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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
36	Non-binary	Bachelor's	Widowed	null	null	7,397	Home	Self-employed	17	Good	0.469009	57,731	4	Deanchester	MS	Moldova	null	2	Medium
28	Female	High School	Divorced	115,018	789	23,529	Personal	Employed	11	Good	0.477101	290,952	3	Crystalfort	DE	Kazakhstan	3	1	Low
55	Male	PhD	Divorced	null	732	10,357	Auto	Unemployed	12	Excellent	0.309273	67,630	1	New Douglasfurt	DE	Moldova	2	0	Low
38	Non-binary	PhD	Single	null	609	13,704	Business	Self-employed	16	Poor	0.160307	232,682	3	Wellsmouth	TN	Japan	null	0	Medium
18	Non-binary	PhD	Married	108,644	766	45,358	Auto	Self-employed	15	Poor	0.488016	null	0	North Francis	IN	Korea	1	2	Low
54	Non-binary	Master's	Single	29,449	683	49,541	Auto	Employed	3	Fair	0.355815	260,559	null	South Angelaborough	TN	Seychelles	1	0	Low
54	Non-binary	Bachelor's	Single	57,078	600	null	Personal	Self-employed	4	Poor	0.433312	76,965	4	West Jessestad	AZ	Sri Lanka	0	0	Low
54	Female	Bachelor's	Divorced	23,837	692	5,389	Business	Employed	13	Good	0.542404	175,164	2	New Joseph	VA	Guam	1	0	Medium
22	Female	High School	Married	25,136	771	null	Home	Employed	2	Good	0.206722	42,949	null	Carrfurt	CT	Netherlands Antilles	3	1	Medium
50	Male	Bachelor's	Married	65,097	695	9,075	Home	Employed	15	Excellent	0.210714	261,860	0	Collinsfort	NV	North Macedonia	1	1	Low
24	Male	PhD	Divorced	67,907	732	8,049	Auto	Employed	12	Poor	0.147507	74,216	0	Saraview	MO	Puerto Rico	2	2	Medium
57	Non-binary	PhD	Divorced	null	null	40,993	Auto	Employed	9	Poor	0.570523	156,237	3	Christinaberg	NJ	Northern Mariana Islands	null	2	Low
53	Female	Master's	Widowed	38,405	679	null	Auto	Employed	2	Excellent	0.314141	131,292	4	Mooneyside	OK	Equatorial Guinea	3	0	Low
60	Non-binary	High School	Married	75,149	733	38,108	Personal	Self-employed	16	Excellent	0.378518	null	0	Duncanside	OH	Tajikistan	2	2	Medium
43	Non-binary	Bachelor's	Divorced	62,044	null	40,415	Personal	Self-employed	11	Excellent	0.368345	245,308	3	North William	VA	Guinea-Bissau	3	0	Medium
45	Female	High School	Single	50,875	636	null	Auto	Employed	8	Fair	0.539825	114,013	4	South Thomas	ND	Czech Republic	0	0	Low
40	Male	PhD	Divorced	60,397	628	36,041	Auto	Unemployed	17	Poor	0.420631	null	3	Malikberg	KY	Lebanon	1	2	Medium
69	Female	High School	Widowed	30,886	null	32,960	Personal	Unemployed	11	Good	0.48803	null	null	North Juliechester	CT	Dominican Republic	3	1	Low
37	Female	High School	Divorced	null	630	48,519	Personal	Employed	14	Fair	0.582281	149,597	2	Lake Melodyborough	OH	Cote d'Ivoire	1	1	Low
27	Non-binary	Bachelor's	Widowed	72,181	665	22,569	Business	Employed	2	Good	0.31612	271,732	null	Tylerbury	ME	Burundi	1	2	Low
26	Female	PhD	Single	44,838	656	19,495	Business	Unemployed	12	Excellent	0.127791	73,852	2	Smithhaven	NE	Panama	2	2	Medium
62	Non-binary	Bachelor's	Married	113,075	null	null	Home	Self-employed	3	Good	0.595268	197,044	null	Jenniferchester	RI	Australia	4	1	Medium
20	Female	PhD	Divorced	71,003	737	null	Personal	Self-employed	0	Good	0.436631	181,879	2	East Amyview	KS	Dominican Republic	0	0	Low
26	Non-binary	High School	Single	111,288	798	19,256	Home	Self-employed	15	Poor	0.397157	194,627	3	New Vanessa	FL	Georgia	1	0	Low
22	Male	Master's	Widowed	39,396	666	30,790	Business	Unemployed	12	Fair	0.365634	218,704	null	Mitchellport	HI	Zambia	2	1	Low
43	Female	PhD	Single	27,699	656	29,192	Personal	Employed	8	Fair	0.446711	123,524	4	Katherinechester	AR	Congo	3	2	Low
63	Male	PhD	Single	77,429	759	44,021	Home	Employed	5	Excellent	0.599781	184,873	0	Danielburgh	MA	Paraguay	2	2	Low
32	Male	PhD	Widowed	109,680	797	26,474	Business	Self-employed	10	Excellent	0.316093	null	0	Markmouth	ID	Iceland	1	0	High
38	Female	Master's	Divorced	117,288	794	null	Auto	Employed	12	Excellent	0.314002	288,035	3	Port Christianshire	MT	Gibraltar	3	0	Low
67	Female	High School	Married	28,660	654	20,223	Business	Employed	2	Good	0.192484	260,549	2	Rogersmouth	WI	Saint Pierre and Miquelon	2	1	Low
39	Female	High School	Single	111,564	687	41,620	Personal	Unemployed	10	Fair	0.579207	127,321	1	Savannahshire	NC	Australia	0	0	Low
48	Male	Master's	Divorced	null	727	19,720	Auto	Self-employed	3	Good	0.155568	219,461	1	Briantown	HI	Bolivia	4	2	Medium
66	Male	High School	Divorced	29,319	676	11,747	Auto	Employed	11	Fair	0.12667	197,751	null	Torresville	AS	French Guiana	null	2	High
25	Non-binary	PhD	Single	null	623	7,658	Auto	Employed	10	Excellent	0.441482	103,433	1	West Matthewburgh	UT	Eritrea	0	0	Medium
46	Female	Master's	Widowed	39,779	697	25,633	Business	Self-employed	1	Poor	0.13309	178,046	0	North Joshua	NJ	United Arab Emirates	1	2	Medium
49	Male	High School	Divorced	116,204	601	36,592	Personal	Employed	19	Good	0.361681	204,610	3	Phelpsberg	GU	Martinique	4	2	Low
52	Non-binary	Bachelor's	Divorced	57,672	780	31,363	Personal	Self-employed	0	Good	0.414936	189,350	1	New Caitlin	MA	Nauru	0	0	Low
52	Male	Master's	Married	91,441	798	15,391	Auto	Self-employed	13	Poor	0.269129	78,039	2	West Paul	MT	Antigua and Barbuda	2	0	Medium
43	Male	PhD	Married	null	707	33,299	Business	Self-employed	5	Good	0.274881	51,646	3	Roychester	MT	Antigua and Barbuda	4	1	Medium
55	Non-binary	Bachelor's	Married	45,094	null	13,706	Home	Unemployed	10	Fair	0.559709	80,063	3	Clarkview	PR	Pitcairn Islands	4	2	Medium
61	Male	Master's	Widowed	66,454	789	49,507	Auto	Unemployed	17	Fair	0.307636	138,818	null	New Donnafurt	AL	Ukraine	0	2	Low
52	Female	Bachelor's	Widowed	39,734	641	42,843	Auto	Unemployed	18	Excellent	0.395628	221,155	3	West Erinburgh	MN	United Kingdom	null	0	Medium
55	Non-binary	Bachelor's	Divorced	40,150	629	26,281	Home	Unemployed	11	Excellent	0.393473	null	4	Stephaniehaven	CT	Nigeria	4	1	Medium
43	Female	High School	Divorced	111,614	778	null	Auto	Unemployed	3	Good	0.411062	298,891	null	East John	IN	Comoros	null	2	Low
33	Non-binary	Bachelor's	Divorced	95,019	736	27,400	Personal	Employed	1	Poor	0.289618	null	1	North Hector	GA	Taiwan	3	1	Low
45	Female	PhD	Single	null	612	25,428	Home	Employed	10	Fair	0.325012	96,250	2	Kimberlyport	AS	Afghanistan	null	2	Low
42	Male	Master's	Widowed	40,860	642	7,714	Home	Self-employed	17	Poor	0.254516	85,955	0	Lake Matthew	MN	Gibraltar	4	0	Low
57	Female	PhD	Married	77,966	695	36,901	Personal	Employed	7	Good	0.410867	null	null	North Elizabethstad	MI	Eritrea	0	1	Low
33	Female	PhD	Widowed	55,584	691	36,824	Auto	Employed	15	Excellent	0.37142	238,132	0	New Gina	NV	Honduras	2	1	Low
35	Male	Bachelor's	Married	81,850	711	25,151	Business	Employed	11	Good	0.379795	227,693	1	South Timview	WV	Nigeria	3	1	Medium
53	Non-binary	Master's	Married	null	null	null	Personal	Employed	10	Poor	0.316217	65,175	2	New Samanthaland	PA	Macao	3	1	Medium
29	Male	Bachelor's	Married	25,900	648	null	Auto	Employed	6	Poor	0.431835	null	3	Brandonchester	KY	Malaysia	2	1	Low
69	Non-binary	Bachelor's	Widowed	46,467	659	null	Personal	Employed	15	Poor	0.166865	168,033	4	Colemanfort	IA	Cote d'Ivoire	4	2	Low
32	Non-binary	Master's	Single	93,851	667	22,738	Personal	Self-employed	15	Excellent	0.395294	245,739	3	Port Sarah	GA	Nigeria	2	2	Low
52	Male	High School	Single	114,584	null	23,564	Auto	Employed	5	Good	0.251987	null	3	Jeffreychester	IA	Luxembourg	4	0	Low
53	Non-binary	Master's	Widowed	null	609	30,062	Auto	Employed	6	Fair	0.584194	267,689	3	North Kellyland	IA	Puerto Rico	0	2	Low
52	Female	Master's	Single	94,292	684	11,596	Personal	Employed	6	Good	0.228724	176,006	0	North Sherry	MH	Nicaragua	4	2	Low
20	Female	High School	Divorced	46,485	714	13,389	Personal	Self-employed	12	Excellent	0.217857	27,421	3	New Matthewborough	SD	Martinique	0	0	Low
38	Non-binary	Master's	Divorced	57,822	714	6,533	Home	Employed	4	Fair	0.294872	121,972	4	Lake Gregoryburgh	CO	Peru	4	1	Low
19	Female	High School	Single	76,878	689	5,412	Business	Self-employed	17	Fair	0.546073	203,418	1	Nelsonview	TX	Belize	4	0	Low
18	Male	Bachelor's	Divorced	63,578	681	26,888	Business	Employed	12	Fair	0.101711	49,558	2	North Shannonmouth	IA	Venezuela	4	0	Low
68	Non-binary	Master's	Divorced	33,305	null	null	Auto	Unemployed	2	Good	0.596622	245,787	3	East Brandimouth	WY	Cote d'Ivoire	4	2	Low
30	Female	High School	Married	118,329	661	11,351	Home	Unemployed	13	Poor	0.321535	null	4	North Mark	NJ	Bouvet Island (Bouvetoya)	null	2	Low
46	Non-binary	Bachelor's	Divorced	75,059	712	43,731	Auto	Unemployed	10	Good	0.303834	151,900	0	Davisberg	NE	Falkland Islands (Malvinas)	2	0	Low
20	Female	Master's	Divorced	77,487	716	43,574	Auto	Self-employed	17	Poor	0.240642	156,348	2	Ryanside	MN	Bahrain	null	2	Medium
62	Female	PhD	Single	75,900	651	49,978	Personal	Self-employed	3	Good	0.264301	24,777	0	Mannside	AR	Latvia	2	0	Medium
18	Male	Master's	Widowed	27,312	777	26,528	Home	Self-employed	5	Excellent	0.216173	264,157	3	East Benjamin	NC	Palau	1	0	Low
35	Non-binary	High School	Divorced	78,765	657	17,624	Business	Unemployed	16	Excellent	0.511079	266,558	3	Katherineville	WV	Marshall Islands	null	0	Low
39	Male	Bachelor's	Married	28,078	646	34,286	Business	Self-employed	1	Good	0.21333	234,021	4	Mcclainfurt	DC	Saint Barthelemy	3	2	Low
34	Non-binary	High School	Single	76,210	710	14,139	Personal	Self-employed	14	Good	0.559239	121,547	null	Jessicaview	NC	Myanmar	0	2	Low
66	Male	High School	Single	null	616	49,216	Business	Unemployed	8	Fair	0.153615	74,277	2	South Sandraborough	TN	Northern Mariana Islands	1	2	Medium
42	Non-binary	Bachelor's	Single	null	705	null	Home	Employed	8	Fair	0.364041	null	1	Port Rhonda	AS	Bahamas	4	0	Low
30	Female	High School	Divorced	41,169	724	40,579	Home	Self-employed	18	Poor	0.443287	279,796	3	East Tanyamouth	MH	Greece	2	1	Medium
40	Male	PhD	Single	26,503	645	23,379	Personal	Unemployed	2	Poor	0.560131	211,168	2	Leeburgh	NC	Yemen	4	2	Medium
55	Male	PhD	Widowed	62,139	646	18,866	Personal	Self-employed	6	Good	0.15797	89,608	0	Smithchester	NH	Palestinian Territory	0	1	Low
57	Female	Bachelor's	Divorced	85,883	754	25,813	Personal	Self-employed	11	Fair	0.398027	205,979	2	Jamiebury	WA	Dominican Republic	4	1	Low
33	Female	Master's	Divorced	60,875	791	9,538	Business	Self-employed	10	Excellent	0.409813	null	1	North Dawnbury	AS	Angola	null	2	Medium
68	Male	PhD	Divorced	null	null	24,012	Home	Employed	5	Fair	0.320351	null	0	Wilsonton	MD	Slovakia (Slovak Republic)	3	1	Low
34	Male	PhD	Single	24,858	763	46,303	Business	Unemployed	3	Poor	0.507676	55,385	3	Lake Sara	MO	Liechtenstein	null	2	Low
38	Non-binary	Bachelor's	Widowed	26,858	783	11,363	Business	Self-employed	2	Fair	0.33907	163,920	3	Odonnellchester	MN	Isle of Man	3	1	Low
22	Female	Bachelor's	Single	58,345	732	35,331	Personal	Self-employed	13	Fair	0.449035	120,601	3	Robertsburgh	NM	Timor-Leste	0	0	Low
31	Female	High School	Widowed	107,986	777	33,519	Personal	Employed	8	Good	0.450802	170,578	3	West Candice	DC	Montserrat	2	1	High
28	Female	Bachelor's	Married	null	726	39,698	Auto	Unemployed	6	Good	0.163295	102,460	0	Woodsborough	TN	Gabon	null	1	Low
64	Non-binary	Bachelor's	Married	56,232	616	13,412	Home	Employed	19	Good	0.503808	120,505	3	East Courtneychester	UT	French Guiana	1	0	Medium
29	Female	High School	Divorced	33,427	614	43,889	Auto	Employed	17	Good	0.591269	null	1	Blakefurt	PR	Belize	2	1	Medium
21	Male	PhD	Married	47,106	679	26,061	Personal	Self-employed	0	Excellent	0.232261	42,062	3	Susanshire	AK	Bouvet Island (Bouvetoya)	null	0	Low
65	Female	PhD	Widowed	null	764	11,550	Home	Employed	18	Excellent	0.492593	237,369	1	Gutierrezview	SC	Nicaragua	1	2	High
28	Male	High School	Divorced	47,881	680	29,640	Business	Unemployed	12	Good	0.184763	242,194	3	Lake Edwin	NC	Fiji	0	0	Low
56	Male	Bachelor's	Married	27,377	764	25,336	Personal	Employed	8	Excellent	0.541219	194,672	1	Rogerhaven	MD	Guam	1	1	Low
58	Female	High School	Single	85,252	642	42,477	Auto	Employed	18	Fair	0.463708	53,692	0	Vargashaven	FM	Sweden	0	1	Low
44	Non-binary	PhD	Single	112,969	611	9,306	Home	Unemployed	10	Excellent	0.360666	null	4	Angelaville	GU	Panama	3	0	Low
45	Male	Master's	Married	111,228	709	14,500	Business	Self-employed	19	Fair	0.399769	127,222	1	Lake Gary	MA	Korea	null	0	Low
47	Female	Master's	Divorced	null	694	16,263	Personal	Unemployed	12	Excellent	0.521967	291,513	2	South Bruce	NY	Turkmenistan	3	0	Low
40	Male	High School	Divorced	null	null	38,436	Business	Unemployed	0	Good	0.492498	96,604	4	South Kevinfurt	FM	Guatemala	null	0	Low
47	Male	Bachelor's	Married	107,091	795	47,001	Business	Self-employed	7	Excellent	0.308273	279,238	4	Stevenburgh	OH	Malawi	4	1	Low
26	Male	PhD	Single	null	617	21,919	Auto	Employed	5	Poor	0.104085	271,424	null	Carlashire	GU	Slovenia	3	1	Low
25	Male	Master's	Widowed	42,601	676	49,106	Home	Employed	5	Fair	0.514642	null	1	Port Jennifer	FM	Netherlands Antilles	2	1	Medium
58	Female	Bachelor's	Married	47,410	673	48,704	Business	Self-employed	7	Excellent	0.306834	195,837	0	North Charlesburgh	MP	Brunei Darussalam	null	1	Low
44	Male	Bachelor's	Single	null	780	27,080	Auto	Self-employed	14	Fair	0.255719	34,245	3	West Jason	AR	Mauritius	4	2	Low
53	Female	Bachelor's	Single	null	null	7,509	Home	Employed	11	Poor	0.379303	265,513	2	Maldonadomouth	HI	Saint Lucia	null	2	Medium

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