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",
+    "<br>{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",
+    "<br>{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",
+    "<br>{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",
+    "<br>{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",
+    "<br>{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",
+    "<br>{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",
+    "<br>{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",
+    "<br>{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",
+    "<br>{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",
+    "<br>{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",
+    "<br> {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",
+    "<br> {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",
+    "<br> {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",
+    "<br> {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",
+    "<br> {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",
+    "<br> {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",
+    "<br>{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",
+    "<br> {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",
+    "<br> {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<http://conflicted.r-lib.org/>\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": [
+       "<table class=\"dataframe\">\n",
+       "<caption>A tibble: 2 × 5</caption>\n",
+       "<thead>\n",
+       "\t<tr><th scope=col>term</th><th scope=col>estimate</th><th scope=col>std.error</th><th scope=col>statistic</th><th scope=col>p.value</th></tr>\n",
+       "\t<tr><th scope=col>&lt;chr&gt;</th><th scope=col>&lt;dbl&gt;</th><th scope=col>&lt;dbl&gt;</th><th scope=col>&lt;dbl&gt;</th><th scope=col>&lt;dbl&gt;</th></tr>\n",
+       "</thead>\n",
+       "<tbody>\n",
+       "\t<tr><td>(Intercept)</td><td>34.456</td><td>38.055</td><td> 0.905</td><td>0.367</td></tr>\n",
+       "\t<tr><td>BLDG_METRE </td><td> 3.071</td><td> 0.228</td><td>13.446</td><td>0.000</td></tr>\n",
+       "</tbody>\n",
+       "</table>\n"
+      ],
+      "text/latex": [
+       "A tibble: 2 × 5\n",
+       "\\begin{tabular}{lllll}\n",
+       " term & estimate & std.error & statistic & p.value\\\\\n",
+       " <chr> & <dbl> & <dbl> & <dbl> & <dbl>\\\\\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 &lt;chr&gt; | estimate &lt;dbl&gt; | std.error &lt;dbl&gt; | statistic &lt;dbl&gt; | p.value &lt;dbl&gt; |\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": 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Ms+jhHC/Se/Eu3jrldIOvqIDKXGn+mTAgTOkVkUWnaIyDYwmc1PZIM2G0JRG7Ay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\nBdoaW7D+YI291Rqekusr5DqfJTfisGGzYQ9rbdKWGmsYuqy1Yd+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EkIkIAEJAkBEpCAJCFAAhKQJARIQAKS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\nWL+y8/BmgQSkPIPUrzuqisejLdU1nRkc7daPSvMsdTkkvW2iztO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+       "</g>\n",
+       "</svg>\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": 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OcMpoCBcmcnLipZEufk6Ah3kaMO7hnuZe5Njuc2aKFAW6Vt0HK8Fk2qTuA45pbz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\nYn+BhGgDkAhWA7GmAQlHHxCRCiScP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8xitoyFVUGXlc5wijuTg/zPFfO1t4U1/wDat1ddQ8Rx\ntpnga3kPkWi/8tOo+TPV+xk7cgeleLmi+sUXhIaylb8Gnd+R+m8CTlk+Z0+IMT7tCjzXb6uU\nXHliustb2+8/M7wV4wvPEev+J7G5igji0y5EMLRKwZl3SD5sk5PyDpjvX7F/syHWV+Afgga4\n+69/s5PLxt/49sn7MPl4/wBR5Xv685rzfwJ/wTv+EPw28da74it7TVdZbVLoXg03V7tZbO1f\nzGkCoiorOg3ldsrSAr97JyT9KVjgMseDxE6yaSaSSXorv71p6nocV8cR4jyfDZdKMpVITnOU\n5WvZynyRVm9OSS5ttYre1z5f8P8A7VfxE8bahrUPhb4XLrdvpd21pNNHqoTBBIGQyjqBnitv\n/hdvxt/6Io//AIOI/wDCvHv2a/j14N+D+o/EG18UahNZTXusvLCsdtJLuVS4PKg45Ne3/wDD\nbnwk/wCg7df+C6f/AOJrjw2KjVpKdbF8stbr3NNfNH0mdZFVwOOnh8v4fVWklHlnbEPmvFN6\nxqJbtrQ2PiJ8VvFnhL9nbUPGtxo0OheKLeONm0y6f7RHCWuVjwSpG7KNng96yvBvjD4xt8PZ\n/GGp2/hvxBDcaRFqWn6TpnnwXEhcJJtZmDDPllsAZywA75qT9qjV7bxB+yx4j1SycyWd7aWV\nzA5UqWje4hZTg8jgjg13/wAGP+SPeBf+wDYf+k6V6dpzxXs1UdlBP53av2/Q+J5sPhcg+uSw\nkOeWJnFpp6RUacuRNvmSTbW/NZ731KfwR+MFh8avAlrr9kv2W5DGC9sTJua2mXqueMgghgcc\ngjvkVX+O/wAarT4JeDRq0sB1HU7mZbaw01ZCrXEh68gEgAZJOD2HUivGvGED/sr/AByi8X2q\nNH8O/F8ot9XhjHyWV0SSJAB0GSzj2MoA+7UvwvsJv2lvjRdfEvVIn/4Qzw5KbPw5aTLgTSqc\nmcg+hw3+8UGTsNYfXKzh9V/5fXt8v5/S346Hp/6uZdDEPPWm8s5faJX1cm7LD335ufRv+Rc9\nz6P8Ialq+q+GdNvNcsU0rVbiFZbixilMggY87CxAyQMA8dc/Wuj0lib5OT91u/8AsmsW+1zT\ndMvbGzvNQtbS7vnaO0gnmVJLhgMlY1JyxA5IGa2dJ/4/k/3W/wDQTXux0XLe9j8orXlN1OTl\nUrtJXta+yvdtLbd7au54v8TPivrfhH40fDfwtYi2OmeIHnW8MsZaQbAMbDkAde4Nevb2/vH8\n6+b/AI6/8nPfBH/rpd/yWvo6uLDTlKrWUnopK3/gKPqM7wtGhgMsqUoJSqUpOT7v2tRXfySX\nojgfjd8Q9e+GHgmbxJo2hJ4iism33tsbhonjh7yLhWzt7jsMnoDXQ+A/HWmfEbwlpviLRrgz\nWF9EJFyfmRujIw7MpBBHqK25YknieKVFkjdSrI4yGB6gjuK+KvHfiTWP2K/FmvaboCRXvhbx\nTBLd6RaSyj/iXXYwpO09UXI6/eAQZyprLFYiWDn7abvTej8n0fo9vWx6GQ5RQ4lwzy3CxUcb\nF80G20qkftRd3ZSh8SatePMnqke9ax8eLq5+Ntl8OvC2kJrdxDH52s6g9wUi09OCRwp3MARx\nkfMyjPXHr+9v7x/OvJf2cvg6nwq8GtPfzLqHirWmF9q2ol95kkbLBA3dV3HnuSx78elwa5pt\n1qt1pcOoWs2p2qLJcWUcytNCrfdZ0ByoPYkc10YV1XDnrvWWy7dl5vuePnkMBHE/VsqjenRV\npT1/eST96bW0Ytu0UraWvqxdd/tJ9E1BdIlgj1Y28gs3u9xhWbafLLgc7d2M45xmvA/BnxV+\nJmnftBaf8PfGc/h+6iudNe/MujwyrgYfaNznrlDnivoivmnWP+T9NC/7Fpv/AGtWGNcoSpTj\nJr3oryabPV4YjRxFLHYevSjJKhUmm1eSlGOjT6H0xvb+8fzqVXb7JJyfvr39mqCpl/49JP8A\nfT+TV6h8GR72/vH86N7f3j+dNooAdvb+8fzo3t/eP502igB29v7x/Oje394/nTaKAHb2/vH8\n6N7f3j+dNooAdvb+8fzq3qLEC15P+oX+tUqual0tf+uC/wBaAKu9v7x/Oje394/nTaKAHb2/\nvH86N7f3j+dNooAdvb+8fzo3t/eP502igB29v7x/Oje394/nTaKAJ7V2+1Q8n747+9Rs7bj8\nx6+tOtf+PqH/AHx/Oo2+8frQAu9v7x/Oje394/nTaKALWnsTfQcn74711lclp3/H9B/viuto\nAKKKKAPj/wD4KPfEfxD4G8J/DjTbPxJqPgjwb4i8UW+meKfFOkkpc2Fk3JCygEx7hvO4c/u8\ncgkGGH9gr4MeOPB0up/Djxf4gs9ckiLWXjHRPGF1dyCbGUkYiZo2GcEgAEjOCOte0/G/40/D\nTwRrvhfwD8SEhNp44eWztl1WyEumSsgBMc7uPLGSyABupZfqPJfiB/wTr+Btna6h4m8PPqPw\nf1W3hec+I/DOtTWKWuBnzGVnMaoOpAC8dx1AA39pHR/G/gj/AIJz+NdN8ceJIfEXjHT9DMV1\nrlgrRC4InXY/ODu2bQzfxEE8ZxXtn7MErz/s1fCWSR2kkfwjpLM7nJYmziySe5r4rsPi34u+\nM3/BJv4j614zvG1fUbWK70231p49janbwzxBJyMDJyWQnqTHk5OTX2l+y3/ybL8Iv+xQ0j/0\niioA+f8A/grVdz2f7JMj288ts7a/YIXhco2CXyMjmuok/wCCaHwKKERaRr9tJ/DLF4m1Dch9\nRmYjP1Fch/wV1Xf+yJIuSufEGnjI6jl6k+Lf7FfxNtPhv4guPAf7RXxVvvFsNq0un2eqa6og\nuXXkxExojKWAKq24AMQTxmgBf2KfEPiLwV+0J8bvgfc+KtU8ceEfBrWVzo2q6zP9ourQTxhm\ntXl/i27toHABifAGcD7Rr5S/4Jwr8N7r4ENqXgjTLnTPEdzdtH4vi1W4efUhqqcSi4kf5jyS\ny8AYc8Bi9fVtABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABXwZ8fv20f2O/j74WfwX8QPFd/f\n6XbXy3LW8GmalAyzxh0B3xxAkDc3GcV9515d8d/iR4K/Z++GuqeNfEekJc2do0cUVnY2aSXN\n5PI4SOGJTjLMxHfgZJ4FAH5tLZ/8E1wwJvtZYehXWuf/AB2vv79jfxj8FPEvwrlsPgQkcPg/\nR7xrWWJLW4hIuGVXYsZwJJGKsuXJPYZ4wPnmX9v7xSNW1bTYv2SPFMl/pdpFqF3ZZX7TBbyF\nvLkeIWxZQ2x+38J9K99/Yu+IHjb4s/DnWfGvi3RLHw7puuavJdeHNNspoJjDpvlRqgeSEAO3\nmLLywD9QcDAoA+gaKKKACiiigAooooAKxPEn/Lt/wL+lbdYniT/l2/4F/SgDEooooAKmn/1N\nv/uH/wBCNQ1NP/qbf/cP/oRoAhooooAKKKKACiiigAooooAkt/8Aj4i/3h/OpNQ/4/rj/fP8\n6jt/+PiL/eH86k1D/j+uP98/zoAr0UUUAFFFFABRRRQAUUUUATW/Sb/rmf5ioamt+k3/AFzP\n8xUDusalmYKo7k4FAC1Q1rW7bQbT7RclsE7VVBlmPtV8EEZHIrI8TeHk8RWSQmUwyRtuR8ZH\n0IoAk0LxDa+IIHkttylDh0kGGX0rTrD8K+GF8NwTAzefNMRuYDAAGcAfma3KACiiigAooooA\nuSf8guH/AK6N/IVTq5J/yC4f+ujfyFU6ACiiigAooooAKK8x+MXxv0/4ZWn2O2VdR8RTr+4s\ngciPPR5MdB6DqfYchfgbp3jaHR77UfGV+0suoyi4hspl/eW4I5z/AHQRj5APlx2JIrm+sRdX\n2UdX18vU915RXhgP7QrNQi3aKe8+/Kuy6t6HoGtaJYeI9Mn07U7WO9spxtkhlGVYdfzzzmrN\nraw2VtFb28SQQRKEjijUKqKOAAB0FSUV0WV79TxfaTcPZ3fLvbpfvY+Of2JfiL4p8bftG/tU\naf4g8RanrOn6J4oS00y0vrt5YbGEXWoIEhRjtjXbFGCFAzsGelfY1cd4N+Cngr4YeLvGHiHw\nxoaaVrHi25S+1q4SeV/tcwMjh9ruVQ7ppSdgUEsc9q7GmQfKf7E2n2t7L8TTcW0M5XXCAZYw\n2Pv+tfT39g6Z/wBA60/78L/hXhV3+w/8P7vULu8+3eIYZbqZppBDfqq7mJJ48v3qP/hhrwD/\nANBTxN/4Ml/+N14OFhi8NRVL2Sdr683nf+U/W89xWQZ3mNTMFj6lPn5fd9je1oqO/tFfa+yO\ni/a/RY/2bvGCIoVFjtgFUYAH2qHiu0+DH/JHvAv/AGAbD/0nSvI/jx8OdM+Fn7JHi3QNImvJ\n7KMwyh76USyZa7hJ+bA4/CvU/ghqdnd/CXwTBBdwTTx6DY74o5AzJiBAcgHI5ram28c+dWfI\ntP8At5nl4ynTjwrFYeTnBYqpaTVm17KnZtXdr9rv1Oa/a4gjn/Z38Y+ZGsmyGJ13DOGE8eCP\netX9muCO3+A3gdYo1jU6ZE5CDALHJJ+pJJPua6vx94J074j+ENS8N6s066ffoqTG3cJJgMGG\nCQccqO1T+DvCtl4H8LaXoGnGVrHToFt4TOwZyqjjJAGT+FdPsJfXPb9OW3zvc8V5pRfDkcqu\n/aKu6nlyumo797o5P4i+LdN0H4gfDvTLzw9a6td6te3ENpfzld+nssQZnjyhOWHBwV+pr1DS\nf+P5P91v/QTXg/xu/wCSy/BP/sKXn/pOK940n/j+T/db/wBBNXRm5VaqfRr/ANJTOXM8PTpY\nHAVILWdOTereqq1Fom7LRLRWXXdtnzL8df8Ak574I/8AXS7/AJLX0dXzj8df+Tnvgj/10u/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36Tf9cz/MVDQBU0e0ksNLtbaV98kUYVmH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\n8HPAWv8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MIFSqcAUB4KaABoSJ1zvWk0Gu8naQ6a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vTp3ovof7gm0BUVFSqVCiHE/j8rIiJi165dHokLgFaO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\nAgAAAAAQBQTQAAAAAABRQAANAAA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+       "<use xlink:href=\"#glyph-3-12\" x=\"537.042969\" y=\"212.989258\"/>\n",
+       "<use xlink:href=\"#glyph-3-13\" x=\"544.042969\" y=\"212.989258\"/>\n",
+       "<use xlink:href=\"#glyph-3-14\" x=\"548.042969\" y=\"212.989258\"/>\n",
+       "<use xlink:href=\"#glyph-3-8\" x=\"551.042969\" y=\"212.989258\"/>\n",
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+       "</g>\n",
+       "</svg>\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": 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zmnggAhJKI+RJBz+e1Luz448tgwQrl9COHm5Vt6nLMenfVXhLwf0Lx9Zdeq27vf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\nfDzCKK/FAgFljPkMD2MeYy5jziiU+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zlpGwANzEnAHPFcv/AMNbfA7/AKLH4B/8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\nK7At+ANM8E/GPwH8SpWi8J+NNA8Szopd4dK1KG4kRfVlRiQOR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8vNzc3Pzw/hTcXrue/Pm5cfLOFuJdfk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TWFjIMIy1tfXbcCDRuacFG68pqFfZcysn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\n4PVEe9KzQUGvmmOZYCp+evZ6va2treLP4XC4u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+       "</g>\n",
+       "</svg>\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": [
+       "<table class=\"dataframe\">\n",
+       "<caption>A data.frame: 3 × 5</caption>\n",
+       "<thead>\n",
+       "\t<tr><th></th><th scope=col>assess_val</th><th scope=col>BLDG_METRE</th><th scope=col>fit</th><th scope=col>lwr</th><th scope=col>upr</th></tr>\n",
+       "\t<tr><th></th><th scope=col>&lt;dbl&gt;</th><th scope=col>&lt;int&gt;</th><th scope=col>&lt;dbl&gt;</th><th scope=col>&lt;dbl&gt;</th><th scope=col>&lt;dbl&gt;</th></tr>\n",
+       "</thead>\n",
+       "<tbody>\n",
+       "\t<tr><th scope=row>1</th><td>536</td><td>220</td><td>710.0708</td><td>671.9440</td><td>748.1977</td></tr>\n",
+       "\t<tr><th scope=row>2</th><td>370</td><td> 97</td><td>332.3407</td><td>295.2144</td><td>369.4669</td></tr>\n",
+       "\t<tr><th scope=row>3</th><td>318</td><td> 89</td><td>307.7729</td><td>267.9136</td><td>347.6321</td></tr>\n",
+       "</tbody>\n",
+       "</table>\n"
+      ],
+      "text/latex": [
+       "A data.frame: 3 × 5\n",
+       "\\begin{tabular}{r|lllll}\n",
+       "  & assess\\_val & BLDG\\_METRE & fit & lwr & upr\\\\\n",
+       "  & <dbl> & <int> & <dbl> & <dbl> & <dbl>\\\\\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 &lt;dbl&gt; | BLDG_METRE &lt;int&gt; | fit &lt;dbl&gt; | lwr &lt;dbl&gt; | upr &lt;dbl&gt; |\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": {
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hWR1Uab94YCMFKYFD6yNqxUBEfwWq+E8bFKkPqoWRF1BIjnaSayup7qCF2o6cfu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\nMCAwIDUwMCBdCiAgICA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JBlv/vt/SgC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\nAdorefReUe789kYHg34Vz3l7/bvi1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ErgowPQ9AyeBwEaAADAs2k/PVc2U1lm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O1lOJN0lxnTk9D/cRF/cxOJcW+23bp5W/lqLKhwrwtsgAACAASURBVA4tnPZ0SHS0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\n2mQyNdV/HqsjD3Cj0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+       "<use xlink:href=\"#glyph-0-20\" x=\"535.042969\" y=\"223.008789\"/>\n",
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+       "<use xlink:href=\"#glyph-0-15\" x=\"542.042969\" y=\"223.008789\"/>\n",
+       "<use xlink:href=\"#glyph-0-12\" x=\"547.042969\" y=\"223.008789\"/>\n",
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+       "<use xlink:href=\"#glyph-0-22\" x=\"556.042969\" y=\"223.008789\"/>\n",
+       "</g>\n",
+       "</svg>\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": [
+       "<table class=\"dataframe\">\n",
+       "<caption>A tibble: 3 × 20</caption>\n",
+       "<thead>\n",
+       "\t<tr><th scope=col>LotFrontage</th><th scope=col>LotArea</th><th scope=col>MasVnrArea</th><th scope=col>TotalBsmtSF</th><th scope=col>GrLivArea</th><th scope=col>BsmtFullBath</th><th scope=col>BsmtHalfBath</th><th scope=col>FullBath</th><th scope=col>HalfBath</th><th scope=col>BedroomAbvGr</th><th scope=col>KitchenAbvGr</th><th scope=col>Fireplaces</th><th scope=col>GarageArea</th><th scope=col>WoodDeckSF</th><th scope=col>OpenPorchSF</th><th scope=col>EnclosedPorch</th><th scope=col>ScreenPorch</th><th scope=col>PoolArea</th><th scope=col>ageSold</th><th scope=col>SalePrice</th></tr>\n",
+       "\t<tr><th scope=col>&lt;dbl&gt;</th><th scope=col>&lt;dbl&gt;</th><th scope=col>&lt;dbl&gt;</th><th scope=col>&lt;dbl&gt;</th><th scope=col>&lt;dbl&gt;</th><th scope=col>&lt;dbl&gt;</th><th scope=col>&lt;dbl&gt;</th><th scope=col>&lt;dbl&gt;</th><th scope=col>&lt;dbl&gt;</th><th scope=col>&lt;dbl&gt;</th><th scope=col>&lt;dbl&gt;</th><th scope=col>&lt;dbl&gt;</th><th scope=col>&lt;dbl&gt;</th><th scope=col>&lt;dbl&gt;</th><th scope=col>&lt;dbl&gt;</th><th scope=col>&lt;dbl&gt;</th><th scope=col>&lt;dbl&gt;</th><th scope=col>&lt;dbl&gt;</th><th scope=col>&lt;dbl&gt;</th><th scope=col>&lt;dbl&gt;</th></tr>\n",
+       "</thead>\n",
+       "<tbody>\n",
+       "\t<tr><td>50</td><td>8500</td><td>0</td><td>649</td><td>1317</td><td>0</td><td>0</td><td>1</td><td>0</td><td>3</td><td>1</td><td>0</td><td>250</td><td>0</td><td>54</td><td>172</td><td>0</td><td>0</td><td>88</td><td> 40000</td></tr>\n",
+       "\t<tr><td>65</td><td>6040</td><td>0</td><td>  0</td><td>1152</td><td>0</td><td>0</td><td>2</td><td>0</td><td>2</td><td>2</td><td>0</td><td>  0</td><td>0</td><td> 0</td><td>  0</td><td>0</td><td>0</td><td>53</td><td> 82000</td></tr>\n",
+       "\t<tr><td>33</td><td>4456</td><td>0</td><td>736</td><td>1452</td><td>0</td><td>0</td><td>2</td><td>0</td><td>2</td><td>3</td><td>0</td><td>  0</td><td>0</td><td> 0</td><td>102</td><td>0</td><td>0</td><td>89</td><td>113000</td></tr>\n",
+       "</tbody>\n",
+       "</table>\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",
+       " <dbl> & <dbl> & <dbl> & <dbl> & <dbl> & <dbl> & <dbl> & <dbl> & <dbl> & <dbl> & <dbl> & <dbl> & <dbl> & <dbl> & <dbl> & <dbl> & <dbl> & <dbl> & <dbl> & <dbl>\\\\\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 &lt;dbl&gt; | LotArea &lt;dbl&gt; | MasVnrArea &lt;dbl&gt; | TotalBsmtSF &lt;dbl&gt; | GrLivArea &lt;dbl&gt; | BsmtFullBath &lt;dbl&gt; | BsmtHalfBath &lt;dbl&gt; | FullBath &lt;dbl&gt; | HalfBath &lt;dbl&gt; | BedroomAbvGr &lt;dbl&gt; | KitchenAbvGr &lt;dbl&gt; | Fireplaces &lt;dbl&gt; | GarageArea &lt;dbl&gt; | WoodDeckSF &lt;dbl&gt; | OpenPorchSF &lt;dbl&gt; | EnclosedPorch &lt;dbl&gt; | ScreenPorch &lt;dbl&gt; | PoolArea &lt;dbl&gt; | ageSold &lt;dbl&gt; | SalePrice &lt;dbl&gt; |\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": [
+       "<table class=\"dataframe\">\n",
+       "<caption>A tibble: 20 × 5</caption>\n",
+       "<thead>\n",
+       "\t<tr><th scope=col>term</th><th scope=col>estimate</th><th scope=col>std.error</th><th scope=col>statistic</th><th scope=col>p.value</th></tr>\n",
+       "\t<tr><th scope=col>&lt;chr&gt;</th><th scope=col>&lt;dbl&gt;</th><th scope=col>&lt;dbl&gt;</th><th scope=col>&lt;dbl&gt;</th><th scope=col>&lt;dbl&gt;</th></tr>\n",
+       "</thead>\n",
+       "<tbody>\n",
+       "\t<tr><td>(Intercept)  </td><td> 45822.777389</td><td>9870.9044049</td><td> 4.64220658</td><td>4.142912e-06</td></tr>\n",
+       "\t<tr><td>LotFrontage  </td><td>    27.286587</td><td>  84.4383645</td><td> 0.32315391</td><td>7.466788e-01</td></tr>\n",
+       "\t<tr><td>LotArea      </td><td>     1.963092</td><td>   0.5729388</td><td> 3.42635571</td><td>6.488319e-04</td></tr>\n",
+       "\t<tr><td>MasVnrArea   </td><td>    36.671849</td><td>   8.5008491</td><td> 4.31390429</td><td>1.843706e-05</td></tr>\n",
+       "\t<tr><td>TotalBsmtSF  </td><td>    36.946885</td><td>   4.6306235</td><td> 7.97881430</td><td>6.346594e-15</td></tr>\n",
+       "\t<tr><td>GrLivArea    </td><td>    82.941725</td><td>   5.5359646</td><td>14.98234378</td><td>5.082167e-44</td></tr>\n",
+       "\t<tr><td>BsmtFullBath </td><td> 11144.981819</td><td>2812.6983185</td><td> 3.96238080</td><td>8.210562e-05</td></tr>\n",
+       "\t<tr><td>BsmtHalfBath </td><td>  3482.763228</td><td>5924.1431444</td><td> 0.58789316</td><td>5.568006e-01</td></tr>\n",
+       "\t<tr><td>FullBath     </td><td>  9165.112799</td><td>3897.5128078</td><td> 2.35152859</td><td>1.898296e-02</td></tr>\n",
+       "\t<tr><td>HalfBath     </td><td>   290.287091</td><td>3506.3121483</td><td> 0.08278986</td><td>9.340432e-01</td></tr>\n",
+       "\t<tr><td>BedroomAbvGr </td><td>-15968.277575</td><td>2079.2418720</td><td>-7.67985572</td><td>5.612047e-14</td></tr>\n",
+       "\t<tr><td>KitchenAbvGr </td><td>-33430.690453</td><td>6152.6569633</td><td>-5.43353719</td><td>7.721945e-08</td></tr>\n",
+       "\t<tr><td>Fireplaces   </td><td>  2092.463184</td><td>2557.7554553</td><td> 0.81808571</td><td>4.135969e-01</td></tr>\n",
+       "\t<tr><td>GarageArea   </td><td>    44.818515</td><td>   7.7885603</td><td> 5.75440299</td><td>1.319281e-08</td></tr>\n",
+       "\t<tr><td>WoodDeckSF   </td><td>    14.511662</td><td>  12.2739482</td><td> 1.18231406</td><td>2.374974e-01</td></tr>\n",
+       "\t<tr><td>OpenPorchSF  </td><td>    34.941862</td><td>  21.0193055</td><td> 1.66236994</td><td>9.690288e-02</td></tr>\n",
+       "\t<tr><td>EnclosedPorch</td><td>     7.411838</td><td>  23.0034367</td><td> 0.32220568</td><td>7.473966e-01</td></tr>\n",
+       "\t<tr><td>ScreenPorch  </td><td>   -15.018127</td><td>  24.6902340</td><td>-0.60826183</td><td>5.432184e-01</td></tr>\n",
+       "\t<tr><td>PoolArea     </td><td>   100.216270</td><td>  35.4310236</td><td> 2.82848927</td><td>4.815577e-03</td></tr>\n",
+       "\t<tr><td>ageSold      </td><td>  -481.272050</td><td>  69.0661951</td><td>-6.96827223</td><td>7.642652e-12</td></tr>\n",
+       "</tbody>\n",
+       "</table>\n"
+      ],
+      "text/latex": [
+       "A tibble: 20 × 5\n",
+       "\\begin{tabular}{lllll}\n",
+       " term & estimate & std.error & statistic & p.value\\\\\n",
+       " <chr> & <dbl> & <dbl> & <dbl> & <dbl>\\\\\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 &lt;chr&gt; | estimate &lt;dbl&gt; | std.error &lt;dbl&gt; | statistic &lt;dbl&gt; | p.value &lt;dbl&gt; |\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**<br>\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**<br>\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**<br>\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**<br>\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",
+    "<br> {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",
+    "<br> {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",
+    "<br> {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",
+    "<br> {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",
+    "<br> {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",
+    "<br>{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**<br>\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**<br>\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",
+    "<br> {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",
+    "<br>{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**<br>\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
+}