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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
47	Male	Master's	Divorced	82,931	null	20,050	Auto	Employed	9	Excellent	0.279009	77,709	null	North William	KY	Armenia	null	2	Low
39	Male	PhD	Divorced	78,260	null	31,964	Personal	Unemployed	16	Fair	0.19664	null	3	West Michaelfurt	UT	Guam	null	2	Low
20	Non-binary	High School	Married	80,135	724	null	Home	Unemployed	2	Good	0.252098	73,897	0	New Joseph	MI	Equatorial Guinea	0	0	Low
35	Male	Master's	Single	55,972	799	33,181	Auto	Self-employed	13	Poor	0.266964	132,325	2	Valenciabury	GU	Guinea	null	0	Low
19	Female	PhD	Widowed	55,677	789	34,223	Business	Unemployed	14	Good	0.145122	94,612	2	Lake Lindsey	IN	Papua New Guinea	1	1	Medium
40	Female	PhD	Divorced	85,223	null	21,768	Home	Self-employed	14	Excellent	0.170417	32,769	3	Richardfort	AS	New Caledonia	0	0	Low
50	Non-binary	Master's	Divorced	null	777	39,557	Auto	Employed	9	Excellent	0.160834	211,891	3	North Cheryl	MI	Western Sahara	1	0	Medium
19	Non-binary	Bachelor's	Divorced	null	706	47,279	Auto	Unemployed	16	Good	0.100617	137,397	2	New Allisonview	PA	Lao People's Democratic Republic	3	2	Low
20	Male	Master's	Divorced	48,648	795	23,665	Home	Unemployed	12	Excellent	0.492433	73,868	4	Marcomouth	SC	Christmas Island	4	2	Medium
59	Male	PhD	Widowed	46,437	674	20,265	Personal	Employed	3	Fair	0.477513	null	0	Melissamouth	ID	Japan	null	2	Low
42	Non-binary	PhD	Married	92,328	619	28,880	Auto	Employed	16	Excellent	0.373389	null	0	East Antonio	UT	North Macedonia	null	2	Low
61	Female	PhD	Married	null	676	42,649	Personal	Self-employed	13	Poor	0.54018	267,232	3	Amandafurt	WY	Wallis and Futuna	0	2	Low
25	Female	Master's	Single	35,915	623	16,892	Personal	Employed	19	Excellent	0.40108	176,112	2	Sharpshire	VA	Isle of Man	4	0	Low
43	Non-binary	Bachelor's	Widowed	27,176	701	17,377	Business	Employed	19	Fair	0.394541	null	1	New Jacquelineburgh	UT	Bulgaria	3	0	Low
52	Male	PhD	Single	109,871	732	38,857	Personal	Self-employed	13	Excellent	0.128723	26,888	4	East Tiffany	DE	Gibraltar	4	1	Low
38	Non-binary	High School	Divorced	33,907	620	null	Auto	Unemployed	11	Poor	0.417213	299,703	3	Jonathanborough	NJ	Jersey	0	2	Low
33	Male	PhD	Single	84,399	708	43,313	Home	Self-employed	13	Poor	0.110239	213,591	null	Lake Richardberg	NJ	United Arab Emirates	null	2	Medium
44	Female	Master's	Divorced	27,593	774	48,379	Personal	Employed	3	Poor	0.476212	286,344	3	Annside	PA	Estonia	2	0	Low
59	Female	Master's	Divorced	91,997	724	32,392	Business	Self-employed	4	Fair	0.518077	46,598	1	Hodgeshire	OR	Greenland	null	0	Medium
37	Female	Bachelor's	Single	109,144	null	22,963	Business	Employed	2	Poor	0.56279	89,583	1	Carrieborough	AK	Albania	3	0	Medium
41	Non-binary	Bachelor's	Single	92,287	676	8,462	Home	Self-employed	18	Fair	0.543464	32,143	1	Lauraside	MT	Uganda	0	1	Low
60	Female	Bachelor's	Married	null	690	35,691	Auto	Self-employed	5	Good	0.15904	45,663	2	Lindseyfort	WA	Timor-Leste	2	1	Low
49	Female	Master's	Widowed	103,791	761	null	Personal	Employed	7	Good	0.178905	175,484	0	Smithbury	MD	Botswana	4	2	Low
43	Non-binary	Bachelor's	Married	116,256	777	45,837	Home	Unemployed	4	Fair	0.322166	244,946	0	Grahamborough	SC	Saint Lucia	1	0	Low
43	Female	Bachelor's	Single	89,810	646	25,736	Personal	Unemployed	1	Fair	0.493512	90,478	3	North Taylorton	SD	Bahrain	1	1	Low
66	Male	Master's	Widowed	51,426	643	5,485	Auto	Self-employed	3	Poor	0.105291	253,816	2	Edwardchester	VA	South Africa	null	0	Low
38	Male	Bachelor's	Divorced	33,421	629	12,398	Home	Employed	16	Good	0.100654	50,554	0	New Jessicaside	IN	Armenia	3	2	Low
33	Male	Bachelor's	Married	57,693	736	null	Business	Self-employed	11	Excellent	0.247558	119,875	3	Leslieborough	OK	Western Sahara	0	2	Low
48	Male	High School	Widowed	89,343	682	12,591	Personal	Self-employed	8	Poor	0.315532	null	1	East Garyfurt	FL	American Samoa	null	2	Medium
47	Male	High School	Divorced	107,983	688	10,258	Home	Self-employed	13	Good	0.123418	null	0	West Devin	KY	Niue	0	0	Medium
31	Male	High School	Divorced	77,251	776	28,042	Personal	Self-employed	12	Good	0.482275	117,987	3	Melissatown	WV	Yemen	3	1	Medium
25	Female	PhD	Divorced	76,543	770	15,544	Personal	Employed	6	Poor	0.34891	237,906	4	Welchland	KS	Holy See (Vatican City State)	0	1	Medium
43	Non-binary	Master's	Single	29,327	693	23,127	Home	Self-employed	14	Good	0.253014	251,402	2	Hobbsville	MD	Nicaragua	4	1	Low
55	Female	PhD	Widowed	97,474	null	9,934	Home	Self-employed	2	Good	0.257965	190,098	2	Emilychester	FM	Honduras	3	0	High
22	Male	Master's	Married	23,086	785	28,524	Personal	Unemployed	13	Poor	0.160924	236,304	2	Kristinaside	OR	Timor-Leste	2	2	Medium
53	Non-binary	Master's	Divorced	111,643	775	32,865	Personal	Unemployed	16	Fair	0.570829	162,550	0	South Josephtown	VA	Ecuador	2	1	Low
48	Non-binary	High School	Divorced	68,022	null	22,042	Auto	Self-employed	5	Poor	0.369601	299,063	1	North Robert	MP	Turkey	null	0	Medium
63	Female	High School	Divorced	24,192	651	26,927	Home	Employed	0	Good	0.459038	266,527	null	Christopherchester	VI	Reunion	4	0	Low
48	Non-binary	High School	Divorced	60,721	645	31,793	Home	Employed	6	Excellent	0.446341	299,768	4	South Harold	WY	South Georgia and the South Sandwich Islands	2	1	High
32	Male	High School	Widowed	60,832	null	35,384	Home	Unemployed	13	Excellent	0.319767	191,126	3	Port Brian	MP	Heard Island and McDonald Islands	null	0	Low
50	Non-binary	Master's	Single	103,100	794	null	Home	Self-employed	6	Good	0.188269	85,790	4	South Michael	WY	Bulgaria	3	0	Low
62	Female	PhD	Married	null	null	null	Business	Unemployed	18	Good	0.283029	null	null	North Sarahmouth	NE	Reunion	4	1	Medium
65	Female	PhD	Divorced	87,182	null	17,768	Auto	Employed	12	Excellent	0.502539	227,789	1	Lake Victoriamouth	MI	New Zealand	3	0	Low
69	Female	High School	Widowed	30,719	787	10,257	Business	Self-employed	10	Poor	0.441574	100,562	2	Younghaven	VT	Afghanistan	3	2	Medium
26	Male	High School	Single	62,032	636	44,592	Home	Self-employed	16	Poor	0.512534	null	3	Andersonchester	IL	Holy See (Vatican City State)	1	1	Low
63	Female	Master's	Married	20,218	null	10,990	Home	Self-employed	12	Excellent	0.176914	74,367	3	West Kellychester	LA	Nepal	1	1	Medium
37	Male	Bachelor's	Widowed	65,076	677	9,561	Home	Employed	2	Fair	0.468478	109,040	null	North Theresa	MD	Indonesia	0	2	Low
53	Male	Master's	Single	null	735	null	Home	Self-employed	11	Poor	0.429658	158,190	3	Benjaminstad	GU	Serbia	0	2	Low
34	Female	High School	Widowed	104,351	774	24,137	Personal	Self-employed	15	Fair	0.372347	167,295	null	Diazland	ND	Afghanistan	4	2	Low
56	Male	PhD	Widowed	36,923	751	13,276	Home	Employed	15	Excellent	0.211353	287,891	2	New Thomasville	VT	Northern Mariana Islands	3	2	High
25	Non-binary	Bachelor's	Single	103,668	754	24,128	Auto	Unemployed	11	Good	0.441043	117,099	3	West Jessica	GU	Palestinian Territory	3	0	Medium
66	Female	PhD	Divorced	76,105	684	6,781	Auto	Unemployed	19	Excellent	0.435943	null	4	East Johnland	AK	Saint Vincent and the Grenadines	3	2	Low
63	Non-binary	High School	Divorced	114,437	747	10,499	Personal	Employed	10	Excellent	0.372426	224,794	3	North Barbara	OK	Panama	1	2	Medium
20	Male	PhD	Widowed	null	null	5,925	Home	Unemployed	10	Fair	0.494363	51,044	3	New Taylorside	MA	Palau	4	2	Medium
24	Female	Master's	Married	118,156	619	30,800	Auto	Employed	13	Poor	0.469013	269,980	1	East Vincentborough	HI	Palestinian Territory	1	0	Medium
47	Female	PhD	Divorced	118,696	769	45,609	Business	Employed	17	Fair	0.286731	null	2	New Sara	VI	Belgium	4	0	Medium
46	Male	Master's	Married	21,963	771	null	Home	Unemployed	1	Excellent	0.276994	251,793	0	South Brandon	MD	Grenada	4	1	Low
37	Male	Bachelor's	Divorced	68,750	762	41,884	Business	Self-employed	19	Excellent	0.251617	64,197	0	Ramirezstad	FL	Azerbaijan	4	1	Low
53	Male	Master's	Married	null	762	5,014	Business	Unemployed	13	Poor	0.420286	106,424	0	Alexandermouth	MT	Western Sahara	1	1	Medium
19	Female	PhD	Married	67,289	688	14,512	Auto	Unemployed	11	Excellent	0.562013	248,481	0	North Mollyhaven	FM	Papua New Guinea	0	2	Low
54	Non-binary	Master's	Married	73,974	null	23,243	Personal	Self-employed	10	Poor	0.551695	232,226	1	East William	DE	Montenegro	3	0	Low
59	Non-binary	High School	Widowed	92,940	657	33,929	Business	Self-employed	7	Fair	0.200457	141,565	1	Kennethmouth	SC	Cook Islands	1	2	High
29	Non-binary	High School	Married	94,868	686	24,796	Home	Employed	4	Good	0.261688	39,441	3	Lisaland	NM	Belize	0	0	Low
52	Female	High School	Married	37,241	701	9,968	Business	Employed	14	Fair	0.455956	148,212	3	West Jason	IN	New Caledonia	4	0	Low
56	Female	High School	Widowed	103,081	651	31,392	Business	Employed	18	Poor	0.518388	89,058	2	Robinsonton	SC	Bahrain	null	2	Medium
23	Non-binary	PhD	Married	30,851	715	48,648	Home	Self-employed	13	Poor	0.50293	65,722	2	Stephenmouth	AS	Bolivia	4	0	Medium
51	Male	PhD	Single	97,373	null	10,675	Auto	Unemployed	14	Good	0.586317	31,605	0	West Taylorstad	AL	Gabon	0	0	Medium
23	Female	High School	Divorced	100,824	682	22,448	Auto	Unemployed	2	Poor	0.240917	108,090	null	Amberfort	AK	Pakistan	3	1	Medium
69	Non-binary	Master's	Divorced	48,760	661	34,103	Business	Self-employed	13	Fair	0.334464	284,938	1	Lucasland	PW	Guinea-Bissau	0	2	Medium
34	Non-binary	PhD	Married	null	728	21,243	Business	Self-employed	17	Fair	0.525728	105,920	0	Jamesland	MP	Malaysia	4	0	High
23	Male	Master's	Single	35,945	713	48,037	Home	Self-employed	2	Poor	0.373029	null	3	Josephmouth	WV	Ethiopia	4	2	Low
42	Male	Bachelor's	Married	47,215	685	22,480	Personal	Employed	3	Fair	0.295823	74,865	4	Smithstad	NC	Zimbabwe	4	2	Low
45	Non-binary	Master's	Married	110,374	689	16,358	Business	Self-employed	15	Excellent	0.587943	153,584	4	Ashleyhaven	IA	Latvia	2	2	Medium
31	Male	Master's	Married	107,342	636	26,305	Business	Unemployed	13	Good	0.543454	129,446	4	North Patrickstad	DC	Heard Island and McDonald Islands	null	2	Low
39	Female	High School	Single	64,938	781	40,523	Home	Self-employed	14	Excellent	0.40331	246,845	2	East Mariahaven	NV	Zimbabwe	1	1	Low
43	Female	Master's	Married	64,840	719	42,808	Home	Self-employed	17	Excellent	0.590955	250,203	2	East Kathleenton	DC	Guatemala	null	0	Low
57	Female	High School	Divorced	null	797	34,307	Personal	Employed	9	Poor	0.543898	167,348	null	Terrellchester	MT	Egypt	0	0	Low
33	Non-binary	Bachelor's	Single	110,638	611	49,623	Home	Unemployed	12	Poor	0.278474	76,620	0	West Jonathanburgh	AS	Bosnia and Herzegovina	3	0	Medium
22	Male	High School	Divorced	37,156	639	6,440	Business	Self-employed	17	Good	0.108779	202,857	2	West Holly	UT	Brunei Darussalam	2	2	Low
53	Female	Master's	Single	90,490	795	36,991	Home	Employed	3	Poor	0.453418	164,376	null	Rebeccaburgh	ME	Libyan Arab Jamahiriya	2	2	Medium
53	Non-binary	Bachelor's	Divorced	56,432	699	22,753	Auto	Self-employed	17	Excellent	0.588884	262,845	1	Patriciaville	AR	Mongolia	4	1	Low
67	Female	Master's	Divorced	60,503	641	27,678	Home	Self-employed	18	Good	0.480792	250,867	null	Johnside	NV	Iceland	2	0	Low
36	Female	High School	Married	29,395	687	24,525	Home	Unemployed	5	Fair	0.515588	88,604	4	West Christopher	DE	Bahrain	4	2	Low
31	Female	PhD	Widowed	109,199	742	null	Home	Employed	3	Good	0.381235	171,415	2	Port Jeffrey	LA	Jordan	3	2	Low
52	Non-binary	PhD	Widowed	118,115	799	30,956	Personal	Self-employed	3	Fair	0.287079	60,305	0	Zhangshire	MS	Czech Republic	1	0	Medium
67	Female	High School	Single	null	617	26,726	Home	Self-employed	12	Good	0.597541	185,556	3	Rachelfort	IA	Equatorial Guinea	null	1	Low
26	Female	Master's	Single	102,089	null	null	Business	Self-employed	14	Poor	0.520959	142,619	null	East Michellefurt	TX	Ukraine	4	2	Low
50	Non-binary	High School	Divorced	66,456	780	11,608	Home	Self-employed	19	Fair	0.363888	256,343	null	Schneiderport	CO	Turks and Caicos Islands	2	1	Medium
55	Female	Bachelor's	Divorced	83,073	779	29,953	Auto	Unemployed	16	Good	0.387989	150,671	3	Mezaville	ND	United Kingdom	0	1	Medium
63	Female	High School	Single	50,571	620	null	Auto	Employed	5	Fair	0.246277	138,142	3	East Oscar	MH	Mozambique	3	1	High
63	Female	Bachelor's	Widowed	null	772	18,494	Auto	Unemployed	0	Excellent	0.39291	126,217	null	South Maria	RI	Jordan	4	1	Medium
36	Female	High School	Married	107,780	762	31,573	Auto	Employed	1	Fair	0.535683	230,116	4	East Mackenzieburgh	DC	Madagascar	4	2	Low
20	Male	Bachelor's	Married	29,933	720	40,971	Auto	Unemployed	9	Fair	0.164289	128,012	0	Alexisfurt	TN	Macao	3	2	High
65	Female	PhD	Married	96,788	748	20,107	Auto	Employed	3	Poor	0.38394	270,339	null	Amandachester	NY	Afghanistan	2	0	Medium
60	Non-binary	High School	Married	54,708	768	43,404	Home	Employed	9	Poor	0.38878	53,259	1	North Teresa	MS	Botswana	0	2	Medium
53	Female	Bachelor's	Divorced	35,772	682	23,569	Business	Employed	6	Fair	0.443012	256,087	1	Christopherland	PA	Saint Helena	3	2	Medium
33	Female	PhD	Divorced	28,104	772	27,617	Home	Unemployed	14	Good	0.469846	null	0	Castrotown	SD	Bulgaria	3	0	Low
39	Female	PhD	Widowed	32,501	657	46,834	Personal	Unemployed	12	Good	0.501774	89,824	1	Olsonton	WY	San Marino	4	0	Low
45	Female	Master's	Single	108,704	717	16,206	Home	Self-employed	8	Poor	0.59637	188,878	4	Thomasborough	NY	Austria	2	2	Low
55	Non-binary	Master's	Divorced	76,492	764	19,306	Auto	Employed	8	Good	0.502606	283,364	1	West Joshuaview	DC	Nauru	0	2	High

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