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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
35	Male	Bachelor's	Widowed	60,078	null	47,042	Business	Self-employed	6	Good	0.549023	273,130	2	Walterton	WV	American Samoa	2	2	Low
28	Male	High School	Widowed	79,429	null	20,031	Home	Unemployed	15	Good	0.56166	69,838	3	Ronaldville	MP	Gabon	null	2	Medium
48	Female	Bachelor's	Married	39,930	700	29,463	Home	Employed	13	Excellent	0.144902	293,823	0	Priceshire	KY	Algeria	1	1	Low
60	Female	PhD	Married	96,280	660	33,093	Auto	Employed	1	Fair	0.316572	null	1	South Eric	MS	Costa Rica	4	1	High
63	Female	Master's	Married	29,449	705	null	Home	Unemployed	0	Poor	0.575125	257,218	4	Kennethburgh	CA	French Southern Territories	2	0	Medium
30	Male	Bachelor's	Divorced	33,394	668	11,632	Home	Unemployed	11	Good	0.421124	146,156	3	Jasonmouth	OH	Oman	1	2	Low
65	Male	Bachelor's	Divorced	null	681	37,559	Personal	Unemployed	1	Poor	0.55194	null	4	Lake Kevin	RI	Iran	null	0	Low
35	Male	High School	Single	null	null	41,222	Home	Employed	3	Fair	0.567487	107,034	1	Kennedyburgh	SD	Latvia	3	0	Medium
19	Male	Master's	Widowed	65,680	780	49,391	Auto	Self-employed	11	Good	0.189489	217,226	4	New David	GA	Oman	0	0	Medium
50	Non-binary	PhD	Single	92,322	636	null	Auto	Employed	10	Fair	0.309465	99,221	3	Brittanyberg	PW	Liberia	3	2	Low
53	Male	Bachelor's	Single	70,229	787	19,299	Business	Employed	8	Excellent	0.4278	108,289	null	South Candace	FM	Ukraine	2	2	Low
62	Non-binary	High School	Divorced	97,255	625	null	Business	Unemployed	9	Fair	0.163972	151,075	0	Navarrostad	HI	Ethiopia	0	1	Low
66	Female	High School	Married	29,201	767	null	Auto	Self-employed	8	Good	0.401782	39,383	0	Wiseburgh	CA	French Guiana	1	2	Medium
20	Female	PhD	Married	108,296	null	38,487	Home	Unemployed	18	Good	0.368896	184,343	1	Adkinsberg	HI	Bosnia and Herzegovina	1	1	Medium
62	Female	Bachelor's	Widowed	33,246	704	null	Business	Unemployed	7	Poor	0.583162	99,919	4	Lake Migueltown	KS	Kyrgyz Republic	0	0	Low
20	Female	PhD	Married	46,691	622	12,848	Home	Employed	5	Excellent	0.16105	167,671	3	Austinfurt	KS	Guinea	1	0	Low
45	Male	Bachelor's	Single	92,999	null	22,807	Business	Employed	12	Good	0.254988	285,212	0	Prattberg	WV	Holy See (Vatican City State)	3	2	Low
58	Male	Bachelor's	Single	57,202	718	25,189	Home	Employed	14	Excellent	0.272009	280,458	3	South Alexis	DE	Equatorial Guinea	1	1	High
36	Male	Master's	Widowed	35,380	624	26,385	Auto	Unemployed	5	Good	0.165656	89,562	1	Sullivantown	ND	American Samoa	4	1	Low
47	Female	Master's	Divorced	30,011	660	47,440	Home	Employed	11	Good	0.178933	null	0	Darleneside	OH	Comoros	3	2	Medium
59	Non-binary	Bachelor's	Single	58,767	610	null	Home	Employed	5	Poor	0.209787	null	0	Deborahville	GA	Namibia	null	1	Medium
36	Male	Master's	Married	104,825	709	45,200	Business	Self-employed	10	Good	0.591064	115,581	2	Lake Ryan	WI	Togo	3	0	Medium
62	Non-binary	Master's	Widowed	113,439	706	21,151	Personal	Unemployed	3	Excellent	0.396455	183,617	4	Hansontown	PA	Monaco	0	2	High
59	Non-binary	PhD	Widowed	41,983	760	20,712	Business	Self-employed	11	Poor	0.136519	287,348	3	Nancyland	WY	Yemen	0	0	Medium
48	Non-binary	PhD	Married	75,211	717	null	Auto	Employed	9	Fair	0.38314	null	0	Micheleborough	WV	Cote d'Ivoire	4	1	Medium
35	Male	High School	Divorced	null	684	12,589	Auto	Unemployed	14	Poor	0.104422	123,901	4	Smithhaven	AL	Iraq	1	0	Low
58	Female	PhD	Divorced	102,598	692	44,194	Home	Self-employed	14	Fair	0.554209	195,574	0	North Adrienne	ME	Norfolk Island	1	1	Low
67	Female	Bachelor's	Widowed	111,951	748	9,291	Home	Unemployed	0	Poor	0.234599	252,588	4	New Martinview	NH	Korea	1	2	Low
43	Male	PhD	Married	94,801	610	null	Personal	Employed	18	Good	0.469866	58,921	0	East Tina	NJ	Georgia	2	0	Medium
69	Non-binary	High School	Married	108,992	675	45,003	Business	Self-employed	3	Excellent	0.479067	null	3	Dunnfort	LA	Guatemala	0	2	High
36	Non-binary	PhD	Divorced	50,804	750	32,209	Personal	Unemployed	6	Good	0.120996	173,388	null	Wallaceland	VA	Argentina	null	0	Low
18	Female	PhD	Single	22,257	null	17,810	Personal	Employed	13	Excellent	0.527991	null	2	Port Victorville	NC	Northern Mariana Islands	2	0	Medium
49	Female	Bachelor's	Widowed	69,678	628	39,128	Personal	Employed	6	Excellent	0.25723	20,845	4	New Jamieshire	VA	Papua New Guinea	2	1	Medium
41	Male	Master's	Divorced	100,225	null	16,448	Auto	Self-employed	18	Excellent	0.166771	31,188	3	North Kevinfurt	WY	Micronesia	0	2	Medium
34	Non-binary	Master's	Married	null	null	8,387	Auto	Unemployed	5	Poor	0.476044	null	2	Danielleberg	NC	Reunion	2	1	High
50	Female	High School	Married	76,630	null	37,987	Personal	Unemployed	13	Excellent	0.340081	208,475	null	Bradshire	IN	Zimbabwe	2	2	Low
59	Non-binary	Bachelor's	Divorced	57,377	732	null	Personal	Self-employed	10	Poor	0.187489	247,568	null	Lindsayfort	MA	France	1	0	Low
61	Female	High School	Widowed	29,144	699	45,584	Auto	Unemployed	12	Poor	0.392386	115,059	4	South Janet	NE	Sao Tome and Principe	null	1	Medium
60	Female	Master's	Divorced	53,738	606	30,180	Business	Unemployed	5	Excellent	0.309857	260,689	0	West Colinside	NJ	Reunion	null	0	High
29	Male	PhD	Married	85,623	null	8,423	Home	Self-employed	5	Good	0.389649	272,097	1	North Kimberly	SD	Christmas Island	0	1	Low
60	Male	Bachelor's	Divorced	52,402	693	32,450	Personal	Self-employed	5	Good	0.456792	105,090	null	New Jonathanchester	NJ	Tajikistan	0	1	High
22	Male	High School	Single	31,255	632	27,090	Business	Unemployed	19	Poor	0.23099	246,600	0	Millertown	SC	Antarctica (the territory South of 60 deg S)	1	0	Low
48	Non-binary	Master's	Widowed	20,637	714	28,419	Business	Unemployed	11	Poor	0.477167	53,007	0	New Jillian	AR	Macao	4	2	Medium
24	Male	High School	Married	null	616	46,877	Personal	Employed	1	Poor	0.4091	null	null	New Cynthia	OR	Djibouti	1	0	Low
55	Non-binary	PhD	Single	64,858	616	25,311	Home	Self-employed	15	Poor	0.368359	133,275	4	Boydmouth	MA	Uganda	null	2	Low
44	Male	Master's	Single	109,422	763	null	Personal	Self-employed	6	Good	0.260628	45,112	4	Manuelhaven	SD	Norfolk Island	2	1	Medium
28	Non-binary	Master's	Married	74,869	635	49,683	Home	Unemployed	12	Poor	0.48288	143,723	null	Port Kim	UT	Philippines	2	2	High
22	Male	Bachelor's	Divorced	84,143	711	40,091	Auto	Self-employed	6	Poor	0.512494	208,670	4	Kelleyport	NC	Turkey	null	0	Medium
29	Non-binary	PhD	Widowed	null	641	12,612	Auto	Unemployed	19	Excellent	0.298411	154,815	2	East Paulfurt	NJ	Reunion	1	1	Low
64	Female	High School	Widowed	98,845	796	36,647	Auto	Unemployed	11	Fair	0.207544	96,916	3	East Emily	IL	French Guiana	1	0	Medium
62	Female	High School	Widowed	null	null	19,905	Personal	Employed	12	Fair	0.39445	246,176	4	North Edwardburgh	KS	French Guiana	null	0	Low
42	Female	Bachelor's	Single	55,065	738	null	Business	Self-employed	18	Good	0.26315	84,002	2	Christopherport	IA	Marshall Islands	3	1	Medium
27	Non-binary	Bachelor's	Widowed	null	null	17,340	Auto	Employed	14	Excellent	0.36309	242,605	1	Bradshawland	MN	Bermuda	1	0	Low
54	Non-binary	PhD	Married	65,414	727	14,464	Business	Self-employed	0	Fair	0.225732	238,387	3	South Jackchester	FM	Congo	4	1	Low
64	Non-binary	High School	Married	84,367	742	25,273	Personal	Unemployed	5	Excellent	0.256511	214,443	0	West Robert	GA	Ghana	3	1	Low
69	Non-binary	PhD	Single	118,171	null	14,941	Home	Unemployed	15	Excellent	0.135646	153,752	null	Monicashire	IL	Paraguay	1	1	Low
50	Female	High School	Married	31,842	601	null	Personal	Unemployed	13	Good	0.260617	124,952	2	Garymouth	MD	Liechtenstein	3	0	High
44	Female	PhD	Divorced	100,051	797	12,904	Auto	Self-employed	9	Poor	0.252571	42,789	1	Christopherbury	FM	Seychelles	3	2	Low
69	Non-binary	High School	Single	46,578	653	38,953	Business	Unemployed	14	Excellent	0.380223	224,391	2	West John	ID	Thailand	0	0	Low
68	Female	Bachelor's	Divorced	22,994	685	null	Business	Employed	10	Excellent	0.519373	138,295	0	Rodriguezview	MS	Nauru	1	1	Low
58	Male	PhD	Divorced	68,122	null	27,730	Auto	Self-employed	16	Fair	0.441141	239,183	1	Jessicaside	ME	Wallis and Futuna	2	0	Low
41	Female	Bachelor's	Divorced	67,147	725	36,619	Personal	Self-employed	5	Good	0.338751	176,248	null	Finleymouth	OK	Latvia	2	2	Low
41	Non-binary	High School	Widowed	45,706	625	null	Home	Employed	6	Fair	0.240625	288,497	4	Kerrichester	ND	Guatemala	0	0	Medium
34	Male	PhD	Married	25,962	null	9,538	Business	Self-employed	13	Poor	0.128955	147,525	1	New Jeanne	TN	Russian Federation	3	2	Low
33	Non-binary	High School	Single	99,903	null	null	Personal	Self-employed	5	Good	0.445337	146,407	4	Michaelbury	MO	Marshall Islands	2	0	Medium
66	Non-binary	PhD	Single	24,570	702	19,271	Personal	Self-employed	8	Poor	0.543569	188,503	1	South Deanville	GU	Jersey	null	0	Medium
24	Female	Master's	Divorced	69,631	728	13,670	Home	Employed	11	Poor	0.100511	null	1	West Steven	IA	Sudan	0	1	Low
38	Non-binary	Master's	Divorced	20,511	640	26,535	Personal	Unemployed	4	Fair	0.292157	188,273	3	Amyborough	AS	Uzbekistan	3	2	Low
47	Female	Master's	Married	null	773	20,765	Business	Self-employed	4	Fair	0.475272	263,379	null	Lake Mark	PA	United States Virgin Islands	1	2	Low
51	Non-binary	High School	Widowed	106,089	727	null	Personal	Unemployed	18	Excellent	0.594408	244,952	2	North Rachelville	NE	French Guiana	null	1	Low
63	Non-binary	PhD	Married	null	629	35,169	Personal	Self-employed	5	Poor	0.172989	191,837	0	West Samuel	HI	Greece	3	0	Low
41	Non-binary	Bachelor's	Single	117,930	710	37,918	Personal	Self-employed	12	Good	0.531516	109,943	0	New Beth	GU	Russian Federation	1	2	Low
19	Female	High School	Divorced	null	null	45,377	Personal	Self-employed	19	Poor	0.599016	165,028	2	North Jessicabury	CA	Guinea	4	2	Low
45	Male	PhD	Widowed	108,576	681	39,650	Home	Employed	12	Excellent	0.269272	297,080	1	Nancyland	AK	Nicaragua	4	2	High
50	Female	Bachelor's	Widowed	null	791	48,418	Business	Self-employed	9	Good	0.479853	26,373	4	Port Kellyville	IA	Madagascar	4	1	Medium
34	Non-binary	Master's	Widowed	116,185	674	49,631	Auto	Self-employed	14	Fair	0.448144	39,210	3	Cabrerafurt	VA	Canada	2	2	Medium
45	Male	PhD	Widowed	105,054	604	25,599	Business	Unemployed	8	Poor	0.342771	null	0	Port Tammy	UT	Zambia	null	2	Medium
46	Male	High School	Single	80,051	602	14,785	Home	Unemployed	15	Excellent	0.472969	105,473	3	North Carlville	VA	Cyprus	null	1	Medium
44	Non-binary	PhD	Divorced	36,099	731	null	Personal	Unemployed	18	Good	0.563648	253,130	1	Clarkshire	MH	Antigua and Barbuda	2	2	Medium
33	Non-binary	Master's	Widowed	47,332	698	26,987	Auto	Self-employed	6	Poor	0.513242	287,648	2	East Bradleyfort	MT	Portugal	4	1	Low
34	Non-binary	Master's	Married	32,289	787	27,902	Home	Self-employed	12	Good	0.312439	217,519	2	New Brandonmouth	NC	Slovenia	null	0	Medium
54	Female	PhD	Widowed	64,619	748	45,256	Personal	Self-employed	15	Good	0.451955	90,998	0	West John	IN	Congo	4	0	Medium
58	Non-binary	PhD	Single	43,401	716	10,730	Home	Self-employed	9	Fair	0.43601	101,035	3	New James	NC	Senegal	3	2	Low
43	Female	PhD	Single	37,127	707	10,143	Auto	Self-employed	17	Good	0.198386	181,885	null	Duranfurt	CO	Lebanon	4	0	Medium
31	Non-binary	Master's	Married	116,629	655	null	Business	Unemployed	4	Excellent	0.479836	null	0	New Brittany	UT	South Africa	1	2	Low
27	Non-binary	Bachelor's	Single	112,800	602	16,315	Auto	Self-employed	18	Excellent	0.42886	144,939	4	Hamiltonburgh	IL	Pakistan	0	1	Low
54	Non-binary	Master's	Divorced	51,876	null	13,524	Auto	Self-employed	5	Fair	0.166654	58,961	2	New Joyce	TN	Tonga	0	0	Low
22	Female	High School	Widowed	101,165	750	49,209	Auto	Employed	1	Good	0.244359	218,452	4	Baldwinbury	NY	Gibraltar	4	0	Low
61	Female	Master's	Widowed	65,217	717	36,583	Personal	Employed	9	Poor	0.388684	35,353	1	South Miguelhaven	PR	Netherlands Antilles	3	0	Low
23	Female	PhD	Divorced	55,892	613	25,251	Auto	Unemployed	0	Poor	0.210675	242,805	null	Johnsonview	LA	Timor-Leste	1	2	Low
26	Non-binary	Bachelor's	Married	101,803	null	6,104	Home	Unemployed	16	Excellent	0.430373	null	4	Ramirezside	DE	Congo	1	0	Medium
41	Non-binary	Bachelor's	Single	95,188	742	45,985	Home	Self-employed	8	Good	0.124809	68,321	null	Port David	DE	Kiribati	3	1	Low
38	Female	PhD	Single	52,145	764	40,934	Business	Self-employed	16	Excellent	0.263213	281,354	2	Port Nicholasview	MI	Burundi	3	2	Low
43	Male	Master's	Single	70,411	646	40,903	Personal	Self-employed	16	Poor	0.537183	285,617	3	Lake Sara	NC	Hungary	2	2	Medium
35	Female	Bachelor's	Divorced	65,335	667	48,902	Business	Unemployed	2	Good	0.182378	96,690	1	Lake Stacey	MT	New Caledonia	4	0	Medium
48	Female	High School	Divorced	56,527	795	45,248	Personal	Employed	1	Fair	0.28055	230,419	null	South William	AK	Afghanistan	4	1	Low
48	Female	PhD	Single	43,333	649	7,396	Business	Unemployed	8	Poor	0.272698	218,463	0	South Michellehaven	AR	Israel	4	1	Medium
69	Female	High School	Divorced	36,708	746	null	Business	Self-employed	6	Good	0.569956	54,485	4	Port Jennifer	NE	Kiribati	4	2	Low
18	Non-binary	PhD	Divorced	71,265	753	11,246	Home	Self-employed	5	Poor	0.56559	275,641	2	East Antonioview	MS	Armenia	null	1	High
32	Non-binary	High School	Married	86,635	731	25,328	Personal	Employed	6	Good	0.468655	199,952	0	Port Jennifer	IN	United States of America	4	0	Low

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