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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
52	Non-binary	Bachelor's	Single	29,522	755	9,698	Home	Employed	4	Excellent	0.488356	282,531	0	Mendozafurt	OH	Cuba	4	0	Low
34	Female	High School	Divorced	90,412	683	18,633	Business	Employed	2	Poor	0.371441	46,567	1	Port Paula	WY	Venezuela	0	0	Low
33	Male	Bachelor's	Divorced	45,594	626	49,291	Personal	Self-employed	19	Good	0.232244	111,070	0	Burnschester	PW	Switzerland	0	0	Low
22	Female	PhD	Married	61,633	655	49,928	Auto	Employed	7	Poor	0.193998	27,522	0	Lindseyborough	MH	Myanmar	null	2	High
69	Male	Master's	Divorced	40,077	633	26,798	Home	Employed	16	Good	0.494902	227,532	1	West Christopherland	MA	Iceland	1	0	Medium
41	Female	Bachelor's	Widowed	91,028	630	18,096	Home	Employed	12	Fair	0.225549	211,795	null	Port Mark	LA	Palestinian Territory	null	2	Medium
68	Female	Bachelor's	Married	null	709	28,362	Home	Self-employed	1	Good	0.100811	76,052	1	North Robertmouth	KY	Niue	1	2	Medium
58	Female	High School	Single	34,450	613	43,126	Home	Employed	13	Good	0.412458	null	1	New William	MD	Venezuela	2	1	High
28	Female	PhD	Single	118,910	652	null	Business	Unemployed	1	Excellent	0.447833	106,900	4	Lake Danielbury	KY	Guernsey	2	0	Medium
61	Non-binary	High School	Married	22,080	749	21,135	Auto	Unemployed	8	Good	0.371593	85,200	3	South Davidmouth	NY	Congo	2	0	Medium
37	Non-binary	Bachelor's	Widowed	28,039	783	27,795	Personal	Self-employed	0	Excellent	0.429167	208,486	4	West Sarahstad	FM	Hong Kong	2	2	Low
52	Male	PhD	Single	39,362	676	null	Home	Self-employed	1	Poor	0.435257	67,928	1	South Donaldchester	KY	Algeria	1	2	Low
64	Non-binary	Master's	Married	111,280	768	null	Auto	Employed	2	Excellent	0.392124	246,188	null	Colleenstad	NC	Egypt	0	2	Low
40	Non-binary	PhD	Single	118,395	793	9,043	Home	Unemployed	11	Good	0.219414	192,398	2	South Joyce	SC	Morocco	1	2	Medium
67	Non-binary	Bachelor's	Single	53,700	705	40,108	Home	Self-employed	1	Poor	0.270843	278,369	null	South Calebview	IN	Iceland	0	0	Low
63	Non-binary	PhD	Single	108,176	null	34,527	Home	Unemployed	11	Excellent	0.365117	197,359	4	South Paige	KY	Northern Mariana Islands	0	0	Low
39	Male	Bachelor's	Single	96,979	645	32,392	Auto	Employed	16	Good	0.455368	42,192	2	North Terri	MO	Djibouti	4	2	Low
60	Female	Bachelor's	Married	null	664	41,777	Business	Self-employed	2	Excellent	0.425301	283,613	null	Ashleyview	NV	Niger	4	0	Low
49	Male	High School	Widowed	94,000	690	39,226	Home	Employed	15	Poor	0.208535	218,341	3	South Richard	GA	Singapore	null	0	Low
40	Non-binary	High School	Divorced	68,777	null	46,174	Home	Employed	11	Poor	0.156353	111,367	4	South Kaitlyn	OR	Belize	0	2	High
35	Male	Bachelor's	Married	null	756	42,624	Auto	Unemployed	6	Poor	0.513661	153,962	0	Port Thomasfort	NH	Spain	3	0	Low
29	Non-binary	Bachelor's	Married	58,698	null	36,099	Home	Self-employed	6	Fair	0.458703	null	1	Davidton	IN	Nauru	1	1	Low
21	Female	High School	Widowed	110,266	639	49,807	Home	Unemployed	16	Poor	0.483384	184,754	null	Carolynmouth	HI	Korea	2	1	Low
36	Male	Master's	Single	103,605	663	null	Personal	Unemployed	18	Poor	0.353967	159,301	1	North Codyberg	AZ	Belize	3	2	Medium
54	Female	Master's	Widowed	67,664	625	29,235	Home	Unemployed	0	Good	0.399923	227,018	2	New Jessica	DC	Morocco	2	0	Low
27	Male	Master's	Single	81,934	634	49,189	Personal	Employed	1	Excellent	0.59092	31,843	1	Jamiehaven	AL	Sierra Leone	2	1	Low
36	Female	High School	Divorced	21,112	null	29,019	Personal	Unemployed	14	Excellent	0.387977	190,294	1	Jamesport	OH	Myanmar	0	0	Low
64	Female	Bachelor's	Widowed	50,723	725	17,217	Business	Unemployed	3	Fair	0.244345	43,840	3	Hardinchester	WI	Austria	3	2	Low
19	Male	High School	Single	54,553	625	45,070	Home	Employed	4	Good	0.431286	199,439	1	East Sarahport	CT	Saint Pierre and Miquelon	3	1	Low
68	Non-binary	PhD	Married	26,304	747	11,002	Home	Self-employed	2	Fair	0.58756	68,038	4	Lake Kelly	MT	Papua New Guinea	2	1	Low
30	Female	Master's	Married	31,969	756	null	Auto	Self-employed	6	Excellent	0.518156	null	3	Grahamberg	PA	Singapore	3	0	Low
47	Female	Bachelor's	Divorced	41,912	798	20,648	Business	Self-employed	17	Poor	0.266025	83,701	3	Wrightview	NH	Turkmenistan	0	1	Medium
56	Female	High School	Single	100,118	796	27,016	Business	Employed	10	Good	0.55227	49,162	0	Avilatown	AL	Georgia	1	0	Medium
55	Non-binary	Bachelor's	Divorced	28,752	671	30,336	Business	Unemployed	8	Good	0.167912	122,516	2	Matthewmouth	DE	Suriname	null	1	Low
59	Male	PhD	Married	null	663	38,433	Business	Unemployed	7	Good	0.570745	76,592	0	Port Laurentown	SC	Congo	1	2	Medium
53	Non-binary	Master's	Single	98,653	728	null	Home	Self-employed	19	Poor	0.311008	null	3	Port Williammouth	TX	Slovenia	4	0	Low
57	Female	Master's	Divorced	112,230	null	26,091	Personal	Unemployed	14	Good	0.299959	null	2	West Earl	NV	Tuvalu	4	1	Low
32	Female	PhD	Divorced	95,726	609	33,802	Business	Unemployed	17	Good	0.243624	232,969	3	West Donaldshire	NV	Guadeloupe	2	1	Low
32	Male	High School	Married	105,642	647	35,408	Home	Employed	2	Poor	0.369139	287,440	1	Lake Wayne	IA	Namibia	2	0	Low
63	Male	Master's	Divorced	59,502	781	null	Home	Employed	4	Fair	0.485429	297,775	2	Rebeccaville	AR	Tonga	4	2	High
27	Male	PhD	Divorced	41,826	761	null	Business	Unemployed	12	Fair	0.450117	40,893	3	Joyshire	MS	Belize	4	2	Medium
37	Male	PhD	Divorced	72,330	null	49,026	Personal	Unemployed	1	Fair	0.359336	null	null	Austinchester	TN	Mayotte	3	0	Medium
63	Female	High School	Single	82,886	633	46,028	Home	Unemployed	2	Poor	0.189954	194,303	3	Lake Brandonland	MP	Hungary	4	2	Medium
35	Male	PhD	Married	103,420	740	24,658	Business	Employed	14	Fair	0.465971	62,608	1	South Rebeccafurt	MA	Vanuatu	0	0	Low
51	Female	PhD	Widowed	47,723	787	null	Auto	Unemployed	19	Poor	0.224865	168,733	0	Hebertchester	PA	Puerto Rico	2	2	Low
22	Male	PhD	Divorced	null	696	6,052	Business	Unemployed	4	Good	0.252871	23,545	null	West Jacob	WI	Qatar	0	0	Low
38	Non-binary	Master's	Widowed	110,048	732	35,657	Business	Employed	8	Fair	0.241175	145,069	null	Martinside	MT	French Polynesia	1	1	Low
47	Female	Bachelor's	Married	44,276	null	39,546	Business	Self-employed	10	Excellent	0.124102	null	4	Soniamouth	MA	Zambia	4	0	Low
33	Non-binary	Master's	Widowed	40,405	671	41,264	Auto	Self-employed	3	Excellent	0.363996	187,408	3	Craigview	NY	Myanmar	0	1	High
55	Male	Master's	Divorced	null	618	43,807	Personal	Self-employed	14	Good	0.285435	null	1	Jenniferhaven	KS	Uruguay	null	1	Low
21	Female	Master's	Divorced	74,240	735	8,407	Personal	Self-employed	8	Excellent	0.472737	null	null	East Melissafort	SD	Vanuatu	null	1	Low
21	Non-binary	High School	Divorced	101,619	790	null	Personal	Unemployed	15	Good	0.167496	168,227	1	Odomchester	VA	Andorra	0	2	Low
39	Male	High School	Divorced	79,204	618	6,548	Auto	Employed	14	Poor	0.233669	199,021	3	Mcdonaldhaven	DC	Cote d'Ivoire	2	1	Low
30	Male	PhD	Single	21,825	769	21,452	Business	Employed	16	Fair	0.311	127,776	4	Markbury	CA	Mali	4	0	Medium
41	Non-binary	Master's	Single	22,164	661	39,940	Home	Self-employed	16	Fair	0.186395	142,935	null	New Timothyburgh	MA	Kenya	0	0	Low
37	Female	High School	Divorced	85,961	622	17,317	Business	Employed	19	Excellent	0.500325	93,283	0	Smithmouth	ID	Ireland	3	2	Low
52	Female	High School	Single	71,845	678	39,763	Auto	Unemployed	16	Good	0.248563	194,399	2	Lake Margaret	GA	Congo	4	0	Medium
31	Male	Bachelor's	Married	null	799	6,737	Home	Unemployed	16	Fair	0.2315	130,056	null	North Danielburgh	AZ	Moldova	1	2	Medium
60	Male	Master's	Divorced	null	617	19,580	Home	Unemployed	4	Excellent	0.133806	74,644	1	Scottberg	WY	Ukraine	0	1	Low
32	Male	Master's	Single	50,289	715	42,256	Business	Employed	3	Poor	0.220522	173,203	1	New Donnaburgh	OK	Saint Kitts and Nevis	3	0	Medium
35	Female	Master's	Divorced	43,897	762	13,064	Personal	Self-employed	1	Poor	0.135178	null	2	Amandatown	AR	Benin	2	2	Low
35	Male	High School	Single	84,889	752	null	Auto	Unemployed	18	Good	0.579048	228,493	3	Rebeccachester	GU	Solomon Islands	3	0	Low
20	Male	PhD	Single	60,075	676	null	Auto	Self-employed	9	Excellent	0.343182	null	0	Port Sandrastad	MO	Bulgaria	null	0	Low
32	Male	Bachelor's	Single	null	679	30,809	Business	Employed	14	Poor	0.553809	null	2	New Yvonneview	CT	Ireland	3	1	Medium
29	Non-binary	High School	Divorced	70,344	648	43,604	Business	Self-employed	13	Good	0.526298	299,042	1	South Mariaborough	HI	Montenegro	0	1	Medium
28	Non-binary	PhD	Single	81,086	null	27,243	Home	Self-employed	3	Poor	0.352883	237,850	2	North Kellymouth	MH	Kiribati	4	1	Low
21	Non-binary	High School	Single	113,580	702	null	Auto	Self-employed	12	Fair	0.494208	51,546	1	Adamburgh	NV	Macao	0	0	High
22	Male	Master's	Single	69,460	610	31,738	Business	Employed	2	Excellent	0.289686	43,785	3	Port Stephen	WV	Mayotte	0	2	Low
46	Male	High School	Married	36,506	655	46,464	Auto	Employed	11	Good	0.191471	100,154	0	Hickschester	KS	Kiribati	3	2	Low
19	Female	Bachelor's	Married	106,569	null	10,126	Personal	Unemployed	3	Excellent	0.142717	89,860	3	Nelsonberg	AR	Tajikistan	3	1	Low
55	Female	PhD	Single	115,012	679	47,845	Auto	Unemployed	4	Good	0.46951	229,354	1	West Cynthia	GA	Australia	4	0	Low
57	Non-binary	PhD	Married	34,954	667	42,584	Auto	Self-employed	9	Good	0.474463	null	3	Dennismouth	MH	Lebanon	null	1	Medium
40	Non-binary	Bachelor's	Divorced	118,112	770	35,523	Business	Self-employed	1	Excellent	0.233878	null	0	Michellemouth	PW	Mauritius	4	2	Low
46	Non-binary	PhD	Widowed	null	627	10,356	Personal	Unemployed	7	Poor	0.143022	130,268	2	Port Angelachester	KY	Saint Vincent and the Grenadines	3	0	Low
60	Non-binary	High School	Widowed	51,230	749	43,960	Auto	Self-employed	5	Good	0.127702	30,290	1	Harperton	ND	Korea	1	2	Medium
26	Female	Master's	Widowed	78,582	780	null	Home	Self-employed	16	Excellent	0.250209	160,746	1	Porterview	GU	Guam	2	0	Low
58	Non-binary	High School	Divorced	117,079	null	29,797	Personal	Unemployed	4	Fair	0.231925	188,046	2	Port Brian	AR	Poland	1	2	Low
24	Female	Bachelor's	Single	99,258	700	null	Auto	Employed	12	Good	0.176833	196,115	1	Tranmouth	NH	Japan	2	2	Medium
60	Female	Bachelor's	Married	66,775	753	6,854	Personal	Employed	0	Poor	0.189645	119,746	1	New Miguel	DC	Guinea	2	1	Medium
33	Non-binary	PhD	Divorced	70,801	628	6,510	Home	Self-employed	13	Poor	0.327362	242,855	4	Houstonshire	MP	Mauritania	null	0	Low
52	Non-binary	Bachelor's	Single	null	null	7,525	Personal	Employed	4	Fair	0.502112	195,311	null	Davidchester	MH	Philippines	3	0	Medium
57	Male	Bachelor's	Married	43,756	662	49,516	Business	Employed	8	Excellent	0.469935	null	1	East Frederickmouth	IL	Iceland	null	2	Medium
48	Female	Master's	Single	38,070	778	36,675	Auto	Unemployed	14	Good	0.559502	216,478	0	New Richard	MI	Northern Mariana Islands	null	1	Medium
35	Female	High School	Widowed	47,446	644	7,874	Home	Unemployed	4	Poor	0.307854	108,374	1	Brandonburgh	MP	Kenya	4	1	Medium
69	Non-binary	Bachelor's	Divorced	null	625	31,770	Personal	Self-employed	11	Good	0.367044	null	4	Nicoletown	KS	Lao People's Democratic Republic	3	1	Low
36	Female	Bachelor's	Single	118,244	624	45,710	Business	Unemployed	19	Fair	0.412467	266,432	null	East Brandon	CT	French Guiana	2	2	Low
46	Non-binary	PhD	Widowed	83,886	766	24,682	Business	Self-employed	8	Poor	0.144103	226,387	1	Mcgeebury	RI	Honduras	2	1	Medium
45	Female	Bachelor's	Divorced	103,114	635	37,573	Auto	Unemployed	13	Poor	0.344045	46,966	0	Combsmouth	GU	Anguilla	3	1	Medium
42	Female	Master's	Single	53,785	697	23,683	Auto	Unemployed	7	Good	0.47934	null	null	Francisberg	DC	Hungary	0	2	Medium
60	Female	Master's	Married	59,203	763	7,665	Business	Self-employed	2	Fair	0.167574	131,050	null	New Rhondafort	CT	Norfolk Island	1	2	Medium
40	Non-binary	High School	Married	115,387	769	10,824	Personal	Unemployed	7	Fair	0.554792	108,996	null	Grimestown	VT	Christmas Island	3	0	Low
60	Female	Master's	Widowed	106,067	635	6,636	Auto	Employed	9	Fair	0.101466	236,187	0	New Paulstad	CA	United Kingdom	2	1	Low
56	Female	Master's	Divorced	24,263	640	null	Home	Self-employed	7	Fair	0.560596	49,928	1	West Matthew	PA	Saudi Arabia	null	2	Low
56	Female	PhD	Divorced	27,970	null	47,187	Personal	Unemployed	9	Good	0.137953	134,640	4	Lake Cheryl	WI	Ethiopia	0	1	Low
69	Non-binary	Master's	Divorced	56,126	601	32,275	Auto	Employed	1	Poor	0.148011	128,454	4	West Gailburgh	OK	Netherlands	4	1	Medium
22	Male	Master's	Divorced	92,934	null	null	Business	Employed	19	Poor	0.293135	283,195	0	East Catherinefurt	ID	Vietnam	4	2	Medium
48	Male	Master's	Divorced	87,818	694	16,802	Personal	Unemployed	0	Poor	0.360338	92,975	4	Anitahaven	NE	Saint Pierre and Miquelon	0	1	Medium
30	Female	PhD	Married	54,750	672	25,570	Personal	Employed	2	Good	0.259851	22,180	0	Ashleyside	WI	Netherlands	1	0	Medium
61	Female	Bachelor's	Divorced	104,224	null	null	Business	Employed	13	Good	0.365813	128,398	null	West Marc	MA	Iceland	3	2	Low
69	Male	PhD	Widowed	118,591	609	42,034	Home	Self-employed	18	Fair	0.16398	151,925	2	Conleyland	NH	British Indian Ocean Territory (Chagos Archipelago)	3	1	High

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