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
67	Non-binary	PhD	Divorced	117,384	768	43,310	Personal	Self-employed	14	Fair	0.23025	193,887	null	East Eileen	CT	Angola	0	1	High
21	Male	High School	Married	null	717	18,045	Business	Unemployed	2	Excellent	0.336113	94,833	1	Johnsonshire	NC	Samoa	3	2	Medium
50	Female	Master's	Widowed	43,950	630	6,850	Personal	Employed	10	Fair	0.556381	255,166	null	Kevinport	UT	United States of America	1	1	Medium
18	Male	High School	Single	108,479	756	null	Personal	Unemployed	1	Fair	0.199406	155,479	null	Hardingland	PR	Palestinian Territory	null	1	Medium
33	Non-binary	Bachelor's	Single	106,994	727	26,924	Personal	Self-employed	16	Good	0.461402	294,932	0	Andersonfurt	MO	Bulgaria	3	0	Low
62	Non-binary	Bachelor's	Single	81,710	722	18,018	Auto	Unemployed	16	Fair	0.228688	21,583	4	Lake Michael	OR	Cuba	3	0	Low
30	Female	PhD	Divorced	111,005	731	34,657	Personal	Employed	6	Excellent	0.156844	72,186	2	Myersfort	LA	Bouvet Island (Bouvetoya)	3	1	Low
34	Female	Bachelor's	Divorced	110,073	662	16,416	Auto	Unemployed	10	Fair	0.169338	111,987	0	New Michael	VA	Barbados	null	1	Low
50	Male	Master's	Divorced	78,051	null	27,463	Business	Employed	3	Excellent	0.446545	286,710	null	South Tammy	UT	Turkey	0	0	Low
39	Non-binary	Master's	Widowed	110,197	642	13,407	Business	Employed	13	Good	0.514387	249,792	0	Paulberg	RI	Romania	0	1	Low
59	Male	Bachelor's	Married	110,444	726	null	Auto	Self-employed	6	Fair	0.49696	null	0	Lake Nicole	NH	Central African Republic	2	2	Low
49	Male	Master's	Divorced	73,625	null	40,628	Auto	Employed	7	Excellent	0.277857	194,744	2	Sanchezburgh	TX	Ghana	0	2	Medium
47	Non-binary	PhD	Married	48,892	623	42,009	Auto	Unemployed	5	Fair	0.481389	199,557	1	South Sharon	IL	Finland	4	1	Low
43	Female	Master's	Divorced	95,400	768	44,512	Auto	Unemployed	19	Fair	0.1454	125,061	1	New Michael	MD	Indonesia	2	2	Low
46	Female	Master's	Widowed	108,271	604	29,454	Business	Employed	7	Good	0.563961	212,570	0	East Katherine	TN	Zambia	4	1	Low
62	Male	PhD	Married	102,805	735	34,741	Personal	Unemployed	15	Good	0.592882	132,461	4	Port Rebeccaville	MD	Iceland	4	0	Low
44	Female	Bachelor's	Divorced	44,136	793	null	Business	Employed	10	Fair	0.182276	203,769	2	Lake Justin	ND	Palestinian Territory	2	2	Medium
67	Female	High School	Married	73,276	717	44,581	Auto	Employed	0	Poor	0.245911	298,985	1	Waynestad	RI	Western Sahara	2	0	Medium
53	Female	Bachelor's	Single	null	null	34,580	Auto	Employed	5	Poor	0.434801	96,142	3	Victorbury	MS	Niger	2	1	Medium
62	Female	High School	Married	45,367	null	49,500	Personal	Employed	11	Good	0.507975	38,681	0	Valeriechester	NE	Armenia	2	2	Low
23	Non-binary	PhD	Married	43,107	652	47,148	Business	Unemployed	7	Excellent	0.236961	52,635	3	Port Shelbyport	NM	Niger	null	2	Medium
62	Non-binary	High School	Single	50,054	669	32,562	Business	Self-employed	14	Excellent	0.398731	260,959	0	New Danielle	AR	Eritrea	1	1	Medium
42	Male	PhD	Married	37,745	null	22,859	Personal	Unemployed	16	Poor	0.106142	80,013	4	East Zacharyville	TX	British Indian Ocean Territory (Chagos Archipelago)	null	0	Low
46	Non-binary	High School	Married	27,089	720	35,207	Home	Self-employed	15	Excellent	0.577377	75,245	3	New Deborah	CT	Morocco	0	1	Medium
27	Non-binary	PhD	Divorced	54,019	738	null	Business	Employed	4	Good	0.320158	130,143	4	Andersonfort	HI	France	3	2	Low
26	Male	PhD	Widowed	54,407	null	29,001	Home	Self-employed	14	Good	0.329529	null	2	North Stevenhaven	MS	Montserrat	null	1	Medium
29	Male	Bachelor's	Divorced	87,857	665	39,679	Business	Unemployed	12	Excellent	0.441831	231,160	1	Mariahburgh	ID	Cote d'Ivoire	null	0	Low
45	Non-binary	PhD	Single	24,476	616	38,874	Home	Employed	1	Excellent	0.386979	210,576	1	East Leeville	VT	Portugal	4	1	Medium
40	Female	PhD	Widowed	null	644	23,180	Personal	Self-employed	1	Excellent	0.273142	74,170	4	North Ian	WA	Eritrea	1	0	Low
19	Male	High School	Divorced	92,855	615	46,036	Personal	Employed	11	Good	0.246013	152,805	2	West Brentburgh	DC	Liberia	4	2	Low
48	Male	Bachelor's	Married	56,790	744	11,069	Business	Unemployed	12	Good	0.103322	91,957	3	Port Johnshire	PW	Nicaragua	0	2	Low
53	Male	High School	Divorced	81,877	691	32,324	Auto	Employed	0	Fair	0.154811	null	null	West Ryan	MI	Vanuatu	3	1	Low
56	Male	Bachelor's	Single	37,878	null	null	Auto	Employed	14	Fair	0.383373	113,274	0	Lake Chelseaberg	AK	Somalia	0	0	Medium
51	Non-binary	PhD	Married	null	630	20,738	Business	Employed	13	Excellent	0.259367	182,356	2	East Angie	PW	Austria	0	2	Low
24	Non-binary	Master's	Married	88,595	765	49,046	Auto	Self-employed	3	Poor	0.233089	214,936	0	New Justin	ME	Syrian Arab Republic	4	1	Medium
67	Female	Master's	Single	66,576	651	28,129	Business	Self-employed	16	Poor	0.336274	253,493	0	Lake Aaronshire	WA	Uzbekistan	3	0	High
18	Male	Master's	Single	95,876	797	21,839	Home	Employed	6	Excellent	0.147537	64,401	1	Port Michael	VT	Equatorial Guinea	null	1	Low
64	Non-binary	Bachelor's	Married	108,762	724	21,553	Home	Employed	17	Fair	0.587845	149,028	3	South Brian	IL	Luxembourg	3	1	High
29	Female	Master's	Widowed	76,422	null	14,701	Auto	Employed	18	Excellent	0.336128	null	0	North Larry	PW	Yemen	3	0	Low
39	Female	Bachelor's	Married	64,273	777	46,308	Business	Self-employed	6	Excellent	0.150295	154,005	2	Matthewview	DE	Dominican Republic	0	0	Medium
59	Male	Bachelor's	Single	59,950	796	null	Auto	Employed	11	Good	0.106251	null	2	New Jacquelinehaven	AL	Somalia	1	1	Low
24	Non-binary	Bachelor's	Married	94,714	779	12,184	Personal	Unemployed	3	Excellent	0.357803	297,324	2	South Christopher	UT	Nepal	1	0	Low
53	Non-binary	High School	Widowed	90,043	643	25,773	Business	Employed	11	Good	0.299838	null	2	South Valeriechester	PA	Indonesia	2	1	Low
65	Non-binary	High School	Single	54,593	628	49,092	Auto	Self-employed	0	Good	0.415578	155,171	2	Alexanderbury	MP	Papua New Guinea	1	0	Low
48	Male	Master's	Divorced	116,665	787	12,157	Personal	Unemployed	3	Good	0.445538	21,333	1	North Shannonmouth	MS	San Marino	1	0	Low
48	Female	PhD	Married	null	691	27,307	Home	Self-employed	14	Good	0.121821	178,877	4	Adrianfurt	LA	Serbia	4	0	Low
69	Non-binary	PhD	Married	42,487	640	17,620	Auto	Employed	1	Poor	0.329724	52,473	0	East Jennaton	IN	Equatorial Guinea	1	1	Medium
49	Male	Bachelor's	Single	28,301	661	48,974	Business	Self-employed	17	Poor	0.517501	204,270	4	South Amanda	ID	Lithuania	1	1	Medium
51	Non-binary	Master's	Widowed	90,561	659	5,141	Auto	Unemployed	7	Excellent	0.152169	33,050	3	Baldwinbury	NH	Fiji	null	2	High
35	Non-binary	Bachelor's	Widowed	null	606	42,141	Personal	Self-employed	1	Excellent	0.51294	143,365	3	North Toni	PA	Falkland Islands (Malvinas)	1	1	Low
46	Male	Master's	Married	null	757	null	Personal	Unemployed	15	Excellent	0.297836	241,201	3	Pereztown	CA	United States of America	4	2	Medium
55	Non-binary	Master's	Divorced	104,192	741	38,688	Auto	Employed	2	Poor	0.559546	158,706	4	Robertstown	MT	Australia	null	0	Low
29	Female	Bachelor's	Divorced	null	727	12,009	Personal	Employed	10	Excellent	0.200301	107,759	4	North Cassandrastad	WI	Singapore	4	0	Medium
32	Female	High School	Married	78,479	701	17,549	Home	Employed	15	Excellent	0.128213	269,377	3	South Alejandro	CO	Togo	null	2	Low
59	Female	PhD	Single	null	659	17,748	Personal	Employed	1	Excellent	0.50621	213,258	1	Tracytown	SC	Saudi Arabia	3	1	Low
56	Male	Master's	Married	65,101	614	null	Business	Self-employed	17	Poor	0.369827	120,760	2	Fosterhaven	HI	Egypt	3	2	Low
39	Non-binary	PhD	Married	58,458	779	42,648	Home	Unemployed	4	Excellent	0.293071	195,287	0	Lake Lee	SD	Somalia	3	2	Medium
46	Non-binary	High School	Divorced	107,242	613	10,917	Auto	Employed	17	Good	0.24031	129,237	3	Matthewshire	MO	Peru	2	2	Low
46	Non-binary	PhD	Married	null	749	14,094	Personal	Unemployed	17	Good	0.481996	null	null	Charlesbury	NJ	Tonga	4	1	Low
25	Non-binary	Bachelor's	Widowed	null	763	10,963	Home	Unemployed	10	Poor	0.158429	56,506	3	Grahamshire	TN	Cambodia	3	0	Low
66	Male	Bachelor's	Widowed	38,423	790	8,534	Business	Employed	16	Good	0.385556	231,882	2	Parkerfort	ME	Sao Tome and Principe	0	2	Low
28	Non-binary	Master's	Single	68,001	690	23,940	Business	Unemployed	15	Good	0.292108	191,836	4	North Ernest	TX	Isle of Man	4	2	High
65	Male	Bachelor's	Single	21,195	753	null	Personal	Self-employed	2	Excellent	0.432256	22,528	3	New Davidberg	CT	Vanuatu	3	0	Low
45	Male	Master's	Married	110,203	639	31,269	Auto	Self-employed	17	Fair	0.281937	237,232	null	Waltersshire	MT	Cote d'Ivoire	1	1	Low
63	Male	Master's	Married	66,996	675	31,457	Auto	Unemployed	1	Poor	0.127057	null	4	Cynthiafort	VT	United States Minor Outlying Islands	3	2	Low
37	Female	PhD	Widowed	70,559	744	40,422	Auto	Unemployed	12	Fair	0.241869	49,173	4	Debbieburgh	LA	Burkina Faso	4	2	Medium
31	Male	Master's	Divorced	110,680	782	37,605	Business	Employed	8	Excellent	0.302576	123,105	3	Jamesstad	VA	Greece	0	0	Medium
67	Non-binary	Bachelor's	Married	58,664	652	9,748	Business	Employed	8	Fair	0.40757	281,653	2	Charleschester	SC	Senegal	null	2	Low
39	Female	PhD	Married	92,076	null	8,454	Personal	Self-employed	13	Good	0.223129	49,166	0	North Robert	ND	Cook Islands	3	1	Medium
25	Male	High School	Married	92,231	672	null	Personal	Self-employed	2	Good	0.506064	180,522	4	Charlesstad	MN	Vanuatu	0	0	Low
29	Male	PhD	Widowed	83,211	754	49,587	Home	Employed	3	Fair	0.437862	209,931	4	Bennettbury	CA	Jordan	4	0	Medium
65	Male	Bachelor's	Widowed	98,314	625	27,295	Auto	Employed	3	Excellent	0.455985	292,546	3	North Ronaldfort	SC	Serbia	2	1	High
65	Male	Bachelor's	Divorced	42,887	677	27,628	Business	Self-employed	14	Fair	0.135176	218,768	null	Michaelhaven	FL	Cuba	2	0	High
66	Non-binary	PhD	Married	111,544	748	22,812	Home	Self-employed	7	Fair	0.551404	281,631	3	Hernandezchester	OH	Malawi	0	0	Low
42	Male	Master's	Single	113,528	648	29,365	Auto	Self-employed	18	Excellent	0.452257	null	null	Cooperchester	WY	Western Sahara	1	1	Low
24	Non-binary	PhD	Single	26,421	688	null	Business	Unemployed	15	Good	0.232941	235,915	3	East Ryanborough	MA	Ecuador	null	0	Low
66	Female	Master's	Single	33,107	794	13,463	Business	Self-employed	16	Fair	0.212985	24,387	4	East Dan	ID	Saint Martin	0	0	Low
34	Female	PhD	Divorced	22,703	665	31,274	Auto	Self-employed	11	Excellent	0.417962	103,999	0	New Kiara	CA	Oman	4	0	High
59	Female	High School	Single	68,120	657	34,122	Home	Employed	17	Excellent	0.550016	100,167	1	Perkinsbury	ME	Cote d'Ivoire	3	2	Medium
28	Female	Bachelor's	Single	null	null	26,313	Auto	Employed	5	Excellent	0.395178	143,358	2	Dianaport	TN	Comoros	1	0	Low
41	Female	Bachelor's	Single	76,251	null	46,890	Business	Employed	19	Excellent	0.471315	172,640	3	Heatherside	NJ	Samoa	0	2	Low
55	Non-binary	High School	Married	null	630	43,060	Home	Unemployed	10	Good	0.290484	201,544	2	Jimenezstad	VI	Armenia	1	1	Low
42	Male	Master's	Single	57,462	null	null	Home	Self-employed	11	Good	0.505556	null	4	North Barbarahaven	MN	Egypt	0	0	Low
52	Female	High School	Married	110,179	749	42,559	Personal	Self-employed	15	Fair	0.525627	132,745	2	North William	VI	Western Sahara	2	1	High
52	Male	High School	Divorced	90,599	null	27,319	Business	Unemployed	14	Good	0.468091	176,205	1	Christophermouth	VT	Poland	4	2	Low
32	Female	High School	Divorced	96,230	671	48,015	Home	Unemployed	19	Excellent	0.538377	96,225	null	Lake Brian	OR	Turkmenistan	1	2	Medium
32	Non-binary	PhD	Widowed	null	639	38,116	Home	Unemployed	7	Poor	0.414081	158,540	1	New Samanthastad	NC	Hong Kong	1	0	High
28	Female	Bachelor's	Widowed	42,030	665	15,203	Auto	Self-employed	3	Fair	0.101514	120,645	4	Michaelchester	WA	Armenia	1	0	Low
63	Male	Bachelor's	Divorced	97,614	601	40,182	Home	Self-employed	17	Fair	0.470057	240,712	4	North Tammy	FL	Colombia	4	0	Medium
51	Male	PhD	Married	104,075	693	49,212	Auto	Employed	10	Fair	0.297267	45,516	2	Walkermouth	NC	Palau	2	1	Low
53	Male	High School	Married	71,885	null	18,657	Auto	Employed	9	Excellent	0.324896	111,903	0	West Brandy	WI	Kenya	0	0	Medium
24	Female	High School	Married	115,157	737	33,707	Home	Employed	2	Fair	0.287578	281,687	0	West Brittney	AR	Sierra Leone	1	0	Medium
58	Male	Bachelor's	Divorced	49,482	729	19,101	Auto	Unemployed	9	Poor	0.399701	261,115	null	New Robertchester	UT	Thailand	2	0	Low
33	Male	Master's	Single	91,980	668	20,234	Home	Self-employed	19	Poor	0.247261	182,945	null	Dawnbury	TX	Oman	3	1	Low
67	Male	Master's	Widowed	31,333	770	21,238	Personal	Employed	15	Fair	0.123869	101,545	2	Lake Kellyfort	LA	Fiji	0	1	Medium
47	Female	Bachelor's	Divorced	29,605	649	24,539	Auto	Unemployed	1	Poor	0.432843	null	1	Mccoyhaven	DE	Antarctica (the territory South of 60 deg S)	3	1	Low
29	Non-binary	PhD	Divorced	67,361	null	null	Personal	Unemployed	10	Excellent	0.206683	289,761	4	Port Ashleyland	AK	Russian Federation	3	0	Low
63	Male	High School	Married	33,403	627	36,664	Personal	Employed	2	Poor	0.206582	24,674	3	Harrisonside	PA	Afghanistan	3	0	Medium
56	Non-binary	Master's	Widowed	77,751	683	42,422	Home	Employed	15	Excellent	0.462629	206,056	0	Port Sabrinaberg	LA	Lao People's Democratic Republic	3	1	Medium
36	Non-binary	PhD	Married	35,091	770	49,689	Home	Employed	3	Good	0.317154	null	3	Jeffreytown	OH	Puerto Rico	3	2	Medium

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