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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
51	Female	Bachelor's	Married	45,412	null	49,917	Home	Self-employed	14	Good	0.569413	234,610	3	South Jeremiah	NE	Slovenia	4	0	Medium
37	Non-binary	Bachelor's	Single	70,362	625	29,849	Home	Employed	10	Good	0.203052	270,056	0	Steventown	MS	Mali	4	0	Low
53	Non-binary	High School	Widowed	117,276	781	30,589	Home	Self-employed	9	Poor	0.44769	266,907	2	South Jose	VI	Algeria	0	2	Low
36	Male	PhD	Single	48,562	686	10,423	Personal	Self-employed	10	Fair	0.221274	277,666	3	Craigchester	KS	Syrian Arab Republic	1	2	Medium
39	Non-binary	High School	Married	93,750	790	null	Auto	Employed	6	Good	0.140919	240,908	3	Port Meghan	NJ	Zambia	3	1	Medium
36	Non-binary	High School	Single	83,081	759	7,655	Business	Employed	9	Good	0.514876	240,325	1	North Justintown	PW	Zambia	0	1	Low
25	Male	Master's	Widowed	97,294	null	31,745	Home	Employed	15	Excellent	0.457147	130,866	2	Brandonborough	NJ	Latvia	0	2	Medium
55	Male	Master's	Single	81,978	640	10,355	Home	Unemployed	8	Poor	0.3322	null	2	Alexandermouth	GU	Wallis and Futuna	2	2	Low
69	Female	PhD	Widowed	86,770	798	9,083	Auto	Unemployed	0	Poor	0.488503	108,110	null	Gloverborough	IA	French Southern Territories	4	2	Low
38	Non-binary	High School	Single	56,288	780	9,353	Home	Employed	19	Poor	0.441038	null	3	New Jessica	CT	Saint Barthelemy	3	2	Medium
23	Female	PhD	Divorced	72,044	null	46,430	Home	Self-employed	16	Poor	0.467304	174,330	3	North Jefferyfurt	IN	Botswana	3	0	Low
61	Female	High School	Single	44,691	null	34,234	Auto	Unemployed	12	Excellent	0.170224	68,808	2	Lake Amychester	HI	Maldives	4	1	Low
25	Non-binary	Master's	Single	47,204	784	14,439	Business	Self-employed	15	Good	0.288328	295,334	3	Port Cristianside	NV	Rwanda	1	0	High
20	Non-binary	High School	Single	62,000	760	12,195	Home	Unemployed	17	Fair	0.430558	261,431	0	North Jasonborough	GU	Liechtenstein	4	2	Low
54	Non-binary	Bachelor's	Divorced	79,207	722	45,000	Home	Self-employed	4	Good	0.599065	112,141	null	Sarahstad	MH	Falkland Islands (Malvinas)	2	0	Medium
30	Male	Bachelor's	Divorced	108,715	647	28,857	Business	Employed	14	Excellent	0.566514	146,614	4	Schmidttown	OR	Djibouti	0	1	Medium
49	Female	Master's	Widowed	28,262	null	null	Business	Unemployed	10	Good	0.503399	209,345	3	Summersstad	ME	Slovakia (Slovak Republic)	1	2	Low
46	Female	PhD	Single	null	792	34,554	Business	Employed	7	Fair	0.534166	221,257	0	Lake William	MH	United Arab Emirates	4	0	Low
47	Female	PhD	Divorced	32,818	759	35,906	Home	Unemployed	18	Poor	0.495355	209,777	3	South Andrew	NM	Saint Kitts and Nevis	0	0	Low
32	Male	PhD	Divorced	41,959	null	6,234	Home	Self-employed	11	Excellent	0.596113	null	3	Lake Jenniferburgh	OK	Syrian Arab Republic	0	1	Medium
21	Female	PhD	Married	44,440	634	49,681	Personal	Self-employed	11	Poor	0.169688	98,413	1	Lake Jason	MD	French Southern Territories	1	2	Medium
51	Male	High School	Widowed	25,363	619	21,917	Auto	Unemployed	16	Fair	0.179767	118,251	1	Robertfurt	AZ	Korea	2	2	Low
28	Male	Master's	Divorced	82,257	710	47,782	Business	Self-employed	12	Excellent	0.548364	25,291	4	East Robert	CO	Uzbekistan	0	1	Low
31	Female	PhD	Married	95,589	664	22,633	Business	Unemployed	2	Fair	0.398061	250,417	0	Lake Seth	KS	Philippines	null	0	Medium
51	Non-binary	Bachelor's	Single	31,023	693	null	Auto	Self-employed	10	Poor	0.247321	257,408	null	Lake Jenniferfurt	OK	Korea	0	0	Low
33	Female	Master's	Married	null	718	15,468	Business	Unemployed	19	Fair	0.332032	null	0	Pruittmouth	MI	Guam	0	1	Low
21	Non-binary	High School	Married	null	746	22,770	Home	Self-employed	7	Excellent	0.406753	86,148	3	Ryanchester	VI	Zimbabwe	3	2	Medium
28	Male	Master's	Widowed	93,511	783	36,896	Auto	Unemployed	8	Excellent	0.253678	187,931	1	East Laurie	MT	Angola	3	2	Low
43	Male	High School	Married	108,112	711	null	Business	Unemployed	12	Fair	0.239458	223,260	3	West Jessica	WA	Peru	3	1	Low
62	Non-binary	Master's	Divorced	null	630	29,536	Business	Employed	0	Good	0.36935	null	3	Henryside	AZ	Ethiopia	4	2	Low
19	Non-binary	PhD	Married	22,420	774	null	Auto	Self-employed	10	Excellent	0.185207	294,359	1	Port Jillborough	TN	Peru	null	1	Medium
36	Female	Master's	Divorced	78,335	778	31,131	Auto	Unemployed	18	Excellent	0.262399	274,038	null	West Timothy	MH	Uruguay	4	0	Medium
64	Male	Master's	Widowed	21,943	788	41,880	Personal	Employed	18	Poor	0.507411	271,054	2	Brandonland	AS	Ghana	null	0	Medium
54	Female	High School	Married	87,567	null	25,630	Personal	Employed	1	Excellent	0.257759	98,465	0	Bradport	NC	Belize	2	0	Low
42	Male	PhD	Married	41,972	null	39,979	Personal	Self-employed	1	Poor	0.152506	null	0	Jodishire	RI	Kuwait	null	2	Low
31	Non-binary	PhD	Married	null	694	9,241	Home	Employed	5	Excellent	0.146915	223,011	4	East Amandaside	NE	Namibia	1	2	Low
51	Female	PhD	Married	46,564	651	21,495	Auto	Employed	1	Excellent	0.301621	197,874	3	Patriciaville	GA	Korea	3	0	Medium
25	Male	Bachelor's	Widowed	49,075	766	7,627	Personal	Self-employed	7	Good	0.556041	null	0	Markton	PA	Turks and Caicos Islands	3	1	Low
44	Non-binary	PhD	Divorced	null	715	7,733	Auto	Self-employed	6	Poor	0.197562	134,791	2	Dixonbury	AL	Malawi	null	1	Medium
49	Male	High School	Single	104,743	690	21,538	Personal	Self-employed	18	Good	0.331956	265,995	null	Kimchester	CO	Taiwan	4	2	Low
68	Female	Bachelor's	Married	96,203	782	39,421	Auto	Self-employed	12	Poor	0.281341	128,230	3	Greeneland	HI	Bouvet Island (Bouvetoya)	4	0	Medium
66	Non-binary	Bachelor's	Single	null	755	24,406	Business	Self-employed	2	Good	0.20742	298,629	null	New Martin	WI	Canada	0	2	High
20	Non-binary	Master's	Widowed	100,587	743	36,488	Home	Self-employed	6	Excellent	0.125856	212,697	2	Heatherchester	AZ	Guyana	4	2	Medium
62	Male	Master's	Divorced	null	618	null	Home	Unemployed	16	Good	0.293468	91,373	0	Andreaton	UT	Maldives	0	0	Low
50	Non-binary	PhD	Single	null	631	38,973	Auto	Unemployed	15	Poor	0.471739	55,256	0	Jacksonfurt	TX	Congo	2	0	Low
24	Female	Bachelor's	Divorced	103,232	783	9,982	Business	Employed	18	Excellent	0.47488	162,468	4	Carneyhaven	AK	Saint Kitts and Nevis	4	2	Medium
30	Female	Bachelor's	Married	null	683	36,562	Business	Employed	16	Good	0.47435	123,973	0	Comptonstad	IN	Pakistan	2	1	Low
51	Female	High School	Single	null	null	38,051	Business	Self-employed	9	Excellent	0.46321	72,217	4	New Tammy	MT	French Polynesia	2	2	Medium
19	Non-binary	Bachelor's	Married	21,214	646	24,628	Business	Self-employed	10	Fair	0.360322	202,153	3	South Jennifer	MI	Congo	null	2	Low
55	Female	PhD	Widowed	null	751	20,855	Auto	Unemployed	14	Good	0.20043	260,659	null	Ayalamouth	AL	Austria	0	0	Low
31	Female	PhD	Married	null	647	42,696	Auto	Unemployed	4	Fair	0.244839	229,385	null	Lake Chris	AL	Ghana	4	2	Medium
36	Male	Master's	Widowed	null	717	31,543	Business	Employed	1	Excellent	0.135344	null	4	Port Williamborough	PW	Togo	0	1	High
61	Female	Bachelor's	Married	97,576	612	9,333	Personal	Employed	5	Good	0.595193	182,846	null	North Lisaview	CO	British Virgin Islands	1	0	Medium
69	Male	PhD	Widowed	39,439	765	23,870	Home	Self-employed	16	Fair	0.395066	null	0	North Roberthaven	MS	Mayotte	4	0	Low
41	Male	High School	Single	null	774	13,200	Personal	Unemployed	7	Fair	0.441617	200,481	1	North Zacharystad	PR	American Samoa	null	0	Low
44	Male	High School	Divorced	38,394	691	45,216	Auto	Self-employed	19	Good	0.344269	97,462	0	North Peter	FM	Qatar	3	0	Low
29	Male	Bachelor's	Widowed	66,579	721	35,555	Business	Unemployed	17	Fair	0.251038	251,291	0	Clarkland	FM	Philippines	2	1	Low
68	Non-binary	PhD	Widowed	110,381	null	36,739	Business	Self-employed	10	Good	0.360193	199,448	2	Hamiltonfort	DE	Slovakia (Slovak Republic)	0	1	Low
21	Female	PhD	Married	null	626	23,610	Auto	Unemployed	9	Good	0.579003	249,119	null	Huffmantown	UT	Lebanon	1	1	Low
63	Non-binary	PhD	Divorced	null	null	48,278	Auto	Self-employed	5	Fair	0.390594	249,007	3	East Christinefort	DE	Colombia	null	1	Medium
40	Non-binary	High School	Widowed	103,086	627	9,273	Auto	Employed	1	Poor	0.403402	223,443	4	Port Michellemouth	MA	Saint Helena	2	0	Low
63	Non-binary	Master's	Widowed	null	662	36,339	Home	Self-employed	5	Poor	0.383817	null	1	Wardburgh	WA	Eritrea	3	1	Low
60	Male	Master's	Divorced	null	795	42,727	Home	Self-employed	9	Fair	0.268106	201,037	4	South Charles	ID	Gabon	4	2	Medium
65	Female	Bachelor's	Married	82,898	601	27,822	Business	Unemployed	7	Good	0.155157	287,950	1	Port Matthew	CA	Tuvalu	3	1	Low
38	Female	Master's	Divorced	null	738	37,843	Business	Self-employed	9	Excellent	0.210357	167,300	4	South Mike	IN	Cambodia	2	2	Low
40	Male	High School	Married	27,669	683	37,211	Business	Unemployed	0	Excellent	0.197248	278,183	3	Stephanieville	FL	Samoa	null	0	Medium
55	Female	High School	Divorced	58,280	744	21,441	Business	Employed	13	Excellent	0.325083	175,406	null	Port Sharonfort	VA	Yemen	1	1	Medium
51	Non-binary	High School	Widowed	29,329	664	36,435	Auto	Self-employed	9	Poor	0.596566	197,180	null	South Jamesberg	AS	Nepal	3	2	Medium
40	Male	High School	Divorced	32,194	732	8,277	Auto	Employed	13	Poor	0.39496	150,593	2	East Garrett	PA	New Caledonia	3	2	Low
53	Non-binary	Bachelor's	Widowed	39,121	666	22,461	Auto	Employed	12	Excellent	0.171742	292,178	1	Michaelburgh	WI	Bolivia	1	1	Medium
66	Female	PhD	Widowed	79,611	764	33,094	Auto	Unemployed	8	Fair	0.429376	47,723	1	Jacksonfurt	PA	Iran	4	2	Low
21	Male	High School	Married	null	732	48,783	Business	Employed	0	Good	0.470849	84,503	0	New Marktown	NY	Pitcairn Islands	1	2	Low
46	Non-binary	PhD	Married	23,553	717	36,363	Personal	Self-employed	2	Good	0.462457	161,754	1	Jenniferport	IA	British Virgin Islands	2	1	Medium
49	Non-binary	Master's	Divorced	114,063	606	9,084	Home	Self-employed	5	Excellent	0.4133	145,417	2	Port Randyberg	AZ	Iceland	1	0	Medium
60	Male	Bachelor's	Divorced	104,814	700	33,278	Auto	Self-employed	18	Poor	0.184753	293,641	3	Lake Ryanborough	TX	Macao	4	2	Low
24	Female	High School	Married	null	641	null	Auto	Unemployed	3	Excellent	0.271143	245,462	4	Larsonmouth	IA	Mozambique	3	1	Low
45	Non-binary	Master's	Divorced	70,321	714	null	Business	Employed	12	Fair	0.151776	null	null	Port Randy	SD	Bulgaria	0	2	Medium
18	Female	PhD	Divorced	70,637	726	6,049	Business	Unemployed	19	Poor	0.242282	296,192	3	Port Kristiside	PW	South Africa	3	1	Low
48	Female	Master's	Single	81,410	null	9,839	Business	Self-employed	7	Fair	0.231126	159,359	4	Donaldburgh	PW	Barbados	null	0	Low
42	Male	Bachelor's	Single	69,955	null	8,604	Personal	Unemployed	8	Poor	0.58529	251,701	2	East Michael	MI	Turkey	null	1	Medium
52	Female	PhD	Widowed	93,638	689	18,241	Auto	Self-employed	18	Poor	0.389257	115,327	4	South Haley	MO	Gabon	3	2	Low
33	Male	PhD	Married	75,803	607	43,343	Business	Unemployed	11	Fair	0.306321	null	1	Juliefurt	PA	Tanzania	null	1	Medium
51	Non-binary	Bachelor's	Single	null	610	38,085	Business	Self-employed	14	Excellent	0.51396	null	1	Shortburgh	MP	Jamaica	1	0	High
57	Female	PhD	Widowed	null	798	null	Personal	Employed	5	Poor	0.100287	154,497	null	North Ellen	PA	Guernsey	null	1	Low
52	Female	Bachelor's	Married	91,028	603	14,097	Auto	Unemployed	14	Poor	0.587338	null	4	Nicholasfurt	IA	Malta	0	2	Low
28	Non-binary	PhD	Single	107,123	788	10,965	Personal	Self-employed	4	Excellent	0.497501	82,437	4	Timothyshire	VA	Costa Rica	null	0	Low
29	Male	Master's	Married	30,768	702	null	Personal	Self-employed	18	Fair	0.495481	null	1	Port Troyville	MT	Mongolia	4	2	Medium
44	Male	High School	Single	22,853	653	19,103	Personal	Employed	5	Fair	0.599314	292,764	4	West Ronaldstad	IA	South Georgia and the South Sandwich Islands	4	2	Medium
43	Female	High School	Widowed	92,554	777	31,118	Business	Self-employed	2	Excellent	0.328179	265,542	3	Timmouth	ME	Central African Republic	4	1	Low
41	Non-binary	Master's	Married	45,444	null	null	Personal	Employed	10	Poor	0.25602	275,204	0	Maryshire	NY	Tokelau	4	2	Low
36	Non-binary	Master's	Single	25,290	637	13,718	Home	Self-employed	8	Excellent	0.334995	177,249	null	North Meghanborough	OK	Sri Lanka	0	0	Medium
60	Female	PhD	Married	71,645	795	18,298	Business	Unemployed	5	Excellent	0.261268	198,484	4	Lake Timothy	WY	Estonia	4	1	Low
35	Female	Master's	Divorced	80,693	736	46,111	Home	Employed	19	Excellent	0.531809	155,368	2	Michealmouth	MA	Mali	1	2	Medium
65	Non-binary	PhD	Married	null	718	45,407	Auto	Self-employed	10	Excellent	0.39009	222,828	3	Juanshire	AS	South Africa	3	2	Medium
44	Non-binary	High School	Widowed	75,831	636	44,374	Home	Self-employed	5	Fair	0.532845	270,510	0	West Phillipville	GU	Nicaragua	null	1	Low
35	Male	Bachelor's	Married	100,314	675	17,736	Business	Unemployed	11	Good	0.555619	null	1	West Johnny	AR	Northern Mariana Islands	1	2	High
18	Non-binary	PhD	Married	null	null	41,245	Business	Self-employed	0	Fair	0.126315	146,258	3	Port Jared	AL	Puerto Rico	3	0	Medium
66	Female	PhD	Widowed	84,136	756	37,068	Auto	Employed	5	Fair	0.511129	200,396	2	Lake Jennifer	DE	Cape Verde	0	0	Medium
33	Non-binary	PhD	Married	102,212	702	null	Business	Self-employed	3	Fair	0.24165	81,056	4	Williamshire	CT	Benin	0	0	Low
26	Female	High School	Single	46,832	666	16,696	Auto	Unemployed	10	Fair	0.557936	257,851	null	Susanview	PA	Turkey	0	2	Low

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