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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
18	Female	Master's	Divorced	85,985	711	27,240	Business	Self-employed	8	Fair	0.334436	197,566	2	East Terranceport	NH	Equatorial Guinea	4	0	Low
32	Male	High School	Widowed	98,053	628	5,815	Business	Employed	18	Fair	0.362949	70,525	3	North Terristad	NE	Suriname	null	1	Medium
24	Non-binary	Bachelor's	Divorced	100,893	624	27,336	Auto	Self-employed	5	Fair	0.544529	105,532	3	Lake Nicole	ID	Zimbabwe	4	2	Low
33	Female	High School	Single	77,607	655	39,878	Home	Employed	15	Poor	0.309437	153,078	1	Barnesborough	DC	Suriname	2	2	High
23	Female	Master's	Single	40,893	701	22,887	Personal	Self-employed	1	Excellent	0.343879	31,332	0	Sethview	PR	Tonga	4	1	Low
39	Male	High School	Widowed	85,436	661	null	Auto	Self-employed	13	Excellent	0.51908	30,590	4	South Mark	OH	Ghana	null	1	Medium
63	Non-binary	Master's	Divorced	50,609	702	35,544	Auto	Self-employed	18	Fair	0.159256	110,915	2	Carolynville	KS	Albania	0	0	Low
33	Female	PhD	Divorced	null	798	36,066	Auto	Self-employed	19	Poor	0.178398	142,712	4	Port Davidville	SC	Nigeria	3	1	Low
52	Non-binary	Bachelor's	Married	null	712	46,000	Business	Employed	16	Poor	0.582653	58,145	1	Turnermouth	OR	Saint Barthelemy	2	2	Low
62	Female	Bachelor's	Divorced	null	618	null	Personal	Unemployed	19	Excellent	0.411817	96,127	3	Parkville	ID	United Kingdom	0	2	Low
30	Male	Bachelor's	Widowed	null	726	8,646	Home	Unemployed	10	Fair	0.176756	90,255	0	Hardyberg	MH	Bermuda	4	1	Low
39	Male	High School	Married	95,281	null	null	Personal	Unemployed	2	Fair	0.209809	26,169	3	New Rodneyside	SC	Honduras	4	0	Low
63	Male	Bachelor's	Divorced	96,377	null	14,829	Home	Employed	16	Poor	0.17962	75,431	0	Donovanbury	MD	Korea	3	0	Medium
45	Female	PhD	Divorced	28,366	700	17,865	Home	Unemployed	0	Good	0.12956	206,059	3	Feliciaborough	NV	Sri Lanka	3	0	Low
36	Non-binary	Bachelor's	Single	73,678	718	11,063	Personal	Employed	15	Poor	0.473367	119,912	2	Kristafurt	FM	Germany	3	1	Low
62	Non-binary	High School	Divorced	87,917	649	44,244	Auto	Unemployed	13	Excellent	0.467376	61,086	3	Lindahaven	TN	France	4	2	Low
39	Female	Bachelor's	Widowed	null	701	14,768	Personal	Unemployed	11	Good	0.458358	46,402	2	Lake Diamond	AS	Holy See (Vatican City State)	1	1	Medium
37	Female	Master's	Divorced	109,257	688	null	Personal	Self-employed	2	Good	0.176297	31,604	3	Jamesstad	MO	Luxembourg	3	2	Medium
32	Non-binary	Master's	Divorced	45,888	707	null	Auto	Employed	11	Fair	0.155379	227,648	3	Lake Christopher	WV	Chile	null	1	Low
32	Female	PhD	Widowed	81,516	768	28,765	Auto	Unemployed	2	Excellent	0.157095	null	null	South Cherylshire	MS	Zimbabwe	null	2	Medium
56	Male	High School	Single	44,644	637	37,024	Personal	Self-employed	16	Fair	0.106023	69,050	3	Connorfurt	KY	Antarctica (the territory South of 60 deg S)	null	1	Low
40	Female	High School	Single	98,798	667	18,347	Auto	Unemployed	18	Good	0.530671	169,673	1	North Jessicaside	VI	Bulgaria	0	1	Low
18	Non-binary	Bachelor's	Married	58,682	null	null	Home	Unemployed	15	Good	0.57428	40,970	1	Hansonberg	UT	Guinea-Bissau	1	2	High
49	Non-binary	High School	Single	77,732	null	6,882	Personal	Unemployed	15	Excellent	0.291899	195,267	null	Lake Robert	UT	French Polynesia	0	0	Low
62	Female	High School	Married	108,340	631	null	Business	Employed	8	Poor	0.364309	51,552	4	Andrewview	TN	Germany	1	0	Medium
47	Non-binary	Bachelor's	Single	103,184	795	46,136	Personal	Employed	12	Excellent	0.384322	null	3	Brianchester	WA	Guinea	0	0	Medium
26	Male	Master's	Married	79,241	771	15,223	Personal	Self-employed	1	Fair	0.385579	207,283	4	West Aprilchester	UT	Senegal	4	0	Low
30	Female	Master's	Single	98,976	619	null	Home	Self-employed	10	Fair	0.392788	251,610	4	Jenniferport	TX	Montserrat	3	0	Medium
26	Non-binary	High School	Widowed	null	779	39,096	Auto	Employed	8	Excellent	0.577011	131,818	3	Tammyhaven	WA	Denmark	4	1	Medium
63	Female	Bachelor's	Divorced	47,262	679	null	Business	Unemployed	6	Good	0.208021	87,291	0	Aaronmouth	FL	Lebanon	0	2	Low
20	Non-binary	PhD	Widowed	86,981	759	6,725	Personal	Self-employed	13	Excellent	0.59612	139,741	null	West Tim	MT	Saudi Arabia	0	1	Medium
53	Non-binary	Bachelor's	Divorced	null	722	null	Auto	Employed	14	Excellent	0.451529	25,004	4	New Laurenberg	CA	Guam	0	0	High
55	Female	Master's	Married	24,606	638	null	Auto	Self-employed	13	Excellent	0.320857	43,401	null	Hallberg	WV	Kazakhstan	null	0	Low
69	Male	PhD	Widowed	41,780	635	15,846	Personal	Unemployed	16	Good	0.535289	null	4	East David	WV	Lao People's Democratic Republic	3	2	High
20	Male	PhD	Divorced	85,971	696	36,603	Home	Unemployed	3	Poor	0.1079	null	2	Timtown	WV	Cuba	1	1	Medium
58	Male	Master's	Single	64,544	718	10,856	Home	Unemployed	3	Excellent	0.265929	110,978	4	Josephton	MO	Tanzania	4	0	Medium
47	Female	Bachelor's	Married	25,315	719	6,446	Home	Employed	0	Poor	0.115309	219,586	1	Angelatown	MO	El Salvador	2	0	Low
67	Non-binary	Bachelor's	Single	null	null	35,604	Personal	Self-employed	13	Good	0.366313	null	4	South Coreyfort	NV	Saudi Arabia	4	2	Low
20	Male	PhD	Widowed	33,851	634	8,046	Business	Self-employed	17	Poor	0.328997	135,320	3	North Donna	NY	Pitcairn Islands	4	2	Low
36	Male	Bachelor's	Widowed	null	667	8,051	Auto	Unemployed	13	Good	0.465742	77,572	3	Josephfort	OK	Luxembourg	null	1	Low
62	Female	High School	Widowed	107,579	764	6,451	Business	Self-employed	17	Fair	0.253441	46,929	1	Lake Tammy	KS	Portugal	3	1	Low
40	Male	Master's	Widowed	100,000	678	31,859	Auto	Unemployed	1	Fair	0.116293	58,433	0	Elizabethmouth	OR	Seychelles	4	2	High
28	Male	Bachelor's	Divorced	96,510	null	37,482	Personal	Unemployed	16	Good	0.398818	63,142	2	Hicksport	GA	Norfolk Island	1	1	Medium
45	Non-binary	PhD	Widowed	49,404	789	17,301	Personal	Employed	17	Fair	0.550794	278,239	1	Lake Katherine	IN	Bosnia and Herzegovina	0	1	Medium
43	Female	High School	Single	null	645	19,362	Auto	Unemployed	0	Poor	0.521823	234,981	null	West Heathermouth	NE	Vanuatu	3	0	Medium
65	Non-binary	High School	Divorced	41,859	684	29,245	Business	Unemployed	4	Poor	0.426956	100,600	0	New Lisa	UT	Mozambique	null	1	Low
40	Non-binary	PhD	Widowed	null	null	20,705	Auto	Unemployed	6	Excellent	0.547708	34,756	4	Markfort	KS	Nauru	0	0	Low
50	Male	High School	Married	109,122	741	null	Home	Employed	3	Good	0.579233	86,862	2	Thomasshire	ND	Nauru	null	2	Medium
48	Male	PhD	Divorced	null	783	35,691	Personal	Unemployed	8	Good	0.474382	247,268	3	Whiteborough	TX	Paraguay	0	1	Low
29	Non-binary	High School	Single	85,696	614	49,095	Personal	Unemployed	9	Good	0.415158	296,167	0	West Ernest	MS	Solomon Islands	2	1	Low
53	Male	High School	Single	37,545	703	null	Personal	Employed	7	Excellent	0.279697	204,838	null	New Megan	WY	Latvia	3	1	Low
66	Male	PhD	Divorced	47,188	737	null	Home	Employed	11	Poor	0.193834	251,746	4	East Robinmouth	KS	Yemen	4	2	High
53	Non-binary	PhD	Widowed	96,347	797	48,628	Auto	Self-employed	14	Poor	0.385209	22,946	4	Kimchester	TN	Honduras	3	1	Medium
60	Non-binary	PhD	Widowed	114,948	761	14,000	Auto	Unemployed	5	Good	0.509328	195,076	4	Jennaland	AR	Norway	0	2	Low
19	Female	Bachelor's	Single	48,184	771	47,202	Auto	Unemployed	13	Poor	0.385785	25,502	null	Odomfort	AK	Nicaragua	1	2	Low
24	Female	Master's	Married	51,653	700	18,777	Personal	Employed	16	Excellent	0.542436	113,338	4	North Kristina	PW	Nauru	4	1	Low
33	Male	PhD	Divorced	59,941	null	25,673	Personal	Unemployed	1	Fair	0.528507	252,133	3	Lake Kevinshire	WI	Grenada	4	0	Low
69	Male	Master's	Married	94,385	684	38,341	Auto	Employed	1	Poor	0.142784	80,503	2	West Rebeccahaven	CA	Guinea-Bissau	1	2	Low
34	Non-binary	High School	Divorced	55,200	759	null	Auto	Unemployed	15	Good	0.104318	48,015	1	East Michael	VI	Uruguay	null	1	Low
24	Male	PhD	Married	48,317	703	null	Personal	Self-employed	15	Fair	0.518478	261,198	null	East Josephmouth	NC	Canada	null	0	Low
30	Non-binary	Bachelor's	Married	61,733	684	9,439	Auto	Self-employed	15	Poor	0.494516	185,388	1	Port Andrewview	KS	Faroe Islands	null	0	Low
63	Male	Master's	Widowed	51,489	794	42,772	Business	Employed	14	Poor	0.429516	null	1	Kristystad	CA	Belarus	4	1	Medium
52	Female	Master's	Married	90,440	769	32,528	Home	Employed	15	Poor	0.163487	197,722	4	South Kelly	OR	Pitcairn Islands	3	0	Medium
66	Non-binary	PhD	Widowed	82,708	730	39,130	Personal	Employed	2	Fair	0.546973	152,231	0	South Sherrystad	MN	Papua New Guinea	2	0	Low
60	Non-binary	PhD	Divorced	null	797	11,535	Home	Unemployed	13	Excellent	0.154968	136,296	3	East Josechester	CA	Singapore	3	0	Medium
18	Male	Master's	Widowed	112,781	704	14,142	Business	Unemployed	19	Excellent	0.360401	164,216	4	South Arthur	FM	Chile	1	2	Medium
45	Male	PhD	Widowed	83,023	603	12,365	Home	Self-employed	17	Fair	0.33538	50,800	0	Markstad	NV	Netherlands	4	0	Low
51	Male	High School	Married	56,085	751	31,520	Home	Self-employed	6	Fair	0.599692	108,097	1	Beardshire	SD	British Virgin Islands	2	1	Low
56	Male	Bachelor's	Single	46,539	null	34,526	Home	Employed	7	Good	0.421674	232,704	2	Andrewbury	OR	Uzbekistan	1	2	Low
68	Female	Bachelor's	Married	117,083	629	28,823	Personal	Self-employed	19	Excellent	0.546003	163,619	2	Fergusonshire	KS	Saint Vincent and the Grenadines	0	0	Medium
34	Non-binary	Master's	Married	47,738	758	33,653	Business	Self-employed	16	Poor	0.378248	null	1	West Scott	AR	Namibia	0	1	Low
18	Male	Master's	Widowed	103,562	711	41,602	Business	Self-employed	4	Excellent	0.484472	null	3	Monroeland	TN	Niger	4	1	High
54	Male	Bachelor's	Divorced	113,907	649	10,792	Personal	Self-employed	10	Fair	0.438801	204,440	3	Lake Lawrence	NV	Papua New Guinea	3	0	High
65	Non-binary	Master's	Married	88,868	757	13,223	Home	Self-employed	5	Excellent	0.207478	257,489	0	Maddoxbury	AL	Solomon Islands	null	0	Low
59	Non-binary	PhD	Divorced	null	630	18,700	Auto	Employed	15	Fair	0.197974	150,343	4	Lake Richardland	MO	United Kingdom	3	0	Low
27	Female	Bachelor's	Single	76,558	604	null	Home	Self-employed	12	Fair	0.251737	43,326	null	Jamesstad	NE	Moldova	2	2	High
36	Non-binary	Master's	Single	58,255	685	38,365	Home	Employed	7	Fair	0.543996	null	2	New Ricky	HI	Zambia	null	0	Low
63	Non-binary	PhD	Married	114,808	726	23,238	Home	Self-employed	13	Poor	0.174498	257,035	1	Feliciastad	IN	Bermuda	1	1	Medium
42	Non-binary	High School	Widowed	111,296	606	48,337	Auto	Employed	4	Fair	0.279054	43,839	4	Salasberg	CA	India	1	0	Low
56	Non-binary	PhD	Single	64,158	684	19,837	Personal	Employed	10	Fair	0.545345	265,436	3	Martinmouth	TN	Swaziland	null	0	Low
23	Female	Master's	Widowed	50,131	792	12,988	Auto	Employed	19	Excellent	0.565223	81,303	2	Paulshire	MO	Sao Tome and Principe	4	0	Medium
37	Non-binary	Bachelor's	Single	66,149	655	6,976	Home	Employed	3	Excellent	0.400188	109,598	0	South Kenneth	SC	Sao Tome and Principe	3	1	Low
26	Male	PhD	Widowed	46,865	740	15,412	Auto	Employed	16	Poor	0.469629	115,019	0	North Kenneth	AL	Netherlands	3	0	Medium
52	Male	PhD	Divorced	91,066	778	44,276	Home	Employed	12	Good	0.272928	29,661	2	Lake Williamhaven	AS	Tonga	2	2	Low
27	Female	PhD	Single	47,700	788	30,616	Business	Employed	18	Excellent	0.395155	null	2	Lake Joelville	OK	Spain	4	0	High
41	Female	High School	Divorced	82,995	721	40,165	Home	Employed	0	Good	0.242618	117,567	1	Anthonyhaven	GA	Palau	1	1	Low
34	Male	PhD	Widowed	107,858	783	31,738	Auto	Unemployed	3	Fair	0.432017	68,139	2	South Alyssamouth	NE	Mexico	2	1	Medium
38	Non-binary	Master's	Single	22,205	null	39,698	Home	Employed	6	Fair	0.554396	129,010	null	Port Nicolemouth	MA	Spain	0	2	Low
32	Female	PhD	Divorced	37,809	759	45,205	Business	Self-employed	3	Good	0.222027	72,086	0	New Lawrenceshire	MS	Mozambique	1	2	Low
38	Female	High School	Widowed	20,051	779	29,267	Home	Self-employed	16	Good	0.142615	250,160	4	South Christopher	NJ	Madagascar	3	0	Low
49	Non-binary	High School	Widowed	null	null	16,875	Personal	Unemployed	1	Good	0.161821	108,984	0	Tarafort	MN	Finland	null	1	Medium
30	Male	Master's	Widowed	110,506	752	16,109	Personal	Self-employed	9	Excellent	0.161111	59,809	1	Sanchezton	WY	Norway	1	2	Low
62	Non-binary	PhD	Divorced	40,605	648	10,786	Auto	Self-employed	18	Excellent	0.568592	107,749	4	Port Margaret	IN	Antarctica (the territory South of 60 deg S)	2	1	Low
30	Male	Master's	Married	86,918	683	17,159	Auto	Self-employed	3	Poor	0.284444	169,324	null	Janeburgh	TN	Greenland	1	2	High
19	Male	Master's	Widowed	58,345	779	null	Auto	Employed	19	Poor	0.323873	285,997	null	South Bryan	NV	Senegal	3	1	Low
38	Male	Master's	Widowed	23,569	652	40,689	Auto	Unemployed	2	Poor	0.118951	null	null	West Andrealand	NV	Falkland Islands (Malvinas)	null	2	Low
33	Female	High School	Single	49,639	627	37,008	Personal	Self-employed	19	Good	0.33172	129,643	null	Port Alisha	KS	Oman	4	2	Low
43	Female	Bachelor's	Divorced	101,610	784	38,835	Home	Unemployed	14	Fair	0.448709	null	4	Karenstad	MS	United States of America	4	2	Low
61	Male	Master's	Married	68,821	665	6,157	Home	Employed	8	Excellent	0.215351	49,241	0	Rebeccashire	IN	Kyrgyz Republic	3	2	Low
51	Male	PhD	Single	97,865	667	16,513	Personal	Unemployed	17	Good	0.42508	137,876	0	Stevenville	VT	Seychelles	null	1	Low

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