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antitheft159
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stringleveldigits.252

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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
49	Non-binary	Bachelor's	Married	66,982	773	19,903	Personal	Self-employed	0	Poor	0.495002	null	4	Nicolemouth	GA	Namibia	0	1	Low
48	Female	Master's	Widowed	114,303	701	27,791	Business	Employed	0	Good	0.519447	91,119	4	South Andrew	LA	Thailand	1	2	Medium
43	Non-binary	Master's	Divorced	101,069	657	null	Business	Employed	3	Excellent	0.266435	null	1	Nancymouth	TN	Malawi	3	1	High
49	Non-binary	PhD	Single	28,299	686	19,135	Personal	Self-employed	9	Excellent	0.402656	144,260	1	Rhondaland	KS	Faroe Islands	0	0	Medium
42	Male	Master's	Single	43,003	630	39,687	Auto	Employed	4	Fair	0.196457	34,906	3	Masonhaven	CA	Australia	2	2	Medium
18	Male	PhD	Widowed	null	798	19,449	Personal	Self-employed	9	Excellent	0.321353	null	1	West Joel	TX	Western Sahara	2	2	Low
54	Female	Bachelor's	Single	23,736	606	null	Home	Self-employed	19	Good	0.17255	null	3	New Jenniferborough	DC	Dominican Republic	1	0	Low
49	Female	Bachelor's	Married	45,727	null	16,892	Home	Unemployed	19	Fair	0.194412	112,926	3	East Mark	PA	United States Virgin Islands	1	1	Low
46	Female	High School	Married	65,897	688	20,855	Home	Employed	4	Excellent	0.163048	122,770	4	Annaport	VT	Netherlands	0	1	Low
26	Non-binary	High School	Married	null	null	6,434	Business	Unemployed	6	Excellent	0.163382	59,745	2	West Ambermouth	PR	Gabon	null	1	Medium
61	Non-binary	PhD	Divorced	27,867	703	8,772	Home	Self-employed	4	Poor	0.53428	null	null	New Matthewtown	WI	Niger	1	0	Low
57	Male	High School	Single	68,899	723	35,664	Auto	Unemployed	5	Good	0.285824	162,861	3	Mullenbury	AS	Japan	4	2	Medium
45	Male	Bachelor's	Divorced	61,585	633	6,565	Home	Employed	6	Good	0.150484	63,831	1	Daltonport	IN	Mali	1	0	Medium
42	Male	High School	Widowed	102,604	789	41,398	Personal	Self-employed	10	Fair	0.178933	149,656	null	Carlaton	AS	Trinidad and Tobago	0	1	Low
26	Male	Bachelor's	Single	70,226	613	8,012	Auto	Self-employed	4	Excellent	0.42306	null	null	Port Allentown	OR	Czech Republic	2	2	Medium
27	Female	High School	Divorced	61,472	647	39,124	Personal	Unemployed	13	Good	0.427168	287,288	null	North Marie	MH	South Africa	0	2	High
51	Non-binary	Master's	Widowed	23,652	762	21,092	Personal	Self-employed	7	Poor	0.20783	207,762	1	West Michael	ND	Bosnia and Herzegovina	null	1	Low
32	Male	PhD	Divorced	null	658	46,932	Home	Self-employed	18	Excellent	0.152903	106,074	null	Riveraland	ID	Tunisia	2	0	Low
51	Non-binary	PhD	Single	80,895	null	24,795	Home	Employed	17	Good	0.460458	206,500	0	West Angelland	AK	Romania	3	2	Low
23	Female	High School	Married	44,718	779	46,897	Auto	Employed	9	Excellent	0.420251	44,211	2	Melissaborough	WV	Suriname	1	0	Medium
60	Non-binary	PhD	Single	115,379	617	32,837	Home	Self-employed	6	Fair	0.243076	215,003	0	South Christyshire	TX	Malaysia	4	1	Medium
43	Female	Master's	Divorced	104,719	624	25,583	Home	Employed	13	Fair	0.429829	273,390	3	North Robert	NC	Fiji	2	0	Low
22	Female	High School	Divorced	34,909	739	22,886	Auto	Employed	19	Poor	0.314587	110,647	0	Michelefurt	PA	Greenland	null	0	Medium
22	Female	Master's	Single	23,139	786	11,500	Home	Self-employed	9	Good	0.483215	127,898	1	North Luisbury	MN	Burundi	1	1	High
34	Non-binary	Master's	Married	117,123	710	30,275	Personal	Employed	6	Poor	0.535008	77,091	1	Woodview	ME	Botswana	4	2	Low
46	Non-binary	Master's	Married	75,240	692	34,564	Personal	Employed	13	Excellent	0.351746	163,033	null	Port Richardtown	SC	Liberia	1	1	Low
38	Non-binary	PhD	Married	109,865	null	null	Personal	Unemployed	16	Fair	0.206705	37,249	2	Cynthiashire	ND	Cuba	1	2	Low
45	Male	PhD	Divorced	null	705	47,043	Personal	Unemployed	19	Good	0.485288	108,388	4	Millerborough	MA	Ghana	1	1	High
42	Male	High School	Divorced	101,850	null	9,732	Business	Unemployed	1	Fair	0.12055	231,300	0	East Jenniferland	IN	San Marino	null	0	Medium
29	Female	PhD	Married	32,197	792	29,360	Personal	Unemployed	12	Excellent	0.52079	94,662	4	Edwinville	MO	Monaco	1	1	Low
18	Female	PhD	Married	73,884	628	31,782	Home	Self-employed	0	Fair	0.458615	167,618	2	Russellview	OR	Trinidad and Tobago	2	0	Low
54	Male	PhD	Divorced	49,000	752	45,435	Home	Employed	2	Excellent	0.26533	266,413	4	Aguirrestad	MT	Qatar	3	0	Medium
47	Non-binary	High School	Divorced	50,161	716	20,031	Business	Employed	1	Fair	0.581113	218,269	3	North Brittany	WI	Singapore	3	2	Low
53	Female	Bachelor's	Divorced	null	705	48,748	Personal	Self-employed	3	Fair	0.294729	119,531	0	Lake Juliaton	DE	Antigua and Barbuda	3	2	High
50	Non-binary	Bachelor's	Widowed	31,394	648	9,342	Auto	Self-employed	5	Excellent	0.541707	267,356	3	North Katherine	NY	Mali	3	1	Low
39	Female	High School	Married	52,596	639	28,108	Home	Employed	17	Excellent	0.443346	73,605	4	Port Ashleychester	MD	French Guiana	null	1	Low
55	Non-binary	Master's	Divorced	38,546	null	16,349	Home	Unemployed	17	Fair	0.331826	51,591	0	Marshstad	AK	Israel	0	2	Low
51	Female	Master's	Married	47,195	636	36,135	Auto	Unemployed	13	Excellent	0.391848	111,621	0	Brittanytown	MH	Chad	2	1	Low
31	Non-binary	PhD	Single	null	632	null	Personal	Unemployed	9	Fair	0.12292	67,627	2	Lake Christopher	TN	Fiji	3	1	Low
49	Female	Master's	Married	50,543	629	19,055	Personal	Self-employed	8	Fair	0.330189	143,254	3	Lake Victoriafurt	VA	Ethiopia	4	1	Low
19	Non-binary	Master's	Married	26,408	654	17,513	Personal	Self-employed	17	Poor	0.433337	238,269	2	New Don	IL	Suriname	null	1	Low
54	Non-binary	Bachelor's	Single	37,996	656	42,776	Auto	Self-employed	8	Poor	0.466696	null	0	East Kellybury	IL	Angola	1	1	Low
38	Non-binary	Master's	Married	91,792	720	25,063	Auto	Unemployed	10	Good	0.406755	106,532	null	Patrickhaven	ND	American Samoa	0	0	Low
61	Non-binary	High School	Married	98,206	617	34,873	Personal	Self-employed	19	Fair	0.116562	269,548	4	Meganfort	KY	Finland	3	2	Low
46	Female	High School	Married	111,908	772	21,610	Auto	Self-employed	3	Excellent	0.459343	null	1	Amandaberg	IA	El Salvador	4	0	Medium
22	Non-binary	Bachelor's	Married	38,823	633	18,066	Auto	Employed	14	Poor	0.300799	null	1	Marquezton	WA	Namibia	null	2	Medium
31	Male	High School	Single	84,551	627	36,760	Home	Employed	1	Good	0.530854	171,064	2	North Mercedes	WI	Oman	0	0	Medium
45	Female	Master's	Single	98,961	651	31,069	Home	Unemployed	9	Excellent	0.351702	99,094	1	Weaverberg	MS	San Marino	4	2	High
20	Non-binary	Bachelor's	Divorced	108,306	753	36,373	Home	Unemployed	19	Fair	0.113126	170,165	null	Bradyside	FL	Congo	1	1	Low
57	Non-binary	High School	Divorced	null	792	10,239	Auto	Employed	11	Fair	0.471417	181,842	0	North Nicoletown	TN	Nepal	4	0	Low
39	Female	Master's	Divorced	29,849	629	26,477	Auto	Employed	0	Poor	0.350012	null	2	Smithburgh	WI	Montenegro	0	2	High
25	Male	Master's	Divorced	115,155	611	47,008	Personal	Unemployed	11	Good	0.417479	141,797	4	Harrisbury	MT	Congo	null	0	Medium
50	Female	Bachelor's	Widowed	22,781	695	49,891	Auto	Unemployed	5	Good	0.497572	215,151	4	Stephanieton	GA	Saint Vincent and the Grenadines	1	2	Medium
41	Female	PhD	Married	101,795	null	38,959	Home	Unemployed	9	Poor	0.421268	null	0	South Kyle	CO	Dominican Republic	3	0	High
66	Non-binary	Master's	Married	34,618	725	18,483	Business	Self-employed	19	Fair	0.546568	96,900	3	South Savannahchester	MT	Armenia	1	0	Low
40	Non-binary	Master's	Single	58,485	757	9,541	Business	Self-employed	0	Poor	0.512356	99,632	0	Chadview	ND	France	1	0	Low
65	Non-binary	Master's	Divorced	75,541	602	33,020	Auto	Self-employed	7	Excellent	0.257496	228,707	null	South Jared	FL	Pitcairn Islands	2	1	Medium
29	Female	Bachelor's	Married	23,659	null	38,745	Personal	Employed	10	Excellent	0.482572	193,254	4	Farleyburgh	LA	Andorra	2	1	Low
26	Female	Master's	Divorced	108,520	686	18,746	Auto	Unemployed	8	Fair	0.493217	178,993	3	North Miketown	NV	North Macedonia	1	1	Medium
27	Male	High School	Single	80,526	755	27,334	Auto	Self-employed	8	Fair	0.513219	null	null	Michaelstad	AZ	British Indian Ocean Territory (Chagos Archipelago)	null	0	Medium
61	Male	High School	Divorced	54,129	703	15,715	Auto	Self-employed	16	Excellent	0.505167	102,450	3	Port Gregory	KY	Congo	1	1	Low
27	Male	Master's	Single	23,086	768	null	Home	Self-employed	9	Excellent	0.101086	206,321	1	Terrelltown	FL	Cameroon	0	0	Low
40	Female	Bachelor's	Divorced	61,196	604	23,157	Business	Unemployed	7	Poor	0.198757	201,346	null	Jeffreyland	PR	Cambodia	0	1	Low
34	Male	Bachelor's	Single	111,724	682	45,638	Home	Employed	15	Good	0.481178	78,859	2	South Joyceborough	NJ	Moldova	2	0	Low
32	Non-binary	Master's	Single	74,254	689	42,820	Personal	Unemployed	11	Excellent	0.540056	264,850	0	East Evelyn	MS	Cyprus	3	0	Medium
61	Non-binary	High School	Single	114,097	null	20,075	Auto	Self-employed	14	Excellent	0.594071	122,534	null	Marksland	MS	Paraguay	4	0	High
66	Female	High School	Widowed	55,797	null	23,132	Personal	Employed	5	Fair	0.316312	257,806	2	New Ashleyside	RI	Uzbekistan	2	0	Low
29	Male	High School	Single	102,013	642	43,842	Home	Employed	11	Good	0.568934	null	null	Andersonfurt	ID	Austria	null	0	Medium
56	Non-binary	High School	Divorced	84,910	605	46,170	Auto	Employed	17	Poor	0.52269	192,657	0	North Stephanie	WA	Estonia	null	0	Low
63	Male	High School	Single	115,619	636	34,980	Personal	Self-employed	10	Fair	0.497001	104,652	3	Amymouth	NY	Tonga	3	0	Low
36	Male	Bachelor's	Divorced	49,394	757	19,274	Personal	Employed	6	Good	0.287284	76,365	2	Gonzalesside	WY	Egypt	1	1	Low
34	Non-binary	PhD	Widowed	null	796	19,456	Auto	Unemployed	8	Fair	0.514634	195,604	3	Blakeside	CO	United Arab Emirates	2	0	Low
38	Non-binary	Master's	Widowed	104,860	609	17,414	Home	Employed	13	Excellent	0.509049	162,515	2	North Brenda	GU	Guinea-Bissau	1	1	High
53	Male	Master's	Widowed	93,748	null	24,752	Business	Self-employed	10	Excellent	0.5459	203,552	4	North Carol	WI	Central African Republic	0	2	Low
66	Female	PhD	Married	28,360	null	48,088	Home	Self-employed	16	Good	0.390867	160,465	null	Port Thomasville	MN	Slovakia (Slovak Republic)	4	2	High
64	Female	Master's	Married	42,560	755	32,414	Business	Unemployed	15	Fair	0.589392	216,929	null	West Francesmouth	LA	Macao	null	0	Low
46	Male	Bachelor's	Single	null	null	null	Auto	Unemployed	0	Excellent	0.13081	67,633	1	Chavezberg	MT	Northern Mariana Islands	1	2	High
37	Female	Master's	Divorced	90,716	639	32,683	Personal	Self-employed	1	Fair	0.170646	209,906	4	Tiffanyfort	MH	San Marino	null	0	Medium
62	Female	High School	Divorced	61,150	794	35,575	Auto	Self-employed	12	Excellent	0.591375	275,977	3	East Janetport	AR	Poland	0	2	Low
29	Female	PhD	Married	108,074	695	27,290	Personal	Unemployed	10	Poor	0.331787	228,200	3	New Michaelchester	MT	Northern Mariana Islands	null	2	Low
28	Female	PhD	Widowed	105,965	625	19,476	Home	Employed	13	Excellent	0.238046	33,487	1	Christopherfort	MP	Austria	0	1	Low
51	Non-binary	Master's	Widowed	42,448	null	null	Home	Employed	15	Excellent	0.227952	217,182	3	Marystad	ME	Reunion	3	2	Low
42	Female	PhD	Widowed	81,068	744	8,986	Auto	Self-employed	18	Good	0.51389	259,896	1	West Ralphbury	NM	Ethiopia	2	0	Medium
52	Non-binary	PhD	Single	100,171	725	32,940	Auto	Self-employed	11	Fair	0.481811	null	0	Stevenland	NE	Greenland	1	2	Low
47	Male	Bachelor's	Divorced	62,129	null	null	Business	Self-employed	13	Poor	0.490126	36,376	2	West Angela	AZ	Bouvet Island (Bouvetoya)	2	1	Low
27	Male	Bachelor's	Widowed	43,547	749	21,839	Business	Self-employed	18	Good	0.242897	60,992	1	Richardtown	DE	Saint Kitts and Nevis	null	2	Medium
49	Female	High School	Single	29,734	652	44,356	Home	Self-employed	13	Excellent	0.567928	78,123	3	Lamberttown	ME	Guadeloupe	2	0	Low
22	Non-binary	Master's	Divorced	null	787	27,325	Personal	Unemployed	7	Good	0.223683	182,721	1	Harrisport	SD	Cambodia	2	2	Medium
35	Non-binary	Bachelor's	Widowed	null	748	35,786	Auto	Unemployed	2	Good	0.215546	150,172	3	Taylorshire	CO	Netherlands Antilles	1	2	Medium
35	Female	Master's	Married	108,652	682	21,953	Home	Self-employed	9	Excellent	0.560202	208,538	0	West Gwendolyn	GA	Liechtenstein	1	1	Low
43	Non-binary	Bachelor's	Widowed	null	null	18,138	Personal	Self-employed	12	Fair	0.285903	137,146	2	Roytown	MI	Falkland Islands (Malvinas)	0	0	Medium
43	Male	Bachelor's	Married	110,352	662	36,790	Business	Self-employed	13	Good	0.474802	203,890	2	New Catherine	RI	Cambodia	2	1	Low
42	Female	PhD	Single	86,480	676	35,735	Home	Employed	12	Excellent	0.528514	52,746	null	Debrahaven	IL	Oman	3	2	Low
32	Female	PhD	Married	108,293	649	27,013	Business	Self-employed	8	Excellent	0.362077	157,700	2	Jenniferside	OR	Comoros	null	2	Low
40	Male	High School	Married	43,655	614	34,565	Home	Unemployed	11	Poor	0.399901	32,179	4	Curtismouth	IA	Uzbekistan	1	1	Low
23	Non-binary	Bachelor's	Widowed	48,088	609	26,187	Home	Self-employed	2	Fair	0.317633	null	4	Susanstad	TN	Djibouti	2	0	Low
56	Male	PhD	Single	107,193	700	35,111	Auto	Self-employed	10	Fair	0.155126	79,102	null	Port Heather	WA	Congo	0	0	Medium
29	Non-binary	PhD	Married	46,250	642	44,369	Home	Unemployed	19	Excellent	0.593999	196,930	4	South Morganchester	LA	Palau	2	1	High
53	Non-binary	PhD	Divorced	40,180	638	32,752	Home	Self-employed	12	Excellent	0.478035	276,060	null	Port Wayne	AK	Rwanda	0	2	High
24	Non-binary	Bachelor's	Widowed	null	765	null	Personal	Self-employed	18	Excellent	0.116083	71,699	3	South Stacy	WA	Saint Pierre and Miquelon	3	2	Low

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