skrub example report

Column	Column name	dtype	Null values	Unique values	Mean	Std	Min	Median	Max
0	MS_SubClass	ObjectDType	0 (0.0%)	16 (0.5%)
1	MS_Zoning	ObjectDType	0 (0.0%)	7 (0.2%)
2	Lot_Frontage	Int64DType	0 (0.0%)		57.6	33.5	0	63	313
3	Lot_Area	Int64DType	0 (0.0%)		1.01e+04	7.88e+03	1,300	9,434	215,245
4	Street	ObjectDType	0 (0.0%)	2 (< 0.1%)
5	Alley	ObjectDType	0 (0.0%)	3 (0.1%)
6	Lot_Shape	ObjectDType	0 (0.0%)	4 (0.1%)
7	Land_Contour	ObjectDType	0 (0.0%)	4 (0.1%)
8	Utilities	ObjectDType	0 (0.0%)	3 (0.1%)
9	Lot_Config	ObjectDType	0 (0.0%)	5 (0.2%)
10	Land_Slope	ObjectDType	0 (0.0%)	3 (0.1%)
11	Neighborhood	ObjectDType	0 (0.0%)	28 (1.0%)
12	Condition_1	ObjectDType	0 (0.0%)	9 (0.3%)
13	Condition_2	ObjectDType	0 (0.0%)	8 (0.3%)
14	Bldg_Type	ObjectDType	0 (0.0%)	5 (0.2%)
15	House_Style	ObjectDType	0 (0.0%)	8 (0.3%)
16	Overall_Qual	ObjectDType	0 (0.0%)	10 (0.3%)
17	Overall_Cond	ObjectDType	0 (0.0%)	9 (0.3%)
18	Year_Built	Int64DType	0 (0.0%)		1.97e+03	30.2	1,872	1,973	2,010
19	Year_Remod_Add	Int64DType	0 (0.0%)		1.98e+03	20.9	1,950	1,993	2,010
20	Roof_Style	ObjectDType	0 (0.0%)	6 (0.2%)
21	Roof_Matl	ObjectDType	0 (0.0%)	8 (0.3%)
22	Exterior_1st	ObjectDType	0 (0.0%)	16 (0.5%)
23	Exterior_2nd	ObjectDType	0 (0.0%)	17 (0.6%)
24	Mas_Vnr_Type	ObjectDType	1775 (60.6%)	4 (0.1%)
25	Mas_Vnr_Area	Int64DType	0 (0.0%)		101.	179.	0	0	1,600
26	Exter_Qual	ObjectDType	0 (0.0%)	4 (0.1%)
27	Exter_Cond	ObjectDType	0 (0.0%)	5 (0.2%)
28	Foundation	ObjectDType	0 (0.0%)	6 (0.2%)
29	Bsmt_Qual	ObjectDType	0 (0.0%)	6 (0.2%)
30	Bsmt_Cond	ObjectDType	0 (0.0%)	6 (0.2%)
31	Bsmt_Exposure	ObjectDType	0 (0.0%)	5 (0.2%)
32	BsmtFin_Type_1	ObjectDType	0 (0.0%)	7 (0.2%)
33	BsmtFin_SF_1	Int64DType	0 (0.0%)		4.18	2.23	0	3	7
34	BsmtFin_Type_2	ObjectDType	0 (0.0%)	7 (0.2%)
35	BsmtFin_SF_2	Int64DType	0 (0.0%)		49.7	169.	0	0	1,526
36	Bsmt_Unf_SF	Int64DType	0 (0.0%)		559.	440.	0	465	2,336
37	Total_Bsmt_SF	Int64DType	0 (0.0%)		1.05e+03	441.	0	990	6,110
38	Heating	ObjectDType	0 (0.0%)	6 (0.2%)
39	Heating_QC	ObjectDType	0 (0.0%)	5 (0.2%)
40	Central_Air	ObjectDType	0 (0.0%)	2 (< 0.1%)
41	Electrical	ObjectDType	0 (0.0%)	6 (0.2%)
42	First_Flr_SF	Int64DType	0 (0.0%)		1.16e+03	392.	334	1,084	5,095
43	Second_Flr_SF	Int64DType	0 (0.0%)		335.	428.	0	0	2,065
44	Low_Qual_Fin_SF	Int64DType	0 (0.0%)		4.68	46.3	0	0	1,064
45	Gr_Liv_Area	Int64DType	0 (0.0%)		1.50e+03	506.	334	1,442	5,642
46	Bsmt_Full_Bath	Int64DType	0 (0.0%)		0.431	0.525	0	0	3
47	Bsmt_Half_Bath	Int64DType	0 (0.0%)		0.0611	0.245	0	0	2
48	Full_Bath	Int64DType	0 (0.0%)		1.57	0.553	0	2	4
49	Half_Bath	Int64DType	0 (0.0%)		0.380	0.503	0	0	2
50	Bedroom_AbvGr	Int64DType	0 (0.0%)		2.85	0.828	0	3	8
51	Kitchen_AbvGr	Int64DType	0 (0.0%)		1.04	0.214	0	1	3
52	Kitchen_Qual	ObjectDType	0 (0.0%)	5 (0.2%)
53	TotRms_AbvGrd	Int64DType	0 (0.0%)		6.44	1.57	2	6	15
54	Functional	ObjectDType	0 (0.0%)	8 (0.3%)
55	Fireplaces	Int64DType	0 (0.0%)		0.599	0.648	0	1	4
56	Fireplace_Qu	ObjectDType	0 (0.0%)	6 (0.2%)
57	Garage_Type	ObjectDType	0 (0.0%)	7 (0.2%)
58	Garage_Finish	ObjectDType	0 (0.0%)	4 (0.1%)
59	Garage_Cars	Int64DType	0 (0.0%)		1.77	0.761	0	2	5
60	Garage_Area	Int64DType	0 (0.0%)		473.	215.	0	480	1,488
61	Garage_Qual	ObjectDType	0 (0.0%)	6 (0.2%)
62	Garage_Cond	ObjectDType	0 (0.0%)	6 (0.2%)
63	Paved_Drive	ObjectDType	0 (0.0%)	3 (0.1%)
64	Wood_Deck_SF	Int64DType	0 (0.0%)		93.8	126.	0	0	1,424
65	Open_Porch_SF	Int64DType	0 (0.0%)		47.5	67.5	0	27	742
66	Enclosed_Porch	Int64DType	0 (0.0%)		23.0	64.1	0	0	1,012
67	Three_season_porch	Int64DType	0 (0.0%)		2.59	25.1	0	0	508
68	Screen_Porch	Int64DType	0 (0.0%)		16.0	56.1	0	0	576
69	Pool_Area	Int64DType	0 (0.0%)		2.24	35.6	0	0	800
70	Pool_QC	ObjectDType	0 (0.0%)	5 (0.2%)
71	Fence	ObjectDType	0 (0.0%)	5 (0.2%)
72	Misc_Feature	ObjectDType	2824 (96.4%)	5 (0.2%)
73	Misc_Val	Int64DType	0 (0.0%)		50.6	566.	0	0	17,000
74	Mo_Sold	Int64DType	0 (0.0%)		6.22	2.71	1	6	12
75	Year_Sold	Int64DType	0 (0.0%)		2.01e+03	1.32	2,006	2,008	2,010
76	Sale_Type	ObjectDType	0 (0.0%)	10 (0.3%)
77	Sale_Condition	ObjectDType	0 (0.0%)	6 (0.2%)
78	Sale_Price	Int64DType	0 (0.0%)		1.81e+05	7.99e+04	12,789	160,000	755,000
79	Longitude	Float64DType	0 (0.0%)		-93.6	0.0257	-93.7	-93.6	-93.6
80	Latitude	Float64DType	0 (0.0%)		42.0	0.0184	42.0	42.0	42.1

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

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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
	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
0	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
1	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
2	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
3	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
4	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

2925	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
2926	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
2927	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
2928	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
2929	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

Ames housing

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