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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	Divorced	54,828	null	24,819	Business	Unemployed	13	Poor	0.449782	251,808	1	Christopherburgh	AZ	Paraguay	0	2	High
37	Male	Master's	Single	88,772	667	null	Auto	Self-employed	19	Poor	0.490138	180,086	0	Amandaberg	OR	Sudan	null	1	Low
47	Female	PhD	Widowed	54,474	726	45,081	Auto	Employed	16	Poor	0.108274	null	1	Brittanyview	OR	Bolivia	0	1	Low
47	Female	PhD	Widowed	110,363	null	26,984	Home	Employed	14	Poor	0.58044	176,811	3	Floresfort	DE	Vanuatu	3	0	Medium
47	Female	Master's	Single	76,820	null	11,944	Personal	Employed	5	Good	0.532809	133,625	4	West Cody	IN	Guinea-Bissau	null	0	High
18	Female	High School	Widowed	78,451	754	17,952	Personal	Unemployed	1	Fair	0.13765	101,021	2	Parkborough	NC	Afghanistan	1	2	Medium
50	Female	Bachelor's	Divorced	84,105	733	12,593	Business	Unemployed	18	Excellent	0.56191	94,079	0	North Jacqueline	SD	Palestinian Territory	4	2	High
63	Female	Bachelor's	Divorced	46,250	null	33,557	Business	Unemployed	12	Excellent	0.528988	82,099	0	Mauricefort	TN	Singapore	0	2	Medium
55	Male	High School	Widowed	72,523	694	null	Business	Self-employed	10	Fair	0.400475	268,068	4	Timothystad	PA	Azerbaijan	null	1	Medium
58	Female	Bachelor's	Divorced	32,444	null	25,808	Personal	Unemployed	7	Poor	0.335946	146,765	4	Christianhaven	CT	India	2	1	Medium
69	Female	Master's	Widowed	78,786	664	48,547	Auto	Self-employed	11	Good	0.290854	290,173	0	Butlerfort	ID	Andorra	4	0	Low
43	Female	PhD	Divorced	31,584	706	41,260	Personal	Unemployed	15	Fair	0.253618	90,936	0	Dudleyshire	UT	Reunion	null	1	Low
30	Non-binary	PhD	Single	null	609	13,685	Home	Self-employed	11	Poor	0.455178	41,114	4	Ethanbury	AS	Northern Mariana Islands	1	0	High
27	Female	High School	Single	43,750	685	null	Personal	Employed	19	Fair	0.415327	232,778	null	Dawnville	MS	Haiti	3	2	Medium
42	Male	High School	Single	104,268	null	31,284	Personal	Employed	17	Good	0.151329	164,920	1	East Karen	MT	Tuvalu	2	2	Low
36	Non-binary	Bachelor's	Widowed	61,095	761	40,568	Home	Employed	17	Fair	0.260427	58,038	2	West Paul	VI	Falkland Islands (Malvinas)	1	0	Low
35	Male	High School	Widowed	37,007	null	5,744	Home	Employed	9	Poor	0.207612	251,936	null	Ramirezfort	PW	Norway	2	2	Low
39	Female	High School	Widowed	29,605	703	49,781	Auto	Employed	19	Excellent	0.235605	74,073	0	Vincentshire	SD	Chad	1	1	Medium
31	Non-binary	High School	Married	79,261	737	49,531	Business	Unemployed	6	Excellent	0.225654	122,714	0	West Raventon	LA	Russian Federation	1	1	Medium
62	Female	PhD	Widowed	81,739	745	24,740	Auto	Self-employed	8	Good	0.115765	226,641	4	North Andrew	AK	Christmas Island	null	2	Low
40	Non-binary	Master's	Married	44,241	null	39,574	Personal	Unemployed	1	Poor	0.438543	169,889	null	Lake Andreaview	HI	Cocos (Keeling) Islands	2	0	Low
55	Male	High School	Single	97,219	643	7,786	Personal	Self-employed	9	Good	0.158168	null	0	Woodstown	NM	Pitcairn Islands	0	2	Low
35	Non-binary	Bachelor's	Widowed	46,379	634	21,169	Auto	Self-employed	18	Excellent	0.476825	null	1	Williamside	GA	Cambodia	1	2	Low
44	Non-binary	PhD	Divorced	43,368	null	null	Business	Employed	17	Fair	0.488373	25,408	4	West Paulland	MS	Martinique	1	1	Medium
20	Male	High School	Single	89,177	782	46,465	Auto	Employed	3	Excellent	0.435084	171,773	2	West Zachary	AZ	Niue	4	2	Medium
39	Male	High School	Widowed	37,899	null	23,689	Home	Self-employed	10	Fair	0.511553	235,548	null	Reginachester	FL	Eritrea	3	1	Medium
27	Female	Master's	Married	null	790	39,373	Business	Employed	7	Excellent	0.289293	287,080	3	Christopherview	VI	Reunion	1	0	Medium
41	Male	Master's	Single	28,945	657	31,571	Home	Self-employed	13	Fair	0.127285	189,100	1	South Kendra	AZ	Madagascar	1	0	Low
63	Male	Bachelor's	Divorced	35,611	705	null	Auto	Self-employed	1	Fair	0.335346	101,840	1	Melindaburgh	OR	Ireland	2	0	Low
22	Female	PhD	Widowed	35,234	null	13,418	Auto	Unemployed	3	Fair	0.574926	214,996	null	Kurtbury	IL	Croatia	0	0	Low
62	Male	Bachelor's	Single	85,214	null	38,046	Business	Employed	0	Fair	0.273476	105,549	4	Adamsborough	MP	Belgium	1	0	Low
26	Non-binary	Master's	Married	42,658	649	22,921	Personal	Self-employed	7	Good	0.404651	276,296	2	East Frankchester	DE	Paraguay	0	0	Low
40	Male	High School	Married	89,306	777	43,176	Personal	Employed	13	Good	0.363641	null	null	Port Jamie	MP	Reunion	2	2	Low
33	Female	High School	Divorced	67,941	650	41,623	Business	Unemployed	13	Poor	0.207284	32,512	4	Jonathanburgh	VI	Syrian Arab Republic	2	1	Low
67	Non-binary	Master's	Widowed	106,089	712	47,225	Auto	Employed	1	Fair	0.594194	null	4	East Barbaraburgh	MO	China	3	0	Low
42	Female	Master's	Divorced	49,179	713	24,715	Business	Employed	18	Good	0.219974	278,316	4	Simmonsbury	NJ	Saudi Arabia	4	1	Medium
29	Male	Bachelor's	Married	null	715	18,539	Auto	Employed	15	Good	0.551009	149,309	null	Margaretchester	DE	New Zealand	1	0	Low
19	Male	Bachelor's	Married	111,221	672	39,695	Business	Self-employed	13	Fair	0.479381	162,797	2	New Richardmouth	MI	Korea	null	2	Low
69	Male	High School	Widowed	75,076	785	16,243	Home	Self-employed	17	Good	0.203705	249,472	4	North Duane	NH	Jamaica	3	2	Low
60	Non-binary	Master's	Widowed	44,260	705	44,338	Auto	Self-employed	2	Poor	0.378904	218,279	2	West David	ME	Georgia	0	2	Low
35	Female	PhD	Divorced	56,181	705	43,419	Home	Unemployed	8	Good	0.422877	38,663	3	New Sara	OH	Lesotho	4	0	Low
44	Male	High School	Widowed	94,805	null	20,125	Auto	Unemployed	4	Fair	0.169103	199,452	null	West Mitchellmouth	PW	Syrian Arab Republic	0	2	High
22	Female	Master's	Divorced	56,373	715	28,950	Home	Employed	18	Good	0.161199	171,737	null	Lake Tammietown	NE	Equatorial Guinea	4	2	Low
40	Non-binary	High School	Divorced	119,958	755	10,119	Personal	Employed	6	Good	0.410597	209,161	2	New Tim	PW	Pakistan	2	1	High
46	Female	Master's	Married	null	602	35,678	Auto	Self-employed	8	Fair	0.20075	188,894	4	West Allison	FL	Reunion	2	0	Low
37	Female	High School	Married	null	682	34,400	Auto	Unemployed	2	Fair	0.49415	180,233	3	Anthonyshire	MA	Bahamas	4	2	High
65	Female	High School	Divorced	57,242	753	22,220	Business	Employed	7	Excellent	0.472194	268,042	null	Lake Christineview	FL	Palau	0	0	Low
58	Male	PhD	Single	37,748	686	30,497	Auto	Unemployed	0	Excellent	0.24094	289,343	4	Davisburgh	ME	Burundi	0	1	Low
41	Non-binary	Bachelor's	Single	22,407	749	17,509	Business	Self-employed	4	Excellent	0.179187	99,902	4	Traciberg	MH	Bouvet Island (Bouvetoya)	3	2	Low
43	Male	PhD	Single	47,846	614	49,974	Home	Employed	8	Good	0.182577	null	2	South Heatherberg	VT	Jamaica	4	1	Low
65	Male	Bachelor's	Divorced	71,069	706	null	Home	Employed	13	Good	0.325054	241,062	3	West Lisa	ID	Micronesia	2	2	Medium
35	Male	Bachelor's	Married	61,205	704	25,841	Personal	Employed	10	Poor	0.487325	187,916	4	Knightport	PW	Rwanda	2	2	Low
29	Non-binary	Master's	Divorced	null	660	42,165	Home	Self-employed	2	Poor	0.336305	null	1	Bradleyshire	HI	Grenada	null	1	Low
52	Female	Bachelor's	Widowed	64,436	603	null	Home	Employed	16	Fair	0.272793	null	0	Port Kristineport	WA	Iraq	1	0	Low
36	Female	High School	Married	78,798	722	39,885	Auto	Self-employed	15	Excellent	0.36806	269,389	4	Franciscoberg	ID	American Samoa	4	0	Low
59	Non-binary	PhD	Married	36,555	null	null	Business	Self-employed	10	Poor	0.557903	80,926	3	North Beverly	WA	Albania	2	2	Low
58	Male	Bachelor's	Married	73,143	722	null	Auto	Employed	4	Poor	0.422263	28,650	2	New Alexanderland	MT	Swaziland	1	0	Low
64	Non-binary	Master's	Divorced	102,629	778	34,298	Personal	Self-employed	8	Fair	0.173417	161,964	1	New Jacqueline	ME	Georgia	null	1	Low
45	Male	PhD	Widowed	null	764	26,167	Auto	Employed	7	Fair	0.450647	250,724	2	East Michael	MA	South Georgia and the South Sandwich Islands	2	0	Low
43	Non-binary	Bachelor's	Divorced	114,679	777	38,470	Auto	Employed	5	Good	0.129837	274,485	3	Osbornbury	VI	Costa Rica	3	1	Medium
42	Non-binary	Master's	Widowed	81,561	666	32,258	Business	Employed	17	Fair	0.388244	153,847	2	Brianashire	VT	Peru	4	1	Low
63	Male	High School	Divorced	96,944	687	null	Business	Unemployed	19	Poor	0.519027	245,835	0	East Bailey	CO	Georgia	0	0	Low
20	Female	Master's	Single	88,850	672	8,366	Home	Unemployed	0	Good	0.529062	58,550	2	Kellerbury	KY	United Kingdom	0	0	Medium
18	Female	PhD	Divorced	93,746	684	14,545	Business	Employed	17	Good	0.447282	180,565	0	Jonesside	OR	Mozambique	2	0	Medium
27	Male	Bachelor's	Single	null	646	23,962	Business	Employed	2	Fair	0.206379	141,192	4	New Yvonne	MS	Cape Verde	3	0	Medium
48	Non-binary	High School	Divorced	null	606	40,357	Auto	Unemployed	4	Poor	0.273696	278,929	0	Josephchester	MP	Grenada	1	0	Low
53	Non-binary	Master's	Married	76,812	616	null	Personal	Self-employed	16	Good	0.120158	278,624	0	South Christopher	CT	Guadeloupe	null	2	Medium
59	Male	PhD	Widowed	102,424	630	48,530	Business	Self-employed	16	Fair	0.509856	182,475	2	South Natashaton	AS	Panama	3	1	High
38	Male	Bachelor's	Married	69,851	734	29,004	Home	Unemployed	2	Excellent	0.450383	107,304	null	East Kaitlin	AS	Togo	null	1	High
29	Non-binary	High School	Married	25,943	776	18,374	Home	Employed	18	Good	0.162402	140,910	1	Sharontown	RI	French Guiana	null	2	Low
35	Female	High School	Married	109,627	755	6,719	Personal	Unemployed	18	Excellent	0.121488	234,497	2	Kathyshire	NY	Cayman Islands	3	0	Low
50	Male	High School	Widowed	25,950	701	29,634	Home	Self-employed	9	Poor	0.435861	null	4	North Steven	AK	French Southern Territories	1	1	Low
29	Non-binary	High School	Married	null	603	28,876	Auto	Employed	6	Excellent	0.377622	138,216	0	East Samanthamouth	MA	Luxembourg	0	0	Low
33	Female	Bachelor's	Divorced	107,367	721	22,368	Auto	Employed	4	Good	0.33367	139,728	4	Melissaland	AR	Saint Helena	null	0	Low
30	Female	PhD	Single	26,458	714	11,428	Home	Employed	12	Fair	0.164299	null	4	Port Robertville	AZ	Falkland Islands (Malvinas)	3	1	High
63	Non-binary	Bachelor's	Single	26,647	790	10,033	Auto	Unemployed	12	Good	0.540185	137,014	1	West Jessicashire	WA	Antarctica (the territory South of 60 deg S)	0	2	Low
28	Non-binary	High School	Married	55,242	709	21,179	Business	Employed	7	Poor	0.445025	225,899	1	Meltonborough	MD	Brazil	3	1	Low
38	Non-binary	PhD	Single	99,941	751	30,532	Home	Unemployed	15	Good	0.544974	70,397	1	Michaelland	AK	Sweden	4	0	Medium
55	Male	Bachelor's	Widowed	94,031	null	null	Business	Employed	17	Poor	0.449524	146,567	null	Lake Audrey	WY	Azerbaijan	4	1	Low
25	Female	Bachelor's	Widowed	null	782	27,267	Auto	Self-employed	5	Good	0.510086	267,658	null	West Franciscoville	MO	Ireland	null	0	Low
40	Non-binary	High School	Single	68,086	693	42,230	Business	Unemployed	10	Good	0.254945	null	null	Karenmouth	PW	Korea	null	0	Low
21	Non-binary	PhD	Widowed	33,031	731	null	Home	Employed	1	Good	0.151779	187,376	1	North Amberport	GA	British Virgin Islands	0	1	Medium
67	Female	PhD	Married	32,987	664	30,150	Home	Unemployed	6	Fair	0.470406	267,560	0	Kellyshire	AS	Seychelles	4	2	Medium
49	Male	High School	Widowed	null	637	32,140	Business	Employed	16	Good	0.189602	290,550	2	Hernandeztown	TX	Bhutan	4	1	Low
45	Non-binary	PhD	Married	null	779	25,952	Business	Self-employed	11	Excellent	0.558298	286,627	0	Millerfort	DC	Mongolia	3	0	Low
61	Female	High School	Single	52,780	719	null	Auto	Unemployed	3	Poor	0.165152	272,020	0	Coxstad	ME	Marshall Islands	4	0	Low
34	Non-binary	High School	Single	42,537	602	null	Auto	Employed	3	Excellent	0.116516	135,858	2	New Brandonberg	HI	Niue	1	2	Low
63	Male	PhD	Married	62,311	604	19,760	Auto	Employed	5	Excellent	0.577302	195,388	2	North Kimberlystad	MA	Saint Pierre and Miquelon	3	1	Low
57	Male	High School	Widowed	101,132	null	22,632	Auto	Unemployed	16	Good	0.529908	143,641	null	Veronicaborough	OR	Monaco	4	0	Medium
42	Female	PhD	Married	null	627	null	Home	Employed	3	Good	0.363367	212,081	4	Richardville	IL	Martinique	null	0	Medium
32	Female	High School	Single	79,303	726	5,645	Auto	Unemployed	5	Good	0.366938	235,813	4	Brittanyshire	WI	India	1	1	Low
46	Non-binary	Bachelor's	Widowed	119,020	724	9,806	Business	Self-employed	11	Poor	0.112866	54,801	2	Stevenland	AZ	South Africa	0	1	Low
23	Female	Master's	Single	null	790	11,044	Business	Unemployed	19	Good	0.484919	144,754	0	Davidchester	CA	Bahamas	0	1	High
45	Non-binary	Master's	Divorced	20,704	605	30,800	Business	Unemployed	0	Excellent	0.479517	165,019	null	Lake Janetmouth	NV	Norfolk Island	2	0	Low
66	Female	Bachelor's	Single	104,018	680	33,099	Auto	Self-employed	3	Poor	0.419371	null	null	South Jobury	GA	New Caledonia	0	0	Medium
24	Non-binary	High School	Divorced	85,729	744	14,764	Auto	Employed	18	Fair	0.48297	126,985	0	Arthurhaven	PW	Northern Mariana Islands	3	0	Medium
52	Male	PhD	Married	99,453	774	27,510	Home	Employed	10	Excellent	0.218161	262,530	0	New Megan	DC	Somalia	1	1	Low
44	Non-binary	PhD	Widowed	63,998	742	null	Auto	Unemployed	12	Poor	0.402118	236,347	1	Ronnieton	MN	Switzerland	4	2	Low
22	Non-binary	PhD	Single	38,642	727	7,966	Personal	Unemployed	17	Excellent	0.194686	152,675	3	New Renee	MH	Dominica	4	1	High
69	Male	High School	Divorced	88,458	778	10,611	Home	Employed	1	Poor	0.363719	185,665	0	Kellyfort	NM	Germany	4	1	Low

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