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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
38	Non-binary	Bachelor's	Widowed	103,388	773	32,832	Auto	Self-employed	5	Good	0.382745	293,058	null	East Rebecca	AR	Madagascar	4	1	Low
58	Female	Master's	Married	100,358	634	5,858	Home	Self-employed	9	Poor	0.476124	null	2	Jonesberg	MH	Armenia	1	0	High
59	Male	Bachelor's	Married	null	798	37,154	Auto	Unemployed	11	Excellent	0.575255	84,299	null	Port Deanna	MP	Haiti	2	2	Medium
38	Female	Bachelor's	Divorced	43,563	null	26,057	Personal	Employed	13	Good	0.307983	131,822	2	Christinebury	DC	Belize	2	0	Low
20	Male	Master's	Married	21,320	689	17,350	Personal	Self-employed	16	Poor	0.209222	280,603	3	Jordanton	PR	Liberia	4	0	Low
65	Female	High School	Single	95,440	671	44,117	Home	Employed	11	Good	0.460205	null	null	Lake Samuel	KS	Turkmenistan	4	0	High
37	Non-binary	PhD	Widowed	91,632	635	26,420	Personal	Self-employed	2	Poor	0.33886	292,807	4	Chadton	NE	Ukraine	0	0	Medium
39	Non-binary	High School	Married	116,447	625	40,013	Home	Self-employed	8	Poor	0.405923	96,128	null	West Danielle	PA	Niue	2	0	Low
19	Male	Bachelor's	Widowed	66,052	null	46,354	Personal	Unemployed	19	Good	0.551085	191,876	2	New Robertland	DE	Angola	2	2	Low
30	Female	High School	Single	null	612	18,421	Personal	Unemployed	13	Poor	0.532864	191,765	0	South Katherine	PR	Slovenia	4	1	Low
53	Female	Master's	Married	56,292	648	null	Personal	Employed	5	Fair	0.236698	55,825	0	Scottberg	RI	Jamaica	0	0	Low
60	Non-binary	Bachelor's	Married	27,799	null	18,558	Auto	Self-employed	5	Good	0.118075	148,175	0	South Richardville	HI	Brunei Darussalam	0	0	Medium
20	Male	Bachelor's	Divorced	41,910	755	24,166	Auto	Self-employed	11	Good	0.507678	37,827	null	Richardsonstad	ME	Luxembourg	3	0	Medium
25	Male	Master's	Widowed	53,902	null	8,924	Personal	Self-employed	18	Excellent	0.334954	48,613	null	Lake Kyle	KY	Canada	null	0	Low
45	Female	PhD	Widowed	104,764	725	25,357	Home	Unemployed	1	Good	0.149399	100,787	1	West Samanthaport	MO	Bhutan	3	0	Medium
24	Non-binary	PhD	Widowed	77,235	745	21,561	Personal	Employed	13	Poor	0.478724	231,415	4	Michaelberg	OR	France	2	2	Medium
25	Female	Bachelor's	Divorced	null	702	21,585	Personal	Unemployed	15	Fair	0.22485	84,415	2	New Kelly	AK	Ethiopia	2	2	Low
68	Male	PhD	Divorced	39,693	790	30,117	Auto	Unemployed	3	Poor	0.213608	20,199	3	Port Joshuaville	PW	Kazakhstan	1	0	Low
58	Male	High School	Widowed	29,895	null	49,906	Home	Unemployed	4	Fair	0.355285	231,778	0	Diazview	CO	Fiji	2	1	Low
56	Male	Bachelor's	Single	73,830	739	36,507	Home	Employed	2	Fair	0.381554	null	0	Haleyview	AK	Malaysia	null	2	High
51	Female	Master's	Divorced	117,204	798	6,753	Business	Self-employed	14	Poor	0.55996	197,306	1	East Robertshire	CO	United Kingdom	0	2	Low
51	Non-binary	High School	Single	110,426	627	5,787	Home	Self-employed	5	Excellent	0.543622	216,555	1	North Michael	MH	Saint Martin	0	0	Low
42	Non-binary	PhD	Divorced	88,230	791	12,587	Personal	Self-employed	14	Fair	0.264791	148,574	3	North Bailey	KS	Latvia	4	0	High
49	Female	Bachelor's	Widowed	42,735	693	35,460	Business	Employed	9	Poor	0.24941	222,338	3	Vanessaport	NE	Armenia	0	0	Medium
42	Male	PhD	Single	62,710	751	27,718	Personal	Employed	14	Poor	0.144273	262,097	null	Carlyland	MN	Kuwait	2	2	Medium
21	Male	Bachelor's	Married	103,227	727	5,857	Personal	Self-employed	15	Fair	0.560123	265,503	4	North Maureenside	NJ	American Samoa	2	2	Medium
51	Male	PhD	Divorced	35,455	689	11,244	Home	Employed	6	Excellent	0.434917	53,889	0	South David	IA	Lao People's Democratic Republic	3	1	Medium
54	Male	Master's	Widowed	58,734	604	19,903	Business	Unemployed	6	Fair	0.179643	267,531	0	Stephanieberg	NY	Jersey	null	0	Low
29	Male	Bachelor's	Married	102,782	676	22,451	Home	Employed	8	Excellent	0.162538	290,438	3	New Jamesburgh	HI	Malawi	1	2	High
39	Male	High School	Single	43,574	610	32,520	Business	Unemployed	19	Good	0.335287	96,780	0	New Ashleyshire	UT	Albania	3	2	Low
38	Female	Bachelor's	Single	45,874	723	null	Home	Unemployed	3	Good	0.524533	null	0	Richardland	MA	Venezuela	2	2	Low
55	Female	Bachelor's	Single	68,216	767	null	Business	Unemployed	8	Good	0.19646	277,135	4	North Pamela	NJ	Luxembourg	null	2	Low
36	Non-binary	Master's	Divorced	65,819	688	39,769	Auto	Unemployed	16	Good	0.456487	195,955	1	Hubbardview	FL	Peru	4	1	Medium
60	Non-binary	Master's	Divorced	47,728	668	10,797	Auto	Employed	6	Poor	0.211155	65,644	1	New Mariahmouth	IA	Brunei Darussalam	null	0	Medium
25	Male	Bachelor's	Single	55,162	639	25,592	Business	Unemployed	7	Good	0.211351	137,826	4	Port Brian	AR	Benin	2	2	Low
28	Non-binary	High School	Single	54,678	661	13,142	Personal	Self-employed	16	Excellent	0.566186	148,254	1	Hallhaven	VI	Libyan Arab Jamahiriya	0	2	Low
20	Male	PhD	Married	null	781	30,944	Home	Self-employed	3	Excellent	0.289567	41,193	1	West Dianaburgh	SD	Bolivia	4	0	Low
29	Non-binary	PhD	Single	41,326	728	null	Personal	Employed	10	Good	0.550278	155,077	null	Brownport	AS	Sao Tome and Principe	3	0	Low
43	Male	PhD	Married	null	661	39,755	Personal	Employed	4	Poor	0.362277	78,803	2	Savageburgh	FL	Puerto Rico	3	2	Low
19	Male	High School	Single	76,588	null	41,537	Business	Self-employed	12	Good	0.220495	144,747	3	West Daniel	OK	Antigua and Barbuda	4	1	Low
27	Non-binary	PhD	Widowed	29,711	635	48,326	Business	Unemployed	9	Poor	0.502724	223,217	null	East Cindy	NJ	Isle of Man	2	1	Low
34	Female	PhD	Divorced	null	688	25,907	Home	Employed	1	Poor	0.312213	39,322	4	Kristaview	WA	Saint Kitts and Nevis	2	1	Low
57	Non-binary	Bachelor's	Divorced	null	null	14,418	Business	Self-employed	7	Good	0.479606	null	1	Parkerhaven	ND	Netherlands Antilles	0	0	Low
61	Non-binary	Bachelor's	Widowed	62,589	652	21,176	Home	Self-employed	6	Poor	0.273188	291,151	0	Port Chrisshire	WY	Seychelles	4	2	Low
28	Female	Bachelor's	Widowed	55,271	null	null	Home	Employed	0	Fair	0.446047	124,628	0	Martinezview	WY	Azerbaijan	null	0	Low
41	Male	PhD	Widowed	36,972	727	16,044	Home	Unemployed	1	Poor	0.38233	105,329	3	Hancockbury	MD	Uruguay	2	2	Medium
26	Male	Bachelor's	Widowed	117,803	null	41,962	Home	Employed	0	Fair	0.321168	133,256	1	Port Pamelashire	WV	Kyrgyz Republic	1	1	Low
58	Female	PhD	Single	108,116	686	11,567	Business	Employed	7	Fair	0.3241	76,928	4	Turnerberg	CA	Benin	3	1	Low
45	Female	Master's	Widowed	22,631	650	5,987	Business	Unemployed	11	Poor	0.129818	171,255	4	Loganmouth	PA	Sao Tome and Principe	3	0	Low
44	Female	High School	Married	94,374	734	17,225	Personal	Employed	9	Good	0.111231	262,453	1	Jenkinshaven	DC	British Indian Ocean Territory (Chagos Archipelago)	0	2	Medium
40	Non-binary	Bachelor's	Single	69,744	771	23,470	Personal	Unemployed	4	Good	0.46381	39,976	0	Millerview	AR	Somalia	0	1	Low
61	Female	Master's	Widowed	117,222	663	8,462	Business	Employed	5	Excellent	0.19593	206,767	2	Lake Anna	VI	Sierra Leone	3	1	Medium
18	Non-binary	High School	Single	61,504	676	null	Business	Employed	5	Fair	0.487392	278,529	null	Kelleyhaven	MH	Cuba	0	1	Low
26	Female	Master's	Married	25,351	703	35,886	Home	Unemployed	2	Fair	0.487288	96,192	2	Sharonfort	AK	Guernsey	1	0	Medium
69	Non-binary	Bachelor's	Single	37,216	731	49,248	Home	Employed	13	Good	0.55027	null	4	Lake Austinhaven	UT	Guatemala	2	2	Low
29	Female	PhD	Divorced	84,555	735	40,341	Personal	Employed	18	Excellent	0.557713	49,334	1	Hessstad	VI	Bahrain	0	0	Low
60	Male	PhD	Divorced	33,071	null	41,492	Business	Self-employed	8	Good	0.332444	217,741	2	Longside	VI	Cape Verde	null	2	Low
39	Male	High School	Single	81,922	766	8,569	Personal	Self-employed	1	Poor	0.289746	null	1	New Renee	VI	Kazakhstan	0	1	Medium
41	Female	High School	Single	null	682	34,872	Home	Unemployed	2	Poor	0.241013	58,494	2	Marcton	AR	Taiwan	1	0	Low
24	Non-binary	Bachelor's	Single	87,484	735	null	Home	Employed	0	Good	0.492988	155,036	0	New Troyville	WY	El Salvador	1	1	Medium
25	Non-binary	Bachelor's	Single	66,840	712	45,817	Home	Employed	5	Excellent	0.211784	70,792	1	Justinport	NJ	Turkmenistan	3	1	Low
21	Male	Master's	Single	46,283	635	35,323	Home	Employed	14	Excellent	0.14404	128,721	1	Ericburgh	MI	Albania	3	1	Low
48	Non-binary	PhD	Single	68,423	747	37,014	Personal	Self-employed	4	Excellent	0.581529	null	0	Port Sandra	NC	Eritrea	2	0	Low
56	Female	Bachelor's	Married	null	737	27,316	Home	Unemployed	19	Good	0.194395	261,212	0	Lake Carlosside	TX	Jersey	1	1	High
40	Female	Master's	Married	35,797	612	48,128	Business	Employed	5	Fair	0.574751	233,648	2	North Angelastad	WV	Palestinian Territory	2	2	Low
47	Non-binary	High School	Married	105,359	760	41,119	Home	Unemployed	10	Good	0.177489	null	null	Moyerburgh	ME	Jamaica	1	1	Low
27	Non-binary	PhD	Married	89,245	620	28,658	Auto	Self-employed	14	Excellent	0.107259	137,510	null	South Randallland	AR	South Africa	0	0	Medium
27	Female	High School	Widowed	52,683	671	43,183	Auto	Self-employed	6	Good	0.243292	57,425	2	Oconnellbury	UT	Pitcairn Islands	null	1	Low
59	Female	High School	Divorced	99,509	798	19,836	Business	Employed	3	Fair	0.106389	null	4	New Maryfurt	NC	United States of America	2	1	Low
33	Male	Master's	Married	null	738	24,259	Business	Self-employed	13	Excellent	0.126963	null	null	Port Gail	AS	Bosnia and Herzegovina	0	0	Low
39	Non-binary	Master's	Married	23,554	718	46,249	Home	Self-employed	8	Good	0.479659	131,541	3	New Margaret	NJ	American Samoa	0	1	Medium
65	Male	High School	Married	null	739	33,450	Business	Employed	3	Excellent	0.39613	null	1	Joanneberg	MO	Uganda	3	2	Medium
35	Male	Bachelor's	Widowed	102,158	720	24,727	Auto	Self-employed	4	Fair	0.347377	null	0	Port Howardton	MS	Falkland Islands (Malvinas)	0	2	Low
28	Male	High School	Married	90,509	613	44,630	Personal	Employed	12	Fair	0.394482	271,999	2	North Stephanie	PW	Gabon	2	0	Medium
43	Non-binary	Bachelor's	Divorced	null	728	36,099	Personal	Unemployed	13	Excellent	0.460892	139,190	1	Nolanview	SD	Guyana	1	1	Low
54	Female	High School	Single	101,574	706	21,992	Business	Self-employed	18	Poor	0.534105	68,792	4	Hunterfurt	WY	Spain	1	2	Low
20	Female	PhD	Single	68,372	672	17,949	Business	Self-employed	19	Good	0.523976	22,732	4	Andrewmouth	SD	Faroe Islands	4	0	Low
20	Male	Bachelor's	Widowed	28,444	null	33,536	Personal	Employed	11	Poor	0.579025	102,712	1	Vanessaland	CO	Bulgaria	3	0	Low
20	Non-binary	Master's	Divorced	null	738	null	Home	Self-employed	5	Good	0.504356	59,916	2	East Ashleyland	FL	Slovakia (Slovak Republic)	4	2	Low
38	Female	High School	Single	46,732	736	48,992	Auto	Employed	5	Excellent	0.295727	211,410	2	Chavezton	CO	Micronesia	null	1	Low
21	Female	Bachelor's	Divorced	65,382	null	null	Personal	Employed	17	Excellent	0.414947	106,355	2	Dylanbury	MO	Myanmar	2	0	High
58	Non-binary	PhD	Married	54,837	670	16,969	Auto	Unemployed	13	Excellent	0.340402	238,618	null	Michaelmouth	CA	Saint Kitts and Nevis	2	2	Low
46	Female	Bachelor's	Married	66,057	null	46,154	Business	Employed	1	Good	0.40403	47,257	1	Griffinmouth	AS	India	4	2	Low
42	Male	High School	Widowed	118,706	675	13,272	Business	Employed	13	Fair	0.433305	119,319	2	Kevinfort	WV	Mali	0	2	Low
45	Non-binary	PhD	Widowed	59,587	697	18,147	Business	Unemployed	9	Poor	0.500303	70,970	3	Lake Jennifer	CA	Wallis and Futuna	0	0	High
45	Female	Bachelor's	Divorced	null	613	44,342	Personal	Unemployed	11	Fair	0.375792	152,362	4	Port Jeffreymouth	HI	Algeria	2	1	Low
69	Female	High School	Divorced	58,723	736	40,898	Home	Employed	15	Fair	0.342199	126,115	1	Kaylaland	MH	Honduras	3	1	Medium
23	Non-binary	High School	Divorced	36,636	706	9,726	Home	Self-employed	17	Poor	0.238716	97,035	null	New Michael	RI	Kyrgyz Republic	null	2	Low
66	Female	Master's	Widowed	116,542	732	41,342	Personal	Self-employed	15	Good	0.364434	216,669	2	Jamesville	DE	Japan	1	1	Medium
53	Non-binary	Master's	Divorced	60,641	636	12,506	Home	Self-employed	13	Fair	0.476053	20,938	0	Bryceton	IA	Mali	2	1	Low
43	Male	Bachelor's	Single	112,404	null	44,529	Personal	Employed	4	Poor	0.204049	282,266	3	West John	ME	Bolivia	null	2	Low
50	Non-binary	PhD	Single	51,977	707	46,638	Home	Unemployed	13	Good	0.358635	216,771	1	Harveybury	IL	Paraguay	2	1	Medium
32	Male	Bachelor's	Single	49,654	651	null	Personal	Unemployed	11	Fair	0.452138	73,437	null	East Allison	IL	Estonia	4	1	Low
67	Non-binary	PhD	Divorced	76,899	780	48,485	Business	Employed	17	Poor	0.409428	248,014	3	Brendaville	UT	Andorra	2	1	High
56	Non-binary	PhD	Divorced	81,630	694	46,571	Auto	Unemployed	3	Poor	0.365284	287,294	2	Josephtown	OH	Singapore	0	1	Medium
65	Non-binary	Bachelor's	Divorced	94,586	794	29,131	Auto	Employed	5	Good	0.525033	127,165	2	Rubiofort	DE	Cote d'Ivoire	3	2	Low
33	Male	PhD	Divorced	113,445	786	49,221	Personal	Unemployed	10	Excellent	0.350776	95,489	2	East Jonathanchester	UT	Kenya	3	1	Medium
32	Non-binary	Master's	Widowed	null	709	21,709	Home	Unemployed	2	Poor	0.141678	246,966	0	Gibsonland	IN	Taiwan	0	0	Low
18	Female	PhD	Single	40,140	null	8,464	Business	Self-employed	3	Good	0.315664	135,913	0	Williamsview	OR	Puerto Rico	1	0	Low
32	Female	High School	Single	110,257	660	7,266	Business	Unemployed	9	Poor	0.16004	null	2	Lindseybury	GA	Russian Federation	4	2	High

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