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
45	Male	PhD	Married	62,653	782	13,694	Auto	Unemployed	8	Fair	0.1559	37,920	1	Port Kim	VT	Burkina Faso	null	0	Low
59	Female	Master's	Married	80,760	760	18,369	Business	Self-employed	8	Poor	0.13147	58,815	0	East Melanie	ID	Denmark	2	1	Low
19	Male	PhD	Widowed	41,283	749	43,926	Home	Unemployed	3	Fair	0.534618	null	1	Watkinsside	AR	Libyan Arab Jamahiriya	4	2	Medium
30	Female	Master's	Single	57,039	658	null	Business	Unemployed	5	Poor	0.22257	56,982	null	Samuelville	MH	Taiwan	null	1	High
52	Female	Master's	Widowed	32,588	662	null	Business	Employed	2	Excellent	0.14461	43,516	4	Combsbury	TN	Palestinian Territory	null	0	Low
67	Non-binary	High School	Single	42,253	630	22,664	Business	Employed	14	Poor	0.221118	108,738	3	West Steven	VA	Venezuela	0	0	Low
52	Male	Master's	Single	null	672	31,600	Home	Employed	9	Good	0.173902	292,080	2	East Daniel	IA	Pakistan	4	1	Low
60	Non-binary	High School	Divorced	23,072	null	42,933	Personal	Unemployed	11	Fair	0.57667	22,456	3	West Arthurmouth	UT	New Caledonia	3	0	Medium
64	Male	High School	Divorced	109,606	775	45,316	Personal	Self-employed	8	Excellent	0.404856	258,825	1	Lake Christopherview	CO	Macao	2	1	Medium
50	Female	High School	Single	75,820	774	19,581	Home	Unemployed	6	Poor	0.181248	264,233	3	Richardsbury	WI	British Indian Ocean Territory (Chagos Archipelago)	0	1	Medium
19	Male	Master's	Divorced	21,379	null	30,957	Home	Unemployed	2	Poor	0.485164	44,526	1	Nicholasburgh	NC	Comoros	3	0	Low
63	Female	Bachelor's	Widowed	62,294	606	18,074	Business	Unemployed	18	Fair	0.317179	237,759	2	Lake Robert	KY	Barbados	null	2	Low
45	Non-binary	Master's	Widowed	91,062	628	45,109	Personal	Employed	19	Fair	0.126439	295,511	0	Harringtonburgh	WY	Andorra	2	2	Low
39	Male	Bachelor's	Single	null	759	23,767	Auto	Employed	15	Excellent	0.328442	205,293	4	Christinaview	VT	Ghana	3	1	Low
23	Non-binary	Master's	Divorced	107,350	null	7,871	Personal	Employed	2	Excellent	0.537663	299,054	3	North Dominique	FL	Peru	1	0	Low
65	Female	PhD	Divorced	23,185	751	22,852	Auto	Employed	10	Poor	0.324432	87,114	3	Wardmouth	ME	Saudi Arabia	2	2	Medium
67	Female	Bachelor's	Single	98,104	628	31,828	Auto	Unemployed	1	Good	0.331317	166,083	1	Lake Shannonshire	PA	Brazil	4	1	Medium
62	Female	Master's	Single	21,511	641	46,352	Auto	Self-employed	14	Excellent	0.15212	161,876	4	Hansenville	MN	Comoros	0	1	High
42	Non-binary	PhD	Widowed	null	680	21,712	Home	Self-employed	2	Good	0.525868	255,393	1	Josephbury	KS	Dominica	3	2	High
62	Non-binary	High School	Single	27,297	null	47,439	Auto	Self-employed	19	Good	0.220178	173,911	4	Lake Lauramouth	WA	Aruba	2	1	High
51	Male	Bachelor's	Divorced	69,376	776	15,609	Personal	Self-employed	15	Poor	0.152601	195,717	2	Stephanieport	IL	Philippines	1	2	Low
64	Non-binary	Bachelor's	Married	105,802	775	29,443	Home	Self-employed	14	Poor	0.317243	null	2	North Mark	CA	Albania	3	1	Low
55	Non-binary	High School	Single	94,039	642	26,985	Auto	Unemployed	9	Excellent	0.473014	296,561	2	Jonestown	AK	Gibraltar	4	2	Medium
63	Male	Bachelor's	Widowed	114,467	646	33,268	Auto	Unemployed	16	Fair	0.543865	48,786	4	North Jessica	SC	Romania	1	1	Low
21	Non-binary	PhD	Divorced	82,248	null	46,658	Auto	Self-employed	9	Good	0.5914	72,741	0	East Christopherport	WA	Jamaica	2	0	Low
40	Male	Master's	Single	77,557	null	29,055	Personal	Unemployed	8	Fair	0.57932	32,373	4	Weaverview	AR	Gabon	null	0	Medium
42	Male	PhD	Widowed	62,103	762	29,596	Personal	Employed	1	Excellent	0.137283	288,730	1	Port Vanessa	NV	Poland	null	0	Low
45	Male	Bachelor's	Married	101,673	652	37,398	Home	Employed	5	Fair	0.407692	75,240	2	Carterchester	IN	Dominican Republic	0	0	Low
64	Male	Bachelor's	Widowed	55,765	607	7,146	Home	Unemployed	1	Fair	0.187035	280,331	0	Ryanside	NM	Madagascar	4	1	Low
35	Male	PhD	Widowed	103,824	735	19,030	Personal	Self-employed	9	Fair	0.119269	50,959	3	Port Samanthafort	DC	Timor-Leste	4	2	Low
35	Male	Bachelor's	Widowed	84,409	null	48,304	Auto	Unemployed	13	Poor	0.237838	28,717	1	Port Williammouth	MH	Palau	null	0	Low
22	Male	High School	Married	null	779	16,469	Business	Unemployed	19	Fair	0.378953	297,502	3	South Jasonport	HI	Guinea	4	0	Medium
19	Female	High School	Married	29,759	679	36,900	Home	Unemployed	3	Poor	0.163767	113,509	4	Davidberg	FL	Germany	null	0	Low
39	Male	Master's	Divorced	53,645	660	19,746	Business	Self-employed	12	Poor	0.466121	null	1	Gloverport	WI	Isle of Man	null	0	Low
61	Female	PhD	Widowed	24,959	658	41,336	Business	Employed	1	Excellent	0.558184	44,214	2	Jessicastad	VI	Angola	2	0	Low
28	Male	PhD	Divorced	null	624	44,830	Personal	Unemployed	18	Poor	0.532849	67,616	1	South Veronicaside	WY	Brazil	1	2	Low
50	Male	High School	Widowed	95,768	654	35,319	Home	Self-employed	13	Good	0.502764	67,246	4	Ericfurt	GA	Cote d'Ivoire	2	0	Medium
69	Non-binary	PhD	Widowed	33,225	718	32,087	Auto	Employed	19	Excellent	0.554543	90,749	1	Paynefort	LA	Mongolia	2	1	Medium
20	Non-binary	Bachelor's	Married	116,220	643	18,754	Home	Self-employed	11	Fair	0.596391	29,450	4	Sueport	CT	Vietnam	4	0	Low
28	Female	Master's	Single	67,679	651	22,108	Business	Self-employed	2	Good	0.109515	237,227	0	Mariafurt	SC	Singapore	1	1	Medium
59	Male	High School	Married	64,929	759	18,028	Personal	Self-employed	10	Poor	0.216828	268,917	4	Austinshire	IA	Isle of Man	2	2	Medium
68	Female	PhD	Married	null	null	33,671	Home	Employed	1	Good	0.235087	264,912	3	East Kenneth	AR	Brazil	3	2	Medium
62	Female	Master's	Married	23,743	754	19,335	Auto	Self-employed	10	Fair	0.123923	69,077	4	Lake Lisa	MI	Swaziland	2	0	Low
21	Non-binary	Master's	Single	46,866	616	8,734	Business	Unemployed	3	Poor	0.58478	75,352	null	Nicolestad	KS	Latvia	1	0	Medium
65	Male	High School	Divorced	115,014	642	null	Home	Self-employed	6	Fair	0.201387	59,505	1	Port Matthew	CA	Netherlands Antilles	2	0	Low
24	Non-binary	Master's	Widowed	111,068	796	null	Business	Employed	8	Poor	0.248075	280,623	4	Joseshire	ND	Reunion	1	0	Medium
49	Female	Bachelor's	Single	102,293	742	10,332	Auto	Self-employed	0	Poor	0.442229	153,987	2	Reidberg	AR	Thailand	0	2	Medium
46	Female	Bachelor's	Widowed	109,907	676	35,060	Auto	Unemployed	19	Excellent	0.317479	32,628	3	Christyburgh	VT	New Caledonia	3	0	Low
38	Non-binary	Bachelor's	Single	70,354	611	46,152	Business	Self-employed	17	Good	0.547083	91,912	1	Dianashire	UT	Bermuda	1	2	High
29	Male	Bachelor's	Single	37,957	720	25,367	Auto	Employed	3	Fair	0.268398	240,226	0	Hoffmanfurt	NY	British Indian Ocean Territory (Chagos Archipelago)	0	1	Medium
47	Non-binary	Bachelor's	Married	86,567	null	10,673	Personal	Employed	4	Excellent	0.399594	null	1	Michaelborough	FL	Ethiopia	0	0	Low
45	Female	PhD	Married	37,085	null	6,497	Personal	Employed	17	Excellent	0.540762	null	2	Ramirezside	OH	Netherlands	1	2	Medium
29	Non-binary	Bachelor's	Married	91,622	791	8,277	Business	Employed	6	Excellent	0.474804	null	0	Martinezton	NV	Mongolia	4	1	Low
42	Non-binary	Master's	Divorced	null	648	16,715	Auto	Self-employed	19	Fair	0.301724	258,118	1	Kevinmouth	NJ	India	1	2	Low
68	Male	High School	Divorced	76,831	null	24,498	Business	Self-employed	14	Excellent	0.456995	null	2	Colonmouth	PW	American Samoa	1	0	Low
65	Non-binary	High School	Married	71,128	672	15,227	Personal	Employed	18	Fair	0.262883	null	4	Shelbyport	WY	Tanzania	3	2	Medium
55	Male	PhD	Widowed	65,678	null	36,150	Personal	Self-employed	17	Good	0.115939	246,099	4	West Toddstad	ME	Estonia	1	1	Medium
27	Female	Bachelor's	Single	69,456	null	8,640	Personal	Self-employed	15	Good	0.196194	67,254	1	Ashleyfort	ND	Svalbard & Jan Mayen Islands	0	2	Low
29	Non-binary	High School	Divorced	61,753	786	12,724	Personal	Unemployed	14	Poor	0.456987	186,291	2	Rodriguezborough	PA	Isle of Man	4	0	Low
40	Female	Bachelor's	Single	69,876	645	33,405	Home	Unemployed	4	Good	0.577496	200,151	1	West Jamestown	CA	Papua New Guinea	3	0	Low
67	Male	High School	Single	96,868	711	29,518	Auto	Self-employed	19	Good	0.305359	null	4	Byrdton	CA	Grenada	null	2	Low
35	Male	PhD	Divorced	112,675	705	38,431	Personal	Self-employed	11	Excellent	0.306627	221,276	2	Smithton	NV	Germany	0	2	Low
52	Female	Bachelor's	Married	75,710	790	null	Home	Employed	19	Good	0.458796	228,044	2	East Alexis	NC	Switzerland	1	0	Low
21	Non-binary	Bachelor's	Single	104,269	722	16,901	Auto	Self-employed	19	Good	0.323724	25,274	3	South Wendy	WV	Japan	1	2	Low
28	Male	Bachelor's	Widowed	24,122	632	null	Business	Unemployed	14	Poor	0.525828	34,590	2	West Kevin	MT	Tunisia	null	1	Medium
35	Female	Bachelor's	Divorced	101,540	653	11,796	Auto	Employed	0	Excellent	0.263504	151,385	0	Herreraborough	DC	Thailand	1	0	Medium
49	Female	PhD	Widowed	50,158	770	35,294	Auto	Unemployed	6	Excellent	0.39739	49,457	3	East Robert	DE	Mozambique	2	1	High
55	Male	PhD	Married	52,863	704	32,398	Business	Unemployed	4	Poor	0.283694	95,056	0	North Feliciafurt	CO	Iceland	0	1	Low
19	Female	High School	Divorced	104,544	612	45,000	Home	Employed	8	Good	0.353012	null	1	Jenningsfort	KS	American Samoa	0	2	Low
49	Non-binary	Bachelor's	Married	87,546	775	10,243	Home	Unemployed	3	Good	0.529578	255,929	0	Murphyfort	AS	Qatar	2	0	Low
65	Male	High School	Single	null	681	14,782	Home	Unemployed	18	Good	0.45426	53,388	4	West Sarah	MS	United Arab Emirates	2	1	High
39	Non-binary	Bachelor's	Single	116,822	772	44,060	Personal	Unemployed	17	Fair	0.340696	26,145	null	Julietown	MH	Saint Pierre and Miquelon	1	1	Low
50	Female	High School	Single	70,611	648	6,475	Auto	Employed	12	Good	0.589538	null	0	Jimmychester	OR	Iraq	2	2	Medium
29	Male	PhD	Single	47,546	757	29,491	Personal	Employed	9	Poor	0.266257	289,786	2	Harrisonberg	NM	Oman	null	2	Medium
66	Male	Master's	Divorced	60,462	null	49,405	Home	Self-employed	10	Excellent	0.147036	163,235	4	Melaniemouth	TN	Malawi	2	0	Low
23	Non-binary	PhD	Married	65,174	752	33,424	Personal	Employed	1	Excellent	0.252718	64,623	0	North Amy	ID	Finland	4	2	Medium
66	Male	Master's	Married	111,876	683	16,294	Business	Unemployed	7	Poor	0.485449	null	3	Evansmouth	WY	United Arab Emirates	0	1	Low
23	Non-binary	Master's	Widowed	23,236	701	27,362	Auto	Unemployed	19	Good	0.556221	28,531	2	Mooreside	WY	Fiji	2	2	Low
40	Non-binary	PhD	Divorced	96,034	775	15,389	Personal	Self-employed	10	Fair	0.528387	null	null	Lindseytown	FL	Palestinian Territory	2	1	Low
46	Non-binary	Master's	Married	108,421	683	null	Business	Unemployed	8	Poor	0.160108	54,441	null	Curtismouth	ME	Algeria	2	0	Medium
50	Non-binary	Master's	Married	52,117	606	14,324	Home	Employed	7	Good	0.327169	null	null	West Tony	NV	Guadeloupe	0	0	Low
36	Non-binary	Bachelor's	Divorced	36,285	722	null	Business	Self-employed	15	Poor	0.308257	295,877	2	Cassandraville	WV	Hungary	1	2	Medium
63	Male	High School	Widowed	40,653	650	null	Business	Self-employed	15	Fair	0.463834	24,092	1	Lisachester	NV	Georgia	1	2	Low
48	Female	PhD	Widowed	99,817	782	null	Personal	Self-employed	17	Good	0.229699	274,130	3	Lake David	LA	Portugal	2	0	Medium
69	Female	PhD	Single	85,298	610	21,294	Personal	Unemployed	10	Poor	0.366049	29,884	2	Carlosshire	PW	Namibia	0	2	Medium
21	Female	Bachelor's	Widowed	null	790	8,970	Home	Self-employed	12	Excellent	0.455381	259,733	3	New Claudia	AR	Maldives	4	0	Medium
45	Male	High School	Married	41,414	693	18,582	Personal	Self-employed	1	Excellent	0.517006	176,337	1	North Evelynfurt	FM	Puerto Rico	1	2	Low
54	Male	Bachelor's	Married	90,112	753	8,734	Personal	Self-employed	0	Good	0.32772	null	0	Port Nicholasmouth	TN	Senegal	1	2	Low
21	Female	Master's	Single	35,565	729	31,576	Home	Employed	12	Good	0.236785	null	4	Johnfurt	NJ	Lithuania	4	2	Medium
24	Non-binary	Bachelor's	Widowed	26,123	null	26,469	Home	Unemployed	15	Excellent	0.526838	254,312	null	West Kelseyton	RI	Bulgaria	2	0	Low
50	Male	Bachelor's	Widowed	76,360	799	22,975	Personal	Unemployed	3	Fair	0.560977	65,008	4	Millerview	AL	Austria	null	0	Medium
26	Female	Bachelor's	Divorced	108,591	null	46,393	Business	Employed	14	Good	0.110011	72,591	2	New Austin	IN	Christmas Island	0	0	Medium
57	Male	High School	Divorced	64,783	635	null	Auto	Unemployed	3	Good	0.152675	170,959	1	West Elizabeth	MH	Argentina	2	2	Low
22	Female	Bachelor's	Married	27,804	null	null	Auto	Self-employed	14	Poor	0.155944	272,028	4	North Lisa	CT	Philippines	3	1	Low
46	Non-binary	High School	Single	98,346	793	24,661	Business	Unemployed	7	Fair	0.551954	292,897	null	Masseyland	FL	Guinea-Bissau	2	2	High
26	Male	High School	Married	44,406	737	46,033	Home	Employed	2	Fair	0.228615	158,034	null	West Robert	WY	Uzbekistan	0	1	Low
63	Female	High School	Single	83,867	648	null	Home	Employed	4	Poor	0.102789	196,740	4	South Martha	WY	Hong Kong	null	1	Low
27	Female	PhD	Single	null	628	37,235	Personal	Employed	1	Excellent	0.283524	58,146	3	East Christina	OK	Monaco	2	0	High
27	Non-binary	Bachelor's	Widowed	77,676	669	null	Business	Unemployed	2	Excellent	0.248537	null	1	South Jacobville	NY	India	3	1	Medium
62	Non-binary	High School	Married	98,313	602	36,874	Auto	Self-employed	19	Fair	0.517467	35,809	null	North Tony	OR	Bolivia	3	0	Low

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