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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
59	Non-binary	Bachelor's	Divorced	null	787	42,146	Home	Self-employed	5	Good	0.265109	177,974	1	New Samantha	MS	Czech Republic	1	1	Low
40	Female	Bachelor's	Widowed	106,388	737	9,556	Auto	Self-employed	18	Excellent	0.555997	210,330	1	Davidmouth	IN	Turks and Caicos Islands	1	0	Low
34	Female	High School	Single	116,755	761	null	Auto	Employed	5	Poor	0.13434	56,977	2	Port Renee	CA	Christmas Island	2	2	Medium
27	Male	PhD	Divorced	66,350	null	9,110	Home	Self-employed	1	Excellent	0.408897	244,773	3	Bryanside	NE	Bangladesh	2	1	Low
58	Non-binary	High School	Single	109,934	793	32,385	Personal	Self-employed	8	Good	0.17033	144,707	3	Masonview	IL	Burkina Faso	3	0	Low
44	Male	Master's	Divorced	null	663	null	Personal	Unemployed	2	Excellent	0.17116	168,370	1	Bergside	PW	Gibraltar	0	2	Low
36	Non-binary	High School	Single	84,264	692	5,412	Business	Employed	2	Good	0.130188	278,140	3	East Josephhaven	MO	Malawi	1	0	Low
67	Male	Bachelor's	Single	22,093	696	12,166	Home	Employed	13	Fair	0.211451	26,942	1	Courtneyton	AL	Anguilla	3	2	Low
53	Female	High School	Widowed	43,148	654	null	Home	Self-employed	15	Fair	0.236373	96,792	2	Port Michaelburgh	HI	Martinique	2	0	Medium
34	Male	PhD	Widowed	93,694	711	30,914	Business	Employed	18	Poor	0.52715	111,321	2	Christinefort	PR	Seychelles	1	1	Medium
58	Male	High School	Married	101,863	null	null	Auto	Employed	5	Good	0.57848	null	1	Daltonstad	MT	Azerbaijan	3	1	Medium
64	Non-binary	Master's	Single	107,688	782	40,832	Personal	Unemployed	18	Poor	0.399191	288,326	1	Lake Derrick	CA	Greece	4	0	Low
56	Female	PhD	Widowed	null	647	23,376	Home	Employed	16	Excellent	0.367534	27,542	3	Port Cheryl	AZ	Equatorial Guinea	0	2	Low
59	Male	Master's	Divorced	54,880	637	18,120	Home	Unemployed	10	Good	0.560146	222,081	2	Port Michael	CO	Italy	null	1	Low
64	Male	High School	Single	114,478	694	28,118	Auto	Unemployed	3	Poor	0.49459	245,761	null	Port Jeffrey	OH	Liechtenstein	null	0	Low
56	Non-binary	High School	Divorced	94,990	777	11,772	Home	Unemployed	3	Excellent	0.544367	39,947	0	Hullchester	MS	Australia	null	2	Low
35	Non-binary	Master's	Married	70,460	750	28,696	Home	Unemployed	1	Poor	0.536319	95,241	2	Pattonside	NV	Norway	0	0	Low
41	Male	High School	Married	49,533	null	null	Home	Unemployed	4	Good	0.495822	137,463	1	Griffinhaven	VI	Angola	2	0	Low
51	Male	Master's	Divorced	89,498	637	36,076	Business	Employed	18	Excellent	0.232221	232,406	4	Santoschester	PA	Comoros	0	2	Medium
51	Non-binary	Bachelor's	Single	93,965	661	null	Business	Employed	19	Good	0.482076	245,002	4	West Brandon	TX	Kyrgyz Republic	3	0	High
30	Female	PhD	Divorced	null	646	null	Auto	Employed	3	Excellent	0.551101	108,863	4	West Shane	TN	Cote d'Ivoire	2	1	Low
25	Non-binary	High School	Married	74,664	667	35,671	Auto	Employed	19	Fair	0.328659	184,005	1	West Joseph	NC	South Georgia and the South Sandwich Islands	2	1	High
61	Male	Bachelor's	Divorced	83,090	689	null	Home	Self-employed	4	Excellent	0.390073	178,288	4	Bartonmouth	OH	Portugal	4	1	Low
65	Non-binary	Master's	Divorced	null	724	null	Home	Unemployed	2	Good	0.165184	284,061	1	Lowemouth	NH	Japan	2	1	Low
18	Female	High School	Married	88,617	700	null	Personal	Employed	8	Good	0.539668	210,042	0	New Williamside	MH	British Indian Ocean Territory (Chagos Archipelago)	4	0	Low
37	Female	High School	Widowed	51,979	null	null	Home	Employed	2	Fair	0.271581	197,984	null	South Kevin	MH	France	4	0	High
43	Female	Master's	Divorced	115,129	700	null	Home	Employed	4	Fair	0.384255	null	null	West Rita	WY	Peru	2	2	Medium
31	Female	High School	Divorced	54,798	729	20,372	Home	Employed	10	Fair	0.351254	168,363	null	Lake Benjaminbury	WV	Tokelau	4	1	Medium
31	Female	Master's	Single	77,477	752	44,489	Home	Employed	6	Excellent	0.509602	62,924	1	West Marcus	MO	Antarctica (the territory South of 60 deg S)	0	1	Medium
46	Male	Master's	Married	82,002	789	31,194	Auto	Unemployed	16	Excellent	0.221953	214,030	1	New Wesleychester	MP	Croatia	3	2	Low
42	Male	Bachelor's	Widowed	47,273	718	21,149	Personal	Employed	11	Fair	0.498021	131,804	3	Wilsonfurt	SC	New Caledonia	null	2	Low
18	Male	PhD	Divorced	25,717	721	24,109	Auto	Self-employed	12	Fair	0.533062	229,996	2	West Stephaniebury	MH	Russian Federation	0	2	Low
28	Male	High School	Married	null	701	37,637	Business	Self-employed	5	Excellent	0.245098	null	0	Diazberg	CO	Venezuela	3	1	Low
42	Non-binary	High School	Divorced	36,285	701	null	Home	Employed	18	Poor	0.552389	287,878	0	Wrighttown	MD	Guadeloupe	2	0	Low
35	Male	High School	Widowed	103,275	null	35,534	Auto	Unemployed	7	Fair	0.491489	51,068	3	Andersonland	MI	Uruguay	2	2	Medium
65	Male	PhD	Married	38,839	625	null	Personal	Self-employed	9	Poor	0.411032	255,307	4	Jasonborough	KS	Slovenia	2	1	Low
36	Non-binary	High School	Single	38,313	703	49,628	Business	Employed	2	Excellent	0.528609	154,234	2	Lake Frankfurt	VA	Israel	2	2	Medium
52	Male	Master's	Single	42,412	683	38,946	Auto	Self-employed	8	Good	0.391508	50,202	1	New Mariahaven	AR	Saint Pierre and Miquelon	null	0	High
54	Female	Master's	Divorced	92,053	724	44,847	Business	Unemployed	19	Poor	0.480894	254,938	0	Murrayborough	OK	Lebanon	4	2	High
21	Male	High School	Widowed	114,535	682	13,483	Business	Unemployed	11	Good	0.470277	27,405	2	New Lucashaven	MS	Hungary	2	1	Medium
60	Female	High School	Married	80,285	613	17,764	Home	Employed	1	Excellent	0.245459	47,265	4	Leeville	AK	Martinique	null	1	Low
20	Non-binary	Bachelor's	Married	25,305	623	7,367	Business	Unemployed	19	Poor	0.480303	null	0	Port Jennifer	OH	Norway	4	0	Low
18	Female	High School	Divorced	84,875	626	44,659	Personal	Self-employed	8	Excellent	0.436688	null	null	Schmittburgh	MH	Russian Federation	null	1	Medium
60	Non-binary	Master's	Divorced	61,730	700	null	Personal	Unemployed	12	Good	0.236266	null	4	Ericafurt	SD	Turkey	0	1	Low
46	Male	Master's	Married	95,730	792	null	Auto	Unemployed	10	Fair	0.133008	70,545	1	Lake Ryan	MI	Yemen	2	2	Medium
34	Non-binary	High School	Divorced	39,689	676	null	Business	Self-employed	1	Fair	0.12678	155,868	3	Michaelton	AL	Portugal	0	1	Medium
32	Non-binary	PhD	Single	68,737	null	30,977	Business	Employed	17	Excellent	0.122306	247,901	3	Pamelaton	NH	Micronesia	1	1	Low
51	Male	High School	Married	null	null	38,923	Auto	Unemployed	6	Poor	0.101034	149,690	4	New John	RI	United States Minor Outlying Islands	0	0	Low
43	Female	Master's	Married	null	692	28,165	Home	Employed	1	Fair	0.410499	215,561	2	East Rachelmouth	OR	Denmark	1	2	Medium
55	Non-binary	Bachelor's	Single	93,502	687	12,530	Personal	Employed	14	Poor	0.459326	null	3	East Natalieborough	NY	Korea	0	2	Low
64	Male	PhD	Widowed	99,455	741	16,999	Home	Employed	19	Poor	0.5791	260,021	4	South Jennifer	MI	Dominica	1	1	Low
36	Male	Bachelor's	Married	null	687	null	Auto	Self-employed	8	Excellent	0.310946	207,144	2	North Kenneth	IA	Greenland	null	1	Low
40	Non-binary	Bachelor's	Widowed	23,646	787	37,122	Business	Self-employed	7	Excellent	0.105555	null	0	New James	KS	Ukraine	3	0	Low
39	Female	PhD	Single	80,955	null	30,989	Personal	Self-employed	3	Fair	0.194521	70,088	null	North Amyport	AK	Canada	null	2	Low
68	Female	Bachelor's	Widowed	62,517	677	null	Business	Self-employed	3	Fair	0.141491	230,156	3	Port Elizabethshire	MI	Saint Barthelemy	1	2	Low
58	Female	Bachelor's	Divorced	107,893	602	34,232	Business	Employed	15	Excellent	0.323644	164,896	2	Fieldsberg	OR	North Macedonia	0	0	Low
52	Male	PhD	Single	49,778	716	35,780	Home	Self-employed	17	Excellent	0.273539	61,364	null	New Alex	WV	Kazakhstan	3	2	Low
37	Male	Master's	Divorced	35,007	null	16,351	Home	Self-employed	16	Excellent	0.291101	103,956	null	West Alexander	NV	Azerbaijan	1	2	Medium
29	Non-binary	Master's	Divorced	29,457	724	25,313	Business	Employed	8	Good	0.363436	288,690	null	Franklinhaven	GU	Norway	0	1	Low
41	Non-binary	Master's	Married	22,684	null	42,707	Auto	Unemployed	9	Excellent	0.313582	271,379	3	New Jonathan	PR	Netherlands	1	2	High
19	Non-binary	Master's	Married	null	792	6,259	Business	Employed	17	Poor	0.557752	175,532	null	Taraborough	AR	Bouvet Island (Bouvetoya)	3	2	Medium
35	Male	Bachelor's	Divorced	107,954	null	33,478	Home	Employed	1	Good	0.516323	267,755	1	West David	MT	Myanmar	null	2	Medium
60	Male	Master's	Divorced	67,577	777	14,056	Home	Self-employed	1	Excellent	0.58961	179,631	0	Berryland	MD	Slovenia	1	0	Low
53	Non-binary	PhD	Divorced	null	650	null	Auto	Employed	10	Poor	0.378633	215,411	3	Barbaraland	PW	Taiwan	1	1	Medium
24	Non-binary	Bachelor's	Divorced	49,415	667	15,558	Home	Self-employed	9	Fair	0.173405	null	0	Lake Charlesburgh	IA	Zimbabwe	null	2	High
54	Female	Bachelor's	Divorced	114,727	682	33,880	Auto	Employed	10	Excellent	0.167146	184,867	null	Charlesfort	MH	Denmark	null	2	Low
63	Male	Master's	Widowed	103,762	794	29,673	Personal	Unemployed	10	Poor	0.516822	262,721	1	New Jennifer	ID	Nicaragua	null	0	Medium
35	Female	PhD	Married	24,595	641	47,372	Business	Unemployed	10	Excellent	0.498406	162,382	4	East Isabellamouth	MO	Thailand	null	2	Low
67	Female	Master's	Widowed	78,975	648	35,224	Home	Unemployed	16	Good	0.395844	21,677	4	Port Annetteport	VI	Indonesia	1	0	Medium
61	Male	Bachelor's	Widowed	89,353	644	null	Home	Unemployed	2	Fair	0.537343	44,630	4	Stokesstad	KY	Malawi	3	1	Low
42	Non-binary	PhD	Widowed	97,975	654	8,852	Home	Employed	7	Fair	0.557055	98,753	1	Kevinhaven	VI	Gabon	1	2	Low
25	Non-binary	PhD	Single	37,223	778	12,986	Business	Employed	11	Poor	0.466516	270,499	4	Richardhaven	KY	Slovakia (Slovak Republic)	4	0	Low
50	Non-binary	Master's	Single	102,901	628	null	Auto	Self-employed	18	Excellent	0.342206	94,396	2	Robertmouth	HI	Kiribati	null	1	High
53	Non-binary	Bachelor's	Widowed	92,126	788	33,036	Business	Self-employed	8	Fair	0.565332	124,822	1	Edwardsfurt	FM	French Southern Territories	3	2	Low
47	Non-binary	High School	Divorced	25,560	653	9,140	Auto	Employed	6	Good	0.583872	220,277	0	Kathleenburgh	NC	Cook Islands	4	2	Medium
43	Male	High School	Single	101,622	null	6,415	Auto	Self-employed	5	Fair	0.245442	135,277	1	Lake Elizabeth	NH	Seychelles	4	2	Medium
51	Male	Master's	Widowed	42,068	788	null	Personal	Unemployed	2	Good	0.105584	240,075	3	Katherineton	NV	Niue	1	2	Low
40	Female	High School	Married	43,021	605	38,052	Home	Employed	17	Fair	0.407018	42,062	3	Lake Brenda	MI	Saint Kitts and Nevis	2	2	Low
42	Non-binary	Bachelor's	Widowed	50,802	728	14,713	Auto	Self-employed	11	Good	0.146981	178,982	0	Toddshire	MT	Western Sahara	null	0	Low
54	Male	High School	Single	66,996	725	32,328	Personal	Self-employed	13	Poor	0.389517	89,086	1	Huynhhaven	NJ	Gibraltar	0	0	Low
21	Male	Master's	Single	82,134	null	null	Personal	Employed	2	Poor	0.234411	null	1	Watersport	MP	Papua New Guinea	2	2	Medium
50	Non-binary	Bachelor's	Single	25,177	702	12,420	Business	Employed	10	Good	0.340831	null	4	Lake Christy	AL	Nepal	0	1	Low
29	Non-binary	Master's	Divorced	39,351	787	null	Business	Employed	3	Good	0.433862	78,679	2	Lake Christinaville	MH	Slovenia	2	2	High
31	Female	High School	Widowed	111,450	723	26,871	Personal	Employed	6	Fair	0.260462	153,835	0	South Roger	TN	Saint Helena	3	1	Medium
37	Male	Master's	Single	null	790	22,666	Personal	Employed	0	Poor	0.448875	35,550	null	Emilyton	SD	Chad	2	2	Low
25	Non-binary	High School	Divorced	100,729	774	29,281	Personal	Unemployed	14	Fair	0.572568	93,675	0	East Chad	KS	Nigeria	null	0	Medium
61	Male	PhD	Divorced	108,399	737	21,158	Home	Unemployed	19	Fair	0.48958	296,589	4	Port Josephborough	CO	Mali	4	0	Low
48	Male	High School	Married	56,801	705	null	Auto	Employed	9	Poor	0.46905	81,126	1	Port Jason	HI	San Marino	4	2	Medium
66	Female	Master's	Divorced	88,607	781	35,328	Home	Employed	18	Good	0.162426	80,481	2	Danielland	DE	Uzbekistan	1	2	Low
51	Non-binary	Bachelor's	Divorced	97,891	null	22,257	Personal	Self-employed	14	Excellent	0.286105	66,280	2	Colleenton	NE	China	null	0	Low
63	Male	Master's	Single	96,794	null	null	Business	Unemployed	11	Fair	0.365448	47,114	null	East Lindafurt	CT	Ethiopia	3	1	Low
60	Non-binary	Master's	Widowed	107,163	null	43,313	Personal	Unemployed	15	Poor	0.27863	255,771	0	South Julie	MO	Mauritania	1	1	Medium
36	Male	Master's	Divorced	52,022	624	21,773	Auto	Unemployed	18	Excellent	0.546508	207,403	3	Longton	VA	Croatia	4	1	Low
44	Non-binary	Bachelor's	Divorced	88,972	600	47,380	Personal	Self-employed	11	Poor	0.194591	null	2	Charlottemouth	IA	France	null	0	Medium
21	Female	High School	Single	42,593	null	29,486	Business	Unemployed	17	Fair	0.132562	241,376	null	New Jennifer	HI	Switzerland	3	2	Medium
38	Non-binary	PhD	Single	77,268	738	15,657	Home	Self-employed	14	Fair	0.515118	146,043	3	South Jonathanside	IL	Bolivia	1	2	Low
27	Female	Master's	Single	58,973	683	12,460	Personal	Self-employed	1	Excellent	0.20462	289,030	0	Chadbury	DC	Congo	0	0	Low
30	Female	High School	Divorced	20,869	623	23,668	Home	Self-employed	6	Poor	0.514129	119,881	1	Port Paulside	RI	Suriname	2	0	Low
29	Male	PhD	Divorced	101,331	628	17,671	Business	Self-employed	3	Good	0.420895	37,211	4	New Christinemouth	KY	Panama	4	0	Medium
49	Non-binary	High School	Single	20,386	655	8,766	Personal	Employed	7	Poor	0.454349	204,090	0	Joelborough	FM	Venezuela	null	0	Low

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