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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
59	Female	Master's	Single	78,542	759	22,031	Personal	Employed	11	Excellent	0.243125	252,730	4	Justinhaven	SC	Indonesia	null	1	Medium
40	Male	High School	Married	116,242	643	6,462	Business	Self-employed	11	Poor	0.218306	286,727	null	East Reneeside	NE	Bolivia	0	2	Low
54	Male	High School	Married	73,252	765	17,660	Auto	Employed	11	Fair	0.588515	261,861	2	New Jonathan	RI	Monaco	0	0	Medium
44	Non-binary	PhD	Married	115,029	647	43,076	Home	Unemployed	6	Good	0.32567	null	0	Christopherbury	MA	Turkey	null	1	Low
38	Male	Master's	Single	74,532	742	17,271	Home	Employed	12	Fair	0.517722	25,869	3	New Edwin	MA	Uruguay	4	1	Low
55	Female	PhD	Married	95,569	672	31,938	Home	Unemployed	14	Good	0.208595	277,090	3	North Donnafort	VA	Cameroon	0	0	Low
40	Female	High School	Divorced	44,419	null	7,596	Auto	Self-employed	3	Good	0.497565	null	4	Joshuabury	CT	Mali	null	1	Medium
27	Non-binary	Bachelor's	Divorced	30,247	651	19,541	Home	Self-employed	7	Fair	0.329841	null	0	Fernandoview	IL	Cuba	3	2	High
26	Female	PhD	Widowed	null	686	7,890	Home	Unemployed	16	Fair	0.122054	null	3	Adamsmouth	WI	Egypt	3	0	Low
69	Female	Master's	Widowed	93,878	679	36,876	Auto	Self-employed	18	Fair	0.286888	202,748	4	Lake Maryside	NE	Switzerland	null	1	High
24	Male	PhD	Single	99,883	740	7,410	Home	Unemployed	15	Fair	0.171709	121,933	0	Port Karishire	PW	Chile	2	2	Medium
50	Female	Bachelor's	Single	23,658	611	42,193	Auto	Self-employed	9	Good	0.136988	159,226	1	Christopherbury	WI	Bangladesh	2	1	High
60	Male	High School	Married	null	736	11,644	Business	Self-employed	6	Poor	0.381492	159,428	null	Port Thomasburgh	NM	Holy See (Vatican City State)	null	2	Medium
22	Male	PhD	Married	106,078	725	40,992	Auto	Unemployed	14	Good	0.54106	58,615	4	South Miguelberg	VI	United Kingdom	2	2	Low
64	Male	Master's	Divorced	38,676	652	35,685	Auto	Employed	9	Poor	0.285794	null	0	Lake Laura	MH	Egypt	3	1	Low
19	Female	Bachelor's	Widowed	55,449	630	10,128	Personal	Unemployed	19	Poor	0.477463	222,415	0	East Sheryl	CO	Luxembourg	1	2	Medium
24	Non-binary	Master's	Single	106,120	621	48,561	Home	Unemployed	5	Poor	0.31162	291,001	4	South George	RI	Svalbard & Jan Mayen Islands	3	0	Low
31	Non-binary	Master's	Single	44,146	618	28,674	Auto	Employed	11	Good	0.286152	null	2	Jeanneshire	AL	Angola	2	1	Low
36	Non-binary	Bachelor's	Divorced	110,155	670	null	Home	Unemployed	3	Fair	0.149967	91,982	0	Ryanfurt	FM	Aruba	4	1	Low
20	Male	Bachelor's	Widowed	90,678	null	17,846	Auto	Self-employed	6	Poor	0.134202	178,658	2	Lake Monica	NC	Venezuela	1	0	Low
37	Male	Bachelor's	Married	41,540	713	5,111	Personal	Self-employed	14	Poor	0.117817	47,454	1	Swansonfurt	ME	Dominica	4	2	Low
50	Male	PhD	Single	110,888	null	11,600	Auto	Unemployed	10	Excellent	0.557256	174,736	4	Melaniebury	KS	Yemen	1	1	Medium
52	Female	PhD	Single	null	651	28,928	Home	Self-employed	4	Fair	0.295577	100,194	3	Jenniferstad	TN	San Marino	2	2	Medium
39	Male	Master's	Single	59,893	722	21,693	Personal	Employed	13	Fair	0.520652	234,037	3	South Kathryn	DE	Mayotte	1	1	Medium
51	Non-binary	Master's	Divorced	41,711	626	19,715	Auto	Employed	0	Good	0.473014	111,339	4	Burgessfurt	CT	Kuwait	0	1	Low
59	Non-binary	High School	Widowed	23,576	726	34,162	Personal	Unemployed	9	Good	0.332821	32,629	0	Tomhaven	VA	Nepal	3	2	Low
62	Female	Bachelor's	Widowed	46,207	615	36,781	Auto	Self-employed	6	Good	0.31123	282,889	4	Castanedashire	FL	Costa Rica	3	2	Medium
65	Male	Master's	Single	37,942	730	5,240	Business	Self-employed	17	Excellent	0.550236	165,444	3	West Kelseymouth	SC	Guam	3	1	Low
50	Non-binary	Bachelor's	Divorced	59,958	678	20,079	Personal	Employed	14	Good	0.547017	124,174	4	Lake Danielville	TN	Grenada	4	2	Medium
39	Non-binary	Bachelor's	Divorced	null	null	45,242	Business	Unemployed	0	Excellent	0.375847	131,508	2	Lake Ricardo	TX	Hungary	2	1	Medium
47	Non-binary	Master's	Widowed	66,062	778	6,329	Business	Self-employed	11	Poor	0.14662	289,997	2	Williamburgh	MT	Costa Rica	null	2	Low
22	Non-binary	PhD	Divorced	53,208	712	5,152	Auto	Employed	9	Good	0.128813	108,323	0	Kathrynshire	WV	Togo	1	0	High
67	Female	Master's	Single	114,400	753	26,246	Business	Unemployed	16	Poor	0.327131	null	3	Vanessabury	DC	Dominican Republic	4	1	Medium
27	Female	Bachelor's	Divorced	96,237	781	null	Auto	Self-employed	17	Fair	0.518975	51,257	null	Marioshire	NH	Saint Lucia	0	0	Medium
49	Female	High School	Widowed	null	733	32,861	Auto	Unemployed	16	Fair	0.212862	271,227	1	Martinezfurt	IN	Hong Kong	1	0	Medium
28	Non-binary	PhD	Divorced	45,666	null	14,449	Auto	Employed	3	Poor	0.133798	null	0	South Joshuaberg	TN	Barbados	null	0	Low
30	Female	Bachelor's	Married	55,284	647	6,186	Auto	Self-employed	3	Good	0.482327	null	null	North Wendy	NE	Hong Kong	4	2	Medium
36	Male	Master's	Single	98,487	616	5,785	Personal	Employed	7	Poor	0.319995	186,613	3	Stevenside	PW	Serbia	null	0	High
57	Non-binary	PhD	Divorced	113,993	735	44,979	Personal	Self-employed	3	Excellent	0.352095	54,077	0	North Derek	OK	Niger	4	0	Low
69	Female	Master's	Married	72,723	690	7,609	Home	Self-employed	17	Poor	0.116272	286,649	0	West Danielleport	TX	Morocco	2	2	Medium
67	Female	Master's	Single	78,420	null	43,724	Business	Unemployed	17	Good	0.498683	37,592	1	Devinmouth	NV	Serbia	3	2	Medium
60	Female	PhD	Widowed	47,525	735	8,633	Auto	Employed	2	Good	0.261524	204,459	0	East Katherine	ME	Niue	2	1	Low
51	Non-binary	High School	Divorced	null	629	43,097	Business	Self-employed	15	Poor	0.252025	227,499	2	North Roger	NE	Equatorial Guinea	0	0	Low
43	Male	High School	Married	79,595	665	22,561	Home	Unemployed	10	Excellent	0.111796	210,660	0	Maxwellchester	WV	Sri Lanka	null	1	High
60	Non-binary	Master's	Divorced	50,192	668	null	Auto	Unemployed	14	Poor	0.480402	null	2	West Brandi	WA	Croatia	null	1	Medium
39	Female	Bachelor's	Single	101,468	663	25,515	Personal	Unemployed	10	Excellent	0.31272	null	null	Danielberg	MS	Russian Federation	null	1	Medium
52	Male	Master's	Married	73,494	702	33,132	Business	Self-employed	12	Fair	0.320044	null	1	Robinland	KY	Bouvet Island (Bouvetoya)	3	2	Low
29	Male	Master's	Widowed	43,758	677	9,925	Personal	Unemployed	8	Poor	0.240308	296,464	0	Jeremybury	IN	Cook Islands	null	1	Low
38	Male	Master's	Divorced	64,411	794	5,739	Business	Employed	9	Good	0.191626	265,680	2	Hillmouth	GA	Monaco	0	0	Low
42	Female	Bachelor's	Divorced	109,049	696	37,651	Business	Unemployed	6	Fair	0.391558	87,169	null	New Michaelfurt	PA	Canada	3	2	Low
38	Male	High School	Divorced	103,004	774	12,980	Home	Unemployed	12	Poor	0.16922	204,003	2	West Patriciaport	NH	Falkland Islands (Malvinas)	4	1	Medium
28	Non-binary	High School	Married	115,402	768	41,417	Personal	Employed	3	Fair	0.245157	63,120	3	Rossview	PW	Norfolk Island	3	0	High
47	Male	Bachelor's	Widowed	44,789	796	19,373	Auto	Unemployed	3	Good	0.30176	186,328	2	New Shawna	CT	Pakistan	null	0	Low
32	Female	Bachelor's	Widowed	112,930	631	15,413	Home	Self-employed	7	Fair	0.331007	170,794	4	Troyshire	MO	Turkey	0	0	Low
38	Female	High School	Divorced	25,015	615	47,084	Personal	Self-employed	3	Poor	0.319606	92,488	0	Cynthiaton	SC	Niger	0	1	Low
24	Male	High School	Widowed	119,272	704	42,677	Auto	Self-employed	6	Fair	0.11519	111,913	3	East Sandramouth	MO	Mexico	2	2	Low
59	Male	Master's	Married	37,245	null	15,523	Personal	Employed	8	Good	0.589004	null	2	Taylorport	MO	Mexico	3	2	Low
32	Female	High School	Widowed	71,696	782	null	Personal	Unemployed	9	Fair	0.107561	43,561	4	North Kevin	WA	Poland	3	1	High
22	Male	High School	Married	109,299	null	10,283	Auto	Self-employed	1	Poor	0.495401	155,718	null	North Cameronshire	MN	Switzerland	3	1	Medium
35	Non-binary	PhD	Widowed	119,884	775	45,296	Business	Self-employed	19	Fair	0.535417	233,975	1	Ricardoberg	AL	Yemen	0	0	Medium
52	Female	High School	Single	70,100	744	19,065	Home	Self-employed	8	Poor	0.267614	null	4	West Chrisport	KY	Saint Martin	0	1	Medium
43	Female	High School	Widowed	23,217	741	36,107	Home	Self-employed	16	Good	0.109366	66,589	2	New Jacobtown	KS	Australia	4	1	Medium
37	Non-binary	Master's	Married	104,131	684	38,706	Personal	Self-employed	2	Poor	0.410793	262,570	1	East Dustinton	DC	Tajikistan	2	0	Low
18	Female	High School	Married	54,638	720	45,176	Auto	Self-employed	19	Good	0.424426	175,142	2	Jasonchester	TX	Suriname	null	1	High
19	Non-binary	PhD	Divorced	null	672	47,105	Auto	Employed	8	Good	0.395564	149,398	4	South Sarahmouth	NV	Mali	3	0	Low
24	Female	PhD	Divorced	null	681	5,062	Home	Unemployed	2	Excellent	0.330098	247,857	0	North Alexisburgh	CO	Brazil	0	0	High
29	Non-binary	PhD	Married	99,423	669	null	Personal	Self-employed	19	Good	0.270471	null	2	Brandttown	PA	Lithuania	3	0	High
53	Female	PhD	Widowed	45,835	630	9,170	Personal	Employed	8	Poor	0.349011	null	4	Morrisonport	TN	Uruguay	2	2	Low
62	Male	Bachelor's	Widowed	null	788	42,939	Personal	Self-employed	12	Good	0.176866	144,384	1	Reyesberg	MS	Monaco	3	0	Low
51	Male	PhD	Married	52,286	694	null	Business	Employed	8	Excellent	0.450503	null	2	West Tiffanyville	VA	Suriname	0	0	Low
46	Female	High School	Divorced	114,485	667	17,719	Business	Employed	4	Good	0.234035	180,679	3	Anthonyside	GA	Mayotte	2	2	Low
30	Non-binary	Bachelor's	Married	104,982	773	40,817	Personal	Unemployed	14	Excellent	0.310929	98,540	4	Jensenchester	MS	Russian Federation	null	1	Low
23	Male	High School	Widowed	84,930	685	16,506	Personal	Unemployed	11	Good	0.458062	227,830	4	New Angela	PR	Sao Tome and Principe	null	2	Low
60	Female	High School	Divorced	44,119	616	29,829	Business	Self-employed	3	Poor	0.371404	184,141	0	West Johnchester	ND	Guernsey	4	1	Low
40	Male	Master's	Single	100,641	796	23,959	Personal	Unemployed	9	Excellent	0.147379	null	0	Kevinburgh	NC	United States Virgin Islands	4	0	Medium
43	Non-binary	PhD	Divorced	null	639	null	Home	Employed	4	Good	0.459613	85,897	null	North Anne	NM	Burkina Faso	3	2	Medium
49	Female	Master's	Married	27,802	null	11,532	Auto	Unemployed	17	Poor	0.269361	169,261	1	East Eric	PW	Belgium	1	0	Low
27	Male	Bachelor's	Married	49,418	642	null	Auto	Self-employed	13	Excellent	0.270948	153,608	0	Brittanymouth	KY	Russian Federation	null	2	Low
54	Non-binary	PhD	Single	36,905	null	40,116	Personal	Self-employed	0	Good	0.347322	172,577	0	Port Krystalland	CT	Lithuania	1	1	Low
49	Female	High School	Divorced	66,533	633	null	Auto	Unemployed	12	Fair	0.510401	207,597	2	South Elizabethton	MT	Korea	null	1	Low
34	Female	Master's	Married	96,133	631	9,677	Personal	Unemployed	12	Excellent	0.115077	265,344	4	Rossshire	GA	Lithuania	0	2	Low
64	Male	Master's	Divorced	81,589	659	49,502	Auto	Employed	4	Excellent	0.473064	244,764	2	Samuelville	AZ	Bouvet Island (Bouvetoya)	4	0	Low
57	Female	Bachelor's	Widowed	61,224	null	null	Personal	Self-employed	6	Fair	0.581065	119,929	3	Ortizchester	NH	Turkmenistan	3	2	Low
60	Male	Bachelor's	Married	93,124	791	21,559	Auto	Self-employed	18	Good	0.337728	90,509	0	Jacobfort	ND	Saint Helena	2	1	Low
49	Female	Bachelor's	Divorced	31,226	null	29,597	Home	Employed	6	Fair	0.180175	230,607	2	New Robertfort	LA	Greenland	3	1	Low
64	Female	Bachelor's	Divorced	89,702	752	13,575	Business	Employed	9	Excellent	0.1361	149,474	3	Lake Vanessa	DE	Germany	null	0	Low
63	Female	PhD	Divorced	80,369	759	45,434	Auto	Self-employed	10	Good	0.237314	289,186	1	West Raymondburgh	MN	Namibia	4	2	Low
18	Non-binary	High School	Single	44,343	716	20,590	Home	Employed	1	Good	0.540325	null	3	Kariton	NV	Seychelles	null	2	Low
66	Female	PhD	Widowed	null	null	25,840	Personal	Employed	13	Good	0.459877	208,429	0	North Eric	GA	Suriname	1	2	Low
48	Female	High School	Single	null	null	10,721	Business	Employed	17	Excellent	0.216712	243,959	3	Bruceland	WA	Cameroon	0	0	Low
65	Female	Bachelor's	Single	112,338	709	null	Home	Self-employed	15	Excellent	0.530889	181,157	3	Wrighttown	NV	Eritrea	1	0	Low
31	Male	Bachelor's	Widowed	51,182	752	41,815	Auto	Self-employed	3	Excellent	0.579575	22,178	2	Washingtonport	MD	Western Sahara	1	0	High
46	Male	High School	Single	29,495	620	6,143	Personal	Self-employed	18	Good	0.435579	216,388	4	Lake Robertmouth	AK	Peru	4	0	Low
61	Non-binary	Bachelor's	Single	43,439	607	19,802	Business	Unemployed	18	Fair	0.200334	161,475	1	Port Shawn	OK	Grenada	4	1	Low
49	Non-binary	Master's	Widowed	112,534	639	45,544	Home	Self-employed	5	Poor	0.545541	48,464	4	New Rebecca	KS	United States Minor Outlying Islands	1	2	High
36	Female	High School	Widowed	77,755	604	24,355	Auto	Employed	17	Excellent	0.573089	null	3	West Jack	PW	Lebanon	0	0	Low
56	Non-binary	High School	Married	69,757	723	31,121	Auto	Unemployed	18	Excellent	0.191544	94,648	null	East Pamela	IA	Micronesia	3	2	Low
19	Non-binary	Master's	Married	44,591	704	41,926	Auto	Self-employed	8	Fair	0.423788	null	null	Justinland	NV	Tokelau	4	2	Low
59	Male	Bachelor's	Single	55,011	755	27,562	Business	Self-employed	13	Fair	0.154453	76,561	4	Anitaview	AS	Yemen	null	0	Low
54	Female	PhD	Married	94,210	755	45,882	Business	Employed	6	Excellent	0.2137	293,614	2	Saunderschester	ND	Peru	0	0	Medium

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