order
int64
1
2.93k
pid
int64
526M
1.01B
ms_subclass
int64
20
190
ms_zoning
stringclasses
7 values
lot_frontage
float64
21
313
lot_area
int64
1.3k
215k
street
stringclasses
2 values
alley
stringclasses
2 values
lot_shape
stringclasses
4 values
land_contour
stringclasses
4 values
utilities
stringclasses
3 values
lot_config
stringclasses
5 values
land_slope
stringclasses
3 values
neighborhood
stringclasses
28 values
condition_1
stringclasses
9 values
condition_2
stringclasses
8 values
bldg_type
stringclasses
5 values
house_style
stringclasses
8 values
overall_qual
int64
1
10
overall_cond
int64
1
9
year_built
int64
1.87k
2.01k
year_remod_add
int64
1.95k
2.01k
roof_style
stringclasses
6 values
roof_matl
stringclasses
8 values
exterior_1st
stringclasses
16 values
exterior_2nd
stringclasses
17 values
mas_vnr_type
stringclasses
4 values
mas_vnr_area
float64
0
1.6k
exter_qual
stringclasses
4 values
exter_cond
stringclasses
5 values
foundation
stringclasses
6 values
bsmt_qual
stringclasses
5 values
bsmt_cond
stringclasses
5 values
bsmt_exposure
stringclasses
4 values
bsmtfin_type_1
stringclasses
6 values
bsmtfin_sf_1
float64
0
5.64k
bsmtfin_type_2
stringclasses
6 values
bsmtfin_sf_2
float64
0
1.53k
bsmt_unf_sf
float64
0
2.34k
total_bsmt_sf
float64
0
6.11k
heating
stringclasses
6 values
heating_qc
stringclasses
5 values
central_air
stringclasses
2 values
electrical
stringclasses
5 values
1st_flr_sf
int64
334
5.1k
2nd_flr_sf
int64
0
2.07k
low_qual_fin_sf
int64
0
1.06k
gr_liv_area
int64
334
5.64k
bsmt_full_bath
float64
0
3
bsmt_half_bath
float64
0
2
full_bath
int64
0
4
half_bath
int64
0
2
bedroom_abvgr
int64
0
8
kitchen_abvgr
int64
0
3
kitchen_qual
stringclasses
5 values
totrms_abvgrd
int64
2
15
functional
stringclasses
8 values
fireplaces
int64
0
4
fireplace_qu
stringclasses
5 values
garage_type
stringclasses
6 values
garage_yr_blt
float64
1.9k
2.21k
garage_finish
stringclasses
3 values
garage_cars
float64
0
5
garage_area
float64
0
1.49k
garage_qual
stringclasses
5 values
garage_cond
stringclasses
5 values
paved_drive
stringclasses
3 values
wood_deck_sf
int64
0
1.42k
open_porch_sf
int64
0
742
enclosed_porch
int64
0
1.01k
3ssn_porch
int64
0
508
screen_porch
int64
0
576
pool_area
int64
0
800
pool_qc
stringclasses
4 values
fence
stringclasses
4 values
misc_feature
stringclasses
5 values
misc_val
int64
0
17k
mo_sold
int64
1
12
yr_sold
int64
2.01k
2.01k
sale_type
stringclasses
10 values
sale_condition
stringclasses
6 values
saleprice
int64
12.8k
755k
1,501
908,201,100
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
1,502
908,201,110
90
RL
65
6,012
Pave
null
Reg
Lvl
AllPub
Corner
Gtl
Edwards
Norm
Norm
Duplex
1Story
4
5
1,955
1,955
Gable
CompShg
AsbShng
Plywood
null
0
TA
Fa
PConc
null
null
null
null
0
null
0
0
0
GasA
TA
N
SBrkr
1,152
0
0
1,152
0
0
2
0
2
2
TA
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
1,503
908,201,120
90
RL
92
12,108
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
Edwards
Norm
Norm
Duplex
1Story
4
4
1,955
1,955
Gable
CompShg
VinylSd
VinylSd
BrkFace
270
TA
TA
CBlock
TA
TA
No
ALQ
133
Unf
0
1,307
1,440
GasA
TA
N
FuseF
1,440
0
0
1,440
0
0
2
0
4
2
Fa
8
Typ
0
null
null
null
null
0
0
null
null
Y
0
0
0
0
0
0
null
null
null
0
9
2,008
WD
Normal
118,000
1,504
908,204,160
90
RL
74
6,845
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
Edwards
Norm
Norm
Duplex
1Story
4
5
1,955
1,955
Gable
CompShg
WdShing
Wd Shng
BrkCmn
58
TA
TA
Slab
null
null
null
null
0
null
0
0
0
GasA
TA
N
FuseF
1,152
0
0
1,152
0
0
2
0
2
2
TA
6
Typ
0
null
null
null
null
0
0
null
null
N
0
0
0
0
0
0
null
null
null
0
7
2,008
WD
Normal
82,500
1,505
908,225,170
190
RL
56
6,931
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
Edwards
Norm
Norm
2fmCon
1Story
4
5
1,955
1,955
Hip
CompShg
Wd Sdng
Wd Sdng
null
0
TA
TA
CBlock
TA
TA
Av
ALQ
784
Unf
0
0
784
GasA
TA
N
FuseP
784
0
0
784
1
0
1
0
2
1
TA
4
Typ
0
null
null
null
null
0
0
null
null
Y
112
0
0
0
0
0
null
null
null
0
5
2,008
WD
Normal
91,900
1,506
908,226,120
50
RL
60
12,180
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
Edwards
Norm
Norm
1Fam
1.5Fin
5
7
1,938
2,007
Gable
CompShg
Wd Sdng
Wd Sdng
null
0
TA
TA
PConc
TA
TA
No
Unf
0
Unf
0
585
585
GasA
Gd
Y
FuseF
585
468
0
1,053
0
0
1
1
2
1
Ex
5
Typ
0
null
null
null
null
0
0
null
null
N
42
0
0
0
0
0
null
null
null
0
1
2,008
WD
Family
120,000
1,507
908,250,040
50
RL
57
8,050
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
Edwards
Norm
Norm
1Fam
1.5Fin
5
8
1,947
1,993
Gable
CompShg
MetalSd
MetalSd
null
0
TA
Gd
Slab
null
null
null
null
0
null
0
0
0
GasA
Gd
Y
SBrkr
929
208
0
1,137
0
0
1
1
4
1
TA
8
Min1
0
null
null
null
null
0
0
null
null
Y
0
0
0
0
0
0
null
null
null
0
4
2,008
WD
Normal
96,000
1,508
908,250,090
20
RL
68
9,520
Pave
null
Reg
Bnk
AllPub
Inside
Mod
Edwards
Norm
Norm
1Fam
1Story
4
5
1,953
1,953
Gable
CompShg
MetalSd
MetalSd
Stone
115
TA
TA
CBlock
Gd
TA
No
Rec
767
Unf
0
144
911
GasA
TA
Y
SBrkr
930
0
0
930
0
0
1
0
2
1
TA
5
Typ
0
null
Attchd
1,953
RFn
1
286
TA
TA
Y
134
0
0
0
0
0
null
MnPrv
Gar2
3,000
5
2,008
WD
Normal
99,000
1,509
908,275,130
50
RL
70
11,767
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
Edwards
Norm
Norm
1Fam
1.5Fin
5
6
1,946
1,995
Gable
CompShg
MetalSd
MetalSd
null
0
TA
TA
CBlock
TA
TA
No
BLQ
352
Unf
0
416
768
GasA
Ex
Y
SBrkr
768
432
0
1,200
0
0
1
0
3
1
TA
6
Typ
0
null
Detchd
1,946
Unf
1
240
TA
TA
Y
0
0
0
0
0
0
null
null
null
0
5
2,008
WD
Normal
130,500
1,510
908,275,180
50
RL
60
8,172
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
Edwards
Norm
Norm
1Fam
1.5Fin
4
6
1,954
1,972
Gable
CompShg
MetalSd
MetalSd
null
0
TA
TA
PConc
TA
TA
No
Unf
0
Unf
0
941
941
GasA
Ex
Y
SBrkr
997
473
0
1,470
0
0
2
0
4
1
TA
7
Typ
0
null
Detchd
1,958
Unf
1
548
TA
TA
Y
0
0
0
0
156
0
null
null
null
0
5
2,008
WD
Normal
135,000
1,511
908,275,280
50
RL
59
16,466
Pave
null
IR1
Lvl
AllPub
Inside
Gtl
Edwards
Norm
Norm
1Fam
1.5Fin
5
7
1,955
1,955
Gable
CompShg
MetalSd
MetalSd
null
0
TA
Gd
PConc
TA
TA
No
Unf
0
Unf
0
816
816
GasA
TA
Y
SBrkr
872
521
0
1,393
0
0
1
1
3
1
TA
8
Typ
0
null
Attchd
1,955
Unf
1
300
TA
TA
Y
121
0
0
0
265
0
null
null
null
0
4
2,008
WD
Normal
135,500
1,512
908,276,140
80
RL
62
7,692
Pave
null
Reg
Bnk
AllPub
Inside
Mod
Edwards
Norm
Norm
1Fam
SLvl
4
6
1,954
1,954
Gable
CompShg
Wd Sdng
Wd Sdng
null
0
TA
TA
CBlock
Ex
TA
Av
Unf
0
Unf
0
416
416
GasA
Gd
Y
FuseA
1,204
0
0
1,204
0
0
1
0
3
1
TA
6
Typ
0
null
Basment
1,954
Unf
1
312
TA
TA
Y
0
0
0
0
0
0
null
null
null
0
11
2,008
WD
Abnorml
100,000
1,513
909,100,150
30
RL
67
5,142
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
Edwards
Norm
Norm
1Fam
1.5Fin
4
7
1,923
2,008
Gable
CompShg
Wd Sdng
Wd Sdng
null
0
TA
TA
PConc
TA
TA
No
ALQ
224
Unf
0
725
949
GasA
TA
Y
SBrkr
949
343
0
1,292
0
0
1
1
3
1
Gd
6
Typ
0
null
Detchd
1,923
Unf
1
205
TA
TA
N
0
0
183
0
0
0
null
null
null
0
6
2,008
WD
Normal
108,000
1,514
909,100,170
30
RL
67
5,604
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
Edwards
Norm
Norm
1Fam
1Story
5
6
1,925
1,950
Gable
CompShg
Stucco
Stucco
null
0
TA
TA
CBlock
TA
TA
No
Rec
468
Unf
0
396
864
GasA
TA
N
FuseA
864
0
0
864
1
0
1
0
2
1
TA
5
Typ
0
null
null
null
null
0
0
null
null
Y
0
0
96
0
0
0
null
null
null
0
4
2,008
WD
Normal
98,000
1,515
909,101,060
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
1,516
909,101,180
190
RL
55
5,687
Pave
Grvl
Reg
Bnk
AllPub
Inside
Gtl
SWISU
Norm
Norm
2fmCon
2Story
5
6
1,912
2,000
Gable
CompShg
VinylSd
VinylSd
null
0
TA
Fa
PConc
TA
Fa
No
Rec
210
Unf
0
570
780
GasA
Ex
N
SBrkr
936
780
0
1,716
1
0
2
0
6
1
Fa
9
Typ
0
null
null
null
null
0
0
null
null
N
0
184
0
0
0
0
null
null
null
0
3
2,008
WD
Normal
135,900
1,517
909,131,170
70
RH
null
12,155
Pave
null
IR1
Lvl
AllPub
Inside
Gtl
SWISU
Norm
Norm
1Fam
2Story
6
8
1,925
1,950
Gable
CompShg
Wd Sdng
Wd Sdng
null
0
TA
TA
BrkTil
TA
TA
No
BLQ
156
Unf
0
516
672
GasA
TA
N
SBrkr
810
672
0
1,482
0
0
2
0
4
1
Fa
7
Typ
0
null
Detchd
1,934
Unf
1
400
TA
TA
P
0
0
254
0
0
0
null
null
null
0
3
2,008
WD
Normal
140,000
1,518
909,175,050
75
RL
60
8,400
Pave
null
Reg
Bnk
AllPub
Inside
Mod
SWISU
Norm
Norm
1Fam
2.5Fin
5
8
1,939
1,997
Gable
CompShg
Wd Sdng
Wd Sdng
null
0
TA
TA
PConc
TA
TA
No
LwQ
378
Unf
0
342
720
GasA
Ex
Y
SBrkr
1,052
720
420
2,192
0
0
2
1
4
1
Gd
8
Typ
1
Gd
Detchd
1,939
Unf
1
240
TA
TA
Y
262
24
0
0
0
0
null
null
null
0
7
2,008
WD
Normal
179,500
1,519
909,175,100
50
RL
60
8,400
Pave
null
Reg
Bnk
AllPub
Inside
Gtl
SWISU
Norm
Norm
1Fam
1.5Fin
6
5
1,925
1,950
Gable
CompShg
MetalSd
MetalSd
null
0
TA
TA
PConc
TA
TA
No
Rec
423
Unf
0
758
1,181
GasA
Fa
Y
SBrkr
1,390
304
0
1,694
0
0
2
0
4
1
TA
7
Typ
1
Gd
Detchd
1,925
Unf
2
576
TA
TA
Y
342
0
128
0
0
0
null
null
null
0
6
2,008
WD
Normal
136,500
1,520
909,177,120
30
RL
60
7,290
Pave
null
Reg
Lvl
AllPub
Corner
Gtl
SWISU
Norm
Norm
1Fam
1Story
7
8
1,921
1,950
Gable
CompShg
WdShing
Wd Shng
BrkFace
174
TA
TA
BrkTil
TA
TA
No
Unf
0
Unf
0
1,228
1,228
GasA
Ex
Y
SBrkr
1,424
0
0
1,424
0
0
2
0
2
1
TA
7
Typ
1
Gd
Attchd
1,921
Unf
1
312
TA
TA
Y
0
0
90
0
0
0
null
null
null
0
4
2,008
WD
Normal
168,000
1,521
909,201,110
70
RH
55
8,525
Pave
null
Reg
Bnk
AllPub
Inside
Gtl
SWISU
Norm
Norm
1Fam
2Story
5
6
1,911
1,950
Gable
CompShg
MetalSd
MetalSd
null
0
TA
TA
PConc
TA
TA
Av
Unf
0
Unf
0
940
940
GasA
TA
N
FuseA
1,024
940
0
1,964
0
0
1
1
4
1
TA
7
Typ
0
null
null
null
null
0
0
null
null
N
0
192
0
0
0
0
null
null
null
0
11
2,008
WD
Abnorml
130,000
1,522
909,250,040
70
RL
51
9,842
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
SWISU
Feedr
Norm
1Fam
2Story
5
6
1,921
1,998
Gable
CompShg
MetalSd
Wd Sdng
null
0
TA
TA
BrkTil
TA
Fa
No
Unf
0
Unf
0
612
612
GasA
Ex
Y
SBrkr
990
1,611
0
2,601
0
0
3
1
4
1
TA
8
Typ
0
null
BuiltIn
1,998
RFn
2
621
TA
TA
Y
183
0
301
0
0
0
null
null
null
0
5
2,008
WD
Normal
189,000
1,523
909,250,230
90
RL
64
7,804
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
SWISU
Norm
Norm
Duplex
2.5Unf
6
7
1,930
1,950
Gable
CompShg
Stucco
Stucco
null
0
TA
TA
BrkTil
TA
TA
No
ALQ
281
Rec
679
0
960
GasA
Ex
Y
SBrkr
960
960
0
1,920
2
0
2
2
4
2
TA
10
Typ
2
Gd
Detchd
1,930
Unf
2
480
TA
TA
Y
248
0
121
0
0
0
null
null
null
0
7
2,008
WD
Abnorml
161,900
1,524
909,251,080
70
RL
66
8,969
Pave
null
Reg
Bnk
AllPub
Inside
Gtl
Crawfor
Norm
Norm
1Fam
2Story
6
6
1,926
1,950
Gambrel
CompShg
Wd Sdng
Wd Sdng
null
0
TA
TA
BrkTil
TA
TA
No
BLQ
379
Unf
0
265
644
GasA
Ex
Y
SBrkr
672
644
0
1,316
1
0
1
0
2
1
TA
6
Typ
1
Gd
Detchd
2,001
Unf
1
369
TA
TA
P
0
0
0
0
192
0
null
MnPrv
null
0
7
2,008
WD
Normal
145,000
1,525
909,251,090
70
RL
79
11,526
Pave
null
IR1
Bnk
AllPub
Inside
Mod
Crawfor
Norm
Norm
1Fam
2.5Fin
6
7
1,922
1,994
Gable
CompShg
MetalSd
MetalSd
null
0
TA
TA
BrkTil
Ex
TA
No
Unf
0
Unf
0
588
588
GasA
Fa
Y
SBrkr
1,423
748
384
2,555
0
0
2
0
3
1
TA
11
Min1
1
Gd
Detchd
1,993
Fin
2
672
TA
TA
Y
431
0
0
0
0
0
null
null
null
0
9
2,008
WD
Normal
191,000
1,526
909,252,110
70
RL
63
15,576
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
Crawfor
Norm
Norm
1Fam
2Story
6
7
1,915
1,976
Gable
CompShg
Wd Sdng
Plywood
null
0
TA
TA
BrkTil
Gd
TA
No
Unf
0
Unf
0
840
840
GasA
Ex
Y
SBrkr
840
840
0
1,680
0
0
2
0
4
1
TA
8
Typ
0
null
Attchd
1,960
Unf
1
308
TA
TA
Y
0
0
160
0
0
0
null
null
null
0
3
2,008
WD
Normal
177,000
1,527
909,252,220
50
RL
63
15,564
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
Crawfor
Norm
Norm
1Fam
1.5Fin
6
6
1,914
1,995
Gable
CompShg
Wd Sdng
Wd Shng
null
0
TA
TA
BrkTil
Gd
TA
No
Unf
0
Unf
0
676
676
GasA
Ex
Y
SBrkr
676
588
0
1,264
0
0
1
0
3
1
TA
6
Typ
0
null
Detchd
1,994
Unf
2
400
TA
TA
Y
424
0
0
0
0
0
null
null
Shed
400
1
2,008
WD
Normal
147,500
1,528
909,253,190
30
RL
52
6,292
Pave
null
Reg
Bnk
AllPub
Inside
Gtl
SWISU
Norm
Norm
1Fam
1Story
6
5
1,930
1,950
Gable
CompShg
Wd Sdng
Wd Sdng
null
0
TA
TA
BrkTil
Gd
TA
Mn
Rec
384
Unf
0
384
768
GasA
TA
N
SBrkr
790
0
0
790
0
0
1
0
2
1
TA
4
Typ
0
null
Detchd
1,925
Unf
1
160
Fa
TA
Y
0
141
0
0
0
0
null
null
null
0
4
2,008
WD
Normal
91,000
1,529
909,254,050
70
RL
54
7,609
Pave
null
Reg
Lvl
AllPub
Corner
Gtl
Crawfor
Norm
Norm
1Fam
2Story
8
9
1,925
1,997
Gable
CompShg
Stucco
Stucco
null
0
Gd
Gd
PConc
Fa
TA
No
ALQ
406
Unf
0
392
798
GasA
Ex
Y
SBrkr
798
714
0
1,512
1
0
2
0
3
1
Gd
7
Typ
1
Gd
Detchd
1,925
Unf
1
180
TA
TA
P
85
16
41
0
0
0
null
GdPrv
null
0
6
2,008
WD
Normal
231,000
1,530
909,256,060
50
RL
51
10,480
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
SWISU
Norm
Norm
1Fam
1.5Fin
6
5
1,936
1,950
Gable
CompShg
MetalSd
MetalSd
null
0
TA
TA
BrkTil
TA
TA
No
Unf
0
Unf
0
1,064
1,064
GasA
Ex
Y
FuseA
1,166
0
473
1,639
0
0
1
0
3
1
TA
6
Maj2
0
null
Detchd
1,936
Unf
1
240
TA
TA
Y
0
0
0
0
0
0
null
null
null
0
3
2,008
WD
Normal
115,000
1,531
909,275,040
70
RL
null
9,650
Pave
null
IR1
HLS
AllPub
Corner
Gtl
Crawfor
Norm
Norm
1Fam
2Story
6
3
1,923
1,950
Hip
CompShg
Wd Sdng
Plywood
null
0
TA
TA
BrkTil
TA
TA
No
Unf
0
Unf
0
784
784
GasA
TA
Y
SBrkr
819
784
0
1,603
0
0
1
0
4
1
TA
7
Typ
1
Gd
Attchd
1,980
Unf
2
599
TA
TA
Y
0
217
0
0
0
0
null
null
null
0
6
2,008
WD
Normal
138,000
1,532
909,275,050
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
1,533
909,276,170
70
RL
74
11,988
Pave
null
IR1
HLS
AllPub
Inside
Mod
Crawfor
Norm
Norm
1Fam
2Story
6
7
1,934
1,995
Hip
CompShg
Stucco
Stucco
null
0
TA
TA
CBlock
TA
TA
No
LwQ
326
Unf
0
389
715
GasA
Fa
Y
FuseA
849
811
0
1,660
0
0
1
1
3
1
TA
6
Typ
1
Gd
Detchd
1,939
Unf
1
240
TA
TA
Y
0
0
0
0
0
0
null
null
null
0
8
2,008
WD
Normal
188,700
1,534
909,277,040
50
RL
null
11,700
Pave
Grvl
IR1
HLS
AllPub
Inside
Mod
Crawfor
Norm
Norm
1Fam
1.5Fin
5
6
1,937
1,995
Gable
CompShg
WdShing
Wd Shng
null
0
TA
TA
CBlock
TA
TA
No
BLQ
606
Unf
0
336
942
GasA
Ex
Y
SBrkr
1,265
673
0
1,938
0
0
2
0
4
1
Gd
7
Min2
1
Gd
Detchd
1,937
Unf
1
240
TA
TA
Y
0
40
0
0
0
0
null
null
null
0
7
2,008
WD
Normal
198,000
1,535
909,277,070
50
RL
null
9,260
Pave
Grvl
IR1
HLS
AllPub
Inside
Gtl
Crawfor
Feedr
Norm
1Fam
1.5Fin
5
4
1,938
1,950
Gable
CompShg
Wd Sdng
Wd Sdng
null
0
TA
TA
BrkTil
TA
TA
No
Unf
0
Unf
0
884
884
GasA
TA
Y
FuseF
932
442
0
1,374
0
0
1
0
3
1
TA
6
Typ
0
null
Detchd
1,938
Unf
1
225
TA
TA
Y
64
0
0
0
100
0
null
null
null
0
3
2,008
WD
Normal
110,000
1,536
909,281,030
20
RL
79
7,801
Pave
null
IR1
Lvl
AllPub
Corner
Gtl
Crawfor
Feedr
Norm
1Fam
1Story
6
5
1,951
1,951
Hip
CompShg
WdShing
Plywood
BrkFace
88
TA
Fa
PConc
TA
TA
No
Rec
500
Unf
0
591
1,091
GasA
Fa
N
FuseA
1,091
0
0
1,091
0
1
1
0
2
1
TA
5
Typ
1
TA
Attchd
1,951
Fin
1
344
TA
TA
Y
66
105
0
0
221
0
null
MnPrv
null
0
5
2,008
WD
Normal
104,000
1,537
909,281,110
70
RL
100
9,670
Pave
null
IR1
HLS
AllPub
Inside
Mod
Crawfor
Norm
Norm
1Fam
2Story
8
6
1,935
1,950
Gable
CompShg
BrkFace
Stucco
Stone
40
TA
TA
PConc
TA
Fa
No
LwQ
210
Unf
0
398
608
GasA
TA
Y
SBrkr
983
890
0
1,873
0
0
1
1
4
1
TA
9
Typ
2
Gd
Detchd
1,935
Fin
2
786
Fa
TA
Y
0
0
207
0
0
0
null
null
null
0
6
2,008
WD
Alloca
257,076
1,538
909,282,030
50
RL
null
14,100
Pave
null
IR1
Lvl
AllPub
Inside
Mod
Crawfor
Norm
Norm
1Fam
1.5Fin
8
9
1,935
1,997
Gable
CompShg
Stucco
Stucco
BrkFace
632
TA
Gd
CBlock
TA
TA
Mn
Rec
192
Unf
0
536
728
GasA
Ex
Y
SBrkr
1,968
1,479
0
3,447
0
0
3
1
4
1
Gd
11
Typ
2
Gd
BuiltIn
1,982
Unf
3
1,014
TA
TA
Y
314
12
0
0
0
0
null
GdWo
null
0
5
2,008
WD
Normal
381,000
1,539
909,425,010
50
RL
null
15,660
Pave
null
IR1
Lvl
AllPub
Corner
Gtl
Crawfor
Norm
Norm
1Fam
1.5Fin
7
9
1,939
2,006
Gable
CompShg
VinylSd
VinylSd
BrkFace
312
Gd
Gd
CBlock
TA
TA
No
BLQ
341
Unf
0
457
798
GasA
Ex
Y
SBrkr
1,137
817
0
1,954
0
1
1
1
3
1
Gd
8
Typ
2
TA
Attchd
1,939
Unf
2
431
TA
TA
Y
0
119
150
0
0
0
null
null
null
0
5
2,008
WD
Normal
311,500
1,540
909,425,085
50
RL
70
12,392
Pave
null
Reg
Bnk
AllPub
Inside
Gtl
Crawfor
Norm
Norm
1Fam
1.5Fin
7
9
1,950
2,000
Gable
CompShg
VinylSd
VinylSd
null
0
TA
Gd
CBlock
TA
Gd
No
GLQ
435
Unf
0
397
832
GasA
Ex
Y
SBrkr
1,218
943
0
2,161
1
0
2
1
3
1
Gd
8
Typ
2
TA
Attchd
1,994
Fin
2
506
TA
TA
Y
0
96
0
0
0
0
null
null
null
0
4
2,008
WD
Normal
263,400
1,541
909,428,170
20
RL
56
26,073
Pave
null
IR1
Lvl
AllPub
CulDSac
Gtl
Crawfor
Norm
Norm
1Fam
1Story
5
5
1,956
1,956
Gable
CompShg
BrkFace
MetalSd
null
0
TA
TA
PConc
TA
TA
No
Rec
1,116
Unf
0
782
1,898
GasA
Ex
Y
FuseA
1,898
0
0
1,898
0
0
2
1
3
1
TA
7
Typ
2
TA
Attchd
1,956
Unf
2
484
TA
TA
Y
0
51
224
0
0
0
null
MnPrv
null
0
4
2,008
WD
Normal
236,500
1,542
909,428,190
20
RL
null
14,778
Pave
null
IR1
Low
AllPub
CulDSac
Gtl
Crawfor
PosN
Norm
1Fam
1Story
6
7
1,954
2,006
Hip
CompShg
HdBoard
HdBoard
BrkFace
72
Gd
TA
CBlock
TA
TA
No
BLQ
728
Unf
0
568
1,296
GasA
Ex
Y
SBrkr
1,640
0
0
1,640
1
0
1
0
3
1
Gd
7
Typ
1
Gd
Detchd
1,993
Unf
2
924
TA
TA
Y
108
0
0
216
0
0
null
null
null
0
11
2,008
WD
Normal
224,000
1,543
909,451,020
160
RM
24
1,879
Pave
null
Reg
Lvl
AllPub
CulDSac
Gtl
Blueste
Norm
Norm
Twnhs
2Story
6
6
1,980
1,980
Gable
CompShg
MetalSd
MetalSd
null
0
TA
TA
CBlock
Gd
TA
No
GLQ
366
Unf
0
150
516
GasA
TA
Y
SBrkr
516
516
0
1,032
0
0
1
0
2
1
TA
5
Typ
1
TA
Detchd
1,980
Unf
2
462
TA
TA
Y
213
0
0
0
0
0
null
GdPrv
null
0
12
2,008
WD
Normal
116,500
1,544
909,451,150
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
1,545
910,200,080
30
RM
50
7,000
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
IDOTRR
Norm
Norm
1Fam
1Story
6
8
1,926
1,998
Gable
CompShg
VinylSd
VinylSd
null
0
TA
Gd
BrkTil
TA
TA
No
Rec
299
GLQ
40
555
894
GasA
TA
Y
SBrkr
919
0
0
919
1
0
1
0
2
1
TA
5
Typ
0
null
Detchd
1,926
Unf
1
195
TA
TA
P
0
0
116
0
0
0
null
MnPrv
null
0
7
2,008
WD
Normal
126,000
1,546
910,201,130
50
RM
60
6,000
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
IDOTRR
Norm
Norm
1Fam
1.5Fin
6
8
1,940
2,006
Gable
CompShg
VinylSd
VinylSd
null
0
TA
TA
CBlock
Fa
TA
No
Unf
0
Unf
0
720
720
GasA
Gd
Y
SBrkr
760
330
0
1,090
0
0
1
0
3
1
TA
5
Typ
0
null
Detchd
1,940
Unf
1
240
TA
TA
Y
0
0
0
0
0
0
null
null
null
0
7
2,008
WD
Normal
120,000
1,547
910,202,050
30
RM
40
3,636
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
IDOTRR
Norm
Norm
1Fam
1Story
4
4
1,922
1,950
Gable
CompShg
AsbShng
AsbShng
null
0
TA
TA
BrkTil
TA
Fa
No
Unf
0
Unf
0
796
796
GasA
Fa
N
SBrkr
796
0
0
796
0
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
MnPrv
null
0
1
2,008
WD
Normal
55,000
1,548
910,202,100
30
RM
null
5,890
Pave
null
Reg
Lvl
AllPub
Corner
Gtl
IDOTRR
Norm
Norm
1Fam
1Story
6
8
1,930
2,007
Gable
CompShg
Wd Sdng
Wd Sdng
null
0
Gd
Gd
BrkTil
TA
TA
Av
ALQ
538
Unf
0
278
816
GasA
Ex
Y
SBrkr
816
0
0
816
0
0
1
0
2
1
TA
5
Typ
0
null
Detchd
2,002
Unf
1
432
TA
TA
Y
0
0
96
0
0
0
null
null
null
0
6
2,008
WD
Normal
120,500
1,549
910,203,020
30
RM
71
6,900
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
IDOTRR
Norm
Norm
1Fam
1Story
5
6
1,940
1,955
Gable
CompShg
VinylSd
VinylSd
null
0
TA
TA
CBlock
TA
TA
No
ALQ
403
Rec
125
212
740
GasA
Ex
Y
SBrkr
778
0
0
778
0
0
1
0
2
1
TA
4
Typ
1
Gd
Detchd
1,966
Fin
1
924
Ex
Ex
Y
0
25
0
0
0
0
null
null
null
0
2
2,008
WD
Normal
120,500
1,550
910,203,090
50
RM
58
8,155
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
IDOTRR
Norm
Norm
1Fam
1.5Fin
5
7
1,930
1,950
Gable
CompShg
Wd Sdng
Wd Sdng
null
0
TA
TA
CBlock
Gd
TA
No
Unf
0
Unf
0
780
780
GasA
Gd
Y
FuseA
780
420
0
1,200
0
0
1
0
4
1
TA
7
Typ
0
null
null
null
null
0
0
null
null
Y
0
0
96
0
0
0
null
null
null
0
7
2,008
WD
Normal
119,000
1,551
910,205,010
80
RM
75
6,000
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
IDOTRR
Norm
Norm
1Fam
SLvl
5
5
1,967
1,967
Hip
CompShg
HdBoard
Plywood
null
0
Fa
TA
CBlock
Gd
TA
Mn
Rec
257
Unf
0
367
624
GasA
Ex
Y
SBrkr
1,092
564
0
1,656
0
0
1
1
3
1
TA
7
Mod
1
Po
Attchd
1,967
Unf
1
288
TA
TA
Y
0
180
0
0
100
0
null
MnPrv
null
0
7
2,008
WD
Normal
126,000
1,552
910,206,110
30
RM
60
7,392
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
IDOTRR
Norm
Norm
1Fam
1Story
5
7
1,930
1,995
Gable
CompShg
Wd Sdng
Wd Sdng
null
0
TA
TA
BrkTil
TA
TA
No
Unf
0
Unf
0
520
520
GasA
TA
Y
FuseA
912
0
0
912
0
0
1
0
2
1
TA
5
Typ
0
null
Detchd
1,934
RFn
1
360
TA
TA
Y
0
90
0
0
0
0
null
null
null
0
5
2,008
WD
Normal
99,500
1,553
910,226,040
50
RM
75
9,000
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
IDOTRR
Norm
Norm
1Fam
1.5Fin
5
5
1,958
1,958
Gable
CompShg
WdShing
Wd Shng
BrkFace
162
TA
TA
CBlock
TA
TA
No
ALQ
330
Unf
0
821
1,151
GasA
Gd
Y
FuseA
1,151
804
0
1,955
0
0
2
0
4
1
TA
7
Typ
0
null
Attchd
1,958
Fin
1
356
TA
TA
Y
0
0
0
0
0
0
null
null
null
0
1
2,008
WD
Normal
165,500
1,554
910,251,050
20
A (agr)
80
14,584
Pave
null
Reg
Low
AllPub
Inside
Mod
IDOTRR
Norm
Norm
1Fam
1Story
1
5
1,952
1,952
Gable
CompShg
AsbShng
VinylSd
null
0
Fa
Po
Slab
null
null
null
null
0
null
0
0
0
Wall
Po
N
FuseA
733
0
0
733
0
0
1
0
2
1
Fa
4
Sal
0
null
Attchd
1,952
Unf
2
487
Fa
Po
N
0
0
0
0
0
0
null
null
null
0
2
2,008
WD
Abnorml
13,100
1,555
911,102,090
70
C (all)
60
5,280
Pave
null
Reg
Lvl
AllPub
Corner
Gtl
IDOTRR
Feedr
Norm
1Fam
2Story
4
7
1,895
1,950
Gable
CompShg
Wd Sdng
Wd Sdng
null
0
TA
TA
Stone
Po
Fa
No
Unf
0
Unf
0
173
173
GasA
Ex
N
SBrkr
825
536
0
1,361
0
0
1
0
2
1
TA
6
Typ
0
null
Detchd
1,895
Unf
1
185
Fa
TA
Y
0
123
0
0
0
0
null
null
null
0
7
2,008
WD
Normal
89,000
1,556
911,102,170
70
C (all)
50
8,500
Pave
Pave
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
MnPrv
null
0
7
2,008
WD
Normal
40,000
1,557
911,102,180
50
C (all)
52
5,150
Pave
null
Reg
Lvl
AllPub
Corner
Gtl
IDOTRR
Feedr
Norm
1Fam
1.5Fin
4
7
1,910
2,000
Gable
CompShg
Plywood
Plywood
null
0
TA
TA
PConc
Po
TA
No
Unf
0
Unf
0
356
356
GasA
TA
N
FuseA
671
378
0
1,049
0
0
1
0
2
1
TA
5
Typ
0
null
Detchd
1,910
Unf
1
195
Po
Fa
N
0
0
0
0
0
0
null
null
null
0
5
2,008
WD
Normal
80,900
1,558
911,226,010
30
C (all)
120
18,000
Grvl
null
Reg
Low
AllPub
Inside
Gtl
IDOTRR
Norm
Norm
1Fam
1Story
3
4
1,935
1,950
Gable
CompShg
MetalSd
MetalSd
null
0
Fa
TA
CBlock
TA
TA
No
Unf
0
Unf
0
894
894
GasA
TA
Y
SBrkr
894
0
0
894
0
0
1
0
2
1
TA
6
Typ
0
null
Detchd
1,994
RFn
3
1,248
TA
TA
Y
0
20
0
0
0
0
null
null
Shed
560
8
2,008
ConLD
Normal
81,000
1,559
911,226,030
70
C (all)
60
9,000
Grvl
null
Reg
Bnk
AllPub
Inside
Gtl
IDOTRR
Norm
Norm
1Fam
2Story
4
6
1,920
1,950
Gable
CompShg
MetalSd
MetalSd
null
0
TA
TA
Stone
Fa
Fa
Mn
Unf
0
Unf
0
592
592
GasA
Ex
Y
SBrkr
432
432
0
864
0
0
1
1
3
1
Fa
5
Min2
0
null
Detchd
1,920
Unf
1
216
Fa
Fa
N
0
30
160
0
0
0
null
null
null
0
6
2,008
WD
Normal
65,000
1,560
911,370,410
120
RM
64
5,587
Pave
null
IR1
HLS
AllPub
Inside
Mod
Crawfor
Norm
Norm
TwnhsE
1Story
8
5
2,008
2,008
Hip
CompShg
CemntBd
CmentBd
Stone
186
Ex
TA
PConc
Ex
TA
Gd
GLQ
1,480
Unf
0
120
1,600
GasA
Ex
Y
SBrkr
1,652
0
0
1,652
1
1
2
0
2
1
Gd
5
Typ
1
Gd
Attchd
2,008
Fin
2
482
TA
TA
Y
162
53
0
153
0
0
null
null
null
0
11
2,008
New
Partial
392,500
1,561
911,370,490
120
RM
44
3,843
Pave
null
IR1
HLS
AllPub
Inside
Mod
Crawfor
Norm
Norm
TwnhsE
1Story
8
5
2,007
2,008
Hip
CompShg
CemntBd
CmentBd
Stone
186
Ex
TA
PConc
Ex
TA
Gd
GLQ
1,476
Unf
0
120
1,596
GasA
Ex
Y
SBrkr
1,648
0
0
1,648
1
1
2
0
2
1
Ex
5
Typ
1
Gd
Attchd
2,007
Fin
2
525
TA
TA
Y
162
53
0
153
0
0
null
null
null
0
8
2,008
New
Partial
294,464
1,562
911,370,520
120
RM
44
3,811
Pave
null
IR1
HLS
AllPub
Inside
Mod
Crawfor
Norm
Norm
TwnhsE
1Story
7
5
2,004
2,005
Hip
CompShg
CemntBd
CmentBd
Stone
174
Gd
TA
PConc
Ex
TA
Gd
GLQ
1,474
Unf
0
120
1,594
GasA
Ex
Y
SBrkr
1,646
0
0
1,646
1
1
2
0
2
1
Ex
5
Typ
1
Gd
Attchd
2,004
Fin
2
482
TA
TA
Y
128
53
0
0
155
0
null
null
null
0
7
2,008
WD
Normal
250,000
1,563
911,370,540
120
RM
44
3,842
Pave
null
IR1
HLS
AllPub
Inside
Mod
Crawfor
Norm
Norm
TwnhsE
1Story
8
5
2,004
2,005
Hip
CompShg
CemntBd
CmentBd
Stone
174
Gd
TA
PConc
Ex
TA
Gd
GLQ
1,373
Unf
0
221
1,594
GasA
Ex
Y
SBrkr
1,646
0
0
1,646
1
1
2
0
2
1
Gd
5
Typ
1
Gd
Attchd
2,004
Fin
2
482
TA
TA
Y
128
53
0
0
155
0
null
null
null
0
1
2,008
WD
Normal
275,000
1,564
914,453,045
20
RL
null
23,730
Pave
null
IR2
Lvl
AllPub
Inside
Gtl
Mitchel
Norm
Norm
1Fam
1Story
7
5
1,996
1,997
Gable
CompShg
MetalSd
MetalSd
BrkFace
668
Gd
TA
PConc
Ex
TA
Mn
GLQ
700
Unf
0
1,140
1,840
GasA
Ex
Y
SBrkr
2,032
0
0
2,032
1
0
3
0
3
1
Gd
7
Typ
0
null
Attchd
1,996
Fin
3
786
TA
TA
Y
0
46
192
0
0
0
null
null
null
0
9
2,008
WD
Normal
300,000
1,565
914,465,060
20
RL
null
13,265
Pave
null
IR1
Lvl
AllPub
CulDSac
Gtl
Mitchel
Norm
Norm
1Fam
1Story
8
5
2,002
2,002
Hip
CompShg
CemntBd
CmentBd
BrkFace
148
Gd
TA
PConc
Gd
TA
No
GLQ
1,218
Unf
0
350
1,568
GasA
Ex
Y
SBrkr
1,689
0
0
1,689
1
0
2
0
3
1
Gd
7
Typ
2
Gd
Attchd
2,002
RFn
3
857
TA
TA
Y
150
59
0
0
0
0
null
null
null
0
7
2,008
WD
Normal
271,000
1,566
914,467,050
60
RL
null
11,050
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
Mitchel
Norm
Norm
1Fam
2Story
7
5
1,996
1,997
Gable
CompShg
VinylSd
VinylSd
null
0
TA
TA
PConc
Gd
TA
Mn
Unf
0
Unf
0
910
910
GasA
Ex
Y
SBrkr
910
910
0
1,820
0
0
2
1
3
1
Gd
8
Typ
1
TA
Attchd
1,996
Unf
3
816
TA
TA
Y
318
32
0
0
0
0
null
null
null
0
9
2,008
WD
Normal
213,000
1,567
914,475,020
80
RL
76
9,880
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
Mitchel
Norm
Norm
1Fam
SLvl
6
6
1,977
1,977
Gable
CompShg
Plywood
Plywood
null
0
TA
TA
CBlock
TA
TA
Av
ALQ
522
Unf
0
574
1,096
GasA
TA
Y
SBrkr
1,118
0
0
1,118
1
0
1
0
3
1
TA
6
Typ
1
Po
Attchd
1,977
Fin
1
358
TA
TA
Y
203
0
0
0
0
576
Gd
GdPrv
null
0
7
2,008
WD
Normal
171,000
1,568
914,476,010
20
RL
75
10,125
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
Mitchel
Norm
Norm
1Fam
1Story
6
6
1,977
1,977
Gable
CompShg
Plywood
Plywood
null
0
TA
TA
CBlock
TA
TA
No
ALQ
641
LwQ
279
276
1,196
GasA
TA
Y
SBrkr
1,279
0
0
1,279
0
1
2
0
3
1
TA
6
Typ
2
Fa
Detchd
1,980
Unf
2
473
TA
TA
Y
238
83
0
0
0
0
null
MnPrv
null
0
2
2,008
WD
Normal
171,500
1,569
914,476,080
90
RL
76
10,260
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
Mitchel
Norm
Norm
Duplex
2Story
5
4
1,976
1,976
Gable
CompShg
Plywood
Plywood
null
0
TA
TA
CBlock
null
null
null
null
0
null
0
0
0
GasA
TA
Y
SBrkr
936
936
0
1,872
0
0
2
2
4
2
TA
8
Typ
0
null
Attchd
1,976
Unf
2
484
TA
TA
Y
0
0
0
0
0
0
null
null
null
0
11
2,008
WD
Abnorml
100,000
1,570
914,476,450
20
RL
74
9,990
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
Mitchel
Norm
Norm
1Fam
1Story
4
5
1,991
1,991
Gable
CompShg
HdBoard
HdBoard
null
0
TA
TA
PConc
Gd
TA
No
ALQ
1,383
Unf
0
297
1,680
GasA
Gd
Y
SBrkr
1,689
0
0
1,689
1
0
2
0
3
1
TA
6
Typ
1
TA
Attchd
1,991
Unf
2
432
TA
TA
Y
428
120
0
0
0
0
null
null
null
0
7
2,008
WD
Normal
228,500
1,571
916,125,425
190
RL
null
164,660
Grvl
null
IR1
HLS
AllPub
Corner
Sev
Timber
Norm
Norm
2fmCon
1.5Fin
5
6
1,965
1,965
Gable
CompShg
Plywood
Plywood
null
0
TA
TA
CBlock
TA
TA
Gd
ALQ
1,249
BLQ
147
103
1,499
GasA
Ex
Y
SBrkr
1,619
167
0
1,786
2
0
2
0
3
1
TA
7
Typ
2
Gd
Attchd
1,965
Fin
2
529
TA
TA
Y
670
0
0
0
0
0
null
null
Shed
700
8
2,008
WD
Normal
228,950
1,572
916,226,030
120
RL
42
4,084
Pave
null
IR1
Lvl
AllPub
Inside
Gtl
Timber
Norm
Norm
TwnhsE
1Story
7
6
1,986
1,986
Gable
CompShg
VinylSd
VinylSd
BrkFace
340
Gd
TA
CBlock
Gd
TA
Av
GLQ
893
Unf
0
384
1,277
GasA
Gd
Y
SBrkr
1,501
0
0
1,501
1
0
2
0
2
1
Gd
6
Typ
1
TA
Attchd
1,986
Fin
2
512
TA
TA
Y
240
0
0
0
0
0
null
null
null
0
7
2,008
WD
Normal
241,500
1,573
916,325,080
20
RL
null
15,498
Pave
null
IR1
Lvl
AllPub
Corner
Gtl
Timber
Norm
Norm
1Fam
1Story
8
6
1,976
1,976
Hip
WdShake
Stone
HdBoard
null
0
Gd
TA
CBlock
Gd
TA
Av
ALQ
1,165
LwQ
400
0
1,565
GasA
TA
Y
SBrkr
2,898
0
0
2,898
1
0
2
0
2
1
Gd
10
Typ
1
Gd
Attchd
1,976
Fin
2
665
TA
TA
Y
0
72
174
0
0
0
null
null
null
0
5
2,008
COD
Abnorml
287,000
1,574
916,380,060
20
RL
74
11,563
Pave
null
IR1
HLS
AllPub
Inside
Gtl
Timber
Norm
Norm
1Fam
1Story
8
5
2,006
2,007
Hip
CompShg
VinylSd
VinylSd
Stone
258
Gd
TA
PConc
Ex
TA
Gd
GLQ
1,036
Unf
0
482
1,518
GasA
Ex
Y
SBrkr
1,537
0
0
1,537
1
0
2
0
3
1
Gd
8
Typ
0
null
Attchd
2,007
Fin
3
788
TA
TA
Y
0
26
0
0
0
0
null
null
null
0
4
2,008
WD
Normal
294,000
1,575
916,382,120
20
RL
71
9,520
Pave
null
IR1
HLS
AllPub
Inside
Gtl
Timber
Norm
Norm
1Fam
1Story
8
5
2,007
2,008
Gable
CompShg
VinylSd
VinylSd
Stone
338
Gd
TA
PConc
Gd
TA
Gd
GLQ
1,513
Unf
0
125
1,638
GasA
Ex
Y
SBrkr
1,646
0
0
1,646
1
0
2
0
3
1
Gd
7
Typ
1
Gd
Attchd
2,008
RFn
3
800
TA
TA
Y
192
44
0
0
0
0
null
null
null
0
4
2,008
New
Partial
293,077
1,576
916,384,100
60
RL
107
12,852
Pave
null
IR1
HLS
AllPub
Corner
Gtl
Timber
Norm
Norm
1Fam
2Story
8
5
2,007
2,007
Gable
CompShg
VinylSd
VinylSd
null
0
Gd
TA
PConc
Gd
TA
Av
GLQ
770
Unf
0
150
920
GasA
Ex
Y
SBrkr
920
860
0
1,780
1
0
2
1
3
1
Gd
6
Typ
1
Gd
Attchd
2,007
Fin
2
612
TA
TA
Y
0
192
0
0
0
0
null
null
null
0
1
2,008
New
Partial
264,966
1,577
916,386,040
80
RL
73
9,802
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
Timber
Norm
Norm
1Fam
SLvl
5
5
2,006
2,007
Gable
CompShg
VinylSd
VinylSd
null
0
TA
TA
PConc
Gd
TA
No
Unf
0
Unf
0
352
352
GasA
Gd
Y
SBrkr
712
730
0
1,442
0
0
2
1
3
1
TA
6
Typ
0
null
BuiltIn
2,007
Fin
2
400
TA
TA
Y
100
0
0
0
0
0
null
null
null
0
4
2,008
WD
Normal
172,500
1,578
916,386,080
80
RL
73
9,735
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
Timber
Norm
Norm
1Fam
SLvl
5
5
2,006
2,007
Gable
CompShg
VinylSd
VinylSd
null
0
TA
TA
PConc
Gd
TA
No
Unf
0
Unf
0
384
384
GasA
Gd
Y
null
754
640
0
1,394
0
0
2
1
3
1
Gd
7
Typ
0
null
BuiltIn
2,007
Fin
2
400
TA
TA
Y
100
0
0
0
0
0
null
null
null
0
5
2,008
WD
Normal
167,500
1,579
916,386,180
60
RL
81
12,018
Pave
null
IR1
HLS
AllPub
Corner
Gtl
Timber
Norm
Norm
1Fam
2Story
7
5
2,008
2,008
Gable
CompShg
VinylSd
VinylSd
Stone
60
Gd
TA
PConc
Gd
TA
Av
Unf
0
Unf
0
796
796
GasA
Ex
Y
SBrkr
796
816
0
1,612
0
0
2
1
3
1
Gd
6
Typ
0
null
Attchd
2,008
Fin
3
666
TA
TA
Y
0
64
0
0
0
0
null
null
null
0
10
2,008
New
Partial
218,689
1,580
916,402,015
20
RL
75
12,890
Pave
null
IR1
Lvl
AllPub
Inside
Gtl
Timber
Norm
Norm
1Fam
1Story
6
5
1,989
1,989
Gable
CompShg
Wd Sdng
Wd Sdng
BrkFace
128
TA
TA
CBlock
Gd
TA
No
Unf
0
Unf
0
1,495
1,495
GasA
Ex
Y
SBrkr
1,495
0
0
1,495
0
0
2
0
3
1
TA
8
Typ
1
TA
Attchd
1,989
Unf
2
438
TA
TA
Y
252
0
192
0
0
0
null
null
null
0
7
2,008
WD
Normal
150,000
1,581
916,402,115
20
RL
47
12,416
Pave
null
IR1
Lvl
AllPub
Inside
Gtl
Timber
Norm
Norm
1Fam
1Story
6
5
1,986
1,986
Gable
CompShg
VinylSd
Plywood
Stone
132
TA
TA
CBlock
Gd
Fa
No
ALQ
1,398
LwQ
208
0
1,606
GasA
TA
Y
SBrkr
1,651
0
0
1,651
1
0
2
0
3
1
TA
7
Min2
1
TA
Attchd
1,986
Fin
2
616
TA
TA
Y
192
0
0
0
0
0
null
null
null
0
11
2,008
WD
Normal
184,000
1,582
916,402,215
20
RL
93
18,265
Pave
null
Reg
Lvl
AllPub
Corner
Gtl
Timber
Norm
Norm
1Fam
1Story
6
5
1,986
1,986
Gable
CompShg
Plywood
HdBoard
BrkFace
228
Gd
Gd
CBlock
Gd
Gd
Av
GLQ
920
Rec
60
276
1,256
GasA
Ex
Y
SBrkr
1,256
0
0
1,256
0
0
2
0
3
1
Gd
6
Typ
1
Fa
Attchd
1,986
Unf
2
578
TA
TA
Y
282
0
0
0
0
0
null
null
null
0
3
2,008
WD
Normal
180,000
1,583
916,403,230
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
1,584
916,455,120
20
RL
82
11,202
Pave
null
IR1
Lvl
AllPub
Inside
Gtl
Timber
Norm
Norm
1Fam
1Story
8
5
2,003
2,003
Hip
CompShg
VinylSd
VinylSd
BrkFace
206
Gd
TA
PConc
Ex
TA
Av
GLQ
1,029
Unf
0
403
1,432
GasA
Ex
Y
SBrkr
1,440
0
0
1,440
1
0
2
0
3
1
Gd
7
Typ
1
TA
Attchd
2,003
Fin
2
467
TA
TA
Y
185
95
0
0
0
0
null
null
null
0
6
2,008
WD
Normal
232,500
1,585
916,460,060
20
RL
null
7,915
Pave
null
IR1
Lvl
AllPub
Inside
Gtl
Timber
Norm
Norm
1Fam
1Story
6
5
1,999
2,000
Hip
CompShg
VinylSd
VinylSd
null
0
Gd
TA
PConc
Ex
TA
Mn
GLQ
1,223
Unf
0
443
1,666
GasA
Ex
Y
SBrkr
1,675
0
0
1,675
1
0
2
0
3
1
Gd
6
Typ
0
null
Attchd
1,999
RFn
2
435
TA
TA
Y
165
52
0
0
0
0
null
null
null
0
12
2,008
WD
Normal
195,000
1,586
916,477,020
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
1,587
921,126,030
20
RL
79
11,449
Pave
null
IR1
HLS
AllPub
Inside
Gtl
Timber
Norm
Norm
1Fam
1Story
8
5
2,007
2,007
Gable
CompShg
VinylSd
VinylSd
null
0
Gd
TA
PConc
Gd
TA
Av
GLQ
1,011
Unf
0
873
1,884
GasA
Ex
Y
SBrkr
1,728
0
0
1,728
1
0
2
0
3
1
Gd
7
Typ
1
Gd
Attchd
2,007
Fin
2
520
TA
TA
Y
0
276
0
0
0
0
null
null
null
0
1
2,008
WD
Normal
298,751
1,588
921,201,060
20
RL
85
11,447
Pave
null
IR1
Lvl
AllPub
Inside
Gtl
Timber
Norm
Norm
1Fam
1Story
8
5
2,005
2,006
Gable
CompShg
VinylSd
VinylSd
BrkFace
674
Gd
TA
PConc
Ex
TA
Av
GLQ
1,571
Unf
0
393
1,964
GasA
Ex
Y
SBrkr
1,964
0
0
1,964
1
0
2
1
3
1
Gd
7
Typ
1
Gd
Attchd
2,005
Fin
3
892
TA
TA
Y
0
265
0
0
0
0
null
null
null
0
6
2,008
WD
Normal
370,000
1,589
923,202,005
90
RM
97
8,940
Pave
null
IR1
Lvl
AllPub
Corner
Gtl
Mitchel
Norm
Norm
Duplex
SFoyer
7
5
1,997
1,998
Gable
CompShg
VinylSd
VinylSd
BrkFace
200
TA
Gd
PConc
Gd
Gd
Gd
GLQ
1,309
Unf
0
35
1,344
GasA
Ex
Y
SBrkr
1,344
0
0
1,344
2
0
2
0
2
2
TA
8
Typ
0
null
Attchd
1,997
Fin
4
784
TA
TA
Y
0
0
0
0
0
0
null
null
null
0
11
2,008
WD
Alloca
209,200
1,590
923,202,015
90
RM
78
7,060
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
Mitchel
Norm
Norm
Duplex
SFoyer
7
5
1,997
1,998
Gable
CompShg
VinylSd
VinylSd
BrkFace
200
TA
Gd
PConc
Gd
Gd
Gd
GLQ
1,309
Unf
0
35
1,344
GasA
Ex
Y
SBrkr
1,344
0
0
1,344
2
0
2
0
2
2
TA
8
Typ
0
null
Attchd
1,997
Fin
4
784
TA
TA
Y
0
0
0
0
0
0
null
null
null
0
11
2,008
WD
Alloca
206,300
1,591
923,202,137
20
RL
77
9,278
Pave
null
Reg
Lvl
AllPub
FR2
Gtl
Mitchel
Feedr
Artery
1Fam
1Story
5
5
2,007
2,008
Gable
CompShg
VinylSd
VinylSd
null
0
TA
TA
PConc
Gd
TA
No
Unf
0
Unf
0
1,092
1,092
GasA
Ex
Y
SBrkr
1,092
0
0
1,092
0
0
1
0
2
1
TA
5
Typ
0
null
null
null
null
0
0
null
null
Y
0
52
0
0
0
0
null
null
null
0
2
2,008
WD
Abnorml
146,000
1,592
923,203,140
120
RM
32
4,500
Pave
null
Reg
Lvl
AllPub
FR2
Gtl
Mitchel
Norm
Norm
TwnhsE
1Story
6
5
1,997
1,997
Hip
CompShg
VinylSd
VinylSd
BrkFace
197
TA
TA
PConc
Ex
TA
No
GLQ
864
Unf
0
325
1,189
GasA
Ex
Y
SBrkr
1,189
0
0
1,189
1
0
2
0
2
1
TA
4
Typ
0
null
Attchd
1,997
RFn
2
392
TA
TA
Y
0
122
0
0
0
0
null
null
null
0
4
2,008
WD
Normal
160,500
1,593
923,204,040
85
RL
150
14,137
Pave
null
Reg
Lvl
AllPub
Corner
Gtl
Mitchel
Norm
Norm
1Fam
SFoyer
4
5
1,964
1,964
Gable
CompShg
HdBoard
HdBoard
BrkFace
98
TA
TA
CBlock
Gd
TA
Av
ALQ
865
LwQ
247
88
1,200
GasA
Gd
Y
SBrkr
1,200
0
0
1,200
1
0
1
0
3
1
TA
6
Typ
0
null
2Types
1,964
Fin
3
850
TA
TA
Y
0
119
0
0
171
0
null
null
null
0
11
2,008
ConLD
Normal
173,000
1,594
923,225,080
120
RM
null
4,224
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
MeadowV
Norm
Norm
TwnhsE
1Story
5
6
1,975
1,975
Gable
CompShg
CemntBd
CmentBd
null
0
TA
TA
PConc
Gd
TA
No
GLQ
769
Unf
0
271
1,040
GasA
Gd
Y
SBrkr
1,040
0
0
1,040
0
0
1
0
3
1
TA
6
Typ
0
null
Attchd
1,975
Unf
2
499
TA
TA
Y
0
100
0
0
0
0
null
null
null
0
6
2,008
WD
Normal
124,000
1,595
923,225,150
160
RM
null
2,665
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
MeadowV
Norm
Norm
TwnhsE
2Story
5
6
1,976
1,976
Gable
CompShg
CemntBd
CmentBd
null
0
TA
TA
PConc
Gd
TA
Mn
Unf
0
Unf
0
264
264
GasA
TA
Y
SBrkr
616
688
0
1,304
0
0
1
1
3
1
TA
4
Typ
1
Gd
BuiltIn
1,976
Fin
1
336
TA
TA
Y
141
24
0
0
0
0
null
null
null
0
6
2,008
WD
Normal
115,000
1,596
923,225,200
160
RM
41
2,665
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
MeadowV
Norm
Norm
TwnhsE
2Story
5
7
1,976
1,976
Gable
CompShg
CemntBd
CmentBd
null
0
TA
TA
PConc
Gd
TA
No
ALQ
318
Unf
0
232
550
GasA
TA
Y
SBrkr
925
550
0
1,475
0
0
2
0
4
1
TA
6
Typ
1
TA
Attchd
1,976
Unf
1
336
TA
TA
Y
92
26
0
0
0
0
null
null
null
0
5
2,008
WD
Normal
129,500
1,597
923,225,310
180
RM
21
1,974
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
MeadowV
Norm
Norm
Twnhs
SFoyer
4
7
1,973
2,006
Gable
CompShg
CemntBd
CmentBd
null
0
TA
Gd
CBlock
Gd
TA
Av
GLQ
501
Unf
0
25
526
GasA
Gd
Y
SBrkr
526
462
0
988
1
0
1
0
2
1
TA
5
Typ
0
null
BuiltIn
1,973
RFn
1
297
TA
TA
Y
120
101
0
0
0
0
null
null
null
0
6
2,008
WD
Normal
105,000
1,598
923,225,370
180
RM
21
1,596
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
MeadowV
Norm
Norm
Twnhs
SLvl
4
6
1,973
1,973
Gable
CompShg
CemntBd
CmentBd
null
0
TA
TA
CBlock
Gd
TA
Gd
GLQ
437
Unf
0
25
462
GasA
TA
Y
SBrkr
526
462
0
988
1
0
1
0
1
1
TA
4
Typ
1
Po
BuiltIn
1,973
RFn
1
297
TA
TA
Y
0
101
0
120
0
0
null
GdWo
null
0
7
2,008
WD
Normal
94,900
1,599
923,227,030
20
RL
null
17,979
Pave
null
IR1
Lvl
AllPub
Corner
Gtl
Mitchel
Norm
Norm
1Fam
1Story
5
6
1,968
1,968
Gable
CompShg
Plywood
Plywood
null
0
TA
Gd
CBlock
TA
TA
No
ALQ
785
Unf
0
328
1,113
GasA
Ex
Y
SBrkr
1,160
0
0
1,160
1
0
1
0
3
1
Gd
6
Typ
0
null
Attchd
1,968
Unf
1
257
TA
TA
Y
81
0
0
0
0
0
null
GdWo
Shed
500
2
2,008
WD
Normal
152,500
1,600
923,228,080
160
RM
21
1,477
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
MeadowV
Norm
Norm
Twnhs
2Story
6
9
1,970
2,007
Gable
CompShg
CemntBd
CmentBd
null
0
TA
Gd
CBlock
TA
TA
No
GLQ
358
Unf
0
188
546
GasA
Ex
Y
SBrkr
546
546
0
1,092
0
0
2
1
3
1
TA
6
Typ
0
null
null
null
null
0
0
null
null
Y
187
0
0
0
0
0
null
null
null
0
3
2,008
WD
Normal
98,000