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
601
60
RL
74
10,927
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
NridgHt
Norm
Norm
1Fam
2Story
8
5
2,005
2,005
Gable
CompShg
VinylSd
VinylSd
BrkFace
280
Gd
TA
PConc
Gd
TA
Av
GLQ
546
Unf
0
512
1,058
GasA
Ex
Y
SBrkr
1,058
846
0
1,904
1
0
2
1
3
1
Ex
8
Typ
1
Gd
BuiltIn
2,003
Fin
2
736
TA
TA
Y
179
60
0
0
0
0
null
null
null
0
6
2,006
WD
Normal
275,000
602
50
RM
50
9,000
Pave
null
Reg
Bnk
AllPub
Inside
Gtl
IDOTRR
Norm
Norm
1Fam
1.5Fin
6
6
1,937
1,950
Gable
CompShg
Wd Sdng
Wd Sdng
null
0
TA
Gd
PConc
TA
TA
No
Unf
0
Unf
0
780
780
GasA
TA
Y
SBrkr
780
595
0
1,375
0
0
1
1
3
1
Gd
6
Typ
1
Gd
Detchd
1,979
Unf
1
544
TA
TA
P
0
162
0
0
126
0
null
null
null
0
12
2,007
WD
Normal
141,000
603
60
RL
80
10,041
Pave
null
IR1
Lvl
AllPub
Inside
Gtl
SawyerW
Norm
Norm
1Fam
2Story
8
5
1,992
1,992
Gable
CompShg
HdBoard
HdBoard
null
0
Gd
TA
PConc
Gd
TA
Mn
GLQ
789
Unf
0
119
908
GasA
Ex
Y
SBrkr
927
988
0
1,915
1
0
2
1
3
1
Gd
8
Typ
1
TA
Attchd
1,992
Fin
2
506
TA
TA
Y
120
150
0
0
0
0
null
null
null
0
2
2,006
WD
Abnorml
220,000
604
160
FV
30
3,182
Pave
Pave
Reg
Lvl
AllPub
Inside
Gtl
Somerst
Norm
Norm
TwnhsE
2Story
7
5
2,004
2,005
Gable
CompShg
MetalSd
MetalSd
null
0
Gd
TA
PConc
Gd
TA
No
Unf
0
Unf
0
600
600
GasA
Ex
Y
SBrkr
600
600
0
1,200
0
0
2
1
2
1
Gd
4
Typ
0
null
Detchd
2,004
RFn
2
480
TA
TA
Y
0
172
0
0
0
0
null
null
null
0
6
2,010
WD
Normal
151,000
605
20
RL
88
12,803
Pave
null
IR1
Lvl
AllPub
Inside
Gtl
CollgCr
Norm
Norm
1Fam
1Story
7
5
2,002
2,002
Gable
CompShg
VinylSd
VinylSd
BrkFace
99
Gd
TA
PConc
Gd
TA
Mn
GLQ
922
Unf
0
572
1,494
GasA
Ex
Y
SBrkr
1,494
0
0
1,494
1
0
2
0
3
1
Gd
6
Typ
1
TA
Attchd
2,002
RFn
2
530
TA
TA
Y
192
36
0
0
0
0
null
null
null
0
9
2,008
WD
Normal
221,000
606
60
RL
85
13,600
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
NAmes
Norm
Norm
1Fam
2Story
7
6
1,965
1,990
Gable
CompShg
HdBoard
HdBoard
BrkFace
176
TA
TA
CBlock
TA
TA
No
BLQ
454
Unf
0
314
768
GasA
TA
Y
SBrkr
1,186
800
0
1,986
0
0
2
1
3
1
TA
7
Typ
3
Fa
Attchd
1,965
Unf
2
486
TA
TA
Y
0
42
0
0
189
0
null
null
null
0
10
2,009
WD
Normal
205,000
607
20
RL
82
12,464
Pave
null
IR2
Low
AllPub
Corner
Mod
CollgCr
Norm
Norm
1Fam
1Story
5
5
1,996
1,996
Gable
CompShg
VinylSd
VinylSd
null
0
TA
Gd
PConc
Gd
TA
No
GLQ
732
Unf
0
308
1,040
GasA
Gd
Y
SBrkr
1,040
0
0
1,040
1
0
1
0
3
1
Gd
6
Typ
0
null
Detchd
2,000
Unf
2
576
TA
TA
Y
168
0
0
0
0
0
null
GdPrv
null
0
11
2,009
WD
Normal
152,000
608
20
RL
78
7,800
Pave
null
Reg
Bnk
AllPub
Inside
Mod
Edwards
Norm
Norm
1Fam
2Story
5
8
1,948
2,002
Gable
CompShg
MetalSd
MetalSd
null
0
TA
Gd
CBlock
TA
Gd
No
GLQ
603
Unf
0
293
896
GasA
Ex
Y
SBrkr
1,112
896
0
2,008
1
0
3
0
3
1
Ex
8
Typ
0
null
Attchd
1,948
Unf
1
230
TA
TA
Y
103
0
0
0
0
0
null
null
null
0
8
2,006
WD
Normal
225,000
609
70
RL
78
12,168
Pave
null
Reg
HLS
AllPub
Inside
Mod
Crawfor
Norm
Norm
1Fam
2Story
8
6
1,934
1,998
Gable
CompShg
BrkFace
Wd Sdng
null
0
TA
TA
PConc
Gd
TA
Mn
BLQ
428
Unf
0
537
965
GasA
TA
Y
SBrkr
1,940
1,254
0
3,194
0
0
2
1
4
1
TA
10
Typ
2
Gd
Basment
1,934
Unf
2
380
TA
TA
Y
0
0
0
0
0
0
null
null
null
0
9
2,007
WD
Alloca
359,100
610
20
RL
61
7,943
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
Sawyer
Feedr
Norm
1Fam
1Story
4
5
1,961
1,961
Gable
CompShg
VinylSd
VinylSd
BrkCmn
192
TA
Fa
CBlock
TA
TA
Mn
Rec
903
Unf
0
126
1,029
GasA
Gd
Y
SBrkr
1,029
0
0
1,029
1
0
1
0
3
1
TA
5
Typ
0
null
Attchd
1,961
Unf
1
261
TA
TA
Y
64
0
39
0
0
0
null
null
null
0
4
2,007
WD
Normal
118,500
611
60
RL
null
11,050
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
CollgCr
PosN
Norm
1Fam
2Story
9
5
2,000
2,000
Hip
CompShg
VinylSd
VinylSd
BrkFace
204
Gd
TA
PConc
Ex
TA
Mn
GLQ
904
Unf
0
536
1,440
GasA
Ex
Y
SBrkr
1,476
677
0
2,153
1
0
2
1
3
1
Ex
8
Typ
2
Ex
Attchd
2,000
Fin
3
736
TA
TA
Y
253
142
0
0
0
0
null
null
null
0
5
2,009
WD
Normal
313,000
612
80
RL
null
10,395
Pave
null
IR1
Lvl
AllPub
FR2
Gtl
NWAmes
Norm
Norm
1Fam
SLvl
6
6
1,978
1,978
Gable
CompShg
HdBoard
HdBoard
BrkFace
233
TA
TA
CBlock
Gd
TA
Av
ALQ
605
Unf
0
427
1,032
GasA
TA
Y
SBrkr
1,032
0
0
1,032
0
1
2
0
3
1
TA
6
Typ
1
TA
Attchd
1,978
Unf
2
564
TA
TA
Y
0
0
0
0
0
0
null
MnPrv
Shed
500
7
2,007
WD
Normal
148,000
613
60
RL
null
11,885
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
CollgCr
Norm
Norm
1Fam
2Story
8
5
2,001
2,001
Gable
CompShg
VinylSd
VinylSd
BrkFace
108
Gd
TA
PConc
Gd
TA
Av
GLQ
990
Unf
0
309
1,299
GasA
Ex
Y
SBrkr
1,299
573
0
1,872
1
0
2
1
3
1
Ex
7
Typ
1
TA
BuiltIn
2,001
RFn
2
531
TA
TA
Y
160
122
0
0
0
0
null
null
null
0
11
2,009
WD
Normal
261,500
614
20
RL
70
8,402
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
Mitchel
Feedr
Norm
1Fam
1Story
5
5
2,007
2,007
Gable
CompShg
VinylSd
VinylSd
null
0
TA
TA
PConc
Gd
TA
No
ALQ
206
Unf
0
914
1,120
GasA
Ex
Y
SBrkr
1,120
0
0
1,120
0
0
1
0
3
1
TA
6
Typ
0
null
null
null
null
0
0
null
null
Y
0
30
0
0
0
0
null
null
null
0
12
2,007
New
Partial
147,000
615
180
RM
21
1,491
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
MeadowV
Norm
Norm
TwnhsE
SFoyer
4
6
1,972
1,972
Gable
CompShg
CemntBd
CmentBd
null
0
TA
TA
CBlock
Gd
TA
Av
LwQ
150
GLQ
480
0
630
GasA
Ex
Y
SBrkr
630
0
0
630
1
0
1
0
1
1
TA
3
Typ
0
null
null
null
null
0
0
null
null
Y
96
24
0
0
0
0
null
null
null
0
5
2,010
WD
Normal
75,500
616
85
RL
80
8,800
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
NAmes
Feedr
Norm
1Fam
SFoyer
6
7
1,963
1,963
Gable
CompShg
MetalSd
MetalSd
BrkFace
156
TA
Gd
PConc
TA
TA
Gd
GLQ
763
Unf
0
173
936
GasA
Ex
Y
SBrkr
1,054
0
0
1,054
1
0
1
0
3
1
Gd
6
Typ
0
null
Attchd
1,963
RFn
2
480
TA
TA
Y
120
0
0
0
0
0
null
MnPrv
null
0
5
2,010
WD
Abnorml
137,500
617
60
RL
null
7,861
Pave
null
IR1
Lvl
AllPub
Inside
Gtl
Gilbert
Norm
Norm
1Fam
2Story
6
5
2,002
2,003
Gable
CompShg
VinylSd
VinylSd
null
0
Gd
TA
PConc
Gd
TA
No
GLQ
457
Unf
0
326
783
GasA
Ex
Y
SBrkr
807
702
0
1,509
1
0
2
1
3
1
Gd
7
Typ
1
Gd
Attchd
2,002
Fin
2
393
TA
TA
Y
100
75
0
0
0
0
null
null
null
0
6
2,006
WD
Normal
183,200
618
45
RL
59
7,227
Pave
null
Reg
HLS
AllPub
Corner
Mod
NAmes
Artery
Norm
1Fam
1.5Unf
6
6
1,954
1,954
Gable
CompShg
MetalSd
MetalSd
null
0
TA
TA
CBlock
TA
TA
No
Unf
0
Unf
0
832
832
GasA
Gd
Y
SBrkr
832
0
0
832
0
0
1
0
2
1
Gd
4
Typ
0
null
Detchd
1,962
Unf
2
528
TA
TA
Y
0
0
0
0
0
0
null
null
null
0
6
2,008
WD
Normal
105,500
619
20
RL
90
11,694
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
NridgHt
Norm
Norm
1Fam
1Story
9
5
2,007
2,007
Hip
CompShg
CemntBd
CmentBd
BrkFace
452
Ex
TA
PConc
Ex
TA
Av
GLQ
48
Unf
0
1,774
1,822
GasA
Ex
Y
SBrkr
1,828
0
0
1,828
0
0
2
0
3
1
Gd
9
Typ
1
Gd
Attchd
2,007
Unf
3
774
TA
TA
Y
0
108
0
0
260
0
null
null
null
0
7
2,007
New
Partial
314,813
620
60
RL
85
12,244
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
Timber
Norm
Norm
1Fam
2Story
8
5
2,003
2,003
Hip
CompShg
VinylSd
VinylSd
Stone
226
Gd
TA
PConc
Gd
TA
Gd
GLQ
871
Unf
0
611
1,482
GasA
Ex
Y
SBrkr
1,482
780
0
2,262
1
0
2
1
4
1
Gd
10
Typ
2
Gd
Attchd
2,003
Fin
3
749
TA
TA
Y
168
0
0
0
0
0
null
null
null
0
8
2,008
WD
Normal
305,000
621
30
RL
45
8,248
Pave
Grvl
Reg
Lvl
AllPub
Inside
Gtl
Edwards
Norm
Norm
1Fam
1Story
3
3
1,914
1,950
Gable
CompShg
Stucco
Stucco
null
0
TA
TA
BrkTil
TA
TA
No
BLQ
41
Unf
0
823
864
GasA
TA
N
FuseF
864
0
0
864
1
0
1
0
2
1
TA
5
Typ
0
null
null
null
null
0
0
null
null
N
0
0
100
0
0
0
null
null
null
0
9
2,008
WD
Normal
67,000
622
60
RL
90
10,800
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
NWAmes
Norm
Norm
1Fam
2Story
6
7
1,974
1,997
Gable
CompShg
HdBoard
HdBoard
null
0
TA
TA
CBlock
TA
TA
No
ALQ
956
Rec
182
384
1,522
GasA
TA
Y
SBrkr
1,548
1,066
0
2,614
0
0
2
1
4
1
TA
9
Typ
1
TA
Attchd
1,974
RFn
2
624
TA
TA
Y
38
243
0
0
0
0
null
null
null
0
6
2,008
WD
Normal
240,000
623
20
RL
71
7,064
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
Sawyer
Norm
Norm
1Fam
1Story
5
6
1,977
1,977
Gable
CompShg
Plywood
Plywood
BrkFace
153
TA
TA
CBlock
TA
TA
No
BLQ
560
Unf
0
420
980
GasA
TA
Y
SBrkr
980
0
0
980
0
0
1
0
3
1
TA
6
Typ
0
null
Detchd
1,986
Unf
2
484
TA
TA
Y
192
0
0
0
0
0
null
null
null
0
7
2,009
WD
Normal
135,000
624
160
FV
null
2,117
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
Somerst
Norm
Norm
TwnhsE
2Story
6
5
2,000
2,000
Gable
CompShg
MetalSd
MetalSd
BrkFace
513
Gd
TA
PConc
Gd
TA
No
GLQ
420
Unf
0
336
756
GasA
Ex
Y
SBrkr
756
756
0
1,512
0
0
2
1
2
1
Gd
4
Typ
1
TA
Detchd
2,000
Unf
2
440
TA
TA
Y
0
32
0
0
0
0
null
null
null
0
6
2,007
WD
Normal
168,500
625
60
RL
80
10,400
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
NWAmes
Norm
Norm
1Fam
2Story
6
5
1,972
1,972
Gable
CompShg
VinylSd
VinylSd
null
288
TA
TA
CBlock
TA
TA
No
Rec
247
Unf
0
485
732
GasA
Gd
Y
SBrkr
1,012
778
0
1,790
1
0
1
2
4
1
TA
8
Min2
1
TA
Attchd
1,972
RFn
2
484
TA
TA
Y
148
0
0
0
147
0
null
null
null
0
11
2,006
WD
Normal
165,150
626
20
RL
87
10,000
Pave
null
IR1
Lvl
AllPub
Corner
Gtl
NAmes
Norm
Norm
1Fam
1Story
6
6
1,962
1,962
Hip
CompShg
Wd Sdng
Wd Sdng
BrkFace
261
TA
TA
CBlock
TA
TA
No
Unf
0
Unf
0
1,116
1,116
GasA
TA
Y
SBrkr
1,116
0
0
1,116
0
0
1
1
3
1
TA
5
Typ
0
null
Attchd
1,962
Unf
2
440
TA
TA
Y
0
0
0
0
385
0
null
null
null
0
2
2,010
WD
Normal
160,000
627
20
RL
null
12,342
Pave
null
IR1
Lvl
AllPub
Inside
Gtl
NAmes
Norm
Norm
1Fam
1Story
5
5
1,960
1,978
Hip
CompShg
Wd Sdng
Wd Sdng
null
0
TA
TA
CBlock
TA
TA
No
Unf
0
Unf
0
978
978
GasA
TA
Y
SBrkr
1,422
0
0
1,422
0
0
1
0
3
1
TA
6
Min1
1
TA
Attchd
1,960
RFn
1
286
TA
TA
Y
0
0
36
0
0
0
null
GdWo
Shed
600
8
2,007
WD
Normal
139,900
628
80
RL
80
9,600
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
NAmes
Norm
Norm
1Fam
SLvl
6
6
1,955
1,972
Gable
CompShg
AsbShng
AsbShng
BrkFace
164
TA
TA
CBlock
TA
TA
Av
BLQ
674
LwQ
132
350
1,156
GasA
Ex
Y
SBrkr
1,520
0
0
1,520
1
0
1
0
3
1
TA
7
Typ
2
Gd
Basment
1,955
RFn
1
364
TA
TA
Y
0
0
189
0
0
0
null
null
null
0
3
2,010
WD
Normal
153,000
629
60
RL
70
11,606
Pave
null
IR1
HLS
AllPub
Inside
Sev
NAmes
Norm
Norm
1Fam
2Story
5
5
1,969
1,969
Gable
CompShg
Plywood
Plywood
BrkFace
192
TA
TA
PConc
Gd
TA
Av
Rec
650
Unf
0
390
1,040
GasA
TA
Y
SBrkr
1,040
1,040
0
2,080
0
1
1
2
5
1
Fa
9
Typ
2
TA
Attchd
1,969
Unf
2
504
TA
TA
Y
335
0
0
0
0
0
null
null
null
0
9
2,007
WD
Family
135,000
630
80
RL
82
9,020
Pave
null
Reg
Lvl
AllPub
Corner
Gtl
NAmes
Feedr
Norm
1Fam
SLvl
6
5
1,964
1,964
Gable
WdShngl
Plywood
Wd Sdng
BrkFace
259
TA
TA
CBlock
TA
TA
Gd
GLQ
624
Rec
336
288
1,248
GasA
TA
Y
SBrkr
1,350
0
0
1,350
1
0
1
1
3
1
TA
6
Typ
0
null
Attchd
1,964
RFn
2
520
TA
TA
Y
176
0
0
0
0
0
null
GdPrv
null
0
6
2,008
WD
Normal
168,500
631
70
RM
50
9,000
Pave
Grvl
Reg
Lvl
AllPub
Corner
Gtl
OldTown
Artery
Norm
1Fam
2Story
5
6
1,880
1,991
Gable
CompShg
VinylSd
VinylSd
null
0
TA
TA
BrkTil
Fa
Fa
No
Unf
0
Unf
0
636
636
GasA
TA
Y
FuseA
1,089
661
0
1,750
0
0
1
0
3
1
Ex
8
Typ
0
null
Detchd
1,937
Unf
1
240
Fa
Po
N
0
0
293
0
0
0
null
MnPrv
null
0
6
2,006
WD
Abnorml
124,000
632
120
RL
34
4,590
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
NridgHt
Norm
Norm
Twnhs
1Story
8
5
2,006
2,006
Gable
CompShg
VinylSd
VinylSd
Stone
108
Gd
TA
PConc
Gd
Gd
Mn
GLQ
24
Unf
0
1,530
1,554
GasA
Ex
Y
SBrkr
1,554
0
0
1,554
0
0
2
0
2
1
Gd
6
Typ
1
Gd
Attchd
2,006
RFn
2
627
TA
TA
Y
156
73
0
0
0
0
null
null
null
0
8
2,007
WD
Normal
209,500
633
20
RL
85
11,900
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
NWAmes
Norm
Norm
1Fam
1Story
7
5
1,977
1,977
Hip
CompShg
Plywood
Plywood
BrkFace
209
TA
Gd
CBlock
TA
TA
No
ALQ
822
Unf
0
564
1,386
GasA
TA
Y
SBrkr
1,411
0
0
1,411
0
0
2
0
3
1
TA
6
Typ
1
TA
Attchd
1,977
Fin
2
544
TA
TA
Y
192
0
0
0
0
0
null
null
null
0
4
2,009
WD
Family
82,500
634
20
RL
80
9,250
Pave
null
Reg
Lvl
AllPub
Corner
Gtl
NAmes
Norm
Norm
1Fam
1Story
5
7
1,954
2,005
Gable
CompShg
Wd Sdng
Wd Sdng
null
0
TA
TA
CBlock
TA
TA
No
BLQ
480
LwQ
468
108
1,056
GasA
TA
Y
SBrkr
1,056
0
0
1,056
0
1
1
0
3
1
TA
6
Typ
0
null
Attchd
1,954
Unf
1
260
TA
TA
Y
390
0
0
0
0
0
null
null
null
0
7
2,007
WD
Normal
139,400
635
90
RL
64
6,979
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
OldTown
Norm
Norm
Duplex
SFoyer
6
5
1,980
1,980
Gable
CompShg
Plywood
Plywood
null
0
TA
TA
CBlock
TA
TA
No
GLQ
1,056
Unf
0
0
1,056
GasA
Gd
Y
SBrkr
1,056
0
0
1,056
2
0
0
0
0
2
TA
4
Typ
0
null
Detchd
1,980
Unf
2
576
TA
TA
Y
264
56
0
0
0
0
null
GdPrv
Shed
600
6
2,010
WD
Normal
144,000
636
190
RH
60
10,896
Pave
Pave
Reg
Bnk
AllPub
Inside
Gtl
SWISU
Feedr
Norm
2fmCon
2.5Fin
6
7
1,914
1,995
Hip
CompShg
VinylSd
VinylSd
null
0
Fa
TA
CBlock
TA
Fa
No
LwQ
256
Unf
0
1,184
1,440
GasA
Ex
Y
FuseA
1,440
1,440
515
3,395
0
0
2
0
8
2
Fa
14
Typ
0
null
null
null
null
0
0
null
null
N
0
110
0
0
0
0
null
null
null
0
3
2,007
WD
Abnorml
200,000
637
30
RM
51
6,120
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
BrkSide
Norm
Norm
1Fam
1Story
2
3
1,936
1,950
Gable
CompShg
AsbShng
AsbShng
null
0
Fa
Fa
BrkTil
TA
Fa
No
Unf
0
Unf
0
264
264
Grav
Fa
N
FuseA
800
0
0
800
0
0
1
0
1
1
Fa
4
Maj1
1
Po
null
null
null
0
0
null
null
N
0
0
0
0
0
0
null
null
null
0
1
2,009
ConLw
Normal
60,000
638
190
RM
50
6,000
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
OldTown
Norm
Norm
2fmCon
1.5Fin
5
4
1,954
1,954
Gable
CompShg
Wd Sdng
Wd Sdng
null
0
TA
TA
CBlock
TA
TA
No
Unf
0
Unf
0
811
811
GasA
TA
Y
FuseA
811
576
0
1,387
0
0
2
0
3
2
Gd
7
Typ
0
null
BuiltIn
1,954
Unf
1
256
TA
TA
Y
0
0
0
0
0
0
null
null
null
0
11
2,009
WD
Normal
93,000
639
30
RL
67
8,777
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
Edwards
Feedr
Norm
1Fam
1Story
5
7
1,910
1,950
Gable
CompShg
MetalSd
Wd Sdng
null
0
TA
TA
CBlock
Fa
TA
No
Unf
0
Unf
0
796
796
GasA
Gd
Y
FuseA
796
0
0
796
0
0
1
0
2
1
TA
4
Typ
0
null
null
null
null
0
0
null
null
P
328
0
164
0
0
0
null
MnPrv
null
0
5
2,008
WD
Normal
85,000
640
120
RL
53
3,982
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
Blmngtn
Norm
Norm
TwnhsE
1Story
8
5
2,006
2,006
Hip
CompShg
VinylSd
VinylSd
null
0
Gd
TA
PConc
Gd
Gd
Av
GLQ
1,154
Unf
0
366
1,520
GasA
Ex
Y
SBrkr
1,567
0
0
1,567
1
0
2
0
1
1
Ex
7
Typ
1
Gd
Attchd
2,006
Fin
3
648
TA
TA
Y
312
0
0
0
0
0
null
null
null
0
10
2,006
New
Partial
264,561
641
120
RL
62
12,677
Pave
null
IR1
Lvl
AllPub
Inside
Gtl
NridgHt
Norm
Norm
TwnhsE
1Story
8
5
2,003
2,004
Hip
CompShg
MetalSd
MetalSd
BrkFace
472
Ex
TA
PConc
Ex
TA
Gd
GLQ
1,218
Unf
0
300
1,518
GasA
Ex
Y
SBrkr
1,518
0
0
1,518
0
0
1
1
1
1
Ex
6
Typ
1
Gd
Attchd
2,003
RFn
2
588
TA
TA
Y
185
140
0
0
0
0
null
null
null
0
4
2,008
WD
Normal
274,000
642
60
FV
null
7,050
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
Somerst
Norm
Norm
1Fam
2Story
7
5
2,001
2,001
Gable
CompShg
VinylSd
VinylSd
null
0
Gd
TA
PConc
Gd
TA
No
GLQ
738
Unf
0
319
1,057
GasA
Ex
Y
SBrkr
1,057
872
0
1,929
1
0
2
1
3
1
Gd
7
Typ
1
TA
Attchd
2,001
Fin
2
650
TA
TA
Y
0
235
0
0
0
0
null
null
null
0
5
2,007
WD
Normal
226,000
643
80
RL
75
13,860
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
NAmes
Norm
Norm
1Fam
SLvl
8
7
1,972
1,995
Gable
CompShg
Plywood
Wd Sdng
null
0
Gd
TA
CBlock
Gd
TA
Gd
GLQ
1,410
Unf
0
542
1,952
GasA
Gd
Y
SBrkr
2,000
704
0
2,704
1
0
2
1
4
1
Ex
9
Typ
3
TA
Attchd
1,972
Fin
2
538
TA
TA
Y
269
111
0
0
0
0
null
MnPrv
null
0
7
2,009
WD
Normal
345,000
644
60
RL
80
10,793
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
NWAmes
RRAn
Norm
1Fam
2Story
5
5
1,969
1,969
Mansard
CompShg
WdShing
HdBoard
BrkFace
263
TA
TA
CBlock
TA
TA
No
Rec
493
BLQ
287
0
780
GasA
Ex
Y
SBrkr
780
840
0
1,620
0
0
2
1
4
1
TA
7
Min1
0
null
Attchd
1,969
Fin
2
462
TA
TA
Y
208
0
0
0
0
0
null
GdWo
null
0
4
2,007
WD
Normal
152,000
645
20
FV
85
9,187
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
Somerst
Norm
Norm
1Fam
1Story
9
5
2,009
2,009
Gable
CompShg
CemntBd
CmentBd
Stone
162
Ex
TA
PConc
Ex
TA
Mn
GLQ
1,121
Unf
0
645
1,766
GasA
Ex
Y
SBrkr
1,766
0
0
1,766
1
0
2
1
2
1
Ex
7
Typ
1
Gd
Attchd
2,009
Fin
3
478
TA
TA
Y
195
130
0
0
0
0
null
null
null
0
10
2,009
New
Partial
370,878
646
20
RL
null
10,530
Pave
null
IR1
Lvl
AllPub
Corner
Gtl
NAmes
Norm
Norm
1Fam
1Story
6
5
1,971
1,971
Hip
CompShg
Plywood
Plywood
null
0
TA
TA
CBlock
TA
TA
No
ALQ
282
LwQ
35
664
981
GasA
TA
Y
SBrkr
981
0
0
981
1
0
1
1
3
1
TA
5
Typ
0
null
Detchd
1,979
Unf
2
576
TA
TA
Y
0
312
40
0
0
0
null
null
null
0
3
2,007
WD
Normal
143,250
647
20
RL
60
7,200
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
NAmes
Norm
Norm
1Fam
1Story
5
5
1,950
1,950
Hip
CompShg
MetalSd
MetalSd
null
0
TA
TA
CBlock
null
null
null
null
0
null
0
0
0
GasA
Gd
Y
SBrkr
1,048
0
0
1,048
0
0
1
0
3
1
TA
7
Min1
0
null
Detchd
1,950
Unf
2
420
TA
TA
Y
0
27
0
0
0
0
null
null
null
0
7
2,008
WD
Normal
98,300
648
20
RL
85
10,452
Pave
null
IR1
Lvl
AllPub
Inside
Gtl
Edwards
Norm
Norm
1Fam
1Story
6
5
1,953
1,953
Hip
CompShg
Wd Sdng
Wd Sdng
Stone
216
TA
TA
CBlock
TA
TA
Mn
Rec
500
Unf
0
594
1,094
GasA
Ex
Y
SBrkr
1,094
0
0
1,094
0
0
1
0
3
1
TA
5
Typ
2
Gd
Attchd
1,953
RFn
2
495
TA
TA
Y
0
0
0
0
287
0
null
null
null
0
6
2,008
WD
Normal
155,000
649
60
RL
70
7,700
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
NAmes
PosN
Norm
1Fam
2Story
6
5
1,966
1,966
Gable
CompShg
MetalSd
MetalSd
BrkFace
351
TA
TA
CBlock
TA
TA
No
Unf
0
Unf
0
756
756
GasA
TA
Y
SBrkr
1,051
788
0
1,839
0
0
1
1
4
1
TA
7
Typ
1
TA
Attchd
1,966
Unf
2
442
TA
TA
Y
0
124
216
0
0
0
null
null
null
0
6
2,010
WD
Normal
155,000
650
180
RM
21
1,936
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
MeadowV
Norm
Norm
Twnhs
SFoyer
4
6
1,970
1,970
Gable
CompShg
CemntBd
CmentBd
null
0
TA
TA
CBlock
Gd
TA
Av
BLQ
131
GLQ
499
0
630
GasA
Gd
Y
SBrkr
630
0
0
630
1
0
1
0
1
1
TA
3
Typ
0
null
null
null
null
0
0
null
null
Y
0
0
0
0
0
0
null
MnPrv
null
0
12
2,007
WD
Normal
84,500
651
60
FV
65
8,125
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
Somerst
Norm
Norm
1Fam
2Story
7
6
2,007
2,007
Gable
CompShg
CemntBd
CmentBd
null
null
Gd
TA
PConc
Gd
TA
No
Unf
0
Unf
0
813
813
GasA
Ex
Y
SBrkr
822
843
0
1,665
0
0
2
1
3
1
Gd
7
Typ
0
null
Attchd
2,007
RFn
2
562
TA
TA
Y
0
0
0
0
0
0
null
null
null
0
5
2,008
WD
Normal
205,950
652
70
RL
60
9,084
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
Edwards
Artery
Norm
1Fam
2Story
4
5
1,940
1,950
Gable
CompShg
MetalSd
MetalSd
null
0
TA
TA
CBlock
TA
TA
Mn
Unf
0
Unf
0
755
755
GasA
TA
Y
SBrkr
755
755
0
1,510
1
0
1
0
4
1
TA
7
Typ
1
Gd
Detchd
1,940
Unf
1
296
Fa
Po
P
120
0
0
0
0
0
null
MnPrv
null
0
10
2,009
WD
Normal
108,000
653
60
RL
70
8,750
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
CollgCr
Norm
Norm
1Fam
2Story
7
5
1,996
1,996
Gable
CompShg
VinylSd
VinylSd
null
0
Gd
TA
PConc
Gd
TA
No
Unf
0
Unf
0
880
880
GasA
Ex
Y
SBrkr
909
807
0
1,716
0
0
2
1
2
1
Gd
7
Typ
1
TA
Attchd
1,996
RFn
2
512
TA
TA
Y
0
120
0
0
0
0
null
null
null
0
7
2,009
WD
Normal
191,000
654
50
RM
60
10,320
Pave
Grvl
Reg
Lvl
AllPub
Inside
Gtl
IDOTRR
Norm
Norm
1Fam
1.5Fin
6
7
1,906
1,995
Gable
CompShg
MetalSd
MetalSd
null
0
TA
TA
CBlock
TA
TA
No
Unf
0
Unf
0
756
756
GasA
Ex
Y
SBrkr
756
713
0
1,469
0
0
1
0
3
1
TA
7
Typ
0
null
Detchd
1,906
Unf
1
216
TA
TA
Y
57
0
239
0
0
0
null
MnPrv
null
0
6
2,008
WD
Normal
135,000
655
20
RL
91
10,437
Pave
null
IR1
Lvl
AllPub
Inside
Gtl
NoRidge
Norm
Norm
1Fam
1Story
8
6
1,995
1,995
Hip
CompShg
MetalSd
MetalSd
BrkFace
660
Gd
Gd
PConc
Gd
TA
Gd
GLQ
1,696
Unf
0
413
2,109
GasA
Ex
Y
SBrkr
2,113
0
0
2,113
1
0
2
1
2
1
Gd
7
Typ
1
TA
Attchd
1,995
Fin
3
839
TA
TA
Y
236
46
0
0
0
0
null
null
null
0
8
2,008
WD
Normal
350,000
656
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
HdBoard
ImStucc
BrkFace
381
TA
TA
CBlock
TA
TA
No
Unf
0
Unf
0
525
525
GasA
TA
Y
SBrkr
525
567
0
1,092
0
0
1
1
3
1
TA
6
Typ
0
null
Detchd
1,971
Unf
1
264
TA
TA
Y
0
0
0
0
0
0
null
null
null
0
3
2,010
WD
Family
88,000
657
20
RL
72
10,007
Pave
null
IR1
Lvl
AllPub
Inside
Gtl
NAmes
Norm
Norm
1Fam
1Story
5
7
1,959
2,006
Gable
CompShg
HdBoard
HdBoard
BrkFace
54
Gd
TA
CBlock
TA
TA
No
ALQ
806
Unf
0
247
1,053
GasA
Ex
Y
SBrkr
1,053
0
0
1,053
1
0
1
1
3
1
Gd
5
Typ
0
null
Attchd
1,959
RFn
1
312
TA
TA
Y
0
0
0
0
0
0
null
MnPrv
null
0
8
2,008
WD
Normal
145,500
658
70
RL
60
7,200
Pave
null
Reg
HLS
AllPub
Inside
Mod
Crawfor
Norm
Norm
1Fam
2Story
7
6
1,931
2,000
Gable
CompShg
Stucco
Wd Shng
null
0
TA
Fa
BrkTil
Gd
TA
No
Unf
0
Unf
0
776
776
GasA
TA
Y
SBrkr
851
651
0
1,502
0
0
1
1
3
1
TA
6
Typ
1
Gd
Attchd
1,931
RFn
1
270
TA
TA
P
0
0
112
0
0
0
null
MnPrv
null
0
2
2,008
WD
Normal
149,000
659
50
RL
78
17,503
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
NAmes
Artery
Norm
1Fam
1.5Fin
6
5
1,948
1,950
Gable
CompShg
VinylSd
VinylSd
null
0
TA
TA
CBlock
TA
TA
No
Unf
0
Unf
0
912
912
GasA
TA
Y
SBrkr
912
546
0
1,458
0
1
1
0
3
1
TA
6
Typ
1
Gd
Attchd
1,948
Unf
1
330
TA
TA
Y
192
0
0
0
0
0
null
null
null
0
1
2,010
WD
Abnorml
97,500
660
20
RL
75
9,937
Pave
null
Reg
Lvl
AllPub
Corner
Gtl
Edwards
Norm
Norm
1Fam
1Story
5
7
1,964
1,999
Hip
CompShg
MetalSd
MetalSd
null
0
TA
Gd
PConc
TA
TA
No
BLQ
637
Unf
0
849
1,486
GasA
Ex
Y
SBrkr
1,486
0
0
1,486
1
0
1
0
3
1
TA
7
Typ
0
null
Detchd
1,968
Fin
2
480
TA
TA
Y
0
0
0
0
0
0
null
MnPrv
null
0
3
2,009
WD
Normal
167,000
661
60
RL
null
12,384
Pave
null
Reg
Lvl
AllPub
CulDSac
Gtl
NWAmes
Norm
Norm
1Fam
2Story
7
7
1,976
1,976
Gable
CompShg
Plywood
Plywood
BrkFace
233
TA
TA
CBlock
Gd
TA
No
Unf
0
Unf
0
793
793
GasA
TA
Y
SBrkr
1,142
793
0
1,935
0
0
2
1
3
1
TA
7
Typ
1
TA
Attchd
1,976
RFn
2
550
TA
TA
Y
0
113
252
0
0
0
null
null
null
0
11
2,007
WD
Normal
197,900
662
60
RL
52
46,589
Pave
null
IR2
Lvl
AllPub
CulDSac
Gtl
NoRidge
Norm
Norm
1Fam
2Story
8
7
1,994
2,005
Hip
CompShg
VinylSd
VinylSd
BrkFace
528
Gd
TA
PConc
Gd
Gd
No
GLQ
1,361
Rec
180
88
1,629
GasA
Ex
Y
SBrkr
1,686
762
0
2,448
1
0
2
1
4
1
Gd
8
Typ
1
TA
Attchd
1,994
RFn
3
711
TA
TA
Y
517
76
0
0
0
0
null
null
null
0
7
2,009
WD
Normal
402,000
663
20
RL
120
13,560
Pave
null
Reg
Lvl
AllPub
Corner
Gtl
NAmes
Norm
Norm
1Fam
1Story
6
3
1,968
1,968
Hip
CompShg
Wd Sdng
Wd Sdng
BrkFace
216
TA
TA
CBlock
Fa
Fa
No
Unf
0
Unf
0
1,392
1,392
GasA
Gd
Y
SBrkr
1,392
0
0
1,392
1
0
1
0
2
1
TA
5
Maj2
2
TA
Attchd
1,968
RFn
2
576
TA
TA
Y
0
0
240
0
0
0
null
null
null
0
7
2,009
WD
Normal
110,000
664
85
RL
90
10,012
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
Edwards
Norm
Norm
1Fam
SFoyer
4
5
1,972
1,972
Gable
CompShg
Plywood
Plywood
null
0
TA
TA
CBlock
Gd
TA
Av
BLQ
920
Rec
180
38
1,138
GasA
TA
Y
SBrkr
1,181
0
0
1,181
1
0
2
0
3
1
TA
6
Typ
0
null
Detchd
1,974
RFn
2
588
TA
TA
Y
0
0
180
0
0
0
null
MnPrv
null
0
4
2,008
WD
Normal
137,500
665
20
RL
49
20,896
Pave
null
IR2
Lvl
AllPub
CulDSac
Gtl
Somerst
RRAn
Norm
1Fam
1Story
8
5
2,005
2,006
Gable
CompShg
VinylSd
VinylSd
null
0
Gd
TA
PConc
Ex
TA
Mn
GLQ
1,721
Unf
0
356
2,077
GasA
Ex
Y
SBrkr
2,097
0
0
2,097
1
0
1
1
1
1
Ex
8
Typ
1
Ex
Attchd
2,005
Fin
3
1,134
TA
TA
Y
192
267
0
0
0
0
null
null
null
0
1
2,006
New
Partial
423,000
666
60
RL
106
11,194
Pave
null
IR1
Lvl
AllPub
Corner
Gtl
Gilbert
Norm
Norm
1Fam
2Story
8
5
2,000
2,000
Gable
CompShg
VinylSd
VinylSd
BrkFace
40
Gd
TA
PConc
Gd
TA
No
Unf
0
Unf
0
1,406
1,406
GasA
Ex
Y
SBrkr
1,454
482
0
1,936
0
0
2
1
3
1
Gd
7
Typ
1
TA
Attchd
2,000
RFn
2
504
TA
TA
Y
188
124
0
0
0
0
null
null
null
0
11
2,006
WD
Normal
230,500
667
60
RL
null
18,450
Pave
null
IR1
Lvl
AllPub
Inside
Gtl
NAmes
Norm
Norm
1Fam
2Story
6
5
1,965
1,979
Flat
Tar&Grv
Plywood
Plywood
BrkCmn
113
TA
Gd
CBlock
Gd
TA
No
LwQ
187
Rec
723
111
1,021
GasA
TA
Y
SBrkr
1,465
915
0
2,380
0
0
2
1
3
1
TA
7
Sev
1
Po
CarPort
1,965
Unf
2
596
TA
TA
Y
0
265
0
0
0
0
null
null
null
0
8
2,007
WD
Abnorml
129,000
668
20
RL
65
8,125
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
SawyerW
Norm
Norm
1Fam
1Story
6
5
1,994
1,998
Gable
CompShg
HdBoard
HdBoard
BrkFace
258
TA
TA
PConc
Gd
TA
No
GLQ
1,138
Unf
0
270
1,408
GasA
Ex
Y
SBrkr
1,679
0
0
1,679
1
0
2
0
3
1
Gd
7
Typ
1
Fa
Attchd
1,994
RFn
2
575
TA
TA
Y
224
42
0
0
0
0
null
null
null
0
10
2,008
WD
Normal
193,500
669
20
RL
null
14,175
Pave
null
Reg
Bnk
AllPub
Corner
Mod
Sawyer
Norm
Norm
1Fam
1Story
5
6
1,956
1,987
Gable
CompShg
CemntBd
Wd Sdng
null
0
TA
TA
CBlock
TA
TA
No
Rec
988
Unf
0
200
1,188
GasA
Gd
Y
SBrkr
1,437
0
0
1,437
1
0
1
1
3
1
TA
6
Min2
1
TA
Detchd
1,999
Unf
2
576
TA
TA
Y
304
0
0
0
0
0
null
null
null
0
11
2,006
WD
Normal
168,000
670
30
RL
80
11,600
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
Crawfor
Norm
Norm
1Fam
1Story
4
5
1,922
1,950
Gable
CompShg
MetalSd
MetalSd
null
0
TA
TA
BrkTil
Fa
TA
No
Unf
0
Unf
0
700
700
GasA
Ex
Y
SBrkr
1,180
0
0
1,180
0
0
1
0
2
1
Fa
5
Typ
1
Gd
Detchd
1,922
Unf
1
252
TA
Fa
Y
0
0
67
0
0
0
null
null
null
0
7
2,006
WD
Normal
137,500
671
60
RL
64
8,633
Pave
null
Reg
Lvl
AllPub
FR2
Gtl
CollgCr
Norm
Norm
1Fam
2Story
6
5
2,005
2,005
Gable
CompShg
VinylSd
VinylSd
null
0
Gd
TA
PConc
Gd
TA
No
GLQ
193
Unf
0
545
738
GasA
Ex
Y
SBrkr
738
738
0
1,476
1
0
2
1
3
1
Gd
7
Typ
0
null
Attchd
2,005
Fin
2
540
TA
TA
Y
100
35
0
0
0
0
null
null
null
0
2
2,009
WD
Normal
173,500
672
70
RH
54
6,629
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
Edwards
Artery
Norm
1Fam
2Story
6
6
1,925
1,950
Gambrel
CompShg
Wd Sdng
Wd Sdng
null
0
TA
Gd
BrkTil
TA
TA
No
BLQ
551
Unf
0
121
672
GasA
TA
N
SBrkr
697
672
0
1,369
1
0
2
0
3
1
TA
6
Typ
0
null
Detchd
1,930
Unf
1
300
TA
TA
Y
147
0
0
0
0
0
null
null
null
0
7
2,009
WD
Normal
103,600
673
20
RL
null
11,250
Pave
null
IR1
Lvl
AllPub
Inside
Gtl
Veenker
Norm
Norm
1Fam
1Story
6
6
1,977
1,977
Gable
CompShg
Plywood
Plywood
null
0
Gd
TA
CBlock
Gd
TA
No
ALQ
767
Unf
0
441
1,208
GasA
TA
Y
SBrkr
1,208
0
0
1,208
1
0
1
1
3
1
TA
6
Typ
1
TA
Attchd
1,977
RFn
2
546
TA
TA
Y
198
42
0
0
0
0
null
null
null
0
6
2,006
WD
Normal
165,000
674
20
RL
110
14,442
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
Crawfor
Norm
Norm
1Fam
1Story
6
7
1,957
2,004
Hip
CompShg
CemntBd
CmentBd
BrkFace
106
TA
TA
PConc
TA
TA
No
GLQ
1,186
Unf
0
291
1,477
GasA
Ex
Y
SBrkr
1,839
0
0
1,839
1
0
2
0
3
1
Gd
7
Typ
2
TA
Attchd
1,957
Fin
2
416
TA
TA
Y
0
87
0
0
200
0
null
null
null
0
6
2,007
WD
Normal
257,500
675
20
RL
80
9,200
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
NAmes
Norm
Norm
1Fam
1Story
6
6
1,965
1,965
Gable
CompShg
HdBoard
HdBoard
null
0
TA
TA
CBlock
TA
TA
No
Rec
892
Unf
0
244
1,136
GasA
TA
Y
SBrkr
1,136
0
0
1,136
1
0
1
0
3
1
TA
5
Typ
1
Gd
Attchd
1,965
RFn
1
384
TA
TA
Y
426
0
0
0
0
0
null
null
null
0
7
2,008
WD
Normal
140,000
676
160
RL
24
2,289
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
NPkVill
Norm
Norm
Twnhs
2Story
6
6
1,978
1,978
Gable
CompShg
Plywood
Brk Cmn
null
0
TA
TA
CBlock
TA
TA
No
ALQ
311
Unf
0
544
855
GasA
TA
Y
SBrkr
855
586
0
1,441
0
0
2
1
3
1
TA
7
Typ
1
TA
Attchd
1,978
Unf
2
440
TA
TA
Y
28
0
0
0
0
0
null
null
null
0
4
2,009
WD
Normal
148,500
677
70
RM
60
9,600
Pave
Grvl
Reg
Lvl
AllPub
Inside
Gtl
OldTown
Norm
Norm
1Fam
2Story
4
2
1,900
1,950
Gable
CompShg
AsbShng
Stucco
null
0
TA
TA
BrkTil
TA
Fa
No
Unf
0
Unf
0
1,095
1,095
GasW
Fa
N
SBrkr
1,095
679
0
1,774
1
0
2
0
4
2
TA
8
Min2
0
null
2Types
1,920
Unf
3
779
Fa
Fa
N
0
0
90
0
0
0
null
null
null
0
5
2,006
WD
Normal
87,000
678
30
RL
52
9,022
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
OldTown
Norm
Norm
1Fam
1Story
5
8
1,924
2,006
Gable
CompShg
VinylSd
VinylSd
null
0
Gd
TA
BrkTil
TA
TA
No
Unf
0
Unf
0
768
768
GasA
Ex
Y
SBrkr
792
0
0
792
0
0
1
0
2
1
Gd
5
Typ
0
null
Detchd
1,924
Unf
1
240
Fa
Fa
N
316
0
120
0
0
0
null
null
null
0
5
2,009
WD
Normal
109,500
679
20
RL
80
11,844
Pave
null
IR1
Lvl
AllPub
Inside
Gtl
StoneBr
Norm
Norm
1Fam
1Story
8
5
2,008
2,008
Hip
CompShg
VinylSd
VinylSd
Stone
464
Gd
TA
PConc
Ex
TA
Mn
Unf
0
Unf
0
2,046
2,046
GasA
Ex
Y
SBrkr
2,046
0
0
2,046
0
0
2
1
3
1
Gd
7
Typ
1
Gd
Attchd
2,008
Fin
3
834
TA
TA
Y
322
82
0
0
0
0
null
null
null
0
7
2,009
New
Partial
372,500
680
20
RL
null
9,945
Pave
null
IR1
Lvl
AllPub
Inside
Gtl
Sawyer
Norm
Norm
1Fam
1Story
5
5
1,961
1,961
Hip
CompShg
Wd Sdng
Wd Sdng
BrkFace
57
TA
TA
CBlock
TA
TA
No
Rec
827
Unf
0
161
988
GasA
TA
Y
SBrkr
988
0
0
988
1
0
1
0
3
1
TA
5
Typ
0
null
Detchd
1,963
Unf
2
572
TA
TA
Y
0
0
0
0
0
0
null
null
null
0
10
2,007
WD
Normal
128,500
681
120
RL
50
8,012
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
SawyerW
Norm
Norm
TwnhsE
1Story
6
5
1,980
1,980
Gable
CompShg
Plywood
Plywood
null
0
TA
TA
CBlock
Gd
TA
No
BLQ
543
BLQ
119
261
923
GasA
TA
Y
SBrkr
923
0
0
923
0
0
2
0
2
1
TA
5
Typ
1
TA
Attchd
1,980
RFn
1
264
TA
TA
Y
80
0
0
0
0
0
null
null
null
0
5
2,010
WD
Normal
143,000
682
50
RH
55
4,500
Pave
Pave
IR2
Bnk
AllPub
Inside
Gtl
SWISU
Norm
Norm
1Fam
1.5Fin
5
5
1,932
2,000
Gable
CompShg
VinylSd
Stucco
null
0
TA
TA
BrkTil
TA
TA
No
Rec
182
Unf
0
611
793
GasA
Ex
Y
SBrkr
848
672
0
1,520
0
0
1
0
3
1
TA
6
Typ
0
null
Detchd
1,968
Unf
1
281
TA
TA
Y
0
0
56
0
0
0
null
null
null
0
7
2,009
WD
Abnorml
159,434
683
120
RL
null
2,887
Pave
null
Reg
HLS
AllPub
Inside
Gtl
ClearCr
Norm
Norm
1Fam
1Story
6
5
1,996
1,997
Gable
CompShg
Wd Sdng
Wd Sdng
null
0
TA
TA
PConc
Gd
TA
Mn
GLQ
1,003
Unf
0
288
1,291
GasA
Ex
Y
SBrkr
1,291
0
0
1,291
1
0
1
0
2
1
Gd
6
Typ
1
Gd
Attchd
1,996
Unf
2
431
TA
TA
Y
307
0
0
0
0
0
null
null
null
0
11
2,008
WD
Normal
173,000
684
20
RL
90
11,248
Pave
null
IR1
Lvl
AllPub
Corner
Gtl
CollgCr
Norm
Norm
1Fam
1Story
9
5
2,002
2,002
Hip
CompShg
VinylSd
VinylSd
Stone
215
Gd
TA
PConc
Gd
TA
Av
GLQ
1,059
Unf
0
567
1,626
GasA
Ex
Y
SBrkr
1,668
0
0
1,668
1
0
2
0
3
1
Gd
7
Typ
1
TA
Attchd
2,002
Fin
3
702
TA
TA
Y
257
45
0
0
0
0
null
null
null
0
7
2,007
WD
Normal
285,000
685
60
RL
58
16,770
Pave
null
IR2
Lvl
AllPub
CulDSac
Gtl
NoRidge
Norm
Norm
1Fam
2Story
7
5
1,998
1,998
Gable
CompShg
VinylSd
VinylSd
BrkFace
30
Gd
TA
PConc
Gd
TA
No
Unf
0
Unf
0
1,195
1,195
GasA
Gd
Y
SBrkr
1,195
644
0
1,839
0
0
2
1
4
1
TA
7
Typ
0
null
Attchd
1,998
Fin
2
486
TA
TA
Y
0
81
0
0
0
0
null
null
null
0
6
2,010
WD
Normal
221,000
686
160
RL
null
5,062
Pave
null
IR1
Lvl
AllPub
CulDSac
Gtl
StoneBr
Norm
Norm
TwnhsE
2Story
7
5
1,984
1,984
Gable
CompShg
HdBoard
HdBoard
null
0
Gd
TA
CBlock
Gd
TA
Mn
GLQ
828
LwQ
182
180
1,190
GasA
Gd
Y
SBrkr
1,190
900
0
2,090
1
0
2
0
3
1
Gd
6
Min1
1
TA
Attchd
1,984
Fin
2
577
TA
TA
Y
219
0
0
0
0
0
null
null
null
0
9
2,007
WD
Normal
207,500
687
60
FV
84
10,207
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
Somerst
Norm
Norm
1Fam
2Story
7
6
2,007
2,007
Gable
CompShg
VinylSd
VinylSd
null
0
Gd
TA
PConc
Gd
TA
No
Unf
0
Unf
0
874
874
GasA
Ex
Y
SBrkr
874
887
0
1,761
0
0
3
0
3
1
Gd
7
Typ
0
null
Attchd
2,007
Fin
2
578
TA
TA
Y
144
105
0
0
0
0
null
null
null
0
8
2,007
New
Partial
227,875
688
160
FV
null
5,105
Pave
null
IR2
Lvl
AllPub
FR2
Gtl
Somerst
Norm
Norm
TwnhsE
2Story
7
5
2,004
2,004
Gable
CompShg
MetalSd
MetalSd
null
0
Gd
TA
PConc
Gd
TA
No
GLQ
239
Unf
0
312
551
GasA
Ex
Y
SBrkr
551
551
0
1,102
0
0
2
1
2
1
Gd
4
Typ
0
null
Detchd
2,004
Unf
2
480
TA
TA
Y
0
60
0
0
0
0
null
null
null
0
3
2,007
WD
Normal
148,800
689
20
RL
60
8,089
Pave
null
Reg
HLS
AllPub
Inside
Gtl
StoneBr
Norm
Norm
1Fam
1Story
8
6
2,007
2,007
Gable
CompShg
MetalSd
MetalSd
BrkFace
0
Gd
TA
PConc
Gd
TA
Av
GLQ
945
Unf
0
474
1,419
GasA
Ex
Y
SBrkr
1,419
0
0
1,419
1
0
2
0
2
1
Gd
7
Typ
1
Gd
Attchd
2,007
RFn
2
567
TA
TA
Y
140
0
0
0
0
0
null
null
null
0
10
2,007
New
Partial
392,000
690
120
RL
61
7,577
Pave
null
IR1
Lvl
AllPub
Corner
Gtl
NridgHt
Norm
Norm
TwnhsE
1Story
6
5
2,005
2,006
Gable
CompShg
VinylSd
VinylSd
Stone
256
Gd
TA
PConc
Gd
TA
Av
ALQ
20
Unf
0
1,342
1,362
GasA
Ex
Y
SBrkr
1,362
0
0
1,362
0
0
2
0
2
1
Gd
6
Typ
1
Gd
Attchd
2,005
RFn
2
460
TA
TA
Y
192
28
0
0
0
0
null
null
null
0
6
2,007
WD
Normal
194,700
691
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
Gd
GLQ
697
Unf
0
151
848
GasA
Ex
Y
SBrkr
848
0
0
848
1
0
1
0
1
1
Gd
3
Typ
1
TA
Attchd
2,004
RFn
2
420
TA
TA
Y
149
0
0
0
0
0
null
null
null
0
5
2,008
WD
Normal
141,000
692
60
RL
104
21,535
Pave
null
IR1
Lvl
AllPub
Corner
Gtl
NoRidge
Norm
Norm
1Fam
2Story
10
6
1,994
1,995
Gable
WdShngl
HdBoard
HdBoard
BrkFace
1,170
Ex
TA
PConc
Ex
TA
Gd
GLQ
1,455
Unf
0
989
2,444
GasA
Ex
Y
SBrkr
2,444
1,872
0
4,316
0
1
3
1
4
1
Ex
10
Typ
2
Ex
Attchd
1,994
Fin
3
832
TA
TA
Y
382
50
0
0
0
0
null
null
null
0
1
2,007
WD
Normal
755,000
693
60
RL
42
26,178
Pave
null
IR1
Lvl
AllPub
Inside
Mod
Timber
Norm
Norm
1Fam
2Story
7
5
1,989
1,990
Hip
CompShg
MetalSd
MetalSd
BrkFace
293
Gd
TA
PConc
Gd
TA
Gd
GLQ
965
Unf
0
245
1,210
GasA
Ex
Y
SBrkr
1,238
1,281
0
2,519
1
0
2
1
4
1
Gd
9
Typ
2
Gd
Attchd
1,989
RFn
2
628
TA
TA
Y
320
27
0
0
0
0
null
null
null
0
4
2,006
WD
Normal
335,000
694
30
RL
60
5,400
Pave
null
Reg
Lvl
AllPub
Corner
Sev
OldTown
Norm
Norm
1Fam
1Story
5
6
1,921
1,968
Gable
CompShg
MetalSd
MetalSd
null
0
TA
TA
BrkTil
TA
TA
No
Unf
0
Unf
0
1,073
1,073
GasA
Ex
Y
SBrkr
1,073
0
0
1,073
0
0
1
0
2
1
TA
4
Typ
0
null
Detchd
1,968
Unf
1
326
TA
TA
Y
0
0
112
0
0
0
null
null
null
0
12
2,006
WD
Abnorml
108,480
695
50
RM
51
6,120
Pave
null
Reg
Lvl
AllPub
Corner
Gtl
BrkSide
Norm
Norm
1Fam
1.5Fin
5
6
1,936
1,950
Gable
CompShg
Wd Sdng
Wd Sdng
null
0
TA
Fa
BrkTil
TA
TA
No
Unf
0
Unf
0
927
927
GasA
TA
Y
SBrkr
1,067
472
0
1,539
0
0
1
1
3
1
TA
5
Typ
0
null
Detchd
1,995
Unf
2
576
TA
TA
Y
112
0
0
0
0
0
null
MnPrv
null
0
4
2,009
WD
Normal
141,500
696
20
RL
54
13,811
Pave
null
IR1
Lvl
AllPub
Inside
Gtl
Timber
Norm
Norm
1Fam
1Story
6
6
1,987
1,987
Gable
CompShg
HdBoard
HdBoard
BrkFace
72
TA
TA
CBlock
Gd
Gd
No
GLQ
980
LwQ
40
92
1,112
GasA
Gd
Y
SBrkr
1,137
0
0
1,137
1
0
2
0
2
1
Gd
5
Typ
1
TA
Attchd
1,987
Unf
2
551
TA
TA
Y
125
0
0
0
0
0
null
null
null
0
7
2,006
WD
Normal
176,000
697
30
RM
50
6,000
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
BrkSide
Norm
Norm
1Fam
1Story
5
7
1,921
1,950
Gable
CompShg
Wd Sdng
Wd Shng
null
0
TA
TA
CBlock
TA
TA
No
LwQ
616
Unf
0
0
616
GasA
Gd
Y
SBrkr
616
0
0
616
0
0
1
0
2
1
TA
4
Typ
0
null
Detchd
1,921
Unf
1
205
TA
TA
Y
0
0
129
0
0
0
null
null
null
0
6
2,006
WD
Normal
89,000
698
20
RL
57
6,420
Pave
null
IR1
Lvl
AllPub
Inside
Gtl
Edwards
Norm
Norm
1Fam
1Story
5
7
1,952
1,952
Gable
CompShg
Wd Sdng
Wd Sdng
null
0
TA
TA
PConc
Ex
Gd
Mn
LwQ
210
ALQ
551
219
980
GasA
Fa
Y
FuseA
1,148
0
0
1,148
0
1
1
0
2
1
TA
6
Typ
0
null
Detchd
1,952
Unf
1
308
TA
TA
Y
0
0
0
0
0
0
null
null
null
0
9
2,006
WD
Normal
123,500
699
20
RL
65
8,450
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
Sawyer
RRAe
Norm
1Fam
1Story
5
8
1,965
2,009
Gable
CompShg
MetalSd
MetalSd
null
0
TA
Gd
CBlock
TA
TA
No
GLQ
553
BLQ
117
224
894
GasA
Ex
Y
SBrkr
894
0
0
894
1
0
1
0
3
1
TA
5
Typ
1
Gd
Detchd
1,973
Unf
1
336
TA
TA
Y
416
144
0
0
0
0
null
MnPrv
null
0
4
2,010
WD
Normal
138,500
700
120
FV
59
4,282
Pave
Pave
IR2
Lvl
AllPub
Inside
Gtl
Somerst
Norm
Norm
TwnhsE
1Story
7
5
2,004
2,004
Gable
CompShg
MetalSd
MetalSd
null
0
Gd
TA
PConc
Gd
TA
Mn
GLQ
16
Unf
0
1,375
1,391
GasA
Ex
Y
SBrkr
1,391
0
0
1,391
0
0
2
0
2
1
Gd
5
Typ
0
null
Attchd
2,004
RFn
2
530
TA
TA
Y
156
158
0
0
0
0
null
null
null
0
7
2,008
WD
Normal
196,000