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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
45	Male	Master's	Widowed	56,069	741	41,421	Home	Unemployed	8	Poor	0.376173	51,691	1	Johnton	TX	Papua New Guinea	0	0	High
20	Female	Master's	Divorced	98,948	723	19,598	Business	Unemployed	16	Good	0.178329	264,143	2	New Marvin	NH	Angola	3	1	Low
64	Female	Master's	Widowed	58,634	685	null	Auto	Unemployed	6	Excellent	0.491639	110,107	2	Princefort	MD	Solomon Islands	2	1	Medium
20	Male	High School	Widowed	null	618	6,849	Auto	Unemployed	6	Fair	0.384385	21,693	2	Port Anthony	MN	Fiji	null	0	Medium
21	Non-binary	PhD	Single	109,949	626	30,906	Business	Unemployed	10	Fair	0.325185	101,362	1	Port Josebury	RI	Bhutan	1	0	Medium
22	Male	PhD	Married	33,091	695	39,544	Home	Employed	3	Good	0.396418	64,346	1	West Catherine	IA	Afghanistan	1	2	Medium
24	Non-binary	Bachelor's	Widowed	66,032	703	31,880	Business	Unemployed	19	Poor	0.268335	162,299	2	Matthewbury	VI	Venezuela	2	2	Low
37	Male	High School	Single	51,941	653	null	Personal	Unemployed	10	Excellent	0.35412	266,687	1	Marshallhaven	NC	Nigeria	4	0	Low
39	Male	PhD	Married	110,674	728	10,486	Business	Self-employed	16	Excellent	0.35751	232,630	null	New Davidfort	FM	Saint Barthelemy	4	2	Low
31	Female	PhD	Divorced	null	681	8,107	Personal	Employed	12	Good	0.553396	251,026	2	Port Karenside	NE	Reunion	4	1	Low
57	Female	PhD	Widowed	81,456	604	48,895	Business	Employed	1	Good	0.503424	214,197	4	Dillontown	PA	Falkland Islands (Malvinas)	null	2	High
33	Female	PhD	Married	104,042	696	16,682	Personal	Unemployed	5	Good	0.187387	34,979	4	Aprilberg	NJ	Eritrea	0	1	Low
61	Female	PhD	Widowed	null	638	27,856	Business	Unemployed	3	Excellent	0.132981	269,539	1	Barbarafurt	NV	Colombia	2	0	Low
61	Male	PhD	Widowed	29,665	null	41,247	Personal	Unemployed	10	Excellent	0.588471	257,319	1	Kellymouth	RI	Brunei Darussalam	1	2	Low
55	Male	Bachelor's	Single	119,480	643	11,999	Personal	Unemployed	9	Excellent	0.107324	98,957	null	Ginahaven	MD	Israel	4	0	Low
19	Non-binary	High School	Widowed	null	681	22,416	Personal	Unemployed	6	Poor	0.319727	166,153	2	Emmamouth	FM	Norfolk Island	0	1	Low
46	Male	Master's	Divorced	75,920	783	19,071	Home	Unemployed	12	Poor	0.169127	null	2	East Jaredtown	GU	New Caledonia	0	0	High
28	Male	PhD	Divorced	null	699	30,563	Personal	Employed	14	Good	0.286619	null	0	Hughesmouth	IA	Eritrea	4	1	Medium
45	Non-binary	Master's	Widowed	117,328	778	8,409	Business	Employed	6	Excellent	0.358363	156,533	3	Shannonburgh	NH	Lao People's Democratic Republic	2	1	Low
60	Male	PhD	Divorced	36,683	675	37,915	Personal	Employed	18	Fair	0.563642	293,776	null	West Alyssamouth	HI	Tonga	4	2	High
21	Female	High School	Divorced	115,747	626	25,561	Personal	Unemployed	8	Excellent	0.310573	null	1	West Aliciamouth	DC	Papua New Guinea	2	2	Low
60	Non-binary	High School	Single	106,117	639	39,172	Personal	Unemployed	9	Excellent	0.486543	null	1	Josephburgh	WI	Croatia	1	2	Low
22	Female	High School	Married	105,864	713	null	Personal	Unemployed	18	Excellent	0.531674	null	null	New Christian	MH	Georgia	0	0	Low
51	Male	Bachelor's	Single	29,412	781	10,754	Home	Self-employed	2	Excellent	0.457619	254,403	null	Edwardside	PA	Bahamas	null	2	Low
20	Female	Bachelor's	Married	null	686	19,566	Personal	Self-employed	6	Poor	0.411486	241,149	null	Reneefurt	NE	Mayotte	null	0	Medium
46	Non-binary	Master's	Married	47,003	602	31,802	Personal	Employed	14	Poor	0.104552	251,588	null	East Cynthia	MS	Guinea-Bissau	2	2	High
58	Non-binary	Bachelor's	Widowed	52,050	779	44,972	Auto	Unemployed	1	Poor	0.566113	118,383	4	Natashahaven	NH	Kazakhstan	null	0	Medium
54	Female	Bachelor's	Widowed	20,036	711	18,785	Personal	Unemployed	12	Good	0.229894	70,644	null	Lake Jessicatown	MP	Albania	null	0	High
66	Non-binary	Bachelor's	Single	105,537	682	18,155	Auto	Self-employed	12	Good	0.168437	51,446	4	Grossstad	GA	Papua New Guinea	2	1	Medium
19	Non-binary	High School	Widowed	null	679	null	Business	Self-employed	19	Poor	0.513613	256,233	3	New Hunter	PR	Singapore	4	1	Low
28	Male	PhD	Widowed	116,905	null	24,221	Business	Employed	12	Poor	0.33904	160,375	1	South Kelly	AR	Israel	null	2	Low
31	Non-binary	Master's	Married	null	771	41,016	Personal	Unemployed	6	Fair	0.132742	218,943	3	Oliviaborough	GA	Austria	3	0	High
41	Female	Bachelor's	Married	73,076	744	49,677	Personal	Self-employed	10	Excellent	0.291652	135,340	1	Townsendport	FM	United Kingdom	1	0	Low
32	Non-binary	Bachelor's	Single	22,655	660	48,653	Auto	Self-employed	10	Good	0.285403	281,838	null	Haashaven	MT	Belarus	4	0	Medium
26	Female	Bachelor's	Divorced	45,365	760	12,350	Business	Employed	17	Poor	0.409859	37,798	3	North Elizabeth	PR	Sweden	1	0	Medium
63	Non-binary	PhD	Divorced	85,264	741	34,481	Auto	Self-employed	7	Fair	0.512158	149,913	2	Jacksonland	CT	Gambia	0	0	Medium
49	Male	High School	Widowed	null	756	48,479	Personal	Self-employed	9	Good	0.102718	286,785	0	Brookschester	NE	Mauritania	2	0	Medium
64	Non-binary	Master's	Married	36,080	676	35,507	Personal	Employed	13	Poor	0.124191	123,276	null	Tylerton	WV	Cuba	4	1	Low
61	Male	Master's	Widowed	null	663	27,619	Personal	Self-employed	12	Fair	0.428395	53,499	2	Travisborough	WY	Guinea-Bissau	4	2	Low
51	Non-binary	Master's	Divorced	null	768	16,017	Business	Unemployed	5	Poor	0.263543	296,735	0	East Kimberly	ID	Somalia	0	2	Medium
42	Female	PhD	Single	110,693	742	null	Personal	Employed	1	Good	0.515038	240,921	null	East Whitneystad	OK	Yemen	3	1	Low
36	Non-binary	PhD	Single	105,870	667	7,413	Home	Unemployed	18	Good	0.335062	70,401	4	New Seanview	MT	Palau	0	0	Low
66	Non-binary	PhD	Divorced	90,949	656	13,004	Home	Unemployed	14	Poor	0.25023	93,828	2	Josephborough	MP	Aruba	2	1	Low
29	Female	High School	Married	119,987	729	31,056	Home	Self-employed	3	Good	0.196337	null	null	Benjaminton	UT	Canada	2	1	Low
40	Female	Bachelor's	Married	64,552	727	null	Home	Unemployed	5	Excellent	0.316722	128,435	1	Lake Dillonfurt	NV	Uganda	1	1	Low
24	Non-binary	High School	Married	null	770	40,502	Business	Employed	9	Poor	0.488505	130,699	null	Chenport	CT	Turkmenistan	2	2	Medium
23	Male	Master's	Divorced	36,279	null	45,160	Business	Employed	4	Excellent	0.326265	180,608	3	Williamsstad	AR	Portugal	1	0	Low
34	Male	High School	Widowed	107,090	640	24,494	Auto	Self-employed	8	Excellent	0.577906	176,733	2	Michaelborough	TX	Argentina	1	2	Low
31	Female	Master's	Married	36,453	631	43,117	Auto	Unemployed	9	Excellent	0.471148	150,597	3	North Davidville	PR	Equatorial Guinea	2	1	Medium
68	Non-binary	PhD	Widowed	58,082	740	7,723	Personal	Unemployed	1	Poor	0.278241	75,506	2	East Kennethborough	PA	Turkey	null	0	Medium
46	Male	Master's	Married	47,906	788	12,540	Personal	Self-employed	13	Fair	0.337098	null	2	Michaelmouth	OR	Congo	4	2	Medium
21	Non-binary	High School	Single	98,636	null	35,112	Personal	Self-employed	2	Excellent	0.341561	200,409	3	West Melissa	MO	Solomon Islands	1	0	Medium
48	Female	Bachelor's	Widowed	null	688	32,205	Home	Self-employed	12	Excellent	0.113803	244,192	3	West Brian	AS	Sri Lanka	3	2	Medium
29	Non-binary	High School	Widowed	112,167	773	38,492	Auto	Unemployed	8	Excellent	0.391034	58,598	null	Gentrymouth	ME	Chad	2	0	Low
64	Male	Bachelor's	Divorced	83,964	766	null	Auto	Self-employed	14	Excellent	0.552224	44,293	1	Freyport	ID	Barbados	2	1	Low
45	Female	PhD	Widowed	102,946	731	37,461	Personal	Unemployed	6	Excellent	0.591333	218,790	4	Burnsborough	GU	Liberia	2	1	High
51	Female	PhD	Widowed	57,443	null	37,168	Business	Self-employed	3	Poor	0.530754	64,418	1	Odonnellchester	ME	Bahamas	1	0	Low
52	Female	Master's	Married	96,910	715	31,326	Home	Self-employed	12	Fair	0.14879	257,889	4	Edwardsburgh	LA	Singapore	0	2	Medium
21	Non-binary	Master's	Divorced	30,908	649	33,304	Auto	Self-employed	16	Excellent	0.376362	null	4	Judithmouth	VA	Sudan	3	1	Low
56	Non-binary	High School	Divorced	116,531	640	13,122	Business	Unemployed	1	Excellent	0.104865	41,770	2	Loristad	VT	Andorra	1	0	Low
18	Non-binary	Master's	Married	null	678	31,110	Home	Unemployed	1	Good	0.189886	203,246	null	Floresfurt	AS	Georgia	0	0	Low
60	Male	High School	Married	40,501	658	21,511	Personal	Employed	2	Poor	0.349726	158,379	4	Port Frederick	HI	Timor-Leste	2	0	Low
51	Female	Master's	Divorced	77,719	769	23,645	Auto	Self-employed	14	Fair	0.130738	100,136	0	New Williamside	UT	Tajikistan	4	2	Medium
44	Female	PhD	Married	23,796	785	15,251	Home	Self-employed	17	Poor	0.268988	208,696	4	Lowemouth	NE	Marshall Islands	4	0	Medium
32	Non-binary	Master's	Widowed	109,595	679	34,280	Business	Self-employed	9	Good	0.283078	20,914	2	Johnsonmouth	WV	Mozambique	2	2	Medium
65	Non-binary	Bachelor's	Widowed	105,062	653	5,503	Personal	Unemployed	10	Poor	0.102244	263,215	1	West Amber	TN	United Arab Emirates	3	2	Medium
68	Male	Master's	Widowed	78,247	644	18,993	Auto	Employed	0	Poor	0.468593	278,228	3	New Seanfurt	OR	Zimbabwe	null	2	Medium
19	Female	High School	Widowed	68,047	630	null	Business	Employed	0	Excellent	0.561553	297,388	4	Parrishberg	MA	Kiribati	2	1	Medium
62	Male	High School	Widowed	62,278	null	null	Personal	Self-employed	13	Fair	0.238913	220,427	3	Reynoldston	SD	Tanzania	3	2	Low
31	Non-binary	PhD	Married	null	713	17,185	Auto	Unemployed	13	Fair	0.387576	48,232	3	Haneymouth	TX	Azerbaijan	0	1	Low
65	Male	Bachelor's	Widowed	97,795	769	48,159	Home	Self-employed	4	Fair	0.547689	199,702	0	Nelsonport	NM	Argentina	1	0	Medium
60	Female	High School	Divorced	null	750	10,538	Auto	Unemployed	3	Poor	0.570674	88,241	null	Jenniferfort	RI	Cameroon	4	0	Low
62	Non-binary	PhD	Married	76,165	791	null	Auto	Self-employed	6	Fair	0.392164	121,005	null	South Johnport	TN	Bosnia and Herzegovina	null	2	Low
68	Non-binary	Bachelor's	Single	null	675	5,091	Home	Employed	16	Fair	0.178525	251,398	2	Robertmouth	GU	Isle of Man	2	2	Low
20	Non-binary	Bachelor's	Single	46,240	689	16,246	Business	Unemployed	0	Excellent	0.325684	null	3	Davidsonshire	MD	Saint Vincent and the Grenadines	null	2	Low
31	Female	PhD	Married	67,191	null	null	Business	Self-employed	10	Good	0.10127	224,944	3	South Michelleville	AK	Jamaica	3	1	Low
57	Female	PhD	Widowed	79,184	706	null	Auto	Self-employed	1	Excellent	0.476004	129,103	3	New Leroy	MI	Slovenia	1	0	Low
47	Female	PhD	Single	82,054	704	21,964	Auto	Unemployed	1	Good	0.304971	69,693	3	New Tinastad	AK	Saint Helena	1	0	Medium
33	Male	Master's	Single	47,424	761	26,308	Business	Employed	19	Good	0.374446	26,309	2	South Cathy	RI	Pakistan	2	0	Low
54	Female	PhD	Single	64,651	672	33,192	Personal	Unemployed	11	Excellent	0.273736	189,870	0	Lake Samuel	WA	Korea	null	2	High
44	Male	Master's	Divorced	96,475	616	17,025	Auto	Employed	5	Fair	0.382859	253,228	2	Katherinemouth	ID	China	1	1	Low
68	Female	Master's	Divorced	null	null	null	Home	Self-employed	19	Poor	0.596893	74,241	2	New Nicoleville	ME	United States Minor Outlying Islands	1	2	Medium
37	Male	Master's	Married	94,828	null	42,574	Personal	Unemployed	6	Fair	0.564982	183,779	3	New Stacybury	MT	Cambodia	4	1	Medium
49	Male	Master's	Married	36,333	null	31,776	Auto	Unemployed	0	Good	0.343649	154,707	0	East Phylliston	AS	Saint Barthelemy	3	2	Medium
41	Male	High School	Divorced	118,233	630	5,816	Home	Self-employed	0	Excellent	0.313302	63,815	2	New Jessicaport	TN	Lebanon	2	2	Medium
46	Non-binary	PhD	Married	76,317	684	41,264	Personal	Self-employed	8	Excellent	0.156667	null	4	Williamsport	NH	Papua New Guinea	4	2	Low
23	Non-binary	High School	Divorced	null	null	7,505	Home	Self-employed	14	Good	0.292321	74,134	4	Lake Kimberlyberg	UT	Vietnam	2	0	Medium
40	Male	Bachelor's	Divorced	45,515	null	35,584	Home	Unemployed	15	Excellent	0.141868	178,566	4	Port Brenda	SC	Cocos (Keeling) Islands	null	1	Medium
66	Non-binary	PhD	Married	71,224	686	15,420	Home	Self-employed	18	Poor	0.551228	211,088	null	West Jillchester	PR	Cape Verde	0	0	Low
35	Female	High School	Widowed	84,385	610	40,500	Home	Unemployed	7	Excellent	0.468657	168,064	3	Port Michellebury	WV	Gabon	1	0	Low
44	Female	Master's	Widowed	38,462	718	38,622	Business	Employed	13	Excellent	0.289436	265,958	null	Stevensside	PA	India	0	1	Medium
22	Male	Bachelor's	Married	100,974	604	15,637	Home	Employed	18	Poor	0.494482	284,219	3	Calvinside	CT	Azerbaijan	1	0	Low
48	Female	PhD	Widowed	88,078	739	10,032	Auto	Self-employed	6	Fair	0.157824	179,745	1	Martinezchester	MA	Cocos (Keeling) Islands	2	0	Low
56	Non-binary	Master's	Single	114,430	null	null	Business	Self-employed	9	Fair	0.55847	null	2	Jamesland	NH	Guam	2	2	Low
42	Female	Bachelor's	Single	118,510	729	22,503	Auto	Self-employed	7	Good	0.179169	81,552	3	Port Eric	MT	Chad	4	0	Low
37	Male	Master's	Divorced	92,725	766	45,835	Business	Employed	13	Poor	0.245422	112,424	null	North Carlahaven	CO	Timor-Leste	3	1	Low
30	Non-binary	Bachelor's	Single	107,964	618	17,063	Business	Employed	9	Excellent	0.442795	278,180	null	Lake Ashleyland	MH	Anguilla	0	0	Medium
35	Female	High School	Married	29,963	793	33,412	Business	Unemployed	4	Fair	0.214678	223,756	0	Adamsfurt	MD	Australia	0	2	Low
50	Non-binary	Master's	Divorced	47,399	null	null	Auto	Employed	12	Excellent	0.323932	32,693	0	Robertsonton	AR	Belarus	null	1	Low
42	Non-binary	Bachelor's	Widowed	24,715	784	45,229	Personal	Employed	1	Poor	0.542826	248,139	null	West Markburgh	UT	Chad	0	1	Medium

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