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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
59	Male	High School	Single	31,233	699	45,303	Auto	Unemployed	14	Excellent	0.425782	196,991	null	Lake Jacob	DC	Somalia	1	0	High
47	Non-binary	High School	Widowed	null	624	null	Personal	Unemployed	10	Poor	0.178045	166,375	2	Leestad	PA	Australia	3	0	Low
23	Female	Master's	Single	null	null	null	Auto	Employed	3	Good	0.572711	56,250	0	Gonzalezmouth	NE	United States Virgin Islands	0	2	Low
31	Male	High School	Divorced	29,705	714	null	Auto	Self-employed	3	Poor	0.407487	134,337	1	Ramirezton	FM	Sao Tome and Principe	3	2	Medium
49	Male	Bachelor's	Widowed	106,062	661	45,289	Business	Unemployed	6	Fair	0.332428	30,819	null	Clarkside	VA	Barbados	null	2	Low
21	Male	High School	Divorced	32,056	621	null	Personal	Self-employed	3	Excellent	0.267991	165,775	3	Hernandezside	ND	Swaziland	2	2	Medium
57	Male	High School	Married	null	756	33,936	Home	Employed	3	Poor	0.429354	200,433	4	Rachelborough	GA	Swaziland	3	1	Low
34	Non-binary	PhD	Single	67,431	645	46,783	Business	Unemployed	16	Poor	0.517124	null	0	Schwartzmouth	IN	Pakistan	4	2	Medium
37	Female	PhD	Divorced	55,655	617	19,322	Business	Employed	5	Excellent	0.237048	155,437	1	Tonystad	NC	Azerbaijan	2	1	Medium
25	Female	Master's	Married	24,743	637	49,641	Auto	Self-employed	10	Fair	0.410997	null	3	Karachester	KY	Tajikistan	2	1	Low
61	Male	High School	Widowed	111,931	726	45,902	Auto	Self-employed	18	Poor	0.292398	201,374	2	North Carrie	NV	Bosnia and Herzegovina	0	2	High
55	Non-binary	Bachelor's	Divorced	109,523	767	16,018	Business	Unemployed	16	Good	0.530944	62,508	null	South Michaelmouth	AZ	India	null	1	Low
29	Female	High School	Widowed	65,938	781	34,752	Home	Employed	18	Poor	0.37134	null	1	Cruzburgh	MT	Panama	4	0	Medium
53	Non-binary	PhD	Single	null	770	27,146	Personal	Unemployed	14	Poor	0.201053	132,741	4	New Jim	FL	Yemen	4	0	Low
38	Male	High School	Divorced	85,263	711	49,562	Auto	Self-employed	12	Excellent	0.243334	78,197	3	Joelview	MD	Croatia	1	0	Low
67	Non-binary	PhD	Married	67,219	null	null	Business	Unemployed	14	Poor	0.544697	277,395	4	East Hayley	MH	Algeria	4	2	Low
35	Male	Master's	Widowed	100,691	754	null	Personal	Unemployed	7	Excellent	0.39749	286,558	2	Rebeccaport	TN	South Georgia and the South Sandwich Islands	4	2	Low
24	Non-binary	PhD	Single	26,490	700	41,963	Auto	Self-employed	8	Fair	0.563446	208,578	4	Lake Haleystad	DC	Lithuania	1	1	Low
52	Female	Bachelor's	Divorced	111,192	784	32,419	Auto	Unemployed	9	Excellent	0.42032	41,922	0	Davismouth	NE	Tajikistan	3	1	Low
62	Non-binary	PhD	Married	29,223	726	27,993	Business	Unemployed	15	Good	0.318841	null	4	Lake Barbara	KY	Monaco	3	1	Medium
58	Non-binary	PhD	Widowed	null	692	24,691	Personal	Employed	2	Excellent	0.562601	31,560	4	Gonzalesfurt	PA	Lebanon	1	1	Medium
21	Female	Master's	Widowed	38,640	705	39,939	Personal	Unemployed	4	Poor	0.221517	288,044	1	North John	IN	Peru	1	1	Low
26	Female	Master's	Widowed	null	795	null	Business	Unemployed	3	Good	0.149662	156,556	1	East Robertchester	DC	Cook Islands	4	0	Medium
62	Non-binary	PhD	Widowed	119,056	681	14,003	Personal	Employed	2	Poor	0.411783	192,156	0	Port Kevin	LA	Bulgaria	3	1	High
66	Female	High School	Widowed	77,295	637	25,493	Business	Self-employed	14	Good	0.29335	188,498	4	Scottview	AK	Luxembourg	0	0	Low
42	Male	Bachelor's	Widowed	25,271	630	41,827	Auto	Unemployed	5	Fair	0.203134	null	null	Douglasview	ME	Palau	0	2	Low
45	Female	Master's	Married	114,369	633	34,899	Auto	Employed	18	Excellent	0.534083	298,956	null	Davidside	SD	Cocos (Keeling) Islands	4	1	Low
37	Non-binary	Bachelor's	Widowed	88,096	749	19,155	Home	Self-employed	16	Poor	0.528679	61,276	null	South Jasmine	FM	Bermuda	2	0	Medium
40	Non-binary	High School	Single	53,945	null	13,819	Home	Unemployed	17	Fair	0.504381	null	4	North Cassidy	AL	Poland	3	0	Medium
40	Male	High School	Married	105,915	605	25,136	Auto	Employed	1	Poor	0.444332	139,151	4	East Robertside	VI	Mongolia	0	2	High
61	Non-binary	High School	Married	null	710	28,232	Auto	Employed	17	Excellent	0.317191	297,756	3	Marshhaven	NV	Turks and Caicos Islands	null	2	Low
21	Non-binary	Bachelor's	Single	112,945	713	49,676	Personal	Self-employed	10	Good	0.472463	240,403	0	Markmouth	PW	Croatia	1	0	Low
59	Non-binary	PhD	Single	null	683	12,549	Home	Self-employed	2	Good	0.306289	176,260	3	South Larryfurt	VI	Iran	2	0	Low
52	Male	High School	Married	86,332	614	34,039	Auto	Self-employed	6	Good	0.357427	48,358	3	Lake Lauren	NE	Saint Barthelemy	3	1	Low
57	Female	High School	Widowed	92,969	721	36,036	Auto	Self-employed	10	Fair	0.175543	253,728	1	Holtport	OH	Comoros	4	2	Low
24	Female	Bachelor's	Divorced	50,041	688	null	Business	Unemployed	14	Poor	0.489481	30,857	1	Duranville	PA	Andorra	1	0	Low
53	Non-binary	Bachelor's	Widowed	73,642	721	8,843	Business	Employed	15	Poor	0.45911	98,641	0	Marissafurt	PW	Saudi Arabia	2	1	Medium
40	Male	High School	Widowed	70,302	null	49,349	Business	Self-employed	17	Excellent	0.176377	230,288	1	Ashleystad	MO	Fiji	null	0	Low
36	Male	Master's	Widowed	23,743	null	33,682	Auto	Self-employed	5	Poor	0.491258	null	2	West Annaville	MD	Oman	2	2	Low
48	Male	High School	Married	77,223	613	null	Home	Unemployed	4	Good	0.561082	288,810	null	South Randy	GA	Morocco	2	2	Medium
65	Non-binary	Master's	Married	38,128	651	20,928	Home	Unemployed	15	Excellent	0.185045	263,229	0	Allisonview	WI	Haiti	1	1	Medium
42	Female	PhD	Divorced	96,310	725	19,772	Auto	Employed	19	Good	0.242655	134,492	null	Brownville	AK	Lithuania	0	0	Medium
41	Non-binary	High School	Married	null	778	30,420	Home	Self-employed	13	Fair	0.578197	59,704	3	East Donnaberg	CO	Slovakia (Slovak Republic)	3	1	Medium
44	Male	Master's	Divorced	68,242	729	16,184	Home	Self-employed	4	Fair	0.179131	293,082	3	Port Alexanderfurt	NC	Hong Kong	0	0	Low
38	Non-binary	Bachelor's	Single	117,138	605	37,453	Business	Unemployed	15	Good	0.598335	175,677	2	Virginiamouth	FM	French Guiana	null	2	Low
26	Non-binary	Master's	Single	76,377	null	17,793	Personal	Self-employed	4	Fair	0.375121	null	1	Barrettmouth	ND	Saint Martin	0	0	Low
36	Non-binary	Master's	Widowed	39,089	682	28,479	Personal	Self-employed	16	Good	0.32391	null	2	Helenview	DC	Heard Island and McDonald Islands	1	2	Medium
28	Non-binary	High School	Single	94,312	762	35,060	Home	Self-employed	7	Good	0.412732	151,361	1	Kaylaborough	MH	Japan	1	1	Medium
48	Female	Bachelor's	Widowed	52,696	737	30,354	Personal	Employed	1	Poor	0.254295	272,413	4	Wendyburgh	IL	Comoros	null	2	Medium
25	Female	Bachelor's	Divorced	52,399	600	31,428	Personal	Unemployed	8	Good	0.585025	208,476	2	Patriciamouth	IA	Tanzania	2	2	Low
50	Female	PhD	Single	67,646	612	22,778	Business	Employed	19	Good	0.296018	80,018	4	Bryanhaven	NH	Bosnia and Herzegovina	4	1	Low
23	Female	Master's	Married	70,368	null	11,534	Home	Employed	10	Fair	0.534841	167,201	4	Christinaland	ME	Rwanda	1	2	Medium
65	Non-binary	Master's	Divorced	null	null	9,216	Auto	Self-employed	4	Fair	0.194631	174,063	0	West Brandonburgh	TX	Tanzania	null	2	Medium
40	Female	High School	Divorced	36,575	741	null	Business	Self-employed	18	Good	0.395511	155,549	4	Port Kimberly	MP	Belize	null	2	Low
33	Female	Bachelor's	Widowed	null	742	11,185	Business	Employed	9	Poor	0.498548	255,796	1	East Rebecca	LA	Martinique	4	0	Low
31	Non-binary	High School	Divorced	44,180	651	47,608	Personal	Self-employed	9	Fair	0.384817	212,233	4	South Troy	OR	Gibraltar	4	1	Medium
59	Male	High School	Widowed	64,134	null	14,612	Home	Self-employed	10	Fair	0.214992	153,912	0	New Shaneshire	SD	Djibouti	0	0	Low
34	Male	Bachelor's	Divorced	25,349	612	25,247	Personal	Employed	1	Excellent	0.379084	148,773	0	Markview	MI	Malta	null	2	Medium
22	Non-binary	Bachelor's	Single	null	null	45,456	Personal	Unemployed	2	Fair	0.461724	168,449	1	North Ericmouth	GA	Paraguay	4	2	Low
66	Non-binary	PhD	Widowed	119,067	671	null	Business	Self-employed	9	Good	0.289087	71,891	1	West Cindyhaven	AK	Armenia	null	0	Medium
63	Non-binary	Bachelor's	Single	90,423	657	31,479	Auto	Employed	9	Good	0.395175	235,741	2	West Brianland	KY	Pitcairn Islands	1	2	Medium
21	Male	Master's	Married	25,151	null	23,678	Personal	Unemployed	0	Good	0.114475	null	null	West Alexander	ID	Kyrgyz Republic	0	0	High
24	Non-binary	High School	Married	null	null	27,141	Business	Self-employed	10	Good	0.593975	null	4	Taylorchester	WA	Namibia	0	1	Low
64	Male	Master's	Divorced	null	799	9,412	Auto	Employed	2	Good	0.319584	null	3	East Kimberlyshire	NJ	Mexico	1	2	Low
51	Female	PhD	Widowed	23,055	707	null	Business	Employed	4	Good	0.231376	null	1	West Julie	MH	Bangladesh	3	2	Low
57	Non-binary	Bachelor's	Single	101,365	685	43,195	Auto	Unemployed	16	Fair	0.20473	129,023	2	Gatesbury	AK	Ireland	2	0	Low
21	Non-binary	Bachelor's	Married	null	711	38,660	Auto	Unemployed	18	Good	0.516772	120,498	0	Grayburgh	PR	Armenia	3	2	High
50	Non-binary	Master's	Married	null	776	42,599	Auto	Self-employed	0	Fair	0.584009	null	4	East Sarahberg	VT	Slovenia	1	1	Low
28	Male	High School	Divorced	91,746	648	34,737	Business	Self-employed	11	Good	0.325707	null	2	Lake Matthew	LA	Turkey	1	0	Medium
36	Female	PhD	Divorced	97,432	678	45,857	Auto	Unemployed	19	Good	0.558625	103,413	1	North Kimberlybury	IN	Chad	0	0	Medium
68	Male	High School	Single	null	742	null	Personal	Unemployed	6	Fair	0.597983	161,858	3	North Annette	VA	Estonia	1	0	Low
69	Male	Bachelor's	Single	null	652	null	Business	Unemployed	14	Fair	0.100662	250,409	null	Brandistad	AS	Saint Lucia	null	1	Medium
63	Male	Master's	Widowed	26,094	713	48,728	Auto	Employed	6	Excellent	0.170753	188,839	3	Ashleybury	MN	China	null	1	Low
55	Male	Master's	Single	75,779	690	30,397	Home	Self-employed	9	Poor	0.224955	null	3	Port Larry	VI	Greece	0	2	Low
58	Non-binary	High School	Divorced	102,674	637	42,411	Business	Self-employed	15	Excellent	0.53524	176,682	1	Karistad	PR	Finland	null	1	Medium
57	Non-binary	PhD	Single	49,945	601	10,139	Home	Self-employed	10	Good	0.583558	292,328	3	Whitneyfort	NE	Lithuania	4	2	Low
27	Female	Bachelor's	Divorced	null	663	41,152	Personal	Self-employed	0	Poor	0.585216	209,981	1	Melissaview	MA	Equatorial Guinea	4	1	Medium
33	Female	Bachelor's	Married	77,852	730	25,411	Business	Self-employed	6	Good	0.286026	214,161	4	Jeffreyton	MS	India	1	0	Medium
69	Male	High School	Widowed	34,941	745	49,767	Business	Self-employed	13	Poor	0.124434	47,788	1	New Ryan	ID	Botswana	4	0	Medium
25	Female	PhD	Divorced	74,501	736	41,376	Home	Employed	19	Excellent	0.245218	149,850	1	Monicafurt	IA	Uruguay	2	2	Medium
60	Non-binary	Bachelor's	Single	107,694	745	20,695	Auto	Employed	16	Good	0.314556	199,155	2	Elizabethstad	GA	Kenya	null	2	Medium
39	Female	Master's	Divorced	112,085	635	21,690	Business	Unemployed	13	Fair	0.348795	34,738	1	East Jason	HI	Albania	4	1	Low
61	Male	Master's	Married	null	637	38,876	Home	Employed	7	Fair	0.154081	56,192	null	New Mollyland	NM	Bhutan	0	1	Medium
46	Female	PhD	Single	37,601	null	null	Home	Employed	1	Excellent	0.39635	280,880	1	Lake Mark	IL	Palestinian Territory	null	0	Low
40	Female	Bachelor's	Married	null	645	null	Business	Self-employed	14	Good	0.131057	89,252	0	Heatherland	MT	Azerbaijan	3	2	High
62	Male	PhD	Married	116,623	777	null	Auto	Unemployed	17	Good	0.228959	130,583	3	Davidshire	MT	Korea	null	0	Low
26	Male	Bachelor's	Single	null	747	19,417	Personal	Employed	11	Fair	0.130122	140,288	0	Lake Ian	AR	Dominica	1	1	Low
37	Non-binary	Bachelor's	Widowed	60,533	null	7,186	Home	Unemployed	7	Good	0.458028	120,754	0	West Maryberg	TN	Venezuela	1	0	Medium
28	Male	PhD	Single	null	766	5,819	Home	Unemployed	8	Good	0.448891	129,888	1	Christiebury	WV	Zimbabwe	null	0	Low
33	Non-binary	Bachelor's	Divorced	114,088	615	26,153	Home	Self-employed	14	Fair	0.51278	183,161	4	Lake Stephanie	MT	Malaysia	4	1	Low
58	Male	Bachelor's	Married	110,302	660	9,502	Personal	Self-employed	1	Fair	0.320089	220,298	4	Lake Jeffrey	IA	Saint Pierre and Miquelon	1	1	Medium
60	Male	PhD	Married	98,579	698	30,973	Auto	Employed	15	Fair	0.589592	141,240	0	Katherinechester	SD	Brazil	null	2	Medium
33	Female	Bachelor's	Married	100,667	601	43,747	Personal	Unemployed	8	Excellent	0.355857	null	null	Jenniferburgh	AK	Zimbabwe	4	1	Low
56	Male	High School	Divorced	72,703	753	10,701	Home	Self-employed	6	Fair	0.252713	243,990	4	West Jessicaton	LA	Rwanda	2	2	Medium
25	Female	High School	Divorced	44,315	731	34,215	Auto	Employed	14	Fair	0.226643	79,764	2	Mendozatown	ME	Romania	2	2	High
32	Non-binary	High School	Single	52,161	642	21,352	Home	Unemployed	11	Fair	0.224447	253,677	2	Port Cassie	OK	United States Minor Outlying Islands	4	1	High
26	Non-binary	High School	Widowed	50,716	746	47,005	Personal	Self-employed	14	Good	0.200859	20,913	0	Hansenmouth	OH	Hungary	4	2	Low
31	Male	High School	Widowed	109,552	644	9,842	Home	Unemployed	8	Fair	0.590639	47,353	null	Nancyville	IL	France	0	1	Low
18	Male	PhD	Single	86,555	739	45,596	Business	Unemployed	4	Good	0.110889	null	0	Mollyview	IL	Saint Martin	2	1	Low
37	Male	High School	Divorced	103,324	713	35,198	Business	Unemployed	9	Poor	0.319055	103,197	1	New Sherriberg	ID	Kiribati	3	0	Low

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