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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
58	Male	Bachelor's	Married	72,201	634	49,256	Business	Self-employed	17	Excellent	0.291478	272,605	1	Port Justin	WY	Slovakia (Slovak Republic)	1	1	Low
63	Non-binary	Bachelor's	Widowed	35,405	721	25,819	Personal	Employed	10	Excellent	0.360834	227,586	3	Pachecoland	MH	Iraq	0	1	Low
43	Male	High School	Single	96,488	756	12,078	Business	Self-employed	13	Excellent	0.242166	270,577	0	South Ronald	OR	Romania	2	1	High
20	Female	Master's	Widowed	25,840	708	null	Personal	Self-employed	13	Excellent	0.509353	179,000	2	Austintown	TN	Kazakhstan	3	2	Low
46	Non-binary	High School	Married	55,658	721	6,074	Personal	Unemployed	18	Poor	0.493352	70,375	0	Russelltown	AK	Norway	3	1	Low
28	Male	High School	Widowed	34,141	null	20,825	Home	Employed	18	Good	0.39876	154,777	4	Lake Bettyborough	RI	Greenland	3	1	High
36	Female	Master's	Widowed	65,258	715	33,602	Home	Self-employed	0	Fair	0.578033	203,645	3	Carmenchester	OH	Egypt	0	2	High
35	Non-binary	Bachelor's	Single	89,907	620	18,941	Business	Self-employed	15	Fair	0.382371	152,258	3	Medinatown	MH	Congo	1	0	Medium
57	Male	Master's	Divorced	59,459	687	34,149	Auto	Unemployed	19	Good	0.348614	72,293	4	Smithland	MD	Malta	4	2	High
56	Male	Master's	Married	26,799	637	49,814	Auto	Self-employed	15	Fair	0.298168	84,744	1	West George	IL	British Virgin Islands	4	0	Medium
20	Male	Bachelor's	Widowed	93,758	null	14,868	Home	Employed	9	Excellent	0.285418	192,717	null	East Travismouth	NH	Samoa	0	0	Low
39	Non-binary	Master's	Widowed	46,014	621	null	Personal	Employed	8	Excellent	0.178625	104,780	4	Parkerland	PW	Saint Pierre and Miquelon	1	0	Low
50	Female	High School	Married	92,138	615	15,811	Auto	Self-employed	11	Poor	0.550138	195,186	1	West Scottberg	ID	Mauritius	4	1	Medium
62	Male	PhD	Divorced	58,057	658	44,872	Personal	Employed	2	Good	0.396885	163,001	0	Brownshire	FL	Guinea	1	1	Medium
29	Male	High School	Single	null	636	31,610	Home	Employed	1	Excellent	0.296404	135,496	2	North Carrie	OK	Bosnia and Herzegovina	0	2	High
21	Male	Master's	Divorced	84,046	753	13,249	Business	Unemployed	12	Excellent	0.564724	246,545	2	Kathrynfort	RI	Iceland	3	2	Medium
35	Female	PhD	Widowed	41,309	718	40,301	Business	Self-employed	18	Fair	0.574381	164,986	3	Hicksberg	PA	Kazakhstan	2	2	Low
61	Male	High School	Single	48,022	669	10,730	Auto	Unemployed	12	Excellent	0.313958	74,715	null	New Dennis	WV	Cote d'Ivoire	0	0	Low
55	Female	High School	Divorced	41,395	611	36,832	Home	Self-employed	6	Excellent	0.470262	217,232	1	Reedhaven	PW	Hong Kong	2	1	Low
38	Male	Master's	Divorced	28,512	743	26,072	Personal	Employed	13	Excellent	0.363748	null	4	Murrayview	TX	Falkland Islands (Malvinas)	null	2	Low
43	Male	High School	Widowed	23,454	763	22,511	Business	Employed	2	Good	0.283858	80,599	3	West Nicholas	MO	New Caledonia	null	1	Low
51	Male	Bachelor's	Married	null	722	33,697	Business	Employed	14	Fair	0.588725	null	1	Perezport	MD	Lithuania	null	2	Low
19	Female	Bachelor's	Married	27,501	617	9,915	Personal	Unemployed	4	Excellent	0.435982	67,794	0	Linhaven	TX	Saint Pierre and Miquelon	3	2	Low
60	Non-binary	Master's	Widowed	107,951	698	31,174	Home	Employed	0	Excellent	0.179063	58,991	0	Annberg	FM	Christmas Island	4	2	Medium
22	Female	PhD	Widowed	101,311	773	19,260	Home	Self-employed	18	Poor	0.457136	248,824	2	Kristenton	KS	Andorra	0	0	Low
69	Non-binary	Master's	Single	106,157	606	30,826	Business	Unemployed	6	Excellent	0.443468	167,131	1	Lake Christineland	WI	Mexico	2	0	Low
33	Non-binary	PhD	Divorced	47,429	null	29,156	Auto	Employed	17	Fair	0.367593	232,518	3	Harrisfort	NC	Ukraine	3	1	Medium
60	Male	High School	Single	27,925	648	45,221	Personal	Unemployed	10	Excellent	0.39853	159,979	0	Lake Brentburgh	HI	United States of America	2	1	Low
61	Female	Master's	Divorced	68,929	796	44,013	Auto	Employed	14	Excellent	0.391115	64,579	1	Port Williamland	LA	Cape Verde	4	0	Low
37	Non-binary	Master's	Single	103,323	null	17,377	Home	Employed	11	Good	0.106171	296,681	1	North Michael	WY	Afghanistan	2	1	Low
32	Female	Master's	Divorced	20,123	null	16,662	Personal	Employed	12	Good	0.434933	null	0	South Cheryl	DE	Mali	2	1	Medium
41	Non-binary	Master's	Single	91,333	786	31,123	Business	Employed	4	Poor	0.221691	37,221	0	South Craig	CO	Luxembourg	3	1	Low
57	Non-binary	Bachelor's	Married	27,019	null	26,980	Personal	Employed	1	Poor	0.395695	197,866	3	Welchport	ND	Niger	2	0	Low
20	Female	PhD	Divorced	47,552	605	15,147	Personal	Self-employed	12	Fair	0.316042	141,276	4	Lake Frank	CA	Mauritius	2	2	High
59	Non-binary	High School	Widowed	26,829	626	32,445	Personal	Unemployed	10	Good	0.426068	129,899	3	South Scott	IN	Tanzania	1	2	Low
27	Non-binary	High School	Widowed	51,854	null	20,698	Personal	Unemployed	18	Fair	0.162083	195,751	2	South Carolinemouth	NC	Ireland	1	2	Medium
32	Male	High School	Married	108,675	695	26,864	Business	Unemployed	3	Good	0.10499	268,640	1	Davilahaven	PW	Uruguay	null	1	Low
27	Male	Bachelor's	Widowed	null	725	16,132	Business	Self-employed	13	Fair	0.371679	248,002	0	East Lauraview	OK	Romania	0	1	Low
43	Male	Master's	Widowed	null	null	7,861	Business	Unemployed	19	Fair	0.455649	241,557	1	Valdeztown	NE	Denmark	3	1	Low
26	Male	Master's	Single	47,025	743	48,594	Personal	Employed	3	Excellent	0.546308	282,983	0	Robertton	HI	Vietnam	0	0	Low
37	Non-binary	Master's	Married	null	762	33,718	Home	Employed	12	Good	0.303772	246,792	null	Adrianland	FL	Finland	1	2	Medium
66	Female	Bachelor's	Married	59,056	657	48,292	Personal	Employed	7	Excellent	0.558397	null	3	Moraleston	PW	Jordan	0	0	Medium
37	Male	Bachelor's	Widowed	97,015	620	18,454	Business	Employed	0	Excellent	0.39077	27,930	3	Cummingsborough	OH	Namibia	3	1	Low
67	Male	Master's	Married	93,332	762	12,001	Home	Self-employed	15	Good	0.166347	228,246	0	Stevenview	KY	Mauritania	3	1	Low
47	Male	PhD	Widowed	109,846	715	null	Business	Self-employed	11	Fair	0.599884	144,600	null	Averyfurt	LA	Guam	0	0	Low
50	Male	Master's	Widowed	81,064	752	44,511	Business	Employed	10	Good	0.523605	229,288	3	South Michelleton	VT	French Southern Territories	0	0	Low
56	Male	High School	Single	87,541	null	null	Auto	Unemployed	19	Poor	0.259885	139,339	null	West Charles	GU	Switzerland	null	0	Medium
49	Female	Bachelor's	Divorced	98,443	646	null	Business	Self-employed	12	Excellent	0.565985	106,698	null	Rossberg	CT	Bosnia and Herzegovina	3	1	Low
39	Female	High School	Widowed	59,244	null	18,332	Auto	Unemployed	3	Fair	0.44495	205,970	0	Port Robin	ME	Hungary	2	2	Low
33	Female	Master's	Divorced	57,487	606	42,138	Home	Self-employed	11	Fair	0.149719	null	1	North Stephaniefort	OR	Colombia	2	0	High
58	Male	Bachelor's	Married	109,944	null	25,673	Business	Unemployed	13	Poor	0.587448	175,167	0	Port Christianbury	DC	Cote d'Ivoire	null	1	Medium
50	Female	High School	Single	93,883	600	38,145	Personal	Self-employed	10	Good	0.308159	20,533	3	Matthewsstad	CT	Finland	4	2	Low
33	Male	High School	Single	81,604	672	25,954	Personal	Self-employed	4	Excellent	0.496666	228,644	1	Austinport	VT	Lesotho	2	0	Medium
53	Female	Master's	Divorced	36,960	615	34,099	Personal	Employed	13	Excellent	0.215645	60,513	1	Jonesmouth	FL	French Guiana	2	0	Low
65	Non-binary	PhD	Married	80,683	676	null	Home	Self-employed	3	Good	0.212324	202,939	2	Snydermouth	AZ	Barbados	2	0	Low
44	Male	PhD	Divorced	36,076	750	33,764	Personal	Self-employed	10	Good	0.521302	221,534	null	Kristinbury	SC	Tunisia	1	1	Low
68	Female	PhD	Married	null	776	18,457	Business	Employed	10	Good	0.453626	295,234	4	Lake Marystad	GA	Fiji	1	1	Low
31	Female	High School	Widowed	119,345	628	44,735	Home	Employed	9	Good	0.580145	230,928	4	West Davidfort	NE	Sao Tome and Principe	0	0	Medium
19	Male	Master's	Divorced	53,733	null	15,617	Auto	Self-employed	1	Fair	0.558685	100,919	1	Williamsbury	MD	Senegal	3	1	High
18	Non-binary	High School	Divorced	33,869	785	36,935	Business	Self-employed	14	Excellent	0.298899	278,337	2	Dakotaland	DE	Spain	null	0	Low
68	Non-binary	High School	Divorced	null	673	43,902	Home	Employed	10	Good	0.237277	90,647	null	Larryberg	NC	Macao	4	2	Low
23	Female	High School	Widowed	26,033	659	28,648	Home	Self-employed	0	Excellent	0.498407	165,913	3	North Pamela	CA	Burkina Faso	2	2	Low
40	Female	High School	Married	96,676	780	19,464	Personal	Unemployed	9	Fair	0.335519	186,439	4	Lake Jacquelineberg	CO	Russian Federation	1	1	Low
37	Male	High School	Married	null	674	24,804	Business	Self-employed	1	Poor	0.419302	146,753	3	South Veronica	AR	Sao Tome and Principe	1	2	Low
49	Female	PhD	Single	23,952	null	8,359	Auto	Unemployed	9	Excellent	0.486063	298,910	0	Lake Anthony	TX	Haiti	4	0	Low
38	Male	Master's	Married	39,359	631	8,905	Personal	Unemployed	18	Poor	0.201523	107,448	null	Port Derrickport	GU	Antigua and Barbuda	null	2	Low
63	Female	High School	Married	118,369	790	28,081	Personal	Employed	2	Excellent	0.523162	null	2	Port Roberto	MT	Paraguay	0	1	Low
51	Non-binary	Bachelor's	Widowed	80,859	779	null	Auto	Unemployed	13	Excellent	0.519594	157,292	null	South Cody	ME	Guyana	1	2	Medium
62	Male	PhD	Single	null	724	37,081	Business	Self-employed	14	Fair	0.316128	123,391	2	Nathanside	VI	British Virgin Islands	0	0	Low
29	Female	Master's	Single	93,246	681	null	Home	Self-employed	14	Good	0.141234	53,599	0	Port Herbertview	KY	Jordan	4	2	Low
42	Male	Bachelor's	Single	52,632	654	33,305	Auto	Self-employed	19	Poor	0.581936	null	3	South Kimberly	LA	Kazakhstan	1	0	Medium
66	Female	PhD	Divorced	109,751	630	null	Personal	Self-employed	8	Poor	0.36216	124,444	0	Lake Adrianstad	CO	Liechtenstein	null	0	Low
54	Male	PhD	Single	26,886	638	31,738	Personal	Unemployed	6	Good	0.262638	185,758	3	Jamiestad	AK	Nicaragua	3	0	High
41	Male	PhD	Widowed	106,129	660	null	Home	Employed	7	Poor	0.213834	38,645	4	Lake Stephen	AL	Myanmar	0	1	Low
63	Male	Master's	Married	null	655	22,862	Auto	Unemployed	4	Poor	0.486961	null	1	Lake Amberstad	MI	Montenegro	3	0	Low
41	Female	High School	Married	70,304	702	18,494	Business	Unemployed	3	Fair	0.14601	48,162	0	New Christophertown	VT	Saint Lucia	3	1	Low
41	Male	Bachelor's	Single	100,978	null	37,779	Personal	Unemployed	3	Excellent	0.293923	114,625	0	North Anthonyview	IA	Guatemala	null	0	Low
26	Non-binary	Bachelor's	Married	63,346	645	null	Business	Unemployed	8	Poor	0.284714	172,806	0	Cherylside	PR	France	3	1	Medium
69	Non-binary	Master's	Divorced	51,346	612	9,083	Auto	Self-employed	12	Excellent	0.405006	128,515	2	Benjaminburgh	ID	Iran	3	1	Low
32	Female	High School	Widowed	68,821	719	8,110	Home	Unemployed	5	Good	0.485633	155,318	0	East Morgan	NY	Austria	1	1	Low
36	Non-binary	Bachelor's	Widowed	85,316	null	20,072	Home	Unemployed	16	Good	0.118055	null	null	Brianton	OH	China	2	1	Medium
61	Male	PhD	Widowed	31,227	788	15,619	Personal	Self-employed	0	Good	0.529218	null	2	Kathleentown	MD	Vanuatu	null	2	High
35	Non-binary	Bachelor's	Widowed	96,670	663	null	Personal	Unemployed	16	Poor	0.290024	252,133	4	Port Shelly	KY	Albania	2	0	Low
24	Male	PhD	Single	null	701	10,665	Auto	Self-employed	1	Poor	0.234945	87,568	4	Maryfurt	AK	Chad	4	2	Medium
57	Non-binary	Master's	Married	79,019	740	31,571	Home	Employed	9	Excellent	0.249483	153,720	4	Thomashaven	CO	Germany	0	0	Medium
21	Non-binary	Bachelor's	Single	104,946	631	37,338	Home	Unemployed	12	Poor	0.162533	92,216	0	New Jennifer	VI	Slovakia (Slovak Republic)	2	1	Low
59	Male	Master's	Divorced	24,297	723	14,768	Home	Self-employed	8	Excellent	0.158658	30,686	null	Wadebury	LA	Heard Island and McDonald Islands	3	1	Low
60	Non-binary	High School	Divorced	117,504	741	21,308	Auto	Self-employed	6	Excellent	0.534103	48,360	3	Lake Sonya	DE	Cameroon	null	2	Low
61	Female	Master's	Widowed	111,212	664	23,540	Auto	Unemployed	0	Excellent	0.331072	179,333	3	Juantown	MO	Korea	1	2	Medium
69	Female	Bachelor's	Married	76,625	749	6,396	Business	Employed	18	Fair	0.553697	53,804	0	Lake Derek	UT	Colombia	2	0	High
28	Male	High School	Married	36,611	760	28,089	Home	Self-employed	14	Excellent	0.368788	240,276	0	East Raymond	MH	Iran	3	1	Medium
67	Female	High School	Married	33,565	794	20,104	Auto	Self-employed	18	Excellent	0.157879	141,664	4	Manningstad	GU	Lesotho	1	2	Low
57	Male	Master's	Married	99,303	null	17,249	Personal	Employed	7	Excellent	0.317554	295,864	2	Frankberg	ME	Nauru	2	2	Low
31	Female	Bachelor's	Married	47,606	747	35,825	Personal	Self-employed	16	Excellent	0.236147	148,282	3	East Mitchell	ID	Egypt	2	2	Low
24	Male	High School	Married	null	695	32,980	Personal	Self-employed	5	Good	0.148409	null	1	Leeberg	ME	Falkland Islands (Malvinas)	4	2	High
59	Female	Bachelor's	Widowed	73,001	704	44,848	Home	Self-employed	19	Fair	0.231736	62,701	null	West Nicholasberg	LA	Ecuador	4	1	Medium
29	Non-binary	Bachelor's	Married	23,205	604	null	Business	Unemployed	18	Fair	0.512088	71,605	null	Ronaldhaven	MD	Western Sahara	0	0	Low
33	Female	PhD	Married	76,298	687	12,512	Business	Self-employed	0	Excellent	0.1062	102,482	4	Christinamouth	NE	United Arab Emirates	2	2	Low
62	Non-binary	Master's	Married	59,513	781	26,324	Personal	Unemployed	10	Excellent	0.540362	227,635	1	South Micheal	AS	Cayman Islands	null	1	High
29	Male	Bachelor's	Married	50,816	null	40,173	Home	Self-employed	6	Good	0.377015	199,476	2	Delgadoberg	NE	Cote d'Ivoire	2	1	High

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