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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
45	Male	Master's	Widowed	44,182	796	45,062	Home	Unemployed	1	Poor	0.217384	37,523	2	West Amanda	MI	Japan	1	0	Low
58	Female	Bachelor's	Divorced	30,832	748	7,377	Home	Unemployed	8	Fair	0.125238	44,084	1	Coreyshire	OK	Bolivia	2	2	Low
22	Male	PhD	Divorced	27,670	786	24,613	Home	Employed	13	Excellent	0.219424	126,026	2	South Donnaton	MD	Holy See (Vatican City State)	null	0	Low
28	Non-binary	Master's	Divorced	110,088	690	null	Home	Employed	2	Good	0.302509	172,971	0	East Abigailhaven	VI	El Salvador	2	2	Low
31	Female	Bachelor's	Single	116,638	759	21,849	Auto	Self-employed	13	Poor	0.157117	null	2	Morganborough	DE	Chile	1	1	High
29	Female	Bachelor's	Divorced	110,033	614	10,919	Home	Employed	6	Good	0.545557	263,840	4	North Erika	VA	Belize	3	0	Medium
33	Non-binary	High School	Single	null	717	null	Home	Unemployed	4	Poor	0.568691	77,536	3	Houstonville	VA	Cape Verde	0	0	Low
33	Female	Bachelor's	Widowed	53,083	796	null	Personal	Employed	18	Fair	0.143204	133,397	1	Larsenbury	CO	North Macedonia	3	0	High
69	Female	Bachelor's	Divorced	26,028	678	null	Auto	Self-employed	7	Good	0.243456	203,024	1	Amyburgh	AK	Paraguay	1	2	Low
54	Female	High School	Married	64,233	null	10,407	Home	Self-employed	19	Fair	0.54759	156,397	4	Sarahaven	DC	Marshall Islands	3	0	High
25	Non-binary	High School	Single	63,436	758	5,183	Business	Unemployed	10	Fair	0.444518	null	0	New Marvin	KS	Anguilla	0	0	Low
26	Non-binary	PhD	Divorced	82,539	null	46,402	Home	Employed	7	Good	0.259392	null	2	Port Michellemouth	HI	Northern Mariana Islands	1	0	Medium
36	Female	High School	Married	114,978	784	30,805	Auto	Employed	16	Good	0.225738	null	3	South Brittany	MH	Namibia	1	1	Low
19	Female	High School	Divorced	21,833	739	null	Auto	Unemployed	18	Good	0.441094	277,074	1	Lake Katieland	RI	Slovakia (Slovak Republic)	4	1	Medium
22	Non-binary	PhD	Married	106,426	607	29,083	Business	Employed	5	Fair	0.175677	81,136	3	South Nathan	AZ	Tajikistan	2	2	Low
42	Female	High School	Single	119,047	639	35,706	Personal	Self-employed	16	Excellent	0.162937	53,147	1	Jasonstad	AZ	United States Minor Outlying Islands	0	0	Low
23	Male	Master's	Single	55,070	626	16,630	Personal	Unemployed	5	Good	0.398749	null	1	Lisafort	OK	Afghanistan	2	1	Medium
20	Female	PhD	Single	45,642	770	12,219	Personal	Unemployed	1	Fair	0.317631	235,980	2	Melendezborough	NJ	Fiji	null	1	High
40	Female	PhD	Single	37,297	649	39,698	Business	Unemployed	11	Excellent	0.128942	193,702	2	Copelandbury	GA	Saudi Arabia	0	1	Medium
35	Non-binary	PhD	Widowed	48,869	null	9,969	Personal	Self-employed	5	Excellent	0.136873	173,712	1	Collinsberg	MH	Burundi	4	1	Medium
50	Female	Bachelor's	Single	null	664	21,348	Auto	Employed	10	Fair	0.388945	282,968	0	Lake Jesusville	WA	Jersey	3	0	Medium
68	Female	Master's	Widowed	41,409	null	47,494	Home	Self-employed	12	Good	0.145507	156,106	null	East Garrett	NM	United States Minor Outlying Islands	3	0	Low
64	Non-binary	PhD	Single	null	782	47,576	Auto	Employed	11	Fair	0.539336	206,834	3	Arielburgh	CA	Saint Pierre and Miquelon	3	2	High
66	Non-binary	High School	Married	null	681	null	Auto	Employed	8	Good	0.266857	224,569	null	Hollyfort	KS	Romania	1	0	Low
47	Non-binary	High School	Divorced	86,113	667	33,039	Home	Employed	7	Excellent	0.528547	null	0	Chelseaton	CO	Heard Island and McDonald Islands	null	1	Low
36	Female	PhD	Married	78,995	705	47,750	Business	Employed	10	Excellent	0.55349	90,187	1	North Oscarland	CA	Albania	1	2	Medium
33	Female	PhD	Divorced	66,556	null	16,815	Home	Self-employed	9	Excellent	0.304178	32,109	3	West Veronica	AK	Saint Helena	3	2	Medium
61	Female	High School	Married	72,646	666	40,630	Auto	Employed	15	Poor	0.170856	138,167	0	Port Dillonmouth	VT	Antarctica (the territory South of 60 deg S)	2	2	High
28	Male	PhD	Divorced	115,220	793	19,661	Home	Unemployed	6	Excellent	0.151759	44,541	1	New Rickey	NC	New Zealand	0	2	Low
35	Female	PhD	Married	null	746	12,138	Auto	Employed	5	Fair	0.290635	174,102	3	Jeffreymouth	MS	Malawi	0	0	Low
32	Non-binary	High School	Divorced	48,702	792	49,275	Auto	Unemployed	7	Poor	0.559843	143,193	3	South Eric	MI	Georgia	1	2	Low
45	Non-binary	High School	Married	93,002	699	null	Home	Unemployed	9	Poor	0.465915	137,725	3	New Aaron	WA	Cambodia	null	1	Medium
55	Male	High School	Single	41,832	750	null	Home	Unemployed	9	Fair	0.12399	240,604	1	South Doris	DE	Estonia	2	0	Low
64	Female	Master's	Widowed	49,870	761	33,253	Auto	Unemployed	10	Poor	0.206389	135,060	2	Carolburgh	VA	Mayotte	0	2	High
27	Non-binary	Bachelor's	Widowed	43,997	null	12,970	Personal	Unemployed	12	Fair	0.221259	94,914	2	New Tammy	MI	American Samoa	0	2	Medium
52	Female	Bachelor's	Widowed	27,344	730	26,524	Personal	Employed	1	Excellent	0.563984	246,472	0	New Michael	MP	Austria	2	1	Medium
29	Male	PhD	Single	116,921	747	36,076	Personal	Self-employed	7	Excellent	0.571812	74,883	3	Debrachester	NJ	Papua New Guinea	3	2	Low
58	Female	High School	Married	47,431	764	null	Auto	Unemployed	15	Good	0.293515	null	1	Lake Derekport	GU	United States of America	3	0	Low
52	Male	High School	Married	90,648	651	31,198	Personal	Self-employed	5	Excellent	0.415903	null	2	Port Jessicaport	HI	Bermuda	4	1	Low
46	Female	Master's	Single	53,895	659	null	Auto	Unemployed	10	Good	0.168752	47,161	1	Garyburgh	IA	Malaysia	0	0	Low
42	Female	Bachelor's	Married	49,400	797	9,291	Business	Employed	4	Poor	0.492628	125,412	2	South Elizabethton	HI	Germany	3	0	Medium
48	Female	Master's	Single	61,430	null	null	Home	Unemployed	8	Fair	0.474869	260,470	null	Vazquezborough	WI	Northern Mariana Islands	null	0	Medium
23	Non-binary	PhD	Widowed	113,280	691	null	Auto	Self-employed	16	Excellent	0.166455	209,622	3	Brianmouth	WY	Liberia	0	2	Low
19	Female	PhD	Divorced	67,401	null	null	Personal	Unemployed	15	Excellent	0.250398	28,217	3	Smithville	UT	North Macedonia	0	1	Medium
24	Female	High School	Single	61,163	694	null	Business	Self-employed	2	Good	0.512612	121,650	2	Bullockchester	MP	Gabon	null	1	Low
25	Non-binary	Master's	Widowed	94,651	646	16,784	Home	Employed	18	Good	0.491269	125,349	3	South Samuel	GU	Togo	3	0	High
27	Male	PhD	Divorced	50,773	689	null	Business	Employed	1	Excellent	0.15421	97,246	2	Lake David	PR	Tonga	2	0	Low
25	Male	High School	Widowed	107,725	683	18,177	Auto	Unemployed	12	Good	0.36442	36,736	1	Roseton	OR	Zimbabwe	2	0	Low
62	Male	Bachelor's	Married	114,877	736	45,312	Business	Unemployed	9	Excellent	0.332869	260,011	null	West James	AL	Bouvet Island (Bouvetoya)	4	1	Low
26	Female	Bachelor's	Widowed	108,393	692	35,868	Business	Unemployed	9	Excellent	0.52075	188,050	3	South Stephenstad	WA	Dominican Republic	0	0	Medium
64	Female	PhD	Single	33,149	625	35,135	Business	Employed	0	Fair	0.518097	74,956	3	Johnathanport	MI	Brunei Darussalam	2	1	Low
68	Male	Bachelor's	Widowed	103,682	788	14,290	Personal	Employed	12	Excellent	0.173645	38,473	0	Gregorychester	NV	Saint Lucia	3	0	Medium
18	Male	High School	Married	77,154	726	null	Home	Self-employed	7	Good	0.227988	281,128	2	East Thomasmouth	MN	Hong Kong	2	2	Low
38	Non-binary	Bachelor's	Widowed	94,453	621	18,510	Personal	Employed	15	Good	0.340784	52,098	2	New Antonio	ID	Slovakia (Slovak Republic)	4	2	Medium
33	Male	PhD	Divorced	61,965	null	10,361	Home	Employed	11	Excellent	0.208455	null	2	Lake Michaelbury	FM	Ecuador	0	2	Low
22	Female	PhD	Widowed	25,305	664	47,919	Business	Employed	3	Fair	0.22672	null	4	Thomasville	MH	Montenegro	4	1	Medium
46	Non-binary	High School	Single	66,871	711	13,431	Personal	Unemployed	19	Good	0.430302	263,864	1	North Johnside	MN	Chad	null	2	Low
45	Male	High School	Single	20,211	672	null	Personal	Self-employed	14	Good	0.396269	179,371	1	Johnview	RI	Ethiopia	1	2	Low
24	Female	High School	Divorced	27,782	null	7,179	Home	Self-employed	8	Poor	0.310722	238,027	null	East Stephenhaven	VA	Palestinian Territory	0	2	Medium
64	Female	High School	Divorced	25,285	634	7,153	Business	Self-employed	3	Fair	0.274668	95,639	2	Nicholsonport	RI	United States Virgin Islands	3	1	Low
54	Non-binary	Master's	Divorced	115,716	757	7,810	Auto	Unemployed	17	Poor	0.445871	21,751	2	South Stephanie	OR	Seychelles	null	1	Low
34	Non-binary	Master's	Divorced	102,864	736	33,353	Personal	Employed	0	Excellent	0.187664	98,944	3	North Lindaport	CO	Austria	4	1	Low
41	Non-binary	High School	Divorced	46,000	679	31,176	Home	Unemployed	4	Good	0.585113	293,135	2	North Kelly	ME	Tonga	3	1	Medium
31	Non-binary	High School	Divorced	110,037	613	45,201	Business	Self-employed	17	Poor	0.545189	120,003	1	New Joshuatown	VA	Congo	2	0	High
22	Male	High School	Divorced	99,396	null	19,410	Auto	Unemployed	4	Good	0.243188	217,179	0	Lindastad	CA	Mauritania	0	0	High
32	Male	Master's	Widowed	106,677	642	41,559	Auto	Unemployed	13	Poor	0.347319	293,904	2	Nicholaschester	NM	Korea	4	0	Medium
55	Non-binary	Master's	Divorced	108,264	702	10,524	Home	Self-employed	5	Excellent	0.327115	162,234	3	North Kristinaborough	WV	Sao Tome and Principe	4	1	Medium
31	Male	Bachelor's	Married	87,592	766	22,949	Home	Self-employed	5	Fair	0.39695	105,171	2	Danieltown	MS	Costa Rica	2	2	Low
55	Non-binary	Bachelor's	Single	104,116	null	48,406	Auto	Self-employed	9	Fair	0.425426	24,024	null	Pattonville	ME	Uzbekistan	4	0	Medium
59	Non-binary	Bachelor's	Widowed	null	673	12,218	Auto	Unemployed	0	Good	0.400287	163,013	null	Gomezberg	MI	Slovakia (Slovak Republic)	1	2	Medium
57	Male	Bachelor's	Divorced	null	745	null	Auto	Unemployed	13	Poor	0.4582	217,930	null	Lake Elizabethland	MI	Palestinian Territory	1	0	Medium
38	Male	Master's	Divorced	32,738	778	10,570	Personal	Unemployed	16	Good	0.339603	null	4	North Michelle	SD	Saint Martin	0	0	Medium
65	Male	High School	Divorced	63,168	null	22,721	Home	Self-employed	19	Poor	0.584913	187,584	1	New Melissamouth	MI	Spain	0	0	Low
30	Male	High School	Widowed	81,810	765	23,004	Personal	Self-employed	10	Poor	0.314413	170,142	1	South Janet	WA	Belarus	2	0	Low
29	Female	Master's	Divorced	116,238	null	14,637	Auto	Self-employed	19	Fair	0.176819	195,193	3	Port Theresa	DC	Congo	4	1	Low
27	Non-binary	Bachelor's	Divorced	34,066	null	6,797	Personal	Employed	10	Excellent	0.567953	119,597	0	Jessicastad	LA	Belgium	0	2	Low
20	Non-binary	High School	Widowed	46,855	779	34,062	Auto	Unemployed	6	Poor	0.317122	264,367	2	South Amandaside	MI	Micronesia	4	2	Medium
46	Male	PhD	Single	117,955	null	null	Business	Self-employed	9	Excellent	0.418982	281,533	3	New Joshua	DC	Barbados	3	2	Medium
58	Male	Master's	Divorced	115,910	783	5,479	Auto	Employed	14	Excellent	0.497947	47,608	null	Lake Roger	NH	South Georgia and the South Sandwich Islands	0	1	Medium
45	Non-binary	Master's	Married	69,515	712	28,752	Home	Employed	6	Good	0.265866	101,761	3	Timothyport	OH	Mali	2	2	Low
19	Male	Bachelor's	Married	103,230	704	16,382	Home	Unemployed	17	Fair	0.374057	214,556	4	Winterschester	HI	Serbia	2	0	Low
65	Female	PhD	Divorced	57,206	731	16,151	Auto	Self-employed	0	Fair	0.184768	46,639	null	Jimenezville	GA	Namibia	null	1	High
24	Female	Master's	Single	82,137	790	34,428	Business	Unemployed	12	Fair	0.416105	296,457	2	Lewismouth	VA	Saint Kitts and Nevis	4	1	Medium
54	Female	Master's	Married	101,664	727	35,447	Personal	Employed	18	Poor	0.406536	45,723	null	Whitneychester	PA	Anguilla	null	0	Low
45	Female	PhD	Widowed	30,677	764	16,809	Business	Self-employed	6	Good	0.184523	205,069	3	Ashleyberg	NV	Seychelles	3	2	Medium
21	Male	Bachelor's	Widowed	89,001	642	17,219	Home	Unemployed	0	Poor	0.438635	281,300	4	Eatonmouth	SC	Saudi Arabia	0	0	Low
35	Male	High School	Single	null	771	null	Business	Self-employed	4	Poor	0.197772	237,897	2	North Nicoleview	MO	Saint Barthelemy	2	0	Medium
18	Male	High School	Divorced	41,788	656	41,755	Home	Employed	17	Poor	0.257432	161,590	0	West Danielland	MA	Kyrgyz Republic	1	2	Medium
37	Male	PhD	Married	36,411	null	30,000	Home	Unemployed	10	Poor	0.452315	45,425	null	South Vanessaburgh	MP	Sierra Leone	3	2	Medium
66	Non-binary	High School	Married	97,236	null	null	Home	Unemployed	8	Excellent	0.388848	93,537	3	Pamelaberg	OH	Tuvalu	3	1	Low
42	Female	PhD	Single	70,643	708	null	Home	Employed	7	Good	0.382447	280,622	0	Paulabury	GA	Nigeria	1	1	Low
26	Female	High School	Widowed	116,080	602	46,499	Auto	Self-employed	17	Excellent	0.598568	159,781	3	South Angela	MD	Oman	0	1	Low
39	Non-binary	Master's	Widowed	112,656	634	34,317	Business	Employed	2	Excellent	0.264666	47,015	0	West Melissa	PR	Estonia	null	2	Medium
49	Male	High School	Divorced	null	789	26,720	Home	Self-employed	7	Excellent	0.180392	56,472	1	East Jennifer	CA	United States of America	3	1	Low
64	Male	PhD	Married	75,685	723	20,100	Auto	Unemployed	15	Excellent	0.566909	228,942	1	Lake Hannahborough	FL	Belgium	0	0	Low
41	Female	PhD	Married	63,255	771	null	Business	Self-employed	10	Fair	0.371198	190,602	null	Robertmouth	NJ	Croatia	3	1	High
43	Non-binary	Bachelor's	Single	51,351	692	24,605	Personal	Unemployed	16	Fair	0.273515	90,834	2	Mariabury	IN	Eritrea	0	2	Medium
20	Non-binary	Bachelor's	Widowed	72,129	734	35,641	Personal	Employed	13	Poor	0.440231	183,331	3	New Melissa	FM	Montserrat	3	0	Low
30	Non-binary	PhD	Single	45,978	774	41,492	Home	Self-employed	4	Excellent	0.57556	137,047	null	New Maryborough	WV	Peru	4	0	Medium
62	Male	Master's	Divorced	null	724	35,199	Business	Unemployed	14	Fair	0.171291	299,838	1	Williamstad	NH	United States Minor Outlying Islands	1	2	Low

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