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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
38	Female	High School	Divorced	null	799	33,363	Personal	Employed	19	Excellent	0.337997	288,679	0	Brookston	IN	Uruguay	2	1	Medium
20	Female	Master's	Widowed	48,688	780	45,080	Business	Self-employed	4	Excellent	0.206804	85,342	3	East Stephaniemouth	SC	France	2	2	Low
41	Non-binary	PhD	Married	null	690	13,359	Auto	Unemployed	4	Excellent	0.358927	74,109	4	Marktown	OR	Wallis and Futuna	1	2	Low
62	Non-binary	PhD	Married	102,865	null	27,084	Home	Employed	12	Fair	0.35588	221,554	1	East Sean	MN	Germany	null	2	Medium
58	Male	High School	Married	85,430	681	20,415	Auto	Employed	12	Fair	0.297713	190,710	3	Katherineview	KS	New Caledonia	4	1	Medium
38	Male	Master's	Widowed	69,107	741	46,300	Home	Unemployed	18	Fair	0.242897	278,805	null	Simpsonland	CA	Norway	3	0	Low
21	Female	Master's	Married	76,967	null	20,860	Home	Unemployed	12	Fair	0.348977	210,920	null	Port Anthonyburgh	WA	Cocos (Keeling) Islands	2	2	Low
61	Male	High School	Married	null	783	34,443	Auto	Self-employed	13	Fair	0.271857	51,582	2	Figueroatown	IA	Zambia	4	2	Medium
47	Male	Master's	Divorced	68,704	626	18,672	Home	Unemployed	16	Excellent	0.123801	233,651	4	New Laura	VI	Azerbaijan	2	0	Low
52	Non-binary	High School	Single	42,625	619	28,194	Business	Unemployed	3	Excellent	0.109738	98,874	4	Bakerport	PW	Cyprus	1	1	High
46	Male	Bachelor's	Divorced	61,576	741	20,853	Business	Unemployed	4	Poor	0.103282	null	null	Charleschester	UT	Romania	2	1	Low
34	Female	High School	Widowed	58,738	634	37,272	Home	Self-employed	10	Poor	0.380301	190,369	3	Andrewton	CO	Puerto Rico	4	0	Medium
40	Female	High School	Married	88,769	622	13,320	Home	Self-employed	15	Poor	0.425038	111,560	2	South Kimberly	DC	Slovenia	2	0	Medium
57	Non-binary	Bachelor's	Single	100,565	604	31,089	Personal	Self-employed	8	Good	0.344963	null	3	East Hunter	MO	Chad	1	1	Low
66	Non-binary	PhD	Divorced	23,512	761	5,368	Business	Employed	14	Good	0.524116	199,402	0	Cobbview	CO	Morocco	4	2	Low
62	Male	Master's	Married	102,755	766	37,035	Auto	Self-employed	17	Fair	0.271635	177,527	0	Michaelfurt	UT	Malawi	0	0	Low
58	Non-binary	High School	Divorced	null	613	36,480	Auto	Employed	9	Good	0.333119	null	1	Jonathanport	AS	Lesotho	3	0	Low
65	Male	High School	Single	94,102	660	41,884	Personal	Unemployed	4	Poor	0.507813	168,309	0	West Sharon	PA	Namibia	2	1	Medium
20	Male	High School	Married	null	747	16,026	Home	Unemployed	10	Good	0.38774	263,476	2	Port Andrewburgh	AL	Kenya	0	1	Low
23	Male	Bachelor's	Widowed	35,077	684	45,861	Home	Self-employed	11	Fair	0.574839	270,279	1	Manningberg	WV	Spain	0	1	Low
42	Non-binary	Master's	Married	101,449	638	34,278	Business	Self-employed	15	Fair	0.457855	218,971	4	Evanburgh	MS	Palestinian Territory	null	2	Medium
68	Non-binary	PhD	Single	48,774	638	11,797	Home	Employed	5	Fair	0.440935	280,685	3	Watsonshire	HI	Saint Kitts and Nevis	0	1	Low
43	Male	PhD	Widowed	82,798	670	34,385	Business	Self-employed	3	Fair	0.192312	null	3	West Desireeville	OH	Japan	2	2	Low
21	Male	High School	Single	96,497	643	42,068	Auto	Self-employed	10	Excellent	0.590841	null	4	New Jessicafurt	NM	Falkland Islands (Malvinas)	0	1	Low
38	Female	Master's	Married	84,557	736	23,495	Business	Unemployed	13	Good	0.4887	119,112	2	Butlerton	OH	Saint Pierre and Miquelon	0	0	Low
68	Female	PhD	Widowed	99,232	null	16,905	Auto	Employed	6	Fair	0.219247	190,703	1	Donnaton	NV	Liechtenstein	0	2	Low
67	Non-binary	High School	Married	95,752	653	35,243	Personal	Employed	16	Good	0.123787	85,542	2	Costastad	MD	Belarus	null	2	Low
51	Male	PhD	Widowed	48,475	618	null	Business	Self-employed	16	Fair	0.506622	58,640	3	Port Davidstad	TN	Togo	4	0	Low
53	Non-binary	High School	Single	111,071	659	15,634	Personal	Employed	1	Poor	0.224786	82,934	2	Sherrihaven	NH	Tuvalu	2	2	Low
27	Male	High School	Widowed	115,131	652	22,735	Auto	Employed	4	Good	0.414044	299,097	null	Laneborough	OH	Germany	3	1	Medium
69	Female	PhD	Married	null	708	9,527	Home	Employed	1	Poor	0.401976	136,699	4	Port Harryberg	MA	Germany	2	1	Low
48	Male	PhD	Married	25,769	728	30,657	Auto	Employed	3	Excellent	0.596398	136,759	1	Sonyaville	NV	Kiribati	3	0	Low
52	Female	PhD	Divorced	30,621	713	30,347	Auto	Unemployed	16	Excellent	0.593713	202,960	null	Zamoraburgh	DE	Bangladesh	3	1	Low
59	Male	High School	Widowed	39,332	761	8,243	Personal	Self-employed	9	Good	0.361679	291,571	1	Lawsonhaven	NM	Guyana	3	0	Low
44	Male	High School	Married	69,966	651	31,592	Home	Employed	6	Poor	0.339136	62,134	3	South Christophertown	WA	Grenada	3	1	Low
22	Female	PhD	Single	61,230	661	17,515	Personal	Employed	0	Fair	0.296294	229,799	1	Port Christopher	CA	Fiji	3	1	Low
47	Male	Master's	Widowed	84,912	796	9,930	Business	Self-employed	4	Excellent	0.248936	51,325	2	Port Antoniochester	WV	Argentina	null	2	Medium
25	Male	PhD	Divorced	103,598	682	30,151	Personal	Unemployed	6	Excellent	0.223133	107,263	null	Richside	KS	North Macedonia	0	0	Medium
52	Non-binary	Bachelor's	Single	62,180	762	47,971	Home	Employed	16	Fair	0.573487	214,999	1	North Nicholasbury	AS	Anguilla	0	1	Medium
51	Male	High School	Single	118,075	null	16,575	Business	Self-employed	17	Good	0.268681	291,028	2	North Michaelmouth	DC	Canada	2	0	Low
34	Male	High School	Widowed	96,340	662	36,668	Personal	Employed	18	Fair	0.166559	null	3	New Melissastad	VA	Korea	4	1	Medium
29	Female	Bachelor's	Married	104,267	754	9,531	Business	Employed	5	Excellent	0.534968	192,729	0	Kellybury	CA	Martinique	4	1	Medium
51	Male	High School	Married	90,422	769	22,219	Personal	Unemployed	11	Fair	0.460205	147,198	1	Myersstad	GA	Togo	1	0	Medium
28	Male	Bachelor's	Married	105,000	763	45,284	Business	Unemployed	15	Fair	0.391156	276,451	1	East Andrew	OH	Hong Kong	1	0	Medium
53	Female	PhD	Married	78,739	785	23,419	Personal	Employed	4	Fair	0.144804	null	0	Crystalport	NH	Vanuatu	3	0	Low
63	Female	Bachelor's	Single	114,583	749	8,324	Auto	Employed	7	Fair	0.427781	214,885	3	Rubioborough	LA	Belgium	4	1	Low
18	Male	High School	Widowed	28,787	726	48,484	Auto	Employed	4	Fair	0.196267	73,082	0	Port Kathleen	AZ	Latvia	1	2	Medium
35	Male	Bachelor's	Single	40,428	762	8,651	Auto	Unemployed	4	Good	0.154278	115,972	4	South Robert	MN	Spain	null	0	Medium
50	Non-binary	PhD	Widowed	24,096	704	23,889	Home	Employed	6	Poor	0.479725	71,600	1	Michaelshire	MP	Mozambique	0	1	Low
68	Male	High School	Married	90,976	null	38,166	Personal	Unemployed	2	Good	0.342334	118,210	0	Davismouth	MO	Japan	0	2	High
69	Non-binary	Master's	Single	100,596	658	25,983	Personal	Unemployed	12	Poor	0.458502	221,759	1	East Darrenview	KY	Ecuador	0	0	Low
21	Female	PhD	Single	null	655	21,507	Business	Employed	10	Excellent	0.31693	195,386	3	Lake Kellyton	IN	Maldives	4	1	Low
44	Non-binary	PhD	Married	117,583	701	null	Business	Unemployed	11	Excellent	0.521394	76,025	null	Mooneymouth	MP	Niger	0	0	Low
41	Male	Bachelor's	Widowed	null	727	26,841	Personal	Employed	3	Poor	0.395292	252,496	0	Briannahaven	VT	El Salvador	4	2	High
49	Female	Master's	Married	39,984	657	16,472	Auto	Self-employed	0	Excellent	0.569556	98,187	4	Johnnytown	AL	Saint Barthelemy	2	2	Low
30	Male	PhD	Divorced	86,533	677	27,479	Personal	Employed	13	Good	0.307116	126,999	null	Heidiberg	NY	Malaysia	null	0	Medium
68	Male	Master's	Single	null	746	34,989	Home	Employed	17	Excellent	0.293347	171,196	0	Port Anthony	WV	Guyana	2	1	Low
58	Female	Master's	Single	null	758	19,539	Business	Unemployed	15	Good	0.51061	44,141	2	Robertston	SC	Northern Mariana Islands	1	1	Medium
50	Non-binary	High School	Single	82,453	701	12,802	Business	Self-employed	3	Poor	0.13549	20,374	0	Tamarastad	HI	Tajikistan	2	2	High
18	Male	PhD	Married	65,798	757	40,467	Business	Unemployed	12	Excellent	0.134948	69,521	2	Hullmouth	ND	Cape Verde	2	1	Medium
46	Non-binary	PhD	Divorced	48,390	null	47,564	Auto	Self-employed	13	Poor	0.181083	90,209	0	South Michelleton	NV	Ukraine	3	1	Low
22	Non-binary	Master's	Widowed	74,235	692	27,277	Personal	Unemployed	8	Excellent	0.178234	254,998	1	South Johnton	SC	Jordan	4	2	Low
57	Male	Bachelor's	Divorced	107,393	716	null	Business	Employed	13	Excellent	0.430259	126,819	4	Melissastad	GU	Cambodia	2	1	Medium
41	Male	Bachelor's	Married	79,402	null	30,704	Auto	Unemployed	15	Excellent	0.136645	198,387	2	Christinashire	IA	Cuba	null	2	Low
38	Non-binary	Bachelor's	Single	93,480	733	49,851	Personal	Self-employed	19	Excellent	0.445804	31,189	0	Brandyland	SC	French Guiana	2	0	Low
62	Female	Master's	Widowed	30,272	740	27,423	Auto	Employed	7	Fair	0.491565	93,150	3	Port Billyburgh	MS	Netherlands Antilles	null	0	Medium
35	Non-binary	Master's	Married	25,079	633	null	Auto	Unemployed	11	Good	0.368753	181,441	3	Carriechester	VI	Cuba	2	2	Low
32	Non-binary	Bachelor's	Married	68,640	757	39,149	Auto	Unemployed	6	Good	0.343252	134,970	2	West Kathrynside	TX	Saint Pierre and Miquelon	1	0	Medium
32	Female	PhD	Widowed	109,834	null	10,822	Personal	Unemployed	2	Poor	0.14671	159,948	3	Whitemouth	GU	United Arab Emirates	4	2	Low
34	Female	PhD	Single	107,189	668	13,258	Home	Employed	12	Fair	0.256741	null	1	Matthewmouth	MS	Papua New Guinea	0	0	Low
56	Male	Bachelor's	Divorced	56,735	717	44,137	Auto	Employed	2	Good	0.38439	171,869	0	Lake Stephanieport	ND	United Arab Emirates	null	0	High
64	Non-binary	Master's	Married	103,634	644	32,694	Auto	Employed	18	Good	0.141094	101,682	4	South Deborahborough	VA	Botswana	2	1	Low
46	Male	Bachelor's	Single	63,739	710	32,254	Business	Unemployed	15	Good	0.519655	87,440	3	Port Christopher	WY	Singapore	2	0	Low
20	Male	PhD	Widowed	null	783	35,072	Home	Unemployed	1	Fair	0.298676	287,094	2	Port Charlenefort	FL	Tunisia	null	2	Low
45	Non-binary	PhD	Married	null	null	12,900	Personal	Unemployed	5	Excellent	0.338905	188,625	4	South Jacob	VA	Haiti	2	0	Low
33	Female	PhD	Divorced	60,376	612	16,928	Home	Self-employed	2	Fair	0.573443	182,076	1	South Matthewstad	VA	Bouvet Island (Bouvetoya)	0	2	Low
64	Female	PhD	Married	99,428	708	7,806	Personal	Unemployed	18	Good	0.416044	83,412	2	West Hannahburgh	NH	Nigeria	3	0	Medium
45	Male	High School	Widowed	55,171	658	12,669	Auto	Unemployed	5	Poor	0.223735	63,984	null	Moralesberg	KS	Guernsey	0	0	Low
51	Male	PhD	Married	54,030	null	26,670	Business	Self-employed	18	Good	0.368467	149,360	null	North Melissa	MN	Slovakia (Slovak Republic)	3	2	High
18	Male	Bachelor's	Widowed	54,986	643	45,149	Home	Unemployed	2	Excellent	0.456591	278,807	1	Leemouth	MT	Czech Republic	2	1	Low
30	Non-binary	High School	Widowed	81,858	null	null	Business	Unemployed	7	Excellent	0.574442	106,649	0	Jonathanfort	DC	Greenland	4	0	Medium
37	Non-binary	Master's	Widowed	38,330	763	28,925	Personal	Employed	4	Poor	0.266353	150,125	4	West Justinville	MP	Mexico	1	1	Low
21	Female	Bachelor's	Widowed	36,447	619	24,804	Home	Unemployed	19	Good	0.594604	245,890	0	North Whitney	IN	Italy	1	0	Low
28	Non-binary	High School	Single	78,528	665	null	Home	Unemployed	17	Fair	0.332234	85,772	1	Lake Thomasmouth	AR	Tonga	4	0	Low
58	Non-binary	PhD	Single	71,434	747	5,877	Auto	Employed	18	Excellent	0.255514	30,394	1	Shawnport	NH	Namibia	0	1	Low
46	Non-binary	PhD	Divorced	75,744	631	40,701	Personal	Self-employed	0	Fair	0.290619	102,832	4	Markfort	NE	Montenegro	3	0	Low
42	Male	PhD	Divorced	null	624	16,017	Auto	Employed	3	Good	0.313517	174,261	4	New Spencerchester	MS	Kenya	3	1	Low
42	Male	High School	Single	37,830	677	30,839	Home	Unemployed	8	Poor	0.206518	157,713	0	North James	OR	Slovakia (Slovak Republic)	1	1	Medium
18	Non-binary	Master's	Divorced	20,500	623	28,188	Auto	Employed	6	Good	0.286013	195,069	0	Lake Davidfort	AZ	Guyana	2	2	Low
56	Male	High School	Widowed	40,875	737	28,098	Home	Unemployed	11	Poor	0.569185	null	0	Myersmouth	MN	Antigua and Barbuda	2	1	Low
67	Non-binary	Master's	Married	27,649	754	38,572	Home	Employed	18	Fair	0.289924	60,915	4	Laurenfurt	GU	Belarus	1	0	Medium
22	Non-binary	Bachelor's	Widowed	90,639	620	44,101	Home	Self-employed	16	Good	0.455413	297,705	2	Jerrybury	WI	Bahamas	1	2	Medium
18	Female	Bachelor's	Married	null	717	null	Home	Employed	14	Good	0.383897	25,565	1	Jessicaborough	AZ	Korea	4	0	Low
42	Non-binary	Bachelor's	Widowed	98,348	766	9,290	Personal	Self-employed	16	Fair	0.383	150,748	2	Michealfurt	AK	Tuvalu	0	2	High
46	Female	Bachelor's	Widowed	81,816	621	22,736	Business	Employed	1	Excellent	0.493979	null	1	North Maria	LA	Pakistan	4	0	Medium
50	Male	High School	Widowed	29,780	751	13,692	Home	Unemployed	1	Poor	0.187942	222,398	null	Clayfort	NC	Timor-Leste	null	0	Low
32	Female	PhD	Divorced	26,487	772	null	Home	Self-employed	16	Poor	0.546352	null	4	West Brucemouth	MN	Burundi	0	0	Medium
43	Non-binary	PhD	Single	89,131	629	8,138	Personal	Unemployed	10	Excellent	0.383771	115,995	0	Daviesmouth	MN	Norway	2	1	High
62	Female	Bachelor's	Married	113,792	null	14,186	Personal	Employed	14	Excellent	0.474221	280,304	0	Robertmouth	VT	Jamaica	4	1	Medium
40	Male	High School	Single	null	697	43,641	Auto	Unemployed	14	Fair	0.504182	43,606	4	Port Jonathan	CT	Trinidad and Tobago	3	0	Low

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