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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
39	Non-binary	Bachelor's	Divorced	115,195	741	19,898	Personal	Self-employed	17	Good	0.128147	217,560	2	Brandonshire	MP	Russian Federation	3	0	Low
42	Female	PhD	Divorced	82,963	null	45,244	Business	Employed	9	Poor	0.124409	291,857	2	West Rebecca	VT	Antigua and Barbuda	1	0	Low
56	Non-binary	Master's	Married	38,599	null	21,197	Home	Self-employed	9	Good	0.161711	214,825	1	North Ashley	KY	Mongolia	0	2	Medium
60	Female	Master's	Widowed	24,870	693	33,899	Home	Self-employed	8	Fair	0.184214	235,986	4	Robertville	DE	Burkina Faso	3	2	Low
66	Non-binary	Master's	Single	62,903	761	26,459	Home	Employed	0	Poor	0.410374	60,816	null	Port Amandaburgh	IN	Ireland	3	2	Low
45	Male	Master's	Married	94,420	635	49,608	Home	Self-employed	14	Excellent	0.279947	257,646	4	Lopezfurt	WY	Lithuania	1	2	Low
20	Male	PhD	Divorced	117,332	735	null	Business	Self-employed	18	Fair	0.151022	null	2	Brianshire	AR	Syrian Arab Republic	null	1	Medium
47	Female	PhD	Single	53,580	628	35,978	Auto	Self-employed	19	Excellent	0.59939	126,190	2	Reyestown	IA	Heard Island and McDonald Islands	1	1	Medium
28	Male	Master's	Divorced	85,285	689	7,754	Business	Self-employed	5	Poor	0.136432	66,021	4	South Jamesberg	PA	Bahrain	4	0	Low
63	Non-binary	Bachelor's	Widowed	25,217	630	46,729	Business	Self-employed	0	Excellent	0.12897	null	3	South Brooke	MI	Bermuda	4	0	Medium
42	Male	High School	Widowed	null	null	null	Business	Unemployed	15	Excellent	0.325629	25,720	2	Scottland	IA	Sudan	1	0	Low
43	Non-binary	Bachelor's	Divorced	97,664	795	8,880	Business	Employed	18	Poor	0.183982	166,069	4	North Josephport	TN	Italy	4	1	Medium
32	Male	PhD	Married	null	610	12,744	Business	Unemployed	13	Poor	0.342858	64,457	null	Lake Nicholas	HI	Yemen	2	2	Medium
27	Non-binary	Bachelor's	Single	null	602	8,566	Personal	Self-employed	12	Excellent	0.434737	199,307	3	Danielhaven	NE	Dominica	4	1	Low
27	Female	PhD	Widowed	95,324	746	39,016	Personal	Self-employed	1	Good	0.529468	null	4	South Benjaminmouth	MN	Bahamas	null	2	Medium
37	Male	Bachelor's	Single	27,407	677	5,003	Business	Unemployed	1	Poor	0.480357	271,799	1	Sarahport	ND	Zimbabwe	0	2	Low
23	Male	Bachelor's	Divorced	73,046	700	10,224	Auto	Unemployed	11	Poor	0.536553	232,422	4	Matthewside	TX	Sao Tome and Principe	3	0	Low
64	Non-binary	Bachelor's	Divorced	null	750	41,461	Personal	Employed	0	Excellent	0.484883	257,779	0	New Christophermouth	NE	Croatia	2	1	Low
40	Non-binary	Master's	Married	27,645	763	13,057	Home	Unemployed	13	Fair	0.229624	284,850	0	West Christina	AZ	Mayotte	3	2	Low
47	Non-binary	High School	Single	66,233	731	24,265	Auto	Employed	14	Poor	0.119556	139,334	0	Rosalesbury	HI	Saint Kitts and Nevis	3	0	Medium
56	Male	PhD	Widowed	84,366	794	14,173	Personal	Self-employed	13	Poor	0.405788	49,517	1	Griffinberg	WY	Honduras	3	2	Low
51	Non-binary	PhD	Divorced	111,044	644	33,206	Auto	Unemployed	7	Excellent	0.280918	216,585	2	Jonathanshire	MD	Morocco	3	2	High
48	Non-binary	Bachelor's	Widowed	43,826	null	20,847	Home	Unemployed	6	Good	0.184605	null	2	Wellschester	WV	Ghana	0	0	High
18	Female	PhD	Widowed	109,716	619	20,876	Auto	Unemployed	1	Poor	0.284662	182,852	2	North Davidchester	OR	Saudi Arabia	4	1	Low
25	Non-binary	Bachelor's	Married	26,172	641	null	Auto	Unemployed	18	Fair	0.529679	26,225	4	New Elizabeth	WV	Fiji	0	1	Medium
39	Non-binary	High School	Single	69,948	741	22,921	Auto	Employed	7	Poor	0.476838	51,007	1	Hernandezmouth	AS	Egypt	1	2	Low
27	Female	High School	Divorced	48,478	631	17,059	Business	Self-employed	14	Excellent	0.468063	234,347	0	Yolandashire	WI	Martinique	3	2	Low
37	Non-binary	High School	Divorced	94,570	784	13,149	Business	Employed	12	Excellent	0.162248	230,295	3	Travisstad	PR	Guinea-Bissau	3	2	Low
63	Female	PhD	Widowed	92,968	662	21,102	Auto	Employed	11	Good	0.424564	42,546	2	New Monique	VT	Bahrain	0	1	Medium
46	Non-binary	High School	Single	68,503	760	null	Business	Self-employed	8	Good	0.464414	229,981	0	Moodymouth	NM	Latvia	3	2	Low
52	Non-binary	Master's	Widowed	50,359	604	49,692	Personal	Self-employed	13	Excellent	0.443435	255,829	null	Hurleymouth	GA	Holy See (Vatican City State)	4	2	Medium
28	Male	High School	Single	74,051	783	43,674	Personal	Unemployed	3	Fair	0.394092	null	2	North Cynthialand	MO	Australia	1	1	Medium
69	Non-binary	Master's	Single	21,674	null	10,936	Personal	Unemployed	19	Good	0.430502	160,851	2	New Mark	AR	Chile	0	2	Medium
57	Male	PhD	Divorced	35,174	673	22,269	Auto	Employed	2	Excellent	0.411579	72,330	3	South Becky	UT	Cayman Islands	4	0	Low
44	Non-binary	Bachelor's	Widowed	80,666	745	18,339	Home	Self-employed	10	Fair	0.229222	180,332	2	Dakotaland	WV	Congo	null	1	Medium
48	Female	PhD	Single	41,134	733	null	Business	Employed	1	Excellent	0.332779	299,446	2	Anthonystad	AZ	Haiti	1	2	Low
25	Male	Master's	Divorced	74,418	776	10,650	Home	Self-employed	0	Good	0.135303	60,468	3	Robertshire	KS	Somalia	4	1	Low
48	Male	High School	Divorced	73,952	676	5,894	Business	Self-employed	6	Poor	0.481116	61,329	1	Port Kaylee	ME	Mayotte	0	1	Low
27	Male	PhD	Single	105,920	650	13,691	Personal	Employed	12	Excellent	0.24298	287,661	0	Wrightmouth	KS	Guam	2	1	Low
55	Male	Master's	Single	59,974	654	44,818	Auto	Unemployed	10	Good	0.125119	270,782	2	Lake William	MO	Tajikistan	1	2	High
31	Female	PhD	Married	112,693	711	6,210	Home	Employed	15	Fair	0.53179	223,760	1	Port David	MH	Cambodia	1	1	Low
35	Female	High School	Widowed	116,342	606	23,019	Auto	Unemployed	0	Good	0.583635	211,299	0	Josephville	IA	Burundi	null	1	Medium
23	Female	Bachelor's	Single	61,335	695	45,755	Home	Unemployed	16	Poor	0.262721	213,164	3	New Jasonshire	VT	Fiji	1	0	Low
28	Non-binary	PhD	Widowed	114,686	799	32,318	Business	Unemployed	13	Good	0.356715	38,555	null	Markside	WY	Turkey	0	1	High
23	Male	Bachelor's	Married	109,461	601	24,586	Auto	Self-employed	2	Excellent	0.383952	156,738	3	Pamberg	MO	Antarctica (the territory South of 60 deg S)	null	2	Low
68	Male	Bachelor's	Single	109,025	636	38,500	Auto	Self-employed	12	Fair	0.404014	278,050	1	Port Erica	ID	French Guiana	2	2	Low
45	Non-binary	Bachelor's	Widowed	70,588	722	45,051	Business	Employed	0	Poor	0.462796	29,070	3	West Cherylfurt	HI	Tunisia	4	1	Low
52	Non-binary	Master's	Single	88,659	628	null	Auto	Unemployed	2	Poor	0.43107	58,035	1	Millerport	MT	Tuvalu	4	2	Low
41	Non-binary	High School	Widowed	72,482	779	20,317	Home	Self-employed	4	Excellent	0.243229	136,379	1	Rothchester	IA	Dominica	null	0	Low
54	Non-binary	Bachelor's	Single	115,638	null	17,324	Business	Self-employed	2	Good	0.434827	93,969	2	Jameston	OH	Suriname	2	0	Low
58	Male	PhD	Married	25,973	764	46,107	Auto	Unemployed	0	Good	0.548315	272,882	0	Joneston	CO	Andorra	0	1	High
23	Female	High School	Widowed	59,648	768	41,981	Business	Employed	11	Poor	0.162218	65,411	2	West Jesseview	AL	Kenya	3	1	High
23	Non-binary	Bachelor's	Widowed	58,516	608	31,070	Auto	Unemployed	13	Excellent	0.321342	161,674	3	Markmouth	ME	Haiti	3	0	Low
59	Male	Bachelor's	Married	null	799	12,063	Personal	Unemployed	0	Good	0.38182	154,576	1	Lake Stephanie	FM	Aruba	2	1	Medium
50	Non-binary	High School	Widowed	80,089	604	20,955	Auto	Unemployed	8	Fair	0.447626	69,842	1	Port Maureen	TN	Belize	1	2	Medium
19	Female	High School	Married	null	601	22,725	Auto	Employed	18	Good	0.114436	193,448	3	Chaseview	CT	Netherlands Antilles	2	2	Medium
33	Male	High School	Single	50,364	788	49,237	Auto	Self-employed	19	Fair	0.594648	203,509	3	Lake Pamela	AR	United States of America	2	2	Medium
52	Male	Bachelor's	Single	34,537	null	35,279	Business	Self-employed	9	Fair	0.30722	187,448	4	Jordanton	NM	Portugal	3	1	Low
48	Male	Master's	Single	54,171	705	43,431	Home	Employed	16	Poor	0.172655	272,142	4	Clineland	AZ	Colombia	0	1	Low
43	Non-binary	High School	Married	116,777	634	13,362	Home	Unemployed	13	Fair	0.199373	246,313	4	Port Shannontown	NV	Vietnam	2	0	Low
62	Female	High School	Widowed	48,973	669	19,467	Home	Employed	9	Good	0.130916	128,138	null	New Rebecca	DC	France	0	0	Medium
57	Non-binary	Bachelor's	Single	73,948	798	22,490	Personal	Employed	15	Poor	0.294291	228,078	3	New Markbury	SD	Pakistan	null	0	Medium
40	Male	High School	Widowed	114,294	619	null	Personal	Employed	13	Good	0.147452	273,952	null	Christopherfurt	CT	Romania	4	1	Medium
63	Male	Bachelor's	Married	77,935	691	20,202	Auto	Self-employed	5	Excellent	0.451688	165,883	2	Lake Tiffanyport	NC	Kazakhstan	null	2	Low
28	Female	Master's	Widowed	63,832	789	38,679	Business	Employed	17	Poor	0.551049	283,074	3	Reneemouth	IL	Congo	2	2	Low
64	Male	High School	Married	117,180	null	24,134	Home	Unemployed	1	Excellent	0.122285	97,895	1	Heathmouth	GU	Netherlands	2	2	Low
58	Male	Bachelor's	Single	77,254	769	14,693	Business	Self-employed	11	Excellent	0.171042	44,633	4	Wolfshire	TX	Sudan	null	0	Low
34	Non-binary	Master's	Divorced	22,134	null	null	Business	Unemployed	0	Excellent	0.553628	47,195	2	Lake Danny	NH	Dominica	0	1	Medium
47	Non-binary	PhD	Divorced	99,777	660	18,499	Home	Self-employed	18	Fair	0.345943	75,346	4	Reedhaven	ND	French Polynesia	4	0	Low
46	Male	Master's	Divorced	82,119	713	44,446	Auto	Self-employed	0	Good	0.356262	133,722	1	West Ryan	ME	Azerbaijan	null	0	Medium
18	Female	Master's	Single	34,842	767	20,245	Auto	Self-employed	16	Good	0.400166	279,541	2	South Haleyburgh	WY	Tonga	3	1	Medium
41	Male	Bachelor's	Widowed	73,420	662	14,978	Business	Unemployed	1	Poor	0.198802	35,923	4	New Staceyburgh	CT	South Africa	3	0	Low
66	Non-binary	Master's	Widowed	98,747	749	null	Home	Employed	10	Poor	0.340181	208,735	2	Moodyside	MO	Ireland	null	1	Medium
66	Non-binary	Bachelor's	Married	39,565	null	null	Business	Unemployed	7	Poor	0.449707	241,103	1	Debbiechester	PA	Holy See (Vatican City State)	0	2	High
42	Non-binary	Master's	Widowed	72,599	797	38,702	Business	Employed	1	Excellent	0.198032	142,911	null	East Jermainemouth	PW	Russian Federation	0	0	Medium
62	Female	Bachelor's	Divorced	null	737	26,747	Business	Employed	11	Excellent	0.385008	171,930	0	Gloverville	AR	Kyrgyz Republic	1	2	Low
29	Non-binary	High School	Divorced	72,798	652	44,107	Personal	Employed	10	Poor	0.16036	247,440	2	Freemanfort	MP	Germany	0	0	Low
62	Female	High School	Divorced	32,663	null	42,238	Auto	Unemployed	15	Fair	0.579756	133,858	1	North Ryanburgh	FM	Central African Republic	2	0	Medium
52	Female	Bachelor's	Single	null	756	null	Auto	Employed	0	Good	0.462002	127,502	0	Jamesmouth	WV	Central African Republic	1	0	Low
31	Male	PhD	Single	null	605	40,783	Personal	Employed	15	Good	0.330927	186,333	3	Daltonton	ID	Tuvalu	null	1	Low
65	Non-binary	PhD	Married	90,631	765	30,524	Home	Unemployed	18	Good	0.339024	null	3	Grahamhaven	TN	Saint Martin	2	2	Low
42	Non-binary	Bachelor's	Divorced	93,212	743	37,630	Personal	Self-employed	13	Fair	0.543769	256,104	1	Heiditown	ME	Greenland	2	2	Medium
60	Non-binary	Bachelor's	Divorced	109,451	780	null	Personal	Unemployed	9	Fair	0.567032	264,990	4	Rodriguezstad	PW	Indonesia	1	0	Low
50	Male	High School	Widowed	59,758	715	9,089	Auto	Self-employed	8	Fair	0.382718	150,951	null	Blanchardland	OH	Peru	4	0	Medium
20	Non-binary	High School	Married	null	708	49,124	Home	Unemployed	8	Good	0.510075	289,745	0	Watersview	GA	Qatar	3	1	Low
40	Male	Master's	Divorced	25,207	673	9,617	Business	Unemployed	8	Good	0.520178	156,865	0	Lake Dorothy	WI	Chile	3	0	Low
56	Non-binary	Master's	Widowed	21,737	720	24,420	Home	Employed	1	Poor	0.362062	165,902	0	Angiemouth	AS	Brunei Darussalam	null	2	Medium
29	Male	Master's	Divorced	66,257	619	38,049	Personal	Self-employed	13	Excellent	0.535384	109,068	3	New Lisa	MP	Montenegro	1	1	Medium
28	Female	High School	Single	64,191	688	10,733	Home	Employed	14	Good	0.41191	265,221	null	Lake Jasonchester	FL	Japan	2	2	Low
53	Male	Bachelor's	Single	110,051	629	41,308	Home	Employed	13	Poor	0.57164	69,771	2	West Benjaminstad	NY	Poland	null	2	Low
38	Male	PhD	Widowed	64,484	714	5,661	Auto	Self-employed	11	Excellent	0.253926	73,476	2	Port Ryantown	HI	Iceland	2	2	Medium
39	Female	Master's	Married	null	736	null	Business	Unemployed	9	Poor	0.476075	253,123	0	East Bradley	WV	Latvia	4	0	Low
57	Male	Bachelor's	Divorced	98,437	662	36,450	Personal	Self-employed	10	Poor	0.50987	127,763	4	Theresahaven	MS	Poland	4	1	Low
20	Female	High School	Married	27,202	725	16,610	Home	Employed	11	Excellent	0.11663	183,590	null	Port Cesarberg	OR	El Salvador	1	1	High
26	Female	Bachelor's	Single	52,471	799	42,510	Auto	Self-employed	7	Poor	0.18883	247,939	null	Hernandeztown	MA	Nicaragua	0	0	Low
41	Male	Master's	Married	44,945	null	16,463	Home	Self-employed	10	Good	0.218803	191,135	null	Victoriafort	NV	South Africa	2	2	Low
62	Non-binary	Bachelor's	Widowed	72,196	null	46,383	Home	Unemployed	16	Poor	0.360925	255,791	null	Lake Debra	WA	New Caledonia	2	1	Low
64	Male	Master's	Single	26,928	null	39,539	Auto	Self-employed	16	Fair	0.375798	224,145	3	New Donna	AL	Eritrea	null	1	Low
48	Female	Bachelor's	Divorced	86,786	726	29,126	Home	Employed	0	Poor	0.230388	178,862	0	Lake Kaitlynhaven	OR	Aruba	0	1	Low
38	Male	Master's	Divorced	null	747	26,388	Personal	Employed	12	Poor	0.340624	117,982	null	New Jessica	OK	Turks and Caicos Islands	0	2	Low

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