From 80baf0c08f6447d0d0ce33d378a6a925bf9c2885 Mon Sep 17 00:00:00 2001 From: LPREM Date: Tue, 29 Oct 2024 10:34:27 +0000 Subject: [PATCH] upload week07 assignments --- materials/tutorial_07/data/Housing.csv | 1461 ++++++++ materials/tutorial_07/tests_tutorial_07.R | 553 +++ materials/tutorial_07/tutorial_07.ipynb | 1847 ++++++++++ materials/worksheet_06/worksheet_06.ipynb | 3421 ++++++++++++++++++- materials/worksheet_07/tests_worksheet_07.R | 378 ++ materials/worksheet_07/worksheet_07.ipynb | 1856 ++++++++++ 6 files changed, 9483 insertions(+), 33 deletions(-) create mode 100644 materials/tutorial_07/data/Housing.csv create mode 100644 materials/tutorial_07/tests_tutorial_07.R create mode 100644 materials/tutorial_07/tutorial_07.ipynb create mode 100644 materials/worksheet_07/tests_worksheet_07.R create mode 100644 materials/worksheet_07/worksheet_07.ipynb diff --git a/materials/tutorial_07/data/Housing.csv b/materials/tutorial_07/data/Housing.csv new file mode 100644 index 0000000..d68e0d7 --- /dev/null +++ b/materials/tutorial_07/data/Housing.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/materials/tutorial_07/tests_tutorial_07.R b/materials/tutorial_07/tests_tutorial_07.R new file mode 100644 index 0000000..4d286d9 --- /dev/null +++ b/materials/tutorial_07/tests_tutorial_07.R @@ -0,0 +1,553 @@ +# --- +# jupyter: +# jupytext: +# formats: r:light +# text_representation: +# extension: .r +# format_name: light +# format_version: '1.5' +# jupytext_version: 1.11.4 +# kernelspec: +# display_name: R +# language: R +# name: ir +# --- + +library(testthat) +library(digest) + +# + +# template code +check_TF <- function(answerX.X, expectedHash) { + var_name <- deparse(substitute(answerX.X)) + test_that(paste('Did not assign answer to an object called ', var_name), { + expect_true(exists(var_name)) + }) + + + test_that('Solution should be "true" or "false"', { + expect_match(answerX.X, "true|false", ignore.case = TRUE) + }) + + answer_hash <- digest(tolower(answerX.X)) + #if (answer_hash == "HASH_HERE") { + # print("HINT_HERE") + #} + + test_that("Solution is incorrect", { + expect_equal(answer_hash, expectedHash) + }) + + print("Success!") +} + + +is_alphabetical <- function(x, scan=function(...)x){ + all(diff(utf8ToInt(scan(,''))%%32)>0) +} + + +check_MC <- function(answerX.X, choiceList, expectedHash) { + var_name <- deparse(substitute(answerX.X)) + test_that(paste('Did not assign answer to an object called ', var_name), { + expect_true(exists(var_name)) + }) + + + test_that(paste('Solution should be a single alphabetical combination of ', toString(choiceList)), { + + expect_true(is_alphabetical(answerX.X) & (tolower(substr(answerX.X,nchar(answerX.X),nchar(answerX.X))) %in% tolower(choiceList))) + }) + + answer_hash <- digest(tolower(answerX.X)) + #if (answer_hash == "HASH_HERE") { + # print("HINT_HERE") + #} else if (answer_hash == "HASH_HERE") { + # print("HINT_HERE") + #} else if (answer_hash == "HASH_HERE") { + # print("HINT_HERE") + #} + + test_that("Solution is incorrect", { + expect_equal(answer_hash, expectedHash) + }) + + print("Success!") +} + + + +# dataCheckTuples is data.frame(c(colnames), c(scale factor), c(expectedHash)) +check_DF <- function(answerX.X, expected_colnames, hashNRows, cols_to_check, precision_list, expectedHashes) { + dataCheckTuples <- data.frame(cols_to_check, precision_list, expectedHashes) + var_name <- deparse(substitute(answerX.X)) + test_that(paste('Did not assign answer to an object called ', var_name), { + expect_true(exists(var_name)) + }) + + test_that("Solution should be a data frame", { + expect_true("data.frame" %in% class(answerX.X)) + }) + + given_colnames <- colnames(answerX.X) + test_that("Data frame does not have the correct columns", { + expect_equal(length(setdiff( + union(expected_colnames, given_colnames), + intersect(expected_colnames, given_colnames) + )), 0) + }) + + test_that("Data frame does not contain the correct number of rows", { + expect_equal(digest(as.integer(nrow(answerX.X))), hashNRows) + }) + + + + apply(dataCheckTuples, 1, function(tuple) { + test_that(paste(tuple[[1]], " does not contain the correct data"), { + expect_equal(digest(as.integer(sum(answerX.X[tuple[[1]]]) * as.double(tuple[[2]]))), + tuple[[3]]) + }) + }) + + + + + print("Success!") +} + + + + + +# dataCheckTuples is data.frame(c(colnames), c(scale factor), c(expectedHash)) +check_DF_overflow <- function(answerX.X, expected_colnames, hashNRows, cols_to_check, precision_list, expectedHashes) { + dataCheckTuples <- data.frame(cols_to_check, precision_list, expectedHashes) + var_name <- deparse(substitute(answerX.X)) + test_that(paste('Did not assign answer to an object called ', var_name), { + expect_true(exists(var_name)) + }) + + test_that("Solution should be a data frame", { + expect_true("data.frame" %in% class(answerX.X)) + }) + + given_colnames <- colnames(answerX.X) + test_that("Data frame does not have the correct columns", { + expect_equal(length(setdiff( + union(expected_colnames, given_colnames), + intersect(expected_colnames, given_colnames) + )), 0) + }) + + test_that("Data frame does not contain the correct number of rows", { + expect_equal(digest(as.integer(nrow(answerX.X))), hashNRows) + }) + + + + apply(dataCheckTuples, 1, function(tuple) { + test_that(paste(tuple[[1]], " does not contain the correct data"), { + expect_equal(digest(trunc(sum(answerX.X[tuple[[1]]]) * as.double(tuple[[2]]))), + tuple[[3]]) + }) + }) + + + + + print("Success!") +} + + + + +check_numeric <- function(answerX.X, precision, expectedHash) { + var_name <- deparse(substitute(answerX.X)) + test_that(paste('Did not assign answer to an object called ', var_name), { + expect_true(exists(var_name)) + }) + + answer_as_numeric <- as.numeric(answerX.X) + test_that(paste(var_name, " should be a number"), { + expect_false(is.na(answer_as_numeric)) + }) + + test_that(paste(var_name, " value is incorrect"), { + expect_equal(digest(as.integer(answer_as_numeric * precision)), expectedHash) + }) + + print("Success!") +} + + + +check_numeric_element <- function(answerX.X, precision, expectedHash) { + var_name <- deparse(substitute(answerX.X)) + + answer_as_numeric <- as.numeric(answerX.X) + test_that(paste(var_name, " should be a number"), { + expect_false(is.na(answer_as_numeric)) + }) + + test_that(paste(var_name, " value is incorrect"), { + expect_equal(digest(as.integer(answer_as_numeric * precision)), expectedHash) + }) + + print("Success!") +} + + + + +check_plot <- function(answerX.X, x_axis_var, geom_type, hasVline, bin_width_hash, nrow_hash, + x_axis_var_hash, hasTitle, isFactor, shouldRename) { + var_name <- deparse(substitute(answerX.X)) + test_that(paste('Did not assign answer to an object called ', var_name), { + expect_true(exists(var_name)) + }) + + + test_that("Solution should be a ggplot object", { + expect_true(is.ggplot(answerX.X)) + }) + + properties <- c(answerX.X$layers[[1]]$mapping, answerX.X$mapping) + + test_that(paste("Plot should have ", x_axis_var," on the x-axis"), { + expect_true(x_axis_var == rlang::get_expr(properties$x)) + }) + + test_that("Plot does not have the correct layers", { + expect_true(geom_type %in% class(answerX.X$layers[[1]]$geom)) + + if(hasVline) { + expect_true("GeomVline" %in% class(answerX.X$layers[[2]]$geom)) + } + }) + + test_that("Plot does not have the correct bin width", { + expect_equal( + digest(as.integer(mget("stat_params", answerX.X$layers[[1]])[["stat_params"]][["binwidth"]])), + bin_width_hash) + }) + + test_that("Plot does not use the correct data", { + expect_equal(digest(nrow(answerX.X$data)), nrow_hash) + if (!isFactor) { + expect_equal(digest(round(sum(answerX.X$data[x_axis_var]))), x_axis_var_hash) + } + # If X_AXIS_VAR is not known: + # expect_equal(digest(round(sum(pull(answerX.X$data, rlang::get_expr(properties$x))))), "HASH_HERE") + }) + + if (shouldRename) { + test_that("x-axis label should be descriptive and human readable", { + expect_false(answerX.X$labels$x == toString(rlang::get_expr(properties$x))) + }) + } + + if(hasTitle){ + + test_that("Plot should have a title", { + expect_true("title" %in% names(answerX.X$labels)) + }) + } + + + print("Success!") +} + + +get_plot_params <- function(answerX.X, isFactor) { + + properties <- c(answerX.X$layers[[1]]$mapping, answerX.X$mapping) + x_axis_var <- as.character(rlang::get_expr(properties$x)) + print(x_axis_var) + print(class(answerX.X$layers[[1]]$geom)) + if (length(answerX.X$layers) > 1) { + print("GeomVline" %in% class(answerX.X$layers[[2]]$geom)) + } else { + print(FALSE) + } + print(digest(as.integer(mget("stat_params", answerX.X$layers[[1]])[["stat_params"]][["binwidth"]]))) + print(digest(nrow(answerX.X$data))) + if(!isFactor) { + print(digest(round(sum(pull(answerX.X$data, x_axis_var))))) + } else { + print("none") + } + print("title" %in% names(answerX.X$labels)) + print(isFactor) + print(answerX.X$labels$x != toString(rlang::get_expr(properties$x))) +} + + +get_DF_params <- function(df, precisionList) { + print(deparse(substitute(df)),quote=FALSE) + cols <- colnames(df) + print(deparse(cols), quote = FALSE) + print(digest(as.integer(nrow(df)))) + print(deparse(cols), quote = FALSE) + print(deparse(precisionList), quote = FALSE) + rsf <- c() + for (i in 1: length(precisionList)) { + rsf <- c(rsf,digest(as.integer(sum(df[cols[i]],na.rm=T) * as.double(precisionList[[i]])))) + } + print(deparse(rsf),quote=FALSE) + +} + + +get_DF_params_overflow <- function(df, precisionList) { + cols <- colnames(df) + print(deparse(cols)) + print(digest(as.integer(nrow(df)))) + print(deparse(cols)) + print(deparse(precisionList)) + rsf <- c() + for (i in 1: length(precisionList)) { + rsf <- c(rsf,digest(trunc(sum(df[cols[i]],na.rm=T) * as.double(precisionList[[i]])))) + } + print(deparse(rsf)) + +} + + +get_numeric_element_params <- function(answerX.X, precision) { + print(precision) + answer_as_numeric <- as.numeric(answerX.X) + print(digest(as.integer(answer_as_numeric * precision))) +} + +#------- +# + +# Question 1.0 + +test_1.0 <- function() { + check_numeric_element(sum(fat_cv_lambda_ridge$lambda), + 1e2, + "e424bd25547c048b867d14a95e386fd5") +} + +# + +# Question 1.1 + +test_1.1 <- function() { + check_numeric_element(sum(fat_cv_lambda_ridge$lambda) - sum(plot_data$lambda), + 1e4, + "1473d70e5646a26de3c52aa1abd85b1f") +} + +# + +# Question 1.2 + +test_1.2 <- function() { + check_numeric(fat_lambda_min_MSE_ridge, + 1e4, + "3e58fec15b97b4b65a18dd280f434516") +} + +# + +# Question 1.3 + +test_1.3 <- function() { + check_numeric_element(sum(fat_ridge_min_coef), + 1e3, + "b6575e85d029f959d2206fbe87a76fda") +} + +# + +# Question 1.4 + +test_1.4 <- function() { + check_DF( fat_reg_coef, + c("Full_OLS", "Ridge_min"), + "e03a89536262b6a0e2beabd90a841c43", + c("Full_OLS", "Ridge_min"), + c(10000, 10000), + c("6aa0bd857e2c6dc9ae873b09b7dd0ed9", "913985836b7bb0c323f8c8cd0ec748f2")) +} + +# + + +#---- +# Question 1.5 + +test_1.5 <- function() { + check_numeric_element(sum(fat_test_pred_full_OLS),1e4,"4021310ab0be33783b9d682568bf6b39") +} + +# Question 1.6 + +test_1.6 <- function() { + check_DF(fat_R_MSE_models, + c("Model","R_MSE"), + "4b5630ee914e848e8d07221556b0a2fb", + "R_MSE", + 1e+06, + "bdde9b46a0a478904f7b4737ba04ee62") +} + +#---- +# Question 1.7 + +test_1.7 <- function() { + check_numeric_element(sum(fat_test_pred_ridge_min), + 1e2, + "0531ee6bd3fbd015dc25d6561d5a5c58") +} + +# + +# Question 1.8 + +test_1.8 <- function() { + check_DF( fat_R_MSE_models, + c("Model","R_MSE"), + "c01f179e4b57ab8bd9de309e6d576c48", + "R_MSE", + 1e+06, + "33e63338a36c36a8eec8d81d999d97ab") +} + + +#----------- +test_2.0 <- function() { + test_that('Did not assign answer to an object called "housing_inference"', { + expect_true(exists("housing_inference")) + }) + + test_that("Solution should be a data frame", { + expect_true("data.frame" %in% class(housing_inference)) + }) + + expected_colnames <- c('LotFrontage','LotArea','MasVnrArea','TotalBsmtSF','GrLivArea','BsmtFullBath','BsmtHalfBath','FullBath','HalfBath','BedroomAbvGr','KitchenAbvGr','Fireplaces','GarageArea','WoodDeckSF','OpenPorchSF','EnclosedPorch','ScreenPorch','PoolArea','ageSold','SalePrice') + given_colnames <- colnames(housing_inference) + test_that("Data frame does not have the correct columns", { + expect_equal(length(setdiff( + union(expected_colnames, given_colnames), + intersect(expected_colnames, given_colnames) + )), 0) + }) + + test_that("Data frame does not contain the correct number of rows", { + expect_equal(digest(as.integer(nrow(housing_inference))), "795a6187cc2920bf85b645517b1c5133") + }) + + test_that("Data frame does not contain the correct data", { + expect_equal(digest(as.integer(sum(housing_inference$Fireplaces))), "635d85ebc32e43cadb00fe448947d969") + }) + + test_that('Did not assign answer to an object called "housing_selection"', { + expect_true(exists("housing_selection")) + }) + + test_that("Solution should be a data frame", { + expect_true("data.frame" %in% class(housing_selection)) + }) + + expected_colnames <- c('LotFrontage','LotArea','MasVnrArea','TotalBsmtSF','GrLivArea','BsmtFullBath','BsmtHalfBath','FullBath','HalfBath','BedroomAbvGr','KitchenAbvGr','Fireplaces','GarageArea','WoodDeckSF','OpenPorchSF','EnclosedPorch','ScreenPorch','PoolArea','ageSold','SalePrice') + given_colnames <- colnames(housing_selection) + test_that("Data frame does not have the correct columns", { + expect_equal(length(setdiff( + union(expected_colnames, given_colnames), + intersect(expected_colnames, given_colnames) + )), 0) + }) + + test_that("Data frame does not contain the correct number of rows", { + expect_equal(digest(as.integer(nrow(housing_selection))), "79e45e1d5f262c0254744dd752dba4e4") + }) + + test_that("Data frame does not contain the correct data", { + expect_equal(digest(as.integer(sum(housing_selection$Fireplaces))), "5015f2ef36add58ff850db8bc8192e14") + }) + + print("Success!") +} + +test_2.1 <- function() { + test_that('Did not assign answer to an object called "lasso_model"', { + expect_true(exists("lasso_model")) + }) + + test_that("Data frame does not contain the correct data", { + expect_equal(digest(as.integer(sum(lasso_model$lambda) * 100)), "a8844edd3aad401b4183c13431072822") + }) + test_that("Data frame does not contain the correct data", { + expect_equal(digest(length(lasso_model$lambda)), "70907d9a2fe63b90036adda611231960") + }) + + test_that("Data frame does not contain the correct data", { + expect_equal(digest(as.integer(sum(lasso_model$lambda.min) * 1000)), "9adb1eb6ce96f8913eb9a4835ef86323") + }) + + print("Success!") +} + +test_2.2 <- function() { + test_that('Did not assign answer to an object called "beta_lasso"', { + expect_true(exists("beta_lasso")) + }) + + test_that("Data frame does not contain the correct data", { + expect_equal(digest(as.integer(sum(beta_lasso) * 1000)), "e7efb1aae36d62baa58ca0239686894d") + }) + + print("Success!") +} + +test_2.3 <- function() { + test_that('Did not assign answer to an object called "lasso_selected_covariates"', { + expect_true(exists("lasso_selected_covariates")) + }) + + test_that("Data frame does not contain the correct data", { + expect_equal(digest(lasso_selected_covariates), "2d1f003aed7cd512d28539da59c67311") + }) + + print("Success!") +} + +test_2.5 <- function() { + test_that('Did not assign answer to an object called "lasso_variables_vif"', { + expect_true(exists("lasso_variables_vif")) + }) + + test_that("Data frame does not contain the correct data", { + expect_equal(digest(as.integer(sum(lasso_variables_vif) * 100000)), "bb3d2513d40b77a7504b5dc7fe8042fe") + }) + + print("Success!") +} + +test_2.6 <- function() { + test_that('Did not assign answer to an object called "answer2.6"', { + expect_true(exists("answer2.6")) + }) + + test_that('Solution should be "true" or "false"', { + expect_match(answer2.6, "true|false", ignore.case = TRUE) + }) + + answer_hash <- digest(tolower(answer2.6)) + + test_that("Solution is incorrect", { + expect_equal(answer_hash, "05ca18b596514af73f6880309a21b5dd") + }) + + print("Success!") +} + +test_2.7 <- function() { + test_that('Did not assign answer to an object called "inference_model"', { + expect_true(exists("inference_model")) + }) + + test_that("Data frame does not contain the correct data", { + expect_equal(digest(as.integer(sum(inference_model$coefficients)*10000)), "adbbf79beca4344f201dc0bb9eb2de56") + expect_equal(digest(as.integer(sum(inference_model$df.residual))), "643b8e3656f86e132e4a164dbd00cac4") + }) + + print("Success!") +} diff --git a/materials/tutorial_07/tutorial_07.ipynb b/materials/tutorial_07/tutorial_07.ipynb new file mode 100644 index 0000000..266b7c4 --- /dev/null +++ b/materials/tutorial_07/tutorial_07.ipynb @@ -0,0 +1,1847 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "38172029", + "metadata": { + "deletable": false, + "editable": false, + "nbgrader": { + "cell_type": "markdown", + "checksum": "2b81170afd33a18f415d222a1cfe8a05", + "grade": false, + "grade_id": "cell-d29d09ae5b9ca86e", + "locked": true, + "schema_version": 3, + "solution": false, + "task": false + } + }, + "source": [ + "# Tutorial 07 - Predictive versus generative modelling" + ] + }, + { + "cell_type": "markdown", + "id": "da792029", + "metadata": { + "deletable": false, + "editable": false, + "nbgrader": { + "cell_type": "markdown", + "checksum": "054ac6ce009a3dfe899ad2b53fea396f", + "grade": false, + "grade_id": "cell-28a28a6ef881c6b4", + "locked": true, + "schema_version": 3, + "solution": false, + "task": false + } + }, + "source": [ + "By the end of this section, students will be able to:\n", + "\n", + "1. Give examples of questions that can be answered by generative models and others that can be answered by predictive models.\n", + "2. Discuss how the research question being asked impacts the statistical modelling procedures.\n", + "3. Discuss why the model obtained directly from lasso is not the most suitable model for generative modelling and how post-lasso is one way to address this problem.\n", + "4. Write a computer script to perform post-lasso and use it to estimate a generative model.\n", + "5. Discuss post inference problems (e.g., double dipping into the data set) and current practical solutions available to address these (e.g., data-splitting techniques).\n", + "6. Write a computer script to apply currently available practical solutions to post inference problems.\n", + "7. Discuss how the research question being asked impacts the communication of the results." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "4415e620", + "metadata": { + "deletable": false, + "editable": false, + "nbgrader": { + "cell_type": "code", + "checksum": "ecdbd150a5c97b9dffb2672c3f9d7769", + "grade": false, + "grade_id": "cell-7594064fa4282164", + "locked": true, + "schema_version": 3, + "solution": false, + "task": false + }, + "tags": [] + }, + "outputs": [], + "source": [ + "# Loading packages\n", + "library(car)\n", + "library(tidyverse)\n", + "library(tidymodels)\n", + "library(broom)\n", + "library(glmnet)\n", + "library(leaps)\n", + "library(faraway)\n", + "library(mltools)\n", + "source(\"tests_tutorial_07.R\")" + ] + }, + { + "cell_type": "markdown", + "id": "f54dfcd6", + "metadata": { + "deletable": false, + "editable": false, + "nbgrader": { + "cell_type": "markdown", + "checksum": "62e7ef0294d72901a5abf1eb01c30529", + "grade": false, + "grade_id": "cell-58fcbe563a6a076f", + "locked": true, + "schema_version": 3, + "solution": false, + "task": false + } + }, + "source": [ + "## Model Selection: Ridge\n", + "\n", + "We have also learned that *shrinkage methods* can be used to build predictive models. Some of these methods can also be used to select variables. In particular, *Ridge method* will not select variables since the estimated coefficients won't be shrunk to zero. \n", + "\n", + "> **Heads up:** Ridge method was first introduced in 1970 to address multicollinearity issues!\n", + "\n", + "The function `glmnet` used to fit a Ridge regression uses a matrix of input variables, instead of the input variable names. \n", + "\n", + "In this tutorial, you will use the dataset `fat` from the library `faraway` to build a Ridge regression and use it to predict the `brozek` value for men in a test set. \n", + "\n", + "**Recall**: This dataset contains the percentage of body fat and a whole variety of body measurements (continuous variables) of 252 men. You will use the variable `brozek` as the response variable and a subset 14 variables to build different models. Additional information about the data can be found in [Johnson (1996)](https://www.tandfonline.com/doi/full/10.1080/10691898.1996.11910505). \n", + "\n", + "Run the code below to create the working data frame called `fat_sample` and build the objects needed in next problems:" + ] + }, + { + "cell_type": "markdown", + "id": "b6882b2d", + "metadata": { + "deletable": false, + "editable": false, + "nbgrader": { + "cell_type": "markdown", + "checksum": "38cec0b7286293c3cab0b916a7d122bf", + "grade": false, + "grade_id": "cell-2a05a7dad6e0eaf6", + "locked": true, + "schema_version": 3, + "solution": false, + "task": false + } + }, + "source": [ + "The response variable `brozek` is the percent of body fat using Brozek's equation:\n", + "\n", + "$$\\texttt{brozek} = \\frac{457}{\\texttt{density}} - 414.2,$$\n", + "\n", + "where body `density` is measured in $\\text{g}/\\text{cm}^3$.\n", + "\n", + "The 14 input variables are:\n", + "\n", + "- `age`: Age in $\\text{years}$.\n", + "- `weight`: Weight in $\\text{lb}$.\n", + "- `height`: Height in $\\text{in}$.\n", + "- `adipos`: Adiposity index in $\\text{kg}/\\text{m}^2$.\n", + "\n", + "$$\\texttt{adipos} = \\frac{\\texttt{weight}}{\\texttt{height}^2}$$\n", + "\n", + "- `neck`: Neck circumference in $\\text{cm}$.\n", + "- `chest`: Chest circumference in $\\text{cm}$.\n", + "- `abdom`: Abdomen circumference at the umbilicus and level with the iliac crest in $\\text{cm}$.\n", + "- `hip`: Hip circumference in $\\text{cm}$.\n", + "- `thigh`: Thigh circumference in $\\text{cm}$.\n", + "- `knee`: Knee circumference in $\\text{cm}$.\n", + "- `ankle`: Ankle circumference in $\\text{cm}$.\n", + "- `biceps`: Extended biceps circumference in $\\text{cm}$.\n", + "- `forearm`: Forearm circumference in $\\text{cm}$.\n", + "- `wrist`: Wrist circumference distal to the styloid processes in $\\text{cm}$." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "b619c747", + "metadata": { + "deletable": false, + "editable": false, + "nbgrader": { + "cell_type": "code", + "checksum": "269fa7a2a9ed443f11ed627f1ea04d31", + "grade": false, + "grade_id": "cell-786b8912ab7d504d", + "locked": true, + "schema_version": 3, + "solution": false, + "task": false + }, + "tags": [] + }, + "outputs": [], + "source": [ + "# Get a sample\n", + "fat_sample <- fat %>%\n", + " select(\n", + " brozek, age, weight, height, adipos, neck, chest, abdom,\n", + " hip, thigh, knee, ankle, biceps, forearm, wrist\n", + " )\n", + "\n", + "# Split data into training and test sets\n", + "set.seed(123)\n", + "\n", + "\n", + "#Alternative code:\n", + "training_fat = fat_sample %>%\n", + " sample_frac(0.6)\n", + "\n", + "testing_fat = fat_sample %>%\n", + " setdiff(training_fat)\n", + "\n", + "\n", + "# Build matrix and vector required by `glmnet`\n", + "\n", + "fat_X_train <- model.matrix(object = brozek ~ .,\n", + " data = training_fat)[, -1]\n", + "\n", + "fat_Y_train <- training_fat[, \"brozek\"]\n", + "\n", + "fat_X_test <- model.matrix(object = brozek ~ .,\n", + " data = testing_fat)[, -1]\n", + "\n", + "fat_Y_test <- testing_fat[, \"brozek\"]" + ] + }, + { + "cell_type": "markdown", + "id": "c698da9d", + "metadata": { + "deletable": false, + "editable": false, + "nbgrader": { + "cell_type": "markdown", + "checksum": "32c31a2d71028ba7d1969748b3c1df56", + "grade": false, + "grade_id": "cell-b0f7341243c55d45", + "locked": true, + "schema_version": 3, + "solution": false, + "task": false + } + }, + "source": [ + "**Question 1.0**\n", + "
{points: 1}\n", + "\n", + "Now that we have our training data prepared in `fat_X_train` and `fat_Y_train`, we will select the value of $\\lambda$ that provides the smallest $\\text{MSE}_{\\text{test}}$ using cross-validation. \n", + "\n", + "We can do this automatically with function `cv.glmnet()` where `x` is the matrix of input variables and `y` is vector of training responses that we prepared. \n", + "\n", + "> **Heads up**: the method of Ridge regression is defined when `alpha` is equal to zero. \n", + "\n", + "To select `lambda` we will use a **sequence** of values that goes from $\\lambda = \\exp(-5) = 0.0067$ to $\\lambda = \\exp(10) = 22026.5$. Internally, `glmnet` will use cross-validation to compare the test MSE at each of these values. Assign the function's output as `fat_cv_lambda_ridge`.\n", + "\n", + "*Fill out those parts indicated with `...`, uncomment the corresponding code in the cell below, and run it.*" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "8c262bf4", + "metadata": { + "deletable": false, + "nbgrader": { + "cell_type": "code", + "checksum": "b2726fa05c01bab14d0b1b0bbe256f49", + "grade": false, + "grade_id": "cell-52febd5769a37a51", + "locked": false, + "schema_version": 3, + "solution": true, + "task": false + }, + "tags": [] + }, + "outputs": [], + "source": [ + "set.seed(1234) # DO NOT CHANGE!\n", + "\n", + "# fat_cv_lambda_ridge <- ...(\n", + "# x = ..., y = ...,\n", + "# alpha = ...,\n", + "# lambda = exp(seq(-5, 10, 0.1))\n", + "# )\n", + "\n", + "# your code here\n", + "fail() # No Answer - remove if you provide an answer" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "730a39a3", + "metadata": { + "deletable": false, + "editable": false, + "nbgrader": { + "cell_type": "code", + "checksum": "cae0a307395ed3cb44527c6b2dbc5382", + "grade": true, + "grade_id": "cell-18a78ee10d2b9343", + "locked": true, + "points": 1, + "schema_version": 3, + "solution": false, + "task": false + }, + "tags": [] + }, + "outputs": [], + "source": [ + "test_1.0()" + ] + }, + { + "cell_type": "markdown", + "id": "e31e5f55", + "metadata": { + "deletable": false, + "editable": false, + "nbgrader": { + "cell_type": "markdown", + "checksum": "0ecb4d761eddfd3ec44b1847158fa81f", + "grade": false, + "grade_id": "cell-5876c55a6dec81c8", + "locked": true, + "schema_version": 3, + "solution": false, + "task": false + } + }, + "source": [ + "**Question 1.1**\n", + "
{points: 1}\n", + "\n", + "We can visualize the estimated test MSE at each value of lambda in the sequence by using `fat_cv_lambda_ridge` and `plot()`. \n", + "\n", + "The resulting plot will indicate the $\\text{MSE}_{\\text{test}}$ on the $y$-axis (error bars show the variation of the test error in the different folds) along with the range of $\\lambda$ on the bottom $x$-axis on the natural log-scale. \n", + "\n", + "> **Heads up**: Ridge regression never shrinks estimators to zero, thus we see a value of `14` on the top $x$-axis. \n", + "\n", + "*Fill out those parts indicated with `...`, uncomment the corresponding code in the cell below, and run it.*" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "4a64166f", + "metadata": { + "deletable": false, + "nbgrader": { + "cell_type": "code", + "checksum": "4a62dd7ff91b68ea73a64f6c6532d66a", + "grade": false, + "grade_id": "cell-d97c2df4f4d42d2f", + "locked": false, + "schema_version": 3, + "solution": true, + "task": false + }, + "tags": [] + }, + "outputs": [], + "source": [ + "# plot_data <- ...\n", + "# plot(plot_data, main = \"MSE of Ridge estimated by CV for different lambdas\\n\\n\")\n", + "\n", + "# your code here\n", + "fail() # No Answer - remove if you provide an answer" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "7238ec80", + "metadata": { + "deletable": false, + "editable": false, + "nbgrader": { + "cell_type": "code", + "checksum": "00609be3e0cb92acb9118c1b56bf4a9c", + "grade": true, + "grade_id": "cell-5f0cf0c7f5529806", + "locked": true, + "points": 1, + "schema_version": 3, + "solution": false, + "task": false + }, + "tags": [] + }, + "outputs": [], + "source": [ + "test_1.1()" + ] + }, + { + "cell_type": "markdown", + "id": "8160c487", + "metadata": { + "deletable": false, + "editable": false, + "nbgrader": { + "cell_type": "markdown", + "checksum": "9107879864f4068aa781ddad12f968e1", + "grade": false, + "grade_id": "cell-68b60264988b73c1", + "locked": true, + "schema_version": 3, + "solution": false, + "task": false + } + }, + "source": [ + "**Question 1.2**\n", + "
{points: 1}\n", + "\n", + "The plot in **Question 1.1** also shows two vertical dotted lines. *Given an `object` coming from `cv.glmnet()`*, these lines correspond to two values of $\\lambda$:\n", + "\n", + "- $\\hat{\\lambda}_{\\text{min}}$ which minimizes MSE. It can be obtained with `object$lambda.min`.\n", + "\n", + "\n", + "- $\\hat{\\lambda}_{\\text{1SE}}$ for which the MSE is within one standard error of the minimum. It can be obtained with `object$lambda.1se`.\n", + "\n", + "\n", + "Using `fat_cv_lambda_ridge`, obtain the $\\hat{\\lambda}_{\\text{min}}$ and save it as `fat_lambda_min_MSE_ridge`.\n", + "\n", + "*Fill out those parts indicated with `...`, uncomment the corresponding code in the cell below, and run it.*" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "71a876e4", + "metadata": { + "deletable": false, + "nbgrader": { + "cell_type": "code", + "checksum": "92d4e2503f149e3c98b642c4401cee2f", + "grade": false, + "grade_id": "cell-f8302019baf0e946", + "locked": false, + "schema_version": 3, + "solution": true, + "task": false + }, + "tags": [] + }, + "outputs": [], + "source": [ + "# fat_lambda_min_MSE_ridge <- round(..., 4)\n", + "# fat_lambda_min_MSE_ridge\n", + "\n", + "\n", + "# your code here\n", + "fail() # No Answer - remove if you provide an answer" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "1ed770e7", + "metadata": { + "deletable": false, + "editable": false, + "nbgrader": { + "cell_type": "code", + "checksum": "8c0933dea136985405ca770e2036e94e", + "grade": true, + "grade_id": "cell-aa84acea9f83e4f0", + "locked": true, + "points": 1, + "schema_version": 3, + "solution": false, + "task": false + }, + "tags": [] + }, + "outputs": [], + "source": [ + "test_1.2()" + ] + }, + { + "cell_type": "markdown", + "id": "aa9652c7", + "metadata": { + "deletable": false, + "editable": false, + "nbgrader": { + "cell_type": "markdown", + "checksum": "e8b0fd90c8c399f5e98294dca57eb188", + "grade": false, + "grade_id": "cell-11cd98e7e77dda38", + "locked": true, + "schema_version": 3, + "solution": false, + "task": false + } + }, + "source": [ + "**Question 1.3**\n", + "
{points: 1}\n", + "\n", + "Once we have selected a value of $\\lambda$, we can extract the estimated Ridge regression at that level of penalization. Store the estimated models in `fat_ridge_min_coef`.\n", + "\n", + "*Fill out those parts indicated with `...`, uncomment the corresponding code in the cell below, and run it.*" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "5c8810da", + "metadata": { + "deletable": false, + "nbgrader": { + "cell_type": "code", + "checksum": "be4d750930902120e46fc14da4a2010b", + "grade": false, + "grade_id": "cell-6247996ee6baff00", + "locked": false, + "schema_version": 3, + "solution": true, + "task": false + }, + "tags": [] + }, + "outputs": [], + "source": [ + "set.seed(1234) # DO NOT CHANGE!\n", + "\n", + "# fat_ridge_min_coef <- ...(..., s = ...)\n", + "\n", + "# fat_ridge_min_coef\n", + "\n", + "\n", + "# your code here\n", + "fail() # No Answer - remove if you provide an answer" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "611adaad", + "metadata": { + "deletable": false, + "editable": false, + "nbgrader": { + "cell_type": "code", + "checksum": "1f72ba7bd170041fa45e631292c57d0b", + "grade": true, + "grade_id": "cell-403460fdc6dd4b11", + "locked": true, + "points": 1, + "schema_version": 3, + "solution": false, + "task": false + }, + "tags": [] + }, + "outputs": [], + "source": [ + "test_1.3()" + ] + }, + { + "cell_type": "markdown", + "id": "231731db", + "metadata": { + "deletable": false, + "editable": false, + "nbgrader": { + "cell_type": "markdown", + "checksum": "214418260454243639b60fb905c43bdf", + "grade": false, + "grade_id": "cell-b9c46b4907252c05", + "locked": true, + "schema_version": 3, + "solution": false, + "task": false + } + }, + "source": [ + "**Question 1.4**\n", + "
{points: 1}\n", + "\n", + "Let's compare the estimated regression coefficients of `fat_ridge_min` with those of `fat_full_OLS`.\n", + "\n", + "Create a data frame called `fat_reg_coef` with three columns:\n", + "\n", + "- `Full_OLS:` The estimated coefficients from `fat_full_OLS` obtained via function `coef()`.\n", + "- `Ridge_min`: The estimated coefficients in `fat_ridge_min_coef`. Recall this is the estimated ridge regression with $\\hat{\\lambda}_{\\text{min}}$.\n", + " \n", + "*Fill out those parts indicated with `...`, uncomment the corresponding code in the cell below, and run it.*" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "b56dfa57", + "metadata": { + "deletable": false, + "nbgrader": { + "cell_type": "code", + "checksum": "a56d02331f806be9af69d1d75bfe9125", + "grade": false, + "grade_id": "cell-41c97a5a038f5b37", + "locked": false, + "schema_version": 3, + "solution": true, + "task": false + }, + "tags": [] + }, + "outputs": [], + "source": [ + "# fat_full_OLS <- ...\n", + "\n", + "# fat_reg_coef <- round(cbind(\n", + "# Full_OLS = ...(...),\n", + "# Ridge_min = as.vector(...)), 4) %>% as.data.frame()\n", + "# fat_reg_coef\n", + "\n", + "# your code here\n", + "fail() # No Answer - remove if you provide an answer" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "5d0a3915", + "metadata": { + "deletable": false, + "editable": false, + "nbgrader": { + "cell_type": "code", + "checksum": "454fa657a4340269d651ef030b6eae78", + "grade": true, + "grade_id": "cell-e200ac42567e5c8c", + "locked": true, + "points": 1, + "schema_version": 3, + "solution": false, + "task": false + }, + "tags": [] + }, + "outputs": [], + "source": [ + "test_1.4()" + ] + }, + { + "cell_type": "markdown", + "id": "7e43c600", + "metadata": { + "deletable": false, + "editable": false, + "nbgrader": { + "cell_type": "markdown", + "checksum": "ca6373a38836ace7ab85822c616aafc8", + "grade": false, + "grade_id": "cell-7af1141952d12623", + "locked": true, + "schema_version": 3, + "solution": false, + "task": false + } + }, + "source": [ + "**Question 1.5**\n", + "
{points: 1}\n", + "\n", + "Write code following the steps outlined below. \n", + "\n", + "- Using `predict()` and `fat_full_OLS`, obtain the (out-of-sample) predicted `brozek` values for men in `testing_fat`. Store them in a variable called `fat_test_pred_full_OLS`. \n", + "\n", + "Fill out those parts indicated with ..., uncomment the corresponding code in the cell below, and run it." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "732cc9d2", + "metadata": { + "deletable": false, + "nbgrader": { + "cell_type": "code", + "checksum": "c54743821215ec5fe122f27574e6f7b1", + "grade": false, + "grade_id": "cell-2297ec6008034b96", + "locked": false, + "schema_version": 3, + "solution": true, + "task": false + }, + "tags": [] + }, + "outputs": [], + "source": [ + "# fat_test_pred_full_OLS <- ...\n", + "# head(fat_test_pred_full_OLS)\n", + "\n", + "# your code here\n", + "fail() # No Answer - remove if you provide an answer" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "d7604f00", + "metadata": { + "deletable": false, + "editable": false, + "nbgrader": { + "cell_type": "code", + "checksum": "f1f56fdff1769a96bfb9c4d1d77ca1a7", + "grade": true, + "grade_id": "cell-bc5e6cff16323212", + "locked": true, + "points": 1, + "schema_version": 3, + "solution": false, + "task": false + }, + "tags": [] + }, + "outputs": [], + "source": [ + "test_1.5()" + ] + }, + { + "cell_type": "markdown", + "id": "21ae7cb7", + "metadata": { + "deletable": false, + "editable": false, + "nbgrader": { + "cell_type": "markdown", + "checksum": "ec4e0ab1267ad2a2dd06e8d22cb48902", + "grade": false, + "grade_id": "cell-8a6eaa6ba1bb3417", + "locked": true, + "schema_version": 3, + "solution": false, + "task": false + } + }, + "source": [ + "**Question 1.6**\n", + "
{points: 1}\n", + "\n", + "We will now compute the **Mean Squared Error (MSE)** on the test set to evaluate the predictive model (the smaller the metric, the more better the model):\n", + "\n", + "> **Heads up:** a related measure commonly used is the **Root Mean Squared Error (RMSE) = $\\sqrt{\\text{MSE}}$**, which is the standard deviation of the prediction errors $y_i - \\hat{y}_i$. This metric has the same units as the response.\n", + "\n", + "Use the function `rmse()` from the `mltools` package to compute the $\\text{RMSE}_{\\text{test}}$ of the *predicted* brozed values in `fat_test_pred_full_OLS`.\n", + "\n", + "Store the computed RMSE metric in a tibble called `fat_R_MSE_models` with two columns:\n", + "\n", + "- `Model`: The regression model from which we will obtain the prediction accuracy.\n", + "- `R_MSE`: The $\\text{RMSE}_{\\text{test}}$ corresponding to the model.\n", + "\n", + "*Fill out those parts indicated with `...`, uncomment the corresponding code in the cell below, and run it.*" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "83df9feb", + "metadata": { + "deletable": false, + "nbgrader": { + "cell_type": "code", + "checksum": "b39e81cf4cc9f596804bc531b23bc1b1", + "grade": false, + "grade_id": "cell-c6d9fa85904e6333", + "locked": false, + "schema_version": 3, + "solution": true, + "task": false + }, + "tags": [] + }, + "outputs": [], + "source": [ + "# fat_R_MSE_models <- tibble(\n", + "# Model = \"OLS Full Regression\",\n", + "# R_MSE = ...(\n", + "# preds = ...,\n", + "# actuals = ...\n", + "# )\n", + "# )\n", + "# fat_R_MSE_models\n", + "\n", + "# your code here\n", + "fail() # No Answer - remove if you provide an answer" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "f42c128b", + "metadata": { + "deletable": false, + "editable": false, + "nbgrader": { + "cell_type": "code", + "checksum": "78ac622f2a6ddd6ec91be615f8af1a63", + "grade": true, + "grade_id": "cell-c33cd78592c228b6", + "locked": true, + "points": 1, + "schema_version": 3, + "solution": false, + "task": false + }, + "tags": [] + }, + "outputs": [], + "source": [ + "test_1.6()" + ] + }, + { + "cell_type": "markdown", + "id": "caac2e7d", + "metadata": { + "deletable": false, + "editable": false, + "nbgrader": { + "cell_type": "markdown", + "checksum": "01072fd33c8293fd4d5228bd3c129e63", + "grade": false, + "grade_id": "cell-1b5aee0f9e18c5dd", + "locked": true, + "schema_version": 3, + "solution": false, + "task": false + } + }, + "source": [ + "**Question 1.7**\n", + "
{points: 1}\n", + "\n", + "Use `fat_cv_lambda_ridge` and the level of penalization that minimizes the CV-MSE to predict the brozek index of men in the test set `testing_fat`, and call the resulting object `fat_test_pred_ridge_min`.\n", + "\n", + "> **Hint:** Use function `predict()` with the argument `newx` to specifiy the test set.\n", + "\n", + "*Fill out those parts indicated with `...`, uncomment the corresponding code in the cell below, and run it.*" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "e1e4f36a", + "metadata": { + "deletable": false, + "nbgrader": { + "cell_type": "code", + "checksum": "ec6274ddb5f353967126729e87995070", + "grade": false, + "grade_id": "cell-06d8fba564348542", + "locked": false, + "schema_version": 3, + "solution": true, + "task": false + }, + "tags": [] + }, + "outputs": [], + "source": [ + "# fat_test_pred_ridge_min <- predict(...,\n", + "# newx = ..., ....)\n", + "\n", + "# your code here\n", + "fail() # No Answer - remove if you provide an answer" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "640599f9", + "metadata": { + "deletable": false, + "editable": false, + "nbgrader": { + "cell_type": "code", + "checksum": "57cbe454dd7c0202689a5f9cc7867a50", + "grade": true, + "grade_id": "cell-b885be4545c4f590", + "locked": true, + "points": 1, + "schema_version": 3, + "solution": false, + "task": false + }, + "tags": [] + }, + "outputs": [], + "source": [ + "test_1.7()" + ] + }, + { + "cell_type": "markdown", + "id": "59e93e0d", + "metadata": { + "deletable": false, + "editable": false, + "nbgrader": { + "cell_type": "markdown", + "checksum": "bb112ef11c7143e63cc071a690564c98", + "grade": false, + "grade_id": "cell-09136c4608cf6502", + "locked": true, + "schema_version": 3, + "solution": false, + "task": false + } + }, + "source": [ + "**Question 1.8**\n", + "
{points: 1}\n", + "\n", + "Use the function `rmse()` to compute the $\\text{RMSE}_{\\text{test}}$ using the predicted values stored in `fat_test_pred_ridge_min`. \n", + "\n", + "Add this metric as an additional row in the tibble `fat_R_MSE_models`. Use `\"Ridge Regression with minimum MSE\"` in column `Model` and the corresponding values for $\\text{RMSE}_{\\text{test}}$ in column `R_MSE`.\n", + "\n", + "**NOTE**: note that the code below binds rows into `fat_R_MSE_models`. Do not re-run this cell or restart the kernel if needed. Otherwise, this object will have extra (repeated) rows.\n", + "\n", + "*Fill out those parts indicated with `...`, uncomment the corresponding code in the cell below, and run it.*" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "1bac8628", + "metadata": { + "deletable": false, + "nbgrader": { + "cell_type": "code", + "checksum": "afd4f40d85a79429d5375b3489c40858", + "grade": false, + "grade_id": "cell-6265b672edd860ec", + "locked": false, + "schema_version": 3, + "solution": true, + "task": false + }, + "tags": [] + }, + "outputs": [], + "source": [ + "# fat_R_MSE_models <- rbind(\n", + "# fat_R_MSE_models,\n", + "# tibble(\n", + "# Model = \"Ridge Regression with minimum MSE\",\n", + "# R_MSE = ...(\n", + "# ...,\n", + "# ...\n", + "# )\n", + "# )\n", + "# fat_R_MSE_models\n", + "\n", + "# your code here\n", + "fail() # No Answer - remove if you provide an answer" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "87d08855", + "metadata": { + "deletable": false, + "editable": false, + "nbgrader": { + "cell_type": "code", + "checksum": "707b380dd7c25a84a7e0565d5ef2159a", + "grade": true, + "grade_id": "cell-2babb63d363b8d54", + "locked": true, + "points": 1, + "schema_version": 3, + "solution": false, + "task": false + }, + "tags": [] + }, + "outputs": [], + "source": [ + "test_1.8()" + ] + }, + { + "cell_type": "markdown", + "id": "967852d1", + "metadata": { + "deletable": false, + "editable": false, + "nbgrader": { + "cell_type": "markdown", + "checksum": "c0e7676713f9761374d69346bcea83d5", + "grade": false, + "grade_id": "cell-fbaea8aa16ad36e6", + "locked": true, + "schema_version": 3, + "solution": false, + "task": false + } + }, + "source": [ + "**Question 1.9**\n", + "
{points: 1}\n", + "\n", + "Based on your results in `fat_R_MSE_models`, which model shows the best prediction? Was this an expected result? Justify your answer" + ] + }, + { + "cell_type": "markdown", + "id": "3e1d7bf4", + "metadata": { + "deletable": false, + "nbgrader": { + "cell_type": "markdown", + "checksum": "90ec2febef502491061974d5039205e9", + "grade": true, + "grade_id": "cell-4ebd54748e26c8df", + "locked": false, + "points": 1, + "schema_version": 3, + "solution": true, + "task": false + } + }, + "source": [ + "> *Your answer goes here.*\n", + "\n", + "DOUBLE CLICK TO EDIT **THIS CELL** AND REPLACE THIS TEXT WITH YOUR ANSWER." + ] + }, + { + "cell_type": "markdown", + "id": "7bae7987", + "metadata": { + "deletable": false, + "editable": false, + "nbgrader": { + "cell_type": "markdown", + "checksum": "6246223e2f7d6af20376d7ff08eff019", + "grade": false, + "grade_id": "cell-de4c5e5a0539af50", + "locked": true, + "schema_version": 3, + "solution": false, + "task": false + } + }, + "source": [ + "## Model Selection For Inference" + ] + }, + { + "cell_type": "markdown", + "id": "5461e9be", + "metadata": { + "deletable": false, + "editable": false, + "nbgrader": { + "cell_type": "markdown", + "checksum": "ec9ddf355c96e9b5220a8b9734c369c5", + "grade": false, + "grade_id": "cell-71132aeff4463df4", + "locked": true, + "schema_version": 3, + "solution": false, + "task": false + } + }, + "source": [ + "In the second part of this tutorial, you will select a generative model using a real data set and use it for inference. \n", + "\n", + "**Recall** the [Ames `Housing` dataset](https://www.kaggle.com/c/home-data-for-ml-course/) you worked on Worksheet 08. Let's refresh our memory: it was compiled by Dean De Cock, it has 79 input variables on different characteristics of residential houses in Ames, Iowa, USA that can be used to predict the property's final price, `SalePrice`. As in worksheet_08, we will focus our attention on 21 numerical input variables:\n", + "\n", + "- `LotFrontage`: Linear $\\text{ft}$ of street connected to the house.\n", + "- `LotArea`: Lot size in $\\text{ft}^2$.\n", + "- `MasVnrArea`: Masonry veneer area in $\\text{ft}^2$.\n", + "- `TotalBsmtSF`: Total $\\text{ft}^2$ of basement area.\n", + "- `GrLivArea`: Above grade (ground) living area in $\\text{ft}^2$.\n", + "- `BsmtFullBath`: Number of full bathrooms in basement.\n", + "- `BsmtHalfBath`: Number of half bathrooms in basement.\n", + "- `FullBath`: Number of full bathrooms above grade.\n", + "- `HalfBath`: Number of half bathroom above grade.\n", + "- `BedroomAbvGr`: Number of bedrooms above grade (it does not include basement bedrooms).\n", + "- `KitchenAbvGr`: Number of kitchens above grade.\n", + "- `Fireplaces`: Number of fireplaces.\n", + "- `GarageArea`: Garage's area in $\\text{ft}^2$.\n", + "- `WoodDeckSF`: Wood deck area in $\\text{ft}^2$.\n", + "- `OpenPorchSF`: Open porch area in $\\text{ft}^2$.\n", + "- `EnclosedPorch`: Enclosed porch area in $\\text{ft}^2$.\n", + "- `ScreenPorch`: Screen porch area in $\\text{ft}^2$.\n", + "\n", + "Let's start by loading the data set. " + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "dd63c17d", + "metadata": { + "deletable": false, + "editable": false, + "nbgrader": { + "cell_type": "code", + "checksum": "5ae4f858b7ac4370744a0910a350253f", + "grade": false, + "grade_id": "cell-f650c86ecdf10f20", + "locked": true, + "schema_version": 3, + "solution": false, + "task": false + }, + "tags": [] + }, + "outputs": [], + "source": [ + "## Load the housing data set\n", + "housing_raw <- read_csv(\"data/Housing.csv\", col_types = cols())\n", + "\n", + "# Use `YearBuilt` and `YrSold` to create a variable `ageSold`\n", + "housing_raw$ageSold <- housing_raw$YrSold - housing_raw$YearBuilt\n", + "\n", + "\n", + "# Select subset of input variables\n", + "housing_raw <- \n", + " housing_raw %>%\n", + " select(LotFrontage, LotArea, MasVnrArea, TotalBsmtSF, \n", + " GrLivArea, BsmtFullBath, BsmtHalfBath, FullBath, HalfBath, BedroomAbvGr, KitchenAbvGr, Fireplaces,\n", + " GarageArea, WoodDeckSF, OpenPorchSF, EnclosedPorch, ScreenPorch, PoolArea, ageSold, SalePrice\n", + " )\n", + "\n", + "# Remove those rows containing `NA`s and some outliers\n", + "housing_raw <- \n", + " drop_na(housing_raw) %>% \n", + " filter(LotArea < 20000)\n", + "\n", + "str(housing_raw)" + ] + }, + { + "cell_type": "markdown", + "id": "15b3278f", + "metadata": { + "deletable": false, + "editable": false, + "nbgrader": { + "cell_type": "markdown", + "checksum": "41f7d6ebf0fe344c61f270f9fa8e4bb3", + "grade": false, + "grade_id": "cell-50321cb291721425", + "locked": true, + "schema_version": 3, + "solution": false, + "task": false + } + }, + "source": [ + "Our objective in this tutorial is to obtain a model for inference. We want to study how the properties' values are affected by the different properties' attributes. We want to be able to:\n", + "\n", + "1. Interpret the parameters of the model;\n", + "2. Identify relevant attributes (covariates); \n", + "3. Have a measure of uncertainty of our estimates." + ] + }, + { + "cell_type": "markdown", + "id": "f860668c", + "metadata": { + "deletable": false, + "editable": false, + "nbgrader": { + "cell_type": "markdown", + "checksum": "8a20b99af73118e4f2ef61167fae634b", + "grade": false, + "grade_id": "cell-e7da157741ea3009", + "locked": true, + "schema_version": 3, + "solution": false, + "task": false + } + }, + "source": [ + "**Question 2.0** \n", + "
{points: 1}\n", + "\n", + "Since we do not know which variables are important/relevant, we will need to conduct a variable selection technique. Let's start by splitting the data set into two sets: (1) the first part, with 60% of the rows, will be used to select a model; and (2) the second part, will be for inference. \n", + "\n", + "> Note that the partition is similar to the training-test one used in prediction problems.\n", + "\n", + "Your job is to randomly select 60% of the rows and store them in an object called `housing_selection`. Store the remaining rows in an object called `housing_inference`.\n", + "\n", + "The `housing_inference` object is golden! It should not be touched before we select the variables. No peeking!! " + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "341d694f", + "metadata": { + "deletable": false, + "nbgrader": { + "cell_type": "code", + "checksum": "1db63547fa861ec2d14558b3ec4079a0", + "grade": false, + "grade_id": "cell-985f13c4ad88cab4", + "locked": false, + "schema_version": 3, + "solution": true, + "task": false + }, + "tags": [] + }, + "outputs": [], + "source": [ + "set.seed(20211118) # Do not change this\n", + "\n", + "# Housing_split <- ...(..., prop = ..., strata = SalePrice)\n", + "# housing_selection <- training(Housing_split)\n", + "# housing_inference <- testing(Housing_split)\n", + "\n", + "# your code here\n", + "fail() # No Answer - remove if you provide an answer\n", + "\n", + "head(housing_selection)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "a37be3bd", + "metadata": { + "deletable": false, + "editable": false, + "nbgrader": { + "cell_type": "code", + "checksum": "8759a8ab826ab30874dd764e60824171", + "grade": true, + "grade_id": "cell-6054ca27cbfa32bf", + "locked": true, + "points": 1, + "schema_version": 3, + "solution": false, + "task": false + }, + "tags": [] + }, + "outputs": [], + "source": [ + "test_2.0()" + ] + }, + { + "cell_type": "markdown", + "id": "7f336079", + "metadata": { + "deletable": false, + "editable": false, + "nbgrader": { + "cell_type": "markdown", + "checksum": "f06e776409fe1d473f5b28633f783199", + "grade": false, + "grade_id": "cell-11d4086e95021066", + "locked": true, + "schema_version": 3, + "solution": false, + "task": false + } + }, + "source": [ + "**Question 2.1** \n", + "
{points: 1}\n", + "\n", + "As we discussed in the worksheet, there are many possible approaches for model selection. Let's focus on Lasso. Run Lasso on the `housing_selection` tibble and find the value `lambda` that provides the lowest Cross-validation MSE. (See `cv.glmnet` function.)\n", + "\n", + "_Save the result in an object named `lasso_model`._" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "cb3237e5", + "metadata": { + "deletable": false, + "nbgrader": { + "cell_type": "code", + "checksum": "c46370b06c5bedd265d9c906a13538ab", + "grade": false, + "grade_id": "cell-cb6bd457d0686565", + "locked": false, + "schema_version": 3, + "solution": true, + "task": false + }, + "tags": [] + }, + "outputs": [], + "source": [ + "set.seed(20211118) # do not change this\n", + "\n", + "# lasso_model <-\n", + "# cv.glmnet(... %>% as.matrix(), \n", + "# ..., \n", + "# alpha = ...)\n", + "\n", + "# your code here\n", + "fail() # No Answer - remove if you provide an answer\n", + "\n", + "lasso_model" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "ec113d42", + "metadata": { + "deletable": false, + "editable": false, + "nbgrader": { + "cell_type": "code", + "checksum": "6109926290a9a89498878b9d12261ae5", + "grade": true, + "grade_id": "cell-262df79caf0b3bd1", + "locked": true, + "points": 1, + "schema_version": 3, + "solution": false, + "task": false + }, + "tags": [] + }, + "outputs": [], + "source": [ + "test_2.1()" + ] + }, + { + "cell_type": "markdown", + "id": "6e358f7b", + "metadata": { + "deletable": false, + "editable": false, + "nbgrader": { + "cell_type": "markdown", + "checksum": "60492b8b691b1087bb1e5689eab242a6", + "grade": false, + "grade_id": "cell-c1dda3a387b34864", + "locked": true, + "schema_version": 3, + "solution": false, + "task": false + } + }, + "source": [ + "**Question 2.2** \n", + "
{points: 1}\n", + "\n", + "Write a code to extract the coefficients of the best lasso model found in the `lasso_model`. By best, we mean the one with the smallest MSE. \n", + "\n", + "_Save the result in an object named `beta_lasso`._" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "c51315e9", + "metadata": { + "deletable": false, + "nbgrader": { + "cell_type": "code", + "checksum": "ba9b441ce9dd7d85e33ca21147c20aba", + "grade": false, + "grade_id": "cell-acd2d3a8859a9cd2", + "locked": false, + "schema_version": 3, + "solution": true, + "task": false + }, + "tags": [] + }, + "outputs": [], + "source": [ + "set.seed(20211118) # do not change this\n", + "\n", + "\n", + "# your code here\n", + "fail() # No Answer - remove if you provide an answer\n", + "\n", + "beta_lasso" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "68763f5c", + "metadata": { + "deletable": false, + "editable": false, + "nbgrader": { + "cell_type": "code", + "checksum": "58120ba6504728868eae4fd1a1ec71e6", + "grade": true, + "grade_id": "cell-ee50b59df5cb0f4f", + "locked": true, + "points": 1, + "schema_version": 3, + "solution": false, + "task": false + }, + "tags": [] + }, + "outputs": [], + "source": [ + "test_2.2()" + ] + }, + { + "cell_type": "markdown", + "id": "b4f2cb07", + "metadata": { + "deletable": false, + "editable": false, + "nbgrader": { + "cell_type": "markdown", + "checksum": "aea7fa44edbb21e4525e200b906839ab", + "grade": false, + "grade_id": "cell-06e3152180dc9c5b", + "locked": true, + "schema_version": 3, + "solution": false, + "task": false + } + }, + "source": [ + "**Question 2.3** \n", + "
{points: 1}\n", + "\n", + "Extract the name of the covariates selected by Lasso in an object named `lasso_selected_covariates`. " + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "9aaa77b2", + "metadata": { + "deletable": false, + "nbgrader": { + "cell_type": "code", + "checksum": "ab3d9119c4958587d4d6097feecf993f", + "grade": false, + "grade_id": "cell-14ead3643c9ab06d", + "locked": false, + "schema_version": 3, + "solution": true, + "task": false + }, + "tags": [] + }, + "outputs": [], + "source": [ + "#lasso_selected_covariates <- as_tibble(\n", + " # as.matrix(...),\n", + " # rownames='covariate') %>%\n", + " # filter(covariate != '(Intercept)' & abs(s1) !=0) %>% \n", + " # pull(...)\n", + "\n", + "# your code here\n", + "fail() # No Answer - remove if you provide an answer\n", + "\n", + "lasso_selected_covariates" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "9bd94158", + "metadata": { + "deletable": false, + "editable": false, + "nbgrader": { + "cell_type": "code", + "checksum": "d2b908d9d77c8da1206b269b0152eb70", + "grade": true, + "grade_id": "cell-c9cb0881a7edf8c8", + "locked": true, + "points": 1, + "schema_version": 3, + "solution": false, + "task": false + }, + "tags": [] + }, + "outputs": [], + "source": [ + "test_2.3()" + ] + }, + { + "cell_type": "markdown", + "id": "6c1a7ab3", + "metadata": { + "deletable": false, + "editable": false, + "nbgrader": { + "cell_type": "markdown", + "checksum": "df2b5b3067fa486c3e7888e9ac4cdeb5", + "grade": false, + "grade_id": "cell-61add4e6deeca1d0", + "locked": true, + "schema_version": 3, + "solution": false, + "task": false + } + }, + "source": [ + "**Question 2.4** \n", + "
{points: 1}\n", + "\n", + "In **Question 1.4** of this tutorial you extracted the estimated coefficients obtained using Ridge. In **Question 2.3**, you identified the variables selected by LASSO. \n", + "\n", + "**What is a main difference between these two methods in terms of variable selection?** Comment on the numbers of variables selected in relation to the variables available in the dataset." + ] + }, + { + "cell_type": "markdown", + "id": "8cc26b5c", + "metadata": { + "deletable": false, + "nbgrader": { + "cell_type": "markdown", + "checksum": "bd9b587596702d522782a000d3fe366c", + "grade": true, + "grade_id": "cell-e208b12ca32db945", + "locked": false, + "points": 1, + "schema_version": 3, + "solution": true, + "task": false + } + }, + "source": [ + "> *Your answer goes here.*\n", + "\n", + "DOUBLE CLICK TO EDIT **THIS CELL** AND REPLACE THIS TEXT WITH YOUR ANSWER." + ] + }, + { + "cell_type": "markdown", + "id": "34dd7017", + "metadata": { + "deletable": false, + "editable": false, + "nbgrader": { + "cell_type": "markdown", + "checksum": "46725ec12c8da13fc6fd37bb35585d55", + "grade": false, + "grade_id": "cell-b07c4fe7a2646768", + "locked": true, + "schema_version": 3, + "solution": false, + "task": false + } + }, + "source": [ + "**Question 2.5** \n", + "
{points: 1}\n", + "\n", + "We expect that Lasso would remove highly correlated variables. However, Lasso can still fit a linear model on data sets with high levels of multicollinearity. Unfortunately, ordinary least squares cannot. To be on the safe side, let's check the variance inflator factor of the variables selected by Lasso. \n", + "\n", + "_Save the output in an object named `lasso_variables_vif`._" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "ad296477", + "metadata": { + "deletable": false, + "nbgrader": { + "cell_type": "code", + "checksum": "70e9652de3968d9d1d3d0f56a7376920", + "grade": false, + "grade_id": "cell-afa71facbda57961", + "locked": false, + "schema_version": 3, + "solution": true, + "task": false + }, + "tags": [] + }, + "outputs": [], + "source": [ + "#lasso_variables_vif <- \n", + "# vif(...)\n", + "\n", + "# your code here\n", + "fail() # No Answer - remove if you provide an answer\n", + "\n", + "lasso_variables_vif" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "41a3a7e4", + "metadata": { + "deletable": false, + "editable": false, + "nbgrader": { + "cell_type": "code", + "checksum": "6dc8ae43abc55d27a65973c4cefc4146", + "grade": true, + "grade_id": "cell-b15f03793cb8f509", + "locked": true, + "points": 1, + "schema_version": 3, + "solution": false, + "task": false + }, + "tags": [] + }, + "outputs": [], + "source": [ + "test_2.5()" + ] + }, + { + "cell_type": "markdown", + "id": "35ecb688", + "metadata": { + "deletable": false, + "editable": false, + "nbgrader": { + "cell_type": "markdown", + "checksum": "782370a54132981a8003ce1830f13936", + "grade": false, + "grade_id": "cell-7b7350b720570c76", + "locked": true, + "schema_version": 3, + "solution": false, + "task": false + } + }, + "source": [ + "**Question 2.6**\n", + "
{points: 1}\n", + "\n", + "True or false?\n", + "\n", + "The `lasso_variables_vif` does not indicate a very concerning presence of multicollinearity. \n", + "\n", + "_Assign your answer to an object called `answer2.6`. Your answer should be either \"true\" or \"false\", surrounded by quotes._" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "3e67f537", + "metadata": { + "deletable": false, + "nbgrader": { + "cell_type": "code", + "checksum": "c94059e25d10627b5b82524069f7f833", + "grade": false, + "grade_id": "cell-1bc8096b1175869d", + "locked": false, + "schema_version": 3, + "solution": true, + "task": false + } + }, + "outputs": [], + "source": [ + "# answer2.6 <- ...\n", + "\n", + "# your code here\n", + "fail() # No Answer - remove if you provide an answer" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "2d030219", + "metadata": { + "deletable": false, + "editable": false, + "nbgrader": { + "cell_type": "code", + "checksum": "e293370a5d7eabb5bf2b14b936942106", + "grade": true, + "grade_id": "cell-147fee130248b744", + "locked": true, + "points": 1, + "schema_version": 3, + "solution": false, + "task": false + } + }, + "outputs": [], + "source": [ + "test_2.6()" + ] + }, + { + "cell_type": "markdown", + "id": "1211e88a", + "metadata": { + "deletable": false, + "editable": false, + "nbgrader": { + "cell_type": "markdown", + "checksum": "749a26d6bfb671995f67ca065edc8713", + "grade": false, + "grade_id": "cell-017240641a0ef825", + "locked": true, + "schema_version": 3, + "solution": false, + "task": false + } + }, + "source": [ + "**Question 2.7** \n", + "
{points: 1}\n", + "\n", + "Finally, let's use the covariates selected by lasso and stored in `lasso_selected_covariates` to fit a linear model using ordinary least squares.\n", + "\n", + "_Save the output in an object named `inference_model`._" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "710469f7", + "metadata": { + "deletable": false, + "nbgrader": { + "cell_type": "code", + "checksum": "066168bb83535f1431aacd2fb32a08bb", + "grade": false, + "grade_id": "cell-9b0750c9fa46f4cd", + "locked": false, + "schema_version": 3, + "solution": true, + "task": false + }, + "tags": [] + }, + "outputs": [], + "source": [ + "# your code here\n", + "fail() # No Answer - remove if you provide an answer\n", + "\n", + "summary(inference_model)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "2e1b58ee", + "metadata": { + "deletable": false, + "editable": false, + "nbgrader": { + "cell_type": "code", + "checksum": "9ba6f14f7753ba3c45a710cdff48a49b", + "grade": true, + "grade_id": "cell-c5fb858fa1d1ca00", + "locked": true, + "points": 1, + "schema_version": 3, + "solution": false, + "task": false + }, + "tags": [] + }, + "outputs": [], + "source": [ + "test_2.7()" + ] + }, + { + "cell_type": "markdown", + "id": "28dc29bf", + "metadata": { + "deletable": false, + "editable": false, + "nbgrader": { + "cell_type": "markdown", + "checksum": "06576607f29f1a04216e89ed0b20fffb", + "grade": false, + "grade_id": "cell-e45c0a6408e71e0b", + "locked": true, + "schema_version": 3, + "solution": false, + "task": false + } + }, + "source": [ + "**Question 2.8** \n", + "
{points: 1}\n", + "\n", + "The model stored in `inference_model` has shown 5 non-significant variables at 5% significance level. Should we remove these variables and re-fit the model with them? Briefly explain why or why not. " + ] + }, + { + "cell_type": "markdown", + "id": "4576c42c", + "metadata": { + "deletable": false, + "nbgrader": { + "cell_type": "markdown", + "checksum": "e7bba6ccffa0dfcacd40a50c3714f43b", + "grade": true, + "grade_id": "cell-37a2865a0526fd39", + "locked": false, + "points": 1, + "schema_version": 3, + "solution": true, + "task": false + } + }, + "source": [ + "> Your answer goes here\n", + "\n", + "DOUBLE CLICK TO EDIT **THIS CELL** AND REPLACE THIS TEXT WITH YOUR ANSWER." + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "R", + "language": "R", + "name": "ir" + }, + "language_info": { + "codemirror_mode": "r", + "file_extension": ".r", + "mimetype": "text/x-r-source", + "name": "R", + "pygments_lexer": "r", + "version": "4.3.3" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/materials/worksheet_06/worksheet_06.ipynb b/materials/worksheet_06/worksheet_06.ipynb index d1243a7..720165a 100644 --- a/materials/worksheet_06/worksheet_06.ipynb +++ b/materials/worksheet_06/worksheet_06.ipynb @@ -61,7 +61,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 1, "metadata": { "deletable": false, "editable": false, @@ -77,7 +77,133 @@ }, "tags": [] }, - "outputs": [], + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "── \u001b[1mAttaching packages\u001b[22m ────────────────────────────────────── tidymodels 1.2.0 ──\n", + "\n", + "\u001b[32m✔\u001b[39m \u001b[34mdials \u001b[39m 1.2.1 \u001b[32m✔\u001b[39m \u001b[34mrsample \u001b[39m 1.2.1\n", + "\u001b[32m✔\u001b[39m \u001b[34mdplyr \u001b[39m 1.1.4 \u001b[32m✔\u001b[39m \u001b[34mtibble \u001b[39m 3.2.1\n", + "\u001b[32m✔\u001b[39m \u001b[34mggplot2 \u001b[39m 3.5.1 \u001b[32m✔\u001b[39m \u001b[34mtidyr \u001b[39m 1.3.1\n", + "\u001b[32m✔\u001b[39m \u001b[34minfer \u001b[39m 1.0.7 \u001b[32m✔\u001b[39m \u001b[34mtune \u001b[39m 1.2.1\n", + "\u001b[32m✔\u001b[39m \u001b[34mmodeldata \u001b[39m 1.4.0 \u001b[32m✔\u001b[39m \u001b[34mworkflows \u001b[39m 1.1.4\n", + "\u001b[32m✔\u001b[39m \u001b[34mparsnip \u001b[39m 1.2.1 \u001b[32m✔\u001b[39m \u001b[34mworkflowsets\u001b[39m 1.1.0\n", + "\u001b[32m✔\u001b[39m \u001b[34mpurrr \u001b[39m 1.0.2 \u001b[32m✔\u001b[39m \u001b[34myardstick \u001b[39m 1.3.1\n", + "\u001b[32m✔\u001b[39m \u001b[34mrecipes \u001b[39m 1.1.0 \n", + "\n", + "── \u001b[1mConflicts\u001b[22m ───────────────────────────────────────── tidymodels_conflicts() ──\n", + "\u001b[31m✖\u001b[39m \u001b[34mpurrr\u001b[39m::\u001b[32mdiscard()\u001b[39m masks \u001b[34mscales\u001b[39m::discard()\n", + "\u001b[31m✖\u001b[39m \u001b[34mdplyr\u001b[39m::\u001b[32mfilter()\u001b[39m masks \u001b[34mstats\u001b[39m::filter()\n", + "\u001b[31m✖\u001b[39m \u001b[34mdplyr\u001b[39m::\u001b[32mlag()\u001b[39m masks \u001b[34mstats\u001b[39m::lag()\n", + "\u001b[31m✖\u001b[39m \u001b[34mrecipes\u001b[39m::\u001b[32mstep()\u001b[39m masks \u001b[34mstats\u001b[39m::step()\n", + "\u001b[34m•\u001b[39m Dig deeper into tidy modeling with R at \u001b[32mhttps://www.tmwr.org\u001b[39m\n", + "\n", + "\n", + "Attaching package: ‘gridExtra’\n", + "\n", + "\n", + "The following object is masked from ‘package:dplyr’:\n", + "\n", + " combine\n", + "\n", + "\n", + "\n", + "Attaching package: ‘mltools’\n", + "\n", + "\n", + "The following objects are masked from ‘package:yardstick’:\n", + "\n", + " mcc, rmse\n", + "\n", + "\n", + "The following object is masked from ‘package:tidyr’:\n", + "\n", + " replace_na\n", + "\n", + "\n", + "Loading required package: Matrix\n", + "\n", + "\n", + "Attaching package: ‘Matrix’\n", + "\n", + "\n", + "The following objects are masked from ‘package:tidyr’:\n", + "\n", + " expand, pack, unpack\n", + "\n", + "\n", + "Loaded glmnet 4.1-8\n", + "\n", + "── \u001b[1mAttaching core tidyverse packages\u001b[22m ──────────────────────── tidyverse 2.0.0 ──\n", + "\u001b[32m✔\u001b[39m \u001b[34mforcats \u001b[39m 1.0.0 \u001b[32m✔\u001b[39m \u001b[34mreadr \u001b[39m 2.1.5\n", + "\u001b[32m✔\u001b[39m \u001b[34mlubridate\u001b[39m 1.9.3 \u001b[32m✔\u001b[39m \u001b[34mstringr \u001b[39m 1.5.1\n", + "── \u001b[1mConflicts\u001b[22m ────────────────────────────────────────── tidyverse_conflicts() ──\n", + "\u001b[31m✖\u001b[39m \u001b[34mreadr\u001b[39m::\u001b[32mcol_factor()\u001b[39m masks \u001b[34mscales\u001b[39m::col_factor()\n", + "\u001b[31m✖\u001b[39m \u001b[34mgridExtra\u001b[39m::\u001b[32mcombine()\u001b[39m masks \u001b[34mdplyr\u001b[39m::combine()\n", + "\u001b[31m✖\u001b[39m \u001b[34mpurrr\u001b[39m::\u001b[32mdiscard()\u001b[39m masks \u001b[34mscales\u001b[39m::discard()\n", + "\u001b[31m✖\u001b[39m \u001b[34mMatrix\u001b[39m::\u001b[32mexpand()\u001b[39m masks \u001b[34mtidyr\u001b[39m::expand()\n", + "\u001b[31m✖\u001b[39m \u001b[34mdplyr\u001b[39m::\u001b[32mfilter()\u001b[39m masks \u001b[34mstats\u001b[39m::filter()\n", + "\u001b[31m✖\u001b[39m \u001b[34mstringr\u001b[39m::\u001b[32mfixed()\u001b[39m masks \u001b[34mrecipes\u001b[39m::fixed()\n", + "\u001b[31m✖\u001b[39m \u001b[34mdplyr\u001b[39m::\u001b[32mlag()\u001b[39m masks \u001b[34mstats\u001b[39m::lag()\n", + "\u001b[31m✖\u001b[39m \u001b[34mMatrix\u001b[39m::\u001b[32mpack()\u001b[39m masks \u001b[34mtidyr\u001b[39m::pack()\n", + "\u001b[31m✖\u001b[39m \u001b[34mmltools\u001b[39m::\u001b[32mreplace_na()\u001b[39m masks \u001b[34mtidyr\u001b[39m::replace_na()\n", + "\u001b[31m✖\u001b[39m \u001b[34mreadr\u001b[39m::\u001b[32mspec()\u001b[39m masks \u001b[34myardstick\u001b[39m::spec()\n", + "\u001b[31m✖\u001b[39m \u001b[34mlubridate\u001b[39m::\u001b[32mstamp()\u001b[39m masks \u001b[34mcowplot\u001b[39m::stamp()\n", + "\u001b[31m✖\u001b[39m \u001b[34mMatrix\u001b[39m::\u001b[32munpack()\u001b[39m masks \u001b[34mtidyr\u001b[39m::unpack()\n", + "\u001b[36mℹ\u001b[39m Use the conflicted package (\u001b[3m\u001b[34m\u001b[39m\u001b[23m) to force all conflicts to become errors\n", + "\n", + "Attaching package: ‘modelr’\n", + "\n", + "\n", + "The following objects are masked from ‘package:mltools’:\n", + "\n", + " mse, rmse\n", + "\n", + "\n", + "The following objects are masked from ‘package:yardstick’:\n", + "\n", + " mae, mape, rmse\n", + "\n", + "\n", + "The following object is masked from ‘package:broom’:\n", + "\n", + " bootstrap\n", + "\n", + "\n", + "\n", + "Attaching package: ‘testthat’\n", + "\n", + "\n", + "The following objects are masked from ‘package:readr’:\n", + "\n", + " edition_get, local_edition\n", + "\n", + "\n", + "The following object is masked from ‘package:tidyr’:\n", + "\n", + " matches\n", + "\n", + "\n", + "The following object is masked from ‘package:rsample’:\n", + "\n", + " matches\n", + "\n", + "\n", + "The following object is masked from ‘package:purrr’:\n", + "\n", + " is_null\n", + "\n", + "\n", + "The following object is masked from ‘package:dplyr’:\n", + "\n", + " matches\n", + "\n", + "\n" + ] + } + ], "source": [ "# Loading Libraries\n", "\n", @@ -257,7 +383,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 2, "metadata": { "deletable": false, "editable": false, @@ -310,7 +436,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 3, "metadata": { "deletable": false, "editable": false, @@ -365,7 +491,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 4, "metadata": { "deletable": false, "editable": false, @@ -381,7 +507,52 @@ }, "tags": [] }, - "outputs": [], + "outputs": [ + { + "data": { + "text/html": [ + "\n", + "\n", + "\n", + "\t\n", + "\t\n", + "\n", + "\n", + "\t\n", + "\t\n", + "\n", + "
A tibble: 2 × 5
termestimatestd.errorstatisticp.value
<chr><dbl><dbl><dbl><dbl>
(Intercept)34.45638.055 0.9050.367
BLDG_METRE 3.071 0.22813.4460.000
\n" + ], + "text/latex": [ + "A tibble: 2 × 5\n", + "\\begin{tabular}{lllll}\n", + " term & estimate & std.error & statistic & p.value\\\\\n", + " & & & & \\\\\n", + "\\hline\n", + "\t (Intercept) & 34.456 & 38.055 & 0.905 & 0.367\\\\\n", + "\t BLDG\\_METRE & 3.071 & 0.228 & 13.446 & 0.000\\\\\n", + "\\end{tabular}\n" + ], + "text/markdown": [ + "\n", + "A tibble: 2 × 5\n", + "\n", + "| term <chr> | estimate <dbl> | std.error <dbl> | statistic <dbl> | p.value <dbl> |\n", + "|---|---|---|---|---|\n", + "| (Intercept) | 34.456 | 38.055 | 0.905 | 0.367 |\n", + "| BLDG_METRE | 3.071 | 0.228 | 13.446 | 0.000 |\n", + "\n" + ], + "text/plain": [ + " term estimate std.error statistic p.value\n", + "1 (Intercept) 34.456 38.055 0.905 0.367 \n", + "2 BLDG_METRE 3.071 0.228 13.446 0.000 " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "lm_pop <- lm(assess_val ~ BLDG_METRE, properties_data)\n", "lm_sample <- lm(assess_val ~ BLDG_METRE, properties_sample)\n", @@ -392,7 +563,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 5, "metadata": { "deletable": false, "editable": false, @@ -408,7 +579,478 @@ }, "tags": [] }, - "outputs": [], + "outputs": [ + { + "data": { + "application/pdf": "JVBERi0xLjcKJbXtrvsKNCAwIG9iago8PCAvTGVuZ3RoIDUgMCBSCiAgIC9GaWx0ZXIgL0Zs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", + "image/jpeg": "/9j/4AAQSkZJRgABAQEAeAB4AAD/2wBDAAMCAgMCAgMDAwMEAwMEBQgFBQQEBQoHBwYIDAoM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\n/9k=", + "image/png": "iVBORw0KGgoAAAANSUhEUgAAA0gAAANICAMAAADKOT/pAAAC+lBMVEUAAAABAQECAgIDAwME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\nAABJRU5ErkJggg==", + "image/svg+xml": [ + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n" + ], + "text/plain": [ + "plot without title" + ] + }, + "metadata": { + "application/pdf": { + "height": 420, + "width": 420 + }, + "image/jpeg": { + "height": 420, + "width": 420 + }, + "image/png": { + "height": 420, + "width": 420 + }, + "image/svg+xml": { + "height": 420, + "isolated": true, + "width": 420 + } + }, + "output_type": "display_data" + } + ], "source": [ "cols <- c(\"Population\"=\"#f04546\",\"LS Estimate\"=\"#3591d1\")\n", "\n", @@ -460,7 +1102,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 6, "metadata": { "deletable": false, "editable": false, @@ -525,11 +1167,923 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 7, "metadata": { "tags": [] }, - "outputs": [], + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Warning message in geom_point(aes(x = 251, y = predict(lm_pop, tibble(BLDG_METRE = 251))), :\n", + "“\u001b[1m\u001b[22mAll aesthetics have length 1, but the data has 100 rows.\n", + "\u001b[36mℹ\u001b[39m Please consider using `annotate()` or provide this layer with data containing\n", + " a single row.”\n", + "Warning message in geom_point(aes(x = 251, y = 534), color = \"black\", size = 3):\n", + "“\u001b[1m\u001b[22mAll aesthetics have length 1, but the data has 100 rows.\n", + "\u001b[36mℹ\u001b[39m Please consider using `annotate()` or provide this layer with data containing\n", + " a single row.”\n", + "\u001b[1m\u001b[22m`geom_smooth()` using formula = 'y ~ x'\n", + "Warning message:\n", + "“\u001b[1m\u001b[22mRemoved 98 rows containing non-finite outside the scale range\n", + "(`stat_smooth()`).”\n" + ] + }, + { + "data": { + "application/pdf": "JVBERi0xLjcKJbXtrvsKNCAwIG9iago8PCAvTGVuZ3RoIDUgMCBSCiAgIC9GaWx0ZXIgL0Zs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", + "image/jpeg": "/9j/4AAQSkZJRgABAQEAeAB4AAD/2wBDAAMCAgMCAgMDAwMEAwMEBQgFBQQEBQoHBwYIDAoM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\noAKKKKACiiigAooooAKKKKAP/9k=", + "image/png": "iVBORw0KGgoAAAANSUhEUgAAA8AAAALQCAIAAADQFY7jAAAACXBIWXMAABJ0AAASdAHeZh94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", + "image/svg+xml": [ + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n" + ], + "text/plain": [ + "plot without title" + ] + }, + "metadata": { + "application/pdf": { + "height": 360, + "width": 480 + }, + "image/jpeg": { + "height": 360, + "width": 480 + }, + "image/png": { + "height": 360, + "width": 480 + }, + "image/svg+xml": { + "height": 360, + "isolated": true, + "width": 480 + } + }, + "output_type": "display_data" + } + ], "source": [ "# Run this before continuing \n", "\n", @@ -567,7 +2121,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 8, "metadata": { "deletable": false, "editable": false, @@ -611,7 +2165,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 9, "metadata": { "deletable": false, "editable": false, @@ -627,7 +2181,1020 @@ }, "tags": [] }, - "outputs": [], + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Warning message in geom_point(aes(x = 251, y = predict(lm_pop, tibble(BLDG_METRE = 251))), :\n", + "“\u001b[1m\u001b[22mAll aesthetics have length 1, but the data has 100 rows.\n", + "\u001b[36mℹ\u001b[39m Please consider using `annotate()` or provide this layer with data containing\n", + " a single row.”\n", + "Warning message in geom_point(aes(x = 251, y = 534), color = \"black\", size = 3):\n", + "“\u001b[1m\u001b[22mAll aesthetics have length 1, but the data has 100 rows.\n", + "\u001b[36mℹ\u001b[39m Please consider using `annotate()` or provide this layer with data containing\n", + " a single row.”\n", + "Warning message in geom_point(aes(x = 251, y = predict(lm_sample, tibble(BLDG_METRE = 251))), :\n", + "“\u001b[1m\u001b[22mAll aesthetics have length 1, but the data has 100 rows.\n", + "\u001b[36mℹ\u001b[39m Please consider using `annotate()` or provide this layer with data containing\n", + " a single row.”\n", + "\u001b[1m\u001b[22m`geom_smooth()` using formula = 'y ~ x'\n", + "Warning message:\n", + "“\u001b[1m\u001b[22mRemoved 98 rows containing non-finite outside the scale range\n", + "(`stat_smooth()`).”\n", + "\u001b[1m\u001b[22m`geom_smooth()` using formula = 'y ~ x'\n" + ] + }, + { + "data": { + "application/pdf": "JVBERi0xLjcKJbXtrvsKNCAwIG9iago8PCAvTGVuZ3RoIDUgMCBSCiAgIC9GaWx0ZXIgL0Zs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\nRU9GCg==", + "image/jpeg": "/9j/4AAQSkZJRgABAQEAeAB4AAD/2wBDAAMCAgMCAgMDAwMEAwMEBQgFBQQEBQoHBwYIDAoM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\ngAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooA//9k=", + "image/png": "iVBORw0KGgoAAAANSUhEUgAAA8AAAALQCAIAAADQFY7jAAAACXBIWXMAABJ0AAASdAHeZh94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\ngBUQQAMAAAAAWOH/AOL9xTRsPjXnAAAAAElFTkSuQmCC", + "image/svg+xml": [ + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n" + ], + "text/plain": [ + "plot without title" + ] + }, + "metadata": { + "application/pdf": { + "height": 360, + "width": 480 + }, + "image/jpeg": { + "height": 360, + "width": 480 + }, + "image/png": { + "height": 360, + "width": 480 + }, + "image/svg+xml": { + "height": 360, + "isolated": true, + "width": 480 + } + }, + "output_type": "display_data" + } + ], "source": [ "# Run this before continuing \n", "plot_ls" @@ -744,7 +3311,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 10, "metadata": { "deletable": false, "editable": false, @@ -773,7 +3340,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 11, "metadata": { "deletable": false, "editable": false, @@ -789,7 +3356,56 @@ }, "tags": [] }, - "outputs": [], + "outputs": [ + { + "data": { + "text/html": [ + "\n", + "\n", + "\n", + "\t\n", + "\t\n", + "\n", + "\n", + "\t\n", + "\t\n", + "\t\n", + "\n", + "
A data.frame: 3 × 5
assess_valBLDG_METREfitlwrupr
<dbl><int><dbl><dbl><dbl>
1536220710.0708671.9440748.1977
2370 97332.3407295.2144369.4669
3318 89307.7729267.9136347.6321
\n" + ], + "text/latex": [ + "A data.frame: 3 × 5\n", + "\\begin{tabular}{r|lllll}\n", + " & assess\\_val & BLDG\\_METRE & fit & lwr & upr\\\\\n", + " & & & & & \\\\\n", + "\\hline\n", + "\t1 & 536 & 220 & 710.0708 & 671.9440 & 748.1977\\\\\n", + "\t2 & 370 & 97 & 332.3407 & 295.2144 & 369.4669\\\\\n", + "\t3 & 318 & 89 & 307.7729 & 267.9136 & 347.6321\\\\\n", + "\\end{tabular}\n" + ], + "text/markdown": [ + "\n", + "A data.frame: 3 × 5\n", + "\n", + "| | assess_val <dbl> | BLDG_METRE <int> | fit <dbl> | lwr <dbl> | upr <dbl> |\n", + "|---|---|---|---|---|---|\n", + "| 1 | 536 | 220 | 710.0708 | 671.9440 | 748.1977 |\n", + "| 2 | 370 | 97 | 332.3407 | 295.2144 | 369.4669 |\n", + "| 3 | 318 | 89 | 307.7729 | 267.9136 | 347.6321 |\n", + "\n" + ], + "text/plain": [ + " assess_val BLDG_METRE fit lwr upr \n", + "1 536 220 710.0708 671.9440 748.1977\n", + "2 370 97 332.3407 295.2144 369.4669\n", + "3 318 89 307.7729 267.9136 347.6321" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "head(properties_cip,3)" ] @@ -840,7 +3456,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 12, "metadata": { "deletable": false, "editable": false, @@ -856,7 +3472,466 @@ }, "tags": [] }, - "outputs": [], + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "\u001b[1m\u001b[22m`geom_smooth()` using formula = 'y ~ x'\n", + "\u001b[1m\u001b[22m`geom_smooth()` using formula = 'y ~ x'\n", + "Warning message:\n", + "“\u001b[1m\u001b[22mRemoved 98 rows containing non-finite outside the scale range\n", + "(`stat_smooth()`).”\n" + ] + }, + { + "data": { + "application/pdf": "JVBERi0xLjcKJbXtrvsKNCAwIG9iago8PCAvTGVuZ3RoIDUgMCBSCiAgIC9GaWx0ZXIgL0Zs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\nJUVPRgo=", + "image/jpeg": "/9j/4AAQSkZJRgABAQEAeAB4AAD/2wBDAAMCAgMCAgMDAwMEAwMEBQgFBQQEBQoHBwYIDAoM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", + "image/png": "iVBORw0KGgoAAAANSUhEUgAAA8AAAALQCAIAAADQFY7jAAAACXBIWXMAABJ0AAASdAHeZh94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\n", + "image/svg+xml": [ + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n" + ], + "text/plain": [ + "plot without title" + ] + }, + "metadata": { + "application/pdf": { + "height": 360, + "width": 480 + }, + "image/jpeg": { + "height": 360, + "width": 480 + }, + "image/png": { + "height": 360, + "width": 480 + }, + "image/svg+xml": { + "height": 360, + "isolated": true, + "width": 480 + } + }, + "output_type": "display_data" + } + ], "source": [ "properties_sample %>%\n", " ggplot(aes(BLDG_METRE, assess_val)) + \n", @@ -899,7 +3974,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 13, "metadata": { "deletable": false, "nbgrader": { @@ -917,7 +3992,22 @@ }, "tags": [] }, - "outputs": [], + "outputs": [ + { + "ename": "ERROR", + "evalue": "Error: Failure has been forced\n", + "output_type": "error", + "traceback": [ + "Error: Failure has been forced\nTraceback:\n", + "1. fail()", + "2. expect(FALSE, message, info = info, trace_env = trace_env)", + "3. exp_signal(exp)", + "4. withRestarts(if (expectation_broken(exp)) {\n . stop(exp)\n . } else {\n . signalCondition(exp)\n . }, continue_test = function(e) NULL)", + "5. withOneRestart(expr, restarts[[1L]])", + "6. doWithOneRestart(return(expr), restart)" + ] + } + ], "source": [ " # properties_cip_90 <- \n", " # ... %>% \n", @@ -935,7 +4025,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 14, "metadata": { "deletable": false, "editable": false, @@ -952,7 +4042,35 @@ }, "tags": [] }, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "── \u001b[1m\u001b[33mFailure\u001b[39m: Did not assign answer to an object called properties_cip_90\u001b[22m ───────\n", + "exists(var_name) is not TRUE\n", + "\n", + "`actual`: \u001b[32mFALSE\u001b[39m\n", + "`expected`: \u001b[32mTRUE\u001b[39m \n", + "\n" + ] + }, + { + "ename": "ERROR", + "evalue": "\u001b[1m\u001b[33mError\u001b[39m:\u001b[22m\n\u001b[33m!\u001b[39m Test failed\n", + "output_type": "error", + "traceback": [ + "\u001b[1m\u001b[33mError\u001b[39m:\u001b[22m\n\u001b[33m!\u001b[39m Test failed\nTraceback:\n", + "1. test_1.0()", + "2. check_DF(properties_cip_90, c(\"assess_val\", \"BLDG_METRE\", \"fit\", \n . \"lwr\", \"upr\"), \"5d6e7fe43b3b73e5fd2961d5162486fa\", c(\"assess_val\", \n . \"BLDG_METRE\", \"fit\", \"lwr\", \"upr\"), c(1, 1, 10000, 10000, \n . 10000), c(\"2bd910d5d0a2784e920bb70864394e2c\", \"da016125afe448211b90b4a6920fb474\", \n . \"93b7a321fdf0dc3eb5adf41a7cddb7d5\", \"238b5fe88c954fd56a8f0bc3efec9ec0\", \n . \"ad7b00cf38ba4337854ef7d806ca1820\"))", + "3. test_that(paste(\"Did not assign answer to an object called \", \n . var_name), {\n . expect_true(exists(var_name))\n . })", + "4. (function () \n . expr)()", + "5. reporter$stop_if_needed()", + "6. abort(\"Test failed\", call = NULL)", + "7. signal_abort(cnd, .file)" + ] + } + ], "source": [ "test_1.0()" ] @@ -1675,7 +4793,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 15, "metadata": { "deletable": false, "editable": false, @@ -1691,7 +4809,49 @@ }, "tags": [] }, - "outputs": [], + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "\u001b[1mRows: \u001b[22m\u001b[34m1460\u001b[39m \u001b[1mColumns: \u001b[22m\u001b[34m81\u001b[39m\n", + "\u001b[36m──\u001b[39m \u001b[1mColumn specification\u001b[22m \u001b[36m────────────────────────────────────────────────────────\u001b[39m\n", + "\u001b[1mDelimiter:\u001b[22m \",\"\n", + "\u001b[31mchr\u001b[39m (43): MSZoning, Street, Alley, LotShape, LandContour, Utilities, LotConf...\n", + "\u001b[32mdbl\u001b[39m (38): Id, MSSubClass, LotFrontage, LotArea, OverallQual, OverallCond, Ye...\n", + "\n", + "\u001b[36mℹ\u001b[39m Use `spec()` to retrieve the full column specification for this data.\n", + "\u001b[36mℹ\u001b[39m Specify the column types or set `show_col_types = FALSE` to quiet this message.\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "tibble [1,162 × 20] (S3: tbl_df/tbl/data.frame)\n", + " $ LotFrontage : num [1:1162] 65 80 68 60 84 85 75 51 50 70 ...\n", + " $ LotArea : num [1:1162] 8450 9600 11250 9550 14260 ...\n", + " $ MasVnrArea : num [1:1162] 196 0 162 0 350 0 186 0 0 0 ...\n", + " $ TotalBsmtSF : num [1:1162] 856 1262 920 756 1145 ...\n", + " $ GrLivArea : num [1:1162] 1710 1262 1786 1717 2198 ...\n", + " $ BsmtFullBath : num [1:1162] 1 0 1 1 1 1 1 0 1 1 ...\n", + " $ BsmtHalfBath : num [1:1162] 0 1 0 0 0 0 0 0 0 0 ...\n", + " $ FullBath : num [1:1162] 2 2 2 1 2 1 2 2 1 1 ...\n", + " $ HalfBath : num [1:1162] 1 0 1 0 1 1 0 0 0 0 ...\n", + " $ BedroomAbvGr : num [1:1162] 3 3 3 3 4 1 3 2 2 3 ...\n", + " $ KitchenAbvGr : num [1:1162] 1 1 1 1 1 1 1 2 2 1 ...\n", + " $ Fireplaces : num [1:1162] 0 1 1 1 1 0 1 2 2 0 ...\n", + " $ GarageArea : num [1:1162] 548 460 608 642 836 480 636 468 205 384 ...\n", + " $ WoodDeckSF : num [1:1162] 0 298 0 0 192 40 255 90 0 0 ...\n", + " $ OpenPorchSF : num [1:1162] 61 0 42 35 84 30 57 0 4 0 ...\n", + " $ EnclosedPorch: num [1:1162] 0 0 0 272 0 0 0 205 0 0 ...\n", + " $ ScreenPorch : num [1:1162] 0 0 0 0 0 0 0 0 0 0 ...\n", + " $ PoolArea : num [1:1162] 0 0 0 0 0 0 0 0 0 0 ...\n", + " $ ageSold : num [1:1162] 5 31 7 91 8 16 3 77 69 43 ...\n", + " $ SalePrice : num [1:1162] 208500 181500 223500 140000 250000 ...\n" + ] + } + ], "source": [ "# Run this cell\n", "housing <- \n", @@ -1733,7 +4893,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 17, "metadata": { "deletable": false, "editable": false, @@ -1764,7 +4924,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 20, "metadata": { "deletable": false, "editable": false, @@ -1780,7 +4940,76 @@ }, "tags": [] }, - "outputs": [], + "outputs": [ + { + "data": { + "text/html": [ + "\n", + "\n", + "\n", + "\t\n", + "\t\n", + "\n", + "\n", + "\t\n", + "\t\n", + "\t\n", + "\n", + "
A tibble: 3 × 20
LotFrontageLotAreaMasVnrAreaTotalBsmtSFGrLivAreaBsmtFullBathBsmtHalfBathFullBathHalfBathBedroomAbvGrKitchenAbvGrFireplacesGarageAreaWoodDeckSFOpenPorchSFEnclosedPorchScreenPorchPoolAreaageSoldSalePrice
<dbl><dbl><dbl><dbl><dbl><dbl><dbl><dbl><dbl><dbl><dbl><dbl><dbl><dbl><dbl><dbl><dbl><dbl><dbl><dbl>
5085000649131700103102500541720088 40000
6560400 011520020220 00 0 00053 82000
334456073614520020230 00 01020089113000
\n" + ], + "text/latex": [ + "A tibble: 3 × 20\n", + "\\begin{tabular}{llllllllllllllllllll}\n", + " LotFrontage & LotArea & MasVnrArea & TotalBsmtSF & GrLivArea & BsmtFullBath & BsmtHalfBath & FullBath & HalfBath & BedroomAbvGr & KitchenAbvGr & Fireplaces & GarageArea & WoodDeckSF & OpenPorchSF & EnclosedPorch & ScreenPorch & PoolArea & ageSold & SalePrice\\\\\n", + " & & & & & & & & & & & & & & & & & & & \\\\\n", + "\\hline\n", + "\t 50 & 8500 & 0 & 649 & 1317 & 0 & 0 & 1 & 0 & 3 & 1 & 0 & 250 & 0 & 54 & 172 & 0 & 0 & 88 & 40000\\\\\n", + "\t 65 & 6040 & 0 & 0 & 1152 & 0 & 0 & 2 & 0 & 2 & 2 & 0 & 0 & 0 & 0 & 0 & 0 & 0 & 53 & 82000\\\\\n", + "\t 33 & 4456 & 0 & 736 & 1452 & 0 & 0 & 2 & 0 & 2 & 3 & 0 & 0 & 0 & 0 & 102 & 0 & 0 & 89 & 113000\\\\\n", + "\\end{tabular}\n" + ], + "text/markdown": [ + "\n", + "A tibble: 3 × 20\n", + "\n", + "| LotFrontage <dbl> | LotArea <dbl> | MasVnrArea <dbl> | TotalBsmtSF <dbl> | GrLivArea <dbl> | BsmtFullBath <dbl> | BsmtHalfBath <dbl> | FullBath <dbl> | HalfBath <dbl> | BedroomAbvGr <dbl> | KitchenAbvGr <dbl> | Fireplaces <dbl> | GarageArea <dbl> | WoodDeckSF <dbl> | OpenPorchSF <dbl> | EnclosedPorch <dbl> | ScreenPorch <dbl> | PoolArea <dbl> | ageSold <dbl> | SalePrice <dbl> |\n", + "|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|\n", + "| 50 | 8500 | 0 | 649 | 1317 | 0 | 0 | 1 | 0 | 3 | 1 | 0 | 250 | 0 | 54 | 172 | 0 | 0 | 88 | 40000 |\n", + "| 65 | 6040 | 0 | 0 | 1152 | 0 | 0 | 2 | 0 | 2 | 2 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 53 | 82000 |\n", + "| 33 | 4456 | 0 | 736 | 1452 | 0 | 0 | 2 | 0 | 2 | 3 | 0 | 0 | 0 | 0 | 102 | 0 | 0 | 89 | 113000 |\n", + "\n" + ], + "text/plain": [ + " LotFrontage LotArea MasVnrArea TotalBsmtSF GrLivArea BsmtFullBath\n", + "1 50 8500 0 649 1317 0 \n", + "2 65 6040 0 0 1152 0 \n", + "3 33 4456 0 736 1452 0 \n", + " BsmtHalfBath FullBath HalfBath BedroomAbvGr KitchenAbvGr Fireplaces\n", + "1 0 1 0 3 1 0 \n", + "2 0 2 0 2 2 0 \n", + "3 0 2 0 2 3 0 \n", + " GarageArea WoodDeckSF OpenPorchSF EnclosedPorch ScreenPorch PoolArea ageSold\n", + "1 250 0 54 172 0 0 88 \n", + "2 0 0 0 0 0 0 53 \n", + "3 0 0 0 102 0 0 89 \n", + " SalePrice\n", + "1 40000 \n", + "2 82000 \n", + "3 113000 " + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "Training data has 695 rows.\n" + ] + } + ], "source": [ "head(training_housing, 3)\n", "cat('\\nTraining data has', nrow(training_housing), 'rows.\\n')" @@ -1788,7 +5017,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 21, "metadata": { "deletable": false, "editable": false, @@ -1804,7 +5033,16 @@ }, "tags": [] }, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "Test data has 467 rows." + ] + } + ], "source": [ "# You don't want to even look at the test data. \n", "# Set it aside.\n", @@ -1838,7 +5076,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 22, "metadata": { "deletable": false, "editable": false, @@ -1895,7 +5133,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 23, "metadata": { "deletable": false, "editable": false, @@ -1911,7 +5149,124 @@ }, "tags": [] }, - "outputs": [], + "outputs": [ + { + "data": { + "text/html": [ + "\n", + "\n", + "\n", + "\t\n", + "\t\n", + "\n", + "\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\n", + "
A tibble: 20 × 5
termestimatestd.errorstatisticp.value
<chr><dbl><dbl><dbl><dbl>
(Intercept) 45822.7773899870.9044049 4.642206584.142912e-06
LotFrontage 27.286587 84.4383645 0.323153917.466788e-01
LotArea 1.963092 0.5729388 3.426355716.488319e-04
MasVnrArea 36.671849 8.5008491 4.313904291.843706e-05
TotalBsmtSF 36.946885 4.6306235 7.978814306.346594e-15
GrLivArea 82.941725 5.535964614.982343785.082167e-44
BsmtFullBath 11144.9818192812.6983185 3.962380808.210562e-05
BsmtHalfBath 3482.7632285924.1431444 0.587893165.568006e-01
FullBath 9165.1127993897.5128078 2.351528591.898296e-02
HalfBath 290.2870913506.3121483 0.082789869.340432e-01
BedroomAbvGr -15968.2775752079.2418720-7.679855725.612047e-14
KitchenAbvGr -33430.6904536152.6569633-5.433537197.721945e-08
Fireplaces 2092.4631842557.7554553 0.818085714.135969e-01
GarageArea 44.818515 7.7885603 5.754402991.319281e-08
WoodDeckSF 14.511662 12.2739482 1.182314062.374974e-01
OpenPorchSF 34.941862 21.0193055 1.662369949.690288e-02
EnclosedPorch 7.411838 23.0034367 0.322205687.473966e-01
ScreenPorch -15.018127 24.6902340-0.608261835.432184e-01
PoolArea 100.216270 35.4310236 2.828489274.815577e-03
ageSold -481.272050 69.0661951-6.968272237.642652e-12
\n" + ], + "text/latex": [ + "A tibble: 20 × 5\n", + "\\begin{tabular}{lllll}\n", + " term & estimate & std.error & statistic & p.value\\\\\n", + " & & & & \\\\\n", + "\\hline\n", + "\t (Intercept) & 45822.777389 & 9870.9044049 & 4.64220658 & 4.142912e-06\\\\\n", + "\t LotFrontage & 27.286587 & 84.4383645 & 0.32315391 & 7.466788e-01\\\\\n", + "\t LotArea & 1.963092 & 0.5729388 & 3.42635571 & 6.488319e-04\\\\\n", + "\t MasVnrArea & 36.671849 & 8.5008491 & 4.31390429 & 1.843706e-05\\\\\n", + "\t TotalBsmtSF & 36.946885 & 4.6306235 & 7.97881430 & 6.346594e-15\\\\\n", + "\t GrLivArea & 82.941725 & 5.5359646 & 14.98234378 & 5.082167e-44\\\\\n", + "\t BsmtFullBath & 11144.981819 & 2812.6983185 & 3.96238080 & 8.210562e-05\\\\\n", + "\t BsmtHalfBath & 3482.763228 & 5924.1431444 & 0.58789316 & 5.568006e-01\\\\\n", + "\t FullBath & 9165.112799 & 3897.5128078 & 2.35152859 & 1.898296e-02\\\\\n", + "\t HalfBath & 290.287091 & 3506.3121483 & 0.08278986 & 9.340432e-01\\\\\n", + "\t BedroomAbvGr & -15968.277575 & 2079.2418720 & -7.67985572 & 5.612047e-14\\\\\n", + "\t KitchenAbvGr & -33430.690453 & 6152.6569633 & -5.43353719 & 7.721945e-08\\\\\n", + "\t Fireplaces & 2092.463184 & 2557.7554553 & 0.81808571 & 4.135969e-01\\\\\n", + "\t GarageArea & 44.818515 & 7.7885603 & 5.75440299 & 1.319281e-08\\\\\n", + "\t WoodDeckSF & 14.511662 & 12.2739482 & 1.18231406 & 2.374974e-01\\\\\n", + "\t OpenPorchSF & 34.941862 & 21.0193055 & 1.66236994 & 9.690288e-02\\\\\n", + "\t EnclosedPorch & 7.411838 & 23.0034367 & 0.32220568 & 7.473966e-01\\\\\n", + "\t ScreenPorch & -15.018127 & 24.6902340 & -0.60826183 & 5.432184e-01\\\\\n", + "\t PoolArea & 100.216270 & 35.4310236 & 2.82848927 & 4.815577e-03\\\\\n", + "\t ageSold & -481.272050 & 69.0661951 & -6.96827223 & 7.642652e-12\\\\\n", + "\\end{tabular}\n" + ], + "text/markdown": [ + "\n", + "A tibble: 20 × 5\n", + "\n", + "| term <chr> | estimate <dbl> | std.error <dbl> | statistic <dbl> | p.value <dbl> |\n", + "|---|---|---|---|---|\n", + "| (Intercept) | 45822.777389 | 9870.9044049 | 4.64220658 | 4.142912e-06 |\n", + "| LotFrontage | 27.286587 | 84.4383645 | 0.32315391 | 7.466788e-01 |\n", + "| LotArea | 1.963092 | 0.5729388 | 3.42635571 | 6.488319e-04 |\n", + "| MasVnrArea | 36.671849 | 8.5008491 | 4.31390429 | 1.843706e-05 |\n", + "| TotalBsmtSF | 36.946885 | 4.6306235 | 7.97881430 | 6.346594e-15 |\n", + "| GrLivArea | 82.941725 | 5.5359646 | 14.98234378 | 5.082167e-44 |\n", + "| BsmtFullBath | 11144.981819 | 2812.6983185 | 3.96238080 | 8.210562e-05 |\n", + "| BsmtHalfBath | 3482.763228 | 5924.1431444 | 0.58789316 | 5.568006e-01 |\n", + "| FullBath | 9165.112799 | 3897.5128078 | 2.35152859 | 1.898296e-02 |\n", + "| HalfBath | 290.287091 | 3506.3121483 | 0.08278986 | 9.340432e-01 |\n", + "| BedroomAbvGr | -15968.277575 | 2079.2418720 | -7.67985572 | 5.612047e-14 |\n", + "| KitchenAbvGr | -33430.690453 | 6152.6569633 | -5.43353719 | 7.721945e-08 |\n", + "| Fireplaces | 2092.463184 | 2557.7554553 | 0.81808571 | 4.135969e-01 |\n", + "| GarageArea | 44.818515 | 7.7885603 | 5.75440299 | 1.319281e-08 |\n", + "| WoodDeckSF | 14.511662 | 12.2739482 | 1.18231406 | 2.374974e-01 |\n", + "| OpenPorchSF | 34.941862 | 21.0193055 | 1.66236994 | 9.690288e-02 |\n", + "| EnclosedPorch | 7.411838 | 23.0034367 | 0.32220568 | 7.473966e-01 |\n", + "| ScreenPorch | -15.018127 | 24.6902340 | -0.60826183 | 5.432184e-01 |\n", + "| PoolArea | 100.216270 | 35.4310236 | 2.82848927 | 4.815577e-03 |\n", + "| ageSold | -481.272050 | 69.0661951 | -6.96827223 | 7.642652e-12 |\n", + "\n" + ], + "text/plain": [ + " term estimate std.error statistic p.value \n", + "1 (Intercept) 45822.777389 9870.9044049 4.64220658 4.142912e-06\n", + "2 LotFrontage 27.286587 84.4383645 0.32315391 7.466788e-01\n", + "3 LotArea 1.963092 0.5729388 3.42635571 6.488319e-04\n", + "4 MasVnrArea 36.671849 8.5008491 4.31390429 1.843706e-05\n", + "5 TotalBsmtSF 36.946885 4.6306235 7.97881430 6.346594e-15\n", + "6 GrLivArea 82.941725 5.5359646 14.98234378 5.082167e-44\n", + "7 BsmtFullBath 11144.981819 2812.6983185 3.96238080 8.210562e-05\n", + "8 BsmtHalfBath 3482.763228 5924.1431444 0.58789316 5.568006e-01\n", + "9 FullBath 9165.112799 3897.5128078 2.35152859 1.898296e-02\n", + "10 HalfBath 290.287091 3506.3121483 0.08278986 9.340432e-01\n", + "11 BedroomAbvGr -15968.277575 2079.2418720 -7.67985572 5.612047e-14\n", + "12 KitchenAbvGr -33430.690453 6152.6569633 -5.43353719 7.721945e-08\n", + "13 Fireplaces 2092.463184 2557.7554553 0.81808571 4.135969e-01\n", + "14 GarageArea 44.818515 7.7885603 5.75440299 1.319281e-08\n", + "15 WoodDeckSF 14.511662 12.2739482 1.18231406 2.374974e-01\n", + "16 OpenPorchSF 34.941862 21.0193055 1.66236994 9.690288e-02\n", + "17 EnclosedPorch 7.411838 23.0034367 0.32220568 7.473966e-01\n", + "18 ScreenPorch -15.018127 24.6902340 -0.60826183 5.432184e-01\n", + "19 PoolArea 100.216270 35.4310236 2.82848927 4.815577e-03\n", + "20 ageSold -481.272050 69.0661951 -6.96827223 7.642652e-12" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "coeffs <- \n", " housing_full_tidy %>% \n", diff --git a/materials/worksheet_07/tests_worksheet_07.R b/materials/worksheet_07/tests_worksheet_07.R new file mode 100644 index 0000000..c75bc90 --- /dev/null +++ b/materials/worksheet_07/tests_worksheet_07.R @@ -0,0 +1,378 @@ +library(digest) +library(testthat) + +test_1.1 <- function(){ + test_that('Did not assign answer to an object called "full_models"', { + expect_true(exists("full_models")) + }) + + test_that("Solution should be a data frame", { + expect_true("data.frame" %in% class(full_models)) + }) + + expected_colnames <- c("replicate", "data", "models") + given_colnames <- colnames(full_models) + test_that("Data frame does not have the correct columns", { + expect_equal(length(setdiff( + union(expected_colnames, given_colnames), + intersect(expected_colnames, given_colnames) + )), 0) + }) + + test_that("Data frame does not contain the correct number of rows", { + expect_equal(digest(as.integer(nrow(full_models))), "b6a6227038bf9be67533a45a6511cc7e") + }) + + test_that("Data frame does not contain the correct data", { + expect_equal(digest(as.integer(sum(full_models %>% + select(models) %>% + mutate(stats = map_dbl(.x = models, ~glance(.x) %>% pull(statistic))) %>% + select(stats) %>% pull(stats)) * 10e4)), "850b432be015f637c2fc8ed08bf24141") + }) + + print("Success!") +} + +# Question 1.2 + + +check_MC <- function(answerX.X, choiceList, expectedHash) { + var_name <- deparse(substitute(answerX.X)) + test_that(paste('Did not assign answer to an object called ', var_name), { + expect_true(exists(var_name)) + }) + + + test_that(paste('Solution should be a single character ', toString(choiceList)), { + expect_true(tolower(answerX.X) %in% tolower(choiceList)) + }) + + answer_hash <- digest(tolower(answerX.X)) + + test_that("Solution is incorrect", { + expect_equal(answer_hash, expectedHash) + }) + + print("Success!") +} + +test_1.2 <- function() { + check_MC(answer1.2, LETTERS[1:4], 'ddf100612805359cd81fdc5ce3b9fbba') +} + + +test_1.3 <- function(){ + test_that('Did not assign answer to an object called "forward_selection_F"', { + expect_true(exists("forward_selection_F")) + }) + + test_that("Solution should be a data frame", { + expect_true("data.frame" %in% class(forward_selection_F)) + }) + + expected_colnames <- c("replicate", "data", "fs_model", "F_pvalue") + given_colnames <- colnames(forward_selection_F) + test_that("Data frame does not have the correct columns", { + expect_equal(length(setdiff( + union(expected_colnames, given_colnames), + intersect(expected_colnames, given_colnames) + )), 0) + }) + + test_that("Data frame does not contain the correct number of rows", { + expect_equal(digest(as.integer(nrow(forward_selection_F))), "b6a6227038bf9be67533a45a6511cc7e") + }) + + test_that("Data frame does not contain the correct data", { + expect_equal(digest(as.integer(sum(forward_selection_F %>% + select(fs_model) %>% + mutate(stats = map_dbl(.x = fs_model, ~glance(.x) %>% pull(p.value))) %>% + select(stats) %>% pull(stats)) * 10e4)), "55ec76552a66c2e12aa3627ce587d301") + }) + + print("Success!") +} + + +test_1.4 <- function(){ + test_that('Did not assign answer to an object called "nominal_type_I_error"', { + expect_true(exists("nominal_type_I_error")) + }) + + answer_as_numeric <- as.numeric(nominal_type_I_error) + test_that("Solution should be a number", { + expect_false(is.na(answer_as_numeric)) + }) + + test_that("Solution is incorrect", { + expect_equal(digest(as.integer(answer_as_numeric * 10e6)), "13dff35616f15788a3612d24ae7e23c5") + }) + + print("Success!") +} + +test_1.5 <- function(){ + test_that('Did not assign answer to an object called "forward_selection_type_I_error"', { + expect_true(exists("forward_selection_type_I_error")) + }) + + answer_as_numeric <- as.numeric(forward_selection_type_I_error) + test_that("Solution should be a number", { + expect_false(is.na(answer_as_numeric)) + }) + + test_that("Solution is incorrect", { + expect_equal(digest(as.integer(answer_as_numeric * 10e6)), "577a15448428b8a16330bc92ca4ede49") + }) + + print("Success!") +} + +test_2.0 <- function(){ + test_that('Did not assign answer to an object called "fs_error_split"', { + expect_true(exists("fs_error_split")) + }) + + test_that("Solution should be a data frame", { + expect_true("data.frame" %in% class(fs_error_split)) + }) + + expected_colnames <- c("replicate", "data", "fs_model", "F_fs", "inference_model", "F_pvalue") + given_colnames <- colnames(fs_error_split) + test_that("Data frame does not have the correct columns", { + expect_equal(length(setdiff( + union(expected_colnames, given_colnames), + intersect(expected_colnames, given_colnames) + )), 0) + }) + + test_that("Data frame does not contain the correct number of rows", { + expect_equal(digest(as.integer(nrow(fs_error_split))), "b6a6227038bf9be67533a45a6511cc7e") + }) + + test_that("Data frame does not contain the correct data", { + expect_equal(digest(as.integer(sum(fs_error_split$F_fs) * 10e4)), "074dbf592fddbc346da25a2909db4655") + expect_equal(digest(as.integer(sum(fs_error_split$F_pvalue) * 10e4)), "4a06393af47067221ca950d348766274") + }) + + print("Success!") +} + +test_2.1 <- function(){ + test_that('Did not assign answer to an object called "fs_split1_type_I_error"', { + expect_true(exists("fs_split1_type_I_error")) + }) + + answer_as_numeric <- as.numeric(fs_split1_type_I_error) + test_that("Solution should be a number", { + expect_false(is.na(answer_as_numeric)) + }) + + test_that("Solution is incorrect", { + expect_equal(digest(as.integer(answer_as_numeric * 10e6)), "336b751194a6fe11249ed3da25ffdd1b") + }) + + print("Success!") +} + +test_2.2 <- function(){ + test_that('Did not assign answer to an object called "fs_split2_type_I_error"', { + expect_true(exists("fs_split2_type_I_error")) + }) + + answer_as_numeric <- as.numeric(fs_split2_type_I_error) + test_that("Solution should be a number", { + expect_false(is.na(answer_as_numeric)) + }) + + test_that("Solution is incorrect", { + expect_equal(digest(as.integer(answer_as_numeric * 10e6)), "f8f68a6b6c006700da99afe96ea55904") + }) + + print("Success!") +} + +test_2.3 <- function(){ + test_that('Did not assign answer to an object called "answer2.3"', { + expect_true(exists("answer2.3")) + }) + + test_that('Solution should be "true" or "false"', { + expect_match(answer2.3, "true|false", ignore.case = TRUE) + }) + + answer_hash <- digest(tolower(answer2.3)) + + test_that("Solution is incorrect", { + expect_equal(answer_hash, "05ca18b596514af73f6880309a21b5dd") + }) + + print("Success!") +} + +test_3.0 <- function(){ + test_that('Did not assign answer to an object called "lasso_study"', { + expect_true(exists("lasso_study")) + }) + + test_that("Solution should be a data frame", { + expect_true("data.frame" %in% class(lasso_study)) + }) + + expected_colnames <- c("replicate", "data", "lasso_model") + given_colnames <- colnames(lasso_study) + test_that("Data frame does not have the correct columns", { + expect_equal(length(setdiff( + union(expected_colnames, given_colnames), + intersect(expected_colnames, given_colnames) + )), 0) + }) + + test_that("Data frame does not contain the correct number of rows", { + expect_equal(digest(as.integer(nrow(lasso_study))), "b6a6227038bf9be67533a45a6511cc7e") + }) + + test_that("Data frame does not contain the correct data", { + expect_equal(digest(as.integer(sum(lasso_study %>% + select(lasso_model) %>% + mutate(stats = map_dbl(.x = lasso_model, ~ coef(.x) %>% sum())) %>% + select(stats) %>% pull(stats) * 10e2))), "53d4d975104faa0e2c0c4d7ebbc79e33") + }) + + print("Success!") +} + +test_3.1 <- function(){ + test_that('Did not assign answer to an object called "lasso_study"', { + expect_true(exists("lasso_study")) + }) + + test_that("Solution should be a data frame", { + expect_true("data.frame" %in% class(lasso_study)) + }) + + expected_colnames <- c("replicate", "data", "lasso_model", "lasso_beta1") + given_colnames <- colnames(lasso_study) + test_that("Data frame does not have the correct columns", { + expect_equal(length(setdiff( + union(expected_colnames, given_colnames), + intersect(expected_colnames, given_colnames) + )), 0) + }) + + test_that("Data frame does not contain the correct number of rows", { + expect_equal(digest(as.integer(nrow(lasso_study))), "b6a6227038bf9be67533a45a6511cc7e") + }) + + test_that("Data frame does not contain the correct data", { + expect_equal(digest(as.integer(sum(lasso_study$lasso_beta1) * 10e2)), "767144b4de709770e931ff9a1f4321d6") + }) + + print("Success!") +} + +test_3.2 <- function(){ + test_that('Did not assign answer to an object called "lasso_beta1_sampling_dist"', { + expect_true(exists("lasso_beta1_sampling_dist")) + }) + + test_that("Solution should be a ggplot object", { + expect_true(is.ggplot(lasso_beta1_sampling_dist)) + }) + + properties <- c(lasso_beta1_sampling_dist$layers[[1]]$mapping, lasso_beta1_sampling_dist$mapping) + + test_that("Plot should have lasso_beta1 on the x-axis", { + expect_true("lasso_beta1" == rlang::get_expr(properties$x)) + }) + + test_that("Plot does not have the correct layers", { + expect_true("GeomBar" %in% class(lasso_beta1_sampling_dist$layers[[1]]$geom)) + + # Remove if not needed: + # expect_true("GeomVline" %in% class(lasso_beta1_sampling_dist$layers[[2]]$geom)) + }) + + test_that("Plot does not have the correct bin width", { + expect_equal( + digest(as.integer(mget("stat_params", lasso_beta1_sampling_dist$layers[[1]])[["stat_params"]][["binwidth"]])), + "3e2e4a08c44d0224de5b7e668c75ace3" + ) + }) + + test_that("Plot does not use the correct data", { + expect_equal(digest(nrow(lasso_beta1_sampling_dist$data)), "b6a6227038bf9be67533a45a6511cc7e") + expect_equal(digest(round(sum(lasso_beta1_sampling_dist$data$lasso_beta1))), "069b2c0f2b86c3c21fd96d6bc07a7f02") + + # If lasso_beta1 is not known: + # expect_equal(digest(round(sum(pull(lasso_beta1_sampling_dist$data, rlang::get_expr(properties$x))))), "HASH_HERE") + }) + + test_that("Plot should have a title", { + expect_true("title" %in% names(lasso_beta1_sampling_dist$labels)) + }) + + print("Success!") +} + +test_3.3 <- function(){ + test_that('Did not assign answer to an object called "answer3.3"', { + expect_true(exists("answer3.3")) + }) + + test_that('Solution should be "true" or "false"', { + expect_match(answer3.3, "true|false", ignore.case = TRUE) + }) + + answer_hash <- digest(tolower(answer3.3)) + + test_that("Solution is incorrect", { + expect_equal(answer_hash, "d2a90307aac5ae8d0ef58e2fe730d38b") + }) + + print("Success!") +} + +test_3.4 <- function(){ + test_that('Did not assign answer to an object called "post_lasso_lm_beta1_sampling_dist"', { + expect_true(exists("post_lasso_lm_beta1_sampling_dist")) + }) + + test_that("Solution should be a ggplot object", { + expect_true(is.ggplot(post_lasso_lm_beta1_sampling_dist)) + }) + + properties <- c(post_lasso_lm_beta1_sampling_dist$layers[[1]]$mapping, post_lasso_lm_beta1_sampling_dist$mapping) + + test_that("Plot should have ls_beta1 on the x-axis", { + expect_true("ls_beta1" == rlang::get_expr(properties$x)) + }) + + test_that("Plot does not have the correct layers", { + expect_true("GeomBar" %in% class(post_lasso_lm_beta1_sampling_dist$layers[[1]]$geom)) + + # Remove if not needed: + # expect_true("GeomVline" %in% class(post_lasso_lm_beta1_sampling_dist$layers[[2]]$geom)) + }) + + test_that("Plot does not have the correct bin width", { + expect_equal( + digest(as.integer(mget("stat_params", post_lasso_lm_beta1_sampling_dist$layers[[1]])[["stat_params"]][["binwidth"]])), + "3e2e4a08c44d0224de5b7e668c75ace3" + ) + }) + + test_that("Plot does not use the correct data", { + expect_equal(digest(nrow(post_lasso_lm_beta1_sampling_dist$data)), "b6a6227038bf9be67533a45a6511cc7e") + expect_equal(digest(round(sum(post_lasso_lm_beta1_sampling_dist$data$ls_beta1))), "f0ed27c1d9ffd091cf537a386e2d0036") + + # If ls_beta1 is not known: + # expect_equal(digest(round(sum(pull(post_lasso_lm_beta1_sampling_dist$data, rlang::get_expr(properties$x))))), "HASH_HERE") + }) + + test_that("Plot should have a title", { + expect_true("title" %in% names(post_lasso_lm_beta1_sampling_dist$labels)) + }) + + print("Success!") +} diff --git a/materials/worksheet_07/worksheet_07.ipynb b/materials/worksheet_07/worksheet_07.ipynb new file mode 100644 index 0000000..f9d8e4b --- /dev/null +++ b/materials/worksheet_07/worksheet_07.ipynb @@ -0,0 +1,1856 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "42e54c27", + "metadata": { + "deletable": false, + "editable": false, + "nbgrader": { + "cell_type": "markdown", + "checksum": "3d3a087fc5508193fe5757d043fe26f1", + "grade": false, + "grade_id": "cell-dff56f438a8537a3", + "locked": true, + "schema_version": 3, + "solution": false, + "task": false + } + }, + "source": [ + "# Worksheet 07: Predictive versus generative modelling\n", + "\n", + "\n", + "### Learning objectives\n", + "By the end of this section, students will be able to:\n", + "\n", + "- Give examples of questions that can be answered by generative models and others that can be answered by predictive models.\n", + "- Discuss how the research question being asked impacts the statistical modelling procedures.\n", + "- Discuss why the model obtained directly from lasso is not the most suitable model for generative modelling and how post-lasso is one way to address this problem.\n", + "- Write a computer script to perform post-lasso and use it to estimate a generative model.\n", + "- Discuss post inference problems (e.g., double dipping into the data set) and current practical solutions available to address these (e.g., data-splitting techniques).\n", + "- Write a computer script to apply currently available practical solutions to post inference problems.\n", + "- Discuss how the research question being asked impacts the communication of the results.\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "add787fc", + "metadata": { + "deletable": false, + "editable": false, + "nbgrader": { + "cell_type": "code", + "checksum": "94eda6d83569c6eb9836f9280ad7dcb9", + "grade": false, + "grade_id": "cell-42bb9496684954db", + "locked": true, + "schema_version": 3, + "solution": false, + "task": false + }, + "tags": [] + }, + "outputs": [], + "source": [ + "library(tidyverse)\n", + "library(glmnet)\n", + "library(broom)\n", + "library(leaps)\n", + "library(repr)\n", + "library(faraway)\n", + "library(mltools)\n", + "\n", + "options(repr.plot.width=10, repr.plot.height=8)\n", + "source(\"tests_worksheet_07.R\")" + ] + }, + { + "cell_type": "markdown", + "id": "403e6a50", + "metadata": { + "deletable": false, + "editable": false, + "nbgrader": { + "cell_type": "markdown", + "checksum": "d31d978cb06fb6180c15e0db8618862a", + "grade": false, + "grade_id": "cell-b6a517078dce99d2", + "locked": true, + "schema_version": 3, + "solution": false, + "task": false + } + }, + "source": [ + "# PART I: Model selection (cont.)" + ] + }, + { + "cell_type": "markdown", + "id": "a848ffe4", + "metadata": { + "deletable": false, + "editable": false, + "nbgrader": { + "cell_type": "markdown", + "checksum": "f25704415f6b03269fb126446df7918f", + "grade": false, + "grade_id": "cell-6f048d81f2cffe21", + "locked": true, + "schema_version": 3, + "solution": false, + "task": false + }, + "tags": [] + }, + "source": [ + "## In worksheet_06: \n", + "\n", + "### Select a model using *stepwise* algorithms\n", + "\n", + "- these are *greedy* algorithms \n", + "\n", + "- results depend on the order in which variables are selected \n", + "\n", + "- variables are either *in* (i.e., estimated coefficient different from zero) or *out* (i.e., estimated coefficient equal to zero)\n", + "\n", + "## In this worksheet:\n", + "\n", + "- can we use the selected model to make inference about the population?\n", + "\n", + "- can we use shrinkage methods to select a model and make inference?\n", + "\n", + "Let's examine these problems using a simulation study." + ] + }, + { + "cell_type": "markdown", + "id": "c40216a7", + "metadata": { + "deletable": false, + "editable": false, + "nbgrader": { + "cell_type": "markdown", + "checksum": "d4dcafb35fea019a1ac2394a5f69c81a", + "grade": false, + "grade_id": "cell-4db8971f16f54c5f", + "locked": true, + "schema_version": 3, + "solution": false, + "task": false + } + }, + "source": [ + "## PART I: Inference after model selection" + ] + }, + { + "cell_type": "markdown", + "id": "a5c6d03e", + "metadata": { + "deletable": false, + "editable": false, + "nbgrader": { + "cell_type": "markdown", + "checksum": "de59600c1f1e6c02486eadc6318ce03b", + "grade": false, + "grade_id": "cell-52b0432e6c14a90f", + "locked": true, + "schema_version": 3, + "solution": false, + "task": false + } + }, + "source": [ + "### 1. Can we make inference using the selected models??\n", + "\n", + "In this course, we learned how to make inference (e.g, calculate confidence interval and hypotheses tests) for a fixed model. However, when we apply a model selection algorithm, we are searching for the combination of variables that will give us the best model (according to a given metric). So the variables in our final models are not fixed; instead, they are selected adaptively based on **the data at hand**. \n", + "\n", + "Two questions arise then: \n", + "\n", + "1. Do these model selection algorithms affect the inference about the parameters of the model? \n", + "\n", + "2. Is the way we interpret the models still the same? \n", + "\n", + "Now we will investigate the first question. For now, let's focus on the forward selection. " + ] + }, + { + "cell_type": "markdown", + "id": "b25a3b93", + "metadata": { + "deletable": false, + "editable": false, + "nbgrader": { + "cell_type": "markdown", + "checksum": "89fd242b3b9e07e5b055f375e2b4bd56", + "grade": false, + "grade_id": "cell-aa995988a3e3146f", + "locked": true, + "schema_version": 3, + "solution": false, + "task": false + } + }, + "source": [ + "**Question 1.0**
\n", + "\n", + "In this exercise, we will explore if the forward selection strategy affects the inference results. For this purpose, we are going to use a simulation study in order to know the truth. Here's what we are going to do: \n", + "\n", + "1. We are going to consider a response variable $Y$ and $p=10$ independent variables. However, none of the generated variables will have an effect on $Y$. In other words, in this simulation study, we expect the intercept only model to be better than any LR that includes any of the independent variables.\n", + "\n", + "\n", + "2. Generate 100 observations of each variable (the response and the 10 independent variables) from a Normal distribution.\n", + "\n", + "\n", + "3. Apply the forward selection algorithm to select at most 3 variables among the 10 available. We restrict the size to 3 to shorten the computation time.\n", + " - The metric we are going to use is the adjusted $R^2$.\n", + "\n", + "4. Use the selected model to make inference about the population. Recall that none of the independent variables is related to the response Y. However, due to randomness in the sample used, we may still (incorrectly) find a model that it's statistically better than the intercept only model! \n", + "\n", + "5. Replicate this study 1,000 times and compute the type I error rate. \n", + "\n", + "> Note that we are generating 1,000 datasets, all at once!! We will use the `map` function to apply a function to each dataset.\n", + "\n", + "*Run the cells below to generate the datasets.* " + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "7f72d705", + "metadata": { + "deletable": false, + "editable": false, + "nbgrader": { + "cell_type": "code", + "checksum": "c5dc0b2f3ce9215e4568223312d733f1", + "grade": false, + "grade_id": "cell-8196a2c8170de40f", + "locked": true, + "schema_version": 3, + "solution": false, + "task": false + }, + "tags": [] + }, + "outputs": [], + "source": [ + "# Run this cell before continuing \n", + "set.seed(20211113)\n", + "\n", + "n <- 100 # sample size\n", + "p <- 10 # number of variables\n", + "rep <- 1000 # number of replications\n", + "\n", + "means <- runif((p+1), 3, 10) # means for the Normal distribution \n", + " # that will be used to generate \n", + " # p covariates and a response Y \n", + "\n", + "dataset <- as_tibble(\n", + " data.frame(\n", + " matrix(\n", + " round(rnorm((p + 1) * n * rep, \n", + " means, 10), 2), \n", + " ncol = p+1, \n", + " byrow = TRUE\n", + " )\n", + " ) %>% \n", + " rename(Y = X11) %>% \n", + " mutate(replicate = rep(1:rep, n)) %>% \n", + " arrange(replicate) \n", + ")\n", + "\n", + "head(dataset)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "8dd8d4d1", + "metadata": { + "deletable": false, + "editable": false, + "nbgrader": { + "cell_type": "code", + "checksum": "1021b33f47f86cd6de08427ecf0cd7b5", + "grade": false, + "grade_id": "cell-99c152c3ff4d28bc", + "locked": true, + "schema_version": 3, + "solution": false, + "task": false + }, + "tags": [] + }, + "outputs": [], + "source": [ + "dim(dataset)" + ] + }, + { + "cell_type": "markdown", + "id": "f1dc40c0", + "metadata": { + "deletable": false, + "editable": false, + "nbgrader": { + "cell_type": "markdown", + "checksum": "5fd64c8c481d87f888bf440b82735c90", + "grade": false, + "grade_id": "cell-038f4a539d529c3b", + "locked": true, + "schema_version": 3, + "solution": false, + "task": false + } + }, + "source": [ + "**Question 1.1 - Warm up**
\n", + "{points: 1}\n", + "\n", + "To help you visualize the code abstraction, let's do a more intuitive exercise. \n", + "Using the `dataset` tibble, fit one `lm` for each replicate using all 10 covariates to explain $Y$. Store the `lm` models in a column named `models`.\n", + "\n", + "_Assign your data frame to an object called `full_models`. Your data frame should have three columns: `replicate`, `data`, and `models`._" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "534afbfd", + "metadata": { + "deletable": false, + "nbgrader": { + "cell_type": "code", + "checksum": "86766ab99f82c294f0ccf2092e6a80cc", + "grade": false, + "grade_id": "cell-d5570a80d2c30190", + "locked": false, + "schema_version": 3, + "solution": true, + "task": false + }, + "tags": [] + }, + "outputs": [], + "source": [ + "# full_models <- \n", + "# ... %>% \n", + "# group_by(...) %>% \n", + "# nest() %>% \n", + "# mutate(models = map(...))\n", + "\n", + "\n", + "# your code here\n", + "fail() # No Answer - remove if you provide an answer\n", + "\n", + "# Try exploring the columns of your data frame. \n", + "# Check full_models$data[[1]] and full_models$models[[1]]" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "05d43162", + "metadata": { + "deletable": false, + "editable": false, + "nbgrader": { + "cell_type": "code", + "checksum": "32c0e51490fab08ed3f8b4769094907c", + "grade": false, + "grade_id": "cell-3e2a31ce11918efb", + "locked": true, + "schema_version": 3, + "solution": false, + "task": false + }, + "tags": [] + }, + "outputs": [], + "source": [ + "full_models$models[[1]]" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "a7e65c4b", + "metadata": { + "deletable": false, + "editable": false, + "nbgrader": { + "cell_type": "code", + "checksum": "cddd6f329ec006cd25a59dbb4b7e71d7", + "grade": true, + "grade_id": "cell-a4f7c92013fb0e66", + "locked": true, + "points": 1, + "schema_version": 3, + "solution": false, + "task": false + }, + "tags": [] + }, + "outputs": [], + "source": [ + "test_1.1()" + ] + }, + { + "cell_type": "markdown", + "id": "cd12db00", + "metadata": { + "deletable": false, + "editable": false, + "nbgrader": { + "cell_type": "markdown", + "checksum": "ff34c50145946f94357b172504c9eb53", + "grade": false, + "grade_id": "cell-7f2f7877c77c43b4", + "locked": true, + "schema_version": 3, + "solution": false, + "task": false + } + }, + "source": [ + "To help speed things up, we created a function for you that receives a data frame, runs the forward selection algorithm to select at most 3 variables, and fit LS on the selected variables. \n", + "\n", + "*Read and run the cell below to create such a function.*" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "6369059b-8954-4b1e-a8a5-23280f4e0b58", + "metadata": { + "deletable": false, + "editable": false, + "nbgrader": { + "cell_type": "code", + "checksum": "db221033548638060c55d29167b7e2d2", + "grade": false, + "grade_id": "cell-45cd02979d22326a", + "locked": true, + "schema_version": 3, + "solution": false, + "task": false + }, + "tags": [] + }, + "outputs": [], + "source": [ + "forward_selection_function <- function(dataset){\n", + " sel_model <- regsubsets(x = Y ~ ., \n", + " nvmax = 3,\n", + " data = dataset,\n", + " method = \"forward\",\n", + ")\n", + "\n", + "sel_model_summary <- summary(sel_model)\n", + " \n", + "adj_r2_min = which.max(sel_model_summary$adjr2) \n", + "selected_var <- names(coef(sel_model, adj_r2_min))[-1]\n", + "data_subset <- dataset %>% select(all_of(selected_var),Y)\n", + "\n", + "selected_model <- lm(Y ~ .,\n", + " data = data_subset\n", + ")\n", + " return(selected_model)\n", + " }" + ] + }, + { + "cell_type": "markdown", + "id": "8e82f1ef-0dc7-494d-a25f-2ce5a7e5d8e7", + "metadata": { + "deletable": false, + "editable": false, + "nbgrader": { + "cell_type": "markdown", + "checksum": "955f4dd2b0bed9dd5bc85f54146589f1", + "grade": false, + "grade_id": "cell-50027fa08dcbf86b", + "locked": true, + "schema_version": 3, + "solution": false, + "task": false + }, + "tags": [] + }, + "source": [ + "**Question 1.2**
\n", + "{points: 1}\n", + "\n", + "The function `forward_selection_function` will be used to select and fit a model on a given data set using LS. We will then compare the selected model to the intercept only model using an $F$-test. Which null hypothesis will be tested:\n", + "\n", + "**A**. The coefficient of the first variable selected equals zero.\n", + "\n", + "**B**. The coefficient(s) of all selected variables equal zero.\n", + "\n", + "**C**. The selected variables equal zero.\n", + "\n", + "**D**. The intercept equals zero.\n", + "\n", + "*Assign your answer to an object called answer1.2. Your answer should be one of `\"A\"`, `\"B\"`, `\"C\"`, or `\"D\"`, surrounded by quotes.*" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "a0901396-60f7-486c-bba6-beeafa2c42e8", + "metadata": { + "deletable": false, + "nbgrader": { + "cell_type": "code", + "checksum": "2a6c67d96292014ec80274f05805d5c6", + "grade": false, + "grade_id": "cell-03b617e11f90e205", + "locked": false, + "schema_version": 3, + "solution": true, + "task": false + }, + "tags": [] + }, + "outputs": [], + "source": [ + "# answer1.2 <- \n", + "\n", + "# your code here\n", + "fail() # No Answer - remove if you provide an answer" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "14d163bc-fc05-4e6d-b011-83a71131e339", + "metadata": { + "deletable": false, + "editable": false, + "nbgrader": { + "cell_type": "code", + "checksum": "4d9cdc2c6d9550692b3b8cdbd831941f", + "grade": true, + "grade_id": "cell-725cbb37dbd83df9", + "locked": true, + "points": 1, + "schema_version": 3, + "solution": false, + "task": false + }, + "tags": [] + }, + "outputs": [], + "source": [ + "test_1.2()" + ] + }, + { + "cell_type": "markdown", + "id": "8d8eee59", + "metadata": { + "deletable": false, + "editable": false, + "nbgrader": { + "cell_type": "markdown", + "checksum": "e3506ee9260a4858c53d810dd151190d", + "grade": false, + "grade_id": "cell-e2ca8b6be7d1c675", + "locked": true, + "schema_version": 3, + "solution": false, + "task": false + } + }, + "source": [ + "**Question 1.3**
\n", + "{points: 1}\n", + "\n", + "Using the function `map`, apply the `forward_selection_function` to each generated dataset in the tibble `dataset`, identified by the variable `replicate`. Store each fitted model in a column named `fs_model`. \n", + "\n", + "> Note that there are 1000 fitted models, one for each dataset generated in **Question 1.0**!! \n", + "\n", + "Then, use the function `map_dbl` to compare each selected model to the intercept only model and extract the $p$-value of each $F$-test. Store the 1000 $p$-values in a column named `F_pvalue`.\n", + "\n", + "_Assign your data frame to an object called `forward_selection_F`. Your data frame should have four columns: `replicate`, `data`, `fs_model`, and `F_pvalue`._" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "72a70bba", + "metadata": { + "deletable": false, + "nbgrader": { + "cell_type": "code", + "checksum": "fef74d7079570af1852559e7421529a2", + "grade": false, + "grade_id": "cell-bf37cd17c298bbb8", + "locked": false, + "schema_version": 3, + "solution": true, + "task": false + }, + "tags": [] + }, + "outputs": [], + "source": [ + "# forward_selection_F <- \n", + "# ... %>% \n", + "# group_by(...) %>% \n", + "# nest() %>% \n", + "# mutate(\n", + "# ... = map(...), \n", + "# ... = ..._dbl(...)\n", + "# )\n", + "\n", + "# your code here\n", + "fail() # No Answer - remove if you provide an answer\n", + "\n", + "head(as.data.frame(forward_selection_F), 2)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "b1e605b8", + "metadata": { + "deletable": false, + "editable": false, + "nbgrader": { + "cell_type": "code", + "checksum": "607abf979af80f62ac2c1c6953a5d433", + "grade": true, + "grade_id": "cell-eabe9532c5e44b6d", + "locked": true, + "points": 1, + "schema_version": 3, + "solution": false, + "task": false + }, + "tags": [] + }, + "outputs": [], + "source": [ + "test_1.3()" + ] + }, + { + "cell_type": "markdown", + "id": "bcec61e4", + "metadata": { + "deletable": false, + "editable": false, + "nbgrader": { + "cell_type": "markdown", + "checksum": "549bbd8ad6296f34ea6debb8f14e943f", + "grade": false, + "grade_id": "cell-c4f15d48f178784a", + "locked": true, + "schema_version": 3, + "solution": false, + "task": false + } + }, + "source": [ + "**Question 1.4** \n", + "
{points: 1}\n", + "\n", + "Knowing that none of generated independent variables are relevant to model $Y$, what proportion of tests would you expect to wrongly reject the null hypothesis that the coefficients of all the selected variables are zero? Consider the significance level of 5%.\n", + "\n", + "_Assign your answer to an object called `nominal_type_I_error`. Your answer should be a single number._" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "259555f8", + "metadata": { + "deletable": false, + "nbgrader": { + "cell_type": "code", + "checksum": "295db2ccd2742ff13fb194a4fe1be60d", + "grade": false, + "grade_id": "cell-beba772a72681900", + "locked": false, + "schema_version": 3, + "solution": true, + "task": false + }, + "tags": [] + }, + "outputs": [], + "source": [ + "# nominal_type_I_error <- ...\n", + "\n", + "# your code here\n", + "fail() # No Answer - remove if you provide an answer\n", + "\n", + "nominal_type_I_error" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "b013daa6", + "metadata": { + "deletable": false, + "editable": false, + "nbgrader": { + "cell_type": "code", + "checksum": "3a7ea6e3978da8cd7623b00c41450b82", + "grade": true, + "grade_id": "cell-8d98c976a828e040", + "locked": true, + "points": 1, + "schema_version": 3, + "solution": false, + "task": false + }, + "tags": [] + }, + "outputs": [], + "source": [ + "test_1.4()" + ] + }, + { + "cell_type": "markdown", + "id": "79cc7c7e", + "metadata": { + "deletable": false, + "editable": false, + "nbgrader": { + "cell_type": "markdown", + "checksum": "6516d2d4ab1c55c28bc23d26e4f1a2c4", + "grade": false, + "grade_id": "cell-ccc6a385e1043ed0", + "locked": true, + "schema_version": 3, + "solution": false, + "task": false + } + }, + "source": [ + "**Question 1.5** \n", + "
{points: 1}\n", + "\n", + "Check the proportions of $p$-values computed from the $F$-tests stored in the `forward_selection_F` tibble that are below the 5% significance level. \n", + "\n", + "_Assign your answer to an object called `forward_selection_type_I_error`. Your answer should be a single number._" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "31a08f82-a78b-45fe-89a6-46c2bfe33b90", + "metadata": { + "deletable": false, + "nbgrader": { + "cell_type": "code", + "checksum": "4923a0444dd528dc82b7d7bb43f56fca", + "grade": false, + "grade_id": "cell-2fa4716ac32bbaf7", + "locked": false, + "schema_version": 3, + "solution": true, + "task": false + }, + "tags": [] + }, + "outputs": [], + "source": [ + "# forward_selection_type_I_error <- \n", + "# ... %>% \n", + "# ungroup() %>% \n", + "# summarise(...(... < 0.05)) %>% \n", + "# pull()\n", + "\n", + "# your code here\n", + "fail() # No Answer - remove if you provide an answer\n", + "\n", + "forward_selection_type_I_error" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "ee6bf221", + "metadata": { + "deletable": false, + "editable": false, + "nbgrader": { + "cell_type": "code", + "checksum": "2fe2356dd35968af3b88d00666d4bed1", + "grade": true, + "grade_id": "cell-6c32bbee9d728156", + "locked": true, + "points": 1, + "schema_version": 3, + "solution": false, + "task": false + }, + "tags": [] + }, + "outputs": [], + "source": [ + "test_1.5()" + ] + }, + { + "cell_type": "markdown", + "id": "eda2121a", + "metadata": { + "deletable": false, + "editable": false, + "nbgrader": { + "cell_type": "markdown", + "checksum": "4e862e91d5bed6ccf90ce0362edd1d5a", + "grade": false, + "grade_id": "cell-fb759982412336e7", + "locked": true, + "schema_version": 3, + "solution": false, + "task": false + } + }, + "source": [ + "### Class discussion \n", + "Contrast the `forward_selection_type_I_error` and `nominal_type_I_error`. Are they similar? Why do you think this is happening. " + ] + }, + { + "cell_type": "markdown", + "id": "d4ad366c", + "metadata": { + "deletable": false, + "editable": false, + "nbgrader": { + "cell_type": "markdown", + "checksum": "6c5b24627d835da014f4b2f680192529", + "grade": false, + "grade_id": "cell-d34cab1fa0787324", + "locked": true, + "schema_version": 3, + "solution": false, + "task": false + } + }, + "source": [ + "### 2. The double use of data" + ] + }, + { + "cell_type": "markdown", + "id": "8775dd9f", + "metadata": { + "deletable": false, + "editable": false, + "nbgrader": { + "cell_type": "markdown", + "checksum": "ac6a407688a2d911c26ce396a9b95398", + "grade": false, + "grade_id": "cell-e7302f3b294124f7", + "locked": true, + "schema_version": 3, + "solution": false, + "task": false + } + }, + "source": [ + "The Type I Error rate from the tests run using the fitted selected models was significantly higher than the nominal level of 5%. Why? \n", + "\n", + "Well, if we are looking for the most relevant covariates in a dataset, it is not surprising that we frequently find these covariates significant. In our case above, the *F-statistic* compares the reduction of SSR after adding the selected variables to an intercept-only model. But the variables selected were those that reduced the SSR (or increased the adjusted $R^2$) **in the sample at hand**. Hence, we have a much higher chance of wrongly rejecting $H_0$. \n", + "\n", + "**The problem**: we are using the **same sample** to find the variables and fit the model. \n", + "\n", + "**A possible solution**: what if we split the dataset into two parts, one used for model selection and the other one used for inference? Would that solve the problem? \n", + "\n", + "Let's investigate! " + ] + }, + { + "cell_type": "markdown", + "id": "043329f5", + "metadata": { + "deletable": false, + "editable": false, + "nbgrader": { + "cell_type": "markdown", + "checksum": "1cf6b6dcfedc41c156e5372528c5eb9a", + "grade": false, + "grade_id": "cell-1a771305759350ce", + "locked": true, + "schema_version": 3, + "solution": false, + "task": false + } + }, + "source": [ + "**Question 2.0** \n", + "
{points: 1}\n", + "\n", + "In this exercise we are again going to use the tibble `dataset`. But this time we are going to split our dataset into two parts. We are going to use one part to select a model, and the other part for inference. Since the sample sizes has changed, to compare strategies, we'll also fit the selected model and test it on the first set.\n", + "\n", + "> For this exercise, let's split the dataset in half. Note that other options are possible.\n", + "\n", + "Here's what you need to do: \n", + "\n", + "1. Using the first 50 observations, run the forward selection algorithm to select at most 3 variables and fit a LS on the selected variables. Store the selected model in `fs_model` column. \n", + "\n", + "\n", + "2. Run an $F$-test to compare the selected model to an intercept only model and extract the $p$-value. Store the 1000 values in a column called `F_fs`.\n", + "\n", + "\n", + "3. Fit the model selected in Step 1 using the 50 remaining observations and save it in a column named `inference_model`. Also, extracts the $p$-value of the $F$-test for the `inference_model` and stores it in a column called `F_pvalue`. \n", + "\n", + "> Note that using the `map` functions you can perform these steps at once for the 1000 datasets.\n", + "\n", + "_Assign your data frame to an object called `fs_error_split`. Your data frame should have 6 columns: `replicate`, `data`, `fs_model`, `F_fs`, `inference_model`, `F_pvalue`._" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "c7e70736", + "metadata": { + "deletable": false, + "nbgrader": { + "cell_type": "code", + "checksum": "3d6c3be6ad8b2ce867091adc4e38caca", + "grade": false, + "grade_id": "cell-b544356ca3740453", + "locked": false, + "schema_version": 3, + "solution": true, + "task": false + }, + "tags": [] + }, + "outputs": [], + "source": [ + "set.seed(20211113) # Do not change this.\n", + "\n", + "# fs_error_split <- \n", + "# ... %>% \n", + "# ... %>% \n", + "# ... %>% \n", + "# mutate(\n", + "# fs_model = ...(..., .f = function(d) forward_selection_function(d %>% head(50))), \n", + "# F_fs = ...,\n", + "# inference_model = map2(.x = ..., .y = ..., ~ update(.y, .~., data = .x %>% tail(50))), \n", + "# F_pvalue = ...)\n", + "# )\n", + "\n", + "# your code here\n", + "fail() # No Answer - remove if you provide an answer\n", + " \n", + "head(fs_error_split) %>% \n", + " select(replicate, F_fs, F_pvalue)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "66e35bbe", + "metadata": { + "deletable": false, + "editable": false, + "nbgrader": { + "cell_type": "code", + "checksum": "ea2c4f4d0994cd127fca18eab3d97fcf", + "grade": true, + "grade_id": "cell-87cd37c4793c4935", + "locked": true, + "points": 1, + "schema_version": 3, + "solution": false, + "task": false + }, + "tags": [] + }, + "outputs": [], + "source": [ + "test_2.0()" + ] + }, + { + "cell_type": "markdown", + "id": "69e07955-9ffa-4112-afcd-43558926ae6a", + "metadata": { + "deletable": false, + "editable": false, + "nbgrader": { + "cell_type": "markdown", + "checksum": "c1b7989084ce70eb06f0eeca12c6851d", + "grade": false, + "grade_id": "cell-85ee6bf7f4767ba4", + "locked": true, + "schema_version": 3, + "solution": false, + "task": false + }, + "tags": [] + }, + "source": [ + "**Question 2.1** \n", + "
{points: 1}\n", + "\n", + "Check the proportions of $p$-value of the $F$-test in the `F_fs` column that are below the 5% significance level. Note that these tests were run using the the first split of the data used to select the model.\n", + "\n", + "> Hint: you've done something similar in **Question 1.5**\n", + "\n", + "_Assign your answer to an object called `fs_split1_type_I_error`. Your answer should be a single number._" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "1a3ac98d", + "metadata": { + "deletable": false, + "nbgrader": { + "cell_type": "code", + "checksum": "9bf1783034bbbeb51bf3f4473b40ed79", + "grade": false, + "grade_id": "cell-d63bd5b3efb2ae77", + "locked": false, + "schema_version": 3, + "solution": true, + "task": false + }, + "tags": [] + }, + "outputs": [], + "source": [ + "# fs_split1_type_I_error <- ... \n", + "\n", + "# your code here\n", + "fail() # No Answer - remove if you provide an answer\n", + "\n", + "fs_split1_type_I_error" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "90c72122-3478-4fe4-b92e-a9e79bc22080", + "metadata": { + "deletable": false, + "editable": false, + "nbgrader": { + "cell_type": "code", + "checksum": "2fb18c80bd66003cf0fa201148a4e74f", + "grade": true, + "grade_id": "cell-1c5a6ffc1c5a7870", + "locked": true, + "points": 0, + "schema_version": 3, + "solution": false, + "task": false + }, + "tags": [] + }, + "outputs": [], + "source": [ + "test_2.1()" + ] + }, + { + "cell_type": "markdown", + "id": "ce156766", + "metadata": { + "deletable": false, + "editable": false, + "nbgrader": { + "cell_type": "markdown", + "checksum": "163349416093b6fa45f78fd36714b5ba", + "grade": false, + "grade_id": "cell-d98b56dbc789635d", + "locked": true, + "schema_version": 3, + "solution": false, + "task": false + } + }, + "source": [ + "**Question 2.2** \n", + "
{points: 1}\n", + "\n", + "Check the proportions of $p$-value of the $F$-test in the `F_pvalue` column that are below the 5% significance level. Note that these tests were run using the the second split of the data that was *not used* to select the model.\n", + "\n", + "\n", + "_Assign your answer to an object called `fs_split2_type_I_error`. Your answer should be a single number._" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "e05d377e-0e60-4396-9be8-9a7f6cd33635", + "metadata": { + "deletable": false, + "nbgrader": { + "cell_type": "code", + "checksum": "592b4065cc1e2d751e6777f22506753d", + "grade": false, + "grade_id": "cell-d647eb0fcdf010b7", + "locked": false, + "schema_version": 3, + "solution": true, + "task": false + }, + "tags": [] + }, + "outputs": [], + "source": [ + "# fs_split2_type_I_error <- ... \n", + "\n", + "# your code here\n", + "fail() # No Answer - remove if you provide an answer\n", + "\n", + "fs_split2_type_I_error" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "91d7e65d", + "metadata": { + "deletable": false, + "editable": false, + "nbgrader": { + "cell_type": "code", + "checksum": "cafcfe80dc79b11c6b44debae63a81b0", + "grade": true, + "grade_id": "cell-9b2666ff7cd4089f", + "locked": true, + "points": 1, + "schema_version": 3, + "solution": false, + "task": false + }, + "tags": [] + }, + "outputs": [], + "source": [ + "test_2.2()" + ] + }, + { + "cell_type": "markdown", + "id": "278e615d", + "metadata": { + "deletable": false, + "editable": false, + "nbgrader": { + "cell_type": "markdown", + "checksum": "9ea6d67b3cd0c8daa8ccfe0726ce144c", + "grade": false, + "grade_id": "cell-851de6eae8846cad", + "locked": true, + "schema_version": 3, + "solution": false, + "task": false + } + }, + "source": [ + "**Question 2.3**\n", + "
{points: 1}\n", + "\n", + "True or false?\n", + "\n", + "If we split the data and use different part for model selection and inference, the type I error of the F-test after the forward selection is close to the significance level. \n", + "\n", + "_Assign your answer to an object called `answer2.3`. Your answer should be either \"true\" or \"false\", surrounded by quotes._" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "1316403a", + "metadata": { + "deletable": false, + "nbgrader": { + "cell_type": "code", + "checksum": "3cb008e24b17c8eeb2b1fca6b93b15cf", + "grade": false, + "grade_id": "cell-f1a4e23880603605", + "locked": false, + "schema_version": 3, + "solution": true, + "task": false + }, + "tags": [] + }, + "outputs": [], + "source": [ + "# answer2.3 <- ...\n", + "\n", + "# your code here\n", + "fail() # No Answer - remove if you provide an answer" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "02f4f30c", + "metadata": { + "deletable": false, + "editable": false, + "nbgrader": { + "cell_type": "code", + "checksum": "9101658c51073046a250b7d9e555b55d", + "grade": true, + "grade_id": "cell-b588d3c3d475102a", + "locked": true, + "points": 1, + "schema_version": 3, + "solution": false, + "task": false + }, + "tags": [] + }, + "outputs": [], + "source": [ + "test_2.3()" + ] + }, + { + "cell_type": "markdown", + "id": "69469f9e", + "metadata": { + "deletable": false, + "editable": false, + "nbgrader": { + "cell_type": "markdown", + "checksum": "132d869760d55990cd3545b166c9a9ea", + "grade": false, + "grade_id": "cell-219ec4f75a9ad8f9", + "locked": true, + "schema_version": 3, + "solution": false, + "task": false + } + }, + "source": [ + "## PART II. Lasso - two problems" + ] + }, + { + "cell_type": "markdown", + "id": "145e2dd4", + "metadata": { + "deletable": false, + "editable": false, + "nbgrader": { + "cell_type": "markdown", + "checksum": "4bc168ab8f82e47558880698e47119d2", + "grade": false, + "grade_id": "cell-05afee85a589325b", + "locked": true, + "schema_version": 3, + "solution": false, + "task": false + } + }, + "source": [ + "The problem we discussed with the forward selection *also happens with Lasso*. Similarly, we can address it by splitting the dataset -- one part for selecting variables using lasso and the other for fitting the model for inference. \n", + "\n", + "However, there's another problem with Lasso for inference. Lasso's estimators are biased. Bias estimators are estimators whose sampling distributions are not centred on the true value of the parameter. \n", + "\n", + "To study this problem, we are going to use a new simulation, Our population is generated below and it is stored in `lasso_sim` tibble.\n", + "\n", + "The population was generated such that:\n", + "\n", + "$$\n", + "E[Y|X_1, X_2] = 75X_1 - 5 X_2 + 0 X_3\n", + "$$ \n", + "\n", + "Therefore, the true parameters are $\\beta_1=75$ and $\\beta_2=-5$. Note that $\\beta_3$ is not a relevant variable and, hopefully, Lasso will remove it from the model. " + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "d1e8fa6c", + "metadata": { + "deletable": false, + "editable": false, + "nbgrader": { + "cell_type": "code", + "checksum": "d6e5a079e9636b0aa248c6f98b4692ee", + "grade": false, + "grade_id": "cell-95df2b5999161495", + "locked": true, + "schema_version": 3, + "solution": false, + "task": false + }, + "tags": [] + }, + "outputs": [], + "source": [ + "# Run this cell before continuing \n", + "\n", + "set.seed(20211113) # Do not change this.\n", + "\n", + "n <- 1000 # sample size\n", + "rep <- 1000 # number of replications\n", + "\n", + "lasso_sim <- \n", + " tibble(\n", + " X1 = round(\n", + " rnorm(n * rep, 0, 10), \n", + " 2),\n", + " X2 = round(\n", + " rnorm(n * rep, 0, 10), \n", + " 2),\n", + " X3 = round(\n", + " rnorm(n * rep, 0, 20), \n", + " 2),\n", + " Y = round(75 * X1 - 5*X2 + rnorm(n * rep, 0, 400),2)) %>% \n", + " mutate(replicate = rep(1:rep, n)) %>% \n", + " arrange(replicate) \n", + "\n", + "\n", + "head(lasso_sim)" + ] + }, + { + "cell_type": "markdown", + "id": "9e90e4ff", + "metadata": { + "deletable": false, + "editable": false, + "nbgrader": { + "cell_type": "markdown", + "checksum": "47ef6e9a3f4bd4c2ecdf0355c988a14c", + "grade": false, + "grade_id": "cell-4665f4f34800f47c", + "locked": true, + "schema_version": 3, + "solution": false, + "task": false + } + }, + "source": [ + "**Question 3.0**
\n", + "{points: 1}\n", + "\n", + "Using the `lasso_sim` tibble, fit a LASSO model for each replicate. For simplicity, we'll use $\\lambda=30$ in all models. \n", + "\n", + "> However, in practice, it is not recommended to fit LASSO at a given lambda value. \n", + "\n", + "Store the models in a column named `lasso_models`. \n", + "\n", + "_Assign your data frame to an object called `lasso_study`. Your data frame should have four columns: `replicate`, `data`, and `lasso_model`._" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "18767685", + "metadata": { + "deletable": false, + "nbgrader": { + "cell_type": "code", + "checksum": "a7ff031f66814fb970e23e3fd2239164", + "grade": false, + "grade_id": "cell-aa46e5df61e9558b", + "locked": false, + "schema_version": 3, + "solution": true, + "task": false + }, + "tags": [] + }, + "outputs": [], + "source": [ + "# lasso_study <- \n", + "# ... %>% \n", + "# ... %>% \n", + "# ... %>% \n", + "# mutate(\n", + "# lasso_model = ...(...,\n", + "# ~...(.x %>% select(-Y) %>% as.matrix(), \n", + "# .x %>% select(Y) %>% as.matrix(), \n", + "# alpha = ..., \n", + "# lambda = ...)))\n", + "\n", + "# your code here\n", + "fail() # No Answer - remove if you provide an answer\n", + "\n", + "head(as.data.frame(lasso_study), 2)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "86648684", + "metadata": { + "deletable": false, + "editable": false, + "nbgrader": { + "cell_type": "code", + "checksum": "fa634d02f59e6adcaff634edf9519465", + "grade": true, + "grade_id": "cell-d68d670ab6c2496c", + "locked": true, + "points": 1, + "schema_version": 3, + "solution": false, + "task": false + }, + "tags": [] + }, + "outputs": [], + "source": [ + "test_3.0()" + ] + }, + { + "cell_type": "markdown", + "id": "416f7f81", + "metadata": { + "deletable": false, + "editable": false, + "nbgrader": { + "cell_type": "markdown", + "checksum": "41e02801dd2fed8035c2732886ee6011", + "grade": false, + "grade_id": "cell-2a61e4f25256cc82", + "locked": true, + "schema_version": 3, + "solution": false, + "task": false + } + }, + "source": [ + "**Question 3.1**
\n", + "{points: 1}\n", + "\n", + "Extract the coefficient for `beta_1` from each `lasso_model` in the `lasso_study` tibble. Store the coefficients in a column name `lasso_beta1` in the same `lasso_study` tibble. " + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "f1a3cfd4", + "metadata": { + "deletable": false, + "nbgrader": { + "cell_type": "code", + "checksum": "31898d3a60f9cc3d0c9c96ccc3c6060e", + "grade": false, + "grade_id": "cell-eb3b9bba09b060d0", + "locked": false, + "schema_version": 3, + "solution": true, + "task": false + }, + "tags": [] + }, + "outputs": [], + "source": [ + "# lasso_study <- \n", + "# ... %>% \n", + "# ...\n", + "\n", + "# your code here\n", + "fail() # No Answer - remove if you provide an answer\n", + "\n", + "head(as.data.frame(lasso_study %>% select(-data)))" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "26531f67", + "metadata": { + "deletable": false, + "editable": false, + "nbgrader": { + "cell_type": "code", + "checksum": "9d06437da0829fb80a9553d775680a3d", + "grade": true, + "grade_id": "cell-8ebd4cdf24d174b6", + "locked": true, + "points": 1, + "schema_version": 3, + "solution": false, + "task": false + }, + "tags": [] + }, + "outputs": [], + "source": [ + "test_3.1()" + ] + }, + { + "cell_type": "markdown", + "id": "8ef540c6", + "metadata": { + "deletable": false, + "editable": false, + "nbgrader": { + "cell_type": "markdown", + "checksum": "9529fa8602f597c4fea97b11b2fe82ae", + "grade": false, + "grade_id": "cell-3472a426b731a695", + "locked": true, + "schema_version": 3, + "solution": false, + "task": false + } + }, + "source": [ + "**Question 3.2**\n", + "
{points: 1}\n", + "\n", + "Plot the sampling distribution of $\\hat{\\beta}_1$ obtained by Lasso.\n", + "\n", + "\n", + "_Assign your plot to an object called `lasso_beta1_sampling_dist`._" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "1ac61836", + "metadata": { + "deletable": false, + "nbgrader": { + "cell_type": "code", + "checksum": "5779b29e5d3766e625ebfffe7c02f9ca", + "grade": false, + "grade_id": "cell-21508cb2d3c1b17b", + "locked": false, + "schema_version": 3, + "solution": true, + "task": false + }, + "tags": [] + }, + "outputs": [], + "source": [ + "# lasso_beta1_sampling_dist <- \n", + "# lasso_study %>% \n", + "# ggplot() + \n", + "# geom_...(aes(...), color='white') +\n", + "# geom_vline(xintercept = 75, color = 'red') + \n", + "# geom_text(aes(75, 110), label = \"True Value of the Parameter\", color = 'red') \n", + "# geom_text(aes(75, 80), label = \"True Value of\\n the Parameter\", color = 'red', size = 7) +\n", + "# theme(text = element_text(size = 18))\n", + "\n", + "# your code here\n", + "fail() # No Answer - remove if you provide an answer\n", + "\n", + "lasso_beta1_sampling_dist" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "940a92fe", + "metadata": { + "deletable": false, + "editable": false, + "nbgrader": { + "cell_type": "code", + "checksum": "3f65a8051c55e25a3306621fe64b20dd", + "grade": true, + "grade_id": "cell-3b289632e05ad195", + "locked": true, + "points": 1, + "schema_version": 3, + "solution": false, + "task": false + }, + "tags": [] + }, + "outputs": [], + "source": [ + "test_3.2()" + ] + }, + { + "cell_type": "markdown", + "id": "d90bc4e3", + "metadata": { + "deletable": false, + "editable": false, + "nbgrader": { + "cell_type": "markdown", + "checksum": "46c0f0301181cf79c727536d8e68601b", + "grade": false, + "grade_id": "cell-ae58776784170e6f", + "locked": true, + "schema_version": 3, + "solution": false, + "task": false + } + }, + "source": [ + "**Question 3.3**\n", + "
{points: 1}\n", + "\n", + "True or false?\n", + "\n", + "The sampling distribution of the lasso estimator of $\\beta_1$ is centered around the true $\\beta_1$.\n", + "\n", + "_Assign your answer to an object called `answer3.3`. Your answer should be either \"true\" or \"false\", surrounded by quotes._" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "9707ad82", + "metadata": { + "deletable": false, + "nbgrader": { + "cell_type": "code", + "checksum": "202680a0eb4c6878694ba880378bdfa6", + "grade": false, + "grade_id": "cell-cbc53e1b3025df42", + "locked": false, + "schema_version": 3, + "solution": true, + "task": false + }, + "tags": [] + }, + "outputs": [], + "source": [ + "# answer3.3 <- ...\n", + "\n", + "# your code here\n", + "fail() # No Answer - remove if you provide an answer" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "a30fe597", + "metadata": { + "deletable": false, + "editable": false, + "nbgrader": { + "cell_type": "code", + "checksum": "9cb7ba32a9741e7f47696b920205fe4e", + "grade": true, + "grade_id": "cell-2c1d0b19fb80ea91", + "locked": true, + "points": 1, + "schema_version": 3, + "solution": false, + "task": false + }, + "tags": [] + }, + "outputs": [], + "source": [ + "test_3.3()" + ] + }, + { + "cell_type": "markdown", + "id": "fbf344ca", + "metadata": { + "deletable": false, + "editable": false, + "nbgrader": { + "cell_type": "markdown", + "checksum": "720b78f657ea1dc77ad1778f52ec1227", + "grade": false, + "grade_id": "cell-70b6424c44d2cb6b", + "locked": true, + "schema_version": 3, + "solution": false, + "task": false + } + }, + "source": [ + "**Question 3.4**
\n", + "{points: 1}\n", + "\n", + "One way to correct the bias of the Lasso's estimated coefficients is to re-fit the model using LS and the variables selected by LASSO. In other words, we use LASSO only to select variables and ignore the estimated coefficients. We then re-estimate the coefficients of the selected variables using regular least squares. \n", + "\n", + "In the cell below we have done it for you. Here's what we did:\n", + "\n", + "1. Add a new column to `lasso_study` tibble, named `lasso_selected_covariates` with the covariates selected by LASSO (i.e., with coefficients different from 0).\n", + "\n", + "\n", + "2. We fitted a linear model using `lm` (regular least square) and only the `lasso_selected_covariates`.\n", + "\n", + "\n", + "3. We extracted $\\beta_1$ from the `lm` model, and saved it on a column called `ls_beta1`.\n", + "\n", + "Your job is to plot the sampling distribution of $\\hat{\\beta}_1$ obtained by the regular least square, using the variables selected by LASSO.\n", + "\n", + "_Assign your plot to an object called `post_lasso_lm_beta1_sampling_dist`._" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "8e2e8a34", + "metadata": { + "deletable": false, + "editable": false, + "nbgrader": { + "cell_type": "code", + "checksum": "1e7151c2d9aeb829a0c8eff35b7338b7", + "grade": false, + "grade_id": "cell-6920e00dbec79884", + "locked": true, + "schema_version": 3, + "solution": false, + "task": false + }, + "tags": [] + }, + "outputs": [], + "source": [ + "# Run this cell before continuing\n", + "\n", + "lasso_study <- \n", + " lasso_study %>% \n", + " mutate(\n", + " lasso_selected_covariates = map(.x = lasso_model, \n", + " ~as_tibble(\n", + " as.matrix(coef(.x)),\n", + " rownames='covariate') %>%\n", + " filter(covariate != '(Intercept)' & abs(s0) > 10e-6) %>% \n", + " pull(covariate)),\n", + " ls_fit = map2(.x = data, .y = lasso_selected_covariates,\n", + " ~lm(Y ~ ., data = .x[,c(.y, 'Y')])),\n", + " ls_beta1 = map_dbl(.x = ls_fit, ~tidy(.x) %>% filter(term == 'X1') %>% pull(estimate)))\n", + "\n", + "\n", + "lasso_study %>% \n", + " select(-data, -lasso_model, -ls_fit) %>% \n", + " head()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "5cd1707c", + "metadata": { + "deletable": false, + "nbgrader": { + "cell_type": "code", + "checksum": "2db9c9581d5024293846a809b4343987", + "grade": false, + "grade_id": "cell-dd0e4b4d53066426", + "locked": false, + "schema_version": 3, + "solution": true, + "task": false + }, + "tags": [] + }, + "outputs": [], + "source": [ + "# post_lasso_lm_beta1_sampling_dist <- \n", + "# lasso_study %>% \n", + "# ggplot() + \n", + "# geom_...(aes(...), color='white') +\n", + "# geom_vline(xintercept = 75, color = 'red') + \n", + "# geom_text(aes(75, 80), label = \"True Value of\\n the Parameter\", color = 'red', size = 7) +\n", + "# theme(text = element_text(size = 18))\n", + "\n", + "# your code here\n", + "fail() # No Answer - remove if you provide an answer\n", + "\n", + "post_lasso_lm_beta1_sampling_dist" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "36b095d1", + "metadata": { + "deletable": false, + "editable": false, + "nbgrader": { + "cell_type": "code", + "checksum": "e8233a8cf25cbdede0a4ad162456b4fe", + "grade": true, + "grade_id": "cell-69a5a5d6f0125c49", + "locked": true, + "points": 1, + "schema_version": 3, + "solution": false, + "task": false + }, + "tags": [] + }, + "outputs": [], + "source": [ + "test_3.4()" + ] + }, + { + "cell_type": "markdown", + "id": "40c7c05b", + "metadata": { + "deletable": false, + "editable": false, + "nbgrader": { + "cell_type": "markdown", + "checksum": "8e523ed80654ad28f2c5923aa74bd910", + "grade": false, + "grade_id": "cell-47eca90d66532852", + "locked": true, + "schema_version": 3, + "solution": false, + "task": false + } + }, + "source": [ + "## Conclusions\n", + "\n", + "#### Post-inference problem:\n", + "\n", + "- we can not use the same data to select variables of the model and to conduct inference (\"doble dipping\"). \n", + "\n", + "- the inference results given by the `lm` are not valid (as seen in the first part of the worksheet). \n", + "\n", + "- if we split the data, we can use one part to select and the other part to estimate and build tests.\n", + "\n", + "- more sophisticated methods have been proposed to address this problem (beyond the scope of this course).\n", + "\n", + "\n", + "#### Lasso has two problems:\n", + "\n", + "- **Biased estimators**: we can take care of this by fitting regular least squares on the variables selected by Lasso. This approach is called **post-lasso**.\n", + "\n", + "- **Post-inference**: fitting a LS regression after LASSO, we are using the data to select the variables as well as to conduct inference. We cannot rely on the inference given by the `lm`, unless we split the data to take care of this problem." + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "R", + "language": "R", + "name": "ir" + }, + "language_info": { + "codemirror_mode": "r", + "file_extension": ".r", + "mimetype": "text/x-r-source", + "name": "R", + "pygments_lexer": "r", + "version": "4.3.3" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +}