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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
45	Female	High School	Widowed	42,098	null	27,407	Auto	Unemployed	17	Good	0.454119	89,018	3	Davidville	VT	United Arab Emirates	null	0	Medium
65	Non-binary	High School	Single	53,521	694	37,514	Business	Employed	19	Poor	0.44158	220,328	null	North Mollyborough	TX	Uzbekistan	0	0	Low
32	Male	High School	Divorced	47,835	741	45,998	Home	Self-employed	17	Poor	0.586881	null	0	Port Tim	OK	Myanmar	1	1	Low
34	Non-binary	PhD	Single	20,386	626	17,451	Business	Unemployed	11	Excellent	0.583973	101,773	4	West Bill	AZ	Marshall Islands	3	2	Low
56	Non-binary	High School	Single	null	null	25,723	Auto	Unemployed	11	Poor	0.216001	40,191	0	Stevenchester	SC	Iraq	null	2	Low
55	Non-binary	Master's	Married	null	711	25,162	Auto	Unemployed	12	Good	0.426799	216,473	1	Lake Benjamin	MP	Iraq	3	1	Low
55	Non-binary	High School	Widowed	94,302	630	19,201	Home	Self-employed	1	Poor	0.382978	24,755	2	Lake Stephanieside	SD	North Macedonia	null	2	Low
45	Non-binary	Bachelor's	Widowed	67,266	713	42,030	Business	Unemployed	9	Excellent	0.392804	181,240	2	Jacksonfurt	HI	Saint Vincent and the Grenadines	0	0	Medium
59	Male	Bachelor's	Single	34,039	623	14,336	Business	Self-employed	13	Good	0.318777	152,367	0	North Bailey	MA	Iran	null	1	Low
33	Non-binary	High School	Single	36,146	605	17,988	Business	Unemployed	2	Excellent	0.362519	89,973	1	Angelafort	ID	Ireland	2	2	Low
38	Male	PhD	Single	43,570	null	36,493	Auto	Unemployed	11	Poor	0.356071	264,381	0	Buckleyside	GU	Guinea-Bissau	1	0	Medium
59	Male	High School	Married	51,115	602	null	Personal	Unemployed	15	Good	0.337761	null	4	Ryanborough	WV	Malta	0	1	Low
28	Female	PhD	Single	32,559	705	18,672	Home	Unemployed	1	Excellent	0.202116	199,352	1	South Monica	RI	Uzbekistan	3	0	Low
36	Non-binary	Bachelor's	Widowed	41,534	null	22,593	Business	Self-employed	14	Poor	0.495711	null	1	East Carolinehaven	DE	Anguilla	2	2	Low
25	Female	Bachelor's	Divorced	78,171	676	27,552	Home	Self-employed	15	Poor	0.341548	138,872	0	New Jody	DC	Rwanda	1	2	Low
39	Male	Master's	Divorced	93,245	null	16,203	Business	Self-employed	9	Good	0.428069	38,773	2	Port Thomas	RI	Cuba	null	2	Medium
66	Non-binary	PhD	Single	null	694	8,950	Auto	Self-employed	12	Fair	0.502329	80,098	3	Robertville	CT	Lao People's Democratic Republic	0	0	Low
28	Female	Master's	Single	91,641	736	46,224	Auto	Employed	16	Excellent	0.450746	223,267	1	Ibarrafurt	IN	Saint Barthelemy	0	2	Low
25	Female	High School	Married	103,106	null	48,705	Home	Unemployed	17	Excellent	0.412662	null	1	Lake Christopherborough	SC	Burkina Faso	0	0	Low
52	Male	Bachelor's	Widowed	57,851	null	36,953	Business	Unemployed	16	Poor	0.391399	null	null	South Charles	MO	Japan	2	0	Low
55	Non-binary	Bachelor's	Single	53,149	688	34,632	Home	Employed	8	Excellent	0.559754	249,205	0	Donaldfort	TX	Afghanistan	4	1	Low
22	Female	PhD	Single	94,683	797	9,102	Auto	Self-employed	16	Fair	0.425698	281,899	0	Billchester	AR	United States Minor Outlying Islands	3	2	Medium
41	Non-binary	PhD	Single	null	631	15,491	Auto	Self-employed	11	Fair	0.484873	94,927	4	Maxwellmouth	NE	Netherlands	1	1	Low
66	Non-binary	Master's	Single	null	680	19,960	Personal	Employed	17	Excellent	0.460661	null	3	New Kevin	AS	Estonia	2	0	Medium
49	Non-binary	PhD	Divorced	71,313	776	37,669	Home	Self-employed	14	Excellent	0.32074	161,440	null	Doyleshire	PW	Angola	2	1	Low
69	Female	High School	Divorced	27,197	null	null	Auto	Employed	14	Poor	0.363927	null	3	Port Kim	KS	Gabon	0	2	Medium
28	Non-binary	Master's	Divorced	86,652	null	8,365	Personal	Employed	5	Poor	0.102041	137,464	2	Allenburgh	FL	Cape Verde	4	0	Medium
22	Female	PhD	Widowed	64,957	752	33,590	Auto	Self-employed	2	Poor	0.425069	72,518	1	New Michael	PR	Cambodia	null	1	Medium
47	Male	PhD	Single	null	null	10,165	Business	Self-employed	2	Fair	0.223172	124,584	4	Barryton	AZ	Bosnia and Herzegovina	3	0	Low
32	Female	PhD	Divorced	40,641	759	40,938	Business	Employed	12	Good	0.22497	43,076	4	Dunnborough	DC	Namibia	4	0	Low
29	Non-binary	Master's	Widowed	96,821	681	25,253	Business	Self-employed	15	Good	0.488933	53,597	1	Port Ronaldton	KS	Equatorial Guinea	1	2	Medium
20	Female	PhD	Married	20,018	751	9,857	Auto	Self-employed	9	Fair	0.30496	269,574	2	South Amy	PA	Nepal	0	2	Low
49	Male	PhD	Single	41,881	728	17,968	Auto	Unemployed	8	Excellent	0.565661	196,444	0	North Sherry	LA	Christmas Island	3	0	Low
53	Female	Bachelor's	Married	81,177	664	10,959	Home	Unemployed	9	Poor	0.17392	286,228	2	Rachelborough	NJ	Eritrea	4	2	Low
20	Male	Master's	Widowed	115,619	759	26,878	Personal	Unemployed	17	Fair	0.197806	176,634	3	Lake Matthewberg	NH	Hungary	4	0	Medium
37	Male	Bachelor's	Widowed	70,093	721	25,883	Business	Employed	12	Poor	0.260945	null	2	Susanfort	AS	Kiribati	0	2	Medium
28	Non-binary	Master's	Widowed	98,255	670	28,547	Home	Self-employed	11	Fair	0.532605	114,844	4	North Vincentshire	AL	Norway	0	0	Medium
54	Non-binary	PhD	Widowed	40,243	771	47,405	Home	Employed	3	Poor	0.247885	195,194	1	Timothyborough	MP	Colombia	3	2	Low
26	Non-binary	PhD	Married	null	null	null	Personal	Unemployed	11	Good	0.373765	162,697	3	Gregorystad	MA	United States Virgin Islands	1	2	Low
28	Non-binary	Master's	Single	44,660	715	46,029	Auto	Employed	7	Poor	0.282787	139,390	1	Hoffmanmouth	AZ	Falkland Islands (Malvinas)	2	2	Low
68	Male	PhD	Single	64,585	745	12,904	Auto	Unemployed	0	Good	0.385543	78,715	null	North Devin	NE	Cocos (Keeling) Islands	0	1	Medium
40	Non-binary	PhD	Widowed	64,138	681	6,345	Business	Employed	13	Fair	0.469396	285,975	2	Lake Michelle	MN	Guinea-Bissau	2	2	Low
22	Non-binary	Bachelor's	Widowed	42,333	790	39,459	Home	Unemployed	4	Excellent	0.460662	200,640	1	East Jeffrey	NV	Australia	3	0	Low
54	Non-binary	Master's	Single	31,971	701	28,274	Business	Employed	9	Fair	0.369775	254,813	4	Harringtonborough	WA	Antigua and Barbuda	1	0	Medium
30	Non-binary	Master's	Married	null	651	42,083	Personal	Employed	10	Fair	0.395324	296,268	0	Lake Claudia	TN	Dominica	3	0	Medium
65	Female	PhD	Single	null	null	34,448	Home	Employed	11	Good	0.291559	null	null	Johnburgh	NM	Belize	1	0	Low
55	Female	High School	Single	28,689	793	40,047	Personal	Self-employed	6	Poor	0.493075	null	null	West Ashley	VI	French Polynesia	null	0	Medium
32	Male	Master's	Married	44,734	712	41,652	Home	Unemployed	3	Good	0.308064	32,394	null	Lake Sarahton	AL	Somalia	3	2	Low
50	Non-binary	Bachelor's	Single	24,655	778	null	Auto	Employed	12	Good	0.570693	66,484	1	Lake Marcoside	MS	Uzbekistan	2	0	Medium
38	Non-binary	Master's	Divorced	104,383	742	37,723	Personal	Self-employed	1	Poor	0.534012	195,745	0	North Jeffreyberg	DC	French Guiana	3	1	High
59	Non-binary	PhD	Divorced	90,979	609	42,675	Business	Unemployed	5	Fair	0.365404	null	3	Lake Joseport	DE	Norfolk Island	1	0	Low
20	Female	Bachelor's	Widowed	83,265	667	9,697	Home	Self-employed	6	Poor	0.243667	27,393	4	New Nicole	AS	Thailand	null	0	Low
30	Male	High School	Widowed	62,692	757	12,992	Personal	Self-employed	4	Fair	0.572627	192,364	3	Jacksonfurt	NC	Georgia	4	0	Low
67	Female	Bachelor's	Divorced	70,426	775	18,460	Business	Unemployed	5	Fair	0.418985	42,358	0	Reneeport	NM	Namibia	4	0	Medium
29	Male	High School	Divorced	59,632	755	18,846	Auto	Employed	2	Good	0.223159	38,773	2	Rodriguezbury	NC	Anguilla	1	0	Low
69	Female	High School	Divorced	29,815	623	null	Business	Unemployed	2	Good	0.308344	52,687	1	Jamesfurt	NJ	Svalbard & Jan Mayen Islands	2	2	Low
29	Non-binary	PhD	Married	28,167	775	null	Business	Unemployed	17	Excellent	0.491738	null	0	South Roy	VI	Timor-Leste	null	1	Low
60	Male	PhD	Widowed	null	663	13,528	Auto	Employed	16	Excellent	0.203759	null	1	Ryanbury	CA	Saint Vincent and the Grenadines	4	2	Medium
20	Male	Bachelor's	Widowed	97,179	688	23,105	Personal	Unemployed	19	Excellent	0.304995	null	1	Samanthaburgh	ND	Japan	1	1	High
26	Female	Bachelor's	Widowed	55,690	654	48,479	Business	Employed	19	Fair	0.155567	198,224	1	Garzamouth	CO	Australia	null	0	Medium
23	Non-binary	High School	Married	107,508	788	5,509	Home	Employed	19	Good	0.502032	159,457	1	New Victoria	HI	Guernsey	2	1	Low
32	Non-binary	Master's	Widowed	null	null	13,977	Home	Employed	16	Excellent	0.441566	127,014	1	South Aaronborough	MD	Timor-Leste	null	0	Medium
31	Female	PhD	Married	64,989	663	34,703	Home	Self-employed	5	Fair	0.527001	58,736	0	Websterfurt	ND	Togo	0	0	Low
50	Non-binary	High School	Married	96,949	null	null	Business	Unemployed	3	Fair	0.255547	173,410	0	Rodriguezchester	HI	Trinidad and Tobago	2	1	Low
30	Female	Bachelor's	Single	90,207	749	49,186	Auto	Self-employed	18	Poor	0.324783	232,337	4	North Megan	MS	Western Sahara	0	1	Medium
65	Female	Master's	Married	null	666	41,276	Personal	Self-employed	5	Excellent	0.163506	null	0	Hannahberg	SC	British Indian Ocean Territory (Chagos Archipelago)	2	2	High
27	Non-binary	PhD	Married	74,777	null	13,113	Home	Employed	17	Excellent	0.10505	134,670	1	East Mark	GU	Uganda	3	0	Low
30	Male	Bachelor's	Single	34,063	682	35,659	Personal	Employed	13	Good	0.103564	75,933	1	Lake Brandi	HI	Suriname	null	2	Medium
35	Non-binary	Bachelor's	Married	103,149	605	null	Personal	Self-employed	7	Fair	0.177873	160,547	1	New Brent	WY	Finland	1	0	Low
38	Male	High School	Married	116,344	791	null	Home	Self-employed	11	Fair	0.518714	177,155	4	Lake Janicehaven	KY	Cayman Islands	4	0	Low
67	Non-binary	High School	Married	88,951	null	42,761	Home	Employed	17	Fair	0.406908	152,943	0	Sallybury	PW	American Samoa	2	1	Medium
55	Male	High School	Divorced	72,919	635	44,810	Business	Employed	5	Poor	0.166717	55,503	null	Flowerston	NC	Iraq	2	0	High
47	Non-binary	PhD	Widowed	105,439	775	40,299	Business	Unemployed	3	Excellent	0.239062	81,307	0	New Nicole	LA	Gabon	2	0	Medium
50	Male	Bachelor's	Widowed	77,865	761	33,508	Home	Unemployed	8	Excellent	0.465204	96,143	2	Flynnshire	NY	Somalia	2	0	Low
30	Non-binary	Bachelor's	Widowed	111,908	758	39,387	Personal	Employed	16	Excellent	0.448199	106,477	null	North Brian	GA	Rwanda	4	2	Low
50	Female	Bachelor's	Married	73,839	null	36,090	Home	Self-employed	13	Poor	0.236151	153,589	2	Josephchester	MS	Madagascar	2	2	Low
58	Male	PhD	Widowed	31,167	711	45,334	Business	Self-employed	8	Good	0.172988	106,988	2	East Aprilhaven	PR	Swaziland	2	1	Low
30	Female	Bachelor's	Single	35,233	714	44,769	Auto	Employed	19	Good	0.562287	190,625	4	Ashleymouth	MH	Mayotte	3	2	Low
63	Male	Master's	Divorced	101,565	672	null	Auto	Self-employed	11	Good	0.521808	null	0	Port Alexandrabury	CA	French Southern Territories	0	1	Medium
66	Male	High School	Divorced	102,565	660	49,066	Business	Employed	15	Fair	0.422721	99,471	2	New Anne	DE	Tuvalu	1	0	Medium
22	Female	PhD	Widowed	86,330	790	16,693	Auto	Employed	10	Fair	0.222657	114,404	null	South James	DE	Paraguay	1	0	Low
30	Non-binary	PhD	Single	49,030	null	22,716	Auto	Self-employed	5	Fair	0.180015	76,054	4	Markborough	VA	Bermuda	4	1	Medium
37	Male	PhD	Widowed	null	730	11,276	Home	Employed	17	Good	0.269077	133,295	1	Christensenfort	AK	Georgia	null	0	Low
60	Male	Master's	Widowed	null	666	6,775	Home	Self-employed	12	Excellent	0.286485	27,274	3	Brendaton	NV	Cayman Islands	4	2	Low
68	Non-binary	High School	Divorced	98,643	633	23,230	Personal	Unemployed	4	Good	0.453968	103,005	4	North Danielport	WY	Cape Verde	null	1	Low
18	Female	PhD	Divorced	55,094	706	30,130	Personal	Unemployed	3	Excellent	0.472581	22,359	1	North Jennifer	GA	Guyana	1	2	Low
19	Non-binary	High School	Divorced	39,668	723	null	Business	Self-employed	11	Fair	0.18078	198,628	null	East Steven	NH	South Africa	3	1	High
44	Female	PhD	Married	30,068	null	46,572	Personal	Self-employed	19	Good	0.318637	123,860	4	Marisaview	KY	Benin	0	1	Low
45	Non-binary	Bachelor's	Married	null	734	36,689	Business	Self-employed	19	Poor	0.165743	54,390	4	West Helenville	NM	Heard Island and McDonald Islands	4	2	Low
29	Male	PhD	Single	57,375	618	44,998	Auto	Employed	19	Good	0.25768	61,496	0	Port Russell	FM	Western Sahara	3	2	Medium
42	Male	Bachelor's	Divorced	84,435	667	42,265	Business	Unemployed	6	Good	0.466893	34,721	4	Port Linda	WI	Yemen	2	2	Low
67	Female	PhD	Married	79,145	698	32,117	Auto	Employed	2	Fair	0.145161	230,432	0	South Linda	ND	Saint Martin	3	0	Low
24	Non-binary	PhD	Widowed	null	621	26,275	Home	Unemployed	1	Fair	0.511026	123,934	4	Foleyview	MH	Barbados	null	1	Low
55	Female	High School	Widowed	null	791	26,150	Home	Self-employed	12	Poor	0.485484	189,930	1	New Drew	MT	Australia	null	1	Low
44	Male	High School	Married	105,151	742	null	Home	Unemployed	5	Poor	0.529982	234,102	1	East Darrenview	NJ	Austria	4	2	Low
69	Female	Bachelor's	Divorced	116,404	635	14,650	Personal	Unemployed	8	Fair	0.439766	175,165	null	New Craigfurt	TX	Japan	2	2	Low
68	Female	PhD	Married	96,789	765	null	Personal	Unemployed	16	Excellent	0.315305	61,747	3	Port Russell	KS	Ecuador	null	2	Medium
59	Non-binary	PhD	Divorced	68,365	null	21,973	Personal	Self-employed	8	Good	0.387704	154,706	0	North Lynnmouth	CA	Russian Federation	4	0	Low
21	Female	PhD	Widowed	111,238	793	null	Business	Self-employed	3	Excellent	0.405023	89,800	4	West Donnaland	FL	Costa Rica	1	2	Low
38	Male	Master's	Divorced	null	759	null	Personal	Self-employed	10	Excellent	0.123674	null	2	Andrefurt	MN	Chad	0	1	Medium

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