Split (1)

train · 15k rows

Age int64 18 69	Gender stringclasses 3 values	Education Level stringclasses 4 values	Marital Status stringclasses 4 values	Income float64 20k 120k ⌀	Credit Score float64 600 799 ⌀	Loan Amount float64 5k 50k ⌀	Loan Purpose stringclasses 4 values	Employment Status stringclasses 3 values	Years at Current Job int64 0 19	Payment History stringclasses 4 values	Debt-to-Income Ratio float64 0.1 0.6	Assets Value float64 20.1k 300k ⌀	Number of Dependents float64 0 4 ⌀	City stringlengths 6 23	State stringclasses 59 values	Country stringclasses 243 values	Previous Defaults float64 0 4 ⌀	Marital Status Change int64 0 2	Risk Rating stringclasses 3 values
53	Female	Bachelor's	Widowed	30,937	null	47,411	Auto	Employed	8	Good	0.109581	59,593	1	Walterburgh	CT	Brazil	1	1	Medium
50	Female	Bachelor's	Married	null	624	10,010	Business	Unemployed	13	Fair	0.231141	219,620	0	Lake Josephside	NC	Canada	2	1	Low
61	Non-binary	High School	Single	62,510	713	null	Personal	Unemployed	10	Fair	0.430992	144,820	4	Hessfort	NJ	Trinidad and Tobago	1	0	Low
69	Non-binary	High School	Single	74,391	766	30,667	Auto	Self-employed	2	Excellent	0.434501	null	4	Port Daniel	TN	Lebanon	3	1	Low
27	Male	PhD	Widowed	41,883	752	49,087	Home	Unemployed	0	Poor	0.108856	null	0	Christineburgh	VA	Cote d'Ivoire	1	1	Low
66	Female	PhD	Married	114,231	739	5,908	Home	Employed	12	Excellent	0.237361	107,075	3	New Michelle	MN	Afghanistan	null	1	Low
58	Non-binary	Bachelor's	Divorced	65,810	null	null	Personal	Employed	0	Poor	0.391769	null	0	West Tracy	CA	Uganda	null	2	Low
24	Female	High School	Single	null	713	6,552	Personal	Employed	1	Poor	0.184414	94,903	3	Port Melissamouth	ND	Nicaragua	0	2	Low
23	Non-binary	Bachelor's	Single	79,967	621	null	Auto	Employed	6	Good	0.142128	193,242	null	Andersonmouth	PW	British Indian Ocean Territory (Chagos Archipelago)	0	2	Low
31	Female	High School	Widowed	40,872	622	null	Home	Employed	0	Fair	0.192781	207,437	null	Kimshire	OR	Comoros	4	1	Low
51	Female	High School	Divorced	36,802	649	27,546	Personal	Unemployed	18	Good	0.538093	127,908	2	East Michael	NC	United States of America	2	0	Medium
61	Female	PhD	Single	91,677	676	9,489	Home	Unemployed	13	Excellent	0.560507	187,064	null	South Jason	NY	Antigua and Barbuda	3	0	Low
47	Female	Bachelor's	Married	null	779	16,430	Home	Employed	4	Excellent	0.298512	180,882	4	South Brittneyberg	MP	Latvia	4	1	Low
29	Non-binary	Master's	Widowed	30,051	740	43,075	Business	Employed	6	Good	0.459855	113,572	0	Davidchester	FL	Saudi Arabia	4	0	Low
48	Non-binary	PhD	Married	null	723	null	Auto	Self-employed	9	Good	0.580939	92,280	0	Lake Barbara	NY	Sierra Leone	4	2	High
55	Male	Master's	Widowed	23,956	686	35,772	Personal	Self-employed	12	Good	0.541395	null	4	Shawnberg	ME	Eritrea	3	0	Low
24	Female	High School	Divorced	79,630	611	22,802	Business	Self-employed	0	Good	0.540214	268,822	3	Ashleymouth	ME	Antarctica (the territory South of 60 deg S)	4	2	Low
55	Non-binary	PhD	Widowed	21,436	645	39,449	Auto	Employed	1	Good	0.343543	242,472	1	Mitchellfort	PR	Tokelau	0	0	Low
48	Female	Master's	Married	47,032	607	7,472	Auto	Self-employed	15	Good	0.146605	92,708	1	Lake Donald	AS	Morocco	4	2	Low
36	Male	High School	Divorced	22,860	771	6,396	Auto	Unemployed	2	Fair	0.106015	null	3	Rachaelport	MI	Nigeria	1	1	Low
41	Non-binary	High School	Married	null	790	18,998	Personal	Employed	13	Excellent	0.508675	280,567	4	Johnsonland	MI	Wallis and Futuna	4	1	Low
65	Male	Bachelor's	Married	null	700	21,781	Personal	Employed	12	Poor	0.119892	228,315	3	Howardshire	MS	Pakistan	0	1	Low
60	Male	Bachelor's	Divorced	45,617	711	36,114	Personal	Self-employed	5	Poor	0.304544	23,541	null	Port Chris	LA	United Kingdom	3	1	High
45	Non-binary	Master's	Married	27,619	772	null	Home	Employed	7	Fair	0.214675	205,663	3	Hooverport	FL	Canada	2	1	Low
61	Non-binary	High School	Married	65,076	null	5,750	Auto	Unemployed	4	Poor	0.543238	200,905	null	Brianstad	IN	Portugal	0	2	Low
54	Male	High School	Married	85,711	740	28,900	Personal	Self-employed	15	Poor	0.15803	null	4	West Susanbury	CA	Syrian Arab Republic	3	2	Medium
62	Male	Master's	Single	115,856	null	46,949	Auto	Self-employed	7	Excellent	0.135902	229,435	3	South Jimmymouth	SD	Nauru	3	0	Low
51	Female	Master's	Widowed	61,682	735	21,513	Personal	Self-employed	9	Excellent	0.474935	null	3	Wardbury	AL	Palau	0	0	High
53	Non-binary	Master's	Widowed	104,715	713	23,421	Personal	Employed	19	Poor	0.184325	121,402	3	Johnsonview	IN	Sri Lanka	1	1	Low
61	Male	Bachelor's	Widowed	55,377	773	42,251	Business	Self-employed	13	Poor	0.454925	null	1	Port Nichole	MH	Isle of Man	0	2	High
59	Non-binary	Bachelor's	Single	22,422	772	23,057	Auto	Employed	17	Excellent	0.155193	265,869	4	Millerborough	UT	Swaziland	2	1	High
40	Male	High School	Widowed	null	717	47,971	Business	Unemployed	12	Excellent	0.216906	32,363	4	Johnside	KS	Comoros	3	2	Medium
28	Male	Bachelor's	Divorced	55,085	658	39,649	Personal	Self-employed	1	Fair	0.497715	124,625	3	Port Amanda	AK	United Kingdom	0	2	Low
56	Female	PhD	Single	null	735	26,576	Personal	Unemployed	0	Good	0.538283	27,940	4	Jenniferstad	AL	Iran	1	2	Medium
56	Non-binary	Master's	Single	64,706	709	5,009	Auto	Unemployed	1	Fair	0.574618	105,387	0	Millerport	MI	Sudan	4	0	Low
21	Non-binary	High School	Single	86,224	719	25,048	Personal	Self-employed	1	Fair	0.378845	143,227	1	Reyesfort	AR	Dominica	null	0	Medium
59	Non-binary	High School	Divorced	33,790	658	40,582	Auto	Self-employed	15	Good	0.300742	156,619	null	Clarkestad	MO	Luxembourg	4	1	High
42	Male	Master's	Divorced	116,226	741	null	Auto	Employed	0	Excellent	0.496247	207,004	null	Adamshire	MT	New Zealand	4	2	Low
45	Non-binary	Master's	Divorced	30,223	625	null	Business	Unemployed	2	Excellent	0.215039	147,503	4	Suzannemouth	WA	Sweden	4	2	Low
52	Non-binary	Bachelor's	Single	102,445	730	19,851	Auto	Unemployed	0	Excellent	0.410919	null	0	Browningborough	NY	Bangladesh	null	0	Medium
64	Female	High School	Divorced	108,301	673	15,557	Business	Unemployed	9	Good	0.224401	94,255	3	Ashleyview	KY	Syrian Arab Republic	4	2	Low
48	Non-binary	High School	Single	null	658	null	Business	Unemployed	7	Excellent	0.59719	25,434	1	Kennethhaven	WY	Kuwait	2	2	Low
26	Female	High School	Divorced	null	635	28,713	Business	Unemployed	9	Excellent	0.277317	null	1	Estesside	UT	Yemen	null	2	Low
67	Male	PhD	Widowed	50,284	663	34,291	Personal	Self-employed	11	Fair	0.524044	null	0	South Barbaraton	MI	Pitcairn Islands	0	2	Low
33	Male	Bachelor's	Single	105,348	761	5,939	Personal	Unemployed	12	Fair	0.304305	161,616	4	Mariahland	WA	Mauritius	null	1	Medium
62	Female	Master's	Widowed	null	778	33,946	Business	Unemployed	9	Fair	0.196987	183,214	1	New Elizabethfort	VA	China	0	1	Low
42	Non-binary	PhD	Divorced	38,693	797	null	Home	Unemployed	19	Excellent	0.311023	98,372	0	New Keith	DE	Chile	1	0	Low
41	Non-binary	PhD	Divorced	65,099	723	11,428	Home	Unemployed	7	Fair	0.505636	162,721	1	South Troyport	KS	Antigua and Barbuda	3	0	Medium
62	Female	PhD	Widowed	27,073	764	5,641	Auto	Self-employed	1	Good	0.547965	null	null	Leonardshire	DE	South Africa	2	1	Low
40	Non-binary	High School	Widowed	79,223	null	27,059	Business	Self-employed	7	Poor	0.132313	252,787	1	Nicholasville	DC	France	1	1	Low
57	Female	Bachelor's	Divorced	94,642	682	30,047	Personal	Self-employed	19	Excellent	0.219527	136,804	3	Port Sherriburgh	MT	Egypt	4	2	Low
46	Female	High School	Single	43,636	761	13,061	Auto	Self-employed	18	Fair	0.139324	254,658	1	Lopezfort	AZ	Libyan Arab Jamahiriya	2	1	Low
54	Non-binary	PhD	Divorced	113,899	793	45,478	Auto	Employed	15	Poor	0.291635	39,295	null	West Meganside	FL	Venezuela	3	0	Low
41	Male	PhD	Widowed	null	725	48,164	Home	Employed	10	Poor	0.347707	275,716	3	Lake Travisborough	MA	Bolivia	1	1	High
22	Male	Master's	Widowed	60,131	726	21,296	Home	Employed	6	Poor	0.477197	168,264	1	North Philipburgh	MD	Kuwait	0	0	Medium
67	Female	Bachelor's	Divorced	47,326	693	27,065	Auto	Unemployed	18	Good	0.235794	null	3	New Robertbury	LA	Croatia	0	1	Low
33	Male	Master's	Widowed	37,383	680	29,107	Home	Employed	14	Fair	0.107821	136,749	0	Cathyport	DE	Benin	1	1	Medium
24	Non-binary	High School	Married	67,820	760	31,507	Home	Unemployed	12	Poor	0.217602	45,143	2	Carrollhaven	CT	Palestinian Territory	4	1	Medium
65	Non-binary	Master's	Widowed	35,050	689	5,879	Business	Unemployed	11	Fair	0.377689	114,449	1	East Douglastown	IL	Pakistan	0	0	Medium
41	Non-binary	Master's	Divorced	25,171	675	23,626	Home	Employed	10	Poor	0.385931	29,740	2	Blakeside	FL	Iran	3	1	Low
44	Female	Master's	Widowed	66,129	734	27,871	Home	Employed	7	Fair	0.328608	101,314	4	Port David	PA	Cameroon	2	0	High
19	Female	Master's	Widowed	95,829	672	8,034	Business	Employed	10	Excellent	0.312625	76,987	1	Robertstown	MS	Iraq	0	0	Low
46	Male	High School	Widowed	null	737	45,098	Auto	Employed	17	Fair	0.548881	186,253	0	North Raymond	AR	Somalia	null	0	Low
62	Male	Bachelor's	Widowed	88,476	672	null	Personal	Self-employed	5	Excellent	0.336076	199,054	2	Thorntonfort	MP	Iceland	1	0	Low
68	Male	Master's	Divorced	70,672	792	null	Auto	Employed	17	Poor	0.550842	107,652	1	East Loriside	CO	Saint Kitts and Nevis	3	2	Low
46	Male	Master's	Divorced	112,081	672	23,984	Home	Unemployed	12	Poor	0.216015	160,739	2	Brooksfurt	NC	Serbia	0	2	High
31	Male	Master's	Single	null	790	36,710	Auto	Self-employed	8	Good	0.5866	null	2	Reyesview	OR	Holy See (Vatican City State)	3	1	Low
61	Female	Bachelor's	Widowed	58,568	null	23,194	Personal	Unemployed	14	Fair	0.282009	28,610	4	North Patriciabury	OH	Mauritania	4	1	High
44	Male	Bachelor's	Married	50,262	631	36,229	Auto	Unemployed	14	Good	0.149647	null	3	Lake Kimberlyburgh	IN	Argentina	0	2	Medium
47	Male	PhD	Divorced	114,791	723	18,064	Home	Unemployed	11	Fair	0.558121	40,950	null	Hallborough	MS	Bosnia and Herzegovina	3	1	Low
56	Female	Master's	Married	26,092	789	13,678	Personal	Self-employed	0	Fair	0.198838	157,039	0	Jonesside	AZ	Trinidad and Tobago	4	0	Low
25	Male	High School	Single	null	611	19,324	Auto	Unemployed	18	Excellent	0.532667	125,146	4	Port Bobbymouth	CT	Equatorial Guinea	null	0	Medium
23	Male	Bachelor's	Single	null	727	26,248	Business	Self-employed	12	Poor	0.3888	255,698	null	Robertschester	DC	Papua New Guinea	2	2	Medium
63	Female	PhD	Divorced	71,009	647	21,094	Auto	Self-employed	2	Good	0.125502	104,696	1	North Kimshire	FM	Lebanon	null	0	Medium
43	Male	High School	Single	117,942	799	35,518	Business	Self-employed	1	Excellent	0.302194	148,661	4	South Valerieshire	NE	United States Minor Outlying Islands	null	1	High
18	Male	Bachelor's	Single	96,213	721	null	Personal	Unemployed	6	Fair	0.18851	57,441	1	North Randallshire	NC	Indonesia	3	1	Medium
53	Male	Bachelor's	Widowed	null	720	8,995	Home	Unemployed	11	Fair	0.100347	187,546	4	Bishopmouth	WY	Lithuania	3	2	Medium
65	Non-binary	High School	Single	null	652	null	Personal	Employed	6	Fair	0.369948	159,346	4	West Edwinview	NM	Canada	4	0	Low
18	Non-binary	High School	Married	72,184	714	17,742	Home	Self-employed	7	Poor	0.421321	231,955	2	South Cassandra	GU	Mauritania	3	0	Low
64	Male	Bachelor's	Single	75,916	683	36,551	Auto	Self-employed	16	Excellent	0.48594	162,832	null	West Samantha	TN	Suriname	1	0	Low
23	Male	High School	Divorced	29,524	660	13,509	Auto	Self-employed	18	Good	0.175082	183,340	3	West Codyfort	ID	Guam	3	2	Low
28	Male	Bachelor's	Married	75,959	691	null	Home	Employed	12	Good	0.325742	148,278	2	North Adam	NV	Hong Kong	1	1	Medium
25	Male	Bachelor's	Single	61,150	null	26,601	Business	Unemployed	15	Excellent	0.248186	283,806	4	Yangberg	FM	Montenegro	4	1	Low
28	Non-binary	Master's	Divorced	101,951	682	8,719	Home	Self-employed	4	Good	0.371263	null	1	Alvaradostad	MI	United States of America	1	1	High
42	Female	Bachelor's	Divorced	49,992	774	13,371	Auto	Employed	0	Good	0.36928	199,454	4	East Shannonmouth	MN	Romania	0	0	Low
21	Male	High School	Married	71,224	664	39,193	Business	Employed	19	Good	0.429207	165,480	2	East Shawna	MT	Bouvet Island (Bouvetoya)	2	1	Medium
36	Female	Master's	Married	90,162	765	27,590	Personal	Employed	16	Good	0.124199	66,792	null	Christianstad	PR	Israel	0	0	Low
36	Non-binary	PhD	Divorced	null	609	7,639	Business	Unemployed	3	Poor	0.510664	289,881	3	North Tina	MD	Montenegro	1	2	High
38	Female	Master's	Single	38,101	777	8,494	Business	Unemployed	5	Good	0.36639	222,515	1	West Martinchester	VI	Israel	1	0	Low
23	Male	High School	Divorced	40,929	720	47,721	Business	Self-employed	10	Fair	0.397502	212,428	null	Millerborough	ME	Mayotte	null	1	Medium
66	Non-binary	PhD	Widowed	null	696	33,216	Personal	Unemployed	10	Excellent	0.32681	153,852	0	Justinchester	IL	Jamaica	4	2	Low
65	Male	High School	Married	108,456	673	null	Auto	Unemployed	3	Fair	0.300681	129,371	null	Michaelmouth	OR	French Guiana	null	0	Low
19	Male	Master's	Divorced	24,758	748	null	Personal	Employed	18	Good	0.309456	92,198	0	Littlehaven	OH	Mongolia	2	2	Low
38	Female	Bachelor's	Divorced	null	667	9,501	Business	Employed	8	Good	0.539697	235,571	2	Schwartzville	CA	Slovenia	null	1	Medium
45	Male	Master's	Widowed	69,527	689	20,098	Home	Unemployed	0	Poor	0.176983	69,761	4	West Jeffreyville	MP	Sudan	1	1	Low
67	Male	High School	Widowed	116,847	617	null	Auto	Employed	4	Good	0.30459	129,344	null	South Jacobtown	TX	Austria	2	1	Medium
45	Female	Master's	Widowed	63,420	751	45,792	Home	Employed	9	Good	0.179757	69,503	4	Harrisfurt	FM	Bangladesh	null	2	High
56	Female	Master's	Divorced	112,635	622	41,968	Business	Unemployed	14	Good	0.304965	107,657	1	Manuelchester	AR	Montenegro	0	1	Medium
36	Non-binary	PhD	Single	111,502	718	22,152	Home	Self-employed	10	Fair	0.239811	275,801	3	Brendamouth	OK	Turks and Caicos Islands	null	1	Low
66	Non-binary	Bachelor's	Divorced	20,016	799	37,035	Auto	Unemployed	10	Good	0.134967	197,567	2	Lake Bryanland	RI	Croatia	0	2	High

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