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
nullclasses
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
nullclasses
3 values
Fence
nullclasses
4 values
MiscFeature
nullclasses
4 values
MiscVal
int64
0
15.5k
MoSold
int64
1
12
YrSold
int64
2.01k
2.01k
SaleType
stringclasses
9 values
SaleCondition
stringclasses
6 values
SalePrice
int64
34.9k
755k
1
60
RL
65
8,450
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
CollgCr
Norm
Norm
1Fam
2Story
7
5
2,003
2,003
Gable
CompShg
VinylSd
VinylSd
BrkFace
196
Gd
TA
PConc
Gd
TA
No
GLQ
706
Unf
0
150
856
GasA
Ex
Y
SBrkr
856
854
0
1,710
1
0
2
1
3
1
Gd
8
Typ
0
null
Attchd
2,003
RFn
2
548
TA
TA
Y
0
61
0
0
0
0
null
null
null
0
2
2,008
WD
Normal
208,500
2
20
RL
80
9,600
Pave
null
Reg
Lvl
AllPub
FR2
Gtl
Veenker
Feedr
Norm
1Fam
1Story
6
8
1,976
1,976
Gable
CompShg
MetalSd
MetalSd
null
0
TA
TA
CBlock
Gd
TA
Gd
ALQ
978
Unf
0
284
1,262
GasA
Ex
Y
SBrkr
1,262
0
0
1,262
0
1
2
0
3
1
TA
6
Typ
1
TA
Attchd
1,976
RFn
2
460
TA
TA
Y
298
0
0
0
0
0
null
null
null
0
5
2,007
WD
Normal
181,500
3
60
RL
68
11,250
Pave
null
IR1
Lvl
AllPub
Inside
Gtl
CollgCr
Norm
Norm
1Fam
2Story
7
5
2,001
2,002
Gable
CompShg
VinylSd
VinylSd
BrkFace
162
Gd
TA
PConc
Gd
TA
Mn
GLQ
486
Unf
0
434
920
GasA
Ex
Y
SBrkr
920
866
0
1,786
1
0
2
1
3
1
Gd
6
Typ
1
TA
Attchd
2,001
RFn
2
608
TA
TA
Y
0
42
0
0
0
0
null
null
null
0
9
2,008
WD
Normal
223,500
4
70
RL
60
9,550
Pave
null
IR1
Lvl
AllPub
Corner
Gtl
Crawfor
Norm
Norm
1Fam
2Story
7
5
1,915
1,970
Gable
CompShg
Wd Sdng
Wd Shng
null
0
TA
TA
BrkTil
TA
Gd
No
ALQ
216
Unf
0
540
756
GasA
Gd
Y
SBrkr
961
756
0
1,717
1
0
1
0
3
1
Gd
7
Typ
1
Gd
Detchd
1,998
Unf
3
642
TA
TA
Y
0
35
272
0
0
0
null
null
null
0
2
2,006
WD
Abnorml
140,000
5
60
RL
84
14,260
Pave
null
IR1
Lvl
AllPub
FR2
Gtl
NoRidge
Norm
Norm
1Fam
2Story
8
5
2,000
2,000
Gable
CompShg
VinylSd
VinylSd
BrkFace
350
Gd
TA
PConc
Gd
TA
Av
GLQ
655
Unf
0
490
1,145
GasA
Ex
Y
SBrkr
1,145
1,053
0
2,198
1
0
2
1
4
1
Gd
9
Typ
1
TA
Attchd
2,000
RFn
3
836
TA
TA
Y
192
84
0
0
0
0
null
null
null
0
12
2,008
WD
Normal
250,000
6
50
RL
85
14,115
Pave
null
IR1
Lvl
AllPub
Inside
Gtl
Mitchel
Norm
Norm
1Fam
1.5Fin
5
5
1,993
1,995
Gable
CompShg
VinylSd
VinylSd
null
0
TA
TA
Wood
Gd
TA
No
GLQ
732
Unf
0
64
796
GasA
Ex
Y
SBrkr
796
566
0
1,362
1
0
1
1
1
1
TA
5
Typ
0
null
Attchd
1,993
Unf
2
480
TA
TA
Y
40
30
0
320
0
0
null
null
null
700
10
2,009
WD
Normal
143,000
7
20
RL
75
10,084
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
Somerst
Norm
Norm
1Fam
1Story
8
5
2,004
2,005
Gable
CompShg
VinylSd
VinylSd
Stone
186
Gd
TA
PConc
Ex
TA
Av
GLQ
1,369
Unf
0
317
1,686
GasA
Ex
Y
SBrkr
1,694
0
0
1,694
1
0
2
0
3
1
Gd
7
Typ
1
Gd
Attchd
2,004
RFn
2
636
TA
TA
Y
255
57
0
0
0
0
null
null
null
0
8
2,007
WD
Normal
307,000
8
60
RL
null
10,382
Pave
null
IR1
Lvl
AllPub
Corner
Gtl
NWAmes
PosN
Norm
1Fam
2Story
7
6
1,973
1,973
Gable
CompShg
HdBoard
HdBoard
Stone
240
TA
TA
CBlock
Gd
TA
Mn
ALQ
859
BLQ
32
216
1,107
GasA
Ex
Y
SBrkr
1,107
983
0
2,090
1
0
2
1
3
1
TA
7
Typ
2
TA
Attchd
1,973
RFn
2
484
TA
TA
Y
235
204
228
0
0
0
null
null
null
350
11
2,009
WD
Normal
200,000
9
50
RM
51
6,120
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
OldTown
Artery
Norm
1Fam
1.5Fin
7
5
1,931
1,950
Gable
CompShg
BrkFace
Wd Shng
null
0
TA
TA
BrkTil
TA
TA
No
Unf
0
Unf
0
952
952
GasA
Gd
Y
FuseF
1,022
752
0
1,774
0
0
2
0
2
2
TA
8
Min1
2
TA
Detchd
1,931
Unf
2
468
Fa
TA
Y
90
0
205
0
0
0
null
null
null
0
4
2,008
WD
Abnorml
129,900
10
190
RL
50
7,420
Pave
null
Reg
Lvl
AllPub
Corner
Gtl
BrkSide
Artery
Artery
2fmCon
1.5Unf
5
6
1,939
1,950
Gable
CompShg
MetalSd
MetalSd
null
0
TA
TA
BrkTil
TA
TA
No
GLQ
851
Unf
0
140
991
GasA
Ex
Y
SBrkr
1,077
0
0
1,077
1
0
1
0
2
2
TA
5
Typ
2
TA
Attchd
1,939
RFn
1
205
Gd
TA
Y
0
4
0
0
0
0
null
null
null
0
1
2,008
WD
Normal
118,000
11
20
RL
70
11,200
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
Sawyer
Norm
Norm
1Fam
1Story
5
5
1,965
1,965
Hip
CompShg
HdBoard
HdBoard
null
0
TA
TA
CBlock
TA
TA
No
Rec
906
Unf
0
134
1,040
GasA
Ex
Y
SBrkr
1,040
0
0
1,040
1
0
1
0
3
1
TA
5
Typ
0
null
Detchd
1,965
Unf
1
384
TA
TA
Y
0
0
0
0
0
0
null
null
null
0
2
2,008
WD
Normal
129,500
12
60
RL
85
11,924
Pave
null
IR1
Lvl
AllPub
Inside
Gtl
NridgHt
Norm
Norm
1Fam
2Story
9
5
2,005
2,006
Hip
CompShg
WdShing
Wd Shng
Stone
286
Ex
TA
PConc
Ex
TA
No
GLQ
998
Unf
0
177
1,175
GasA
Ex
Y
SBrkr
1,182
1,142
0
2,324
1
0
3
0
4
1
Ex
11
Typ
2
Gd
BuiltIn
2,005
Fin
3
736
TA
TA
Y
147
21
0
0
0
0
null
null
null
0
7
2,006
New
Partial
345,000
13
20
RL
null
12,968
Pave
null
IR2
Lvl
AllPub
Inside
Gtl
Sawyer
Norm
Norm
1Fam
1Story
5
6
1,962
1,962
Hip
CompShg
HdBoard
Plywood
null
0
TA
TA
CBlock
TA
TA
No
ALQ
737
Unf
0
175
912
GasA
TA
Y
SBrkr
912
0
0
912
1
0
1
0
2
1
TA
4
Typ
0
null
Detchd
1,962
Unf
1
352
TA
TA
Y
140
0
0
0
176
0
null
null
null
0
9
2,008
WD
Normal
144,000
14
20
RL
91
10,652
Pave
null
IR1
Lvl
AllPub
Inside
Gtl
CollgCr
Norm
Norm
1Fam
1Story
7
5
2,006
2,007
Gable
CompShg
VinylSd
VinylSd
Stone
306
Gd
TA
PConc
Gd
TA
Av
Unf
0
Unf
0
1,494
1,494
GasA
Ex
Y
SBrkr
1,494
0
0
1,494
0
0
2
0
3
1
Gd
7
Typ
1
Gd
Attchd
2,006
RFn
3
840
TA
TA
Y
160
33
0
0
0
0
null
null
null
0
8
2,007
New
Partial
279,500
15
20
RL
null
10,920
Pave
null
IR1
Lvl
AllPub
Corner
Gtl
NAmes
Norm
Norm
1Fam
1Story
6
5
1,960
1,960
Hip
CompShg
MetalSd
MetalSd
BrkFace
212
TA
TA
CBlock
TA
TA
No
BLQ
733
Unf
0
520
1,253
GasA
TA
Y
SBrkr
1,253
0
0
1,253
1
0
1
1
2
1
TA
5
Typ
1
Fa
Attchd
1,960
RFn
1
352
TA
TA
Y
0
213
176
0
0
0
null
null
null
0
5
2,008
WD
Normal
157,000
16
45
RM
51
6,120
Pave
null
Reg
Lvl
AllPub
Corner
Gtl
BrkSide
Norm
Norm
1Fam
1.5Unf
7
8
1,929
2,001
Gable
CompShg
Wd Sdng
Wd Sdng
null
0
TA
TA
BrkTil
TA
TA
No
Unf
0
Unf
0
832
832
GasA
Ex
Y
FuseA
854
0
0
854
0
0
1
0
2
1
TA
5
Typ
0
null
Detchd
1,991
Unf
2
576
TA
TA
Y
48
112
0
0
0
0
null
null
null
0
7
2,007
WD
Normal
132,000
17
20
RL
null
11,241
Pave
null
IR1
Lvl
AllPub
CulDSac
Gtl
NAmes
Norm
Norm
1Fam
1Story
6
7
1,970
1,970
Gable
CompShg
Wd Sdng
Wd Sdng
BrkFace
180
TA
TA
CBlock
TA
TA
No
ALQ
578
Unf
0
426
1,004
GasA
Ex
Y
SBrkr
1,004
0
0
1,004
1
0
1
0
2
1
TA
5
Typ
1
TA
Attchd
1,970
Fin
2
480
TA
TA
Y
0
0
0
0
0
0
null
null
null
700
3
2,010
WD
Normal
149,000
18
90
RL
72
10,791
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
Sawyer
Norm
Norm
Duplex
1Story
4
5
1,967
1,967
Gable
CompShg
MetalSd
MetalSd
null
0
TA
TA
Slab
null
null
null
null
0
null
0
0
0
GasA
TA
Y
SBrkr
1,296
0
0
1,296
0
0
2
0
2
2
TA
6
Typ
0
null
CarPort
1,967
Unf
2
516
TA
TA
Y
0
0
0
0
0
0
null
null
null
500
10
2,006
WD
Normal
90,000
19
20
RL
66
13,695
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
SawyerW
RRAe
Norm
1Fam
1Story
5
5
2,004
2,004
Gable
CompShg
VinylSd
VinylSd
null
0
TA
TA
PConc
TA
TA
No
GLQ
646
Unf
0
468
1,114
GasA
Ex
Y
SBrkr
1,114
0
0
1,114
1
0
1
1
3
1
Gd
6
Typ
0
null
Detchd
2,004
Unf
2
576
TA
TA
Y
0
102
0
0
0
0
null
null
null
0
6
2,008
WD
Normal
159,000
20
20
RL
70
7,560
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
NAmes
Norm
Norm
1Fam
1Story
5
6
1,958
1,965
Hip
CompShg
BrkFace
Plywood
null
0
TA
TA
CBlock
TA
TA
No
LwQ
504
Unf
0
525
1,029
GasA
TA
Y
SBrkr
1,339
0
0
1,339
0
0
1
0
3
1
TA
6
Min1
0
null
Attchd
1,958
Unf
1
294
TA
TA
Y
0
0
0
0
0
0
null
null
null
0
5
2,009
COD
Abnorml
139,000
21
60
RL
101
14,215
Pave
null
IR1
Lvl
AllPub
Corner
Gtl
NridgHt
Norm
Norm
1Fam
2Story
8
5
2,005
2,006
Gable
CompShg
VinylSd
VinylSd
BrkFace
380
Gd
TA
PConc
Ex
TA
Av
Unf
0
Unf
0
1,158
1,158
GasA
Ex
Y
SBrkr
1,158
1,218
0
2,376
0
0
3
1
4
1
Gd
9
Typ
1
Gd
BuiltIn
2,005
RFn
3
853
TA
TA
Y
240
154
0
0
0
0
null
null
null
0
11
2,006
New
Partial
325,300
22
45
RM
57
7,449
Pave
null
Reg
Bnk
AllPub
Inside
Gtl
IDOTRR
Norm
Norm
1Fam
1.5Unf
7
7
1,930
1,950
Gable
CompShg
Wd Sdng
Wd Sdng
null
0
TA
TA
PConc
TA
TA
No
Unf
0
Unf
0
637
637
GasA
Ex
Y
FuseF
1,108
0
0
1,108
0
0
1
0
3
1
Gd
6
Typ
1
Gd
Attchd
1,930
Unf
1
280
TA
TA
N
0
0
205
0
0
0
null
null
null
0
6
2,007
WD
Normal
139,400
23
20
RL
75
9,742
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
CollgCr
Norm
Norm
1Fam
1Story
8
5
2,002
2,002
Hip
CompShg
VinylSd
VinylSd
BrkFace
281
Gd
TA
PConc
Gd
TA
No
Unf
0
Unf
0
1,777
1,777
GasA
Ex
Y
SBrkr
1,795
0
0
1,795
0
0
2
0
3
1
Gd
7
Typ
1
Gd
Attchd
2,002
RFn
2
534
TA
TA
Y
171
159
0
0
0
0
null
null
null
0
9
2,008
WD
Normal
230,000
24
120
RM
44
4,224
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
MeadowV
Norm
Norm
TwnhsE
1Story
5
7
1,976
1,976
Gable
CompShg
CemntBd
CmentBd
null
0
TA
TA
PConc
Gd
TA
No
GLQ
840
Unf
0
200
1,040
GasA
TA
Y
SBrkr
1,060
0
0
1,060
1
0
1
0
3
1
TA
6
Typ
1
TA
Attchd
1,976
Unf
2
572
TA
TA
Y
100
110
0
0
0
0
null
null
null
0
6
2,007
WD
Normal
129,900
25
20
RL
null
8,246
Pave
null
IR1
Lvl
AllPub
Inside
Gtl
Sawyer
Norm
Norm
1Fam
1Story
5
8
1,968
2,001
Gable
CompShg
Plywood
Plywood
null
0
TA
Gd
CBlock
TA
TA
Mn
Rec
188
ALQ
668
204
1,060
GasA
Ex
Y
SBrkr
1,060
0
0
1,060
1
0
1
0
3
1
Gd
6
Typ
1
TA
Attchd
1,968
Unf
1
270
TA
TA
Y
406
90
0
0
0
0
null
null
null
0
5
2,010
WD
Normal
154,000
26
20
RL
110
14,230
Pave
null
Reg
Lvl
AllPub
Corner
Gtl
NridgHt
Norm
Norm
1Fam
1Story
8
5
2,007
2,007
Gable
CompShg
VinylSd
VinylSd
Stone
640
Gd
TA
PConc
Gd
TA
No
Unf
0
Unf
0
1,566
1,566
GasA
Ex
Y
SBrkr
1,600
0
0
1,600
0
0
2
0
3
1
Gd
7
Typ
1
Gd
Attchd
2,007
RFn
3
890
TA
TA
Y
0
56
0
0
0
0
null
null
null
0
7
2,009
WD
Normal
256,300
27
20
RL
60
7,200
Pave
null
Reg
Lvl
AllPub
Corner
Gtl
NAmes
Norm
Norm
1Fam
1Story
5
7
1,951
2,000
Gable
CompShg
Wd Sdng
Wd Sdng
null
0
TA
TA
CBlock
TA
TA
Mn
BLQ
234
Rec
486
180
900
GasA
TA
Y
SBrkr
900
0
0
900
0
1
1
0
3
1
Gd
5
Typ
0
null
Detchd
2,005
Unf
2
576
TA
TA
Y
222
32
0
0
0
0
null
null
null
0
5
2,010
WD
Normal
134,800
28
20
RL
98
11,478
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
NridgHt
Norm
Norm
1Fam
1Story
8
5
2,007
2,008
Gable
CompShg
VinylSd
VinylSd
Stone
200
Gd
TA
PConc
Ex
TA
No
GLQ
1,218
Unf
0
486
1,704
GasA
Ex
Y
SBrkr
1,704
0
0
1,704
1
0
2
0
3
1
Gd
7
Typ
1
Gd
Attchd
2,008
RFn
3
772
TA
TA
Y
0
50
0
0
0
0
null
null
null
0
5
2,010
WD
Normal
306,000
29
20
RL
47
16,321
Pave
null
IR1
Lvl
AllPub
CulDSac
Gtl
NAmes
Norm
Norm
1Fam
1Story
5
6
1,957
1,997
Gable
CompShg
MetalSd
MetalSd
null
0
TA
TA
CBlock
TA
TA
Gd
BLQ
1,277
Unf
0
207
1,484
GasA
TA
Y
SBrkr
1,600
0
0
1,600
1
0
1
0
2
1
TA
6
Typ
2
Gd
Attchd
1,957
RFn
1
319
TA
TA
Y
288
258
0
0
0
0
null
null
null
0
12
2,006
WD
Normal
207,500
30
30
RM
60
6,324
Pave
null
IR1
Lvl
AllPub
Inside
Gtl
BrkSide
Feedr
RRNn
1Fam
1Story
4
6
1,927
1,950
Gable
CompShg
MetalSd
MetalSd
null
0
TA
TA
BrkTil
TA
TA
No
Unf
0
Unf
0
520
520
GasA
Fa
N
SBrkr
520
0
0
520
0
0
1
0
1
1
Fa
4
Typ
0
null
Detchd
1,920
Unf
1
240
Fa
TA
Y
49
0
87
0
0
0
null
null
null
0
5
2,008
WD
Normal
68,500
31
70
C (all)
50
8,500
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
IDOTRR
Feedr
Norm
1Fam
2Story
4
4
1,920
1,950
Gambrel
CompShg
BrkFace
BrkFace
null
0
TA
Fa
BrkTil
TA
TA
No
Unf
0
Unf
0
649
649
GasA
TA
N
SBrkr
649
668
0
1,317
0
0
1
0
3
1
TA
6
Typ
0
null
Detchd
1,920
Unf
1
250
TA
Fa
N
0
54
172
0
0
0
null
null
null
0
7
2,008
WD
Normal
40,000
32
20
RL
null
8,544
Pave
null
IR1
Lvl
AllPub
CulDSac
Gtl
Sawyer
Norm
Norm
1Fam
1Story
5
6
1,966
2,006
Gable
CompShg
HdBoard
HdBoard
null
0
TA
TA
CBlock
TA
TA
No
Unf
0
Unf
0
1,228
1,228
GasA
Gd
Y
SBrkr
1,228
0
0
1,228
0
0
1
1
3
1
Gd
6
Typ
0
null
Attchd
1,966
Unf
1
271
TA
TA
Y
0
65
0
0
0
0
null
null
null
0
6
2,008
WD
Normal
149,350
33
20
RL
85
11,049
Pave
null
Reg
Lvl
AllPub
Corner
Gtl
CollgCr
Norm
Norm
1Fam
1Story
8
5
2,007
2,007
Gable
CompShg
VinylSd
VinylSd
null
0
Gd
TA
PConc
Ex
TA
Av
Unf
0
Unf
0
1,234
1,234
GasA
Ex
Y
SBrkr
1,234
0
0
1,234
0
0
2
0
3
1
Gd
7
Typ
0
null
Attchd
2,007
RFn
2
484
TA
TA
Y
0
30
0
0
0
0
null
null
null
0
1
2,008
WD
Normal
179,900
34
20
RL
70
10,552
Pave
null
IR1
Lvl
AllPub
Inside
Gtl
NAmes
Norm
Norm
1Fam
1Story
5
5
1,959
1,959
Hip
CompShg
BrkFace
BrkFace
null
0
TA
TA
CBlock
TA
TA
No
Rec
1,018
Unf
0
380
1,398
GasA
Gd
Y
SBrkr
1,700
0
0
1,700
0
1
1
1
4
1
Gd
6
Typ
1
Gd
Attchd
1,959
RFn
2
447
TA
TA
Y
0
38
0
0
0
0
null
null
null
0
4
2,010
WD
Normal
165,500
35
120
RL
60
7,313
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
NridgHt
Norm
Norm
TwnhsE
1Story
9
5
2,005
2,005
Hip
CompShg
MetalSd
MetalSd
BrkFace
246
Ex
TA
PConc
Ex
TA
No
GLQ
1,153
Unf
0
408
1,561
GasA
Ex
Y
SBrkr
1,561
0
0
1,561
1
0
2
0
2
1
Ex
6
Typ
1
Gd
Attchd
2,005
Fin
2
556
TA
TA
Y
203
47
0
0
0
0
null
null
null
0
8
2,007
WD
Normal
277,500
36
60
RL
108
13,418
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
NridgHt
Norm
Norm
1Fam
2Story
8
5
2,004
2,005
Gable
CompShg
VinylSd
VinylSd
Stone
132
Gd
TA
PConc
Ex
TA
Av
Unf
0
Unf
0
1,117
1,117
GasA
Ex
Y
SBrkr
1,132
1,320
0
2,452
0
0
3
1
4
1
Gd
9
Typ
1
Gd
BuiltIn
2,004
Fin
3
691
TA
TA
Y
113
32
0
0
0
0
null
null
null
0
9
2,006
WD
Normal
309,000
37
20
RL
112
10,859
Pave
null
Reg
Lvl
AllPub
Corner
Gtl
CollgCr
Norm
Norm
1Fam
1Story
5
5
1,994
1,995
Gable
CompShg
VinylSd
VinylSd
null
0
TA
TA
PConc
Gd
TA
No
Unf
0
Unf
0
1,097
1,097
GasA
Ex
Y
SBrkr
1,097
0
0
1,097
0
0
1
1
3
1
TA
6
Typ
0
null
Attchd
1,995
Unf
2
672
TA
TA
Y
392
64
0
0
0
0
null
null
null
0
6
2,009
WD
Normal
145,000
38
20
RL
74
8,532
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
NAmes
Norm
Norm
1Fam
1Story
5
6
1,954
1,990
Hip
CompShg
Wd Sdng
Wd Sdng
BrkFace
650
TA
TA
CBlock
TA
TA
No
Rec
1,213
Unf
0
84
1,297
GasA
Gd
Y
SBrkr
1,297
0
0
1,297
0
1
1
0
3
1
TA
5
Typ
1
TA
Attchd
1,954
Fin
2
498
TA
TA
Y
0
0
0
0
0
0
null
null
null
0
10
2,009
WD
Normal
153,000
39
20
RL
68
7,922
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
NAmes
Norm
Norm
1Fam
1Story
5
7
1,953
2,007
Gable
CompShg
VinylSd
VinylSd
null
0
TA
Gd
CBlock
TA
TA
No
GLQ
731
Unf
0
326
1,057
GasA
TA
Y
SBrkr
1,057
0
0
1,057
1
0
1
0
3
1
Gd
5
Typ
0
null
Detchd
1,953
Unf
1
246
TA
TA
Y
0
52
0
0
0
0
null
null
null
0
1
2,010
WD
Abnorml
109,000
40
90
RL
65
6,040
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
Edwards
Norm
Norm
Duplex
1Story
4
5
1,955
1,955
Gable
CompShg
AsbShng
Plywood
null
0
TA
TA
PConc
null
null
null
null
0
null
0
0
0
GasA
TA
N
FuseP
1,152
0
0
1,152
0
0
2
0
2
2
Fa
6
Typ
0
null
null
null
null
0
0
null
null
N
0
0
0
0
0
0
null
null
null
0
6
2,008
WD
AdjLand
82,000
41
20
RL
84
8,658
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
NAmes
Norm
Norm
1Fam
1Story
6
5
1,965
1,965
Gable
CompShg
Wd Sdng
Wd Sdng
BrkFace
101
TA
TA
CBlock
TA
TA
No
Rec
643
Unf
0
445
1,088
GasA
Ex
Y
SBrkr
1,324
0
0
1,324
0
0
2
0
3
1
TA
6
Typ
1
TA
Attchd
1,965
RFn
2
440
TA
TA
Y
0
138
0
0
0
0
null
null
null
0
12
2,006
WD
Abnorml
160,000
42
20
RL
115
16,905
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
Timber
Norm
Norm
1Fam
1Story
5
6
1,959
1,959
Gable
CompShg
VinylSd
VinylSd
null
0
TA
Gd
CBlock
TA
TA
Gd
BLQ
967
Unf
0
383
1,350
GasA
Gd
Y
SBrkr
1,328
0
0
1,328
0
1
1
1
2
1
TA
5
Typ
2
Gd
Attchd
1,959
RFn
1
308
TA
TA
P
0
104
0
0
0
0
null
null
null
0
7
2,007
WD
Normal
170,000
43
85
RL
null
9,180
Pave
null
IR1
Lvl
AllPub
CulDSac
Gtl
SawyerW
Norm
Norm
1Fam
SFoyer
5
7
1,983
1,983
Gable
CompShg
HdBoard
HdBoard
null
0
TA
TA
CBlock
Gd
TA
Av
ALQ
747
LwQ
93
0
840
GasA
Gd
Y
SBrkr
884
0
0
884
1
0
1
0
2
1
Gd
5
Typ
0
null
Attchd
1,983
RFn
2
504
TA
Gd
Y
240
0
0
0
0
0
null
null
null
0
12
2,007
WD
Normal
144,000
44
20
RL
null
9,200
Pave
null
IR1
Lvl
AllPub
CulDSac
Gtl
CollgCr
Norm
Norm
1Fam
1Story
5
6
1,975
1,980
Hip
CompShg
VinylSd
VinylSd
null
0
TA
TA
CBlock
Gd
TA
Av
LwQ
280
BLQ
491
167
938
GasA
TA
Y
SBrkr
938
0
0
938
1
0
1
0
3
1
TA
5
Typ
0
null
Detchd
1,977
Unf
1
308
TA
TA
Y
145
0
0
0
0
0
null
null
null
0
7
2,008
WD
Normal
130,250
45
20
RL
70
7,945
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
NAmes
Norm
Norm
1Fam
1Story
5
6
1,959
1,959
Gable
CompShg
BrkFace
Wd Sdng
null
0
TA
TA
CBlock
TA
TA
No
ALQ
179
BLQ
506
465
1,150
GasA
Ex
Y
FuseA
1,150
0
0
1,150
1
0
1
0
3
1
TA
6
Typ
0
null
Attchd
1,959
RFn
1
300
TA
TA
Y
0
0
0
0
0
0
null
null
null
0
5
2,006
WD
Normal
141,000
46
120
RL
61
7,658
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
NridgHt
Norm
Norm
TwnhsE
1Story
9
5
2,005
2,005
Hip
CompShg
MetalSd
MetalSd
BrkFace
412
Ex
TA
PConc
Ex
TA
No
GLQ
456
Unf
0
1,296
1,752
GasA
Ex
Y
SBrkr
1,752
0
0
1,752
1
0
2
0
2
1
Ex
6
Typ
1
Gd
Attchd
2,005
RFn
2
576
TA
TA
Y
196
82
0
0
0
0
null
null
null
0
2
2,010
WD
Normal
319,900
47
50
RL
48
12,822
Pave
null
IR1
Lvl
AllPub
CulDSac
Gtl
Mitchel
Norm
Norm
1Fam
1.5Fin
7
5
2,003
2,003
Gable
CompShg
VinylSd
VinylSd
null
0
Gd
TA
PConc
Ex
TA
No
GLQ
1,351
Unf
0
83
1,434
GasA
Ex
Y
SBrkr
1,518
631
0
2,149
1
0
1
1
1
1
Gd
6
Typ
1
Ex
Attchd
2,003
RFn
2
670
TA
TA
Y
168
43
0
0
198
0
null
null
null
0
8
2,009
WD
Abnorml
239,686
48
20
FV
84
11,096
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
Somerst
Norm
Norm
1Fam
1Story
8
5
2,006
2,006
Gable
CompShg
VinylSd
VinylSd
null
0
Gd
TA
PConc
Gd
TA
Av
GLQ
24
Unf
0
1,632
1,656
GasA
Ex
Y
SBrkr
1,656
0
0
1,656
0
0
2
0
3
1
Gd
7
Typ
0
null
Attchd
2,006
RFn
3
826
TA
TA
Y
0
146
0
0
0
0
null
null
null
0
7
2,007
WD
Normal
249,700
49
190
RM
33
4,456
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
OldTown
Norm
Norm
2fmCon
2Story
4
5
1,920
2,008
Gable
CompShg
MetalSd
MetalSd
null
0
TA
TA
BrkTil
TA
TA
No
Unf
0
Unf
0
736
736
GasA
Gd
Y
SBrkr
736
716
0
1,452
0
0
2
0
2
3
TA
8
Typ
0
null
null
null
null
0
0
null
null
N
0
0
102
0
0
0
null
null
null
0
6
2,009
New
Partial
113,000
50
20
RL
66
7,742
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
Sawyer
Norm
Norm
1Fam
1Story
5
7
1,966
1,966
Gable
CompShg
HdBoard
HdBoard
null
0
TA
TA
CBlock
TA
TA
No
BLQ
763
Unf
0
192
955
GasA
Ex
Y
SBrkr
955
0
0
955
1
0
1
0
3
1
TA
6
Typ
0
null
Attchd
1,966
Unf
1
386
TA
TA
Y
0
0
0
0
0
0
null
null
null
0
1
2,007
WD
Normal
127,000
51
60
RL
null
13,869
Pave
null
IR2
Lvl
AllPub
Corner
Gtl
Gilbert
Norm
Norm
1Fam
2Story
6
6
1,997
1,997
Gable
CompShg
VinylSd
VinylSd
null
0
TA
TA
PConc
Gd
TA
Av
GLQ
182
Unf
0
612
794
GasA
Gd
Y
SBrkr
794
676
0
1,470
0
1
2
0
3
1
TA
6
Typ
0
null
Attchd
1,997
Fin
2
388
TA
TA
Y
0
75
0
0
0
0
null
null
null
0
7
2,007
WD
Normal
177,000
52
50
RM
52
6,240
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
BrkSide
Norm
Norm
1Fam
1.5Fin
6
6
1,934
1,950
Gable
CompShg
Wd Sdng
Wd Sdng
null
0
TA
TA
PConc
TA
TA
No
Unf
0
Unf
0
816
816
GasA
TA
Y
SBrkr
816
0
360
1,176
0
0
1
0
3
1
TA
6
Typ
1
Gd
Detchd
1,985
Unf
2
528
TA
TA
Y
112
0
0
0
0
0
null
null
null
400
9
2,006
WD
Normal
114,500
53
90
RM
110
8,472
Grvl
null
IR2
Bnk
AllPub
Corner
Mod
IDOTRR
RRNn
Norm
Duplex
1Story
5
5
1,963
1,963
Gable
CompShg
Wd Sdng
Wd Sdng
null
0
Fa
TA
CBlock
Gd
TA
Gd
LwQ
104
GLQ
712
0
816
GasA
TA
N
SBrkr
816
0
0
816
1
0
1
0
2
1
TA
5
Typ
0
null
CarPort
1,963
Unf
2
516
TA
TA
Y
106
0
0
0
0
0
null
null
null
0
5
2,010
WD
Normal
110,000
54
20
RL
68
50,271
Pave
null
IR1
Low
AllPub
Inside
Gtl
Veenker
Norm
Norm
1Fam
1Story
9
5
1,981
1,987
Gable
WdShngl
WdShing
Wd Shng
null
0
Gd
TA
CBlock
Ex
TA
Gd
GLQ
1,810
Unf
0
32
1,842
GasA
Gd
Y
SBrkr
1,842
0
0
1,842
2
0
0
1
0
1
Gd
5
Typ
1
Gd
Attchd
1,981
Fin
3
894
TA
TA
Y
857
72
0
0
0
0
null
null
null
0
11
2,006
WD
Normal
385,000
55
80
RL
60
7,134
Pave
null
Reg
Bnk
AllPub
Inside
Mod
NAmes
Norm
Norm
1Fam
SLvl
5
5
1,955
1,955
Gable
CompShg
MetalSd
MetalSd
null
0
TA
TA
CBlock
TA
TA
No
ALQ
384
Unf
0
0
384
GasA
TA
Y
SBrkr
1,360
0
0
1,360
0
0
1
0
3
1
TA
6
Min1
1
TA
Detchd
1,962
Unf
2
572
TA
TA
Y
0
50
0
0
0
0
null
null
null
0
2
2,007
WD
Normal
130,000
56
20
RL
100
10,175
Pave
null
IR1
Lvl
AllPub
Inside
Gtl
NAmes
Norm
Norm
1Fam
1Story
6
5
1,964
1,964
Gable
CompShg
HdBoard
Plywood
BrkFace
272
TA
TA
CBlock
TA
TA
No
BLQ
490
Unf
0
935
1,425
GasA
Gd
Y
SBrkr
1,425
0
0
1,425
0
0
2
0
3
1
TA
7
Typ
1
Gd
Attchd
1,964
RFn
2
576
TA
TA
Y
0
0
0
407
0
0
null
null
null
0
7
2,008
WD
Normal
180,500
57
160
FV
24
2,645
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
Somerst
Norm
Norm
Twnhs
2Story
8
5
1,999
2,000
Gable
CompShg
MetalSd
MetalSd
BrkFace
456
Gd
TA
PConc
Gd
TA
No
GLQ
649
Unf
0
321
970
GasA
Ex
Y
SBrkr
983
756
0
1,739
1
0
2
1
3
1
Gd
7
Typ
0
null
Attchd
1,999
Fin
2
480
TA
TA
Y
115
0
0
0
0
0
null
null
null
0
8
2,009
WD
Abnorml
172,500
58
60
RL
89
11,645
Pave
null
IR1
Lvl
AllPub
Corner
Gtl
CollgCr
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
860
860
GasA
Ex
Y
SBrkr
860
860
0
1,720
0
0
2
1
3
1
Gd
7
Typ
0
null
Attchd
2,004
RFn
2
565
TA
TA
Y
0
70
0
0
0
0
null
null
null
0
8
2,006
WD
Normal
196,500
59
60
RL
66
13,682
Pave
null
IR2
HLS
AllPub
CulDSac
Gtl
StoneBr
Norm
Norm
1Fam
2Story
10
5
2,006
2,006
Hip
CompShg
VinylSd
VinylSd
BrkFace
1,031
Ex
TA
PConc
Ex
TA
Gd
Unf
0
Unf
0
1,410
1,410
GasA
Ex
Y
SBrkr
1,426
1,519
0
2,945
0
0
3
1
3
1
Gd
10
Typ
1
Gd
BuiltIn
2,006
Fin
3
641
TA
TA
Y
192
0
37
0
0
0
null
null
null
0
10
2,006
New
Partial
438,780
60
20
RL
60
7,200
Pave
null
Reg
Bnk
AllPub
Inside
Gtl
CollgCr
Norm
Norm
1Fam
1Story
5
7
1,972
1,972
Gable
CompShg
HdBoard
HdBoard
null
0
TA
TA
CBlock
TA
TA
Av
ALQ
632
Unf
0
148
780
GasA
Ex
Y
SBrkr
780
0
0
780
0
0
1
0
2
1
TA
4
Typ
0
null
Detchd
1,973
Unf
1
352
TA
TA
Y
196
0
0
0
0
0
null
null
null
0
1
2,008
WD
Normal
124,900
61
20
RL
63
13,072
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
SawyerW
RRAe
Norm
1Fam
1Story
6
5
2,004
2,004
Gable
CompShg
VinylSd
VinylSd
null
0
TA
TA
PConc
Gd
TA
No
ALQ
941
Unf
0
217
1,158
GasA
Ex
Y
SBrkr
1,158
0
0
1,158
1
0
1
1
3
1
Gd
5
Typ
0
null
Detchd
2,006
Unf
2
576
TA
TA
Y
0
50
0
0
0
0
null
null
null
0
5
2,006
New
Partial
158,000
62
75
RM
60
7,200
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
IDOTRR
Norm
Norm
1Fam
2.5Unf
5
7
1,920
1,996
Gable
CompShg
MetalSd
MetalSd
null
0
TA
TA
BrkTil
TA
Fa
No
Unf
0
Unf
0
530
530
GasA
TA
N
SBrkr
581
530
0
1,111
0
0
1
0
3
1
Fa
6
Typ
0
null
Detchd
1,935
Unf
1
288
TA
TA
N
0
0
144
0
0
0
null
null
null
0
3
2,007
WD
Normal
101,000
63
120
RL
44
6,442
Pave
null
IR1
Lvl
AllPub
Inside
Gtl
NridgHt
Norm
Norm
TwnhsE
1Story
8
5
2,006
2,006
Gable
CompShg
VinylSd
VinylSd
Stone
178
Gd
TA
PConc
Gd
Gd
Mn
GLQ
24
Unf
0
1,346
1,370
GasA
Ex
Y
SBrkr
1,370
0
0
1,370
0
0
2
0
2
1
Gd
6
Typ
1
Gd
Attchd
2,006
RFn
2
484
TA
TA
Y
120
49
0
0
0
0
null
null
null
0
10
2,007
WD
Normal
202,500
64
70
RM
50
10,300
Pave
null
IR1
Bnk
AllPub
Inside
Gtl
OldTown
RRAn
Feedr
1Fam
2Story
7
6
1,921
1,950
Gable
CompShg
Stucco
Stucco
null
0
TA
TA
BrkTil
TA
TA
No
Unf
0
Unf
0
576
576
GasA
Gd
Y
SBrkr
902
808
0
1,710
0
0
2
0
3
1
TA
9
Typ
0
null
Detchd
1,990
Unf
2
480
TA
TA
Y
12
11
64
0
0
0
null
null
null
0
4
2,010
WD
Normal
140,000
65
60
RL
null
9,375
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
CollgCr
Norm
Norm
1Fam
2Story
7
5
1,997
1,998
Gable
CompShg
VinylSd
VinylSd
BrkFace
573
TA
TA
PConc
Gd
TA
No
GLQ
739
Unf
0
318
1,057
GasA
Ex
Y
SBrkr
1,057
977
0
2,034
1
0
2
1
3
1
Gd
8
Typ
0
null
Attchd
1,998
RFn
2
645
TA
TA
Y
576
36
0
0
0
0
null
null
null
0
2
2,009
WD
Normal
219,500
66
60
RL
76
9,591
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
NridgHt
Norm
Norm
1Fam
2Story
8
5
2,004
2,005
Gable
CompShg
VinylSd
VinylSd
BrkFace
344
Gd
TA
PConc
Ex
TA
Av
Unf
0
Unf
0
1,143
1,143
GasA
Ex
Y
SBrkr
1,143
1,330
0
2,473
0
0
2
1
4
1
Gd
9
Typ
1
Gd
BuiltIn
2,004
RFn
3
852
TA
TA
Y
192
151
0
0
0
0
null
null
null
0
10
2,007
WD
Normal
317,000
67
20
RL
null
19,900
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
NAmes
PosA
Norm
1Fam
1Story
7
5
1,970
1,989
Gable
CompShg
Plywood
Plywood
BrkFace
287
TA
TA
CBlock
Gd
TA
Gd
GLQ
912
Unf
0
1,035
1,947
GasA
TA
Y
SBrkr
2,207
0
0
2,207
1
0
2
0
3
1
TA
7
Min1
1
Gd
Attchd
1,970
RFn
2
576
TA
TA
Y
301
0
0
0
0
0
null
null
null
0
7
2,010
WD
Normal
180,000
68
20
RL
72
10,665
Pave
null
IR1
Lvl
AllPub
Inside
Gtl
CollgCr
Norm
Norm
1Fam
1Story
7
5
2,003
2,003
Gable
CompShg
VinylSd
VinylSd
BrkFace
167
Gd
TA
PConc
Gd
TA
Av
GLQ
1,013
Unf
0
440
1,453
GasA
Ex
Y
SBrkr
1,479
0
0
1,479
1
0
2
0
3
1
Gd
7
Typ
0
null
Attchd
2,003
RFn
2
558
TA
TA
Y
144
29
0
0
0
0
null
null
null
0
6
2,007
WD
Normal
226,000
69
30
RM
47
4,608
Pave
null
Reg
Lvl
AllPub
Corner
Gtl
OldTown
Artery
Norm
1Fam
1Story
4
6
1,945
1,950
Gable
CompShg
MetalSd
MetalSd
null
0
TA
Gd
CBlock
TA
TA
No
Unf
0
Unf
0
747
747
GasA
TA
Y
SBrkr
747
0
0
747
0
0
1
0
2
1
TA
4
Typ
0
null
Attchd
1,945
Unf
1
220
TA
TA
Y
0
0
0
0
0
0
null
null
null
0
6
2,010
WD
Normal
80,000
70
50
RL
81
15,593
Pave
null
Reg
Lvl
AllPub
Corner
Gtl
ClearCr
Norm
Norm
1Fam
1.5Fin
7
4
1,953
1,953
Gable
CompShg
BrkFace
AsbShng
null
0
Gd
TA
CBlock
TA
TA
No
BLQ
603
Unf
0
701
1,304
GasW
TA
Y
SBrkr
1,304
983
0
2,287
0
0
2
0
3
1
TA
7
Typ
1
TA
Attchd
1,953
Fin
2
667
TA
TA
Y
0
21
114
0
0
0
null
null
null
0
7
2,006
WD
Normal
225,000
71
20
RL
95
13,651
Pave
null
IR1
Lvl
AllPub
Inside
Gtl
NAmes
Norm
Norm
1Fam
1Story
7
6
1,973
1,973
Gable
CompShg
Plywood
Plywood
BrkFace
1,115
TA
Gd
CBlock
Gd
TA
Gd
ALQ
1,880
Unf
0
343
2,223
GasA
Ex
Y
SBrkr
2,223
0
0
2,223
1
0
2
0
3
1
TA
8
Typ
2
Gd
Attchd
1,973
Fin
2
516
TA
TA
Y
300
0
0
0
0
0
null
null
null
0
2
2,007
WD
Normal
244,000
72
20
RL
69
7,599
Pave
null
Reg
Lvl
AllPub
Corner
Gtl
Mitchel
Norm
Norm
1Fam
1Story
4
6
1,982
2,006
Gable
CompShg
HdBoard
Plywood
null
0
TA
TA
CBlock
TA
TA
No
ALQ
565
Unf
0
280
845
GasA
TA
Y
SBrkr
845
0
0
845
1
0
1
0
2
1
TA
4
Typ
0
null
Detchd
1,987
Unf
2
360
TA
TA
Y
0
0
0
0
0
0
null
null
null
0
6
2,007
WD
Normal
129,500
73
60
RL
74
10,141
Pave
null
IR1
Lvl
AllPub
Corner
Gtl
Gilbert
Norm
Norm
1Fam
2Story
7
5
1,998
1,998
Gable
CompShg
VinylSd
VinylSd
BrkFace
40
TA
TA
PConc
Gd
TA
No
Unf
0
Unf
0
832
832
GasA
Gd
Y
SBrkr
885
833
0
1,718
0
0
2
1
3
1
TA
7
Typ
1
TA
Attchd
1,998
Fin
2
427
TA
TA
Y
0
94
0
0
291
0
null
null
null
0
12
2,009
WD
Normal
185,000
74
20
RL
85
10,200
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
NAmes
Norm
Norm
1Fam
1Story
5
7
1,954
2,003
Gable
CompShg
Wd Sdng
Wd Sdng
BrkFace
104
TA
TA
CBlock
TA
TA
No
ALQ
320
BLQ
362
404
1,086
GasA
Gd
Y
SBrkr
1,086
0
0
1,086
1
0
1
0
3
1
TA
6
Typ
0
null
Attchd
1,989
Unf
2
490
TA
TA
Y
0
0
0
0
0
0
null
null
null
0
5
2,010
WD
Normal
144,900
75
50
RM
60
5,790
Pave
null
Reg
Lvl
AllPub
Corner
Gtl
OldTown
Norm
Norm
1Fam
2Story
3
6
1,915
1,950
Gambrel
CompShg
VinylSd
VinylSd
null
0
Gd
Gd
CBlock
Fa
TA
No
Unf
0
Unf
0
840
840
GasA
Gd
N
SBrkr
840
765
0
1,605
0
0
2
0
3
2
TA
8
Typ
0
null
Detchd
1,915
Unf
1
379
TA
TA
Y
0
0
202
0
0
0
null
null
null
0
5
2,010
WD
Normal
107,400
76
180
RM
21
1,596
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
MeadowV
Norm
Norm
Twnhs
SLvl
4
5
1,973
1,973
Gable
CompShg
CemntBd
CmentBd
null
0
TA
TA
CBlock
Gd
TA
Gd
GLQ
462
Unf
0
0
462
GasA
TA
Y
SBrkr
526
462
0
988
1
0
1
0
2
1
TA
5
Typ
0
null
BuiltIn
1,973
Unf
1
297
TA
TA
Y
120
101
0
0
0
0
null
null
null
0
11
2,009
WD
Normal
91,000
77
20
RL
null
8,475
Pave
null
IR1
Lvl
AllPub
Inside
Gtl
NAmes
Norm
Norm
1Fam
1Story
4
7
1,956
1,956
Gable
CompShg
VinylSd
VinylSd
null
0
TA
TA
CBlock
TA
TA
No
ALQ
228
Unf
0
724
952
GasA
Ex
Y
FuseA
952
0
0
952
0
0
1
0
2
1
TA
4
Typ
0
null
Detchd
1,956
Unf
1
283
TA
TA
Y
0
0
0
0
0
0
null
null
null
0
4
2,008
WD
Normal
135,750
78
50
RM
50
8,635
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
BrkSide
Norm
Norm
1Fam
1.5Fin
5
5
1,948
2,001
Gable
CompShg
Wd Sdng
Wd Sdng
null
0
TA
TA
CBlock
TA
TA
No
BLQ
336
GLQ
41
295
672
GasA
TA
Y
SBrkr
1,072
213
0
1,285
1
0
1
0
2
1
TA
6
Min1
0
null
Detchd
1,948
Unf
1
240
TA
TA
Y
0
0
0
0
0
0
null
null
null
0
1
2,008
WD
Normal
127,000
79
90
RL
72
10,778
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
Sawyer
Norm
Norm
Duplex
1Story
4
5
1,968
1,968
Hip
CompShg
HdBoard
HdBoard
null
0
TA
TA
CBlock
TA
TA
No
Unf
0
Unf
0
1,768
1,768
GasA
TA
N
SBrkr
1,768
0
0
1,768
0
0
2
0
4
2
TA
8
Typ
0
null
null
null
null
0
0
null
null
Y
0
0
0
0
0
0
null
null
null
0
4
2,010
WD
Normal
136,500
80
50
RM
60
10,440
Pave
null
Reg
Lvl
AllPub
Corner
Gtl
OldTown
Norm
Norm
1Fam
2Story
5
6
1,910
1,981
Gable
CompShg
Wd Sdng
Wd Sdng
null
0
TA
TA
PConc
TA
TA
No
Unf
0
Unf
0
440
440
GasA
Gd
Y
SBrkr
682
548
0
1,230
0
0
1
1
2
1
TA
5
Typ
0
null
Detchd
1,966
Unf
2
440
TA
TA
Y
74
0
128
0
0
0
null
null
null
0
5
2,009
WD
Normal
110,000
81
60
RL
100
13,000
Pave
null
Reg
Lvl
AllPub
Corner
Gtl
NAmes
Norm
Norm
1Fam
2Story
6
6
1,968
1,968
Gable
CompShg
VinylSd
VinylSd
BrkFace
576
TA
Gd
CBlock
Gd
TA
No
Rec
448
Unf
0
448
896
GasA
TA
Y
SBrkr
1,182
960
0
2,142
0
0
2
1
4
1
Gd
8
Typ
1
Gd
Attchd
1,968
Fin
1
509
TA
TA
Y
0
72
0
0
252
0
null
null
null
0
6
2,009
WD
Normal
193,500
82
120
RM
32
4,500
Pave
null
Reg
Lvl
AllPub
FR2
Gtl
Mitchel
Norm
Norm
TwnhsE
1Story
6
5
1,998
1,998
Hip
CompShg
VinylSd
VinylSd
BrkFace
443
TA
Gd
PConc
Ex
Gd
No
GLQ
1,201
Unf
0
36
1,237
GasA
Ex
Y
SBrkr
1,337
0
0
1,337
1
0
2
0
2
1
TA
5
Typ
0
null
Attchd
1,998
Fin
2
405
TA
TA
Y
0
199
0
0
0
0
null
null
null
0
3
2,006
WD
Normal
153,500
83
20
RL
78
10,206
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
Somerst
Norm
Norm
1Fam
1Story
8
5
2,007
2,007
Gable
CompShg
VinylSd
VinylSd
Stone
468
TA
TA
PConc
Gd
TA
No
GLQ
33
Unf
0
1,530
1,563
GasA
Ex
Y
SBrkr
1,563
0
0
1,563
0
0
2
0
3
1
Gd
6
Typ
1
Gd
Attchd
2,007
RFn
3
758
TA
TA
Y
144
99
0
0
0
0
null
null
null
0
10
2,008
WD
Normal
245,000
84
20
RL
80
8,892
Pave
null
IR1
Lvl
AllPub
Inside
Gtl
NAmes
Norm
Norm
1Fam
1Story
5
5
1,960
1,960
Gable
CompShg
MetalSd
MetalSd
BrkCmn
66
TA
TA
CBlock
TA
TA
No
Unf
0
Unf
0
1,065
1,065
GasA
Gd
Y
SBrkr
1,065
0
0
1,065
0
0
1
1
3
1
TA
6
Typ
0
null
Detchd
1,974
Unf
2
461
TA
TA
Y
74
0
0
0
0
0
null
null
null
0
7
2,007
COD
Normal
126,500
85
80
RL
null
8,530
Pave
null
IR1
Lvl
AllPub
Inside
Gtl
Gilbert
Norm
Norm
1Fam
SLvl
7
5
1,995
1,996
Gable
CompShg
HdBoard
HdBoard
BrkFace
22
TA
TA
PConc
Gd
TA
No
Unf
0
Unf
0
384
384
GasA
Gd
Y
SBrkr
804
670
0
1,474
0
0
2
1
3
1
TA
7
Typ
1
TA
BuiltIn
1,995
Fin
2
400
TA
TA
Y
120
72
0
0
0
0
null
null
null
700
5
2,009
WD
Normal
168,500
86
60
RL
121
16,059
Pave
null
Reg
Lvl
AllPub
Corner
Gtl
NoRidge
Norm
Norm
1Fam
2Story
8
5
1,991
1,992
Hip
CompShg
HdBoard
HdBoard
BrkFace
284
Gd
TA
CBlock
Gd
TA
No
Unf
0
Unf
0
1,288
1,288
GasA
Ex
Y
SBrkr
1,301
1,116
0
2,417
0
0
2
1
4
1
Gd
9
Typ
1
TA
Attchd
1,991
Unf
2
462
TA
TA
Y
127
82
0
0
0
0
null
null
null
0
4
2,006
WD
Normal
260,000
87
60
RL
122
11,911
Pave
null
IR2
Lvl
AllPub
Inside
Gtl
Gilbert
Norm
Norm
1Fam
2Story
6
5
2,005
2,005
Gable
CompShg
VinylSd
VinylSd
null
0
Gd
TA
PConc
Gd
TA
Av
Unf
0
Unf
0
684
684
GasA
Ex
Y
SBrkr
684
876
0
1,560
0
0
2
1
3
1
Gd
6
Typ
1
Gd
BuiltIn
2,005
Fin
2
400
TA
TA
Y
100
38
0
0
0
0
null
null
null
0
3
2,009
WD
Normal
174,000
88
160
FV
40
3,951
Pave
null
Reg
Lvl
AllPub
Corner
Gtl
Somerst
Norm
Norm
TwnhsE
2Story
6
5
2,009
2,009
Gable
CompShg
VinylSd
VinylSd
Stone
76
Gd
TA
PConc
Gd
TA
Av
Unf
0
Unf
0
612
612
GasA
Ex
Y
SBrkr
612
612
0
1,224
0
0
2
1
2
1
Gd
4
Typ
0
null
Detchd
2,009
RFn
2
528
TA
TA
Y
0
234
0
0
0
0
null
null
null
0
6
2,009
New
Partial
164,500
89
50
C (all)
105
8,470
Pave
null
IR1
Lvl
AllPub
Corner
Gtl
IDOTRR
Feedr
Feedr
1Fam
1.5Fin
3
2
1,915
1,982
Hip
CompShg
Plywood
Plywood
null
0
Fa
Fa
CBlock
TA
Fa
No
Unf
0
Unf
0
1,013
1,013
GasA
TA
N
SBrkr
1,013
0
513
1,526
0
0
1
0
2
1
Fa
6
Typ
0
null
null
null
null
0
0
null
null
N
0
0
156
0
0
0
null
null
null
0
10
2,009
ConLD
Abnorml
85,000
90
20
RL
60
8,070
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
CollgCr
Norm
Norm
1Fam
1Story
4
5
1,994
1,995
Gable
CompShg
VinylSd
VinylSd
null
0
TA
TA
PConc
Gd
TA
No
GLQ
588
Unf
0
402
990
GasA
Ex
Y
SBrkr
990
0
0
990
1
0
1
0
3
1
TA
5
Typ
0
null
null
null
null
0
0
null
null
Y
0
0
0
0
0
0
null
null
null
0
8
2,007
WD
Normal
123,600
91
20
RL
60
7,200
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
NAmes
Norm
Norm
1Fam
1Story
4
5
1,950
1,950
Gable
CompShg
BrkFace
Wd Sdng
null
0
TA
TA
Slab
null
null
null
null
0
null
0
0
0
GasA
TA
Y
FuseA
1,040
0
0
1,040
0
0
1
0
2
1
TA
4
Typ
0
null
Detchd
1,950
Unf
2
420
TA
TA
Y
0
29
0
0
0
0
null
null
null
0
7
2,006
WD
Normal
109,900
92
20
RL
85
8,500
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
NAmes
Norm
Norm
1Fam
1Story
5
3
1,961
1,961
Hip
CompShg
HdBoard
HdBoard
BrkCmn
203
TA
TA
CBlock
TA
TA
No
Rec
600
Unf
0
635
1,235
GasA
TA
Y
SBrkr
1,235
0
0
1,235
0
0
1
0
2
1
TA
6
Typ
0
null
Attchd
1,961
Unf
2
480
TA
TA
Y
0
0
0
0
0
0
null
null
null
0
12
2,006
WD
Abnorml
98,600
93
30
RL
80
13,360
Pave
null
IR1
HLS
AllPub
Inside
Gtl
Crawfor
Norm
Norm
1Fam
1Story
5
7
1,921
2,006
Gable
CompShg
Wd Sdng
Wd Sdng
null
0
TA
Gd
BrkTil
Gd
TA
No
ALQ
713
Unf
0
163
876
GasA
Ex
Y
SBrkr
964
0
0
964
1
0
1
0
2
1
TA
5
Typ
0
null
Detchd
1,921
Unf
2
432
TA
TA
Y
0
0
44
0
0
0
null
null
null
0
8
2,009
WD
Normal
163,500
94
190
C (all)
60
7,200
Pave
null
Reg
Lvl
AllPub
Corner
Gtl
OldTown
Norm
Norm
2fmCon
2.5Unf
6
6
1,910
1,998
Hip
CompShg
MetalSd
MetalSd
null
0
TA
TA
BrkTil
TA
Fa
Mn
Rec
1,046
Unf
0
168
1,214
GasW
Ex
N
SBrkr
1,260
1,031
0
2,291
0
1
2
0
4
2
TA
9
Typ
1
Gd
Detchd
1,900
Unf
2
506
TA
TA
Y
0
0
0
0
99
0
null
null
null
0
11
2,007
WD
Normal
133,900
95
60
RL
69
9,337
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
Gd
PConc
Gd
TA
No
GLQ
648
Unf
0
176
824
GasA
Ex
Y
SBrkr
905
881
0
1,786
1
0
2
1
3
1
Gd
7
Typ
0
null
Attchd
1,997
RFn
2
684
TA
TA
Y
0
162
0
0
0
0
null
null
null
0
5
2,007
WD
Normal
204,750
96
60
RL
null
9,765
Pave
null
IR2
Lvl
AllPub
Corner
Gtl
Gilbert
Norm
Norm
1Fam
2Story
6
8
1,993
1,993
Gable
CompShg
VinylSd
VinylSd
BrkFace
68
Ex
Gd
PConc
Gd
Gd
No
ALQ
310
Unf
0
370
680
GasA
Gd
Y
SBrkr
680
790
0
1,470
0
0
2
1
3
1
TA
6
Typ
1
TA
BuiltIn
1,993
Fin
2
420
TA
TA
Y
232
63
0
0
0
0
null
null
null
480
4
2,009
WD
Normal
185,000
97
20
RL
78
10,264
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
Av
ALQ
1,162
Unf
0
426
1,588
GasA
Ex
Y
SBrkr
1,588
0
0
1,588
0
0
2
0
3
1
Gd
6
Typ
0
null
Attchd
1,999
RFn
2
472
TA
TA
Y
158
29
0
0
0
0
null
null
null
0
8
2,006
WD
Normal
214,000
98
20
RL
73
10,921
Pave
null
Reg
HLS
AllPub
Inside
Gtl
Edwards
Norm
Norm
1Fam
1Story
4
5
1,965
1,965
Hip
CompShg
HdBoard
HdBoard
BrkFace
48
TA
TA
CBlock
TA
TA
No
Rec
520
Unf
0
440
960
GasA
TA
Y
FuseF
960
0
0
960
1
0
1
0
3
1
TA
6
Typ
0
null
Attchd
1,965
Fin
1
432
TA
TA
P
120
0
0
0
0
0
null
null
null
0
5
2,007
WD
Normal
94,750
99
30
RL
85
10,625
Pave
null
Reg
Lvl
AllPub
Corner
Gtl
Edwards
Norm
Norm
1Fam
1Story
5
5
1,920
1,950
Gable
CompShg
Wd Sdng
Wd Sdng
null
0
TA
TA
BrkTil
TA
TA
No
ALQ
108
Unf
0
350
458
GasA
Fa
N
SBrkr
835
0
0
835
0
0
1
0
2
1
TA
5
Typ
0
null
Basment
1,920
Unf
1
366
Fa
TA
Y
0
0
77
0
0
0
null
null
null
400
5
2,010
COD
Abnorml
83,000
100
20
RL
77
9,320
Pave
null
IR1
Lvl
AllPub
Inside
Gtl
NAmes
Norm
Norm
1Fam
1Story
4
5
1,959
1,959
Gable
CompShg
Plywood
Plywood
null
0
TA
TA
CBlock
TA
TA
No
ALQ
569
Unf
0
381
950
GasA
Fa
Y
SBrkr
1,225
0
0
1,225
1
0
1
1
3
1
TA
6
Typ
0
null
null
null
null
0
0
null
null
Y
352
0
0
0
0
0
null
null
null
400
1
2,010
WD
Normal
128,950
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