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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
30	Male	High School	Married	null	771	null	Business	Self-employed	4	Excellent	0.570656	257,870	3	Danielview	VT	Belarus	null	1	Low
32	Non-binary	Bachelor's	Widowed	null	null	33,205	Home	Unemployed	13	Fair	0.337541	86,415	0	Jesseberg	OR	British Indian Ocean Territory (Chagos Archipelago)	0	1	Medium
35	Male	Master's	Single	104,482	689	32,009	Auto	Employed	17	Poor	0.177288	133,845	0	South Christophermouth	NJ	Mayotte	2	2	High
22	Male	PhD	Single	56,507	616	15,709	Auto	Employed	9	Excellent	0.445939	182,862	3	New Samuelmouth	TX	Belgium	1	2	Medium
30	Non-binary	PhD	Married	62,988	null	45,805	Home	Unemployed	6	Fair	0.497815	241,518	1	Lake Robert	GU	Poland	0	1	Medium
58	Non-binary	Master's	Single	38,715	616	36,602	Home	Unemployed	9	Fair	0.394898	280,173	4	West Lynn	MT	Mexico	2	2	Low
63	Non-binary	Master's	Widowed	56,180	714	null	Home	Self-employed	2	Poor	0.448805	283,705	4	Timothystad	NJ	Israel	3	1	Low
57	Male	Bachelor's	Divorced	27,933	null	20,817	Auto	Self-employed	1	Excellent	0.465606	null	null	North Justinland	TX	Puerto Rico	3	0	Low
59	Non-binary	High School	Widowed	23,784	734	21,784	Personal	Employed	15	Good	0.401002	121,736	4	Greenside	WA	Central African Republic	1	1	Medium
50	Non-binary	Bachelor's	Divorced	103,169	701	39,830	Business	Self-employed	5	Fair	0.250483	144,829	2	Houstonfort	OH	Bangladesh	null	0	Low
65	Female	Bachelor's	Single	68,351	699	44,230	Auto	Employed	18	Excellent	0.162329	120,917	0	Turnerside	FM	Angola	0	1	Low
56	Non-binary	PhD	Widowed	null	null	14,064	Business	Employed	13	Fair	0.390752	180,396	2	Lake Leahland	AS	Georgia	4	0	Medium
51	Non-binary	PhD	Single	72,620	685	28,467	Business	Unemployed	1	Good	0.374715	181,932	4	New Andrewview	ID	Martinique	1	1	Low
22	Non-binary	High School	Widowed	null	null	31,975	Business	Unemployed	13	Poor	0.371915	120,213	4	Janetville	GA	Turkmenistan	null	1	Low
20	Non-binary	High School	Married	null	null	10,030	Business	Employed	17	Good	0.563866	280,719	null	South Maureenburgh	VI	Saint Helena	4	1	Low
38	Male	PhD	Divorced	null	null	24,788	Auto	Self-employed	0	Excellent	0.398742	90,959	2	South Stephen	VA	Jordan	null	2	Low
25	Non-binary	Master's	Divorced	79,789	688	30,286	Business	Self-employed	14	Fair	0.320383	null	0	North Lindsey	HI	Antigua and Barbuda	4	0	High
32	Non-binary	High School	Single	99,008	647	39,888	Home	Employed	13	Poor	0.2481	68,405	null	Pierceland	AZ	Mauritius	2	1	Low
37	Female	High School	Widowed	39,014	680	24,157	Auto	Employed	18	Poor	0.393446	145,216	2	Port Peterville	ME	Holy See (Vatican City State)	0	2	Low
45	Female	PhD	Single	101,109	623	36,811	Personal	Unemployed	6	Excellent	0.478583	null	1	Melissafort	MH	Bhutan	0	1	Medium
66	Non-binary	Bachelor's	Widowed	55,059	689	49,733	Home	Unemployed	12	Poor	0.543123	102,798	2	Elizabethfort	DE	Uganda	1	2	High
46	Non-binary	PhD	Married	23,145	684	46,439	Home	Employed	17	Excellent	0.243247	147,416	2	South Marilynmouth	MS	Fiji	null	0	Low
42	Male	High School	Married	102,054	753	38,443	Personal	Unemployed	9	Fair	0.433957	192,712	1	Millermouth	AS	Niue	null	0	Medium
65	Non-binary	PhD	Divorced	55,777	783	39,855	Personal	Self-employed	13	Fair	0.416282	191,109	1	Nicholasberg	IN	Morocco	1	0	Medium
19	Male	Bachelor's	Married	66,454	null	37,403	Business	Employed	12	Poor	0.305045	149,916	3	West Jennifer	SD	Bahamas	4	2	Medium
51	Female	Master's	Widowed	35,577	688	40,049	Personal	Unemployed	5	Poor	0.39421	29,717	2	New Shirleyburgh	VI	Lebanon	4	2	Low
23	Non-binary	Bachelor's	Married	null	775	17,138	Personal	Self-employed	16	Poor	0.400014	null	1	Brownmouth	NY	Lesotho	1	0	Medium
61	Non-binary	Bachelor's	Widowed	91,610	null	13,516	Home	Employed	14	Good	0.39973	115,116	4	Evanston	UT	Morocco	0	1	Low
40	Non-binary	Master's	Married	76,908	692	43,211	Auto	Unemployed	9	Good	0.441909	276,380	0	Port Julie	ME	Burundi	3	1	Low
24	Non-binary	Bachelor's	Widowed	107,636	647	29,516	Home	Unemployed	8	Excellent	0.258205	267,368	3	Haydenmouth	SD	Palestinian Territory	4	1	Low
47	Non-binary	Bachelor's	Widowed	88,225	698	5,308	Personal	Unemployed	4	Poor	0.482364	299,886	0	Nicolebury	NH	Jordan	3	1	Low
24	Non-binary	Bachelor's	Married	94,159	null	46,264	Auto	Employed	1	Fair	0.185956	null	0	Markland	VT	Saint Kitts and Nevis	1	0	Low
54	Female	High School	Divorced	53,427	742	45,897	Auto	Self-employed	16	Fair	0.381402	136,504	3	North Gary	AR	Sudan	1	0	Low
59	Male	High School	Single	116,422	709	29,756	Personal	Employed	1	Good	0.331791	152,902	null	Jeanburgh	ME	Luxembourg	3	0	Low
43	Male	High School	Single	54,890	675	null	Business	Self-employed	12	Poor	0.407635	180,890	4	Lake Sharonmouth	KS	Hungary	2	1	Medium
34	Non-binary	Bachelor's	Widowed	95,079	794	48,210	Personal	Unemployed	17	Poor	0.499435	58,602	2	Mossside	DE	Guinea	1	0	Low
30	Male	PhD	Divorced	null	769	31,783	Home	Self-employed	5	Fair	0.45634	143,713	3	Taylortown	NY	Papua New Guinea	null	2	High
45	Non-binary	Master's	Single	null	754	32,731	Home	Unemployed	6	Excellent	0.343636	232,456	0	South Renee	NY	British Virgin Islands	2	0	Medium
68	Male	Master's	Widowed	64,415	675	42,448	Home	Unemployed	15	Poor	0.577341	166,836	1	North Melissa	WV	Antarctica (the territory South of 60 deg S)	2	2	Low
19	Female	Bachelor's	Married	82,150	636	15,427	Home	Unemployed	19	Fair	0.598763	288,863	0	Lake Carol	FM	Gambia	2	0	Low
42	Female	PhD	Widowed	115,484	728	30,956	Personal	Self-employed	12	Excellent	0.396571	180,666	4	Donnabury	AZ	Bhutan	2	0	High
37	Non-binary	PhD	Divorced	33,890	652	49,617	Personal	Employed	8	Good	0.301008	271,452	0	East Adamborough	PA	Honduras	1	1	Low
49	Female	High School	Widowed	null	610	26,065	Auto	Self-employed	5	Good	0.587848	284,637	2	New Amanda	TN	Guyana	3	2	Low
69	Non-binary	High School	Divorced	77,520	641	null	Home	Employed	1	Fair	0.407096	167,755	0	Daleland	VT	Zimbabwe	0	2	Low
41	Non-binary	Master's	Single	84,274	743	6,381	Home	Employed	18	Poor	0.103967	251,976	3	Ryanstad	KY	Austria	4	2	Low
49	Non-binary	Master's	Divorced	109,987	null	45,957	Business	Self-employed	8	Excellent	0.231141	71,617	3	South Zachary	OR	Cook Islands	4	0	Low
21	Male	PhD	Divorced	77,572	null	43,877	Home	Unemployed	11	Good	0.418356	183,548	0	Ericland	NJ	Russian Federation	4	2	Low
50	Male	PhD	Divorced	29,566	785	null	Business	Self-employed	1	Good	0.184684	null	3	Ruizmouth	VT	China	4	0	Low
27	Female	High School	Single	22,251	758	40,162	Business	Unemployed	3	Excellent	0.430971	69,547	0	South Robertmouth	HI	United Arab Emirates	3	2	Low
37	Non-binary	PhD	Divorced	null	710	28,569	Business	Self-employed	15	Good	0.177804	254,312	4	Haleystad	NH	Pakistan	2	0	Low
62	Female	PhD	Widowed	113,565	626	21,659	Personal	Unemployed	16	Fair	0.250297	235,286	null	West Kathrynville	ID	Norway	3	2	Low
28	Female	Master's	Widowed	50,255	789	29,281	Business	Employed	16	Poor	0.21711	46,695	2	East Larry	PA	French Southern Territories	2	2	Low
59	Non-binary	High School	Single	null	780	10,752	Personal	Self-employed	11	Fair	0.266839	236,252	2	Jameshaven	AL	Uruguay	2	0	Low
50	Female	Bachelor's	Single	47,050	666	32,980	Home	Employed	18	Fair	0.352979	153,405	0	West Leemouth	AZ	Kenya	2	0	Low
64	Male	High School	Married	23,774	null	15,489	Auto	Employed	1	Excellent	0.170411	41,803	1	Lake Catherineville	LA	United States of America	4	0	High
27	Female	Bachelor's	Divorced	87,333	null	11,275	Personal	Unemployed	13	Poor	0.248269	219,006	0	New Kennethbury	WI	Congo	2	2	Medium
33	Non-binary	PhD	Divorced	null	743	13,629	Personal	Employed	13	Poor	0.40336	163,732	1	New Heather	ID	Turks and Caicos Islands	1	1	Low
51	Non-binary	Bachelor's	Divorced	117,095	635	14,535	Home	Employed	17	Good	0.120328	136,938	1	New Bobbyville	OK	Greenland	null	1	Low
34	Female	PhD	Widowed	20,238	602	41,409	Business	Self-employed	15	Fair	0.19357	281,938	2	Colemouth	HI	San Marino	1	1	Low
57	Non-binary	Bachelor's	Divorced	101,998	758	null	Home	Self-employed	4	Excellent	0.49275	60,671	3	West Katieton	DC	Namibia	1	0	Low
54	Non-binary	Master's	Married	25,474	758	48,905	Home	Unemployed	15	Excellent	0.223117	165,600	2	Kellymouth	HI	El Salvador	2	2	Medium
33	Male	High School	Married	25,972	626	8,983	Auto	Self-employed	0	Good	0.506151	132,115	2	West Travis	LA	Liberia	2	0	Low
42	Male	PhD	Single	40,577	719	33,279	Auto	Unemployed	5	Poor	0.147267	190,264	4	Rojaschester	HI	Saint Barthelemy	0	2	Low
53	Non-binary	Bachelor's	Single	null	787	null	Personal	Unemployed	19	Good	0.571271	null	4	Fergusonton	AS	Germany	1	1	Low
66	Male	PhD	Divorced	38,312	688	30,317	Auto	Employed	0	Poor	0.311126	279,106	null	Longshire	IL	Syrian Arab Republic	1	0	Low
32	Non-binary	Bachelor's	Widowed	27,121	730	10,407	Home	Employed	9	Poor	0.356732	211,149	4	Garyland	OR	Switzerland	1	1	Low
20	Male	PhD	Widowed	86,297	646	40,125	Business	Self-employed	16	Excellent	0.57709	118,394	3	Johnshire	FM	Lithuania	1	2	Medium
62	Male	Bachelor's	Widowed	71,925	785	47,401	Home	Unemployed	4	Excellent	0.254429	154,928	1	Martinezmouth	VI	Canada	1	0	Low
43	Male	PhD	Single	38,055	null	41,375	Auto	Self-employed	16	Poor	0.100162	139,388	3	East Dustinside	RI	Ireland	3	0	Low
24	Male	PhD	Married	70,374	798	37,066	Home	Employed	16	Excellent	0.170815	null	0	New Adam	ME	Guernsey	null	0	Medium
55	Male	High School	Widowed	74,306	781	20,611	Auto	Employed	0	Excellent	0.183701	266,944	1	West Tanyaport	ID	Syrian Arab Republic	0	2	Low
52	Female	High School	Single	74,697	723	null	Business	Self-employed	3	Fair	0.261508	172,134	0	Lake Blake	TN	Cambodia	null	0	High
48	Female	PhD	Widowed	88,347	664	24,756	Personal	Unemployed	11	Excellent	0.238979	118,404	0	North Joelside	KS	Greece	null	2	Medium
21	Male	High School	Widowed	null	683	33,188	Auto	Unemployed	10	Good	0.434156	255,123	3	Jonesland	FL	Pitcairn Islands	null	0	Low
65	Female	Master's	Widowed	103,766	671	18,382	Home	Self-employed	8	Excellent	0.263387	59,526	4	North Jeffreyfurt	MT	Chile	2	0	Low
61	Male	High School	Divorced	59,288	null	5,666	Home	Employed	16	Poor	0.533641	59,156	1	West Heidi	FM	Puerto Rico	4	2	Medium
30	Female	Bachelor's	Widowed	115,335	787	16,279	Auto	Unemployed	14	Fair	0.463731	220,939	2	Sandersstad	GU	Mongolia	3	0	Medium
39	Female	Bachelor's	Widowed	43,694	765	43,086	Business	Self-employed	2	Excellent	0.463117	75,996	1	Kevintown	VI	Burkina Faso	1	2	Low
39	Male	Bachelor's	Married	95,918	628	6,896	Business	Employed	15	Excellent	0.113766	null	null	Tracychester	AR	Switzerland	null	1	Low
38	Non-binary	Master's	Single	75,420	null	48,201	Auto	Employed	10	Fair	0.234933	36,734	2	Port Monica	MS	Dominican Republic	0	1	Low
29	Male	High School	Widowed	83,444	673	23,711	Auto	Employed	15	Good	0.475551	87,179	0	South Joseph	TX	South Africa	2	0	High
55	Non-binary	Master's	Single	119,887	788	22,004	Business	Self-employed	15	Excellent	0.358208	250,296	2	Laurenport	WY	Mexico	2	2	Low
55	Female	PhD	Widowed	31,952	754	28,092	Personal	Unemployed	17	Fair	0.298468	56,681	2	Charlotteland	SC	British Indian Ocean Territory (Chagos Archipelago)	4	2	Low
32	Non-binary	Bachelor's	Single	81,724	null	15,261	Auto	Unemployed	7	Excellent	0.273857	233,348	null	Josephmouth	OK	Iraq	4	2	Low
52	Male	Bachelor's	Divorced	53,978	753	10,455	Business	Unemployed	10	Excellent	0.324661	162,498	null	Gregoryport	MA	Saint Kitts and Nevis	null	1	Medium
31	Male	PhD	Divorced	53,132	771	9,169	Personal	Self-employed	10	Fair	0.234287	235,711	4	South Carrie	FL	Comoros	3	2	Medium
66	Female	PhD	Single	78,414	682	45,100	Home	Unemployed	5	Excellent	0.151378	196,274	0	Port Kathleen	WI	Venezuela	4	2	Medium
26	Male	PhD	Married	71,205	634	24,826	Home	Self-employed	4	Excellent	0.437538	297,951	4	Port Alejandra	HI	Aruba	4	2	Medium
55	Female	Master's	Married	null	790	21,785	Home	Employed	14	Excellent	0.108814	255,929	3	Blairborough	MA	Suriname	2	1	Low
64	Non-binary	PhD	Divorced	26,265	null	17,567	Personal	Self-employed	1	Excellent	0.585157	80,487	0	North Scott	MP	Ecuador	null	2	Low
67	Female	Bachelor's	Widowed	null	751	24,292	Home	Self-employed	10	Poor	0.153118	225,273	null	South Austin	NJ	Guadeloupe	null	1	Medium
50	Non-binary	PhD	Married	25,050	761	null	Auto	Employed	0	Good	0.195624	151,941	3	Byrdport	NJ	Russian Federation	1	1	Medium
66	Female	Master's	Divorced	37,424	613	26,067	Business	Self-employed	18	Fair	0.242519	33,295	2	Lake Davidfort	GA	Bouvet Island (Bouvetoya)	2	2	Low
63	Male	High School	Single	101,298	687	47,128	Personal	Employed	5	Poor	0.478893	155,006	3	Perkinsland	VA	Chile	0	0	High
47	Non-binary	Master's	Divorced	null	670	33,371	Personal	Self-employed	18	Fair	0.564907	125,063	null	Andersonview	MN	Chad	null	2	Low
32	Female	High School	Married	107,287	799	null	Business	Unemployed	6	Poor	0.350562	88,208	0	Lake Debra	SD	Marshall Islands	3	1	Low
20	Female	Bachelor's	Divorced	47,571	686	18,149	Auto	Employed	17	Fair	0.486521	166,399	null	Lake Samuel	WV	Fiji	1	0	Medium
30	Non-binary	Master's	Divorced	62,967	707	47,920	Auto	Unemployed	18	Good	0.271136	177,269	4	East Matthewfort	NH	Honduras	0	1	Low
59	Non-binary	High School	Married	116,059	null	16,492	Business	Employed	0	Excellent	0.547463	null	0	South Brandonberg	TX	Lao People's Democratic Republic	3	1	Low
50	Female	High School	Single	75,943	631	39,308	Auto	Self-employed	5	Excellent	0.105779	90,284	null	Lawrenceburgh	VT	Angola	0	1	Medium

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