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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
41	Non-binary	Bachelor's	Divorced	null	726	34,020	Personal	Self-employed	18	Excellent	0.330855	136,488	2	Autumnton	MA	Cocos (Keeling) Islands	0	2	Low
34	Non-binary	Bachelor's	Widowed	22,203	724	47,646	Business	Self-employed	8	Good	0.279433	227,162	4	West Tonychester	VI	Congo	0	0	Low
54	Male	PhD	Divorced	60,739	622	34,692	Home	Employed	0	Poor	0.306283	104,752	null	Port Alexa	TN	Netherlands	2	0	Medium
50	Non-binary	High School	Widowed	null	756	28,836	Home	Employed	3	Good	0.529422	null	2	Charlesburgh	MO	Gabon	4	2	Low
68	Non-binary	Bachelor's	Widowed	23,449	727	40,911	Auto	Unemployed	3	Fair	0.223277	null	4	Markfurt	TX	Canada	3	1	Low
46	Female	Master's	Married	null	null	36,081	Auto	Employed	18	Fair	0.247864	215,567	4	Forbesmouth	VA	South Africa	3	2	Medium
41	Non-binary	PhD	Widowed	69,274	785	19,786	Personal	Unemployed	3	Excellent	0.48229	227,973	3	Perkinsside	PA	Kiribati	0	2	Medium
36	Non-binary	Bachelor's	Widowed	60,880	603	45,723	Personal	Self-employed	18	Good	0.594431	156,599	4	Andrewfurt	WI	Guyana	2	0	Low
66	Female	Master's	Widowed	37,875	770	17,696	Personal	Unemployed	9	Poor	0.308381	242,770	null	New Melissa	DE	Kyrgyz Republic	4	0	Low
64	Non-binary	Master's	Married	72,900	620	34,008	Auto	Self-employed	10	Excellent	0.125761	232,879	0	Kelleyberg	NV	Austria	null	1	Medium
24	Male	Bachelor's	Single	86,988	623	31,314	Auto	Employed	0	Excellent	0.177562	162,236	0	Justinstad	KS	French Polynesia	3	0	Medium
59	Female	Master's	Divorced	null	734	null	Auto	Unemployed	18	Excellent	0.443322	129,856	null	Atkinsonview	UT	Rwanda	4	0	Low
68	Non-binary	Master's	Single	92,153	735	null	Home	Unemployed	11	Excellent	0.176347	76,176	null	Josephport	GA	Lao People's Democratic Republic	null	2	Low
40	Female	Master's	Divorced	23,543	630	17,497	Personal	Unemployed	9	Excellent	0.165422	118,028	1	Ochoamouth	CO	Malta	2	2	Medium
58	Female	Bachelor's	Married	79,341	609	7,509	Home	Employed	1	Fair	0.127181	null	4	Cassandrafurt	SD	Turkey	3	2	High
26	Non-binary	Master's	Single	48,357	607	24,708	Business	Unemployed	16	Excellent	0.248469	61,144	2	Gaymouth	DC	Cook Islands	4	1	Low
41	Female	High School	Single	105,834	null	35,326	Business	Employed	14	Excellent	0.132603	175,192	0	Morganmouth	ID	Zimbabwe	0	0	Low
36	Non-binary	PhD	Married	94,684	623	33,879	Home	Employed	0	Poor	0.320849	126,499	2	Robertshire	MD	San Marino	0	1	Low
45	Female	PhD	Widowed	85,792	620	47,866	Business	Self-employed	0	Poor	0.495416	121,986	4	Johnsonfort	OR	Kiribati	4	1	Low
51	Non-binary	High School	Single	96,326	662	40,996	Business	Employed	16	Poor	0.540415	142,943	4	Port Michelle	ID	Benin	null	0	Medium
67	Female	Bachelor's	Married	55,255	621	9,360	Personal	Unemployed	19	Fair	0.319651	191,214	null	Changshire	GA	Hungary	0	0	Low
37	Non-binary	Bachelor's	Single	72,474	730	39,703	Auto	Self-employed	19	Poor	0.290069	141,483	null	North Rachel	MP	Mali	null	1	Low
37	Male	PhD	Single	112,796	null	37,634	Personal	Self-employed	9	Poor	0.403945	140,597	2	Patrickberg	SD	Papua New Guinea	1	1	Medium
20	Male	Bachelor's	Married	94,979	780	36,210	Home	Employed	16	Excellent	0.250239	86,132	null	Ayalabury	MO	Russian Federation	0	0	Medium
53	Non-binary	High School	Married	37,882	756	20,860	Home	Employed	17	Poor	0.302489	217,207	4	South Stephen	AK	Argentina	0	0	Medium
51	Male	PhD	Married	33,550	674	8,505	Home	Self-employed	19	Good	0.105504	48,755	null	South Melissabury	LA	Philippines	2	1	Medium
42	Non-binary	Bachelor's	Divorced	null	615	null	Auto	Employed	3	Poor	0.428258	192,986	null	Wrightberg	NY	Antigua and Barbuda	1	0	Low
24	Male	Master's	Divorced	null	null	47,886	Auto	Employed	17	Fair	0.306563	295,096	0	Beckyfurt	SC	Marshall Islands	0	0	Low
45	Female	Bachelor's	Divorced	68,352	727	21,788	Home	Self-employed	16	Fair	0.302122	null	3	North Daniel	NJ	Philippines	0	1	High
23	Male	High School	Married	94,693	686	17,217	Auto	Self-employed	10	Fair	0.43543	180,916	3	South Johnton	NV	Timor-Leste	2	1	Medium
31	Male	PhD	Divorced	null	714	31,033	Home	Employed	19	Poor	0.381486	null	1	Christopherfurt	GU	Antigua and Barbuda	3	2	Medium
20	Male	Bachelor's	Widowed	74,288	null	27,005	Home	Self-employed	4	Excellent	0.237574	142,859	1	Jenniferborough	AZ	Holy See (Vatican City State)	0	1	Low
31	Male	Bachelor's	Divorced	79,720	786	31,680	Home	Employed	13	Fair	0.538752	227,798	2	Rossbury	MH	Lesotho	3	1	Low
30	Female	Master's	Widowed	null	740	46,770	Home	Self-employed	14	Fair	0.44524	261,249	2	Benjaminview	SC	Panama	3	2	Low
69	Male	Master's	Widowed	21,942	762	30,550	Personal	Unemployed	3	Poor	0.530832	180,992	1	Stewartside	VI	Uzbekistan	4	2	Low
67	Male	Bachelor's	Married	47,946	null	7,693	Business	Employed	7	Good	0.52624	null	1	Fullerhaven	CO	Ireland	2	1	Low
47	Female	Master's	Married	52,624	691	14,339	Auto	Self-employed	14	Fair	0.300218	266,784	null	Robertland	WA	North Macedonia	1	1	Medium
39	Male	High School	Single	87,806	622	13,438	Business	Unemployed	15	Poor	0.136828	250,655	3	Bernardfort	IL	Luxembourg	3	0	Medium
57	Non-binary	Bachelor's	Widowed	113,513	642	22,797	Personal	Employed	6	Good	0.183974	285,316	1	South Brian	MH	Reunion	3	0	Low
27	Male	Bachelor's	Married	32,416	696	7,446	Personal	Employed	5	Fair	0.541749	null	1	Robinsontown	NY	Finland	4	1	Medium
24	Female	High School	Single	36,238	755	21,012	Business	Employed	6	Good	0.420162	null	0	Cathyton	OR	Austria	0	0	Low
68	Female	Master's	Married	80,690	782	null	Auto	Unemployed	18	Poor	0.46942	28,872	1	South Brandon	VI	Panama	1	0	Medium
52	Male	PhD	Divorced	null	717	8,706	Auto	Employed	19	Fair	0.313139	236,277	0	North Jessicachester	TX	Algeria	3	2	Low
21	Non-binary	Master's	Divorced	23,323	694	9,995	Personal	Employed	12	Fair	0.105968	208,104	null	North Rachelberg	MP	Latvia	4	1	Low
24	Non-binary	High School	Married	87,952	646	13,427	Business	Employed	19	Excellent	0.442684	null	3	Laurenstad	CA	Indonesia	3	2	Low
58	Male	Master's	Single	67,879	703	null	Auto	Self-employed	6	Good	0.377702	26,320	3	West Tiffanymouth	MA	Tuvalu	null	0	Medium
23	Female	Bachelor's	Widowed	null	734	47,580	Business	Self-employed	5	Excellent	0.147661	271,788	1	South Katherinefurt	OK	Swaziland	0	1	Low
35	Female	Master's	Divorced	101,985	null	33,066	Personal	Unemployed	19	Excellent	0.494074	292,682	3	Ashleymouth	PW	New Zealand	2	0	Low
37	Non-binary	High School	Widowed	102,705	null	42,005	Home	Self-employed	7	Good	0.500786	null	0	Loganville	HI	Sweden	1	1	Low
41	Male	High School	Married	68,716	685	null	Personal	Unemployed	16	Good	0.350731	null	2	West Crystalfort	LA	Mozambique	null	0	Low
31	Male	High School	Widowed	null	734	10,913	Business	Unemployed	13	Excellent	0.3067	80,892	3	West Rebekahbury	NH	Cameroon	1	2	Low
35	Female	Master's	Widowed	40,069	null	20,239	Auto	Self-employed	1	Good	0.567642	null	0	Aaronport	IL	Nicaragua	0	0	Low
56	Non-binary	Bachelor's	Widowed	101,298	705	48,645	Business	Employed	6	Good	0.416065	160,944	4	South Peterfort	OK	Reunion	0	2	Medium
51	Female	Bachelor's	Widowed	37,603	772	19,478	Auto	Employed	8	Poor	0.185818	236,320	4	South Kenneth	NH	Guadeloupe	1	1	Low
42	Female	Master's	Married	26,714	659	null	Home	Employed	19	Fair	0.251396	218,074	0	Hillshire	MO	Egypt	4	1	Medium
25	Female	Master's	Divorced	30,219	793	19,412	Auto	Self-employed	11	Poor	0.304387	145,221	2	East Dakotatown	LA	Tonga	4	2	Medium
62	Male	Bachelor's	Married	102,694	741	13,421	Business	Unemployed	11	Good	0.114726	172,032	1	Lake Amymouth	KY	Saint Pierre and Miquelon	3	0	Low
45	Female	PhD	Single	21,460	753	29,571	Auto	Unemployed	11	Good	0.262508	253,123	2	North Margaretburgh	OK	Central African Republic	1	0	Low
66	Female	Master's	Divorced	87,203	684	null	Personal	Self-employed	18	Poor	0.499607	30,367	0	Donnaview	OH	Ethiopia	null	1	Low
30	Non-binary	PhD	Single	73,095	743	29,140	Home	Self-employed	6	Good	0.101039	133,587	0	South Meganborough	TX	Lao People's Democratic Republic	2	0	Low
48	Female	PhD	Divorced	107,941	795	38,870	Home	Unemployed	8	Fair	0.141519	217,186	null	Meganmouth	NM	Jersey	4	1	High
63	Female	Master's	Single	101,785	675	37,836	Auto	Employed	13	Good	0.103855	49,592	3	West Jason	CA	Congo	2	2	Low
46	Non-binary	PhD	Married	42,991	null	11,480	Personal	Unemployed	3	Poor	0.452913	195,907	1	Andrewport	LA	Libyan Arab Jamahiriya	null	0	Medium
23	Female	Master's	Married	34,878	null	28,202	Home	Unemployed	4	Fair	0.249389	35,590	2	Teresamouth	MO	Bermuda	1	1	Low
31	Female	High School	Widowed	69,831	631	38,757	Personal	Self-employed	5	Excellent	0.406483	null	4	Freemanbury	WV	Djibouti	4	2	Medium
34	Non-binary	High School	Married	96,700	739	40,264	Home	Self-employed	3	Poor	0.566941	234,833	null	West Raymondborough	LA	Greece	3	1	Low
47	Non-binary	High School	Single	52,191	641	null	Personal	Unemployed	17	Fair	0.224773	135,638	null	Jessicabury	PW	El Salvador	1	2	Low
64	Non-binary	High School	Married	110,047	790	20,418	Business	Employed	9	Good	0.446052	null	0	South Ryan	IA	Zambia	1	1	Low
34	Non-binary	Master's	Single	25,837	621	null	Home	Employed	10	Fair	0.292593	164,441	4	North Cherylhaven	OH	Iceland	0	0	Low
51	Male	PhD	Married	null	777	28,365	Personal	Employed	11	Fair	0.32694	207,625	3	Lake Richard	ND	Myanmar	4	2	Medium
57	Male	Bachelor's	Widowed	99,900	null	26,399	Auto	Employed	13	Excellent	0.320614	113,684	0	Elizabethland	MT	United States of America	3	2	Low
59	Male	High School	Single	null	694	38,231	Home	Unemployed	15	Poor	0.411596	185,205	0	Julieborough	NJ	Spain	1	2	Medium
19	Female	Master's	Single	69,616	743	5,258	Auto	Employed	14	Fair	0.592197	140,259	0	North Lindsayhaven	IL	Japan	2	1	Low
37	Male	Bachelor's	Married	57,874	null	41,261	Home	Unemployed	0	Good	0.356591	null	0	Jenkinsburgh	LA	Bulgaria	null	1	High
69	Female	PhD	Married	100,781	788	null	Business	Employed	4	Good	0.420202	198,474	null	West Jenniferside	MA	Mongolia	3	1	Low
36	Male	High School	Widowed	21,658	684	22,576	Home	Unemployed	6	Poor	0.575555	131,258	null	Trevorhaven	AZ	Holy See (Vatican City State)	3	2	Low
39	Female	High School	Married	null	665	46,602	Personal	Unemployed	16	Poor	0.301758	284,443	3	Costafort	ID	Andorra	4	1	Low
50	Male	Bachelor's	Single	79,430	788	45,703	Home	Self-employed	10	Excellent	0.177216	187,198	3	Scottshire	ID	Turkey	3	1	Low
32	Non-binary	PhD	Widowed	64,390	723	36,594	Auto	Self-employed	13	Good	0.442817	null	4	West Robertside	ID	Bosnia and Herzegovina	0	2	Medium
22	Female	Master's	Single	69,703	796	null	Home	Employed	17	Excellent	0.277805	null	4	Taylorborough	MT	Zambia	0	2	Low
37	Female	High School	Widowed	62,113	605	null	Personal	Employed	1	Fair	0.334341	119,879	2	North Christopher	PR	Paraguay	1	0	Low
69	Female	PhD	Single	114,240	742	14,747	Business	Unemployed	9	Good	0.501776	233,742	4	Port William	SC	India	1	0	Low
24	Female	High School	Single	54,422	null	null	Auto	Unemployed	19	Good	0.342934	172,497	null	Port Emilyburgh	MP	Czech Republic	1	1	High
54	Non-binary	Master's	Married	36,746	690	48,927	Home	Unemployed	10	Fair	0.461412	276,946	4	East Michaelside	MN	Saint Helena	2	0	Low
60	Non-binary	PhD	Married	81,388	622	42,876	Business	Self-employed	14	Fair	0.131723	111,799	4	Ramirezside	WV	Guam	3	0	Medium
30	Female	Bachelor's	Widowed	null	612	49,506	Home	Self-employed	7	Poor	0.259691	279,242	1	Duanefort	WA	Suriname	null	2	Low
59	Non-binary	Bachelor's	Single	null	null	null	Business	Employed	3	Fair	0.166507	172,868	1	Guerreroport	LA	Congo	1	0	Low
28	Non-binary	PhD	Widowed	23,722	735	null	Home	Employed	7	Excellent	0.236034	null	0	East Michaelchester	RI	Iceland	1	0	Medium
41	Male	PhD	Married	87,741	614	null	Business	Self-employed	12	Good	0.349437	192,452	1	Laurahaven	HI	Guam	3	0	High
50	Female	PhD	Married	54,890	740	5,827	Home	Unemployed	4	Fair	0.428649	252,914	3	Harrisontown	PA	Lesotho	2	2	Low
47	Male	PhD	Widowed	null	618	9,701	Home	Self-employed	8	Good	0.589835	189,153	0	Charleschester	AL	Nicaragua	null	2	Low
32	Male	High School	Married	62,800	null	17,700	Business	Employed	9	Poor	0.540325	21,636	2	North Isabella	TN	Lebanon	2	1	Low
69	Non-binary	PhD	Married	101,344	743	43,385	Auto	Unemployed	11	Good	0.390804	112,445	0	Davidfurt	AL	Bulgaria	null	2	Medium
64	Female	Bachelor's	Divorced	101,761	710	33,878	Personal	Unemployed	18	Poor	0.227884	null	null	Walkerton	IL	Singapore	1	1	High
30	Male	Bachelor's	Single	null	754	null	Business	Employed	8	Fair	0.227096	26,605	2	Mcgrathton	MI	Eritrea	1	1	Low
25	Male	Bachelor's	Widowed	null	703	26,813	Personal	Employed	13	Good	0.126549	276,062	1	Grayfort	CA	Brazil	3	0	Medium
46	Non-binary	PhD	Divorced	86,141	755	25,914	Personal	Self-employed	6	Fair	0.109355	24,358	1	Terranceton	NJ	Mozambique	1	2	Low
34	Male	Master's	Divorced	119,363	737	null	Personal	Employed	14	Fair	0.494261	86,464	3	Christinashire	NY	Ghana	2	2	High
33	Male	High School	Widowed	41,788	723	47,440	Auto	Employed	14	Poor	0.174452	50,781	2	Cooperton	CA	Trinidad and Tobago	1	1	Medium
66	Non-binary	PhD	Widowed	94,329	710	30,492	Business	Self-employed	12	Poor	0.462642	null	0	Port Loriville	WV	Cape Verde	3	2	Low

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