Id
int64
1
1.46k
MSSubClass
int64
20
190
MSZoning
stringclasses
5 values
LotFrontage
float64
21
313
LotArea
int64
1.3k
215k
Street
stringclasses
2 values
Alley
stringclasses
2 values
LotShape
stringclasses
4 values
LandContour
stringclasses
4 values
Utilities
stringclasses
2 values
LotConfig
stringclasses
5 values
LandSlope
stringclasses
3 values
Neighborhood
stringclasses
25 values
Condition1
stringclasses
9 values
Condition2
stringclasses
8 values
BldgType
stringclasses
5 values
HouseStyle
stringclasses
8 values
OverallQual
int64
1
10
OverallCond
int64
1
9
YearBuilt
int64
1.87k
2.01k
YearRemodAdd
int64
1.95k
2.01k
RoofStyle
stringclasses
6 values
RoofMatl
stringclasses
8 values
Exterior1st
stringclasses
15 values
Exterior2nd
stringclasses
16 values
MasVnrType
stringclasses
3 values
MasVnrArea
float64
0
1.6k
ExterQual
stringclasses
4 values
ExterCond
stringclasses
5 values
Foundation
stringclasses
6 values
BsmtQual
stringclasses
4 values
BsmtCond
stringclasses
4 values
BsmtExposure
stringclasses
4 values
BsmtFinType1
stringclasses
6 values
BsmtFinSF1
int64
0
5.64k
BsmtFinType2
stringclasses
6 values
BsmtFinSF2
int64
0
1.47k
BsmtUnfSF
int64
0
2.34k
TotalBsmtSF
int64
0
6.11k
Heating
stringclasses
6 values
HeatingQC
stringclasses
5 values
CentralAir
stringclasses
2 values
Electrical
stringclasses
5 values
1stFlrSF
int64
334
4.69k
2ndFlrSF
int64
0
2.07k
LowQualFinSF
int64
0
572
GrLivArea
int64
334
5.64k
BsmtFullBath
int64
0
3
BsmtHalfBath
int64
0
2
FullBath
int64
0
3
HalfBath
int64
0
2
BedroomAbvGr
int64
0
8
KitchenAbvGr
int64
0
3
KitchenQual
stringclasses
4 values
TotRmsAbvGrd
int64
2
14
Functional
stringclasses
7 values
Fireplaces
int64
0
3
FireplaceQu
stringclasses
5 values
GarageType
stringclasses
6 values
GarageYrBlt
float64
1.9k
2.01k
GarageFinish
stringclasses
3 values
GarageCars
int64
0
4
GarageArea
int64
0
1.42k
GarageQual
stringclasses
5 values
GarageCond
stringclasses
5 values
PavedDrive
stringclasses
3 values
WoodDeckSF
int64
0
857
OpenPorchSF
int64
0
547
EnclosedPorch
int64
0
552
3SsnPorch
int64
0
508
ScreenPorch
int64
0
480
PoolArea
int64
0
738
PoolQC
stringclasses
3 values
Fence
stringclasses
4 values
MiscFeature
stringclasses
4 values
MiscVal
int64
0
15.5k
MoSold
int64
1
12
YrSold
int64
2.01k
2.01k
SaleType
stringclasses
9 values
SaleCondition
stringclasses
6 values
SalePrice
int64
34.9k
755k
301
190
RL
90
15,750
Pave
null
Reg
Lvl
AllPub
Corner
Gtl
Crawfor
Norm
Norm
2fmCon
1Story
5
5
1,953
1,953
Hip
CompShg
MetalSd
MetalSd
BrkFace
56
TA
TA
CBlock
TA
TA
Mn
BLQ
841
Unf
0
324
1,165
GasA
TA
Y
SBrkr
1,336
0
0
1,336
1
0
1
0
2
1
TA
5
Typ
2
Gd
Attchd
1,953
Unf
1
375
TA
TA
Y
0
0
0
0
0
0
null
null
null
0
6
2,006
WD
Normal
157,000
302
60
RL
66
16,226
Pave
null
IR3
Lvl
AllPub
Inside
Gtl
CollgCr
Norm
Norm
1Fam
2Story
8
5
1,998
1,999
Gable
CompShg
VinylSd
VinylSd
null
0
Gd
TA
PConc
Gd
TA
No
GLQ
281
Unf
0
747
1,028
GasA
Ex
Y
SBrkr
1,210
1,242
0
2,452
0
0
2
1
4
1
Gd
9
Typ
1
TA
BuiltIn
1,998
Fin
2
683
TA
TA
Y
208
50
0
0
0
0
null
null
null
0
5
2,007
WD
Normal
267,000
303
20
RL
118
13,704
Pave
null
IR1
Lvl
AllPub
Corner
Gtl
CollgCr
Norm
Norm
1Fam
1Story
7
5
2,001
2,002
Gable
CompShg
VinylSd
VinylSd
BrkFace
150
Gd
TA
PConc
Gd
TA
No
Unf
0
Unf
0
1,541
1,541
GasA
Ex
Y
SBrkr
1,541
0
0
1,541
0
0
2
0
3
1
Gd
6
Typ
1
TA
Attchd
2,001
RFn
3
843
TA
TA
Y
468
81
0
0
0
0
null
null
null
0
1
2,006
WD
Normal
205,000
304
20
RL
70
9,800
Pave
null
Reg
Lvl
AllPub
Corner
Gtl
CollgCr
Norm
Norm
1Fam
1Story
5
7
1,972
1,972
Gable
CompShg
VinylSd
VinylSd
null
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
null
Attchd
1,975
Unf
2
552
TA
TA
Y
256
0
0
0
0
0
null
GdWo
null
0
7
2,006
WD
Abnorml
149,900
305
75
RM
87
18,386
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
OldTown
Norm
Norm
1Fam
2.5Fin
7
9
1,880
2,002
Gable
CompShg
CemntBd
CmentBd
null
0
TA
TA
BrkTil
TA
TA
No
Unf
0
Unf
0
1,470
1,470
GasA
Ex
Y
SBrkr
1,675
1,818
0
3,493
0
0
3
0
3
1
Gd
10
Typ
1
Ex
Attchd
2,003
Unf
3
870
TA
TA
Y
302
0
0
0
0
0
null
null
null
0
5
2,008
WD
Normal
295,000
306
20
RL
80
10,386
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
CollgCr
Norm
Norm
1Fam
1Story
8
5
2,004
2,005
Gable
CompShg
CemntBd
CmentBd
Stone
246
Gd
TA
PConc
Gd
TA
No
GLQ
1,464
Unf
0
536
2,000
GasA
Ex
Y
SBrkr
2,000
0
0
2,000
1
0
2
0
3
1
Gd
8
Typ
0
null
Attchd
2,004
Fin
3
888
TA
TA
Y
168
0
0
0
0
0
null
null
null
0
7
2,007
WD
Normal
305,900
307
60
RL
116
13,474
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
SawyerW
Feedr
Norm
1Fam
2Story
7
5
1,990
1,991
Gable
CompShg
HdBoard
Plywood
BrkFace
246
Gd
TA
CBlock
Gd
TA
No
ALQ
700
Unf
0
0
700
GasA
Gd
Y
SBrkr
1,122
1,121
0
2,243
1
0
2
1
4
1
Gd
8
Typ
1
TA
Attchd
1,990
RFn
3
746
TA
TA
Y
127
44
224
0
0
0
null
null
null
0
6
2,007
WD
Normal
225,000
308
50
RM
null
7,920
Pave
Grvl
IR1
Lvl
AllPub
Inside
Gtl
IDOTRR
Artery
Norm
1Fam
1.5Fin
6
7
1,920
1,950
Gable
CompShg
MetalSd
MetalSd
null
0
TA
Fa
CBlock
TA
TA
No
Unf
0
Unf
0
319
319
GasA
TA
Y
FuseA
1,035
371
0
1,406
0
0
1
0
3
1
Fa
6
Typ
0
null
null
null
null
0
0
null
null
N
0
144
0
0
0
0
null
MnPrv
null
0
3
2,008
WD
Normal
89,500
309
30
RL
null
12,342
Pave
null
IR1
Lvl
AllPub
Inside
Gtl
Edwards
Norm
Norm
1Fam
1Story
4
5
1,940
1,950
Gable
CompShg
VinylSd
VinylSd
null
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
null
Detchd
1,961
Unf
2
539
TA
TA
Y
158
0
0
0
0
0
null
null
null
0
3
2,009
WD
Normal
82,500
310
20
RL
90
12,378
Pave
null
IR1
Lvl
AllPub
Inside
Gtl
NridgHt
Norm
Norm
1Fam
1Story
9
5
2,003
2,004
Gable
CompShg
VinylSd
VinylSd
null
0
Gd
TA
PConc
Ex
TA
Gd
GLQ
1,274
Unf
0
622
1,896
GasA
Ex
Y
SBrkr
1,944
0
0
1,944
1
0
2
0
3
1
Ex
8
Typ
3
Ex
Attchd
2,003
Fin
3
708
TA
TA
Y
208
175
0
0
0
0
null
null
null
0
11
2,006
WD
Normal
360,000
311
60
RL
null
7,685
Pave
null
IR1
Lvl
AllPub
Inside
Gtl
Gilbert
Norm
Norm
1Fam
2Story
6
5
1,993
1,994
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
1,501
0
0
2
1
3
1
Gd
6
Typ
1
TA
Attchd
1,993
Fin
2
420
TA
TA
Y
190
63
0
0
0
0
null
null
null
0
5
2,006
WD
Normal
165,600
312
20
RL
50
8,000
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
NAmes
Norm
Norm
1Fam
1Story
6
6
1,948
2,002
Gable
CompShg
VinylSd
VinylSd
null
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
1,948
Unf
1
240
TA
TA
Y
0
0
0
0
0
0
null
null
null
0
5
2,009
WD
Normal
132,000
313
190
RM
65
7,800
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
OldTown
Artery
Norm
2fmCon
1.5Fin
5
7
1,939
1,950
Gable
CompShg
MetalSd
MetalSd
null
0
TA
TA
CBlock
Gd
TA
Mn
Rec
507
Unf
0
286
793
GasA
TA
Y
SBrkr
793
325
0
1,118
1
0
1
0
3
1
TA
5
Typ
1
Gd
Detchd
1,939
Unf
2
410
TA
TA
Y
0
0
0
0
271
0
null
MnPrv
null
0
5
2,006
WD
Normal
119,900
314
20
RL
150
215,245
Pave
null
IR3
Low
AllPub
Inside
Sev
Timber
Norm
Norm
1Fam
1Story
7
5
1,965
1,965
Hip
CompShg
BrkFace
BrkFace
null
0
TA
TA
CBlock
Gd
TA
Gd
ALQ
1,236
Rec
820
80
2,136
GasW
TA
Y
SBrkr
2,036
0
0
2,036
2
0
2
0
3
1
TA
8
Typ
2
Gd
Attchd
1,965
RFn
2
513
TA
TA
Y
0
0
0
0
0
0
null
null
null
0
6
2,009
WD
Normal
375,000
315
70
RM
60
9,600
Pave
Grvl
Reg
Lvl
AllPub
Inside
Gtl
OldTown
Norm
Norm
1Fam
2Story
7
7
1,925
1,990
Gable
CompShg
Wd Sdng
Wd Sdng
null
0
TA
TA
BrkTil
TA
Gd
No
LwQ
16
Unf
0
712
728
GasA
Ex
Y
SBrkr
832
809
0
1,641
0
1
1
1
3
1
Ex
6
Typ
1
Gd
Detchd
1,925
Unf
2
546
Fa
TA
Y
0
0
234
0
0
0
null
null
null
0
8
2,006
WD
Normal
178,000
316
60
RL
71
7,795
Pave
null
IR1
Lvl
AllPub
Inside
Gtl
Gilbert
Norm
Norm
1Fam
2Story
7
5
2,004
2,005
Gable
CompShg
VinylSd
VinylSd
null
0
Gd
TA
PConc
Gd
TA
No
GLQ
425
Unf
0
291
716
GasA
Ex
Y
SBrkr
716
716
0
1,432
1
0
2
1
3
1
Gd
6
Typ
1
Gd
Attchd
2,004
Fin
2
432
TA
TA
Y
100
51
0
0
0
0
null
null
null
0
7
2,009
WD
Normal
188,500
317
60
RL
94
13,005
Pave
null
IR1
Lvl
AllPub
Corner
Gtl
NWAmes
Norm
Norm
1Fam
2Story
7
7
1,980
1,980
Gable
CompShg
CemntBd
CmentBd
BrkFace
278
Gd
TA
CBlock
Gd
TA
No
GLQ
692
Unf
0
153
845
GasA
TA
Y
SBrkr
1,153
1,200
0
2,353
1
0
2
1
4
1
Ex
10
Typ
1
TA
Attchd
1,983
RFn
2
484
TA
TA
Y
288
195
0
0
0
0
null
GdPrv
null
0
8
2,009
WD
Normal
260,000
318
60
FV
75
9,000
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
Somerst
Norm
Norm
1Fam
2Story
8
5
2,006
2,006
Gable
CompShg
VinylSd
VinylSd
null
0
Gd
TA
PConc
Gd
TA
Av
Unf
0
Unf
0
1,088
1,088
GasA
Ex
Y
SBrkr
1,088
871
0
1,959
0
0
2
1
3
1
Gd
8
Typ
1
Gd
Attchd
2,006
RFn
3
1,025
TA
TA
Y
208
46
0
0
0
0
null
null
null
0
12
2,007
WD
Normal
270,000
319
60
RL
90
9,900
Pave
null
Reg
Low
AllPub
Inside
Mod
NoRidge
Norm
Norm
1Fam
2Story
7
5
1,993
1,993
Gable
CompShg
HdBoard
HdBoard
BrkFace
256
Gd
TA
PConc
Gd
TA
Gd
GLQ
987
Unf
0
360
1,347
GasA
Ex
Y
SBrkr
1,372
1,274
0
2,646
1
0
2
1
4
1
Gd
9
Typ
1
TA
Attchd
1,993
RFn
3
656
TA
TA
Y
340
60
144
0
0
0
null
null
null
0
4
2,009
WD
Normal
260,000
320
80
RL
null
14,115
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
NWAmes
Norm
Norm
1Fam
SLvl
7
5
1,980
1,980
Gable
CompShg
Plywood
Plywood
BrkFace
225
TA
TA
CBlock
Gd
TA
Av
GLQ
1,036
Unf
0
336
1,372
GasA
TA
Y
SBrkr
1,472
0
0
1,472
1
0
2
0
3
1
TA
6
Typ
2
TA
Attchd
1,980
Unf
2
588
TA
TA
Y
233
48
0
0
0
0
null
null
null
0
6
2,009
WD
Normal
187,500
321
60
RL
111
16,259
Pave
null
Reg
Lvl
AllPub
Corner
Gtl
NridgHt
Norm
Norm
1Fam
2Story
9
5
2,006
2,006
Gable
CompShg
VinylSd
VinylSd
Stone
370
TA
TA
PConc
Ex
Gd
Av
Unf
0
Unf
0
1,249
1,249
GasA
Ex
Y
SBrkr
1,249
1,347
0
2,596
0
0
3
1
4
1
Gd
9
Typ
0
null
Attchd
2,006
RFn
3
840
TA
TA
Y
240
154
0
0
0
0
null
null
null
0
9
2,006
New
Partial
342,643
322
60
RL
99
12,099
Pave
null
IR1
Lvl
AllPub
Inside
Gtl
NridgHt
Norm
Norm
1Fam
2Story
8
5
2,004
2,004
Gable
CompShg
VinylSd
VinylSd
BrkFace
388
Gd
TA
PConc
Ex
TA
Av
GLQ
970
Unf
0
166
1,136
GasA
Ex
Y
SBrkr
1,136
1,332
0
2,468
1
0
2
1
4
1
Gd
10
Typ
1
Gd
BuiltIn
2,004
Fin
3
872
TA
TA
Y
184
154
0
0
0
0
null
null
null
0
6
2,007
WD
Normal
354,000
323
60
RL
86
10,380
Pave
null
IR1
Lvl
AllPub
Inside
Gtl
SawyerW
Norm
Norm
1Fam
2Story
7
5
1,986
1,987
Gable
CompShg
Plywood
Plywood
BrkFace
172
Gd
TA
CBlock
TA
TA
Gd
LwQ
28
ALQ
1,474
0
1,502
GasA
Ex
Y
SBrkr
1,553
1,177
0
2,730
1
0
2
1
4
1
Gd
8
Typ
1
TA
Attchd
1,987
Fin
2
576
TA
TA
Y
201
96
0
0
0
0
null
MnPrv
null
0
8
2,007
WD
Normal
301,000
324
20
RM
49
5,820
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
OldTown
Norm
Norm
1Fam
1Story
3
8
1,955
2,005
Gable
CompShg
VinylSd
VinylSd
null
0
TA
Gd
CBlock
TA
TA
No
ALQ
256
Unf
0
906
1,162
GasA
Ex
Y
SBrkr
1,163
0
0
1,163
1
0
1
0
3
1
TA
6
Typ
0
null
Attchd
1,955
Unf
1
220
Fa
TA
Y
142
98
0
0
0
0
null
null
null
0
7
2,006
WD
Normal
126,175
325
80
RL
96
11,275
Pave
null
Reg
Lvl
AllPub
Corner
Gtl
NAmes
PosN
Norm
1Fam
SLvl
7
7
1,967
2,007
Mansard
WdShake
Wd Sdng
Wd Sdng
BrkFace
300
Gd
Gd
CBlock
Gd
TA
No
Unf
0
Unf
0
710
710
GasA
Ex
Y
SBrkr
1,898
1,080
0
2,978
0
0
2
1
5
1
Gd
11
Typ
1
Gd
BuiltIn
1,961
Fin
2
564
TA
TA
Y
240
0
0
0
0
0
null
null
null
0
6
2,010
WD
Normal
242,000
326
45
RM
50
5,000
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
IDOTRR
RRAe
Norm
1Fam
1.5Unf
5
6
1,941
1,950
Gable
CompShg
MetalSd
MetalSd
null
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
null
Detchd
1,941
Unf
2
360
TA
TA
Y
0
0
244
0
0
0
null
null
null
0
12
2,007
WD
Normal
87,000
327
120
RL
32
10,846
Pave
null
IR1
Lvl
AllPub
CulDSac
Gtl
Veenker
Norm
Norm
TwnhsE
1Story
8
5
1,993
1,993
Gable
CompShg
BrkFace
BrkFace
null
0
Gd
TA
PConc
Gd
TA
Gd
GLQ
1,619
Unf
0
100
1,719
GasA
Ex
Y
SBrkr
1,719
0
0
1,719
2
0
1
1
1
1
Gd
6
Typ
2
Gd
Attchd
1,993
Fin
2
473
TA
TA
Y
122
30
0
0
0
0
null
null
null
0
5
2,008
Con
Normal
324,000
328
20
RL
80
11,600
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
NAmes
Norm
Norm
1Fam
1Story
6
5
1,960
1,960
Hip
CompShg
Wd Sdng
Wd Sdng
BrkFace
175
TA
TA
CBlock
TA
TA
No
Rec
565
Unf
0
818
1,383
GasA
TA
Y
SBrkr
1,383
0
0
1,383
0
0
1
1
3
1
TA
7
Typ
0
null
Attchd
1,960
RFn
1
292
TA
TA
Y
0
45
0
0
0
0
null
null
null
0
4
2,006
WD
Normal
145,250
329
75
RL
null
11,888
Pave
Pave
IR1
Bnk
AllPub
Inside
Gtl
BrkSide
PosN
Norm
1Fam
2.5Unf
6
6
1,916
1,994
Gable
CompShg
Wd Sdng
Wd Shng
null
0
TA
TA
BrkTil
TA
TA
No
Unf
0
Unf
0
844
844
GasA
Gd
N
FuseA
1,445
689
0
2,134
0
0
2
0
5
1
Gd
10
Typ
0
null
Detchd
1,930
Unf
2
441
TA
TA
Y
0
60
268
0
0
0
null
null
null
0
7
2,009
WD
Normal
214,500
330
70
RM
60
6,402
Pave
null
Reg
Lvl
AllPub
Corner
Gtl
IDOTRR
Norm
Norm
1Fam
2Story
5
5
1,920
1,950
Gable
CompShg
Wd Sdng
Wd Shng
null
0
TA
TA
PConc
TA
TA
Mn
Unf
0
Unf
0
596
596
GasA
TA
N
SBrkr
596
596
0
1,192
0
0
1
0
3
1
TA
6
Typ
0
null
Detchd
1,920
Unf
1
189
Fa
Fa
N
0
0
137
0
0
0
null
GdWo
null
0
7
2,009
WD
Normal
78,000
331
90
RL
null
10,624
Pave
null
IR1
Lvl
AllPub
Inside
Gtl
NAmes
Norm
Norm
Duplex
1Story
5
4
1,964
1,964
Gable
CompShg
HdBoard
HdBoard
BrkFace
84
TA
TA
CBlock
TA
TA
No
GLQ
40
Rec
264
1,424
1,728
GasA
TA
Y
SBrkr
1,728
0
0
1,728
0
1
2
0
6
2
TA
10
Typ
0
null
Detchd
2,002
Unf
1
352
TA
TA
Y
155
0
0
0
0
0
null
null
null
0
11
2,007
WD
Normal
119,000
332
20
RL
70
8,176
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
NAmes
Norm
Norm
1Fam
1Story
5
6
1,958
1,992
Gable
CompShg
Wd Sdng
Wd Sdng
null
0
TA
TA
CBlock
TA
TA
No
Rec
846
Unf
0
210
1,056
GasA
Fa
Y
SBrkr
1,056
0
0
1,056
1
0
1
0
3
1
TA
6
Typ
0
null
Attchd
1,958
RFn
1
308
TA
TA
Y
0
0
0
0
0
0
null
null
null
0
8
2,007
WD
Normal
139,000
333
20
RL
85
10,655
Pave
null
IR1
Lvl
AllPub
Inside
Gtl
NridgHt
Norm
Norm
1Fam
1Story
8
5
2,003
2,004
Gable
CompShg
VinylSd
VinylSd
BrkFace
296
Gd
TA
PConc
Gd
TA
No
GLQ
1,124
null
479
1,603
3,206
GasA
Ex
Y
SBrkr
1,629
0
0
1,629
1
0
2
0
3
1
Gd
7
Typ
1
Gd
Attchd
2,003
RFn
3
880
TA
TA
Y
0
0
0
0
0
0
null
null
null
0
10
2,009
WD
Normal
284,000
334
120
RM
59
8,198
Pave
null
Reg
Lvl
AllPub
FR3
Gtl
NridgHt
Norm
Norm
TwnhsE
1Story
7
5
2,004
2,004
Gable
CompShg
VinylSd
VinylSd
Stone
146
Gd
TA
PConc
Gd
TA
Av
GLQ
720
Unf
0
638
1,358
GasA
Ex
Y
SBrkr
1,358
0
0
1,358
1
0
2
0
2
1
Gd
6
Typ
1
Gd
Attchd
2,004
RFn
2
484
TA
TA
Y
192
30
0
0
0
0
null
null
null
0
7
2,008
WD
Normal
207,000
335
60
RL
59
9,042
Pave
null
IR1
Lvl
AllPub
Inside
Gtl
Gilbert
Norm
Norm
1Fam
2Story
6
5
1,998
1,998
Gable
CompShg
VinylSd
VinylSd
null
0
TA
TA
PConc
Gd
TA
Gd
GLQ
828
Unf
0
115
943
GasA
Gd
Y
SBrkr
943
695
0
1,638
1
0
2
1
3
1
TA
7
Typ
2
TA
Attchd
1,998
Fin
2
472
TA
TA
Y
100
38
0
0
0
0
null
null
null
0
7
2,008
WD
Normal
192,000
336
190
RL
null
164,660
Grvl
null
IR1
HLS
AllPub
Corner
Sev
Timber
Norm
Norm
2fmCon
1.5Fin
5
6
1,965
1,965
Gable
CompShg
Plywood
Plywood
null
0
TA
TA
CBlock
TA
TA
Gd
ALQ
1,249
BLQ
147
103
1,499
GasA
Ex
Y
SBrkr
1,619
167
0
1,786
2
0
2
0
3
1
TA
7
Typ
2
Gd
Attchd
1,965
Fin
2
529
TA
TA
Y
670
0
0
0
0
0
null
null
Shed
700
8
2,008
WD
Normal
228,950
337
20
RL
86
14,157
Pave
null
IR1
HLS
AllPub
Corner
Gtl
StoneBr
Norm
Norm
1Fam
1Story
9
5
2,005
2,006
Hip
CompShg
VinylSd
VinylSd
Stone
200
Gd
TA
PConc
Ex
TA
Gd
GLQ
1,249
Unf
0
673
1,922
GasA
Ex
Y
SBrkr
1,922
0
0
1,922
1
0
2
0
3
1
Gd
8
Typ
1
Gd
Attchd
2,005
Fin
3
676
TA
TA
Y
178
51
0
0
0
0
null
null
null
0
7
2,007
WD
Normal
377,426
338
20
RL
70
9,135
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
CollgCr
Norm
Norm
1Fam
1Story
7
5
2,002
2,003
Gable
CompShg
VinylSd
VinylSd
BrkFace
113
Gd
TA
PConc
Gd
TA
Av
GLQ
810
Unf
0
726
1,536
GasA
Ex
Y
SBrkr
1,536
0
0
1,536
1
0
2
0
3
1
Gd
7
Typ
0
null
Attchd
2,002
RFn
2
532
TA
TA
Y
192
74
0
0
0
0
null
null
null
0
12
2,008
WD
Normal
214,000
339
20
RL
91
14,145
Pave
null
Reg
Lvl
AllPub
Corner
Gtl
NWAmes
Norm
Norm
1Fam
1Story
7
7
1,984
1,998
Gable
CompShg
Wd Sdng
Wd Sdng
null
0
Gd
TA
CBlock
Gd
TA
Mn
ALQ
213
Unf
0
995
1,208
GasA
Ex
Y
SBrkr
1,621
0
0
1,621
1
0
2
0
3
1
Gd
8
Typ
0
null
Attchd
1,984
RFn
2
440
TA
TA
Y
108
45
0
0
0
0
null
null
Shed
400
5
2,006
WD
Normal
202,500
340
20
RL
66
12,400
Pave
null
IR1
Lvl
AllPub
Inside
Gtl
NAmes
Feedr
Norm
1Fam
1Story
6
7
1,958
1,998
Hip
CompShg
Wd Sdng
Wd Sdng
BrkFace
176
TA
TA
CBlock
TA
Fa
No
Rec
585
Unf
0
630
1,215
GasA
TA
Y
FuseA
1,215
0
0
1,215
0
0
1
0
3
1
TA
6
Typ
0
null
Attchd
1,958
Unf
1
297
TA
TA
Y
0
0
0
0
234
0
null
null
null
0
6
2,009
WD
Normal
155,000
341
60
RL
85
14,191
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
Timber
Norm
Norm
1Fam
2Story
8
5
2,002
2,002
Gable
CompShg
VinylSd
VinylSd
null
0
Gd
TA
PConc
Gd
TA
No
Unf
0
Unf
0
967
967
GasA
Ex
Y
SBrkr
993
915
0
1,908
0
0
2
1
4
1
Gd
9
Typ
0
null
Attchd
2,002
Fin
2
431
TA
TA
Y
135
0
0
0
0
0
null
null
null
0
4
2,010
WD
Normal
202,900
342
20
RH
60
8,400
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
SawyerW
Feedr
Norm
1Fam
1Story
4
4
1,950
1,950
Gable
CompShg
Wd Sdng
AsbShng
null
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
null
CarPort
1,950
Unf
1
294
TA
TA
N
250
0
24
0
0
0
null
null
null
0
9
2,009
WD
Normal
82,000
343
90
RL
null
8,544
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
NAmes
Norm
Norm
Duplex
1Story
3
4
1,949
1,950
Gable
CompShg
Stucco
Stucco
BrkFace
340
TA
TA
Slab
null
null
null
null
0
null
0
0
0
Wall
Fa
N
FuseA
1,040
0
0
1,040
0
0
2
0
2
2
TA
6
Typ
0
null
Detchd
1,949
Unf
2
400
TA
TA
Y
0
0
0
0
0
0
null
null
null
0
5
2,006
WD
Normal
87,500
344
120
RL
63
8,849
Pave
null
IR1
Lvl
AllPub
Inside
Gtl
NridgHt
Norm
Norm
TwnhsE
1Story
9
5
2,005
2,005
Hip
CompShg
MetalSd
MetalSd
BrkFace
616
Ex
TA
PConc
Ex
TA
No
GLQ
28
Unf
0
1,656
1,684
GasA
Ex
Y
SBrkr
1,684
0
0
1,684
0
0
2
0
2
1
Ex
6
Typ
1
Ex
Attchd
2,005
RFn
2
564
TA
TA
Y
495
72
0
0
0
0
null
null
null
0
7
2,008
WD
Normal
266,000
345
160
RM
36
2,592
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
MeadowV
Norm
Norm
TwnhsE
2Story
5
3
1,976
1,976
Gable
CompShg
CemntBd
CmentBd
null
0
TA
TA
CBlock
Gd
TA
No
Rec
129
BLQ
232
175
536
GasA
TA
Y
SBrkr
536
576
0
1,112
0
0
1
1
3
1
TA
4
Typ
0
null
Attchd
1,976
Unf
1
336
TA
TA
Y
182
0
0
0
0
0
null
null
null
0
4
2,010
WD
Normal
85,000
346
50
RL
65
6,435
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
BrkSide
RRAn
Norm
1Fam
1.5Fin
6
5
1,939
1,950
Gable
CompShg
MetalSd
MetalSd
null
0
TA
TA
BrkTil
TA
TA
No
Unf
0
Unf
0
972
972
GasA
Gd
Y
SBrkr
972
605
0
1,577
0
0
1
0
3
1
Fa
6
Typ
1
Gd
Detchd
1,939
Unf
1
312
TA
TA
Y
0
0
0
0
0
0
null
null
null
0
10
2,006
WD
Normal
140,200
347
20
RL
null
12,772
Pave
null
IR1
Lvl
AllPub
CulDSac
Gtl
NAmes
Norm
Norm
1Fam
1Story
6
8
1,960
1,998
Hip
CompShg
MetalSd
MetalSd
null
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
null
Attchd
1,960
RFn
1
301
TA
TA
Y
0
0
0
0
0
0
null
null
Gar2
15,500
4
2,007
WD
Normal
151,500
348
20
RL
null
17,600
Pave
null
IR1
Lvl
AllPub
Inside
Gtl
NAmes
Norm
Norm
1Fam
1Story
6
5
1,960
1,960
Gable
CompShg
Wd Sdng
Wd Sdng
BrkFace
30
TA
TA
CBlock
TA
TA
No
BLQ
1,270
Unf
0
208
1,478
GasA
Ex
Y
FuseA
1,478
0
0
1,478
1
0
2
0
3
1
TA
6
Typ
2
Gd
Attchd
1,960
Unf
2
498
TA
TA
Y
0
40
0
0
0
0
null
null
null
0
12
2,009
WD
Normal
157,500
349
160
RL
36
2,448
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
NridgHt
Norm
Norm
Twnhs
2Story
7
5
2,003
2,004
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
1,626
1
0
2
1
2
1
Gd
6
Typ
0
null
BuiltIn
2,003
RFn
2
474
TA
TA
Y
0
27
0
0
0
0
null
null
null
0
10
2,008
WD
Normal
154,000
350
60
RL
56
20,431
Pave
null
IR2
Lvl
AllPub
Inside
Gtl
NridgHt
Norm
Norm
1Fam
2Story
9
5
2,005
2,006
Hip
CompShg
CemntBd
CmentBd
BrkFace
870
Ex
TA
PConc
Ex
TA
No
GLQ
1,410
Unf
0
438
1,848
GasA
Ex
Y
SBrkr
1,848
880
0
2,728
1
0
2
1
4
1
Ex
10
Typ
2
Ex
Attchd
2,006
Fin
3
706
TA
TA
Y
0
0
0
0
0
0
null
null
null
0
4
2,006
New
Partial
437,154
351
120
RL
68
7,820
Pave
null
IR1
Lvl
AllPub
Inside
Gtl
NridgHt
Norm
Norm
TwnhsE
1Story
9
5
2,007
2,007
Hip
CompShg
MetalSd
MetalSd
BrkFace
362
Ex
TA
PConc
Ex
TA
No
Unf
0
Unf
0
1,869
1,869
GasA
Ex
Y
SBrkr
1,869
0
0
1,869
0
0
2
0
2
1
Ex
6
Typ
1
Gd
Attchd
2,007
RFn
2
617
TA
TA
Y
210
54
0
0
0
0
null
null
null
0
12
2,007
New
Partial
318,061
352
120
RL
null
5,271
Pave
null
IR1
Low
AllPub
Inside
Mod
ClearCr
Norm
Norm
1Fam
1Story
7
5
1,986
1,986
Gable
CompShg
Wd Sdng
Wd Sdng
null
0
TA
TA
PConc
Gd
TA
Gd
GLQ
1,082
Unf
0
371
1,453
GasA
Gd
Y
SBrkr
1,453
0
0
1,453
1
0
1
1
2
1
Gd
6
Typ
1
TA
Attchd
1,986
RFn
2
445
TA
TA
Y
0
80
0
0
184
0
null
null
null
0
12
2,006
WD
Abnorml
190,000
353
50
RL
60
9,084
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
Edwards
Artery
Norm
1Fam
1.5Fin
5
6
1,941
1,950
Gable
CompShg
VinylSd
VinylSd
null
0
TA
TA
CBlock
TA
Fa
Mn
LwQ
236
Rec
380
0
616
GasA
TA
N
SBrkr
616
495
0
1,111
0
1
1
0
3
1
TA
5
Typ
0
null
Detchd
1,941
Unf
1
200
TA
Fa
Y
48
0
0
0
0
0
null
null
null
0
3
2,008
ConLw
Normal
95,000
354
30
RM
60
8,520
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
OldTown
Norm
Norm
1Fam
1Story
6
8
1,928
2,003
Gable
CompShg
VinylSd
VinylSd
null
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
null
Detchd
2,005
Unf
2
484
TA
TA
Y
106
0
0
0
0
0
null
null
null
0
5
2,010
WD
Normal
105,900
355
50
RL
60
8,400
Pave
null
Reg
Bnk
AllPub
Inside
Gtl
SWISU
Norm
Norm
1Fam
1.5Fin
6
5
1,940
2,000
Gable
CompShg
Wd Sdng
MetalSd
null
0
TA
TA
CBlock
TA
TA
No
LwQ
388
Unf
0
552
940
GasA
Ex
Y
SBrkr
1,192
403
0
1,595
0
0
1
0
2
1
TA
6
Typ
2
Gd
Attchd
1,940
Unf
1
240
TA
TA
Y
0
0
108
0
0
0
null
null
null
0
6
2,006
WD
Normal
140,000
356
20
RL
105
11,249
Pave
null
IR2
Lvl
AllPub
Inside
Gtl
CollgCr
Norm
Norm
1Fam
1Story
6
5
1,995
1,995
Gable
CompShg
VinylSd
VinylSd
null
0
Gd
Gd
PConc
Gd
Gd
No
ALQ
334
BLQ
544
322
1,200
GasA
Ex
Y
SBrkr
1,200
0
0
1,200
1
0
2
0
3
1
Gd
6
Typ
0
null
Attchd
1,995
RFn
2
521
TA
TA
Y
0
26
0
0
0
0
null
null
null
0
8
2,007
WD
Normal
177,500
357
20
RL
null
9,248
Pave
null
IR1
Lvl
AllPub
Inside
Gtl
Gilbert
Norm
Norm
1Fam
1Story
6
6
1,992
1,992
Gable
CompShg
HdBoard
HdBoard
BrkFace
106
TA
TA
PConc
Gd
TA
No
GLQ
560
Unf
0
598
1,158
GasA
Gd
Y
SBrkr
1,167
0
0
1,167
1
0
2
0
3
1
Gd
6
Typ
0
null
Attchd
1,992
RFn
2
400
TA
TA
Y
120
26
0
0
0
0
null
null
null
0
7
2,009
WD
Normal
173,000
358
120
RM
44
4,224
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
MeadowV
Norm
Norm
TwnhsE
1Story
5
5
1,976
1,976
Gable
CompShg
CemntBd
CmentBd
null
0
TA
TA
PConc
Gd
TA
No
ALQ
874
Unf
0
268
1,142
GasA
TA
Y
SBrkr
1,142
0
0
1,142
1
0
1
1
3
1
TA
6
Typ
1
Po
Attchd
1,976
Fin
2
528
TA
TA
Y
536
90
0
0
0
0
null
MnPrv
null
0
8
2,007
WD
Normal
134,000
359
80
RL
92
6,930
Pave
null
IR1
Lvl
AllPub
Inside
Gtl
ClearCr
Norm
Norm
1Fam
SLvl
5
4
1,958
1,958
Hip
CompShg
Wd Sdng
ImStucc
BrkFace
120
TA
TA
CBlock
TA
TA
Av
BLQ
300
Rec
294
468
1,062
GasA
Ex
Y
FuseF
1,352
0
0
1,352
0
1
1
0
3
1
Gd
6
Min2
0
null
BuiltIn
1,958
Unf
1
288
TA
TA
Y
168
0
294
0
0
0
null
null
null
0
7
2,006
WD
Abnorml
130,000
360
60
RL
78
12,011
Pave
null
IR1
Lvl
AllPub
CulDSac
Gtl
NoRidge
Norm
Norm
1Fam
2Story
8
5
1,998
1,998
Gable
CompShg
VinylSd
VinylSd
BrkFace
530
Gd
TA
PConc
Gd
TA
Av
GLQ
956
Unf
0
130
1,086
GasA
Ex
Y
SBrkr
1,086
838
0
1,924
1
0
2
1
3
1
Gd
7
Typ
1
TA
Attchd
1,998
RFn
2
592
TA
TA
Y
208
75
0
0
374
0
null
null
null
0
6
2,006
WD
Normal
280,000
361
85
RL
null
7,540
Pave
null
IR1
Lvl
AllPub
CulDSac
Gtl
Mitchel
Norm
Norm
1Fam
SFoyer
6
6
1,978
1,978
Gable
CompShg
VinylSd
VinylSd
null
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
1,978
RFn
2
470
TA
TA
Y
0
0
0
0
192
0
null
MnPrv
null
0
6
2,007
WD
Normal
156,000
362
50
RL
null
9,144
Pave
Pave
Reg
Lvl
AllPub
Inside
Gtl
BrkSide
Norm
Norm
1Fam
1.5Fin
5
5
1,940
1,982
Gable
CompShg
MetalSd
MetalSd
null
0
TA
TA
CBlock
TA
TA
No
Rec
399
Unf
0
484
883
GasA
Gd
Y
SBrkr
988
517
0
1,505
1
0
1
0
3
1
TA
8
Typ
0
null
Detchd
1,940
Unf
1
240
TA
TA
N
0
0
0
0
0
0
null
null
null
0
7
2,008
WD
Normal
145,000
363
85
RL
64
7,301
Pave
null
Reg
Lvl
AllPub
Corner
Gtl
Edwards
Norm
Norm
1Fam
SFoyer
7
5
2,003
2,003
Gable
CompShg
HdBoard
HdBoard
BrkFace
500
Gd
TA
Slab
null
null
null
null
0
null
0
0
0
GasA
Ex
Y
SBrkr
495
1,427
0
1,922
0
0
3
0
4
1
Gd
7
Typ
1
Ex
BuiltIn
2,003
RFn
2
672
TA
TA
Y
0
0
177
0
0
0
null
null
null
0
7
2,009
ConLD
Normal
198,500
364
160
RM
21
1,680
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
BrDale
Norm
Norm
Twnhs
2Story
6
8
1,972
2,007
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
null
Detchd
1,972
Unf
1
264
TA
TA
Y
250
0
0
0
0
0
null
null
null
0
5
2,009
WD
Normal
118,000
365
60
RL
null
18,800
Pave
null
IR1
Lvl
AllPub
FR2
Gtl
NWAmes
Norm
Norm
1Fam
2Story
6
5
1,976
1,976
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
1,574
1
0
2
1
3
1
TA
6
Typ
1
TA
Attchd
1,976
Fin
2
566
TA
TA
Y
306
111
0
0
0
0
null
null
null
0
7
2,006
WD
Normal
190,000
366
70
RM
59
10,690
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
IDOTRR
Norm
Norm
1Fam
2Story
5
7
1,920
1,997
Hip
CompShg
VinylSd
VinylSd
null
0
TA
Gd
CBlock
TA
Fa
No
Rec
456
Unf
0
216
672
GasA
Gd
Y
FuseA
672
672
0
1,344
0
0
1
0
3
1
TA
6
Typ
0
null
Detchd
1,964
Unf
1
468
TA
Fa
Y
0
128
218
0
0
0
null
null
null
0
7
2,009
WD
Normal
147,000
367
20
RL
null
9,500
Pave
null
IR1
Lvl
AllPub
Inside
Gtl
NAmes
Norm
Norm
1Fam
1Story
6
5
1,963
1,963
Gable
CompShg
Plywood
Plywood
BrkFace
247
TA
TA
CBlock
Gd
TA
No
BLQ
609
Unf
0
785
1,394
GasA
Gd
Y
SBrkr
1,394
0
0
1,394
1
0
1
1
3
1
TA
6
Typ
2
Gd
Attchd
1,963
RFn
2
514
TA
TA
Y
0
76
0
0
185
0
null
null
null
0
7
2,009
WD
Normal
159,000
368
80
RL
101
9,150
Pave
null
IR1
Lvl
AllPub
Corner
Gtl
NAmes
Norm
Norm
1Fam
SLvl
6
5
1,962
1,962
Gable
Tar&Grv
Plywood
Plywood
BrkFace
305
TA
TA
CBlock
Gd
TA
Gd
GLQ
371
Unf
0
728
1,099
GasA
Gd
Y
SBrkr
1,431
0
0
1,431
0
1
1
0
3
1
TA
6
Typ
1
Gd
Basment
1,962
RFn
1
296
TA
TA
Y
64
110
0
0
0
0
null
null
null
0
12
2,008
WD
Normal
165,000
369
20
RL
78
7,800
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
NAmes
Norm
Norm
1Fam
1Story
5
6
1,954
1,954
Gable
CompShg
HdBoard
HdBoard
BrkFace
200
TA
TA
PConc
TA
TA
No
LwQ
540
Unf
0
728
1,268
GasA
Gd
Y
SBrkr
1,268
0
0
1,268
0
0
1
0
2
1
TA
7
Typ
1
Gd
Attchd
1,954
Fin
1
244
TA
TA
Y
0
98
0
0
0
0
null
null
null
0
3
2,010
WD
Normal
132,000
370
20
RL
null
9,830
Pave
null
IR1
Lvl
AllPub
Corner
Gtl
NAmes
Norm
Norm
1Fam
1Story
5
7
1,959
2,006
Gable
CompShg
Wd Sdng
Wd Sdng
null
0
TA
Gd
CBlock
TA
TA
No
ALQ
72
Rec
258
733
1,063
GasA
Ex
Y
SBrkr
1,287
0
0
1,287
1
0
1
0
3
1
Gd
7
Typ
1
Gd
Detchd
1,997
Fin
2
576
TA
TA
Y
364
17
0
0
182
0
null
null
null
0
3
2,010
WD
Normal
162,000
371
60
RL
null
8,121
Pave
null
IR1
Lvl
AllPub
Inside
Gtl
Gilbert
Norm
Norm
1Fam
2Story
6
5
2,000
2,000
Gable
CompShg
VinylSd
VinylSd
null
0
TA
TA
PConc
Gd
TA
No
Unf
0
Unf
0
953
953
GasA
Ex
Y
SBrkr
953
711
0
1,664
0
0
2
1
3
1
TA
7
Typ
1
TA
Attchd
2,000
RFn
2
460
TA
TA
Y
100
40
0
0
0
0
null
null
null
0
1
2,006
WD
Normal
172,400
372
50
RL
80
17,120
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
ClearCr
Feedr
Norm
1Fam
1.5Fin
4
4
1,959
1,959
Gable
CompShg
WdShing
Plywood
null
0
TA
TA
CBlock
null
null
null
null
0
null
0
0
0
GasA
TA
Y
SBrkr
1,120
468
0
1,588
0
0
2
0
4
1
TA
7
Min2
1
Gd
Detchd
1,991
Fin
2
680
TA
TA
N
0
59
0
0
0
0
null
null
null
0
7
2,008
WD
Normal
134,432
373
120
RL
50
7,175
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
SawyerW
Norm
Norm
TwnhsE
1Story
6
5
1,984
1,984
Gable
CompShg
Plywood
Plywood
null
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
null
Attchd
1,984
Unf
1
264
TA
TA
Y
353
0
0
0
90
0
null
MnPrv
null
0
2
2,010
WD
Normal
125,000
374
20
RL
79
10,634
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
NAmes
Norm
Norm
1Fam
1Story
5
6
1,953
1,953
Gable
CompShg
MetalSd
MetalSd
null
0
TA
TA
PConc
TA
TA
No
BLQ
428
LwQ
180
0
608
GasA
TA
Y
SBrkr
1,319
0
0
1,319
1
0
1
0
3
1
TA
5
Min2
0
null
Attchd
1,953
Unf
1
270
TA
TA
Y
66
0
0
0
0
0
null
GdWo
null
0
11
2,009
WD
Normal
123,000
375
60
RL
65
8,200
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
CollgCr
Norm
Norm
1Fam
2Story
7
5
2,003
2,004
Gable
CompShg
VinylSd
VinylSd
null
0
Gd
TA
PConc
Gd
TA
No
Unf
0
Unf
0
847
847
GasA
Ex
Y
SBrkr
847
1,081
0
1,928
0
0
2
1
4
1
Gd
8
Typ
1
Gd
BuiltIn
2,003
Fin
2
434
TA
TA
Y
100
48
0
0
0
0
null
null
null
0
7
2,007
WD
Normal
219,500
376
30
RL
null
10,020
Pave
null
IR1
Low
AllPub
Inside
Sev
Edwards
Norm
Norm
1Fam
1Story
1
1
1,922
1,950
Gable
CompShg
Wd Sdng
Wd Sdng
null
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
null
null
null
null
0
0
null
null
Y
0
0
0
0
0
0
null
null
null
0
3
2,009
WD
Normal
61,000
377
85
RL
57
8,846
Pave
null
IR1
Lvl
AllPub
CulDSac
Gtl
CollgCr
Norm
Norm
1Fam
SFoyer
5
5
1,996
1,996
Gable
CompShg
VinylSd
VinylSd
null
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
null
Detchd
1,998
Unf
2
576
TA
TA
Y
0
0
0
0
0
0
null
null
null
0
7
2,006
WD
Normal
148,000
378
60
FV
102
11,143
Pave
null
IR1
Lvl
AllPub
Corner
Gtl
Somerst
Norm
Norm
1Fam
2Story
8
5
2,004
2,005
Gable
CompShg
CemntBd
CmentBd
null
0
Gd
TA
PConc
Gd
TA
No
Unf
0
Unf
0
1,580
1,580
GasA
Ex
Y
SBrkr
1,580
886
0
2,466
0
0
3
0
4
1
Gd
8
Typ
1
Gd
Attchd
2,004
RFn
2
610
TA
TA
Y
159
214
0
0
0
0
null
null
null
0
12
2,007
WD
Normal
340,000
379
20
RL
88
11,394
Pave
null
Reg
Lvl
AllPub
Corner
Gtl
StoneBr
Norm
Norm
1Fam
1Story
9
2
2,010
2,010
Hip
CompShg
VinylSd
VinylSd
Stone
350
Gd
TA
PConc
Ex
TA
Av
GLQ
1,445
Unf
0
411
1,856
GasA
Ex
Y
SBrkr
1,856
0
0
1,856
1
0
1
1
1
1
Ex
8
Typ
1
Ex
Attchd
2,010
Fin
3
834
TA
TA
Y
113
0
0
0
0
0
null
null
null
0
6
2,010
New
Partial
394,432
380
60
RL
60
8,123
Pave
null
IR1
Lvl
AllPub
Inside
Gtl
Gilbert
RRAn
Norm
1Fam
2Story
6
5
2,000
2,000
Gable
CompShg
VinylSd
VinylSd
BrkFace
16
TA
TA
PConc
Gd
TA
No
Unf
0
Unf
0
982
982
GasA
Ex
Y
SBrkr
1,007
793
0
1,800
0
0
2
1
3
1
TA
7
Typ
1
TA
Attchd
2,000
Fin
2
463
TA
TA
Y
100
63
0
0
0
0
null
null
null
0
6
2,009
WD
Normal
179,000
381
50
RL
50
5,000
Pave
Pave
Reg
Lvl
AllPub
Inside
Gtl
SWISU
Norm
Norm
1Fam
1.5Fin
5
6
1,924
1,950
Gable
CompShg
BrkFace
Wd Sdng
null
0
TA
TA
BrkTil
TA
TA
No
LwQ
218
Unf
0
808
1,026
GasA
TA
Y
SBrkr
1,026
665
0
1,691
0
0
2
0
3
1
Gd
6
Typ
1
Gd
Detchd
1,924
Unf
1
308
TA
TA
Y
0
0
242
0
0
0
null
null
null
0
5
2,010
WD
Normal
127,000
382
20
FV
60
7,200
Pave
Pave
Reg
Lvl
AllPub
Inside
Gtl
Somerst
Norm
Norm
1Fam
1Story
7
5
2,006
2,006
Gable
CompShg
VinylSd
VinylSd
null
0
Gd
TA
PConc
Gd
Gd
No
Unf
0
Unf
0
1,293
1,293
GasA
Ex
Y
SBrkr
1,301
0
0
1,301
1
0
2
0
2
1
Gd
5
Typ
1
Gd
Attchd
2,006
RFn
2
572
TA
TA
Y
216
121
0
0
0
0
null
null
null
0
8
2,006
New
Partial
187,750
383
60
RL
79
9,245
Pave
null
IR1
Lvl
AllPub
Inside
Gtl
CollgCr
Norm
Norm
1Fam
2Story
7
5
2,006
2,006
Gable
CompShg
VinylSd
VinylSd
null
0
Gd
TA
PConc
Gd
TA
Av
Unf
0
Unf
0
939
939
GasA
Ex
Y
SBrkr
939
858
0
1,797
0
0
2
1
3
1
Gd
8
Typ
0
null
Attchd
2,006
RFn
2
639
TA
TA
Y
144
53
0
0
0
0
null
null
null
0
4
2,007
WD
Normal
213,500
384
45
RH
60
9,000
Pave
null
Reg
Lvl
AllPub
Corner
Gtl
SawyerW
Norm
Norm
1Fam
1.5Unf
6
3
1,928
1,950
Gable
CompShg
Wd Sdng
Wd Sdng
null
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
null
Detchd
1,950
Unf
2
360
Fa
Fa
N
0
0
91
0
0
0
null
null
null
0
10
2,009
WD
Normal
76,000
385
60
RL
null
53,107
Pave
null
IR2
Low
AllPub
Corner
Mod
ClearCr
Feedr
Norm
1Fam
2Story
6
5
1,992
1,992
Gable
CompShg
HdBoard
HdBoard
null
0
Gd
TA
PConc
Gd
TA
Av
GLQ
985
Unf
0
595
1,580
GasA
Ex
Y
SBrkr
1,079
874
0
1,953
1
0
2
1
3
1
Gd
9
Typ
2
Fa
Attchd
1,992
Fin
2
501
TA
TA
Y
216
231
0
0
0
0
null
null
null
0
6
2,007
WD
Normal
240,000
386
120
RL
43
3,182
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
Blmngtn
Norm
Norm
TwnhsE
1Story
8
5
2,004
2,005
Gable
CompShg
VinylSd
VinylSd
BrkFace
16
Gd
TA
PConc
Gd
TA
No
GLQ
24
Unf
0
1,232
1,256
GasA
Ex
Y
SBrkr
1,269
0
0
1,269
0
0
2
0
2
1
Gd
6
Typ
1
TA
Attchd
2,004
Fin
2
430
TA
TA
Y
146
20
0
0
144
0
null
null
null
0
4
2,010
WD
Normal
192,000
387
50
RL
58
8,410
Pave
null
Reg
Lvl
AllPub
FR2
Gtl
Edwards
Feedr
Norm
1Fam
1.5Fin
5
3
1,910
1,996
Gambrel
CompShg
Wd Sdng
VinylSd
null
0
TA
Fa
PConc
TA
TA
No
Unf
0
Unf
0
658
658
GasA
TA
Y
SBrkr
658
526
0
1,184
0
0
1
0
5
1
TA
8
Typ
0
null
null
null
null
0
0
null
null
N
0
151
0
0
0
0
null
null
null
0
5
2,006
WD
AdjLand
81,000
388
80
RL
72
7,200
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
Edwards
Norm
Norm
1Fam
SLvl
6
6
1,976
1,976
Hip
CompShg
MetalSd
MetalSd
BrkFace
255
TA
TA
CBlock
TA
TA
Av
ALQ
631
Unf
0
410
1,041
GasA
Ex
Y
SBrkr
1,125
0
0
1,125
1
0
1
0
3
1
TA
6
Typ
1
Fa
Detchd
1,977
Unf
1
352
TA
TA
Y
296
0
0
0
0
0
null
GdWo
null
0
10
2,009
WD
Abnorml
125,000
389
20
RL
93
9,382
Pave
null
IR1
Lvl
AllPub
CulDSac
Gtl
CollgCr
Norm
Norm
1Fam
1Story
7
5
1,999
2,000
Gable
CompShg
VinylSd
VinylSd
BrkFace
125
Gd
TA
PConc
Gd
TA
No
Unf
0
Unf
0
1,468
1,468
GasA
Ex
Y
SBrkr
1,479
0
0
1,479
0
0
2
0
3
1
Gd
6
Typ
0
null
Attchd
1,999
RFn
2
577
TA
TA
Y
120
25
0
0
0
0
null
null
null
0
7
2,008
WD
Normal
191,000
390
60
RL
96
12,474
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
NridgHt
Norm
Norm
1Fam
2Story
10
5
2,007
2,008
Gable
CompShg
VinylSd
VinylSd
Stone
272
Ex
TA
PConc
Ex
TA
Av
GLQ
1,280
Unf
0
402
1,682
GasA
Ex
Y
SBrkr
1,742
590
0
2,332
1
0
2
1
3
1
Ex
9
Typ
1
Ex
BuiltIn
2,008
Fin
3
846
TA
TA
Y
196
134
0
0
0
0
null
null
null
0
8
2,008
New
Partial
426,000
391
50
RL
50
8,405
Pave
Grvl
Reg
Lvl
AllPub
Inside
Gtl
Edwards
Norm
Norm
1Fam
1.5Fin
5
8
1,900
1,950
Gable
CompShg
MetalSd
MetalSd
null
0
TA
TA
BrkTil
TA
Gd
No
Rec
241
BLQ
391
229
861
GasA
Ex
Y
SBrkr
961
406
0
1,367
1
0
1
0
4
1
TA
7
Typ
0
null
Detchd
1,978
Unf
1
384
TA
TA
Y
0
130
112
0
0
0
null
MnPrv
null
0
4
2,008
WD
Normal
119,000
392
60
RL
71
12,209
Pave
null
IR1
Lvl
AllPub
CulDSac
Gtl
Mitchel
Norm
Norm
1Fam
2Story
6
5
2,001
2,002
Gable
CompShg
VinylSd
VinylSd
null
0
TA
TA
PConc
Ex
TA
No
ALQ
690
Unf
0
114
804
GasA
Ex
Y
SBrkr
804
1,157
0
1,961
1
0
2
1
3
1
Gd
7
Typ
1
TA
BuiltIn
2,001
Fin
2
560
TA
TA
Y
125
192
0
0
0
0
null
null
null
0
6
2,009
WD
Normal
215,000
393
20
RL
null
8,339
Pave
null
IR1
Lvl
AllPub
Inside
Gtl
NAmes
Norm
Norm
1Fam
1Story
5
7
1,959
1,959
Gable
CompShg
MetalSd
MetalSd
null
0
TA
TA
Slab
null
null
null
null
0
null
0
0
0
GasA
TA
Y
SBrkr
882
0
0
882
0
0
1
0
3
1
TA
5
Typ
0
null
Attchd
1,959
RFn
1
294
TA
TA
Y
0
0
0
0
0
0
null
MnPrv
Shed
1,200
7
2,007
WD
Normal
106,500
394
30
RL
null
7,446
Pave
null
Reg
Lvl
AllPub
Corner
Gtl
BrkSide
Feedr
Norm
1Fam
1Story
4
5
1,941
1,950
Gable
CompShg
WdShing
Wd Shng
null
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
null
null
null
0
0
null
null
Y
0
0
0
0
0
0
null
GdWo
null
0
4
2,006
WD
Abnorml
100,000
395
50
RL
60
10,134
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
OldTown
Norm
Norm
1Fam
1.5Fin
5
6
1,940
1,950
Gable
CompShg
MetalSd
MetalSd
null
0
TA
TA
CBlock
TA
TA
No
Unf
0
Unf
0
735
735
GasA
Gd
Y
FuseA
735
299
0
1,034
0
0
1
0
2
1
TA
5
Typ
0
null
Detchd
1,940
Unf
1
240
TA
TA
Y
0
39
0
0
0
0
null
null
null
0
7
2,007
WD
Normal
109,000
396
20
RL
68
9,571
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
Edwards
Norm
Norm
1Fam
1Story
5
6
1,956
1,956
Gable
CompShg
Wd Sdng
Wd Sdng
null
0
TA
TA
CBlock
TA
TA
Av
BLQ
739
Unf
0
405
1,144
GasA
TA
Y
SBrkr
1,144
0
0
1,144
1
0
1
0
3
1
TA
6
Typ
0
null
Attchd
1,956
Unf
1
596
TA
TA
Y
44
0
0
0
0
0
null
null
null
0
6
2,010
WD
Normal
129,000
397
20
RL
60
7,200
Pave
null
Reg
Low
AllPub
Inside
Gtl
CollgCr
Norm
Norm
1Fam
1Story
5
5
1,972
1,972
Hip
CompShg
MetalSd
MetalSd
null
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
null
Detchd
1,985
RFn
2
600
TA
TA
Y
215
0
0
0
0
0
null
null
null
0
9
2,009
WD
Normal
123,000
398
60
RL
69
7,590
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
NAmes
PosN
Norm
1Fam
2Story
5
5
1,962
1,962
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
1,812
0
0
2
0
4
1
TA
8
Typ
1
TA
Attchd
1,962
RFn
1
264
TA
TA
Y
0
168
0
0
0
0
null
null
null
0
7
2,007
WD
Normal
169,500
399
30
RM
60
8,967
Pave
null
Reg
Lvl
AllPub
Corner
Gtl
IDOTRR
Norm
Norm
1Fam
1Story
5
2
1,920
1,950
Gable
CompShg
MetalSd
MetalSd
null
0
TA
Fa
BrkTil
Fa
Po
No
Unf
0
Unf
0
961
961
GasA
Gd
Y
Mix
1,077
0
0
1,077
0
0
1
0
2
1
TA
6
Maj2
0
null
Detchd
1,920
Unf
1
338
Po
Po
N
0
0
0
0
0
0
null
null
null
0
11
2,007
WD
Abnorml
67,000
400
60
FV
65
8,125
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
Somerst
Norm
Norm
1Fam
2Story
7
5
2,006
2,007
Gable
CompShg
CemntBd
CmentBd
Stone
100
Gd
TA
PConc
Gd
TA
No
GLQ
812
Unf
0
280
1,092
GasA
Ex
Y
SBrkr
1,112
438
0
1,550
1
0
2
0
2
1
Gd
7
Typ
0
null
Attchd
2,007
Fin
2
438
TA
TA
Y
0
168
0
0
0
0
null
null
null
0
10
2,009
WD
Normal
241,000