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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
66	Female	Master's	Widowed	null	726	6,867	Personal	Self-employed	19	Good	0.281835	133,550	3	East Jeffrey	OK	Cyprus	0	1	Medium
55	Female	Master's	Married	69,117	739	17,872	Business	Self-employed	3	Good	0.398582	null	3	Taylorport	MD	Latvia	1	0	High
22	Female	Master's	Divorced	42,119	603	49,332	Business	Self-employed	14	Fair	0.13878	172,134	0	New Kaylabury	GU	Italy	4	0	Medium
28	Male	High School	Divorced	66,221	684	32,224	Business	Unemployed	8	Excellent	0.438957	141,778	3	Hillburgh	PW	Jordan	1	0	Low
62	Non-binary	Master's	Divorced	87,310	615	17,104	Business	Self-employed	17	Excellent	0.259194	141,261	null	Connerport	IN	Pitcairn Islands	0	0	Low
48	Female	High School	Widowed	46,008	799	49,602	Personal	Unemployed	7	Excellent	0.230312	null	2	Port Seth	CO	French Southern Territories	2	1	Low
66	Female	PhD	Single	102,069	null	29,275	Auto	Self-employed	5	Excellent	0.445135	214,955	0	North Nicholas	OK	Norfolk Island	1	0	Low
63	Non-binary	High School	Divorced	84,471	733	42,564	Business	Self-employed	0	Poor	0.592703	null	0	New Michaelmouth	MP	Korea	4	1	Low
41	Non-binary	Bachelor's	Single	114,870	773	null	Home	Self-employed	10	Fair	0.524925	253,670	2	Aguilarview	TN	El Salvador	null	1	Low
42	Female	Master's	Married	37,175	788	40,689	Auto	Employed	17	Excellent	0.112113	164,000	null	East Lee	VI	Iran	1	0	Low
37	Female	High School	Widowed	27,081	620	35,342	Home	Self-employed	13	Fair	0.330769	206,760	null	Blakechester	DC	Heard Island and McDonald Islands	2	1	Low
59	Non-binary	Bachelor's	Married	null	695	44,647	Business	Unemployed	1	Good	0.537612	224,099	3	New Tracie	AL	Angola	null	2	Medium
55	Non-binary	Master's	Divorced	81,486	674	23,274	Home	Self-employed	11	Poor	0.248876	62,520	null	Porterport	AZ	Cocos (Keeling) Islands	3	1	Medium
34	Non-binary	High School	Married	51,066	658	45,568	Business	Employed	14	Good	0.592606	269,657	2	Ericashire	WI	Turkey	1	0	Low
23	Female	PhD	Single	60,024	702	49,639	Home	Unemployed	1	Excellent	0.231763	299,908	4	Lake Jessica	MD	Trinidad and Tobago	4	2	Medium
67	Female	Master's	Widowed	null	678	26,295	Auto	Self-employed	10	Excellent	0.313911	null	2	East Anthony	AS	Suriname	null	0	Low
69	Non-binary	PhD	Single	87,967	718	45,683	Home	Unemployed	1	Fair	0.239675	null	2	East James	CA	Kiribati	1	1	Medium
50	Non-binary	High School	Widowed	62,936	null	9,590	Business	Employed	15	Fair	0.180714	288,238	0	Melissafort	WV	Armenia	null	2	Medium
62	Non-binary	Master's	Widowed	119,186	606	12,242	Business	Employed	1	Good	0.487874	null	2	North William	DE	Russian Federation	3	1	Low
39	Female	Master's	Widowed	109,971	642	11,101	Auto	Self-employed	2	Good	0.307218	248,910	3	Aaronborough	CA	Anguilla	0	2	Medium
39	Male	High School	Divorced	77,435	761	24,460	Home	Self-employed	16	Fair	0.438922	205,099	3	Jacobfurt	OK	Russian Federation	null	2	Low
41	Male	High School	Single	null	717	39,901	Auto	Self-employed	1	Good	0.534941	65,842	4	Wadeland	VA	Puerto Rico	3	2	Medium
56	Female	Master's	Divorced	null	798	28,548	Home	Unemployed	18	Good	0.240702	142,891	2	Mariahaven	IL	Reunion	4	0	Low
59	Male	PhD	Single	61,384	602	8,705	Personal	Unemployed	11	Fair	0.37638	111,061	0	East Charleneshire	CT	Costa Rica	1	2	Medium
45	Non-binary	Bachelor's	Single	37,833	null	7,812	Personal	Self-employed	15	Fair	0.338953	212,871	2	Berryville	DE	South Africa	0	2	Low
23	Male	High School	Divorced	94,108	679	15,446	Home	Self-employed	16	Excellent	0.49674	null	null	Parksbury	OK	Holy See (Vatican City State)	3	1	Medium
38	Female	PhD	Single	50,976	758	30,249	Personal	Self-employed	15	Fair	0.472085	74,247	0	Carrside	NC	Wallis and Futuna	3	0	Medium
65	Non-binary	PhD	Widowed	90,854	null	30,911	Home	Self-employed	10	Excellent	0.260517	68,532	2	South Lindseyland	MS	Saudi Arabia	4	2	Low
37	Non-binary	Master's	Single	73,276	604	null	Home	Self-employed	0	Poor	0.513046	105,210	3	Lyonshaven	NM	Burundi	null	0	Low
45	Non-binary	PhD	Single	null	679	45,698	Business	Unemployed	3	Excellent	0.262329	232,976	2	New Cynthia	CT	Senegal	0	1	Low
27	Female	PhD	Single	65,939	666	44,709	Personal	Employed	13	Fair	0.41529	287,549	0	Lake Brian	ND	Namibia	null	2	Medium
41	Female	Bachelor's	Single	null	646	null	Home	Employed	14	Fair	0.351231	272,604	3	Robinsonland	AS	Suriname	1	0	Low
56	Male	Master's	Widowed	70,833	616	37,769	Auto	Unemployed	1	Good	0.136196	124,906	1	Garyside	WV	Korea	null	1	Low
40	Non-binary	High School	Divorced	24,487	650	null	Home	Self-employed	4	Good	0.275031	null	4	Sharonport	ME	Faroe Islands	1	1	Low
44	Non-binary	Master's	Widowed	67,924	750	27,691	Personal	Employed	12	Excellent	0.258163	null	4	Lake Christopher	GA	Guatemala	3	0	Low
50	Female	PhD	Single	28,806	766	48,095	Home	Unemployed	19	Good	0.12311	null	0	Alyssaview	NE	Ireland	0	2	Medium
66	Female	High School	Divorced	30,543	660	39,489	Business	Unemployed	1	Good	0.31293	null	1	West Nicole	MT	Northern Mariana Islands	3	1	Medium
54	Female	Bachelor's	Widowed	109,856	623	49,010	Business	Unemployed	17	Fair	0.116164	89,766	0	New Rebeccachester	WI	Romania	1	0	Medium
32	Female	Bachelor's	Single	110,287	757	7,706	Personal	Self-employed	5	Excellent	0.417229	152,010	1	New Marystad	MI	Palau	0	0	High
56	Non-binary	High School	Married	63,262	646	null	Auto	Unemployed	8	Fair	0.395956	69,522	null	East Christina	CA	El Salvador	null	0	Low
36	Male	Bachelor's	Married	118,698	651	45,407	Home	Unemployed	11	Good	0.486929	96,744	1	Alyssaton	IL	Benin	4	0	High
59	Non-binary	High School	Divorced	95,922	695	45,784	Home	Self-employed	13	Excellent	0.532211	55,374	null	Lake Valerieville	KY	Namibia	3	0	Low
39	Male	PhD	Single	79,784	720	40,399	Personal	Employed	6	Fair	0.184217	177,132	3	Victoriastad	FM	Sierra Leone	2	2	Low
33	Non-binary	Bachelor's	Married	68,425	766	6,516	Business	Self-employed	19	Fair	0.157239	128,245	3	Port Sheila	MN	Ireland	4	2	Low
30	Male	Master's	Divorced	56,996	null	22,736	Auto	Self-employed	18	Fair	0.246428	210,365	4	West Michaelhaven	CT	Armenia	2	1	Low
59	Female	High School	Widowed	22,928	748	24,367	Business	Unemployed	5	Fair	0.128941	287,590	3	South Rickyfurt	FL	Oman	3	1	Low
57	Male	High School	Divorced	null	739	17,710	Auto	Employed	15	Excellent	0.249826	158,173	1	East Kristen	UT	American Samoa	2	0	Low
30	Non-binary	High School	Single	71,322	646	8,141	Business	Self-employed	0	Poor	0.579418	161,036	3	North Melissafort	FM	Afghanistan	1	2	Low
38	Female	Bachelor's	Widowed	null	772	null	Personal	Employed	11	Poor	0.311752	218,662	4	Youngborough	CT	Finland	4	2	High
53	Female	Bachelor's	Widowed	58,852	779	12,381	Business	Unemployed	11	Good	0.578808	113,306	null	Juliaview	HI	Canada	2	2	Medium
33	Male	High School	Single	107,320	null	40,617	Business	Employed	7	Fair	0.425171	36,958	1	West Caroline	TN	Madagascar	0	1	Medium
22	Male	PhD	Single	59,883	606	28,399	Home	Self-employed	14	Excellent	0.334168	125,137	null	Port Jessica	GA	Djibouti	2	1	High
28	Non-binary	Bachelor's	Widowed	105,799	605	42,630	Business	Employed	14	Poor	0.366059	137,469	0	South Erinmouth	VA	United States of America	null	0	High
35	Non-binary	PhD	Divorced	96,068	605	16,223	Personal	Self-employed	11	Poor	0.548179	233,059	2	Ryanfurt	MT	Mozambique	0	1	Low
18	Non-binary	Bachelor's	Single	69,153	773	12,945	Personal	Unemployed	8	Good	0.241281	62,421	2	South Colemouth	NY	Ukraine	0	1	Low
68	Non-binary	Bachelor's	Divorced	89,278	737	25,257	Auto	Employed	12	Fair	0.117567	105,821	2	Jonesside	PR	Slovakia (Slovak Republic)	2	1	Low
34	Non-binary	PhD	Married	108,228	772	41,210	Personal	Employed	5	Fair	0.152724	95,283	null	New Robertburgh	GU	Syrian Arab Republic	4	0	High
54	Female	High School	Single	44,887	710	33,750	Auto	Unemployed	13	Good	0.163665	103,937	0	Port Timothyburgh	LA	Lithuania	1	2	Medium
69	Non-binary	Bachelor's	Single	39,290	null	10,440	Business	Unemployed	4	Good	0.418108	84,759	4	Martinburgh	NC	Grenada	0	1	Low
33	Female	Master's	Widowed	61,457	null	null	Business	Employed	11	Poor	0.313353	125,317	3	Jonesside	DE	Maldives	3	0	Low
60	Female	Master's	Divorced	52,481	null	19,064	Auto	Unemployed	3	Good	0.578367	97,275	2	Port Michael	NJ	Saint Helena	4	1	Medium
28	Male	Bachelor's	Married	24,112	622	5,916	Auto	Self-employed	12	Fair	0.423824	98,886	4	Lake Kathleenville	FM	Sierra Leone	3	0	Low
44	Female	Bachelor's	Married	null	760	42,218	Personal	Employed	7	Poor	0.530419	null	2	Codytown	NJ	Norfolk Island	0	2	Low
68	Female	High School	Widowed	73,238	784	17,721	Personal	Self-employed	9	Excellent	0.287763	null	4	Maryport	IA	Guernsey	2	0	Low
52	Female	Bachelor's	Widowed	47,460	738	36,548	Personal	Self-employed	11	Fair	0.333068	174,784	0	Stephenberg	HI	Mozambique	1	1	Low
24	Female	Bachelor's	Single	35,642	692	46,449	Personal	Self-employed	13	Good	0.298375	65,949	2	New Peter	ID	Morocco	2	0	Medium
68	Male	Bachelor's	Single	76,632	733	17,564	Business	Employed	15	Good	0.179707	262,864	4	Melissafort	GA	Mauritius	null	0	Medium
35	Female	Bachelor's	Widowed	100,589	622	24,970	Personal	Self-employed	4	Fair	0.346352	163,278	1	South Dannyhaven	TN	Bosnia and Herzegovina	0	0	Low
42	Male	High School	Married	null	797	48,415	Personal	Unemployed	8	Poor	0.360422	208,434	null	Edwardberg	NE	Grenada	0	1	High
45	Female	High School	Widowed	110,450	672	37,521	Business	Self-employed	12	Good	0.312871	291,155	3	Richardborough	NV	Spain	0	2	Low
19	Male	High School	Single	21,511	648	34,898	Home	Unemployed	7	Excellent	0.221657	224,034	0	South Erin	RI	Netherlands Antilles	3	2	Low
67	Female	Master's	Divorced	61,191	794	45,425	Home	Unemployed	19	Excellent	0.364887	252,253	3	Morrisbury	VA	Iran	null	2	Low
40	Female	High School	Single	99,251	782	31,047	Home	Self-employed	10	Excellent	0.356455	129,980	4	Port Jessicafort	HI	Christmas Island	2	0	Low
29	Female	Master's	Single	70,478	731	11,722	Personal	Unemployed	15	Excellent	0.476413	131,944	3	Jenniferberg	OK	French Guiana	null	2	Low
56	Female	PhD	Single	74,457	716	5,579	Home	Employed	15	Fair	0.290481	151,909	4	Bryceshire	PR	Vietnam	0	2	Medium
21	Non-binary	High School	Widowed	null	787	40,720	Home	Employed	12	Poor	0.582412	254,542	0	West Joyport	WV	Syrian Arab Republic	3	1	Low
64	Male	Bachelor's	Single	30,006	714	11,984	Personal	Self-employed	2	Good	0.237935	72,412	null	Houstonhaven	FM	Isle of Man	2	1	Low
56	Female	Master's	Married	110,975	759	null	Personal	Employed	12	Fair	0.141769	188,132	0	East Mikaylaport	ID	Eritrea	3	0	Medium
61	Female	High School	Widowed	null	645	12,918	Home	Self-employed	19	Fair	0.44775	190,447	1	Markland	RI	Palestinian Territory	2	1	Low
22	Non-binary	PhD	Married	83,967	638	48,543	Personal	Unemployed	0	Excellent	0.419829	278,594	2	West Brookefort	NY	Senegal	null	1	Low
59	Male	High School	Married	49,999	null	null	Business	Self-employed	9	Fair	0.238749	251,752	3	Stevenshire	GU	Saint Lucia	4	0	Medium
57	Female	High School	Divorced	47,967	772	27,013	Business	Self-employed	18	Excellent	0.148974	187,965	4	Smithtown	SC	Christmas Island	4	1	Low
69	Male	Bachelor's	Married	68,985	664	null	Business	Self-employed	13	Poor	0.370523	null	0	New Lisa	KS	Botswana	null	2	Low
28	Non-binary	Bachelor's	Married	23,447	null	45,754	Personal	Unemployed	12	Fair	0.559603	294,761	0	East Brittneyshire	OK	Jordan	1	1	Low
27	Non-binary	PhD	Single	64,830	600	40,569	Home	Unemployed	3	Excellent	0.130885	211,298	2	North Jodyshire	MD	Syrian Arab Republic	0	1	Low
52	Female	Master's	Widowed	80,064	null	28,938	Home	Employed	7	Excellent	0.130819	null	0	South Jacobton	NJ	Norfolk Island	3	2	Medium
27	Non-binary	PhD	Married	88,172	743	47,691	Auto	Self-employed	12	Fair	0.18107	null	2	New Kelli	NJ	Puerto Rico	4	1	Low
32	Male	High School	Widowed	58,333	null	10,294	Auto	Unemployed	4	Poor	0.291396	291,550	2	Brianbury	MA	Fiji	0	0	Low
24	Female	High School	Divorced	90,560	607	20,984	Business	Unemployed	14	Poor	0.453439	133,198	0	Port Savannahshire	GA	Belgium	0	2	Low
53	Non-binary	Bachelor's	Married	32,332	760	36,401	Home	Employed	10	Poor	0.405279	86,883	1	West Edwinstad	OH	New Zealand	4	0	High
24	Male	High School	Widowed	105,517	null	28,596	Business	Employed	6	Excellent	0.505735	240,507	2	Martinezfort	NY	Iceland	4	0	Low
51	Female	PhD	Divorced	56,679	699	6,912	Business	Employed	10	Poor	0.529181	120,052	1	Robinsontown	CO	Norway	4	0	Low
61	Male	PhD	Widowed	98,062	null	15,628	Personal	Employed	7	Excellent	0.54158	86,903	3	Bellside	WY	Serbia	4	0	Low
33	Non-binary	Master's	Single	102,331	709	45,271	Home	Self-employed	1	Good	0.415596	214,082	3	Hebertville	IA	Israel	4	0	Medium
34	Non-binary	High School	Widowed	116,319	617	45,914	Business	Unemployed	17	Fair	0.563632	30,559	4	Lake Holly	PW	Zimbabwe	null	2	Low
66	Female	Master's	Widowed	null	771	37,823	Home	Self-employed	18	Excellent	0.53039	203,288	2	Port Rodney	MP	Guatemala	2	1	Low
43	Male	PhD	Divorced	94,635	609	21,767	Home	Employed	4	Fair	0.515271	null	0	Lake Robertfurt	MN	Aruba	0	0	Medium
65	Female	Master's	Single	31,423	794	47,376	Personal	Self-employed	2	Poor	0.405581	86,921	4	Port Wesley	DE	French Southern Territories	4	2	High
60	Non-binary	Master's	Widowed	22,925	756	41,123	Auto	Unemployed	3	Good	0.454868	61,052	0	Rebeccabury	DE	Togo	3	1	Low
68	Male	Bachelor's	Divorced	97,260	null	9,119	Business	Employed	14	Excellent	0.501218	120,571	0	Whitemouth	MD	Uganda	0	2	Medium

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