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
33	Non-binary	High School	Divorced	104,834	720	31,747	Business	Self-employed	19	Poor	0.34172	null	0	Lake Micheleville	AR	Pakistan	1	0	Low
65	Female	PhD	Single	null	null	22,192	Home	Unemployed	8	Poor	0.236581	128,180	2	Coopertown	MO	Maldives	0	2	Low
51	Male	High School	Single	43,301	650	null	Home	Employed	14	Good	0.234566	159,926	1	Lake James	MP	South Georgia and the South Sandwich Islands	2	1	Low
67	Female	Master's	Widowed	94,397	663	8,703	Business	Employed	4	Fair	0.334009	284,242	1	Ryanton	VT	Saint Lucia	4	2	Low
59	Male	High School	Widowed	41,021	701	18,173	Personal	Self-employed	7	Good	0.158786	186,692	null	East Allison	KS	Martinique	null	1	Medium
44	Non-binary	Master's	Single	75,476	600	49,125	Home	Self-employed	0	Poor	0.393804	290,583	3	Darrenside	OR	Dominica	4	0	Low
23	Female	PhD	Divorced	42,218	750	24,358	Home	Self-employed	18	Excellent	0.484754	253,948	4	South Matthew	AS	Cote d'Ivoire	null	0	Low
41	Non-binary	Bachelor's	Widowed	111,665	642	42,811	Business	Self-employed	1	Poor	0.386778	125,504	0	Loriport	SC	United States Minor Outlying Islands	2	2	Low
47	Female	Master's	Married	79,426	655	6,908	Business	Employed	8	Fair	0.103238	279,489	0	New Johnny	AR	Switzerland	4	1	Low
31	Non-binary	Master's	Married	35,749	634	33,917	Personal	Employed	13	Fair	0.174882	144,908	0	North Jillville	AZ	Croatia	1	0	Low
57	Male	Master's	Married	85,125	null	13,040	Auto	Self-employed	19	Good	0.313463	73,440	2	Port Derek	ME	Estonia	null	1	Medium
28	Non-binary	High School	Divorced	85,311	632	null	Auto	Self-employed	7	Poor	0.271672	255,292	2	East Erik	ND	French Guiana	0	2	Low
32	Female	Master's	Married	94,236	684	29,632	Home	Self-employed	6	Fair	0.133591	172,709	3	West Randyport	ND	Isle of Man	4	2	Low
33	Non-binary	High School	Married	114,306	756	49,245	Personal	Employed	2	Fair	0.476912	163,080	1	Davidside	IL	Cuba	4	1	Medium
37	Female	PhD	Married	112,987	742	46,763	Auto	Unemployed	19	Poor	0.244712	null	2	Cortezborough	ND	Bulgaria	2	2	Medium
34	Female	Master's	Divorced	55,732	637	null	Home	Employed	5	Good	0.585344	null	null	Johnton	AR	Equatorial Guinea	null	2	Low
51	Male	Master's	Single	null	727	null	Personal	Self-employed	18	Excellent	0.283387	137,866	3	Lake Ronnie	VA	Israel	null	2	Low
58	Female	Bachelor's	Divorced	72,509	641	33,540	Personal	Employed	18	Fair	0.252319	106,550	0	Williamston	MA	Niue	0	1	Low
30	Male	Bachelor's	Widowed	null	725	29,841	Home	Employed	4	Excellent	0.424643	283,464	3	Kevinburgh	VA	Zambia	4	1	Low
19	Male	Master's	Divorced	36,057	null	48,540	Home	Unemployed	14	Poor	0.415618	66,940	null	Paulhaven	GA	French Guiana	2	1	Low
55	Female	PhD	Widowed	60,382	634	47,469	Business	Employed	11	Good	0.527534	232,541	3	Port Russelltown	KS	Madagascar	2	0	Low
65	Male	Bachelor's	Widowed	21,935	722	39,772	Business	Self-employed	8	Good	0.596889	288,549	1	New Kristy	VI	Cayman Islands	null	1	Medium
52	Female	PhD	Divorced	null	736	44,662	Home	Unemployed	15	Excellent	0.298751	255,972	2	Ramosfurt	WV	Malawi	4	2	Low
19	Male	Master's	Divorced	54,533	733	5,206	Business	Unemployed	10	Fair	0.373323	259,578	null	Port Mark	OH	United States Minor Outlying Islands	0	2	High
46	Male	Master's	Single	77,942	null	42,599	Home	Employed	3	Good	0.442425	251,706	4	South Francesville	RI	Gibraltar	2	0	Medium
34	Female	High School	Single	null	741	null	Personal	Employed	8	Fair	0.359607	243,456	null	West Stephanie	FM	Turks and Caicos Islands	3	2	Medium
55	Male	PhD	Married	20,420	758	44,801	Auto	Employed	8	Excellent	0.464276	65,367	0	Angelaview	CT	Philippines	1	1	Low
41	Non-binary	PhD	Widowed	55,867	668	null	Business	Self-employed	9	Poor	0.484455	274,736	1	Castilloburgh	SC	Sri Lanka	1	2	High
33	Female	High School	Widowed	20,393	null	41,070	Business	Unemployed	8	Good	0.474905	203,975	3	Bairdborough	PW	Turkey	null	1	Medium
60	Male	Bachelor's	Married	57,697	null	33,618	Business	Unemployed	3	Good	0.241561	49,224	1	New Robin	MH	Nepal	1	1	Low
50	Non-binary	Bachelor's	Single	null	692	43,983	Auto	Employed	5	Fair	0.471624	43,651	4	Pricebury	TN	Saint Lucia	2	1	Medium
54	Female	PhD	Divorced	30,960	764	43,903	Home	Employed	13	Good	0.190597	20,311	3	West Angelaport	AZ	Somalia	2	0	Low
65	Female	High School	Divorced	115,289	655	34,409	Home	Unemployed	1	Excellent	0.402653	209,062	0	Wrightstad	MA	Antigua and Barbuda	2	2	Low
53	Female	High School	Divorced	102,667	721	38,747	Business	Unemployed	14	Poor	0.497676	null	1	New Corey	WI	Chile	2	0	Low
55	Female	High School	Widowed	79,076	696	49,213	Auto	Self-employed	18	Poor	0.25089	null	4	Lake Frank	KS	Micronesia	2	2	Low
53	Male	High School	Single	113,059	null	null	Business	Employed	13	Good	0.169586	279,686	4	New Steven	WY	Sudan	null	1	Low
32	Male	Bachelor's	Divorced	118,613	754	null	Home	Employed	7	Good	0.274333	141,082	2	Bobbyfurt	DC	Guatemala	0	1	Low
46	Female	Master's	Divorced	48,793	761	29,866	Auto	Employed	4	Fair	0.286442	null	2	Thompsonmouth	FL	Myanmar	null	1	Low
46	Non-binary	High School	Married	59,235	null	19,403	Business	Unemployed	4	Good	0.518911	null	1	Barnesmouth	IL	Guadeloupe	0	1	Low
36	Male	Bachelor's	Divorced	89,082	662	null	Home	Employed	11	Good	0.193979	129,967	3	Barbarafurt	KS	Australia	2	2	Low
66	Male	Master's	Divorced	107,388	715	18,604	Auto	Employed	15	Fair	0.423796	254,633	3	East Sarah	AZ	Tuvalu	1	1	Low
63	Non-binary	Bachelor's	Married	38,782	null	13,592	Auto	Employed	3	Poor	0.278433	184,093	1	Port Ginamouth	KY	Netherlands	3	0	Low
33	Female	PhD	Widowed	119,895	757	24,343	Home	Employed	16	Fair	0.40899	71,440	null	South Patrickmouth	DE	South Georgia and the South Sandwich Islands	0	1	Medium
27	Male	PhD	Widowed	70,300	603	21,696	Business	Self-employed	8	Good	0.417108	167,792	1	East Manuelton	PR	Micronesia	1	0	Low
25	Male	Bachelor's	Married	22,786	null	null	Personal	Employed	12	Poor	0.268674	177,841	1	Port Deborah	VA	Iran	4	0	Low
32	Female	Master's	Married	62,523	null	37,617	Auto	Employed	15	Fair	0.194932	187,126	null	Alexandriaville	UT	Cocos (Keeling) Islands	1	2	Medium
29	Male	Bachelor's	Widowed	109,788	781	27,930	Auto	Unemployed	7	Fair	0.167485	103,941	3	Joyceview	MP	South Georgia and the South Sandwich Islands	4	1	Low
38	Female	Bachelor's	Widowed	null	665	22,640	Personal	Self-employed	18	Good	0.34556	223,804	4	Port Christopherport	GA	Bhutan	3	0	Low
56	Male	Bachelor's	Divorced	50,740	741	null	Auto	Self-employed	14	Poor	0.152092	205,014	3	South Richardville	NM	Tonga	2	1	Low
53	Non-binary	Bachelor's	Single	47,494	600	48,908	Home	Unemployed	1	Good	0.325347	178,006	4	Combsport	VT	Congo	2	2	Low
40	Female	Master's	Single	104,612	665	14,734	Personal	Employed	18	Poor	0.227108	null	1	Jimenezchester	IL	Norfolk Island	4	0	Low
57	Non-binary	Master's	Single	87,058	688	17,971	Home	Employed	1	Fair	0.120779	211,592	0	West Pamela	WI	Holy See (Vatican City State)	null	1	Low
67	Non-binary	High School	Divorced	86,809	678	6,765	Personal	Unemployed	7	Excellent	0.261508	null	null	Stevensonville	GA	Seychelles	3	2	Medium
45	Female	Master's	Widowed	62,730	765	13,951	Auto	Employed	6	Good	0.408064	186,070	3	Port Angela	WY	Isle of Man	0	0	Low
65	Male	PhD	Married	74,606	797	48,451	Personal	Unemployed	11	Excellent	0.434609	267,235	3	Madisonland	ND	El Salvador	1	0	Low
42	Male	Bachelor's	Married	68,339	762	null	Home	Self-employed	10	Excellent	0.131069	121,121	0	New Melissaton	CO	Mexico	0	0	Medium
21	Male	PhD	Married	45,277	600	null	Business	Unemployed	6	Poor	0.435625	246,628	2	Harrisbury	SC	Cook Islands	1	0	Low
26	Non-binary	PhD	Divorced	100,642	764	null	Business	Employed	8	Good	0.159351	75,965	3	West Michaelland	WY	Benin	1	1	Medium
44	Female	High School	Single	61,596	717	29,720	Personal	Employed	18	Fair	0.146445	43,670	0	Alexandershire	MO	Oman	4	2	Low
20	Female	Master's	Divorced	111,057	756	23,461	Personal	Self-employed	2	Poor	0.238209	251,643	0	West Timothy	VI	Wallis and Futuna	null	2	Low
45	Female	High School	Widowed	99,618	null	11,160	Home	Employed	0	Excellent	0.205212	114,222	3	Port Brandi	AZ	Kazakhstan	2	0	Low
48	Non-binary	Bachelor's	Widowed	null	785	22,737	Home	Employed	1	Fair	0.486478	158,650	0	West Mary	NH	Trinidad and Tobago	null	0	Medium
40	Non-binary	Master's	Married	50,085	614	17,809	Business	Unemployed	16	Excellent	0.172286	222,248	2	Lake Jason	RI	Malawi	0	0	Low
42	Female	Master's	Widowed	54,426	780	41,417	Personal	Unemployed	1	Poor	0.38147	118,133	1	Meganfurt	KY	Turkey	4	1	High
20	Female	High School	Single	64,345	713	34,766	Home	Self-employed	15	Good	0.532025	252,464	4	New James	NM	Wallis and Futuna	2	2	Low
22	Male	Bachelor's	Married	null	798	28,049	Business	Unemployed	15	Poor	0.117651	248,069	2	Barbermouth	ME	Guinea	1	0	Low
59	Female	PhD	Divorced	null	null	24,733	Personal	Unemployed	18	Poor	0.425016	138,866	3	Port Scott	WY	Mali	3	0	Low
41	Male	Master's	Widowed	83,594	621	34,607	Home	Employed	7	Fair	0.21547	288,867	1	Smithchester	GA	Sweden	3	2	Low
61	Non-binary	High School	Divorced	73,424	794	45,735	Business	Employed	13	Poor	0.498065	153,928	null	East Travisshire	AL	Maldives	4	2	Low
63	Female	Master's	Widowed	34,202	705	33,006	Business	Self-employed	11	Poor	0.260299	null	2	Port Sara	MP	Nauru	4	0	Medium
23	Male	PhD	Married	99,858	615	42,987	Personal	Self-employed	3	Good	0.34067	111,438	2	Davidborough	AK	North Macedonia	0	0	Low
58	Non-binary	Bachelor's	Married	104,873	727	31,035	Auto	Employed	6	Fair	0.423238	133,790	1	Ericaberg	OR	Saint Barthelemy	0	2	Low
50	Non-binary	PhD	Divorced	50,929	669	34,339	Personal	Employed	5	Fair	0.154965	276,212	2	Port Karen	VA	Papua New Guinea	4	1	Low
34	Female	PhD	Single	24,752	797	46,178	Home	Employed	16	Excellent	0.189779	290,387	0	Sarahchester	MI	France	2	0	Low
38	Non-binary	Master's	Single	111,104	648	null	Personal	Unemployed	2	Good	0.410485	30,551	4	Jasonchester	PA	British Virgin Islands	4	2	Low
24	Male	Bachelor's	Widowed	null	600	null	Auto	Self-employed	13	Good	0.33616	134,796	3	Port Morganton	HI	Namibia	1	2	Medium
19	Non-binary	PhD	Divorced	115,830	744	44,238	Auto	Self-employed	7	Good	0.219423	137,632	0	Grahamberg	DC	Colombia	null	0	Medium
54	Non-binary	High School	Widowed	36,693	693	24,179	Home	Unemployed	2	Fair	0.165948	212,641	1	West Katelyn	AK	Nauru	2	1	Low
68	Non-binary	Bachelor's	Single	29,984	683	null	Home	Unemployed	7	Poor	0.374804	72,377	null	Rodriguezburgh	GU	French Southern Territories	null	2	Low
26	Female	PhD	Divorced	95,427	null	32,011	Auto	Employed	4	Good	0.491175	110,978	null	North Jacobfurt	RI	Israel	3	1	Medium
40	Non-binary	Master's	Widowed	22,565	691	34,849	Business	Employed	1	Excellent	0.589296	null	1	Courtneyburgh	OH	Dominican Republic	1	1	Low
25	Non-binary	Bachelor's	Married	73,509	749	39,295	Business	Employed	8	Good	0.497322	174,688	2	Reneeberg	OH	Heard Island and McDonald Islands	2	2	Medium
66	Non-binary	High School	Widowed	null	629	41,130	Business	Unemployed	6	Good	0.305199	204,343	4	Schultzshire	PW	Paraguay	0	0	Low
51	Male	High School	Widowed	38,837	null	47,273	Auto	Unemployed	1	Poor	0.576818	156,485	3	Matthewsfort	VA	Bahrain	0	1	Medium
54	Female	Master's	Single	56,126	744	21,256	Personal	Self-employed	10	Excellent	0.46461	240,153	0	East Russell	AZ	Thailand	2	2	Low
46	Female	High School	Single	60,309	718	34,668	Business	Unemployed	12	Fair	0.563998	146,119	1	Lake Jodi	DE	Iceland	3	2	Low
42	Female	PhD	Single	90,942	646	30,565	Business	Self-employed	5	Fair	0.300794	81,812	1	Kimview	SD	Falkland Islands (Malvinas)	2	2	High
33	Female	Bachelor's	Widowed	41,661	710	null	Auto	Self-employed	11	Good	0.437093	62,239	3	Luisburgh	MI	Heard Island and McDonald Islands	2	0	Low
57	Female	Bachelor's	Divorced	99,239	777	11,336	Business	Self-employed	5	Good	0.327059	null	2	Merrittport	KY	Marshall Islands	null	0	Low
21	Female	Master's	Divorced	32,017	702	5,622	Business	Self-employed	9	Fair	0.204754	202,178	1	Lake Margaretburgh	OK	Nigeria	0	0	Medium
66	Male	PhD	Single	84,997	722	45,316	Business	Self-employed	15	Poor	0.487995	215,865	0	Bakerchester	IA	New Zealand	4	0	Medium
39	Female	Master's	Divorced	101,251	678	28,385	Home	Self-employed	17	Excellent	0.280281	180,259	null	Lake David	IA	Tajikistan	3	2	Low
43	Non-binary	High School	Single	99,697	693	null	Home	Self-employed	4	Excellent	0.367467	193,334	4	South Elizabeth	ND	Myanmar	0	1	Low
52	Non-binary	Master's	Single	84,586	658	8,044	Personal	Unemployed	10	Excellent	0.5293	164,099	0	Shawberg	WI	Sao Tome and Principe	2	2	Medium
29	Female	PhD	Divorced	69,240	757	23,932	Home	Self-employed	16	Good	0.559858	null	2	Markbury	GU	Cayman Islands	null	0	Medium
38	Male	High School	Widowed	89,770	654	39,819	Auto	Employed	11	Good	0.591185	null	2	Morganbury	RI	Moldova	2	1	Low
29	Male	High School	Divorced	99,721	692	34,897	Business	Unemployed	6	Excellent	0.121296	68,376	null	Port Coryport	OK	Guinea	2	0	Medium
30	Non-binary	PhD	Divorced	98,538	696	null	Personal	Self-employed	4	Good	0.558183	220,231	1	Paulberg	CO	United States Virgin Islands	2	0	Medium
20	Non-binary	Bachelor's	Married	33,368	null	5,324	Personal	Self-employed	17	Poor	0.50618	null	2	Hensleymouth	OH	Honduras	4	0	Low
20	Female	Master's	Widowed	57,429	null	12,843	Home	Employed	2	Excellent	0.111064	291,250	1	Aprilfort	LA	Denmark	3	2	Low

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