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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
54	Non-binary	Bachelor's	Widowed	118,388	652	40,032	Personal	Employed	0	Good	0.178939	37,681	1	West Sarah	AR	Poland	0	1	Low
39	Non-binary	PhD	Married	43,901	770	47,583	Auto	Self-employed	12	Good	0.432889	168,343	null	Davisborough	FL	Lebanon	3	1	Low
21	Female	High School	Married	98,253	null	null	Personal	Employed	1	Good	0.453417	156,630	null	Hammondside	KY	Guinea	0	2	High
25	Male	Master's	Widowed	71,632	695	43,782	Personal	Unemployed	17	Excellent	0.112188	null	0	Davistown	UT	Dominica	3	1	Low
34	Male	High School	Divorced	44,718	null	null	Auto	Employed	5	Fair	0.189726	54,778	3	East Dominicburgh	MH	Congo	3	2	Medium
47	Non-binary	Bachelor's	Single	70,734	736	7,676	Auto	Unemployed	9	Good	0.206708	183,917	1	Chenside	MO	Mozambique	3	2	Medium
39	Non-binary	Master's	Divorced	92,618	782	35,845	Business	Self-employed	15	Poor	0.283725	136,552	0	North Williamhaven	NJ	Albania	0	2	Low
28	Female	Master's	Widowed	89,284	646	6,210	Home	Self-employed	12	Poor	0.488828	null	2	Michaelland	WA	Egypt	0	0	Low
56	Male	High School	Widowed	56,355	636	null	Personal	Self-employed	19	Fair	0.253478	240,556	2	Michaelmouth	CO	Albania	0	2	Low
34	Non-binary	High School	Widowed	75,928	754	31,078	Business	Unemployed	9	Good	0.463423	260,160	3	Richardland	NM	Central African Republic	2	0	Medium
25	Non-binary	PhD	Widowed	72,971	725	45,585	Personal	Unemployed	2	Good	0.505633	null	1	Ronaldhaven	ME	Tunisia	1	2	Medium
64	Male	PhD	Widowed	null	721	6,258	Auto	Employed	13	Fair	0.213463	273,301	null	Nguyenton	NH	Haiti	null	1	Low
64	Female	Master's	Divorced	null	603	null	Home	Unemployed	4	Fair	0.227396	291,377	4	North Coryborough	AL	Uzbekistan	2	2	High
55	Male	Master's	Widowed	87,194	762	null	Home	Self-employed	12	Good	0.343812	150,873	4	Andersonfort	TX	Sao Tome and Principe	2	2	High
40	Male	PhD	Widowed	55,788	739	null	Auto	Self-employed	14	Fair	0.48896	229,451	1	Sethhaven	DE	Ghana	2	0	Low
42	Non-binary	Master's	Divorced	116,666	null	42,986	Home	Unemployed	9	Good	0.104865	34,546	0	Lake Josephport	TX	Holy See (Vatican City State)	null	0	Medium
45	Non-binary	PhD	Widowed	31,628	663	15,909	Business	Employed	4	Good	0.163008	268,493	0	Georgetown	AZ	Colombia	3	1	Low
55	Female	Master's	Divorced	86,909	650	47,217	Home	Employed	2	Excellent	0.174987	251,122	4	Brianmouth	VT	French Polynesia	4	2	Low
18	Non-binary	Bachelor's	Single	57,756	683	33,048	Personal	Self-employed	4	Excellent	0.409243	null	2	West Shawn	LA	Singapore	null	2	Low
68	Non-binary	Master's	Married	52,544	741	21,603	Personal	Self-employed	10	Excellent	0.266996	238,003	4	New Donna	SD	Luxembourg	4	0	Medium
45	Female	Bachelor's	Married	null	727	13,450	Business	Employed	13	Fair	0.205822	75,765	0	Paulhaven	RI	Djibouti	3	1	Medium
46	Male	PhD	Married	38,007	642	12,297	Auto	Unemployed	1	Poor	0.278195	208,310	2	Jacobport	CA	Bhutan	null	2	Medium
37	Female	Bachelor's	Divorced	79,768	657	null	Auto	Self-employed	0	Good	0.270861	295,613	3	Wallaceville	FL	Myanmar	0	2	Low
23	Female	Master's	Single	89,925	742	null	Business	Employed	1	Fair	0.320454	133,565	null	Russellland	KY	Turks and Caicos Islands	4	2	Low
42	Non-binary	Master's	Married	36,444	774	31,442	Personal	Employed	12	Good	0.362176	null	4	Michaelland	MP	South Africa	0	1	Low
68	Non-binary	PhD	Single	null	675	13,651	Auto	Unemployed	6	Poor	0.51006	189,817	4	Port Ralph	SD	Slovakia (Slovak Republic)	3	1	Medium
63	Female	Master's	Married	32,787	null	22,480	Personal	Self-employed	11	Excellent	0.260874	286,545	4	Jerrymouth	MD	United States Minor Outlying Islands	2	0	Low
23	Female	High School	Divorced	32,864	602	44,535	Home	Employed	14	Good	0.485804	52,675	1	West Howardview	NY	Malta	null	0	Low
60	Female	Master's	Widowed	null	729	46,472	Home	Employed	5	Excellent	0.275878	242,425	1	Melissaburgh	VA	Indonesia	null	0	Low
36	Male	Master's	Widowed	44,715	732	48,852	Personal	Unemployed	14	Poor	0.597439	77,157	null	Kimberlytown	CT	Trinidad and Tobago	1	2	Medium
65	Male	High School	Married	86,038	null	9,774	Business	Unemployed	8	Excellent	0.462264	283,018	null	East Anthonymouth	VA	Nigeria	1	1	High
24	Male	Bachelor's	Single	90,880	607	16,080	Personal	Unemployed	1	Excellent	0.391652	81,308	null	South Toddburgh	PW	Chad	1	0	High
67	Male	Master's	Married	43,434	689	null	Home	Self-employed	8	Good	0.309295	181,404	1	Sandersport	MO	Czech Republic	4	2	High
43	Male	Bachelor's	Widowed	99,434	669	30,705	Auto	Employed	11	Poor	0.301398	282,491	0	East Rodneyburgh	TX	Guatemala	3	2	Low
45	Non-binary	PhD	Divorced	64,776	606	36,741	Auto	Employed	10	Excellent	0.211814	90,828	1	South Jaimetown	HI	Taiwan	1	0	High
46	Male	PhD	Single	109,606	633	48,388	Business	Employed	6	Good	0.434578	196,920	1	West Angelashire	HI	Maldives	1	0	Low
19	Male	Master's	Divorced	116,818	707	26,433	Business	Unemployed	13	Good	0.432591	242,905	0	South Linda	CO	Argentina	2	2	Low
40	Female	PhD	Divorced	43,053	752	36,969	Personal	Unemployed	16	Fair	0.411123	63,608	4	Rosalesmouth	PR	Honduras	0	0	Low
24	Female	High School	Married	118,564	692	45,096	Business	Unemployed	14	Good	0.394994	null	null	Ashleyville	KS	Mali	2	2	High
21	Non-binary	Master's	Widowed	105,621	767	45,071	Personal	Self-employed	14	Good	0.195632	200,792	1	Hillland	AZ	Benin	3	2	Medium
21	Non-binary	Bachelor's	Married	42,546	790	12,517	Business	Employed	18	Fair	0.587097	null	3	Port Michael	LA	United States of America	4	1	High
63	Female	Master's	Single	null	652	null	Auto	Unemployed	7	Fair	0.58738	80,750	4	New Alexandra	HI	Panama	4	2	Medium
53	Non-binary	PhD	Single	null	null	49,423	Business	Unemployed	17	Fair	0.367124	71,347	null	Lake Annette	KS	Finland	4	1	Medium
31	Non-binary	Master's	Single	89,969	null	37,093	Personal	Employed	13	Excellent	0.587895	63,322	4	Pamelabury	DE	Honduras	4	0	Medium
38	Male	High School	Divorced	108,151	785	40,483	Home	Unemployed	2	Poor	0.524287	233,472	4	Lake Garymouth	AZ	Liberia	1	2	Low
40	Male	PhD	Widowed	48,436	789	45,557	Auto	Self-employed	13	Poor	0.488476	140,778	0	West Louisbury	NM	Saint Pierre and Miquelon	0	0	High
43	Female	PhD	Single	110,744	744	28,474	Home	Self-employed	17	Good	0.187055	60,588	null	Julieview	NY	United States of America	2	2	Low
67	Non-binary	PhD	Married	65,833	722	44,764	Personal	Self-employed	17	Excellent	0.437027	139,932	null	Sharonbury	IL	Liechtenstein	null	0	Low
23	Male	PhD	Single	74,979	721	6,179	Business	Unemployed	3	Good	0.128875	119,901	0	Rachelbury	VT	Russian Federation	1	2	Medium
54	Male	High School	Married	85,262	644	29,879	Business	Self-employed	2	Good	0.194163	232,963	4	Janeshire	IA	Uruguay	4	2	Low
39	Male	Master's	Divorced	88,206	698	44,038	Personal	Self-employed	8	Fair	0.336427	147,213	2	South Bradleyfort	KS	Bulgaria	3	1	Low
31	Non-binary	High School	Married	null	null	null	Business	Unemployed	15	Excellent	0.521235	103,150	3	Jenniferburgh	UT	Paraguay	4	1	High
18	Male	High School	Divorced	29,940	null	null	Personal	Employed	14	Fair	0.261589	197,529	0	South Jeanettemouth	AS	Malawi	null	1	Medium
62	Non-binary	High School	Divorced	null	744	23,083	Personal	Self-employed	11	Good	0.141592	54,686	3	Michaelchester	OH	Cape Verde	0	2	Medium
49	Male	Bachelor's	Single	33,140	779	34,911	Home	Unemployed	6	Excellent	0.557514	78,848	1	Mccluretown	WV	Thailand	1	2	Low
31	Non-binary	Bachelor's	Single	66,904	null	26,424	Auto	Employed	3	Fair	0.334651	36,566	null	Port Rhonda	ME	Cyprus	2	2	Low
28	Female	PhD	Married	null	734	38,161	Home	Self-employed	6	Fair	0.519339	125,309	3	East Jill	WA	Cook Islands	4	0	Low
43	Female	PhD	Single	null	726	13,179	Business	Employed	15	Good	0.590393	null	3	Rickyshire	WI	Ukraine	1	1	Low
29	Male	Bachelor's	Married	47,572	671	44,347	Personal	Employed	16	Good	0.333579	147,975	4	New Donna	NE	American Samoa	1	2	High
46	Male	PhD	Divorced	78,204	746	46,458	Personal	Unemployed	11	Good	0.189245	147,200	1	Port Melindashire	KY	Uganda	4	1	Medium
24	Male	Master's	Divorced	100,636	725	35,871	Business	Employed	19	Good	0.433252	75,465	2	Abbottmouth	RI	Algeria	2	1	Low
41	Male	PhD	Married	96,438	781	10,708	Home	Self-employed	16	Fair	0.270108	93,990	4	New Matthew	CO	Syrian Arab Republic	2	1	Medium
34	Non-binary	High School	Widowed	null	745	23,888	Personal	Self-employed	8	Excellent	0.33518	297,497	0	Heatherside	CA	Iceland	null	1	Low
69	Non-binary	Master's	Single	47,566	711	14,982	Home	Unemployed	19	Poor	0.192117	152,039	4	Lake James	ME	Palau	0	2	Low
35	Male	Master's	Widowed	98,727	null	44,702	Business	Unemployed	18	Fair	0.483117	191,478	3	East Spencer	KY	Syrian Arab Republic	4	1	Medium
60	Male	High School	Married	38,459	null	14,913	Personal	Unemployed	9	Excellent	0.205966	225,360	null	Jeremyville	MO	Romania	0	0	Medium
64	Female	High School	Divorced	null	688	8,690	Auto	Unemployed	8	Excellent	0.183383	213,219	null	Robertfort	UT	Norway	4	0	Medium
64	Non-binary	Bachelor's	Divorced	107,995	710	null	Home	Employed	10	Good	0.372561	206,882	1	Westville	HI	Mozambique	1	2	Low
48	Non-binary	PhD	Divorced	118,151	784	39,393	Personal	Unemployed	14	Excellent	0.502857	56,898	null	Port Paulachester	IA	Thailand	2	0	Low
65	Non-binary	High School	Widowed	59,469	null	31,560	Business	Unemployed	5	Fair	0.556164	205,566	3	Ortizton	TN	Oman	0	2	Low
37	Male	Bachelor's	Married	85,308	625	16,694	Business	Employed	10	Good	0.511845	56,772	1	South Timothy	AR	Liechtenstein	4	1	Low
26	Male	High School	Divorced	57,317	686	48,925	Personal	Unemployed	17	Good	0.374652	31,891	4	Dawnstad	KY	Algeria	0	0	Low
34	Female	PhD	Divorced	70,010	634	18,989	Home	Employed	15	Good	0.170498	190,531	0	Carrberg	HI	French Guiana	3	2	Low
22	Female	High School	Divorced	116,683	730	36,666	Home	Self-employed	11	Fair	0.360278	null	4	North Manuelville	LA	Saint Helena	3	0	Medium
68	Non-binary	Bachelor's	Single	null	691	25,459	Personal	Self-employed	3	Excellent	0.239449	108,505	null	New Daniel	FM	Slovenia	4	0	Medium
65	Non-binary	Master's	Divorced	104,606	775	15,694	Home	Unemployed	12	Fair	0.525809	159,981	1	Robertstad	CT	Bangladesh	2	2	Medium
50	Non-binary	PhD	Married	67,670	711	40,726	Personal	Employed	8	Fair	0.433614	133,876	3	Goldentown	MN	Kyrgyz Republic	2	0	Medium
69	Non-binary	PhD	Married	40,343	747	30,295	Home	Unemployed	10	Good	0.341793	177,134	0	Walkerstad	MH	Madagascar	1	2	Low
39	Non-binary	PhD	Widowed	63,610	731	null	Business	Employed	19	Excellent	0.457661	299,722	null	West Sydney	KY	Tuvalu	1	0	Low
66	Male	Master's	Single	45,966	774	39,537	Home	Self-employed	13	Fair	0.525553	73,922	2	North Karen	DC	Egypt	2	0	Low
56	Male	PhD	Single	28,009	694	9,372	Business	Self-employed	3	Poor	0.129869	183,130	2	East Steven	CO	Sao Tome and Principe	2	1	Low
37	Non-binary	Bachelor's	Widowed	106,348	688	45,084	Home	Unemployed	9	Fair	0.422785	221,567	1	Port Morgan	FM	Moldova	3	1	Medium
46	Male	Bachelor's	Widowed	104,891	728	null	Personal	Employed	15	Poor	0.553275	null	1	New Amymouth	MH	Papua New Guinea	2	1	Low
43	Non-binary	PhD	Married	74,145	null	8,285	Home	Unemployed	12	Fair	0.283661	294,332	2	Zamoraview	NC	Argentina	0	2	Low
53	Female	Master's	Single	30,402	676	null	Personal	Employed	11	Fair	0.302733	122,018	4	Lake Marissaton	TX	Belarus	3	2	Low
37	Non-binary	PhD	Married	null	720	null	Auto	Self-employed	8	Fair	0.342222	null	1	North Robert	ND	Senegal	4	0	Low
48	Non-binary	High School	Widowed	44,529	708	null	Auto	Unemployed	17	Good	0.573464	149,653	3	Wrightport	AZ	Latvia	2	2	Medium
55	Non-binary	PhD	Divorced	94,628	727	13,628	Business	Unemployed	13	Good	0.280069	47,527	null	Taylorshire	WA	Korea	4	0	Medium
33	Female	Master's	Single	50,041	634	43,577	Auto	Unemployed	19	Poor	0.435913	83,464	0	New Josephville	DC	Turks and Caicos Islands	0	1	Low
33	Non-binary	High School	Married	37,305	null	12,670	Home	Self-employed	16	Good	0.212451	42,128	null	Bradleybury	NC	Canada	null	2	High
49	Non-binary	Bachelor's	Widowed	null	707	13,706	Business	Unemployed	15	Poor	0.305773	null	0	Joshuaport	AL	Bolivia	2	0	Low
39	Non-binary	Master's	Divorced	42,003	769	24,044	Personal	Unemployed	19	Good	0.229352	158,827	1	Williamsonside	TX	Taiwan	3	2	Low
39	Female	Bachelor's	Single	54,623	679	37,997	Business	Employed	14	Poor	0.121936	224,805	3	North Ruben	SD	Guinea-Bissau	4	2	Medium
50	Male	Bachelor's	Widowed	73,203	null	43,329	Home	Unemployed	17	Excellent	0.307654	252,706	4	North Michellemouth	AK	Cambodia	4	1	Medium
68	Female	High School	Single	56,153	671	41,892	Personal	Self-employed	19	Good	0.134233	38,454	2	Blackview	VT	Sudan	null	2	Low
31	Male	High School	Divorced	25,630	740	44,166	Auto	Self-employed	1	Good	0.580609	156,354	null	East Tiffany	RI	Cocos (Keeling) Islands	null	0	Low
21	Non-binary	Bachelor's	Widowed	117,010	691	35,737	Home	Self-employed	16	Good	0.297383	null	2	Brandonfurt	VT	Gambia	3	2	High
25	Female	Master's	Widowed	31,377	648	47,971	Personal	Employed	0	Excellent	0.223111	105,914	1	West Rachelstad	AK	Libyan Arab Jamahiriya	4	0	Medium
24	Female	Bachelor's	Divorced	27,543	701	18,806	Auto	Unemployed	1	Excellent	0.25139	57,503	3	Phillipville	NE	Greenland	3	1	Low
38	Non-binary	Master's	Single	102,172	608	11,026	Business	Unemployed	2	Excellent	0.594917	292,434	4	New Nancy	ME	Italy	1	2	Low

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