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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
33	Non-binary	Master's	Divorced	83,554	743	48,664	Home	Unemployed	16	Fair	0.254593	96,989	0	Brooksville	AS	Pitcairn Islands	0	1	Low
24	Female	High School	Single	null	615	46,589	Home	Unemployed	1	Good	0.172295	239,612	4	South Edwardton	NV	Denmark	null	0	Low
53	Male	Master's	Divorced	62,876	690	39,134	Auto	Employed	9	Good	0.546692	55,565	4	North Jennifer	DC	Bermuda	4	1	Medium
46	Male	High School	Widowed	null	610	35,298	Business	Employed	12	Poor	0.253605	21,868	2	Autumnmouth	VI	Cyprus	1	1	Medium
58	Female	PhD	Divorced	59,113	716	17,384	Auto	Self-employed	15	Excellent	0.366905	140,585	1	Lake Taylorfurt	UT	Montenegro	3	0	Low
32	Male	High School	Divorced	82,495	779	45,378	Business	Employed	13	Good	0.416388	null	null	Stevenstad	GU	Finland	0	0	Low
65	Non-binary	Master's	Married	24,054	731	15,988	Home	Employed	15	Excellent	0.181721	114,409	3	Lake Aaronside	AZ	Central African Republic	1	2	Medium
63	Non-binary	Master's	Divorced	107,017	770	42,405	Personal	Unemployed	9	Fair	0.545623	128,462	3	Matthewhaven	AS	Niger	4	1	High
33	Male	Master's	Single	72,634	null	null	Home	Employed	14	Good	0.431798	256,729	4	East Theresaton	UT	United States Minor Outlying Islands	2	0	High
40	Male	Master's	Married	53,808	634	42,080	Home	Unemployed	6	Good	0.119608	126,718	0	New Jose	AK	Oman	null	0	High
21	Non-binary	Bachelor's	Divorced	110,725	null	null	Business	Self-employed	1	Excellent	0.191816	138,799	2	Lake Doris	AZ	Ukraine	2	2	Low
53	Male	Master's	Married	60,028	617	29,755	Business	Self-employed	14	Fair	0.535282	null	2	Heatherborough	IN	Colombia	3	1	Low
61	Male	Master's	Divorced	81,271	659	32,241	Home	Unemployed	5	Good	0.127872	118,172	4	Port Lori	AK	Serbia	1	0	Low
44	Male	PhD	Married	42,805	678	8,866	Home	Employed	11	Good	0.130469	null	2	East Jenniferborough	MT	Faroe Islands	4	1	Low
61	Non-binary	Master's	Divorced	24,866	null	25,705	Business	Employed	3	Poor	0.568712	81,198	4	North Donaldville	SC	Puerto Rico	null	1	High
61	Female	High School	Divorced	31,218	718	15,915	Home	Self-employed	13	Poor	0.308266	null	null	Tiffanyborough	WI	Moldova	4	1	High
20	Female	High School	Single	82,906	626	16,722	Personal	Self-employed	17	Fair	0.531975	159,448	0	Smithfurt	TN	Guadeloupe	null	1	Low
61	Male	Bachelor's	Single	26,732	668	31,107	Auto	Unemployed	16	Poor	0.181974	64,741	0	Flowersshire	NH	Kyrgyz Republic	4	0	High
30	Female	Master's	Single	30,244	704	33,654	Personal	Self-employed	0	Poor	0.402797	118,539	null	North Alison	MT	Portugal	1	1	Medium
67	Male	Bachelor's	Single	95,276	null	26,314	Auto	Unemployed	10	Fair	0.487824	null	0	South Amy	TX	Andorra	1	1	Low
24	Female	Master's	Married	109,043	721	41,973	Personal	Self-employed	17	Excellent	0.243965	154,466	4	South Kenneth	WA	Taiwan	0	1	Low
23	Female	High School	Widowed	30,707	704	34,617	Personal	Employed	19	Excellent	0.143277	175,278	null	Thomasport	VI	Mexico	0	2	Low
29	Female	Bachelor's	Widowed	112,035	null	28,116	Home	Unemployed	13	Poor	0.263365	null	3	Tanyafort	IA	Botswana	null	1	Low
68	Male	Master's	Single	73,389	669	43,202	Business	Employed	14	Poor	0.303813	204,985	2	West Jacob	NJ	Christmas Island	3	1	Low
19	Non-binary	Master's	Widowed	40,471	null	37,840	Auto	Self-employed	11	Excellent	0.477273	274,055	null	Port Jeremiahview	HI	Grenada	2	0	Low
21	Non-binary	Master's	Married	100,337	687	36,805	Home	Employed	4	Excellent	0.321608	274,938	2	Port Michellehaven	HI	South Africa	0	2	Low
67	Non-binary	Bachelor's	Single	null	null	32,005	Business	Unemployed	9	Good	0.360796	99,899	4	East Kevinstad	AL	Heard Island and McDonald Islands	2	1	Low
38	Non-binary	Bachelor's	Married	50,268	759	16,460	Business	Self-employed	13	Excellent	0.518867	278,633	4	Sanchezmouth	VT	Zambia	4	0	Low
41	Female	PhD	Single	69,056	778	null	Home	Unemployed	4	Fair	0.138333	41,791	4	Lake Jennifer	DE	Niger	3	2	Low
49	Non-binary	PhD	Widowed	58,469	638	48,988	Business	Employed	17	Poor	0.516318	null	3	Lake Joseph	MO	Serbia	0	0	Low
21	Male	Master's	Married	32,661	645	null	Auto	Unemployed	15	Excellent	0.271358	73,387	3	Fisherton	AZ	Slovakia (Slovak Republic)	2	1	Low
40	Female	Bachelor's	Divorced	118,724	672	26,768	Business	Employed	11	Good	0.268599	89,352	0	Lunaborough	PW	Belarus	null	2	Low
48	Female	PhD	Widowed	119,732	778	null	Personal	Self-employed	19	Good	0.548074	54,699	null	Mendozahaven	IA	Tonga	0	0	Medium
51	Non-binary	Master's	Married	69,577	608	7,814	Business	Unemployed	15	Good	0.370437	null	3	Hillfort	OK	Mali	2	0	High
64	Female	High School	Married	109,344	null	8,249	Business	Unemployed	9	Fair	0.430906	191,209	null	New Jimmytown	IN	Guinea-Bissau	4	1	Medium
32	Female	High School	Married	51,795	797	29,238	Home	Employed	19	Excellent	0.122121	212,520	3	West Allison	VT	United States of America	null	1	Low
33	Female	Bachelor's	Single	null	718	21,325	Personal	Unemployed	7	Excellent	0.443643	134,343	0	New Bernard	NE	Saint Barthelemy	2	1	Low
46	Male	High School	Single	87,635	735	45,571	Auto	Employed	12	Excellent	0.253665	84,663	0	Salasmouth	PW	Guadeloupe	null	1	High
49	Non-binary	PhD	Divorced	37,637	690	25,005	Business	Employed	3	Good	0.580976	55,875	0	East Daniel	MN	Niue	4	1	Low
66	Non-binary	High School	Married	null	605	47,073	Home	Unemployed	1	Fair	0.38516	59,106	4	Mitchellfurt	NE	Belgium	0	1	Low
56	Male	High School	Widowed	42,597	644	35,406	Auto	Employed	11	Poor	0.14644	188,660	3	West Barbarafurt	NJ	Faroe Islands	2	2	Medium
69	Non-binary	High School	Married	36,040	737	11,112	Personal	Self-employed	4	Excellent	0.301945	79,983	3	South George	KS	Mauritania	4	1	Low
30	Non-binary	PhD	Divorced	113,321	666	21,127	Personal	Self-employed	6	Good	0.555161	null	2	Thompsonport	KS	Cayman Islands	null	2	Low
21	Female	High School	Divorced	96,729	649	28,026	Auto	Unemployed	9	Excellent	0.275403	70,784	0	Port Angela	WI	Serbia	4	2	Low
33	Male	High School	Divorced	51,147	724	24,812	Personal	Unemployed	11	Poor	0.310227	222,225	3	North Brendanhaven	MP	Comoros	4	1	Low
65	Non-binary	High School	Divorced	113,077	661	14,167	Home	Unemployed	8	Poor	0.375244	178,806	null	Lake Emily	CA	Niue	null	2	Medium
22	Male	High School	Single	100,746	776	45,106	Personal	Unemployed	8	Excellent	0.596818	110,919	2	Susanfurt	VA	Japan	0	0	Low
39	Female	High School	Divorced	93,634	642	8,039	Home	Employed	3	Good	0.490969	24,931	2	Tuckerview	CA	Western Sahara	4	0	Low
57	Female	PhD	Married	89,998	765	21,077	Home	Employed	7	Fair	0.261779	263,635	4	Brittanyside	KS	Cote d'Ivoire	2	1	Low
66	Female	High School	Widowed	96,990	762	16,970	Auto	Employed	10	Fair	0.238446	165,982	3	Port Kelly	TN	Peru	0	0	Medium
49	Male	PhD	Single	115,024	692	7,760	Personal	Employed	12	Poor	0.53683	207,226	4	Warrenfort	MD	Bulgaria	null	0	Low
50	Female	PhD	Married	45,433	null	34,574	Business	Self-employed	2	Fair	0.499508	189,811	1	Lake Christineport	KY	Djibouti	4	0	Low
37	Non-binary	High School	Widowed	57,867	null	39,129	Home	Unemployed	0	Poor	0.146001	288,865	2	Port Chelsea	DC	Burkina Faso	2	1	Medium
33	Female	Master's	Married	74,587	null	15,136	Business	Employed	18	Excellent	0.138823	84,444	4	North Shannonmouth	FL	Sierra Leone	0	2	Low
51	Non-binary	Bachelor's	Divorced	74,039	670	48,828	Business	Self-employed	1	Good	0.268555	null	null	Karlahaven	DE	Pakistan	3	1	Medium
61	Male	PhD	Single	107,110	704	37,337	Auto	Self-employed	6	Excellent	0.302185	null	0	West Andreabury	PA	North Macedonia	4	2	Low
29	Non-binary	Master's	Single	41,086	632	8,447	Auto	Employed	11	Fair	0.148376	45,835	3	West Christopher	GU	Turkey	3	2	High
68	Male	Master's	Divorced	92,035	728	34,079	Auto	Unemployed	1	Fair	0.501899	49,615	3	West Jenniferland	MP	Poland	4	2	Low
43	Non-binary	Bachelor's	Married	116,889	611	20,317	Home	Unemployed	10	Poor	0.317103	91,033	0	New Dennis	VT	Sierra Leone	2	0	Low
62	Female	Bachelor's	Widowed	null	743	14,715	Auto	Self-employed	7	Fair	0.203808	181,498	4	Santostown	MN	Nigeria	1	1	Medium
28	Non-binary	Master's	Widowed	null	652	48,872	Personal	Unemployed	3	Fair	0.479457	257,373	0	North Melissahaven	IL	Zambia	0	0	Low
69	Female	PhD	Single	null	659	18,014	Personal	Self-employed	2	Poor	0.246225	289,425	4	Port Danielburgh	MN	Isle of Man	null	2	Low
31	Female	PhD	Widowed	69,079	null	17,380	Business	Self-employed	0	Excellent	0.293016	190,743	4	East Michaelshire	AR	Comoros	0	1	Low
20	Male	Bachelor's	Widowed	115,659	626	null	Auto	Self-employed	3	Poor	0.368107	86,676	null	North Kennethburgh	NC	Finland	0	2	Medium
67	Non-binary	High School	Single	107,834	707	47,191	Home	Employed	12	Fair	0.552696	275,820	4	Isabelland	AL	Saint Vincent and the Grenadines	null	1	Low
60	Female	Bachelor's	Widowed	109,432	785	31,848	Business	Self-employed	17	Poor	0.460964	null	null	South Brianton	MT	Lithuania	1	2	Low
18	Non-binary	High School	Widowed	28,301	748	null	Auto	Unemployed	7	Excellent	0.522724	86,394	4	South Davidville	VI	Saint Pierre and Miquelon	1	1	Low
61	Female	Master's	Single	116,920	698	34,671	Auto	Unemployed	8	Fair	0.474208	193,391	1	Smithborough	NH	Uruguay	0	2	Low
67	Male	Bachelor's	Widowed	93,098	640	14,192	Auto	Unemployed	9	Poor	0.543844	162,013	2	Port Bradley	MO	Comoros	4	2	Low
55	Non-binary	PhD	Widowed	74,592	698	24,633	Business	Unemployed	12	Excellent	0.272696	89,876	4	West Jose	IN	Nicaragua	null	2	Low
49	Male	Master's	Married	92,986	null	25,866	Personal	Employed	10	Fair	0.164252	22,638	null	Rodriguezburgh	AK	Northern Mariana Islands	3	1	Medium
19	Male	Master's	Single	90,494	701	44,737	Business	Employed	17	Fair	0.439143	247,167	2	Nicoleborough	AS	Palau	1	0	Medium
54	Non-binary	Bachelor's	Single	36,775	null	17,198	Auto	Employed	7	Good	0.171884	23,687	null	Michellemouth	VA	Christmas Island	3	1	Low
62	Male	PhD	Widowed	111,512	794	26,061	Home	Unemployed	13	Poor	0.17064	90,373	4	Margaretland	MN	Luxembourg	0	1	Low
40	Female	High School	Single	30,866	734	21,753	Home	Self-employed	18	Excellent	0.353205	178,641	null	Lake Nicole	SC	Guyana	2	1	Low
69	Female	PhD	Divorced	41,705	751	null	Home	Unemployed	8	Fair	0.391785	123,648	3	Ralphton	MP	Albania	3	2	Low
32	Male	High School	Divorced	82,402	625	42,888	Business	Unemployed	17	Fair	0.10375	null	2	Clarkfurt	IL	Bangladesh	3	0	Low
54	Non-binary	Master's	Married	45,583	679	36,374	Personal	Employed	17	Poor	0.313968	41,576	2	Darleneside	MP	Papua New Guinea	null	2	Medium
43	Non-binary	Master's	Married	111,860	623	16,743	Auto	Unemployed	19	Excellent	0.168661	115,657	1	Stanleybury	KS	Estonia	4	2	Low
28	Non-binary	Bachelor's	Single	null	644	10,121	Business	Self-employed	4	Fair	0.323644	217,493	1	East Jamesside	AL	Cuba	4	0	Low
21	Female	High School	Widowed	65,330	619	48,155	Home	Self-employed	19	Fair	0.4593	113,279	3	New Adam	MS	Grenada	3	2	Low
41	Female	High School	Divorced	63,924	727	14,588	Personal	Employed	0	Excellent	0.389208	253,162	2	Lake Charles	GA	Saint Vincent and the Grenadines	null	1	Medium
46	Female	High School	Married	107,561	null	19,078	Auto	Employed	12	Poor	0.392966	null	0	Fieldshaven	HI	Madagascar	4	1	Low
31	Female	Bachelor's	Single	53,103	null	16,120	Home	Unemployed	18	Poor	0.261947	74,732	3	East Anna	MH	Malawi	4	1	Medium
27	Male	PhD	Married	102,124	780	null	Auto	Employed	7	Good	0.256927	147,386	null	Priceshire	ND	Hong Kong	0	2	Low
52	Non-binary	PhD	Single	47,603	665	49,815	Business	Self-employed	13	Good	0.306555	87,571	0	Port Charles	IN	Greece	4	0	Low
23	Female	Master's	Single	44,512	757	24,839	Personal	Self-employed	17	Good	0.459274	102,429	1	Danieltown	SC	Gabon	2	2	Low
57	Non-binary	PhD	Widowed	115,836	710	35,166	Home	Employed	18	Good	0.283663	null	null	Pamelaberg	WV	United States Virgin Islands	4	0	Low
41	Non-binary	PhD	Widowed	null	709	null	Auto	Self-employed	16	Poor	0.4777	69,258	4	New Brian	WY	Uganda	2	0	High
60	Non-binary	Master's	Widowed	75,332	692	29,869	Business	Self-employed	14	Excellent	0.178617	null	2	West Timothyport	VA	Guinea	null	0	Low
38	Male	Bachelor's	Divorced	84,928	777	6,488	Business	Self-employed	4	Good	0.36592	60,418	1	Debbiestad	NJ	Lao People's Democratic Republic	null	0	Low
23	Female	High School	Married	35,648	705	5,496	Home	Self-employed	1	Excellent	0.474461	211,248	3	Lake Courtney	IL	Netherlands	3	1	Low
66	Female	Bachelor's	Married	104,347	null	15,522	Home	Self-employed	10	Poor	0.386127	46,948	2	West Jason	UT	Saint Barthelemy	null	2	Low
38	Male	Bachelor's	Married	72,182	624	34,000	Business	Self-employed	7	Fair	0.358448	256,579	1	Michaelbury	DC	Saint Kitts and Nevis	3	0	Low
51	Non-binary	PhD	Single	75,919	786	34,940	Home	Employed	9	Fair	0.590659	null	1	Lake Brittany	NH	Moldova	1	2	Low
69	Male	PhD	Single	23,034	793	11,923	Personal	Unemployed	1	Excellent	0.397288	255,166	1	New Nicoleview	ID	Cayman Islands	4	0	Low
46	Female	PhD	Single	24,409	721	45,270	Home	Employed	10	Poor	0.590358	228,689	2	Elizabethbury	NE	Tajikistan	4	1	High
57	Female	Master's	Widowed	94,356	661	45,505	Auto	Unemployed	4	Good	0.256761	null	4	Liuton	ME	Qatar	1	0	Low
20	Male	High School	Married	68,575	686	38,653	Auto	Employed	0	Excellent	0.171817	216,093	3	West Lauren	AR	Netherlands	1	0	Medium
69	Male	Master's	Married	30,683	null	27,157	Business	Self-employed	16	Fair	0.570849	33,574	4	Mitchellburgh	UT	Panama	3	1	Low

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