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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
57	Female	PhD	Single	26,732	663	36,073	Business	Self-employed	14	Poor	0.509116	41,440	2	Port Teresaview	TN	Syrian Arab Republic	2	2	Low
61	Male	High School	Married	47,503	667	null	Auto	Unemployed	17	Fair	0.405923	234,101	0	North Deniseville	WA	Latvia	null	0	Low
29	Non-binary	PhD	Married	114,633	728	44,229	Home	Self-employed	1	Poor	0.230098	67,034	0	Davischester	MI	Mexico	2	0	Low
23	Non-binary	PhD	Single	118,228	620	null	Auto	Self-employed	16	Good	0.400588	207,139	0	Whiteport	NC	Heard Island and McDonald Islands	3	1	Low
54	Non-binary	Master's	Single	97,754	778	9,038	Personal	Unemployed	18	Poor	0.116568	39,206	1	Herreramouth	TX	Bouvet Island (Bouvetoya)	2	0	Low
21	Female	Bachelor's	Married	49,236	714	40,263	Auto	Employed	7	Fair	0.499721	248,210	2	East Karen	CO	Bosnia and Herzegovina	0	2	Low
53	Non-binary	PhD	Divorced	23,216	677	28,697	Business	Self-employed	5	Good	0.269875	215,527	3	East Timothy	TN	Spain	null	0	High
30	Non-binary	PhD	Single	83,209	781	14,324	Business	Self-employed	6	Fair	0.258091	41,783	2	Thomasville	MN	France	null	2	Low
60	Female	PhD	Married	61,908	683	37,232	Business	Self-employed	11	Fair	0.128639	26,988	2	New Jilltown	HI	Tunisia	null	2	Low
64	Male	Bachelor's	Widowed	64,023	null	37,639	Business	Employed	19	Good	0.455398	78,651	0	Port Eric	LA	Palau	0	2	Medium
28	Non-binary	PhD	Widowed	null	616	null	Personal	Self-employed	0	Fair	0.190939	165,978	2	Stevensonton	NY	Netherlands Antilles	0	1	Low
69	Female	High School	Married	47,299	622	16,603	Business	Unemployed	17	Fair	0.156505	77,011	4	North Sarahmouth	MA	Slovenia	0	1	Low
41	Female	Master's	Single	59,095	720	21,623	Home	Self-employed	10	Poor	0.36765	69,391	null	Tarafort	MT	French Guiana	2	2	Low
36	Male	High School	Single	76,808	605	29,121	Business	Self-employed	8	Poor	0.568605	287,270	0	Isabelchester	PR	French Polynesia	4	2	Medium
64	Female	Bachelor's	Married	32,939	673	47,297	Home	Employed	14	Excellent	0.292217	null	null	Port Rhonda	KY	Finland	1	2	Low
67	Male	Master's	Married	52,250	722	47,442	Home	Employed	18	Excellent	0.121244	202,835	4	New Derrick	VI	Saint Barthelemy	3	0	Low
61	Female	PhD	Single	null	610	12,151	Home	Self-employed	15	Good	0.36559	23,700	1	Lake Christinebury	NJ	Somalia	3	0	Low
56	Male	High School	Single	38,866	796	26,164	Personal	Unemployed	9	Fair	0.14184	99,298	4	Stephaniestad	WI	Myanmar	1	0	Low
19	Male	Bachelor's	Divorced	35,582	748	10,181	Business	Employed	15	Poor	0.257442	275,996	null	Johnstonmouth	PR	Lesotho	0	0	Low
54	Male	Bachelor's	Widowed	72,948	null	40,383	Auto	Self-employed	12	Poor	0.223816	280,419	0	Hendersonville	OH	Namibia	3	1	Low
37	Male	PhD	Widowed	114,520	696	12,721	Auto	Employed	12	Fair	0.260635	277,038	4	Walkerberg	OK	Fiji	2	1	Low
65	Non-binary	High School	Single	50,932	748	6,737	Personal	Employed	6	Fair	0.162381	134,321	3	East Joannahaven	TX	Israel	0	2	Low
66	Male	Master's	Widowed	24,698	657	43,708	Auto	Self-employed	0	Good	0.559811	277,293	1	Jessicaborough	ME	Saint Vincent and the Grenadines	1	2	Medium
51	Male	High School	Widowed	87,505	684	10,934	Home	Self-employed	13	Good	0.380901	145,180	1	North Jenniferburgh	PA	Malawi	null	1	Medium
51	Male	PhD	Single	null	756	24,704	Personal	Employed	2	Poor	0.204939	261,434	0	Annetteport	VT	Papua New Guinea	1	1	Low
26	Female	Master's	Married	28,172	763	46,329	Auto	Self-employed	15	Excellent	0.512525	161,134	1	Rayland	PR	Serbia	null	2	Low
38	Non-binary	PhD	Divorced	45,156	765	15,263	Business	Employed	0	Excellent	0.414907	132,753	0	South Emily	MS	Mexico	3	2	Low
43	Female	Master's	Married	69,047	650	36,509	Home	Employed	12	Fair	0.315426	246,386	1	Rachelburgh	MD	Jersey	2	1	Low
40	Female	Master's	Single	null	null	12,490	Personal	Self-employed	18	Poor	0.111717	251,525	2	Kyleberg	AZ	Gibraltar	3	2	Low
23	Male	High School	Widowed	null	666	33,967	Home	Employed	2	Fair	0.288948	225,550	3	South Stephanie	SC	Taiwan	3	2	High
22	Female	High School	Single	43,580	670	33,468	Auto	Employed	2	Fair	0.26871	277,238	0	North Francisco	CT	Christmas Island	2	0	Low
49	Non-binary	High School	Single	null	600	43,928	Home	Unemployed	4	Poor	0.260094	299,113	null	Wilsonstad	PW	Nauru	3	0	Medium
44	Non-binary	High School	Widowed	38,008	720	20,737	Business	Employed	13	Good	0.266006	null	2	New Nicholasport	PR	Liberia	0	0	Medium
56	Female	Bachelor's	Single	64,291	668	null	Auto	Employed	15	Good	0.583421	37,998	1	Chavezstad	OK	Bahrain	2	0	Low
27	Male	PhD	Divorced	93,100	684	49,647	Personal	Unemployed	17	Good	0.255903	null	3	Tracyview	CO	Guinea	0	1	Low
39	Non-binary	Bachelor's	Single	37,903	662	8,566	Personal	Unemployed	18	Fair	0.282975	56,377	3	Dorisborough	MP	Greece	3	0	Low
22	Non-binary	High School	Divorced	70,075	null	47,022	Business	Employed	8	Excellent	0.525435	278,738	3	New Mary	AZ	Chile	4	2	Low
56	Male	PhD	Single	55,481	715	34,897	Home	Unemployed	6	Excellent	0.365267	280,318	0	North Deborah	UT	Burkina Faso	2	0	Low
64	Non-binary	Bachelor's	Married	24,369	644	27,955	Auto	Self-employed	9	Excellent	0.24189	163,331	0	Jasonfurt	SD	Guatemala	4	1	Low
53	Female	Master's	Widowed	43,486	696	30,924	Home	Self-employed	18	Good	0.328723	null	0	North Paulview	VA	Kenya	1	1	High
30	Female	Master's	Divorced	25,830	616	19,332	Personal	Unemployed	7	Excellent	0.396118	206,961	2	Haileymouth	IN	Italy	0	0	Low
68	Male	PhD	Widowed	71,940	785	45,596	Personal	Self-employed	0	Good	0.352005	189,090	0	North Marctown	ND	Gambia	2	1	Low
47	Non-binary	Master's	Widowed	24,544	695	null	Auto	Employed	9	Good	0.26551	67,395	2	New Melissa	WA	Afghanistan	4	0	Low
29	Male	Master's	Married	21,403	614	36,626	Personal	Self-employed	14	Excellent	0.388278	92,086	3	New Marieburgh	VT	Congo	3	0	Low
26	Non-binary	Bachelor's	Widowed	40,750	712	null	Business	Self-employed	1	Poor	0.233531	112,316	4	Port Juliafort	IA	French Southern Territories	2	1	Medium
35	Non-binary	PhD	Married	66,698	null	37,175	Personal	Unemployed	14	Poor	0.218143	133,785	1	East Allisonberg	MN	Mauritania	0	2	Low
45	Non-binary	Master's	Single	86,013	622	30,719	Personal	Self-employed	9	Fair	0.592429	84,822	0	Deleonview	AL	Christmas Island	1	2	Low
26	Female	Master's	Divorced	null	762	31,093	Personal	Self-employed	18	Excellent	0.320282	218,659	0	Normachester	NE	Latvia	1	0	Medium
38	Non-binary	Master's	Married	86,457	627	13,894	Personal	Employed	5	Excellent	0.438958	null	4	New Kathryn	PW	Netherlands Antilles	3	0	Low
53	Non-binary	Bachelor's	Married	115,956	701	13,184	Home	Unemployed	18	Poor	0.193861	153,347	0	Webbfurt	AK	Samoa	4	0	High
33	Male	Master's	Married	32,882	712	null	Business	Self-employed	11	Good	0.475398	178,040	4	Christensenport	SC	Austria	0	1	Medium
61	Male	High School	Divorced	null	613	null	Business	Self-employed	1	Poor	0.507334	259,078	0	Watkinsview	AR	Reunion	null	2	Low
38	Non-binary	PhD	Single	57,403	755	16,333	Personal	Self-employed	12	Good	0.426407	null	null	South Calvin	MI	Benin	null	2	Low
32	Female	Bachelor's	Widowed	null	655	29,227	Personal	Unemployed	13	Excellent	0.435456	126,901	4	Huffmanmouth	GA	Western Sahara	0	1	Low
66	Non-binary	Bachelor's	Married	95,236	641	35,846	Personal	Employed	6	Poor	0.149422	78,638	2	Sarahfurt	NJ	Sao Tome and Principe	1	1	Medium
21	Non-binary	High School	Divorced	48,964	736	8,938	Personal	Employed	5	Excellent	0.367537	250,593	0	Hollandton	CO	Puerto Rico	1	0	Medium
30	Male	Bachelor's	Widowed	31,721	744	17,711	Business	Employed	7	Fair	0.560549	263,265	null	Port Mariahfurt	WV	Cameroon	1	2	Medium
39	Non-binary	Master's	Divorced	50,416	717	38,027	Home	Employed	15	Poor	0.414233	null	3	Nielsenton	GA	Papua New Guinea	0	2	Low
50	Male	Bachelor's	Married	31,399	710	26,197	Auto	Unemployed	19	Good	0.200913	194,365	2	Port Kimberly	PW	Egypt	null	2	Low
54	Male	High School	Divorced	null	null	8,996	Auto	Unemployed	17	Good	0.517236	248,767	0	Johnsontown	WV	Israel	0	1	Low
18	Non-binary	High School	Widowed	61,232	767	12,731	Auto	Self-employed	0	Poor	0.410057	222,378	2	Gravesburgh	NC	Paraguay	4	1	Low
32	Male	High School	Married	71,408	755	48,350	Home	Unemployed	10	Good	0.193395	222,033	4	Port Laura	MO	Sweden	4	1	Medium
43	Male	Master's	Married	61,912	786	29,725	Business	Employed	12	Fair	0.177664	79,120	1	South Brianview	PR	Italy	3	0	Medium
18	Male	PhD	Divorced	null	684	48,404	Home	Unemployed	4	Excellent	0.561141	251,521	1	Hortonside	CA	Wallis and Futuna	4	0	High
46	Female	Bachelor's	Married	58,662	794	31,616	Auto	Self-employed	11	Fair	0.404713	null	0	North Jamieshire	WV	Turkmenistan	1	0	High
61	Female	High School	Single	null	792	null	Personal	Employed	19	Fair	0.458573	81,846	4	Riddlefurt	IA	Gibraltar	0	1	Low
34	Male	Master's	Single	58,547	null	null	Auto	Employed	3	Excellent	0.173499	272,614	2	Amyville	MP	Egypt	2	0	Medium
69	Female	PhD	Married	null	789	null	Home	Unemployed	9	Excellent	0.52029	210,054	1	Ryanport	NV	Turkmenistan	1	2	Low
35	Non-binary	Bachelor's	Single	106,951	713	39,741	Home	Self-employed	4	Poor	0.44179	164,223	0	North Regina	MN	Cook Islands	3	1	Low
69	Female	PhD	Widowed	78,812	777	26,670	Home	Self-employed	4	Excellent	0.317047	187,181	null	East Michaelshire	ID	Sudan	1	2	Medium
62	Female	PhD	Divorced	63,290	768	27,676	Personal	Employed	13	Excellent	0.408611	285,195	0	West Stephanie	KY	Guinea	1	0	Low
32	Male	Master's	Divorced	71,559	726	32,262	Auto	Employed	18	Excellent	0.42323	108,532	null	Sarahmouth	TN	Western Sahara	1	2	Low
58	Female	Bachelor's	Divorced	null	null	37,914	Auto	Unemployed	2	Excellent	0.172242	216,139	4	West Vanessa	NH	Wallis and Futuna	1	1	Low
69	Female	High School	Single	37,032	null	23,515	Business	Self-employed	18	Poor	0.538839	123,886	3	North Paula	IA	Antarctica (the territory South of 60 deg S)	3	2	Low
48	Female	PhD	Married	65,534	null	28,362	Home	Employed	6	Fair	0.314328	212,216	4	North Paulberg	NH	Kyrgyz Republic	0	2	Low
63	Female	PhD	Divorced	103,319	656	44,668	Personal	Unemployed	7	Good	0.127573	91,757	3	Tammyshire	GA	Austria	3	0	Medium
24	Female	PhD	Married	76,313	658	10,857	Home	Unemployed	1	Good	0.353691	86,722	4	Tommyville	VT	Morocco	null	1	Low
58	Female	Bachelor's	Single	59,491	620	11,605	Personal	Employed	1	Fair	0.388658	130,866	1	Johnsonland	AR	Gibraltar	1	0	Low
32	Female	Bachelor's	Single	89,253	793	9,126	Home	Unemployed	4	Excellent	0.350312	241,504	3	Thomasmouth	FL	Rwanda	2	0	Low
44	Male	High School	Divorced	43,511	683	45,621	Auto	Unemployed	8	Excellent	0.311304	null	3	Allenchester	FL	China	1	2	Medium
54	Non-binary	PhD	Married	52,734	696	21,439	Home	Unemployed	15	Fair	0.545548	92,136	3	Buchananborough	VA	Gambia	null	1	Medium
19	Non-binary	Bachelor's	Single	83,043	null	5,387	Home	Unemployed	13	Fair	0.117087	288,980	0	South Helen	LA	Senegal	3	1	Low
32	Female	Bachelor's	Married	63,634	null	21,711	Auto	Unemployed	10	Excellent	0.11464	247,200	1	Lake Margaretstad	NC	Canada	null	1	Low
51	Female	PhD	Widowed	50,889	625	13,759	Auto	Self-employed	4	Excellent	0.270864	214,861	3	South Kellychester	MI	Equatorial Guinea	0	1	Low
45	Male	Bachelor's	Widowed	84,926	718	49,890	Home	Employed	0	Poor	0.460183	null	null	Heatherberg	OR	Madagascar	4	1	Medium
26	Male	Bachelor's	Widowed	65,294	null	39,658	Home	Employed	7	Excellent	0.570652	188,857	null	South Michealside	PR	Comoros	4	1	Medium
34	Female	Bachelor's	Married	112,721	605	23,991	Home	Employed	3	Excellent	0.135676	245,068	1	New Matthewmouth	KY	Papua New Guinea	2	2	Low
25	Female	Master's	Married	113,878	612	15,069	Home	Employed	15	Good	0.244576	250,887	1	Martinfurt	AL	Equatorial Guinea	1	0	Low
22	Non-binary	Master's	Single	59,177	726	29,132	Home	Self-employed	7	Excellent	0.476379	null	3	West William	PA	Eritrea	3	1	Medium
45	Non-binary	High School	Widowed	76,309	663	null	Auto	Unemployed	18	Poor	0.302841	287,396	null	Coreystad	DC	Zambia	1	2	Low
25	Female	High School	Divorced	49,281	792	null	Home	Unemployed	3	Good	0.594645	null	3	North Matthew	IL	Tokelau	2	1	Low
43	Male	High School	Single	null	604	15,353	Home	Employed	3	Excellent	0.53266	null	null	Lake Lisaton	KS	Malta	1	2	High
62	Non-binary	High School	Single	47,632	607	45,284	Home	Unemployed	10	Good	0.153074	167,917	1	West Jeffreyview	IL	Saint Barthelemy	4	1	Low
40	Male	PhD	Divorced	98,748	658	28,130	Business	Employed	1	Excellent	0.405586	77,041	2	Lewishaven	PA	Bahamas	0	0	Low
30	Non-binary	High School	Widowed	64,739	676	36,928	Auto	Self-employed	0	Excellent	0.522055	230,600	1	Melodyshire	CT	Maldives	1	0	High
61	Non-binary	Bachelor's	Single	62,636	789	12,747	Home	Self-employed	15	Fair	0.1534	201,441	null	East Tara	GU	Guyana	2	1	Medium
41	Female	Master's	Widowed	66,573	619	34,675	Auto	Unemployed	9	Good	0.137871	23,978	2	Lake Katherine	NV	Guatemala	4	0	Medium
28	Male	PhD	Divorced	51,817	654	38,362	Business	Employed	8	Poor	0.33531	null	1	Walkerbury	KY	Ecuador	3	2	Low
44	Male	High School	Divorced	65,111	794	24,012	Home	Unemployed	10	Poor	0.159525	100,976	0	Fowlerhaven	VA	Luxembourg	4	1	Low
38	Non-binary	Bachelor's	Widowed	54,519	714	27,662	Business	Employed	11	Excellent	0.182359	48,902	4	Haaston	KY	Sierra Leone	4	2	Medium

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