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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
32	Non-binary	Bachelor's	Single	44,276	787	6,635	Personal	Self-employed	16	Fair	0.523119	216,475	3	Isabellastad	SD	Austria	1	1	Low
40	Male	PhD	Widowed	98,002	763	36,767	Home	Self-employed	11	Good	0.415094	128,784	0	Carolynbury	NE	Comoros	2	2	Medium
51	Male	High School	Married	37,673	null	null	Personal	Unemployed	9	Excellent	0.174574	87,395	4	Thomasmouth	MN	Morocco	3	2	Medium
46	Non-binary	Bachelor's	Divorced	84,967	764	42,219	Home	Unemployed	4	Fair	0.31491	23,960	1	Jonesberg	HI	Finland	null	0	Low
26	Male	Master's	Married	71,630	613	26,930	Home	Employed	17	Excellent	0.354725	233,110	2	Higginsfurt	NJ	Northern Mariana Islands	3	0	Low
52	Female	PhD	Single	29,675	736	31,923	Auto	Employed	2	Good	0.254137	86,181	3	Marcusshire	AL	American Samoa	2	0	Low
68	Male	Master's	Widowed	110,886	724	17,782	Personal	Unemployed	12	Good	0.449853	198,453	2	South Teresaview	ID	Tanzania	1	2	Low
34	Female	High School	Married	79,092	646	10,452	Home	Self-employed	12	Poor	0.349683	41,639	null	Lake Joseph	NY	Mauritius	2	2	High
20	Male	High School	Divorced	85,527	715	null	Auto	Unemployed	9	Excellent	0.50681	264,925	0	Rodriguezmouth	DE	Saint Helena	0	2	Low
27	Female	Bachelor's	Widowed	110,975	725	null	Business	Unemployed	17	Poor	0.136492	88,773	0	Johnathanton	OK	Cocos (Keeling) Islands	1	0	Low
24	Non-binary	PhD	Widowed	50,493	638	40,444	Auto	Unemployed	6	Fair	0.501464	135,528	0	Kimberlytown	MS	British Virgin Islands	0	0	Low
48	Non-binary	Master's	Widowed	46,804	769	40,172	Personal	Self-employed	18	Excellent	0.450108	48,259	null	South Deanna	NM	Canada	1	2	Low
55	Non-binary	PhD	Single	92,623	603	22,127	Home	Unemployed	8	Poor	0.288737	243,105	2	Cummingsview	ID	Estonia	0	2	Medium
28	Non-binary	PhD	Married	91,984	635	null	Auto	Self-employed	12	Good	0.519708	260,011	2	East Donald	DE	Iraq	4	0	Low
38	Non-binary	PhD	Single	46,165	746	42,813	Auto	Unemployed	5	Poor	0.470874	84,570	null	Samanthaborough	CT	Cocos (Keeling) Islands	4	0	Medium
32	Non-binary	Bachelor's	Single	null	756	33,122	Auto	Self-employed	17	Poor	0.20047	147,960	1	Port John	VT	Gabon	0	2	High
65	Non-binary	PhD	Married	null	681	44,175	Auto	Unemployed	5	Good	0.165871	173,861	1	Millermouth	ID	France	3	2	Medium
28	Male	Bachelor's	Married	59,313	708	11,647	Home	Self-employed	9	Good	0.563585	231,740	3	Masseyborough	CT	Egypt	1	2	Low
40	Non-binary	High School	Divorced	87,474	783	17,872	Personal	Self-employed	4	Good	0.180646	264,709	3	Danielberg	ID	Svalbard & Jan Mayen Islands	1	0	Low
57	Non-binary	Master's	Married	111,282	null	48,246	Personal	Self-employed	9	Good	0.330153	209,846	null	West Colleenton	UT	Finland	1	2	Medium
63	Non-binary	Master's	Married	86,753	null	43,824	Personal	Self-employed	11	Poor	0.346847	120,078	2	Lemouth	WI	Egypt	null	0	Low
64	Male	Bachelor's	Widowed	80,263	629	null	Home	Unemployed	4	Poor	0.463433	226,795	1	New Aprilview	MP	Malaysia	0	1	Low
51	Male	High School	Divorced	26,505	702	null	Auto	Unemployed	14	Excellent	0.53235	193,313	1	East Robinstad	ME	Burkina Faso	4	1	Medium
57	Male	Bachelor's	Married	null	736	36,811	Auto	Employed	10	Good	0.299995	267,894	2	Maldonadoville	HI	Brazil	0	2	Low
50	Female	Master's	Single	58,862	664	23,372	Home	Employed	18	Fair	0.592918	65,371	3	Alexismouth	AZ	Iran	0	2	Low
35	Non-binary	PhD	Widowed	107,144	693	null	Business	Self-employed	11	Good	0.191615	81,261	2	Port John	WI	Algeria	3	2	Low
28	Female	Bachelor's	Married	113,079	null	25,148	Business	Unemployed	4	Excellent	0.269652	239,866	4	North Ronald	SD	Papua New Guinea	1	1	High
39	Male	PhD	Widowed	51,288	637	5,493	Personal	Self-employed	14	Fair	0.44119	74,322	null	Abbotthaven	OK	Tuvalu	null	1	Medium
35	Female	PhD	Divorced	69,635	769	17,425	Personal	Self-employed	15	Good	0.188116	62,734	2	Lake Whitney	HI	Bouvet Island (Bouvetoya)	3	2	Low
49	Female	Master's	Divorced	108,896	720	18,832	Home	Self-employed	11	Poor	0.381285	47,385	4	Ericmouth	NE	Albania	2	1	Low
26	Non-binary	Master's	Divorced	49,738	667	24,358	Personal	Unemployed	11	Fair	0.48141	null	1	Connermouth	PA	Poland	0	2	Medium
21	Non-binary	PhD	Divorced	40,781	786	null	Home	Self-employed	14	Poor	0.507684	280,124	null	Brooksville	IN	Saint Barthelemy	4	0	Medium
51	Female	PhD	Single	88,079	634	16,641	Home	Employed	7	Excellent	0.5593	92,151	4	South Megan	MT	Montserrat	2	2	Low
52	Female	High School	Widowed	94,826	659	35,897	Personal	Employed	3	Good	0.432749	128,972	1	Port Frederickfort	MI	Japan	3	1	Medium
61	Female	Master's	Widowed	108,290	null	5,932	Home	Unemployed	1	Good	0.273428	209,002	0	Gonzalesfurt	ND	Moldova	1	2	Low
43	Female	PhD	Widowed	null	664	31,110	Home	Self-employed	8	Good	0.372308	94,971	1	West Vanessa	VI	Sao Tome and Principe	0	1	Medium
22	Non-binary	High School	Widowed	34,932	616	39,761	Personal	Employed	18	Excellent	0.510999	null	null	Barkershire	IA	Chile	1	2	Low
65	Female	PhD	Single	28,164	765	19,366	Personal	Employed	7	Excellent	0.185453	null	3	Danielsborough	FL	Germany	0	2	Medium
22	Female	High School	Married	73,804	700	36,572	Home	Unemployed	13	Good	0.327977	37,861	null	Priceside	RI	Serbia	1	1	High
49	Male	Bachelor's	Single	33,901	703	null	Personal	Employed	15	Fair	0.507633	null	0	Shannonview	DC	Monaco	0	2	Low
19	Non-binary	High School	Single	106,755	736	null	Business	Employed	6	Poor	0.298623	75,342	1	New Allenborough	AL	Nicaragua	0	2	Low
55	Male	Bachelor's	Widowed	null	687	37,029	Auto	Employed	8	Fair	0.10076	81,721	0	Jessicastad	MT	Isle of Man	2	0	High
49	Female	Bachelor's	Divorced	78,714	691	38,897	Home	Employed	16	Fair	0.239409	247,130	4	Taylorside	MH	Saint Pierre and Miquelon	1	2	Medium
33	Male	PhD	Single	103,844	795	28,966	Auto	Unemployed	14	Excellent	0.455808	219,636	3	Lake Paulmouth	CT	Jordan	3	2	High
38	Non-binary	Bachelor's	Divorced	108,517	735	9,062	Personal	Self-employed	10	Good	0.334227	253,089	3	Matthewstad	GU	Kiribati	null	2	Low
50	Male	Bachelor's	Divorced	35,987	742	42,694	Home	Unemployed	14	Excellent	0.222208	176,661	0	Thompsonmouth	NM	Hong Kong	4	0	Medium
69	Female	Bachelor's	Widowed	104,079	666	44,260	Home	Employed	9	Poor	0.1051	154,649	0	Port Tinaborough	ME	Fiji	2	2	Medium
51	Female	Master's	Widowed	87,784	716	16,391	Business	Unemployed	9	Good	0.560646	263,883	4	North Casey	WA	Chile	2	0	Low
32	Male	PhD	Single	99,876	null	35,524	Personal	Employed	15	Excellent	0.59625	233,213	2	Ryanland	PR	Chad	4	2	Medium
45	Female	High School	Married	119,329	740	40,890	Home	Self-employed	18	Poor	0.454867	224,863	0	South Katelynmouth	AK	Honduras	2	2	Low
40	Female	High School	Widowed	33,601	716	46,955	Auto	Employed	13	Good	0.573	91,367	4	New Jasonmouth	SC	Pitcairn Islands	3	2	Low
58	Female	PhD	Divorced	null	656	22,487	Personal	Employed	15	Fair	0.303373	207,750	2	Fordshire	VI	Aruba	2	2	Low
67	Non-binary	Master's	Widowed	56,583	671	38,191	Personal	Self-employed	0	Excellent	0.113137	296,631	0	New April	IL	Trinidad and Tobago	2	0	Low
48	Non-binary	PhD	Divorced	null	770	null	Auto	Unemployed	13	Poor	0.365926	170,158	4	East Danielfort	CT	Tajikistan	4	2	Low
51	Female	Bachelor's	Married	26,030	639	38,256	Auto	Unemployed	18	Good	0.209316	20,678	3	Cruzview	RI	Dominica	4	2	Low
27	Female	Master's	Widowed	55,572	null	45,565	Personal	Self-employed	2	Excellent	0.116726	38,853	1	Andreabury	OH	Singapore	3	1	Low
52	Non-binary	Bachelor's	Married	74,510	781	21,714	Personal	Unemployed	19	Poor	0.213066	243,657	2	Christopherhaven	GU	Bermuda	3	1	Medium
40	Non-binary	Master's	Married	null	703	6,789	Business	Employed	19	Fair	0.415508	182,832	4	Harrischester	KS	American Samoa	0	2	Low
47	Male	High School	Married	90,258	null	40,519	Auto	Self-employed	11	Fair	0.506505	40,896	1	West Garyhaven	MH	Jordan	4	2	Low
64	Female	Master's	Single	118,756	719	39,711	Auto	Self-employed	12	Good	0.470128	null	null	Richardville	VI	Argentina	null	1	Low
40	Female	High School	Widowed	96,502	645	11,362	Business	Self-employed	9	Good	0.223352	282,000	2	West Valerieport	PR	Nepal	null	0	Medium
55	Male	PhD	Married	32,279	659	25,703	Home	Unemployed	6	Poor	0.158691	195,511	null	East Jamie	MH	French Southern Territories	1	0	Low
18	Female	Master's	Widowed	37,693	620	46,767	Business	Unemployed	10	Poor	0.240128	293,639	3	Frankbury	MI	Tunisia	0	1	Low
31	Female	Master's	Married	67,252	744	23,013	Business	Employed	15	Good	0.346213	30,483	1	Jeffreystad	ME	Lebanon	3	0	Low
44	Male	High School	Married	78,956	null	null	Personal	Self-employed	0	Excellent	0.240151	null	0	Chaseville	IL	Luxembourg	1	2	Low
40	Female	Master's	Widowed	54,851	704	14,650	Business	Unemployed	13	Good	0.4597	217,135	3	South Derek	DE	Nicaragua	4	2	Medium
57	Female	PhD	Widowed	28,302	612	33,135	Personal	Unemployed	1	Good	0.594115	null	1	Teresashire	NE	Venezuela	null	2	Medium
41	Female	High School	Widowed	103,568	656	null	Home	Employed	18	Excellent	0.538391	null	1	Daniellemouth	GA	Armenia	1	1	Low
22	Female	High School	Divorced	22,682	null	41,847	Personal	Self-employed	11	Fair	0.26866	241,507	0	South Brendashire	SC	Taiwan	3	2	Low
47	Non-binary	High School	Single	109,063	745	13,470	Personal	Employed	1	Good	0.343148	22,671	1	Wallhaven	NV	Lebanon	null	0	Medium
35	Non-binary	High School	Divorced	44,977	651	26,932	Business	Employed	0	Fair	0.46194	230,043	1	New Audreyborough	GU	Guatemala	4	1	Low
59	Female	High School	Widowed	44,641	671	34,523	Personal	Unemployed	13	Fair	0.586631	154,410	4	Mcneilbury	WV	Congo	2	1	High
39	Non-binary	PhD	Divorced	106,180	774	16,594	Home	Employed	9	Fair	0.346363	null	4	Jamesfort	OH	Canada	4	1	High
62	Male	Bachelor's	Widowed	106,718	747	33,301	Business	Unemployed	16	Good	0.228185	91,564	1	North Danielleside	AL	Mauritius	2	0	Medium
29	Female	Bachelor's	Single	52,322	676	44,050	Auto	Self-employed	10	Excellent	0.370901	223,141	1	New Jennifer	IA	Tanzania	3	1	Low
61	Non-binary	PhD	Divorced	99,134	661	9,547	Business	Employed	6	Fair	0.137845	32,637	3	Sonyaburgh	NE	Paraguay	2	0	Low
31	Male	Bachelor's	Divorced	93,563	759	23,277	Home	Employed	15	Poor	0.468125	280,249	4	Williamchester	RI	Saint Kitts and Nevis	0	0	Medium
66	Non-binary	Bachelor's	Single	53,573	null	22,228	Auto	Employed	9	Good	0.190246	null	0	West Craig	VI	Jordan	0	1	Medium
57	Male	PhD	Single	27,806	669	45,411	Home	Unemployed	3	Excellent	0.395141	224,578	0	Sarahtown	TN	Costa Rica	4	0	Low
38	Female	PhD	Married	106,184	695	null	Business	Self-employed	2	Good	0.126904	null	3	East Michellechester	TN	French Southern Territories	1	0	Medium
18	Female	Bachelor's	Married	38,414	759	39,856	Personal	Employed	7	Excellent	0.333277	192,119	0	Lake Megan	KS	Gabon	4	2	Low
32	Non-binary	Bachelor's	Divorced	61,936	712	null	Personal	Employed	6	Excellent	0.386361	185,374	3	Lake Coreyview	WV	Cayman Islands	4	2	Low
65	Female	Master's	Single	null	749	18,590	Business	Employed	13	Excellent	0.489216	275,570	2	Lake Matthew	GU	Palau	2	1	Low
46	Male	Master's	Widowed	88,106	697	5,682	Personal	Unemployed	4	Fair	0.118733	71,906	2	Scottshire	MO	Lao People's Democratic Republic	2	0	Medium
39	Female	Master's	Single	47,048	779	null	Business	Self-employed	8	Excellent	0.378081	229,343	1	Simpsonstad	OH	France	1	2	High
52	Non-binary	Master's	Divorced	35,221	608	16,900	Business	Employed	5	Fair	0.453831	225,770	null	Lake Hayleyborough	WY	Liberia	1	1	Low
67	Non-binary	Bachelor's	Married	28,463	716	12,210	Home	Employed	3	Fair	0.139239	256,831	1	Port Dawn	MN	Albania	2	1	Low
41	Non-binary	Master's	Single	null	null	null	Home	Self-employed	18	Fair	0.19183	null	3	Jamesberg	ME	Madagascar	4	1	Low
27	Female	Master's	Divorced	null	767	34,140	Business	Self-employed	5	Fair	0.381373	285,148	null	Sarahchester	AK	Qatar	1	0	Low
37	Male	High School	Married	29,257	746	16,258	Business	Unemployed	14	Excellent	0.477649	272,468	2	New Michaelmouth	OK	Reunion	null	1	Medium
32	Female	Bachelor's	Single	48,572	745	null	Business	Self-employed	18	Fair	0.316354	281,228	3	Perryfurt	CA	Tonga	1	2	High
66	Female	Master's	Widowed	47,584	667	7,343	Personal	Self-employed	9	Poor	0.264632	149,867	3	East Curtiston	AL	Kuwait	4	1	Low
35	Male	Master's	Single	107,793	689	40,239	Business	Self-employed	2	Fair	0.142413	68,910	0	Spencermouth	DC	Equatorial Guinea	2	1	Low
51	Female	High School	Single	42,650	680	18,589	Business	Employed	4	Poor	0.211323	61,930	1	New Joel	AL	Armenia	4	1	Low
52	Non-binary	Bachelor's	Married	78,933	714	19,284	Personal	Employed	5	Fair	0.172714	34,536	2	Lake Ashley	PW	Bahamas	null	1	Medium
40	Female	High School	Widowed	25,849	623	22,970	Home	Unemployed	12	Fair	0.195463	285,791	null	South Austinview	IA	Saint Pierre and Miquelon	null	0	Low
30	Non-binary	High School	Single	72,188	734	28,187	Personal	Unemployed	15	Excellent	0.279504	235,084	4	Dawnshire	NJ	Netherlands	1	1	Low
66	Non-binary	Master's	Married	74,459	699	null	Home	Unemployed	19	Fair	0.413578	71,945	0	Lake Kristy	TX	United States Minor Outlying Islands	4	0	Low
27	Male	Bachelor's	Divorced	89,814	665	14,567	Home	Unemployed	2	Poor	0.269075	null	2	New Eric	PW	Niger	3	0	Medium
25	Male	Bachelor's	Married	34,601	759	null	Personal	Unemployed	19	Fair	0.380947	203,830	4	East Christina	PR	Tunisia	null	1	Medium

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