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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
43	Non-binary	High School	Divorced	31,785	671	5,733	Home	Employed	2	Good	0.523142	63,046	4	North Karenbury	CT	Liberia	2	2	Low
62	Male	Master's	Single	76,690	768	32,050	Personal	Unemployed	4	Good	0.108059	null	null	Zacharymouth	TX	Central African Republic	null	0	Low
40	Non-binary	PhD	Married	97,582	664	36,407	Auto	Employed	11	Fair	0.191312	120,327	4	Jenniferhaven	TX	Tokelau	4	0	Low
67	Non-binary	High School	Married	27,393	692	null	Home	Unemployed	7	Fair	0.34643	74,929	2	Lake Jenniferview	NE	Northern Mariana Islands	2	2	Low
47	Male	PhD	Divorced	83,944	622	8,852	Auto	Unemployed	14	Fair	0.397119	185,579	0	Stevenfort	MT	Saint Helena	4	0	Low
65	Female	PhD	Single	45,463	683	18,485	Home	Employed	1	Fair	0.543896	null	2	Alanton	ID	Guinea-Bissau	0	1	Medium
61	Male	High School	Widowed	113,167	null	null	Auto	Employed	11	Good	0.287182	271,541	null	West Nicholas	MO	Madagascar	0	1	Low
38	Non-binary	Master's	Single	86,177	661	22,734	Auto	Employed	9	Good	0.46298	28,389	3	Brownchester	KY	Costa Rica	0	1	Low
18	Female	Bachelor's	Married	51,742	615	47,447	Business	Employed	6	Good	0.138276	278,309	0	Stevemouth	KY	Uganda	0	0	Medium
32	Female	High School	Widowed	29,343	725	18,139	Auto	Self-employed	5	Excellent	0.178475	180,365	3	Martinezville	AS	Somalia	3	0	Low
40	Female	High School	Single	63,048	655	24,249	Business	Self-employed	1	Excellent	0.205832	23,919	2	Gatesland	NC	United Arab Emirates	2	0	Low
29	Male	High School	Married	null	787	33,976	Personal	Self-employed	4	Excellent	0.106293	292,459	1	Walkerview	NH	Yemen	2	0	Low
68	Female	Bachelor's	Married	null	734	16,979	Business	Self-employed	2	Fair	0.191083	240,055	0	Davidview	DC	Guinea-Bissau	0	1	Medium
38	Male	Bachelor's	Married	43,060	765	null	Auto	Self-employed	2	Excellent	0.497463	58,227	3	West Christinafurt	TX	Bulgaria	null	1	High
47	Female	Bachelor's	Divorced	105,873	666	20,143	Auto	Self-employed	6	Good	0.161612	58,110	1	New Betty	DE	Moldova	3	2	Medium
37	Non-binary	Bachelor's	Widowed	89,550	681	27,062	Personal	Self-employed	9	Poor	0.590756	224,252	4	Port Jonathantown	PA	Netherlands Antilles	2	1	Medium
37	Male	High School	Divorced	58,384	653	22,103	Personal	Employed	1	Fair	0.128524	null	2	Kayleeburgh	IN	Sao Tome and Principe	1	2	Low
60	Female	High School	Married	34,694	null	42,977	Auto	Employed	1	Poor	0.451668	290,032	2	Waremouth	WA	Lithuania	null	1	Low
26	Non-binary	High School	Single	65,678	687	30,001	Auto	Self-employed	12	Poor	0.123495	null	4	Glendaberg	NV	Malawi	null	0	Low
55	Male	Master's	Single	null	690	22,585	Business	Employed	10	Excellent	0.435926	170,029	2	Reesefort	KY	Spain	4	0	Low
28	Male	PhD	Married	48,190	676	12,263	Home	Unemployed	15	Poor	0.537401	57,584	0	North Sheriland	MN	Lithuania	null	0	Low
18	Non-binary	High School	Single	82,468	629	41,868	Business	Unemployed	7	Poor	0.508627	144,653	2	South Cindy	AK	Aruba	1	2	Medium
55	Male	PhD	Widowed	36,676	764	19,744	Auto	Employed	0	Poor	0.358321	null	3	Mooreville	AZ	United States Minor Outlying Islands	1	1	Low
66	Male	Bachelor's	Single	41,784	617	44,626	Auto	Employed	15	Good	0.428287	25,162	1	Yoderfort	WY	Liechtenstein	1	0	Low
51	Male	Bachelor's	Single	91,180	774	9,037	Personal	Employed	6	Poor	0.550544	null	0	Zacharyfurt	DE	Suriname	0	1	Low
54	Male	PhD	Married	63,382	null	10,613	Business	Unemployed	10	Excellent	0.494524	238,138	3	Royfort	TN	Tuvalu	1	2	Medium
66	Female	PhD	Single	94,181	617	21,486	Auto	Unemployed	15	Good	0.247759	230,077	3	East Joseph	NJ	North Macedonia	4	0	Low
69	Male	High School	Divorced	35,861	635	48,453	Business	Self-employed	2	Fair	0.140471	52,128	1	Port Rebecca	WY	Syrian Arab Republic	0	0	Low
26	Male	Bachelor's	Married	108,728	758	46,739	Auto	Employed	12	Poor	0.489601	189,116	0	North Stacey	MS	Sweden	0	0	Low
64	Male	Master's	Single	58,292	797	35,131	Home	Unemployed	9	Excellent	0.515181	218,644	null	Lake Holly	IA	Mexico	4	0	Low
43	Female	Bachelor's	Widowed	103,443	769	null	Personal	Employed	16	Fair	0.241912	125,462	null	Jamietown	WV	Oman	1	0	Low
32	Male	Master's	Divorced	53,550	777	40,422	Personal	Employed	14	Fair	0.174693	174,151	4	West Sonya	KY	Ireland	2	2	Low
34	Male	High School	Divorced	32,651	null	18,423	Personal	Unemployed	15	Excellent	0.587787	277,358	null	Ramirezstad	PR	China	3	0	Low
24	Non-binary	High School	Single	null	792	null	Business	Employed	3	Excellent	0.560572	117,516	2	Robertport	OH	Bhutan	3	1	Low
62	Male	Bachelor's	Single	25,983	740	9,379	Auto	Unemployed	12	Excellent	0.126339	214,975	1	Port Jeffreyfort	MH	Ukraine	4	1	Medium
48	Male	Master's	Divorced	94,583	682	8,704	Personal	Employed	12	Poor	0.236633	236,519	3	Deniseville	FM	Ghana	2	1	Medium
22	Female	PhD	Married	84,057	630	43,946	Business	Employed	9	Good	0.309699	237,313	2	Riveraport	AZ	Panama	1	1	Low
46	Non-binary	PhD	Single	68,629	665	22,985	Business	Unemployed	2	Fair	0.597065	58,736	null	North Jonathan	TN	Somalia	null	0	Medium
31	Female	Bachelor's	Married	114,825	null	null	Business	Employed	7	Good	0.31301	null	2	New Michelle	RI	Turkmenistan	1	2	Low
21	Non-binary	Bachelor's	Married	69,641	726	9,743	Home	Unemployed	15	Excellent	0.195206	20,576	1	Lake Robert	VI	Niue	4	2	Medium
51	Female	Master's	Single	107,116	746	7,363	Personal	Employed	4	Excellent	0.166528	null	null	West Cody	ME	Cape Verde	3	1	Low
56	Non-binary	High School	Divorced	52,294	754	25,202	Home	Employed	8	Fair	0.227254	268,135	null	South Mark	OH	Mali	0	2	Low
68	Non-binary	PhD	Widowed	112,971	706	13,976	Home	Self-employed	19	Good	0.533487	null	4	Jeffreyborough	VA	Montserrat	2	2	Medium
65	Male	Master's	Single	103,384	759	42,770	Personal	Self-employed	17	Fair	0.518987	197,271	1	Fischershire	PR	Barbados	3	2	Low
33	Male	Bachelor's	Divorced	69,039	735	null	Home	Self-employed	9	Poor	0.227027	90,906	null	Julianfurt	MD	Trinidad and Tobago	1	0	Medium
53	Non-binary	Master's	Widowed	null	780	31,400	Personal	Employed	19	Excellent	0.448872	81,333	0	Hammondtown	MD	Gambia	4	2	Low
36	Female	High School	Single	64,771	761	47,693	Personal	Self-employed	2	Good	0.139696	null	2	West Abigailhaven	AR	Turkey	3	0	Low
64	Male	High School	Single	null	716	null	Business	Unemployed	9	Poor	0.430859	null	4	North Meganberg	OK	Sao Tome and Principe	1	0	Low
63	Female	Master's	Single	null	null	19,845	Business	Unemployed	10	Fair	0.509252	117,375	2	Powersfort	AK	Sri Lanka	4	0	Medium
23	Male	Master's	Widowed	110,812	736	26,551	Auto	Unemployed	11	Poor	0.438733	298,336	2	Carlside	MO	Austria	4	2	High
31	Female	Master's	Married	71,410	651	15,197	Auto	Unemployed	15	Poor	0.18555	null	1	New Cynthia	FL	Bouvet Island (Bouvetoya)	3	2	Low
59	Non-binary	High School	Divorced	80,661	662	27,633	Home	Unemployed	11	Fair	0.443008	34,429	1	New Joyland	MT	Burkina Faso	0	0	High
29	Non-binary	PhD	Married	null	649	null	Auto	Self-employed	16	Good	0.210241	176,812	null	Petersonport	AK	Pitcairn Islands	1	0	Low
22	Male	Master's	Divorced	56,088	null	30,679	Home	Employed	14	Poor	0.110364	38,932	2	Kevinburgh	KY	Montserrat	1	2	Medium
68	Female	Master's	Single	null	624	null	Auto	Unemployed	15	Poor	0.188033	43,524	0	Farrellbury	RI	Sierra Leone	2	1	High
42	Male	PhD	Widowed	117,349	618	24,309	Personal	Self-employed	9	Fair	0.488875	249,443	1	Port Cheryl	LA	Lesotho	null	2	Low
22	Non-binary	PhD	Single	46,296	null	46,484	Home	Unemployed	16	Poor	0.428206	285,411	0	Sandrafort	MT	Bouvet Island (Bouvetoya)	2	0	Low
60	Male	PhD	Single	null	690	42,505	Home	Self-employed	7	Good	0.323087	95,270	2	Millsborough	DC	United States Minor Outlying Islands	3	1	Low
56	Non-binary	Bachelor's	Divorced	25,312	694	5,824	Business	Unemployed	9	Fair	0.290122	291,947	4	Wesleyport	CT	Samoa	1	1	Medium
58	Non-binary	Master's	Divorced	63,069	707	27,244	Personal	Self-employed	4	Excellent	0.367649	206,126	null	Matthewland	NM	Botswana	null	0	Medium
40	Female	Master's	Married	111,826	624	9,683	Business	Employed	2	Fair	0.353078	286,523	0	Woodville	NH	Serbia	1	0	Low
58	Non-binary	Master's	Divorced	39,517	616	40,728	Auto	Unemployed	17	Good	0.107246	null	null	East Michaelville	AR	France	3	1	Medium
22	Male	Master's	Single	50,138	607	12,817	Personal	Self-employed	10	Excellent	0.257353	null	4	Lake Jenniferville	AL	Belgium	2	0	Low
32	Female	Bachelor's	Widowed	81,351	748	38,299	Personal	Unemployed	13	Good	0.581456	117,688	2	Angelafort	SD	Mali	1	0	Low
33	Non-binary	Bachelor's	Widowed	74,486	null	null	Home	Employed	3	Fair	0.21996	167,825	1	Laurenborough	IN	Aruba	1	2	Low
29	Male	Bachelor's	Divorced	47,944	649	40,948	Auto	Employed	0	Poor	0.485471	294,175	3	Scottfort	SC	New Caledonia	1	2	Medium
24	Female	Bachelor's	Single	null	608	30,920	Home	Self-employed	5	Fair	0.258197	null	1	West Carly	OH	Denmark	0	0	Medium
32	Female	High School	Married	null	627	20,670	Personal	Employed	17	Fair	0.220591	234,830	4	Amandafort	MD	Libyan Arab Jamahiriya	2	0	Low
30	Non-binary	Master's	Married	36,673	639	22,279	Home	Self-employed	1	Poor	0.40249	181,435	null	Simmonsstad	MI	Dominica	0	2	Low
34	Non-binary	High School	Divorced	41,770	756	39,210	Home	Unemployed	0	Excellent	0.490615	157,655	3	Galvanfort	MI	Costa Rica	1	2	Low
26	Non-binary	Master's	Widowed	41,515	601	23,526	Auto	Unemployed	16	Fair	0.143452	null	0	North James	RI	France	1	0	Medium
64	Female	PhD	Single	20,022	627	28,622	Business	Self-employed	15	Good	0.488558	49,263	2	Markfort	NH	Bahrain	null	0	Low
46	Male	Master's	Divorced	68,180	775	21,977	Personal	Employed	5	Excellent	0.243189	116,672	0	Michaelside	PW	Bosnia and Herzegovina	1	0	Medium
44	Male	Master's	Widowed	93,338	771	14,589	Auto	Self-employed	15	Poor	0.226637	245,556	null	Port Jared	ID	San Marino	2	2	Medium
66	Female	High School	Single	41,818	641	14,681	Business	Self-employed	9	Excellent	0.556229	299,132	2	Eugeneshire	MH	New Caledonia	3	1	Low
22	Non-binary	High School	Single	115,666	789	34,866	Personal	Employed	12	Excellent	0.285944	160,166	1	South Ambershire	MP	Albania	3	2	High
60	Male	PhD	Married	97,952	null	5,608	Home	Unemployed	5	Fair	0.205861	121,410	0	Greenberg	UT	Cote d'Ivoire	1	1	Low
50	Male	PhD	Widowed	null	611	34,604	Home	Self-employed	4	Poor	0.146684	280,259	0	South Damonburgh	VT	Guinea	null	2	Low
61	Male	Master's	Widowed	62,530	663	10,322	Business	Employed	15	Good	0.524429	247,918	2	Port Tamara	VA	Western Sahara	4	0	Low
59	Female	High School	Married	26,356	null	32,990	Business	Unemployed	16	Fair	0.505676	138,531	4	South Stevenmouth	GA	Saint Pierre and Miquelon	0	2	Medium
34	Female	Bachelor's	Married	55,200	745	45,037	Auto	Employed	19	Good	0.359182	223,926	3	Shelbyland	MO	United Arab Emirates	3	2	Low
69	Male	High School	Married	null	667	22,704	Home	Unemployed	1	Excellent	0.147985	null	0	Austinville	AR	Latvia	0	2	Low
26	Male	High School	Divorced	21,374	null	26,652	Auto	Employed	3	Poor	0.56603	78,360	2	Robinsonberg	MS	Moldova	3	0	Medium
56	Non-binary	Bachelor's	Widowed	32,713	null	5,927	Personal	Employed	13	Excellent	0.196322	211,042	0	East Jeanneville	AK	Morocco	null	0	Medium
56	Male	Bachelor's	Married	51,076	null	45,472	Business	Unemployed	4	Poor	0.423418	null	3	Brendahaven	IA	Albania	null	1	Medium
21	Male	Bachelor's	Married	70,736	659	36,667	Home	Self-employed	7	Good	0.431858	81,486	0	East Williamtown	MI	Namibia	null	0	High
57	Female	High School	Married	62,530	785	41,888	Auto	Unemployed	11	Excellent	0.513636	274,622	2	Evanland	PW	Reunion	0	2	High
40	Male	Bachelor's	Divorced	69,855	630	null	Personal	Employed	8	Excellent	0.597607	null	2	New Edward	MD	Moldova	3	2	Low
49	Female	PhD	Widowed	null	698	22,241	Home	Employed	4	Excellent	0.283053	175,193	4	Reginaburgh	TX	Northern Mariana Islands	4	0	Medium
18	Non-binary	Bachelor's	Single	75,165	null	20,390	Business	Employed	9	Fair	0.465681	214,149	0	Tracystad	FM	Brunei Darussalam	3	0	Low
56	Male	Master's	Widowed	29,260	672	23,777	Business	Self-employed	19	Fair	0.179797	116,095	1	Parkermouth	KS	Uzbekistan	4	1	High
57	Non-binary	Bachelor's	Divorced	null	740	null	Personal	Unemployed	0	Poor	0.173776	83,517	4	Carterland	OK	Liechtenstein	0	2	Low
25	Female	Master's	Married	44,726	693	40,638	Auto	Employed	3	Fair	0.301952	218,595	null	Cannonchester	TX	Romania	null	1	Low
49	Female	Bachelor's	Single	101,846	796	15,251	Home	Employed	17	Good	0.211188	215,192	4	Katherinetown	IA	Nauru	null	0	Medium
38	Non-binary	PhD	Single	64,308	691	9,650	Home	Unemployed	14	Good	0.155169	117,366	null	Jamesville	PW	Netherlands Antilles	null	2	Low
27	Female	Master's	Single	25,230	607	17,454	Business	Unemployed	16	Excellent	0.252991	205,371	3	Monicaside	ME	Zimbabwe	1	0	Medium
45	Male	Bachelor's	Widowed	109,711	694	5,912	Business	Unemployed	4	Poor	0.225729	144,431	2	Kennedystad	GA	Bangladesh	3	1	Low
38	Male	Master's	Single	29,907	613	24,005	Home	Self-employed	8	Good	0.332404	165,085	0	Davidville	LA	Liberia	2	2	Low
64	Non-binary	High School	Widowed	72,342	null	43,814	Business	Unemployed	12	Excellent	0.163641	null	1	West Christopherport	AZ	Mauritania	1	2	Low
51	Non-binary	PhD	Married	null	705	45,098	Business	Unemployed	11	Poor	0.444881	268,803	0	East Kristenfort	TX	Guyana	1	0	Low

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