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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
25	Female	Master's	Widowed	116,032	738	10,175	Business	Employed	17	Good	0.193599	null	2	Woodschester	PR	China	2	2	Low
64	Non-binary	High School	Widowed	97,395	734	21,023	Auto	Unemployed	13	Excellent	0.570801	42,195	4	Mccoychester	FL	Comoros	4	1	Low
42	Male	Master's	Widowed	117,425	678	null	Home	Unemployed	0	Good	0.159909	98,142	null	Rodriguezbury	AZ	New Zealand	3	1	Low
39	Non-binary	Master's	Divorced	34,570	763	null	Auto	Self-employed	10	Poor	0.145321	133,668	null	West Andrew	WA	Cyprus	4	2	Medium
30	Female	Master's	Single	98,766	750	34,011	Home	Unemployed	5	Fair	0.383157	204,683	3	Ashleyfort	PR	Jamaica	3	1	Low
54	Female	High School	Widowed	107,581	666	44,189	Business	Employed	18	Good	0.100976	243,126	1	Amandatown	TX	Panama	4	1	Medium
56	Male	High School	Divorced	45,046	781	7,798	Home	Self-employed	18	Poor	0.13155	null	1	South Erinburgh	MP	Swaziland	4	2	Low
41	Male	PhD	Divorced	81,491	760	40,031	Auto	Employed	2	Excellent	0.266765	116,340	2	West Jesse	AK	Croatia	1	0	High
39	Female	Master's	Divorced	89,285	678	25,265	Business	Employed	5	Excellent	0.194537	205,832	4	South Reneemouth	KY	Bulgaria	0	0	Low
28	Non-binary	Master's	Single	118,917	605	null	Personal	Employed	16	Good	0.132416	84,408	0	Raymondland	DC	Lebanon	2	1	Low
21	Female	Master's	Single	45,345	612	37,568	Auto	Unemployed	5	Excellent	0.543326	91,910	0	Deborahbury	ND	Russian Federation	2	0	Low
53	Non-binary	Master's	Divorced	98,755	714	25,805	Business	Self-employed	15	Good	0.507224	46,742	4	Port Jamesfurt	TX	Hong Kong	0	2	High
26	Female	Master's	Single	51,478	768	8,763	Personal	Unemployed	2	Excellent	0.210162	276,121	2	New Gregoryland	KY	Western Sahara	1	2	Low
68	Male	Master's	Divorced	32,976	737	27,312	Auto	Employed	5	Good	0.212593	null	0	East Emmaland	SC	Fiji	3	2	Medium
56	Female	Master's	Married	115,777	672	14,572	Business	Self-employed	0	Poor	0.447207	197,080	2	South Ambershire	CA	Yemen	4	0	Low
52	Female	Master's	Single	89,205	677	43,184	Home	Unemployed	4	Good	0.29003	176,816	0	Lake Justinfort	GA	Bermuda	1	2	Low
53	Non-binary	Bachelor's	Divorced	86,686	745	25,179	Business	Unemployed	0	Fair	0.419985	296,629	4	Wilsonshire	CO	Malta	0	1	Low
49	Non-binary	PhD	Divorced	81,262	626	23,172	Personal	Unemployed	13	Excellent	0.33486	225,260	1	Dennisborough	ND	Comoros	null	2	Medium
41	Female	PhD	Widowed	34,877	752	10,925	Home	Employed	1	Excellent	0.213047	219,899	null	New Toni	IA	Pitcairn Islands	1	1	Low
52	Non-binary	PhD	Married	71,150	750	7,117	Business	Employed	14	Excellent	0.388936	80,599	0	Mullenville	WY	Germany	2	1	Low
31	Female	PhD	Married	74,781	null	null	Business	Self-employed	9	Excellent	0.3734	80,406	2	Morristown	MP	Finland	0	2	Low
20	Non-binary	High School	Widowed	null	601	33,907	Home	Employed	0	Good	0.168885	270,919	3	South Jeffrey	ME	Ukraine	4	1	Medium
42	Female	Bachelor's	Married	63,374	616	23,323	Auto	Employed	9	Good	0.476491	null	2	West Donland	ID	Cameroon	0	2	High
22	Non-binary	High School	Divorced	105,411	785	19,908	Personal	Unemployed	17	Excellent	0.500362	null	4	Smithberg	IL	Eritrea	4	1	Low
30	Female	Bachelor's	Single	null	746	31,409	Home	Unemployed	14	Fair	0.377089	206,931	null	Lake Lauramouth	OH	Luxembourg	2	2	Low
32	Male	High School	Married	65,874	661	16,475	Personal	Self-employed	19	Excellent	0.475411	291,519	0	East Charlesborough	MA	Mongolia	3	1	Low
47	Non-binary	Master's	Widowed	75,406	null	11,193	Home	Self-employed	18	Good	0.341563	55,682	2	North Dannyhaven	AZ	Belarus	0	0	Low
57	Non-binary	Master's	Widowed	43,659	639	16,108	Personal	Employed	12	Excellent	0.517864	null	0	Lake Antoniostad	NM	South Georgia and the South Sandwich Islands	null	2	Low
57	Non-binary	Bachelor's	Single	null	659	20,485	Home	Unemployed	17	Poor	0.23387	118,268	3	New Stephanie	OH	Solomon Islands	0	0	Low
21	Female	High School	Single	80,750	753	40,310	Home	Self-employed	6	Poor	0.326085	201,804	1	Lake Linda	NM	Kazakhstan	1	0	Low
35	Non-binary	Bachelor's	Single	68,402	null	34,844	Auto	Employed	19	Poor	0.345636	67,879	0	New Valerie	MI	Antigua and Barbuda	3	1	Low
49	Male	Bachelor's	Single	22,016	724	31,617	Personal	Self-employed	6	Excellent	0.346221	295,496	0	Michaelshire	VI	Jersey	0	2	Low
43	Male	Bachelor's	Widowed	107,748	681	47,928	Business	Self-employed	10	Poor	0.381807	143,735	4	Lake Diane	DE	Northern Mariana Islands	0	0	Low
18	Non-binary	High School	Divorced	65,344	724	null	Business	Employed	2	Excellent	0.180532	77,683	3	Christineside	MH	Angola	4	1	Low
38	Male	Bachelor's	Widowed	34,012	643	39,075	Personal	Unemployed	16	Excellent	0.58271	null	null	Weaverstad	VT	Bahrain	3	2	Low
47	Male	Master's	Divorced	22,263	717	21,376	Business	Unemployed	9	Good	0.247818	132,283	3	Ronaldstad	MH	Ukraine	null	1	Low
40	Male	Master's	Single	63,774	790	34,778	Auto	Unemployed	3	Fair	0.474316	223,709	4	Andrewfort	MT	Cocos (Keeling) Islands	0	1	Low
35	Male	Bachelor's	Married	null	703	40,523	Business	Employed	11	Good	0.119128	null	1	North Jamesland	NM	Argentina	null	1	Medium
68	Non-binary	PhD	Married	31,290	723	32,077	Personal	Employed	19	Excellent	0.238325	260,368	null	West Melissastad	NM	Haiti	1	1	Medium
23	Non-binary	Bachelor's	Divorced	111,803	660	19,324	Auto	Self-employed	14	Poor	0.4398	null	null	Lake Nicholasstad	IA	Iraq	3	2	Low
49	Male	Master's	Single	null	null	6,113	Personal	Employed	8	Good	0.563734	54,927	null	East William	CA	Portugal	0	1	Low
63	Male	Bachelor's	Single	118,530	677	45,428	Business	Self-employed	19	Excellent	0.369256	null	1	Clarkport	WA	Kuwait	0	1	Low
18	Male	High School	Married	118,550	753	17,210	Auto	Employed	0	Good	0.172193	258,358	3	West Kevinborough	TX	Tajikistan	1	1	High
42	Female	Master's	Widowed	null	758	null	Home	Employed	2	Excellent	0.284312	193,666	2	Lewisborough	GU	Swaziland	1	1	Low
28	Female	High School	Divorced	21,528	602	19,837	Auto	Unemployed	10	Good	0.322263	93,626	1	Port Alisonberg	IA	Venezuela	1	1	Low
39	Non-binary	High School	Single	24,597	706	40,751	Personal	Employed	8	Fair	0.560672	276,950	null	Lake Calvin	ID	Palestinian Territory	3	0	Low
69	Female	Bachelor's	Single	78,769	696	42,025	Home	Self-employed	16	Poor	0.385595	233,249	4	Garciaton	MI	Turks and Caicos Islands	2	2	High
29	Non-binary	Master's	Single	80,664	null	49,647	Business	Employed	11	Good	0.553232	276,405	0	Davidbury	FM	Rwanda	2	2	Low
43	Male	Bachelor's	Widowed	115,758	716	null	Business	Self-employed	8	Excellent	0.525564	152,986	3	Lake Christopher	MN	Hong Kong	4	1	Low
61	Non-binary	Master's	Divorced	null	745	27,140	Business	Unemployed	1	Fair	0.556637	null	0	Combsburgh	IN	Angola	3	1	Low
20	Male	High School	Single	39,674	null	42,879	Home	Self-employed	17	Excellent	0.215312	83,524	2	West Dennis	MI	France	4	0	Low
36	Non-binary	Bachelor's	Widowed	72,243	615	null	Personal	Unemployed	7	Good	0.167102	32,150	null	Port Miachester	KY	Brunei Darussalam	3	1	Low
39	Female	High School	Married	51,645	null	36,386	Business	Self-employed	7	Good	0.163167	212,123	2	Lake Juanstad	GU	Papua New Guinea	4	1	Low
29	Non-binary	Bachelor's	Single	54,980	601	null	Auto	Self-employed	8	Fair	0.366768	66,753	null	East Brian	MA	Martinique	2	2	Low
62	Female	PhD	Single	108,921	667	10,516	Auto	Self-employed	15	Fair	0.351127	255,160	1	Lopezhaven	WV	Gambia	1	2	Low
51	Non-binary	Master's	Divorced	59,560	729	36,721	Business	Employed	0	Fair	0.144548	126,109	null	Nancyfurt	MT	Antigua and Barbuda	4	2	Low
27	Non-binary	Bachelor's	Single	74,820	729	27,805	Home	Self-employed	9	Excellent	0.198041	120,306	2	Williamsview	IN	Syrian Arab Republic	null	2	Low
46	Male	Master's	Single	null	617	34,014	Personal	Employed	2	Good	0.354519	null	4	Perezport	TX	Trinidad and Tobago	1	2	Low
22	Non-binary	Master's	Single	28,988	703	16,196	Home	Employed	7	Excellent	0.28662	241,499	0	Moralesburgh	OH	Zimbabwe	null	1	Low
19	Non-binary	Master's	Divorced	27,045	637	41,576	Home	Self-employed	9	Excellent	0.543125	111,807	4	South Brandonville	UT	Saint Kitts and Nevis	3	1	Medium
38	Female	Master's	Single	70,281	641	22,585	Auto	Self-employed	5	Excellent	0.212138	79,609	1	Kellychester	OK	Liberia	0	1	Low
60	Non-binary	High School	Married	null	633	9,466	Auto	Self-employed	19	Good	0.481776	42,427	3	Davidfurt	UT	United States Virgin Islands	2	0	Low
43	Non-binary	Bachelor's	Widowed	48,554	714	38,533	Business	Employed	4	Excellent	0.142873	147,409	2	Port Adamland	VA	Tanzania	3	2	Medium
39	Male	Master's	Divorced	36,417	617	29,487	Home	Unemployed	7	Good	0.569463	114,860	null	North Christianland	VI	Czech Republic	null	1	Low
49	Female	High School	Married	45,651	772	46,555	Business	Self-employed	10	Fair	0.32801	252,580	3	South Connorborough	TX	Peru	3	2	Medium
19	Male	Master's	Widowed	89,503	null	6,383	Home	Self-employed	7	Excellent	0.459234	266,339	null	North Joanna	MH	Oman	4	0	Medium
26	Non-binary	High School	Divorced	113,676	647	36,898	Auto	Employed	16	Fair	0.284046	276,782	3	Baileyshire	WI	Albania	0	0	Low
66	Female	Master's	Divorced	98,591	784	null	Business	Employed	0	Poor	0.141843	65,325	3	Meyertown	VT	Saint Kitts and Nevis	0	1	Low
57	Female	Master's	Single	47,397	679	null	Auto	Employed	0	Fair	0.410886	null	3	New Jason	NM	Palau	4	2	Low
51	Non-binary	PhD	Divorced	100,631	692	41,294	Home	Unemployed	10	Poor	0.502692	274,344	3	Matthewville	AR	Saint Kitts and Nevis	0	0	Low
59	Female	High School	Single	29,859	749	null	Auto	Self-employed	7	Excellent	0.422575	171,760	null	Lake Kristyport	KS	Saint Pierre and Miquelon	4	2	Low
38	Non-binary	High School	Widowed	41,683	705	36,469	Home	Employed	8	Good	0.29165	null	null	New Kristastad	TX	New Caledonia	2	2	Low
52	Non-binary	Bachelor's	Divorced	83,545	790	null	Business	Unemployed	3	Poor	0.350384	72,140	2	North Steven	NE	Guadeloupe	null	1	Low
26	Male	Bachelor's	Divorced	null	648	42,698	Auto	Self-employed	14	Excellent	0.153044	65,712	4	Lake Megantown	FL	Gibraltar	4	1	Medium
23	Non-binary	PhD	Married	56,312	660	null	Auto	Employed	4	Poor	0.107075	270,349	4	Thompsonport	NV	Antarctica (the territory South of 60 deg S)	4	1	High
39	Non-binary	PhD	Widowed	null	750	46,200	Auto	Employed	15	Excellent	0.424349	null	4	Lake Rodney	RI	France	3	0	Low
54	Male	PhD	Married	39,450	609	37,945	Business	Self-employed	19	Poor	0.554792	161,000	0	Andreafurt	PW	Bouvet Island (Bouvetoya)	1	2	Low
24	Female	High School	Widowed	72,164	738	41,659	Auto	Employed	7	Excellent	0.188691	187,510	3	Port Brent	DE	Barbados	null	0	Medium
56	Female	Bachelor's	Single	91,435	621	18,449	Auto	Unemployed	7	Good	0.114376	223,183	2	Josephton	NC	Bulgaria	3	1	Low
57	Female	High School	Married	23,664	652	null	Home	Self-employed	4	Fair	0.5447	254,778	3	Patrickland	OH	Armenia	null	1	Low
68	Male	High School	Married	35,935	743	27,776	Personal	Employed	8	Fair	0.59688	59,195	1	Rodriguezstad	LA	Bhutan	0	0	Low
19	Male	High School	Married	72,445	658	20,020	Auto	Employed	7	Poor	0.331755	264,709	4	Nielsenmouth	NH	China	1	0	Medium
29	Male	PhD	Divorced	115,515	696	null	Business	Self-employed	12	Excellent	0.559771	71,063	1	East Cory	DC	Afghanistan	2	2	Medium
34	Female	Bachelor's	Married	null	751	5,859	Home	Employed	1	Excellent	0.119487	null	1	Port Julieland	VT	Brazil	4	2	Low
65	Non-binary	Bachelor's	Married	30,119	673	16,054	Auto	Employed	5	Poor	0.391136	null	1	East Raymond	RI	Saint Helena	4	1	Low
28	Non-binary	High School	Divorced	114,859	611	39,283	Business	Unemployed	9	Good	0.348811	141,155	null	Thorntontown	CO	Martinique	null	2	Medium
56	Female	PhD	Divorced	105,553	631	42,123	Business	Employed	11	Poor	0.443178	280,850	0	Kathleenborough	MI	Turkmenistan	4	1	Low
64	Male	PhD	Married	43,492	null	12,505	Personal	Self-employed	9	Excellent	0.469366	60,718	2	Aaronview	NM	Christmas Island	3	2	Medium
43	Male	PhD	Divorced	null	789	18,538	Home	Unemployed	15	Poor	0.20385	131,509	0	Lake Adamland	WV	Barbados	0	0	Low
62	Male	High School	Married	86,535	715	null	Home	Unemployed	8	Poor	0.128637	55,242	3	South Ericstad	MO	Niue	3	2	Low
62	Male	PhD	Married	91,880	761	35,372	Personal	Self-employed	0	Fair	0.417561	76,724	0	Lake Susanport	TX	Norfolk Island	1	1	Low
35	Female	Bachelor's	Widowed	29,262	780	48,910	Home	Employed	4	Good	0.463415	292,561	1	Lake Marcus	PW	San Marino	2	1	Low
39	Female	Master's	Single	28,496	776	36,065	Home	Employed	9	Fair	0.112313	114,730	0	South Frank	MP	Micronesia	4	1	Low
55	Male	Bachelor's	Single	null	772	39,055	Personal	Unemployed	10	Poor	0.152594	209,742	null	Port Christineside	NM	Norfolk Island	1	2	Low
30	Male	High School	Married	null	661	6,401	Auto	Unemployed	12	Poor	0.277933	106,412	3	Danieltown	NJ	Nepal	2	1	Low
54	Male	PhD	Widowed	69,060	759	26,208	Home	Unemployed	15	Excellent	0.233389	35,169	4	Evansmouth	MO	Niger	0	0	High
38	Male	Bachelor's	Divorced	106,755	769	20,398	Home	Employed	10	Fair	0.35189	208,920	0	Thompsonmouth	MH	Cayman Islands	0	1	Low
54	Female	Master's	Divorced	104,846	661	10,489	Auto	Self-employed	10	Fair	0.168312	90,173	0	Cherylshire	AL	Fiji	4	2	Low
54	Non-binary	PhD	Single	97,193	643	7,792	Business	Self-employed	14	Excellent	0.382352	223,439	3	South Amberbury	HI	Tokelau	4	2	Medium
51	Male	Master's	Single	null	713	35,871	Home	Self-employed	4	Good	0.178471	88,288	4	Carrfort	CO	Ukraine	4	0	Low

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