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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
40	Male	Bachelor's	Widowed	23,487	679	37,928	Business	Employed	16	Good	0.548519	287,466	1	Lake Angelashire	IA	South Africa	0	2	Low
64	Male	PhD	Widowed	100,543	646	null	Auto	Self-employed	12	Fair	0.383382	283,375	1	Lake Susan	ID	Uganda	null	0	Low
57	Male	Bachelor's	Married	96,202	614	35,214	Business	Self-employed	2	Excellent	0.105103	83,968	0	North Elizabethport	MT	Oman	0	2	Low
21	Female	Bachelor's	Married	null	608	6,243	Personal	Self-employed	11	Fair	0.477054	196,619	4	Sherryport	PW	Northern Mariana Islands	2	1	Low
58	Female	High School	Widowed	69,681	678	38,486	Auto	Employed	5	Poor	0.32054	263,478	1	Langfort	OR	Grenada	3	1	Medium
69	Female	PhD	Single	83,872	null	11,124	Auto	Employed	13	Fair	0.522266	297,429	3	Jeremyshire	FL	Mozambique	3	1	High
43	Female	High School	Single	61,798	653	16,048	Auto	Employed	5	Fair	0.41795	30,769	1	Port Danielle	PR	Singapore	0	2	High
47	Non-binary	High School	Single	null	616	32,855	Business	Employed	13	Good	0.165553	216,226	2	Bartonhaven	WA	Palestinian Territory	1	1	Low
47	Female	Master's	Married	78,951	615	5,741	Business	Unemployed	13	Good	0.387377	163,358	2	Markland	UT	Malawi	null	2	Low
33	Male	PhD	Married	null	748	15,750	Personal	Self-employed	3	Good	0.398268	null	0	Judyberg	CA	Malta	null	0	Low
43	Male	Bachelor's	Married	115,341	667	43,640	Business	Employed	4	Good	0.556177	98,873	0	Lake Caitlin	MO	South Africa	3	1	Low
43	Female	Bachelor's	Divorced	85,158	657	null	Personal	Self-employed	1	Excellent	0.42912	167,569	1	New Jenniferstad	MT	Turks and Caicos Islands	4	2	Low
22	Female	High School	Widowed	80,658	636	31,185	Auto	Self-employed	15	Excellent	0.351747	null	null	Lake Kathrynland	NM	Lithuania	null	1	Low
56	Female	Master's	Divorced	89,225	722	null	Auto	Employed	17	Poor	0.171634	78,267	2	West Chelsea	AZ	Montenegro	0	0	Medium
46	Non-binary	Master's	Divorced	115,204	795	null	Personal	Employed	17	Good	0.479059	268,185	0	Nancybury	VT	Rwanda	4	0	High
51	Non-binary	PhD	Widowed	96,286	616	40,806	Personal	Unemployed	11	Good	0.218082	191,862	2	North Monique	IA	Yemen	null	2	Low
38	Male	PhD	Widowed	84,877	794	42,741	Business	Employed	2	Good	0.174549	145,375	0	South Dana	NM	Netherlands Antilles	1	1	Medium
38	Male	High School	Widowed	100,138	628	43,006	Business	Self-employed	2	Fair	0.138547	117,558	3	Teresafort	VI	Maldives	null	0	Medium
69	Male	Master's	Divorced	null	676	42,601	Home	Self-employed	13	Good	0.473626	241,321	3	Zacharymouth	MP	Cote d'Ivoire	0	1	Low
66	Non-binary	High School	Widowed	47,702	606	19,471	Personal	Employed	8	Fair	0.457655	236,777	null	West Zachary	IN	Kiribati	4	1	Medium
41	Non-binary	Master's	Married	null	760	15,422	Personal	Employed	1	Good	0.127209	null	1	South Rebeccatown	NM	Libyan Arab Jamahiriya	2	2	High
44	Male	Master's	Married	91,129	733	28,923	Business	Self-employed	14	Poor	0.359394	167,719	0	Krausestad	MO	Somalia	1	0	Medium
37	Male	Master's	Single	46,570	null	10,925	Auto	Unemployed	13	Poor	0.193358	270,245	3	Valentineville	CT	Egypt	0	2	Low
20	Male	Master's	Single	106,643	777	20,627	Personal	Unemployed	4	Poor	0.125002	187,132	null	Samanthabury	MS	Puerto Rico	2	0	Low
39	Non-binary	High School	Widowed	33,901	722	null	Auto	Self-employed	6	Excellent	0.443994	176,859	3	Lake Jenniferside	TX	Uzbekistan	2	0	Medium
33	Female	PhD	Single	23,260	675	32,826	Home	Unemployed	15	Fair	0.520564	157,830	2	Angelashire	KY	Montenegro	3	1	Low
68	Non-binary	PhD	Single	96,028	628	33,670	Auto	Employed	14	Excellent	0.261733	226,070	4	Amandashire	MO	Nigeria	0	1	High
66	Male	Master's	Married	106,181	791	41,748	Personal	Self-employed	1	Good	0.126328	125,555	0	Ericmouth	LA	Serbia	3	1	Medium
26	Female	Master's	Widowed	109,686	721	29,569	Personal	Self-employed	6	Poor	0.276131	null	0	Port Billy	ND	Kuwait	2	2	High
25	Non-binary	High School	Widowed	39,861	607	16,292	Business	Self-employed	11	Fair	0.578177	102,529	4	South Jeffrey	KY	Argentina	null	0	Low
29	Male	Bachelor's	Widowed	44,325	759	8,667	Personal	Employed	17	Fair	0.180655	116,520	4	Marieview	CO	Svalbard & Jan Mayen Islands	0	0	Medium
59	Male	Bachelor's	Divorced	null	null	12,184	Business	Self-employed	17	Fair	0.212588	48,730	0	Lake Shannonstad	HI	South Africa	1	0	Medium
50	Non-binary	Bachelor's	Widowed	38,243	768	6,526	Home	Employed	11	Excellent	0.401038	71,650	3	Garciachester	MS	Samoa	1	2	Low
43	Male	High School	Single	50,331	743	19,996	Home	Unemployed	5	Fair	0.447923	125,622	1	Beckview	IL	El Salvador	2	0	Medium
53	Male	Master's	Widowed	109,622	644	19,008	Business	Unemployed	13	Good	0.348431	113,344	2	New Scottburgh	KY	Dominica	4	1	Low
49	Male	Bachelor's	Married	62,732	618	36,682	Personal	Self-employed	8	Excellent	0.287763	null	3	West Alexander	CT	Burundi	2	2	Low
50	Non-binary	High School	Widowed	77,874	null	null	Home	Employed	10	Excellent	0.592506	251,874	2	Bethanyland	AR	Kenya	1	1	Low
26	Non-binary	High School	Single	46,597	620	42,293	Personal	Self-employed	7	Good	0.35473	137,565	1	Thompsonborough	VA	Dominican Republic	2	0	Low
67	Non-binary	PhD	Widowed	117,739	732	36,335	Personal	Self-employed	18	Poor	0.531414	203,932	4	West Brent	NE	Netherlands Antilles	2	0	Medium
60	Female	Master's	Divorced	72,483	774	39,729	Personal	Unemployed	5	Excellent	0.129155	203,978	2	East Michelleland	DC	Russian Federation	4	1	High
60	Male	Master's	Single	102,862	731	13,175	Home	Unemployed	15	Poor	0.449028	258,169	null	Erikfurt	AR	Denmark	4	0	Low
67	Male	Bachelor's	Single	107,340	722	17,072	Business	Self-employed	18	Excellent	0.523808	44,099	2	Dorothyshire	KS	Senegal	4	1	Medium
39	Non-binary	Master's	Married	118,637	629	32,447	Personal	Self-employed	11	Poor	0.215564	58,746	4	South Roy	OR	Bulgaria	null	0	High
19	Female	Master's	Single	110,502	655	39,218	Auto	Self-employed	1	Good	0.44023	285,565	3	Phillipsville	AL	Montserrat	4	0	Low
20	Female	High School	Widowed	37,458	623	20,297	Auto	Employed	14	Good	0.515531	265,360	4	Cookeview	ID	Cocos (Keeling) Islands	3	1	Low
61	Female	Master's	Widowed	111,713	null	10,632	Auto	Self-employed	16	Good	0.455009	123,551	3	Martineztown	NY	Gibraltar	0	0	Low
36	Female	Bachelor's	Divorced	79,507	739	39,825	Home	Unemployed	8	Fair	0.266675	114,379	1	Baileyburgh	NY	Western Sahara	3	2	Low
42	Female	PhD	Widowed	null	642	15,027	Business	Employed	7	Fair	0.510523	78,364	4	New Rachel	HI	Cambodia	null	2	High
30	Male	Master's	Widowed	93,673	null	31,492	Personal	Self-employed	1	Excellent	0.366357	96,273	1	Sherritown	SC	Dominica	0	1	High
41	Female	PhD	Widowed	78,973	711	13,293	Auto	Self-employed	10	Good	0.312219	168,134	0	West Josehaven	MA	Sri Lanka	4	2	Low
60	Male	High School	Divorced	40,642	null	37,279	Home	Self-employed	11	Good	0.282953	160,529	3	Andrewville	ID	Lesotho	1	0	Medium
41	Non-binary	Bachelor's	Single	null	789	41,382	Personal	Unemployed	9	Good	0.372234	277,052	0	Mccarthymouth	MS	Fiji	4	2	Low
35	Non-binary	Master's	Single	81,717	766	null	Home	Unemployed	6	Fair	0.543451	117,049	4	North Timothymouth	TN	Mali	1	0	Low
50	Female	High School	Single	108,281	705	null	Personal	Unemployed	9	Excellent	0.284643	119,508	1	Christianbury	CT	Italy	3	0	Low
39	Female	PhD	Married	50,029	735	41,000	Auto	Employed	6	Poor	0.373573	36,542	null	Brittanyshire	NE	Cambodia	2	2	Low
66	Male	High School	Single	41,292	627	38,343	Home	Self-employed	8	Fair	0.519535	224,860	4	Edwardshaven	KY	Guatemala	0	1	Low
38	Male	High School	Widowed	105,823	619	33,940	Home	Unemployed	15	Good	0.471214	null	2	New Samanthaborough	GU	Russian Federation	0	1	Low
59	Female	PhD	Divorced	95,871	752	46,078	Auto	Employed	9	Excellent	0.593315	null	0	Bakerhaven	NY	Belarus	1	0	Low
60	Female	High School	Widowed	101,259	635	5,594	Personal	Self-employed	9	Excellent	0.158053	262,368	3	Susanchester	PA	Angola	1	2	Medium
60	Non-binary	High School	Divorced	78,017	689	5,201	Business	Employed	16	Poor	0.295911	295,670	2	Masseyshire	PW	Switzerland	1	1	Low
63	Non-binary	Bachelor's	Divorced	83,427	621	36,723	Personal	Self-employed	19	Excellent	0.556568	null	4	Jeremyville	WA	United States of America	4	2	Low
38	Non-binary	Master's	Widowed	104,458	688	17,609	Business	Self-employed	18	Fair	0.239255	245,863	1	Jenniferstad	IA	Niger	4	2	Low
37	Male	Bachelor's	Widowed	63,352	655	24,531	Business	Unemployed	13	Poor	0.117716	141,533	1	West Christopherland	GU	Ecuador	3	1	High
43	Female	Bachelor's	Widowed	75,309	null	30,094	Auto	Self-employed	15	Good	0.134753	293,082	3	Russellfort	VT	Dominica	0	1	Low
49	Non-binary	Bachelor's	Single	112,995	617	8,923	Auto	Unemployed	14	Good	0.404958	277,622	0	Phillipsburgh	NY	Gambia	0	0	Low
29	Non-binary	High School	Married	62,213	719	16,036	Personal	Self-employed	18	Fair	0.10498	173,093	4	New Marioberg	FM	Uzbekistan	0	1	Low
40	Non-binary	PhD	Married	45,525	666	45,392	Personal	Self-employed	8	Fair	0.233718	197,435	2	Johnbury	OR	Vanuatu	0	2	Low
62	Male	PhD	Divorced	108,568	798	15,051	Home	Employed	4	Poor	0.1878	124,685	2	Faithborough	WI	Spain	0	2	Medium
56	Male	Bachelor's	Single	99,183	632	39,612	Personal	Employed	14	Fair	0.502732	132,900	null	South Jennifer	NV	Turkmenistan	null	2	Low
52	Male	Bachelor's	Single	97,701	747	null	Personal	Self-employed	16	Excellent	0.538444	54,060	4	New Corey	MO	Namibia	1	0	Low
67	Female	Bachelor's	Married	46,807	607	36,247	Personal	Unemployed	8	Excellent	0.136276	121,832	null	Peterburgh	MO	Barbados	null	2	Low
37	Male	PhD	Divorced	110,859	736	6,063	Business	Employed	4	Good	0.50773	264,447	2	New Katelynview	ME	South Africa	0	1	Low
52	Male	PhD	Married	64,852	602	43,555	Personal	Self-employed	17	Excellent	0.361897	137,653	0	Lauraton	NC	Australia	3	0	Low
62	Non-binary	High School	Single	90,921	696	10,535	Home	Unemployed	5	Poor	0.131426	38,709	4	Barbaraberg	IA	Mozambique	1	0	Medium
19	Female	Master's	Widowed	48,780	786	7,825	Auto	Self-employed	17	Excellent	0.535892	41,669	4	West Sara	PW	Madagascar	4	0	High
51	Female	PhD	Divorced	103,336	748	38,637	Auto	Employed	11	Excellent	0.14203	130,335	1	Mitchellmouth	MD	Timor-Leste	0	0	Low
67	Male	High School	Single	37,197	683	9,750	Auto	Self-employed	1	Fair	0.155532	null	1	Craigburgh	AS	Tanzania	2	0	Low
59	Female	PhD	Divorced	113,913	639	15,709	Business	Unemployed	11	Poor	0.439634	275,907	4	Douglasmouth	AZ	Antarctica (the territory South of 60 deg S)	3	1	Low
30	Female	PhD	Widowed	101,666	null	18,528	Personal	Employed	8	Fair	0.182461	299,629	null	Lake Lisaburgh	NJ	Zambia	0	1	Low
66	Non-binary	High School	Single	21,642	673	48,939	Auto	Self-employed	11	Fair	0.193004	196,205	4	North Kristiside	CT	France	1	2	High
31	Female	Bachelor's	Single	103,190	628	45,865	Personal	Employed	16	Good	0.416988	147,365	null	Elijahborough	NE	Qatar	3	1	Low
25	Non-binary	PhD	Widowed	93,588	650	15,620	Personal	Employed	7	Fair	0.389559	45,571	2	Dawnfurt	IL	Reunion	0	1	Low
42	Male	Master's	Divorced	43,500	648	5,129	Auto	Self-employed	3	Excellent	0.15174	260,707	0	Stanleyshire	WV	United Arab Emirates	2	1	Medium
30	Male	Bachelor's	Divorced	43,763	null	43,195	Business	Unemployed	1	Excellent	0.323993	232,483	4	North Randall	MN	Sri Lanka	4	1	Medium
58	Male	High School	Widowed	73,702	678	6,075	Home	Unemployed	8	Excellent	0.109002	250,140	4	Smithport	SD	Uzbekistan	null	0	Medium
21	Male	PhD	Single	97,366	728	22,118	Auto	Self-employed	2	Excellent	0.529374	117,000	1	Heatherchester	MT	Guadeloupe	1	1	Low
44	Non-binary	Bachelor's	Widowed	44,450	724	7,177	Personal	Employed	18	Good	0.358384	237,624	4	Lake Timothyland	PW	Azerbaijan	1	0	Low
21	Non-binary	Bachelor's	Divorced	97,022	null	37,881	Auto	Employed	2	Excellent	0.392686	272,950	3	New Vickieland	OH	Andorra	3	2	Low
55	Male	Master's	Widowed	61,423	739	21,659	Business	Unemployed	1	Fair	0.266154	130,013	3	Greenstad	AS	Guinea	1	0	Low
42	Non-binary	High School	Widowed	118,847	777	16,319	Auto	Employed	0	Excellent	0.581831	28,155	2	Skinnerville	CO	Haiti	null	2	Low
48	Male	Bachelor's	Divorced	null	602	5,583	Home	Employed	16	Fair	0.174289	156,497	null	Lake Alan	VT	Finland	1	0	Low
30	Male	Master's	Widowed	95,675	698	40,230	Business	Unemployed	15	Good	0.307476	225,855	2	Lake Arielborough	OK	Myanmar	null	0	Low
28	Non-binary	Bachelor's	Married	38,066	null	null	Business	Self-employed	18	Good	0.587852	121,459	null	Jordanhaven	CO	Botswana	null	0	Low
65	Male	Bachelor's	Married	72,813	680	9,534	Business	Employed	11	Excellent	0.321306	null	3	Kathleenton	WV	Israel	1	1	Low
63	Female	Master's	Widowed	49,511	685	23,149	Auto	Employed	12	Good	0.406817	281,074	1	Deniseshire	NJ	Grenada	1	0	High
43	Non-binary	PhD	Widowed	33,587	731	23,707	Home	Employed	3	Poor	0.368762	235,831	2	Larsontown	VT	El Salvador	1	0	Low
66	Female	High School	Divorced	110,016	635	18,599	Business	Unemployed	2	Fair	0.264469	null	3	Smithburgh	LA	Northern Mariana Islands	2	1	High
41	Non-binary	High School	Divorced	27,485	null	46,225	Personal	Unemployed	3	Good	0.108041	273,457	1	South Bobby	PR	Turkey	4	0	Low
50	Male	Bachelor's	Divorced	null	null	46,309	Business	Employed	10	Good	0.527666	79,242	3	Kimberlytown	CO	South Africa	3	1	Low
46	Female	High School	Widowed	33,707	665	null	Business	Unemployed	19	Poor	0.199536	279,078	3	North Linda	PR	Congo	4	0	Medium

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