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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
28	Non-binary	Bachelor's	Married	96,190	755	32,809	Home	Employed	11	Good	0.16646	89,583	1	Foleyburgh	VA	Congo	4	0	Low
37	Non-binary	High School	Widowed	106,479	738	33,055	Business	Self-employed	4	Poor	0.166645	204,299	null	Rosston	MI	Azerbaijan	null	2	Low
56	Female	Bachelor's	Married	65,797	735	16,545	Personal	Employed	14	Poor	0.265774	null	3	North Derektown	NC	Northern Mariana Islands	3	0	Medium
59	Non-binary	Master's	Single	108,713	702	32,577	Home	Self-employed	7	Good	0.527101	60,231	2	Wolfmouth	ID	Costa Rica	4	0	Medium
40	Female	PhD	Married	60,426	720	40,340	Business	Employed	9	Excellent	0.202928	145,774	0	Josephview	CO	Montenegro	3	2	Low
35	Male	High School	Single	119,027	715	26,402	Auto	Unemployed	11	Excellent	0.553804	68,789	1	Lake Mark	CA	Algeria	0	1	Low
28	Female	PhD	Single	77,784	632	49,247	Business	Self-employed	6	Fair	0.172164	38,304	4	South Georgeview	KY	Svalbard & Jan Mayen Islands	0	0	Low
23	Male	PhD	Widowed	44,067	666	48,945	Home	Unemployed	7	Excellent	0.307663	97,306	1	Lake Jesse	MN	British Indian Ocean Territory (Chagos Archipelago)	3	1	Low
50	Male	Master's	Divorced	75,103	null	20,350	Home	Employed	13	Excellent	0.108421	257,178	3	Michelleberg	PA	Vanuatu	3	1	Low
41	Male	Bachelor's	Widowed	91,613	712	13,899	Personal	Employed	14	Excellent	0.147597	null	2	West Anne	VT	Puerto Rico	null	2	Medium
39	Non-binary	High School	Widowed	null	726	42,494	Business	Employed	8	Excellent	0.328157	null	2	Lake Alyssa	PA	British Virgin Islands	null	2	Low
35	Non-binary	High School	Divorced	73,266	null	null	Business	Unemployed	10	Poor	0.299124	44,455	0	New Philip	CA	Peru	0	2	Low
58	Male	High School	Single	59,909	764	8,497	Home	Self-employed	11	Excellent	0.154283	242,875	0	Samanthastad	MI	Mexico	2	0	Low
56	Female	PhD	Single	82,661	773	28,057	Business	Unemployed	1	Good	0.412307	211,913	0	South Reginafort	OH	Mauritania	4	1	Medium
43	Female	PhD	Single	54,626	784	11,867	Business	Unemployed	16	Good	0.537764	99,497	4	Port Michelle	NE	Bermuda	0	2	Low
29	Female	Bachelor's	Widowed	73,426	684	48,547	Business	Self-employed	17	Fair	0.373372	null	3	Jillside	PR	Haiti	2	0	Medium
40	Non-binary	PhD	Single	106,541	null	47,160	Business	Employed	13	Good	0.35772	144,716	0	Mooretown	ME	Nepal	4	2	Medium
21	Female	Bachelor's	Single	63,826	703	8,679	Business	Unemployed	8	Good	0.258967	298,601	1	New Deannashire	VT	Palau	null	2	Low
50	Male	Master's	Widowed	107,812	683	36,171	Business	Unemployed	6	Excellent	0.439705	259,520	3	Christopherchester	MT	Lesotho	2	2	Low
40	Male	PhD	Widowed	null	737	49,604	Auto	Unemployed	6	Fair	0.564533	221,120	3	Parkerport	DE	Iran	3	2	Medium
45	Male	High School	Widowed	112,905	null	35,368	Home	Unemployed	18	Poor	0.303681	null	3	West Richard	OH	Taiwan	4	2	Low
57	Female	PhD	Single	22,736	714	36,004	Personal	Self-employed	5	Poor	0.249354	142,545	0	Amberhaven	GU	Angola	null	1	Medium
23	Non-binary	High School	Single	76,473	684	16,184	Personal	Employed	8	Excellent	0.284644	75,261	0	Newmanborough	NY	Iceland	null	2	Medium
60	Male	High School	Divorced	88,019	613	29,153	Auto	Unemployed	3	Good	0.113433	232,055	0	Armstrongtown	WV	Ethiopia	4	2	Low
62	Non-binary	Master's	Divorced	36,217	755	6,758	Business	Employed	6	Good	0.480231	206,294	4	Cynthiafurt	WA	Niger	1	0	Medium
48	Non-binary	PhD	Married	89,817	695	null	Home	Unemployed	2	Excellent	0.498836	132,394	2	Peggyton	PR	Japan	1	2	Medium
22	Male	Bachelor's	Single	63,199	666	15,827	Auto	Employed	2	Good	0.384005	176,311	0	Braunhaven	GA	Sierra Leone	1	0	Low
61	Female	PhD	Single	102,189	765	38,418	Auto	Unemployed	17	Good	0.471768	183,846	4	Michelleview	GA	Somalia	1	1	Medium
55	Non-binary	Master's	Divorced	39,727	710	29,757	Personal	Employed	16	Good	0.574123	63,439	1	New Craig	MI	Cocos (Keeling) Islands	4	0	Low
60	Non-binary	PhD	Widowed	71,457	753	30,657	Auto	Unemployed	1	Poor	0.514008	68,412	2	New Heather	MA	Saint Martin	4	1	Medium
56	Female	High School	Widowed	72,508	705	null	Business	Employed	15	Fair	0.150337	62,718	3	Jaimeberg	RI	China	1	0	Low
61	Non-binary	High School	Single	102,684	634	19,182	Business	Employed	10	Excellent	0.435103	72,540	0	North Jessicaside	VI	Algeria	2	0	Medium
19	Non-binary	Bachelor's	Divorced	46,170	635	34,394	Personal	Employed	11	Excellent	0.542502	110,425	3	Williamport	IA	Estonia	0	0	Low
23	Non-binary	High School	Divorced	50,183	736	8,893	Personal	Unemployed	1	Good	0.492174	59,087	0	Cochranfort	CO	Italy	0	0	Low
63	Non-binary	PhD	Single	21,135	732	49,014	Business	Employed	19	Good	0.495463	177,327	2	North Jessica	AL	Vanuatu	1	2	Low
38	Non-binary	Bachelor's	Divorced	106,378	613	12,229	Home	Employed	1	Good	0.1228	260,176	null	West Marcuschester	MS	China	3	2	Medium
43	Non-binary	PhD	Married	102,990	771	null	Business	Unemployed	19	Fair	0.288149	186,969	3	Kevinview	NH	Niger	2	1	Low
31	Non-binary	Master's	Single	61,057	775	36,454	Personal	Unemployed	10	Excellent	0.30893	58,628	1	Lake Janice	TN	Sierra Leone	4	1	Low
68	Non-binary	Bachelor's	Single	71,986	670	36,843	Personal	Self-employed	9	Good	0.446109	211,943	0	Jodihaven	AS	Togo	0	0	Low
32	Male	Master's	Divorced	48,082	639	9,937	Home	Unemployed	18	Excellent	0.343449	297,632	1	Lopezfurt	DC	Serbia	3	2	Medium
43	Male	High School	Married	117,898	733	27,737	Home	Self-employed	11	Excellent	0.343809	271,268	3	Richardsland	ME	Saint Barthelemy	1	2	Low
54	Non-binary	High School	Divorced	28,083	638	31,626	Personal	Unemployed	12	Poor	0.261663	240,980	4	Port Kathleenhaven	AL	Qatar	4	1	Low
66	Non-binary	PhD	Married	54,592	776	22,994	Home	Self-employed	12	Fair	0.535285	152,199	0	Curryhaven	NM	Mauritius	4	1	Low
20	Male	Bachelor's	Divorced	48,281	755	9,518	Auto	Employed	10	Fair	0.158546	59,184	3	North Johnnybury	NY	Djibouti	0	1	Medium
64	Female	Bachelor's	Widowed	68,838	660	26,275	Personal	Employed	6	Fair	0.343875	269,138	null	Michellefurt	FL	Uganda	0	1	Low
39	Female	Master's	Divorced	31,251	625	19,833	Business	Unemployed	19	Fair	0.497502	169,675	1	Lake Elizabethfort	FL	Sudan	2	0	Low
29	Female	High School	Single	61,201	620	33,652	Business	Employed	6	Poor	0.516995	244,228	4	Lindachester	CT	France	0	2	Low
36	Non-binary	High School	Married	71,899	655	null	Auto	Self-employed	15	Poor	0.163919	192,098	4	Sheilabury	FM	Greece	0	0	Medium
24	Female	PhD	Widowed	62,631	610	15,738	Business	Unemployed	0	Excellent	0.167577	240,332	1	South Rebeccaville	TX	Saint Lucia	4	0	Medium
45	Non-binary	PhD	Widowed	null	null	30,823	Home	Unemployed	2	Poor	0.197597	250,408	null	Lake Kaylachester	KY	Cayman Islands	1	1	Low
48	Non-binary	Master's	Married	71,658	707	7,839	Auto	Self-employed	9	Poor	0.233183	181,511	1	Port Billy	TN	Andorra	2	0	Medium
68	Non-binary	PhD	Married	72,357	705	7,128	Home	Unemployed	9	Poor	0.463936	null	1	Port Anitaton	MH	Ukraine	2	1	Low
61	Female	High School	Widowed	24,153	769	44,606	Business	Unemployed	17	Fair	0.364588	271,066	null	West Jill	RI	Bahrain	3	1	Medium
64	Female	High School	Divorced	null	763	35,517	Home	Self-employed	16	Fair	0.155083	169,657	4	Mcgeebury	UT	Ethiopia	0	1	Medium
24	Male	High School	Single	112,345	765	5,715	Business	Employed	15	Poor	0.583299	291,385	4	Keithbury	OR	Bahamas	1	0	Low
19	Male	High School	Married	78,169	null	37,910	Personal	Self-employed	12	Poor	0.368015	57,975	4	West Nicole	AL	Bolivia	2	1	Medium
54	Female	PhD	Single	111,903	632	23,691	Auto	Employed	2	Good	0.470447	188,922	2	Port Tammy	GA	San Marino	0	2	Low
58	Female	PhD	Widowed	98,027	779	11,580	Home	Self-employed	4	Good	0.363622	113,784	2	South Lisa	AZ	Papua New Guinea	1	0	Medium
36	Male	PhD	Widowed	23,657	null	8,945	Auto	Unemployed	3	Good	0.572418	177,916	2	New Shellyshire	AK	Kyrgyz Republic	null	0	Low
34	Male	Bachelor's	Divorced	81,455	null	32,623	Personal	Employed	15	Fair	0.243107	37,783	0	Moonchester	MH	Bangladesh	3	1	Low
55	Male	PhD	Divorced	33,292	null	39,561	Home	Employed	19	Excellent	0.332787	null	1	West Brianville	MP	Colombia	1	0	High
53	Non-binary	Bachelor's	Widowed	108,890	null	17,915	Home	Self-employed	7	Good	0.204329	219,289	3	Stewartland	IA	Jersey	4	1	Low
31	Female	PhD	Single	106,840	null	37,522	Home	Self-employed	12	Fair	0.430126	59,811	4	Cunninghamside	PA	Moldova	4	0	Medium
53	Male	Master's	Divorced	119,655	772	20,173	Auto	Self-employed	12	Excellent	0.201696	195,572	4	Conwaymouth	NM	Singapore	0	2	Low
61	Female	Master's	Single	null	773	null	Auto	Self-employed	1	Fair	0.127711	289,696	2	Grosshaven	PA	Myanmar	3	0	Medium
60	Female	Bachelor's	Married	null	668	38,923	Auto	Employed	5	Poor	0.458846	128,178	2	Stephanieland	MD	Taiwan	4	0	Low
34	Female	PhD	Divorced	null	null	16,408	Home	Unemployed	17	Excellent	0.122103	135,677	null	Hendricksbury	NJ	Sierra Leone	0	0	Low
18	Non-binary	Master's	Divorced	69,862	793	46,612	Auto	Employed	1	Poor	0.567812	284,107	3	South Bryanside	NH	Malta	0	0	Low
35	Female	High School	Single	29,136	641	null	Home	Self-employed	17	Fair	0.508339	74,438	3	East Jamiechester	TN	Uzbekistan	3	0	Low
45	Male	PhD	Single	98,066	723	34,120	Personal	Self-employed	18	Poor	0.531826	120,055	1	South Lisaville	MS	Greenland	null	1	High
28	Non-binary	Master's	Married	69,282	733	null	Auto	Unemployed	1	Good	0.364349	211,084	null	Laurenville	ID	Chad	0	2	Low
25	Male	High School	Divorced	null	710	38,845	Auto	Employed	14	Excellent	0.134636	232,815	3	Sallytown	UT	Montenegro	3	0	Low
68	Female	Bachelor's	Single	68,707	643	15,951	Auto	Self-employed	12	Poor	0.314789	144,979	null	New Maria	ID	Ghana	3	1	Low
55	Non-binary	Bachelor's	Divorced	83,308	613	48,426	Personal	Self-employed	12	Fair	0.387428	126,894	3	Steelehaven	IL	Brunei Darussalam	0	1	Low
40	Non-binary	PhD	Single	33,079	707	13,770	Home	Unemployed	6	Fair	0.487525	223,038	4	Kellymouth	IL	Botswana	4	0	Low
35	Non-binary	High School	Single	53,948	null	33,959	Personal	Unemployed	7	Poor	0.306449	55,840	0	Alexishaven	HI	China	3	2	Low
47	Female	Master's	Married	null	694	34,281	Home	Self-employed	12	Poor	0.573092	199,243	3	East Meganville	NC	Malta	3	0	Low
26	Male	PhD	Widowed	null	767	31,485	Business	Employed	16	Good	0.44764	69,581	2	South Tamaraburgh	NM	Mayotte	4	2	Medium
68	Female	Bachelor's	Widowed	101,171	746	33,368	Home	Unemployed	0	Fair	0.348605	170,018	2	West Glennburgh	VA	Japan	3	0	Medium
26	Female	PhD	Divorced	null	null	8,159	Business	Employed	15	Poor	0.523139	278,656	0	Hannahstad	NH	Bangladesh	4	0	Medium
33	Non-binary	High School	Divorced	null	741	7,319	Home	Unemployed	1	Poor	0.417444	238,284	4	Port Haydenland	HI	Aruba	2	1	Low
65	Male	Master's	Married	94,130	617	32,124	Home	Employed	2	Excellent	0.563325	null	4	Jenniferport	ID	Uruguay	null	0	Low
22	Female	Bachelor's	Divorced	37,986	704	27,029	Business	Self-employed	17	Poor	0.10437	166,714	0	Lindaview	OK	Kenya	2	0	Low
32	Male	PhD	Divorced	null	741	31,291	Auto	Employed	12	Poor	0.185684	243,900	4	Lake Tammyberg	MS	Jersey	4	2	Low
35	Female	High School	Widowed	null	783	16,329	Auto	Employed	16	Poor	0.350299	244,487	2	South Michelleton	PR	Uzbekistan	null	2	Medium
61	Male	High School	Divorced	66,612	686	45,583	Personal	Employed	7	Excellent	0.111257	32,208	2	Tonyaton	AL	Niue	4	0	Low
22	Non-binary	High School	Single	54,296	688	18,432	Personal	Employed	18	Good	0.134129	145,527	1	Martinezmouth	IA	Poland	1	0	Low
18	Female	High School	Divorced	null	null	14,515	Business	Unemployed	1	Excellent	0.296114	41,906	1	East Carolynburgh	LA	Canada	null	0	Low
32	Female	Master's	Widowed	52,799	791	16,677	Auto	Unemployed	11	Poor	0.227382	null	4	Craneland	AZ	Portugal	null	1	Low
23	Female	Master's	Widowed	89,563	722	6,331	Home	Employed	17	Good	0.149541	65,227	0	Gloverstad	DE	Zambia	3	0	Low
46	Female	Bachelor's	Divorced	40,407	null	16,957	Home	Unemployed	5	Good	0.317969	273,704	2	North Perryland	HI	Haiti	1	0	Medium
59	Female	Bachelor's	Widowed	118,994	636	17,254	Auto	Self-employed	13	Good	0.463204	120,646	2	West Crystal	ID	Trinidad and Tobago	4	0	Medium
65	Female	PhD	Married	94,289	746	41,806	Business	Unemployed	9	Good	0.488433	110,057	2	West Tylermouth	MD	Georgia	4	0	Low
43	Male	Master's	Widowed	33,706	700	21,272	Auto	Unemployed	15	Good	0.484584	25,596	4	Lake Janefort	OR	Belarus	2	1	Medium
67	Non-binary	Bachelor's	Single	57,190	null	null	Home	Self-employed	16	Fair	0.434701	191,626	null	Kerrishire	MP	Sierra Leone	2	1	Low
62	Non-binary	Bachelor's	Divorced	43,237	698	9,165	Business	Employed	17	Excellent	0.161132	162,761	1	Martinezhaven	NE	Guernsey	3	1	Medium
61	Male	Master's	Widowed	77,924	null	null	Auto	Employed	8	Good	0.28381	25,738	4	South Ruthberg	VI	Guam	2	1	Low
28	Non-binary	Master's	Single	null	666	9,819	Personal	Employed	5	Good	0.311091	222,379	2	Kevinside	MS	French Guiana	0	1	Low
52	Non-binary	Bachelor's	Married	113,885	758	45,431	Home	Employed	2	Excellent	0.418272	65,753	2	Jamesmouth	NY	Colombia	3	2	Low
69	Non-binary	Bachelor's	Single	null	720	29,432	Auto	Self-employed	10	Poor	0.191359	254,084	2	Port Patrick	SC	Timor-Leste	1	2	Medium

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