Split (1)

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
32	Male	Master's	Married	59,879	624	33,432	Business	Employed	18	Excellent	0.372696	39,695	3	Lake Michaelview	MT	Turks and Caicos Islands	2	2	Low
24	Non-binary	Master's	Divorced	null	700	30,444	Business	Self-employed	14	Good	0.221862	201,291	2	Lake Christian	TX	British Indian Ocean Territory (Chagos Archipelago)	0	1	Low
41	Non-binary	PhD	Married	99,098	684	25,650	Home	Employed	15	Fair	0.174367	269,948	2	East Matthewton	NC	Sri Lanka	1	1	Low
64	Male	Bachelor's	Single	108,757	null	32,559	Business	Self-employed	8	Poor	0.109553	76,518	1	Rodgersfurt	HI	Vanuatu	null	2	Low
36	Female	PhD	Single	60,834	null	null	Home	Self-employed	4	Good	0.408472	277,462	null	West Nicholasburgh	FL	Saint Pierre and Miquelon	4	0	Medium
22	Non-binary	PhD	Single	32,210	606	26,221	Personal	Self-employed	12	Poor	0.26243	158,127	2	Port Edwin	CA	Central African Republic	1	1	Low
41	Non-binary	High School	Divorced	24,746	677	34,722	Business	Unemployed	6	Fair	0.243803	33,809	0	Port Lisa	MS	Nicaragua	0	2	Low
62	Male	Master's	Divorced	22,808	763	25,893	Auto	Unemployed	2	Excellent	0.340495	293,213	4	Clarkburgh	CT	South Africa	null	2	Low
19	Non-binary	Bachelor's	Divorced	null	642	null	Home	Unemployed	7	Fair	0.326897	238,778	null	Youngmouth	ND	Liechtenstein	2	2	High
31	Male	Bachelor's	Married	69,008	795	43,100	Personal	Employed	16	Fair	0.42858	102,785	null	Bankston	OR	Chad	2	0	Low
46	Male	Bachelor's	Single	null	676	23,422	Personal	Unemployed	7	Excellent	0.273444	105,577	null	Coleborough	MH	Israel	3	2	Low
47	Male	Bachelor's	Married	66,491	null	31,239	Home	Employed	12	Excellent	0.420533	190,298	1	North Johnathanside	HI	Macao	2	1	Low
27	Female	Master's	Divorced	99,763	601	null	Home	Self-employed	12	Poor	0.138461	58,542	3	New Jennifer	RI	Portugal	4	0	Low
66	Female	High School	Single	64,735	765	23,467	Personal	Unemployed	11	Poor	0.185064	null	3	Williamhaven	VI	Turkey	2	2	Low
60	Non-binary	Master's	Married	96,008	613	null	Personal	Self-employed	2	Poor	0.405418	213,740	0	Scottfort	NH	Norway	2	0	Low
57	Female	High School	Widowed	null	663	42,419	Auto	Employed	5	Excellent	0.219319	null	1	Terryville	NJ	Nauru	null	2	Low
42	Male	Bachelor's	Married	36,533	702	21,582	Home	Self-employed	5	Good	0.242364	281,300	null	West Vanessamouth	NH	Lithuania	4	1	Low
44	Female	Bachelor's	Widowed	30,022	662	31,218	Business	Self-employed	6	Fair	0.190555	48,885	2	New Jason	TN	Barbados	4	1	Medium
36	Female	High School	Divorced	null	758	null	Business	Unemployed	12	Excellent	0.528854	234,382	0	South Lisaburgh	AL	Paraguay	1	0	Low
69	Non-binary	Bachelor's	Single	30,928	709	17,953	Business	Employed	9	Excellent	0.453303	null	1	New Debrahaven	AR	Portugal	0	0	Low
50	Male	PhD	Widowed	80,240	null	32,668	Personal	Self-employed	8	Fair	0.295847	199,860	0	Jamesberg	ME	United Arab Emirates	4	2	Medium
55	Non-binary	Master's	Married	88,895	694	20,829	Personal	Employed	13	Poor	0.33507	244,522	4	Saratown	MN	Andorra	0	1	Low
43	Male	PhD	Divorced	67,387	621	18,236	Personal	Unemployed	6	Fair	0.107187	141,677	1	Port Shawnberg	FL	Nicaragua	0	2	Low
29	Non-binary	PhD	Widowed	null	null	45,263	Home	Employed	6	Poor	0.158787	null	3	Angelshire	PR	Jersey	3	0	Medium
33	Male	Bachelor's	Single	86,861	652	null	Personal	Self-employed	17	Good	0.514617	90,359	2	Port Heather	AK	Portugal	1	1	Low
22	Non-binary	Master's	Divorced	63,491	716	27,345	Personal	Employed	7	Excellent	0.223712	null	2	East Williamstad	NH	Jersey	1	1	Low
33	Non-binary	Bachelor's	Widowed	112,558	643	46,067	Auto	Employed	18	Poor	0.325893	null	1	East Tami	GA	Lebanon	2	1	Low
54	Male	Bachelor's	Divorced	null	null	33,287	Auto	Self-employed	13	Poor	0.357701	172,527	3	Leonton	VT	Rwanda	null	2	Low
69	Female	PhD	Married	94,736	null	45,899	Auto	Unemployed	10	Excellent	0.15395	236,924	2	West Sarah	OK	Hungary	3	0	Medium
56	Non-binary	High School	Widowed	71,284	791	31,293	Personal	Unemployed	1	Poor	0.338872	126,908	3	North Rhondahaven	AS	Turkmenistan	4	1	Low
63	Female	Master's	Single	33,057	700	20,309	Business	Self-employed	6	Excellent	0.241921	null	null	Port David	NY	Grenada	1	0	Low
45	Non-binary	PhD	Married	58,652	663	25,712	Personal	Unemployed	17	Fair	0.326331	205,608	2	Lake Benjamin	MI	Macao	1	1	Medium
22	Female	High School	Single	35,376	749	36,995	Home	Unemployed	16	Poor	0.345185	72,234	4	East Kristina	NC	Central African Republic	2	1	Low
26	Female	Bachelor's	Divorced	32,614	673	16,100	Personal	Self-employed	19	Good	0.196363	57,616	3	New Stephanie	AS	Chile	null	0	Medium
24	Non-binary	Master's	Married	71,332	626	11,337	Home	Self-employed	15	Good	0.594048	null	2	Patrickfurt	RI	Cape Verde	3	2	High
57	Non-binary	Master's	Widowed	89,859	601	15,353	Personal	Employed	13	Excellent	0.479298	233,283	4	New John	NC	American Samoa	4	2	High
54	Non-binary	Bachelor's	Divorced	40,388	705	34,839	Auto	Unemployed	10	Fair	0.354009	191,190	2	Port Sandrabury	MS	Mexico	3	1	Low
27	Female	Master's	Single	59,222	723	null	Home	Employed	14	Excellent	0.430988	123,284	2	East Claytonmouth	AR	Ethiopia	3	2	Low
30	Female	High School	Married	74,818	649	21,999	Business	Self-employed	3	Fair	0.105901	178,980	3	New Dana	SD	British Indian Ocean Territory (Chagos Archipelago)	0	1	Low
69	Female	Bachelor's	Widowed	25,776	614	35,544	Home	Employed	8	Poor	0.522007	297,809	4	South Travis	SC	Monaco	null	0	Low
41	Male	PhD	Single	60,428	719	9,720	Auto	Self-employed	15	Fair	0.186646	296,482	2	North Dominiquehaven	DE	Gambia	0	0	Medium
47	Non-binary	Bachelor's	Single	101,352	767	9,156	Auto	Employed	1	Fair	0.564122	64,253	1	North Meghan	UT	Guinea	3	2	Low
39	Female	High School	Married	47,785	null	42,106	Auto	Unemployed	4	Good	0.194491	264,636	null	Derekberg	NY	French Polynesia	4	1	Medium
43	Male	PhD	Widowed	103,905	null	37,791	Business	Employed	18	Poor	0.534153	203,924	4	New Susan	CT	Dominican Republic	1	1	Low
34	Male	Master's	Single	57,693	735	12,373	Home	Self-employed	2	Poor	0.183629	104,605	null	New Susan	NC	Indonesia	3	2	Low
47	Non-binary	High School	Divorced	85,267	686	34,134	Business	Self-employed	9	Fair	0.283787	171,850	1	West Lisaland	MD	Jamaica	2	1	Low
37	Male	Master's	Single	108,552	783	25,087	Auto	Employed	2	Poor	0.135844	264,268	null	New Steven	WY	Timor-Leste	1	0	Low
19	Non-binary	Master's	Widowed	114,760	699	11,747	Personal	Employed	13	Poor	0.324178	240,614	0	South Richard	IL	Congo	1	1	Low
67	Male	Master's	Single	null	null	41,855	Auto	Unemployed	0	Excellent	0.104902	171,280	3	Blackfort	DE	Ukraine	0	0	Low
68	Female	High School	Widowed	53,055	null	35,856	Business	Unemployed	13	Excellent	0.176545	59,247	3	West Robertmouth	NM	Liechtenstein	0	2	Low
36	Female	Master's	Married	117,630	785	45,879	Auto	Unemployed	17	Fair	0.350838	201,318	null	Dustinburgh	GU	Maldives	0	0	Low
31	Female	PhD	Widowed	47,394	639	30,590	Home	Unemployed	6	Good	0.130725	100,429	1	Kristentown	GA	Tuvalu	1	0	High
24	Female	PhD	Widowed	80,611	748	31,866	Home	Employed	13	Good	0.345934	null	4	North Victorshire	FL	Namibia	1	2	Low
33	Male	Bachelor's	Widowed	70,189	785	null	Business	Employed	16	Excellent	0.134339	23,514	0	Burkeland	ID	United Kingdom	4	1	Medium
21	Male	High School	Single	63,715	686	27,814	Personal	Self-employed	2	Fair	0.290797	155,117	4	Lisahaven	AZ	Cameroon	3	2	Low
68	Male	High School	Single	41,901	793	null	Personal	Self-employed	1	Poor	0.547613	110,618	4	East Gregoryville	AZ	Mongolia	3	0	High
35	Female	High School	Widowed	38,204	611	47,824	Business	Employed	7	Fair	0.483529	109,249	4	South Michael	NH	Swaziland	1	0	High
42	Female	Master's	Divorced	40,325	616	39,073	Home	Employed	11	Excellent	0.294663	254,571	0	North Rebeccamouth	MA	Kenya	null	2	Low
46	Male	Bachelor's	Divorced	79,478	648	18,280	Personal	Self-employed	0	Good	0.529694	290,276	3	Richardsonhaven	CT	Gibraltar	3	0	Low
30	Female	High School	Married	50,283	611	49,077	Home	Self-employed	4	Poor	0.172198	85,245	4	North Isabellaland	PW	Panama	null	0	Medium
22	Female	Bachelor's	Single	null	752	13,310	Home	Self-employed	13	Poor	0.33712	133,190	null	Port Williamshire	WI	India	4	2	Low
37	Female	Bachelor's	Widowed	74,281	758	25,122	Business	Employed	17	Fair	0.429553	221,857	3	North Kristi	UT	Equatorial Guinea	3	1	Low
29	Non-binary	Bachelor's	Divorced	42,695	789	37,241	Business	Self-employed	11	Poor	0.170662	221,061	4	Geoffreyburgh	UT	Swaziland	0	2	Low
30	Male	High School	Single	81,415	786	34,590	Personal	Unemployed	9	Fair	0.155522	116,982	1	Bryanport	AL	Italy	null	1	Low
55	Male	High School	Divorced	65,370	659	26,309	Auto	Employed	2	Poor	0.149968	294,481	1	Obrienfurt	PA	Antarctica (the territory South of 60 deg S)	4	0	Medium
27	Non-binary	Bachelor's	Widowed	47,299	721	48,218	Home	Unemployed	14	Fair	0.13375	89,057	0	South Barry	SC	Tanzania	0	2	Low
63	Male	Bachelor's	Married	34,325	652	10,183	Home	Employed	19	Excellent	0.311157	103,318	4	Lake Marychester	ME	Holy See (Vatican City State)	null	0	Low
57	Female	High School	Widowed	108,660	623	33,632	Personal	Employed	12	Good	0.147274	113,997	3	New Matthew	OK	Chile	2	0	High
21	Non-binary	High School	Widowed	114,207	749	null	Business	Employed	11	Excellent	0.457151	261,382	1	New Michael	IL	Singapore	0	2	Medium
63	Non-binary	PhD	Divorced	97,331	775	37,831	Auto	Unemployed	19	Fair	0.210891	63,902	4	Millerbury	RI	Iceland	4	1	Low
59	Non-binary	High School	Divorced	null	708	42,983	Business	Self-employed	16	Poor	0.448166	212,782	4	Cruzhaven	MH	Aruba	4	0	Low
60	Non-binary	PhD	Widowed	76,126	659	16,740	Auto	Unemployed	13	Fair	0.490936	null	3	East Kimberly	OH	Turkmenistan	null	0	Medium
58	Male	Bachelor's	Divorced	46,918	null	19,587	Auto	Self-employed	9	Good	0.403498	66,361	null	Tylerchester	IL	Peru	3	0	Low
35	Male	PhD	Married	66,515	786	33,821	Auto	Unemployed	15	Poor	0.412507	134,023	3	West Gregorytown	MN	Denmark	0	2	Low
53	Female	PhD	Married	38,946	629	32,073	Home	Self-employed	9	Fair	0.258163	null	0	Juliashire	VI	Poland	null	0	Medium
50	Non-binary	Bachelor's	Married	27,894	634	43,839	Personal	Self-employed	3	Fair	0.346578	299,439	1	Huangside	MH	Jordan	3	2	Low
47	Non-binary	Master's	Single	null	741	28,393	Auto	Self-employed	2	Good	0.588524	288,469	1	Port Kerry	PW	Slovenia	0	1	Low
37	Male	Bachelor's	Single	81,404	754	41,446	Home	Unemployed	7	Excellent	0.561375	151,844	0	Josephborough	NC	Singapore	2	2	Low
26	Non-binary	High School	Single	60,327	721	5,173	Home	Employed	3	Poor	0.196233	131,651	2	West Jennifer	MO	Brunei Darussalam	2	0	High
41	Female	PhD	Married	61,435	764	47,365	Personal	Unemployed	4	Good	0.262363	262,395	4	Katelynchester	NM	British Indian Ocean Territory (Chagos Archipelago)	1	2	Low
55	Female	High School	Married	29,765	688	7,821	Personal	Employed	19	Good	0.557245	160,205	3	West James	PR	Bolivia	1	2	Low
22	Male	Master's	Divorced	31,804	647	35,296	Personal	Employed	18	Good	0.133367	293,452	null	New Keith	MP	United Kingdom	4	2	Medium
59	Female	PhD	Divorced	95,653	647	47,580	Auto	Unemployed	3	Poor	0.133509	226,984	3	Lamshire	KS	Mauritania	null	2	High
38	Male	High School	Single	74,888	791	null	Business	Unemployed	6	Poor	0.445971	71,960	0	East Ericfurt	ID	Jamaica	0	1	Medium
20	Male	Bachelor's	Single	103,008	781	32,513	Business	Self-employed	6	Poor	0.104506	null	null	New Bradyton	ND	Estonia	3	0	Low
30	Non-binary	PhD	Single	81,439	785	null	Business	Self-employed	7	Excellent	0.156848	72,758	null	East Amanda	VA	Saint Martin	0	2	High
35	Female	Master's	Married	48,340	757	13,858	Auto	Unemployed	14	Excellent	0.188883	280,441	3	East Christina	SD	Mauritania	0	1	Medium
54	Non-binary	Bachelor's	Single	102,910	678	23,398	Personal	Self-employed	10	Excellent	0.520755	211,305	3	North Katherinetown	HI	Saint Vincent and the Grenadines	0	0	Medium
29	Female	Bachelor's	Divorced	110,642	703	44,396	Auto	Employed	19	Fair	0.398813	null	3	Johnsonborough	MP	Trinidad and Tobago	4	1	Medium
21	Non-binary	High School	Married	36,192	791	30,547	Auto	Unemployed	4	Excellent	0.440264	175,263	1	Ashleyfurt	MT	Guyana	0	1	Low
43	Non-binary	Bachelor's	Divorced	99,030	712	42,136	Home	Self-employed	4	Excellent	0.293606	61,686	2	East Jennifer	RI	Saint Lucia	0	2	Low
64	Female	PhD	Married	80,167	657	null	Home	Self-employed	9	Good	0.577751	null	4	New Harryshire	MN	Korea	2	0	Low
59	Male	Bachelor's	Divorced	46,998	null	28,609	Home	Employed	10	Excellent	0.549839	224,395	null	East Monicachester	PW	Mayotte	null	2	Low
55	Non-binary	High School	Single	47,597	702	33,476	Home	Self-employed	0	Poor	0.438049	24,924	0	Kingberg	AR	Singapore	null	1	Low
50	Female	Bachelor's	Widowed	null	null	43,380	Business	Unemployed	9	Poor	0.28329	252,031	null	Sonyaborough	SC	Netherlands	0	1	Low
30	Male	High School	Married	97,875	779	null	Business	Employed	5	Fair	0.316985	224,652	null	East Jacqueline	MH	Reunion	2	2	Medium
46	Female	Bachelor's	Single	26,309	null	13,471	Personal	Employed	7	Poor	0.590897	291,917	4	Lopezbury	WA	Lesotho	4	2	Medium
20	Male	Bachelor's	Single	46,598	633	11,958	Auto	Employed	12	Excellent	0.196663	79,693	null	South Jennifer	WV	Bangladesh	null	0	Low
36	Female	Master's	Single	55,650	null	9,950	Home	Employed	14	Poor	0.367415	255,850	1	Anthonyhaven	VI	Martinique	1	0	Low
29	Non-binary	Bachelor's	Single	44,408	795	39,392	Home	Self-employed	7	Poor	0.410709	274,191	3	West Chrisburgh	NE	Benin	2	2	Low

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