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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
51	Male	Bachelor's	Divorced	28,046	null	24,807	Home	Employed	8	Good	0.400418	256,602	null	Huntshire	PW	Benin	1	1	Low
23	Non-binary	Master's	Married	22,792	697	null	Auto	Self-employed	3	Good	0.431445	223,130	1	Lake Brian	FM	French Guiana	1	0	Low
54	Non-binary	High School	Widowed	75,721	null	38,125	Home	Unemployed	11	Excellent	0.545436	282,281	4	New Valerie	NH	Iran	4	2	Medium
68	Non-binary	PhD	Married	null	744	30,822	Auto	Self-employed	5	Fair	0.544807	250,583	3	Port Joshuafort	CT	Singapore	2	0	Low
24	Female	Master's	Married	null	635	42,910	Personal	Unemployed	19	Fair	0.59505	283,358	2	Andrewhaven	NM	South Georgia and the South Sandwich Islands	2	2	Low
49	Male	Master's	Divorced	106,677	762	17,823	Business	Self-employed	13	Excellent	0.254027	210,645	2	East Vincent	WY	Lao People's Democratic Republic	0	2	Low
36	Male	Master's	Widowed	null	788	24,412	Personal	Self-employed	10	Good	0.2661	null	1	Smithfort	ND	French Guiana	0	2	Low
52	Non-binary	Master's	Divorced	44,118	630	28,082	Home	Employed	4	Fair	0.383994	83,503	1	Javierville	MH	Faroe Islands	null	0	Medium
45	Non-binary	Bachelor's	Single	89,201	756	34,603	Personal	Unemployed	2	Excellent	0.322549	271,038	3	Port Rachelfort	CA	India	2	0	Low
41	Female	Master's	Divorced	55,848	null	18,559	Auto	Employed	18	Poor	0.57572	null	2	Gatesfurt	OR	Jamaica	null	1	High
26	Male	Bachelor's	Married	28,177	751	32,971	Personal	Unemployed	4	Good	0.181988	150,411	3	Lake Amanda	CA	Luxembourg	0	1	Low
21	Non-binary	PhD	Single	50,692	null	48,664	Home	Unemployed	17	Excellent	0.119671	73,341	null	Phelpsview	MI	Poland	1	2	Medium
55	Female	High School	Married	null	748	13,779	Auto	Employed	2	Good	0.346179	null	null	New Heidi	UT	Sierra Leone	1	1	High
59	Male	High School	Single	54,488	null	27,969	Personal	Unemployed	16	Good	0.308686	45,044	1	Tanyaville	VT	Holy See (Vatican City State)	null	0	Low
67	Non-binary	High School	Divorced	77,326	610	null	Business	Unemployed	7	Fair	0.477911	132,885	2	Port Ryan	NM	Bermuda	2	0	Low
53	Non-binary	Bachelor's	Single	110,452	721	25,601	Personal	Employed	12	Good	0.103963	null	4	Angelaville	AR	Cook Islands	3	1	Low
68	Non-binary	PhD	Divorced	62,864	699	47,311	Personal	Self-employed	6	Excellent	0.487005	176,305	0	West Charles	MH	Pakistan	4	1	Low
59	Male	Bachelor's	Divorced	null	694	33,781	Auto	Self-employed	4	Excellent	0.382855	192,840	1	South Jeffreyton	AR	Palestinian Territory	2	0	Low
23	Non-binary	Master's	Widowed	117,398	null	38,138	Home	Unemployed	3	Fair	0.393511	null	1	Strongburgh	AK	Mexico	null	2	Low
28	Non-binary	PhD	Married	39,072	616	13,847	Auto	Unemployed	12	Excellent	0.482883	null	0	Jonesshire	WY	United States Minor Outlying Islands	4	1	Low
45	Male	Master's	Single	107,108	782	null	Auto	Self-employed	4	Fair	0.32334	202,956	null	Bautistashire	DC	Yemen	2	1	Medium
18	Non-binary	Master's	Widowed	null	779	17,616	Auto	Employed	18	Excellent	0.151555	257,783	null	New Johnland	WA	Jordan	1	2	High
59	Non-binary	Bachelor's	Single	45,852	747	26,757	Home	Unemployed	2	Fair	0.315866	254,547	3	Leeville	MS	Samoa	null	1	Medium
60	Male	High School	Divorced	55,963	738	35,900	Home	Self-employed	2	Poor	0.515163	121,623	null	West Hayley	DE	Honduras	0	2	Medium
61	Non-binary	Master's	Single	87,147	753	17,052	Personal	Unemployed	17	Fair	0.125064	136,931	4	Georgeshire	OR	United States of America	2	1	High
47	Non-binary	Bachelor's	Widowed	66,434	627	32,632	Personal	Self-employed	2	Good	0.549581	null	1	Lake Steven	FM	Mali	0	0	Low
30	Female	Bachelor's	Married	60,542	706	20,102	Business	Self-employed	5	Excellent	0.14931	115,906	1	Rickychester	KY	Chile	null	1	High
20	Female	Bachelor's	Single	77,956	643	null	Home	Employed	4	Fair	0.320324	113,111	null	Juliashire	FM	Cuba	2	0	Medium
45	Female	Bachelor's	Married	75,333	671	39,173	Home	Employed	4	Good	0.141763	45,207	4	Christensenhaven	OH	Belarus	2	2	Low
50	Non-binary	High School	Divorced	21,454	761	42,817	Auto	Unemployed	4	Poor	0.519356	288,913	0	Priceview	VA	Cote d'Ivoire	3	2	Low
66	Female	Master's	Married	113,530	null	16,410	Auto	Employed	0	Poor	0.172978	null	0	Russellburgh	GU	Armenia	null	1	Medium
58	Non-binary	Bachelor's	Divorced	83,379	741	43,672	Home	Self-employed	17	Poor	0.496145	null	null	New Joseshire	AK	Lao People's Democratic Republic	2	0	Low
19	Female	Master's	Divorced	101,120	728	43,733	Home	Unemployed	14	Poor	0.113312	183,594	4	Castilloville	MO	Malta	0	2	Low
51	Non-binary	PhD	Single	51,070	654	16,442	Business	Self-employed	5	Excellent	0.563708	null	2	Melissafort	GU	Honduras	null	2	Medium
50	Non-binary	PhD	Widowed	35,225	652	42,644	Personal	Unemployed	5	Fair	0.276108	88,733	2	Port Jacobburgh	OH	Mali	4	0	Low
62	Non-binary	Bachelor's	Married	null	652	null	Auto	Self-employed	0	Fair	0.16853	null	4	Jacksonburgh	VA	Central African Republic	2	0	High
68	Non-binary	PhD	Single	119,854	788	31,886	Auto	Employed	17	Excellent	0.323698	88,004	0	New Annmouth	AL	Marshall Islands	0	1	Low
69	Female	Master's	Married	25,443	777	45,227	Business	Unemployed	1	Excellent	0.270926	84,119	0	Andersonport	ME	Seychelles	4	1	Low
68	Female	Bachelor's	Married	115,668	null	null	Personal	Self-employed	4	Good	0.486182	64,342	1	Tammyland	OH	Serbia	0	2	Low
67	Female	Bachelor's	Widowed	110,011	null	null	Home	Self-employed	6	Poor	0.542401	189,079	2	Odonnellton	OK	China	3	1	Medium
59	Male	Master's	Widowed	90,477	724	null	Personal	Unemployed	15	Poor	0.370738	null	null	Port Sheenaburgh	WV	Czech Republic	1	2	Medium
45	Non-binary	PhD	Divorced	88,590	779	42,908	Home	Self-employed	8	Fair	0.371338	204,821	0	Watsonborough	WY	Jersey	0	0	Medium
58	Female	PhD	Single	31,148	728	45,816	Auto	Employed	18	Excellent	0.354266	null	4	Danielchester	CT	Paraguay	4	2	Low
60	Non-binary	PhD	Widowed	97,281	702	17,849	Business	Employed	0	Excellent	0.164716	166,976	2	South Erika	AS	Nauru	null	2	Low
61	Female	PhD	Single	107,218	606	26,265	Personal	Self-employed	10	Poor	0.49231	246,169	null	Kingborough	SD	Oman	0	1	Low
55	Male	Master's	Married	74,210	655	10,871	Home	Self-employed	2	Good	0.370889	null	3	Millermouth	SC	Andorra	null	1	Low
39	Non-binary	Master's	Single	24,965	673	30,741	Auto	Employed	10	Fair	0.365812	183,859	4	Lake Justin	OK	Zambia	null	0	Low
32	Male	Bachelor's	Single	35,770	null	12,870	Home	Unemployed	3	Fair	0.304431	155,517	2	South Sylvia	TN	Cyprus	3	0	High
27	Female	High School	Divorced	null	704	21,005	Personal	Employed	16	Good	0.202811	286,322	2	Clarkside	WV	Tajikistan	null	0	Medium
22	Female	Master's	Married	43,810	678	38,010	Personal	Self-employed	12	Good	0.269999	185,672	3	Codyburgh	TN	Guinea-Bissau	0	1	High
21	Non-binary	PhD	Married	23,657	705	29,017	Personal	Employed	9	Excellent	0.192311	25,405	1	Johnsontown	MI	Fiji	1	1	Medium
53	Non-binary	PhD	Divorced	52,352	null	36,937	Personal	Self-employed	15	Fair	0.176693	235,271	1	Petersonchester	UT	Christmas Island	0	2	Low
42	Male	High School	Divorced	23,484	703	9,388	Personal	Employed	10	Good	0.560748	33,019	0	East Ninaberg	NJ	Taiwan	1	0	Low
19	Female	PhD	Divorced	21,354	747	null	Home	Unemployed	5	Poor	0.536524	174,987	null	Lake Thomastown	GU	Mauritania	2	2	Low
35	Male	PhD	Single	41,427	788	25,486	Business	Self-employed	5	Fair	0.333	180,714	null	Lake Lauren	NJ	Togo	2	2	Medium
33	Non-binary	Bachelor's	Widowed	57,630	604	null	Business	Employed	13	Poor	0.298613	131,872	1	North Tyler	TN	El Salvador	4	1	Medium
31	Female	High School	Widowed	26,895	608	6,136	Auto	Self-employed	0	Fair	0.253524	147,095	0	Dianeport	RI	Indonesia	0	2	Low
41	Female	PhD	Widowed	33,654	null	46,889	Business	Employed	11	Poor	0.57387	69,176	1	South Jessicafort	GU	Korea	null	1	Low
28	Non-binary	PhD	Married	53,556	null	22,928	Home	Unemployed	8	Fair	0.514018	232,064	2	Lake Mary	MN	Kiribati	1	1	Low
42	Non-binary	PhD	Widowed	115,973	null	42,342	Auto	Employed	4	Fair	0.240755	104,157	2	South Derekberg	AK	Tunisia	1	1	Medium
60	Non-binary	High School	Divorced	99,522	741	null	Home	Unemployed	4	Good	0.391997	null	4	New Joseph	AZ	Svalbard & Jan Mayen Islands	4	0	Low
43	Female	High School	Widowed	null	752	35,425	Home	Self-employed	16	Excellent	0.485743	117,867	1	Port Jamesville	WV	Serbia	3	2	Medium
46	Male	PhD	Divorced	71,697	682	32,870	Auto	Unemployed	0	Excellent	0.146606	132,237	1	Eatonland	UT	French Polynesia	2	0	Medium
44	Female	High School	Widowed	32,363	null	30,715	Business	Employed	9	Fair	0.469769	215,502	3	Port Nathan	LA	Saint Vincent and the Grenadines	4	2	Low
41	Non-binary	Bachelor's	Divorced	92,102	651	19,686	Personal	Unemployed	0	Fair	0.530213	125,802	4	Grimesport	AS	Maldives	4	1	Low
55	Male	Master's	Single	34,497	null	23,127	Personal	Employed	18	Good	0.221453	126,972	3	Garyfurt	MN	Serbia	null	1	Low
18	Male	Bachelor's	Widowed	54,477	633	null	Auto	Employed	8	Excellent	0.372714	281,585	0	East Anthony	WV	Barbados	4	0	Low
39	Male	Bachelor's	Single	63,452	718	11,243	Home	Self-employed	16	Good	0.506392	null	1	Gregoryshire	ND	Niue	0	1	Medium
18	Male	PhD	Single	116,371	622	27,592	Business	Self-employed	3	Excellent	0.260913	160,736	null	Matthewchester	KS	Liberia	3	1	Medium
30	Male	PhD	Widowed	113,430	623	15,704	Business	Unemployed	14	Fair	0.344549	272,906	3	Lake Michael	DE	North Macedonia	2	0	Low
35	Male	Master's	Married	46,221	759	39,433	Auto	Employed	0	Excellent	0.563424	78,225	null	Lake Paulfort	MT	Colombia	4	2	Medium
18	Female	Bachelor's	Married	31,231	757	14,657	Personal	Self-employed	17	Excellent	0.497723	50,007	null	Whitneytown	AL	Peru	null	0	Low
23	Female	Master's	Divorced	108,782	775	18,079	Home	Self-employed	16	Fair	0.4906	278,380	0	Jackieside	CO	Botswana	0	0	Low
41	Male	PhD	Single	106,314	769	36,034	Business	Unemployed	10	Poor	0.564561	null	2	Maryberg	KY	Bosnia and Herzegovina	0	2	Low
41	Male	Master's	Divorced	null	null	7,692	Personal	Self-employed	18	Fair	0.260598	63,981	3	Port Kimberly	FM	Brazil	null	2	Low
63	Non-binary	Master's	Single	29,236	677	31,601	Auto	Employed	15	Excellent	0.119766	null	2	Boydfurt	AS	Zambia	1	0	Low
29	Female	Bachelor's	Single	null	634	32,355	Auto	Unemployed	11	Fair	0.145233	21,670	1	East Johnfurt	TX	Myanmar	0	2	Low
22	Female	High School	Widowed	43,519	739	36,443	Auto	Self-employed	7	Poor	0.212678	144,441	2	Jonesbury	NV	Cocos (Keeling) Islands	0	0	Medium
63	Male	PhD	Single	null	672	31,809	Personal	Unemployed	6	Fair	0.297519	235,496	0	Alisonstad	MH	Monaco	4	2	Low
50	Female	PhD	Married	null	624	48,322	Auto	Self-employed	13	Excellent	0.198355	95,201	2	Lucasshire	MP	Honduras	4	1	Medium
56	Non-binary	PhD	Married	66,212	704	20,025	Auto	Employed	5	Fair	0.378688	293,637	4	Cynthiamouth	NY	Serbia	0	2	Medium
50	Female	Bachelor's	Single	59,181	695	44,903	Personal	Employed	14	Fair	0.503213	206,518	0	New Jillberg	MI	Samoa	null	2	Low
36	Male	High School	Widowed	47,426	795	32,331	Personal	Unemployed	6	Fair	0.563061	111,082	3	New Melvin	FL	Burundi	3	1	Low
39	Male	High School	Widowed	30,002	701	7,091	Auto	Unemployed	9	Excellent	0.132334	207,444	null	Barrystad	AL	Thailand	2	1	High
62	Non-binary	Master's	Single	52,525	771	43,055	Business	Unemployed	3	Poor	0.335821	257,469	4	Smithberg	AR	Mauritius	1	2	Low
67	Female	Master's	Widowed	58,491	682	19,547	Business	Self-employed	10	Excellent	0.257298	290,714	3	New Andrew	AK	Indonesia	null	1	Low
34	Female	High School	Divorced	81,779	727	35,443	Personal	Employed	4	Poor	0.561551	273,814	2	Candaceport	IL	Trinidad and Tobago	3	1	Low
56	Male	Master's	Single	97,303	621	9,474	Business	Unemployed	1	Fair	0.424027	53,051	1	Brownville	AL	Chile	4	2	Medium
65	Female	High School	Widowed	96,574	745	26,874	Home	Self-employed	4	Excellent	0.2129	86,534	1	New Kimberly	VA	Benin	2	2	Low
49	Female	PhD	Single	53,443	603	26,258	Personal	Self-employed	4	Good	0.421153	84,219	1	Mitchellton	ME	Bermuda	0	2	Medium
33	Female	Master's	Divorced	85,841	774	34,073	Personal	Employed	6	Good	0.257574	240,756	0	North Amandaview	AR	Antigua and Barbuda	null	0	Low
18	Non-binary	Master's	Married	116,132	751	24,949	Personal	Employed	6	Poor	0.290884	null	4	Port Rhondafurt	WA	Belarus	0	2	High
31	Male	Master's	Widowed	null	648	18,461	Personal	Unemployed	18	Poor	0.52411	23,295	null	Cabrerafurt	MA	Philippines	1	1	High
24	Male	High School	Widowed	113,515	792	16,602	Business	Unemployed	9	Good	0.157217	270,642	2	South Jasmine	MT	Chad	1	0	Low
28	Non-binary	Bachelor's	Widowed	21,821	641	35,101	Personal	Unemployed	3	Fair	0.283502	90,444	0	Clarkport	MH	Algeria	2	2	Low
28	Female	Master's	Widowed	null	636	null	Home	Self-employed	18	Poor	0.142306	null	1	West Jeffrey	LA	Christmas Island	0	0	Low
60	Female	Bachelor's	Widowed	35,072	739	32,439	Business	Self-employed	9	Good	0.291261	130,435	1	Olivermouth	CA	Haiti	4	2	Medium
54	Non-binary	Bachelor's	Single	70,734	null	42,177	Personal	Self-employed	15	Poor	0.392361	null	3	Brittanyside	MD	American Samoa	4	1	Low
21	Female	Master's	Widowed	72,652	771	47,794	Auto	Employed	6	Good	0.14113	124,410	2	Alexandratown	DE	Russian Federation	2	1	Low
32	Female	High School	Widowed	28,698	700	20,090	Personal	Employed	10	Good	0.457072	257,217	null	Patelchester	DE	Taiwan	1	2	Low

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