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
1,601
923,228,420
180
RM
21
1,890
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
MeadowV
Norm
Norm
Twnhs
SFoyer
4
7
1,972
1,972
Gable
CompShg
CemntBd
CmentBd
null
0
TA
Gd
CBlock
Gd
TA
Av
ALQ
495
Unf
0
135
630
GasA
Gd
Y
SBrkr
630
0
0
630
1
0
1
0
1
1
TA
3
Typ
0
null
null
null
null
0
0
null
null
Y
88
0
0
0
0
0
null
null
null
0
6
2,008
WD
Normal
81,000
1,602
923,250,210
20
RL
100
21,750
Pave
null
Reg
HLS
AllPub
Inside
Mod
Mitchel
Artery
Norm
1Fam
1Story
5
5
1,954
1,954
Hip
CompShg
HdBoard
HdBoard
null
0
TA
TA
CBlock
TA
TA
No
Unf
0
Unf
0
988
988
GasA
Ex
Y
FuseA
988
0
0
988
0
0
1
0
2
1
TA
4
Typ
0
null
Attchd
1,954
RFn
2
520
TA
TA
N
0
0
0
0
0
0
null
null
null
0
2
2,008
WD
Normal
113,000
1,603
923,252,100
20
RL
59
6,490
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
Mitchel
Norm
Norm
1Fam
1Story
5
7
1,983
1,983
Gable
CompShg
VinylSd
VinylSd
null
0
TA
Gd
CBlock
TA
TA
No
GLQ
534
Unf
0
282
816
GasA
Ex
Y
SBrkr
816
0
0
816
0
1
1
0
2
1
TA
4
Typ
0
null
Attchd
1,983
Unf
1
264
TA
TA
Y
315
0
0
0
0
0
null
GdWo
null
0
4
2,008
WD
Normal
128,500
1,604
923,275,090
20
RL
37
6,951
Pave
null
IR1
Lvl
AllPub
CulDSac
Gtl
Mitchel
Norm
Norm
1Fam
1Story
5
5
1,984
1,985
Gable
CompShg
HdBoard
Plywood
null
0
TA
TA
CBlock
TA
TA
No
ALQ
658
Unf
0
218
876
GasA
TA
Y
SBrkr
923
0
0
923
1
0
1
0
3
1
TA
5
Typ
0
null
Attchd
1,984
Unf
1
264
TA
TA
Y
362
0
0
0
0
0
null
MnPrv
null
0
10
2,008
WD
Normal
119,500
1,605
923,277,030
20
RL
60
6,600
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
Mitchel
Norm
Norm
1Fam
1Story
5
9
1,982
2,008
Gable
CompShg
VinylSd
VinylSd
null
0
Gd
Gd
CBlock
TA
TA
No
ALQ
641
Unf
0
175
816
GasA
Ex
Y
SBrkr
816
0
0
816
0
1
1
0
3
1
Gd
5
Typ
1
Ex
Attchd
1,982
Unf
1
264
TA
TA
Y
0
0
0
0
0
0
null
MnPrv
null
0
10
2,008
WD
Normal
130,500
1,606
923,277,040
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
1,607
923,277,080
20
RL
60
6,600
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
Mitchel
Norm
Norm
1Fam
1Story
5
6
1,982
2,005
Gable
CompShg
HdBoard
Plywood
null
0
TA
TA
CBlock
TA
TA
No
GLQ
638
Unf
0
207
845
GasA
Gd
Y
SBrkr
845
0
0
845
0
0
1
0
3
1
Gd
6
Typ
0
null
Attchd
1,982
Unf
1
264
TA
TA
Y
0
0
0
0
0
0
null
null
null
0
7
2,008
WD
Normal
134,500
1,608
923,400,040
50
RL
75
12,508
Pave
null
IR1
Lvl
AllPub
Inside
Gtl
Mitchel
Norm
Norm
1Fam
1.5Fin
6
7
1,940
1,985
Gable
CompShg
VinylSd
VinylSd
null
0
TA
TA
CBlock
Gd
TA
Mn
ALQ
660
Unf
0
323
983
GasA
Ex
Y
SBrkr
983
767
0
1,750
1
0
2
0
4
1
TA
7
Mod
0
null
Attchd
1,989
Unf
1
423
TA
TA
Y
245
0
156
0
0
0
null
null
Shed
1,300
7
2,008
WD
Normal
160,000
1,609
923,426,010
20
RL
74
12,395
Pave
null
Reg
Lvl
AllPub
Corner
Gtl
Mitchel
Norm
Norm
1Fam
1Story
5
6
1,984
1,984
Gable
CompShg
HdBoard
Plywood
null
0
TA
TA
CBlock
TA
TA
No
ALQ
647
Unf
0
217
864
GasA
TA
Y
SBrkr
889
0
0
889
0
0
1
0
3
1
TA
6
Typ
0
null
Attchd
1,984
Unf
2
484
TA
TA
Y
0
0
0
0
0
0
null
null
null
0
4
2,008
WD
Normal
137,500
1,610
924,100,020
60
RL
null
11,075
Pave
null
IR1
Lvl
AllPub
Inside
Mod
Mitchel
Norm
Norm
1Fam
2Story
5
4
1,969
1,969
Gable
CompShg
HdBoard
HdBoard
BrkFace
232
TA
TA
CBlock
TA
TA
Av
ALQ
562
LwQ
193
29
784
GasA
Ex
Y
SBrkr
1,168
800
0
1,968
0
1
2
1
4
1
TA
7
Min2
1
Po
Attchd
1,969
RFn
2
530
TA
TA
Y
305
189
0
0
0
0
null
MnPrv
Shed
400
9
2,008
WD
Normal
172,000
1,611
1,007,100,110
70
I (all)
null
56,600
Pave
null
IR1
Low
AllPub
Inside
Gtl
IDOTRR
Norm
Norm
1Fam
2.5Unf
5
1
1,900
1,950
Hip
CompShg
Wd Sdng
Wd Sdng
null
0
TA
TA
BrkTil
TA
TA
No
Unf
0
Unf
0
686
686
GasA
Ex
Y
SBrkr
1,150
686
0
1,836
0
0
2
0
4
1
TA
7
Maj1
0
null
Detchd
1,900
Unf
1
288
TA
Fa
N
0
0
0
0
0
0
null
null
null
0
1
2,008
WD
Normal
103,000
1,612
526,352,080
20
RL
85
10,667
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
NAmes
Norm
Norm
1Fam
1Story
6
6
1,971
1,971
Gable
CompShg
MetalSd
MetalSd
BrkFace
302
TA
TA
CBlock
TA
TA
No
BLQ
838
Unf
0
749
1,587
GasA
TA
Y
SBrkr
1,587
0
0
1,587
0
0
2
0
3
1
TA
7
Typ
1
Gd
Attchd
1,971
Unf
2
525
TA
TA
Y
0
44
0
0
0
0
null
null
null
0
3
2,007
WD
Normal
167,300
1,613
526,352,090
20
RL
85
10,628
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
NAmes
Norm
Norm
1Fam
1Story
7
5
1,970
1,970
Flat
Tar&Grv
Plywood
Plywood
null
0
TA
Gd
CBlock
TA
Gd
Gd
GLQ
778
Unf
0
499
1,277
GasA
TA
Y
SBrkr
1,277
0
0
1,277
1
0
1
0
2
1
TA
5
Typ
1
Po
Attchd
1,970
Unf
2
526
TA
TA
Y
0
0
0
0
176
0
null
GdWo
null
0
4
2,007
WD
Normal
167,000
1,614
526,355,170
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
1,615
526,355,190
20
RL
95
15,865
Pave
null
IR1
Lvl
AllPub
Inside
Mod
NAmes
Norm
Norm
1Fam
1Story
8
6
1,970
1,970
Flat
Tar&Grv
Wd Sdng
Wd Sdng
null
0
Gd
Gd
PConc
TA
Gd
Gd
ALQ
351
Rec
823
1,043
2,217
GasA
Ex
Y
SBrkr
2,217
0
0
2,217
1
0
2
0
4
1
Gd
8
Typ
1
TA
Attchd
1,970
Unf
2
621
TA
TA
Y
81
207
0
0
224
0
null
null
null
0
10
2,007
WD
Normal
268,000
1,616
527,105,140
60
RL
null
12,394
Pave
null
IR1
Lvl
AllPub
Corner
Gtl
Gilbert
Norm
Norm
1Fam
2Story
7
5
2,003
2,003
Gable
CompShg
VinylSd
VinylSd
null
0
Gd
TA
PConc
Gd
TA
Gd
Unf
0
Unf
0
847
847
GasA
Ex
Y
SBrkr
847
886
0
1,733
0
0
2
1
3
1
Gd
7
Typ
1
Gd
BuiltIn
2,003
Fin
2
433
TA
TA
Y
100
48
0
0
0
0
null
null
null
0
10
2,007
WD
Family
225,000
1,617
527,107,040
60
RL
null
10,364
Pave
null
IR1
Lvl
AllPub
Inside
Gtl
Gilbert
Norm
Norm
1Fam
2Story
6
5
1,995
1,996
Gable
CompShg
MetalSd
MetalSd
null
0
TA
TA
PConc
Gd
TA
No
Unf
0
Unf
0
806
806
GasA
Gd
Y
SBrkr
806
766
0
1,572
0
0
2
1
3
1
TA
7
Typ
1
TA
BuiltIn
1,995
Fin
2
373
TA
TA
Y
0
40
0
0
0
0
null
null
null
0
5
2,007
WD
Normal
168,000
1,618
527,110,080
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
1,619
527,110,120
60
RL
57
8,773
Pave
null
IR1
HLS
AllPub
Inside
Gtl
Gilbert
Norm
Norm
1Fam
2Story
6
5
1,997
1,997
Gable
CompShg
VinylSd
VinylSd
null
0
TA
TA
PConc
Gd
TA
Av
Unf
0
Unf
0
916
916
GasA
Gd
Y
SBrkr
916
684
0
1,600
0
0
2
1
3
1
TA
7
Typ
1
TA
Attchd
1,997
Fin
2
460
TA
TA
Y
100
38
0
0
0
0
null
null
null
0
8
2,007
WD
Normal
169,000
1,620
527,110,130
80
RL
56
8,872
Pave
null
IR1
HLS
AllPub
Inside
Gtl
Gilbert
Norm
Norm
1Fam
SLvl
6
5
1,997
1,997
Gable
CompShg
VinylSd
VinylSd
null
0
TA
TA
PConc
Gd
TA
No
Unf
0
Unf
0
384
384
GasA
Gd
Y
SBrkr
754
630
0
1,384
0
0
2
1
3
1
TA
7
Typ
1
TA
BuiltIn
1,997
Fin
2
390
TA
TA
Y
0
0
0
0
0
0
null
null
null
0
3
2,007
WD
Normal
161,500
1,621
527,126,030
120
RL
41
5,330
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
StoneBr
Norm
Norm
TwnhsE
1Story
8
5
2,000
2,000
Gable
CompShg
CemntBd
CmentBd
null
0
Gd
TA
PConc
Gd
TA
Av
GLQ
1,196
Unf
0
298
1,494
GasA
Ex
Y
SBrkr
1,652
0
0
1,652
1
0
2
0
2
1
Ex
6
Typ
0
null
Attchd
2,000
RFn
2
499
TA
TA
Y
96
48
0
0
0
0
null
null
null
0
8
2,007
WD
Normal
251,000
1,622
527,158,090
80
RL
null
10,147
Pave
null
IR1
Lvl
AllPub
CulDSac
Gtl
Gilbert
Norm
Norm
1Fam
SLvl
6
5
1,994
1,994
Gable
CompShg
HdBoard
HdBoard
BrkFace
32
TA
TA
PConc
Gd
TA
No
LwQ
186
Unf
0
206
392
GasA
Gd
Y
SBrkr
924
770
0
1,694
0
0
2
1
3
1
TA
7
Typ
1
TA
BuiltIn
1,994
Fin
2
398
TA
TA
Y
256
64
0
0
0
0
null
MnPrv
null
0
3
2,007
WD
Normal
160,000
1,623
527,161,090
60
RL
null
8,637
Pave
null
IR1
Lvl
AllPub
Inside
Gtl
Gilbert
Norm
Norm
1Fam
2Story
6
5
1,999
2,000
Gable
CompShg
VinylSd
VinylSd
null
0
TA
TA
PConc
Gd
TA
No
ALQ
871
Unf
0
52
923
GasA
Gd
Y
SBrkr
947
767
0
1,714
1
0
2
1
3
1
TA
7
Typ
1
TA
Attchd
2,000
Fin
2
451
TA
TA
Y
256
48
0
0
0
0
null
null
null
0
4
2,007
WD
Abnorml
180,000
1,624
527,162,080
60
RL
63
7,875
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
Gilbert
Norm
Norm
1Fam
2Story
7
5
1,996
1,996
Gable
CompShg
HdBoard
HdBoard
null
0
Gd
TA
PConc
Gd
TA
No
Rec
414
Unf
0
277
691
GasA
Gd
Y
SBrkr
691
862
0
1,553
0
0
2
1
3
1
Gd
6
Typ
0
null
Attchd
1,996
Fin
2
420
TA
TA
Y
0
44
0
0
0
0
null
null
null
0
8
2,007
WD
Normal
178,750
1,625
527,162,090
20
RL
63
7,875
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
Gilbert
Norm
Norm
1Fam
1Story
7
5
1,995
1,996
Gable
CompShg
HdBoard
HdBoard
BrkFace
38
TA
TA
PConc
Gd
Gd
No
Unf
0
Unf
0
1,237
1,237
GasA
Gd
Y
SBrkr
1,253
0
0
1,253
0
0
2
0
3
1
TA
6
Typ
1
TA
Attchd
1,995
Fin
2
402
TA
TA
Y
220
21
0
0
0
0
null
null
null
0
6
2,007
WD
Normal
176,000
1,626
527,162,140
60
RL
60
7,500
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
Gilbert
Norm
Norm
1Fam
2Story
6
5
1,999
2,003
Gable
CompShg
VinylSd
VinylSd
null
0
TA
TA
PConc
Gd
TA
No
Unf
0
Unf
0
938
938
GasA
Ex
Y
SBrkr
957
1,342
0
2,299
0
0
3
1
5
1
TA
7
Typ
1
TA
Attchd
1,999
Fin
2
482
TA
TA
Y
188
30
0
0
0
0
null
null
null
0
8
2,007
WD
Normal
204,000
1,627
527,163,080
20
RL
null
9,556
Pave
null
IR1
Lvl
AllPub
Corner
Gtl
Gilbert
Norm
Norm
1Fam
1Story
7
5
1,992
1,993
Gable
CompShg
HdBoard
HdBoard
BrkFace
52
TA
TA
PConc
Gd
TA
No
Unf
0
Unf
0
1,168
1,168
GasA
Gd
Y
SBrkr
1,187
0
0
1,187
0
0
2
0
3
1
Gd
6
Typ
0
null
Attchd
1,992
RFn
2
420
TA
TA
Y
0
21
0
0
0
0
null
null
null
0
8
2,007
WD
Normal
160,000
1,628
527,165,020
80
RL
null
10,784
Pave
null
IR1
Lvl
AllPub
FR2
Gtl
Gilbert
Norm
Norm
1Fam
SLvl
7
5
1,991
1,992
Gable
CompShg
HdBoard
HdBoard
BrkFace
76
Gd
TA
PConc
Gd
TA
No
Unf
0
Unf
0
384
384
GasA
Gd
Y
SBrkr
802
670
0
1,472
0
0
2
1
3
1
Gd
7
Typ
1
TA
Attchd
1,991
RFn
2
402
TA
TA
Y
164
0
0
0
0
0
null
null
null
0
5
2,007
WD
Normal
160,000
1,629
527,165,100
80
RL
null
9,125
Pave
null
IR1
Lvl
AllPub
Inside
Gtl
Gilbert
Norm
Norm
1Fam
SLvl
7
5
1,992
1,992
Gable
CompShg
HdBoard
HdBoard
BrkFace
170
TA
TA
PConc
Gd
TA
No
Unf
0
Unf
0
384
384
GasA
Gd
Y
SBrkr
812
670
0
1,482
0
0
2
1
3
1
Gd
7
Typ
1
TA
Attchd
1,992
Fin
2
392
TA
TA
Y
100
25
0
0
0
0
null
null
null
0
7
2,007
WD
Normal
163,900
1,630
527,165,170
60
RL
null
7,655
Pave
null
IR1
Lvl
AllPub
CulDSac
Gtl
Gilbert
Norm
Norm
1Fam
2Story
6
5
1,993
1,994
Gable
CompShg
HdBoard
HdBoard
null
0
TA
TA
PConc
Gd
TA
No
Unf
0
Unf
0
903
903
GasA
Gd
Y
SBrkr
910
732
0
1,642
0
0
2
1
3
1
TA
7
Typ
1
TA
Attchd
1,993
RFn
2
392
TA
TA
Y
290
84
0
0
0
0
null
null
null
0
7
2,007
WD
Normal
168,000
1,631
527,175,130
20
RL
160
18,160
Grvl
null
Reg
Lvl
AllPub
Inside
Gtl
Gilbert
Norm
Norm
1Fam
1Story
6
6
1,964
1,964
Gable
CompShg
HdBoard
HdBoard
BrkCmn
138
TA
TA
CBlock
TA
TA
Av
BLQ
550
Unf
0
752
1,302
GasA
Fa
Y
SBrkr
1,128
0
0
1,128
1
0
1
0
3
1
TA
6
Typ
1
TA
Attchd
1,964
Unf
2
480
TA
TA
P
0
108
246
0
0
0
null
MnPrv
null
0
3
2,007
WD
Alloca
154,204
1,632
527,182,040
120
RL
null
3,696
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
StoneBr
Norm
Norm
TwnhsE
1Story
8
5
1,986
1,986
Gable
CompShg
HdBoard
HdBoard
null
0
Gd
TA
CBlock
Gd
TA
No
Unf
0
Unf
0
1,074
1,074
GasA
Ex
Y
SBrkr
1,088
0
0
1,088
0
0
1
1
2
1
Gd
5
Typ
0
null
Attchd
1,987
RFn
2
461
TA
TA
Y
0
74
137
0
0
0
null
null
null
0
10
2,007
WD
Normal
170,000
1,633
527,182,170
160
RL
null
5,062
Pave
null
IR1
Lvl
AllPub
CulDSac
Gtl
StoneBr
Norm
Norm
TwnhsE
2Story
7
5
1,984
1,984
Gable
CompShg
HdBoard
HdBoard
null
0
Gd
TA
CBlock
Gd
TA
Mn
GLQ
828
LwQ
182
180
1,190
GasA
Gd
Y
SBrkr
1,190
900
0
2,090
1
0
2
0
3
1
Gd
6
Min1
1
TA
Attchd
1,984
Fin
2
577
TA
TA
Y
219
0
0
0
0
0
null
null
null
0
9
2,007
WD
Normal
207,500
1,634
527,184,020
120
RL
38
4,740
Pave
null
IR1
Lvl
AllPub
Inside
Gtl
StoneBr
Norm
Norm
TwnhsE
1Story
8
5
1,988
1,988
Gable
CompShg
CemntBd
CmentBd
null
0
Gd
TA
CBlock
Gd
TA
Gd
GLQ
248
Unf
0
918
1,166
GasA
Gd
Y
SBrkr
1,179
0
0
1,179
1
0
2
0
2
1
TA
5
Typ
0
null
Attchd
1,988
RFn
2
480
TA
TA
Y
0
108
0
0
135
0
null
null
null
0
10
2,007
WD
Normal
182,000
1,635
527,184,110
120
RL
35
5,118
Pave
null
IR1
HLS
AllPub
Inside
Gtl
StoneBr
Norm
Norm
TwnhsE
1Story
8
5
1,990
1,990
Gable
CompShg
CemntBd
CmentBd
null
0
Gd
TA
PConc
Gd
TA
Gd
GLQ
926
Unf
0
386
1,312
GasA
Gd
Y
SBrkr
1,321
0
0
1,321
1
0
1
0
1
1
Gd
4
Typ
1
TA
Attchd
1,990
RFn
2
484
TA
TA
Y
0
64
140
0
0
0
null
null
null
0
8
2,007
WD
Normal
212,000
1,636
527,210,060
20
RL
86
14,157
Pave
null
IR1
HLS
AllPub
Corner
Gtl
StoneBr
Norm
Norm
1Fam
1Story
9
5
2,005
2,006
Hip
CompShg
VinylSd
VinylSd
Stone
200
Gd
TA
PConc
Ex
TA
Gd
GLQ
1,249
Unf
0
673
1,922
GasA
Ex
Y
SBrkr
1,922
0
0
1,922
1
0
2
0
3
1
Gd
8
Typ
1
Gd
Attchd
2,005
Fin
3
676
TA
TA
Y
178
51
0
0
0
0
null
null
null
0
7
2,007
WD
Normal
377,426
1,637
527,212,060
60
RL
98
12,328
Pave
null
IR1
Lvl
AllPub
Inside
Gtl
StoneBr
Norm
Norm
1Fam
2Story
8
5
2,005
2,005
Hip
CompShg
VinylSd
VinylSd
Stone
146
Gd
TA
PConc
Ex
TA
Mn
GLQ
986
Unf
0
163
1,149
GasA
Ex
Y
SBrkr
1,164
1,377
0
2,541
1
0
3
1
4
1
Ex
10
Typ
1
Gd
BuiltIn
2,005
Fin
3
729
TA
TA
Y
120
32
0
0
0
0
null
null
null
0
7
2,007
WD
Normal
349,265
1,638
527,216,080
20
RL
52
51,974
Pave
null
IR1
Lvl
AllPub
CulDSac
Gtl
StoneBr
PosN
Norm
1Fam
1Story
9
5
2,006
2,007
Hip
CompShg
VinylSd
VinylSd
BrkFace
710
Ex
TA
PConc
Ex
TA
Av
GLQ
1,101
Unf
0
1,559
2,660
GasA
Ex
Y
SBrkr
2,338
0
0
2,338
1
0
2
1
4
1
Gd
8
Typ
2
Gd
Attchd
2,005
Fin
3
1,110
Gd
TA
Y
0
135
0
0
322
0
null
null
null
0
6
2,007
New
Partial
591,587
1,639
527,226,040
190
RL
195
41,600
Pave
null
IR1
Lvl
AllPub
FR2
Gtl
Gilbert
Norm
Norm
2fmCon
1Story
5
5
1,969
1,990
Gable
CompShg
HdBoard
HdBoard
null
0
TA
TA
CBlock
Gd
TA
Gd
ALQ
1,047
Unf
0
53
1,100
GasW
TA
Y
SBrkr
1,424
0
0
1,424
1
0
1
1
3
1
TA
7
Mod
0
null
2Types
1,969
Unf
3
828
TA
TA
N
144
0
0
0
0
0
null
null
null
0
11
2,007
WD
Normal
155,000
1,640
527,252,050
120
RL
61
8,035
Pave
null
IR1
HLS
AllPub
Inside
Gtl
StoneBr
Norm
Norm
TwnhsE
1Story
9
5
2,006
2,006
Gable
CompShg
MetalSd
MetalSd
BrkFace
165
Gd
TA
PConc
Ex
TA
Gd
GLQ
797
Unf
0
815
1,612
GasA
Ex
Y
SBrkr
1,612
0
0
1,612
1
0
2
0
2
1
Ex
6
Typ
1
Gd
Attchd
2,006
Fin
2
556
TA
TA
Y
0
164
0
0
0
0
null
null
null
0
3
2,007
WD
Normal
319,900
1,641
527,252,070
20
RL
60
8,089
Pave
null
Reg
HLS
AllPub
Inside
Gtl
StoneBr
Norm
Norm
1Fam
1Story
8
6
2,007
2,007
Gable
CompShg
MetalSd
MetalSd
BrkFace
0
Gd
TA
PConc
Gd
TA
Av
GLQ
945
Unf
0
474
1,419
GasA
Ex
Y
SBrkr
1,419
0
0
1,419
1
0
2
0
2
1
Gd
7
Typ
1
Gd
Attchd
2,007
RFn
2
567
TA
TA
Y
140
0
0
0
0
0
null
null
null
0
10
2,007
New
Partial
392,000
1,642
527,256,030
20
RL
85
14,082
Pave
null
IR1
HLS
AllPub
Inside
Gtl
StoneBr
Norm
Norm
1Fam
1Story
8
5
2,006
2,006
Hip
CompShg
VinylSd
VinylSd
BrkFace
945
Gd
TA
PConc
Ex
Gd
Gd
GLQ
1,558
Unf
0
662
2,220
GasA
Ex
Y
SBrkr
2,234
0
0
2,234
1
0
1
1
1
1
Gd
7
Typ
1
Gd
Attchd
2,006
RFn
2
724
TA
TA
Y
390
80
0
0
0
0
null
null
null
0
1
2,007
WD
Normal
441,929
1,643
527,256,040
20
RL
81
13,870
Pave
null
IR1
HLS
AllPub
Inside
Gtl
StoneBr
PosA
PosA
1Fam
1Story
10
5
2,006
2,007
Hip
CompShg
CemntBd
CmentBd
BrkFace
250
Ex
TA
PConc
Ex
TA
Gd
GLQ
1,152
Unf
0
590
1,742
GasA
Ex
Y
SBrkr
2,042
0
0
2,042
1
0
2
0
3
1
Ex
8
Typ
1
Gd
Attchd
2,007
Fin
3
724
TA
TA
Y
240
52
0
0
174
0
null
null
null
0
10
2,007
New
Partial
455,000
1,644
527,301,080
20
RL
null
12,546
Pave
null
IR1
Lvl
AllPub
Corner
Gtl
NWAmes
Norm
Norm
1Fam
1Story
6
7
1,981
1,981
Gable
CompShg
MetalSd
MetalSd
BrkFace
310
Gd
Gd
CBlock
Gd
TA
No
BLQ
678
Unf
0
762
1,440
GasA
Ex
Y
SBrkr
1,440
0
0
1,440
0
0
2
0
3
1
Gd
7
Typ
1
TA
Attchd
1,981
Fin
2
467
TA
TA
Y
0
0
99
0
0
0
null
null
null
0
4
2,007
WD
Normal
182,900
1,645
527,301,280
20
RL
null
10,960
Pave
null
IR1
Lvl
AllPub
Inside
Gtl
NWAmes
Norm
Norm
1Fam
1Story
6
5
1,984
1,984
Hip
CompShg
HdBoard
HdBoard
null
0
TA
TA
CBlock
Gd
TA
No
GLQ
256
Unf
0
1,028
1,284
GasA
TA
Y
SBrkr
1,284
0
0
1,284
1
0
2
0
3
1
TA
5
Typ
0
null
Attchd
1,984
Unf
2
480
TA
TA
Y
0
0
192
0
0
0
null
null
null
0
4
2,007
COD
Abnorml
174,000
1,646
527,302,020
80
RL
78
12,090
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
NWAmes
Norm
Norm
1Fam
SLvl
6
7
1,984
2,003
Hip
CompShg
VinylSd
VinylSd
BrkFace
74
TA
TA
CBlock
Gd
TA
No
Unf
0
Unf
0
585
585
GasA
Ex
Y
SBrkr
1,140
728
0
1,868
0
0
3
1
3
1
TA
7
Typ
1
TA
BuiltIn
1,984
Fin
2
477
TA
TA
Y
268
112
0
0
147
0
null
null
null
0
1
2,007
WD
Abnorml
178,000
1,647
527,302,060
60
RL
78
12,090
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
NWAmes
Norm
Norm
1Fam
2Story
7
7
1,981
2,003
Gable
CompShg
MetalSd
MetalSd
BrkFace
306
Gd
TA
CBlock
Gd
TA
No
ALQ
321
Unf
0
404
725
GasA
Ex
Y
SBrkr
725
754
0
1,479
0
0
2
1
3
1
Gd
6
Typ
1
TA
Attchd
1,981
RFn
2
484
TA
TA
Y
167
72
0
0
0
0
null
null
null
0
3
2,007
WD
Normal
176,000
1,648
527,302,090
20
RL
93
12,299
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
NWAmes
Norm
Norm
1Fam
1Story
7
6
1,978
1,985
Gable
CompShg
Plywood
Plywood
Stone
67
TA
TA
CBlock
Gd
TA
No
GLQ
1,328
Unf
0
201
1,529
GasA
TA
Y
SBrkr
1,664
0
0
1,664
1
0
2
0
3
1
Gd
7
Typ
1
TA
Attchd
1,978
Fin
2
663
TA
TA
Y
0
0
0
0
0
0
null
null
null
0
9
2,007
WD
Normal
213,000
1,649
527,325,090
60
RL
61
11,339
Pave
null
IR1
Lvl
AllPub
Inside
Gtl
NWAmes
PosA
Norm
1Fam
2Story
7
5
1,979
1,979
Hip
WdShake
HdBoard
Plywood
BrkFace
549
TA
TA
CBlock
Gd
TA
No
ALQ
758
Unf
0
22
780
GasA
TA
Y
SBrkr
1,085
845
0
1,930
1
0
2
1
4
1
Gd
9
Typ
1
TA
Attchd
1,979
Fin
2
481
TA
TA
Y
192
72
0
0
0
0
null
null
null
0
3
2,007
WD
Normal
192,000
1,650
527,325,110
60
RL
92
11,952
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
NWAmes
PosA
Norm
1Fam
2Story
7
6
1,977
1,977
Mansard
WdShake
WdShing
Plywood
null
0
TA
TA
CBlock
Gd
TA
No
Unf
0
Unf
0
808
808
GasA
TA
Y
SBrkr
1,161
808
0
1,969
0
0
2
1
3
1
TA
8
Typ
1
Gd
Attchd
1,977
RFn
2
534
TA
TA
Y
0
0
0
0
276
0
null
null
null
0
11
2,007
WD
Normal
190,000
1,651
527,327,050
60
RL
null
12,046
Pave
null
IR1
Lvl
AllPub
Inside
Gtl
NWAmes
Norm
Norm
1Fam
2Story
6
6
1,976
1,976
Gable
CompShg
Plywood
Plywood
BrkFace
298
TA
TA
CBlock
TA
TA
No
LwQ
156
Unf
0
692
848
GasA
TA
Y
SBrkr
1,118
912
0
2,030
0
0
2
1
4
1
Gd
8
Typ
1
TA
Attchd
1,976
Fin
2
551
TA
TA
Y
0
224
0
0
0
0
null
null
null
0
6
2,007
WD
Normal
195,000
1,652
527,328,020
80
RL
null
10,395
Pave
null
IR1
Lvl
AllPub
FR2
Gtl
NWAmes
Norm
Norm
1Fam
SLvl
6
6
1,978
1,978
Gable
CompShg
HdBoard
HdBoard
BrkFace
233
TA
TA
CBlock
Gd
TA
Av
ALQ
605
Unf
0
427
1,032
GasA
TA
Y
SBrkr
1,032
0
0
1,032
0
1
2
0
3
1
TA
6
Typ
1
TA
Attchd
1,978
Unf
2
564
TA
TA
Y
0
0
0
0
0
0
null
MnPrv
Shed
500
7
2,007
WD
Normal
148,000
1,653
527,328,050
20
RL
79
11,850
Pave
null
Reg
Lvl
AllPub
FR2
Gtl
NWAmes
Norm
Norm
1Fam
1Story
6
6
1,984
1,984
Gable
CompShg
Plywood
Plywood
BrkFace
98
TA
TA
CBlock
Gd
TA
No
ALQ
781
Unf
0
372
1,153
GasA
TA
Y
SBrkr
1,177
0
0
1,177
0
0
2
0
3
1
Gd
6
Typ
0
null
Attchd
1,984
Fin
2
495
TA
TA
Y
204
103
0
0
0
0
null
MnPrv
null
0
8
2,007
WD
Normal
151,500
1,654
527,353,080
60
RL
80
11,584
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
NWAmes
Norm
Norm
1Fam
SLvl
7
6
1,979
1,979
Hip
CompShg
HdBoard
HdBoard
BrkFace
96
TA
TA
CBlock
TA
TA
No
GLQ
315
Rec
110
114
539
GasA
TA
Y
SBrkr
1,040
685
0
1,725
0
0
2
1
3
1
TA
6
Typ
1
TA
Attchd
1,979
RFn
2
550
TA
TA
Y
0
88
216
0
0
0
null
null
null
0
11
2,007
WD
Normal
197,000
1,655
527,354,050
20
RL
80
10,400
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
NWAmes
Norm
Norm
1Fam
1Story
6
5
1,979
1,999
Gable
CompShg
MetalSd
MetalSd
BrkFace
253
TA
TA
CBlock
Gd
TA
No
GLQ
903
Unf
0
356
1,259
GasA
Ex
Y
SBrkr
1,353
0
0
1,353
1
0
2
0
2
1
TA
5
Typ
1
TA
Attchd
1,979
RFn
2
478
TA
TA
Y
240
141
0
0
0
0
null
null
null
0
8
2,007
WD
Normal
192,350
1,656
527,356,050
60
RL
80
10,793
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
NWAmes
RRAn
Norm
1Fam
2Story
5
5
1,969
1,969
Mansard
CompShg
WdShing
HdBoard
BrkFace
263
TA
TA
CBlock
TA
TA
No
Rec
493
BLQ
287
0
780
GasA
Ex
Y
SBrkr
780
840
0
1,620
0
0
2
1
4
1
TA
7
Min1
0
null
Attchd
1,969
Fin
2
462
TA
TA
Y
208
0
0
0
0
0
null
GdWo
null
0
4
2,007
WD
Normal
152,000
1,657
527,357,020
20
RL
128
13,001
Pave
null
IR1
Lvl
AllPub
Inside
Gtl
NWAmes
PosN
Norm
1Fam
1Story
6
5
1,971
1,971
Hip
CompShg
HdBoard
HdBoard
BrkFace
176
TA
TA
CBlock
TA
TA
Mn
ALQ
492
BLQ
121
1,012
1,625
GasA
TA
Y
SBrkr
1,220
0
0
1,220
0
1
2
0
2
1
TA
6
Typ
1
TA
Attchd
1,971
Unf
2
944
TA
TA
Y
0
0
249
0
0
0
null
null
null
0
9
2,007
WD
Normal
170,000
1,658
527,358,060
20
RL
70
12,243
Pave
null
IR1
Lvl
AllPub
Inside
Gtl
NWAmes
Norm
Norm
1Fam
1Story
5
6
1,971
1,971
Gable
CompShg
Plywood
Plywood
null
0
TA
TA
CBlock
Gd
TA
Av
ALQ
998
Unf
0
486
1,484
GasA
Gd
Y
SBrkr
1,484
0
0
1,484
0
0
2
0
3
1
TA
7
Typ
1
TA
Attchd
1,971
Unf
2
487
TA
TA
Y
224
0
0
0
180
0
null
null
null
0
2
2,007
WD
Normal
175,000
1,659
527,359,010
60
RL
90
11,700
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
NWAmes
Norm
Norm
1Fam
2Story
6
6
1,968
1,968
Mansard
CompShg
HdBoard
AsphShn
BrkFace
365
Gd
TA
CBlock
TA
TA
No
ALQ
384
Rec
175
143
702
GasA
Gd
Y
SBrkr
1,041
702
0
1,743
0
1
1
2
3
1
TA
7
Typ
1
Gd
Attchd
1,968
Unf
2
539
TA
TA
Y
224
0
0
0
0
0
null
null
null
0
6
2,007
WD
Normal
175,000
1,660
527,359,080
60
RL
null
12,384
Pave
null
Reg
Lvl
AllPub
CulDSac
Gtl
NWAmes
Norm
Norm
1Fam
2Story
7
7
1,976
1,976
Gable
CompShg
Plywood
Plywood
BrkFace
233
TA
TA
CBlock
Gd
TA
No
Unf
0
Unf
0
793
793
GasA
TA
Y
SBrkr
1,142
793
0
1,935
0
0
2
1
3
1
TA
7
Typ
1
TA
Attchd
1,976
RFn
2
550
TA
TA
Y
0
113
252
0
0
0
null
null
null
0
11
2,007
WD
Normal
197,900
1,661
527,359,160
80
RL
64
8,991
Pave
null
IR1
Lvl
AllPub
CulDSac
Gtl
NWAmes
PosN
Norm
1Fam
SLvl
7
6
1,976
1,976
Gable
CompShg
Plywood
Plywood
Stone
130
TA
TA
CBlock
Gd
TA
Gd
GLQ
624
Rec
604
0
1,228
GasA
TA
Y
SBrkr
1,324
0
0
1,324
0
1
2
0
3
1
Gd
5
Typ
1
Fa
Attchd
1,976
Fin
2
585
TA
TA
Y
407
36
0
0
0
0
null
null
null
0
2
2,007
WD
Normal
174,000
1,662
527,377,110
60
RL
80
8,000
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
NWAmes
PosN
Norm
1Fam
2Story
6
6
1,974
1,974
Gable
CompShg
HdBoard
HdBoard
null
0
TA
TA
CBlock
TA
TA
No
ALQ
931
LwQ
153
0
1,084
GasA
TA
Y
SBrkr
1,084
793
0
1,877
1
0
2
1
4
1
TA
8
Typ
1
TA
Attchd
1,974
Unf
2
488
TA
TA
Y
0
96
0
0
0
0
null
null
null
0
11
2,007
WD
Normal
178,900
1,663
527,402,090
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
1,664
527,402,150
20
RL
null
10,530
Pave
null
IR1
Lvl
AllPub
Corner
Gtl
NAmes
Norm
Norm
1Fam
1Story
6
5
1,971
1,971
Hip
CompShg
Plywood
Plywood
null
0
TA
TA
CBlock
TA
TA
No
ALQ
282
LwQ
35
664
981
GasA
TA
Y
SBrkr
981
0
0
981
1
0
1
1
3
1
TA
5
Typ
0
null
Detchd
1,979
Unf
2
576
TA
TA
Y
0
312
40
0
0
0
null
null
null
0
3
2,007
WD
Normal
143,250
1,665
527,402,240
60
RL
null
7,472
Pave
null
IR1
Lvl
AllPub
CulDSac
Gtl
NAmes
Norm
Norm
1Fam
2Story
7
9
1,972
2,004
Gable
CompShg
HdBoard
HdBoard
BrkFace
138
TA
TA
CBlock
TA
TA
No
ALQ
626
Unf
0
99
725
GasA
Gd
Y
SBrkr
725
754
0
1,479
1
0
1
1
4
1
Gd
7
Typ
0
null
Attchd
1,972
Fin
2
484
TA
TA
Y
0
32
0
0
0
0
null
null
null
0
6
2,007
WD
Normal
184,000
1,666
527,403,310
20
RL
63
9,457
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
NAmes
Norm
Norm
1Fam
1Story
5
6
1,970
1,990
Gable
CompShg
MetalSd
MetalSd
null
0
TA
TA
CBlock
TA
TA
No
ALQ
566
Unf
0
359
925
GasA
TA
Y
SBrkr
1,422
0
0
1,422
1
0
1
0
3
1
TA
7
Min2
0
null
Detchd
1,988
Unf
2
576
TA
TA
Y
252
0
0
0
0
0
null
GdWo
null
0
9
2,007
WD
Normal
155,000
1,667
527,404,050
20
RL
66
7,920
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
NAmes
Norm
Norm
1Fam
1Story
5
5
1,970
2,002
Gable
CompShg
HdBoard
HdBoard
BrkFace
32
TA
TA
CBlock
TA
TA
No
ALQ
81
GLQ
619
214
914
GasA
Ex
Y
SBrkr
914
0
0
914
0
0
1
0
3
1
Ex
5
Typ
0
null
Attchd
1,970
RFn
1
368
TA
Gd
Y
120
0
0
0
0
0
null
null
null
0
10
2,007
WD
Normal
133,000
1,668
527,404,100
20
RL
61
9,758
Pave
null
IR1
Lvl
AllPub
Inside
Gtl
NAmes
Norm
Norm
1Fam
1Story
5
5
1,971
1,971
Gable
CompShg
HdBoard
MetalSd
null
0
TA
TA
CBlock
TA
TA
No
BLQ
412
LwQ
287
251
950
GasA
TA
Y
SBrkr
950
0
0
950
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
null
null
0
7
2,007
WD
Normal
119,500
1,669
527,404,140
20
RL
70
8,294
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
NAmes
Norm
Norm
1Fam
1Story
4
5
1,971
1,971
Gable
CompShg
MetalSd
MetalSd
null
0
TA
TA
CBlock
TA
TA
No
Unf
0
Unf
0
858
858
GasA
TA
Y
SBrkr
872
0
0
872
0
0
1
0
3
1
TA
5
Typ
0
null
Detchd
1,974
Unf
4
480
TA
TA
Y
0
0
0
0
0
0
null
GdWo
null
0
6
2,007
WD
Normal
123,000
1,670
527,404,150
20
RL
null
7,340
Pave
null
IR1
Lvl
AllPub
Inside
Gtl
NAmes
Norm
Norm
1Fam
1Story
4
6
1,971
1,971
Gable
CompShg
HdBoard
HdBoard
null
0
TA
TA
CBlock
TA
TA
No
ALQ
322
Unf
0
536
858
GasA
TA
Y
SBrkr
858
0
0
858
0
0
1
0
2
1
TA
4
Typ
0
null
Detchd
1,979
Unf
1
684
TA
TA
Y
0
0
0
0
0
0
null
null
null
0
6
2,007
WD
Normal
110,000
1,671
527,425,025
20
RL
null
17,199
Pave
null
Reg
Lvl
AllPub
FR2
Gtl
NAmes
Norm
Norm
1Fam
1Story
4
7
1,961
1,961
Gable
CompShg
MetalSd
MetalSd
null
0
TA
Gd
BrkTil
TA
TA
No
ALQ
314
Unf
0
600
914
GasA
Ex
Y
SBrkr
914
0
0
914
0
0
1
0
2
1
TA
4
Typ
0
null
Basment
1,961
Unf
1
270
Fa
TA
Y
140
0
0
0
0
0
null
GdWo
null
0
7
2,007
WD
Normal
128,000
1,672
527,425,140
20
RL
60
9,000
Pave
null
Reg
Lvl
AllPub
FR2
Gtl
NAmes
Norm
Norm
1Fam
1Story
4
6
1,971
1,971
Gable
CompShg
HdBoard
HdBoard
null
0
TA
TA
PConc
TA
TA
No
ALQ
616
Unf
0
248
864
GasA
TA
Y
SBrkr
864
0
0
864
0
0
1
0
3
1
TA
5
Typ
0
null
Detchd
1,974
Unf
2
528
TA
TA
Y
0
0
0
0
0
0
null
GdWo
null
0
5
2,007
WD
Normal
120,500
1,673
527,427,090
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
1,674
527,427,160
120
RH
33
4,113
Pave
null
IR1
Lvl
AllPub
Inside
Gtl
NAmes
Norm
Norm
TwnhsE
1Story
6
5
2,001
2,001
Gable
CompShg
MetalSd
MetalSd
null
0
Gd
TA
PConc
Gd
TA
Mn
Unf
0
Unf
0
1,337
1,337
GasA
Ex
Y
SBrkr
1,337
0
0
1,337
0
0
2
0
2
1
Gd
5
Typ
1
TA
Attchd
2,001
Fin
2
511
TA
TA
Y
136
68
0
0
0
0
null
null
null
0
7
2,007
WD
Normal
155,000
1,675
527,427,200
120
RH
26
10,943
Pave
null
IR2
Lvl
AllPub
FR2
Gtl
NAmes
Norm
Norm
TwnhsE
1Story
6
5
1,997
1,998
Gable
CompShg
MetalSd
MetalSd
null
0
Gd
TA
PConc
Gd
TA
No
GLQ
930
Unf
0
475
1,405
GasA
Ex
Y
SBrkr
1,337
0
0
1,337
1
0
2
0
2
1
Gd
5
Typ
1
TA
Attchd
1,997
Fin
2
522
TA
TA
Y
0
68
0
0
0
0
null
null
null
0
10
2,007
WD
Normal
177,000
1,676
527,450,030
160
RM
21
2,205
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
BrDale
Norm
Norm
Twnhs
2Story
6
6
1,973
1,973
Gable
CompShg
HdBoard
HdBoard
BrkFace
567
TA
TA
CBlock
TA
TA
No
ALQ
312
Unf
0
213
525
GasA
TA
Y
SBrkr
525
567
0
1,092
0
0
1
1
3
1
TA
6
Typ
0
null
Detchd
1,973
Unf
1
264
TA
TA
Y
144
0
0
0
0
0
null
null
null
0
2
2,007
WD
Normal
113,500
1,677
527,450,150
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
1,678
527,450,220
160
RM
21
2,058
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
BrDale
Norm
Norm
Twnhs
2Story
6
5
1,973
1,973
Gable
CompShg
HdBoard
HdBoard
BrkFace
265
TA
TA
CBlock
TA
TA
No
Unf
0
Unf
0
672
672
GasA
Ex
Y
SBrkr
672
546
0
1,218
0
0
1
1
4
1
Ex
7
Typ
0
null
Detchd
1,973
Unf
1
264
TA
TA
Y
0
28
0
0
0
0
null
null
null
0
12
2,007
WD
Normal
113,700
1,679
527,451,020
160
RM
24
2,016
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
BrDale
Norm
Norm
TwnhsE
2Story
5
5
1,970
1,970
Gable
CompShg
HdBoard
HdBoard
BrkFace
304
TA
TA
CBlock
TA
TA
No
Unf
0
Unf
0
630
630
GasA
TA
Y
SBrkr
630
672
0
1,302
0
0
2
1
3
1
TA
6
Typ
0
null
Detchd
1,970
Unf
2
440
TA
TA
Y
0
0
0
0
0
0
null
null
null
0
4
2,007
WD
Normal
106,000
1,680
527,451,170
160
RM
24
1,920
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
BrDale
Norm
Norm
TwnhsE
2Story
5
5
1,971
1,971
Gable
CompShg
HdBoard
HdBoard
BrkFace
376
TA
TA
CBlock
TA
TA
No
ALQ
471
Unf
0
294
765
GasA
Ex
Y
SBrkr
765
600
0
1,365
1
0
1
1
2
1
TA
6
Min1
0
null
Detchd
1,971
Unf
2
440
TA
TA
Y
240
36
0
0
0
0
null
null
null
0
8
2,007
WD
Normal
122,500
1,681
527,452,100
120
RL
null
4,928
Pave
null
IR1
Lvl
AllPub
Inside
Gtl
NPkVill
Norm
Norm
TwnhsE
1Story
6
5
1,976
1,976
Gable
CompShg
Plywood
Plywood
null
0
TA
TA
CBlock
Gd
TA
No
ALQ
120
Unf
0
958
1,078
GasA
TA
Y
SBrkr
958
0
0
958
0
0
2
0
2
1
TA
5
Typ
1
TA
Attchd
1,977
RFn
2
440
TA
TA
Y
0
205
0
0
0
0
null
null
null
0
2
2,007
WD
Normal
128,000
1,682
527,453,010
160
RL
24
2,308
Pave
null
Reg
Lvl
AllPub
Corner
Gtl
NPkVill
Norm
Norm
TwnhsE
2Story
6
6
1,976
1,976
Gable
CompShg
Plywood
Brk Cmn
null
0
TA
TA
CBlock
Gd
TA
No
ALQ
556
Unf
0
248
804
GasA
TA
Y
SBrkr
804
744
0
1,548
1
0
2
1
3
1
Gd
7
Typ
1
TA
Detchd
1,976
Unf
2
440
TA
TA
Y
48
0
0
0
0
0
null
null
null
0
7
2,007
WD
Normal
155,000
1,683
527,455,030
120
RL
24
2,304
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
NPkVill
Norm
Norm
Twnhs
1Story
7
7
1,978
1,978
Gable
CompShg
Plywood
Brk Cmn
null
0
TA
TA
CBlock
Gd
TA
No
GLQ
632
Unf
6
423
1,061
GasA
TA
Y
SBrkr
1,055
0
0
1,055
0
0
2
0
2
1
TA
4
Typ
0
null
Attchd
1,978
Unf
1
319
TA
TA
Y
108
32
0
0
0
0
null
null
null
0
4
2,007
WD
Normal
142,500
1,684
527,455,250
20
RL
65
7,150
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
NAmes
Norm
Norm
1Fam
1Story
5
6
1,966
1,966
Hip
CompShg
HdBoard
HdBoard
BrkFace
52
TA
TA
CBlock
TA
TA
No
BLQ
725
Unf
0
263
988
GasA
TA
Y
SBrkr
988
0
0
988
1
0
1
0
3
1
TA
5
Typ
0
null
Detchd
1,974
Unf
1
360
TA
TA
Y
0
0
0
0
0
0
null
null
null
0
11
2,007
WD
Normal
129,250
1,685
528,102,050
20
RL
96
12,469
Pave
null
Reg
Lvl
AllPub
FR2
Gtl
NridgHt
Norm
Norm
1Fam
1Story
9
5
2,006
2,007
Hip
CompShg
VinylSd
VinylSd
Stone
378
Ex
TA
PConc
Ex
TA
Gd
GLQ
1,151
Unf
0
639
1,790
GasA
Ex
Y
SBrkr
1,816
0
0
1,816
1
0
2
0
3
1
Ex
7
Typ
1
Gd
Attchd
2,007
Fin
3
730
TA
TA
Y
186
36
0
0
0
0
null
null
null
0
8
2,007
New
Partial
356,000
1,686
528,102,090
20
RL
90
11,694
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
NridgHt
Norm
Norm
1Fam
1Story
9
5
2,007
2,007
Hip
CompShg
CemntBd
CmentBd
BrkFace
452
Ex
TA
PConc
Ex
TA
Av
GLQ
48
Unf
0
1,774
1,822
GasA
Ex
Y
SBrkr
1,828
0
0
1,828
0
0
2
0
3
1
Gd
9
Typ
1
Gd
Attchd
2,007
Unf
3
774
TA
TA
Y
0
108
0
0
260
0
null
null
null
0
7
2,007
New
Partial
314,813
1,687
528,102,100
20
RL
93
12,030
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
NridgHt
Norm
Norm
1Fam
1Story
8
5
2,007
2,007
Hip
CompShg
VinylSd
VinylSd
BrkFace
254
Ex
TA
PConc
Ex
TA
No
Unf
0
Unf
0
1,694
1,694
GasA
Ex
Y
SBrkr
1,694
0
0
1,694
0
0
2
0
3
1
Gd
7
Typ
0
null
Attchd
2,007
Fin
3
818
TA
TA
Y
168
228
0
0
0
0
null
null
null
0
12
2,007
New
Partial
318,000
1,688
528,102,120
20
RL
91
11,825
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
NridgHt
Norm
Norm
1Fam
1Story
8
5
2,006
2,007
Gable
CompShg
CemntBd
CmentBd
Stone
302
Gd
TA
PConc
Ex
TA
Mn
Unf
0
Unf
0
1,694
1,694
GasA
Ex
Y
SBrkr
1,694
0
0
1,694
0
0
2
0
3
1
Gd
7
Typ
1
Gd
Attchd
2,006
RFn
3
856
TA
TA
Y
0
112
0
0
0
0
null
null
null
0
6
2,007
New
Partial
322,400
1,689
528,102,130
20
RL
93
12,085
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
NridgHt
Norm
Norm
1Fam
1Story
8
5
2,007
2,007
Hip
CompShg
VinylSd
VinylSd
Stone
328
Gd
TA
PConc
Ex
TA
No
GLQ
1,004
Unf
0
730
1,734
GasA
Ex
Y
SBrkr
1,734
0
0
1,734
1
0
2
0
3
1
Ex
7
Typ
1
Gd
Attchd
2,007
RFn
3
928
TA
TA
Y
0
0
0
0
0
0
null
null
null
0
11
2,007
New
Partial
318,000
1,690
528,104,010
20
RL
110
14,333
Pave
null
Reg
Lvl
AllPub
Corner
Gtl
NridgHt
Norm
Norm
1Fam
1Story
8
5
2,007
2,007
Gable
CompShg
VinylSd
VinylSd
null
0
Gd
TA
PConc
Gd
TA
Gd
GLQ
1,518
Unf
0
590
2,108
GasA
Ex
Y
SBrkr
2,122
0
0
2,122
1
0
2
1
2
1
Gd
7
Typ
1
Ex
Attchd
2,007
Fin
3
938
TA
TA
Y
130
142
0
0
0
0
null
null
null
0
11
2,007
New
Partial
345,474
1,691
528,106,040
20
RL
107
14,450
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
NridgHt
Norm
Norm
1Fam
1Story
9
5
2,006
2,007
Gable
CompShg
CemntBd
CmentBd
BrkFace
315
Ex
TA
PConc
Ex
TA
Gd
Unf
0
Unf
0
2,121
2,121
GasA
Ex
Y
SBrkr
2,121
0
0
2,121
0
0
2
1
3
1
Ex
8
Typ
1
Ex
Attchd
2,007
Fin
3
732
TA
TA
Y
124
98
0
0
142
0
null
null
null
0
5
2,007
New
Partial
415,298
1,692
528,106,050
60
RL
107
13,641
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
NridgHt
Norm
Norm
1Fam
2Story
9
5
2,007
2,007
Hip
CompShg
CemntBd
CmentBd
BrkFace
456
Ex
TA
PConc
Ex
TA
Gd
GLQ
1,304
Unf
0
630
1,934
GasA
Ex
Y
SBrkr
1,943
713
0
2,656
1
0
2
1
3
1
Ex
8
Typ
1
Gd
Attchd
2,007
RFn
3
1,040
TA
TA
Y
268
58
0
0
0
0
null
null
null
0
12
2,007
New
Partial
492,000
1,693
528,106,060
60
RL
110
13,440
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
NridgHt
Norm
Norm
1Fam
2Story
8
5
2,006
2,007
Hip
CompShg
VinylSd
VinylSd
BrkFace
190
Gd
TA
PConc
Ex
TA
No
Unf
0
Unf
0
1,108
1,108
GasA
Ex
Y
SBrkr
1,148
1,402
0
2,550
0
0
2
1
4
1
Ex
11
Typ
1
Gd
BuiltIn
2,006
Fin
3
670
TA
TA
Y
120
39
0
0
0
0
null
null
null
0
3
2,007
New
Partial
338,931
1,694
528,106,110
20
RL
105
15,431
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
NridgHt
Norm
Norm
1Fam
1Story
10
5
2,005
2,006
Hip
CompShg
VinylSd
VinylSd
BrkFace
400
Ex
TA
PConc
Ex
TA
Gd
GLQ
1,430
Unf
0
564
1,994
GasA
Ex
Y
SBrkr
2,046
0
0
2,046
1
0
2
1
2
1
Ex
7
Typ
2
Gd
Attchd
2,005
Fin
3
878
TA
TA
Y
188
65
0
0
175
0
null
null
null
0
8
2,007
WD
Normal
450,000
1,695
528,108,160
60
RL
109
14,154
Pave
null
Reg
Lvl
AllPub
Corner
Gtl
NridgHt
Norm
Norm
1Fam
2Story
7
5
2,006
2,006
Gable
CompShg
VinylSd
VinylSd
BrkFace
350
Gd
TA
PConc
Ex
Gd
No
Unf
0
Unf
0
1,063
1,063
GasA
Ex
Y
SBrkr
1,071
1,101
0
2,172
0
0
2
1
3
1
Gd
9
Typ
1
Gd
Attchd
2,006
RFn
3
947
TA
TA
Y
192
62
0
0
0
0
null
null
null
0
8
2,007
New
Partial
280,000
1,696
528,110,040
20
RL
107
13,891
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
NridgHt
Norm
Norm
1Fam
1Story
9
5
2,007
2,007
Hip
CompShg
VinylSd
VinylSd
Stone
456
Ex
TA
PConc
Ex
TA
Gd
GLQ
1,812
Unf
0
740
2,552
GasA
Ex
Y
SBrkr
2,552
0
0
2,552
1
0
2
0
3
1
Ex
8
Typ
2
Ex
Attchd
2,007
Fin
3
932
TA
TA
Y
130
28
0
0
0
0
null
null
null
0
10
2,007
New
Partial
479,069
1,697
528,110,070
20
RL
110
14,226
Pave
null
Reg
Lvl
AllPub
Corner
Gtl
NridgHt
Norm
Norm
1Fam
1Story
8
5
2,006
2,006
Hip
CompShg
VinylSd
VinylSd
BrkFace
375
Gd
TA
PConc
Gd
TA
Av
Unf
0
Unf
0
1,935
1,935
GasA
Gd
Y
SBrkr
1,973
0
0
1,973
0
0
2
0
3
1
Gd
9
Typ
1
Gd
Attchd
2,006
Fin
3
895
TA
TA
Y
315
45
0
0
0
0
null
null
null
0
7
2,007
New
Partial
395,000
1,698
528,110,100
60
RL
105
13,693
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
NridgHt
Norm
Norm
1Fam
2Story
9
5
2,006
2,006
Hip
CompShg
VinylSd
VinylSd
BrkFace
772
Ex
TA
PConc
Gd
TA
Av
Unf
0
Unf
0
2,153
2,153
GasA
Ex
Y
SBrkr
2,069
574
0
2,643
0
0
2
1
3
1
Ex
9
Typ
1
Gd
BuiltIn
2,006
Fin
3
694
TA
TA
Y
414
84
0
0
0
0
null
null
null
0
3
2,007
WD
Normal
380,000
1,699
528,112,150
20
RL
98
11,428
Pave
null
IR1
Lvl
AllPub
Inside
Gtl
NridgHt
Norm
Norm
1Fam
1Story
8
5
2,006
2,006
Gable
CompShg
VinylSd
VinylSd
Stone
248
Gd
TA
PConc
Gd
TA
No
Unf
0
Unf
0
1,626
1,626
GasA
Ex
Y
SBrkr
1,634
0
0
1,634
0
0
2
0
3
1
Gd
7
Typ
1
Gd
Attchd
2,006
RFn
3
866
TA
TA
Y
0
44
0
0
0
0
null
null
null
0
5
2,007
WD
Normal
250,000
1,700
528,114,050
20
RL
110
14,977
Pave
null
IR1
Lvl
AllPub
Inside
Gtl
NridgHt
Norm
Norm
1Fam
1Story
8
5
2,006
2,007
Gable
CompShg
VinylSd
VinylSd
BrkFace
304
Gd
TA
PConc
Ex
TA
Gd
GLQ
1,350
Unf
0
626
1,976
GasA
Ex
Y
SBrkr
1,976
0
0
1,976
1
0
2
0
2
1
Gd
7
Typ
1
Ex
Attchd
2,006
RFn
3
908
TA
TA
Y
250
63
0
0
0
0
null
null
null
0
7
2,007
New
Partial
440,000