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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
20	Non-binary	High School	Widowed	null	null	20,749	Home	Unemployed	3	Excellent	0.571997	45,205	4	Johnchester	SD	Iran	4	2	Low
26	Male	High School	Divorced	51,514	687	26,740	Home	Employed	10	Excellent	0.302982	74,028	4	Michaelmouth	AR	Serbia	4	1	Low
37	Male	PhD	Married	105,513	651	13,175	Auto	Employed	5	Fair	0.359811	297,149	4	New Carrieland	AK	Poland	null	2	Low
58	Male	High School	Divorced	null	608	null	Auto	Employed	10	Excellent	0.135836	220,805	2	Bakerfurt	FM	Bahrain	2	0	Medium
46	Male	PhD	Divorced	null	677	30,753	Business	Unemployed	2	Poor	0.298327	139,981	1	New Douglas	NJ	Bolivia	1	0	Medium
36	Male	Bachelor's	Married	45,107	670	45,721	Home	Unemployed	1	Fair	0.327953	64,138	2	North Ryan	NE	Gibraltar	4	1	Low
61	Non-binary	PhD	Divorced	63,050	672	20,637	Business	Unemployed	14	Poor	0.300257	165,996	1	Rubentown	MD	Bulgaria	3	2	High
21	Male	Master's	Divorced	56,392	668	null	Home	Employed	11	Poor	0.517075	null	2	Bryantchester	VA	Rwanda	null	2	Medium
59	Male	Bachelor's	Widowed	87,938	764	null	Business	Employed	19	Poor	0.258486	266,179	4	Weissland	AL	Saint Barthelemy	3	0	Low
18	Male	Bachelor's	Married	33,536	613	23,362	Home	Employed	15	Good	0.519473	143,859	1	Janetberg	CT	Palestinian Territory	null	1	Low
66	Non-binary	Bachelor's	Widowed	59,142	681	null	Home	Employed	7	Poor	0.230526	null	4	Christopherview	OK	Slovakia (Slovak Republic)	1	0	Low
62	Male	Master's	Married	64,791	647	25,223	Home	Unemployed	10	Fair	0.459673	null	null	Christineland	NJ	Lao People's Democratic Republic	4	1	Medium
21	Male	PhD	Divorced	33,730	769	null	Auto	Employed	15	Poor	0.456879	253,601	4	Lake Joshua	NM	Nauru	1	1	High
68	Non-binary	High School	Divorced	28,699	752	24,859	Auto	Unemployed	13	Excellent	0.416974	172,344	null	Robertfurt	NJ	Malta	4	1	Low
66	Non-binary	PhD	Married	116,946	788	47,890	Home	Employed	16	Good	0.25255	230,246	1	North Carol	DE	Seychelles	1	2	Low
65	Non-binary	Bachelor's	Married	43,508	691	41,881	Personal	Unemployed	10	Poor	0.368798	257,012	1	New Victoria	IN	Oman	4	0	Low
43	Non-binary	High School	Married	32,170	715	6,924	Personal	Self-employed	3	Fair	0.1416	184,515	2	New Brittneyview	WV	Nicaragua	null	0	High
34	Male	Bachelor's	Married	116,537	655	17,251	Business	Employed	8	Excellent	0.32158	null	4	Lauraland	GU	Guyana	1	0	Medium
24	Non-binary	Master's	Single	80,438	708	9,504	Business	Self-employed	8	Good	0.364601	129,213	4	Guzmanfurt	WV	Morocco	null	1	Low
37	Male	High School	Single	103,197	null	36,677	Auto	Employed	12	Excellent	0.546333	null	2	South Derek	MO	Suriname	null	1	Low
22	Non-binary	High School	Divorced	62,230	750	null	Auto	Self-employed	11	Fair	0.173803	118,047	4	South Jeffreyview	FL	Saudi Arabia	4	2	Low
24	Male	Master's	Married	61,401	797	37,026	Business	Self-employed	6	Good	0.484185	null	null	Geraldmouth	CO	Andorra	0	1	Low
56	Non-binary	Master's	Married	42,744	648	31,441	Auto	Employed	13	Fair	0.443538	297,901	null	Lake Steven	IL	Myanmar	2	1	High
25	Male	Master's	Widowed	80,639	736	36,295	Personal	Self-employed	15	Poor	0.48877	194,008	2	Port Jennifer	NH	Faroe Islands	1	0	Medium
66	Female	PhD	Single	80,598	688	15,718	Business	Employed	10	Poor	0.554509	291,737	0	New Brittneytown	FM	Azerbaijan	3	1	Medium
36	Female	High School	Widowed	72,784	761	28,477	Personal	Unemployed	5	Poor	0.233946	219,759	0	Jamesberg	CA	Zambia	4	1	Medium
58	Male	Bachelor's	Divorced	104,010	612	24,095	Personal	Unemployed	2	Poor	0.139161	null	1	Port Thomasfurt	NH	Bulgaria	3	1	Medium
23	Non-binary	PhD	Single	28,769	null	null	Personal	Self-employed	9	Good	0.461084	110,304	1	Mcbrideside	MA	Botswana	null	0	High
41	Female	Bachelor's	Divorced	32,756	740	10,079	Auto	Self-employed	18	Excellent	0.296271	null	2	Changchester	NJ	United States Virgin Islands	3	0	High
40	Male	High School	Widowed	118,903	670	6,148	Personal	Unemployed	12	Excellent	0.226536	122,640	4	Vanessabury	WV	Tanzania	4	0	High
51	Non-binary	Master's	Divorced	57,535	702	24,219	Personal	Self-employed	7	Poor	0.141351	null	3	South Jason	AL	Holy See (Vatican City State)	3	2	Medium
22	Non-binary	PhD	Widowed	103,828	704	15,237	Home	Employed	10	Poor	0.477834	null	3	Zhangtown	NE	Georgia	1	2	Low
66	Male	Master's	Single	56,640	648	37,752	Business	Employed	5	Fair	0.462032	122,109	4	South Jacob	NV	Uzbekistan	null	0	Low
30	Female	PhD	Divorced	76,172	730	17,519	Business	Unemployed	16	Good	0.351141	297,449	3	New Steven	CA	Venezuela	2	0	Low
44	Non-binary	High School	Widowed	108,340	676	null	Business	Unemployed	12	Poor	0.392768	145,704	1	Gonzalezfort	HI	Kuwait	3	0	Medium
51	Female	High School	Single	44,844	766	31,607	Auto	Self-employed	6	Fair	0.489224	81,940	0	North Kurt	MD	Eritrea	null	2	High
35	Male	Bachelor's	Married	58,092	691	null	Auto	Self-employed	2	Excellent	0.482092	51,058	null	Mccallport	MH	Congo	4	0	Low
28	Female	High School	Divorced	null	738	null	Personal	Self-employed	3	Excellent	0.315723	116,617	2	Ritterport	DE	Vanuatu	1	2	Low
36	Non-binary	PhD	Single	null	702	32,995	Auto	Employed	7	Excellent	0.58376	267,497	1	Gardnershire	TX	Sudan	3	2	High
19	Male	High School	Widowed	60,239	639	7,843	Personal	Self-employed	10	Good	0.39318	null	4	New Joshuachester	CT	Tokelau	0	1	Low
45	Non-binary	PhD	Single	null	715	36,135	Home	Self-employed	19	Good	0.449192	33,531	0	Martinezmouth	CA	Paraguay	4	0	Medium
41	Female	Master's	Divorced	76,249	683	35,807	Business	Employed	16	Good	0.517481	206,269	2	Josephbury	IL	Portugal	4	1	Low
60	Non-binary	High School	Divorced	40,927	793	31,455	Business	Unemployed	0	Poor	0.146338	null	1	West Brittanyfort	WV	Angola	0	0	Low
63	Male	High School	Divorced	70,000	751	37,723	Business	Self-employed	13	Good	0.121623	140,789	4	North Rick	PW	Liechtenstein	2	1	Medium
35	Female	Master's	Single	101,122	null	null	Home	Self-employed	12	Fair	0.348681	85,420	4	East Josephfort	AS	Nauru	4	2	Low
57	Female	High School	Divorced	null	686	null	Personal	Unemployed	1	Poor	0.384748	296,102	2	Seanborough	KY	Denmark	2	0	Low
66	Male	Master's	Widowed	89,874	null	42,310	Personal	Self-employed	13	Excellent	0.539334	null	3	Brownberg	NM	Italy	1	1	Medium
61	Male	Bachelor's	Married	77,773	656	26,905	Auto	Unemployed	9	Good	0.565836	288,851	1	North Taylor	ND	British Virgin Islands	0	1	High
51	Male	High School	Widowed	64,870	null	32,554	Auto	Unemployed	8	Excellent	0.594861	128,716	2	East Janet	OH	Cocos (Keeling) Islands	4	1	Low
27	Non-binary	Master's	Widowed	95,667	611	14,855	Auto	Employed	5	Excellent	0.348862	null	1	North Michaelshire	AL	San Marino	0	0	Low
60	Female	Bachelor's	Widowed	null	794	null	Auto	Employed	16	Fair	0.25683	21,265	null	East John	ME	New Zealand	0	2	Low
48	Female	High School	Single	91,745	773	42,853	Home	Unemployed	13	Fair	0.249227	110,198	3	Deannaburgh	PA	Bosnia and Herzegovina	0	2	Low
42	Non-binary	High School	Widowed	22,696	682	16,183	Personal	Unemployed	4	Excellent	0.581367	195,318	3	Williamshaven	TX	Antarctica (the territory South of 60 deg S)	2	1	Low
39	Female	Bachelor's	Single	48,259	633	22,104	Home	Unemployed	16	Excellent	0.577064	136,545	0	Jameston	UT	Taiwan	3	1	Medium
69	Female	High School	Single	103,251	null	34,220	Auto	Unemployed	4	Poor	0.412988	64,169	1	Jordanmouth	SD	Kyrgyz Republic	0	1	Low
63	Female	PhD	Divorced	34,760	714	null	Home	Employed	5	Good	0.171931	null	1	South Richardland	IN	Bahamas	0	2	Low
29	Female	Bachelor's	Widowed	32,420	764	5,667	Auto	Employed	7	Fair	0.329214	209,397	1	Shaneshire	MT	Bulgaria	1	2	Low
19	Female	PhD	Divorced	null	762	5,218	Home	Employed	12	Fair	0.570229	null	4	East Cheyenne	NM	Christmas Island	3	0	Low
61	Female	Bachelor's	Divorced	26,103	638	43,990	Personal	Self-employed	0	Excellent	0.584232	280,897	3	Sotochester	OH	Angola	null	2	Low
39	Non-binary	Master's	Single	58,062	694	40,010	Auto	Employed	10	Poor	0.309326	110,027	0	Keyport	HI	Sierra Leone	1	1	Low
61	Non-binary	Bachelor's	Married	75,097	781	5,947	Home	Self-employed	8	Excellent	0.355809	174,228	0	New Amy	PW	Cook Islands	2	2	Low
54	Female	High School	Married	55,547	649	23,407	Personal	Unemployed	19	Good	0.541339	228,802	4	Port Keithfort	WY	Wallis and Futuna	2	1	Medium
61	Female	Bachelor's	Divorced	null	771	10,144	Auto	Unemployed	19	Poor	0.209777	237,655	0	Lake Aprilmouth	NJ	Papua New Guinea	1	0	Low
56	Male	Bachelor's	Widowed	31,675	618	32,157	Home	Self-employed	9	Good	0.186155	254,286	null	Tateside	MD	Swaziland	2	1	Medium
60	Female	High School	Divorced	118,694	771	13,924	Personal	Self-employed	14	Poor	0.549127	95,128	3	Westberg	PR	Jamaica	4	1	Low
63	Non-binary	Bachelor's	Married	45,992	619	28,206	Home	Self-employed	0	Excellent	0.555215	174,995	1	Port Samantha	OH	Chile	1	0	Low
48	Male	High School	Divorced	87,156	799	null	Personal	Employed	13	Poor	0.326013	54,874	3	New Megan	MO	Montenegro	4	1	Low
49	Female	Master's	Widowed	32,552	761	15,466	Business	Unemployed	4	Excellent	0.160542	null	null	Edwardfort	AL	Korea	null	0	Low
52	Male	Bachelor's	Divorced	null	699	35,117	Business	Employed	12	Excellent	0.445399	null	1	New Stephaniehaven	LA	Martinique	0	2	Low
27	Male	PhD	Divorced	118,279	null	18,407	Personal	Employed	17	Poor	0.363059	237,695	1	North Michelleton	DC	Madagascar	1	2	Medium
66	Male	High School	Widowed	66,073	718	25,420	Personal	Employed	6	Excellent	0.517543	103,198	3	Lake Kristyview	OK	Turks and Caicos Islands	null	0	Low
37	Female	High School	Divorced	56,294	null	24,017	Auto	Self-employed	19	Excellent	0.170154	65,406	4	West Heatherton	WI	Saint Kitts and Nevis	0	2	Medium
55	Non-binary	Master's	Widowed	null	657	7,790	Business	Employed	4	Poor	0.152325	null	4	South Donna	MP	Egypt	0	0	High
20	Non-binary	Bachelor's	Widowed	105,379	659	42,524	Personal	Employed	10	Poor	0.536726	297,875	0	New Paulchester	NH	Sudan	4	1	Low
20	Non-binary	Bachelor's	Widowed	26,486	670	40,685	Personal	Self-employed	13	Poor	0.259609	262,896	2	Foxchester	VI	Bosnia and Herzegovina	4	0	High
48	Female	High School	Widowed	48,756	null	null	Business	Self-employed	17	Fair	0.47725	221,864	null	North Daniel	MI	Dominican Republic	2	0	Low
53	Female	Bachelor's	Widowed	80,797	765	49,654	Home	Unemployed	6	Poor	0.347471	156,269	2	Johnsonberg	MO	Hong Kong	1	1	Low
59	Male	PhD	Single	98,352	735	17,949	Personal	Self-employed	6	Excellent	0.25728	null	1	Mcconnellport	WV	Brazil	1	0	Low
68	Non-binary	Master's	Divorced	null	null	48,879	Business	Self-employed	7	Fair	0.15062	72,991	4	New Jeffrey	SD	British Virgin Islands	null	2	Medium
51	Female	PhD	Married	72,510	645	9,662	Business	Employed	15	Poor	0.369782	115,988	1	Port Kimberly	MD	Israel	0	1	Medium
35	Non-binary	PhD	Single	null	763	13,216	Auto	Self-employed	15	Poor	0.121723	202,607	0	Port Gail	IA	Bermuda	null	2	Low
56	Non-binary	High School	Widowed	118,622	745	5,847	Business	Unemployed	10	Good	0.58585	181,634	2	Port Johntown	SC	Norfolk Island	4	1	Low
65	Non-binary	Bachelor's	Widowed	45,110	746	22,151	Personal	Employed	6	Excellent	0.151646	285,373	0	Kaisertown	MO	North Macedonia	0	2	Medium
26	Male	PhD	Widowed	23,907	680	47,980	Auto	Unemployed	1	Excellent	0.225104	299,539	null	Michaelberg	WY	Congo	3	2	Low
63	Non-binary	Bachelor's	Married	45,838	630	25,614	Personal	Self-employed	11	Poor	0.478831	null	3	East Jason	SD	Lao People's Democratic Republic	2	0	Low
63	Female	Bachelor's	Married	64,608	657	25,089	Home	Unemployed	0	Excellent	0.325668	114,575	2	Port Michael	SD	Lesotho	1	2	Low
26	Male	High School	Divorced	35,688	606	6,468	Business	Self-employed	15	Excellent	0.444113	55,130	3	Brianabury	MP	South Georgia and the South Sandwich Islands	2	2	Medium
23	Non-binary	Bachelor's	Divorced	96,023	739	47,666	Personal	Unemployed	1	Poor	0.214903	47,326	3	North Brookeshire	TN	Mayotte	0	2	Low
45	Male	PhD	Single	114,154	760	17,924	Personal	Self-employed	2	Poor	0.325825	263,303	0	South Nicholas	MS	Namibia	null	2	Low
53	Non-binary	Master's	Single	40,249	777	30,061	Business	Self-employed	11	Fair	0.217288	189,550	1	Port Tonimouth	LA	Andorra	1	0	Medium
44	Non-binary	High School	Divorced	68,648	659	44,927	Business	Employed	1	Good	0.373858	84,864	0	Jayland	ND	Pakistan	4	1	Low
43	Female	PhD	Single	31,565	798	10,459	Home	Employed	12	Poor	0.347716	null	1	North Teresafort	VI	Zimbabwe	4	1	Low
49	Non-binary	Bachelor's	Married	null	723	34,173	Personal	Self-employed	14	Excellent	0.144418	167,428	3	Stewartberg	DE	American Samoa	0	1	Medium
33	Male	Bachelor's	Married	119,490	638	7,702	Business	Self-employed	4	Excellent	0.146464	128,562	1	Paulfort	MO	Austria	3	1	Medium
30	Female	Master's	Widowed	45,476	766	8,442	Home	Employed	19	Good	0.147553	192,314	4	Lake Edwin	TX	Reunion	2	1	Low
56	Non-binary	Master's	Divorced	51,734	680	24,127	Home	Employed	11	Excellent	0.583787	null	1	Cooperton	ME	Sweden	null	1	Medium
45	Male	PhD	Married	91,791	648	16,476	Home	Employed	19	Excellent	0.230842	142,379	3	Adrienneland	WV	United Kingdom	2	0	Low
29	Non-binary	PhD	Widowed	66,111	687	37,860	Personal	Self-employed	4	Good	0.273998	280,554	null	Lake Timothy	FM	Rwanda	4	0	Low
43	Non-binary	High School	Divorced	90,917	611	20,890	Personal	Self-employed	6	Fair	0.448329	158,410	0	Port Christine	AL	Togo	2	1	Low
52	Non-binary	Bachelor's	Widowed	52,956	792	10,113	Personal	Employed	6	Fair	0.309721	108,527	4	Priceville	NY	Oman	2	2	High

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