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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
34	Female	High School	Widowed	56,079	723	45,989	Business	Unemployed	0	Poor	0.163981	25,005	1	Lake Cynthiatown	NH	Austria	2	1	Low
46	Non-binary	High School	Widowed	20,981	630	null	Business	Self-employed	11	Poor	0.244834	144,018	null	Port Taylorborough	SC	Belize	0	2	Low
36	Male	PhD	Widowed	36,151	693	24,780	Auto	Self-employed	7	Excellent	0.13652	285,110	4	Aguilarbury	NJ	Bulgaria	0	0	Low
25	Female	High School	Divorced	64,383	787	5,797	Personal	Unemployed	2	Fair	0.261492	42,421	2	East Jonathanton	PR	Singapore	4	1	Medium
30	Non-binary	PhD	Single	29,963	null	20,574	Personal	Employed	4	Fair	0.505512	null	4	Andrewbury	MO	Wallis and Futuna	4	1	Low
66	Female	Master's	Married	44,507	696	42,151	Auto	Employed	9	Excellent	0.126842	179,473	0	Reynoldsside	TX	Nauru	3	2	Medium
52	Male	Master's	Married	114,852	743	38,305	Business	Employed	3	Good	0.50116	210,321	0	Moralesfurt	NY	North Macedonia	1	0	Medium
56	Non-binary	PhD	Widowed	97,869	null	47,447	Personal	Self-employed	0	Fair	0.340026	281,372	1	North Kathrynfort	NV	Romania	4	2	Medium
67	Female	PhD	Single	31,755	735	16,431	Business	Self-employed	9	Fair	0.582301	208,828	4	South Janetstad	MP	Central African Republic	null	2	Low
27	Female	Bachelor's	Widowed	null	601	31,636	Personal	Employed	11	Excellent	0.27136	209,412	4	Lake Michaeltown	WI	Saint Helena	3	1	Medium
58	Male	Bachelor's	Divorced	119,811	662	null	Home	Employed	11	Excellent	0.331445	null	1	Bradleyport	OR	Montenegro	4	2	Low
21	Non-binary	Master's	Divorced	45,654	645	32,258	Personal	Employed	9	Excellent	0.217366	127,085	4	South Jacquelinemouth	NJ	Turkey	3	1	Low
58	Male	High School	Widowed	105,354	null	47,682	Home	Unemployed	6	Poor	0.318579	null	0	Reedhaven	MS	Christmas Island	2	2	Low
60	Non-binary	PhD	Single	111,279	669	null	Home	Self-employed	6	Good	0.121025	72,301	3	North Kimberlystad	OH	Central African Republic	4	2	Low
39	Male	Bachelor's	Married	22,988	777	33,419	Home	Unemployed	16	Good	0.492817	102,646	4	Tiffanybury	SC	Mexico	null	2	Low
47	Female	Bachelor's	Divorced	101,271	730	22,135	Personal	Unemployed	10	Excellent	0.130196	120,218	4	Lake Jane	UT	Liberia	2	2	Low
40	Non-binary	Bachelor's	Divorced	36,959	665	8,371	Auto	Unemployed	9	Poor	0.530845	23,769	3	Latoyaton	PR	Finland	null	1	Low
42	Male	Master's	Widowed	47,430	647	42,751	Personal	Unemployed	6	Poor	0.393037	194,221	null	Moorefurt	WA	Antigua and Barbuda	null	0	Low
69	Male	Bachelor's	Married	116,085	636	41,331	Business	Unemployed	17	Poor	0.279471	93,556	2	Lake Jennifer	MD	Yemen	1	1	Low
53	Non-binary	PhD	Widowed	null	767	35,613	Auto	Employed	4	Poor	0.154403	253,924	0	Michelleshire	NE	Puerto Rico	1	1	Medium
32	Non-binary	Bachelor's	Divorced	68,061	692	null	Auto	Employed	11	Poor	0.251223	201,512	null	New Sharonside	IA	Saint Martin	4	2	Low
58	Female	PhD	Married	79,799	628	28,821	Auto	Unemployed	16	Excellent	0.323002	45,773	null	Michelleside	VI	Afghanistan	4	2	Low
69	Female	PhD	Widowed	38,565	null	10,623	Business	Self-employed	9	Good	0.380621	260,425	null	North Lisafurt	WA	Haiti	null	2	High
51	Non-binary	Bachelor's	Divorced	49,157	732	47,692	Home	Unemployed	10	Good	0.276919	96,375	4	Lake Amystad	NJ	Heard Island and McDonald Islands	1	2	High
60	Non-binary	Bachelor's	Married	null	629	8,361	Home	Self-employed	12	Excellent	0.542604	null	4	Georgeshire	LA	Guadeloupe	null	1	Medium
18	Female	Bachelor's	Divorced	119,826	615	49,279	Auto	Self-employed	3	Poor	0.541561	null	2	Lopezton	ND	British Indian Ocean Territory (Chagos Archipelago)	1	0	Medium
37	Male	PhD	Married	75,704	626	22,779	Personal	Employed	17	Good	0.13451	198,108	1	Alexanderhaven	KY	Vanuatu	4	2	High
57	Non-binary	PhD	Single	95,341	742	47,855	Home	Employed	0	Poor	0.479057	169,587	4	Jeffreyhaven	MD	Sweden	3	2	High
61	Female	High School	Widowed	103,817	662	null	Auto	Self-employed	10	Good	0.508021	46,317	3	South Daniellestad	OH	Turkey	0	0	High
54	Male	Bachelor's	Single	82,497	659	31,420	Home	Employed	10	Good	0.418516	298,013	3	Salinashaven	VI	Seychelles	0	2	Low
52	Male	PhD	Divorced	76,764	717	32,254	Personal	Unemployed	2	Good	0.420203	93,797	null	Stephenborough	OH	Singapore	0	0	Low
19	Female	Master's	Married	75,120	604	38,673	Home	Unemployed	7	Excellent	0.107086	210,598	0	South Henryland	MI	Gibraltar	2	2	Medium
44	Female	Master's	Married	51,560	697	46,707	Auto	Employed	2	Fair	0.527012	179,870	4	East Bryanport	PW	South Africa	4	2	Medium
29	Female	Master's	Divorced	51,195	757	33,860	Personal	Unemployed	12	Fair	0.339036	95,003	4	Changport	UT	Holy See (Vatican City State)	2	2	Medium
39	Male	PhD	Divorced	74,551	766	47,226	Home	Self-employed	16	Poor	0.51876	null	0	Ryanhaven	NY	Philippines	null	1	High
27	Non-binary	PhD	Divorced	55,744	783	null	Home	Employed	0	Fair	0.375156	72,266	1	Kristinfurt	TN	Barbados	1	2	High
52	Male	PhD	Widowed	null	749	18,926	Home	Employed	3	Excellent	0.218532	138,561	4	Lake Jamesshire	ND	Taiwan	0	2	Low
49	Non-binary	Master's	Widowed	57,117	null	26,169	Auto	Employed	15	Excellent	0.49274	241,164	2	Mccarthyport	NE	Malaysia	1	2	Low
22	Male	High School	Widowed	93,071	729	6,979	Business	Employed	15	Poor	0.266432	210,060	1	Davismouth	DC	South Georgia and the South Sandwich Islands	3	1	Low
20	Male	Bachelor's	Married	32,626	698	23,523	Auto	Self-employed	15	Good	0.462691	132,653	2	Smithport	MT	Trinidad and Tobago	0	1	Medium
67	Female	High School	Married	null	751	24,422	Business	Unemployed	12	Poor	0.566252	136,456	1	Lake Paulfort	SC	Angola	3	0	Medium
50	Non-binary	PhD	Married	32,470	751	7,653	Auto	Self-employed	15	Poor	0.334244	67,346	3	Osbornemouth	KY	Monaco	1	2	Medium
36	Male	PhD	Widowed	48,830	671	15,388	Home	Unemployed	15	Poor	0.506001	59,426	3	Silvachester	FL	New Zealand	null	2	Low
24	Female	Bachelor's	Single	40,753	678	12,432	Auto	Self-employed	14	Good	0.298898	219,706	2	Marksburgh	VT	Sweden	null	0	Low
36	Male	PhD	Divorced	67,738	763	47,632	Home	Self-employed	10	Fair	0.505527	null	1	North Kaylamouth	OH	Kazakhstan	1	2	Low
52	Female	High School	Single	35,105	655	16,300	Home	Self-employed	18	Fair	0.596736	126,280	0	Matthewmouth	NV	Maldives	4	1	Low
26	Female	PhD	Single	63,746	614	13,052	Business	Self-employed	0	Good	0.24032	127,453	4	New Jessicaport	AL	Italy	3	2	Medium
53	Non-binary	Master's	Single	104,208	648	null	Personal	Self-employed	15	Good	0.202428	30,632	4	Tinastad	PW	Spain	0	1	Low
69	Male	PhD	Single	75,398	692	9,415	Personal	Self-employed	6	Good	0.405051	200,491	null	North Michael	RI	Finland	2	2	Low
18	Male	Master's	Single	22,196	624	18,893	Home	Unemployed	9	Fair	0.53059	57,479	2	West Larryshire	AK	Mauritius	4	0	Low
30	Non-binary	Bachelor's	Divorced	85,958	619	23,377	Auto	Employed	0	Poor	0.337394	213,468	3	Port Alexander	ME	Gibraltar	3	1	Low
59	Non-binary	Master's	Divorced	67,431	689	37,234	Business	Employed	15	Fair	0.558624	218,618	null	Seantown	LA	Zimbabwe	null	1	Low
31	Male	PhD	Married	null	747	40,017	Home	Self-employed	15	Fair	0.427747	null	2	Patricktown	MT	Argentina	3	1	Low
30	Male	High School	Single	30,256	624	25,836	Home	Unemployed	0	Fair	0.104273	209,105	1	Henrychester	WV	Iceland	2	1	Medium
36	Non-binary	High School	Married	24,284	615	null	Personal	Unemployed	14	Excellent	0.413868	null	1	South Christopher	VA	Colombia	4	2	Medium
44	Male	High School	Married	115,680	701	17,666	Auto	Unemployed	6	Fair	0.16158	36,648	2	Mccoybury	CO	Trinidad and Tobago	3	1	High
34	Male	Master's	Single	58,286	783	49,726	Home	Unemployed	2	Excellent	0.344313	153,025	null	Rodrigueztown	CA	Afghanistan	3	2	Low
52	Male	Master's	Widowed	22,631	758	28,013	Auto	Self-employed	12	Excellent	0.301744	271,868	2	North Edward	MD	Vietnam	1	1	Low
34	Non-binary	PhD	Divorced	66,125	660	10,708	Auto	Self-employed	14	Fair	0.497241	null	0	South Stephenville	AS	Saint Kitts and Nevis	2	0	Medium
47	Non-binary	PhD	Married	30,663	null	20,095	Personal	Employed	16	Excellent	0.349595	148,365	null	Scottstad	VI	United Arab Emirates	4	2	Low
41	Male	High School	Married	118,417	678	48,691	Home	Employed	7	Excellent	0.546478	25,634	2	Lake Edward	PW	Saudi Arabia	4	0	Low
26	Female	PhD	Widowed	null	737	null	Business	Unemployed	14	Poor	0.411004	163,116	1	Harrisburgh	DC	Chad	null	1	Low
32	Female	Bachelor's	Single	70,650	710	null	Business	Self-employed	18	Fair	0.530865	251,540	2	Higginsmouth	AR	Fiji	0	0	Medium
67	Male	High School	Single	null	652	28,942	Auto	Employed	11	Excellent	0.48131	null	1	Jamieland	MH	Burkina Faso	4	1	Low
53	Non-binary	PhD	Widowed	29,745	794	49,766	Auto	Unemployed	15	Excellent	0.448287	167,136	null	Breannaton	WI	Eritrea	4	2	Low
25	Non-binary	Bachelor's	Divorced	65,411	null	32,100	Home	Self-employed	3	Fair	0.283943	237,275	3	Tracyside	AS	French Southern Territories	2	2	High
21	Non-binary	High School	Widowed	71,829	782	17,245	Personal	Unemployed	19	Fair	0.476628	null	0	Lake Russell	ME	Tanzania	3	2	Low
22	Female	Bachelor's	Widowed	112,525	652	14,673	Business	Employed	9	Poor	0.316903	238,610	4	West Christina	LA	Belize	2	0	Medium
66	Female	High School	Single	91,455	651	12,092	Home	Self-employed	7	Poor	0.248135	42,101	2	Aprilburgh	NJ	Luxembourg	1	1	Low
21	Female	Bachelor's	Single	107,477	712	30,723	Business	Self-employed	16	Fair	0.186553	299,436	3	New Peter	TN	Zimbabwe	null	1	Low
24	Female	PhD	Single	37,206	755	null	Auto	Unemployed	17	Fair	0.258365	212,075	4	North Sherryville	WY	Oman	0	2	High
46	Non-binary	Master's	Widowed	41,471	722	39,631	Personal	Unemployed	17	Poor	0.197827	203,414	3	Moyerville	SD	Vanuatu	2	2	Medium
55	Male	High School	Married	89,428	796	36,898	Personal	Employed	12	Poor	0.401262	128,964	1	Andersonview	TN	Niue	1	1	Low
45	Female	PhD	Divorced	null	799	28,571	Business	Unemployed	10	Good	0.489567	214,918	3	Curtismouth	MI	French Guiana	null	0	Low
29	Female	PhD	Widowed	78,390	689	44,303	Business	Unemployed	7	Poor	0.316676	81,421	4	Hillstad	NY	Faroe Islands	1	1	Low
64	Female	Bachelor's	Widowed	113,176	747	23,376	Auto	Employed	17	Poor	0.197459	208,314	1	Cunninghamhaven	AL	Canada	3	0	Low
37	Non-binary	Bachelor's	Single	31,004	799	27,575	Personal	Self-employed	9	Good	0.252163	68,241	0	Adamschester	UT	Pakistan	2	0	Medium
43	Non-binary	High School	Married	80,861	null	34,088	Home	Self-employed	10	Good	0.307511	null	null	West Sonyashire	MT	Canada	3	1	Medium
49	Non-binary	Master's	Widowed	79,668	708	11,929	Business	Unemployed	13	Fair	0.420259	null	null	Lake Cynthia	KS	Bahrain	2	0	Low
47	Female	Bachelor's	Divorced	109,001	616	37,714	Personal	Self-employed	16	Excellent	0.173435	70,916	3	West Kristitown	ME	Cook Islands	0	2	Low
65	Female	Bachelor's	Widowed	100,260	651	null	Home	Unemployed	0	Excellent	0.54698	252,252	2	Smithstad	OR	Heard Island and McDonald Islands	4	1	Medium
52	Female	Master's	Single	88,906	683	48,031	Home	Self-employed	13	Poor	0.564027	173,093	4	Lake Laurafurt	PR	Canada	1	0	Low
29	Female	High School	Divorced	52,646	741	null	Personal	Unemployed	9	Fair	0.140786	232,651	2	Bryanland	DE	Dominican Republic	2	2	Low
62	Non-binary	Master's	Divorced	31,862	675	5,005	Business	Employed	15	Excellent	0.288259	205,809	1	Danielshire	HI	Macao	1	1	Medium
42	Female	High School	Married	105,705	632	42,118	Home	Self-employed	15	Fair	0.538639	null	2	Richardsonville	OR	Estonia	2	1	Low
26	Male	Master's	Widowed	109,772	717	6,803	Personal	Self-employed	19	Good	0.101903	null	3	New Emily	SC	Timor-Leste	3	0	Low
47	Non-binary	Bachelor's	Married	28,382	600	47,424	Home	Employed	16	Poor	0.47607	72,031	2	Chapmanhaven	MH	Libyan Arab Jamahiriya	3	1	Low
23	Male	Bachelor's	Married	115,768	764	null	Home	Unemployed	18	Fair	0.558028	136,902	0	Sherryside	OR	Kenya	4	1	Medium
48	Female	PhD	Single	109,973	745	45,791	Auto	Unemployed	0	Fair	0.14832	136,963	2	West Tammyview	PA	British Indian Ocean Territory (Chagos Archipelago)	1	0	Low
63	Female	High School	Married	32,930	696	25,720	Auto	Self-employed	14	Excellent	0.415401	null	0	Jerrybury	VT	Italy	2	0	Low
37	Non-binary	Bachelor's	Divorced	70,668	717	36,069	Business	Unemployed	5	Poor	0.293148	null	4	East Amandachester	WY	Tokelau	1	2	Low
22	Female	High School	Divorced	62,397	null	18,606	Personal	Unemployed	17	Excellent	0.244567	137,680	0	New Daniel	IA	New Caledonia	3	1	High
46	Non-binary	PhD	Married	null	680	12,605	Business	Unemployed	14	Excellent	0.556752	77,881	0	Lake Aaron	LA	Saudi Arabia	0	2	Low
37	Non-binary	Master's	Married	46,720	635	5,002	Business	Employed	2	Good	0.166325	230,897	4	Joshuabury	MN	Moldova	0	2	Low
56	Non-binary	PhD	Widowed	112,758	null	15,217	Business	Self-employed	7	Fair	0.484159	155,113	4	Seanshire	AK	Montenegro	0	2	Low
57	Male	Bachelor's	Single	105,837	736	28,534	Auto	Unemployed	7	Poor	0.350477	194,934	2	Sheilaberg	ND	Bhutan	0	2	Low
53	Non-binary	High School	Single	65,215	706	28,093	Home	Unemployed	0	Excellent	0.546409	108,185	3	Lake Lisa	AR	New Zealand	0	2	Low
26	Female	Bachelor's	Divorced	107,346	768	21,297	Business	Employed	2	Good	0.580642	null	4	Christophermouth	MD	Belarus	3	2	Low
32	Non-binary	Master's	Single	53,993	null	24,685	Business	Employed	17	Fair	0.374057	176,845	4	Port Lisa	UT	El Salvador	3	2	Medium
35	Non-binary	High School	Divorced	42,222	710	6,905	Business	Employed	16	Poor	0.455206	57,348	null	Timothystad	MP	Armenia	0	2	Low

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