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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
42	Non-binary	PhD	Married	77,944	701	27,390	Business	Employed	14	Good	0.30395	null	3	Cameronside	MP	Slovenia	1	2	Low
40	Female	Master's	Single	57,569	743	null	Auto	Self-employed	11	Poor	0.231698	164,359	null	Eddiefort	MO	Guinea	0	1	Low
52	Male	Bachelor's	Single	78,126	747	35,927	Home	Self-employed	19	Poor	0.47279	53,258	null	Melissafort	NV	Azerbaijan	null	1	High
41	Female	Master's	Divorced	36,738	781	8,592	Home	Self-employed	11	Fair	0.426719	255,813	3	East Sharonville	UT	Tanzania	4	2	Low
48	Female	Master's	Married	106,678	637	44,518	Auto	Employed	3	Fair	0.414075	291,936	3	South Carriefurt	PA	Macao	1	2	Low
52	Male	Bachelor's	Married	null	619	10,283	Home	Employed	12	Good	0.391218	65,767	null	Simsmouth	MD	Nepal	1	0	Medium
38	Female	Bachelor's	Married	47,937	null	46,313	Personal	Self-employed	7	Fair	0.133868	25,493	0	Montgomeryton	PA	Syrian Arab Republic	1	1	Low
46	Female	Bachelor's	Married	31,002	756	23,534	Auto	Employed	6	Excellent	0.312696	112,325	null	Adamstad	AZ	Saint Kitts and Nevis	0	0	Low
48	Male	Master's	Married	90,592	792	33,800	Home	Self-employed	3	Excellent	0.19049	128,027	4	Sarahburgh	IN	Cuba	2	1	Low
57	Non-binary	Bachelor's	Divorced	null	null	35,980	Auto	Employed	13	Good	0.204748	null	2	Bartlettbury	CT	Myanmar	2	0	Low
59	Female	High School	Divorced	73,096	641	8,068	Auto	Unemployed	17	Excellent	0.457359	null	3	Allenberg	CO	Pakistan	0	0	Low
22	Male	High School	Divorced	null	640	40,215	Business	Self-employed	10	Excellent	0.4696	133,428	4	Amandaville	WY	Reunion	1	1	High
40	Male	Bachelor's	Single	21,301	699	13,298	Business	Employed	6	Fair	0.298897	131,557	null	Christown	IN	Niger	0	0	Low
39	Non-binary	Master's	Widowed	56,843	787	37,925	Home	Employed	6	Good	0.565966	237,675	1	Boylefort	NH	Guernsey	2	2	High
48	Female	Master's	Married	68,093	720	23,163	Business	Unemployed	0	Good	0.436309	238,184	4	Port Tyler	UT	Yemen	0	1	Medium
60	Male	PhD	Divorced	57,787	684	10,996	Business	Self-employed	0	Good	0.420544	61,586	0	Suarezport	PW	Eritrea	3	2	Medium
24	Male	PhD	Divorced	38,088	636	null	Auto	Employed	19	Good	0.549876	179,229	0	Port Sarahshire	DC	Estonia	1	0	Medium
52	Female	PhD	Widowed	66,162	null	40,646	Auto	Self-employed	0	Fair	0.308156	235,723	2	Teresaside	MA	Germany	3	1	Low
19	Male	High School	Single	65,201	790	5,635	Auto	Employed	3	Good	0.339933	93,015	null	Kurtside	MN	Mexico	1	0	Low
22	Female	Bachelor's	Single	20,719	742	null	Personal	Self-employed	1	Good	0.141123	118,883	3	New Rose	MI	American Samoa	3	0	Low
41	Non-binary	Bachelor's	Single	81,671	792	8,294	Home	Unemployed	4	Good	0.234245	293,217	3	Edwardside	AZ	Puerto Rico	1	0	Low
53	Female	High School	Single	28,316	659	21,641	Auto	Self-employed	9	Fair	0.129174	156,265	4	West Adambury	MH	Dominica	3	1	Medium
46	Female	Master's	Widowed	84,099	706	45,519	Personal	Self-employed	0	Poor	0.517846	297,956	2	Natalieshire	NE	Egypt	0	2	Medium
26	Non-binary	Bachelor's	Married	null	752	5,946	Auto	Unemployed	19	Fair	0.35081	231,422	3	New Michelle	CT	Iceland	4	0	Low
40	Male	PhD	Widowed	null	714	40,294	Business	Employed	4	Poor	0.215038	125,000	0	East Kennethville	MA	Malta	1	1	Medium
59	Female	Master's	Divorced	100,984	710	12,973	Business	Unemployed	19	Good	0.115836	36,493	3	Barbaratown	WV	Ghana	0	2	Medium
28	Non-binary	Master's	Single	null	652	null	Business	Unemployed	17	Excellent	0.313201	92,749	2	South Andrew	NV	France	3	0	Low
52	Male	High School	Single	27,446	750	43,143	Auto	Unemployed	0	Excellent	0.502194	87,805	1	New Adam	MT	Afghanistan	3	1	Low
52	Non-binary	High School	Divorced	70,621	654	46,313	Personal	Employed	4	Good	0.148112	null	3	Michaelville	PW	Bulgaria	1	0	Low
37	Non-binary	High School	Widowed	38,680	null	33,850	Home	Self-employed	5	Poor	0.4931	240,357	4	Port Williamborough	NM	Antarctica (the territory South of 60 deg S)	4	0	Low
29	Female	PhD	Widowed	26,563	761	33,192	Home	Self-employed	3	Poor	0.497878	23,345	null	East Olivia	DC	Poland	4	2	Low
59	Non-binary	Bachelor's	Divorced	111,246	792	46,230	Auto	Employed	6	Poor	0.389661	282,215	2	Christophertown	KY	South Georgia and the South Sandwich Islands	1	2	Medium
25	Male	PhD	Widowed	92,822	613	34,228	Personal	Self-employed	3	Fair	0.325984	117,015	2	Greeneberg	OH	United States Virgin Islands	2	0	High
45	Female	Master's	Widowed	111,237	701	43,274	Business	Self-employed	10	Excellent	0.323883	149,399	4	West David	OH	Palestinian Territory	3	0	Low
41	Female	High School	Single	25,723	null	31,247	Personal	Unemployed	14	Good	0.376143	176,785	4	North Jose	MP	Pitcairn Islands	2	0	High
55	Female	Master's	Widowed	91,150	618	48,158	Auto	Unemployed	4	Excellent	0.578305	157,279	3	North Courtney	NC	Bulgaria	0	0	Low
42	Male	High School	Widowed	null	617	null	Auto	Self-employed	13	Good	0.24254	91,864	3	Hayeschester	WY	Gambia	null	0	Medium
29	Female	PhD	Widowed	52,419	789	null	Home	Unemployed	14	Poor	0.205369	210,752	4	South Chelseaside	ID	Belgium	4	2	Low
25	Non-binary	High School	Married	92,656	714	36,485	Personal	Unemployed	18	Good	0.386663	208,920	1	Brianstad	ND	Guadeloupe	4	0	Low
50	Male	High School	Divorced	26,214	646	23,267	Personal	Unemployed	8	Excellent	0.555682	93,468	null	Lake Haileyton	MO	Austria	1	1	High
52	Female	PhD	Single	null	737	18,192	Business	Self-employed	18	Excellent	0.361201	245,225	4	Meadowsland	IA	Paraguay	2	2	Low
41	Female	Master's	Widowed	null	758	15,461	Home	Unemployed	15	Poor	0.126892	280,791	4	Beckerburgh	MO	Nicaragua	4	0	Low
37	Female	Bachelor's	Divorced	74,499	null	null	Home	Self-employed	15	Poor	0.294176	103,679	3	Scottside	AS	Mali	null	2	Low
52	Male	PhD	Married	null	686	39,456	Auto	Unemployed	6	Poor	0.206059	266,070	null	Robertborough	VA	Somalia	4	0	Medium
18	Male	Bachelor's	Widowed	64,864	797	18,657	Business	Self-employed	13	Poor	0.562141	129,771	1	South Benjaminstad	NH	Georgia	3	0	Low
38	Female	High School	Divorced	null	null	null	Auto	Unemployed	14	Poor	0.51572	74,762	1	North Maureenbury	MH	Cape Verde	null	2	Medium
25	Male	Bachelor's	Single	96,041	611	36,033	Home	Employed	14	Excellent	0.45284	153,359	4	Bartlettview	IN	Aruba	1	1	Low
24	Male	High School	Single	null	668	41,400	Business	Employed	10	Excellent	0.537699	253,964	2	Port Luisbury	IN	India	4	2	Low
65	Non-binary	High School	Single	null	765	null	Home	Self-employed	8	Good	0.14782	218,443	null	Nicholeberg	WY	Korea	0	0	Medium
42	Non-binary	High School	Married	77,184	659	38,006	Home	Self-employed	13	Excellent	0.136492	229,217	0	Paulaberg	WA	Iran	0	2	Low
45	Male	Master's	Divorced	85,228	645	6,100	Business	Unemployed	14	Excellent	0.343092	147,511	2	New Justinberg	GU	Eritrea	4	2	Low
58	Non-binary	Master's	Widowed	67,941	638	23,913	Personal	Self-employed	0	Excellent	0.440057	127,997	0	Lake Tiffany	TX	Guadeloupe	0	0	Medium
61	Female	PhD	Widowed	103,666	614	12,375	Personal	Employed	14	Fair	0.362702	237,840	1	East Lisa	PW	Jamaica	0	0	Low
30	Female	Master's	Married	null	622	28,133	Personal	Self-employed	17	Poor	0.193644	null	1	New Phillip	HI	Lebanon	null	2	Medium
45	Male	Master's	Single	57,790	641	15,337	Personal	Self-employed	6	Excellent	0.301463	283,097	null	Lake Annehaven	PR	Namibia	0	0	Low
33	Male	Bachelor's	Single	89,625	707	20,586	Personal	Unemployed	3	Excellent	0.536426	null	3	East Bethanyville	MD	Suriname	0	1	Low
34	Female	Master's	Married	111,202	671	48,970	Home	Unemployed	14	Poor	0.411769	null	2	Sarahside	MH	Tokelau	4	0	Low
65	Male	High School	Widowed	44,935	629	25,654	Auto	Employed	12	Poor	0.309578	122,278	1	Carlsonville	KS	Thailand	null	2	Medium
40	Non-binary	Master's	Married	46,255	766	33,708	Home	Self-employed	6	Excellent	0.46111	35,039	3	North Stephaniemouth	PR	Turkey	3	1	Low
18	Non-binary	Master's	Single	84,723	708	23,210	Personal	Unemployed	2	Poor	0.39642	96,193	0	Johnland	MI	Gabon	3	2	Low
30	Female	Bachelor's	Widowed	71,712	null	39,475	Home	Unemployed	10	Fair	0.592462	25,516	null	Lake Rebecca	OK	Saint Lucia	4	0	Low
62	Non-binary	Master's	Divorced	20,527	620	26,797	Business	Unemployed	3	Excellent	0.350272	41,687	0	West Jessica	LA	Montenegro	4	1	Low
26	Male	High School	Widowed	26,307	700	null	Auto	Unemployed	14	Good	0.368298	139,243	null	Jonesfort	NJ	Cayman Islands	0	0	Low
48	Female	PhD	Single	34,407	null	45,021	Home	Unemployed	12	Poor	0.321953	20,310	null	Brianbury	TN	Congo	4	1	Low
54	Female	Master's	Widowed	108,003	629	34,949	Business	Self-employed	17	Fair	0.117315	null	1	South Roy	OR	Saint Barthelemy	2	1	Low
32	Non-binary	High School	Married	93,703	739	12,573	Personal	Self-employed	12	Excellent	0.212358	225,327	3	Gouldchester	AS	Belarus	3	0	Low
35	Female	Bachelor's	Widowed	59,211	694	10,311	Auto	Unemployed	12	Excellent	0.401376	209,978	4	Markhaven	MH	Ethiopia	0	0	Medium
62	Female	Master's	Single	null	737	38,782	Business	Unemployed	3	Fair	0.56553	92,191	null	Mcintyretown	WY	Ireland	null	2	Medium
33	Female	Bachelor's	Single	82,723	625	null	Home	Employed	7	Fair	0.518371	296,067	0	Toddfort	UT	Central African Republic	0	0	Low
53	Male	Master's	Married	null	622	null	Business	Self-employed	6	Excellent	0.28321	196,915	4	Lake Richard	VI	China	3	0	Medium
43	Non-binary	High School	Single	101,782	696	41,609	Business	Self-employed	18	Poor	0.194427	165,744	2	New Sergio	IL	Mauritius	4	0	Low
37	Female	Master's	Widowed	29,047	626	null	Auto	Self-employed	3	Excellent	0.434294	null	0	South Rebeccaburgh	CO	Gabon	3	1	Low
50	Non-binary	PhD	Widowed	51,760	790	10,637	Home	Unemployed	18	Excellent	0.527404	null	1	Port Jessica	MN	Tonga	1	1	Medium
20	Non-binary	PhD	Married	48,063	683	28,460	Personal	Unemployed	16	Excellent	0.300878	128,495	2	Lake Brittanychester	NH	Libyan Arab Jamahiriya	2	2	Medium
28	Non-binary	High School	Widowed	71,432	null	null	Auto	Unemployed	8	Fair	0.425952	null	3	Lake Cindyview	DC	Malawi	0	2	Low
65	Male	PhD	Widowed	70,151	761	17,112	Business	Unemployed	3	Poor	0.388116	276,899	3	Jacobmouth	MS	Sudan	0	0	Low
38	Non-binary	High School	Divorced	30,467	null	null	Home	Self-employed	18	Excellent	0.451631	51,883	2	Brandonborough	CA	Madagascar	2	1	Low
36	Female	PhD	Single	40,758	738	16,573	Auto	Employed	18	Poor	0.525317	60,247	4	South Justinstad	ID	Nigeria	0	2	Low
45	Male	High School	Divorced	37,399	685	37,100	Business	Self-employed	18	Excellent	0.253267	212,590	3	Katelynfurt	TX	Qatar	3	2	Medium
62	Male	Master's	Single	108,321	651	8,089	Personal	Employed	14	Excellent	0.49862	null	2	South Crystalside	WA	American Samoa	1	1	Low
29	Non-binary	Bachelor's	Widowed	81,240	754	16,752	Personal	Unemployed	16	Fair	0.156197	247,640	null	Port Jamesstad	ID	Guadeloupe	4	1	High
46	Non-binary	Bachelor's	Married	78,249	null	28,227	Business	Employed	6	Fair	0.140629	126,099	0	Gillhaven	GA	French Polynesia	1	1	Low
20	Non-binary	Master's	Widowed	115,894	780	null	Personal	Unemployed	0	Fair	0.116391	256,738	4	New Kimberly	NM	Congo	4	1	Low
61	Non-binary	High School	Widowed	115,885	669	22,519	Auto	Self-employed	3	Excellent	0.355376	107,725	null	Amberside	WY	Aruba	null	0	Medium
43	Female	Master's	Married	56,881	671	14,476	Business	Unemployed	3	Fair	0.333835	117,285	1	South Jenniferland	VT	Montenegro	1	0	Low
51	Non-binary	High School	Divorced	51,608	709	42,064	Personal	Self-employed	10	Poor	0.516153	null	4	Holmesview	HI	Swaziland	1	1	Low
29	Male	Bachelor's	Widowed	null	null	42,661	Personal	Unemployed	3	Fair	0.42316	234,029	1	New Jenniferland	GU	Dominican Republic	2	1	Medium
43	Non-binary	PhD	Widowed	102,305	750	null	Personal	Self-employed	3	Poor	0.404598	211,840	0	New Loganmouth	NY	Senegal	1	2	Medium
69	Female	Bachelor's	Married	64,935	767	28,519	Home	Self-employed	16	Good	0.120044	225,053	0	Port Sean	DC	Yemen	2	1	Medium
61	Non-binary	PhD	Married	null	625	26,013	Auto	Unemployed	1	Fair	0.455087	283,617	1	Port Julianmouth	NC	Kuwait	null	2	High
37	Non-binary	Master's	Single	79,169	634	12,676	Personal	Unemployed	10	Excellent	0.517038	224,561	null	New John	ND	Martinique	3	1	Low
52	Non-binary	PhD	Single	105,195	708	14,729	Auto	Employed	6	Excellent	0.288188	null	2	Andreafurt	IL	Zambia	4	2	Low
21	Male	High School	Married	42,440	760	17,117	Home	Unemployed	19	Excellent	0.432692	86,443	1	New Joshua	SD	American Samoa	0	1	Low
61	Non-binary	Bachelor's	Widowed	97,402	631	40,936	Business	Employed	3	Excellent	0.103104	170,421	1	Lake Victoria	VA	Austria	4	2	High
31	Non-binary	Bachelor's	Divorced	33,181	663	30,887	Home	Employed	5	Poor	0.21746	31,000	1	Amyborough	MD	Slovakia (Slovak Republic)	3	1	Low
56	Male	Master's	Single	null	null	8,177	Auto	Unemployed	14	Excellent	0.199067	166,056	3	Justinton	NV	Isle of Man	2	2	Low
57	Non-binary	PhD	Widowed	103,625	716	29,347	Home	Self-employed	12	Excellent	0.212809	262,473	null	West Leonardport	AS	Ethiopia	0	0	Low
36	Non-binary	High School	Widowed	84,559	611	8,686	Business	Self-employed	8	Poor	0.537262	100,243	1	North Karenshire	AS	France	3	0	Low
43	Female	PhD	Divorced	66,215	773	20,348	Personal	Employed	19	Excellent	0.489119	null	1	Blackberg	ND	Poland	3	2	High
54	Non-binary	PhD	Divorced	93,861	700	21,641	Home	Unemployed	15	Good	0.402682	78,918	4	North Allison	TN	Tonga	3	2	Medium

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