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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
41	Female	Master's	Divorced	22,866	681	34,371	Personal	Employed	14	Good	0.386543	76,151	null	Smithhaven	PA	Syrian Arab Republic	2	2	Low
59	Non-binary	Master's	Married	null	649	14,353	Personal	Self-employed	18	Fair	0.159411	67,850	1	South Jacob	MH	Georgia	0	1	Medium
42	Non-binary	High School	Divorced	93,079	754	null	Personal	Unemployed	15	Poor	0.279612	120,445	4	South Bonnieport	IA	Estonia	0	2	Low
40	Male	Master's	Married	47,328	789	null	Auto	Employed	2	Poor	0.435472	null	null	Carlaburgh	ME	Indonesia	0	2	High
62	Male	Bachelor's	Widowed	38,687	745	41,384	Home	Unemployed	13	Good	0.188828	231,970	2	Watsonmouth	VI	Algeria	2	2	Low
63	Male	PhD	Widowed	74,841	725	28,693	Personal	Employed	2	Poor	0.41565	174,287	1	New Krystal	OK	Spain	null	2	Low
37	Male	Bachelor's	Single	55,608	657	37,293	Personal	Unemployed	1	Fair	0.21971	192,576	2	South Rachelmouth	MN	Finland	4	1	Low
35	Non-binary	Master's	Divorced	107,340	787	21,711	Personal	Self-employed	12	Good	0.519805	200,892	1	Harperport	IA	Marshall Islands	2	1	Low
46	Non-binary	High School	Widowed	55,674	747	null	Home	Self-employed	17	Fair	0.117881	275,461	4	Port Kathleen	CA	Somalia	null	1	Medium
24	Male	Bachelor's	Single	null	790	23,798	Business	Unemployed	2	Fair	0.393458	289,852	1	West Tracyside	MO	Moldova	0	2	Low
33	Non-binary	High School	Single	46,534	666	21,523	Personal	Employed	7	Excellent	0.495676	117,730	4	Hendricksburgh	OK	United States Minor Outlying Islands	1	1	Low
35	Male	PhD	Single	109,037	686	32,559	Business	Self-employed	6	Poor	0.395024	null	4	New Kayla	OH	Bosnia and Herzegovina	2	2	Medium
45	Non-binary	PhD	Widowed	105,566	750	18,365	Auto	Employed	19	Poor	0.559965	100,136	4	Bennetthaven	FL	Brunei Darussalam	2	2	Medium
26	Male	Master's	Widowed	78,282	714	48,886	Home	Unemployed	6	Poor	0.379533	51,908	3	East April	UT	Isle of Man	3	2	Low
69	Male	PhD	Single	24,920	633	34,546	Personal	Employed	18	Excellent	0.156594	287,098	1	Arianafurt	AR	Palau	2	1	Low
60	Non-binary	Bachelor's	Married	null	651	6,198	Business	Employed	8	Excellent	0.508742	159,365	3	Bellmouth	AL	Cocos (Keeling) Islands	3	0	Low
60	Non-binary	Bachelor's	Single	65,975	null	35,999	Auto	Unemployed	17	Fair	0.394205	105,137	null	South Amyville	MO	Germany	4	1	Low
29	Male	High School	Divorced	63,775	604	24,550	Personal	Unemployed	1	Poor	0.175279	229,132	1	Cartershire	ND	Poland	null	1	Medium
24	Male	Master's	Divorced	null	746	11,170	Personal	Unemployed	6	Good	0.515519	24,323	4	East Drewmouth	CO	India	0	0	Low
64	Male	High School	Divorced	112,390	null	15,301	Personal	Employed	1	Poor	0.415047	53,615	4	West Alexandraborough	WV	Oman	null	1	Medium
24	Female	Master's	Married	73,270	730	38,235	Personal	Employed	3	Fair	0.175306	32,199	0	Lake Tanyaland	OH	Venezuela	2	0	Low
47	Non-binary	Bachelor's	Single	103,732	745	6,487	Auto	Unemployed	7	Good	0.240154	282,554	3	Craigburgh	UT	Cote d'Ivoire	3	2	Medium
35	Non-binary	Master's	Widowed	102,473	717	null	Auto	Unemployed	13	Excellent	0.560853	240,045	3	Lake Ian	AS	British Indian Ocean Territory (Chagos Archipelago)	3	2	Medium
25	Female	Master's	Widowed	31,913	713	45,542	Personal	Employed	3	Excellent	0.346649	191,208	null	Lake James	RI	France	1	0	Low
22	Non-binary	Bachelor's	Widowed	null	755	6,716	Personal	Self-employed	3	Fair	0.263224	279,961	3	Christinemouth	OK	Czech Republic	4	1	Low
55	Female	Master's	Single	42,151	620	35,202	Personal	Self-employed	8	Good	0.414359	213,767	4	Ryanhaven	DC	Comoros	4	2	Medium
49	Male	High School	Married	59,606	613	15,201	Personal	Self-employed	8	Excellent	0.348263	72,399	4	Dennisfort	VI	Angola	0	0	Medium
19	Male	Bachelor's	Single	null	653	43,974	Business	Self-employed	9	Poor	0.322651	125,840	3	Lake Connor	NY	Saint Martin	2	1	Low
56	Non-binary	PhD	Single	58,573	null	16,345	Personal	Unemployed	17	Excellent	0.193953	217,341	2	Ashleymouth	AR	Sudan	0	0	Medium
58	Non-binary	Bachelor's	Single	43,952	null	31,901	Auto	Employed	2	Fair	0.121767	143,311	1	Lake Laurie	WI	Cote d'Ivoire	null	1	Medium
23	Female	High School	Widowed	97,831	732	41,225	Auto	Self-employed	7	Poor	0.283731	119,481	4	Cortezmouth	WY	Micronesia	2	2	High
44	Non-binary	High School	Married	75,438	707	41,123	Personal	Unemployed	15	Fair	0.351891	97,553	4	Markstad	PR	Cyprus	3	0	Low
47	Female	High School	Married	52,132	706	48,227	Home	Unemployed	12	Poor	0.496197	183,763	0	Lindabury	MP	Congo	2	1	Medium
64	Female	High School	Single	53,268	705	40,800	Personal	Employed	5	Fair	0.307074	147,040	null	Anthonyfort	VI	Mauritania	1	1	Low
57	Male	Bachelor's	Single	68,024	720	24,592	Personal	Employed	2	Good	0.365413	55,356	1	Karenview	VA	Niger	4	1	Medium
69	Non-binary	Bachelor's	Divorced	118,651	607	31,499	Home	Self-employed	8	Fair	0.40499	298,957	null	North Nicholasborough	VA	Kenya	4	1	Low
44	Male	Master's	Married	115,661	661	19,924	Business	Self-employed	4	Poor	0.450648	null	null	New Jasontown	NV	Armenia	2	0	High
56	Non-binary	PhD	Widowed	105,984	686	9,436	Business	Unemployed	8	Good	0.5965	204,919	1	South Jamesfurt	OH	Congo	0	2	Medium
55	Female	Master's	Divorced	null	677	29,696	Home	Self-employed	19	Good	0.446573	43,602	0	Rodriguezborough	AS	Bahamas	2	1	Low
26	Female	PhD	Divorced	68,436	656	37,721	Personal	Self-employed	13	Excellent	0.258502	null	null	Lake Brandon	DC	Kuwait	2	1	Medium
20	Female	PhD	Single	28,669	749	20,459	Home	Employed	14	Excellent	0.562708	null	3	Hallshire	AK	Philippines	null	1	Low
62	Female	Bachelor's	Divorced	26,180	685	19,828	Home	Employed	19	Poor	0.218798	137,563	1	Debbieborough	NM	Hong Kong	3	1	High
64	Female	Master's	Married	68,795	774	null	Home	Self-employed	14	Excellent	0.269854	null	1	North Kevin	MD	Pakistan	4	0	Low
48	Non-binary	PhD	Divorced	53,575	null	19,533	Business	Self-employed	11	Good	0.174197	175,308	3	Port Meghan	VI	Korea	0	0	Low
54	Non-binary	Bachelor's	Married	34,979	721	27,622	Auto	Self-employed	6	Excellent	0.565211	46,487	1	Kevinland	MI	Angola	2	2	Medium
34	Female	Master's	Widowed	41,803	621	44,503	Home	Unemployed	3	Fair	0.534533	null	1	South Kevinville	MD	Haiti	1	2	High
59	Male	High School	Married	99,435	711	10,909	Auto	Employed	9	Excellent	0.307795	208,488	4	Josephhaven	WI	Isle of Man	null	2	High
26	Female	High School	Widowed	null	654	7,250	Business	Unemployed	15	Poor	0.420112	null	3	North David	MS	Kenya	4	2	Low
29	Male	Master's	Divorced	75,046	681	6,204	Home	Self-employed	4	Excellent	0.577318	null	2	Lake Danielle	NJ	Nicaragua	2	0	Low
36	Female	PhD	Divorced	69,966	623	10,119	Auto	Self-employed	16	Poor	0.509927	206,073	4	Chapmanchester	TX	Switzerland	1	1	High
30	Male	High School	Widowed	86,877	692	29,466	Personal	Employed	3	Excellent	0.522215	null	null	Martinezshire	ID	Qatar	0	2	High
42	Female	Master's	Married	37,793	626	29,749	Home	Self-employed	7	Fair	0.431176	null	4	North Dana	MA	Liechtenstein	1	1	Medium
20	Non-binary	PhD	Married	40,110	762	39,722	Home	Employed	1	Excellent	0.24865	151,425	3	South Hollymouth	NM	Senegal	2	0	Medium
40	Male	Bachelor's	Divorced	62,559	694	null	Business	Employed	3	Poor	0.26028	26,706	4	Jeremyland	IA	Guyana	0	0	Medium
58	Female	PhD	Single	84,940	771	32,082	Auto	Employed	11	Fair	0.12225	142,614	2	Port Dustin	MO	Gambia	0	0	Medium
62	Male	Master's	Single	null	null	30,166	Personal	Employed	12	Excellent	0.35398	155,006	0	North Douglas	NE	Andorra	2	1	Medium
26	Female	Master's	Single	28,712	786	5,649	Business	Unemployed	14	Fair	0.106742	137,892	null	West Johnfurt	WA	Cook Islands	1	0	Medium
64	Male	PhD	Widowed	25,404	662	22,955	Auto	Employed	14	Fair	0.178876	252,651	1	South Nicholas	UT	Mexico	2	0	Low
19	Non-binary	High School	Divorced	35,624	null	28,254	Business	Employed	17	Poor	0.253436	238,329	0	Caldwellfurt	TX	Uruguay	3	0	Low
26	Female	High School	Divorced	64,078	664	null	Business	Unemployed	8	Excellent	0.599033	75,271	0	East Kyleville	WY	Nauru	2	0	Medium
63	Non-binary	PhD	Widowed	24,078	608	null	Home	Employed	19	Poor	0.512174	153,035	null	West Joy	TX	Japan	4	2	Medium
26	Non-binary	Bachelor's	Single	103,201	773	27,754	Home	Unemployed	5	Fair	0.124191	107,114	4	Derekfurt	WY	United States Minor Outlying Islands	null	2	Low
41	Non-binary	Bachelor's	Widowed	null	681	19,750	Home	Employed	4	Fair	0.493985	155,259	3	East Deborah	KY	Estonia	null	1	Low
59	Non-binary	High School	Married	null	null	33,407	Business	Unemployed	5	Excellent	0.471857	null	null	Port Jessicaland	HI	Namibia	2	2	Low
34	Non-binary	Master's	Single	null	792	32,691	Business	Employed	1	Excellent	0.298569	60,831	0	Candicechester	UT	Philippines	0	1	Medium
18	Male	Bachelor's	Single	48,114	610	20,188	Business	Unemployed	8	Excellent	0.133623	33,917	2	Jameshaven	TX	Tajikistan	1	2	Low
56	Male	High School	Single	79,810	618	47,514	Auto	Self-employed	11	Poor	0.10622	null	3	Morrisside	OH	Western Sahara	4	0	Low
52	Female	Master's	Divorced	null	null	14,584	Home	Self-employed	15	Poor	0.559262	null	3	Christopherside	KY	Indonesia	0	1	Medium
45	Non-binary	PhD	Married	26,109	746	25,886	Home	Self-employed	12	Excellent	0.1232	187,977	4	East Pamelaview	VI	Saint Martin	null	2	Low
18	Female	Master's	Single	83,766	716	17,832	Personal	Unemployed	12	Fair	0.511232	45,885	3	East Shaunchester	WV	Saint Kitts and Nevis	1	1	Low
28	Non-binary	PhD	Divorced	null	774	35,744	Auto	Employed	14	Fair	0.458254	211,733	4	Tammymouth	NE	Hungary	4	0	Low
48	Female	High School	Divorced	97,492	667	13,173	Home	Unemployed	13	Poor	0.482566	48,179	null	Cummingsborough	WY	Bouvet Island (Bouvetoya)	3	2	Medium
33	Female	High School	Divorced	null	700	34,216	Home	Unemployed	11	Good	0.541929	194,023	null	Phamland	HI	Kenya	1	2	Medium
31	Non-binary	Master's	Divorced	null	null	10,940	Home	Employed	10	Excellent	0.473819	140,908	3	Port John	NC	Uzbekistan	3	0	Low
46	Non-binary	Master's	Widowed	null	738	26,829	Home	Employed	2	Excellent	0.466828	null	2	Port Catherine	NJ	Montserrat	2	2	Low
32	Female	Bachelor's	Divorced	101,144	615	null	Home	Employed	8	Fair	0.581956	74,291	0	West Donna	ID	Ireland	2	0	Low
65	Non-binary	PhD	Married	46,823	711	8,248	Auto	Self-employed	5	Fair	0.169843	29,417	1	West Angelamouth	CA	Sweden	1	2	High
29	Male	Bachelor's	Single	114,908	610	5,640	Auto	Employed	19	Fair	0.487212	47,274	0	West Cheryltown	AR	Panama	1	0	High
64	Female	PhD	Divorced	100,732	644	43,013	Personal	Employed	11	Poor	0.513522	24,315	0	Davidmouth	MN	Malaysia	0	0	Low
57	Non-binary	Master's	Divorced	41,383	630	31,532	Personal	Unemployed	4	Fair	0.12795	108,043	1	Lake Rebeccaberg	MH	British Indian Ocean Territory (Chagos Archipelago)	3	0	Low
51	Non-binary	Bachelor's	Married	56,368	754	null	Auto	Employed	8	Poor	0.147553	245,620	2	Wardshire	AR	Somalia	3	2	Low
53	Female	PhD	Single	109,438	674	28,824	Auto	Self-employed	11	Poor	0.50579	150,721	4	New Nicholas	KS	New Caledonia	2	1	Low
52	Male	High School	Single	null	720	5,352	Business	Unemployed	5	Good	0.49326	131,111	3	Adamsberg	DC	Montserrat	0	0	Low
57	Male	Bachelor's	Widowed	43,645	635	null	Business	Self-employed	17	Poor	0.232899	43,432	2	New Javierbury	VI	Guinea	3	1	Low
34	Non-binary	PhD	Married	27,425	null	20,929	Auto	Unemployed	11	Good	0.140842	84,369	2	Jensenfort	CO	Sweden	4	1	Low
29	Non-binary	Bachelor's	Divorced	50,736	727	11,808	Business	Unemployed	16	Poor	0.578764	145,917	null	Lewisville	KS	Cook Islands	1	1	Medium
62	Non-binary	Bachelor's	Widowed	40,239	684	null	Auto	Unemployed	2	Poor	0.334212	67,125	4	West Jacquelinefort	ME	Trinidad and Tobago	3	2	Low
50	Non-binary	Master's	Widowed	119,415	766	29,459	Business	Unemployed	13	Fair	0.104339	88,725	4	South Lisaview	LA	Hungary	0	0	Low
53	Female	PhD	Widowed	73,817	661	33,506	Personal	Self-employed	18	Good	0.27542	31,268	null	Perryland	AZ	Latvia	4	1	Low
32	Female	Bachelor's	Widowed	75,505	718	null	Auto	Self-employed	8	Good	0.160045	52,597	3	Wadeberg	NM	Indonesia	0	2	Medium
54	Non-binary	PhD	Single	117,013	734	18,301	Auto	Employed	10	Fair	0.517452	132,071	4	Reginaberg	MI	Mongolia	3	2	High
65	Non-binary	PhD	Divorced	20,557	674	null	Home	Employed	7	Excellent	0.155597	233,355	2	Port Davidhaven	WI	Sudan	0	0	Medium
48	Male	PhD	Divorced	46,862	652	45,910	Personal	Employed	11	Fair	0.530327	211,980	3	Petersontown	MA	Azerbaijan	0	0	Low
30	Female	PhD	Single	null	617	42,891	Personal	Employed	6	Poor	0.387954	109,814	4	West Tamaraland	MO	Guam	3	2	High
44	Non-binary	PhD	Divorced	58,197	795	34,004	Auto	Self-employed	19	Good	0.262315	null	3	West Jacqueline	FL	Bosnia and Herzegovina	1	0	Low
22	Non-binary	PhD	Widowed	119,961	644	null	Auto	Self-employed	8	Good	0.429631	null	3	North Richardland	NY	Switzerland	4	2	Medium
31	Male	PhD	Widowed	73,223	649	null	Home	Self-employed	9	Excellent	0.266869	253,673	2	East Sharon	AK	Palau	1	0	Low
64	Male	Master's	Single	39,650	691	21,491	Auto	Unemployed	13	Fair	0.534348	74,792	1	South Samantha	ND	Andorra	1	0	High
69	Male	High School	Single	35,764	null	30,450	Auto	Employed	1	Fair	0.550964	159,404	4	South Michaelton	MD	Cambodia	4	1	Low
47	Female	Master's	Divorced	36,088	null	18,050	Personal	Employed	0	Good	0.451195	null	0	Lake Kevin	MP	Puerto Rico	0	0	High

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