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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
24	Non-binary	Master's	Divorced	62,240	686	16,557	Home	Self-employed	5	Good	0.489941	161,501	2	Mathewschester	CA	Denmark	2	0	Medium
51	Non-binary	Bachelor's	Married	69,336	623	16,718	Personal	Employed	19	Good	0.544443	191,206	0	West Glen	IL	Latvia	4	2	Low
50	Male	Bachelor's	Divorced	null	null	null	Home	Unemployed	3	Fair	0.106531	261,489	1	North Sethland	MN	Korea	4	2	Medium
50	Female	Master's	Divorced	100,140	688	33,197	Auto	Self-employed	11	Good	0.11265	74,904	2	Sheilashire	OR	United States Virgin Islands	1	1	Low
57	Male	Bachelor's	Widowed	null	765	42,058	Home	Self-employed	9	Poor	0.467979	37,853	2	Royhaven	MN	Malawi	2	0	Medium
34	Male	Master's	Single	42,150	624	48,728	Personal	Unemployed	15	Poor	0.414614	262,621	0	South Amberport	NM	Russian Federation	0	1	Low
64	Female	Master's	Single	80,399	604	26,266	Home	Self-employed	11	Good	0.264333	180,138	4	Port Elizabeth	SC	Zambia	1	0	Medium
66	Male	High School	Divorced	28,816	null	40,242	Business	Self-employed	15	Poor	0.511773	null	2	Beckhaven	DC	Colombia	null	1	Low
18	Female	High School	Single	null	659	23,763	Personal	Employed	11	Excellent	0.135877	53,911	0	Saramouth	MI	Yemen	1	0	Medium
51	Non-binary	High School	Single	41,734	602	null	Personal	Unemployed	0	Good	0.229628	58,304	null	Hannahmouth	MI	Azerbaijan	2	2	Low
62	Non-binary	PhD	Widowed	47,524	733	25,006	Business	Self-employed	8	Fair	0.340627	266,852	0	Johnsonburgh	DE	Brunei Darussalam	4	0	Medium
64	Non-binary	PhD	Married	111,353	644	16,281	Business	Unemployed	15	Poor	0.409422	37,663	null	Charlesport	HI	Kuwait	0	0	High
63	Female	Bachelor's	Single	90,210	680	null	Auto	Unemployed	5	Excellent	0.417895	258,484	1	North Kimberlyfort	ID	Ireland	1	0	Low
46	Female	Bachelor's	Widowed	93,202	693	24,009	Personal	Employed	5	Good	0.275896	271,115	2	Joshuatown	WV	Pakistan	1	1	Low
49	Male	High School	Widowed	20,048	695	23,531	Home	Unemployed	12	Fair	0.151979	200,287	0	West Crystal	KY	Holy See (Vatican City State)	4	1	Low
60	Female	High School	Married	98,118	793	18,377	Business	Unemployed	8	Excellent	0.243623	271,928	0	Antonioshire	MP	Bosnia and Herzegovina	null	2	Low
63	Non-binary	Bachelor's	Widowed	105,107	786	19,550	Personal	Self-employed	0	Fair	0.354694	84,076	null	Goldenfort	ID	Nigeria	1	0	Low
22	Female	PhD	Single	54,819	647	21,502	Personal	Employed	9	Good	0.573746	171,995	4	Brentville	LA	Bulgaria	1	2	Medium
30	Non-binary	PhD	Married	25,166	642	13,812	Business	Unemployed	9	Poor	0.449418	165,744	2	East Jesusland	GA	Yemen	1	0	Low
40	Female	Master's	Widowed	51,734	770	17,974	Business	Self-employed	13	Good	0.171795	165,500	null	Raymondton	MI	Falkland Islands (Malvinas)	1	1	High
30	Non-binary	High School	Divorced	20,415	688	25,640	Home	Unemployed	9	Excellent	0.205078	null	1	Gravesfort	TX	Greece	0	0	Low
40	Non-binary	Master's	Divorced	108,941	648	31,656	Business	Self-employed	10	Good	0.471296	162,950	4	Dianahaven	ME	Cambodia	2	0	Low
45	Female	PhD	Married	80,587	767	32,737	Business	Self-employed	2	Excellent	0.341714	38,887	1	Connermouth	MH	Puerto Rico	2	0	Low
62	Male	Bachelor's	Divorced	29,622	653	19,443	Home	Self-employed	18	Poor	0.338742	137,067	2	Russellburgh	AL	Egypt	0	2	Low
65	Male	Master's	Widowed	50,311	608	38,371	Personal	Self-employed	0	Fair	0.318932	137,393	4	East Michaelview	VI	Christmas Island	null	1	High
58	Non-binary	Master's	Widowed	82,072	767	32,164	Home	Unemployed	10	Excellent	0.131278	259,608	2	Rebeccaview	PW	Greenland	1	2	Low
44	Male	PhD	Single	null	720	13,810	Personal	Self-employed	18	Fair	0.311253	null	null	Thomasland	IA	Cambodia	null	2	Low
31	Male	Bachelor's	Widowed	95,885	700	null	Personal	Self-employed	5	Poor	0.582998	97,583	3	Port Richardview	IA	Benin	0	1	Low
68	Female	Master's	Single	118,629	null	23,051	Home	Employed	2	Excellent	0.196662	173,224	2	Jamestown	WY	Luxembourg	null	0	Medium
30	Male	Master's	Widowed	119,129	718	25,879	Personal	Employed	3	Good	0.585186	24,311	4	New Whitneyville	WV	Antigua and Barbuda	0	1	Low
62	Non-binary	Bachelor's	Divorced	101,459	798	14,764	Auto	Employed	9	Fair	0.585131	36,980	0	Philipberg	ID	Tuvalu	3	2	Low
43	Male	PhD	Married	26,114	742	17,020	Personal	Self-employed	12	Fair	0.444604	47,928	4	South Reginaldchester	KS	Saudi Arabia	1	0	Low
51	Female	Bachelor's	Divorced	83,797	760	47,059	Auto	Employed	18	Good	0.543266	null	1	West Herbertfurt	MN	Libyan Arab Jamahiriya	3	0	Low
47	Female	High School	Single	51,001	735	32,235	Home	Self-employed	8	Poor	0.476911	null	3	East Alison	OK	French Polynesia	null	2	High
61	Non-binary	Bachelor's	Single	81,679	682	40,637	Business	Employed	5	Excellent	0.345533	89,371	2	Jonathanberg	GU	Afghanistan	4	2	Medium
61	Male	Master's	Divorced	38,226	679	24,314	Home	Unemployed	18	Excellent	0.112367	null	0	Robinbury	IL	Brazil	0	0	Low
60	Female	PhD	Widowed	63,794	616	26,557	Auto	Employed	6	Fair	0.544592	130,287	0	Popemouth	AS	Tokelau	3	1	Low
56	Male	Bachelor's	Divorced	113,355	null	17,628	Auto	Employed	2	Excellent	0.119386	293,058	2	Alexanderport	RI	Niger	null	1	Medium
63	Female	Master's	Married	45,120	667	null	Home	Employed	8	Excellent	0.137332	null	1	Payneton	MA	Montenegro	2	2	Medium
48	Female	High School	Married	76,435	607	38,303	Personal	Unemployed	2	Fair	0.399461	254,395	null	Michaelside	TX	Saint Vincent and the Grenadines	3	2	Medium
37	Female	High School	Divorced	50,215	775	19,538	Personal	Self-employed	1	Excellent	0.197679	245,353	1	Clarkeland	LA	Israel	1	1	Low
64	Male	High School	Widowed	79,046	767	20,698	Auto	Self-employed	16	Good	0.483378	235,269	null	Port Jonathan	MH	Jamaica	2	1	Medium
67	Female	High School	Married	115,265	738	17,455	Personal	Employed	18	Good	0.20556	97,259	null	Lake Adam	SC	Western Sahara	2	0	Medium
23	Female	High School	Single	null	683	45,704	Business	Employed	6	Good	0.560166	198,836	1	Lake Cynthia	ID	Guernsey	4	1	Low
22	Male	Master's	Widowed	65,564	753	null	Personal	Self-employed	12	Fair	0.539724	76,850	2	Port Shelby	CT	Seychelles	2	0	Low
68	Non-binary	PhD	Divorced	66,002	724	null	Auto	Self-employed	6	Excellent	0.333784	117,965	0	New Tony	GA	Indonesia	4	1	Medium
67	Male	PhD	Married	50,589	711	19,189	Auto	Self-employed	18	Fair	0.507867	208,033	null	Davilaton	KS	Niger	2	1	High
21	Non-binary	PhD	Single	97,903	612	32,258	Business	Self-employed	8	Poor	0.183359	36,597	3	Kimberlyburgh	MP	Andorra	3	2	Medium
68	Female	Bachelor's	Single	68,197	609	44,718	Auto	Employed	19	Fair	0.106984	72,781	0	East Gregoryborough	MD	Cocos (Keeling) Islands	null	2	Low
41	Female	PhD	Widowed	33,627	687	8,291	Home	Self-employed	7	Poor	0.490546	null	4	Lake Alexis	CO	Wallis and Futuna	0	1	Medium
57	Male	Master's	Single	104,860	624	37,383	Business	Self-employed	1	Good	0.530324	294,817	0	Port Jose	MN	Antarctica (the territory South of 60 deg S)	4	2	Low
69	Non-binary	Master's	Widowed	23,140	689	20,402	Auto	Employed	15	Fair	0.423471	139,670	3	Birdshire	WV	Comoros	3	0	Medium
30	Male	PhD	Married	54,404	669	21,515	Auto	Self-employed	11	Poor	0.198943	108,207	4	Patriciaburgh	WV	Nigeria	null	0	Low
63	Female	High School	Widowed	72,771	753	7,199	Home	Unemployed	6	Fair	0.554097	131,209	2	Jonesberg	WV	Haiti	1	1	Low
35	Female	High School	Married	64,378	734	36,076	Home	Self-employed	10	Good	0.346086	212,999	0	Phelpshaven	AL	Czech Republic	0	1	Medium
34	Male	Master's	Single	41,320	643	5,887	Home	Unemployed	16	Poor	0.272689	221,383	2	Willisland	KY	Central African Republic	0	0	Medium
57	Male	Bachelor's	Widowed	44,914	744	15,436	Business	Employed	12	Good	0.196146	178,569	4	Lisaville	PR	Turks and Caicos Islands	0	0	Medium
19	Non-binary	Master's	Married	44,583	null	12,648	Business	Employed	10	Good	0.408933	261,495	null	Williamtown	UT	Sudan	3	1	Medium
59	Non-binary	Master's	Divorced	null	null	46,657	Personal	Unemployed	12	Good	0.224374	76,365	1	Jessicaville	KS	Bosnia and Herzegovina	1	1	Low
57	Female	Bachelor's	Married	67,177	761	48,638	Business	Unemployed	7	Excellent	0.12456	null	null	New Maria	NH	Afghanistan	1	1	Low
65	Non-binary	High School	Divorced	53,514	658	20,960	Auto	Unemployed	16	Excellent	0.1662	269,094	3	Josephburgh	GU	British Indian Ocean Territory (Chagos Archipelago)	3	1	Low
45	Female	PhD	Widowed	28,958	615	38,240	Business	Employed	3	Poor	0.324357	null	1	Emilyport	WY	Congo	null	0	Medium
24	Male	Bachelor's	Divorced	79,220	667	22,787	Business	Employed	19	Poor	0.464305	36,768	2	Arellanotown	NE	Reunion	0	1	Low
50	Non-binary	PhD	Married	119,423	664	5,783	Business	Unemployed	17	Excellent	0.375676	93,529	4	West Jonathan	MH	Bhutan	1	1	Low
41	Female	PhD	Single	118,600	682	null	Business	Unemployed	2	Good	0.114238	128,051	1	Thomasstad	AZ	Lesotho	1	1	Medium
35	Female	Master's	Divorced	61,271	621	24,896	Home	Unemployed	5	Poor	0.560687	169,296	0	Stephensshire	TX	Somalia	4	2	Low
21	Female	PhD	Widowed	29,533	null	24,462	Business	Self-employed	5	Excellent	0.175949	292,923	4	South Sheena	KS	North Macedonia	null	2	High
58	Female	High School	Divorced	87,494	null	null	Home	Employed	8	Fair	0.494935	230,684	3	Vegafurt	NJ	Niue	1	2	High
23	Female	Master's	Divorced	75,891	770	18,363	Business	Unemployed	11	Good	0.521442	180,056	1	Donaldsonfort	NC	Cuba	3	0	High
48	Female	PhD	Widowed	62,261	783	null	Personal	Employed	7	Excellent	0.114588	101,279	0	Hardingtown	TX	Holy See (Vatican City State)	3	2	Low
62	Female	PhD	Divorced	80,197	null	null	Business	Self-employed	0	Fair	0.300548	293,351	3	North Tammyview	MT	United States Virgin Islands	1	1	Low
55	Female	Bachelor's	Single	78,175	780	5,389	Personal	Self-employed	7	Excellent	0.262362	217,543	1	Dianastad	NE	Western Sahara	3	0	Low
56	Non-binary	Master's	Widowed	44,642	716	null	Auto	Self-employed	15	Good	0.334021	35,879	4	New Carol	MD	New Caledonia	3	0	Low
56	Non-binary	Master's	Single	61,770	null	44,910	Business	Employed	5	Fair	0.509923	220,953	2	Port Anthonyland	TN	Solomon Islands	null	0	Low
30	Non-binary	Bachelor's	Widowed	28,103	611	7,720	Business	Employed	1	Good	0.291529	243,621	1	East Maryburgh	GU	Niue	0	0	Low
37	Male	Bachelor's	Divorced	71,786	656	24,319	Home	Employed	13	Fair	0.380752	146,070	3	East Lisaville	DE	Eritrea	4	1	Low
26	Male	PhD	Widowed	null	630	44,673	Business	Unemployed	2	Good	0.28803	293,748	0	Underwoodhaven	MN	Namibia	3	1	High
19	Female	Bachelor's	Single	93,905	673	25,527	Home	Self-employed	6	Good	0.297558	null	null	Lake Michael	VT	Nicaragua	0	1	Low
50	Non-binary	Master's	Single	67,838	656	36,472	Personal	Employed	9	Poor	0.535325	275,737	2	West Shelly	CO	Georgia	1	2	High
65	Female	PhD	Married	88,203	643	40,445	Personal	Self-employed	13	Excellent	0.46889	181,013	3	Jeffersonville	TX	Australia	4	0	Medium
38	Male	High School	Divorced	60,204	615	43,186	Auto	Unemployed	13	Good	0.24215	null	3	Stephenland	MO	Spain	null	1	Low
21	Non-binary	High School	Divorced	108,484	697	47,527	Business	Employed	3	Good	0.223644	158,223	null	Jasonfort	HI	Tokelau	2	1	High
41	Female	Bachelor's	Married	35,064	null	24,928	Auto	Employed	10	Poor	0.224244	238,799	null	Donaldshire	CO	Rwanda	null	0	Low
67	Non-binary	Bachelor's	Divorced	116,307	722	null	Personal	Employed	18	Good	0.346705	40,447	3	West Lauriebury	FL	Ethiopia	1	2	Low
38	Female	PhD	Widowed	94,624	635	40,521	Auto	Employed	11	Good	0.454539	219,160	null	Johnmouth	AL	Solomon Islands	0	1	Low
64	Non-binary	PhD	Single	117,685	653	49,771	Auto	Self-employed	12	Fair	0.24813	92,474	1	Port Laurenport	OH	Hungary	1	0	High
57	Female	PhD	Divorced	64,838	673	null	Business	Employed	12	Poor	0.173397	null	2	New Laurahaven	NE	Benin	1	1	Low
63	Female	PhD	Widowed	94,005	768	14,529	Home	Employed	17	Poor	0.312717	289,791	0	Leeville	MO	Turks and Caicos Islands	2	2	Low
62	Non-binary	Master's	Divorced	112,604	652	9,141	Business	Employed	16	Poor	0.420685	200,431	1	West Valerieburgh	TX	Macao	1	2	Low
25	Non-binary	PhD	Divorced	105,727	780	null	Auto	Self-employed	0	Fair	0.241944	239,926	4	Lake Stephanieberg	SC	French Guiana	2	0	Low
64	Female	High School	Single	null	null	40,857	Home	Employed	9	Poor	0.196598	null	2	Michaelstad	MN	British Indian Ocean Territory (Chagos Archipelago)	3	0	Medium
30	Male	Master's	Single	107,508	634	49,649	Business	Unemployed	10	Fair	0.20911	112,895	null	Mccallville	VA	Bangladesh	3	1	Low
62	Male	High School	Single	84,703	null	null	Auto	Unemployed	19	Excellent	0.489164	240,484	4	Mcdonaldhaven	NE	Western Sahara	null	2	Low
25	Male	Master's	Single	96,147	685	null	Home	Self-employed	15	Fair	0.305756	null	4	North Thomasmouth	NV	Sweden	4	1	Low
24	Non-binary	Master's	Single	119,322	651	30,312	Auto	Self-employed	6	Fair	0.384487	48,448	0	Adamburgh	MN	Dominica	4	1	Medium
43	Non-binary	High School	Single	112,203	612	29,761	Auto	Unemployed	4	Good	0.188066	null	2	Debraland	MS	Uzbekistan	0	2	Low
38	Female	Master's	Widowed	null	null	null	Personal	Self-employed	19	Excellent	0.258988	196,687	0	Robinsonmouth	ME	Guinea-Bissau	2	0	High
42	Non-binary	Bachelor's	Widowed	40,724	632	34,258	Auto	Unemployed	17	Excellent	0.366042	37,206	4	South Brittany	KY	Mozambique	2	0	Low
35	Male	PhD	Married	63,660	null	5,168	Personal	Employed	2	Poor	0.309467	199,122	0	South Amanda	NM	Ukraine	null	2	Medium
53	Male	Master's	Widowed	46,951	730	31,108	Business	Employed	9	Fair	0.198259	null	0	New Luischester	MS	Palau	1	1	High

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