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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
48	Non-binary	PhD	Married	40,557	647	null	Personal	Self-employed	19	Fair	0.287346	null	null	Kristymouth	LA	Indonesia	3	0	Low
36	Non-binary	Bachelor's	Widowed	70,050	684	16,260	Personal	Unemployed	17	Poor	0.249108	280,121	0	Marcofort	HI	Niger	2	1	Medium
58	Non-binary	Bachelor's	Single	25,461	768	24,419	Auto	Self-employed	4	Good	0.587846	167,155	1	Choiberg	WI	Namibia	3	0	High
28	Non-binary	PhD	Single	72,025	746	37,953	Personal	Unemployed	5	Good	0.59929	124,742	2	Henryfurt	NE	Panama	4	1	Medium
33	Non-binary	Master's	Divorced	null	600	42,323	Business	Self-employed	15	Fair	0.381121	179,759	4	North Victoriafort	TX	Bulgaria	0	1	Medium
19	Male	High School	Single	103,298	756	28,584	Personal	Employed	17	Fair	0.258362	72,929	0	Bakerburgh	MA	Egypt	2	1	Medium
63	Non-binary	Bachelor's	Widowed	114,200	606	29,329	Personal	Unemployed	16	Excellent	0.357839	146,348	4	Timothyborough	GU	Cameroon	4	2	Medium
48	Non-binary	Bachelor's	Single	null	null	11,419	Business	Unemployed	1	Fair	0.257815	198,158	0	East Spencer	AL	Bhutan	4	0	Low
46	Female	High School	Single	67,404	783	26,008	Personal	Employed	8	Fair	0.303486	171,597	3	Lindaville	IN	Georgia	2	1	Medium
24	Non-binary	Master's	Married	null	736	21,219	Business	Employed	9	Poor	0.2424	null	null	Port Meghanland	KY	Turks and Caicos Islands	3	2	High
21	Male	PhD	Married	35,362	755	11,546	Auto	Self-employed	17	Poor	0.408718	175,675	0	Kevinbury	GA	Bouvet Island (Bouvetoya)	2	2	Medium
42	Female	High School	Divorced	50,657	701	null	Business	Employed	4	Poor	0.535383	262,877	2	Smithport	NM	Burundi	4	0	Low
46	Female	PhD	Married	118,631	732	null	Business	Self-employed	4	Poor	0.483835	189,916	2	South Dennismouth	PW	Saudi Arabia	2	0	High
49	Female	High School	Married	118,279	685	44,812	Home	Self-employed	11	Fair	0.338919	193,205	0	Port Tina	MI	Nauru	2	2	Low
54	Male	Master's	Divorced	104,559	737	11,703	Personal	Employed	12	Good	0.337532	276,912	2	Perryhaven	SC	Colombia	1	0	Medium
19	Female	Bachelor's	Single	40,773	746	37,198	Home	Unemployed	0	Good	0.129576	null	1	Williamsport	MI	Gibraltar	3	2	Low
32	Non-binary	PhD	Single	null	734	20,293	Personal	Self-employed	6	Excellent	0.491536	154,456	3	North Amandaport	ID	Vanuatu	1	1	Low
41	Female	PhD	Single	null	691	18,218	Home	Self-employed	18	Poor	0.213274	null	3	Lake Michael	KY	Kuwait	0	2	Medium
52	Non-binary	High School	Married	null	765	39,283	Home	Unemployed	3	Fair	0.453384	213,626	null	Mikeberg	MD	South Africa	3	2	Low
64	Male	PhD	Married	null	728	7,435	Personal	Unemployed	4	Fair	0.226578	131,340	3	East Andrea	MI	Gabon	4	2	Low
68	Male	High School	Married	null	636	29,463	Personal	Self-employed	12	Good	0.161165	215,274	null	Kathleenhaven	NJ	Mayotte	2	0	Low
22	Non-binary	High School	Divorced	66,384	714	34,477	Auto	Unemployed	2	Excellent	0.544929	139,286	3	East Heidi	CA	Estonia	1	1	Medium
37	Non-binary	Bachelor's	Married	null	635	17,464	Personal	Employed	18	Fair	0.270322	null	1	North Johnfurt	NC	Croatia	3	2	Low
20	Non-binary	PhD	Widowed	59,453	null	19,741	Business	Self-employed	10	Poor	0.363448	268,686	3	South Emily	NJ	Falkland Islands (Malvinas)	1	0	Medium
24	Female	PhD	Divorced	81,134	675	35,068	Home	Self-employed	14	Good	0.222142	190,284	1	New Daniel	SC	Pakistan	4	1	Medium
34	Male	PhD	Single	69,546	701	35,235	Business	Employed	11	Poor	0.487151	170,083	1	Michelleton	MS	Netherlands	1	1	Low
69	Female	Master's	Married	31,171	650	47,262	Auto	Self-employed	12	Excellent	0.489094	228,830	1	Krauseburgh	OH	Kuwait	1	2	Low
44	Male	Master's	Widowed	null	663	null	Home	Self-employed	16	Excellent	0.127374	125,818	null	Port Frances	WI	Myanmar	2	1	Low
56	Non-binary	High School	Married	116,706	null	7,862	Home	Self-employed	18	Excellent	0.203228	170,306	0	Michelleberg	CT	Dominican Republic	1	0	Low
50	Male	PhD	Widowed	78,139	null	28,021	Business	Employed	16	Excellent	0.448534	113,082	2	Port Anthonychester	WV	French Guiana	1	2	Low
45	Non-binary	High School	Divorced	42,516	763	null	Personal	Self-employed	1	Good	0.481486	99,256	3	New Sean	WV	Nigeria	0	0	Low
67	Non-binary	Bachelor's	Widowed	null	null	41,902	Home	Self-employed	18	Excellent	0.336554	244,663	0	Port Melissa	PR	India	0	2	Low
20	Non-binary	High School	Single	null	643	17,218	Business	Unemployed	8	Poor	0.14024	162,622	2	East Julia	WV	Canada	3	2	Low
56	Male	Bachelor's	Divorced	64,407	662	13,606	Auto	Employed	5	Excellent	0.167178	null	3	Edwardsmouth	PW	Gibraltar	3	1	Medium
30	Male	PhD	Widowed	41,329	null	36,408	Personal	Self-employed	3	Good	0.191037	59,866	3	West Corey	CT	Namibia	4	2	Low
65	Male	Master's	Married	29,321	621	14,356	Business	Employed	6	Fair	0.307247	113,839	null	Michaelborough	FM	Antigua and Barbuda	3	2	Low
22	Female	High School	Single	79,834	690	46,415	Home	Unemployed	1	Good	0.360839	null	1	North Judy	VI	Chad	0	0	Low
25	Female	Bachelor's	Married	71,030	704	38,907	Business	Self-employed	16	Poor	0.40425	290,515	1	Rosschester	MS	Belize	2	2	Low
55	Female	Master's	Single	69,545	621	17,473	Home	Employed	1	Good	0.586081	66,718	2	New Dawn	OR	Sierra Leone	2	2	Medium
59	Non-binary	Master's	Married	null	698	28,142	Auto	Unemployed	11	Good	0.146765	298,551	null	East Steve	SD	Djibouti	3	0	Low
57	Male	Master's	Divorced	78,916	604	9,993	Business	Unemployed	18	Excellent	0.551069	225,108	1	Phamview	NH	Slovakia (Slovak Republic)	2	2	Medium
51	Male	Bachelor's	Single	47,075	742	21,389	Auto	Self-employed	2	Fair	0.386571	21,736	2	Parkfort	TX	Western Sahara	2	2	Low
37	Male	PhD	Widowed	114,176	698	19,212	Business	Self-employed	1	Good	0.324882	null	0	Lake Robertomouth	WY	American Samoa	1	0	Medium
20	Non-binary	High School	Single	107,157	null	null	Business	Employed	14	Fair	0.352866	299,072	3	East Paulshire	VA	Faroe Islands	2	2	High
40	Female	PhD	Married	36,017	null	13,450	Personal	Self-employed	2	Good	0.344326	260,783	0	Oliviachester	HI	United States of America	3	1	Low
60	Female	Bachelor's	Widowed	88,513	632	null	Personal	Self-employed	8	Good	0.190717	258,459	null	Stevenville	CA	United Arab Emirates	4	0	Low
34	Female	Bachelor's	Widowed	77,888	676	20,200	Personal	Unemployed	0	Good	0.50286	152,883	0	East Chelsea	MA	Djibouti	4	2	Medium
63	Female	High School	Widowed	82,820	690	17,461	Personal	Employed	18	Excellent	0.189016	221,601	null	North Kevin	GU	Slovakia (Slovak Republic)	0	2	Low
61	Non-binary	Bachelor's	Single	50,982	694	6,273	Personal	Unemployed	5	Good	0.501814	288,578	3	West Richard	NJ	Puerto Rico	null	1	Low
57	Male	High School	Married	55,843	744	36,259	Home	Unemployed	1	Poor	0.554836	41,227	1	Deborahville	UT	Yemen	1	0	Low
45	Non-binary	High School	Widowed	56,622	732	18,256	Home	Unemployed	17	Fair	0.543937	127,768	3	West David	IA	Benin	null	1	Low
38	Non-binary	Master's	Widowed	54,984	704	null	Business	Self-employed	6	Excellent	0.145046	206,622	2	East Christopherborough	NM	United States of America	3	1	Low
50	Male	Master's	Married	62,002	647	null	Auto	Unemployed	2	Poor	0.230988	null	1	New Stephaniestad	HI	Uruguay	0	0	Low
59	Non-binary	Master's	Married	36,488	680	22,175	Auto	Unemployed	4	Good	0.466704	null	1	Bowmanfurt	WY	Egypt	3	2	Low
61	Female	PhD	Widowed	87,703	607	24,188	Business	Self-employed	7	Excellent	0.36523	202,499	2	Sandovalview	CT	Grenada	3	0	Low
21	Non-binary	High School	Single	109,515	699	43,301	Home	Employed	18	Good	0.54455	290,638	2	New Erica	NC	Lao People's Democratic Republic	null	2	Low
46	Female	Master's	Divorced	30,847	647	null	Home	Self-employed	6	Poor	0.548137	188,960	3	Reedborough	CT	Equatorial Guinea	4	1	Low
30	Male	Bachelor's	Widowed	117,384	745	19,285	Business	Unemployed	13	Poor	0.167715	240,768	null	Allisonborough	NY	Bolivia	null	0	Low
30	Non-binary	Bachelor's	Single	88,235	null	26,405	Home	Employed	7	Good	0.50599	74,712	3	Johnbury	NJ	Afghanistan	2	0	Low
44	Non-binary	Master's	Widowed	null	704	19,255	Home	Unemployed	7	Fair	0.219633	237,231	null	Lake Geoffrey	TN	Jordan	3	0	Low
26	Non-binary	Bachelor's	Widowed	110,185	789	6,871	Auto	Employed	7	Poor	0.528662	152,964	1	Gordonmouth	DC	Kiribati	4	2	Medium
44	Male	PhD	Widowed	80,706	null	null	Home	Unemployed	12	Excellent	0.279111	65,146	2	Lisamouth	ND	Tuvalu	4	1	Medium
34	Non-binary	Bachelor's	Married	null	698	null	Business	Employed	7	Excellent	0.463778	null	4	Nelsontown	AZ	Togo	0	0	Low
30	Non-binary	PhD	Single	21,144	null	36,444	Auto	Self-employed	4	Excellent	0.367387	298,935	4	Markton	CT	Singapore	4	0	Low
63	Male	Master's	Single	91,973	690	27,659	Home	Self-employed	18	Poor	0.415439	278,135	3	West Malloryland	NJ	El Salvador	null	0	Low
30	Non-binary	High School	Married	39,309	752	24,916	Home	Unemployed	17	Fair	0.275057	209,791	0	Mcfarlandton	IN	Algeria	2	0	High
58	Male	Master's	Divorced	null	712	null	Personal	Self-employed	11	Poor	0.577533	null	0	Travisfurt	AZ	Aruba	1	1	Low
43	Male	Bachelor's	Widowed	53,241	745	41,564	Home	Self-employed	5	Fair	0.282965	141,762	2	Adamsmouth	VI	Argentina	1	2	Low
66	Male	PhD	Married	81,274	638	33,375	Personal	Unemployed	13	Poor	0.431314	173,738	2	New Stacy	MA	South Africa	1	2	Low
47	Male	Master's	Widowed	103,504	null	27,789	Home	Self-employed	8	Fair	0.412172	75,091	3	West Jessica	ID	Lesotho	null	2	Medium
43	Non-binary	High School	Single	null	682	null	Personal	Unemployed	16	Good	0.284612	232,084	3	West Davidshire	OH	Honduras	4	0	Medium
40	Female	Bachelor's	Divorced	50,340	604	40,196	Business	Employed	8	Good	0.120125	288,367	0	Port Stevenburgh	OK	Cayman Islands	1	2	Low
22	Non-binary	Master's	Single	38,256	626	11,591	Auto	Unemployed	14	Good	0.457046	null	3	West Colleenhaven	CA	Chad	1	0	Medium
51	Non-binary	PhD	Married	40,221	690	5,207	Business	Unemployed	1	Good	0.133544	173,265	null	East Michael	ME	Nicaragua	1	1	Low
54	Female	PhD	Widowed	118,598	719	38,460	Business	Employed	16	Fair	0.501989	216,857	3	West Angelhaven	MA	Bangladesh	2	0	Low
21	Non-binary	Bachelor's	Married	80,262	725	null	Home	Employed	11	Good	0.18026	46,998	3	New Patricia	ND	Puerto Rico	2	1	Low
41	Non-binary	Master's	Single	76,902	716	null	Auto	Self-employed	4	Good	0.400331	99,963	null	West Joy	WV	Saudi Arabia	2	0	Low
63	Male	PhD	Married	null	765	19,073	Auto	Employed	6	Poor	0.528327	84,206	4	Sierraborough	LA	Djibouti	null	0	Low
69	Non-binary	High School	Widowed	46,968	741	null	Home	Unemployed	6	Poor	0.295507	235,254	4	Perrychester	VT	Antarctica (the territory South of 60 deg S)	1	2	Medium
47	Female	Master's	Divorced	78,735	769	46,961	Business	Self-employed	5	Good	0.501244	255,263	0	Angelicafurt	TN	Colombia	1	0	Low
64	Male	High School	Widowed	119,500	725	47,174	Business	Self-employed	19	Excellent	0.553357	235,087	2	Jamesfort	LA	Uganda	4	0	Low
20	Female	High School	Single	29,028	748	null	Auto	Employed	6	Excellent	0.10769	122,353	2	Lopezburgh	TX	Jamaica	0	1	Medium
34	Male	Master's	Widowed	null	639	8,498	Auto	Employed	12	Poor	0.221142	28,654	0	Sonyafort	ND	Reunion	1	0	Medium
33	Non-binary	Master's	Single	55,249	null	28,748	Personal	Employed	0	Excellent	0.112082	null	1	Pamelabury	MN	Switzerland	1	0	Low
24	Non-binary	Master's	Single	104,270	616	21,901	Business	Unemployed	18	Excellent	0.447827	null	0	Lake Pamelabury	VT	Czech Republic	null	1	Medium
57	Non-binary	PhD	Single	27,240	703	22,663	Home	Unemployed	12	Good	0.592663	192,433	null	West Kathleenville	MI	Nigeria	3	2	Low
54	Male	Bachelor's	Married	41,143	672	null	Home	Unemployed	18	Poor	0.482063	36,457	4	Walkermouth	GA	Greenland	2	0	Low
69	Male	Bachelor's	Widowed	null	null	17,708	Home	Self-employed	13	Good	0.189821	126,922	null	Westborough	FM	Falkland Islands (Malvinas)	3	2	High
29	Non-binary	High School	Single	66,580	614	7,325	Home	Unemployed	11	Fair	0.163067	48,605	3	Butlerberg	MO	Costa Rica	2	0	High
57	Female	High School	Divorced	30,935	656	28,484	Auto	Employed	9	Excellent	0.388077	240,299	2	South Daniel	WY	Mayotte	2	2	Medium
49	Female	Bachelor's	Single	50,936	602	42,030	Home	Employed	5	Excellent	0.178085	null	2	Elizabethbury	PA	Palestinian Territory	2	2	Medium
44	Female	High School	Single	43,095	740	39,953	Business	Employed	11	Excellent	0.553621	249,252	0	East Heatherhaven	NH	Saint Pierre and Miquelon	null	0	Medium
28	Non-binary	High School	Widowed	92,323	776	41,615	Personal	Employed	12	Good	0.577896	221,392	2	Bautistaport	ID	Lao People's Democratic Republic	2	1	Low
21	Non-binary	High School	Single	83,177	709	6,781	Auto	Employed	5	Fair	0.517916	32,266	null	Patelbury	KY	Morocco	null	2	Medium
56	Female	PhD	Married	42,066	654	9,110	Home	Self-employed	17	Poor	0.163652	167,220	4	West Colin	UT	French Polynesia	4	0	Medium
19	Female	Master's	Married	25,274	null	49,998	Business	Unemployed	11	Excellent	0.167637	94,706	3	Robynland	MP	United Arab Emirates	1	2	Medium
28	Male	High School	Single	22,583	655	null	Business	Self-employed	4	Fair	0.435354	64,826	3	North Jeffrey	CT	Hungary	1	1	High
51	Non-binary	High School	Married	31,408	761	24,906	Auto	Employed	5	Poor	0.352845	null	2	Wyattmouth	AZ	Colombia	0	1	Low
30	Male	Master's	Married	102,246	646	22,428	Auto	Self-employed	9	Good	0.283513	203,817	4	Port Johnbury	GU	Belize	3	1	Medium
56	Female	PhD	Single	32,467	722	18,656	Home	Employed	2	Fair	0.531532	126,294	3	Port Jonathanmouth	AS	Bosnia and Herzegovina	2	1	Medium

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