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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
52	Female	Bachelor's	Widowed	null	641	49,626	Personal	Employed	1	Poor	0.521675	22,094	3	Cruzburgh	MP	Northern Mariana Islands	2	1	Medium
24	Female	High School	Divorced	null	789	17,917	Personal	Employed	1	Good	0.549139	247,894	2	Laurenton	CT	Rwanda	4	1	Low
36	Non-binary	PhD	Divorced	59,191	704	22,650	Personal	Employed	13	Poor	0.145508	294,648	4	Port Brenda	NE	Korea	3	2	Low
67	Male	Master's	Divorced	64,588	770	24,546	Personal	Self-employed	3	Poor	0.450853	30,087	3	Desireetown	VI	Indonesia	2	0	Low
39	Male	Master's	Single	93,509	692	35,136	Business	Employed	0	Poor	0.443049	199,829	2	Jeffland	MI	Finland	2	0	Low
23	Male	High School	Divorced	59,280	682	44,601	Auto	Employed	15	Fair	0.329483	null	1	Bellland	IL	San Marino	4	1	High
21	Female	Bachelor's	Divorced	115,490	754	31,361	Home	Self-employed	5	Excellent	0.42942	null	1	Wattsborough	AS	Sao Tome and Principe	0	2	Medium
19	Male	PhD	Single	117,631	753	8,196	Home	Unemployed	12	Poor	0.112272	null	2	West Christina	IL	Colombia	4	2	Low
61	Male	Bachelor's	Divorced	57,690	700	null	Home	Employed	1	Poor	0.186476	258,750	3	Robertside	VT	Tokelau	0	1	Low
61	Male	Master's	Divorced	113,926	634	26,216	Business	Unemployed	6	Poor	0.467259	207,159	4	Crawfordview	SC	El Salvador	0	2	Low
48	Male	High School	Widowed	54,647	704	36,843	Personal	Employed	2	Fair	0.173073	53,244	2	Smithport	AK	Cape Verde	1	0	Medium
31	Female	Bachelor's	Widowed	21,915	782	5,381	Personal	Employed	1	Good	0.523549	264,709	4	South Daniel	MH	Philippines	4	2	High
54	Male	PhD	Married	98,919	700	39,017	Auto	Employed	13	Good	0.449074	31,570	3	Davidchester	AR	Iceland	0	0	Low
33	Female	High School	Divorced	25,580	779	29,797	Home	Unemployed	0	Good	0.145946	172,203	1	Madisonmouth	PW	San Marino	4	2	Low
34	Male	PhD	Widowed	68,285	613	23,587	Personal	Employed	11	Excellent	0.517019	181,114	1	Stuartmouth	GU	United States Virgin Islands	0	1	Low
36	Female	High School	Single	104,728	626	18,473	Home	Self-employed	0	Good	0.114564	22,516	1	Stricklandbury	MS	Madagascar	4	0	High
20	Female	High School	Widowed	40,642	642	null	Business	Unemployed	9	Excellent	0.52767	null	1	West Kevintown	AZ	Guatemala	3	2	Medium
53	Male	Master's	Single	22,794	669	34,621	Business	Unemployed	3	Fair	0.522796	218,897	1	Lisaland	MA	Tonga	2	0	Low
28	Female	Master's	Married	45,594	752	42,912	Personal	Employed	19	Good	0.58145	168,030	0	New Davidport	FM	Saint Kitts and Nevis	null	2	Medium
48	Male	PhD	Divorced	60,244	710	5,755	Personal	Self-employed	2	Poor	0.113771	161,295	null	New Edward	ME	Puerto Rico	0	0	Low
54	Female	PhD	Widowed	76,306	680	13,462	Home	Self-employed	7	Excellent	0.487538	232,605	1	Sandraport	VI	Iceland	4	2	Low
47	Male	High School	Widowed	32,011	779	null	Auto	Employed	0	Poor	0.340473	86,324	null	South Brendafort	GA	Cameroon	null	2	High
36	Female	PhD	Divorced	null	648	28,103	Personal	Unemployed	16	Fair	0.370056	115,275	3	Gloverville	IN	United States Minor Outlying Islands	2	1	Medium
62	Non-binary	PhD	Married	48,368	770	35,805	Home	Employed	7	Fair	0.386919	269,633	1	Robleshaven	CT	Falkland Islands (Malvinas)	4	0	Low
18	Non-binary	Master's	Single	116,981	null	48,190	Auto	Employed	12	Good	0.559498	132,033	2	Knighttown	KY	Aruba	4	1	Low
58	Female	Bachelor's	Single	105,469	603	13,944	Personal	Unemployed	19	Fair	0.188558	null	4	Jillmouth	OK	Thailand	null	0	Medium
27	Male	Bachelor's	Widowed	36,473	775	null	Personal	Employed	2	Poor	0.395934	217,436	1	South Deniseburgh	AK	Gambia	4	1	Low
62	Non-binary	Bachelor's	Single	112,008	731	41,680	Personal	Self-employed	5	Fair	0.579565	227,183	0	West Alejandroview	MO	Cameroon	1	0	Low
36	Female	Master's	Married	44,892	663	null	Auto	Employed	8	Good	0.597234	274,657	0	Schneiderstad	NV	Christmas Island	0	2	Low
30	Male	Master's	Single	30,745	719	6,545	Home	Self-employed	18	Poor	0.302981	270,477	1	West Jorge	NY	Martinique	null	2	Low
34	Male	High School	Single	90,478	719	26,836	Home	Employed	15	Fair	0.237528	165,745	1	West Wesleyview	MI	Jersey	0	1	Low
36	Female	Bachelor's	Single	29,200	null	22,867	Personal	Unemployed	13	Excellent	0.407066	136,828	0	East Jasmine	IL	Canada	null	2	High
25	Non-binary	Bachelor's	Single	97,701	690	null	Business	Employed	8	Excellent	0.373715	41,999	null	Port Seanfurt	MA	British Indian Ocean Territory (Chagos Archipelago)	4	2	Low
43	Male	Bachelor's	Widowed	57,479	630	25,769	Personal	Unemployed	10	Good	0.189061	291,599	1	Leslieshire	CO	Jersey	2	0	Low
51	Female	PhD	Single	null	631	21,429	Personal	Employed	8	Poor	0.377384	151,100	1	Barrland	MN	Lao People's Democratic Republic	null	2	Low
65	Non-binary	Master's	Married	null	756	35,140	Home	Employed	16	Poor	0.537367	null	4	North Joshua	PA	Ghana	2	1	Low
46	Male	High School	Single	72,167	721	17,756	Auto	Employed	11	Poor	0.254602	205,746	4	Elliottport	PW	Angola	3	2	Low
58	Male	High School	Single	72,776	null	29,552	Auto	Self-employed	2	Poor	0.59457	79,793	0	Santoston	NE	Colombia	2	1	Low
45	Female	High School	Divorced	107,359	680	44,811	Auto	Unemployed	2	Poor	0.515373	158,652	4	Jacobsfurt	NH	Puerto Rico	4	1	High
62	Male	Bachelor's	Single	76,843	713	43,923	Personal	Unemployed	10	Poor	0.586178	221,169	1	Younghaven	KY	Yemen	4	0	Medium
34	Male	Bachelor's	Married	65,939	768	28,847	Home	Unemployed	6	Excellent	0.139274	42,149	1	Jacksontown	IN	Suriname	3	2	High
39	Non-binary	High School	Single	75,041	null	37,113	Business	Self-employed	5	Good	0.443033	null	0	Cherylview	NV	Egypt	0	1	Low
24	Non-binary	Bachelor's	Divorced	44,737	694	46,699	Auto	Employed	14	Good	0.376274	193,548	1	Montesburgh	IN	Dominican Republic	4	0	Medium
36	Female	Master's	Divorced	43,100	791	49,327	Auto	Self-employed	2	Excellent	0.206614	114,579	3	North Sarah	WV	Mauritius	null	1	Medium
65	Non-binary	High School	Married	90,333	null	19,186	Home	Self-employed	1	Good	0.157929	119,909	3	East Tracey	AZ	Slovenia	0	0	Low
21	Female	High School	Married	null	784	39,783	Personal	Employed	5	Poor	0.261737	null	0	East Benjaminbury	MT	Cyprus	4	1	Low
61	Male	Bachelor's	Widowed	66,745	694	23,468	Business	Unemployed	12	Excellent	0.173636	null	3	Lake Angelaville	DC	Seychelles	1	2	High
53	Female	Master's	Divorced	45,346	636	null	Business	Self-employed	12	Excellent	0.553634	281,606	1	West Williamborough	GU	Nepal	4	2	Low
64	Non-binary	High School	Single	107,204	755	47,096	Home	Unemployed	7	Fair	0.482269	88,201	2	Port Matthew	RI	Slovakia (Slovak Republic)	4	1	High
67	Female	PhD	Widowed	51,308	605	31,903	Home	Self-employed	4	Poor	0.412008	null	3	Port Jessica	MD	Germany	null	1	Medium
65	Male	High School	Married	102,757	706	null	Personal	Unemployed	8	Good	0.122903	52,559	1	Ryanshire	MH	Japan	4	2	Low
27	Male	PhD	Single	54,229	709	18,715	Auto	Employed	16	Good	0.223918	51,750	1	Lucasborough	MH	Turkmenistan	4	2	Medium
37	Non-binary	High School	Divorced	68,426	672	9,493	Auto	Unemployed	12	Good	0.502336	68,661	1	Campbellstad	MH	Algeria	null	2	Low
19	Non-binary	High School	Widowed	81,009	641	20,060	Personal	Unemployed	5	Excellent	0.420501	162,438	1	Smithton	GU	Albania	0	0	Low
50	Female	Bachelor's	Single	114,426	null	null	Business	Self-employed	7	Fair	0.15703	260,397	1	West Debra	LA	Botswana	1	1	High
41	Male	PhD	Divorced	null	655	29,107	Personal	Unemployed	19	Good	0.448689	244,820	4	West Nathaniel	MO	Bangladesh	2	2	High
39	Male	High School	Single	101,032	742	21,720	Home	Unemployed	7	Poor	0.435013	205,278	3	Madelineland	UT	Gabon	4	1	Low
44	Male	Bachelor's	Widowed	31,748	756	8,696	Auto	Self-employed	11	Excellent	0.257574	223,597	null	South Anthonybury	MA	Niue	4	1	Low
56	Female	Master's	Single	null	659	33,133	Home	Unemployed	16	Poor	0.559299	219,157	1	Janetport	SC	Belarus	null	1	Low
62	Male	Bachelor's	Divorced	null	794	13,146	Home	Unemployed	15	Good	0.399509	203,453	3	Aaronmouth	VT	Botswana	1	1	High
36	Non-binary	High School	Widowed	34,418	660	31,794	Personal	Unemployed	2	Good	0.286308	195,164	0	Brianmouth	RI	Saint Pierre and Miquelon	0	2	Low
29	Female	Bachelor's	Divorced	107,507	783	17,502	Auto	Unemployed	4	Fair	0.107981	null	1	Joshuatown	WI	Tokelau	2	0	Low
25	Non-binary	High School	Widowed	97,593	796	19,582	Business	Employed	15	Poor	0.333327	null	1	New Nancy	ND	Iceland	null	1	Low
23	Male	Master's	Divorced	24,758	637	16,368	Home	Employed	1	Poor	0.488988	153,692	4	Port Jenniferburgh	KS	Uganda	1	2	High
53	Male	Bachelor's	Single	null	748	30,482	Personal	Self-employed	3	Good	0.100004	255,315	0	West Connorside	SC	Northern Mariana Islands	2	1	Low
65	Female	High School	Divorced	42,163	749	49,759	Home	Employed	1	Good	0.292996	null	0	New Steven	HI	Andorra	1	2	Medium
54	Male	Bachelor's	Married	22,202	718	16,148	Auto	Unemployed	13	Excellent	0.378165	117,680	1	Johnsonfort	VI	Honduras	3	0	Medium
34	Female	Bachelor's	Married	null	688	28,587	Auto	Employed	0	Excellent	0.599417	189,067	3	New Kaylaborough	MN	Myanmar	4	2	Low
22	Non-binary	Bachelor's	Divorced	36,265	611	10,794	Home	Unemployed	3	Fair	0.556097	246,255	1	Wrightmouth	MO	Saint Vincent and the Grenadines	3	2	Medium
68	Female	PhD	Single	23,824	626	null	Personal	Self-employed	13	Good	0.354372	143,385	4	Johnstad	KY	Myanmar	3	2	Low
47	Female	Master's	Single	35,846	660	26,074	Business	Employed	2	Excellent	0.591614	122,714	4	East Linda	OH	Paraguay	null	1	Low
23	Male	Master's	Widowed	113,616	null	37,448	Home	Employed	15	Fair	0.165995	121,309	3	Port Mary	OH	South Georgia and the South Sandwich Islands	0	0	Low
45	Female	Bachelor's	Divorced	60,770	null	null	Home	Self-employed	5	Excellent	0.120077	215,667	null	New Kathleen	VA	San Marino	1	0	High
20	Non-binary	Master's	Divorced	76,503	685	26,946	Business	Self-employed	15	Fair	0.241763	156,692	0	North Janice	VT	Slovenia	1	2	Low
27	Female	Bachelor's	Single	59,412	null	30,272	Personal	Employed	18	Fair	0.236815	180,227	1	Elliotttown	NY	France	4	2	Low
33	Non-binary	Master's	Divorced	28,896	null	30,322	Auto	Self-employed	1	Good	0.381655	92,423	0	Sanchezbury	FM	Western Sahara	1	0	Medium
32	Male	High School	Single	26,820	686	49,281	Auto	Self-employed	19	Good	0.402637	137,413	1	Connerstad	ID	New Caledonia	3	1	Low
66	Male	PhD	Single	96,982	693	45,599	Personal	Self-employed	13	Poor	0.565562	178,458	1	Kathrynview	PR	Puerto Rico	4	0	Medium
54	Non-binary	High School	Widowed	116,951	639	25,442	Personal	Employed	1	Excellent	0.597963	258,582	3	Lake Kyle	MH	Bulgaria	3	1	Low
64	Non-binary	Bachelor's	Single	68,723	648	39,477	Auto	Self-employed	17	Poor	0.474818	null	0	North Katherineberg	PW	Mexico	0	2	Medium
19	Non-binary	Bachelor's	Widowed	null	698	10,016	Auto	Unemployed	10	Fair	0.14854	299,307	4	Port William	CA	Iceland	2	1	Medium
26	Non-binary	High School	Single	71,986	662	42,312	Personal	Self-employed	19	Fair	0.344096	150,192	3	Chandlertown	WI	Oman	2	0	Low
60	Male	PhD	Widowed	71,857	767	12,868	Business	Employed	6	Poor	0.306155	211,825	1	New Amy	MP	Andorra	4	1	Low
19	Male	High School	Married	81,344	795	13,559	Auto	Self-employed	11	Good	0.347836	71,995	0	Lake Adrianfort	MH	Mongolia	3	0	Low
36	Non-binary	High School	Married	22,364	727	29,688	Auto	Employed	5	Fair	0.529357	null	1	Campbellfort	VA	Sierra Leone	4	1	Low
53	Non-binary	Bachelor's	Divorced	29,610	680	40,224	Auto	Self-employed	4	Fair	0.13089	null	null	Shortmouth	VI	Guinea	null	2	Medium
68	Male	PhD	Single	101,288	740	29,701	Home	Employed	9	Fair	0.233726	25,495	4	Darrylfurt	GU	Ecuador	4	0	Low
24	Male	High School	Widowed	47,987	null	null	Auto	Self-employed	15	Good	0.343245	79,118	0	Perezport	CO	Puerto Rico	3	0	Medium
26	Male	Master's	Divorced	72,414	699	null	Personal	Self-employed	2	Excellent	0.134104	44,654	3	South Amychester	AR	Chile	4	1	Low
65	Male	High School	Single	90,819	795	null	Auto	Unemployed	14	Poor	0.420182	290,472	3	Obrientown	GU	Sweden	2	1	Medium
62	Female	PhD	Divorced	23,405	611	12,599	Business	Self-employed	15	Poor	0.506716	218,050	1	West Ericfort	MH	New Zealand	2	2	Low
46	Male	Bachelor's	Single	106,298	608	9,876	Business	Self-employed	0	Excellent	0.367422	34,508	1	Jacksonview	PW	Sudan	1	2	Low
67	Female	High School	Married	57,203	645	21,717	Business	Employed	10	Fair	0.150352	153,491	3	West Melissa	TX	Ecuador	3	1	Medium
37	Male	Master's	Divorced	null	652	8,486	Home	Unemployed	4	Good	0.187006	229,188	null	Lake Ricky	CO	Cook Islands	2	1	Low
25	Male	Bachelor's	Widowed	95,351	630	47,193	Home	Self-employed	6	Good	0.206997	null	3	Sheenaborough	KY	Somalia	2	2	Low
28	Female	Bachelor's	Divorced	79,273	713	20,327	Auto	Unemployed	3	Excellent	0.459438	263,450	null	Gomezbury	IN	Congo	2	0	Medium
51	Male	High School	Divorced	82,771	741	44,815	Auto	Unemployed	16	Fair	0.527202	266,210	3	Henrychester	SC	Niger	0	2	Medium
67	Non-binary	PhD	Single	87,847	618	16,688	Personal	Unemployed	10	Excellent	0.142805	null	4	Lunaborough	NJ	Canada	1	1	Low
44	Non-binary	Bachelor's	Married	63,175	null	23,679	Home	Self-employed	0	Good	0.17567	null	2	East Donnafurt	AS	Timor-Leste	4	1	Low
56	Male	Master's	Married	null	795	38,260	Home	Unemployed	13	Poor	0.530619	75,569	2	North Christopher	TX	Bulgaria	0	0	Low

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