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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
53	Female	Bachelor's	Widowed	110,218	null	27,947	Home	Employed	6	Fair	0.229822	null	2	Nancytown	NE	Sweden	1	1	Medium
40	Male	Master's	Single	46,248	648	29,757	Home	Employed	3	Excellent	0.591815	275,401	4	Jenniferborough	CT	Lesotho	4	1	Low
32	Non-binary	Master's	Single	113,779	null	40,844	Home	Employed	13	Good	0.57	69,631	null	Smithhaven	MH	Heard Island and McDonald Islands	3	2	Medium
20	Male	Bachelor's	Divorced	74,587	795	32,193	Business	Self-employed	14	Good	0.449998	229,957	3	Port Ryanside	MH	Falkland Islands (Malvinas)	null	2	Medium
55	Female	PhD	Single	37,950	725	5,059	Home	Unemployed	0	Fair	0.52166	null	null	Robertberg	SD	Guadeloupe	0	1	Low
28	Non-binary	PhD	Married	null	null	24,825	Home	Unemployed	19	Poor	0.475035	113,296	2	Mackburgh	ME	Yemen	1	1	Medium
52	Male	Master's	Single	66,994	null	42,355	Home	Self-employed	9	Poor	0.129351	265,120	2	Johnchester	GU	Moldova	3	1	Low
62	Non-binary	Master's	Single	99,059	798	8,339	Auto	Employed	12	Fair	0.123394	249,423	4	Meghanborough	WI	Ecuador	4	0	Low
48	Female	Bachelor's	Divorced	75,618	794	13,288	Personal	Self-employed	6	Good	0.147063	null	1	Port Randall	AS	Sudan	3	2	Low
49	Non-binary	High School	Divorced	21,776	692	31,819	Home	Self-employed	17	Poor	0.450661	null	1	Lake Amandaton	PA	Denmark	3	2	Low
55	Male	Bachelor's	Divorced	null	658	38,228	Business	Employed	0	Fair	0.449499	231,117	1	East Belinda	MT	Iraq	3	1	Low
35	Non-binary	Master's	Married	100,093	771	48,184	Home	Self-employed	5	Excellent	0.24088	70,654	0	North Nataliefurt	NE	Solomon Islands	null	0	Low
22	Female	PhD	Married	74,431	704	null	Home	Unemployed	13	Good	0.509993	97,846	2	Nicholasport	NM	Saint Martin	1	0	Low
48	Non-binary	Master's	Divorced	36,691	665	15,440	Home	Unemployed	7	Good	0.441929	39,079	3	West Laurenchester	KY	Eritrea	0	0	Medium
64	Male	Master's	Married	80,301	775	11,868	Auto	Unemployed	6	Poor	0.321341	119,609	0	Port David	AL	Rwanda	1	1	Low
52	Non-binary	High School	Married	92,002	null	25,523	Personal	Employed	3	Poor	0.365864	228,334	0	West Edward	MS	Tanzania	4	2	Medium
24	Non-binary	Bachelor's	Married	82,759	785	14,846	Auto	Employed	8	Good	0.484304	281,864	null	Mosstown	SD	Indonesia	2	2	High
51	Male	Bachelor's	Widowed	67,316	745	13,338	Home	Employed	12	Poor	0.544648	94,624	2	Shieldsshire	NJ	Botswana	2	1	Low
34	Male	Bachelor's	Single	93,424	728	26,546	Business	Unemployed	7	Excellent	0.555903	255,725	1	South Lance	MN	Iran	4	2	Medium
39	Male	Master's	Single	72,488	770	12,785	Auto	Unemployed	19	Fair	0.375537	170,514	2	Olsonbury	IA	Djibouti	4	1	Medium
28	Female	Bachelor's	Divorced	80,631	null	39,621	Home	Employed	5	Excellent	0.565652	266,492	3	New Alyssamouth	NH	Sweden	2	2	Medium
27	Non-binary	Bachelor's	Single	60,972	795	10,009	Home	Unemployed	3	Excellent	0.509943	250,717	3	Shelbyhaven	WI	South Georgia and the South Sandwich Islands	0	2	Low
41	Non-binary	Bachelor's	Single	97,656	718	43,832	Business	Unemployed	16	Excellent	0.523147	200,161	3	New Kellyville	DE	Lithuania	1	0	Medium
42	Female	Bachelor's	Divorced	27,883	675	44,407	Business	Self-employed	17	Poor	0.28668	166,789	3	Rebeccamouth	AS	Chad	1	1	Low
59	Non-binary	Master's	Divorced	98,563	672	41,927	Business	Self-employed	3	Good	0.262649	178,069	2	New Christopher	MP	Congo	3	1	Medium
35	Male	Master's	Married	117,757	761	44,398	Home	Employed	2	Excellent	0.532412	135,579	1	Stephanieburgh	CT	Cayman Islands	4	1	Medium
21	Female	PhD	Married	63,087	743	45,724	Personal	Self-employed	11	Excellent	0.536275	167,231	4	East Carol	LA	Syrian Arab Republic	1	1	High
39	Female	Bachelor's	Married	80,466	741	37,574	Home	Unemployed	11	Fair	0.124207	null	2	New Michaelburgh	VI	Solomon Islands	null	0	Low
41	Non-binary	Bachelor's	Single	null	771	45,021	Business	Self-employed	7	Good	0.483142	null	1	North Rickyberg	VT	Tajikistan	0	1	Medium
53	Female	Master's	Divorced	null	656	36,649	Home	Self-employed	2	Excellent	0.293615	268,573	null	Sarahfort	MH	Ireland	4	0	Medium
43	Female	Bachelor's	Widowed	97,112	783	6,613	Home	Unemployed	5	Fair	0.209351	151,768	3	West David	DC	Bahrain	1	2	Low
47	Female	Bachelor's	Single	38,748	709	39,872	Personal	Unemployed	14	Good	0.422809	89,473	4	Aaronmouth	TX	Greece	4	1	Low
63	Non-binary	Bachelor's	Divorced	115,729	778	22,785	Auto	Employed	5	Fair	0.332791	null	1	West Cynthiaberg	TN	Lesotho	0	1	Low
63	Non-binary	High School	Married	108,633	null	null	Personal	Unemployed	12	Excellent	0.300415	62,581	3	West Randy	NM	British Virgin Islands	3	1	Medium
51	Male	High School	Widowed	74,933	742	31,444	Personal	Employed	11	Fair	0.497727	229,151	2	East Nicholasfurt	MP	Madagascar	2	1	Low
48	Female	Bachelor's	Widowed	27,704	734	6,732	Auto	Unemployed	17	Fair	0.399367	20,848	2	South Jeremy	MD	Heard Island and McDonald Islands	4	2	Low
54	Non-binary	High School	Divorced	66,998	null	17,851	Auto	Unemployed	1	Good	0.250718	231,306	null	North Rachel	NV	Bangladesh	0	0	Low
25	Female	Master's	Single	null	null	44,967	Home	Employed	8	Excellent	0.117413	110,806	3	East Chasestad	IN	Romania	2	0	Low
20	Male	Master's	Divorced	22,600	666	17,185	Business	Employed	10	Excellent	0.281182	80,205	1	Albertchester	DC	Palestinian Territory	3	2	Low
32	Non-binary	Bachelor's	Widowed	53,268	674	20,051	Home	Unemployed	16	Good	0.523133	63,180	0	Jenkinsview	NJ	Micronesia	4	2	High
21	Male	High School	Divorced	39,283	643	44,502	Personal	Employed	10	Good	0.538727	85,392	1	New Stevenbury	NH	Kyrgyz Republic	4	0	Low
29	Male	Bachelor's	Widowed	78,413	736	49,220	Personal	Unemployed	11	Fair	0.26239	57,248	1	Port Jamesbury	MD	Liechtenstein	1	1	High
35	Male	High School	Single	85,638	635	7,445	Auto	Employed	7	Poor	0.178156	null	null	Tonyafurt	DE	Faroe Islands	0	2	Medium
64	Non-binary	High School	Married	67,020	null	null	Business	Self-employed	10	Excellent	0.47354	41,296	4	North James	CO	Guam	2	1	Low
51	Male	PhD	Divorced	72,460	644	9,006	Personal	Employed	9	Fair	0.206911	47,859	4	Lake Angelaport	NY	Senegal	1	0	High
62	Male	Bachelor's	Single	null	777	13,084	Business	Unemployed	2	Excellent	0.200367	null	4	Paulberg	OH	Belgium	1	1	Medium
52	Male	High School	Divorced	90,047	null	5,227	Home	Unemployed	0	Fair	0.255241	162,862	3	Beckland	MO	Pitcairn Islands	0	0	Low
43	Female	Master's	Married	77,427	617	20,032	Auto	Self-employed	13	Poor	0.457208	149,715	0	West Justin	TX	Burkina Faso	2	0	Low
53	Female	High School	Widowed	40,121	698	15,160	Personal	Self-employed	19	Fair	0.407208	278,639	4	West Kathrynview	NM	Zambia	4	2	Medium
55	Non-binary	PhD	Divorced	103,187	null	15,418	Business	Self-employed	10	Excellent	0.394611	203,484	4	South Brittany	NM	Iceland	null	0	Low
39	Female	PhD	Divorced	44,815	691	49,632	Auto	Unemployed	5	Fair	0.509218	256,524	2	Walkerburgh	MH	Syrian Arab Republic	3	2	Low
46	Male	Master's	Single	95,133	703	8,664	Personal	Self-employed	15	Poor	0.443562	191,524	0	Johnsonmouth	NV	Cape Verde	4	2	Low
53	Female	Bachelor's	Married	null	null	35,166	Auto	Unemployed	10	Good	0.455865	220,697	1	Jacobmouth	CT	Rwanda	4	2	Medium
39	Female	High School	Married	105,442	null	38,119	Home	Unemployed	11	Poor	0.327099	109,028	3	Brianchester	PW	Korea	0	0	Medium
42	Non-binary	PhD	Divorced	37,333	null	28,639	Business	Employed	2	Poor	0.222575	100,030	3	South Reginald	PW	Tajikistan	3	0	Low
39	Female	PhD	Single	32,437	697	34,145	Business	Self-employed	14	Good	0.38229	160,056	null	North Mitchell	CT	Micronesia	1	0	Medium
41	Male	Bachelor's	Divorced	42,555	719	36,169	Auto	Employed	14	Good	0.260661	null	2	Cunninghamton	WY	Greenland	1	0	Low
58	Female	High School	Widowed	119,259	602	21,334	Personal	Employed	19	Good	0.221607	205,901	0	Boyleport	NC	Latvia	2	1	Medium
42	Non-binary	Bachelor's	Divorced	74,843	null	21,456	Home	Unemployed	12	Excellent	0.183116	211,156	1	Beckerport	NH	Taiwan	4	2	Low
66	Non-binary	PhD	Widowed	62,202	null	34,309	Personal	Employed	6	Fair	0.187661	234,091	4	Cookshire	NC	Ecuador	1	0	High
59	Male	PhD	Married	80,659	727	35,666	Home	Self-employed	4	Fair	0.567259	265,063	3	Hobbsview	GA	Luxembourg	null	0	Medium
40	Non-binary	High School	Single	48,000	723	5,741	Business	Self-employed	14	Good	0.124263	204,955	3	Fowlermouth	SC	Congo	3	0	Low
42	Female	High School	Widowed	64,550	null	null	Business	Self-employed	9	Excellent	0.58806	null	2	Lake Elizabethside	AZ	Equatorial Guinea	0	1	High
21	Female	High School	Single	88,956	null	32,817	Business	Unemployed	1	Poor	0.104677	null	4	Port Victoria	CO	Lao People's Democratic Republic	null	0	Medium
55	Female	High School	Widowed	76,023	786	21,659	Business	Unemployed	8	Poor	0.208804	266,533	3	Douglasstad	CO	Oman	null	2	Low
45	Non-binary	Bachelor's	Single	108,529	731	27,817	Home	Unemployed	9	Poor	0.595927	113,125	3	North Leslietown	TX	Libyan Arab Jamahiriya	1	2	Low
23	Non-binary	Bachelor's	Widowed	41,695	null	null	Auto	Unemployed	14	Excellent	0.112251	272,519	4	Currymouth	VT	Lithuania	4	1	Low
32	Female	Master's	Divorced	20,393	748	43,173	Auto	Employed	15	Excellent	0.331919	278,778	2	North Katrinastad	SC	Senegal	3	0	Medium
39	Female	High School	Widowed	106,151	611	23,404	Personal	Unemployed	0	Poor	0.461111	168,919	2	Davidmouth	GU	Pitcairn Islands	0	2	Low
55	Female	PhD	Divorced	59,827	667	5,493	Home	Employed	12	Excellent	0.150545	26,229	null	East Michelle	MP	Egypt	2	1	Medium
64	Female	Master's	Married	44,122	null	17,361	Auto	Unemployed	16	Fair	0.44035	107,518	3	Angelaberg	ME	Saint Barthelemy	3	1	Low
57	Non-binary	Bachelor's	Widowed	105,772	null	21,545	Business	Unemployed	1	Fair	0.460157	192,378	2	Dustinside	MP	Saint Lucia	4	2	Low
39	Female	PhD	Widowed	29,360	null	43,785	Business	Employed	6	Excellent	0.314523	32,013	null	Guzmanland	NY	Chile	4	0	Low
27	Male	Bachelor's	Widowed	59,994	610	10,468	Business	Unemployed	18	Good	0.380947	126,406	0	Herringside	NM	Mongolia	3	1	High
56	Male	Master's	Divorced	49,236	752	30,437	Home	Self-employed	9	Poor	0.354537	221,031	null	Heatherborough	SD	Germany	1	1	Low
35	Female	High School	Married	null	650	14,041	Auto	Self-employed	2	Good	0.234656	97,232	null	Lake Joshuaberg	ME	Barbados	3	1	Low
54	Female	Master's	Married	null	617	38,444	Auto	Self-employed	4	Good	0.593177	81,277	3	West Michaelton	MH	Indonesia	0	0	Low
24	Female	Bachelor's	Married	58,015	741	35,805	Home	Self-employed	0	Fair	0.118023	33,960	2	Port Mark	AL	Rwanda	2	1	Low
54	Non-binary	High School	Single	117,771	725	10,331	Auto	Self-employed	3	Poor	0.184582	132,116	1	Taylorfurt	DC	Venezuela	3	0	Low
41	Female	Bachelor's	Married	35,402	772	null	Home	Employed	12	Poor	0.394343	30,138	3	Kimberlymouth	PW	Tokelau	0	1	Low
29	Female	High School	Single	null	656	29,158	Auto	Employed	8	Excellent	0.204724	55,799	null	East Fred	NH	Algeria	4	2	Low
65	Female	Master's	Widowed	109,795	716	null	Home	Employed	10	Excellent	0.437934	null	1	New Jamiemouth	AL	Kiribati	null	1	Medium
46	Female	PhD	Widowed	30,300	726	12,818	Home	Employed	17	Poor	0.502751	205,778	0	Mendozachester	NM	Trinidad and Tobago	3	1	High
65	Female	Master's	Widowed	null	677	11,354	Personal	Self-employed	14	Poor	0.437269	242,806	null	Coxstad	CT	Bosnia and Herzegovina	0	1	Low
51	Non-binary	PhD	Married	null	663	35,619	Business	Unemployed	19	Fair	0.310216	103,518	3	Melissabury	MI	Svalbard & Jan Mayen Islands	1	0	Low
26	Non-binary	Bachelor's	Widowed	115,279	799	32,666	Auto	Self-employed	15	Excellent	0.479537	230,789	null	North Jacobborough	CA	Lithuania	2	0	Low
67	Male	PhD	Divorced	46,352	625	32,762	Personal	Self-employed	10	Excellent	0.446206	277,316	3	Bryanchester	NE	Namibia	3	2	Low
67	Male	Bachelor's	Single	88,089	600	18,616	Business	Unemployed	11	Poor	0.242587	128,391	4	Shanefurt	TX	Jersey	3	0	Low
50	Non-binary	Bachelor's	Widowed	null	621	40,044	Personal	Unemployed	5	Fair	0.128428	221,640	1	North Karen	PW	Thailand	2	1	Medium
61	Female	Bachelor's	Widowed	null	706	12,556	Personal	Unemployed	17	Good	0.533831	150,258	1	Port Christopherfurt	PR	Marshall Islands	null	2	Medium
18	Non-binary	Bachelor's	Divorced	32,906	null	33,226	Business	Unemployed	4	Poor	0.206529	71,956	0	Jacquelineburgh	DC	Lebanon	0	1	Low
58	Non-binary	Master's	Divorced	106,700	667	39,202	Personal	Self-employed	11	Poor	0.242455	64,675	1	Watsonmouth	MT	Czech Republic	3	2	High
30	Female	Bachelor's	Divorced	44,020	744	43,382	Auto	Unemployed	10	Good	0.188772	140,004	null	South Traceyhaven	UT	Bouvet Island (Bouvetoya)	2	2	Medium
28	Non-binary	Bachelor's	Divorced	27,404	631	38,077	Personal	Employed	19	Poor	0.375207	99,718	2	Port Elizabethland	NV	Tonga	1	0	Medium
26	Male	PhD	Single	116,171	797	22,031	Personal	Unemployed	9	Fair	0.38926	null	1	Mathewsside	ID	Cape Verde	0	1	Low
64	Non-binary	High School	Widowed	118,505	null	5,232	Home	Unemployed	19	Excellent	0.503546	241,037	4	Cannonstad	VI	Luxembourg	3	1	Medium
68	Female	Master's	Married	47,956	605	34,018	Business	Unemployed	7	Excellent	0.271473	261,476	4	Grayberg	NM	Chad	2	2	Low
58	Non-binary	Master's	Widowed	null	723	45,159	Auto	Unemployed	18	Good	0.285421	201,044	3	Jennifermouth	DE	Swaziland	3	2	High
68	Female	Master's	Married	60,888	670	40,085	Auto	Unemployed	1	Poor	0.471216	133,341	4	Fosterborough	MO	Trinidad and Tobago	0	2	Low
68	Male	High School	Divorced	68,797	734	23,941	Personal	Self-employed	16	Good	0.281838	285,288	4	Davisbury	LA	Antigua and Barbuda	4	2	High

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