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
101
20
RL
null
10,603
Pave
null
IR1
Lvl
AllPub
Inside
Gtl
NWAmes
Norm
Norm
1Fam
1Story
6
7
1,977
2,001
Gable
CompShg
Plywood
Plywood
BrkFace
28
TA
TA
PConc
TA
TA
Mn
ALQ
1,200
Unf
0
410
1,610
GasA
Gd
Y
SBrkr
1,610
0
0
1,610
1
0
2
0
3
1
Gd
6
Typ
2
TA
Attchd
1,977
RFn
2
480
TA
TA
Y
168
68
0
0
0
0
null
null
null
0
2
2,010
WD
Normal
205,000
102
60
RL
77
9,206
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
SawyerW
Norm
Norm
1Fam
2Story
6
5
1,985
1,985
Gable
CompShg
HdBoard
HdBoard
BrkFace
336
Gd
TA
CBlock
Gd
TA
No
Unf
0
Unf
0
741
741
GasA
TA
Y
SBrkr
977
755
0
1,732
0
0
2
1
3
1
Gd
7
Typ
1
TA
Attchd
1,985
Fin
2
476
TA
TA
Y
192
46
0
0
0
0
null
null
null
0
6
2,010
WD
Normal
178,000
103
90
RL
64
7,018
Pave
null
Reg
Bnk
AllPub
Inside
Gtl
SawyerW
Norm
Norm
Duplex
1Story
5
5
1,979
1,979
Gable
CompShg
HdBoard
HdBoard
null
0
TA
Fa
Slab
null
null
null
null
0
null
0
0
0
GasA
TA
Y
SBrkr
1,535
0
0
1,535
0
0
2
0
4
2
TA
8
Typ
0
null
Attchd
1,979
Unf
2
410
TA
TA
Y
0
0
0
0
0
0
null
null
null
0
6
2,009
WD
Alloca
118,964
104
20
RL
94
10,402
Pave
null
IR1
Lvl
AllPub
Corner
Gtl
CollgCr
Norm
Norm
1Fam
1Story
7
5
2,009
2,009
Gable
CompShg
VinylSd
VinylSd
null
0
TA
TA
PConc
Gd
TA
No
Unf
0
Unf
0
1,226
1,226
GasA
Ex
Y
SBrkr
1,226
0
0
1,226
0
0
2
0
3
1
Gd
6
Typ
0
null
Attchd
2,009
RFn
3
740
TA
TA
Y
0
36
0
0
0
0
null
null
null
0
5
2,010
WD
Normal
198,900
105
50
RM
null
7,758
Pave
null
Reg
Lvl
AllPub
Corner
Gtl
IDOTRR
Norm
Norm
1Fam
1.5Fin
7
4
1,931
1,950
Gable
CompShg
Stucco
Stucco
BrkFace
600
TA
Fa
PConc
TA
TA
No
LwQ
224
Unf
0
816
1,040
GasA
Ex
Y
FuseF
1,226
592
0
1,818
0
0
1
1
4
1
TA
7
Typ
2
TA
Detchd
1,951
Unf
1
240
TA
TA
Y
0
0
0
0
184
0
null
null
null
0
6
2,007
WD
Normal
169,500
106
60
FV
75
9,375
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
Somerst
Norm
Norm
1Fam
2Story
8
5
2,003
2,004
Hip
CompShg
VinylSd
VinylSd
BrkFace
768
Gd
TA
PConc
Ex
TA
No
Unf
0
Unf
0
1,053
1,053
GasA
Ex
Y
SBrkr
1,053
939
0
1,992
0
0
2
1
3
1
Gd
9
Typ
1
Gd
Attchd
2,003
RFn
2
648
TA
TA
Y
140
45
0
0
0
0
null
null
null
0
8
2,008
WD
Normal
250,000
107
30
RM
60
10,800
Pave
Grvl
Reg
Lvl
AllPub
Inside
Gtl
OldTown
Norm
Norm
1Fam
1Story
4
7
1,885
1,995
Mansard
CompShg
VinylSd
VinylSd
null
0
TA
TA
BrkTil
Fa
TA
No
Unf
0
Unf
0
641
641
GasA
Gd
Y
SBrkr
1,047
0
0
1,047
0
0
1
0
2
1
TA
6
Typ
0
null
Detchd
1,954
Unf
1
273
Fa
Fa
N
0
0
0
0
0
0
null
null
Shed
450
8
2,007
WD
Normal
100,000
108
20
RM
50
6,000
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
OldTown
Norm
Norm
1Fam
1Story
5
5
1,948
1,950
Gable
CompShg
VinylSd
VinylSd
null
0
TA
TA
CBlock
TA
TA
No
ALQ
104
BLQ
169
516
789
GasA
Ex
Y
SBrkr
789
0
0
789
0
0
1
0
2
1
TA
5
Typ
0
null
Detchd
1,948
Unf
1
250
TA
TA
Y
0
0
0
0
0
0
null
null
null
0
4
2,008
WD
Partial
115,000
109
50
RM
85
8,500
Pave
null
Reg
Lvl
AllPub
Corner
Gtl
IDOTRR
Artery
Norm
1Fam
1.5Fin
5
7
1,919
2,005
Gable
CompShg
CemntBd
CmentBd
null
0
TA
TA
CBlock
TA
TA
No
Unf
0
Unf
0
793
793
GasW
TA
N
FuseF
997
520
0
1,517
0
0
2
0
3
1
Fa
7
Typ
0
null
null
null
null
0
0
null
null
N
0
0
144
0
0
0
null
null
null
0
8
2,007
WD
Normal
115,000
110
20
RL
105
11,751
Pave
null
IR1
Lvl
AllPub
Inside
Gtl
NWAmes
Norm
Norm
1Fam
1Story
6
6
1,977
1,977
Hip
CompShg
Plywood
Plywood
BrkFace
480
TA
TA
CBlock
Gd
TA
No
BLQ
705
Unf
0
1,139
1,844
GasA
Ex
Y
SBrkr
1,844
0
0
1,844
0
0
2
0
3
1
TA
7
Typ
1
TA
Attchd
1,977
RFn
2
546
TA
TA
Y
0
122
0
0
0
0
null
MnPrv
null
0
1
2,010
COD
Normal
190,000
111
50
RL
75
9,525
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
Edwards
Norm
Norm
1Fam
1.5Fin
6
4
1,954
1,972
Gable
CompShg
Wd Sdng
Wd Sdng
null
0
TA
TA
CBlock
TA
Fa
No
Rec
444
Unf
0
550
994
GasA
Gd
Y
SBrkr
1,216
639
0
1,855
0
0
2
0
4
1
TA
7
Typ
0
null
Attchd
1,954
Unf
1
325
TA
TA
Y
182
0
0
0
0
0
null
null
null
0
10
2,006
WD
Normal
136,900
112
80
RL
null
7,750
Pave
null
IR1
Lvl
AllPub
Inside
Gtl
Gilbert
Norm
Norm
1Fam
SLvl
7
5
2,000
2,000
Gable
CompShg
VinylSd
VinylSd
null
0
TA
TA
PConc
Gd
TA
No
GLQ
250
Unf
0
134
384
GasA
Ex
Y
SBrkr
774
656
0
1,430
0
0
2
1
3
1
TA
7
Typ
1
TA
BuiltIn
2,000
Fin
2
400
TA
TA
Y
180
0
0
0
0
0
null
null
null
0
4
2,010
WD
Normal
180,000
113
60
RL
77
9,965
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
CollgCr
Norm
Norm
1Fam
2Story
7
5
2,007
2,007
Gable
CompShg
VinylSd
VinylSd
Stone
220
Gd
TA
PConc
Ex
TA
Av
GLQ
984
Unf
0
280
1,264
GasA
Ex
Y
SBrkr
1,282
1,414
0
2,696
1
0
2
1
4
1
Ex
10
Typ
1
Gd
BuiltIn
2,007
Fin
3
792
TA
TA
Y
120
184
0
0
168
0
null
null
null
0
10
2,007
New
Partial
383,970
114
20
RL
null
21,000
Pave
null
Reg
Bnk
AllPub
Corner
Gtl
Crawfor
Norm
Norm
1Fam
1Story
6
5
1,953
1,953
Hip
CompShg
Wd Sdng
Wd Sdng
BrkFace
184
TA
Gd
CBlock
Gd
TA
Mn
ALQ
35
Rec
869
905
1,809
GasA
TA
Y
SBrkr
2,259
0
0
2,259
1
0
2
0
3
1
Gd
7
Typ
2
Gd
Basment
1,953
Unf
2
450
TA
TA
Y
166
120
192
0
0
0
null
MnPrv
null
0
10
2,007
COD
Abnorml
217,000
115
70
RL
61
7,259
Pave
null
IR1
Lvl
AllPub
Inside
Mod
Crawfor
Norm
Norm
1Fam
2Story
6
8
1,945
2,002
Gambrel
CompShg
Wd Sdng
Wd Sdng
null
0
TA
TA
CBlock
TA
TA
No
ALQ
774
LwQ
150
104
1,028
GasA
Ex
Y
SBrkr
1,436
884
0
2,320
1
0
2
1
3
1
Gd
9
Typ
1
TA
Detchd
1,945
Unf
1
180
TA
TA
Y
224
0
0
0
0
0
null
MnPrv
null
0
7
2,007
WD
Normal
259,500
116
160
FV
34
3,230
Pave
Pave
Reg
Lvl
AllPub
Corner
Gtl
Somerst
Norm
Norm
TwnhsE
2Story
6
5
1,999
1,999
Gable
CompShg
MetalSd
MetalSd
BrkFace
1,129
TA
TA
PConc
Gd
TA
No
GLQ
419
Unf
0
310
729
GasA
Gd
Y
SBrkr
729
729
0
1,458
0
0
2
1
2
1
TA
5
Typ
1
Fa
Detchd
1,999
Unf
2
440
TA
TA
Y
0
32
0
0
0
0
null
null
null
0
6
2,007
WD
Normal
176,000
117
20
RL
null
11,616
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
Sawyer
Norm
Norm
1Fam
1Story
5
5
1,962
1,962
Gable
CompShg
Wd Sdng
Wd Sdng
BrkFace
116
TA
TA
CBlock
TA
TA
No
LwQ
170
BLQ
670
252
1,092
GasA
TA
Y
SBrkr
1,092
0
0
1,092
0
1
1
0
3
1
TA
6
Typ
1
Po
Attchd
1,962
Unf
1
288
TA
TA
Y
0
20
144
0
0
0
null
null
null
0
9
2,009
WD
Normal
139,000
118
20
RL
74
8,536
Pave
null
Reg
Lvl
AllPub
Corner
Gtl
Edwards
Norm
Norm
1Fam
1Story
5
5
2,006
2,007
Gable
CompShg
VinylSd
VinylSd
null
0
TA
TA
PConc
Gd
TA
No
Unf
0
Unf
0
1,125
1,125
GasA
Gd
Y
SBrkr
1,125
0
0
1,125
0
0
1
1
2
1
TA
5
Typ
0
null
Attchd
2,007
Unf
2
430
TA
TA
Y
80
64
0
0
0
0
null
null
null
0
4
2,007
New
Partial
155,000
119
60
RL
90
12,376
Pave
null
Reg
Lvl
AllPub
Corner
Gtl
SawyerW
Norm
Norm
1Fam
2Story
7
5
1,990
1,990
Hip
CompShg
Plywood
Plywood
null
0
TA
TA
PConc
Gd
TA
Mn
GLQ
1,470
Unf
0
203
1,673
GasA
Gd
Y
SBrkr
1,699
1,523
0
3,222
1
0
3
0
5
1
Gd
11
Typ
2
TA
Attchd
1,990
Unf
3
594
TA
TA
Y
367
0
0
0
0
0
null
null
null
0
5
2,010
WD
Normal
320,000
120
60
RL
65
8,461
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
CollgCr
Norm
Norm
1Fam
2Story
6
5
2,005
2,006
Gable
CompShg
VinylSd
VinylSd
null
0
Gd
TA
PConc
Gd
TA
No
Unf
0
Unf
0
728
728
GasA
Ex
Y
SBrkr
728
728
0
1,456
0
0
2
1
3
1
Gd
8
Typ
1
Gd
Attchd
2,005
Fin
2
390
TA
TA
Y
0
24
0
0
0
0
null
null
null
0
7
2,006
New
Partial
163,990
121
80
RL
null
21,453
Pave
null
IR1
Low
AllPub
CulDSac
Sev
ClearCr
Norm
Norm
1Fam
SLvl
6
5
1,969
1,969
Flat
Metal
Plywood
Plywood
null
0
TA
TA
CBlock
TA
TA
Gd
ALQ
938
Unf
0
0
938
GasA
Ex
Y
SBrkr
988
0
0
988
1
0
1
0
1
1
TA
4
Typ
2
TA
Attchd
1,969
Unf
2
540
TA
TA
Y
0
130
0
130
0
0
null
null
null
0
10
2,006
WD
Normal
180,000
122
50
RM
50
6,060
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
IDOTRR
Norm
Norm
1Fam
1.5Fin
4
5
1,939
1,950
Gable
CompShg
AsbShng
AsbShng
null
0
TA
TA
PConc
TA
TA
No
Unf
0
Unf
0
732
732
GasA
Gd
Y
SBrkr
772
351
0
1,123
0
0
1
0
3
1
TA
4
Typ
0
null
Detchd
1,979
Unf
1
264
TA
TA
P
0
0
140
0
0
0
null
MnPrv
null
0
6
2,007
WD
Normal
100,000
123
20
RL
75
9,464
Pave
null
Reg
Lvl
AllPub
Corner
Gtl
NAmes
Norm
Norm
1Fam
1Story
6
7
1,958
1,958
Hip
CompShg
MetalSd
MetalSd
BrkFace
135
TA
Gd
CBlock
TA
TA
No
BLQ
570
Unf
0
510
1,080
GasA
Gd
Y
SBrkr
1,080
0
0
1,080
0
0
1
0
3
1
TA
5
Typ
0
null
Attchd
1,958
Unf
1
288
TA
TA
Y
0
0
0
0
130
0
null
null
null
0
6
2,008
WD
Normal
136,000
124
120
RL
55
7,892
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
SawyerW
Norm
Norm
TwnhsE
1Story
6
5
1,993
1,993
Gable
CompShg
Plywood
Plywood
null
0
Gd
TA
PConc
Gd
TA
No
GLQ
300
Unf
0
899
1,199
GasA
Ex
Y
SBrkr
1,199
0
0
1,199
0
0
2
0
2
1
Gd
5
Typ
0
null
Attchd
1,993
RFn
2
530
TA
TA
Y
0
63
0
0
0
0
null
null
null
0
3
2,008
WD
Normal
153,900
125
20
RL
48
17,043
Pave
null
IR1
Lvl
AllPub
CulDSac
Gtl
NWAmes
Norm
Norm
1Fam
1Story
6
5
1,979
1,998
Gable
CompShg
HdBoard
HdBoard
null
0
TA
Gd
CBlock
Gd
Fa
No
Unf
0
Unf
0
1,362
1,362
GasA
TA
Y
SBrkr
1,586
0
0
1,586
0
0
2
0
3
1
TA
7
Typ
1
TA
Attchd
1,979
Unf
2
435
TA
TA
Y
192
0
0
0
0
0
null
null
null
0
1
2,009
WD
Normal
181,000
126
190
RM
60
6,780
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
IDOTRR
Norm
Norm
2fmCon
1.5Fin
6
8
1,935
1,982
Gable
CompShg
Wd Sdng
Wd Sdng
null
0
TA
Fa
CBlock
TA
TA
Av
GLQ
490
Unf
0
30
520
GasA
Gd
N
SBrkr
520
0
234
754
1
0
1
0
2
1
TA
5
Typ
0
null
null
null
null
0
0
null
null
N
53
0
0
0
0
0
null
null
null
0
6
2,006
WD
Normal
84,500
127
120
RL
null
4,928
Pave
null
IR1
Lvl
AllPub
Inside
Gtl
NPkVill
Norm
Norm
TwnhsE
1Story
6
5
1,976
1,976
Gable
CompShg
Plywood
Plywood
null
0
TA
TA
CBlock
Gd
TA
No
ALQ
120
Unf
0
958
1,078
GasA
TA
Y
SBrkr
958
0
0
958
0
0
2
0
2
1
TA
5
Typ
1
TA
Attchd
1,977
RFn
2
440
TA
TA
Y
0
205
0
0
0
0
null
null
null
0
2
2,007
WD
Normal
128,000
128
45
RM
55
4,388
Pave
null
IR1
Bnk
AllPub
Inside
Gtl
OldTown
Feedr
Norm
1Fam
1.5Unf
5
7
1,930
1,950
Gable
CompShg
WdShing
Wd Sdng
null
0
TA
Gd
BrkTil
TA
TA
No
LwQ
116
Unf
0
556
672
GasA
Ex
Y
SBrkr
840
0
0
840
0
0
1
0
3
1
TA
5
Typ
1
TA
null
null
null
0
0
null
null
N
0
0
0
0
0
0
null
null
null
0
6
2,007
WD
Normal
87,000
129
60
RL
69
7,590
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
NAmes
PosN
Norm
1Fam
2Story
6
5
1,966
1,966
Gable
CompShg
VinylSd
VinylSd
BrkFace
266
TA
TA
CBlock
TA
TA
No
BLQ
512
Unf
0
148
660
GasA
TA
Y
SBrkr
660
688
0
1,348
0
0
1
1
3
1
TA
6
Typ
1
Fa
Attchd
1,966
RFn
2
453
TA
TA
Y
188
108
0
0
0
0
null
null
null
0
7
2,006
WD
Normal
155,000
130
20
RL
69
8,973
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
NAmes
Norm
Norm
1Fam
1Story
5
7
1,958
1,991
Gable
CompShg
Plywood
Plywood
BrkFace
85
TA
TA
CBlock
TA
TA
No
Rec
567
BLQ
28
413
1,008
GasA
TA
Y
FuseA
1,053
0
0
1,053
0
1
1
1
3
1
Ex
6
Typ
0
null
2Types
1,998
RFn
2
750
TA
TA
Y
0
80
0
180
0
0
null
MnWw
null
0
7
2,006
WD
Abnorml
150,000
131
60
RL
88
14,200
Pave
null
Reg
Lvl
AllPub
Corner
Gtl
NAmes
Norm
Norm
1Fam
2Story
7
6
1,966
1,966
Gable
CompShg
MetalSd
MetalSd
BrkFace
309
TA
TA
CBlock
TA
TA
No
Rec
445
Unf
0
479
924
GasA
Ex
Y
SBrkr
1,216
941
0
2,157
0
0
2
1
4
1
Gd
8
Typ
2
Gd
Attchd
1,966
Fin
2
487
TA
TA
Y
105
66
0
0
0
0
null
GdPrv
null
0
5
2,006
WD
Normal
226,000
132
60
RL
null
12,224
Pave
null
IR1
Lvl
AllPub
Corner
Gtl
Gilbert
Norm
Norm
1Fam
2Story
6
5
2,000
2,000
Gable
CompShg
VinylSd
VinylSd
BrkFace
40
Gd
TA
PConc
Gd
TA
No
GLQ
695
Unf
0
297
992
GasA
Ex
Y
SBrkr
1,022
1,032
0
2,054
1
0
2
1
3
1
Gd
7
Typ
1
TA
BuiltIn
2,000
RFn
2
390
TA
TA
Y
24
48
0
0
0
0
null
null
null
0
7
2,009
WD
Normal
244,000
133
20
RL
75
7,388
Pave
null
Reg
Lvl
AllPub
Corner
Gtl
NAmes
Norm
Norm
1Fam
1Story
5
6
1,959
2,002
Gable
CompShg
MetalSd
MetalSd
null
0
TA
TA
CBlock
TA
TA
No
Rec
405
Unf
0
658
1,063
GasA
Gd
Y
SBrkr
1,327
0
0
1,327
1
0
1
0
3
1
Gd
7
Typ
0
null
Detchd
1,974
Unf
2
624
TA
TA
Y
0
0
0
0
0
0
null
null
null
0
7
2,007
WD
Normal
150,750
134
20
RL
null
6,853
Pave
null
IR1
Lvl
AllPub
Inside
Gtl
Timber
Norm
Norm
1Fam
1Story
8
5
2,001
2,002
Gable
CompShg
VinylSd
VinylSd
BrkFace
136
Gd
TA
PConc
Ex
TA
No
GLQ
1,005
Unf
0
262
1,267
GasA
Ex
Y
SBrkr
1,296
0
0
1,296
1
0
2
0
2
1
Gd
6
Typ
0
null
Attchd
2,001
Fin
2
471
TA
TA
Y
192
25
0
0
0
0
null
null
null
0
6
2,009
WD
Normal
220,000
135
20
RL
78
10,335
Pave
null
IR1
Lvl
AllPub
Inside
Gtl
Sawyer
Norm
Norm
1Fam
1Story
5
6
1,968
1,993
Gable
CompShg
Plywood
Plywood
null
0
TA
TA
CBlock
TA
TA
No
Rec
570
Unf
0
891
1,461
GasA
Gd
Y
SBrkr
1,721
0
0
1,721
0
0
2
1
3
1
TA
7
Min1
1
TA
Attchd
1,968
RFn
2
440
TA
TA
Y
0
96
180
0
0
0
null
MnPrv
null
0
7
2,006
WD
Normal
180,000
136
20
RL
80
10,400
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
NWAmes
Norm
Norm
1Fam
1Story
7
6
1,970
1,970
Hip
CompShg
Plywood
Plywood
BrkFace
288
TA
TA
PConc
TA
TA
No
Unf
0
Unf
0
1,304
1,304
GasA
Gd
Y
SBrkr
1,682
0
0
1,682
0
0
2
0
3
1
TA
7
Typ
1
Gd
Attchd
1,970
Unf
2
530
TA
TA
Y
98
0
0
0
0
0
null
MnPrv
null
0
5
2,008
WD
Normal
174,000
137
20
RL
null
10,355
Pave
null
IR1
Lvl
AllPub
Corner
Gtl
NAmes
Norm
Norm
1Fam
1Story
5
5
1,967
1,967
Gable
CompShg
MetalSd
MetalSd
BrkFace
196
TA
TA
CBlock
TA
TA
No
BLQ
695
Unf
0
519
1,214
GasA
TA
Y
SBrkr
1,214
0
0
1,214
0
0
2
0
3
1
TA
5
Typ
1
Fa
Attchd
1,967
RFn
1
318
TA
TA
Y
0
111
0
0
0
0
null
null
null
0
7
2,007
WD
Normal
143,000
138
90
RL
82
11,070
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
Mitchel
Norm
Norm
Duplex
1Story
7
5
1,988
1,989
Gable
CompShg
VinylSd
VinylSd
BrkFace
70
TA
TA
CBlock
TA
TA
No
Unf
0
Unf
0
1,907
1,907
GasA
Gd
Y
SBrkr
1,959
0
0
1,959
0
0
3
0
5
2
TA
9
Typ
0
null
2Types
1,989
Unf
3
766
TA
TA
Y
0
0
0
0
0
0
null
null
null
0
7
2,006
WD
Family
171,000
139
60
RL
73
9,066
Pave
null
IR1
Lvl
AllPub
Inside
Gtl
CollgCr
Norm
Norm
1Fam
2Story
8
5
1,999
2,000
Gable
CompShg
VinylSd
VinylSd
BrkFace
320
Gd
TA
PConc
Gd
TA
Mn
GLQ
668
Unf
0
336
1,004
GasA
Ex
Y
SBrkr
1,004
848
0
1,852
0
0
2
1
3
1
Gd
7
Typ
2
TA
Attchd
1,999
Fin
3
660
TA
TA
Y
224
106
0
0
0
0
null
GdPrv
null
0
12
2,008
WD
Normal
230,000
140
60
RL
65
15,426
Pave
null
IR1
Lvl
AllPub
Inside
Gtl
CollgCr
Norm
Norm
1Fam
2Story
6
5
1,997
1,997
Gable
CompShg
VinylSd
VinylSd
null
0
TA
TA
PConc
Gd
TA
No
GLQ
821
Unf
0
107
928
GasA
Ex
Y
SBrkr
928
836
0
1,764
1
0
2
1
3
1
Gd
7
Typ
0
null
Attchd
1,997
RFn
2
470
TA
TA
Y
276
99
0
0
0
0
null
MnPrv
null
0
8
2,009
WD
Normal
231,500
141
20
RL
70
10,500
Pave
null
Reg
Lvl
AllPub
FR2
Gtl
NAmes
Norm
Norm
1Fam
1Story
4
5
1,971
1,971
Gable
CompShg
HdBoard
HdBoard
null
0
TA
TA
CBlock
TA
TA
No
ALQ
432
Unf
0
432
864
GasA
TA
Y
SBrkr
864
0
0
864
0
0
1
0
3
1
TA
5
Typ
1
Po
null
null
null
0
0
null
null
Y
0
0
0
0
0
0
null
null
null
0
4
2,010
ConLI
Normal
115,000
142
20
RL
78
11,645
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
CollgCr
Norm
Norm
1Fam
1Story
7
5
2,005
2,005
Gable
CompShg
VinylSd
VinylSd
null
0
Gd
TA
PConc
Gd
TA
Av
GLQ
1,300
Unf
0
434
1,734
GasA
Ex
Y
SBrkr
1,734
0
0
1,734
1
0
2
0
3
1
Gd
7
Typ
0
null
Attchd
2,005
Fin
2
660
TA
TA
Y
160
24
0
0
0
0
null
null
null
0
1
2,006
WD
Normal
260,000
143
50
RL
71
8,520
Pave
null
Reg
Lvl
AllPub
Corner
Gtl
NAmes
Artery
Norm
1Fam
1.5Fin
5
4
1,952
1,952
Gable
CompShg
BrkFace
Wd Sdng
null
0
TA
Fa
CBlock
TA
TA
No
Rec
507
Unf
0
403
910
GasA
Fa
Y
SBrkr
910
475
0
1,385
0
0
2
0
4
1
TA
6
Typ
0
null
Detchd
2,000
Unf
2
720
TA
TA
Y
0
0
0
0
0
0
null
MnPrv
null
0
6
2,010
WD
Normal
166,000
144
20
RL
78
10,335
Pave
null
IR1
Lvl
AllPub
Inside
Gtl
CollgCr
Norm
Norm
1Fam
1Story
7
5
1,999
1,999
Gable
CompShg
VinylSd
VinylSd
BrkFace
183
Gd
TA
PConc
Gd
TA
Gd
GLQ
679
Unf
0
811
1,490
GasA
Ex
Y
SBrkr
1,501
0
0
1,501
1
0
2
0
3
1
Gd
6
Typ
0
null
Attchd
1,999
RFn
2
577
TA
TA
Y
144
29
0
0
0
0
null
null
null
0
6
2,009
WD
Normal
204,000
145
90
RM
70
9,100
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
Sawyer
RRAe
Norm
Duplex
1Story
5
5
1,963
1,963
Gable
CompShg
HdBoard
HdBoard
BrkFace
336
TA
TA
CBlock
TA
TA
No
Rec
1,332
Unf
0
396
1,728
GasA
TA
Y
SBrkr
1,728
0
0
1,728
1
0
2
0
6
2
TA
10
Typ
0
null
Detchd
1,963
Unf
2
504
TA
TA
Y
0
0
0
0
0
0
null
null
null
0
11
2,006
ConLI
Abnorml
125,000
146
160
RM
24
2,522
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
Edwards
Norm
Norm
Twnhs
2Story
6
5
2,004
2,006
Gable
CompShg
VinylSd
VinylSd
Stone
50
Gd
TA
PConc
Gd
TA
No
Unf
0
Unf
0
970
970
GasA
Ex
Y
SBrkr
970
739
0
1,709
0
0
2
0
3
1
Gd
7
Maj1
0
null
Detchd
2,004
Unf
2
380
TA
TA
Y
0
40
0
0
0
0
null
null
null
0
4
2,006
WD
Normal
130,000
147
30
RM
51
6,120
Pave
null
Reg
Lvl
AllPub
Corner
Gtl
BrkSide
Norm
Norm
1Fam
1Story
5
7
1,931
1,993
Gable
CompShg
Wd Sdng
Wd Sdng
null
0
TA
TA
BrkTil
TA
TA
No
BLQ
209
Unf
0
506
715
GasA
TA
Y
FuseA
875
0
0
875
1
0
1
0
2
1
TA
5
Typ
0
null
Detchd
1,931
Unf
1
180
Fa
TA
Y
48
0
0
0
0
0
null
null
null
0
11
2,009
WD
Normal
105,000
148
60
RL
null
9,505
Pave
null
IR1
Lvl
AllPub
CulDSac
Gtl
Gilbert
Norm
Norm
1Fam
2Story
7
5
2,001
2,001
Gable
CompShg
VinylSd
VinylSd
BrkFace
180
Gd
TA
PConc
Gd
TA
No
Unf
0
Unf
0
884
884
GasA
Ex
Y
SBrkr
884
1,151
0
2,035
0
0
2
1
3
1
Gd
8
Typ
1
Gd
BuiltIn
2,001
Fin
2
434
TA
TA
Y
144
48
0
0
0
0
null
null
null
0
5
2,010
WD
Normal
222,500
149
20
RL
63
7,500
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
SawyerW
Norm
Norm
1Fam
1Story
7
5
2,004
2,005
Gable
CompShg
VinylSd
VinylSd
BrkFace
120
TA
TA
PConc
Gd
TA
No
GLQ
680
Unf
0
400
1,080
GasA
Ex
Y
SBrkr
1,080
0
0
1,080
1
0
1
0
3
1
Gd
6
Typ
0
null
null
null
null
0
0
null
null
Y
0
0
0
0
0
0
null
null
null
0
4
2,008
WD
Normal
141,000
150
50
RM
null
6,240
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
BrkSide
Norm
Norm
1Fam
1.5Fin
5
4
1,936
1,950
Gable
CompShg
MetalSd
MetalSd
null
0
TA
TA
BrkTil
Gd
TA
No
Unf
0
Unf
0
896
896
GasA
Gd
Y
FuseA
896
448
0
1,344
0
0
1
0
3
1
TA
7
Typ
0
null
Detchd
1,936
Unf
1
240
Fa
TA
Y
200
114
0
0
0
0
null
null
null
0
4
2,006
WD
Normal
115,000
151
20
RL
120
10,356
Pave
null
Reg
Lvl
AllPub
Corner
Gtl
CollgCr
Norm
Norm
1Fam
1Story
5
6
1,975
1,975
Gable
CompShg
HdBoard
HdBoard
null
0
TA
TA
CBlock
TA
TA
Av
BLQ
716
Unf
0
253
969
GasA
TA
Y
SBrkr
969
0
0
969
0
0
1
1
3
1
TA
5
Typ
0
null
Attchd
1,975
Unf
2
440
TA
TA
Y
0
0
0
0
0
0
null
MnPrv
null
0
1
2,007
WD
Normal
122,000
152
20
RL
107
13,891
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
NridgHt
Norm
Norm
1Fam
1Story
8
5
2,007
2,008
Hip
CompShg
VinylSd
VinylSd
Stone
436
Gd
TA
PConc
Ex
TA
Gd
GLQ
1,400
Unf
0
310
1,710
GasA
Ex
Y
SBrkr
1,710
0
0
1,710
1
0
2
0
2
1
Gd
6
Typ
1
Gd
Attchd
2,007
RFn
3
866
TA
TA
Y
0
102
0
0
0
0
null
null
null
0
1
2,008
New
Partial
372,402
153
60
RL
null
14,803
Pave
null
IR1
Lvl
AllPub
CulDSac
Gtl
NWAmes
Norm
Norm
1Fam
2Story
6
5
1,971
1,971
Gable
CompShg
HdBoard
HdBoard
BrkFace
252
TA
TA
CBlock
TA
TA
No
Rec
416
Unf
0
409
825
GasA
Gd
Y
SBrkr
1,097
896
0
1,993
0
0
2
1
4
1
TA
8
Typ
1
Gd
Attchd
1,971
RFn
2
495
TA
TA
Y
0
66
0
0
0
0
null
GdWo
null
0
6
2,006
WD
Normal
190,000
154
20
RL
null
13,500
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
ClearCr
Norm
Norm
1Fam
1Story
6
7
1,960
1,975
Flat
CompShg
BrkFace
Plywood
null
0
TA
TA
CBlock
Gd
TA
Gd
BLQ
429
ALQ
1,080
93
1,602
GasA
Gd
Y
SBrkr
1,252
0
0
1,252
1
0
1
0
1
1
TA
4
Typ
1
Gd
Attchd
1,960
RFn
2
564
TA
TA
Y
409
0
0
0
0
0
null
null
null
0
3
2,008
WD
Normal
235,000
155
30
RM
84
11,340
Pave
null
Reg
Lvl
AllPub
Corner
Gtl
OldTown
Norm
Norm
1Fam
1Story
6
5
1,923
1,950
Gable
CompShg
Wd Sdng
Wd Sdng
null
0
TA
TA
BrkTil
TA
TA
No
Unf
0
Unf
0
1,200
1,200
GasA
TA
Y
FuseA
1,200
0
0
1,200
0
0
1
0
4
1
TA
7
Typ
0
null
Detchd
1,923
Unf
1
312
Fa
Fa
Y
0
0
228
0
0
0
null
null
null
0
3
2,006
WD
Family
125,000
156
50
RL
60
9,600
Pave
null
Reg
Lvl
AllPub
Corner
Gtl
Edwards
Artery
Norm
1Fam
1.5Fin
6
5
1,924
1,950
Gable
CompShg
Wd Sdng
Wd Sdng
null
0
TA
TA
BrkTil
TA
TA
No
Unf
0
Unf
0
572
572
Grav
Fa
N
FuseF
572
524
0
1,096
0
0
1
0
2
1
TA
5
Typ
0
null
null
null
null
0
0
null
null
N
0
8
128
0
0
0
null
null
null
0
4
2,008
WD
Normal
79,000
157
20
RL
60
7,200
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
NAmes
Norm
Norm
1Fam
1Story
5
7
1,950
1,950
Hip
CompShg
Wd Sdng
Wd Sdng
null
0
TA
TA
CBlock
null
null
null
null
0
null
0
0
0
GasA
TA
Y
FuseF
1,040
0
0
1,040
0
0
1
0
2
1
TA
5
Typ
0
null
Detchd
1,950
Unf
2
625
TA
TA
Y
0
0
0
0
0
0
null
null
null
0
6
2,006
WD
Normal
109,500
158
60
RL
92
12,003
Pave
null
Reg
Lvl
AllPub
Corner
Gtl
Timber
Norm
Norm
1Fam
2Story
8
5
2,009
2,010
Gable
CompShg
VinylSd
VinylSd
BrkFace
84
Gd
TA
PConc
Ex
TA
No
Unf
0
Unf
0
774
774
GasA
Ex
Y
SBrkr
774
1,194
0
1,968
0
0
2
1
4
1
Ex
8
Typ
1
Gd
BuiltIn
2,009
Fin
3
680
TA
TA
Y
0
75
0
0
0
0
null
null
null
0
5
2,010
New
Partial
269,500
159
60
FV
100
12,552
Pave
null
Reg
Lvl
AllPub
Corner
Gtl
Somerst
Norm
Norm
1Fam
2Story
7
5
2,004
2,005
Gable
CompShg
VinylSd
VinylSd
null
0
Gd
TA
PConc
Gd
TA
No
GLQ
222
Unf
0
769
991
GasA
Ex
Y
SBrkr
991
956
0
1,947
0
0
2
1
3
1
Gd
8
Typ
1
Gd
Attchd
2,004
RFn
2
678
TA
TA
Y
0
136
0
0
0
0
null
GdWo
null
0
5
2,010
WD
Normal
254,900
160
60
RL
134
19,378
Pave
null
IR1
HLS
AllPub
Corner
Gtl
Gilbert
Norm
Norm
1Fam
2Story
7
5
2,005
2,006
Gable
CompShg
VinylSd
VinylSd
BrkFace
456
Gd
TA
PConc
Gd
TA
Mn
GLQ
57
Unf
0
1,335
1,392
GasA
Ex
Y
SBrkr
1,392
1,070
0
2,462
1
0
2
1
4
1
Gd
9
Typ
1
Gd
Attchd
2,006
RFn
2
576
TA
TA
Y
239
132
0
168
0
0
null
null
null
0
3
2,006
New
Partial
320,000
161
20
RL
null
11,120
Pave
null
IR1
Lvl
AllPub
CulDSac
Gtl
Veenker
Norm
Norm
1Fam
1Story
6
6
1,984
1,984
Gable
CompShg
Plywood
Plywood
null
0
TA
TA
PConc
Gd
TA
No
BLQ
660
Unf
0
572
1,232
GasA
TA
Y
SBrkr
1,232
0
0
1,232
0
0
2
0
3
1
TA
6
Typ
0
null
Attchd
1,984
Unf
2
516
TA
TA
Y
0
0
0
0
0
0
null
null
null
0
6
2,008
WD
Normal
162,500
162
60
RL
110
13,688
Pave
null
IR1
Lvl
AllPub
Inside
Gtl
NridgHt
Norm
Norm
1Fam
2Story
9
5
2,003
2,004
Gable
CompShg
VinylSd
VinylSd
BrkFace
664
Gd
TA
PConc
Ex
TA
Av
GLQ
1,016
Unf
0
556
1,572
GasA
Ex
Y
SBrkr
1,572
1,096
0
2,668
1
0
2
1
3
1
Ex
10
Typ
2
Gd
BuiltIn
2,003
Fin
3
726
TA
TA
Y
400
0
0
0
0
0
null
null
null
0
3
2,008
WD
Normal
412,500
163
20
RL
95
12,182
Pave
null
Reg
Lvl
AllPub
Corner
Gtl
NridgHt
Norm
Norm
1Fam
1Story
7
5
2,005
2,005
Gable
CompShg
VinylSd
VinylSd
BrkFace
226
Gd
TA
PConc
Gd
TA
Mn
BLQ
1,201
Unf
0
340
1,541
GasA
Ex
Y
SBrkr
1,541
0
0
1,541
0
0
2
0
3
1
Gd
7
Typ
1
Gd
Attchd
2,005
RFn
2
532
TA
TA
Y
0
70
0
0
0
0
null
null
null
0
5
2,010
New
Partial
220,000
164
45
RL
55
5,500
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
OldTown
Norm
Norm
1Fam
1.5Unf
4
6
1,956
1,956
Gable
CompShg
MetalSd
MetalSd
null
0
TA
TA
CBlock
TA
TA
No
Unf
0
Unf
0
882
882
GasA
Ex
Y
SBrkr
882
0
0
882
0
0
1
0
1
1
TA
4
Typ
0
null
null
null
null
0
0
null
null
Y
0
0
0
0
0
0
null
MnPrv
null
0
4
2,007
WD
Normal
103,200
165
40
RM
40
5,400
Pave
Pave
Reg
Lvl
AllPub
Corner
Gtl
OldTown
Norm
Norm
1Fam
1Story
6
7
1,926
2,004
Gable
CompShg
MetalSd
MetalSd
null
0
TA
Gd
BrkTil
TA
TA
Mn
LwQ
370
Unf
0
779
1,149
GasA
Gd
Y
FuseA
1,149
467
0
1,616
0
0
2
0
3
1
Gd
5
Typ
0
null
Detchd
1,926
Unf
1
216
TA
TA
Y
0
0
183
0
0
0
null
null
null
0
10
2,007
WD
Normal
152,000
166
190
RL
62
10,106
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
Edwards
Norm
Norm
2fmCon
1.5Fin
5
7
1,940
1,999
Gable
CompShg
Wd Sdng
Wd Sdng
null
0
TA
Gd
BrkTil
TA
TA
No
ALQ
351
Rec
181
112
644
GasA
Gd
Y
SBrkr
808
547
0
1,355
1
0
2
0
4
2
TA
6
Typ
0
null
null
null
null
0
0
null
null
Y
140
0
0
0
0
0
null
null
null
0
9
2,008
WD
Normal
127,500
167
20
RL
null
10,708
Pave
null
IR1
Lvl
AllPub
Inside
Gtl
ClearCr
Norm
Norm
1Fam
1Story
5
5
1,955
1,993
Hip
CompShg
Wd Sdng
Wd Sdng
null
0
Gd
TA
CBlock
TA
TA
No
LwQ
379
BLQ
768
470
1,617
GasA
Ex
Y
FuseA
1,867
0
0
1,867
1
0
1
0
2
1
TA
7
Typ
3
Gd
Attchd
1,955
Fin
1
303
TA
TA
Y
476
0
0
0
142
0
null
GdWo
null
0
11
2,009
COD
Normal
190,000
168
60
RL
86
10,562
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
NridgHt
Norm
Norm
1Fam
2Story
8
5
2,007
2,007
Gable
CompShg
VinylSd
VinylSd
Stone
300
Gd
TA
PConc
Ex
TA
No
GLQ
1,288
Unf
0
294
1,582
GasA
Ex
Y
SBrkr
1,610
551
0
2,161
1
0
1
1
3
1
Ex
8
Typ
1
Gd
Attchd
2,007
Fin
3
789
TA
TA
Y
178
120
0
0
0
0
null
null
null
0
11
2,007
New
Partial
325,624
169
60
RL
62
8,244
Pave
null
IR1
Lvl
AllPub
Inside
Gtl
Gilbert
Norm
Norm
1Fam
2Story
7
5
2,004
2,004
Gable
CompShg
VinylSd
VinylSd
null
0
Gd
TA
PConc
Gd
TA
No
Unf
0
Unf
0
840
840
GasA
Ex
Y
SBrkr
840
880
0
1,720
0
0
2
1
3
1
Gd
7
Typ
1
Gd
Attchd
2,004
Fin
2
440
TA
TA
Y
100
48
0
0
0
0
null
null
null
0
5
2,007
WD
Normal
183,500
170
20
RL
null
16,669
Pave
null
IR1
Lvl
AllPub
Corner
Gtl
Timber
Norm
Norm
1Fam
1Story
8
6
1,981
1,981
Hip
WdShake
Plywood
Plywood
BrkFace
653
Gd
TA
CBlock
Gd
TA
No
Unf
0
Unf
0
1,686
1,686
GasA
TA
Y
SBrkr
1,707
0
0
1,707
0
0
2
1
2
1
TA
6
Typ
1
TA
Attchd
1,981
RFn
2
511
TA
TA
Y
574
64
0
0
0
0
null
null
null
0
1
2,006
WD
Normal
228,000
171
50
RM
null
12,358
Pave
null
IR1
Lvl
AllPub
Inside
Gtl
OldTown
Feedr
Norm
1Fam
1.5Fin
5
6
1,941
1,950
Gable
CompShg
MetalSd
MetalSd
null
0
TA
TA
CBlock
TA
TA
No
Rec
360
Unf
0
360
720
GasA
TA
Y
SBrkr
854
0
528
1,382
0
0
1
1
2
1
TA
7
Typ
0
null
Detchd
1,991
Unf
2
660
TA
TA
Y
237
0
0
0
0
0
null
null
null
0
5
2,007
WD
Normal
128,500
172
20
RL
141
31,770
Pave
null
IR1
Lvl
AllPub
Corner
Gtl
NAmes
Norm
Norm
1Fam
1Story
6
5
1,960
1,960
Hip
CompShg
BrkFace
Plywood
Stone
112
TA
TA
CBlock
TA
Gd
Gd
BLQ
639
Unf
0
441
1,080
GasA
Fa
Y
SBrkr
1,656
0
0
1,656
1
0
1
0
3
1
TA
7
Typ
2
Gd
Attchd
1,960
Fin
2
528
TA
TA
P
210
62
0
0
0
0
null
null
null
0
5
2,010
WD
Normal
215,000
173
160
RL
44
5,306
Pave
null
IR1
Lvl
AllPub
Inside
Gtl
StoneBr
Norm
Norm
TwnhsE
2Story
7
7
1,987
1,987
Gable
CompShg
HdBoard
HdBoard
null
0
Gd
Gd
PConc
Gd
Gd
No
GLQ
495
Rec
215
354
1,064
GasA
Gd
Y
SBrkr
1,064
703
0
1,767
1
0
2
0
2
1
Gd
5
Typ
1
TA
Attchd
1,987
RFn
2
504
Gd
TA
Y
441
35
0
0
0
0
null
null
null
0
6
2,006
WD
Normal
239,000
174
20
RL
80
10,197
Pave
null
IR1
Lvl
AllPub
Inside
Gtl
NAmes
Norm
Norm
1Fam
1Story
6
5
1,961
1,961
Gable
CompShg
WdShing
Wd Shng
BrkCmn
491
TA
TA
CBlock
TA
TA
No
ALQ
288
Rec
374
700
1,362
GasA
TA
Y
SBrkr
1,362
0
0
1,362
1
0
1
1
3
1
TA
6
Typ
1
TA
Attchd
1,961
Unf
2
504
TA
TA
Y
0
20
0
0
0
0
null
null
null
0
6
2,008
COD
Normal
163,000
175
20
RL
47
12,416
Pave
null
IR1
Lvl
AllPub
Inside
Gtl
Timber
Norm
Norm
1Fam
1Story
6
5
1,986
1,986
Gable
CompShg
VinylSd
Plywood
Stone
132
TA
TA
CBlock
Gd
Fa
No
ALQ
1,398
LwQ
208
0
1,606
GasA
TA
Y
SBrkr
1,651
0
0
1,651
1
0
2
0
3
1
TA
7
Min2
1
TA
Attchd
1,986
Fin
2
616
TA
TA
Y
192
0
0
0
0
0
null
null
null
0
11
2,008
WD
Normal
184,000
176
20
RL
84
12,615
Pave
null
Reg
Lvl
AllPub
Corner
Gtl
Edwards
Norm
Norm
1Fam
1Story
6
7
1,950
2,001
Gable
CompShg
WdShing
Wd Shng
null
0
TA
TA
CBlock
TA
Gd
Av
ALQ
477
Unf
0
725
1,202
GasA
TA
Y
SBrkr
2,158
0
0
2,158
1
0
2
0
4
1
Gd
7
Typ
1
Gd
Attchd
1,950
Unf
2
576
TA
TA
Y
0
29
39
0
0
0
null
MnPrv
null
0
6
2,007
WD
Normal
243,000
177
60
RL
97
10,029
Pave
null
IR1
Lvl
AllPub
Corner
Gtl
ClearCr
Norm
Norm
1Fam
2Story
6
5
1,988
1,989
Gable
CompShg
Plywood
Plywood
BrkFace
268
Gd
TA
PConc
Gd
TA
No
GLQ
831
Unf
0
320
1,151
GasA
TA
Y
SBrkr
1,164
896
0
2,060
0
1
2
1
4
1
TA
8
Typ
1
TA
Attchd
1,988
Unf
2
521
TA
TA
Y
0
228
0
0
192
0
null
null
null
0
9
2,007
WD
Normal
211,000
178
50
RL
null
13,650
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
Sawyer
Norm
Norm
1Fam
1.5Fin
5
5
1,958
1,958
Gable
CompShg
MetalSd
MetalSd
null
0
Gd
Gd
CBlock
TA
TA
No
ALQ
57
BLQ
441
554
1,052
GasA
Ex
Y
SBrkr
1,252
668
0
1,920
1
0
2
0
4
1
Gd
8
Typ
1
Gd
Attchd
1,958
Unf
2
451
TA
TA
Y
0
0
0
0
0
0
null
null
null
0
7
2,006
WD
Normal
172,500
179
20
RL
63
17,423
Pave
null
IR1
Lvl
AllPub
CulDSac
Gtl
StoneBr
Norm
Norm
1Fam
1Story
9
5
2,008
2,009
Hip
CompShg
VinylSd
VinylSd
Stone
748
Ex
TA
PConc
Ex
TA
No
GLQ
1,904
Unf
0
312
2,216
GasA
Ex
Y
SBrkr
2,234
0
0
2,234
1
0
2
0
1
1
Ex
9
Typ
1
Gd
Attchd
2,009
Fin
3
1,166
TA
TA
Y
0
60
0
0
0
0
null
null
null
0
7
2,009
New
Partial
501,837
180
30
RM
60
8,520
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
OldTown
Norm
Norm
1Fam
1Story
5
6
1,923
2,006
Gable
CompShg
Wd Sdng
Wd Sdng
null
0
Gd
TA
CBlock
TA
TA
No
Unf
0
Unf
0
968
968
GasA
TA
Y
SBrkr
968
0
0
968
0
0
1
0
2
1
TA
5
Typ
0
null
Detchd
1,935
Unf
2
480
Fa
TA
N
0
0
184
0
0
0
null
null
null
0
7
2,007
WD
Normal
100,000
181
160
FV
null
2,117
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
Somerst
Norm
Norm
Twnhs
2Story
6
5
2,000
2,000
Gable
CompShg
MetalSd
MetalSd
BrkFace
456
Gd
TA
PConc
Gd
TA
No
GLQ
436
Unf
0
320
756
GasA
Ex
Y
SBrkr
769
756
0
1,525
0
0
2
1
3
1
Gd
5
Typ
1
TA
Detchd
2,000
Unf
2
440
TA
TA
Y
0
0
0
0
0
0
null
null
null
0
6
2,007
WD
Normal
177,000
182
70
RL
54
7,588
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
Crawfor
Norm
Norm
1Fam
2Story
7
6
1,920
1,950
Gable
CompShg
Stucco
Stucco
null
0
TA
TA
BrkTil
Fa
TA
No
LwQ
352
Unf
0
441
793
GasA
Gd
Y
SBrkr
901
901
0
1,802
0
0
1
1
4
1
TA
9
Typ
1
Gd
Detchd
1,920
Unf
1
216
Fa
TA
Y
0
0
40
0
0
0
null
null
null
0
7
2,006
WD
Normal
200,100
183
20
RL
60
9,060
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
Edwards
Artery
Norm
1Fam
1Story
5
6
1,957
2,006
Hip
CompShg
Wd Sdng
Wd Sdng
BrkFace
98
TA
TA
PConc
null
null
null
null
0
null
0
0
0
GasA
Ex
Y
SBrkr
1,340
0
0
1,340
0
0
1
0
3
1
TA
7
Typ
1
Gd
Attchd
1,957
RFn
1
252
TA
TA
Y
116
0
0
180
0
0
null
MnPrv
null
0
6
2,007
WD
Normal
120,000
184
50
RM
63
11,426
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
OldTown
Norm
Norm
1Fam
1.5Fin
7
5
2,003
2,003
Gable
CompShg
VinylSd
VinylSd
null
0
TA
TA
PConc
Gd
TA
No
Unf
0
Unf
0
1,362
1,362
GasA
Ex
Y
SBrkr
1,362
720
0
2,082
0
0
2
1
3
1
Gd
6
Mod
0
null
Detchd
2,003
Unf
2
484
TA
TA
N
280
238
0
0
0
0
null
null
null
0
6
2,008
WD
Normal
200,000
185
50
RL
92
7,438
Pave
null
IR1
Lvl
AllPub
Inside
Gtl
BrkSide
RRAn
Feedr
1Fam
1.5Fin
5
8
1,908
1,991
Gable
CompShg
AsbShng
Plywood
null
0
TA
TA
PConc
Fa
TA
No
Unf
0
Unf
0
504
504
GasA
Gd
Y
SBrkr
936
316
0
1,252
0
0
1
0
3
1
TA
5
Typ
0
null
Attchd
1,986
Unf
2
576
TA
TA
Y
104
0
0
0
0
0
null
MnPrv
null
0
6
2,006
WD
Normal
127,000
186
75
RM
90
22,950
Pave
null
IR2
Lvl
AllPub
Inside
Gtl
OldTown
Artery
Norm
1Fam
2.5Fin
10
9
1,892
1,993
Gable
WdShngl
Wd Sdng
Wd Sdng
null
0
Gd
Gd
BrkTil
TA
TA
Mn
Unf
0
Unf
0
1,107
1,107
GasA
Ex
Y
SBrkr
1,518
1,518
572
3,608
0
0
2
1
4
1
Ex
12
Typ
2
TA
Detchd
1,993
Unf
3
840
Ex
TA
Y
0
260
0
0
410
0
null
GdPrv
null
0
6
2,006
WD
Normal
475,000
187
80
RL
null
9,947
Pave
null
IR1
Lvl
AllPub
CulDSac
Gtl
Mitchel
Norm
Norm
1Fam
SLvl
7
5
1,990
1,991
Gable
CompShg
HdBoard
HdBoard
null
0
TA
TA
PConc
Gd
TA
Av
GLQ
611
Unf
0
577
1,188
GasA
Ex
Y
SBrkr
1,217
0
0
1,217
1
0
2
0
3
1
Gd
6
Typ
0
null
Attchd
1,990
Unf
2
497
TA
TA
Y
168
27
0
0
0
0
null
GdPrv
null
0
6
2,009
WD
Normal
173,000
188
50
RL
60
10,410
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
OldTown
Norm
Norm
1Fam
1.5Fin
5
7
1,916
1,987
Gable
CompShg
HdBoard
HdBoard
null
0
TA
TA
CBlock
Fa
TA
No
Unf
0
Unf
0
660
660
GasA
Ex
Y
SBrkr
808
704
144
1,656
0
0
2
1
3
1
TA
8
Min2
0
null
Detchd
1,916
Unf
1
180
Fa
Fa
N
0
0
0
140
0
0
null
MnPrv
null
0
8
2,009
WD
Normal
135,000
189
90
RL
64
7,018
Pave
null
Reg
Bnk
AllPub
Inside
Gtl
SawyerW
Feedr
Norm
Duplex
SFoyer
5
5
1,979
1,979
Gable
CompShg
Plywood
Plywood
Stone
275
TA
TA
CBlock
Gd
TA
Av
GLQ
1,086
Unf
0
0
1,086
GasA
TA
Y
SBrkr
1,224
0
0
1,224
2
0
0
2
2
2
TA
6
Typ
2
TA
Detchd
1,979
Unf
2
528
TA
TA
Y
120
0
0
0
0
0
null
null
null
0
6
2,009
WD
Alloca
153,337
190
120
RL
41
4,923
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
StoneBr
Norm
Norm
TwnhsE
1Story
8
5
2,001
2,002
Gable
CompShg
CemntBd
CmentBd
null
0
Gd
TA
PConc
Ex
TA
Av
GLQ
1,153
Unf
0
440
1,593
GasA
Ex
Y
SBrkr
1,593
0
0
1,593
1
0
1
1
0
1
Ex
5
Typ
1
Gd
Attchd
2,001
Fin
2
682
TA
TA
Y
0
120
0
0
224
0
null
null
null
0
8
2,008
WD
Normal
286,000
191
70
RL
70
10,570
Pave
null
Reg
Bnk
AllPub
Inside
Mod
Crawfor
Norm
Norm
1Fam
2Story
8
8
1,932
1,994
Hip
CompShg
BrkFace
BrkFace
null
0
Gd
TA
CBlock
Gd
Gd
No
Rec
297
Unf
0
556
853
GasA
TA
Y
SBrkr
1,549
1,178
0
2,727
0
0
2
1
3
1
Gd
10
Maj1
2
TA
Detchd
1,932
Unf
2
440
TA
TA
Y
0
74
0
0
0
0
null
null
null
0
12
2,007
WD
Normal
315,000
192
60
RL
null
7,472
Pave
null
IR1
Lvl
AllPub
CulDSac
Gtl
NAmes
Norm
Norm
1Fam
2Story
7
9
1,972
2,004
Gable
CompShg
HdBoard
HdBoard
BrkFace
138
TA
TA
CBlock
TA
TA
No
ALQ
626
Unf
0
99
725
GasA
Gd
Y
SBrkr
725
754
0
1,479
1
0
1
1
4
1
Gd
7
Typ
0
null
Attchd
1,972
Fin
2
484
TA
TA
Y
0
32
0
0
0
0
null
null
null
0
6
2,007
WD
Normal
184,000
193
20
RL
68
9,017
Pave
null
IR1
Lvl
AllPub
Inside
Gtl
CollgCr
Norm
Norm
1Fam
1Story
7
5
1,999
1,999
Gable
CompShg
VinylSd
VinylSd
null
0
Gd
TA
PConc
Gd
TA
Av
GLQ
560
Unf
0
871
1,431
GasA
Ex
Y
SBrkr
1,431
0
0
1,431
1
0
2
0
3
1
Gd
6
Typ
0
null
Attchd
1,999
Fin
2
666
TA
TA
Y
0
35
0
0
0
0
null
null
null
0
9
2,009
WD
Normal
192,000
194
160
RM
24
2,522
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
Edwards
Norm
Norm
Twnhs
2Story
7
5
2,004
2,004
Gable
CompShg
VinylSd
VinylSd
Stone
50
Gd
TA
PConc
Gd
TA
No
Unf
0
Unf
0
970
970
GasA
Ex
Y
SBrkr
970
739
0
1,709
0
0
2
0
3
1
Gd
7
Maj1
0
null
Detchd
2,004
Unf
2
380
TA
TA
Y
0
40
0
0
0
0
null
null
null
0
5
2,006
WD
Normal
130,000
195
20
RL
60
7,180
Pave
null
IR1
Lvl
AllPub
Inside
Gtl
CollgCr
Norm
Norm
1Fam
1Story
5
7
1,972
1,972
Hip
CompShg
HdBoard
HdBoard
null
0
TA
TA
CBlock
TA
TA
Av
ALQ
390
Unf
0
474
864
GasA
TA
Y
SBrkr
864
0
0
864
0
0
1
0
3
1
TA
5
Typ
0
null
Detchd
1,989
Unf
1
352
TA
TA
Y
0
0
0
0
0
0
null
null
null
0
5
2,008
WD
Normal
127,000
196
160
RL
24
2,280
Pave
null
Reg
Lvl
AllPub
FR2
Gtl
NPkVill
Norm
Norm
Twnhs
2Story
6
6
1,976
1,976
Gable
CompShg
Plywood
Brk Cmn
null
0
TA
TA
CBlock
Gd
TA
No
ALQ
566
Unf
0
289
855
GasA
TA
Y
SBrkr
855
601
0
1,456
0
0
2
1
3
1
TA
7
Typ
1
TA
Attchd
1,976
Unf
2
440
TA
TA
Y
87
0
0
0
0
0
null
null
null
0
7
2,009
WD
Normal
148,500
197
20
RL
79
9,416
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
Somerst
Norm
Norm
1Fam
1Story
7
5
2,007
2,007
Hip
CompShg
CemntBd
CmentBd
Stone
205
Ex
TA
PConc
Ex
TA
No
GLQ
1,126
Unf
0
600
1,726
GasA
Ex
Y
SBrkr
1,726
0
0
1,726
1
0
2
0
3
1
Ex
8
Typ
1
Gd
Attchd
2,007
Fin
3
786
TA
TA
Y
171
138
0
0
266
0
null
null
null
0
9
2,007
New
Partial
311,872
198
75
RL
174
25,419
Pave
null
Reg
Lvl
AllPub
Corner
Gtl
NAmes
Artery
Norm
1Fam
2Story
8
4
1,918
1,990
Gable
CompShg
Stucco
Stucco
null
0
Gd
Gd
PConc
TA
TA
No
GLQ
1,036
LwQ
184
140
1,360
GasA
Gd
Y
SBrkr
1,360
1,360
392
3,112
1
1
2
0
4
1
Gd
8
Typ
1
Ex
Detchd
1,918
Unf
2
795
TA
TA
Y
0
16
552
0
0
512
Ex
GdPrv
null
0
3
2,006
WD
Abnorml
235,000
199
75
RM
92
5,520
Pave
null
Reg
Lvl
AllPub
Corner
Gtl
OldTown
Norm
Norm
1Fam
2.5Fin
6
6
1,912
1,950
Gable
CompShg
Wd Sdng
Wd Sdng
null
0
TA
TA
CBlock
TA
TA
No
Unf
0
Unf
0
755
755
GasA
Ex
Y
SBrkr
929
929
371
2,229
0
0
1
0
5
1
TA
8
Typ
0
null
null
null
null
0
0
null
null
Y
0
198
30
0
0
0
null
MnPrv
null
0
7
2,009
WD
Abnorml
104,000
200
20
RL
76
9,591
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
NridgHt
Norm
Norm
1Fam
1Story
8
5
2,004
2,005
Hip
CompShg
VinylSd
VinylSd
BrkFace
262
Gd
TA
PConc
Ex
TA
Av
GLQ
1,088
Unf
0
625
1,713
GasA
Ex
Y
SBrkr
1,713
0
0
1,713
1
0
2
0
3
1
Ex
7
Typ
1
Gd
Attchd
2,004
Fin
3
856
TA
TA
Y
0
26
0
0
170
0
null
null
null
0
1
2,009
WD
Normal
274,900