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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
25	Male	Master's	Married	null	725	15,494	Business	Employed	16	Excellent	0.375594	234,434	null	North Tracyview	CO	Dominica	0	1	Low
18	Female	Bachelor's	Single	108,567	660	null	Home	Employed	4	Poor	0.123235	184,135	3	West Jonathanland	DE	Bulgaria	null	1	Low
25	Male	PhD	Widowed	39,564	610	44,606	Auto	Employed	16	Fair	0.570679	276,370	0	Kathyshire	NJ	Bahrain	1	0	High
22	Female	Master's	Single	null	664	16,158	Auto	Employed	2	Poor	0.569865	146,691	4	Christinemouth	MS	Portugal	1	1	High
25	Male	High School	Married	null	646	9,226	Business	Self-employed	15	Poor	0.557797	143,015	2	North Anthonyfurt	MO	Djibouti	1	2	Medium
43	Male	Bachelor's	Divorced	94,248	742	19,202	Business	Employed	19	Poor	0.476916	213,838	4	Sharpland	LA	Nauru	0	0	Low
24	Non-binary	Master's	Widowed	85,875	null	6,268	Home	Employed	17	Fair	0.216403	26,567	2	West Andrew	VI	Mongolia	0	1	Low
54	Male	Bachelor's	Married	40,239	777	null	Business	Employed	9	Fair	0.232931	null	4	Holmesmouth	GA	Ghana	1	2	Low
56	Non-binary	PhD	Divorced	88,345	784	16,841	Personal	Self-employed	1	Good	0.206919	246,057	3	Taylorburgh	NJ	Croatia	4	1	Medium
47	Non-binary	High School	Divorced	68,005	null	13,346	Personal	Self-employed	17	Poor	0.127656	184,056	3	Kennethville	CO	Faroe Islands	3	0	Low
38	Male	High School	Single	42,797	684	40,775	Auto	Unemployed	3	Poor	0.32535	82,290	2	Mccormickville	MP	Greece	2	1	Low
51	Male	PhD	Divorced	86,299	null	48,367	Home	Employed	5	Good	0.534108	null	1	South Daniel	IL	Turkey	4	0	Low
45	Male	High School	Divorced	null	783	39,374	Business	Self-employed	14	Poor	0.433428	44,651	null	East Allenfort	WI	Svalbard & Jan Mayen Islands	2	1	Low
65	Female	PhD	Divorced	52,640	704	19,060	Auto	Self-employed	17	Poor	0.398794	null	1	Rosalesbury	TN	Zambia	3	2	Medium
62	Female	Master's	Single	78,900	603	12,020	Personal	Unemployed	11	Fair	0.153595	143,561	3	Maryburgh	DE	Lithuania	4	2	Low
35	Non-binary	PhD	Married	91,727	777	45,814	Auto	Self-employed	15	Good	0.551681	270,058	null	East Lacey	ME	Bermuda	0	2	Low
36	Non-binary	Bachelor's	Single	36,090	633	42,594	Business	Unemployed	0	Good	0.263916	294,226	4	Jamesstad	OH	Holy See (Vatican City State)	null	0	Medium
67	Female	PhD	Widowed	null	637	33,313	Auto	Self-employed	16	Poor	0.583729	246,015	1	East Samuel	PA	Bolivia	3	0	Medium
58	Male	PhD	Divorced	75,162	675	25,168	Business	Employed	0	Fair	0.25909	298,413	null	West Sarahhaven	MN	Cape Verde	1	2	High
63	Female	Bachelor's	Divorced	42,766	null	null	Business	Self-employed	7	Excellent	0.440697	34,058	4	Burgessbury	NM	Syrian Arab Republic	3	1	Low
56	Female	High School	Married	64,514	724	27,346	Personal	Self-employed	14	Poor	0.288852	257,013	1	Harrischester	MT	Niger	3	2	Medium
61	Non-binary	Bachelor's	Married	79,819	null	null	Personal	Self-employed	14	Good	0.243674	56,626	1	Thompsonmouth	ID	Reunion	3	1	Low
61	Non-binary	Master's	Married	null	783	23,193	Business	Unemployed	16	Good	0.365035	187,088	2	North Troy	VI	Western Sahara	2	1	Medium
42	Male	Bachelor's	Single	62,351	687	null	Business	Unemployed	2	Good	0.430623	172,036	3	East Olivia	NC	Nicaragua	0	2	Low
35	Non-binary	PhD	Single	93,567	727	31,399	Business	Unemployed	1	Excellent	0.425642	133,862	3	East Brandon	OR	Maldives	0	1	Low
53	Non-binary	High School	Married	40,193	null	5,349	Business	Employed	14	Poor	0.499383	29,344	3	West Emily	MA	Yemen	0	1	Low
56	Female	Bachelor's	Widowed	38,201	null	35,444	Personal	Unemployed	10	Poor	0.349371	58,588	3	Robertport	TN	Central African Republic	2	2	Low
22	Male	High School	Single	71,715	694	38,920	Home	Self-employed	19	Excellent	0.370043	46,005	4	Lake Carolynhaven	WI	Slovakia (Slovak Republic)	null	2	Low
36	Female	High School	Married	57,962	649	28,965	Auto	Unemployed	15	Fair	0.25253	178,655	3	Nixonberg	PR	Nauru	null	2	Medium
21	Male	High School	Divorced	null	736	10,097	Home	Self-employed	19	Excellent	0.346577	179,856	3	Lake Blake	CT	Lithuania	2	0	Medium
45	Non-binary	Master's	Divorced	null	643	null	Business	Unemployed	6	Excellent	0.266824	197,410	2	Calebstad	IA	Liechtenstein	0	1	Medium
23	Non-binary	Master's	Widowed	93,993	null	24,024	Auto	Unemployed	5	Poor	0.255725	145,935	4	Jasonview	MA	Romania	4	0	Medium
31	Non-binary	Bachelor's	Divorced	59,906	715	null	Business	Unemployed	0	Good	0.506359	168,387	2	South Christopher	FM	Saint Helena	4	0	High
66	Non-binary	Master's	Divorced	29,953	746	40,008	Auto	Employed	18	Good	0.555942	41,076	1	Port Nataliebury	AR	Chile	4	2	Low
57	Non-binary	Master's	Divorced	45,123	799	9,362	Personal	Employed	16	Good	0.250921	null	2	North Amber	MN	Iran	1	2	Medium
30	Non-binary	Master's	Widowed	68,533	668	46,860	Business	Unemployed	4	Fair	0.586484	56,327	1	South Allisontown	NJ	Ireland	2	1	Medium
41	Male	Master's	Widowed	90,009	618	23,839	Business	Employed	13	Excellent	0.291863	47,481	3	Lake Ashley	OK	Luxembourg	3	1	Low
62	Male	PhD	Widowed	25,888	780	null	Personal	Employed	4	Poor	0.352477	213,368	1	Mariaberg	UT	United States of America	1	0	Low
19	Non-binary	Bachelor's	Married	40,099	745	null	Personal	Unemployed	4	Excellent	0.41479	105,360	4	Aaronchester	AK	Equatorial Guinea	null	1	Low
43	Female	Bachelor's	Married	25,951	677	45,634	Personal	Employed	6	Good	0.116315	105,834	2	Welchland	AZ	Congo	null	1	High
46	Female	Bachelor's	Widowed	62,625	721	34,012	Auto	Employed	6	Fair	0.582286	217,229	3	Lake Frank	AS	Spain	2	0	Medium
66	Non-binary	High School	Single	24,787	651	12,353	Home	Self-employed	10	Fair	0.44684	127,291	4	Kellychester	HI	Gibraltar	1	2	Low
34	Male	Master's	Married	69,949	601	17,629	Auto	Unemployed	3	Poor	0.495031	124,530	2	West Michaelshire	MA	Congo	null	1	Low
62	Non-binary	High School	Married	35,032	774	15,146	Personal	Self-employed	18	Poor	0.343247	210,222	1	North Kayla	MI	Cyprus	1	1	Low
60	Male	High School	Married	73,374	722	14,743	Personal	Employed	15	Excellent	0.454981	267,163	null	West Julie	AL	Tunisia	null	2	Low
21	Female	High School	Divorced	72,448	624	null	Auto	Employed	14	Fair	0.520032	185,669	null	North Nancy	SD	Cape Verde	2	0	Medium
27	Non-binary	High School	Single	39,416	797	20,981	Personal	Employed	13	Good	0.439787	217,062	3	Thomashaven	MO	Togo	2	2	Low
25	Female	PhD	Divorced	null	707	21,907	Home	Employed	5	Fair	0.152987	101,704	1	Taylorberg	DC	Sierra Leone	1	2	High
59	Female	High School	Married	null	662	10,127	Business	Unemployed	18	Poor	0.103738	35,022	4	West Angelaberg	OR	Canada	2	0	Low
20	Male	Master's	Widowed	48,173	648	null	Personal	Employed	6	Poor	0.216635	27,172	3	Lisaton	TN	Grenada	0	1	Low
40	Male	High School	Divorced	28,584	670	45,944	Personal	Employed	19	Poor	0.465887	28,582	4	Lake Nicholas	NC	Mauritania	0	2	Low
21	Non-binary	PhD	Widowed	52,160	768	32,692	Auto	Employed	1	Good	0.532016	162,610	0	Pricechester	CT	Haiti	1	0	Low
24	Male	High School	Married	86,506	692	23,917	Personal	Unemployed	12	Poor	0.430338	139,947	1	Ochoamouth	IA	Bulgaria	null	1	Medium
18	Non-binary	Master's	Widowed	62,205	713	28,812	Home	Unemployed	3	Good	0.525962	null	4	West Elizabeth	PR	Macao	null	2	Low
31	Female	Bachelor's	Married	54,929	738	null	Auto	Self-employed	14	Fair	0.262267	98,192	0	Port Rachel	UT	Pakistan	null	0	Low
47	Non-binary	PhD	Married	32,907	607	11,126	Home	Self-employed	12	Fair	0.205893	263,399	0	Chavezmouth	PA	Cuba	4	1	Low
39	Male	PhD	Widowed	null	709	27,855	Auto	Unemployed	2	Poor	0.426639	101,117	3	Lake Lee	WI	Madagascar	1	0	High
60	Non-binary	High School	Divorced	null	624	12,676	Business	Unemployed	10	Excellent	0.102503	85,885	0	Lake Whitneyport	NH	Saudi Arabia	1	2	Low
38	Male	PhD	Married	118,597	787	15,890	Business	Self-employed	4	Poor	0.385739	228,889	4	New Donald	ME	Norfolk Island	4	2	Low
21	Male	Bachelor's	Married	34,629	780	33,365	Business	Unemployed	10	Poor	0.32315	null	1	West Ian	MA	United Kingdom	0	1	Low
54	Non-binary	Master's	Widowed	36,167	732	14,537	Business	Employed	3	Poor	0.390626	114,242	4	Teresaview	WA	Switzerland	0	0	Low
50	Female	Bachelor's	Widowed	91,094	682	null	Business	Self-employed	0	Excellent	0.542323	146,197	2	Jessicaville	NC	Slovakia (Slovak Republic)	2	1	Low
56	Non-binary	Master's	Widowed	69,757	null	36,092	Business	Employed	14	Poor	0.341668	209,014	3	West Melissa	NM	Vanuatu	1	2	Low
37	Female	Master's	Divorced	null	null	38,510	Auto	Self-employed	1	Poor	0.496299	96,421	1	East Pamela	OK	Dominican Republic	null	2	High
62	Non-binary	PhD	Widowed	60,799	653	16,653	Home	Employed	14	Excellent	0.229413	141,013	0	Holmeshaven	AS	New Caledonia	2	1	Low
37	Non-binary	PhD	Married	83,140	713	45,372	Auto	Unemployed	15	Excellent	0.13927	null	2	New Stefanie	SC	Bhutan	1	0	Low
19	Male	High School	Single	53,117	761	18,322	Personal	Self-employed	18	Good	0.439512	null	1	Lake Robert	WA	Indonesia	3	0	High
66	Female	PhD	Widowed	102,098	774	23,868	Personal	Self-employed	14	Poor	0.399475	138,041	4	Port Vincentland	PR	Kenya	4	2	Medium
67	Non-binary	Master's	Widowed	28,382	611	5,303	Personal	Unemployed	9	Fair	0.525447	105,398	1	Joannton	WY	Niger	1	1	Low
53	Non-binary	PhD	Widowed	null	774	null	Auto	Employed	7	Poor	0.480479	null	3	Woodwardport	MA	Italy	0	2	Low
32	Male	PhD	Married	103,360	792	21,921	Personal	Employed	0	Poor	0.569431	70,995	1	Port Juanshire	KS	Zimbabwe	null	2	Low
40	Non-binary	High School	Married	26,472	636	16,001	Personal	Unemployed	5	Poor	0.290856	251,097	4	West Thomasmouth	LA	Falkland Islands (Malvinas)	2	1	Low
47	Male	High School	Widowed	65,650	611	44,507	Business	Self-employed	18	Good	0.115542	20,233	4	East Jason	PW	Spain	3	1	Low
61	Male	Master's	Widowed	35,941	788	49,358	Personal	Employed	6	Poor	0.317185	218,344	0	Jillianchester	SD	Gibraltar	0	2	High
21	Male	Bachelor's	Divorced	50,750	725	38,337	Personal	Self-employed	4	Poor	0.477516	153,666	2	North Loristad	MS	New Caledonia	4	1	Low
50	Female	PhD	Divorced	null	693	null	Personal	Employed	7	Good	0.4135	null	null	Alisonton	RI	Ethiopia	3	2	Low
29	Male	Master's	Single	50,105	646	43,215	Business	Employed	9	Excellent	0.510258	135,453	2	East Mary	IN	Liberia	4	2	Low
54	Female	Master's	Widowed	56,417	646	30,638	Personal	Unemployed	17	Excellent	0.126341	79,219	4	Charlesville	UT	Croatia	2	2	Medium
37	Non-binary	Bachelor's	Widowed	76,531	null	null	Personal	Self-employed	12	Good	0.279217	206,104	1	Andersonport	LA	Thailand	4	2	Low
68	Female	Master's	Married	64,499	685	26,979	Auto	Unemployed	16	Fair	0.355125	null	1	Emmaberg	NC	Chile	2	1	Low
30	Female	High School	Divorced	41,037	null	31,162	Personal	Unemployed	2	Poor	0.557747	269,384	3	Lake Dustinberg	NC	Netherlands	3	2	Medium
20	Female	Master's	Widowed	43,453	620	32,213	Auto	Self-employed	11	Poor	0.51085	29,064	4	Wilkersonmouth	WI	Slovenia	1	0	Low
38	Female	High School	Divorced	56,176	687	22,008	Home	Employed	5	Fair	0.239811	172,384	0	Lake Travis	MI	Ethiopia	null	1	Low
40	Female	High School	Divorced	26,575	605	38,418	Home	Self-employed	0	Fair	0.136638	223,069	null	New Roberttown	NC	Slovakia (Slovak Republic)	0	1	Medium
64	Non-binary	High School	Single	29,895	672	31,811	Business	Unemployed	10	Fair	0.575319	33,934	2	Vasquezside	GA	Jordan	2	2	Medium
27	Male	PhD	Married	65,952	757	28,720	Home	Unemployed	9	Poor	0.365318	171,099	2	Johnville	TX	Sudan	0	1	High
59	Female	Bachelor's	Single	30,909	606	null	Business	Self-employed	17	Poor	0.409192	null	2	Evansview	MS	Mozambique	0	0	Medium
57	Male	Bachelor's	Single	68,484	665	25,502	Personal	Self-employed	17	Fair	0.586684	92,037	3	North Jessica	AZ	Brunei Darussalam	1	2	Medium
57	Male	PhD	Divorced	56,365	724	47,706	Home	Employed	12	Poor	0.547537	231,500	1	Brownland	MD	Cayman Islands	1	1	Low
30	Female	Master's	Single	73,294	753	17,134	Business	Unemployed	0	Poor	0.592269	133,903	null	Hamiltonton	MD	Honduras	3	0	Low
64	Female	High School	Married	105,669	672	25,679	Home	Unemployed	12	Fair	0.549716	128,139	1	Davidland	WV	Philippines	2	2	Medium
43	Female	PhD	Widowed	109,579	670	5,331	Home	Unemployed	12	Excellent	0.342272	224,385	null	Lake Sarahhaven	MN	Czech Republic	0	1	High
45	Male	Bachelor's	Divorced	46,836	728	16,427	Home	Unemployed	12	Excellent	0.285019	90,809	0	Crawfordberg	PA	Tajikistan	3	0	Low
57	Non-binary	High School	Married	97,848	628	12,837	Auto	Employed	0	Fair	0.195257	253,074	null	Hoganstad	WA	Madagascar	0	1	Low
35	Non-binary	High School	Widowed	58,233	678	7,467	Home	Self-employed	8	Fair	0.247587	212,170	0	East Scott	DE	United States Minor Outlying Islands	4	0	Low
40	Non-binary	PhD	Widowed	32,039	697	17,736	Auto	Unemployed	19	Excellent	0.31255	261,013	2	North Ryan	CA	Isle of Man	2	1	Medium
69	Non-binary	PhD	Widowed	43,437	630	null	Business	Unemployed	14	Good	0.272001	225,741	1	South Thomas	NE	Liberia	0	2	Low
50	Non-binary	Bachelor's	Widowed	49,402	756	33,244	Auto	Self-employed	3	Fair	0.383531	null	0	Carpentertown	NJ	Burundi	4	1	High
53	Female	Bachelor's	Single	30,731	641	15,266	Personal	Employed	7	Fair	0.11352	125,982	3	Scottchester	VT	Palestinian Territory	null	1	Low
23	Non-binary	Master's	Divorced	null	null	35,607	Home	Employed	4	Good	0.561486	179,856	3	Port Crystalburgh	MA	Qatar	2	2	Low

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