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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
64	Female	High School	Widowed	63,334	612	29,548	Business	Employed	15	Poor	0.54483	57,428	2	East Michelle	PR	Bermuda	null	0	High
32	Non-binary	PhD	Divorced	94,081	614	25,999	Business	Unemployed	14	Poor	0.28071	150,543	3	Shepherdville	OH	Malawi	4	1	Low
63	Male	Master's	Single	99,118	615	41,989	Home	Self-employed	4	Fair	0.238244	100,488	0	Codyton	SC	Malawi	4	1	Low
67	Male	Master's	Widowed	23,996	604	15,341	Auto	Employed	18	Excellent	0.457358	69,607	1	Hintonfurt	IL	Jamaica	0	2	Medium
56	Non-binary	Master's	Married	null	711	17,720	Personal	Employed	1	Excellent	0.599396	93,211	null	New Keithport	SC	Uzbekistan	0	1	High
32	Male	High School	Divorced	null	763	47,167	Personal	Unemployed	3	Good	0.106876	null	4	Port Jesse	CT	Uganda	2	2	Low
42	Non-binary	Bachelor's	Married	41,637	null	6,542	Business	Employed	6	Poor	0.316673	274,791	1	Keithtown	CO	Peru	3	1	Low
61	Male	Bachelor's	Married	87,824	null	38,672	Auto	Self-employed	0	Good	0.230613	123,100	2	Gloriaville	VI	Seychelles	null	0	Medium
69	Male	High School	Divorced	34,333	631	33,289	Personal	Unemployed	15	Fair	0.442105	85,246	null	Lake Nicoleside	CT	Norway	2	2	Low
39	Female	High School	Divorced	45,301	null	5,377	Auto	Self-employed	12	Excellent	0.384579	104,274	0	Lawrenceside	NC	Italy	1	0	Low
56	Female	PhD	Single	88,578	637	null	Personal	Unemployed	7	Fair	0.511437	null	null	West Lisa	PA	Anguilla	3	1	Low
53	Non-binary	Bachelor's	Single	92,204	684	42,566	Auto	Unemployed	8	Fair	0.377949	21,464	null	North Jill	DE	Micronesia	1	0	Low
57	Male	Bachelor's	Married	29,182	648	36,298	Auto	Self-employed	10	Fair	0.325651	57,129	0	South Paul	RI	Germany	2	2	Low
66	Male	Bachelor's	Divorced	108,114	752	31,062	Personal	Employed	13	Poor	0.229642	null	2	Pamelaland	UT	Saint Vincent and the Grenadines	4	2	Low
65	Male	High School	Married	90,035	690	15,938	Personal	Self-employed	3	Fair	0.480538	232,371	1	Port Carrie	CO	Papua New Guinea	2	1	Low
53	Male	Bachelor's	Single	47,799	743	20,698	Business	Employed	8	Fair	0.596247	257,082	2	Jesusmouth	MT	Guinea-Bissau	null	0	Low
69	Non-binary	High School	Married	29,850	711	null	Personal	Self-employed	2	Excellent	0.364321	101,716	null	South Christopher	SC	Tokelau	2	2	Low
53	Male	Master's	Widowed	29,305	698	38,611	Auto	Unemployed	15	Poor	0.580329	47,877	0	Stantonside	ID	Myanmar	1	1	Low
31	Non-binary	Bachelor's	Divorced	null	null	9,570	Auto	Unemployed	4	Poor	0.552581	213,274	2	East Stephenborough	MP	Mali	4	1	High
52	Female	Master's	Single	47,387	742	null	Home	Self-employed	13	Good	0.297838	261,271	0	Garzaville	NJ	Saint Pierre and Miquelon	1	2	High
48	Non-binary	Master's	Divorced	70,808	644	40,010	Home	Self-employed	13	Good	0.228503	240,970	1	South Rickychester	IN	Brazil	2	1	Medium
28	Male	Master's	Single	109,023	722	32,588	Personal	Self-employed	13	Good	0.185293	240,843	0	Bensonfurt	CT	Cook Islands	1	1	Low
28	Female	PhD	Married	null	602	9,270	Business	Unemployed	8	Good	0.340072	46,592	null	Evansborough	AK	Tuvalu	4	1	Low
42	Non-binary	High School	Single	60,274	null	21,588	Home	Self-employed	2	Excellent	0.162632	null	4	West Jeremymouth	VI	Taiwan	null	0	Low
64	Female	Bachelor's	Married	52,643	786	32,573	Personal	Employed	12	Good	0.534842	35,676	3	Lake James	MI	Canada	4	0	Medium
59	Female	Master's	Married	88,382	662	45,870	Personal	Unemployed	19	Excellent	0.229779	125,622	3	Bethhaven	KY	Japan	2	2	Low
28	Non-binary	PhD	Widowed	31,202	739	7,052	Personal	Self-employed	13	Fair	0.584691	null	0	Lake Robinfort	MT	Saint Martin	1	1	Low
50	Non-binary	High School	Divorced	97,089	699	null	Business	Employed	9	Poor	0.24147	183,394	1	Mccannmouth	KS	Eritrea	3	1	Low
51	Female	Bachelor's	Widowed	92,607	759	null	Home	Self-employed	16	Good	0.24322	276,307	2	Port Jessica	TN	Chile	null	2	High
20	Female	Master's	Married	77,937	659	35,466	Auto	Employed	11	Excellent	0.136357	174,289	1	New Robert	VA	Christmas Island	2	0	Medium
36	Non-binary	Bachelor's	Divorced	36,283	752	9,455	Auto	Self-employed	10	Fair	0.470576	215,932	null	Reedland	FM	Bulgaria	0	2	Low
60	Male	High School	Married	110,932	616	null	Home	Self-employed	2	Good	0.441994	198,682	null	Snowhaven	FM	Thailand	3	1	Medium
27	Female	Master's	Single	104,682	650	34,859	Auto	Unemployed	13	Fair	0.286824	null	3	New Lauraton	AS	Bermuda	4	1	High
42	Male	Bachelor's	Widowed	104,590	682	44,674	Business	Employed	4	Fair	0.454599	50,368	4	Robertsonfort	DC	Saint Pierre and Miquelon	4	0	Low
68	Non-binary	PhD	Divorced	33,891	669	23,113	Business	Employed	0	Good	0.219249	253,430	null	Lisaton	MD	Nicaragua	1	2	High
68	Non-binary	High School	Widowed	94,300	698	25,360	Auto	Unemployed	16	Poor	0.207049	155,973	0	Geraldhaven	SC	Costa Rica	3	0	Low
42	Female	Bachelor's	Married	36,860	700	35,870	Personal	Employed	8	Fair	0.156004	200,700	3	Foxton	FL	Bolivia	0	0	Medium
67	Male	Master's	Married	29,695	657	null	Auto	Employed	8	Excellent	0.534407	198,254	2	Deannaside	ME	Romania	3	1	Low
30	Female	Bachelor's	Widowed	57,814	null	16,291	Personal	Self-employed	0	Poor	0.223969	209,999	1	Castroville	SD	Bangladesh	0	1	Low
24	Male	Master's	Widowed	66,229	734	8,630	Auto	Employed	19	Fair	0.545696	125,960	4	Gomezchester	ME	French Guiana	4	2	Low
31	Male	High School	Married	36,139	null	11,408	Auto	Self-employed	5	Excellent	0.585427	25,835	0	Escobarton	AL	Saint Kitts and Nevis	0	2	Low
42	Male	Master's	Divorced	119,317	662	33,217	Business	Employed	8	Good	0.574831	293,739	4	New Ashleyborough	NE	Cuba	3	0	Low
45	Female	PhD	Divorced	115,939	null	32,113	Personal	Self-employed	17	Fair	0.442125	242,373	2	Jacquelineland	MH	Mauritius	null	0	Low
50	Female	PhD	Married	113,938	714	27,179	Auto	Self-employed	18	Good	0.254365	240,597	1	Lake Lindsey	MP	Botswana	0	1	Low
55	Male	PhD	Divorced	29,849	681	27,451	Business	Employed	15	Excellent	0.514718	51,445	2	Port Brianburgh	NJ	Martinique	null	2	Medium
27	Non-binary	PhD	Single	88,480	null	12,543	Business	Unemployed	18	Excellent	0.581524	41,181	0	Lake Anthony	OK	Saint Vincent and the Grenadines	1	0	Medium
47	Male	Master's	Single	null	741	8,311	Auto	Employed	1	Fair	0.172693	158,803	0	South Caleb	VI	British Indian Ocean Territory (Chagos Archipelago)	4	2	Low
47	Female	Master's	Married	null	603	16,391	Home	Employed	15	Good	0.341193	284,314	null	Lake Veronica	NH	Romania	0	2	Low
40	Male	PhD	Widowed	68,239	679	null	Home	Self-employed	13	Excellent	0.175865	104,995	1	North Alexandrafurt	WA	Venezuela	0	2	Low
37	Male	Master's	Married	94,232	758	31,416	Business	Unemployed	6	Fair	0.43522	136,948	null	Grayport	MD	Turkmenistan	1	0	High
27	Non-binary	Master's	Widowed	95,324	620	48,235	Personal	Self-employed	6	Poor	0.130304	45,742	2	West Timothyberg	VT	Namibia	2	2	Low
25	Male	Bachelor's	Divorced	71,516	686	null	Auto	Unemployed	13	Good	0.101385	208,335	3	West Richard	MS	United States Minor Outlying Islands	4	1	Medium
21	Non-binary	Bachelor's	Widowed	21,071	674	19,789	Business	Unemployed	14	Poor	0.498151	56,410	4	East Randyshire	OK	Sierra Leone	2	1	Low
63	Male	PhD	Divorced	84,165	606	32,895	Auto	Self-employed	5	Excellent	0.258353	206,684	null	West Mason	NH	Nauru	null	0	Low
43	Male	Bachelor's	Married	42,580	614	33,843	Personal	Employed	14	Poor	0.570644	294,914	2	East Natasha	SD	United States Virgin Islands	2	2	Low
31	Non-binary	High School	Widowed	27,087	756	7,214	Auto	Employed	19	Poor	0.439119	147,820	3	Sarahborough	UT	Kuwait	2	2	Low
34	Male	Master's	Single	47,235	748	13,555	Home	Self-employed	13	Poor	0.230719	null	3	Welchshire	VA	Tajikistan	4	1	Low
61	Male	PhD	Married	98,303	null	null	Auto	Unemployed	7	Good	0.143418	null	1	South Ariana	CA	United Arab Emirates	0	2	Low
22	Female	High School	Divorced	null	671	18,642	Business	Self-employed	4	Fair	0.323504	null	1	Samuelborough	LA	Niue	null	1	Medium
35	Male	PhD	Single	68,897	778	null	Personal	Self-employed	12	Excellent	0.380367	193,492	0	Sydneyton	IL	Macao	4	0	Low
59	Female	Master's	Single	103,973	683	49,414	Personal	Self-employed	18	Poor	0.446612	122,236	1	East Ronnie	NJ	Northern Mariana Islands	0	0	Medium
20	Female	PhD	Divorced	72,331	737	31,301	Personal	Unemployed	8	Poor	0.303937	null	2	East Kevin	NY	Kenya	0	2	Low
57	Non-binary	Master's	Widowed	40,914	694	49,801	Auto	Unemployed	5	Poor	0.207155	null	1	Shawnton	NJ	Liberia	0	2	Medium
68	Male	Master's	Widowed	74,681	773	28,480	Home	Unemployed	0	Excellent	0.51049	261,312	2	New Petermouth	NE	Korea	4	2	Low
30	Non-binary	High School	Single	106,544	769	44,185	Business	Unemployed	18	Good	0.552242	83,460	4	Melvinchester	MT	Monaco	3	0	Low
18	Non-binary	PhD	Divorced	35,591	701	29,270	Auto	Employed	10	Fair	0.591627	146,097	2	Lake Steve	MS	Colombia	0	1	Low
18	Non-binary	Bachelor's	Single	null	707	33,943	Business	Unemployed	16	Excellent	0.475637	50,274	null	Stephenshire	MD	Tuvalu	0	2	Low
56	Male	Bachelor's	Single	84,067	778	39,308	Home	Self-employed	13	Fair	0.260725	53,125	1	Amychester	TX	Poland	0	1	Low
68	Non-binary	PhD	Widowed	39,207	null	22,829	Business	Unemployed	2	Good	0.287498	287,023	1	Petersonmouth	NC	Gambia	3	0	Medium
19	Non-binary	High School	Widowed	73,318	685	21,041	Home	Self-employed	3	Poor	0.319679	null	4	Lake Traviston	NM	Sudan	2	2	Medium
36	Male	Bachelor's	Single	null	711	7,595	Home	Employed	18	Fair	0.45744	21,073	3	Stanleyfort	IL	United States Virgin Islands	3	2	Low
41	Non-binary	PhD	Widowed	85,516	632	48,720	Auto	Employed	16	Fair	0.329348	null	0	Ruthfort	MP	Libyan Arab Jamahiriya	null	1	Low
40	Female	PhD	Widowed	null	662	23,347	Home	Self-employed	13	Poor	0.571392	240,669	4	Port Kimberlystad	RI	Yemen	1	0	Low
53	Female	High School	Widowed	53,762	null	null	Personal	Employed	8	Fair	0.265459	264,045	0	Amymouth	MI	Saudi Arabia	null	2	Low
30	Male	Bachelor's	Widowed	102,151	784	34,240	Home	Employed	12	Good	0.489144	null	0	Martinshire	RI	Falkland Islands (Malvinas)	4	1	High
53	Female	Bachelor's	Widowed	null	null	38,074	Auto	Employed	17	Fair	0.268532	199,133	4	West Victoria	HI	Morocco	3	1	Low
61	Non-binary	High School	Married	50,788	794	null	Personal	Employed	18	Excellent	0.403519	161,049	3	East Rachelfort	VT	Syrian Arab Republic	null	1	Low
26	Non-binary	Master's	Widowed	42,463	616	47,130	Home	Unemployed	1	Good	0.184502	268,675	4	Erinberg	DE	Bulgaria	0	1	Low
25	Non-binary	PhD	Widowed	54,511	620	29,070	Personal	Self-employed	11	Good	0.38146	176,392	null	East Michael	MT	Romania	0	2	Medium
50	Male	High School	Divorced	52,171	745	34,384	Personal	Employed	7	Fair	0.147573	299,247	3	Lake Jessica	WI	Niger	3	2	Medium
44	Non-binary	Bachelor's	Single	60,728	673	22,668	Business	Self-employed	5	Good	0.308935	267,464	1	West Virginia	AS	Angola	1	1	Low
55	Female	High School	Widowed	null	677	14,182	Auto	Self-employed	10	Excellent	0.546509	null	3	East Tracy	DE	Micronesia	2	2	Medium
69	Non-binary	PhD	Widowed	null	657	48,307	Personal	Self-employed	4	Poor	0.474703	237,280	4	West Carlos	OR	Latvia	0	0	Medium
35	Non-binary	PhD	Widowed	null	728	45,194	Home	Self-employed	2	Fair	0.230107	24,857	3	West Whitneyside	DC	Guam	3	0	Medium
25	Male	High School	Divorced	101,578	786	null	Auto	Unemployed	16	Fair	0.568715	98,146	null	New Karenborough	CO	Zambia	4	0	Low
32	Male	High School	Married	null	662	null	Business	Unemployed	10	Good	0.463927	68,857	4	South Amyton	MA	Holy See (Vatican City State)	null	2	Low
35	Female	High School	Single	58,839	721	18,758	Business	Employed	4	Excellent	0.284534	160,540	3	North Jennaburgh	KS	Lao People's Democratic Republic	1	2	Low
62	Male	Master's	Widowed	null	713	41,598	Personal	Unemployed	18	Good	0.288094	256,317	3	North Amandaberg	OK	Isle of Man	3	0	Low
27	Male	High School	Divorced	31,603	684	24,256	Personal	Unemployed	11	Fair	0.2485	68,371	3	Angelhaven	AS	Greenland	4	0	Medium
22	Female	Bachelor's	Married	70,467	701	28,463	Auto	Employed	12	Good	0.516977	null	null	Lake Kellyside	PA	Lithuania	2	0	High
63	Female	High School	Widowed	118,505	644	23,561	Home	Unemployed	2	Poor	0.130519	60,875	2	Hicksstad	MD	Mauritania	3	2	Medium
64	Non-binary	PhD	Divorced	20,891	null	5,540	Personal	Employed	14	Excellent	0.225691	214,001	1	Murraystad	MO	Cyprus	3	1	Low
55	Female	High School	Widowed	null	715	17,237	Business	Employed	0	Good	0.240647	20,169	2	Ortizfort	AR	Saint Vincent and the Grenadines	4	2	Low
36	Female	PhD	Single	49,381	631	12,421	Home	Employed	12	Excellent	0.41632	214,544	null	North Royfurt	IN	Haiti	0	1	Low
33	Non-binary	Bachelor's	Single	null	671	47,239	Home	Unemployed	1	Fair	0.275976	227,610	3	New Jamie	FL	Nicaragua	3	2	Low
25	Male	PhD	Single	null	null	27,526	Personal	Employed	10	Excellent	0.15621	45,773	4	Johnsonland	MS	Swaziland	3	0	High
35	Male	Bachelor's	Divorced	97,838	796	7,347	Auto	Self-employed	17	Excellent	0.285062	26,421	4	East Jamesmouth	CO	Iceland	3	2	Medium
49	Female	High School	Single	null	767	5,523	Business	Unemployed	2	Excellent	0.194101	92,247	3	West David	MS	Guinea	3	0	Low
20	Female	Bachelor's	Single	25,361	626	15,383	Auto	Unemployed	5	Fair	0.507216	166,453	0	Lake Oliviashire	IN	Oman	4	1	High
43	Male	PhD	Married	119,395	730	31,246	Personal	Employed	10	Excellent	0.264088	null	0	Crosbyfort	NC	Sierra Leone	0	2	High

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