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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
64	Female	Bachelor's	Single	25,156	667	14,519	Home	Employed	6	Fair	0.585498	null	0	Zacharystad	TX	Sri Lanka	2	0	Medium
56	Non-binary	Master's	Married	35,299	625	24,860	Home	Employed	7	Poor	0.574404	229,939	3	Lake Stephanieborough	OR	Oman	0	1	Low
41	Non-binary	Bachelor's	Divorced	null	700	28,992	Home	Employed	16	Fair	0.561611	273,625	1	Chadchester	OH	Denmark	0	2	Medium
57	Female	High School	Divorced	59,015	774	36,334	Personal	Unemployed	16	Excellent	0.263725	50,529	3	Walkermouth	PW	Singapore	0	2	Low
31	Male	PhD	Divorced	31,480	721	45,906	Auto	Unemployed	10	Fair	0.568742	107,560	null	Port Elizabethtown	WV	Czech Republic	2	0	Low
48	Non-binary	Bachelor's	Single	66,815	662	44,872	Personal	Employed	13	Poor	0.393502	95,401	2	Schroedertown	ND	Saint Barthelemy	null	0	Low
53	Male	Master's	Widowed	101,738	744	null	Personal	Unemployed	16	Good	0.443097	288,445	null	Pattersonfort	VI	Montserrat	null	0	Low
37	Non-binary	PhD	Single	74,337	630	17,919	Auto	Employed	5	Fair	0.520814	219,321	4	Lindsaymouth	OK	Turkey	0	1	Low
21	Non-binary	Master's	Married	90,687	782	null	Auto	Self-employed	13	Good	0.314762	271,803	null	Donnatown	DC	Ecuador	4	1	Low
57	Female	High School	Married	null	788	5,082	Auto	Self-employed	12	Excellent	0.267405	136,453	0	Bowenport	LA	Dominica	3	2	Low
23	Non-binary	Bachelor's	Divorced	47,684	742	42,901	Home	Employed	16	Fair	0.277609	78,032	4	Brownfurt	IL	Portugal	3	2	Low
47	Male	Bachelor's	Married	111,352	688	15,044	Auto	Self-employed	3	Excellent	0.290151	283,782	2	Thomaschester	ME	Sierra Leone	2	1	Low
48	Male	PhD	Widowed	106,151	626	34,164	Auto	Unemployed	10	Good	0.59971	22,135	0	South Renee	SC	Kenya	2	2	Low
48	Male	PhD	Widowed	null	630	null	Business	Employed	13	Good	0.341781	247,734	2	Carsonmouth	MP	Ireland	0	0	Low
18	Male	High School	Widowed	null	620	null	Business	Self-employed	13	Good	0.358133	null	1	Lake Kevinhaven	PW	North Macedonia	null	0	Medium
24	Female	Bachelor's	Widowed	102,488	643	19,631	Personal	Self-employed	9	Fair	0.269316	210,453	null	East April	RI	Equatorial Guinea	2	0	Low
24	Male	Bachelor's	Married	94,667	768	26,118	Home	Self-employed	13	Good	0.426268	104,282	1	Vanessaton	HI	Papua New Guinea	2	0	Low
49	Female	High School	Divorced	49,870	625	29,285	Home	Self-employed	7	Poor	0.11021	187,903	2	Wattsview	CT	Moldova	4	0	Low
63	Female	Bachelor's	Married	113,526	621	32,419	Business	Self-employed	10	Poor	0.578291	86,539	null	Port Heatherport	MA	Sudan	2	2	Low
39	Non-binary	Master's	Married	117,031	650	5,301	Personal	Self-employed	15	Poor	0.510808	157,142	0	Lake Anthony	FM	Bosnia and Herzegovina	null	1	Low
54	Female	Bachelor's	Married	74,240	633	11,854	Business	Unemployed	5	Good	0.351535	76,783	1	Lake Natalie	FM	Poland	4	2	Low
58	Non-binary	Bachelor's	Single	30,352	722	45,519	Personal	Self-employed	10	Fair	0.585704	null	null	East Johnfurt	MO	Guinea-Bissau	1	0	Medium
39	Non-binary	High School	Widowed	null	669	13,763	Auto	Employed	10	Fair	0.263591	274,678	4	West Kennethhaven	CA	Afghanistan	2	2	Low
39	Female	Bachelor's	Divorced	81,517	711	32,838	Business	Employed	19	Fair	0.43787	148,754	4	South Whitneyview	NY	Argentina	3	1	Low
61	Non-binary	Bachelor's	Divorced	116,794	703	null	Auto	Employed	11	Poor	0.581184	null	1	Rodriguezborough	IL	Senegal	4	1	Medium
35	Non-binary	PhD	Single	108,586	625	41,978	Personal	Employed	2	Excellent	0.478344	182,403	null	Lake Frankfurt	KS	Bosnia and Herzegovina	3	2	Medium
45	Male	PhD	Single	null	null	39,662	Auto	Employed	7	Excellent	0.145914	224,294	1	Leehaven	AK	Christmas Island	3	0	High
23	Non-binary	Bachelor's	Single	34,319	640	35,058	Home	Unemployed	18	Poor	0.406966	37,907	2	Rhodesmouth	DE	Saint Vincent and the Grenadines	3	1	Low
48	Female	High School	Divorced	null	655	null	Home	Self-employed	9	Good	0.597531	34,815	1	East Zachary	FL	Burkina Faso	null	2	High
49	Non-binary	PhD	Widowed	75,452	673	21,742	Auto	Self-employed	0	Fair	0.387087	null	0	Masonborough	MT	Sao Tome and Principe	0	1	Medium
22	Female	Master's	Married	116,111	754	null	Business	Unemployed	17	Fair	0.125178	150,725	3	West Jose	RI	Nigeria	1	2	Low
55	Non-binary	PhD	Single	38,638	696	13,632	Personal	Self-employed	19	Excellent	0.509252	143,434	4	Raymondshire	OH	Hong Kong	null	0	Medium
54	Male	Bachelor's	Single	60,753	778	25,200	Personal	Unemployed	12	Good	0.272872	219,389	2	West Anthonyberg	IN	Senegal	3	2	High
59	Female	High School	Married	82,813	689	null	Home	Self-employed	4	Fair	0.504025	22,676	0	East Michaelton	VT	Timor-Leste	null	2	Low
35	Non-binary	Master's	Married	56,734	761	46,826	Personal	Unemployed	15	Excellent	0.387846	238,379	1	Port Patrickberg	IL	Italy	1	0	Low
21	Female	PhD	Married	58,918	618	22,165	Home	Employed	0	Good	0.381804	222,403	3	New Christopherland	IL	Slovakia (Slovak Republic)	2	2	Medium
46	Non-binary	High School	Divorced	82,670	null	46,613	Personal	Unemployed	1	Good	0.534613	104,191	1	Charlesmouth	FM	Kuwait	4	0	Low
51	Female	Master's	Widowed	47,685	718	23,891	Home	Unemployed	0	Poor	0.201202	112,966	4	Johnton	KY	British Indian Ocean Territory (Chagos Archipelago)	2	2	Low
19	Non-binary	Master's	Married	null	626	41,316	Business	Employed	0	Excellent	0.103289	244,728	3	Garciamouth	OK	Ethiopia	2	2	Medium
32	Male	High School	Single	118,835	722	11,982	Business	Unemployed	5	Good	0.379654	209,403	1	North Amy	WI	French Guiana	2	1	Medium
35	Female	PhD	Divorced	62,362	null	16,305	Home	Self-employed	18	Excellent	0.12564	null	4	North Allison	IA	Pakistan	2	0	Low
37	Male	PhD	Divorced	31,217	null	27,253	Home	Unemployed	3	Poor	0.368676	292,887	1	Wilcoxhaven	NJ	South Africa	1	1	Low
31	Non-binary	Bachelor's	Single	57,304	600	null	Auto	Unemployed	7	Fair	0.215709	178,124	2	Nicholasborough	NV	Malaysia	0	2	Low
50	Male	High School	Single	118,759	null	26,341	Business	Unemployed	2	Poor	0.34114	null	1	Mosesburgh	CA	Jersey	2	1	Low
36	Male	PhD	Divorced	118,962	712	30,328	Auto	Self-employed	0	Poor	0.373724	269,560	4	East Andrew	WY	Yemen	null	2	Medium
42	Non-binary	PhD	Divorced	37,540	672	6,724	Auto	Self-employed	16	Poor	0.106682	217,834	0	Schmidtbury	AL	San Marino	2	0	Low
20	Non-binary	Master's	Widowed	103,984	611	5,350	Personal	Unemployed	4	Good	0.591138	203,201	1	East Matthew	TX	Turkey	0	1	Low
49	Non-binary	PhD	Widowed	41,966	618	35,534	Home	Unemployed	6	Good	0.272132	151,975	null	Port Joel	AR	Peru	null	2	Low
63	Non-binary	High School	Divorced	24,435	696	49,852	Personal	Unemployed	12	Poor	0.374582	173,878	1	Hortonstad	WY	Indonesia	1	2	Low
67	Non-binary	High School	Married	27,131	605	9,171	Home	Employed	14	Excellent	0.492692	274,572	1	Caseville	NH	Tonga	0	2	Medium
31	Female	Bachelor's	Married	105,924	738	41,443	Business	Unemployed	15	Fair	0.208206	243,582	1	Greenefurt	OK	Norfolk Island	3	1	Low
68	Female	High School	Widowed	63,130	705	25,293	Business	Employed	7	Fair	0.193761	30,506	2	Davemouth	WY	Jersey	1	1	Low
41	Non-binary	Master's	Single	63,809	null	14,877	Auto	Self-employed	1	Good	0.579157	118,514	null	Fieldsbury	PA	Cameroon	1	0	Medium
68	Male	Bachelor's	Married	52,959	790	7,678	Auto	Employed	13	Good	0.395187	null	4	Jenkinsshire	ND	Qatar	0	2	Low
64	Male	Master's	Widowed	49,367	772	12,840	Auto	Employed	11	Fair	0.461117	249,394	0	Alexanderview	SC	Trinidad and Tobago	3	0	Medium
50	Non-binary	PhD	Single	null	749	25,968	Personal	Unemployed	8	Good	0.154223	249,657	null	Kimberlyside	AS	Iran	4	2	High
52	Male	Bachelor's	Married	null	759	48,791	Personal	Unemployed	0	Excellent	0.101661	71,804	1	Port Ericaton	MO	Montenegro	2	1	Low
21	Male	Master's	Widowed	80,200	796	47,587	Home	Employed	17	Good	0.2808	129,205	3	East Charleshaven	KY	Aruba	1	2	Low
56	Non-binary	PhD	Divorced	null	null	26,852	Business	Employed	16	Fair	0.134528	140,920	0	Kellyberg	VT	Russian Federation	2	0	Low
45	Non-binary	High School	Married	119,576	755	null	Auto	Employed	3	Excellent	0.135681	null	4	East Ericberg	KS	Mauritius	null	0	Medium
44	Male	Bachelor's	Single	107,988	761	48,101	Personal	Self-employed	10	Excellent	0.115235	293,530	3	Frankstad	MN	Wallis and Futuna	2	1	Low
39	Male	Bachelor's	Single	82,457	626	49,079	Personal	Unemployed	5	Fair	0.182392	null	4	Jessicaborough	AS	Ireland	2	2	Low
54	Male	Bachelor's	Single	60,566	634	null	Auto	Self-employed	4	Excellent	0.239062	41,499	4	Taylorton	TX	Sao Tome and Principe	1	1	Medium
32	Female	Bachelor's	Single	22,919	662	37,477	Business	Employed	11	Excellent	0.259246	114,916	4	Oscarside	UT	Afghanistan	3	2	Low
47	Male	Bachelor's	Single	70,603	null	6,308	Auto	Self-employed	10	Poor	0.135443	23,387	3	Port Joseph	KY	Cameroon	3	0	Medium
53	Non-binary	Bachelor's	Widowed	24,799	692	24,866	Auto	Self-employed	12	Fair	0.213849	null	1	Mcphersonfort	WV	Zimbabwe	0	2	Low
49	Female	Master's	Divorced	107,278	621	null	Auto	Self-employed	18	Fair	0.19481	238,632	2	South Calebbury	NM	Kyrgyz Republic	2	2	Low
59	Male	Master's	Married	78,397	770	23,197	Auto	Employed	6	Fair	0.309221	null	3	Lesterburgh	VI	Niger	0	0	Low
62	Non-binary	Master's	Single	null	null	44,225	Auto	Unemployed	7	Fair	0.178461	279,623	0	Davenportmouth	FL	Holy See (Vatican City State)	2	2	High
69	Female	PhD	Single	89,529	636	11,861	Business	Self-employed	2	Excellent	0.278412	214,415	0	South Ashley	RI	Vietnam	2	2	High
60	Non-binary	High School	Single	20,863	null	41,158	Personal	Employed	16	Good	0.276734	57,096	1	Russellhaven	NC	Kenya	2	2	Low
27	Non-binary	PhD	Divorced	75,268	null	42,339	Business	Employed	6	Poor	0.27803	283,128	1	East Tina	MS	Hong Kong	null	2	Low
18	Male	PhD	Married	80,378	639	31,920	Business	Employed	11	Good	0.124849	214,743	3	South Amymouth	IA	Macao	3	0	Medium
20	Male	Master's	Single	39,796	652	15,487	Personal	Unemployed	5	Fair	0.339273	null	0	Port Jamesburgh	NV	Malawi	2	0	Low
53	Male	Bachelor's	Widowed	115,637	759	38,288	Personal	Unemployed	18	Good	0.460293	80,877	0	Bakerview	NE	Antigua and Barbuda	3	1	Medium
30	Male	High School	Single	null	640	37,222	Home	Unemployed	19	Fair	0.16398	179,819	4	Lake Marilynton	ID	Nigeria	0	0	High
51	Non-binary	Master's	Married	38,910	777	21,601	Home	Unemployed	7	Fair	0.307022	72,799	null	North Robert	NV	Guadeloupe	2	0	Low
27	Non-binary	Master's	Divorced	null	754	null	Auto	Unemployed	7	Good	0.239823	214,557	2	Edwardhaven	IN	Qatar	4	0	Medium
59	Female	PhD	Widowed	94,279	null	49,827	Business	Self-employed	6	Excellent	0.202377	68,073	0	Bryanville	WY	Israel	3	1	Medium
57	Male	Master's	Single	113,260	655	28,094	Business	Employed	18	Fair	0.501227	null	3	South Scott	ME	Zimbabwe	0	0	Low
19	Female	PhD	Divorced	33,898	601	28,933	Auto	Unemployed	16	Fair	0.113084	null	2	Lorifurt	MD	Japan	4	2	Medium
55	Male	PhD	Divorced	52,919	699	47,283	Home	Employed	14	Good	0.523999	299,435	4	Johnsonton	RI	Guinea	0	0	High
38	Female	High School	Divorced	117,098	733	39,836	Business	Employed	16	Excellent	0.509798	215,328	null	West Sharon	NJ	Vietnam	2	0	Medium
33	Male	High School	Widowed	83,303	712	23,883	Business	Unemployed	4	Poor	0.410752	117,508	1	Ashleeshire	DC	New Caledonia	4	0	Low
24	Male	Bachelor's	Single	21,238	731	34,171	Personal	Employed	4	Excellent	0.515972	75,887	null	Rubioport	SC	Qatar	1	1	Low
45	Female	High School	Divorced	null	694	49,724	Home	Unemployed	3	Good	0.25739	null	3	West Benjaminshire	MO	France	1	0	Medium
28	Female	High School	Single	109,624	771	16,036	Personal	Self-employed	1	Good	0.152827	95,754	2	Port Laura	CA	Marshall Islands	3	2	Medium
67	Male	Bachelor's	Divorced	48,223	606	15,318	Business	Employed	13	Poor	0.350579	214,246	4	Shawnview	DC	Georgia	1	2	Low
45	Female	Master's	Widowed	100,821	608	25,392	Home	Unemployed	9	Good	0.186021	186,780	4	Paulside	AZ	Bangladesh	2	2	Low
62	Non-binary	PhD	Married	71,726	658	27,097	Business	Unemployed	12	Excellent	0.554995	123,775	0	New Alexanderport	KS	Pitcairn Islands	1	2	Low
54	Non-binary	PhD	Divorced	111,760	707	36,786	Auto	Employed	17	Good	0.126647	52,120	0	Angelaburgh	KS	Luxembourg	4	2	Medium
64	Female	PhD	Divorced	81,572	null	11,684	Auto	Self-employed	8	Fair	0.14539	74,713	3	Port Jessica	DE	Gabon	2	1	Low
29	Non-binary	Master's	Widowed	65,537	713	null	Auto	Self-employed	7	Poor	0.13415	69,109	1	East Christinebury	WA	Cape Verde	4	0	Low
61	Non-binary	Master's	Single	73,942	620	null	Personal	Unemployed	16	Fair	0.275225	108,502	null	Lake Brad	LA	Brazil	1	0	Low
29	Female	Master's	Married	100,123	603	46,735	Business	Unemployed	6	Fair	0.234113	65,712	null	North Michael	IL	Chile	0	0	Low
51	Male	High School	Married	107,171	763	45,955	Auto	Self-employed	8	Poor	0.502591	258,221	1	Wendyland	NE	Kuwait	1	1	Low
51	Male	PhD	Married	36,756	646	39,884	Business	Employed	16	Excellent	0.244589	68,595	2	New Stephanieville	VT	Sweden	3	0	Low
36	Male	PhD	Divorced	43,600	null	40,557	Home	Unemployed	5	Good	0.473771	null	1	Edwardtown	WV	Swaziland	null	1	Medium
25	Female	Master's	Divorced	33,286	628	10,647	Business	Unemployed	16	Fair	0.593964	null	1	New Lesliemouth	KS	Kazakhstan	3	2	Low
21	Non-binary	PhD	Single	106,940	721	43,381	Home	Self-employed	13	Excellent	0.468085	68,461	1	Ruthland	FM	Saint Lucia	0	2	Low

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