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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
19	Male	Master's	Divorced	33,054	null	null	Business	Unemployed	3	Fair	0.51108	204,538	0	New Edwinbury	SD	Palestinian Territory	null	2	Medium
66	Non-binary	Master's	Divorced	null	687	5,387	Business	Self-employed	13	Fair	0.139044	null	1	Maryburgh	AR	Mauritius	1	1	Low
18	Non-binary	High School	Widowed	99,671	669	30,460	Personal	Unemployed	18	Poor	0.433812	25,531	1	Jacquelineborough	MP	Greece	1	1	Medium
56	Male	High School	Widowed	73,953	710	42,364	Home	Self-employed	1	Good	0.555771	152,625	1	North Michael	NY	United States Minor Outlying Islands	2	2	Medium
18	Non-binary	Master's	Widowed	71,500	734	44,400	Personal	Self-employed	14	Excellent	0.248104	127,985	4	Dustinbury	CT	Malawi	null	0	Low
53	Female	PhD	Divorced	88,669	720	17,468	Home	Self-employed	6	Excellent	0.575977	199,129	0	West Daniel	NE	Japan	4	1	Low
39	Non-binary	High School	Widowed	98,886	695	30,101	Auto	Employed	17	Excellent	0.441904	200,996	1	North Emily	KS	France	null	2	Low
33	Non-binary	Bachelor's	Single	46,953	627	23,284	Business	Self-employed	7	Good	0.233153	192,563	3	West Michelle	VA	Monaco	0	1	Medium
40	Male	Master's	Widowed	null	627	null	Personal	Self-employed	14	Good	0.483205	24,340	0	Lake Kimberly	TN	Mauritius	0	1	Medium
41	Female	High School	Married	89,852	676	27,422	Home	Self-employed	9	Excellent	0.486273	205,004	1	Loweryland	VT	Tonga	4	0	Low
62	Male	PhD	Divorced	87,384	606	7,297	Business	Self-employed	4	Good	0.450293	232,491	3	West Melanieton	MH	Taiwan	0	0	Low
32	Female	Bachelor's	Married	78,360	608	47,644	Home	Unemployed	1	Fair	0.112276	271,432	3	East Veronica	KY	Tajikistan	4	0	Low
24	Male	High School	Single	57,488	777	26,533	Personal	Employed	2	Fair	0.408147	null	3	Harrismouth	MN	Kenya	0	0	Medium
58	Non-binary	PhD	Widowed	64,153	658	12,202	Home	Employed	12	Fair	0.179217	186,472	null	South Lancehaven	FM	Sri Lanka	0	2	Low
30	Non-binary	Master's	Married	55,059	756	7,413	Personal	Employed	5	Good	0.494802	29,295	4	Walkerborough	WA	Tunisia	0	2	Low
59	Female	Master's	Married	77,564	612	12,357	Business	Employed	1	Good	0.453394	111,458	0	Tylerport	DE	Marshall Islands	2	1	Medium
69	Male	Master's	Widowed	null	771	8,974	Business	Employed	1	Good	0.188338	null	null	North Ronald	KS	Cuba	2	1	Low
43	Female	Master's	Married	104,156	null	30,993	Auto	Unemployed	17	Fair	0.491105	181,828	null	Alvarezfurt	MS	Norway	4	1	Low
54	Female	Master's	Divorced	null	642	22,439	Home	Employed	12	Good	0.450882	136,141	2	North Vickieborough	WV	Sudan	2	2	Low
67	Male	PhD	Single	null	672	20,203	Auto	Employed	1	Poor	0.29459	182,768	0	Lake Juliechester	MT	China	0	1	Low
66	Male	Master's	Divorced	64,764	600	25,486	Auto	Employed	17	Good	0.454796	79,556	1	New Latashabury	AZ	Reunion	1	0	Medium
32	Female	High School	Widowed	118,580	636	13,116	Home	Self-employed	7	Fair	0.120713	267,284	3	Savannahfurt	NC	Mauritius	0	1	Low
20	Female	High School	Married	41,961	612	30,866	Auto	Employed	11	Excellent	0.300161	294,593	0	Port Kentberg	CO	Brunei Darussalam	2	1	Low
35	Female	Master's	Divorced	84,766	622	20,645	Business	Unemployed	6	Fair	0.507553	77,868	3	Blackwellchester	AR	Cote d'Ivoire	1	1	Medium
47	Female	Bachelor's	Married	100,664	725	12,939	Personal	Unemployed	2	Good	0.143515	258,171	null	Port Kimberlyside	DC	Zambia	1	1	Low
36	Non-binary	Master's	Divorced	44,448	631	30,975	Auto	Self-employed	18	Good	0.19428	130,657	2	South Matthewmouth	MP	Bhutan	3	1	High
61	Male	PhD	Widowed	26,518	759	21,161	Personal	Employed	18	Poor	0.323939	135,490	1	East Timothy	CO	Zimbabwe	null	0	Low
65	Non-binary	PhD	Single	null	645	null	Business	Unemployed	14	Poor	0.56997	118,975	3	Bradyfort	ND	Botswana	4	1	Medium
68	Female	High School	Single	113,923	601	44,653	Auto	Employed	1	Good	0.270091	263,788	2	New Lindsay	OH	Mayotte	2	2	High
22	Male	PhD	Divorced	107,732	750	39,235	Business	Unemployed	19	Excellent	0.295658	62,184	4	Lake John	TN	Belarus	null	0	Medium
59	Female	Bachelor's	Divorced	117,869	745	null	Business	Employed	8	Fair	0.550514	null	1	Annborough	AK	San Marino	null	1	Low
47	Male	Bachelor's	Married	36,967	783	36,845	Auto	Unemployed	11	Fair	0.434925	null	2	South Brendashire	RI	Norfolk Island	null	1	Medium
29	Female	Bachelor's	Married	58,785	644	19,414	Home	Employed	3	Poor	0.210366	71,979	null	Crossland	AS	Costa Rica	1	1	Low
28	Male	Bachelor's	Single	83,969	671	44,332	Business	Employed	16	Fair	0.457009	88,597	0	Julieborough	FM	United States of America	2	2	Low
66	Non-binary	PhD	Divorced	111,109	664	16,734	Auto	Unemployed	0	Fair	0.20118	246,188	0	Port Frank	RI	Grenada	2	2	High
49	Non-binary	PhD	Married	24,507	676	null	Auto	Self-employed	5	Good	0.561908	131,303	2	East Seanmouth	ND	Pakistan	1	2	Low
36	Female	PhD	Widowed	52,548	766	8,458	Auto	Employed	11	Fair	0.240513	62,171	1	Simsfurt	WI	Falkland Islands (Malvinas)	3	1	Low
40	Non-binary	Bachelor's	Widowed	48,287	610	25,909	Home	Unemployed	10	Excellent	0.226011	119,245	1	Stephanieland	AZ	Hong Kong	null	2	Low
45	Female	High School	Divorced	null	798	43,226	Business	Unemployed	4	Excellent	0.506576	251,522	0	New Angelabury	VT	Faroe Islands	2	0	Low
64	Male	PhD	Married	93,471	784	23,013	Auto	Employed	8	Good	0.211859	171,215	2	North Christinestad	SD	Greenland	null	1	Low
56	Non-binary	High School	Divorced	36,600	724	26,718	Business	Unemployed	17	Excellent	0.179216	34,116	4	Henrystad	PR	Libyan Arab Jamahiriya	4	0	Low
37	Female	Master's	Widowed	117,778	null	27,540	Home	Unemployed	14	Poor	0.478088	254,284	null	Lake Ryan	IN	Cook Islands	1	0	Medium
55	Male	Bachelor's	Widowed	91,114	null	null	Auto	Self-employed	12	Poor	0.280709	235,918	0	Hermanview	NC	Chile	1	2	High
58	Male	Bachelor's	Widowed	24,383	697	40,312	Business	Employed	15	Fair	0.598184	null	3	Velezfurt	OK	Heard Island and McDonald Islands	1	2	Low
46	Male	PhD	Married	37,986	741	5,217	Personal	Unemployed	11	Excellent	0.243269	24,766	4	North Stephanie	LA	Saint Lucia	2	2	Medium
66	Male	PhD	Married	100,520	722	23,612	Business	Self-employed	12	Good	0.311233	188,023	0	Susanland	AR	Jersey	null	2	Low
27	Female	Bachelor's	Single	55,423	785	10,956	Personal	Employed	7	Fair	0.336585	73,141	4	Port Lindseyfort	MO	Saint Kitts and Nevis	1	1	Medium
68	Non-binary	High School	Widowed	107,151	754	39,626	Business	Employed	13	Fair	0.302066	147,103	1	South Aprilbury	TX	Equatorial Guinea	2	2	Low
54	Male	High School	Married	23,794	754	42,272	Personal	Unemployed	5	Good	0.534888	273,159	4	Mannmouth	MT	Angola	3	2	High
25	Male	Bachelor's	Single	107,852	729	31,976	Auto	Unemployed	13	Excellent	0.269008	35,531	2	West Ryan	IL	Vietnam	null	2	Medium
21	Female	Master's	Married	38,047	752	40,762	Home	Unemployed	4	Poor	0.343953	233,376	null	Aaronstad	NJ	Slovenia	2	0	Low
67	Female	High School	Single	null	679	5,317	Auto	Unemployed	12	Poor	0.352002	202,102	4	Jonathanmouth	DE	Guinea-Bissau	4	0	Medium
50	Female	Bachelor's	Divorced	43,324	725	16,412	Business	Self-employed	0	Fair	0.305513	201,283	null	Wardhaven	ND	Tuvalu	2	1	Low
44	Non-binary	PhD	Widowed	null	794	36,521	Personal	Self-employed	2	Fair	0.418626	122,318	2	East Martin	IL	Algeria	2	0	Low
22	Female	PhD	Divorced	64,649	null	38,312	Personal	Self-employed	0	Good	0.459164	114,375	0	Desireeville	AS	Niue	0	2	Medium
39	Male	High School	Single	20,530	null	26,736	Auto	Unemployed	11	Good	0.240661	137,469	4	Austinmouth	GU	Congo	2	1	Medium
63	Male	Bachelor's	Divorced	117,980	750	34,913	Auto	Employed	14	Fair	0.319714	79,180	4	Higginsport	IN	Myanmar	4	0	Medium
19	Male	PhD	Married	105,783	649	34,842	Home	Unemployed	14	Excellent	0.17893	169,091	4	North Lisa	PW	Serbia	3	0	High
54	Non-binary	PhD	Widowed	108,291	708	null	Personal	Self-employed	2	Good	0.269837	155,916	2	New Brandonland	OK	Swaziland	null	2	Medium
66	Male	Bachelor's	Divorced	79,893	641	8,341	Personal	Employed	5	Excellent	0.186696	213,287	4	Amberfort	VI	Oman	4	0	Medium
66	Non-binary	Bachelor's	Divorced	21,299	621	14,131	Personal	Self-employed	17	Good	0.495209	272,640	2	Karenborough	AL	Niger	2	0	Low
45	Non-binary	Master's	Divorced	37,829	618	29,082	Personal	Employed	1	Good	0.156128	44,527	null	Meaganton	WA	Iran	4	2	Low
20	Male	PhD	Single	null	643	47,450	Auto	Employed	1	Excellent	0.557895	121,853	2	Lake Christina	NY	Belize	null	0	Low
65	Male	Bachelor's	Divorced	82,713	658	15,995	Home	Employed	2	Excellent	0.333556	77,072	2	Erinchester	NJ	Andorra	1	2	Low
59	Male	High School	Divorced	37,373	743	12,455	Home	Employed	9	Poor	0.303733	166,261	2	Lake Kelsey	AL	Chile	1	1	Low
51	Male	Master's	Widowed	53,921	787	36,488	Personal	Unemployed	3	Good	0.551111	null	4	Williamsfurt	SC	Seychelles	3	1	Medium
48	Non-binary	High School	Married	null	647	49,953	Home	Self-employed	15	Excellent	0.174127	147,097	2	South Stephanie	IL	Namibia	3	2	Medium
47	Male	High School	Divorced	52,577	625	33,975	Home	Employed	7	Poor	0.25784	190,682	2	Port Randalltown	VA	Korea	2	0	Low
38	Non-binary	Master's	Single	52,903	736	37,009	Personal	Unemployed	19	Good	0.472939	291,166	2	West Carla	TX	Portugal	0	0	Medium
42	Male	High School	Single	91,859	604	35,264	Home	Self-employed	0	Poor	0.109759	null	2	Campbellborough	VT	San Marino	2	0	Medium
39	Female	Bachelor's	Widowed	36,489	609	7,961	Auto	Self-employed	9	Excellent	0.591416	181,869	2	South Lisa	ID	Mayotte	4	2	Low
41	Female	High School	Single	null	null	13,475	Home	Employed	4	Fair	0.534107	null	1	East Wayneberg	TX	Myanmar	4	2	Medium
26	Female	PhD	Married	77,589	null	10,887	Personal	Employed	14	Poor	0.412695	41,745	2	East Richard	MI	Aruba	null	2	Low
44	Male	Bachelor's	Single	102,757	null	19,965	Personal	Unemployed	7	Excellent	0.567863	81,592	2	New Jonathonfort	WV	Saint Pierre and Miquelon	4	1	Medium
34	Male	High School	Widowed	104,879	711	null	Personal	Self-employed	8	Good	0.488924	271,964	0	West Jeff	MN	Latvia	1	2	Medium
53	Male	Bachelor's	Married	32,328	688	24,731	Home	Self-employed	15	Fair	0.588002	294,239	1	Noahfort	AL	Aruba	null	0	Low
34	Male	Master's	Widowed	119,430	690	14,595	Auto	Employed	1	Good	0.227205	null	0	Joshuastad	AR	France	3	1	Low
23	Male	High School	Married	83,853	712	11,358	Business	Employed	7	Good	0.587185	166,988	3	Lake Vincent	PR	Luxembourg	2	1	Low
47	Male	PhD	Widowed	null	616	null	Auto	Unemployed	14	Fair	0.321816	208,969	3	South Justinburgh	MO	Austria	3	2	Low
25	Non-binary	Bachelor's	Married	33,727	622	33,180	Personal	Self-employed	6	Fair	0.354036	233,379	null	Nguyenland	TX	Iceland	1	1	Low
41	Non-binary	PhD	Widowed	56,660	671	46,052	Business	Self-employed	8	Good	0.172078	87,601	1	Cunninghammouth	MT	Singapore	null	2	Low
66	Male	PhD	Single	111,951	706	12,827	Auto	Self-employed	19	Excellent	0.20428	null	2	Reevesshire	SC	Jersey	3	0	Low
66	Female	PhD	Married	88,993	705	36,158	Personal	Unemployed	16	Fair	0.169031	157,492	null	Nicholastown	MH	Nauru	2	0	Low
23	Male	Bachelor's	Married	null	701	7,697	Home	Unemployed	7	Good	0.127195	null	4	Johnnyfort	KY	Senegal	3	0	Low
38	Non-binary	PhD	Married	104,614	648	40,992	Home	Unemployed	2	Fair	0.321351	166,986	3	New Shawnborough	HI	Guatemala	3	1	High
32	Male	Master's	Married	99,211	631	44,886	Personal	Unemployed	3	Fair	0.22132	123,213	1	New Dylan	SD	Rwanda	4	1	High
57	Non-binary	Master's	Divorced	null	692	35,771	Home	Employed	1	Good	0.576417	149,782	0	Leefurt	HI	Cocos (Keeling) Islands	2	2	Low
58	Non-binary	High School	Divorced	82,583	768	30,366	Home	Self-employed	9	Poor	0.576256	119,096	2	Lake Andrewmouth	PR	Algeria	4	0	Low
51	Non-binary	High School	Single	98,539	746	null	Auto	Employed	18	Excellent	0.25536	173,544	null	Guerrachester	AK	Christmas Island	1	2	Medium
18	Male	Master's	Widowed	84,162	606	5,015	Business	Self-employed	17	Poor	0.38907	275,773	1	Amandamouth	KS	Cambodia	1	2	Low
61	Female	Bachelor's	Single	25,702	650	31,654	Auto	Employed	15	Excellent	0.161251	149,488	0	South Jessicafurt	WA	Christmas Island	1	2	Low
21	Female	Bachelor's	Single	23,582	736	19,309	Personal	Unemployed	2	Good	0.464172	229,415	4	West Jennifer	OK	Romania	3	2	Low
69	Female	Master's	Divorced	49,018	783	null	Business	Self-employed	7	Poor	0.404283	295,856	3	East Mark	TN	Chad	2	1	Medium
25	Non-binary	PhD	Divorced	null	638	20,685	Personal	Employed	16	Good	0.326882	213,838	3	New Michealhaven	WV	Canada	1	0	Low
45	Female	PhD	Widowed	33,515	null	7,845	Personal	Unemployed	14	Excellent	0.130865	273,937	0	North Karen	NE	Gabon	3	0	Low
27	Male	Master's	Single	114,452	668	36,683	Auto	Self-employed	2	Poor	0.382633	191,602	4	Herrerastad	WA	French Guiana	0	2	Low
67	Male	Bachelor's	Married	null	null	37,439	Home	Unemployed	17	Fair	0.468534	36,027	3	Port Joelborough	VT	Japan	4	1	High
36	Male	Master's	Married	35,782	735	5,371	Business	Employed	10	Good	0.406847	172,202	null	South Matthewstad	IL	Vietnam	null	1	Low
33	Male	Bachelor's	Single	22,170	686	44,357	Personal	Self-employed	18	Good	0.341188	87,943	4	South Justinshire	ID	Martinique	0	0	High
38	Male	PhD	Divorced	54,563	698	32,788	Business	Self-employed	19	Poor	0.111038	240,903	1	Holmesville	SD	El Salvador	null	0	Medium

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