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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
57	Non-binary	PhD	Single	72,755	751	23,476	Personal	Employed	0	Good	0.361296	290,078	3	Christopherberg	AR	Mozambique	3	1	Low
47	Non-binary	PhD	Single	58,297	null	null	Business	Self-employed	9	Excellent	0.550836	256,877	1	Amychester	WY	Eritrea	3	0	Medium
52	Male	High School	Widowed	83,328	630	45,422	Auto	Unemployed	2	Poor	0.536086	214,950	2	North Shannon	DE	Brunei Darussalam	3	2	Low
37	Male	Master's	Widowed	42,388	null	34,000	Home	Unemployed	3	Excellent	0.136225	263,984	null	Anitashire	PW	Papua New Guinea	2	1	Low
51	Female	Master's	Widowed	null	781	16,660	Auto	Employed	13	Fair	0.473035	252,883	2	Lake Jennifer	WV	Mauritius	1	1	Low
49	Female	PhD	Single	47,786	null	38,014	Business	Employed	0	Poor	0.135942	32,396	4	Port Bradyland	NC	Italy	3	0	High
47	Male	PhD	Married	48,502	724	26,575	Home	Employed	4	Poor	0.287154	160,690	0	Jessicaville	DC	Cameroon	0	1	Low
45	Female	PhD	Divorced	null	615	28,391	Personal	Employed	0	Good	0.149508	null	3	East Joy	IL	Slovakia (Slovak Republic)	2	2	High
42	Non-binary	PhD	Married	103,785	647	8,547	Business	Self-employed	17	Fair	0.272825	40,192	2	Elizabethburgh	GA	Georgia	1	1	Low
56	Non-binary	Master's	Married	61,604	696	40,381	Business	Unemployed	12	Poor	0.134327	null	0	West Amberfurt	NV	Micronesia	0	1	Low
66	Male	PhD	Married	109,695	720	null	Home	Unemployed	6	Poor	0.317081	252,391	null	Lake Nicholas	NY	Germany	0	0	Low
54	Non-binary	Bachelor's	Single	107,680	799	32,068	Auto	Self-employed	15	Poor	0.502258	null	2	North Emily	NC	Argentina	0	0	Low
56	Non-binary	Master's	Married	24,714	644	24,870	Personal	Unemployed	4	Good	0.56475	227,628	2	Farmerview	FM	Aruba	2	1	Medium
60	Female	PhD	Married	54,722	687	null	Home	Employed	7	Fair	0.298337	null	null	Brownfurt	MN	Australia	3	0	Low
36	Female	Master's	Widowed	25,818	693	26,160	Business	Unemployed	18	Fair	0.418631	77,508	2	Leslietown	NJ	Cote d'Ivoire	1	2	Low
53	Male	PhD	Divorced	28,163	713	21,899	Personal	Unemployed	11	Good	0.324934	null	2	Danielchester	VT	United Kingdom	null	2	Low
52	Male	High School	Single	23,078	727	29,131	Business	Self-employed	9	Fair	0.426709	28,297	4	Daviston	PR	Iraq	0	0	Low
26	Male	Master's	Divorced	25,521	793	12,574	Auto	Unemployed	3	Excellent	0.249099	156,450	3	North Christopher	PA	Myanmar	0	2	High
28	Non-binary	PhD	Widowed	null	631	45,355	Home	Unemployed	0	Good	0.32467	231,939	2	Fuentesstad	NY	Malta	1	1	Medium
64	Female	High School	Divorced	111,963	734	20,300	Auto	Unemployed	7	Poor	0.390625	137,461	3	South William	DC	Nigeria	0	1	Low
27	Non-binary	Bachelor's	Single	88,289	637	16,470	Personal	Employed	2	Good	0.298983	286,446	null	South Jessicaview	TX	Austria	0	2	Low
56	Non-binary	PhD	Widowed	46,799	716	46,983	Personal	Unemployed	5	Poor	0.470096	155,237	4	South Philip	NJ	Samoa	3	0	Medium
37	Male	High School	Single	29,764	686	35,467	Auto	Self-employed	9	Good	0.249214	161,659	1	Port Ralphhaven	ME	France	4	0	High
38	Non-binary	Master's	Single	35,600	628	25,517	Personal	Employed	6	Fair	0.481484	270,148	2	North Jasonville	IA	Antarctica (the territory South of 60 deg S)	4	1	Low
43	Female	High School	Divorced	23,302	708	38,489	Personal	Employed	9	Poor	0.504439	131,377	3	Molinamouth	MA	Syrian Arab Republic	null	2	Medium
59	Non-binary	High School	Single	null	797	18,369	Personal	Employed	16	Excellent	0.298329	25,237	null	Lake Christopher	IL	South Africa	4	0	Low
55	Male	Bachelor's	Widowed	106,940	679	9,819	Personal	Employed	4	Poor	0.398236	155,589	4	Mcleanville	ID	United Arab Emirates	3	2	Low
49	Non-binary	PhD	Widowed	null	623	12,595	Personal	Unemployed	1	Poor	0.29821	211,487	3	Williamshire	AZ	Vanuatu	2	0	Medium
66	Non-binary	PhD	Married	null	663	7,672	Personal	Self-employed	2	Fair	0.168464	78,830	3	Douglasberg	NH	Cayman Islands	4	1	Medium
45	Non-binary	Bachelor's	Divorced	64,456	743	46,099	Auto	Employed	15	Excellent	0.165035	54,806	1	Janiceland	MI	Sao Tome and Principe	0	1	High
37	Female	Master's	Divorced	25,310	777	6,158	Home	Employed	7	Poor	0.119954	257,352	1	Davidville	AS	Uruguay	0	0	Low
59	Female	Bachelor's	Widowed	84,575	703	9,014	Personal	Employed	11	Good	0.431182	276,245	null	Jonesmouth	IN	United Arab Emirates	4	0	Low
67	Non-binary	Bachelor's	Divorced	null	637	28,047	Personal	Self-employed	9	Good	0.479239	151,543	2	South Megan	AS	Turks and Caicos Islands	null	2	High
49	Female	Bachelor's	Widowed	72,256	null	38,595	Personal	Self-employed	7	Excellent	0.140771	201,244	2	Joyport	SC	Austria	4	1	Low
42	Non-binary	Master's	Single	109,891	753	22,426	Personal	Unemployed	0	Excellent	0.353836	55,701	3	West Natalie	NH	Myanmar	0	2	Low
25	Female	Master's	Married	33,222	673	49,390	Home	Unemployed	8	Excellent	0.136799	86,740	4	Port Ricardoberg	UT	Czech Republic	2	2	Low
69	Non-binary	High School	Widowed	null	674	null	Personal	Self-employed	3	Fair	0.154649	null	4	Matthewborough	WY	Spain	0	2	Low
67	Male	PhD	Divorced	67,836	768	30,821	Auto	Unemployed	19	Good	0.593435	null	0	Millerton	CA	Eritrea	1	2	Low
47	Female	PhD	Divorced	113,012	796	8,560	Business	Self-employed	7	Poor	0.198221	186,122	0	New Caleb	NM	Bahrain	3	2	Low
25	Non-binary	PhD	Divorced	null	730	46,584	Personal	Self-employed	11	Fair	0.210577	null	1	Schmidtborough	TX	Antarctica (the territory South of 60 deg S)	4	2	Medium
66	Non-binary	High School	Married	45,622	687	20,362	Personal	Self-employed	18	Good	0.572286	115,345	1	Millsmouth	HI	Azerbaijan	0	0	Low
52	Non-binary	PhD	Divorced	59,846	658	null	Auto	Employed	14	Good	0.208906	215,105	2	North Angela	IL	Saint Barthelemy	null	1	Low
26	Male	PhD	Widowed	100,192	null	null	Home	Unemployed	19	Good	0.115175	180,066	null	Stephanieport	PA	Central African Republic	4	2	Low
24	Male	Bachelor's	Married	null	682	45,415	Personal	Self-employed	8	Excellent	0.540922	97,227	0	Port Joshuaville	UT	Peru	1	2	Medium
47	Non-binary	Master's	Divorced	null	653	21,044	Business	Unemployed	7	Good	0.313087	240,581	2	Kristinafort	NJ	Estonia	3	2	Low
56	Non-binary	Bachelor's	Divorced	39,575	745	26,946	Home	Unemployed	17	Good	0.477696	289,097	2	Port Lisa	RI	Canada	4	0	Medium
32	Non-binary	PhD	Widowed	24,158	660	8,331	Home	Self-employed	16	Good	0.259922	null	4	North Jessicaburgh	VI	Latvia	4	0	Medium
66	Non-binary	High School	Single	74,604	652	32,030	Home	Unemployed	1	Good	0.470457	57,873	2	South Michele	NE	Bahrain	2	0	Low
34	Non-binary	Bachelor's	Married	61,997	null	24,411	Home	Employed	13	Fair	0.484288	188,057	null	Mooreport	SD	Uganda	4	0	Low
64	Non-binary	High School	Single	56,476	null	null	Home	Self-employed	5	Poor	0.25243	21,033	2	Nortonville	SC	Micronesia	0	2	Low
19	Non-binary	PhD	Married	42,791	707	14,744	Business	Employed	14	Good	0.406895	186,511	2	Johnsontown	HI	Yemen	4	1	Low
42	Male	Master's	Widowed	33,351	739	45,294	Auto	Self-employed	14	Good	0.379779	288,481	0	South Annestad	OK	Hungary	0	0	Medium
50	Female	Bachelor's	Divorced	45,530	607	43,316	Home	Employed	16	Excellent	0.535654	298,040	4	South Alexanderstad	MS	French Guiana	null	0	Low
28	Female	Bachelor's	Divorced	76,724	null	19,251	Home	Self-employed	19	Good	0.190257	289,042	4	Danielside	ME	Cook Islands	null	2	Medium
45	Female	PhD	Divorced	20,929	648	40,027	Personal	Unemployed	10	Good	0.510568	116,801	0	Duffytown	MP	Liberia	0	1	Low
36	Female	High School	Divorced	55,191	666	22,986	Business	Unemployed	14	Fair	0.484928	39,696	1	Sheachester	CT	Hungary	2	2	Low
31	Male	Master's	Single	26,544	686	48,827	Personal	Employed	1	Poor	0.503683	261,872	0	Morganstad	KS	Switzerland	4	2	Low
32	Female	PhD	Married	68,017	null	45,110	Auto	Unemployed	14	Poor	0.397597	101,651	4	Perezfort	PA	Iceland	null	2	Low
38	Male	Master's	Single	24,861	791	31,862	Home	Employed	8	Good	0.398743	122,235	1	Port Christopherport	ID	Peru	null	1	Low
27	Female	PhD	Married	56,523	666	null	Auto	Unemployed	10	Good	0.457806	238,021	2	Annabury	MA	Costa Rica	0	1	Low
56	Male	PhD	Married	93,501	732	32,703	Personal	Unemployed	1	Fair	0.46783	205,766	1	Port Jean	SD	Fiji	3	2	Low
57	Female	Master's	Divorced	null	null	45,189	Personal	Unemployed	16	Good	0.46906	293,567	3	Davisfort	IL	Reunion	2	0	Low
36	Non-binary	PhD	Divorced	89,109	687	null	Business	Unemployed	5	Fair	0.13333	112,665	3	Tylerview	OH	Vietnam	3	0	Low
26	Male	PhD	Single	30,686	631	40,961	Auto	Employed	18	Excellent	0.240333	124,984	null	North Jasonshire	AL	Monaco	3	1	Low
43	Male	High School	Single	68,536	648	46,547	Business	Self-employed	17	Excellent	0.233125	168,471	3	North Hannah	IA	American Samoa	1	0	Medium
20	Non-binary	Master's	Widowed	61,400	796	35,239	Home	Employed	8	Fair	0.228774	273,249	1	Shermanshire	AK	Christmas Island	1	2	Low
60	Female	Bachelor's	Single	116,421	687	40,243	Auto	Self-employed	11	Poor	0.325339	204,050	1	East Wendy	DC	South Georgia and the South Sandwich Islands	3	2	Low
66	Female	Master's	Single	53,367	797	10,044	Home	Self-employed	9	Good	0.168821	null	1	New Ericton	NH	Mongolia	null	2	Low
69	Male	Bachelor's	Single	33,432	693	8,033	Home	Self-employed	6	Good	0.53663	199,596	0	East Sheryltown	VI	Togo	0	0	Low
48	Female	Bachelor's	Divorced	41,661	679	14,003	Home	Unemployed	4	Fair	0.236977	254,248	2	Tonyatown	WA	Germany	1	2	Low
50	Male	Master's	Single	115,001	793	38,387	Business	Employed	10	Good	0.558506	null	1	North Holly	PW	Cambodia	0	2	Medium
49	Non-binary	Bachelor's	Widowed	90,233	765	47,852	Auto	Employed	1	Excellent	0.531006	134,253	1	Brownchester	LA	Benin	4	2	Low
58	Non-binary	High School	Widowed	111,145	607	22,335	Business	Unemployed	19	Good	0.546565	231,688	2	Hartfurt	FL	Burundi	2	0	High
31	Non-binary	Bachelor's	Single	52,398	727	30,646	Business	Unemployed	19	Good	0.535007	110,541	null	Vasquezborough	IL	Heard Island and McDonald Islands	2	2	Low
66	Male	High School	Single	47,215	697	14,145	Auto	Self-employed	1	Good	0.19378	276,596	3	North Antonioport	AR	Bahamas	1	0	Low
48	Female	PhD	Divorced	65,594	653	14,737	Personal	Self-employed	5	Poor	0.248074	237,316	4	South Debbie	WY	Nicaragua	4	1	High
26	Male	PhD	Divorced	97,681	null	28,830	Auto	Employed	2	Good	0.274036	86,308	0	Brewerview	TX	Bermuda	3	1	Low
51	Non-binary	High School	Married	47,655	646	30,282	Home	Employed	12	Good	0.425875	27,106	1	Morganshire	GU	Comoros	2	0	Medium
64	Male	High School	Married	33,300	null	23,760	Auto	Employed	19	Excellent	0.104393	null	1	Christinefort	MI	Belgium	3	0	Low
44	Male	Master's	Widowed	null	780	21,867	Auto	Employed	5	Good	0.29819	null	2	South Lisa	AK	Belize	0	1	Low
55	Non-binary	Bachelor's	Single	83,288	727	18,137	Home	Employed	19	Fair	0.184693	37,779	4	West Eric	AL	Gambia	1	1	High
68	Male	Bachelor's	Divorced	null	null	37,414	Business	Unemployed	7	Fair	0.483063	null	2	New Kevinmouth	IL	Benin	1	0	Low
46	Female	PhD	Married	100,198	662	22,267	Business	Unemployed	3	Good	0.178031	99,140	4	North Mary	FM	Vietnam	1	2	Low
68	Non-binary	High School	Widowed	49,605	648	null	Business	Unemployed	19	Good	0.3315	null	0	Staffordhaven	NY	Aruba	1	2	Low
20	Non-binary	Master's	Single	103,279	727	32,993	Home	Self-employed	0	Poor	0.37886	283,771	3	North Roberta	OH	Nepal	4	1	Low
34	Male	Bachelor's	Divorced	32,938	695	32,817	Personal	Self-employed	17	Fair	0.138085	149,928	3	Lewisborough	MH	Cambodia	1	1	Low
42	Non-binary	High School	Widowed	84,079	723	16,879	Auto	Self-employed	2	Good	0.409928	178,919	4	Simmonsfurt	MA	Togo	0	1	Low
57	Female	PhD	Widowed	41,553	769	19,368	Home	Self-employed	1	Fair	0.591591	46,344	4	South Erikaborough	AS	Ethiopia	null	0	Medium
43	Non-binary	Bachelor's	Widowed	null	696	null	Home	Unemployed	1	Excellent	0.491296	109,487	3	East Duane	DE	Montenegro	2	1	Low
62	Male	Bachelor's	Widowed	99,439	609	45,913	Auto	Self-employed	0	Poor	0.547767	297,571	3	East Christinaside	VT	Congo	null	0	Medium
45	Non-binary	Master's	Single	null	659	16,509	Home	Unemployed	15	Poor	0.532911	156,263	0	Glennborough	KS	Myanmar	1	0	Medium
27	Male	PhD	Widowed	71,701	null	14,312	Auto	Unemployed	4	Fair	0.379346	null	2	Franklinstad	DE	Mexico	null	2	High
52	Male	High School	Single	41,643	674	32,487	Personal	Employed	1	Excellent	0.546998	156,682	1	Roseborough	CO	Jersey	3	0	Medium
20	Male	PhD	Divorced	71,044	773	6,383	Business	Employed	3	Good	0.491272	125,569	4	North Gregory	DC	Guinea-Bissau	0	1	Low
55	Male	Bachelor's	Divorced	25,663	779	24,329	Auto	Self-employed	7	Fair	0.251495	227,804	2	North Phyllis	VT	Venezuela	null	0	Medium
68	Male	PhD	Divorced	22,589	725	18,729	Personal	Employed	12	Fair	0.510517	null	1	Kristinafurt	WY	North Macedonia	null	1	Low
27	Male	PhD	Divorced	32,018	644	6,209	Auto	Unemployed	6	Poor	0.147775	38,101	3	Owenston	MN	Peru	null	2	Medium
29	Female	Master's	Married	71,543	740	null	Home	Employed	15	Fair	0.17761	83,229	3	Port Johnton	IA	Mali	2	0	Low
19	Non-binary	High School	Widowed	96,860	797	null	Personal	Unemployed	11	Good	0.336234	135,873	null	East Christina	NE	Tonga	3	0	Medium
29	Non-binary	PhD	Widowed	71,588	659	12,921	Business	Unemployed	0	Fair	0.504819	200,989	4	Crystalton	TX	Mongolia	1	0	Medium

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