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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
67	Male	High School	Single	87,035	625	5,019	Personal	Employed	13	Fair	0.226173	99,023	1	South Reginatown	TN	Bahrain	null	2	Low
33	Male	PhD	Divorced	38,637	628	16,880	Home	Employed	9	Good	0.571532	207,932	null	Lake Joshua	WY	Guam	null	0	Low
30	Female	PhD	Married	41,164	757	null	Business	Unemployed	3	Excellent	0.20715	173,066	2	Jensentown	KY	Sweden	0	0	Low
53	Male	Master's	Single	86,550	721	20,448	Auto	Employed	0	Poor	0.535093	null	null	Michaelside	RI	North Macedonia	3	1	Medium
46	Female	High School	Married	null	687	19,852	Personal	Unemployed	18	Fair	0.355538	76,818	3	New Joshua	ID	Saint Pierre and Miquelon	0	1	Medium
50	Non-binary	Master's	Widowed	34,525	null	47,176	Personal	Self-employed	10	Poor	0.196839	69,577	1	Cynthiaport	MI	Mongolia	0	1	High
30	Male	Bachelor's	Divorced	109,352	781	27,829	Home	Employed	17	Fair	0.542048	273,907	null	Hunttown	AL	Tanzania	1	1	Medium
62	Non-binary	Master's	Divorced	54,075	null	17,474	Home	Unemployed	15	Good	0.30647	27,971	2	Andrewberg	NC	Guam	1	1	High
47	Non-binary	PhD	Single	116,565	654	45,396	Personal	Self-employed	2	Good	0.520146	139,899	1	Nancyfort	PR	Maldives	0	2	Low
19	Female	High School	Widowed	84,783	739	6,558	Personal	Employed	15	Poor	0.598274	null	null	New Shannon	CT	Nepal	3	2	Medium
33	Male	PhD	Widowed	72,380	null	null	Business	Self-employed	18	Fair	0.524179	167,101	1	Shawntown	WA	Cocos (Keeling) Islands	1	2	Medium
61	Female	Bachelor's	Widowed	96,762	682	34,116	Home	Unemployed	18	Good	0.518067	275,383	0	Kevinmouth	MD	Grenada	0	1	Low
28	Male	High School	Divorced	62,368	664	20,669	Business	Employed	11	Good	0.389083	96,683	3	Nicholasmouth	WV	Saint Pierre and Miquelon	4	0	Medium
35	Non-binary	Bachelor's	Widowed	110,947	782	35,252	Home	Self-employed	8	Excellent	0.578067	120,663	1	North Nicolestad	WI	North Macedonia	0	2	Medium
52	Non-binary	PhD	Single	118,463	722	49,176	Auto	Employed	8	Good	0.522143	151,355	4	South Tonya	GU	Korea	2	1	Low
52	Non-binary	Master's	Single	24,966	751	null	Auto	Self-employed	12	Excellent	0.578948	null	3	Delgadoburgh	AK	Spain	null	1	Medium
37	Non-binary	Master's	Widowed	92,321	687	48,302	Home	Unemployed	4	Excellent	0.400655	229,309	0	New Jamesbury	KS	Cape Verde	1	0	Medium
35	Female	Master's	Single	76,305	609	46,170	Business	Self-employed	15	Poor	0.293213	84,362	3	North Deannatown	ME	Bulgaria	4	2	Low
41	Female	High School	Divorced	null	null	29,677	Personal	Self-employed	11	Good	0.384107	26,493	2	West Megan	NV	Cayman Islands	1	0	Low
39	Non-binary	Bachelor's	Divorced	58,418	646	5,322	Business	Self-employed	15	Excellent	0.455371	72,544	0	Port Brandyton	NH	Iraq	0	1	Low
46	Non-binary	High School	Married	null	675	23,754	Personal	Unemployed	12	Excellent	0.547686	286,634	3	Port Kevin	TX	Cook Islands	3	2	High
19	Non-binary	Master's	Widowed	89,483	686	28,474	Home	Unemployed	16	Good	0.201114	111,756	1	West Ronaldstad	CO	Netherlands Antilles	2	1	Low
34	Male	High School	Single	52,486	704	22,981	Business	Unemployed	17	Excellent	0.285689	258,168	3	Mooreburgh	MO	Antigua and Barbuda	4	2	Low
31	Male	Bachelor's	Widowed	27,311	689	null	Business	Unemployed	3	Excellent	0.596252	39,917	4	South Elizabeth	WY	Cyprus	0	2	Medium
59	Male	High School	Divorced	23,280	null	20,366	Home	Self-employed	19	Fair	0.573006	null	3	East Mary	MT	Malawi	null	0	Medium
26	Female	PhD	Widowed	null	641	7,019	Personal	Self-employed	15	Good	0.578033	138,112	3	East Garyport	MA	Jersey	null	1	Low
58	Male	Master's	Single	null	723	32,880	Home	Employed	11	Excellent	0.516836	52,159	0	New Charlene	MS	Belize	null	0	Medium
29	Female	High School	Single	90,097	675	47,314	Auto	Self-employed	2	Fair	0.142881	180,095	1	Adambury	SC	Zambia	4	1	Low
67	Female	Bachelor's	Divorced	null	654	29,525	Home	Self-employed	11	Poor	0.160893	122,340	4	Zamoraport	KY	France	4	1	Medium
26	Non-binary	Bachelor's	Married	null	651	null	Home	Unemployed	2	Excellent	0.124916	20,978	2	West Annaburgh	HI	Niger	2	0	Medium
32	Male	High School	Divorced	null	659	9,963	Personal	Employed	17	Fair	0.304483	284,530	2	Port Angela	MS	Barbados	null	1	Medium
67	Male	PhD	Widowed	96,637	null	16,997	Personal	Self-employed	12	Fair	0.244388	166,961	0	Evansstad	MT	Burkina Faso	null	0	Low
42	Female	High School	Single	null	743	null	Business	Employed	6	Poor	0.117603	144,931	null	East Marcus	DE	Gibraltar	4	1	Medium
66	Non-binary	Bachelor's	Divorced	82,806	736	26,481	Auto	Employed	7	Poor	0.503871	256,675	4	Davisville	FM	Anguilla	1	1	Medium
66	Non-binary	Master's	Single	83,721	670	21,967	Auto	Self-employed	11	Fair	0.196361	115,396	0	New Micheleland	CT	Pitcairn Islands	3	0	Low
32	Male	Bachelor's	Divorced	104,728	null	25,509	Auto	Self-employed	18	Excellent	0.506063	null	2	Morrischester	VT	Oman	1	2	Low
39	Non-binary	Bachelor's	Married	79,232	752	25,819	Auto	Self-employed	0	Good	0.288031	188,354	1	Joshuatown	SC	Netherlands Antilles	0	1	Low
65	Male	High School	Widowed	61,709	null	42,682	Auto	Self-employed	3	Poor	0.576662	185,475	0	East Diana	IA	Malaysia	2	0	High
69	Non-binary	Master's	Single	93,118	613	43,065	Home	Unemployed	8	Fair	0.536736	201,855	1	Marshallport	WA	Egypt	2	2	High
50	Non-binary	Master's	Single	75,951	629	41,460	Business	Self-employed	4	Fair	0.531337	157,444	4	East Markstad	MS	Holy See (Vatican City State)	4	2	Medium
66	Male	Bachelor's	Widowed	65,959	641	25,398	Business	Employed	0	Fair	0.245646	264,028	3	South Bradley	GU	Peru	1	2	Low
48	Female	High School	Widowed	58,493	748	28,674	Auto	Employed	19	Excellent	0.54641	163,816	3	Ericshire	IA	Singapore	2	1	Low
56	Non-binary	Master's	Divorced	77,026	685	31,914	Home	Employed	19	Fair	0.13951	null	4	Crawfordborough	HI	Saint Helena	null	2	Low
62	Male	PhD	Married	92,264	702	40,719	Auto	Unemployed	3	Excellent	0.352612	77,101	3	East Timothystad	DE	Switzerland	0	1	Low
28	Male	High School	Widowed	81,826	659	37,126	Personal	Unemployed	13	Fair	0.437154	247,885	1	West Brucemouth	CA	Ecuador	3	1	Medium
69	Female	High School	Married	59,419	null	21,665	Auto	Employed	0	Good	0.537739	45,729	0	Port Holly	WA	Burkina Faso	1	1	Low
63	Female	Master's	Married	50,825	709	45,789	Business	Employed	13	Poor	0.239719	null	2	South Carolynfort	AS	Malawi	0	0	Low
67	Non-binary	Master's	Widowed	83,175	null	42,068	Personal	Employed	3	Excellent	0.340143	240,275	4	North Rebeccatown	FL	United Kingdom	4	2	Low
27	Female	PhD	Married	71,524	799	26,422	Business	Self-employed	8	Good	0.288188	110,193	3	Brandyfurt	DC	Chile	4	2	Low
66	Non-binary	Master's	Divorced	75,535	687	28,095	Home	Employed	17	Good	0.209513	118,334	1	Morristown	AZ	Marshall Islands	0	2	Low
56	Female	Master's	Widowed	57,336	611	5,461	Home	Employed	17	Fair	0.504215	null	4	Silvaside	NE	Marshall Islands	4	1	Medium
40	Female	Bachelor's	Divorced	56,182	683	14,923	Business	Self-employed	17	Good	0.171058	63,300	0	Johnstonborough	AS	Switzerland	1	1	Low
39	Female	High School	Married	118,717	660	14,549	Auto	Unemployed	9	Poor	0.512486	null	4	Elliotthaven	TN	Tonga	1	1	Low
25	Female	Master's	Widowed	38,953	729	21,238	Home	Employed	15	Good	0.355563	30,249	0	Alfredbury	AL	French Polynesia	0	2	Low
60	Female	PhD	Divorced	null	665	43,302	Business	Employed	13	Fair	0.537179	157,792	0	Kellyshire	OH	Honduras	0	0	Low
29	Male	Master's	Widowed	42,987	662	46,472	Personal	Self-employed	9	Good	0.199497	211,728	2	Jasonside	SC	Indonesia	null	1	Medium
30	Non-binary	Bachelor's	Widowed	30,176	696	28,922	Home	Employed	8	Excellent	0.423273	108,125	3	Jonesfort	FL	South Africa	4	0	Low
62	Female	Master's	Married	84,334	666	29,516	Home	Self-employed	0	Fair	0.117065	261,538	2	Meganmouth	DC	Tunisia	1	2	Low
60	Non-binary	High School	Divorced	85,180	671	12,482	Personal	Unemployed	1	Good	0.577612	284,265	1	New Kimberlyberg	GU	Malta	1	1	Low
47	Non-binary	PhD	Married	78,981	null	49,047	Auto	Unemployed	8	Poor	0.531598	250,565	null	Bobbybury	VI	Suriname	1	0	Low
36	Male	PhD	Widowed	101,548	644	null	Home	Employed	5	Excellent	0.551851	287,117	4	Martinville	AS	Barbados	2	1	Low
36	Non-binary	High School	Single	107,533	684	11,954	Business	Employed	19	Excellent	0.227968	190,451	2	Woodhaven	NH	Macao	0	1	High
29	Non-binary	PhD	Divorced	33,704	null	34,157	Personal	Unemployed	9	Poor	0.210756	222,160	0	Sanderstown	TX	Saudi Arabia	3	1	Medium
64	Non-binary	Master's	Widowed	56,775	652	17,458	Personal	Self-employed	9	Good	0.39738	128,293	1	Brewerland	HI	Eritrea	0	1	Low
30	Female	High School	Divorced	86,250	789	7,363	Business	Self-employed	13	Poor	0.559572	null	4	Bushland	WA	Falkland Islands (Malvinas)	null	0	High
58	Male	PhD	Single	64,942	722	22,407	Home	Self-employed	2	Good	0.180358	null	null	Romeromouth	IA	Costa Rica	null	2	Low
67	Female	PhD	Single	52,691	738	47,229	Home	Self-employed	5	Good	0.134383	20,344	1	North Timothy	VA	Somalia	3	1	High
68	Female	High School	Widowed	78,084	732	27,571	Business	Employed	1	Good	0.357717	251,103	1	Thomastown	MD	Poland	null	2	Medium
24	Non-binary	PhD	Widowed	68,503	null	null	Home	Employed	16	Good	0.176534	202,293	2	West Christine	NH	Bahrain	4	2	Low
21	Female	High School	Single	110,254	693	25,889	Auto	Unemployed	1	Good	0.276762	null	3	South Ellen	CA	Bouvet Island (Bouvetoya)	1	1	High
35	Non-binary	PhD	Married	60,888	692	42,226	Business	Unemployed	7	Good	0.420781	72,339	2	Martinezchester	ME	Netherlands Antilles	null	0	Medium
26	Female	Master's	Married	94,935	713	null	Home	Self-employed	18	Good	0.468267	null	1	Rodriguezstad	RI	Moldova	0	1	Low
28	Non-binary	High School	Married	23,051	654	7,591	Personal	Employed	10	Good	0.217295	73,937	3	Hernandezstad	ND	Malawi	3	0	Low
61	Female	PhD	Widowed	null	731	49,545	Personal	Unemployed	10	Poor	0.516316	205,749	null	East Stevenshire	VT	Gibraltar	2	0	Medium
38	Female	Bachelor's	Single	97,714	628	26,512	Business	Unemployed	17	Good	0.328369	284,790	0	North Rebeccamouth	GU	Tuvalu	2	2	Low
31	Female	Bachelor's	Divorced	96,948	752	26,715	Business	Unemployed	15	Fair	0.235819	70,372	0	East Annaland	CT	Monaco	3	0	Low
24	Male	PhD	Widowed	80,985	751	15,461	Business	Self-employed	16	Excellent	0.250012	133,124	3	Jonathonchester	GU	Angola	1	1	Low
26	Male	PhD	Single	51,533	705	36,686	Home	Employed	14	Excellent	0.45816	226,031	null	Bridgeshaven	KY	Jamaica	0	2	Low
34	Non-binary	PhD	Married	24,642	763	32,731	Auto	Unemployed	18	Fair	0.567336	null	3	New Thomaschester	IL	New Zealand	1	0	Low
34	Female	Master's	Single	111,257	749	32,811	Personal	Unemployed	15	Good	0.289293	248,767	1	Williamsborough	WV	Liechtenstein	null	1	Low
30	Non-binary	PhD	Divorced	102,168	625	9,344	Home	Employed	9	Fair	0.531782	125,632	4	Frankland	DC	Bolivia	2	2	Low
54	Non-binary	PhD	Divorced	119,591	754	8,347	Home	Unemployed	2	Fair	0.401616	94,916	0	Millerburgh	VI	Jordan	2	2	Medium
60	Male	PhD	Married	103,394	612	null	Business	Unemployed	14	Excellent	0.43391	null	3	Holtport	WY	Croatia	null	0	High
34	Female	PhD	Widowed	89,157	614	null	Personal	Employed	17	Poor	0.148447	null	3	Lake April	OH	Korea	3	0	Medium
48	Non-binary	Bachelor's	Married	110,060	724	20,641	Auto	Employed	17	Good	0.102355	72,033	1	North Gregoryborough	MO	Colombia	1	1	Medium
41	Female	Bachelor's	Divorced	62,500	655	22,152	Home	Unemployed	7	Excellent	0.142772	null	null	South William	TN	Botswana	3	0	Low
32	Non-binary	High School	Married	45,185	643	14,018	Business	Unemployed	0	Excellent	0.1065	90,166	2	North Diana	NC	Brunei Darussalam	3	1	Low
23	Male	PhD	Widowed	27,702	695	44,679	Home	Unemployed	19	Good	0.218637	241,256	1	Dillonburgh	HI	Vietnam	1	0	Low
29	Male	Bachelor's	Divorced	75,329	777	null	Auto	Unemployed	5	Poor	0.46998	63,575	1	Lake William	GU	Heard Island and McDonald Islands	1	0	Low
21	Non-binary	Bachelor's	Widowed	96,681	678	42,338	Auto	Self-employed	14	Poor	0.201964	92,416	0	West Ashley	NC	Gabon	4	2	Low
67	Female	PhD	Widowed	104,954	750	null	Personal	Unemployed	4	Fair	0.232508	null	4	West Anthonyburgh	HI	Korea	0	1	Low
37	Female	High School	Married	62,325	612	37,309	Personal	Unemployed	15	Excellent	0.252754	91,470	0	South Patrickborough	IN	Serbia	4	2	Low
20	Male	Bachelor's	Divorced	75,596	null	18,541	Personal	Self-employed	5	Fair	0.149633	null	0	Danielleshire	VA	Israel	4	2	High
54	Male	Bachelor's	Married	92,575	null	20,285	Business	Self-employed	13	Poor	0.20201	298,963	1	Port Dawn	LA	Tajikistan	0	1	Medium
67	Male	Bachelor's	Widowed	36,292	718	25,073	Personal	Employed	6	Poor	0.3789	95,428	4	Thomasfurt	FL	Anguilla	2	2	Low
43	Male	High School	Divorced	112,648	617	33,370	Auto	Employed	1	Good	0.375424	91,909	3	New Patricia	PA	Bahamas	0	1	Medium
46	Non-binary	PhD	Single	43,557	null	22,975	Auto	Employed	5	Poor	0.200239	237,460	4	Christopherfort	LA	Ukraine	3	2	Low
30	Female	Master's	Divorced	77,941	656	27,500	Personal	Self-employed	3	Excellent	0.418636	252,226	4	Brianview	OR	Cambodia	4	1	Low
27	Female	Bachelor's	Single	119,846	654	21,761	Home	Self-employed	18	Good	0.470425	null	3	Port Stevenshire	SC	United States of America	4	0	Low
51	Non-binary	Bachelor's	Single	50,473	668	null	Home	Self-employed	2	Poor	0.242114	145,875	3	Burkechester	PR	Martinique	0	2	Low

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