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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
34	Non-binary	High School	Single	37,910	674	39,045	Home	Self-employed	4	Fair	0.204981	271,942	2	Davidtown	MT	Equatorial Guinea	0	0	Medium
34	Non-binary	Bachelor's	Married	66,097	735	43,179	Home	Employed	15	Poor	0.34845	129,781	null	Marytown	AR	Tonga	2	0	Low
58	Male	Bachelor's	Single	47,011	null	19,129	Personal	Self-employed	18	Good	0.266561	42,957	3	Lake Lisaland	HI	Liberia	4	1	Medium
68	Female	High School	Divorced	99,386	652	15,715	Auto	Unemployed	0	Poor	0.297834	164,621	0	North Ryanchester	ID	Zimbabwe	0	1	Low
43	Female	Bachelor's	Married	101,991	673	31,802	Business	Unemployed	8	Good	0.245027	64,744	4	Juanmouth	MO	Vanuatu	0	0	Low
31	Non-binary	Master's	Single	null	null	20,295	Business	Unemployed	6	Fair	0.346231	45,368	null	Hullshire	KY	Ethiopia	2	0	Low
56	Non-binary	Master's	Widowed	null	661	41,124	Home	Self-employed	9	Good	0.300146	188,507	null	Johnside	OH	Bahamas	2	0	Low
62	Non-binary	Master's	Single	43,027	null	12,959	Home	Unemployed	3	Good	0.226392	35,344	3	Vanessahaven	IA	Barbados	2	1	Low
39	Non-binary	PhD	Married	87,136	692	17,919	Personal	Unemployed	3	Good	0.448558	70,971	1	Adamside	AS	Grenada	0	1	Low
49	Female	Bachelor's	Widowed	110,791	null	9,117	Home	Unemployed	7	Poor	0.259672	242,703	0	East Richardland	NE	Guam	null	1	Low
31	Non-binary	Bachelor's	Divorced	111,054	654	39,798	Personal	Unemployed	16	Poor	0.211901	99,320	2	Port John	NM	Italy	null	0	Medium
36	Non-binary	Master's	Divorced	85,526	702	49,505	Auto	Self-employed	19	Excellent	0.274385	214,384	3	West Laurenfurt	OH	Jamaica	3	1	High
26	Non-binary	High School	Single	null	714	21,852	Personal	Self-employed	12	Excellent	0.574893	61,279	2	West Michael	PW	Guatemala	2	0	Low
52	Female	High School	Married	108,131	744	44,498	Business	Unemployed	10	Fair	0.109248	272,850	3	West Amymouth	VI	Italy	1	0	Low
49	Non-binary	PhD	Single	94,155	709	12,661	Business	Self-employed	18	Poor	0.307938	null	2	Garychester	IN	Qatar	2	2	Low
21	Non-binary	High School	Single	44,809	749	35,429	Home	Self-employed	15	Poor	0.324152	25,797	0	Beasleystad	RI	Honduras	2	1	Low
63	Male	Bachelor's	Married	44,110	null	7,852	Personal	Unemployed	19	Fair	0.246147	94,208	1	Port Kenneth	MD	Moldova	0	0	High
54	Female	PhD	Divorced	68,302	645	33,085	Auto	Self-employed	5	Good	0.397708	237,056	3	Blakeside	MN	Kenya	3	2	Low
52	Non-binary	High School	Widowed	38,354	674	17,215	Home	Self-employed	17	Fair	0.551902	270,021	2	South Dawn	KY	Gibraltar	1	1	High
65	Non-binary	Master's	Married	76,143	649	19,838	Business	Unemployed	6	Fair	0.258538	276,064	2	Romanburgh	AR	Qatar	3	1	Low
28	Male	PhD	Widowed	null	701	48,269	Auto	Unemployed	8	Good	0.581113	199,360	1	Underwoodchester	CO	El Salvador	3	1	High
65	Female	Master's	Single	78,694	738	null	Home	Self-employed	7	Fair	0.381026	265,803	2	Ellismouth	ND	Turkey	1	1	Medium
47	Female	PhD	Widowed	27,946	754	29,496	Home	Self-employed	6	Fair	0.164571	211,518	0	West Carolynbury	RI	Wallis and Futuna	3	2	Low
67	Female	Master's	Widowed	47,428	601	33,837	Auto	Unemployed	5	Fair	0.584019	null	4	Zacharytown	IN	Iraq	2	1	High
25	Non-binary	Master's	Single	null	640	16,516	Auto	Unemployed	8	Poor	0.370466	86,310	1	Mollymouth	WY	Belize	3	1	High
45	Female	Bachelor's	Divorced	109,170	773	null	Auto	Employed	7	Fair	0.493078	150,832	4	Karinafurt	AR	Israel	3	0	Low
60	Male	High School	Married	24,383	701	null	Home	Self-employed	4	Excellent	0.175109	277,017	2	West David	NE	Georgia	0	1	Low
63	Non-binary	PhD	Widowed	91,918	625	15,462	Auto	Employed	17	Excellent	0.373201	null	4	North Jenniferburgh	NM	Barbados	2	2	Medium
26	Non-binary	Bachelor's	Divorced	41,506	null	42,101	Auto	Self-employed	18	Excellent	0.44927	162,819	3	Gutierrezchester	RI	Brazil	3	2	Low
53	Non-binary	High School	Widowed	98,137	793	46,214	Auto	Employed	13	Excellent	0.513581	216,945	2	Katherinechester	AL	French Southern Territories	2	1	High
69	Non-binary	Master's	Widowed	110,893	740	18,025	Business	Employed	3	Poor	0.240699	65,156	4	Grayport	OH	Antigua and Barbuda	4	2	Low
51	Male	High School	Widowed	82,845	773	32,528	Home	Self-employed	14	Good	0.433034	78,967	0	East Codybury	CO	Ecuador	2	1	High
19	Non-binary	PhD	Married	113,120	749	25,843	Personal	Unemployed	8	Poor	0.451858	82,059	0	South Tonyatown	AK	Bahrain	1	1	Medium
33	Non-binary	PhD	Single	37,015	607	21,616	Personal	Employed	15	Fair	0.564016	209,198	3	Joshuachester	CT	Sweden	4	1	Low
50	Female	High School	Married	28,977	758	7,988	Business	Employed	7	Poor	0.298233	29,446	1	East Mitchellborough	GU	Ecuador	2	2	Medium
30	Non-binary	PhD	Married	34,550	null	null	Home	Unemployed	11	Poor	0.487535	148,666	null	New Carriehaven	CT	Benin	null	1	Medium
45	Female	PhD	Divorced	119,053	764	16,710	Personal	Employed	0	Fair	0.35663	287,493	4	Kristinemouth	IA	Korea	2	2	Medium
33	Female	High School	Divorced	111,426	744	37,270	Home	Unemployed	12	Good	0.484222	171,219	0	Monicaland	NH	Korea	0	1	Low
59	Non-binary	PhD	Widowed	82,294	726	49,821	Personal	Unemployed	19	Good	0.592924	262,733	1	Nicholashaven	AR	Martinique	3	1	Low
59	Male	Bachelor's	Widowed	66,785	784	8,986	Personal	Unemployed	11	Excellent	0.493114	68,071	2	Shafferville	NY	Myanmar	null	0	Low
64	Non-binary	High School	Married	36,025	711	8,581	Home	Self-employed	5	Excellent	0.261231	62,486	3	New Michaelberg	VA	Vanuatu	4	1	Low
23	Non-binary	Master's	Divorced	118,231	765	null	Business	Employed	5	Good	0.134937	278,309	0	Laurenhaven	PR	Malaysia	0	0	Low
67	Non-binary	High School	Married	108,198	725	17,381	Personal	Self-employed	15	Excellent	0.470095	271,393	4	Bradleyview	LA	Gambia	0	1	Medium
61	Female	PhD	Single	82,415	621	46,594	Auto	Self-employed	17	Fair	0.129485	236,625	3	Alexton	UT	Korea	2	1	High
51	Female	Master's	Single	111,380	717	12,990	Personal	Employed	19	Poor	0.466092	145,208	0	West Michael	SC	Cote d'Ivoire	4	0	Low
40	Female	PhD	Single	104,816	736	null	Business	Unemployed	4	Good	0.352694	null	0	Duaneview	VA	Iran	1	0	Low
56	Female	High School	Married	null	609	13,397	Home	Unemployed	13	Poor	0.244644	152,259	0	Melissaville	MP	Dominica	0	1	Low
48	Female	PhD	Single	71,052	785	40,628	Personal	Unemployed	1	Excellent	0.200405	null	2	Jordanton	VT	Isle of Man	null	2	Low
57	Male	Bachelor's	Widowed	33,448	689	21,856	Personal	Self-employed	17	Good	0.30237	286,983	null	Rubenland	PR	Algeria	null	2	Low
22	Male	Master's	Divorced	60,058	797	null	Auto	Unemployed	6	Good	0.586854	173,812	4	Lake Adrienne	IN	Azerbaijan	0	2	Low
46	Male	PhD	Married	null	614	20,994	Personal	Employed	17	Fair	0.482327	39,954	4	Lake Tammy	KY	North Macedonia	2	2	Low
62	Non-binary	PhD	Single	111,981	676	46,547	Personal	Employed	7	Fair	0.259978	297,689	4	Port Robertchester	OH	Kazakhstan	1	0	High
52	Female	Bachelor's	Widowed	null	784	44,288	Personal	Employed	17	Poor	0.451178	156,846	0	East Jeffrey	LA	Lithuania	3	1	Medium
64	Female	High School	Married	63,118	650	26,448	Personal	Self-employed	13	Good	0.414587	94,215	2	Adamville	WA	Burkina Faso	0	2	Low
42	Female	High School	Widowed	112,661	607	45,663	Auto	Employed	17	Excellent	0.570054	249,892	3	New Carrie	FL	Mexico	null	2	Low
34	Male	Bachelor's	Widowed	50,496	653	11,140	Business	Employed	10	Poor	0.497661	119,198	3	North Marvinmouth	KY	Algeria	1	0	High
42	Female	Master's	Widowed	null	723	45,488	Auto	Employed	19	Excellent	0.254689	271,093	null	North Tiffanytown	AL	Qatar	2	1	Low
53	Female	PhD	Single	null	658	26,547	Personal	Unemployed	12	Excellent	0.50336	272,206	4	Moranmouth	AL	Bouvet Island (Bouvetoya)	1	0	Low
30	Female	PhD	Widowed	57,260	668	20,813	Home	Self-employed	12	Poor	0.271989	117,632	1	Colontown	WV	Swaziland	null	1	Low
60	Non-binary	High School	Divorced	61,249	704	15,114	Business	Employed	1	Excellent	0.373735	207,834	3	North John	WI	Marshall Islands	1	2	Low
66	Male	Master's	Divorced	null	657	null	Home	Employed	9	Good	0.586791	136,263	0	North Alyssahaven	TX	North Macedonia	0	1	Low
27	Non-binary	PhD	Married	105,256	684	21,620	Business	Unemployed	14	Poor	0.362274	45,029	3	Lake Lisa	AZ	Christmas Island	4	1	Medium
19	Female	PhD	Married	23,857	789	21,278	Auto	Self-employed	6	Poor	0.446675	203,942	4	Thompsonfort	MI	Malta	1	0	Medium
29	Non-binary	High School	Widowed	105,895	616	7,067	Business	Self-employed	5	Poor	0.48085	56,302	3	Tiffanytown	RI	Slovenia	1	2	Low
38	Female	PhD	Single	50,066	756	16,917	Personal	Self-employed	10	Excellent	0.160379	175,769	0	East Eric	MD	British Virgin Islands	2	2	Low
52	Male	High School	Married	33,829	686	19,232	Personal	Unemployed	17	Excellent	0.509556	93,482	4	Michelefort	MA	Wallis and Futuna	1	1	Medium
34	Non-binary	Master's	Divorced	47,677	781	25,432	Auto	Employed	0	Fair	0.40666	173,621	4	Port Jeremy	NM	Guernsey	3	0	High
64	Non-binary	Bachelor's	Widowed	null	null	24,158	Home	Unemployed	16	Fair	0.516255	20,055	4	West Derrickmouth	GA	Haiti	1	2	Medium
20	Male	Bachelor's	Widowed	70,216	624	40,432	Home	Self-employed	16	Excellent	0.101826	189,739	4	Schneidertown	HI	Holy See (Vatican City State)	0	0	Low
65	Non-binary	PhD	Single	null	787	30,897	Personal	Unemployed	11	Excellent	0.474218	212,773	1	Patrickhaven	AL	Singapore	null	1	Low
69	Male	PhD	Divorced	110,933	659	36,238	Business	Unemployed	11	Fair	0.243417	196,726	null	North Kiarastad	NY	Libyan Arab Jamahiriya	4	0	Low
27	Non-binary	Master's	Widowed	null	782	null	Personal	Unemployed	6	Good	0.484896	235,046	null	North Cindy	MP	Sri Lanka	1	2	Low
64	Male	PhD	Widowed	65,958	754	23,724	Personal	Unemployed	18	Poor	0.541401	148,785	4	Laurieport	NV	Qatar	2	2	Medium
48	Male	Bachelor's	Divorced	26,251	662	38,618	Auto	Self-employed	16	Fair	0.200523	null	2	Simsshire	ND	Peru	2	1	Medium
56	Female	Bachelor's	Widowed	73,121	748	null	Home	Unemployed	15	Fair	0.505891	229,819	4	South Rubenton	AL	Samoa	2	2	Low
29	Male	PhD	Married	null	765	15,404	Auto	Unemployed	17	Excellent	0.258205	250,937	2	Sonyamouth	SD	Jamaica	1	0	High
52	Non-binary	High School	Married	26,121	722	23,946	Personal	Self-employed	10	Good	0.517685	280,403	0	East Desireebury	NV	Guadeloupe	4	1	Medium
69	Female	High School	Married	106,785	759	5,899	Personal	Unemployed	15	Fair	0.25635	59,592	1	Jamesport	LA	Bouvet Island (Bouvetoya)	null	1	Low
27	Non-binary	Master's	Married	108,747	630	17,815	Auto	Employed	14	Fair	0.381343	44,754	null	North Michelleland	PW	El Salvador	4	0	Low
55	Female	PhD	Divorced	117,458	795	null	Home	Unemployed	19	Poor	0.517233	null	2	Port Matthewport	IA	Madagascar	1	0	Low
52	Female	Master's	Divorced	92,036	665	37,262	Business	Unemployed	18	Poor	0.541477	188,714	0	Danielleton	NM	New Zealand	4	0	Low
45	Non-binary	PhD	Single	70,697	675	41,130	Personal	Employed	4	Poor	0.563238	290,907	null	South Shawnstad	AS	Slovakia (Slovak Republic)	4	1	Low
22	Non-binary	High School	Single	105,404	754	null	Business	Self-employed	1	Excellent	0.309388	151,843	null	Jackshire	NJ	Turks and Caicos Islands	2	2	Low
43	Female	Master's	Single	89,903	742	19,031	Auto	Unemployed	4	Poor	0.42058	54,504	1	Richardbury	IA	India	3	2	Low
38	Male	Master's	Widowed	107,099	741	29,714	Business	Self-employed	11	Fair	0.548472	null	null	East Andrew	GU	Monaco	4	0	Low
63	Male	PhD	Single	38,895	615	47,323	Business	Employed	8	Fair	0.150394	131,788	4	New Sergio	MT	Poland	null	0	Low
28	Non-binary	Bachelor's	Divorced	21,659	793	23,862	Personal	Self-employed	6	Good	0.532496	null	4	Shawshire	OR	Namibia	4	0	Low
43	Female	PhD	Married	60,000	687	26,375	Home	Self-employed	17	Poor	0.452827	191,637	0	Kaylaville	AZ	Isle of Man	3	0	Low
65	Non-binary	Bachelor's	Divorced	114,463	701	31,465	Business	Self-employed	14	Good	0.332774	89,697	4	Jeffberg	PW	Azerbaijan	3	0	Low
40	Non-binary	Master's	Divorced	67,427	653	11,099	Auto	Self-employed	3	Good	0.490547	51,351	3	New Timothybury	NM	Taiwan	1	2	Low
40	Male	PhD	Divorced	43,814	695	10,582	Auto	Employed	7	Good	0.513509	220,696	1	Holtbury	TX	Montserrat	2	0	High
44	Male	PhD	Widowed	119,667	641	6,183	Auto	Unemployed	1	Fair	0.300013	226,410	4	Kimmouth	SD	Costa Rica	4	1	Medium
62	Female	Bachelor's	Divorced	21,922	665	27,148	Personal	Employed	5	Good	0.351294	289,799	2	West Carlton	AZ	Swaziland	null	1	Low
33	Female	Master's	Divorced	58,400	703	33,398	Home	Employed	11	Poor	0.150709	null	0	South Craigbury	NC	Jamaica	3	1	Low
67	Female	Bachelor's	Widowed	27,903	725	21,897	Business	Unemployed	3	Fair	0.212851	23,300	3	Lake Robert	IL	Cyprus	null	0	Low
68	Non-binary	Bachelor's	Widowed	94,258	620	29,538	Personal	Unemployed	18	Excellent	0.349354	204,082	3	Harrellberg	IL	Thailand	0	0	Low
21	Female	High School	Married	26,678	749	6,915	Personal	Self-employed	8	Good	0.387083	150,721	1	Davidborough	CT	New Caledonia	4	2	Low
26	Non-binary	High School	Single	null	785	39,567	Business	Employed	0	Excellent	0.36196	76,072	3	New Carlaland	NJ	British Indian Ocean Territory (Chagos Archipelago)	4	1	High
40	Male	High School	Divorced	117,481	699	35,825	Auto	Employed	13	Excellent	0.289425	70,526	0	Herringhaven	AZ	Guatemala	3	2	Medium
30	Female	High School	Widowed	78,742	null	null	Business	Unemployed	16	Poor	0.114869	71,425	1	Bobbyton	WI	Singapore	4	2	Medium

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