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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
18	Female	Bachelor's	Married	65,389	660	null	Personal	Unemployed	17	Good	0.348613	80,929	3	Heathermouth	NV	Guyana	1	1	Low
65	Female	PhD	Married	64,296	780	15,471	Home	Unemployed	5	Good	0.113946	34,436	2	West Heather	CA	Sao Tome and Principe	2	2	Low
66	Male	High School	Married	null	728	8,905	Home	Self-employed	9	Excellent	0.263925	176,077	4	New Kimberly	GU	Tonga	1	2	Low
29	Female	High School	Widowed	null	774	33,025	Business	Unemployed	5	Excellent	0.491136	118,583	3	East Elizabethfurt	IA	Andorra	2	2	Medium
20	Female	Bachelor's	Single	35,958	758	null	Personal	Self-employed	16	Fair	0.574442	190,350	3	Lake Robinmouth	GA	Cote d'Ivoire	null	0	Low
24	Male	High School	Single	45,030	750	null	Auto	Employed	5	Poor	0.157243	null	4	Lake Brian	ND	Haiti	0	1	High
24	Non-binary	Bachelor's	Divorced	53,744	null	null	Business	Unemployed	10	Fair	0.189545	20,245	2	Ginaport	NJ	Montserrat	1	2	Low
46	Male	Bachelor's	Single	42,453	635	23,288	Home	Unemployed	10	Poor	0.319636	205,035	3	North Joshuamouth	MO	United States of America	null	0	Medium
19	Female	Bachelor's	Divorced	87,238	634	9,695	Auto	Employed	10	Fair	0.426643	82,701	4	Port Mary	PA	Liechtenstein	4	2	Medium
64	Female	Master's	Married	110,807	null	42,293	Auto	Employed	14	Good	0.179195	null	3	North Rachelview	IL	Greenland	4	1	Low
32	Female	Bachelor's	Widowed	106,219	616	11,007	Business	Unemployed	19	Excellent	0.550491	null	null	Howardmouth	NH	Saint Vincent and the Grenadines	1	0	Low
31	Non-binary	Master's	Married	22,853	730	20,258	Auto	Unemployed	13	Good	0.576719	44,765	4	New Kathleen	MO	New Zealand	null	0	Low
55	Non-binary	PhD	Divorced	null	770	null	Auto	Self-employed	10	Good	0.582215	null	0	Lake Jeremybury	MA	Cambodia	3	2	Low
30	Female	Bachelor's	Divorced	57,232	692	null	Personal	Self-employed	4	Good	0.397004	255,088	1	Lauriefort	NC	Dominican Republic	null	0	Medium
27	Female	High School	Widowed	25,397	796	15,559	Home	Self-employed	1	Poor	0.456401	151,028	4	Sarahberg	MT	Sweden	null	2	Low
51	Non-binary	Master's	Divorced	null	729	20,195	Personal	Employed	1	Good	0.307197	131,970	1	Alexandertown	NE	Ireland	4	2	Low
66	Male	Master's	Divorced	68,469	773	46,138	Business	Unemployed	14	Good	0.390963	80,427	2	Port Dustin	WY	Ireland	2	0	Medium
66	Male	PhD	Widowed	63,060	798	21,303	Home	Unemployed	19	Fair	0.494138	87,182	3	South Christophermouth	CO	Mauritius	null	1	Low
39	Non-binary	Master's	Single	113,137	762	7,379	Auto	Unemployed	17	Excellent	0.165395	110,587	0	Haydenstad	NJ	Poland	4	2	Low
67	Non-binary	High School	Married	null	759	null	Business	Self-employed	12	Fair	0.130119	270,269	3	Meganland	MA	Micronesia	2	1	Low
38	Male	Bachelor's	Divorced	65,858	732	24,023	Auto	Self-employed	10	Good	0.244851	166,759	0	Floresberg	MT	Palestinian Territory	0	2	High
56	Male	Bachelor's	Widowed	79,867	778	17,426	Auto	Unemployed	5	Excellent	0.463333	171,767	4	East Lindsay	MP	United States Minor Outlying Islands	1	1	High
40	Non-binary	High School	Divorced	58,526	null	20,566	Home	Self-employed	2	Poor	0.127079	null	1	South Maryhaven	WI	Nicaragua	3	1	Medium
23	Male	Master's	Married	60,379	null	null	Personal	Employed	13	Good	0.535042	297,476	4	Shannonstad	MI	Comoros	2	0	Low
20	Non-binary	Bachelor's	Widowed	117,567	660	17,210	Business	Self-employed	1	Poor	0.355209	187,637	0	Saraport	PW	Senegal	null	0	Medium
23	Non-binary	High School	Single	96,514	782	41,228	Personal	Unemployed	2	Poor	0.162019	109,840	null	Booneburgh	IL	Papua New Guinea	1	1	Low
24	Non-binary	PhD	Divorced	58,002	712	19,802	Home	Employed	14	Poor	0.281982	null	2	North Benjamin	VI	Palau	3	0	Low
36	Male	Master's	Divorced	26,066	779	17,831	Auto	Unemployed	3	Fair	0.413729	null	0	Port Jasonland	MI	Antarctica (the territory South of 60 deg S)	null	1	Medium
25	Female	Master's	Married	110,045	622	6,339	Home	Unemployed	19	Fair	0.119779	95,292	1	New Donna	DC	Lao People's Democratic Republic	4	0	Low
47	Female	High School	Widowed	89,235	784	30,060	Personal	Self-employed	0	Good	0.59315	40,558	0	Lake Kimberly	CA	Australia	4	0	Medium
60	Female	Master's	Widowed	55,178	742	30,759	Personal	Unemployed	9	Poor	0.453564	168,271	null	Caseside	NM	Egypt	null	0	Low
19	Non-binary	PhD	Widowed	117,081	null	41,009	Personal	Self-employed	7	Poor	0.122964	210,724	4	Lake Jill	AK	Greenland	null	1	Medium
32	Male	Bachelor's	Single	97,713	648	19,077	Personal	Employed	8	Good	0.273946	111,868	null	New Laura	DC	Vietnam	4	2	High
55	Female	Master's	Divorced	86,404	null	31,341	Business	Employed	18	Poor	0.425637	43,738	null	New Erikland	KY	Tonga	2	2	Low
55	Male	Bachelor's	Widowed	40,264	760	27,954	Auto	Unemployed	2	Poor	0.484199	38,974	2	West Alexandria	PW	Japan	4	0	High
20	Male	Master's	Divorced	104,292	653	33,561	Business	Self-employed	13	Poor	0.591628	233,714	4	South Joanne	OK	Turkey	2	0	Low
61	Non-binary	Master's	Divorced	null	null	23,167	Personal	Unemployed	12	Fair	0.501187	293,051	1	Port Angelaton	NC	Palestinian Territory	4	1	Low
32	Male	Master's	Single	44,288	null	5,910	Home	Unemployed	4	Poor	0.278341	null	null	Briggsmouth	PW	Heard Island and McDonald Islands	3	0	Low
26	Male	PhD	Married	78,414	670	39,225	Home	Self-employed	6	Poor	0.47172	156,754	3	East Leslie	NC	Estonia	0	0	Low
45	Female	PhD	Widowed	null	null	31,819	Home	Self-employed	8	Good	0.295288	257,148	null	Robinsonfort	TX	Rwanda	3	2	Medium
20	Non-binary	Master's	Single	72,635	679	22,726	Auto	Self-employed	8	Good	0.271272	245,554	2	Lake William	CO	Congo	0	0	High
18	Female	PhD	Divorced	61,253	622	18,962	Business	Self-employed	7	Fair	0.425206	75,540	1	North Shane	NH	Fiji	2	2	High
63	Male	Master's	Single	87,561	681	46,921	Home	Unemployed	0	Excellent	0.241363	81,263	1	New Craigland	GU	Bolivia	2	1	Low
52	Female	Bachelor's	Single	47,444	698	27,849	Auto	Employed	0	Poor	0.591236	245,145	0	Johnsonchester	OK	San Marino	2	0	Low
22	Non-binary	Master's	Widowed	91,448	731	11,885	Personal	Unemployed	8	Good	0.531891	null	null	Jeffersonville	MA	Mozambique	3	2	Low
28	Non-binary	Bachelor's	Divorced	63,308	666	null	Auto	Self-employed	8	Excellent	0.454998	285,710	4	South Samanthaland	NC	Turkey	null	1	Low
53	Male	Master's	Divorced	89,081	682	31,726	Auto	Unemployed	0	Good	0.18245	null	2	Danielsbury	PW	Rwanda	1	0	Low
23	Non-binary	High School	Single	null	null	47,385	Auto	Self-employed	10	Good	0.448996	226,687	2	Smithfurt	MS	Faroe Islands	4	2	Medium
57	Non-binary	Bachelor's	Single	null	760	40,610	Personal	Unemployed	3	Good	0.379516	null	4	Shawton	MD	Turkey	4	0	Low
50	Non-binary	Bachelor's	Single	72,268	612	20,641	Personal	Unemployed	5	Excellent	0.286292	132,905	3	South Robertside	UT	Bahamas	1	2	Low
29	Non-binary	Bachelor's	Single	59,097	657	19,826	Business	Self-employed	6	Excellent	0.28542	160,635	2	West Sheri	NM	Barbados	2	1	Low
45	Female	PhD	Single	86,561	614	18,728	Business	Self-employed	13	Good	0.594247	76,890	null	Benjaminfurt	LA	Wallis and Futuna	4	0	Medium
62	Male	PhD	Divorced	54,810	710	49,679	Home	Employed	7	Fair	0.337197	null	2	Derekshire	PW	China	4	2	Low
25	Male	Master's	Single	100,868	624	31,670	Business	Self-employed	5	Excellent	0.555693	33,828	0	Cheyennefort	TX	Isle of Man	1	1	Medium
53	Female	PhD	Widowed	27,163	799	13,003	Business	Employed	5	Good	0.562723	null	2	South Brandon	VA	British Virgin Islands	1	0	Low
44	Female	Master's	Married	99,045	705	32,913	Home	Employed	6	Poor	0.411344	49,026	4	Kaitlynmouth	SD	Wallis and Futuna	0	1	Low
28	Male	Master's	Widowed	50,783	null	45,305	Auto	Unemployed	13	Poor	0.321228	null	4	South Maria	MP	Nauru	1	2	Low
60	Non-binary	Bachelor's	Married	36,101	734	23,344	Personal	Employed	2	Poor	0.324502	38,679	0	West Amberberg	GU	Greece	1	2	Low
45	Male	PhD	Divorced	72,047	671	30,563	Business	Self-employed	13	Good	0.414882	138,762	2	North Kyle	LA	Slovakia (Slovak Republic)	1	1	High
45	Male	PhD	Divorced	30,830	691	29,743	Home	Employed	1	Excellent	0.565003	null	4	Joshuachester	NE	Guinea-Bissau	4	0	Medium
34	Non-binary	Bachelor's	Married	27,222	734	36,365	Business	Employed	15	Excellent	0.430563	null	0	West Michael	MN	Argentina	4	2	Low
20	Male	PhD	Single	59,423	701	19,742	Auto	Unemployed	3	Poor	0.574148	133,041	2	East Jesse	NV	Eritrea	null	0	Low
46	Male	Bachelor's	Divorced	114,138	714	37,137	Personal	Unemployed	13	Excellent	0.424775	133,588	3	Campbellhaven	MH	Bhutan	4	0	Medium
36	Non-binary	High School	Widowed	38,069	717	null	Personal	Unemployed	2	Good	0.295337	177,823	null	Rodriguezton	MP	Monaco	1	0	Medium
32	Female	High School	Single	69,222	685	34,893	Home	Employed	0	Good	0.234576	33,106	null	New Tiffany	IA	Somalia	1	0	Low
29	Male	High School	Divorced	67,458	663	33,203	Auto	Unemployed	1	Poor	0.523034	128,831	0	Smithside	VT	Georgia	null	2	Low
40	Female	PhD	Married	null	678	null	Business	Employed	11	Fair	0.185037	199,820	3	Steeleberg	WY	Venezuela	0	2	Medium
43	Male	High School	Divorced	27,482	789	12,893	Business	Employed	5	Excellent	0.444445	92,213	3	Kylefort	TN	Mayotte	null	2	Low
18	Female	PhD	Married	null	626	20,116	Personal	Self-employed	0	Poor	0.486815	202,857	0	East Nathaniel	WA	Venezuela	3	0	High
42	Non-binary	High School	Married	110,298	null	null	Auto	Employed	13	Good	0.261222	116,167	3	Hannahborough	GU	Malta	2	0	Low
56	Female	High School	Single	30,114	705	null	Personal	Self-employed	3	Excellent	0.311996	207,349	4	Lake Michael	IL	Algeria	1	2	Low
35	Female	High School	Widowed	78,293	667	43,881	Auto	Unemployed	5	Excellent	0.288111	60,799	1	West Christinamouth	RI	Kazakhstan	4	1	Medium
62	Non-binary	PhD	Married	null	735	25,968	Home	Unemployed	4	Excellent	0.444787	46,996	3	Lake Hayley	HI	Mali	0	0	Medium
40	Non-binary	Master's	Widowed	41,191	714	29,290	Personal	Self-employed	17	Good	0.402499	240,499	1	West Benjamin	PW	Hong Kong	2	1	Low
65	Non-binary	Bachelor's	Single	58,669	695	8,583	Auto	Employed	4	Poor	0.581271	131,192	4	East Tracy	AS	French Guiana	0	2	Low
63	Non-binary	High School	Single	82,830	723	14,917	Auto	Unemployed	2	Excellent	0.55012	61,031	null	Williamsfort	CA	Rwanda	1	1	High
56	Non-binary	PhD	Divorced	38,429	790	null	Personal	Employed	9	Good	0.22679	36,384	0	Morrishaven	MO	Malaysia	1	1	Low
21	Non-binary	Bachelor's	Widowed	57,595	630	null	Home	Unemployed	0	Good	0.404359	61,809	4	New Danielbury	UT	United States Minor Outlying Islands	0	1	High
54	Male	PhD	Widowed	66,870	720	null	Auto	Employed	10	Poor	0.591734	292,002	null	Port Beverlyton	ME	Croatia	4	2	Low
62	Non-binary	PhD	Widowed	88,617	618	8,600	Home	Employed	11	Fair	0.472578	27,490	1	Thomasmouth	SC	Cyprus	1	2	Low
26	Female	Bachelor's	Married	29,832	654	43,514	Personal	Unemployed	17	Excellent	0.150373	266,964	3	Port Jason	VI	Italy	3	2	Medium
52	Male	Master's	Divorced	null	632	49,425	Auto	Employed	13	Fair	0.416552	212,912	null	Anthonyview	MT	Nauru	null	0	Low
45	Non-binary	Master's	Married	75,919	773	25,766	Home	Self-employed	13	Poor	0.298646	40,789	0	Rochaville	HI	Greenland	1	2	Medium
44	Male	PhD	Divorced	32,167	628	null	Auto	Self-employed	12	Excellent	0.119	null	4	Scottmouth	KY	Philippines	0	2	High
23	Female	PhD	Widowed	111,644	765	44,498	Auto	Unemployed	7	Fair	0.450573	120,935	1	Lake Michael	DC	Somalia	4	0	Low
61	Female	PhD	Widowed	null	678	43,719	Personal	Unemployed	14	Good	0.14633	null	null	West Eric	ND	Sao Tome and Principe	3	2	Medium
33	Male	Bachelor's	Married	23,591	701	10,642	Home	Employed	16	Good	0.501704	89,781	4	Suttontown	WI	Iceland	1	0	Low
32	Female	PhD	Widowed	32,326	702	48,899	Personal	Unemployed	13	Good	0.355059	263,518	3	Lake Taylormouth	MD	Nigeria	4	0	Medium
58	Female	High School	Married	null	714	9,693	Home	Self-employed	11	Fair	0.211356	199,601	null	South Richard	TN	Brazil	1	0	Medium
26	Female	High School	Divorced	null	null	35,521	Home	Employed	4	Fair	0.504215	122,031	4	West Cindyberg	KY	Netherlands Antilles	4	0	Low
25	Male	High School	Single	27,021	775	25,867	Personal	Employed	5	Poor	0.127252	280,210	null	Kristenstad	MA	Poland	2	0	Low
62	Male	High School	Single	null	null	49,442	Auto	Unemployed	5	Poor	0.184943	106,033	3	Amandaville	OH	Nigeria	1	0	Low
22	Non-binary	PhD	Married	35,964	686	19,105	Auto	Unemployed	6	Good	0.376254	211,243	4	Julianport	VI	Zimbabwe	0	0	Medium
32	Non-binary	PhD	Widowed	47,569	681	18,116	Business	Unemployed	13	Excellent	0.523581	171,249	1	New Amy	KS	Palau	0	1	Low
37	Female	High School	Single	107,821	750	24,895	Home	Self-employed	16	Fair	0.203589	160,616	4	Mclaughlinside	NJ	Guinea	0	2	High
57	Female	High School	Married	51,952	null	13,087	Personal	Employed	13	Poor	0.360588	185,302	0	Lisaville	MO	Bolivia	4	2	Low
37	Non-binary	High School	Single	117,896	null	19,574	Personal	Employed	1	Good	0.545346	82,394	4	Rodriguezbury	OR	Denmark	1	2	Low
40	Male	Bachelor's	Divorced	null	756	36,601	Business	Unemployed	0	Fair	0.258547	null	0	Robinsonborough	RI	Spain	4	1	Low
31	Male	Bachelor's	Widowed	89,585	655	27,248	Business	Employed	4	Fair	0.494115	284,258	4	Gregoryview	CO	New Zealand	0	1	Low
33	Male	Bachelor's	Married	49,373	730	41,274	Auto	Self-employed	3	Poor	0.193758	190,335	3	Zacharymouth	AS	Bahrain	3	1	Low

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