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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
62	Female	Bachelor's	Divorced	null	699	49,610	Auto	Employed	3	Good	0.245815	143,913	1	West Peter	ND	Iraq	3	1	Low
23	Female	PhD	Divorced	95,886	657	31,065	Business	Self-employed	14	Excellent	0.481272	171,038	2	Deanburgh	ME	Pitcairn Islands	3	0	Medium
36	Female	Bachelor's	Widowed	48,570	null	null	Home	Employed	6	Fair	0.401596	null	1	Georgeland	AR	Seychelles	null	0	Low
33	Female	PhD	Married	87,699	761	40,985	Personal	Employed	6	Fair	0.297642	null	null	Kellyland	WV	Malaysia	1	1	Low
27	Non-binary	High School	Widowed	104,335	782	5,405	Business	Unemployed	7	Poor	0.392367	160,426	4	Thomasburgh	FL	Zambia	null	1	Low
29	Female	PhD	Widowed	103,804	602	35,145	Business	Self-employed	5	Good	0.347173	120,649	2	West Austinview	TN	Maldives	null	0	Low
52	Male	PhD	Divorced	105,510	759	6,432	Home	Unemployed	10	Poor	0.361772	165,467	4	Jimmyton	AZ	France	0	1	Medium
66	Female	PhD	Married	null	637	49,515	Auto	Employed	17	Fair	0.457986	188,289	2	Douglasburgh	NJ	Saudi Arabia	2	2	Low
67	Female	Master's	Single	35,624	784	41,211	Auto	Self-employed	2	Fair	0.30334	null	1	South Kennethchester	NE	Namibia	null	2	Low
38	Non-binary	High School	Married	null	723	null	Personal	Unemployed	7	Fair	0.398518	null	4	Jenniferfort	AZ	Aruba	4	0	Low
57	Male	High School	Married	111,110	611	39,318	Home	Self-employed	4	Fair	0.479234	142,743	4	Ortizview	KS	Tonga	3	1	Low
26	Male	High School	Divorced	84,708	708	null	Personal	Self-employed	11	Poor	0.57177	null	null	Bushberg	MO	Maldives	3	0	Low
35	Male	Bachelor's	Widowed	null	754	29,871	Business	Self-employed	14	Poor	0.430658	208,455	0	Donnashire	MN	South Africa	0	2	Low
49	Non-binary	Bachelor's	Divorced	38,302	null	9,006	Personal	Employed	13	Excellent	0.391615	250,003	0	Gibbstown	DE	Tuvalu	null	0	Low
33	Male	Master's	Widowed	83,472	774	32,268	Home	Employed	18	Good	0.269616	63,784	3	North Robin	FM	Cote d'Ivoire	0	0	Low
41	Non-binary	Bachelor's	Divorced	88,676	763	32,983	Auto	Employed	7	Excellent	0.101404	165,629	null	Rhondamouth	AR	Dominica	3	2	Medium
31	Female	High School	Divorced	83,305	619	8,453	Auto	Self-employed	16	Fair	0.186499	128,305	3	Royville	IA	Tokelau	2	1	Medium
36	Female	Master's	Widowed	null	742	41,312	Home	Employed	13	Good	0.245664	93,316	1	Lake Amandaland	OR	Canada	3	0	Medium
28	Non-binary	High School	Divorced	110,982	657	41,085	Auto	Self-employed	19	Fair	0.329914	101,905	4	Danielshire	MO	Colombia	1	1	Low
60	Male	High School	Divorced	29,151	643	13,960	Auto	Employed	12	Excellent	0.455208	296,370	0	West Christopherchester	GA	Saudi Arabia	4	0	High
39	Non-binary	Bachelor's	Married	43,438	635	38,202	Auto	Employed	0	Fair	0.352972	75,027	1	Lake Jeanettechester	OK	Saint Barthelemy	3	0	Low
28	Male	Bachelor's	Divorced	117,435	702	38,727	Business	Self-employed	15	Poor	0.245468	null	null	Alejandrabury	NV	Congo	4	0	Medium
42	Female	Bachelor's	Single	103,220	781	47,726	Personal	Unemployed	14	Poor	0.410535	231,498	3	Bishopfurt	DE	Seychelles	0	2	Low
65	Non-binary	Master's	Single	117,127	723	10,765	Home	Unemployed	7	Fair	0.518188	267,514	4	Lake Janice	FM	Faroe Islands	4	0	Medium
52	Non-binary	Bachelor's	Married	117,475	652	25,794	Personal	Employed	19	Good	0.474588	226,400	0	Carterfort	WY	Bahamas	null	0	Medium
24	Female	Master's	Married	57,996	null	null	Auto	Employed	19	Excellent	0.272714	null	0	South Barry	SC	Macao	4	0	Low
18	Female	Bachelor's	Divorced	22,774	603	42,803	Home	Employed	1	Excellent	0.443071	null	2	Josephmouth	WY	Reunion	3	2	Medium
60	Non-binary	Master's	Widowed	62,861	780	null	Business	Self-employed	3	Poor	0.561012	206,719	4	Chadton	OK	Sri Lanka	3	2	High
39	Female	High School	Married	105,455	701	39,395	Business	Unemployed	0	Poor	0.323424	168,154	3	Blakeport	NH	Korea	2	0	Low
60	Female	Master's	Single	null	686	29,110	Business	Employed	9	Fair	0.299833	188,369	0	North Jordanburgh	KS	Denmark	0	1	High
39	Male	PhD	Divorced	108,730	null	16,752	Personal	Employed	15	Good	0.530665	297,113	3	Theresaport	VI	Bahrain	4	0	Low
57	Female	PhD	Divorced	52,174	740	43,639	Personal	Self-employed	19	Fair	0.247619	295,230	4	West Rachel	IN	United States of America	0	2	Medium
43	Female	Master's	Married	33,580	729	46,142	Home	Employed	17	Excellent	0.270738	171,226	2	Tonyborough	AR	Uruguay	0	0	Low
27	Non-binary	High School	Divorced	33,965	756	30,780	Home	Unemployed	19	Fair	0.163509	null	3	Lake Sarahbury	LA	Ghana	null	2	Low
54	Non-binary	Master's	Married	34,219	783	25,647	Home	Self-employed	7	Excellent	0.149835	null	4	Matthewsstad	UT	Malawi	2	1	Low
67	Female	High School	Single	98,473	609	10,826	Home	Employed	12	Poor	0.189136	146,692	1	North Toddport	CT	Gibraltar	3	1	Medium
49	Non-binary	Master's	Divorced	57,964	784	32,939	Personal	Self-employed	13	Excellent	0.138727	271,637	4	Lake Scott	OR	Djibouti	3	2	High
38	Female	Bachelor's	Widowed	75,427	733	39,347	Auto	Employed	14	Excellent	0.289999	72,935	null	Sueland	WI	Solomon Islands	4	2	Medium
50	Male	Master's	Single	47,597	629	26,227	Personal	Employed	11	Poor	0.56653	48,419	0	Glassfort	CA	South Africa	0	2	Low
25	Female	High School	Single	79,919	641	39,321	Business	Employed	2	Good	0.432893	175,204	4	Lopezmouth	NV	Bouvet Island (Bouvetoya)	2	0	Low
64	Non-binary	Bachelor's	Widowed	26,229	723	34,357	Home	Unemployed	8	Good	0.255908	228,431	null	Jasonmouth	AS	Dominica	1	0	Low
21	Female	High School	Married	89,216	null	32,849	Business	Self-employed	7	Fair	0.227842	111,314	2	Michaelchester	MN	Kenya	null	1	Low
29	Male	Bachelor's	Divorced	35,828	null	15,458	Home	Self-employed	12	Poor	0.491194	139,758	4	Acostaton	NJ	Jersey	3	0	Low
50	Non-binary	PhD	Married	71,818	659	44,293	Auto	Self-employed	17	Poor	0.359094	257,616	1	South Laura	MD	Oman	null	0	Low
47	Female	PhD	Divorced	null	616	35,964	Business	Employed	8	Good	0.111456	65,420	1	Burtonfurt	ND	Aruba	null	2	Medium
53	Male	Master's	Widowed	null	772	24,744	Personal	Employed	5	Fair	0.24931	null	0	South Wendy	AK	Antarctica (the territory South of 60 deg S)	4	2	Low
53	Non-binary	PhD	Widowed	114,688	null	13,457	Auto	Unemployed	15	Excellent	0.134017	null	4	Leahside	IL	Uganda	0	2	Low
46	Male	High School	Single	27,818	784	12,621	Home	Employed	8	Good	0.417658	250,537	1	East Cynthiahaven	DE	Angola	1	0	Medium
51	Female	High School	Married	87,471	727	46,306	Personal	Self-employed	0	Excellent	0.374028	243,131	0	North Kyleburgh	GA	United States Minor Outlying Islands	3	2	Low
34	Non-binary	Bachelor's	Married	null	681	26,996	Auto	Unemployed	4	Excellent	0.225597	195,921	null	Baileytown	NY	United Kingdom	4	1	Low
47	Female	Master's	Single	109,349	null	6,111	Business	Self-employed	5	Excellent	0.455417	null	3	East Morgan	DC	Ukraine	3	0	Low
52	Non-binary	Bachelor's	Widowed	null	637	26,279	Business	Unemployed	9	Poor	0.308771	139,517	2	North Timothy	IA	Uzbekistan	4	1	Medium
57	Male	Bachelor's	Single	107,745	796	27,419	Auto	Employed	16	Good	0.229095	null	2	Garciafurt	NC	Namibia	0	0	Low
58	Non-binary	High School	Married	71,389	629	36,521	Business	Employed	0	Excellent	0.230999	59,460	4	West Karenborough	AR	Jersey	2	1	Low
38	Male	PhD	Single	36,254	764	34,850	Personal	Unemployed	17	Poor	0.102856	267,034	3	Lake Jennifer	SC	Burundi	3	0	Low
21	Non-binary	Bachelor's	Single	67,673	756	45,423	Auto	Employed	8	Fair	0.486732	140,600	1	Harveyshire	PR	United States Virgin Islands	4	0	Medium
55	Non-binary	Master's	Married	68,634	616	14,931	Personal	Employed	14	Excellent	0.150456	50,888	4	Dawnmouth	AL	Chile	1	0	Medium
59	Non-binary	Bachelor's	Widowed	73,235	641	24,990	Business	Employed	14	Excellent	0.155139	208,265	3	Port Deniseside	VA	Eritrea	3	2	Medium
34	Female	Master's	Married	34,892	625	null	Auto	Self-employed	19	Excellent	0.393332	null	1	Teresaland	VI	Ghana	3	2	Low
39	Non-binary	High School	Single	72,756	null	7,016	Home	Employed	2	Good	0.261348	212,165	null	East Ashleymouth	HI	French Guiana	1	1	Low
59	Female	High School	Widowed	null	674	45,672	Auto	Unemployed	6	Poor	0.170319	87,714	3	Jamesbury	NE	Iceland	0	1	Low
34	Female	High School	Divorced	60,711	794	49,036	Personal	Employed	2	Excellent	0.207778	40,929	0	Jamesburgh	AR	French Polynesia	1	1	Low
59	Non-binary	High School	Widowed	77,776	680	null	Auto	Unemployed	18	Poor	0.580477	163,013	3	Youngtown	HI	Spain	4	0	Medium
55	Non-binary	High School	Single	107,844	null	null	Home	Self-employed	0	Good	0.522485	179,179	4	Amandatown	CT	Grenada	null	0	Low
26	Non-binary	PhD	Widowed	103,205	712	null	Business	Self-employed	13	Fair	0.48349	269,958	null	Lake Adamstad	VT	Colombia	null	0	Low
69	Male	Master's	Widowed	73,506	641	17,180	Auto	Self-employed	17	Fair	0.49001	112,356	2	Stanleyfort	ME	Palau	2	0	Medium
59	Non-binary	Bachelor's	Widowed	119,770	610	31,312	Home	Self-employed	2	Excellent	0.336344	254,292	3	North Jeremy	OK	Bahamas	4	0	Low
27	Non-binary	PhD	Single	100,752	788	11,174	Auto	Self-employed	18	Good	0.541971	184,725	null	Lake Christy	MD	Algeria	2	1	High
50	Male	High School	Married	65,733	710	23,688	Auto	Employed	8	Good	0.39831	168,262	4	Shaunmouth	WI	Estonia	2	0	Medium
30	Female	PhD	Widowed	null	720	32,152	Business	Unemployed	19	Poor	0.524576	248,365	2	Henryburgh	MD	Lebanon	3	2	Medium
28	Male	Master's	Married	55,521	705	11,093	Business	Self-employed	6	Good	0.226905	262,567	3	Adamsmouth	FL	Armenia	2	2	Medium
37	Female	PhD	Married	76,680	776	46,922	Personal	Self-employed	1	Good	0.550884	null	1	Steventon	FM	Dominican Republic	3	0	Low
62	Non-binary	Bachelor's	Divorced	118,902	625	null	Business	Unemployed	6	Poor	0.278845	162,024	null	Susanfurt	PA	Liechtenstein	2	1	Medium
60	Male	High School	Widowed	81,284	606	13,511	Personal	Self-employed	17	Poor	0.265345	257,427	1	Janiceview	MO	Barbados	3	1	Low
38	Non-binary	Master's	Divorced	null	627	null	Home	Self-employed	7	Good	0.525808	202,696	null	Curtisberg	MP	Saint Martin	3	0	Medium
42	Non-binary	PhD	Married	51,139	721	9,237	Business	Self-employed	11	Good	0.190568	92,048	2	Brownshire	IA	Bulgaria	0	2	Low
24	Male	PhD	Widowed	42,118	745	36,080	Home	Self-employed	2	Fair	0.174272	61,514	0	New Gregorymouth	TX	Uzbekistan	2	1	Medium
19	Female	High School	Divorced	94,216	706	44,264	Auto	Self-employed	3	Excellent	0.344388	49,987	1	West Jerrymouth	IA	Haiti	null	2	Low
62	Male	Bachelor's	Divorced	41,017	782	36,247	Business	Unemployed	0	Poor	0.288328	207,253	1	Phillipchester	PR	Mongolia	null	0	Low
27	Non-binary	High School	Divorced	44,281	655	48,338	Business	Unemployed	0	Poor	0.102224	156,514	1	New Angelaton	ND	Tuvalu	3	2	Low
38	Female	Master's	Widowed	105,470	655	29,558	Business	Employed	5	Excellent	0.211033	299,540	4	East Cody	IA	Colombia	4	1	Low
51	Male	PhD	Married	36,289	null	9,595	Personal	Self-employed	4	Good	0.338266	181,886	4	Lake Justin	CA	France	null	0	Low
35	Non-binary	PhD	Single	118,896	716	null	Auto	Unemployed	12	Excellent	0.113492	194,216	3	South Michaelbury	MS	Mongolia	1	1	Medium
59	Female	Bachelor's	Widowed	114,786	696	48,622	Business	Employed	5	Poor	0.281671	null	3	Danielsfurt	LA	Somalia	2	2	High
21	Female	PhD	Widowed	null	764	28,936	Business	Self-employed	5	Fair	0.281331	247,846	1	North Richardburgh	DE	Tunisia	1	2	Low
68	Female	High School	Widowed	45,046	671	30,695	Home	Self-employed	6	Good	0.474851	null	2	Garymouth	PR	Israel	4	1	Low
20	Female	Master's	Married	80,598	780	6,800	Auto	Employed	10	Fair	0.528133	62,849	3	Lake Richard	CO	Cambodia	3	1	Low
69	Male	PhD	Divorced	34,776	null	null	Personal	Employed	11	Good	0.418746	null	1	Kevinshire	MO	Ghana	3	2	Low
64	Female	High School	Married	46,082	null	null	Home	Self-employed	19	Good	0.329294	225,625	0	Delgadomouth	OR	South Georgia and the South Sandwich Islands	null	0	Medium
62	Female	Bachelor's	Single	86,247	655	38,399	Home	Unemployed	8	Fair	0.553009	34,909	3	Williamsshire	DC	Japan	3	0	Medium
37	Male	Bachelor's	Widowed	null	704	49,469	Business	Unemployed	9	Good	0.30949	173,112	3	Ortizville	NV	Bolivia	1	2	Low
55	Female	Bachelor's	Widowed	20,057	620	36,104	Home	Self-employed	17	Good	0.251374	239,693	3	Michaelport	UT	Guam	2	1	Medium
23	Male	PhD	Widowed	56,059	781	37,712	Auto	Self-employed	15	Good	0.521196	null	0	Schmidtmouth	VI	Philippines	3	2	Low
54	Non-binary	PhD	Widowed	58,038	613	43,805	Auto	Unemployed	0	Excellent	0.329701	255,228	3	Chadfort	AZ	Pakistan	2	0	Low
68	Non-binary	Master's	Divorced	94,332	757	24,279	Business	Unemployed	5	Poor	0.488562	138,185	4	East Juliebury	OR	Ecuador	0	1	Medium
34	Female	PhD	Married	91,019	null	31,939	Home	Self-employed	2	Good	0.564402	139,448	1	East Jilltown	MA	Nicaragua	4	2	Low
36	Female	Bachelor's	Married	82,645	789	7,434	Home	Self-employed	3	Excellent	0.268418	118,671	3	Ruizstad	ND	Netherlands	1	1	High
22	Male	Bachelor's	Married	70,396	698	49,006	Business	Unemployed	4	Excellent	0.310771	48,579	4	New Timothyville	MT	Zambia	4	1	Low
30	Male	PhD	Married	null	null	32,879	Personal	Unemployed	3	Good	0.322287	255,588	4	Ryanmouth	AR	Italy	0	2	Low
41	Male	PhD	Widowed	116,500	639	null	Auto	Unemployed	14	Fair	0.251777	197,823	3	Smithland	OK	United Kingdom	null	2	Medium

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