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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
31	Male	High School	Single	70,337	693	19,213	Auto	Self-employed	19	Good	0.109977	274,572	4	New Alishafurt	KS	Romania	4	0	Low
64	Non-binary	PhD	Single	88,531	null	40,828	Auto	Self-employed	17	Poor	0.250247	142,093	1	Josephton	PR	Saint Helena	3	0	Low
50	Male	Bachelor's	Divorced	113,676	754	45,684	Business	Unemployed	16	Fair	0.21322	29,266	null	Lopezburgh	NY	Holy See (Vatican City State)	4	0	Low
18	Female	High School	Widowed	58,090	706	40,270	Personal	Employed	18	Good	0.401051	122,997	null	Harperberg	RI	Solomon Islands	1	0	Low
47	Male	Bachelor's	Widowed	112,506	791	35,870	Auto	Unemployed	14	Excellent	0.31499	198,445	null	Jamesbury	RI	Pakistan	2	2	High
63	Female	High School	Widowed	95,697	792	null	Business	Employed	5	Fair	0.157935	67,523	4	South Jose	TX	Croatia	4	1	Low
38	Male	PhD	Married	119,405	778	8,666	Personal	Employed	9	Excellent	0.411531	40,622	3	New April	GU	Brazil	0	1	Low
50	Female	High School	Married	53,952	604	null	Auto	Unemployed	2	Poor	0.453004	31,715	1	Port Kayla	OR	Taiwan	2	1	Low
43	Non-binary	Bachelor's	Married	29,117	null	null	Personal	Employed	0	Fair	0.565406	226,229	3	Paulmouth	MA	Chad	null	0	Low
22	Male	High School	Single	75,713	744	25,717	Personal	Self-employed	15	Good	0.591399	91,416	0	Jarvisberg	MD	Bolivia	3	2	Medium
20	Male	Master's	Widowed	24,388	660	10,920	Business	Self-employed	5	Fair	0.338257	255,218	0	East Roger	AR	Brazil	1	0	High
44	Male	Bachelor's	Widowed	null	725	23,970	Personal	Employed	0	Poor	0.212155	null	null	New Susanside	OR	India	2	1	Medium
62	Non-binary	Master's	Widowed	null	725	14,005	Personal	Employed	17	Excellent	0.382655	248,597	null	South Kyleshire	AZ	Chad	3	2	Low
58	Non-binary	Bachelor's	Single	35,316	681	44,907	Home	Self-employed	11	Poor	0.384341	null	4	Newmanton	PA	Korea	3	0	Medium
39	Male	Bachelor's	Single	52,209	770	27,430	Auto	Self-employed	1	Fair	0.366924	null	4	South Miranda	VI	Togo	3	0	Low
24	Male	High School	Single	82,059	776	33,223	Auto	Unemployed	7	Fair	0.187409	167,951	0	Rickyside	WI	Fiji	2	1	Low
46	Non-binary	PhD	Single	50,796	689	null	Home	Employed	11	Good	0.41726	136,572	2	Rosalesstad	FM	Nauru	3	1	Medium
58	Non-binary	Master's	Widowed	96,422	710	7,003	Personal	Employed	0	Excellent	0.458551	131,138	null	East Theresa	MT	Zimbabwe	0	2	Low
41	Non-binary	Bachelor's	Widowed	null	null	38,593	Business	Self-employed	1	Poor	0.277157	33,759	null	South Charles	MS	Mexico	3	0	Low
18	Female	High School	Married	86,735	632	12,565	Personal	Self-employed	15	Fair	0.244014	89,003	0	South Maureenberg	CA	Benin	null	0	Low
65	Non-binary	Bachelor's	Widowed	98,183	727	31,726	Personal	Employed	13	Fair	0.162098	291,548	3	South Robert	LA	China	0	1	Low
60	Male	High School	Single	null	621	37,876	Auto	Unemployed	4	Poor	0.386835	158,159	3	Port Carrie	IN	Cook Islands	0	1	Medium
39	Female	Bachelor's	Single	98,872	711	19,469	Business	Unemployed	17	Good	0.380219	247,058	null	Lake Jasminehaven	WV	Tanzania	3	1	Low
35	Female	Master's	Single	112,674	755	20,584	Auto	Employed	3	Fair	0.192118	213,659	0	Port Elizabeth	IA	Honduras	null	0	Medium
22	Male	High School	Widowed	60,484	601	null	Auto	Unemployed	5	Good	0.101614	260,301	0	New Sarahburgh	MO	Sri Lanka	3	1	Low
31	Non-binary	High School	Widowed	38,946	751	11,980	Business	Employed	3	Good	0.530338	49,165	4	Annaberg	KS	United States Virgin Islands	3	1	Low
49	Female	High School	Married	32,043	null	23,227	Business	Self-employed	8	Excellent	0.365728	125,214	1	Triciaberg	FL	Oman	0	1	Medium
60	Female	Master's	Single	63,574	717	25,487	Personal	Unemployed	17	Excellent	0.419921	264,922	1	Port Pamela	NV	Thailand	1	1	Medium
61	Female	Bachelor's	Single	null	714	null	Auto	Employed	8	Good	0.228686	117,342	2	Taylorton	DE	Zambia	0	1	High
64	Non-binary	Bachelor's	Married	106,057	750	23,083	Auto	Employed	15	Excellent	0.464823	121,181	4	South Jared	NV	Chile	2	1	Medium
39	Female	Master's	Married	77,987	677	18,160	Auto	Employed	18	Excellent	0.554318	233,581	3	Camposfort	OH	Egypt	null	1	Low
32	Female	High School	Single	34,017	641	18,950	Home	Unemployed	17	Good	0.518058	214,007	null	Port Brittany	GA	United Kingdom	2	1	High
55	Non-binary	PhD	Single	21,355	787	20,295	Auto	Employed	13	Fair	0.240401	null	0	Burnettbury	VI	Djibouti	3	0	Medium
30	Male	Bachelor's	Divorced	29,952	769	16,899	Personal	Self-employed	13	Good	0.563663	213,223	2	Hoodland	VT	Cuba	1	2	Medium
19	Female	High School	Divorced	46,924	773	null	Auto	Self-employed	17	Fair	0.423269	209,450	3	Port Codyburgh	ID	Botswana	0	0	Low
40	Female	High School	Divorced	36,925	756	5,916	Business	Unemployed	19	Excellent	0.476689	21,104	null	Sherylbury	OH	Cote d'Ivoire	0	1	Low
36	Non-binary	PhD	Divorced	null	712	15,934	Personal	Unemployed	5	Good	0.393254	264,953	4	North Josephfurt	OH	Saint Barthelemy	0	0	Low
34	Male	High School	Married	null	null	12,292	Home	Self-employed	5	Fair	0.335734	265,992	3	East Jameshaven	ID	Guinea-Bissau	0	2	Medium
25	Non-binary	Master's	Single	67,628	743	18,497	Personal	Self-employed	19	Fair	0.313973	null	0	West Megan	OH	Cuba	3	0	Medium
66	Non-binary	PhD	Single	80,964	640	null	Personal	Employed	4	Poor	0.266819	273,157	2	Dawnville	AS	Mauritania	1	2	Low
66	Non-binary	Master's	Divorced	118,474	713	42,997	Home	Employed	6	Excellent	0.255534	105,535	3	South Jennifer	CO	Mayotte	0	0	Medium
57	Female	Master's	Widowed	89,187	null	43,281	Personal	Self-employed	14	Fair	0.577241	147,542	null	West Timothy	FM	Madagascar	null	1	Low
63	Female	Bachelor's	Widowed	45,587	746	40,156	Auto	Employed	3	Fair	0.422028	215,419	2	Penningtonville	AS	Turkey	2	1	Low
30	Male	High School	Married	23,273	615	44,805	Business	Self-employed	7	Good	0.348984	294,081	null	Stevenshire	MH	Thailand	4	2	Low
41	Male	Master's	Married	45,700	615	30,205	Home	Employed	12	Poor	0.559941	62,711	2	East Kimberlyfort	FL	Nepal	null	0	Medium
43	Male	High School	Widowed	null	672	21,887	Business	Self-employed	15	Excellent	0.349708	55,429	0	Perrychester	NH	Norway	2	1	High
41	Non-binary	High School	Single	null	752	7,601	Auto	Employed	1	Excellent	0.402472	null	null	Port Sandra	GA	Saint Barthelemy	0	1	Medium
69	Female	Bachelor's	Divorced	null	622	48,497	Home	Employed	7	Excellent	0.210099	176,857	null	Loganton	CA	Guam	null	1	High
47	Female	High School	Married	null	735	16,952	Business	Employed	8	Poor	0.201435	264,592	4	North Sabrinafort	NM	Papua New Guinea	2	0	Medium
66	Non-binary	PhD	Single	102,922	667	null	Auto	Unemployed	17	Good	0.220808	null	null	Blankenshipchester	NV	Nigeria	3	1	Medium
35	Male	Master's	Widowed	102,319	787	9,616	Business	Self-employed	5	Excellent	0.266229	217,123	0	West Nancy	FL	United Kingdom	3	0	Low
22	Non-binary	PhD	Widowed	119,869	681	41,088	Home	Unemployed	18	Excellent	0.501808	205,866	4	New Jodiland	SD	American Samoa	2	1	Low
44	Non-binary	PhD	Married	59,673	null	19,135	Business	Employed	17	Good	0.230747	null	1	Port Jamesborough	GU	Bulgaria	2	1	Low
43	Female	Master's	Single	41,031	655	7,100	Home	Unemployed	8	Excellent	0.470695	203,974	4	South John	ID	Myanmar	null	1	Medium
33	Male	Master's	Divorced	117,753	788	5,706	Home	Self-employed	1	Good	0.505308	160,387	1	New Christopher	KS	Yemen	0	0	Low
63	Male	High School	Single	91,296	765	null	Personal	Self-employed	10	Excellent	0.114171	133,134	4	Port Craig	FL	Pakistan	4	1	High
33	Male	Master's	Widowed	92,553	null	40,072	Home	Self-employed	17	Fair	0.492986	27,895	4	New Amber	DE	Brunei Darussalam	4	1	Low
24	Non-binary	PhD	Divorced	58,977	754	30,928	Personal	Self-employed	12	Poor	0.19086	248,236	null	Carpenterburgh	PA	Malaysia	3	1	Medium
24	Male	Master's	Widowed	94,900	774	17,207	Business	Employed	19	Good	0.141424	42,756	3	East Anthonyside	DE	Poland	3	1	Medium
44	Female	Master's	Divorced	null	757	null	Business	Unemployed	9	Excellent	0.395494	216,973	2	Mirandaview	NY	Germany	null	2	Low
68	Female	PhD	Married	null	652	45,452	Business	Employed	19	Poor	0.104647	253,145	1	Jeremyton	ND	Isle of Man	0	0	Low
50	Male	PhD	Widowed	116,429	629	6,264	Auto	Employed	18	Good	0.41747	null	2	Josephview	MT	Mexico	4	2	Medium
20	Female	Master's	Divorced	81,518	742	16,101	Home	Employed	14	Good	0.406695	268,591	3	Fosterview	SD	Northern Mariana Islands	4	2	Low
36	Male	Bachelor's	Widowed	102,504	654	null	Personal	Employed	11	Fair	0.433041	112,773	0	West Gregoryport	MO	Switzerland	2	1	Low
52	Male	Bachelor's	Married	90,889	685	null	Business	Employed	17	Poor	0.472659	213,850	3	Katherineview	AS	Taiwan	3	1	Medium
53	Non-binary	High School	Divorced	51,423	648	23,639	Auto	Unemployed	9	Fair	0.289316	235,763	4	Zacharybury	AS	North Macedonia	4	0	Low
45	Male	Master's	Widowed	34,751	613	7,640	Auto	Employed	13	Fair	0.442163	276,385	null	West Joseph	CO	British Indian Ocean Territory (Chagos Archipelago)	1	0	Low
24	Non-binary	Bachelor's	Widowed	102,097	null	18,429	Home	Self-employed	3	Excellent	0.331645	36,577	1	Lake Michaelside	DC	India	1	0	Low
54	Female	PhD	Divorced	117,421	674	22,789	Business	Self-employed	2	Fair	0.497995	124,207	3	Ramirezville	MT	Togo	0	1	Low
61	Female	High School	Married	115,552	764	26,595	Auto	Employed	12	Excellent	0.184061	225,332	1	South Barbarachester	KS	Argentina	3	0	High
48	Non-binary	PhD	Single	96,848	779	23,244	Personal	Self-employed	16	Poor	0.123736	162,911	null	Port Kayla	TX	Albania	0	0	Medium
41	Female	Bachelor's	Divorced	49,152	641	24,391	Home	Unemployed	2	Good	0.522898	252,528	1	Ryanhaven	AL	Zimbabwe	4	2	High
34	Female	Bachelor's	Widowed	33,224	787	34,448	Business	Self-employed	10	Poor	0.44771	291,551	2	Gatesberg	WV	Monaco	null	2	Low
27	Non-binary	Master's	Divorced	62,154	736	15,709	Home	Self-employed	16	Fair	0.304468	42,642	2	Port Jennaland	NE	Taiwan	4	0	Low
63	Non-binary	High School	Married	null	738	12,023	Auto	Unemployed	14	Excellent	0.34508	140,408	4	Jamieville	TN	Turks and Caicos Islands	3	2	Low
42	Non-binary	Bachelor's	Married	44,911	751	36,342	Home	Unemployed	12	Good	0.450305	272,197	1	New Ryanville	MD	Tuvalu	4	0	Low
28	Non-binary	PhD	Widowed	31,390	775	19,754	Personal	Unemployed	12	Excellent	0.424713	null	2	Connieton	MP	Tajikistan	1	0	Low
48	Non-binary	Bachelor's	Single	44,509	779	28,641	Personal	Self-employed	19	Fair	0.52322	177,634	null	Port Valerie	WV	Cambodia	1	0	Low
38	Non-binary	PhD	Widowed	null	694	38,355	Auto	Unemployed	11	Fair	0.4672	85,212	4	Mooreshire	MH	Belize	3	1	Medium
43	Female	Master's	Widowed	88,117	708	18,118	Auto	Self-employed	19	Good	0.444612	191,652	2	Jacksonfurt	RI	Moldova	1	0	Low
40	Non-binary	PhD	Divorced	55,980	671	21,351	Personal	Unemployed	8	Poor	0.57699	264,267	1	New Kennethside	VA	Qatar	0	0	High
32	Non-binary	PhD	Widowed	95,577	648	46,694	Business	Employed	6	Excellent	0.443899	null	2	North Lanceburgh	KY	Hungary	null	2	Low
55	Female	High School	Single	97,228	729	12,695	Auto	Unemployed	0	Poor	0.406526	221,897	0	Jonathanmouth	AS	Timor-Leste	4	2	Low
25	Female	Bachelor's	Divorced	null	677	30,866	Personal	Employed	7	Poor	0.124338	143,289	null	North Geraldshire	LA	Malawi	2	1	Medium
69	Female	High School	Divorced	68,544	756	16,171	Business	Employed	5	Fair	0.276901	50,064	3	Marymouth	SD	France	4	1	Low
56	Male	High School	Widowed	109,905	733	38,905	Home	Unemployed	16	Poor	0.33059	278,008	2	Nathanville	MA	Ireland	null	2	Low
54	Non-binary	PhD	Married	108,545	747	33,062	Home	Unemployed	2	Good	0.496745	53,026	3	Lake Lindsey	UT	Papua New Guinea	4	0	Medium
24	Male	PhD	Widowed	43,178	707	null	Personal	Self-employed	10	Excellent	0.557256	null	1	West Pamela	LA	Afghanistan	1	0	Medium
35	Female	Bachelor's	Single	72,169	699	46,397	Personal	Employed	11	Poor	0.112879	210,174	1	Adkinsfort	IL	Angola	null	2	High
60	Non-binary	PhD	Widowed	null	null	33,970	Auto	Self-employed	4	Excellent	0.274758	196,800	null	New Christinaton	IA	Paraguay	0	2	Low
65	Non-binary	High School	Divorced	90,377	null	21,742	Personal	Unemployed	2	Fair	0.540985	130,264	null	New Katrinaton	MA	Mozambique	3	2	Low
56	Female	PhD	Married	23,331	770	7,201	Auto	Self-employed	16	Fair	0.218363	null	1	Lake Monicabury	HI	Sri Lanka	0	2	Low
30	Female	High School	Divorced	32,003	697	30,190	Business	Self-employed	18	Poor	0.401581	192,797	2	Robertview	WA	Latvia	4	0	Medium
25	Non-binary	PhD	Single	38,317	659	27,703	Home	Unemployed	7	Poor	0.133408	135,419	0	Patriciamouth	TX	Bouvet Island (Bouvetoya)	2	0	Medium
52	Male	Master's	Widowed	72,168	632	32,354	Business	Unemployed	3	Fair	0.436931	null	1	Melissamouth	NC	Niue	3	1	Low
33	Female	PhD	Widowed	79,790	650	11,782	Auto	Unemployed	11	Good	0.127774	67,308	3	New Jessicaberg	ID	Antarctica (the territory South of 60 deg S)	null	1	Medium
22	Non-binary	PhD	Single	42,474	724	19,111	Auto	Unemployed	4	Excellent	0.173599	56,536	2	East Adrianastad	VT	Yemen	2	0	High
55	Non-binary	High School	Widowed	null	null	null	Auto	Self-employed	17	Good	0.505297	235,700	null	Rojasfort	MI	Falkland Islands (Malvinas)	1	2	Low
49	Non-binary	High School	Divorced	69,600	732	19,580	Personal	Employed	12	Excellent	0.462665	208,754	null	East Feliciaville	WA	Micronesia	2	1	Low
45	Male	Bachelor's	Married	null	null	8,092	Home	Employed	1	Poor	0.434175	null	3	Coxside	IL	Iraq	0	2	Low

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