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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
31	Non-binary	Master's	Widowed	85,126	758	47,582	Business	Self-employed	0	Fair	0.111882	139,127	3	New Tara	UT	Monaco	3	1	Low
39	Non-binary	Master's	Single	69,954	737	45,417	Business	Unemployed	2	Good	0.242217	140,211	2	Phillipsville	DC	United States Virgin Islands	1	1	High
34	Non-binary	Bachelor's	Widowed	26,089	738	null	Business	Unemployed	4	Poor	0.143258	84,638	null	Vincentside	IA	Turkey	4	0	Low
29	Non-binary	High School	Single	35,787	723	13,612	Home	Self-employed	3	Good	0.409583	158,141	0	South William	AL	New Zealand	null	2	Medium
38	Male	Bachelor's	Widowed	106,743	776	13,904	Home	Employed	15	Poor	0.181199	223,465	0	Erinburgh	LA	Anguilla	2	1	Low
58	Male	Bachelor's	Married	20,111	617	47,649	Auto	Self-employed	9	Fair	0.598395	82,631	4	Matthewville	CA	Aruba	3	0	Low
40	Female	Master's	Widowed	98,038	null	25,545	Home	Self-employed	11	Good	0.524564	215,590	4	Cassandrashire	KY	Reunion	0	2	Low
49	Male	High School	Single	78,915	738	26,829	Home	Self-employed	0	Fair	0.121136	null	1	Donaldburgh	NH	Nigeria	null	0	Low
46	Female	High School	Widowed	59,115	653	null	Auto	Employed	17	Poor	0.428499	138,327	2	East Amberhaven	MS	Iraq	1	1	Low
57	Female	Bachelor's	Divorced	37,667	667	6,168	Home	Unemployed	15	Excellent	0.461787	258,584	3	Hughesland	ND	United States of America	1	0	Low
47	Non-binary	PhD	Widowed	106,379	643	13,058	Business	Employed	3	Good	0.446606	281,921	1	Nicholasville	IL	Croatia	0	1	Low
55	Male	Master's	Single	83,537	794	49,471	Auto	Self-employed	3	Excellent	0.457185	189,491	1	West Krista	CO	Jordan	3	1	Medium
66	Female	PhD	Single	113,140	767	22,705	Personal	Employed	4	Fair	0.158688	86,819	null	New Josephchester	VI	Angola	4	0	Medium
64	Female	Bachelor's	Widowed	64,544	null	null	Business	Employed	0	Fair	0.555832	79,448	0	South Adam	FL	Andorra	null	1	Low
36	Male	Master's	Married	68,980	706	null	Home	Unemployed	5	Fair	0.129568	249,171	0	West Frank	UT	French Southern Territories	4	1	Medium
21	Male	Master's	Married	36,713	646	null	Auto	Employed	2	Excellent	0.287243	122,630	2	New Kennethstad	WY	Western Sahara	3	0	Low
69	Male	Master's	Divorced	103,790	606	7,569	Personal	Unemployed	7	Poor	0.44571	167,752	0	Christieberg	AK	Gabon	2	2	Medium
54	Female	PhD	Married	103,408	637	null	Personal	Unemployed	18	Fair	0.42172	173,314	4	North Thomasfort	IL	Vanuatu	4	1	Medium
63	Male	Bachelor's	Single	50,284	null	25,854	Business	Employed	8	Excellent	0.318769	null	2	North Stevenfort	DE	Bangladesh	2	0	Medium
20	Non-binary	PhD	Divorced	58,886	634	29,467	Business	Self-employed	9	Excellent	0.419013	237,500	2	Howardmouth	DE	Austria	1	1	Low
33	Female	PhD	Divorced	70,126	null	null	Personal	Employed	14	Poor	0.352426	293,870	1	Bennettshire	DE	Madagascar	4	0	Low
38	Non-binary	PhD	Widowed	116,134	673	38,012	Business	Unemployed	1	Fair	0.317519	163,283	4	Hesschester	NE	Tajikistan	0	1	Medium
64	Male	Master's	Widowed	104,528	667	14,773	Business	Unemployed	19	Fair	0.390384	30,027	2	Lake Michaelburgh	NH	Nepal	null	2	Medium
55	Non-binary	PhD	Married	85,428	686	46,494	Auto	Employed	11	Excellent	0.533895	289,350	0	New Kevin	ND	Barbados	0	2	Low
58	Non-binary	High School	Divorced	79,263	663	35,453	Home	Self-employed	13	Good	0.307784	184,397	1	Wesleyberg	MS	Saint Kitts and Nevis	4	2	Low
40	Non-binary	Master's	Single	119,770	null	14,345	Auto	Self-employed	10	Excellent	0.187157	null	3	West Katelynmouth	TN	Samoa	2	1	Low
37	Male	Master's	Divorced	102,627	726	5,742	Home	Self-employed	19	Excellent	0.243371	127,341	0	Lake Christophermouth	AS	South Africa	0	1	Low
44	Female	Master's	Widowed	20,020	755	25,931	Home	Unemployed	13	Good	0.11854	220,578	3	Lopezborough	AS	Latvia	3	2	Low
50	Non-binary	Master's	Married	null	728	8,379	Personal	Self-employed	19	Poor	0.160321	124,591	2	West John	WY	Pitcairn Islands	0	0	Medium
69	Female	High School	Married	38,443	716	16,574	Home	Employed	8	Good	0.267372	null	null	Lisachester	IL	Cape Verde	3	2	Low
36	Male	Master's	Married	60,376	717	46,259	Home	Employed	14	Poor	0.124325	171,529	3	Berryburgh	PR	New Zealand	2	2	Medium
45	Non-binary	PhD	Married	62,680	602	27,567	Personal	Self-employed	17	Excellent	0.105472	167,936	2	South William	IN	Solomon Islands	3	2	Medium
51	Female	Master's	Divorced	118,376	655	37,116	Business	Self-employed	14	Excellent	0.492981	30,255	4	Lake Matthewmouth	NY	Maldives	3	1	Low
38	Male	Bachelor's	Widowed	115,658	686	null	Home	Self-employed	18	Fair	0.581425	241,334	3	Frazierchester	AZ	Uzbekistan	1	2	Medium
49	Female	High School	Divorced	85,296	763	46,321	Auto	Unemployed	18	Poor	0.425184	159,893	3	Farmerton	PR	Lao People's Democratic Republic	0	0	Low
55	Male	Master's	Married	33,615	779	28,586	Home	Unemployed	19	Excellent	0.150939	172,436	null	Port Debraville	CA	Thailand	2	2	Low
55	Male	Master's	Divorced	29,445	672	18,612	Auto	Employed	13	Good	0.197292	284,223	null	Daniellemouth	FM	Seychelles	null	1	Low
54	Female	PhD	Widowed	26,654	621	43,025	Auto	Unemployed	18	Fair	0.414054	231,092	4	Danielleport	VT	South Georgia and the South Sandwich Islands	null	2	Medium
64	Male	PhD	Widowed	80,887	621	42,590	Auto	Self-employed	16	Fair	0.162945	124,775	0	Lake Lauren	RI	Faroe Islands	2	1	High
61	Male	PhD	Married	27,983	618	14,960	Auto	Employed	15	Good	0.598636	98,494	4	Veronicafurt	OR	Grenada	2	1	Medium
39	Female	PhD	Married	44,099	693	null	Home	Employed	5	Fair	0.534924	27,893	null	Jamesbury	PA	Panama	4	1	Medium
20	Non-binary	Bachelor's	Married	40,946	641	40,878	Auto	Unemployed	7	Poor	0.492217	205,267	1	Billymouth	IN	Cote d'Ivoire	null	1	Low
60	Female	High School	Divorced	110,568	677	38,622	Home	Unemployed	7	Good	0.102343	193,024	4	Port Deborahton	AR	Bouvet Island (Bouvetoya)	0	1	Medium
67	Female	Bachelor's	Married	80,029	608	null	Personal	Unemployed	5	Good	0.478161	197,349	4	Markton	NE	Haiti	3	2	Low
47	Non-binary	PhD	Single	41,383	716	24,634	Home	Self-employed	4	Good	0.395626	261,407	0	Lake Diana	LA	Botswana	3	1	Low
51	Female	Master's	Divorced	95,756	779	5,418	Personal	Unemployed	14	Fair	0.104826	231,321	1	Port Jennifer	TX	Christmas Island	2	0	Low
43	Non-binary	PhD	Widowed	null	759	null	Home	Self-employed	4	Good	0.435052	260,856	null	North Jessica	WY	Anguilla	0	1	Low
31	Female	Master's	Single	102,895	626	12,628	Personal	Unemployed	6	Excellent	0.117494	138,061	0	Kennethberg	UT	Saint Kitts and Nevis	1	0	Medium
66	Non-binary	Master's	Married	42,796	643	45,372	Home	Unemployed	8	Poor	0.398507	106,770	2	West Aprilbury	RI	Svalbard & Jan Mayen Islands	0	2	Low
51	Male	PhD	Married	null	null	49,661	Home	Self-employed	3	Excellent	0.235373	157,013	3	Lake Andrea	VI	Norfolk Island	0	2	Medium
54	Female	Bachelor's	Married	34,255	656	null	Personal	Employed	2	Poor	0.148903	218,690	0	East Sarahfurt	SD	Saint Barthelemy	0	1	Low
43	Male	Master's	Divorced	43,908	663	7,342	Auto	Unemployed	15	Excellent	0.201524	129,290	1	Rodriguezchester	AL	Pitcairn Islands	3	1	Low
39	Female	PhD	Divorced	99,781	605	13,283	Business	Employed	1	Poor	0.268223	49,282	2	Newtonchester	SC	Mauritius	4	0	Low
28	Male	High School	Married	113,278	708	17,209	Auto	Unemployed	7	Good	0.43751	232,664	2	Sandramouth	DC	Heard Island and McDonald Islands	0	0	Medium
45	Male	PhD	Divorced	null	727	17,291	Home	Unemployed	17	Poor	0.317756	null	2	West Scott	FL	Singapore	null	1	Medium
55	Female	PhD	Widowed	null	618	7,571	Personal	Unemployed	3	Poor	0.446077	null	1	New Terriview	MS	Cyprus	2	1	Low
42	Non-binary	Master's	Widowed	23,665	721	null	Personal	Unemployed	17	Excellent	0.161435	159,133	null	North Stephanie	MH	Northern Mariana Islands	2	1	Medium
49	Male	PhD	Divorced	35,015	610	30,112	Personal	Employed	8	Poor	0.556568	176,368	2	Lake Jamesside	NM	Suriname	4	1	Low
65	Male	PhD	Divorced	90,423	671	null	Home	Self-employed	17	Excellent	0.466873	151,865	null	East Krystaltown	NM	Dominica	null	0	Low
43	Male	Bachelor's	Widowed	null	772	43,610	Personal	Unemployed	13	Poor	0.410373	215,162	4	Lake Nichole	NY	Ethiopia	2	0	Medium
43	Male	PhD	Married	63,950	734	32,122	Home	Employed	1	Good	0.552133	30,909	2	Shannonview	DE	Venezuela	null	0	Low
65	Female	PhD	Married	41,078	693	22,054	Auto	Employed	3	Fair	0.513545	268,179	0	Kennedyfurt	NY	United Kingdom	1	2	Low
60	Male	High School	Widowed	84,372	781	40,873	Personal	Unemployed	17	Excellent	0.58795	20,594	3	North Glenton	MO	Tajikistan	3	1	Medium
63	Male	Master's	Single	63,426	607	41,194	Auto	Self-employed	18	Poor	0.237556	127,986	4	Michaelview	FL	Cyprus	0	1	Medium
31	Non-binary	Master's	Divorced	117,449	615	19,272	Home	Employed	2	Poor	0.100897	null	2	East Rachelberg	CO	Puerto Rico	3	1	Low
59	Male	High School	Divorced	72,763	620	null	Business	Unemployed	18	Fair	0.532541	null	4	Williammouth	GU	Cape Verde	4	0	Low
33	Female	PhD	Married	74,104	679	34,852	Auto	Employed	3	Good	0.365971	99,815	1	North Brittany	FM	Uganda	0	0	Medium
41	Female	Bachelor's	Single	23,526	668	44,164	Business	Unemployed	16	Poor	0.507585	104,242	3	Wellsland	GA	Portugal	3	2	Low
19	Non-binary	Master's	Married	39,215	791	48,064	Personal	Employed	2	Fair	0.15297	22,330	3	Powellmouth	OK	Cayman Islands	0	1	Low
39	Male	Master's	Married	70,665	646	null	Home	Unemployed	6	Excellent	0.207785	194,731	0	South Angela	NE	Bouvet Island (Bouvetoya)	2	0	Low
69	Non-binary	Bachelor's	Widowed	25,149	797	44,799	Home	Unemployed	7	Good	0.347965	null	1	Daniellestad	CT	Italy	0	1	Medium
53	Non-binary	PhD	Divorced	22,871	799	38,076	Home	Unemployed	12	Poor	0.502281	null	3	Maryfort	ND	Sierra Leone	2	0	Medium
62	Male	High School	Widowed	118,261	null	35,944	Business	Unemployed	12	Fair	0.190522	120,061	null	Stephanieview	NJ	Greenland	null	0	Low
18	Non-binary	Bachelor's	Widowed	null	752	23,805	Auto	Unemployed	15	Good	0.319117	null	3	New Jennifer	AL	Sri Lanka	3	1	Medium
49	Non-binary	Master's	Widowed	96,521	685	35,748	Personal	Employed	3	Excellent	0.518551	251,390	3	Dariusfurt	NC	Brunei Darussalam	3	2	Low
31	Male	PhD	Single	98,243	794	29,377	Business	Self-employed	10	Poor	0.280087	261,647	1	Port Andrea	FL	France	null	0	High
25	Female	PhD	Married	101,993	null	25,155	Home	Self-employed	8	Good	0.184614	154,004	null	North Dennismouth	MN	Benin	0	2	Low
23	Non-binary	High School	Divorced	101,451	697	12,183	Auto	Self-employed	4	Good	0.405273	180,520	0	Josephview	UT	Somalia	0	2	Medium
65	Male	PhD	Divorced	67,719	773	5,977	Business	Employed	11	Fair	0.253346	131,562	1	East Larrychester	MH	Bolivia	2	0	Low
33	Non-binary	High School	Single	96,830	651	44,342	Personal	Self-employed	13	Good	0.360912	249,934	2	Tylerstad	NY	Solomon Islands	2	2	Low
39	Female	PhD	Divorced	null	744	18,608	Business	Unemployed	13	Fair	0.548263	122,611	3	Alexanderville	VI	Northern Mariana Islands	0	2	Low
64	Female	PhD	Married	44,104	777	27,478	Auto	Self-employed	11	Excellent	0.230464	245,991	3	Christopherville	AL	Togo	1	2	High
61	Male	High School	Divorced	50,869	780	29,214	Home	Employed	9	Fair	0.14381	59,883	3	Jonesborough	MO	Niue	3	1	Medium
42	Male	High School	Single	109,791	713	null	Auto	Employed	0	Good	0.222246	130,627	1	East Nicholas	ME	Jamaica	null	0	Low
32	Non-binary	High School	Divorced	null	797	6,082	Personal	Self-employed	5	Good	0.356577	172,521	4	Lake Annfort	MT	Kazakhstan	1	2	High
54	Female	Bachelor's	Widowed	117,208	null	10,067	Business	Unemployed	5	Poor	0.219264	119,840	null	Lake Miguelland	NH	Kiribati	2	1	Low
49	Male	Bachelor's	Single	40,504	null	43,794	Business	Unemployed	16	Excellent	0.295843	227,453	1	South Richard	MA	Tuvalu	1	2	Low
51	Male	PhD	Divorced	110,299	676	42,327	Personal	Unemployed	15	Good	0.275094	259,063	4	Washingtonfort	NE	Saint Kitts and Nevis	null	2	Medium
36	Female	High School	Widowed	104,545	null	22,151	Auto	Employed	12	Poor	0.274586	152,985	3	Port Stevenburgh	NH	Egypt	null	1	Medium
26	Female	High School	Married	37,421	608	42,860	Business	Employed	15	Fair	0.110721	38,803	2	Matthewfort	CA	Angola	0	1	Medium
68	Female	High School	Married	59,618	691	40,129	Home	Unemployed	7	Good	0.248111	86,068	2	Evelynstad	MO	Zambia	null	0	Low
28	Female	Master's	Divorced	47,608	687	11,553	Home	Unemployed	11	Excellent	0.161807	43,377	0	Brewerbury	AR	Mali	0	0	Medium
69	Female	PhD	Divorced	56,317	799	8,907	Personal	Unemployed	11	Good	0.440079	186,194	2	East Brendaville	MO	Yemen	4	2	Low
66	Non-binary	High School	Widowed	80,361	738	39,262	Home	Self-employed	12	Excellent	0.394556	49,342	1	Floresland	WY	Wallis and Futuna	4	0	High
25	Male	Master's	Single	92,170	636	null	Auto	Self-employed	15	Poor	0.1247	275,153	1	South Chadburgh	MH	Palestinian Territory	null	0	Medium
28	Female	Bachelor's	Widowed	101,113	744	null	Business	Employed	14	Fair	0.187132	265,433	0	East Christopherchester	NH	Brunei Darussalam	2	2	Low
44	Male	Bachelor's	Single	null	728	37,802	Personal	Employed	0	Good	0.362748	67,164	null	Joyshire	ND	Benin	4	2	High
60	Non-binary	Master's	Married	100,399	757	5,017	Personal	Unemployed	3	Good	0.282952	45,250	3	North Luis	OH	Zimbabwe	1	0	Low
30	Non-binary	PhD	Divorced	86,470	608	null	Home	Self-employed	14	Fair	0.408675	202,320	0	Aprilville	WI	Bermuda	0	0	Low
23	Female	PhD	Divorced	110,841	694	6,085	Home	Unemployed	4	Fair	0.153659	117,573	null	South Tammyton	AR	Cambodia	3	0	Medium

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