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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
40	Non-binary	High School	Married	83,372	null	43,329	Auto	Employed	9	Good	0.146837	null	2	Smithville	WV	Morocco	2	0	Low
34	Male	Bachelor's	Single	84,963	null	27,921	Auto	Unemployed	15	Poor	0.450417	297,174	4	South Matthewton	SD	Equatorial Guinea	4	1	High
43	Non-binary	High School	Divorced	80,623	711	5,153	Auto	Employed	1	Poor	0.439257	81,455	1	Robertview	ND	Uganda	null	2	Medium
20	Non-binary	PhD	Widowed	44,601	769	6,804	Home	Self-employed	18	Good	0.561039	null	3	East Rebecca	CT	Saint Kitts and Nevis	3	1	High
46	Non-binary	PhD	Married	68,263	630	35,291	Auto	Unemployed	2	Good	0.442128	null	4	Townsendstad	AL	Saudi Arabia	4	0	Low
58	Male	High School	Widowed	null	639	null	Personal	Self-employed	15	Fair	0.230787	154,255	2	Justinville	NY	Madagascar	4	1	Medium
64	Female	Bachelor's	Single	23,692	642	42,671	Personal	Self-employed	19	Good	0.196703	67,380	0	Hoodport	MP	Ecuador	1	0	Low
38	Female	Bachelor's	Single	null	null	43,000	Personal	Self-employed	11	Good	0.354886	102,907	2	Russellstad	DE	Barbados	1	1	Medium
26	Male	High School	Married	44,064	773	43,698	Home	Unemployed	3	Fair	0.565435	46,196	2	Jimenezfort	MH	Qatar	null	1	Low
64	Female	PhD	Widowed	64,549	740	40,280	Business	Unemployed	4	Good	0.543974	209,953	null	Hansenside	VI	Bangladesh	null	1	Medium
54	Female	Bachelor's	Married	72,571	719	null	Personal	Unemployed	0	Fair	0.116537	null	4	East Melinda	NM	Maldives	0	0	Low
49	Non-binary	PhD	Widowed	110,998	643	28,784	Auto	Self-employed	2	Excellent	0.282105	254,670	null	North Chelseafurt	WI	Gabon	3	2	Low
22	Male	High School	Divorced	86,151	742	27,726	Business	Employed	18	Fair	0.133879	36,971	null	Lake Amytown	NJ	Christmas Island	2	0	Low
68	Male	Bachelor's	Widowed	null	675	21,238	Home	Unemployed	12	Good	0.559413	114,308	3	West Andrea	SD	Djibouti	0	0	Medium
65	Female	PhD	Divorced	27,466	699	41,512	Home	Employed	14	Poor	0.579149	264,461	3	Stacymouth	NC	Lao People's Democratic Republic	0	0	Low
58	Non-binary	Bachelor's	Single	null	null	39,654	Business	Self-employed	2	Poor	0.461077	203,658	1	Eileentown	SD	Switzerland	1	0	Medium
22	Female	High School	Divorced	71,529	630	23,201	Home	Unemployed	7	Fair	0.184136	58,964	1	South Sandra	ME	Palestinian Territory	3	2	Medium
50	Male	Master's	Divorced	75,387	772	28,671	Home	Unemployed	12	Excellent	0.239037	191,037	null	Lake Jessicaberg	AR	Argentina	3	2	High
64	Female	Master's	Married	97,932	718	5,765	Home	Employed	15	Poor	0.482087	154,601	0	Taylortown	OH	Malta	2	0	Low
48	Non-binary	High School	Divorced	103,138	712	49,634	Auto	Self-employed	13	Poor	0.483435	null	1	Wandaton	MA	Fiji	1	0	Low
51	Female	Bachelor's	Married	57,930	770	21,688	Business	Unemployed	2	Fair	0.25104	37,279	1	South Paul	NY	Cuba	4	1	Low
40	Male	High School	Married	53,770	691	32,718	Auto	Employed	10	Good	0.38361	null	null	Lake Tiffany	MN	Micronesia	4	0	Low
58	Female	High School	Widowed	40,396	792	5,203	Home	Self-employed	5	Poor	0.558485	75,310	0	Lake Thomastown	SC	Libyan Arab Jamahiriya	null	1	Low
46	Non-binary	Master's	Single	25,969	790	11,582	Auto	Unemployed	15	Excellent	0.400615	null	2	North Alicia	NM	Saint Barthelemy	1	2	Low
28	Non-binary	High School	Widowed	100,876	684	34,917	Personal	Employed	19	Excellent	0.444519	134,015	4	Justinberg	NC	Timor-Leste	4	1	Low
37	Female	High School	Widowed	35,120	null	8,444	Auto	Unemployed	11	Excellent	0.584702	275,467	0	Rangelfort	MP	Cocos (Keeling) Islands	1	1	Medium
52	Non-binary	Master's	Divorced	116,854	792	null	Business	Self-employed	19	Good	0.294827	116,515	0	West Crystalland	RI	Greece	0	2	Low
19	Non-binary	PhD	Married	115,672	605	6,785	Personal	Unemployed	6	Good	0.552153	25,998	null	Morrisfort	NJ	British Virgin Islands	1	0	Medium
29	Non-binary	Master's	Single	31,369	662	47,231	Auto	Unemployed	14	Good	0.504771	null	1	North Christopher	PW	Bahamas	0	2	High
62	Female	Bachelor's	Divorced	69,592	622	9,854	Personal	Unemployed	8	Good	0.437022	176,158	0	East Gracestad	NM	Malawi	0	2	Low
38	Non-binary	Master's	Widowed	null	null	null	Home	Unemployed	3	Excellent	0.562425	102,357	3	New Gregoryview	WY	Netherlands Antilles	0	2	High
41	Non-binary	Master's	Widowed	106,623	695	null	Personal	Self-employed	14	Poor	0.44641	80,542	4	East Priscilla	WA	Sao Tome and Principe	null	2	Low
41	Non-binary	High School	Married	91,310	null	12,305	Personal	Unemployed	3	Fair	0.525903	238,389	0	Robertchester	AS	Ecuador	1	2	Medium
44	Non-binary	High School	Married	102,159	752	14,123	Business	Self-employed	9	Good	0.178039	91,623	4	Spencerborough	RI	Barbados	4	1	Medium
52	Female	Master's	Single	92,972	693	43,403	Business	Self-employed	3	Excellent	0.208318	95,428	4	West Andrew	IL	French Guiana	0	1	Low
37	Male	High School	Divorced	94,525	794	10,919	Home	Employed	18	Poor	0.163599	231,128	null	Lake Tylerhaven	IN	United States Virgin Islands	1	2	Low
63	Male	High School	Married	76,790	788	14,233	Business	Employed	14	Fair	0.169761	50,876	0	New Derrick	CA	Finland	4	1	Low
19	Female	PhD	Divorced	20,570	762	24,492	Business	Self-employed	2	Excellent	0.432097	null	1	Port Melaniestad	NH	Mauritania	1	0	Low
40	Male	High School	Single	68,967	741	40,618	Auto	Employed	7	Good	0.333873	87,760	2	Yolandachester	KS	Israel	1	0	Medium
55	Male	PhD	Single	46,925	754	19,093	Business	Employed	18	Fair	0.391543	288,285	2	Lake Jessica	MH	Montserrat	null	0	Low
62	Male	Bachelor's	Married	114,330	778	28,281	Home	Self-employed	2	Excellent	0.231282	175,709	2	Brownmouth	NE	Sudan	0	0	Low
60	Female	High School	Divorced	50,614	706	47,891	Auto	Self-employed	6	Excellent	0.421239	210,897	null	South Claytonchester	NE	Brunei Darussalam	3	1	Low
65	Female	Master's	Divorced	null	710	18,780	Home	Unemployed	16	Poor	0.499297	128,601	4	North Toddbury	KS	Guinea	1	2	Medium
31	Male	Master's	Single	70,799	739	null	Home	Self-employed	15	Good	0.572677	153,972	4	North Kevin	IN	Syrian Arab Republic	2	2	Low
49	Male	PhD	Widowed	null	759	29,129	Auto	Employed	4	Good	0.277101	83,521	4	East Williamshire	ME	Netherlands	3	2	Low
21	Male	High School	Widowed	111,521	717	null	Business	Self-employed	4	Good	0.142198	110,571	0	Anthonyport	AR	India	1	0	High
28	Male	PhD	Divorced	23,975	679	null	Auto	Self-employed	10	Poor	0.401937	null	0	Harrisberg	DC	Russian Federation	0	1	Low
26	Non-binary	PhD	Widowed	89,269	716	21,450	Business	Employed	2	Good	0.444344	189,195	0	New Laura	SC	French Polynesia	3	2	Medium
64	Female	PhD	Divorced	92,852	null	null	Business	Unemployed	5	Excellent	0.469663	252,246	2	Port Christopher	CA	Chad	2	1	High
38	Non-binary	Master's	Single	63,558	720	45,764	Personal	Employed	12	Good	0.114419	186,067	3	Josephland	LA	Libyan Arab Jamahiriya	0	2	Low
49	Non-binary	Master's	Divorced	28,645	null	22,928	Home	Unemployed	16	Good	0.109617	151,873	2	Montesbury	SD	Lebanon	2	2	Medium
21	Male	High School	Divorced	59,695	696	42,370	Personal	Employed	19	Excellent	0.578962	null	2	Davidchester	FM	Colombia	null	0	Low
55	Male	Bachelor's	Divorced	null	602	49,919	Home	Self-employed	2	Excellent	0.229112	97,333	3	Jenniferburgh	NV	Maldives	4	0	Low
65	Non-binary	Bachelor's	Divorced	null	745	45,728	Personal	Unemployed	12	Good	0.460672	71,376	1	East Denisefurt	AZ	Saint Helena	1	2	Low
38	Non-binary	High School	Widowed	107,047	671	9,851	Personal	Self-employed	15	Excellent	0.221027	136,472	1	Moralesfort	MP	Montserrat	4	2	Low
62	Female	Master's	Single	34,281	716	35,619	Personal	Self-employed	13	Good	0.188231	159,977	4	Port Alexandraland	OR	Niger	4	0	Low
29	Non-binary	Master's	Divorced	117,660	705	27,706	Home	Self-employed	17	Fair	0.553268	null	null	West Lisa	VA	Saint Pierre and Miquelon	null	2	Medium
32	Non-binary	Bachelor's	Married	93,662	730	5,388	Personal	Unemployed	12	Excellent	0.152298	68,445	null	Krystaltown	WV	Barbados	4	1	Low
33	Male	High School	Widowed	99,598	613	35,259	Home	Unemployed	18	Poor	0.138637	25,184	3	Jodychester	GA	Armenia	null	0	Medium
19	Male	PhD	Widowed	null	null	null	Auto	Employed	11	Excellent	0.232019	267,513	0	Gayside	NH	Micronesia	3	1	Medium
51	Male	Bachelor's	Divorced	37,881	null	37,335	Business	Self-employed	19	Good	0.179619	257,407	null	Josephfort	MA	Kiribati	4	2	Low
41	Female	High School	Widowed	54,206	null	33,354	Auto	Unemployed	18	Poor	0.243352	162,102	2	Gonzalezbury	NE	Malta	3	1	Low
52	Male	PhD	Widowed	78,860	710	9,865	Auto	Employed	8	Poor	0.180668	68,228	3	Lake Michaelshire	SC	Puerto Rico	0	2	Low
35	Male	Master's	Widowed	61,598	799	46,795	Auto	Employed	11	Fair	0.1249	154,706	1	Andreaton	KS	Chad	2	1	Low
39	Non-binary	Bachelor's	Married	44,009	777	null	Personal	Self-employed	8	Good	0.311053	242,929	2	Kelleymouth	WV	Bermuda	0	1	Low
67	Female	Bachelor's	Widowed	29,967	741	33,341	Auto	Employed	13	Excellent	0.516473	45,895	1	Kennedyborough	UT	Palau	4	2	Medium
69	Male	High School	Divorced	65,986	693	38,728	Home	Unemployed	3	Fair	0.358623	null	4	North Sheilaton	MO	Sierra Leone	2	0	Low
58	Male	High School	Single	28,833	753	13,918	Business	Self-employed	5	Good	0.454838	292,245	null	East Steven	NH	British Virgin Islands	2	1	Low
53	Male	PhD	Widowed	37,358	658	35,549	Business	Unemployed	4	Excellent	0.110923	222,781	2	Marialand	WA	Antarctica (the territory South of 60 deg S)	null	2	Low
21	Male	Bachelor's	Married	45,063	null	9,261	Home	Employed	8	Poor	0.129352	164,344	1	Hubbardhaven	MO	Tunisia	0	0	Low
47	Non-binary	PhD	Married	36,482	654	26,110	Business	Unemployed	17	Good	0.201464	129,168	1	Barretttown	NJ	Burundi	4	2	Low
51	Male	Bachelor's	Divorced	28,301	666	null	Business	Self-employed	16	Poor	0.547757	214,671	1	Lake Ashleeport	FM	Nepal	2	0	High
31	Male	Master's	Widowed	65,039	790	20,319	Home	Unemployed	17	Poor	0.467655	258,931	2	New Derek	AL	Malaysia	null	1	Medium
63	Non-binary	Bachelor's	Widowed	45,379	720	20,300	Home	Employed	5	Fair	0.149715	253,132	4	Port George	NY	Equatorial Guinea	0	2	Medium
54	Non-binary	Master's	Single	null	746	20,616	Home	Unemployed	1	Excellent	0.280343	34,332	0	Ianborough	DE	Pitcairn Islands	3	2	Low
63	Non-binary	High School	Widowed	85,179	788	null	Personal	Employed	12	Poor	0.425241	284,821	2	South Brian	SC	San Marino	null	0	Medium
25	Female	PhD	Divorced	null	null	6,616	Business	Unemployed	14	Poor	0.100023	261,265	1	Nicholasview	LA	Liechtenstein	null	0	Low
40	Female	High School	Divorced	78,391	605	14,240	Business	Unemployed	16	Fair	0.178471	262,632	0	Holttown	VI	Greenland	2	0	Low
30	Non-binary	Master's	Married	null	670	null	Business	Self-employed	7	Excellent	0.219826	55,003	3	Sweeneyview	MH	Uruguay	3	1	Low
66	Male	Bachelor's	Widowed	21,713	766	null	Home	Unemployed	10	Poor	0.496697	47,585	null	Palmerhaven	IN	Bouvet Island (Bouvetoya)	0	0	Medium
45	Female	Bachelor's	Divorced	21,648	767	null	Business	Self-employed	8	Poor	0.3977	166,848	4	South Sandra	KY	Kenya	3	1	Low
62	Non-binary	PhD	Widowed	89,108	null	28,874	Home	Unemployed	15	Good	0.563589	null	4	Port Carmen	NM	Qatar	null	2	Low
62	Female	High School	Single	43,070	746	16,480	Auto	Unemployed	7	Excellent	0.544069	null	4	Jasonton	KS	Saint Lucia	4	0	High
45	Female	PhD	Widowed	111,787	618	null	Personal	Unemployed	1	Fair	0.152943	231,598	2	Michaelbury	NH	Wallis and Futuna	2	2	Low
44	Non-binary	Bachelor's	Widowed	114,472	727	42,603	Personal	Unemployed	16	Good	0.443439	null	2	West David	WV	Venezuela	3	0	Low
19	Non-binary	Bachelor's	Married	67,109	738	33,870	Business	Unemployed	7	Poor	0.44684	280,008	2	Robertland	KY	Burkina Faso	2	0	Low
49	Non-binary	Master's	Widowed	null	null	9,827	Auto	Employed	16	Poor	0.217374	58,605	2	Leemouth	GA	Syrian Arab Republic	2	2	Low
36	Female	Master's	Divorced	64,775	788	28,936	Business	Employed	0	Poor	0.417771	null	3	Port Kathyland	NE	Christmas Island	null	0	Low
61	Non-binary	PhD	Widowed	56,114	651	23,306	Home	Self-employed	3	Fair	0.43427	111,589	3	South Gregorychester	MS	Romania	4	2	Low
62	Male	Master's	Divorced	108,670	null	15,819	Business	Unemployed	16	Excellent	0.210849	226,989	1	New Kimberlyton	AZ	Netherlands Antilles	2	0	Medium
18	Male	Bachelor's	Divorced	101,176	600	null	Auto	Self-employed	3	Good	0.215422	285,945	0	North Heather	MN	Cambodia	0	0	Medium
52	Non-binary	High School	Single	89,506	662	24,641	Home	Employed	13	Good	0.551972	96,967	4	New Crystal	MH	Reunion	null	0	Low
66	Female	High School	Divorced	83,620	716	43,313	Business	Unemployed	11	Excellent	0.537322	231,841	null	Port Victorhaven	AK	Greenland	2	0	Low
62	Female	High School	Divorced	null	665	13,162	Home	Unemployed	11	Good	0.198096	null	4	Allenbury	AR	Pakistan	1	1	High
42	Female	Bachelor's	Widowed	48,853	null	null	Home	Employed	17	Excellent	0.153522	114,704	0	North Kellymouth	MI	Lithuania	0	2	Low
37	Non-binary	Master's	Married	56,680	761	35,761	Personal	Employed	4	Excellent	0.286608	141,228	0	Michaelport	LA	Austria	0	0	Low
41	Non-binary	Master's	Widowed	95,846	709	37,711	Business	Employed	2	Excellent	0.359924	73,292	3	Debraberg	AK	Haiti	2	1	Low
39	Male	Bachelor's	Married	48,255	676	null	Personal	Employed	3	Excellent	0.186278	104,598	2	Port Amy	CT	Serbia	3	2	Low
43	Male	PhD	Divorced	33,317	629	17,096	Business	Employed	19	Poor	0.228975	126,411	1	New Sydney	GU	Equatorial Guinea	2	1	Low
52	Female	PhD	Single	114,449	795	17,398	Home	Unemployed	19	Good	0.392234	174,681	null	Stephanieburgh	WV	Mauritius	0	1	Low

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