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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
49	Male	PhD	Divorced	72,799	688	45,713	Business	Unemployed	19	Poor	0.154313	120,228	0	Port Elizabeth	AS	Cyprus	2	2	Low
57	Female	Bachelor's	Widowed	null	690	33,835	Auto	Employed	6	Fair	0.14892	55,849	0	North Catherine	OH	Turkmenistan	3	2	Medium
21	Non-binary	Master's	Single	55,687	600	36,623	Home	Employed	8	Fair	0.362398	180,700	3	South Scott	OK	Luxembourg	3	2	Medium
59	Male	Bachelor's	Single	26,508	622	26,541	Personal	Unemployed	2	Excellent	0.454964	157,319	3	Robinhaven	PR	Uganda	4	2	Medium
25	Non-binary	Bachelor's	Widowed	49,427	766	36,528	Personal	Unemployed	10	Fair	0.143242	287,140	null	New Heather	IL	Namibia	3	1	Low
30	Non-binary	PhD	Divorced	null	717	15,613	Business	Unemployed	5	Fair	0.295984	null	4	Brianland	TN	Iceland	3	1	Medium
31	Non-binary	Master's	Widowed	45,280	672	6,553	Personal	Self-employed	1	Good	0.37889	null	null	West Lindaview	MD	Bouvet Island (Bouvetoya)	0	1	Low
18	Male	Bachelor's	Widowed	93,678	null	null	Business	Unemployed	10	Poor	0.396636	246,597	1	Melissahaven	MA	Honduras	1	1	Low
32	Non-binary	Bachelor's	Widowed	20,205	710	null	Auto	Unemployed	4	Fair	0.335965	227,599	0	North Beverly	DC	Pitcairn Islands	4	2	Low
55	Male	Bachelor's	Married	32,190	600	29,918	Personal	Self-employed	5	Excellent	0.484333	130,507	4	Davidstad	VT	Thailand	null	2	Low
42	Non-binary	Master's	Single	116,212	707	24,771	Home	Employed	11	Excellent	0.114134	212,198	3	Matthewborough	NH	French Guiana	0	2	Medium
37	Non-binary	Master's	Divorced	78,855	718	null	Home	Self-employed	17	Poor	0.193921	272,522	null	Orrstad	OH	Antarctica (the territory South of 60 deg S)	3	2	Low
60	Female	PhD	Divorced	null	686	15,497	Personal	Self-employed	18	Poor	0.328175	47,603	4	West Kelseymouth	NM	Eritrea	2	2	High
68	Male	High School	Divorced	79,454	688	43,365	Personal	Self-employed	15	Good	0.329282	61,967	null	Dakotafurt	IA	Grenada	3	0	Medium
29	Male	High School	Divorced	119,510	null	5,013	Auto	Employed	17	Poor	0.499722	50,568	null	Deborahtown	AZ	Solomon Islands	2	2	Medium
68	Female	PhD	Divorced	null	null	42,951	Auto	Self-employed	6	Fair	0.550746	67,070	4	East Kristin	MH	Guadeloupe	2	2	Low
55	Male	High School	Married	70,978	706	36,970	Personal	Unemployed	19	Excellent	0.266941	54,041	3	Christophermouth	MO	Tonga	1	0	Medium
18	Female	Master's	Widowed	102,628	654	25,442	Home	Unemployed	8	Poor	0.161833	null	3	West Patrick	IA	Taiwan	1	2	Medium
60	Non-binary	Bachelor's	Divorced	null	738	37,001	Business	Employed	7	Fair	0.338971	53,055	null	Johnsonstad	MS	Malawi	1	2	Low
56	Non-binary	PhD	Married	21,084	702	22,039	Personal	Employed	19	Fair	0.231046	226,053	2	East James	MP	Isle of Man	0	2	Medium
26	Female	PhD	Divorced	51,460	null	29,970	Business	Unemployed	19	Excellent	0.430233	252,797	1	West Jack	DE	Tonga	3	0	Medium
22	Non-binary	PhD	Widowed	100,169	796	null	Home	Employed	15	Poor	0.174743	259,802	3	Lake Alicia	UT	Kenya	2	0	Medium
37	Non-binary	PhD	Single	null	664	34,904	Auto	Self-employed	12	Excellent	0.106281	152,686	null	Lake Timothy	PR	Zambia	3	0	Medium
64	Non-binary	Bachelor's	Divorced	118,318	702	41,029	Business	Unemployed	10	Poor	0.228351	null	1	West Meghanshire	KS	Oman	3	1	Low
55	Female	High School	Divorced	61,811	641	43,859	Auto	Self-employed	18	Excellent	0.199707	185,670	null	Aprilland	NH	Uruguay	null	0	Low
41	Male	PhD	Single	94,796	742	null	Business	Unemployed	16	Good	0.355808	129,119	2	Brittanyton	VI	Gambia	3	0	Low
36	Non-binary	PhD	Single	85,355	667	18,834	Auto	Employed	8	Poor	0.198898	null	4	Michaelborough	CO	Iran	2	2	Medium
41	Male	PhD	Married	93,133	791	14,052	Business	Employed	13	Poor	0.28285	82,774	0	Lewisland	AZ	South Georgia and the South Sandwich Islands	1	0	Low
64	Female	PhD	Married	null	749	38,635	Personal	Self-employed	16	Fair	0.32023	null	3	West James	OR	Palau	0	1	Low
64	Male	PhD	Married	null	636	21,086	Auto	Employed	13	Fair	0.460985	261,445	null	South Ryan	IA	Tokelau	4	2	Low
34	Male	PhD	Married	115,201	null	21,315	Personal	Unemployed	10	Poor	0.243943	81,794	1	Marchaven	VA	Saint Pierre and Miquelon	1	2	Medium
49	Non-binary	High School	Divorced	109,882	null	35,938	Home	Unemployed	3	Excellent	0.489438	237,388	null	Pattersonshire	GA	Hungary	2	0	Low
48	Non-binary	PhD	Married	46,408	632	48,403	Personal	Unemployed	16	Excellent	0.185325	93,647	3	South Jason	KS	Guyana	1	0	Low
69	Non-binary	PhD	Single	38,065	null	15,818	Business	Self-employed	8	Poor	0.391979	107,451	3	South Peterbury	ID	Cote d'Ivoire	0	1	Low
57	Female	Bachelor's	Widowed	null	673	16,398	Business	Self-employed	8	Fair	0.483784	159,119	1	West Michael	TN	Nauru	1	0	Low
46	Non-binary	High School	Widowed	null	637	6,382	Auto	Self-employed	2	Good	0.54439	156,010	4	Kevinbury	NM	Guam	2	1	Low
49	Male	Bachelor's	Divorced	117,392	685	null	Business	Self-employed	12	Good	0.470601	261,093	3	North Michael	HI	Burundi	1	0	Medium
57	Female	Master's	Single	54,754	604	11,947	Home	Self-employed	13	Good	0.287419	282,006	null	Berryland	VT	Thailand	2	0	High
41	Non-binary	High School	Divorced	109,379	606	5,252	Home	Self-employed	16	Poor	0.454458	null	2	South Josefurt	OR	Belize	null	2	Low
47	Female	High School	Single	33,065	783	6,895	Auto	Self-employed	2	Fair	0.116681	158,428	3	West Sharon	AL	Seychelles	2	0	Low
64	Male	Master's	Single	null	null	null	Personal	Unemployed	16	Excellent	0.458481	108,664	null	Lake Joshuahaven	MO	Sao Tome and Principe	null	1	Low
35	Female	High School	Single	101,496	715	16,971	Home	Employed	17	Fair	0.533787	271,400	1	Michaelburgh	TX	Anguilla	null	0	Medium
35	Female	PhD	Divorced	42,787	null	14,949	Home	Employed	19	Excellent	0.224991	227,655	4	West Donna	WY	Svalbard & Jan Mayen Islands	2	2	Low
18	Female	Master's	Divorced	null	748	14,522	Home	Unemployed	14	Good	0.56281	176,629	null	Campbellfort	AL	China	1	2	Low
21	Male	Bachelor's	Widowed	73,952	631	49,525	Auto	Unemployed	3	Excellent	0.143644	32,912	0	West Denisebury	KY	French Guiana	1	2	Low
67	Non-binary	Master's	Divorced	54,247	null	5,011	Personal	Unemployed	7	Excellent	0.344652	239,162	3	Mataside	AZ	Iceland	0	0	Low
49	Male	Bachelor's	Married	85,689	null	null	Personal	Unemployed	2	Excellent	0.336009	232,433	0	Camposland	WA	Niue	0	0	Medium
30	Female	Bachelor's	Divorced	59,593	691	null	Business	Unemployed	8	Good	0.424079	279,118	3	Mckeeborough	RI	Martinique	2	0	Low
28	Non-binary	Bachelor's	Married	69,237	null	46,898	Personal	Employed	12	Excellent	0.516255	89,494	1	Conniehaven	VT	Tajikistan	3	2	Low
65	Male	PhD	Widowed	77,146	796	38,386	Business	Self-employed	17	Fair	0.323186	262,145	0	Johnsonside	LA	Vietnam	4	1	Medium
68	Female	PhD	Single	59,300	null	34,783	Auto	Employed	3	Excellent	0.235761	270,400	null	West Patrick	WY	Bouvet Island (Bouvetoya)	0	2	Low
59	Non-binary	Bachelor's	Married	82,233	null	45,345	Personal	Self-employed	9	Poor	0.471531	208,180	1	South Heather	DE	Kuwait	4	1	Low
39	Non-binary	PhD	Single	93,509	703	16,651	Auto	Unemployed	5	Fair	0.528582	270,036	0	North Joshuaborough	MI	Falkland Islands (Malvinas)	0	0	Medium
64	Non-binary	Bachelor's	Married	null	763	null	Business	Employed	6	Fair	0.302039	272,412	2	Williamston	WV	British Indian Ocean Territory (Chagos Archipelago)	1	0	Low
69	Non-binary	High School	Divorced	null	721	39,416	Personal	Unemployed	4	Excellent	0.418046	80,601	null	Herrerafurt	RI	Holy See (Vatican City State)	2	1	Medium
29	Male	Bachelor's	Divorced	85,164	710	14,441	Personal	Unemployed	2	Poor	0.257829	64,687	1	South Austinhaven	HI	Niue	null	0	Medium
47	Male	High School	Widowed	119,747	613	26,507	Business	Self-employed	10	Good	0.464925	221,402	null	Rickymouth	CO	Sao Tome and Principe	1	0	Medium
27	Non-binary	Bachelor's	Married	93,728	727	null	Auto	Unemployed	11	Poor	0.407185	203,446	1	West Davidchester	AS	Singapore	null	1	Low
54	Non-binary	PhD	Married	100,908	764	null	Business	Employed	18	Fair	0.240809	250,753	3	East Adam	MH	Georgia	null	0	Medium
67	Male	PhD	Widowed	null	608	12,657	Business	Unemployed	18	Good	0.46576	107,089	1	East Anthony	ND	Guam	0	0	Medium
36	Male	Bachelor's	Divorced	29,868	635	12,521	Auto	Employed	17	Excellent	0.350454	240,325	2	Wendyshire	ND	Dominica	4	0	Low
36	Female	Master's	Married	68,776	612	47,707	Personal	Unemployed	11	Fair	0.332397	68,491	0	Port Christopher	NY	Brunei Darussalam	1	1	Low
54	Female	Bachelor's	Married	98,669	720	19,464	Business	Unemployed	2	Poor	0.167904	26,571	0	Smithview	IA	French Polynesia	1	0	High
19	Non-binary	Master's	Single	112,545	712	15,503	Home	Unemployed	7	Poor	0.252173	194,154	0	Ibarraport	NJ	Zimbabwe	4	0	Low
39	Non-binary	PhD	Widowed	118,717	647	10,656	Home	Self-employed	12	Poor	0.185635	168,504	1	Dennismouth	WY	Serbia	null	2	Low
48	Male	Bachelor's	Single	null	649	38,575	Home	Self-employed	3	Fair	0.430091	143,440	3	Kimstad	CT	Taiwan	0	0	Medium
64	Male	Bachelor's	Single	52,822	636	37,391	Business	Employed	12	Excellent	0.498699	null	null	Johnsonbury	WV	Pakistan	1	1	Medium
44	Non-binary	PhD	Widowed	51,280	750	22,162	Home	Employed	11	Excellent	0.55013	87,579	3	East Danielmouth	AS	Haiti	1	2	Medium
55	Female	Bachelor's	Divorced	63,915	null	10,084	Personal	Employed	7	Good	0.362397	null	2	Wilsonton	MH	San Marino	1	0	High
34	Female	Master's	Widowed	67,046	null	11,753	Personal	Unemployed	12	Fair	0.3195	90,851	null	Hinesberg	DE	Kazakhstan	0	2	Low
65	Male	Master's	Divorced	106,526	650	23,161	Auto	Employed	19	Poor	0.544867	98,025	4	Richardbury	ID	Armenia	0	0	Low
68	Non-binary	Master's	Married	null	700	23,834	Auto	Employed	1	Excellent	0.168124	147,082	4	Johnsonview	IL	Netherlands	2	0	Low
47	Female	Bachelor's	Divorced	91,691	null	42,140	Auto	Unemployed	7	Fair	0.568474	235,362	null	Andrewside	TX	Greece	1	0	Medium
20	Male	Master's	Widowed	null	692	16,283	Home	Self-employed	4	Good	0.466076	144,758	3	New Laurabury	MA	Somalia	1	1	Low
36	Non-binary	Bachelor's	Widowed	37,105	720	33,259	Home	Employed	7	Fair	0.412777	294,048	2	Yvonneland	NY	Brunei Darussalam	3	1	Medium
62	Female	Bachelor's	Single	31,063	793	null	Personal	Self-employed	7	Good	0.143936	226,298	1	South Darrell	VI	Latvia	null	1	Low
35	Female	High School	Married	null	null	9,833	Personal	Self-employed	17	Fair	0.155495	131,120	2	Cynthiashire	CO	Mexico	null	0	High
66	Female	Bachelor's	Single	null	null	23,993	Personal	Self-employed	19	Poor	0.150793	60,925	2	Thomasmouth	MP	French Southern Territories	null	2	Low
50	Non-binary	Master's	Single	56,108	796	null	Personal	Self-employed	4	Excellent	0.111495	97,144	2	Michelleland	CO	Kazakhstan	3	1	High
31	Female	Bachelor's	Married	69,625	636	15,188	Home	Unemployed	19	Excellent	0.506634	null	0	Davisport	NJ	Sao Tome and Principe	1	0	Low
38	Non-binary	Master's	Divorced	82,093	726	20,454	Home	Self-employed	5	Good	0.190222	39,434	2	East Brian	PW	South Africa	null	0	High
39	Female	Master's	Widowed	100,015	615	23,114	Business	Unemployed	14	Poor	0.484642	85,309	0	New Meganshire	NV	French Polynesia	3	0	Low
50	Female	Master's	Divorced	96,293	708	21,552	Auto	Employed	3	Excellent	0.129394	255,942	4	Port Amy	FM	Egypt	0	1	Low
49	Non-binary	Bachelor's	Single	30,680	null	24,840	Auto	Self-employed	5	Excellent	0.243024	101,996	null	Port Rebecca	CA	Svalbard & Jan Mayen Islands	3	1	Low
24	Male	Bachelor's	Single	null	627	null	Personal	Self-employed	12	Fair	0.255697	147,499	3	East Helenhaven	VT	French Southern Territories	4	2	Low
23	Male	Bachelor's	Married	62,541	680	null	Business	Employed	8	Excellent	0.244547	null	4	Port Joseph	RI	San Marino	null	2	Medium
38	Non-binary	Bachelor's	Single	48,069	670	17,841	Home	Unemployed	17	Excellent	0.157519	241,550	2	Jacksonmouth	WA	Jordan	0	2	Low
28	Female	High School	Married	56,895	null	null	Personal	Self-employed	14	Poor	0.227617	128,403	2	North Marcbury	WA	Turkey	1	1	Low
35	Female	PhD	Married	72,433	792	5,747	Business	Self-employed	4	Good	0.327374	112,076	0	Andreaborough	NC	Thailand	3	2	Low
50	Non-binary	PhD	Divorced	null	640	47,751	Auto	Self-employed	10	Fair	0.343555	null	3	Cynthiabury	DC	Zimbabwe	4	0	Medium
56	Female	Master's	Single	null	734	40,516	Auto	Self-employed	9	Poor	0.378207	203,231	1	New Zachary	IN	Swaziland	3	1	Low
22	Non-binary	Master's	Widowed	65,266	617	34,746	Home	Unemployed	18	Poor	0.268944	40,215	4	Taylormouth	ND	Botswana	1	1	Low
40	Male	Master's	Widowed	98,578	663	8,747	Auto	Self-employed	1	Good	0.514671	37,396	0	Jacobview	WV	Russian Federation	0	1	Low
39	Male	High School	Married	90,227	770	18,079	Business	Employed	3	Poor	0.518759	163,838	1	South Brianna	GU	Mali	0	1	Low
31	Non-binary	High School	Divorced	107,081	740	18,101	Business	Employed	5	Poor	0.108794	25,157	2	Gordonbury	AL	Ukraine	1	2	Low
45	Female	High School	Widowed	82,878	748	17,023	Auto	Self-employed	19	Poor	0.584911	192,705	4	Penamouth	NH	Ethiopia	4	1	Low
62	Non-binary	Bachelor's	Widowed	46,439	645	null	Auto	Employed	6	Poor	0.443604	277,288	null	East Kevinmouth	VI	Togo	null	2	Low
34	Non-binary	High School	Widowed	44,085	687	null	Home	Unemployed	9	Poor	0.448938	253,262	2	Lake Ashleyland	AR	Belize	0	1	Low
19	Male	High School	Married	35,817	731	44,426	Home	Unemployed	1	Fair	0.50546	20,626	1	East Triciatown	WI	Angola	0	2	Low
49	Non-binary	Bachelor's	Married	54,648	null	20,427	Personal	Unemployed	8	Fair	0.121473	276,619	1	West Mirandaborough	MA	Anguilla	4	0	Medium

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Number of rows:

15,000