Split (1)

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
32	Female	Bachelor's	Married	85,227	null	14,532	Auto	Unemployed	7	Poor	0.122021	287,137	0	Gonzalezview	FM	Congo	0	0	Low
69	Male	Master's	Single	96,524	703	38,530	Auto	Employed	0	Fair	0.299651	27,115	2	Jonesshire	KS	Faroe Islands	4	2	Medium
39	Male	PhD	Divorced	24,539	789	16,107	Home	Employed	7	Excellent	0.11122	93,619	2	Lisatown	NH	Germany	2	0	Low
67	Non-binary	PhD	Widowed	83,828	662	38,072	Auto	Employed	3	Excellent	0.13002	234,175	2	Jessicamouth	PA	Lao People's Democratic Republic	0	2	Medium
39	Female	Bachelor's	Married	64,420	null	17,855	Auto	Self-employed	10	Poor	0.190828	113,424	1	Port Nicolestad	GA	Cocos (Keeling) Islands	2	1	Low
33	Male	PhD	Married	20,794	737	11,073	Home	Unemployed	11	Poor	0.419267	248,812	4	West Dawn	DE	Zambia	2	0	Medium
31	Male	Master's	Widowed	80,385	790	34,774	Personal	Self-employed	0	Excellent	0.535424	238,785	0	Nielsenhaven	AZ	Congo	4	1	Low
53	Male	PhD	Married	null	762	8,706	Auto	Employed	12	Good	0.142513	185,815	3	Michaelmouth	NJ	Albania	null	2	Low
28	Male	Master's	Widowed	59,023	null	11,663	Home	Employed	8	Poor	0.493873	169,307	4	Lake Davidmouth	NY	Antarctica (the territory South of 60 deg S)	2	0	Low
39	Male	Bachelor's	Divorced	108,161	657	44,577	Auto	Employed	8	Excellent	0.222666	160,466	null	Lake Deannaland	HI	Vietnam	0	2	Medium
59	Male	PhD	Married	20,972	753	13,905	Home	Self-employed	0	Poor	0.139933	37,510	3	East Hannahmouth	MI	Bolivia	4	0	Low
69	Male	PhD	Widowed	75,037	685	40,819	Business	Unemployed	9	Poor	0.578119	276,311	1	East Karen	RI	Russian Federation	1	2	Low
52	Non-binary	PhD	Single	null	754	32,442	Home	Self-employed	7	Good	0.233322	228,869	3	Martinview	OH	Uruguay	null	0	Low
37	Female	PhD	Single	97,123	771	30,777	Personal	Self-employed	10	Poor	0.408389	83,719	2	Mayfurt	HI	Palau	4	2	Low
27	Female	PhD	Single	76,450	null	29,964	Auto	Employed	13	Good	0.233231	110,852	null	Sandrabury	AR	Cook Islands	null	1	Medium
35	Female	Master's	Single	74,626	681	26,565	Auto	Self-employed	19	Poor	0.586224	null	null	Warrenton	TX	Uzbekistan	4	2	High
49	Non-binary	Bachelor's	Married	53,800	649	null	Business	Self-employed	2	Poor	0.513779	null	0	Jonathonborough	PA	Nepal	2	0	Low
25	Non-binary	PhD	Married	92,832	718	45,198	Auto	Employed	15	Poor	0.28604	106,439	3	South Claudia	NC	Niue	1	0	Low
22	Non-binary	Master's	Divorced	null	719	25,732	Personal	Unemployed	12	Fair	0.154717	115,609	0	Debramouth	ID	Uruguay	3	1	Medium
55	Non-binary	Bachelor's	Married	99,698	725	39,079	Personal	Self-employed	0	Fair	0.224655	93,750	2	North Danielmouth	TX	Saint Martin	1	2	Medium
22	Female	Master's	Widowed	39,329	647	null	Business	Employed	9	Excellent	0.457606	217,577	0	Lake Paul	CA	Seychelles	1	0	High
64	Female	Master's	Divorced	34,059	783	48,542	Personal	Unemployed	5	Poor	0.252013	null	2	Alfredville	WY	Algeria	3	2	High
34	Female	High School	Married	67,717	724	32,578	Business	Unemployed	7	Poor	0.344278	null	2	Alexanderhaven	CT	Dominican Republic	4	2	Low
67	Male	Master's	Married	91,082	646	45,024	Auto	Self-employed	5	Good	0.594366	62,799	4	Lake James	WA	Mayotte	null	1	Medium
37	Female	Bachelor's	Widowed	null	621	47,918	Home	Unemployed	13	Fair	0.423213	101,637	2	Shawland	DC	Saint Lucia	3	0	Low
50	Non-binary	Master's	Divorced	103,460	623	34,363	Auto	Unemployed	7	Poor	0.115784	64,808	2	Gonzalezstad	MO	Denmark	1	2	Low
68	Non-binary	Master's	Married	72,714	631	22,999	Business	Employed	12	Poor	0.504593	23,134	4	Kristinahaven	TN	Luxembourg	null	2	Low
35	Non-binary	PhD	Married	null	null	48,635	Auto	Self-employed	8	Good	0.131818	91,569	3	Emilymouth	VA	British Indian Ocean Territory (Chagos Archipelago)	0	0	Low
59	Female	PhD	Widowed	107,762	786	38,375	Home	Unemployed	16	Good	0.404372	198,172	0	Port Brianberg	IN	Seychelles	3	1	Medium
61	Female	High School	Widowed	108,706	null	47,735	Business	Employed	5	Fair	0.231859	112,429	2	Lake Scotthaven	WA	Afghanistan	0	0	Medium
63	Non-binary	High School	Widowed	91,616	654	29,211	Home	Unemployed	0	Good	0.374739	285,021	0	Jenniferfort	OH	Finland	1	0	Medium
29	Female	PhD	Married	21,218	695	null	Auto	Employed	1	Fair	0.267064	289,520	null	West Marcus	TX	Cape Verde	3	2	Low
36	Female	Bachelor's	Single	115,719	629	7,717	Personal	Self-employed	1	Poor	0.382977	127,974	1	New Oliviashire	MT	Kuwait	2	1	Low
57	Non-binary	PhD	Single	95,082	649	16,935	Home	Self-employed	8	Poor	0.32566	94,625	0	New Tamarahaven	OK	Honduras	null	0	Low
20	Non-binary	High School	Divorced	100,066	682	40,863	Personal	Self-employed	5	Good	0.460608	22,404	4	Ballardhaven	AS	Jordan	4	2	High
26	Female	Bachelor's	Divorced	42,347	713	30,194	Business	Employed	5	Poor	0.463144	36,720	2	North Anthony	AL	Finland	3	2	Medium
39	Female	PhD	Single	85,696	665	null	Auto	Employed	19	Fair	0.23731	80,653	1	North Jasminbury	AK	Saint Barthelemy	1	0	Low
49	Male	PhD	Divorced	84,261	640	49,666	Home	Employed	11	Good	0.475576	299,724	0	Erikaberg	AZ	Jordan	4	2	Medium
62	Non-binary	Bachelor's	Divorced	30,204	624	37,010	Auto	Unemployed	4	Poor	0.578852	141,946	1	West Kim	WA	Guinea-Bissau	3	1	Low
37	Non-binary	Master's	Single	32,872	756	20,874	Home	Self-employed	15	Poor	0.436637	147,220	4	East Staceytown	NV	Cook Islands	1	0	Low
45	Male	PhD	Widowed	27,444	670	6,110	Home	Employed	5	Excellent	0.309395	233,568	4	New Jasonfurt	ME	Kazakhstan	4	0	High
59	Male	High School	Widowed	117,047	767	30,420	Auto	Self-employed	5	Poor	0.242557	67,281	null	Petersenmouth	AZ	Mozambique	2	0	Low
45	Non-binary	Master's	Single	118,489	725	8,210	Business	Employed	8	Good	0.315995	155,283	1	Lake Nicoleburgh	PW	El Salvador	4	0	Medium
66	Non-binary	PhD	Single	58,921	708	34,994	Business	Employed	4	Poor	0.409201	284,886	4	Ericshire	FL	Georgia	0	1	Medium
20	Female	High School	Widowed	57,459	null	35,290	Personal	Self-employed	7	Poor	0.120306	184,821	4	New Antonioshire	MN	Uzbekistan	4	0	Medium
49	Non-binary	High School	Divorced	45,236	743	23,341	Personal	Self-employed	3	Fair	0.414051	106,365	null	North Christopherfort	PA	Haiti	2	1	Low
64	Non-binary	High School	Single	27,837	742	34,213	Auto	Self-employed	16	Fair	0.569967	101,550	0	Lake Lisa	WV	Samoa	null	2	Low
68	Male	Master's	Divorced	null	665	null	Auto	Self-employed	9	Fair	0.401043	100,417	null	South Benjamintown	NM	British Virgin Islands	3	2	High
56	Non-binary	High School	Divorced	104,688	782	42,080	Home	Unemployed	10	Good	0.384358	119,743	0	Lucasstad	WY	Armenia	1	2	High
46	Male	High School	Widowed	29,145	709	null	Home	Employed	2	Poor	0.343598	290,144	0	New Mariomouth	NV	South Georgia and the South Sandwich Islands	2	2	Low
27	Non-binary	Master's	Divorced	31,093	null	37,961	Personal	Employed	18	Good	0.532627	32,998	0	New Cherylshire	NM	Russian Federation	null	2	Low
49	Non-binary	Bachelor's	Married	35,493	640	13,998	Business	Self-employed	16	Good	0.264711	null	1	Jeffreychester	KS	Bulgaria	4	1	Low
45	Female	Master's	Widowed	39,056	null	12,238	Business	Self-employed	7	Fair	0.589231	101,890	0	Port Michellehaven	WV	Montenegro	null	0	Low
52	Female	PhD	Married	51,716	792	29,942	Business	Self-employed	15	Excellent	0.545339	null	1	Adamsstad	GU	Bahamas	3	0	Medium
25	Male	Bachelor's	Divorced	114,414	659	7,012	Personal	Employed	0	Fair	0.267338	167,209	2	South Robertview	MA	Comoros	2	1	Low
62	Female	PhD	Married	21,223	639	17,587	Auto	Self-employed	19	Fair	0.51705	216,580	3	Whiteton	MP	Barbados	3	1	Low
36	Male	PhD	Single	34,864	782	11,357	Auto	Unemployed	1	Poor	0.322304	null	null	Port Megan	WA	Faroe Islands	1	1	High
64	Non-binary	PhD	Divorced	112,489	772	18,035	Business	Self-employed	5	Good	0.279842	240,769	2	Vangfurt	MH	Mongolia	3	0	Medium
59	Male	High School	Widowed	99,882	null	48,904	Home	Self-employed	3	Poor	0.516604	null	3	Michaelfurt	CA	Malawi	2	1	Medium
35	Non-binary	Bachelor's	Widowed	86,220	730	5,385	Auto	Self-employed	17	Excellent	0.334295	null	null	Juanstad	OK	Micronesia	2	2	High
36	Female	Bachelor's	Married	40,734	656	35,778	Home	Employed	19	Good	0.37658	66,076	null	Meyerborough	AZ	Rwanda	1	1	Medium
48	Female	PhD	Divorced	109,833	665	31,151	Home	Self-employed	0	Fair	0.331712	147,114	1	Armstrongborough	KY	Guinea	1	0	Medium
53	Male	High School	Divorced	51,657	752	13,471	Personal	Employed	0	Fair	0.248838	25,898	1	New Timothy	OH	South Georgia and the South Sandwich Islands	0	2	Medium
55	Non-binary	High School	Married	42,416	null	39,421	Home	Employed	13	Good	0.142246	183,166	2	Lake Joshua	WV	Brunei Darussalam	4	2	High
44	Male	PhD	Single	82,235	null	41,636	Personal	Employed	18	Excellent	0.28674	298,246	1	New Nicholas	SD	British Indian Ocean Territory (Chagos Archipelago)	2	1	Low
52	Male	Master's	Single	60,455	611	34,180	Home	Unemployed	7	Excellent	0.202132	33,208	3	Port Justinville	MH	Tuvalu	0	2	Low
61	Male	Bachelor's	Divorced	82,303	740	45,679	Home	Unemployed	14	Poor	0.231465	64,211	1	East Jonathan	RI	Mexico	4	1	Low
43	Male	High School	Divorced	null	701	25,472	Auto	Employed	19	Poor	0.299526	238,829	null	East Matthewland	MT	Senegal	3	2	Low
66	Non-binary	Master's	Married	98,572	763	22,680	Home	Self-employed	7	Poor	0.237502	null	1	Jamesborough	ID	Nepal	3	0	Low
48	Male	High School	Single	38,226	779	17,161	Auto	Employed	10	Excellent	0.54699	143,612	4	Anthonymouth	MA	San Marino	3	2	Low
68	Non-binary	Bachelor's	Widowed	80,155	715	45,126	Auto	Employed	3	Good	0.140735	null	0	East Seanton	VA	Mongolia	1	1	Low
54	Female	High School	Married	27,771	713	13,476	Business	Self-employed	0	Good	0.362792	95,825	1	Beckville	NC	Mozambique	2	1	Low
55	Female	PhD	Divorced	70,546	null	19,714	Home	Employed	8	Poor	0.327288	68,743	4	Port Samuelview	MT	Bolivia	2	1	Medium
40	Female	Master's	Single	114,450	787	49,311	Auto	Employed	2	Poor	0.33667	196,558	0	Dawnburgh	OK	San Marino	0	1	Low
34	Female	PhD	Single	118,531	611	28,718	Home	Employed	8	Excellent	0.159588	73,318	1	Donaldburgh	WY	Western Sahara	4	2	Medium
55	Non-binary	Master's	Married	34,693	787	null	Personal	Employed	10	Poor	0.153752	null	4	North Dana	NH	Cambodia	1	0	Low
22	Male	Bachelor's	Married	46,714	621	38,052	Home	Employed	18	Good	0.332788	null	3	Cynthiashire	WA	Haiti	null	2	Low
58	Non-binary	Bachelor's	Single	86,201	602	21,335	Home	Employed	9	Fair	0.485453	53,878	0	Port Davidbury	NC	United Kingdom	2	1	Medium
23	Male	Master's	Divorced	71,921	682	32,639	Business	Unemployed	6	Fair	0.503009	299,945	3	New Stevenville	MS	Hungary	null	2	Low
64	Non-binary	Bachelor's	Widowed	45,475	671	32,875	Home	Self-employed	1	Fair	0.589426	41,939	0	Arnoldborough	MT	Mexico	0	0	Low
30	Male	Bachelor's	Single	null	652	8,275	Home	Unemployed	3	Excellent	0.1872	199,938	0	Haydenshire	AK	Qatar	null	1	Medium
19	Male	High School	Widowed	103,335	654	18,626	Business	Unemployed	13	Poor	0.424193	196,952	null	Katherinemouth	PR	Korea	0	0	Medium
53	Female	High School	Married	null	null	18,042	Business	Self-employed	16	Poor	0.463068	81,019	1	Port Dannystad	SD	Chad	2	2	Low
47	Non-binary	PhD	Widowed	103,606	753	39,398	Home	Self-employed	4	Good	0.514893	null	null	West Andrewberg	PR	Guinea	2	0	Medium
55	Female	Bachelor's	Widowed	null	682	17,669	Home	Self-employed	8	Good	0.258448	124,016	3	North Stevenburgh	MN	Solomon Islands	2	1	Low
32	Female	PhD	Married	30,807	657	28,581	Business	Unemployed	4	Excellent	0.487868	46,049	2	Miketon	ND	French Guiana	2	1	Low
36	Female	Bachelor's	Widowed	45,406	null	38,837	Business	Employed	8	Excellent	0.295107	101,757	4	East Mandy	VT	Bahamas	3	2	High
49	Female	Bachelor's	Widowed	79,183	648	40,472	Personal	Self-employed	15	Poor	0.347102	177,122	3	Brownfort	MH	Barbados	1	1	Low
46	Male	Master's	Married	25,413	601	5,733	Auto	Self-employed	4	Fair	0.264455	230,573	null	Fuentesbury	IL	Isle of Man	3	1	Low
39	Male	High School	Widowed	66,235	null	22,592	Business	Self-employed	4	Fair	0.49841	263,020	2	South Brianton	AL	United States of America	4	1	Low
18	Female	PhD	Married	110,447	767	7,415	Home	Employed	18	Good	0.297408	202,149	2	Mistyfort	CA	Eritrea	3	0	Low
48	Male	PhD	Divorced	110,488	null	47,894	Business	Self-employed	1	Excellent	0.582089	101,113	4	North Stephenton	IL	Norfolk Island	3	0	Low
23	Male	High School	Widowed	85,873	741	42,572	Personal	Self-employed	9	Good	0.161976	260,010	1	North Chelsea	WA	Nauru	0	1	Low
42	Male	Master's	Divorced	118,475	653	34,745	Business	Unemployed	1	Poor	0.136958	175,204	3	Andreton	WV	Bouvet Island (Bouvetoya)	4	1	Low
46	Female	High School	Single	95,023	627	5,648	Auto	Self-employed	18	Good	0.129126	66,010	3	South Craig	WV	Peru	null	2	Low
60	Male	Master's	Widowed	45,538	744	8,546	Business	Employed	2	Excellent	0.353959	86,669	null	Jacquelinetown	MD	Greece	1	2	Low
30	Female	High School	Widowed	112,305	780	36,361	Home	Unemployed	17	Fair	0.540171	108,452	1	New Colleen	SC	Bermuda	1	2	High
32	Female	Bachelor's	Single	53,314	null	null	Auto	Unemployed	2	Poor	0.569335	205,126	null	New Davidborough	NY	Cook Islands	2	1	High
37	Non-binary	Master's	Single	59,140	728	12,018	Auto	Employed	14	Excellent	0.545228	null	0	Wattsside	DE	Dominican Republic	null	0	Medium
25	Male	High School	Divorced	85,957	756	33,344	Personal	Employed	9	Fair	0.487966	293,088	0	Jessicaberg	SD	Saint Lucia	4	0	High

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