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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
19	Female	High School	Married	44,509	774	7,800	Business	Self-employed	17	Excellent	0.324266	31,645	1	Norrisport	FL	Suriname	3	1	Low
21	Male	Bachelor's	Married	97,017	614	41,646	Auto	Employed	12	Fair	0.505275	111,831	0	Rachelstad	VI	Georgia	1	1	Low
57	Female	Master's	Divorced	101,975	799	30,736	Home	Employed	8	Poor	0.39536	108,729	0	North Amy	MO	Sierra Leone	2	1	Low
44	Female	Bachelor's	Widowed	93,356	655	8,247	Business	Unemployed	3	Excellent	0.164489	123,836	0	Lake John	SD	Botswana	1	2	Low
59	Non-binary	Bachelor's	Single	79,228	621	33,142	Business	Unemployed	2	Poor	0.522629	251,021	4	North Lisa	MO	Armenia	1	0	Low
63	Non-binary	Master's	Widowed	43,707	631	null	Business	Employed	17	Fair	0.575093	299,398	0	Lindashire	ME	Seychelles	2	0	Low
39	Non-binary	Bachelor's	Married	109,609	719	28,577	Personal	Unemployed	16	Fair	0.465894	294,121	3	East Nicole	VA	Haiti	4	0	Low
50	Female	Master's	Married	102,160	730	43,681	Business	Employed	18	Good	0.514651	237,236	4	South Travisfort	ID	United States Virgin Islands	3	2	Medium
65	Non-binary	Master's	Single	65,161	672	47,662	Auto	Employed	4	Poor	0.449946	75,389	4	East Darrell	NJ	Morocco	4	1	Medium
22	Female	PhD	Divorced	49,046	792	33,352	Business	Employed	13	Fair	0.445831	211,701	0	South Samuel	PA	Namibia	4	1	Medium
67	Non-binary	Master's	Divorced	94,678	638	null	Home	Unemployed	2	Good	0.410601	234,788	4	Muellerfurt	FM	Turkmenistan	1	1	Medium
59	Non-binary	PhD	Married	97,148	697	9,064	Personal	Self-employed	11	Fair	0.282768	243,137	1	Nicoleshire	OR	Libyan Arab Jamahiriya	1	2	Medium
63	Non-binary	PhD	Single	115,202	665	8,078	Auto	Unemployed	16	Good	0.521355	219,012	1	New Calvinstad	CT	Ethiopia	2	2	Medium
30	Non-binary	High School	Widowed	43,118	793	39,139	Business	Unemployed	12	Poor	0.142393	63,732	2	Phillipview	WV	Indonesia	0	1	Low
68	Male	PhD	Widowed	105,078	753	37,586	Home	Employed	0	Excellent	0.377744	null	null	Davidborough	TN	Macao	0	2	Low
25	Female	PhD	Married	51,828	710	12,317	Home	Employed	8	Excellent	0.521951	61,941	3	North Laurenborough	NJ	Trinidad and Tobago	4	2	Low
66	Female	Bachelor's	Married	117,317	607	34,264	Personal	Unemployed	11	Fair	0.318046	269,586	0	East Julieport	NH	Kazakhstan	3	2	Low
21	Non-binary	High School	Divorced	24,700	607	null	Home	Self-employed	19	Poor	0.147234	null	0	West Cheryl	DC	Kyrgyz Republic	0	1	Medium
28	Non-binary	Master's	Married	51,976	608	41,322	Auto	Self-employed	14	Poor	0.467565	66,574	null	Lake Dawnburgh	NV	Libyan Arab Jamahiriya	4	1	Low
55	Non-binary	PhD	Single	90,218	732	49,056	Auto	Employed	6	Fair	0.340581	265,806	2	Port Tina	NH	Solomon Islands	null	1	Low
69	Female	High School	Married	90,085	779	34,340	Auto	Self-employed	3	Poor	0.344061	null	4	Davidstad	AZ	Guinea-Bissau	3	2	Medium
24	Female	PhD	Married	40,810	null	21,813	Home	Self-employed	2	Poor	0.256983	221,484	null	West Judyhaven	ME	Wallis and Futuna	null	0	Medium
18	Female	PhD	Married	102,174	723	49,436	Home	Employed	11	Good	0.581662	75,233	4	Matthewfort	KY	Timor-Leste	2	1	Low
43	Female	Master's	Divorced	76,298	687	6,962	Home	Self-employed	1	Poor	0.149226	155,206	4	East Susan	GU	Cote d'Ivoire	2	1	High
51	Male	Bachelor's	Married	null	765	12,289	Auto	Employed	0	Excellent	0.253579	208,280	null	Swansonburgh	TX	Algeria	1	0	Medium
48	Male	PhD	Married	null	641	9,200	Business	Employed	8	Good	0.462366	266,231	2	North Mark	WV	Papua New Guinea	4	0	Medium
43	Female	Master's	Single	29,874	768	null	Home	Self-employed	18	Fair	0.241716	286,813	3	North David	FM	Andorra	0	1	Medium
41	Male	Bachelor's	Married	20,553	667	22,999	Business	Unemployed	17	Good	0.560442	118,512	4	Elizabethtown	DC	Greenland	2	1	Medium
29	Male	PhD	Single	null	null	null	Business	Self-employed	12	Poor	0.581922	80,125	4	Lake Donaldland	OK	Croatia	1	2	Medium
57	Non-binary	PhD	Single	null	779	27,343	Home	Unemployed	2	Poor	0.373671	103,608	null	Port Tanyashire	NM	Timor-Leste	2	2	Medium
66	Non-binary	Bachelor's	Divorced	null	659	13,687	Business	Unemployed	15	Poor	0.374341	40,245	3	New Sarabury	RI	Australia	null	0	High
63	Non-binary	Master's	Married	86,551	700	32,175	Business	Unemployed	14	Poor	0.378075	76,655	4	Coopermouth	HI	Nicaragua	3	0	High
38	Male	Master's	Widowed	null	663	18,470	Auto	Employed	17	Poor	0.229946	154,346	null	Christinaland	NY	Japan	3	0	Medium
43	Female	High School	Widowed	50,924	635	24,834	Auto	Employed	14	Good	0.100382	233,700	4	Normanfort	NH	Bolivia	0	1	Low
44	Non-binary	High School	Divorced	28,303	681	32,180	Personal	Self-employed	7	Excellent	0.536068	196,239	3	New Briannafort	KY	Grenada	3	1	Low
51	Male	High School	Married	110,917	644	23,902	Auto	Unemployed	2	Fair	0.232233	199,020	0	North Tylerburgh	SC	Martinique	4	0	Low
34	Male	PhD	Divorced	null	777	31,150	Business	Employed	10	Good	0.482295	247,374	1	Dixonmouth	GA	Gibraltar	3	0	Medium
20	Non-binary	Bachelor's	Widowed	103,521	null	43,822	Auto	Unemployed	10	Fair	0.596164	210,650	1	West Melissa	LA	Botswana	2	2	Medium
60	Non-binary	Master's	Divorced	61,773	794	30,505	Personal	Self-employed	15	Fair	0.373504	null	2	Amandaside	GU	Paraguay	2	1	Low
38	Male	PhD	Widowed	27,750	781	49,120	Business	Self-employed	12	Fair	0.301148	null	4	West Josephmouth	NE	Gambia	3	2	Low
64	Male	Master's	Widowed	93,541	602	null	Home	Employed	11	Fair	0.459121	26,126	0	Daniellemouth	AZ	Belgium	2	1	Medium
40	Male	Bachelor's	Married	24,803	771	16,544	Business	Employed	13	Excellent	0.149867	null	0	Port Lisa	KY	Nauru	4	2	Low
30	Female	High School	Divorced	61,387	615	8,551	Home	Unemployed	19	Fair	0.350697	null	4	Lake Brendaland	NE	Bolivia	4	1	High
65	Non-binary	PhD	Married	null	711	11,581	Auto	Self-employed	12	Excellent	0.105017	256,693	4	Camachoport	MO	Cayman Islands	0	0	Low
42	Female	Master's	Widowed	90,393	641	47,582	Home	Employed	19	Fair	0.157493	149,662	4	Laurenstad	MN	Samoa	4	2	Low
64	Female	PhD	Widowed	91,889	null	39,313	Home	Unemployed	18	Good	0.17527	176,761	1	Mullenport	MP	Sudan	3	0	Medium
25	Male	Master's	Single	35,489	624	14,223	Business	Employed	9	Excellent	0.573958	162,893	3	New Craigview	IL	Colombia	null	1	Low
41	Non-binary	Bachelor's	Divorced	25,967	null	11,885	Personal	Employed	19	Fair	0.534249	52,676	3	East Kathleen	WA	Namibia	1	1	Low
29	Non-binary	High School	Divorced	52,740	725	null	Business	Employed	14	Fair	0.211164	null	1	Port Marilyn	ND	Sao Tome and Principe	2	2	Medium
49	Male	PhD	Divorced	50,755	null	43,735	Personal	Unemployed	5	Good	0.470221	null	0	Stevenmouth	WY	Cook Islands	4	2	Low
21	Non-binary	Bachelor's	Single	105,687	660	28,241	Home	Unemployed	9	Excellent	0.249852	287,888	2	Lynchton	ME	Kiribati	3	1	Low
19	Male	High School	Single	29,643	600	null	Personal	Self-employed	9	Excellent	0.259571	169,832	4	Michaelburgh	CT	Cape Verde	0	2	Low
21	Non-binary	High School	Widowed	33,894	null	20,327	Business	Unemployed	2	Excellent	0.453104	194,083	2	New Angelica	MN	Nauru	3	0	Low
23	Female	PhD	Widowed	25,948	null	23,262	Business	Unemployed	15	Poor	0.398993	null	1	South Johnfort	WI	Syrian Arab Republic	1	1	Low
23	Female	Bachelor's	Married	null	794	23,299	Personal	Employed	9	Excellent	0.27835	27,803	0	Laneshire	PW	Bahamas	null	1	Low
39	Non-binary	Master's	Widowed	107,667	698	28,304	Home	Unemployed	11	Poor	0.38959	224,597	1	Jenniferstad	NE	Austria	1	1	Low
56	Male	Master's	Single	60,225	731	27,281	Auto	Self-employed	1	Poor	0.294186	295,586	2	Contrerasport	ND	Eritrea	3	2	Low
22	Male	PhD	Married	88,211	662	16,311	Business	Employed	19	Fair	0.39206	80,913	2	New Carol	HI	Tajikistan	1	1	Low
40	Non-binary	Bachelor's	Married	68,586	775	null	Business	Employed	12	Excellent	0.466932	167,839	0	Donaldfort	VT	Greenland	4	1	High
59	Male	Master's	Widowed	107,750	673	36,864	Auto	Unemployed	9	Fair	0.277125	261,703	3	Johnsonfurt	IA	El Salvador	null	1	Medium
48	Male	PhD	Single	84,950	697	12,176	Business	Unemployed	7	Excellent	0.217274	null	0	Rachelview	ME	Cyprus	4	0	Medium
28	Male	Master's	Widowed	113,517	741	34,393	Home	Self-employed	17	Fair	0.491868	122,857	4	Shepherdview	PA	Saint Helena	null	1	Low
55	Non-binary	Master's	Single	null	687	13,825	Home	Employed	3	Fair	0.490007	175,580	1	Lake Tamarafurt	GA	Oman	3	1	Medium
29	Non-binary	PhD	Married	49,583	null	47,032	Personal	Employed	1	Fair	0.459146	128,126	1	Jamesfort	OH	Burkina Faso	3	2	Low
23	Female	Master's	Married	98,191	664	43,458	Auto	Unemployed	1	Fair	0.343376	170,724	4	Kingside	ME	Poland	3	1	High
55	Non-binary	PhD	Married	117,858	743	5,290	Auto	Employed	3	Excellent	0.434193	37,513	4	West Michelleview	NY	Angola	0	2	Medium
44	Female	Master's	Single	86,258	630	30,800	Business	Employed	13	Fair	0.18033	null	2	Smithside	SD	Central African Republic	2	1	Low
46	Non-binary	Bachelor's	Divorced	null	null	7,666	Business	Self-employed	19	Good	0.5221	231,130	4	North Lisa	NC	Wallis and Futuna	0	1	Low
36	Male	Bachelor's	Single	75,188	625	16,018	Auto	Unemployed	17	Poor	0.390232	32,140	1	Browningshire	NE	Poland	null	0	Low
31	Non-binary	Bachelor's	Widowed	null	633	5,879	Home	Employed	1	Excellent	0.306993	282,730	1	West Amberburgh	MT	Maldives	null	0	Medium
43	Male	PhD	Married	83,528	612	29,889	Business	Employed	12	Poor	0.191655	null	4	Morrisonside	SC	South Georgia and the South Sandwich Islands	0	0	Low
41	Non-binary	Bachelor's	Widowed	30,273	766	null	Auto	Employed	18	Excellent	0.26473	257,848	2	Port Michellefort	NE	Brunei Darussalam	0	2	High
36	Male	Bachelor's	Widowed	119,656	710	39,405	Auto	Self-employed	5	Fair	0.57023	216,575	1	New Patricialand	MH	Armenia	0	1	Low
66	Female	High School	Widowed	null	631	14,727	Business	Employed	18	Poor	0.3544	82,278	null	Shawnside	NC	Qatar	3	1	Low
33	Non-binary	PhD	Divorced	59,316	731	26,185	Personal	Self-employed	14	Poor	0.585193	null	0	Lake Shawn	NH	Andorra	3	0	Low
34	Female	PhD	Married	114,606	null	null	Business	Unemployed	5	Good	0.164902	59,793	null	Williamsontown	OH	Norfolk Island	3	2	High
26	Male	Master's	Married	57,682	778	31,581	Personal	Employed	9	Poor	0.298957	195,709	2	New Danielville	AS	Nicaragua	2	1	Low
39	Male	PhD	Married	45,390	705	10,183	Auto	Self-employed	4	Poor	0.156349	121,494	4	Josephchester	DC	Suriname	3	0	High
20	Non-binary	Bachelor's	Divorced	null	790	25,141	Business	Self-employed	7	Excellent	0.449275	251,792	3	Ortizberg	DE	Andorra	1	2	Low
20	Non-binary	PhD	Divorced	101,541	626	5,982	Personal	Employed	16	Fair	0.17496	111,917	0	East Kellyberg	KS	Yemen	4	0	Low
21	Non-binary	High School	Single	null	714	33,269	Auto	Self-employed	11	Excellent	0.422691	209,945	0	New Markshire	AR	Cameroon	2	2	Low
69	Female	High School	Married	111,414	788	44,552	Business	Unemployed	2	Good	0.262514	70,257	2	New Scottton	HI	Bermuda	2	0	Low
24	Female	Bachelor's	Divorced	null	682	null	Personal	Unemployed	10	Good	0.366727	32,833	3	Garciahaven	NM	Latvia	3	2	Low
30	Non-binary	High School	Married	32,303	null	34,491	Auto	Unemployed	1	Good	0.531966	null	3	Santanabury	NC	Bhutan	4	2	Low
66	Female	High School	Widowed	29,529	663	21,825	Business	Unemployed	11	Fair	0.543841	247,025	3	East Jeremy	KY	Reunion	2	1	Low
37	Female	Bachelor's	Widowed	43,412	681	12,094	Auto	Unemployed	15	Excellent	0.373731	200,791	null	Janicechester	VT	New Caledonia	4	2	Low
24	Non-binary	Bachelor's	Single	60,725	729	9,986	Home	Employed	10	Good	0.125606	29,279	0	Richardberg	KY	Somalia	null	0	Low
66	Female	Bachelor's	Divorced	null	786	null	Home	Self-employed	12	Fair	0.179356	103,546	0	Bethanyhaven	PR	Spain	null	1	Low
66	Female	Bachelor's	Divorced	23,801	601	37,355	Auto	Employed	8	Good	0.243445	118,869	1	Vasquezport	NV	Australia	3	2	Low
34	Non-binary	Bachelor's	Divorced	72,018	683	16,563	Auto	Unemployed	17	Good	0.539005	50,331	4	Port Elizabethshire	WV	Barbados	1	0	Medium
36	Male	PhD	Single	32,100	788	29,927	Auto	Employed	5	Fair	0.376343	85,997	null	Port Bryanmouth	DE	Iraq	null	2	Low
39	Female	High School	Married	106,366	null	12,011	Auto	Employed	15	Excellent	0.298488	47,475	0	New Melanie	FL	Tunisia	1	2	Low
38	Non-binary	High School	Single	72,385	null	null	Home	Unemployed	11	Fair	0.189297	264,310	4	East Joshua	CO	Marshall Islands	4	1	Medium
58	Female	High School	Married	null	735	27,943	Home	Unemployed	14	Fair	0.32104	70,560	3	North Erica	TN	Tokelau	null	2	High
41	Male	PhD	Divorced	41,943	665	10,901	Business	Employed	18	Good	0.347202	102,543	3	Cynthiaside	AS	Ireland	0	1	High
23	Female	High School	Married	93,198	694	46,011	Personal	Unemployed	17	Fair	0.376476	156,337	1	Baileyburgh	PR	Eritrea	3	1	High
53	Female	Bachelor's	Widowed	78,434	636	27,482	Personal	Employed	3	Poor	0.452528	231,512	1	Johnsonfort	IN	Rwanda	3	1	Low
41	Female	Master's	Married	21,132	714	5,042	Home	Self-employed	11	Poor	0.153871	197,553	2	Lake Kyle	WI	Heard Island and McDonald Islands	2	2	Medium
19	Female	High School	Divorced	92,009	655	27,046	Home	Employed	1	Fair	0.345567	42,639	3	North Brandonport	OH	Kenya	4	2	Low
48	Female	PhD	Single	116,572	654	45,081	Auto	Self-employed	11	Poor	0.271691	62,050	null	North Ronald	MH	Reunion	2	2	Low

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