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
1,401
50
RM
50
6,000
Pave
null
Reg
Lvl
AllPub
Corner
Gtl
BrkSide
Norm
Norm
1Fam
1.5Fin
6
7
1,929
1,950
Gable
CompShg
WdShing
Wd Shng
null
0
TA
TA
BrkTil
TA
TA
No
Unf
0
Unf
0
862
862
GasA
TA
Y
SBrkr
950
208
0
1,158
0
0
1
0
3
1
TA
5
Typ
1
Gd
BuiltIn
1,929
RFn
1
208
TA
TA
Y
0
0
112
0
0
0
null
null
null
0
7
2,008
WD
Normal
120,000
1,402
60
RL
62
7,415
Pave
null
IR1
Lvl
AllPub
Inside
Gtl
Gilbert
Norm
Norm
1Fam
2Story
6
5
2,004
2,004
Gable
CompShg
VinylSd
VinylSd
null
0
TA
TA
PConc
TA
TA
No
GLQ
759
Unf
0
80
839
GasA
Ex
Y
SBrkr
864
729
0
1,593
1
0
2
1
3
1
TA
8
Typ
1
TA
Attchd
2,004
Fin
2
398
TA
TA
Y
100
75
0
0
0
0
null
null
null
0
4
2,008
WD
Normal
193,000
1,403
20
RL
64
6,762
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
CollgCr
Norm
Norm
1Fam
1Story
7
5
2,006
2,006
Gable
CompShg
VinylSd
VinylSd
null
0
Gd
TA
PConc
Gd
Gd
Av
Unf
0
Unf
0
1,286
1,286
GasA
Ex
Y
SBrkr
1,294
0
0
1,294
0
0
2
0
2
1
Gd
6
Typ
1
Gd
Attchd
2,006
RFn
2
662
TA
TA
Y
168
55
0
0
0
0
null
null
null
0
7
2,006
New
Partial
193,879
1,404
20
RL
49
15,256
Pave
null
IR1
Lvl
AllPub
CulDSac
Gtl
Somerst
RRAn
Norm
1Fam
1Story
8
5
2,007
2,007
Gable
CompShg
VinylSd
VinylSd
Stone
84
Gd
TA
PConc
Gd
TA
Gd
GLQ
929
Unf
0
556
1,485
GasA
Ex
Y
SBrkr
1,464
0
0
1,464
1
0
2
0
3
1
Gd
6
Typ
0
null
Attchd
2,007
Unf
3
754
TA
TA
Y
168
160
0
0
0
0
null
null
null
0
8
2,007
WD
Normal
282,922
1,405
50
RL
60
10,410
Pave
Grvl
Reg
Lvl
AllPub
Corner
Gtl
OldTown
Artery
Norm
1Fam
1.5Fin
3
4
1,915
1,950
Gable
CompShg
Wd Sdng
Wd Sdng
null
0
TA
TA
PConc
TA
TA
No
Unf
0
Unf
0
672
672
GasA
TA
Y
SBrkr
694
520
0
1,214
0
0
1
0
3
1
TA
6
Typ
0
null
Detchd
1,998
Unf
3
936
TA
TA
Y
216
0
160
0
0
0
null
MnPrv
null
0
1
2,006
WD
Family
105,000
1,406
120
RM
44
3,842
Pave
null
IR1
HLS
AllPub
Inside
Mod
Crawfor
Norm
Norm
TwnhsE
1Story
8
5
2,004
2,005
Hip
CompShg
CemntBd
CmentBd
Stone
174
Gd
TA
PConc
Ex
TA
Gd
GLQ
1,373
Unf
0
221
1,594
GasA
Ex
Y
SBrkr
1,646
0
0
1,646
1
1
2
0
2
1
Gd
5
Typ
1
Gd
Attchd
2,004
Fin
2
482
TA
TA
Y
128
53
0
0
155
0
null
null
null
0
1
2,008
WD
Normal
275,000
1,407
85
RL
70
8,445
Pave
null
Reg
Lvl
AllPub
Corner
Gtl
CollgCr
Norm
Norm
1Fam
SFoyer
5
7
1,972
2,007
Gable
CompShg
HdBoard
Wd Shng
null
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
null
Detchd
1,988
Unf
2
396
TA
TA
Y
58
0
0
0
0
0
null
MnPrv
null
0
3
2,009
WD
Normal
133,000
1,408
20
RL
null
8,780
Pave
null
IR1
Lvl
AllPub
Corner
Gtl
Mitchel
Norm
Norm
1Fam
1Story
5
5
1,985
1,985
Gable
CompShg
HdBoard
Plywood
null
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
null
null
null
null
0
0
null
null
Y
0
0
0
0
0
0
null
MnPrv
null
0
3
2,009
WD
Normal
112,000
1,409
70
RM
60
7,740
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
OldTown
Norm
Norm
1Fam
2Story
4
7
1,910
1,950
Gable
CompShg
VinylSd
VinylSd
null
0
TA
TA
CBlock
Fa
TA
No
Unf
0
Unf
0
622
622
GasA
Gd
Y
SBrkr
741
622
0
1,363
0
0
1
0
3
1
TA
6
Typ
0
null
Detchd
1,966
Unf
2
528
TA
TA
Y
0
0
0
0
168
0
null
null
null
0
6
2,010
WD
Normal
125,500
1,410
60
RL
46
20,544
Pave
null
IR1
Lvl
AllPub
CulDSac
Gtl
NWAmes
Norm
Norm
1Fam
2Story
7
6
1,986
1,991
Gable
CompShg
Plywood
Plywood
BrkFace
123
TA
Gd
CBlock
Gd
TA
No
Unf
0
Unf
0
791
791
GasA
Gd
Y
SBrkr
1,236
857
0
2,093
0
0
2
1
3
1
TA
7
Typ
1
TA
Attchd
1,986
Fin
2
542
TA
TA
Y
364
63
0
0
0
0
null
MnPrv
null
0
11
2,008
WD
Normal
215,000
1,411
60
RL
79
12,420
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
CollgCr
Norm
Norm
1Fam
2Story
7
5
2,001
2,001
Gable
CompShg
VinylSd
VinylSd
null
0
Gd
TA
PConc
Gd
TA
No
GLQ
666
Unf
0
278
944
GasA
Ex
Y
SBrkr
944
896
0
1,840
1
0
2
1
3
1
Gd
6
Typ
0
null
Attchd
2,001
RFn
2
622
TA
TA
Y
0
45
0
0
0
0
null
null
null
0
6
2,009
WD
Normal
230,000
1,412
50
RL
80
9,600
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
NAmes
Norm
Norm
1Fam
1.5Fin
6
8
1,950
2,005
Gable
CompShg
VinylSd
VinylSd
null
0
TA
Gd
CBlock
TA
TA
No
BLQ
120
Unf
0
736
856
GasA
Ex
Y
SBrkr
1,112
556
0
1,668
0
0
1
1
3
1
TA
6
Min2
0
null
Attchd
1,950
Unf
1
271
TA
TA
Y
0
0
0
0
0
0
null
MnPrv
null
0
9
2,009
WD
Normal
140,000
1,413
90
RL
60
7,200
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
NAmes
Norm
Norm
Duplex
1Story
4
5
1,949
1,950
Gable
CompShg
BrkFace
Stone
null
0
TA
TA
Slab
null
null
null
null
0
null
0
0
0
Wall
Fa
N
FuseF
1,040
0
0
1,040
0
0
2
0
2
2
TA
6
Typ
0
null
Detchd
1,956
Unf
2
420
TA
TA
Y
0
0
0
0
0
0
null
null
null
0
6
2,009
WD
Normal
90,000
1,414
20
RL
88
10,994
Pave
null
IR1
Lvl
AllPub
Corner
Gtl
SawyerW
Norm
Norm
1Fam
1Story
8
5
2,005
2,006
Gable
CompShg
VinylSd
VinylSd
Stone
366
Gd
TA
PConc
Gd
Gd
No
GLQ
976
Unf
0
868
1,844
GasA
Ex
Y
SBrkr
1,844
0
0
1,844
1
0
2
0
2
1
Gd
7
Typ
1
Gd
Attchd
2,005
Fin
2
620
TA
TA
Y
165
44
0
0
0
0
null
null
null
0
9
2,009
COD
Abnorml
257,000
1,415
50
RL
64
13,053
Pave
Pave
Reg
Bnk
AllPub
Inside
Gtl
BrkSide
Norm
Norm
1Fam
1.5Fin
6
7
1,923
2,000
Gambrel
CompShg
Wd Sdng
Wd Sdng
null
0
TA
TA
BrkTil
TA
TA
No
Unf
0
Unf
0
833
833
GasA
Gd
Y
SBrkr
1,053
795
0
1,848
0
0
1
1
4
1
Gd
8
Typ
1
Gd
Detchd
1,922
Unf
2
370
TA
TA
N
0
0
0
0
220
0
null
null
null
0
6
2,008
WD
Normal
207,000
1,416
120
RL
51
3,635
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
Blmngtn
Norm
Norm
TwnhsE
1Story
7
5
2,007
2,007
Hip
CompShg
VinylSd
VinylSd
BrkFace
130
Gd
TA
PConc
Gd
TA
No
ALQ
988
Unf
0
398
1,386
GasA
Ex
Y
SBrkr
1,569
0
0
1,569
0
1
2
0
1
1
Gd
7
Typ
1
TA
Attchd
2,007
RFn
3
660
TA
TA
Y
143
20
0
0
0
0
null
null
null
0
5
2,009
WD
Normal
175,900
1,417
190
RM
60
11,340
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
OldTown
Norm
Norm
2fmCon
2Story
4
6
1,885
1,950
Gable
CompShg
VinylSd
AsbShng
null
0
TA
TA
PConc
TA
TA
No
Unf
0
Unf
0
777
777
GasA
Gd
Y
SBrkr
1,246
1,044
0
2,290
0
0
2
0
4
2
TA
11
Typ
0
null
Detchd
1,971
Unf
2
560
TA
TA
N
0
0
114
0
0
0
null
null
null
0
4
2,010
WD
Normal
122,500
1,418
60
RL
null
16,545
Pave
null
IR1
Lvl
AllPub
Inside
Gtl
NoRidge
Norm
Norm
1Fam
2Story
8
5
1,998
1,998
Gable
CompShg
VinylSd
VinylSd
BrkFace
731
Gd
TA
PConc
Gd
TA
Mn
GLQ
781
Unf
0
503
1,284
GasA
Ex
Y
SBrkr
1,310
1,140
0
2,450
1
0
2
1
3
1
Gd
7
Typ
1
TA
Attchd
1,998
Fin
3
1,069
TA
TA
Y
0
126
0
0
0
0
null
null
null
0
5
2,009
WD
Normal
340,000
1,419
20
RL
71
9,204
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
NAmes
Norm
Norm
1Fam
1Story
5
5
1,963
1,963
Gable
CompShg
HdBoard
HdBoard
null
0
TA
TA
CBlock
TA
TA
No
BLQ
25
Rec
872
247
1,144
GasA
TA
Y
SBrkr
1,144
0
0
1,144
1
0
1
1
3
1
TA
6
Typ
0
null
Detchd
1,962
Unf
1
336
TA
TA
Y
0
88
0
0
0
0
null
null
null
0
8
2,008
COD
Normal
124,000
1,420
20
RL
null
16,381
Pave
null
IR1
Lvl
AllPub
Inside
Gtl
Crawfor
Norm
Norm
1Fam
1Story
6
5
1,969
1,969
Gable
CompShg
Plywood
Plywood
BrkFace
312
Gd
Gd
CBlock
TA
TA
Av
Rec
1,110
Unf
0
734
1,844
GasA
Gd
Y
SBrkr
1,844
0
0
1,844
1
0
2
0
3
1
Gd
7
Typ
1
TA
Attchd
1,969
RFn
2
540
TA
TA
Y
0
73
216
0
0
0
null
null
null
0
12
2,006
WD
Normal
223,000
1,421
60
RL
90
11,700
Pave
null
Reg
Lvl
AllPub
Corner
Gtl
NWAmes
Norm
Norm
1Fam
2Story
6
6
1,968
1,968
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
1,416
0
0
2
1
3
1
TA
7
Typ
1
TA
Attchd
1,968
RFn
2
776
TA
TA
Y
0
169
0
0
119
0
null
null
null
0
5
2,006
WD
Normal
179,900
1,422
120
RL
53
4,043
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
NPkVill
Norm
Norm
TwnhsE
1Story
6
5
1,977
1,977
Gable
CompShg
Plywood
Plywood
null
0
TA
TA
CBlock
Gd
TA
No
ALQ
360
Unf
0
709
1,069
GasA
TA
Y
SBrkr
1,069
0
0
1,069
0
0
2
0
2
1
TA
4
Typ
1
Fa
Attchd
1,977
RFn
2
440
TA
TA
Y
0
55
0
0
165
0
null
null
null
0
7
2,010
WD
Normal
127,500
1,423
120
RM
37
4,435
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
CollgCr
Norm
Norm
TwnhsE
1Story
6
5
2,003
2,003
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
null
Attchd
2,003
Fin
2
420
TA
TA
Y
140
0
0
0
0
0
null
null
null
0
3
2,008
WD
Normal
136,500
1,424
80
RL
null
19,690
Pave
null
IR1
Lvl
AllPub
CulDSac
Gtl
Edwards
Norm
Norm
1Fam
SLvl
6
7
1,966
1,966
Flat
Tar&Grv
Plywood
Plywood
null
0
Gd
Gd
CBlock
Gd
TA
Av
Unf
0
Unf
0
697
697
GasA
TA
Y
SBrkr
1,575
626
0
2,201
0
0
2
0
4
1
Gd
8
Typ
1
Gd
Attchd
1,966
Unf
2
432
Gd
Gd
Y
586
236
0
0
0
738
Gd
GdPrv
null
0
8
2,006
WD
Alloca
274,970
1,425
20
RL
null
9,503
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
NAmes
Norm
Norm
1Fam
1Story
5
5
1,958
1,983
Hip
CompShg
HdBoard
HdBoard
null
0
TA
TA
CBlock
TA
TA
No
ALQ
457
Rec
374
193
1,024
GasA
TA
Y
SBrkr
1,344
0
0
1,344
1
0
1
0
2
1
TA
6
Min1
1
TA
Detchd
1,970
Unf
1
484
TA
TA
Y
316
28
0
0
0
0
null
GdWo
null
0
6
2,007
WD
Normal
144,000
1,426
20
RL
80
10,721
Pave
null
IR1
Lvl
AllPub
Inside
Gtl
NAmes
Norm
Norm
1Fam
1Story
6
6
1,959
1,959
Hip
CompShg
HdBoard
HdBoard
Stone
243
Gd
TA
CBlock
TA
TA
No
Unf
0
Unf
0
1,252
1,252
GasA
Ex
Y
SBrkr
1,252
0
0
1,252
0
0
1
0
3
1
Gd
7
Typ
0
null
Detchd
1,960
Unf
2
528
TA
TA
Y
0
39
0
0
0
0
null
null
null
0
10
2,008
WD
Normal
142,000
1,427
60
RL
81
10,944
Pave
null
IR1
Lvl
AllPub
Inside
Gtl
NoRidge
Norm
Norm
1Fam
2Story
7
5
1,994
1,994
Gable
CompShg
VinylSd
VinylSd
BrkFace
448
Gd
TA
PConc
Gd
TA
No
GLQ
1,000
Unf
0
223
1,223
GasA
Ex
Y
SBrkr
1,223
904
0
2,127
1
0
2
1
3
1
Gd
5
Typ
2
TA
Attchd
1,994
RFn
2
525
TA
TA
Y
171
132
0
0
0
0
null
null
null
0
8
2,008
WD
Normal
271,000
1,428
50
RL
60
10,930
Pave
Grvl
Reg
Bnk
AllPub
Inside
Gtl
NAmes
Artery
Norm
1Fam
1.5Fin
5
6
1,945
1,950
Gable
CompShg
MetalSd
MetalSd
null
0
TA
TA
CBlock
TA
TA
No
BLQ
580
Unf
0
333
913
GasA
TA
Y
FuseA
1,048
510
0
1,558
1
0
1
1
3
1
TA
6
Typ
1
TA
Attchd
1,962
Unf
1
288
TA
TA
Y
0
0
0
0
0
0
null
null
null
0
4
2,008
WD
Normal
140,000
1,429
30
RM
60
7,200
Pave
null
Reg
Lvl
AllPub
Corner
Gtl
OldTown
Norm
Norm
1Fam
1Story
5
7
1,940
1,992
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
1,940
Unf
1
240
TA
TA
Y
0
0
154
0
0
0
null
MnPrv
null
0
2
2,010
WD
Abnorml
119,000
1,430
20
RL
null
12,546
Pave
null
IR1
Lvl
AllPub
Corner
Gtl
NWAmes
Norm
Norm
1Fam
1Story
6
7
1,981
1,981
Gable
CompShg
MetalSd
MetalSd
BrkFace
310
Gd
Gd
CBlock
Gd
TA
No
BLQ
678
Unf
0
762
1,440
GasA
Ex
Y
SBrkr
1,440
0
0
1,440
0
0
2
0
3
1
Gd
7
Typ
1
TA
Attchd
1,981
Fin
2
467
TA
TA
Y
0
0
99
0
0
0
null
null
null
0
4
2,007
WD
Normal
182,900
1,431
60
RL
60
21,930
Pave
null
IR3
Lvl
AllPub
Inside
Gtl
Gilbert
RRAn
Norm
1Fam
2Story
5
5
2,005
2,005
Gable
CompShg
VinylSd
VinylSd
null
0
Gd
TA
PConc
Gd
Gd
Av
Unf
0
Unf
0
732
732
GasA
Ex
Y
SBrkr
734
1,104
0
1,838
0
0
2
1
4
1
TA
7
Typ
1
Gd
BuiltIn
2,005
Fin
2
372
TA
TA
Y
100
40
0
0
0
0
null
null
null
0
7
2,006
WD
Normal
192,140
1,432
120
RL
null
4,928
Pave
null
IR1
Lvl
AllPub
Inside
Gtl
NPkVill
Norm
Norm
TwnhsE
1Story
6
6
1,976
1,976
Gable
CompShg
Plywood
Plywood
null
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
null
Attchd
1,976
RFn
2
440
TA
TA
Y
0
60
0
0
0
0
null
null
null
0
10
2,009
WD
Normal
143,750
1,433
30
RL
60
10,800
Pave
Grvl
Reg
Lvl
AllPub
Inside
Gtl
OldTown
Norm
Norm
1Fam
1Story
4
6
1,927
2,007
Gable
CompShg
Wd Sdng
Wd Sdng
null
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
null
Detchd
1,928
Unf
1
216
Fa
Fa
Y
0
0
0
0
0
0
null
null
null
0
8
2,007
WD
Normal
64,500
1,434
60
RL
93
10,261
Pave
null
IR1
Lvl
AllPub
Inside
Gtl
Gilbert
Norm
Norm
1Fam
2Story
6
5
2,000
2,000
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
1,792
1
0
2
1
3
1
TA
8
Typ
1
TA
Attchd
2,000
Fin
2
451
TA
TA
Y
0
0
0
0
0
0
null
null
null
0
5
2,008
WD
Normal
186,500
1,435
20
RL
80
17,400
Pave
null
Reg
Low
AllPub
Inside
Mod
Mitchel
Norm
Norm
1Fam
1Story
5
5
1,977
1,977
Gable
CompShg
BrkFace
BrkFace
null
0
TA
TA
CBlock
TA
TA
No
ALQ
936
Unf
0
190
1,126
GasA
Fa
Y
SBrkr
1,126
0
0
1,126
1
0
2
0
3
1
TA
5
Typ
1
Gd
Attchd
1,977
RFn
2
484
TA
TA
P
295
41
0
0
0
0
null
null
null
0
5
2,006
WD
Normal
160,000
1,436
20
RL
80
8,400
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
NAmes
Norm
Norm
1Fam
1Story
6
9
1,962
2,005
Gable
CompShg
Wd Sdng
Wd Sdng
BrkFace
237
Gd
Gd
CBlock
TA
TA
No
Unf
0
Unf
0
1,319
1,319
GasA
TA
Y
SBrkr
1,537
0
0
1,537
1
0
1
1
3
1
Gd
7
Typ
1
Gd
Attchd
1,962
RFn
2
462
TA
TA
Y
0
36
0
0
0
0
null
GdPrv
null
0
7
2,008
COD
Abnorml
174,000
1,437
20
RL
60
9,000
Pave
null
Reg
Lvl
AllPub
FR2
Gtl
NAmes
Norm
Norm
1Fam
1Story
4
6
1,971
1,971
Gable
CompShg
HdBoard
HdBoard
null
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
null
Detchd
1,974
Unf
2
528
TA
TA
Y
0
0
0
0
0
0
null
GdWo
null
0
5
2,007
WD
Normal
120,500
1,438
20
RL
96
12,444
Pave
null
Reg
Lvl
AllPub
FR2
Gtl
NridgHt
Norm
Norm
1Fam
1Story
8
5
2,008
2,008
Hip
CompShg
VinylSd
VinylSd
Stone
426
Ex
TA
PConc
Ex
TA
Av
GLQ
1,336
Unf
0
596
1,932
GasA
Ex
Y
SBrkr
1,932
0
0
1,932
1
0
2
0
2
1
Ex
7
Typ
1
Gd
Attchd
2,008
Fin
3
774
TA
TA
Y
0
66
0
304
0
0
null
null
null
0
11
2,008
New
Partial
394,617
1,439
20
RM
90
7,407
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
OldTown
Artery
Norm
1Fam
1Story
6
7
1,957
1,996
Gable
CompShg
MetalSd
MetalSd
null
0
TA
TA
CBlock
TA
TA
No
GLQ
600
Unf
0
312
912
GasA
TA
Y
FuseA
1,236
0
0
1,236
1
0
1
0
2
1
TA
6
Typ
0
null
Attchd
1,957
Unf
2
923
TA
TA
Y
0
158
158
0
0
0
null
MnPrv
null
0
4
2,010
WD
Normal
149,700
1,440
60
RL
80
11,584
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
NWAmes
Norm
Norm
1Fam
SLvl
7
6
1,979
1,979
Hip
CompShg
HdBoard
HdBoard
BrkFace
96
TA
TA
CBlock
TA
TA
No
GLQ
315
Rec
110
114
539
GasA
TA
Y
SBrkr
1,040
685
0
1,725
0
0
2
1
3
1
TA
6
Typ
1
TA
Attchd
1,979
RFn
2
550
TA
TA
Y
0
88
216
0
0
0
null
null
null
0
11
2,007
WD
Normal
197,000
1,441
70
RL
79
11,526
Pave
null
IR1
Bnk
AllPub
Inside
Mod
Crawfor
Norm
Norm
1Fam
2.5Fin
6
7
1,922
1,994
Gable
CompShg
MetalSd
MetalSd
null
0
TA
TA
BrkTil
Ex
TA
No
Unf
0
Unf
0
588
588
GasA
Fa
Y
SBrkr
1,423
748
384
2,555
0
0
2
0
3
1
TA
11
Min1
1
Gd
Detchd
1,993
Fin
2
672
TA
TA
Y
431
0
0
0
0
0
null
null
null
0
9
2,008
WD
Normal
191,000
1,442
120
RM
null
4,426
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
CollgCr
Norm
Norm
TwnhsE
1Story
6
5
2,004
2,004
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
2,004
RFn
2
420
TA
TA
Y
149
0
0
0
0
0
null
null
null
0
5
2,008
WD
Normal
149,300
1,443
60
FV
85
11,003
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
Somerst
Norm
Norm
1Fam
2Story
10
5
2,008
2,008
Gable
CompShg
VinylSd
VinylSd
Stone
160
Ex
TA
PConc
Ex
TA
Av
GLQ
765
Unf
0
252
1,017
GasA
Ex
Y
SBrkr
1,026
981
0
2,007
1
0
2
1
3
1
Ex
10
Typ
1
Ex
Attchd
2,008
Fin
3
812
TA
TA
Y
168
52
0
0
0
0
null
null
null
0
4
2,009
WD
Normal
310,000
1,444
30
RL
null
8,854
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
BrkSide
Norm
Norm
1Fam
1.5Unf
6
6
1,916
1,950
Gable
CompShg
Wd Sdng
Wd Sdng
null
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
1,916
Unf
1
192
Fa
Po
P
0
98
0
0
40
0
null
null
null
0
5
2,009
WD
Normal
121,000
1,445
20
RL
63
8,500
Pave
null
Reg
Lvl
AllPub
FR2
Gtl
CollgCr
Norm
Norm
1Fam
1Story
7
5
2,004
2,004
Gable
CompShg
VinylSd
VinylSd
BrkFace
106
Gd
TA
PConc
Gd
TA
Av
Unf
0
Unf
0
1,422
1,422
GasA
Ex
Y
SBrkr
1,422
0
0
1,422
0
0
2
0
3
1
Gd
7
Typ
0
null
Attchd
2,004
RFn
2
626
TA
TA
Y
192
60
0
0
0
0
null
null
null
0
11
2,007
WD
Normal
179,600
1,446
85
RL
70
8,400
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
Sawyer
Norm
Norm
1Fam
SFoyer
6
5
1,966
1,966
Gable
CompShg
VinylSd
VinylSd
null
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
null
Detchd
1,990
Unf
1
240
TA
TA
Y
0
0
252
0
0
0
null
null
null
0
5
2,007
WD
Normal
129,000
1,447
20
RL
null
26,142
Pave
null
IR1
Lvl
AllPub
CulDSac
Gtl
Mitchel
Norm
Norm
1Fam
1Story
5
7
1,962
1,962
Gable
CompShg
HdBoard
HdBoard
BrkFace
189
TA
TA
CBlock
TA
TA
No
Rec
593
Unf
0
595
1,188
GasA
TA
Y
SBrkr
1,188
0
0
1,188
0
0
1
0
3
1
TA
6
Typ
0
null
Attchd
1,962
Unf
1
312
TA
TA
P
261
39
0
0
0
0
null
null
null
0
4
2,010
WD
Normal
157,900
1,448
60
RL
80
10,000
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
CollgCr
Norm
Norm
1Fam
2Story
8
5
1,995
1,996
Gable
CompShg
VinylSd
VinylSd
BrkFace
438
Gd
TA
PConc
Gd
TA
No
GLQ
1,079
Unf
0
141
1,220
GasA
Ex
Y
SBrkr
1,220
870
0
2,090
1
0
2
1
3
1
Gd
8
Typ
1
TA
Attchd
1,995
RFn
2
556
TA
TA
Y
0
65
0
0
0
0
null
null
null
0
12
2,007
WD
Normal
240,000
1,449
50
RL
70
11,767
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
Edwards
Norm
Norm
1Fam
2Story
4
7
1,910
2,000
Gable
CompShg
MetalSd
HdBoard
null
0
TA
TA
CBlock
Fa
TA
No
Unf
0
Unf
0
560
560
GasA
Gd
N
SBrkr
796
550
0
1,346
0
0
1
1
2
1
TA
6
Min2
0
null
Detchd
1,950
Unf
1
384
Fa
TA
Y
168
24
0
0
0
0
null
GdWo
null
0
5
2,007
WD
Normal
112,000
1,450
180
RM
21
1,533
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
MeadowV
Norm
Norm
Twnhs
SFoyer
5
7
1,970
1,970
Gable
CompShg
CemntBd
CmentBd
null
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
null
null
null
null
0
0
null
null
Y
0
0
0
0
0
0
null
null
null
0
8
2,006
WD
Abnorml
92,000
1,451
90
RL
60
9,000
Pave
null
Reg
Lvl
AllPub
FR2
Gtl
NAmes
Norm
Norm
Duplex
2Story
5
5
1,974
1,974
Gable
CompShg
VinylSd
VinylSd
null
0
TA
TA
CBlock
Gd
TA
No
Unf
0
Unf
0
896
896
GasA
TA
Y
SBrkr
896
896
0
1,792
0
0
2
2
4
2
TA
8
Typ
0
null
null
null
null
0
0
null
null
Y
32
45
0
0
0
0
null
null
null
0
9
2,009
WD
Normal
136,000
1,452
20
RL
78
9,262
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
Somerst
Norm
Norm
1Fam
1Story
8
5
2,008
2,009
Gable
CompShg
CemntBd
CmentBd
Stone
194
Gd
TA
PConc
Gd
TA
No
Unf
0
Unf
0
1,573
1,573
GasA
Ex
Y
SBrkr
1,578
0
0
1,578
0
0
2
0
3
1
Ex
7
Typ
1
Gd
Attchd
2,008
Fin
3
840
TA
TA
Y
0
36
0
0
0
0
null
null
null
0
5
2,009
New
Partial
287,090
1,453
180
RM
35
3,675
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
Edwards
Norm
Norm
TwnhsE
SLvl
5
5
2,005
2,005
Gable
CompShg
VinylSd
VinylSd
BrkFace
80
TA
TA
PConc
Gd
TA
Gd
GLQ
547
Unf
0
0
547
GasA
Gd
Y
SBrkr
1,072
0
0
1,072
1
0
1
0
2
1
TA
5
Typ
0
null
Basment
2,005
Fin
2
525
TA
TA
Y
0
28
0
0
0
0
null
null
null
0
5
2,006
WD
Normal
145,000
1,454
20
RL
90
17,217
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
Mitchel
Norm
Norm
1Fam
1Story
5
5
2,006
2,006
Gable
CompShg
VinylSd
VinylSd
null
0
TA
TA
PConc
Gd
TA
No
Unf
0
Unf
0
1,140
1,140
GasA
Ex
Y
SBrkr
1,140
0
0
1,140
0
0
1
0
3
1
TA
6
Typ
0
null
null
null
null
0
0
null
null
Y
36
56
0
0
0
0
null
null
null
0
7
2,006
WD
Abnorml
84,500
1,455
20
FV
62
7,500
Pave
Pave
Reg
Lvl
AllPub
Inside
Gtl
Somerst
Norm
Norm
1Fam
1Story
7
5
2,004
2,005
Gable
CompShg
VinylSd
VinylSd
null
0
Gd
TA
PConc
Gd
TA
No
GLQ
410
Unf
0
811
1,221
GasA
Ex
Y
SBrkr
1,221
0
0
1,221
1
0
2
0
2
1
Gd
6
Typ
0
null
Attchd
2,004
RFn
2
400
TA
TA
Y
0
113
0
0
0
0
null
null
null
0
10
2,009
WD
Normal
185,000
1,456
60
RL
62
7,917
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
Gilbert
Norm
Norm
1Fam
2Story
6
5
1,999
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
694
0
1,647
0
0
2
1
3
1
TA
7
Typ
1
TA
Attchd
1,999
RFn
2
460
TA
TA
Y
0
40
0
0
0
0
null
null
null
0
8
2,007
WD
Normal
175,000
1,457
20
RL
85
13,175
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
NWAmes
Norm
Norm
1Fam
1Story
6
6
1,978
1,988
Gable
CompShg
Plywood
Plywood
Stone
119
TA
TA
CBlock
Gd
TA
No
ALQ
790
Rec
163
589
1,542
GasA
TA
Y
SBrkr
2,073
0
0
2,073
1
0
2
0
3
1
TA
7
Min1
2
TA
Attchd
1,978
Unf
2
500
TA
TA
Y
349
0
0
0
0
0
null
MnPrv
null
0
2
2,010
WD
Normal
210,000
1,458
70
RL
66
9,042
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
Crawfor
Norm
Norm
1Fam
2Story
7
9
1,941
2,006
Gable
CompShg
CemntBd
CmentBd
null
0
Ex
Gd
Stone
TA
Gd
No
GLQ
275
Unf
0
877
1,152
GasA
Ex
Y
SBrkr
1,188
1,152
0
2,340
0
0
2
0
4
1
Gd
9
Typ
2
Gd
Attchd
1,941
RFn
1
252
TA
TA
Y
0
60
0
0
0
0
null
GdPrv
Shed
2,500
5
2,010
WD
Normal
266,500
1,459
20
RL
68
9,717
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
NAmes
Norm
Norm
1Fam
1Story
5
6
1,950
1,996
Hip
CompShg
MetalSd
MetalSd
null
0
TA
TA
CBlock
TA
TA
Mn
GLQ
49
Rec
1,029
0
1,078
GasA
Gd
Y
FuseA
1,078
0
0
1,078
1
0
1
0
2
1
Gd
5
Typ
0
null
Attchd
1,950
Unf
1
240
TA
TA
Y
366
0
112
0
0
0
null
null
null
0
4
2,010
WD
Normal
142,125
1,460
20
RL
75
9,937
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
Edwards
Norm
Norm
1Fam
1Story
5
6
1,965
1,965
Gable
CompShg
HdBoard
HdBoard
null
0
Gd
TA
CBlock
TA
TA
No
BLQ
830
LwQ
290
136
1,256
GasA
Gd
Y
SBrkr
1,256
0
0
1,256
1
0
1
1
3
1
TA
6
Typ
0
null
Attchd
1,965
Fin
1
276
TA
TA
Y
736
68
0
0
0
0
null
null
null
0
6
2,008
WD
Normal
147,500