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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
61	Non-binary	Master's	Divorced	22,669	795	10,236	Business	Unemployed	0	Fair	0.366254	null	1	New Yesenia	MP	Greece	null	1	Low
69	Male	Bachelor's	Married	118,906	651	11,788	Home	Unemployed	11	Excellent	0.365898	222,253	0	Markbury	WY	Marshall Islands	null	1	Medium
40	Male	Bachelor's	Single	106,411	643	null	Home	Employed	3	Good	0.200882	163,296	3	Jessechester	AR	Bhutan	1	1	Medium
26	Male	High School	Divorced	null	636	47,026	Home	Self-employed	19	Excellent	0.481512	62,193	0	Johnnybury	SC	Samoa	3	2	Medium
58	Male	High School	Married	44,992	602	6,377	Auto	Employed	12	Good	0.210513	134,748	2	Davidshire	DE	Azerbaijan	4	1	Low
22	Non-binary	PhD	Single	38,413	710	null	Home	Self-employed	15	Excellent	0.438459	258,953	null	New Roy	MA	Taiwan	4	0	Low
68	Male	PhD	Single	80,062	757	19,873	Business	Unemployed	11	Good	0.16623	244,674	4	South Rebecca	WY	Mayotte	0	2	Low
33	Male	High School	Widowed	30,913	null	11,462	Personal	Self-employed	19	Good	0.222045	194,214	2	East Lisamouth	NV	Guadeloupe	0	1	Low
20	Female	Master's	Divorced	28,922	null	13,031	Personal	Unemployed	13	Excellent	0.552121	46,839	0	Lake Aprilville	ND	Ukraine	0	1	Medium
59	Male	PhD	Widowed	119,142	781	null	Personal	Unemployed	4	Poor	0.266577	60,789	0	East Michele	WV	Canada	4	1	Low
56	Male	High School	Single	65,511	756	36,853	Business	Employed	5	Fair	0.554361	139,516	2	Lake Ericashire	DC	Saint Helena	null	2	Low
57	Female	High School	Widowed	103,557	651	45,236	Business	Unemployed	13	Excellent	0.405442	210,178	3	Bryanview	RI	Mauritania	4	0	Low
41	Male	Master's	Divorced	36,120	717	7,603	Business	Self-employed	1	Excellent	0.349088	118,470	3	Joycefort	KS	Ecuador	4	2	Low
29	Non-binary	High School	Divorced	105,488	null	16,994	Personal	Employed	17	Good	0.419121	228,662	3	Hammondchester	VT	Venezuela	1	1	Low
66	Male	Master's	Single	null	711	41,484	Auto	Self-employed	14	Good	0.198125	null	4	South Curtis	MP	Myanmar	2	0	Low
47	Male	Master's	Single	118,770	791	30,429	Home	Self-employed	10	Fair	0.304328	117,670	null	Shawnfort	IA	Micronesia	3	2	Medium
45	Male	Bachelor's	Single	80,503	707	46,280	Auto	Employed	8	Poor	0.499819	80,930	4	Faulknerberg	IL	Malaysia	2	2	High
48	Female	High School	Widowed	89,909	null	11,080	Business	Unemployed	12	Good	0.14778	92,513	2	East Michealmouth	VT	Anguilla	4	2	Low
40	Female	High School	Divorced	20,975	689	38,601	Auto	Unemployed	9	Good	0.392382	61,744	4	Myerstown	WV	Equatorial Guinea	2	0	Medium
19	Female	High School	Single	55,800	616	30,423	Home	Employed	9	Good	0.135841	237,363	1	South Cassandra	AZ	Bahrain	0	1	Low
63	Non-binary	High School	Single	null	761	null	Auto	Self-employed	2	Excellent	0.264467	168,159	2	North Shelbyland	HI	South Georgia and the South Sandwich Islands	0	0	Low
44	Non-binary	Bachelor's	Single	38,223	637	24,330	Business	Employed	11	Good	0.596692	30,736	4	Port Christopher	WA	Reunion	4	2	Medium
58	Non-binary	High School	Divorced	null	600	15,069	Auto	Employed	11	Poor	0.586506	231,308	null	Johnsonbury	NY	Slovenia	2	0	Low
29	Male	High School	Widowed	107,719	624	16,041	Home	Unemployed	3	Fair	0.173783	167,342	null	Karenton	DC	Congo	3	2	High
64	Female	Bachelor's	Widowed	117,069	618	39,562	Home	Unemployed	0	Poor	0.133801	29,487	3	North Hannah	AK	Egypt	4	1	Low
67	Non-binary	Master's	Divorced	72,494	626	30,745	Business	Employed	3	Excellent	0.536132	116,879	4	East Joshua	AR	Kazakhstan	0	0	Low
61	Male	High School	Single	88,783	680	18,999	Home	Self-employed	14	Good	0.540305	null	4	South Davidburgh	MS	United Arab Emirates	2	1	Low
37	Non-binary	PhD	Widowed	119,251	687	15,104	Personal	Self-employed	10	Fair	0.125587	164,633	4	West Belindaton	UT	Mauritania	4	0	Low
20	Female	PhD	Single	87,986	612	32,980	Home	Self-employed	15	Fair	0.280259	36,442	3	Lake Melanie	VI	Bouvet Island (Bouvetoya)	3	2	Medium
54	Female	High School	Divorced	70,278	711	30,712	Auto	Unemployed	14	Fair	0.268901	282,689	3	South Katherine	MH	Poland	1	1	Low
25	Female	Master's	Widowed	34,482	754	49,079	Auto	Unemployed	7	Fair	0.367318	32,526	3	Williamsbury	OR	Belgium	4	0	High
69	Male	PhD	Divorced	57,555	null	43,848	Home	Unemployed	8	Excellent	0.59315	284,821	1	New Emily	MT	Liberia	3	0	Low
68	Female	Bachelor's	Single	null	723	31,006	Personal	Self-employed	10	Poor	0.214673	146,123	4	North Dennisland	AZ	Central African Republic	null	2	Low
32	Non-binary	Bachelor's	Divorced	28,916	707	35,641	Home	Unemployed	15	Poor	0.332505	125,751	0	Thomasmouth	ID	Bangladesh	4	1	Low
46	Non-binary	PhD	Divorced	null	null	23,445	Auto	Employed	10	Fair	0.462277	159,054	4	Lake Betty	VT	French Polynesia	1	2	Low
21	Non-binary	PhD	Widowed	62,485	null	null	Home	Unemployed	3	Good	0.577267	72,273	3	Baileyview	VT	Zimbabwe	1	0	Low
27	Non-binary	Bachelor's	Single	104,814	673	21,304	Auto	Self-employed	19	Poor	0.28346	47,126	null	Port Dorothyshire	WI	Saint Pierre and Miquelon	2	2	Low
18	Non-binary	Master's	Married	101,443	785	null	Personal	Self-employed	7	Excellent	0.17111	226,373	4	New Robert	LA	Greenland	4	1	Low
22	Female	High School	Widowed	117,977	658	27,607	Business	Unemployed	3	Excellent	0.534968	191,282	1	Charlesview	IL	Norway	1	0	Medium
52	Male	High School	Divorced	null	635	9,123	Auto	Employed	16	Good	0.354065	192,859	4	Martinezside	OK	Korea	2	1	Low
31	Female	Bachelor's	Divorced	68,266	627	11,452	Personal	Employed	18	Poor	0.482654	null	0	Crystalfort	MH	New Zealand	1	2	Medium
47	Female	Master's	Widowed	115,424	null	null	Home	Unemployed	19	Good	0.406998	89,656	4	North Brendaberg	DE	Bouvet Island (Bouvetoya)	0	0	Low
34	Female	PhD	Married	39,423	759	40,517	Home	Employed	4	Good	0.472039	177,051	3	Willisberg	OK	Finland	4	0	Low
45	Non-binary	Bachelor's	Single	48,288	null	49,732	Home	Self-employed	2	Fair	0.125066	49,504	0	New Hayley	GU	Sao Tome and Principe	2	2	Low
47	Non-binary	PhD	Married	73,149	785	19,125	Personal	Unemployed	19	Fair	0.239572	168,064	0	East Carlychester	LA	Malawi	0	1	Medium
19	Non-binary	PhD	Married	118,111	687	12,630	Personal	Employed	3	Good	0.279209	159,829	3	New Lucas	ME	Ecuador	4	2	High
38	Male	Master's	Divorced	114,048	743	45,727	Auto	Unemployed	3	Poor	0.141867	256,465	3	Lindseybury	TN	Micronesia	4	1	Low
30	Male	Master's	Married	82,146	628	17,399	Personal	Self-employed	6	Good	0.298127	233,137	4	Pamburgh	DC	Paraguay	null	1	Medium
63	Male	PhD	Widowed	null	null	35,481	Personal	Self-employed	18	Fair	0.274461	186,946	null	Danielstad	WI	Anguilla	null	2	Low
42	Female	Master's	Single	67,930	608	30,877	Business	Unemployed	4	Excellent	0.232307	null	2	South Zachary	MD	Lao People's Democratic Republic	2	0	Low
51	Male	PhD	Divorced	27,758	615	37,229	Personal	Self-employed	11	Excellent	0.46686	null	null	Brownstad	PA	United Kingdom	0	0	Low
35	Male	PhD	Single	null	633	33,661	Personal	Unemployed	15	Poor	0.24381	null	null	Weberburgh	VT	Malta	4	0	Medium
48	Male	High School	Married	31,036	653	null	Business	Employed	18	Excellent	0.192237	161,068	null	Adamstad	IN	Morocco	2	1	High
54	Male	Bachelor's	Divorced	56,807	795	10,082	Home	Employed	3	Excellent	0.158428	98,154	null	Atkinsville	AZ	United States of America	2	1	Low
65	Female	Master's	Married	null	687	45,726	Personal	Employed	11	Poor	0.298589	32,119	0	New Joshua	WY	Seychelles	0	1	Low
41	Non-binary	PhD	Single	33,416	null	42,551	Business	Self-employed	8	Poor	0.312377	60,932	2	Pennyside	NH	Bhutan	4	2	High
54	Male	PhD	Divorced	50,847	725	15,390	Auto	Self-employed	16	Fair	0.45648	null	3	Lindsaymouth	IN	Gibraltar	2	1	Low
29	Female	PhD	Widowed	null	null	44,162	Auto	Self-employed	6	Excellent	0.397237	107,392	1	Morganmouth	SC	Saint Helena	3	2	High
36	Male	PhD	Married	99,973	701	12,242	Auto	Self-employed	14	Good	0.513146	177,224	0	Mcknightside	WV	Saint Kitts and Nevis	0	2	Medium
20	Non-binary	Bachelor's	Married	30,270	645	null	Business	Self-employed	19	Good	0.188098	null	4	East Sarahstad	WY	Iraq	1	0	Medium
66	Male	Bachelor's	Widowed	null	null	null	Business	Unemployed	2	Good	0.112866	165,398	2	New Tanyaton	TN	Spain	0	1	Medium
46	Female	High School	Married	36,786	652	30,890	Personal	Self-employed	17	Poor	0.267555	220,829	4	Millershire	MT	Uzbekistan	2	0	Low
21	Male	Bachelor's	Single	92,597	673	23,701	Personal	Unemployed	18	Fair	0.102548	30,385	null	Richardshire	SD	Philippines	4	2	Low
47	Male	Bachelor's	Single	118,039	622	34,797	Personal	Employed	5	Excellent	0.557933	32,326	4	East Michelletown	WI	Zimbabwe	3	2	Low
67	Female	Master's	Married	52,261	614	44,857	Auto	Employed	16	Excellent	0.173987	239,420	2	New Ashley	NJ	Brunei Darussalam	1	2	Medium
39	Non-binary	Bachelor's	Widowed	62,407	null	47,001	Auto	Self-employed	12	Poor	0.112272	126,507	3	Rickyview	WY	Tokelau	0	0	Low
64	Male	PhD	Single	71,798	null	7,650	Home	Self-employed	7	Good	0.44772	277,488	3	Burtonshire	NC	Turkey	4	2	Low
67	Non-binary	Master's	Divorced	43,216	638	null	Personal	Employed	6	Excellent	0.230879	169,104	4	North Justin	DC	Bahrain	2	0	Low
38	Male	Bachelor's	Divorced	67,367	651	5,850	Personal	Self-employed	3	Fair	0.579281	289,472	3	Carterchester	GU	Japan	4	0	Medium
39	Non-binary	Master's	Single	21,929	774	29,107	Auto	Self-employed	17	Excellent	0.357497	72,603	1	Russellchester	PA	Azerbaijan	1	0	Medium
39	Non-binary	Master's	Married	49,292	null	44,683	Auto	Employed	11	Good	0.128738	134,491	2	South Victoria	ND	Colombia	null	1	Medium
40	Male	High School	Divorced	27,084	750	5,357	Auto	Self-employed	4	Excellent	0.311581	109,976	2	Katiefort	NJ	Venezuela	4	2	Low
55	Male	High School	Single	67,801	653	null	Auto	Self-employed	11	Poor	0.314574	249,807	3	West Sarah	OR	Panama	4	1	Low
48	Non-binary	High School	Divorced	109,012	610	null	Business	Unemployed	17	Fair	0.147654	116,651	null	Rachelchester	TN	Namibia	4	2	Low
48	Non-binary	PhD	Widowed	106,624	785	12,703	Auto	Unemployed	10	Poor	0.160213	233,430	1	Johnsonhaven	NM	Spain	3	0	Medium
61	Non-binary	PhD	Single	null	771	35,595	Personal	Self-employed	16	Fair	0.325213	null	2	Cameronside	NC	Guinea-Bissau	0	1	Medium
41	Non-binary	Master's	Married	66,861	786	37,893	Personal	Self-employed	9	Excellent	0.105401	285,876	2	New Christopher	GA	Pakistan	1	0	Low
57	Male	Bachelor's	Married	65,311	602	11,262	Business	Unemployed	9	Fair	0.518334	134,811	2	North Clarence	HI	Cuba	3	2	High
69	Non-binary	Master's	Divorced	35,615	663	37,294	Business	Self-employed	0	Good	0.364812	285,105	0	Freemanland	IA	Japan	null	0	Medium
37	Female	High School	Divorced	104,859	752	30,437	Home	Unemployed	7	Good	0.271789	193,124	null	North Tonya	TN	India	0	1	Low
50	Female	PhD	Widowed	29,017	null	5,566	Home	Self-employed	18	Fair	0.307332	132,754	null	Castilloview	MN	Honduras	0	1	Medium
64	Non-binary	High School	Widowed	47,868	656	40,105	Auto	Self-employed	18	Good	0.276977	25,531	2	North Danielmouth	PA	Paraguay	4	1	Low
55	Female	PhD	Divorced	29,664	654	22,243	Business	Self-employed	9	Fair	0.416718	null	4	Ellisstad	MI	Ireland	1	2	Low
41	Male	PhD	Single	88,897	null	44,128	Auto	Unemployed	9	Poor	0.433034	104,805	0	Wilsonborough	IL	Netherlands Antilles	0	2	Medium
51	Non-binary	High School	Single	38,460	708	null	Home	Unemployed	3	Good	0.109869	82,072	0	Port Andre	PW	Lao People's Democratic Republic	0	2	Low
31	Non-binary	Bachelor's	Divorced	82,077	751	28,266	Auto	Employed	12	Excellent	0.325743	268,998	0	Lake Andrewville	NC	Cameroon	null	2	Low
57	Male	PhD	Divorced	77,153	681	5,787	Personal	Self-employed	9	Fair	0.369787	84,569	4	Schwartzfurt	NE	New Caledonia	1	2	Low
30	Non-binary	PhD	Married	76,068	729	43,772	Personal	Self-employed	19	Poor	0.283769	63,678	2	North Juanshire	UT	Chile	0	1	High
62	Non-binary	PhD	Married	63,638	755	null	Personal	Unemployed	0	Fair	0.185004	132,038	3	New Ryan	TX	Myanmar	2	2	Medium
38	Female	Master's	Widowed	30,633	null	21,502	Auto	Unemployed	7	Good	0.324769	23,517	1	East Larry	ID	Indonesia	4	1	Medium
54	Male	High School	Single	85,667	623	40,929	Home	Self-employed	4	Poor	0.479267	39,743	4	New Johnny	FL	Lesotho	null	2	Low
59	Female	Bachelor's	Single	23,573	653	17,090	Home	Unemployed	16	Good	0.255988	48,821	0	North Javiershire	NJ	Pakistan	1	2	High
55	Non-binary	Bachelor's	Married	119,851	761	null	Auto	Unemployed	13	Excellent	0.573705	72,958	2	East Katrinaton	MN	Ireland	0	2	Low
31	Female	Bachelor's	Married	95,204	686	8,264	Home	Unemployed	1	Fair	0.343893	110,768	4	Christophershire	MN	Samoa	4	2	Medium
31	Female	PhD	Widowed	64,112	728	25,822	Personal	Self-employed	3	Excellent	0.579934	239,559	2	Kimberlyside	NE	Faroe Islands	0	1	Low
31	Male	PhD	Single	36,944	null	null	Home	Unemployed	5	Poor	0.308256	20,825	3	Tammyhaven	MT	Belarus	2	2	Low
63	Female	High School	Widowed	82,703	668	48,499	Personal	Self-employed	9	Fair	0.189296	143,543	null	East Melissaport	CA	Tanzania	2	0	Medium
56	Non-binary	High School	Single	36,184	779	27,444	Auto	Unemployed	1	Excellent	0.533055	206,862	0	Smithshire	SD	Kiribati	4	1	Medium
33	Male	Master's	Widowed	42,873	null	20,327	Auto	Unemployed	3	Good	0.337212	111,970	1	Jenniferland	MT	Iraq	2	1	Low
59	Male	PhD	Widowed	23,376	639	13,933	Auto	Self-employed	16	Fair	0.493046	178,206	0	West Chadfurt	MD	Greenland	2	0	Low

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