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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
66	Non-binary	High School	Divorced	22,118	699	28,111	Business	Unemployed	4	Good	0.138634	38,278	0	Lake Kathleen	NC	Qatar	2	1	Low
60	Female	PhD	Widowed	115,797	628	9,677	Home	Employed	10	Excellent	0.479151	66,561	null	Christinafort	TN	Saint Lucia	1	2	Low
64	Female	Master's	Divorced	89,142	755	24,622	Auto	Unemployed	8	Excellent	0.116311	49,324	1	Port Jacqueline	PR	Korea	1	0	High
51	Non-binary	Master's	Divorced	117,807	766	27,715	Home	Employed	1	Fair	0.55537	97,405	4	East Michael	SD	Israel	2	1	Medium
32	Female	Master's	Married	92,317	694	46,921	Personal	Self-employed	9	Good	0.335989	188,983	2	South Rickychester	NV	Cameroon	1	1	Low
42	Male	High School	Divorced	46,321	716	46,404	Personal	Self-employed	1	Fair	0.48673	194,282	4	Johnsonfurt	UT	Cuba	null	0	Medium
53	Non-binary	High School	Divorced	null	635	15,626	Personal	Employed	17	Fair	0.580214	28,327	null	West Katiefort	DE	Rwanda	0	2	Medium
31	Female	PhD	Divorced	73,177	731	25,543	Business	Employed	16	Good	0.577517	274,825	1	New Michael	WA	Malawi	2	1	Low
19	Non-binary	High School	Single	53,379	740	29,256	Business	Self-employed	19	Fair	0.514837	null	4	New Jennifertown	ID	Russian Federation	2	0	High
19	Non-binary	Bachelor's	Widowed	64,676	779	null	Auto	Employed	19	Poor	0.259047	261,954	3	North Douglasmouth	PW	Barbados	2	1	Low
46	Male	PhD	Divorced	107,594	731	43,398	Auto	Unemployed	12	Fair	0.526399	90,889	3	Mirandaburgh	MO	Japan	1	1	Low
43	Non-binary	High School	Widowed	null	673	44,829	Home	Employed	10	Fair	0.592863	57,467	1	Victorfort	RI	El Salvador	3	2	Low
32	Non-binary	PhD	Single	20,244	758	40,018	Business	Employed	19	Fair	0.412735	73,166	2	Port Lauraport	GU	Germany	null	0	Low
45	Non-binary	Bachelor's	Married	22,506	664	45,378	Business	Employed	8	Excellent	0.398859	93,381	4	Webbberg	MT	Hong Kong	null	1	Low
43	Male	High School	Single	65,775	647	34,398	Business	Unemployed	8	Excellent	0.339083	254,459	4	North Amber	TX	Peru	0	2	Low
46	Non-binary	Master's	Married	89,918	617	35,943	Home	Unemployed	8	Good	0.165094	249,056	null	Garciafurt	OK	Samoa	null	2	Low
47	Non-binary	High School	Single	null	719	7,897	Business	Employed	11	Poor	0.253043	251,443	4	Dickersonfort	MP	Palau	null	0	Medium
54	Female	Bachelor's	Married	46,409	765	19,996	Auto	Employed	9	Excellent	0.127682	null	2	Jonathanburgh	MP	Cyprus	1	2	Medium
29	Non-binary	PhD	Married	109,142	640	39,729	Personal	Self-employed	9	Good	0.585545	93,762	null	New Amanda	NV	Luxembourg	2	0	Medium
28	Female	Bachelor's	Married	61,098	696	19,764	Business	Unemployed	6	Excellent	0.314823	87,422	null	New Eduardo	MS	Mexico	null	0	Low
18	Male	Master's	Widowed	114,181	null	33,460	Business	Self-employed	15	Fair	0.220001	97,830	null	West Jamie	DC	Chile	3	2	Low
62	Non-binary	Bachelor's	Widowed	90,739	611	10,644	Personal	Self-employed	7	Fair	0.53434	56,958	0	Bairdhaven	SD	Trinidad and Tobago	2	1	Low
21	Female	High School	Divorced	101,909	716	27,028	Auto	Employed	8	Fair	0.180797	105,337	3	Leeton	GA	Tajikistan	0	1	Low
40	Male	PhD	Divorced	83,545	669	37,091	Personal	Employed	4	Fair	0.432348	105,009	2	Alexanderport	DE	Cyprus	0	1	Medium
39	Female	High School	Divorced	89,434	713	40,742	Personal	Self-employed	1	Fair	0.261043	274,580	0	Smithfort	KS	Mali	3	0	Low
57	Female	High School	Widowed	null	642	null	Personal	Unemployed	1	Fair	0.548356	263,772	3	Parkerbury	OK	British Indian Ocean Territory (Chagos Archipelago)	0	2	Medium
35	Male	High School	Single	22,921	668	32,915	Business	Unemployed	11	Good	0.398796	194,387	4	Lake Jenniferbury	RI	United States Virgin Islands	1	1	Medium
65	Non-binary	Master's	Married	null	643	null	Personal	Unemployed	13	Poor	0.425079	214,794	1	South Jordan	OH	Austria	2	0	Low
65	Non-binary	Master's	Married	29,808	650	36,002	Auto	Employed	14	Poor	0.20006	160,658	null	Matthewmouth	TX	Bosnia and Herzegovina	3	2	Low
24	Male	Bachelor's	Married	87,262	785	16,876	Personal	Unemployed	4	Poor	0.574747	94,771	4	Port Christineshire	MP	North Macedonia	4	2	High
35	Male	High School	Married	48,004	771	24,061	Personal	Unemployed	7	Poor	0.430381	66,820	null	Michaelborough	PA	Hungary	null	2	Low
26	Male	PhD	Divorced	26,984	661	null	Business	Self-employed	13	Fair	0.551725	295,669	4	Port Joshua	GA	Grenada	3	0	Low
20	Female	Master's	Married	null	652	48,311	Auto	Employed	15	Excellent	0.165993	202,837	2	Jasonstad	ND	Gabon	3	0	Low
62	Female	PhD	Widowed	65,134	688	33,014	Personal	Employed	6	Good	0.493009	128,020	2	New Tyler	GU	Jordan	4	0	Low
40	Male	PhD	Single	78,097	663	26,963	Home	Unemployed	6	Good	0.129909	256,749	2	Alexandriaville	AS	Philippines	2	2	Low
67	Female	Master's	Married	20,792	636	29,432	Auto	Self-employed	8	Good	0.349481	288,064	2	Davidmouth	VI	Mayotte	1	1	Low
28	Male	Bachelor's	Single	67,059	761	16,569	Personal	Unemployed	9	Poor	0.300002	149,175	3	South Micheleside	SD	Saint Pierre and Miquelon	2	0	Medium
47	Male	PhD	Single	25,022	785	11,905	Auto	Employed	0	Excellent	0.565917	276,196	3	Jacobtown	OK	Montenegro	2	2	Medium
37	Non-binary	High School	Divorced	47,133	789	49,838	Personal	Self-employed	0	Poor	0.229258	null	0	South Nicole	NV	Nauru	0	1	Medium
54	Female	Bachelor's	Divorced	22,108	608	26,009	Auto	Unemployed	4	Excellent	0.548802	65,873	3	Welchborough	NC	Antarctica (the territory South of 60 deg S)	2	2	Low
65	Non-binary	Bachelor's	Widowed	null	759	30,591	Personal	Self-employed	16	Good	0.462683	291,561	4	South Tinahaven	TX	Jordan	0	1	Low
52	Non-binary	Bachelor's	Single	94,266	690	41,006	Auto	Employed	14	Good	0.108941	140,014	2	East Emilyside	GA	Bosnia and Herzegovina	3	0	Low
38	Male	Bachelor's	Divorced	49,698	null	31,232	Home	Employed	7	Poor	0.470446	245,236	0	New Shannon	ID	Dominica	1	2	High
34	Male	PhD	Single	80,049	700	9,379	Home	Self-employed	10	Fair	0.503068	null	0	New Erin	PW	Sierra Leone	2	0	Medium
43	Non-binary	Bachelor's	Single	50,932	675	null	Auto	Employed	4	Excellent	0.20657	257,714	4	Vaughanport	MO	United States Minor Outlying Islands	2	1	Medium
62	Female	High School	Widowed	77,326	601	6,704	Auto	Self-employed	9	Fair	0.106999	201,209	2	Lake Evelynborough	AR	Guam	2	0	Medium
27	Male	Bachelor's	Single	23,577	651	31,783	Home	Self-employed	14	Good	0.486669	258,639	null	North Robert	FM	Lesotho	2	2	Low
53	Female	Bachelor's	Divorced	74,774	677	20,920	Auto	Unemployed	19	Excellent	0.438265	126,521	1	Royport	MT	Jamaica	3	2	Low
35	Male	High School	Single	null	636	null	Home	Employed	12	Poor	0.118911	157,825	3	East Joshuafort	GA	Cocos (Keeling) Islands	4	1	Low
45	Female	Bachelor's	Divorced	107,160	652	44,757	Home	Employed	11	Good	0.120905	83,345	4	Lake Johnmouth	NH	Switzerland	3	0	Low
28	Non-binary	PhD	Divorced	null	782	41,777	Business	Employed	8	Excellent	0.582265	163,740	null	Port Connor	RI	Marshall Islands	4	2	Low
35	Non-binary	Bachelor's	Single	52,746	724	45,344	Business	Unemployed	19	Poor	0.411	208,129	1	Nicholasville	SC	Afghanistan	0	2	Low
26	Female	PhD	Married	null	739	10,029	Auto	Unemployed	15	Excellent	0.586788	94,210	3	Georgefurt	ND	Lao People's Democratic Republic	4	1	Low
29	Non-binary	High School	Widowed	null	637	34,108	Home	Employed	15	Poor	0.176579	186,351	0	East Kaitlynberg	OK	Andorra	4	1	Medium
61	Non-binary	PhD	Widowed	28,079	761	null	Business	Self-employed	4	Fair	0.30262	85,329	0	Port Michelle	PR	Philippines	4	2	High
58	Female	Master's	Widowed	98,229	603	39,253	Business	Employed	14	Good	0.561188	225,389	1	South Brianberg	MA	Swaziland	4	2	Low
40	Female	PhD	Widowed	107,738	756	13,481	Auto	Self-employed	6	Fair	0.572113	290,992	null	Lake Michelleton	NE	Ecuador	4	1	Medium
54	Female	High School	Divorced	118,144	606	22,024	Auto	Unemployed	13	Fair	0.465189	167,564	3	East Ryanville	SC	Niger	0	1	Low
42	Non-binary	High School	Divorced	36,829	773	null	Personal	Employed	18	Poor	0.492356	null	2	Craigville	MT	Ecuador	null	2	Low
58	Non-binary	High School	Married	78,543	678	36,343	Business	Unemployed	9	Poor	0.114296	103,672	0	Chelseaport	MN	Mozambique	1	0	Medium
35	Female	High School	Married	86,640	604	30,427	Home	Employed	15	Poor	0.148161	253,050	1	North Sharonchester	WV	Yemen	null	0	Low
34	Non-binary	PhD	Single	113,391	null	null	Personal	Unemployed	3	Good	0.598635	62,113	3	Emilychester	GU	Turkey	null	2	Medium
44	Non-binary	PhD	Married	99,951	718	null	Business	Employed	5	Excellent	0.172703	219,012	null	Christopherstad	NY	Central African Republic	0	1	High
45	Male	High School	Widowed	null	null	39,762	Business	Self-employed	15	Fair	0.504621	null	2	South Heatherborough	MT	Malawi	1	2	Low
69	Non-binary	Master's	Single	101,560	652	6,999	Business	Unemployed	1	Good	0.502682	235,461	1	Mendezville	FL	Turks and Caicos Islands	0	0	Low
34	Non-binary	Master's	Divorced	87,759	698	46,918	Home	Unemployed	17	Excellent	0.465361	224,509	2	New Brandy	AR	Saudi Arabia	3	0	Low
51	Female	Master's	Single	62,381	619	34,113	Personal	Employed	15	Poor	0.599118	231,228	1	Antoniochester	ME	Angola	2	2	Low
18	Male	Master's	Single	62,290	651	42,621	Business	Employed	10	Excellent	0.274504	54,169	4	East Kimberlyton	NC	Brunei Darussalam	1	1	Low
39	Non-binary	High School	Divorced	26,855	631	null	Auto	Unemployed	4	Poor	0.480705	270,421	3	Brianland	CT	Sri Lanka	1	1	Medium
30	Non-binary	Bachelor's	Widowed	104,403	632	null	Auto	Employed	6	Good	0.2588	283,305	0	Lake Keith	WY	Seychelles	0	2	Low
29	Male	Master's	Married	87,258	641	33,979	Business	Self-employed	9	Poor	0.27929	null	3	Melissashire	DE	Cape Verde	2	1	Medium
19	Female	Bachelor's	Single	103,940	715	46,660	Home	Unemployed	16	Excellent	0.527617	88,553	3	West Lawrence	CO	Lithuania	null	1	Medium
61	Female	Bachelor's	Divorced	97,195	720	49,431	Auto	Employed	16	Fair	0.545755	null	2	Powersberg	AK	San Marino	0	2	High
38	Female	Master's	Divorced	24,521	null	30,548	Auto	Unemployed	3	Fair	0.392642	129,806	3	Huangside	OK	Taiwan	null	0	Low
21	Male	High School	Married	48,223	602	39,377	Business	Unemployed	8	Excellent	0.180327	44,326	2	Davistown	IL	Guinea	3	2	Low
23	Male	High School	Single	23,642	621	39,657	Auto	Self-employed	19	Poor	0.428475	29,916	1	Rachelborough	TN	Australia	1	0	Low
60	Female	Bachelor's	Divorced	36,603	786	45,743	Business	Unemployed	14	Good	0.139534	150,966	4	Natashachester	VA	Nigeria	3	1	Low
22	Non-binary	Bachelor's	Married	43,212	601	27,061	Business	Employed	11	Poor	0.530874	261,848	4	West David	MA	Romania	null	1	Low
55	Male	Master's	Divorced	84,509	744	31,510	Auto	Self-employed	2	Good	0.300801	27,836	4	East Annhaven	PR	Tunisia	2	1	Low
63	Non-binary	PhD	Divorced	97,918	721	45,124	Auto	Unemployed	14	Fair	0.127099	199,397	3	East Mitchell	DC	Thailand	null	1	Low
29	Male	Bachelor's	Single	97,810	null	null	Auto	Unemployed	16	Fair	0.416867	291,480	1	Thompsonstad	DE	Montserrat	3	0	Low
31	Male	PhD	Widowed	null	685	18,144	Business	Unemployed	7	Poor	0.120225	null	0	East Heather	ND	Madagascar	0	1	Medium
60	Non-binary	Bachelor's	Divorced	29,718	651	22,776	Home	Self-employed	4	Good	0.142996	48,721	3	Nicholasborough	NJ	Dominica	4	0	Medium
39	Female	Bachelor's	Single	102,032	null	35,244	Auto	Self-employed	7	Poor	0.385092	51,493	1	Reynoldschester	ND	Kenya	4	1	Low
64	Male	Bachelor's	Single	null	683	20,934	Auto	Unemployed	3	Fair	0.191021	128,737	null	Johnsonmouth	MO	Chad	3	1	Medium
37	Non-binary	PhD	Divorced	102,910	673	29,877	Business	Self-employed	18	Good	0.499805	282,094	4	East Brianville	ME	Nepal	3	0	Low
27	Male	Bachelor's	Single	31,073	696	20,178	Auto	Self-employed	5	Poor	0.211085	126,314	0	Connorland	NC	Czech Republic	4	2	Medium
61	Female	PhD	Married	54,866	744	9,254	Home	Unemployed	7	Good	0.409417	null	2	Martinport	MS	Uruguay	4	1	Low
21	Non-binary	Bachelor's	Divorced	107,208	673	25,031	Home	Self-employed	8	Fair	0.132729	210,627	null	West Cassie	AL	Montenegro	2	0	Low
31	Male	Master's	Widowed	45,357	696	28,709	Personal	Self-employed	11	Poor	0.283018	128,036	null	East Katiefurt	VT	Turkey	4	2	Low
68	Non-binary	High School	Divorced	89,073	614	33,960	Home	Unemployed	7	Good	0.286429	62,617	1	Marshshire	MD	Thailand	0	1	Medium
59	Male	High School	Married	42,357	731	5,443	Business	Self-employed	0	Poor	0.543775	null	4	Lake Timothy	FM	Bahamas	3	2	Medium
33	Female	Bachelor's	Divorced	44,198	742	23,785	Home	Self-employed	3	Good	0.315078	101,775	null	Duffyborough	WI	Gambia	2	1	Low
40	Male	High School	Single	81,455	793	13,475	Business	Employed	4	Fair	0.339944	215,656	null	Scottstad	OH	Somalia	1	2	Low
50	Female	Master's	Divorced	91,728	766	null	Personal	Unemployed	2	Excellent	0.118998	102,109	3	Danielfurt	CO	Equatorial Guinea	0	0	Low
65	Male	High School	Divorced	null	621	34,300	Home	Employed	13	Poor	0.135657	182,539	4	Davidside	AS	Latvia	null	1	High
58	Male	Bachelor's	Divorced	21,780	796	41,489	Home	Self-employed	11	Excellent	0.202578	109,152	2	Lake Moniquehaven	WY	Vanuatu	1	2	Low
18	Female	High School	Divorced	null	null	48,636	Personal	Self-employed	4	Excellent	0.433966	127,441	null	Kevinbury	MA	Guyana	1	1	Low
40	Female	PhD	Divorced	null	613	37,758	Home	Self-employed	5	Fair	0.363627	null	0	Avilatown	OR	Saint Helena	1	0	Medium
64	Male	Bachelor's	Single	null	605	28,949	Auto	Unemployed	17	Excellent	0.250122	28,276	3	Loganport	MT	Montserrat	2	2	High

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