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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
58	Male	Bachelor's	Married	107,097	null	39,649	Home	Unemployed	11	Fair	0.575776	252,106	4	West Tammyfurt	IN	Gibraltar	1	2	Medium
63	Non-binary	PhD	Widowed	115,321	629	17,653	Business	Unemployed	19	Excellent	0.532946	null	4	Garciaport	NC	Isle of Man	null	1	High
23	Male	High School	Divorced	40,156	null	null	Personal	Unemployed	7	Poor	0.237486	null	3	Pagefurt	MD	Indonesia	1	2	Low
62	Female	PhD	Divorced	105,172	740	41,574	Personal	Employed	19	Poor	0.592851	95,611	3	Foleymouth	MT	Jordan	2	1	Low
36	Female	Bachelor's	Single	109,100	631	10,105	Business	Self-employed	16	Fair	0.50183	147,397	0	New Dianeland	AK	Italy	null	1	Medium
42	Male	PhD	Divorced	71,116	null	35,245	Auto	Unemployed	0	Excellent	0.478993	177,479	3	East Samantha	AL	Kuwait	0	0	Low
36	Non-binary	High School	Single	70,840	722	41,018	Personal	Self-employed	10	Fair	0.570986	71,521	4	Port Cynthiastad	DC	Uruguay	1	1	Low
30	Non-binary	Master's	Widowed	null	649	null	Home	Employed	13	Excellent	0.354669	null	4	Port Jacobmouth	NY	Burundi	1	1	High
58	Female	Master's	Single	93,524	621	23,405	Business	Self-employed	14	Poor	0.580546	115,320	null	North Davidhaven	NM	France	0	0	High
27	Female	Bachelor's	Widowed	70,697	721	22,622	Personal	Unemployed	6	Excellent	0.252203	132,445	2	Alexandraside	MH	Bahamas	0	1	Medium
56	Male	High School	Divorced	null	779	6,819	Auto	Employed	6	Good	0.5494	140,140	2	Gonzalezland	CA	Central African Republic	0	2	High
41	Male	Bachelor's	Single	null	756	13,038	Personal	Self-employed	15	Poor	0.119034	null	3	South Rachelside	AK	Guyana	1	1	High
23	Male	High School	Married	70,604	615	23,134	Home	Employed	3	Good	0.381272	40,636	2	Port Jillian	UT	Micronesia	0	0	Low
50	Male	Bachelor's	Single	32,651	617	8,910	Personal	Self-employed	2	Good	0.487946	62,243	2	North James	OH	Qatar	4	1	High
62	Male	High School	Widowed	40,615	731	5,540	Auto	Employed	12	Fair	0.512724	184,809	3	Jillton	VA	Palestinian Territory	4	1	Low
24	Male	High School	Divorced	97,608	651	13,318	Auto	Unemployed	8	Poor	0.388397	85,841	1	Hodgeside	PA	Greece	null	1	Low
20	Non-binary	Bachelor's	Widowed	null	780	35,101	Home	Employed	0	Fair	0.361528	271,724	0	North Debra	OK	Tuvalu	null	1	Medium
51	Male	Bachelor's	Married	null	732	null	Auto	Unemployed	19	Excellent	0.178757	161,422	null	North Jesse	MD	Czech Republic	null	2	High
58	Non-binary	High School	Single	73,079	625	45,869	Personal	Unemployed	6	Excellent	0.519432	111,498	1	Johnsonmouth	VA	Uruguay	4	0	Low
32	Non-binary	High School	Married	113,621	684	29,988	Personal	Employed	4	Fair	0.207876	110,022	3	Morganland	NY	Yemen	1	2	Medium
21	Male	Bachelor's	Married	40,547	730	48,524	Business	Self-employed	15	Good	0.444251	195,974	3	Lake Phillipport	MH	Algeria	1	2	Low
42	Non-binary	High School	Single	null	694	48,551	Personal	Employed	1	Excellent	0.563146	260,763	3	Mannmouth	IA	Malaysia	2	2	Low
19	Male	PhD	Married	90,683	null	28,885	Auto	Unemployed	0	Poor	0.467426	45,037	2	Lake Amberburgh	MD	Trinidad and Tobago	4	1	Low
31	Non-binary	Master's	Divorced	61,603	661	27,804	Auto	Self-employed	9	Good	0.330354	null	2	East Jenniferfort	MH	Slovakia (Slovak Republic)	2	2	Medium
30	Non-binary	High School	Widowed	24,629	647	11,045	Business	Employed	7	Excellent	0.109682	264,339	3	Jonesstad	NH	Central African Republic	3	0	Low
18	Male	Bachelor's	Widowed	25,605	751	14,785	Auto	Unemployed	17	Fair	0.339947	285,745	3	Samanthastad	MI	Congo	1	1	High
40	Male	PhD	Widowed	24,789	693	33,765	Home	Employed	1	Good	0.115423	223,747	3	West Lindafort	ND	Croatia	4	2	Low
53	Non-binary	PhD	Married	43,116	707	29,988	Business	Self-employed	2	Good	0.334572	266,375	2	East Carriefort	VI	Iraq	3	0	Low
45	Non-binary	High School	Widowed	112,529	737	26,488	Personal	Unemployed	7	Fair	0.371807	105,909	null	South Keith	ME	Jersey	2	0	Low
62	Male	High School	Married	null	623	35,989	Personal	Self-employed	17	Poor	0.170022	128,596	0	Jacobsview	NV	French Polynesia	null	1	Medium
33	Female	Master's	Widowed	93,404	769	45,080	Business	Employed	7	Good	0.253384	160,719	4	South Christopher	MP	Syrian Arab Republic	1	2	Low
66	Non-binary	High School	Married	95,724	782	49,400	Business	Self-employed	7	Good	0.419305	239,713	null	Martinshire	WV	Australia	null	1	Medium
39	Male	PhD	Married	76,042	null	30,223	Auto	Self-employed	8	Fair	0.281038	34,017	4	Kathryntown	SC	Monaco	0	0	Medium
30	Non-binary	PhD	Single	96,970	789	null	Business	Unemployed	19	Fair	0.219125	210,277	0	New Wesleyside	TX	Ukraine	0	1	Low
29	Male	High School	Widowed	null	613	49,538	Business	Self-employed	14	Excellent	0.493942	106,635	4	Port Shawnstad	WY	Romania	1	0	Low
22	Non-binary	Master's	Divorced	null	739	18,153	Home	Unemployed	12	Excellent	0.132713	null	null	North Aprilfurt	NM	Argentina	null	0	Low
18	Non-binary	Bachelor's	Married	36,756	608	13,957	Personal	Unemployed	0	Fair	0.154814	245,075	4	Port Jessica	FL	Tanzania	2	1	High
49	Female	High School	Widowed	null	689	36,171	Business	Unemployed	18	Poor	0.112142	238,206	4	Michellechester	UT	Nicaragua	4	2	Medium
60	Male	Master's	Single	null	793	39,283	Business	Self-employed	18	Poor	0.313044	159,246	3	Lake Rebeccashire	MP	Bulgaria	2	1	High
60	Female	High School	Married	118,818	657	26,277	Business	Self-employed	9	Excellent	0.240222	20,179	1	Clarkton	MN	Moldova	0	0	Low
60	Male	Master's	Single	94,861	787	11,094	Home	Self-employed	2	Excellent	0.235678	104,524	2	New Brandonport	SC	Seychelles	4	1	Low
42	Female	Master's	Married	119,242	704	9,403	Personal	Self-employed	13	Poor	0.215705	39,226	2	Frazierfort	CT	Tunisia	null	0	Low
66	Male	Master's	Widowed	79,314	677	null	Home	Unemployed	9	Poor	0.1326	186,336	0	South Christineport	NE	India	2	2	Low
54	Non-binary	PhD	Widowed	26,185	704	null	Auto	Self-employed	13	Excellent	0.230446	108,799	1	Christinaberg	MH	Moldova	0	0	Medium
58	Male	Bachelor's	Widowed	24,210	681	14,227	Business	Unemployed	2	Fair	0.594975	249,329	0	Brettland	MD	Saint Pierre and Miquelon	1	1	Medium
39	Non-binary	High School	Single	78,841	665	30,012	Business	Unemployed	10	Fair	0.504004	223,191	3	South Emilybury	OK	Greece	0	0	Low
18	Female	Bachelor's	Single	117,270	639	12,351	Business	Self-employed	1	Poor	0.165457	186,272	4	Donaldville	HI	Egypt	3	2	Medium
39	Non-binary	Bachelor's	Married	78,168	700	20,173	Home	Self-employed	5	Excellent	0.41178	67,339	1	West James	NE	Saint Barthelemy	0	1	Low
40	Female	Master's	Divorced	41,323	627	45,691	Personal	Unemployed	17	Good	0.325915	272,492	3	Lake John	NV	Christmas Island	3	1	Medium
59	Male	PhD	Married	41,164	null	18,142	Home	Employed	17	Excellent	0.164668	108,611	2	Cherylborough	IA	Mongolia	3	1	Medium
67	Non-binary	Master's	Widowed	89,519	634	null	Business	Self-employed	0	Fair	0.414346	47,305	4	Lake Richardmouth	LA	Trinidad and Tobago	0	2	Medium
23	Male	Bachelor's	Married	86,097	null	8,353	Home	Self-employed	19	Poor	0.103276	123,570	1	Mendeztown	CO	Guinea-Bissau	2	2	Medium
60	Non-binary	Bachelor's	Divorced	88,197	651	12,371	Personal	Employed	9	Poor	0.173459	212,217	2	Lake Heatherstad	OR	Slovakia (Slovak Republic)	4	2	Medium
31	Non-binary	PhD	Single	null	714	39,716	Business	Unemployed	17	Excellent	0.451602	71,810	2	Lake Todd	IN	British Indian Ocean Territory (Chagos Archipelago)	3	0	High
26	Female	Master's	Widowed	103,481	747	28,878	Home	Self-employed	2	Good	0.345698	40,295	2	East Kimberly	NH	Lesotho	4	1	Low
43	Male	Master's	Divorced	80,914	781	null	Auto	Employed	15	Fair	0.595792	233,489	3	Lake Victoriashire	WA	Mauritania	1	2	Medium
31	Non-binary	Master's	Single	49,461	666	null	Personal	Employed	0	Excellent	0.211203	262,098	1	Cardenasstad	WA	Macao	4	1	Medium
52	Female	Bachelor's	Single	49,080	644	null	Business	Self-employed	15	Good	0.41383	218,987	3	Kevinborough	PR	Turkey	0	0	Medium
68	Female	PhD	Widowed	67,324	729	null	Personal	Unemployed	19	Poor	0.289103	null	null	New Rachel	CT	Greece	1	1	High
22	Male	Master's	Widowed	61,745	null	12,254	Business	Unemployed	16	Good	0.351466	null	4	New Emily	MI	Armenia	2	0	Low
28	Non-binary	PhD	Divorced	27,585	null	5,748	Home	Unemployed	12	Fair	0.484705	null	null	Thomasburgh	MT	Comoros	4	1	Medium
68	Non-binary	High School	Divorced	115,278	689	49,869	Home	Self-employed	5	Fair	0.583172	null	4	Lake Sara	UT	Cayman Islands	3	2	Low
40	Female	PhD	Divorced	72,513	714	6,759	Personal	Unemployed	14	Good	0.265186	196,620	3	Haysfort	SC	Saint Martin	4	0	Medium
18	Non-binary	Master's	Divorced	null	null	32,113	Home	Employed	2	Excellent	0.159634	50,047	3	Joneshaven	MN	Kuwait	2	1	Medium
43	Non-binary	Bachelor's	Married	118,162	684	20,698	Personal	Unemployed	2	Poor	0.319344	283,288	3	Christopherhaven	FM	Slovenia	2	1	High
20	Female	Master's	Single	76,188	689	17,041	Home	Self-employed	4	Good	0.4193	267,248	1	West Logantown	KY	Guernsey	4	0	Medium
27	Female	PhD	Single	60,670	null	14,476	Auto	Self-employed	14	Good	0.272946	139,802	4	Housestad	WI	Central African Republic	null	0	Low
32	Female	High School	Widowed	97,982	600	18,354	Home	Employed	15	Good	0.463178	212,475	2	Lake Megan	LA	Gibraltar	4	1	Low
37	Female	PhD	Divorced	20,737	631	34,576	Home	Unemployed	11	Fair	0.509583	282,015	null	Robertmouth	DC	Heard Island and McDonald Islands	null	1	Low
64	Non-binary	Bachelor's	Single	86,612	627	30,674	Personal	Employed	7	Good	0.364857	58,414	0	Lake Patrickburgh	RI	Barbados	1	0	Low
32	Female	Master's	Married	59,882	603	42,289	Auto	Self-employed	11	Excellent	0.387331	189,326	null	West Christina	IA	Kuwait	0	1	High
35	Non-binary	PhD	Widowed	null	null	21,611	Auto	Employed	7	Poor	0.445886	189,826	1	Kellyhaven	IN	Egypt	3	2	Low
52	Non-binary	PhD	Divorced	77,655	null	35,915	Auto	Self-employed	5	Poor	0.128999	61,865	4	Murphyshire	VI	Chile	0	0	Medium
55	Male	PhD	Widowed	null	764	14,644	Auto	Unemployed	10	Good	0.588743	181,597	2	North Joshuaville	AL	Korea	0	1	Low
52	Non-binary	High School	Divorced	null	609	35,571	Personal	Employed	0	Fair	0.507627	null	4	Jennifermouth	ME	Uruguay	1	0	Medium
21	Male	PhD	Divorced	75,723	785	45,014	Personal	Employed	13	Excellent	0.585027	179,370	4	West Lindsayview	ME	Denmark	4	1	Low
36	Non-binary	Master's	Single	null	750	26,223	Personal	Self-employed	15	Excellent	0.501244	120,727	1	Bushtown	ME	Palau	0	1	High
45	Non-binary	High School	Married	100,298	727	13,498	Home	Employed	6	Excellent	0.28798	233,180	1	New Sharon	WV	Guyana	1	1	Low
18	Female	Master's	Married	45,187	626	35,335	Business	Self-employed	6	Excellent	0.348504	96,908	4	Port Antonio	WY	Brazil	null	0	Medium
26	Non-binary	Bachelor's	Married	62,980	748	45,182	Home	Employed	0	Fair	0.467913	67,054	2	West Zacharyside	WI	Armenia	4	0	Medium
64	Male	Master's	Married	null	693	36,149	Business	Self-employed	9	Poor	0.438482	80,983	2	South Margaretfurt	KS	Saint Lucia	null	1	Low
62	Female	Bachelor's	Married	71,962	757	16,638	Auto	Unemployed	11	Good	0.175018	170,109	4	New Devin	AL	Greenland	null	0	Low
69	Female	PhD	Divorced	65,852	null	12,464	Personal	Self-employed	8	Excellent	0.559699	90,206	2	East Holly	KS	Cocos (Keeling) Islands	null	2	Low
69	Non-binary	Master's	Widowed	92,847	780	11,282	Auto	Employed	11	Fair	0.191003	169,153	3	Port Karen	GA	Singapore	2	1	Low
25	Non-binary	Bachelor's	Single	39,178	738	29,647	Business	Employed	5	Excellent	0.378047	null	4	Port Martin	KY	Micronesia	4	2	Low
46	Female	High School	Widowed	49,202	654	null	Home	Self-employed	1	Good	0.218949	146,063	0	Deannaborough	AS	United States Virgin Islands	null	2	Low
46	Non-binary	PhD	Divorced	74,470	null	null	Auto	Employed	1	Poor	0.162039	165,039	0	Garciaville	IN	Netherlands	1	2	High
32	Female	Master's	Single	78,144	740	11,493	Business	Unemployed	13	Excellent	0.5568	275,191	4	Josephland	MP	Indonesia	2	0	Low
61	Male	PhD	Widowed	52,046	630	44,826	Home	Employed	15	Poor	0.546652	36,978	null	Lake Chris	MT	North Macedonia	2	2	Low
44	Non-binary	Bachelor's	Single	68,526	774	7,705	Auto	Self-employed	16	Good	0.228674	63,016	null	Jameschester	NE	Djibouti	3	0	Medium
67	Female	PhD	Divorced	73,730	771	15,128	Home	Self-employed	6	Good	0.464275	182,617	0	Meganmouth	MP	Norway	0	1	Medium
22	Male	High School	Widowed	75,701	708	27,099	Personal	Employed	17	Good	0.341944	null	3	Port Monicafort	DC	Niger	null	1	Low
51	Female	PhD	Divorced	119,489	641	11,679	Home	Self-employed	10	Fair	0.543266	125,194	1	North Jennifer	PR	New Zealand	0	0	Low
41	Non-binary	Master's	Single	89,050	790	null	Business	Employed	8	Fair	0.575069	285,153	3	Lake Maryburgh	IL	Japan	1	2	Medium
53	Male	High School	Divorced	101,550	676	5,275	Personal	Unemployed	2	Fair	0.454924	52,688	4	South Janet	MN	Antigua and Barbuda	4	1	Medium
26	Male	High School	Widowed	null	null	18,068	Auto	Unemployed	19	Fair	0.352669	254,472	4	Richland	NH	Latvia	1	1	Medium
54	Male	PhD	Widowed	117,294	630	null	Personal	Self-employed	1	Excellent	0.56404	185,713	null	East Sabrina	VT	Sao Tome and Principe	3	0	Low
68	Non-binary	PhD	Single	52,175	784	31,360	Business	Employed	15	Fair	0.550991	62,069	4	West Andrewland	MP	Lesotho	null	1	Medium
58	Non-binary	High School	Widowed	null	720	7,640	Auto	Unemployed	7	Poor	0.244305	134,053	0	East Joseph	IN	Lesotho	3	2	High
23	Non-binary	High School	Divorced	57,880	643	27,043	Home	Self-employed	2	Good	0.340488	291,559	4	East Ashley	MT	Aruba	2	1	Medium

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