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
1,301
902,201,140
20
RM
100
12,000
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
OldTown
Norm
Norm
1Fam
1Story
5
7
1,948
2,005
Gable
CompShg
MetalSd
MetalSd
null
0
TA
TA
CBlock
TA
TA
No
GLQ
144
ALQ
608
172
924
GasA
Ex
Y
SBrkr
1,122
0
0
1,122
1
0
1
0
2
1
Gd
6
Typ
0
null
Attchd
1,948
Unf
2
528
TA
TA
Y
0
36
0
0
0
0
null
GdWo
null
0
5
2,008
WD
Normal
147,000
1,302
902,202,090
50
RM
75
9,000
Pave
null
Reg
Lvl
AllPub
Corner
Gtl
OldTown
Norm
Norm
1Fam
1.5Fin
5
6
1,946
1,950
Gable
CompShg
MetalSd
MetalSd
null
0
TA
TA
CBlock
TA
TA
No
Rec
445
Unf
0
459
904
GasA
Ex
Y
FuseA
904
595
0
1,499
0
0
1
0
3
1
TA
5
Typ
1
Po
Detchd
1,959
Unf
3
869
TA
Gd
Y
0
20
0
0
0
0
null
null
null
0
6
2,008
WD
Normal
140,000
1,303
902,205,070
20
RM
62
7,311
Pave
null
Reg
Lvl
AllPub
Corner
Gtl
OldTown
Norm
Norm
1Fam
1Story
2
5
1,946
1,950
Gable
CompShg
VinylSd
VinylSd
null
0
TA
Gd
BrkTil
TA
TA
No
Unf
0
Unf
0
407
407
GasA
TA
N
FuseA
407
0
0
407
0
0
1
0
1
1
TA
3
Typ
0
null
Detchd
1,949
Unf
1
297
Fa
TA
Y
76
0
120
0
0
0
null
null
null
0
3
2,008
WD
Abnorml
46,500
1,304
902,205,090
20
RM
50
6,000
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
OldTown
Norm
Norm
1Fam
1Story
5
6
1,957
1,957
Hip
CompShg
BrkFace
BrkFace
null
0
TA
TA
CBlock
TA
TA
No
Rec
308
Unf
0
620
928
GasA
Gd
Y
FuseA
928
0
0
928
0
0
1
0
3
1
TA
5
Typ
0
null
Attchd
1,957
Fin
1
288
TA
TA
Y
0
0
0
0
0
0
null
null
null
0
6
2,008
WD
Normal
112,500
1,305
902,205,140
20
RM
50
6,000
Pave
null
Reg
Lvl
AllPub
Corner
Gtl
OldTown
Norm
Norm
1Fam
1Story
4
7
1,954
2,000
Gable
CompShg
MetalSd
MetalSd
null
0
TA
TA
CBlock
TA
TA
No
Unf
0
Unf
0
901
901
GasA
Ex
Y
SBrkr
901
0
0
901
0
0
1
0
2
1
TA
4
Typ
0
null
Detchd
1,954
Unf
1
281
Fa
TA
Y
0
0
0
0
0
0
null
null
null
0
8
2,008
WD
Normal
107,900
1,306
902,207,120
20
RM
103
12,205
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
OldTown
Norm
Norm
1Fam
1Story
3
1
1,949
1,992
Gable
CompShg
MetalSd
MetalSd
null
0
TA
TA
BrkTil
Fa
Fa
No
Unf
0
Unf
0
448
448
GasA
Gd
Y
SBrkr
1,588
0
0
1,588
0
0
2
0
5
1
TA
6
Maj2
0
null
null
null
null
0
0
null
null
N
0
0
0
0
0
0
null
MnPrv
null
0
12
2,008
WD
Abnorml
65,000
1,307
902,207,220
75
RM
87
18,386
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
OldTown
Norm
Norm
1Fam
2.5Fin
7
9
1,880
2,002
Gable
CompShg
CemntBd
CmentBd
null
0
TA
TA
BrkTil
TA
TA
No
Unf
0
Unf
0
1,470
1,470
GasA
Ex
Y
SBrkr
1,675
1,818
0
3,493
0
0
3
0
3
1
Gd
10
Typ
1
Ex
Attchd
2,003
Unf
3
870
TA
TA
Y
302
0
0
0
0
0
null
null
null
0
5
2,008
WD
Normal
295,000
1,308
902,300,110
190
RM
69
9,142
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
OldTown
Norm
Norm
2fmCon
2Story
5
5
1,900
2,006
Gable
CompShg
MetalSd
MetalSd
null
0
TA
Fa
BrkTil
Fa
TA
No
Unf
0
Unf
0
797
797
GasA
TA
N
FuseA
830
797
0
1,627
0
0
2
0
4
2
TA
10
Typ
0
null
Detchd
1,950
Unf
2
420
Fa
Po
N
192
0
60
0
0
0
null
null
null
0
2
2,008
WD
Normal
139,500
1,309
902,300,215
50
RM
100
12,665
Pave
Grvl
IR1
Lvl
AllPub
Inside
Gtl
OldTown
Artery
Norm
1Fam
1.5Fin
5
8
1,915
1,950
Gable
CompShg
Wd Sdng
Wd Sdng
null
0
TA
TA
BrkTil
TA
TA
Mn
Unf
0
Unf
0
876
876
GasA
Gd
Y
SBrkr
876
540
0
1,416
0
0
1
1
4
1
TA
7
Typ
1
Gd
Detchd
1,949
Unf
3
720
TA
TA
Y
418
0
194
0
0
0
null
null
null
0
6
2,008
WD
Normal
153,900
1,310
902,300,260
75
RM
53
5,350
Pave
null
Reg
Lvl
AllPub
Corner
Gtl
OldTown
Artery
Norm
1Fam
2Story
7
8
1,920
1,965
Gable
CompShg
Wd Sdng
Wd Shng
null
0
TA
TA
BrkTil
TA
TA
No
BLQ
116
Unf
0
508
624
GasA
Ex
Y
SBrkr
730
720
0
1,450
0
0
1
0
3
1
TA
7
Typ
0
null
Detchd
1,935
Unf
1
288
TA
TA
Y
0
192
0
0
0
0
null
MnPrv
null
0
3
2,008
WD
Normal
132,000
1,311
902,301,140
70
RM
34
4,571
Pave
Grvl
Reg
Lvl
AllPub
Inside
Gtl
OldTown
Norm
Norm
1Fam
2Story
5
5
1,916
1,950
Gable
CompShg
AsbShng
AsbShng
null
0
TA
TA
BrkTil
TA
TA
No
Unf
0
Unf
0
624
624
GasA
Fa
N
SBrkr
624
720
0
1,344
0
0
1
0
4
1
TA
7
Typ
0
null
Detchd
1,916
Unf
3
513
Fa
Fa
Y
0
0
96
0
0
0
null
null
null
0
5
2,008
COD
Abnorml
98,000
1,312
902,301,150
50
RM
69
9,143
Pave
Grvl
Reg
Lvl
AllPub
Corner
Gtl
OldTown
Norm
Norm
1Fam
1.5Fin
5
7
1,900
2,003
Gable
CompShg
VinylSd
VinylSd
null
0
TA
TA
CBlock
TA
TA
No
Unf
0
Unf
0
346
346
GasA
Ex
Y
SBrkr
709
308
0
1,017
0
0
1
0
2
1
TA
5
Typ
0
null
Detchd
1,961
Unf
1
308
TA
TA
N
0
0
139
0
0
0
null
null
null
0
5
2,008
WD
Normal
114,000
1,313
902,304,060
190
RM
60
9,600
Pave
Grvl
Reg
Lvl
AllPub
Inside
Gtl
OldTown
Norm
Norm
2fmCon
2Story
5
5
1,920
1,960
Gable
CompShg
AsbShng
AsbShng
null
0
TA
TA
BrkTil
TA
TA
No
Rec
234
Unf
0
739
973
GasA
TA
Y
FuseP
1,377
973
0
2,350
0
0
2
0
4
2
TA
10
Typ
0
null
2Types
1,930
Unf
2
393
TA
TA
Y
0
0
219
0
0
0
null
null
null
0
4
2,008
WD
Normal
130,000
1,314
902,305,080
75
RM
60
9,600
Pave
Grvl
Reg
Lvl
AllPub
Inside
Gtl
OldTown
Norm
Norm
1Fam
2.5Unf
6
5
1,917
1,950
Gable
CompShg
AsbShng
AsbShng
null
0
TA
TA
BrkTil
Gd
TA
No
Rec
319
Unf
0
416
735
OthW
Fa
N
SBrkr
1,134
924
0
2,058
0
0
1
1
3
1
TA
8
Typ
1
Gd
Detchd
1,950
Unf
2
396
Fa
Fa
P
0
0
259
0
0
0
null
null
null
0
4
2,008
WD
Normal
129,500
1,315
902,306,120
70
RM
60
6,000
Pave
Grvl
Reg
Lvl
AllPub
Corner
Gtl
OldTown
Norm
Norm
1Fam
2Story
5
9
1,905
2,005
Gable
CompShg
MetalSd
MetalSd
null
0
Gd
TA
BrkTil
Fa
TA
No
Unf
0
Unf
0
572
572
GasA
Ex
Y
SBrkr
884
656
0
1,540
0
0
1
1
3
1
Gd
7
Typ
0
null
null
null
null
0
0
null
null
N
240
77
0
0
0
0
null
null
null
0
2
2,008
WD
Normal
129,400
1,316
902,306,130
70
RM
60
9,600
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
OldTown
Norm
Norm
1Fam
2Story
7
9
1,928
2,005
Gambrel
CompShg
MetalSd
MetalSd
null
0
TA
Ex
BrkTil
TA
TA
No
Rec
141
Unf
0
548
689
GasA
Ex
Y
SBrkr
689
689
0
1,378
0
0
2
0
3
1
Gd
7
Typ
1
Gd
Detchd
1,928
Unf
2
360
TA
TA
N
0
0
116
0
0
0
null
null
null
0
10
2,008
WD
Normal
161,000
1,317
902,326,060
190
RM
60
10,800
Pave
Pave
Reg
Lvl
AllPub
Inside
Gtl
OldTown
Norm
Norm
2fmCon
1.5Fin
6
7
1,905
2,000
Gable
CompShg
Wd Sdng
Wd Sdng
null
0
TA
TA
BrkTil
Fa
TA
No
Unf
0
Unf
0
482
482
GasA
Ex
N
SBrkr
1,221
691
0
1,912
0
0
2
0
3
2
TA
7
Typ
1
TA
Detchd
2,003
Unf
2
672
Gd
TA
Y
0
25
212
0
0
0
null
null
null
0
4
2,008
WD
Normal
163,000
1,318
902,328,040
75
RM
35
6,300
Pave
Grvl
Reg
Lvl
AllPub
Inside
Gtl
OldTown
Norm
Norm
1Fam
2.5Unf
6
6
1,914
2,001
Gable
CompShg
Wd Sdng
Wd Shng
null
0
TA
TA
CBlock
TA
TA
No
Unf
0
Unf
0
742
742
GasA
Ex
Y
SBrkr
742
742
0
1,484
0
0
2
0
3
1
TA
9
Typ
1
Gd
null
null
null
0
0
null
null
Y
0
291
134
0
0
0
null
null
null
0
6
2,008
WD
Normal
128,000
1,319
902,330,010
70
RM
50
5,250
Pave
Pave
Reg
Lvl
AllPub
Inside
Gtl
OldTown
Norm
Norm
1Fam
2Story
8
5
1,872
1,987
Gable
CompShg
MetalSd
MetalSd
null
0
TA
Gd
BrkTil
TA
Fa
No
LwQ
259
Unf
0
425
684
OthW
Fa
N
SBrkr
938
1,215
205
2,358
0
0
2
0
4
1
TA
8
Typ
0
null
null
null
null
0
0
null
null
Y
0
54
20
0
0
0
null
null
null
0
12
2,008
WD
Normal
122,000
1,320
902,401,010
50
RM
null
5,700
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
OldTown
Norm
Norm
1Fam
1.5Fin
7
7
1,926
1,950
Gable
CompShg
Wd Sdng
Wd Sdng
null
0
TA
TA
PConc
TA
TA
No
Unf
0
Unf
0
572
572
GasA
TA
Y
SBrkr
572
539
0
1,111
0
0
1
0
2
1
TA
5
Typ
1
Gd
Detchd
1,982
Unf
1
288
TA
TA
Y
0
0
176
0
0
0
null
null
null
0
8
2,008
WD
Normal
116,900
1,321
902,401,120
75
RM
75
13,500
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
OldTown
Artery
PosA
1Fam
2.5Unf
10
9
1,893
2,000
Gable
CompShg
Wd Sdng
Wd Sdng
null
0
Ex
Ex
BrkTil
TA
TA
No
Unf
0
Unf
0
1,237
1,237
GasA
Gd
Y
SBrkr
1,521
1,254
0
2,775
0
0
3
1
3
1
Gd
9
Typ
1
Gd
Detchd
1,988
Unf
2
880
Gd
TA
Y
105
502
0
0
0
0
null
null
null
0
7
2,008
WD
Normal
325,000
1,322
902,402,260
70
RM
60
11,340
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
OldTown
Norm
Norm
1Fam
2Story
2
1
1,920
1,950
Gable
CompShg
AsbShng
AsbShng
null
0
Fa
Fa
BrkTil
Fa
Fa
No
Unf
0
Unf
0
723
723
GasA
TA
N
SBrkr
723
363
0
1,086
0
0
1
0
2
1
TA
5
Maj1
0
null
Detchd
1,920
Unf
2
400
Fa
Po
N
0
24
144
0
0
0
null
null
null
0
11
2,008
ConLD
Normal
55,000
1,323
902,405,070
70
RM
60
10,800
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
OldTown
Norm
Norm
1Fam
2Story
7
7
1,890
1,999
Gable
CompShg
Wd Sdng
Wd Shng
null
0
TA
TA
BrkTil
TA
TA
Mn
Unf
0
Unf
0
1,313
1,313
GasW
Gd
Y
SBrkr
1,313
1,182
0
2,495
0
0
2
0
5
1
TA
10
Typ
1
Gd
Detchd
1,950
Unf
2
342
TA
Fa
Y
0
299
0
0
0
0
null
null
null
0
12
2,008
WD
Normal
184,000
1,324
902,406,020
20
RM
65
9,750
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
OldTown
Norm
Norm
1Fam
1Story
5
6
1,959
1,959
Gable
CompShg
MetalSd
MetalSd
BrkFace
164
TA
TA
CBlock
TA
TA
No
Rec
200
Unf
0
784
984
GasA
Gd
Y
SBrkr
984
0
0
984
1
0
1
0
2
1
Fa
5
Typ
0
null
Detchd
1,959
Unf
1
308
TA
TA
N
0
0
0
0
0
0
null
null
null
0
6
2,008
WD
Normal
110,000
1,325
902,406,090
50
RM
81
12,150
Pave
Grvl
Reg
Lvl
AllPub
Inside
Gtl
OldTown
Norm
Norm
1Fam
1.5Fin
5
5
1,954
1,954
Gable
CompShg
MetalSd
MetalSd
BrkFace
335
TA
TA
BrkTil
TA
TA
No
Unf
0
Unf
0
1,050
1,050
GasA
Ex
N
FuseF
1,050
745
0
1,795
0
0
2
0
4
1
TA
7
Typ
0
null
Attchd
1,954
Unf
1
352
Fa
TA
Y
0
0
0
0
0
0
null
null
null
0
11
2,008
WD
Normal
131,500
1,326
902,427,045
20
RM
70
12,702
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
OldTown
Norm
Norm
1Fam
1Story
5
5
1,956
1,956
Gable
CompShg
BrkFace
BrkFace
null
0
TA
TA
PConc
null
null
null
null
0
null
0
0
0
GasA
Gd
Y
FuseA
882
0
0
882
0
0
1
0
2
1
TA
4
Typ
0
null
Detchd
1,956
Unf
1
308
TA
TA
Y
0
45
0
0
0
0
null
null
null
0
12
2,008
WD
Normal
97,000
1,327
902,427,150
20
RM
52
8,516
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
OldTown
Norm
Norm
1Fam
1Story
4
6
1,958
2,006
Gable
CompShg
MetalSd
MetalSd
null
0
TA
TA
CBlock
TA
TA
No
Unf
0
Unf
0
869
869
GasA
TA
Y
SBrkr
1,093
0
0
1,093
0
0
1
0
2
1
TA
5
Typ
0
null
Detchd
1,959
Unf
1
308
TA
TA
Y
0
0
0
0
0
0
null
null
null
0
5
2,008
WD
Normal
115,500
1,328
903,201,030
30
RL
55
7,111
Pave
null
IR1
Bnk
AllPub
Inside
Gtl
BrkSide
Norm
Norm
1Fam
1Story
5
7
1,928
1,983
Gable
CompShg
WdShing
Wd Shng
null
0
Gd
Gd
BrkTil
TA
TA
No
LwQ
406
BLQ
273
329
1,008
GasA
TA
Y
SBrkr
1,143
0
0
1,143
0
0
1
0
2
1
TA
5
Typ
1
Po
Detchd
1,992
Unf
1
288
TA
TA
Y
265
0
0
0
0
0
null
GdPrv
null
0
7
2,008
WD
Normal
138,000
1,329
903,204,010
50
RM
null
7,425
Pave
null
IR1
Bnk
AllPub
Corner
Gtl
BrkSide
RRAn
Artery
1Fam
1.5Fin
7
7
1,945
1,950
Gable
CompShg
Wd Sdng
Wd Sdng
null
0
TA
TA
CBlock
TA
Fa
No
Unf
0
Unf
0
672
672
GasA
Gd
Y
SBrkr
1,195
473
0
1,668
0
0
1
1
3
1
Gd
8
Typ
0
null
Attchd
1,945
Unf
1
252
TA
TA
Y
210
0
0
0
0
0
null
null
null
0
8
2,008
WD
Abnorml
108,000
1,330
903,204,095
40
RM
50
9,100
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
BrkSide
RRAn
Feedr
1Fam
1Story
5
6
1,930
1,960
Gable
CompShg
VinylSd
VinylSd
null
0
TA
TA
BrkTil
TA
TA
No
Unf
0
Unf
0
742
742
GasA
TA
Y
FuseA
779
0
156
935
0
0
1
0
2
1
TA
4
Typ
0
null
Detchd
1,988
Unf
1
308
TA
TA
P
0
0
0
0
0
0
null
null
Shed
600
8
2,008
WD
Normal
79,500
1,331
903,206,070
50
RL
null
7,010
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
BrkSide
Norm
Norm
1Fam
1.5Fin
5
5
1,935
1,950
Gable
CompShg
Wd Sdng
Wd Sdng
null
0
TA
TA
BrkTil
TA
TA
No
Rec
175
Unf
0
849
1,024
GasA
TA
Y
SBrkr
1,144
594
0
1,738
0
0
2
0
3
1
TA
6
Typ
1
Gd
Detchd
1,950
Unf
1
240
TA
TA
P
0
30
0
0
0
0
null
null
null
0
7
2,008
WD
Normal
153,000
1,332
903,225,050
45
RM
50
6,130
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
BrkSide
Norm
Norm
1Fam
1.5Unf
5
6
1,924
1,950
Gable
CompShg
MetalSd
MetalSd
null
0
TA
TA
BrkTil
TA
TA
No
ALQ
784
Unf
0
0
784
GasA
Gd
Y
SBrkr
784
0
0
784
1
0
1
0
2
1
Gd
5
Typ
0
null
null
null
null
0
0
null
null
Y
0
0
116
0
0
0
null
null
null
0
5
2,008
WD
Normal
109,500
1,333
903,225,140
50
RM
50
5,000
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
BrkSide
Feedr
Norm
1Fam
1.5Fin
5
7
1,941
2,006
Gable
CompShg
Wd Sdng
Wd Sdng
null
0
TA
Gd
CBlock
TA
TA
No
ALQ
600
Unf
0
72
672
GasA
Ex
Y
SBrkr
832
378
0
1,210
0
0
1
0
3
1
Gd
6
Typ
0
null
Detchd
1,941
Unf
1
240
TA
TA
P
0
0
0
0
0
0
null
null
null
0
5
2,008
WD
Normal
124,000
1,334
903,225,160
70
RM
59
5,870
Pave
null
Reg
Lvl
AllPub
Corner
Gtl
BrkSide
Feedr
Feedr
1Fam
2Story
6
9
1,900
2,000
Gable
CompShg
HdBoard
HdBoard
null
0
TA
Gd
BrkTil
TA
TA
No
Unf
0
Unf
0
554
554
GasA
Ex
Y
SBrkr
736
554
0
1,290
0
0
1
1
3
1
TA
6
Typ
0
null
Detchd
1,926
Unf
1
200
Fa
TA
Y
38
112
0
0
0
0
null
MnPrv
Shed
400
4
2,008
WD
Normal
106,900
1,335
903,226,060
50
RM
50
6,000
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
BrkSide
Norm
Norm
1Fam
1.5Fin
6
7
1,940
1,989
Gable
CompShg
Wd Sdng
Wd Sdng
null
0
TA
TA
CBlock
TA
TA
No
ALQ
521
Unf
0
460
981
GasA
Ex
Y
SBrkr
1,014
658
0
1,672
0
0
1
1
3
1
Gd
6
Typ
1
Gd
Detchd
1,940
Unf
1
240
TA
TA
Y
0
11
0
0
0
0
null
GdPrv
null
0
7
2,008
WD
Normal
164,900
1,336
903,226,150
30
RM
50
6,000
Pave
null
Reg
HLS
AllPub
Inside
Gtl
BrkSide
Norm
Norm
1Fam
1Story
5
7
1,924
2,003
Gable
CompShg
Wd Sdng
Wd Sdng
null
0
TA
Fa
BrkTil
TA
Fa
No
Unf
0
Unf
0
949
949
GasA
Ex
Y
SBrkr
949
0
0
949
0
0
1
0
2
1
TA
5
Typ
1
Fa
Detchd
1,924
Unf
2
370
TA
TA
Y
0
0
48
0
0
0
null
null
null
0
7
2,008
WD
Normal
119,000
1,337
903,227,080
50
RM
50
6,000
Pave
null
Reg
Lvl
AllPub
Corner
Gtl
BrkSide
Norm
Norm
1Fam
1.5Fin
6
7
1,929
1,950
Gable
CompShg
WdShing
Wd Shng
null
0
TA
TA
BrkTil
TA
TA
No
Unf
0
Unf
0
862
862
GasA
TA
Y
SBrkr
950
208
0
1,158
0
0
1
0
3
1
TA
5
Typ
1
Gd
BuiltIn
1,929
RFn
1
208
TA
TA
Y
0
0
112
0
0
0
null
null
null
0
7
2,008
WD
Normal
120,000
1,338
903,228,040
50
RM
50
6,000
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
BrkSide
Norm
Norm
1Fam
1.5Fin
6
7
1,937
2,000
Gable
CompShg
Wd Sdng
Wd Sdng
null
0
TA
Gd
BrkTil
TA
TA
No
Rec
201
LwQ
162
462
825
GasA
Ex
Y
SBrkr
825
672
0
1,497
0
0
2
0
3
1
TA
5
Typ
0
null
Detchd
2,004
Unf
1
672
TA
TA
Y
272
0
0
0
0
0
null
GdPrv
null
0
5
2,008
WD
Normal
157,000
1,339
903,228,060
50
RM
50
6,000
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
BrkSide
Norm
Norm
1Fam
1.5Fin
6
5
1,939
1,950
Gable
CompShg
Wd Sdng
Wd Sdng
null
0
TA
TA
CBlock
TA
TA
No
LwQ
264
Unf
0
475
739
GasA
Ex
Y
SBrkr
874
468
0
1,342
0
0
2
0
2
2
TA
7
Typ
1
Gd
Detchd
1,939
Unf
1
240
TA
TA
Y
0
0
0
0
0
0
null
null
null
0
4
2,008
WD
Normal
105,000
1,340
903,228,090
45
RM
50
5,000
Pave
null
Reg
Bnk
AllPub
Inside
Mod
BrkSide
Norm
Norm
1Fam
1.5Unf
6
7
1,926
1,950
Gable
CompShg
MetalSd
MetalSd
null
0
TA
TA
BrkTil
TA
TA
No
Unf
0
Unf
0
992
992
GasA
Ex
Y
SBrkr
1,013
0
0
1,013
0
0
1
0
3
1
TA
6
Typ
0
null
Detchd
1,926
Unf
1
160
Fa
TA
Y
0
0
101
0
0
0
null
null
null
0
4
2,008
WD
Normal
113,000
1,341
903,230,110
50
RM
60
5,520
Pave
null
IR1
Lvl
AllPub
FR2
Gtl
BrkSide
Feedr
Norm
1Fam
1.5Fin
5
7
1,920
1,997
Gable
CompShg
AsbShng
AsbShng
null
0
TA
Gd
BrkTil
TA
TA
No
ALQ
68
Unf
0
497
565
GasA
TA
Y
SBrkr
565
651
0
1,216
1
0
1
0
3
1
TA
6
Typ
1
Gd
BuiltIn
1,920
RFn
1
355
Fa
TA
Y
0
0
180
0
0
0
null
MnPrv
null
0
4
2,008
WD
Normal
115,000
1,342
903,230,120
20
RM
99
5,940
Pave
null
IR1
Lvl
AllPub
FR3
Gtl
BrkSide
Feedr
Norm
1Fam
1Story
4
7
1,946
1,950
Gable
CompShg
MetalSd
CBlock
null
0
TA
TA
PConc
null
null
null
null
null
null
null
null
null
GasA
TA
Y
FuseA
896
0
0
896
null
null
1
0
2
1
TA
4
Typ
0
null
Detchd
1,946
Unf
1
280
TA
TA
Y
0
0
0
0
0
0
null
MnPrv
null
0
4
2,008
ConLD
Abnorml
79,000
1,343
903,231,080
50
RM
52
6,240
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
BrkSide
Norm
Norm
1Fam
1.5Fin
4
7
1,929
1,950
Gable
CompShg
MetalSd
MetalSd
null
0
TA
TA
PConc
TA
TA
No
BLQ
80
Unf
0
624
704
GasA
Ex
Y
SBrkr
624
512
0
1,136
0
1
1
0
2
1
TA
6
Typ
0
null
Detchd
1,990
Unf
1
336
TA
TA
Y
0
365
80
0
0
0
null
null
null
0
8
2,008
WD
Normal
123,000
1,344
903,232,030
30
RM
null
6,120
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
BrkSide
Norm
Norm
1Fam
1Story
5
6
1,945
1,995
Gable
CompShg
Plywood
Plywood
null
0
TA
Gd
CBlock
null
null
null
null
0
null
0
0
0
GasA
Gd
N
SBrkr
808
0
0
808
0
0
1
0
1
1
TA
6
Min2
0
null
Attchd
1,925
Unf
1
164
TA
TA
P
0
48
0
0
0
0
null
null
null
0
6
2,008
WD
Normal
81,300
1,345
903,232,090
50
RM
52
6,240
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
BrkSide
Norm
Norm
1Fam
1.5Fin
5
7
1,930
1,992
Gable
CompShg
MetalSd
MetalSd
null
0
TA
TA
PConc
TA
TA
No
Unf
0
Unf
0
1,078
1,078
GasA
TA
Y
SBrkr
1,128
445
0
1,573
0
0
2
0
3
1
TA
8
Typ
1
Gd
Detchd
1,930
Unf
2
360
TA
TA
P
0
0
0
0
0
0
null
null
null
0
6
2,008
WD
Normal
162,900
1,346
903,233,080
50
RM
52
6,240
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
BrkSide
Norm
Norm
1Fam
1.5Fin
7
5
1,939
1,950
Gable
CompShg
Wd Sdng
Wd Sdng
null
0
TA
TA
BrkTil
TA
TA
Mn
Rec
300
LwQ
240
449
989
GasA
TA
Y
SBrkr
1,245
764
0
2,009
0
0
2
0
4
1
TA
7
Min2
1
Gd
Detchd
1,939
Unf
2
400
TA
TA
Y
0
20
0
0
0
0
null
MnPrv
null
0
1
2,008
WD
Normal
150,000
1,347
903,234,090
70
RM
51
6,120
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
OldTown
Artery
Norm
1Fam
2Story
5
5
1,923
1,950
Gambrel
CompShg
Wd Sdng
Wd Sdng
null
0
TA
TA
BrkTil
TA
TA
No
LwQ
203
Unf
0
897
1,100
GasA
TA
Y
SBrkr
1,226
676
0
1,902
0
0
2
0
4
1
TA
7
Typ
0
null
Detchd
1,960
Unf
2
576
TA
TA
Y
0
139
55
0
0
0
null
null
null
0
10
2,008
WD
Normal
123,500
1,348
903,234,100
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
1,349
903,235,010
70
RM
60
6,155
Pave
null
IR1
Lvl
AllPub
FR3
Gtl
BrkSide
RRNn
Feedr
1Fam
2Story
6
8
1,920
1,999
Gable
CompShg
Wd Sdng
Wd Sdng
null
0
TA
TA
BrkTil
Fa
Fa
Mn
Unf
0
Unf
0
611
611
GasA
Ex
Y
SBrkr
751
611
0
1,362
0
0
2
0
3
1
TA
6
Typ
0
null
Detchd
1,920
Fin
2
502
TA
Fa
Y
0
0
84
0
0
0
null
null
null
0
6
2,008
WD
Normal
128,000
1,350
903,235,100
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
1,351
903,236,010
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
MnPrv
null
0
1
2,008
WD
Normal
127,000
1,352
903,400,180
50
RL
64
13,053
Pave
Pave
Reg
Bnk
AllPub
Inside
Gtl
BrkSide
Norm
Norm
1Fam
1.5Fin
6
7
1,923
2,000
Gambrel
CompShg
Wd Sdng
Wd Sdng
null
0
TA
TA
BrkTil
TA
TA
No
Unf
0
Unf
0
833
833
GasA
Gd
Y
SBrkr
1,053
795
0
1,848
0
0
1
1
4
1
Gd
8
Typ
1
Gd
Detchd
1,922
Unf
2
370
TA
TA
N
0
0
0
0
220
0
null
null
null
0
6
2,008
WD
Normal
207,000
1,353
903,401,020
50
RL
60
9,120
Pave
Pave
Reg
Lvl
AllPub
Inside
Gtl
BrkSide
Norm
Norm
1Fam
1.5Fin
7
6
1,925
1,950
Gable
CompShg
Wd Sdng
Wd Sdng
null
0
TA
Gd
PConc
TA
TA
No
Rec
329
Unf
0
697
1,026
GasA
Ex
Y
SBrkr
1,133
687
0
1,820
1
0
2
0
4
1
TA
8
Typ
0
null
Detchd
1,925
Unf
1
240
TA
TA
N
0
100
0
0
0
0
null
GdPrv
null
0
6
2,008
WD
Normal
184,000
1,354
903,401,030
50
RL
60
9,144
Pave
Pave
Reg
Lvl
AllPub
Inside
Gtl
BrkSide
Norm
Norm
1Fam
1.5Fin
6
4
1,915
2,004
Gable
CompShg
VinylSd
VinylSd
null
0
TA
Gd
BrkTil
TA
TA
No
Unf
0
Unf
0
810
810
GasA
Ex
Y
SBrkr
1,170
546
0
1,716
0
0
2
0
4
1
Gd
8
Typ
0
null
Detchd
1,970
Unf
2
672
TA
TA
Y
0
195
0
0
0
0
null
null
null
0
3
2,008
WD
Normal
162,500
1,355
903,401,050
50
RL
null
9,144
Pave
Pave
Reg
Lvl
AllPub
Inside
Gtl
BrkSide
Norm
Norm
1Fam
1.5Fin
5
5
1,940
1,982
Gable
CompShg
MetalSd
MetalSd
null
0
TA
TA
CBlock
TA
TA
No
Rec
399
Unf
0
484
883
GasA
Gd
Y
SBrkr
988
517
0
1,505
1
0
1
0
3
1
TA
8
Typ
0
null
Detchd
1,940
Unf
1
240
TA
TA
N
0
0
0
0
0
0
null
null
null
0
7
2,008
WD
Normal
145,000
1,356
903,425,420
30
RL
55
10,267
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
BrkSide
RRAn
Norm
1Fam
1Story
6
7
1,918
2,000
Gable
CompShg
Stucco
Wd Shng
null
0
TA
Gd
BrkTil
TA
Gd
Mn
Rec
210
ALQ
606
0
816
GasA
Ex
Y
SBrkr
838
0
0
838
1
0
1
0
2
1
Fa
5
Typ
0
null
Detchd
1,961
Fin
1
275
TA
TA
N
0
0
112
0
0
0
null
MnWw
null
0
5
2,008
WD
Normal
130,000
1,357
903,426,160
60
RM
57
8,094
Pave
Grvl
Reg
Lvl
AllPub
Inside
Gtl
OldTown
Norm
Norm
2fmCon
2.5Unf
6
8
1,910
1,983
Gable
CompShg
Wd Sdng
Wd Sdng
null
0
TA
TA
PConc
TA
TA
Mn
Rec
196
Unf
0
1,046
1,242
GasA
Gd
Y
SBrkr
1,242
742
0
1,984
0
0
2
0
5
1
TA
8
Typ
0
null
Detchd
null
null
1
360
null
null
Y
64
0
180
0
0
0
null
MnPrv
Shed
1,000
9
2,008
WD
Normal
160,000
1,358
903,427,090
70
RM
null
5,100
Pave
Grvl
Reg
Lvl
AllPub
Inside
Gtl
OldTown
Norm
Norm
1Fam
2Story
8
7
1,925
1,996
Hip
CompShg
Stucco
Wd Shng
null
0
TA
Gd
PConc
TA
TA
No
Unf
0
Unf
0
588
588
GasA
Fa
Y
SBrkr
833
833
0
1,666
0
0
1
0
3
1
Gd
7
Typ
1
Gd
Detchd
1,925
Unf
1
228
TA
TA
Y
192
63
0
0
0
0
null
MnPrv
null
0
6
2,008
WD
Normal
161,000
1,359
903,429,010
50
RM
63
4,347
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
OldTown
Norm
Norm
1Fam
1.5Fin
6
8
1,910
1,950
Gambrel
CompShg
MetalSd
MetalSd
null
0
Gd
TA
BrkTil
Gd
Gd
No
Unf
0
Unf
0
796
796
GasA
Ex
Y
SBrkr
825
784
0
1,609
0
0
1
0
3
1
TA
7
Typ
0
null
Detchd
1,910
Unf
1
228
Fa
Fa
N
0
182
0
0
0
0
null
null
null
0
6
2,008
WD
Normal
127,500
1,360
903,452,025
30
RM
null
6,291
Grvl
null
IR1
Lvl
AllPub
Inside
Gtl
IDOTRR
RRNe
Norm
1Fam
1Story
6
6
1,930
1,950
Gable
CompShg
Stucco
Wd Shng
null
0
Gd
Gd
BrkTil
TA
TA
No
Unf
0
Unf
0
768
768
GasA
TA
Y
SBrkr
768
0
0
768
0
0
1
0
1
1
TA
4
Typ
0
null
Detchd
1,930
Unf
2
440
TA
TA
N
0
0
84
0
0
0
null
null
null
0
7
2,008
WD
Normal
93,850
1,361
903,453,050
70
RM
60
10,266
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
IDOTRR
Norm
Norm
1Fam
2Story
6
6
1,952
1,952
Gable
CompShg
MetalSd
MetalSd
null
0
TA
TA
CBlock
TA
TA
No
Rec
372
Unf
0
396
768
GasA
TA
Y
FuseA
768
768
0
1,536
0
0
1
1
4
1
TA
7
Typ
0
null
Detchd
1,952
Unf
1
308
TA
TA
Y
0
216
80
0
0
0
null
null
null
0
5
2,008
COD
Abnorml
136,000
1,362
903,454,100
50
RM
60
6,876
Pave
null
Reg
Bnk
AllPub
Inside
Gtl
IDOTRR
Norm
Norm
1Fam
1.5Fin
6
6
1,938
1,958
Gable
CompShg
Wd Sdng
Wd Sdng
null
0
TA
TA
BrkTil
TA
TA
No
Unf
0
Unf
0
1,272
1,272
GasA
TA
Y
SBrkr
1,272
0
697
1,969
0
0
2
0
4
1
TA
9
Min1
1
Gd
Detchd
1,938
Unf
2
400
TA
TA
Y
0
34
0
0
0
0
null
null
null
0
11
2,008
COD
Normal
141,000
1,363
903,455,030
50
RM
null
10,320
Pave
Grvl
Reg
Lvl
AllPub
Inside
Gtl
IDOTRR
Norm
Norm
1Fam
1.5Fin
5
6
1,915
1,978
Gable
CompShg
HdBoard
HdBoard
null
0
TA
Fa
BrkTil
TA
Fa
No
Unf
0
Unf
0
880
880
GasA
Gd
Y
SBrkr
880
428
0
1,308
0
0
2
0
2
1
TA
6
Typ
0
null
Detchd
1,950
Unf
2
400
Fa
Fa
Y
0
0
117
0
0
0
null
null
null
0
4
2,008
WD
Normal
120,000
1,364
903,455,140
30
RM
60
7,200
Pave
null
Reg
Lvl
AllPub
Corner
Gtl
IDOTRR
Norm
Norm
1Fam
1Story
6
7
1,925
1,992
Gable
CompShg
VinylSd
VinylSd
null
0
TA
TA
CBlock
TA
TA
No
Unf
0
Unf
0
1,040
1,040
GasA
Gd
Y
SBrkr
1,040
0
0
1,040
0
0
1
0
2
1
TA
5
Typ
0
null
Detchd
1,993
Unf
2
320
TA
TA
Y
0
132
0
0
0
0
null
null
null
0
7
2,008
WD
Normal
127,500
1,365
903,456,130
50
RM
62
7,006
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
IDOTRR
Norm
Norm
1Fam
1.5Fin
6
6
1,925
1,950
Gable
CompShg
Stucco
Stucco
null
0
TA
TA
PConc
TA
TA
No
Rec
121
Unf
0
647
768
GasA
TA
Y
SBrkr
788
448
0
1,236
1
0
2
0
3
1
TA
6
Typ
1
Gd
Detchd
1,985
Unf
1
384
TA
TA
Y
0
0
0
0
0
0
null
MnPrv
null
0
8
2,008
WD
Family
127,000
1,366
903,458,110
50
RM
null
7,920
Pave
Grvl
IR1
Lvl
AllPub
Inside
Gtl
IDOTRR
Artery
Norm
1Fam
1.5Fin
6
7
1,920
1,950
Gable
CompShg
MetalSd
MetalSd
null
0
TA
Fa
CBlock
TA
TA
No
Unf
0
Unf
0
319
319
GasA
TA
Y
FuseA
1,035
371
0
1,406
0
0
1
0
3
1
Fa
6
Typ
0
null
null
null
null
0
0
null
null
N
0
144
0
0
0
0
null
MnPrv
null
0
3
2,008
WD
Normal
89,500
1,367
903,475,020
20
RM
49
8,235
Pave
null
IR1
HLS
AllPub
Inside
Gtl
OldTown
Feedr
RRNn
1Fam
1Story
5
7
1,955
1,995
Gable
CompShg
MetalSd
MetalSd
null
0
TA
Gd
CBlock
TA
TA
No
LwQ
180
Rec
645
0
825
GasA
TA
Y
SBrkr
825
0
0
825
1
0
1
0
2
1
TA
4
Typ
0
null
Detchd
1,963
RFn
2
720
TA
TA
Y
140
50
0
0
0
0
null
MnPrv
null
0
6
2,008
WD
Normal
125,000
1,368
903,476,110
50
RM
60
5,586
Pave
null
IR1
Bnk
AllPub
Inside
Gtl
OldTown
Feedr
Norm
1Fam
1.5Fin
6
7
1,920
1,998
Gable
CompShg
MetalSd
MetalSd
null
0
TA
TA
BrkTil
TA
TA
No
Unf
0
Unf
0
901
901
GasA
Gd
Y
SBrkr
1,088
110
0
1,198
0
0
1
0
4
1
TA
7
Typ
0
null
null
null
null
0
0
null
null
N
0
98
0
0
0
0
null
MnPrv
null
0
9
2,008
ConLD
Abnorml
79,900
1,369
903,481,010
30
RM
60
10,320
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
IDOTRR
RRNe
Norm
1Fam
1Story
5
8
1,912
1,991
Gable
CompShg
Wd Sdng
Wd Sdng
null
0
TA
TA
BrkTil
Fa
TA
No
Unf
0
Unf
0
451
451
GasA
TA
Y
SBrkr
759
0
0
759
0
0
1
0
1
1
TA
5
Typ
0
null
Detchd
1,997
Unf
2
576
TA
TA
N
40
0
0
0
0
0
null
null
null
0
8
2,008
ConLD
Family
85,000
1,370
903,481,100
190
RM
60
10,320
Pave
Grvl
Reg
Lvl
AllPub
Inside
Gtl
IDOTRR
Norm
Norm
2fmCon
2Story
3
3
1,915
1,950
Gable
CompShg
AsphShn
AsphShn
null
0
Fa
Fa
PConc
TA
Fa
No
Unf
0
Unf
0
536
536
GasA
Ex
N
FuseF
808
536
0
1,344
0
0
2
0
3
2
TA
8
Typ
0
null
null
null
null
0
0
null
null
N
42
0
204
0
0
0
null
null
null
0
5
2,008
WD
Normal
82,375
1,371
903,484,020
50
RM
60
10,320
Pave
Grvl
Reg
Lvl
AllPub
Inside
Gtl
IDOTRR
Norm
Norm
1Fam
1.5Fin
6
7
1,906
1,995
Gable
CompShg
MetalSd
MetalSd
null
0
TA
TA
CBlock
TA
TA
No
Unf
0
Unf
0
756
756
GasA
Ex
Y
SBrkr
756
713
0
1,469
0
0
1
0
3
1
TA
7
Typ
0
null
Detchd
1,906
Unf
1
216
TA
TA
Y
57
0
239
0
0
0
null
MnPrv
null
0
6
2,008
WD
Normal
135,000
1,372
904,100,020
20
RL
82
9,488
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
Sawyer
Feedr
Norm
1Fam
1Story
5
6
1,947
1,993
Gable
CompShg
VinylSd
VinylSd
null
0
Gd
TA
CBlock
TA
TA
No
Unf
0
Unf
0
1,046
1,046
GasA
Gd
N
SBrkr
1,054
0
0
1,054
0
0
1
0
3
1
TA
6
Typ
0
null
Detchd
1,947
Unf
1
240
TA
TA
Y
0
60
122
0
0
0
null
null
null
0
9
2,008
WD
Abnorml
124,000
1,373
904,100,040
20
RL
55
8,250
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
Sawyer
Feedr
Norm
1Fam
1Story
5
5
1,968
1,968
Hip
CompShg
HdBoard
HdBoard
null
0
TA
TA
CBlock
TA
TA
No
BLQ
250
LwQ
492
210
952
GasA
Ex
Y
SBrkr
1,211
0
0
1,211
0
0
1
0
3
1
TA
5
Typ
1
TA
Attchd
1,968
Unf
1
322
TA
TA
Y
0
63
0
0
0
0
null
null
null
0
8
2,008
WD
Normal
134,000
1,374
904,100,160
50
RL
115
21,286
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
Sawyer
Norm
Norm
1Fam
1.5Fin
5
5
1,948
1,950
Gable
CompShg
Wd Sdng
Wd Sdng
null
0
TA
TA
CBlock
TA
TA
No
Unf
0
Unf
0
720
720
GasA
TA
Y
SBrkr
720
551
0
1,271
0
0
2
0
4
1
TA
7
Typ
1
Gd
Attchd
1,948
Unf
1
312
TA
TA
Y
0
0
108
0
0
0
null
null
null
0
8
2,008
WD
Normal
135,000
1,375
904,101,170
50
RL
80
17,120
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
ClearCr
Feedr
Norm
1Fam
1.5Fin
4
4
1,959
1,959
Gable
CompShg
WdShing
Plywood
null
0
TA
TA
CBlock
null
null
null
null
0
null
0
0
0
GasA
TA
Y
SBrkr
1,120
468
0
1,588
0
0
2
0
4
1
TA
7
Min2
1
Gd
Detchd
1,991
Fin
2
680
TA
TA
N
0
59
0
0
0
0
null
null
null
0
7
2,008
WD
Normal
134,432
1,376
904,351,280
190
RL
62
10,106
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
Edwards
Norm
Norm
2fmCon
1.5Fin
5
7
1,940
1,999
Gable
CompShg
Wd Sdng
Wd Sdng
null
0
TA
Gd
BrkTil
TA
TA
No
ALQ
351
Rec
181
112
644
GasA
Gd
Y
SBrkr
808
547
0
1,355
1
0
2
0
4
2
TA
6
Typ
0
null
null
null
null
0
0
null
null
Y
140
0
0
0
0
0
null
null
null
0
9
2,008
WD
Normal
127,500
1,377
905,100,020
85
RL
null
11,235
Pave
null
Reg
Lvl
AllPub
Corner
Gtl
Sawyer
Feedr
Norm
1Fam
SFoyer
5
6
1,963
1,963
Gable
CompShg
HdBoard
Wd Sdng
null
0
TA
TA
CBlock
Gd
TA
Av
ALQ
784
Unf
0
197
981
GasA
TA
Y
SBrkr
1,075
0
0
1,075
1
0
1
0
3
1
Gd
6
Typ
0
null
Detchd
1,996
Unf
2
440
TA
TA
Y
64
0
0
0
64
0
null
MnPrv
null
0
5
2,008
WD
Abnorml
148,000
1,378
905,102,170
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
1,379
905,103,030
80
RL
80
13,014
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
Sawyer
Norm
Norm
1Fam
SLvl
6
5
1,978
1,978
Gable
CompShg
HdBoard
Plywood
BrkFace
39
TA
TA
CBlock
TA
TA
Av
ALQ
528
Unf
0
480
1,008
GasA
TA
Y
SBrkr
1,096
0
0
1,096
1
0
1
0
3
1
TA
6
Typ
1
Fa
Attchd
1,978
Unf
2
484
TA
TA
Y
168
0
0
0
0
0
null
null
null
0
12
2,008
WD
Normal
157,500
1,380
905,104,080
20
RL
null
7,162
Pave
null
IR1
Lvl
AllPub
Inside
Gtl
Sawyer
Norm
Norm
1Fam
1Story
5
7
1,966
1,966
Gable
CompShg
HdBoard
HdBoard
BrkCmn
41
TA
TA
PConc
TA
TA
No
Unf
0
Unf
0
876
876
GasA
TA
Y
SBrkr
904
0
0
904
0
0
1
0
3
1
TA
6
Typ
0
null
Attchd
1,966
Unf
1
408
TA
TA
Y
0
0
0
0
0
0
null
MnPrv
null
0
12
2,008
WD
Abnorml
109,900
1,381
905,104,110
20
RL
68
10,265
Pave
null
IR1
Lvl
AllPub
Inside
Gtl
Sawyer
Norm
Norm
1Fam
1Story
5
7
1,967
2,005
Gable
CompShg
HdBoard
HdBoard
null
0
TA
Fa
CBlock
TA
TA
No
ALQ
758
Unf
0
234
992
GasA
Ex
Y
SBrkr
992
0
0
992
1
0
1
0
3
1
Gd
6
Typ
0
null
Attchd
1,967
RFn
1
294
TA
TA
Y
204
0
0
0
0
0
null
MnPrv
Shed
600
7
2,008
WD
Normal
145,000
1,382
905,104,180
20
RL
57
9,764
Pave
null
IR1
Lvl
AllPub
FR2
Gtl
Sawyer
Feedr
Norm
1Fam
1Story
5
7
1,967
2,003
Gable
CompShg
VinylSd
VinylSd
null
0
TA
TA
CBlock
TA
TA
No
BLQ
702
Unf
0
192
894
GasA
Ex
Y
SBrkr
894
0
0
894
1
0
1
0
3
1
Gd
5
Typ
0
null
Attchd
1,967
RFn
2
450
TA
TA
Y
0
0
0
0
0
0
null
null
null
0
5
2,008
WD
Normal
130,000
1,383
905,107,280
85
RL
null
7,703
Pave
null
IR1
Lvl
AllPub
CulDSac
Gtl
Sawyer
Norm
Norm
1Fam
SFoyer
6
8
1,978
1,978
Gable
CompShg
HdBoard
HdBoard
BrkCmn
40
TA
TA
CBlock
Gd
TA
Gd
ALQ
450
Unf
0
0
450
GasA
Ex
Y
SBrkr
1,034
0
0
1,034
0
1
1
0
3
1
TA
6
Typ
1
Po
Basment
1,978
Fin
2
504
TA
TA
Y
311
0
0
0
0
0
null
GdWo
null
0
5
2,008
WD
Normal
153,000
1,384
905,107,380
20
RL
null
9,981
Pave
null
IR1
Lvl
AllPub
Corner
Gtl
Sawyer
Norm
Norm
1Fam
1Story
5
5
1,967
1,967
Gable
CompShg
MetalSd
MetalSd
BrkFace
340
TA
TA
CBlock
TA
TA
Mn
BLQ
221
Unf
0
852
1,073
GasA
Gd
Y
SBrkr
1,073
0
0
1,073
0
0
1
0
3
1
TA
6
Typ
0
null
Attchd
1,967
RFn
1
270
TA
TA
Y
0
90
0
0
0
0
null
MnPrv
null
0
3
2,008
WD
Normal
120,000
1,385
905,108,170
85
RL
null
7,400
Pave
null
IR1
Lvl
AllPub
CulDSac
Gtl
Sawyer
Norm
Norm
1Fam
SFoyer
5
5
1,984
1,984
Gable
CompShg
VinylSd
VinylSd
null
0
TA
TA
PConc
Gd
TA
Av
LwQ
104
ALQ
956
0
1,060
GasA
TA
Y
SBrkr
1,126
0
0
1,126
1
0
1
0
2
1
TA
5
Typ
0
null
Attchd
1,984
Unf
2
506
TA
TA
Y
178
0
0
0
0
0
null
null
null
0
3
2,008
WD
Normal
152,000
1,386
905,200,090
90
RL
60
12,900
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
Sawyer
Feedr
Norm
Duplex
SFoyer
4
4
1,969
1,969
Gable
CompShg
Plywood
Plywood
null
0
TA
TA
CBlock
Gd
TA
Av
GLQ
1,198
Unf
0
0
1,198
GasA
TA
Y
SBrkr
1,258
0
0
1,258
2
0
0
2
0
2
TA
6
Typ
0
null
CarPort
1,969
Unf
2
400
Fa
TA
Y
120
0
0
0
0
0
null
null
null
0
1
2,008
WD
Alloca
108,959
1,387
905,200,100
190
RL
60
12,900
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
Sawyer
Feedr
Norm
2fmCon
1Story
5
4
1,920
1,950
Gable
CompShg
BrkFace
Stucco
null
0
TA
TA
PConc
TA
Fa
No
BLQ
1,300
Unf
0
0
1,300
GasA
Fa
Y
SBrkr
1,140
0
0
1,140
1
0
1
0
3
1
TA
6
Typ
0
null
CarPort
1,920
Unf
2
400
TA
TA
Y
0
0
190
0
0
0
null
null
null
0
1
2,008
WD
Alloca
95,541
1,388
905,200,160
20
RL
null
9,000
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
Sawyer
Norm
Norm
1Fam
1Story
5
3
1,959
1,959
Gable
CompShg
Wd Sdng
Plywood
null
0
TA
TA
CBlock
TA
TA
No
GLQ
288
Unf
0
718
1,006
GasA
TA
Y
SBrkr
1,006
0
0
1,006
0
0
1
0
3
1
TA
5
Typ
0
null
null
null
null
0
0
null
null
Y
0
24
0
0
0
0
null
null
null
0
7
2,008
WD
Normal
80,000
1,389
905,200,510
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
MnPrv
null
0
6
2,008
WD
Normal
149,350
1,390
905,201,020
20
RL
94
9,239
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
Sawyer
Feedr
Norm
1Fam
1Story
5
8
1,963
2,003
Gable
CompShg
VinylSd
VinylSd
null
0
TA
Gd
CBlock
TA
TA
No
GLQ
634
Unf
0
326
960
GasA
Ex
Y
SBrkr
960
0
0
960
1
0
1
0
3
1
Gd
6
Typ
0
null
Attchd
1,963
Fin
1
300
TA
TA
Y
168
0
0
0
0
0
null
null
null
0
5
2,008
WD
Normal
144,900
1,391
905,201,110
20
RL
88
14,175
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
Sawyer
PosA
Norm
1Fam
1Story
6
8
1,956
1,956
Gable
CompShg
HdBoard
HdBoard
null
0
TA
TA
CBlock
TA
Gd
Gd
GLQ
776
Unf
0
212
988
GasA
TA
Y
FuseA
1,188
0
0
1,188
1
0
1
0
1
1
TA
4
Typ
1
TA
Attchd
1,956
Unf
2
621
TA
TA
Y
102
89
231
0
0
0
null
null
null
0
6
2,008
WD
Normal
185,000
1,392
905,201,120
20
RL
null
13,284
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
Sawyer
PosN
Norm
1Fam
1Story
5
5
1,954
1,954
Gable
CompShg
Wd Sdng
Plywood
null
0
TA
TA
PConc
Gd
TA
Mn
BLQ
1,064
Unf
0
319
1,383
GasA
TA
Y
SBrkr
1,383
0
0
1,383
1
0
1
0
3
1
TA
6
Typ
1
Gd
Attchd
1,954
Unf
1
354
TA
TA
Y
511
116
0
0
0
0
null
GdPrv
null
0
6
2,008
WD
Normal
165,000
1,393
905,202,230
20
RL
null
13,500
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
ClearCr
Norm
Norm
1Fam
1Story
6
7
1,960
1,975
Flat
CompShg
BrkFace
Plywood
null
0
TA
TA
CBlock
Gd
TA
Gd
BLQ
429
ALQ
1,080
93
1,602
GasA
Gd
Y
SBrkr
1,252
0
0
1,252
1
0
1
0
1
1
TA
4
Typ
1
Gd
Attchd
1,960
RFn
2
564
TA
TA
Y
409
0
0
0
0
0
null
null
null
0
3
2,008
WD
Normal
235,000
1,394
905,225,040
80
RL
85
13,825
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
Sawyer
Norm
Norm
1Fam
SLvl
5
6
1,958
1,987
Gable
CompShg
MetalSd
MetalSd
null
0
TA
Gd
CBlock
TA
TA
No
Unf
0
Unf
0
533
533
GasA
TA
Y
SBrkr
1,021
580
0
1,601
0
1
1
0
3
1
TA
6
Min2
0
null
BuiltIn
1,958
RFn
1
300
TA
TA
Y
280
34
0
0
0
0
null
null
null
0
12
2,008
WD
Normal
140,000
1,395
905,226,030
30
RL
60
10,200
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
Sawyer
Norm
Norm
1Fam
1Story
5
8
1,940
1,997
Gable
CompShg
Wd Sdng
Wd Sdng
null
0
TA
TA
PConc
TA
TA
No
Unf
0
Unf
0
672
672
GasA
Ex
Y
SBrkr
672
0
0
672
0
0
1
0
2
1
TA
4
Typ
0
null
Detchd
1,940
Unf
1
240
TA
TA
N
168
0
0
0
0
0
null
GdPrv
null
0
8
2,008
WD
Normal
108,000
1,396
905,226,110
190
RL
null
10,532
Pave
null
Reg
Lvl
AllPub
Corner
Gtl
ClearCr
Norm
Norm
1Fam
1Story
5
3
1,960
1,960
Flat
Tar&Grv
Plywood
Plywood
Stone
275
TA
TA
CBlock
TA
TA
Mn
Rec
988
Unf
0
0
988
GasA
Gd
Y
SBrkr
1,721
0
0
1,721
1
0
2
0
3
1
TA
7
Mod
2
TA
Basment
1,960
Unf
2
626
TA
TA
Y
50
84
0
0
0
0
null
null
null
0
12
2,008
WD
Abnorml
145,000
1,397
905,227,050
50
RL
63
8,375
Pave
null
Reg
Lvl
AllPub
Corner
Gtl
Sawyer
Norm
Norm
1Fam
1.5Fin
5
7
1,941
1,973
Gable
CompShg
Wd Sdng
Wd Sdng
null
0
TA
TA
BrkTil
TA
TA
No
ALQ
336
Unf
0
240
576
GasA
Gd
Y
SBrkr
864
486
0
1,350
1
0
1
1
2
1
Gd
6
Min1
0
null
2Types
1,973
Unf
3
627
TA
TA
N
0
0
0
0
0
0
null
MnPrv
null
0
6
2,008
WD
Normal
152,400
1,398
905,300,020
80
RL
null
10,200
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
Sawyer
Norm
Norm
1Fam
SLvl
5
8
1,970
1,970
Hip
CompShg
HdBoard
HdBoard
null
0
TA
Gd
PConc
Gd
TA
Av
ALQ
704
Unf
0
160
864
GasA
Ex
Y
SBrkr
904
0
0
904
0
0
1
0
3
1
Gd
5
Typ
0
null
2Types
1,979
Unf
3
912
TA
TA
Y
143
0
0
0
0
0
null
MnPrv
null
0
6
2,008
WD
Normal
144,000
1,399
905,351,089
120
RL
null
2,887
Pave
null
Reg
HLS
AllPub
Inside
Gtl
ClearCr
Norm
Norm
1Fam
1Story
6
5
1,996
1,997
Gable
CompShg
Wd Sdng
Wd Sdng
null
0
TA
TA
PConc
Gd
TA
Mn
GLQ
1,003
Unf
0
288
1,291
GasA
Ex
Y
SBrkr
1,291
0
0
1,291
1
0
1
0
2
1
Gd
6
Typ
1
Gd
Attchd
1,996
Unf
2
431
TA
TA
Y
307
0
0
0
0
0
null
null
null
0
11
2,008
WD
Normal
173,000
1,400
905,352,030
60
RL
83
10,005
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
ClearCr
Norm
Norm
1Fam
2Story
7
5
1,977
1,977
Hip
CompShg
Plywood
Plywood
BrkFace
299
TA
TA
CBlock
Gd
TA
No
BLQ
392
Unf
0
768
1,160
GasA
Ex
Y
SBrkr
1,156
866
0
2,022
0
0
2
1
4
1
TA
8
Typ
1
TA
Attchd
1,977
Fin
2
505
TA
TA
Y
288
117
0
0
0
0
null
null
null
0
3
2,008
WD
Normal
192,000