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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
41	Female	Bachelor's	Widowed	77,999	652	44,616	Business	Unemployed	0	Poor	0.492771	45,851	2	East Michael	NY	Kyrgyz Republic	0	2	Medium
51	Non-binary	Bachelor's	Divorced	34,372	null	36,849	Personal	Unemployed	8	Poor	0.289072	56,321	2	Jasminchester	NE	Bhutan	0	2	Low
40	Female	Master's	Widowed	34,823	606	null	Personal	Self-employed	11	Good	0.385807	115,007	null	Williamland	MS	Burundi	3	0	Low
65	Female	High School	Married	33,750	786	41,242	Home	Employed	18	Good	0.566568	76,221	1	Cheyennechester	NC	Guyana	0	2	Medium
53	Female	Bachelor's	Married	35,636	null	25,199	Home	Employed	0	Fair	0.51107	43,084	3	Port Nathanfurt	MN	San Marino	0	2	Low
21	Female	High School	Widowed	103,378	749	null	Home	Self-employed	10	Good	0.120551	null	4	Clarkeberg	MP	Russian Federation	4	1	Low
20	Male	Master's	Single	null	687	null	Personal	Unemployed	6	Poor	0.547942	259,835	3	Lake Garyville	CO	Sierra Leone	4	2	Low
27	Female	Bachelor's	Single	null	688	24,015	Auto	Self-employed	2	Poor	0.372453	265,014	0	Smithborough	SD	Saint Barthelemy	2	1	Low
34	Male	High School	Single	44,967	642	6,423	Business	Self-employed	17	Excellent	0.317905	119,642	1	North Mary	OR	France	null	0	Low
52	Non-binary	Master's	Single	99,711	600	48,967	Personal	Unemployed	13	Fair	0.167232	78,869	1	Micheleland	IA	Latvia	0	0	Low
32	Female	High School	Married	83,699	null	13,785	Auto	Employed	10	Poor	0.302846	115,296	null	Wongville	HI	Syrian Arab Republic	0	0	Medium
45	Male	PhD	Divorced	28,727	712	40,813	Home	Unemployed	3	Fair	0.555955	209,897	4	Devinburgh	CO	Peru	1	2	Low
65	Non-binary	Master's	Married	54,841	null	39,072	Home	Employed	4	Fair	0.538851	128,601	3	South Codyhaven	AZ	Poland	4	0	Low
47	Female	Bachelor's	Married	85,088	713	6,393	Business	Unemployed	7	Excellent	0.105143	264,977	1	West Daisyside	VI	Central African Republic	0	0	Medium
23	Male	PhD	Single	69,322	666	13,116	Personal	Employed	6	Fair	0.525226	153,526	4	Williamsstad	AR	Ireland	0	0	Low
40	Male	PhD	Widowed	100,398	704	30,811	Home	Unemployed	18	Excellent	0.110398	null	2	Christophermouth	ND	Armenia	1	0	Low
29	Non-binary	Bachelor's	Married	59,038	600	12,745	Auto	Employed	14	Excellent	0.162302	55,985	2	New Davidfurt	OH	Swaziland	1	0	Low
23	Non-binary	PhD	Single	null	662	null	Auto	Unemployed	10	Poor	0.562741	142,560	4	Lake Erica	WI	United States Minor Outlying Islands	1	1	Low
29	Female	PhD	Married	86,296	711	15,752	Home	Unemployed	10	Good	0.241061	212,834	2	Stephanieburgh	VI	Croatia	2	1	Medium
69	Female	Bachelor's	Widowed	115,023	null	null	Home	Self-employed	14	Excellent	0.524591	166,064	3	Perezbury	GA	Germany	null	1	Medium
22	Non-binary	High School	Divorced	null	709	12,596	Auto	Employed	14	Excellent	0.483297	null	2	Port Catherinefort	DC	Northern Mariana Islands	3	1	High
51	Non-binary	High School	Divorced	null	774	40,632	Home	Unemployed	10	Fair	0.384331	245,544	4	Caseyberg	VT	Isle of Man	4	1	Low
44	Male	High School	Widowed	102,018	734	30,993	Personal	Unemployed	6	Fair	0.113208	53,790	0	Port Mandyside	CO	Monaco	4	0	Low
22	Female	Master's	Single	114,611	null	18,997	Personal	Unemployed	15	Excellent	0.210975	231,072	2	Markberg	MA	Maldives	2	1	Low
43	Female	PhD	Divorced	83,908	null	31,326	Home	Unemployed	5	Poor	0.511291	26,713	1	Olivermouth	NJ	Congo	1	2	Low
56	Female	PhD	Married	66,303	781	24,054	Auto	Self-employed	12	Good	0.265449	null	2	South Mariahchester	ID	Belarus	2	2	Low
53	Male	Master's	Married	80,067	null	34,011	Home	Self-employed	6	Good	0.511459	null	4	New Danielside	FL	Mayotte	3	1	Low
20	Female	PhD	Single	30,248	null	33,160	Home	Self-employed	19	Excellent	0.48104	241,374	4	West Steve	MD	Congo	null	0	Medium
48	Male	Bachelor's	Married	null	609	30,203	Auto	Unemployed	2	Good	0.15711	113,618	2	North Kristychester	CO	France	4	2	Medium
26	Female	PhD	Divorced	100,882	738	25,410	Business	Unemployed	11	Poor	0.261566	43,226	0	Tristanport	CO	Andorra	3	0	Medium
43	Male	Bachelor's	Divorced	null	690	null	Personal	Self-employed	6	Poor	0.131009	null	null	Jonesmouth	NH	Oman	4	1	Medium
62	Male	PhD	Widowed	102,593	705	16,233	Business	Unemployed	8	Good	0.398081	null	3	Ryanmouth	MN	France	1	0	Low
65	Female	Master's	Single	96,939	673	17,002	Home	Employed	16	Excellent	0.456733	116,884	3	Port Cynthiaton	IN	Chile	1	1	High
39	Female	PhD	Widowed	110,034	603	25,628	Home	Self-employed	1	Good	0.372344	172,499	2	Braymouth	CA	Bangladesh	4	2	High
68	Male	Bachelor's	Widowed	50,741	null	34,839	Home	Employed	4	Fair	0.408382	null	3	East Kelly	CO	French Polynesia	null	2	Medium
38	Female	Bachelor's	Single	92,941	null	49,227	Auto	Employed	11	Excellent	0.574974	98,794	3	Robertsmouth	IN	Cambodia	null	2	Medium
23	Male	PhD	Married	null	722	30,765	Home	Self-employed	1	Excellent	0.503882	null	0	West William	RI	North Macedonia	3	1	Low
36	Male	PhD	Widowed	78,215	695	10,749	Business	Self-employed	14	Fair	0.362474	241,502	2	Rebeccafort	PR	Guernsey	3	0	Low
41	Male	PhD	Widowed	112,141	600	25,709	Personal	Unemployed	18	Excellent	0.22774	25,925	0	New Christopher	IN	Finland	2	1	Low
19	Female	Master's	Widowed	43,233	786	17,390	Home	Self-employed	13	Excellent	0.579866	25,118	1	Williamshaven	NE	Algeria	2	0	Low
52	Non-binary	PhD	Divorced	64,767	null	47,132	Auto	Unemployed	2	Fair	0.578104	38,898	2	Johnsonchester	WA	Niger	3	2	Medium
35	Male	High School	Divorced	27,111	649	41,890	Home	Unemployed	6	Good	0.173848	185,663	3	Port Michael	CA	Haiti	4	2	Low
54	Male	High School	Single	87,969	741	5,391	Home	Unemployed	19	Fair	0.384624	null	2	North Michellechester	KY	South Africa	2	2	Low
39	Male	PhD	Widowed	33,987	718	45,914	Business	Self-employed	2	Poor	0.356906	null	3	Jeremyfort	AZ	Hungary	2	2	Medium
54	Male	PhD	Single	92,358	739	33,855	Personal	Employed	12	Poor	0.389316	55,174	0	Garciaton	NH	Lesotho	0	2	Low
41	Non-binary	Bachelor's	Widowed	108,247	785	29,726	Business	Employed	5	Excellent	0.192442	260,545	4	Port Michele	UT	Sudan	2	2	High
43	Non-binary	High School	Single	25,804	702	47,656	Personal	Unemployed	15	Good	0.526095	132,509	null	Thomasside	SD	Romania	3	0	High
43	Non-binary	Master's	Divorced	75,808	740	38,050	Auto	Unemployed	11	Excellent	0.512156	null	null	Grossburgh	ID	Samoa	0	2	Low
56	Female	High School	Married	46,641	754	5,013	Auto	Unemployed	17	Good	0.407498	132,531	4	Zacharyland	MI	Senegal	4	1	Medium
23	Female	High School	Divorced	81,305	629	null	Personal	Employed	5	Good	0.298679	28,128	4	West Ericfurt	GA	Guam	4	2	Medium
28	Male	PhD	Divorced	70,522	723	null	Personal	Self-employed	6	Good	0.38096	136,074	4	Port Cindy	PR	Faroe Islands	1	1	Medium
66	Male	Bachelor's	Widowed	null	null	23,077	Business	Unemployed	0	Fair	0.198503	null	4	East Karen	MO	Portugal	1	1	Low
48	Female	High School	Widowed	78,791	688	29,614	Home	Employed	2	Fair	0.351818	43,311	2	New Ryan	WY	Iran	2	0	Low
30	Non-binary	Bachelor's	Widowed	97,551	null	27,058	Business	Self-employed	12	Poor	0.452828	267,746	1	Jacobborough	GU	Holy See (Vatican City State)	4	2	High
28	Non-binary	Bachelor's	Married	97,482	636	23,921	Home	Unemployed	18	Excellent	0.441891	244,995	2	Port Jeremy	MT	French Southern Territories	4	0	Medium
55	Male	Master's	Widowed	75,773	785	22,792	Auto	Employed	1	Fair	0.472429	287,626	4	New Joshua	MS	Wallis and Futuna	1	2	Low
36	Non-binary	Bachelor's	Single	63,937	null	20,155	Business	Unemployed	18	Fair	0.547829	191,256	3	Emmachester	AR	Netherlands	4	2	Medium
35	Non-binary	Master's	Single	61,280	697	47,970	Home	Unemployed	2	Fair	0.580705	285,445	null	Woodfort	DE	Niue	0	2	High
54	Non-binary	Bachelor's	Married	71,331	711	21,590	Home	Employed	12	Poor	0.143885	55,504	null	New Peterstad	OH	Russian Federation	null	0	Medium
30	Female	PhD	Married	29,678	682	15,334	Auto	Employed	12	Excellent	0.362714	185,715	0	Shaneville	VI	Antigua and Barbuda	0	1	Low
45	Female	PhD	Widowed	87,963	756	36,674	Business	Self-employed	8	Poor	0.538377	null	4	New Benjamin	PR	Togo	3	1	Low
69	Non-binary	High School	Divorced	88,773	615	6,976	Home	Unemployed	3	Excellent	0.473649	182,043	null	North Larryside	AS	Cyprus	null	0	Medium
57	Female	PhD	Divorced	31,573	772	20,706	Business	Employed	9	Excellent	0.382677	34,614	2	East Edward	NV	Tunisia	0	1	Low
38	Male	Bachelor's	Divorced	66,479	747	31,154	Home	Unemployed	5	Good	0.383494	233,374	3	Griffinport	PA	Christmas Island	2	0	Medium
40	Female	Master's	Single	40,114	null	46,689	Business	Unemployed	5	Excellent	0.273073	36,932	2	Port Donald	FM	Guernsey	4	2	Low
33	Non-binary	Bachelor's	Single	37,507	703	15,250	Auto	Self-employed	12	Poor	0.244137	197,818	2	West Kimberlymouth	KY	Venezuela	2	0	Low
48	Non-binary	Master's	Married	null	625	34,455	Auto	Self-employed	17	Fair	0.47521	174,172	3	Mcbrideside	NC	Lao People's Democratic Republic	null	0	Medium
56	Non-binary	High School	Single	null	688	35,171	Business	Employed	13	Good	0.195813	null	3	New Jason	NH	Belarus	3	1	Low
31	Female	High School	Married	58,493	null	null	Business	Self-employed	18	Poor	0.211706	251,176	3	West Amandaside	ME	Bangladesh	0	0	High
50	Male	Bachelor's	Married	61,862	771	24,726	Business	Employed	0	Poor	0.574621	null	0	Campbellhaven	KY	Nigeria	2	0	Low
47	Female	Bachelor's	Widowed	112,114	664	5,743	Auto	Self-employed	1	Fair	0.338298	null	2	Port Tanya	ME	Mauritania	2	2	Low
53	Male	Master's	Single	25,731	766	15,311	Business	Self-employed	11	Fair	0.534049	266,677	0	West Holly	NV	Spain	3	1	High
69	Male	High School	Divorced	88,380	691	37,922	Home	Employed	12	Excellent	0.247305	292,423	2	North Jaredfurt	UT	French Southern Territories	null	2	Medium
35	Female	High School	Married	51,971	753	40,397	Personal	Self-employed	0	Fair	0.59675	null	3	New Bryanberg	ND	Nauru	4	2	Low
62	Female	Master's	Divorced	108,669	700	44,119	Business	Employed	18	Poor	0.458296	47,780	4	East Ronald	VI	Croatia	1	2	Medium
34	Non-binary	PhD	Widowed	94,900	null	14,028	Home	Employed	2	Good	0.351356	295,276	1	Williamsland	KS	Jersey	0	1	Low
22	Non-binary	Bachelor's	Divorced	53,193	608	45,677	Personal	Self-employed	8	Poor	0.318319	169,713	2	Austinfurt	WA	Kuwait	2	1	Low
34	Non-binary	Bachelor's	Widowed	117,169	751	17,798	Auto	Employed	12	Excellent	0.570162	212,902	null	Morganton	AZ	Faroe Islands	null	1	Low
21	Female	PhD	Widowed	38,318	626	34,930	Auto	Employed	6	Poor	0.291103	203,827	1	Port Michael	WI	Ukraine	0	2	Low
28	Male	PhD	Widowed	91,442	657	19,432	Auto	Employed	0	Excellent	0.302944	185,445	1	Smithport	SD	New Zealand	3	1	Low
69	Male	High School	Divorced	36,551	661	44,352	Business	Employed	13	Fair	0.510054	258,875	2	Lake Alisonburgh	MA	Israel	4	1	High
60	Male	High School	Divorced	79,269	634	30,572	Personal	Unemployed	17	Poor	0.181942	52,325	1	East Dennisport	VT	Serbia	3	0	Medium
23	Male	Bachelor's	Married	98,701	656	5,877	Home	Unemployed	18	Fair	0.512767	177,047	1	Rayberg	DE	Yemen	3	1	Medium
43	Non-binary	High School	Single	104,930	null	35,408	Auto	Employed	13	Excellent	0.111166	209,886	3	East Stevenview	MI	Grenada	3	2	Low
65	Male	Master's	Divorced	76,776	691	8,391	Home	Unemployed	12	Fair	0.48521	152,467	null	South Thomas	IL	Ethiopia	1	2	Medium
31	Male	Master's	Married	105,425	666	39,707	Business	Unemployed	1	Good	0.48387	219,518	3	Robertsonmouth	PA	Saint Barthelemy	2	0	Medium
34	Male	Master's	Divorced	50,881	649	34,590	Auto	Unemployed	3	Poor	0.490056	224,147	null	Madisonview	DC	Maldives	null	0	Low
47	Non-binary	Bachelor's	Divorced	null	718	null	Auto	Employed	18	Fair	0.105582	232,787	4	North Michael	FM	Tunisia	4	2	Low
56	Female	Bachelor's	Divorced	107,778	665	43,887	Home	Self-employed	6	Poor	0.333158	66,883	1	Michaelfort	WV	China	4	1	Low
51	Female	Bachelor's	Married	50,475	791	null	Personal	Employed	1	Excellent	0.196364	257,539	3	Port Craig	MP	Martinique	1	0	Medium
56	Female	Bachelor's	Divorced	null	742	44,362	Business	Self-employed	15	Good	0.555205	71,575	3	West Nicole	PA	Ecuador	4	2	Low
30	Non-binary	Master's	Widowed	54,103	612	35,793	Home	Self-employed	10	Fair	0.325773	268,533	null	Tommyberg	CO	Bhutan	1	0	Low
41	Non-binary	Master's	Single	109,535	648	null	Auto	Employed	13	Fair	0.505574	227,960	4	Chavezbury	AK	Uruguay	2	2	Low
59	Non-binary	PhD	Widowed	null	751	49,994	Business	Self-employed	13	Fair	0.55332	122,587	4	Lunaland	MS	Cuba	2	1	High
20	Non-binary	PhD	Widowed	75,715	718	null	Personal	Employed	2	Good	0.131393	208,727	0	Ellisport	NH	Guadeloupe	3	1	Low
63	Non-binary	Master's	Married	57,827	730	40,942	Business	Employed	16	Fair	0.516293	114,198	2	Sydneyberg	FM	Pakistan	4	2	Low
24	Female	Bachelor's	Widowed	null	null	26,340	Home	Unemployed	5	Excellent	0.51076	288,990	0	North Maryburgh	PR	Seychelles	null	0	Low
38	Female	PhD	Single	39,521	674	22,467	Auto	Employed	13	Fair	0.28311	174,523	3	Davidborough	WY	Mongolia	0	2	Low
64	Non-binary	Bachelor's	Widowed	24,355	666	28,933	Business	Unemployed	10	Fair	0.439934	null	4	Pittmanfurt	AL	Venezuela	2	1	Low
68	Non-binary	PhD	Single	111,815	603	null	Personal	Unemployed	5	Good	0.326694	298,788	0	New Michaelton	AL	Cambodia	1	2	Low

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