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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
65	Female	Bachelor's	Single	67,918	702	36,364	Home	Unemployed	6	Fair	0.265894	161,810	1	North Wendy	MH	Ireland	4	0	Medium
29	Female	Master's	Divorced	101,838	643	13,685	Personal	Unemployed	16	Excellent	0.383296	200,976	3	Christophertown	GU	Nepal	2	2	Low
50	Non-binary	PhD	Single	70,185	719	20,451	Home	Unemployed	9	Fair	0.375996	29,104	3	Johnstonberg	WV	Reunion	2	2	Low
43	Non-binary	High School	Single	43,440	742	6,421	Personal	Unemployed	6	Excellent	0.471028	265,971	4	Ashleyton	VT	British Virgin Islands	4	0	Low
41	Female	Bachelor's	Widowed	44,807	762	36,544	Business	Employed	0	Good	0.345562	252,699	1	Jessicafort	MP	China	1	0	High
49	Non-binary	PhD	Married	76,889	762	47,660	Home	Employed	2	Excellent	0.139248	197,757	null	East Alexander	MO	United States of America	0	1	High
31	Non-binary	High School	Widowed	76,234	764	40,353	Personal	Self-employed	9	Excellent	0.236785	279,768	2	Johnmouth	RI	Switzerland	2	1	Low
56	Male	Master's	Divorced	79,912	null	10,441	Personal	Self-employed	14	Poor	0.448474	87,172	4	North Daniel	AL	Liechtenstein	0	2	Low
43	Female	Bachelor's	Married	116,559	667	32,111	Auto	Employed	1	Excellent	0.406613	111,836	0	Petershaven	SD	Greenland	null	0	Medium
68	Male	PhD	Married	44,225	750	48,526	Business	Employed	15	Fair	0.543024	255,151	null	New Jesseshire	CO	Cyprus	0	1	High
27	Male	Master's	Divorced	47,729	662	44,019	Home	Self-employed	5	Poor	0.122215	254,233	0	Ortizberg	NC	Lithuania	0	2	Low
29	Male	Master's	Divorced	43,552	647	14,285	Business	Employed	17	Excellent	0.267861	84,144	3	Jasmineport	GA	Turkey	0	2	Medium
50	Male	Master's	Married	60,696	785	12,624	Personal	Self-employed	3	Fair	0.384398	25,620	null	Brandyside	AL	Nepal	2	1	Medium
39	Non-binary	Bachelor's	Married	93,803	760	17,708	Home	Employed	17	Poor	0.231206	258,500	null	New Jessica	MA	Niue	1	1	Medium
46	Female	Bachelor's	Married	68,322	659	27,406	Home	Self-employed	10	Excellent	0.495546	27,126	null	Devinmouth	AL	Grenada	0	2	Low
61	Female	PhD	Single	null	677	39,695	Business	Unemployed	5	Excellent	0.570836	null	2	Port Ginaborough	FL	Tunisia	4	2	Low
68	Non-binary	PhD	Widowed	68,232	null	23,091	Auto	Employed	10	Poor	0.505302	289,554	3	Amandahaven	IN	Gibraltar	null	0	Low
18	Non-binary	PhD	Divorced	34,242	null	18,553	Personal	Self-employed	8	Poor	0.285958	291,556	4	West Gary	DE	Turkmenistan	null	1	Low
21	Non-binary	PhD	Widowed	null	730	27,120	Business	Self-employed	14	Poor	0.390926	146,806	4	Rhodesmouth	AK	Hong Kong	1	1	High
33	Male	PhD	Single	115,140	642	24,961	Business	Unemployed	19	Fair	0.308655	140,635	0	New Richard	VI	Pitcairn Islands	4	1	Low
24	Non-binary	Master's	Married	56,587	798	35,971	Auto	Self-employed	9	Poor	0.573458	null	2	Lisaton	MP	South Georgia and the South Sandwich Islands	null	2	Low
55	Female	PhD	Married	22,704	667	29,459	Home	Unemployed	2	Good	0.25939	null	0	West Kiara	IA	Martinique	1	2	High
59	Female	Bachelor's	Divorced	97,521	null	49,895	Auto	Unemployed	7	Fair	0.199871	90,377	3	Port Veronica	WV	Palestinian Territory	3	1	Low
58	Non-binary	Bachelor's	Married	60,429	669	25,806	Business	Employed	13	Excellent	0.502054	264,032	4	Gregorychester	MN	Dominican Republic	4	0	Low
60	Female	High School	Married	null	602	36,721	Home	Unemployed	7	Good	0.383191	null	0	Lake Kyle	AK	Libyan Arab Jamahiriya	4	2	Medium
44	Male	PhD	Widowed	72,669	682	33,090	Personal	Self-employed	5	Poor	0.472821	44,163	0	Mcdonaldmouth	MI	Pakistan	3	1	Low
51	Male	High School	Single	null	761	null	Auto	Self-employed	16	Good	0.179729	248,765	3	East Kristichester	ND	Bulgaria	2	2	Medium
42	Female	Bachelor's	Divorced	42,733	721	26,202	Home	Unemployed	10	Poor	0.373192	231,023	1	Valenciafurt	ND	Saint Pierre and Miquelon	4	1	Low
26	Female	Bachelor's	Married	51,748	670	18,591	Auto	Self-employed	12	Good	0.548809	205,870	4	Lake Heathermouth	SD	Yemen	3	0	Medium
63	Male	Master's	Married	59,927	621	44,478	Home	Self-employed	6	Good	0.45716	null	0	West Shawn	AZ	Germany	0	1	Medium
25	Female	Bachelor's	Widowed	76,553	623	48,501	Personal	Employed	6	Poor	0.43012	null	2	West Jasonland	MD	Central African Republic	2	0	Medium
19	Male	High School	Single	64,854	694	19,451	Home	Employed	7	Good	0.405431	null	4	Claytonstad	MP	Peru	null	0	Medium
37	Female	High School	Married	null	750	6,340	Business	Employed	7	Excellent	0.575607	177,516	1	North Christopherstad	NY	Bermuda	4	1	Medium
53	Non-binary	Master's	Divorced	39,477	713	38,306	Personal	Employed	8	Fair	0.132551	164,771	null	South Amanda	HI	Cambodia	1	0	Medium
68	Female	PhD	Widowed	86,786	729	null	Personal	Self-employed	14	Fair	0.298264	129,296	null	Jacquelineside	IL	Panama	3	1	High
40	Non-binary	PhD	Divorced	67,547	726	9,934	Personal	Unemployed	17	Good	0.191672	150,674	0	New Becky	FL	Holy See (Vatican City State)	3	0	Low
60	Female	Bachelor's	Divorced	null	799	11,570	Home	Unemployed	15	Poor	0.417233	185,359	2	Lake Jody	MI	United States Virgin Islands	3	1	Low
57	Female	High School	Divorced	93,065	781	18,857	Auto	Employed	12	Fair	0.531299	98,279	1	Waltonton	TX	Saint Helena	4	2	Low
45	Non-binary	Master's	Widowed	41,801	null	17,923	Home	Self-employed	1	Poor	0.581865	93,856	0	Davidburgh	OK	Liechtenstein	null	2	Low
45	Female	Master's	Married	77,423	null	28,065	Home	Self-employed	4	Fair	0.596091	229,699	4	New Bob	NV	Bahamas	3	0	Medium
47	Non-binary	Bachelor's	Married	46,583	627	11,066	Personal	Employed	14	Excellent	0.206114	245,609	3	West Teresaberg	GU	New Zealand	1	1	Low
26	Non-binary	Master's	Married	107,191	737	29,201	Auto	Self-employed	1	Poor	0.230889	299,091	4	Hodgesfurt	MH	Honduras	1	1	Low
53	Male	Bachelor's	Widowed	94,474	704	44,357	Personal	Self-employed	1	Excellent	0.499924	70,678	null	Bridgesfort	TX	Norway	0	1	Low
26	Non-binary	Master's	Divorced	71,761	728	31,195	Personal	Self-employed	3	Excellent	0.555128	null	1	Meaganborough	AZ	Cameroon	null	1	Low
18	Female	PhD	Married	47,410	788	15,325	Personal	Employed	10	Good	0.290223	220,103	3	North Nicole	MI	Lao People's Democratic Republic	null	1	Low
38	Male	Bachelor's	Widowed	74,812	669	18,028	Auto	Unemployed	6	Fair	0.422791	25,080	null	Michaelshire	NH	Paraguay	2	1	Low
38	Male	Master's	Married	23,881	654	null	Personal	Self-employed	15	Excellent	0.428425	96,636	3	Valeriefort	WA	Madagascar	4	1	Low
60	Non-binary	Master's	Single	84,102	723	null	Personal	Employed	10	Fair	0.277531	252,527	3	Cassandratown	MO	Hungary	2	0	High
32	Female	High School	Divorced	56,161	null	39,388	Home	Unemployed	2	Fair	0.326322	131,160	null	Anthonychester	NH	Dominica	4	1	Medium
65	Female	High School	Widowed	20,907	null	23,855	Auto	Employed	19	Fair	0.581359	197,796	2	West Zacharystad	DC	Czech Republic	0	2	High
20	Male	PhD	Widowed	119,389	null	5,584	Auto	Employed	18	Good	0.337561	231,490	4	Lake Robert	OH	Equatorial Guinea	4	1	Low
31	Male	PhD	Divorced	48,981	null	48,465	Auto	Employed	7	Fair	0.317401	148,309	null	Lake Juliaburgh	MT	Tunisia	1	0	Low
18	Female	High School	Widowed	62,789	676	30,153	Auto	Self-employed	4	Poor	0.370632	67,259	3	South Ashley	VA	Libyan Arab Jamahiriya	null	1	Medium
47	Male	PhD	Widowed	118,342	723	32,762	Personal	Self-employed	12	Excellent	0.357817	134,613	4	Williamsbury	NC	Rwanda	0	1	Low
36	Non-binary	High School	Widowed	59,350	null	47,878	Business	Unemployed	19	Poor	0.182196	220,388	3	South James	IA	Latvia	null	0	Medium
47	Non-binary	High School	Widowed	90,325	657	33,868	Home	Employed	9	Fair	0.579245	182,436	2	Mcintoshburgh	NJ	Israel	null	0	Medium
20	Female	Master's	Divorced	70,547	712	13,567	Auto	Unemployed	4	Fair	0.351676	258,055	4	Steinhaven	AK	United States of America	3	0	Low
47	Female	Bachelor's	Single	24,333	654	10,404	Auto	Self-employed	9	Excellent	0.151973	null	null	East Amber	NM	Bulgaria	4	1	Low
52	Female	High School	Widowed	81,201	629	26,293	Business	Unemployed	17	Good	0.550659	null	3	Russelltown	PR	Libyan Arab Jamahiriya	2	0	Low
39	Non-binary	Bachelor's	Divorced	26,674	null	44,114	Personal	Self-employed	1	Poor	0.212162	229,721	2	Derekbury	OR	Angola	0	0	Low
57	Non-binary	PhD	Widowed	98,082	687	5,372	Personal	Employed	4	Poor	0.556667	194,600	4	Port Robertfurt	MD	Lebanon	2	0	Low
68	Non-binary	High School	Married	null	608	15,716	Business	Self-employed	4	Excellent	0.571984	243,447	2	Mullenburgh	RI	United States Virgin Islands	null	2	Low
41	Non-binary	Master's	Married	113,826	626	null	Personal	Self-employed	8	Fair	0.325287	null	1	East Isaacmouth	MH	Romania	1	2	Low
69	Non-binary	PhD	Single	52,400	737	19,105	Personal	Unemployed	6	Poor	0.471566	205,228	4	Lake Anthonyhaven	IL	Cocos (Keeling) Islands	4	2	Low
50	Male	PhD	Divorced	102,646	null	36,843	Home	Employed	3	Fair	0.588429	104,241	2	Aprilstad	MD	Equatorial Guinea	0	2	Low
38	Female	PhD	Single	54,980	742	32,740	Auto	Unemployed	13	Fair	0.598529	189,976	null	Fitzpatrickland	NY	Turkey	0	2	Low
64	Female	PhD	Widowed	42,236	null	42,705	Business	Employed	6	Good	0.186871	67,557	0	Port Mary	PW	Antarctica (the territory South of 60 deg S)	0	0	High
18	Male	Master's	Divorced	43,266	684	19,058	Home	Employed	18	Poor	0.442076	126,617	4	East Thomasmouth	VA	Belize	1	1	Low
69	Non-binary	PhD	Married	75,421	630	26,997	Business	Self-employed	4	Excellent	0.150691	127,603	2	Avilaland	IL	Slovakia (Slovak Republic)	4	0	High
23	Female	High School	Single	117,681	762	49,015	Auto	Employed	19	Good	0.15196	56,005	1	Amandaside	VA	United States of America	0	1	High
64	Male	PhD	Widowed	82,001	682	34,036	Home	Self-employed	10	Fair	0.214712	28,404	1	Joneston	MD	Guadeloupe	0	1	Low
32	Male	Master's	Widowed	113,740	774	14,085	Business	Self-employed	14	Fair	0.214306	222,805	null	Melissamouth	PW	Congo	1	0	Medium
21	Non-binary	PhD	Widowed	null	719	36,973	Business	Self-employed	8	Excellent	0.365389	null	3	Garyport	MT	Western Sahara	0	0	Medium
46	Female	PhD	Married	62,340	788	null	Home	Self-employed	9	Poor	0.338075	50,483	1	Lake Christopher	NH	Haiti	1	2	Low
25	Male	High School	Widowed	null	749	44,406	Home	Self-employed	6	Excellent	0.573424	122,391	1	Matthewfurt	KS	Maldives	3	1	Medium
57	Male	PhD	Widowed	30,485	632	38,004	Home	Self-employed	14	Fair	0.145552	292,863	3	West Zacharyport	AZ	Solomon Islands	4	1	High
50	Non-binary	Bachelor's	Widowed	59,278	730	32,130	Business	Unemployed	3	Poor	0.410291	142,278	2	West Elizabeth	KY	Kenya	1	0	Low
69	Male	High School	Single	48,842	714	22,354	Personal	Unemployed	17	Poor	0.544645	159,336	1	New Ashleyport	MD	Central African Republic	null	1	High
25	Male	High School	Widowed	25,622	791	null	Business	Self-employed	2	Excellent	0.456615	215,901	3	Dawnshire	AS	Bulgaria	0	0	Medium
38	Female	Master's	Single	62,269	691	29,126	Personal	Employed	18	Excellent	0.191815	107,224	1	New Richardmouth	WY	Cote d'Ivoire	3	2	Low
23	Non-binary	Master's	Single	83,983	729	8,481	Home	Employed	8	Fair	0.37292	167,481	4	Adrienneton	IA	Gibraltar	null	2	Low
31	Male	Bachelor's	Widowed	52,143	null	8,455	Business	Self-employed	17	Good	0.507493	33,892	null	Dennismouth	TN	Eritrea	null	2	Medium
36	Male	High School	Single	61,787	625	8,185	Auto	Self-employed	3	Poor	0.124686	82,964	3	Lake Nicolefort	AZ	Pitcairn Islands	2	2	High
40	Male	High School	Divorced	99,015	637	47,494	Auto	Employed	6	Poor	0.333244	294,456	3	North Sarah	ID	Netherlands	1	1	Medium
57	Female	Master's	Widowed	59,963	null	7,301	Auto	Self-employed	15	Poor	0.355754	111,037	3	West Allen	WY	Brunei Darussalam	3	1	Low
40	Non-binary	PhD	Widowed	118,997	730	7,748	Personal	Self-employed	7	Excellent	0.271965	88,627	null	New Pamela	NY	Bhutan	null	1	Medium
65	Female	Master's	Divorced	113,657	713	25,932	Business	Self-employed	17	Excellent	0.424202	200,348	1	East Michele	OK	Liberia	4	2	Medium
30	Male	Bachelor's	Married	76,919	695	30,083	Personal	Employed	1	Good	0.380626	null	null	Williamsshire	KS	Vanuatu	2	1	Medium
38	Non-binary	Bachelor's	Divorced	null	721	49,866	Business	Employed	6	Good	0.597426	135,706	2	Emilyview	WY	South Africa	null	2	Medium
46	Male	High School	Married	69,647	784	46,479	Home	Unemployed	9	Good	0.316067	109,053	1	Lamfort	NC	Tajikistan	0	1	Medium
59	Non-binary	Bachelor's	Single	81,920	769	15,824	Auto	Employed	9	Poor	0.225543	209,100	null	Arroyoville	WI	India	null	2	Medium
61	Non-binary	Bachelor's	Widowed	117,694	611	13,594	Personal	Unemployed	16	Excellent	0.447852	137,109	null	Alexandraland	HI	Sweden	null	2	Low
48	Female	PhD	Divorced	null	736	null	Auto	Self-employed	0	Poor	0.580108	26,651	null	North Brandyside	CT	Angola	3	2	Medium
22	Non-binary	PhD	Married	100,206	617	34,912	Home	Employed	0	Poor	0.258683	209,806	0	Bartletttown	IN	Romania	0	1	Low
68	Female	High School	Single	null	610	null	Business	Self-employed	11	Poor	0.577882	20,484	null	New Michelle	MN	Bouvet Island (Bouvetoya)	null	1	Medium
29	Female	Master's	Widowed	21,010	669	null	Business	Employed	7	Poor	0.222543	79,176	1	East Thomas	AK	Panama	null	2	Low
28	Female	PhD	Widowed	42,360	653	27,600	Home	Self-employed	7	Excellent	0.163849	125,462	null	Chenfort	DC	Rwanda	1	2	High
30	Male	PhD	Widowed	118,829	671	28,235	Home	Self-employed	19	Fair	0.346803	264,186	1	Jonathanton	MD	Saudi Arabia	0	2	Low
55	Non-binary	High School	Divorced	58,250	683	22,830	Auto	Self-employed	15	Poor	0.452626	126,541	1	West Anthonyshire	NM	Marshall Islands	4	0	Low
69	Non-binary	Bachelor's	Widowed	116,428	640	null	Business	Employed	17	Good	0.253937	null	4	Port Steven	OK	Guam	1	2	Medium

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