Dataset Preview
Full Screen
The full dataset viewer is not available (click to read why). Only showing a preview of the rows.
The dataset generation failed because of a cast error
Error code:   DatasetGenerationCastError
Exception:    DatasetGenerationCastError
Message:      An error occurred while generating the dataset

All the data files must have the same columns, but at some point there are 1 missing columns ({'SalePrice'})

This happened while the csv dataset builder was generating data using

hf://datasets/michaelmallari/house-prices-advanced-regression-techniques/test.csv (at revision 24c6e7b2e17dad427d71a9882bedd1448c81539c)

Please either edit the data files to have matching columns, or separate them into different configurations (see docs at https://hf.co/docs/hub/datasets-manual-configuration#multiple-configurations)
Traceback:    Traceback (most recent call last):
                File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/builder.py", line 2011, in _prepare_split_single
                  writer.write_table(table)
                File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/arrow_writer.py", line 585, in write_table
                  pa_table = table_cast(pa_table, self._schema)
                File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/table.py", line 2302, in table_cast
                  return cast_table_to_schema(table, schema)
                File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/table.py", line 2256, in cast_table_to_schema
                  raise CastError(
              datasets.table.CastError: Couldn't cast
              Id: int64
              MSSubClass: int64
              MSZoning: string
              LotFrontage: double
              LotArea: int64
              Street: string
              Alley: string
              LotShape: string
              LandContour: string
              Utilities: string
              LotConfig: string
              LandSlope: string
              Neighborhood: string
              Condition1: string
              Condition2: string
              BldgType: string
              HouseStyle: string
              OverallQual: int64
              OverallCond: int64
              YearBuilt: int64
              YearRemodAdd: int64
              RoofStyle: string
              RoofMatl: string
              Exterior1st: string
              Exterior2nd: string
              MasVnrType: string
              MasVnrArea: double
              ExterQual: string
              ExterCond: string
              Foundation: string
              BsmtQual: string
              BsmtCond: string
              BsmtExposure: string
              BsmtFinType1: string
              BsmtFinSF1: double
              BsmtFinType2: string
              BsmtFinSF2: double
              BsmtUnfSF: double
              TotalBsmtSF: double
              Heating: string
              HeatingQC: string
              CentralAir: string
              Electrical: string
              1stFlrSF: int64
              2ndFlrSF: int64
              LowQualFinSF: int64
              GrLivArea: int64
              BsmtFullBath: double
              BsmtHalfBath: double
              FullBath: int64
              HalfBath: int64
              BedroomAbvGr: int64
              KitchenAbvGr: int64
              KitchenQual: string
              TotRmsAbvGrd: int64
              Functional: string
              Fireplaces: int64
              FireplaceQu: string
              GarageType: string
              GarageYrBlt: double
              GarageFinish: string
              GarageCars: double
              GarageArea: double
              GarageQual: string
              GarageCond: string
              PavedDrive: string
              WoodDeckSF: int64
              OpenPorchSF: int64
              EnclosedPorch: int64
              3SsnPorch: int64
              ScreenPorch: int64
              PoolArea: int64
              PoolQC: string
              Fence: string
              MiscFeature: string
              MiscVal: int64
              MoSold: int64
              YrSold: int64
              SaleType: string
              SaleCondition: string
              -- schema metadata --
              pandas: '{"index_columns": [{"kind": "range", "name": null, "start": 0, "' + 9725
              to
              {'Id': Value(dtype='int64', id=None), 'MSSubClass': Value(dtype='int64', id=None), 'MSZoning': Value(dtype='string', id=None), 'LotFrontage': Value(dtype='float64', id=None), 'LotArea': Value(dtype='int64', id=None), 'Street': Value(dtype='string', id=None), 'Alley': Value(dtype='string', id=None), 'LotShape': Value(dtype='string', id=None), 'LandContour': Value(dtype='string', id=None), 'Utilities': Value(dtype='string', id=None), 'LotConfig': Value(dtype='string', id=None), 'LandSlope': Value(dtype='string', id=None), 'Neighborhood': Value(dtype='string', id=None), 'Condition1': Value(dtype='string', id=None), 'Condition2': Value(dtype='string', id=None), 'BldgType': Value(dtype='string', id=None), 'HouseStyle': Value(dtype='string', id=None), 'OverallQual': Value(dtype='int64', id=None), 'OverallCond': Value(dtype='int64', id=None), 'YearBuilt': Value(dtype='int64', id=None), 'YearRemodAdd': Value(dtype='int64', id=None), 'RoofStyle': Value(dtype='string', id=None), 'RoofMatl': Value(dtype='string', id=None), 'Exterior1st': Value(dtype='string', id=None), 'Exterior2nd': Value(dtype='string', id=None), 'MasVnrType': Value(dtype='string', id=None), 'MasVnrArea': Value(dtype='float64', id=None), 'ExterQual': Value(dtype='string', id=None), 'ExterCond': Value(dtype='string', id=None), 'Foundation': Value(dtype='string', id=None), 'BsmtQual': Value(dtype='string', id=None), 'BsmtCond': Value(dtype='string', id=None), 'BsmtExposure': Value(dtype='string', id=None), 'BsmtFinType1
              ...
              d=None), 'BsmtHalfBath': Value(dtype='int64', id=None), 'FullBath': Value(dtype='int64', id=None), 'HalfBath': Value(dtype='int64', id=None), 'BedroomAbvGr': Value(dtype='int64', id=None), 'KitchenAbvGr': Value(dtype='int64', id=None), 'KitchenQual': Value(dtype='string', id=None), 'TotRmsAbvGrd': Value(dtype='int64', id=None), 'Functional': Value(dtype='string', id=None), 'Fireplaces': Value(dtype='int64', id=None), 'FireplaceQu': Value(dtype='string', id=None), 'GarageType': Value(dtype='string', id=None), 'GarageYrBlt': Value(dtype='float64', id=None), 'GarageFinish': Value(dtype='string', id=None), 'GarageCars': Value(dtype='int64', id=None), 'GarageArea': Value(dtype='int64', id=None), 'GarageQual': Value(dtype='string', id=None), 'GarageCond': Value(dtype='string', id=None), 'PavedDrive': Value(dtype='string', id=None), 'WoodDeckSF': Value(dtype='int64', id=None), 'OpenPorchSF': Value(dtype='int64', id=None), 'EnclosedPorch': Value(dtype='int64', id=None), '3SsnPorch': Value(dtype='int64', id=None), 'ScreenPorch': Value(dtype='int64', id=None), 'PoolArea': Value(dtype='int64', id=None), 'PoolQC': Value(dtype='string', id=None), 'Fence': Value(dtype='string', id=None), 'MiscFeature': Value(dtype='string', id=None), 'MiscVal': Value(dtype='int64', id=None), 'MoSold': Value(dtype='int64', id=None), 'YrSold': Value(dtype='int64', id=None), 'SaleType': Value(dtype='string', id=None), 'SaleCondition': Value(dtype='string', id=None), 'SalePrice': Value(dtype='int64', id=None)}
              because column names don't match
              
              During handling of the above exception, another exception occurred:
              
              Traceback (most recent call last):
                File "/src/services/worker/src/worker/job_runners/config/parquet_and_info.py", line 1324, in compute_config_parquet_and_info_response
                  parquet_operations = convert_to_parquet(builder)
                File "/src/services/worker/src/worker/job_runners/config/parquet_and_info.py", line 938, in convert_to_parquet
                  builder.download_and_prepare(
                File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/builder.py", line 1027, in download_and_prepare
                  self._download_and_prepare(
                File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/builder.py", line 1122, in _download_and_prepare
                  self._prepare_split(split_generator, **prepare_split_kwargs)
                File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/builder.py", line 1882, in _prepare_split
                  for job_id, done, content in self._prepare_split_single(
                File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/builder.py", line 2013, in _prepare_split_single
                  raise DatasetGenerationCastError.from_cast_error(
              datasets.exceptions.DatasetGenerationCastError: An error occurred while generating the dataset
              
              All the data files must have the same columns, but at some point there are 1 missing columns ({'SalePrice'})
              
              This happened while the csv dataset builder was generating data using
              
              hf://datasets/michaelmallari/house-prices-advanced-regression-techniques/test.csv (at revision 24c6e7b2e17dad427d71a9882bedd1448c81539c)
              
              Please either edit the data files to have matching columns, or separate them into different configurations (see docs at https://hf.co/docs/hub/datasets-manual-configuration#multiple-configurations)

Need help to make the dataset viewer work? Make sure to review how to configure the dataset viewer, and open a discussion for direct support.

Id
int64
MSSubClass
int64
MSZoning
string
LotFrontage
float64
LotArea
int64
Street
string
Alley
null
LotShape
string
LandContour
string
Utilities
string
LotConfig
string
LandSlope
string
Neighborhood
string
Condition1
string
Condition2
string
BldgType
string
HouseStyle
string
OverallQual
int64
OverallCond
int64
YearBuilt
int64
YearRemodAdd
int64
RoofStyle
string
RoofMatl
string
Exterior1st
string
Exterior2nd
string
MasVnrType
string
MasVnrArea
float64
ExterQual
string
ExterCond
string
Foundation
string
BsmtQual
string
BsmtCond
string
BsmtExposure
string
BsmtFinType1
string
BsmtFinSF1
int64
BsmtFinType2
string
BsmtFinSF2
int64
BsmtUnfSF
int64
TotalBsmtSF
int64
Heating
string
HeatingQC
string
CentralAir
string
Electrical
string
1stFlrSF
int64
2ndFlrSF
int64
LowQualFinSF
int64
GrLivArea
int64
BsmtFullBath
int64
BsmtHalfBath
int64
FullBath
int64
HalfBath
int64
BedroomAbvGr
int64
KitchenAbvGr
int64
KitchenQual
string
TotRmsAbvGrd
int64
Functional
string
Fireplaces
int64
FireplaceQu
string
GarageType
string
GarageYrBlt
float64
GarageFinish
string
GarageCars
int64
GarageArea
int64
GarageQual
string
GarageCond
string
PavedDrive
string
WoodDeckSF
int64
OpenPorchSF
int64
EnclosedPorch
int64
3SsnPorch
int64
ScreenPorch
int64
PoolArea
int64
PoolQC
null
Fence
null
MiscFeature
null
MiscVal
int64
MoSold
int64
YrSold
int64
SaleType
string
SaleCondition
string
SalePrice
int64
1
60
RL
65
8,450
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
CollgCr
Norm
Norm
1Fam
2Story
7
5
2,003
2,003
Gable
CompShg
VinylSd
VinylSd
BrkFace
196
Gd
TA
PConc
Gd
TA
No
GLQ
706
Unf
0
150
856
GasA
Ex
Y
SBrkr
856
854
0
1,710
1
0
2
1
3
1
Gd
8
Typ
0
null
Attchd
2,003
RFn
2
548
TA
TA
Y
0
61
0
0
0
0
null
null
null
0
2
2,008
WD
Normal
208,500
2
20
RL
80
9,600
Pave
null
Reg
Lvl
AllPub
FR2
Gtl
Veenker
Feedr
Norm
1Fam
1Story
6
8
1,976
1,976
Gable
CompShg
MetalSd
MetalSd
null
0
TA
TA
CBlock
Gd
TA
Gd
ALQ
978
Unf
0
284
1,262
GasA
Ex
Y
SBrkr
1,262
0
0
1,262
0
1
2
0
3
1
TA
6
Typ
1
TA
Attchd
1,976
RFn
2
460
TA
TA
Y
298
0
0
0
0
0
null
null
null
0
5
2,007
WD
Normal
181,500
3
60
RL
68
11,250
Pave
null
IR1
Lvl
AllPub
Inside
Gtl
CollgCr
Norm
Norm
1Fam
2Story
7
5
2,001
2,002
Gable
CompShg
VinylSd
VinylSd
BrkFace
162
Gd
TA
PConc
Gd
TA
Mn
GLQ
486
Unf
0
434
920
GasA
Ex
Y
SBrkr
920
866
0
1,786
1
0
2
1
3
1
Gd
6
Typ
1
TA
Attchd
2,001
RFn
2
608
TA
TA
Y
0
42
0
0
0
0
null
null
null
0
9
2,008
WD
Normal
223,500
4
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
5
60
RL
84
14,260
Pave
null
IR1
Lvl
AllPub
FR2
Gtl
NoRidge
Norm
Norm
1Fam
2Story
8
5
2,000
2,000
Gable
CompShg
VinylSd
VinylSd
BrkFace
350
Gd
TA
PConc
Gd
TA
Av
GLQ
655
Unf
0
490
1,145
GasA
Ex
Y
SBrkr
1,145
1,053
0
2,198
1
0
2
1
4
1
Gd
9
Typ
1
TA
Attchd
2,000
RFn
3
836
TA
TA
Y
192
84
0
0
0
0
null
null
null
0
12
2,008
WD
Normal
250,000
6
50
RL
85
14,115
Pave
null
IR1
Lvl
AllPub
Inside
Gtl
Mitchel
Norm
Norm
1Fam
1.5Fin
5
5
1,993
1,995
Gable
CompShg
VinylSd
VinylSd
null
0
TA
TA
Wood
Gd
TA
No
GLQ
732
Unf
0
64
796
GasA
Ex
Y
SBrkr
796
566
0
1,362
1
0
1
1
1
1
TA
5
Typ
0
null
Attchd
1,993
Unf
2
480
TA
TA
Y
40
30
0
320
0
0
null
null
null
700
10
2,009
WD
Normal
143,000
7
20
RL
75
10,084
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
Somerst
Norm
Norm
1Fam
1Story
8
5
2,004
2,005
Gable
CompShg
VinylSd
VinylSd
Stone
186
Gd
TA
PConc
Ex
TA
Av
GLQ
1,369
Unf
0
317
1,686
GasA
Ex
Y
SBrkr
1,694
0
0
1,694
1
0
2
0
3
1
Gd
7
Typ
1
Gd
Attchd
2,004
RFn
2
636
TA
TA
Y
255
57
0
0
0
0
null
null
null
0
8
2,007
WD
Normal
307,000
8
60
RL
null
10,382
Pave
null
IR1
Lvl
AllPub
Corner
Gtl
NWAmes
PosN
Norm
1Fam
2Story
7
6
1,973
1,973
Gable
CompShg
HdBoard
HdBoard
Stone
240
TA
TA
CBlock
Gd
TA
Mn
ALQ
859
BLQ
32
216
1,107
GasA
Ex
Y
SBrkr
1,107
983
0
2,090
1
0
2
1
3
1
TA
7
Typ
2
TA
Attchd
1,973
RFn
2
484
TA
TA
Y
235
204
228
0
0
0
null
null
null
350
11
2,009
WD
Normal
200,000
9
50
RM
51
6,120
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
OldTown
Artery
Norm
1Fam
1.5Fin
7
5
1,931
1,950
Gable
CompShg
BrkFace
Wd Shng
null
0
TA
TA
BrkTil
TA
TA
No
Unf
0
Unf
0
952
952
GasA
Gd
Y
FuseF
1,022
752
0
1,774
0
0
2
0
2
2
TA
8
Min1
2
TA
Detchd
1,931
Unf
2
468
Fa
TA
Y
90
0
205
0
0
0
null
null
null
0
4
2,008
WD
Abnorml
129,900
10
190
RL
50
7,420
Pave
null
Reg
Lvl
AllPub
Corner
Gtl
BrkSide
Artery
Artery
2fmCon
1.5Unf
5
6
1,939
1,950
Gable
CompShg
MetalSd
MetalSd
null
0
TA
TA
BrkTil
TA
TA
No
GLQ
851
Unf
0
140
991
GasA
Ex
Y
SBrkr
1,077
0
0
1,077
1
0
1
0
2
2
TA
5
Typ
2
TA
Attchd
1,939
RFn
1
205
Gd
TA
Y
0
4
0
0
0
0
null
null
null
0
1
2,008
WD
Normal
118,000
11
20
RL
70
11,200
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
Sawyer
Norm
Norm
1Fam
1Story
5
5
1,965
1,965
Hip
CompShg
HdBoard
HdBoard
null
0
TA
TA
CBlock
TA
TA
No
Rec
906
Unf
0
134
1,040
GasA
Ex
Y
SBrkr
1,040
0
0
1,040
1
0
1
0
3
1
TA
5
Typ
0
null
Detchd
1,965
Unf
1
384
TA
TA
Y
0
0
0
0
0
0
null
null
null
0
2
2,008
WD
Normal
129,500
12
60
RL
85
11,924
Pave
null
IR1
Lvl
AllPub
Inside
Gtl
NridgHt
Norm
Norm
1Fam
2Story
9
5
2,005
2,006
Hip
CompShg
WdShing
Wd Shng
Stone
286
Ex
TA
PConc
Ex
TA
No
GLQ
998
Unf
0
177
1,175
GasA
Ex
Y
SBrkr
1,182
1,142
0
2,324
1
0
3
0
4
1
Ex
11
Typ
2
Gd
BuiltIn
2,005
Fin
3
736
TA
TA
Y
147
21
0
0
0
0
null
null
null
0
7
2,006
New
Partial
345,000
13
20
RL
null
12,968
Pave
null
IR2
Lvl
AllPub
Inside
Gtl
Sawyer
Norm
Norm
1Fam
1Story
5
6
1,962
1,962
Hip
CompShg
HdBoard
Plywood
null
0
TA
TA
CBlock
TA
TA
No
ALQ
737
Unf
0
175
912
GasA
TA
Y
SBrkr
912
0
0
912
1
0
1
0
2
1
TA
4
Typ
0
null
Detchd
1,962
Unf
1
352
TA
TA
Y
140
0
0
0
176
0
null
null
null
0
9
2,008
WD
Normal
144,000
14
20
RL
91
10,652
Pave
null
IR1
Lvl
AllPub
Inside
Gtl
CollgCr
Norm
Norm
1Fam
1Story
7
5
2,006
2,007
Gable
CompShg
VinylSd
VinylSd
Stone
306
Gd
TA
PConc
Gd
TA
Av
Unf
0
Unf
0
1,494
1,494
GasA
Ex
Y
SBrkr
1,494
0
0
1,494
0
0
2
0
3
1
Gd
7
Typ
1
Gd
Attchd
2,006
RFn
3
840
TA
TA
Y
160
33
0
0
0
0
null
null
null
0
8
2,007
New
Partial
279,500
15
20
RL
null
10,920
Pave
null
IR1
Lvl
AllPub
Corner
Gtl
NAmes
Norm
Norm
1Fam
1Story
6
5
1,960
1,960
Hip
CompShg
MetalSd
MetalSd
BrkFace
212
TA
TA
CBlock
TA
TA
No
BLQ
733
Unf
0
520
1,253
GasA
TA
Y
SBrkr
1,253
0
0
1,253
1
0
1
1
2
1
TA
5
Typ
1
Fa
Attchd
1,960
RFn
1
352
TA
TA
Y
0
213
176
0
0
0
null
null
null
0
5
2,008
WD
Normal
157,000
16
45
RM
51
6,120
Pave
null
Reg
Lvl
AllPub
Corner
Gtl
BrkSide
Norm
Norm
1Fam
1.5Unf
7
8
1,929
2,001
Gable
CompShg
Wd Sdng
Wd Sdng
null
0
TA
TA
BrkTil
TA
TA
No
Unf
0
Unf
0
832
832
GasA
Ex
Y
FuseA
854
0
0
854
0
0
1
0
2
1
TA
5
Typ
0
null
Detchd
1,991
Unf
2
576
TA
TA
Y
48
112
0
0
0
0
null
null
null
0
7
2,007
WD
Normal
132,000
17
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
null
700
3
2,010
WD
Normal
149,000
18
90
RL
72
10,791
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
Sawyer
Norm
Norm
Duplex
1Story
4
5
1,967
1,967
Gable
CompShg
MetalSd
MetalSd
null
0
TA
TA
Slab
null
null
null
null
0
null
0
0
0
GasA
TA
Y
SBrkr
1,296
0
0
1,296
0
0
2
0
2
2
TA
6
Typ
0
null
CarPort
1,967
Unf
2
516
TA
TA
Y
0
0
0
0
0
0
null
null
null
500
10
2,006
WD
Normal
90,000
19
20
RL
66
13,695
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
SawyerW
RRAe
Norm
1Fam
1Story
5
5
2,004
2,004
Gable
CompShg
VinylSd
VinylSd
null
0
TA
TA
PConc
TA
TA
No
GLQ
646
Unf
0
468
1,114
GasA
Ex
Y
SBrkr
1,114
0
0
1,114
1
0
1
1
3
1
Gd
6
Typ
0
null
Detchd
2,004
Unf
2
576
TA
TA
Y
0
102
0
0
0
0
null
null
null
0
6
2,008
WD
Normal
159,000
20
20
RL
70
7,560
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
NAmes
Norm
Norm
1Fam
1Story
5
6
1,958
1,965
Hip
CompShg
BrkFace
Plywood
null
0
TA
TA
CBlock
TA
TA
No
LwQ
504
Unf
0
525
1,029
GasA
TA
Y
SBrkr
1,339
0
0
1,339
0
0
1
0
3
1
TA
6
Min1
0
null
Attchd
1,958
Unf
1
294
TA
TA
Y
0
0
0
0
0
0
null
null
null
0
5
2,009
COD
Abnorml
139,000
21
60
RL
101
14,215
Pave
null
IR1
Lvl
AllPub
Corner
Gtl
NridgHt
Norm
Norm
1Fam
2Story
8
5
2,005
2,006
Gable
CompShg
VinylSd
VinylSd
BrkFace
380
Gd
TA
PConc
Ex
TA
Av
Unf
0
Unf
0
1,158
1,158
GasA
Ex
Y
SBrkr
1,158
1,218
0
2,376
0
0
3
1
4
1
Gd
9
Typ
1
Gd
BuiltIn
2,005
RFn
3
853
TA
TA
Y
240
154
0
0
0
0
null
null
null
0
11
2,006
New
Partial
325,300
22
45
RM
57
7,449
Pave
null
Reg
Bnk
AllPub
Inside
Gtl
IDOTRR
Norm
Norm
1Fam
1.5Unf
7
7
1,930
1,950
Gable
CompShg
Wd Sdng
Wd Sdng
null
0
TA
TA
PConc
TA
TA
No
Unf
0
Unf
0
637
637
GasA
Ex
Y
FuseF
1,108
0
0
1,108
0
0
1
0
3
1
Gd
6
Typ
1
Gd
Attchd
1,930
Unf
1
280
TA
TA
N
0
0
205
0
0
0
null
null
null
0
6
2,007
WD
Normal
139,400
23
20
RL
75
9,742
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
CollgCr
Norm
Norm
1Fam
1Story
8
5
2,002
2,002
Hip
CompShg
VinylSd
VinylSd
BrkFace
281
Gd
TA
PConc
Gd
TA
No
Unf
0
Unf
0
1,777
1,777
GasA
Ex
Y
SBrkr
1,795
0
0
1,795
0
0
2
0
3
1
Gd
7
Typ
1
Gd
Attchd
2,002
RFn
2
534
TA
TA
Y
171
159
0
0
0
0
null
null
null
0
9
2,008
WD
Normal
230,000
24
120
RM
44
4,224
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
MeadowV
Norm
Norm
TwnhsE
1Story
5
7
1,976
1,976
Gable
CompShg
CemntBd
CmentBd
null
0
TA
TA
PConc
Gd
TA
No
GLQ
840
Unf
0
200
1,040
GasA
TA
Y
SBrkr
1,060
0
0
1,060
1
0
1
0
3
1
TA
6
Typ
1
TA
Attchd
1,976
Unf
2
572
TA
TA
Y
100
110
0
0
0
0
null
null
null
0
6
2,007
WD
Normal
129,900
25
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
null
null
0
5
2,010
WD
Normal
154,000
26
20
RL
110
14,230
Pave
null
Reg
Lvl
AllPub
Corner
Gtl
NridgHt
Norm
Norm
1Fam
1Story
8
5
2,007
2,007
Gable
CompShg
VinylSd
VinylSd
Stone
640
Gd
TA
PConc
Gd
TA
No
Unf
0
Unf
0
1,566
1,566
GasA
Ex
Y
SBrkr
1,600
0
0
1,600
0
0
2
0
3
1
Gd
7
Typ
1
Gd
Attchd
2,007
RFn
3
890
TA
TA
Y
0
56
0
0
0
0
null
null
null
0
7
2,009
WD
Normal
256,300
27
20
RL
60
7,200
Pave
null
Reg
Lvl
AllPub
Corner
Gtl
NAmes
Norm
Norm
1Fam
1Story
5
7
1,951
2,000
Gable
CompShg
Wd Sdng
Wd Sdng
null
0
TA
TA
CBlock
TA
TA
Mn
BLQ
234
Rec
486
180
900
GasA
TA
Y
SBrkr
900
0
0
900
0
1
1
0
3
1
Gd
5
Typ
0
null
Detchd
2,005
Unf
2
576
TA
TA
Y
222
32
0
0
0
0
null
null
null
0
5
2,010
WD
Normal
134,800
28
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
29
20
RL
47
16,321
Pave
null
IR1
Lvl
AllPub
CulDSac
Gtl
NAmes
Norm
Norm
1Fam
1Story
5
6
1,957
1,997
Gable
CompShg
MetalSd
MetalSd
null
0
TA
TA
CBlock
TA
TA
Gd
BLQ
1,277
Unf
0
207
1,484
GasA
TA
Y
SBrkr
1,600
0
0
1,600
1
0
1
0
2
1
TA
6
Typ
2
Gd
Attchd
1,957
RFn
1
319
TA
TA
Y
288
258
0
0
0
0
null
null
null
0
12
2,006
WD
Normal
207,500
30
30
RM
60
6,324
Pave
null
IR1
Lvl
AllPub
Inside
Gtl
BrkSide
Feedr
RRNn
1Fam
1Story
4
6
1,927
1,950
Gable
CompShg
MetalSd
MetalSd
null
0
TA
TA
BrkTil
TA
TA
No
Unf
0
Unf
0
520
520
GasA
Fa
N
SBrkr
520
0
0
520
0
0
1
0
1
1
Fa
4
Typ
0
null
Detchd
1,920
Unf
1
240
Fa
TA
Y
49
0
87
0
0
0
null
null
null
0
5
2,008
WD
Normal
68,500
31
70
C (all)
50
8,500
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
IDOTRR
Feedr
Norm
1Fam
2Story
4
4
1,920
1,950
Gambrel
CompShg
BrkFace
BrkFace
null
0
TA
Fa
BrkTil
TA
TA
No
Unf
0
Unf
0
649
649
GasA
TA
N
SBrkr
649
668
0
1,317
0
0
1
0
3
1
TA
6
Typ
0
null
Detchd
1,920
Unf
1
250
TA
Fa
N
0
54
172
0
0
0
null
null
null
0
7
2,008
WD
Normal
40,000
32
20
RL
null
8,544
Pave
null
IR1
Lvl
AllPub
CulDSac
Gtl
Sawyer
Norm
Norm
1Fam
1Story
5
6
1,966
2,006
Gable
CompShg
HdBoard
HdBoard
null
0
TA
TA
CBlock
TA
TA
No
Unf
0
Unf
0
1,228
1,228
GasA
Gd
Y
SBrkr
1,228
0
0
1,228
0
0
1
1
3
1
Gd
6
Typ
0
null
Attchd
1,966
Unf
1
271
TA
TA
Y
0
65
0
0
0
0
null
null
null
0
6
2,008
WD
Normal
149,350
33
20
RL
85
11,049
Pave
null
Reg
Lvl
AllPub
Corner
Gtl
CollgCr
Norm
Norm
1Fam
1Story
8
5
2,007
2,007
Gable
CompShg
VinylSd
VinylSd
null
0
Gd
TA
PConc
Ex
TA
Av
Unf
0
Unf
0
1,234
1,234
GasA
Ex
Y
SBrkr
1,234
0
0
1,234
0
0
2
0
3
1
Gd
7
Typ
0
null
Attchd
2,007
RFn
2
484
TA
TA
Y
0
30
0
0
0
0
null
null
null
0
1
2,008
WD
Normal
179,900
34
20
RL
70
10,552
Pave
null
IR1
Lvl
AllPub
Inside
Gtl
NAmes
Norm
Norm
1Fam
1Story
5
5
1,959
1,959
Hip
CompShg
BrkFace
BrkFace
null
0
TA
TA
CBlock
TA
TA
No
Rec
1,018
Unf
0
380
1,398
GasA
Gd
Y
SBrkr
1,700
0
0
1,700
0
1
1
1
4
1
Gd
6
Typ
1
Gd
Attchd
1,959
RFn
2
447
TA
TA
Y
0
38
0
0
0
0
null
null
null
0
4
2,010
WD
Normal
165,500
35
120
RL
60
7,313
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
NridgHt
Norm
Norm
TwnhsE
1Story
9
5
2,005
2,005
Hip
CompShg
MetalSd
MetalSd
BrkFace
246
Ex
TA
PConc
Ex
TA
No
GLQ
1,153
Unf
0
408
1,561
GasA
Ex
Y
SBrkr
1,561
0
0
1,561
1
0
2
0
2
1
Ex
6
Typ
1
Gd
Attchd
2,005
Fin
2
556
TA
TA
Y
203
47
0
0
0
0
null
null
null
0
8
2,007
WD
Normal
277,500
36
60
RL
108
13,418
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
NridgHt
Norm
Norm
1Fam
2Story
8
5
2,004
2,005
Gable
CompShg
VinylSd
VinylSd
Stone
132
Gd
TA
PConc
Ex
TA
Av
Unf
0
Unf
0
1,117
1,117
GasA
Ex
Y
SBrkr
1,132
1,320
0
2,452
0
0
3
1
4
1
Gd
9
Typ
1
Gd
BuiltIn
2,004
Fin
3
691
TA
TA
Y
113
32
0
0
0
0
null
null
null
0
9
2,006
WD
Normal
309,000
37
20
RL
112
10,859
Pave
null
Reg
Lvl
AllPub
Corner
Gtl
CollgCr
Norm
Norm
1Fam
1Story
5
5
1,994
1,995
Gable
CompShg
VinylSd
VinylSd
null
0
TA
TA
PConc
Gd
TA
No
Unf
0
Unf
0
1,097
1,097
GasA
Ex
Y
SBrkr
1,097
0
0
1,097
0
0
1
1
3
1
TA
6
Typ
0
null
Attchd
1,995
Unf
2
672
TA
TA
Y
392
64
0
0
0
0
null
null
null
0
6
2,009
WD
Normal
145,000
38
20
RL
74
8,532
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
NAmes
Norm
Norm
1Fam
1Story
5
6
1,954
1,990
Hip
CompShg
Wd Sdng
Wd Sdng
BrkFace
650
TA
TA
CBlock
TA
TA
No
Rec
1,213
Unf
0
84
1,297
GasA
Gd
Y
SBrkr
1,297
0
0
1,297
0
1
1
0
3
1
TA
5
Typ
1
TA
Attchd
1,954
Fin
2
498
TA
TA
Y
0
0
0
0
0
0
null
null
null
0
10
2,009
WD
Normal
153,000
39
20
RL
68
7,922
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
NAmes
Norm
Norm
1Fam
1Story
5
7
1,953
2,007
Gable
CompShg
VinylSd
VinylSd
null
0
TA
Gd
CBlock
TA
TA
No
GLQ
731
Unf
0
326
1,057
GasA
TA
Y
SBrkr
1,057
0
0
1,057
1
0
1
0
3
1
Gd
5
Typ
0
null
Detchd
1,953
Unf
1
246
TA
TA
Y
0
52
0
0
0
0
null
null
null
0
1
2,010
WD
Abnorml
109,000
40
90
RL
65
6,040
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
Edwards
Norm
Norm
Duplex
1Story
4
5
1,955
1,955
Gable
CompShg
AsbShng
Plywood
null
0
TA
TA
PConc
null
null
null
null
0
null
0
0
0
GasA
TA
N
FuseP
1,152
0
0
1,152
0
0
2
0
2
2
Fa
6
Typ
0
null
null
null
null
0
0
null
null
N
0
0
0
0
0
0
null
null
null
0
6
2,008
WD
AdjLand
82,000
41
20
RL
84
8,658
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
NAmes
Norm
Norm
1Fam
1Story
6
5
1,965
1,965
Gable
CompShg
Wd Sdng
Wd Sdng
BrkFace
101
TA
TA
CBlock
TA
TA
No
Rec
643
Unf
0
445
1,088
GasA
Ex
Y
SBrkr
1,324
0
0
1,324
0
0
2
0
3
1
TA
6
Typ
1
TA
Attchd
1,965
RFn
2
440
TA
TA
Y
0
138
0
0
0
0
null
null
null
0
12
2,006
WD
Abnorml
160,000
42
20
RL
115
16,905
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
Timber
Norm
Norm
1Fam
1Story
5
6
1,959
1,959
Gable
CompShg
VinylSd
VinylSd
null
0
TA
Gd
CBlock
TA
TA
Gd
BLQ
967
Unf
0
383
1,350
GasA
Gd
Y
SBrkr
1,328
0
0
1,328
0
1
1
1
2
1
TA
5
Typ
2
Gd
Attchd
1,959
RFn
1
308
TA
TA
P
0
104
0
0
0
0
null
null
null
0
7
2,007
WD
Normal
170,000
43
85
RL
null
9,180
Pave
null
IR1
Lvl
AllPub
CulDSac
Gtl
SawyerW
Norm
Norm
1Fam
SFoyer
5
7
1,983
1,983
Gable
CompShg
HdBoard
HdBoard
null
0
TA
TA
CBlock
Gd
TA
Av
ALQ
747
LwQ
93
0
840
GasA
Gd
Y
SBrkr
884
0
0
884
1
0
1
0
2
1
Gd
5
Typ
0
null
Attchd
1,983
RFn
2
504
TA
Gd
Y
240
0
0
0
0
0
null
null
null
0
12
2,007
WD
Normal
144,000
44
20
RL
null
9,200
Pave
null
IR1
Lvl
AllPub
CulDSac
Gtl
CollgCr
Norm
Norm
1Fam
1Story
5
6
1,975
1,980
Hip
CompShg
VinylSd
VinylSd
null
0
TA
TA
CBlock
Gd
TA
Av
LwQ
280
BLQ
491
167
938
GasA
TA
Y
SBrkr
938
0
0
938
1
0
1
0
3
1
TA
5
Typ
0
null
Detchd
1,977
Unf
1
308
TA
TA
Y
145
0
0
0
0
0
null
null
null
0
7
2,008
WD
Normal
130,250
45
20
RL
70
7,945
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
NAmes
Norm
Norm
1Fam
1Story
5
6
1,959
1,959
Gable
CompShg
BrkFace
Wd Sdng
null
0
TA
TA
CBlock
TA
TA
No
ALQ
179
BLQ
506
465
1,150
GasA
Ex
Y
FuseA
1,150
0
0
1,150
1
0
1
0
3
1
TA
6
Typ
0
null
Attchd
1,959
RFn
1
300
TA
TA
Y
0
0
0
0
0
0
null
null
null
0
5
2,006
WD
Normal
141,000
46
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
47
50
RL
48
12,822
Pave
null
IR1
Lvl
AllPub
CulDSac
Gtl
Mitchel
Norm
Norm
1Fam
1.5Fin
7
5
2,003
2,003
Gable
CompShg
VinylSd
VinylSd
null
0
Gd
TA
PConc
Ex
TA
No
GLQ
1,351
Unf
0
83
1,434
GasA
Ex
Y
SBrkr
1,518
631
0
2,149
1
0
1
1
1
1
Gd
6
Typ
1
Ex
Attchd
2,003
RFn
2
670
TA
TA
Y
168
43
0
0
198
0
null
null
null
0
8
2,009
WD
Abnorml
239,686
48
20
FV
84
11,096
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
Somerst
Norm
Norm
1Fam
1Story
8
5
2,006
2,006
Gable
CompShg
VinylSd
VinylSd
null
0
Gd
TA
PConc
Gd
TA
Av
GLQ
24
Unf
0
1,632
1,656
GasA
Ex
Y
SBrkr
1,656
0
0
1,656
0
0
2
0
3
1
Gd
7
Typ
0
null
Attchd
2,006
RFn
3
826
TA
TA
Y
0
146
0
0
0
0
null
null
null
0
7
2,007
WD
Normal
249,700
49
190
RM
33
4,456
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
OldTown
Norm
Norm
2fmCon
2Story
4
5
1,920
2,008
Gable
CompShg
MetalSd
MetalSd
null
0
TA
TA
BrkTil
TA
TA
No
Unf
0
Unf
0
736
736
GasA
Gd
Y
SBrkr
736
716
0
1,452
0
0
2
0
2
3
TA
8
Typ
0
null
null
null
null
0
0
null
null
N
0
0
102
0
0
0
null
null
null
0
6
2,009
New
Partial
113,000
50
20
RL
66
7,742
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
Sawyer
Norm
Norm
1Fam
1Story
5
7
1,966
1,966
Gable
CompShg
HdBoard
HdBoard
null
0
TA
TA
CBlock
TA
TA
No
BLQ
763
Unf
0
192
955
GasA
Ex
Y
SBrkr
955
0
0
955
1
0
1
0
3
1
TA
6
Typ
0
null
Attchd
1,966
Unf
1
386
TA
TA
Y
0
0
0
0
0
0
null
null
null
0
1
2,007
WD
Normal
127,000
51
60
RL
null
13,869
Pave
null
IR2
Lvl
AllPub
Corner
Gtl
Gilbert
Norm
Norm
1Fam
2Story
6
6
1,997
1,997
Gable
CompShg
VinylSd
VinylSd
null
0
TA
TA
PConc
Gd
TA
Av
GLQ
182
Unf
0
612
794
GasA
Gd
Y
SBrkr
794
676
0
1,470
0
1
2
0
3
1
TA
6
Typ
0
null
Attchd
1,997
Fin
2
388
TA
TA
Y
0
75
0
0
0
0
null
null
null
0
7
2,007
WD
Normal
177,000
52
50
RM
52
6,240
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
BrkSide
Norm
Norm
1Fam
1.5Fin
6
6
1,934
1,950
Gable
CompShg
Wd Sdng
Wd Sdng
null
0
TA
TA
PConc
TA
TA
No
Unf
0
Unf
0
816
816
GasA
TA
Y
SBrkr
816
0
360
1,176
0
0
1
0
3
1
TA
6
Typ
1
Gd
Detchd
1,985
Unf
2
528
TA
TA
Y
112
0
0
0
0
0
null
null
null
400
9
2,006
WD
Normal
114,500
53
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
54
20
RL
68
50,271
Pave
null
IR1
Low
AllPub
Inside
Gtl
Veenker
Norm
Norm
1Fam
1Story
9
5
1,981
1,987
Gable
WdShngl
WdShing
Wd Shng
null
0
Gd
TA
CBlock
Ex
TA
Gd
GLQ
1,810
Unf
0
32
1,842
GasA
Gd
Y
SBrkr
1,842
0
0
1,842
2
0
0
1
0
1
Gd
5
Typ
1
Gd
Attchd
1,981
Fin
3
894
TA
TA
Y
857
72
0
0
0
0
null
null
null
0
11
2,006
WD
Normal
385,000
55
80
RL
60
7,134
Pave
null
Reg
Bnk
AllPub
Inside
Mod
NAmes
Norm
Norm
1Fam
SLvl
5
5
1,955
1,955
Gable
CompShg
MetalSd
MetalSd
null
0
TA
TA
CBlock
TA
TA
No
ALQ
384
Unf
0
0
384
GasA
TA
Y
SBrkr
1,360
0
0
1,360
0
0
1
0
3
1
TA
6
Min1
1
TA
Detchd
1,962
Unf
2
572
TA
TA
Y
0
50
0
0
0
0
null
null
null
0
2
2,007
WD
Normal
130,000
56
20
RL
100
10,175
Pave
null
IR1
Lvl
AllPub
Inside
Gtl
NAmes
Norm
Norm
1Fam
1Story
6
5
1,964
1,964
Gable
CompShg
HdBoard
Plywood
BrkFace
272
TA
TA
CBlock
TA
TA
No
BLQ
490
Unf
0
935
1,425
GasA
Gd
Y
SBrkr
1,425
0
0
1,425
0
0
2
0
3
1
TA
7
Typ
1
Gd
Attchd
1,964
RFn
2
576
TA
TA
Y
0
0
0
407
0
0
null
null
null
0
7
2,008
WD
Normal
180,500
57
160
FV
24
2,645
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
Somerst
Norm
Norm
Twnhs
2Story
8
5
1,999
2,000
Gable
CompShg
MetalSd
MetalSd
BrkFace
456
Gd
TA
PConc
Gd
TA
No
GLQ
649
Unf
0
321
970
GasA
Ex
Y
SBrkr
983
756
0
1,739
1
0
2
1
3
1
Gd
7
Typ
0
null
Attchd
1,999
Fin
2
480
TA
TA
Y
115
0
0
0
0
0
null
null
null
0
8
2,009
WD
Abnorml
172,500
58
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
59
60
RL
66
13,682
Pave
null
IR2
HLS
AllPub
CulDSac
Gtl
StoneBr
Norm
Norm
1Fam
2Story
10
5
2,006
2,006
Hip
CompShg
VinylSd
VinylSd
BrkFace
1,031
Ex
TA
PConc
Ex
TA
Gd
Unf
0
Unf
0
1,410
1,410
GasA
Ex
Y
SBrkr
1,426
1,519
0
2,945
0
0
3
1
3
1
Gd
10
Typ
1
Gd
BuiltIn
2,006
Fin
3
641
TA
TA
Y
192
0
37
0
0
0
null
null
null
0
10
2,006
New
Partial
438,780
60
20
RL
60
7,200
Pave
null
Reg
Bnk
AllPub
Inside
Gtl
CollgCr
Norm
Norm
1Fam
1Story
5
7
1,972
1,972
Gable
CompShg
HdBoard
HdBoard
null
0
TA
TA
CBlock
TA
TA
Av
ALQ
632
Unf
0
148
780
GasA
Ex
Y
SBrkr
780
0
0
780
0
0
1
0
2
1
TA
4
Typ
0
null
Detchd
1,973
Unf
1
352
TA
TA
Y
196
0
0
0
0
0
null
null
null
0
1
2,008
WD
Normal
124,900
61
20
RL
63
13,072
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
SawyerW
RRAe
Norm
1Fam
1Story
6
5
2,004
2,004
Gable
CompShg
VinylSd
VinylSd
null
0
TA
TA
PConc
Gd
TA
No
ALQ
941
Unf
0
217
1,158
GasA
Ex
Y
SBrkr
1,158
0
0
1,158
1
0
1
1
3
1
Gd
5
Typ
0
null
Detchd
2,006
Unf
2
576
TA
TA
Y
0
50
0
0
0
0
null
null
null
0
5
2,006
New
Partial
158,000
62
75
RM
60
7,200
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
IDOTRR
Norm
Norm
1Fam
2.5Unf
5
7
1,920
1,996
Gable
CompShg
MetalSd
MetalSd
null
0
TA
TA
BrkTil
TA
Fa
No
Unf
0
Unf
0
530
530
GasA
TA
N
SBrkr
581
530
0
1,111
0
0
1
0
3
1
Fa
6
Typ
0
null
Detchd
1,935
Unf
1
288
TA
TA
N
0
0
144
0
0
0
null
null
null
0
3
2,007
WD
Normal
101,000
63
120
RL
44
6,442
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
Gd
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
10
2,007
WD
Normal
202,500
64
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
null
null
0
4
2,010
WD
Normal
140,000
65
60
RL
null
9,375
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
CollgCr
Norm
Norm
1Fam
2Story
7
5
1,997
1,998
Gable
CompShg
VinylSd
VinylSd
BrkFace
573
TA
TA
PConc
Gd
TA
No
GLQ
739
Unf
0
318
1,057
GasA
Ex
Y
SBrkr
1,057
977
0
2,034
1
0
2
1
3
1
Gd
8
Typ
0
null
Attchd
1,998
RFn
2
645
TA
TA
Y
576
36
0
0
0
0
null
null
null
0
2
2,009
WD
Normal
219,500
66
60
RL
76
9,591
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
NridgHt
Norm
Norm
1Fam
2Story
8
5
2,004
2,005
Gable
CompShg
VinylSd
VinylSd
BrkFace
344
Gd
TA
PConc
Ex
TA
Av
Unf
0
Unf
0
1,143
1,143
GasA
Ex
Y
SBrkr
1,143
1,330
0
2,473
0
0
2
1
4
1
Gd
9
Typ
1
Gd
BuiltIn
2,004
RFn
3
852
TA
TA
Y
192
151
0
0
0
0
null
null
null
0
10
2,007
WD
Normal
317,000
67
20
RL
null
19,900
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
NAmes
PosA
Norm
1Fam
1Story
7
5
1,970
1,989
Gable
CompShg
Plywood
Plywood
BrkFace
287
TA
TA
CBlock
Gd
TA
Gd
GLQ
912
Unf
0
1,035
1,947
GasA
TA
Y
SBrkr
2,207
0
0
2,207
1
0
2
0
3
1
TA
7
Min1
1
Gd
Attchd
1,970
RFn
2
576
TA
TA
Y
301
0
0
0
0
0
null
null
null
0
7
2,010
WD
Normal
180,000
68
20
RL
72
10,665
Pave
null
IR1
Lvl
AllPub
Inside
Gtl
CollgCr
Norm
Norm
1Fam
1Story
7
5
2,003
2,003
Gable
CompShg
VinylSd
VinylSd
BrkFace
167
Gd
TA
PConc
Gd
TA
Av
GLQ
1,013
Unf
0
440
1,453
GasA
Ex
Y
SBrkr
1,479
0
0
1,479
1
0
2
0
3
1
Gd
7
Typ
0
null
Attchd
2,003
RFn
2
558
TA
TA
Y
144
29
0
0
0
0
null
null
null
0
6
2,007
WD
Normal
226,000
69
30
RM
47
4,608
Pave
null
Reg
Lvl
AllPub
Corner
Gtl
OldTown
Artery
Norm
1Fam
1Story
4
6
1,945
1,950
Gable
CompShg
MetalSd
MetalSd
null
0
TA
Gd
CBlock
TA
TA
No
Unf
0
Unf
0
747
747
GasA
TA
Y
SBrkr
747
0
0
747
0
0
1
0
2
1
TA
4
Typ
0
null
Attchd
1,945
Unf
1
220
TA
TA
Y
0
0
0
0
0
0
null
null
null
0
6
2,010
WD
Normal
80,000
70
50
RL
81
15,593
Pave
null
Reg
Lvl
AllPub
Corner
Gtl
ClearCr
Norm
Norm
1Fam
1.5Fin
7
4
1,953
1,953
Gable
CompShg
BrkFace
AsbShng
null
0
Gd
TA
CBlock
TA
TA
No
BLQ
603
Unf
0
701
1,304
GasW
TA
Y
SBrkr
1,304
983
0
2,287
0
0
2
0
3
1
TA
7
Typ
1
TA
Attchd
1,953
Fin
2
667
TA
TA
Y
0
21
114
0
0
0
null
null
null
0
7
2,006
WD
Normal
225,000
71
20
RL
95
13,651
Pave
null
IR1
Lvl
AllPub
Inside
Gtl
NAmes
Norm
Norm
1Fam
1Story
7
6
1,973
1,973
Gable
CompShg
Plywood
Plywood
BrkFace
1,115
TA
Gd
CBlock
Gd
TA
Gd
ALQ
1,880
Unf
0
343
2,223
GasA
Ex
Y
SBrkr
2,223
0
0
2,223
1
0
2
0
3
1
TA
8
Typ
2
Gd
Attchd
1,973
Fin
2
516
TA
TA
Y
300
0
0
0
0
0
null
null
null
0
2
2,007
WD
Normal
244,000
72
20
RL
69
7,599
Pave
null
Reg
Lvl
AllPub
Corner
Gtl
Mitchel
Norm
Norm
1Fam
1Story
4
6
1,982
2,006
Gable
CompShg
HdBoard
Plywood
null
0
TA
TA
CBlock
TA
TA
No
ALQ
565
Unf
0
280
845
GasA
TA
Y
SBrkr
845
0
0
845
1
0
1
0
2
1
TA
4
Typ
0
null
Detchd
1,987
Unf
2
360
TA
TA
Y
0
0
0
0
0
0
null
null
null
0
6
2,007
WD
Normal
129,500
73
60
RL
74
10,141
Pave
null
IR1
Lvl
AllPub
Corner
Gtl
Gilbert
Norm
Norm
1Fam
2Story
7
5
1,998
1,998
Gable
CompShg
VinylSd
VinylSd
BrkFace
40
TA
TA
PConc
Gd
TA
No
Unf
0
Unf
0
832
832
GasA
Gd
Y
SBrkr
885
833
0
1,718
0
0
2
1
3
1
TA
7
Typ
1
TA
Attchd
1,998
Fin
2
427
TA
TA
Y
0
94
0
0
291
0
null
null
null
0
12
2,009
WD
Normal
185,000
74
20
RL
85
10,200
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
NAmes
Norm
Norm
1Fam
1Story
5
7
1,954
2,003
Gable
CompShg
Wd Sdng
Wd Sdng
BrkFace
104
TA
TA
CBlock
TA
TA
No
ALQ
320
BLQ
362
404
1,086
GasA
Gd
Y
SBrkr
1,086
0
0
1,086
1
0
1
0
3
1
TA
6
Typ
0
null
Attchd
1,989
Unf
2
490
TA
TA
Y
0
0
0
0
0
0
null
null
null
0
5
2,010
WD
Normal
144,900
75
50
RM
60
5,790
Pave
null
Reg
Lvl
AllPub
Corner
Gtl
OldTown
Norm
Norm
1Fam
2Story
3
6
1,915
1,950
Gambrel
CompShg
VinylSd
VinylSd
null
0
Gd
Gd
CBlock
Fa
TA
No
Unf
0
Unf
0
840
840
GasA
Gd
N
SBrkr
840
765
0
1,605
0
0
2
0
3
2
TA
8
Typ
0
null
Detchd
1,915
Unf
1
379
TA
TA
Y
0
0
202
0
0
0
null
null
null
0
5
2,010
WD
Normal
107,400
76
180
RM
21
1,596
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
MeadowV
Norm
Norm
Twnhs
SLvl
4
5
1,973
1,973
Gable
CompShg
CemntBd
CmentBd
null
0
TA
TA
CBlock
Gd
TA
Gd
GLQ
462
Unf
0
0
462
GasA
TA
Y
SBrkr
526
462
0
988
1
0
1
0
2
1
TA
5
Typ
0
null
BuiltIn
1,973
Unf
1
297
TA
TA
Y
120
101
0
0
0
0
null
null
null
0
11
2,009
WD
Normal
91,000
77
20
RL
null
8,475
Pave
null
IR1
Lvl
AllPub
Inside
Gtl
NAmes
Norm
Norm
1Fam
1Story
4
7
1,956
1,956
Gable
CompShg
VinylSd
VinylSd
null
0
TA
TA
CBlock
TA
TA
No
ALQ
228
Unf
0
724
952
GasA
Ex
Y
FuseA
952
0
0
952
0
0
1
0
2
1
TA
4
Typ
0
null
Detchd
1,956
Unf
1
283
TA
TA
Y
0
0
0
0
0
0
null
null
null
0
4
2,008
WD
Normal
135,750
78
50
RM
50
8,635
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
BrkSide
Norm
Norm
1Fam
1.5Fin
5
5
1,948
2,001
Gable
CompShg
Wd Sdng
Wd Sdng
null
0
TA
TA
CBlock
TA
TA
No
BLQ
336
GLQ
41
295
672
GasA
TA
Y
SBrkr
1,072
213
0
1,285
1
0
1
0
2
1
TA
6
Min1
0
null
Detchd
1,948
Unf
1
240
TA
TA
Y
0
0
0
0
0
0
null
null
null
0
1
2,008
WD
Normal
127,000
79
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
80
50
RM
60
10,440
Pave
null
Reg
Lvl
AllPub
Corner
Gtl
OldTown
Norm
Norm
1Fam
2Story
5
6
1,910
1,981
Gable
CompShg
Wd Sdng
Wd Sdng
null
0
TA
TA
PConc
TA
TA
No
Unf
0
Unf
0
440
440
GasA
Gd
Y
SBrkr
682
548
0
1,230
0
0
1
1
2
1
TA
5
Typ
0
null
Detchd
1,966
Unf
2
440
TA
TA
Y
74
0
128
0
0
0
null
null
null
0
5
2,009
WD
Normal
110,000
81
60
RL
100
13,000
Pave
null
Reg
Lvl
AllPub
Corner
Gtl
NAmes
Norm
Norm
1Fam
2Story
6
6
1,968
1,968
Gable
CompShg
VinylSd
VinylSd
BrkFace
576
TA
Gd
CBlock
Gd
TA
No
Rec
448
Unf
0
448
896
GasA
TA
Y
SBrkr
1,182
960
0
2,142
0
0
2
1
4
1
Gd
8
Typ
1
Gd
Attchd
1,968
Fin
1
509
TA
TA
Y
0
72
0
0
252
0
null
null
null
0
6
2,009
WD
Normal
193,500
82
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
83
20
RL
78
10,206
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
Somerst
Norm
Norm
1Fam
1Story
8
5
2,007
2,007
Gable
CompShg
VinylSd
VinylSd
Stone
468
TA
TA
PConc
Gd
TA
No
GLQ
33
Unf
0
1,530
1,563
GasA
Ex
Y
SBrkr
1,563
0
0
1,563
0
0
2
0
3
1
Gd
6
Typ
1
Gd
Attchd
2,007
RFn
3
758
TA
TA
Y
144
99
0
0
0
0
null
null
null
0
10
2,008
WD
Normal
245,000
84
20
RL
80
8,892
Pave
null
IR1
Lvl
AllPub
Inside
Gtl
NAmes
Norm
Norm
1Fam
1Story
5
5
1,960
1,960
Gable
CompShg
MetalSd
MetalSd
BrkCmn
66
TA
TA
CBlock
TA
TA
No
Unf
0
Unf
0
1,065
1,065
GasA
Gd
Y
SBrkr
1,065
0
0
1,065
0
0
1
1
3
1
TA
6
Typ
0
null
Detchd
1,974
Unf
2
461
TA
TA
Y
74
0
0
0
0
0
null
null
null
0
7
2,007
COD
Normal
126,500
85
80
RL
null
8,530
Pave
null
IR1
Lvl
AllPub
Inside
Gtl
Gilbert
Norm
Norm
1Fam
SLvl
7
5
1,995
1,996
Gable
CompShg
HdBoard
HdBoard
BrkFace
22
TA
TA
PConc
Gd
TA
No
Unf
0
Unf
0
384
384
GasA
Gd
Y
SBrkr
804
670
0
1,474
0
0
2
1
3
1
TA
7
Typ
1
TA
BuiltIn
1,995
Fin
2
400
TA
TA
Y
120
72
0
0
0
0
null
null
null
700
5
2,009
WD
Normal
168,500
86
60
RL
121
16,059
Pave
null
Reg
Lvl
AllPub
Corner
Gtl
NoRidge
Norm
Norm
1Fam
2Story
8
5
1,991
1,992
Hip
CompShg
HdBoard
HdBoard
BrkFace
284
Gd
TA
CBlock
Gd
TA
No
Unf
0
Unf
0
1,288
1,288
GasA
Ex
Y
SBrkr
1,301
1,116
0
2,417
0
0
2
1
4
1
Gd
9
Typ
1
TA
Attchd
1,991
Unf
2
462
TA
TA
Y
127
82
0
0
0
0
null
null
null
0
4
2,006
WD
Normal
260,000
87
60
RL
122
11,911
Pave
null
IR2
Lvl
AllPub
Inside
Gtl
Gilbert
Norm
Norm
1Fam
2Story
6
5
2,005
2,005
Gable
CompShg
VinylSd
VinylSd
null
0
Gd
TA
PConc
Gd
TA
Av
Unf
0
Unf
0
684
684
GasA
Ex
Y
SBrkr
684
876
0
1,560
0
0
2
1
3
1
Gd
6
Typ
1
Gd
BuiltIn
2,005
Fin
2
400
TA
TA
Y
100
38
0
0
0
0
null
null
null
0
3
2,009
WD
Normal
174,000
88
160
FV
40
3,951
Pave
null
Reg
Lvl
AllPub
Corner
Gtl
Somerst
Norm
Norm
TwnhsE
2Story
6
5
2,009
2,009
Gable
CompShg
VinylSd
VinylSd
Stone
76
Gd
TA
PConc
Gd
TA
Av
Unf
0
Unf
0
612
612
GasA
Ex
Y
SBrkr
612
612
0
1,224
0
0
2
1
2
1
Gd
4
Typ
0
null
Detchd
2,009
RFn
2
528
TA
TA
Y
0
234
0
0
0
0
null
null
null
0
6
2,009
New
Partial
164,500
89
50
C (all)
105
8,470
Pave
null
IR1
Lvl
AllPub
Corner
Gtl
IDOTRR
Feedr
Feedr
1Fam
1.5Fin
3
2
1,915
1,982
Hip
CompShg
Plywood
Plywood
null
0
Fa
Fa
CBlock
TA
Fa
No
Unf
0
Unf
0
1,013
1,013
GasA
TA
N
SBrkr
1,013
0
513
1,526
0
0
1
0
2
1
Fa
6
Typ
0
null
null
null
null
0
0
null
null
N
0
0
156
0
0
0
null
null
null
0
10
2,009
ConLD
Abnorml
85,000
90
20
RL
60
8,070
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
CollgCr
Norm
Norm
1Fam
1Story
4
5
1,994
1,995
Gable
CompShg
VinylSd
VinylSd
null
0
TA
TA
PConc
Gd
TA
No
GLQ
588
Unf
0
402
990
GasA
Ex
Y
SBrkr
990
0
0
990
1
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
null
null
0
8
2,007
WD
Normal
123,600
91
20
RL
60
7,200
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
NAmes
Norm
Norm
1Fam
1Story
4
5
1,950
1,950
Gable
CompShg
BrkFace
Wd Sdng
null
0
TA
TA
Slab
null
null
null
null
0
null
0
0
0
GasA
TA
Y
FuseA
1,040
0
0
1,040
0
0
1
0
2
1
TA
4
Typ
0
null
Detchd
1,950
Unf
2
420
TA
TA
Y
0
29
0
0
0
0
null
null
null
0
7
2,006
WD
Normal
109,900
92
20
RL
85
8,500
Pave
null
Reg
Lvl
AllPub
Inside
Gtl
NAmes
Norm
Norm
1Fam
1Story
5
3
1,961
1,961
Hip
CompShg
HdBoard
HdBoard
BrkCmn
203
TA
TA
CBlock
TA
TA
No
Rec
600
Unf
0
635
1,235
GasA
TA
Y
SBrkr
1,235
0
0
1,235
0
0
1
0
2
1
TA
6
Typ
0
null
Attchd
1,961
Unf
2
480
TA
TA
Y
0
0
0
0
0
0
null
null
null
0
12
2,006
WD
Abnorml
98,600
93
30
RL
80
13,360
Pave
null
IR1
HLS
AllPub
Inside
Gtl
Crawfor
Norm
Norm
1Fam
1Story
5
7
1,921
2,006
Gable
CompShg
Wd Sdng
Wd Sdng
null
0
TA
Gd
BrkTil
Gd
TA
No
ALQ
713
Unf
0
163
876
GasA
Ex
Y
SBrkr
964
0
0
964
1
0
1
0
2
1
TA
5
Typ
0
null
Detchd
1,921
Unf
2
432
TA
TA
Y
0
0
44
0
0
0
null
null
null
0
8
2,009
WD
Normal
163,500
94
190
C (all)
60
7,200
Pave
null
Reg
Lvl
AllPub
Corner
Gtl
OldTown
Norm
Norm
2fmCon
2.5Unf
6
6
1,910
1,998
Hip
CompShg
MetalSd
MetalSd
null
0
TA
TA
BrkTil
TA
Fa
Mn
Rec
1,046
Unf
0
168
1,214
GasW
Ex
N
SBrkr
1,260
1,031
0
2,291
0
1
2
0
4
2
TA
9
Typ
1
Gd
Detchd
1,900
Unf
2
506
TA
TA
Y
0
0
0
0
99
0
null
null
null
0
11
2,007
WD
Normal
133,900
95
60
RL
69
9,337
Pave
null
IR1
Lvl
AllPub
Inside
Gtl
CollgCr
Norm
Norm
1Fam
2Story
6
5
1,997
1,997
Gable
CompShg
VinylSd
VinylSd
null
0
TA
Gd
PConc
Gd
TA
No
GLQ
648
Unf
0
176
824
GasA
Ex
Y
SBrkr
905
881
0
1,786
1
0
2
1
3
1
Gd
7
Typ
0
null
Attchd
1,997
RFn
2
684
TA
TA
Y
0
162
0
0
0
0
null
null
null
0
5
2,007
WD
Normal
204,750
96
60
RL
null
9,765
Pave
null
IR2
Lvl
AllPub
Corner
Gtl
Gilbert
Norm
Norm
1Fam
2Story
6
8
1,993
1,993
Gable
CompShg
VinylSd
VinylSd
BrkFace
68
Ex
Gd
PConc
Gd
Gd
No
ALQ
310
Unf
0
370
680
GasA
Gd
Y
SBrkr
680
790
0
1,470
0
0
2
1
3
1
TA
6
Typ
1
TA
BuiltIn
1,993
Fin
2
420
TA
TA
Y
232
63
0
0
0
0
null
null
null
480
4
2,009
WD
Normal
185,000
97
20
RL
78
10,264
Pave
null
IR1
Lvl
AllPub
Inside
Gtl
CollgCr
Norm
Norm
1Fam
1Story
7
5
1,999
1,999
Gable
CompShg
VinylSd
VinylSd
BrkFace
183
Gd
TA
PConc
Gd
TA
Av
ALQ
1,162
Unf
0
426
1,588
GasA
Ex
Y
SBrkr
1,588
0
0
1,588
0
0
2
0
3
1
Gd
6
Typ
0
null
Attchd
1,999
RFn
2
472
TA
TA
Y
158
29
0
0
0
0
null
null
null
0
8
2,006
WD
Normal
214,000
98
20
RL
73
10,921
Pave
null
Reg
HLS
AllPub
Inside
Gtl
Edwards
Norm
Norm
1Fam
1Story
4
5
1,965
1,965
Hip
CompShg
HdBoard
HdBoard
BrkFace
48
TA
TA
CBlock
TA
TA
No
Rec
520
Unf
0
440
960
GasA
TA
Y
FuseF
960
0
0
960
1
0
1
0
3
1
TA
6
Typ
0
null
Attchd
1,965
Fin
1
432
TA
TA
P
120
0
0
0
0
0
null
null
null
0
5
2,007
WD
Normal
94,750
99
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
null
400
5
2,010
COD
Abnorml
83,000
100
20
RL
77
9,320
Pave
null
IR1
Lvl
AllPub
Inside
Gtl
NAmes
Norm
Norm
1Fam
1Story
4
5
1,959
1,959
Gable
CompShg
Plywood
Plywood
null
0
TA
TA
CBlock
TA
TA
No
ALQ
569
Unf
0
381
950
GasA
Fa
Y
SBrkr
1,225
0
0
1,225
1
0
1
1
3
1
TA
6
Typ
0
null
null
null
null
0
0
null
null
Y
352
0
0
0
0
0
null
null
null
400
1
2,010
WD
Normal
128,950
End of preview.
README.md exists but content is empty.
Downloads last month
49

Collection including michaelmallari/house-prices-advanced-regression-techniques