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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
29	Female	High School	Single	null	null	44,916	Personal	Unemployed	9	Fair	0.267608	208,004	1	Fosterfurt	MA	United States of America	1	0	Low
27	Non-binary	PhD	Widowed	112,944	754	23,134	Business	Self-employed	3	Fair	0.218628	262,415	0	Schneiderside	CO	Spain	0	2	Low
18	Non-binary	Bachelor's	Single	null	762	24,146	Business	Self-employed	2	Excellent	0.131927	127,778	2	North Trevorstad	ND	Argentina	1	0	Medium
40	Non-binary	Master's	Widowed	78,945	681	46,566	Business	Self-employed	2	Fair	0.505321	142,655	2	Port Michelle	MI	Chile	4	1	Low
22	Non-binary	PhD	Married	93,613	null	null	Home	Self-employed	3	Poor	0.195312	64,882	3	West Tammy	UT	Lao People's Democratic Republic	1	1	Low
25	Non-binary	High School	Widowed	89,057	698	28,345	Home	Self-employed	17	Good	0.530447	120,350	0	Thompsonmouth	AR	Grenada	null	2	Low
65	Non-binary	High School	Widowed	null	708	10,687	Home	Unemployed	7	Fair	0.255482	null	3	Lake Dawnmouth	NC	Mongolia	1	1	High
46	Female	High School	Divorced	79,577	687	31,009	Home	Self-employed	3	Fair	0.123577	138,916	3	Floresland	KS	Maldives	2	0	Low
29	Male	Bachelor's	Widowed	60,002	null	49,445	Personal	Unemployed	14	Fair	0.289049	123,908	2	Hahnmouth	WV	Guam	2	2	Low
33	Female	High School	Single	34,923	739	28,801	Business	Employed	3	Poor	0.339884	49,490	1	North Daniel	CT	Iceland	null	0	High
34	Male	PhD	Married	36,087	656	29,525	Auto	Self-employed	4	Excellent	0.423601	140,677	2	Lake Jasonshire	TX	Netherlands Antilles	1	1	Low
23	Male	Bachelor's	Married	37,565	776	14,096	Home	Employed	18	Excellent	0.44396	234,100	2	Lake Sergio	NH	Zambia	1	1	Medium
27	Female	Bachelor's	Divorced	26,918	null	28,638	Home	Unemployed	13	Excellent	0.437138	89,578	2	West Dominic	HI	Nigeria	1	0	Medium
64	Non-binary	Bachelor's	Widowed	null	680	26,275	Personal	Unemployed	15	Fair	0.109639	178,845	3	Harrisfort	NV	Bahamas	2	1	Medium
38	Male	High School	Married	117,229	684	10,773	Home	Self-employed	2	Excellent	0.405929	134,939	4	New Michaeltown	NC	Philippines	4	1	Low
24	Male	Bachelor's	Married	41,891	605	27,170	Auto	Unemployed	2	Poor	0.186404	207,862	3	Weberfurt	ME	Greece	3	2	Medium
59	Non-binary	Bachelor's	Single	117,367	686	41,142	Personal	Employed	10	Good	0.593264	183,278	1	West Cristina	CT	Guinea-Bissau	1	2	Medium
52	Male	PhD	Widowed	82,288	749	44,630	Home	Unemployed	8	Poor	0.411284	187,450	0	Jessicachester	OR	United States of America	3	0	High
51	Female	High School	Widowed	31,123	700	28,815	Auto	Employed	18	Fair	0.300203	297,720	1	New Garrettport	SC	Sudan	1	0	Low
40	Non-binary	High School	Widowed	47,648	622	null	Auto	Unemployed	12	Excellent	0.243104	239,101	2	Smithborough	NH	Samoa	4	0	Medium
47	Female	PhD	Married	56,894	712	28,078	Home	Employed	17	Fair	0.598292	195,207	null	West Samanthastad	OH	Afghanistan	2	1	Low
56	Female	PhD	Married	39,622	603	30,534	Business	Self-employed	3	Excellent	0.242719	22,884	1	East Shannon	CO	Trinidad and Tobago	4	0	Medium
36	Male	PhD	Divorced	21,333	671	47,760	Home	Employed	16	Excellent	0.146516	30,875	4	Thompsonland	NE	Chad	1	1	Low
46	Female	PhD	Divorced	108,707	711	44,482	Personal	Employed	13	Fair	0.287339	233,329	3	Petersenside	OR	Poland	null	1	Low
41	Non-binary	PhD	Single	30,652	759	32,984	Home	Self-employed	5	Poor	0.535031	199,700	1	Michaeltown	PA	Cayman Islands	0	2	Low
42	Non-binary	Bachelor's	Married	113,052	628	30,379	Auto	Employed	5	Fair	0.579106	145,696	4	Lake Cameron	NM	Andorra	0	0	Medium
62	Female	PhD	Divorced	null	null	7,628	Auto	Employed	13	Good	0.147223	168,793	1	Guerraland	AR	Ghana	2	1	Low
26	Female	Master's	Married	109,247	740	null	Business	Unemployed	17	Good	0.576119	42,144	3	New Christine	AK	Paraguay	1	0	Low
60	Female	PhD	Widowed	98,978	null	46,179	Business	Employed	13	Poor	0.448058	268,094	null	Lisaside	TX	Svalbard & Jan Mayen Islands	null	2	Low
26	Male	Bachelor's	Married	61,581	650	43,358	Business	Self-employed	6	Good	0.179655	228,354	4	Millershire	CO	Djibouti	3	1	Low
43	Male	Master's	Single	107,754	705	13,634	Business	Employed	16	Excellent	0.153606	204,841	1	West Desiree	DE	Cambodia	4	1	Medium
30	Non-binary	Bachelor's	Married	109,157	792	10,221	Home	Employed	11	Fair	0.231946	130,955	null	East Kevin	ID	United States Virgin Islands	null	0	Low
63	Male	Master's	Divorced	108,435	775	null	Personal	Employed	1	Good	0.31013	106,013	2	Lake Leslieville	NH	Belize	2	0	Low
41	Male	Master's	Divorced	103,026	643	6,957	Business	Unemployed	14	Poor	0.34029	null	3	Katherineview	CA	Burundi	0	2	Medium
33	Female	High School	Married	66,335	665	null	Personal	Unemployed	10	Fair	0.160531	null	null	Port Ryan	LA	China	2	0	High
34	Non-binary	Bachelor's	Divorced	25,539	683	46,281	Personal	Self-employed	13	Fair	0.38275	211,112	2	East Jessica	AS	Ukraine	2	0	Low
59	Male	High School	Widowed	67,201	678	34,090	Home	Unemployed	18	Excellent	0.482619	125,411	0	Matthewhaven	AR	Mayotte	1	1	Medium
26	Non-binary	Master's	Divorced	65,819	720	25,876	Auto	Self-employed	15	Poor	0.388094	205,501	1	Victorialand	UT	Serbia	4	2	Low
29	Female	PhD	Single	37,177	724	48,039	Auto	Unemployed	0	Poor	0.508603	136,854	2	North Brentland	MN	Tuvalu	2	1	Low
59	Male	PhD	Single	61,182	746	17,652	Personal	Self-employed	3	Fair	0.208511	null	null	Coryville	FM	Pitcairn Islands	1	2	Medium
65	Female	Master's	Widowed	48,783	null	48,201	Auto	Self-employed	5	Poor	0.155475	203,245	3	North Emily	MI	Gambia	null	0	Low
54	Non-binary	Bachelor's	Single	67,284	664	47,599	Auto	Self-employed	5	Excellent	0.458358	107,155	1	Charlesshire	HI	Thailand	2	1	High
29	Female	PhD	Widowed	35,467	null	null	Business	Employed	19	Fair	0.280266	139,368	null	Port Sara	VT	Bosnia and Herzegovina	0	1	Low
32	Non-binary	PhD	Single	40,128	623	34,269	Business	Employed	10	Poor	0.251692	200,544	2	Christopherside	CO	Philippines	2	0	Low
55	Female	Master's	Divorced	41,873	779	null	Auto	Unemployed	2	Fair	0.513343	null	2	Port Charles	NE	Mauritania	2	1	Medium
57	Male	Master's	Divorced	27,488	716	36,089	Personal	Unemployed	15	Poor	0.426896	null	1	Meganmouth	RI	China	0	2	High
59	Male	PhD	Divorced	116,226	728	31,265	Home	Employed	10	Excellent	0.242763	124,413	2	Ronaldtown	KS	Jamaica	0	0	Low
52	Non-binary	Master's	Single	32,822	786	null	Home	Employed	14	Poor	0.471351	25,589	3	Dawnton	AL	Guyana	4	1	Low
55	Male	Master's	Divorced	36,997	740	19,508	Personal	Self-employed	8	Excellent	0.134993	52,703	0	Ingramfurt	FL	Denmark	null	0	Low
34	Non-binary	High School	Widowed	103,611	752	43,954	Auto	Self-employed	6	Excellent	0.270527	28,789	1	Russochester	PA	Zambia	1	0	Low
45	Female	Master's	Married	79,469	761	8,483	Auto	Employed	1	Poor	0.420344	132,262	4	Tracymouth	NY	Comoros	0	1	High
47	Non-binary	Bachelor's	Widowed	93,002	null	17,068	Home	Unemployed	7	Poor	0.283053	105,698	2	Port Rebeccaberg	ND	Senegal	null	2	Low
59	Female	Master's	Married	100,890	707	33,170	Business	Self-employed	3	Excellent	0.131005	256,469	1	North Arthurbury	WI	Japan	null	2	Low
53	Non-binary	Master's	Married	103,492	null	46,900	Business	Employed	16	Excellent	0.503438	175,190	3	Tiffanyshire	ID	Suriname	2	1	Medium
69	Male	High School	Widowed	51,145	770	35,271	Auto	Self-employed	1	Excellent	0.462313	82,812	3	Padillatown	WI	Pitcairn Islands	3	2	Low
44	Male	High School	Married	null	725	27,291	Home	Unemployed	9	Excellent	0.409203	243,543	4	Port Jacqueline	WI	Korea	3	1	Low
35	Female	High School	Divorced	21,933	783	48,612	Home	Unemployed	16	Fair	0.351452	247,804	0	Aliceland	TX	Angola	3	0	Low
52	Male	High School	Divorced	38,857	null	null	Auto	Unemployed	0	Excellent	0.24935	119,177	4	Dianaport	NC	Albania	1	0	Low
42	Female	High School	Single	79,262	648	44,772	Personal	Employed	14	Excellent	0.542387	278,534	2	South Charlesstad	MS	Western Sahara	null	2	Low
48	Female	PhD	Divorced	94,627	null	47,383	Home	Self-employed	18	Fair	0.39626	70,585	1	East Connie	NJ	Turkmenistan	3	2	Medium
29	Female	High School	Divorced	37,718	714	null	Home	Self-employed	3	Good	0.438089	153,877	3	Jessicaberg	VT	Guam	1	1	Medium
64	Non-binary	Master's	Divorced	null	759	46,310	Auto	Employed	19	Poor	0.194986	210,594	4	Port Leslie	PA	French Polynesia	1	2	Low
56	Male	Bachelor's	Married	44,022	null	27,697	Home	Unemployed	12	Excellent	0.398105	147,675	null	Lake Brucemouth	GU	Solomon Islands	3	2	Low
27	Non-binary	Master's	Single	117,289	711	41,767	Business	Self-employed	2	Good	0.492085	135,552	2	East Laura	AR	Seychelles	1	2	Low
33	Male	Master's	Married	109,006	null	37,789	Home	Unemployed	1	Poor	0.241257	null	4	Port Mckenzie	GU	Svalbard & Jan Mayen Islands	null	1	Medium
51	Male	Master's	Single	null	652	41,443	Home	Unemployed	1	Excellent	0.273377	243,121	1	West Karen	WA	Swaziland	4	2	Low
36	Male	PhD	Widowed	103,938	634	13,868	Personal	Employed	11	Excellent	0.383465	107,125	3	Lake Melaniebury	MP	Syrian Arab Republic	2	1	Low
26	Male	Master's	Married	82,014	743	11,303	Auto	Self-employed	5	Good	0.44789	null	2	Port Amberborough	DE	Zambia	3	1	Low
46	Male	PhD	Married	null	792	40,713	Business	Unemployed	17	Fair	0.33613	210,813	null	Christiefort	SC	Cameroon	null	1	Low
56	Male	Master's	Widowed	98,993	769	37,224	Personal	Self-employed	18	Excellent	0.539987	220,919	3	Robertsshire	IA	France	2	1	Low
20	Female	PhD	Married	75,090	743	39,594	Personal	Unemployed	8	Fair	0.494776	220,551	3	Smithshire	CO	Portugal	1	1	Low
31	Female	Bachelor's	Divorced	104,861	644	36,212	Business	Unemployed	3	Excellent	0.425434	75,486	1	Carrollside	MD	Saint Kitts and Nevis	1	2	Low
54	Non-binary	Master's	Divorced	null	668	25,771	Home	Unemployed	14	Poor	0.564941	222,786	1	Port Garymouth	ME	New Zealand	null	1	Low
57	Non-binary	Bachelor's	Widowed	62,605	null	6,019	Business	Employed	12	Fair	0.147914	169,224	null	Ramosborough	WV	Venezuela	3	2	High
67	Male	Master's	Married	107,372	699	37,068	Business	Self-employed	7	Excellent	0.261458	null	1	Mooreland	WI	Saint Helena	4	0	Medium
68	Non-binary	High School	Married	48,274	683	12,207	Personal	Unemployed	7	Poor	0.526799	54,954	2	Cameronmouth	MD	Guinea	2	0	Low
59	Non-binary	Master's	Widowed	106,257	636	null	Home	Self-employed	7	Poor	0.254708	25,108	0	East Johnborough	WI	Spain	4	1	Low
62	Female	PhD	Divorced	49,778	null	6,358	Auto	Self-employed	14	Fair	0.191601	89,705	3	Hartmanhaven	WV	Mauritania	1	1	Low
62	Female	PhD	Divorced	22,203	621	29,524	Business	Self-employed	17	Good	0.527922	119,595	4	Watsonbury	MO	British Indian Ocean Territory (Chagos Archipelago)	0	2	Low
50	Male	High School	Single	108,242	603	18,755	Auto	Unemployed	18	Poor	0.398318	85,950	null	North Lisaland	FM	Canada	1	0	Low
56	Non-binary	Bachelor's	Single	85,499	729	26,565	Home	Self-employed	3	Fair	0.438477	null	2	Barrettview	MN	Portugal	0	1	Low
35	Non-binary	Bachelor's	Married	91,627	752	47,946	Business	Self-employed	6	Excellent	0.458175	null	3	Lambshire	MH	New Zealand	null	2	Medium
46	Non-binary	High School	Married	null	685	38,085	Business	Self-employed	11	Excellent	0.516458	124,276	3	Stevenbury	NJ	Saint Kitts and Nevis	0	0	High
42	Non-binary	PhD	Widowed	null	695	38,108	Personal	Self-employed	0	Good	0.219211	172,912	1	North Jordanmouth	WA	Peru	1	1	Medium
32	Non-binary	PhD	Widowed	null	664	49,099	Auto	Unemployed	8	Good	0.271225	112,391	2	South David	ND	Mauritania	null	1	Low
64	Non-binary	PhD	Divorced	38,595	636	20,952	Home	Unemployed	5	Poor	0.167808	45,777	0	Johnsonchester	NJ	Saint Vincent and the Grenadines	4	1	Medium
65	Non-binary	Bachelor's	Single	119,133	688	43,284	Auto	Self-employed	13	Fair	0.332315	115,208	3	Lake Jasonmouth	MI	British Virgin Islands	0	2	Medium
32	Male	Master's	Married	113,531	764	10,304	Personal	Employed	14	Excellent	0.270973	252,051	2	Fishershire	FM	Saint Barthelemy	2	2	Medium
51	Female	Bachelor's	Married	49,126	643	43,906	Personal	Employed	16	Excellent	0.38174	null	null	East Stanleyport	OR	Congo	1	1	Low
30	Female	High School	Divorced	55,592	719	31,881	Auto	Unemployed	7	Good	0.443481	295,341	3	Ryanchester	ME	United States Minor Outlying Islands	0	1	Low
39	Non-binary	Bachelor's	Single	35,494	744	41,395	Auto	Employed	6	Good	0.447828	38,887	4	Port Timothy	UT	Liechtenstein	null	2	Low
45	Female	PhD	Single	null	null	36,096	Business	Self-employed	18	Poor	0.446065	89,292	4	Rowlandland	IA	Venezuela	1	0	Low
21	Female	Bachelor's	Widowed	61,252	717	23,674	Personal	Employed	1	Fair	0.591193	25,192	2	South Jonathanshire	KY	Ireland	4	0	Low
26	Non-binary	PhD	Married	56,158	null	14,295	Home	Employed	14	Poor	0.509563	79,225	null	North Allison	TX	Isle of Man	4	1	Medium
41	Female	PhD	Widowed	84,289	657	34,689	Business	Employed	1	Poor	0.413545	null	0	South Amandaborough	AL	Western Sahara	4	2	Low
58	Male	High School	Divorced	117,480	792	24,244	Home	Self-employed	10	Excellent	0.365923	249,776	0	Aaronhaven	WA	Slovenia	4	1	Low
27	Male	High School	Widowed	null	665	37,034	Auto	Self-employed	0	Excellent	0.524517	204,666	4	West Joelport	AS	Haiti	3	0	Medium
55	Non-binary	Master's	Married	96,708	699	null	Home	Employed	9	Excellent	0.289964	55,304	null	Morrisfurt	NH	Benin	null	0	Low
43	Non-binary	High School	Divorced	85,510	792	49,946	Personal	Self-employed	2	Excellent	0.560157	116,108	3	Carlaland	TN	Bosnia and Herzegovina	0	2	Low
20	Non-binary	High School	Divorced	null	715	23,491	Auto	Unemployed	12	Poor	0.107669	100,215	1	Jacksonberg	VT	Saudi Arabia	1	1	Medium

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