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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
49	Non-binary	High School	Single	46,521	760	null	Auto	Employed	12	Good	0.572985	114,509	2	Romeroton	NV	New Caledonia	2	0	Low
20	Non-binary	Bachelor's	Single	63,884	null	39,799	Personal	Unemployed	0	Excellent	0.587414	158,090	null	West Danielside	ID	North Macedonia	2	0	Medium
36	Female	Master's	Single	86,171	643	43,154	Auto	Employed	1	Good	0.56936	288,905	4	Johnsonside	AL	Guatemala	2	1	Medium
53	Female	Master's	Divorced	35,428	606	47,023	Auto	Unemployed	0	Good	0.339566	174,200	4	East Shaneberg	MN	India	4	2	Medium
45	Female	Master's	Married	68,432	704	49,793	Auto	Self-employed	9	Good	0.341914	261,480	0	Angelicaborough	WA	Gibraltar	0	1	Low
67	Female	Bachelor's	Widowed	37,171	788	24,743	Auto	Unemployed	14	Fair	0.263704	22,005	0	South Susanberg	NE	Germany	1	2	Medium
35	Female	Bachelor's	Widowed	null	650	13,030	Home	Self-employed	6	Fair	0.278585	145,856	1	North Nicholasberg	GA	Anguilla	1	0	Low
19	Non-binary	PhD	Widowed	101,606	637	43,142	Personal	Self-employed	19	Excellent	0.223328	null	4	North Stephenside	MA	Hong Kong	2	0	Medium
24	Non-binary	Bachelor's	Widowed	103,447	651	null	Auto	Employed	5	Poor	0.152738	183,812	2	Boothchester	ID	Dominican Republic	0	1	Medium
44	Non-binary	High School	Widowed	78,620	602	37,003	Business	Self-employed	11	Fair	0.171533	42,245	null	South Jerrybury	OK	Guam	3	2	Low
54	Male	Master's	Widowed	100,096	729	45,230	Personal	Self-employed	8	Poor	0.227388	62,039	2	Lake Natalie	CT	Tunisia	3	0	Medium
40	Female	High School	Single	87,525	685	42,279	Business	Self-employed	9	Excellent	0.315447	47,172	2	Phammouth	MS	Mayotte	null	2	Low
28	Non-binary	High School	Widowed	59,643	715	null	Personal	Self-employed	15	Excellent	0.19226	100,446	0	Smithburgh	CA	Gambia	null	0	Low
49	Non-binary	Master's	Widowed	79,321	785	null	Business	Unemployed	3	Excellent	0.306642	null	0	Jenniferfurt	OR	Qatar	0	0	Low
27	Non-binary	Bachelor's	Widowed	44,940	792	36,803	Home	Unemployed	19	Fair	0.281816	null	2	Robertsburgh	NC	India	2	1	Low
23	Male	Bachelor's	Divorced	64,985	637	45,579	Business	Unemployed	13	Good	0.281353	null	null	West Sethberg	PA	British Virgin Islands	null	1	Low
38	Female	PhD	Divorced	25,965	null	28,347	Business	Employed	15	Excellent	0.227717	null	3	Bradview	AK	Germany	4	0	Low
42	Female	PhD	Single	39,748	659	16,070	Business	Employed	0	Excellent	0.46763	181,954	4	Steventown	TX	Canada	0	1	Low
55	Female	High School	Married	26,834	667	34,899	Auto	Unemployed	4	Good	0.281434	117,460	2	East Daniel	PA	Mauritius	null	1	Low
40	Female	Bachelor's	Married	43,798	785	11,035	Business	Employed	9	Excellent	0.230305	176,865	3	North Kristinfurt	WV	Tuvalu	2	0	Low
48	Female	Master's	Divorced	48,994	704	42,955	Auto	Unemployed	16	Poor	0.448915	226,971	4	Lake Melissabury	AR	Wallis and Futuna	null	1	Medium
43	Male	PhD	Married	71,372	null	35,667	Business	Employed	16	Poor	0.426035	149,451	4	South Jonathanborough	AS	Turkmenistan	null	2	Medium
44	Non-binary	High School	Divorced	33,760	615	28,070	Business	Unemployed	11	Fair	0.193295	203,061	3	New Scottville	ID	Peru	2	2	Low
23	Non-binary	High School	Divorced	113,238	759	9,592	Personal	Unemployed	19	Excellent	0.35777	214,659	1	Coxville	PW	Kyrgyz Republic	0	0	Low
53	Female	High School	Married	104,564	691	12,155	Home	Self-employed	16	Fair	0.291166	291,257	2	Loriport	UT	Mauritania	3	0	Medium
18	Female	PhD	Divorced	87,657	777	39,198	Business	Employed	7	Poor	0.186165	39,155	1	Andreatown	FL	Vietnam	4	1	Low
25	Male	PhD	Married	null	626	49,177	Home	Self-employed	9	Good	0.31381	80,088	1	Port Elizabeth	MN	Lesotho	4	1	Medium
65	Female	High School	Widowed	null	698	35,287	Auto	Self-employed	5	Good	0.369343	164,182	0	Port Michele	NJ	Azerbaijan	3	1	Low
19	Non-binary	High School	Widowed	null	732	null	Personal	Self-employed	14	Good	0.252667	252,745	4	West Susan	IA	Jersey	null	2	Low
57	Non-binary	PhD	Widowed	21,286	712	14,395	Business	Unemployed	4	Good	0.382862	184,747	2	South Crystalberg	WA	Timor-Leste	null	2	Low
27	Female	Bachelor's	Widowed	67,366	738	null	Business	Employed	14	Fair	0.218837	253,806	3	West Beth	KS	Azerbaijan	3	0	Low
49	Non-binary	Master's	Widowed	104,546	null	31,044	Auto	Self-employed	18	Fair	0.265899	50,117	0	New Jamesfort	ME	Austria	null	1	Low
47	Non-binary	Bachelor's	Single	20,526	603	35,412	Personal	Self-employed	18	Good	0.224558	160,994	0	Wilsonfurt	SC	Bangladesh	1	2	Low
19	Female	PhD	Widowed	71,524	715	22,418	Auto	Employed	4	Fair	0.270639	null	null	North Michaelbury	HI	Saint Kitts and Nevis	3	2	Low
38	Female	PhD	Single	22,379	719	null	Business	Employed	3	Good	0.166166	74,896	4	North Tonyshire	NM	Georgia	0	0	Low
54	Male	PhD	Divorced	66,365	665	null	Home	Employed	12	Good	0.327638	264,848	null	Richardville	VT	Tajikistan	2	1	Low
18	Female	Bachelor's	Widowed	45,223	617	19,630	Home	Unemployed	0	Excellent	0.267175	46,711	null	East Joseph	TX	Madagascar	4	2	High
44	Male	High School	Divorced	60,558	760	41,059	Home	Unemployed	7	Excellent	0.560691	115,406	3	West Jackieport	IN	Brazil	0	2	High
21	Female	Bachelor's	Single	37,443	770	38,792	Home	Employed	6	Fair	0.17584	274,954	4	South Whitneybury	MN	Grenada	1	0	Low
38	Male	Master's	Divorced	28,222	null	null	Personal	Unemployed	16	Fair	0.531015	166,359	1	West Patrickstad	GA	Bolivia	2	0	Medium
48	Male	High School	Divorced	34,393	683	null	Auto	Self-employed	18	Excellent	0.513549	190,369	1	Lake Duaneview	CO	Antarctica (the territory South of 60 deg S)	0	2	Low
23	Female	PhD	Divorced	64,700	678	36,518	Auto	Employed	6	Good	0.216551	null	2	Port Dwaynechester	DE	Tajikistan	2	2	Medium
19	Non-binary	PhD	Married	66,623	755	33,963	Personal	Unemployed	12	Fair	0.513074	157,601	2	Holderborough	VA	Cocos (Keeling) Islands	1	2	Medium
32	Female	Master's	Single	22,976	643	null	Auto	Self-employed	17	Poor	0.226258	114,071	2	Careyview	OR	Turkey	1	2	High
51	Female	Master's	Widowed	115,482	710	8,296	Auto	Self-employed	8	Good	0.547002	229,957	null	East Jessica	ID	Bhutan	0	0	Low
60	Female	High School	Divorced	116,993	null	12,506	Business	Unemployed	18	Good	0.305351	null	3	Thomasport	AL	Timor-Leste	null	1	Medium
46	Male	PhD	Divorced	71,025	719	41,604	Personal	Unemployed	8	Fair	0.259024	142,774	4	Lake Melissatown	MH	Solomon Islands	3	1	High
63	Female	PhD	Divorced	47,723	734	37,570	Auto	Unemployed	5	Good	0.472439	null	4	Bryanstad	GU	Korea	null	2	Medium
69	Male	Master's	Divorced	60,831	618	48,377	Personal	Employed	0	Poor	0.205196	243,564	4	Jonathanhaven	AS	Kazakhstan	4	2	High
23	Non-binary	PhD	Single	34,378	602	30,010	Home	Employed	7	Excellent	0.513694	61,593	0	North Tracy	PR	Spain	4	2	Medium
56	Male	High School	Single	null	605	46,185	Home	Unemployed	17	Fair	0.563729	238,190	4	Gordonberg	MI	Madagascar	1	2	Medium
69	Male	Bachelor's	Single	101,213	673	9,120	Business	Employed	3	Poor	0.403293	97,518	1	Stephanieside	OR	Macao	null	1	Low
57	Non-binary	High School	Single	116,005	703	45,676	Business	Self-employed	12	Fair	0.101319	256,360	1	North Diane	KS	Malaysia	3	2	Low
20	Male	Master's	Married	57,463	null	42,227	Business	Employed	12	Poor	0.170033	283,340	null	Melaniemouth	WV	Sri Lanka	4	0	Low
24	Female	High School	Married	41,584	711	null	Auto	Self-employed	13	Excellent	0.202061	296,248	null	Chasechester	MN	Finland	null	1	Low
40	Female	Master's	Single	33,502	742	49,510	Auto	Unemployed	2	Excellent	0.577029	41,574	3	New Elaine	KS	Austria	0	0	Medium
47	Male	Bachelor's	Married	21,745	651	39,740	Business	Unemployed	3	Poor	0.423531	137,875	1	Ashleyton	ND	Palestinian Territory	0	0	Medium
54	Female	High School	Widowed	59,566	661	39,528	Auto	Employed	17	Fair	0.517069	167,607	0	West Christopher	GA	Kazakhstan	0	0	Medium
66	Female	Bachelor's	Divorced	100,446	625	37,629	Home	Self-employed	1	Fair	0.268468	37,300	2	North Johnfort	IL	Mongolia	1	1	Medium
36	Male	Bachelor's	Divorced	94,893	670	29,685	Home	Unemployed	13	Good	0.269668	null	4	Port Jeremy	DE	Lao People's Democratic Republic	3	2	Low
44	Non-binary	Master's	Divorced	null	799	42,537	Auto	Unemployed	1	Fair	0.519636	126,403	4	East Shannon	TX	Luxembourg	2	0	Low
23	Male	Bachelor's	Widowed	53,922	612	29,939	Home	Employed	5	Poor	0.491194	null	1	East Charles	PW	Central African Republic	3	1	Low
45	Non-binary	High School	Married	65,047	731	45,003	Personal	Employed	16	Poor	0.249342	148,707	2	New Robinburgh	CO	Seychelles	1	2	High
43	Male	PhD	Single	79,021	null	44,109	Home	Unemployed	8	Poor	0.287057	null	4	Erikborough	OR	Belarus	2	1	Low
50	Non-binary	Bachelor's	Widowed	108,659	756	12,406	Business	Self-employed	19	Fair	0.125102	69,914	3	Lake Matthew	MO	South Georgia and the South Sandwich Islands	null	1	Low
29	Male	Bachelor's	Divorced	107,150	730	6,808	Auto	Unemployed	11	Fair	0.408551	160,496	4	West Herbertstad	MA	North Macedonia	1	0	Low
29	Female	High School	Divorced	65,765	633	31,301	Personal	Employed	0	Fair	0.560027	204,827	4	Gomezhaven	PR	Chad	2	0	Medium
54	Female	High School	Single	113,329	698	45,318	Personal	Unemployed	16	Excellent	0.349817	190,268	3	Johnside	UT	Ethiopia	null	2	Low
29	Non-binary	Bachelor's	Married	70,250	651	44,995	Business	Employed	15	Poor	0.542305	33,044	null	Ashleyland	PR	French Southern Territories	1	0	High
33	Male	PhD	Divorced	60,800	736	42,754	Home	Self-employed	18	Good	0.247228	259,714	3	Woodhaven	NM	Uganda	0	2	Low
41	Female	Bachelor's	Divorced	null	753	49,105	Personal	Unemployed	9	Good	0.467969	285,418	null	Cathyfurt	MO	Syrian Arab Republic	1	2	Low
40	Female	Bachelor's	Divorced	77,544	634	7,473	Home	Employed	18	Fair	0.133412	126,246	1	East Natasha	MA	Gabon	null	2	Medium
64	Male	High School	Single	69,987	669	35,901	Home	Self-employed	5	Excellent	0.388842	160,521	0	Port Andrewchester	AZ	Togo	1	2	Medium
53	Female	Master's	Single	72,123	647	30,677	Business	Employed	15	Poor	0.368729	174,175	null	New Katrina	AZ	Tonga	2	2	Medium
54	Non-binary	Bachelor's	Divorced	null	799	null	Auto	Unemployed	7	Good	0.464843	106,002	1	Ninaburgh	WY	Israel	4	1	Medium
36	Male	Bachelor's	Divorced	93,396	651	null	Business	Unemployed	16	Poor	0.250105	158,933	4	New Erin	FL	Namibia	null	0	High
45	Non-binary	High School	Widowed	78,639	637	33,772	Business	Unemployed	18	Fair	0.585233	217,712	1	East Matthew	VI	Sudan	0	0	Low
33	Female	Master's	Married	112,812	693	28,655	Personal	Employed	4	Fair	0.113249	204,939	2	Lake Shawn	ID	Dominican Republic	4	1	High
19	Female	Bachelor's	Married	44,259	null	null	Auto	Unemployed	13	Good	0.239836	61,879	3	Wrightport	OH	Norfolk Island	4	2	Low
52	Female	Master's	Divorced	48,429	753	16,989	Home	Self-employed	18	Good	0.584349	288,291	3	South Jamie	IA	North Macedonia	3	1	Medium
36	Male	Bachelor's	Divorced	30,269	687	17,204	Personal	Self-employed	15	Fair	0.215759	112,360	4	New Debbieburgh	WV	Singapore	4	0	Medium
35	Male	PhD	Divorced	78,602	636	35,467	Business	Employed	6	Fair	0.398275	247,822	0	West Ruben	OH	Suriname	0	2	High
55	Female	Bachelor's	Widowed	23,830	727	8,790	Personal	Unemployed	7	Good	0.513912	219,328	1	Carmenberg	RI	Grenada	1	2	Low
27	Non-binary	Master's	Single	null	706	40,306	Home	Unemployed	17	Excellent	0.400233	228,017	4	Port Jose	UT	Northern Mariana Islands	4	2	Medium
66	Non-binary	PhD	Widowed	41,803	674	30,498	Business	Unemployed	12	Excellent	0.504522	null	4	Mccartyview	RI	Netherlands	0	1	Low
35	Male	Master's	Divorced	null	796	null	Auto	Self-employed	8	Excellent	0.585967	276,357	3	East Michael	IN	Eritrea	1	2	Low
61	Female	PhD	Married	77,752	678	21,228	Business	Unemployed	2	Poor	0.379317	53,574	0	North Kyleview	VI	Colombia	0	1	Medium
31	Non-binary	Bachelor's	Divorced	80,040	639	12,817	Home	Unemployed	4	Fair	0.163875	102,364	2	East Andrewtown	PW	Germany	2	1	Low
27	Male	Master's	Married	77,694	null	7,500	Business	Unemployed	3	Good	0.290012	null	3	New Johntown	FL	Qatar	1	0	Low
20	Male	PhD	Widowed	35,029	678	null	Home	Employed	8	Good	0.340479	163,677	1	Port Blake	CA	Algeria	2	2	Low
31	Female	Master's	Divorced	42,778	654	36,701	Personal	Self-employed	15	Good	0.532125	22,123	4	Thomasstad	OH	Lebanon	2	1	Low
35	Male	Bachelor's	Single	null	728	36,438	Personal	Self-employed	12	Excellent	0.370734	50,343	1	Christopherfurt	OR	Saint Kitts and Nevis	1	1	Medium
18	Male	High School	Single	31,154	615	17,759	Business	Unemployed	13	Fair	0.459745	28,647	2	Morganborough	NJ	Turkey	null	1	Low
59	Female	Master's	Single	94,783	796	null	Auto	Employed	9	Excellent	0.292223	37,831	0	Karenfurt	MD	Barbados	0	1	Low
43	Male	PhD	Widowed	115,977	736	null	Home	Employed	16	Excellent	0.337752	null	3	Jessicaside	MD	Syrian Arab Republic	1	2	Medium
33	Female	Master's	Single	86,153	677	28,456	Home	Unemployed	3	Good	0.213054	151,050	1	Lake Henryton	DE	Congo	null	0	Medium
58	Non-binary	Bachelor's	Widowed	46,913	771	24,733	Auto	Self-employed	1	Good	0.196319	null	null	Hunterville	MN	South Africa	1	1	Low
52	Non-binary	PhD	Divorced	109,298	660	5,116	Home	Unemployed	1	Poor	0.22073	260,949	2	South William	MO	Lebanon	null	0	Low
31	Non-binary	Master's	Divorced	88,264	677	21,723	Auto	Unemployed	10	Poor	0.555174	214,746	0	North Rebeccaburgh	FL	Anguilla	2	2	Low
54	Male	Master's	Widowed	35,162	686	29,053	Home	Employed	18	Poor	0.412618	68,160	0	Davidburgh	ND	Libyan Arab Jamahiriya	4	1	Low

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