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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
45	Female	PhD	Divorced	92,089	675	null	Business	Unemployed	16	Poor	0.367259	129,729	4	Maryfort	TX	Gambia	null	1	Low
37	Non-binary	PhD	Divorced	86,403	748	13,172	Personal	Employed	18	Poor	0.41611	234,607	4	Lake Elizabeth	MH	Lithuania	1	2	High
59	Female	Bachelor's	Widowed	68,225	null	42,804	Business	Employed	16	Excellent	0.221942	67,601	0	Ronaldberg	NC	Falkland Islands (Malvinas)	4	1	Low
54	Male	Bachelor's	Married	45,836	788	null	Business	Unemployed	3	Poor	0.153348	199,594	0	Stephaniechester	NC	Ghana	2	1	High
30	Male	High School	Married	65,909	null	45,503	Auto	Employed	8	Fair	0.37463	57,304	null	Clarkehaven	NJ	Cote d'Ivoire	2	0	Medium
47	Female	PhD	Married	52,632	791	34,011	Personal	Self-employed	1	Fair	0.133062	194,753	0	Michaelmouth	DC	Guernsey	2	1	Low
40	Non-binary	PhD	Divorced	25,164	693	19,410	Personal	Unemployed	14	Good	0.373861	183,796	0	Williammouth	FM	Saint Martin	1	0	High
52	Female	Master's	Widowed	74,567	630	17,886	Personal	Employed	2	Fair	0.127985	243,505	null	Jamesside	MI	Brazil	4	0	Low
63	Non-binary	PhD	Divorced	56,397	705	22,936	Auto	Employed	14	Excellent	0.365376	91,142	0	Lewiston	AS	Guernsey	null	2	Medium
29	Female	Bachelor's	Divorced	25,004	658	47,315	Auto	Employed	13	Excellent	0.556466	172,169	0	South Amandaport	ND	Australia	3	1	Low
45	Non-binary	High School	Widowed	41,038	770	9,932	Personal	Unemployed	15	Poor	0.206119	26,127	1	South Luke	FL	Trinidad and Tobago	0	1	Low
29	Male	High School	Single	50,632	731	null	Business	Unemployed	11	Poor	0.49736	69,606	0	Josephville	NE	Venezuela	null	1	Low
34	Male	PhD	Married	107,099	null	33,634	Home	Employed	13	Good	0.340399	266,674	0	Jamesland	NV	Netherlands	0	0	Low
51	Female	High School	Divorced	91,942	613	39,126	Home	Self-employed	10	Fair	0.121944	20,640	0	North Jason	NH	Indonesia	4	1	Low
49	Non-binary	PhD	Divorced	104,963	738	24,679	Auto	Self-employed	4	Excellent	0.326696	134,944	null	Lake Charlesland	AZ	Guadeloupe	4	1	Low
57	Male	High School	Single	26,259	612	20,732	Business	Unemployed	6	Fair	0.545554	176,450	null	Sanchezmouth	FL	Belize	4	0	Low
35	Non-binary	Master's	Widowed	119,059	678	35,374	Personal	Self-employed	6	Fair	0.121541	63,041	3	Brianville	MD	Chad	4	2	Low
42	Female	Bachelor's	Widowed	108,279	659	null	Auto	Unemployed	3	Poor	0.412992	122,537	null	New Amy	DE	Portugal	0	1	Low
56	Non-binary	Bachelor's	Married	null	662	30,322	Home	Unemployed	7	Excellent	0.578342	null	3	Hannafurt	PA	Uganda	1	1	Low
26	Male	Master's	Widowed	117,557	781	42,595	Auto	Self-employed	16	Excellent	0.552932	null	3	North Austin	IL	India	2	0	Low
56	Female	Bachelor's	Single	63,030	675	7,081	Personal	Unemployed	6	Fair	0.10558	null	0	Thomasborough	ND	Switzerland	0	2	Low
43	Female	Master's	Single	107,187	755	46,539	Auto	Self-employed	19	Good	0.263804	null	4	South Jennifer	VT	Saudi Arabia	3	1	Low
43	Male	Master's	Single	42,426	null	37,215	Business	Unemployed	5	Excellent	0.368533	175,148	3	Lake Robertfort	GA	Portugal	3	2	Low
21	Non-binary	Bachelor's	Widowed	null	646	22,722	Home	Employed	2	Fair	0.473607	134,188	4	North Jeffberg	NJ	Poland	0	0	Low
21	Female	PhD	Married	40,709	null	39,760	Business	Self-employed	3	Poor	0.129373	136,764	2	Gordonland	AL	Djibouti	4	2	Low
44	Non-binary	Bachelor's	Divorced	null	782	null	Auto	Employed	11	Excellent	0.156619	null	4	North William	AL	Nepal	2	1	Low
31	Female	High School	Single	48,639	718	20,500	Home	Unemployed	8	Fair	0.169916	25,539	2	Aaronton	CT	Netherlands Antilles	null	2	Low
43	Male	Master's	Widowed	114,315	701	39,955	Home	Employed	7	Good	0.126296	null	4	Amyport	CO	Portugal	0	0	Low
27	Male	Master's	Single	72,062	639	22,235	Auto	Unemployed	3	Good	0.125769	256,491	null	Stevenburgh	KY	Fiji	2	2	Low
28	Non-binary	Master's	Married	63,098	634	15,964	Business	Self-employed	16	Fair	0.228065	57,722	0	New Laura	VI	Ecuador	1	2	Low
63	Female	Master's	Married	66,517	712	43,728	Auto	Employed	13	Poor	0.109045	184,078	2	Stevenland	AS	Serbia	0	0	High
58	Female	High School	Divorced	40,325	614	43,724	Business	Unemployed	17	Excellent	0.459416	153,507	0	Jamesborough	WY	Norway	2	2	Low
49	Non-binary	PhD	Divorced	59,420	702	32,207	Business	Employed	3	Fair	0.554755	236,029	null	Aaronchester	PW	Timor-Leste	0	0	Low
54	Male	Bachelor's	Married	51,253	716	31,877	Auto	Self-employed	0	Fair	0.456527	197,780	2	South Angelastad	OR	Montenegro	null	2	Low
49	Male	Master's	Widowed	55,950	707	26,241	Home	Unemployed	1	Fair	0.490764	31,950	0	West Laurafurt	MI	Lebanon	4	1	Low
66	Female	High School	Married	45,293	null	18,988	Auto	Unemployed	10	Good	0.51815	178,140	2	Esparzaberg	NV	Brunei Darussalam	0	0	Low
38	Male	High School	Married	73,595	730	23,565	Personal	Unemployed	16	Poor	0.436185	219,068	2	Adamfurt	VA	Spain	2	1	Low
37	Female	PhD	Single	45,059	756	13,201	Auto	Unemployed	14	Poor	0.217387	227,126	null	West Christinemouth	WY	Guatemala	1	0	Low
54	Female	Bachelor's	Married	97,169	611	48,803	Business	Self-employed	9	Fair	0.562793	185,319	0	South Alexandraton	MH	Hungary	0	0	Low
34	Female	Bachelor's	Widowed	105,639	641	null	Personal	Employed	19	Excellent	0.111151	23,374	null	East Chadmouth	HI	Peru	null	1	Medium
24	Male	High School	Divorced	52,400	651	9,502	Business	Unemployed	10	Poor	0.592914	38,936	1	East Jeffrey	MI	Sierra Leone	null	0	Low
59	Male	High School	Divorced	75,262	623	29,532	Auto	Employed	5	Fair	0.573016	25,643	2	West Nathan	VI	Cote d'Ivoire	3	2	Low
34	Non-binary	PhD	Married	33,806	675	38,472	Personal	Unemployed	16	Good	0.596119	28,587	3	North Sandra	UT	Monaco	3	0	High
29	Non-binary	Master's	Widowed	118,330	724	32,865	Business	Unemployed	3	Fair	0.181364	282,738	4	South Thomasburgh	LA	Madagascar	3	0	High
63	Male	Bachelor's	Divorced	109,521	null	10,886	Business	Self-employed	16	Poor	0.233733	51,674	4	Matthewton	IN	Ghana	3	1	Low
32	Male	PhD	Widowed	100,912	739	14,074	Home	Unemployed	18	Poor	0.148851	123,831	2	Ericbury	SD	China	null	2	Medium
55	Male	High School	Married	119,805	756	48,899	Auto	Unemployed	9	Fair	0.157178	28,285	3	Martinezfort	IL	Botswana	4	2	Low
23	Male	PhD	Single	88,024	649	21,416	Business	Employed	8	Poor	0.345319	73,897	2	South Stephen	IL	France	null	1	Medium
59	Male	Bachelor's	Divorced	102,036	759	45,662	Home	Unemployed	0	Poor	0.337608	84,736	4	Lake Jose	CA	Kazakhstan	4	1	Low
46	Non-binary	High School	Widowed	null	714	8,920	Auto	Unemployed	2	Excellent	0.431057	275,713	4	West Taratown	CT	Libyan Arab Jamahiriya	3	2	Medium
35	Non-binary	PhD	Married	26,405	null	20,201	Personal	Employed	13	Poor	0.585311	221,816	null	Patrickberg	NC	Central African Republic	1	0	Medium
36	Non-binary	Bachelor's	Widowed	70,500	730	45,994	Home	Employed	17	Poor	0.248653	225,188	2	Selenaland	MO	Chad	null	2	Low
48	Male	Bachelor's	Divorced	48,205	672	5,837	Home	Self-employed	5	Excellent	0.583511	119,229	3	Michealville	NY	United States Virgin Islands	0	1	Low
59	Male	Bachelor's	Divorced	49,810	null	14,914	Home	Self-employed	12	Poor	0.515671	65,926	1	North Christophermouth	NJ	Poland	1	2	Low
69	Male	Bachelor's	Single	38,982	768	45,039	Home	Employed	3	Good	0.194623	279,361	2	Robinsonmouth	MA	Malaysia	1	2	High
23	Female	Master's	Single	107,073	643	36,793	Business	Unemployed	19	Excellent	0.375834	114,280	1	New Josephport	MO	Puerto Rico	0	1	Low
61	Female	Master's	Married	null	705	20,684	Business	Unemployed	4	Excellent	0.498566	57,342	1	New Pattymouth	AL	Denmark	2	1	Low
25	Female	Master's	Married	null	601	24,059	Personal	Employed	15	Poor	0.594847	55,714	1	Chadberg	GU	Mayotte	3	1	High
59	Non-binary	PhD	Single	28,947	603	40,014	Auto	Self-employed	11	Excellent	0.342761	275,532	null	Wallsville	PR	Nauru	1	2	High
25	Male	Master's	Single	102,455	null	38,958	Home	Unemployed	8	Good	0.505372	140,216	3	Lake Jesus	PW	Faroe Islands	3	0	Low
47	Female	High School	Divorced	35,144	753	32,728	Business	Self-employed	1	Fair	0.181289	157,108	null	South David	GA	Venezuela	2	1	Medium
60	Non-binary	PhD	Married	22,838	null	40,169	Home	Unemployed	9	Excellent	0.32086	166,333	1	Hendersonberg	MI	Lao People's Democratic Republic	0	1	Medium
19	Female	High School	Single	107,049	707	null	Personal	Employed	7	Fair	0.366323	265,250	null	Dianehaven	MA	Ethiopia	1	1	Low
61	Male	Bachelor's	Widowed	34,306	616	24,453	Business	Employed	14	Poor	0.182637	60,378	1	Petersonton	FL	Isle of Man	3	2	Low
47	Female	High School	Widowed	51,368	729	5,082	Personal	Unemployed	0	Fair	0.328717	151,402	1	Lawrencemouth	IN	Romania	1	2	Low
23	Female	Bachelor's	Widowed	64,067	669	null	Home	Unemployed	9	Excellent	0.422556	298,062	null	East Sarahhaven	KY	Zambia	3	0	Low
33	Male	Bachelor's	Divorced	31,817	670	27,424	Personal	Unemployed	6	Good	0.512494	280,081	2	South Laurenburgh	NC	Philippines	1	0	Medium
52	Female	PhD	Divorced	25,000	759	5,464	Business	Unemployed	17	Excellent	0.495622	188,604	2	Guerrastad	PW	Madagascar	4	2	Low
34	Non-binary	High School	Widowed	49,974	646	41,387	Home	Employed	18	Fair	0.488129	31,660	1	New Christopherstad	NC	Philippines	1	0	Low
69	Non-binary	Bachelor's	Married	62,448	684	null	Auto	Employed	18	Excellent	0.470925	193,583	0	Kellyside	UT	Anguilla	0	0	High
67	Male	High School	Single	51,821	612	null	Auto	Self-employed	14	Fair	0.284461	72,892	2	East Margaret	MS	Slovakia (Slovak Republic)	2	2	Low
18	Male	PhD	Divorced	null	662	null	Personal	Self-employed	0	Good	0.584221	232,024	4	Palmerstad	CO	United States Minor Outlying Islands	3	1	Medium
59	Non-binary	PhD	Divorced	113,039	659	30,204	Auto	Unemployed	1	Fair	0.284122	null	1	Mccallshire	ME	Suriname	3	2	Medium
63	Female	Master's	Divorced	81,852	635	32,276	Home	Employed	14	Poor	0.121424	127,449	1	Colemouth	MI	Ethiopia	0	0	Low
41	Male	Master's	Divorced	69,314	767	49,940	Business	Employed	19	Excellent	0.50699	193,735	2	New Kevin	KS	Antigua and Barbuda	null	1	Low
42	Female	Bachelor's	Divorced	95,911	734	34,277	Personal	Self-employed	3	Fair	0.37866	218,950	4	Greenport	ID	Faroe Islands	2	1	Low
62	Female	Master's	Single	33,117	632	35,472	Auto	Unemployed	12	Poor	0.386612	282,356	1	Jonesburgh	MP	Germany	4	2	Low
21	Male	Bachelor's	Widowed	107,858	681	43,593	Auto	Unemployed	10	Excellent	0.201139	281,101	0	North Cathy	AS	Wallis and Futuna	4	1	Low
36	Male	PhD	Married	116,399	null	34,496	Business	Employed	14	Fair	0.490457	null	3	North Brady	TX	Kuwait	0	1	Medium
22	Male	Master's	Married	103,031	null	10,257	Personal	Unemployed	2	Fair	0.318459	243,444	4	Jessefurt	AR	Cocos (Keeling) Islands	4	2	Medium
38	Female	Master's	Married	49,032	670	48,335	Home	Employed	4	Fair	0.380128	null	3	South Tammy	PW	Slovenia	null	2	Low
68	Non-binary	High School	Widowed	87,839	null	null	Business	Unemployed	0	Poor	0.590071	103,834	2	Tracyville	TX	Dominica	4	2	Low
40	Female	Bachelor's	Divorced	59,857	788	35,966	Business	Unemployed	15	Excellent	0.101384	36,907	1	Ashleymouth	WI	Marshall Islands	4	2	Low
22	Female	PhD	Divorced	null	764	26,086	Personal	Self-employed	4	Excellent	0.343047	254,913	2	Taylorchester	MI	Kyrgyz Republic	null	0	Medium
56	Male	High School	Single	27,288	776	43,222	Auto	Unemployed	2	Excellent	0.304411	200,096	3	Hollystad	CO	Ethiopia	null	1	Low
18	Female	Bachelor's	Single	82,866	662	9,294	Home	Unemployed	4	Fair	0.588553	null	null	Lake Amberland	CT	Ukraine	2	0	Low
20	Female	Bachelor's	Single	null	672	34,712	Auto	Self-employed	1	Excellent	0.598055	153,446	4	Lake Eileen	DE	Thailand	4	2	Low
69	Male	High School	Widowed	66,380	674	null	Auto	Employed	6	Poor	0.104814	262,454	null	Bergshire	NV	French Guiana	2	0	Low
36	Non-binary	Master's	Divorced	116,912	736	27,341	Business	Self-employed	4	Poor	0.484945	182,256	0	New Kathleen	GA	Bahamas	0	1	Low
33	Non-binary	Master's	Widowed	34,656	799	22,458	Personal	Self-employed	7	Poor	0.521821	62,792	null	Ballardhaven	OH	Turkey	1	0	Low
29	Non-binary	Master's	Widowed	28,050	691	8,774	Auto	Unemployed	15	Poor	0.401118	151,017	2	Lake Amber	LA	Niue	1	0	Low
42	Non-binary	Bachelor's	Divorced	52,573	733	21,362	Home	Employed	10	Fair	0.302972	null	0	New Zachary	MT	Holy See (Vatican City State)	4	2	Low
34	Male	Bachelor's	Married	75,034	723	36,856	Home	Self-employed	3	Excellent	0.173986	96,591	0	East Sarah	CO	Kuwait	0	1	Low
64	Female	Master's	Married	96,907	731	35,332	Business	Self-employed	12	Excellent	0.242866	null	2	West Thomas	DC	Ukraine	2	2	Low
38	Non-binary	Master's	Widowed	null	688	26,162	Personal	Unemployed	17	Good	0.415483	71,470	4	East Katherine	PW	Guinea	1	2	High
54	Non-binary	PhD	Single	null	737	34,529	Home	Unemployed	3	Fair	0.288108	264,025	2	Port Kathleenburgh	IN	Slovakia (Slovak Republic)	null	2	Low
23	Female	High School	Single	20,599	700	6,307	Personal	Unemployed	8	Fair	0.221985	67,085	3	Lake Sandra	MH	Libyan Arab Jamahiriya	0	1	High
22	Non-binary	High School	Widowed	52,886	null	25,162	Auto	Employed	5	Poor	0.310008	127,564	3	North Matthewside	DC	Guinea-Bissau	2	1	Low
50	Male	PhD	Widowed	86,399	null	22,192	Home	Employed	8	Good	0.309752	136,917	3	East Melindaton	MN	Myanmar	4	1	Low
53	Female	PhD	Married	60,693	746	47,733	Auto	Employed	2	Good	0.435761	131,495	3	Sheltonland	MO	Colombia	3	2	Low

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