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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
29	Male	PhD	Married	114,835	607	49,051	Business	Self-employed	18	Poor	0.253996	65,904	4	Brownville	MI	Austria	0	0	Low
20	Male	High School	Divorced	41,148	null	26,392	Personal	Employed	5	Poor	0.383538	99,387	2	New Courtney	IA	Cote d'Ivoire	2	1	Low
34	Non-binary	High School	Divorced	111,865	null	20,008	Business	Self-employed	1	Fair	0.32183	null	0	West Kristen	PW	Malaysia	3	2	Low
62	Non-binary	High School	Widowed	78,535	671	30,089	Business	Employed	10	Poor	0.413757	250,340	3	Danielstad	LA	Serbia	4	1	Low
45	Non-binary	PhD	Married	54,946	713	49,100	Business	Employed	0	Excellent	0.41394	null	3	Ferrellchester	FM	Venezuela	0	2	High
65	Non-binary	High School	Single	55,989	605	null	Home	Unemployed	11	Excellent	0.457414	162,321	3	Andreamouth	WI	Tonga	null	1	Low
42	Non-binary	Bachelor's	Divorced	95,614	721	48,435	Business	Unemployed	0	Good	0.439664	163,223	4	West Amy	DC	Romania	1	1	Medium
68	Non-binary	Master's	Divorced	null	650	null	Auto	Unemployed	3	Poor	0.379834	209,096	1	Wongburgh	SD	Bahamas	4	2	High
57	Non-binary	Master's	Married	102,747	666	24,982	Business	Employed	4	Excellent	0.404669	273,017	4	East Cathy	MD	Burkina Faso	null	1	Low
63	Male	Master's	Married	116,550	637	26,266	Personal	Self-employed	15	Good	0.413774	53,669	3	West Brian	NJ	Cambodia	3	1	Medium
38	Non-binary	PhD	Widowed	93,667	734	46,700	Auto	Unemployed	13	Good	0.365822	50,100	3	Maryfurt	CA	Marshall Islands	3	1	Low
40	Male	PhD	Single	76,354	727	null	Personal	Employed	0	Fair	0.163404	136,850	0	Katiehaven	ND	Georgia	null	2	Low
68	Female	Master's	Single	null	663	14,939	Business	Self-employed	0	Good	0.476756	100,820	null	Martinborough	MI	Lebanon	1	2	Medium
67	Female	PhD	Married	48,231	626	null	Home	Self-employed	8	Good	0.181032	43,152	2	Alvarezfurt	ND	Mongolia	4	0	Low
61	Male	Bachelor's	Widowed	114,094	705	null	Auto	Unemployed	7	Fair	0.196431	291,575	3	North Larry	VA	Brunei Darussalam	2	0	Low
33	Male	High School	Married	23,934	610	23,083	Business	Employed	7	Fair	0.30193	228,926	2	North Troystad	DE	Switzerland	4	2	Low
39	Non-binary	High School	Widowed	43,849	606	42,329	Home	Employed	11	Fair	0.242265	80,095	4	East Elizabeth	KY	Gambia	2	0	Medium
63	Non-binary	Master's	Divorced	82,744	null	13,060	Home	Self-employed	17	Good	0.241047	293,919	2	North Michaelberg	SC	Fiji	1	2	Low
41	Non-binary	High School	Single	45,710	723	5,030	Auto	Employed	7	Fair	0.558574	null	1	North Scottbury	PW	Azerbaijan	1	1	Low
33	Female	Bachelor's	Divorced	null	633	15,139	Business	Employed	5	Excellent	0.5049	280,677	0	Rosechester	GU	Jordan	1	2	Medium
30	Female	Master's	Single	45,650	635	40,588	Business	Employed	13	Fair	0.221202	102,365	2	Ortizfort	KY	Saint Kitts and Nevis	3	1	Medium
39	Female	Bachelor's	Widowed	103,324	651	36,782	Business	Self-employed	6	Poor	0.584862	100,659	4	Elijahchester	HI	Sierra Leone	3	2	Medium
26	Non-binary	Bachelor's	Widowed	89,549	777	39,465	Auto	Self-employed	1	Fair	0.144843	248,344	3	Sanchezstad	OH	Montenegro	3	1	Low
36	Male	Master's	Divorced	84,808	645	null	Business	Unemployed	18	Excellent	0.22471	52,873	0	Lake Stacy	MP	Panama	null	2	Low
21	Non-binary	High School	Married	52,161	609	44,806	Business	Employed	17	Fair	0.38315	175,584	0	Lake Joshuaberg	NE	Iran	1	2	Low
41	Female	Master's	Married	80,910	663	36,202	Auto	Employed	6	Good	0.591799	270,446	null	New Michaelfurt	IN	United Kingdom	1	0	High
63	Female	High School	Widowed	72,633	null	30,168	Personal	Unemployed	13	Excellent	0.335273	78,722	2	Hardyburgh	OH	Chile	3	2	High
52	Male	Master's	Divorced	36,148	632	48,241	Personal	Employed	0	Good	0.54782	210,792	4	Wheelerfurt	MA	Ecuador	0	0	Low
54	Female	High School	Divorced	40,760	654	45,642	Personal	Unemployed	15	Good	0.314943	25,833	2	Beanburgh	WY	United States Virgin Islands	3	2	High
50	Male	Bachelor's	Married	106,891	null	25,505	Personal	Employed	12	Good	0.335787	253,826	0	New Katherinemouth	VI	Peru	2	0	Medium
44	Female	PhD	Divorced	76,963	750	24,605	Auto	Employed	11	Poor	0.361235	153,802	0	Burtonville	NY	Egypt	0	1	Medium
43	Female	Master's	Divorced	52,580	694	12,498	Business	Self-employed	2	Poor	0.354638	49,218	1	Lake Timothy	NY	Oman	null	1	Low
28	Male	PhD	Single	28,430	694	null	Home	Self-employed	19	Excellent	0.427879	91,469	1	Wardtown	SC	United Kingdom	1	2	Low
46	Non-binary	Bachelor's	Divorced	76,195	604	41,228	Business	Employed	8	Good	0.531045	238,096	0	Scottmouth	SC	Malta	1	1	High
46	Male	High School	Divorced	94,174	null	29,367	Auto	Self-employed	11	Poor	0.109956	189,352	2	New Danielburgh	NJ	Venezuela	2	0	Medium
50	Non-binary	PhD	Widowed	112,607	null	33,709	Auto	Employed	5	Good	0.413396	null	3	Mooretown	DC	Anguilla	null	1	Low
45	Female	Bachelor's	Single	76,738	690	null	Business	Unemployed	18	Fair	0.526201	82,041	1	East Dale	DC	Tajikistan	1	2	Low
30	Non-binary	PhD	Divorced	57,632	null	46,324	Personal	Self-employed	0	Excellent	0.593338	251,247	4	North Emilyberg	HI	Brazil	2	1	Low
37	Male	PhD	Widowed	44,453	null	46,113	Auto	Unemployed	8	Excellent	0.133598	null	3	North Gregory	MD	Barbados	1	1	Low
25	Female	High School	Widowed	null	637	43,848	Personal	Employed	1	Excellent	0.127208	236,984	1	Craigview	VT	Puerto Rico	4	0	Medium
60	Female	Master's	Married	70,099	747	32,497	Home	Employed	19	Excellent	0.555773	297,603	2	Turnerbury	MH	Slovenia	0	0	Medium
27	Female	High School	Widowed	41,832	782	41,087	Personal	Self-employed	15	Good	0.18332	null	1	West Angel	AL	Korea	null	1	Low
63	Non-binary	Bachelor's	Married	97,991	754	29,829	Home	Unemployed	18	Fair	0.229819	null	2	Jennifermouth	DC	Kiribati	0	0	Low
42	Non-binary	PhD	Married	32,427	722	18,046	Personal	Unemployed	2	Excellent	0.583791	76,643	4	Jonesshire	VT	Guadeloupe	1	0	Medium
67	Female	Bachelor's	Widowed	32,121	677	11,902	Home	Unemployed	6	Poor	0.381831	191,393	3	East Melissa	VI	Aruba	2	0	Low
57	Female	Master's	Married	56,688	603	null	Personal	Employed	9	Excellent	0.309503	null	1	Clinefort	MA	Australia	1	1	Low
20	Non-binary	Bachelor's	Widowed	null	619	null	Business	Unemployed	4	Good	0.378339	71,734	1	New Renee	NM	Gabon	1	1	Medium
59	Female	Master's	Divorced	82,188	null	39,526	Home	Self-employed	9	Fair	0.341122	237,901	0	Richardstad	VI	Cambodia	3	1	Low
54	Female	High School	Widowed	98,764	674	17,929	Auto	Self-employed	0	Poor	0.127415	298,502	0	Nicholeborough	WV	Fiji	4	2	Medium
54	Non-binary	High School	Divorced	26,450	736	null	Home	Self-employed	9	Good	0.235212	258,184	3	Melissamouth	IA	Oman	4	0	Low
53	Female	PhD	Married	null	683	22,144	Auto	Unemployed	6	Poor	0.592335	210,807	1	Phelpshaven	TN	Zimbabwe	0	1	Low
62	Female	PhD	Single	49,218	null	35,915	Home	Unemployed	4	Fair	0.202761	172,038	0	West Mary	DC	Comoros	3	1	High
50	Male	Bachelor's	Single	null	747	null	Personal	Unemployed	13	Poor	0.362007	null	null	Stephensmouth	WV	Pakistan	0	1	Low
65	Male	PhD	Single	107,457	775	49,758	Business	Employed	17	Fair	0.550458	211,726	1	Port Paulabury	AL	Algeria	4	0	Low
33	Female	Master's	Widowed	30,108	774	5,514	Home	Self-employed	13	Fair	0.245676	135,934	1	Lake Ann	TN	Romania	1	2	Low
21	Male	Master's	Divorced	38,409	744	null	Business	Employed	0	Fair	0.599427	147,305	null	South Angela	WV	Honduras	1	2	Low
60	Male	High School	Divorced	59,612	610	27,575	Home	Employed	8	Excellent	0.486583	180,041	1	Bethton	UT	British Virgin Islands	4	1	Low
47	Non-binary	Master's	Single	null	692	43,789	Home	Employed	16	Good	0.239378	null	2	Desireehaven	OH	Panama	3	1	Low
55	Male	Master's	Divorced	117,792	null	5,553	Auto	Unemployed	16	Fair	0.470142	29,932	0	Ryanbury	IL	Ethiopia	0	1	Low
50	Non-binary	Master's	Divorced	null	765	45,440	Business	Employed	11	Good	0.368878	null	3	Lake Misty	ND	Iran	1	2	Low
21	Female	Master's	Married	69,465	null	29,574	Personal	Self-employed	16	Poor	0.495188	196,808	4	Cainport	IN	Turkey	4	2	Medium
23	Non-binary	PhD	Widowed	87,787	713	23,484	Personal	Self-employed	4	Fair	0.527466	123,583	3	Lynchland	PR	Burundi	1	2	Low
30	Non-binary	Bachelor's	Widowed	97,222	691	7,418	Business	Employed	2	Fair	0.460302	53,441	3	Shelleyton	CT	Singapore	1	0	Medium
40	Non-binary	Master's	Widowed	91,602	659	11,897	Auto	Self-employed	16	Poor	0.101079	99,772	4	Ravenshire	IA	Barbados	2	0	Low
49	Male	Master's	Married	null	786	31,826	Personal	Self-employed	4	Good	0.398925	71,319	2	Jimmyfort	IL	Belize	1	2	Low
65	Male	High School	Widowed	63,200	757	41,636	Auto	Self-employed	2	Poor	0.40114	85,954	1	New Deannachester	DE	Australia	3	0	Low
46	Non-binary	High School	Single	null	700	33,419	Business	Self-employed	18	Poor	0.546172	132,416	1	Port Rebecca	SD	French Guiana	0	0	Low
69	Male	PhD	Married	43,946	662	6,044	Auto	Unemployed	18	Excellent	0.264765	null	0	Lake Maryland	OH	Kiribati	null	1	Low
43	Female	High School	Divorced	95,604	766	46,237	Personal	Self-employed	7	Fair	0.228107	199,716	4	Brentshire	DE	Kuwait	3	1	Medium
56	Male	Bachelor's	Single	54,961	624	13,330	Business	Self-employed	7	Fair	0.449812	132,168	3	Bradfordville	MO	Suriname	3	0	Low
27	Non-binary	High School	Single	21,265	642	10,921	Business	Employed	7	Good	0.540828	146,766	0	New Robertborough	OH	Turks and Caicos Islands	1	0	High
41	Non-binary	Master's	Married	45,236	null	7,124	Business	Unemployed	3	Excellent	0.33085	211,859	0	Patricialand	AZ	United States Minor Outlying Islands	3	0	Low
18	Male	Master's	Widowed	95,379	779	10,321	Auto	Employed	9	Poor	0.109873	251,490	null	Port Karaberg	IL	Puerto Rico	3	2	Low
36	Male	PhD	Widowed	81,585	679	46,528	Personal	Unemployed	0	Excellent	0.277684	95,567	2	Port Scottmouth	MT	India	4	1	Low
56	Non-binary	Master's	Widowed	25,778	773	30,409	Personal	Self-employed	6	Poor	0.41645	194,156	0	West Timothybury	VI	Malaysia	1	1	High
57	Non-binary	Master's	Divorced	65,630	690	null	Business	Self-employed	9	Good	0.285632	null	null	South Kristaside	OR	Nauru	null	2	Medium
32	Female	Bachelor's	Divorced	106,826	668	24,754	Auto	Self-employed	17	Good	0.540642	287,209	1	North Lesliehaven	FL	Kyrgyz Republic	1	2	Low
18	Female	PhD	Widowed	null	733	42,928	Home	Self-employed	3	Excellent	0.311968	88,122	1	Baileyborough	MP	Togo	3	2	Low
21	Male	PhD	Single	null	610	49,449	Personal	Employed	18	Good	0.150888	118,343	null	North Ruth	FL	Antigua and Barbuda	4	0	High
35	Female	Bachelor's	Widowed	31,160	634	47,147	Personal	Unemployed	5	Poor	0.440227	93,502	4	Marychester	MA	Cameroon	2	1	Low
50	Non-binary	Bachelor's	Married	84,091	643	48,267	Business	Unemployed	12	Poor	0.263451	265,885	1	Andersonside	KY	Lebanon	null	0	Medium
62	Male	PhD	Married	null	699	48,587	Business	Self-employed	9	Fair	0.571678	67,021	null	Kevinchester	MT	Qatar	0	1	Low
53	Female	Master's	Divorced	null	685	29,111	Business	Unemployed	4	Poor	0.220916	107,978	2	West Kimberly	NH	Yemen	3	2	Medium
47	Non-binary	PhD	Widowed	47,201	652	16,609	Personal	Self-employed	15	Fair	0.425766	198,733	3	Port Josephton	NH	Dominican Republic	4	1	Low
19	Non-binary	Master's	Widowed	31,170	729	18,632	Auto	Unemployed	14	Fair	0.590677	221,662	4	Williamsview	IA	Saint Lucia	0	1	Low
50	Male	Master's	Married	29,597	696	37,711	Auto	Self-employed	2	Fair	0.397344	212,897	3	East Anthonyville	NY	Israel	3	2	Low
47	Non-binary	Bachelor's	Married	110,710	726	40,870	Personal	Unemployed	16	Poor	0.141672	249,171	1	Loweryfort	SD	Lesotho	3	0	Low
35	Female	Bachelor's	Married	23,328	716	10,184	Auto	Self-employed	1	Fair	0.280902	95,115	1	East Michaelshire	WV	Christmas Island	2	1	Medium
32	Male	PhD	Divorced	28,967	793	41,386	Auto	Self-employed	18	Good	0.551192	null	0	South Melanieburgh	AL	Malaysia	1	0	Low
36	Female	Master's	Married	87,641	674	41,418	Business	Employed	16	Fair	0.320099	194,096	0	New Jennifer	AK	Cameroon	null	1	Low
52	Male	High School	Widowed	32,227	700	47,674	Business	Self-employed	6	Excellent	0.351854	39,828	null	North Lisa	OR	Poland	2	1	Medium
36	Male	Master's	Married	108,087	714	20,775	Business	Unemployed	14	Excellent	0.200333	261,749	2	South Emmabury	AS	Burundi	3	0	Low
33	Non-binary	High School	Single	44,996	738	5,442	Business	Self-employed	16	Poor	0.433015	44,497	3	East Jasminside	NV	Mexico	2	1	Low
45	Male	High School	Single	null	718	6,056	Home	Self-employed	19	Fair	0.562755	46,878	3	Williamsmouth	ID	Latvia	1	2	Low
28	Non-binary	Bachelor's	Married	81,072	741	36,087	Personal	Unemployed	3	Poor	0.281835	null	0	Michaelmouth	MP	Faroe Islands	null	2	Low
63	Female	Master's	Married	46,639	679	15,687	Auto	Unemployed	11	Excellent	0.377429	49,134	0	Stephenmouth	OR	Italy	2	0	Low
55	Male	Master's	Married	76,152	746	17,372	Home	Self-employed	10	Good	0.192146	175,519	2	Heatherview	CA	Estonia	0	0	Low
63	Non-binary	Master's	Widowed	22,708	601	49,770	Auto	Employed	18	Good	0.33202	205,962	null	West Sabrina	NC	Serbia	1	0	Low
39	Female	High School	Widowed	97,384	612	46,775	Home	Self-employed	8	Good	0.342823	null	1	New Amandaview	FL	British Indian Ocean Territory (Chagos Archipelago)	0	1	Low
58	Male	High School	Married	79,789	773	37,737	Home	Employed	6	Poor	0.210494	51,892	null	Port Jacqueline	MH	Iraq	3	2	Low

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