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
2,801
907,290,020
60
RL
75
9,750
Pave
null
Reg
Lvl
AllPub
Corner
Gtl
CollgCr
Norm
Norm
1Fam
2Story
7
6
1,998
1,998
Gable
CompShg
VinylSd
VinylSd
null
0
TA
TA
PConc
Gd
TA
Av
GLQ
975
Unf
0
133
1,108
GasA
Ex
Y
SBrkr
1,108
989
0
2,097
1
0
2
1
3
1
Gd
8
Typ
1
TA
Detchd
1,998
RFn
2
583
TA
TA
Y
253
170
0
0
0
0
null
null
null
0
6
2,006
WD
Normal
274,300
2,802
907,290,080
20
RL
70
9,100
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
CollgCr
Norm
Norm
1Fam
1Story
7
5
2,004
2,005
Hip
CompShg
VinylSd
VinylSd
null
0
Gd
TA
PConc
Gd
TA
No
GLQ
24
Unf
0
1,836
1,860
GasA
Ex
Y
SBrkr
1,836
0
0
1,836
0
0
2
0
3
1
Gd
8
Typ
1
Gd
Attchd
2,004
Fin
2
484
TA
TA
Y
120
33
0
0
0
0
null
null
null
0
10
2,006
WD
Normal
216,837
2,803
907,290,160
120
RM
37
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
717
Unf
0
131
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
2,006
WD
Normal
133,000
2,804
907,290,230
120
RM
37
4,435
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
Mn
GLQ
662
Unf
0
186
848
GasA
Ex
Y
SBrkr
848
0
0
848
1
0
1
0
1
1
Gd
3
Typ
1
Gd
Attchd
2,004
RFn
2
420
TA
TA
Y
140
0
0
0
0
0
null
null
null
0
5
2,006
WD
Normal
155,900
2,805
907,290,260
60
RL
120
15,611
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
CollgCr
Norm
Norm
1Fam
2Story
8
5
2,006
2,006
Gable
CompShg
VinylSd
VinylSd
null
0
Gd
TA
PConc
Gd
TA
Av
Unf
0
Unf
0
1,079
1,079
GasA
Ex
Y
SBrkr
1,079
840
0
1,919
0
0
2
1
3
1
Gd
8
Typ
1
Gd
Attchd
2,006
RFn
2
685
Gd
TA
Y
0
51
0
0
0
0
null
null
null
0
7
2,006
New
Partial
233,230
2,806
907,401,050
20
RL
70
8,810
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
CollgCr
Norm
Norm
1Fam
1Story
7
5
2,003
2,003
Gable
CompShg
VinylSd
VinylSd
null
0
Gd
TA
PConc
Gd
TA
No
GLQ
1,000
Unf
0
390
1,390
GasA
Ex
Y
SBrkr
1,390
0
0
1,390
1
0
2
0
3
1
Gd
7
Typ
0
null
Attchd
2,003
RFn
2
545
TA
TA
Y
0
68
0
0
0
0
null
null
null
0
3
2,006
WD
Normal
207,000
2,807
907,401,080
60
RL
41
12,393
Pave
null
IR2
Lvl
AllPub
FR2
Gtl
CollgCr
Norm
Norm
1Fam
2Story
7
5
2,004
2,005
Gable
CompShg
VinylSd
VinylSd
null
0
Gd
TA
PConc
Gd
TA
No
Unf
0
Unf
0
847
847
GasA
Ex
Y
SBrkr
847
1,101
0
1,948
0
0
2
1
4
1
Gd
8
Typ
1
Gd
BuiltIn
2,004
Fin
2
434
TA
TA
Y
100
48
0
0
0
0
null
null
null
0
9
2,006
WD
Normal
195,000
2,808
907,405,030
20
RL
70
9,135
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
CollgCr
Norm
Norm
1Fam
1Story
6
5
2,003
2,003
Gable
CompShg
VinylSd
VinylSd
BrkFace
120
Gd
TA
PConc
Gd
TA
Av
GLQ
340
Unf
0
1,342
1,682
GasA
Ex
Y
SBrkr
1,700
0
0
1,700
1
0
2
0
3
1
Gd
7
Typ
0
null
Attchd
2,003
RFn
2
544
TA
TA
Y
192
23
0
0
0
0
null
null
null
0
5
2,006
WD
Normal
200,000
2,809
907,410,040
60
RL
74
8,581
Pave
null
IR1
Lvl
AllPub
Inside
Gtl
CollgCr
Norm
Norm
1Fam
2Story
7
5
2,006
2,006
Gable
CompShg
VinylSd
VinylSd
null
0
Gd
TA
PConc
Gd
Gd
Mn
Unf
0
Unf
0
851
851
GasA
Ex
Y
SBrkr
851
886
0
1,737
0
0
2
1
3
1
Gd
7
Typ
0
null
Attchd
2,006
RFn
2
578
TA
TA
Y
0
105
0
0
0
0
null
null
null
0
8
2,006
New
Partial
203,160
2,810
907,410,100
60
RL
70
8,400
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
CollgCr
Norm
Norm
1Fam
2Story
7
5
2,005
2,005
Gable
CompShg
VinylSd
VinylSd
null
0
Gd
TA
PConc
Gd
TA
Av
Unf
0
Unf
0
784
784
GasA
Ex
Y
SBrkr
784
827
0
1,611
0
0
2
1
3
1
Gd
6
Typ
0
null
Attchd
2,005
RFn
2
572
TA
TA
Y
144
36
0
0
0
0
null
null
null
0
3
2,006
WD
Normal
195,800
2,811
907,410,110
20
RL
84
10,084
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
CollgCr
Norm
Norm
1Fam
1Story
7
5
2,005
2,006
Gable
CompShg
VinylSd
VinylSd
BrkFace
196
Gd
TA
PConc
Gd
TA
Av
GLQ
24
Unf
0
1,528
1,552
GasA
Ex
Y
SBrkr
1,552
0
0
1,552
0
0
2
0
3
1
Gd
7
Typ
0
null
Attchd
2,005
RFn
3
782
TA
TA
Y
144
20
0
0
0
0
null
null
null
0
7
2,006
New
Partial
212,900
2,812
907,412,010
60
RL
89
11,645
Pave
null
IR1
Lvl
AllPub
Corner
Gtl
CollgCr
Norm
Norm
1Fam
2Story
7
5
2,004
2,004
Gable
CompShg
VinylSd
VinylSd
null
0
Gd
TA
PConc
Gd
TA
No
Unf
0
Unf
0
860
860
GasA
Ex
Y
SBrkr
860
860
0
1,720
0
0
2
1
3
1
Gd
7
Typ
0
null
Attchd
2,004
RFn
2
565
TA
TA
Y
0
70
0
0
0
0
null
null
null
0
8
2,006
WD
Normal
196,500
2,813
907,414,040
20
RL
65
8,772
Pave
null
Reg
Lvl
AllPub
FR2
Gtl
CollgCr
Norm
Norm
1Fam
1Story
7
5
2,005
2,006
Gable
CompShg
VinylSd
VinylSd
null
0
Gd
TA
PConc
Gd
TA
Mn
GLQ
996
Unf
0
340
1,336
GasA
Ex
Y
SBrkr
1,336
0
0
1,336
1
0
2
0
3
1
Gd
6
Typ
0
null
Attchd
2,005
Unf
2
502
TA
TA
Y
136
43
0
0
0
0
null
null
null
0
9
2,006
New
Partial
198,000
2,814
907,418,020
60
RL
68
8,846
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
CollgCr
Norm
Norm
1Fam
2Story
6
5
2,005
2,006
Gable
CompShg
VinylSd
VinylSd
null
0
TA
TA
PConc
Gd
TA
No
Unf
0
Unf
0
750
750
GasA
Ex
Y
SBrkr
750
750
0
1,500
0
0
2
1
3
1
Gd
6
Typ
0
null
Attchd
2,005
RFn
2
564
TA
TA
Y
0
35
0
0
0
0
null
null
null
0
8
2,006
New
Partial
173,900
2,815
907,420,070
60
RL
65
8,461
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
CollgCr
Norm
Norm
1Fam
2Story
6
5
2,005
2,006
Gable
CompShg
VinylSd
VinylSd
null
0
Gd
TA
PConc
Gd
TA
No
Unf
0
Unf
0
728
728
GasA
Ex
Y
SBrkr
728
728
0
1,456
0
0
2
1
3
1
Gd
8
Typ
1
Gd
Attchd
2,005
Fin
2
390
TA
TA
Y
0
24
0
0
0
0
null
null
null
0
7
2,006
New
Partial
163,990
2,816
907,420,090
20
RL
65
8,767
Pave
null
IR1
Lvl
AllPub
Inside
Gtl
CollgCr
Norm
Norm
1Fam
1Story
7
5
2,005
2,005
Gable
CompShg
VinylSd
VinylSd
null
0
Gd
TA
PConc
Gd
TA
Av
GLQ
24
Unf
0
1,286
1,310
GasA
Ex
Y
SBrkr
1,310
0
0
1,310
0
0
2
0
3
1
Gd
6
Typ
1
Gd
Attchd
2,005
Fin
2
400
TA
TA
Y
0
0
0
0
0
0
null
null
null
0
7
2,006
New
Partial
164,990
2,817
908,102,020
70
RL
67
8,777
Pave
null
Reg
Bnk
AllPub
Inside
Gtl
Edwards
Feedr
Norm
1Fam
2Story
4
6
1,910
2,000
Gable
CompShg
Plywood
Plywood
null
0
TA
Gd
CBlock
Gd
TA
No
Rec
173
BLQ
337
166
676
GasA
Gd
Y
SBrkr
760
676
0
1,436
1
0
2
0
3
1
TA
6
Min1
0
null
Attchd
1,950
Unf
2
528
TA
TA
Y
147
0
0
0
0
0
null
null
Shed
420
10
2,006
WD
Normal
98,000
2,818
908,102,320
20
RL
134
17,755
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
Edwards
Norm
Norm
1Fam
1Story
5
4
1,959
1,959
Gable
CompShg
HdBoard
Plywood
BrkFace
132
TA
TA
CBlock
TA
TA
No
BLQ
176
Unf
0
1,290
1,466
GasA
TA
Y
SBrkr
1,466
0
0
1,466
0
0
1
1
3
1
Fa
6
Typ
2
Gd
Attchd
1,959
Fin
2
528
TA
TA
Y
0
140
0
0
100
0
null
null
null
0
11
2,006
WD
Normal
149,900
2,819
908,102,330
20
RL
67
8,877
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
Edwards
Norm
Norm
1Fam
1Story
4
5
1,951
1,951
Gable
CompShg
Wd Sdng
Wd Sdng
null
0
TA
TA
CBlock
Fa
Fa
No
LwQ
836
Unf
0
0
836
GasA
TA
Y
FuseF
1,220
0
0
1,220
0
0
1
0
2
1
TA
6
Typ
0
null
Detchd
1,951
Unf
2
396
TA
TA
Y
0
0
0
0
0
0
null
null
null
0
4
2,006
COD
Normal
102,000
2,820
908,103,310
90
RL
38
7,840
Pave
null
IR1
Lvl
AllPub
CulDSac
Gtl
Edwards
Norm
Norm
Duplex
SFoyer
6
5
1,975
1,975
Flat
Tar&Grv
Plywood
Wd Shng
BrkFace
355
TA
TA
CBlock
Gd
TA
Gd
GLQ
976
Unf
0
0
976
GasA
TA
Y
SBrkr
1,012
0
0
1,012
0
2
2
0
4
0
TA
4
Typ
0
null
null
null
null
0
0
null
null
Y
0
0
0
0
0
0
null
null
null
0
10
2,006
WD
AdjLand
127,500
2,821
908,103,320
90
RL
35
9,400
Pave
null
IR1
Lvl
AllPub
CulDSac
Gtl
Edwards
Norm
Norm
Duplex
SFoyer
6
5
1,975
1,975
Flat
Tar&Grv
WdShing
Plywood
BrkFace
250
TA
TA
CBlock
Gd
Gd
Gd
GLQ
945
Unf
0
0
945
GasA
TA
Y
SBrkr
980
0
0
980
0
2
2
0
4
0
TA
4
Typ
0
null
null
null
null
0
0
null
null
Y
0
0
0
0
0
0
null
null
null
0
10
2,006
WD
AdjLand
127,500
2,822
908,127,050
20
RL
73
16,133
Pave
null
Reg
HLS
AllPub
Inside
Gtl
Edwards
Norm
Norm
1Fam
1Story
5
4
1,969
1,969
Gable
CompShg
HdBoard
Plywood
null
0
TA
TA
CBlock
Gd
TA
Mn
ALQ
847
Unf
0
329
1,176
GasA
TA
Y
SBrkr
1,176
0
0
1,176
1
0
1
0
2
1
TA
5
Typ
0
null
Attchd
1,969
Unf
1
360
TA
TA
Y
0
92
0
0
112
0
null
null
null
0
12
2,006
WD
Abnorml
119,900
2,823
908,128,100
60
RL
62
7,162
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
Edwards
Norm
Norm
1Fam
2Story
7
5
2,003
2,004
Hip
CompShg
HdBoard
Stucco
BrkFace
190
Gd
TA
PConc
Gd
TA
No
Unf
0
Unf
0
796
796
GasA
Ex
Y
SBrkr
806
918
0
1,724
0
0
2
1
3
1
Gd
8
Typ
1
Gd
BuiltIn
2,003
Fin
2
616
TA
TA
Y
168
57
0
0
0
0
null
null
null
0
5
2,006
WD
Normal
196,500
2,824
908,130,020
20
RL
75
8,050
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
Edwards
Norm
Norm
1Fam
1Story
6
5
2,002
2,002
Gable
CompShg
VinylSd
VinylSd
null
null
TA
TA
PConc
Gd
TA
Av
GLQ
475
ALQ
297
142
914
GasA
Ex
Y
SBrkr
914
0
0
914
1
0
1
0
2
1
Gd
4
Typ
0
null
null
null
null
0
0
null
null
N
32
0
0
0
0
0
null
null
null
0
4
2,006
WD
Normal
117,250
2,825
908,178,050
60
RL
90
11,060
Pave
null
IR1
Lvl
AllPub
Corner
Gtl
Edwards
Norm
Norm
1Fam
2Story
7
5
2,003
2,005
Gable
CompShg
VinylSd
VinylSd
null
0
Gd
TA
PConc
Ex
TA
No
Unf
0
Unf
0
1,150
1,150
GasA
Ex
Y
SBrkr
1,164
1,150
0
2,314
0
0
2
1
3
1
Gd
9
Typ
1
Ex
BuiltIn
2,003
Fin
2
502
TA
TA
Y
0
274
0
0
0
0
null
null
null
0
2
2,006
ConLD
Normal
229,000
2,826
908,186,060
180
RM
35
3,675
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
Edwards
Norm
Norm
TwnhsE
SLvl
5
5
2,005
2,005
Gable
CompShg
VinylSd
VinylSd
BrkFace
80
TA
TA
PConc
Gd
TA
Gd
GLQ
547
Unf
0
0
547
GasA
Gd
Y
SBrkr
1,072
0
0
1,072
1
0
1
0
2
1
TA
5
Typ
0
null
Basment
2,005
Fin
2
525
TA
TA
Y
0
28
0
0
0
0
null
null
null
0
5
2,006
WD
Normal
145,000
2,827
908,186,070
180
RM
35
3,675
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
Edwards
Norm
Norm
TwnhsE
SFoyer
6
5
2,005
2,006
Gable
CompShg
VinylSd
VinylSd
BrkFace
82
TA
TA
PConc
Gd
TA
Gd
GLQ
547
Unf
0
0
547
GasA
Gd
Y
SBrkr
1,072
0
0
1,072
1
0
2
0
2
1
TA
5
Typ
0
null
Basment
2,005
Fin
2
525
TA
TA
Y
0
44
0
0
0
0
null
null
null
0
6
2,006
New
Partial
140,000
2,828
908,186,090
180
RM
35
3,675
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
Edwards
Norm
Norm
TwnhsE
SFoyer
6
5
2,005
2,006
Gable
CompShg
VinylSd
VinylSd
BrkFace
82
TA
TA
PConc
Gd
TA
Gd
GLQ
547
Unf
0
0
547
GasA
Gd
Y
SBrkr
1,072
0
0
1,072
1
0
1
0
2
1
TA
5
Typ
0
null
Basment
2,005
Fin
2
525
TA
TA
Y
0
44
0
0
0
0
null
null
null
0
10
2,006
New
Partial
142,500
2,829
908,188,110
160
RM
24
2,522
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
Edwards
Norm
Norm
Twnhs
2Story
7
5
2,004
2,004
Gable
CompShg
VinylSd
VinylSd
Stone
50
Gd
TA
PConc
Gd
TA
No
Unf
0
Unf
0
970
970
GasA
Ex
Y
SBrkr
970
739
0
1,709
0
0
2
0
3
1
Gd
7
Maj1
0
null
Detchd
2,004
Unf
2
380
TA
TA
Y
0
40
0
0
0
0
null
null
null
0
5
2,006
WD
Normal
134,000
2,830
908,188,120
160
RM
24
2,522
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
Edwards
Norm
Norm
Twnhs
2Story
7
5
2,004
2,004
Gable
CompShg
VinylSd
VinylSd
Stone
50
Gd
TA
PConc
Gd
TA
No
Unf
0
Unf
0
970
970
GasA
Ex
Y
SBrkr
970
739
0
1,709
0
0
2
0
3
1
Gd
7
Maj1
0
null
Detchd
2,004
Unf
2
380
TA
TA
Y
0
40
0
0
0
0
null
null
null
0
5
2,006
WD
Normal
130,000
2,831
908,188,130
160
RM
24
2,522
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
Edwards
Norm
Norm
Twnhs
2Story
6
5
2,004
2,006
Gable
CompShg
VinylSd
VinylSd
Stone
50
Gd
TA
PConc
Gd
TA
No
Unf
0
Unf
0
970
970
GasA
Ex
Y
SBrkr
970
739
0
1,709
0
0
2
0
3
1
Gd
7
Maj1
0
null
Detchd
2,004
Unf
2
380
TA
TA
Y
0
40
0
0
0
0
null
null
null
0
4
2,006
WD
Normal
130,000
2,832
908,188,140
160
RM
24
2,522
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
Edwards
Norm
Norm
Twnhs
2Story
7
5
2,004
2,004
Gable
CompShg
VinylSd
VinylSd
Stone
50
Gd
TA
PConc
Gd
TA
No
Unf
0
Unf
0
970
970
GasA
Ex
Y
SBrkr
970
739
0
1,709
0
0
2
0
3
1
Gd
7
Maj1
0
null
Detchd
2,004
Unf
2
380
TA
TA
Y
0
40
0
0
0
0
null
null
null
0
4
2,006
WD
Normal
137,500
2,833
908,188,150
160
RM
32
3,363
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
Edwards
Norm
Norm
TwnhsE
2Story
7
5
2,004
2,004
Gable
CompShg
VinylSd
VinylSd
Stone
117
Gd
TA
PConc
Gd
TA
No
Unf
0
Unf
0
976
976
GasA
Ex
Y
SBrkr
976
732
0
1,708
0
0
2
0
3
1
Gd
7
Maj1
0
null
Detchd
2,004
Unf
2
380
TA
TA
Y
0
40
0
0
0
0
null
null
null
0
4
2,006
WD
Normal
130,000
2,834
908,225,180
50
RL
56
6,956
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
Edwards
Norm
Norm
1Fam
1.5Fin
4
7
1,948
1,950
Gable
CompShg
VinylSd
VinylSd
null
0
TA
Gd
CBlock
Fa
TA
Mn
Unf
0
Unf
0
624
624
GasA
Ex
Y
SBrkr
624
312
0
936
0
0
1
0
3
1
TA
5
Typ
0
null
Attchd
1,948
Unf
1
265
TA
Po
Y
0
0
0
0
0
0
null
null
null
0
4
2,006
WD
Normal
97,900
2,835
908,227,010
50
RL
72
7,822
Pave
null
Reg
Bnk
AllPub
Corner
Gtl
Edwards
Artery
Norm
1Fam
1.5Fin
6
3
1,915
1,950
Gable
CompShg
AsbShng
AsbShng
null
0
TA
Fa
BrkTil
Fa
Fa
No
Unf
0
Unf
0
832
832
GasA
TA
Y
FuseF
846
492
0
1,338
0
0
2
0
3
1
TA
7
Typ
0
null
Detchd
1,974
Unf
2
528
TA
TA
N
0
0
208
0
0
0
null
GdPrv
null
0
5
2,006
WD
AdjLand
92,000
2,836
908,227,030
50
RL
62
8,707
Pave
null
Reg
Lvl
AllPub
FR2
Gtl
Edwards
Feedr
Norm
1Fam
1.5Fin
4
5
1,924
1,950
Gable
CompShg
Wd Sdng
Wd Sdng
null
0
TA
TA
BrkTil
TA
TA
No
Unf
0
Unf
0
1,093
1,093
GasA
TA
N
FuseF
1,093
576
0
1,669
0
0
1
1
4
1
TA
9
Min2
0
null
Attchd
1,924
Unf
1
288
Fa
TA
Y
0
0
56
0
0
0
null
null
null
0
5
2,006
WD
AdjLand
107,000
2,837
908,227,040
50
RL
58
8,410
Pave
null
Reg
Lvl
AllPub
FR2
Gtl
Edwards
Feedr
Norm
1Fam
1.5Fin
5
3
1,910
1,996
Gambrel
CompShg
Wd Sdng
VinylSd
null
0
TA
Fa
PConc
TA
TA
No
Unf
0
Unf
0
658
658
GasA
TA
Y
SBrkr
658
526
0
1,184
0
0
1
0
5
1
TA
8
Typ
0
null
null
null
null
0
0
null
null
N
0
151
0
0
0
0
null
null
null
0
5
2,006
WD
AdjLand
81,000
2,838
908,228,040
50
RL
60
9,738
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
Edwards
Norm
Norm
1Fam
1.5Fin
5
7
1,924
1,950
Gable
CompShg
AsbShng
AsbShng
null
0
TA
Gd
BrkTil
TA
TA
No
BLQ
392
Unf
0
392
784
GasA
Gd
Y
SBrkr
949
272
0
1,221
1
0
1
0
4
1
TA
7
Typ
0
null
Attchd
1,965
Unf
1
392
TA
TA
Y
0
0
236
0
0
0
null
null
null
0
3
2,006
WD
Normal
104,900
2,839
908,275,220
20
RL
60
8,172
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
Edwards
Norm
Norm
1Fam
1Story
5
7
1,955
1,990
Hip
CompShg
WdShing
Plywood
null
0
TA
TA
CBlock
TA
TA
No
Rec
167
Unf
0
697
864
GasA
TA
Y
SBrkr
864
0
0
864
1
0
1
0
2
1
TA
5
Typ
0
null
Detchd
1,957
Unf
2
572
TA
TA
N
0
0
0
0
0
0
null
null
null
0
4
2,006
WD
Normal
115,000
2,840
908,275,290
20
RL
60
16,012
Pave
null
IR1
Lvl
AllPub
Inside
Gtl
Edwards
Norm
Norm
1Fam
1Story
4
4
1,954
1,968
Hip
CompShg
Wd Sdng
Wd Sdng
BrkFace
60
TA
TA
CBlock
TA
TA
No
Rec
691
Unf
0
263
954
GasA
Ex
Y
SBrkr
1,482
0
0
1,482
0
1
2
0
3
1
TA
6
Min1
1
Gd
2Types
1,956
Unf
2
609
TA
TA
Y
0
30
0
0
0
0
null
MnPrv
null
0
10
2,006
WD
Abnorml
125,000
2,841
909,101,050
50
RL
45
8,248
Pave
Grvl
Reg
Lvl
AllPub
Inside
Gtl
Edwards
Norm
Norm
1Fam
1.5Fin
5
7
1,918
1,950
Gable
CompShg
Stucco
Stucco
null
0
TA
TA
BrkTil
TA
TA
No
Unf
0
Unf
0
686
686
GasW
Gd
Y
SBrkr
686
564
0
1,250
0
1
1
1
3
1
Fa
7
Typ
0
null
Detchd
1,955
Unf
1
280
TA
TA
P
207
0
96
0
0
0
null
null
null
0
7
2,006
WD
Normal
116,000
2,842
909,101,080
50
RL
45
8,248
Pave
Grvl
Reg
Lvl
AllPub
Inside
Gtl
Edwards
Norm
Norm
1Fam
1.5Fin
4
4
1,922
1,950
Gable
CompShg
Wd Sdng
Wd Sdng
null
0
TA
TA
BrkTil
TA
TA
No
Unf
0
Unf
0
864
864
GasA
TA
N
SBrkr
964
0
450
1,414
0
0
1
0
3
1
TA
8
Typ
1
Gd
null
null
null
0
0
null
null
N
0
0
112
0
0
0
null
null
null
0
9
2,006
COD
Abnorml
83,000
2,843
909,101,190
75
RL
60
6,204
Pave
null
Reg
Bnk
AllPub
Inside
Gtl
SWISU
Norm
Norm
1Fam
2.5Fin
4
5
1,912
1,950
Gable
CompShg
Wd Sdng
Wd Sdng
null
0
Gd
TA
PConc
TA
Fa
No
Unf
0
Unf
0
795
795
GasA
TA
N
SBrkr
954
795
481
2,230
1
0
1
0
5
1
TA
10
Typ
0
null
Detchd
1,997
Unf
1
440
TA
Gd
Y
0
188
0
0
0
0
null
null
null
0
3
2,006
WD
Normal
118,500
2,844
909,101,330
30
RL
60
8,088
Pave
Grvl
Reg
Lvl
AllPub
Inside
Gtl
Edwards
Feedr
Norm
1Fam
1Story
2
3
1,922
1,955
Gable
CompShg
MetalSd
MetalSd
null
0
TA
TA
BrkTil
TA
TA
No
Unf
0
Unf
0
498
498
GasA
TA
N
FuseF
498
0
0
498
0
0
1
0
1
1
TA
3
Typ
0
null
Detchd
1,922
Unf
1
216
Fa
Fa
N
0
0
100
0
0
0
null
null
null
0
2
2,006
ConLD
Normal
35,000
2,845
909,103,020
50
RL
76
11,388
Pave
null
Reg
Low
AllPub
Inside
Mod
Edwards
Norm
Norm
1Fam
1.5Fin
4
7
1,910
1,993
Gable
CompShg
VinylSd
Wd Sdng
null
0
TA
TA
BrkTil
TA
TA
No
Unf
0
Unf
0
616
616
GasA
TA
N
SBrkr
1,055
218
0
1,273
0
0
1
0
3
1
Gd
5
Min2
0
null
Detchd
1,910
Unf
1
275
TA
Fa
N
212
0
0
0
0
0
null
null
null
0
9
2,006
WD
Normal
121,000
2,846
909,131,125
190
RH
null
7,082
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
SWISU
Norm
Norm
2fmCon
2Story
5
8
1,916
1,995
Gable
CompShg
VinylSd
VinylSd
null
0
TA
TA
PConc
TA
TA
Mn
Unf
0
Unf
0
686
686
GasA
Gd
Y
SBrkr
948
980
0
1,928
0
0
2
0
5
2
TA
10
Typ
0
null
null
null
null
0
0
null
null
N
0
0
228
0
0
0
null
null
null
0
7
2,006
WD
Normal
160,000
2,847
909,175,030
50
RL
60
8,400
Pave
null
Reg
Bnk
AllPub
Inside
Gtl
SWISU
Norm
Norm
1Fam
1.5Fin
6
5
1,940
2,000
Gable
CompShg
Wd Sdng
MetalSd
null
0
TA
TA
CBlock
TA
TA
No
LwQ
388
Unf
0
552
940
GasA
Ex
Y
SBrkr
1,192
403
0
1,595
0
0
1
0
2
1
TA
6
Typ
2
Gd
Attchd
1,940
Unf
1
240
TA
TA
Y
0
0
108
0
0
0
null
null
null
0
6
2,006
WD
Normal
140,000
2,848
909,176,180
50
RL
60
10,890
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
SWISU
Norm
Norm
1Fam
1.5Fin
5
5
1,938
1,950
Gable
CompShg
MetalSd
MetalSd
null
0
TA
TA
BrkTil
Fa
TA
No
LwQ
930
Unf
0
128
1,058
GasA
TA
Y
SBrkr
1,058
493
0
1,551
1
0
2
0
3
1
Fa
6
Typ
0
null
Detchd
1,938
Unf
1
240
Fa
TA
Y
0
0
0
0
0
0
null
MnPrv
null
0
7
2,006
WD
Normal
137,000
2,849
909,201,180
190
RH
58
6,430
Pave
null
Reg
Bnk
AllPub
Corner
Gtl
SWISU
Feedr
Norm
2fmCon
1.5Fin
6
6
1,945
1,950
Gable
CompShg
Wd Sdng
Wd Sdng
null
0
TA
TA
CBlock
TA
TA
Av
BLQ
780
Unf
0
0
780
GasA
TA
N
FuseF
816
524
0
1,340
1
0
1
0
3
1
TA
6
Typ
0
null
Attchd
1,945
Unf
1
440
TA
TA
Y
0
0
0
0
0
0
null
null
null
0
7
2,006
WD
Abnorml
128,000
2,850
909,250,070
70
RL
43
7,000
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
SWISU
Feedr
Norm
1Fam
2Story
7
8
1,926
1,997
Gable
CompShg
Wd Sdng
Stucco
null
0
TA
TA
BrkTil
TA
TA
No
ALQ
424
Unf
0
200
624
GasA
Ex
Y
SBrkr
743
736
0
1,479
1
0
1
0
3
1
Gd
6
Typ
2
Gd
Detchd
1,926
Unf
1
312
TA
TA
Y
530
0
56
0
0
0
null
MnPrv
null
0
5
2,006
WD
Normal
160,000
2,851
909,250,120
70
RL
96
13,132
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
Crawfor
Norm
Norm
1Fam
2Story
5
5
1,914
1,950
Gable
CompShg
Wd Sdng
Wd Sdng
null
0
TA
TA
BrkTil
Gd
TA
Mn
Unf
0
Unf
0
747
747
GasA
Gd
Y
FuseF
892
892
0
1,784
0
0
1
1
4
1
TA
9
Typ
0
null
Detchd
1,914
Unf
1
180
Fa
Fa
N
203
40
0
0
0
0
null
null
null
0
7
2,006
WD
Normal
138,887
2,852
909,250,200
70
RL
69
4,899
Pave
null
Reg
HLS
AllPub
Corner
Gtl
SWISU
Norm
Norm
1Fam
2Story
6
8
1,920
1,950
Gable
CompShg
MetalSd
MetalSd
null
0
TA
TA
PConc
TA
TA
No
BLQ
305
Unf
0
450
755
GasA
Ex
Y
SBrkr
755
755
0
1,510
0
0
1
0
3
1
TA
6
Typ
0
null
Detchd
1,920
Unf
1
216
TA
TA
Y
0
0
164
0
0
0
null
null
null
0
6
2,006
WD
Normal
149,000
2,853
909,250,210
50
RL
60
6,000
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
SWISU
Norm
Norm
1Fam
1.5Fin
5
5
1,926
1,950
Gable
CompShg
Wd Sdng
Wd Sdng
null
0
TA
Fa
BrkTil
TA
TA
No
Unf
0
Unf
0
1,008
1,008
GasA
Ex
Y
SBrkr
1,008
0
514
1,522
0
0
2
0
4
1
TA
7
Typ
0
null
null
null
null
0
0
null
null
P
0
0
138
0
0
0
null
null
null
0
6
2,006
WD
Normal
102,000
2,854
909,253,080
70
RL
54
9,399
Pave
null
Reg
Bnk
AllPub
Inside
Gtl
Crawfor
Norm
Norm
1Fam
2.5Unf
7
8
1,919
1,950
Gable
CompShg
MetalSd
Stucco
null
0
TA
TA
BrkTil
TA
TA
Mn
Unf
0
Unf
0
818
818
GasA
TA
Y
SBrkr
818
818
0
1,636
0
0
1
1
4
1
Gd
7
Typ
1
Gd
Detchd
1,919
Unf
1
288
Fa
TA
N
0
0
212
0
0
0
null
null
null
0
9
2,006
WD
Abnorml
167,000
2,855
909,254,070
70
RL
54
7,588
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
Crawfor
Norm
Norm
1Fam
2Story
7
6
1,920
1,950
Gable
CompShg
Stucco
Stucco
null
0
TA
TA
BrkTil
Fa
TA
No
LwQ
352
Unf
0
441
793
GasA
Gd
Y
SBrkr
901
901
0
1,802
0
0
1
1
4
1
TA
9
Typ
1
Gd
Detchd
1,920
Unf
1
216
Fa
TA
Y
0
0
40
0
0
0
null
null
null
0
7
2,006
WD
Normal
200,100
2,856
909,256,010
50
RL
84
10,164
Pave
null
Reg
Bnk
AllPub
Inside
Gtl
SWISU
Norm
Norm
1Fam
1.5Fin
5
5
1,939
1,950
Gable
CompShg
VinylSd
VinylSd
null
0
TA
TA
CBlock
TA
Fa
Av
LwQ
646
Unf
0
346
992
GasA
Fa
Y
SBrkr
992
473
0
1,465
0
0
2
0
3
1
TA
6
Typ
2
TA
Detchd
1,939
Unf
1
240
TA
TA
Y
0
126
0
0
0
0
null
null
null
0
7
2,006
WD
Normal
131,000
2,857
909,256,020
50
RL
51
6,191
Pave
null
Reg
Lvl
AllPub
Corner
Gtl
SWISU
Norm
Norm
1Fam
1.5Fin
5
4
1,941
1,950
Gable
CompShg
Wd Sdng
Wd Sdng
null
0
TA
TA
CBlock
Fa
Fa
No
LwQ
384
Unf
0
440
824
GasA
TA
N
SBrkr
824
464
0
1,288
0
0
1
0
4
1
TA
6
Typ
0
null
Detchd
1,941
Unf
1
240
TA
TA
Y
0
0
0
0
0
0
null
null
null
0
11
2,006
WD
Normal
112,000
2,858
909,275,230
70
RL
60
9,550
Pave
null
IR1
Lvl
AllPub
Corner
Gtl
Crawfor
Norm
Norm
1Fam
2Story
7
5
1,915
1,970
Gable
CompShg
Wd Sdng
Wd Shng
null
0
TA
TA
BrkTil
TA
Gd
No
ALQ
216
Unf
0
540
756
GasA
Gd
Y
SBrkr
961
756
0
1,717
1
0
1
0
3
1
Gd
7
Typ
1
Gd
Detchd
1,998
Unf
3
642
TA
TA
Y
0
35
272
0
0
0
null
null
null
0
2
2,006
WD
Abnorml
140,000
2,859
909,275,250
50
RL
66
21,780
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
Crawfor
Norm
Norm
1Fam
2Story
6
5
1,920
1,950
Gable
CompShg
Wd Sdng
Wd Shng
null
0
TA
TA
PConc
TA
Fa
No
Unf
0
Unf
0
817
817
GasA
Gd
Y
FuseF
940
610
0
1,550
0
0
1
1
3
1
TA
7
Min2
1
TA
Detchd
1,937
Unf
1
318
TA
TA
P
0
0
429
0
0
0
null
MnPrv
null
0
9
2,006
WD
Normal
195,000
2,860
909,276,010
70
RL
null
11,435
Pave
null
IR1
HLS
AllPub
Corner
Mod
Crawfor
Norm
Norm
1Fam
2Story
8
7
1,929
1,950
Gable
CompShg
BrkFace
Stucco
null
0
TA
TA
PConc
Gd
TA
No
Unf
0
Unf
0
792
792
GasA
Fa
Y
SBrkr
792
725
0
1,517
0
0
1
0
3
1
Gd
7
Typ
2
Gd
Detchd
1,931
Unf
2
400
TA
TA
Y
0
0
0
0
0
0
null
null
null
0
6
2,006
WD
Normal
230,000
2,861
909,276,070
50
RL
80
12,400
Pave
null
Reg
HLS
AllPub
Inside
Mod
Crawfor
Norm
Norm
1Fam
1.5Fin
5
6
1,940
1,950
Gable
CompShg
Wd Sdng
Wd Sdng
null
0
TA
TA
CBlock
Gd
TA
Mn
BLQ
602
Unf
0
299
901
GasA
TA
Y
SBrkr
1,125
592
0
1,717
0
0
1
1
2
1
TA
7
Typ
1
Gd
Attchd
1,940
Unf
1
410
TA
TA
Y
0
0
0
0
113
0
null
null
null
0
2
2,006
WD
Normal
194,000
2,862
909,279,040
30
RL
80
11,600
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
Crawfor
Norm
Norm
1Fam
1Story
4
5
1,922
1,950
Gable
CompShg
MetalSd
MetalSd
null
0
TA
TA
BrkTil
Fa
TA
No
Unf
0
Unf
0
700
700
GasA
Ex
Y
SBrkr
1,180
0
0
1,180
0
0
1
0
2
1
Fa
5
Typ
1
Gd
Detchd
1,922
Unf
1
252
TA
Fa
Y
0
0
67
0
0
0
null
null
null
0
7
2,006
WD
Normal
137,500
2,863
909,280,030
50
RL
86
11,500
Pave
null
IR1
Lvl
AllPub
Inside
Gtl
Crawfor
Norm
Norm
1Fam
1.5Fin
7
7
1,936
1,987
Gable
CompShg
BrkFace
BrkFace
null
0
Gd
TA
CBlock
Gd
TA
No
Rec
223
Unf
0
794
1,017
GasA
Gd
Y
SBrkr
1,020
1,037
0
2,057
0
0
1
1
3
1
Gd
6
Typ
1
Gd
Attchd
1,936
Fin
1
180
Fa
TA
Y
0
0
0
0
322
0
null
null
null
0
6
2,006
WD
Normal
250,000
2,864
909,280,070
50
RL
81
8,170
Pave
null
IR1
Lvl
AllPub
Inside
Gtl
Crawfor
Norm
Norm
1Fam
1.5Fin
7
7
1,929
1,950
Gable
CompShg
Stucco
Wd Sdng
BrkFace
270
Gd
Gd
BrkTil
TA
TA
No
ALQ
526
Unf
0
496
1,022
GasA
Ex
Y
FuseA
1,122
549
0
1,671
0
0
2
0
4
1
TA
7
Typ
1
Gd
Detchd
1,963
Unf
2
451
TA
TA
Y
0
0
0
0
0
0
null
null
null
0
2
2,006
WD
Normal
218,000
2,865
909,281,010
70
RL
80
16,560
Pave
null
IR1
Lvl
AllPub
Inside
Gtl
Crawfor
Norm
Norm
1Fam
2Story
6
8
1,932
1,950
Gable
CompShg
Wd Sdng
Wd Sdng
null
0
TA
TA
BrkTil
Gd
TA
No
Rec
503
Unf
0
449
952
GasA
TA
Y
SBrkr
1,170
1,175
0
2,345
0
0
2
1
4
1
TA
9
Typ
1
Gd
Detchd
1,932
Unf
2
360
TA
TA
Y
0
0
0
0
0
0
null
null
null
0
7
2,006
WD
Normal
239,000
2,866
909,282,060
70
RL
70
12,320
Pave
null
IR1
HLS
AllPub
Inside
Gtl
Crawfor
Norm
Norm
1Fam
2Story
7
7
1,932
1,990
Gable
CompShg
Wd Sdng
Wd Sdng
null
0
TA
TA
BrkTil
TA
TA
No
Unf
0
Unf
0
637
637
GasA
Ex
Y
SBrkr
959
650
0
1,609
0
0
1
1
3
1
Gd
8
Typ
2
Gd
2Types
1,963
Unf
3
579
TA
TA
Y
0
0
0
0
104
0
null
GdWo
null
0
5
2,006
WD
Normal
199,500
2,867
909,282,110
70
RL
70
14,210
Pave
null
IR1
Lvl
AllPub
Inside
Gtl
Crawfor
Norm
Norm
1Fam
2Story
6
7
1,930
1,959
Gable
CompShg
Wd Sdng
Wd Sdng
null
0
TA
TA
PConc
TA
TA
No
Unf
0
Unf
0
697
697
GasA
Ex
Y
SBrkr
1,104
697
0
1,801
0
0
1
1
3
1
TA
8
Typ
1
Gd
Attchd
1,930
Unf
2
365
Fa
TA
Y
0
90
0
0
0
0
null
MnPrv
null
0
11
2,006
WD
Normal
210,000
2,868
909,425,120
20
RL
90
14,115
Pave
null
IR1
Lvl
AllPub
Inside
Gtl
Crawfor
Norm
Norm
1Fam
1Story
6
7
1,956
2,004
Gable
CompShg
Stone
Stone
null
0
TA
TA
PConc
TA
TA
No
ALQ
296
GLQ
547
230
1,073
GasA
Ex
Y
SBrkr
1,811
0
0
1,811
0
0
1
0
2
1
Ex
6
Typ
1
Gd
Attchd
1,956
Fin
2
470
TA
TA
Y
0
0
280
0
0
0
null
null
null
0
7
2,006
WD
Abnorml
230,000
2,869
909,425,180
20
RL
80
12,984
Pave
null
Reg
Bnk
AllPub
Inside
Gtl
Crawfor
Norm
Norm
1Fam
1Story
5
6
1,977
1,977
Gable
CompShg
Plywood
Plywood
BrkFace
459
TA
TA
CBlock
Gd
TA
Mn
ALQ
1,283
LwQ
147
0
1,430
GasA
Ex
Y
SBrkr
1,647
0
0
1,647
1
0
2
0
3
1
Gd
7
Typ
1
TA
Attchd
1,977
Fin
2
621
TA
TA
Y
0
0
0
0
0
0
null
null
null
0
3
2,006
WD
Normal
217,500
2,870
909,426,060
60
RL
78
15,600
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
Crawfor
Norm
Norm
1Fam
2Story
5
7
1,950
1,963
Gable
CompShg
Wd Sdng
Wd Sdng
BrkFace
405
TA
Gd
CBlock
Gd
TA
No
GLQ
760
Unf
0
408
1,168
GasA
Gd
Y
SBrkr
1,278
1,037
0
2,315
1
0
2
0
4
1
TA
9
Typ
3
Gd
Attchd
1,950
Fin
1
342
TA
TA
Y
0
0
0
0
192
0
null
null
null
0
7
2,006
WD
Normal
257,000
2,871
909,428,110
190
RL
90
15,750
Pave
null
Reg
Lvl
AllPub
Corner
Gtl
Crawfor
Norm
Norm
2fmCon
1Story
5
5
1,953
1,953
Hip
CompShg
MetalSd
MetalSd
BrkFace
56
TA
TA
CBlock
TA
TA
Mn
BLQ
841
Unf
0
324
1,165
GasA
TA
Y
SBrkr
1,336
0
0
1,336
1
0
1
0
2
1
TA
5
Typ
2
Gd
Attchd
1,953
Unf
1
375
TA
TA
Y
0
0
0
0
0
0
null
null
null
0
6
2,006
WD
Normal
157,000
2,872
909,475,020
20
RL
null
16,381
Pave
null
IR1
Lvl
AllPub
Inside
Gtl
Crawfor
Norm
Norm
1Fam
1Story
6
5
1,969
1,969
Gable
CompShg
Plywood
Plywood
BrkFace
312
Gd
Gd
CBlock
TA
TA
Av
Rec
1,110
Unf
0
734
1,844
GasA
Gd
Y
SBrkr
1,844
0
0
1,844
1
0
2
0
3
1
Gd
7
Typ
1
TA
Attchd
1,969
RFn
2
540
TA
TA
Y
0
73
216
0
0
0
null
null
null
0
12
2,006
WD
Normal
223,000
2,873
910,200,020
30
RM
50
7,288
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
IDOTRR
Artery
Norm
1Fam
1Story
5
6
1,942
1,950
Gable
CompShg
MetalSd
MetalSd
null
0
TA
TA
CBlock
TA
TA
Mn
Rec
305
Unf
0
671
976
GasA
TA
N
SBrkr
976
0
0
976
1
0
1
0
2
1
TA
5
Typ
0
null
Detchd
1,942
Unf
1
215
TA
TA
N
160
0
0
0
0
0
null
null
null
0
8
2,006
WD
AdjLand
102,000
2,874
910,200,060
50
RM
50
7,000
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
IDOTRR
Norm
Norm
1Fam
1.5Fin
6
7
1,926
1,950
Hip
CompShg
MetalSd
MetalSd
null
0
TA
TA
PConc
TA
TA
No
ALQ
374
Unf
0
487
861
GasA
Ex
Y
SBrkr
861
424
0
1,285
0
1
1
0
3
1
TA
6
Typ
0
null
Detchd
1,950
Fin
2
506
TA
TA
Y
96
0
132
0
0
0
null
MnPrv
null
0
5
2,006
WD
Normal
145,400
2,875
910,203,100
30
RM
61
8,534
Pave
null
Reg
Low
AllPub
Inside
Gtl
IDOTRR
Norm
Norm
1Fam
1Story
4
4
1,925
1,950
Gable
CompShg
Wd Sdng
Wd Sdng
null
0
TA
TA
BrkTil
Fa
TA
No
Unf
0
Unf
0
432
432
GasA
TA
N
FuseA
672
0
0
672
0
0
1
0
2
1
TA
4
Min1
0
null
null
null
null
0
0
null
null
N
0
0
112
0
0
0
null
GdWo
null
0
6
2,006
WD
Normal
72,000
2,876
910,203,230
30
RM
50
7,030
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
IDOTRR
Norm
Norm
1Fam
1Story
4
6
1,925
1,950
Gable
CompShg
MetalSd
MetalSd
null
0
TA
TA
BrkTil
TA
TA
No
Unf
0
Unf
0
641
641
GasA
Gd
Y
SBrkr
641
0
0
641
0
0
1
0
2
1
Fa
4
Typ
0
null
Detchd
1,925
Unf
1
272
TA
TA
N
184
0
70
0
0
0
null
MnPrv
null
0
3
2,006
WD
Normal
85,000
2,877
910,207,110
30
RM
50
8,765
Pave
Grvl
Reg
Lvl
AllPub
Inside
Gtl
IDOTRR
Norm
Norm
1Fam
1Story
4
6
1,936
1,950
Gable
CompShg
Wd Sdng
Wd Sdng
null
0
TA
TA
BrkTil
TA
TA
No
ALQ
285
Unf
0
666
951
GasA
Ex
N
SBrkr
951
0
0
951
0
0
1
0
2
1
TA
6
Typ
0
null
Detchd
1,936
Unf
1
327
TA
TA
Y
0
28
0
0
0
0
null
null
null
0
4
2,006
WD
Abnorml
106,500
2,878
910,226,060
50
RM
75
9,060
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
IDOTRR
Norm
Norm
1Fam
1.5Fin
6
5
1,957
1,957
Gable
CompShg
MetalSd
MetalSd
BrkFace
327
TA
TA
CBlock
TA
TA
No
Unf
0
Unf
0
967
967
GasA
Gd
Y
SBrkr
967
671
0
1,638
0
0
2
0
4
1
Gd
6
Typ
0
null
Detchd
1,957
Unf
1
384
TA
TA
Y
0
21
0
0
0
0
null
null
null
0
4
2,006
WD
Normal
139,000
2,879
911,175,360
50
C (all)
60
11,040
Pave
null
Reg
Low
AllPub
Inside
Mod
IDOTRR
Norm
Norm
1Fam
1.5Fin
4
6
1,920
1,950
Gable
CompShg
MetalSd
MetalSd
null
0
TA
TA
CBlock
TA
TA
No
Rec
637
Unf
0
0
637
GasA
Gd
Y
SBrkr
897
439
0
1,336
0
0
1
1
3
1
TA
7
Typ
0
null
CarPort
1,994
Unf
1
570
TA
TA
Y
0
47
120
0
0
0
null
null
null
0
9
2,006
COD
Normal
108,000
2,880
911,175,410
30
C (all)
69
12,366
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
IDOTRR
Feedr
Norm
1Fam
1Story
3
5
1,945
1,950
Gable
CompShg
Wd Sdng
Wd Sdng
null
0
TA
TA
Slab
null
null
null
null
0
null
0
0
0
GasA
TA
N
SBrkr
729
0
0
729
0
0
1
0
2
1
TA
5
Mod
0
null
null
null
null
0
0
null
null
N
0
0
23
0
0
0
null
null
null
0
10
2,006
WD
Abnorml
51,689
2,881
911,175,430
20
C (all)
50
9,000
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
IDOTRR
Norm
Norm
1Fam
1Story
2
3
1,949
1,950
Gable
CompShg
AsbShng
AsbShng
null
0
TA
TA
CBlock
TA
TA
Av
BLQ
50
Unf
0
430
480
GasA
TA
N
FuseA
480
0
0
480
1
0
0
0
1
1
TA
4
Typ
0
null
Detchd
1,958
Unf
1
308
TA
TA
Y
0
0
0
0
0
0
null
null
null
0
10
2,006
WD
Abnorml
35,311
2,882
911,175,440
190
C (all)
50
9,000
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
IDOTRR
Norm
Norm
2fmCon
1.5Fin
5
6
1,951
1,951
Gable
CompShg
WdShing
Wd Shng
null
0
Fa
Fa
CBlock
TA
TA
Mn
Unf
0
Unf
0
660
660
GasA
TA
N
SBrkr
1,060
336
0
1,396
0
0
2
0
4
2
TA
8
Min2
0
null
null
null
null
0
0
null
null
Y
0
0
0
0
0
0
null
null
null
0
10
2,006
WD
Abnorml
115,000
2,883
911,225,110
50
C (all)
60
8,520
Grvl
null
Reg
Bnk
AllPub
Inside
Gtl
IDOTRR
Norm
Norm
1Fam
1.5Fin
3
5
1,916
1,950
Gable
CompShg
MetalSd
MetalSd
null
0
TA
TA
PConc
Fa
Fa
No
Unf
0
Unf
0
216
216
GasA
Fa
N
SBrkr
576
360
0
936
0
0
1
0
2
1
TA
6
Typ
0
null
null
null
null
0
0
null
null
N
0
0
0
0
0
0
null
null
null
0
4
2,006
WD
Normal
78,000
2,884
911,370,430
120
RM
41
5,748
Pave
null
IR1
HLS
AllPub
Inside
Mod
Crawfor
Norm
Norm
TwnhsE
1Story
8
5
2,005
2,006
Hip
CompShg
CemntBd
CmentBd
Stone
473
Gd
TA
PConc
Ex
TA
Gd
GLQ
1,573
Unf
0
0
1,573
GasA
Ex
Y
SBrkr
1,778
0
0
1,778
2
0
2
0
2
1
Ex
5
Typ
1
Gd
Attchd
2,005
Fin
2
495
TA
TA
Y
123
53
0
0
153
0
null
null
null
0
2
2,006
New
Partial
375,000
2,885
911,370,530
120
RM
44
3,842
Pave
null
IR1
HLS
AllPub
Inside
Mod
Crawfor
Norm
Norm
TwnhsE
1Story
8
5
2,004
2,005
Hip
CompShg
CemntBd
CmentBd
Stone
186
Gd
TA
PConc
Ex
TA
Gd
GLQ
1,564
Unf
0
30
1,594
GasA
Ex
Y
SBrkr
1,646
0
0
1,646
1
1
2
0
2
1
Gd
5
Typ
1
Gd
Attchd
2,004
Fin
2
525
TA
TA
Y
128
53
0
0
155
0
null
null
null
0
12
2,006
WD
Normal
300,000
2,886
913,350,030
20
RL
69
23,580
Pave
null
IR1
Lvl
AllPub
Inside
Mod
Mitchel
Norm
Norm
1Fam
1Story
6
6
1,979
1,979
Gable
CompShg
Plywood
Plywood
null
0
TA
TA
CBlock
Gd
TA
Gd
GLQ
776
Unf
0
849
1,625
GasA
TA
Y
SBrkr
1,625
0
0
1,625
0
1
2
0
3
1
Fa
6
Typ
1
TA
Attchd
1,979
Fin
2
576
TA
TA
Y
136
28
0
0
0
0
null
null
null
0
9
2,006
WD
Normal
242,500
2,887
914,452,060
90
RL
65
8,385
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
Mitchel
Norm
Norm
Duplex
1Story
6
5
1,978
1,978
Gable
CompShg
Plywood
Plywood
null
0
TA
TA
CBlock
TA
TA
Mn
Unf
0
Unf
0
1,664
1,664
GasA
TA
Y
SBrkr
1,664
0
0
1,664
0
0
2
0
4
2
TA
10
Typ
0
null
2Types
1,978
Unf
2
616
TA
TA
Y
0
0
0
0
0
0
null
null
null
0
10
2,006
WD
Normal
145,000
2,888
914,474,020
20
RL
70
9,116
Pave
null
Reg
Lvl
AllPub
Corner
Gtl
Mitchel
Norm
Norm
1Fam
1Story
8
5
2,001
2,001
Hip
CompShg
VinylSd
VinylSd
null
0
Gd
TA
PConc
Ex
TA
No
Unf
0
Unf
0
1,491
1,491
GasA
Ex
Y
SBrkr
1,491
0
0
1,491
0
0
2
0
3
1
Gd
7
Typ
0
null
Attchd
2,001
RFn
2
490
TA
TA
Y
120
100
0
0
0
0
null
null
null
0
5
2,006
WD
Normal
209,000
2,889
914,476,050
90
RL
78
10,530
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
Mitchel
Norm
Norm
Duplex
SFoyer
6
5
1,977
1,977
Gable
CompShg
Plywood
ImStucc
BrkFace
90
TA
TA
CBlock
Gd
TA
Gd
GLQ
975
Unf
0
0
975
GasA
TA
Y
SBrkr
1,004
0
0
1,004
1
0
1
0
2
1
TA
4
Typ
0
null
Attchd
1,977
Unf
2
504
TA
TA
Y
0
0
0
0
0
0
null
null
null
0
5
2,006
WD
Normal
135,000
2,890
914,476,130
80
RL
140
11,080
Pave
null
Reg
Lvl
AllPub
Corner
Gtl
Mitchel
Norm
Norm
1Fam
SLvl
6
6
1,975
1,975
Gable
CompShg
Plywood
Plywood
BrkFace
257
TA
TA
CBlock
TA
TA
Av
GLQ
576
Unf
0
552
1,128
GasA
TA
Y
SBrkr
1,210
0
0
1,210
1
0
2
0
3
1
TA
6
Typ
0
null
Attchd
1,975
Unf
2
528
TA
TA
Y
0
0
0
0
0
0
null
null
null
0
5
2,006
WD
Normal
148,000
2,891
914,476,500
90
RL
82
11,070
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
Mitchel
Norm
Norm
Duplex
1Story
7
5
1,988
1,989
Gable
CompShg
VinylSd
VinylSd
BrkFace
70
TA
TA
CBlock
TA
TA
No
Unf
0
Unf
0
1,907
1,907
GasA
Gd
Y
SBrkr
1,959
0
0
1,959
0
0
3
0
5
2
TA
9
Typ
0
null
2Types
1,989
Unf
3
766
TA
TA
Y
0
0
0
0
0
0
null
null
null
0
7
2,006
WD
Family
171,000
2,892
916,225,130
60
RL
42
26,178
Pave
null
IR1
Lvl
AllPub
Inside
Mod
Timber
Norm
Norm
1Fam
2Story
7
5
1,989
1,990
Hip
CompShg
MetalSd
MetalSd
BrkFace
293
Gd
TA
PConc
Gd
TA
Gd
GLQ
965
Unf
0
245
1,210
GasA
Ex
Y
SBrkr
1,238
1,281
0
2,519
1
0
2
1
4
1
Gd
9
Typ
2
Gd
Attchd
1,989
RFn
2
628
TA
TA
Y
320
27
0
0
0
0
null
null
null
0
4
2,006
WD
Normal
335,000
2,893
916,252,170
120
RM
null
8,239
Pave
null
IR1
Lvl
AllPub
Inside
Gtl
GrnHill
Norm
Norm
TwnhsE
1Story
7
5
1,986
1,986
Gable
CompShg
BrkFace
Wd Sdng
null
0
Gd
TA
CBlock
null
null
null
null
0
null
0
0
0
GasA
Gd
Y
SBrkr
1,295
0
0
1,295
0
0
2
0
2
1
Gd
5
Typ
0
null
Attchd
1,986
RFn
1
312
TA
TA
Y
0
0
0
0
0
0
null
null
null
0
11
2,006
WD
Normal
230,000
2,894
916,325,040
20
RL
null
50,102
Pave
null
IR1
Low
AllPub
Inside
Mod
Timber
Norm
Norm
1Fam
1Story
6
5
1,958
1,958
Gable
Tar&Grv
Plywood
Plywood
null
0
TA
TA
CBlock
Gd
TA
Gd
BLQ
909
Unf
0
723
1,632
GasA
TA
Y
SBrkr
1,650
0
0
1,650
1
0
1
0
2
1
TA
6
Typ
2
Gd
Attchd
1,958
Unf
2
518
TA
TA
Y
0
0
0
0
138
0
null
null
null
0
3
2,006
WD
Alloca
250,764
2,895
916,326,010
20
RL
null
16,669
Pave
null
IR1
Lvl
AllPub
Corner
Gtl
Timber
Norm
Norm
1Fam
1Story
8
6
1,981
1,981
Hip
WdShake
Plywood
Plywood
BrkFace
653
Gd
TA
CBlock
Gd
TA
No
Unf
0
Unf
0
1,686
1,686
GasA
TA
Y
SBrkr
1,707
0
0
1,707
0
0
2
1
2
1
TA
6
Typ
1
TA
Attchd
1,981
RFn
2
511
TA
TA
Y
574
64
0
0
0
0
null
null
null
0
1
2,006
WD
Normal
228,000
2,896
916,402,125
20
RL
54
13,811
Pave
null
IR1
Lvl
AllPub
Inside
Gtl
Timber
Norm
Norm
1Fam
1Story
6
6
1,987
1,987
Gable
CompShg
HdBoard
HdBoard
BrkFace
72
TA
TA
CBlock
Gd
Gd
No
GLQ
980
LwQ
40
92
1,112
GasA
Gd
Y
SBrkr
1,137
0
0
1,137
1
0
2
0
2
1
Gd
5
Typ
1
TA
Attchd
1,987
Unf
2
551
TA
TA
Y
125
0
0
0
0
0
null
null
null
0
7
2,006
WD
Normal
176,000
2,897
916,403,020
20
RL
50
8,049
Pave
null
IR1
Lvl
AllPub
CulDSac
Gtl
Timber
Norm
Norm
1Fam
1Story
7
5
1,990
1,990
Hip
CompShg
HdBoard
HdBoard
BrkFace
54
TA
TA
CBlock
Gd
TA
No
ALQ
1,053
Unf
0
256
1,309
GasA
TA
Y
SBrkr
1,339
0
0
1,339
1
0
2
0
2
1
TA
6
Typ
1
TA
Attchd
1,990
Fin
2
484
Gd
Gd
Y
0
58
0
0
90
0
null
null
null
0
7
2,006
WD
Normal
180,000
2,898
916,403,130
60
RL
null
11,170
Pave
null
IR2
Lvl
AllPub
Corner
Gtl
Timber
Norm
Norm
1Fam
2Story
7
5
1,990
1,991
Gable
CompShg
MetalSd
MetalSd
null
0
TA
TA
Wood
Gd
TA
No
LwQ
1,216
Unf
0
0
1,216
GasA
Ex
Y
SBrkr
1,298
1,216
0
2,514
0
0
2
1
4
1
TA
8
Typ
0
null
Attchd
1,990
Fin
2
693
TA
TA
Y
0
0
0
0
0
0
null
GdPrv
null
0
4
2,006
WD
Normal
250,000
2,899
916,460,070
20
RL
null
8,098
Pave
null
IR1
Lvl
AllPub
Inside
Gtl
Timber
Norm
Norm
1Fam
1Story
6
5
2,000
2,000
Gable
CompShg
VinylSd
VinylSd
null
0
Gd
TA
Wood
Gd
TA
Av
GLQ
1,136
BLQ
116
129
1,381
GasA
Ex
Y
SBrkr
1,403
0
0
1,403
1
0
2
0
2
1
Gd
5
Typ
0
null
Attchd
2,000
Unf
2
470
TA
TA
Y
0
173
0
0
0
0
null
null
null
0
10
2,006
WD
Normal
202,000
2,900
916,475,100
20
RL
85
14,331
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
Timber
Norm
Norm
1Fam
1Story
8
5
2,002
2,002
Hip
CompShg
VinylSd
VinylSd
BrkFace
630
Gd
TA
PConc
Ex
TA
Gd
GLQ
1,274
Unf
0
526
1,800
GasA
Ex
Y
SBrkr
1,800
0
0
1,800
1
0
2
0
3
1
Gd
7
Typ
1
Gd
Attchd
2,002
Fin
3
765
TA
TA
Y
270
78
0
0
0
0
null
null
null
0
5
2,006
WD
Normal
312,500