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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	High School	Single	68,070	692	49,614	Home	Employed	8	Excellent	0.100514	127,659	3	Everettmouth	MS	Montenegro	0	2	Low
37	Female	Master's	Married	82,778	null	27,425	Auto	Self-employed	19	Fair	0.377012	null	4	Wadeland	GA	Tokelau	2	2	Medium
28	Male	PhD	Married	null	660	5,855	Personal	Employed	12	Poor	0.189458	193,341	2	South Kristen	AL	Croatia	1	2	Low
63	Non-binary	High School	Divorced	null	null	33,712	Home	Self-employed	10	Excellent	0.100315	87,136	0	Juliefort	WY	Tonga	2	1	Low
36	Male	Bachelor's	Single	81,926	712	47,852	Business	Unemployed	2	Good	0.512589	195,729	null	Wongstad	PW	Slovenia	0	0	Low
49	Non-binary	High School	Widowed	31,891	625	13,214	Home	Employed	17	Poor	0.474291	null	0	Feliciaborough	IA	French Guiana	null	1	High
21	Male	High School	Divorced	69,285	677	37,028	Home	Employed	17	Excellent	0.567183	132,191	1	New Laura	NV	Equatorial Guinea	null	0	Medium
62	Female	Bachelor's	Widowed	42,258	667	15,896	Auto	Employed	2	Excellent	0.513391	180,151	1	South Elizabethchester	KY	Uganda	null	0	Low
18	Non-binary	Master's	Single	31,025	605	29,449	Personal	Self-employed	19	Excellent	0.190819	191,244	0	Joshuaburgh	FM	Gabon	2	0	Low
58	Non-binary	PhD	Single	null	715	34,329	Personal	Employed	16	Poor	0.573231	107,500	2	Port David	FL	Sweden	1	1	Low
42	Male	PhD	Widowed	94,796	792	30,733	Home	Employed	8	Fair	0.401242	112,462	0	Lake Kimberlymouth	PA	Azerbaijan	3	0	Low
34	Female	PhD	Widowed	50,129	699	8,177	Home	Unemployed	0	Good	0.414989	177,869	3	Kyleshire	AZ	Sierra Leone	null	0	Low
50	Female	PhD	Divorced	63,026	656	18,815	Auto	Unemployed	4	Excellent	0.545155	25,584	3	Josephborough	PW	Ukraine	null	0	Medium
57	Female	Bachelor's	Divorced	24,090	null	null	Business	Employed	10	Fair	0.231091	166,670	3	West Sarah	VI	Ghana	4	2	Low
20	Female	High School	Single	null	641	8,544	Business	Unemployed	1	Poor	0.371727	192,737	1	Lake Christopher	LA	Mozambique	3	2	Low
45	Non-binary	Master's	Widowed	110,447	661	14,960	Business	Employed	15	Good	0.228581	213,369	3	North Toddhaven	AL	Denmark	3	2	High
69	Female	Master's	Widowed	119,254	643	null	Personal	Employed	18	Fair	0.166515	51,855	4	New Jason	AR	Namibia	4	0	Low
52	Female	Master's	Single	58,827	764	29,551	Personal	Unemployed	17	Good	0.177058	166,607	1	Romanfort	MS	Botswana	1	0	Low
43	Male	Master's	Married	null	712	24,336	Personal	Employed	13	Good	0.380055	21,221	4	Port Joseph	DC	Puerto Rico	3	1	Low
56	Female	Bachelor's	Married	107,746	698	37,947	Home	Unemployed	11	Excellent	0.363901	250,121	null	Lake Scott	FM	Kyrgyz Republic	1	2	Medium
61	Male	PhD	Single	null	784	42,307	Auto	Unemployed	7	Poor	0.574167	169,252	4	New Gregorybury	VA	Western Sahara	0	0	Medium
68	Non-binary	High School	Divorced	null	795	null	Auto	Self-employed	12	Excellent	0.200122	262,272	3	Younghaven	MS	Greenland	3	1	Low
43	Male	Master's	Widowed	null	663	32,664	Business	Unemployed	16	Poor	0.264614	null	1	Perrymouth	VT	Malta	3	0	Medium
23	Female	High School	Widowed	105,745	683	null	Personal	Unemployed	14	Fair	0.255356	290,405	1	North Todd	ND	Colombia	1	1	Low
61	Female	PhD	Divorced	21,439	null	null	Auto	Unemployed	17	Fair	0.461915	140,079	null	New Andrew	NJ	Anguilla	1	2	Low
43	Male	Bachelor's	Divorced	79,003	null	19,525	Personal	Unemployed	6	Excellent	0.382416	148,118	4	Kylemouth	NJ	British Virgin Islands	2	0	Low
35	Male	PhD	Widowed	105,222	609	42,812	Business	Unemployed	19	Fair	0.109464	181,223	2	Port Lisa	NY	Seychelles	3	1	Medium
20	Male	Bachelor's	Single	111,856	755	30,191	Personal	Employed	10	Good	0.407295	215,445	3	New Taylor	ID	Sudan	1	2	Medium
54	Female	Master's	Married	118,856	653	20,555	Home	Employed	9	Good	0.570017	168,453	4	Westview	DC	Timor-Leste	null	1	Medium
46	Male	Bachelor's	Single	41,248	622	20,510	Personal	Employed	15	Excellent	0.301995	250,520	null	Palmerside	CT	Antarctica (the territory South of 60 deg S)	1	2	Low
63	Non-binary	Bachelor's	Widowed	null	724	23,950	Auto	Employed	2	Excellent	0.105529	149,183	2	East Alexa	KY	Aruba	null	2	Low
66	Male	Bachelor's	Widowed	101,049	735	null	Business	Unemployed	17	Poor	0.168336	61,602	4	Lake Jonathan	VA	Djibouti	3	1	Low
25	Male	PhD	Single	112,799	null	13,608	Home	Self-employed	10	Excellent	0.22922	27,039	2	North Scottmouth	GA	Germany	0	2	Medium
20	Non-binary	Master's	Divorced	23,364	null	6,971	Auto	Self-employed	17	Good	0.586027	135,590	0	Port Jamie	PA	Namibia	0	2	Low
47	Non-binary	Master's	Married	62,861	779	20,647	Home	Unemployed	15	Poor	0.439223	260,636	2	New Alexandratown	MH	Zambia	3	0	High
44	Male	High School	Single	37,619	709	8,078	Auto	Self-employed	16	Good	0.523001	113,862	0	Myershaven	CO	Bahrain	2	1	Medium
69	Female	Bachelor's	Widowed	49,493	null	null	Personal	Unemployed	6	Poor	0.172803	213,103	null	East Emily	TX	Swaziland	null	0	Medium
57	Female	PhD	Married	67,280	null	20,209	Home	Unemployed	17	Fair	0.264759	115,669	1	Bridgetfort	ND	Burkina Faso	4	1	Low
64	Female	Master's	Widowed	89,407	653	7,634	Home	Unemployed	3	Good	0.11841	null	null	North Michelleshire	GA	Wallis and Futuna	0	0	Low
65	Male	High School	Single	119,039	762	12,311	Auto	Self-employed	3	Fair	0.233045	203,822	3	Phillipsville	ID	Nauru	0	0	Medium
33	Female	PhD	Divorced	115,153	655	22,072	Home	Self-employed	18	Poor	0.284885	117,151	0	New Jamieshire	OR	Belarus	1	1	Medium
30	Female	Bachelor's	Divorced	89,074	776	35,203	Home	Self-employed	5	Fair	0.465199	242,913	4	West Leahtown	FL	United States of America	1	1	Low
68	Non-binary	High School	Single	90,780	639	45,916	Business	Employed	13	Good	0.378819	202,849	2	East Ginastad	SC	Lebanon	null	1	Low
47	Female	Master's	Married	null	770	null	Auto	Unemployed	5	Fair	0.424722	169,221	null	Michelleberg	NV	Israel	2	2	Low
27	Male	PhD	Single	103,488	612	26,925	Personal	Self-employed	8	Excellent	0.374181	93,035	1	Huangside	WA	Vanuatu	null	1	Low
50	Male	High School	Widowed	30,534	649	10,116	Business	Self-employed	2	Good	0.41919	122,730	4	North Nicholeborough	KY	Nepal	1	0	Low
66	Female	PhD	Married	44,154	700	48,252	Personal	Unemployed	4	Good	0.30848	177,849	null	Shafferside	AK	Madagascar	1	2	Low
47	Non-binary	Master's	Single	104,766	630	null	Home	Employed	5	Good	0.125767	38,029	0	East Ellenmouth	NY	Eritrea	2	0	Low
45	Non-binary	High School	Single	39,523	728	null	Personal	Self-employed	19	Good	0.208565	126,174	1	Johnbury	NM	Slovakia (Slovak Republic)	null	1	Low
44	Non-binary	Bachelor's	Divorced	79,117	null	47,029	Business	Employed	12	Excellent	0.569349	117,363	null	Heathermouth	KY	Iran	0	2	Medium
57	Female	PhD	Married	57,146	764	48,938	Personal	Employed	7	Fair	0.514425	76,154	3	East Gabrielport	AZ	Jersey	3	2	Low
57	Non-binary	High School	Single	76,005	751	40,356	Home	Unemployed	7	Excellent	0.219073	82,461	null	Chapmanburgh	AL	Czech Republic	3	1	Medium
23	Female	Bachelor's	Divorced	24,478	778	null	Auto	Unemployed	10	Good	0.162896	null	1	East Joshua	ME	Comoros	2	0	Low
68	Male	PhD	Single	56,524	627	null	Auto	Self-employed	0	Poor	0.354986	117,252	null	Taylorview	DC	Barbados	null	1	Low
55	Non-binary	Master's	Divorced	null	754	16,255	Auto	Employed	1	Excellent	0.180582	155,953	2	Williamsmouth	MD	Georgia	1	1	High
49	Non-binary	PhD	Married	null	794	8,529	Business	Unemployed	12	Good	0.508427	200,962	2	Chavezberg	DE	Iran	1	0	Low
37	Male	Bachelor's	Widowed	67,027	null	49,592	Home	Unemployed	11	Fair	0.429071	239,424	3	West Margaret	NV	Trinidad and Tobago	4	2	Low
36	Female	High School	Widowed	null	null	32,118	Home	Employed	5	Excellent	0.598406	292,692	null	Jenniferberg	VA	Sudan	null	2	Medium
57	Female	High School	Widowed	60,491	null	20,259	Business	Employed	16	Good	0.384721	199,729	1	Youngshire	CO	France	null	2	Low
33	Male	High School	Single	null	657	20,389	Auto	Self-employed	5	Good	0.440893	189,199	2	Lewisshire	NH	Cuba	4	2	Medium
21	Male	Bachelor's	Single	null	799	39,374	Auto	Employed	13	Excellent	0.509103	null	2	North Tiffanyborough	MD	Uzbekistan	1	2	Low
54	Non-binary	Bachelor's	Divorced	85,714	796	6,398	Business	Unemployed	16	Poor	0.509195	26,050	4	Karenchester	VT	Andorra	1	0	Low
19	Female	Bachelor's	Widowed	53,583	null	38,324	Business	Self-employed	4	Poor	0.3957	93,875	1	New Zachary	NM	Turkmenistan	3	1	Medium
55	Non-binary	Master's	Divorced	60,160	741	28,028	Business	Self-employed	6	Excellent	0.295231	148,261	4	Philipview	TX	Palestinian Territory	3	0	Low
36	Non-binary	Bachelor's	Married	39,941	764	26,086	Auto	Unemployed	10	Good	0.214758	30,209	4	New Patrick	MD	Turkmenistan	0	2	Medium
69	Male	PhD	Divorced	115,849	774	24,067	Auto	Self-employed	10	Poor	0.281215	null	0	Lake Ryan	LA	Hong Kong	null	1	Low
28	Female	Bachelor's	Married	28,520	730	42,579	Home	Self-employed	12	Poor	0.370218	67,623	2	Ellisfurt	RI	Lithuania	4	1	Low
63	Non-binary	High School	Married	null	653	42,742	Home	Unemployed	13	Poor	0.156948	158,834	1	New Nicole	SC	Haiti	0	0	Low
67	Non-binary	PhD	Widowed	95,535	772	47,635	Auto	Unemployed	4	Poor	0.524332	264,377	null	Lake Markland	CT	Bolivia	null	1	Medium
66	Female	Master's	Widowed	113,504	610	null	Business	Unemployed	14	Fair	0.483464	101,998	1	West Brandiport	TN	Gambia	1	2	Medium
29	Non-binary	High School	Widowed	31,646	740	47,126	Personal	Unemployed	10	Poor	0.505788	139,211	0	Taylorview	AZ	United States Minor Outlying Islands	1	2	Medium
19	Male	Master's	Widowed	82,423	635	22,854	Auto	Self-employed	4	Excellent	0.239451	null	0	Kevinview	VI	Bahrain	0	0	Low
48	Non-binary	Bachelor's	Single	79,337	779	23,824	Business	Self-employed	16	Excellent	0.377918	125,894	1	New Lisaside	IL	Burkina Faso	1	1	Medium
33	Non-binary	Bachelor's	Divorced	101,662	749	21,830	Business	Self-employed	8	Excellent	0.45312	57,919	null	East Dianaville	MH	Cayman Islands	0	2	Low
45	Non-binary	High School	Divorced	null	618	46,819	Personal	Employed	13	Good	0.138682	178,438	0	Port Timothy	NM	Mexico	null	2	Low
35	Non-binary	Master's	Widowed	37,130	690	45,949	Personal	Unemployed	8	Good	0.555239	236,098	4	Melindaside	MP	Philippines	0	1	Low
65	Male	Bachelor's	Widowed	107,063	655	6,920	Home	Self-employed	3	Good	0.459379	232,338	3	Ortegamouth	SD	Anguilla	null	1	Low
47	Non-binary	Master's	Single	49,251	603	13,687	Business	Unemployed	12	Fair	0.306214	null	null	East Jillfort	ME	Anguilla	0	0	Low
24	Female	Bachelor's	Married	96,591	663	6,302	Auto	Self-employed	14	Good	0.547396	60,882	2	Tateshire	MS	Comoros	1	0	High
54	Non-binary	High School	Divorced	68,465	null	25,357	Business	Employed	14	Good	0.556411	72,398	1	Kristenton	MH	France	4	0	Low
27	Non-binary	Master's	Widowed	32,554	711	43,476	Home	Employed	17	Excellent	0.274951	null	4	Port Jose	WY	Finland	4	1	Medium
57	Male	High School	Single	34,639	606	21,633	Personal	Self-employed	16	Excellent	0.466037	205,158	3	Finleybury	IN	Reunion	1	0	Low
63	Male	Bachelor's	Single	68,737	735	35,607	Business	Unemployed	14	Fair	0.279422	104,296	0	Pattersonville	MI	Kuwait	4	2	Low
42	Non-binary	High School	Divorced	28,933	726	7,716	Personal	Unemployed	15	Fair	0.222263	null	4	Joseborough	ME	Saint Helena	0	1	Low
57	Female	Bachelor's	Divorced	35,802	752	25,912	Auto	Employed	1	Good	0.307381	245,319	3	South Jesseburgh	DC	Cook Islands	2	0	Low
56	Male	Bachelor's	Widowed	110,818	649	null	Business	Employed	5	Good	0.146355	111,233	1	Jennifertown	FM	Iran	3	2	Low
25	Male	Master's	Divorced	99,552	null	7,369	Home	Self-employed	15	Excellent	0.405029	281,132	4	Lake Stevenhaven	TN	Falkland Islands (Malvinas)	1	0	Low
57	Female	Master's	Single	null	783	18,103	Personal	Self-employed	8	Fair	0.159231	109,405	2	Paulaport	FL	Eritrea	0	0	Low
51	Male	PhD	Widowed	null	610	17,505	Business	Unemployed	10	Fair	0.212489	288,653	1	Leslieland	CA	Congo	0	1	Low
41	Female	Master's	Widowed	57,081	null	null	Home	Employed	0	Excellent	0.538839	248,702	2	Jacksonton	MP	New Caledonia	1	1	Low
49	Non-binary	High School	Widowed	null	727	33,590	Personal	Employed	2	Good	0.279189	270,927	2	Mcintyreport	NC	Saudi Arabia	2	2	Low
29	Female	PhD	Divorced	24,930	757	10,478	Auto	Employed	17	Excellent	0.460997	274,555	2	Port Richard	MS	Bahrain	4	2	Low
32	Non-binary	High School	Divorced	94,975	727	39,359	Personal	Employed	4	Poor	0.308014	236,398	0	Zhangside	GA	Russian Federation	3	1	Medium
54	Male	PhD	Single	43,140	790	7,353	Auto	Unemployed	16	Poor	0.207242	260,245	0	Emilyland	VI	Uganda	3	2	Low
42	Non-binary	Master's	Married	38,456	774	27,828	Home	Employed	3	Good	0.481993	273,810	1	Josephmouth	NY	Brazil	0	0	Medium
20	Non-binary	Master's	Single	101,080	715	19,772	Business	Self-employed	12	Fair	0.172834	null	2	Stanleyberg	TN	Jordan	4	2	Low
43	Male	High School	Widowed	103,276	669	15,647	Business	Employed	13	Excellent	0.34485	191,918	null	West Jennifer	VT	Australia	2	2	Medium
35	Non-binary	Master's	Single	82,233	null	24,079	Personal	Self-employed	12	Good	0.18535	null	4	Tracyborough	AZ	Poland	2	1	Medium
56	Non-binary	PhD	Widowed	105,094	788	null	Personal	Unemployed	17	Good	0.483485	234,293	3	Spencerville	NV	Western Sahara	0	0	Low
56	Non-binary	High School	Single	27,188	791	null	Home	Self-employed	4	Excellent	0.242448	37,622	3	East Tamara	KY	Luxembourg	1	0	Low

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