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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
23	Female	Bachelor's	Widowed	36,838	735	25,205	Home	Unemployed	7	Good	0.108856	214,764	1	Port Bradley	CO	Canada	3	2	Medium
42	Non-binary	Master's	Divorced	33,138	645	18,030	Auto	Self-employed	16	Fair	0.134149	31,822	null	Robertsonhaven	CT	Turks and Caicos Islands	null	0	Low
50	Male	High School	Widowed	25,301	732	45,104	Auto	Unemployed	19	Fair	0.431698	122,335	3	Josephmouth	GA	Netherlands Antilles	3	0	Medium
31	Female	PhD	Married	90,656	780	5,279	Personal	Self-employed	6	Fair	0.320352	null	3	West Thomas	OH	Iraq	null	2	Medium
24	Female	Master's	Single	76,955	614	null	Home	Unemployed	18	Fair	0.330627	119,703	null	South Dorismouth	DE	Liechtenstein	1	2	Low
36	Male	Bachelor's	Married	94,327	729	18,371	Auto	Self-employed	18	Good	0.456708	200,846	3	North Jessica	MT	Colombia	1	0	Medium
43	Non-binary	High School	Widowed	44,855	635	18,285	Business	Employed	8	Fair	0.525568	149,866	1	Port Sean	DE	Bahrain	4	1	Low
31	Female	Master's	Divorced	93,042	613	10,087	Personal	Unemployed	15	Excellent	0.120704	57,683	1	East Margaret	NM	Eritrea	null	2	Low
27	Male	Master's	Single	88,683	749	17,300	Auto	Unemployed	7	Good	0.583828	null	2	Gabrielshire	MA	Marshall Islands	4	2	Medium
63	Male	Bachelor's	Single	76,416	648	19,646	Personal	Employed	17	Poor	0.566468	180,842	3	Katelynton	CO	Palau	2	0	Low
48	Male	PhD	Divorced	27,527	null	23,539	Business	Employed	5	Excellent	0.523673	158,350	null	Williamsonville	TN	Micronesia	1	2	Medium
51	Non-binary	Bachelor's	Single	103,000	null	null	Home	Self-employed	11	Poor	0.53544	90,061	2	Bonniestad	PW	Bosnia and Herzegovina	2	1	Low
63	Male	Master's	Widowed	55,749	702	null	Business	Self-employed	17	Good	0.522524	93,789	4	Lake Kyliehaven	GU	South Africa	1	2	Medium
38	Female	Master's	Divorced	56,180	750	10,861	Auto	Employed	3	Good	0.276195	268,991	0	New Troy	TX	Armenia	3	1	Low
35	Male	PhD	Single	79,481	663	37,423	Business	Employed	3	Fair	0.103813	70,561	3	Lake Paul	SC	Sudan	1	2	High
60	Non-binary	Bachelor's	Single	110,409	702	18,878	Business	Employed	8	Fair	0.256891	109,757	0	North Travis	PR	Fiji	0	0	Medium
28	Male	Bachelor's	Divorced	null	652	40,658	Auto	Employed	18	Fair	0.497231	150,820	null	Stewartchester	ND	Guadeloupe	4	0	Low
22	Female	PhD	Widowed	96,421	639	null	Auto	Unemployed	6	Poor	0.456738	68,556	1	New Jean	WA	Congo	0	2	Low
44	Female	Master's	Divorced	56,102	756	6,877	Auto	Unemployed	14	Good	0.316445	63,969	2	East Nicholasland	WY	United States of America	1	2	High
34	Non-binary	Master's	Married	null	655	19,577	Auto	Unemployed	6	Excellent	0.250136	50,100	1	South Austin	PA	Saint Kitts and Nevis	0	1	Low
50	Male	Bachelor's	Widowed	29,820	678	19,318	Business	Self-employed	4	Excellent	0.23916	135,251	3	South Alexandra	AL	Sudan	0	2	Low
30	Non-binary	PhD	Married	80,709	712	44,992	Business	Employed	17	Poor	0.311436	182,425	4	Lake Ginaberg	OH	Thailand	4	0	Low
59	Male	PhD	Single	87,764	744	12,768	Auto	Unemployed	3	Poor	0.295359	null	0	South Kimberlytown	CT	Liechtenstein	3	1	Low
67	Male	PhD	Married	78,177	631	5,768	Business	Self-employed	1	Excellent	0.409155	93,108	1	Port Lauren	PR	Sudan	2	2	Low
48	Female	Master's	Married	20,360	null	39,495	Personal	Unemployed	0	Good	0.43091	68,463	0	Erikmouth	MS	Dominican Republic	3	1	Medium
33	Non-binary	Master's	Married	null	646	11,442	Personal	Self-employed	17	Good	0.582447	114,698	1	Port Carol	MO	Georgia	0	1	High
66	Male	High School	Widowed	null	671	17,949	Personal	Employed	14	Good	0.489509	148,913	4	Webbside	DE	Peru	1	1	Low
56	Female	Bachelor's	Widowed	87,733	615	43,599	Business	Employed	8	Poor	0.150174	29,951	4	Kimberlymouth	TN	South Georgia and the South Sandwich Islands	3	0	Medium
32	Non-binary	PhD	Married	69,875	null	8,460	Personal	Self-employed	18	Excellent	0.228227	235,504	3	East Vickiebury	FM	Namibia	1	2	Low
24	Male	Bachelor's	Divorced	66,875	723	null	Business	Employed	6	Excellent	0.149293	null	3	North Patrickport	NJ	Morocco	3	0	High
27	Male	Bachelor's	Single	111,133	651	17,880	Home	Employed	7	Good	0.523612	null	4	New Whitney	VI	Croatia	2	0	Medium
19	Female	High School	Single	105,504	null	36,768	Home	Self-employed	9	Poor	0.40135	182,443	4	Lawrenceland	OR	Montenegro	3	2	Low
65	Female	High School	Divorced	43,874	616	45,856	Business	Unemployed	5	Good	0.478266	148,149	2	Holmestown	MA	Sao Tome and Principe	4	1	Low
46	Female	Bachelor's	Widowed	98,930	676	13,843	Personal	Unemployed	8	Good	0.324633	null	0	Lake Jessica	OH	Micronesia	null	1	Low
66	Male	Master's	Widowed	109,590	779	43,941	Home	Self-employed	5	Fair	0.591331	143,591	1	West Carrie	AR	Djibouti	null	2	Low
42	Male	High School	Divorced	null	627	25,829	Home	Self-employed	17	Poor	0.359303	280,938	null	West Chloeborough	WA	Botswana	1	0	Medium
19	Male	Master's	Divorced	100,773	612	null	Auto	Employed	19	Poor	0.454929	157,799	0	Rogersmouth	VA	New Zealand	0	2	High
54	Male	High School	Single	58,575	724	43,154	Business	Employed	18	Poor	0.269536	81,035	null	Webbstad	VI	Benin	0	1	Low
32	Non-binary	Master's	Divorced	37,857	698	29,770	Business	Self-employed	18	Excellent	0.509757	177,789	1	North Victoriaton	NV	Christmas Island	3	1	Medium
47	Non-binary	High School	Married	30,222	698	26,203	Business	Self-employed	5	Poor	0.290384	255,982	0	Port Anthonybury	DE	Philippines	2	0	Low
54	Female	Bachelor's	Married	92,370	771	null	Auto	Employed	1	Fair	0.122998	105,392	2	New Ashley	DE	Svalbard & Jan Mayen Islands	3	2	Medium
52	Male	Bachelor's	Single	null	691	44,850	Home	Unemployed	4	Poor	0.42805	102,317	0	Deckerhaven	CT	Ethiopia	2	2	Low
48	Female	Master's	Married	43,426	698	16,262	Home	Unemployed	4	Good	0.440321	107,395	1	Cochranberg	PW	Samoa	0	0	High
24	Female	Master's	Married	28,691	791	39,996	Business	Self-employed	7	Excellent	0.137214	null	3	East Michael	TN	Falkland Islands (Malvinas)	2	1	Low
64	Male	High School	Widowed	34,323	647	41,776	Auto	Employed	15	Poor	0.444178	143,582	4	Brownport	IL	Brunei Darussalam	3	2	Low
48	Female	PhD	Widowed	63,739	745	39,890	Auto	Employed	4	Poor	0.32257	27,609	4	Shannonview	KS	Barbados	2	2	High
25	Female	PhD	Single	92,131	727	49,729	Home	Employed	11	Fair	0.4626	288,404	3	Lake John	MS	Gabon	0	1	High
42	Female	PhD	Widowed	31,447	737	29,414	Home	Self-employed	13	Poor	0.365077	121,450	4	East Alan	OR	Monaco	2	0	Low
59	Non-binary	Bachelor's	Divorced	null	622	33,538	Personal	Self-employed	12	Good	0.101279	143,864	4	Port Davidmouth	GU	Congo	null	1	Medium
47	Female	Bachelor's	Widowed	null	630	null	Auto	Unemployed	17	Excellent	0.383387	123,175	2	Lake David	MP	Guam	0	1	Low
30	Non-binary	PhD	Single	97,271	775	26,555	Home	Self-employed	14	Poor	0.201329	290,634	0	Wilcoxstad	NJ	Heard Island and McDonald Islands	2	0	High
65	Female	PhD	Widowed	66,313	null	26,505	Auto	Unemployed	14	Good	0.381473	45,680	2	New Jason	WY	Dominica	0	1	Low
23	Female	Master's	Single	79,331	null	40,094	Personal	Self-employed	10	Excellent	0.118758	238,856	1	Heatherchester	UT	Saint Vincent and the Grenadines	0	1	Low
57	Male	High School	Married	95,246	null	45,562	Home	Self-employed	12	Excellent	0.413383	69,533	2	Port Christopher	MN	Georgia	4	1	Low
56	Male	Bachelor's	Divorced	77,109	695	31,943	Home	Employed	6	Fair	0.296833	71,010	2	East Maria	MS	British Indian Ocean Territory (Chagos Archipelago)	2	1	Medium
66	Non-binary	Bachelor's	Single	105,058	622	18,961	Business	Employed	17	Fair	0.529927	null	2	Susanport	ME	Croatia	2	0	High
40	Non-binary	High School	Divorced	38,669	756	32,531	Business	Employed	11	Excellent	0.578936	197,669	2	New Charlesland	HI	Macao	2	0	Low
57	Non-binary	Master's	Married	107,043	713	30,297	Auto	Employed	9	Excellent	0.145315	189,804	1	North Johnton	DE	Liechtenstein	1	0	Low
31	Non-binary	High School	Divorced	28,981	null	44,796	Business	Self-employed	0	Excellent	0.459388	null	2	Pattersonmouth	MP	Malaysia	0	1	Low
37	Male	PhD	Widowed	28,100	781	47,083	Personal	Employed	11	Good	0.190525	null	null	Manuelmouth	MD	Yemen	3	0	Medium
60	Male	PhD	Divorced	37,806	720	27,542	Home	Self-employed	12	Excellent	0.319394	166,512	null	Andersonside	MI	Holy See (Vatican City State)	null	0	High
50	Non-binary	Bachelor's	Widowed	88,344	659	null	Business	Employed	14	Good	0.384699	64,366	null	North Tina	KS	South Georgia and the South Sandwich Islands	4	1	Low
49	Male	Master's	Divorced	118,026	640	25,120	Business	Employed	15	Good	0.520288	null	4	East Crystal	KS	Antigua and Barbuda	3	2	Low
27	Male	Master's	Married	81,102	682	44,069	Auto	Unemployed	7	Good	0.522924	28,375	null	Morganberg	HI	Nepal	0	0	Low
46	Non-binary	PhD	Single	31,564	615	42,394	Personal	Employed	8	Excellent	0.132708	226,957	2	Port Robertville	GU	Slovakia (Slovak Republic)	3	1	Low
69	Male	Master's	Widowed	46,639	693	null	Business	Employed	13	Fair	0.50287	206,570	2	Zavalaland	MN	Liberia	4	0	Low
23	Female	Master's	Single	null	627	27,404	Personal	Unemployed	2	Fair	0.149107	90,582	4	Lake Danielton	CA	Nicaragua	2	2	Medium
65	Non-binary	High School	Divorced	null	619	31,071	Personal	Employed	3	Excellent	0.204289	135,792	1	South Lauraburgh	VA	Gabon	3	2	Low
41	Male	High School	Divorced	92,792	673	11,282	Business	Employed	8	Good	0.120669	98,042	null	South Josephberg	GA	Guinea	0	2	Medium
60	Non-binary	Bachelor's	Single	45,793	660	16,596	Personal	Employed	9	Good	0.58439	166,490	null	Robertland	WA	Morocco	4	0	Medium
46	Female	PhD	Divorced	59,840	720	null	Home	Employed	17	Poor	0.380807	173,359	3	West Brianafort	VI	Japan	3	1	Medium
43	Male	Bachelor's	Married	35,457	738	33,504	Business	Unemployed	3	Excellent	0.476086	34,214	2	Wilsonstad	NM	Kiribati	3	0	Low
68	Female	PhD	Single	85,138	658	20,548	Personal	Unemployed	1	Excellent	0.121914	177,180	2	New Joyce	MN	Equatorial Guinea	2	0	High
28	Female	PhD	Single	73,450	610	8,230	Auto	Self-employed	16	Good	0.102978	31,586	4	East Alexandra	MA	Papua New Guinea	null	0	Low
69	Female	Bachelor's	Widowed	null	null	9,521	Auto	Self-employed	10	Poor	0.25317	87,239	3	Bennettville	MS	Congo	3	1	Medium
51	Male	Master's	Divorced	40,760	null	24,197	Home	Self-employed	15	Excellent	0.543524	159,213	1	North Carolburgh	MI	Cote d'Ivoire	3	0	Low
32	Non-binary	PhD	Single	112,449	623	11,938	Business	Self-employed	3	Poor	0.380671	218,183	2	Grayland	OR	Switzerland	2	1	Low
49	Non-binary	Bachelor's	Divorced	57,869	679	38,820	Personal	Self-employed	9	Poor	0.367252	82,216	null	Timothybury	AZ	Luxembourg	4	1	Low
66	Non-binary	Master's	Divorced	26,220	null	null	Home	Employed	19	Poor	0.328578	111,501	3	Langside	PW	Brunei Darussalam	null	1	Low
40	Male	PhD	Divorced	26,122	729	5,289	Personal	Unemployed	10	Fair	0.503206	null	1	New Jorge	MT	Timor-Leste	1	1	Medium
64	Male	Bachelor's	Single	null	608	42,616	Business	Unemployed	11	Excellent	0.487693	170,556	2	North Michaelchester	AR	Mozambique	3	0	High
20	Male	PhD	Divorced	87,948	747	22,505	Personal	Employed	19	Excellent	0.215051	283,572	null	Bowenbury	FL	Korea	null	1	Medium
64	Non-binary	Master's	Married	null	602	null	Auto	Employed	13	Good	0.525298	107,564	1	Port Michael	SC	Zimbabwe	3	1	Medium
27	Non-binary	High School	Widowed	75,344	625	null	Home	Employed	3	Poor	0.16202	null	2	Durhamside	AS	Tuvalu	0	1	Medium
66	Male	High School	Widowed	36,893	602	19,141	Auto	Employed	19	Fair	0.173003	297,080	null	Lake Briannafurt	MS	Cuba	null	0	Low
29	Non-binary	Bachelor's	Widowed	26,073	null	35,938	Business	Employed	0	Poor	0.449735	205,582	3	North Richardton	HI	United Kingdom	2	1	Low
40	Female	High School	Married	105,140	763	11,073	Personal	Unemployed	7	Good	0.14732	182,223	1	Fernandezfort	NC	Egypt	1	0	Low
39	Non-binary	High School	Widowed	58,585	784	46,565	Home	Unemployed	1	Good	0.530612	299,907	null	South Maurice	KS	Anguilla	3	2	Medium
66	Female	High School	Single	89,393	683	42,187	Home	Employed	9	Excellent	0.361233	207,792	1	Nelsonberg	NV	Svalbard & Jan Mayen Islands	3	0	Low
44	Female	PhD	Widowed	null	703	28,880	Auto	Employed	10	Poor	0.464472	26,920	null	Sanfordtown	TX	Thailand	4	1	Low
42	Non-binary	High School	Married	39,322	705	39,703	Auto	Unemployed	5	Poor	0.128213	124,060	0	Jacobbury	NM	Korea	3	1	Low
47	Female	Bachelor's	Married	26,967	611	23,537	Personal	Unemployed	0	Excellent	0.599538	252,628	2	Mendozachester	UT	Cameroon	null	0	Low
21	Male	PhD	Single	24,176	null	44,021	Home	Self-employed	19	Good	0.175736	null	1	Samanthaborough	NH	Chad	3	2	Low
59	Female	High School	Married	59,062	706	46,596	Auto	Unemployed	8	Poor	0.547278	41,653	4	East Carmen	NY	Norway	null	1	Medium
26	Female	Bachelor's	Married	43,089	611	35,595	Personal	Self-employed	2	Good	0.343823	253,133	null	Harrisonport	PW	Chile	null	1	Low
63	Female	Master's	Divorced	93,229	null	21,147	Auto	Unemployed	11	Poor	0.402396	32,691	0	Brewertown	DC	Cyprus	3	0	Low
33	Female	Bachelor's	Married	51,415	751	46,591	Home	Self-employed	7	Good	0.482197	null	0	Stephenport	WA	Luxembourg	null	1	Low
42	Non-binary	PhD	Married	70,897	681	null	Personal	Self-employed	10	Good	0.228368	null	0	South Eric	MI	Marshall Islands	1	0	Low
52	Female	High School	Divorced	77,290	626	9,266	Business	Employed	12	Excellent	0.335444	81,229	2	East Danielle	MS	British Indian Ocean Territory (Chagos Archipelago)	3	0	Low
29	Female	Bachelor's	Divorced	115,698	null	null	Business	Unemployed	5	Good	0.226277	175,288	2	Stevenstown	NH	Chile	4	0	Low

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