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
52	Female	Bachelor's	Widowed	103,035	null	42,309	Personal	Unemployed	18	Poor	0.594047	110,790	0	West Jessica	DC	Turkey	3	1	High
69	Male	Bachelor's	Divorced	112,862	729	null	Home	Employed	11	Good	0.177526	264,882	3	Carolstad	HI	Svalbard & Jan Mayen Islands	2	1	Low
59	Male	Master's	Divorced	72,967	null	13,897	Business	Self-employed	3	Fair	0.594769	163,669	2	Harringtonhaven	RI	Mozambique	4	0	Low
53	Male	Bachelor's	Married	50,028	704	48,831	Auto	Unemployed	8	Poor	0.593841	31,424	0	Stephaniechester	MS	Kuwait	4	1	Low
69	Male	High School	Divorced	81,726	null	30,109	Home	Employed	14	Poor	0.294765	204,154	null	New Erichaven	PW	Moldova	1	2	Low
18	Male	Bachelor's	Single	75,467	null	10,287	Home	Unemployed	9	Fair	0.363474	103,962	0	East Jamesmouth	NE	South Georgia and the South Sandwich Islands	0	2	Low
28	Male	Bachelor's	Married	59,479	609	49,962	Home	Self-employed	6	Poor	0.231364	139,936	1	South Jared	IN	Kiribati	null	0	Medium
31	Non-binary	PhD	Divorced	70,808	770	null	Home	Employed	7	Good	0.521892	69,357	3	Morganborough	CA	Faroe Islands	2	1	Low
62	Non-binary	Bachelor's	Widowed	42,369	764	8,916	Personal	Employed	4	Excellent	0.110774	172,757	2	West Ericaburgh	SD	Palau	4	2	Low
69	Female	Master's	Divorced	23,415	719	34,713	Business	Unemployed	14	Fair	0.430614	258,196	2	Hunttown	AS	Brazil	2	2	Low
53	Non-binary	Master's	Single	null	612	10,504	Auto	Self-employed	10	Excellent	0.132947	277,535	null	New Frankside	FL	Latvia	3	0	Low
53	Non-binary	High School	Widowed	82,969	625	8,488	Personal	Self-employed	6	Excellent	0.437511	54,530	3	South Amy	CO	Romania	2	0	Low
37	Male	High School	Divorced	87,238	694	33,491	Home	Self-employed	0	Excellent	0.295999	164,875	1	West Jason	DE	Honduras	1	0	Low
48	Female	High School	Divorced	null	612	6,471	Auto	Unemployed	4	Fair	0.472731	284,615	2	Tonyfort	GA	Wallis and Futuna	0	2	High
54	Male	PhD	Divorced	81,276	719	35,106	Home	Unemployed	8	Fair	0.183148	207,728	0	East Barbara	ND	Iraq	4	0	Medium
50	Female	Master's	Married	55,958	null	36,154	Business	Unemployed	13	Excellent	0.565623	153,605	1	Poncemouth	MT	Falkland Islands (Malvinas)	0	0	Medium
35	Non-binary	Master's	Divorced	95,138	712	5,391	Auto	Unemployed	3	Poor	0.292884	null	0	Catherineside	MA	Guinea-Bissau	null	1	Low
64	Female	PhD	Widowed	97,850	722	22,349	Personal	Self-employed	2	Excellent	0.497189	84,277	0	New Alexanderview	IL	Bahrain	1	0	Medium
60	Male	High School	Married	102,092	731	33,807	Personal	Self-employed	12	Poor	0.10927	null	4	Mariaborough	VT	Zambia	3	0	Low
28	Non-binary	PhD	Widowed	null	634	null	Personal	Unemployed	8	Fair	0.441817	256,455	0	Franklinmouth	NJ	Luxembourg	0	2	Low
30	Male	Master's	Divorced	74,607	716	32,577	Home	Self-employed	13	Poor	0.579881	148,715	4	Espinozaview	GU	Colombia	4	2	Low
61	Male	Bachelor's	Single	29,651	null	44,749	Business	Employed	18	Poor	0.233124	119,823	3	Lake Matthewbury	FL	Saint Vincent and the Grenadines	4	1	Medium
21	Male	Master's	Widowed	45,176	694	8,480	Business	Employed	10	Fair	0.393711	271,860	null	Port Brian	RI	Montenegro	2	1	Low
18	Male	PhD	Widowed	100,350	730	41,649	Personal	Unemployed	16	Good	0.594543	167,172	2	West Stevenside	VI	Isle of Man	1	1	High
61	Non-binary	Master's	Married	83,788	654	30,895	Auto	Employed	12	Poor	0.37332	113,307	null	Baileyview	NC	Tuvalu	4	1	Low
64	Non-binary	Bachelor's	Widowed	80,384	759	null	Auto	Self-employed	13	Excellent	0.228821	294,485	1	Lake Michaelstad	SC	Lesotho	0	2	Medium
31	Female	Master's	Widowed	35,640	630	12,649	Auto	Employed	16	Poor	0.498691	33,121	3	Clarkchester	PR	Mozambique	0	1	Medium
67	Non-binary	PhD	Single	110,534	null	null	Personal	Employed	12	Excellent	0.29946	213,221	2	Port Stephanie	VI	Falkland Islands (Malvinas)	null	1	Medium
47	Male	Bachelor's	Divorced	70,646	769	32,503	Personal	Employed	12	Poor	0.595112	49,616	2	East Priscilla	CO	Mozambique	4	1	Low
29	Non-binary	High School	Single	76,342	613	25,436	Business	Employed	15	Fair	0.249499	248,335	1	Nicholasberg	MI	Seychelles	0	2	High
38	Male	Master's	Divorced	null	653	35,303	Auto	Employed	17	Excellent	0.383522	52,714	2	New John	OK	Rwanda	0	1	High
56	Male	High School	Married	30,515	746	31,287	Home	Unemployed	12	Excellent	0.461539	132,289	0	Carlosburgh	NE	Egypt	0	0	Medium
46	Male	High School	Single	20,093	681	47,765	Auto	Unemployed	2	Poor	0.213272	167,295	0	Torresstad	NE	Cambodia	4	2	Medium
24	Female	Master's	Divorced	83,440	765	25,358	Home	Employed	9	Fair	0.119726	285,619	1	Alexshire	MT	Saint Martin	1	1	Medium
58	Non-binary	High School	Married	83,627	793	22,791	Home	Self-employed	13	Fair	0.160753	50,328	2	Johnsonville	WI	Guatemala	0	2	Low
29	Male	Master's	Divorced	75,735	725	26,814	Business	Self-employed	8	Poor	0.291794	231,409	0	Riverafort	MP	Anguilla	3	2	Low
18	Male	Bachelor's	Widowed	null	610	31,659	Home	Unemployed	0	Fair	0.258608	288,056	4	Goodwinside	OH	Bulgaria	null	2	Low
51	Non-binary	PhD	Married	22,606	776	18,555	Personal	Unemployed	6	Good	0.496748	248,782	null	West Sara	GA	Central African Republic	1	0	Low
55	Female	Master's	Single	90,726	694	15,589	Home	Employed	18	Good	0.383802	136,060	1	Michaelton	NM	Cook Islands	3	2	Low
40	Female	Bachelor's	Married	20,184	null	37,609	Auto	Self-employed	13	Poor	0.183544	null	1	Rodriguezberg	MI	Lao People's Democratic Republic	4	2	Low
23	Non-binary	High School	Single	34,628	null	47,658	Auto	Self-employed	17	Excellent	0.110006	128,471	4	Williamsfurt	MH	Panama	4	0	Medium
26	Female	High School	Single	90,246	654	null	Personal	Unemployed	12	Good	0.15883	32,488	1	East Marvin	WY	Belgium	0	0	Low
47	Female	High School	Divorced	74,176	732	null	Personal	Unemployed	15	Fair	0.139505	39,214	3	West Nicholas	MS	Saint Vincent and the Grenadines	3	1	Low
53	Non-binary	Bachelor's	Widowed	33,102	653	8,038	Business	Self-employed	8	Good	0.159225	252,864	3	Kimstad	KY	Mali	4	1	High
60	Male	High School	Divorced	81,483	622	null	Personal	Self-employed	14	Excellent	0.470616	180,176	null	Murphyfurt	CO	Dominican Republic	null	2	Medium
53	Female	PhD	Widowed	28,611	681	49,602	Business	Unemployed	8	Fair	0.310168	47,069	null	Ronaldtown	NY	Bolivia	1	2	Low
51	Male	Master's	Single	71,542	null	null	Personal	Self-employed	18	Excellent	0.435321	null	null	New Brandon	CT	Lao People's Democratic Republic	null	1	Low
48	Female	High School	Single	null	673	12,398	Personal	Employed	8	Fair	0.102404	50,607	4	East Amy	CT	Namibia	4	0	Low
25	Female	Bachelor's	Widowed	106,053	756	48,496	Home	Self-employed	11	Good	0.505964	null	1	Port Daniel	MA	Colombia	null	0	Low
21	Male	Bachelor's	Married	107,399	625	31,875	Business	Employed	4	Poor	0.110262	135,252	1	Tylerchester	MP	Sri Lanka	1	2	Low
43	Male	Bachelor's	Divorced	117,267	738	null	Business	Unemployed	17	Good	0.591524	135,785	1	Port Jackfort	CA	El Salvador	1	2	Low
68	Male	Master's	Widowed	null	745	11,614	Personal	Unemployed	8	Fair	0.307341	227,473	4	Bryanview	MI	Senegal	0	0	Medium
39	Non-binary	High School	Single	103,697	614	28,889	Personal	Self-employed	14	Good	0.159243	115,678	3	Stevenbury	SC	Mongolia	2	2	Low
53	Non-binary	Bachelor's	Single	null	762	39,819	Personal	Unemployed	7	Excellent	0.41499	220,379	null	East Tamara	HI	Brazil	3	2	Low
29	Male	Bachelor's	Widowed	null	null	46,613	Business	Unemployed	14	Poor	0.217784	68,306	0	Lake Mark	IN	Montenegro	1	0	Low
19	Female	High School	Married	75,491	614	6,912	Home	Self-employed	4	Good	0.574335	29,698	1	South Janice	NH	Sri Lanka	4	1	Low
36	Female	PhD	Divorced	87,573	606	18,457	Personal	Unemployed	15	Fair	0.464108	null	3	North Sallytown	UT	Puerto Rico	0	1	Low
52	Female	High School	Married	87,309	679	null	Business	Self-employed	5	Poor	0.473136	null	1	West Laurabury	PA	Saint Martin	3	1	Low
49	Male	Bachelor's	Married	71,932	730	32,692	Personal	Employed	13	Excellent	0.38581	260,913	2	Williamsfurt	HI	Svalbard & Jan Mayen Islands	0	0	Medium
55	Non-binary	Master's	Single	43,434	790	15,426	Home	Unemployed	15	Poor	0.468639	281,993	1	Coxshire	SD	Poland	3	1	Medium
51	Non-binary	PhD	Single	26,406	null	11,317	Auto	Self-employed	15	Poor	0.126208	274,103	1	South David	IA	Lesotho	3	0	High
24	Non-binary	Master's	Widowed	65,168	610	43,992	Business	Unemployed	10	Fair	0.220288	39,793	4	New Matthew	PW	New Zealand	4	0	Low
51	Female	Master's	Widowed	null	677	6,156	Business	Employed	15	Poor	0.580323	165,875	2	Port Dakotashire	ND	Kuwait	0	0	Medium
52	Female	Bachelor's	Widowed	110,576	722	17,926	Business	Unemployed	11	Poor	0.35361	158,653	3	Natashaton	VI	Uganda	3	0	Low
47	Female	Bachelor's	Widowed	62,987	730	30,644	Auto	Self-employed	5	Fair	0.286519	153,025	null	South Brentport	IN	Burkina Faso	null	2	Low
54	Male	Bachelor's	Divorced	98,821	770	28,664	Business	Self-employed	7	Excellent	0.323438	94,407	1	Singletontown	SD	Svalbard & Jan Mayen Islands	3	0	High
32	Male	PhD	Divorced	46,897	675	9,358	Business	Self-employed	13	Fair	0.41068	286,267	2	Charlesshire	MS	Estonia	4	1	Low
56	Male	Master's	Widowed	62,427	694	17,425	Auto	Employed	8	Good	0.505041	null	4	Loganchester	CA	Slovenia	1	0	Low
25	Non-binary	High School	Single	79,090	677	48,117	Auto	Self-employed	15	Poor	0.365512	null	3	West Kayla	RI	San Marino	1	0	Low
41	Non-binary	PhD	Married	76,389	687	26,031	Business	Unemployed	13	Excellent	0.18299	138,207	4	Port Mariah	MN	Bouvet Island (Bouvetoya)	4	2	Medium
33	Non-binary	PhD	Single	57,471	632	23,350	Business	Unemployed	17	Good	0.150865	170,350	2	West Brittany	NY	Nicaragua	2	0	Medium
48	Male	High School	Single	68,957	637	10,063	Auto	Employed	0	Poor	0.106281	167,519	2	Angelaland	WV	Germany	0	0	Medium
21	Male	High School	Single	99,183	601	null	Auto	Self-employed	15	Poor	0.176668	null	0	Port Derrickfort	HI	Ukraine	0	1	Low
43	Non-binary	Master's	Single	null	670	45,427	Personal	Unemployed	15	Fair	0.282093	96,848	0	New Marcuschester	ME	Cambodia	3	1	Medium
20	Non-binary	Bachelor's	Divorced	111,149	null	49,108	Business	Self-employed	8	Excellent	0.195609	21,289	4	Meganland	OH	Suriname	2	1	Low
23	Male	PhD	Divorced	112,057	null	25,242	Home	Employed	19	Excellent	0.533202	249,198	3	Burkeport	NV	Netherlands	2	2	Low
49	Non-binary	PhD	Married	41,698	720	32,103	Personal	Employed	5	Excellent	0.171839	null	4	Valenciamouth	MS	Niger	0	1	Low
23	Non-binary	Master's	Widowed	76,049	799	7,879	Auto	Employed	8	Excellent	0.278621	280,597	3	Port Jody	MD	Serbia	4	1	Low
26	Male	High School	Single	32,770	707	42,630	Auto	Unemployed	6	Poor	0.23136	87,512	4	South Shawn	MH	Eritrea	1	0	Medium
62	Female	PhD	Married	44,524	659	48,687	Home	Employed	2	Excellent	0.534817	null	3	Palmerton	KY	Antarctica (the territory South of 60 deg S)	3	1	Low
33	Male	Bachelor's	Single	74,895	681	47,271	Auto	Self-employed	9	Fair	0.201733	60,165	2	East Taylorchester	FM	Christmas Island	null	0	Low
41	Non-binary	High School	Single	88,354	733	17,985	Personal	Employed	1	Excellent	0.117136	33,514	0	Cruzchester	RI	Bosnia and Herzegovina	1	0	Low
68	Female	Bachelor's	Married	29,088	null	17,501	Auto	Self-employed	6	Fair	0.350045	289,550	1	New Emilyview	OH	Montenegro	3	1	Low
43	Female	PhD	Widowed	55,447	614	13,330	Personal	Employed	10	Good	0.398712	154,124	null	Cooperfurt	PW	Norway	2	0	Low
64	Female	Bachelor's	Divorced	34,988	716	21,847	Personal	Employed	0	Good	0.132422	163,213	3	Sandrachester	AS	Egypt	2	2	Low
57	Female	Master's	Divorced	86,778	null	49,289	Business	Unemployed	2	Fair	0.270287	226,794	2	Wilsonbury	WI	Palau	4	2	Low
35	Non-binary	PhD	Widowed	34,425	679	25,431	Business	Unemployed	6	Poor	0.411887	284,837	null	North Robert	SD	Turkey	2	0	Low
38	Male	High School	Widowed	35,804	null	14,757	Auto	Self-employed	8	Excellent	0.143959	186,505	null	West Ericton	VT	Zambia	3	0	Medium
50	Non-binary	PhD	Single	41,200	741	18,236	Personal	Self-employed	5	Good	0.587536	null	0	Williamsmouth	FM	Gabon	3	0	Low
28	Male	PhD	Widowed	null	771	21,660	Home	Unemployed	17	Excellent	0.211402	192,519	3	West Mariomouth	GA	Lithuania	1	2	Low
37	Non-binary	Bachelor's	Widowed	83,027	622	22,143	Business	Self-employed	8	Fair	0.562423	210,540	null	West Julia	MO	Sudan	null	0	Medium
54	Non-binary	Master's	Single	null	777	15,410	Home	Unemployed	19	Fair	0.314786	160,109	4	West Hailey	KY	Canada	3	0	Low
33	Male	High School	Widowed	106,916	703	46,904	Personal	Unemployed	19	Good	0.245849	null	3	Brandiburgh	AS	Saint Vincent and the Grenadines	3	2	Low
18	Non-binary	High School	Divorced	71,312	null	27,778	Auto	Employed	14	Good	0.297194	261,598	0	Port Jeanneshire	AR	Kuwait	1	2	Low
48	Non-binary	High School	Widowed	47,617	null	41,160	Business	Self-employed	4	Good	0.242741	299,489	0	Lindaberg	LA	Malta	1	2	Low
62	Female	High School	Widowed	72,955	607	null	Home	Self-employed	9	Excellent	0.233505	144,129	null	Douglasborough	HI	Botswana	0	0	Low
35	Non-binary	Bachelor's	Widowed	null	653	30,905	Auto	Unemployed	11	Good	0.563275	21,712	2	Ruizside	HI	Christmas Island	1	1	Low
39	Non-binary	PhD	Divorced	104,480	775	6,119	Auto	Employed	3	Fair	0.512946	242,511	2	East Williamville	DC	Kiribati	2	1	Medium
57	Female	Master's	Married	62,912	776	23,898	Auto	Employed	18	Poor	0.174544	73,140	4	Lake Jessica	WA	French Southern Territories	3	0	Low
53	Female	High School	Married	53,000	629	38,463	Home	Unemployed	3	Fair	0.555362	181,801	1	Adkinsmouth	AR	Gabon	null	0	Medium

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