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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
23	Male	High School	Married	92,868	726	21,915	Business	Self-employed	16	Good	0.350019	284,315	null	Martinchester	DC	Chad	0	0	Medium
27	Non-binary	PhD	Married	51,090	628	null	Personal	Employed	2	Poor	0.118322	263,448	2	West Donald	WY	France	3	0	Medium
58	Non-binary	Master's	Divorced	68,504	694	8,884	Business	Self-employed	16	Poor	0.408692	169,295	null	Lake Amyfurt	DE	San Marino	4	0	Medium
35	Male	Master's	Divorced	56,415	618	5,228	Personal	Self-employed	16	Poor	0.267996	104,274	1	Gilbertland	OH	Maldives	2	1	Low
19	Non-binary	Master's	Divorced	110,636	null	40,713	Home	Employed	11	Good	0.347518	98,573	null	West Carl	WI	Kiribati	null	0	Medium
61	Male	PhD	Widowed	null	764	40,883	Home	Self-employed	11	Good	0.171179	83,447	2	Reyesshire	ND	Saint Kitts and Nevis	3	1	Low
52	Female	Bachelor's	Married	79,618	603	8,244	Auto	Unemployed	5	Fair	0.339158	211,923	1	Quinnmouth	MD	Namibia	2	1	Low
41	Female	PhD	Single	85,365	null	null	Auto	Unemployed	5	Poor	0.209682	139,493	2	South Alec	CO	Antarctica (the territory South of 60 deg S)	null	2	Low
61	Male	Bachelor's	Married	57,096	742	8,875	Business	Self-employed	13	Fair	0.255467	null	0	Mercadohaven	DE	Saudi Arabia	3	1	Low
21	Female	Master's	Single	40,836	625	45,387	Personal	Employed	14	Good	0.144444	154,808	null	Kentside	PA	South Georgia and the South Sandwich Islands	2	2	High
46	Non-binary	High School	Divorced	85,363	700	null	Personal	Unemployed	17	Fair	0.4023	20,125	1	New Natalie	AS	Iraq	3	0	Low
37	Non-binary	PhD	Single	70,511	null	38,049	Personal	Unemployed	17	Excellent	0.474367	24,219	4	Heatherport	PR	Trinidad and Tobago	2	0	Low
27	Non-binary	Bachelor's	Widowed	93,086	734	null	Business	Employed	17	Poor	0.559484	267,780	4	West Tracey	OR	Central African Republic	null	2	Medium
27	Female	High School	Married	48,715	764	36,019	Personal	Unemployed	16	Fair	0.195988	76,111	2	Bennettland	NM	Sri Lanka	null	2	Low
61	Non-binary	High School	Married	33,219	719	26,958	Business	Unemployed	9	Fair	0.480156	121,818	0	North Dakotaberg	DE	Lesotho	4	1	Medium
39	Non-binary	Bachelor's	Married	null	null	28,066	Personal	Self-employed	7	Fair	0.249289	136,778	null	Port Nicholasberg	OR	Macao	0	0	Low
20	Non-binary	High School	Divorced	92,949	658	24,734	Auto	Unemployed	12	Good	0.546164	292,573	3	West Donna	AK	Gibraltar	0	2	Low
46	Female	High School	Single	34,071	700	32,707	Home	Employed	5	Excellent	0.314979	53,842	null	Petersonbury	LA	Slovenia	4	1	Low
64	Non-binary	Bachelor's	Widowed	63,152	649	36,556	Home	Self-employed	4	Good	0.255095	142,627	2	South Eric	VA	Senegal	2	2	Low
37	Non-binary	PhD	Widowed	110,627	null	null	Auto	Employed	9	Fair	0.36731	51,382	3	Guerrerofort	MO	Iceland	null	2	Low
30	Male	Bachelor's	Married	89,694	null	26,450	Business	Self-employed	2	Poor	0.540758	47,884	null	Port Sherriport	MH	Switzerland	1	1	Low
21	Female	PhD	Married	null	712	40,784	Personal	Unemployed	11	Good	0.295786	56,647	2	West Jaime	LA	Paraguay	3	2	Medium
36	Non-binary	Bachelor's	Widowed	87,602	661	14,810	Auto	Employed	14	Good	0.257396	99,278	3	Lake Jonathan	MO	Holy See (Vatican City State)	null	2	Low
34	Non-binary	High School	Widowed	null	779	10,025	Home	Employed	18	Poor	0.561135	24,549	0	Benjaminberg	NC	Paraguay	1	0	Low
36	Male	Bachelor's	Divorced	21,753	null	23,321	Personal	Self-employed	13	Poor	0.483119	117,231	3	Brownton	SD	Estonia	0	0	Low
62	Male	High School	Married	61,417	769	null	Business	Self-employed	14	Fair	0.327252	46,726	3	Rogersborough	AZ	Greenland	0	2	Medium
61	Male	PhD	Widowed	66,025	721	25,986	Business	Employed	10	Excellent	0.158513	128,601	2	Rickymouth	MO	Gambia	2	2	Low
64	Non-binary	PhD	Divorced	23,044	669	38,298	Auto	Employed	6	Good	0.280375	150,426	3	Danielfort	KY	Brazil	1	0	High
52	Male	High School	Divorced	74,261	706	5,090	Business	Employed	9	Good	0.358573	null	2	New Kevinport	PW	Antigua and Barbuda	3	0	Low
59	Female	High School	Widowed	37,349	626	30,905	Business	Employed	5	Excellent	0.512806	254,331	4	East Johnland	HI	Andorra	4	0	Low
43	Male	High School	Divorced	97,085	664	16,427	Auto	Unemployed	19	Poor	0.146516	186,491	3	Deleonside	VT	Luxembourg	1	1	Low
47	Female	PhD	Single	null	612	30,371	Business	Unemployed	18	Good	0.478798	266,094	2	New Cynthiabury	WY	India	3	1	Medium
28	Male	Master's	Married	90,499	742	null	Home	Employed	0	Poor	0.556789	276,877	null	South Dennisport	NM	Uzbekistan	3	1	High
59	Non-binary	PhD	Widowed	31,752	711	28,453	Auto	Employed	8	Good	0.508633	107,891	null	Ramireztown	NH	Ukraine	null	2	Low
46	Male	Bachelor's	Divorced	22,395	668	29,683	Personal	Unemployed	9	Fair	0.508702	274,795	4	South Justin	RI	Andorra	null	0	Low
52	Male	High School	Single	34,732	740	19,632	Auto	Unemployed	14	Good	0.308719	259,540	null	Kevinberg	MA	Nauru	null	1	Low
68	Female	Master's	Divorced	75,892	621	null	Home	Self-employed	18	Fair	0.254155	null	null	Lake Graceburgh	KS	Palau	3	1	Low
28	Female	Bachelor's	Married	36,668	null	null	Home	Employed	7	Fair	0.512573	null	3	Millerchester	TN	Sudan	0	1	Low
64	Non-binary	High School	Divorced	85,573	667	14,241	Business	Employed	16	Fair	0.323489	230,858	0	East Angelaburgh	AS	British Virgin Islands	1	1	Medium
39	Female	High School	Married	null	653	8,953	Home	Employed	8	Fair	0.293564	161,006	null	East Marthaside	VA	Zimbabwe	1	1	High
48	Male	Master's	Widowed	114,483	654	5,163	Business	Employed	7	Poor	0.274104	null	1	West Edwinchester	CT	Sudan	4	2	Low
33	Non-binary	PhD	Divorced	118,538	699	16,065	Personal	Self-employed	1	Poor	0.558778	34,832	2	New Jonathanhaven	NH	Myanmar	3	1	Medium
31	Male	Master's	Married	null	785	null	Business	Unemployed	0	Excellent	0.466364	null	2	Porterfort	VA	Antarctica (the territory South of 60 deg S)	2	0	Low
28	Male	High School	Divorced	null	686	43,888	Auto	Self-employed	19	Fair	0.434112	141,276	4	Matthewland	MA	Germany	4	1	Medium
44	Non-binary	Master's	Married	113,063	638	null	Business	Unemployed	9	Good	0.274268	78,453	0	Whiteport	MN	Zimbabwe	4	0	Low
57	Non-binary	Bachelor's	Single	78,730	680	null	Auto	Employed	14	Poor	0.50228	null	4	Olsonton	ME	Malta	null	0	Low
52	Non-binary	Master's	Single	109,577	607	35,235	Personal	Self-employed	8	Excellent	0.557626	72,940	0	South Rosston	CT	Malawi	0	2	Medium
30	Female	High School	Married	30,110	738	20,526	Auto	Unemployed	8	Poor	0.249116	256,458	4	Seanton	KY	Turkmenistan	null	2	Low
54	Non-binary	Bachelor's	Widowed	84,746	676	12,954	Auto	Unemployed	17	Fair	0.282527	null	2	Caitlinside	MA	Bouvet Island (Bouvetoya)	null	1	Medium
65	Non-binary	Bachelor's	Divorced	82,104	701	16,654	Business	Unemployed	2	Fair	0.531853	284,799	4	Laurastad	LA	Yemen	4	1	Medium
64	Male	Bachelor's	Divorced	96,355	764	31,279	Home	Employed	4	Good	0.379051	226,010	1	Spencerbury	FL	Latvia	3	1	Low
39	Non-binary	High School	Widowed	67,969	null	21,988	Auto	Self-employed	19	Fair	0.530301	null	4	Fieldsstad	LA	Bahrain	0	0	Low
39	Male	Master's	Divorced	41,649	708	39,830	Home	Unemployed	10	Good	0.256221	183,171	0	West Steven	GA	Tokelau	1	2	High
44	Male	PhD	Married	99,397	704	null	Business	Unemployed	16	Excellent	0.126576	51,766	3	Port Stevefurt	PR	Christmas Island	3	1	Medium
50	Male	PhD	Married	90,640	704	16,990	Personal	Employed	12	Poor	0.322837	258,480	4	Myersmouth	DE	Spain	1	0	Low
34	Male	Master's	Divorced	80,064	610	13,916	Personal	Employed	15	Excellent	0.515354	54,664	4	Justinhaven	DE	United Kingdom	0	0	Medium
49	Non-binary	Bachelor's	Married	65,471	681	5,799	Business	Self-employed	10	Excellent	0.101895	null	null	Samuelberg	UT	Cape Verde	0	1	Medium
44	Female	High School	Widowed	74,112	677	null	Business	Self-employed	5	Fair	0.290366	null	1	Youngside	IN	Tonga	2	0	Low
30	Male	Bachelor's	Single	24,158	622	10,109	Personal	Self-employed	18	Fair	0.335642	97,747	null	Burkestad	AZ	Morocco	2	1	Low
55	Non-binary	Bachelor's	Widowed	36,491	793	24,032	Personal	Employed	0	Excellent	0.323856	205,327	null	North Kelly	GA	Sweden	3	2	Medium
66	Female	Master's	Single	22,068	706	22,445	Personal	Self-employed	2	Fair	0.325556	256,530	null	South Brittanyfort	PR	Palestinian Territory	3	2	Medium
65	Non-binary	PhD	Divorced	54,515	730	45,396	Home	Unemployed	18	Good	0.363594	195,559	2	Burgessberg	AZ	Swaziland	1	0	High
69	Female	PhD	Widowed	58,487	720	44,491	Personal	Self-employed	10	Excellent	0.308023	209,169	4	North Stephanieville	MT	Fiji	1	2	Low
49	Female	High School	Widowed	111,801	618	46,024	Business	Employed	4	Fair	0.374716	null	2	New Megan	VI	Costa Rica	4	2	Low
29	Non-binary	Master's	Widowed	44,886	683	11,203	Personal	Unemployed	9	Good	0.575668	null	0	East Leslie	PA	Puerto Rico	2	0	Low
40	Male	PhD	Divorced	94,279	686	35,574	Auto	Unemployed	7	Good	0.183219	288,771	3	South Johnport	PW	Anguilla	3	0	High
40	Non-binary	High School	Married	99,637	692	37,797	Personal	Employed	12	Good	0.480605	null	0	Hernandezshire	AL	Korea	2	1	Low
31	Male	PhD	Widowed	83,924	725	21,734	Personal	Unemployed	0	Fair	0.394161	null	null	New Jerrystad	GA	Sudan	3	2	Low
39	Female	High School	Single	117,217	659	7,799	Auto	Employed	17	Good	0.306761	86,523	0	West Jeffreyfurt	CA	Zambia	2	1	Low
64	Non-binary	High School	Divorced	49,473	667	22,025	Home	Self-employed	14	Fair	0.484992	265,611	0	Jacquelinehaven	MA	Ghana	null	2	Low
27	Female	Bachelor's	Single	117,555	659	27,489	Home	Employed	0	Poor	0.553599	186,467	4	Thompsonstad	AR	Slovenia	1	2	Low
34	Female	PhD	Married	59,883	676	27,434	Personal	Unemployed	10	Excellent	0.121022	null	4	Bethanystad	MI	Saudi Arabia	null	1	Medium
53	Female	PhD	Divorced	31,654	645	38,221	Business	Unemployed	15	Fair	0.513851	96,027	0	New Meganfurt	AR	Colombia	4	0	Medium
50	Non-binary	PhD	Widowed	24,600	717	null	Business	Employed	8	Good	0.189258	80,011	1	Jamesstad	AK	French Guiana	2	2	Low
33	Female	Bachelor's	Divorced	55,911	null	null	Home	Unemployed	14	Excellent	0.34177	155,382	3	East Tiffany	VA	Aruba	null	1	High
22	Female	Bachelor's	Widowed	40,511	682	42,844	Home	Unemployed	1	Good	0.142871	184,322	0	New Philip	WI	Mozambique	null	0	Low
34	Non-binary	Master's	Single	99,845	796	37,891	Business	Unemployed	10	Poor	0.284862	273,085	0	South Oscar	PW	Bouvet Island (Bouvetoya)	3	0	Low
29	Non-binary	High School	Married	66,971	709	25,326	Home	Employed	0	Poor	0.387673	151,112	4	New Candice	FL	Saint Vincent and the Grenadines	2	0	Low
26	Female	Bachelor's	Married	105,694	685	18,794	Business	Unemployed	0	Good	0.320224	23,653	3	Margarettown	MS	Japan	2	2	Medium
51	Male	Bachelor's	Single	84,509	672	15,489	Personal	Employed	11	Poor	0.320474	null	4	South Joelchester	NY	Egypt	null	0	Low
30	Male	Master's	Single	null	null	44,034	Auto	Self-employed	13	Excellent	0.467757	92,906	2	Lake Pamelahaven	NV	Russian Federation	1	1	Low
43	Non-binary	High School	Widowed	110,855	647	47,202	Auto	Self-employed	9	Excellent	0.523463	259,672	2	East Crystalland	OR	China	3	1	Low
63	Female	High School	Widowed	79,220	688	33,483	Home	Employed	7	Fair	0.307981	225,436	3	West Antonioville	TN	Falkland Islands (Malvinas)	2	2	Low
65	Non-binary	Bachelor's	Married	82,771	null	18,960	Auto	Employed	10	Excellent	0.275908	140,249	null	North Charleschester	GU	Malawi	1	1	Low
19	Non-binary	PhD	Married	47,044	null	34,340	Personal	Employed	2	Poor	0.107458	126,231	3	Milesfort	CT	Turkey	3	2	Low
24	Non-binary	High School	Widowed	41,663	655	null	Personal	Self-employed	14	Fair	0.330424	193,760	3	South Gregorymouth	TN	Guadeloupe	3	1	High
48	Non-binary	Bachelor's	Widowed	40,514	null	40,482	Home	Unemployed	5	Poor	0.305158	114,749	null	West Caitlynborough	MP	United Kingdom	2	0	Low
51	Female	Bachelor's	Single	null	787	38,780	Personal	Unemployed	16	Good	0.261499	241,915	4	West Don	MI	Colombia	4	1	Low
29	Female	PhD	Widowed	37,184	707	13,052	Personal	Employed	4	Fair	0.502952	null	2	Osborneview	DC	Jamaica	null	0	Low
40	Non-binary	PhD	Single	36,462	795	11,803	Business	Self-employed	6	Excellent	0.304786	275,977	2	Jordanshire	NV	United Kingdom	4	1	Low
47	Male	Master's	Single	29,442	790	47,083	Business	Employed	14	Good	0.24705	85,377	3	Richchester	PW	Suriname	2	2	Low
54	Non-binary	High School	Widowed	116,666	667	14,997	Auto	Self-employed	6	Fair	0.388087	135,539	4	East Jimmymouth	MN	Czech Republic	4	1	Low
35	Non-binary	PhD	Married	null	null	35,530	Auto	Self-employed	15	Excellent	0.381308	21,087	0	Mccallmouth	VT	Sierra Leone	3	0	Low
20	Female	High School	Widowed	29,635	715	23,199	Home	Self-employed	12	Excellent	0.189329	291,653	2	Port Sandraport	KS	Norway	1	2	Medium
31	Male	Bachelor's	Single	null	623	null	Auto	Unemployed	8	Excellent	0.538922	88,833	1	South Morganbury	GU	Malaysia	null	0	Low
53	Female	Bachelor's	Widowed	48,432	724	25,236	Home	Employed	19	Good	0.356014	137,318	2	Careystad	VI	Netherlands	0	2	Low
42	Female	PhD	Divorced	20,207	753	25,012	Personal	Self-employed	17	Poor	0.264364	171,961	3	Williamsfort	SD	Jordan	2	1	Medium
18	Male	High School	Widowed	54,189	798	33,736	Auto	Employed	1	Poor	0.590558	181,724	null	Lauraville	KY	Bouvet Island (Bouvetoya)	null	1	Low
51	Female	Master's	Divorced	68,217	null	25,105	Home	Self-employed	15	Good	0.595741	29,078	2	Patriciaborough	PR	Netherlands	4	2	Low
54	Male	PhD	Divorced	56,366	767	10,059	Personal	Unemployed	1	Good	0.503786	278,832	2	Cindymouth	WY	Yemen	1	2	Low

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