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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
18	Female	Master's	Married	68,101	null	16,383	Home	Unemployed	18	Poor	0.444227	251,388	4	Samanthamouth	WI	Wallis and Futuna	0	1	Medium
61	Female	PhD	Widowed	30,114	689	40,896	Business	Self-employed	9	Poor	0.219421	281,284	4	Salazarbury	AK	Netherlands	1	1	Medium
27	Non-binary	High School	Married	78,792	706	48,705	Personal	Unemployed	13	Fair	0.493291	236,350	3	Lindsayview	NV	Italy	1	0	Low
21	Male	Master's	Widowed	33,665	791	16,606	Personal	Self-employed	5	Fair	0.543286	163,324	null	Frankfurt	VT	Monaco	null	2	Low
34	Non-binary	PhD	Divorced	43,057	793	33,294	Auto	Employed	6	Poor	0.161287	85,420	3	Nicholasside	PA	Martinique	1	2	Low
54	Non-binary	PhD	Divorced	null	766	13,205	Personal	Self-employed	3	Good	0.285112	188,584	null	Johnsonville	FL	Israel	1	2	Low
62	Non-binary	High School	Widowed	99,244	703	15,892	Auto	Self-employed	2	Excellent	0.597955	null	4	Port Christopher	AR	Malta	null	2	Low
21	Female	High School	Married	34,396	null	null	Business	Employed	10	Poor	0.359426	67,284	3	Walkerport	OR	Cameroon	0	0	Low
61	Male	Master's	Single	99,570	772	23,939	Auto	Employed	10	Fair	0.179852	123,721	2	Fergusonburgh	MI	Botswana	0	0	Medium
25	Non-binary	PhD	Widowed	null	715	22,023	Business	Employed	10	Good	0.260484	151,063	0	Swansonchester	IL	United States Virgin Islands	4	0	Low
33	Female	Bachelor's	Widowed	41,730	730	29,109	Personal	Employed	18	Poor	0.240167	48,902	1	New Cheyenne	PW	Albania	0	0	Low
39	Female	Bachelor's	Single	83,576	648	26,462	Personal	Employed	4	Excellent	0.101634	257,065	0	Jonathanberg	IL	Poland	0	0	Low
52	Non-binary	Bachelor's	Single	112,469	606	5,824	Personal	Unemployed	14	Excellent	0.555607	254,011	0	Wagnerberg	AL	Barbados	1	1	Medium
54	Non-binary	Master's	Widowed	101,393	636	36,262	Home	Employed	5	Fair	0.155561	60,626	4	Stevensport	IN	Guyana	4	0	Low
20	Female	High School	Single	58,549	659	23,038	Personal	Employed	4	Good	0.404198	72,896	0	Alejandroborough	MA	Turks and Caicos Islands	2	1	Low
42	Male	Master's	Divorced	69,691	null	null	Business	Self-employed	10	Poor	0.101234	226,596	2	Josephside	VA	Togo	2	2	Low
67	Non-binary	High School	Widowed	88,008	797	35,115	Auto	Employed	17	Fair	0.135359	148,992	0	Floresland	OK	Sri Lanka	3	0	Low
55	Female	PhD	Single	67,965	626	29,568	Home	Unemployed	2	Good	0.367904	273,236	4	New Billy	AS	Belgium	null	1	Medium
50	Non-binary	Bachelor's	Widowed	54,635	671	33,806	Auto	Unemployed	5	Good	0.33569	242,227	null	New Joshuahaven	IL	Netherlands	4	1	Medium
56	Male	Bachelor's	Single	106,113	716	33,646	Home	Unemployed	7	Poor	0.355792	209,124	null	Whiteton	NV	Kuwait	null	2	Medium
41	Male	Bachelor's	Widowed	96,368	619	39,673	Business	Self-employed	5	Excellent	0.458923	63,745	3	Port Johntown	MO	Korea	3	2	Medium
27	Female	Master's	Divorced	null	602	49,753	Personal	Employed	7	Excellent	0.392558	92,672	3	West Andrewport	NC	Brunei Darussalam	4	1	Low
20	Male	High School	Divorced	25,432	null	10,455	Auto	Unemployed	0	Excellent	0.547869	191,457	3	Lisachester	CT	Senegal	3	1	Low
30	Male	High School	Divorced	77,013	661	24,752	Personal	Unemployed	6	Poor	0.443521	79,844	0	Stevensshire	OR	Belize	3	1	Low
35	Male	High School	Widowed	25,728	716	26,366	Business	Employed	8	Good	0.24447	116,892	1	West Joshuaburgh	MO	Cocos (Keeling) Islands	null	0	Low
24	Non-binary	PhD	Widowed	85,063	730	48,623	Home	Unemployed	13	Excellent	0.151654	26,725	2	Robertborough	CT	Falkland Islands (Malvinas)	1	0	Low
50	Non-binary	PhD	Divorced	102,579	658	24,667	Auto	Self-employed	11	Good	0.231486	null	null	Cristinamouth	AS	Kuwait	1	2	Low
60	Female	PhD	Married	65,489	755	29,809	Business	Unemployed	14	Poor	0.333507	55,438	2	East Krystalbury	SC	Uruguay	1	2	Low
58	Male	Bachelor's	Single	94,362	null	34,903	Personal	Unemployed	7	Fair	0.420866	22,703	null	Brandonstad	TX	Albania	3	0	Low
44	Male	PhD	Single	82,197	null	40,569	Business	Employed	7	Good	0.419591	245,206	1	Port Debratown	RI	Spain	2	1	Low
32	Non-binary	Bachelor's	Single	49,715	767	23,203	Auto	Self-employed	7	Excellent	0.203171	74,569	1	Port Joseph	VA	Moldova	4	1	Low
37	Non-binary	High School	Divorced	116,123	648	45,496	Auto	Self-employed	13	Poor	0.354758	61,174	0	Obrienview	IN	Swaziland	null	2	High
29	Female	Master's	Married	69,979	767	45,200	Auto	Self-employed	17	Poor	0.572256	113,448	2	New Debramouth	DC	Israel	3	1	Low
55	Female	Master's	Married	63,888	753	12,374	Home	Unemployed	1	Excellent	0.310374	88,471	4	Petersonland	ME	South Africa	2	1	Low
57	Non-binary	Master's	Divorced	null	null	32,231	Auto	Employed	13	Good	0.230819	286,658	2	Port Kevin	OK	French Polynesia	1	1	High
47	Female	Bachelor's	Widowed	32,767	null	40,846	Auto	Self-employed	1	Good	0.347575	93,263	1	Reginahaven	NH	Ukraine	2	2	High
65	Non-binary	Master's	Widowed	null	693	28,632	Auto	Employed	1	Excellent	0.536601	269,966	4	Lake Kathleenhaven	OR	Djibouti	3	2	Medium
24	Non-binary	Master's	Married	41,971	null	41,793	Home	Self-employed	5	Fair	0.34421	null	3	North Courtneyshire	NC	Mali	1	0	Low
47	Female	Bachelor's	Married	28,983	663	19,379	Business	Self-employed	17	Fair	0.591449	null	1	South Claytonville	CT	Cambodia	1	2	Low
51	Female	Master's	Divorced	50,215	741	18,918	Personal	Employed	0	Fair	0.496293	245,112	0	New Crystal	SC	Gibraltar	4	0	Low
61	Non-binary	Bachelor's	Widowed	null	671	23,778	Home	Self-employed	0	Fair	0.353877	256,953	1	Lake Teresa	MD	Botswana	4	2	Low
45	Female	High School	Divorced	38,220	692	34,712	Business	Unemployed	16	Good	0.442266	93,138	3	Thompsonfort	SC	French Polynesia	1	2	Medium
42	Female	Master's	Single	21,225	621	49,695	Home	Employed	4	Fair	0.126357	292,530	0	Cookstad	OH	Taiwan	4	0	Low
58	Male	PhD	Single	87,713	636	13,066	Business	Employed	16	Fair	0.583624	176,528	4	East Fredhaven	VI	Liberia	4	0	Low
34	Male	Master's	Divorced	69,506	609	12,148	Home	Employed	12	Fair	0.262614	45,984	4	South Connieshire	MA	Ireland	4	2	Medium
63	Female	Bachelor's	Single	110,121	642	null	Home	Unemployed	8	Excellent	0.331762	22,770	1	Lake Mariaborough	ID	Isle of Man	1	1	Medium
47	Non-binary	Bachelor's	Widowed	99,787	748	12,854	Home	Self-employed	16	Good	0.131471	155,756	3	Lake Claudia	NY	Paraguay	4	2	High
48	Female	High School	Single	26,125	720	22,692	Auto	Unemployed	9	Good	0.333553	null	3	New Cassandra	NC	Indonesia	3	2	Low
21	Male	High School	Divorced	40,045	null	19,416	Business	Unemployed	0	Good	0.59653	90,816	null	Michaelside	AZ	Falkland Islands (Malvinas)	2	2	Medium
28	Female	Bachelor's	Single	112,689	629	46,164	Business	Self-employed	9	Fair	0.370496	284,534	1	Laurenburgh	OR	Swaziland	0	1	Low
49	Male	Master's	Married	119,341	658	24,131	Auto	Unemployed	17	Fair	0.106414	200,399	4	East Brett	FM	Taiwan	3	1	Low
30	Non-binary	Bachelor's	Single	77,357	663	27,297	Auto	Employed	18	Poor	0.44198	173,460	0	Lake Paul	TX	Belize	3	0	Medium
27	Non-binary	Master's	Widowed	73,516	673	21,969	Business	Employed	6	Fair	0.3401	122,271	4	Wilsonstad	SD	Guyana	2	2	Medium
55	Female	PhD	Widowed	83,103	780	24,311	Personal	Employed	9	Poor	0.591829	122,300	4	Leeton	MT	United Arab Emirates	2	1	Low
47	Male	Master's	Divorced	49,369	629	40,069	Home	Self-employed	17	Excellent	0.245865	141,081	null	West Johnview	TN	Uzbekistan	3	1	Low
69	Female	High School	Widowed	78,491	712	25,735	Business	Self-employed	19	Fair	0.320905	161,845	2	Brianaton	LA	Dominican Republic	1	0	High
30	Non-binary	PhD	Married	89,647	769	18,845	Personal	Self-employed	14	Good	0.362714	212,788	4	Hartmanshire	NH	Solomon Islands	3	2	High
19	Male	Bachelor's	Single	null	609	33,277	Business	Employed	7	Excellent	0.144462	65,412	3	Jasonstad	RI	Albania	3	1	Low
46	Female	PhD	Married	24,125	653	33,618	Home	Unemployed	11	Good	0.405522	161,008	0	North Aliciahaven	WY	Hungary	4	1	High
63	Non-binary	Master's	Single	97,199	757	null	Home	Self-employed	19	Excellent	0.377918	189,661	null	Finleybury	ND	Oman	4	2	Low
46	Male	PhD	Widowed	108,754	751	10,490	Personal	Employed	14	Good	0.164244	260,896	3	New Joelshire	IN	Saint Lucia	0	1	Low
46	Non-binary	High School	Widowed	84,108	625	31,889	Personal	Employed	16	Good	0.592553	155,090	3	Smithfort	NE	Italy	0	2	High
64	Male	Master's	Married	36,878	633	38,022	Auto	Self-employed	17	Excellent	0.152556	194,745	3	West Bradyville	MO	Cuba	null	2	Low
23	Male	High School	Married	111,049	753	19,647	Business	Unemployed	10	Excellent	0.493237	248,678	1	New David	NC	Hong Kong	1	0	Low
53	Non-binary	Bachelor's	Married	25,293	null	40,950	Business	Employed	17	Good	0.251951	90,123	1	Port Vickiemouth	NM	Liberia	4	0	High
25	Non-binary	High School	Single	104,482	null	49,189	Business	Employed	4	Fair	0.485295	138,168	2	Lisatown	PW	Guinea	0	2	Low
42	Male	PhD	Divorced	102,558	null	7,921	Home	Employed	2	Excellent	0.249161	88,089	null	North Staceyhaven	TN	Svalbard & Jan Mayen Islands	2	1	Medium
48	Non-binary	High School	Widowed	67,659	639	45,777	Business	Employed	0	Good	0.361633	56,429	null	North Joshuatown	FL	Latvia	4	0	Low
19	Male	PhD	Single	null	626	null	Personal	Unemployed	10	Good	0.199264	56,924	0	Russellhaven	MO	Tonga	4	2	Low
37	Female	Bachelor's	Widowed	78,824	628	24,617	Home	Unemployed	15	Good	0.148598	80,489	3	Jamesbury	OR	Congo	4	2	Medium
50	Female	High School	Divorced	null	706	10,753	Home	Self-employed	15	Fair	0.309662	42,838	0	Lake Kylie	AK	Benin	0	0	Low
69	Female	High School	Divorced	46,875	691	29,358	Personal	Self-employed	2	Excellent	0.524217	65,027	4	Martineztown	SC	Haiti	null	0	Low
50	Female	Bachelor's	Divorced	39,369	681	5,257	Business	Self-employed	7	Good	0.186578	134,987	3	East Austin	MN	Georgia	0	2	Low
28	Female	Master's	Single	30,760	763	25,891	Business	Unemployed	8	Excellent	0.114219	199,632	1	South Jasonchester	MP	Tokelau	4	0	Low
36	Male	PhD	Single	104,971	682	15,364	Business	Self-employed	5	Excellent	0.436611	76,987	4	West Kevin	LA	Trinidad and Tobago	1	0	Medium
63	Male	Bachelor's	Married	56,434	609	47,010	Home	Employed	4	Poor	0.415159	197,500	4	Wendymouth	MP	Malta	0	1	Medium
35	Female	Bachelor's	Divorced	65,302	613	38,293	Home	Unemployed	8	Good	0.118863	112,225	4	Lake Carlos	NM	Antigua and Barbuda	4	1	Low
59	Female	PhD	Widowed	20,765	null	44,299	Business	Self-employed	15	Fair	0.406969	70,050	4	Port Lisa	CA	China	0	1	Low
53	Male	Bachelor's	Married	null	702	null	Home	Self-employed	0	Excellent	0.442387	115,093	0	Charleston	NM	Martinique	0	0	High
44	Male	Bachelor's	Widowed	119,919	660	null	Personal	Self-employed	14	Excellent	0.187286	284,389	0	West Timothyville	CO	Liberia	3	2	Low
62	Male	Master's	Widowed	60,134	737	6,724	Business	Unemployed	8	Excellent	0.278329	144,534	1	New Carrie	NH	Myanmar	3	2	Low
63	Female	PhD	Single	29,304	755	9,147	Personal	Unemployed	17	Poor	0.230852	102,582	null	Gregoryton	WI	Uganda	1	1	Low
50	Non-binary	Bachelor's	Married	28,070	610	18,239	Personal	Self-employed	18	Fair	0.349483	256,441	4	South Johnville	MT	Saint Vincent and the Grenadines	2	0	Low
55	Non-binary	PhD	Single	null	767	6,680	Home	Self-employed	16	Excellent	0.200734	265,562	4	East Justin	RI	Qatar	2	2	Medium
34	Male	PhD	Single	41,348	716	6,884	Business	Unemployed	7	Poor	0.452893	null	3	Sparkston	PW	Argentina	4	2	Low
68	Male	PhD	Divorced	null	622	24,058	Auto	Employed	14	Poor	0.212126	57,947	1	East Mary	SC	Japan	3	0	Low
52	Male	PhD	Divorced	111,250	672	44,508	Business	Unemployed	5	Fair	0.490203	251,302	4	Timothyfurt	WY	Guinea	4	1	Low
41	Female	High School	Married	33,372	651	10,352	Personal	Unemployed	12	Poor	0.550501	168,999	4	Theresaburgh	TX	Haiti	0	1	Low
60	Non-binary	Bachelor's	Single	51,301	611	20,744	Auto	Unemployed	8	Fair	0.282659	81,486	null	Lake Anne	MD	Sierra Leone	3	0	Medium
35	Female	Master's	Single	22,821	739	48,027	Personal	Unemployed	7	Good	0.323635	40,999	2	New Davidhaven	NE	Chile	1	1	Low
47	Female	High School	Single	35,213	753	14,942	Auto	Employed	0	Poor	0.594339	286,737	0	Emilyberg	IN	Uganda	2	1	High
68	Male	High School	Widowed	41,529	671	45,327	Business	Self-employed	16	Excellent	0.22701	163,080	4	Port Jerry	PW	Ethiopia	4	1	Low
45	Female	High School	Single	60,658	776	12,257	Auto	Unemployed	9	Poor	0.317478	null	0	Boydton	LA	Turkmenistan	3	0	Low
46	Male	Bachelor's	Married	null	719	21,232	Personal	Employed	10	Poor	0.221848	247,013	4	Port Ericside	TN	Chile	3	1	Low
49	Male	PhD	Widowed	25,681	763	44,043	Home	Unemployed	16	Excellent	0.362254	248,369	2	Melanieville	ME	Niger	0	1	Low
25	Non-binary	PhD	Single	30,236	766	10,557	Home	Employed	7	Good	0.381943	105,301	null	Allenville	FL	Ecuador	3	2	Low
49	Male	High School	Married	37,465	784	47,262	Home	Unemployed	9	Good	0.365925	null	4	South Christina	FM	United States of America	1	1	Low
34	Non-binary	Bachelor's	Single	113,396	773	23,951	Business	Self-employed	17	Good	0.577315	32,446	null	Nancymouth	SD	Cote d'Ivoire	3	1	Low
48	Male	PhD	Widowed	92,706	636	15,734	Home	Self-employed	11	Poor	0.480811	86,705	1	Hectorfort	CO	Swaziland	3	1	Medium
24	Male	High School	Single	94,974	658	26,531	Personal	Employed	6	Fair	0.35406	null	0	Lake Nicholas	NE	Dominica	1	2	Low

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