skrub example report

Column	Column name	dtype	Is sorted	Null values	Unique values	Mean	Std	Min	Median	Max
0	MS_SubClass	ObjectDType	False	0 (0.0%)	16 (0.5%)
1	MS_Zoning	ObjectDType	False	0 (0.0%)	7 (0.2%)
2	Lot_Frontage	Int64DType	False	0 (0.0%)	129 (4.4%)	57.6	33.5	0	63	313
3	Lot_Area	Int64DType	False	0 (0.0%)	1960 (66.9%)	1.01e+04	7.88e+03	1,300	9,434	215,245
4	Street	ObjectDType	False	0 (0.0%)	2 (< 0.1%)
5	Alley	ObjectDType	False	0 (0.0%)	3 (0.1%)
6	Lot_Shape	ObjectDType	False	0 (0.0%)	4 (0.1%)
7	Land_Contour	ObjectDType	False	0 (0.0%)	4 (0.1%)
8	Utilities	ObjectDType	False	0 (0.0%)	3 (0.1%)
9	Lot_Config	ObjectDType	False	0 (0.0%)	5 (0.2%)
10	Land_Slope	ObjectDType	False	0 (0.0%)	3 (0.1%)
11	Neighborhood	ObjectDType	False	0 (0.0%)	28 (1.0%)
12	Condition_1	ObjectDType	False	0 (0.0%)	9 (0.3%)
13	Condition_2	ObjectDType	False	0 (0.0%)	8 (0.3%)
14	Bldg_Type	ObjectDType	False	0 (0.0%)	5 (0.2%)
15	House_Style	ObjectDType	False	0 (0.0%)	8 (0.3%)
16	Overall_Qual	ObjectDType	False	0 (0.0%)	10 (0.3%)
17	Overall_Cond	ObjectDType	False	0 (0.0%)	9 (0.3%)
18	Year_Built	Int64DType	False	0 (0.0%)	118 (4.0%)	1.97e+03	30.2	1,872	1,973	2,010
19	Year_Remod_Add	Int64DType	False	0 (0.0%)	61 (2.1%)	1.98e+03	20.9	1,950	1,993	2,010
20	Roof_Style	ObjectDType	False	0 (0.0%)	6 (0.2%)
21	Roof_Matl	ObjectDType	False	0 (0.0%)	8 (0.3%)
22	Exterior_1st	ObjectDType	False	0 (0.0%)	16 (0.5%)
23	Exterior_2nd	ObjectDType	False	0 (0.0%)	17 (0.6%)
24	Mas_Vnr_Type	ObjectDType	False	1775 (60.6%)	4 (0.1%)
25	Mas_Vnr_Area	Int64DType	False	0 (0.0%)	445 (15.2%)	101.	179.	0	0	1,600
26	Exter_Qual	ObjectDType	False	0 (0.0%)	4 (0.1%)
27	Exter_Cond	ObjectDType	False	0 (0.0%)	5 (0.2%)
28	Foundation	ObjectDType	False	0 (0.0%)	6 (0.2%)
29	Bsmt_Qual	ObjectDType	False	0 (0.0%)	6 (0.2%)
30	Bsmt_Cond	ObjectDType	False	0 (0.0%)	6 (0.2%)
31	Bsmt_Exposure	ObjectDType	False	0 (0.0%)	5 (0.2%)
32	BsmtFin_Type_1	ObjectDType	False	0 (0.0%)	7 (0.2%)
33	BsmtFin_SF_1	Int64DType	False	0 (0.0%)	8 (0.3%)	4.18	2.23	0	3	7
34	BsmtFin_Type_2	ObjectDType	False	0 (0.0%)	7 (0.2%)
35	BsmtFin_SF_2	Int64DType	False	0 (0.0%)	274 (9.4%)	49.7	169.	0	0	1,526
36	Bsmt_Unf_SF	Int64DType	False	0 (0.0%)	1137 (38.8%)	559.	440.	0	465	2,336
37	Total_Bsmt_SF	Int64DType	False	0 (0.0%)	1058 (36.1%)	1.05e+03	441.	0	990	6,110
38	Heating	ObjectDType	False	0 (0.0%)	6 (0.2%)
39	Heating_QC	ObjectDType	False	0 (0.0%)	5 (0.2%)
40	Central_Air	ObjectDType	False	0 (0.0%)	2 (< 0.1%)
41	Electrical	ObjectDType	False	0 (0.0%)	6 (0.2%)
42	First_Flr_SF	Int64DType	False	0 (0.0%)	1083 (37.0%)	1.16e+03	392.	334	1,084	5,095
43	Second_Flr_SF	Int64DType	False	0 (0.0%)	635 (21.7%)	335.	428.	0	0	2,065
44	Low_Qual_Fin_SF	Int64DType	False	0 (0.0%)	36 (1.2%)	4.68	46.3	0	0	1,064
45	Gr_Liv_Area	Int64DType	False	0 (0.0%)	1292 (44.1%)	1.50e+03	506.	334	1,442	5,642
46	Bsmt_Full_Bath	Int64DType	False	0 (0.0%)	4 (0.1%)	0.431	0.525	0	0	3
47	Bsmt_Half_Bath	Int64DType	False	0 (0.0%)	3 (0.1%)	0.0611	0.245	0	0	2
48	Full_Bath	Int64DType	False	0 (0.0%)	5 (0.2%)	1.57	0.553	0	2	4
49	Half_Bath	Int64DType	False	0 (0.0%)	3 (0.1%)	0.380	0.503	0	0	2
50	Bedroom_AbvGr	Int64DType	False	0 (0.0%)	8 (0.3%)	2.85	0.828	0	3	8
51	Kitchen_AbvGr	Int64DType	False	0 (0.0%)	4 (0.1%)	1.04	0.214	0	1	3
52	Kitchen_Qual	ObjectDType	False	0 (0.0%)	5 (0.2%)
53	TotRms_AbvGrd	Int64DType	False	0 (0.0%)	14 (0.5%)	6.44	1.57	2	6	15
54	Functional	ObjectDType	False	0 (0.0%)	8 (0.3%)
55	Fireplaces	Int64DType	False	0 (0.0%)	5 (0.2%)	0.599	0.648	0	1	4
56	Fireplace_Qu	ObjectDType	False	0 (0.0%)	6 (0.2%)
57	Garage_Type	ObjectDType	False	0 (0.0%)	7 (0.2%)
58	Garage_Finish	ObjectDType	False	0 (0.0%)	4 (0.1%)
59	Garage_Cars	Int64DType	False	0 (0.0%)	6 (0.2%)	1.77	0.761	0	2	5
60	Garage_Area	Int64DType	False	0 (0.0%)	603 (20.6%)	473.	215.	0	480	1,488
61	Garage_Qual	ObjectDType	False	0 (0.0%)	6 (0.2%)
62	Garage_Cond	ObjectDType	False	0 (0.0%)	6 (0.2%)
63	Paved_Drive	ObjectDType	False	0 (0.0%)	3 (0.1%)
64	Wood_Deck_SF	Int64DType	False	0 (0.0%)	380 (13.0%)	93.8	126.	0	0	1,424
65	Open_Porch_SF	Int64DType	False	0 (0.0%)	252 (8.6%)	47.5	67.5	0	27	742
66	Enclosed_Porch	Int64DType	False	0 (0.0%)	183 (6.2%)	23.0	64.1	0	0	1,012
67	Three_season_porch	Int64DType	False	0 (0.0%)	31 (1.1%)	2.59	25.1	0	0	508
68	Screen_Porch	Int64DType	False	0 (0.0%)	121 (4.1%)	16.0	56.1	0	0	576
69	Pool_Area	Int64DType	False	0 (0.0%)	14 (0.5%)	2.24	35.6	0	0	800
70	Pool_QC	ObjectDType	False	0 (0.0%)	5 (0.2%)
71	Fence	ObjectDType	False	0 (0.0%)	5 (0.2%)
72	Misc_Feature	ObjectDType	False	2824 (96.4%)	5 (0.2%)
73	Misc_Val	Int64DType	False	0 (0.0%)	38 (1.3%)	50.6	566.	0	0	17,000
74	Mo_Sold	Int64DType	False	0 (0.0%)	12 (0.4%)	6.22	2.71	1	6	12
75	Year_Sold	Int64DType	True	0 (0.0%)	5 (0.2%)	2.01e+03	1.32	2,006	2,008	2,010
76	Sale_Type	ObjectDType	False	0 (0.0%)	10 (0.3%)
77	Sale_Condition	ObjectDType	False	0 (0.0%)	6 (0.2%)
78	Sale_Price	Int64DType	False	0 (0.0%)	1032 (35.2%)	1.81e+05	7.99e+04	12,789	160,000	755,000
79	Longitude	Float64DType	False	0 (0.0%)	2776 (94.7%)	-93.6	0.0257	-93.7	-93.6	-93.6
80	Latitude	Float64DType	False	0 (0.0%)	2762 (94.3%)	42.0	0.0184	42.0	42.0	42.1

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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	31,770	Pave	No_Alley_Access	Slightly_Irregular	Lvl	AllPub	Corner	Gtl	North_Ames	Norm	Norm	OneFam	One_Story	Above_Average	Average	1,960	1,960	Hip	CompShg	BrkFace	Plywood	Stone	112	Typical	Typical	CBlock	Typical	Good	Gd	BLQ	2	Unf	0	441	1,080	GasA	Fair	Y	SBrkr	1,656	0	0	1,656	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	2,010	WD	Normal	215,000	-93.6	42.1
1	One_Story_1946_and_Newer_All_Styles	Residential_High_Density	80	11,622	Pave	No_Alley_Access	Regular	Lvl	AllPub	Inside	Gtl	North_Ames	Feedr	Norm	OneFam	One_Story	Average	Above_Average	1,961	1,961	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	2,010	WD	Normal	105,000	-93.6	42.1
2	One_Story_1946_and_Newer_All_Styles	Residential_Low_Density	81	14,267	Pave	No_Alley_Access	Slightly_Irregular	Lvl	AllPub	Corner	Gtl	North_Ames	Norm	Norm	OneFam	One_Story	Above_Average	Above_Average	1,958	1,958	Hip	CompShg	Wd Sdng	Wd Sdng	BrkFace	108	Typical	Typical	CBlock	Typical	Typical	No	ALQ	1	Unf	0	406	1,329	GasA	Typical	Y	SBrkr	1,329	0	0	1,329	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	12,500	6	2,010	WD	Normal	172,000	-93.6	42.1
3	One_Story_1946_and_Newer_All_Styles	Residential_Low_Density	93	11,160	Pave	No_Alley_Access	Regular	Lvl	AllPub	Corner	Gtl	North_Ames	Norm	Norm	OneFam	One_Story	Good	Average	1,968	1,968	Hip	CompShg	BrkFace	BrkFace		0	Good	Typical	CBlock	Typical	Typical	No	ALQ	1	Unf	0	1,045	2,110	GasA	Excellent	Y	SBrkr	2,110	0	0	2,110	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	2,010	WD	Normal	244,000	-93.6	42.1
4	Two_Story_1946_and_Newer	Residential_Low_Density	74	13,830	Pave	No_Alley_Access	Slightly_Irregular	Lvl	AllPub	Inside	Gtl	Gilbert	Norm	Norm	OneFam	Two_Story	Average	Average	1,997	1,998	Gable	CompShg	VinylSd	VinylSd		0	Typical	Typical	PConc	Good	Typical	No	GLQ	3	Unf	0	137	928	GasA	Good	Y	SBrkr	928	701	0	1,629	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	2,010	WD	Normal	189,900	-93.6	42.1

2,925	Split_or_Multilevel	Residential_Low_Density	37	7,937	Pave	No_Alley_Access	Slightly_Irregular	Lvl	AllPub	CulDSac	Gtl	Mitchell	Norm	Norm	OneFam	SLvl	Above_Average	Above_Average	1,984	1,984	Gable	CompShg	HdBoard	HdBoard		0	Typical	Typical	CBlock	Typical	Typical	Av	GLQ	3	Unf	0	184	1,003	GasA	Typical	Y	SBrkr	1,003	0	0	1,003	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	2,006	WD	Normal	142,500	-93.6	42.0
2,926	One_Story_1946_and_Newer_All_Styles	Residential_Low_Density	0	8,885	Pave	No_Alley_Access	Slightly_Irregular	Low	AllPub	Inside	Mod	Mitchell	Norm	Norm	OneFam	One_Story	Average	Average	1,983	1,983	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	2,006	WD	Normal	131,000	-93.6	42.0
2,927	Split_Foyer	Residential_Low_Density	62	10,441	Pave	No_Alley_Access	Regular	Lvl	AllPub	Inside	Gtl	Mitchell	Norm	Norm	OneFam	SFoyer	Average	Average	1,992	1,992	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	2,006	WD	Normal	132,000	-93.6	42.0
2,928	One_Story_1946_and_Newer_All_Styles	Residential_Low_Density	77	10,010	Pave	No_Alley_Access	Regular	Lvl	AllPub	Inside	Mod	Mitchell	Norm	Norm	OneFam	One_Story	Average	Average	1,974	1,975	Gable	CompShg	HdBoard	HdBoard		0	Typical	Typical	CBlock	Good	Typical	Av	ALQ	1	LwQ	123	195	1,389	GasA	Good	Y	SBrkr	1,389	0	0	1,389	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	2,006	WD	Normal	170,000	-93.6	42.0
2,929	Two_Story_1946_and_Newer	Residential_Low_Density	74	9,627	Pave	No_Alley_Access	Regular	Lvl	AllPub	Inside	Mod	Mitchell	Norm	Norm	OneFam	Two_Story	Good	Average	1,993	1,994	Gable	CompShg	HdBoard	HdBoard	BrkFace	94	Typical	Typical	PConc	Good	Typical	Av	LwQ	4	Unf	0	238	996	GasA	Excellent	Y	SBrkr	996	1,004	0	2,000	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	2,006	WD	Normal	188,000	-93.6	42.0

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