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thomask1018
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credit_card_approval

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train · 45k rows

person_age float64 20 144	person_gender stringclasses 2 values	person_education stringclasses 5 values	person_income float64 8k 7.2M	person_emp_exp int64 0 125	person_home_ownership stringclasses 4 values	loan_amnt float64 500 35k	loan_intent stringclasses 6 values	loan_int_rate float64 5.42 20	loan_percent_income float64 0 0.66	cb_person_cred_hist_length float64 2 30	credit_score int64 390 850	previous_loan_defaults_on_file stringclasses 2 values	loan_status int64 0 1
22	female	Master	71,948	0	RENT	35,000	PERSONAL	16.02	0.49	3	561	No	1
21	female	High School	12,282	0	OWN	1,000	EDUCATION	11.14	0.08	2	504	Yes	0
25	female	High School	12,438	3	MORTGAGE	5,500	MEDICAL	12.87	0.44	3	635	No	1
23	female	Bachelor	79,753	0	RENT	35,000	MEDICAL	15.23	0.44	2	675	No	1
24	male	Master	66,135	1	RENT	35,000	MEDICAL	14.27	0.53	4	586	No	1
21	female	High School	12,951	0	OWN	2,500	VENTURE	7.14	0.19	2	532	No	1
26	female	Bachelor	93,471	1	RENT	35,000	EDUCATION	12.42	0.37	3	701	No	1
24	female	High School	95,550	5	RENT	35,000	MEDICAL	11.11	0.37	4	585	No	1
24	female	Associate	100,684	3	RENT	35,000	PERSONAL	8.9	0.35	2	544	No	1
21	female	High School	12,739	0	OWN	1,600	VENTURE	14.74	0.13	3	640	No	1
22	female	High School	102,985	0	RENT	35,000	VENTURE	10.37	0.34	4	621	No	1
21	female	Associate	13,113	0	OWN	4,500	HOMEIMPROVEMENT	8.63	0.34	2	651	No	1
23	male	Bachelor	114,860	3	RENT	35,000	VENTURE	7.9	0.3	2	573	No	1
26	male	Master	130,713	0	RENT	35,000	EDUCATION	18.39	0.27	4	708	No	1
23	female	Associate	138,998	0	RENT	35,000	EDUCATION	7.9	0.25	4	583	No	0
23	female	Master	600,891	5	MORTGAGE	30,000	DEBTCONSOLIDATION	10.65	0.05	3	670	Yes	0
23	male	Bachelor	144,943	0	RENT	35,000	EDUCATION	7.9	0.24	4	663	No	0
23	female	High School	111,369	0	RENT	35,000	MEDICAL	20	0.31	4	694	No	1
23	male	Bachelor	136,628	0	RENT	35,000	DEBTCONSOLIDATION	18.25	0.26	4	709	No	1
24	female	Master	14,283	1	MORTGAGE	1,750	EDUCATION	10.99	0.12	2	679	No	1
25	male	Bachelor	195,718	0	RENT	35,000	VENTURE	7.49	0.18	4	684	Yes	0
25	male	High School	165,792	4	RENT	34,800	PERSONAL	16.77	0.21	2	662	No	0
22	female	Master	79,255	0	RENT	34,000	EDUCATION	17.58	0.43	4	691	No	1
24	female	Bachelor	13,866	0	OWN	1,500	PERSONAL	7.29	0.11	3	600	Yes	0
22	male	Bachelor	97,420	1	RENT	33,950	PERSONAL	14.54	0.35	4	691	No	1
24	female	High School	82,443	0	RENT	33,000	HOMEIMPROVEMENT	12.68	0.4	3	654	No	1
21	female	Associate	14,288	0	MORTGAGE	4,575	VENTURE	17.74	0.32	3	626	No	1
23	male	High School	14,293	0	OWN	1,400	PERSONAL	9.32	0.1	3	607	No	0
24	female	Bachelor	79,054	1	RENT	32,500	HOMEIMPROVEMENT	9.99	0.41	3	700	No	1
21	female	Bachelor	14,988	0	OTHER	4,000	EDUCATION	12.84	0.27	2	553	No	1
21	male	High School	14,858	0	OWN	2,000	MEDICAL	11.12	0.13	3	589	No	1
25	male	Bachelor	144,855	1	RENT	32,000	VENTURE	6.62	0.22	2	586	Yes	0
26	male	Bachelor	114,645	2	RENT	31,050	HOMEIMPROVEMENT	14.17	0.27	3	681	No	1
25	female	High School	368,115	3	RENT	24,250	DEBTCONSOLIDATION	13.85	0.07	3	567	Yes	0
26	female	Associate	361,076	1	MORTGAGE	7,800	MEDICAL	13.49	0.02	4	669	No	0
21	male	Associate	15,150	0	OWN	2,500	EDUCATION	7.51	0.17	4	600	No	1
22	female	Bachelor	58,868	0	RENT	30,000	EDUCATION	18.39	0.51	2	606	No	1
24	male	High School	78,026	3	RENT	30,000	DEBTCONSOLIDATION	14.54	0.38	3	582	No	1
25	male	Bachelor	90,785	4	RENT	30,000	HOMEIMPROVEMENT	16.89	0.33	4	649	No	1
23	female	High School	86,811	0	RENT	30,000	DEBTCONSOLIDATION	11.01	0.35	4	602	No	1
26	male	Bachelor	75,503	5	RENT	30,000	MEDICAL	17.99	0.4	2	616	No	1
24	female	High School	15,082	0	OWN	2,500	VENTURE	12.69	0.17	3	631	No	1
26	male	Bachelor	361,293	5	MORTGAGE	20,000	VENTURE	7.88	0.06	4	684	Yes	0
23	male	High School	361,547	0	OWN	24,250	EDUCATION	19.41	0.07	2	637	Yes	0
26	male	Master	360,680	5	OWN	10,000	HOMEIMPROVEMENT	10.38	0.03	4	649	No	0
26	male	Bachelor	360,977	5	MORTGAGE	25,000	EDUCATION	15.33	0.07	3	695	Yes	0
25	female	Bachelor	361,244	2	MORTGAGE	18,000	HOMEIMPROVEMENT	16.45	0.05	3	620	No	0
26	male	Bachelor	98,230	2	RENT	30,000	PERSONAL	7.49	0.31	3	622	No	1
22	female	High School	80,838	0	RENT	30,000	MEDICAL	12.69	0.37	3	645	No	1
26	male	Master	107,957	2	RENT	30,000	DEBTCONSOLIDATION	6.62	0.28	3	654	No	1
24	female	Bachelor	94,649	2	RENT	30,000	DEBTCONSOLIDATION	11.01	0.32	4	624	No	1
23	male	High School	94,550	1	RENT	30,000	DEBTCONSOLIDATION	18.62	0.32	3	570	No	1
23	male	Bachelor	111,153	3	RENT	30,000	PERSONAL	15.23	0.27	3	648	No	1
23	female	Associate	117,250	0	RENT	30,000	VENTURE	10.65	0.26	2	652	No	1
25	male	Bachelor	144,985	3	RENT	30,000	EDUCATION	7.9	0.21	4	559	No	0
26	male	High School	337,133	7	RENT	10,000	PERSONAL	15.96	0.03	3	623	Yes	0
26	male	Associate	333,566	2	RENT	20,000	VENTURE	11.48	0.06	3	602	Yes	0
23	male	Bachelor	333,399	1	OWN	35,000	PERSONAL	11.01	0.1	4	609	No	0
25	male	Master	154,793	1	RENT	30,000	PERSONAL	7.29	0.19	4	573	Yes	0
24	male	Associate	15,229	1	OWN	1,750	VENTURE	11.01	0.11	3	631	Yes	0
21	female	Bachelor	158,338	0	RENT	30,000	VENTURE	5.99	0.19	4	623	Yes	0
22	female	Bachelor	331,034	0	OWN	12,000	VENTURE	11.58	0.04	2	602	Yes	0
26	female	High School	316,466	6	MORTGAGE	10,000	EDUCATION	11.01	0.03	4	579	No	1
25	female	Associate	267,671	0	MORTGAGE	25,000	MEDICAL	15.7	0.09	2	582	No	1
22	male	Master	85,191	0	RENT	29,100	EDUCATION	15.99	0.34	3	700	No	1
22	male	Associate	15,013	0	MORTGAGE	1,500	EDUCATION	14.84	0.1	3	688	No	0
26	male	Bachelor	313,100	3	OWN	28,000	HOMEIMPROVEMENT	10.99	0.09	3	607	Yes	0
25	female	Bachelor	311,952	0	MORTGAGE	20,000	HOMEIMPROVEMENT	14.42	0.06	2	661	Yes	0
24	male	High School	306,897	5	MORTGAGE	9,600	EDUCATION	6.99	0.03	2	562	Yes	0
25	female	Bachelor	301,136	0	RENT	25,000	MEDICAL	13.49	0.08	4	664	Yes	0
25	male	High School	15,162	1	OWN	3,000	MEDICAL	11.01	0.2	3	564	No	1
22	male	Associate	69,042	0	RENT	28,000	MEDICAL	11.01	0.41	2	598	No	1
21	female	High School	15,307	0	OWN	3,000	EDUCATION	13.61	0.2	3	557	No	1
23	female	Associate	79,183	0	RENT	28,000	EDUCATION	7.9	0.35	2	677	No	1
26	male	Bachelor	102,654	4	RENT	28,000	VENTURE	7.49	0.27	3	690	No	1
26	male	Associate	15,229	1	OWN	6,100	EDUCATION	7.51	0.4	3	599	No	1
22	male	High School	106,566	0	RENT	28,000	VENTURE	9.91	0.26	3	604	No	1
21	female	Bachelor	15,252	0	OWN	4,200	PERSONAL	13.48	0.28	4	663	No	1
22	male	Bachelor	15,432	3	OWN	4,750	DEBTCONSOLIDATION	7.14	0.31	2	601	No	1
24	male	High School	100,332	1	RENT	28,000	VENTURE	15.99	0.28	4	634	No	1
24	male	Bachelor	300,951	2	RENT	18,000	EDUCATION	12.98	0.06	3	671	No	0
144	male	Bachelor	300,616	125	RENT	4,800	VENTURE	13.57	0.02	3	789	No	0
25	female	Bachelor	121,062	1	RENT	28,000	DEBTCONSOLIDATION	12.69	0.23	3	622	No	0
26	male	Associate	133,372	1	RENT	28,000	EDUCATION	8.9	0.21	2	538	Yes	0
26	male	Bachelor	15,505	0	OWN	2,700	DEBTCONSOLIDATION	11.01	0.17	4	587	No	1
22	male	Master	130,852	0	RENT	28,000	EDUCATION	11.01	0.21	4	683	No	1
23	male	Associate	182,316	0	RENT	28,000	DEBTCONSOLIDATION	11.11	0.15	2	634	Yes	0
24	female	Bachelor	83,853	3	RENT	27,600	HOMEIMPROVEMENT	11.01	0.33	2	690	No	1
21	female	Bachelor	15,394	0	MORTGAGE	3,250	DEBTCONSOLIDATION	15.68	0.21	3	518	No	1
22	female	Bachelor	85,243	0	RENT	27,500	EDUCATION	13.06	0.32	3	583	No	1
22	male	Associate	288,907	2	OWN	25,000	PERSONAL	11.01	0.09	2	617	Yes	0
26	male	Associate	89,074	4	RENT	27,050	VENTURE	15.62	0.3	2	668	No	1
24	male	Master	100,509	2	RENT	27,000	PERSONAL	13.49	0.27	2	673	No	1
24	male	High School	88,950	3	RENT	27,000	VENTURE	11.01	0.3	3	706	No	1
23	female	High School	75,894	1	RENT	26,000	MEDICAL	11.71	0.34	2	536	No	1
23	male	Associate	145,092	0	RENT	25,600	EDUCATION	12.69	0.18	3	557	Yes	0
24	female	Bachelor	15,928	1	OWN	1,600	MEDICAL	13.57	0.1	3	689	Yes	0
22	male	Bachelor	73,131	3	RENT	25,475	VENTURE	10.99	0.35	3	681	No	1
25	male	Master	281,501	4	MORTGAGE	20,000	MEDICAL	14.27	0.07	4	623	Yes	0
24	female	Associate	281,775	0	OWN	20,000	HOMEIMPROVEMENT	8.88	0.07	4	595	Yes	0

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