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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
50	Female	PhD	Single	59,687	750	10,388	Personal	Employed	16	Fair	0.33474	284,391	null	Muellerchester	AR	Palau	2	2	Medium
29	Male	PhD	Married	112,040	700	42,849	Home	Unemployed	7	Fair	0.486273	158,374	3	Aaronview	IA	Korea	2	1	Low
67	Female	Bachelor's	Divorced	null	627	39,830	Home	Unemployed	19	Good	0.4156	193,431	0	Higginsstad	OR	Korea	4	1	Low
60	Female	Master's	Married	21,785	636	null	Business	Unemployed	17	Good	0.249384	271,973	4	North Christianton	CT	Canada	0	1	Medium
56	Female	Master's	Widowed	72,979	793	null	Home	Employed	14	Poor	0.167365	280,760	2	Lake James	NE	Saint Martin	4	2	Low
33	Female	High School	Single	23,760	736	25,229	Home	Employed	4	Poor	0.583522	218,321	0	Lake Stacey	WA	Kiribati	1	1	Low
24	Female	PhD	Single	30,249	726	35,836	Business	Employed	4	Good	0.126954	44,650	null	Garciamouth	ND	Reunion	4	1	Low
41	Female	Master's	Married	74,232	674	23,283	Auto	Unemployed	9	Good	0.502526	182,391	1	South Matthew	FL	Palestinian Territory	1	2	Medium
23	Male	Master's	Divorced	25,543	null	11,325	Auto	Self-employed	0	Good	0.43884	284,099	1	East Rodneyberg	TN	Botswana	null	1	Low
60	Female	Master's	Widowed	53,329	756	35,995	Personal	Employed	18	Excellent	0.525192	null	1	North Stephanieshire	CO	Senegal	4	2	Low
44	Female	High School	Divorced	104,727	622	38,647	Auto	Employed	1	Good	0.456363	68,339	3	Lutzmouth	OH	Bulgaria	null	1	High
57	Male	Master's	Married	63,827	705	24,546	Home	Self-employed	8	Excellent	0.10677	273,499	null	West Kayla	MO	Grenada	4	0	Low
55	Female	High School	Married	106,390	null	43,558	Auto	Employed	4	Poor	0.177184	156,736	2	Shieldsmouth	MS	Ecuador	0	2	Medium
61	Non-binary	Master's	Divorced	null	739	46,500	Business	Unemployed	16	Excellent	0.446712	244,445	4	Madelinetown	GU	Zimbabwe	2	0	Medium
54	Non-binary	PhD	Divorced	null	null	18,430	Personal	Employed	6	Poor	0.525642	288,509	0	Port Samantha	CA	Poland	null	2	Medium
54	Male	PhD	Married	null	724	44,021	Business	Employed	1	Excellent	0.375766	69,725	4	West Daniel	MO	Botswana	0	0	Low
64	Non-binary	High School	Divorced	null	684	24,227	Home	Self-employed	5	Poor	0.564502	170,065	null	South Jonathon	MN	Jamaica	1	2	Medium
47	Non-binary	Bachelor's	Divorced	54,512	725	41,491	Auto	Unemployed	12	Fair	0.547373	178,871	4	Lake George	VI	Lao People's Democratic Republic	2	2	Low
44	Female	Master's	Single	92,048	724	8,098	Business	Self-employed	15	Fair	0.135722	202,812	2	South Janetport	MI	Denmark	1	2	Low
48	Male	High School	Widowed	32,391	664	null	Home	Unemployed	1	Poor	0.525082	125,037	3	Millerside	KS	Norfolk Island	4	0	Medium
46	Female	High School	Divorced	91,255	768	6,770	Personal	Self-employed	14	Fair	0.54542	31,422	2	Lopezstad	MT	Cayman Islands	4	2	Medium
40	Male	Bachelor's	Divorced	103,137	674	33,892	Personal	Self-employed	17	Excellent	0.110059	71,719	2	New Latoya	MI	Puerto Rico	4	1	Low
53	Female	PhD	Widowed	103,710	732	40,212	Personal	Self-employed	15	Fair	0.208953	48,849	3	North Dave	NC	Mozambique	0	1	Low
18	Non-binary	Bachelor's	Married	73,140	621	29,726	Business	Unemployed	5	Fair	0.376391	86,124	2	Fowlerport	GU	Central African Republic	2	1	Medium
60	Male	High School	Single	53,479	625	38,278	Personal	Employed	1	Poor	0.423182	null	3	Walkerhaven	KS	Norway	0	2	Low
63	Male	Master's	Married	112,943	633	null	Business	Unemployed	4	Fair	0.372688	285,001	4	East Jeremyborough	MN	Andorra	0	0	Low
32	Non-binary	Bachelor's	Single	72,076	638	35,106	Auto	Self-employed	4	Good	0.188638	null	null	North Crystalville	LA	North Macedonia	2	0	Low
59	Non-binary	High School	Divorced	35,847	771	17,607	Home	Employed	0	Fair	0.245398	118,020	3	Port Tylerbury	SC	Sierra Leone	1	0	Medium
60	Female	Bachelor's	Divorced	77,929	688	42,239	Business	Unemployed	12	Excellent	0.432603	143,218	4	New Davidport	MI	New Zealand	2	2	Medium
22	Male	PhD	Widowed	37,821	731	19,782	Auto	Unemployed	12	Fair	0.348639	null	0	West Christopher	OH	Russian Federation	3	0	Medium
28	Female	High School	Single	109,100	665	29,905	Business	Self-employed	10	Poor	0.2	null	3	Downsview	KY	Niue	3	2	Low
60	Female	High School	Single	106,813	734	5,299	Auto	Unemployed	10	Good	0.448295	142,458	3	Port Brianland	PR	Suriname	2	0	Low
35	Female	Bachelor's	Divorced	84,512	653	39,708	Personal	Self-employed	16	Excellent	0.375962	38,333	1	Mccoytown	MP	Western Sahara	1	0	Low
39	Female	PhD	Single	null	643	8,869	Personal	Unemployed	13	Good	0.138515	172,805	0	West Justin	MI	Cayman Islands	null	0	Low
31	Non-binary	PhD	Married	80,012	null	null	Home	Unemployed	19	Excellent	0.540352	215,484	3	Mathewsstad	WY	Burkina Faso	3	2	Low
39	Male	Bachelor's	Married	27,464	720	33,721	Business	Unemployed	16	Fair	0.573443	115,977	3	Craneton	WI	Uzbekistan	3	0	Low
59	Male	PhD	Widowed	29,982	null	28,695	Auto	Self-employed	15	Good	0.534937	null	2	New Stacy	SC	Singapore	3	1	Low
56	Female	PhD	Divorced	54,121	717	40,278	Home	Self-employed	17	Good	0.388243	158,292	1	Lake Anthonyfurt	SC	Congo	1	1	Medium
57	Female	High School	Single	57,664	766	15,971	Personal	Employed	18	Poor	0.484777	248,586	2	South Jamesfurt	MP	Sweden	null	0	Low
38	Non-binary	Bachelor's	Single	30,052	788	32,003	Home	Self-employed	3	Fair	0.568187	216,472	0	Hornefort	ID	British Virgin Islands	2	0	Low
64	Female	High School	Divorced	109,616	676	12,385	Personal	Self-employed	12	Excellent	0.479813	178,465	3	Port Noahside	VT	Indonesia	3	1	Low
61	Male	PhD	Single	88,305	776	38,182	Personal	Unemployed	6	Good	0.424871	233,276	1	West Thomaston	WV	Nauru	4	2	High
35	Male	PhD	Divorced	67,963	null	26,402	Personal	Employed	10	Excellent	0.318293	196,530	null	Alexistown	NH	Sweden	0	2	Low
27	Female	Master's	Single	102,418	796	29,091	Auto	Employed	4	Poor	0.188584	155,939	0	South Bobby	FL	Syrian Arab Republic	4	0	Medium
44	Non-binary	Master's	Married	110,288	null	32,136	Personal	Self-employed	6	Poor	0.543615	null	3	Williamview	DC	Malta	1	1	Low
42	Female	PhD	Widowed	73,533	604	43,940	Personal	Self-employed	11	Fair	0.179724	48,664	3	New Jeremymouth	LA	Thailand	1	2	Low
29	Non-binary	Master's	Married	28,367	632	36,262	Home	Unemployed	12	Good	0.417559	27,649	0	Christopherside	CO	Romania	2	2	Low
33	Non-binary	PhD	Married	88,149	null	11,744	Auto	Employed	9	Excellent	0.327894	137,872	4	Jenniferfort	VT	Peru	4	1	Low
27	Non-binary	Bachelor's	Single	101,981	null	16,882	Auto	Unemployed	10	Poor	0.18655	277,094	4	Jessicaton	MI	Chad	1	0	Low
24	Female	High School	Single	86,194	693	7,663	Personal	Self-employed	19	Excellent	0.136833	null	2	North Catherine	MI	Swaziland	null	2	Low
53	Female	PhD	Single	90,875	712	45,981	Business	Employed	6	Poor	0.404207	190,957	4	New Luis	VI	Algeria	0	1	Medium
22	Non-binary	Master's	Married	58,244	648	null	Business	Self-employed	19	Excellent	0.446242	88,369	1	Lake Jacob	AS	Guam	2	1	Low
69	Male	Master's	Divorced	105,981	630	null	Auto	Self-employed	3	Excellent	0.199752	96,709	0	Jesseside	MI	Albania	null	1	Low
40	Female	Bachelor's	Divorced	null	799	null	Auto	Self-employed	19	Good	0.296832	87,577	null	Lindsayville	OR	New Caledonia	4	0	Low
43	Male	Master's	Single	114,368	653	30,483	Personal	Employed	0	Poor	0.350201	null	1	Port Davidport	AZ	Isle of Man	null	1	Medium
52	Female	Master's	Single	null	681	null	Business	Employed	18	Good	0.426588	67,362	0	New Tonitown	WI	Lesotho	0	2	Low
54	Non-binary	Master's	Divorced	100,539	759	28,361	Personal	Unemployed	1	Fair	0.156254	39,475	0	West Ryan	SD	Malta	null	2	Medium
49	Male	PhD	Widowed	52,264	785	16,347	Business	Self-employed	13	Excellent	0.190544	71,833	4	Lisamouth	DC	Montserrat	4	0	Low
44	Non-binary	Bachelor's	Single	77,801	787	null	Business	Self-employed	6	Excellent	0.254811	47,984	3	Port Michaelburgh	AL	Swaziland	4	0	Low
48	Male	PhD	Divorced	65,267	600	41,044	Personal	Self-employed	11	Good	0.530928	114,193	0	Annestad	OH	France	null	0	Medium
47	Female	Master's	Divorced	52,899	659	40,878	Business	Unemployed	4	Poor	0.112251	55,538	3	Daltonburgh	WV	United States Minor Outlying Islands	0	0	Low
61	Female	Master's	Divorced	37,658	774	41,222	Auto	Unemployed	5	Fair	0.476225	null	2	Kylieton	PR	Gibraltar	1	1	Medium
23	Female	PhD	Divorced	87,827	736	23,020	Home	Employed	3	Excellent	0.543576	268,052	2	Martinezfurt	WY	Netherlands	4	0	Medium
23	Non-binary	PhD	Divorced	63,315	null	null	Auto	Self-employed	12	Fair	0.505624	272,883	4	Port Donaldton	VA	India	3	0	Low
20	Non-binary	High School	Widowed	80,188	790	18,171	Home	Unemployed	18	Excellent	0.519643	267,766	4	South Georgehaven	MP	Sudan	3	2	High
36	Male	Bachelor's	Divorced	null	636	null	Auto	Employed	7	Good	0.353399	27,926	1	Youngmouth	ID	Isle of Man	3	2	Medium
69	Female	High School	Widowed	29,157	null	48,800	Auto	Unemployed	2	Excellent	0.360852	239,279	1	Ellischester	WA	Bouvet Island (Bouvetoya)	4	1	Medium
45	Male	Master's	Single	45,634	658	40,893	Auto	Unemployed	8	Fair	0.369289	141,477	0	West Kelly	NV	Bulgaria	2	2	Medium
61	Male	Bachelor's	Single	78,704	653	48,327	Personal	Self-employed	9	Poor	0.15219	null	3	Rachelchester	OH	Zambia	null	1	Low
51	Male	Bachelor's	Widowed	null	791	49,741	Home	Self-employed	8	Poor	0.230276	230,695	0	Katherineside	UT	Cameroon	3	2	Low
21	Non-binary	Bachelor's	Single	28,951	685	39,385	Home	Self-employed	16	Poor	0.461528	228,797	null	North Mikeville	MT	Nicaragua	3	1	Medium
40	Non-binary	PhD	Single	null	618	13,433	Business	Self-employed	2	Good	0.470057	272,008	4	Jessicamouth	AZ	Sweden	0	2	Low
56	Male	Master's	Widowed	98,243	680	36,289	Auto	Employed	10	Poor	0.411054	65,437	0	Perezmouth	TX	Micronesia	2	0	Medium
31	Non-binary	High School	Single	64,293	731	30,491	Home	Self-employed	1	Fair	0.198748	289,128	4	Davisstad	IN	Latvia	2	0	Low
27	Female	High School	Married	50,941	null	19,138	Personal	Unemployed	16	Poor	0.571797	91,597	null	East Michelle	IL	American Samoa	3	0	Low
18	Female	Master's	Single	null	642	null	Personal	Self-employed	12	Poor	0.369972	198,426	3	Lake Charles	GU	Honduras	null	1	Low
43	Non-binary	Master's	Single	49,473	616	34,324	Home	Unemployed	16	Poor	0.169371	76,552	0	Harrisonmouth	NY	American Samoa	1	0	Low
45	Non-binary	PhD	Single	null	686	38,609	Personal	Self-employed	12	Good	0.598372	39,828	2	South Tracyside	NM	Papua New Guinea	0	0	Low
34	Male	PhD	Single	53,577	null	19,688	Business	Self-employed	5	Excellent	0.1374	102,066	0	Alexandershire	WA	Zambia	2	1	Medium
61	Female	High School	Single	74,941	694	49,180	Home	Self-employed	8	Poor	0.466039	220,759	2	Freemanfort	AS	Tonga	4	2	Low
66	Non-binary	Master's	Single	110,404	773	12,169	Home	Self-employed	6	Poor	0.196919	178,774	1	New Rebecca	NJ	Niue	2	2	Medium
62	Male	Master's	Married	107,081	null	null	Personal	Unemployed	19	Good	0.399437	null	1	Bakerland	MD	Palau	0	2	Medium
59	Non-binary	High School	Widowed	76,614	660	31,369	Home	Self-employed	8	Excellent	0.456147	156,578	3	Pittmanburgh	FM	Myanmar	1	0	Low
60	Male	High School	Married	33,783	706	23,135	Home	Unemployed	11	Excellent	0.276998	null	2	South Colleen	WV	Haiti	1	1	Medium
29	Female	High School	Widowed	75,822	777	14,013	Personal	Unemployed	16	Poor	0.563368	208,818	0	Kellimouth	VT	Singapore	3	0	Low
69	Male	Bachelor's	Single	93,551	679	45,218	Auto	Self-employed	13	Poor	0.211713	90,454	3	East Laura	SD	Anguilla	3	0	Low
56	Non-binary	Bachelor's	Divorced	115,057	784	11,428	Home	Self-employed	7	Fair	0.400516	null	2	West Tonyachester	NY	Australia	null	1	Low
56	Non-binary	Master's	Divorced	90,410	736	13,946	Personal	Self-employed	9	Fair	0.32561	251,037	2	Dunnstad	SD	Anguilla	0	0	Low
46	Male	Bachelor's	Divorced	31,273	708	null	Business	Unemployed	9	Excellent	0.573372	113,390	1	Stewartton	NM	France	3	1	Low
53	Male	PhD	Single	21,073	624	48,927	Auto	Self-employed	17	Poor	0.19576	295,156	1	Randymouth	WA	Heard Island and McDonald Islands	2	2	Low
39	Non-binary	PhD	Widowed	null	627	19,295	Personal	Self-employed	13	Excellent	0.286663	277,572	3	Rachelmouth	IL	British Indian Ocean Territory (Chagos Archipelago)	2	0	High
52	Non-binary	High School	Single	83,925	730	39,535	Business	Self-employed	17	Good	0.412085	99,736	2	Thomasbury	AS	Austria	0	0	Low
26	Male	Bachelor's	Divorced	77,841	727	23,289	Home	Employed	4	Good	0.365693	245,207	0	Kaylaborough	IN	Congo	3	0	Medium
57	Male	PhD	Divorced	21,310	727	39,935	Personal	Self-employed	0	Fair	0.419924	null	1	Harristown	OR	Kiribati	3	1	Low
33	Male	Bachelor's	Divorced	106,287	720	46,599	Personal	Unemployed	3	Poor	0.550112	87,798	3	Jacobfort	VA	France	0	1	Low
33	Non-binary	Bachelor's	Divorced	33,366	777	null	Business	Unemployed	17	Excellent	0.155135	128,063	null	North Paul	HI	Afghanistan	2	1	Medium
61	Non-binary	Bachelor's	Single	96,022	657	11,217	Home	Employed	2	Excellent	0.586919	147,087	3	South Darlene	KY	Congo	3	0	Low
20	Non-binary	PhD	Widowed	62,176	659	22,893	Home	Employed	5	Fair	0.401019	248,827	null	Lindamouth	AL	Madagascar	1	1	Low
66	Female	Master's	Divorced	80,727	768	9,307	Auto	Self-employed	1	Excellent	0.152542	154,668	3	Fordport	AL	Myanmar	null	2	Low
59	Male	PhD	Widowed	49,160	675	46,470	Personal	Unemployed	13	Poor	0.102269	129,168	0	Wilsonfort	ND	Saint Martin	1	1	Low

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