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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
31	Male	Master's	Widowed	98,142	683	49,042	Personal	Self-employed	6	Fair	0.265003	275,178	4	New Taylormouth	CA	Sri Lanka	null	1	Low
53	Female	Master's	Widowed	null	791	39,155	Personal	Employed	10	Excellent	0.246553	48,304	2	New Jason	NJ	Vanuatu	null	2	Low
56	Male	Master's	Divorced	60,720	746	null	Auto	Employed	0	Fair	0.404385	133,249	2	Perkinsberg	MN	Austria	null	2	Medium
49	Non-binary	High School	Single	24,225	null	null	Business	Self-employed	19	Fair	0.158218	35,702	2	Tracyfurt	KY	French Southern Territories	4	2	Medium
57	Female	Master's	Divorced	null	607	17,086	Business	Self-employed	8	Poor	0.528428	119,520	0	Castillobury	NJ	Tanzania	4	0	Low
26	Female	High School	Married	119,258	739	6,779	Auto	Self-employed	15	Good	0.26615	81,845	4	Port Colleen	GA	Saint Martin	3	0	Medium
53	Male	Master's	Single	90,871	762	36,017	Home	Employed	11	Excellent	0.420406	295,127	4	Lake Anthonyshire	DC	Botswana	4	1	Medium
54	Male	Bachelor's	Single	62,898	606	30,860	Business	Self-employed	4	Poor	0.102994	32,368	0	East Charlesside	OH	Sao Tome and Principe	4	2	Medium
29	Female	PhD	Single	48,325	null	10,849	Home	Employed	7	Poor	0.139106	207,503	4	Larsentown	WY	United States Minor Outlying Islands	0	1	Medium
27	Female	Bachelor's	Divorced	60,225	652	25,780	Personal	Employed	6	Good	0.400436	84,075	3	North Cindy	CA	British Indian Ocean Territory (Chagos Archipelago)	4	0	High
23	Male	High School	Divorced	104,716	604	28,443	Auto	Self-employed	11	Excellent	0.196153	242,566	4	Allenshire	NH	Cote d'Ivoire	1	0	Low
55	Non-binary	High School	Divorced	null	628	null	Auto	Unemployed	13	Poor	0.192364	229,351	null	New Patrickhaven	DC	United Arab Emirates	2	1	Medium
18	Male	Master's	Divorced	107,087	637	null	Auto	Unemployed	17	Excellent	0.293287	81,337	2	Port Mariah	OR	Western Sahara	1	1	Low
40	Non-binary	High School	Divorced	78,046	686	39,311	Personal	Employed	13	Good	0.448783	160,316	null	West Vickie	GA	United Kingdom	2	2	Low
40	Male	Master's	Divorced	43,154	782	null	Home	Employed	2	Excellent	0.296574	68,038	2	North Loriland	KY	Angola	3	1	Medium
58	Female	Master's	Single	54,720	620	44,880	Business	Employed	5	Excellent	0.329589	204,179	null	Lake Katherinebury	MP	Philippines	2	0	Low
62	Male	High School	Divorced	37,111	639	23,325	Auto	Unemployed	12	Fair	0.560045	188,847	1	New Dawn	AR	Gabon	2	2	Medium
28	Female	Bachelor's	Single	29,335	709	40,896	Personal	Employed	16	Poor	0.459043	49,558	null	Andrewmouth	HI	Cambodia	null	2	Low
50	Female	Bachelor's	Widowed	103,251	640	27,245	Personal	Self-employed	1	Good	0.461345	283,689	4	Cunninghamport	OH	Palau	0	2	Low
29	Female	Master's	Divorced	27,802	679	null	Business	Unemployed	17	Excellent	0.254901	279,323	4	North Keith	AR	Algeria	2	0	Low
52	Female	Master's	Single	105,211	605	22,066	Business	Unemployed	3	Poor	0.331604	null	1	South Doris	MN	Tonga	null	0	Low
28	Female	PhD	Single	109,007	683	42,920	Personal	Self-employed	4	Poor	0.181316	226,015	0	North Robert	NE	Armenia	1	0	Medium
33	Male	Bachelor's	Married	89,734	682	null	Auto	Unemployed	10	Poor	0.34299	45,494	1	North Cheyenneville	KS	Czech Republic	null	2	Medium
25	Non-binary	Master's	Divorced	32,084	786	32,198	Personal	Self-employed	9	Fair	0.134268	155,611	0	Peterhaven	MP	Kyrgyz Republic	2	2	Low
65	Female	Master's	Widowed	107,408	793	35,134	Personal	Unemployed	14	Excellent	0.175709	27,644	2	Port Kathleenfurt	AS	Namibia	2	0	Low
65	Non-binary	PhD	Widowed	88,816	757	19,150	Personal	Employed	1	Poor	0.224827	40,681	0	Phillipsstad	LA	Afghanistan	1	0	Low
64	Male	Bachelor's	Divorced	64,040	777	null	Auto	Unemployed	11	Excellent	0.201074	285,059	1	East Wesleyshire	NM	Angola	4	0	Low
21	Non-binary	Bachelor's	Single	72,693	798	28,683	Business	Self-employed	15	Poor	0.548037	223,362	0	New Terrishire	TN	Iran	3	2	Medium
42	Male	High School	Single	109,928	776	33,493	Business	Employed	17	Good	0.450973	91,281	2	Jenniferburgh	MN	Austria	3	2	Medium
54	Non-binary	High School	Single	null	null	22,086	Personal	Employed	9	Excellent	0.485032	null	2	West Donaldside	AS	El Salvador	1	1	Medium
61	Male	Master's	Single	36,640	757	13,735	Personal	Unemployed	13	Good	0.475987	247,027	4	North Stevenstad	GA	Israel	null	2	High
34	Non-binary	High School	Widowed	38,447	735	11,024	Business	Employed	13	Excellent	0.378116	176,525	2	Garciaborough	TN	Georgia	3	2	Medium
26	Non-binary	Master's	Single	77,693	660	22,935	Personal	Unemployed	3	Fair	0.411071	null	0	South Christinaland	KY	Ethiopia	1	1	Low
29	Non-binary	Master's	Married	42,540	758	25,134	Business	Self-employed	15	Excellent	0.258821	124,824	1	North Michelleview	NH	Guernsey	3	2	Low
63	Male	High School	Married	82,473	606	30,516	Home	Self-employed	1	Fair	0.303757	175,136	2	Kellertown	NM	Guam	0	0	Low
58	Non-binary	High School	Married	92,944	670	15,159	Personal	Employed	13	Fair	0.14704	null	0	Simonfort	GU	Belgium	2	1	High
65	Male	Master's	Married	118,316	624	41,554	Home	Unemployed	7	Good	0.160117	null	4	Moranview	FM	Mozambique	0	2	High
34	Male	High School	Single	null	759	null	Home	Self-employed	6	Excellent	0.37895	79,439	1	Lake Nicoleton	VT	Turkey	4	2	Medium
53	Non-binary	PhD	Married	null	628	13,512	Home	Self-employed	15	Excellent	0.397893	229,972	null	Aaronview	IL	Switzerland	1	0	Low
48	Female	High School	Widowed	55,287	642	6,492	Business	Self-employed	9	Fair	0.345116	111,253	2	Jimmyport	VT	Djibouti	0	1	Medium
67	Male	PhD	Married	72,452	654	13,571	Home	Employed	8	Fair	0.302986	143,464	0	New Bethchester	PR	Palau	1	2	Low
41	Non-binary	Master's	Widowed	115,263	728	31,019	Personal	Employed	7	Excellent	0.505012	135,866	2	Lake Charles	WV	Malta	4	1	Medium
51	Female	Master's	Single	30,910	622	19,374	Home	Unemployed	18	Poor	0.414163	41,810	0	New Gabriela	NJ	Saint Pierre and Miquelon	4	1	Low
51	Female	Master's	Widowed	87,449	774	46,463	Business	Unemployed	18	Excellent	0.287332	129,521	1	Fergusonville	IN	Nicaragua	2	0	Low
19	Non-binary	Master's	Single	null	701	17,660	Home	Employed	9	Fair	0.408769	null	4	East Sarahborough	IN	Cambodia	2	2	Low
63	Female	High School	Married	110,257	null	22,294	Business	Self-employed	17	Good	0.156459	266,245	0	East John	TX	Palestinian Territory	1	1	High
18	Male	PhD	Divorced	77,114	747	29,509	Auto	Self-employed	16	Good	0.198572	172,613	4	South Morgan	GA	Netherlands	2	1	Low
56	Male	High School	Widowed	106,153	710	9,178	Auto	Unemployed	15	Excellent	0.165959	244,008	3	Georgeshire	NM	Congo	4	0	Low
31	Male	Bachelor's	Married	55,949	765	9,415	Home	Employed	5	Fair	0.137274	102,587	3	Brownfort	MN	American Samoa	1	1	Medium
35	Female	Master's	Single	null	689	15,171	Auto	Employed	16	Fair	0.316052	295,144	1	Port Markmouth	TX	Lao People's Democratic Republic	0	0	High
48	Female	High School	Single	30,845	789	43,866	Auto	Employed	5	Good	0.486903	299,999	4	New William	VI	Saint Pierre and Miquelon	1	0	Low
18	Female	Master's	Married	60,576	758	49,690	Home	Employed	15	Good	0.422971	null	3	New Brianshire	DE	South Africa	2	0	Medium
66	Male	High School	Widowed	67,259	631	36,368	Home	Unemployed	15	Good	0.409127	78,763	null	South Justinbury	AR	Tonga	4	2	Medium
18	Female	High School	Divorced	null	778	null	Home	Employed	9	Poor	0.52329	112,404	2	Nunezmouth	DE	Turkey	0	2	Low
68	Female	PhD	Widowed	null	null	5,661	Auto	Employed	7	Good	0.275727	168,512	0	New Traviston	ID	Myanmar	3	1	Medium
41	Non-binary	High School	Divorced	null	601	null	Auto	Self-employed	13	Excellent	0.383488	210,435	3	North Tylerland	OH	Kenya	0	1	Low
32	Female	PhD	Single	null	null	39,806	Personal	Employed	15	Excellent	0.236775	194,607	3	Amandabury	MI	Micronesia	4	0	Low
30	Male	Bachelor's	Widowed	102,331	790	null	Personal	Unemployed	9	Excellent	0.599809	225,846	0	Annland	IN	Syrian Arab Republic	0	0	High
43	Non-binary	Bachelor's	Married	33,193	null	8,949	Home	Self-employed	13	Fair	0.147149	246,376	null	Port Tammyview	NV	Senegal	2	0	Medium
46	Female	Master's	Single	null	764	10,508	Home	Employed	17	Excellent	0.194836	40,345	3	West Carlastad	PR	Namibia	null	0	Low
62	Male	High School	Married	44,031	779	27,942	Business	Employed	3	Poor	0.107685	99,543	2	Boylehaven	FM	Zambia	0	1	High
19	Female	High School	Married	80,197	766	10,831	Personal	Unemployed	16	Poor	0.386467	null	4	South Hunter	WY	Malta	null	1	Medium
39	Male	High School	Single	52,879	728	11,143	Personal	Employed	11	Poor	0.313028	null	1	Michaelburgh	NH	Kenya	2	0	Low
27	Male	Bachelor's	Divorced	35,270	null	39,693	Business	Unemployed	11	Good	0.564133	30,495	3	East Anthony	MN	Thailand	0	2	Medium
18	Female	Bachelor's	Divorced	112,881	698	5,069	Personal	Self-employed	11	Fair	0.422672	279,962	0	Amandatown	ND	Seychelles	2	0	Medium
67	Male	Master's	Divorced	null	746	null	Auto	Unemployed	2	Fair	0.48278	261,303	0	Port Margaretland	MT	Seychelles	4	1	Low
33	Male	Bachelor's	Divorced	96,054	715	20,481	Business	Self-employed	8	Good	0.330388	297,773	1	Jessefurt	NH	Thailand	1	0	Low
64	Male	PhD	Widowed	111,310	639	48,548	Personal	Employed	0	Excellent	0.284247	48,695	4	North Jesse	VA	Palestinian Territory	3	2	Low
50	Female	High School	Divorced	null	795	6,232	Personal	Unemployed	17	Poor	0.399866	null	2	North Willie	WI	Suriname	3	0	Medium
62	Female	Master's	Single	22,870	745	37,853	Business	Self-employed	2	Poor	0.319767	null	4	Parkerfort	AZ	French Guiana	4	2	High
66	Male	Bachelor's	Divorced	23,098	612	null	Business	Self-employed	7	Poor	0.238929	null	2	Brownton	WI	Bermuda	null	1	Low
39	Female	High School	Single	null	753	null	Business	Self-employed	2	Good	0.331139	null	0	Port Laceyton	CO	Cameroon	2	0	Medium
50	Female	Bachelor's	Single	20,064	794	null	Business	Unemployed	13	Excellent	0.421157	195,012	1	Lake Lynn	WY	Niger	3	0	Low
50	Female	High School	Widowed	23,017	684	36,244	Auto	Self-employed	13	Poor	0.244679	271,898	1	Valenciafurt	AR	Brunei Darussalam	4	0	High
18	Male	PhD	Married	103,441	677	43,513	Home	Unemployed	17	Good	0.452669	138,732	1	Samanthaville	WI	Burundi	null	2	Low
27	Female	High School	Single	28,265	695	28,486	Business	Self-employed	12	Good	0.519599	113,627	3	Fowlerport	NV	Bahamas	3	2	Medium
37	Female	High School	Widowed	112,154	608	21,411	Home	Self-employed	1	Good	0.347266	130,631	0	Melissafort	CA	Eritrea	4	2	Medium
41	Male	Master's	Single	104,320	624	13,545	Personal	Unemployed	3	Poor	0.208869	null	3	Erinberg	SC	Kiribati	4	1	Medium
26	Non-binary	PhD	Widowed	78,479	661	null	Home	Self-employed	10	Fair	0.349666	44,992	3	Taylorbury	ND	Luxembourg	null	0	Medium
57	Non-binary	High School	Single	101,434	758	37,868	Personal	Unemployed	10	Excellent	0.230893	207,867	2	Christineland	WY	Jersey	0	1	Medium
21	Male	Bachelor's	Widowed	68,599	null	37,519	Personal	Unemployed	5	Poor	0.242855	113,987	0	Amandahaven	MS	Morocco	4	1	Low
41	Non-binary	Bachelor's	Single	27,076	668	8,759	Home	Self-employed	15	Good	0.134099	47,646	2	Jenniferville	TN	Estonia	1	2	Low
41	Female	Bachelor's	Divorced	112,221	772	33,936	Home	Unemployed	18	Excellent	0.395466	190,208	0	West Johnny	MA	British Indian Ocean Territory (Chagos Archipelago)	3	0	Medium
47	Non-binary	PhD	Widowed	108,325	717	20,025	Home	Self-employed	18	Excellent	0.214891	221,546	2	Jacksonmouth	AK	Macao	null	0	Medium
53	Male	High School	Widowed	84,973	714	null	Personal	Self-employed	9	Fair	0.431311	null	null	West Madison	GU	Haiti	3	1	Low
37	Male	High School	Widowed	89,283	706	28,653	Home	Unemployed	9	Good	0.536586	203,375	4	Millershire	MH	Korea	null	0	Low
69	Non-binary	PhD	Widowed	23,717	603	44,324	Auto	Employed	8	Poor	0.141057	262,801	0	Port Charles	MN	Holy See (Vatican City State)	1	1	Medium
52	Male	Master's	Widowed	null	634	33,822	Home	Unemployed	13	Fair	0.203481	71,572	2	Stephenton	AR	South Africa	2	1	Medium
59	Non-binary	High School	Single	null	695	44,588	Auto	Employed	17	Fair	0.294425	126,105	1	South James	FM	Kazakhstan	3	0	High
58	Female	High School	Widowed	49,895	645	23,773	Home	Unemployed	16	Excellent	0.440286	53,493	4	Allisonland	GU	Malaysia	4	0	Medium
68	Male	Master's	Married	45,757	733	24,607	Business	Unemployed	16	Poor	0.285409	149,563	4	Lake Alexander	GA	Swaziland	null	1	Low
68	Non-binary	High School	Married	29,212	751	6,012	Home	Self-employed	4	Excellent	0.460083	206,514	1	East Christopher	DE	Cuba	4	0	High
34	Female	PhD	Widowed	119,618	688	39,418	Auto	Self-employed	9	Fair	0.315485	231,218	3	Lake Joshuastad	MP	Congo	null	1	Medium
61	Non-binary	PhD	Single	59,238	685	22,787	Home	Unemployed	12	Poor	0.188267	166,626	0	East Catherine	VI	Chad	4	2	Low
57	Female	High School	Married	92,551	null	5,710	Home	Self-employed	6	Excellent	0.47807	215,942	4	Hayesberg	TN	Argentina	4	1	Low
60	Non-binary	PhD	Widowed	null	666	33,692	Home	Unemployed	8	Good	0.416416	null	4	East Amandahaven	AL	Armenia	4	1	Medium
29	Female	PhD	Widowed	104,675	718	45,358	Personal	Unemployed	8	Good	0.524393	251,930	2	East Gabrieltown	AL	Aruba	3	0	Medium
62	Non-binary	Bachelor's	Divorced	55,561	783	null	Home	Unemployed	13	Good	0.435337	200,688	3	West Diane	RI	Montserrat	0	1	Low
42	Non-binary	Bachelor's	Divorced	null	610	32,015	Auto	Unemployed	5	Excellent	0.125377	null	1	Kimville	SC	Micronesia	4	1	Medium
40	Male	Bachelor's	Married	51,147	null	8,571	Home	Employed	10	Excellent	0.593237	null	4	North Sophia	WV	Bangladesh	2	2	Low

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