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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
53	Male	Master's	Single	99,417	653	43,490	Auto	Employed	7	Poor	0.190238	214,068	0	West Darinbury	ND	Nauru	null	1	Low
27	Non-binary	PhD	Single	110,941	615	null	Business	Self-employed	15	Excellent	0.149222	237,482	0	East Samuel	WV	Israel	2	0	Low
62	Non-binary	Master's	Divorced	23,044	775	49,408	Business	Unemployed	11	Excellent	0.354048	null	0	Stephanieshire	FM	Greece	0	2	Low
21	Male	Bachelor's	Divorced	26,840	null	6,153	Business	Employed	18	Good	0.551564	264,846	4	Castroton	TN	Anguilla	2	1	Low
62	Non-binary	Bachelor's	Married	33,580	715	28,132	Personal	Unemployed	3	Poor	0.112559	157,009	3	Lake Micheal	WY	Serbia	4	0	Low
24	Non-binary	High School	Single	50,706	null	null	Auto	Self-employed	9	Excellent	0.304492	105,398	0	Alisonberg	AK	Heard Island and McDonald Islands	1	2	Medium
23	Non-binary	High School	Widowed	108,301	null	38,058	Auto	Self-employed	4	Excellent	0.300826	264,121	4	Matthewland	LA	Colombia	0	2	Medium
57	Female	High School	Single	32,366	643	36,636	Home	Unemployed	10	Good	0.481987	null	1	Meganshire	WI	Martinique	null	2	Medium
29	Female	Master's	Single	73,326	673	6,321	Home	Unemployed	4	Fair	0.326449	67,836	3	Clayland	MP	United Arab Emirates	1	1	Low
38	Non-binary	PhD	Widowed	21,552	683	45,047	Home	Self-employed	1	Fair	0.157217	null	4	South Danielside	IN	Bangladesh	0	2	Medium
66	Male	PhD	Single	66,390	778	44,361	Personal	Employed	7	Excellent	0.241529	72,425	0	Johnbury	GA	Italy	2	0	Low
43	Female	PhD	Married	null	746	10,167	Home	Employed	2	Fair	0.474803	208,807	0	Luceroside	AR	Dominica	2	1	Low
36	Male	Master's	Widowed	37,959	665	44,147	Business	Unemployed	6	Good	0.346828	60,469	null	Evanhaven	KY	Holy See (Vatican City State)	null	0	Low
48	Male	PhD	Widowed	31,226	657	48,782	Personal	Unemployed	3	Fair	0.306572	225,269	2	Joshuaside	GU	New Caledonia	4	1	Low
62	Female	High School	Divorced	88,446	701	23,405	Auto	Self-employed	3	Poor	0.590347	279,604	2	New Sean	NC	Finland	1	2	Medium
68	Non-binary	PhD	Married	90,655	779	null	Personal	Employed	11	Excellent	0.22182	null	1	Mcdonaldton	OK	Vanuatu	null	0	Medium
32	Female	Bachelor's	Single	85,231	745	47,991	Personal	Employed	17	Fair	0.137469	240,946	4	New Danielstad	RI	Saint Pierre and Miquelon	2	2	Low
62	Male	Bachelor's	Married	null	611	23,040	Home	Employed	17	Fair	0.328816	150,582	0	Cynthiafurt	OH	Burkina Faso	3	2	Low
34	Non-binary	Bachelor's	Divorced	null	745	18,637	Home	Unemployed	6	Excellent	0.476932	99,179	4	Harttown	AK	South Georgia and the South Sandwich Islands	1	1	Low
23	Female	High School	Single	112,890	796	11,332	Auto	Employed	5	Poor	0.443932	null	null	Whitestad	NY	Afghanistan	2	2	Low
21	Male	Bachelor's	Married	69,354	601	38,669	Auto	Self-employed	9	Excellent	0.153861	null	2	Carlaland	MH	Niue	0	1	Medium
46	Non-binary	Master's	Divorced	52,771	737	24,813	Home	Employed	13	Fair	0.461825	293,787	1	Woodport	CT	Nicaragua	3	2	Medium
41	Non-binary	Master's	Single	31,881	null	11,140	Business	Employed	12	Good	0.401651	288,412	2	Parkerfort	IA	Tajikistan	1	2	Low
48	Female	High School	Married	114,805	761	26,116	Home	Unemployed	16	Excellent	0.268677	150,959	1	Josefort	NY	New Caledonia	2	0	Low
48	Female	Bachelor's	Widowed	65,073	639	27,898	Auto	Self-employed	0	Excellent	0.499713	32,999	2	Juanton	KS	Armenia	2	2	Low
18	Male	PhD	Widowed	93,695	762	45,624	Business	Unemployed	17	Excellent	0.299583	null	2	Lisaburgh	CO	Malta	1	2	Low
33	Female	Bachelor's	Widowed	58,135	605	16,523	Auto	Employed	2	Excellent	0.24407	251,133	4	Matthewsmouth	AK	Madagascar	0	0	Low
61	Non-binary	PhD	Married	49,123	722	47,075	Business	Unemployed	10	Excellent	0.533446	216,618	2	West Christopher	VI	Paraguay	1	0	Medium
49	Male	Bachelor's	Divorced	69,956	null	47,461	Home	Employed	19	Excellent	0.188713	149,562	4	Henryshire	WY	Sudan	0	1	Low
48	Female	Bachelor's	Divorced	null	647	17,288	Business	Self-employed	19	Good	0.333419	298,164	4	East Matthewville	MI	Tunisia	1	1	Medium
54	Male	Bachelor's	Widowed	93,567	636	31,254	Auto	Unemployed	13	Fair	0.140513	254,039	null	New Reginaport	OH	Saint Vincent and the Grenadines	3	1	Low
61	Non-binary	Master's	Married	81,189	755	46,968	Business	Unemployed	1	Excellent	0.206764	258,440	null	Pearsonburgh	MS	Poland	0	1	Low
67	Male	Bachelor's	Married	58,377	740	15,007	Auto	Unemployed	6	Poor	0.331114	222,326	1	West Jacquelineview	VI	Myanmar	0	2	Medium
32	Male	Bachelor's	Widowed	null	692	16,179	Auto	Self-employed	12	Poor	0.521246	85,635	3	Port Michaelberg	ME	Finland	3	0	Low
18	Female	PhD	Married	62,220	736	38,344	Home	Employed	13	Good	0.531115	183,143	4	Levyville	DC	Seychelles	null	0	Low
54	Non-binary	PhD	Married	null	731	26,083	Business	Unemployed	18	Good	0.482418	86,292	2	Shawnstad	TX	French Southern Territories	3	2	Low
60	Female	High School	Widowed	null	732	10,680	Personal	Self-employed	0	Good	0.360761	null	null	Andreachester	VA	Honduras	null	0	Medium
61	Female	PhD	Widowed	null	789	6,210	Business	Unemployed	18	Poor	0.216454	null	2	West Aliciafurt	LA	Zimbabwe	2	0	Low
46	Non-binary	PhD	Married	32,679	602	13,045	Personal	Self-employed	2	Excellent	0.299953	null	4	Connerburgh	SC	North Macedonia	1	0	Medium
25	Non-binary	PhD	Divorced	78,326	642	41,617	Business	Employed	10	Poor	0.477501	null	null	Martinmouth	LA	Seychelles	3	1	Low
59	Male	Master's	Married	50,688	679	null	Personal	Unemployed	16	Good	0.186363	138,592	1	New Geraldstad	DE	Tunisia	4	1	Low
22	Female	Bachelor's	Divorced	56,884	763	27,121	Business	Employed	2	Poor	0.392586	65,110	0	Cookfurt	CA	Congo	1	2	Low
34	Male	Bachelor's	Divorced	106,150	791	12,421	Business	Employed	11	Excellent	0.403637	null	2	West Gregory	DC	Croatia	1	1	Low
65	Male	Bachelor's	Widowed	23,841	669	31,559	Home	Self-employed	11	Poor	0.451593	183,969	4	Paulbury	IN	Sierra Leone	4	0	Medium
58	Male	High School	Single	null	null	49,349	Business	Self-employed	8	Poor	0.504791	93,416	0	Port Elizabethfurt	UT	Lithuania	2	0	Medium
28	Male	Master's	Single	92,427	675	39,016	Business	Employed	19	Fair	0.119122	181,380	3	Lake Natalieborough	OR	Japan	null	1	Low
19	Non-binary	Master's	Divorced	null	634	35,108	Auto	Self-employed	18	Poor	0.447776	null	2	Port Sharon	MA	Chile	4	1	Medium
26	Non-binary	Master's	Widowed	27,213	null	null	Business	Unemployed	7	Excellent	0.31361	140,217	3	Abbottville	WI	Bangladesh	3	1	Medium
31	Female	Bachelor's	Divorced	102,427	629	35,083	Business	Employed	19	Poor	0.372677	null	0	Biancaton	FL	Samoa	null	1	Low
61	Female	Master's	Single	38,836	641	null	Business	Unemployed	7	Excellent	0.585728	null	null	New Justin	CT	Palestinian Territory	3	1	Low
31	Female	Master's	Divorced	77,782	788	14,872	Business	Self-employed	11	Excellent	0.126713	273,876	0	North Sandrabury	IA	Singapore	0	1	Medium
67	Non-binary	PhD	Married	48,987	796	null	Business	Employed	19	Fair	0.215069	281,823	null	New Brittany	AL	Gabon	null	2	Medium
33	Female	High School	Married	null	null	22,272	Home	Unemployed	11	Poor	0.347142	128,531	0	Masseytown	FL	Central African Republic	0	2	High
28	Non-binary	Bachelor's	Widowed	43,238	null	13,924	Home	Self-employed	14	Excellent	0.472197	35,819	1	New Arthur	SC	Honduras	1	2	Medium
49	Male	Master's	Divorced	71,500	null	36,864	Personal	Employed	4	Excellent	0.191473	null	3	East Jessetown	CT	Zambia	0	1	Low
43	Male	PhD	Divorced	78,570	757	40,299	Auto	Self-employed	14	Good	0.168523	204,417	4	North Stephen	WY	San Marino	0	0	Medium
53	Non-binary	High School	Widowed	43,138	757	37,079	Auto	Self-employed	18	Fair	0.354809	139,242	null	Chenside	DC	Lao People's Democratic Republic	1	2	Medium
43	Non-binary	PhD	Widowed	null	765	27,847	Home	Unemployed	12	Poor	0.496441	36,173	4	West Lynnfort	NM	Gibraltar	4	2	Low
67	Male	PhD	Single	63,336	731	13,013	Auto	Employed	18	Good	0.340864	72,801	1	Port Tiffanyland	FM	Nepal	null	2	Low
24	Non-binary	PhD	Married	112,087	753	39,692	Business	Unemployed	19	Good	0.470368	null	1	East Adamton	SD	New Zealand	1	2	Low
61	Female	High School	Married	39,654	null	27,989	Auto	Employed	12	Good	0.127505	134,244	2	West Shelby	GA	Cote d'Ivoire	4	0	High
42	Male	Bachelor's	Divorced	43,510	671	41,496	Home	Unemployed	4	Fair	0.431097	null	1	West Jamesland	WA	Israel	1	1	Low
48	Female	Master's	Widowed	73,912	714	18,197	Home	Unemployed	15	Poor	0.33354	158,963	3	Cruzville	NY	Holy See (Vatican City State)	null	2	Medium
23	Non-binary	PhD	Single	93,235	726	17,755	Home	Self-employed	2	Good	0.120264	151,579	null	Debraview	SC	Hungary	1	1	Medium
20	Female	Bachelor's	Single	57,079	null	19,583	Home	Self-employed	6	Poor	0.329024	222,957	3	Douglasport	GA	Oman	0	1	High
41	Male	Master's	Widowed	117,155	618	25,984	Personal	Self-employed	3	Poor	0.384793	199,991	2	Lake Bianca	NH	Belize	null	1	Medium
65	Female	High School	Widowed	101,787	637	null	Home	Employed	7	Fair	0.127275	null	1	Hardyborough	MO	Nigeria	2	1	Medium
67	Female	PhD	Married	30,952	664	43,907	Personal	Unemployed	2	Good	0.118622	52,688	0	East Kristinborough	UT	Gibraltar	3	0	Low
26	Male	PhD	Widowed	47,924	695	47,424	Home	Self-employed	18	Good	0.529517	246,793	4	Port Seanhaven	MP	Antigua and Barbuda	4	0	Low
27	Female	High School	Married	null	641	24,612	Business	Employed	2	Excellent	0.149128	298,823	null	South April	NE	French Guiana	3	0	Low
68	Female	PhD	Divorced	69,150	null	34,830	Personal	Unemployed	3	Good	0.219924	274,040	3	Davisborough	FL	Niger	3	0	Low
68	Female	Bachelor's	Divorced	null	700	7,264	Auto	Employed	11	Poor	0.427417	78,046	2	Bakerfurt	VT	Qatar	null	0	Medium
38	Female	Master's	Married	null	768	38,200	Personal	Self-employed	13	Excellent	0.386443	null	3	North Cindy	NM	Austria	1	0	High
44	Non-binary	Master's	Married	21,694	null	39,078	Business	Self-employed	17	Fair	0.457655	267,434	3	Lake Michaelfort	NH	Turkmenistan	3	0	Low
69	Female	High School	Married	null	606	null	Business	Self-employed	6	Good	0.580886	143,805	2	South Christopher	OR	Congo	null	2	Low
55	Male	Bachelor's	Widowed	null	741	22,116	Personal	Self-employed	11	Fair	0.505017	165,374	1	West Rachaelmouth	WI	Ghana	3	0	Low
27	Non-binary	PhD	Widowed	91,404	688	35,971	Home	Self-employed	7	Good	0.142309	58,423	4	Lake Thomas	SC	Tunisia	null	0	Low
41	Male	High School	Married	54,890	652	null	Personal	Employed	15	Good	0.459278	221,463	null	Hughesville	AZ	French Guiana	0	0	Low
32	Female	Master's	Divorced	82,151	641	48,386	Auto	Employed	6	Fair	0.106094	null	2	Martinezborough	SD	Marshall Islands	0	2	Low
26	Female	Master's	Single	53,053	629	18,985	Home	Unemployed	3	Fair	0.174542	191,694	null	Port Samanthaview	PR	New Caledonia	3	1	Low
30	Male	High School	Widowed	81,720	725	44,022	Business	Unemployed	9	Poor	0.253753	251,014	3	Brettshire	FL	United Kingdom	null	0	High
65	Male	PhD	Divorced	null	659	13,442	Home	Self-employed	12	Poor	0.207178	null	3	Kaufmanport	MD	Belarus	2	1	Low
69	Female	Bachelor's	Divorced	79,870	695	18,061	Home	Unemployed	3	Fair	0.288304	75,230	null	Brittanyport	NM	Cote d'Ivoire	null	1	Medium
37	Male	High School	Single	92,870	640	33,783	Home	Unemployed	9	Fair	0.144209	118,212	0	West Victorialand	WA	Guinea-Bissau	2	1	Low
23	Female	PhD	Widowed	null	793	41,235	Personal	Self-employed	14	Poor	0.435249	239,803	4	North Megan	AR	China	2	0	High
55	Non-binary	PhD	Married	41,346	700	6,771	Business	Employed	12	Excellent	0.100564	263,078	null	Michelleberg	MP	Tokelau	4	0	Low
34	Female	High School	Married	61,411	619	11,363	Auto	Employed	6	Fair	0.27028	251,066	3	North Kennethview	IA	Cayman Islands	0	2	Medium
37	Male	Master's	Married	59,125	662	33,902	Personal	Unemployed	16	Excellent	0.220393	72,208	2	Lake Pamelaview	AS	Montenegro	null	2	Medium
37	Female	PhD	Single	108,047	644	19,202	Business	Employed	18	Poor	0.377224	179,007	3	Michaelchester	ME	Kyrgyz Republic	3	0	Medium
23	Non-binary	PhD	Widowed	52,500	627	null	Business	Unemployed	10	Excellent	0.219323	288,318	1	East Ronald	CO	Comoros	2	0	Low
20	Male	PhD	Married	35,133	619	46,606	Auto	Unemployed	16	Fair	0.404346	259,686	0	Wardfort	VT	Brunei Darussalam	3	1	Medium
41	Female	Master's	Widowed	117,239	null	28,473	Business	Unemployed	5	Poor	0.53475	180,878	2	Christopherton	TX	Vanuatu	4	1	Medium
47	Female	PhD	Divorced	94,710	705	null	Business	Unemployed	6	Fair	0.378322	191,207	3	New Stephenborough	WA	Lao People's Democratic Republic	2	0	Low
37	Non-binary	PhD	Married	27,198	694	37,996	Auto	Self-employed	1	Good	0.231864	225,818	2	South Antonio	KS	Montserrat	4	0	Medium
68	Non-binary	PhD	Married	90,323	742	13,499	Business	Self-employed	19	Fair	0.495089	255,744	2	Patriciashire	LA	Bangladesh	1	1	Low
36	Female	PhD	Single	null	755	32,515	Home	Employed	11	Excellent	0.180584	null	4	Whitechester	KY	Pakistan	null	2	Medium
41	Non-binary	High School	Widowed	118,837	null	null	Auto	Employed	6	Fair	0.243141	56,342	4	Lake Danielle	WV	Swaziland	0	0	Low
31	Non-binary	High School	Married	24,100	null	null	Business	Employed	19	Excellent	0.361308	142,462	3	Mariastad	NJ	Cook Islands	3	0	Medium
56	Non-binary	PhD	Married	85,842	661	15,418	Business	Self-employed	6	Excellent	0.162837	null	3	East Monicafurt	LA	Trinidad and Tobago	4	2	Low
33	Male	Master's	Divorced	62,459	672	24,382	Personal	Unemployed	4	Good	0.163106	206,281	null	New Robert	MD	Martinique	2	1	Medium

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