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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
36	Female	High School	Married	65,104	699	44,260	Home	Employed	2	Excellent	0.337762	135,458	4	Zacharyhaven	NM	Guatemala	2	2	Low
43	Male	PhD	Married	109,698	793	46,500	Personal	Self-employed	11	Good	0.347851	159,076	null	Tristanland	AZ	United States Minor Outlying Islands	1	1	Medium
23	Male	Bachelor's	Single	28,906	724	24,532	Business	Unemployed	3	Poor	0.500614	96,640	2	Lake Evelynstad	CA	Monaco	0	0	Low
22	Male	Master's	Widowed	104,766	764	16,117	Business	Unemployed	17	Good	0.211525	156,630	3	New Shannonberg	KY	Gambia	3	1	Low
41	Female	Master's	Widowed	79,556	742	5,235	Home	Employed	5	Excellent	0.322356	247,857	0	Onealfurt	WA	Romania	4	0	Low
57	Male	Master's	Single	116,102	629	31,831	Home	Employed	16	Excellent	0.516363	228,018	4	Smithborough	IA	Palestinian Territory	2	0	Medium
31	Female	PhD	Widowed	105,141	null	41,006	Auto	Self-employed	3	Good	0.162774	26,499	3	Traceyton	SD	Suriname	1	2	Low
58	Non-binary	High School	Widowed	20,947	776	38,756	Personal	Unemployed	0	Good	0.218403	91,848	4	North Jeff	MT	Burundi	null	1	Low
36	Non-binary	PhD	Single	null	660	11,157	Home	Self-employed	7	Excellent	0.297578	null	2	Diazton	WV	Guatemala	2	0	Medium
52	Male	High School	Married	32,094	634	17,612	Home	Self-employed	17	Good	0.549457	114,375	2	West Robert	IA	Singapore	2	0	Medium
22	Female	High School	Single	67,984	null	49,459	Business	Employed	12	Fair	0.13483	174,044	3	West Daniel	MS	Malawi	null	0	Medium
55	Non-binary	Master's	Widowed	108,177	735	23,616	Business	Employed	12	Fair	0.335284	165,613	2	Barneston	CA	Saint Pierre and Miquelon	1	2	Medium
44	Female	High School	Divorced	30,295	686	null	Home	Unemployed	19	Good	0.252783	null	0	East Ian	PW	Costa Rica	0	2	Low
41	Female	PhD	Widowed	96,591	722	7,260	Home	Employed	12	Fair	0.584495	102,681	0	New Shelby	KS	Lesotho	2	2	Medium
33	Male	PhD	Single	null	624	47,874	Personal	Employed	13	Excellent	0.455208	28,057	1	North Jodyside	NM	Brazil	null	1	Low
40	Male	Master's	Married	83,865	663	15,896	Auto	Unemployed	6	Excellent	0.358705	null	3	West Jeffrey	MT	India	0	2	Low
53	Female	High School	Married	51,236	718	31,196	Personal	Self-employed	3	Poor	0.168631	45,029	1	Ellenbury	AS	Uruguay	null	1	Low
18	Non-binary	Master's	Single	null	651	18,653	Home	Self-employed	16	Good	0.49223	226,806	0	Curtisville	PW	Mayotte	3	1	High
37	Non-binary	High School	Divorced	42,970	703	null	Personal	Employed	12	Poor	0.358687	null	null	East Jesse	PW	Finland	1	2	Medium
36	Non-binary	PhD	Divorced	101,863	688	31,132	Business	Employed	2	Poor	0.219403	149,141	3	Dunnhaven	MN	Saint Pierre and Miquelon	null	2	Low
67	Male	Master's	Widowed	107,366	655	20,154	Home	Employed	9	Poor	0.416618	108,345	4	New Valerie	GA	Monaco	4	1	Low
62	Female	PhD	Widowed	101,848	699	45,635	Home	Self-employed	7	Poor	0.591653	null	null	Payneville	NH	Kuwait	null	2	High
60	Female	PhD	Married	74,030	711	9,459	Personal	Unemployed	19	Fair	0.160677	96,641	2	Lake Daniel	PW	Argentina	0	2	Low
39	Male	Master's	Divorced	56,116	636	16,578	Personal	Employed	12	Excellent	0.313108	197,835	1	Johnnyberg	NY	South Africa	1	0	Medium
59	Male	PhD	Single	103,794	null	9,288	Auto	Unemployed	2	Excellent	0.412109	195,205	null	Williamsport	WV	Paraguay	2	1	Low
50	Male	Bachelor's	Married	79,300	697	26,963	Home	Employed	1	Good	0.216722	null	null	New Derekmouth	MH	Mozambique	0	1	Low
64	Male	PhD	Single	101,855	686	48,584	Auto	Self-employed	9	Good	0.572524	138,039	3	East Keith	MS	El Salvador	3	1	Low
40	Male	PhD	Single	89,535	624	12,990	Auto	Unemployed	6	Good	0.117355	48,187	null	South Haileyview	NC	Suriname	3	2	Low
18	Non-binary	PhD	Divorced	107,329	735	22,694	Home	Self-employed	1	Poor	0.232809	71,327	4	East Michael	MP	Netherlands Antilles	null	1	Low
42	Non-binary	Master's	Widowed	61,048	null	17,631	Business	Employed	19	Excellent	0.266384	252,248	1	Strongport	OH	Russian Federation	3	0	Low
39	Non-binary	High School	Widowed	99,622	720	23,158	Auto	Employed	6	Good	0.419814	65,046	4	New Ashley	MN	El Salvador	2	1	Low
67	Male	PhD	Divorced	110,896	689	11,503	Business	Self-employed	9	Excellent	0.106252	121,360	0	New Russellfurt	HI	Jersey	2	0	Medium
28	Female	PhD	Single	64,541	703	20,017	Auto	Self-employed	1	Good	0.206312	24,856	4	Lake Keithtown	MO	Suriname	1	1	High
53	Non-binary	PhD	Single	26,613	771	6,982	Auto	Employed	5	Fair	0.107198	56,108	2	Gouldbury	CO	Maldives	null	0	Low
40	Male	Bachelor's	Divorced	null	721	41,599	Auto	Unemployed	19	Fair	0.363904	234,986	null	South Amanda	HI	Iran	1	1	Low
31	Female	PhD	Widowed	50,885	669	18,293	Home	Unemployed	7	Poor	0.25857	99,103	4	Margaretchester	KY	Mayotte	3	2	Low
48	Male	Master's	Divorced	107,050	711	14,382	Business	Self-employed	3	Excellent	0.502108	142,063	1	New Janet	CT	Samoa	1	1	Medium
20	Non-binary	PhD	Divorced	null	713	19,353	Personal	Self-employed	7	Good	0.554183	253,330	3	Stephanieborough	OR	Bosnia and Herzegovina	null	1	Medium
20	Non-binary	Master's	Widowed	91,540	760	null	Business	Employed	16	Poor	0.232628	177,884	null	East Territown	NE	Wallis and Futuna	0	0	Low
22	Male	PhD	Single	null	632	null	Personal	Unemployed	1	Excellent	0.126001	83,144	4	Port Tylermouth	HI	Sweden	3	1	Medium
35	Male	High School	Divorced	114,877	699	46,113	Business	Unemployed	6	Excellent	0.389907	254,153	0	Port Andreamouth	WV	Luxembourg	1	1	Medium
36	Female	Bachelor's	Divorced	44,283	755	42,326	Personal	Self-employed	7	Poor	0.116135	228,890	4	Turnerchester	NV	Micronesia	0	2	Low
59	Female	High School	Single	60,385	743	30,961	Business	Self-employed	19	Excellent	0.383779	222,830	4	Greenport	WV	Azerbaijan	2	0	Low
28	Male	Master's	Divorced	null	618	null	Personal	Unemployed	14	Poor	0.346112	25,885	3	South Jeremy	SC	Myanmar	0	0	Medium
66	Female	Master's	Divorced	47,785	null	14,137	Auto	Employed	16	Fair	0.369847	147,601	1	South Maria	NM	Czech Republic	4	0	Medium
36	Non-binary	Bachelor's	Single	69,895	680	13,132	Business	Unemployed	18	Poor	0.593281	null	2	Heathermouth	ME	Turkey	0	0	Low
60	Male	High School	Divorced	61,559	623	9,038	Home	Unemployed	16	Fair	0.530641	null	1	New Kevin	OH	Guinea-Bissau	null	1	Low
63	Female	High School	Single	40,113	722	5,044	Personal	Employed	1	Excellent	0.496244	159,493	3	New Martinberg	OR	Cyprus	null	2	Low
43	Female	Bachelor's	Single	29,797	727	10,640	Business	Self-employed	14	Excellent	0.509303	89,291	4	Frankport	NE	Austria	3	0	Low
39	Non-binary	Bachelor's	Divorced	31,137	757	7,326	Personal	Unemployed	9	Poor	0.441794	68,848	3	North Nathantown	MN	Indonesia	1	2	Medium
62	Female	PhD	Divorced	115,923	726	37,406	Personal	Self-employed	17	Good	0.287311	154,178	1	West Elizabethside	MA	Peru	2	1	High
39	Male	High School	Single	117,661	763	8,876	Home	Unemployed	15	Poor	0.565118	null	2	New Brianshire	PW	Armenia	2	1	Low
22	Female	High School	Widowed	69,738	727	15,974	Auto	Self-employed	10	Good	0.387483	238,717	1	New Kathryn	OR	Norway	0	1	Low
59	Female	Master's	Divorced	91,035	null	44,865	Personal	Self-employed	5	Poor	0.427506	null	null	Kristinfort	AR	Algeria	1	0	Medium
37	Non-binary	PhD	Divorced	76,795	645	33,454	Personal	Self-employed	13	Excellent	0.508511	40,258	4	Andreaborough	NV	Bangladesh	3	0	Low
58	Male	PhD	Single	69,029	null	39,742	Auto	Unemployed	12	Fair	0.369607	null	4	Phillipsbury	AL	American Samoa	4	1	Low
47	Female	PhD	Married	65,463	710	null	Home	Unemployed	4	Good	0.509355	230,368	4	Anthonyside	NH	Ireland	4	2	Low
58	Non-binary	Bachelor's	Single	null	791	34,903	Auto	Self-employed	7	Good	0.177489	236,635	3	New Marisashire	NE	Namibia	0	0	Low
51	Non-binary	Bachelor's	Married	40,561	632	42,722	Personal	Unemployed	3	Good	0.3819	null	null	North Feliciaville	VA	Iran	0	2	Low
25	Female	Bachelor's	Single	23,159	634	null	Business	Employed	11	Good	0.593407	241,024	3	Stevensonborough	NV	Egypt	null	2	Medium
27	Non-binary	High School	Widowed	61,232	643	46,522	Business	Unemployed	6	Fair	0.151099	285,561	2	Villafurt	RI	Sao Tome and Principe	2	0	Low
36	Female	Bachelor's	Single	108,304	675	46,461	Auto	Self-employed	15	Excellent	0.134004	null	0	South Teresaburgh	IL	Japan	1	2	Medium
56	Non-binary	Bachelor's	Widowed	null	728	42,333	Home	Employed	17	Good	0.345463	null	2	Amandabury	NC	Australia	3	2	Low
34	Female	High School	Widowed	118,679	731	40,823	Auto	Employed	6	Poor	0.353952	63,853	null	North Jeremy	AS	Georgia	0	2	Low
65	Male	Master's	Single	89,126	643	38,741	Auto	Employed	0	Excellent	0.131449	50,589	1	New Julieside	AK	Martinique	4	0	High
34	Female	PhD	Divorced	35,198	718	null	Business	Unemployed	9	Good	0.155829	222,837	null	Port Matthew	NE	Panama	3	1	Low
66	Non-binary	PhD	Widowed	104,677	784	24,588	Home	Unemployed	9	Fair	0.304836	50,584	4	South Karen	NM	Finland	4	0	Low
30	Non-binary	PhD	Single	null	699	29,559	Home	Unemployed	10	Poor	0.181094	203,837	0	North Amber	NE	United States Virgin Islands	0	0	Low
59	Female	Master's	Married	80,047	697	42,968	Business	Employed	0	Fair	0.361463	null	1	North Theresaville	ID	Samoa	1	1	Medium
27	Non-binary	Master's	Divorced	80,523	604	13,043	Auto	Employed	15	Excellent	0.11227	201,865	3	North Jessicachester	WY	Andorra	4	1	Low
64	Non-binary	PhD	Divorced	117,835	640	45,787	Business	Self-employed	19	Excellent	0.412144	null	0	Odomfort	HI	Cape Verde	2	0	Medium
61	Non-binary	PhD	Divorced	null	604	29,783	Personal	Employed	13	Excellent	0.410343	null	3	Humphreymouth	CO	Cocos (Keeling) Islands	1	2	High
67	Female	Bachelor's	Divorced	null	750	46,529	Auto	Self-employed	19	Fair	0.44874	290,306	0	Hodgesville	NV	Micronesia	0	1	Low
32	Non-binary	Master's	Married	91,656	661	null	Personal	Self-employed	1	Excellent	0.515296	null	4	Amyview	CO	United Arab Emirates	null	2	High
43	Non-binary	Master's	Single	87,687	791	16,663	Auto	Unemployed	9	Fair	0.315226	291,278	null	Jordanville	CT	Solomon Islands	1	0	Medium
46	Female	PhD	Divorced	81,289	722	null	Auto	Employed	13	Fair	0.248479	103,462	3	East Brenda	TN	Burkina Faso	3	2	Low
56	Female	Bachelor's	Widowed	27,807	681	null	Personal	Employed	12	Fair	0.497042	178,108	0	Johnbury	WI	Kiribati	2	0	Medium
35	Male	Bachelor's	Widowed	null	711	15,286	Personal	Employed	1	Excellent	0.383452	156,329	null	North Taylorville	NV	Niger	2	0	Low
37	Female	PhD	Single	20,987	640	8,042	Home	Employed	12	Fair	0.442813	55,772	3	Bradleyshire	NE	Falkland Islands (Malvinas)	1	1	Low
24	Non-binary	Master's	Widowed	61,876	791	7,070	Personal	Unemployed	0	Excellent	0.114674	131,369	2	East Stephentown	SD	Slovakia (Slovak Republic)	null	0	Low
31	Female	Master's	Widowed	108,454	716	33,552	Personal	Unemployed	8	Poor	0.588002	24,976	null	South Danielleview	VT	Chile	2	0	High
25	Male	Master's	Widowed	null	753	null	Personal	Self-employed	7	Excellent	0.104689	101,481	2	Lake Brendan	AS	Brunei Darussalam	3	1	Low
18	Female	PhD	Single	87,346	null	26,863	Home	Employed	11	Poor	0.556599	164,061	3	South Jeremyfurt	AK	Cote d'Ivoire	3	1	Low
26	Male	High School	Widowed	28,583	611	29,949	Personal	Employed	19	Excellent	0.200144	139,629	3	West Ashleyberg	KS	Libyan Arab Jamahiriya	2	0	Medium
43	Female	PhD	Divorced	null	705	12,071	Business	Employed	8	Good	0.119109	85,658	null	Andrewshire	DE	Djibouti	2	0	Low
53	Female	High School	Married	31,340	790	6,687	Business	Self-employed	4	Excellent	0.19511	null	2	Charlesstad	OH	Samoa	null	2	Low
41	Male	Bachelor's	Widowed	50,737	624	null	Auto	Self-employed	4	Good	0.538423	261,675	null	Christensenfurt	GA	Yemen	2	1	Medium
61	Non-binary	Master's	Widowed	88,056	684	9,746	Personal	Employed	15	Good	0.361357	48,339	null	Meganfurt	NE	Comoros	null	0	Low
25	Male	PhD	Single	115,287	null	9,520	Auto	Unemployed	3	Excellent	0.392512	69,459	3	Darrenstad	NH	Iran	1	2	Low
21	Male	Bachelor's	Divorced	39,330	769	27,489	Home	Self-employed	14	Excellent	0.454611	284,455	3	Martinezmouth	PA	Costa Rica	0	2	Low
52	Non-binary	PhD	Divorced	111,594	715	9,174	Home	Unemployed	4	Good	0.100815	137,074	2	Victoriamouth	MN	Western Sahara	2	1	Low
27	Female	High School	Divorced	102,789	742	10,729	Business	Employed	17	Good	0.271308	269,293	0	Lauratown	AL	Vanuatu	1	0	Medium
34	Non-binary	Bachelor's	Widowed	null	793	21,504	Auto	Employed	12	Good	0.435938	179,496	2	Karenton	KS	Mali	2	1	Low
18	Non-binary	High School	Divorced	27,313	786	24,399	Auto	Self-employed	10	Excellent	0.151047	284,643	4	Traceyshire	FL	North Macedonia	null	2	Low
46	Male	PhD	Widowed	87,228	602	null	Personal	Self-employed	7	Poor	0.555169	182,601	4	Port Scottville	VT	Puerto Rico	4	1	Low
63	Female	Bachelor's	Divorced	101,844	688	9,667	Home	Employed	1	Excellent	0.251662	61,882	null	West Robin	IL	Somalia	4	2	Low
32	Male	Master's	Widowed	102,949	637	38,759	Auto	Self-employed	18	Poor	0.351584	null	0	Stanleyborough	PW	Pakistan	null	0	Low
47	Non-binary	High School	Married	28,673	699	19,540	Auto	Unemployed	19	Fair	0.408041	255,563	0	North Bonnie	MI	Mali	1	2	Medium
22	Female	Bachelor's	Widowed	35,973	663	19,492	Auto	Unemployed	2	Good	0.432494	82,006	3	Hartmanmouth	VI	Suriname	0	0	Medium
41	Male	Bachelor's	Single	62,011	747	15,722	Business	Employed	3	Poor	0.176554	259,195	2	Garrettton	MD	Romania	3	0	Medium

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