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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
51	Non-binary	PhD	Divorced	118,511	658	43,620	Personal	Unemployed	8	Fair	0.429552	276,777	3	Port Amanda	MT	Saint Helena	3	2	High
47	Male	High School	Married	50,477	null	15,355	Business	Unemployed	16	Fair	0.464648	205,315	1	Hartfurt	AZ	Congo	null	1	Medium
41	Female	Bachelor's	Widowed	105,835	794	39,763	Personal	Unemployed	1	Fair	0.256402	106,859	1	West Barbara	TX	Japan	1	2	Low
42	Female	PhD	Married	96,150	745	10,387	Auto	Unemployed	2	Good	0.537856	282,997	2	Karenside	FL	Bouvet Island (Bouvetoya)	null	1	Medium
22	Female	Bachelor's	Widowed	101,165	652	41,174	Home	Self-employed	19	Excellent	0.411302	219,713	3	Port Heatherton	WI	Bahamas	0	0	Medium
34	Male	Bachelor's	Widowed	null	766	46,576	Auto	Unemployed	8	Poor	0.391087	null	4	Gonzalezport	AL	Bulgaria	0	2	Low
34	Non-binary	Bachelor's	Married	100,659	788	15,715	Business	Employed	12	Good	0.343201	207,650	1	East Joelmouth	MH	Mexico	1	0	Low
41	Male	Master's	Widowed	104,795	633	null	Home	Self-employed	11	Fair	0.121099	268,168	1	Port Jimmy	CT	Gambia	null	2	Medium
33	Female	Master's	Divorced	52,437	629	35,104	Personal	Unemployed	1	Fair	0.405169	219,778	4	South Bobby	WI	Angola	4	0	Low
26	Non-binary	Bachelor's	Married	null	794	41,359	Auto	Employed	17	Excellent	0.516681	205,063	0	West Taraland	NV	Australia	1	0	Medium
58	Female	PhD	Widowed	43,528	null	9,180	Auto	Employed	7	Poor	0.572767	109,455	0	Samanthamouth	IA	Uruguay	4	1	Low
42	Female	Bachelor's	Single	32,460	660	11,646	Home	Employed	16	Poor	0.141688	263,468	4	Jonesshire	NE	Cocos (Keeling) Islands	3	0	Medium
19	Female	Bachelor's	Single	87,035	631	19,096	Home	Self-employed	16	Good	0.192462	111,728	4	Gouldview	GU	Greece	3	0	Medium
45	Male	Master's	Divorced	107,851	729	36,834	Personal	Employed	3	Poor	0.51289	182,720	1	North Michaelberg	FL	Serbia	2	2	Low
28	Male	Master's	Married	89,152	652	21,903	Home	Self-employed	7	Excellent	0.261877	268,685	3	Juanfurt	NM	Mali	null	1	Medium
55	Non-binary	High School	Divorced	null	665	35,733	Personal	Employed	13	Fair	0.204801	187,078	4	Calebhaven	CT	Marshall Islands	2	2	Medium
58	Non-binary	Master's	Single	57,622	747	null	Home	Unemployed	17	Good	0.318052	79,723	1	South Vanessa	IN	Tokelau	1	1	Low
26	Non-binary	Master's	Single	113,758	677	25,354	Personal	Employed	14	Good	0.4973	226,290	null	Jessicaland	HI	Lao People's Democratic Republic	2	1	High
42	Female	Bachelor's	Single	null	767	32,205	Auto	Unemployed	9	Excellent	0.364228	75,293	1	Port Neil	IL	New Zealand	2	0	Medium
30	Female	Bachelor's	Widowed	81,608	765	14,491	Auto	Employed	16	Poor	0.318764	56,432	0	Port Kenneth	OK	Central African Republic	0	2	Low
18	Non-binary	PhD	Divorced	103,890	673	35,437	Personal	Employed	4	Good	0.348437	236,387	4	Connieton	MT	United States Virgin Islands	2	1	Medium
58	Non-binary	PhD	Single	68,601	null	33,391	Auto	Self-employed	18	Fair	0.50099	53,370	4	Thomasshire	MA	Tuvalu	0	0	Medium
25	Female	High School	Widowed	114,890	null	41,460	Home	Employed	8	Poor	0.313857	137,814	null	Lake Ryanberg	WV	Qatar	4	0	Low
47	Non-binary	Bachelor's	Single	115,253	789	23,164	Home	Unemployed	0	Poor	0.285046	142,937	3	Dannyfort	CT	Andorra	1	2	Low
63	Female	Master's	Widowed	65,038	683	13,204	Business	Employed	5	Good	0.23518	59,622	1	Lucasfort	AL	Wallis and Futuna	3	1	Low
38	Non-binary	Master's	Divorced	77,748	646	26,050	Home	Self-employed	0	Poor	0.569874	280,349	2	Hollyfort	IA	Suriname	1	0	Low
19	Non-binary	Bachelor's	Widowed	85,907	761	18,412	Auto	Self-employed	12	Poor	0.18153	null	2	West Anthony	AL	Korea	3	1	Low
39	Male	Master's	Divorced	36,705	743	36,972	Business	Employed	0	Excellent	0.242937	88,042	0	Teresamouth	CT	Israel	null	2	Medium
32	Female	Master's	Divorced	35,327	647	46,684	Home	Employed	11	Poor	0.234862	null	null	New Jamesmouth	MD	Guinea	4	1	Medium
27	Male	PhD	Married	46,878	744	22,396	Personal	Unemployed	13	Poor	0.30394	217,719	2	Lake Isabellamouth	MN	Christmas Island	2	2	Medium
32	Non-binary	PhD	Single	65,588	783	47,640	Business	Unemployed	17	Excellent	0.122269	202,288	1	New Sylvia	CT	Azerbaijan	4	1	Low
39	Non-binary	High School	Married	35,535	null	null	Business	Employed	16	Good	0.285386	64,323	3	North Micheleshire	MH	Norway	2	0	Low
58	Female	High School	Single	79,538	670	11,206	Home	Unemployed	8	Fair	0.474689	42,624	0	Danielborough	MD	Afghanistan	2	0	Low
33	Female	High School	Single	31,282	null	36,986	Home	Unemployed	3	Poor	0.114399	null	2	North Lisa	MP	Saint Kitts and Nevis	3	0	Medium
40	Non-binary	PhD	Widowed	21,987	754	7,488	Home	Unemployed	18	Fair	0.154758	220,854	0	New Nicholasberg	TX	Saint Pierre and Miquelon	3	1	Low
42	Male	Master's	Single	102,048	616	null	Business	Self-employed	3	Good	0.518916	225,363	1	Laneville	SD	Austria	2	1	Low
30	Male	Bachelor's	Single	97,413	null	null	Business	Unemployed	18	Fair	0.310307	208,259	2	Burnsborough	DE	Greece	null	0	Low
50	Non-binary	Bachelor's	Single	32,410	734	6,902	Personal	Self-employed	2	Good	0.280481	119,972	1	South Mark	IA	Estonia	null	0	High
30	Female	Master's	Widowed	null	null	36,858	Auto	Employed	18	Good	0.536614	106,545	0	New Kimberly	MN	Kazakhstan	4	1	Low
48	Female	Bachelor's	Single	null	702	28,886	Home	Unemployed	1	Fair	0.470435	27,345	3	East Sarah	GU	Norway	1	2	High
22	Non-binary	PhD	Single	91,303	729	27,070	Auto	Self-employed	12	Excellent	0.346695	254,091	2	Sharonport	CA	Greenland	0	1	Low
46	Female	Master's	Widowed	39,455	706	null	Home	Self-employed	19	Fair	0.103975	236,583	0	North Brett	TN	Costa Rica	4	1	Low
34	Male	Bachelor's	Married	114,672	785	12,005	Personal	Employed	0	Poor	0.238907	288,814	null	West Tiffanychester	NM	Marshall Islands	1	1	Medium
67	Female	High School	Divorced	102,115	750	null	Business	Unemployed	18	Poor	0.486325	139,469	2	Pottsshire	DE	Cook Islands	1	1	Low
69	Male	Bachelor's	Married	94,451	620	15,861	Personal	Unemployed	11	Poor	0.536387	244,730	3	Port Rachelview	MN	Georgia	0	1	Low
67	Non-binary	PhD	Widowed	null	615	5,498	Business	Employed	14	Excellent	0.193262	56,470	3	Nguyenton	FM	French Southern Territories	4	0	Low
47	Male	High School	Married	52,992	713	null	Home	Employed	8	Fair	0.488944	null	1	Andersonchester	WV	New Zealand	4	1	Medium
20	Non-binary	Bachelor's	Widowed	88,745	643	18,472	Personal	Employed	5	Fair	0.264022	165,910	1	Port Randy	TN	Antarctica (the territory South of 60 deg S)	0	0	Low
40	Non-binary	PhD	Divorced	47,823	633	null	Auto	Self-employed	15	Fair	0.460272	130,423	1	North Benjamin	OK	Oman	null	1	Medium
55	Female	Bachelor's	Single	23,476	673	11,755	Personal	Self-employed	10	Excellent	0.549117	194,201	1	Harrisonfurt	PA	Bolivia	null	2	Low
67	Female	High School	Widowed	41,944	753	12,457	Personal	Self-employed	5	Fair	0.168884	225,147	4	Staceyport	VI	Montserrat	null	0	Medium
18	Non-binary	Bachelor's	Widowed	79,821	null	null	Home	Self-employed	5	Fair	0.475515	155,202	3	Mistyhaven	CO	Nigeria	null	0	Low
27	Female	Master's	Divorced	109,838	604	36,013	Business	Self-employed	16	Poor	0.389457	30,490	2	South Ashley	IL	Chile	3	1	High
46	Non-binary	High School	Married	22,953	693	15,891	Home	Self-employed	11	Poor	0.155595	121,050	null	South Michaelborough	VI	Equatorial Guinea	1	1	Low
24	Male	PhD	Divorced	51,286	674	25,244	Business	Self-employed	12	Excellent	0.419544	236,997	3	Lake Tyler	CA	Portugal	null	2	Low
46	Female	High School	Single	null	657	32,026	Auto	Unemployed	1	Good	0.304096	170,474	1	East Jenniferfort	FL	Ecuador	2	1	Medium
29	Female	High School	Divorced	45,972	709	18,381	Business	Employed	18	Good	0.312818	167,866	3	East Tabithaville	MI	French Polynesia	4	0	Low
56	Non-binary	PhD	Single	49,328	635	9,687	Personal	Self-employed	16	Excellent	0.501796	null	2	Grantfort	NM	Bahrain	2	1	Low
31	Non-binary	High School	Widowed	102,339	706	12,221	Personal	Employed	14	Fair	0.467687	285,698	1	South Alexaton	OH	Indonesia	2	0	Medium
57	Non-binary	Master's	Single	80,820	682	36,477	Personal	Employed	1	Good	0.596696	159,757	3	New Williamview	NY	Netherlands Antilles	null	1	Low
36	Female	PhD	Widowed	null	622	46,568	Business	Unemployed	2	Poor	0.443666	130,638	4	East Kathleen	MA	Gibraltar	2	0	High
49	Female	High School	Divorced	113,481	776	null	Business	Self-employed	17	Poor	0.421549	130,865	2	Jamieville	VA	Holy See (Vatican City State)	1	0	Medium
21	Non-binary	Bachelor's	Single	119,997	null	20,829	Business	Unemployed	19	Good	0.331061	98,822	3	Harveyport	LA	Isle of Man	3	2	Low
31	Male	Bachelor's	Married	73,242	716	16,020	Auto	Unemployed	2	Poor	0.205143	null	2	Michaeltown	RI	Slovakia (Slovak Republic)	0	1	Low
47	Female	Master's	Widowed	107,822	704	11,653	Business	Unemployed	2	Good	0.385216	null	3	Wangville	SD	Paraguay	1	2	Medium
53	Female	PhD	Married	null	720	30,472	Personal	Unemployed	11	Good	0.266272	null	null	South Gabriellebury	MN	French Guiana	1	0	Low
50	Female	Master's	Divorced	94,264	null	21,041	Auto	Self-employed	1	Fair	0.485152	77,990	null	Morganland	WI	Barbados	1	2	Low
26	Female	PhD	Married	22,192	719	null	Home	Employed	9	Poor	0.148556	56,176	null	Lewistown	LA	Liberia	2	1	High
50	Female	Bachelor's	Divorced	71,397	664	27,305	Personal	Self-employed	15	Good	0.141454	112,828	0	New Jenniferbury	NJ	Palestinian Territory	0	0	Medium
31	Male	PhD	Divorced	114,410	651	28,833	Home	Employed	12	Fair	0.103782	260,766	3	Whitneyhaven	VT	United States of America	3	2	Low
31	Female	High School	Divorced	null	null	20,596	Home	Self-employed	3	Good	0.196675	null	null	Campbellborough	MT	Tokelau	null	0	Medium
48	Female	Master's	Married	37,230	null	5,031	Personal	Self-employed	2	Good	0.241085	297,273	2	Gregoryton	MT	Morocco	2	0	Low
49	Non-binary	High School	Widowed	null	605	null	Business	Employed	1	Excellent	0.317307	28,975	4	Johnsontown	LA	Wallis and Futuna	2	2	Low
44	Non-binary	Master's	Widowed	43,940	676	20,870	Auto	Self-employed	17	Poor	0.317082	280,222	4	Elliottside	GA	Saint Martin	3	2	Low
63	Non-binary	Master's	Single	63,815	645	43,574	Personal	Self-employed	16	Good	0.101723	38,493	2	South Sharonshire	DC	Trinidad and Tobago	null	2	Medium
67	Female	Bachelor's	Divorced	null	637	29,353	Home	Unemployed	0	Poor	0.149315	null	1	West Henrychester	ID	Kyrgyz Republic	4	0	Low
24	Non-binary	High School	Widowed	117,576	null	36,702	Business	Self-employed	0	Fair	0.511422	111,659	2	Elizabethland	LA	Samoa	0	1	Low
32	Non-binary	PhD	Divorced	70,314	null	null	Auto	Employed	5	Good	0.429308	189,708	1	New Stacy	IA	Haiti	null	1	Low
36	Male	PhD	Divorced	77,371	623	12,544	Auto	Self-employed	17	Poor	0.144036	87,030	null	Lake Jessicamouth	RI	Guernsey	2	2	Low
37	Male	PhD	Married	57,855	712	8,936	Home	Self-employed	8	Excellent	0.107414	35,421	null	Taylormouth	TX	Costa Rica	1	2	Low
44	Male	High School	Widowed	26,338	721	5,558	Business	Employed	15	Poor	0.156133	276,725	1	Booneberg	OH	Belize	4	1	Low
66	Non-binary	High School	Divorced	69,777	690	null	Auto	Unemployed	12	Fair	0.148856	102,946	3	West Thomasbury	GU	France	1	1	Low
67	Male	PhD	Married	71,318	701	35,980	Business	Self-employed	12	Excellent	0.143927	237,006	2	Booneborough	FL	French Guiana	1	1	High
38	Female	PhD	Widowed	48,514	710	17,434	Personal	Employed	15	Poor	0.341725	210,503	null	East Rickyport	NV	Somalia	0	2	Low
35	Female	PhD	Single	75,178	715	8,440	Business	Self-employed	3	Good	0.373838	null	3	West Jayton	AK	United Kingdom	0	2	Low
20	Non-binary	Bachelor's	Single	118,331	609	39,651	Business	Employed	12	Good	0.413566	161,553	null	West Peggy	AS	Saint Vincent and the Grenadines	1	2	Low
36	Male	Master's	Married	41,658	639	44,175	Personal	Unemployed	18	Fair	0.227373	null	3	West Justin	WI	Saint Pierre and Miquelon	4	2	Low
35	Female	PhD	Married	102,632	778	41,684	Business	Employed	16	Excellent	0.413624	90,362	3	East Lauraview	OR	Argentina	1	1	Low
41	Female	Master's	Single	82,985	707	36,389	Personal	Self-employed	8	Poor	0.491271	76,555	2	Jennifermouth	AR	Cameroon	4	2	Low
43	Female	Master's	Married	41,330	686	41,396	Business	Self-employed	18	Excellent	0.42961	141,097	2	South Sarahchester	OR	Cyprus	4	2	Low
28	Female	Bachelor's	Married	35,589	666	36,558	Business	Employed	16	Fair	0.52332	104,030	0	Linstad	RI	Korea	3	1	Low
36	Female	Master's	Single	null	null	49,738	Home	Employed	3	Poor	0.112178	33,275	3	South Dylanside	VA	Palau	3	0	Medium
47	Non-binary	PhD	Widowed	110,179	null	25,594	Personal	Employed	2	Poor	0.242506	87,189	3	Stevenville	VT	Nauru	3	0	Low
64	Female	Master's	Widowed	111,735	778	10,364	Personal	Unemployed	18	Poor	0.158943	170,204	4	Christophermouth	NC	Belarus	0	1	Low
25	Female	Bachelor's	Married	110,627	605	31,256	Home	Employed	13	Poor	0.4835	56,221	4	East Erica	MH	Hungary	4	2	Low
18	Female	High School	Widowed	71,408	789	23,841	Home	Employed	2	Excellent	0.180215	25,218	null	West Nicole	MO	Bhutan	3	1	Low
53	Male	PhD	Widowed	59,427	738	18,789	Personal	Unemployed	9	Poor	0.540402	206,884	0	Tiffanyport	MA	Chile	2	2	Low
41	Male	Bachelor's	Divorced	25,691	720	31,419	Business	Employed	2	Good	0.520807	92,192	2	Rogersshire	OR	Comoros	null	2	Low
37	Male	Bachelor's	Widowed	53,844	774	29,704	Home	Unemployed	17	Poor	0.496357	null	null	North Kathy	TN	Grenada	2	0	Low
57	Non-binary	Master's	Widowed	117,427	769	37,430	Personal	Self-employed	5	Excellent	0.306547	226,323	0	Port Cynthiaton	NV	Holy See (Vatican City State)	3	1	Low

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