Ames housing

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MS_SubClass	MS_Zoning	Lot_Frontage	Lot_Area	Street	Alley	Lot_Shape	Land_Contour	Utilities	Lot_Config	Land_Slope	Neighborhood	Condition_1	Condition_2	Bldg_Type	House_Style	Overall_Qual	Overall_Cond	Year_Built	Year_Remod_Add	Roof_Style	Roof_Matl	Exterior_1st	Exterior_2nd	Mas_Vnr_Type	Mas_Vnr_Area	Exter_Qual	Exter_Cond	Foundation	Bsmt_Qual	Bsmt_Cond	Bsmt_Exposure	BsmtFin_Type_1	BsmtFin_SF_1	BsmtFin_Type_2	BsmtFin_SF_2	Bsmt_Unf_SF	Total_Bsmt_SF	Heating	Heating_QC	Central_Air	Electrical	First_Flr_SF	Second_Flr_SF	Low_Qual_Fin_SF	Gr_Liv_Area	Bsmt_Full_Bath	Bsmt_Half_Bath	Full_Bath	Half_Bath	Bedroom_AbvGr	Kitchen_AbvGr	Kitchen_Qual	TotRms_AbvGrd	Functional	Fireplaces	Fireplace_Qu	Garage_Type	Garage_Finish	Garage_Cars	Garage_Area	Garage_Qual	Garage_Cond	Paved_Drive	Wood_Deck_SF	Open_Porch_SF	Enclosed_Porch	Three_season_porch	Screen_Porch	Pool_Area	Pool_QC	Fence	Misc_Feature	Misc_Val	Mo_Sold	Year_Sold	Sale_Type	Sale_Condition	Sale_Price	Longitude	Latitude
One_Story_1946_and_Newer_All_Styles	Residential_Low_Density	141	31770	Pave	No_Alley_Access	Slightly_Irregular	Lvl	AllPub	Corner	Gtl	North_Ames	Norm	Norm	OneFam	One_Story	Above_Average	Average	1960	1960	Hip	CompShg	BrkFace	Plywood	Stone	112	Typical	Typical	CBlock	Typical	Good	Gd	BLQ	2	Unf	0	441	1080	GasA	Fair	Y	SBrkr	1656	0	0	1656	1	0	1	0	3	1	Typical	7	Typ	2	Good	Attchd	Fin	2	528	Typical	Typical	Partial_Pavement	210	62	0	0	0	0	No_Pool	No_Fence		0	5	2010	WD	Normal	215000	-93.619754	42.054035
One_Story_1946_and_Newer_All_Styles	Residential_High_Density	80	11622	Pave	No_Alley_Access	Regular	Lvl	AllPub	Inside	Gtl	North_Ames	Feedr	Norm	OneFam	One_Story	Average	Above_Average	1961	1961	Gable	CompShg	VinylSd	VinylSd		0	Typical	Typical	CBlock	Typical	Typical	No	Rec	6	LwQ	144	270	882	GasA	Typical	Y	SBrkr	896	0	0	896	0	0	1	0	2	1	Typical	5	Typ	0	No_Fireplace	Attchd	Unf	1	730	Typical	Typical	Paved	140	0	0	0	120	0	No_Pool	Minimum_Privacy		0	6	2010	WD	Normal	105000	-93.619756	42.053014
One_Story_1946_and_Newer_All_Styles	Residential_Low_Density	81	14267	Pave	No_Alley_Access	Slightly_Irregular	Lvl	AllPub	Corner	Gtl	North_Ames	Norm	Norm	OneFam	One_Story	Above_Average	Above_Average	1958	1958	Hip	CompShg	Wd Sdng	Wd Sdng	BrkFace	108	Typical	Typical	CBlock	Typical	Typical	No	ALQ	1	Unf	0	406	1329	GasA	Typical	Y	SBrkr	1329	0	0	1329	0	0	1	1	3	1	Good	6	Typ	0	No_Fireplace	Attchd	Unf	1	312	Typical	Typical	Paved	393	36	0	0	0	0	No_Pool	No_Fence	Gar2	12500	6	2010	WD	Normal	172000	-93.6193873	42.052659
One_Story_1946_and_Newer_All_Styles	Residential_Low_Density	93	11160	Pave	No_Alley_Access	Regular	Lvl	AllPub	Corner	Gtl	North_Ames	Norm	Norm	OneFam	One_Story	Good	Average	1968	1968	Hip	CompShg	BrkFace	BrkFace		0	Good	Typical	CBlock	Typical	Typical	No	ALQ	1	Unf	0	1045	2110	GasA	Excellent	Y	SBrkr	2110	0	0	2110	1	0	2	1	3	1	Excellent	8	Typ	2	Typical	Attchd	Fin	2	522	Typical	Typical	Paved	0	0	0	0	0	0	No_Pool	No_Fence		0	4	2010	WD	Normal	244000	-93.61732	42.051245
Two_Story_1946_and_Newer	Residential_Low_Density	74	13830	Pave	No_Alley_Access	Slightly_Irregular	Lvl	AllPub	Inside	Gtl	Gilbert	Norm	Norm	OneFam	Two_Story	Average	Average	1997	1998	Gable	CompShg	VinylSd	VinylSd		0	Typical	Typical	PConc	Good	Typical	No	GLQ	3	Unf	0	137	928	GasA	Good	Y	SBrkr	928	701	0	1629	0	0	2	1	3	1	Typical	6	Typ	1	Typical	Attchd	Fin	2	482	Typical	Typical	Paved	212	34	0	0	0	0	No_Pool	Minimum_Privacy		0	3	2010	WD	Normal	189900	-93.638933	42.060899
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Split_or_Multilevel	Residential_Low_Density	37	7937	Pave	No_Alley_Access	Slightly_Irregular	Lvl	AllPub	CulDSac	Gtl	Mitchell	Norm	Norm	OneFam	SLvl	Above_Average	Above_Average	1984	1984	Gable	CompShg	HdBoard	HdBoard		0	Typical	Typical	CBlock	Typical	Typical	Av	GLQ	3	Unf	0	184	1003	GasA	Typical	Y	SBrkr	1003	0	0	1003	1	0	1	0	3	1	Typical	6	Typ	0	No_Fireplace	Detchd	Unf	2	588	Typical	Typical	Paved	120	0	0	0	0	0	No_Pool	Good_Privacy		0	3	2006	WD	Normal	142500	-93.604776	41.988964
One_Story_1946_and_Newer_All_Styles	Residential_Low_Density	0	8885	Pave	No_Alley_Access	Slightly_Irregular	Low	AllPub	Inside	Mod	Mitchell	Norm	Norm	OneFam	One_Story	Average	Average	1983	1983	Gable	CompShg	HdBoard	HdBoard		0	Typical	Typical	CBlock	Good	Typical	Av	BLQ	2	ALQ	324	239	864	GasA	Typical	Y	SBrkr	902	0	0	902	1	0	1	0	2	1	Typical	5	Typ	0	No_Fireplace	Attchd	Unf	2	484	Typical	Typical	Paved	164	0	0	0	0	0	No_Pool	Minimum_Privacy		0	6	2006	WD	Normal	131000	-93.60268	41.988314
Split_Foyer	Residential_Low_Density	62	10441	Pave	No_Alley_Access	Regular	Lvl	AllPub	Inside	Gtl	Mitchell	Norm	Norm	OneFam	SFoyer	Average	Average	1992	1992	Gable	CompShg	HdBoard	Wd Shng		0	Typical	Typical	PConc	Good	Typical	Av	GLQ	3	Unf	0	575	912	GasA	Typical	Y	SBrkr	970	0	0	970	0	1	1	0	3	1	Typical	6	Typ	0	No_Fireplace	No_Garage	No_Garage	0	0	No_Garage	No_Garage	Paved	80	32	0	0	0	0	No_Pool	Minimum_Privacy	Shed	700	7	2006	WD	Normal	132000	-93.606847	41.98651
One_Story_1946_and_Newer_All_Styles	Residential_Low_Density	77	10010	Pave	No_Alley_Access	Regular	Lvl	AllPub	Inside	Mod	Mitchell	Norm	Norm	OneFam	One_Story	Average	Average	1974	1975	Gable	CompShg	HdBoard	HdBoard		0	Typical	Typical	CBlock	Good	Typical	Av	ALQ	1	LwQ	123	195	1389	GasA	Good	Y	SBrkr	1389	0	0	1389	1	0	1	0	2	1	Typical	6	Typ	1	Typical	Attchd	RFn	2	418	Typical	Typical	Paved	240	38	0	0	0	0	No_Pool	No_Fence		0	4	2006	WD	Normal	170000	-93.60019	41.990921
Two_Story_1946_and_Newer	Residential_Low_Density	74	9627	Pave	No_Alley_Access	Regular	Lvl	AllPub	Inside	Mod	Mitchell	Norm	Norm	OneFam	Two_Story	Good	Average	1993	1994	Gable	CompShg	HdBoard	HdBoard	BrkFace	94	Typical	Typical	PConc	Good	Typical	Av	LwQ	4	Unf	0	238	996	GasA	Excellent	Y	SBrkr	996	1004	0	2000	0	0	2	1	3	1	Typical	9	Typ	1	Typical	Attchd	Fin	3	650	Typical	Typical	Paved	190	48	0	0	0	0	No_Pool	No_Fence		0	11	2006	WD	Normal	188000	-93.599996	41.989265

2930 rows ✕ 81 columns.

`MS_SubClass`

ObjectDType

Null values: 0 (0.0%)
Unique values: 16 (0.5%)

Most frequent values

One_Story_1946_and_Newer_All_Styles

Two_Story_1946_and_Newer

One_and_Half_Story_Finished_All_Ages

One_Story_PUD_1946_and_Newer

One_Story_1945_and_Older

Two_Story_PUD_1946_and_Newer

Two_Story_1945_and_Older

Split_or_Multilevel

Duplex_All_Styles_and_Ages

Two_Family_conversion_All_Styles_and_Ages

List:

['One_Story_1946_and_Newer_All_Styles', 'Two_Story_1946_and_Newer', 'One_and_Half_Story_Finished_All_Ages', 'One_Story_PUD_1946_and_Newer', 'One_Story_1945_and_Older', 'Two_Story_PUD_1946_and_Newer', 'Two_Story_1945_and_Older', 'Split_or_Multilevel', 'Duplex_All_Styles_and_Ages', 'Two_Family_conversion_All_Styles_and_Ages']

`MS_Zoning`

ObjectDType

Null values: 0 (0.0%)
Unique values: 7 (0.2%)

Most frequent values

Residential_Low_Density

Residential_Medium_Density

Floating_Village_Residential

Residential_High_Density

C_all

I_all

A_agr

List:

['Residential_Low_Density', 'Residential_Medium_Density', 'Floating_Village_Residential', 'Residential_High_Density', 'C_all', 'I_all', 'A_agr']

`Lot_Frontage`

Int64DType

Null values: 0 (0.0%)
Mean ± Std: 57.6 ± 33.5
Median ± IQR: 63 ± 35
Min ; Max: 0 ; 313

`Lot_Area`

Int64DType

Null values: 0 (0.0%)
Mean ± Std: 1.01e+04 ± 7.88e+03
Median ± IQR: 9434 ± 4116
Min ; Max: 1300 ; 215245

`Street`

ObjectDType

Null values: 0 (0.0%)
Unique values: 2 (< 0.1%)

Most frequent values

Pave

Grvl

List:

['Pave', 'Grvl']

`Alley`

ObjectDType

Null values: 0 (0.0%)
Unique values: 3 (0.1%)

Most frequent values

No_Alley_Access

Gravel

Paved

List:

['No_Alley_Access', 'Gravel', 'Paved']

`Lot_Shape`

ObjectDType

Null values: 0 (0.0%)
Unique values: 4 (0.1%)

Most frequent values

Regular

Slightly_Irregular

Moderately_Irregular

Irregular

List:

['Regular', 'Slightly_Irregular', 'Moderately_Irregular', 'Irregular']

`Land_Contour`

ObjectDType

Null values: 0 (0.0%)
Unique values: 4 (0.1%)

Most frequent values

Lvl

HLS

Bnk

Low

List:

['Lvl', 'HLS', 'Bnk', 'Low']

`Utilities`

ObjectDType

Null values: 0 (0.0%)
Unique values: 3 (0.1%)

Most frequent values

AllPub

NoSewr

NoSeWa

List:

['AllPub', 'NoSewr', 'NoSeWa']

`Lot_Config`

ObjectDType

Null values: 0 (0.0%)
Unique values: 5 (0.2%)

Most frequent values

Inside

Corner

CulDSac

FR2

FR3

List:

['Inside', 'Corner', 'CulDSac', 'FR2', 'FR3']

`Land_Slope`

ObjectDType

Null values: 0 (0.0%)
Unique values: 3 (0.1%)

Most frequent values

Gtl

Mod

Sev

List:

['Gtl', 'Mod', 'Sev']

`Neighborhood`

ObjectDType

Null values: 0 (0.0%)
Unique values: 28 (1.0%)

Most frequent values

North_Ames

College_Creek

Old_Town

Edwards

Somerset

Northridge_Heights

Gilbert

Sawyer

Northwest_Ames

Sawyer_West

List:

['North_Ames', 'College_Creek', 'Old_Town', 'Edwards', 'Somerset', 'Northridge_Heights', 'Gilbert', 'Sawyer', 'Northwest_Ames', 'Sawyer_West']

`Condition_1`

ObjectDType

Null values: 0 (0.0%)
Unique values: 9 (0.3%)

Most frequent values

Norm

Feedr

Artery

RRAn

PosN

RRAe

PosA

RRNn

RRNe

List:

['Norm', 'Feedr', 'Artery', 'RRAn', 'PosN', 'RRAe', 'PosA', 'RRNn', 'RRNe']

`Condition_2`

ObjectDType

Null values: 0 (0.0%)
Unique values: 8 (0.3%)

Most frequent values

Norm

Feedr

Artery

PosA

PosN

RRNn

RRAe

RRAn

List:

['Norm', 'Feedr', 'Artery', 'PosA', 'PosN', 'RRNn', 'RRAe', 'RRAn']

`Bldg_Type`

ObjectDType

Null values: 0 (0.0%)
Unique values: 5 (0.2%)

Most frequent values

OneFam

TwnhsE

Duplex

Twnhs

TwoFmCon

List:

['OneFam', 'TwnhsE', 'Duplex', 'Twnhs', 'TwoFmCon']

`House_Style`

ObjectDType

Null values: 0 (0.0%)
Unique values: 8 (0.3%)

Most frequent values

One_Story

Two_Story

One_and_Half_Fin

SLvl

SFoyer

Two_and_Half_Unf

One_and_Half_Unf

Two_and_Half_Fin

List:

['One_Story', 'Two_Story', 'One_and_Half_Fin', 'SLvl', 'SFoyer', 'Two_and_Half_Unf', 'One_and_Half_Unf', 'Two_and_Half_Fin']

`Overall_Qual`

ObjectDType

Null values: 0 (0.0%)
Unique values: 10 (0.3%)

Most frequent values

Average

Above_Average

Good

Very_Good

Below_Average

Excellent

Fair

Very_Excellent

Poor

Very_Poor

List:

['Average', 'Above_Average', 'Good', 'Very_Good', 'Below_Average', 'Excellent', 'Fair', 'Very_Excellent', 'Poor', 'Very_Poor']

`Overall_Cond`

ObjectDType

Null values: 0 (0.0%)
Unique values: 9 (0.3%)

Most frequent values

Average

Above_Average

Good

Very_Good

Below_Average

Fair

Excellent

Poor

Very_Poor

List:

['Average', 'Above_Average', 'Good', 'Very_Good', 'Below_Average', 'Fair', 'Excellent', 'Poor', 'Very_Poor']

`Year_Built`

Int64DType

Null values: 0 (0.0%)
Mean ± Std: 1.97e+03 ± 30.2
Median ± IQR: 1973 ± 47
Min ; Max: 1872 ; 2010

`Year_Remod_Add`

Int64DType

Null values: 0 (0.0%)
Mean ± Std: 1.98e+03 ± 20.9
Median ± IQR: 1993 ± 39
Min ; Max: 1950 ; 2010

`Roof_Style`

ObjectDType

Null values: 0 (0.0%)
Unique values: 6 (0.2%)

Most frequent values

Gable

Hip

Gambrel

Flat

Mansard

Shed

List:

['Gable', 'Hip', 'Gambrel', 'Flat', 'Mansard', 'Shed']

`Roof_Matl`

ObjectDType

Null values: 0 (0.0%)
Unique values: 8 (0.3%)

Most frequent values

CompShg

Tar&Grv

WdShake

WdShngl

Membran

ClyTile

Roll

Metal

List:

['CompShg', 'Tar&Grv', 'WdShake', 'WdShngl', 'Membran', 'ClyTile', 'Roll', 'Metal']

`Exterior_1st`

ObjectDType

Null values: 0 (0.0%)
Unique values: 16 (0.5%)

Most frequent values

VinylSd

MetalSd

HdBoard

Wd Sdng

Plywood

CemntBd

BrkFace

WdShing

AsbShng

Stucco

List:

['VinylSd', 'MetalSd', 'HdBoard', 'Wd Sdng', 'Plywood', 'CemntBd', 'BrkFace', 'WdShing', 'AsbShng', 'Stucco']

`Exterior_2nd`

ObjectDType

Null values: 0 (0.0%)
Unique values: 17 (0.6%)

Most frequent values

VinylSd

MetalSd

HdBoard

Wd Sdng

Plywood

CmentBd

Wd Shng

BrkFace

Stucco

AsbShng

List:

['VinylSd', 'MetalSd', 'HdBoard', 'Wd Sdng', 'Plywood', 'CmentBd', 'Wd Shng', 'BrkFace', 'Stucco', 'AsbShng']

`Mas_Vnr_Type`

ObjectDType

Null values: 1775 (60.6%)
Unique values: 4 (0.1%)

Most frequent values

BrkFace

Stone

BrkCmn

CBlock

List:

['BrkFace', 'Stone', 'BrkCmn', 'CBlock']

`Mas_Vnr_Area`

Int64DType

Null values: 0 (0.0%)
Mean ± Std: 101. ± 179.
Median ± IQR: 0 ± 163
Min ; Max: 0 ; 1600

`Exter_Qual`

ObjectDType

Null values: 0 (0.0%)
Unique values: 4 (0.1%)

Most frequent values

Typical

Good

Excellent

Fair

List:

['Typical', 'Good', 'Excellent', 'Fair']

`Exter_Cond`

ObjectDType

Null values: 0 (0.0%)
Unique values: 5 (0.2%)

Most frequent values

Typical

Good

Fair

Excellent

Poor

List:

['Typical', 'Good', 'Fair', 'Excellent', 'Poor']

`Foundation`

ObjectDType

Null values: 0 (0.0%)
Unique values: 6 (0.2%)

Most frequent values

PConc

CBlock

BrkTil

Slab

Stone

Wood

List:

['PConc', 'CBlock', 'BrkTil', 'Slab', 'Stone', 'Wood']

`Bsmt_Qual`

ObjectDType

Null values: 0 (0.0%)
Unique values: 6 (0.2%)

Most frequent values

Typical

Good

Excellent

Fair

No_Basement

Poor

List:

['Typical', 'Good', 'Excellent', 'Fair', 'No_Basement', 'Poor']

`Bsmt_Cond`

ObjectDType

Null values: 0 (0.0%)
Unique values: 6 (0.2%)

Most frequent values

Typical

Good

Fair

No_Basement

Poor

Excellent

List:

['Typical', 'Good', 'Fair', 'No_Basement', 'Poor', 'Excellent']

`Bsmt_Exposure`

ObjectDType

Null values: 0 (0.0%)
Unique values: 5 (0.2%)

Most frequent values

No

Av

Gd

Mn

No_Basement

List:

['No', 'Av', 'Gd', 'Mn', 'No_Basement']

`BsmtFin_Type_1`

ObjectDType

Null values: 0 (0.0%)
Unique values: 7 (0.2%)

Most frequent values

GLQ

Unf

ALQ

Rec

BLQ

LwQ

No_Basement

List:

['GLQ', 'Unf', 'ALQ', 'Rec', 'BLQ', 'LwQ', 'No_Basement']

`BsmtFin_SF_1`

Int64DType

Null values: 0 (0.0%)
Mean ± Std: 4.18 ± 2.23
Median ± IQR: 3 ± 4
Min ; Max: 0 ; 7

`BsmtFin_Type_2`

ObjectDType

Null values: 0 (0.0%)
Unique values: 7 (0.2%)

Most frequent values

Unf

Rec

LwQ

No_Basement

BLQ

ALQ

GLQ

List:

['Unf', 'Rec', 'LwQ', 'No_Basement', 'BLQ', 'ALQ', 'GLQ']

`BsmtFin_SF_2`

Int64DType

Null values: 0 (0.0%)
Mean ± Std: 49.7 ± 169.
Median ± IQR: 0 ± 0
Min ; Max: 0 ; 1526

`Bsmt_Unf_SF`

Int64DType

Null values: 0 (0.0%)
Mean ± Std: 559. ± 440.
Median ± IQR: 465 ± 583
Min ; Max: 0 ; 2336

`Total_Bsmt_SF`

Int64DType

Null values: 0 (0.0%)
Mean ± Std: 1.05e+03 ± 441.
Median ± IQR: 990 ± 509
Min ; Max: 0 ; 6110

`Heating`

ObjectDType

Null values: 0 (0.0%)
Unique values: 6 (0.2%)

Most frequent values

GasA

GasW

Grav

Wall

OthW

Floor

List:

['GasA', 'GasW', 'Grav', 'Wall', 'OthW', 'Floor']

`Heating_QC`

ObjectDType

Null values: 0 (0.0%)
Unique values: 5 (0.2%)

Most frequent values

Excellent

Typical

Good

Fair

Poor

List:

['Excellent', 'Typical', 'Good', 'Fair', 'Poor']

`Central_Air`

ObjectDType

Null values: 0 (0.0%)
Unique values: 2 (< 0.1%)

Most frequent values

List:

['Y', 'N']

`Electrical`

ObjectDType

Null values: 0 (0.0%)
Unique values: 6 (0.2%)

Most frequent values

SBrkr

FuseA

FuseF

FuseP

Unknown

Mix

List:

['SBrkr', 'FuseA', 'FuseF', 'FuseP', 'Unknown', 'Mix']

`First_Flr_SF`

Int64DType

Null values: 0 (0.0%)
Mean ± Std: 1.16e+03 ± 392.
Median ± IQR: 1084 ± 508
Min ; Max: 334 ; 5095

`Second_Flr_SF`

Int64DType

Null values: 0 (0.0%)
Mean ± Std: 335. ± 428.
Median ± IQR: 0 ± 704
Min ; Max: 0 ; 2065

`Low_Qual_Fin_SF`

Int64DType

Null values: 0 (0.0%)
Mean ± Std: 4.68 ± 46.3
Median ± IQR: 0 ± 0
Min ; Max: 0 ; 1064

`Gr_Liv_Area`

Int64DType

Null values: 0 (0.0%)
Mean ± Std: 1.50e+03 ± 506.
Median ± IQR: 1442 ± 617
Min ; Max: 334 ; 5642

`Bsmt_Full_Bath`

Int64DType

Null values: 0 (0.0%)
Mean ± Std: 0.431 ± 0.525
Median ± IQR: 0 ± 1
Min ; Max: 0 ; 3

`Bsmt_Half_Bath`

Int64DType

Null values: 0 (0.0%)
Mean ± Std: 0.0611 ± 0.245
Median ± IQR: 0 ± 0
Min ; Max: 0 ; 2

`Full_Bath`

Int64DType

Null values: 0 (0.0%)
Mean ± Std: 1.57 ± 0.553
Median ± IQR: 2 ± 1
Min ; Max: 0 ; 4

`Half_Bath`

Int64DType

Null values: 0 (0.0%)
Mean ± Std: 0.380 ± 0.503
Median ± IQR: 0 ± 1
Min ; Max: 0 ; 2

`Bedroom_AbvGr`

Int64DType

Null values: 0 (0.0%)
Mean ± Std: 2.85 ± 0.828
Median ± IQR: 3 ± 1
Min ; Max: 0 ; 8

`Kitchen_AbvGr`

Int64DType

Null values: 0 (0.0%)
Mean ± Std: 1.04 ± 0.214
Median ± IQR: 1 ± 0
Min ; Max: 0 ; 3

`Kitchen_Qual`

ObjectDType

Null values: 0 (0.0%)
Unique values: 5 (0.2%)

Most frequent values

Typical

Good

Excellent

Fair

Poor

List:

['Typical', 'Good', 'Excellent', 'Fair', 'Poor']

`TotRms_AbvGrd`

Int64DType

Null values: 0 (0.0%)
Mean ± Std: 6.44 ± 1.57
Median ± IQR: 6 ± 2
Min ; Max: 2 ; 15

`Functional`

ObjectDType

Null values: 0 (0.0%)
Unique values: 8 (0.3%)

Most frequent values

Typ

Min2

Min1

Mod

Maj1

Maj2

Sev

Sal

List:

['Typ', 'Min2', 'Min1', 'Mod', 'Maj1', 'Maj2', 'Sev', 'Sal']

`Fireplaces`

Int64DType

Null values: 0 (0.0%)
Mean ± Std: 0.599 ± 0.648
Median ± IQR: 1 ± 1
Min ; Max: 0 ; 4

`Fireplace_Qu`

ObjectDType

Null values: 0 (0.0%)
Unique values: 6 (0.2%)

Most frequent values

No_Fireplace

Good

Typical

Fair

Poor

Excellent

List:

['No_Fireplace', 'Good', 'Typical', 'Fair', 'Poor', 'Excellent']

`Garage_Type`

ObjectDType

Null values: 0 (0.0%)
Unique values: 7 (0.2%)

Most frequent values

Attchd

Detchd

BuiltIn

No_Garage

Basment

More_Than_Two_Types

CarPort

List:

['Attchd', 'Detchd', 'BuiltIn', 'No_Garage', 'Basment', 'More_Than_Two_Types', 'CarPort']

`Garage_Finish`

ObjectDType

Null values: 0 (0.0%)
Unique values: 4 (0.1%)

Most frequent values

Unf

RFn

Fin

No_Garage

List:

['Unf', 'RFn', 'Fin', 'No_Garage']

`Garage_Cars`

Int64DType

Null values: 0 (0.0%)
Mean ± Std: 1.77 ± 0.761
Median ± IQR: 2 ± 1
Min ; Max: 0 ; 5

`Garage_Area`

Int64DType

Null values: 0 (0.0%)
Mean ± Std: 473. ± 215.
Median ± IQR: 480 ± 256
Min ; Max: 0 ; 1488

`Garage_Qual`

ObjectDType

Null values: 0 (0.0%)
Unique values: 6 (0.2%)

Most frequent values

Typical

No_Garage

Fair

Good

Poor

Excellent

List:

['Typical', 'No_Garage', 'Fair', 'Good', 'Poor', 'Excellent']

`Garage_Cond`

ObjectDType

Null values: 0 (0.0%)
Unique values: 6 (0.2%)

Most frequent values

Typical

No_Garage

Fair

Good

Poor

Excellent

List:

['Typical', 'No_Garage', 'Fair', 'Good', 'Poor', 'Excellent']

`Paved_Drive`

ObjectDType

Null values: 0 (0.0%)
Unique values: 3 (0.1%)

Most frequent values

Paved

Dirt_Gravel

Partial_Pavement

List:

['Paved', 'Dirt_Gravel', 'Partial_Pavement']

`Wood_Deck_SF`

Int64DType

Null values: 0 (0.0%)
Mean ± Std: 93.8 ± 126.
Median ± IQR: 0 ± 168
Min ; Max: 0 ; 1424

`Open_Porch_SF`

Int64DType

Null values: 0 (0.0%)
Mean ± Std: 47.5 ± 67.5
Median ± IQR: 27 ± 70
Min ; Max: 0 ; 742

`Enclosed_Porch`

Int64DType

Null values: 0 (0.0%)
Mean ± Std: 23.0 ± 64.1
Median ± IQR: 0 ± 0
Min ; Max: 0 ; 1012

`Three_season_porch`

Int64DType

Null values: 0 (0.0%)
Mean ± Std: 2.59 ± 25.1
Median ± IQR: 0 ± 0
Min ; Max: 0 ; 508

`Screen_Porch`

Int64DType

Null values: 0 (0.0%)
Mean ± Std: 16.0 ± 56.1
Median ± IQR: 0 ± 0
Min ; Max: 0 ; 576

`Pool_Area`

Int64DType

Null values: 0 (0.0%)
Mean ± Std: 2.24 ± 35.6
Median ± IQR: 0 ± 0
Min ; Max: 0 ; 800

`Pool_QC`

ObjectDType

Null values: 0 (0.0%)
Unique values: 5 (0.2%)

Most frequent values

No_Pool

Excellent

Good

Typical

Fair

List:

['No_Pool', 'Excellent', 'Good', 'Typical', 'Fair']

`Fence`

ObjectDType

Null values: 0 (0.0%)
Unique values: 5 (0.2%)

Most frequent values

No_Fence

Minimum_Privacy

Good_Privacy

Good_Wood

Minimum_Wood_Wire

List:

['No_Fence', 'Minimum_Privacy', 'Good_Privacy', 'Good_Wood', 'Minimum_Wood_Wire']

`Misc_Feature`

ObjectDType

Null values: 2824 (96.4%)
Unique values: 5 (0.2%)

Most frequent values

Shed

Gar2

Othr

Elev

TenC

List:

['Shed', 'Gar2', 'Othr', 'Elev', 'TenC']

`Misc_Val`

Int64DType

Null values: 0 (0.0%)
Mean ± Std: 50.6 ± 566.
Median ± IQR: 0 ± 0
Min ; Max: 0 ; 17000

`Mo_Sold`

Int64DType

Null values: 0 (0.0%)
Mean ± Std: 6.22 ± 2.71
Median ± IQR: 6 ± 4
Min ; Max: 1 ; 12

`Year_Sold`

Int64DType

Null values: 0 (0.0%)
Mean ± Std: 2.01e+03 ± 1.32
Median ± IQR: 2008 ± 2
Min ; Max: 2006 ; 2010

`Sale_Type`

ObjectDType

Null values: 0 (0.0%)
Unique values: 10 (0.3%)

Most frequent values

WD

New

COD

ConLD

CWD

ConLI

ConLw

Oth

Con

VWD

List:

['WD ', 'New', 'COD', 'ConLD', 'CWD', 'ConLI', 'ConLw', 'Oth', 'Con', 'VWD']

`Sale_Condition`

ObjectDType

Null values: 0 (0.0%)
Unique values: 6 (0.2%)

Most frequent values

Normal

Partial

Abnorml

Family

Alloca

AdjLand

List:

['Normal', 'Partial', 'Abnorml', 'Family', 'Alloca', 'AdjLand']

`Sale_Price`

Int64DType

Null values: 0 (0.0%)
Mean ± Std: 1.81e+05 ± 7.99e+04
Median ± IQR: 160000 ± 84000
Min ; Max: 12789 ; 755000

`Longitude`

Float64DType

Null values: 0 (0.0%)
Mean ± Std: -93.6 ± 0.0257
Median ± IQR: -93.6 ± 0.0381
Min ; Max: -93.7 ; -93.6

`Latitude`

Float64DType

Null values: 0 (0.0%)
Mean ± Std: 42.0 ± 0.0184
Median ± IQR: 42.0 ± 0.0278
Min ; Max: 42.0 ; 42.1

No columns match the selected filter: . You can change the column filter in the dropdown menu above.

The table below shows the strength of association between the most similar columns in the dataframe. Cramér's V statistic is a number between 0 and 1. When it is close to 1 the columns are strongly associated — they contain similar information. In this case, one of them may be redundant and for some models (such as linear models) it might be beneficial to remove it.

Column 1	Column 2	Cramér's V
BsmtFin_Type_1	BsmtFin_SF_1	1.00
Pool_Area	Pool_QC	0.880
Exterior_1st	Exterior_2nd	0.799
MS_SubClass	Bldg_Type	0.786
Garage_Cars	Garage_Area	0.695
Garage_Type	Garage_Finish	0.686
MS_SubClass	House_Style	0.680
Total_Bsmt_SF	First_Flr_SF	0.663
Garage_Finish	Garage_Cars	0.635
Garage_Qual	Garage_Cond	0.628
Overall_Qual	Exter_Qual	0.616
Garage_Finish	Garage_Area	0.609
Garage_Finish	Garage_Qual	0.593
Garage_Finish	Garage_Cond	0.589
Misc_Feature	Misc_Val	0.564
Neighborhood	Longitude	0.552
Exter_Qual	Kitchen_Qual	0.545
MS_SubClass	Half_Bath	0.538
Bsmt_Qual	Bsmt_Exposure	0.530
Bsmt_Exposure	BsmtFin_Type_1	0.526