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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
68	Non-binary	Master's	Married	74,211	604	12,045	Auto	Self-employed	6	Fair	0.326012	126,845	1	Tonyamouth	WY	Israel	0	1	Medium
62	Male	Bachelor's	Married	null	690	37,979	Home	Employed	11	Poor	0.349499	null	null	Perezstad	MN	Germany	null	0	Low
61	Non-binary	High School	Widowed	80,752	null	30,360	Personal	Self-employed	17	Poor	0.429227	127,479	4	Tinachester	MO	Norfolk Island	4	2	Low
51	Non-binary	Bachelor's	Widowed	44,821	734	21,324	Home	Unemployed	15	Good	0.37958	30,558	3	Robinsonton	MT	Turks and Caicos Islands	4	0	Medium
32	Male	Master's	Widowed	27,814	null	22,504	Home	Employed	7	Good	0.224357	58,287	3	West Shelleytown	PA	Malawi	2	1	Low
59	Non-binary	Bachelor's	Single	59,042	631	22,978	Home	Unemployed	0	Good	0.416793	284,380	null	New Cherylville	WI	Armenia	4	2	Low
66	Non-binary	Master's	Single	76,132	653	38,411	Business	Unemployed	11	Poor	0.534635	60,868	1	Kevintown	SD	Grenada	4	2	Low
37	Male	Master's	Single	23,491	604	8,602	Business	Self-employed	5	Good	0.36197	71,313	null	Lake Kyle	VT	Senegal	4	0	Low
65	Non-binary	Bachelor's	Married	59,107	null	21,857	Business	Self-employed	12	Fair	0.393594	280,841	1	Daniellestad	CA	Somalia	1	0	Low
47	Male	PhD	Widowed	20,424	726	13,578	Business	Unemployed	9	Excellent	0.557807	121,359	null	Lake Mariomouth	IA	Christmas Island	3	2	Medium
19	Non-binary	Bachelor's	Widowed	29,638	723	13,897	Auto	Employed	18	Poor	0.272715	87,579	3	North Michelle	KS	Armenia	4	1	Low
54	Female	Master's	Single	null	612	37,790	Auto	Employed	0	Poor	0.359295	null	null	East Davidtown	RI	Saudi Arabia	3	1	Low
33	Female	Bachelor's	Widowed	49,372	621	17,333	Personal	Unemployed	1	Good	0.311159	211,458	null	Charlesmouth	MP	Burkina Faso	3	0	Low
56	Female	High School	Single	31,573	604	36,726	Personal	Employed	9	Poor	0.363102	126,785	4	Reynoldsside	VA	Samoa	4	1	High
57	Male	High School	Single	85,121	662	41,170	Auto	Unemployed	13	Excellent	0.528481	282,303	3	Port Bryan	ME	Taiwan	0	0	Medium
30	Non-binary	Bachelor's	Single	25,391	788	null	Business	Unemployed	5	Poor	0.428726	159,939	4	New Cody	OR	Papua New Guinea	0	2	Medium
62	Non-binary	Bachelor's	Married	35,873	null	null	Personal	Self-employed	0	Poor	0.361946	278,714	1	East Williamfurt	KS	United Arab Emirates	2	1	Low
43	Non-binary	High School	Single	27,450	682	21,621	Home	Employed	10	Poor	0.587185	253,348	1	Johnsonfurt	VT	Guadeloupe	4	2	Low
68	Female	PhD	Single	null	795	46,108	Personal	Self-employed	7	Good	0.104941	24,512	4	Jesseton	MI	Djibouti	2	0	Low
39	Non-binary	High School	Divorced	115,559	710	26,229	Personal	Employed	6	Poor	0.258467	250,155	2	South Karenberg	RI	Thailand	4	2	Low
58	Male	Master's	Married	84,578	null	40,953	Home	Unemployed	4	Fair	0.539705	112,938	1	Port Stephenfort	MN	Tanzania	2	0	Medium
25	Non-binary	High School	Single	55,682	796	null	Home	Self-employed	8	Fair	0.490592	82,983	null	Michelleton	OK	Iceland	4	2	Medium
65	Male	Bachelor's	Single	119,252	705	7,458	Home	Employed	10	Poor	0.562698	null	2	Ortizburgh	MD	Grenada	null	0	Medium
34	Female	Master's	Single	119,140	678	null	Home	Unemployed	1	Fair	0.110391	null	1	New Charlesfort	AZ	Cayman Islands	4	0	Medium
19	Female	Bachelor's	Single	27,907	664	null	Auto	Unemployed	18	Poor	0.21967	34,102	1	Jenningsview	DC	Eritrea	2	0	High
35	Male	Master's	Single	29,748	700	35,089	Business	Unemployed	10	Fair	0.542925	198,579	2	New Ashleyton	KY	United Arab Emirates	2	2	Low
34	Male	PhD	Divorced	65,823	759	null	Business	Self-employed	10	Poor	0.378549	122,411	1	New Randymouth	OK	Togo	2	2	Low
44	Female	Master's	Widowed	53,368	712	19,923	Personal	Employed	0	Fair	0.460495	292,074	2	North Charleschester	CO	Lebanon	3	1	Low
28	Male	Master's	Divorced	39,050	636	5,316	Home	Self-employed	18	Poor	0.420203	183,824	3	North Deborah	LA	Cuba	3	0	Low
20	Female	Master's	Widowed	64,221	790	13,061	Personal	Employed	14	Fair	0.448786	null	1	Grahamland	RI	Niue	3	2	Medium
34	Female	Bachelor's	Widowed	60,751	615	22,186	Home	Employed	5	Fair	0.194287	134,406	3	Michaelberg	MA	Malta	2	2	Low
58	Non-binary	Bachelor's	Divorced	null	606	22,702	Home	Unemployed	19	Poor	0.277775	145,083	1	North Rodneystad	NE	New Caledonia	0	2	Low
57	Male	Bachelor's	Married	36,291	null	31,691	Business	Unemployed	5	Excellent	0.166535	273,638	2	East Sandyfort	FL	Dominican Republic	null	1	Medium
25	Female	Bachelor's	Widowed	81,330	null	null	Home	Self-employed	10	Good	0.576539	87,692	null	New Johnfurt	AS	Norfolk Island	2	1	Low
62	Male	PhD	Divorced	61,394	753	41,949	Auto	Unemployed	15	Excellent	0.595348	123,158	3	East Jason	HI	South Georgia and the South Sandwich Islands	3	2	Low
49	Male	PhD	Divorced	82,391	750	49,623	Business	Unemployed	3	Fair	0.281698	225,099	4	South Cherylport	MH	Montserrat	null	2	High
21	Male	Bachelor's	Married	null	738	7,548	Auto	Unemployed	18	Poor	0.42353	264,559	null	Robinchester	VA	Netherlands Antilles	2	1	Low
22	Female	High School	Divorced	117,125	755	49,088	Business	Self-employed	5	Excellent	0.573555	292,327	1	Laurenberg	AR	Afghanistan	0	2	High
30	Non-binary	Master's	Married	25,272	794	48,418	Home	Unemployed	3	Excellent	0.592865	20,163	2	Port Laurenbury	FL	Armenia	null	1	Low
58	Non-binary	Master's	Single	56,201	655	30,465	Home	Employed	0	Good	0.235821	194,493	4	Hernandezton	KY	Nicaragua	4	2	Medium
28	Non-binary	High School	Married	50,267	736	47,386	Business	Self-employed	5	Excellent	0.129919	164,533	4	Heathfurt	IA	Cote d'Ivoire	2	1	Medium
69	Male	High School	Widowed	94,135	777	null	Auto	Self-employed	6	Good	0.336204	null	2	South Thomas	PR	Portugal	2	2	Low
22	Non-binary	Bachelor's	Widowed	null	728	42,655	Auto	Employed	12	Fair	0.246507	291,552	3	Gilbertville	MI	Egypt	4	0	Medium
29	Non-binary	Bachelor's	Divorced	102,256	792	30,943	Business	Self-employed	2	Poor	0.595503	null	0	Nelsonberg	AZ	Djibouti	3	1	Low
32	Female	Master's	Divorced	null	686	42,021	Business	Self-employed	12	Fair	0.167778	147,844	1	West Maxwellside	ME	Mayotte	3	0	Low
24	Female	Bachelor's	Single	76,625	606	null	Business	Self-employed	18	Fair	0.541566	167,350	3	Seanstad	MD	Antarctica (the territory South of 60 deg S)	2	0	Low
40	Male	Master's	Married	null	657	44,064	Business	Unemployed	7	Excellent	0.590584	195,293	3	North Erika	CO	Congo	0	0	Low
69	Male	High School	Single	87,957	609	6,412	Personal	Self-employed	0	Fair	0.34825	158,832	4	Tammybury	NE	New Caledonia	4	0	Low
32	Female	PhD	Married	null	711	7,043	Personal	Employed	6	Fair	0.547492	38,943	0	Stoutmouth	NY	Saint Lucia	1	0	Low
25	Female	High School	Widowed	107,211	757	13,448	Business	Employed	3	Good	0.493327	146,491	4	Loriberg	ME	Hungary	4	1	Low
66	Female	PhD	Divorced	66,281	631	31,098	Auto	Unemployed	12	Poor	0.330107	221,213	2	Port Ashleystad	MT	Eritrea	0	2	Low
20	Female	Master's	Married	null	769	20,306	Business	Employed	10	Good	0.128025	25,607	2	East Lauraport	WV	Tunisia	0	1	Medium
50	Female	PhD	Single	97,195	null	35,441	Auto	Unemployed	19	Fair	0.381554	108,881	3	Jonathanfurt	MN	Dominica	null	2	High
51	Non-binary	High School	Widowed	33,531	656	39,972	Personal	Self-employed	9	Excellent	0.379796	268,515	null	Hoganborough	AS	Serbia	null	0	Medium
61	Female	PhD	Divorced	null	680	49,845	Personal	Unemployed	0	Excellent	0.360501	174,834	1	Michaelfort	VT	Peru	3	2	Low
55	Non-binary	Master's	Widowed	106,706	null	18,062	Personal	Self-employed	0	Fair	0.563688	68,515	3	East Kathleen	VA	Dominican Republic	null	0	Low
43	Male	Master's	Divorced	111,861	704	11,025	Auto	Self-employed	4	Poor	0.492244	239,435	3	Gregville	OH	Tanzania	0	0	Medium
25	Female	High School	Widowed	97,391	700	null	Business	Employed	5	Excellent	0.386309	124,726	null	New Patrick	FM	Tonga	1	1	Medium
38	Female	Bachelor's	Widowed	32,685	638	18,065	Personal	Self-employed	1	Poor	0.479184	133,403	0	Patelhaven	MI	Tajikistan	2	1	Low
42	Non-binary	High School	Widowed	null	792	null	Home	Employed	0	Poor	0.180056	95,660	1	Dunnside	CO	South Georgia and the South Sandwich Islands	2	0	Low
30	Non-binary	Master's	Single	85,046	754	45,423	Home	Employed	6	Fair	0.523132	200,582	3	Hendersonborough	TN	Mayotte	1	1	Medium
49	Female	Bachelor's	Widowed	null	765	14,599	Auto	Unemployed	13	Poor	0.428858	295,140	2	Martinburgh	ND	Saint Lucia	3	0	Low
47	Male	PhD	Divorced	null	601	29,510	Auto	Self-employed	7	Poor	0.463833	221,528	3	Port Waynestad	SC	Liechtenstein	2	2	Low
51	Male	High School	Widowed	108,257	703	12,125	Auto	Unemployed	11	Excellent	0.358835	null	3	North Cassandrafort	PR	Georgia	4	1	Low
46	Non-binary	High School	Divorced	78,799	700	20,405	Auto	Employed	14	Poor	0.354633	242,007	null	East Markton	MP	San Marino	3	0	Low
69	Female	Bachelor's	Divorced	45,322	698	null	Home	Employed	1	Good	0.476506	44,123	null	New Nataliehaven	MP	Nigeria	1	0	Low
35	Non-binary	High School	Divorced	94,314	686	null	Auto	Self-employed	0	Fair	0.394172	213,021	2	Parkerhaven	CT	Saint Kitts and Nevis	null	2	Medium
48	Non-binary	PhD	Single	31,075	622	47,932	Home	Self-employed	10	Good	0.21853	189,474	0	Port Jennifermouth	MH	Iraq	null	1	Low
66	Female	Bachelor's	Widowed	110,382	644	10,189	Home	Self-employed	3	Good	0.507697	273,087	null	New Paulside	IN	Sri Lanka	4	1	Low
45	Female	PhD	Widowed	89,902	627	null	Personal	Unemployed	6	Good	0.561625	253,284	2	East Calebborough	IA	Cuba	2	1	Low
21	Male	High School	Widowed	102,948	689	29,618	Personal	Unemployed	5	Good	0.418905	236,414	4	Baileymouth	AK	Gabon	3	0	Low
37	Non-binary	Bachelor's	Single	71,268	757	10,891	Home	Employed	16	Good	0.400264	197,411	4	Port Barbarahaven	TX	Fiji	4	2	Medium
64	Non-binary	PhD	Widowed	null	671	null	Business	Unemployed	6	Excellent	0.374059	105,790	0	South Mary	WA	Nepal	0	1	Low
34	Female	High School	Married	55,546	750	7,624	Personal	Self-employed	18	Excellent	0.358013	47,041	2	New Riley	MI	Albania	0	1	Low
33	Male	Master's	Married	71,560	617	24,004	Business	Unemployed	8	Good	0.200862	68,440	2	New Cassandra	MH	Haiti	3	1	High
25	Female	PhD	Widowed	null	752	46,575	Business	Employed	15	Good	0.502188	82,335	2	North Traci	FL	Spain	null	2	Medium
53	Female	PhD	Widowed	39,483	626	21,239	Home	Employed	4	Fair	0.487439	null	2	East Ashley	DE	Lao People's Democratic Republic	4	1	Low
43	Non-binary	High School	Married	null	781	45,959	Business	Employed	18	Excellent	0.42175	295,837	null	Port Rebecca	OH	Denmark	null	2	Medium
68	Female	Bachelor's	Widowed	56,281	714	31,386	Business	Self-employed	1	Good	0.260026	48,751	null	Smithfurt	AS	Turkmenistan	2	0	Low
64	Female	PhD	Married	50,399	705	25,516	Personal	Employed	7	Fair	0.190098	null	2	Shannonstad	MS	Zimbabwe	null	0	Low
38	Female	Master's	Single	73,219	620	39,092	Business	Employed	10	Poor	0.507555	69,709	0	Staffordshire	GU	French Polynesia	1	1	Medium
67	Female	PhD	Single	63,183	729	31,163	Auto	Self-employed	4	Poor	0.161247	30,727	3	South Robinton	PR	Kiribati	null	2	High
47	Female	Bachelor's	Widowed	43,545	653	6,955	Home	Employed	15	Excellent	0.595201	255,048	1	West Christopher	UT	Senegal	1	0	High
64	Non-binary	Bachelor's	Widowed	49,814	700	13,920	Business	Self-employed	17	Poor	0.150033	null	0	Howardview	IN	New Caledonia	null	0	Low
48	Non-binary	PhD	Widowed	35,740	680	45,847	Auto	Self-employed	13	Fair	0.283166	null	3	Lake Theresaview	OR	Peru	1	0	High
26	Female	PhD	Divorced	105,683	726	12,375	Business	Unemployed	19	Excellent	0.337681	206,386	1	West Frankfort	CO	Thailand	3	1	Low
19	Non-binary	Bachelor's	Widowed	87,115	648	48,925	Auto	Employed	4	Good	0.42841	84,501	1	North Robert	NC	Bosnia and Herzegovina	1	0	Low
27	Male	High School	Married	109,096	621	40,446	Auto	Employed	18	Poor	0.208195	104,485	0	Teresahaven	LA	Suriname	3	1	Medium
30	Non-binary	Master's	Married	106,545	779	14,862	Personal	Employed	2	Good	0.372811	236,604	2	West Anthonyview	NM	Bulgaria	4	2	Low
54	Female	High School	Divorced	55,169	766	47,949	Personal	Employed	11	Good	0.135898	232,975	4	Cherrychester	GU	Australia	0	0	High
41	Non-binary	Bachelor's	Divorced	76,880	766	17,134	Business	Employed	9	Good	0.341771	151,138	0	East Chad	ID	Moldova	4	0	Low
53	Male	Bachelor's	Divorced	118,410	713	5,387	Personal	Employed	11	Excellent	0.269536	200,843	0	Brownbury	AK	Paraguay	1	2	Low
36	Male	Bachelor's	Married	52,934	710	20,253	Personal	Unemployed	5	Fair	0.452706	null	3	East Margaretview	OK	Mexico	2	2	Medium
49	Non-binary	Master's	Widowed	36,471	null	40,080	Home	Employed	4	Good	0.429413	128,432	4	Port Gary	FM	Bouvet Island (Bouvetoya)	3	2	High
63	Male	Bachelor's	Married	79,267	705	17,965	Home	Employed	2	Good	0.408225	217,393	2	Heatherton	NV	Tunisia	null	0	Low
68	Female	Master's	Single	80,477	630	17,459	Personal	Unemployed	6	Good	0.376729	249,023	2	Wrightbury	NE	Lebanon	0	2	Medium
69	Male	High School	Divorced	null	666	9,844	Home	Unemployed	7	Fair	0.34228	215,261	null	West Jon	PA	Cayman Islands	3	1	Low
33	Female	PhD	Single	98,455	775	34,168	Auto	Employed	4	Good	0.454908	null	2	East Karen	IA	Sweden	1	0	Low
28	Male	High School	Married	null	767	12,574	Business	Employed	3	Fair	0.413824	54,645	3	Millermouth	FM	Panama	3	0	Low
35	Female	PhD	Widowed	68,505	698	41,469	Business	Employed	9	Fair	0.430753	218,693	4	Hernandezport	MI	Mauritania	1	2	Medium

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