skrub example report

Column	Column name	dtype	Null values	Unique values	Mean	Std	Min	Median	Max
0	seqid	ObjectDType	0 (0.0%)	895102 (56.7%)
1	date_of_stop	ObjectDType	0 (0.0%)	2810 (0.2%)
2	time_of_stop	ObjectDType	0 (0.0%)	1440 (< 0.1%)
3	agency	ObjectDType	0 (0.0%)	1 (< 0.1%)
4	subagency	ObjectDType	0 (0.0%)	9 (< 0.1%)
5	description	ObjectDType	9 (< 0.1%)	14267 (0.9%)
6	location	ObjectDType	2 (< 0.1%)	214968 (13.6%)
7	latitude	Float64DType	0 (0.0%)		36.3	10.1	0.00	39.1	41.5
8	longitude	Float64DType	0 (0.0%)		-71.5	20.0	-151.	-77.1	39.1
9	accident	ObjectDType	0 (0.0%)	2 (< 0.1%)
10	belts	ObjectDType	0 (0.0%)	2 (< 0.1%)
11	personal_injury	ObjectDType	0 (0.0%)	2 (< 0.1%)
12	property_damage	ObjectDType	0 (0.0%)	2 (< 0.1%)
13	fatal	ObjectDType	0 (0.0%)	2 (< 0.1%)
14	commercial_license	ObjectDType	0 (0.0%)	2 (< 0.1%)
15	hazmat	ObjectDType	0 (0.0%)	2 (< 0.1%)
16	commercial_vehicle	ObjectDType	0 (0.0%)	2 (< 0.1%)
17	alcohol	ObjectDType	0 (0.0%)	2 (< 0.1%)
18	work_zone	ObjectDType	0 (0.0%)	2 (< 0.1%)
19	search_conducted	ObjectDType	600828 (38.1%)	2 (< 0.1%)
20	search_disposition	ObjectDType	1509055 (95.6%)	5 (< 0.1%)
21	search_outcome	ObjectDType	619994 (39.3%)	5 (< 0.1%)
22	search_reason	ObjectDType	1509055 (95.6%)	9 (< 0.1%)
23	search_reason_for_stop	ObjectDType	600998 (38.1%)	751 (< 0.1%)
24	search_type	ObjectDType	1509063 (95.6%)	4 (< 0.1%)
25	search_arrest_reason	ObjectDType	1531303 (97.0%)	9 (< 0.1%)
26	state	ObjectDType	59 (< 0.1%)	70 (< 0.1%)
27	vehicletype	ObjectDType	0 (0.0%)	33 (< 0.1%)
28	year	Float64DType	9647 (0.6%)		2.01e+03	86.3	0.00	2.01e+03	1.00e+04
29	make	ObjectDType	9762 (0.6%)	3984 (0.3%)
30	model	ObjectDType	9909 (0.6%)	19462 (1.2%)
31	color	ObjectDType	18657 (1.2%)	26 (< 0.1%)
32	charge	ObjectDType	0 (0.0%)	1086 (< 0.1%)
33	article	ObjectDType	76873 (4.9%)	4 (< 0.1%)
34	contributed_to_accident	BoolDType	0 (0.0%)	2 (< 0.1%)
35	race	ObjectDType	0 (0.0%)	6 (< 0.1%)
36	gender	ObjectDType	0 (0.0%)	3 (< 0.1%)
37	driver_city	ObjectDType	387 (< 0.1%)	8087 (0.5%)
38	driver_state	ObjectDType	11 (< 0.1%)	68 (< 0.1%)
39	dl_state	ObjectDType	929 (< 0.1%)	70 (< 0.1%)
40	arrest_type	ObjectDType	0 (0.0%)	19 (< 0.1%)
41	geolocation	ObjectDType	0 (0.0%)	774176 (49.1%)

Column 1	Column 2	Cramér's V
accident	contributed_to_accident	1.00
longitude	geolocation	1.00
latitude	geolocation	1.00
latitude	longitude	1.00
search_conducted	search_outcome	0.893
seqid	geolocation	0.882
description	charge	0.871
driver_state	dl_state	0.743
search_conducted	search_reason_for_stop	0.710
search_conducted	search_type	0.707
search_conducted	search_reason	0.707
search_conducted	search_disposition	0.707
search_reason	search_type	0.604
search_disposition	search_type	0.600
vehicletype	year	0.578
search_conducted	search_arrest_reason	0.577
state	year	0.566
search_disposition	search_reason	0.562
search_outcome	search_reason_for_stop	0.531
commercial_vehicle	vehicletype	0.508

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	seqid	date_of_stop	time_of_stop	agency	subagency	description	location	latitude	longitude	accident	belts	personal_injury	property_damage	fatal	commercial_license	hazmat	commercial_vehicle	alcohol	work_zone	search_conducted	search_disposition	search_outcome	search_reason	search_reason_for_stop	search_type	search_arrest_reason	state	vehicletype	year	make	model	color	charge	article	contributed_to_accident	race	gender	driver_city	driver_state	dl_state	arrest_type	geolocation
	seqid	date_of_stop	time_of_stop	agency	subagency	description	location	latitude	longitude	accident	belts	personal_injury	property_damage	fatal	commercial_license	hazmat	commercial_vehicle	alcohol	work_zone	search_conducted	search_disposition	search_outcome	search_reason	search_reason_for_stop	search_type	search_arrest_reason	state	vehicletype	year	make	model	color	charge	article	contributed_to_accident	race	gender	driver_city	driver_state	dl_state	arrest_type	geolocation
0	fdcc1a6b-4854-4cde-bb60-248f478fa5b6	09/11/2019	09:56:00	MCP	2nd District, Bethesda	STOP LIGHTS (*)	27 @ SWEEPSTAKES RD	39.25962666666671	-77.22376	No	No	No	No	No	No	No	No	No	No								MD	02 - Automobile	2005.0	NISSAN	MURANO	MAROON	64*		False	HISPANIC	F	DAMASCUS	MD	MD	B - Unmarked Patrol	(39.2596266666667, -77.22376)
1	842dad60-5edf-47a8-9e94-c7e6da729498	09/11/2019	09:42:00	MCP	1st District, Rockville	DRIVER FAILURE TO OBEY PROPERLY PLACED TRAFFIC CONTROL DEVICE INSTRUCTIONS	FREDERICK RD / REDLAND RD	39.11286	-77.162435	No	No	No	No	No	No	No	No	No	No								MD	05 - Light Duty Truck	2017.0	TOYT	TUNDRA	GRAY	21-201(a1)	Transportation Article	False	BLACK	M	TEMPLE HILLS	MD	MD	A - Marked Patrol	(39.11286, -77.162435)
2	4db837cc-f2fa-4a5b-9ac8-37698492b5f9	09/11/2019	09:36:00	MCP	1st District, Rockville	FAILURE VEH. TO YIELD INTERSECTION RIGHT-OF-WAY TO ANOTHER VEH.	S/B GEORGIA AVE AT MD200	39.11708	-77.0681133333333	No	No	No	No	No	No	No	No	No	No								MD	02 - Automobile	2007.0	TOYT	RAV4	BLUE	21-401	Transportation Article	False	WHITE	M	OLNEY	MD	MD	A - Marked Patrol	(39.11708, -77.0681133333333)
3	79761295-50f6-4336-8b48-fdf55e87a326	09/11/2019	09:33:00	MCP	2nd District, Bethesda	DRIVER FAILURE TO OBEY PROPERLY PLACED TRAFFIC CONTROL DEVICE INSTRUCTIONS	OLD GEORGETOWN RD AT MCKINLEY ST	38.99163	-77.1058733333333	No	No	No	No	No	No	No	No	No	No								MD	02 - Automobile	2011.0	MERZ	TK	SILVER	21-201(a1)	Transportation Article	False	BLACK	F	GAITHERSBURG	MD	MD	A - Marked Patrol	(38.99163, -77.1058733333333)
4	f9a7a508-386c-466e-95b2-dbf26d7d59fe	09/11/2019	09:30:00	MCP	4th District, Wheaton	MOTOR VEH. W/O REQUIRED STOP LAMPS EQUIPMENT	CONNECTICUT AVE / WELLER RD	39.06456	-77.0736733333333	No	No	No	No	No	No	No	No	No	No								PA	02 - Automobile	2014.0	HONDA	CIVIC	WHITE	22-206(a)	Transportation Article	False	BLACK	F	SILVER SPRING	MD	MD	A - Marked Patrol	(39.06456, -77.0736733333333)

1578149	b1463ded-4b1a-4e7f-ada9-9211bbdc1cbb	01/01/2012	00:52:00	MCP	3rd District, Silver Spring	DRIVER CONSUMING ALCOHOLIC BEVERAGE IN PASSENGER AREA OF MOTOR VEHICLE ON HIGHWAY	PINEY BRANCH ROAD @ ARLISS STREET	0.0	0.0	No	No	No	No	No	No	No	No	No	No								MD	02 - Automobile	2000.0	NISSAN	SENTRA	BLACK	21-903(c)	Transportation Article	False	HISPANIC	F	SILVER SPRING	MD	MD	A - Marked Patrol	(0.0, 0.0)
1578150	b1463ded-4b1a-4e7f-ada9-9211bbdc1cbb	01/01/2012	00:52:00	MCP	3rd District, Silver Spring	DRIVING WHILE IMPAIRED BY ALCOHOL	PINEY BRANCH ROAD @ ARLISS STREET	0.0	0.0	No	No	No	No	No	No	No	No	No	No								MD	02 - Automobile	2000.0	NISSAN	SENTRA	BLACK	21-902(b1)	Transportation Article	False	HISPANIC	F	SILVER SPRING	MD	MD	A - Marked Patrol	(0.0, 0.0)
1578151	b1463ded-4b1a-4e7f-ada9-9211bbdc1cbb	01/01/2012	00:52:00	MCP	3rd District, Silver Spring	FAILURE OF INDIVIDUAL DRIVING ON HIGHWAY TO DISPLAY LICENSE TO UNIFORMED POLICE ON DEMAND	PINEY BRANCH ROAD @ ARLISS STREET	0.0	0.0	No	No	No	No	No	No	No	No	No	No								MD	02 - Automobile	2000.0	NISSAN	SENTRA	BLACK	16-112(c)	Transportation Article	False	HISPANIC	F	SILVER SPRING	MD	MD	A - Marked Patrol	(0.0, 0.0)
1578152	b1463ded-4b1a-4e7f-ada9-9211bbdc1cbb	01/01/2012	00:52:00	MCP	3rd District, Silver Spring	PERSON DRIVING MOTOR VEHICLE ON HIGHWAY OR PUBLIC USE PROPERTY ON SUSPENDED LICENSE AND PRIVILEGE	PINEY BRANCH ROAD @ ARLISS STREET	0.0	0.0	No	No	No	No	No	No	No	No	No	No								MD	02 - Automobile	2000.0	NISSAN	SENTRA	BLACK	16-303(c)	Transportation Article	False	HISPANIC	F	SILVER SPRING	MD	MD	A - Marked Patrol	(0.0, 0.0)
1578153	845c2732-d70b-42ef-bde8-603f9563aa28	01/01/2012	00:43:00	MCP	Headquarters and Special Operations	LEFT TURN FROM IMPROPER ROAD POSITION	FENTON AT CAMERON	39.001020433333295	-77.0333436	No	No	No	No	No	No	No	No	No	No								VA	02 - Automobile	2009.0	INFINITY	G37X	SILVER	21-601(b)	Transportation Article	False	WHITE	M	HERNDON	VA	VA	A - Marked Patrol	(39.0010204333333, -77.0333436)

Traffic violations

seqid

date_of_stop

time_of_stop

agency

subagency

description

location

latitude

longitude

accident

belts

personal_injury

property_damage

fatal

commercial_license

hazmat

commercial_vehicle

alcohol

work_zone

search_conducted

search_disposition

search_outcome

search_reason

search_reason_for_stop

search_type

search_arrest_reason

state

vehicletype

year

make

model

color

charge

article

contributed_to_accident

race

gender

driver_city

driver_state

dl_state

arrest_type

geolocation