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
201
903,234,050
30
RM
51
6,120
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
OldTown
Artery
Norm
1Fam
1Story
6
5
1,923
1,950
Gable
CompShg
Wd Sdng
Wd Sdng
null
0
TA
TA
BrkTil
Fa
Fa
No
ALQ
960
Unf
0
164
1,124
GasA
TA
Y
SBrkr
1,068
0
0
1,068
1
0
1
0
2
1
TA
5
Typ
1
Gd
Detchd
1,923
Unf
1
288
TA
TA
Y
0
0
128
0
0
0
null
null
null
0
3
2,010
WD
Normal
109,500
202
903,425,110
70
RM
50
10,300
Pave
null
IR1
Bnk
AllPub
Inside
Gtl
OldTown
RRAn
Feedr
1Fam
2Story
7
6
1,921
1,950
Gable
CompShg
Stucco
Stucco
null
0
TA
TA
BrkTil
TA
TA
No
Unf
0
Unf
0
576
576
GasA
Gd
Y
SBrkr
902
808
0
1,710
0
0
2
0
3
1
TA
9
Typ
0
null
Detchd
1,990
Unf
2
480
TA
TA
Y
12
11
64
0
0
0
null
GdPrv
null
0
4
2,010
WD
Normal
140,000
203
903,426,180
50
RM
57
8,094
Pave
Grvl
Reg
Lvl
AllPub
Inside
Gtl
OldTown
Norm
Norm
1Fam
1.5Fin
4
5
1,915
1,950
Gable
CompShg
MetalSd
MetalSd
null
0
TA
Fa
CBlock
TA
TA
No
Unf
0
Unf
0
888
888
GasA
Ex
Y
SBrkr
888
1,074
0
1,962
0
0
1
1
4
1
TA
9
Typ
1
TA
Detchd
1,915
Unf
2
572
TA
TA
Y
160
0
364
0
0
0
null
GdPrv
null
0
6
2,010
WD
Normal
149,500
204
903,426,200
70
RM
60
12,900
Pave
Grvl
Reg
Lvl
AllPub
Inside
Gtl
OldTown
Norm
Norm
1Fam
2Story
6
8
1,912
2,009
Gable
CompShg
Wd Sdng
Wd Sdng
null
0
Gd
Gd
PConc
TA
TA
No
Unf
0
Unf
0
780
780
GasA
Ex
Y
SBrkr
780
780
0
1,560
0
0
1
1
3
1
Gd
7
Typ
0
null
null
null
null
0
0
null
null
N
344
0
0
0
168
0
null
null
null
0
5
2,010
WD
Normal
159,900
205
903,430,080
70
RM
52
3,068
Pave
Grvl
Reg
Lvl
AllPub
Inside
Gtl
OldTown
Norm
Norm
1Fam
2Story
6
8
1,920
1,993
Gable
CompShg
VinylSd
VinylSd
null
0
TA
Gd
BrkTil
TA
TA
No
Unf
0
Unf
0
662
662
GasA
Ex
Y
SBrkr
662
662
0
1,324
0
1
1
0
3
1
TA
6
Typ
0
null
Detchd
1,920
Unf
1
180
TA
TA
Y
0
0
112
0
0
0
null
GdPrv
null
0
2
2,010
WD
Normal
122,000
206
903,450,110
90
RM
110
8,472
Grvl
null
IR2
Bnk
AllPub
Corner
Mod
IDOTRR
RRNn
Norm
Duplex
1Story
5
5
1,963
1,963
Gable
CompShg
Wd Sdng
Wd Sdng
null
0
Fa
TA
CBlock
Gd
TA
Gd
LwQ
104
GLQ
712
0
816
GasA
TA
N
SBrkr
816
0
0
816
1
0
1
0
2
1
TA
5
Typ
0
null
CarPort
1,963
Unf
2
516
TA
TA
Y
106
0
0
0
0
0
null
null
null
0
5
2,010
WD
Normal
110,000
207
903,454,060
190
RM
70
5,600
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
IDOTRR
Norm
Norm
2fmCon
2Story
4
5
1,930
1,950
Hip
CompShg
VinylSd
Wd Shng
null
0
Fa
Fa
Slab
null
null
null
null
0
null
0
0
0
GasA
Fa
N
SBrkr
372
720
0
1,092
0
0
2
0
3
2
Fa
7
Mod
0
null
null
null
null
0
0
null
null
N
0
0
0
0
0
0
null
null
Othr
3,500
7
2,010
WD
Normal
55,000
208
903,476,030
190
RM
76
7,630
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
OldTown
Feedr
Norm
2fmCon
2Story
5
9
1,900
1,996
Gable
CompShg
Wd Sdng
Wd Sdng
null
0
TA
Gd
BrkTil
Gd
TA
No
Unf
0
Unf
0
360
360
GasA
Gd
Y
SBrkr
1,032
780
0
1,812
0
0
2
0
4
2
Gd
8
Typ
1
Po
Detchd
1,999
Unf
2
672
TA
TA
N
344
0
40
0
0
0
null
MnPrv
null
0
5
2,010
WD
Normal
140,000
209
904,100,140
70
RL
null
24,090
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
ClearCr
Norm
Norm
1Fam
2Story
7
7
1,940
1,950
Gable
CompShg
MetalSd
MetalSd
null
0
TA
Gd
CBlock
TA
TA
Mn
Unf
0
Unf
0
1,032
1,032
GasA
Ex
Y
SBrkr
1,207
1,196
0
2,403
0
0
2
0
4
1
TA
10
Typ
2
TA
Attchd
1,940
Unf
1
349
TA
TA
Y
56
0
318
0
0
0
null
null
null
0
6
2,010
COD
Normal
244,400
210
904,101,110
20
RL
100
15,263
Pave
null
IR1
Lvl
AllPub
Inside
Gtl
ClearCr
Feedr
Norm
1Fam
1Story
5
5
1,959
1,959
Gable
CompShg
HdBoard
HdBoard
BrkFace
90
TA
TA
CBlock
Gd
TA
No
Rec
766
Unf
0
656
1,422
GasA
Gd
Y
SBrkr
1,675
0
0
1,675
0
0
2
0
3
1
TA
8
Typ
2
Gd
Attchd
1,959
Unf
1
365
TA
TA
Y
0
132
0
0
0
0
null
null
null
0
5
2,010
WD
Normal
173,000
211
904,300,150
50
RL
72
10,632
Pave
null
IR1
Lvl
AllPub
Inside
Gtl
ClearCr
Norm
Norm
1Fam
1.5Fin
5
3
1,917
1,950
Gable
CompShg
Wd Sdng
Wd Sdng
null
0
TA
TA
BrkTil
Gd
Fa
No
Unf
0
Unf
0
689
689
GasA
Gd
N
SBrkr
725
499
0
1,224
0
0
1
1
3
1
Po
6
Mod
0
null
Detchd
1,917
Unf
1
180
Fa
Fa
N
0
0
248
0
0
0
null
null
null
0
1
2,010
COD
Normal
107,500
212
904,302,260
190
RL
60
9,900
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
SWISU
Norm
Norm
2fmCon
1.5Fin
5
4
1,915
1,950
Gable
CompShg
Wd Sdng
Wd Shng
null
0
Fa
Fa
BrkTil
TA
TA
No
Rec
1,026
Unf
0
186
1,212
GasA
TA
N
SBrkr
1,212
180
0
1,392
1
0
1
0
3
1
TA
6
Typ
0
null
null
null
null
0
0
null
null
N
0
0
168
0
0
0
null
null
null
0
2
2,010
ConLD
Normal
100,000
213
904,350,045
50
RL
65
6,001
Pave
null
IR1
Bnk
AllPub
Inside
Mod
SWISU
Norm
Norm
1Fam
1.5Fin
6
5
1,940
1,950
Gable
CompShg
VinylSd
VinylSd
null
0
TA
TA
CBlock
Fa
TA
No
LwQ
368
Unf
0
232
600
GasA
Ex
N
SBrkr
600
319
0
919
0
0
1
0
3
1
TA
5
Typ
0
null
Detchd
1,940
Unf
1
231
TA
TA
Y
0
0
45
0
0
0
null
MnPrv
null
0
3
2,010
WD
Normal
95,000
214
904,351,040
70
C (all)
null
6,449
Pave
null
IR1
Lvl
AllPub
Inside
Gtl
SWISU
Norm
Norm
1Fam
2Story
4
1
1,907
1,950
Gambrel
CompShg
Wd Sdng
Stucco
null
0
TA
TA
CBlock
TA
TA
No
Rec
73
Unf
0
634
707
GasW
TA
N
SBrkr
942
942
0
1,884
0
0
1
1
4
1
TA
7
Typ
0
null
null
null
null
0
0
null
null
N
0
0
239
0
0
0
null
null
null
0
3
2,010
WD
Abnorml
93,369
215
904,352,190
190
RH
60
6,048
Pave
null
Reg
Lvl
AllPub
Corner
Gtl
SWISU
Artery
Norm
2fmCon
1.5Fin
5
7
1,910
1,950
Gable
CompShg
Wd Sdng
Wd Sdng
null
0
TA
Gd
BrkTil
TA
TA
Mn
LwQ
736
Unf
0
120
856
GasA
Gd
Y
SBrkr
936
744
0
1,680
1
0
2
0
2
2
TA
7
Typ
1
Gd
Detchd
1,910
Unf
2
450
TA
Fa
P
56
144
0
0
0
0
null
null
null
0
6
2,010
COD
Normal
114,900
216
905,101,100
50
RL
54
6,342
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
Sawyer
Feedr
Norm
1Fam
1.5Fin
5
8
1,875
1,996
Gable
CompShg
VinylSd
VinylSd
null
0
TA
Gd
CBlock
TA
TA
No
Unf
0
Unf
0
780
780
GasA
Gd
N
SBrkr
780
240
0
1,020
0
0
1
0
2
1
TA
6
Typ
0
null
null
null
null
0
0
null
null
N
0
0
176
0
0
0
null
null
null
0
5
2,010
WD
Normal
94,000
217
905,101,300
90
RL
72
10,773
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
Sawyer
Norm
Norm
Duplex
1Story
4
3
1,967
1,967
Gable
Tar&Grv
Plywood
Plywood
BrkFace
72
Fa
Fa
CBlock
TA
TA
No
ALQ
704
Unf
0
1,128
1,832
GasA
TA
N
SBrkr
1,832
0
0
1,832
2
0
2
0
4
2
TA
8
Typ
0
null
null
null
null
0
0
null
null
Y
0
58
0
0
0
0
null
null
null
0
5
2,010
WD
Normal
136,000
218
905,101,310
90
RL
72
10,778
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
Sawyer
Norm
Norm
Duplex
1Story
4
5
1,968
1,968
Hip
CompShg
HdBoard
HdBoard
null
0
TA
TA
CBlock
TA
TA
No
Unf
0
Unf
0
1,768
1,768
GasA
TA
N
SBrkr
1,768
0
0
1,768
0
0
2
0
4
2
TA
8
Typ
0
null
null
null
null
0
0
null
null
Y
0
0
0
0
0
0
null
null
null
0
4
2,010
WD
Normal
136,500
219
905,102,060
190
RL
75
11,625
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
Sawyer
Norm
Norm
2fmCon
1Story
5
4
1,965
1,965
Hip
CompShg
Plywood
HdBoard
null
0
TA
TA
PConc
TA
TA
Mn
BLQ
841
Unf
0
198
1,039
GasA
Ex
Y
SBrkr
1,039
0
0
1,039
1
0
1
1
3
1
TA
6
Typ
0
null
Attchd
1,965
Unf
2
504
TA
TA
Y
0
0
0
0
0
0
null
null
null
0
4
2,010
WD
Normal
131,500
220
905,103,060
20
RL
null
11,341
Pave
null
IR1
Lvl
AllPub
Inside
Gtl
Sawyer
Norm
Norm
1Fam
1Story
5
6
1,957
1,996
Hip
CompShg
Wd Sdng
Wd Sdng
BrkFace
180
TA
TA
CBlock
Gd
TA
No
ALQ
1,302
Unf
0
90
1,392
GasA
TA
Y
SBrkr
1,392
0
0
1,392
1
0
1
1
3
1
TA
5
Mod
1
Gd
Detchd
1,957
Unf
2
528
TA
TA
Y
0
0
0
0
95
0
null
null
null
0
5
2,010
WD
Normal
121,500
221
905,104,210
20
RL
70
8,521
Pave
null
Reg
Lvl
AllPub
FR2
Gtl
Sawyer
Feedr
Norm
1Fam
1Story
5
5
1,967
1,967
Gable
CompShg
HdBoard
HdBoard
null
0
TA
TA
CBlock
TA
TA
No
ALQ
842
Unf
0
70
912
GasA
TA
Y
SBrkr
912
0
0
912
0
0
1
0
3
1
TA
5
Typ
1
Fa
Detchd
1,974
Unf
1
336
TA
TA
Y
0
0
0
0
0
0
null
MnPrv
null
0
5
2,010
WD
Normal
125,000
222
905,105,070
20
RL
null
8,246
Pave
null
IR1
Lvl
AllPub
Inside
Gtl
Sawyer
Norm
Norm
1Fam
1Story
5
8
1,968
2,001
Gable
CompShg
Plywood
Plywood
null
0
TA
Gd
CBlock
TA
TA
Mn
Rec
188
ALQ
668
204
1,060
GasA
Ex
Y
SBrkr
1,060
0
0
1,060
1
0
1
0
3
1
Gd
6
Typ
1
TA
Attchd
1,968
Unf
1
270
TA
TA
Y
406
90
0
0
0
0
null
MnPrv
null
0
5
2,010
WD
Normal
154,000
223
905,105,200
20
RL
65
7,800
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
Sawyer
Norm
Norm
1Fam
1Story
5
7
1,966
2,008
Hip
CompShg
HdBoard
HdBoard
BrkFace
47
TA
TA
CBlock
TA
TA
Mn
BLQ
240
Rec
474
150
864
GasA
Ex
Y
SBrkr
892
0
0
892
1
0
1
0
3
1
Gd
5
Typ
0
null
Detchd
1,966
Unf
1
416
TA
TA
Y
0
0
0
0
0
0
null
null
null
0
6
2,010
WD
Normal
137,900
224
905,106,140
60
RL
80
9,364
Pave
null
Reg
Lvl
AllPub
Corner
Gtl
Sawyer
Norm
Norm
1Fam
2Story
6
7
1,969
1,969
Gable
CompShg
HdBoard
HdBoard
Stone
143
TA
TA
CBlock
TA
TA
No
ALQ
371
Unf
0
292
663
GasA
TA
Y
SBrkr
663
689
0
1,352
0
0
1
1
4
1
TA
7
Typ
0
null
Attchd
1,969
Fin
1
299
TA
TA
Y
379
36
0
0
0
0
null
MnPrv
null
0
3
2,010
WD
Normal
158,000
225
905,106,170
20
RL
65
7,832
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
Sawyer
Norm
Norm
1Fam
1Story
5
5
1,968
1,968
Hip
CompShg
HdBoard
HdBoard
null
0
TA
TA
CBlock
TA
TA
No
GLQ
775
Unf
0
89
864
GasA
Ex
Y
SBrkr
864
0
0
864
1
0
1
0
2
1
TA
4
Typ
0
null
Detchd
1,969
Unf
1
280
TA
TA
Y
226
0
0
0
0
0
null
null
null
0
5
2,010
WD
Normal
137,250
226
905,107,110
90
RL
null
7,424
Pave
null
IR1
Lvl
AllPub
Inside
Gtl
Sawyer
Norm
Norm
Duplex
SFoyer
5
5
1,978
1,978
Gable
CompShg
Plywood
Plywood
null
0
TA
TA
CBlock
Gd
TA
Av
GLQ
1,319
Unf
0
0
1,319
GasA
TA
Y
SBrkr
1,373
0
0
1,373
1
0
1
0
3
1
TA
5
Typ
2
TA
Attchd
1,978
Fin
2
591
TA
TA
Y
0
0
0
0
0
0
null
null
null
0
5
2,010
WD
Normal
160,250
227
905,107,250
60
RL
86
11,227
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
Sawyer
Norm
Norm
1Fam
2Story
5
5
1,968
1,968
Gable
CompShg
HdBoard
HdBoard
null
0
TA
Gd
CBlock
TA
Gd
No
Rec
267
ALQ
453
0
720
GasA
Ex
Y
SBrkr
720
720
0
1,440
0
0
1
1
4
1
TA
7
Typ
2
TA
Attchd
1,968
Unf
2
480
TA
TA
Y
192
38
0
0
0
0
null
MnPrv
null
0
3
2,010
WD
Normal
163,000
228
905,107,320
60
RL
null
11,616
Pave
null
IR1
Lvl
AllPub
CulDSac
Gtl
Sawyer
Norm
Norm
1Fam
2Story
6
5
1,978
1,978
Hip
CompShg
HdBoard
HdBoard
BrkCmn
328
TA
TA
CBlock
TA
TA
Mn
Rec
438
Unf
0
234
672
GasA
TA
Y
SBrkr
672
714
0
1,386
0
0
2
1
3
1
TA
6
Typ
1
TA
Attchd
1,978
Fin
2
440
TA
TA
Y
335
0
0
0
0
0
null
GdPrv
null
0
4
2,010
WD
Abnorml
158,900
229
905,109,130
60
RL
80
14,000
Pave
null
Reg
Lvl
AllPub
Inside
Mod
ClearCr
Norm
Norm
1Fam
2Story
7
5
1,996
1,997
Gable
CompShg
Wd Sdng
Wd Sdng
null
0
Gd
TA
PConc
Ex
TA
Gd
GLQ
1,201
Unf
0
105
1,306
GasA
Ex
Y
SBrkr
1,306
954
0
2,260
1
0
2
1
3
1
Gd
7
Typ
0
null
Attchd
1,996
RFn
2
533
TA
TA
Y
296
44
0
0
0
0
null
null
null
0
4
2,010
WD
Normal
328,000
230
905,109,170
20
RL
null
20,062
Pave
null
IR1
Low
AllPub
Inside
Mod
ClearCr
Norm
Norm
1Fam
1Story
7
7
1,977
2,001
Hip
CompShg
Wd Sdng
Wd Sdng
null
0
Gd
Gd
CBlock
Gd
TA
Gd
ALQ
1,092
Unf
0
328
1,420
GasA
Gd
Y
SBrkr
1,483
0
0
1,483
1
0
1
1
1
1
TA
4
Typ
2
TA
Attchd
1,977
RFn
2
690
TA
TA
Y
496
0
0
0
0
0
null
null
null
0
4
2,010
WD
Normal
270,000
231
905,201,030
30
RL
94
9,259
Pave
null
Reg
Lvl
AllPub
Corner
Gtl
Sawyer
Feedr
Norm
1Fam
1Story
4
4
1,927
1,950
Gable
CompShg
Wd Sdng
Wd Sdng
null
0
TA
TA
BrkTil
Fa
TA
No
Unf
0
Unf
0
660
660
GasA
TA
N
SBrkr
756
0
0
756
0
0
1
0
2
1
TA
4
Typ
0
null
Detchd
1,945
Unf
2
440
TA
TA
N
80
0
0
0
0
0
null
null
null
0
6
2,010
WD
Normal
85,000
232
905,202,090
20
RL
60
9,600
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
Sawyer
Norm
Norm
1Fam
1Story
4
7
1,950
1,995
Gable
CompShg
VinylSd
HdBoard
null
0
TA
TA
CBlock
Gd
TA
No
BLQ
442
Unf
0
625
1,067
GasA
TA
Y
SBrkr
1,067
0
0
1,067
0
0
2
0
2
1
Gd
4
Min2
0
null
Attchd
1,996
Unf
2
436
TA
TA
Y
290
0
0
0
0
0
null
null
null
0
2
2,010
WD
Normal
128,000
233
905,325,030
40
RL
null
23,595
Pave
null
Reg
Low
AllPub
Inside
Sev
ClearCr
Norm
Norm
1Fam
1Story
7
6
1,979
1,979
Shed
WdShake
Plywood
Plywood
null
0
Gd
TA
PConc
Gd
TA
Gd
GLQ
1,258
Unf
0
74
1,332
GasA
TA
Y
SBrkr
1,332
192
0
1,524
2
0
0
1
0
1
Gd
4
Typ
1
TA
Attchd
1,979
Fin
2
586
TA
TA
Y
268
0
0
0
0
0
null
null
null
0
4
2,010
WD
Normal
260,000
234
905,352,140
60
RL
null
17,082
Pave
null
IR1
Low
AllPub
CulDSac
Mod
ClearCr
Norm
Norm
1Fam
2Story
6
5
1,978
1,992
Gable
CompShg
VinylSd
VinylSd
BrkFace
288
TA
TA
PConc
Gd
TA
Av
ALQ
964
Unf
0
153
1,117
GasA
Ex
Y
SBrkr
1,117
864
0
1,981
1
0
2
1
4
1
Gd
8
Typ
1
TA
Attchd
1,978
Fin
2
522
TA
TA
Y
336
104
0
0
0
0
null
null
null
0
5
2,010
WD
Normal
230,000
235
905,378,040
50
RL
124
18,600
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
Edwards
Norm
Norm
1Fam
1.5Fin
3
4
1,938
1,990
Gable
CompShg
Wd Sdng
Wd Sdng
null
0
TA
TA
CBlock
TA
TA
Mn
BLQ
288
LwQ
684
0
972
GasA
TA
Y
FuseA
1,052
558
0
1,610
0
1
2
0
4
1
Fa
8
Typ
1
Gd
Attchd
1,938
RFn
1
480
TA
TA
Y
0
0
60
0
0
0
null
null
Shed
450
6
2,010
WD
Normal
124,000
236
905,426,060
30
RL
85
10,625
Pave
null
Reg
Lvl
AllPub
Corner
Gtl
Edwards
Norm
Norm
1Fam
1Story
5
5
1,920
1,950
Gable
CompShg
Wd Sdng
Wd Sdng
null
0
TA
TA
BrkTil
TA
TA
No
ALQ
108
Unf
0
350
458
GasA
Fa
N
SBrkr
835
0
0
835
0
0
1
0
2
1
TA
5
Typ
0
null
Basment
1,920
Unf
1
366
Fa
TA
Y
0
0
77
0
0
0
null
null
Shed
400
5
2,010
COD
Abnorml
83,000
237
905,426,200
20
RL
65
11,479
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
Edwards
Norm
Norm
1Fam
1Story
6
7
1,950
1,987
Gable
CompShg
Wd Sdng
Plywood
null
0
TA
TA
CBlock
TA
TA
No
GLQ
104
Rec
387
172
663
GasA
Ex
Y
SBrkr
1,074
0
0
1,074
1
0
1
0
3
1
Gd
6
Typ
1
TA
Attchd
1,987
Unf
1
467
TA
TA
Y
0
52
52
0
0
0
null
MnPrv
null
0
6
2,010
WD
Normal
144,500
238
905,451,320
20
RL
68
9,571
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
Edwards
Norm
Norm
1Fam
1Story
5
6
1,956
1,956
Gable
CompShg
Wd Sdng
Wd Sdng
null
0
TA
TA
CBlock
TA
TA
Av
BLQ
739
Unf
0
405
1,144
GasA
TA
Y
SBrkr
1,144
0
0
1,144
1
0
1
0
3
1
TA
6
Typ
0
null
Attchd
1,956
Unf
1
596
TA
TA
Y
44
0
0
0
0
0
null
null
null
0
6
2,010
WD
Normal
129,000
239
905,452,110
50
RL
50
9,350
Pave
null
Reg
Bnk
AllPub
Inside
Gtl
Edwards
Norm
Norm
1Fam
1.5Fin
4
6
1,947
1,979
Gable
CompShg
WdShing
Wd Shng
null
0
TA
TA
CBlock
TA
Fa
No
LwQ
192
Unf
0
564
756
GasA
Ex
Y
SBrkr
1,169
0
362
1,531
0
0
1
0
3
1
TA
8
Typ
1
TA
Detchd
1,947
Unf
1
209
Fa
TA
Y
0
0
0
0
0
0
null
MnPrv
null
0
6
2,010
WD
Normal
127,000
240
905,452,160
20
RL
75
9,525
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
Edwards
Norm
Norm
1Fam
1Story
5
7
1,954
1,998
Gable
CompShg
WdShing
Wd Shng
null
0
TA
TA
CBlock
TA
TA
Av
BLQ
954
Unf
0
218
1,172
GasA
TA
Y
SBrkr
1,172
0
0
1,172
1
0
1
0
3
1
TA
5
Typ
0
null
Attchd
1,954
Fin
1
366
TA
TA
Y
240
0
0
0
0
0
null
null
null
0
6
2,010
WD
Normal
128,000
241
905,453,040
20
RL
83
10,420
Pave
null
Reg
Lvl
AllPub
Corner
Gtl
Edwards
Norm
Norm
1Fam
1Story
6
5
2,009
2,009
Gable
CompShg
VinylSd
VinylSd
null
0
TA
TA
PConc
Gd
TA
Mn
GLQ
36
Unf
0
1,176
1,212
GasA
Ex
Y
SBrkr
1,212
0
0
1,212
0
0
2
0
3
1
Gd
6
Typ
0
null
Attchd
2,009
RFn
2
460
TA
TA
Y
100
22
0
0
0
0
null
null
null
0
3
2,010
WD
Normal
186,000
242
905,453,080
20
RL
44
17,485
Pave
null
IR2
Lvl
AllPub
Inside
Gtl
Edwards
Norm
Norm
1Fam
1Story
7
5
2,009
2,010
Gable
CompShg
VinylSd
VinylSd
Stone
96
Gd
TA
PConc
Gd
TA
Gd
GLQ
1,346
Unf
0
162
1,508
GasA
Ex
Y
SBrkr
1,508
0
0
1,508
1
0
1
0
1
1
Gd
5
Typ
2
TA
Attchd
2,009
RFn
2
572
TA
TA
Y
0
0
0
0
0
0
null
null
null
0
1
2,010
Con
Partial
308,030
243
905,475,510
20
RL
null
11,200
Pave
null
IR1
Lvl
AllPub
CulDSac
Gtl
Edwards
Norm
Norm
1Fam
1Story
5
3
1,964
1,964
Gable
CompShg
Wd Sdng
Wd Sdng
null
0
TA
Fa
CBlock
TA
TA
Mn
Unf
0
Unf
0
1,250
1,250
GasA
Ex
Y
SBrkr
1,298
0
0
1,298
0
0
2
0
3
1
TA
5
Typ
0
null
Detchd
1,964
Unf
2
504
TA
Fa
N
0
144
0
0
0
0
null
null
null
0
6
2,010
COD
Normal
114,000
244
905,478,190
20
RL
60
11,100
Pave
null
Reg
Low
AllPub
Inside
Gtl
Edwards
Norm
Norm
1Fam
1Story
4
7
1,946
2,006
Gable
CompShg
MetalSd
MetalSd
null
0
TA
TA
CBlock
null
null
null
null
0
null
0
0
0
GasA
Ex
Y
SBrkr
930
0
0
930
0
0
1
0
2
1
Gd
6
Typ
0
null
Detchd
1,946
Unf
1
308
TA
TA
Y
0
0
0
0
0
0
null
null
null
0
4
2,010
WD
Abnorml
84,900
245
906,201,030
60
RL
77
9,206
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
SawyerW
Norm
Norm
1Fam
2Story
6
5
1,985
1,985
Gable
CompShg
HdBoard
HdBoard
BrkFace
336
Gd
TA
CBlock
Gd
TA
No
Unf
0
Unf
0
741
741
GasA
TA
Y
SBrkr
977
755
0
1,732
0
0
2
1
3
1
Gd
7
Typ
1
TA
Attchd
1,985
Fin
2
476
TA
TA
Y
192
46
0
0
0
0
null
null
null
0
6
2,010
WD
Normal
178,000
246
906,201,120
20
RL
83
11,980
Pave
null
Reg
Low
AllPub
Inside
Mod
SawyerW
Norm
Norm
1Fam
1Story
7
5
1,987
1,987
Gable
CompShg
Plywood
Plywood
BrkFace
177
Gd
TA
CBlock
Gd
TA
Gd
GLQ
1,433
Unf
0
0
1,433
GasA
Ex
Y
SBrkr
1,433
0
0
1,433
1
0
1
1
1
1
Gd
4
Typ
2
TA
Attchd
1,987
RFn
2
528
Gd
Gd
Y
0
278
0
0
266
0
null
MnPrv
null
0
6
2,010
WD
Normal
270,000
247
906,204,230
60
RL
87
12,361
Pave
null
IR1
Lvl
AllPub
CulDSac
Gtl
SawyerW
Norm
Norm
1Fam
2Story
6
7
1,993
1,993
Gable
CompShg
VinylSd
VinylSd
BrkFace
85
Gd
Gd
PConc
Gd
TA
No
GLQ
860
Unf
0
86
946
GasA
Ex
Y
SBrkr
964
838
0
1,802
0
1
2
1
3
1
Gd
8
Typ
1
Gd
2Types
2,000
RFn
4
1,017
TA
TA
Y
450
92
0
0
0
0
null
null
null
0
5
2,010
WD
Normal
218,000
248
906,223,090
60
RL
80
9,938
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
SawyerW
Norm
Norm
1Fam
2Story
7
5
1,993
1,994
Gable
CompShg
MetalSd
MetalSd
BrkFace
246
Gd
TA
PConc
Gd
TA
No
GLQ
750
Unf
0
300
1,050
GasA
Ex
Y
SBrkr
1,062
887
0
1,949
1
0
2
1
3
1
Gd
8
Typ
1
TA
Attchd
1,993
Fin
2
574
TA
TA
Y
156
90
0
0
0
0
null
GdPrv
null
0
6
2,010
WD
Normal
236,000
249
906,225,210
85
RL
73
9,069
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
SawyerW
Norm
Norm
1Fam
SFoyer
6
6
1,992
1,992
Gable
CompShg
HdBoard
HdBoard
null
0
TA
TA
PConc
Gd
TA
Av
GLQ
747
Unf
0
189
936
GasA
Ex
Y
SBrkr
996
0
0
996
1
0
1
0
2
1
Gd
5
Typ
0
null
Attchd
1,992
Unf
2
564
TA
TA
Y
120
0
0
0
0
0
null
null
null
0
4
2,010
WD
Normal
147,000
250
906,378,100
20
RL
64
10,475
Pave
null
IR1
Lvl
AllPub
Corner
Gtl
CollgCr
Norm
Norm
1Fam
1Story
8
5
2,008
2,008
Gable
CompShg
VinylSd
VinylSd
Stone
72
Gd
TA
PConc
Gd
TA
Av
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
2,008
RFn
3
776
TA
TA
Y
160
33
0
0
0
0
null
null
null
0
2
2,010
WD
Normal
245,350
251
906,380,190
20
RL
64
6,762
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
CollgCr
Norm
Norm
1Fam
1Story
7
5
2,006
2,006
Gable
CompShg
VinylSd
VinylSd
Stone
24
Gd
TA
PConc
Gd
TA
Av
GLQ
686
Unf
0
501
1,187
GasA
Ex
Y
SBrkr
1,208
0
0
1,208
1
0
2
0
2
1
Gd
6
Typ
0
null
Attchd
2,006
RFn
2
632
TA
TA
Y
105
61
0
0
0
0
null
null
null
0
2
2,010
WD
Normal
206,000
252
906,385,010
20
RL
94
10,402
Pave
null
IR1
Lvl
AllPub
Corner
Gtl
CollgCr
Norm
Norm
1Fam
1Story
7
5
2,009
2,009
Gable
CompShg
VinylSd
VinylSd
null
0
TA
TA
PConc
Gd
TA
No
Unf
0
Unf
0
1,226
1,226
GasA
Ex
Y
SBrkr
1,226
0
0
1,226
0
0
2
0
3
1
Gd
6
Typ
0
null
Attchd
2,009
RFn
3
740
TA
TA
Y
0
36
0
0
0
0
null
null
null
0
5
2,010
WD
Normal
198,900
253
906,385,020
20
RL
64
7,360
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
CollgCr
Norm
Norm
1Fam
1Story
7
5
2,010
2,010
Gable
CompShg
VinylSd
VinylSd
Stone
80
Gd
TA
PConc
Gd
TA
No
GLQ
24
Unf
0
1,198
1,222
GasA
Ex
Y
SBrkr
1,222
0
0
1,222
0
0
2
0
2
1
Gd
6
Typ
0
null
Attchd
2,009
RFn
2
615
TA
TA
Y
0
54
0
0
0
0
null
null
null
0
3
2,010
WD
Normal
187,000
254
906,402,200
60
RL
90
12,376
Pave
null
Reg
Lvl
AllPub
Corner
Gtl
SawyerW
Norm
Norm
1Fam
2Story
7
5
1,990
1,990
Hip
CompShg
Plywood
Plywood
null
0
TA
TA
PConc
Gd
TA
Mn
GLQ
1,470
Unf
0
203
1,673
GasA
Gd
Y
SBrkr
1,699
1,523
0
3,222
1
0
3
0
5
1
Gd
11
Typ
2
TA
Attchd
1,990
Unf
3
594
TA
TA
Y
367
0
0
0
0
0
null
null
null
0
5
2,010
WD
Normal
320,000
255
906,425,045
50
RL
82
14,235
Pave
null
IR1
Lvl
AllPub
Inside
Gtl
SawyerW
Norm
Norm
1Fam
1.5Fin
6
8
1,900
1,993
Gable
CompShg
Wd Sdng
Plywood
null
0
TA
TA
PConc
Fa
Gd
No
Unf
0
Unf
0
676
676
GasA
TA
Y
SBrkr
831
614
0
1,445
0
0
2
0
3
1
TA
6
Typ
0
null
Detchd
1,957
Unf
2
484
TA
TA
N
0
59
0
0
0
0
null
null
null
0
3
2,010
WD
Normal
138,500
256
906,477,110
80
RL
80
8,816
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
ClearCr
Norm
Norm
1Fam
SLvl
6
7
1,971
1,971
Gable
CompShg
HdBoard
HdBoard
BrkFace
80
TA
TA
CBlock
TA
TA
Av
GLQ
504
Unf
0
506
1,010
GasA
Gd
Y
SBrkr
1,052
0
0
1,052
1
0
1
0
3
1
TA
6
Typ
0
null
Attchd
1,971
Unf
2
440
TA
TA
Y
0
0
0
0
0
0
null
MnPrv
null
0
6
2,010
WD
Normal
155,000
257
907,125,090
85
RL
82
11,105
Pave
null
Reg
Lvl
AllPub
Corner
Gtl
CollgCr
Norm
Norm
1Fam
SFoyer
5
5
1,996
1,996
Gable
CompShg
VinylSd
VinylSd
null
0
TA
Gd
PConc
Gd
Fa
Av
GLQ
870
Unf
0
0
870
GasA
Gd
Y
SBrkr
965
0
0
965
1
0
1
0
2
1
TA
4
Typ
0
null
Attchd
1,998
Unf
2
580
Gd
TA
Y
71
0
0
0
0
0
null
GdPrv
null
0
7
2,010
WD
Normal
159,000
258
907,180,050
60
RL
null
9,337
Pave
null
IR1
Lvl
AllPub
Inside
Gtl
CollgCr
Norm
Norm
1Fam
2Story
7
5
1,997
1,998
Gable
CompShg
VinylSd
VinylSd
null
0
TA
TA
PConc
Gd
TA
No
ALQ
353
Unf
0
525
878
GasA
Ex
Y
SBrkr
892
800
0
1,692
0
0
2
1
3
1
TA
8
Typ
1
TA
Attchd
1,997
RFn
2
513
TA
TA
Y
0
39
0
0
0
0
null
null
null
0
4
2,010
WD
Normal
191,000
259
907,185,060
60
RL
70
8,750
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
CollgCr
Norm
Norm
1Fam
2Story
6
5
1,998
1,998
Gable
CompShg
VinylSd
VinylSd
BrkFace
116
TA
TA
PConc
Gd
TA
No
GLQ
505
Unf
0
299
804
GasA
Ex
Y
SBrkr
804
878
0
1,682
0
0
2
1
3
1
Gd
7
Typ
0
null
Attchd
1,998
RFn
2
523
TA
TA
Y
0
77
0
0
0
0
null
null
null
0
6
2,010
WD
Normal
200,500
260
907,200,280
20
RL
38
15,240
Pave
null
IR1
Lvl
AllPub
FR2
Gtl
CollgCr
Norm
Norm
1Fam
1Story
5
8
1,977
2,004
Gable
CompShg
CemntBd
CmentBd
null
0
Gd
Gd
CBlock
Gd
TA
No
GLQ
198
Rec
688
140
1,026
GasA
Ex
Y
SBrkr
1,026
0
0
1,026
1
0
1
1
3
1
TA
5
Typ
0
null
Attchd
1,977
Unf
1
308
TA
TA
Y
316
85
0
0
0
0
null
MnPrv
null
0
6
2,010
WD
Normal
150,000
261
907,200,290
60
RL
null
10,900
Pave
null
IR1
Lvl
AllPub
FR2
Gtl
CollgCr
Norm
Norm
1Fam
2Story
6
7
1,977
1,977
Gable
CompShg
HdBoard
HdBoard
BrkFace
153
TA
TA
CBlock
Gd
TA
No
GLQ
378
Unf
0
311
689
GasA
Ex
Y
SBrkr
689
703
0
1,392
0
0
1
1
3
1
TA
6
Typ
0
null
Attchd
1,977
Fin
1
299
TA
TA
Y
0
36
0
0
0
0
null
MnPrv
Shed
450
3
2,010
WD
Normal
161,750
262
907,200,340
20
RL
75
10,650
Pave
null
Reg
Lvl
AllPub
Corner
Gtl
CollgCr
Norm
Norm
1Fam
1Story
5
6
1,976
1,976
Gable
CompShg
HdBoard
HdBoard
null
0
TA
TA
CBlock
TA
Gd
Av
LwQ
182
ALQ
712
0
894
GasA
TA
Y
SBrkr
894
0
0
894
1
0
1
0
3
1
TA
5
Typ
0
null
Attchd
1,976
Unf
1
308
TA
TA
Y
365
0
0
0
0
0
null
MnPrv
null
0
2
2,010
WD
Normal
128,200
263
907,203,070
20
RL
68
7,480
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
CollgCr
Norm
Norm
1Fam
1Story
5
6
1,972
1,972
Gable
CompShg
Wd Sdng
Wd Sdng
null
0
TA
TA
CBlock
TA
TA
Av
ALQ
480
Unf
0
396
876
GasA
TA
Y
SBrkr
876
0
0
876
1
0
1
0
3
1
TA
5
Typ
0
null
Detchd
1,977
Unf
2
484
TA
TA
Y
0
0
0
0
0
0
null
MnPrv
null
0
6
2,010
WD
Normal
127,000
264
907,250,030
20
RL
80
10,389
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
CollgCr
Norm
Norm
1Fam
1Story
8
5
2,003
2,003
Hip
CompShg
CemntBd
CmentBd
BrkFace
320
Gd
TA
PConc
Gd
TA
No
GLQ
1,682
Unf
0
296
1,978
GasA
Ex
Y
SBrkr
1,978
0
0
1,978
1
0
2
1
3
1
Gd
8
Typ
1
Gd
Attchd
2,003
RFn
3
850
TA
TA
Y
188
25
0
0
0
0
null
null
null
0
5
2,010
WD
Normal
318,000
265
907,252,120
20
RL
null
11,423
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
CollgCr
Norm
Norm
1Fam
1Story
8
5
2,001
2,002
Gable
CompShg
VinylSd
VinylSd
BrkFace
479
Gd
TA
PConc
Gd
TA
Av
GLQ
1,358
Unf
0
223
1,581
GasA
Ex
Y
SBrkr
1,601
0
0
1,601
1
0
2
0
3
1
Gd
6
Typ
1
TA
Attchd
2,001
RFn
2
670
TA
TA
Y
180
0
0
0
0
0
null
MnPrv
Shed
2,000
5
2,010
WD
Normal
272,000
266
907,262,050
60
RL
44
9,548
Pave
null
IR1
Lvl
AllPub
CulDSac
Gtl
CollgCr
Norm
Norm
1Fam
2Story
7
6
2,003
2,003
Gable
CompShg
VinylSd
VinylSd
BrkFace
223
Gd
TA
PConc
Gd
TA
No
GLQ
483
Unf
0
458
941
GasA
Ex
Y
SBrkr
941
888
0
1,829
1
0
2
1
3
1
Gd
7
Typ
1
TA
Attchd
2,003
RFn
2
613
TA
TA
Y
192
39
0
0
0
0
null
null
null
0
1
2,010
WD
Normal
237,000
267
907,280,040
60
RL
75
9,375
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
CollgCr
Norm
Norm
1Fam
2Story
7
5
1,997
1,997
Gable
CompShg
VinylSd
VinylSd
null
0
Gd
TA
PConc
Gd
TA
No
Unf
0
Unf
0
1,040
1,040
GasA
Ex
Y
SBrkr
1,044
1,054
0
2,098
0
0
2
1
4
1
Gd
9
Typ
1
TA
Attchd
1,997
Fin
2
621
TA
TA
Y
331
38
0
0
0
0
null
null
null
0
4
2,010
WD
Normal
240,000
268
907,290,040
20
RL
48
12,137
Pave
null
IR2
Lvl
AllPub
CulDSac
Gtl
CollgCr
Norm
Norm
1Fam
1Story
7
5
1,998
1,998
Gable
CompShg
VinylSd
VinylSd
BrkFace
442
TA
TA
PConc
Gd
TA
No
Unf
0
Unf
0
1,649
1,649
GasA
Ex
Y
SBrkr
1,661
0
0
1,661
0
0
2
0
3
1
Gd
6
Typ
0
null
Attchd
1,998
RFn
2
598
TA
TA
Y
0
34
0
0
0
0
null
null
null
0
5
2,010
WD
Normal
224,900
269
907,290,170
120
RM
null
4,435
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
CollgCr
Norm
Norm
TwnhsE
1Story
6
5
2,003
2,003
Gable
CompShg
VinylSd
VinylSd
BrkFace
170
Gd
TA
PConc
Gd
TA
Av
GLQ
672
Unf
0
176
848
GasA
Ex
Y
SBrkr
848
0
0
848
1
0
1
0
1
1
Gd
4
Typ
0
null
Attchd
2,003
Fin
2
420
TA
TA
Y
140
0
0
0
0
0
null
null
null
0
4
2,010
WD
Normal
143,750
270
907,290,240
120
RM
null
4,426
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
CollgCr
Norm
Norm
TwnhsE
1Story
6
5
2,004
2,004
Gable
CompShg
VinylSd
VinylSd
BrkFace
169
Gd
TA
PConc
Gd
TA
Av
GLQ
662
Unf
0
186
848
GasA
Ex
Y
SBrkr
848
0
0
848
1
0
1
0
1
1
Gd
3
Typ
0
null
Attchd
2,004
RFn
2
420
TA
TA
Y
160
0
0
0
0
0
null
null
null
0
5
2,010
WD
Normal
143,000
271
907,401,090
20
RL
48
10,635
Pave
null
IR2
Lvl
AllPub
FR2
Gtl
CollgCr
Norm
Norm
1Fam
1Story
8
5
2,003
2,003
Hip
CompShg
VinylSd
VinylSd
BrkFace
171
Gd
TA
PConc
Gd
TA
Av
BLQ
370
GLQ
972
315
1,657
GasA
Ex
Y
SBrkr
1,668
0
0
1,668
1
0
2
0
3
1
Gd
8
Typ
1
TA
Attchd
2,003
Fin
2
502
TA
TA
Y
0
262
0
0
0
0
null
null
null
0
5
2,010
WD
Normal
232,000
272
907,410,080
20
RL
70
8,400
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
CollgCr
Norm
Norm
1Fam
1Story
7
5
2,004
2,005
Gable
CompShg
VinylSd
VinylSd
BrkFace
109
Gd
TA
PConc
Gd
TA
Av
GLQ
712
Unf
0
761
1,473
GasA
Ex
Y
SBrkr
1,484
0
0
1,484
1
0
2
0
3
1
Gd
7
Typ
0
null
Attchd
2,004
RFn
2
606
TA
TA
Y
0
35
0
144
0
0
null
null
null
0
5
2,010
WD
Normal
213,000
273
907,414,030
20
RL
65
8,773
Pave
null
Reg
Lvl
AllPub
FR2
Gtl
CollgCr
Norm
Norm
1Fam
1Story
7
5
2,004
2,004
Gable
CompShg
VinylSd
VinylSd
BrkFace
98
Gd
TA
PConc
Gd
TA
Av
GLQ
24
Unf
0
1,390
1,414
GasA
Ex
Y
SBrkr
1,414
0
0
1,414
0
0
2
0
3
1
Gd
6
Typ
0
null
Attchd
2,004
RFn
2
494
TA
TA
Y
132
105
0
0
0
0
null
null
null
0
5
2,010
WD
Normal
185,500
274
908,102,060
30
RL
67
8,777
Pave
null
Reg
Lvl
AllPub
Inside
Mod
Edwards
Feedr
Norm
1Fam
1Story
3
6
1,945
2,007
Gable
CompShg
VinylSd
VinylSd
null
0
TA
Gd
CBlock
null
null
null
null
0
null
0
0
0
GasA
TA
N
SBrkr
640
0
0
640
0
0
1
0
2
1
TA
5
Min1
0
null
Detchd
1,945
Unf
1
240
TA
TA
N
0
0
0
0
0
0
null
null
null
0
4
2,010
ConLD
Normal
84,900
275
908,102,110
20
RL
68
8,842
Pave
null
Reg
Lvl
AllPub
Corner
Gtl
Edwards
Norm
Norm
1Fam
1Story
5
6
1,954
1,954
Gable
CompShg
VinylSd
VinylSd
null
0
TA
Gd
CBlock
Fa
TA
No
Unf
0
Unf
0
381
381
GasA
Ex
Y
SBrkr
992
0
0
992
0
0
1
0
3
1
TA
6
Typ
0
null
Detchd
1,954
Unf
1
319
TA
TA
Y
60
0
56
0
0
0
null
MnPrv
null
0
1
2,010
Oth
Abnorml
155,891
276
908,102,130
90
RL
75
9,825
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
Edwards
Norm
Norm
Duplex
1Story
5
5
1,965
1,965
Hip
CompShg
AsphShn
AsphShn
null
0
TA
TA
CBlock
null
null
null
null
0
null
0
0
0
GasA
TA
N
SBrkr
1,664
0
0
1,664
0
0
2
0
4
2
TA
8
Typ
0
null
null
null
null
0
0
null
null
Y
0
0
0
0
0
0
null
null
null
0
5
2,010
WD
Normal
100,000
277
908,102,170
20
RL
60
10,044
Pave
null
IR1
Low
AllPub
CulDSac
Gtl
Edwards
Norm
Norm
1Fam
1Story
5
6
1,968
1,968
Gable
CompShg
MetalSd
MetalSd
null
0
TA
TA
CBlock
Gd
TA
Gd
ALQ
1,070
Unf
0
126
1,196
GasA
TA
Y
SBrkr
1,196
0
0
1,196
1
0
1
0
3
1
TA
6
Typ
0
null
Attchd
1,968
RFn
1
336
TA
TA
Y
257
0
168
0
0
0
null
MnPrv
null
0
6
2,010
WD
Normal
144,000
278
908,102,300
50
RL
89
11,792
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
Edwards
Norm
Norm
1Fam
1.5Fin
4
5
1,948
1,950
Gable
CompShg
VinylSd
VinylSd
null
0
TA
TA
CBlock
TA
TA
No
Unf
0
Unf
0
744
744
GasA
Ex
N
FuseF
792
328
0
1,120
0
0
1
0
2
1
Fa
5
Typ
0
null
Detchd
1,956
Unf
2
480
TA
Fa
P
0
0
0
0
160
0
null
null
null
0
6
2,010
WD
Abnorml
64,000
279
908,103,350
80
RL
65
6,305
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
Edwards
Norm
Norm
1Fam
SLvl
6
6
1,975
1,975
Gable
CompShg
Plywood
Plywood
null
0
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
5
Typ
1
Fa
Detchd
1,975
Unf
1
352
TA
TA
Y
0
0
0
0
0
0
null
null
null
0
6
2,010
WD
Normal
125,200
280
908,152,080
80
RL
94
7,819
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
Edwards
Norm
Norm
1Fam
SLvl
6
5
1,976
1,976
Gable
CompShg
Plywood
Plywood
null
0
TA
TA
CBlock
TA
TA
Av
ALQ
422
BLQ
127
480
1,029
GasA
TA
Y
SBrkr
1,117
0
0
1,117
1
0
1
0
3
1
TA
6
Typ
1
TA
Detchd
1,976
Unf
2
672
TA
TA
Y
144
0
0
0
0
0
null
MnPrv
null
0
3
2,010
WD
Abnorml
107,000
281
908,203,100
20
RL
64
6,410
Pave
null
Reg
HLS
AllPub
Inside
Gtl
Edwards
Norm
Norm
1Fam
1Story
4
5
1,958
1,958
Hip
CompShg
WdShing
Wd Shng
null
0
TA
TA
CBlock
TA
TA
No
Unf
0
Unf
0
960
960
GasA
Ex
Y
SBrkr
960
0
0
960
0
0
1
0
3
1
TA
5
Typ
0
null
null
null
null
0
0
null
null
Y
0
0
0
0
0
0
null
MnPrv
null
0
5
2,010
WD
Normal
90,000
282
908,208,020
20
RM
80
8,546
Pave
null
Reg
Lvl
AllPub
Corner
Gtl
Edwards
Norm
Norm
1Fam
1Story
4
5
2,003
2,004
Gable
CompShg
VinylSd
VinylSd
null
0
TA
TA
PConc
Gd
TA
No
Unf
0
Unf
0
1,121
1,121
GasA
Ex
Y
SBrkr
1,121
0
0
1,121
0
0
2
0
2
1
TA
5
Typ
0
null
Attchd
2,003
RFn
2
440
TA
TA
Y
132
64
0
0
0
0
null
null
null
0
3
2,010
WD
Normal
140,000
283
908,225,320
50
RL
52
8,741
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
Edwards
Norm
Norm
1Fam
1.5Fin
6
4
1,945
1,950
Gable
CompShg
VinylSd
VinylSd
null
0
TA
TA
CBlock
TA
Fa
No
LwQ
94
Unf
0
641
735
GasA
TA
Y
FuseA
798
689
0
1,487
0
0
1
1
3
1
TA
7
Typ
1
Gd
Detchd
1,949
Unf
1
220
TA
TA
Y
0
140
0
0
0
0
null
MnPrv
null
0
4
2,010
WD
Normal
113,000
284
908,226,130
190
RL
60
12,180
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
Edwards
Norm
Norm
2fmCon
1.5Fin
4
4
1,941
1,950
Gable
CompShg
MetalSd
MetalSd
null
0
TA
Fa
BrkTil
Gd
TA
No
BLQ
348
Unf
0
324
672
Grav
Fa
N
FuseA
672
252
0
924
1
0
1
0
2
1
Fa
5
Typ
0
null
Detchd
1,941
Unf
1
280
TA
TA
Y
0
0
0
0
0
0
null
MnPrv
null
0
7
2,010
WD
Normal
80,000
285
908,275,300
20
RL
68
8,562
Pave
null
Reg
Lvl
AllPub
Inside
Mod
Edwards
Norm
Norm
1Fam
1Story
5
6
1,957
2,002
Hip
CompShg
HdBoard
HdBoard
Stone
145
TA
TA
CBlock
TA
TA
Av
Rec
383
Unf
0
833
1,216
GasA
Ex
Y
FuseA
1,526
0
0
1,526
0
0
1
0
4
1
TA
7
Min2
1
Gd
Basment
1,957
Unf
1
364
TA
TA
Y
116
78
0
0
0
0
null
null
null
0
5
2,010
WD
Normal
144,500
286
909,100,080
30
RL
67
4,853
Pave
null
Reg
Bnk
AllPub
Inside
Gtl
SWISU
Artery
Norm
1Fam
1Story
5
6
1,924
1,999
Gable
CompShg
MetalSd
VinylSd
BrkFace
203
TA
TA
BrkTil
TA
TA
Mn
Rec
133
Unf
0
974
1,107
GasA
Fa
N
FuseA
1,296
0
0
1,296
0
0
2
0
2
1
Fa
5
Typ
1
Gd
Detchd
1,979
Unf
1
260
TA
TA
Y
0
0
36
0
0
0
null
MnPrv
null
0
5
2,010
WD
Normal
104,000
287
909,100,110
70
RL
66
6,858
Pave
null
Reg
Bnk
AllPub
Corner
Gtl
SWISU
Norm
Norm
1Fam
2Story
6
4
1,915
1,950
Gable
CompShg
Wd Sdng
Wd Sdng
null
0
TA
TA
PConc
Gd
TA
No
Unf
0
Unf
0
806
806
GasA
TA
N
FuseF
841
806
0
1,647
1
0
1
1
4
1
Fa
6
Typ
0
null
Detchd
1,920
Unf
1
216
TA
TA
Y
0
66
136
0
0
0
null
null
null
0
5
2,010
WD
Normal
128,000
288
909,101,070
30
RL
45
8,212
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
Fa
BrkTil
TA
Fa
No
Rec
203
Unf
0
661
864
GasA
TA
N
FuseF
864
0
0
864
1
0
1
0
2
1
TA
5
Typ
0
null
Detchd
1,938
Unf
1
200
TA
Fa
Y
0
0
96
0
0
0
null
null
null
0
6
2,010
WD
Normal
58,500
289
909,176,140
50
RL
50
5,000
Pave
Pave
Reg
Lvl
AllPub
Inside
Gtl
SWISU
Norm
Norm
1Fam
1.5Fin
5
6
1,924
1,950
Gable
CompShg
BrkFace
Wd Sdng
null
0
TA
TA
BrkTil
TA
TA
No
LwQ
218
Unf
0
808
1,026
GasA
TA
Y
SBrkr
1,026
665
0
1,691
0
0
2
0
3
1
Gd
6
Typ
1
Gd
Detchd
1,924
Unf
1
308
TA
TA
Y
0
0
242
0
0
0
null
null
null
0
5
2,010
WD
Normal
127,000
290
909,176,150
30
RL
null
7,890
Pave
null
Reg
Lvl
AllPub
Corner
Gtl
SWISU
Norm
Norm
1Fam
1Story
6
6
1,939
1,950
Gable
CompShg
Wd Sdng
Wd Sdng
null
0
TA
TA
CBlock
TA
TA
No
Rec
238
Unf
0
618
856
GasA
TA
Y
SBrkr
856
0
0
856
1
0
1
0
2
1
TA
4
Typ
1
Gd
Detchd
1,939
Unf
2
399
TA
TA
Y
0
0
0
0
166
0
null
null
null
0
3
2,010
WD
Normal
126,000
291
909,177,100
90
RH
60
7,200
Pave
Pave
Reg
Lvl
AllPub
Inside
Gtl
SWISU
Norm
Norm
Duplex
2Story
4
6
1,967
1,967
Flat
Tar&Grv
Plywood
CBlock
null
0
TA
TA
Slab
null
null
null
null
0
null
0
0
0
GasA
TA
Y
SBrkr
862
1,788
0
2,650
0
0
3
0
6
2
TA
10
Min2
0
null
null
null
null
0
0
null
null
Y
0
0
0
0
0
0
null
null
Shed
500
2
2,010
WD
Normal
160,000
292
909,250,030
50
RL
51
9,839
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
SWISU
Feedr
Norm
1Fam
1.5Fin
5
2
1,931
1,950
Gable
CompShg
VinylSd
VinylSd
null
0
TA
TA
PConc
TA
Fa
No
Unf
0
Unf
0
894
894
GasA
Ex
Y
SBrkr
894
772
0
1,666
1
0
1
0
3
1
TA
7
Typ
1
Gd
null
null
null
0
0
null
null
N
0
156
0
0
0
0
null
null
null
0
5
2,010
WD
Normal
100,000
293
909,250,060
50
RL
50
9,638
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
SWISU
Feedr
Norm
1Fam
1.5Fin
6
7
1,919
1,990
Gable
CompShg
Wd Sdng
Wd Shng
null
0
TA
TA
PConc
TA
TA
No
Unf
0
Unf
0
804
804
GasA
Ex
Y
SBrkr
1,699
748
0
2,447
0
0
2
0
4
1
Gd
10
Min2
1
Gd
Detchd
1,969
Unf
1
336
TA
TA
Y
272
0
42
0
116
0
null
null
null
0
3
2,010
WD
Normal
169,000
294
909,281,080
50
RL
78
10,452
Pave
null
IR1
Lvl
AllPub
Inside
Gtl
Crawfor
Norm
Norm
1Fam
1.5Fin
7
6
1,941
1,985
Gable
CompShg
Wd Sdng
Wd Sdng
BrkFace
371
Gd
Gd
BrkTil
Gd
TA
No
ALQ
426
BLQ
252
850
1,528
GasA
Ex
Y
SBrkr
1,225
908
0
2,133
1
0
1
1
4
1
TA
8
Typ
2
TA
Attchd
1,941
Unf
1
312
TA
TA
Y
0
0
86
0
0
0
null
null
null
0
7
2,010
WD
Normal
257,500
295
909,426,080
90
RL
78
15,600
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
Crawfor
Norm
Norm
Duplex
2Story
5
6
1,950
1,991
Gable
CompShg
VinylSd
VinylSd
BrkFace
430
TA
Gd
CBlock
TA
TA
No
ALQ
375
Unf
0
657
1,032
GasA
Ex
Y
SBrkr
1,102
1,075
0
2,177
0
0
2
1
5
2
TA
11
Typ
0
null
Detchd
1,950
Unf
2
484
TA
TA
Y
0
0
0
0
0
0
null
null
null
0
3
2,010
WD
Normal
215,000
296
909,427,230
70
RL
66
9,042
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
Crawfor
Norm
Norm
1Fam
2Story
7
9
1,941
2,006
Gable
CompShg
CemntBd
CmentBd
null
0
Ex
Gd
Stone
TA
Gd
No
GLQ
275
Unf
0
877
1,152
GasA
Ex
Y
SBrkr
1,188
1,152
0
2,340
0
0
2
0
4
1
Gd
9
Typ
2
Gd
Attchd
1,941
RFn
1
252
TA
TA
Y
0
60
0
0
0
0
null
GdPrv
Shed
2,500
5
2,010
WD
Normal
266,500
297
909,428,280
20
RL
100
17,500
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
Crawfor
PosA
Norm
1Fam
1Story
7
8
1,959
2,002
Gable
CompShg
BrkFace
HdBoard
null
0
Gd
Gd
PConc
Gd
TA
Av
GLQ
1,406
Unf
0
496
1,902
GasA
TA
Y
SBrkr
1,902
0
0
1,902
1
0
2
0
3
1
Ex
7
Typ
2
TA
Attchd
1,959
Fin
2
567
TA
TA
Y
0
207
162
0
0
0
null
null
null
0
5
2,010
WD
Normal
335,000
298
909,452,114
80
RL
85
19,645
Pave
null
IR1
Lvl
AllPub
FR2
Gtl
Crawfor
Norm
Norm
1Fam
SLvl
7
6
1,994
2,007
Gable
CompShg
VinylSd
VinylSd
BrkFace
44
TA
TA
PConc
Gd
TA
No
GLQ
343
Unf
0
80
423
GasA
Ex
Y
SBrkr
896
756
0
1,652
1
0
2
1
3
1
Gd
6
Typ
0
null
BuiltIn
1,994
RFn
2
473
TA
TA
Y
0
0
0
0
0
0
null
null
null
0
6
2,010
WD
Normal
203,135
299
909,455,030
120
RM
35
3,907
Pave
null
IR1
HLS
AllPub
Inside
Mod
Blueste
Norm
Norm
TwnhsE
1Story
8
6
1,989
1,989
Gable
CompShg
HdBoard
HdBoard
null
0
Gd
TA
CBlock
Gd
TA
Gd
GLQ
747
Unf
0
235
982
GasA
Gd
Y
SBrkr
1,034
0
0
1,034
1
0
1
0
1
1
Gd
4
Typ
1
TA
Attchd
1,989
Fin
2
598
TA
TA
Y
141
36
0
0
0
0
null
null
null
0
4
2,010
WD
Normal
185,000
300
909,455,040
120
RM
35
3,907
Pave
null
IR1
HLS
AllPub
Inside
Mod
Blueste
Norm
Norm
TwnhsE
1Story
8
5
1,989
1,989
Gable
CompShg
HdBoard
HdBoard
null
0
Gd
TA
CBlock
Gd
TA
Av
GLQ
76
Unf
0
1,115
1,191
GasA
Gd
Y
SBrkr
1,191
0
0
1,191
0
0
2
0
2
1
Gd
5
Typ
1
TA
Attchd
1,989
Unf
2
531
TA
TA
Y
112
81
0
0
0
0
null
null
null
0
3
2,010
WD
Normal
162,500