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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
60	Male	Master's	Single	80,506	797	18,720	Home	Unemployed	6	Excellent	0.418846	164,790	3	Kleinborough	IN	Saint Lucia	1	1	Low
58	Female	PhD	Married	45,336	null	42,681	Personal	Employed	1	Good	0.379067	272,048	1	Richardfort	WA	Sri Lanka	null	0	High
60	Non-binary	Bachelor's	Widowed	91,612	786	39,591	Home	Self-employed	16	Fair	0.186527	22,924	4	North Joshuabury	NV	Hong Kong	0	1	Low
24	Female	High School	Widowed	null	620	45,555	Auto	Employed	0	Excellent	0.276717	87,926	0	Fisherburgh	ND	Heard Island and McDonald Islands	2	2	Low
22	Female	PhD	Married	null	null	36,829	Auto	Employed	10	Excellent	0.498232	25,728	4	Brittanystad	KS	Marshall Islands	3	0	Low
56	Non-binary	PhD	Single	72,204	748	20,544	Business	Unemployed	15	Fair	0.176163	93,325	0	Martinezhaven	IN	Haiti	1	1	Medium
21	Male	Master's	Widowed	33,850	622	42,053	Home	Unemployed	8	Good	0.359481	266,436	4	North William	CT	Nepal	null	0	High
65	Non-binary	Bachelor's	Widowed	72,485	765	20,121	Business	Employed	3	Fair	0.314336	46,067	4	Port Jonathonbury	CA	Germany	4	1	Low
55	Non-binary	Bachelor's	Married	67,802	797	27,447	Home	Employed	1	Poor	0.416616	229,735	3	Kellyside	OK	Canada	4	1	Medium
35	Female	Bachelor's	Widowed	106,437	620	null	Auto	Unemployed	2	Excellent	0.487452	null	1	Jenniferview	VA	Kuwait	3	1	Low
57	Female	Master's	Single	36,639	614	32,708	Auto	Employed	17	Fair	0.109953	265,510	1	Jenniferstad	MP	Bermuda	2	0	Medium
41	Female	PhD	Divorced	108,619	638	35,079	Personal	Unemployed	3	Good	0.49208	125,827	2	Cookbury	NV	Romania	1	0	High
58	Female	High School	Single	76,381	627	39,804	Business	Employed	15	Fair	0.54202	226,956	null	Port Yvonnefurt	OH	Brunei Darussalam	2	2	Low
50	Male	Bachelor's	Widowed	24,522	610	39,778	Auto	Employed	6	Fair	0.360975	null	4	Lake Sharon	TN	South Africa	0	1	Low
50	Male	PhD	Married	91,591	667	23,082	Home	Employed	8	Poor	0.541358	31,637	1	New Jacqueline	OH	French Guiana	4	1	Low
42	Male	Master's	Married	117,572	689	31,685	Personal	Self-employed	5	Poor	0.418581	56,174	0	Rodriguezfort	IN	Latvia	1	0	Low
67	Male	Master's	Single	58,502	786	null	Personal	Self-employed	0	Good	0.301209	31,977	1	Edwardland	AS	Ecuador	null	0	Low
68	Non-binary	Master's	Married	33,820	null	null	Auto	Employed	19	Poor	0.103546	242,120	1	Carriefurt	ND	Saint Helena	1	1	Medium
57	Male	PhD	Single	null	685	38,445	Auto	Employed	14	Excellent	0.15462	53,830	null	Lake Caleb	LA	Cape Verde	1	1	Low
40	Male	PhD	Married	69,421	720	47,636	Auto	Employed	7	Fair	0.504525	153,189	0	South Joseph	WV	Cocos (Keeling) Islands	null	1	Medium
56	Female	High School	Single	50,394	657	13,342	Auto	Unemployed	19	Excellent	0.339333	null	2	West Brian	KY	Zimbabwe	null	2	Low
35	Female	Master's	Single	57,594	675	6,867	Home	Self-employed	16	Good	0.346577	null	null	Lake Hannahmouth	VA	Montenegro	4	1	Low
67	Female	PhD	Single	57,256	null	16,489	Personal	Self-employed	7	Poor	0.553682	280,328	3	Lake Brendachester	OR	French Southern Territories	1	2	Medium
41	Male	High School	Married	39,918	784	20,189	Personal	Unemployed	0	Fair	0.468692	134,208	3	Amberchester	MO	Uganda	3	2	Medium
45	Non-binary	Bachelor's	Widowed	67,062	799	22,416	Personal	Employed	10	Fair	0.157231	202,021	null	Justinmouth	MN	Mali	4	2	High
25	Male	PhD	Single	23,889	null	null	Auto	Employed	5	Poor	0.393572	137,104	4	East Phillip	NJ	Iceland	1	1	Low
18	Male	High School	Divorced	27,838	715	25,674	Business	Self-employed	10	Excellent	0.357694	110,611	3	West Benjaminfurt	MH	Cambodia	0	0	Low
45	Female	High School	Divorced	82,996	750	5,937	Auto	Employed	19	Excellent	0.212806	265,497	3	Moodystad	ND	India	3	2	Low
43	Female	Master's	Married	61,783	692	48,889	Auto	Self-employed	12	Poor	0.184799	108,445	null	Catherineview	MT	Timor-Leste	4	2	Low
25	Male	PhD	Divorced	94,548	693	8,657	Business	Unemployed	7	Fair	0.132513	null	null	West Paulland	IL	Ireland	0	2	High
21	Non-binary	Master's	Married	115,347	622	null	Business	Self-employed	14	Excellent	0.488085	84,104	null	Samanthaview	TX	Portugal	1	2	Low
37	Non-binary	Master's	Widowed	35,151	689	37,136	Personal	Unemployed	13	Fair	0.350229	219,505	null	South Jerry	NM	Tuvalu	2	0	High
62	Male	PhD	Married	77,225	657	23,888	Personal	Unemployed	5	Excellent	0.512411	89,717	4	Hendersonshire	KY	Costa Rica	2	0	Low
66	Male	Master's	Widowed	null	786	27,866	Home	Employed	0	Poor	0.24794	204,512	1	West Charlesstad	ME	Central African Republic	4	0	Medium
24	Female	PhD	Widowed	75,842	682	22,482	Auto	Unemployed	5	Fair	0.301345	null	1	Williambury	ND	Italy	0	1	Low
44	Female	Master's	Widowed	102,341	711	46,730	Auto	Unemployed	10	Excellent	0.183471	191,742	3	Lake Joseph	NJ	Switzerland	4	0	Medium
59	Non-binary	PhD	Married	21,120	627	11,413	Auto	Employed	18	Excellent	0.597277	152,572	3	Rachelview	NY	Bulgaria	1	2	Medium
44	Non-binary	Bachelor's	Married	null	null	26,650	Home	Unemployed	15	Fair	0.599412	134,772	3	Lake Dannystad	NJ	Saudi Arabia	4	2	Medium
66	Non-binary	Bachelor's	Single	119,693	null	37,282	Business	Self-employed	12	Good	0.381464	41,341	0	Summersburgh	MD	Ghana	3	2	Low
58	Male	Master's	Divorced	55,764	655	18,034	Auto	Employed	4	Excellent	0.199215	275,059	0	Wrightberg	ND	Albania	3	0	Low
27	Female	Bachelor's	Divorced	54,361	620	null	Personal	Employed	11	Poor	0.272383	155,015	0	West Angelahaven	ND	Paraguay	1	1	Low
61	Female	Bachelor's	Divorced	107,789	696	13,681	Home	Self-employed	9	Poor	0.231168	214,388	4	Latoyaland	IL	Nicaragua	0	0	Low
19	Non-binary	Bachelor's	Single	33,698	795	32,806	Personal	Self-employed	14	Fair	0.328253	164,012	1	New Jeromeview	ID	Kyrgyz Republic	4	0	Low
41	Male	Bachelor's	Widowed	35,921	677	21,087	Personal	Unemployed	15	Excellent	0.547219	116,592	1	Lake Jonathan	DC	French Polynesia	0	1	Medium
55	Female	High School	Single	112,424	735	6,591	Home	Self-employed	13	Excellent	0.145308	null	4	South Lindaton	AK	French Southern Territories	1	2	High
62	Male	Master's	Divorced	60,067	753	34,890	Auto	Unemployed	10	Poor	0.332386	255,192	0	East Jennifer	PR	Honduras	2	1	Medium
43	Non-binary	High School	Married	85,234	null	33,057	Auto	Unemployed	4	Poor	0.386172	162,198	3	Michaelstad	AS	Germany	2	0	Medium
22	Male	Bachelor's	Divorced	35,014	null	43,122	Auto	Employed	12	Poor	0.360443	141,154	null	Hallhaven	ME	Maldives	null	2	High
30	Female	High School	Widowed	71,884	754	11,572	Business	Self-employed	11	Excellent	0.593672	187,986	1	Bakerside	NM	Puerto Rico	1	0	Low
18	Male	Master's	Divorced	99,114	735	22,129	Auto	Unemployed	6	Fair	0.128243	123,022	4	West Ryan	TN	Bouvet Island (Bouvetoya)	null	2	Medium
44	Non-binary	Bachelor's	Single	80,820	686	null	Personal	Unemployed	15	Good	0.272984	237,505	4	New Briannaborough	MI	Georgia	0	1	Medium
34	Male	Bachelor's	Single	72,627	null	49,862	Home	Employed	5	Poor	0.585577	null	2	South Sarah	NM	Syrian Arab Republic	null	0	Low
21	Male	Master's	Single	69,999	730	22,378	Auto	Employed	5	Excellent	0.324357	107,166	null	Jenniferberg	NC	Jersey	2	2	Low
46	Female	PhD	Married	60,364	773	12,400	Personal	Self-employed	2	Excellent	0.297747	61,133	3	Coffeyside	PR	Antigua and Barbuda	0	0	Low
26	Non-binary	PhD	Widowed	99,614	null	29,057	Personal	Self-employed	15	Good	0.383525	298,879	1	Samanthaburgh	CT	Guernsey	0	1	Low
37	Non-binary	Master's	Widowed	118,104	717	37,262	Business	Self-employed	3	Fair	0.59776	264,785	null	Mcintoshville	OR	Cayman Islands	2	2	Low
47	Non-binary	High School	Single	null	764	20,367	Home	Employed	17	Excellent	0.203893	139,491	0	South Cynthiaberg	AR	Croatia	4	2	Medium
53	Female	Master's	Single	37,044	null	null	Home	Unemployed	12	Fair	0.326439	null	4	Rebeccatown	MT	Mali	4	2	Low
21	Female	Master's	Widowed	83,763	696	36,811	Personal	Employed	15	Poor	0.471862	242,953	0	East Erichaven	OR	Kenya	0	0	Low
44	Male	High School	Divorced	27,923	727	29,780	Personal	Self-employed	8	Good	0.176205	256,871	1	West Andrewchester	VT	Holy See (Vatican City State)	1	2	Medium
60	Male	Bachelor's	Divorced	97,081	671	25,102	Home	Employed	16	Excellent	0.229062	213,036	3	Andersonborough	OH	Myanmar	null	0	Medium
67	Non-binary	Bachelor's	Married	77,198	null	19,419	Personal	Employed	9	Poor	0.580521	null	0	North Valeriefort	WY	Mauritania	2	2	High
48	Female	Master's	Married	88,324	649	31,306	Business	Employed	19	Fair	0.568078	162,981	1	Williamsland	FM	Czech Republic	4	2	High
42	Male	PhD	Widowed	38,201	654	47,229	Business	Self-employed	7	Poor	0.456109	169,840	3	Brianburgh	MD	Tajikistan	2	0	Low
32	Female	Bachelor's	Single	95,664	733	41,302	Home	Employed	17	Good	0.218726	181,910	4	Guzmanberg	OK	Switzerland	3	0	Medium
47	Female	Master's	Single	null	null	32,407	Personal	Employed	0	Fair	0.210785	178,010	null	North Lindsaychester	SD	Central African Republic	3	0	Low
36	Non-binary	Master's	Widowed	null	627	24,888	Home	Employed	12	Excellent	0.49285	255,652	0	East Nicole	HI	Anguilla	2	2	Medium
40	Non-binary	Bachelor's	Widowed	86,105	682	null	Home	Unemployed	9	Fair	0.486718	129,218	2	Charlesburgh	NE	Taiwan	null	1	Medium
69	Non-binary	PhD	Divorced	28,434	693	13,354	Home	Self-employed	9	Fair	0.345834	205,004	null	Rodriguezton	DC	Sao Tome and Principe	2	2	High
64	Non-binary	Master's	Married	109,653	787	7,659	Auto	Unemployed	17	Poor	0.467308	155,046	null	Timothyside	FM	Comoros	2	1	Medium
58	Female	High School	Married	113,616	null	14,637	Home	Employed	13	Poor	0.353658	143,422	2	North Saramouth	WI	Palestinian Territory	1	1	Low
52	Non-binary	High School	Divorced	60,205	null	null	Personal	Unemployed	10	Poor	0.333183	239,566	0	New Scottchester	VA	Nigeria	4	0	Low
38	Non-binary	Bachelor's	Divorced	78,813	672	null	Home	Unemployed	4	Excellent	0.237314	61,780	3	South Lori	WY	Taiwan	1	2	Low
67	Male	Bachelor's	Widowed	23,877	643	18,586	Business	Self-employed	5	Fair	0.378332	219,254	0	Deanborough	MS	Maldives	null	2	Medium
51	Female	Bachelor's	Divorced	119,649	682	32,807	Personal	Unemployed	2	Excellent	0.557817	189,394	1	Parsonsport	CO	Dominican Republic	0	2	Medium
61	Non-binary	Bachelor's	Divorced	105,159	667	46,911	Personal	Unemployed	10	Good	0.583683	127,962	4	Mooretown	IL	Paraguay	2	2	Low
55	Male	Master's	Married	113,083	703	48,955	Personal	Unemployed	13	Poor	0.162099	132,483	2	Dunnmouth	AZ	Rwanda	2	2	Medium
37	Non-binary	PhD	Divorced	43,363	655	31,216	Auto	Employed	0	Poor	0.19214	null	0	Perryborough	AL	Zimbabwe	1	2	High
55	Male	High School	Widowed	96,369	728	41,100	Auto	Unemployed	3	Fair	0.504727	153,075	0	Kingside	NJ	Venezuela	2	0	High
54	Female	High School	Widowed	84,948	644	44,608	Auto	Unemployed	15	Poor	0.317173	218,072	4	Christopherchester	VA	Denmark	2	1	Medium
56	Female	Master's	Widowed	111,956	658	33,603	Personal	Unemployed	1	Poor	0.422617	38,249	0	Andersonstad	NE	Mozambique	0	1	Low
27	Female	PhD	Married	105,571	792	13,438	Personal	Self-employed	5	Poor	0.307499	251,663	null	Sharpberg	AS	Antarctica (the territory South of 60 deg S)	null	2	Low
58	Female	High School	Divorced	102,787	715	5,011	Personal	Self-employed	10	Poor	0.182479	85,144	0	Michelleland	IL	Sri Lanka	3	2	Medium
55	Female	High School	Divorced	87,462	600	42,273	Personal	Employed	9	Fair	0.506883	191,362	4	Curtisville	CO	Philippines	3	1	Medium
69	Male	PhD	Widowed	55,319	604	29,166	Home	Self-employed	11	Good	0.296801	180,736	3	New Johnville	CO	Samoa	null	1	Low
34	Male	Master's	Single	null	730	null	Personal	Self-employed	19	Excellent	0.376113	33,852	1	Huntbury	MO	China	null	2	Low
56	Male	PhD	Single	81,836	628	9,707	Personal	Self-employed	7	Fair	0.275722	54,804	1	Johnland	UT	Iran	1	0	Medium
54	Male	PhD	Single	99,968	null	45,860	Personal	Self-employed	14	Good	0.322717	null	4	Codymouth	MO	Saudi Arabia	0	1	Low
65	Male	High School	Divorced	117,445	798	8,900	Personal	Unemployed	4	Poor	0.106617	188,149	2	Dianaborough	GU	Nicaragua	null	1	Low
57	Male	Master's	Divorced	42,622	738	22,140	Personal	Employed	11	Poor	0.543719	70,221	4	Port Janice	GA	Togo	0	1	High
52	Female	Bachelor's	Widowed	97,173	674	19,211	Personal	Unemployed	15	Good	0.158904	74,877	3	West Vanessaland	HI	Brunei Darussalam	4	0	Low
50	Female	PhD	Divorced	103,290	635	9,047	Home	Self-employed	13	Excellent	0.367673	204,726	2	East Courtney	NY	Finland	3	0	Low
37	Non-binary	High School	Single	22,246	635	42,656	Business	Unemployed	1	Poor	0.580006	null	null	New Phillip	MI	New Zealand	4	0	Low
66	Male	Master's	Married	null	null	22,894	Home	Unemployed	7	Poor	0.557658	66,721	0	Davishaven	NC	Gabon	null	0	Low
36	Non-binary	High School	Married	38,018	713	22,173	Auto	Employed	3	Fair	0.496507	141,064	4	Sanchezland	NY	Antarctica (the territory South of 60 deg S)	2	0	Medium
54	Male	PhD	Single	76,485	632	32,787	Business	Unemployed	10	Excellent	0.113785	90,645	1	Johnbury	MH	China	3	2	Medium
45	Non-binary	PhD	Married	108,666	622	37,152	Business	Unemployed	5	Excellent	0.125416	124,386	3	Fordfurt	MT	Heard Island and McDonald Islands	4	2	Low
69	Female	PhD	Widowed	66,865	757	20,421	Home	Self-employed	15	Fair	0.239247	81,361	0	North Michael	GA	Somalia	2	1	Medium
32	Male	Bachelor's	Single	78,862	756	19,933	Business	Unemployed	3	Fair	0.35472	186,020	4	Jefferyborough	ND	Turkey	2	2	Medium
40	Non-binary	Bachelor's	Married	111,100	null	42,666	Personal	Unemployed	3	Fair	0.347864	null	1	Limouth	NH	Czech Republic	1	1	Medium

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