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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
64	Male	Master's	Single	51,852	614	42,696	Business	Self-employed	13	Excellent	0.499764	144,438	null	Woodton	PW	United Kingdom	1	2	Medium
23	Male	PhD	Single	78,014	655	17,727	Business	Employed	17	Poor	0.206416	69,109	null	New Joseport	NC	Norfolk Island	0	0	Medium
54	Male	Master's	Widowed	110,253	676	21,023	Auto	Unemployed	9	Excellent	0.459834	297,512	4	South Christopher	IL	Tanzania	3	0	Low
30	Male	Master's	Widowed	50,083	706	39,686	Personal	Self-employed	14	Fair	0.221193	209,096	4	Melissaberg	NC	Saint Vincent and the Grenadines	4	0	Medium
19	Non-binary	High School	Single	119,539	787	29,398	Personal	Self-employed	12	Fair	0.453637	272,660	2	Goodmouth	OR	United Arab Emirates	3	1	Low
38	Female	Master's	Married	113,110	609	47,964	Personal	Self-employed	6	Fair	0.223393	135,360	null	West Lisa	MI	Singapore	null	1	High
57	Male	Master's	Widowed	52,322	665	49,360	Home	Employed	10	Fair	0.311998	87,211	0	Reesechester	DE	Antigua and Barbuda	2	1	Low
20	Female	High School	Widowed	97,001	639	28,038	Personal	Employed	0	Excellent	0.184156	221,196	null	Kentbury	NM	Syrian Arab Republic	1	0	Low
47	Male	PhD	Married	101,664	603	49,634	Home	Unemployed	7	Excellent	0.474353	172,928	2	East Ashley	AR	Niue	2	0	Medium
52	Female	PhD	Widowed	36,208	772	null	Personal	Self-employed	6	Fair	0.541051	261,088	0	Thomastown	OH	British Indian Ocean Territory (Chagos Archipelago)	1	0	Low
68	Male	Master's	Single	23,372	711	47,471	Auto	Unemployed	2	Poor	0.378185	105,431	null	East Christopher	AZ	New Caledonia	0	2	High
20	Male	PhD	Single	null	646	null	Business	Self-employed	7	Good	0.128352	228,321	0	South Meganborough	IA	Costa Rica	0	2	Low
26	Male	High School	Divorced	84,823	638	10,910	Business	Self-employed	3	Good	0.488067	186,680	0	West Annburgh	NC	Venezuela	3	1	Medium
19	Non-binary	Master's	Divorced	27,509	695	41,472	Personal	Unemployed	12	Excellent	0.24428	202,553	4	Georgeton	AS	Guinea	1	2	Medium
33	Non-binary	High School	Widowed	80,746	755	41,549	Personal	Self-employed	4	Fair	0.223658	159,574	0	Vargaston	MD	Western Sahara	1	1	Low
23	Male	PhD	Widowed	null	796	25,836	Home	Self-employed	8	Poor	0.170259	null	3	Bradleytown	CO	Guatemala	1	2	Low
41	Male	Bachelor's	Married	null	642	23,059	Auto	Self-employed	9	Poor	0.144223	82,619	1	North Jamesmouth	SC	Brunei Darussalam	0	1	Low
28	Non-binary	PhD	Divorced	113,812	746	30,454	Business	Employed	12	Poor	0.374032	129,584	1	West Dannystad	NH	Netherlands Antilles	4	1	Low
25	Male	Bachelor's	Married	23,685	645	11,305	Home	Self-employed	8	Fair	0.249593	153,499	3	Jacksontown	UT	Romania	1	0	Low
48	Non-binary	PhD	Single	79,416	619	null	Business	Employed	2	Poor	0.484938	84,678	1	Collierfort	DE	French Guiana	4	2	Medium
64	Male	Bachelor's	Single	69,766	786	18,225	Business	Self-employed	0	Fair	0.460956	266,355	2	Austinview	MP	Saint Vincent and the Grenadines	0	0	Low
66	Non-binary	PhD	Widowed	70,117	720	14,641	Business	Unemployed	15	Good	0.295195	null	3	New Tiffanystad	AS	Netherlands	1	2	Low
19	Male	Master's	Married	83,878	677	22,185	Home	Self-employed	19	Good	0.514185	159,423	2	Christinashire	OH	Turks and Caicos Islands	4	2	Medium
42	Non-binary	High School	Married	110,085	739	45,168	Business	Employed	3	Excellent	0.260336	69,790	0	Port David	OR	Palau	4	2	Low
57	Non-binary	Bachelor's	Single	85,270	678	30,572	Home	Self-employed	8	Fair	0.337193	238,405	0	Owenside	CA	French Polynesia	3	2	Medium
28	Male	Bachelor's	Married	56,091	739	45,130	Auto	Employed	16	Good	0.532276	176,368	4	Elizabethburgh	CT	Colombia	null	0	Medium
62	Male	Master's	Widowed	48,183	764	30,923	Auto	Unemployed	19	Fair	0.358499	271,579	4	West Lorettaton	KS	Philippines	1	2	Low
46	Non-binary	PhD	Single	41,797	685	null	Personal	Unemployed	12	Excellent	0.261133	102,116	1	North Andreatown	GU	Andorra	null	2	Low
33	Male	PhD	Divorced	64,688	710	21,656	Auto	Unemployed	12	Good	0.177693	65,176	null	Lake Joanna	MH	Kiribati	2	2	High
50	Male	High School	Single	20,947	737	null	Home	Self-employed	15	Poor	0.557839	190,605	3	New Jonathanburgh	HI	Mexico	0	2	Low
33	Female	High School	Widowed	68,063	792	16,333	Business	Self-employed	18	Fair	0.325038	137,463	4	Michaelhaven	MI	Malta	0	0	Low
69	Female	PhD	Widowed	null	727	9,275	Personal	Employed	12	Excellent	0.400939	250,729	3	South Daniellefurt	MH	Kenya	4	0	Low
64	Male	Bachelor's	Married	68,865	652	10,871	Home	Employed	19	Excellent	0.261823	61,829	4	Port Robertport	MD	Morocco	3	2	Medium
48	Male	PhD	Divorced	79,051	710	7,543	Business	Self-employed	18	Excellent	0.317961	281,996	4	Michaelchester	WA	Armenia	4	1	Low
46	Non-binary	High School	Married	31,252	null	32,861	Personal	Unemployed	3	Fair	0.363279	272,383	1	West Ashley	AR	Central African Republic	0	2	Medium
29	Male	Bachelor's	Divorced	63,023	650	28,457	Business	Self-employed	3	Poor	0.595206	212,526	null	Maryburgh	AR	Saint Pierre and Miquelon	0	2	Medium
69	Non-binary	Master's	Divorced	null	704	null	Auto	Self-employed	2	Poor	0.132583	298,365	null	Parktown	VI	Timor-Leste	null	0	Medium
52	Male	Master's	Married	114,079	641	42,680	Home	Employed	10	Fair	0.549503	226,391	2	New Marcchester	MT	Bolivia	0	1	Low
37	Non-binary	Bachelor's	Single	106,512	689	46,229	Personal	Employed	13	Poor	0.34713	82,012	0	Lake Charles	GA	Turkmenistan	0	1	Low
67	Male	PhD	Single	110,731	662	26,339	Personal	Unemployed	13	Good	0.334248	74,433	4	Snyderville	KY	Rwanda	3	2	Medium
35	Male	High School	Single	96,043	760	20,191	Personal	Employed	0	Excellent	0.521649	27,218	3	New Sandra	PR	Pitcairn Islands	3	1	Medium
61	Non-binary	Bachelor's	Married	111,818	782	46,277	Personal	Unemployed	5	Good	0.311257	263,264	4	East Isaac	MN	Estonia	3	2	Medium
20	Non-binary	Master's	Widowed	105,917	611	35,627	Personal	Self-employed	12	Excellent	0.477812	87,912	null	New Lorettaberg	OH	United States Minor Outlying Islands	0	1	Medium
25	Male	High School	Divorced	95,604	null	43,701	Home	Unemployed	9	Good	0.193781	null	0	West Jennifer	NY	Samoa	2	2	High
34	Male	Master's	Widowed	34,610	649	7,137	Auto	Unemployed	17	Poor	0.463078	null	1	Lake Angelaview	PW	Papua New Guinea	3	2	High
34	Female	High School	Widowed	null	742	null	Business	Employed	19	Good	0.520745	64,834	3	Port Taraville	NM	Nigeria	4	2	Low
26	Male	Bachelor's	Married	21,982	null	null	Personal	Self-employed	11	Fair	0.131584	266,063	4	New Josephfort	MA	Tajikistan	3	1	Low
67	Non-binary	High School	Widowed	28,109	725	45,290	Business	Employed	19	Poor	0.105711	271,959	1	Scottbury	IL	Nepal	4	2	Low
30	Female	Bachelor's	Divorced	67,198	788	40,789	Business	Unemployed	2	Good	0.594691	201,682	3	Patrickberg	MO	Jordan	0	1	Low
58	Male	Bachelor's	Married	98,847	null	13,127	Auto	Employed	11	Good	0.289265	null	2	West Eric	FM	Greece	2	2	High
49	Non-binary	Master's	Single	57,867	743	33,678	Personal	Self-employed	15	Good	0.334333	63,518	null	Rubenmouth	OH	United States Minor Outlying Islands	1	0	Medium
47	Male	High School	Married	21,780	732	null	Home	Self-employed	9	Fair	0.111213	213,185	4	West Kellyborough	AR	Namibia	3	2	Low
55	Female	PhD	Single	null	782	33,919	Business	Self-employed	5	Good	0.369413	134,175	2	West Danielmouth	IL	Ireland	null	0	High
58	Female	Master's	Married	100,488	685	null	Home	Employed	12	Excellent	0.148225	76,352	0	Wrightville	CT	United Kingdom	0	2	Low
33	Male	High School	Single	60,912	629	11,333	Home	Employed	12	Poor	0.227205	176,881	3	South Garychester	VA	Gambia	2	1	Medium
49	Female	Master's	Divorced	28,915	619	10,605	Personal	Self-employed	11	Poor	0.397558	122,499	2	Clarkberg	AL	Andorra	1	1	Medium
51	Non-binary	Master's	Single	27,636	670	27,624	Auto	Self-employed	3	Excellent	0.410788	148,385	4	Brandonview	IN	Niger	0	2	High
32	Non-binary	High School	Widowed	100,227	707	21,858	Auto	Self-employed	15	Good	0.436989	33,999	1	Bakerhaven	UT	Libyan Arab Jamahiriya	2	2	Low
29	Female	Master's	Divorced	31,844	724	27,715	Personal	Employed	1	Fair	0.475067	92,747	1	Lake Kathrynville	WV	Senegal	1	1	Low
43	Non-binary	High School	Widowed	53,831	762	37,475	Business	Self-employed	10	Excellent	0.365046	96,524	0	Brownfort	TX	Faroe Islands	0	1	Medium
50	Male	High School	Divorced	58,805	695	6,411	Home	Employed	15	Poor	0.52571	87,887	0	Lindsayfurt	MS	Algeria	4	0	Low
27	Male	Bachelor's	Single	72,906	765	null	Personal	Employed	4	Poor	0.583736	267,310	1	Aaronmouth	HI	Rwanda	null	1	Medium
45	Non-binary	Master's	Widowed	113,740	666	37,601	Personal	Employed	2	Poor	0.345035	95,202	1	Boydborough	AS	Greenland	2	1	Low
49	Female	High School	Divorced	null	614	null	Auto	Employed	16	Excellent	0.46056	299,355	1	South Terrancefort	SD	Greenland	2	1	Low
29	Female	Master's	Single	null	null	25,098	Business	Self-employed	14	Fair	0.286075	154,252	4	Cantrellton	NJ	Timor-Leste	2	2	Low
60	Female	High School	Single	null	609	15,939	Business	Employed	9	Good	0.143149	162,027	4	Port Danielchester	TX	Greece	4	2	Low
27	Female	PhD	Divorced	115,906	773	21,189	Auto	Self-employed	1	Excellent	0.256245	20,806	1	West Joseph	IA	Botswana	1	0	Medium
65	Male	PhD	Widowed	74,017	779	8,500	Business	Unemployed	2	Good	0.555881	237,616	2	Mckenzieville	MT	China	4	0	Low
61	Non-binary	Bachelor's	Married	70,907	655	47,020	Home	Unemployed	13	Excellent	0.292398	75,841	4	New Paul	OR	Reunion	1	2	Low
27	Non-binary	High School	Divorced	28,195	712	42,212	Business	Unemployed	11	Poor	0.157621	26,200	3	North Joeshire	MA	British Indian Ocean Territory (Chagos Archipelago)	1	0	Low
34	Male	High School	Divorced	42,854	null	null	Auto	Employed	1	Excellent	0.180528	46,375	4	North Randall	NH	Holy See (Vatican City State)	null	1	Low
26	Male	PhD	Divorced	80,496	694	43,575	Personal	Unemployed	8	Excellent	0.412439	null	0	South Denise	ID	South Africa	2	1	Low
19	Female	Master's	Married	74,933	711	14,319	Business	Self-employed	8	Excellent	0.245087	29,044	4	Lake Ashley	WA	Panama	1	1	Low
51	Female	Master's	Single	21,287	676	28,354	Auto	Employed	16	Poor	0.204269	50,379	1	South Jamesshire	UT	Hungary	3	1	Medium
35	Female	High School	Widowed	41,291	645	35,429	Home	Unemployed	8	Excellent	0.324893	66,197	2	South Christian	MH	Sri Lanka	3	1	Low
32	Non-binary	High School	Divorced	112,211	696	8,500	Business	Employed	4	Excellent	0.395534	109,557	4	West Nicole	OK	Uganda	0	0	Low
54	Male	High School	Married	31,357	659	14,147	Business	Self-employed	4	Excellent	0.162903	130,225	4	Matthewberg	RI	Croatia	2	0	Medium
42	Non-binary	Bachelor's	Widowed	62,996	609	16,708	Auto	Self-employed	1	Fair	0.428458	132,218	null	Christianbury	VT	Poland	2	1	High
51	Female	Bachelor's	Married	61,970	776	6,790	Personal	Unemployed	8	Good	0.502902	289,906	null	Hernandezshire	VA	Albania	1	2	Medium
63	Non-binary	Master's	Divorced	97,237	636	46,809	Home	Self-employed	5	Excellent	0.457261	188,607	4	Port Monicastad	OR	China	null	1	Medium
32	Male	Master's	Single	45,822	null	null	Business	Unemployed	9	Poor	0.229335	186,012	3	Brandyville	SD	Turks and Caicos Islands	4	1	Low
36	Non-binary	Bachelor's	Single	null	635	6,462	Business	Self-employed	14	Good	0.316385	161,403	3	Loriland	OK	Hungary	null	1	Low
46	Male	PhD	Single	85,094	798	null	Personal	Self-employed	16	Fair	0.210066	110,545	4	West Stacey	MH	Dominica	4	0	Medium
55	Male	Master's	Widowed	83,960	622	36,522	Business	Self-employed	11	Excellent	0.276785	130,539	0	East Joshua	NM	Martinique	1	0	Low
44	Male	High School	Single	25,267	759	34,310	Personal	Unemployed	16	Excellent	0.408676	116,602	0	East Jerryfort	NJ	Monaco	0	1	Low
30	Male	High School	Widowed	74,380	null	43,852	Home	Employed	9	Fair	0.286598	144,431	2	Johnsonton	ND	Japan	2	2	Low
52	Female	PhD	Divorced	54,354	698	40,281	Personal	Self-employed	0	Excellent	0.125879	56,243	null	Lake Christopher	HI	Cyprus	4	0	Low
28	Male	Bachelor's	Widowed	null	642	46,462	Home	Employed	14	Fair	0.158486	192,118	4	Freemanhaven	AL	Mayotte	0	1	Low
25	Female	PhD	Divorced	77,805	628	45,270	Business	Self-employed	6	Fair	0.251675	28,786	2	Douglasborough	HI	Kyrgyz Republic	4	1	Low
20	Non-binary	Bachelor's	Single	70,469	766	34,621	Home	Unemployed	6	Poor	0.500024	207,073	1	Stevensonfort	MO	Seychelles	1	0	High
58	Female	High School	Divorced	32,863	757	41,300	Business	Self-employed	1	Fair	0.395021	72,517	4	Flowersfort	LA	Greece	2	0	Medium
24	Female	Master's	Single	52,827	775	42,631	Personal	Unemployed	15	Excellent	0.183652	27,385	4	East Suzannefort	AL	Dominica	3	2	High
37	Non-binary	PhD	Divorced	104,738	625	28,442	Auto	Employed	3	Fair	0.177998	null	0	West Emilyshire	MH	Uruguay	1	0	Low
65	Female	Master's	Divorced	53,756	621	9,973	Auto	Self-employed	17	Good	0.190784	140,940	1	North Seanfort	GU	French Guiana	1	1	Medium
67	Non-binary	Bachelor's	Divorced	27,159	724	15,914	Business	Unemployed	3	Excellent	0.53032	61,181	null	East Oliviaburgh	AK	Jamaica	0	2	Low
24	Male	PhD	Widowed	87,501	658	null	Business	Self-employed	13	Poor	0.299832	198,903	4	Tuckerhaven	WI	Qatar	null	0	Low
33	Non-binary	Bachelor's	Single	null	620	40,068	Auto	Self-employed	16	Fair	0.278918	97,749	4	North Kaylafort	CO	Djibouti	null	2	Low
44	Non-binary	PhD	Widowed	112,477	684	9,457	Personal	Employed	12	Fair	0.14537	103,709	0	Port Lisa	IN	Tajikistan	4	1	High
46	Non-binary	Master's	Widowed	91,153	637	21,825	Business	Unemployed	5	Excellent	0.183781	177,338	3	Kaylaville	OR	Italy	3	1	Low
46	Female	Bachelor's	Married	100,336	753	15,916	Business	Self-employed	4	Poor	0.291748	null	2	Port Eric	CT	Antarctica (the territory South of 60 deg S)	4	1	Low

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