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
30	Male	Bachelor's	Divorced	94,916	733	19,515	Personal	Employed	16	Excellent	0.340507	119,791	1	North Brian	AL	Singapore	3	2	Medium
65	Non-binary	High School	Divorced	116,784	757	29,568	Personal	Employed	16	Excellent	0.119672	151,504	null	Samanthaberg	UT	United Arab Emirates	1	1	Low
38	Female	PhD	Married	22,175	null	26,424	Auto	Unemployed	3	Poor	0.404587	244,316	4	Ryanborough	ND	British Indian Ocean Territory (Chagos Archipelago)	null	1	Low
46	Non-binary	High School	Divorced	45,801	721	30,788	Business	Self-employed	16	Excellent	0.51712	28,141	null	Markhaven	GA	Tunisia	1	1	Low
69	Non-binary	Bachelor's	Widowed	20,858	608	36,985	Home	Employed	3	Good	0.438091	94,108	4	South Stacey	AK	Zimbabwe	null	1	Low
20	Non-binary	PhD	Divorced	null	null	48,241	Auto	Self-employed	4	Fair	0.557891	null	0	South Katelyn	DE	South Georgia and the South Sandwich Islands	1	0	Low
29	Male	High School	Married	56,660	640	7,120	Home	Self-employed	10	Good	0.22958	299,237	3	New Tonya	ME	Dominica	0	2	Low
47	Male	High School	Single	83,038	727	22,938	Auto	Self-employed	13	Excellent	0.368668	231,608	1	Davidhaven	FL	Vanuatu	null	1	Low
53	Female	High School	Widowed	42,231	705	null	Home	Employed	12	Fair	0.29113	168,289	2	Thomasstad	WY	Libyan Arab Jamahiriya	0	1	Medium
37	Non-binary	High School	Widowed	68,359	null	31,111	Business	Employed	8	Excellent	0.119015	279,150	0	Tammyburgh	IL	Martinique	0	2	Low
18	Male	Master's	Widowed	99,401	745	7,866	Home	Unemployed	2	Good	0.193084	223,370	2	Lake Stephen	IA	Mali	3	0	Low
45	Male	PhD	Widowed	70,756	776	9,218	Personal	Self-employed	5	Excellent	0.155991	271,019	2	Seanport	ME	Saint Lucia	null	2	Medium
23	Female	PhD	Married	null	608	38,891	Auto	Unemployed	1	Fair	0.143773	273,957	2	North Kellychester	AZ	New Zealand	null	0	Low
35	Male	Bachelor's	Married	null	759	23,923	Personal	Self-employed	1	Excellent	0.216078	60,334	4	Kathystad	TN	Aruba	1	2	Low
39	Non-binary	High School	Widowed	null	687	16,399	Auto	Unemployed	5	Excellent	0.124211	38,075	0	Mooreborough	NM	Philippines	0	1	Medium
35	Female	Master's	Widowed	98,040	686	15,135	Auto	Self-employed	16	Poor	0.261669	164,379	2	West Heathertown	SC	Eritrea	null	1	Medium
52	Non-binary	High School	Single	63,130	611	12,690	Personal	Employed	11	Fair	0.417787	273,965	2	North Jeanne	TX	Albania	1	1	Low
29	Male	High School	Widowed	115,881	662	7,940	Business	Employed	14	Excellent	0.451745	98,463	3	Guzmanport	AK	Ecuador	null	1	Medium
27	Non-binary	Master's	Married	115,190	null	6,009	Home	Employed	17	Excellent	0.237413	118,418	3	East James	OK	French Southern Territories	1	2	Medium
37	Female	High School	Divorced	22,082	674	48,407	Personal	Self-employed	2	Poor	0.370329	72,608	1	South Jocelyn	FM	Mali	0	0	High
26	Male	PhD	Married	102,446	700	10,042	Business	Employed	11	Poor	0.2635	294,155	3	New Alison	MH	China	0	0	Low
47	Male	PhD	Widowed	null	720	42,185	Auto	Employed	12	Poor	0.128001	null	2	East Natalie	ID	Cambodia	2	1	Low
67	Non-binary	PhD	Divorced	37,580	614	11,043	Auto	Employed	14	Fair	0.223982	null	1	Ambermouth	UT	Comoros	null	2	Low
39	Female	Bachelor's	Single	59,008	null	22,525	Personal	Unemployed	1	Fair	0.365139	75,579	3	Sparksfort	AS	Thailand	2	2	Low
37	Female	Bachelor's	Single	61,538	701	23,855	Auto	Employed	17	Fair	0.528683	192,993	0	New Janet	IL	Saint Vincent and the Grenadines	0	2	Low
54	Non-binary	PhD	Widowed	55,885	null	13,001	Auto	Unemployed	13	Excellent	0.273587	262,280	3	South Nicholasfort	NY	Somalia	1	0	Low
38	Non-binary	Bachelor's	Divorced	100,294	622	null	Business	Employed	5	Good	0.229926	221,510	0	Rossport	AK	Kenya	null	2	Low
33	Female	Bachelor's	Married	79,607	704	42,380	Auto	Unemployed	3	Good	0.360888	216,010	3	Marthastad	FM	Pitcairn Islands	2	1	Low
43	Female	Master's	Single	37,215	null	null	Home	Unemployed	8	Good	0.380032	183,736	0	New Heidi	PA	Holy See (Vatican City State)	4	2	Low
51	Female	High School	Divorced	89,396	619	29,295	Personal	Employed	19	Poor	0.4923	289,392	null	New Sara	TN	Congo	4	1	Medium
26	Non-binary	Master's	Married	51,957	612	27,500	Auto	Unemployed	1	Poor	0.594924	91,252	0	Ponceport	WV	Heard Island and McDonald Islands	4	2	Low
20	Non-binary	PhD	Single	61,041	705	39,106	Home	Employed	5	Good	0.124242	null	null	West Jasonview	KS	Egypt	4	2	Low
26	Female	High School	Divorced	78,396	619	34,047	Home	Self-employed	13	Excellent	0.423586	33,239	0	Anthonymouth	SD	Vietnam	1	0	High
53	Non-binary	Master's	Divorced	23,992	721	null	Business	Unemployed	13	Poor	0.567077	198,995	0	Nguyenhaven	WY	Martinique	1	0	Low
34	Male	PhD	Married	36,593	758	8,343	Auto	Self-employed	8	Good	0.590828	20,193	0	Jamesfurt	MD	Togo	4	0	Low
30	Non-binary	PhD	Widowed	53,527	757	21,595	Home	Employed	6	Fair	0.39061	null	null	North Sandraland	AR	Guatemala	4	0	Medium
68	Male	High School	Married	108,096	674	7,934	Personal	Employed	1	Good	0.218031	null	4	Adamsstad	PA	Saint Martin	4	2	Low
60	Non-binary	PhD	Divorced	71,337	709	37,007	Home	Employed	16	Fair	0.124665	210,063	null	Lake Dustinborough	PA	Mexico	2	0	Low
34	Male	Master's	Married	39,417	791	35,337	Personal	Self-employed	16	Fair	0.490393	169,065	0	West Kaitlynfurt	IA	Malaysia	4	2	High
18	Male	High School	Widowed	117,510	669	null	Personal	Self-employed	7	Excellent	0.247378	null	null	East Frederickchester	SD	Gibraltar	null	1	High
54	Female	High School	Widowed	79,739	755	33,684	Personal	Unemployed	9	Excellent	0.42931	94,472	3	Hawkinsbury	PA	Gambia	4	0	High
26	Male	Bachelor's	Single	72,196	789	14,443	Auto	Self-employed	7	Good	0.207138	259,287	2	Joeland	SD	Cape Verde	3	2	Low
37	Male	High School	Widowed	22,466	773	26,521	Personal	Unemployed	3	Excellent	0.230751	null	3	North Jaredmouth	DE	Montserrat	0	2	Low
41	Non-binary	Bachelor's	Widowed	43,640	690	48,374	Business	Self-employed	7	Good	0.50539	293,015	0	Pittsmouth	NE	Equatorial Guinea	3	2	Medium
34	Female	Master's	Widowed	28,219	645	null	Personal	Self-employed	0	Fair	0.134507	109,680	1	Marcshire	LA	Mongolia	null	0	Low
29	Male	High School	Widowed	82,958	719	7,139	Home	Employed	8	Poor	0.105995	110,628	1	Lake Shannonport	OR	Korea	null	1	Low
28	Non-binary	Master's	Divorced	95,952	null	null	Auto	Self-employed	19	Excellent	0.316753	109,931	null	Oliviaburgh	GU	Mayotte	null	1	Low
66	Non-binary	Master's	Single	88,879	null	39,808	Auto	Self-employed	4	Good	0.41232	53,090	null	Donnaton	TX	Angola	1	2	Low
20	Male	High School	Divorced	50,341	676	17,536	Business	Employed	11	Good	0.203662	136,600	3	East Meghanberg	HI	Andorra	null	2	Medium
59	Non-binary	Bachelor's	Single	107,513	603	35,766	Auto	Self-employed	0	Excellent	0.550111	164,329	4	Leahside	KY	Guernsey	0	1	Low
50	Non-binary	Master's	Divorced	null	799	26,989	Auto	Employed	11	Good	0.580115	258,881	4	Marciaport	MA	Palau	0	1	Low
63	Female	Bachelor's	Single	87,891	624	null	Auto	Unemployed	15	Excellent	0.154523	77,945	1	Wrightmouth	IL	Liberia	0	0	Medium
65	Male	Master's	Married	34,234	601	35,090	Personal	Unemployed	3	Fair	0.129948	223,604	2	Clarkebury	MD	Saint Barthelemy	3	2	Low
35	Male	High School	Single	103,385	655	34,604	Auto	Self-employed	3	Good	0.348622	null	3	Port Jenniferborough	OR	Burkina Faso	4	0	Low
19	Non-binary	Bachelor's	Divorced	40,572	640	43,433	Business	Self-employed	16	Poor	0.484492	132,386	3	New Nathan	SD	Turkey	4	0	Medium
45	Non-binary	Master's	Single	44,853	759	28,643	Personal	Self-employed	12	Poor	0.378614	135,567	4	Robinsonbury	WV	Bulgaria	null	2	Low
67	Non-binary	PhD	Single	null	766	6,873	Personal	Employed	16	Excellent	0.202578	171,003	2	Nathanchester	NM	Montserrat	0	1	Low
67	Male	Bachelor's	Single	47,491	688	43,859	Home	Unemployed	9	Poor	0.566703	null	3	Smithmouth	WA	Isle of Man	2	2	Low
54	Male	Master's	Divorced	101,919	794	31,563	Personal	Unemployed	0	Excellent	0.370035	null	null	Cassandraborough	WY	Iceland	4	0	Medium
61	Female	High School	Divorced	20,594	780	37,811	Auto	Unemployed	9	Good	0.469203	null	1	Taylormouth	CO	Montserrat	2	0	Low
25	Male	Bachelor's	Single	null	765	14,160	Personal	Self-employed	6	Good	0.155462	101,959	0	Theresaton	NV	Gabon	4	0	Low
22	Male	Master's	Married	27,066	682	46,543	Auto	Employed	9	Good	0.332088	25,278	0	New Shawn	TN	Kiribati	3	2	Low
18	Male	Master's	Divorced	72,092	627	11,842	Auto	Employed	18	Excellent	0.252602	84,899	0	Lake Paulberg	GU	Tanzania	1	0	Low
61	Female	High School	Widowed	83,560	747	8,520	Business	Self-employed	12	Fair	0.109864	null	1	North Bradleyville	OK	Sierra Leone	0	2	Low
42	Male	High School	Widowed	91,257	null	34,132	Business	Unemployed	12	Good	0.411549	88,870	0	Port Michael	ID	American Samoa	0	2	Low
62	Female	PhD	Divorced	null	607	16,944	Business	Employed	6	Excellent	0.467077	261,468	0	New Lindsey	NH	Micronesia	2	0	Low
26	Non-binary	Master's	Divorced	38,077	684	44,004	Auto	Self-employed	2	Poor	0.488557	197,091	2	Williamhaven	NM	Vietnam	3	1	Low
69	Male	High School	Widowed	64,621	634	43,367	Auto	Self-employed	12	Excellent	0.537969	null	1	Lindashire	CO	Oman	2	1	Low
31	Female	Bachelor's	Divorced	111,115	651	8,775	Auto	Self-employed	11	Good	0.339145	107,437	2	Davidstad	NY	Iraq	0	1	Low
27	Male	PhD	Widowed	58,227	627	27,628	Business	Employed	15	Poor	0.384809	172,845	1	Christopherside	NC	Kenya	4	0	Low
67	Female	Master's	Divorced	66,275	699	40,371	Auto	Self-employed	19	Fair	0.474712	75,282	4	North Steveland	MN	India	4	2	High
22	Female	High School	Single	84,006	644	29,050	Auto	Unemployed	6	Good	0.57806	null	3	North Kristyberg	MD	Syrian Arab Republic	2	1	Low
46	Male	Bachelor's	Married	null	780	null	Personal	Self-employed	2	Excellent	0.361432	181,572	0	Allenberg	DE	Faroe Islands	0	0	High
50	Female	Master's	Divorced	109,449	784	null	Personal	Unemployed	19	Fair	0.147852	287,721	4	North Rebecca	OK	Greece	4	2	Low
46	Non-binary	Bachelor's	Divorced	117,435	638	20,452	Personal	Unemployed	8	Poor	0.244101	119,895	0	Madelinebury	WV	Samoa	4	0	Low
66	Male	Bachelor's	Married	98,342	788	37,371	Home	Employed	13	Fair	0.323924	101,976	3	South Daniel	CT	Denmark	1	1	High
50	Male	Master's	Married	21,304	699	45,308	Auto	Self-employed	4	Poor	0.310609	65,891	2	South Juan	WV	Armenia	3	0	Medium
18	Non-binary	Master's	Divorced	76,999	779	null	Business	Self-employed	13	Fair	0.135927	47,403	3	Allentown	FL	Switzerland	3	2	Medium
18	Non-binary	PhD	Married	47,892	662	28,581	Auto	Employed	11	Excellent	0.290854	259,607	0	Kevinland	PA	Liberia	0	2	Low
64	Female	High School	Divorced	47,293	657	11,572	Personal	Employed	15	Good	0.209728	255,479	4	Robertburgh	WI	Swaziland	4	0	Low
33	Non-binary	Master's	Divorced	43,371	616	21,907	Personal	Employed	2	Excellent	0.179443	266,313	3	West Colleen	GU	Saint Vincent and the Grenadines	3	1	Low
43	Female	Bachelor's	Widowed	75,611	728	7,090	Business	Unemployed	5	Good	0.537971	163,944	3	South Bradview	OH	Comoros	4	0	Medium
30	Male	Master's	Married	117,683	713	15,587	Home	Self-employed	14	Fair	0.193711	86,147	0	New John	VA	Paraguay	0	1	Low
61	Female	High School	Widowed	46,295	726	48,485	Home	Unemployed	1	Excellent	0.299851	218,457	1	North Josephfort	OK	Zambia	4	0	Medium
68	Female	PhD	Single	115,641	722	31,798	Personal	Self-employed	1	Excellent	0.557484	268,770	2	Jessicaton	FL	Namibia	0	2	Medium
41	Female	PhD	Single	31,116	null	32,586	Auto	Self-employed	0	Excellent	0.180866	null	3	Lake Ryanchester	TN	New Zealand	3	2	Medium
45	Male	Bachelor's	Divorced	48,451	null	null	Auto	Self-employed	13	Poor	0.518342	249,530	2	North Kellyton	VA	South Africa	4	2	Low
52	Male	PhD	Divorced	32,521	738	11,320	Business	Self-employed	15	Fair	0.282949	58,254	null	Alexanderburgh	IN	Gibraltar	0	2	Medium
41	Non-binary	High School	Divorced	null	784	7,627	Business	Employed	16	Poor	0.54089	274,118	null	Myersmouth	MP	Indonesia	1	2	Low
35	Female	Bachelor's	Married	54,263	767	33,360	Home	Unemployed	2	Excellent	0.332077	97,196	3	East Natalie	PA	Japan	null	2	Medium
44	Male	High School	Single	58,059	638	11,865	Auto	Self-employed	18	Fair	0.472797	206,508	0	Williamsonport	FL	United Arab Emirates	1	2	Low
48	Male	Master's	Married	109,288	651	23,794	Home	Unemployed	10	Fair	0.332424	275,864	1	South Judyville	MT	Gabon	2	2	Medium
25	Non-binary	High School	Married	40,455	755	21,915	Business	Employed	13	Fair	0.295487	214,805	2	West Bradleybury	FM	Puerto Rico	0	2	Low
57	Female	High School	Single	41,662	612	17,918	Home	Unemployed	14	Poor	0.317239	143,100	2	Grahamberg	LA	Svalbard & Jan Mayen Islands	null	1	Low
53	Male	High School	Married	106,538	637	19,676	Home	Unemployed	4	Fair	0.296182	67,803	0	South Jack	VT	Turkey	2	2	Medium
33	Female	High School	Divorced	117,393	null	17,948	Home	Employed	17	Fair	0.379807	262,244	2	West Markfort	DC	Paraguay	3	1	Medium
33	Female	Master's	Single	102,702	609	14,369	Home	Self-employed	14	Good	0.508962	null	0	Port Matthewside	MN	Bouvet Island (Bouvetoya)	null	0	Low
45	Non-binary	PhD	Single	62,320	755	34,910	Home	Unemployed	11	Excellent	0.555972	277,041	2	Harristown	KS	Uzbekistan	0	1	Low
53	Non-binary	High School	Divorced	29,752	687	37,001	Business	Unemployed	4	Excellent	0.421959	100,931	4	Carpenterberg	ND	Zimbabwe	null	2	Low
47	Female	High School	Divorced	null	null	48,591	Personal	Unemployed	0	Good	0.113698	null	null	Port Shariville	MA	Saint Lucia	4	2	Low

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