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antitheft159
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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
57	Male	Master's	Divorced	92,561	760	5,171	Home	Unemployed	16	Good	0.41864	60,697	2	Trevorland	FL	Taiwan	3	1	Low
34	Female	High School	Widowed	76,884	609	27,717	Auto	Unemployed	10	Good	0.177859	140,482	3	Martinezberg	CT	Costa Rica	4	0	Medium
43	Male	PhD	Married	null	623	null	Personal	Self-employed	16	Poor	0.387969	293,185	0	North Jeremiahmouth	AR	Suriname	1	1	Medium
45	Male	PhD	Married	104,271	629	33,026	Home	Employed	9	Fair	0.153386	25,755	0	Yorkport	GU	Oman	null	2	Medium
24	Male	High School	Divorced	69,094	651	19,062	Business	Employed	5	Poor	0.199254	91,058	2	Whiteshire	MN	Fiji	4	1	High
41	Non-binary	Master's	Divorced	95,017	665	22,057	Personal	Self-employed	9	Good	0.596477	85,121	2	South Annafurt	MH	Kuwait	4	2	Medium
19	Female	Master's	Single	56,479	764	20,437	Personal	Unemployed	14	Excellent	0.239385	44,343	0	West Cathystad	OK	Brazil	1	0	High
37	Female	High School	Married	95,419	788	11,524	Home	Employed	9	Excellent	0.276244	174,947	null	Bensonville	NC	Germany	4	0	Low
35	Female	Master's	Divorced	99,214	621	12,489	Personal	Employed	12	Excellent	0.224761	33,288	0	Aaronshire	MA	Jordan	1	2	Low
58	Non-binary	High School	Divorced	null	692	34,510	Personal	Unemployed	11	Good	0.547974	38,642	null	Bellland	WY	Myanmar	0	2	Medium
68	Female	Master's	Single	86,313	null	8,739	Personal	Unemployed	15	Poor	0.241365	54,658	3	Josephberg	MO	Aruba	2	0	Low
29	Female	PhD	Single	null	641	27,167	Auto	Self-employed	19	Poor	0.501539	163,637	2	East Meaganside	VI	Sudan	1	1	Low
24	Male	Master's	Widowed	39,465	779	37,795	Home	Self-employed	13	Fair	0.533048	284,391	2	West Andrew	AZ	Dominica	3	0	High
67	Male	High School	Married	94,855	649	20,459	Home	Self-employed	17	Excellent	0.386377	130,816	0	Vargastown	MS	Grenada	3	2	Low
20	Male	Bachelor's	Divorced	null	711	29,234	Personal	Employed	4	Excellent	0.505051	262,287	1	Lake Tammystad	MI	Pitcairn Islands	2	0	High
31	Male	High School	Married	66,716	758	36,656	Home	Unemployed	12	Good	0.295326	48,152	4	Lake Shelly	PR	Oman	3	2	Medium
32	Non-binary	Master's	Widowed	119,233	772	37,983	Auto	Self-employed	8	Excellent	0.282199	54,509	1	Sabrinashire	CT	Nauru	null	1	Medium
62	Female	High School	Married	100,383	766	33,274	Auto	Employed	18	Excellent	0.3855	235,047	0	Port Anthonymouth	SC	Gambia	0	0	Low
66	Male	Bachelor's	Single	78,194	668	46,144	Auto	Self-employed	4	Fair	0.537356	226,741	1	Lake Kevinville	MN	Antarctica (the territory South of 60 deg S)	null	1	Low
25	Female	PhD	Single	61,705	null	30,120	Home	Employed	7	Fair	0.145419	127,343	4	Henryfurt	AL	Greece	0	1	Medium
30	Non-binary	PhD	Divorced	70,877	611	27,963	Home	Employed	9	Fair	0.203868	270,060	2	South Patrick	PW	Kazakhstan	2	1	Low
29	Female	High School	Widowed	86,760	658	34,922	Business	Employed	11	Good	0.210109	289,349	0	West Greg	SD	France	null	1	Medium
26	Non-binary	PhD	Married	79,886	674	33,651	Business	Unemployed	4	Excellent	0.115824	61,958	0	North Andrew	GU	Lebanon	1	1	Low
26	Non-binary	Master's	Married	102,673	753	23,719	Business	Self-employed	17	Fair	0.530747	null	0	New Sandratown	WI	Vanuatu	null	0	Low
22	Female	Bachelor's	Married	null	null	12,122	Home	Self-employed	19	Poor	0.303197	59,317	3	Bonniechester	MS	Western Sahara	4	1	Low
52	Non-binary	High School	Married	102,297	773	39,139	Home	Self-employed	15	Fair	0.336016	246,920	1	Lake Jameston	PR	Cocos (Keeling) Islands	4	2	Low
27	Non-binary	PhD	Married	49,552	727	8,067	Home	Employed	17	Poor	0.357971	null	1	Webbburgh	GU	Vanuatu	2	2	Medium
53	Female	High School	Divorced	28,108	730	9,566	Business	Employed	19	Excellent	0.432215	267,871	1	South Johnville	NM	Nicaragua	3	1	Low
37	Non-binary	Master's	Widowed	null	718	24,229	Home	Unemployed	19	Good	0.557255	269,495	4	South Veronica	PR	North Macedonia	3	1	Low
44	Non-binary	High School	Widowed	86,003	699	null	Auto	Self-employed	4	Poor	0.574284	246,494	2	Hernandezberg	IL	Seychelles	2	1	Low
62	Male	PhD	Married	23,549	605	12,676	Home	Unemployed	17	Good	0.176183	null	3	Anthonyview	WV	Belgium	3	0	Low
39	Female	Bachelor's	Married	107,089	608	46,104	Auto	Self-employed	3	Fair	0.584847	24,466	3	Milesfort	NY	Malawi	2	1	Medium
49	Male	Master's	Single	86,714	712	40,229	Personal	Unemployed	7	Fair	0.568668	66,960	4	Angelachester	UT	Vietnam	0	0	Low
63	Male	PhD	Divorced	51,419	727	24,432	Home	Self-employed	16	Excellent	0.332221	103,284	2	Bakermouth	WA	Finland	3	1	Medium
56	Female	High School	Married	86,046	766	49,003	Home	Unemployed	10	Fair	0.307453	196,150	1	Port Jacob	LA	New Zealand	4	2	Low
43	Female	Bachelor's	Divorced	108,052	708	18,521	Auto	Employed	5	Good	0.442489	56,951	null	West Vincent	PW	Macao	3	0	Medium
39	Non-binary	PhD	Divorced	49,039	772	9,227	Home	Self-employed	3	Excellent	0.484047	95,660	2	Ashleyville	TX	Isle of Man	3	2	Medium
61	Non-binary	PhD	Widowed	59,159	682	22,072	Personal	Employed	14	Excellent	0.45444	132,331	4	Levineside	IA	Maldives	3	1	Low
32	Male	PhD	Divorced	53,799	723	5,547	Home	Self-employed	11	Excellent	0.185253	57,006	3	New Jeffreyberg	NH	Niue	2	1	Low
66	Male	Bachelor's	Single	106,778	769	20,581	Business	Unemployed	15	Fair	0.48191	null	2	New Linda	ND	Togo	0	0	Low
40	Non-binary	Master's	Widowed	null	644	46,845	Business	Employed	11	Fair	0.529071	102,612	4	South Laura	UT	Hong Kong	4	0	High
23	Non-binary	Bachelor's	Widowed	108,771	730	null	Auto	Self-employed	18	Excellent	0.106674	null	4	Guerrerofort	VT	Uganda	1	1	Low
25	Female	Master's	Married	32,644	795	18,365	Personal	Self-employed	13	Poor	0.123499	142,145	4	Brandonview	GA	Zambia	2	0	Low
67	Male	Bachelor's	Divorced	95,205	706	32,168	Personal	Employed	4	Poor	0.141328	161,221	4	Jasonville	TN	Marshall Islands	1	2	Low
68	Non-binary	Bachelor's	Married	26,331	null	18,747	Business	Self-employed	7	Excellent	0.311866	287,591	2	West Oscar	DE	Holy See (Vatican City State)	0	2	Low
58	Female	High School	Married	94,732	617	20,999	Personal	Employed	17	Fair	0.492424	52,663	0	Ralphton	GU	Niue	0	2	Medium
42	Non-binary	Master's	Divorced	80,663	692	27,106	Business	Self-employed	6	Fair	0.178336	132,634	1	Lake Jonathan	SC	South Georgia and the South Sandwich Islands	1	0	Medium
25	Non-binary	PhD	Single	53,149	731	null	Business	Employed	16	Fair	0.358941	74,279	0	Laurafurt	TN	Austria	4	2	Low
34	Female	Master's	Widowed	107,385	725	41,751	Auto	Unemployed	7	Fair	0.429389	143,236	3	New Ryan	SD	Denmark	0	2	Low
54	Male	PhD	Widowed	64,397	745	17,138	Home	Self-employed	13	Fair	0.288481	186,922	4	New Janeborough	CO	Burundi	null	2	Low
47	Male	Bachelor's	Married	110,510	642	null	Auto	Unemployed	6	Poor	0.115326	99,489	4	West Sierra	AS	Paraguay	1	2	Low
42	Male	Master's	Divorced	110,666	764	31,162	Business	Employed	4	Excellent	0.486572	270,493	null	Bullockchester	PR	Benin	4	0	Low
43	Non-binary	PhD	Widowed	97,000	735	8,062	Personal	Unemployed	9	Excellent	0.113731	72,202	4	Shaunberg	WI	Saint Lucia	3	2	Low
48	Non-binary	Master's	Married	79,395	724	17,699	Personal	Self-employed	17	Poor	0.373244	25,039	2	Pearsonstad	MO	Malawi	null	1	Low
48	Male	Master's	Widowed	102,799	686	5,977	Home	Self-employed	16	Excellent	0.427894	87,738	4	South Christina	MO	Malawi	0	0	Low
47	Female	Master's	Single	null	679	29,686	Personal	Self-employed	15	Excellent	0.328868	277,601	4	West Samanthamouth	PW	Jordan	3	0	Low
44	Non-binary	Master's	Divorced	109,509	792	null	Personal	Self-employed	13	Good	0.178083	231,025	4	Waltersmouth	MN	Finland	1	2	Low
64	Non-binary	PhD	Divorced	87,982	643	30,416	Auto	Unemployed	17	Fair	0.495146	149,176	1	North Cynthiashire	MI	Bouvet Island (Bouvetoya)	4	2	Low
50	Female	PhD	Married	31,218	653	null	Auto	Employed	7	Poor	0.515879	190,212	1	South Vanessahaven	ME	Brazil	0	0	Low
20	Non-binary	Master's	Married	20,146	652	null	Home	Self-employed	0	Poor	0.222832	93,072	0	South Stacy	KY	Madagascar	3	1	Medium
59	Male	High School	Widowed	70,606	612	33,264	Home	Self-employed	6	Poor	0.578911	67,897	2	North Ericafort	PR	Antarctica (the territory South of 60 deg S)	4	1	Low
56	Non-binary	Bachelor's	Single	101,981	715	44,642	Business	Self-employed	1	Excellent	0.310914	111,455	1	South Andrea	CA	Jersey	0	1	Low
59	Female	Bachelor's	Divorced	117,383	749	8,501	Business	Unemployed	13	Poor	0.114703	248,336	1	Derekfurt	IA	Estonia	2	1	Medium
52	Female	Master's	Divorced	null	613	27,874	Business	Self-employed	0	Poor	0.246751	128,572	0	Port Josephbury	NC	Romania	2	0	Low
49	Female	Bachelor's	Married	118,993	709	40,512	Home	Unemployed	18	Excellent	0.371125	193,007	1	South Robertland	MD	Syrian Arab Republic	4	2	Low
44	Female	Master's	Divorced	109,294	628	31,524	Auto	Self-employed	17	Excellent	0.584047	128,173	4	South Carrieborough	WI	Qatar	1	0	Medium
33	Female	Master's	Married	45,412	681	25,287	Personal	Self-employed	4	Poor	0.129193	132,590	2	Jasonmouth	GA	Bermuda	4	1	Low
65	Male	Master's	Divorced	92,024	780	13,451	Home	Unemployed	17	Fair	0.544446	70,816	1	Jeffreyland	UT	Saint Martin	0	1	High
39	Non-binary	Bachelor's	Widowed	86,741	794	23,154	Auto	Employed	19	Poor	0.328668	null	3	Port Donaldton	NE	Swaziland	0	2	Medium
25	Female	High School	Married	83,226	626	7,938	Home	Unemployed	3	Excellent	0.506534	151,383	1	Jesseton	OH	Netherlands Antilles	3	1	Low
67	Female	PhD	Widowed	109,125	794	27,698	Business	Employed	3	Fair	0.162063	90,156	1	Port Zachary	VT	Ethiopia	4	2	Medium
24	Non-binary	Master's	Divorced	57,249	null	19,812	Auto	Unemployed	0	Excellent	0.586478	288,829	1	Port Ronaldfort	WV	Australia	null	1	Medium
41	Male	Bachelor's	Single	40,765	747	5,159	Business	Self-employed	14	Fair	0.149366	168,951	null	Scottborough	NE	United States of America	2	2	Low
55	Female	Master's	Married	65,752	738	22,517	Auto	Employed	6	Good	0.576406	44,981	2	Lake Denisefurt	OH	Central African Republic	1	0	Low
35	Male	High School	Single	87,224	767	13,787	Personal	Employed	8	Poor	0.570715	196,178	0	East Andres	WI	Tuvalu	2	1	Medium
59	Non-binary	High School	Single	63,969	653	19,033	Business	Unemployed	16	Good	0.575138	196,850	null	Wolfland	PR	Saint Helena	2	2	Medium
66	Female	High School	Divorced	68,745	null	17,871	Auto	Employed	16	Good	0.560119	201,674	null	Karenport	MP	North Macedonia	0	1	High
43	Non-binary	High School	Divorced	103,910	null	null	Personal	Employed	16	Fair	0.356599	281,685	3	New Daniel	WY	Puerto Rico	0	2	Low
40	Non-binary	High School	Divorced	70,293	716	null	Auto	Unemployed	9	Fair	0.388989	32,199	0	West Triciamouth	PR	Cocos (Keeling) Islands	4	2	Medium
61	Male	High School	Single	114,036	796	39,421	Business	Self-employed	17	Fair	0.315422	null	1	Greenside	CO	Paraguay	2	2	Low
29	Non-binary	PhD	Married	null	603	11,646	Auto	Employed	10	Poor	0.247983	282,901	3	East Johnmouth	TN	Christmas Island	3	1	Medium
19	Male	High School	Widowed	82,740	710	32,004	Auto	Self-employed	16	Excellent	0.426536	236,134	1	Mendozaville	MH	Chile	3	1	High
40	Female	Bachelor's	Married	30,605	739	17,180	Personal	Employed	0	Poor	0.278045	225,526	0	South Shaunburgh	PR	Benin	2	1	High
18	Female	PhD	Married	62,801	681	19,517	Personal	Unemployed	6	Good	0.545693	143,368	1	Davistown	NV	Argentina	null	1	Low
28	Non-binary	Bachelor's	Divorced	74,913	719	16,568	Auto	Self-employed	3	Good	0.37581	285,428	null	Lake Deniseside	MT	Guatemala	3	2	Low
30	Non-binary	High School	Divorced	102,938	674	13,545	Home	Employed	1	Poor	0.20659	147,545	1	East Bradley	WY	Turkmenistan	null	1	Low
18	Male	Master's	Single	51,949	633	24,232	Home	Unemployed	15	Fair	0.213307	null	3	Gabrielton	NH	Bhutan	3	1	Low
28	Male	PhD	Widowed	null	null	null	Personal	Self-employed	7	Poor	0.136738	287,786	1	East Jeremy	IN	Sri Lanka	0	0	Medium
44	Non-binary	Bachelor's	Married	98,270	null	37,602	Home	Self-employed	5	Poor	0.492025	219,569	2	South Matthewborough	IN	Colombia	1	0	Medium
30	Male	Bachelor's	Married	null	620	10,318	Business	Employed	11	Good	0.232967	53,782	2	Johnshire	NY	Montenegro	1	1	Low
46	Female	Master's	Married	null	781	48,879	Business	Employed	0	Poor	0.49883	205,357	null	Brianhaven	WI	Albania	3	1	Low
50	Non-binary	High School	Single	null	705	48,867	Auto	Unemployed	10	Fair	0.54064	null	null	Port Johnland	IL	Malaysia	3	0	Low
48	Male	Bachelor's	Single	22,413	710	27,615	Auto	Employed	14	Excellent	0.355755	null	4	Lake Kathleen	AZ	Yemen	1	2	Low
65	Male	PhD	Single	null	786	36,683	Home	Unemployed	16	Poor	0.381989	187,459	4	Johnsonbury	PW	Myanmar	3	0	Medium
22	Non-binary	PhD	Married	39,163	null	16,561	Auto	Employed	11	Poor	0.530779	null	4	New Nicoleville	CO	Gambia	0	2	Low
59	Male	High School	Divorced	70,701	740	5,500	Personal	Unemployed	1	Good	0.450231	152,355	2	New Jerry	VA	North Macedonia	2	2	Low
37	Female	Master's	Single	74,289	666	37,775	Auto	Employed	17	Excellent	0.507451	135,667	null	Brucechester	GA	Hungary	0	1	Medium
19	Non-binary	Bachelor's	Married	54,723	685	21,004	Auto	Self-employed	15	Fair	0.431024	228,303	4	West Kimberlyfort	NY	Costa Rica	1	1	Low
61	Female	PhD	Single	30,247	631	13,190	Business	Self-employed	4	Good	0.30975	58,272	3	West Georgeberg	TX	Jordan	0	1	Low
45	Non-binary	PhD	Widowed	85,563	649	12,811	Business	Self-employed	1	Poor	0.543603	124,873	1	West Carl	GA	Thailand	2	0	Low

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