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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
33	Male	Master's	Single	72,330	689	45,564	Auto	Self-employed	0	Excellent	0.369985	293,696	2	New Elizabethhaven	AS	Dominica	null	0	Low
20	Non-binary	Bachelor's	Widowed	null	758	null	Home	Employed	11	Excellent	0.528578	114,822	4	Hickmanchester	SD	Swaziland	2	0	High
54	Non-binary	Bachelor's	Widowed	53,617	662	36,498	Home	Unemployed	9	Poor	0.422212	106,820	null	Myersborough	OH	Syrian Arab Republic	4	0	Medium
35	Non-binary	PhD	Single	110,312	614	null	Auto	Unemployed	16	Fair	0.345796	198,427	1	Lake Michaelstad	AR	Aruba	3	0	Medium
64	Non-binary	PhD	Married	25,272	710	25,841	Home	Unemployed	9	Fair	0.193066	null	null	Port Staceytown	AS	Guinea	0	0	Medium
36	Non-binary	PhD	Divorced	113,316	655	5,215	Business	Self-employed	7	Fair	0.534125	297,156	2	North Autumnville	WV	Martinique	0	0	Medium
27	Female	Bachelor's	Married	null	648	21,964	Home	Self-employed	17	Poor	0.105249	211,033	2	Port Charlesmouth	OR	Belarus	1	1	Medium
31	Non-binary	Master's	Married	51,174	767	19,429	Business	Employed	18	Excellent	0.550599	63,753	4	Richhaven	MH	Guinea	1	2	Low
44	Male	Master's	Widowed	85,481	604	null	Auto	Employed	16	Good	0.351704	141,582	3	New Kimberly	CO	Serbia	3	2	Medium
21	Female	High School	Married	87,388	734	21,872	Personal	Employed	15	Fair	0.13236	124,230	2	Joneschester	GA	Costa Rica	1	2	Low
29	Non-binary	PhD	Single	72,657	753	null	Auto	Unemployed	0	Poor	0.578481	155,213	0	North James	AS	Norfolk Island	0	1	Medium
60	Female	PhD	Single	null	707	20,804	Home	Self-employed	3	Fair	0.320827	93,662	0	North Wendybury	AL	Norfolk Island	3	1	Low
53	Non-binary	Bachelor's	Single	87,114	646	15,547	Home	Self-employed	7	Good	0.209742	153,909	0	Lake Michaelbury	MP	South Africa	2	0	Low
60	Female	Master's	Widowed	61,353	611	48,460	Home	Unemployed	15	Good	0.293928	122,903	4	Williamsview	VI	Denmark	3	2	Low
69	Male	PhD	Single	null	672	40,145	Business	Employed	7	Poor	0.10328	287,032	1	Murphyside	ND	Jordan	4	1	Low
29	Female	Master's	Divorced	null	759	11,965	Personal	Unemployed	8	Fair	0.393688	214,417	1	Erikbury	PR	Czech Republic	2	1	Low
59	Non-binary	PhD	Single	92,681	712	12,739	Auto	Self-employed	12	Good	0.500607	129,244	3	West Melissamouth	CO	Jersey	4	1	High
37	Male	Bachelor's	Divorced	47,482	604	null	Auto	Self-employed	3	Good	0.233257	87,381	4	Williamfurt	NV	Saint Martin	0	0	Medium
25	Female	Bachelor's	Single	111,997	631	null	Personal	Unemployed	8	Excellent	0.588535	175,703	2	Port Howardland	HI	Czech Republic	4	2	Low
66	Female	PhD	Divorced	null	622	null	Auto	Employed	10	Good	0.434673	59,055	0	South Jennifer	WY	Tokelau	null	2	Low
35	Male	Master's	Single	109,848	687	null	Home	Unemployed	4	Fair	0.412155	null	null	East Desiree	WA	Lesotho	4	0	Low
36	Non-binary	Bachelor's	Widowed	52,726	678	17,756	Home	Self-employed	15	Good	0.174965	175,090	3	South Kennethtown	AK	Argentina	3	2	Medium
24	Non-binary	High School	Widowed	50,312	736	40,207	Home	Self-employed	5	Excellent	0.184045	39,190	1	Port Randy	OR	Samoa	2	0	Low
19	Male	Bachelor's	Widowed	116,728	629	null	Home	Self-employed	12	Poor	0.48685	59,865	0	North Stanleyshire	WI	Morocco	1	1	Low
18	Female	PhD	Widowed	75,871	686	21,257	Business	Unemployed	3	Fair	0.46165	104,447	3	Leehaven	MH	Azerbaijan	2	0	Medium
28	Non-binary	High School	Married	69,665	739	21,190	Home	Unemployed	5	Excellent	0.594637	24,963	2	Cindyburgh	HI	Honduras	4	1	Low
49	Non-binary	PhD	Divorced	60,301	618	36,565	Home	Unemployed	1	Fair	0.541405	110,959	null	Port Susanview	FL	Bermuda	1	1	Low
39	Male	PhD	Widowed	91,250	709	9,937	Business	Unemployed	4	Poor	0.302238	68,879	3	Reneeburgh	PW	Denmark	0	0	Low
31	Non-binary	Bachelor's	Single	34,248	636	33,197	Home	Employed	19	Fair	0.219897	250,132	null	Port Tammy	WY	Tunisia	null	0	Low
57	Non-binary	PhD	Single	117,540	783	null	Auto	Employed	10	Good	0.381923	235,191	1	Bakerside	ME	Liechtenstein	2	0	Low
36	Male	PhD	Widowed	39,523	null	null	Home	Self-employed	2	Poor	0.508219	227,584	0	Patriciamouth	IN	Nicaragua	4	1	Low
22	Female	PhD	Divorced	94,310	642	26,306	Personal	Employed	12	Excellent	0.361913	null	0	Vasqueztown	WI	Senegal	1	1	Low
56	Female	PhD	Married	null	null	26,834	Personal	Self-employed	11	Poor	0.361272	101,132	1	Lake Michael	NM	Cape Verde	4	1	Low
31	Male	PhD	Widowed	71,591	null	42,596	Home	Unemployed	18	Fair	0.135342	157,066	null	Torresstad	MA	Samoa	0	2	High
46	Female	Master's	Single	24,934	736	null	Home	Unemployed	7	Poor	0.112571	null	null	East Melindamouth	KY	British Virgin Islands	null	0	Low
44	Female	High School	Single	38,936	null	41,743	Home	Employed	11	Good	0.17098	203,507	4	West Cynthiaburgh	AS	Argentina	2	2	High
52	Male	Master's	Divorced	77,943	615	10,747	Auto	Unemployed	12	Excellent	0.488454	null	4	Lake Elizabeth	NC	Finland	0	2	High
46	Female	Master's	Married	34,852	616	42,472	Home	Self-employed	10	Poor	0.509237	253,845	null	West Stephanie	OH	Equatorial Guinea	3	2	Medium
52	Non-binary	PhD	Single	60,794	null	null	Business	Self-employed	16	Good	0.353828	51,778	4	Jackview	NE	Heard Island and McDonald Islands	0	0	High
64	Non-binary	Bachelor's	Married	86,189	765	40,107	Auto	Employed	15	Fair	0.484823	281,216	3	Chentown	LA	Tunisia	4	1	Low
46	Female	Bachelor's	Divorced	112,556	792	8,390	Auto	Self-employed	6	Fair	0.462512	260,036	2	Chapmanside	VT	Haiti	4	2	Medium
34	Male	High School	Widowed	110,439	null	27,388	Home	Employed	12	Good	0.237029	117,620	1	Gabrielleshire	MT	Cameroon	4	1	Medium
38	Non-binary	PhD	Divorced	75,092	640	24,395	Home	Self-employed	7	Fair	0.335504	206,526	null	New Robertmouth	PA	Cook Islands	0	1	High
23	Female	Bachelor's	Single	null	762	9,548	Business	Unemployed	3	Excellent	0.162089	null	3	South Jason	DE	Cocos (Keeling) Islands	null	0	Low
56	Male	Master's	Divorced	37,705	732	null	Auto	Unemployed	14	Good	0.374342	115,883	3	Myershaven	NJ	San Marino	1	0	Low
43	Male	High School	Single	54,136	771	36,757	Personal	Unemployed	15	Poor	0.441685	247,651	3	South Thomas	MA	Trinidad and Tobago	0	1	Low
56	Non-binary	Bachelor's	Widowed	23,201	639	25,616	Auto	Employed	17	Good	0.274134	109,879	4	Lake Yvonne	LA	Andorra	3	1	Low
63	Female	Master's	Divorced	85,326	713	11,520	Home	Employed	11	Poor	0.44424	273,674	3	Annetteville	FL	Algeria	1	2	High
32	Female	High School	Divorced	null	null	null	Auto	Employed	11	Good	0.22383	null	3	Port Renee	CA	Burundi	1	2	Low
58	Male	PhD	Married	68,522	754	null	Home	Employed	3	Fair	0.461606	35,674	2	Lake Tyler	AK	Poland	3	0	Medium
60	Non-binary	High School	Widowed	21,663	623	11,968	Home	Employed	18	Fair	0.307284	62,386	null	East Alexander	TN	Falkland Islands (Malvinas)	2	1	Low
47	Non-binary	Bachelor's	Married	104,217	742	23,919	Auto	Employed	19	Good	0.447518	132,413	2	South John	TX	Lebanon	3	0	Low
26	Male	High School	Married	52,624	null	null	Home	Self-employed	17	Poor	0.210274	153,851	0	North Anna	ID	British Indian Ocean Territory (Chagos Archipelago)	4	0	Low
56	Male	High School	Widowed	46,898	742	6,688	Auto	Employed	15	Poor	0.319492	257,843	1	Williamstown	NY	Belize	1	1	Low
65	Female	Bachelor's	Widowed	112,511	631	18,115	Home	Self-employed	0	Poor	0.313468	121,211	1	Jacksonton	CO	Malaysia	null	1	Low
47	Male	PhD	Divorced	36,464	679	43,920	Personal	Employed	18	Poor	0.254976	276,382	3	Daviesview	AZ	Somalia	null	1	Medium
23	Female	PhD	Divorced	108,078	null	24,303	Home	Unemployed	3	Good	0.388756	130,601	2	South Melissa	RI	Guinea-Bissau	3	1	Low
27	Female	PhD	Married	55,571	626	44,467	Personal	Self-employed	3	Poor	0.216174	213,997	null	New Andrew	HI	Sierra Leone	2	0	Low
48	Male	High School	Widowed	43,268	798	26,617	Auto	Employed	15	Good	0.464649	191,919	2	Briggsmouth	SC	Korea	3	0	High
51	Non-binary	Bachelor's	Divorced	98,610	null	18,185	Auto	Self-employed	9	Excellent	0.479788	226,228	2	South Brian	TN	Cayman Islands	4	1	Low
43	Non-binary	Master's	Single	null	732	null	Business	Employed	6	Good	0.118536	20,685	null	Pattersonstad	AL	Senegal	4	0	Low
47	Non-binary	High School	Married	null	750	24,704	Home	Unemployed	5	Poor	0.364058	189,825	null	Stevensville	PR	Kuwait	1	1	Medium
32	Non-binary	High School	Divorced	92,177	613	null	Home	Unemployed	18	Good	0.24345	34,413	3	Whiteborough	TX	Tuvalu	3	2	Low
55	Male	Bachelor's	Divorced	81,915	799	8,101	Home	Unemployed	11	Fair	0.412017	null	2	Johnsonshire	OR	Ghana	3	1	Low
39	Non-binary	Master's	Divorced	63,560	700	null	Auto	Unemployed	10	Excellent	0.113726	121,253	null	Johnside	NH	Maldives	3	2	Low
47	Male	Bachelor's	Widowed	109,410	null	31,137	Home	Self-employed	4	Fair	0.225751	90,629	2	Port Melissa	PA	Turks and Caicos Islands	3	1	Medium
43	Female	PhD	Widowed	100,331	682	null	Business	Unemployed	5	Poor	0.396442	52,553	1	New Christopher	MT	Tokelau	1	2	Low
63	Male	High School	Single	null	768	12,775	Home	Employed	10	Poor	0.231237	41,015	null	Port Ashley	NJ	Malaysia	0	0	Medium
67	Female	High School	Single	109,102	730	44,974	Auto	Unemployed	19	Poor	0.49611	null	null	Lopezville	WI	Liechtenstein	1	2	Medium
48	Female	PhD	Divorced	56,451	620	31,745	Home	Employed	1	Poor	0.262546	null	1	Jocelynchester	MS	Indonesia	0	2	Low
60	Female	Master's	Divorced	23,830	null	null	Auto	Unemployed	6	Good	0.362483	190,045	1	Lake Stephaniemouth	NH	Northern Mariana Islands	2	1	Low
25	Male	PhD	Married	52,806	737	41,069	Personal	Self-employed	18	Fair	0.385529	33,365	4	Woodsborough	MN	Tuvalu	1	0	Low
22	Non-binary	Master's	Married	32,020	609	null	Business	Employed	9	Poor	0.55673	37,294	3	Durhamland	AK	Eritrea	4	1	Low
20	Non-binary	High School	Widowed	78,188	746	29,479	Auto	Self-employed	11	Fair	0.395053	273,033	1	Aliciahaven	MT	United Arab Emirates	2	1	Low
64	Male	Master's	Divorced	76,088	null	13,691	Personal	Unemployed	16	Fair	0.40263	68,365	4	Kellyview	WV	Azerbaijan	4	0	Low
41	Non-binary	High School	Single	32,675	null	33,880	Auto	Unemployed	16	Fair	0.328534	null	0	Brooksmouth	LA	Norfolk Island	4	2	Medium
61	Non-binary	Master's	Widowed	102,083	null	29,809	Personal	Self-employed	17	Good	0.360167	147,587	null	Glennfort	ME	Saint Martin	1	2	Medium
49	Male	Master's	Single	86,236	null	22,470	Business	Employed	3	Fair	0.129219	244,846	3	New Molly	TX	Benin	3	0	Low
31	Non-binary	Bachelor's	Married	108,294	null	46,369	Home	Employed	10	Fair	0.207144	null	3	Lauraside	SD	France	2	1	Low
33	Female	Bachelor's	Divorced	48,273	645	48,915	Business	Self-employed	15	Poor	0.282272	80,048	2	Maysberg	NY	Peru	null	1	Low
69	Male	Master's	Married	47,663	673	null	Business	Employed	4	Fair	0.290087	173,953	2	New Nicholas	MS	Gambia	4	1	Medium
31	Female	PhD	Widowed	107,091	null	null	Personal	Employed	18	Good	0.326299	270,891	0	East Daniel	AZ	Iraq	3	0	Medium
68	Male	Master's	Married	66,529	659	37,023	Business	Unemployed	11	Excellent	0.463246	240,320	0	Matthewchester	FL	Azerbaijan	1	1	Low
47	Non-binary	PhD	Divorced	104,619	663	23,798	Auto	Unemployed	16	Good	0.284076	232,903	1	Allenfort	FM	Ethiopia	2	2	Low
45	Female	PhD	Widowed	52,556	619	20,421	Business	Unemployed	15	Good	0.226848	295,553	4	East Nathan	MS	Somalia	3	0	Low
45	Male	Master's	Single	86,103	630	null	Personal	Self-employed	7	Good	0.518351	139,249	0	Adrianstad	OH	Ireland	0	2	Low
22	Female	Master's	Widowed	23,851	670	45,579	Home	Unemployed	6	Excellent	0.38194	null	null	West Scottmouth	MN	Pitcairn Islands	4	1	Low
18	Female	High School	Widowed	null	767	null	Business	Unemployed	9	Fair	0.279316	125,522	2	Yateston	MA	Vietnam	3	2	Low
26	Female	Master's	Single	86,345	737	32,436	Auto	Self-employed	11	Excellent	0.314689	234,889	0	Juliaberg	NC	Romania	3	1	High
62	Non-binary	Bachelor's	Single	79,921	null	17,758	Home	Employed	9	Good	0.224246	115,303	null	Port Cristianmouth	NY	Falkland Islands (Malvinas)	3	1	High
23	Non-binary	Bachelor's	Single	null	758	26,750	Personal	Unemployed	15	Poor	0.318855	264,543	1	Griffinborough	IN	Oman	null	1	Medium
68	Male	Master's	Divorced	92,780	null	14,123	Home	Unemployed	4	Good	0.315026	227,801	0	Port Timothy	GU	North Macedonia	3	2	Low
40	Non-binary	PhD	Divorced	63,188	676	32,493	Auto	Self-employed	9	Good	0.440938	62,519	3	Mullenview	NH	Greece	4	0	Low
30	Male	Bachelor's	Married	23,646	668	26,427	Home	Self-employed	6	Excellent	0.596794	118,526	2	West Raymondchester	OR	Ecuador	4	1	Low
25	Female	Bachelor's	Married	null	null	33,628	Business	Employed	4	Poor	0.24026	213,423	1	New Brenda	MO	Mozambique	4	1	Medium
40	Non-binary	PhD	Divorced	54,528	null	33,545	Business	Employed	9	Excellent	0.209617	115,332	0	New Toni	AZ	Guadeloupe	null	1	Low
25	Female	PhD	Divorced	26,218	null	20,787	Business	Unemployed	15	Excellent	0.112758	40,990	1	Hollyport	RI	Turkmenistan	0	2	Low
40	Male	PhD	Widowed	58,046	653	20,601	Auto	Self-employed	17	Poor	0.129046	null	2	Port Kenneth	WV	Lao People's Democratic Republic	0	0	Low
56	Female	PhD	Married	73,233	727	11,863	Business	Employed	17	Good	0.337169	70,138	0	Lake Maria	MA	Saint Kitts and Nevis	3	1	Low
33	Male	Bachelor's	Widowed	null	730	17,190	Business	Self-employed	12	Excellent	0.163787	186,154	2	Danielstad	CT	Israel	2	1	Medium

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