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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	Non-binary	Master's	Divorced	106,290	676	43,560	Business	Unemployed	7	Good	0.275463	130,494	null	East Davidchester	DC	Niger	3	0	Medium
47	Female	Bachelor's	Widowed	null	729	44,811	Auto	Employed	2	Poor	0.235458	100,528	1	Valeriebury	CO	Cayman Islands	1	2	High
51	Non-binary	PhD	Single	null	674	19,743	Auto	Self-employed	18	Fair	0.234302	124,599	0	Victorialand	ND	Vietnam	null	1	Low
52	Female	High School	Single	79,004	772	19,822	Home	Employed	3	Fair	0.355162	223,224	4	Lake Gregorytown	NY	Indonesia	1	1	Low
33	Male	Master's	Widowed	96,465	722	34,985	Business	Unemployed	17	Excellent	0.265302	291,272	1	Arnoldland	DE	Libyan Arab Jamahiriya	4	0	Low
32	Male	Bachelor's	Divorced	114,003	null	7,987	Home	Unemployed	6	Excellent	0.384809	277,283	4	Davidbury	CT	Brazil	null	0	Low
48	Non-binary	PhD	Divorced	42,925	726	null	Personal	Employed	2	Good	0.223028	112,969	2	Justinborough	AR	Egypt	null	0	Low
63	Non-binary	Master's	Divorced	106,491	707	43,071	Home	Unemployed	4	Fair	0.378871	143,049	1	Toddmouth	KS	Turkey	null	1	Low
35	Non-binary	High School	Divorced	63,773	723	15,267	Home	Unemployed	0	Fair	0.317038	183,098	1	Edwardport	MH	Argentina	1	0	Low
19	Female	PhD	Single	27,835	733	null	Auto	Self-employed	2	Fair	0.334568	210,193	3	West Timothy	MN	Mali	3	1	Low
69	Female	Master's	Single	48,704	680	6,142	Business	Employed	11	Fair	0.364262	172,222	null	Lake Ashley	GA	South Africa	1	0	Low
54	Female	Master's	Divorced	32,402	674	40,455	Business	Employed	5	Fair	0.185699	270,182	2	Timothyland	ND	Tokelau	null	1	Medium
35	Non-binary	Bachelor's	Widowed	22,458	723	14,551	Personal	Employed	1	Fair	0.134653	160,511	2	South Thomas	FM	Nigeria	3	2	Low
45	Female	Master's	Divorced	72,462	765	46,320	Business	Unemployed	17	Good	0.424428	282,973	0	Leeport	DC	Lebanon	3	0	Low
34	Male	High School	Widowed	35,512	666	16,015	Personal	Employed	6	Excellent	0.20911	299,597	3	West Jacob	IN	Tokelau	null	1	Medium
21	Female	Bachelor's	Widowed	88,917	669	18,699	Home	Unemployed	16	Good	0.315983	200,676	3	Brittanyland	OH	Nauru	1	0	Medium
45	Female	PhD	Divorced	46,883	717	16,498	Personal	Self-employed	1	Good	0.415466	54,690	null	South Kimfurt	PW	Cape Verde	2	2	Low
43	Non-binary	Bachelor's	Divorced	70,908	673	null	Home	Unemployed	5	Poor	0.115069	null	null	Wardfort	NH	American Samoa	null	1	Medium
69	Male	High School	Divorced	115,017	754	21,294	Business	Self-employed	7	Poor	0.490474	296,733	0	Lake David	NY	Saudi Arabia	0	2	Low
51	Female	High School	Divorced	null	714	9,462	Auto	Unemployed	1	Good	0.56826	126,529	2	Burgessfurt	OH	Nigeria	null	2	Medium
20	Male	Bachelor's	Single	42,354	null	18,510	Auto	Self-employed	18	Excellent	0.425106	null	4	Larsonview	MD	Sri Lanka	3	2	Low
20	Male	Master's	Married	68,171	670	null	Personal	Unemployed	3	Excellent	0.155507	75,883	2	Port Charlesfurt	PA	Croatia	4	1	Low
66	Male	Master's	Divorced	33,012	697	28,610	Business	Employed	1	Poor	0.434016	20,842	null	Harrisbury	DE	Colombia	4	2	Low
68	Non-binary	High School	Widowed	103,453	789	24,766	Auto	Self-employed	6	Poor	0.451821	97,168	null	Patrickton	OR	Korea	2	0	Low
40	Non-binary	Bachelor's	Married	null	604	21,003	Personal	Self-employed	15	Good	0.417232	136,837	0	Nicoleburgh	UT	Moldova	3	1	Medium
46	Male	Bachelor's	Widowed	118,351	701	22,112	Auto	Unemployed	12	Good	0.230543	68,483	4	New Jose	MN	Uganda	0	1	Low
32	Non-binary	Bachelor's	Widowed	23,352	694	46,893	Home	Unemployed	12	Good	0.494413	73,579	4	Myersfurt	KY	French Southern Territories	2	1	Medium
26	Male	PhD	Single	89,634	624	26,398	Personal	Employed	8	Excellent	0.109518	272,809	3	Ramirezstad	OR	Guadeloupe	1	2	Low
65	Female	Bachelor's	Single	45,381	643	13,860	Personal	Employed	5	Poor	0.353926	111,050	4	West Robert	KY	Mauritius	4	0	Low
50	Male	High School	Divorced	48,896	null	41,255	Home	Employed	4	Poor	0.245893	176,482	null	East Heatherchester	MO	Slovakia (Slovak Republic)	3	0	Low
60	Female	PhD	Single	101,551	770	14,319	Business	Unemployed	10	Poor	0.530276	null	1	Joycemouth	PR	Guatemala	null	2	Low
69	Female	Bachelor's	Single	44,425	686	34,801	Personal	Employed	2	Fair	0.366594	98,959	null	East Johnport	MS	Comoros	null	0	Medium
33	Male	Master's	Widowed	112,116	609	30,674	Business	Self-employed	1	Excellent	0.19526	null	null	Johnsonport	MP	Afghanistan	0	2	Low
61	Male	High School	Widowed	96,325	738	null	Home	Self-employed	7	Good	0.561274	24,262	1	East Michael	OH	Uzbekistan	1	0	Low
30	Female	PhD	Widowed	113,332	null	17,904	Auto	Employed	6	Fair	0.330237	276,479	3	Dawnside	MO	Norway	null	2	Low
52	Female	PhD	Married	37,801	716	null	Personal	Employed	17	Poor	0.131944	34,540	null	Smithburgh	PR	Hungary	null	0	Medium
65	Male	High School	Married	119,011	773	null	Personal	Self-employed	14	Good	0.370922	100,967	2	Lake Christopher	PA	Cyprus	0	2	High
66	Female	PhD	Widowed	62,889	756	38,447	Auto	Unemployed	19	Fair	0.497304	null	3	Stewartton	MS	Grenada	0	1	Low
69	Female	Master's	Widowed	73,821	675	39,326	Home	Unemployed	10	Fair	0.463189	125,141	2	Lake Juliestad	OH	New Caledonia	0	0	Medium
35	Non-binary	PhD	Single	51,174	737	38,405	Home	Employed	12	Poor	0.580146	267,330	3	New Willieport	VT	Kiribati	4	1	High
68	Female	PhD	Widowed	95,446	655	27,381	Auto	Employed	5	Good	0.299061	168,007	1	Melanieshire	HI	Netherlands Antilles	4	2	Low
56	Male	High School	Married	29,428	728	null	Business	Unemployed	1	Fair	0.453961	176,521	null	New Sandrachester	NY	Bosnia and Herzegovina	0	1	Low
49	Female	PhD	Single	42,159	null	11,345	Business	Unemployed	6	Good	0.131966	282,354	3	Lake Lawrenceland	NE	Georgia	3	0	Medium
29	Female	PhD	Divorced	93,937	705	null	Personal	Employed	14	Good	0.479595	50,998	3	Nicholaston	MA	Albania	0	2	Low
36	Female	PhD	Divorced	84,558	622	21,918	Personal	Unemployed	8	Good	0.228671	132,884	1	Rogersmouth	MO	Somalia	4	0	Low
30	Female	Bachelor's	Divorced	62,981	704	30,209	Home	Unemployed	5	Good	0.469413	196,412	3	North Kelli	ID	Latvia	null	2	Medium
56	Non-binary	Master's	Divorced	23,531	null	null	Personal	Self-employed	5	Good	0.259521	140,302	null	Benjaminside	OR	South Georgia and the South Sandwich Islands	0	2	Low
21	Male	Master's	Widowed	86,481	701	null	Personal	Employed	2	Good	0.58382	224,877	1	North Gary	FM	Ecuador	1	1	Medium
68	Female	Master's	Single	74,921	748	44,248	Business	Self-employed	8	Good	0.446157	121,144	0	West Erika	UT	Bahrain	null	1	Low
65	Non-binary	High School	Divorced	43,202	714	5,233	Business	Employed	0	Good	0.412318	46,124	2	Whitefurt	OR	Turkmenistan	3	2	Low
44	Female	Master's	Widowed	104,117	675	15,050	Auto	Self-employed	2	Good	0.499299	null	3	Leslieland	AR	El Salvador	4	0	Low
49	Male	Bachelor's	Single	100,591	null	33,477	Home	Unemployed	7	Good	0.315598	175,170	4	New Lori	FM	Senegal	1	2	Low
37	Female	Master's	Divorced	43,459	799	14,154	Business	Employed	4	Good	0.519258	158,067	null	Pamelahaven	DC	Pakistan	3	2	Medium
42	Male	High School	Widowed	103,692	655	null	Personal	Unemployed	13	Fair	0.410105	null	0	Ryanland	MT	Gabon	0	2	Low
65	Male	Master's	Single	82,126	null	null	Personal	Unemployed	8	Excellent	0.460585	193,728	0	West Leroyville	SD	Dominican Republic	4	0	Low
40	Female	Bachelor's	Divorced	106,724	623	37,855	Personal	Employed	19	Excellent	0.411166	105,548	1	Zunigaview	IL	Chad	1	2	Low
34	Female	PhD	Married	100,291	null	10,595	Auto	Unemployed	0	Excellent	0.580867	244,521	1	West Jessica	IN	Russian Federation	1	1	Low
41	Male	Master's	Divorced	62,443	629	null	Home	Employed	16	Excellent	0.16908	273,610	null	Jonathanview	WA	Cape Verde	null	1	Low
43	Female	High School	Divorced	27,711	748	41,441	Personal	Employed	0	Good	0.165133	37,226	1	East Angela	MN	Nepal	null	2	Low
39	Female	Master's	Single	null	744	16,163	Personal	Self-employed	11	Fair	0.46865	250,111	2	Lake Marc	NY	Colombia	4	0	Low
50	Non-binary	PhD	Widowed	28,262	755	36,543	Home	Employed	9	Fair	0.250325	261,596	2	Schmidtview	SD	Svalbard & Jan Mayen Islands	0	1	Low
46	Non-binary	PhD	Divorced	61,521	682	24,449	Business	Unemployed	11	Poor	0.124891	213,281	4	Taylorstad	AR	Saint Lucia	1	1	Low
34	Male	High School	Married	33,510	633	34,992	Personal	Employed	5	Good	0.301595	null	2	Davidfort	OH	Turks and Caicos Islands	4	1	Low
30	Non-binary	Bachelor's	Divorced	null	739	37,474	Personal	Employed	10	Poor	0.46314	44,065	3	Port Valerieville	PW	Mauritius	null	0	Low
29	Female	Master's	Widowed	null	738	49,410	Auto	Self-employed	14	Poor	0.363453	188,847	null	Victoriafurt	ND	Bermuda	4	1	High
61	Female	PhD	Widowed	21,617	636	34,140	Personal	Self-employed	18	Good	0.188425	216,344	1	South Christiestad	AR	Congo	2	1	Low
35	Female	Bachelor's	Divorced	24,260	689	null	Home	Employed	5	Poor	0.194735	54,844	4	Lake Michaelport	AR	Japan	4	1	Low
47	Non-binary	Master's	Single	36,689	743	10,269	Auto	Employed	7	Fair	0.248615	127,982	2	Mariaport	NV	Central African Republic	4	0	Low
23	Female	High School	Single	100,630	692	14,201	Auto	Employed	9	Poor	0.581112	190,041	null	North Jessica	WV	Saudi Arabia	0	1	Low
27	Non-binary	Bachelor's	Married	60,868	734	35,842	Business	Self-employed	13	Poor	0.505357	247,389	0	Hallside	IN	Guam	2	0	Low
22	Non-binary	PhD	Single	null	735	9,113	Auto	Unemployed	12	Poor	0.153516	73,020	1	Josephhaven	MH	Denmark	1	0	Low
57	Non-binary	Bachelor's	Married	111,467	755	33,082	Personal	Employed	4	Fair	0.145282	237,561	2	Lopezville	NM	Pakistan	4	0	Low
46	Female	Master's	Single	null	771	27,539	Auto	Self-employed	13	Good	0.510844	48,136	1	East Brianview	OK	Tonga	4	2	Low
68	Female	Master's	Single	55,169	760	37,453	Home	Self-employed	10	Fair	0.247754	null	3	South Tonyview	UT	Haiti	1	1	Medium
32	Male	Bachelor's	Single	78,151	681	41,609	Home	Self-employed	1	Poor	0.32204	null	2	Fergusonborough	TN	Kazakhstan	null	1	High
57	Non-binary	Master's	Married	114,022	691	31,953	Home	Self-employed	18	Poor	0.518418	108,579	2	South Cynthiabury	CO	San Marino	3	0	Medium
69	Non-binary	High School	Single	31,517	null	40,413	Auto	Self-employed	6	Excellent	0.260072	166,162	0	Hayesfort	AS	India	3	1	Low
49	Female	Master's	Divorced	null	779	null	Auto	Employed	19	Good	0.226503	null	null	South Kimhaven	MS	Nigeria	2	2	Low
59	Female	High School	Married	91,642	742	22,218	Personal	Unemployed	8	Excellent	0.231852	219,751	null	Gibsonburgh	MP	French Guiana	2	1	Low
50	Female	Master's	Single	39,547	779	29,132	Personal	Employed	4	Good	0.361714	144,972	4	Gutierrezfurt	VA	Tunisia	null	2	Low
49	Non-binary	High School	Divorced	77,320	null	18,201	Personal	Unemployed	11	Excellent	0.455937	257,069	0	Lake Laurenport	GA	Chile	1	2	Low
49	Non-binary	High School	Divorced	61,348	null	17,415	Business	Self-employed	5	Excellent	0.331017	103,191	2	East Ashley	ND	Solomon Islands	3	1	Medium
45	Female	Bachelor's	Married	50,339	640	22,366	Home	Self-employed	11	Poor	0.147955	234,501	4	Victoriachester	WY	Croatia	4	0	Medium
47	Non-binary	PhD	Single	108,636	767	19,418	Business	Employed	7	Fair	0.281706	162,558	2	Normachester	NE	Turkmenistan	4	2	Low
33	Male	Bachelor's	Widowed	84,038	null	25,645	Auto	Self-employed	7	Good	0.116003	240,562	4	Ianmouth	OK	Myanmar	4	1	Medium
25	Male	Master's	Married	81,265	615	null	Home	Unemployed	11	Excellent	0.131982	39,235	1	Port Bradleyfurt	MS	Montserrat	1	1	Medium
40	Male	Master's	Single	117,556	637	38,345	Business	Self-employed	15	Fair	0.117283	262,617	3	Nathanburgh	ME	Papua New Guinea	4	0	Low
59	Female	Bachelor's	Divorced	94,874	694	5,656	Home	Self-employed	3	Fair	0.389504	157,035	0	Mirandaborough	AR	United States Minor Outlying Islands	2	2	Low
45	Female	High School	Divorced	117,520	636	47,405	Auto	Employed	1	Excellent	0.207058	168,813	2	Timothymouth	IN	Barbados	1	0	Low
19	Female	Master's	Single	81,292	717	20,747	Auto	Employed	18	Excellent	0.290166	289,919	null	Robertsonburgh	PA	Barbados	2	1	Low
54	Male	Bachelor's	Single	32,943	null	44,199	Business	Unemployed	1	Poor	0.361165	null	0	New Robin	NM	Bolivia	2	2	Low
48	Non-binary	High School	Widowed	88,285	669	40,252	Home	Unemployed	12	Poor	0.145935	278,719	4	Port Johnmouth	NM	Guatemala	4	2	Low
44	Male	PhD	Married	56,282	680	46,392	Home	Unemployed	17	Good	0.184394	94,527	4	Port Samantha	WA	Bangladesh	0	0	Medium
40	Non-binary	High School	Widowed	35,389	683	47,018	Personal	Employed	2	Poor	0.12257	135,857	1	Johnburgh	IL	Guam	4	2	Low
63	Female	Master's	Divorced	54,510	639	45,442	Business	Unemployed	19	Poor	0.266007	80,302	2	Lake Sarah	MD	Niger	2	0	Low
35	Non-binary	High School	Married	111,626	637	null	Home	Self-employed	4	Excellent	0.364867	27,252	2	New Maria	MP	Guyana	1	1	Low
52	Non-binary	High School	Single	35,819	768	22,031	Auto	Self-employed	19	Fair	0.480728	244,986	4	Gouldview	UT	Burkina Faso	2	2	Low
18	Non-binary	Bachelor's	Single	61,644	722	null	Home	Employed	6	Fair	0.326781	132,122	null	Huntton	WY	Estonia	2	0	Medium
41	Female	PhD	Widowed	84,600	700	13,890	Personal	Self-employed	1	Excellent	0.347629	88,210	null	Matthewmouth	PA	Russian Federation	3	1	Low
62	Female	Bachelor's	Divorced	63,202	742	43,514	Home	Self-employed	8	Fair	0.573599	173,524	4	Gutierreztown	KY	French Guiana	null	0	Low

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