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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
23	Non-binary	High School	Married	94,745	604	16,261	Auto	Unemployed	16	Fair	0.242661	48,819	3	Prestonstad	MD	Tajikistan	1	2	Medium
66	Male	Master's	Single	81,902	676	43,617	Personal	Unemployed	16	Fair	0.137207	135,554	null	New Lauren	MD	Iraq	4	2	Low
37	Non-binary	Bachelor's	Widowed	37,716	705	null	Auto	Unemployed	2	Excellent	0.102209	269,347	4	West Amy	TX	Fiji	3	2	Low
69	Male	Bachelor's	Single	49,063	736	21,781	Auto	Employed	17	Good	0.178527	35,243	3	Chaneyburgh	CO	Turkmenistan	3	2	Medium
21	Male	High School	Divorced	92,454	796	14,252	Auto	Self-employed	15	Fair	0.597153	247,467	null	Hallville	OK	American Samoa	0	1	Medium
49	Female	Bachelor's	Married	null	659	47,088	Business	Unemployed	14	Fair	0.137181	105,060	1	Padillastad	GA	Philippines	0	1	Medium
21	Male	PhD	Single	54,261	704	47,627	Business	Self-employed	14	Good	0.324228	105,150	2	Sanchezview	NY	Korea	1	2	Medium
45	Male	Master's	Married	30,304	628	9,753	Personal	Employed	5	Good	0.345035	168,168	4	Jacobsonton	AR	Ecuador	2	2	Low
50	Female	Master's	Married	70,767	null	28,820	Auto	Employed	12	Excellent	0.196236	282,090	3	Wareberg	CT	Trinidad and Tobago	4	0	Medium
19	Non-binary	High School	Widowed	111,006	null	48,133	Personal	Unemployed	19	Good	0.590734	107,331	null	Bondton	SC	Netherlands Antilles	3	0	Low
55	Female	High School	Divorced	77,198	null	43,455	Home	Employed	9	Excellent	0.191046	281,433	2	Lake Bryanstad	NV	Guernsey	2	2	Medium
20	Female	High School	Divorced	54,312	null	18,894	Business	Self-employed	6	Good	0.323647	284,245	4	Elizabethmouth	NJ	Argentina	4	0	Low
33	Non-binary	Bachelor's	Widowed	83,128	795	15,535	Business	Employed	11	Fair	0.365127	null	0	Sharonton	GA	Christmas Island	1	2	Medium
31	Male	PhD	Widowed	null	650	13,983	Business	Unemployed	0	Fair	0.516635	178,450	1	South Joshuashire	TN	Dominican Republic	0	1	Low
20	Female	Master's	Divorced	106,223	762	44,724	Auto	Self-employed	10	Excellent	0.243836	116,299	2	Port Nicole	IL	Guam	null	2	High
68	Male	PhD	Married	90,229	659	26,048	Personal	Employed	16	Poor	0.238852	27,788	2	Port Sarah	AZ	Svalbard & Jan Mayen Islands	null	1	Low
43	Male	Bachelor's	Divorced	null	780	34,317	Home	Self-employed	2	Fair	0.249436	183,868	4	New Monicaton	WA	Guadeloupe	2	2	Medium
26	Female	High School	Married	25,131	750	29,993	Business	Employed	8	Excellent	0.544887	250,449	1	East Marialand	LA	Qatar	null	1	Low
59	Female	High School	Widowed	35,175	670	29,007	Business	Employed	0	Poor	0.211913	null	null	Edwardburgh	DC	Sierra Leone	1	2	High
36	Non-binary	PhD	Divorced	62,077	673	5,207	Auto	Self-employed	6	Poor	0.146038	228,707	1	Nicholasberg	HI	Somalia	1	1	Medium
56	Male	Master's	Single	null	777	17,680	Home	Self-employed	13	Poor	0.522371	163,061	1	Courtneychester	TN	Colombia	null	0	Medium
36	Female	High School	Widowed	77,645	721	27,299	Auto	Unemployed	1	Excellent	0.569627	280,654	3	South Luiston	IA	Dominica	0	1	Low
34	Non-binary	PhD	Divorced	66,475	710	8,185	Auto	Self-employed	16	Good	0.102356	71,678	1	Trevorland	AR	Switzerland	4	0	Medium
54	Female	High School	Single	41,331	720	33,149	Auto	Unemployed	10	Good	0.388551	274,918	2	East Timothyland	MI	Lithuania	3	1	Low
23	Female	High School	Married	30,282	657	47,171	Home	Employed	14	Poor	0.338789	266,909	4	North Katie	CT	Lebanon	null	1	Medium
37	Female	PhD	Divorced	89,838	660	36,652	Auto	Employed	7	Poor	0.355679	144,337	null	Mcfarlandside	LA	Western Sahara	4	2	Low
22	Female	Master's	Widowed	59,128	619	45,890	Personal	Unemployed	7	Fair	0.350079	202,041	2	Christinabury	NV	Eritrea	4	2	Medium
48	Female	Master's	Widowed	70,400	713	27,318	Business	Unemployed	12	Poor	0.218994	262,786	2	South Cynthiachester	PA	French Southern Territories	2	0	Medium
26	Non-binary	Master's	Single	47,725	null	36,989	Auto	Unemployed	2	Fair	0.454422	244,013	null	Parkershire	MP	Iraq	0	0	Low
18	Male	High School	Widowed	45,912	638	null	Business	Unemployed	0	Excellent	0.530139	243,030	3	New Suzanne	UT	Cameroon	4	0	Low
66	Non-binary	High School	Divorced	60,309	688	null	Personal	Unemployed	1	Excellent	0.509743	123,146	1	Woodwardside	NC	Malawi	4	0	Low
49	Female	High School	Divorced	65,231	744	10,060	Personal	Self-employed	10	Poor	0.38299	150,179	2	South Nicholeside	NM	Niger	null	0	High
27	Non-binary	High School	Widowed	32,920	733	46,199	Business	Self-employed	18	Good	0.497052	65,204	1	Leechester	CO	Svalbard & Jan Mayen Islands	1	1	Low
30	Female	PhD	Divorced	107,663	null	18,920	Auto	Unemployed	11	Fair	0.245036	117,892	1	North Johnville	CO	Dominica	3	0	Low
61	Female	High School	Married	null	683	30,972	Home	Self-employed	0	Excellent	0.498124	null	1	West Dianeburgh	MA	Latvia	3	1	Medium
57	Male	High School	Widowed	85,552	678	48,738	Auto	Employed	3	Poor	0.486409	96,099	0	Sharpfurt	AS	Netherlands	2	2	Low
23	Non-binary	High School	Divorced	84,442	708	39,218	Business	Unemployed	4	Good	0.339827	227,002	1	Jennifermouth	FL	Tonga	0	2	Medium
40	Male	Bachelor's	Divorced	118,884	612	null	Auto	Unemployed	18	Poor	0.549632	171,594	0	Port Jamesmouth	IL	Tonga	3	2	Low
50	Female	PhD	Married	113,906	null	5,613	Business	Unemployed	1	Excellent	0.470007	null	3	Lake Jimmy	CA	Bolivia	3	1	Medium
68	Non-binary	PhD	Widowed	43,386	670	32,578	Business	Self-employed	15	Good	0.44764	85,530	4	New Nancy	NM	Zambia	4	0	Medium
44	Female	PhD	Widowed	null	647	null	Home	Self-employed	14	Fair	0.345683	78,408	null	Andrewview	IA	Sweden	1	2	Low
26	Male	Bachelor's	Widowed	81,895	772	26,953	Personal	Self-employed	18	Poor	0.210229	112,523	1	New Cheyenneton	FM	United States Minor Outlying Islands	1	0	Medium
26	Non-binary	Bachelor's	Single	76,973	607	14,677	Personal	Employed	8	Poor	0.374048	181,500	3	Annaland	LA	Norfolk Island	null	1	Medium
43	Non-binary	High School	Single	78,936	696	42,736	Business	Employed	16	Excellent	0.209633	null	3	North Kimborough	NJ	China	1	1	Medium
58	Male	Master's	Divorced	42,836	636	23,615	Home	Unemployed	6	Good	0.45092	247,672	3	Timothyfurt	ID	British Indian Ocean Territory (Chagos Archipelago)	4	0	Low
67	Non-binary	PhD	Single	40,742	736	12,831	Personal	Unemployed	16	Fair	0.118916	44,130	4	East Veronicamouth	NY	United States Minor Outlying Islands	1	2	Low
68	Female	PhD	Married	70,022	654	38,202	Auto	Unemployed	3	Fair	0.198218	182,343	null	Kristinside	MI	Moldova	0	0	Low
62	Female	Bachelor's	Married	null	670	35,532	Personal	Self-employed	3	Poor	0.393608	148,251	1	New Robertbury	KS	Latvia	3	2	Medium
38	Female	Master's	Married	106,570	750	49,215	Home	Employed	18	Good	0.570373	271,947	null	Brewerbury	NE	Holy See (Vatican City State)	1	2	Low
39	Male	Bachelor's	Divorced	null	793	17,451	Personal	Employed	18	Excellent	0.218507	90,164	4	Williamtown	WV	Anguilla	4	2	High
24	Non-binary	High School	Divorced	110,868	696	41,939	Auto	Self-employed	8	Fair	0.468039	33,048	0	Everettview	NC	Guadeloupe	null	1	Medium
49	Male	Bachelor's	Single	27,899	693	19,835	Auto	Unemployed	0	Fair	0.203943	133,200	0	New Ryan	WY	Jordan	0	1	Low
47	Non-binary	Bachelor's	Divorced	92,869	690	43,038	Business	Self-employed	4	Good	0.379888	49,858	3	Port Jeffreyshire	AK	Paraguay	3	0	Low
30	Female	Master's	Married	107,493	null	6,274	Personal	Unemployed	15	Poor	0.123205	null	1	Lake Corey	WY	Seychelles	3	1	Medium
49	Female	Bachelor's	Single	105,913	766	22,990	Business	Self-employed	3	Excellent	0.487126	98,493	0	Shannonborough	MH	San Marino	null	1	High
48	Non-binary	High School	Widowed	27,591	772	46,001	Auto	Self-employed	17	Good	0.215244	103,922	0	Shannonhaven	FM	Venezuela	0	2	Low
35	Non-binary	Bachelor's	Widowed	36,983	681	null	Business	Self-employed	1	Fair	0.32064	202,519	1	South Donnafurt	NC	United Arab Emirates	4	2	Low
33	Male	Master's	Married	106,973	799	20,218	Personal	Employed	17	Excellent	0.555402	56,347	3	North Paulmouth	NE	Saint Lucia	null	1	Medium
52	Male	PhD	Widowed	109,627	698	29,660	Business	Self-employed	4	Poor	0.280125	63,982	1	Jameston	AR	Bolivia	0	1	Low
42	Non-binary	High School	Married	39,887	788	27,528	Auto	Unemployed	16	Poor	0.192974	127,435	0	Grahamburgh	NE	Somalia	0	0	Medium
39	Non-binary	PhD	Single	null	626	29,116	Business	Employed	6	Excellent	0.14677	59,754	0	Colintown	MS	Tanzania	2	1	Low
27	Male	PhD	Widowed	98,179	616	19,138	Home	Employed	2	Poor	0.498034	89,284	3	Bentleyborough	MA	Tanzania	2	1	Low
29	Male	PhD	Divorced	49,652	730	27,812	Home	Unemployed	18	Poor	0.311424	87,153	4	Parkerport	NY	Ireland	1	1	Medium
38	Non-binary	Master's	Divorced	22,470	null	31,471	Auto	Unemployed	18	Good	0.150873	87,200	null	Harrisonfurt	MN	Uganda	3	1	Low
56	Non-binary	PhD	Single	58,930	610	null	Personal	Self-employed	6	Poor	0.297698	272,905	3	West Jackson	DE	Angola	2	0	High
34	Male	Bachelor's	Married	80,379	null	7,475	Business	Employed	5	Poor	0.215742	44,350	3	South Jessica	TN	Falkland Islands (Malvinas)	0	2	Medium
62	Non-binary	PhD	Divorced	60,409	672	47,582	Home	Self-employed	13	Good	0.135521	271,471	null	Robinchester	DC	Chile	null	1	Medium
18	Male	Master's	Widowed	46,930	724	41,036	Personal	Employed	0	Excellent	0.1163	254,285	4	Markborough	NC	Germany	2	0	Medium
66	Female	Master's	Married	101,196	null	21,492	Personal	Unemployed	3	Good	0.292996	132,364	2	Williamstown	WI	Kuwait	null	0	Low
46	Female	Master's	Single	50,448	null	32,235	Home	Unemployed	5	Good	0.440526	206,162	2	South Timothy	PR	Micronesia	4	1	Medium
53	Male	Bachelor's	Single	null	null	null	Personal	Employed	17	Poor	0.423291	193,128	3	New Anthony	NM	Montenegro	null	2	Low
50	Non-binary	Master's	Single	50,027	608	17,003	Auto	Employed	7	Fair	0.334158	null	1	Greerchester	AS	Italy	null	0	High
41	Female	PhD	Divorced	43,386	610	7,178	Personal	Employed	0	Excellent	0.336005	199,685	1	Rodriguezland	MS	Korea	null	1	Low
38	Female	Bachelor's	Divorced	47,675	779	9,892	Auto	Employed	9	Excellent	0.549943	249,442	0	Port Stephanie	WI	Oman	0	1	Medium
58	Female	PhD	Single	111,378	631	null	Business	Employed	0	Fair	0.29857	23,489	2	West Michaelland	NJ	Philippines	0	1	Low
60	Male	Bachelor's	Married	103,213	638	15,895	Auto	Unemployed	9	Good	0.424424	107,322	2	West Amandafort	VI	Bolivia	4	2	Medium
68	Male	Bachelor's	Single	null	null	8,315	Home	Unemployed	3	Good	0.322563	95,606	null	New Dominique	VT	Albania	2	0	Medium
67	Female	PhD	Divorced	105,701	737	42,506	Business	Employed	17	Fair	0.20255	288,062	1	Port Davidfort	PR	Puerto Rico	1	1	Low
58	Female	PhD	Divorced	101,098	745	42,771	Home	Employed	6	Excellent	0.502347	null	4	Hunterbury	TN	Cape Verde	2	2	Low
56	Female	PhD	Married	23,974	790	null	Home	Employed	17	Good	0.554245	259,128	null	West Victor	OK	Lebanon	2	1	Medium
26	Non-binary	Bachelor's	Single	null	708	40,837	Business	Self-employed	15	Poor	0.523978	null	1	Hurstland	UT	Portugal	4	1	Low
68	Female	High School	Widowed	null	null	49,505	Auto	Unemployed	9	Good	0.402056	72,436	4	Campbellbury	FM	Reunion	2	0	Medium
27	Male	PhD	Widowed	92,084	603	28,481	Auto	Self-employed	16	Fair	0.514303	236,953	0	Christopherchester	NM	Cayman Islands	1	0	Low
47	Non-binary	Bachelor's	Divorced	78,650	649	18,328	Auto	Self-employed	3	Excellent	0.557263	null	3	New Savannah	PW	Papua New Guinea	null	1	Low
38	Male	Bachelor's	Single	63,856	620	12,503	Home	Unemployed	10	Poor	0.102619	127,586	0	North Jayberg	SC	Fiji	3	0	Medium
62	Female	High School	Single	72,195	606	45,477	Personal	Employed	18	Poor	0.215034	70,114	2	Port Ethanfort	CA	Finland	1	1	High
67	Female	Master's	Married	87,752	null	17,359	Auto	Self-employed	8	Good	0.241091	242,241	3	Lake Thomasfurt	AR	Denmark	2	2	Medium
32	Non-binary	Bachelor's	Divorced	null	658	null	Personal	Self-employed	4	Good	0.278464	132,555	0	Parkerland	FL	Malawi	4	2	Low
22	Non-binary	High School	Divorced	62,916	765	37,888	Auto	Employed	11	Fair	0.379817	88,134	0	New Michael	PA	Falkland Islands (Malvinas)	3	2	Low
51	Non-binary	PhD	Widowed	21,268	722	26,761	Personal	Employed	0	Good	0.540551	186,485	4	Joycemouth	OK	Djibouti	0	2	Low
43	Female	High School	Divorced	32,069	675	15,985	Business	Unemployed	1	Good	0.459868	177,407	1	Port Davidville	AZ	Guadeloupe	3	0	High
25	Non-binary	High School	Married	58,795	654	20,706	Auto	Self-employed	15	Fair	0.426924	100,455	1	New Patrick	AZ	Guadeloupe	4	2	Medium
53	Female	Bachelor's	Divorced	null	787	34,209	Personal	Self-employed	6	Good	0.415265	102,944	4	Lake Jamesmouth	WI	Saudi Arabia	0	0	Low
36	Non-binary	PhD	Married	111,472	761	21,973	Home	Unemployed	13	Fair	0.451811	238,478	4	North Samantha	OR	Romania	1	0	Low
37	Male	Bachelor's	Married	null	688	34,013	Business	Unemployed	3	Poor	0.530884	217,100	3	Stevenmouth	NY	Latvia	4	0	Low
40	Male	High School	Widowed	71,142	777	14,303	Business	Employed	14	Excellent	0.206515	254,216	4	South Darrellport	PR	Burundi	4	2	Low
49	Male	High School	Single	99,424	619	42,772	Personal	Self-employed	12	Good	0.188379	90,804	1	Lake Julie	AL	Samoa	null	2	Low
35	Female	Master's	Single	95,033	734	16,206	Personal	Unemployed	18	Fair	0.296948	200,482	1	East Franciston	TN	Zambia	0	0	Low
69	Male	Master's	Widowed	77,811	682	null	Business	Unemployed	16	Fair	0.29156	287,522	3	Lake Judithberg	AS	Cayman Islands	null	1	Medium
24	Female	Master's	Widowed	46,657	null	20,016	Auto	Employed	11	Fair	0.58955	null	2	Connieside	LA	Brazil	null	0	Medium

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