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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
52	Male	Master's	Divorced	46,998	796	13,787	Home	Self-employed	16	Poor	0.145248	229,201	4	Brittanymouth	ND	French Southern Territories	null	0	High
22	Female	Bachelor's	Widowed	31,467	654	38,885	Personal	Employed	1	Poor	0.584143	73,183	0	New Kevinborough	MN	Ukraine	1	1	Low
59	Non-binary	PhD	Divorced	null	643	49,865	Auto	Employed	12	Good	0.461958	123,051	null	Jamesside	PR	Samoa	4	1	Low
38	Male	Bachelor's	Married	22,369	745	17,101	Business	Unemployed	3	Poor	0.424081	121,824	2	East Marcus	CO	Mozambique	3	1	Low
58	Female	Master's	Single	102,782	623	16,258	Personal	Unemployed	5	Fair	0.209942	171,699	1	New Gary	WA	Tuvalu	4	1	Medium
26	Female	Bachelor's	Single	null	606	46,037	Personal	Self-employed	18	Good	0.291256	134,108	1	Port Danielport	VA	Moldova	4	1	Medium
43	Non-binary	PhD	Widowed	76,395	692	29,491	Personal	Unemployed	17	Good	0.343236	110,356	4	Hernandezburgh	KS	Gambia	4	0	Medium
52	Male	High School	Married	null	613	16,884	Business	Self-employed	3	Good	0.150679	219,403	1	Samuelborough	PW	United States Minor Outlying Islands	0	2	Low
51	Female	Bachelor's	Widowed	101,144	698	null	Business	Employed	14	Excellent	0.225866	68,014	1	Wheelertown	KS	Anguilla	3	2	Medium
22	Male	High School	Single	39,276	null	7,675	Home	Employed	12	Good	0.553063	null	3	Jessehaven	AL	Falkland Islands (Malvinas)	2	0	Low
66	Non-binary	High School	Widowed	null	642	27,859	Auto	Self-employed	17	Poor	0.299317	215,026	4	East Andrea	WA	Costa Rica	null	0	Low
23	Male	High School	Divorced	47,757	null	21,906	Personal	Unemployed	5	Poor	0.367824	262,271	0	Port Lisashire	SC	Malta	2	0	Low
45	Non-binary	Master's	Single	null	666	11,856	Business	Employed	12	Excellent	0.364083	265,256	2	Lake Kevinview	TN	Bolivia	0	1	Low
49	Non-binary	High School	Widowed	54,954	625	34,006	Business	Employed	7	Excellent	0.307238	64,939	4	Malloryville	VA	Timor-Leste	null	2	Low
43	Male	PhD	Single	58,218	null	12,688	Home	Unemployed	18	Good	0.413681	235,064	null	North Meganchester	IN	Iran	4	2	Low
58	Male	Master's	Divorced	68,328	null	47,180	Auto	Self-employed	5	Fair	0.323909	41,520	4	Jillbury	PR	Lithuania	1	0	Low
49	Non-binary	PhD	Divorced	85,729	750	28,665	Auto	Unemployed	9	Excellent	0.27276	143,359	0	Lake Brooke	ND	Yemen	null	0	Medium
27	Male	PhD	Married	79,660	718	8,771	Business	Employed	12	Good	0.353292	null	null	Pearsonfurt	VT	Indonesia	4	0	Low
62	Female	PhD	Married	84,527	605	null	Personal	Unemployed	14	Good	0.311242	29,414	null	Port Kiarafurt	OK	Thailand	3	1	Medium
34	Female	Bachelor's	Widowed	114,025	630	25,866	Home	Unemployed	4	Poor	0.148846	null	null	New Sandrafurt	KY	Ethiopia	0	0	Low
45	Male	PhD	Widowed	101,339	606	25,114	Home	Employed	12	Poor	0.227995	142,924	null	East Jessica	NV	Papua New Guinea	2	2	Medium
43	Female	Bachelor's	Widowed	64,890	713	44,582	Personal	Unemployed	11	Poor	0.378591	null	null	East Scottshire	CO	Montenegro	0	1	Medium
56	Non-binary	Master's	Single	null	620	37,596	Personal	Unemployed	6	Poor	0.525828	212,132	null	East Joshuastad	MD	Venezuela	2	0	Low
48	Male	High School	Married	65,037	719	7,050	Auto	Unemployed	2	Poor	0.109148	123,478	null	Port Victoria	MN	Azerbaijan	3	0	Low
21	Female	Master's	Widowed	50,498	639	23,663	Home	Unemployed	12	Excellent	0.508891	157,562	null	Collinsside	WA	Nepal	4	1	Low
19	Male	High School	Widowed	117,305	621	44,227	Home	Employed	19	Fair	0.317016	202,118	2	Davisberg	PW	Malta	4	1	Medium
45	Female	High School	Single	87,345	696	27,772	Home	Employed	1	Fair	0.330935	null	3	Port Rebeccaburgh	MO	Namibia	3	2	Medium
19	Non-binary	PhD	Single	38,242	725	31,451	Personal	Self-employed	12	Excellent	0.347931	176,217	3	East Jennamouth	VA	Kiribati	1	2	Low
30	Male	PhD	Single	118,053	743	11,240	Business	Self-employed	10	Good	0.558418	null	2	Port Kaitlyn	NM	Guernsey	null	2	Medium
47	Non-binary	PhD	Single	101,986	752	19,843	Personal	Unemployed	8	Fair	0.301689	293,328	3	Benderside	IA	Cocos (Keeling) Islands	3	1	Low
52	Male	Bachelor's	Single	56,214	637	36,432	Auto	Self-employed	1	Good	0.537563	266,803	0	Smithshire	NH	Guinea-Bissau	4	1	Low
64	Female	High School	Divorced	37,344	683	14,890	Home	Employed	2	Excellent	0.234734	299,810	4	Michaelhaven	IA	Jersey	3	1	Medium
36	Male	High School	Divorced	41,485	null	21,268	Business	Self-employed	10	Good	0.509695	147,634	1	Thomasmouth	NY	Niue	null	1	Medium
68	Non-binary	PhD	Divorced	82,726	781	25,677	Personal	Employed	2	Excellent	0.296866	84,110	1	Joelstad	NJ	Palestinian Territory	1	0	Low
21	Female	Master's	Widowed	null	685	36,942	Auto	Unemployed	12	Good	0.356985	118,342	1	Lake Joseph	WI	Tonga	1	2	Low
30	Non-binary	Bachelor's	Widowed	116,490	727	32,521	Personal	Unemployed	19	Poor	0.506796	42,304	3	Trevorview	FM	Gabon	1	2	Low
64	Female	Bachelor's	Divorced	28,302	609	43,120	Business	Self-employed	17	Good	0.4638	null	2	North James	OR	Seychelles	1	1	Low
68	Female	Bachelor's	Widowed	null	618	23,170	Personal	Unemployed	1	Excellent	0.482043	44,276	4	Port Amandaton	ND	Iceland	2	2	Low
23	Female	Bachelor's	Married	null	663	null	Auto	Employed	12	Good	0.290244	276,665	0	South Melissaburgh	TX	El Salvador	null	2	Low
23	Non-binary	Bachelor's	Widowed	90,624	790	19,251	Business	Employed	4	Excellent	0.536793	79,181	4	New Kylie	KY	Hong Kong	null	0	Low
57	Non-binary	Master's	Divorced	68,988	747	28,119	Home	Self-employed	9	Good	0.391409	42,666	4	Lake Kathryn	MS	Montserrat	4	0	Low
26	Non-binary	PhD	Divorced	113,554	null	24,584	Business	Unemployed	2	Excellent	0.111441	276,088	2	East Renee	NE	Turks and Caicos Islands	0	2	Medium
42	Male	Bachelor's	Single	101,163	788	7,015	Home	Unemployed	19	Good	0.570271	null	1	Martinview	TN	American Samoa	3	1	Low
18	Female	PhD	Divorced	103,459	679	39,411	Auto	Employed	8	Excellent	0.265975	null	0	West Pamelamouth	PR	Guernsey	0	1	Low
68	Female	Bachelor's	Divorced	59,899	743	44,581	Business	Self-employed	2	Poor	0.413927	287,416	1	North Lance	MT	Norway	4	2	High
58	Non-binary	Bachelor's	Widowed	null	677	41,899	Home	Employed	12	Good	0.27537	null	3	New Seanside	OR	Serbia	2	0	Low
40	Male	High School	Divorced	70,061	736	8,487	Personal	Unemployed	10	Poor	0.373613	235,972	0	Port Kelsey	WA	Burkina Faso	4	0	Low
66	Non-binary	Bachelor's	Single	117,955	778	37,155	Personal	Employed	4	Fair	0.410578	241,391	0	Port Justin	ID	Martinique	4	0	Low
64	Male	High School	Divorced	45,358	null	39,436	Personal	Employed	10	Poor	0.361482	40,990	2	Adamsport	OH	Macao	3	2	Low
62	Non-binary	PhD	Single	null	799	17,509	Auto	Unemployed	14	Fair	0.256831	171,530	1	Tonybury	MO	North Macedonia	null	1	Low
18	Non-binary	PhD	Single	62,078	731	40,322	Auto	Self-employed	2	Fair	0.170336	85,816	null	West Janicehaven	GU	Netherlands	1	1	Low
21	Female	Bachelor's	Married	55,516	795	29,198	Auto	Employed	18	Poor	0.365197	null	4	Madisonchester	OR	French Guiana	4	0	Medium
24	Female	PhD	Married	60,955	618	null	Business	Self-employed	18	Good	0.482721	null	null	Victorview	KY	Martinique	3	2	Low
59	Female	Master's	Married	88,456	718	12,647	Business	Employed	11	Poor	0.311044	174,835	0	Courtneyfort	TN	Norway	1	0	Low
53	Non-binary	Bachelor's	Widowed	93,765	792	16,502	Auto	Employed	11	Good	0.590792	null	2	West Kelly	AZ	Poland	3	0	Medium
50	Female	High School	Divorced	71,302	null	28,735	Home	Employed	16	Excellent	0.265574	220,049	null	Meltonfort	DE	Timor-Leste	2	1	Low
56	Non-binary	High School	Single	35,554	620	9,705	Personal	Unemployed	11	Excellent	0.327193	222,721	3	West Codyport	ID	Jersey	2	2	Low
48	Male	Master's	Widowed	93,809	723	10,101	Home	Unemployed	13	Excellent	0.516633	118,027	0	South Gabriellehaven	AR	Bhutan	3	0	Low
19	Non-binary	PhD	Divorced	85,039	783	47,733	Personal	Unemployed	16	Fair	0.47813	247,054	1	Lisahaven	WI	Israel	1	1	Medium
59	Male	High School	Single	109,939	691	48,519	Personal	Employed	5	Fair	0.259573	159,535	1	West Robert	CA	Uruguay	null	2	Medium
64	Non-binary	High School	Single	90,775	766	11,077	Home	Employed	6	Poor	0.348401	143,660	4	Lake Deborahfurt	CA	Aruba	3	1	Medium
21	Female	PhD	Married	35,169	638	38,057	Auto	Self-employed	19	Fair	0.218662	259,681	3	Smithchester	MA	Antarctica (the territory South of 60 deg S)	3	1	Low
59	Male	Bachelor's	Single	null	null	30,820	Home	Employed	8	Fair	0.15046	274,861	3	Marthatown	OH	Montenegro	1	2	High
19	Female	High School	Married	93,768	607	36,340	Home	Self-employed	10	Good	0.256933	null	0	Cruzside	IN	Guernsey	1	0	High
48	Male	PhD	Widowed	97,818	756	30,999	Personal	Self-employed	0	Good	0.513396	142,952	1	North Williamton	AZ	Tunisia	4	0	Low
63	Female	Bachelor's	Divorced	103,312	606	11,947	Personal	Self-employed	11	Fair	0.255462	110,286	1	Kevinland	NE	Bermuda	1	1	Low
37	Non-binary	Bachelor's	Married	70,406	null	37,287	Auto	Employed	14	Poor	0.479561	157,004	0	Jensenfurt	DE	Suriname	null	2	Low
18	Non-binary	High School	Married	46,119	null	22,989	Business	Employed	16	Poor	0.459129	null	null	Juliaburgh	RI	Libyan Arab Jamahiriya	2	2	Low
67	Male	PhD	Widowed	71,481	788	36,790	Auto	Self-employed	9	Excellent	0.281988	292,983	2	Lake Elizabethtown	NJ	Korea	0	1	Low
45	Female	Bachelor's	Widowed	72,664	706	41,389	Auto	Employed	1	Good	0.12525	null	4	West Gregoryfort	KY	French Guiana	2	1	Low
43	Non-binary	PhD	Widowed	91,428	null	24,507	Auto	Self-employed	18	Fair	0.118577	227,588	4	Suzanneshire	TX	Lao People's Democratic Republic	0	0	Low
27	Non-binary	Master's	Married	118,844	724	38,856	Personal	Self-employed	9	Excellent	0.203825	null	1	Luisland	TX	Brunei Darussalam	4	1	Medium
47	Female	Bachelor's	Single	51,351	749	null	Personal	Self-employed	9	Poor	0.16893	186,650	null	East Jennifer	ME	Brunei Darussalam	3	0	Low
19	Non-binary	Master's	Widowed	null	604	null	Auto	Unemployed	6	Excellent	0.169771	null	2	Nicoleport	PW	Guinea	0	2	Low
49	Female	High School	Single	87,982	728	33,999	Home	Unemployed	15	Excellent	0.357624	null	0	Lake Williamburgh	OR	Botswana	1	0	Medium
62	Male	PhD	Married	71,127	660	null	Auto	Self-employed	10	Good	0.378231	212,260	3	Williamberg	UT	Sri Lanka	1	2	Medium
64	Female	High School	Widowed	75,983	null	45,629	Personal	Self-employed	13	Fair	0.551661	34,690	3	South Ethanshire	GU	San Marino	0	2	Low
41	Male	Bachelor's	Divorced	82,293	795	49,499	Home	Self-employed	16	Poor	0.355786	null	1	North Alexandermouth	CT	Togo	3	2	Low
35	Non-binary	Master's	Single	95,902	710	7,215	Home	Self-employed	3	Excellent	0.210826	247,412	3	New Jeremyland	VA	Micronesia	4	2	Medium
64	Non-binary	High School	Divorced	95,866	674	45,229	Personal	Self-employed	13	Excellent	0.459178	138,642	0	Pamelaland	PA	Andorra	3	1	High
47	Non-binary	Bachelor's	Single	73,164	639	23,892	Business	Self-employed	1	Excellent	0.125449	null	4	Brianland	IL	Madagascar	1	1	High
61	Female	High School	Divorced	null	729	23,617	Auto	Unemployed	15	Fair	0.414441	221,395	2	Elijahmouth	IL	Kiribati	1	2	High
27	Female	High School	Single	59,293	632	null	Home	Unemployed	16	Good	0.485686	143,903	0	Adammouth	ME	Vanuatu	1	1	Low
28	Non-binary	Master's	Married	69,830	611	41,271	Personal	Self-employed	3	Poor	0.544713	153,780	3	Darrelltown	MT	Canada	0	2	Medium
61	Male	PhD	Widowed	28,486	669	45,132	Personal	Self-employed	9	Excellent	0.212467	112,994	null	Jacobstad	IN	Israel	1	0	Low
58	Female	High School	Married	58,913	685	9,176	Auto	Self-employed	5	Fair	0.141508	72,032	0	Ianton	UT	Dominica	3	1	High
27	Male	Master's	Single	103,994	654	14,036	Auto	Self-employed	3	Poor	0.197067	119,157	1	West Stanley	RI	Lesotho	4	2	Medium
44	Male	Bachelor's	Single	null	740	15,230	Auto	Self-employed	19	Poor	0.255695	260,995	3	Johnsonport	CT	Norfolk Island	1	1	Medium
56	Male	Master's	Divorced	58,655	775	11,538	Home	Unemployed	10	Poor	0.254093	257,735	0	Brandonshire	KY	Syrian Arab Republic	null	2	Low
42	Male	High School	Widowed	54,314	629	6,188	Auto	Unemployed	5	Fair	0.290132	93,901	1	Roberttown	PW	Nepal	3	0	Low
30	Male	Master's	Single	37,839	795	6,625	Business	Unemployed	8	Fair	0.52547	99,793	1	South Amandastad	NE	Belize	2	1	Low
52	Female	Bachelor's	Married	56,212	null	13,526	Home	Self-employed	18	Poor	0.273845	null	null	Jenniferview	RI	French Guiana	2	2	Low
56	Female	Master's	Divorced	49,550	769	null	Personal	Self-employed	5	Good	0.426461	294,562	2	South Linda	MI	Philippines	1	2	Low
66	Male	Bachelor's	Married	119,158	615	34,704	Auto	Employed	15	Fair	0.130845	66,896	null	West Brandon	OR	Sudan	1	2	Medium
25	Female	Bachelor's	Single	119,790	707	27,093	Business	Employed	1	Poor	0.572996	236,010	4	Jocelynborough	NY	Macao	0	2	Low
18	Non-binary	High School	Single	105,180	706	44,368	Business	Self-employed	11	Good	0.238578	null	1	Johnland	PW	Fiji	0	2	Low
39	Female	Master's	Widowed	116,384	723	15,208	Home	Employed	16	Good	0.406482	240,112	null	East Jonathan	FM	United Arab Emirates	2	0	Low
61	Male	Bachelor's	Divorced	110,216	711	47,211	Home	Self-employed	9	Fair	0.448389	45,880	1	Michaelhaven	DE	Belize	3	2	Low
34	Non-binary	Master's	Divorced	47,912	750	47,213	Business	Unemployed	14	Fair	0.378789	40,365	4	Shawstad	NY	Slovakia (Slovak Republic)	null	0	Low
43	Female	Master's	Married	77,172	636	37,921	Auto	Self-employed	4	Good	0.278236	95,457	4	Daniellehaven	NE	Czech Republic	null	2	Medium

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