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
1,201
20
RL
71
9,353
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
NAmes
Norm
Norm
1Fam
1Story
4
5
1,970
1,970
Gable
CompShg
MetalSd
MetalSd
null
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
null
Attchd
1,972
Unf
1
280
TA
TA
Y
0
0
0
0
0
0
null
null
Shed
0
7
2,006
Oth
Abnorml
116,050
1,202
60
RL
80
10,400
Pave
null
Reg
Lvl
AllPub
Corner
Gtl
CollgCr
Norm
Norm
1Fam
2Story
7
5
1,998
1,998
Gable
CompShg
VinylSd
VinylSd
null
0
TA
TA
PConc
Gd
TA
Av
Unf
0
Unf
0
866
866
GasA
Ex
Y
SBrkr
866
913
0
1,779
0
0
2
1
3
1
Gd
6
Typ
0
null
Attchd
1,998
RFn
2
546
TA
TA
Y
198
36
0
0
0
0
null
null
null
0
3
2,009
WD
Normal
197,900
1,203
50
RM
50
6,000
Pave
null
Reg
Lvl
AllPub
Corner
Gtl
BrkSide
Norm
Norm
1Fam
1.5Fin
5
8
1,925
1,997
Gable
CompShg
Wd Sdng
Wd Sdng
null
0
TA
TA
BrkTil
TA
TA
No
Unf
0
Unf
0
884
884
GasA
Ex
Y
SBrkr
884
464
0
1,348
1
0
1
0
3
1
TA
5
Typ
1
Fa
Detchd
1,960
Unf
1
216
TA
TA
N
0
0
208
0
0
0
null
null
null
0
5
2,009
WD
Normal
117,000
1,204
20
RL
75
9,750
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
CollgCr
Norm
Norm
1Fam
1Story
7
5
2,000
2,001
Gable
CompShg
VinylSd
VinylSd
BrkFace
171
Gd
TA
PConc
Gd
TA
No
Unf
0
Unf
0
1,630
1,630
GasA
Ex
Y
SBrkr
1,630
0
0
1,630
0
0
2
0
3
1
Gd
6
Typ
1
TA
Attchd
2,000
Unf
2
451
TA
TA
Y
74
234
0
0
0
0
null
null
null
0
10
2,009
WD
Normal
213,000
1,205
20
RL
78
10,140
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
NWAmes
Norm
Norm
1Fam
1Story
5
6
1,975
1,975
Gable
CompShg
HdBoard
HdBoard
null
0
TA
TA
CBlock
Gd
TA
No
ALQ
788
Unf
0
268
1,056
GasA
Ex
Y
SBrkr
1,074
0
0
1,074
1
0
1
1
3
1
TA
6
Typ
0
null
Attchd
1,975
RFn
2
495
TA
TA
Y
0
88
0
0
0
0
null
MnPrv
null
0
7
2,006
WD
Normal
153,500
1,206
20
RL
90
14,684
Pave
null
IR1
Lvl
AllPub
CulDSac
Gtl
SawyerW
Norm
Norm
1Fam
1Story
7
7
1,990
1,991
Hip
CompShg
HdBoard
HdBoard
BrkFace
234
Gd
TA
CBlock
Gd
TA
Mn
ALQ
485
BLQ
177
1,496
2,158
GasA
Gd
Y
SBrkr
2,196
0
0
2,196
0
0
2
0
3
1
Gd
7
Typ
1
TA
Attchd
1,990
RFn
3
701
TA
TA
Y
84
70
0
0
0
0
null
null
null
0
6
2,009
WD
Normal
271,900
1,207
20
RH
null
8,900
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
SawyerW
Norm
Norm
1Fam
1Story
4
4
1,966
1,966
Gable
CompShg
HdBoard
HdBoard
null
0
TA
TA
CBlock
TA
TA
No
Rec
1,056
Unf
0
0
1,056
GasA
TA
Y
SBrkr
1,056
0
0
1,056
1
0
1
0
2
1
TA
5
Typ
0
null
Detchd
1,966
Unf
1
384
TA
TA
Y
0
42
0
0
0
0
null
MnPrv
null
0
11
2,006
WD
Normal
107,000
1,208
20
RL
70
9,135
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
CollgCr
Norm
Norm
1Fam
1Story
6
5
2,003
2,003
Gable
CompShg
VinylSd
VinylSd
BrkFace
120
Gd
TA
PConc
Gd
TA
Av
GLQ
340
Unf
0
1,342
1,682
GasA
Ex
Y
SBrkr
1,700
0
0
1,700
1
0
2
0
3
1
Gd
7
Typ
0
null
Attchd
2,003
RFn
2
544
TA
TA
Y
192
23
0
0
0
0
null
null
null
0
5
2,006
WD
Normal
200,000
1,209
20
RL
70
7,763
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
NAmes
Norm
Norm
1Fam
1Story
5
7
1,962
1,980
Gable
CompShg
MetalSd
MetalSd
null
0
TA
Gd
CBlock
TA
TA
No
Rec
504
BLQ
108
319
931
GasA
TA
Y
SBrkr
1,283
0
0
1,283
1
0
1
0
3
1
TA
6
Typ
0
null
Detchd
1,980
Unf
2
506
TA
TA
Y
0
0
0
0
0
0
null
null
null
0
10
2,008
WD
Normal
140,000
1,210
20
RL
85
10,182
Pave
null
IR1
Lvl
AllPub
CulDSac
Gtl
Somerst
RRNn
Norm
1Fam
1Story
8
5
2,006
2,006
Hip
CompShg
VinylSd
VinylSd
Stone
420
Gd
TA
PConc
Ex
TA
Mn
GLQ
1,220
Unf
0
440
1,660
GasA
Ex
Y
SBrkr
1,660
0
0
1,660
1
0
2
0
3
1
Gd
8
Typ
1
Gd
Attchd
2,006
RFn
2
500
TA
TA
Y
322
50
0
0
0
0
null
null
null
0
5
2,006
New
Partial
290,000
1,211
60
RL
70
11,218
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
SawyerW
Norm
Norm
1Fam
2Story
6
5
1,992
1,992
Gable
CompShg
Wd Sdng
Wd Sdng
null
0
Gd
TA
PConc
Gd
TA
No
Unf
0
Unf
0
1,055
1,055
GasA
Ex
Y
SBrkr
1,055
790
0
1,845
0
0
2
1
3
1
Gd
8
Typ
1
TA
Attchd
1,992
RFn
2
462
TA
TA
Y
635
104
0
0
0
0
null
GdPrv
Shed
400
5
2,010
WD
Normal
189,000
1,212
50
RL
152
12,134
Pave
null
IR1
Bnk
AllPub
Inside
Mod
Gilbert
Norm
Norm
1Fam
1.5Fin
8
7
1,988
2,005
Gable
CompShg
Wd Sdng
Wd Sdng
null
0
Gd
TA
Wood
Gd
TA
Av
GLQ
427
Unf
0
132
559
GasA
Gd
Y
SBrkr
1,080
672
0
1,752
0
0
2
0
4
1
TA
8
Typ
0
null
Basment
1,988
RFn
2
492
TA
TA
Y
325
12
0
0
0
0
null
null
null
0
6
2,010
WD
Normal
164,000
1,213
30
RL
50
9,340
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
Edwards
Norm
Norm
1Fam
1Story
4
6
1,941
1,950
Hip
CompShg
MetalSd
MetalSd
null
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
null
Attchd
1,941
Unf
1
234
TA
TA
N
0
113
0
0
0
0
null
null
null
0
8
2,009
WD
Normal
113,000
1,214
80
RL
null
10,246
Pave
null
IR1
Lvl
AllPub
CulDSac
Gtl
Sawyer
Norm
Norm
1Fam
SLvl
4
9
1,965
2,001
Gable
CompShg
VinylSd
VinylSd
null
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
null
Attchd
1,965
Unf
1
364
TA
TA
Y
88
0
0
0
0
0
null
null
null
0
5
2,006
WD
Normal
145,000
1,215
85
RL
69
10,205
Pave
null
IR1
Lvl
AllPub
Inside
Gtl
NAmes
Norm
Norm
1Fam
SFoyer
5
5
1,962
1,962
Gable
CompShg
MetalSd
MetalSd
null
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
null
Attchd
1,962
Unf
1
300
TA
TA
Y
150
72
0
0
0
0
null
null
null
0
5
2,006
WD
Normal
134,500
1,216
20
RL
99
7,094
Pave
null
IR1
Lvl
AllPub
Inside
Gtl
Sawyer
Norm
Norm
1Fam
1Story
5
5
1,966
1,966
Gable
CompShg
VinylSd
VinylSd
null
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
null
Detchd
1,966
RFn
1
384
TA
TA
Y
0
0
0
0
0
0
null
MnPrv
null
0
5
2,007
WD
Normal
125,000
1,217
90
RM
68
8,930
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
Sawyer
RRAe
Norm
Duplex
1.5Fin
6
5
1,978
1,978
Gable
CompShg
VinylSd
VinylSd
null
0
TA
TA
Slab
null
null
null
null
0
null
0
0
0
GasA
TA
Y
SBrkr
1,318
584
0
1,902
0
0
2
0
4
2
TA
8
Typ
0
null
Attchd
1,978
Unf
2
539
TA
TA
Y
0
0
0
0
0
0
null
null
null
0
4
2,010
WD
Normal
112,000
1,218
20
FV
72
8,640
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
Somerst
Norm
Norm
1Fam
1Story
8
5
2,009
2,009
Gable
CompShg
CemntBd
CmentBd
Stone
72
Gd
TA
PConc
Gd
TA
Mn
GLQ
936
Unf
0
364
1,300
GasA
Ex
Y
SBrkr
1,314
0
0
1,314
1
0
2
0
3
1
Gd
6
Typ
0
null
Attchd
2,009
RFn
2
552
TA
TA
Y
135
112
0
0
0
0
null
null
null
0
9
2,009
New
Partial
229,456
1,219
50
RM
52
6,240
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
BrkSide
Norm
Norm
1Fam
1.5Fin
4
5
1,947
1,950
Gable
CompShg
AsbShng
AsbShng
null
0
TA
TA
Slab
null
null
null
null
0
null
0
0
0
GasA
Gd
N
SBrkr
672
240
0
912
0
0
1
0
2
1
TA
3
Typ
0
null
null
null
null
0
0
null
null
N
0
0
0
0
0
0
null
null
null
0
7
2,006
WD
Normal
80,500
1,220
160
RM
21
1,680
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
BrDale
Norm
Norm
Twnhs
2Story
6
5
1,971
1,971
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
1,218
0
0
1
1
3
1
TA
7
Typ
0
null
null
null
null
0
0
null
null
N
201
0
0
0
0
0
null
null
null
0
4
2,006
WD
Abnorml
91,500
1,221
20
RL
66
7,800
Pave
null
IR1
Lvl
AllPub
Inside
Gtl
NAmes
Norm
Norm
1Fam
1Story
5
5
1,964
1,964
Gable
CompShg
Wd Sdng
Wd Sdng
null
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
null
Attchd
1,964
Unf
1
288
TA
TA
Y
0
0
0
0
0
0
null
null
null
0
11
2,006
WD
Abnorml
115,000
1,222
20
RL
55
8,250
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
Sawyer
Feedr
Norm
1Fam
1Story
5
5
1,968
1,968
Hip
CompShg
HdBoard
HdBoard
null
0
TA
TA
CBlock
TA
TA
No
BLQ
250
LwQ
492
210
952
GasA
Ex
Y
SBrkr
1,211
0
0
1,211
0
0
1
0
3
1
TA
5
Typ
1
TA
Attchd
1,968
Unf
1
322
TA
TA
Y
0
63
0
0
0
0
null
null
null
0
8
2,008
WD
Normal
134,000
1,223
50
RL
78
10,496
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
NAmes
Artery
Norm
1Fam
1.5Fin
6
6
1,949
1,950
Gable
CompShg
Wd Sdng
Wd Sdng
BrkFace
320
TA
TA
CBlock
TA
TA
Mn
Rec
196
Unf
0
844
1,040
GasA
Ex
Y
SBrkr
1,168
678
0
1,846
0
0
2
0
3
1
TA
7
Typ
1
Gd
Attchd
1,949
Unf
1
315
TA
TA
Y
0
0
0
0
0
0
null
GdWo
null
0
1
2,007
WD
Normal
143,000
1,224
20
RL
89
10,680
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
NAmes
Norm
Norm
1Fam
1Story
5
3
1,951
1,951
Hip
CompShg
Wd Sdng
Wd Sdng
BrkFace
44
TA
TA
CBlock
TA
Fa
No
LwQ
756
Unf
0
1,380
2,136
GasA
TA
N
FuseA
2,136
0
0
2,136
0
0
2
0
4
1
TA
7
Mod
0
null
Detchd
1,951
Unf
2
528
TA
TA
Y
0
30
0
0
0
0
null
MnPrv
null
0
10
2,006
WD
Normal
137,900
1,225
60
RL
60
15,384
Pave
null
IR1
Lvl
AllPub
Inside
Gtl
Gilbert
RRAn
Norm
1Fam
2Story
7
5
2,004
2,005
Gable
CompShg
VinylSd
VinylSd
null
0
Gd
TA
PConc
Gd
TA
Av
GLQ
724
Unf
0
64
788
GasA
Ex
Y
SBrkr
788
702
0
1,490
1
0
2
1
3
1
Gd
8
Typ
1
Gd
Attchd
2,004
Fin
2
388
TA
TA
Y
100
75
0
0
0
0
null
null
null
0
2
2,008
WD
Normal
184,000
1,226
80
RL
65
10,482
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
NAmes
Norm
Norm
1Fam
SLvl
6
8
1,958
1,958
Hip
CompShg
VinylSd
VinylSd
BrkFace
63
TA
Gd
CBlock
TA
TA
Av
GLQ
507
Unf
0
81
588
GasA
Ex
Y
SBrkr
1,138
0
0
1,138
0
1
1
0
3
1
TA
6
Typ
0
null
Attchd
1,958
RFn
1
264
TA
TA
Y
224
0
0
0
0
0
null
MnWw
null
0
6
2,007
WD
Normal
145,000
1,227
60
RL
86
14,598
Pave
null
IR1
Lvl
AllPub
CulDSac
Gtl
Somerst
Feedr
Norm
1Fam
2Story
6
5
2,007
2,007
Gable
CompShg
VinylSd
VinylSd
Stone
74
Gd
TA
PConc
Gd
TA
Mn
Unf
0
Unf
0
894
894
GasA
Ex
Y
SBrkr
894
1,039
0
1,933
0
0
2
1
4
1
Gd
9
Typ
1
Gd
BuiltIn
2,007
Fin
3
668
TA
TA
Y
100
18
0
0
0
0
null
null
null
0
1
2,008
WD
Normal
214,000
1,228
20
RL
72
8,872
Pave
null
Reg
Lvl
AllPub
Corner
Gtl
NAmes
Norm
Norm
1Fam
1Story
5
8
1,965
2,008
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
null
Detchd
1,992
Unf
2
576
TA
TA
Y
0
240
0
0
0
0
null
null
null
0
12
2,008
WD
Normal
147,000
1,229
120
RL
65
8,769
Pave
null
Reg
Lvl
AllPub
Corner
Gtl
NridgHt
Norm
Norm
TwnhsE
1Story
9
5
2,008
2,008
Hip
CompShg
MetalSd
MetalSd
BrkFace
766
Ex
TA
PConc
Ex
TA
No
GLQ
1,540
Unf
0
162
1,702
GasA
Ex
Y
SBrkr
1,702
0
0
1,702
1
0
1
1
1
1
Ex
7
Typ
1
Gd
Attchd
2,008
Fin
3
1,052
TA
TA
Y
0
72
0
0
224
0
null
null
null
0
10
2,008
New
Partial
367,294
1,230
80
RL
70
7,910
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
NAmes
Norm
Norm
1Fam
SLvl
5
5
1,960
1,960
Hip
CompShg
BrkFace
HdBoard
null
0
TA
TA
CBlock
TA
TA
No
ALQ
666
Unf
0
409
1,075
GasA
Gd
Y
SBrkr
1,507
0
0
1,507
0
0
2
0
4
1
TA
7
Maj1
0
null
Basment
1,960
Unf
1
404
TA
TA
Y
0
0
0
0
0
0
null
GdWo
null
0
8
2,008
WD
Normal
127,000
1,231
90
RL
null
18,890
Pave
null
IR1
Lvl
AllPub
Inside
Gtl
Sawyer
Feedr
RRAe
Duplex
1.5Fin
5
5
1,977
1,977
Shed
CompShg
Plywood
Plywood
null
1
TA
TA
CBlock
Gd
TA
No
GLQ
498
Rec
211
652
1,361
GasA
Ex
Y
SBrkr
1,361
1,259
0
2,620
0
0
2
2
4
2
TA
12
Typ
1
TA
BuiltIn
1,977
RFn
2
600
TA
TA
N
155
24
145
0
0
0
null
null
Gar2
8,300
8
2,007
WD
Normal
190,000
1,232
90
RL
70
7,728
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
NAmes
Norm
Norm
Duplex
SLvl
5
6
1,962
1,962
Hip
CompShg
Wd Sdng
Wd Sdng
BrkFace
120
TA
TA
CBlock
TA
TA
Av
ALQ
803
Unf
0
303
1,106
GasA
TA
Y
SBrkr
1,190
0
0
1,190
1
0
1
0
3
1
TA
6
Typ
0
null
Attchd
1,962
Unf
2
540
TA
TA
Y
0
18
0
0
0
0
null
GdWo
null
0
5
2,006
WD
Normal
132,500
1,233
90
RL
70
9,842
Pave
null
Reg
Lvl
AllPub
FR2
Gtl
NAmes
Norm
Norm
Duplex
1Story
4
5
1,962
1,962
Gable
CompShg
HdBoard
HdBoard
null
0
TA
TA
Slab
null
null
null
null
0
null
0
0
0
GasA
TA
Y
SBrkr
1,224
0
0
1,224
0
0
2
0
2
2
TA
6
Typ
0
null
CarPort
1,962
Unf
2
462
TA
TA
Y
0
0
0
0
0
0
null
null
null
0
3
2,007
WD
Normal
101,800
1,234
20
RL
null
12,160
Pave
null
IR1
Lvl
AllPub
Inside
Gtl
NAmes
Norm
Norm
1Fam
1Story
5
5
1,959
1,959
Hip
CompShg
Plywood
Plywood
BrkFace
180
TA
TA
CBlock
TA
TA
No
Rec
1,000
Unf
0
188
1,188
GasA
Fa
Y
SBrkr
1,188
0
0
1,188
1
0
1
0
3
1
TA
6
Typ
0
null
Attchd
1,959
RFn
2
531
TA
TA
Y
0
0
0
0
0
0
null
MnPrv
null
0
5
2,010
COD
Abnorml
142,000
1,235
70
RH
55
8,525
Pave
null
Reg
Bnk
AllPub
Inside
Gtl
SWISU
Norm
Norm
1Fam
2Story
5
6
1,911
1,950
Gable
CompShg
MetalSd
MetalSd
null
0
TA
TA
PConc
TA
TA
Av
Unf
0
Unf
0
940
940
GasA
TA
N
FuseA
1,024
940
0
1,964
0
0
1
1
4
1
TA
7
Typ
0
null
null
null
null
0
0
null
null
N
0
192
0
0
0
0
null
null
null
0
11
2,008
WD
Abnorml
130,000
1,236
70
RL
96
13,132
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
Crawfor
Norm
Norm
1Fam
2Story
5
5
1,914
1,950
Gable
CompShg
Wd Sdng
Wd Sdng
null
0
TA
TA
BrkTil
Gd
TA
Mn
Unf
0
Unf
0
747
747
GasA
Gd
Y
FuseF
892
892
0
1,784
0
0
1
1
4
1
TA
9
Typ
0
null
Detchd
1,914
Unf
1
180
Fa
Fa
N
203
40
0
0
0
0
null
null
null
0
7
2,006
WD
Normal
138,887
1,237
160
RL
36
2,628
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
NridgHt
Norm
Norm
Twnhs
2Story
7
5
2,003
2,003
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
1,626
0
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
6
2,010
WD
Normal
175,500
1,238
60
RL
41
12,393
Pave
null
IR2
Lvl
AllPub
FR2
Gtl
CollgCr
Norm
Norm
1Fam
2Story
7
5
2,004
2,005
Gable
CompShg
VinylSd
VinylSd
null
0
Gd
TA
PConc
Gd
TA
No
Unf
0
Unf
0
847
847
GasA
Ex
Y
SBrkr
847
1,101
0
1,948
0
0
2
1
4
1
Gd
8
Typ
1
Gd
BuiltIn
2,004
Fin
2
434
TA
TA
Y
100
48
0
0
0
0
null
null
null
0
9
2,006
WD
Normal
195,000
1,239
20
RL
63
13,072
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
SawyerW
RRAe
Norm
1Fam
1Story
6
5
2,005
2,005
Gable
CompShg
VinylSd
VinylSd
null
0
Gd
TA
PConc
Gd
TA
No
Unf
0
Unf
0
1,141
1,141
GasA
Ex
Y
SBrkr
1,141
0
0
1,141
0
0
1
1
3
1
TA
6
Typ
0
null
Detchd
2,005
Unf
2
484
TA
TA
Y
0
0
0
0
0
0
null
null
null
0
3
2,006
WD
Abnorml
142,500
1,240
20
RL
64
9,037
Pave
null
IR1
HLS
AllPub
Inside
Gtl
Timber
Norm
Norm
1Fam
1Story
8
5
2,006
2,006
Hip
CompShg
VinylSd
VinylSd
BrkFace
32
Gd
TA
PConc
Gd
TA
Av
GLQ
428
Unf
0
1,048
1,476
GasA
Ex
Y
SBrkr
1,484
0
0
1,484
0
0
2
0
2
1
Ex
6
Typ
1
Gd
Attchd
2,006
RFn
2
472
TA
TA
Y
120
33
0
0
0
0
null
null
null
0
12
2,007
WD
Normal
265,900
1,241
60
RL
65
8,158
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
CollgCr
Norm
Norm
1Fam
2Story
7
5
2,003
2,003
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
1,768
1
0
2
1
3
1
Gd
8
Typ
0
null
Attchd
2,003
RFn
2
543
TA
TA
Y
0
63
0
0
0
0
null
null
null
0
7
2,008
WD
Normal
224,900
1,242
20
RL
83
9,849
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
Somerst
Norm
Norm
1Fam
1Story
7
6
2,007
2,007
Hip
CompShg
VinylSd
VinylSd
Stone
0
Gd
TA
PConc
Gd
TA
Av
Unf
0
Unf
0
1,689
1,689
GasA
Ex
Y
SBrkr
1,689
0
0
1,689
0
0
2
0
3
1
Gd
7
Typ
0
null
Attchd
2,007
RFn
3
954
TA
TA
Y
0
56
0
0
0
0
null
null
null
0
6
2,007
New
Partial
248,328
1,243
85
RL
85
10,625
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
NWAmes
Norm
Norm
1Fam
SFoyer
7
6
1,974
1,974
Gable
CompShg
Plywood
Plywood
BrkFace
81
TA
TA
CBlock
Gd
TA
Gd
GLQ
885
LwQ
168
0
1,053
GasA
TA
Y
SBrkr
1,173
0
0
1,173
1
0
2
0
3
1
Gd
6
Typ
2
TA
Attchd
1,974
RFn
2
528
TA
TA
Y
0
120
0
0
0
0
null
MnPrv
null
0
1
2,010
WD
Family
170,000
1,244
20
RL
107
13,891
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
NridgHt
Norm
Norm
1Fam
1Story
10
5
2,006
2,006
Gable
CompShg
VinylSd
VinylSd
null
null
Ex
TA
PConc
Ex
Gd
Gd
GLQ
1,386
Unf
0
690
2,076
GasA
Ex
Y
SBrkr
2,076
0
0
2,076
1
0
2
1
2
1
Ex
7
Typ
1
Gd
Attchd
2,006
Fin
3
850
TA
TA
Y
216
229
0
0
0
0
null
null
null
0
9
2,006
New
Partial
465,000
1,245
70
RL
null
11,435
Pave
null
IR1
HLS
AllPub
Corner
Mod
Crawfor
Norm
Norm
1Fam
2Story
8
7
1,929
1,950
Gable
CompShg
BrkFace
Stucco
null
0
TA
TA
PConc
Gd
TA
No
Unf
0
Unf
0
792
792
GasA
Fa
Y
SBrkr
792
725
0
1,517
0
0
1
0
3
1
Gd
7
Typ
2
Gd
Detchd
1,931
Unf
2
400
TA
TA
Y
0
0
0
0
0
0
null
null
null
0
6
2,006
WD
Normal
230,000
1,246
80
RL
78
12,090
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
NWAmes
Norm
Norm
1Fam
SLvl
6
7
1,984
2,003
Hip
CompShg
VinylSd
VinylSd
BrkFace
74
TA
TA
CBlock
Gd
TA
No
Unf
0
Unf
0
585
585
GasA
Ex
Y
SBrkr
1,140
728
0
1,868
0
0
3
1
3
1
TA
7
Typ
1
TA
BuiltIn
1,984
Fin
2
477
TA
TA
Y
268
112
0
0
147
0
null
null
null
0
1
2,007
WD
Abnorml
178,000
1,247
60
FV
65
8,125
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
Somerst
Norm
Norm
1Fam
2Story
7
5
2,005
2,006
Gable
CompShg
VinylSd
VinylSd
null
0
Gd
TA
PConc
Gd
TA
No
Unf
0
Unf
0
756
756
GasA
Ex
Y
SBrkr
756
797
0
1,553
0
0
2
1
3
1
Gd
6
Typ
0
null
Attchd
2,005
RFn
2
615
TA
TA
Y
0
45
0
0
0
0
null
null
null
0
3
2,006
New
Partial
186,500
1,248
80
RL
null
12,328
Pave
null
IR1
Lvl
AllPub
Inside
Gtl
Mitchel
Norm
Norm
1Fam
SLvl
6
5
1,976
1,976
Gable
CompShg
HdBoard
HdBoard
BrkFace
335
TA
TA
CBlock
TA
TA
Av
GLQ
539
Unf
0
473
1,012
GasA
TA
Y
SBrkr
1,034
0
0
1,034
1
0
1
0
3
1
TA
6
Typ
0
null
Attchd
1,976
Unf
3
888
TA
TA
Y
0
0
0
0
0
0
null
null
null
0
5
2,010
WD
Normal
169,900
1,249
75
RM
60
9,600
Pave
Grvl
Reg
Lvl
AllPub
Inside
Gtl
OldTown
Norm
Norm
1Fam
2.5Unf
6
5
1,917
1,950
Gable
CompShg
AsbShng
AsbShng
null
0
TA
TA
BrkTil
Gd
TA
No
Rec
319
Unf
0
416
735
OthW
Fa
N
SBrkr
1,134
924
0
2,058
0
0
1
1
3
1
TA
8
Typ
1
Gd
Detchd
1,950
Unf
2
396
Fa
Fa
P
0
0
259
0
0
0
null
null
null
0
4
2,008
WD
Normal
129,500
1,250
20
RL
60
7,200
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
NAmes
Norm
Norm
1Fam
1Story
5
7
1,950
1,950
Gable
CompShg
MetalSd
MetalSd
null
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
null
Attchd
1,950
Unf
1
276
TA
TA
Y
0
80
0
0
0
0
null
null
null
0
5
2,007
WD
Normal
119,000
1,251
20
RL
93
11,160
Pave
null
Reg
Lvl
AllPub
Corner
Gtl
NAmes
Norm
Norm
1Fam
1Story
7
5
1,968
1,968
Hip
CompShg
BrkFace
BrkFace
null
0
Gd
TA
CBlock
TA
TA
No
ALQ
1,065
Unf
0
1,045
2,110
GasA
Ex
Y
SBrkr
2,110
0
0
2,110
1
0
2
1
3
1
Ex
8
Typ
2
TA
Attchd
1,968
Fin
2
522
TA
TA
Y
0
0
0
0
0
0
null
null
null
0
4
2,010
WD
Normal
244,000
1,252
120
RL
null
3,136
Pave
null
IR1
Lvl
AllPub
Corner
Gtl
NridgHt
Norm
Norm
TwnhsE
1Story
7
5
2,003
2,003
Gable
CompShg
VinylSd
Wd Shng
Stone
163
Gd
TA
PConc
Gd
TA
No
Unf
0
Unf
0
1,405
1,405
GasA
Ex
Y
SBrkr
1,405
0
0
1,405
0
0
2
0
2
1
Gd
6
Typ
1
Gd
Attchd
2,003
RFn
2
478
TA
TA
Y
148
36
0
0
0
0
null
null
null
0
3
2,006
WD
Normal
171,750
1,253
20
RL
62
9,858
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
Mitchel
Norm
Norm
1Fam
1Story
5
6
1,968
1,968
Gable
CompShg
HdBoard
HdBoard
null
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
null
Attchd
1,968
RFn
1
288
TA
TA
Y
33
0
0
0
0
0
null
GdWo
Shed
600
11
2,009
WD
Normal
130,000
1,254
60
RL
null
17,542
Pave
null
IR1
Lvl
AllPub
Inside
Gtl
Veenker
Norm
Norm
1Fam
2Story
7
7
1,974
2,003
Gable
CompShg
Wd Sdng
Wd Sdng
null
0
Gd
TA
CBlock
TA
TA
Gd
LwQ
125
ALQ
1,031
36
1,192
GasA
TA
Y
SBrkr
1,516
651
0
2,167
1
0
2
1
3
1
Gd
9
Typ
2
Gd
Attchd
1,974
RFn
2
518
TA
TA
Y
220
47
0
0
0
0
null
MnPrv
null
0
7
2,007
WD
Normal
294,000
1,255
60
RL
60
6,931
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
Edwards
Norm
Norm
1Fam
2Story
7
5
2,003
2,004
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
1,656
0
0
2
1
3
1
Gd
7
Typ
1
Gd
BuiltIn
2,003
Fin
2
397
TA
TA
Y
178
128
0
0
0
0
null
null
null
0
7
2,008
WD
Normal
165,400
1,256
50
RM
52
6,240
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
BrkSide
Norm
Norm
1Fam
1.5Fin
6
6
1,931
1,950
Gable
CompShg
Wd Sdng
Wd Sdng
null
0
TA
TA
BrkTil
TA
Fa
No
LwQ
425
Unf
0
459
884
GasA
TA
Y
FuseA
959
408
0
1,367
0
0
1
0
3
1
TA
6
Typ
1
Gd
Detchd
1,978
Unf
1
560
TA
TA
Y
0
0
0
0
120
0
null
null
null
0
11
2,007
WD
Normal
127,500
1,257
20
RL
91
14,303
Pave
null
IR1
Lvl
AllPub
Corner
Gtl
NoRidge
Norm
Norm
1Fam
1Story
8
5
1,994
1,994
Hip
CompShg
HdBoard
HdBoard
BrkFace
554
Gd
TA
PConc
Gd
TA
Gd
GLQ
1,314
Unf
0
672
1,986
GasA
Ex
Y
SBrkr
1,987
0
0
1,987
1
0
2
0
2
1
Gd
7
Typ
1
TA
Attchd
1,994
Fin
2
691
TA
TA
Y
262
36
0
0
0
0
null
null
null
0
8
2,008
WD
Normal
301,500
1,258
30
RL
56
4,060
Pave
null
Reg
Lvl
AllPub
Corner
Gtl
Edwards
Feedr
Norm
1Fam
1Story
5
8
1,922
1,950
Gable
CompShg
Wd Sdng
Wd Sdng
null
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
null
null
null
null
0
0
null
null
Y
0
96
0
0
0
0
null
null
null
0
7
2,009
WD
Normal
99,900
1,259
80
RL
59
9,587
Pave
null
IR1
Lvl
AllPub
Inside
Gtl
Gilbert
Norm
Norm
1Fam
SLvl
7
5
2,005
2,005
Gable
CompShg
VinylSd
VinylSd
Stone
182
Gd
TA
PConc
Gd
TA
Gd
GLQ
655
Unf
0
201
856
GasA
Ex
Y
SBrkr
1,166
0
0
1,166
1
0
2
0
2
1
Gd
5
Typ
0
null
Attchd
2,005
Fin
2
400
TA
TA
Y
212
0
0
0
0
0
null
null
null
0
7
2,008
WD
Normal
190,000
1,260
20
RL
65
9,750
Pave
null
Reg
Lvl
AllPub
FR2
Gtl
NAmes
Norm
Norm
1Fam
1Story
6
8
1,969
1,969
Gable
CompShg
HdBoard
HdBoard
null
0
TA
TA
CBlock
Gd
TA
No
ALQ
602
LwQ
438
14
1,054
GasA
Gd
Y
SBrkr
1,054
0
0
1,054
1
0
1
1
3
1
TA
6
Typ
0
null
Attchd
1,969
Unf
2
460
TA
TA
Y
180
0
0
0
80
0
null
null
null
0
7
2,008
WD
Normal
151,000
1,261
60
RL
null
24,682
Pave
null
IR3
Lvl
AllPub
CulDSac
Gtl
Gilbert
RRAn
Norm
1Fam
2Story
6
5
1,999
1,999
Gable
CompShg
VinylSd
VinylSd
null
0
TA
TA
PConc
Gd
TA
No
Unf
0
Unf
0
841
841
GasA
Ex
Y
SBrkr
892
783
0
1,675
0
0
2
1
3
1
TA
7
Typ
1
TA
BuiltIn
1,999
Fin
2
502
TA
TA
Y
0
103
0
0
0
0
null
null
null
0
6
2,009
WD
Normal
181,000
1,262
20
RL
80
9,600
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
NAmes
Norm
Norm
1Fam
1Story
5
6
1,956
1,956
Hip
CompShg
MetalSd
MetalSd
null
0
TA
TA
CBlock
TA
TA
No
Rec
504
Unf
0
546
1,050
GasA
Gd
Y
SBrkr
1,050
0
0
1,050
0
0
1
0
2
1
TA
5
Typ
0
null
Attchd
1,956
Unf
1
338
TA
TA
Y
0
0
0
0
0
0
null
null
null
0
6
2,009
WD
Normal
128,900
1,263
50
RL
null
11,250
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
ClearCr
Norm
Norm
1Fam
1.5Fin
4
5
1,957
1,989
Gable
CompShg
Wd Sdng
Wd Sdng
null
0
TA
TA
CBlock
TA
TA
Av
Unf
0
Unf
0
1,104
1,104
GasA
Ex
Y
FuseA
1,104
684
0
1,788
1
0
1
0
5
1
TA
8
Min2
2
TA
Attchd
1,957
Unf
1
304
TA
TA
Y
120
0
0
0
0
0
null
null
null
0
11
2,009
WD
Normal
161,500
1,264
70
RL
60
13,515
Pave
Pave
Reg
Lvl
AllPub
Inside
Gtl
BrkSide
Norm
Norm
1Fam
2Story
6
6
1,919
1,950
Gambrel
CompShg
Wd Sdng
Wd Sdng
null
0
TA
TA
PConc
TA
TA
No
Unf
0
Unf
0
764
764
GasA
Ex
Y
FuseA
1,060
764
0
1,824
0
0
1
0
3
1
TA
8
Typ
1
Gd
Detchd
1,940
Unf
2
520
TA
TA
N
0
0
126
0
0
0
null
GdPrv
null
0
7
2,007
WD
Normal
180,500
1,265
120
RH
34
4,060
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
NAmes
Norm
Norm
TwnhsE
1Story
6
5
1,998
1,999
Gable
CompShg
MetalSd
MetalSd
null
0
Gd
TA
PConc
Gd
TA
No
GLQ
266
Unf
0
1,139
1,405
GasA
Ex
Y
SBrkr
1,337
0
0
1,337
1
0
2
0
2
1
Gd
5
Typ
0
null
Attchd
1,998
Fin
2
511
TA
TA
Y
144
68
0
0
0
0
null
null
null
0
8
2,008
COD
Abnorml
181,000
1,266
160
FV
35
3,735
Pave
null
Reg
Lvl
AllPub
FR3
Gtl
Somerst
Norm
Norm
TwnhsE
2Story
7
5
1,999
1,999
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
1,452
1
0
2
1
3
1
Gd
6
Typ
0
null
Detchd
1,999
Unf
2
506
TA
TA
Y
0
34
0
0
0
0
null
null
null
0
3
2,006
WD
Normal
183,900
1,267
190
RM
60
10,120
Pave
null
IR1
Bnk
AllPub
Inside
Gtl
OldTown
Feedr
Norm
2fmCon
2.5Unf
7
4
1,910
1,950
Hip
CompShg
Wd Sdng
Wd Sdng
null
0
Fa
TA
CBlock
TA
TA
No
Unf
0
Unf
0
925
925
GasA
TA
N
FuseF
964
925
0
1,889
0
0
1
1
4
2
TA
9
Typ
1
Gd
Detchd
1,960
Unf
1
308
TA
TA
N
0
0
264
0
0
0
null
MnPrv
null
0
1
2,007
WD
Normal
122,000
1,268
20
RL
89
13,214
Pave
null
IR1
HLS
AllPub
Inside
Gtl
Timber
Norm
Norm
1Fam
1Story
9
5
2,008
2,009
Hip
CompShg
Stucco
CmentBd
null
0
Ex
TA
PConc
Ex
TA
Gd
Unf
0
Unf
0
2,002
2,002
GasA
Ex
Y
SBrkr
2,018
0
0
2,018
0
0
2
0
3
1
Ex
10
Typ
1
Gd
Attchd
2,009
Fin
3
746
TA
TA
Y
144
76
0
0
0
0
null
null
null
0
5
2,010
WD
Normal
378,500
1,269
50
RL
null
14,100
Pave
null
IR1
Lvl
AllPub
Inside
Mod
Crawfor
Norm
Norm
1Fam
1.5Fin
8
9
1,935
1,997
Gable
CompShg
Stucco
Stucco
BrkFace
632
TA
Gd
CBlock
TA
TA
Mn
Rec
192
Unf
0
536
728
GasA
Ex
Y
SBrkr
1,968
1,479
0
3,447
0
0
3
1
4
1
Gd
11
Typ
2
Gd
BuiltIn
1,982
Unf
3
1,014
TA
TA
Y
314
12
0
0
0
0
null
GdWo
null
0
5
2,008
WD
Normal
381,000
1,270
50
RL
78
11,344
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
NAmes
Feedr
Norm
1Fam
1.5Fin
5
5
1,958
1,958
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
1,524
0
0
1
1
3
1
TA
7
Typ
0
null
Attchd
1,958
Unf
1
315
TA
TA
Y
0
0
0
0
0
0
null
GdWo
null
0
7
2,007
WD
Normal
144,000
1,271
40
RL
null
23,595
Pave
null
Reg
Low
AllPub
Inside
Sev
ClearCr
Norm
Norm
1Fam
1Story
7
6
1,979
1,979
Shed
WdShake
Plywood
Plywood
null
0
Gd
TA
PConc
Gd
TA
Gd
GLQ
1,258
Unf
0
74
1,332
GasA
TA
Y
SBrkr
1,332
192
0
1,524
2
0
0
1
0
1
Gd
4
Typ
1
TA
Attchd
1,979
Fin
2
586
TA
TA
Y
268
0
0
0
0
0
null
null
null
0
4
2,010
WD
Normal
260,000
1,272
20
RL
null
9,156
Pave
null
IR1
Lvl
AllPub
Inside
Gtl
NWAmes
PosN
Norm
1Fam
1Story
6
7
1,968
1,968
Hip
CompShg
BrkFace
BrkFace
null
0
TA
TA
CBlock
TA
TA
No
Unf
0
Unf
0
1,489
1,489
GasA
Gd
Y
SBrkr
1,489
0
0
1,489
0
0
2
0
3
1
Gd
7
Typ
1
Gd
Attchd
1,968
RFn
2
462
TA
TA
Y
0
0
0
0
0
0
null
null
null
0
8
2,009
WD
Normal
185,750
1,273
20
RL
null
13,526
Pave
null
IR1
Lvl
AllPub
CulDSac
Gtl
Sawyer
Norm
Norm
1Fam
1Story
5
6
1,965
1,965
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
null
Attchd
1,965
Unf
1
288
TA
TA
Y
180
0
0
0
0
0
null
MnPrv
null
0
11
2,006
WD
Normal
137,000
1,274
80
RL
124
11,512
Pave
null
IR1
Lvl
AllPub
Corner
Gtl
Edwards
Norm
Norm
1Fam
SLvl
6
7
1,959
2,006
Gable
CompShg
Plywood
Plywood
BrkFace
84
TA
TA
CBlock
TA
TA
Av
ALQ
719
Unf
0
300
1,019
GasA
Gd
Y
SBrkr
1,357
0
0
1,357
1
0
1
0
2
1
Ex
5
Typ
1
Gd
Basment
1,959
RFn
1
312
TA
TA
Y
0
0
0
0
163
0
null
GdPrv
null
0
5
2,008
WD
Normal
177,000
1,275
50
RL
53
5,362
Pave
null
Reg
Lvl
AllPub
Corner
Gtl
Crawfor
Norm
Norm
1Fam
1.5Fin
5
6
1,910
2,003
Gable
CompShg
Wd Sdng
Wd Shng
null
0
TA
TA
PConc
TA
TA
No
Unf
0
Unf
0
661
661
GasA
Ex
Y
SBrkr
661
589
0
1,250
0
0
2
0
3
1
TA
8
Typ
1
Gd
Detchd
1,985
Unf
2
552
TA
TA
Y
242
0
81
0
0
0
null
null
null
0
11
2,007
WD
Normal
139,000
1,276
90
RL
95
11,345
Pave
null
Reg
Lvl
AllPub
Corner
Gtl
NAmes
Feedr
Norm
Duplex
2Story
5
5
1,948
1,950
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
1,920
0
0
2
0
4
2
TA
10
Typ
0
null
Detchd
1,948
Unf
2
400
TA
Fa
Y
0
0
0
0
0
0
null
null
null
0
7
2,007
WD
Normal
137,000
1,277
60
RL
null
12,936
Pave
null
IR1
Lvl
AllPub
CulDSac
Gtl
NWAmes
Norm
Norm
1Fam
2Story
6
6
1,972
1,972
Gable
CompShg
HdBoard
Plywood
null
0
TA
TA
CBlock
TA
Gd
No
BLQ
593
Unf
0
130
723
GasA
TA
Y
SBrkr
735
660
0
1,395
0
1
1
1
3
1
TA
6
Typ
1
TA
Attchd
1,972
Unf
2
497
TA
TA
Y
294
116
0
0
0
0
null
null
null
0
12
2,009
WD
Normal
162,000
1,278
80
RL
null
17,871
Pave
null
IR1
Lvl
AllPub
CulDSac
Gtl
NWAmes
Norm
Norm
1Fam
SLvl
6
5
1,967
1,976
Gable
CompShg
HdBoard
HdBoard
BrkFace
359
TA
TA
CBlock
Gd
TA
Av
ALQ
528
Unf
0
1,152
1,680
GasA
Fa
Y
SBrkr
1,724
0
0
1,724
1
0
1
1
3
1
TA
7
Typ
1
Gd
Attchd
1,967
RFn
2
480
TA
TA
Y
0
0
0
0
0
0
null
null
null
0
6
2,009
WD
Normal
197,900
1,279
60
RL
75
9,473
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
CollgCr
Norm
Norm
1Fam
2Story
8
5
2,002
2,002
Gable
CompShg
VinylSd
VinylSd
null
null
Gd
TA
PConc
Gd
TA
No
GLQ
804
Unf
0
324
1,128
GasA
Ex
Y
SBrkr
1,128
903
0
2,031
1
0
2
1
3
1
Gd
7
Typ
1
Gd
Attchd
2,002
RFn
2
577
TA
TA
Y
0
211
0
0
0
0
null
null
null
0
3
2,008
WD
Normal
237,000
1,280
50
C (all)
60
7,500
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
IDOTRR
Norm
Norm
1Fam
1.5Fin
4
4
1,920
1,950
Gable
CompShg
MetalSd
MetalSd
null
0
TA
Gd
CBlock
TA
TA
No
Unf
0
Unf
0
698
698
GasA
TA
Y
FuseA
698
430
0
1,128
0
0
1
0
2
1
TA
6
Typ
0
null
Detchd
1,980
RFn
2
528
TA
TA
Y
30
0
164
0
0
0
null
null
null
0
4
2,010
COD
Abnorml
68,400
1,281
20
RL
67
9,808
Pave
null
IR1
Lvl
AllPub
Inside
Gtl
CollgCr
Norm
Norm
1Fam
1Story
7
5
2,002
2,002
Gable
CompShg
VinylSd
VinylSd
BrkFace
110
Gd
TA
PConc
Gd
TA
No
GLQ
788
Unf
0
785
1,573
GasA
Ex
Y
SBrkr
1,573
0
0
1,573
1
0
2
0
3
1
Gd
6
Typ
0
null
Attchd
2,002
RFn
2
544
TA
TA
Y
0
72
0
0
0
0
null
null
null
0
3
2,009
WD
Normal
227,000
1,282
20
RL
50
8,049
Pave
null
IR1
Lvl
AllPub
CulDSac
Gtl
Timber
Norm
Norm
1Fam
1Story
7
5
1,990
1,990
Hip
CompShg
HdBoard
HdBoard
BrkFace
54
TA
TA
CBlock
Gd
TA
No
ALQ
1,053
Unf
0
256
1,309
GasA
TA
Y
SBrkr
1,339
0
0
1,339
1
0
2
0
2
1
TA
6
Typ
1
TA
Attchd
1,990
Fin
2
484
Gd
Gd
Y
0
58
0
0
90
0
null
null
null
0
7
2,006
WD
Normal
180,000
1,283
20
RL
61
8,800
Pave
null
IR1
Lvl
AllPub
Inside
Gtl
CollgCr
Norm
Norm
1Fam
1Story
5
7
1,977
2,008
Gable
CompShg
HdBoard
HdBoard
null
0
TA
TA
CBlock
Gd
TA
Mn
LwQ
532
Rec
144
364
1,040
GasA
TA
Y
SBrkr
1,040
0
0
1,040
0
0
2
0
3
1
Gd
5
Typ
0
null
Detchd
1,977
Unf
2
484
TA
TA
Y
0
0
0
0
288
0
null
null
null
0
9
2,009
WD
Normal
150,500
1,284
90
RL
94
9,400
Pave
null
Reg
Low
AllPub
Corner
Gtl
Mitchel
Norm
Norm
Duplex
2Story
6
5
1,971
1,971
Mansard
CompShg
MetalSd
Wd Shng
null
0
TA
TA
CBlock
TA
TA
Av
Unf
0
Unf
0
912
912
GasA
TA
Y
SBrkr
912
912
0
1,824
0
0
2
2
4
2
TA
8
Typ
0
null
null
null
null
0
0
null
null
Y
128
0
0
0
0
0
null
null
null
0
4
2,010
WD
Normal
139,000
1,285
50
RL
50
9,638
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
SWISU
Feedr
Norm
1Fam
1.5Fin
6
7
1,919
1,990
Gable
CompShg
Wd Sdng
Wd Shng
null
0
TA
TA
PConc
TA
TA
No
Unf
0
Unf
0
804
804
GasA
Ex
Y
SBrkr
1,699
748
0
2,447
0
0
2
0
4
1
Gd
10
Min2
1
Gd
Detchd
1,969
Unf
1
336
TA
TA
Y
272
0
42
0
116
0
null
null
null
0
3
2,010
WD
Normal
169,000
1,286
50
RM
50
6,000
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
BrkSide
Norm
Norm
1Fam
1.5Fin
6
6
1,939
1,950
Gable
CompShg
MetalSd
MetalSd
null
0
TA
Fa
CBlock
TA
TA
No
Unf
0
Unf
0
780
780
GasA
Ex
Y
FuseF
825
587
0
1,412
0
0
1
0
4
1
TA
6
Typ
1
Gd
Detchd
1,939
Unf
1
280
TA
TA
Y
45
0
0
0
0
0
null
null
null
0
5
2,009
WD
Normal
132,500
1,287
20
RL
null
9,790
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
NWAmes
Feedr
Norm
1Fam
1Story
6
5
1,963
1,963
Hip
CompShg
HdBoard
HdBoard
BrkFace
451
TA
TA
CBlock
TA
TA
No
ALQ
569
Rec
81
678
1,328
GasA
TA
Y
SBrkr
1,328
0
0
1,328
1
0
1
1
3
1
TA
6
Typ
2
Gd
Attchd
1,963
Unf
2
528
TA
TA
Y
0
26
0
0
0
0
null
null
null
0
6
2,010
WD
Normal
143,000
1,288
20
RL
null
36,500
Pave
null
IR1
Low
AllPub
Inside
Mod
ClearCr
Norm
Norm
1Fam
1Story
5
5
1,964
1,964
Gable
CompShg
Wd Sdng
Wd Sdng
BrkCmn
621
TA
Gd
CBlock
TA
TA
Av
Rec
812
Unf
0
812
1,624
GasA
Fa
Y
SBrkr
1,582
0
0
1,582
0
1
2
0
4
1
TA
7
Typ
0
null
Attchd
1,964
Unf
2
390
TA
TA
N
168
198
0
0
0
0
null
null
null
0
6
2,006
WD
Normal
190,000
1,289
120
RL
40
5,664
Pave
null
IR1
Lvl
AllPub
Inside
Gtl
StoneBr
Norm
Norm
TwnhsE
1Story
8
5
2,000
2,000
Gable
CompShg
CemntBd
CmentBd
null
0
Gd
TA
PConc
Gd
TA
No
GLQ
1,158
Unf
0
343
1,501
GasA
Ex
Y
SBrkr
1,659
0
0
1,659
1
0
2
0
2
1
Ex
5
Typ
1
Ex
Attchd
2,000
Fin
2
499
TA
TA
Y
212
59
0
0
0
0
null
null
null
0
10
2,009
WD
Normal
278,000
1,290
60
RL
86
11,065
Pave
null
IR1
Lvl
AllPub
Inside
Gtl
NridgHt
Norm
Norm
1Fam
2Story
8
5
2,006
2,006
Gable
CompShg
VinylSd
VinylSd
Stone
788
Gd
TA
PConc
Gd
TA
Mn
Unf
0
Unf
0
1,085
1,085
GasA
Ex
Y
SBrkr
1,120
850
0
1,970
0
0
2
1
3
1
Ex
8
Typ
1
Gd
BuiltIn
2,006
Fin
3
753
TA
TA
Y
177
74
0
0
0
0
null
null
null
0
10
2,006
New
Partial
281,000
1,291
80
RL
null
14,112
Pave
null
IR1
Lvl
AllPub
Corner
Gtl
NAmes
Norm
Norm
1Fam
SLvl
5
7
1,964
1,964
Hip
CompShg
Wd Sdng
HdBoard
BrkFace
86
TA
TA
PConc
TA
TA
Av
GLQ
1,014
Unf
0
138
1,152
GasA
TA
Y
SBrkr
1,152
0
0
1,152
1
0
1
0
3
1
TA
6
Typ
1
Gd
Attchd
1,964
RFn
2
484
TA
TA
Y
227
0
0
0
0
0
null
null
null
0
4
2,010
WD
Normal
180,500
1,292
160
RM
21
1,680
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
BrDale
Norm
Norm
Twnhs
2Story
5
7
1,972
1,972
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
1,302
0
0
2
1
3
1
TA
6
Typ
0
null
Detchd
1,972
Unf
1
264
TA
TA
Y
185
0
0
0
0
0
null
null
null
0
2
2,009
WD
Normal
119,500
1,293
70
RM
60
6,600
Pave
null
Reg
Lvl
AllPub
Corner
Gtl
OldTown
Norm
Norm
1Fam
2Story
5
4
1,892
1,965
Gable
CompShg
Wd Sdng
Wd Sdng
null
0
TA
TA
Stone
TA
TA
No
Unf
0
Unf
0
994
994
GasA
TA
N
SBrkr
1,378
994
0
2,372
0
0
2
0
4
2
TA
11
Min2
0
null
Attchd
1,985
RFn
1
432
TA
TA
Y
0
287
0
0
0
0
null
null
null
0
12
2,009
WD
Normal
107,500
1,294
60
RL
78
10,140
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
NWAmes
Norm
Norm
1Fam
2Story
7
5
1,976
1,976
Gable
CompShg
HdBoard
HdBoard
null
0
TA
TA
PConc
Gd
TA
No
GLQ
194
Unf
0
638
832
GasA
TA
Y
SBrkr
832
832
0
1,664
0
0
2
1
4
1
TA
8
Typ
1
TA
Attchd
1,976
RFn
2
528
TA
TA
Y
0
28
0
0
259
0
null
GdWo
null
0
3
2,006
WD
Normal
162,900
1,295
20
RL
60
8,172
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
Edwards
Norm
Norm
1Fam
1Story
5
7
1,955
1,990
Hip
CompShg
WdShing
Plywood
null
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
null
Detchd
1,957
Unf
2
572
TA
TA
N
0
0
0
0
0
0
null
null
null
0
4
2,006
WD
Normal
115,000
1,296
20
RL
70
8,400
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
NAmes
Feedr
Norm
1Fam
1Story
5
5
1,968
1,968
Hip
CompShg
HdBoard
HdBoard
BrkFace
168
TA
TA
CBlock
TA
TA
Av
BLQ
1,016
Unf
0
36
1,052
GasA
Gd
Y
SBrkr
1,052
0
0
1,052
1
0
1
1
3
1
TA
5
Typ
0
null
Attchd
1,968
RFn
1
288
TA
TA
Y
356
0
0
0
0
0
null
GdWo
null
0
11
2,006
WD
Normal
138,500
1,297
20
RL
80
8,700
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
NAmes
Norm
Norm
1Fam
1Story
5
6
1,963
1,963
Hip
CompShg
MetalSd
MetalSd
BrkFace
148
TA
Gd
CBlock
TA
TA
Mn
ALQ
776
Unf
0
344
1,120
GasA
Gd
Y
SBrkr
1,128
0
0
1,128
1
0
2
0
3
1
TA
6
Typ
0
null
Attchd
1,963
RFn
2
525
TA
TA
Y
192
20
123
0
0
0
null
MnPrv
null
0
12
2,008
WD
Normal
155,000
1,298
180
RM
35
3,675
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
Edwards
Norm
Norm
TwnhsE
SFoyer
6
5
2,005
2,006
Gable
CompShg
VinylSd
VinylSd
BrkFace
82
TA
TA
PConc
Gd
TA
Gd
GLQ
547
Unf
0
0
547
GasA
Gd
Y
SBrkr
1,072
0
0
1,072
1
0
2
0
2
1
TA
5
Typ
0
null
Basment
2,005
Fin
2
525
TA
TA
Y
0
44
0
0
0
0
null
null
null
0
6
2,006
New
Partial
140,000
1,299
60
RL
313
63,887
Pave
null
IR3
Bnk
AllPub
Corner
Gtl
Edwards
Feedr
Norm
1Fam
2Story
10
5
2,008
2,008
Hip
ClyTile
Stucco
Stucco
Stone
796
Ex
TA
PConc
Ex
TA
Gd
GLQ
5,644
Unf
0
466
6,110
GasA
Ex
Y
SBrkr
4,692
950
0
5,642
2
0
2
1
3
1
Ex
12
Typ
3
Gd
Attchd
2,008
Fin
2
1,418
TA
TA
Y
214
292
0
0
0
480
Gd
null
null
0
1
2,008
New
Partial
160,000
1,300
20
RL
75
7,500
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
NAmes
Norm
Norm
1Fam
1Story
5
7
1,959
1,994
Hip
CompShg
BrkFace
BrkFace
null
0
TA
TA
CBlock
TA
TA
No
LwQ
340
Rec
906
0
1,246
GasA
Ex
Y
SBrkr
1,246
0
0
1,246
1
0
1
1
3
1
Gd
6
Typ
0
null
Attchd
1,959
RFn
1
305
TA
TA
Y
218
0
0
0
0
0
null
GdPrv
null
0
5
2,010
WD
Normal
154,000