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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
31	Male	PhD	Married	98,619	786	11,766	Home	Unemployed	5	Fair	0.139767	58,544	0	South Glennstad	IA	Malta	2	0	Medium
34	Non-binary	Master's	Divorced	null	763	30,564	Personal	Self-employed	5	Excellent	0.562803	null	3	East Christopherton	NE	Chad	0	2	High
62	Male	Bachelor's	Married	93,398	647	null	Home	Employed	2	Good	0.305979	99,915	4	Reyesstad	SD	Haiti	4	0	Low
58	Female	High School	Married	102,055	640	17,556	Home	Employed	4	Fair	0.370338	57,066	4	South Michaelabury	LA	France	3	1	Low
65	Female	Bachelor's	Widowed	null	778	22,202	Home	Unemployed	13	Poor	0.448309	207,297	4	South Brittany	CT	Monaco	4	0	Low
21	Male	PhD	Widowed	40,698	704	13,616	Business	Employed	10	Excellent	0.181992	103,913	2	Lake Kaylaton	SC	Afghanistan	0	0	Medium
29	Female	PhD	Divorced	90,994	733	30,575	Auto	Self-employed	3	Poor	0.248653	176,470	0	North Carlos	NH	Heard Island and McDonald Islands	1	0	Low
57	Non-binary	High School	Married	102,104	613	null	Auto	Self-employed	16	Fair	0.261849	216,884	null	Sergiohaven	DE	Nauru	2	1	Low
46	Male	PhD	Widowed	35,793	753	25,804	Personal	Unemployed	11	Excellent	0.2318	180,326	2	Ruthmouth	CT	Kenya	2	1	Medium
41	Female	Bachelor's	Divorced	92,920	653	35,642	Auto	Unemployed	12	Poor	0.542034	227,549	null	Dillonshire	MH	Bulgaria	4	2	Medium
20	Male	PhD	Widowed	42,769	658	39,048	Business	Employed	9	Good	0.588521	78,194	null	West Miguelside	MT	Ethiopia	null	2	Low
24	Non-binary	Bachelor's	Widowed	null	646	40,308	Home	Unemployed	5	Good	0.531774	36,534	4	Fernandezton	VT	Norway	1	0	Low
40	Male	Bachelor's	Divorced	81,599	716	20,212	Home	Employed	13	Poor	0.313515	null	3	Kevinburgh	NH	Korea	3	1	Medium
62	Non-binary	PhD	Divorced	null	737	29,816	Auto	Unemployed	16	Excellent	0.313731	248,587	1	East William	IA	Suriname	3	1	Low
28	Non-binary	Bachelor's	Divorced	55,763	616	14,617	Home	Unemployed	9	Good	0.300516	96,674	null	West Sean	PA	United Kingdom	0	1	Medium
54	Female	PhD	Married	32,089	650	44,741	Personal	Unemployed	10	Excellent	0.594025	null	0	Riveraton	MI	Faroe Islands	3	1	Low
49	Non-binary	PhD	Married	63,908	732	17,930	Auto	Unemployed	4	Excellent	0.111305	63,054	2	West Kyle	AL	Bermuda	null	0	Low
54	Female	PhD	Single	24,073	659	12,338	Business	Unemployed	18	Excellent	0.441881	42,831	2	East Nicoleborough	ND	Kiribati	null	0	Low
56	Female	PhD	Divorced	83,825	null	14,072	Business	Self-employed	15	Fair	0.26733	297,696	0	Port Valeriemouth	MA	Benin	0	2	Low
54	Male	Bachelor's	Widowed	30,306	703	null	Personal	Unemployed	9	Excellent	0.554709	121,819	1	Stacyfurt	AZ	Cameroon	3	1	Medium
26	Non-binary	Bachelor's	Divorced	102,537	744	36,614	Auto	Unemployed	2	Fair	0.115595	110,458	3	North Vickiechester	RI	Saint Pierre and Miquelon	null	0	Medium
29	Male	PhD	Widowed	62,464	732	42,258	Home	Unemployed	9	Poor	0.193357	51,960	3	Danielmouth	VA	Anguilla	2	2	Medium
48	Non-binary	Bachelor's	Divorced	98,604	null	11,352	Home	Employed	1	Fair	0.258435	174,776	4	Caldwellstad	ME	Korea	0	2	Low
34	Non-binary	PhD	Divorced	107,893	748	35,977	Auto	Unemployed	5	Excellent	0.599674	233,874	0	Hannahberg	AK	Maldives	3	0	Medium
52	Female	PhD	Divorced	55,297	706	20,336	Home	Unemployed	9	Poor	0.490783	221,561	3	Tonyburgh	MN	South Georgia and the South Sandwich Islands	2	0	Low
32	Non-binary	PhD	Single	null	704	null	Personal	Self-employed	1	Poor	0.470996	66,598	null	Thomasfurt	RI	Algeria	4	1	Medium
34	Female	PhD	Widowed	46,378	null	14,688	Home	Employed	2	Poor	0.371257	68,293	4	Pattersonchester	MO	Ecuador	1	2	High
31	Male	PhD	Widowed	73,380	607	null	Personal	Unemployed	9	Excellent	0.509909	null	4	Lake Toddhaven	MI	Estonia	1	0	Medium
48	Male	Master's	Single	50,956	665	42,987	Home	Employed	11	Fair	0.469783	297,747	2	Wilsonland	IA	Georgia	4	0	High
18	Female	High School	Widowed	74,716	607	40,179	Business	Self-employed	17	Poor	0.586548	63,995	1	Lake Curtis	DC	Guam	3	2	Medium
28	Female	PhD	Divorced	106,364	761	48,271	Business	Employed	12	Good	0.414278	126,917	1	Olsonfurt	MA	Saint Pierre and Miquelon	3	0	Medium
61	Male	High School	Widowed	52,333	651	5,063	Home	Employed	2	Fair	0.186476	219,479	2	West Amandaberg	NE	Bahamas	1	2	Low
38	Male	PhD	Single	113,709	613	48,313	Business	Self-employed	9	Good	0.211384	null	0	New Vanessa	ID	Central African Republic	1	1	Low
37	Female	Bachelor's	Divorced	76,045	728	null	Personal	Self-employed	15	Excellent	0.471689	null	0	Barbarafurt	UT	Indonesia	4	1	High
45	Non-binary	Bachelor's	Divorced	74,610	620	null	Personal	Unemployed	16	Poor	0.593184	224,614	2	North Andrewberg	AK	Korea	3	0	Low
37	Female	PhD	Divorced	81,970	627	null	Business	Unemployed	5	Good	0.124363	27,868	4	Meyerville	MP	Eritrea	4	2	Medium
69	Non-binary	PhD	Single	101,397	782	5,796	Home	Unemployed	18	Good	0.485978	79,903	1	South Maria	NE	South Georgia and the South Sandwich Islands	0	0	Low
28	Male	Master's	Single	97,853	620	null	Personal	Unemployed	0	Poor	0.17509	197,898	2	New Amanda	HI	Wallis and Futuna	null	0	Low
36	Female	PhD	Married	77,142	null	29,311	Auto	Self-employed	3	Excellent	0.342025	253,292	0	Smithchester	NJ	Seychelles	4	2	Medium
42	Female	Master's	Single	98,413	794	39,904	Auto	Self-employed	12	Poor	0.566444	null	2	Lake Gabriel	ID	Puerto Rico	0	2	Low
51	Non-binary	Master's	Widowed	null	696	42,633	Home	Employed	19	Poor	0.272144	223,489	1	West Davidport	IL	British Virgin Islands	null	0	Low
52	Non-binary	Bachelor's	Divorced	114,977	690	13,387	Business	Self-employed	8	Poor	0.423636	22,313	4	Brownville	NM	Falkland Islands (Malvinas)	0	2	Low
22	Non-binary	PhD	Widowed	null	795	8,349	Home	Employed	6	Good	0.190794	298,138	0	East Angela	NY	Palau	2	0	Medium
31	Female	High School	Divorced	27,006	705	14,243	Personal	Employed	2	Excellent	0.22249	124,339	3	New Shawnview	NC	Bolivia	0	0	Medium
20	Male	PhD	Single	96,719	605	null	Personal	Unemployed	10	Excellent	0.273012	162,023	0	Port Amyview	NV	United States of America	1	2	Low
55	Male	PhD	Divorced	89,392	657	6,989	Personal	Unemployed	2	Poor	0.254182	null	1	Bradtown	GU	Portugal	4	2	Low
69	Male	PhD	Widowed	35,817	null	null	Business	Self-employed	7	Excellent	0.194806	204,349	1	West Danielbury	CO	Cocos (Keeling) Islands	null	0	Medium
62	Male	PhD	Widowed	94,712	717	14,034	Home	Employed	12	Good	0.322857	281,997	2	Melissastad	SD	China	2	2	High
19	Non-binary	Bachelor's	Single	73,685	754	21,016	Home	Unemployed	18	Fair	0.289717	null	4	North Glenda	TX	Cocos (Keeling) Islands	4	2	Medium
22	Male	Master's	Divorced	115,815	null	5,301	Business	Unemployed	14	Fair	0.331565	139,912	4	North Jasonport	SC	Israel	0	2	Low
52	Female	Master's	Single	68,673	682	null	Personal	Unemployed	0	Good	0.118317	92,124	0	Antonioland	FL	Saint Helena	0	1	Low
50	Male	PhD	Single	31,440	606	35,668	Personal	Unemployed	9	Poor	0.580878	114,033	3	Stephaniehaven	MH	Guinea	0	2	Medium
21	Male	PhD	Widowed	110,365	745	null	Auto	Unemployed	7	Excellent	0.184612	220,072	3	Christophertown	MD	Greece	0	1	Low
67	Non-binary	High School	Single	null	null	41,077	Personal	Self-employed	18	Poor	0.460477	null	1	East Theresa	OK	Liechtenstein	null	1	Low
69	Male	High School	Single	89,683	600	47,081	Personal	Employed	0	Poor	0.190781	204,105	4	Lopezstad	SD	Maldives	2	2	High
50	Male	PhD	Widowed	38,361	670	29,273	Personal	Self-employed	8	Excellent	0.489201	188,908	2	Port Kirstenport	UT	Cambodia	2	2	Medium
21	Female	Bachelor's	Widowed	95,224	null	12,605	Personal	Employed	12	Excellent	0.410759	94,590	4	Alexandrahaven	NC	Faroe Islands	4	0	Medium
24	Female	PhD	Divorced	25,302	643	29,887	Business	Self-employed	2	Good	0.1833	139,381	2	Donaldton	DC	Mongolia	null	2	Low
20	Female	Master's	Widowed	82,995	674	35,492	Personal	Unemployed	10	Fair	0.506293	109,148	3	Lake Jeffreyberg	ID	Sierra Leone	null	1	Low
25	Non-binary	Master's	Divorced	85,488	683	5,207	Home	Self-employed	1	Excellent	0.295374	236,854	2	Allisonhaven	OK	Jordan	null	0	Low
62	Female	Master's	Widowed	103,514	616	44,715	Personal	Unemployed	5	Fair	0.586695	52,491	4	Howardport	HI	Finland	3	2	Low
29	Female	PhD	Widowed	69,167	672	15,830	Business	Unemployed	14	Good	0.115758	null	null	Hendersontown	ME	Israel	3	2	Low
54	Non-binary	Master's	Divorced	null	695	null	Auto	Employed	10	Good	0.221161	105,591	1	Christineton	ME	Antarctica (the territory South of 60 deg S)	1	1	Medium
19	Female	PhD	Widowed	null	715	19,750	Business	Employed	13	Fair	0.414987	105,662	null	West Karishire	VT	Grenada	4	1	Low
37	Non-binary	Bachelor's	Divorced	null	681	19,597	Business	Self-employed	12	Good	0.577038	229,954	1	Robinsonhaven	WI	Belize	1	0	Medium
59	Non-binary	Bachelor's	Single	null	647	10,853	Business	Employed	2	Good	0.393991	241,204	1	Patrickmouth	KY	Angola	3	0	Low
45	Non-binary	High School	Widowed	62,548	742	47,007	Business	Self-employed	14	Poor	0.115164	210,363	2	Ayalaton	MO	United Kingdom	0	0	Low
25	Female	PhD	Married	108,260	721	32,988	Home	Unemployed	16	Fair	0.588294	239,363	0	South Cheryl	PW	Tokelau	3	0	Low
56	Non-binary	High School	Single	80,217	798	22,473	Home	Unemployed	19	Good	0.395406	null	4	Michaeltown	FL	Wallis and Futuna	4	1	Medium
49	Non-binary	Master's	Widowed	108,559	null	45,164	Home	Self-employed	13	Poor	0.362279	null	3	East Stephenmouth	ND	Christmas Island	0	2	Low
68	Male	Bachelor's	Married	107,942	790	16,254	Auto	Employed	7	Excellent	0.196806	282,736	2	Sandraside	IN	Belgium	2	0	Medium
30	Non-binary	Bachelor's	Widowed	107,818	774	12,212	Home	Self-employed	8	Excellent	0.273426	124,441	2	Smithhaven	LA	Gibraltar	null	1	Medium
48	Female	Master's	Widowed	42,820	626	23,075	Personal	Self-employed	16	Excellent	0.493437	39,627	3	Port Chadmouth	ND	Hungary	4	1	Low
19	Female	Bachelor's	Divorced	33,714	706	null	Personal	Self-employed	10	Fair	0.462951	272,852	null	Bellmouth	NM	Congo	4	2	Medium
54	Non-binary	Bachelor's	Married	30,862	628	24,843	Personal	Unemployed	13	Poor	0.387036	127,900	null	South Dorismouth	OH	Cameroon	4	0	Low
27	Male	High School	Married	97,223	751	30,090	Home	Unemployed	15	Fair	0.42499	80,266	null	North Krista	NH	Papua New Guinea	0	0	Low
53	Male	High School	Divorced	37,335	664	31,726	Business	Self-employed	14	Excellent	0.195413	87,735	0	North Clarencechester	WA	United Arab Emirates	1	0	Low
68	Male	Master's	Single	83,232	729	37,146	Auto	Unemployed	13	Fair	0.277255	112,573	4	New Tracyhaven	NM	Vanuatu	0	0	Low
46	Male	Master's	Married	59,028	627	6,806	Auto	Employed	6	Excellent	0.353603	39,621	null	New Michaelbury	NY	Cameroon	2	0	Low
44	Female	Bachelor's	Widowed	77,202	731	37,968	Home	Employed	1	Excellent	0.143916	288,036	0	West Mary	AS	Armenia	4	2	Medium
31	Non-binary	PhD	Divorced	78,770	770	null	Business	Unemployed	7	Excellent	0.294123	287,888	1	Andreaside	KY	Israel	4	1	Low
61	Female	High School	Divorced	31,320	748	14,762	Home	Employed	5	Fair	0.202131	142,102	3	Christianhaven	MT	Norway	1	1	Medium
54	Female	Master's	Widowed	41,971	718	21,620	Auto	Unemployed	16	Excellent	0.509442	21,926	1	Gordonville	VI	Isle of Man	4	2	High
54	Non-binary	Master's	Divorced	110,450	621	47,383	Personal	Employed	19	Good	0.251323	232,036	null	East Lisaland	HI	Holy See (Vatican City State)	4	2	Low
19	Male	Bachelor's	Divorced	101,596	769	22,751	Auto	Self-employed	19	Excellent	0.382829	57,709	4	East Steven	NE	Turks and Caicos Islands	2	1	Medium
38	Female	PhD	Widowed	119,152	656	14,695	Auto	Unemployed	5	Excellent	0.276641	137,629	0	West Cynthia	CA	Singapore	0	2	Low
47	Female	PhD	Divorced	84,713	733	49,788	Business	Unemployed	15	Excellent	0.345777	120,722	3	Benjaminmouth	LA	Bermuda	1	1	Medium
44	Non-binary	High School	Widowed	75,810	714	29,253	Auto	Unemployed	11	Poor	0.476276	168,604	2	Turnerborough	PR	Malta	0	2	Medium
55	Male	Bachelor's	Single	39,798	746	31,088	Home	Unemployed	12	Excellent	0.340543	217,624	0	South Joel	WA	Costa Rica	1	2	Low
43	Non-binary	Master's	Divorced	46,015	767	29,686	Home	Unemployed	12	Good	0.334732	48,608	1	Justinshire	OR	Cuba	0	0	Low
59	Non-binary	High School	Married	31,351	626	16,810	Business	Employed	12	Poor	0.28743	237,587	3	West Jeffreyfort	MT	Costa Rica	1	2	Medium
68	Non-binary	Master's	Divorced	64,763	610	16,474	Home	Self-employed	3	Excellent	0.274192	204,689	3	Williefurt	IA	Algeria	2	1	Low
23	Female	High School	Single	31,440	649	8,610	Home	Employed	6	Good	0.339682	230,457	2	Allenville	NV	Angola	0	0	Low
21	Female	Master's	Single	54,072	705	25,706	Auto	Self-employed	0	Poor	0.223252	238,086	3	Heatherland	KY	Jordan	3	1	Low
23	Non-binary	PhD	Widowed	77,219	670	12,264	Personal	Unemployed	16	Fair	0.444289	213,498	1	Annettebury	MA	Sierra Leone	3	0	High
64	Female	High School	Widowed	null	660	43,513	Business	Self-employed	8	Good	0.366026	157,088	1	New Laura	WY	Burkina Faso	0	0	Low
62	Female	PhD	Single	81,429	642	15,732	Home	Self-employed	5	Good	0.452564	221,531	2	Loganburgh	ME	Tajikistan	0	1	Medium
33	Male	High School	Widowed	64,200	null	11,427	Business	Unemployed	19	Fair	0.455833	199,826	0	New Barbara	DC	Turkey	3	1	Low
27	Male	High School	Divorced	96,637	642	17,837	Auto	Self-employed	12	Excellent	0.143287	53,324	4	East Michaelburgh	MO	Hong Kong	null	0	Medium
39	Non-binary	Master's	Single	37,469	765	13,408	Business	Unemployed	16	Poor	0.446055	272,447	1	Michaelbury	ID	Nicaragua	0	1	Low

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