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
501
160
RM
21
1,890
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
BrDale
Norm
Norm
Twnhs
2Story
6
5
1,973
1,973
Gable
CompShg
HdBoard
HdBoard
BrkFace
285
TA
TA
CBlock
TA
TA
No
BLQ
356
Unf
0
316
672
GasA
TA
Y
SBrkr
672
546
0
1,218
0
0
1
1
3
1
TA
7
Typ
0
null
Detchd
1,973
Unf
1
264
TA
TA
Y
144
28
0
0
0
0
null
null
null
0
5
2,007
WD
Normal
113,000
502
60
FV
75
9,803
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
Somerst
Norm
Norm
1Fam
2Story
7
5
2,005
2,005
Gable
CompShg
VinylSd
VinylSd
null
0
Gd
TA
PConc
Gd
TA
No
GLQ
400
Unf
0
466
866
GasA
Gd
Y
SBrkr
866
902
0
1,768
0
0
2
1
3
1
Gd
7
Typ
0
null
Attchd
2,005
RFn
2
603
TA
TA
Y
0
108
0
0
0
0
null
null
null
0
2
2,008
WD
Normal
226,700
503
20
RL
70
9,170
Pave
null
Reg
Lvl
AllPub
Corner
Gtl
Edwards
Feedr
Norm
1Fam
1Story
5
7
1,965
1,965
Hip
CompShg
MetalSd
MetalSd
null
0
TA
TA
CBlock
TA
TA
No
ALQ
698
GLQ
96
420
1,214
GasA
Ex
Y
SBrkr
1,214
0
0
1,214
1
0
1
0
2
1
TA
6
Typ
0
null
Detchd
1,965
Unf
2
461
Fa
Fa
Y
0
0
184
0
0
0
null
GdPrv
Shed
400
4
2,007
WD
Normal
140,000
504
20
RL
100
15,602
Pave
null
IR1
Lvl
AllPub
Inside
Gtl
Crawfor
Norm
Norm
1Fam
1Story
7
8
1,959
1,997
Gable
CompShg
BrkFace
Wd Sdng
null
0
TA
TA
CBlock
TA
TA
No
ALQ
1,247
Unf
0
254
1,501
GasA
TA
Y
SBrkr
1,801
0
0
1,801
1
0
2
0
1
1
TA
6
Typ
2
TA
Attchd
1,959
Fin
2
484
TA
TA
Y
0
54
0
0
161
0
null
GdWo
null
0
3
2,010
WD
Normal
289,000
505
160
RL
24
2,308
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
NPkVill
Norm
Norm
TwnhsE
2Story
6
5
1,974
1,974
Gable
CompShg
Plywood
Brk Cmn
null
0
TA
TA
CBlock
TA
TA
No
ALQ
257
Rec
495
103
855
GasA
TA
Y
SBrkr
855
467
0
1,322
0
1
2
1
3
1
TA
6
Typ
1
Fa
Attchd
1,974
Unf
2
440
TA
TA
Y
260
0
0
0
0
0
null
null
null
0
6
2,009
WD
Normal
147,000
506
90
RM
60
7,596
Pave
Grvl
Reg
Lvl
AllPub
Inside
Gtl
OldTown
Artery
Norm
Duplex
2Story
5
5
1,952
1,952
Hip
CompShg
Wd Sdng
Wd Sdng
BrkFace
360
TA
TA
CBlock
TA
TA
No
Unf
0
Unf
0
960
960
GasA
Gd
Y
SBrkr
960
1,000
0
1,960
0
0
2
0
4
2
TA
10
Typ
0
null
Detchd
1,952
Unf
2
400
TA
TA
N
0
0
0
0
0
0
null
null
null
0
7
2,009
COD
Normal
124,500
507
60
RL
80
9,554
Pave
null
IR1
Lvl
AllPub
Inside
Gtl
SawyerW
Norm
Norm
1Fam
2Story
8
5
1,993
1,994
Gable
CompShg
VinylSd
VinylSd
BrkFace
125
Gd
TA
PConc
Gd
TA
No
GLQ
380
Unf
0
397
777
GasA
Ex
Y
SBrkr
1,065
846
0
1,911
0
0
2
1
3
1
Gd
8
Typ
1
TA
Attchd
1,993
RFn
2
471
TA
TA
Y
182
81
0
0
0
0
null
null
null
0
9
2,006
WD
Normal
215,000
508
20
FV
75
7,862
Pave
null
IR1
Lvl
AllPub
Inside
Gtl
Somerst
Norm
Norm
1Fam
1Story
6
5
2,009
2,009
Gable
CompShg
VinylSd
VinylSd
null
0
Gd
TA
PConc
Gd
TA
No
GLQ
27
Unf
0
1,191
1,218
GasA
Ex
Y
SBrkr
1,218
0
0
1,218
0
0
2
0
2
1
Gd
4
Typ
0
null
Attchd
2,009
Fin
2
676
TA
TA
Y
0
102
0
0
0
0
null
null
null
0
9
2,009
New
Partial
208,300
509
70
RM
60
9,600
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
OldTown
Norm
Norm
1Fam
2Story
7
9
1,928
2,005
Gambrel
CompShg
MetalSd
MetalSd
null
0
TA
Ex
BrkTil
TA
TA
No
Rec
141
Unf
0
548
689
GasA
Ex
Y
SBrkr
689
689
0
1,378
0
0
2
0
3
1
Gd
7
Typ
1
Gd
Detchd
1,928
Unf
2
360
TA
TA
N
0
0
116
0
0
0
null
null
null
0
10
2,008
WD
Normal
161,000
510
20
RL
80
9,600
Pave
null
Reg
Lvl
AllPub
Corner
Gtl
NAmes
Norm
Norm
1Fam
1Story
5
6
1,959
1,959
Gable
CompShg
MetalSd
MetalSd
BrkFace
132
TA
TA
CBlock
TA
TA
No
ALQ
991
Unf
0
50
1,041
GasA
Ex
Y
SBrkr
1,041
0
0
1,041
1
0
1
0
3
1
TA
6
Typ
0
null
Attchd
1,959
RFn
1
270
TA
TA
Y
224
88
0
0
0
0
null
MnPrv
null
0
7
2,009
WD
Normal
124,500
511
20
RL
75
14,559
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
NAmes
Norm
Norm
1Fam
1Story
5
7
1,951
2,000
Hip
CompShg
Wd Sdng
Wd Sdng
BrkCmn
70
Gd
TA
CBlock
TA
TA
No
BLQ
650
Rec
180
178
1,008
GasA
Ex
Y
SBrkr
1,363
0
0
1,363
1
0
1
0
2
1
TA
6
Min1
2
TA
CarPort
1,951
Unf
1
288
TA
TA
Y
324
42
0
0
168
0
null
null
Shed
2,000
6
2,009
WD
Normal
164,900
512
120
RL
40
6,792
Pave
null
IR1
Lvl
AllPub
Inside
Gtl
NridgHt
Norm
Norm
TwnhsE
1Story
7
5
2,005
2,006
Gable
CompShg
VinylSd
VinylSd
Stone
94
Gd
TA
PConc
Gd
TA
No
Unf
0
Unf
0
1,368
1,368
GasA
Ex
Y
SBrkr
1,368
0
0
1,368
0
0
2
0
2
1
Gd
6
Typ
1
Gd
Attchd
2,005
RFn
2
474
TA
TA
Y
132
35
0
0
0
0
null
null
null
0
3
2,006
New
Partial
202,665
513
20
RL
70
9,100
Pave
null
Reg
Lvl
AllPub
Corner
Gtl
NAmes
Feedr
Norm
1Fam
1Story
5
5
1,958
1,958
Gable
CompShg
VinylSd
VinylSd
null
0
TA
TA
CBlock
TA
TA
No
BLQ
521
LwQ
174
169
864
GasA
TA
Y
SBrkr
864
0
0
864
1
0
1
0
3
1
TA
5
Typ
0
null
Detchd
1,964
Unf
2
624
TA
TA
Y
0
0
0
0
0
0
null
null
null
0
7
2,006
WD
Normal
129,900
514
20
RL
71
9,187
Pave
null
Reg
Bnk
AllPub
Corner
Gtl
Mitchel
Norm
Norm
1Fam
1Story
6
5
1,983
1,983
Gable
CompShg
VinylSd
VinylSd
null
0
TA
Gd
PConc
TA
TA
No
ALQ
336
Unf
0
748
1,084
GasA
TA
Y
SBrkr
1,080
0
0
1,080
0
0
1
1
3
1
TA
5
Typ
0
null
Attchd
1,983
Unf
2
484
TA
TA
Y
120
0
158
0
0
0
null
null
null
0
6
2,007
WD
Normal
134,000
515
45
RL
55
10,594
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
Crawfor
Norm
Norm
1Fam
1.5Unf
5
5
1,926
1,950
Gable
CompShg
Wd Sdng
Wd Sdng
null
0
TA
TA
BrkTil
TA
TA
No
Unf
0
Unf
0
768
768
Grav
Fa
N
SBrkr
789
0
0
789
0
0
1
0
2
1
TA
5
Typ
0
null
Detchd
1,926
Unf
1
200
Po
Po
Y
0
0
112
0
0
0
null
MnPrv
null
0
6
2,007
WD
Normal
96,500
516
20
RL
94
12,220
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
NridgHt
Norm
Norm
1Fam
1Story
10
5
2,009
2,009
Hip
CompShg
CemntBd
CmentBd
BrkFace
305
Ex
TA
CBlock
Ex
TA
No
GLQ
1,436
Unf
0
570
2,006
GasA
Ex
Y
SBrkr
2,020
0
0
2,020
1
0
2
1
3
1
Ex
9
Typ
1
Gd
Attchd
2,009
Fin
3
900
TA
TA
Y
156
54
0
0
0
0
null
null
null
0
9
2,009
New
Partial
402,861
517
80
RL
null
10,448
Pave
null
IR1
Lvl
AllPub
Corner
Gtl
NWAmes
Norm
Norm
1Fam
SLvl
6
6
1,972
1,972
Gable
CompShg
HdBoard
HdBoard
BrkFace
333
TA
TA
CBlock
TA
TA
No
Unf
0
Unf
0
689
689
GasA
TA
Y
SBrkr
1,378
741
0
2,119
0
0
2
1
3
1
TA
7
Typ
1
TA
Attchd
1,972
RFn
2
583
TA
TA
Y
0
104
0
0
0
0
null
GdPrv
null
0
8
2,009
COD
Abnorml
158,000
518
60
RL
79
10,208
Pave
null
IR1
Lvl
AllPub
Inside
Gtl
NoRidge
Norm
Norm
1Fam
2Story
7
5
1,996
1,997
Gable
CompShg
VinylSd
VinylSd
BrkFace
921
Gd
TA
PConc
Gd
TA
No
Unf
0
Unf
0
1,264
1,264
GasA
Ex
Y
SBrkr
1,277
1,067
0
2,344
0
0
2
1
3
1
Gd
7
Typ
1
TA
Attchd
1,996
RFn
3
889
TA
TA
Y
220
0
0
0
0
0
null
null
null
0
7
2,009
WD
Normal
265,000
519
60
RL
null
9,531
Pave
null
IR1
Lvl
AllPub
CulDSac
Gtl
CollgCr
Norm
Norm
1Fam
2Story
6
5
1,998
1,998
Gable
CompShg
VinylSd
VinylSd
null
0
TA
TA
PConc
Gd
TA
Mn
GLQ
706
Unf
0
88
794
GasA
Ex
Y
SBrkr
882
914
0
1,796
1
0
2
1
3
1
TA
7
Typ
0
null
Attchd
1,998
RFn
2
546
TA
TA
Y
0
36
0
0
0
0
null
MnPrv
null
0
5
2,007
WD
Normal
211,000
520
70
RL
53
10,918
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
Crawfor
Norm
Norm
1Fam
2Story
7
9
1,926
2,004
Gambrel
CompShg
MetalSd
MetalSd
null
0
Gd
TA
BrkTil
Gd
TA
No
Unf
0
Unf
0
1,276
1,276
GasA
Ex
Y
SBrkr
1,276
804
0
2,080
0
0
1
1
3
1
Gd
9
Typ
2
Gd
Detchd
1,926
Unf
1
282
TA
TA
Y
0
0
0
0
145
0
null
MnPrv
null
0
6
2,009
WD
Normal
234,000
521
190
RL
60
10,800
Pave
Grvl
Reg
Lvl
AllPub
Inside
Gtl
OldTown
Norm
Norm
2fmCon
2Story
4
7
1,900
2,000
Gable
CompShg
MetalSd
MetalSd
null
0
TA
TA
BrkTil
null
null
null
null
0
null
0
0
0
GasA
TA
N
FuseA
694
600
0
1,294
0
0
2
0
3
2
TA
7
Typ
0
null
null
null
null
0
0
null
null
N
220
114
210
0
0
0
null
null
null
0
8
2,008
WD
Normal
106,250
522
20
RL
90
11,988
Pave
null
IR1
Lvl
AllPub
Corner
Gtl
NAmes
Feedr
Norm
1Fam
1Story
6
6
1,957
1,957
Gable
CompShg
VinylSd
VinylSd
null
0
TA
TA
CBlock
TA
TA
No
Rec
777
Unf
0
467
1,244
GasA
Ex
Y
FuseA
1,244
0
0
1,244
0
0
1
1
3
1
TA
6
Typ
2
Gd
Attchd
1,957
Unf
1
336
TA
TA
Y
0
40
0
0
0
0
null
null
null
0
5
2,007
WD
Normal
150,000
523
50
RM
50
5,000
Pave
null
Reg
Lvl
AllPub
Corner
Gtl
BrkSide
Feedr
Norm
1Fam
1.5Fin
6
7
1,947
1,950
Gable
CompShg
CemntBd
CmentBd
null
0
TA
Gd
CBlock
TA
TA
No
ALQ
399
Unf
0
605
1,004
GasA
Ex
Y
SBrkr
1,004
660
0
1,664
0
0
2
0
3
1
TA
7
Typ
2
Gd
Detchd
1,950
Unf
2
420
TA
TA
Y
0
24
36
0
0
0
null
null
null
0
10
2,006
WD
Normal
159,000
524
60
RL
130
40,094
Pave
null
IR1
Bnk
AllPub
Inside
Gtl
Edwards
PosN
PosN
1Fam
2Story
10
5
2,007
2,008
Hip
CompShg
CemntBd
CmentBd
Stone
762
Ex
TA
PConc
Ex
TA
Gd
GLQ
2,260
Unf
0
878
3,138
GasA
Ex
Y
SBrkr
3,138
1,538
0
4,676
1
0
3
1
3
1
Ex
11
Typ
1
Gd
BuiltIn
2,007
Fin
3
884
TA
TA
Y
208
406
0
0
0
0
null
null
null
0
10
2,007
New
Partial
184,750
525
60
RL
95
11,787
Pave
null
IR1
Lvl
AllPub
Inside
Gtl
NoRidge
Norm
Norm
1Fam
2Story
7
5
1,996
1,997
Gable
CompShg
VinylSd
VinylSd
BrkFace
594
Gd
TA
PConc
Gd
TA
No
GLQ
719
Unf
0
660
1,379
GasA
Ex
Y
SBrkr
1,383
1,015
0
2,398
1
0
2
1
3
1
Gd
8
Typ
1
TA
Attchd
1,996
Fin
3
834
TA
TA
Y
239
60
0
0
0
0
null
null
null
0
8
2,007
WD
Normal
315,750
526
20
FV
62
7,500
Pave
Pave
Reg
Lvl
AllPub
Inside
Gtl
Somerst
Norm
Norm
1Fam
1Story
7
5
2,005
2,005
Gable
CompShg
VinylSd
VinylSd
null
0
Gd
TA
PConc
Gd
TA
No
Unf
0
Unf
0
1,257
1,257
GasA
Ex
Y
SBrkr
1,266
0
0
1,266
0
0
2
0
3
1
Gd
6
Typ
1
TA
Attchd
2,005
Unf
2
453
TA
TA
Y
38
144
0
0
0
0
null
null
null
0
4
2,006
WD
Normal
176,000
527
20
RL
70
13,300
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
NAmes
Norm
Norm
1Fam
1Story
5
7
1,956
2,000
Hip
CompShg
Wd Sdng
Wd Sdng
null
0
TA
TA
CBlock
Gd
TA
No
Rec
377
Unf
0
551
928
GasA
TA
Y
SBrkr
928
0
0
928
0
0
1
0
2
1
TA
4
Typ
0
null
Attchd
1,956
Unf
1
252
TA
TA
Y
261
0
156
0
0
0
null
null
null
0
6
2,007
WD
Normal
132,000
528
60
RL
67
14,948
Pave
null
IR1
Lvl
AllPub
Inside
Gtl
NridgHt
Norm
Norm
1Fam
2Story
9
5
2,008
2,008
Hip
CompShg
VinylSd
VinylSd
Stone
268
Ex
TA
PConc
Ex
TA
Av
GLQ
1,330
Unf
0
122
1,452
GasA
Ex
Y
SBrkr
1,476
1,237
0
2,713
1
0
2
1
3
1
Ex
11
Typ
1
Gd
Attchd
2,008
Fin
3
858
TA
TA
Y
126
66
0
0
0
0
null
null
null
0
11
2,008
New
Partial
446,261
529
30
RL
58
9,098
Pave
null
IR1
Lvl
AllPub
Inside
Gtl
Edwards
Norm
Norm
1Fam
1Story
4
7
1,920
2,002
Gable
CompShg
Wd Sdng
Wd Sdng
null
0
TA
TA
BrkTil
TA
TA
Mn
ALQ
348
Unf
0
180
528
GasA
Ex
Y
SBrkr
605
0
0
605
1
0
1
0
2
1
TA
5
Typ
0
null
null
null
null
0
0
null
null
N
0
0
144
0
0
0
null
null
null
0
7
2,007
WD
Normal
86,000
530
20
RL
null
32,668
Pave
null
IR1
Lvl
AllPub
CulDSac
Gtl
Crawfor
Norm
Norm
1Fam
1Story
6
3
1,957
1,975
Hip
CompShg
Wd Sdng
Stone
null
null
Gd
TA
PConc
TA
TA
No
Rec
1,219
Unf
0
816
2,035
GasA
TA
Y
SBrkr
2,515
0
0
2,515
1
0
3
0
4
2
TA
9
Maj1
2
TA
Attchd
1,975
RFn
2
484
TA
TA
Y
0
0
200
0
0
0
null
null
null
0
3
2,007
WD
Alloca
200,624
531
80
RL
85
10,200
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
Timber
Norm
Norm
1Fam
SLvl
6
5
1,988
1,989
Gable
CompShg
HdBoard
HdBoard
BrkFace
219
Gd
TA
CBlock
Gd
TA
Av
GLQ
783
Unf
0
678
1,461
GasA
Ex
Y
SBrkr
1,509
0
0
1,509
1
0
2
0
3
1
Gd
5
Typ
1
Fa
Attchd
1,988
RFn
2
600
TA
TA
Y
224
0
0
0
0
0
null
null
null
0
8
2,008
WD
Abnorml
175,000
532
70
RM
60
6,155
Pave
null
IR1
Lvl
AllPub
FR3
Gtl
BrkSide
RRNn
Feedr
1Fam
2Story
6
8
1,920
1,999
Gable
CompShg
Wd Sdng
Wd Sdng
null
0
TA
TA
BrkTil
Fa
Fa
Mn
Unf
0
Unf
0
611
611
GasA
Ex
Y
SBrkr
751
611
0
1,362
0
0
2
0
3
1
TA
6
Typ
0
null
Detchd
1,920
Fin
2
502
TA
Fa
Y
0
0
84
0
0
0
null
null
null
0
6
2,008
WD
Normal
128,000
533
20
RL
60
7,200
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
NAmes
Norm
Norm
1Fam
1Story
5
7
1,955
2,007
Gable
CompShg
VinylSd
VinylSd
null
0
TA
TA
Slab
null
null
null
null
0
null
0
0
0
GasA
Ex
Y
SBrkr
827
0
0
827
0
0
1
0
2
1
TA
5
Mod
1
Po
Detchd
1,967
Unf
1
392
TA
TA
Y
0
0
0
0
0
0
null
null
null
0
4
2,010
WD
Normal
107,500
534
20
RL
50
5,000
Pave
null
Reg
Low
AllPub
Inside
Mod
BrkSide
Norm
Norm
1Fam
1Story
1
3
1,946
1,950
Gable
CompShg
VinylSd
VinylSd
null
0
Fa
Fa
Slab
null
null
null
null
0
null
0
0
0
GasA
Fa
N
FuseF
334
0
0
334
0
0
1
0
1
1
Fa
2
Typ
0
null
null
null
null
0
0
null
null
N
0
0
0
0
0
0
null
null
null
0
1
2,007
WD
Normal
39,300
535
60
RL
74
9,056
Pave
null
IR1
Lvl
AllPub
Inside
Gtl
Gilbert
Norm
Norm
1Fam
2Story
8
5
2,004
2,004
Gable
CompShg
VinylSd
VinylSd
null
0
Gd
TA
PConc
Ex
Gd
Av
Unf
0
Unf
0
707
707
GasA
Ex
Y
SBrkr
707
707
0
1,414
0
0
2
1
3
1
Gd
6
Typ
1
Gd
Attchd
2,004
Fin
2
403
TA
TA
Y
100
35
0
0
0
0
null
null
null
0
10
2,006
WD
Normal
178,000
536
190
RL
70
7,000
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
Edwards
Norm
Norm
2fmCon
2Story
5
7
1,910
1,991
Gable
CompShg
MetalSd
MetalSd
null
0
TA
TA
CBlock
Gd
TA
Gd
GLQ
969
Unf
0
148
1,117
GasA
TA
Y
SBrkr
820
527
0
1,347
1
0
1
0
3
1
TA
5
Typ
0
null
null
null
null
0
0
null
null
N
85
0
148
0
0
0
null
null
null
0
1
2,008
WD
Normal
107,500
537
60
RL
57
8,924
Pave
null
IR1
Lvl
AllPub
CulDSac
Gtl
CollgCr
Norm
Norm
1Fam
2Story
7
5
1,998
1,999
Gable
CompShg
VinylSd
VinylSd
null
0
TA
TA
PConc
Gd
TA
Av
Unf
0
Unf
0
880
880
GasA
Ex
Y
SBrkr
880
844
0
1,724
0
0
2
1
3
1
Gd
8
Typ
0
null
Attchd
1,998
Fin
2
527
TA
TA
Y
120
155
0
0
0
0
null
null
null
0
7
2,008
WD
Normal
188,000
538
20
RL
null
12,735
Pave
null
IR1
Lvl
AllPub
FR2
Gtl
NAmes
Norm
Norm
1Fam
1Story
4
5
1,972
1,972
Hip
CompShg
MetalSd
MetalSd
null
0
TA
TA
CBlock
TA
TA
No
BLQ
600
Unf
0
264
864
GasA
TA
Y
SBrkr
864
0
0
864
0
0
1
0
3
1
TA
5
Typ
0
null
Detchd
1,980
Unf
2
576
TA
TA
Y
216
0
0
0
0
0
null
MnWw
null
0
4
2,008
COD
Normal
111,250
539
20
RL
null
11,553
Pave
null
IR1
Lvl
AllPub
Inside
Gtl
Sawyer
Norm
Norm
1Fam
1Story
5
5
1,968
1,968
Hip
CompShg
Plywood
Plywood
BrkFace
188
TA
TA
CBlock
TA
TA
No
BLQ
673
Unf
0
378
1,051
GasA
TA
Y
SBrkr
1,159
0
0
1,159
0
0
1
1
3
1
TA
7
Typ
1
Fa
Attchd
1,968
Unf
1
336
TA
TA
Y
466
0
0
0
0
0
null
null
null
0
7
2,006
WD
Normal
158,000
540
20
RL
null
11,423
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
CollgCr
Norm
Norm
1Fam
1Story
8
5
2,001
2,002
Gable
CompShg
VinylSd
VinylSd
BrkFace
479
Gd
TA
PConc
Gd
TA
Av
GLQ
1,358
Unf
0
223
1,581
GasA
Ex
Y
SBrkr
1,601
0
0
1,601
1
0
2
0
3
1
Gd
6
Typ
1
TA
Attchd
2,001
RFn
2
670
TA
TA
Y
180
0
0
0
0
0
null
MnPrv
Shed
2,000
5
2,010
WD
Normal
272,000
541
20
RL
85
14,601
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
Timber
Norm
Norm
1Fam
1Story
9
5
2,006
2,006
Hip
CompShg
VinylSd
VinylSd
BrkFace
584
Ex
TA
PConc
Ex
TA
Av
GLQ
1,260
Unf
0
578
1,838
GasA
Ex
Y
SBrkr
1,838
0
0
1,838
1
0
2
0
2
1
Ex
8
Typ
1
Gd
Attchd
2,006
Fin
3
765
TA
TA
Y
270
68
0
0
0
0
null
null
null
0
3
2,009
WD
Normal
315,000
542
60
RL
null
11,000
Pave
null
Reg
Lvl
AllPub
FR2
Gtl
NoRidge
Norm
Norm
1Fam
2Story
8
5
2,000
2,000
Gable
CompShg
VinylSd
VinylSd
BrkFace
72
Gd
TA
PConc
Gd
TA
No
Unf
0
Unf
0
969
969
GasA
Ex
Y
SBrkr
997
1,288
0
2,285
0
0
2
1
4
1
Gd
8
Typ
1
TA
BuiltIn
2,000
Fin
3
648
TA
TA
Y
0
56
0
0
0
0
null
null
null
0
6
2,007
WD
Normal
248,000
543
20
RL
78
10,140
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
NWAmes
RRAn
Norm
1Fam
1Story
7
5
1,998
1,999
Hip
CompShg
VinylSd
VinylSd
null
0
Gd
TA
PConc
Ex
TA
No
LwQ
144
GLQ
1,127
379
1,650
GasA
Ex
Y
SBrkr
1,680
0
0
1,680
1
0
2
0
3
1
Gd
7
Maj1
1
TA
Attchd
1,998
Fin
2
583
TA
TA
Y
78
73
0
0
0
0
null
null
null
0
6
2,009
WD
Normal
213,250
544
120
RH
34
4,058
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
NAmes
Norm
Norm
TwnhsE
SFoyer
7
5
1,998
1,998
Gable
CompShg
MetalSd
MetalSd
BrkFace
182
TA
TA
PConc
Gd
TA
Av
GLQ
584
LwQ
139
0
723
GasA
Ex
Y
SBrkr
767
0
0
767
1
0
1
0
1
1
TA
4
Typ
0
null
Attchd
1,998
Fin
1
367
TA
TA
Y
120
40
0
0
0
0
null
null
null
0
6
2,007
WD
Normal
133,000
545
60
RL
58
17,104
Pave
null
IR1
Lvl
AllPub
Inside
Gtl
Gilbert
Norm
Norm
1Fam
2Story
7
5
2,006
2,006
Gable
CompShg
VinylSd
VinylSd
null
0
Gd
TA
PConc
Gd
Gd
Av
GLQ
554
Unf
0
100
654
GasA
Ex
Y
SBrkr
664
832
0
1,496
1
0
2
1
3
1
Gd
7
Typ
1
Gd
Attchd
2,006
RFn
2
426
TA
TA
Y
100
24
0
0
0
0
null
null
null
0
9
2,006
New
Partial
179,665
546
50
RL
null
13,837
Pave
null
IR1
Lvl
AllPub
Corner
Gtl
NWAmes
Norm
Norm
1Fam
1.5Fin
7
5
1,988
1,988
Gable
CompShg
HdBoard
HdBoard
BrkFace
178
Gd
Gd
PConc
Gd
Gd
No
GLQ
1,002
LwQ
202
0
1,204
GasA
Gd
Y
SBrkr
1,377
806
0
2,183
0
0
2
1
4
1
Gd
9
Typ
0
null
Attchd
1,988
Unf
3
786
TA
TA
Y
0
0
0
0
0
0
null
null
null
0
2
2,006
WD
Normal
229,000
547
50
RL
70
8,737
Pave
null
IR1
Bnk
AllPub
Inside
Gtl
BrkSide
Norm
Norm
1Fam
1.5Fin
6
7
1,923
1,950
Gable
CompShg
BrkFace
Wd Sdng
null
0
TA
TA
BrkTil
Gd
TA
No
Rec
300
Unf
0
765
1,065
GasA
Ex
Y
FuseA
915
720
0
1,635
0
0
1
1
3
1
TA
6
Typ
1
Gd
Detchd
1,950
Unf
2
440
TA
TA
Y
0
38
0
144
0
0
null
null
null
0
5
2,007
WD
Normal
210,000
548
85
RL
54
7,244
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
Mitchel
Norm
Norm
1Fam
SFoyer
5
7
1,970
1,970
Gable
CompShg
VinylSd
VinylSd
null
0
TA
Gd
CBlock
Gd
TA
Av
ALQ
619
Unf
0
149
768
GasA
Ex
Y
SBrkr
768
0
0
768
1
0
1
0
2
1
TA
5
Typ
0
null
Detchd
1,987
Unf
2
624
TA
TA
Y
104
0
0
0
0
0
null
null
null
0
4
2,007
WD
Normal
129,500
549
20
RM
49
8,235
Pave
null
IR1
HLS
AllPub
Inside
Gtl
OldTown
Feedr
RRNn
1Fam
1Story
5
7
1,955
1,995
Gable
CompShg
MetalSd
MetalSd
null
0
TA
Gd
CBlock
TA
TA
No
LwQ
180
Rec
645
0
825
GasA
TA
Y
SBrkr
825
0
0
825
1
0
1
0
2
1
TA
4
Typ
0
null
Detchd
1,963
RFn
2
720
TA
TA
Y
140
50
0
0
0
0
null
MnPrv
null
0
6
2,008
WD
Normal
125,000
550
60
FV
75
9,375
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
Somerst
Norm
Norm
1Fam
2Story
7
5
2,003
2,004
Gable
CompShg
VinylSd
VinylSd
null
0
Gd
TA
PConc
Gd
TA
No
Unf
0
Unf
0
912
912
GasA
Ex
Y
SBrkr
912
1,182
0
2,094
0
0
2
1
4
1
Gd
8
Typ
1
Gd
BuiltIn
2,003
Fin
2
615
TA
TA
Y
182
182
0
0
0
0
null
null
null
0
11
2,009
WD
Normal
263,000
551
120
RL
53
4,043
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
NPkVill
Norm
Norm
TwnhsE
1Story
6
6
1,977
1,977
Gable
CompShg
Plywood
Plywood
null
0
TA
TA
CBlock
Gd
TA
No
ALQ
559
Unf
0
510
1,069
GasA
TA
Y
SBrkr
1,069
0
0
1,069
0
0
2
0
2
1
TA
4
Typ
0
null
Attchd
1,977
RFn
2
440
TA
TA
Y
0
55
0
0
200
0
null
null
null
0
10
2,008
COD
Abnorml
140,000
552
20
RM
50
6,000
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
OldTown
Norm
Norm
1Fam
1Story
5
6
1,957
1,957
Hip
CompShg
BrkFace
BrkFace
null
0
TA
TA
CBlock
TA
TA
No
Rec
308
Unf
0
620
928
GasA
Gd
Y
FuseA
928
0
0
928
0
0
1
0
3
1
TA
5
Typ
0
null
Attchd
1,957
Fin
1
288
TA
TA
Y
0
0
0
0
0
0
null
null
null
0
6
2,008
WD
Normal
112,500
553
20
RL
87
11,146
Pave
null
IR1
Lvl
AllPub
Inside
Gtl
NridgHt
Norm
Norm
1Fam
1Story
8
5
2,006
2,006
Gable
CompShg
VinylSd
VinylSd
Stone
250
Gd
TA
PConc
Ex
TA
Av
Unf
0
Unf
0
1,709
1,709
GasA
Ex
Y
SBrkr
1,717
0
0
1,717
0
0
2
0
3
1
Gd
7
Typ
1
Gd
Attchd
2,006
RFn
3
908
TA
TA
Y
169
39
0
0
0
0
null
null
null
0
7
2,009
WD
Normal
255,500
554
20
RL
67
8,777
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
Edwards
Feedr
Norm
1Fam
1Story
4
5
1,949
2,003
Gable
CompShg
VinylSd
VinylSd
null
0
TA
TA
CBlock
null
null
null
null
0
null
0
0
0
GasA
Ex
Y
SBrkr
1,126
0
0
1,126
0
0
2
0
2
1
Gd
5
Typ
0
null
Detchd
2,002
Fin
2
520
TA
TA
N
0
96
0
0
0
0
null
MnPrv
null
0
5
2,009
WD
Normal
108,000
555
60
RL
85
10,625
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
NridgHt
Norm
Norm
1Fam
2Story
7
5
2,003
2,004
Gable
CompShg
VinylSd
VinylSd
BrkFace
292
Gd
TA
PConc
Gd
TA
No
GLQ
866
Unf
0
132
998
GasA
Ex
Y
SBrkr
1,006
1,040
0
2,046
1
0
2
1
3
1
Gd
8
Typ
1
Gd
BuiltIn
2,003
RFn
3
871
TA
TA
Y
320
62
0
0
0
0
null
null
null
0
8
2,008
WD
Normal
284,000
556
45
RM
58
6,380
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
BrkSide
Norm
Norm
1Fam
1.5Unf
5
6
1,922
1,950
Gable
CompShg
MetalSd
MetalSd
null
0
TA
TA
BrkTil
TA
Fa
No
Unf
0
Unf
0
993
993
GasA
TA
Y
FuseA
1,048
0
0
1,048
0
0
1
0
2
1
TA
5
Typ
1
Gd
Detchd
1,922
Unf
1
280
TA
TA
Y
0
0
116
0
0
0
null
null
null
0
8
2,006
WD
Normal
113,000
557
20
RL
69
14,850
Pave
null
IR1
Lvl
AllPub
Inside
Gtl
NAmes
Norm
Norm
1Fam
1Story
5
5
1,957
1,957
Gable
CompShg
Wd Sdng
Wd Sdng
null
0
TA
TA
CBlock
TA
TA
No
Rec
895
Unf
0
197
1,092
GasA
TA
Y
FuseA
1,092
0
0
1,092
1
0
1
0
2
1
TA
6
Typ
1
TA
Attchd
1,957
Fin
1
299
TA
TA
Y
268
0
0
0
122
0
null
MnWw
null
0
5
2,006
WD
Normal
141,000
558
50
C (all)
60
11,040
Pave
null
Reg
Low
AllPub
Inside
Mod
IDOTRR
Norm
Norm
1Fam
1.5Fin
4
6
1,920
1,950
Gable
CompShg
MetalSd
MetalSd
null
0
TA
TA
CBlock
TA
TA
No
Rec
637
Unf
0
0
637
GasA
Gd
Y
SBrkr
897
439
0
1,336
0
0
1
1
3
1
TA
7
Typ
0
null
CarPort
1,994
Unf
1
570
TA
TA
Y
0
47
120
0
0
0
null
null
null
0
9
2,006
COD
Normal
108,000
559
60
RL
57
21,872
Pave
null
IR2
HLS
AllPub
FR2
Gtl
Gilbert
Norm
Norm
1Fam
2Story
7
5
1,996
1,997
Gable
CompShg
HdBoard
HdBoard
null
0
TA
TA
PConc
Gd
TA
Gd
GLQ
604
Unf
0
125
729
GasA
Ex
Y
SBrkr
729
717
0
1,446
0
1
2
1
3
1
TA
6
Typ
1
TA
Attchd
1,996
Unf
2
406
TA
TA
Y
264
22
0
0
0
0
null
null
null
0
8
2,008
WD
Normal
175,000
560
120
RL
null
3,196
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
Blmngtn
Norm
Norm
TwnhsE
1Story
7
5
2,003
2,004
Gable
CompShg
VinylSd
VinylSd
BrkFace
18
Gd
TA
PConc
Gd
TA
Gd
Unf
0
Unf
0
1,374
1,374
GasA
Ex
Y
SBrkr
1,557
0
0
1,557
0
0
2
0
2
1
Gd
7
Typ
1
TA
Attchd
2,003
Fin
2
420
TA
TA
Y
143
20
0
0
0
0
null
null
null
0
10
2,006
WD
Normal
234,000
561
20
RL
null
11,341
Pave
null
IR1
Lvl
AllPub
Inside
Gtl
Sawyer
Norm
Norm
1Fam
1Story
5
6
1,957
1,996
Hip
CompShg
Wd Sdng
Wd Sdng
BrkFace
180
TA
TA
CBlock
Gd
TA
No
ALQ
1,302
Unf
0
90
1,392
GasA
TA
Y
SBrkr
1,392
0
0
1,392
1
0
1
1
3
1
TA
5
Mod
1
Gd
Detchd
1,957
Unf
2
528
TA
TA
Y
0
0
0
0
95
0
null
null
null
0
5
2,010
WD
Normal
121,500
562
20
RL
77
10,010
Pave
null
Reg
Lvl
AllPub
Inside
Mod
Mitchel
Norm
Norm
1Fam
1Story
5
5
1,974
1,975
Gable
CompShg
HdBoard
HdBoard
null
0
TA
TA
CBlock
Gd
TA
Av
ALQ
1,071
LwQ
123
195
1,389
GasA
Gd
Y
SBrkr
1,389
0
0
1,389
1
0
1
0
2
1
TA
6
Typ
1
TA
Attchd
1,975
RFn
2
418
TA
TA
Y
240
38
0
0
0
0
null
null
null
0
4
2,006
WD
Normal
170,000
563
30
RL
63
13,907
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
Edwards
Norm
Norm
1Fam
1Story
5
6
1,940
1,969
Gable
CompShg
WdShing
Wd Shng
null
0
TA
TA
CBlock
TA
TA
No
BLQ
290
Unf
0
706
996
GasA
Ex
Y
SBrkr
996
0
0
996
1
0
1
0
3
1
TA
6
Typ
1
Gd
null
null
null
0
0
null
null
Y
144
0
0
0
0
0
null
null
null
0
7
2,008
WD
Normal
108,000
564
50
RL
66
21,780
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
Edwards
Norm
Norm
1Fam
1.5Fin
6
7
1,918
1,950
Gable
CompShg
Wd Sdng
Wd Sdng
null
0
TA
TA
BrkTil
Gd
TA
Mn
Unf
0
Unf
0
1,163
1,163
GasA
Ex
Y
SBrkr
1,163
511
0
1,674
0
0
2
0
4
1
TA
8
Typ
1
Gd
Detchd
1,955
Fin
2
396
TA
TA
N
72
36
0
0
144
0
null
null
null
0
7
2,008
WD
Normal
185,000
565
60
RL
null
13,346
Pave
null
IR1
Lvl
AllPub
CulDSac
Gtl
NoRidge
Norm
Norm
1Fam
2Story
7
5
1,992
2,000
Gable
CompShg
HdBoard
HdBoard
null
0
Gd
TA
PConc
Gd
TA
No
GLQ
728
Unf
0
367
1,095
GasA
Ex
Y
SBrkr
1,166
1,129
0
2,295
1
0
2
1
4
1
Gd
9
Typ
1
TA
Attchd
1,992
RFn
2
590
TA
TA
Y
0
40
0
0
0
0
null
null
null
0
7
2,006
WD
Normal
268,000
566
70
RL
66
6,858
Pave
null
Reg
Bnk
AllPub
Corner
Gtl
SWISU
Norm
Norm
1Fam
2Story
6
4
1,915
1,950
Gable
CompShg
Wd Sdng
Wd Sdng
null
0
TA
TA
PConc
Gd
TA
No
Unf
0
Unf
0
806
806
GasA
TA
N
FuseF
841
806
0
1,647
1
0
1
1
4
1
Fa
6
Typ
0
null
Detchd
1,920
Unf
1
216
TA
TA
Y
0
66
136
0
0
0
null
null
null
0
5
2,010
WD
Normal
128,000
567
60
RL
77
11,198
Pave
null
IR1
Lvl
AllPub
Inside
Gtl
StoneBr
Norm
Norm
1Fam
2Story
9
5
2,005
2,007
Hip
CompShg
VinylSd
VinylSd
BrkFace
245
Gd
TA
PConc
Gd
Gd
No
Unf
0
Unf
0
1,122
1,122
GasA
Ex
Y
SBrkr
1,134
1,370
0
2,504
0
0
2
1
4
1
Ex
11
Typ
1
Gd
BuiltIn
2,005
Fin
3
656
TA
TA
Y
144
39
0
0
0
0
null
null
null
0
6
2,008
WD
Normal
325,000
568
20
RL
70
10,171
Pave
null
IR1
Lvl
AllPub
Inside
Gtl
NridgHt
Norm
Norm
1Fam
1Story
7
5
2,004
2,004
Gable
CompShg
VinylSd
VinylSd
BrkFace
168
Gd
TA
PConc
Gd
TA
No
GLQ
2
Unf
0
1,515
1,517
GasA
Ex
Y
SBrkr
1,535
0
0
1,535
0
0
2
0
3
1
Gd
7
Typ
0
null
Attchd
2,004
RFn
2
532
TA
TA
Y
0
0
0
0
0
0
null
null
null
0
3
2,010
WD
Normal
214,000
569
50
RL
79
12,327
Pave
null
IR1
Low
AllPub
Inside
Mod
SawyerW
Norm
Norm
1Fam
1.5Fin
8
8
1,983
2,009
Gable
CompShg
Wd Sdng
Wd Sdng
null
0
Gd
TA
CBlock
Gd
TA
Gd
GLQ
1,441
Unf
0
55
1,496
GasA
Ex
Y
SBrkr
1,496
636
0
2,132
1
0
1
1
1
1
Gd
5
Min2
1
Gd
BuiltIn
1,983
Fin
2
612
Gd
TA
Y
349
40
0
0
0
0
null
null
null
0
9
2,009
WD
Normal
316,600
570
90
RL
null
7,032
Pave
null
IR1
Lvl
AllPub
Corner
Gtl
NAmes
Norm
Norm
Duplex
SFoyer
5
5
1,979
1,979
Gable
CompShg
MetalSd
MetalSd
null
0
TA
TA
CBlock
Gd
TA
Gd
GLQ
943
Unf
0
0
943
GasA
TA
Y
SBrkr
943
0
0
943
1
0
1
0
2
1
TA
4
Typ
2
TA
Detchd
1,979
Unf
2
600
TA
TA
Y
42
0
0
0
0
0
null
null
null
0
12
2,006
WD
Normal
135,960
571
90
RL
74
13,101
Pave
null
IR1
Lvl
AllPub
Inside
Gtl
NAmes
Norm
Norm
Duplex
1Story
5
5
1,965
1,965
Gable
CompShg
HdBoard
HdBoard
BrkFace
108
TA
TA
CBlock
TA
TA
No
LwQ
231
Unf
0
1,497
1,728
GasA
TA
Y
SBrkr
1,728
0
0
1,728
0
0
2
0
6
2
TA
10
Typ
0
null
Detchd
1,987
Unf
2
576
TA
TA
Y
0
0
0
0
0
0
null
null
null
0
11
2,008
WD
Normal
142,600
572
20
RL
60
7,332
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
NAmes
Norm
Norm
1Fam
1Story
6
6
1,959
1,959
Gable
CompShg
WdShing
Wd Shng
BrkFace
207
TA
TA
CBlock
TA
TA
No
BLQ
414
Unf
0
450
864
GasA
Ex
Y
SBrkr
864
0
0
864
1
0
1
0
2
1
Gd
4
Typ
0
null
Attchd
1,959
Unf
1
288
TA
TA
Y
168
0
0
0
0
0
null
null
null
0
10
2,006
WD
Abnorml
120,000
573
60
RL
83
13,159
Pave
null
IR1
HLS
AllPub
Corner
Gtl
Timber
Norm
Norm
1Fam
2Story
7
5
2,009
2,009
Gable
CompShg
VinylSd
VinylSd
null
0
TA
TA
PConc
Ex
TA
Av
Unf
0
Unf
0
846
846
GasA
Gd
Y
SBrkr
846
846
0
1,692
0
0
2
1
3
1
Gd
6
Typ
0
null
Attchd
2,009
RFn
2
650
TA
TA
Y
208
114
0
0
0
0
null
null
null
0
7
2,009
New
Partial
224,500
574
80
RL
76
9,967
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
Unf
0
Unf
0
384
384
GasA
Ex
Y
SBrkr
774
656
0
1,430
0
0
2
1
3
1
TA
8
Typ
1
TA
BuiltIn
2,000
RFn
2
400
TA
TA
Y
100
0
0
0
0
0
null
null
null
0
12
2,007
WD
Normal
170,000
575
80
RL
70
10,500
Pave
null
Reg
Lvl
AllPub
FR2
Gtl
NAmes
Norm
Norm
1Fam
SLvl
5
7
1,971
2,005
Gambrel
CompShg
MetalSd
AsphShn
BrkFace
82
TA
TA
CBlock
TA
TA
Av
ALQ
349
Unf
0
23
372
GasA
TA
Y
SBrkr
576
533
0
1,109
0
1
1
0
3
1
TA
5
Typ
0
null
BuiltIn
1,971
Unf
1
288
TA
TA
Y
35
0
0
0
0
0
null
GdWo
null
0
12
2,007
WD
Normal
139,000
576
50
RL
80
8,480
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
NAmes
Norm
Norm
1Fam
1.5Fin
5
5
1,947
1,950
Gable
CompShg
MetalSd
MetalSd
null
0
TA
TA
CBlock
TA
TA
No
Rec
442
Unf
0
390
832
GasA
TA
Y
SBrkr
832
384
0
1,216
0
0
1
0
2
1
TA
6
Typ
0
null
Detchd
1,947
Unf
1
336
TA
TA
Y
158
0
102
0
0
0
null
null
null
0
10
2,008
COD
Abnorml
118,500
577
50
RL
52
6,292
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
SWISU
Norm
Norm
1Fam
1.5Fin
7
7
1,928
1,950
Gable
CompShg
Wd Sdng
Wd Sdng
null
0
TA
TA
BrkTil
TA
TA
No
Unf
0
Unf
0
861
861
GasA
Gd
Y
SBrkr
877
600
0
1,477
0
1
2
0
3
1
TA
6
Typ
1
Gd
Detchd
1,928
Unf
1
216
TA
TA
Y
0
50
0
0
0
0
null
null
null
0
8
2,009
WD
Normal
145,000
578
80
RL
96
11,777
Pave
null
IR1
Lvl
AllPub
Inside
Gtl
Sawyer
Norm
Norm
1Fam
SLvl
5
6
1,966
1,966
Gable
CompShg
VinylSd
VinylSd
BrkFace
97
TA
TA
CBlock
TA
TA
Av
LwQ
328
ALQ
551
285
1,164
GasA
Ex
Y
SBrkr
1,320
0
0
1,320
1
0
1
0
3
1
TA
6
Typ
2
Fa
Attchd
1,966
RFn
2
564
TA
TA
Y
160
68
240
0
0
0
null
null
null
0
5
2,006
WD
Abnorml
164,500
579
160
FV
34
3,604
Pave
Pave
Reg
Lvl
AllPub
Corner
Gtl
Somerst
Norm
Norm
TwnhsE
2Story
7
5
2,007
2,007
Gable
CompShg
VinylSd
VinylSd
null
0
Gd
TA
PConc
Gd
TA
No
Unf
0
Unf
0
689
689
GasA
Ex
Y
SBrkr
703
689
0
1,392
0
0
2
0
2
1
Gd
5
Typ
0
null
Detchd
2,007
Unf
2
540
TA
TA
Y
0
102
0
0
0
0
null
null
null
0
2
2,008
WD
Abnorml
146,000
580
50
RM
81
12,150
Pave
Grvl
Reg
Lvl
AllPub
Inside
Gtl
OldTown
Norm
Norm
1Fam
1.5Fin
5
5
1,954
1,954
Gable
CompShg
MetalSd
MetalSd
BrkFace
335
TA
TA
BrkTil
TA
TA
No
Unf
0
Unf
0
1,050
1,050
GasA
Ex
N
FuseF
1,050
745
0
1,795
0
0
2
0
4
1
TA
7
Typ
0
null
Attchd
1,954
Unf
1
352
Fa
TA
Y
0
0
0
0
0
0
null
null
null
0
11
2,008
WD
Normal
131,500
581
20
RL
null
14,585
Pave
null
IR1
Lvl
AllPub
CulDSac
Gtl
NAmes
Norm
Norm
1Fam
1Story
6
6
1,960
1,987
Gable
CompShg
Wd Sdng
Wd Sdng
BrkFace
85
TA
TA
CBlock
TA
TA
No
BLQ
594
Rec
219
331
1,144
GasA
Ex
Y
SBrkr
1,429
0
0
1,429
0
1
1
0
3
1
Gd
7
Typ
2
Gd
Attchd
1,960
Unf
2
572
TA
TA
Y
216
110
0
0
0
0
null
null
null
0
6
2,007
WD
Normal
181,900
582
20
RL
98
12,704
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
NridgHt
Norm
Norm
1Fam
1Story
8
5
2,008
2,009
Hip
CompShg
VinylSd
VinylSd
BrkFace
306
Ex
TA
PConc
Ex
TA
No
Unf
0
Unf
0
2,042
2,042
GasA
Ex
Y
SBrkr
2,042
0
0
2,042
0
0
2
1
3
1
Ex
8
Typ
1
Gd
Attchd
2,009
RFn
3
1,390
TA
TA
Y
0
90
0
0
0
0
null
null
null
0
8
2,009
New
Partial
253,293
583
90
RL
81
11,841
Grvl
null
Reg
Lvl
AllPub
Inside
Gtl
Edwards
Norm
Norm
Duplex
SFoyer
6
5
1,990
1,990
Gable
CompShg
HdBoard
HdBoard
BrkFace
104
TA
Gd
CBlock
Gd
TA
Av
GLQ
816
Unf
0
0
816
GasA
TA
Y
SBrkr
816
0
0
816
1
0
1
0
3
1
TA
5
Typ
0
null
null
null
null
0
0
null
null
Y
0
32
0
0
0
0
null
null
null
0
5
2,007
WD
Normal
118,500
584
75
RM
75
13,500
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
OldTown
Artery
PosA
1Fam
2.5Unf
10
9
1,893
2,000
Gable
CompShg
Wd Sdng
Wd Sdng
null
0
Ex
Ex
BrkTil
TA
TA
No
Unf
0
Unf
0
1,237
1,237
GasA
Gd
Y
SBrkr
1,521
1,254
0
2,775
0
0
3
1
3
1
Gd
9
Typ
1
Gd
Detchd
1,988
Unf
2
880
Gd
TA
Y
105
502
0
0
0
0
null
null
null
0
7
2,008
WD
Normal
325,000
585
50
RM
51
6,120
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
BrkSide
Norm
Norm
1Fam
1.5Fin
4
7
1,935
1,995
Gable
CompShg
AsbShng
AsbShng
null
0
TA
TA
BrkTil
TA
TA
No
Unf
0
Unf
0
884
884
GasA
Ex
Y
SBrkr
989
584
0
1,573
0
0
1
0
3
1
Gd
6
Typ
0
null
Detchd
1,935
Unf
1
240
TA
TA
Y
0
0
54
0
120
0
null
null
null
0
7
2,009
WD
Normal
133,000
586
20
RL
88
11,443
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
Timber
Norm
Norm
1Fam
1Story
8
5
2,005
2,006
Hip
CompShg
VinylSd
VinylSd
BrkFace
208
Gd
TA
PConc
Ex
TA
Gd
GLQ
1,460
Unf
0
408
1,868
GasA
Ex
Y
SBrkr
2,028
0
0
2,028
1
0
2
0
2
1
Gd
7
Typ
2
Gd
Attchd
2,005
RFn
3
880
TA
TA
Y
326
66
0
0
0
0
null
null
null
0
3
2,006
New
Partial
369,900
587
30
RL
55
10,267
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
BrkSide
RRAn
Norm
1Fam
1Story
6
7
1,918
2,000
Gable
CompShg
Stucco
Wd Shng
null
0
TA
Gd
BrkTil
TA
Gd
Mn
Rec
210
ALQ
606
0
816
GasA
Ex
Y
SBrkr
838
0
0
838
1
0
1
0
2
1
Fa
5
Typ
0
null
Detchd
1,961
Fin
1
275
TA
TA
N
0
0
112
0
0
0
null
MnWw
null
0
5
2,008
WD
Normal
130,000
588
85
RL
74
8,740
Pave
null
IR1
Lvl
AllPub
Inside
Gtl
Sawyer
Norm
Norm
1Fam
SFoyer
5
6
1,982
1,982
Hip
CompShg
HdBoard
HdBoard
null
0
TA
TA
CBlock
TA
TA
Av
ALQ
672
Unf
0
168
840
GasA
TA
Y
SBrkr
860
0
0
860
1
0
1
0
2
1
TA
4
Typ
0
null
Detchd
1,996
Unf
2
528
TA
TA
Y
0
0
0
0
0
0
null
null
null
0
7
2,009
WD
Normal
137,000
589
20
RL
65
25,095
Pave
null
IR1
Low
AllPub
Inside
Sev
ClearCr
Norm
Norm
1Fam
1Story
5
8
1,968
2,003
Flat
Tar&Grv
Wd Sdng
Wd Sdng
null
0
TA
TA
CBlock
TA
TA
Gd
GLQ
1,324
Unf
0
113
1,437
GasA
Ex
Y
SBrkr
1,473
0
0
1,473
2
0
1
0
1
1
Ex
5
Typ
2
Gd
Attchd
1,968
Unf
1
452
TA
TA
Y
0
48
0
0
60
0
null
null
null
0
6
2,009
WD
Partial
143,000
590
40
RM
50
9,100
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
BrkSide
RRAn
Feedr
1Fam
1Story
5
6
1,930
1,960
Gable
CompShg
VinylSd
VinylSd
null
0
TA
TA
BrkTil
TA
TA
No
Unf
0
Unf
0
742
742
GasA
TA
Y
FuseA
779
0
156
935
0
0
1
0
2
1
TA
4
Typ
0
null
Detchd
1,988
Unf
1
308
TA
TA
P
0
0
0
0
0
0
null
null
Shed
600
8
2,008
WD
Normal
79,500
591
60
RL
64
8,320
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
CollgCr
Norm
Norm
1Fam
2Story
7
5
2,004
2,004
Gable
CompShg
VinylSd
VinylSd
null
0
Gd
TA
PConc
Gd
TA
No
GLQ
490
Unf
0
280
770
GasA
Ex
Y
SBrkr
770
812
0
1,582
0
0
2
1
3
1
Gd
6
Typ
0
null
Attchd
2,004
RFn
2
520
TA
TA
Y
0
45
0
0
0
0
null
null
null
0
9
2,008
WD
Normal
185,900
592
60
RL
97
13,478
Pave
null
IR1
Lvl
AllPub
Corner
Gtl
NridgHt
Norm
Norm
1Fam
2Story
10
5
2,008
2,008
Gable
CompShg
CemntBd
CmentBd
Stone
420
Ex
TA
PConc
Ex
TA
Gd
GLQ
1,338
Unf
0
384
1,722
GasA
Ex
Y
SBrkr
1,728
568
0
2,296
1
0
2
1
3
1
Ex
10
Typ
1
Gd
BuiltIn
2,008
RFn
3
842
TA
TA
Y
382
274
0
0
0
0
null
null
null
0
6
2,009
ConLI
Normal
451,950
593
20
RL
60
6,600
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
Mitchel
Norm
Norm
1Fam
1Story
5
8
1,982
2,003
Gable
CompShg
HdBoard
HdBoard
null
0
TA
Gd
PConc
TA
Gd
No
GLQ
816
Unf
0
0
816
GasA
Ex
Y
SBrkr
816
0
0
816
1
0
1
0
2
1
TA
4
Typ
0
null
Detchd
1,985
Fin
2
816
TA
TA
Y
0
0
0
0
0
0
null
null
null
0
6
2,008
WD
Normal
138,000
594
120
RM
null
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
685
Unf
0
163
848
GasA
Ex
Y
SBrkr
848
0
0
848
1
0
1
0
1
1
Gd
4
Typ
0
null
Attchd
2,003
Fin
2
420
TA
TA
Y
140
0
0
0
0
0
null
null
null
0
5
2,009
WD
Normal
140,000
595
20
RL
88
7,990
Pave
null
IR1
Lvl
AllPub
Inside
Gtl
CollgCr
Norm
Norm
1Fam
1Story
5
6
1,975
1,975
Hip
CompShg
HdBoard
HdBoard
null
0
TA
TA
CBlock
Gd
TA
No
Unf
0
Unf
0
924
924
GasA
TA
Y
SBrkr
924
0
0
924
0
0
1
0
3
1
TA
5
Typ
0
null
Detchd
1,981
Unf
1
280
TA
TA
Y
0
0
0
0
0
0
null
MnPrv
null
0
4
2,008
WD
Normal
110,000
596
20
RL
69
11,302
Pave
null
IR1
Lvl
AllPub
Inside
Gtl
StoneBr
Norm
Norm
1Fam
1Story
8
5
2,005
2,006
Gable
CompShg
VinylSd
Other
BrkFace
238
Gd
TA
PConc
Gd
TA
Gd
GLQ
1,422
Unf
0
392
1,814
GasA
Ex
Y
SBrkr
1,826
0
0
1,826
1
0
2
0
3
1
Gd
7
Typ
1
TA
Attchd
2,005
Fin
3
758
TA
TA
Y
180
75
0
0
120
0
null
null
null
0
8
2,006
New
Partial
319,000
597
70
RM
60
3,600
Pave
Grvl
Reg
Lvl
AllPub
Inside
Gtl
OldTown
Norm
Norm
1Fam
2Story
6
7
1,910
1,993
Gable
CompShg
VinylSd
VinylSd
null
0
TA
TA
CBlock
TA
TA
No
Unf
0
Unf
0
684
684
GasA
Ex
N
FuseA
684
684
0
1,368
0
0
1
0
3
1
TA
7
Typ
0
null
Detchd
1,930
Unf
1
216
TA
Fa
N
0
158
0
0
0
0
null
null
null
0
10
2,006
WD
Normal
114,504
598
120
RL
53
3,922
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
Blmngtn
Norm
Norm
TwnhsE
1Story
7
5
2,006
2,007
Gable
CompShg
VinylSd
VinylSd
BrkFace
72
Gd
TA
PConc
Ex
TA
Av
Unf
0
Unf
0
1,258
1,258
GasA
Ex
Y
SBrkr
1,402
0
0
1,402
0
2
0
2
2
1
Gd
7
Typ
1
Gd
Attchd
2,006
Fin
3
648
TA
TA
Y
120
16
0
0
0
0
null
null
null
0
2
2,007
New
Partial
194,201
599
20
RL
80
12,984
Pave
null
Reg
Bnk
AllPub
Inside
Gtl
Crawfor
Norm
Norm
1Fam
1Story
5
6
1,977
1,977
Gable
CompShg
Plywood
Plywood
BrkFace
459
TA
TA
CBlock
Gd
TA
Mn
ALQ
1,283
LwQ
147
0
1,430
GasA
Ex
Y
SBrkr
1,647
0
0
1,647
1
0
2
0
3
1
Gd
7
Typ
1
TA
Attchd
1,977
Fin
2
621
TA
TA
Y
0
0
0
0
0
0
null
null
null
0
3
2,006
WD
Normal
217,500
600
160
RM
24
1,950
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
Blueste
Norm
Norm
Twnhs
2Story
6
6
1,980
1,980
Gable
CompShg
MetalSd
MetalSd
null
0
TA
Gd
CBlock
Gd
TA
No
LwQ
81
GLQ
612
23
716
GasA
TA
Y
SBrkr
716
840
0
1,556
1
0
2
1
3
1
TA
6
Typ
1
TA
Attchd
1,980
Fin
2
452
TA
TA
Y
161
0
0
0
0
0
null
GdPrv
null
0
7
2,008
COD
Normal
151,000