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antitheft159
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stringleveldigits.252

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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
21	Female	Bachelor's	Married	91,713	634	22,926	Home	Employed	0	Good	0.487434	267,473	0	Charleschester	TX	Thailand	0	0	Low
39	Male	Bachelor's	Married	25,446	772	20,674	Business	Unemployed	0	Fair	0.188651	90,685	1	Hallfurt	PW	Suriname	3	0	Low
49	Female	High School	Married	96,064	null	8,588	Auto	Unemployed	17	Fair	0.247911	null	null	New Christystad	AK	Madagascar	2	0	Low
63	Female	Bachelor's	Widowed	47,384	null	null	Home	Unemployed	6	Good	0.463139	67,184	4	Joseville	SC	Falkland Islands (Malvinas)	2	0	High
32	Non-binary	PhD	Divorced	21,705	768	23,232	Home	Employed	3	Fair	0.445985	200,972	3	North Erica	CO	Serbia	0	2	High
51	Male	Master's	Married	25,839	631	19,454	Auto	Employed	7	Poor	0.11437	160,156	3	Nicolebury	OK	Myanmar	2	0	Low
38	Female	Master's	Divorced	100,522	738	null	Home	Employed	6	Poor	0.410951	42,343	1	New Stephanie	DC	Finland	null	0	Low
38	Non-binary	High School	Widowed	106,496	771	8,612	Auto	Employed	12	Good	0.300102	41,264	2	Rogersmouth	OK	Oman	2	1	Low
33	Female	PhD	Single	102,021	796	23,981	Home	Employed	11	Fair	0.245805	95,171	3	New Emily	AR	Denmark	null	2	Medium
50	Non-binary	PhD	Married	null	637	33,821	Business	Employed	16	Fair	0.101093	122,511	1	Millerbury	AK	Bermuda	4	1	Low
56	Non-binary	PhD	Widowed	93,885	761	31,810	Personal	Unemployed	4	Fair	0.592503	218,768	3	Port Michaelport	TN	Oman	3	2	Low
62	Male	PhD	Single	null	680	15,442	Auto	Unemployed	8	Poor	0.494106	44,425	3	Curtisborough	PR	Jordan	2	2	Low
26	Non-binary	PhD	Single	42,623	779	33,892	Personal	Unemployed	18	Poor	0.194058	179,510	3	Ashleybury	PA	Tunisia	null	2	High
23	Male	Bachelor's	Single	107,971	null	null	Auto	Self-employed	15	Good	0.466149	102,205	2	New Justinbury	TX	Syrian Arab Republic	2	1	Low
41	Non-binary	Bachelor's	Widowed	52,406	null	15,490	Personal	Employed	0	Excellent	0.532415	null	1	Dunlapfort	MD	Trinidad and Tobago	3	2	Low
67	Female	High School	Single	100,262	705	null	Business	Self-employed	3	Poor	0.141339	271,888	2	North Joseph	ND	Ecuador	1	2	Low
67	Female	Master's	Married	59,978	709	9,222	Auto	Unemployed	1	Poor	0.215382	191,011	2	Kyleland	OH	Philippines	2	0	Low
40	Non-binary	Bachelor's	Widowed	null	711	9,980	Personal	Employed	17	Fair	0.383785	131,606	null	Laraland	NE	Western Sahara	4	2	Medium
54	Non-binary	Bachelor's	Single	92,739	716	14,702	Auto	Unemployed	15	Fair	0.538199	null	3	South Michaelfurt	RI	United States Minor Outlying Islands	1	2	Low
56	Female	High School	Single	75,604	661	24,900	Home	Unemployed	7	Fair	0.270331	42,006	3	Port Robert	SC	Libyan Arab Jamahiriya	null	2	High
54	Male	Bachelor's	Married	100,972	718	24,493	Personal	Self-employed	18	Good	0.546231	35,575	null	East Kevin	WY	Cameroon	1	0	Low
43	Female	Bachelor's	Married	86,504	null	13,376	Home	Employed	10	Poor	0.333908	127,791	2	Lake Melissamouth	PW	Switzerland	0	2	Low
19	Male	Master's	Widowed	null	761	42,473	Personal	Self-employed	14	Good	0.569976	62,219	4	Pricefurt	NJ	Chad	4	2	Medium
46	Male	Master's	Single	77,055	735	45,907	Personal	Self-employed	4	Good	0.314941	241,939	0	Riceshire	MD	Bhutan	3	1	Low
58	Non-binary	Master's	Divorced	43,082	729	29,256	Auto	Employed	5	Fair	0.31346	59,970	4	Sarahport	PW	Switzerland	3	1	Medium
40	Non-binary	PhD	Single	115,969	null	12,865	Personal	Self-employed	19	Good	0.454635	null	0	East Erinburgh	ID	Algeria	3	0	Medium
39	Male	Master's	Widowed	30,246	764	6,493	Home	Employed	1	Good	0.24886	27,380	3	Port Nicholas	VA	Dominican Republic	2	2	Low
69	Female	Bachelor's	Married	70,790	695	null	Personal	Self-employed	2	Excellent	0.360518	237,212	4	Thomasville	PW	Jamaica	3	2	Low
46	Male	PhD	Divorced	23,423	666	43,116	Auto	Unemployed	11	Poor	0.187899	218,770	4	Martinezberg	MS	Namibia	null	0	Medium
37	Male	Master's	Divorced	32,134	null	23,748	Business	Self-employed	8	Poor	0.509627	219,991	2	Lopezfort	FM	Faroe Islands	null	2	Medium
50	Non-binary	PhD	Widowed	31,338	753	45,245	Auto	Self-employed	4	Good	0.25217	242,829	0	Taylorbury	ND	United States of America	0	0	Medium
60	Non-binary	High School	Divorced	20,969	623	6,124	Personal	Employed	9	Good	0.329093	34,172	4	Port Tina	SC	Italy	2	0	Medium
21	Non-binary	Master's	Married	null	608	null	Personal	Employed	3	Fair	0.372723	143,560	1	Simpsonchester	NJ	Belarus	2	2	Medium
57	Male	Master's	Single	76,078	661	28,953	Auto	Self-employed	15	Excellent	0.209651	214,813	1	Sylviafurt	OK	Cuba	2	1	Low
37	Non-binary	Master's	Single	null	null	16,156	Auto	Employed	3	Good	0.363432	null	1	Morrisonborough	MS	Thailand	null	2	Low
22	Male	Master's	Widowed	101,238	682	34,672	Business	Self-employed	3	Excellent	0.286915	null	1	Jonesborough	KY	United States Minor Outlying Islands	3	1	Medium
46	Non-binary	Bachelor's	Widowed	75,197	610	24,036	Personal	Employed	18	Good	0.203672	51,892	1	North Michael	UT	Guernsey	null	2	Low
41	Female	High School	Single	null	741	null	Personal	Employed	12	Fair	0.536688	null	3	Gamblemouth	VI	Switzerland	1	2	Medium
30	Male	Master's	Divorced	29,623	631	13,143	Business	Unemployed	2	Poor	0.15758	107,045	1	Rosshaven	NH	Serbia	2	1	Low
44	Non-binary	PhD	Widowed	37,533	null	19,828	Business	Self-employed	5	Good	0.157608	181,842	3	Nunezberg	IN	Netherlands Antilles	0	0	Low
55	Female	Master's	Widowed	29,947	799	null	Personal	Unemployed	3	Good	0.534115	268,580	4	Averyfurt	GU	Tanzania	1	1	Low
30	Non-binary	Master's	Widowed	87,690	686	42,257	Home	Unemployed	13	Fair	0.331904	null	0	Deckerburgh	HI	Antigua and Barbuda	2	1	Low
58	Non-binary	Master's	Single	null	640	36,088	Home	Self-employed	15	Good	0.57754	253,157	4	South Jason	NC	Vanuatu	2	2	Low
23	Non-binary	Master's	Divorced	37,769	null	10,145	Business	Unemployed	2	Good	0.474982	191,109	null	Adkinsmouth	FL	Cape Verde	3	1	Low
65	Non-binary	Master's	Widowed	104,946	null	null	Business	Self-employed	9	Fair	0.34212	null	null	Port Ronald	IN	Latvia	1	2	Low
56	Male	High School	Divorced	67,411	691	44,880	Personal	Employed	0	Poor	0.380644	225,610	3	North Alyssafort	CO	Senegal	1	0	Low
51	Male	High School	Single	60,118	753	null	Auto	Employed	16	Fair	0.295306	null	1	Burtonstad	NC	Colombia	3	1	Low
18	Male	PhD	Divorced	21,263	691	40,486	Business	Self-employed	18	Fair	0.47846	54,956	1	New Tiffany	MN	Nepal	null	1	Low
60	Non-binary	Master's	Single	53,069	610	8,894	Personal	Self-employed	4	Poor	0.133833	198,807	0	South Kelly	WA	Saint Lucia	2	0	Low
54	Male	PhD	Single	109,328	772	33,215	Business	Employed	16	Good	0.584344	292,963	1	East Danielshire	KY	Tunisia	null	1	Low
36	Non-binary	Master's	Widowed	null	696	45,072	Home	Employed	0	Excellent	0.432478	122,944	3	South Tracey	NC	Bosnia and Herzegovina	null	0	Low
51	Non-binary	Master's	Married	95,396	694	22,330	Personal	Self-employed	18	Poor	0.265337	196,118	0	New Elizabethmouth	MP	Gabon	0	0	Low
69	Non-binary	High School	Divorced	110,918	null	39,269	Home	Self-employed	12	Fair	0.189306	44,083	3	Jesusberg	NV	Taiwan	1	2	Low
57	Non-binary	Master's	Single	68,603	706	25,530	Auto	Self-employed	3	Good	0.439118	null	1	Lake Frank	SC	Lebanon	2	1	Medium
57	Non-binary	PhD	Widowed	55,702	757	null	Home	Unemployed	19	Poor	0.14667	206,890	4	South Karlachester	TN	Spain	1	0	Medium
51	Male	Bachelor's	Widowed	99,566	776	24,904	Personal	Self-employed	13	Good	0.555409	278,838	0	Amandaville	MT	Dominican Republic	0	0	Low
19	Male	High School	Widowed	52,076	737	7,358	Business	Employed	0	Good	0.124499	null	2	New Adrian	FM	Pitcairn Islands	1	2	Low
52	Male	PhD	Widowed	83,649	null	34,803	Business	Employed	17	Poor	0.507308	null	1	Adkinston	TX	Kyrgyz Republic	2	1	Medium
61	Female	High School	Divorced	30,165	null	14,010	Personal	Self-employed	7	Excellent	0.191252	57,861	4	Scottport	NH	Somalia	0	1	Medium
65	Non-binary	High School	Single	40,828	686	23,119	Business	Unemployed	1	Fair	0.108477	144,001	1	Port Lonnie	KS	Wallis and Futuna	3	2	Medium
63	Female	Master's	Divorced	null	730	32,177	Personal	Employed	18	Poor	0.218775	null	2	Smithmouth	MD	Brunei Darussalam	1	1	Low
67	Non-binary	Master's	Married	95,837	724	13,756	Personal	Self-employed	18	Fair	0.363292	164,350	null	Tracytown	NH	Portugal	3	1	Medium
46	Male	Bachelor's	Widowed	57,710	709	28,488	Auto	Unemployed	17	Excellent	0.484111	158,583	3	East Jacquelineville	IA	Solomon Islands	2	0	Low
50	Female	Master's	Married	91,192	705	33,844	Home	Unemployed	16	Fair	0.26014	30,397	0	Ginachester	OH	Grenada	1	0	Medium
34	Non-binary	High School	Widowed	100,145	762	34,703	Business	Unemployed	19	Poor	0.155546	293,469	4	North Laurafurt	SC	Jamaica	null	0	Low
34	Female	Master's	Single	112,838	null	null	Home	Unemployed	2	Excellent	0.248923	223,581	1	East Pamela	DC	Wallis and Futuna	3	0	Low
33	Non-binary	High School	Married	71,599	773	20,638	Auto	Self-employed	3	Fair	0.141424	127,854	3	Nancyfort	MD	Macao	2	1	Medium
69	Male	High School	Single	51,558	718	null	Personal	Employed	1	Fair	0.41905	136,125	3	Arnoldside	CT	Lao People's Democratic Republic	3	0	Low
60	Male	Master's	Divorced	null	799	48,575	Auto	Self-employed	2	Poor	0.173237	28,235	3	Spencerview	MS	Denmark	3	2	High
28	Male	PhD	Married	113,302	null	44,308	Auto	Unemployed	10	Excellent	0.265823	75,306	null	Debbieborough	MA	Cocos (Keeling) Islands	4	0	Low
21	Non-binary	PhD	Widowed	28,678	622	39,711	Personal	Employed	19	Excellent	0.260702	null	4	Bakerton	IN	Hungary	2	1	Medium
56	Male	Bachelor's	Single	106,127	642	6,626	Business	Self-employed	5	Good	0.15965	184,753	1	West Sandy	AK	South Georgia and the South Sandwich Islands	2	0	Medium
66	Non-binary	High School	Married	71,843	610	33,671	Home	Self-employed	0	Fair	0.363273	88,386	4	East Jasmine	IA	Namibia	0	0	Low
69	Female	Bachelor's	Divorced	74,971	682	25,421	Business	Employed	0	Excellent	0.384894	null	3	Port Williamport	IA	Western Sahara	0	1	Medium
27	Female	Bachelor's	Widowed	95,265	715	8,880	Home	Self-employed	5	Good	0.265125	273,891	null	Rogershaven	TX	Bahrain	null	2	Low
51	Male	Bachelor's	Widowed	99,324	640	14,110	Personal	Unemployed	8	Good	0.183148	296,339	null	New Kathleen	UT	New Caledonia	3	0	Low
65	Non-binary	Bachelor's	Married	null	702	13,568	Business	Self-employed	2	Poor	0.110663	146,426	2	Port Dana	ND	North Macedonia	2	2	Low
49	Female	High School	Divorced	92,843	722	14,944	Personal	Employed	2	Poor	0.437268	182,532	null	Cindyside	OK	Singapore	null	1	Low
51	Male	Bachelor's	Widowed	69,474	751	31,858	Personal	Employed	7	Excellent	0.563417	195,240	null	Bensonfort	OK	Sudan	null	1	Medium
63	Female	High School	Married	77,849	709	35,038	Home	Unemployed	14	Poor	0.188879	94,886	null	Lake Adamport	MN	Norway	0	2	Low
19	Male	Master's	Widowed	105,097	null	5,785	Auto	Self-employed	15	Good	0.193589	67,282	0	Reyesville	OR	Senegal	2	2	Low
47	Female	High School	Single	null	794	19,646	Personal	Employed	16	Fair	0.458956	189,744	1	South Scottland	VA	Switzerland	2	0	High
47	Female	Bachelor's	Divorced	27,855	714	22,924	Auto	Employed	18	Excellent	0.561102	245,570	0	Rubenchester	TX	Brazil	1	1	Medium
56	Female	PhD	Married	48,962	705	24,700	Home	Employed	7	Poor	0.303676	null	3	Tylerton	VT	Liechtenstein	0	1	High
25	Female	Bachelor's	Single	62,591	703	37,315	Business	Employed	19	Poor	0.403579	267,696	1	Frazierton	LA	Guyana	3	0	Medium
31	Non-binary	Master's	Married	22,693	618	48,819	Auto	Unemployed	18	Poor	0.545321	61,380	1	Christinafurt	TX	Armenia	2	0	Low
59	Non-binary	Master's	Married	88,095	636	49,173	Auto	Unemployed	1	Good	0.450511	274,870	4	Manningshire	WV	Burundi	3	1	High
55	Non-binary	High School	Married	44,883	740	28,486	Home	Unemployed	10	Excellent	0.386811	165,329	0	West Desireeton	NV	Kenya	2	0	Low
22	Non-binary	Master's	Divorced	58,278	708	26,441	Personal	Self-employed	6	Poor	0.15282	178,004	2	Bobbymouth	PW	Cayman Islands	4	2	Low
33	Male	High School	Married	43,765	796	null	Auto	Self-employed	9	Good	0.236193	22,979	1	East Mallory	PR	Saint Helena	4	1	Low
19	Male	PhD	Divorced	33,796	757	21,151	Personal	Self-employed	14	Excellent	0.439751	102,702	null	Anthonyfurt	ID	Bouvet Island (Bouvetoya)	2	2	Low
19	Male	High School	Widowed	51,644	688	27,502	Business	Self-employed	18	Excellent	0.527611	123,927	null	Kevinhaven	NV	Lao People's Democratic Republic	0	1	Low
28	Male	Bachelor's	Married	66,923	null	24,475	Personal	Self-employed	5	Fair	0.396353	67,624	3	North Jenniferstad	FL	Guatemala	1	2	High
69	Non-binary	Bachelor's	Divorced	87,680	684	46,103	Business	Self-employed	4	Poor	0.456064	79,483	0	Haleyburgh	OK	Sao Tome and Principe	4	2	Low
22	Female	Master's	Single	107,846	728	13,778	Auto	Unemployed	18	Fair	0.504676	107,469	3	Joshuabury	KY	Fiji	null	1	Low
65	Non-binary	High School	Divorced	94,727	643	45,142	Auto	Self-employed	13	Good	0.101271	127,650	3	Williamfurt	LA	France	null	1	Low
20	Male	High School	Divorced	119,134	719	17,765	Business	Unemployed	0	Fair	0.144759	260,164	4	West Tylerton	AK	Austria	0	1	Medium
67	Non-binary	PhD	Married	null	664	46,379	Personal	Employed	19	Poor	0.546952	106,794	3	New Kimberly	KS	Bhutan	0	1	Medium
39	Non-binary	Master's	Married	67,405	744	5,440	Auto	Self-employed	2	Excellent	0.327719	247,547	4	Lisaview	OR	Gabon	0	2	Medium
44	Male	High School	Single	101,141	605	18,356	Personal	Self-employed	5	Poor	0.579852	null	0	Ashleyshire	SD	South Africa	2	1	Medium

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