1,0,1,0,3,1,TA,6,Typ,1,Gd,Attchd,1964,RFn,2,484,TA,TA,Y,227,0,0,0,0,0,NA,NA,NA,0,4,2010,WD,Normal,180500 +1292,160,RM,21,1680,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrDale,Norm,Norm,Twnhs,2Story,5,7,1972,1972,Gable,CompShg,CemntBd,CmentBd,BrkFace,268,TA,TA,CBlock,TA,TA,No,ALQ,231,Unf,0,399,630,GasA,TA,Y,SBrkr,630,672,0,1302,0,0,2,1,3,1,TA,6,Typ,0,NA,Detchd,1972,Unf,1,264,TA,TA,Y,185,0,0,0,0,0,NA,NA,NA,0,2,2009,WD,Normal,119500 +1293,70,RM,60,6600,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,OldTown,Norm,Norm,1Fam,2Story,5,4,1892,1965,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,Stone,TA,TA,No,Unf,0,Unf,0,994,994,GasA,TA,N,SBrkr,1378,994,0,2372,0,0,2,0,4,2,TA,11,Min2,0,NA,Attchd,1985,RFn,1,432,TA,TA,Y,0,287,0,0,0,0,NA,NA,NA,0,12,2009,WD,Normal,107500 +1294,60,RL,78,10140,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,2Story,7,5,1976,1976,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,PConc,Gd,TA,No,GLQ,194,Unf,0,638,832,GasA,TA,Y,SBrkr,832,832,0,1664,0,0,2,1,4,1,TA,8,Typ,1,TA,Attchd,1976,RFn,2,528,TA,TA,Y,0,28,0,0,259,0,NA,GdWo,NA,0,3,2006,WD,Normal,162900 +1295,20,RL,60,8172,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1Story,5,7,1955,1990,Hip,CompShg,WdShing,Plywood,None,0,TA,TA,CBlock,TA,TA,No,Rec,167,Unf,0,697,864,GasA,TA,Y,SBrkr,864,0,0,864,1,0,1,0,2,1,TA,5,Typ,0,NA,Detchd,1957,Unf,2,572,TA,TA,N,0,0,0,0,0,0,NA,NA,NA,0,4,2006,WD,Normal,115000 +1296,20,RL,70,8400,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Feedr,Norm,1Fam,1Story,5,5,1968,1968,Hip,CompShg,HdBoard,HdBoard,BrkFace,168,TA,TA,CBlock,TA,TA,Av,BLQ,1016,Unf,0,36,1052,GasA,Gd,Y,SBrkr,1052,0,0,1052,1,0,1,1,3,1,TA,5,Typ,0,NA,Attchd,1968,RFn,1,288,TA,TA,Y,356,0,0,0,0,0,NA,GdWo,NA,0,11,2006,WD,Normal,138500 +1297,20,RL,80,8700,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,6,1963,1963,Hip,CompShg,MetalSd,MetalSd,BrkFace,148,TA,Gd,CBlock,TA,TA,Mn,ALQ,776,Unf,0,344,1120,GasA,Gd,Y,SBrkr,1128,0,0,1128,1,0,2,0,3,1,TA,6,Typ,0,NA,Attchd,1963,RFn,2,525,TA,TA,Y,192,20,123,0,0,0,NA,MnPrv,NA,0,12,2008,WD,Normal,155000 +1298,180,RM,35,3675,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,TwnhsE,SFoyer,6,5,2005,2006,Gable,CompShg,VinylSd,VinylSd,BrkFace,82,TA,TA,PConc,Gd,TA,Gd,GLQ,547,Unf,0,0,547,GasA,Gd,Y,SBrkr,1072,0,0,1072,1,0,2,0,2,1,TA,5,Typ,0,NA,Basment,2005,Fin,2,525,TA,TA,Y,0,44,0,0,0,0,NA,NA,NA,0,6,2006,New,Partial,140000 +1299,60,RL,313,63887,Pave,NA,IR3,Bnk,AllPub,Corner,Gtl,Edwards,Feedr,Norm,1Fam,2Story,10,5,2008,2008,Hip,ClyTile,Stucco,Stucco,Stone,796,Ex,TA,PConc,Ex,TA,Gd,GLQ,5644,Unf,0,466,6110,GasA,Ex,Y,SBrkr,4692,950,0,5642,2,0,2,1,3,1,Ex,12,Typ,3,Gd,Attchd,2008,Fin,2,1418,TA,TA,Y,214,292,0,0,0,480,Gd,NA,NA,0,1,2008,New,Partial,160000 +1300,20,RL,75,7500,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,7,1959,1994,Hip,CompShg,BrkFace,BrkFace,None,0,TA,TA,CBlock,TA,TA,No,LwQ,340,Rec,906,0,1246,GasA,Ex,Y,SBrkr,1246,0,0,1246,1,0,1,1,3,1,Gd,6,Typ,0,NA,Attchd,1959,RFn,1,305,TA,TA,Y,218,0,0,0,0,0,NA,GdPrv,NA,0,5,2010,WD,Normal,154000 +1301,60,RL,NA,10762,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Gilbert,Norm,Norm,1Fam,2Story,7,5,1999,1999,Gable,CompShg,VinylSd,VinylSd,None,344,Gd,TA,PConc,Gd,TA,No,GLQ,694,Unf,0,284,978,GasA,Ex,Y,SBrkr,1005,978,0,1983,0,0,2,1,3,1,Gd,9,Typ,1,TA,Attchd,1999,Fin,2,490,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,5,2009,WD,Normal,225000 +1302,70,RL,NA,7500,Pave,NA,IR1,Bnk,AllPub,Inside,Gtl,Crawfor,Norm,Norm,1Fam,2Story,6,7,1942,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,BLQ,547,Unf,0,224,771,GasA,Fa,Y,SBrkr,753,741,0,1494,0,0,1,0,3,1,Gd,7,Typ,2,Gd,Attchd,1942,Unf,1,213,TA,TA,P,0,0,0,0,224,0,NA,NA,NA,0,11,2009,WD,Normal,177500 +1303,60,RL,92,10120,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NoRidge,Norm,Norm,1Fam,2Story,8,5,1994,1994,Hip,CompShg,VinylSd,VinylSd,BrkFace,391,Gd,TA,PConc,Gd,TA,No,GLQ,740,Unf,0,425,1165,GasA,Ex,Y,SBrkr,1203,1323,0,2526,1,0,2,1,4,1,Gd,8,Typ,1,TA,Attchd,1994,RFn,3,844,TA,TA,Y,309,78,0,0,0,0,NA,NA,NA,0,12,2006,WD,Normal,290000 +1304,20,RL,73,8688,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,1Story,7,5,2005,2005,Gable,CompShg,VinylSd,VinylSd,BrkFace,228,Gd,TA,PConc,Gd,TA,Av,Unf,0,Unf,0,1616,1616,GasA,Ex,Y,SBrkr,1616,0,0,1616,0,0,2,0,3,1,Gd,7,Typ,0,NA,Attchd,2005,RFn,3,834,TA,TA,Y,208,59,0,0,0,0,NA,NA,NA,0,4,2006,WD,Normal,232000 +1305,160,RM,32,3363,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,TwnhsE,2Story,7,5,2004,2004,Gable,CompShg,VinylSd,VinylSd,Stone,117,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,976,976,GasA,Ex,Y,SBrkr,976,732,0,1708,0,0,2,0,3,1,Gd,7,Maj1,0,NA,Detchd,2004,Unf,2,380,TA,TA,Y,0,40,0,0,0,0,NA,NA,NA,0,4,2006,WD,Normal,130000 +1306,20,RL,108,13173,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NridgHt,Norm,Norm,1Fam,1Story,9,5,2006,2007,Hip,CompShg,VinylSd,VinylSd,Stone,300,Gd,TA,PConc,Ex,TA,No,GLQ,1572,Unf,0,80,1652,GasA,Ex,Y,SBrkr,1652,0,0,1652,1,0,2,0,2,1,Ex,6,Typ,2,Ex,Attchd,2006,Fin,2,840,TA,TA,Y,404,102,0,0,0,0,NA,NA,NA,0,11,2009,WD,Normal,325000 +1307,120,RL,48,6955,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,TwnhsE,1Story,7,5,2005,2006,Gable,CompShg,VinylSd,VinylSd,Stone,94,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1368,1368,GasA,Ex,Y,SBrkr,1368,0,0,1368,0,0,2,0,2,1,Gd,6,Typ,1,Gd,Attchd,2005,RFn,2,474,TA,TA,Y,132,35,0,0,0,0,NA,NA,NA,0,9,2006,New,Partial,202500 +1308,20,RL,60,8072,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,5,5,1994,1995,Gable,CompShg,VinylSd,VinylSd,None,0,TA,Gd,PConc,Gd,Gd,No,ALQ,746,Unf,0,244,990,GasA,Ex,Y,SBrkr,990,0,0,990,1,0,1,0,3,1,TA,5,Typ,0,NA,Detchd,2000,Unf,2,480,TA,TA,Y,0,64,0,0,0,0,NA,NA,NA,0,5,2009,WD,Normal,138000 +1309,20,RM,100,12000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1Story,5,7,1948,2005,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,GLQ,144,ALQ,608,172,924,GasA,Ex,Y,SBrkr,1122,0,0,1122,1,0,1,0,2,1,Gd,6,Typ,0,NA,Attchd,1948,Unf,2,528,TA,TA,Y,0,36,0,0,0,0,NA,GdWo,NA,0,5,2008,WD,Normal,147000 +1310,20,RL,NA,7153,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,1Fam,1Story,6,5,1991,1991,Gable,CompShg,HdBoard,HdBoard,BrkFace,88,TA,TA,CBlock,Gd,TA,No,GLQ,1200,Unf,0,78,1278,GasA,Gd,Y,SBrkr,1294,0,0,1294,1,0,2,0,3,1,Gd,6,Typ,0,NA,Attchd,1991,RFn,2,496,TA,TA,Y,112,51,0,0,0,0,NA,GdWo,NA,0,6,2008,WD,Normal,179200 +1311,20,RL,100,17500,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Crawfor,PosA,Norm,1Fam,1Story,7,8,1959,2002,Gable,CompShg,BrkFace,HdBoard,None,0,Gd,Gd,PConc,Gd,TA,Av,GLQ,1406,Unf,0,496,1902,GasA,TA,Y,SBrkr,1902,0,0,1902,1,0,2,0,3,1,Ex,7,Typ,2,TA,Attchd,1959,Fin,2,567,TA,TA,Y,0,207,162,0,0,0,NA,NA,NA,0,5,2010,WD,Normal,335000 +1312,20,RL,68,8814,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,2005,2007,Gable,CompShg,VinylSd,VinylSd,BrkFace,80,Gd,TA,PConc,Gd,TA,No,GLQ,925,Unf,0,349,1274,GasA,Ex,Y,SBrkr,1274,0,0,1274,1,0,2,0,3,1,Gd,6,Typ,0,NA,Attchd,2005,RFn,2,508,TA,TA,Y,264,98,0,0,0,0,NA,NA,NA,0,1,2007,New,Partial,203000 +1313,60,RL,NA,9572,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NoRidge,Norm,Norm,1Fam,2Story,8,5,1990,1990,Gable,CompShg,Wd Sdng,Wd Sdng,BrkFace,336,Gd,TA,PConc,Ex,TA,No,GLQ,482,Unf,0,971,1453,GasA,Ex,Y,SBrkr,1453,1357,0,2810,0,0,2,1,4,1,Gd,9,Typ,1,Ex,Attchd,1990,RFn,2,750,Gd,Gd,Y,500,0,0,0,0,0,NA,NA,NA,0,6,2007,WD,Normal,302000 +1314,60,RL,108,14774,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NoRidge,Norm,Norm,1Fam,2Story,9,5,1999,1999,Gable,CompShg,VinylSd,VinylSd,BrkFace,165,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1393,1393,GasA,Ex,Y,SBrkr,1422,1177,0,2599,0,0,2,1,4,1,Gd,10,Typ,1,TA,BuiltIn,1999,Fin,3,779,TA,TA,Y,668,30,0,0,0,0,NA,NA,NA,0,5,2010,WD,Normal,333168 +1315,20,RL,60,8190,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1Story,4,6,1954,1954,Hip,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,Rec,732,Unf,0,216,948,GasA,Ex,Y,SBrkr,948,0,0,948,1,0,1,0,3,1,TA,5,Typ,1,TA,Detchd,1956,Unf,1,280,TA,TA,Y,0,36,0,0,0,0,NA,NA,NA,0,10,2007,WD,Normal,119000 +1316,60,RL,85,11075,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,2Story,6,5,1969,1969,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,Fa,TA,Mn,ALQ,500,LwQ,276,176,952,GasA,TA,Y,SBrkr,1092,1020,0,2112,0,0,2,1,4,1,TA,9,Typ,2,Gd,Attchd,1969,Unf,2,576,TA,TA,Y,280,0,0,0,0,0,NA,NA,NA,0,6,2008,WD,Normal,206900 +1317,20,RL,61,10226,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,8,5,2008,2008,Gable,CompShg,VinylSd,VinylSd,Stone,270,Gd,TA,PConc,Ex,TA,Gd,Unf,0,Unf,0,1622,1622,GasA,Ex,Y,SBrkr,1630,0,0,1630,1,0,2,0,3,1,Ex,8,Typ,1,Gd,Attchd,2008,RFn,3,860,TA,TA,Y,172,42,0,0,0,0,NA,NA,NA,0,1,2009,WD,Normal,295493 +1318,120,FV,47,4230,Pave,Pave,Reg,Lvl,AllPub,Corner,Gtl,Somerst,Norm,Norm,TwnhsE,1Story,7,5,2006,2007,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Ex,Gd,No,Unf,0,Unf,0,1352,1352,GasA,Ex,Y,SBrkr,1352,0,0,1352,0,0,2,0,2,1,Gd,5,Typ,1,Gd,Attchd,2006,RFn,2,466,TA,TA,Y,0,241,0,0,0,0,NA,NA,NA,0,4,2007,New,Partial,208900 +1319,20,RL,NA,14781,Pave,NA,IR2,Lvl,AllPub,CulDSac,Gtl,CollgCr,Norm,Norm,1Fam,1Story,8,5,2001,2002,Hip,CompShg,VinylSd,VinylSd,BrkFace,178,Gd,TA,PConc,Gd,TA,Gd,Unf,0,Unf,0,1753,1753,GasA,Ex,Y,SBrkr,1787,0,0,1787,0,0,2,0,3,1,Gd,7,Typ,1,TA,Attchd,2001,RFn,3,748,TA,TA,Y,198,150,0,0,0,0,NA,NA,NA,0,8,2006,WD,Normal,275000 +1320,20,RL,75,10215,Pave,NA,Reg,Bnk,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1Story,4,5,1954,1954,Hip,CompShg,Wd Sdng,Wd Sdng,BrkFace,132,TA,TA,PConc,TA,TA,No,ALQ,492,Unf,0,372,864,GasA,Ex,Y,SBrkr,948,0,0,948,0,0,1,0,3,1,TA,5,Typ,0,NA,Attchd,1954,Unf,1,248,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,2,2007,WD,Normal,111000 +1321,20,RL,70,8400,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,3,1957,1957,Hip,CompShg,BrkFace,BrkFace,None,0,TA,TA,CBlock,TA,TA,No,ALQ,189,Rec,661,628,1478,GasA,Gd,Y,SBrkr,1478,0,0,1478,1,0,1,1,3,1,TA,6,Typ,2,Gd,Attchd,1957,RFn,2,442,TA,TA,Y,114,0,0,0,216,0,NA,NA,NA,0,6,2009,WD,Normal,156500 +1322,20,RL,NA,6627,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,BrkSide,Feedr,Norm,1Fam,1Story,3,6,1949,1950,Hip,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,NA,NA,NA,NA,0,NA,0,0,0,Floor,TA,N,SBrkr,720,0,0,720,0,0,1,0,2,1,TA,4,Typ,0,NA,Detchd,1955,Unf,1,287,TA,Fa,Y,0,0,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal,72500 +1323,60,RL,107,10186,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NoRidge,Norm,Norm,1Fam,2Story,7,5,1992,1992,Gable,CompShg,HdBoard,HdBoard,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,674,Unf,0,76,750,GasA,Ex,Y,SBrkr,1061,862,0,1923,1,0,2,1,3,1,Gd,8,Typ,1,TA,Attchd,1992,RFn,2,564,TA,TA,Y,240,39,0,0,0,0,NA,NA,NA,0,6,2010,WD,Normal,190000 +1324,30,RL,50,5330,Pave,NA,Reg,HLS,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1Story,4,7,1940,1950,Hip,CompShg,VinylSd,VinylSd,None,0,Fa,TA,CBlock,TA,TA,No,LwQ,280,Unf,0,140,420,GasA,Gd,Y,SBrkr,708,0,0,708,0,0,1,0,2,1,Fa,5,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,164,0,0,0,0,0,NA,NA,NA,0,12,2009,WD,Normal,82500 +1325,20,RL,75,9986,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,1Story,8,5,2006,2007,Gable,CompShg,VinylSd,VinylSd,BrkFace,428,Gd,TA,PConc,Ex,TA,Av,Unf,0,Unf,0,1795,1795,GasA,Ex,Y,SBrkr,1795,0,0,1795,0,0,2,0,2,1,Gd,7,Typ,1,Gd,Attchd,2007,RFn,3,895,TA,TA,Y,0,49,0,0,0,0,NA,NA,NA,0,2,2007,New,Partial,147000 +1326,30,RM,40,3636,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,IDOTRR,Norm,Norm,1Fam,1Story,4,4,1922,1950,Gable,CompShg,AsbShng,AsbShng,None,0,TA,TA,BrkTil,TA,Fa,No,Unf,0,Unf,0,796,796,GasA,Fa,N,SBrkr,796,0,0,796,0,0,1,0,2,1,TA,5,Typ,0,NA,NA,NA,NA,0,0,NA,NA,N,0,0,100,0,0,0,NA,MnPrv,NA,0,1,2008,WD,Normal,55000 +1327,30,RH,70,4270,Pave,NA,Reg,Bnk,AllPub,Inside,Mod,Edwards,Norm,Norm,1Fam,1Story,3,6,1931,2006,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,BrkTil,TA,TA,No,Rec,544,Unf,0,0,544,GasA,Ex,Y,SBrkr,774,0,0,774,0,0,1,0,3,1,Gd,6,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,0,0,286,0,0,0,NA,NA,NA,0,5,2007,WD,Normal,79000 +1328,20,RL,60,6600,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Mitchel,Norm,Norm,1Fam,1Story,5,9,1982,2008,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,Gd,CBlock,TA,TA,No,ALQ,641,Unf,0,175,816,GasA,Ex,Y,SBrkr,816,0,0,816,0,1,1,0,3,1,Gd,5,Typ,1,Ex,Attchd,1982,Unf,1,264,TA,TA,Y,0,0,0,0,0,0,NA,MnPrv,NA,0,10,2008,WD,Normal,130500 +1329,50,RM,60,10440,Pave,Grvl,Reg,Lvl,AllPub,Corner,Gtl,OldTown,Norm,Norm,1Fam,1.5Fin,6,7,1920,1950,Gable,CompShg,BrkFace,Wd Sdng,None,0,Gd,Gd,BrkTil,Gd,TA,No,LwQ,493,Unf,0,1017,1510,GasW,Ex,Y,SBrkr,1584,1208,0,2792,0,0,2,0,5,1,TA,8,Mod,2,TA,Detchd,1920,Unf,2,520,Fa,TA,Y,0,547,0,0,480,0,NA,MnPrv,Shed,1150,6,2008,WD,Normal,256000 +1330,60,RL,63,9084,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,7,5,1998,1998,Hip,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,935,935,GasA,Gd,Y,SBrkr,955,677,0,1632,0,0,2,1,3,1,TA,8,Typ,1,TA,Attchd,1998,Fin,2,462,TA,TA,Y,0,28,0,0,0,0,NA,NA,NA,0,6,2006,WD,Normal,176500 +1331,20,RL,85,10000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,1Story,8,5,2006,2006,Hip,CompShg,VinylSd,VinylSd,Stone,410,Gd,TA,PConc,Gd,Gd,Av,Unf,0,Unf,0,1588,1588,GasA,Ex,Y,SBrkr,1588,0,0,1588,0,0,2,0,3,1,Gd,7,Typ,1,Gd,Attchd,2006,RFn,3,825,TA,TA,Y,144,45,0,0,0,0,NA,NA,NA,0,12,2007,WD,Normal,227000 +1332,80,RL,55,10780,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,SLvl,5,5,1976,1976,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,Av,ALQ,483,Unf,0,428,911,GasA,Gd,Y,SBrkr,954,0,0,954,0,0,1,0,3,1,TA,6,Typ,0,NA,Detchd,1976,Unf,2,576,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,7,2006,WD,Normal,132500 +1333,20,RL,67,8877,Pave,NA,Reg,Lvl,AllPub,Inside,Mod,Edwards,Norm,Norm,1Fam,1Story,4,6,1938,1958,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,Mn,ALQ,690,Unf,0,126,816,GasA,Ex,Y,SBrkr,816,0,0,816,1,0,1,0,2,1,TA,3,Typ,1,Gd,Detchd,1958,Unf,1,288,Fa,Fa,Y,0,0,0,0,0,0,NA,NA,NA,0,5,2009,WD,Normal,100000 +1334,50,RM,60,7200,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,IDOTRR,Norm,Norm,1Fam,1.5Fin,5,6,1938,1995,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,803,803,GasA,Ex,Y,SBrkr,803,557,0,1360,0,0,1,1,2,1,Gd,6,Typ,0,NA,Detchd,1951,Unf,1,297,TA,TA,Y,0,65,190,0,0,0,NA,MnPrv,NA,0,7,2006,WD,Normal,125500 +1335,160,RM,24,2368,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrDale,Norm,Norm,TwnhsE,2Story,5,6,1970,1970,Gable,CompShg,HdBoard,HdBoard,None,312,TA,TA,CBlock,TA,TA,No,LwQ,765,Unf,0,0,765,GasA,TA,Y,SBrkr,765,600,0,1365,0,0,1,1,3,1,TA,7,Min1,0,NA,Attchd,1970,Unf,2,440,TA,TA,Y,0,36,0,0,0,0,NA,NA,NA,0,5,2009,WD,Normal,125000 +1336,20,RL,80,9650,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,1Story,6,5,1977,1977,Gable,CompShg,Plywood,Plywood,BrkFace,360,TA,TA,CBlock,Gd,TA,No,ALQ,686,Unf,0,664,1350,GasA,TA,Y,SBrkr,1334,0,0,1334,0,1,2,0,2,1,TA,6,Typ,1,TA,Attchd,1977,RFn,2,630,TA,TA,Y,0,16,0,0,0,0,NA,NA,NA,0,4,2009,WD,Normal,167900 +1337,90,RL,87,9246,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NWAmes,Feedr,Norm,Duplex,1Story,5,5,1973,1973,Gable,CompShg,Plywood,Plywood,BrkFace,564,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,1656,1656,GasA,TA,Y,SBrkr,1656,0,0,1656,0,0,2,0,4,2,TA,8,Typ,0,NA,Detchd,1973,Unf,2,506,TA,TA,Y,0,211,0,0,0,0,NA,NA,NA,0,11,2008,WD,Normal,135000 +1338,30,RM,153,4118,Pave,Grvl,IR1,Bnk,AllPub,Corner,Mod,OldTown,Feedr,Norm,1Fam,1Story,4,4,1941,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,693,693,Grav,Fa,N,FuseA,693,0,0,693,0,0,1,0,2,1,Fa,4,Typ,0,NA,NA,NA,NA,0,0,NA,NA,N,0,20,0,0,0,0,NA,NA,NA,0,3,2006,WD,Normal,52500 +1339,60,RL,95,13450,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,CollgCr,Norm,Norm,1Fam,2Story,7,5,2002,2002,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,700,Unf,0,216,916,GasA,Ex,Y,SBrkr,920,941,0,1861,1,0,2,1,3,1,Gd,8,Typ,0,NA,BuiltIn,2002,RFn,2,492,TA,TA,Y,146,91,0,0,0,0,NA,NA,NA,0,6,2006,WD,Normal,200000 +1340,20,RL,120,9560,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,CollgCr,Norm,Norm,1Fam,1Story,5,7,1972,1972,Hip,CompShg,MetalSd,MetalSd,None,0,TA,Gd,CBlock,TA,TA,Mn,Rec,360,Unf,0,504,864,GasA,Ex,Y,SBrkr,864,0,0,864,0,0,1,0,3,1,TA,5,Typ,0,NA,Attchd,1972,RFn,1,288,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,6,2006,WD,Normal,128500 +1341,20,RL,70,8294,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,4,5,1971,1971,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,858,858,GasA,TA,Y,SBrkr,872,0,0,872,0,0,1,0,3,1,TA,5,Typ,0,NA,Detchd,1974,Unf,4,480,TA,TA,Y,0,0,0,0,0,0,NA,GdWo,NA,0,6,2007,WD,Normal,123000 +1342,20,RL,66,13695,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,RRAe,Norm,1Fam,1Story,6,5,2003,2004,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,No,GLQ,814,Unf,0,300,1114,GasA,Ex,Y,SBrkr,1114,0,0,1114,1,0,1,0,3,1,Gd,6,Typ,0,NA,Detchd,2004,Unf,2,576,TA,TA,Y,0,78,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal,155000 +1343,60,RL,NA,9375,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,8,5,2002,2002,Gable,CompShg,VinylSd,VinylSd,BrkFace,149,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1284,1284,GasA,Ex,Y,SBrkr,1284,885,0,2169,0,0,2,1,3,1,Gd,7,Typ,1,Gd,Attchd,2002,RFn,2,647,TA,TA,Y,192,87,0,0,0,0,NA,NA,NA,0,8,2007,WD,Normal,228500 +1344,50,RL,57,7558,Pave,NA,Reg,Bnk,AllPub,Inside,Gtl,Crawfor,Norm,Norm,1Fam,1.5Fin,6,6,1928,1950,Gable,CompShg,BrkFace,Stone,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,896,896,GasA,Gd,Y,SBrkr,1172,741,0,1913,0,0,1,1,3,1,TA,9,Typ,1,TA,Detchd,1929,Unf,2,342,Fa,Fa,Y,0,0,0,0,0,0,NA,NA,NA,0,3,2009,WD,Normal,177000 +1345,60,RL,85,11103,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,CollgCr,Norm,Norm,1Fam,2Story,7,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,728,728,GasA,Ex,Y,SBrkr,728,728,0,1456,0,0,2,1,3,1,Gd,8,Typ,1,TA,Attchd,2006,Fin,2,440,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,7,2007,New,Partial,155835 +1346,30,RM,50,6000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1Story,4,4,1920,1950,Hip,CompShg,MetalSd,MetalSd,None,0,TA,TA,PConc,TA,TA,No,ALQ,250,Unf,0,710,960,GasA,Gd,Y,FuseA,960,0,0,960,0,0,1,0,2,1,Fa,5,Typ,0,NA,Detchd,1997,Unf,1,308,TA,TA,Y,0,0,168,0,0,0,NA,NA,NA,0,7,2007,WD,Normal,108500 +1347,20,RL,NA,20781,Pave,NA,IR2,Lvl,AllPub,CulDSac,Gtl,NWAmes,PosN,Norm,1Fam,1Story,7,7,1968,2003,Hip,CompShg,BrkFace,HdBoard,None,0,TA,TA,CBlock,TA,TA,No,BLQ,297,Rec,68,1203,1568,GasA,TA,Y,SBrkr,2156,0,0,2156,0,0,2,0,3,1,TA,9,Typ,1,Gd,Attchd,1968,RFn,2,508,Gd,TA,Y,0,80,0,290,0,0,NA,NA,NA,0,6,2006,WD,Normal,262500 +1348,20,RL,93,15306,Pave,NA,IR1,HLS,AllPub,Corner,Gtl,Timber,Norm,Norm,1Fam,1Story,8,5,2006,2007,Gable,CompShg,VinylSd,VinylSd,Stone,100,Gd,TA,PConc,Ex,TA,Gd,GLQ,80,Unf,0,1652,1732,GasA,Ex,Y,SBrkr,1776,0,0,1776,1,0,2,0,3,1,Gd,7,Typ,1,Gd,Attchd,2006,Fin,3,712,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,5,2007,New,Partial,283463 +1349,20,RL,NA,16196,Pave,NA,IR3,Low,AllPub,Inside,Gtl,SawyerW,Norm,Norm,1Fam,1Story,7,5,1998,1998,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,Gd,GLQ,1443,Unf,0,39,1482,GasA,Ex,Y,SBrkr,1494,0,0,1494,1,0,2,0,3,1,Gd,5,Typ,1,Fa,Attchd,1998,RFn,2,514,TA,TA,Y,402,25,0,0,0,0,NA,NA,NA,0,8,2007,WD,Normal,215000 +1350,70,RM,50,5250,Pave,Pave,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,2Story,8,5,1872,1987,Gable,CompShg,MetalSd,MetalSd,None,0,TA,Gd,BrkTil,TA,Fa,No,LwQ,259,Unf,0,425,684,OthW,Fa,N,SBrkr,938,1215,205,2358,0,0,2,0,4,1,TA,8,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,0,54,20,0,0,0,NA,NA,NA,0,12,2008,WD,Normal,122000 +1351,90,RL,91,11643,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Artery,Norm,Duplex,2Story,5,5,1969,1969,Gable,CompShg,MetalSd,MetalSd,BrkFace,368,TA,TA,CBlock,TA,TA,No,LwQ,500,Unf,0,748,1248,GasA,TA,Y,SBrkr,1338,1296,0,2634,1,1,2,2,6,2,TA,12,Typ,0,NA,Detchd,1969,Unf,4,968,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,8,2009,WD,Normal,200000 +1352,60,RL,70,9247,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,2Story,6,6,1962,1962,Gable,CompShg,HdBoard,HdBoard,BrkFace,318,TA,TA,CBlock,TA,TA,No,Rec,319,Unf,0,539,858,GasA,Ex,Y,SBrkr,858,858,0,1716,0,0,1,1,4,1,TA,8,Typ,1,Gd,Attchd,1962,Fin,2,490,TA,TA,Y,0,84,0,0,120,0,NA,NA,NA,0,3,2008,WD,Normal,171000 +1353,50,RM,50,6000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1.5Fin,6,9,1937,2000,Gable,CompShg,MetalSd,MetalSd,None,0,Gd,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,698,698,GasA,TA,Y,SBrkr,786,390,0,1176,0,0,1,0,2,1,TA,4,Typ,0,NA,Detchd,1999,Unf,2,624,TA,TA,N,210,0,0,0,0,0,NA,NA,NA,0,7,2009,WD,Normal,134900 +1354,50,RL,56,14720,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,NoRidge,Norm,Norm,1Fam,1.5Fin,8,5,1995,1996,Hip,CompShg,VinylSd,VinylSd,BrkFace,579,Gd,TA,PConc,Gd,TA,Av,GLQ,816,Unf,0,1217,2033,GasA,Ex,Y,SBrkr,2053,1185,0,3238,1,0,2,1,4,1,Gd,9,Typ,1,Ex,Attchd,1996,Fin,3,666,TA,TA,Y,283,86,0,0,0,0,NA,NA,NA,0,3,2010,WD,Normal,410000 +1355,60,RL,NA,10316,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,7,5,2000,2000,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,735,Unf,0,257,992,GasA,Ex,Y,SBrkr,992,873,0,1865,1,0,2,1,3,1,Gd,7,Typ,1,TA,Attchd,2000,RFn,3,839,TA,TA,Y,0,184,0,0,0,0,NA,NA,NA,0,6,2008,WD,Normal,235000 +1356,80,RL,102,10192,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,SLvl,7,6,1968,1992,Gable,CompShg,MetalSd,MetalSd,BrkFace,143,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,570,570,GasA,Gd,Y,SBrkr,1222,698,0,1920,0,0,3,0,4,1,Gd,8,Typ,1,TA,Attchd,1968,RFn,2,487,TA,TA,Y,0,98,0,0,0,0,NA,GdPrv,NA,0,9,2006,WD,Normal,170000 +1357,20,RL,NA,9477,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,5,1966,1966,Gable,CompShg,HdBoard,HdBoard,BrkFace,65,TA,TA,CBlock,TA,TA,No,Rec,340,Unf,0,524,864,GasA,TA,Y,SBrkr,892,0,0,892,0,0,1,0,3,1,TA,5,Typ,0,NA,Attchd,1966,RFn,1,264,TA,TA,Y,0,0,0,0,0,0,NA,GdWo,NA,0,10,2008,WD,Normal,110000 +1358,20,RL,NA,12537,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,6,1971,2008,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,TA,TA,No,GLQ,734,Unf,0,344,1078,GasA,Ex,Y,SBrkr,1078,0,0,1078,1,0,1,1,3,1,TA,6,Typ,1,Fa,Attchd,1971,Fin,2,500,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,4,2010,WD,Normal,149900 +1359,160,FV,NA,2117,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,Twnhs,2Story,6,5,2000,2000,Gable,CompShg,MetalSd,MetalSd,BrkFace,216,Gd,TA,PConc,Gd,TA,No,GLQ,378,Unf,0,378,756,GasA,Ex,Y,SBrkr,769,804,0,1573,0,0,2,1,3,1,Gd,5,Typ,0,NA,Detchd,2000,Unf,2,440,TA,TA,Y,0,32,0,0,0,0,NA,NA,NA,0,6,2010,WD,Normal,177500 +1360,20,RL,129,16737,Pave,NA,Reg,Lvl,AllPub,FR3,Gtl,NridgHt,Norm,Norm,1Fam,1Story,9,5,2004,2005,Hip,CompShg,VinylSd,VinylSd,BrkFace,66,Gd,TA,PConc,Ex,TA,Av,GLQ,1447,Unf,0,533,1980,GasA,Ex,Y,SBrkr,1980,0,0,1980,1,0,2,0,3,1,Ex,8,Typ,1,Gd,Attchd,2004,Fin,3,770,TA,TA,Y,194,45,0,0,0,0,NA,NA,NA,0,9,2006,WD,Normal,315000 +1361,70,RL,51,9842,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SWISU,Feedr,Norm,1Fam,2Story,5,6,1921,1998,Gable,CompShg,MetalSd,Wd Sdng,None,0,TA,TA,BrkTil,TA,Fa,No,Unf,0,Unf,0,612,612,GasA,Ex,Y,SBrkr,990,1611,0,2601,0,0,3,1,4,1,TA,8,Typ,0,NA,BuiltIn,1998,RFn,2,621,TA,TA,Y,183,0,301,0,0,0,NA,NA,NA,0,5,2008,WD,Normal,189000 +1362,20,RL,124,16158,Pave,NA,IR1,Low,AllPub,Inside,Mod,StoneBr,Norm,Norm,1Fam,1Story,7,5,2005,2005,Hip,CompShg,VinylSd,VinylSd,Stone,16,Gd,TA,PConc,Ex,TA,Av,ALQ,1274,Unf,0,256,1530,GasA,Ex,Y,SBrkr,1530,0,0,1530,1,0,2,0,3,1,Gd,7,Typ,1,Gd,Attchd,2005,Fin,2,430,TA,TA,Y,168,36,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal,260000 +1363,50,RL,NA,12513,Pave,NA,IR1,Lvl,AllPub,FR2,Gtl,NAmes,Feedr,Norm,1Fam,1.5Fin,4,4,1920,2007,Gable,CompShg,VinylSd,VinylSd,None,0,TA,Gd,BrkTil,TA,Fa,No,Unf,0,Unf,0,715,715,GasA,Gd,Y,SBrkr,1281,457,0,1738,0,0,2,0,4,1,TA,7,Typ,1,Gd,Attchd,1920,Unf,1,368,TA,TA,Y,55,0,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal,104900 +1364,60,RL,73,8499,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,6,5,2006,2007,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,616,616,GasA,Ex,Y,SBrkr,616,796,0,1412,0,0,2,1,3,1,Gd,6,Typ,1,Gd,BuiltIn,2007,Fin,2,432,TA,TA,Y,0,36,0,0,0,0,NA,NA,NA,0,3,2007,New,Partial,156932 +1365,160,FV,30,3180,Pave,Pave,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,TwnhsE,2Story,7,5,2005,2005,Gable,CompShg,MetalSd,MetalSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,600,600,GasA,Ex,Y,SBrkr,520,600,80,1200,0,0,2,1,2,1,Gd,4,Typ,0,NA,Detchd,2005,RFn,2,480,TA,TA,Y,0,166,0,0,0,0,NA,NA,NA,0,4,2006,WD,Abnorml,144152 +1366,60,FV,NA,7500,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,2Story,7,5,2000,2000,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,533,Unf,0,281,814,GasA,Ex,Y,SBrkr,814,860,0,1674,1,0,2,1,3,1,Gd,7,Typ,0,NA,Attchd,2000,RFn,2,663,TA,TA,Y,0,96,0,0,0,0,NA,NA,NA,0,1,2010,WD,Normal,216000 +1367,60,RL,68,9179,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,7,5,1999,1999,Gable,CompShg,VinylSd,VinylSd,BrkFace,158,Gd,TA,PConc,Gd,TA,No,GLQ,633,Unf,0,240,873,GasA,Ex,Y,SBrkr,882,908,0,1790,1,0,2,1,3,1,Gd,7,Typ,0,NA,Attchd,1999,RFn,2,588,TA,TA,Y,0,88,0,0,0,0,NA,NA,NA,0,6,2008,WD,Abnorml,193000 +1368,160,RM,41,2665,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,MeadowV,Norm,Norm,TwnhsE,2Story,5,6,1977,1977,Gable,CompShg,CemntBd,CmentBd,None,0,TA,TA,PConc,TA,TA,No,ALQ,548,Rec,173,36,757,GasA,Ex,Y,SBrkr,925,550,0,1475,0,0,2,0,4,1,TA,6,Typ,1,TA,Attchd,1977,RFn,1,336,TA,TA,Y,104,26,0,0,0,0,NA,NA,NA,0,7,2006,WD,Normal,127000 +1369,120,RM,NA,4435,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,TwnhsE,1Story,6,5,2003,2004,Gable,CompShg,VinylSd,VinylSd,BrkFace,170,Gd,TA,PConc,Gd,TA,Av,GLQ,685,Unf,0,163,848,GasA,Ex,Y,SBrkr,848,0,0,848,1,0,1,0,1,1,Gd,4,Typ,0,NA,Attchd,2003,Fin,2,420,TA,TA,Y,140,0,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal,144000 +1370,20,RL,48,10635,Pave,NA,IR2,Lvl,AllPub,FR2,Gtl,CollgCr,Norm,Norm,1Fam,1Story,8,5,2003,2003,Hip,CompShg,VinylSd,VinylSd,BrkFace,171,Gd,TA,PConc,Gd,TA,Av,BLQ,370,GLQ,972,315,1657,GasA,Ex,Y,SBrkr,1668,0,0,1668,1,0,2,0,3,1,Gd,8,Typ,1,TA,Attchd,2003,Fin,2,502,TA,TA,Y,0,262,0,0,0,0,NA,NA,NA,0,5,2010,WD,Normal,232000 +1371,50,RL,90,5400,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,OldTown,Artery,Norm,1Fam,1.5Fin,4,6,1920,1950,Gable,CompShg,CBlock,CBlock,None,0,Fa,TA,PConc,TA,TA,No,ALQ,315,Rec,105,420,840,GasA,Ex,Y,SBrkr,840,534,0,1374,0,0,1,0,2,1,TA,6,Typ,0,NA,Detchd,1967,Fin,1,338,TA,TA,Y,0,0,198,0,0,0,NA,NA,NA,0,10,2009,WD,Normal,105000 +1372,80,RL,80,9600,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,SLvl,6,6,1955,1996,Hip,CompShg,AsbShng,AsbShng,None,0,TA,TA,CBlock,TA,TA,Av,BLQ,831,Unf,0,161,992,GasA,Gd,Y,SBrkr,1661,0,0,1661,1,0,1,0,3,1,Gd,8,Typ,1,TA,BuiltIn,1955,RFn,1,377,TA,TA,Y,0,28,0,0,178,0,NA,MnPrv,NA,0,10,2008,WD,Normal,165500 +1373,60,RL,75,9750,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,CollgCr,Norm,Norm,1Fam,2Story,7,6,1998,1998,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,Av,GLQ,975,Unf,0,133,1108,GasA,Ex,Y,SBrkr,1108,989,0,2097,1,0,2,1,3,1,Gd,8,Typ,1,TA,Detchd,1998,RFn,2,583,TA,TA,Y,253,170,0,0,0,0,NA,NA,NA,0,6,2006,WD,Normal,274300 +1374,20,RL,NA,11400,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NoRidge,Norm,Norm,1Fam,1Story,10,5,2001,2002,Hip,CompShg,VinylSd,VinylSd,BrkFace,705,Ex,TA,PConc,Ex,TA,Gd,GLQ,1282,Unf,0,1351,2633,GasA,Ex,Y,SBrkr,2633,0,0,2633,1,0,2,1,2,1,Ex,8,Typ,2,Gd,Attchd,2001,RFn,3,804,TA,TA,Y,314,140,0,0,0,0,NA,NA,NA,0,3,2007,WD,Normal,466500 +1375,60,FV,85,10625,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,2Story,7,5,2005,2005,Gable,CompShg,CemntBd,CmentBd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1026,1026,GasA,Ex,Y,SBrkr,1026,932,0,1958,0,0,2,1,3,1,Gd,9,Typ,1,Gd,Attchd,2005,Fin,3,936,TA,TA,Y,154,210,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal,250000 +1376,20,RL,89,10991,Pave,NA,IR1,HLS,AllPub,Inside,Gtl,Timber,Norm,Norm,1Fam,1Story,8,5,2007,2007,Gable,CompShg,VinylSd,VinylSd,BrkFace,80,Gd,TA,PConc,Gd,TA,Gd,Unf,0,Unf,0,1571,1571,GasA,Ex,Y,SBrkr,1571,0,0,1571,0,0,2,0,3,1,Gd,7,Typ,1,Gd,Attchd,2007,Fin,3,722,TA,TA,Y,100,36,0,0,0,0,NA,NA,NA,0,12,2007,New,Partial,239000 +1377,30,RL,52,6292,Pave,NA,Reg,Bnk,AllPub,Inside,Gtl,SWISU,Norm,Norm,1Fam,1Story,6,5,1930,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,Gd,TA,Mn,Rec,384,Unf,0,384,768,GasA,TA,N,SBrkr,790,0,0,790,0,0,1,0,2,1,TA,4,Typ,0,NA,Detchd,1925,Unf,1,160,Fa,TA,Y,0,141,0,0,0,0,NA,NA,NA,0,4,2008,WD,Normal,91000 +1378,50,RL,60,10998,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1.5Fin,5,5,1941,1960,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,LwQ,408,BLQ,420,156,984,GasA,Ex,Y,SBrkr,984,620,0,1604,0,0,2,0,3,1,TA,6,Min2,0,NA,Detchd,1977,Unf,2,660,TA,TA,Y,0,68,0,0,0,0,NA,NA,NA,0,7,2009,WD,Normal,117000 +1379,160,RM,21,1953,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrDale,Norm,Norm,Twnhs,2Story,6,5,1973,1973,Gable,CompShg,HdBoard,HdBoard,BrkFace,408,TA,TA,CBlock,TA,Fa,No,BLQ,309,Unf,0,174,483,GasA,TA,Y,SBrkr,483,504,0,987,0,0,1,1,2,1,TA,5,Typ,0,NA,Detchd,1973,Unf,1,264,TA,TA,Y,72,0,0,0,0,0,NA,NA,NA,0,6,2006,WD,Normal,83000 +1380,80,RL,73,9735,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Timber,Norm,Norm,1Fam,SLvl,5,5,2006,2007,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,384,384,GasA,Gd,Y,NA,754,640,0,1394,0,0,2,1,3,1,Gd,7,Typ,0,NA,BuiltIn,2007,Fin,2,400,TA,TA,Y,100,0,0,0,0,0,NA,NA,NA,0,5,2008,WD,Normal,167500 +1381,30,RL,45,8212,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1Story,3,3,1914,1950,Gable,CompShg,Stucco,Stucco,None,0,TA,Fa,BrkTil,TA,Fa,No,Rec,203,Unf,0,661,864,GasA,TA,N,FuseF,864,0,0,864,1,0,1,0,2,1,TA,5,Typ,0,NA,Detchd,1938,Unf,1,200,TA,Fa,Y,0,0,96,0,0,0,NA,NA,NA,0,6,2010,WD,Normal,58500 +1382,20,RL,NA,12925,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,7,1970,1970,Gable,CompShg,BrkFace,Plywood,None,0,TA,TA,CBlock,TA,TA,Mn,BLQ,865,Unf,0,340,1205,GasA,Ex,Y,SBrkr,2117,0,0,2117,0,0,2,1,4,1,TA,7,Typ,2,Gd,Attchd,1970,Fin,2,550,TA,TA,Y,0,42,0,0,0,0,NA,NA,NA,0,5,2008,WD,Normal,237500 +1383,70,RM,60,7200,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,OldTown,Norm,Norm,1Fam,2Story,7,7,1920,1950,Hip,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,Fa,TA,No,Unf,0,Unf,0,596,596,GasA,Ex,Y,SBrkr,998,764,0,1762,1,0,1,1,4,1,Gd,8,Typ,0,NA,Detchd,1989,Unf,2,576,TA,TA,N,36,0,221,0,0,0,NA,NA,NA,0,10,2006,WD,Normal,157000 +1384,30,RL,NA,25339,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,1Story,5,7,1918,2007,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,Gd,BrkTil,TA,TA,No,Unf,0,Unf,0,816,816,GasA,Ex,Y,SBrkr,1416,0,0,1416,0,0,2,0,3,1,Gd,7,Typ,0,NA,Attchd,2007,Unf,2,576,TA,TA,N,0,0,112,0,0,0,NA,NA,NA,0,8,2007,WD,Normal,112000 +1385,50,RL,60,9060,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1.5Fin,6,5,1939,1950,Gable,CompShg,WdShing,Wd Shng,None,0,TA,TA,BrkTil,TA,TA,Mn,Rec,204,Unf,0,356,560,GasA,TA,Y,SBrkr,698,560,0,1258,0,0,1,0,2,1,TA,6,Typ,0,NA,Detchd,1939,Unf,1,280,TA,TA,P,0,0,0,0,0,0,NA,MnPrv,NA,0,10,2009,WD,Normal,105000 +1386,50,RM,40,5436,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,IDOTRR,Norm,Norm,1Fam,1.5Fin,4,8,1922,2007,Gable,CompShg,VinylSd,VinylSd,None,0,TA,Gd,BrkTil,TA,TA,No,BLQ,735,Unf,0,61,796,GasA,Gd,Y,SBrkr,796,358,0,1154,1,0,1,0,3,1,Gd,7,Typ,0,NA,Detchd,1922,Unf,1,240,TA,TA,N,0,96,0,0,0,0,NA,MnPrv,NA,0,5,2010,WD,Normal,125500 +1387,60,RL,80,16692,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NWAmes,RRAn,Norm,1Fam,2Story,7,5,1978,1978,Gable,CompShg,Plywood,Plywood,BrkFace,184,TA,TA,CBlock,Gd,TA,No,BLQ,790,LwQ,469,133,1392,GasA,TA,Y,SBrkr,1392,1392,0,2784,1,0,3,1,5,1,Gd,12,Typ,2,TA,Attchd,1978,RFn,2,564,TA,TA,Y,0,112,0,0,440,519,Fa,MnPrv,TenC,2000,7,2006,WD,Normal,250000 +1388,50,RM,60,8520,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Artery,Norm,1Fam,1.5Fin,6,7,1916,1950,Gable,CompShg,Stucco,Stucco,None,0,TA,Gd,BrkTil,TA,TA,No,Rec,168,LwQ,546,0,714,GasW,TA,N,SBrkr,1664,862,0,2526,0,0,2,0,5,1,Gd,10,Typ,1,Gd,Detchd,1916,Unf,1,216,TA,TA,Y,88,15,0,0,0,0,NA,GdWo,NA,0,8,2007,CWD,Family,136000 +1389,20,RL,42,14892,Pave,NA,IR1,HLS,AllPub,CulDSac,Gtl,Gilbert,Norm,Norm,1Fam,1Story,9,5,2006,2007,Gable,CompShg,VinylSd,VinylSd,Stone,160,Ex,TA,PConc,Ex,TA,Gd,GLQ,1320,Unf,0,426,1746,GasA,Ex,Y,SBrkr,1746,0,0,1746,1,0,2,0,3,1,Ex,7,Typ,2,Gd,Attchd,2006,Fin,3,758,TA,TA,Y,201,39,0,0,0,0,NA,NA,NA,0,10,2009,WD,Normal,377500 +1390,50,RM,60,6000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1.5Fin,6,6,1941,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,Gd,BrkTil,TA,Gd,No,ALQ,375,Unf,0,360,735,GasA,Ex,Y,SBrkr,869,349,0,1218,0,1,1,0,3,1,TA,6,Typ,1,Gd,Detchd,2003,Unf,2,440,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,3,2007,WD,Normal,131000 +1391,20,RL,70,9100,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,2000,2000,Gable,CompShg,VinylSd,VinylSd,BrkFace,244,Gd,TA,PConc,Gd,TA,Av,GLQ,1400,Unf,0,125,1525,GasA,Ex,Y,SBrkr,1525,0,0,1525,1,0,2,0,3,1,Gd,6,Typ,0,NA,Attchd,2000,RFn,2,541,TA,TA,Y,219,36,0,0,0,0,NA,NA,NA,0,9,2006,WD,Normal,235000 +1392,90,RL,65,8944,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,Duplex,1Story,5,5,1967,1967,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,1584,1584,GasA,TA,Y,SBrkr,1584,0,0,1584,0,0,2,0,4,2,TA,8,Mod,0,NA,Detchd,1967,Unf,3,792,TA,TA,Y,0,152,0,0,0,0,NA,NA,NA,0,4,2009,WD,Normal,124000 +1393,85,RL,68,7838,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,SFoyer,5,5,1967,1967,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,TA,Av,ALQ,769,Unf,0,95,864,GasA,TA,Y,SBrkr,900,0,0,900,1,0,1,0,3,1,TA,6,Typ,1,Po,Attchd,1967,RFn,1,288,TA,TA,Y,175,144,0,0,0,0,NA,MnWw,NA,0,12,2006,WD,Normal,123000 +1394,190,RM,60,10800,Pave,Pave,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,2fmCon,1.5Fin,6,7,1905,2000,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,Fa,TA,No,Unf,0,Unf,0,482,482,GasA,Ex,N,SBrkr,1221,691,0,1912,0,0,2,0,3,2,TA,7,Typ,1,TA,Detchd,2003,Unf,2,672,Gd,TA,Y,0,25,212,0,0,0,NA,NA,NA,0,4,2008,WD,Normal,163000 +1395,120,RL,53,4045,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Blmngtn,Norm,Norm,TwnhsE,1Story,7,5,2006,2006,Hip,CompShg,VinylSd,VinylSd,BrkFace,45,Gd,TA,PConc,Gd,TA,Av,GLQ,1070,Unf,0,286,1356,GasA,Ex,Y,SBrkr,1500,0,0,1500,1,0,2,0,2,1,Gd,6,Typ,1,Gd,Attchd,2006,Fin,3,648,TA,TA,Y,161,20,0,0,0,0,NA,NA,NA,0,10,2006,New,Partial,246578 +1396,60,RL,88,12665,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Timber,Norm,Norm,1Fam,2Story,8,5,2005,2006,Hip,CompShg,VinylSd,VinylSd,BrkFace,245,Gd,TA,PConc,Gd,Gd,Gd,Unf,0,Unf,0,1094,1094,GasA,Ex,Y,SBrkr,1133,1349,0,2482,0,0,2,1,4,1,Gd,9,Typ,1,Gd,BuiltIn,2005,Fin,3,642,TA,TA,Y,144,39,0,0,0,0,NA,NA,NA,0,2,2007,WD,Normal,281213 +1397,20,RL,NA,57200,Pave,NA,IR1,Bnk,AllPub,Inside,Sev,Timber,Norm,Norm,1Fam,1Story,5,5,1948,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,Av,BLQ,353,Rec,334,60,747,GasA,TA,Y,SBrkr,1687,0,0,1687,1,0,1,0,3,1,TA,7,Min1,2,TA,Detchd,1966,Unf,2,572,TA,TA,N,0,0,50,0,0,0,NA,NA,NA,0,6,2010,WD,Normal,160000 +1398,70,RM,51,6120,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,2Story,5,8,1920,2004,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,BrkTil,TA,TA,Mn,Unf,0,Unf,0,939,939,GasA,Ex,Y,SBrkr,939,574,0,1513,0,0,1,1,4,1,TA,8,Typ,0,NA,Detchd,1933,Unf,1,180,Fa,Fa,N,24,0,150,0,0,0,NA,NA,NA,0,5,2007,WD,Normal,137500 +1399,50,RL,60,7200,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1.5Fin,5,4,1950,1982,Gable,CompShg,VinylSd,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,Rec,180,BLQ,352,676,1208,GasA,Gd,Y,FuseA,1136,768,0,1904,1,0,1,1,3,1,TA,7,Min1,0,NA,Attchd,1950,Unf,1,240,TA,TA,Y,0,0,168,0,0,0,NA,GdPrv,NA,0,5,2009,WD,Normal,138000 +1400,50,RL,51,6171,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SWISU,Norm,Norm,1Fam,1.5Fin,6,6,1925,1990,Gable,CompShg,WdShing,Wd Shng,None,0,TA,TA,BrkTil,TA,TA,No,BLQ,264,Unf,0,712,976,GasA,Ex,Y,SBrkr,1160,448,0,1608,0,0,2,1,3,1,Gd,7,Typ,1,Gd,Detchd,1925,Unf,1,216,Fa,TA,Y,147,16,0,0,0,0,NA,MnPrv,NA,0,10,2009,WD,Normal,137450 +1401,50,RM,50,6000,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,BrkSide,Norm,Norm,1Fam,1.5Fin,6,7,1929,1950,Gable,CompShg,WdShing,Wd Shng,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,862,862,GasA,TA,Y,SBrkr,950,208,0,1158,0,0,1,0,3,1,TA,5,Typ,1,Gd,BuiltIn,1929,RFn,1,208,TA,TA,Y,0,0,112,0,0,0,NA,NA,NA,0,7,2008,WD,Normal,120000 +1402,60,RL,62,7415,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,6,5,2004,2004,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,TA,TA,No,GLQ,759,Unf,0,80,839,GasA,Ex,Y,SBrkr,864,729,0,1593,1,0,2,1,3,1,TA,8,Typ,1,TA,Attchd,2004,Fin,2,398,TA,TA,Y,100,75,0,0,0,0,NA,NA,NA,0,4,2008,WD,Normal,193000 +1403,20,RL,64,6762,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,Gd,Av,Unf,0,Unf,0,1286,1286,GasA,Ex,Y,SBrkr,1294,0,0,1294,0,0,2,0,2,1,Gd,6,Typ,1,Gd,Attchd,2006,RFn,2,662,TA,TA,Y,168,55,0,0,0,0,NA,NA,NA,0,7,2006,New,Partial,193879 +1404,20,RL,49,15256,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Somerst,RRAn,Norm,1Fam,1Story,8,5,2007,2007,Gable,CompShg,VinylSd,VinylSd,Stone,84,Gd,TA,PConc,Gd,TA,Gd,GLQ,929,Unf,0,556,1485,GasA,Ex,Y,SBrkr,1464,0,0,1464,1,0,2,0,3,1,Gd,6,Typ,0,NA,Attchd,2007,Unf,3,754,TA,TA,Y,168,160,0,0,0,0,NA,NA,NA,0,8,2007,WD,Normal,282922 +1405,50,RL,60,10410,Pave,Grvl,Reg,Lvl,AllPub,Corner,Gtl,OldTown,Artery,Norm,1Fam,1.5Fin,3,4,1915,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,PConc,TA,TA,No,Unf,0,Unf,0,672,672,GasA,TA,Y,SBrkr,694,520,0,1214,0,0,1,0,3,1,TA,6,Typ,0,NA,Detchd,1998,Unf,3,936,TA,TA,Y,216,0,160,0,0,0,NA,MnPrv,NA,0,1,2006,WD,Family,105000 +1406,120,RM,44,3842,Pave,NA,IR1,HLS,AllPub,Inside,Mod,Crawfor,Norm,Norm,TwnhsE,1Story,8,5,2004,2005,Hip,CompShg,CemntBd,CmentBd,Stone,174,Gd,TA,PConc,Ex,TA,Gd,GLQ,1373,Unf,0,221,1594,GasA,Ex,Y,SBrkr,1646,0,0,1646,1,1,2,0,2,1,Gd,5,Typ,1,Gd,Attchd,2004,Fin,2,482,TA,TA,Y,128,53,0,0,155,0,NA,NA,NA,0,1,2008,WD,Normal,275000 +1407,85,RL,70,8445,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,CollgCr,Norm,Norm,1Fam,SFoyer,5,7,1972,2007,Gable,CompShg,HdBoard,Wd Shng,None,0,TA,TA,CBlock,Gd,TA,Av,GLQ,656,Unf,0,112,768,GasA,TA,Y,SBrkr,768,0,0,768,1,0,1,0,2,1,TA,5,Typ,0,NA,Detchd,1988,Unf,2,396,TA,TA,Y,58,0,0,0,0,0,NA,MnPrv,NA,0,3,2009,WD,Normal,133000 +1408,20,RL,NA,8780,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Mitchel,Norm,Norm,1Fam,1Story,5,5,1985,1985,Gable,CompShg,HdBoard,Plywood,None,0,TA,TA,CBlock,TA,TA,No,ALQ,625,Unf,0,208,833,GasA,Ex,Y,SBrkr,833,0,0,833,1,0,1,0,3,1,TA,5,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,0,0,0,0,0,0,NA,MnPrv,NA,0,3,2009,WD,Normal,112000 +1409,70,RM,60,7740,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,2Story,4,7,1910,1950,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,Fa,TA,No,Unf,0,Unf,0,622,622,GasA,Gd,Y,SBrkr,741,622,0,1363,0,0,1,0,3,1,TA,6,Typ,0,NA,Detchd,1966,Unf,2,528,TA,TA,Y,0,0,0,0,168,0,NA,NA,NA,0,6,2010,WD,Normal,125500 +1410,60,RL,46,20544,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,NWAmes,Norm,Norm,1Fam,2Story,7,6,1986,1991,Gable,CompShg,Plywood,Plywood,BrkFace,123,TA,Gd,CBlock,Gd,TA,No,Unf,0,Unf,0,791,791,GasA,Gd,Y,SBrkr,1236,857,0,2093,0,0,2,1,3,1,TA,7,Typ,1,TA,Attchd,1986,Fin,2,542,TA,TA,Y,364,63,0,0,0,0,NA,MnPrv,NA,0,11,2008,WD,Normal,215000 +1411,60,RL,79,12420,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,7,5,2001,2001,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,666,Unf,0,278,944,GasA,Ex,Y,SBrkr,944,896,0,1840,1,0,2,1,3,1,Gd,6,Typ,0,NA,Attchd,2001,RFn,2,622,TA,TA,Y,0,45,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal,230000 +1412,50,RL,80,9600,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1.5Fin,6,8,1950,2005,Gable,CompShg,VinylSd,VinylSd,None,0,TA,Gd,CBlock,TA,TA,No,BLQ,120,Unf,0,736,856,GasA,Ex,Y,SBrkr,1112,556,0,1668,0,0,1,1,3,1,TA,6,Min2,0,NA,Attchd,1950,Unf,1,271,TA,TA,Y,0,0,0,0,0,0,NA,MnPrv,NA,0,9,2009,WD,Normal,140000 +1413,90,RL,60,7200,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,Duplex,1Story,4,5,1949,1950,Gable,CompShg,BrkFace,Stone,None,0,TA,TA,Slab,NA,NA,NA,NA,0,NA,0,0,0,Wall,Fa,N,FuseF,1040,0,0,1040,0,0,2,0,2,2,TA,6,Typ,0,NA,Detchd,1956,Unf,2,420,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal,90000 +1414,20,RL,88,10994,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,SawyerW,Norm,Norm,1Fam,1Story,8,5,2005,2006,Gable,CompShg,VinylSd,VinylSd,Stone,366,Gd,TA,PConc,Gd,Gd,No,GLQ,976,Unf,0,868,1844,GasA,Ex,Y,SBrkr,1844,0,0,1844,1,0,2,0,2,1,Gd,7,Typ,1,Gd,Attchd,2005,Fin,2,620,TA,TA,Y,165,44,0,0,0,0,NA,NA,NA,0,9,2009,COD,Abnorml,257000 +1415,50,RL,64,13053,Pave,Pave,Reg,Bnk,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1.5Fin,6,7,1923,2000,Gambrel,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,833,833,GasA,Gd,Y,SBrkr,1053,795,0,1848,0,0,1,1,4,1,Gd,8,Typ,1,Gd,Detchd,1922,Unf,2,370,TA,TA,N,0,0,0,0,220,0,NA,NA,NA,0,6,2008,WD,Normal,207000 +1416,120,RL,51,3635,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Blmngtn,Norm,Norm,TwnhsE,1Story,7,5,2007,2007,Hip,CompShg,VinylSd,VinylSd,BrkFace,130,Gd,TA,PConc,Gd,TA,No,ALQ,988,Unf,0,398,1386,GasA,Ex,Y,SBrkr,1569,0,0,1569,0,1,2,0,1,1,Gd,7,Typ,1,TA,Attchd,2007,RFn,3,660,TA,TA,Y,143,20,0,0,0,0,NA,NA,NA,0,5,2009,WD,Normal,175900 +1417,190,RM,60,11340,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,2fmCon,2Story,4,6,1885,1950,Gable,CompShg,VinylSd,AsbShng,None,0,TA,TA,PConc,TA,TA,No,Unf,0,Unf,0,777,777,GasA,Gd,Y,SBrkr,1246,1044,0,2290,0,0,2,0,4,2,TA,11,Typ,0,NA,Detchd,1971,Unf,2,560,TA,TA,N,0,0,114,0,0,0,NA,NA,NA,0,4,2010,WD,Normal,122500 +1418,60,RL,NA,16545,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NoRidge,Norm,Norm,1Fam,2Story,8,5,1998,1998,Gable,CompShg,VinylSd,VinylSd,BrkFace,731,Gd,TA,PConc,Gd,TA,Mn,GLQ,781,Unf,0,503,1284,GasA,Ex,Y,SBrkr,1310,1140,0,2450,1,0,2,1,3,1,Gd,7,Typ,1,TA,Attchd,1998,Fin,3,1069,TA,TA,Y,0,126,0,0,0,0,NA,NA,NA,0,5,2009,WD,Normal,340000 +1419,20,RL,71,9204,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,5,1963,1963,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,TA,No,BLQ,25,Rec,872,247,1144,GasA,TA,Y,SBrkr,1144,0,0,1144,1,0,1,1,3,1,TA,6,Typ,0,NA,Detchd,1962,Unf,1,336,TA,TA,Y,0,88,0,0,0,0,NA,NA,NA,0,8,2008,COD,Normal,124000 +1420,20,RL,NA,16381,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Crawfor,Norm,Norm,1Fam,1Story,6,5,1969,1969,Gable,CompShg,Plywood,Plywood,BrkFace,312,Gd,Gd,CBlock,TA,TA,Av,Rec,1110,Unf,0,734,1844,GasA,Gd,Y,SBrkr,1844,0,0,1844,1,0,2,0,3,1,Gd,7,Typ,1,TA,Attchd,1969,RFn,2,540,TA,TA,Y,0,73,216,0,0,0,NA,NA,NA,0,12,2006,WD,Normal,223000 +1421,60,RL,90,11700,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NWAmes,Norm,Norm,1Fam,2Story,6,6,1968,1968,Gable,CompShg,HdBoard,HdBoard,BrkFace,420,TA,TA,CBlock,TA,TA,No,ALQ,404,Unf,0,304,708,GasA,Gd,Y,SBrkr,708,708,0,1416,0,0,2,1,3,1,TA,7,Typ,1,TA,Attchd,1968,RFn,2,776,TA,TA,Y,0,169,0,0,119,0,NA,NA,NA,0,5,2006,WD,Normal,179900 +1422,120,RL,53,4043,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NPkVill,Norm,Norm,TwnhsE,1Story,6,5,1977,1977,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,CBlock,Gd,TA,No,ALQ,360,Unf,0,709,1069,GasA,TA,Y,SBrkr,1069,0,0,1069,0,0,2,0,2,1,TA,4,Typ,1,Fa,Attchd,1977,RFn,2,440,TA,TA,Y,0,55,0,0,165,0,NA,NA,NA,0,7,2010,WD,Normal,127500 +1423,120,RM,37,4435,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,TwnhsE,1Story,6,5,2003,2003,Gable,CompShg,VinylSd,VinylSd,BrkFace,170,Gd,TA,PConc,Gd,TA,Av,GLQ,686,Unf,0,162,848,GasA,Ex,Y,SBrkr,848,0,0,848,1,0,1,0,1,1,Gd,3,Typ,0,NA,Attchd,2003,Fin,2,420,TA,TA,Y,140,0,0,0,0,0,NA,NA,NA,0,3,2008,WD,Normal,136500 +1424,80,RL,NA,19690,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Edwards,Norm,Norm,1Fam,SLvl,6,7,1966,1966,Flat,Tar&Grv,Plywood,Plywood,None,0,Gd,Gd,CBlock,Gd,TA,Av,Unf,0,Unf,0,697,697,GasA,TA,Y,SBrkr,1575,626,0,2201,0,0,2,0,4,1,Gd,8,Typ,1,Gd,Attchd,1966,Unf,2,432,Gd,Gd,Y,586,236,0,0,0,738,Gd,GdPrv,NA,0,8,2006,WD,Alloca,274970 +1425,20,RL,NA,9503,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,5,1958,1983,Hip,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,TA,No,ALQ,457,Rec,374,193,1024,GasA,TA,Y,SBrkr,1344,0,0,1344,1,0,1,0,2,1,TA,6,Min1,1,TA,Detchd,1970,Unf,1,484,TA,TA,Y,316,28,0,0,0,0,NA,GdWo,NA,0,6,2007,WD,Normal,144000 +1426,20,RL,80,10721,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,6,1959,1959,Hip,CompShg,HdBoard,HdBoard,Stone,243,Gd,TA,CBlock,TA,TA,No,Unf,0,Unf,0,1252,1252,GasA,Ex,Y,SBrkr,1252,0,0,1252,0,0,1,0,3,1,Gd,7,Typ,0,NA,Detchd,1960,Unf,2,528,TA,TA,Y,0,39,0,0,0,0,NA,NA,NA,0,10,2008,WD,Normal,142000 +1427,60,RL,81,10944,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NoRidge,Norm,Norm,1Fam,2Story,7,5,1994,1994,Gable,CompShg,VinylSd,VinylSd,BrkFace,448,Gd,TA,PConc,Gd,TA,No,GLQ,1000,Unf,0,223,1223,GasA,Ex,Y,SBrkr,1223,904,0,2127,1,0,2,1,3,1,Gd,5,Typ,2,TA,Attchd,1994,RFn,2,525,TA,TA,Y,171,132,0,0,0,0,NA,NA,NA,0,8,2008,WD,Normal,271000 +1428,50,RL,60,10930,Pave,Grvl,Reg,Bnk,AllPub,Inside,Gtl,NAmes,Artery,Norm,1Fam,1.5Fin,5,6,1945,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,BLQ,580,Unf,0,333,913,GasA,TA,Y,FuseA,1048,510,0,1558,1,0,1,1,3,1,TA,6,Typ,1,TA,Attchd,1962,Unf,1,288,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,4,2008,WD,Normal,140000 +1429,30,RM,60,7200,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,OldTown,Norm,Norm,1Fam,1Story,5,7,1940,1992,Gable,CompShg,MetalSd,MetalSd,Stone,294,TA,Gd,CBlock,TA,TA,No,BLQ,510,Unf,0,278,788,GasA,TA,Y,SBrkr,804,0,0,804,1,0,1,0,2,1,Gd,4,Typ,2,Gd,Attchd,1940,Unf,1,240,TA,TA,Y,0,0,154,0,0,0,NA,MnPrv,NA,0,2,2010,WD,Abnorml,119000 +1430,20,RL,NA,12546,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NWAmes,Norm,Norm,1Fam,1Story,6,7,1981,1981,Gable,CompShg,MetalSd,MetalSd,BrkFace,310,Gd,Gd,CBlock,Gd,TA,No,BLQ,678,Unf,0,762,1440,GasA,Ex,Y,SBrkr,1440,0,0,1440,0,0,2,0,3,1,Gd,7,Typ,1,TA,Attchd,1981,Fin,2,467,TA,TA,Y,0,0,99,0,0,0,NA,NA,NA,0,4,2007,WD,Normal,182900 +1431,60,RL,60,21930,Pave,NA,IR3,Lvl,AllPub,Inside,Gtl,Gilbert,RRAn,Norm,1Fam,2Story,5,5,2005,2005,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,Gd,Av,Unf,0,Unf,0,732,732,GasA,Ex,Y,SBrkr,734,1104,0,1838,0,0,2,1,4,1,TA,7,Typ,1,Gd,BuiltIn,2005,Fin,2,372,TA,TA,Y,100,40,0,0,0,0,NA,NA,NA,0,7,2006,WD,Normal,192140 +1432,120,RL,NA,4928,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NPkVill,Norm,Norm,TwnhsE,1Story,6,6,1976,1976,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,CBlock,Gd,TA,No,LwQ,958,Unf,0,0,958,GasA,TA,Y,SBrkr,958,0,0,958,0,0,2,0,2,1,TA,5,Typ,0,NA,Attchd,1976,RFn,2,440,TA,TA,Y,0,60,0,0,0,0,NA,NA,NA,0,10,2009,WD,Normal,143750 +1433,30,RL,60,10800,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1Story,4,6,1927,2007,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,656,656,GasA,TA,Y,SBrkr,968,0,0,968,0,0,2,0,4,1,TA,5,Typ,0,NA,Detchd,1928,Unf,1,216,Fa,Fa,Y,0,0,0,0,0,0,NA,NA,NA,0,8,2007,WD,Normal,64500 +1434,60,RL,93,10261,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,6,5,2000,2000,Gable,CompShg,VinylSd,VinylSd,BrkFace,318,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,936,936,GasA,Ex,Y,SBrkr,962,830,0,1792,1,0,2,1,3,1,TA,8,Typ,1,TA,Attchd,2000,Fin,2,451,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,5,2008,WD,Normal,186500 +1435,20,RL,80,17400,Pave,NA,Reg,Low,AllPub,Inside,Mod,Mitchel,Norm,Norm,1Fam,1Story,5,5,1977,1977,Gable,CompShg,BrkFace,BrkFace,None,0,TA,TA,CBlock,TA,TA,No,ALQ,936,Unf,0,190,1126,GasA,Fa,Y,SBrkr,1126,0,0,1126,1,0,2,0,3,1,TA,5,Typ,1,Gd,Attchd,1977,RFn,2,484,TA,TA,P,295,41,0,0,0,0,NA,NA,NA,0,5,2006,WD,Normal,160000 +1436,20,RL,80,8400,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,9,1962,2005,Gable,CompShg,Wd Sdng,Wd Sdng,BrkFace,237,Gd,Gd,CBlock,TA,TA,No,Unf,0,Unf,0,1319,1319,GasA,TA,Y,SBrkr,1537,0,0,1537,1,0,1,1,3,1,Gd,7,Typ,1,Gd,Attchd,1962,RFn,2,462,TA,TA,Y,0,36,0,0,0,0,NA,GdPrv,NA,0,7,2008,COD,Abnorml,174000 +1437,20,RL,60,9000,Pave,NA,Reg,Lvl,AllPub,FR2,Gtl,NAmes,Norm,Norm,1Fam,1Story,4,6,1971,1971,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,PConc,TA,TA,No,ALQ,616,Unf,0,248,864,GasA,TA,Y,SBrkr,864,0,0,864,0,0,1,0,3,1,TA,5,Typ,0,NA,Detchd,1974,Unf,2,528,TA,TA,Y,0,0,0,0,0,0,NA,GdWo,NA,0,5,2007,WD,Normal,120500 +1438,20,RL,96,12444,Pave,NA,Reg,Lvl,AllPub,FR2,Gtl,NridgHt,Norm,Norm,1Fam,1Story,8,5,2008,2008,Hip,CompShg,VinylSd,VinylSd,Stone,426,Ex,TA,PConc,Ex,TA,Av,GLQ,1336,Unf,0,596,1932,GasA,Ex,Y,SBrkr,1932,0,0,1932,1,0,2,0,2,1,Ex,7,Typ,1,Gd,Attchd,2008,Fin,3,774,TA,TA,Y,0,66,0,304,0,0,NA,NA,NA,0,11,2008,New,Partial,394617 +1439,20,RM,90,7407,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Artery,Norm,1Fam,1Story,6,7,1957,1996,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,GLQ,600,Unf,0,312,912,GasA,TA,Y,FuseA,1236,0,0,1236,1,0,1,0,2,1,TA,6,Typ,0,NA,Attchd,1957,Unf,2,923,TA,TA,Y,0,158,158,0,0,0,NA,MnPrv,NA,0,4,2010,WD,Normal,149700 +1440,60,RL,80,11584,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,SLvl,7,6,1979,1979,Hip,CompShg,HdBoard,HdBoard,BrkFace,96,TA,TA,CBlock,TA,TA,No,GLQ,315,Rec,110,114,539,GasA,TA,Y,SBrkr,1040,685,0,1725,0,0,2,1,3,1,TA,6,Typ,1,TA,Attchd,1979,RFn,2,550,TA,TA,Y,0,88,216,0,0,0,NA,NA,NA,0,11,2007,WD,Normal,197000 +1441,70,RL,79,11526,Pave,NA,IR1,Bnk,AllPub,Inside,Mod,Crawfor,Norm,Norm,1Fam,2.5Fin,6,7,1922,1994,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,BrkTil,Ex,TA,No,Unf,0,Unf,0,588,588,GasA,Fa,Y,SBrkr,1423,748,384,2555,0,0,2,0,3,1,TA,11,Min1,1,Gd,Detchd,1993,Fin,2,672,TA,TA,Y,431,0,0,0,0,0,NA,NA,NA,0,9,2008,WD,Normal,191000 +1442,120,RM,NA,4426,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,TwnhsE,1Story,6,5,2004,2004,Gable,CompShg,VinylSd,VinylSd,BrkFace,147,Gd,TA,PConc,Gd,TA,Av,GLQ,697,Unf,0,151,848,GasA,Ex,Y,SBrkr,848,0,0,848,1,0,1,0,1,1,Gd,3,Typ,1,TA,Attchd,2004,RFn,2,420,TA,TA,Y,149,0,0,0,0,0,NA,NA,NA,0,5,2008,WD,Normal,149300 +1443,60,FV,85,11003,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,2Story,10,5,2008,2008,Gable,CompShg,VinylSd,VinylSd,Stone,160,Ex,TA,PConc,Ex,TA,Av,GLQ,765,Unf,0,252,1017,GasA,Ex,Y,SBrkr,1026,981,0,2007,1,0,2,1,3,1,Ex,10,Typ,1,Ex,Attchd,2008,Fin,3,812,TA,TA,Y,168,52,0,0,0,0,NA,NA,NA,0,4,2009,WD,Normal,310000 +1444,30,RL,NA,8854,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1.5Unf,6,6,1916,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,952,952,Grav,Fa,N,FuseF,952,0,0,952,0,0,1,0,2,1,Fa,4,Typ,1,Gd,Detchd,1916,Unf,1,192,Fa,Po,P,0,98,0,0,40,0,NA,NA,NA,0,5,2009,WD,Normal,121000 +1445,20,RL,63,8500,Pave,NA,Reg,Lvl,AllPub,FR2,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,2004,2004,Gable,CompShg,VinylSd,VinylSd,BrkFace,106,Gd,TA,PConc,Gd,TA,Av,Unf,0,Unf,0,1422,1422,GasA,Ex,Y,SBrkr,1422,0,0,1422,0,0,2,0,3,1,Gd,7,Typ,0,NA,Attchd,2004,RFn,2,626,TA,TA,Y,192,60,0,0,0,0,NA,NA,NA,0,11,2007,WD,Normal,179600 +1446,85,RL,70,8400,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,SFoyer,6,5,1966,1966,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,TA,TA,Gd,LwQ,187,Rec,627,0,814,GasA,Gd,Y,SBrkr,913,0,0,913,1,0,1,0,3,1,TA,6,Typ,0,NA,Detchd,1990,Unf,1,240,TA,TA,Y,0,0,252,0,0,0,NA,NA,NA,0,5,2007,WD,Normal,129000 +1447,20,RL,NA,26142,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Mitchel,Norm,Norm,1Fam,1Story,5,7,1962,1962,Gable,CompShg,HdBoard,HdBoard,BrkFace,189,TA,TA,CBlock,TA,TA,No,Rec,593,Unf,0,595,1188,GasA,TA,Y,SBrkr,1188,0,0,1188,0,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1962,Unf,1,312,TA,TA,P,261,39,0,0,0,0,NA,NA,NA,0,4,2010,WD,Normal,157900 +1448,60,RL,80,10000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,8,5,1995,1996,Gable,CompShg,VinylSd,VinylSd,BrkFace,438,Gd,TA,PConc,Gd,TA,No,GLQ,1079,Unf,0,141,1220,GasA,Ex,Y,SBrkr,1220,870,0,2090,1,0,2,1,3,1,Gd,8,Typ,1,TA,Attchd,1995,RFn,2,556,TA,TA,Y,0,65,0,0,0,0,NA,NA,NA,0,12,2007,WD,Normal,240000 +1449,50,RL,70,11767,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,2Story,4,7,1910,2000,Gable,CompShg,MetalSd,HdBoard,None,0,TA,TA,CBlock,Fa,TA,No,Unf,0,Unf,0,560,560,GasA,Gd,N,SBrkr,796,550,0,1346,0,0,1,1,2,1,TA,6,Min2,0,NA,Detchd,1950,Unf,1,384,Fa,TA,Y,168,24,0,0,0,0,NA,GdWo,NA,0,5,2007,WD,Normal,112000 +1450,180,RM,21,1533,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,MeadowV,Norm,Norm,Twnhs,SFoyer,5,7,1970,1970,Gable,CompShg,CemntBd,CmentBd,None,0,TA,TA,CBlock,Gd,TA,Av,GLQ,553,Unf,0,77,630,GasA,Ex,Y,SBrkr,630,0,0,630,1,0,1,0,1,1,Ex,3,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,0,0,0,0,0,0,NA,NA,NA,0,8,2006,WD,Abnorml,92000 +1451,90,RL,60,9000,Pave,NA,Reg,Lvl,AllPub,FR2,Gtl,NAmes,Norm,Norm,Duplex,2Story,5,5,1974,1974,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,Gd,TA,No,Unf,0,Unf,0,896,896,GasA,TA,Y,SBrkr,896,896,0,1792,0,0,2,2,4,2,TA,8,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,32,45,0,0,0,0,NA,NA,NA,0,9,2009,WD,Normal,136000 +1452,20,RL,78,9262,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,1Story,8,5,2008,2009,Gable,CompShg,CemntBd,CmentBd,Stone,194,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1573,1573,GasA,Ex,Y,SBrkr,1578,0,0,1578,0,0,2,0,3,1,Ex,7,Typ,1,Gd,Attchd,2008,Fin,3,840,TA,TA,Y,0,36,0,0,0,0,NA,NA,NA,0,5,2009,New,Partial,287090 +1453,180,RM,35,3675,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,TwnhsE,SLvl,5,5,2005,2005,Gable,CompShg,VinylSd,VinylSd,BrkFace,80,TA,TA,PConc,Gd,TA,Gd,GLQ,547,Unf,0,0,547,GasA,Gd,Y,SBrkr,1072,0,0,1072,1,0,1,0,2,1,TA,5,Typ,0,NA,Basment,2005,Fin,2,525,TA,TA,Y,0,28,0,0,0,0,NA,NA,NA,0,5,2006,WD,Normal,145000 +1454,20,RL,90,17217,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Mitchel,Norm,Norm,1Fam,1Story,5,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1140,1140,GasA,Ex,Y,SBrkr,1140,0,0,1140,0,0,1,0,3,1,TA,6,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,36,56,0,0,0,0,NA,NA,NA,0,7,2006,WD,Abnorml,84500 +1455,20,FV,62,7500,Pave,Pave,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,1Story,7,5,2004,2005,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,410,Unf,0,811,1221,GasA,Ex,Y,SBrkr,1221,0,0,1221,1,0,2,0,2,1,Gd,6,Typ,0,NA,Attchd,2004,RFn,2,400,TA,TA,Y,0,113,0,0,0,0,NA,NA,NA,0,10,2009,WD,Normal,185000 +1456,60,RL,62,7917,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,6,5,1999,2000,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,953,953,GasA,Ex,Y,SBrkr,953,694,0,1647,0,0,2,1,3,1,TA,7,Typ,1,TA,Attchd,1999,RFn,2,460,TA,TA,Y,0,40,0,0,0,0,NA,NA,NA,0,8,2007,WD,Normal,175000 +1457,20,RL,85,13175,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,1Story,6,6,1978,1988,Gable,CompShg,Plywood,Plywood,Stone,119,TA,TA,CBlock,Gd,TA,No,ALQ,790,Rec,163,589,1542,GasA,TA,Y,SBrkr,2073,0,0,2073,1,0,2,0,3,1,TA,7,Min1,2,TA,Attchd,1978,Unf,2,500,TA,TA,Y,349,0,0,0,0,0,NA,MnPrv,NA,0,2,2010,WD,Normal,210000 +1458,70,RL,66,9042,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Crawfor,Norm,Norm,1Fam,2Story,7,9,1941,2006,Gable,CompShg,CemntBd,CmentBd,None,0,Ex,Gd,Stone,TA,Gd,No,GLQ,275,Unf,0,877,1152,GasA,Ex,Y,SBrkr,1188,1152,0,2340,0,0,2,0,4,1,Gd,9,Typ,2,Gd,Attchd,1941,RFn,1,252,TA,TA,Y,0,60,0,0,0,0,NA,GdPrv,Shed,2500,5,2010,WD,Normal,266500 +1459,20,RL,68,9717,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,6,1950,1996,Hip,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,Mn,GLQ,49,Rec,1029,0,1078,GasA,Gd,Y,FuseA,1078,0,0,1078,1,0,1,0,2,1,Gd,5,Typ,0,NA,Attchd,1950,Unf,1,240,TA,TA,Y,366,0,112,0,0,0,NA,NA,NA,0,4,2010,WD,Normal,142125 +1460,20,RL,75,9937,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1Story,5,6,1965,1965,Gable,CompShg,HdBoard,HdBoard,None,0,Gd,TA,CBlock,TA,TA,No,BLQ,830,LwQ,290,136,1256,GasA,Gd,Y,SBrkr,1256,0,0,1256,1,0,1,1,3,1,TA,6,Typ,0,NA,Attchd,1965,Fin,1,276,TA,TA,Y,736,68,0,0,0,0,NA,NA,NA,0,6,2008,WD,Normal,147500 diff --git a/data_description.txt b/data_description.txt new file mode 100644 index 0000000..cba0710 --- /dev/null +++ b/data_description.txt @@ -0,0 +1,523 @@ +MSSubClass: Identifies the type of dwelling involved in the sale. + + 20 1-STORY 1946 & NEWER ALL STYLES + 30 1-STORY 1945 & OLDER + 40 1-STORY W/FINISHED ATTIC ALL AGES + 45 1-1/2 STORY - UNFINISHED ALL AGES + 50 1-1/2 STORY FINISHED ALL AGES + 60 2-STORY 1946 & NEWER + 70 2-STORY 1945 & OLDER + 75 2-1/2 STORY ALL AGES + 80 SPLIT OR MULTI-LEVEL + 85 SPLIT FOYER + 90 DUPLEX - ALL STYLES AND AGES + 120 1-STORY PUD (Planned Unit Development) - 1946 & NEWER + 150 1-1/2 STORY PUD - ALL AGES + 160 2-STORY PUD - 1946 & NEWER + 180 PUD - MULTILEVEL - INCL SPLIT LEV/FOYER + 190 2 FAMILY CONVERSION - ALL STYLES AND AGES + +MSZoning: Identifies the general zoning classification of the sale. + + A Agriculture + C Commercial + FV Floating Village Residential + I Industrial + RH Residential High Density + RL Residential Low Density + RP Residential Low Density Park + RM Residential Medium Density + +LotFrontage: Linear feet of street connected to property + +LotArea: Lot size in square feet + +Street: Type of road access to property + + Grvl Gravel + Pave Paved + +Alley: Type of alley access to property + + Grvl Gravel + Pave Paved + NA No alley access + +LotShape: General shape of property + + Reg Regular + IR1 Slightly irregular + IR2 Moderately Irregular + IR3 Irregular + +LandContour: Flatness of the property + + Lvl Near Flat/Level + Bnk Banked - Quick and significant rise from street grade to building + HLS Hillside - Significant slope from side to side + Low Depression + +Utilities: Type of utilities available + + AllPub All public Utilities (E,G,W,& S) + NoSewr Electricity, Gas, and Water (Septic Tank) + NoSeWa Electricity and Gas Only + ELO Electricity only + +LotConfig: Lot configuration + + Inside Inside lot + Corner Corner lot + CulDSac Cul-de-sac + FR2 Frontage on 2 sides of property + FR3 Frontage on 3 sides of property + +LandSlope: Slope of property + + Gtl Gentle slope + Mod Moderate Slope + Sev Severe Slope + +Neighborhood: Physical locations within Ames city limits + + Blmngtn Bloomington Heights + Blueste Bluestem + BrDale Briardale + BrkSide Brookside + ClearCr Clear Creek + CollgCr College Creek + Crawfor Crawford + Edwards Edwards + Gilbert Gilbert + IDOTRR Iowa DOT and Rail Road + MeadowV Meadow Village + Mitchel Mitchell + Names North Ames + NoRidge Northridge + NPkVill Northpark Villa + NridgHt Northridge Heights + NWAmes Northwest Ames + OldTown Old Town + SWISU South & West of Iowa State University + Sawyer Sawyer + SawyerW Sawyer West + Somerst Somerset + StoneBr Stone Brook + Timber Timberland + Veenker Veenker + +Condition1: Proximity to various conditions + + Artery Adjacent to arterial street + Feedr Adjacent to feeder street + Norm Normal + RRNn Within 200' of North-South Railroad + RRAn Adjacent to North-South Railroad + PosN Near positive off-site feature--park, greenbelt, etc. + PosA Adjacent to postive off-site feature + RRNe Within 200' of East-West Railroad + RRAe Adjacent to East-West Railroad + +Condition2: Proximity to various conditions (if more than one is present) + + Artery Adjacent to arterial street + Feedr Adjacent to feeder street + Norm Normal + RRNn Within 200' of North-South Railroad + RRAn Adjacent to North-South Railroad + PosN Near positive off-site feature--park, greenbelt, etc. + PosA Adjacent to postive off-site feature + RRNe Within 200' of East-West Railroad + RRAe Adjacent to East-West Railroad + +BldgType: Type of dwelling + + 1Fam Single-family Detached + 2FmCon Two-family Conversion; originally built as one-family dwelling + Duplx Duplex + TwnhsE Townhouse End Unit + TwnhsI Townhouse Inside Unit + +HouseStyle: Style of dwelling + + 1Story One story + 1.5Fin One and one-half story: 2nd level finished + 1.5Unf One and one-half story: 2nd level unfinished + 2Story Two story + 2.5Fin Two and one-half story: 2nd level finished + 2.5Unf Two and one-half story: 2nd level unfinished + SFoyer Split Foyer + SLvl Split Level + +OverallQual: Rates the overall material and finish of the house + + 10 Very Excellent + 9 Excellent + 8 Very Good + 7 Good + 6 Above Average + 5 Average + 4 Below Average + 3 Fair + 2 Poor + 1 Very Poor + +OverallCond: Rates the overall condition of the house + + 10 Very Excellent + 9 Excellent + 8 Very Good + 7 Good + 6 Above Average + 5 Average + 4 Below Average + 3 Fair + 2 Poor + 1 Very Poor + +YearBuilt: Original construction date + +YearRemodAdd: Remodel date (same as construction date if no remodeling or additions) + +RoofStyle: Type of roof + + Flat Flat + Gable Gable + Gambrel Gabrel (Barn) + Hip Hip + Mansard Mansard + Shed Shed + +RoofMatl: Roof material + + ClyTile Clay or Tile + CompShg Standard (Composite) Shingle + Membran Membrane + Metal Metal + Roll Roll + Tar&Grv Gravel & Tar + WdShake Wood Shakes + WdShngl Wood Shingles + +Exterior1st: Exterior covering on house + + AsbShng Asbestos Shingles + AsphShn Asphalt Shingles + BrkComm Brick Common + BrkFace Brick Face + CBlock Cinder Block + CemntBd Cement Board + HdBoard Hard Board + ImStucc Imitation Stucco + MetalSd Metal Siding + Other Other + Plywood Plywood + PreCast PreCast + Stone Stone + Stucco Stucco + VinylSd Vinyl Siding + Wd Sdng Wood Siding + WdShing Wood Shingles + +Exterior2nd: Exterior covering on house (if more than one material) + + AsbShng Asbestos Shingles + AsphShn Asphalt Shingles + BrkComm Brick Common + BrkFace Brick Face + CBlock Cinder Block + CemntBd Cement Board + HdBoard Hard Board + ImStucc Imitation Stucco + MetalSd Metal Siding + Other Other + Plywood Plywood + PreCast PreCast + Stone Stone + Stucco Stucco + VinylSd Vinyl Siding + Wd Sdng Wood Siding + WdShing Wood Shingles + +MasVnrType: Masonry veneer type + + BrkCmn Brick Common + BrkFace Brick Face + CBlock Cinder Block + None None + Stone Stone + +MasVnrArea: Masonry veneer area in square feet + +ExterQual: Evaluates the quality of the material on the exterior + + Ex Excellent + Gd Good + TA Average/Typical + Fa Fair + Po Poor + +ExterCond: Evaluates the present condition of the material on the exterior + + Ex Excellent + Gd Good + TA Average/Typical + Fa Fair + Po Poor + +Foundation: Type of foundation + + BrkTil Brick & Tile + CBlock Cinder Block + PConc Poured Contrete + Slab Slab + Stone Stone + Wood Wood + +BsmtQual: Evaluates the height of the basement + + Ex Excellent (100+ inches) + Gd Good (90-99 inches) + TA Typical (80-89 inches) + Fa Fair (70-79 inches) + Po Poor (<70 inches + NA No Basement + +BsmtCond: Evaluates the general condition of the basement + + Ex Excellent + Gd Good + TA Typical - slight dampness allowed + Fa Fair - dampness or some cracking or settling + Po Poor - Severe cracking, settling, or wetness + NA No Basement + +BsmtExposure: Refers to walkout or garden level walls + + Gd Good Exposure + Av Average Exposure (split levels or foyers typically score average or above) + Mn Mimimum Exposure + No No Exposure + NA No Basement + +BsmtFinType1: Rating of basement finished area + + GLQ Good Living Quarters + ALQ Average Living Quarters + BLQ Below Average Living Quarters + Rec Average Rec Room + LwQ Low Quality + Unf Unfinshed + NA No Basement + +BsmtFinSF1: Type 1 finished square feet + +BsmtFinType2: Rating of basement finished area (if multiple types) + + GLQ Good Living Quarters + ALQ Average Living Quarters + BLQ Below Average Living Quarters + Rec Average Rec Room + LwQ Low Quality + Unf Unfinshed + NA No Basement + +BsmtFinSF2: Type 2 finished square feet + +BsmtUnfSF: Unfinished square feet of basement area + +TotalBsmtSF: Total square feet of basement area + +Heating: Type of heating + + Floor Floor Furnace + GasA Gas forced warm air furnace + GasW Gas hot water or steam heat + Grav Gravity furnace + OthW Hot water or steam heat other than gas + Wall Wall furnace + +HeatingQC: Heating quality and condition + + Ex Excellent + Gd Good + TA Average/Typical + Fa Fair + Po Poor + +CentralAir: Central air conditioning + + N No + Y Yes + +Electrical: Electrical system + + SBrkr Standard Circuit Breakers & Romex + FuseA Fuse Box over 60 AMP and all Romex wiring (Average) + FuseF 60 AMP Fuse Box and mostly Romex wiring (Fair) + FuseP 60 AMP Fuse Box and mostly knob & tube wiring (poor) + Mix Mixed + +1stFlrSF: First Floor square feet + +2ndFlrSF: Second floor square feet + +LowQualFinSF: Low quality finished square feet (all floors) + +GrLivArea: Above grade (ground) living area square feet + +BsmtFullBath: Basement full bathrooms + +BsmtHalfBath: Basement half bathrooms + +FullBath: Full bathrooms above grade + +HalfBath: Half baths above grade + +Bedroom: Bedrooms above grade (does NOT include basement bedrooms) + +Kitchen: Kitchens above grade + +KitchenQual: Kitchen quality + + Ex Excellent + Gd Good + TA Typical/Average + Fa Fair + Po Poor + +TotRmsAbvGrd: Total rooms above grade (does not include bathrooms) + +Functional: Home functionality (Assume typical unless deductions are warranted) + + Typ Typical Functionality + Min1 Minor Deductions 1 + Min2 Minor Deductions 2 + Mod Moderate Deductions + Maj1 Major Deductions 1 + Maj2 Major Deductions 2 + Sev Severely Damaged + Sal Salvage only + +Fireplaces: Number of fireplaces + +FireplaceQu: Fireplace quality + + Ex Excellent - Exceptional Masonry Fireplace + Gd Good - Masonry Fireplace in main level + TA Average - Prefabricated Fireplace in main living area or Masonry Fireplace in basement + Fa Fair - Prefabricated Fireplace in basement + Po Poor - Ben Franklin Stove + NA No Fireplace + +GarageType: Garage location + + 2Types More than one type of garage + Attchd Attached to home + Basment Basement Garage + BuiltIn Built-In (Garage part of house - typically has room above garage) + CarPort Car Port + Detchd Detached from home + NA No Garage + +GarageYrBlt: Year garage was built + +GarageFinish: Interior finish of the garage + + Fin Finished + RFn Rough Finished + Unf Unfinished + NA No Garage + +GarageCars: Size of garage in car capacity + +GarageArea: Size of garage in square feet + +GarageQual: Garage quality + + Ex Excellent + Gd Good + TA Typical/Average + Fa Fair + Po Poor + NA No Garage + +GarageCond: Garage condition + + Ex Excellent + Gd Good + TA Typical/Average + Fa Fair + Po Poor + NA No Garage + +PavedDrive: Paved driveway + + Y Paved + P Partial Pavement + N Dirt/Gravel + +WoodDeckSF: Wood deck area in square feet + +OpenPorchSF: Open porch area in square feet + +EnclosedPorch: Enclosed porch area in square feet + +3SsnPorch: Three season porch area in square feet + +ScreenPorch: Screen porch area in square feet + +PoolArea: Pool area in square feet + +PoolQC: Pool quality + + Ex Excellent + Gd Good + TA Average/Typical + Fa Fair + NA No Pool + +Fence: Fence quality + + GdPrv Good Privacy + MnPrv Minimum Privacy + GdWo Good Wood + MnWw Minimum Wood/Wire + NA No Fence + +MiscFeature: Miscellaneous feature not covered in other categories + + Elev Elevator + Gar2 2nd Garage (if not described in garage section) + Othr Other + Shed Shed (over 100 SF) + TenC Tennis Court + NA None + +MiscVal: $Value of miscellaneous feature + +MoSold: Month Sold (MM) + +YrSold: Year Sold (YYYY) + +SaleType: Type of sale + + WD Warranty Deed - Conventional + CWD Warranty Deed - Cash + VWD Warranty Deed - VA Loan + New Home just constructed and sold + COD Court Officer Deed/Estate + Con Contract 15% Down payment regular terms + ConLw Contract Low Down payment and low interest + ConLI Contract Low Interest + ConLD Contract Low Down + Oth Other + +SaleCondition: Condition of sale + + Normal Normal Sale + Abnorml Abnormal Sale - trade, foreclosure, short sale + AdjLand Adjoining Land Purchase + Alloca Allocation - two linked properties with separate deeds, typically condo with a garage unit + Family Sale between family members + Partial Home was not completed when last assessed (associated with New Homes) diff --git a/statistical-analysis.ipynb b/statistical-analysis.ipynb new file mode 100644 index 0000000..701cc5b --- /dev/null +++ b/statistical-analysis.ipynb @@ -0,0 +1,6756 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1733, + "id": "19f78e94-3775-4215-bfde-ace1ba3869e6", + "metadata": {}, + "outputs": [], + "source": [ + "import pandas as pd\n", + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "import statsmodels.api as sm\n", + "from statsmodels.formula.api import ols\n", + "import seaborn as sns\n", + "from fast_ml.utilities import display_all\n", + "from fast_ml.feature_selection import get_duplicate_features\n", + "from fast_ml.feature_selection import get_constant_features\n", + "from sklearn.linear_model import LinearRegression\n", + "from scipy.stats import chi2_contingency\n", + "from sklearn.preprocessing import StandardScaler\n", + "from sklearn.model_selection import train_test_split" + ] + }, + { + "cell_type": "code", + "execution_count": 1587, + "id": "9b3e51ca-be71-4a35-821b-16466a7a6d2b", + "metadata": {}, + "outputs": [], + "source": [ + "df = pd.read_csv('HousingData.csv')" + ] + }, + { + "cell_type": "code", + "execution_count": 1588, + "id": "197a4f7e-eb94-4a17-aebb-e2fe80bcd7e3", + "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": 1588, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 1589, + "id": "ba77320d-e2d5-4360-8c47-2d4423a5f601", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "RangeIndex: 1460 entries, 0 to 1459\n", + "Data columns (total 81 columns):\n", + " # Column Non-Null Count Dtype \n", + "--- ------ -------------- ----- \n", + " 0 Id 1460 non-null int64 \n", + " 1 MSSubClass 1460 non-null int64 \n", + " 2 MSZoning 1460 non-null object \n", + " 3 LotFrontage 1201 non-null float64\n", + " 4 LotArea 1460 non-null int64 \n", + " 5 Street 1460 non-null object \n", + " 6 Alley 91 non-null object \n", + " 7 LotShape 1460 non-null object \n", + " 8 LandContour 1460 non-null object \n", + " 9 Utilities 1460 non-null object \n", + " 10 LotConfig 1460 non-null object \n", + " 11 LandSlope 1460 non-null object \n", + " 12 Neighborhood 1460 non-null object \n", + " 13 Condition1 1460 non-null object \n", + " 14 Condition2 1460 non-null object \n", + " 15 BldgType 1460 non-null object \n", + " 16 HouseStyle 1460 non-null object \n", + " 17 OverallQual 1460 non-null int64 \n", + " 18 OverallCond 1460 non-null int64 \n", + " 19 YearBuilt 1460 non-null int64 \n", + " 20 YearRemodAdd 1460 non-null int64 \n", + " 21 RoofStyle 1460 non-null object \n", + " 22 RoofMatl 1460 non-null object \n", + " 23 Exterior1st 1460 non-null object \n", + " 24 Exterior2nd 1460 non-null object \n", + " 25 MasVnrType 1452 non-null object \n", + " 26 MasVnrArea 1452 non-null float64\n", + " 27 ExterQual 1460 non-null object \n", + " 28 ExterCond 1460 non-null object \n", + " 29 Foundation 1460 non-null object \n", + " 30 BsmtQual 1423 non-null object \n", + " 31 BsmtCond 1423 non-null object \n", + " 32 BsmtExposure 1422 non-null object \n", + " 33 BsmtFinType1 1423 non-null object \n", + " 34 BsmtFinSF1 1460 non-null int64 \n", + " 35 BsmtFinType2 1422 non-null object \n", + " 36 BsmtFinSF2 1460 non-null int64 \n", + " 37 BsmtUnfSF 1460 non-null int64 \n", + " 38 TotalBsmtSF 1460 non-null int64 \n", + " 39 Heating 1460 non-null object \n", + " 40 HeatingQC 1460 non-null object \n", + " 41 CentralAir 1460 non-null object \n", + " 42 Electrical 1459 non-null object \n", + " 43 1stFlrSF 1460 non-null int64 \n", + " 44 2ndFlrSF 1460 non-null int64 \n", + " 45 LowQualFinSF 1460 non-null int64 \n", + " 46 GrLivArea 1460 non-null int64 \n", + " 47 BsmtFullBath 1460 non-null int64 \n", + " 48 BsmtHalfBath 1460 non-null int64 \n", + " 49 FullBath 1460 non-null int64 \n", + " 50 HalfBath 1460 non-null int64 \n", + " 51 BedroomAbvGr 1460 non-null int64 \n", + " 52 KitchenAbvGr 1460 non-null int64 \n", + " 53 KitchenQual 1460 non-null object \n", + " 54 TotRmsAbvGrd 1460 non-null int64 \n", + " 55 Functional 1460 non-null object \n", + " 56 Fireplaces 1460 non-null int64 \n", + " 57 FireplaceQu 770 non-null object \n", + " 58 GarageType 1379 non-null object \n", + " 59 GarageYrBlt 1379 non-null float64\n", + " 60 GarageFinish 1379 non-null object \n", + " 61 GarageCars 1460 non-null int64 \n", + " 62 GarageArea 1460 non-null int64 \n", + " 63 GarageQual 1379 non-null object \n", + " 64 GarageCond 1379 non-null object \n", + " 65 PavedDrive 1460 non-null object \n", + " 66 WoodDeckSF 1460 non-null int64 \n", + " 67 OpenPorchSF 1460 non-null int64 \n", + " 68 EnclosedPorch 1460 non-null int64 \n", + " 69 3SsnPorch 1460 non-null int64 \n", + " 70 ScreenPorch 1460 non-null int64 \n", + " 71 PoolArea 1460 non-null int64 \n", + " 72 PoolQC 7 non-null object \n", + " 73 Fence 281 non-null object \n", + " 74 MiscFeature 54 non-null object \n", + " 75 MiscVal 1460 non-null int64 \n", + " 76 MoSold 1460 non-null int64 \n", + " 77 YrSold 1460 non-null int64 \n", + " 78 SaleType 1460 non-null object \n", + " 79 SaleCondition 1460 non-null object \n", + " 80 SalePrice 1460 non-null int64 \n", + "dtypes: float64(3), int64(35), object(43)\n", + "memory usage: 924.0+ KB\n" + ] + } + ], + "source": [ + "df.info()" + ] + }, + { + "cell_type": "markdown", + "id": "de074d6a-e4f5-4139-a8c1-54436ba430c0", + "metadata": {}, + "source": [ + "### We will try to eliminate columns which do not have a big impact on SalePrice, first, the categorical variables" + ] + }, + { + "cell_type": "code", + "execution_count": 1590, + "id": "37456d57-421b-4bc9-8b9e-cf874e29a15c", + "metadata": {}, + "outputs": [], + "source": [ + "cat_ps = []\n", + "for col in df.select_dtypes('object').columns.to_list():\n", + " model = ols(f'SalePrice ~ {col}', data = df).fit()\n", + " cat_ps.append(sm.stats.anova_lm(model).loc[col])" + ] + }, + { + "cell_type": "code", + "execution_count": 1591, + "id": "a4a92423-0f90-437d-82bc-8f25c38b37ce", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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PR(>F)
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IdMSSubClassLotFrontageLotAreaOverallQualOverallCondYearBuiltYearRemodAddMasVnrAreaBsmtFinSF1...WoodDeckSFOpenPorchSFEnclosedPorch3SsnPorchScreenPorchPoolAreaMiscValMoSoldYrSoldSalePrice
count1460.0000001460.0000001201.0000001460.0000001460.0000001460.0000001460.0000001460.0000001452.0000001460.000000...1460.0000001460.0000001460.0000001460.0000001460.0000001460.0000001460.0000001460.0000001460.0000001460.000000
mean730.50000056.89726070.04995810516.8280826.0993155.5753421971.2678081984.865753103.685262443.639726...94.24452146.66027421.9541103.40958915.0609592.75890443.4890416.3219182007.815753180921.195890
std421.61000942.30057124.2847529981.2649321.3829971.11279930.20290420.645407181.066207456.098091...125.33879466.25602861.11914929.31733155.75741540.177307496.1230242.7036261.32809579442.502883
min1.00000020.00000021.0000001300.0000001.0000001.0000001872.0000001950.0000000.0000000.000000...0.0000000.0000000.0000000.0000000.0000000.0000000.0000001.0000002006.00000034900.000000
25%365.75000020.00000059.0000007553.5000005.0000005.0000001954.0000001967.0000000.0000000.000000...0.0000000.0000000.0000000.0000000.0000000.0000000.0000005.0000002007.000000129975.000000
50%730.50000050.00000069.0000009478.5000006.0000005.0000001973.0000001994.0000000.000000383.500000...0.00000025.0000000.0000000.0000000.0000000.0000000.0000006.0000002008.000000163000.000000
75%1095.25000070.00000080.00000011601.5000007.0000006.0000002000.0000002004.000000166.000000712.250000...168.00000068.0000000.0000000.0000000.0000000.0000000.0000008.0000002009.000000214000.000000
max1460.000000190.000000313.000000215245.00000010.0000009.0000002010.0000002010.0000001600.0000005644.000000...857.000000547.000000552.000000508.000000480.000000738.00000015500.00000012.0000002010.000000755000.000000
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8 rows × 38 columns

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" + ], + "text/plain": [ + " Id MSSubClass LotFrontage LotArea OverallQual \\\n", + "count 1460.000000 1460.000000 1201.000000 1460.000000 1460.000000 \n", + "mean 730.500000 56.897260 70.049958 10516.828082 6.099315 \n", + "std 421.610009 42.300571 24.284752 9981.264932 1.382997 \n", + "min 1.000000 20.000000 21.000000 1300.000000 1.000000 \n", + "25% 365.750000 20.000000 59.000000 7553.500000 5.000000 \n", + "50% 730.500000 50.000000 69.000000 9478.500000 6.000000 \n", + "75% 1095.250000 70.000000 80.000000 11601.500000 7.000000 \n", + "max 1460.000000 190.000000 313.000000 215245.000000 10.000000 \n", + "\n", + " OverallCond YearBuilt YearRemodAdd MasVnrArea BsmtFinSF1 ... \\\n", + "count 1460.000000 1460.000000 1460.000000 1452.000000 1460.000000 ... \n", + "mean 5.575342 1971.267808 1984.865753 103.685262 443.639726 ... \n", + "std 1.112799 30.202904 20.645407 181.066207 456.098091 ... \n", + "min 1.000000 1872.000000 1950.000000 0.000000 0.000000 ... \n", + "25% 5.000000 1954.000000 1967.000000 0.000000 0.000000 ... \n", + "50% 5.000000 1973.000000 1994.000000 0.000000 383.500000 ... \n", + "75% 6.000000 2000.000000 2004.000000 166.000000 712.250000 ... \n", + "max 9.000000 2010.000000 2010.000000 1600.000000 5644.000000 ... \n", + "\n", + " WoodDeckSF OpenPorchSF EnclosedPorch 3SsnPorch ScreenPorch \\\n", + "count 1460.000000 1460.000000 1460.000000 1460.000000 1460.000000 \n", + "mean 94.244521 46.660274 21.954110 3.409589 15.060959 \n", + "std 125.338794 66.256028 61.119149 29.317331 55.757415 \n", + "min 0.000000 0.000000 0.000000 0.000000 0.000000 \n", + "25% 0.000000 0.000000 0.000000 0.000000 0.000000 \n", + "50% 0.000000 25.000000 0.000000 0.000000 0.000000 \n", + "75% 168.000000 68.000000 0.000000 0.000000 0.000000 \n", + "max 857.000000 547.000000 552.000000 508.000000 480.000000 \n", + "\n", + " PoolArea MiscVal MoSold YrSold SalePrice \n", + "count 1460.000000 1460.000000 1460.000000 1460.000000 1460.000000 \n", + "mean 2.758904 43.489041 6.321918 2007.815753 180921.195890 \n", + "std 40.177307 496.123024 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 738.000000 15500.000000 12.000000 2010.000000 755000.000000 \n", + "\n", + "[8 rows x 38 columns]" + ] + }, + "execution_count": 1594, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df.describe()" + ] + }, + { + "cell_type": "code", + "execution_count": 1595, + "id": "92d940c4-d19b-4eaa-b89f-c5fac080322a", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "BsmtFinSF2 -0.011378\n", + "BsmtHalfBath -0.016844\n", + "MiscVal -0.021190\n", + "Id -0.021917\n", + "LowQualFinSF -0.025606\n", + "YrSold -0.028923\n", + "3SsnPorch 0.044584\n", + "MoSold 0.046432\n", + "OverallCond -0.077856\n", + "MSSubClass -0.084284\n", + "PoolArea 0.092404\n", + "ScreenPorch 0.111447\n", + "EnclosedPorch -0.128578\n", + "KitchenAbvGr -0.135907\n", + "BedroomAbvGr 0.168213\n", + "BsmtUnfSF 0.214479\n", + "BsmtFullBath 0.227122\n", + "LotArea 0.263843\n", + "HalfBath 0.284108\n", + "OpenPorchSF 0.315856\n", + "2ndFlrSF 0.319334\n", + "WoodDeckSF 0.324413\n", + "LotFrontage 0.351799\n", + "BsmtFinSF1 0.386420\n", + "Fireplaces 0.466929\n", + "MasVnrArea 0.477493\n", + "GarageYrBlt 0.486362\n", + "YearRemodAdd 0.507101\n", + "YearBuilt 0.522897\n", + "TotRmsAbvGrd 0.533723\n", + "FullBath 0.560664\n", + "1stFlrSF 0.605852\n", + "TotalBsmtSF 0.613581\n", + "GarageArea 0.623431\n", + "GarageCars 0.640409\n", + "GrLivArea 0.708624\n", + "OverallQual 0.790982\n", + "SalePrice 1.000000\n", + "Name: SalePrice, dtype: float64" + ] + }, + "execution_count": 1595, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "corrs = df.corr()['SalePrice']\n", + "order = corrs.map(lambda x : abs(x)).sort_values()\n", + "corrs[order.index]" + ] + }, + { + "cell_type": "code", + "execution_count": 1596, + "id": "fdc7053c-fd55-4288-8cae-5dcc1cd062b8", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "BsmtFinSF2 0.011378\n", + "BsmtHalfBath 0.016844\n", + "MiscVal 0.021190\n", + "Id 0.021917\n", + "LowQualFinSF 0.025606\n", + "YrSold 0.028923\n", + "3SsnPorch 0.044584\n", + "MoSold 0.046432\n", + "OverallCond 0.077856\n", + "MSSubClass 0.084284\n", + "PoolArea 0.092404\n", + "ScreenPorch 0.111447\n", + "EnclosedPorch 0.128578\n", + "KitchenAbvGr 0.135907\n", + "BedroomAbvGr 0.168213\n", + "BsmtUnfSF 0.214479\n", + "BsmtFullBath 0.227122\n", + "LotArea 0.263843\n", + "HalfBath 0.284108\n", + "OpenPorchSF 0.315856\n", + "2ndFlrSF 0.319334\n", + "WoodDeckSF 0.324413\n", + "LotFrontage 0.351799\n", + "BsmtFinSF1 0.386420\n", + "Fireplaces 0.466929\n", + "MasVnrArea 0.477493\n", + "GarageYrBlt 0.486362\n", + "YearRemodAdd 0.507101\n", + "YearBuilt 0.522897\n", + "TotRmsAbvGrd 0.533723\n", + "FullBath 0.560664\n", + "1stFlrSF 0.605852\n", + "TotalBsmtSF 0.613581\n", + "GarageArea 0.623431\n", + "GarageCars 0.640409\n", + "GrLivArea 0.708624\n", + "OverallQual 0.790982\n", + "SalePrice 1.000000\n", + "Name: SalePrice, dtype: float64" + ] + }, + "execution_count": 1596, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "order" + ] + }, + { + "cell_type": "code", + "execution_count": 1597, + "id": "2cd69535-d847-42d5-92a7-b0f14a21ba94", + "metadata": {}, + "outputs": [], + "source": [ + "### First, we will discard columns that have an absolute value of correlation coefficient below 0.4" + ] + }, + { + "cell_type": "code", + "execution_count": 1598, + "id": "e61532a8-c5ad-4db6-9981-033663d0b4b7", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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YrSoldMoSoldSalePrice
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1460 rows × 3 columns

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" + ], + "text/plain": [ + " YrSold MoSold SalePrice\n", + "0 2008 2 208500\n", + "1 2007 5 181500\n", + "2 2008 9 223500\n", + "3 2006 2 140000\n", + "4 2008 12 250000\n", + "... ... ... ...\n", + "1455 2007 8 175000\n", + "1456 2010 2 210000\n", + "1457 2010 5 266500\n", + "1458 2010 4 142125\n", + "1459 2008 6 147500\n", + "\n", + "[1460 rows x 3 columns]" + ] + }, + "execution_count": 1598, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Let's keep MoSold and YrSold on another DataFrame in case we do a time series analysis later\n", + "df_time = df[['YrSold','MoSold','SalePrice']]\n", + "df_time" + ] + }, + { + "cell_type": "code", + "execution_count": 1599, + "id": "9a8276c4-11c2-4048-9236-32f033bba39c", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "['KitchenAbvGr',\n", + " 'EnclosedPorch',\n", + " 'MSSubClass',\n", + " 'OverallCond',\n", + " 'YrSold',\n", + " 'LowQualFinSF',\n", + " 'Id',\n", + " 'MiscVal',\n", + " 'BsmtFinSF2',\n", + " '3SsnPorch',\n", + " 'MoSold',\n", + " 'PoolArea',\n", + " 'ScreenPorch',\n", + " 'BedroomAbvGr',\n", + " 'BsmtUnfSF',\n", + " 'LotArea',\n", + " 'OpenPorchSF',\n", + " '2ndFlrSF',\n", + " 'WoodDeckSF',\n", + " 'LotFrontage',\n", + " 'BsmtFinSF1']" + ] + }, + "execution_count": 1599, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "useless_num_columns = corrs[0.4>abs(corrs)].sort_values().index.to_list()\n", + "useless_num_columns.remove('HalfBath')\n", + "useless_num_columns.remove('BsmtHalfBath')\n", + "useless_num_columns.remove('BsmtFullBath')\n", + "useless_num_columns" + ] + }, + { + "cell_type": "code", + "execution_count": 1600, + "id": "1eb13431-bbff-4c8f-8f4e-564af71f2470", + "metadata": {}, + "outputs": [], + "source": [ + "df.drop(useless_num_columns, axis=1, inplace=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 1601, + "id": "abdb8241-12e4-4806-8aa0-07df51370a39", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots(figsize=(10,6))\n", + "sns.heatmap(df.corr(), annot=True)\n", + "plt.title('Correlation Matrix')\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "b4a4e215-b489-4b18-96a0-2eb92c702575", + "metadata": {}, + "source": [ + "### After continuing, a bit of NaN cleaning" + ] + }, + { + "cell_type": "markdown", + "id": "0a1b4bf0-38a3-4ff3-a754-54e5fdc596fa", + "metadata": {}, + "source": [ + "We made the previous step first because those variables probably contained a lot of NaNs anyway, so it was pointless to spend any time fixing them if they were irrelevant" + ] + }, + { + "cell_type": "code", + "execution_count": 1602, + "id": "1e29a9c3-38de-4e91-8df9-2067b1f71860", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Alley 1369\n", + "Fence 1179\n", + "FireplaceQu 690\n", + "GarageType 81\n", + "GarageYrBlt 81\n", + "GarageFinish 81\n", + "GarageQual 81\n", + "GarageCond 81\n", + "BsmtExposure 38\n", + "BsmtFinType2 38\n", + "BsmtQual 37\n", + "BsmtCond 37\n", + "BsmtFinType1 37\n", + "MasVnrType 8\n", + "MasVnrArea 8\n", + "Electrical 1\n", + "dtype: int64" + ] + }, + "execution_count": 1602, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df_nans = df.isna().sum()[df.isna().sum()>0].sort_values(ascending=False)\n", + "df_nans" + ] + }, + { + "cell_type": "markdown", + "id": "68ef4017-8311-426c-ace5-7822762f0e81", + "metadata": {}, + "source": [ + "Let's keep the ones that look interesting so we can evaluate them with the rest later" + ] + }, + { + "cell_type": "code", + "execution_count": 1603, + "id": "7bc28456-057d-4b87-a28f-b84a954fdabd", + "metadata": { + "tags": [] + }, + "outputs": [], + "source": [ + "df_nans.drop('BsmtQual',inplace=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 1604, + "id": "ad6fbbbc-cd7d-4d33-befe-1e6e57cd2614", + "metadata": { + "tags": [] + }, + "outputs": [], + "source": [ + "df_nans.drop('BsmtCond',inplace=True)" + ] + }, + { + "cell_type": "markdown", + "id": "1fd11885-8460-4e02-bf7f-01fe24638e38", + "metadata": {}, + "source": [ + "The Masonry thing looks interesting so let's keep it for now" + ] + }, + { + "cell_type": "code", + "execution_count": 1605, + "id": "c3975076-5fa2-4d3e-8eef-d7a7eee57869", + "metadata": {}, + "outputs": [], + "source": [ + "df_nans.drop('MasVnrArea',inplace=True)\n", + "df_nans.drop('MasVnrType',inplace=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 1606, + "id": "0e76d83b-a44c-429e-92a7-e292c4e04c8c", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Alley 1369\n", + "Fence 1179\n", + "FireplaceQu 690\n", + "GarageType 81\n", + "GarageYrBlt 81\n", + "GarageFinish 81\n", + "GarageQual 81\n", + "GarageCond 81\n", + "BsmtExposure 38\n", + "BsmtFinType2 38\n", + "BsmtFinType1 37\n", + "Electrical 1\n", + "dtype: int64" + ] + }, + "execution_count": 1606, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df_nans" + ] + }, + { + "cell_type": "code", + "execution_count": 1607, + "id": "c841423b-097f-4de3-aaea-e305b3f67cd8", + "metadata": {}, + "outputs": [], + "source": [ + "# Now let's remove them for good\n", + "df.drop(df_nans.index, inplace=True,axis=1)" + ] + }, + { + "cell_type": "code", + "execution_count": 1608, + "id": "e8505d3e-d36a-4902-981d-28f9c0f6afe1", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "RangeIndex: 1460 entries, 0 to 1459\n", + "Data columns (total 43 columns):\n", + " # Column Non-Null Count Dtype \n", + "--- ------ -------------- ----- \n", + " 0 MSZoning 1460 non-null object \n", + " 1 LotShape 1460 non-null object \n", + " 2 LandContour 1460 non-null object \n", + " 3 LotConfig 1460 non-null object \n", + " 4 Neighborhood 1460 non-null object \n", + " 5 Condition1 1460 non-null object \n", + " 6 Condition2 1460 non-null object \n", + " 7 BldgType 1460 non-null object \n", + " 8 HouseStyle 1460 non-null object \n", + " 9 OverallQual 1460 non-null int64 \n", + " 10 YearBuilt 1460 non-null int64 \n", + " 11 YearRemodAdd 1460 non-null int64 \n", + " 12 RoofStyle 1460 non-null object \n", + " 13 RoofMatl 1460 non-null object \n", + " 14 Exterior1st 1460 non-null object \n", + " 15 Exterior2nd 1460 non-null object \n", + " 16 MasVnrType 1452 non-null object \n", + " 17 MasVnrArea 1452 non-null float64\n", + " 18 ExterQual 1460 non-null object \n", + " 19 ExterCond 1460 non-null object \n", + " 20 Foundation 1460 non-null object \n", + " 21 BsmtQual 1423 non-null object \n", + " 22 BsmtCond 1423 non-null object \n", + " 23 TotalBsmtSF 1460 non-null int64 \n", + " 24 Heating 1460 non-null object \n", + " 25 HeatingQC 1460 non-null object \n", + " 26 CentralAir 1460 non-null object \n", + " 27 1stFlrSF 1460 non-null int64 \n", + " 28 GrLivArea 1460 non-null int64 \n", + " 29 BsmtFullBath 1460 non-null int64 \n", + " 30 BsmtHalfBath 1460 non-null int64 \n", + " 31 FullBath 1460 non-null int64 \n", + " 32 HalfBath 1460 non-null int64 \n", + " 33 KitchenQual 1460 non-null object \n", + " 34 TotRmsAbvGrd 1460 non-null int64 \n", + " 35 Functional 1460 non-null object \n", + " 36 Fireplaces 1460 non-null int64 \n", + " 37 GarageCars 1460 non-null int64 \n", + " 38 GarageArea 1460 non-null int64 \n", + " 39 PavedDrive 1460 non-null object \n", + " 40 SaleType 1460 non-null object \n", + " 41 SaleCondition 1460 non-null object \n", + " 42 SalePrice 1460 non-null int64 \n", + "dtypes: float64(1), int64(15), object(27)\n", + "memory usage: 490.6+ KB\n" + ] + } + ], + "source": [ + "df.info()" + ] + }, + { + "cell_type": "markdown", + "id": "e01c6997-3dbf-44ef-8210-675a3817c3a4", + "metadata": {}, + "source": [ + "We have narrowed it down to 39 columns we can now start looking at some that might be redundant, let's bring the correlation matrix back and also use a bit of common sense" + ] + }, + { + "cell_type": "markdown", + "id": "adc8d8f5-ff18-41b9-82c8-5bf3351e5833", + "metadata": {}, + "source": [ + "### But first, a look at the target variable distribution itself" + ] + }, + { + "cell_type": "markdown", + "id": "8997d3c9-3f37-4905-8366-5e1e5f638611", + "metadata": {}, + "source": [ + "Let's remember that at the end of the day, we want to create a linear regression model which makes a few assumptions, one of them being that the data is more or less distributed normally" + ] + }, + { + "cell_type": "markdown", + "id": "fda425d3-b4db-44cc-9dea-bde99878281b", + "metadata": {}, + "source": [ + "We can see, for example, that GarageCars and Garage Area are closely correlated. This makes sense because the area of the garage directly affects how many cars you can fit in it. This makes having both columns a bit redundant. This logic follows for some for some of the other closely correlated columns on this chart." + ] + }, + { + "cell_type": "code", + "execution_count": 1609, + "id": "183f6408-bd91-4182-92dc-dfa753880b6b", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "sns.histplot(df.SalePrice,kde=True,fill=True)\n", + "plt.xlabel('SalePrice')\n", + "plt.ylabel('Frequency')\n", + "plt.title('How is the SalesPrice Distributed?')\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 1610, + "id": "c72e75d7-15d1-4a18-b215-48cd52e9c7f2", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "1.8828757597682129" + ] + }, + "execution_count": 1610, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df.SalePrice.skew()" + ] + }, + { + "cell_type": "markdown", + "id": "0c73922b-05ab-40f6-a28a-40dfd5eda0d6", + "metadata": {}, + "source": [ + "We can see that is it approaches a normal distribution but is slightly skewed to the left, let's try the log approach to see if we can reduce the skew" + ] + }, + { + "cell_type": "code", + "execution_count": 1611, + "id": "e7959855-54b1-49cb-971c-738fa3f55fc8", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "sns.histplot(np.log(df.SalePrice),kde=True,fill=True)\n", + "plt.xlabel('SalePrice')\n", + "plt.ylabel('Frequency')\n", + "plt.title('How is the SalesPrice Distributed?')\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 1612, + "id": "2016dc72-21ff-4ee0-9cc1-979415b08f01", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "0.12133506220520406" + ] + }, + "execution_count": 1612, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df['logSalePrice']= np.log(df.SalePrice)\n", + "df.logSalePrice.skew()" + ] + }, + { + "cell_type": "markdown", + "id": "f9313a13-2045-49d3-b0a7-ae911e4d7868", + "metadata": {}, + "source": [ + "This look much better, and the skew function also got a significantly lower value, so let's use this target statistic from now on" + ] + }, + { + "cell_type": "code", + "execution_count": 1613, + "id": "22245d0f-6b85-43d5-8a3a-68ca92ab3ee2", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots(figsize=(10,6))\n", + "sns.heatmap(df.corr(), annot=True)\n", + "plt.title('Correlation Matrix')\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "4f977232-828e-46c1-9b04-0bff23571e96", + "metadata": {}, + "source": [ + "Some columns present a high correlation coefficient, and we can see that it may be because of redundant information. For example, GarageCars and GarageArea are clearly highly dependent. Let's eliminate such cases where the information might be redundant in these numerical variables. " + ] + }, + { + "cell_type": "code", + "execution_count": 1614, + "id": "c9fb1239-6626-4646-8874-ddf444008a6c", + "metadata": {}, + "outputs": [], + "source": [ + "df.drop('GarageCars',inplace=True,axis=1)" + ] + }, + { + "cell_type": "code", + "execution_count": 1615, + "id": "7d3457b7-559f-4f96-973f-b82d8dcc60f5", + "metadata": {}, + "outputs": [], + "source": [ + "df.drop('TotRmsAbvGrd',inplace=True,axis=1)" + ] + }, + { + "cell_type": "markdown", + "id": "51311ac9-b48d-4d26-8cc8-f47b7e49d656", + "metadata": {}, + "source": [ + "Let's do some due dilligence on constant and duplicate features" + ] + }, + { + "cell_type": "code", + "execution_count": 1616, + "id": "3fb55458-196e-4da4-a2f9-812040a9358d", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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Descfeature1feature2
0Duplicate IndexSalePricelogSalePrice
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" + ], + "text/plain": [ + " Desc feature1 feature2\n", + "0 Duplicate Index SalePrice logSalePrice" + ] + }, + "execution_count": 1616, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "duplicate_features = get_duplicate_features(df)\n", + "duplicate_features" + ] + }, + { + "cell_type": "markdown", + "id": "0bb541f8-50ea-4291-b6a2-9d9e7dee59f0", + "metadata": {}, + "source": [ + "Let's eliminate SalePrice already" + ] + }, + { + "cell_type": "code", + "execution_count": 1617, + "id": "7992bed7-925b-4481-9b88-eb9041cf74aa", + "metadata": {}, + "outputs": [], + "source": [ + "df.drop('SalePrice',inplace=True,axis=1)" + ] + }, + { + "cell_type": "markdown", + "id": "33fb5b3a-bc3b-4357-93c5-1ce25897190a", + "metadata": {}, + "source": [ + "Now we look for constant features" + ] + }, + { + "cell_type": "code", + "execution_count": 1618, + "id": "845caed4-dbdc-46ae-b9a9-a8f188a295f7", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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DescVarValuePerc
\n", + "
" + ], + "text/plain": [ + "Empty DataFrame\n", + "Columns: [Desc, Var, Value, Perc]\n", + "Index: []" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "constant_features = get_constant_features(df)\n", + "display_all(constant_features)" + ] + }, + { + "cell_type": "markdown", + "id": "45fc40f9-f01a-450b-8c31-d7a483838df5", + "metadata": {}, + "source": [ + "Now that we have considerably less columns, let's add the ones we are sure we want to keep to another DataFrame and erase them from the original one" + ] + }, + { + "cell_type": "markdown", + "id": "b60ad59c-ae6d-41b7-906a-3779883d8d00", + "metadata": {}, + "source": [ + "First, for the numerical variables, let's bring the correlation ranking back:" + ] + }, + { + "cell_type": "code", + "execution_count": 1619, + "id": "31c3f4a7-df6e-4d58-b5a0-b00018aa3ad1", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "BsmtHalfBath -0.005149\n", + "BsmtFullBath 0.236224\n", + "HalfBath 0.313982\n", + "MasVnrArea 0.430809\n", + "Fireplaces 0.489449\n", + "YearRemodAdd 0.565608\n", + "YearBuilt 0.586570\n", + "FullBath 0.594771\n", + "1stFlrSF 0.596981\n", + "TotalBsmtSF 0.612134\n", + "GarageArea 0.650888\n", + "GrLivArea 0.700927\n", + "OverallQual 0.817184\n", + "logSalePrice 1.000000\n", + "Name: logSalePrice, dtype: float64" + ] + }, + "execution_count": 1619, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "corrs = df.corr()['logSalePrice']\n", + "order = corrs.map(lambda x : abs(x)).sort_values()\n", + "corrs[order.index]" + ] + }, + { + "cell_type": "code", + "execution_count": 1620, + "id": "cacce689-af71-4501-b811-42a9ea91e89c", + "metadata": {}, + "outputs": [], + "source": [ + "df_X = df[['OverallQual','GrLivArea','GarageArea','TotalBsmtSF','1stFlrSF','FullBath','YearBuilt','YearRemodAdd','HalfBath','BsmtFullBath','BsmtHalfBath']].copy()" + ] + }, + { + "cell_type": "code", + "execution_count": 1621, + "id": "4f36d60c-31ab-465d-968b-3f082ad45825", + "metadata": {}, + "outputs": [], + "source": [ + "df.drop(df_X.columns,inplace=True,axis=1)" + ] + }, + { + "cell_type": "markdown", + "id": "e2a5f80f-f38b-4e6f-94a8-b4de047bc4ed", + "metadata": {}, + "source": [ + "Note that this does not mean that we are not keeping the ones still in df, just that we are sure we are keeping the others so it will be easier to visualize once we have less columns to worry about" + ] + }, + { + "cell_type": "markdown", + "id": "25fb0c54-403c-4a91-87d0-487cb4419c73", + "metadata": {}, + "source": [ + "Now let's explore some of the categorical variables we want to keep, and if so, let's see what technique we should use to make them numerical." + ] + }, + { + "cell_type": "code", + "execution_count": 1622, + "id": "6353e244-0b99-42ce-94c7-ea5a5966902e", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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PR(>F)
Neighborhood4.043304e-243
ExterQual6.935425e-195
KitchenQual4.441486e-187
BsmtQual1.481415e-175
Foundation1.350671e-111
HeatingQC1.614882e-82
MasVnrType7.806731e-67
MSZoning1.021343e-59
Exterior1st1.053128e-53
Exterior2nd2.429938e-49
CentralAir9.855628e-44
SaleCondition1.689708e-41
SaleType5.497893e-36
PavedDrive1.090995e-31
HouseStyle1.636077e-30
LotShape7.856968e-29
BsmtCond1.678395e-15
ExterCond6.540305e-14
RoofStyle1.705740e-12
BldgType3.436794e-12
Condition11.173444e-10
Heating2.484312e-09
LandContour3.086224e-08
LotConfig6.214575e-07
Functional4.250370e-06
RoofMatl4.504239e-04
Condition21.382042e-02
\n", + "
" + ], + "text/plain": [ + " PR(>F)\n", + "Neighborhood 4.043304e-243\n", + "ExterQual 6.935425e-195\n", + "KitchenQual 4.441486e-187\n", + "BsmtQual 1.481415e-175\n", + "Foundation 1.350671e-111\n", + "HeatingQC 1.614882e-82\n", + "MasVnrType 7.806731e-67\n", + "MSZoning 1.021343e-59\n", + "Exterior1st 1.053128e-53\n", + "Exterior2nd 2.429938e-49\n", + "CentralAir 9.855628e-44\n", + "SaleCondition 1.689708e-41\n", + "SaleType 5.497893e-36\n", + "PavedDrive 1.090995e-31\n", + "HouseStyle 1.636077e-30\n", + "LotShape 7.856968e-29\n", + "BsmtCond 1.678395e-15\n", + "ExterCond 6.540305e-14\n", + "RoofStyle 1.705740e-12\n", + "BldgType 3.436794e-12\n", + "Condition1 1.173444e-10\n", + "Heating 2.484312e-09\n", + "LandContour 3.086224e-08\n", + "LotConfig 6.214575e-07\n", + "Functional 4.250370e-06\n", + "RoofMatl 4.504239e-04\n", + "Condition2 1.382042e-02" + ] + }, + "execution_count": 1622, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "cat_ps = []\n", + "for col in df.select_dtypes('object').columns.to_list():\n", + " model = ols(f'logSalePrice ~ {col}', data = df).fit()\n", + " cat_ps.append(sm.stats.anova_lm(model).loc[col])\n", + "pd.DataFrame(cat_ps).iloc[:,[4]].sort_values(by='PR(>F)')" + ] + }, + { + "cell_type": "markdown", + "id": "248bedea-1bf5-4e7a-ae24-8fdf6561540e", + "metadata": {}, + "source": [ + "At first glance, we are keeping Neighborhood, ExterQual, KitchenQual, BsmtQual. Let's investigate what is the best way to add them to the model." + ] + }, + { + "cell_type": "code", + "execution_count": 1623, + "id": "7a241560-d397-41ad-ac0e-871a5e337020", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "TA 906\n", + "Gd 488\n", + "Ex 52\n", + "Fa 14\n", + "Name: ExterQual, dtype: int64" + ] + }, + "execution_count": 1623, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df.ExterQual.value_counts()" + ] + }, + { + "cell_type": "code", + "execution_count": 1624, + "id": "d0945d83-cbb7-4e9e-99ba-2f0c2ea5c244", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "sns.boxplot(x='ExterQual',y='logSalePrice',data=df)\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "e66748ee-3a7c-440e-a0e9-e5695e2628ef", + "metadata": {}, + "source": [ + "We can see that is is indeed closely related. This is the perfect time to use lable encoding, given that the categories are hierarchical.\n", + "We can actually do this with several columns at a time by adding more dictionaries to the dictionary." + ] + }, + { + "cell_type": "code", + "execution_count": 1625, + "id": "93fae602-d876-4775-a1f1-6b320db04744", + "metadata": {}, + "outputs": [], + "source": [ + "QualDict = {'Ex':3,'Gd':2,'TA':1,'Fa':0}\n", + "replace_dict = {'ExterQual':QualDict,'KitchenQual':QualDict,'BsmtQual':{'Ex':4,'Gd':3,'TA':2,'Fa':1,np.nan:0}}" + ] + }, + { + "cell_type": "code", + "execution_count": 1626, + "id": "b1679c40-b493-4f5e-9183-9da248425cb8", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "1 906\n", + "2 488\n", + "3 52\n", + "0 14\n", + "Name: ExterQual, dtype: int64" + ] + }, + "execution_count": 1626, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df = df.replace(replace_dict)\n", + "df.ExterQual.value_counts()" + ] + }, + { + "cell_type": "markdown", + "id": "be01ef67-273c-434e-8ba7-8176d2261e8a", + "metadata": {}, + "source": [ + "We can actually do this with several columns at a time by adding more dictionaries to the dictionary." + ] + }, + { + "cell_type": "code", + "execution_count": 1627, + "id": "5fe09696-9e7f-4b60-82e3-466d1d9365c4", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "1 735\n", + "2 586\n", + "3 100\n", + "0 39\n", + "Name: KitchenQual, dtype: int64" + ] + }, + "execution_count": 1627, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df.KitchenQual.value_counts()" + ] + }, + { + "cell_type": "code", + "execution_count": 1628, + "id": "afa9c874-1dcf-438b-9c1c-580dbb4edfd7", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "2 649\n", + "3 618\n", + "4 121\n", + "0 37\n", + "1 35\n", + "Name: BsmtQual, dtype: int64" + ] + }, + "execution_count": 1628, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df.BsmtQual.value_counts()" + ] + }, + { + "cell_type": "code", + "execution_count": 1629, + "id": "c71bf4f5-91a9-4f38-abfe-d57810da3e9a", + "metadata": {}, + "outputs": [], + "source": [ + "df_X=df_X.join(df[['ExterQual','KitchenQual','BsmtQual','Neighborhood']]) #We will deal with Neighborhood later" + ] + }, + { + "cell_type": "code", + "execution_count": 1630, + "id": "79ebffc0-5ccd-4c44-80f3-1d23af0ffc4c", + "metadata": {}, + "outputs": [], + "source": [ + "df.drop(df[['ExterQual','KitchenQual','BsmtQual','Neighborhood']],inplace=True,axis=1)" + ] + }, + { + "cell_type": "code", + "execution_count": 1631, + "id": "1cb6a7b1-d3ae-4a4f-ab9f-d3824cec063f", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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OverallQualGrLivAreaGarageAreaTotalBsmtSF1stFlrSFFullBathYearBuiltYearRemodAddHalfBathBsmtFullBathBsmtHalfBathExterQualKitchenQualBsmtQualNeighborhood
071710548856856220032003110223CollgCr
16126246012621262219761976001113Veenker
271786608920920220012002110223CollgCr
371717642756961119151970010122Crawfor
48219883611451145220002000110223NoRidge
................................................
145561647460953953219992000100113Gilbert
14566207350015422073219781988010113NWAmes
14577234025211521188219412006000322Crawfor
14585107824010781078119501996010122NAmes
14595125627612561256119651965110212Edwards
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1460 rows × 15 columns

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" + ], + "text/plain": [ + " OverallQual GrLivArea GarageArea TotalBsmtSF 1stFlrSF FullBath \\\n", + "0 7 1710 548 856 856 2 \n", + "1 6 1262 460 1262 1262 2 \n", + "2 7 1786 608 920 920 2 \n", + "3 7 1717 642 756 961 1 \n", + "4 8 2198 836 1145 1145 2 \n", + "... ... ... ... ... ... ... \n", + "1455 6 1647 460 953 953 2 \n", + "1456 6 2073 500 1542 2073 2 \n", + "1457 7 2340 252 1152 1188 2 \n", + "1458 5 1078 240 1078 1078 1 \n", + "1459 5 1256 276 1256 1256 1 \n", + "\n", + " YearBuilt YearRemodAdd HalfBath BsmtFullBath BsmtHalfBath \\\n", + "0 2003 2003 1 1 0 \n", + "1 1976 1976 0 0 1 \n", + "2 2001 2002 1 1 0 \n", + "3 1915 1970 0 1 0 \n", + "4 2000 2000 1 1 0 \n", + "... ... ... ... ... ... \n", + "1455 1999 2000 1 0 0 \n", + "1456 1978 1988 0 1 0 \n", + "1457 1941 2006 0 0 0 \n", + "1458 1950 1996 0 1 0 \n", + "1459 1965 1965 1 1 0 \n", + "\n", + " ExterQual KitchenQual BsmtQual Neighborhood \n", + "0 2 2 3 CollgCr \n", + "1 1 1 3 Veenker \n", + "2 2 2 3 CollgCr \n", + "3 1 2 2 Crawfor \n", + "4 2 2 3 NoRidge \n", + "... ... ... ... ... \n", + "1455 1 1 3 Gilbert \n", + "1456 1 1 3 NWAmes \n", + "1457 3 2 2 Crawfor \n", + "1458 1 2 2 NAmes \n", + "1459 2 1 2 Edwards \n", + "\n", + "[1460 rows x 15 columns]" + ] + }, + "execution_count": 1631, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df_X" + ] + }, + { + "cell_type": "markdown", + "id": "e83bafb0-be40-461c-ba79-f18adcce31f8", + "metadata": {}, + "source": [ + "We suspect that the MSZoning category may be redundant given there is a neighborhood category, and zoning regulations are the same in a given neighborhood. We conduct a chi square test to gain more information." + ] + }, + { + "cell_type": "code", + "execution_count": 1632, + "id": "d7a9bc9c-7e03-439c-94ef-a4fc7f418b08", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "RL 1151\n", + "RM 218\n", + "FV 65\n", + "RH 16\n", + "C (all) 10\n", + "Name: MSZoning, dtype: int64" + ] + }, + "execution_count": 1632, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df.MSZoning.value_counts()" + ] + }, + { + "cell_type": "code", + "execution_count": 1633, + "id": "6af36704-c61c-45d0-b39a-803402340420", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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MSZoningC (all)FVRHRLRM
Neighborhood
Blmngtn000161
Blueste00002
BrDale000016
BrkSide0002830
ClearCr000280
CollgCr00014010
Crawfor002463
Edwards002908
Gilbert000790
IDOTRR900028
MeadowV000017
Mitchel000445
NAmes0022230
NPkVill00090
NWAmes000730
NoRidge000410
NridgHt000761
OldTown1001795
SWISU005200
Sawyer000722
SawyerW005540
Somerst0650210
StoneBr000250
Timber000380
Veenker000110
\n", + "
" + ], + "text/plain": [ + "MSZoning C (all) FV RH RL RM\n", + "Neighborhood \n", + "Blmngtn 0 0 0 16 1\n", + "Blueste 0 0 0 0 2\n", + "BrDale 0 0 0 0 16\n", + "BrkSide 0 0 0 28 30\n", + "ClearCr 0 0 0 28 0\n", + "CollgCr 0 0 0 140 10\n", + "Crawfor 0 0 2 46 3\n", + "Edwards 0 0 2 90 8\n", + "Gilbert 0 0 0 79 0\n", + "IDOTRR 9 0 0 0 28\n", + "MeadowV 0 0 0 0 17\n", + "Mitchel 0 0 0 44 5\n", + "NAmes 0 0 2 223 0\n", + "NPkVill 0 0 0 9 0\n", + "NWAmes 0 0 0 73 0\n", + "NoRidge 0 0 0 41 0\n", + "NridgHt 0 0 0 76 1\n", + "OldTown 1 0 0 17 95\n", + "SWISU 0 0 5 20 0\n", + "Sawyer 0 0 0 72 2\n", + "SawyerW 0 0 5 54 0\n", + "Somerst 0 65 0 21 0\n", + "StoneBr 0 0 0 25 0\n", + "Timber 0 0 0 38 0\n", + "Veenker 0 0 0 11 0" + ] + }, + "execution_count": 1633, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "zoning_neigh = pd.crosstab(df_X['Neighborhood'], df.MSZoning,margins = False)\n", + "zoning_neigh" + ] + }, + { + "cell_type": "code", + "execution_count": 1634, + "id": "0255fe9b-aec4-4431-8677-9dc1ba54de47", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "0.0" + ] + }, + "execution_count": 1634, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "chi2_contingency(zoning_neigh)[1]" + ] + }, + { + "cell_type": "markdown", + "id": "5357d786-a687-43e5-8cb4-6f5e1275052d", + "metadata": {}, + "source": [ + "With a p-value approaching 0, we can reject the null hypothesis that states that these values are independent, so we can confidently say that Zoning is heavily influenced by Neighborhood." + ] + }, + { + "cell_type": "code", + "execution_count": 1635, + "id": "d7121817-26c8-4213-9094-16d19474b5a6", + "metadata": {}, + "outputs": [], + "source": [ + "df.drop('MSZoning',inplace=True,axis=1)" + ] + }, + { + "cell_type": "markdown", + "id": "c8e414cd-6381-4465-b62c-a1713bc26c68", + "metadata": {}, + "source": [ + "Given thath we have included BsmtQual, and BsmtSF and 1stF are highly correlated, let's see if it is worth keeping on its own." + ] + }, + { + "cell_type": "code", + "execution_count": 1636, + "id": "8e7496cd-eb68-4ceb-901b-551df9a56dae", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 1636, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots(figsize=(6,8))\n", + "plt.scatter(df_X.TotalBsmtSF,df_X['1stFlrSF'])" + ] + }, + { + "cell_type": "code", + "execution_count": 1638, + "id": "8ce92b15-29d7-4805-b828-f2c27bf80d56", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "37" + ] + }, + "execution_count": 1638, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df_X[df_X.TotalBsmtSF == 0].shape[0]" + ] + }, + { + "cell_type": "code", + "execution_count": 1639, + "id": "0e890e5c-1959-4cdd-9046-a4c8f2e7ce61", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "2.5342465753424657" + ] + }, + "execution_count": 1639, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "37*100/df_X.shape[0]" + ] + }, + { + "cell_type": "markdown", + "id": "db6fe9e6-a78c-4716-9a8e-8a26bc20aa9b", + "metadata": {}, + "source": [ + "We can see that they a heavily correlated in the graph, but the off-putting part is the cases where there is no basement. We can see that only 2.5% of houses don't have one, and that information is sotored in BsmtQual, so TotalBsmtSF seem indeed to be redundant." + ] + }, + { + "cell_type": "code", + "execution_count": 1640, + "id": "f8f4706b-4d1f-477d-82a6-3146eb1a4069", + "metadata": {}, + "outputs": [], + "source": [ + "df_X.drop('TotalBsmtSF',inplace=True,axis=1)" + ] + }, + { + "cell_type": "markdown", + "id": "a574d843-2f26-4f89-b37a-b29f198b95c8", + "metadata": {}, + "source": [ + "Let's look for categorical variables which may have a hierarchical nature to evaluate them more easily." + ] + }, + { + "cell_type": "code", + "execution_count": 1641, + "id": "7edf26bf-2bf9-4bdf-b4d6-e0563b6fc4e3", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 1641, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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yiGiLiLY5c+aUezozs4qYMWMGM2bMyDuMspS65GgBOLcSXyjp0xQ7r0+JiLRepM3AUcPKLck2M7OqqJVmqrxNNBdT6lKjQyb7oFwyOuki4P3jDJf9NbBA0hspJoZPAJ+czPeYmVn5JqpB7PdSo5JuBE4GmiUNAJdRHLU0HehNOrzvjYjzJR1BcTjr6ckIpy8Ct1Mc5nptRDy0v3FYdv5jZ77TfT+9q9hCOnfmYG4xQPE6LMw1ArNsTOpBucmIiHNSNv9wjH23AKcPK68CVu3vd1v2amEo4UtJJ+BBrTk++QsspDauh1mllfqg3ByKzyu8jeLiQQBExAfGPKjGDAwM0LTrWc9kCjTt2s7AwN6yzlELbbSNMIzQrJaVOorpBorDWt8IXAFsothXYGZmDarU5yAOi4gfSvpSRPwC+IWkukoQLS0tPP3iVK8HQXE9iJaWw/MOw8xqXKkJYk/y+ntJ/xnYAuS3NJuZmWWu1ARxtaTXAH8DLAMOAf5bZlGZmVnuSn1Qbqhn91lgcXbhmJlZrRi3k1rSf5W0IHkvSf9T0rOSNkr6s+qEaGZmeZhoFNOXKI5YAjgHWAS8Cfgy4LGFZmYNbKIEsTcihjqoPwRcHxHbI+IOYFa2oZmZWZ4mShCDkt4g6SDgFOCOYZ/V9zSFZmY2rok6qS+lOB/TFGDl0JxIkt4PPJ5xbGZmlqOJ5mL6maSjgYMj4g/DPuoD/jLTyMzMLFcTDnNNZlddPGq5UYBnJT0QEVuzCc3MzPJU6oNynwXeA9yVlE8G1gNvlHRlRPwog9gqrmnXjlwn69MfnwMgDjoktxigeB3AU22Y2fhKTRBTgbdGxNMAkuYC11NcK3otUPMJohamY37ssecBWPDmvP9zPrwmroeZ1bZSE8RRQ8khsTXZtkPSnrEOqiWentrMbHJKTRA/l/Qz4KakfHaybRbwTBaBmZlZvkpNEF8APgqckJR7gJsjIvDcTGZmDanUyfpC0i+Bl4AA1iXJwcxqwNKlS+nv7y/rHI8lS7iW2xw7f/78mmjStfKVtKKcpI8D6yg2LX0c+JWks7MMzMyqa8aMGcyY4QkS7BWlNjFdDPz50DMPyRrVdwA/ySowMyud79gtC6WuSd006oG47ZM41szM6lCpNYjbJN0O3JiU/xJYlU1IZmZWC0qqBUTE3wLLKa4HsQhYHhF/N94xkq6VtFXSg8O2fUzSQ5IGJbWNc+wmSQ9I2iCpr7QfxczMKqnUGgQRcTNw8yTOfR3wXYpPXA95kOJw2e4Sjl8cEYVJfJ+ZmVXQuAlC0vMUh7W+6iOKo1/HnFQoItZKah217TfJeScfqZmZVdVE030fXK1ARn81sEZSAN0RsXysHSWdB5wHMG/evCqFZ2bW+Gp1JNIJEfEuYAnwBUknjbVjRCyPiLaIaJszZ071IjQza3A1mSAiYnPyuhVYARyfb0RmZgeemksQkmZJOnjoPdBBsXPbzMyqKLMEIelG4B7gLZIGJH1W0kckDVBcfOjW5NkKJB0haei5irnALyXdT3F6j1sj4ras4jQzs3QlD3OdrIg4Z4yPVqTsuwU4PXn/OHBMVnGZmVlpaq6JyczMaoMThJmZpXKCMDOzVE4QZmaWygnCzMxSOUGYmVkqJwgzM0vlBGFmZqmcIMzMLFVmT1KbjWfp0qX09/eXdY7HHnsMgAsvvLCs88yfP7/sc5iNVigUuOKKK7j88ss57LDD8g5nv7gGYXVr+vTpvPjii+zZsyfvUMxepaenh40bN9LT05N3KPvNNQjLRSXu2K+55hpWrlzJggUL+PKXv1yBqMwqo1AosHr1aiKC1atX09nZWZe1CNcgrC6N/gPcvn173iGZ7dPT00NEcbXmwcHBuq1FOEFYXWqUP0BrTL29vfuaPvfs2cOaNWtyjmj/OEFYXWqUP0BrTO3t7UybNg2AadOm0dHRkXNE+8cJwupSe3s7kgCQVLd/gNaYOjs79/1+NjU10dnZmXNE+8cJwurSGWecsa+JKSI488wzc47I7BXNzc0sWbIESSxZsqQuO6jBCcLq1C233DKiBrFy5cqcIzIbqbOzk0WLFtVt7QGcIKxO9fb2jqhBuA/Cak1zczPLli2r29oDOEFYnWqUTkCzWuYH5Sah3OkhPDVE5XR2drJq1Sqg2MRUz9V4s1rlGkQVzZgxgxkzZuQdRkNobm7m8MMPB2Du3Ll1XY03q1WuQUxCuXft69at46KLLuLiiy/muOOOq1BUB6ZCocDmzZsB2Lx5M9u3b3eSMKuwzGoQkq6VtFXSg8O2fUzSQ5IGJbWNc+xpkn4rqV/SV7OKsdouv/xyBgcH+frXv553KHWvu7ubwcFBoPgkdXd3d84RmTWeLJuYrgNOG7XtQeCjwNqxDpI0BfgesAR4G3COpLdlFGPVrFu3jp07dwKwc+dO1q9fn3NE9e3OO+8cUb7jjjtyisSscWWWICJiLbBj1LbfRMRvJzj0eKA/Ih6PiJeAfwHOyijMqrn88stHlF2LKM/QENexymZWvlrspD4SeHJYeSDZlkrSeZL6JPVt27Yt8+D211DtYayyTc6pp546otze3p5TJGaNqxYTxKRExPKIaIuItjlz5uQdzpimTp06btkmp6uri6am4q9vU1MTXV1dOUdk1nhqMUFsBo4aVm5JttW1KVOmjFu2yWlubt5Xa+jo6PAIJrMM1GKC+DWwQNIbJf0J8Amg7ifaOfnkk0eUFy9enE8gDaSrq4tjjjnGtQezjGQ5zPVG4B7gLZIGJH1W0kckDQDvAW6VdHuy7xGSVgFExF7gi8DtwG+AH0fEQ1nFWS3PPffcuGWbvEaY68aslmXWEB4R54zx0YqUfbcApw8rrwJWZRRaLu69994R5XvuuSenSBrHo48+ype+9CWWLVvG/Pnz8w7HrOHUYhNTQ/KwzMq7+uqreeGFF7jyyivzDsWsITlBVMlRRx01btkm59FHH2XTpk0AbNq0qaxJFM0snRNElVx22WUjyldccUVOkTSGq6++ekTZtQizynOCqJKFCxfuqzUcddRRbjMv01DtYayymZXPCaKKLrvsMmbNmuXaQwW0traOWzaz8jlBVNHChQtZvXq1aw8VcMkll4woX3rppTlFYta4nCCsLi1cuHBfraG1tdVJ1ywDThBWty655BJmzZrl2oNZRjxjnNWtoSY7M8uGaxBmZpbKCcLMzFI5QZiZWSonCDMzS+UEYWZmqZwgzMwslROEmZmlcoKookKhwAUXXMD27dvzDsXMbEJOEFXU3d3N/fffT3d3d96hmJlNyAmiSgqFAr29vQCsWbPGtQgzq3lOEFXS3d3N4OAgAIODg65FmFnNc4KokjvuuGNEeag2YWZWq5wgqkTSuGUzs1rjBFElJ5xwwojyiSeemFMkZmalySxBSLpW0lZJDw7b9jpJvZIeS15fO8axL0vakPxbmVWM1TR9+vRxy2ZmtSbLGsR1wGmjtn0VuDMiFgB3JuU0uyPi2OTfmRnGWDV33333iPLatWtzisTMrDSZJYiIWAvsGLX5LKAned8DfDir76817e3t+/odJNHR0ZFzRGZm46t2H8TciPh98v4pYO4Y+x0kqU/SvZI+PN4JJZ2X7Nu3bdu2SsZaUWeccQYRAUBEcOaZDVExMrMGllsndRT/t4wxPj46ItqATwLflvTmcc6zPCLaIqJtzpw5WYRaETfddNOI8o9//OOcIjEzK021E8TTkt4AkLxuTdspIjYnr48DPwf+rFoBZuXOO+8cUR79XISZWa2pdoJYCXQm7zuB/zN6B0mvlTQ9ed8MvA94uGoRZmSoeWmssplZrclymOuNwD3AWyQNSPos8E2gXdJjwKlJGUltkn6QHPpWoE/S/cBdwDcjou4TxKmnnjqi3N7enlMkZmalUSPdyba1tUVfX1/eYaQqFAqcffbZDA4O0tTUxM0338xhhx2Wd1hmdoCTtD7p830VP0ldJc3NzftqDR0dHU4OZlbzpuYdwIGkq6uLp556iq6urrxDMTObkBNEFTU3N7Ns2bK8wzAzK4mbmMzMLJUThJmZpXKCMDOzVE4QZmaWqqGeg5C0DXgi7zgm0AwU8g6igfh6VpavZ2XVw/U8OiJSJ7JrqARRDyT1jfVQik2er2dl+XpWVr1fTzcxmZlZKicIMzNL5QRRfcvzDqDB+HpWlq9nZdX19XQfhJmZpXINwszMUjlBmJlZKieICpP0sqQNkh6UdIukQ/OOqd5J2pm8tkranVzfhyVdL2la8tlhku6StFPSd/ONuLaVeD3bJa2X9EDy+oF8o65dJV7P45PtGyTdL+kj+UZdGieIytsdEcdGxDuAHcAX8g6owfwuIo4F3gm0AB9Ptv8R+DrwlZziqldjXc8CcEZEvJPi8sA/yie8ujPW9XwQaEs+Ow3ollTzs2k7QWTrHuBIAElvlnRbcjd2t6Q/Hbb93uRO7eqhuxEbX0S8DKwjub4R8UJE/JJiorBJSrme90XEluTjh4AZQ2vF28RSrueuiNibfHwQUBejg5wgMiJpCnAKsDLZtBy4ICKOo3iX+/1k+3eA7yR3agNVD7ROSToIeDdwW96xNIIJrudfAP8WES9WN6r6lXY9Jb1b0kPAA8D5wxJGzXKCqLwZkjYATwFzgV5Js4H3Ajcln3UDb0j2fw9wU/L+n6sbal16c3INnwZ+HxEbc46n3o17PSW9HfgHwMsglmbM6xkRv4qItwN/DnwtSSI1zQmi8nYn7YxHA6LYB9EEPJP0TQz9e2ueQdaxoTbeNwPHSToz53jq3ZjXU1ILsAL4VET8Lqf46s2Ev58R8RtgJ/COKsc2aU4QGYmIXcCFwN8Au4B/l/QxABUdk+x6L8UqPMAnqh5onYqIAvBV4Gt5x9IIRl/PZPTdrcBXI+L/5hhaXUq5nm8c6pSWdDTwp8Cm3AIskRNEhiLiPmAjcA5wLvBZSfdT7PQ7K9ntr4EvS9oIzAeezSHUevVTYKakEwEkbQL+Efi0pAFJb8sxtnr0U165nl+k+Pt46bDhma/PNbr681NeuZ4nAPcnzU8rgM8nSaSmeaqNnEmaSbFZKiR9AjgnIs6a6Dgzs6zV/DjcA8BxwHclCXgG+Ey+4ZiZFbkGYWZmqdwHYWZmqZwgzMwslROEmZmlcoIwG2Yyc2FJ+rSkI4aVPyTpvmS2zocldSXbr5N0dhbxmmXJo5jM9t+nKc7SuSWZ1nk5cHxEDCQT27XmGJtZ2VyDMJuApGOTGXc3Sloh6bVJjaANuCF5+On1FG+4tgNExIsR8dthpzlJ0v+T9PhQbULSbEl3Svq3ZDbfs5LtrZIekXSDpN9I+knyvAySjpP0i2RW4NslvQGzjDhBmE3seuDvImIRxZk4L4uInwB9wLnJ3FqbKc7c+4SkGyWdK2n439cbKD5N+yHgm8m2PwIfiYh3AYuBa5LnYQDeAnw/mbPrOeDzSS1lGXB2MivwtcA3Mvy57QDnJiazcUh6DXBoRPwi2dTDK7PvjhARn5P0TuBUilO6t1NshgL4aUQMAg9Lmjt0euDvJZ0EDFJcO2DosyeHzYH0vyjO63UbxQneepM8MgX4fSV+TrM0ThBmFRQRDwAPSPoR8O+8kiCGr6UwVEs4F5gDHBcRe5K5pIamgB79BGskxz0UEe/JIHSzV3ETk9k4IuJZ4A9DEwIC/wUYqk08DxwM+/oTTh526LHAExOc/jXA1iQ5LKY4RfyQeZKGEsEngV8CvwXmDG2XNC1Zr8EsE65BmI00U9Lwlf3+keKazP8j6Sh+HPir5LPrku27gROBiyR1A7uBF3il9jCWG4BbJD1AsT/jkWGf/Rb4gqRrgYeBf4qIl5IO7qVJ09dU4NsUZwc2qzjPxWRWYyS1Aj+LiJpfUMYam5uYzMwslWsQZmaWyjUIMzNL5QRhZmapnCDMzCyVE4SZmaVygjAzs1T/H2PhkIgkv2/lAAAAAElFTkSuQmCC\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "sns.boxplot(x='LotShape',y='logSalePrice',data=df)" + ] + }, + { + "cell_type": "markdown", + "id": "889c46c6-ffa7-435e-94b7-a9977dd95b16", + "metadata": {}, + "source": [ + "There appears to be a hierarchy in LotShape, the more irregular, the higher the price, let's add labels for now." + ] + }, + { + "cell_type": "code", + "execution_count": 1642, + "id": "163a62fd-5326-4634-91f1-e972d3658ae5", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "0 925\n", + "1 484\n", + "2 41\n", + "3 10\n", + "Name: LotShape, dtype: int64" + ] + }, + "execution_count": 1642, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df = df.replace({'LotShape':{'Reg':0,'IR1':1,'IR2':2,'IR3':3}})\n", + "df.LotShape.value_counts()" + ] + }, + { + "cell_type": "code", + "execution_count": 1643, + "id": "743843ea-6c64-45b3-89f6-dde6e75c3087", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 1643, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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b82ZQ9rChEbE2NyB8quSZLiKWS5o9ZN6yvMkHgDMLbHokSaO8ZwEk3Qh8GCg7QbS2tvLi65MaMmBQa2vxBkKzpu3gK22lW1dW2990lb68z2L9cDPLhnLvK6yV9D4gJE2W9Hne6Ap8pD4FLC0wf39gbd50DyVuSEg6T1KXpK7169ePMiQzM8upZMjRfyY5UT8PLAMuHOlBJV0K9JM0vBuViLgauBqgra3tTYMamVVDpp8hmdVIuUOO9gKfqMYBJZ1D8vD6hIgodEJ/Hjggb7o1nWfWMN3d3Tz+2JNMn/qWircd2J7cmn3+mQ0Vb7tp27qKtzGrluH6Yio41GhOpQ3l0tpJXwSOK1Fd9iFgjqS3kSSGs4CPV3Ics1qYPvUtHP+O+g7N/qOnbqzr8aph7ZYXRlTNdd22jQC8ZereIzrmIfghdbUNV4IY8VCjkm4A5gEtknqAr5PUWpoCdKYPvB+IiAsk7UdSnfWUtIbTZ4A7Saq5Lo6Ix0cah5nVz2hqp/U9nXRPPfXAyk/0h7DXuKsZlwUVNZSrREScXWD2NUXW/Q1wSt707cDtIz22mTWGa8WNL+U2lJtJ0l7hXSSDBwEQEX9YdCMzMxvTyq3FdD3wH8AfkdRoagdcp9RqIos1hnp6enh525a6PxPYtG0d0eOW2NYY5SaIGRFxjaTPRsSPgR9LqrxZr1kZuru7eWrlSiofk+yNhj2bVq6seNvSY5KZNZ9yE0Rf+vpbSX8E/AaovKpBE0s6MZs4bMvmantuy0R2TzuLG0v2Bc5Fw65XTdcUr7BHa2sren1DQ2ox7d86o67HNMspN0H8jaTfAf4KWAjsCfxlzaIyM7OGK7ehXK5b1JeB42sXzvjV2trKa/2/bUhfTLsW6WbazKyUkn0xSfpzSXPS95L0b5JelrRK0nvqE6KZmTXCcCWIz5J02w1wNjAXeDvwHuAq4AM1i2yUJmzbOKLxIPTaZgBi1z1HdExG9GjVzCx7hksQ/RGRe0D9IeC6iNgA3CXpH2ob2siNboyDLQDMOWgkJ/p93ZpzHNu0bd2Iqrlufe0lAKbtWnkL4U3b1rE/xR9Sb9nez4MvvlTxfrf1J731T51UeryQYse05jBcghiQ9FbgJeAE4Jt5y3arWVSj5NacVm2ju+hI+hja/6DKayPtz4yix67GYE8HzqlwsKdRHrtUG5dy2rC4Z9v6Gi5BfI2kP6aJwJJcn0iSjgOerXFsZpmRxYuOLMY0GrvtltlrzqY1XF9Mt0k6ENgjIvLLsV3Ax2oamZmNO776H1uGreaa9q56/JDhRgFelvRYRLjD+jL9euvIGsq9uC2pbLbP1IERHfN3K97KzKz8hnLnAkcDP0qn5wErgLdJ+kZEfK8GsY0ro7lfvD29N7vr7MrvF//uKI/dCD09PWyhdMvmWvgtsHUMtjo3q5VyE8Qk4J0R8SKApH2A64CjgOWAE8Qwxtv9YjMb/8pNEAfkkkNqXTpvo6S+YhuZjURrayubensb0hfTdLc6N9up3ARxr6TbgJvS6TPTebsDm2oRmJmZNVa5CeJC4CPA+9PpDuDmiAjcN5PZqOr3u26/ZVW5nfWFpJ8A24EAHkyTg41jww3c4xNfeRpVv9+N0my0yh1y9E+AK4F7AQELJX0hIn5Qw9gs49yw6Q1j7UTq787KUe4tpkuB38+1eUjHqL4LcIIYx8baSc8G8/dno1VugpgwpEHcBobpKtxsNF5gZO0gNqSvIxmD7QVg+gi2Mxuvyk0Qd0i6E7ghnf4YcHttQrJmN5qGfevTe+vTR9AJ3fRRHttsvCn3IfUXJP0xcEw66+qIuKXUNpIWk3QRvi4iDk3nfRS4DHgncGREdBXZdg2wBdhB0uV4Wzlx2vjgRoVm2VBuCYKIuBm4uYJ9Xwt8m6TFdc5qkuqyi8rY/viI6K3geGZmVkUlE4SkLVDwRrBIar8WHXYtIpZLmj1k3pPpfiuP1MzM6mq47r73qFcgQw8NLJMUwKKIuLrYipLOA84DmDVrVp3CMzMb/7JaE+n9EXEEcDJwoaRji60YEVdHRFtEtM2cObN+EZqZjXOZTBAR8Xz6ug64BTiysRGZmTWfzCUISbtL2iP3HlhA8nDbzMzqqGYJQtINwP3AIZJ6JJ0r6QxJPSSDD/0wbVuBpP0k5dpV7AP8RNKjwIPADyPijlrFaVZrvb29XHTRRWzYsGH4lc0ypOxqrpWKiLOLLHpT+4mI+A1wSvr+WeCwWsVlVm8dHR2sWrWKjo4OLrnkkkaHY1a2zN1iMhtPent7Wbp0KRHB0qVLXYqwMcUJwqyGOjo6yPWMPzAwQEdHR4MjMiufE4RZDXV2dtLXl4zK29fXx7JlyxockVn5nCDMamj+/PlMnjwZgMmTJ7NgwYIGR2RWPicIsxpqb2/f2bXMhAkTaG9vb3BE2eXaXtnjBGFWQy0tLZx88slI4uSTT2bGjJGMVNEc8mt7WTY4QZjVWHt7O3PnznXpoQTX9sqmmrWDsMp4gPnxq6WlhYULFzY6jEwrVNvLbUYazyWIMWC33XbzIPM2rrm2Vza5BJERvvq3ZjZ//nxuv/12+vr6XNsrQ1yCGANcu8PGO9f2yiYniDHAtTtsvHNtr2xygsg41+6wZuHaXtnjBJFx7svHmkWutpdLD9nhBJFxrt1hZo3iBJFx8+fP3/nwTpJrd5hZ3ThBZNypp5668xZTRHDaaac1OCIzaxZOEBl36623DipBLFmypMERmVmzcEO5jOvs7BxUgli2bFlTd0FQqksSGL5bEndJYlY+lyAyzuMJVMbdkphVj0sQGdfe3s7SpUsBtzAFd0liVk8uQWScW5iaWaM4QQyxefNmVq5cyYoVKxodyk5uYWpmjVCzBCFpsaR1klbnzfuopMclDUhqK7HtSZJ+Ialb0pdqFWMha9asAeCrX/1qPQ9bkluYmlkj1PIZxLXAt4Hr8uatBj4CLCq2kaSJwHeA+UAP8JCkJRHxRLUCK1YTZvPmzQwMDACwdetWzjnnHPbcc883reeaMGbWDGpWgoiI5cDGIfOejIhfDLPpkUB3RDwbEduBG4EP1yjMQXKlh2LTZmbNJIu1mPYH1uZN9wBHFVtZ0nnAeQCzZs0q6wDFrv6PPfbYQdMDAwNcddVVZe3TzGy8GfMPqSPi6ohoi4i2mTNnjmpfkyZNKjltZtZMspggngcOyJtuTefV3MSJE0tOm5k1kywmiIeAOZLeJmkX4CygLh0QzZs3b9D08ccfX4/DmpllUi2rud4A3A8cIqlH0rmSzpDUAxwN/FDSnem6+0m6HSAi+oHPAHcCTwLfj4jHaxVnvs2bN5ecNjNrJjW7yR4RZxdZdEuBdX8DnJI3fTtwe41CK+qBBx4YNH3//ffXO4SCent7ufzyy7nsssvcFsLM6iaLt5gaJtdrarHpRuno6GDVqlUebtTM6soJIs9b3/rWQdP77bdfgyJ5Q29vL0uXLiUiWLp0KRs2bGh0SGbWJJwg8hxyyCElpxuho6NjZ0lmYGDApQgzqxsniDwPPvjgoOmf//znDYrkDZ2dnfT19QHQ19fHsmXLGhyRmTULJ4g88+fP39n2YeLEiZkYnMcDBplZozhB5Glvb9+ZICZNmpSJ7rXb29t3jkntAYPMrJ6cIPJkcXCeLMZkZs3BnQ0N0d7ezpo1azJ1pZ7FmMxs/FNW6vpXQ1tbW3R1dTU6DDOzMUPSiogoOICbbzGZmVlBThBmZlaQE4SZmRXkBGFmZgU5QZiZWUFOEGZmVpAThJmZFeQEMQb09vZy0UUXuatvM6srJ4ghsngy9oBBZtYIThBDZO1k7AGDzKxRnCDyZPFk7AGDzKxRnCDydHR0MDAwAMCOHTsycTL2gEFm1ihOEHk6Ozvp7+8HoL+/PxMnYw8YZGaN4gSR5wMf+MCg6WOPPbZBkbzBAwaZWaPULEFIWixpnaTVefP2ltQp6en0da8i2+6QtDL9W1KrGMcCDxhkZo1SyxLEtcBJQ+Z9Cbg7IuYAd6fThbwaEYenf6fVMMZB7rvvvkHTy5cvr9ehS2pvb2fu3LkuPZhZXdUsQUTEcmDjkNkfBnJPfjuA02t1/JGYP3/+zts5kjJzv7+lpYWFCxe69GBmdVXvZxD7RMRv0/cvAPsUWW9XSV2SHpB0eqkdSjovXbdr/fr1owru1FNP3VmlNCI47bS6FV7MzDKnYQ+pIzkTFxvv9MB0CLyPA9+SdFCJ/VwdEW0R0TZz5sxRxXTTTTcNmv7+978/qv2ZmY1l9U4QL0p6K0D6uq7QShHxfPr6LHAv8J56BHf33XcPmr7rrrvqcVgzs0yqd4JYAuSetLYD/z10BUl7SZqSvm8BjgGeqEdwudtLxabNzJpJLau53gDcDxwiqUfSucAVwHxJTwMnptNIapP03XTTdwJdkh4FfgRcERF1SRAnnnjioOn58+fX47BmZpmk8XSV3NbWFl1dXSPevre3lzPPPJOBgQEmTJjAzTff7JpDZjauSVqRPvN9E7ekztPS0rKz1LBgwQInBzNrapMaHUDWnH/++bzwwgucf/75jQ7FzKyhnCCGyDVKMzNrdr7FZGZmBTlBmJlZQU4QZmZWkBOEmZkVNK7aQUhaDzxXhV21AL1V2E81ZTEmyGZcjqk8jql8WYyrWjEdGBEFO7IbVwmiWiR1FWs40ihZjAmyGZdjKo9jKl8W46pHTL7FZGZmBTlBmJlZQU4QhV3d6AAKyGJMkM24HFN5HFP5shhXzWPyMwgzMyvIJQgzMyvICcLMzApqigQhKST9Y9705yVd1sB4dkhamfc3uwr73FqF0PJjWy3pJklTK9x+dvp5X5Q379uSzhlBLKen+3pHkeXTJX260v1Ww5DP6VZJ09P5syW9mi57QtJ1kibnbTdJ0npJVzQ6Hknz0s/31Lz93CZpXiPjSpfX5HMqEVvFv/W8/XxO0muSfqdKsWTm+2uKBAG8DnwkHcK0YpKq3evtqxFxeN7fmirvHxhx3LnYDgW2AxeMYB/rgM9K2mUE2+Y7G/hJ+jpI+m+bDlSUIJSoxu8+/3PaCFyYt+yZiDgceDfQCvxJ3rL5wC+Bj0pSFeIYbTw9wKVVjKNacdXqcyoW20h/65D8Ph8CPlKlWDLz/TVLgugneeL/l0MXpBn6HkmrJN0taVY6/1pJ/yrp58A/pNP/IukBSc+m2XuxpCclXTvaACW9V9KPJa2QdKekt6bzD5J0Rzr/vtzVtKS3Sbpf0mOS/iZvP/PS9ZYw+rG87wMOlrS3pP9KP6MHJM1Nj3Wc3igFPSJpj3S79cDdvDH+eMUkTQPeD5wLnJXOG/pvuwI4KD3+lek6X5D0UBrr5em82ZJ+Iek6YDXwVUnfyjvWn0v6p5HGSjK07v5DZ0bEDuDBIcvOBv4Z+DVwdF4MC9Lv8+H0anZaneJ5FHhZ0pvG15W0RtLlaUyPqUhJrkZxFfucqh1Tzoh+65IOAqYBX6HAhcwIVev7K3hOqUhEjPs/YCuwJ7AG+B3g88Bl6bJbgfb0/aeA/0rfXwvcBkzMm74REPBhYDNJRp8ArAAOryCeHcDK9O8WYDLwM2BmuvxjwOL0/d3AnPT9UcA96fslwP9I318IbE3fzwNeAd420s8qfZ0E/DfwF8BC4Ovp/D8EVuZ9dsek76el28wmOQm/HfgFMBH4NnBOhXF8Argmff8z4L1D/225Y+Vts4DkQkDp93IbcGy63gDwB3mxPgNMztv/u0f4OU0EbgJOGhoTsCvJuOpz86Z/A+wGnAcsTOe3AMuB3dPp/wl8rQ7xzMv7jH6czrsNmJe+XwNclL7/NPDdUfyeRv05VSumav3W0/eXAl9Nf2/PAfuMMpaqfH+UOKdU8tcsJQgiYjNwHXDxkEVHA/+evv8eyVVrzk2RZO2cWyP5tB8DXoyIxyJiAHic5IssV/4tpjOAQ4BDgU5JK0muRlrTq8j3ATel8xcBuauAY4Ab8uLO92BE/KqCePLtlh6ri+Tq7RqSz+R7ABFxDzBD0p7AT4H/LeliYHpE9Od2EhHPAj8HPj7COM4mScikr7mrs1L/tgXp3yPAw8A7gDnpsuci4oE0tq3APcCH0ivQyRHxWIXx5T6nF4B9gM68ZQely14EfhsRq9L5HwJ+FBGvAjcDp0uaCPwB8C7gp+l27cCBdYgHgIhYDiAp/7ef85/p6woq+42PJq5in1O1Yhoa22h+62cDN6bngZuBj44ylmp9fwXPKZUG1Wwjyn2L5MTxb2Wu/8qQ6dfT14G897np0XyWAh6PiKMHzUx+mJsiuf9YSLFGLEPjrsSrQ49X7BZwRFwh6YfAKSQntw8Cr+Wt8rfAD4AfVxKApL1Jrt7eLSlIrqoC+CGl/20C/i4iFg3Z3+wC230X+F/AU5T/e8j3akQcruTB5p0kpbir0mXPpMtaSD6X0yJiCcnJ5P2S1qTrzUj/nQI6I2I0tyhGEk++b5KcRPqHzM/9zncwst94NT+n3ElztDENii1/RoW/9ckkFyCd6Xa7AL8iKTGPKJYqfn8FzymVapoSBEBEbAS+T3JfO+dnpPe4SW5r3FfvuEhuxcyUdDSApMmSfi8t9fxK0kfT+ZJ0WLrNTxkcdy3dlzuGkhoSvRGxWdJBaSnq70ke0g26HxwRT5E8KziVypwJfC8iDoyI2RFxAMl/vA8MWW8LsEfe9J3Ap3L37yXtL+kthQ4QET8HDiAp4dxQaJ1yRMQ2klLpX2lIpYCI6AW+BHw5TfYfAGal/6bZJCeBs4EHgGMkHZzGvbuk361lPAW2WwbsBcwdyXGrFdcwn1M9VPJbP5vkVvXs9G8/YD9JlZb+dqri91fwnFJpPE2VIFL/SHLPN+ci4JOSVgF/Cny23gFFxHaSk+LfS3qU5NnE+9LFnwDOTec/TvL8gzTOCyU9RoEHWlV2GfDe9DO6gjcePn9OSbW8VUAfsLTAtt+k8qLt2STPZvLdzJCTRERsILmiWi3pyvQ/yb8D96efyw8YnECG+j7w04h4qcL4BomIR4BVQ+NL/RcwlaSCxD0RkV/y/G+S5LkZOAe4If0s72dIsq12PJKGJltIvqsDRnrcasRFic9J0pRaxZbnMsr/rZ/Fm3+nt/DGhduIVOP7G+acUjZ3tWFNS9JtwD9FxN2NjsUsi5qxBGFNTkkDu1+S3Pd1cjArwiUIMzMryCUIMzMryAnCzMwKcoIwM7OCnCCsqUnaV9KNkp5J+6y5faRtEPL2OS+tIYWk0yR9KX1/uqR35a33DUknjvAY71DSd9Prkj4/mnjNimm2ltRmOylp/noL0BERuQ4BDyPp6uCX1ThG2uI11+r1dJK+cp5Il31tFLveSNKg6vRR7MOsJJcgrJkdD/RFxL/mZkTEo8BPJF2ZNox6TNLHYGfJ4F5JP5D0lKTr0ySDpJPSeQ+T1+2zpHOUjIfxPuA04EolPYIepKSH4DPT9U5Q0kvoY0p6CZ6Szi/Ye2lErIuIh0gabZnVhBOENbNDSTp8G+ojwOHAYcCJJCf1XCeJ7wE+R9K53ttJusjYFfi/JK2i3wvsO3SHEfEzkpLEF9JOGp/JLUu3vxb4WES8m6Rk/xd5m/dGxBHAv5D0RGxWF04QZm/2fuCGiNgRES+SdDb4++myByOiJ+29cyVJb6LvAH4VEU+nvf3+vwqPd0i6fe62VgdJF8451eq91KwiThDWzB4nueKvRH4fQaPtTbTSY9breGaAE4Q1t3uAKZLOy81QMoLYJuBjkiZKmklyNf9gif08BcxWMroYFO95dGjvszm/SLc/OJ3+UyrsIt2sFpwgrGmlt4POAE5Mq7k+DvwdSY+wq0iGc7wH+GJEvFBiP6+RjHz2w/Qh9boiq94IfCF9GH3QkO0/STIw1GMk44v8a5F9ADur5/YAlwBfkdSTdpVtVjXui8nMzApyCcLMzApygjAzs4KcIMzMrCAnCDMzK8gJwszMCnKCMDOzgpwgzMysoP8PgiTozofDyHsAAAAASUVORK5CYII=\n", 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "sns.boxplot(x='Condition2',y='logSalePrice',data=df)" + ] + }, + { + "cell_type": "code", + "execution_count": 1645, + "id": "752eba40-6c2e-4491-815f-b9b3e9d18932", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Norm 1260\n", + "Feedr 81\n", + "Artery 48\n", + "RRAn 26\n", + "PosN 19\n", + "RRAe 11\n", + "PosA 8\n", + "RRNn 5\n", + "RRNe 2\n", + "Name: Condition1, dtype: int64" + ] + }, + "execution_count": 1645, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df.Condition1.value_counts()" + ] + }, + { + "cell_type": "code", + "execution_count": 1646, + "id": "a2860447-a9b1-44f7-8db0-84906ccb9952", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Norm 1445\n", + "Feedr 6\n", + "Artery 2\n", + "RRNn 2\n", + "PosN 2\n", + "PosA 1\n", + "RRAn 1\n", + "RRAe 1\n", + "Name: Condition2, dtype: int64" + ] + }, + "execution_count": 1646, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df.Condition2.value_counts()" + ] + }, + { + "cell_type": "markdown", + "id": "b3cbb6ee-061e-480d-a8ba-9a64c5373307", + "metadata": {}, + "source": [ + "These are not hierarchical, but at least Condition2 seems to have little relevant information, if a Condition were to be included, it would only be Condition1" + ] + }, + { + "cell_type": "code", + "execution_count": 1647, + "id": "2efcc317-96b0-43ef-aa2c-ec6afd317287", + "metadata": {}, + "outputs": [], + "source": [ + "df.drop('Condition2',inplace=True,axis=1)" + ] + }, + { + "cell_type": "code", + "execution_count": 1648, + "id": "f9fab13f-e131-46de-8e16-75666361a9ab", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 1648, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "sns.boxplot(x='RoofMatl',y='logSalePrice',data=df) " + ] + }, + { + "cell_type": "code", + "execution_count": 1650, + "id": "e9823265-47e3-4c6a-a64b-17c6980391e2", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "CompShg 1434\n", + "Tar&Grv 11\n", + "WdShngl 6\n", + "WdShake 5\n", + "Metal 1\n", + "Membran 1\n", + "Roll 1\n", + "ClyTile 1\n", + "Name: RoofMatl, dtype: int64" + ] + }, + "execution_count": 1650, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df.RoofMatl.value_counts() #Let's eliminate the roofs, they don't appear to hold that much value over other things" + ] + }, + { + "cell_type": "code", + "execution_count": 1651, + "id": "2ecbcc58-6990-4343-9f28-0d558a9fc8be", + "metadata": {}, + "outputs": [], + "source": [ + "df.drop(['RoofMatl','RoofStyle'],inplace=True,axis=1)" + ] + }, + { + "cell_type": "code", + "execution_count": 1652, + "id": "b0712f31-f492-4c4e-a1fd-abf34fa24dc1", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "text/plain": [ + "1Story 726\n", + "2Story 445\n", + "1.5Fin 154\n", + "SLvl 65\n", + "SFoyer 37\n", + "1.5Unf 14\n", + "2.5Unf 11\n", + "2.5Fin 8\n", + "Name: HouseStyle, dtype: int64" + ] + }, + "execution_count": 1652, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "sns.boxplot(x='HouseStyle',y='logSalePrice',data=df) # This seems very relevant, especially because up to now we only have square feet and quality information, let's keep it for later\n", + "plt.title('Stories')\n", + "plt.show()\n", + "df.HouseStyle.value_counts()" + ] + }, + { + "cell_type": "code", + "execution_count": 1653, + "id": "d7d31107-6ad6-4379-9893-5c56e313108e", + "metadata": {}, + "outputs": [], + "source": [ + "df_X['HouseStyle']=df.HouseStyle.copy()" + ] + }, + { + "cell_type": "code", + "execution_count": 1654, + "id": "459c5071-3a27-498a-ae14-ce0bf13e0d6c", + "metadata": {}, + "outputs": [], + "source": [ + "df.drop('HouseStyle',inplace=True,axis=1)" + ] + }, + { + "cell_type": "code", + "execution_count": 1655, + "id": "8aaa7eb8-9998-4b1e-89aa-c749c33e8c5e", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "text/plain": [ + "VinylSd 515\n", + "HdBoard 222\n", + "MetalSd 220\n", + "Wd Sdng 206\n", + "Plywood 108\n", + "CemntBd 61\n", + "BrkFace 50\n", + "WdShing 26\n", + "Stucco 25\n", + "AsbShng 20\n", + "BrkComm 2\n", + "Stone 2\n", + "AsphShn 1\n", + "ImStucc 1\n", + "CBlock 1\n", + "Name: Exterior1st, dtype: int64" + ] + }, + "execution_count": 1655, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "fig, ax = plt.subplots(figsize=(14,4))\n", + "sns.boxplot(x='Exterior1st',y='logSalePrice',data=df)\n", + "plt.show()\n", + "df.Exterior1st.value_counts()" + ] + }, + { + "cell_type": "code", + "execution_count": 1656, + "id": "006b3d0c-4b7e-47c4-872b-8356851166e6", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "text/plain": [ + "VinylSd 504\n", + "MetalSd 214\n", + "HdBoard 207\n", + "Wd Sdng 197\n", + "Plywood 142\n", + "CmentBd 60\n", + "Wd Shng 38\n", + "Stucco 26\n", + "BrkFace 25\n", + "AsbShng 20\n", + "ImStucc 10\n", + "Brk Cmn 7\n", + "Stone 5\n", + "AsphShn 3\n", + "Other 1\n", + "CBlock 1\n", + "Name: Exterior2nd, dtype: int64" + ] + }, + "execution_count": 1656, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "fig, ax = plt.subplots(figsize=(14,4))\n", + "sns.boxplot(x='Exterior2nd',y='logSalePrice',data=df)\n", + "plt.show()\n", + "df.Exterior2nd.value_counts()" + ] + }, + { + "cell_type": "code", + "execution_count": 1657, + "id": "adbd12a6-704f-4399-911f-d8c35d8853d9", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "text/plain": [ + "None 864\n", + "BrkFace 445\n", + "Stone 128\n", + "BrkCmn 15\n", + "Name: MasVnrType, dtype: int64" + ] + }, + "execution_count": 1657, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "sns.boxplot(x='MasVnrType',y='logSalePrice',data=df)\n", + "plt.show()\n", + "df.MasVnrType.value_counts()" + ] + }, + { + "cell_type": "markdown", + "id": "96023a43-5408-469c-8fab-4e4ff8966aad", + "metadata": {}, + "source": [ + "Let's keep this metric since it doesn't seem related to the other ones and looks pretty polarizing" + ] + }, + { + "cell_type": "code", + "execution_count": 1658, + "id": "0d6de96c-cf28-4be8-8365-053d11ef42d6", + "metadata": {}, + "outputs": [], + "source": [ + "df.MasVnrType.fillna('None',inplace=True)\n", + "df_X['MasVnrType']=df.MasVnrType.copy()" + ] + }, + { + "cell_type": "code", + "execution_count": 1659, + "id": "1eeb1579-d0b3-45fe-b902-1c14265ea746", + "metadata": {}, + "outputs": [], + "source": [ + "df.drop('MasVnrType',inplace=True,axis=1)" + ] + }, + { + "cell_type": "code", + "execution_count": 1660, + "id": "3df2246c-7cdf-4ae0-8e48-852e69e59eeb", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "text/plain": [ + "TA 1282\n", + "Gd 146\n", + "Fa 28\n", + "Ex 3\n", + "Po 1\n", + "Name: ExterCond, dtype: int64" + ] + }, + "execution_count": 1660, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "sns.boxplot(x='ExterCond',y='logSalePrice',data=df)\n", + "plt.show()\n", + "df.ExterCond.value_counts()" + ] + }, + { + "cell_type": "code", + "execution_count": 1661, + "id": "9e9dc318-6304-4760-ba38-84d6f3ae9555", + "metadata": {}, + "outputs": [], + "source": [ + "df = df.replace({'ExterCond':{'Ex':4,'Gd':3,'TA':2,'Fa':1,'Po':0}})" + ] + }, + { + "cell_type": "code", + "execution_count": 1662, + "id": "deec0778-dca6-4c64-b50e-64ae99a00d00", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "text/plain": [ + "TA 1311\n", + "Gd 65\n", + "Fa 45\n", + "Po 2\n", + "Name: BsmtCond, dtype: int64" + ] + }, + "execution_count": 1663, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "sns.boxplot(x='BsmtCond',y='logSalePrice',data=df)\n", + "plt.show()\n", + "df.BsmtCond.value_counts()" + ] + }, + { + "cell_type": "code", + "execution_count": 1664, + "id": "13f8529b-498e-469a-bb62-76eb8111f2c0", + "metadata": {}, + "outputs": [], + "source": [ + "df = df.replace({'BsmtCond':{'Gd':4,'TA':3,'Fa':2,'Po':1,np.nan:0}})" + ] + }, + { + "cell_type": "code", + "execution_count": 1665, + "id": "e2336d0a-3f71-4caf-b6a7-d914837f2d46", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "text/plain": [ + "GasA 1428\n", + "GasW 18\n", + "Grav 7\n", + "Wall 4\n", + "OthW 2\n", + "Floor 1\n", + "Name: Heating, dtype: int64" + ] + }, + "execution_count": 1665, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "sns.boxplot(x='Heating',y='logSalePrice',data=df)\n", + "plt.show()\n", + "df.Heating.value_counts()" + ] + }, + { + "cell_type": "code", + "execution_count": 1666, + "id": "ec66d098-172f-4389-9314-2df85ba2fe9c", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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+OHSuzs7OcfY0M6t9ExooNxERcWGZzdeOsu9vgHNLyuuB9ZM9t5XX0tLCi/sfn5YjqQ9tKdchzsymoqI2iGRNiL+kOC7h0KHtEXHWqAeZmVldq7RF63qK3VpfB3wR2EaxrcDMzKapShPE/Ii4FhiIiB9FxMcZvvyomZlNM5WOgxhIvj8u6Z3Ab4AjswnJzMxqQaUJ4kuSXgP8OcXlR18N/FlmUZmZWe4qHSg3NMrsaeDM7MIxq47+/n54evIDy2rWU9AfHhNi6Rjzr0PSH0tamryWpG9JejqZrvst1QnRzMzyMF4N4pMUp+0GuBBYBrweeAvQCZyaWWRmGWppaWGXdk3LqTZaFnlMiKVjvPr1/ogYaqB+F/DtiNgdEbcAh2UbmpmZ5Wm8BDEo6WhJhwLvAG4peW9OdmGZmVnexnvE9HmK8zHNANYNzYkk6XTgkYxjMzOzHI03F9MPJL0WeFVEPFnyVi/woUwjs0w8+lx1ZnN9Ym+xcrpwbvbP+B99bgZvzPws01d/fz/PMv2mx34ceM6z/E7JuN1ck9lVz0xmXy31tKT7ImJnNqFZ2qo59fm+ZOWwQxcvzfxcb6S6P5tZo6h0oNxFwO8DtyXlM4C7gddJujIi/ncGsVnKPPW5ldPS0sJThcK0XDDocM/yOyWVJoiZwJsi4gkASQuBb1NcK3oT4ARhZjbNVJogjh1KDomdybY9kgZGO8ispj1VpZHUQ8tvVGMhv6corhxvloJKE8Ttkn4A3JiUL0i2Hcaklkk3y1d1l6IttscsXZR9ewyL3B5j6ak0QVwKvA94e1LuAm6KiMBzM1kdcnuM2fgqnawvJN0J7AMC+FmSHMzMbJqq6AGspA8CP6P4aOmDwE8lXZBlYGZmlq9KHzF9DvjdoTEPyRrVtwD/klVgZmaWr0q7cDSNGBC3ewLHmplZHaq0BvFDSRuBG5Lyh4D12YRkZma1oKJaQET8BbCG4noQy4A1EfGXYx0jaa2knZLuL9n2AUkPSBqU1DrGsdsk3Sdps6Teyn4UMzNLU6U1CCLiJuCmCXz2dcA3KI64HnI/xe6yqys4/syIKEzgfGZmlqIxE4SkZ6HsFI+i2Pv11aMdGxGbJC0ese2h5HMnHqmZmVXVeNN9v6pagYw8NdAtKYDVEbFmtB0lXQxcDHDcccdVKTwzs+mvVnsivT0ifgdYCVwq6bTRdoyINRHRGhGtCxYsqF6EZmbTXE0miIjYnnzfCdwMnJxvRGZmjafmEoSkwyS9aug10EaxcdvMzKooswQh6QbgJ8DxkvolXSTpvZL6KS4+9O/J2AokHSNpaFzFQuBOSfdSnN7j3yPih1nFaWZm5VXczXWiIuLCUd66ucy+vwHOTV4/ApyYVVxmZlaZmnvEZGZmtSGzGoSZ1Y8dFNdwztru5Pv8zM9U/JkOn+AxnZ2dbNiwYcLn2rt3L9VaAUESc+fOnfBxK1eunPA6KE4QZg2umivQ7UpW1zt8afar6x2OV9ebKicIswbn1fUOWrVqVVWvR61zG4SZmZXlBGFmZmU5QZiZWVlOEGZmVpYThJmZleUEYWZmZbmb6yg6Ozvp6+ub0DFbkz7eE+0mt2TJEnetM7Oa4wSRojlz5uQdgplZapwgRuE7+oNcmzJrTE4QlonpWptysrRG4gRh4/I/qamZPXs2zzzzDAMDA8yaNSvvcMwq5gSRokKhwBe/+EW+8IUvMH9+NearrF3T9VpMJlleddVVbNy4kWOPPZbLL788g6jMsuFurinq6upiy5YtdHV15R1K7nwtigqFAj09PQB0d3eze/fucY4wqx1OECkpFAps2LCBiGDDhg0N/Y/A1+Kg1atXMzg4CMDg4CCrV6/OOSKzyjlBpKSrq+vAgiGDg4MNfefsa3HQrbfeOqx8yy235BSJ2cQ5QaSkp6eHgYEBAAYGBuju7s45ovz4Whw0VHsYrWxWy5wgUrJixYoDPVRmzZpFW1tbzhHlZ8WKFcycWez/MHPmzIa+FosWLRqzbFbLnCBS0t7ejiQAmpqaaG9vzzmi/LS3tw977t7I16JQKIxZNqtlThApaW5uZuXKlUhi5cqV06pr52QMtUFUayH3WtXW1nbgxkESZ599ds4RmVUuswQhaa2knZLuL9n2AUkPSBqU1DrGsedI+oWkPkmfySrGtLW3t7Ns2bKGvmOGYs+d0gTRyD132tvbhyXJRv/dsPqSZQ3iOuCcEdvuB94HbBrtIEkzgG8CK4ETgAslnZBRjKlqbm7m6quvbvjag3vuHLRnz54DryOCJ598MsdozCYmswQREZuAPSO2PRQRvxjn0JOBvoh4JCL2Ad8Bzs8oTMvAyMdKjfyY6Utf+tKw8pVXXplTJGYTV4ttEIuAx0rK/cm2siRdLKlXUu+uXbsyD87Gt3z58mHlFStW5BRJ/rZt2zZm2ayW1WKCmJCIWBMRrRHRumDBgrzDMaCjo4OmpuKvVlNTEx0dHTlHlJ958+aNWTarZbWYILYDx5aUW5JtVieam5sP1Bra2toauk1m//79Y5bNalktJoifA0slvU7SIcCHgXU5x2QT1NHRwYknntjQtQeA008/fVj5jDPOyCcQs0nIspvrDcBPgOMl9Uu6SNJ7JfUDvw/8u6SNyb7HSFoPEBH7gU8AG4GHgO9FxANZxWnZcI8us/qXZS+mCyPi6IiYFREtEXFtRNycvJ4dEQsj4uxk399ExLklx66PiDdGxBsi4qqsYrTsFAoFLrvssoaeyRXgjjvuGFbetGnUHt5mNacWHzHZNOD1IIo8L5XVMycIS53Xgziovb39QI+uGTNmeCS11RUnCEud14M4yHN0WT1zgrDUeT2I4TxHl9UrJwhLndfGGM49uqxeOUFY6rw2htn04ARhqfNzd7PpYWbeAdj01N7ezrZt21x7MKtjThCWiaHn7mZWv/yIyczMynKCMDOzspwgzMysLCcIMzMrywnCzMzKcoIwM7OynCDMzKwsJwizjHnxJKtXThBmGfPiSVavnCDMMuTFk6yeOUGYZciLJ1k9c4Iwy5AXT7J65gRhliEvnmT1zAnCLENePMnqWWbTfUtaC7wL2BkRb062HQl8F1gMbAM+GBFPljn2ZeC+pPhoRJyXVZxmWRpaPGndunXTbvGkzs5O+vr6JnTM1q1bAVi1atWEjluyZMmEj7Gpy7IGcR1wzohtnwFujYilwK1JuZwXIuKk5MvJwerau9/9bubOnct55/lXec6cOcyZMyfvMKxCmdUgImKTpMUjNp8PnJG87gJuB/4yqxjMasGNN97I888/z/e+9z0uv/zyvMNJje/op79qt0EsjIjHk9c7gIWj7HeopF5Jd0l6z1gfKOniZN/eXbt2pRmr2ZQVCgV6enoA6O7u9jgIqyu5NVJHsXN4jPL2ayOiFfgI8HVJbxjjc9ZERGtEtC5YsCCLUM0mbfXq1QwODgLFcRCrV6/OOSKzylU7QTwh6WiA5PvOcjtFxPbk+yMUH0O9pVoBmqXp1ltvHVa+5ZZbcorEbOKqnSDWAUP9/NqBfxu5g6QjJM1OXjcDbwMerFqEZikaGkU9WtmslmWWICTdAPwEOF5Sv6SLgC8DKyRtBZYnZSS1SromOfRNQK+ke4HbgC9HhBOE1aXly5cPK69YsSKnSMwmTtPpjqa1tTV6e3vzDsPsgEKhwAUXXMDg4CBNTU3cdNNN02oshNU/SXcnbb6v4JHUZhlqbm4+UGtoa2tzcrC6ktk4CDMr6ujoYMeOHXR0dOQditmEOEGYZay5uZmrr7467zDMJsyPmMzMrCwnCDMzK8sJwszMynKCMDOzsqbVOAhJu4Bf5xxGM1DIOYZa4WtxkK/FQb4WB9XCtXhtRJSdyG5aJYhaIKl3tEEnjcbX4iBfi4N8LQ6q9WvhR0xmZlaWE4SZmZXlBJG+NXkHUEN8LQ7ytTjI1+Kgmr4WboMwM7OyXIMwM7OynCDMzKwsJ4gpkPSypM0lX5/JO6Y8SFoo6Z8lPSLpbkk/kfTeMvvdLqlmu/SlQdL8kt+HHZK2l5R/S9KApEvyjrNayvyNLM47pryUXIv7Jd0oaW7eMY3Hs7lOzQsRcVLeQeRJkoB/Bboi4iPJttcC5+UZV14iYjdwEoCkLwDPRcT/SMp/AtwFXAj8z5xCrLaG/xspceBaSLoeuAT4Wq4RjcM1iJRJeo2kX0g6PinfIOmP844rQ2cB+yLiwD+8iPh1RFwtaY6k70h6SNLNwJz8wqwJFwJ/DiyS1JJ3MHmQNE/SrZL+U9J9ks7PO6ac3AEskXSkpH+VtEXSXZKW5R1YKSeIqZkzovr8oYh4GvgEcJ2kDwNHRMT/yjnOLP028J+jvPcnwN6IeBNwBfDWqkVVYyQdCxwdET8Dvgd8KOeQqqX0b+Rm4EXgvRHxO8CZwN8ltdCGIWkmsBK4D/gicE9ELAMuB76dZ2wj+RHT1JStPkdEj6QPAN8ETqx6VDmS9E3g7cA+YDvQCRARWyRtyTO2nH2IYmIA+A6wFvi7/MKpmmF/I5JmAX8j6TRgEFgELAR25BNeVc2RtDl5fQdwLfBT4P0AEfEfSRvWqyPimZxiHMYJIgOSmoA3AXuBI4D+fCPK1AMkv+AAEXGppGagl2KCsKILgaMkfTQpHyNpaURszTOoHHwUWAC8NSIGJG0DDs03pKp5xQ1lrVee/IgpG38GPAR8BPhWctc0Xf0HcGjSADtkqHfGJorXAElvBmrq+Wq1SHojMC8iFkXE4ohYDPwtxaTRaF4D7EySw5nAa/MOKGd3UEyaSDoDKNRK7QE8knpKJL1M8TnikB8C36LYq+fkiHhW0teAZyPiihxCrApJRwN/D5wC7AKep9hLZx3F63EixYS5CLg0InpzCrWqhnoxAYcBcyLiMyXvLQO+m7TPTFuSnouIeSXlZuD7wDyKtczfA1ZGxLZ8Iqyekdci2XYkxceNr6f4xOHiiKiZR7FOEGZmVpYfMZmZWVlOEGZmVpYThJmZleUEYWZmZTlBmJlZWU4Q1tA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"id": "92e6b597-6bc0-4619-8c9b-981decae306a", + "metadata": {}, + "outputs": [], + "source": [ + "df = df.replace({'HeatingQC':{'Ex':4,'Gd':3,'TA':2,'Fa':1,'Po':0}})" + ] + }, + { + "cell_type": "code", + "execution_count": 1672, + "id": "adae493f-974c-4adc-aa27-c66865a7b8ec", + "metadata": {}, + "outputs": [], + "source": [ + "df_X['HeatingQC'] = df.HeatingQC.copy()" + ] + }, + { + "cell_type": "code", + "execution_count": 1673, + "id": "c7d90062-3a90-40f7-a9ad-81b48a43919b", + "metadata": {}, + "outputs": [], + "source": [ + "df.drop(['HeatingQC','Heating','CentralAir'],inplace=True,axis=1)" + ] + }, + { + "cell_type": "code", + "execution_count": 1674, + "id": "a6368651-087b-473e-ae8a-ed4204d0a006", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "text/plain": [ + "Typ 1360\n", + "Min2 34\n", + "Min1 31\n", + "Mod 15\n", + "Maj1 14\n", + "Maj2 5\n", + "Sev 1\n", + "Name: Functional, dtype: int64" + ] + }, + "execution_count": 1674, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "sns.boxplot(x='Functional',y='logSalePrice',data=df)\n", + "plt.show()\n", + "df.Functional.value_counts()" + ] + }, + { + "cell_type": "markdown", + "id": "81db2f48-5561-481b-954b-b302e9938a41", + "metadata": {}, + "source": [ + "This seems pretty chaotic and not really informative, looks mostly like noise" + ] + }, + { + "cell_type": "code", + "execution_count": 1675, + "id": "61462d6c-659e-448a-bf45-89e1c2fd103e", + "metadata": {}, + "outputs": [], + "source": [ + "df.drop('Functional',inplace=True,axis=1)" + ] + }, + { + "cell_type": "code", + "execution_count": 1676, + "id": "a3feaf99-5d6b-426d-8f75-d40f2156b8d2", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "text/plain": [ + "Y 1340\n", + "N 90\n", + "P 30\n", + "Name: PavedDrive, dtype: int64" + ] + }, + "execution_count": 1676, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "sns.boxplot(x='PavedDrive',y='logSalePrice',data=df)\n", + "plt.show()\n", + "df.PavedDrive.value_counts()" + ] + }, + { + "cell_type": "code", + "execution_count": 1677, + "id": "9392650d-6da9-47ff-aed2-549db6a493e1", + "metadata": {}, + "outputs": [], + "source": [ + "df = df.replace({'PavedDrive':{'Y':2,'P':1,'N':0}})" + ] + }, + { + "cell_type": "code", + "execution_count": 1678, + "id": "061435c8-671e-4fe4-92ae-7c53e69d14ed", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "text/plain": [ + "WD 1267\n", + "New 122\n", + "COD 43\n", + "ConLD 9\n", + "ConLI 5\n", + "ConLw 5\n", + "CWD 4\n", + "Oth 3\n", + "Con 2\n", + "Name: SaleType, dtype: int64" + ] + }, + "execution_count": 1678, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "sns.boxplot(x='SaleType',y='logSalePrice',data=df)\n", + "plt.show()\n", + "df.SaleType.value_counts()" + ] + }, + { + "cell_type": "markdown", + "id": "7e4b278e-5511-45b6-823f-3141a5c3d56c", + "metadata": {}, + "source": [ + "It seems that new house sell for higher prices than other types of Sales. Unfortunately we don't have a lot of representative data on the other types besided the normal Warranty Deed and a bit of CourtOfficerDeedEstate. Let's keep it in df for now and decide what to do later." + ] + }, + { + "cell_type": "code", + "execution_count": 1679, + "id": "219bad03-df03-436a-9d79-f365d4c192c7", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "text/plain": [ + "Normal 1198\n", + "Partial 125\n", + "Abnorml 101\n", + "Family 20\n", + "Alloca 12\n", + "AdjLand 4\n", + "Name: SaleCondition, dtype: int64" + ] + }, + "execution_count": 1679, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "sns.boxplot(x='SaleCondition',y='logSalePrice',data=df)\n", + "plt.show()\n", + "df.SaleCondition.value_counts()" + ] + }, + { + "cell_type": "markdown", + "id": "484ad65b-4fe7-4a16-88fa-1173e6529445", + "metadata": {}, + "source": [ + "These two previous categories seem relevant for sure, if a house is new is it more likely to be sold for a higher price. If a house is sold under abnormal conditions like foreclosure, it is likely to be cheaper. Let's see it there is a dependency on these two categories so we only keep one of them." + ] + }, + { + "cell_type": "code", + "execution_count": 1680, + "id": "fca299c5-2e8e-44ae-a22a-6df33bfaa51f", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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SaleConditionAbnormlAdjLandAllocaFamilyNormalPartial
SaleType
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" + ], + "text/plain": [ + "SaleCondition Abnorml AdjLand Alloca Family Normal Partial\n", + "SaleType \n", + "COD 24 0 0 0 19 0\n", + "CWD 1 0 0 1 2 0\n", + "Con 0 0 0 0 2 0\n", + "ConLD 2 0 0 0 6 1\n", + "ConLI 1 0 0 0 4 0\n", + "ConLw 0 0 0 0 5 0\n", + "New 0 0 0 0 0 122\n", + "Oth 3 0 0 0 0 0\n", + "WD 70 4 12 19 1160 2" + ] + }, + "execution_count": 1680, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "SalesProcess = pd.crosstab(df.SaleType, df.SaleCondition,margins = False)\n", + "SalesProcess" + ] + }, + { + "cell_type": "code", + "execution_count": 1681, + "id": "eb576f75-05c2-4974-9dd9-5964af7a2d75", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "0.0" + ] + }, + "execution_count": 1681, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "chi2_contingency(SalesProcess)[1]" + ] + }, + { + "cell_type": "markdown", + "id": "46ad0129-af07-444d-a110-f82ae7d4ae4a", + "metadata": {}, + "source": [ + "The most important thing to capture from the SaleType was whether it was a new house or not, but that information is contained in the Partial Category in SaleCondition, plus, SaleCondition also includes the Abnormal cases, which seem to be relevant for cheaper houses. With a small p-value it is evident that these two variables are dependent, let's keep Sale Condition." + ] + }, + { + "cell_type": "code", + "execution_count": 1682, + "id": "7de21dfc-1dd8-4607-bd0f-e70394c468d4", + "metadata": {}, + "outputs": [], + "source": [ + "df_X['SaleConditon']=df.SaleCondition.copy()" + ] + }, + { + "cell_type": "code", + "execution_count": 1683, + "id": "7ea285d4-fbf2-41e8-a882-d446a4dab0d7", + "metadata": {}, + "outputs": [], + "source": [ + "df.drop(['SaleCondition','SaleType'],inplace=True,axis=1)" + ] + }, + { + "cell_type": "markdown", + "id": "73b60f56-2b16-46e2-8945-41a4bb6fc2ea", + "metadata": {}, + "source": [ + "### Exploring the hierarchical categorical variables" + ] + }, + { + "cell_type": "markdown", + "id": "bfb30e61-620c-4ca2-ae59-fd491bd9156f", + "metadata": {}, + "source": [ + "We have done our first comb through the categorical variable, added some good ones and eliminated some useless or redundant ones. We are left with a few on which we are on the fence. First, let's remember that we have labelled the hierachical categorical variables, so let's try once again to do a correlation matrix heatmap on df to see if there is interesting new information. \n", + "Note: I kept MasVnrArea all this time because I wanted to see how it stacked up to the categorical variables and make a decision." + ] + }, + { + "cell_type": "code", + "execution_count": 1684, + "id": "ff3daa10-ed24-43d9-ab13-8833c5908108", + "metadata": {}, + "outputs": [], + "source": [ + "# Forgot to fillna on MsnVnrArea\n", + "df.MasVnrArea.fillna(0,inplace=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 1685, + "id": "596ac127-e6b5-43c0-aa84-2ac1ce76810c", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots(figsize=(6,3))\n", + "sns.heatmap(df.corr(), annot=True)\n", + "plt.title('Correlation Matrix')\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "854f58c5-0468-4e27-b4d9-9a94c50cac50", + "metadata": {}, + "source": [ + "Let's add Fireplaces and MasVnrArea. " + ] + }, + { + "cell_type": "code", + "execution_count": 1686, + "id": "0fbd383e-b02d-4cff-9508-bf934aabc553", + "metadata": {}, + "outputs": [], + "source": [ + "df_X[['Fireplaces','MasVnrArea']]=df[['Fireplaces','MasVnrArea']].copy()" + ] + }, + { + "cell_type": "code", + "execution_count": 1687, + "id": "4e0e57b4-fcaa-4c60-a70c-c724f7c690fc", + "metadata": {}, + "outputs": [], + "source": [ + "df.drop(['Fireplaces','MasVnrArea'],inplace=True,axis=1)" + ] + }, + { + "cell_type": "markdown", + "id": "b93891fe-ebf9-4ce2-abd2-ec4afe164410", + "metadata": {}, + "source": [ + "The other one that seems tempting is PavedDrive, let's do a chi-square test to see if it is dependent on Neighborhood" + ] + }, + { + "cell_type": "code", + "execution_count": 1688, + "id": "30540806-d703-47e0-867d-e66b73d42c3d", + "metadata": { + "tags": [] + }, + "outputs": [ + { + "data": { + "text/html": [ + "
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NeighborhoodBlmngtnBluesteBrDaleBrkSideClearCrCollgCrCrawforEdwardsGilbertIDOTRR...NoRidgeNridgHtOldTownSWISUSawyerSawyerWSomerstStoneBrTimberVeenker
PavedDrive
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3 rows × 25 columns

\n", + "
" + ], + "text/plain": [ + "Neighborhood Blmngtn Blueste BrDale BrkSide ClearCr CollgCr Crawfor \\\n", + "PavedDrive \n", + "0 0 0 1 12 2 0 2 \n", + "1 0 0 0 3 0 0 3 \n", + "2 17 2 15 43 26 150 46 \n", + "\n", + "Neighborhood Edwards Gilbert IDOTRR ... NoRidge NridgHt OldTown SWISU \\\n", + "PavedDrive ... \n", + "0 15 0 16 ... 0 0 29 5 \n", + "1 7 1 3 ... 0 0 6 2 \n", + "2 78 78 18 ... 41 77 78 18 \n", + "\n", + "Neighborhood Sawyer SawyerW Somerst StoneBr Timber Veenker \n", + "PavedDrive \n", + "0 4 2 0 0 1 0 \n", + "1 0 0 0 0 1 0 \n", + "2 70 57 86 25 36 11 \n", + "\n", + "[3 rows x 25 columns]" + ] + }, + "execution_count": 1688, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "paved_neigh = pd.crosstab(df.PavedDrive, df_X.Neighborhood,margins = False)\n", + "paved_neigh" + ] + }, + { + "cell_type": "code", + "execution_count": 1689, + "id": "95ad817c-0071-47cf-b01f-526862e091b1", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "3.6087865401452485e-43" + ] + }, + "execution_count": 1689, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "chi2_contingency(paved_neigh)[1]" + ] + }, + { + "cell_type": "markdown", + "id": "469eb58f-af9b-400f-a457-8c3a2c71609d", + "metadata": {}, + "source": [ + "It makes sense that the roads are paved or not depending on the neighborhood, so let's not add any unnecessary columns to our data" + ] + }, + { + "cell_type": "code", + "execution_count": 1690, + "id": "d6156e4e-6e9f-4bf0-bb95-c2b0a959ccc3", + "metadata": {}, + "outputs": [], + "source": [ + "df.drop('PavedDrive',inplace=True,axis=1)" + ] + }, + { + "cell_type": "markdown", + "id": "3d10867d-e454-4db2-b23e-10c7d6ba9f9c", + "metadata": {}, + "source": [ + "While we're at it let's drop the other hierarchical categorical variables which we didn't use" + ] + }, + { + "cell_type": "code", + "execution_count": 1691, + "id": "97c0a99e-0224-4d47-b1ac-85b0b0f6af2c", + "metadata": {}, + "outputs": [], + "source": [ + "df.drop(df.select_dtypes('int64').columns.to_list(),inplace=True,axis=1)" + ] + }, + { + "cell_type": "markdown", + "id": "4aa69d49-9b29-4e08-9ee0-e3510abf79f3", + "metadata": {}, + "source": [ + "### We're almost done!" + ] + }, + { + "cell_type": "markdown", + "id": "5aaa6313-e8c9-49db-bb1b-13b438758244", + "metadata": {}, + "source": [ + "Let's see how far we've come selecting columns:" + ] + }, + { + "cell_type": "code", + "execution_count": 1692, + "id": "0f2d5785-1ee9-4d52-b284-4b95994ac06d", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "RangeIndex: 1460 entries, 0 to 1459\n", + "Data columns (total 20 columns):\n", + " # Column Non-Null Count Dtype \n", + "--- ------ -------------- ----- \n", + " 0 OverallQual 1460 non-null int64 \n", + " 1 GrLivArea 1460 non-null int64 \n", + " 2 GarageArea 1460 non-null int64 \n", + " 3 1stFlrSF 1460 non-null int64 \n", + " 4 FullBath 1460 non-null int64 \n", + " 5 YearBuilt 1460 non-null int64 \n", + " 6 YearRemodAdd 1460 non-null int64 \n", + " 7 HalfBath 1460 non-null int64 \n", + " 8 BsmtFullBath 1460 non-null int64 \n", + " 9 BsmtHalfBath 1460 non-null int64 \n", + " 10 ExterQual 1460 non-null int64 \n", + " 11 KitchenQual 1460 non-null int64 \n", + " 12 BsmtQual 1460 non-null int64 \n", + " 13 Neighborhood 1460 non-null object \n", + " 14 HouseStyle 1460 non-null object \n", + " 15 MasVnrType 1460 non-null object \n", + " 16 HeatingQC 1460 non-null int64 \n", + " 17 SaleConditon 1460 non-null object \n", + " 18 Fireplaces 1460 non-null int64 \n", + " 19 MasVnrArea 1460 non-null float64\n", + "dtypes: float64(1), int64(15), object(4)\n", + "memory usage: 228.2+ KB\n" + ] + } + ], + "source": [ + "df_X.info()" + ] + }, + { + "cell_type": "markdown", + "id": "0548ba24-6c92-4292-9349-0f6e1c5554cc", + "metadata": {}, + "source": [ + "And these are the ones we have yet to decide:" + ] + }, + { + "cell_type": "code", + "execution_count": 1693, + "id": "4781d5b1-72cb-497f-ab0b-29f15f147c82", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "RangeIndex: 1460 entries, 0 to 1459\n", + "Data columns (total 8 columns):\n", + " # Column Non-Null Count Dtype \n", + "--- ------ -------------- ----- \n", + " 0 LandContour 1460 non-null object \n", + " 1 LotConfig 1460 non-null object \n", + " 2 Condition1 1460 non-null object \n", + " 3 BldgType 1460 non-null object \n", + " 4 Exterior1st 1460 non-null object \n", + " 5 Exterior2nd 1460 non-null object \n", + " 6 Foundation 1460 non-null object \n", + " 7 logSalePrice 1460 non-null float64\n", + "dtypes: float64(1), object(7)\n", + "memory usage: 91.4+ KB\n" + ] + } + ], + "source": [ + "df.info()" + ] + }, + { + "cell_type": "markdown", + "id": "bf5f1fff-4cf6-4d09-959e-cacc43e7ed81", + "metadata": {}, + "source": [ + "It is fairly certain that LandContour, LotConfig and Condition1 will be heavily dependent on Neighborhood, and, to be honest, would probably not impress even if they didn't, so let's eliminate them tout de suite" + ] + }, + { + "cell_type": "code", + "execution_count": 1694, + "id": "ab021cd4-ee51-4c94-a465-a8daa4d8201c", + "metadata": {}, + "outputs": [], + "source": [ + "df.drop(['LandContour','LotConfig','Condition1'],inplace=True,axis=1)" + ] + }, + { + "cell_type": "code", + "execution_count": 1695, + "id": "7ab2e01f-d85b-43ea-a3f2-94126b6c87fd", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "RangeIndex: 1460 entries, 0 to 1459\n", + "Data columns (total 5 columns):\n", + " # Column Non-Null Count Dtype \n", + "--- ------ -------------- ----- \n", + " 0 BldgType 1460 non-null object \n", + " 1 Exterior1st 1460 non-null object \n", + " 2 Exterior2nd 1460 non-null object \n", + " 3 Foundation 1460 non-null object \n", + " 4 logSalePrice 1460 non-null float64\n", + "dtypes: float64(1), object(4)\n", + "memory usage: 57.2+ KB\n" + ] + } + ], + "source": [ + "df.info()" + ] + }, + { + "cell_type": "markdown", + "id": "260a1194-378b-4720-ae17-8fe0b293036b", + "metadata": {}, + "source": [ + "Let's examine BldgType:" + ] + }, + { + "cell_type": "code", + "execution_count": 1696, + "id": "7343560a-3948-455d-b043-7fc6bb10aec4", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "text/plain": [ + "1Fam 1220\n", + "TwnhsE 114\n", + "Duplex 52\n", + "Twnhs 43\n", + "2fmCon 31\n", + "Name: BldgType, dtype: int64" + ] + }, + "execution_count": 1696, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "sns.boxplot(x='BldgType',y='logSalePrice',data=df)\n", + "plt.show()\n", + "df.BldgType.value_counts()" + ] + }, + { + "cell_type": "markdown", + "id": "37c7d0ed-89e0-47bf-a020-53ece3247f91", + "metadata": {}, + "source": [ + "It would be reasonable for this to be dependent on HouseStyle, let's do another chi-squared to confirm:" + ] + }, + { + "cell_type": "code", + "execution_count": 1697, + "id": "ba370b18-adbe-4678-b0be-e6dcf065a33f", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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HouseStyle1.5Fin1.5Unf1Story2.5Fin2.5Unf2StorySFoyerSLvl
BldgType
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\n", + "
" + ], + "text/plain": [ + "HouseStyle 1.5Fin 1.5Unf 1Story 2.5Fin 2.5Unf 2Story SFoyer SLvl\n", + "BldgType \n", + "1Fam 142 13 607 7 9 362 20 60\n", + "2fmCon 8 1 7 1 2 11 0 1\n", + "Duplex 4 0 29 0 0 9 9 1\n", + "Twnhs 0 0 5 0 0 33 4 1\n", + "TwnhsE 0 0 78 0 0 30 4 2" + ] + }, + "execution_count": 1697, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "bldg_houseStyle = pd.crosstab(df.BldgType, df_X.HouseStyle,margins = False)\n", + "bldg_houseStyle" + ] + }, + { + "cell_type": "code", + "execution_count": 1698, + "id": "110dea40-5cc2-43fb-a405-5263a2252d4a", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "2.366736289460599e-22" + ] + }, + "execution_count": 1698, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "chi2_contingency(bldg_houseStyle)[1]" + ] + }, + { + "cell_type": "markdown", + "id": "975e67e2-2f59-4553-b4c8-5b283a7648cb", + "metadata": {}, + "source": [ + "Indeed" + ] + }, + { + "cell_type": "code", + "execution_count": 1699, + "id": "55a42cc3-4bc9-49c6-95e3-b17970efe855", + "metadata": {}, + "outputs": [], + "source": [ + "df.drop('BldgType',inplace=True,axis=1)" + ] + }, + { + "cell_type": "code", + "execution_count": 1700, + "id": "672d5859-bfcd-4432-a295-3650ad9bfbc0", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "RangeIndex: 1460 entries, 0 to 1459\n", + "Data columns (total 4 columns):\n", + " # Column Non-Null Count Dtype \n", + "--- ------ -------------- ----- \n", + " 0 Exterior1st 1460 non-null object \n", + " 1 Exterior2nd 1460 non-null object \n", + " 2 Foundation 1460 non-null object \n", + " 3 logSalePrice 1460 non-null float64\n", + "dtypes: float64(1), object(3)\n", + "memory usage: 45.8+ KB\n" + ] + } + ], + "source": [ + "df.info()" + ] + }, + { + "cell_type": "code", + "execution_count": 1701, + "id": "55d6a599-604f-411c-804d-27fba8c834ad", + "metadata": {}, + "outputs": [], + "source": [ + "#From these remaining ones we will only keep Foundation and be done with it" + ] + }, + { + "cell_type": "code", + "execution_count": 1702, + "id": "73b9f4a7-4850-4ef8-be14-a56915d0da10", + "metadata": {}, + "outputs": [], + "source": [ + "df_X['Foundation'] = df.Foundation.copy()" + ] + }, + { + "cell_type": "code", + "execution_count": 1703, + "id": "16061595-1428-4e98-bd08-bbc5dd3fb40d", + "metadata": {}, + "outputs": [], + "source": [ + "df.drop(['Exterior1st','Exterior2nd','Foundation'],inplace=True,axis=1)" + ] + }, + { + "cell_type": "code", + "execution_count": 1704, + "id": "6ce9d078-5213-41f6-92ce-c1bf05d2799c", + "metadata": {}, + "outputs": [], + "source": [ + "y = df.logSalePrice.copy()" + ] + }, + { + "cell_type": "markdown", + "id": "059363c0-3527-464a-bf17-67fd8133b035", + "metadata": {}, + "source": [ + "### What did we keep?" + ] + }, + { + "cell_type": "markdown", + "id": "65604589-06a1-46fa-b61a-80ca43c6f25c", + "metadata": {}, + "source": [ + "Now that we have gone through the worst, let's have a last look at the features we kept to see if there is any way to eliminate some of them. Later on we also need to deal with the remaining dtype=object variables." + ] + }, + { + "cell_type": "code", + "execution_count": 1705, + "id": "63e3b3e6-ce5b-4a7d-ae09-9e12fa11f0bf", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "RangeIndex: 1460 entries, 0 to 1459\n", + "Data columns (total 21 columns):\n", + " # Column Non-Null Count Dtype \n", + "--- ------ -------------- ----- \n", + " 0 OverallQual 1460 non-null int64 \n", + " 1 GrLivArea 1460 non-null int64 \n", + " 2 GarageArea 1460 non-null int64 \n", + " 3 1stFlrSF 1460 non-null int64 \n", + " 4 FullBath 1460 non-null int64 \n", + " 5 YearBuilt 1460 non-null int64 \n", + " 6 YearRemodAdd 1460 non-null int64 \n", + " 7 HalfBath 1460 non-null int64 \n", + " 8 BsmtFullBath 1460 non-null int64 \n", + " 9 BsmtHalfBath 1460 non-null int64 \n", + " 10 ExterQual 1460 non-null int64 \n", + " 11 KitchenQual 1460 non-null int64 \n", + " 12 BsmtQual 1460 non-null int64 \n", + " 13 Neighborhood 1460 non-null object \n", + " 14 HouseStyle 1460 non-null object \n", + " 15 MasVnrType 1460 non-null object \n", + " 16 HeatingQC 1460 non-null int64 \n", + " 17 SaleConditon 1460 non-null object \n", + " 18 Fireplaces 1460 non-null int64 \n", + " 19 MasVnrArea 1460 non-null float64\n", + " 20 Foundation 1460 non-null object \n", + "dtypes: float64(1), int64(15), object(5)\n", + "memory usage: 239.7+ KB\n" + ] + } + ], + "source": [ + "df_X.info()" + ] + }, + { + "cell_type": "markdown", + "id": "b5284305-edae-48b3-99ee-90f13b78e373", + "metadata": {}, + "source": [ + "Let's make a new variable named AllBaths which takes into account FullBaths as 1 and half Baths as 0.5" + ] + }, + { + "cell_type": "code", + "execution_count": 1714, + "id": "428dda40-5f9e-4779-8b6d-178e74fe5597", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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OverallQualGrLivAreaGarageArea1stFlrSFFullBathYearBuiltYearRemodAddHalfBathBsmtFullBathBsmtHalfBath...HeatingQCSaleConditonFireplacesMasVnrAreaFoundationAllBathsHowOldyBsmtAllBathsBaths
071710548856220032003110...4Normal0196.0PConc2.5512.2476941.03.5
1612624601262219761976001...4Normal10.0CBlock2.03112.1090110.52.5
271786608920220012002110...4Normal1162.0PConc2.5612.3171671.03.5
371717642961119151970010...3Abnorml10.0BrkTil1.03611.8493981.02.0
4821988361145220002000110...4Normal1350.0PConc2.5812.4292161.03.5
..................................................................
145561647460953219992000100...4Normal10.0PConc2.5712.0725410.02.5
1456620735002073219781988010...2Normal2119.0CBlock2.02212.2548631.03.0
1457723402521188219412006000...4Normal20.0Stone2.0412.4931300.02.0
1458510782401078119501996010...3Normal00.0CBlock1.01411.8644621.02.0
1459512562761256119651965110...3Normal00.0CBlock1.54311.9015831.02.5
\n", + "

1460 rows × 26 columns

\n", + "
" + ], + "text/plain": [ + " OverallQual GrLivArea GarageArea 1stFlrSF FullBath YearBuilt \\\n", + "0 7 1710 548 856 2 2003 \n", + "1 6 1262 460 1262 2 1976 \n", + "2 7 1786 608 920 2 2001 \n", + "3 7 1717 642 961 1 1915 \n", + "4 8 2198 836 1145 2 2000 \n", + "... ... ... ... ... ... ... \n", + "1455 6 1647 460 953 2 1999 \n", + "1456 6 2073 500 2073 2 1978 \n", + "1457 7 2340 252 1188 2 1941 \n", + "1458 5 1078 240 1078 1 1950 \n", + "1459 5 1256 276 1256 1 1965 \n", + "\n", + " YearRemodAdd HalfBath BsmtFullBath BsmtHalfBath ... HeatingQC \\\n", + "0 2003 1 1 0 ... 4 \n", + "1 1976 0 0 1 ... 4 \n", + "2 2002 1 1 0 ... 4 \n", + "3 1970 0 1 0 ... 3 \n", + "4 2000 1 1 0 ... 4 \n", + "... ... ... ... ... ... ... \n", + "1455 2000 1 0 0 ... 4 \n", + "1456 1988 0 1 0 ... 2 \n", + "1457 2006 0 0 0 ... 4 \n", + "1458 1996 0 1 0 ... 3 \n", + "1459 1965 1 1 0 ... 3 \n", + "\n", + " SaleConditon Fireplaces MasVnrArea Foundation AllBaths HowOld \\\n", + "0 Normal 0 196.0 PConc 2.5 5 \n", + "1 Normal 1 0.0 CBlock 2.0 31 \n", + "2 Normal 1 162.0 PConc 2.5 6 \n", + "3 Abnorml 1 0.0 BrkTil 1.0 36 \n", + "4 Normal 1 350.0 PConc 2.5 8 \n", + "... ... ... ... ... ... ... \n", + "1455 Normal 1 0.0 PConc 2.5 7 \n", + "1456 Normal 2 119.0 CBlock 2.0 22 \n", + "1457 Normal 2 0.0 Stone 2.0 4 \n", + "1458 Normal 0 0.0 CBlock 1.0 14 \n", + "1459 Normal 0 0.0 CBlock 1.5 43 \n", + "\n", + " y BsmtAllBaths Baths \n", + "0 12.247694 1.0 3.5 \n", + "1 12.109011 0.5 2.5 \n", + "2 12.317167 1.0 3.5 \n", + "3 11.849398 1.0 2.0 \n", + "4 12.429216 1.0 3.5 \n", + "... ... ... ... \n", + "1455 12.072541 0.0 2.5 \n", + "1456 12.254863 1.0 3.0 \n", + "1457 12.493130 0.0 2.0 \n", + "1458 11.864462 1.0 2.0 \n", + "1459 11.901583 1.0 2.5 \n", + "\n", + "[1460 rows x 26 columns]" + ] + }, + "execution_count": 1714, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df_X['AllBaths']=df_X.FullBath+df_X.HalfBath/2\n", + "df_X['BsmtAllBaths']=df_X.BsmtFullBath+df_X.BsmtHalfBath/2\n", + "df_X['Baths']=df_X.AllBaths+df_X.BsmtAllBaths\n", + "df_X" + ] + }, + { + "cell_type": "markdown", + "id": "05289af3-5709-46d2-8d61-e70a94bf79d1", + "metadata": {}, + "source": [ + "Let's also make another variable that takes into account how old the house was when it was sold since it was built or remodelled." + ] + }, + { + "cell_type": "code", + "execution_count": 1707, + "id": "b3bd8f87-91f7-48ca-a32d-0d1a7ee939bc", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "0 5\n", + "1 31\n", + "2 6\n", + "3 36\n", + "4 8\n", + " ..\n", + "1455 7\n", + "1456 22\n", + "1457 4\n", + "1458 14\n", + "1459 43\n", + "Name: HowOld, Length: 1460, dtype: int64" + ] + }, + "execution_count": 1707, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df_X['HowOld']=df_time.YrSold-df_X.YearRemodAdd\n", + "df_X.HowOld" + ] + }, + { + "cell_type": "code", + "execution_count": 1708, + "id": "d4a1370b-1df5-4b2e-8958-dd8c9e486007", + "metadata": {}, + "outputs": [], + "source": [ + "df_X['y']=y" + ] + }, + { + "cell_type": "markdown", + "id": "947c3929-9827-41c2-8c0e-17245818f5a4", + "metadata": {}, + "source": [ + "Let's see how these new metrics perform" + ] + }, + { + "cell_type": "code", + "execution_count": 1718, + "id": "efee252f-4171-4414-a826-1632d8eae456", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots(figsize=(18,8))\n", + "sns.heatmap(df_X.corr(), annot=True)\n", + "plt.title('Correlation Matrix')\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "cdaa6ee9-71e3-428b-abe7-b87ac82a8c5d", + "metadata": {}, + "source": [ + "AllBaths did good, we can eliminate the two separate bath categories. Same cannot be said for BsmtAllBaths, it appears BsmtHalfBaths are simply irrelevant. We'll still keep them for consistency.\n", + "The new HowOld category did well also, we like that better so we'll keep it.\n", + "Let's eliminate the unused columns." + ] + }, + { + "cell_type": "code", + "execution_count": 1720, + "id": "178d47b4-252c-477e-be35-5a57c70438b5", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "0 1378\n", + "1 80\n", + "2 2\n", + "Name: BsmtHalfBath, dtype: int64" + ] + }, + "execution_count": 1720, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df_X.BsmtHalfBath.value_counts()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "26b9f5b0-ff84-465e-aff5-53cdf5b64d62", + "metadata": {}, + "outputs": [], + "source": [ + "[" + ] + }, + { + "cell_type": "code", + "execution_count": 1722, + "id": "91402161-f83c-4d1c-9900-824bdc5ec707", + "metadata": {}, + "outputs": [], + "source": [ + "df_X.drop(['YearBuilt','YearRemodAdd','FullBath','HalfBath','BsmtFullBath','BsmtHalfBath','y','Baths'],inplace=True,axis=1)" + ] + }, + { + "cell_type": "code", + "execution_count": 1723, + "id": "5197f609-1df5-4fb1-b41f-27cec3d10739", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "RangeIndex: 1460 entries, 0 to 1459\n", + "Data columns (total 18 columns):\n", + " # Column Non-Null Count Dtype \n", + "--- ------ -------------- ----- \n", + " 0 OverallQual 1460 non-null int64 \n", + " 1 GrLivArea 1460 non-null int64 \n", + " 2 GarageArea 1460 non-null int64 \n", + " 3 1stFlrSF 1460 non-null int64 \n", + " 4 ExterQual 1460 non-null int64 \n", + " 5 KitchenQual 1460 non-null int64 \n", + " 6 BsmtQual 1460 non-null int64 \n", + " 7 Neighborhood 1460 non-null object \n", + " 8 HouseStyle 1460 non-null object \n", + " 9 MasVnrType 1460 non-null object \n", + " 10 HeatingQC 1460 non-null int64 \n", + " 11 SaleConditon 1460 non-null object \n", + " 12 Fireplaces 1460 non-null int64 \n", + " 13 MasVnrArea 1460 non-null float64\n", + " 14 Foundation 1460 non-null object \n", + " 15 AllBaths 1460 non-null float64\n", + " 16 HowOld 1460 non-null int64 \n", + " 17 BsmtAllBaths 1460 non-null float64\n", + "dtypes: float64(3), int64(10), object(5)\n", + "memory usage: 205.4+ KB\n" + ] + } + ], + "source": [ + "df_X.info()" + ] + }, + { + "cell_type": "markdown", + "id": "10e3201a-7b8d-4248-b617-3176d62001b3", + "metadata": {}, + "source": [ + "### One-hot encoding using get dummies" + ] + }, + { + "cell_type": "markdown", + "id": "ed5dacf7-3f0b-430d-ae3a-5eca383a86a5", + "metadata": {}, + "source": [ + "We will now convert our remaining categorical variables into numerical by using get_dummies." + ] + }, + { + "cell_type": "code", + "execution_count": 1729, + "id": "a8ccb065-b1be-4ca6-a9a6-51c0ada1576b", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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1460 rows × 62 columns

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" + ], + "text/plain": [ + " OverallQual GrLivArea GarageArea 1stFlrSF ExterQual KitchenQual \\\n", + "0 7 1710 548 856 2 2 \n", + "1 6 1262 460 1262 1 1 \n", + "2 7 1786 608 920 2 2 \n", + "3 7 1717 642 961 1 2 \n", + "4 8 2198 836 1145 2 2 \n", + "... ... ... ... ... ... ... \n", + "1455 6 1647 460 953 1 1 \n", + "1456 6 2073 500 2073 1 1 \n", + "1457 7 2340 252 1188 3 2 \n", + "1458 5 1078 240 1078 1 2 \n", + "1459 5 1256 276 1256 2 1 \n", + "\n", + " BsmtQual HeatingQC Fireplaces MasVnrArea ... SaleConditon_Alloca \\\n", + "0 3 4 0 196.0 ... 0 \n", + "1 3 4 1 0.0 ... 0 \n", + "2 3 4 1 162.0 ... 0 \n", + "3 2 3 1 0.0 ... 0 \n", + "4 3 4 1 350.0 ... 0 \n", + "... ... ... ... ... ... ... \n", + "1455 3 4 1 0.0 ... 0 \n", + "1456 3 2 2 119.0 ... 0 \n", + "1457 2 4 2 0.0 ... 0 \n", + "1458 2 3 0 0.0 ... 0 \n", + "1459 2 3 0 0.0 ... 0 \n", + "\n", + " SaleConditon_Family SaleConditon_Normal SaleConditon_Partial \\\n", + "0 0 1 0 \n", + "1 0 1 0 \n", + "2 0 1 0 \n", + "3 0 0 0 \n", + "4 0 1 0 \n", + "... ... ... ... \n", + "1455 0 1 0 \n", + "1456 0 1 0 \n", + "1457 0 1 0 \n", + "1458 0 1 0 \n", + "1459 0 1 0 \n", + "\n", + " Foundation_BrkTil Foundation_CBlock Foundation_PConc Foundation_Slab \\\n", + "0 0 0 1 0 \n", + "1 0 1 0 0 \n", + "2 0 0 1 0 \n", + "3 1 0 0 0 \n", + "4 0 0 1 0 \n", + "... ... ... ... ... \n", + "1455 0 0 1 0 \n", + "1456 0 1 0 0 \n", + "1457 0 0 0 0 \n", + "1458 0 1 0 0 \n", + "1459 0 1 0 0 \n", + "\n", + " Foundation_Stone Foundation_Wood \n", + "0 0 0 \n", + "1 0 0 \n", + "2 0 0 \n", + "3 0 0 \n", + "4 0 0 \n", + "... ... ... \n", + "1455 0 0 \n", + "1456 0 0 \n", + "1457 1 0 \n", + "1458 0 0 \n", + "1459 0 0 \n", + "\n", + "[1460 rows x 62 columns]" + ] + }, + "execution_count": 1729, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df_X_dumbed = pd.get_dummies(df_X)\n", + "df_X_dumbed" + ] + }, + { + "cell_type": "markdown", + "id": "d624159b-d4d5-42a5-b61d-f0765da1b3d1", + "metadata": {}, + "source": [ + "### Scaling the data" + ] + }, + { + "cell_type": "markdown", + "id": "0baf6ca7-4a2b-4c67-b011-9da7ee2a526f", + "metadata": {}, + "source": [ + "sklearn's StandardScaler will be used to scale the data." + ] + }, + { + "cell_type": "code", + "execution_count": 1732, + "id": "d442ca91-fc82-4d7b-8caf-fb506d71de67", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([[ 0.65147924, 0.37033344, 0.35100032, ..., -0.12927912,\n", + " -0.06423821, -0.04537649],\n", + " [-0.07183611, -0.48251191, -0.06073101, ..., -0.12927912,\n", + " -0.06423821, -0.04537649],\n", + " [ 0.65147924, 0.51501256, 0.63172623, ..., -0.12927912,\n", + " -0.06423821, -0.04537649],\n", + " ...,\n", + " [ 0.65147924, 1.56964722, -1.03391416, ..., -0.12927912,\n", + " 15.56705924, -0.04537649],\n", + " [-0.79515147, -0.83278768, -1.09005935, ..., -0.12927912,\n", + " -0.06423821, -0.04537649],\n", + " [-0.79515147, -0.49393395, -0.9216238 , ..., -0.12927912,\n", + " -0.06423821, -0.04537649]])" + ] + }, + "execution_count": 1732, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "X_scaler = StandardScaler()\n", + "X_scaled = X_scaler.fit_transform(df_X_dumbed)\n", + "X_scaled" + ] + }, + { + "cell_type": "markdown", + "id": "2beee825-faaf-4a2f-b1b8-ff28f53a4626", + "metadata": {}, + "source": [ + "### Train-test Split" + ] + }, + { + "cell_type": "code", + "execution_count": 1734, + "id": "fb0902de-51e9-43d0-8da7-a78c6c055863", + "metadata": {}, + "outputs": [], + "source": [ + "X_train, X_test, y_train, y_test = train_test_split(X_scaled, y, random_state = 22, train_size=0.8)" + ] + }, + { + "cell_type": "markdown", + "id": "ee6b9c5a-c976-4666-9523-77441893633c", + "metadata": {}, + "source": [ + "### SKLearn Linear Regression model" + ] + }, + { + "cell_type": "code", + "execution_count": 1735, + "id": "fa670258-3d93-46c4-9ba5-a4cafe195d62", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "LinearRegression()" + ] + }, + "execution_count": 1735, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "linreg = LinearRegression()\n", + "linreg.fit(X_train, y_train)" + ] + }, + { + "cell_type": "code", + "execution_count": 1736, + "id": "ee8ca553-d9d7-4f92-a8da-202031f4d020", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([ 1.02045058e-01, 1.06231830e-01, 4.57368068e-02, -3.81898708e-03,\n", + " -8.34074995e-04, 2.71709259e-02, 3.05512920e-02, 2.24597614e-02,\n", + " 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6.43983428e+10])" + ] + }, + "execution_count": 1736, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "linreg.coef_" + ] + }, + { + "cell_type": "markdown", + "id": "6b64c091-a4e0-4227-9034-23dfde116a70", + "metadata": {}, + "source": [ + "### Score" + ] + }, + { + "cell_type": "code", + "execution_count": 1737, + "id": "956d786b-d8d1-4847-bd3a-23a5fafecf5e", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "0.8727811642806886" + ] + }, + "execution_count": 1737, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "linreg.score(X_train, y_train)" + ] + }, + { + "cell_type": "code", + "execution_count": 1738, + "id": "c816ce7b-d567-4281-8a9d-159c80b42cec", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "0.877939375749328" + ] + }, + "execution_count": 1738, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "linreg.score(X_test, y_test)" + ] + }, + { + "cell_type": "code", + "execution_count": 1743, + "id": "435b4dff-da2a-481a-8db4-9166fff2a320", + "metadata": {}, + "outputs": [], + "source": [ + "predicted = linreg.predict(X_test)\n", + "df_compare = pd.DataFrame({'Real': np.exp(y_test), 'Prediction': np.exp(predicted)})" + ] + }, + { + "cell_type": "code", + "execution_count": 1742, + "id": "4414011e-4a38-4915-ae89-6e08f6e012c2", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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RealPredicciones
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" + ], + "text/plain": [ + " Real Predicciones\n", + "1159 185000.0 177695.143444\n", + "866 248900.0 265614.748158\n", + "432 122500.0 116052.655412\n", + "798 485000.0 455592.024082\n", + "1287 190000.0 146955.232334\n", + "... ... ...\n", + "113 217000.0 229141.992421\n", + "180 177000.0 186132.004471\n", + "1449 92000.0 90824.295970\n", + "876 132250.0 123673.205461\n", + "76 135750.0 110171.920677\n", + "\n", + "[292 rows x 2 columns]" + ] + }, + "execution_count": 1742, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df_compare" + ] + }, + { + "cell_type": "markdown", + "id": "bf7b1abc-749b-42b7-8468-85a077bce0d5", + "metadata": {}, + "source": [ + "### StatsModels OLS Linear Regression Model" + ] + }, + { + "cell_type": "code", + "execution_count": 1744, + "id": "b30c2cb4-4151-4b57-aedf-582e05eb2ec5", + "metadata": {}, + "outputs": [], + "source": [ + "X = sm.add_constant(X_scaled)\n", + "X_train_sm, X_test_sm, y_train_sm, y_test_sm = train_test_split(X, y, random_state=22, test_size=0.2)" + ] + }, + { + "cell_type": "code", + "execution_count": 1760, + "id": "885ca2c0-f10c-4fea-b01c-35863d965c8b", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 1760, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "linear_model_stats = sm.OLS(y_train_sm, X_train_sm)\n", + "linear_model_stats.fit()" + ] + }, + { + "cell_type": "code", + "execution_count": 1764, + "id": "49bdc2ef-4843-46bf-bc57-71f38b5964f6", + "metadata": { + "collapsed": true, + "jupyter": { + "outputs_hidden": true + }, + "tags": [] + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " OLS Regression Results \n", + "==============================================================================\n", + "Dep. Variable: logSalePrice R-squared: 0.873\n", + "Model: OLS Adj. R-squared: 0.866\n", + "Method: Least Squares F-statistic: 133.7\n", + "Date: Tue, 08 Feb 2022 Prob (F-statistic): 0.00\n", + "Time: 23:24:29 Log-Likelihood: 615.34\n", + "No. Observations: 1168 AIC: -1115.\n", + "Df Residuals: 1110 BIC: -821.0\n", + "Df Model: 57 \n", + "Covariance Type: nonrobust \n", + "==============================================================================\n", + " coef std err t P>|t| [0.025 0.975]\n", + "------------------------------------------------------------------------------\n", + "const 12.0234 0.004 2791.486 0.000 12.015 12.032\n", + "x1 0.1019 0.009 11.712 0.000 0.085 0.119\n", + "x2 0.1057 0.016 6.635 0.000 0.074 0.137\n", + "x3 0.0461 0.006 7.634 0.000 0.034 0.058\n", + "x4 -0.0035 0.013 -0.276 0.783 -0.029 0.022\n", + "x5 -0.0007 0.008 -0.088 0.930 -0.016 0.015\n", + "x6 0.0269 0.007 3.717 0.000 0.013 0.041\n", + "x7 0.0308 0.008 3.910 0.000 0.015 0.046\n", + "x8 0.0223 0.006 3.821 0.000 0.011 0.034\n", + "x9 0.0299 0.006 5.411 0.000 0.019 0.041\n", + "x10 0.0005 0.007 0.071 0.943 -0.013 0.014\n", + "x11 0.0343 0.008 4.033 0.000 0.018 0.051\n", + "x12 -0.0269 0.007 -4.070 0.000 -0.040 -0.014\n", + "x13 0.0353 0.005 7.100 0.000 0.026 0.045\n", + "x14 -0.0054 0.005 -1.163 0.245 -0.015 0.004\n", + "x15 -0.0057 0.005 -1.043 0.297 -0.016 0.005\n", + "x16 -0.0198 0.005 -3.986 0.000 -0.030 -0.010\n", + "x17 -0.0014 0.005 -0.299 0.765 -0.010 0.008\n", + "x18 0.0171 0.004 4.012 0.000 0.009 0.026\n", + "x19 0.0059 0.004 1.309 0.191 -0.003 0.015\n", + "x20 0.0273 0.005 6.038 0.000 0.018 0.036\n", + "x21 -0.0254 0.004 -5.711 0.000 -0.034 -0.017\n", + "x22 0.0038 0.005 0.798 0.425 -0.006 0.013\n", + "x23 -0.0286 0.005 -6.168 0.000 -0.038 -0.020\n", + "x24 -0.0252 0.005 -5.383 0.000 -0.034 -0.016\n", + "x25 -0.0024 0.004 -0.580 0.562 -0.011 0.006\n", + "x26 0.0009 0.005 0.181 0.857 -0.008 0.010\n", + "x27 -0.0052 0.004 -1.214 0.225 -0.014 0.003\n", + "x28 0.0021 0.005 0.452 0.651 -0.007 0.011\n", + "x29 0.0232 0.005 4.831 0.000 0.014 0.033\n", + "x30 0.0237 0.005 4.360 0.000 0.013 0.034\n", + "x31 -0.0318 0.005 -6.373 0.000 -0.042 -0.022\n", + "x32 -0.0053 0.005 -1.168 0.243 -0.014 0.004\n", + "x33 -0.0010 0.004 -0.228 0.820 -0.010 0.008\n", + "x34 -0.0023 0.004 -0.547 0.584 -0.011 0.006\n", + "x35 0.0108 0.005 2.142 0.032 0.001 0.021\n", + "x36 0.0169 0.004 3.899 0.000 0.008 0.025\n", + "x37 0.0115 0.004 2.583 0.010 0.003 0.020\n", + "x38 0.0118 0.004 2.879 0.004 0.004 0.020\n", + "x39 0.0035 0.004 0.797 0.425 -0.005 0.012\n", + "x40 -0.0024 0.004 -0.578 0.564 -0.011 0.006\n", + "x41 0.0140 0.007 2.150 0.032 0.001 0.027\n", + "x42 -0.0091 0.006 -1.523 0.128 -0.021 0.003\n", + "x43 -0.0002 0.004 -0.035 0.972 -0.009 0.008\n", + "x44 -0.0173 0.007 -2.470 0.014 -0.031 -0.004\n", + "x45 0.0009 0.005 0.174 0.862 -0.009 0.011\n", + "x46 0.0031 0.004 0.720 0.471 -0.005 0.012\n", + "x47 -0.0083 0.005 -1.838 0.066 -0.017 0.001\n", + "x48 0.0011 0.004 0.319 0.750 -0.006 0.008\n", + "x49 0.0003 0.004 0.094 0.925 -0.007 0.008\n", + "x50 0.0005 0.004 0.119 0.906 -0.008 0.009\n", + "x51 -0.0197 0.004 -5.354 0.000 -0.027 -0.012\n", + "x52 -0.0031 0.005 -0.683 0.495 -0.012 0.006\n", + "x53 -0.0014 0.005 -0.300 0.764 -0.010 0.008\n", + "x54 -0.0078 0.004 -1.897 0.058 -0.016 0.000\n", + "x55 0.0074 0.002 2.977 0.003 0.003 0.012\n", + "x56 0.0120 0.004 3.037 0.002 0.004 0.020\n", + "x57 -0.0162 0.005 -3.529 0.000 -0.025 -0.007\n", + "x58 0.0107 0.004 2.848 0.004 0.003 0.018\n", + "x59 0.0010 0.004 0.236 0.814 -0.007 0.009\n", + "x60 -0.0072 0.005 -1.330 0.184 -0.018 0.003\n", + "x61 0.0022 0.006 0.392 0.695 -0.009 0.013\n", + "x62 -0.0036 0.005 -0.741 0.459 -0.013 0.006\n", + "==============================================================================\n", + "Omnibus: 692.347 Durbin-Watson: 2.037\n", + "Prob(Omnibus): 0.000 Jarque-Bera (JB): 19280.606\n", + "Skew: -2.219 Prob(JB): 0.00\n", + "Kurtosis: 22.403 Cond. No. 9.43e+15\n", + "==============================================================================\n", + "\n", + "Notes:\n", + "[1] Standard Errors assume that the covariance matrix of the errors is correctly specified.\n", + "[2] The smallest eigenvalue is 1.07e-28. This might indicate that there are\n", + "strong multicollinearity problems or that the design matrix is singular.\n" + ] + } + ], + "source": [ + "print(linear_model_stats.fit().summary())" + ] + }, + { + "cell_type": "markdown", + "id": "33b18c09-787d-474d-9925-177a89c0afd8", + "metadata": {}, + "source": [ + "### Results\n", + "The final results were satisfactory, reaching an r-squared of 87% in the train and test samples." + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.9.7" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +}