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
56	Male	Bachelor's	Married	83,059	756	42,332	Home	Employed	16	Fair	0.207812	153,365	0	South Joseph	IA	Bosnia and Herzegovina	1	1	Low
65	Non-binary	Master's	Single	85,322	730	48,402	Home	Employed	17	Excellent	0.241151	87,389	1	New Emily	NY	Burkina Faso	2	0	Medium
18	Non-binary	High School	Single	44,630	676	32,882	Business	Self-employed	9	Fair	0.511206	74,457	3	Port Brian	SD	United States Virgin Islands	1	2	Medium
62	Female	High School	Widowed	null	666	15,716	Home	Employed	17	Poor	0.388709	121,284	0	Willieborough	KY	Guatemala	null	2	High
59	Male	Bachelor's	Married	99,737	null	43,548	Home	Unemployed	7	Excellent	0.459651	null	null	New Donna	NJ	Fiji	null	1	Low
43	Male	Bachelor's	Married	20,029	717	23,659	Business	Unemployed	13	Poor	0.287773	292,405	4	North Charlesburgh	NY	Botswana	2	0	Medium
25	Male	High School	Single	119,772	745	20,639	Home	Unemployed	19	Fair	0.133237	191,073	null	Evansburgh	WA	Swaziland	1	1	Medium
62	Male	High School	Widowed	29,039	730	25,326	Auto	Self-employed	7	Poor	0.220275	256,933	1	Port Ryanport	MO	Equatorial Guinea	0	0	Low
40	Non-binary	Master's	Divorced	102,298	690	null	Business	Employed	1	Good	0.137902	126,389	2	Erikaview	PR	United States of America	1	0	Low
65	Non-binary	PhD	Divorced	21,927	726	17,859	Auto	Employed	19	Excellent	0.205739	132,723	0	New Megan	NJ	Netherlands Antilles	1	0	Medium
38	Non-binary	PhD	Widowed	38,883	757	23,725	Home	Employed	15	Excellent	0.101317	219,793	4	Millerside	FL	Venezuela	2	2	Low
32	Male	High School	Widowed	null	659	39,760	Personal	Unemployed	12	Excellent	0.301871	71,892	4	Danielville	NC	Dominican Republic	3	0	Low
27	Non-binary	PhD	Widowed	97,722	727	null	Home	Unemployed	4	Excellent	0.356379	null	0	Andrewsberg	VA	Taiwan	3	1	Low
34	Non-binary	Bachelor's	Divorced	null	721	18,104	Home	Employed	19	Poor	0.38011	null	null	North Michaelborough	NY	Mali	null	1	Low
37	Male	Master's	Single	54,130	610	10,727	Business	Employed	7	Excellent	0.254568	null	1	East Jeff	GA	Burundi	2	2	Low
48	Non-binary	High School	Married	99,996	720	null	Business	Self-employed	5	Poor	0.265053	268,960	3	Phillipsborough	HI	Nigeria	0	0	Medium
24	Female	Master's	Single	30,555	674	16,520	Business	Self-employed	5	Good	0.432293	209,206	0	East Lee	WY	Belgium	1	0	Medium
32	Male	PhD	Married	67,553	625	41,178	Auto	Unemployed	2	Fair	0.290749	185,996	1	Lake Brianmouth	TX	Libyan Arab Jamahiriya	4	2	Low
23	Male	PhD	Divorced	83,862	773	28,902	Auto	Employed	4	Good	0.295112	157,925	0	Pattersontown	TX	Niger	0	2	Medium
18	Non-binary	Master's	Widowed	47,955	628	24,193	Personal	Employed	11	Excellent	0.382087	128,895	4	Port Vickie	TN	Ecuador	4	0	Medium
49	Male	PhD	Single	53,542	618	44,829	Auto	Employed	19	Good	0.298072	146,789	null	Samanthaport	NH	Switzerland	3	0	Low
68	Male	Master's	Married	34,388	null	38,246	Business	Unemployed	13	Good	0.457127	181,223	null	Port Michael	PR	Lithuania	0	2	Low
59	Non-binary	PhD	Divorced	88,718	733	42,135	Personal	Self-employed	2	Excellent	0.386127	null	4	Heatherfort	ID	Chad	3	0	High
64	Non-binary	Master's	Married	80,109	731	8,018	Personal	Employed	16	Fair	0.197643	212,079	null	North Natalieton	AZ	French Guiana	null	1	Medium
25	Non-binary	Bachelor's	Married	46,710	654	19,583	Personal	Employed	11	Good	0.463061	160,768	3	Kingport	MO	Philippines	1	0	High
43	Female	Bachelor's	Married	null	638	34,361	Business	Unemployed	14	Poor	0.137487	251,705	3	Garciabury	HI	Malta	4	2	Low
24	Female	Master's	Widowed	null	612	45,302	Business	Employed	11	Good	0.290442	263,780	null	Lake Donald	WI	Tokelau	4	1	Medium
45	Female	Bachelor's	Single	99,267	646	16,024	Personal	Self-employed	4	Good	0.303769	158,440	0	North Tonya	WY	Reunion	2	1	Medium
41	Female	Bachelor's	Widowed	113,248	741	null	Personal	Employed	16	Poor	0.439595	216,274	3	Brittanyville	AL	Malawi	null	2	Low
26	Female	High School	Single	101,006	616	7,136	Personal	Self-employed	11	Good	0.393443	241,380	1	South Jeffreyberg	MT	Eritrea	3	0	Medium
35	Non-binary	Master's	Married	27,304	711	43,998	Personal	Self-employed	19	Excellent	0.188936	104,718	null	South Pam	CA	Trinidad and Tobago	0	1	Medium
28	Non-binary	Bachelor's	Married	49,854	null	20,507	Personal	Employed	14	Excellent	0.308327	null	3	East Nicholas	GU	Maldives	3	0	Medium
49	Non-binary	PhD	Single	60,129	640	null	Business	Unemployed	6	Excellent	0.572547	null	2	North Brandimouth	IN	United Arab Emirates	2	2	Low
65	Female	Master's	Married	null	730	null	Business	Unemployed	0	Fair	0.251554	190,382	1	North Christinachester	AR	Iraq	1	1	Low
48	Non-binary	PhD	Married	80,282	null	null	Personal	Employed	18	Good	0.39792	278,798	3	New Denise	FM	Taiwan	0	2	Medium
23	Non-binary	Bachelor's	Single	null	681	29,946	Personal	Self-employed	11	Good	0.267158	136,018	0	Mooreborough	VT	Gambia	0	0	Low
54	Female	Bachelor's	Single	116,996	null	null	Auto	Unemployed	18	Poor	0.485183	102,086	2	Stevenport	ND	Congo	4	1	Medium
49	Female	PhD	Widowed	83,219	662	37,391	Auto	Unemployed	16	Good	0.21599	118,643	null	South Gwendolyn	WV	Israel	3	1	Low
43	Female	High School	Divorced	99,841	698	39,501	Auto	Unemployed	18	Poor	0.550005	175,301	0	Lucasmouth	PR	Azerbaijan	1	1	Low
30	Male	Bachelor's	Widowed	71,119	673	10,850	Auto	Self-employed	13	Excellent	0.490239	147,880	4	New David	KY	Heard Island and McDonald Islands	2	1	Low
42	Non-binary	Bachelor's	Single	55,319	721	33,766	Home	Unemployed	6	Fair	0.271483	null	2	East Dawn	MN	Jamaica	null	2	Low
28	Male	Bachelor's	Divorced	82,456	770	8,370	Personal	Unemployed	4	Fair	0.594678	45,918	null	Lake Destinyland	KS	Niue	1	0	Medium
32	Male	Bachelor's	Divorced	109,424	603	10,647	Personal	Employed	0	Fair	0.434008	53,003	0	Port Austin	MH	Cambodia	2	2	Medium
31	Non-binary	Bachelor's	Single	94,755	711	15,076	Auto	Self-employed	4	Fair	0.300091	233,514	4	East Christopher	AK	Indonesia	null	0	High
43	Male	Master's	Married	23,894	null	28,580	Auto	Unemployed	9	Good	0.247084	109,755	2	West Jeremyside	IN	Venezuela	null	0	Medium
23	Male	Master's	Widowed	92,799	629	12,798	Personal	Self-employed	3	Fair	0.200869	100,102	4	Howellview	CA	Gambia	null	0	Medium
39	Female	PhD	Married	65,489	null	22,391	Home	Self-employed	2	Excellent	0.590971	null	2	West Mariah	IN	Peru	0	0	Low
48	Non-binary	PhD	Single	57,739	604	10,649	Personal	Self-employed	9	Fair	0.142715	34,236	1	Ericstad	KY	Palestinian Territory	null	0	Low
39	Female	Bachelor's	Married	81,323	736	15,339	Auto	Unemployed	19	Excellent	0.5506	null	2	South Karen	MA	Mozambique	3	2	High
29	Non-binary	Bachelor's	Single	92,242	null	22,410	Personal	Employed	0	Good	0.391074	278,882	4	Port Kristi	MI	Saint Kitts and Nevis	1	1	Medium
22	Male	Master's	Married	85,827	704	23,449	Personal	Self-employed	11	Good	0.299527	155,758	0	East Matthew	CA	Congo	0	1	High
43	Male	PhD	Divorced	35,231	608	15,822	Personal	Self-employed	6	Poor	0.592313	240,898	0	Ortegashire	MP	Hong Kong	0	1	Low
34	Female	Master's	Married	47,949	null	null	Personal	Self-employed	8	Excellent	0.25212	null	2	Rodgersmouth	NE	Bosnia and Herzegovina	2	2	Low
33	Male	Master's	Married	null	729	21,862	Auto	Unemployed	11	Fair	0.566346	93,805	null	Powellfurt	FL	Iceland	1	2	Low
56	Female	High School	Widowed	63,386	691	21,403	Auto	Employed	18	Poor	0.282693	243,749	3	North Christopher	SC	Western Sahara	0	2	Medium
31	Female	Bachelor's	Single	112,201	642	11,022	Auto	Unemployed	14	Good	0.341646	299,348	4	Yorkfurt	CA	Bangladesh	4	2	Low
18	Non-binary	PhD	Divorced	108,016	675	41,460	Personal	Employed	4	Poor	0.392583	21,655	3	North David	MO	Saint Barthelemy	0	2	Low
48	Female	Bachelor's	Married	77,965	null	12,773	Auto	Unemployed	1	Excellent	0.161368	61,870	3	Lake Joshuaview	CA	Dominica	null	2	Medium
69	Male	High School	Married	100,442	662	null	Auto	Employed	5	Fair	0.529266	199,264	3	Stanleyhaven	MT	France	4	1	Low
32	Female	PhD	Married	55,470	null	22,114	Auto	Employed	10	Poor	0.468554	211,344	4	New Dylanside	MO	Korea	0	2	Medium
22	Female	PhD	Married	99,139	608	27,289	Business	Employed	15	Good	0.404414	258,999	1	East Michaelstad	AK	Tokelau	0	0	Low
64	Female	Bachelor's	Widowed	108,202	790	36,213	Business	Self-employed	12	Poor	0.252112	271,402	4	Port Brad	CO	Puerto Rico	4	1	Low
50	Male	Master's	Divorced	48,794	621	9,040	Auto	Employed	8	Poor	0.52306	null	3	Lake Brandon	LA	Moldova	1	1	Medium
31	Non-binary	Bachelor's	Widowed	47,027	null	26,755	Home	Employed	18	Good	0.54068	70,622	3	South Cherylside	ND	Cuba	1	2	High
55	Female	Master's	Married	69,986	621	40,896	Auto	Unemployed	15	Excellent	0.28346	238,702	4	Port Ashley	CT	Malaysia	2	0	Low
46	Male	Master's	Widowed	75,235	647	33,527	Home	Employed	18	Fair	0.599825	null	1	Vaughanfurt	DC	Saint Barthelemy	4	2	Low
19	Non-binary	Master's	Divorced	58,557	null	42,010	Home	Unemployed	0	Good	0.349926	162,009	2	Obrienland	GU	Papua New Guinea	null	1	Medium
40	Non-binary	PhD	Divorced	77,324	736	null	Personal	Unemployed	3	Good	0.256692	106,683	null	Clairehaven	MO	Saint Martin	null	2	Low
56	Female	Master's	Widowed	84,541	null	46,678	Business	Employed	5	Poor	0.546056	null	2	Lloydchester	NJ	Solomon Islands	3	1	Low
30	Non-binary	Bachelor's	Married	99,180	657	33,734	Personal	Self-employed	7	Fair	0.185516	138,563	4	Michaelburgh	GA	Lebanon	0	2	Low
35	Female	Master's	Married	34,425	null	24,044	Business	Self-employed	18	Good	0.480275	269,768	1	Joycemouth	VA	Pakistan	0	1	Low
65	Female	PhD	Single	82,325	615	44,170	Business	Employed	4	Good	0.221921	178,684	3	Johnfort	LA	Singapore	2	0	Low
44	Female	High School	Single	41,071	null	32,470	Business	Unemployed	12	Excellent	0.149246	292,713	3	Jonesberg	FM	Malaysia	0	2	Medium
33	Female	PhD	Widowed	52,813	775	8,749	Home	Self-employed	10	Fair	0.52913	233,871	4	Connortown	NV	Saint Barthelemy	null	0	Low
33	Female	PhD	Married	51,283	656	6,656	Personal	Employed	10	Poor	0.557792	247,589	4	Tylerport	PA	Cayman Islands	null	1	Low
54	Non-binary	PhD	Married	72,158	620	16,859	Home	Self-employed	4	Poor	0.448972	227,486	1	Shaneborough	GA	South Georgia and the South Sandwich Islands	2	0	Low
62	Male	Master's	Single	24,708	654	20,450	Personal	Self-employed	19	Fair	0.518456	null	0	West Jacqueline	NY	Brunei Darussalam	null	1	Medium
47	Female	High School	Married	85,382	731	25,483	Business	Unemployed	14	Fair	0.173369	189,715	null	West Kirsten	SD	Saudi Arabia	4	0	Low
24	Non-binary	Bachelor's	Married	74,348	725	23,942	Business	Employed	16	Fair	0.364409	77,594	null	South Deborah	OK	Luxembourg	3	1	Low
49	Male	PhD	Widowed	77,304	733	9,106	Business	Employed	4	Good	0.294734	null	4	Debbiefort	WA	Burkina Faso	null	1	Medium
48	Non-binary	PhD	Married	32,202	668	9,055	Home	Unemployed	19	Excellent	0.24704	43,308	null	Shannonland	VI	Bosnia and Herzegovina	3	0	Medium
57	Female	PhD	Married	null	760	5,133	Personal	Unemployed	7	Excellent	0.576316	189,729	null	Douglasborough	OR	Italy	2	2	Low
34	Female	Master's	Widowed	26,015	662	null	Auto	Unemployed	15	Fair	0.400536	23,936	3	New Andreachester	VA	Lithuania	2	0	Low
35	Male	Bachelor's	Divorced	77,300	600	24,411	Business	Self-employed	16	Good	0.328918	151,091	1	Bensonville	NE	Ethiopia	4	1	Low
39	Male	PhD	Widowed	73,270	663	49,121	Home	Employed	11	Fair	0.482677	142,814	3	Hensonland	MP	Bouvet Island (Bouvetoya)	2	2	High
61	Male	High School	Single	72,236	681	45,310	Auto	Unemployed	3	Good	0.155808	69,036	null	Port Yvonnefurt	VT	Zambia	4	2	Low
62	Non-binary	Master's	Married	103,911	645	46,612	Personal	Unemployed	11	Poor	0.583575	223,298	0	Johnsonbury	UT	Seychelles	4	0	Low
41	Non-binary	PhD	Married	25,008	662	22,639	Home	Self-employed	16	Good	0.203381	null	1	West Danielle	HI	Uganda	2	1	Low
55	Male	PhD	Married	116,185	614	28,778	Home	Employed	6	Fair	0.143636	269,440	4	Port Richard	AZ	Burkina Faso	2	2	Medium
27	Female	Master's	Single	72,703	626	18,541	Home	Unemployed	18	Poor	0.264481	80,191	2	Marshallville	MI	Antigua and Barbuda	2	1	Low
67	Non-binary	Bachelor's	Divorced	33,979	681	null	Auto	Unemployed	9	Fair	0.454581	217,508	null	Jeanettetown	KS	Marshall Islands	null	0	Medium
44	Non-binary	Master's	Widowed	108,023	728	32,933	Personal	Unemployed	0	Fair	0.301339	298,863	0	Smithborough	SC	Switzerland	0	2	Medium
23	Female	PhD	Widowed	43,039	648	21,655	Auto	Unemployed	14	Poor	0.578405	null	3	South Dennismouth	MS	Uzbekistan	2	1	Medium
27	Non-binary	PhD	Married	79,547	null	22,856	Home	Employed	0	Good	0.403528	167,302	1	Lake Cassandraberg	NM	Lesotho	3	0	Low
33	Female	PhD	Married	58,941	768	15,107	Business	Unemployed	10	Fair	0.338312	null	3	East Reneetown	FL	South Africa	null	1	Medium
60	Male	Master's	Married	null	692	32,191	Personal	Unemployed	17	Excellent	0.447974	146,565	0	East Marcusland	FM	Liberia	2	1	High
66	Male	Master's	Married	57,695	789	18,084	Personal	Employed	8	Excellent	0.542321	162,216	1	Port Williamberg	PR	Congo	4	1	Low
69	Female	PhD	Married	109,780	686	30,381	Business	Employed	15	Excellent	0.323962	null	0	Tyronebury	NC	Cape Verde	1	0	Low
54	Female	PhD	Widowed	114,376	738	12,731	Business	Unemployed	0	Poor	0.294817	139,879	null	Petersenport	CT	Honduras	0	2	Low
58	Non-binary	High School	Single	46,507	null	36,767	Home	Unemployed	15	Excellent	0.257664	292,466	3	Adammouth	PR	Nepal	null	0	High

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