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
2,901
916,477,010
20
RL
95
13,618
Pave
null
Reg
Lvl
AllPub
Corner
Gtl
Timber
Norm
Norm
1Fam
1Story
8
5
2,005
2,006
Gable
CompShg
VinylSd
VinylSd
Stone
198
Gd
TA
PConc
Ex
Gd
Av
GLQ
1,350
Unf
0
378
1,728
GasA
Ex
Y
SBrkr
1,960
0
0
1,960
1
0
2
0
3
1
Gd
8
Typ
2
Gd
Attchd
2,005
Fin
3
714
TA
TA
Y
172
38
0
0
0
0
null
null
null
0
11
2,006
New
Partial
320,000
2,902
921,205,030
20
RL
88
11,443
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
Timber
Norm
Norm
1Fam
1Story
8
5
2,005
2,006
Hip
CompShg
VinylSd
VinylSd
BrkFace
208
Gd
TA
PConc
Ex
TA
Gd
GLQ
1,460
Unf
0
408
1,868
GasA
Ex
Y
SBrkr
2,028
0
0
2,028
1
0
2
0
2
1
Gd
7
Typ
2
Gd
Attchd
2,005
RFn
3
880
TA
TA
Y
326
66
0
0
0
0
null
null
null
0
3
2,006
New
Partial
369,900
2,903
921,205,050
20
RL
88
11,577
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
Timber
Norm
Norm
1Fam
1Story
9
5
2,005
2,006
Hip
CompShg
VinylSd
VinylSd
BrkFace
382
Ex
TA
PConc
Gd
TA
Gd
GLQ
1,455
Unf
0
383
1,838
GasA
Ex
Y
SBrkr
1,838
0
0
1,838
1
0
2
0
3
1
Ex
9
Typ
1
Gd
Attchd
2,005
Fin
3
682
TA
TA
Y
161
225
0
0
0
0
null
null
null
0
9
2,006
New
Partial
359,900
2,904
923,125,030
20
A (agr)
125
31,250
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
Mitchel
Artery
Norm
1Fam
1Story
1
3
1,951
1,951
Gable
CompShg
CBlock
VinylSd
null
0
TA
Fa
CBlock
null
null
null
null
0
null
0
0
0
GasA
TA
Y
FuseA
1,600
0
0
1,600
0
0
1
1
3
1
TA
6
Mod
0
null
Attchd
1,951
Unf
1
270
Fa
TA
N
0
0
135
0
0
0
null
null
null
0
5
2,006
WD
Normal
81,500
2,905
923,202,025
90
RM
78
7,020
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
Mitchel
Norm
Norm
Duplex
SFoyer
7
5
1,997
1,997
Gable
CompShg
MetalSd
MetalSd
BrkFace
200
TA
Gd
PConc
Gd
TA
Gd
GLQ
1,243
Unf
0
45
1,288
GasA
Gd
Y
SBrkr
1,368
0
0
1,368
2
0
2
0
2
2
TA
8
Typ
0
null
Attchd
1,997
Fin
4
784
TA
TA
Y
0
48
0
0
0
0
null
null
null
0
11
2,006
WD
Normal
215,000
2,906
923,203,090
120
RM
32
4,500
Pave
null
Reg
Lvl
AllPub
FR2
Gtl
Mitchel
Norm
Norm
Twnhs
1Story
6
5
1,998
1,998
Hip
CompShg
VinylSd
VinylSd
BrkFace
116
TA
TA
PConc
Ex
TA
No
GLQ
897
Unf
0
319
1,216
GasA
Ex
Y
SBrkr
1,216
0
0
1,216
1
0
2
0
2
1
TA
5
Typ
0
null
Attchd
1,998
Unf
2
402
TA
TA
Y
0
125
0
0
0
0
null
null
null
0
5
2,006
WD
Normal
164,000
2,907
923,203,100
120
RM
32
4,500
Pave
null
Reg
Lvl
AllPub
FR2
Gtl
Mitchel
Norm
Norm
TwnhsE
1Story
6
5
1,998
1,998
Hip
CompShg
VinylSd
VinylSd
BrkFace
443
TA
Gd
PConc
Ex
Gd
No
GLQ
1,201
Unf
0
36
1,237
GasA
Ex
Y
SBrkr
1,337
0
0
1,337
1
0
2
0
2
1
TA
5
Typ
0
null
Attchd
1,998
Fin
2
405
TA
TA
Y
0
199
0
0
0
0
null
null
null
0
3
2,006
WD
Normal
153,500
2,908
923,205,120
20
RL
90
17,217
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
Mitchel
Norm
Norm
1Fam
1Story
5
5
2,006
2,006
Gable
CompShg
VinylSd
VinylSd
null
0
TA
TA
PConc
Gd
TA
No
Unf
0
Unf
0
1,140
1,140
GasA
Ex
Y
SBrkr
1,140
0
0
1,140
0
0
1
0
3
1
TA
6
Typ
0
null
null
null
null
0
0
null
null
Y
36
56
0
0
0
0
null
null
null
0
7
2,006
WD
Abnorml
84,500
2,909
923,225,190
160
RM
41
2,665
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
MeadowV
Norm
Norm
TwnhsE
2Story
5
6
1,977
1,977
Gable
CompShg
CemntBd
CmentBd
null
0
TA
TA
PConc
Gd
TA
Mn
Unf
0
Unf
0
264
264
GasA
TA
Y
SBrkr
616
688
0
1,304
0
0
1
1
3
1
TA
5
Typ
1
TA
BuiltIn
1,977
RFn
1
336
TA
TA
Y
141
0
0
0
0
0
null
null
null
0
5
2,006
WD
Normal
104,500
2,910
923,225,240
160
RM
41
2,665
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
MeadowV
Norm
Norm
TwnhsE
2Story
5
6
1,977
1,977
Gable
CompShg
CemntBd
CmentBd
null
0
TA
TA
PConc
TA
TA
No
ALQ
548
Rec
173
36
757
GasA
Ex
Y
SBrkr
925
550
0
1,475
0
0
2
0
4
1
TA
6
Typ
1
TA
Attchd
1,977
RFn
1
336
TA
TA
Y
104
26
0
0
0
0
null
null
null
0
7
2,006
WD
Normal
127,000
2,911
923,225,260
160
RM
42
3,964
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
MeadowV
Norm
Norm
TwnhsE
2Story
6
4
1,973
1,973
Gable
CompShg
CemntBd
CmentBd
null
0
TA
TA
CBlock
Gd
TA
No
ALQ
837
Unf
0
105
942
GasA
Gd
Y
SBrkr
1,291
1,230
0
2,521
1
0
2
1
5
1
TA
10
Maj1
1
Gd
Attchd
1,973
Fin
2
576
TA
TA
Y
728
20
0
0
0
0
null
GdPrv
null
0
6
2,006
WD
Normal
151,400
2,912
923,225,510
20
RL
58
10,172
Pave
null
IR1
Lvl
AllPub
Inside
Gtl
Mitchel
Norm
Norm
1Fam
1Story
5
7
1,968
2,003
Gable
CompShg
Plywood
Plywood
null
0
TA
TA
CBlock
TA
TA
No
ALQ
441
Unf
0
423
864
GasA
Ex
Y
SBrkr
874
0
0
874
1
0
1
0
3
1
TA
5
Typ
0
null
Attchd
1,968
RFn
1
288
TA
TA
Y
0
120
0
0
0
0
null
null
null
0
10
2,006
WD
Normal
126,500
2,913
923,226,150
90
RL
null
11,836
Pave
null
IR1
Lvl
AllPub
Corner
Gtl
Mitchel
Norm
Norm
Duplex
1Story
5
5
1,970
1,970
Gable
CompShg
Plywood
Plywood
null
0
TA
TA
CBlock
TA
TA
No
BLQ
149
Unf
0
1,503
1,652
GasA
TA
Y
SBrkr
1,652
0
0
1,652
0
0
2
0
4
2
TA
8
Typ
0
null
2Types
1,970
Unf
3
928
TA
TA
Y
0
0
0
0
0
0
null
null
null
0
3
2,006
WD
Normal
146,500
2,914
923,226,180
180
RM
21
1,470
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
MeadowV
Norm
Norm
Twnhs
SFoyer
4
6
1,970
1,970
Gable
CompShg
CemntBd
CmentBd
null
0
TA
TA
CBlock
Gd
TA
Av
GLQ
522
Unf
0
108
630
GasA
TA
Y
SBrkr
630
0
0
630
1
0
1
0
1
1
TA
3
Typ
0
null
null
null
null
0
0
null
null
Y
0
0
0
0
0
0
null
null
null
0
4
2,006
WD
Normal
73,000
2,915
923,226,290
160
RM
21
1,484
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
MeadowV
Norm
Norm
TwnhsE
2Story
4
4
1,972
1,972
Gable
CompShg
CemntBd
CmentBd
null
0
TA
TA
CBlock
TA
TA
No
Rec
252
Unf
0
294
546
GasA
TA
Y
SBrkr
546
546
0
1,092
0
0
1
1
3
1
TA
5
Typ
0
null
Attchd
1,972
Unf
1
253
TA
Fa
Y
0
0
0
0
0
0
null
null
null
0
5
2,006
WD
Normal
79,400
2,916
923,227,100
20
RL
80
13,384
Pave
null
Reg
Lvl
AllPub
Inside
Mod
Mitchel
Norm
Norm
1Fam
1Story
5
5
1,969
1,979
Gable
CompShg
Plywood
Plywood
BrkFace
194
TA
TA
PConc
TA
TA
Av
Rec
119
BLQ
344
641
1,104
GasA
Fa
Y
SBrkr
1,360
0
0
1,360
1
0
1
0
3
1
TA
8
Typ
1
TA
Attchd
1,969
RFn
1
336
TA
TA
Y
160
0
0
0
0
0
null
null
null
0
5
2,006
WD
Normal
140,000
2,917
923,228,130
180
RM
21
1,533
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
MeadowV
Norm
Norm
Twnhs
SFoyer
5
7
1,970
1,970
Gable
CompShg
CemntBd
CmentBd
null
0
TA
TA
CBlock
Gd
TA
Av
GLQ
553
Unf
0
77
630
GasA
Ex
Y
SBrkr
630
0
0
630
1
0
1
0
1
1
Ex
3
Typ
0
null
null
null
null
0
0
null
null
Y
0
0
0
0
0
0
null
null
null
0
8
2,006
WD
Abnorml
92,000
2,918
923,228,180
160
RM
21
1,533
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
MeadowV
Norm
Norm
Twnhs
2Story
4
5
1,970
1,970
Gable
CompShg
CemntBd
CmentBd
null
0
TA
TA
CBlock
TA
TA
No
Rec
408
Unf
0
138
546
GasA
TA
Y
SBrkr
546
546
0
1,092
0
0
1
1
3
1
TA
5
Typ
0
null
CarPort
1,970
Unf
1
286
TA
TA
Y
0
0
0
0
0
0
null
null
null
0
12
2,006
WD
Abnorml
87,550
2,919
923,228,210
160
RM
21
1,526
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
MeadowV
Norm
Norm
Twnhs
2Story
4
5
1,970
1,970
Gable
CompShg
CemntBd
CmentBd
null
0
TA
TA
CBlock
TA
TA
No
Unf
0
Unf
0
546
546
GasA
TA
Y
SBrkr
546
546
0
1,092
0
0
1
1
3
1
TA
5
Typ
0
null
null
null
null
0
0
null
null
Y
0
34
0
0
0
0
null
GdPrv
null
0
6
2,006
WD
Normal
79,500
2,920
923,228,260
160
RM
21
1,936
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
MeadowV
Norm
Norm
Twnhs
2Story
4
7
1,970
1,970
Gable
CompShg
CemntBd
CmentBd
null
0
TA
TA
CBlock
TA
TA
No
Unf
0
Unf
0
546
546
GasA
Gd
Y
SBrkr
546
546
0
1,092
0
0
1
1
3
1
TA
5
Typ
0
null
null
null
null
0
0
null
null
Y
0
0
0
0
0
0
null
null
null
0
6
2,006
WD
Normal
90,500
2,921
923,228,310
160
RM
21
1,894
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
MeadowV
Norm
Norm
TwnhsE
2Story
4
5
1,970
1,970
Gable
CompShg
CemntBd
CmentBd
null
0
TA
TA
CBlock
TA
TA
No
Rec
252
Unf
0
294
546
GasA
TA
Y
SBrkr
546
546
0
1,092
0
0
1
1
3
1
TA
6
Typ
0
null
CarPort
1,970
Unf
1
286
TA
TA
Y
0
24
0
0
0
0
null
null
null
0
4
2,006
WD
Abnorml
71,000
2,922
923,229,110
90
RL
55
12,640
Pave
null
IR1
Lvl
AllPub
Inside
Gtl
Mitchel
Norm
Norm
Duplex
1Story
6
5
1,976
1,976
Gable
CompShg
Plywood
Plywood
null
0
TA
TA
CBlock
TA
TA
Gd
Rec
936
LwQ
396
396
1,728
GasA
TA
Y
SBrkr
1,728
0
0
1,728
0
0
2
0
4
2
TA
8
Typ
0
null
Attchd
1,976
Unf
2
574
TA
TA
Y
40
0
0
0
0
0
null
null
null
0
7
2,006
WD
Normal
150,900
2,923
923,230,040
90
RL
63
9,297
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
Mitchel
Norm
Norm
Duplex
1Story
5
5
1,976
1,976
Gable
CompShg
Plywood
Plywood
null
0
TA
TA
CBlock
TA
TA
No
ALQ
1,606
Unf
0
122
1,728
GasA
TA
Y
SBrkr
1,728
0
0
1,728
2
0
2
0
4
2
TA
8
Typ
0
null
Detchd
1,976
Unf
2
560
TA
TA
Y
0
0
0
0
0
0
null
null
null
0
7
2,006
WD
Family
188,000
2,924
923,250,060
20
RL
80
17,400
Pave
null
Reg
Low
AllPub
Inside
Mod
Mitchel
Norm
Norm
1Fam
1Story
5
5
1,977
1,977
Gable
CompShg
BrkFace
BrkFace
null
0
TA
TA
CBlock
TA
TA
No
ALQ
936
Unf
0
190
1,126
GasA
Fa
Y
SBrkr
1,126
0
0
1,126
1
0
2
0
3
1
TA
5
Typ
1
Gd
Attchd
1,977
RFn
2
484
TA
TA
P
295
41
0
0
0
0
null
null
null
0
5
2,006
WD
Normal
160,000
2,925
923,251,180
20
RL
160
20,000
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
Mitchel
Norm
Norm
1Fam
1Story
5
7
1,960
1,996
Gable
CompShg
VinylSd
VinylSd
null
0
TA
TA
CBlock
TA
TA
No
ALQ
1,224
Unf
0
0
1,224
GasA
Ex
Y
SBrkr
1,224
0
0
1,224
1
0
1
0
4
1
TA
7
Typ
1
TA
Detchd
1,960
Unf
2
576
TA
TA
Y
474
0
0
0
0
0
null
null
null
0
9
2,006
WD
Abnorml
131,000
2,926
923,275,080
80
RL
37
7,937
Pave
null
IR1
Lvl
AllPub
CulDSac
Gtl
Mitchel
Norm
Norm
1Fam
SLvl
6
6
1,984
1,984
Gable
CompShg
HdBoard
HdBoard
null
0
TA
TA
CBlock
TA
TA
Av
GLQ
819
Unf
0
184
1,003
GasA
TA
Y
SBrkr
1,003
0
0
1,003
1
0
1
0
3
1
TA
6
Typ
0
null
Detchd
1,984
Unf
2
588
TA
TA
Y
120
0
0
0
0
0
null
GdPrv
null
0
3
2,006
WD
Normal
142,500
2,927
923,276,100
20
RL
null
8,885
Pave
null
IR1
Low
AllPub
Inside
Mod
Mitchel
Norm
Norm
1Fam
1Story
5
5
1,983
1,983
Gable
CompShg
HdBoard
HdBoard
null
0
TA
TA
CBlock
Gd
TA
Av
BLQ
301
ALQ
324
239
864
GasA
TA
Y
SBrkr
902
0
0
902
1
0
1
0
2
1
TA
5
Typ
0
null
Attchd
1,983
Unf
2
484
TA
TA
Y
164
0
0
0
0
0
null
MnPrv
null
0
6
2,006
WD
Normal
131,000
2,928
923,400,125
85
RL
62
10,441
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
Mitchel
Norm
Norm
1Fam
SFoyer
5
5
1,992
1,992
Gable
CompShg
HdBoard
Wd Shng
null
0
TA
TA
PConc
Gd
TA
Av
GLQ
337
Unf
0
575
912
GasA
TA
Y
SBrkr
970
0
0
970
0
1
1
0
3
1
TA
6
Typ
0
null
null
null
null
0
0
null
null
Y
80
32
0
0
0
0
null
MnPrv
Shed
700
7
2,006
WD
Normal
132,000
2,929
924,100,070
20
RL
77
10,010
Pave
null
Reg
Lvl
AllPub
Inside
Mod
Mitchel
Norm
Norm
1Fam
1Story
5
5
1,974
1,975
Gable
CompShg
HdBoard
HdBoard
null
0
TA
TA
CBlock
Gd
TA
Av
ALQ
1,071
LwQ
123
195
1,389
GasA
Gd
Y
SBrkr
1,389
0
0
1,389
1
0
1
0
2
1
TA
6
Typ
1
TA
Attchd
1,975
RFn
2
418
TA
TA
Y
240
38
0
0
0
0
null
null
null
0
4
2,006
WD
Normal
170,000
2,930
924,151,050
60
RL
74
9,627
Pave
null
Reg
Lvl
AllPub
Inside
Mod
Mitchel
Norm
Norm
1Fam
2Story
7
5
1,993
1,994
Gable
CompShg
HdBoard
HdBoard
BrkFace
94
TA
TA
PConc
Gd
TA
Av
LwQ
758
Unf
0
238
996
GasA
Ex
Y
SBrkr
996
1,004
0
2,000
0
0
2
1
3
1
TA
9
Typ
1
TA
Attchd
1,993
Fin
3
650
TA
TA
Y
190
48
0
0
0
0
null
null
null
0
11
2,006
WD
Normal
188,000