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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
59	Male	PhD	Married	25,589	731	32,736	Auto	Employed	13	Fair	0.569635	24,650	null	Port Leahside	NY	Dominica	4	2	High
36	Non-binary	Bachelor's	Single	null	null	null	Business	Unemployed	7	Excellent	0.390095	127,227	3	Ramirezbury	FM	Pakistan	1	2	Low
19	Female	High School	Divorced	35,904	691	39,520	Auto	Self-employed	0	Excellent	0.245574	24,529	3	Lopezberg	MT	Chile	null	2	Medium
65	Female	High School	Widowed	20,814	769	null	Home	Employed	18	Poor	0.597737	75,580	2	Lake Michelleport	DE	Bermuda	3	2	Medium
40	Non-binary	Bachelor's	Single	41,311	755	21,563	Business	Unemployed	18	Excellent	0.502405	152,414	2	Petershire	OK	Saint Helena	0	1	Low
34	Non-binary	Master's	Single	119,728	675	38,259	Home	Employed	5	Poor	0.219175	212,812	3	Beardborough	IA	Kuwait	null	0	Low
28	Male	PhD	Married	null	653	27,375	Home	Employed	16	Poor	0.4348	184,410	1	New Robert	AK	Reunion	0	2	Low
19	Female	Bachelor's	Widowed	98,565	683	44,396	Business	Unemployed	10	Poor	0.398026	279,173	null	Greenchester	NE	Guadeloupe	2	0	Low
36	Non-binary	High School	Married	97,902	788	30,598	Personal	Unemployed	18	Fair	0.575683	256,537	null	Cynthiastad	VI	Syrian Arab Republic	1	2	High
20	Non-binary	Master's	Widowed	107,826	751	6,365	Auto	Self-employed	16	Fair	0.317564	145,766	2	Lake Adrian	NY	Swaziland	2	1	Low
38	Non-binary	Master's	Widowed	113,550	799	31,373	Home	Employed	17	Poor	0.444601	null	4	Lake Erichaven	MP	China	null	0	Low
43	Non-binary	High School	Divorced	95,019	610	null	Auto	Employed	14	Good	0.420498	212,201	4	East Matthewville	NY	Bahamas	2	0	Medium
21	Male	PhD	Married	67,376	670	5,900	Personal	Unemployed	5	Good	0.335296	77,263	1	North Christinebury	ME	Niger	null	2	Low
30	Male	PhD	Divorced	61,541	768	46,214	Personal	Self-employed	6	Excellent	0.458343	75,529	4	Rangelborough	IN	Australia	2	1	Medium
43	Non-binary	Master's	Widowed	92,994	675	null	Auto	Employed	3	Fair	0.486702	233,003	3	Port Philiphaven	VI	Uganda	3	1	Low
54	Female	High School	Divorced	102,678	729	11,857	Business	Self-employed	13	Fair	0.450019	33,863	4	Nicholsonstad	IL	Niue	2	2	Low
47	Female	Bachelor's	Widowed	104,451	795	46,128	Home	Unemployed	5	Poor	0.206925	178,827	0	New Justin	KS	Congo	0	2	Low
69	Female	PhD	Divorced	87,008	698	8,639	Business	Unemployed	10	Poor	0.273766	281,913	null	North Scott	LA	Timor-Leste	0	1	Medium
45	Non-binary	Bachelor's	Single	93,040	687	40,917	Personal	Self-employed	8	Good	0.54817	null	0	West Ronaldtown	CO	Zimbabwe	1	0	Medium
48	Female	PhD	Divorced	45,261	604	42,064	Business	Employed	19	Fair	0.23023	179,636	3	New Andrewstad	VT	Lithuania	3	1	Medium
62	Female	High School	Divorced	55,829	656	27,054	Home	Self-employed	16	Poor	0.416763	241,404	4	Chelseachester	UT	Macao	1	2	Low
59	Non-binary	Master's	Single	49,756	625	27,623	Home	Unemployed	9	Good	0.228157	null	1	North Christopher	VI	Mauritius	1	1	Low
33	Female	Master's	Widowed	26,774	602	35,501	Business	Self-employed	11	Good	0.403449	60,364	1	Youngchester	OK	Chile	4	0	Low
43	Female	High School	Married	113,177	629	28,547	Personal	Self-employed	9	Fair	0.152994	77,565	1	New Steven	MP	Dominican Republic	3	2	Low
30	Male	Master's	Married	26,402	759	45,170	Auto	Self-employed	3	Excellent	0.232384	45,919	3	Lake Michael	PR	Namibia	2	2	Low
58	Non-binary	High School	Married	80,314	611	null	Personal	Self-employed	4	Good	0.354369	null	null	Rachelfurt	CO	Sudan	3	0	Low
64	Female	PhD	Married	66,126	641	28,059	Personal	Unemployed	15	Poor	0.594893	46,175	3	East Sharon	NM	Pakistan	4	1	Low
54	Female	High School	Divorced	75,746	738	33,634	Personal	Unemployed	5	Fair	0.505187	194,543	4	Coreymouth	NY	Uzbekistan	3	2	Low
24	Female	High School	Divorced	29,909	663	null	Business	Employed	13	Excellent	0.550944	null	4	South Michaelview	KY	Timor-Leste	0	0	Low
68	Male	Master's	Married	105,490	652	31,036	Personal	Self-employed	16	Poor	0.130624	161,283	0	Hurleyshire	MI	Sri Lanka	1	2	Low
54	Non-binary	Master's	Widowed	98,588	743	46,587	Auto	Employed	17	Good	0.280781	53,142	2	Tiffanyshire	HI	British Virgin Islands	4	1	Medium
55	Non-binary	PhD	Married	91,474	647	13,968	Personal	Employed	0	Poor	0.41827	222,198	1	Melvinfort	WY	Indonesia	2	2	Low
22	Male	High School	Married	103,482	null	null	Business	Employed	8	Excellent	0.388432	236,194	2	East Desireetown	LA	Norway	2	1	Low
27	Female	PhD	Married	47,549	648	35,783	Personal	Employed	14	Good	0.363569	82,527	4	Jonstad	ND	Hong Kong	4	0	Low
39	Non-binary	PhD	Married	null	778	23,610	Home	Unemployed	15	Good	0.403661	92,036	0	Solistown	VT	Palestinian Territory	null	1	Medium
23	Male	High School	Single	100,635	615	28,027	Home	Employed	10	Excellent	0.576273	191,718	2	North Mariaview	WA	Bhutan	null	1	Medium
66	Male	Master's	Widowed	null	665	35,078	Home	Unemployed	18	Fair	0.388009	236,846	2	North Caleb	MD	Palau	4	0	Low
21	Female	Master's	Widowed	87,173	787	null	Auto	Self-employed	5	Good	0.159152	null	2	New Elizabeth	KS	Panama	4	2	Low
32	Non-binary	PhD	Married	106,936	795	16,225	Business	Unemployed	14	Fair	0.174181	49,407	1	West Laura	WA	Finland	1	0	Low
42	Female	Master's	Divorced	null	null	null	Auto	Self-employed	15	Excellent	0.448631	126,449	2	Norrisside	GA	Syrian Arab Republic	1	1	High
21	Female	Master's	Widowed	48,702	784	48,400	Personal	Unemployed	6	Good	0.393273	67,666	2	Richardfurt	NM	Mexico	2	0	Low
20	Female	Bachelor's	Widowed	109,119	793	28,539	Business	Self-employed	8	Good	0.323014	157,230	3	Elizabethtown	NJ	Gambia	0	2	Low
44	Male	Master's	Widowed	27,354	621	35,760	Personal	Unemployed	3	Excellent	0.594904	100,645	null	Thompsonfurt	NC	Qatar	null	2	Low
48	Female	High School	Married	111,435	726	34,317	Home	Unemployed	3	Good	0.421939	122,647	2	Lake Dylanville	MA	Somalia	0	1	High
35	Female	High School	Single	22,665	767	49,135	Personal	Self-employed	9	Poor	0.456548	207,975	2	West Lisaberg	MI	Micronesia	1	2	Low
68	Female	Bachelor's	Divorced	118,863	724	23,676	Business	Unemployed	5	Excellent	0.128505	134,719	1	New Stacybury	HI	Croatia	3	1	Low
23	Female	Bachelor's	Divorced	58,921	778	7,154	Business	Unemployed	16	Good	0.226682	29,486	3	West Cynthiachester	MO	United States Virgin Islands	0	1	Low
24	Non-binary	Bachelor's	Widowed	102,273	610	20,427	Home	Employed	3	Good	0.200931	241,698	1	East Michael	WV	Gabon	1	1	Medium
44	Male	PhD	Single	51,594	745	48,743	Home	Employed	8	Poor	0.373067	269,613	0	South Jenniferfurt	IA	Tanzania	2	2	Medium
36	Male	High School	Married	21,408	null	47,771	Business	Self-employed	11	Fair	0.475632	150,104	2	New Cassidystad	FL	Rwanda	0	2	Low
27	Female	High School	Single	39,929	700	42,935	Home	Unemployed	12	Good	0.31891	212,104	2	Elizabethland	OK	Bangladesh	0	2	Low
38	Male	Bachelor's	Married	20,395	758	null	Home	Unemployed	14	Fair	0.229042	196,426	4	North Zacharyfort	IL	Croatia	4	1	Low
50	Non-binary	PhD	Divorced	53,043	736	49,666	Business	Employed	12	Poor	0.409846	null	3	South Williamville	NC	Sierra Leone	1	1	Low
34	Non-binary	PhD	Divorced	47,186	732	18,885	Auto	Self-employed	19	Excellent	0.504348	129,348	4	Port Becky	UT	Germany	2	1	Medium
40	Male	Master's	Divorced	64,390	null	14,926	Business	Employed	15	Good	0.540777	296,717	1	Port Sarah	OR	Kyrgyz Republic	2	2	Medium
62	Male	High School	Widowed	48,949	771	null	Home	Self-employed	6	Excellent	0.516812	46,022	3	Georgeton	KS	Israel	2	2	High
57	Female	Bachelor's	Divorced	80,669	636	48,887	Personal	Employed	8	Poor	0.307881	93,910	2	West Maryhaven	NH	Mozambique	null	2	Low
31	Female	Bachelor's	Divorced	95,045	null	7,532	Personal	Self-employed	4	Good	0.41751	292,167	0	Anitaland	MI	Mauritius	0	1	High
22	Male	Bachelor's	Single	28,036	643	null	Business	Unemployed	2	Good	0.215654	null	1	Hughesshire	CA	Egypt	1	0	Low
34	Male	Master's	Married	99,396	644	30,070	Home	Employed	9	Poor	0.26503	283,847	2	Johnnymouth	AR	Bahamas	null	2	Medium
48	Non-binary	High School	Married	52,925	797	49,137	Business	Unemployed	7	Fair	0.584786	41,152	3	West Timothy	SD	Austria	2	2	Low
45	Non-binary	High School	Widowed	111,732	631	9,652	Home	Self-employed	1	Excellent	0.226338	null	3	West Marcshire	LA	Korea	2	1	Low
56	Non-binary	Bachelor's	Divorced	null	693	6,838	Business	Self-employed	17	Poor	0.460788	86,984	3	South Christy	AL	Macao	2	0	Low
23	Female	Master's	Single	29,530	636	12,181	Home	Self-employed	13	Fair	0.599262	35,640	2	Erictown	ME	Jersey	null	2	Medium
68	Non-binary	Bachelor's	Divorced	115,923	696	28,463	Auto	Employed	18	Excellent	0.580137	33,280	1	New Gregoryview	WY	Finland	3	0	Medium
25	Female	PhD	Widowed	null	748	35,467	Business	Employed	4	Good	0.247345	null	0	South Toddfort	PR	Guinea-Bissau	2	0	Medium
26	Non-binary	High School	Single	25,280	691	12,578	Auto	Self-employed	19	Poor	0.319522	167,875	4	Rogerborough	RI	Sao Tome and Principe	0	0	Low
31	Male	Bachelor's	Divorced	79,682	765	10,908	Auto	Unemployed	1	Excellent	0.546708	222,920	1	Katherineview	PA	French Guiana	1	1	Low
66	Non-binary	Bachelor's	Widowed	83,021	639	9,326	Home	Employed	6	Poor	0.484917	130,298	3	Patrickville	PR	Libyan Arab Jamahiriya	null	2	Medium
31	Female	PhD	Single	53,431	697	48,799	Home	Self-employed	1	Good	0.244737	59,709	null	Derekchester	CA	Montenegro	0	0	Low
26	Male	High School	Married	73,243	null	36,190	Personal	Self-employed	14	Excellent	0.360734	194,167	2	Lowerymouth	OK	Portugal	2	0	Low
37	Female	PhD	Married	53,062	609	24,734	Home	Employed	5	Excellent	0.195386	20,525	null	New Alanfurt	KY	Guam	null	1	Low
32	Non-binary	PhD	Single	80,840	633	45,030	Personal	Self-employed	10	Fair	0.427369	105,556	0	Lake Bryanton	MP	Norfolk Island	3	1	Low
38	Non-binary	Master's	Widowed	105,184	669	10,798	Home	Self-employed	9	Poor	0.413335	105,339	3	Port Christopher	NH	Portugal	4	1	Medium
68	Male	Bachelor's	Married	102,283	null	37,349	Personal	Self-employed	0	Excellent	0.462555	295,445	4	Port Rachel	VT	Saudi Arabia	3	0	Medium
25	Non-binary	Bachelor's	Married	null	628	37,036	Auto	Unemployed	10	Fair	0.431453	47,544	2	Henrystad	VT	Greenland	4	2	Low
20	Male	PhD	Married	67,671	689	47,160	Auto	Employed	0	Excellent	0.513617	250,508	null	Lake Aprilville	VI	Pakistan	2	0	Low
38	Non-binary	High School	Married	114,576	682	31,943	Home	Self-employed	3	Poor	0.553049	106,818	null	Hallchester	MN	Egypt	1	2	Low
66	Male	High School	Divorced	101,243	null	27,385	Auto	Self-employed	19	Excellent	0.120937	233,677	3	South Ashley	PR	Algeria	4	2	Medium
67	Non-binary	High School	Single	102,201	782	45,352	Auto	Unemployed	12	Poor	0.589953	158,047	0	Annshire	MI	Albania	null	0	Low
39	Non-binary	High School	Single	95,923	638	20,899	Personal	Unemployed	16	Poor	0.269278	35,762	1	Williamhaven	NM	Svalbard & Jan Mayen Islands	0	2	Medium
25	Female	High School	Married	26,630	669	36,768	Business	Unemployed	18	Excellent	0.570892	71,013	0	Brittanystad	ND	Marshall Islands	null	1	High
54	Female	High School	Divorced	78,049	772	9,406	Auto	Employed	12	Good	0.261079	189,550	null	Grantport	TN	Togo	4	1	Low
55	Male	High School	Single	null	627	42,504	Personal	Employed	14	Good	0.167699	46,496	4	Alexanderland	ID	Turks and Caicos Islands	2	0	Low
66	Non-binary	PhD	Single	null	null	11,745	Business	Unemployed	7	Good	0.116267	211,167	1	Ericmouth	VI	France	3	0	Medium
56	Non-binary	Master's	Widowed	null	744	8,740	Business	Unemployed	2	Poor	0.41209	267,863	2	Lake Williamshire	PA	Taiwan	0	2	High
49	Female	PhD	Single	33,725	740	49,487	Business	Employed	13	Fair	0.273932	243,023	null	New Adamfort	TX	Malawi	1	0	Medium
66	Female	High School	Divorced	76,202	624	22,198	Business	Unemployed	2	Poor	0.242857	86,342	1	Heatherfort	ME	Germany	0	0	Medium
52	Non-binary	High School	Divorced	115,761	756	43,433	Home	Employed	4	Excellent	0.593623	null	3	Loriport	AL	Austria	null	2	Low
45	Female	High School	Widowed	26,553	680	null	Auto	Employed	17	Poor	0.376229	119,114	null	West Brianmouth	CO	Senegal	4	1	Low
59	Male	Master's	Single	null	689	34,852	Auto	Employed	7	Good	0.355335	80,844	4	Vasquezside	VI	Palestinian Territory	2	2	Low
53	Male	High School	Widowed	34,887	640	17,552	Personal	Self-employed	15	Excellent	0.592791	258,241	0	Port Chadberg	VA	Saint Lucia	1	0	Low
64	Female	Bachelor's	Divorced	32,342	604	8,582	Home	Employed	4	Poor	0.19863	213,505	1	Candiceberg	PA	Netherlands	3	0	Low
38	Non-binary	Bachelor's	Single	62,873	657	28,215	Business	Employed	1	Poor	0.196255	141,244	3	Rebeccaview	MO	Sweden	2	1	Low
46	Female	Master's	Single	91,458	656	13,672	Home	Employed	14	Good	0.542796	257,590	2	East Sarahton	NC	Morocco	4	0	Low
43	Non-binary	High School	Divorced	69,584	742	null	Auto	Unemployed	18	Poor	0.409307	222,682	3	East Tammy	WA	Sao Tome and Principe	2	1	Low
35	Non-binary	PhD	Widowed	null	null	18,986	Auto	Unemployed	17	Poor	0.243394	77,852	4	Thompsonside	WY	Mauritius	3	0	Low
39	Non-binary	Master's	Single	80,635	null	39,925	Business	Self-employed	6	Fair	0.237569	187,807	1	New Angela	TN	Pakistan	4	2	Low
18	Male	Bachelor's	Single	23,902	629	22,390	Business	Employed	17	Poor	0.331908	161,875	2	Rhondashire	VT	Madagascar	1	1	Low
18	Female	Master's	Single	96,097	640	23,202	Home	Self-employed	15	Fair	0.149849	null	4	Sonyamouth	NE	Anguilla	2	0	Low

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