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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
30	Male	High School	Married	null	772	14,233	Business	Employed	19	Good	0.336508	null	4	West Jamieland	NJ	Nigeria	2	1	Low
38	Non-binary	High School	Divorced	44,265	642	47,814	Auto	Employed	18	Poor	0.20767	169,716	null	Port Raymondville	WI	Bolivia	4	0	Low
51	Male	Bachelor's	Divorced	35,303	625	29,845	Business	Unemployed	12	Good	0.426518	151,335	0	Adamsberg	OK	Belgium	1	0	Low
26	Female	High School	Married	104,610	null	null	Home	Self-employed	2	Good	0.530778	185,022	2	Lake Mathew	MH	Swaziland	4	0	Low
66	Non-binary	Bachelor's	Divorced	38,366	644	44,747	Home	Employed	12	Excellent	0.500038	284,421	4	Davilaside	NE	Western Sahara	4	1	Low
67	Non-binary	Master's	Divorced	64,885	750	23,309	Personal	Employed	11	Excellent	0.306007	250,134	0	Tammyland	GU	Finland	1	0	Low
56	Male	PhD	Single	115,808	770	35,604	Home	Employed	0	Good	0.113079	null	3	Port Martin	HI	San Marino	1	1	Medium
36	Non-binary	Bachelor's	Married	67,857	643	34,864	Personal	Employed	4	Fair	0.308459	192,399	null	East Williamview	IL	Croatia	3	1	Low
59	Male	High School	Divorced	105,907	791	5,414	Home	Self-employed	14	Fair	0.172182	23,587	1	Brownton	NJ	Malawi	4	2	High
42	Female	Master's	Married	20,014	675	28,613	Auto	Employed	8	Poor	0.102261	226,362	2	Lake Ashley	CT	Martinique	4	2	Medium
23	Non-binary	Bachelor's	Married	112,326	684	28,594	Business	Self-employed	13	Excellent	0.588638	248,557	4	West Jenniferhaven	NJ	Bulgaria	0	1	High
64	Male	PhD	Widowed	87,576	705	39,111	Business	Employed	1	Excellent	0.357227	225,156	2	Traceyshire	WI	Benin	3	1	Low
27	Non-binary	High School	Divorced	null	null	8,968	Personal	Unemployed	9	Excellent	0.574992	100,467	2	Reevesfurt	GA	Philippines	null	1	High
63	Female	PhD	Widowed	64,899	742	33,107	Auto	Self-employed	8	Good	0.536747	31,192	2	Nicholsfurt	AK	Congo	3	0	High
22	Non-binary	Bachelor's	Married	95,692	null	17,616	Home	Unemployed	19	Poor	0.589366	257,064	0	Caseyfort	IL	Bangladesh	3	0	Medium
47	Male	Bachelor's	Married	48,602	662	11,634	Auto	Unemployed	12	Fair	0.442061	198,616	2	Pattersonfurt	OK	Ethiopia	0	2	Low
34	Female	High School	Single	88,326	null	null	Personal	Unemployed	9	Poor	0.28168	249,721	1	Christopherton	OR	Falkland Islands (Malvinas)	0	2	Medium
54	Male	PhD	Married	93,709	738	31,937	Business	Unemployed	3	Good	0.269448	79,002	null	Smithton	CA	Montserrat	null	2	Medium
58	Male	Bachelor's	Married	null	785	11,082	Personal	Employed	10	Fair	0.360956	221,777	0	East Samuelberg	NE	Bahamas	1	2	Medium
40	Non-binary	PhD	Widowed	36,406	680	20,536	Business	Employed	6	Excellent	0.544007	178,910	3	East Dylan	AZ	Seychelles	1	2	Medium
64	Non-binary	Master's	Widowed	26,360	790	null	Personal	Employed	18	Excellent	0.203523	60,549	1	Wesleystad	IL	Philippines	2	2	Low
51	Non-binary	High School	Single	25,392	665	null	Business	Unemployed	16	Poor	0.384125	201,504	4	South Stevenhaven	AK	Uzbekistan	3	0	Low
21	Non-binary	PhD	Married	80,940	null	9,146	Business	Employed	1	Poor	0.16767	28,038	0	Clarkberg	KY	Portugal	2	1	Low
44	Male	High School	Divorced	53,071	615	41,877	Personal	Unemployed	14	Good	0.389713	122,475	1	Angelaland	KS	Panama	null	0	Low
45	Male	PhD	Divorced	40,143	null	33,677	Home	Employed	18	Good	0.287757	273,802	0	North Jesse	TN	Bulgaria	2	2	Low
41	Non-binary	Master's	Widowed	101,118	759	23,957	Personal	Self-employed	7	Excellent	0.397626	233,839	0	North Kathleen	UT	Ghana	2	0	Medium
49	Non-binary	Bachelor's	Married	32,874	684	20,964	Business	Employed	7	Excellent	0.346818	62,159	2	Port Courtney	KY	Togo	2	0	Medium
59	Male	High School	Single	40,115	659	35,091	Business	Unemployed	17	Fair	0.306078	245,165	4	Port Erinville	KY	Venezuela	1	1	Low
53	Female	Master's	Married	23,312	627	41,057	Business	Employed	7	Fair	0.296885	297,059	4	Kendramouth	KS	Honduras	4	1	Low
18	Male	Master's	Single	98,807	790	null	Auto	Employed	3	Poor	0.115559	88,510	3	West Danielfort	MS	Honduras	3	2	High
32	Male	Master's	Single	102,051	672	46,069	Business	Unemployed	2	Poor	0.353504	162,486	3	Port Michael	MI	Antigua and Barbuda	4	1	Low
31	Non-binary	PhD	Widowed	57,820	724	null	Home	Employed	3	Good	0.189446	null	3	New Michaelfurt	MO	Qatar	1	0	High
34	Male	Master's	Married	44,550	719	48,005	Auto	Self-employed	2	Poor	0.265468	269,450	null	Rodneyshire	DE	Cyprus	4	1	Low
23	Male	Master's	Single	75,043	720	28,990	Business	Self-employed	17	Good	0.348598	206,659	4	Gabrielleville	DC	Eritrea	4	2	Low
23	Non-binary	Master's	Divorced	81,407	759	null	Auto	Employed	7	Fair	0.242737	42,073	null	Tammyshire	MS	Bulgaria	null	0	Medium
32	Non-binary	Bachelor's	Widowed	24,909	624	9,350	Auto	Self-employed	13	Fair	0.576303	125,150	4	Barreraburgh	VT	Switzerland	0	0	Medium
45	Female	Master's	Married	34,735	718	40,625	Business	Employed	6	Poor	0.452229	124,950	2	Port Anthonyberg	MH	United States of America	3	0	Low
21	Female	Master's	Married	79,673	740	45,456	Home	Self-employed	8	Fair	0.300712	164,276	3	East Patricia	AL	Peru	2	0	Low
38	Non-binary	Bachelor's	Widowed	null	null	24,199	Business	Unemployed	10	Fair	0.395694	45,994	null	Danielsmouth	MI	Cook Islands	null	2	Low
21	Non-binary	PhD	Married	70,785	null	10,852	Home	Self-employed	6	Fair	0.520407	116,579	null	Lake Alexander	MD	Lesotho	null	2	Medium
29	Female	PhD	Divorced	71,330	null	36,000	Business	Self-employed	6	Excellent	0.219588	172,454	4	North Colinshire	VA	Armenia	3	0	Low
20	Male	High School	Single	42,211	null	23,616	Home	Employed	17	Excellent	0.545402	121,670	3	Frederickchester	MT	Samoa	0	1	Medium
42	Non-binary	Master's	Single	21,027	768	33,136	Auto	Unemployed	1	Good	0.586498	56,859	null	North Nicholeton	UT	Oman	4	1	Medium
67	Male	High School	Widowed	100,987	719	47,387	Auto	Unemployed	15	Poor	0.128706	null	2	Fitzgeraldchester	CA	Serbia	0	0	Medium
62	Non-binary	High School	Divorced	102,804	713	null	Business	Employed	14	Fair	0.214926	99,838	3	Gregoryton	DE	Portugal	3	2	Medium
51	Male	Master's	Widowed	33,068	693	25,704	Personal	Employed	16	Fair	0.455546	null	1	Wadestad	MD	Aruba	2	0	Medium
25	Female	PhD	Divorced	62,723	null	null	Personal	Unemployed	7	Fair	0.541666	null	4	Lake John	VT	Estonia	3	2	Low
42	Female	High School	Widowed	96,942	722	null	Business	Unemployed	13	Poor	0.237919	217,874	2	Lake Jacob	AS	Romania	1	0	Low
50	Non-binary	High School	Divorced	96,945	null	14,929	Business	Unemployed	12	Poor	0.260634	156,447	0	East Shannon	OH	Western Sahara	4	2	Low
58	Non-binary	Bachelor's	Divorced	51,408	709	44,727	Auto	Unemployed	6	Good	0.309423	85,638	1	Goodmanstad	GA	Cayman Islands	4	1	Medium
19	Non-binary	Bachelor's	Single	47,470	603	31,877	Business	Self-employed	16	Excellent	0.336858	28,478	0	West Daniellechester	KS	Niger	2	2	Low
36	Male	High School	Single	70,094	792	14,333	Personal	Self-employed	16	Poor	0.170348	151,296	3	Michaelport	WY	Tuvalu	3	2	Low
47	Non-binary	High School	Single	null	743	30,804	Personal	Employed	8	Poor	0.568848	null	2	Frederickfurt	AK	Benin	2	2	Low
31	Male	High School	Divorced	null	774	28,783	Auto	Self-employed	13	Poor	0.161172	232,811	4	South Robinburgh	WI	Thailand	1	2	Low
57	Female	High School	Single	58,769	680	null	Auto	Employed	7	Good	0.54604	23,611	2	Leonfurt	NJ	Netherlands	3	2	Low
69	Male	PhD	Widowed	53,712	604	40,803	Business	Unemployed	14	Good	0.373004	230,144	null	Christopherton	MH	Cayman Islands	4	2	High
51	Male	High School	Married	101,527	null	null	Business	Unemployed	5	Good	0.267483	293,553	2	North Marystad	NV	Slovenia	null	0	Low
61	Non-binary	Bachelor's	Married	50,269	659	null	Home	Self-employed	5	Good	0.501622	290,777	3	Hamiltonfort	IL	Indonesia	null	2	Medium
36	Non-binary	Bachelor's	Widowed	110,251	null	15,363	Personal	Unemployed	5	Good	0.337136	277,215	4	South Chadchester	DE	Iraq	3	2	Medium
50	Female	Bachelor's	Widowed	62,771	null	23,015	Home	Self-employed	8	Poor	0.249971	67,530	2	East Frank	SC	Gibraltar	3	2	Low
30	Male	Bachelor's	Married	39,352	778	49,273	Home	Self-employed	8	Poor	0.532257	246,875	2	New Kimberlytown	DE	Heard Island and McDonald Islands	1	2	Low
65	Non-binary	Master's	Married	65,640	null	44,268	Home	Self-employed	3	Poor	0.284632	292,197	4	Crystalland	VA	Japan	1	0	Medium
54	Non-binary	High School	Single	37,338	678	12,155	Home	Self-employed	17	Good	0.240201	183,963	3	Jennaburgh	PA	Ukraine	2	2	Low
25	Non-binary	High School	Divorced	97,080	640	23,774	Business	Employed	13	Good	0.398457	null	0	Dannystad	GA	Saint Barthelemy	4	2	Medium
42	Non-binary	High School	Married	110,721	743	30,526	Home	Employed	3	Good	0.47672	131,324	0	Mcintoshview	RI	Saint Martin	4	2	Medium
42	Non-binary	High School	Married	58,596	623	13,570	Personal	Self-employed	19	Good	0.412299	173,114	1	Brandonfort	GU	Syrian Arab Republic	4	0	Low
31	Male	Bachelor's	Divorced	36,490	615	13,642	Auto	Unemployed	12	Excellent	0.130697	175,375	2	Port Michael	HI	Liechtenstein	0	2	Low
34	Male	Bachelor's	Widowed	null	668	34,307	Business	Unemployed	3	Excellent	0.236092	null	3	South Shannonborough	WI	Palau	2	2	Medium
43	Female	Bachelor's	Married	83,805	656	17,591	Business	Self-employed	14	Excellent	0.312726	23,607	2	Lake John	PW	Malaysia	1	0	Low
36	Male	Bachelor's	Widowed	38,632	730	47,251	Home	Self-employed	0	Excellent	0.357435	93,310	1	Smithfurt	FM	Zimbabwe	4	0	Low
58	Female	PhD	Widowed	null	null	33,390	Auto	Self-employed	9	Poor	0.444809	29,041	null	East Ashleyburgh	ME	Comoros	2	1	Low
24	Male	PhD	Divorced	66,211	657	29,925	Home	Self-employed	5	Good	0.458209	255,127	3	Campbellfurt	AR	Iran	0	1	Low
69	Non-binary	Bachelor's	Widowed	47,312	728	15,339	Home	Self-employed	19	Fair	0.525206	156,919	4	Rosebury	GU	Morocco	1	1	Low
64	Male	High School	Divorced	96,868	614	24,678	Personal	Unemployed	12	Good	0.22915	277,128	1	West Michael	OH	Central African Republic	2	1	Low
30	Non-binary	PhD	Single	47,770	667	5,018	Home	Employed	19	Good	0.527274	149,091	1	New Madison	DC	Reunion	0	0	High
60	Male	High School	Single	26,659	766	17,719	Personal	Employed	18	Fair	0.195096	144,619	2	Port Evelynburgh	GA	Namibia	1	2	Low
37	Female	Master's	Widowed	108,216	754	26,274	Home	Unemployed	7	Fair	0.306919	85,326	2	West Alanview	MO	North Macedonia	4	1	Medium
40	Non-binary	High School	Widowed	null	753	41,362	Personal	Unemployed	13	Excellent	0.565051	76,364	2	East Andrewton	NE	Thailand	3	1	Low
48	Non-binary	High School	Divorced	75,517	null	49,143	Home	Unemployed	15	Excellent	0.231342	null	3	Chelseaberg	HI	French Southern Territories	null	2	Low
40	Female	Bachelor's	Divorced	44,514	606	38,849	Business	Unemployed	1	Good	0.513187	169,647	3	Joanport	ME	Bermuda	4	1	Low
36	Non-binary	Bachelor's	Single	56,818	721	null	Personal	Employed	3	Poor	0.317173	null	1	East Sara	NH	Honduras	2	1	Low
22	Female	Master's	Single	92,031	731	15,941	Personal	Self-employed	2	Poor	0.501035	182,953	3	Cameronstad	AL	Korea	4	1	Medium
34	Female	High School	Single	29,958	null	null	Auto	Self-employed	14	Excellent	0.571677	null	3	West Ryanchester	PW	Chile	1	2	Low
24	Female	Bachelor's	Widowed	48,941	662	26,677	Business	Unemployed	8	Fair	0.273983	252,729	2	Anthonymouth	CT	Thailand	null	0	Medium
42	Male	High School	Divorced	89,222	760	25,764	Business	Self-employed	19	Fair	0.426544	263,612	1	Burketown	SC	Panama	4	1	High
27	Male	Bachelor's	Widowed	107,663	771	20,856	Personal	Unemployed	18	Poor	0.554795	null	3	Smithmouth	CT	Turkey	0	1	Medium
32	Female	High School	Widowed	65,299	763	43,066	Auto	Employed	1	Excellent	0.458683	191,153	2	Goodland	CT	United States of America	4	1	Low
40	Non-binary	Master's	Divorced	58,176	663	30,519	Business	Employed	12	Good	0.206899	40,717	2	New Joshua	DC	Tuvalu	3	0	Medium
42	Non-binary	Master's	Married	31,240	686	19,947	Business	Self-employed	18	Good	0.124725	115,293	1	South Brandon	NV	Liberia	4	1	Low
43	Non-binary	Bachelor's	Widowed	85,519	720	28,118	Personal	Employed	1	Fair	0.161557	null	1	Huffmouth	ME	Algeria	0	1	Medium
60	Female	Bachelor's	Single	22,587	768	null	Home	Unemployed	14	Poor	0.36556	null	2	Brandonbury	MP	Lebanon	1	2	Medium
65	Non-binary	Master's	Divorced	109,557	650	null	Home	Unemployed	12	Fair	0.419731	33,338	2	East Anthonyton	CO	Montenegro	2	0	Low
69	Male	Master's	Widowed	90,135	null	null	Business	Employed	7	Excellent	0.252074	243,969	1	Janetbury	LA	Heard Island and McDonald Islands	3	1	Medium
29	Male	Bachelor's	Divorced	59,437	757	null	Business	Self-employed	6	Good	0.548039	173,278	null	Travismouth	PA	Vietnam	2	2	Medium
22	Male	PhD	Married	70,272	708	27,985	Personal	Unemployed	15	Excellent	0.434386	155,208	0	New David	AZ	French Polynesia	2	0	Low
66	Non-binary	Master's	Married	34,817	711	48,173	Business	Self-employed	17	Excellent	0.318323	38,647	4	Garzaberg	CT	Canada	1	2	Low
26	Non-binary	PhD	Divorced	36,219	760	17,565	Auto	Unemployed	13	Fair	0.347789	127,723	4	Mitchellfort	PW	Niue	1	2	Medium
28	Male	Bachelor's	Divorced	null	716	45,349	Auto	Unemployed	13	Good	0.493026	38,925	null	Allisonland	AL	Congo	1	1	Medium
21	Male	PhD	Single	78,353	606	41,236	Auto	Employed	11	Excellent	0.154024	null	1	North Michael	RI	India	4	2	Medium
54	Non-binary	Bachelor's	Widowed	null	768	15,533	Auto	Employed	11	Poor	0.299434	null	0	Holtmouth	UT	North Macedonia	3	2	Low

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