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
526,301,100
20
RL
141
31,770
Pave
null
IR1
Lvl
AllPub
Corner
Gtl
NAmes
Norm
Norm
1Fam
1Story
6
5
1,960
1,960
Hip
CompShg
BrkFace
Plywood
Stone
112
TA
TA
CBlock
TA
Gd
Gd
BLQ
639
Unf
0
441
1,080
GasA
Fa
Y
SBrkr
1,656
0
0
1,656
1
0
1
0
3
1
TA
7
Typ
2
Gd
Attchd
1,960
Fin
2
528
TA
TA
P
210
62
0
0
0
0
null
null
null
0
5
2,010
WD
Normal
215,000
2
526,350,040
20
RH
80
11,622
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
NAmes
Feedr
Norm
1Fam
1Story
5
6
1,961
1,961
Gable
CompShg
VinylSd
VinylSd
null
0
TA
TA
CBlock
TA
TA
No
Rec
468
LwQ
144
270
882
GasA
TA
Y
SBrkr
896
0
0
896
0
0
1
0
2
1
TA
5
Typ
0
null
Attchd
1,961
Unf
1
730
TA
TA
Y
140
0
0
0
120
0
null
MnPrv
null
0
6
2,010
WD
Normal
105,000
3
526,351,010
20
RL
81
14,267
Pave
null
IR1
Lvl
AllPub
Corner
Gtl
NAmes
Norm
Norm
1Fam
1Story
6
6
1,958
1,958
Hip
CompShg
Wd Sdng
Wd Sdng
BrkFace
108
TA
TA
CBlock
TA
TA
No
ALQ
923
Unf
0
406
1,329
GasA
TA
Y
SBrkr
1,329
0
0
1,329
0
0
1
1
3
1
Gd
6
Typ
0
null
Attchd
1,958
Unf
1
312
TA
TA
Y
393
36
0
0
0
0
null
null
Gar2
12,500
6
2,010
WD
Normal
172,000
4
526,353,030
20
RL
93
11,160
Pave
null
Reg
Lvl
AllPub
Corner
Gtl
NAmes
Norm
Norm
1Fam
1Story
7
5
1,968
1,968
Hip
CompShg
BrkFace
BrkFace
null
0
Gd
TA
CBlock
TA
TA
No
ALQ
1,065
Unf
0
1,045
2,110
GasA
Ex
Y
SBrkr
2,110
0
0
2,110
1
0
2
1
3
1
Ex
8
Typ
2
TA
Attchd
1,968
Fin
2
522
TA
TA
Y
0
0
0
0
0
0
null
null
null
0
4
2,010
WD
Normal
244,000
5
527,105,010
60
RL
74
13,830
Pave
null
IR1
Lvl
AllPub
Inside
Gtl
Gilbert
Norm
Norm
1Fam
2Story
5
5
1,997
1,998
Gable
CompShg
VinylSd
VinylSd
null
0
TA
TA
PConc
Gd
TA
No
GLQ
791
Unf
0
137
928
GasA
Gd
Y
SBrkr
928
701
0
1,629
0
0
2
1
3
1
TA
6
Typ
1
TA
Attchd
1,997
Fin
2
482
TA
TA
Y
212
34
0
0
0
0
null
MnPrv
null
0
3
2,010
WD
Normal
189,900
6
527,105,030
60
RL
78
9,978
Pave
null
IR1
Lvl
AllPub
Inside
Gtl
Gilbert
Norm
Norm
1Fam
2Story
6
6
1,998
1,998
Gable
CompShg
VinylSd
VinylSd
BrkFace
20
TA
TA
PConc
TA
TA
No
GLQ
602
Unf
0
324
926
GasA
Ex
Y
SBrkr
926
678
0
1,604
0
0
2
1
3
1
Gd
7
Typ
1
Gd
Attchd
1,998
Fin
2
470
TA
TA
Y
360
36
0
0
0
0
null
null
null
0
6
2,010
WD
Normal
195,500
7
527,127,150
120
RL
41
4,920
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
StoneBr
Norm
Norm
TwnhsE
1Story
8
5
2,001
2,001
Gable
CompShg
CemntBd
CmentBd
null
0
Gd
TA
PConc
Gd
TA
Mn
GLQ
616
Unf
0
722
1,338
GasA
Ex
Y
SBrkr
1,338
0
0
1,338
1
0
2
0
2
1
Gd
6
Typ
0
null
Attchd
2,001
Fin
2
582
TA
TA
Y
0
0
170
0
0
0
null
null
null
0
4
2,010
WD
Normal
213,500
8
527,145,080
120
RL
43
5,005
Pave
null
IR1
HLS
AllPub
Inside
Gtl
StoneBr
Norm
Norm
TwnhsE
1Story
8
5
1,992
1,992
Gable
CompShg
HdBoard
HdBoard
null
0
Gd
TA
PConc
Gd
TA
No
ALQ
263
Unf
0
1,017
1,280
GasA
Ex
Y
SBrkr
1,280
0
0
1,280
0
0
2
0
2
1
Gd
5
Typ
0
null
Attchd
1,992
RFn
2
506
TA
TA
Y
0
82
0
0
144
0
null
null
null
0
1
2,010
WD
Normal
191,500
9
527,146,030
120
RL
39
5,389
Pave
null
IR1
Lvl
AllPub
Inside
Gtl
StoneBr
Norm
Norm
TwnhsE
1Story
8
5
1,995
1,996
Gable
CompShg
CemntBd
CmentBd
null
0
Gd
TA
PConc
Gd
TA
No
GLQ
1,180
Unf
0
415
1,595
GasA
Ex
Y
SBrkr
1,616
0
0
1,616
1
0
2
0
2
1
Gd
5
Typ
1
TA
Attchd
1,995
RFn
2
608
TA
TA
Y
237
152
0
0
0
0
null
null
null
0
3
2,010
WD
Normal
236,500
10
527,162,130
60
RL
60
7,500
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
Gilbert
Norm
Norm
1Fam
2Story
7
5
1,999
1,999
Gable
CompShg
VinylSd
VinylSd
null
0
TA
TA
PConc
TA
TA
No
Unf
0
Unf
0
994
994
GasA
Gd
Y
SBrkr
1,028
776
0
1,804
0
0
2
1
3
1
Gd
7
Typ
1
TA
Attchd
1,999
Fin
2
442
TA
TA
Y
140
60
0
0
0
0
null
null
null
0
6
2,010
WD
Normal
189,000
11
527,163,010
60
RL
75
10,000
Pave
null
IR1
Lvl
AllPub
Corner
Gtl
Gilbert
Norm
Norm
1Fam
2Story
6
5
1,993
1,994
Gable
CompShg
HdBoard
HdBoard
null
0
TA
TA
PConc
Gd
TA
No
Unf
0
Unf
0
763
763
GasA
Gd
Y
SBrkr
763
892
0
1,655
0
0
2
1
3
1
TA
7
Typ
1
TA
Attchd
1,993
Fin
2
440
TA
TA
Y
157
84
0
0
0
0
null
null
null
0
4
2,010
WD
Normal
175,900
12
527,165,230
20
RL
null
7,980
Pave
null
IR1
Lvl
AllPub
Inside
Gtl
Gilbert
Norm
Norm
1Fam
1Story
6
7
1,992
2,007
Gable
CompShg
HdBoard
HdBoard
null
0
TA
Gd
PConc
Gd
TA
No
ALQ
935
Unf
0
233
1,168
GasA
Ex
Y
SBrkr
1,187
0
0
1,187
1
0
2
0
3
1
TA
6
Typ
0
null
Attchd
1,992
Fin
2
420
TA
TA
Y
483
21
0
0
0
0
null
GdPrv
Shed
500
3
2,010
WD
Normal
185,000
13
527,166,040
60
RL
63
8,402
Pave
null
IR1
Lvl
AllPub
Inside
Gtl
Gilbert
Norm
Norm
1Fam
2Story
6
5
1,998
1,998
Gable
CompShg
VinylSd
VinylSd
null
0
TA
TA
PConc
Gd
TA
No
Unf
0
Unf
0
789
789
GasA
Gd
Y
SBrkr
789
676
0
1,465
0
0
2
1
3
1
TA
7
Typ
1
Gd
Attchd
1,998
Fin
2
393
TA
TA
Y
0
75
0
0
0
0
null
null
null
0
5
2,010
WD
Normal
180,400
14
527,180,040
20
RL
85
10,176
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
Gilbert
Norm
Norm
1Fam
1Story
7
5
1,990
1,990
Gable
CompShg
HdBoard
HdBoard
null
0
TA
TA
PConc
Gd
TA
Gd
GLQ
637
Unf
0
663
1,300
GasA
Gd
Y
SBrkr
1,341
0
0
1,341
1
0
1
1
2
1
Gd
5
Typ
1
Po
Attchd
1,990
Unf
2
506
TA
TA
Y
192
0
0
0
0
0
null
null
null
0
2
2,010
WD
Normal
171,500
15
527,182,190
120
RL
null
6,820
Pave
null
IR1
Lvl
AllPub
Corner
Gtl
StoneBr
Norm
Norm
TwnhsE
1Story
8
5
1,985
1,985
Gable
CompShg
HdBoard
HdBoard
null
0
Gd
TA
PConc
Gd
TA
Av
GLQ
368
BLQ
1,120
0
1,488
GasA
TA
Y
SBrkr
1,502
0
0
1,502
1
0
1
1
1
1
Gd
4
Typ
0
null
Attchd
1,985
RFn
2
528
TA
TA
Y
0
54
0
0
140
0
null
null
null
0
6
2,010
WD
Normal
212,000
16
527,216,070
60
RL
47
53,504
Pave
null
IR2
HLS
AllPub
CulDSac
Mod
StoneBr
Norm
Norm
1Fam
2Story
8
5
2,003
2,003
Hip
CompShg
CemntBd
Wd Shng
BrkFace
603
Ex
TA
PConc
Gd
TA
Gd
ALQ
1,416
Unf
0
234
1,650
GasA
Ex
Y
SBrkr
1,690
1,589
0
3,279
1
0
3
1
4
1
Ex
12
Mod
1
Gd
BuiltIn
2,003
Fin
3
841
TA
TA
Y
503
36
0
0
210
0
null
null
null
0
6
2,010
WD
Normal
538,000
17
527,225,035
50
RL
152
12,134
Pave
null
IR1
Bnk
AllPub
Inside
Mod
Gilbert
Norm
Norm
1Fam
1.5Fin
8
7
1,988
2,005
Gable
CompShg
Wd Sdng
Wd Sdng
null
0
Gd
TA
Wood
Gd
TA
Av
GLQ
427
Unf
0
132
559
GasA
Gd
Y
SBrkr
1,080
672
0
1,752
0
0
2
0
4
1
TA
8
Typ
0
null
Basment
1,988
RFn
2
492
TA
TA
Y
325
12
0
0
0
0
null
null
null
0
6
2,010
WD
Normal
164,000
18
527,258,010
20
RL
88
11,394
Pave
null
Reg
Lvl
AllPub
Corner
Gtl
StoneBr
Norm
Norm
1Fam
1Story
9
2
2,010
2,010
Hip
CompShg
VinylSd
VinylSd
Stone
350
Gd
TA
PConc
Ex
TA
Av
GLQ
1,445
Unf
0
411
1,856
GasA
Ex
Y
SBrkr
1,856
0
0
1,856
1
0
1
1
1
1
Ex
8
Typ
1
Ex
Attchd
2,010
Fin
3
834
TA
TA
Y
113
0
0
0
0
0
null
null
null
0
6
2,010
New
Partial
394,432
19
527,276,150
20
RL
140
19,138
Pave
null
Reg
Lvl
AllPub
Corner
Gtl
Gilbert
Norm
Norm
1Fam
1Story
4
5
1,951
1,951
Gable
CompShg
VinylSd
VinylSd
null
0
TA
TA
CBlock
TA
TA
No
LwQ
120
Unf
0
744
864
GasA
Ex
Y
SBrkr
864
0
0
864
0
0
1
0
2
1
TA
4
Typ
0
null
Detchd
1,951
Unf
2
400
TA
TA
Y
0
0
0
0
0
0
null
null
null
0
6
2,010
WD
Normal
141,000
20
527,302,110
20
RL
85
13,175
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
NWAmes
Norm
Norm
1Fam
1Story
6
6
1,978
1,988
Gable
CompShg
Plywood
Plywood
Stone
119
TA
TA
CBlock
Gd
TA
No
ALQ
790
Rec
163
589
1,542
GasA
TA
Y
SBrkr
2,073
0
0
2,073
1
0
2
0
3
1
TA
7
Min1
2
TA
Attchd
1,978
Unf
2
500
TA
TA
Y
349
0
0
0
0
0
null
MnPrv
null
0
2
2,010
WD
Normal
210,000
21
527,358,140
20
RL
105
11,751
Pave
null
IR1
Lvl
AllPub
Inside
Gtl
NWAmes
Norm
Norm
1Fam
1Story
6
6
1,977
1,977
Hip
CompShg
Plywood
Plywood
BrkFace
480
TA
TA
CBlock
Gd
TA
No
BLQ
705
Unf
0
1,139
1,844
GasA
Ex
Y
SBrkr
1,844
0
0
1,844
0
0
2
0
3
1
TA
7
Typ
1
TA
Attchd
1,977
RFn
2
546
TA
TA
Y
0
122
0
0
0
0
null
MnPrv
null
0
1
2,010
COD
Normal
190,000
22
527,358,200
85
RL
85
10,625
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
NWAmes
Norm
Norm
1Fam
SFoyer
7
6
1,974
1,974
Gable
CompShg
Plywood
Plywood
BrkFace
81
TA
TA
CBlock
Gd
TA
Gd
GLQ
885
LwQ
168
0
1,053
GasA
TA
Y
SBrkr
1,173
0
0
1,173
1
0
2
0
3
1
Gd
6
Typ
2
TA
Attchd
1,974
RFn
2
528
TA
TA
Y
0
120
0
0
0
0
null
MnPrv
null
0
1
2,010
WD
Family
170,000
23
527,368,020
60
FV
null
7,500
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
Somerst
Norm
Norm
1Fam
2Story
7
5
2,000
2,000
Gable
CompShg
VinylSd
VinylSd
null
0
Gd
TA
PConc
Gd
TA
No
GLQ
533
Unf
0
281
814
GasA
Ex
Y
SBrkr
814
860
0
1,674
1
0
2
1
3
1
Gd
7
Typ
0
null
Attchd
2,000
RFn
2
663
TA
TA
Y
0
96
0
0
0
0
null
null
null
0
1
2,010
WD
Normal
216,000
24
527,402,200
20
RL
null
11,241
Pave
null
IR1
Lvl
AllPub
CulDSac
Gtl
NAmes
Norm
Norm
1Fam
1Story
6
7
1,970
1,970
Gable
CompShg
Wd Sdng
Wd Sdng
BrkFace
180
TA
TA
CBlock
TA
TA
No
ALQ
578
Unf
0
426
1,004
GasA
Ex
Y
SBrkr
1,004
0
0
1,004
1
0
1
0
2
1
TA
5
Typ
1
TA
Attchd
1,970
Fin
2
480
TA
TA
Y
0
0
0
0
0
0
null
null
Shed
700
3
2,010
WD
Normal
149,000
25
527,402,250
20
RL
null
12,537
Pave
null
IR1
Lvl
AllPub
CulDSac
Gtl
NAmes
Norm
Norm
1Fam
1Story
5
6
1,971
2,008
Gable
CompShg
VinylSd
VinylSd
null
0
TA
TA
CBlock
TA
TA
No
GLQ
734
Unf
0
344
1,078
GasA
Ex
Y
SBrkr
1,078
0
0
1,078
1
0
1
1
3
1
TA
6
Typ
1
Fa
Attchd
1,971
Fin
2
500
TA
TA
Y
0
0
0
0
0
0
null
null
null
0
4
2,010
WD
Normal
149,900
26
527,403,020
20
RL
65
8,450
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
NAmes
Norm
Norm
1Fam
1Story
5
6
1,968
1,968
Gable
CompShg
VinylSd
VinylSd
null
0
TA
TA
CBlock
TA
TA
No
BLQ
775
Unf
0
281
1,056
GasA
Ex
Y
SBrkr
1,056
0
0
1,056
1
0
1
0
3
1
TA
6
Typ
1
Fa
Attchd
1,968
Unf
1
304
TA
TA
Y
0
85
184
0
0
0
null
null
null
0
7
2,010
WD
Normal
142,000
27
527,404,120
20
RL
70
8,400
Pave
null
Reg
Lvl
AllPub
Corner
Gtl
NAmes
Norm
Norm
1Fam
1Story
4
5
1,970
1,970
Gable
CompShg
Plywood
Plywood
null
0
TA
TA
CBlock
TA
TA
No
ALQ
804
Rec
78
0
882
GasA
TA
Y
SBrkr
882
0
0
882
1
0
1
0
2
1
TA
4
Typ
0
null
Attchd
1,970
Fin
2
525
TA
TA
Y
240
0
0
0
0
0
null
MnPrv
null
0
4
2,010
WD
Normal
126,000
28
527,425,090
20
RL
70
10,500
Pave
null
Reg
Lvl
AllPub
FR2
Gtl
NAmes
Norm
Norm
1Fam
1Story
4
5
1,971
1,971
Gable
CompShg
HdBoard
HdBoard
null
0
TA
TA
CBlock
TA
TA
No
ALQ
432
Unf
0
432
864
GasA
TA
Y
SBrkr
864
0
0
864
0
0
1
0
3
1
TA
5
Typ
1
Po
null
null
null
0
0
null
null
Y
0
0
0
0
0
0
null
null
null
0
4
2,010
ConLI
Normal
115,000
29
527,427,230
120
RH
26
5,858
Pave
null
IR1
Lvl
AllPub
FR2
Gtl
NAmes
Norm
Norm
TwnhsE
1Story
7
5
1,999
1,999
Gable
CompShg
MetalSd
MetalSd
null
0
Gd
TA
PConc
Gd
TA
No
GLQ
1,051
BLQ
0
354
1,405
GasA
Ex
Y
SBrkr
1,337
0
0
1,337
1
0
2
0
2
1
Gd
5
Typ
1
Fa
Attchd
1,999
Fin
2
511
TA
TA
Y
203
68
0
0
0
0
null
null
null
0
6
2,010
WD
Normal
184,000
30
527,451,180
160
RM
21
1,680
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
BrDale
Norm
Norm
Twnhs
2Story
6
5
1,971
1,971
Gable
CompShg
HdBoard
HdBoard
BrkFace
504
TA
TA
CBlock
TA
TA
No
Rec
156
Unf
0
327
483
GasA
TA
Y
SBrkr
483
504
0
987
0
0
1
1
2
1
TA
5
Typ
0
null
Detchd
1,971
Unf
1
264
TA
TA
Y
275
0
0
0
0
0
null
null
null
0
2
2,010
COD
Normal
96,000
31
527,451,330
160
RM
21
1,680
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
BrDale
Norm
Norm
Twnhs
2Story
5
5
1,971
1,971
Gable
CompShg
HdBoard
HdBoard
BrkFace
492
TA
TA
CBlock
TA
TA
No
Rec
300
Unf
0
225
525
GasA
TA
Y
SBrkr
525
567
0
1,092
0
0
1
1
3
1
TA
6
Typ
0
null
Detchd
1,997
Unf
1
320
TA
TA
Y
0
0
0
0
0
0
null
null
null
0
3
2,010
WD
Normal
105,500
32
527,451,410
160
RM
21
1,680
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
BrDale
Norm
Norm
Twnhs
2Story
6
5
1,971
1,971
Gable
CompShg
HdBoard
ImStucc
BrkFace
381
TA
TA
CBlock
TA
TA
No
Unf
0
Unf
0
525
525
GasA
TA
Y
SBrkr
525
567
0
1,092
0
0
1
1
3
1
TA
6
Typ
0
null
Detchd
1,971
Unf
1
264
TA
TA
Y
0
0
0
0
0
0
null
null
null
0
3
2,010
WD
Family
88,000
33
527,452,190
120
RL
53
4,043
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
NPkVill
Norm
Norm
TwnhsE
1Story
6
5
1,977
1,977
Gable
CompShg
Plywood
Plywood
null
0
TA
TA
CBlock
Gd
TA
No
ALQ
360
Unf
0
709
1,069
GasA
TA
Y
SBrkr
1,069
0
0
1,069
0
0
2
0
2
1
TA
4
Typ
1
Fa
Attchd
1,977
RFn
2
440
TA
TA
Y
0
55
0
0
165
0
null
null
null
0
7
2,010
WD
Normal
127,500
34
527,453,130
160
RL
24
2,280
Pave
null
Reg
Lvl
AllPub
FR2
Gtl
NPkVill
Norm
Norm
Twnhs
2Story
6
6
1,975
1,975
Gable
CompShg
Plywood
Brk Cmn
null
0
TA
TA
CBlock
TA
TA
No
ALQ
514
Unf
0
341
855
GasA
TA
Y
SBrkr
855
601
0
1,456
0
0
2
1
3
1
Gd
6
Typ
1
TA
Attchd
1,975
Unf
2
440
TA
TA
Y
173
0
0
0
0
0
null
null
null
0
6
2,010
WD
Normal
149,900
35
527,453,150
120
RL
24
2,280
Pave
null
Reg
Lvl
AllPub
FR2
Gtl
NPkVill
Norm
Norm
Twnhs
1Story
7
6
1,975
1,975
Gable
CompShg
Plywood
Brk Cmn
null
0
TA
TA
CBlock
Gd
TA
No
Unf
0
Unf
0
836
836
GasA
Ex
Y
SBrkr
836
0
0
836
0
0
1
0
2
1
TA
4
Typ
0
null
Attchd
1,975
Unf
1
308
TA
TA
Y
0
30
0
0
0
0
null
null
null
0
6
2,010
WD
Normal
120,000
36
527,454,200
160
RL
24
2,280
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
NPkVill
Norm
Norm
Twnhs
2Story
6
5
1,978
1,978
Gable
CompShg
Plywood
Brk Cmn
null
0
TA
TA
CBlock
Gd
TA
No
ALQ
311
Unf
0
544
855
GasA
Fa
Y
SBrkr
855
601
0
1,456
0
0
2
1
3
1
TA
7
Typ
1
TA
Attchd
1,978
Unf
2
440
TA
TA
Y
26
0
0
0
0
0
null
null
null
0
7
2,010
WD
Normal
146,000
37
528,108,120
60
RL
102
12,858
Pave
null
IR1
Lvl
AllPub
Inside
Gtl
NridgHt
Norm
Norm
1Fam
2Story
9
5
2,009
2,010
Gable
CompShg
VinylSd
VinylSd
Stone
162
Ex
TA
PConc
Ex
TA
No
Unf
0
Unf
0
1,590
1,590
GasA
Ex
Y
SBrkr
1,627
707
0
2,334
0
0
2
1
3
1
Ex
10
Typ
1
Gd
Attchd
2,009
Fin
3
751
TA
TA
Y
144
133
0
0
0
0
null
null
null
0
1
2,010
New
Partial
376,162
38
528,112,020
20
RL
98
11,478
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
NridgHt
Norm
Norm
1Fam
1Story
8
5
2,007
2,008
Gable
CompShg
VinylSd
VinylSd
Stone
200
Gd
TA
PConc
Ex
TA
No
GLQ
1,218
Unf
0
486
1,704
GasA
Ex
Y
SBrkr
1,704
0
0
1,704
1
0
2
0
3
1
Gd
7
Typ
1
Gd
Attchd
2,008
RFn
3
772
TA
TA
Y
0
50
0
0
0
0
null
null
null
0
5
2,010
WD
Normal
306,000
39
528,120,060
20
RL
83
10,159
Pave
null
IR1
Lvl
AllPub
Inside
Gtl
NridgHt
Norm
Norm
1Fam
1Story
9
5
2,009
2,010
Hip
CompShg
VinylSd
VinylSd
Stone
450
Ex
TA
PConc
Ex
TA
Av
GLQ
1,646
Unf
0
284
1,930
GasA
Ex
Y
SBrkr
1,940
0
0
1,940
1
0
2
1
3
1
Ex
8
Typ
1
Gd
Attchd
2,010
Fin
3
606
TA
TA
Y
168
95
0
0
0
0
null
null
null
0
4
2,010
New
Partial
395,192
40
528,120,090
20
RL
94
12,883
Pave
null
IR1
Lvl
AllPub
Corner
Gtl
NridgHt
Norm
Norm
1Fam
1Story
8
5
2,009
2,010
Gable
CompShg
VinylSd
VinylSd
Stone
256
Gd
TA
PConc
Gd
TA
No
Unf
0
Unf
0
1,544
1,544
GasA
Ex
Y
SBrkr
1,544
0
0
1,544
0
0
2
0
3
1
Gd
7
Typ
0
null
Attchd
2,009
RFn
3
868
TA
TA
Y
0
35
0
0
0
0
null
null
null
0
6
2,010
New
Partial
290,941
41
528,120,100
20
RL
95
12,182
Pave
null
Reg
Lvl
AllPub
Corner
Gtl
NridgHt
Norm
Norm
1Fam
1Story
7
5
2,005
2,005
Gable
CompShg
VinylSd
VinylSd
BrkFace
226
Gd
TA
PConc
Gd
TA
Mn
BLQ
1,201
Unf
0
340
1,541
GasA
Ex
Y
SBrkr
1,541
0
0
1,541
0
0
2
0
3
1
Gd
7
Typ
1
Gd
Attchd
2,005
RFn
2
532
TA
TA
Y
0
70
0
0
0
0
null
null
null
0
5
2,010
New
Partial
220,000
42
528,120,120
20
RL
90
11,520
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
NridgHt
PosN
Norm
1Fam
1Story
9
5
2,005
2,005
Hip
CompShg
VinylSd
VinylSd
BrkFace
615
Gd
TA
PConc
Ex
TA
No
GLQ
110
Unf
0
1,588
1,698
GasA
Ex
Y
SBrkr
1,698
0
0
1,698
0
0
2
0
3
1
Ex
7
Typ
1
Gd
Attchd
2,005
Fin
3
730
TA
TA
Y
192
74
0
0
0
0
null
null
null
0
6
2,010
WD
Normal
275,000
43
528,138,020
20
RL
79
14,122
Pave
null
IR1
Lvl
AllPub
Inside
Gtl
NridgHt
Norm
Norm
1Fam
1Story
8
5
2,005
2,006
Hip
CompShg
CemntBd
CmentBd
BrkFace
240
Gd
TA
PConc
Ex
TA
No
GLQ
28
Unf
0
1,794
1,822
GasA
Ex
Y
SBrkr
1,822
0
0
1,822
0
0
2
0
3
1
Ex
8
Typ
1
Gd
Attchd
2,005
RFn
3
678
TA
TA
Y
0
119
0
0
0
0
null
null
null
0
2
2,010
WD
Normal
259,000
44
528,138,060
20
RL
70
10,171
Pave
null
IR1
Lvl
AllPub
Inside
Gtl
NridgHt
Norm
Norm
1Fam
1Story
7
5
2,004
2,004
Gable
CompShg
VinylSd
VinylSd
BrkFace
168
Gd
TA
PConc
Gd
TA
No
GLQ
2
Unf
0
1,515
1,517
GasA
Ex
Y
SBrkr
1,535
0
0
1,535
0
0
2
0
3
1
Gd
7
Typ
0
null
Attchd
2,004
RFn
2
532
TA
TA
Y
0
0
0
0
0
0
null
null
null
0
3
2,010
WD
Normal
214,000
45
528,150,070
20
RL
100
12,919
Pave
null
IR1
Lvl
AllPub
Inside
Gtl
NridgHt
Norm
Norm
1Fam
1Story
9
5
2,009
2,010
Hip
CompShg
VinylSd
VinylSd
Stone
760
Ex
TA
PConc
Ex
TA
Gd
GLQ
2,188
Unf
0
142
2,330
GasA
Ex
Y
SBrkr
2,364
0
0
2,364
1
0
2
1
2
1
Ex
11
Typ
2
Gd
Attchd
2,009
Fin
3
820
TA
TA
Y
0
67
0
0
0
0
null
null
null
0
3
2,010
New
Partial
611,657
46
528,175,010
120
RL
44
6,371
Pave
null
IR1
Lvl
AllPub
Inside
Gtl
NridgHt
Norm
Norm
TwnhsE
1Story
7
5
2,009
2,010
Gable
CompShg
VinylSd
VinylSd
Stone
128
Gd
TA
PConc
Gd
TA
Mn
GLQ
733
Unf
0
625
1,358
GasA
Ex
Y
SBrkr
1,358
0
0
1,358
1
0
2
0
2
1
Gd
6
Typ
1
Gd
Attchd
2,010
RFn
2
484
TA
TA
Y
192
35
0
0
0
0
null
null
null
0
6
2,010
New
Partial
224,000
47
528,176,010
20
RL
110
14,300
Pave
null
Reg
HLS
AllPub
Inside
Mod
NridgHt
Norm
Norm
1Fam
1Story
9
5
2,003
2,004
Hip
CompShg
VinylSd
VinylSd
BrkFace
1,095
Ex
TA
PConc
Ex
TA
Gd
GLQ
1,373
Unf
0
1,473
2,846
GasA
Ex
Y
SBrkr
2,696
0
0
2,696
1
0
2
1
3
1
Ex
10
Typ
2
Gd
Attchd
2,003
Fin
3
958
TA
TA
Y
220
150
0
0
0
0
null
null
null
0
6
2,010
WD
Normal
500,000
48
528,176,070
60
RL
105
13,650
Pave
null
Reg
Lvl
AllPub
Corner
Gtl
NridgHt
Norm
Norm
1Fam
2Story
8
5
2,002
2,002
Gable
CompShg
VinylSd
VinylSd
BrkFace
232
Gd
TA
PConc
Gd
TA
Gd
GLQ
578
Unf
0
1,093
1,671
GasA
Ex
Y
SBrkr
1,687
563
0
2,250
1
0
2
1
3
1
Gd
7
Typ
1
Ex
Attchd
2,002
Fin
3
756
TA
TA
Y
238
130
0
0
0
0
null
null
null
0
6
2,010
WD
Normal
320,000
49
528,180,070
120
RL
61
7,658
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
NridgHt
Norm
Norm
TwnhsE
1Story
9
5
2,005
2,005
Hip
CompShg
MetalSd
MetalSd
BrkFace
412
Ex
TA
PConc
Ex
TA
No
GLQ
456
Unf
0
1,296
1,752
GasA
Ex
Y
SBrkr
1,752
0
0
1,752
1
0
2
0
2
1
Ex
6
Typ
1
Gd
Attchd
2,005
RFn
2
576
TA
TA
Y
196
82
0
0
0
0
null
null
null
0
2
2,010
WD
Normal
319,900
50
528,181,050
120
RL
41
7,132
Pave
null
IR1
Lvl
AllPub
Inside
Gtl
NridgHt
Norm
Norm
TwnhsE
1Story
8
5
2,006
2,006
Gable
CompShg
VinylSd
VinylSd
Stone
178
Gd
TA
PConc
Gd
TA
Mn
GLQ
24
Unf
0
1,346
1,370
GasA
Ex
Y
SBrkr
1,370
0
0
1,370
0
0
2
0
2
1
Gd
6
Typ
1
Gd
Attchd
2,006
RFn
2
484
TA
TA
Y
120
49
0
0
0
0
null
null
null
0
4
2,010
WD
Normal
205,000
51
528,188,120
160
RL
36
2,628
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
NridgHt
Norm
Norm
Twnhs
2Story
7
5
2,003
2,003
Gable
CompShg
VinylSd
Wd Shng
Stone
106
Gd
TA
PConc
Gd
TA
No
Unf
0
Unf
0
764
764
GasA
Ex
Y
SBrkr
764
862
0
1,626
0
0
2
1
2
1
Gd
6
Typ
0
null
BuiltIn
2,003
RFn
2
474
TA
TA
Y
0
27
0
0
0
0
null
null
null
0
6
2,010
WD
Normal
175,500
52
528,218,150
20
RL
100
18,494
Pave
null
IR1
Lvl
AllPub
Corner
Gtl
Gilbert
Norm
Norm
1Fam
1Story
6
5
2,005
2,005
Gable
CompShg
VinylSd
VinylSd
null
0
Gd
TA
PConc
Gd
TA
No
Unf
0
Unf
0
1,324
1,324
GasA
Ex
Y
SBrkr
1,324
0
0
1,324
0
0
2
0
3
1
Gd
6
Typ
0
null
Attchd
2,005
Fin
2
430
TA
TA
Y
36
23
0
0
0
0
null
null
null
0
1
2,010
WD
Normal
199,500
53
528,228,285
120
RL
43
3,203
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
Blmngtn
Norm
Norm
TwnhsE
1Story
7
5
2,006
2,006
Gable
CompShg
VinylSd
VinylSd
BrkFace
14
Gd
TA
PConc
Gd
TA
Av
GLQ
16
Unf
0
1,129
1,145
GasA
Ex
Y
SBrkr
1,145
0
0
1,145
0
0
2
0
2
1
Gd
6
Typ
0
null
Attchd
2,006
Fin
2
437
TA
TA
Y
100
116
0
0
0
0
null
null
null
0
1
2,010
WD
Normal
160,000
54
528,228,440
120
RL
43
3,182
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
Blmngtn
Norm
Norm
TwnhsE
1Story
8
5
2,004
2,005
Gable
CompShg
VinylSd
VinylSd
BrkFace
16
Gd
TA
PConc
Gd
TA
No
GLQ
24
Unf
0
1,232
1,256
GasA
Ex
Y
SBrkr
1,269
0
0
1,269
0
0
2
0
2
1
Gd
6
Typ
1
TA
Attchd
2,004
Fin
2
430
TA
TA
Y
146
20
0
0
144
0
null
null
null
0
4
2,010
WD
Normal
192,000
55
528,231,020
80
RL
67
13,300
Pave
null
IR1
Lvl
AllPub
Inside
Gtl
Gilbert
Norm
Norm
1Fam
SLvl
7
5
2,004
2,004
Gable
CompShg
VinylSd
VinylSd
null
0
Gd
TA
PConc
Gd
TA
No
GLQ
326
Unf
0
58
384
GasA
Ex
Y
SBrkr
744
630
0
1,374
1
0
2
1
3
1
Gd
7
Typ
1
Gd
BuiltIn
2,004
Fin
2
400
TA
TA
Y
100
0
0
0
0
0
null
null
null
0
6
2,010
WD
Normal
184,500
56
528,240,070
60
RL
null
7,851
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
Gilbert
Norm
Norm
1Fam
2Story
6
5
2,002
2,002
Gable
CompShg
VinylSd
VinylSd
null
null
Gd
TA
PConc
Gd
TA
No
GLQ
625
Unf
0
235
860
GasA
Ex
Y
SBrkr
860
1,100
0
1,960
1
0
2
1
4
1
Gd
8
Typ
2
TA
BuiltIn
2,002
Fin
2
440
TA
TA
Y
288
48
0
0
0
0
null
null
null
0
5
2,010
WD
Normal
216,500
57
528,240,130
60
RL
63
8,577
Pave
null
IR1
Lvl
AllPub
Inside
Gtl
Gilbert
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
847
847
GasA
Ex
Y
SBrkr
847
886
0
1,733
0
0
2
1
3
1
Gd
7
Typ
1
Gd
BuiltIn
2,004
Fin
2
433
TA
TA
Y
144
48
0
0
0
0
null
null
null
0
4
2,010
WD
Normal
185,088
58
528,250,100
80
RL
null
7,750
Pave
null
IR1
Lvl
AllPub
Inside
Gtl
Gilbert
Norm
Norm
1Fam
SLvl
7
5
2,000
2,000
Gable
CompShg
VinylSd
VinylSd
null
0
TA
TA
PConc
Gd
TA
No
GLQ
250
Unf
0
134
384
GasA
Ex
Y
SBrkr
774
656
0
1,430
0
0
2
1
3
1
TA
7
Typ
1
TA
BuiltIn
2,000
Fin
2
400
TA
TA
Y
180
0
0
0
0
0
null
null
null
0
4
2,010
WD
Normal
180,000
59
528,292,020
60
RL
null
9,505
Pave
null
IR1
Lvl
AllPub
CulDSac
Gtl
Gilbert
Norm
Norm
1Fam
2Story
7
5
2,001
2,001
Gable
CompShg
VinylSd
VinylSd
BrkFace
180
Gd
TA
PConc
Gd
TA
No
Unf
0
Unf
0
884
884
GasA
Ex
Y
SBrkr
884
1,151
0
2,035
0
0
2
1
3
1
Gd
8
Typ
1
Gd
BuiltIn
2,001
Fin
2
434
TA
TA
Y
144
48
0
0
0
0
null
null
null
0
5
2,010
WD
Normal
222,500
60
528,328,100
60
RL
108
14,774
Pave
null
IR1
Lvl
AllPub
Corner
Gtl
NoRidge
Norm
Norm
1Fam
2Story
9
5
1,999
1,999
Gable
CompShg
VinylSd
VinylSd
BrkFace
165
Gd
TA
PConc
Gd
TA
No
Unf
0
Unf
0
1,393
1,393
GasA
Ex
Y
SBrkr
1,422
1,177
0
2,599
0
0
2
1
4
1
Gd
10
Typ
1
TA
BuiltIn
1,999
Fin
3
779
TA
TA
Y
668
30
0
0
0
0
null
null
null
0
5
2,010
WD
Normal
333,168
61
528,344,070
60
RL
60
17,433
Pave
null
IR2
Lvl
AllPub
CulDSac
Gtl
NoRidge
Norm
Norm
1Fam
2Story
8
5
1,998
1,998
Hip
CompShg
VinylSd
VinylSd
BrkFace
114
Gd
TA
PConc
Ex
TA
No
Unf
0
Unf
0
1,629
1,629
GasA
Ex
Y
SBrkr
1,645
830
0
2,475
0
0
2
1
4
1
Gd
7
Typ
1
TA
Attchd
1,998
Fin
3
962
TA
TA
Y
23
172
0
0
256
0
null
null
null
0
1
2,010
WD
Normal
355,000
62
528,358,010
20
RL
59
10,593
Pave
null
IR1
Lvl
AllPub
Inside
Gtl
NoRidge
Norm
Norm
1Fam
1Story
7
5
1,996
1,996
Hip
CompShg
VinylSd
VinylSd
BrkFace
338
Gd
TA
PConc
Gd
TA
No
GLQ
919
Unf
0
801
1,720
GasA
Ex
Y
SBrkr
1,720
0
0
1,720
1
0
2
0
3
1
Gd
7
Typ
1
TA
Attchd
1,996
Fin
2
527
TA
TA
Y
240
56
154
0
0
0
null
null
null
0
3
2,010
WD
Normal
260,400
63
528,363,130
60
RL
98
12,256
Pave
null
IR1
Lvl
AllPub
Corner
Gtl
NoRidge
Norm
Norm
1Fam
2Story
8
5
1,994
1,995
Gable
CompShg
HdBoard
HdBoard
BrkFace
362
Gd
TA
PConc
Ex
TA
Av
GLQ
1,032
Unf
0
431
1,463
GasA
Ex
Y
SBrkr
1,500
1,122
0
2,622
1
0
2
1
3
1
Gd
9
Typ
2
TA
Attchd
1,994
RFn
2
712
TA
TA
Y
186
32
0
0
0
0
null
null
null
0
4
2,010
WD
Normal
325,000
64
528,382,020
60
RL
92
11,764
Pave
null
IR1
Lvl
AllPub
CulDSac
Gtl
NoRidge
Norm
Norm
1Fam
2Story
8
7
1,999
2,007
Gable
CompShg
VinylSd
VinylSd
BrkFace
348
Gd
TA
PConc
Gd
TA
No
GLQ
524
Unf
0
628
1,152
GasA
Ex
Y
SBrkr
1,164
1,106
0
2,270
0
0
2
1
4
1
Gd
9
Typ
1
Gd
Attchd
1,999
Fin
3
671
TA
TA
Y
132
57
0
0
0
0
null
null
null
0
4
2,010
WD
Normal
290,000
65
528,382,030
60
RL
58
16,770
Pave
null
IR2
Lvl
AllPub
CulDSac
Gtl
NoRidge
Norm
Norm
1Fam
2Story
7
5
1,998
1,998
Gable
CompShg
VinylSd
VinylSd
BrkFace
30
Gd
TA
PConc
Gd
TA
No
Unf
0
Unf
0
1,195
1,195
GasA
Gd
Y
SBrkr
1,195
644
0
1,839
0
0
2
1
4
1
TA
7
Typ
0
null
Attchd
1,998
Fin
2
486
TA
TA
Y
0
81
0
0
0
0
null
null
null
0
6
2,010
WD
Normal
221,000
66
528,386,040
50
RL
56
14,720
Pave
null
IR1
Lvl
AllPub
CulDSac
Gtl
NoRidge
Norm
Norm
1Fam
1.5Fin
8
5
1,995
1,996
Hip
CompShg
VinylSd
VinylSd
BrkFace
579
Gd
TA
PConc
Gd
TA
Av
GLQ
816
Unf
0
1,217
2,033
GasA
Ex
Y
SBrkr
2,053
1,185
0
3,238
1
0
2
1
4
1
Gd
9
Typ
1
Ex
Attchd
1,996
Fin
3
666
TA
TA
Y
283
86
0
0
0
0
null
null
null
0
3
2,010
WD
Normal
410,000
67
528,445,060
20
RL
73
8,987
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
Somerst
Norm
Norm
1Fam
1Story
8
5
2,005
2,006
Gable
CompShg
VinylSd
VinylSd
BrkFace
226
Gd
TA
PConc
Gd
TA
null
Unf
0
Unf
0
1,595
1,595
GasA
Ex
Y
SBrkr
1,595
0
0
1,595
0
0
2
0
2
1
Gd
6
Typ
1
Gd
Attchd
2,005
RFn
3
880
TA
TA
Y
144
0
0
0
0
0
null
null
null
0
5
2,010
WD
Normal
221,500
68
528,456,160
20
FV
92
9,215
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
Somerst
Norm
Norm
1Fam
1Story
7
5
2,009
2,010
Hip
CompShg
VinylSd
VinylSd
null
0
Gd
TA
PConc
Gd
TA
No
Unf
0
Unf
0
1,218
1,218
GasA
Ex
Y
SBrkr
1,218
0
0
1,218
0
0
2
0
2
1
Gd
4
Typ
0
null
Attchd
2,009
RFn
2
676
TA
TA
Y
0
136
0
0
0
0
null
null
null
0
4
2,010
New
Partial
204,500
69
528,458,070
60
FV
72
8,640
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
Somerst
Norm
Norm
1Fam
2Story
7
5
2,009
2,009
Gable
CompShg
VinylSd
VinylSd
null
0
TA
TA
PConc
Gd
TA
Mn
GLQ
24
Unf
0
732
756
GasA
Ex
Y
SBrkr
764
783
0
1,547
0
0
2
1
3
1
Gd
7
Typ
0
null
Attchd
2,009
Unf
2
614
TA
TA
Y
169
45
0
0
0
0
null
null
null
0
6
2,010
Con
Normal
215,200
70
528,458,110
20
FV
75
9,000
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
Somerst
Norm
Norm
1Fam
1Story
8
5
2,008
2,008
Gable
CompShg
VinylSd
VinylSd
Stone
36
Gd
TA
PConc
Gd
TA
Av
GLQ
1,078
Unf
0
488
1,566
GasA
Ex
Y
SBrkr
1,566
0
0
1,566
1
0
2
0
3
1
Gd
7
Typ
0
null
Attchd
2,008
RFn
2
750
TA
TA
Y
144
168
0
0
0
0
null
null
null
0
4
2,010
WD
Normal
262,500
71
528,477,080
60
FV
100
12,552
Pave
null
Reg
Lvl
AllPub
Corner
Gtl
Somerst
Norm
Norm
1Fam
2Story
7
5
2,004
2,005
Gable
CompShg
VinylSd
VinylSd
null
0
Gd
TA
PConc
Gd
TA
No
GLQ
222
Unf
0
769
991
GasA
Ex
Y
SBrkr
991
956
0
1,947
0
0
2
1
3
1
Gd
8
Typ
1
Gd
Attchd
2,004
RFn
2
678
TA
TA
Y
0
136
0
0
0
0
null
GdWo
null
0
5
2,010
WD
Normal
254,900
72
528,480,090
20
FV
84
10,440
Pave
null
Reg
Lvl
AllPub
Corner
Gtl
Somerst
Norm
Norm
1Fam
1Story
6
5
2,005
2,005
Gable
CompShg
VinylSd
VinylSd
null
0
Gd
TA
PConc
Ex
TA
No
GLQ
1,414
Unf
0
54
1,468
GasA
Ex
Y
SBrkr
1,468
0
0
1,468
1
0
2
0
2
1
Gd
6
Typ
1
Gd
Attchd
2,005
Fin
2
528
TA
TA
Y
0
102
0
0
216
0
null
null
null
0
5
2,010
WD
Normal
271,500
73
531,367,050
60
RL
76
10,142
Pave
null
IR1
Lvl
AllPub
Inside
Gtl
SawyerW
Norm
Norm
1Fam
2Story
7
5
2,004
2,004
Gable
CompShg
VinylSd
VinylSd
null
0
Gd
TA
PConc
Gd
TA
No
GLQ
656
Unf
0
300
956
GasA
Ex
Y
SBrkr
956
1,128
0
2,084
1
0
2
1
4
1
Gd
8
Typ
0
null
BuiltIn
2,004
RFn
2
618
TA
TA
Y
0
45
0
0
0
0
null
null
null
0
1
2,010
WD
Normal
233,000
74
531,369,060
60
RL
70
11,920
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
SawyerW
Norm
Norm
1Fam
2Story
7
5
2,004
2,004
Gable
CompShg
VinylSd
VinylSd
BrkFace
122
Gd
TA
PConc
Gd
TA
Av
Unf
0
Unf
0
831
831
GasA
Ex
Y
SBrkr
831
828
0
1,659
0
0
2
1
3
1
Gd
8
Typ
0
null
Attchd
2,004
RFn
2
484
TA
TA
Y
144
68
0
0
0
0
null
null
null
0
4
2,010
WD
Normal
181,000
75
531,380,080
60
RL
null
8,880
Pave
null
IR1
Lvl
AllPub
Inside
Gtl
SawyerW
Norm
Norm
1Fam
2Story
7
5
1,994
2,002
Gable
CompShg
VinylSd
VinylSd
null
0
Gd
TA
PConc
Gd
TA
No
GLQ
695
Unf
0
253
948
GasA
Ex
Y
SBrkr
1,222
888
0
2,110
1
0
2
1
3
1
Gd
8
Typ
2
Fa
Attchd
1,994
RFn
2
463
TA
TA
Y
0
130
0
0
0
0
null
null
null
0
5
2,010
WD
Normal
205,000
76
531,451,110
120
RL
50
8,012
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
SawyerW
Norm
Norm
TwnhsE
1Story
6
5
1,980
1,980
Gable
CompShg
Plywood
Plywood
null
0
TA
TA
CBlock
Gd
TA
No
BLQ
543
BLQ
119
261
923
GasA
TA
Y
SBrkr
923
0
0
923
0
0
2
0
2
1
TA
5
Typ
1
TA
Attchd
1,980
RFn
1
264
TA
TA
Y
80
0
0
0
0
0
null
null
null
0
5
2,010
WD
Normal
143,000
77
531,451,280
60
RL
70
11,218
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
SawyerW
Norm
Norm
1Fam
2Story
6
5
1,992
1,992
Gable
CompShg
Wd Sdng
Wd Sdng
null
0
Gd
TA
PConc
Gd
TA
No
Unf
0
Unf
0
1,055
1,055
GasA
Ex
Y
SBrkr
1,055
790
0
1,845
0
0
2
1
3
1
Gd
8
Typ
1
TA
Attchd
1,992
RFn
2
462
TA
TA
Y
635
104
0
0
0
0
null
GdPrv
Shed
400
5
2,010
WD
Normal
189,000
78
531,452,020
120
RL
55
7,892
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
SawyerW
Norm
Norm
TwnhsE
1Story
6
5
1,979
1,979
Gable
CompShg
Plywood
Plywood
null
0
TA
TA
CBlock
Gd
TA
No
Unf
0
Unf
0
918
918
GasA
TA
Y
SBrkr
918
0
0
918
0
0
2
0
2
1
TA
5
Typ
1
TA
Attchd
1,979
Unf
1
264
TA
TA
Y
28
0
0
0
0
0
null
null
null
0
4
2,010
WD
Normal
99,500
79
531,452,050
120
RL
50
7,175
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
SawyerW
Norm
Norm
TwnhsE
1Story
6
5
1,984
1,984
Gable
CompShg
Plywood
Plywood
null
0
TA
TA
CBlock
Gd
TA
No
ALQ
623
LwQ
121
0
744
GasA
TA
Y
SBrkr
752
0
0
752
1
0
1
0
2
1
TA
4
Typ
0
null
Attchd
1,984
Unf
1
264
TA
TA
Y
353
0
0
0
90
0
null
MnPrv
null
0
2
2,010
WD
Normal
125,000
80
531,452,180
60
RL
null
9,453
Pave
null
IR1
Lvl
AllPub
CulDSac
Gtl
SawyerW
RRNe
Norm
1Fam
2Story
7
7
1,993
2,003
Gable
CompShg
HdBoard
HdBoard
null
0
Gd
TA
PConc
Gd
TA
No
BLQ
402
Unf
0
594
996
GasA
Ex
Y
SBrkr
1,014
730
0
1,744
0
0
2
1
3
1
Gd
7
Typ
0
null
Attchd
1,993
RFn
2
457
TA
TA
Y
370
70
0
238
0
0
null
null
null
0
2
2,010
WD
Normal
194,500
81
531,453,010
20
RL
81
9,672
Pave
null
Reg
Lvl
AllPub
Corner
Gtl
SawyerW
Norm
Norm
1Fam
1Story
6
5
1,984
1,985
Hip
CompShg
HdBoard
Plywood
null
0
TA
TA
PConc
Gd
TA
No
GLQ
338
Unf
0
702
1,040
GasA
TA
Y
SBrkr
1,097
0
0
1,097
0
0
2
0
3
1
TA
6
Typ
0
null
Attchd
1,986
Unf
2
480
TA
TA
Y
0
0
0
0
0
0
null
GdPrv
null
0
5
2,010
WD
Normal
152,000
82
531,453,040
60
RL
70
8,400
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
SawyerW
Norm
Norm
1Fam
2Story
6
6
1,980
1,981
Gable
CompShg
HdBoard
HdBoard
BrkFace
130
TA
TA
CBlock
Gd
TA
No
Unf
0
Unf
0
650
650
GasA
TA
Y
SBrkr
888
676
0
1,564
0
0
2
1
3
1
TA
7
Typ
1
TA
Attchd
1,980
Unf
2
476
TA
TA
Y
0
50
0
0
204
0
null
MnPrv
null
0
4
2,010
WD
Normal
171,000
83
531,477,050
30
RH
70
9,800
Pave
null
Reg
Lvl
AllPub
Corner
Gtl
SawyerW
Feedr
Norm
1Fam
1Story
5
5
1,920
1,950
Gable
CompShg
Wd Sdng
Wd Sdng
null
0
TA
Fa
BrkTil
TA
TA
No
Unf
0
Unf
0
816
816
GasA
TA
N
FuseA
1,012
0
0
1,012
0
0
1
0
2
1
TA
5
Typ
0
null
Detchd
1,920
Unf
1
429
TA
TA
Y
121
0
80
0
0
0
null
null
null
0
4
2,010
WD
Normal
67,500
84
532,351,140
90
RM
68
8,930
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
Sawyer
RRAe
Norm
Duplex
1.5Fin
6
5
1,978
1,978
Gable
CompShg
VinylSd
VinylSd
null
0
TA
TA
Slab
null
null
null
null
0
null
0
0
0
GasA
TA
Y
SBrkr
1,318
584
0
1,902
0
0
2
0
4
2
TA
8
Typ
0
null
Attchd
1,978
Unf
2
539
TA
TA
Y
0
0
0
0
0
0
null
null
null
0
4
2,010
WD
Normal
112,000
85
532,354,090
85
RL
88
11,782
Pave
null
IR1
Lvl
AllPub
Inside
Gtl
Sawyer
Norm
Norm
1Fam
SFoyer
5
7
1,961
1,995
Gable
CompShg
HdBoard
HdBoard
null
0
TA
TA
CBlock
TA
TA
Av
ALQ
899
Unf
0
210
1,109
GasA
TA
Y
SBrkr
1,155
0
0
1,155
1
0
1
0
3
1
Gd
6
Min2
0
null
Detchd
1,987
Unf
2
576
TA
TA
Y
192
0
0
0
0
0
null
MnPrv
Shed
400
6
2,010
WD
Normal
148,000
86
532,376,160
20
RL
65
8,450
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
Sawyer
RRAe
Norm
1Fam
1Story
5
8
1,965
2,009
Gable
CompShg
MetalSd
MetalSd
null
0
TA
Gd
CBlock
TA
TA
No
GLQ
553
BLQ
117
224
894
GasA
Ex
Y
SBrkr
894
0
0
894
1
0
1
0
3
1
TA
5
Typ
1
Gd
Detchd
1,973
Unf
1
336
TA
TA
Y
416
144
0
0
0
0
null
MnPrv
null
0
4
2,010
WD
Normal
138,500
87
532,377,060
20
RL
null
9,819
Pave
null
IR1
Lvl
AllPub
Inside
Gtl
Sawyer
Norm
Norm
1Fam
1Story
5
5
1,967
1,967
Gable
CompShg
MetalSd
MetalSd
BrkFace
31
TA
Gd
CBlock
TA
TA
No
BLQ
450
Unf
0
432
882
GasA
TA
Y
SBrkr
900
0
0
900
0
0
1
0
3
1
TA
5
Typ
0
null
Detchd
1,970
Unf
1
280
TA
TA
Y
0
0
0
0
0
0
null
MnPrv
null
0
2
2,010
WD
Normal
122,000
88
532,377,100
20
RL
75
7,500
Pave
null
Reg
Lvl
AllPub
Corner
Gtl
Sawyer
Feedr
Norm
1Fam
1Story
5
5
1,963
1,963
Gable
CompShg
HdBoard
HdBoard
null
0
TA
TA
CBlock
TA
TA
No
ALQ
824
Unf
0
216
1,040
GasA
Fa
Y
SBrkr
1,040
0
0
1,040
1
0
1
1
3
1
TA
5
Typ
0
null
Attchd
1,963
Fin
1
308
TA
TA
Y
0
0
220
0
0
0
null
MnPrv
null
0
6
2,010
WD
Normal
133,000
89
532,378,110
20
RL
null
6,897
Pave
null
IR1
Lvl
AllPub
Corner
Gtl
Sawyer
Norm
Norm
1Fam
1Story
5
8
1,962
2,010
Gable
CompShg
HdBoard
HdBoard
null
0
TA
Gd
CBlock
TA
TA
No
ALQ
659
Unf
0
381
1,040
GasA
Ex
Y
SBrkr
1,040
0
0
1,040
1
0
1
1
3
1
TA
6
Typ
0
null
Detchd
1,962
Unf
1
260
TA
TA
Y
0
104
0
0
0
0
null
null
null
0
4
2,010
WD
Normal
127,000
90
532,479,070
20
RL
39
15,410
Pave
null
IR1
Lvl
AllPub
CulDSac
Gtl
Sawyer
RRNe
Norm
1Fam
1Story
6
6
1,974
2,002
Hip
CompShg
Plywood
Plywood
BrkCmn
250
TA
Gd
CBlock
TA
TA
Gd
BLQ
126
GLQ
859
223
1,208
GasA
Ex
Y
SBrkr
1,494
0
0
1,494
1
0
2
0
3
1
TA
7
Typ
2
Fa
Attchd
1,974
Fin
2
461
TA
TA
Y
296
0
186
0
0
0
null
GdPrv
null
0
4
2,010
WD
Abnorml
169,000
91
533,130,020
60
RL
107
10,186
Pave
null
IR1
Lvl
AllPub
Inside
Gtl
NoRidge
Norm
Norm
1Fam
2Story
7
5
1,992
1,992
Gable
CompShg
HdBoard
HdBoard
null
0
Gd
TA
PConc
Gd
TA
No
GLQ
674
Unf
0
76
750
GasA
Ex
Y
SBrkr
1,061
862
0
1,923
1
0
2
1
3
1
Gd
8
Typ
1
TA
Attchd
1,992
RFn
2
564
TA
TA
Y
240
39
0
0
0
0
null
null
null
0
6
2,010
WD
Normal
190,000
92
533,130,130
60
RL
85
13,143
Pave
null
IR1
Lvl
AllPub
Inside
Gtl
NoRidge
Norm
Norm
1Fam
2Story
8
5
1,993
1,993
Gable
CompShg
HdBoard
ImStucc
BrkFace
504
Gd
TA
PConc
Gd
TA
No
LwQ
250
GLQ
981
0
1,231
GasA
Ex
Y
SBrkr
1,251
1,098
0
2,349
1
0
2
1
4
1
Gd
9
Typ
1
TA
Attchd
1,993
RFn
3
762
TA
TA
Y
32
130
0
0
0
0
null
null
null
0
6
2,010
WD
Normal
362,500
93
533,130,160
60
RL
88
11,134
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
NoRidge
Norm
Norm
1Fam
2Story
8
5
1,992
1,993
Gable
CompShg
HdBoard
HdBoard
BrkFace
180
Gd
TA
PConc
Gd
TA
No
GLQ
1,129
Unf
0
261
1,390
GasA
Ex
Y
SBrkr
1,402
823
0
2,225
1
0
2
1
4
1
Gd
7
Typ
1
TA
Attchd
1,992
RFn
3
713
TA
TA
Y
198
30
0
0
0
0
null
null
null
0
6
2,010
WD
Normal
285,000
94
533,205,060
120
FV
25
4,835
Pave
null
IR1
Lvl
AllPub
CulDSac
Gtl
Somerst
Norm
Norm
TwnhsE
1Story
7
5
2,004
2,005
Gable
CompShg
MetalSd
MetalSd
null
0
Gd
TA
PConc
Ex
TA
Av
GLQ
1,298
Unf
0
190
1,488
GasA
Ex
Y
SBrkr
1,488
0
0
1,488
1
0
2
0
2
1
Gd
6
Typ
1
Gd
Attchd
2,004
Fin
2
506
TA
TA
Y
168
50
0
0
0
0
null
null
null
0
3
2,010
WD
Normal
260,000
95
533,208,090
160
FV
39
3,515
Pave
Pave
Reg
Lvl
AllPub
Inside
Gtl
Somerst
Norm
Norm
TwnhsE
2Story
7
5
2,004
2,004
Gable
CompShg
VinylSd
VinylSd
null
0
Gd
TA
PConc
Gd
TA
No
Unf
0
Unf
0
840
840
GasA
Ex
Y
SBrkr
840
840
0
1,680
0
0
2
1
2
1
Gd
3
Typ
0
null
Attchd
2,004
RFn
2
588
TA
TA
Y
0
111
0
0
0
0
null
null
null
0
1
2,010
WD
Normal
190,000
96
533,210,060
160
FV
30
3,215
Pave
Pave
Reg
Lvl
AllPub
Inside
Gtl
Somerst
Norm
Norm
TwnhsE
2Story
7
5
2,004
2,004
Gable
CompShg
MetalSd
MetalSd
BrkFace
120
Gd
TA
PConc
Gd
TA
Av
GLQ
280
Unf
0
320
600
GasA
Ex
Y
SBrkr
600
600
0
1,200
0
0
2
1
2
1
Gd
4
Typ
0
null
Detchd
2,004
RFn
2
480
TA
TA
Y
0
172
0
0
0
0
null
null
null
0
4
2,010
ConLD
Normal
155,000
97
533,212,010
160
FV
30
3,182
Pave
Pave
Reg
Lvl
AllPub
Inside
Gtl
Somerst
Norm
Norm
TwnhsE
2Story
7
5
2,004
2,005
Gable
CompShg
MetalSd
MetalSd
null
0
Gd
TA
PConc
Gd
TA
No
Unf
0
Unf
0
600
600
GasA
Ex
Y
SBrkr
600
600
0
1,200
0
0
2
1
2
1
Gd
4
Typ
0
null
Detchd
2,004
RFn
2
480
TA
TA
Y
0
172
0
0
0
0
null
null
null
0
6
2,010
WD
Normal
151,000
98
533,212,020
160
FV
24
2,544
Pave
Pave
Reg
Lvl
AllPub
Inside
Gtl
Somerst
Norm
Norm
Twnhs
2Story
7
5
2,004
2,005
Gable
CompShg
MetalSd
MetalSd
null
0
Gd
TA
PConc
Gd
TA
No
GLQ
368
ALQ
42
190
600
GasA
Ex
Y
SBrkr
600
600
0
1,200
1
0
2
1
2
1
Gd
4
Typ
0
null
Detchd
2,004
RFn
2
480
TA
TA
Y
0
172
0
0
0
0
null
null
null
0
2
2,010
WD
Normal
149,500
99
533,212,060
160
FV
24
2,544
Pave
Pave
Reg
Lvl
AllPub
Inside
Gtl
Somerst
Norm
Norm
Twnhs
2Story
6
5
2,005
2,005
Gable
CompShg
VinylSd
VinylSd
BrkFace
216
Gd
TA
PConc
Gd
TA
No
GLQ
376
Unf
0
224
600
GasA
Ex
Y
SBrkr
600
636
0
1,236
1
0
2
1
2
1
Gd
4
Typ
0
null
Detchd
2,005
RFn
2
480
TA
TA
Y
0
166
0
0
0
0
null
null
null
0
5
2,010
WD
Normal
152,000
100
533,213,030
20
FV
null
4,403
Pave
null
IR2
Lvl
AllPub
Inside
Gtl
Somerst
Norm
Norm
1Fam
1Story
7
5
2,009
2,009
Gable
CompShg
MetalSd
MetalSd
Stone
432
Ex
TA
PConc
Ex
TA
Av
GLQ
578
Unf
0
892
1,470
GasA
Ex
Y
SBrkr
1,478
0
0
1,478
1
0
2
1
2
1
Gd
7
Typ
1
Gd
Attchd
2,009
Fin
2
484
TA
TA
Y
0
144
0
0
0
0
null
null
null
0
6
2,010
New
Partial
222,000

Dataset Card for 'Ames Iowa: Alternative to the Boston Housing Data Set'

This dataset contains information from the Ames Assessor’s Office about residential properties sold in Ames, IA from 2006 to 2010. This repository is a mirror the original dataset meant to facilitate its consumption.

The dataset was originally published by Dean De Cock in Ames, Iowa: Alternative to the Boston Housing Data as an End of Semester Regression Project, it is meant as a resource for teaching machine learning as an alternative to the old and small Boston Housing Dataset.

Dataset Details

Dataset Description

  • Curated by: Dean De Cock, Truman State University
  • License: Unknown

Full description of the dataset is in ./originals/DataDocumentation.txt, structured metadata describing the features was extracted manually in ./features.json.

The main dataset file is AmesHousing.csv is the result of a simple preprocessing of the original file, the preprocessing script is in ./preprocessing/preprocess.py.

Dataset Sources

Uses

This dataset was designed as an alternative for the well-known Boston Housing Data Set, mostly for teaching purposes.

Dataset Creation

Curation Rationale

The original author of this dataset was motivated to assemble a larger and more contemporary dataset: the boston housing dataset covers data from the 1970s and only has 506 observations, ie prices, over 14 variables.

Source Data

The original author of the dataset obtain the raw data directly from the Ames, Iowa, City Assessor’s Office.

Citation

BibTeX:

@article{de2011ames,
  title={Ames, Iowa: Alternative to the Boston housing data as an end of semester regression project},
  author={De Cock, Dean},
  journal={Journal of Statistics Education},
  volume={19},
  number={3},
  year={2011},
  publisher={Taylor \& Francis}
}
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