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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
68	Male	Bachelor's	Married	57,165	642	8,590	Personal	Employed	6	Poor	0.124873	172,425	3	Lopezville	CO	Georgia	0	1	High
41	Male	PhD	Single	81,531	797	28,199	Auto	Unemployed	15	Excellent	0.334298	190,925	null	Patrickborough	WV	Mauritius	null	1	Medium
43	Male	Bachelor's	Widowed	107,409	775	23,803	Business	Employed	11	Excellent	0.391427	238,514	4	West Jimmyborough	VT	Indonesia	2	1	Low
54	Female	Master's	Single	92,008	778	48,190	Home	Unemployed	11	Poor	0.580473	221,743	3	East Dawnshire	PA	Monaco	2	2	Low
26	Female	Master's	Single	62,986	653	41,357	Auto	Self-employed	1	Poor	0.441042	70,194	null	Nicholsland	AR	Angola	null	1	Medium
55	Female	PhD	Divorced	null	661	7,902	Home	Unemployed	18	Excellent	0.380947	65,834	3	Hallberg	NM	Albania	null	0	Medium
20	Non-binary	Bachelor's	Widowed	54,189	null	17,093	Auto	Employed	7	Good	0.41413	100,449	null	West Johnnystad	NV	Rwanda	3	1	Low
58	Male	Bachelor's	Widowed	62,736	747	30,089	Home	Employed	19	Poor	0.467965	134,139	null	Lloydville	AZ	Lithuania	4	0	Medium
65	Non-binary	Master's	Divorced	99,317	673	36,709	Home	Unemployed	13	Excellent	0.523597	null	4	West Larry	VA	Myanmar	0	1	Medium
36	Non-binary	Bachelor's	Divorced	null	null	39,908	Personal	Self-employed	17	Excellent	0.258209	254,391	4	Timothyfurt	GA	Uzbekistan	3	0	Low
69	Female	PhD	Divorced	25,942	798	14,903	Personal	Unemployed	3	Good	0.357698	283,122	4	Katiemouth	AS	French Guiana	null	1	Low
48	Male	Master's	Single	40,270	603	29,527	Auto	Self-employed	16	Excellent	0.458471	272,617	4	Migueltown	VT	United States Minor Outlying Islands	4	0	Low
27	Male	High School	Widowed	114,325	612	17,370	Auto	Self-employed	9	Fair	0.101494	297,543	3	New Amber	MS	Armenia	2	0	Medium
26	Female	PhD	Divorced	67,457	739	null	Business	Self-employed	13	Excellent	0.231498	279,183	0	Melissashire	CA	Jersey	4	1	High
65	Non-binary	High School	Single	46,835	709	6,939	Personal	Unemployed	15	Excellent	0.583948	23,502	0	Ebonyview	CO	Haiti	2	1	Low
65	Non-binary	Master's	Widowed	87,719	753	6,892	Auto	Employed	0	Fair	0.211849	285,071	2	Danielleberg	KY	Pitcairn Islands	2	1	High
18	Male	Master's	Widowed	119,865	743	6,535	Auto	Unemployed	5	Excellent	0.457349	null	1	East Wayne	OR	North Macedonia	1	0	Low
45	Non-binary	Bachelor's	Widowed	null	684	43,620	Business	Unemployed	13	Poor	0.410081	275,481	0	Robertsshire	NC	Taiwan	4	1	Low
59	Female	Master's	Divorced	114,559	636	47,687	Home	Self-employed	19	Poor	0.456848	null	null	Colleenstad	NM	Isle of Man	null	2	Low
58	Non-binary	Bachelor's	Married	71,115	731	8,481	Business	Employed	3	Fair	0.190962	null	0	Lake Jenna	ND	Antigua and Barbuda	1	0	Low
39	Female	Master's	Married	null	750	47,169	Home	Unemployed	15	Fair	0.319552	78,089	3	Simpsonshire	IL	Mexico	null	0	Low
67	Female	Master's	Widowed	109,937	673	8,204	Business	Self-employed	4	Fair	0.576008	92,562	2	Gutierrezville	MA	Costa Rica	1	0	Medium
20	Female	Master's	Widowed	108,627	777	28,457	Auto	Self-employed	8	Good	0.252926	34,990	0	Emilyberg	DC	Sri Lanka	4	1	Medium
58	Non-binary	PhD	Divorced	71,661	602	37,393	Home	Unemployed	12	Excellent	0.362475	211,082	4	Lake Kurt	SC	Morocco	4	0	Medium
27	Male	Master's	Divorced	89,939	721	19,659	Personal	Employed	14	Good	0.379962	158,764	1	Port Kimberlyburgh	DC	Falkland Islands (Malvinas)	2	0	Low
63	Male	High School	Widowed	110,762	692	null	Personal	Employed	4	Fair	0.299852	156,973	4	Trevinoton	NV	Estonia	null	0	Low
64	Female	PhD	Single	null	621	6,127	Business	Employed	6	Excellent	0.466824	118,407	4	Sparksmouth	NJ	Ethiopia	4	1	Medium
61	Non-binary	High School	Married	27,771	710	39,587	Auto	Self-employed	17	Fair	0.405078	null	2	Lake Lucas	FL	Chad	2	1	Medium
48	Female	Bachelor's	Married	48,038	743	37,995	Personal	Unemployed	7	Good	0.136106	286,672	null	Lake Bryanfurt	UT	Armenia	4	2	Low
54	Female	Master's	Married	71,564	669	30,430	Personal	Unemployed	15	Excellent	0.572611	73,032	null	South Kevinville	CA	Tokelau	1	0	Medium
61	Non-binary	Master's	Divorced	75,186	770	36,063	Auto	Unemployed	3	Poor	0.475126	85,272	4	Lake Andrew	NC	Madagascar	2	1	Medium
56	Non-binary	Master's	Widowed	53,124	626	14,733	Business	Self-employed	1	Fair	0.454073	287,931	1	Lake Danielle	NY	Senegal	0	2	Medium
48	Non-binary	Bachelor's	Widowed	45,370	623	null	Personal	Unemployed	6	Poor	0.176483	129,671	2	West Jason	MI	Singapore	3	1	Low
56	Female	PhD	Widowed	93,414	657	null	Business	Unemployed	11	Poor	0.413446	224,162	3	New Dana	CO	Faroe Islands	4	0	Low
22	Non-binary	Master's	Divorced	54,421	720	17,870	Home	Self-employed	5	Good	0.206103	281,381	0	Josephborough	MD	Latvia	2	1	Low
29	Non-binary	Bachelor's	Married	77,103	748	42,462	Home	Unemployed	11	Fair	0.591659	133,521	3	Wolfeberg	TN	Norfolk Island	1	0	Low
47	Male	High School	Divorced	54,889	752	27,313	Personal	Self-employed	16	Poor	0.52141	69,899	3	New Natashaberg	MI	Trinidad and Tobago	0	0	Medium
28	Female	Bachelor's	Widowed	93,309	682	null	Home	Unemployed	1	Poor	0.250208	139,190	3	North Ericabury	SD	Barbados	4	0	Medium
19	Male	Master's	Married	25,620	685	41,211	Auto	Employed	9	Fair	0.465322	59,459	2	West Wayne	VI	Bahamas	3	0	Low
21	Non-binary	PhD	Widowed	39,405	722	37,964	Auto	Self-employed	14	Excellent	0.385834	93,964	3	Lake Randytown	VA	Christmas Island	1	1	Low
64	Non-binary	Master's	Single	76,915	766	32,739	Home	Employed	8	Excellent	0.256537	286,498	0	Livingstonton	NV	Ghana	0	1	Medium
46	Male	PhD	Married	90,886	604	40,507	Home	Unemployed	15	Poor	0.19115	43,156	2	Laurabury	MP	Congo	0	0	Low
64	Non-binary	Bachelor's	Divorced	94,525	650	20,138	Auto	Unemployed	14	Fair	0.492342	55,796	1	South Erica	MI	Dominica	2	0	Medium
68	Male	High School	Married	103,652	739	28,993	Personal	Employed	13	Fair	0.521471	null	3	Lake Karenbury	NE	Finland	3	0	Low
18	Female	Bachelor's	Widowed	58,079	716	39,161	Business	Self-employed	2	Excellent	0.582216	68,575	null	Christopherport	MS	Comoros	0	0	Low
35	Male	High School	Single	60,315	667	null	Home	Self-employed	5	Good	0.254379	208,116	4	Harmontown	WI	Guam	2	0	Low
44	Female	Master's	Widowed	20,045	723	11,098	Home	Employed	18	Poor	0.382435	178,415	2	Lake Michelle	GA	Sao Tome and Principe	0	2	Low
40	Non-binary	High School	Single	null	793	null	Home	Unemployed	10	Fair	0.348537	null	0	Port Audreyhaven	WV	Mayotte	null	2	Low
34	Male	Bachelor's	Single	71,827	null	24,508	Business	Self-employed	14	Fair	0.352513	69,510	4	Lake Nathantown	MS	Uganda	0	1	Low
25	Non-binary	High School	Married	60,326	699	null	Auto	Self-employed	16	Poor	0.439029	206,241	1	Lake Ericmouth	ME	Tokelau	3	1	High
52	Male	PhD	Single	22,452	741	8,773	Business	Employed	10	Excellent	0.17612	66,103	3	North Sara	MA	Antarctica (the territory South of 60 deg S)	null	0	Low
29	Female	High School	Married	106,717	628	9,910	Home	Self-employed	6	Fair	0.596868	241,197	1	Tracymouth	VA	Russian Federation	1	2	Low
52	Female	High School	Single	71,738	null	39,388	Personal	Employed	7	Excellent	0.543177	31,273	null	Shannonmouth	FM	Saint Helena	2	1	High
63	Female	High School	Divorced	45,575	667	20,426	Home	Self-employed	12	Poor	0.184313	null	1	Zamoraborough	PW	Syrian Arab Republic	2	0	Low
18	Female	Master's	Married	65,434	763	null	Business	Unemployed	17	Poor	0.555808	160,267	0	Christianmouth	IN	Guernsey	null	1	Low
50	Non-binary	Bachelor's	Divorced	null	637	15,313	Business	Unemployed	3	Excellent	0.44295	null	null	Port Robert	IA	Mauritius	4	1	Medium
66	Female	Bachelor's	Widowed	118,893	744	29,918	Personal	Unemployed	4	Poor	0.181859	90,229	3	South Georgefort	VI	Kyrgyz Republic	3	0	Medium
59	Female	High School	Married	null	779	null	Auto	Employed	5	Fair	0.536119	228,447	null	Port Tammyshire	WV	Cote d'Ivoire	4	0	Medium
58	Non-binary	Bachelor's	Married	107,273	null	44,740	Auto	Employed	16	Good	0.234133	null	4	Stevenhaven	NV	Comoros	3	2	Low
32	Non-binary	PhD	Divorced	23,199	757	40,265	Home	Unemployed	15	Excellent	0.206196	119,594	null	Odommouth	MA	Taiwan	2	0	Low
38	Male	Bachelor's	Married	113,699	721	32,170	Home	Self-employed	18	Good	0.238617	264,662	3	North Jeanetteburgh	NH	Burundi	4	2	Low
68	Female	Master's	Divorced	37,600	610	12,597	Auto	Unemployed	2	Poor	0.148071	149,874	4	Brownhaven	NV	Central African Republic	1	1	Low
68	Non-binary	High School	Widowed	28,043	643	null	Business	Employed	15	Good	0.364748	null	null	New Maryport	NH	Suriname	0	2	Low
56	Female	High School	Divorced	null	611	42,835	Business	Self-employed	18	Poor	0.534947	105,025	1	New Norma	AK	Central African Republic	4	2	Low
31	Male	Bachelor's	Married	108,405	768	null	Personal	Unemployed	14	Good	0.597823	276,454	0	North Daniellebury	PW	Antarctica (the territory South of 60 deg S)	null	0	Low
29	Female	Bachelor's	Widowed	74,182	634	6,026	Personal	Self-employed	12	Good	0.1679	174,985	2	West Pamelaland	SC	Vanuatu	2	1	Low
27	Male	High School	Divorced	103,345	747	49,376	Home	Self-employed	15	Poor	0.444341	147,553	2	East Katie	MS	North Macedonia	0	2	Low
32	Non-binary	Bachelor's	Married	74,699	661	null	Home	Self-employed	19	Fair	0.584762	139,547	3	South Moniquetown	UT	Cape Verde	null	2	Low
68	Female	Master's	Divorced	29,388	741	26,114	Business	Employed	6	Good	0.31911	97,695	4	Shannonberg	LA	French Guiana	2	2	Low
43	Non-binary	PhD	Widowed	61,168	603	7,567	Home	Unemployed	18	Good	0.495318	297,700	2	Everettberg	OR	Tunisia	4	2	Medium
32	Male	Master's	Widowed	36,257	null	null	Business	Unemployed	16	Poor	0.156888	36,554	null	Lake Dawn	OH	South Africa	2	0	Medium
46	Male	Bachelor's	Divorced	null	780	5,937	Auto	Self-employed	9	Fair	0.449313	null	null	Michelleton	LA	Cocos (Keeling) Islands	0	1	Low
47	Male	PhD	Divorced	68,623	780	39,388	Business	Unemployed	13	Poor	0.53395	241,324	null	Robertfurt	DE	Trinidad and Tobago	4	2	Low
42	Female	PhD	Widowed	41,159	665	18,869	Business	Self-employed	15	Poor	0.312231	212,796	0	Lake Jeffrey	NV	Bosnia and Herzegovina	3	1	Low
52	Female	PhD	Divorced	114,547	738	23,523	Auto	Unemployed	6	Good	0.15312	103,944	3	Langhaven	NE	Morocco	0	1	Medium
23	Female	Bachelor's	Married	46,644	665	null	Personal	Self-employed	5	Good	0.498091	27,795	1	Stephaniemouth	HI	Thailand	2	0	High
38	Female	Master's	Divorced	90,585	773	22,286	Business	Unemployed	12	Fair	0.294488	295,705	1	Danielsfurt	OR	Pakistan	4	2	Low
67	Male	PhD	Single	57,886	null	9,778	Business	Unemployed	15	Fair	0.498552	108,034	4	Lake Christopher	HI	Vietnam	null	0	Low
55	Non-binary	Bachelor's	Divorced	null	773	25,027	Business	Employed	18	Fair	0.12509	44,219	0	North Kellybury	WY	Lithuania	1	1	Low
23	Female	Bachelor's	Widowed	33,794	null	21,627	Personal	Unemployed	11	Good	0.171409	237,645	2	Morganport	GU	Azerbaijan	4	0	Low
36	Female	Bachelor's	Divorced	null	703	37,022	Business	Unemployed	3	Excellent	0.220489	194,809	1	Jessicaton	NC	Iran	4	1	Medium
23	Non-binary	Master's	Widowed	58,912	612	5,360	Auto	Employed	12	Fair	0.351164	121,124	null	West Grantville	TX	Libyan Arab Jamahiriya	4	0	Low
58	Male	Master's	Divorced	71,315	629	48,457	Personal	Employed	15	Fair	0.591579	65,186	4	Lambborough	OH	Vietnam	2	0	Medium
47	Female	PhD	Single	null	660	null	Home	Employed	5	Poor	0.444244	231,239	3	New Cynthia	SD	Jamaica	4	1	Medium
53	Female	PhD	Widowed	50,615	757	37,991	Business	Unemployed	11	Poor	0.323928	77,349	1	North Brandon	SC	Yemen	2	2	Medium
68	Male	Master's	Divorced	80,721	605	11,014	Auto	Employed	0	Poor	0.574698	261,096	3	New Tracy	FL	Chad	1	0	Low
51	Non-binary	Master's	Married	null	729	null	Personal	Self-employed	19	Fair	0.355795	207,767	1	Medinaland	LA	Netherlands Antilles	4	0	Low
57	Male	Bachelor's	Single	119,890	627	30,550	Personal	Unemployed	5	Excellent	0.269348	null	3	Carlybury	VA	Bolivia	3	2	High
22	Female	High School	Widowed	84,120	600	9,741	Auto	Unemployed	15	Fair	0.171593	256,414	null	Harperville	TN	El Salvador	4	0	High
56	Male	Bachelor's	Divorced	62,995	662	25,234	Auto	Employed	0	Poor	0.264758	265,796	2	East Pamelaberg	VT	Cote d'Ivoire	3	1	Medium
59	Female	Bachelor's	Married	66,652	754	36,582	Business	Unemployed	17	Fair	0.598096	228,697	4	Pamelaton	NV	Italy	3	0	Medium
59	Male	Bachelor's	Single	67,594	750	13,984	Business	Employed	6	Fair	0.12086	170,632	0	Jenniferland	SC	New Zealand	null	0	Low
52	Male	Bachelor's	Widowed	69,264	746	25,511	Business	Employed	19	Fair	0.389331	76,682	3	South Andrew	PR	Saint Helena	0	1	Low
45	Female	Master's	Widowed	108,367	654	18,602	Personal	Self-employed	16	Fair	0.357762	184,998	0	Duncantown	NH	Czech Republic	3	2	Low
41	Female	PhD	Widowed	30,826	618	33,539	Auto	Self-employed	19	Fair	0.218105	162,676	0	Paulborough	RI	Cape Verde	4	1	Low
30	Male	High School	Married	75,619	null	null	Auto	Unemployed	12	Excellent	0.353712	null	null	Chadchester	NH	Bhutan	4	2	Medium
33	Non-binary	High School	Widowed	70,089	698	6,062	Business	Unemployed	9	Excellent	0.457043	293,384	0	North Ashleytown	HI	Andorra	1	1	Low
36	Female	High School	Divorced	109,289	607	null	Home	Self-employed	13	Excellent	0.492328	null	4	Lake David	GA	Cocos (Keeling) Islands	2	2	Medium
65	Female	Bachelor's	Widowed	68,447	798	48,633	Business	Self-employed	9	Excellent	0.116099	104,953	4	Jacksonburgh	CA	Egypt	4	1	Low
37	Non-binary	Bachelor's	Single	59,265	605	43,996	Home	Self-employed	16	Excellent	0.243991	260,543	0	Port Madisonbury	OK	Cote d'Ivoire	0	0	Low

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