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credit-card-clients

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train · 30k rows

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ID int64 1 30k	LIMIT_BAL float64 10k 1M	SEX int64 1 2	EDUCATION int64 0 6	MARRIAGE int64 0 3	AGE int64 21 79	PAY_0 int64 -2 8	PAY_2 int64 -2 8	PAY_3 int64 -2 8	PAY_4 int64 -2 8	PAY_5 int64 -2 8	PAY_6 int64 -2 8	BILL_AMT1 int64 -165,580 965k	BILL_AMT2 float64 -69,777 984k	BILL_AMT3 float64 -157,264 1.66M	BILL_AMT4 int64 -170,000 892k	BILL_AMT5 float64 -81,334 927k	BILL_AMT6 float64 -339,603 962k	PAY_AMT1 float64 0 874k	PAY_AMT2 float64 0 1.68M	PAY_AMT3 float64 0 896k	PAY_AMT4 float64 0 621k	PAY_AMT5 float64 0 427k	PAY_AMT6 float64 0 529k	default.payment.next.month int64 0 1
8,301	290,000	2	2	2	29	0	0	0	0	0	0	263,796	268,765	209,697	212,359	216,989	221,260	11,320	10,000	7,600	8,000	8,000	8,200	0
8,302	110,000	2	1	2	27	0	0	0	0	0	-1	8,086	8,848	9,283	8,950	8,943	333	1,232	1,000	0	326	333	12,425	0
8,303	30,000	2	3	2	24	1	3	2	2	2	0	23,031	22,393	21,736	23,192	22,701	22,954	0	0	1,800	0	1,000	1,000	0
8,304	70,000	2	2	1	23	0	0	0	0	0	0	43,397	44,336	35,757	27,906	25,731	21,430	2,500	21,000	2,000	687	1,500	2,000	0
8,305	300,000	2	1	2	26	0	0	0	0	0	0	277,680	281,719	284,381	155,562	158,448	162,626	12,005	10,155	6,000	5,000	6,000	6,000	0
8,306	30,000	1	2	1	47	0	0	0	0	2	0	24,422	25,480	26,425	30,525	29,063	29,022	1,455	1,400	4,500	0	1,500	2,000	1
8,307	200,000	2	1	2	36	-2	-2	-2	-2	-1	-1	0	0	0	932	2,469	0	0	0	932	2,487	0	0	0
8,308	130,000	1	2	2	27	0	0	0	0	0	0	81,603	84,249	85,424	82,632	84,522	86,061	3,963	3,500	2,956	3,220	3,100	3,344	1
8,309	80,000	1	1	2	25	-2	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	0
8,310	50,000	2	2	2	37	0	0	0	0	0	0	67,570	61,248	54,707	29,250	29,905	29,519	3,000	3,000	2,100	1,500	1,300	1,200	0
8,311	310,000	2	1	2	30	0	0	0	0	0	0	33,376	34,587	30,488	27,112	24,722	9,862	2,000	2,000	1,000	1,000	661	1,000	0
8,312	160,000	2	2	1	31	-2	-2	-2	-2	-2	-2	11,648	780	0	5,100	0	0	780	0	5,100	0	0	0	0
8,313	240,000	1	2	1	30	0	0	0	0	0	0	227,675	181,461	186,160	191,355	192,406	190,086	10,003	10,009	10,014	8,500	10,000	8,000	0
8,314	100,000	2	2	1	36	0	0	0	0	0	0	21,237	16,723	15,868	8,275	5,954	7,075	3,013	4,031	3,012	2,006	3,121	5,781	0
8,315	200,000	2	5	2	27	0	0	0	0	0	0	98,761	85,583	84,398	88,612	86,159	89,751	4,000	3,000	3,000	3,338	5,000	4,000	0
8,316	50,000	2	1	2	38	0	0	0	0	0	0	46,179	38,055	28,857	27,495	26,344	24,879	1,881	1,683	1,064	900	862	1,000	0
8,317	320,000	2	3	2	45	0	0	0	0	0	0	300,598	308,931	186,223	114,605	117,159	119,733	14,227	9,334	4,106	4,405	4,678	4,527	0
8,318	60,000	1	1	1	37	0	0	0	0	0	0	57,985	59,312	27,420	27,965	28,552	29,276	2,550	1,500	1,001	1,038	1,200	1,233	0
8,319	60,000	1	2	1	43	0	0	0	0	0	-1	58,777	40,584	12,617	22,670	17,701	950	5,005	5,000	10,216	876	1,252	0	0
8,320	50,000	1	2	1	42	0	0	0	0	0	-1	46,100	46,949	18,755	11,112	11,374	5,919	2,133	1,058	2,000	2,043	5,919	16,346	1
8,321	360,000	1	2	1	41	1	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	1
8,322	60,000	2	2	2	32	0	0	0	0	0	0	60,745	61,085	56,863	18,473	15,434	7,301	2,613	5,900	1,000	428	1,000	2,000	0
8,323	210,000	2	2	2	28	0	0	-1	0	0	-2	2,162	61	259,323	139,861	1,684	826	61	130,000	10,000	1,684	826	1,793	0
8,324	20,000	1	2	1	39	2	2	2	2	2	2	20,591	20,284	20,645	20,750	20,300	20,482	1,500	1,000	718	3	1,800	0	1
8,325	100,000	2	2	1	40	-1	-1	0	0	0	-1	10,228	50,764	52,520	24,550	5,973	57,200	50,836	39,033	524	18	57,227	422	0
8,326	200,000	2	1	2	32	0	0	0	0	0	0	47,517	8,219	9,000	10,000	11,340	0	1,219	1,000	1,000	1,340	0	0	0
8,327	180,000	2	2	1	28	-2	-2	-2	-2	-2	-2	454	14,213	10,621	3,913	1,707	15,087	14,213	10,628	7,826	1,707	15,087	5,379	0
8,328	70,000	2	1	2	50	0	0	0	0	0	0	64,315	58,564	56,741	25,172	29,186	25,430	3,000	10,032	8,000	5,139	1,000	1,000	1
8,329	170,000	2	2	2	48	0	0	0	0	0	0	83,074	85,834	87,003	88,753	90,624	92,455	4,100	3,500	3,200	3,300	3,334	4,000	0
8,330	80,000	1	1	2	36	0	0	0	0	0	0	68,931	67,706	67,017	65,159	64,152	65,208	2,500	3,000	2,244	2,478	4,800	0	0
8,331	400,000	2	1	1	41	-1	-1	-1	0	0	0	8	1,274	19,143	20,305	22,063	20,695	1,274	19,143	1,305	2,063	1,695	195,000	0
8,332	140,000	2	2	1	40	0	0	0	0	0	0	138,389	110,701	83,468	41,202	41,687	36,335	5,148	3,216	2,003	3,000	3,041	5,056	0
8,333	60,000	1	3	1	57	0	0	0	0	0	0	20,865	16,590	10,816	6,956	2,489	0	1,262	1,003	0	1,050	0	0	0
8,334	360,000	1	1	1	44	0	0	0	0	0	0	333,549	342,782	340,216	344,545	140,386	144,042	15,047	15,000	14,000	5,008	10,055	30,015	0
8,335	240,000	2	2	1	43	0	0	0	0	0	0	48,502	49,001	47,026	45,827	39,527	40,868	2,200	1,923	1,682	2,000	2,000	1,300	0
8,336	80,000	2	2	2	27	1	2	0	0	0	0	57,004	55,220	43,506	39,025	40,017	29,797	0	1,900	1,418	1,800	1,300	1,000	0
8,337	270,000	2	2	2	39	0	0	0	0	0	0	116,168	118,661	121,106	118,269	120,737	123,227	4,173	4,275	4,054	4,191	4,302	4,567	0
8,338	30,000	2	3	1	39	2	2	2	2	2	2	20,652	24,993	24,293	25,896	26,435	25,859	4,700	0	2,010	1,100	0	2,100	0
8,339	480,000	1	1	1	58	-2	-2	-2	-2	-2	-2	24,610	-310	148,544	18,791	5,909	68,988	4	149,654	18,885	5,940	69,337	200,655	1
8,340	160,000	1	2	1	50	-1	-1	-1	-1	-1	-1	269	0	697	697	895	1,341	0	697	697	895	1,341	402	0
8,341	180,000	2	2	2	34	2	0	0	0	2	2	51,385	53,925	54,848	57,988	59,438	61,974	3,140	923	4,663	2,530	3,687	5,000	1
8,342	300,000	1	1	2	29	1	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	1
8,343	200,000	2	1	2	31	0	0	0	0	0	0	191,953	189,147	191,673	192,051	193,348	193,337	6,887	7,019	7,000	7,200	7,200	7,000	0
8,344	50,000	2	2	2	30	0	0	0	0	0	0	37,522	38,614	39,671	40,213	41,064	43,382	2,000	2,000	1,500	1,500	3,000	2,000	0
8,345	320,000	2	3	1	39	-1	-1	-1	-1	-1	0	3,065	41,679	8,275	8,275	7,606	14,611	41,679	8,344	8,275	7,606	10,000	11,010	0
8,346	30,000	2	1	1	35	2	0	0	0	0	0	27,703	28,743	27,048	26,592	23,874	23,293	1,500	1,356	900	1,000	1,100	664	1
8,347	500,000	2	1	1	38	-2	-2	-2	-2	-2	-2	913	9,724	9,350	6,972	11,879	15,574	9,782	9,350	6,972	11,879	15,574	12,921	0
8,348	360,000	1	1	1	40	0	-1	-1	-2	-1	2	21,489	40,715	-34,041	-34,503	43,013	11,654	41,088	2	38	85,155	58	13,652	0
8,349	50,000	2	2	1	53	0	0	2	0	0	0	13,868	14,307	14,762	15,232	16,988	17,912	2,000	1,000	1,000	2,000	1,200	2,000	1
8,350	80,000	2	1	2	29	0	0	0	0	2	2	61,565	62,857	64,773	68,073	69,538	70,841	2,281	2,961	5,000	2,700	2,600	2,700	0
8,351	10,000	1	2	2	23	0	0	0	0	0	0	5,324	6,509	7,313	6,469	6,988	7,489	1,279	1,083	500	1,000	1,000	142	0
8,352	280,000	2	1	2	23	0	0	0	0	0	0	262,579	235,354	199,360	193,888	193,132	188,016	6,453	6,000	5,334	5,397	5,400	5,894	0
8,353	300,000	2	2	1	31	-1	-1	-1	-1	-1	-1	3,863	4,242	5,090	309	2,700	7,593	5,021	5,134	322	5,013	7,611	8,059	0
8,354	280,000	2	1	1	34	0	0	0	0	0	0	232,834	218,803	202,031	111,603	94,050	76,232	9,001	6,369	3,864	3,501	3,001	1,701	0
8,355	170,000	1	2	1	42	0	0	0	0	0	0	164,824	132,485	120,267	117,453	115,778	117,411	6,107	6,000	4,500	4,500	4,500	4,500	0
8,356	260,000	2	1	1	36	0	0	0	0	-1	0	88,273	91,908	90,857	-81,334	142,645	149,655	6,000	5,020	81,569	331,788	10,002	5,003	0
8,357	360,000	1	2	1	44	1	-1	-1	-1	-1	-1	-3	583	-17	3,440	1,368	146	586	0	3,457	1,375	200	754	0
8,358	360,000	2	2	2	31	-1	0	0	0	0	-1	9,688	7,612	7,537	11,227	9,703	61,882	2,012	3,004	5,011	1,061	65,663	2,019	0
8,359	200,000	1	3	1	38	0	0	0	0	0	0	181,532	179,645	180,615	180,127	166,755	167,416	8,218	7,912	6,284	6,313	6,200	6,419	0
8,360	50,000	2	1	2	28	0	0	0	0	0	0	21,514	22,563	23,585	23,894	24,549	24,990	1,700	1,700	1,000	1,039	1,000	1,000	0
8,361	130,000	2	3	1	45	1	-1	2	-1	-1	-1	0	780	390	540	11,040	953	780	0	540	11,040	953	9,622	0
8,362	20,000	1	2	1	32	0	0	2	0	0	0	19,468	20,844	19,362	19,402	19,607	19,821	3,000	0	850	920	750	300	1
8,363	50,000	2	3	1	52	0	0	2	-1	0	0	22,916	13,238	346	14,580	11,231	10,804	1,656	0	14,580	500	458	873	1
8,364	190,000	2	1	1	30	-1	-1	-1	-1	-1	-1	6,936	500	0	19,000	19,000	19,000	500	0	19,000	19,000	19,000	19,000	0
8,365	140,000	1	2	1	36	-1	-1	0	0	0	0	780	16,570	17,378	12,568	15,678	15,620	16,570	1,220	3,000	3,500	332	390	0
8,366	70,000	2	2	1	40	0	0	0	0	0	0	69,341	19,472	22,066	23,515	10,990	0	2,000	3,000	2,000	3,000	0	150	0
8,367	150,000	2	1	2	36	0	0	-2	-2	-2	-2	15,447	0	0	0	0	0	0	0	0	0	0	0	0
8,368	140,000	2	2	2	29	0	0	0	0	0	0	128,583	132,734	132,135	126,622	127,495	119,304	7,000	5,000	5,000	6,000	6,000	5,300	0
8,369	50,000	1	2	2	27	2	0	0	0	0	0	48,387	47,637	48,479	18,616	19,196	17,906	2,300	2,100	1,000	1,000	1,000	680	1
8,370	350,000	2	1	1	55	-1	-1	-1	-1	-1	-1	3,518	1,931	1,630	7,461	4,124	1,261	1,935	1,630	7,461	4,124	1,261	2,798	0
8,371	80,000	1	2	2	53	3	2	0	0	0	0	35,637	34,783	36,198	37,094	38,489	40,341	0	2,000	1,500	2,000	2,500	2,000	1
8,372	400,000	1	1	2	34	1	-2	-2	-1	-1	0	-5	-5	-5	1,299	4,374	4,986	0	0	1,304	4,375	1,025	2,952	0
8,373	170,000	2	1	1	38	0	0	0	0	0	0	71,712	70,194	43,210	23,096	23,397	27,817	3,332	7,770	5,000	3,000	5,000	25,000	0
8,374	20,000	2	2	3	47	1	2	0	0	0	0	9,325	8,562	9,571	9,912	10,036	10,400	1,000	1,159	500	432	600	0	0
8,375	450,000	1	1	1	40	-1	-1	2	0	0	0	22,861	19,093	6,576	9,133	6,918	12,382	6,596	0	6,918	4,351	8,161	0	0
8,376	200,000	2	3	1	36	1	-2	-2	-1	-1	-1	-5	-5	-5	2,999	4,804	4,402	0	0	3,004	4,804	5,008	169	0
8,377	200,000	2	1	1	36	-1	-1	-1	-1	-1	-1	2,444	1,301	3,207	3,284	1,111	8,349	1,301	3,210	3,284	1,111	8,349	4,249	0
8,378	100,000	2	3	1	53	1	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	1
8,379	60,000	1	2	1	39	-1	0	0	0	0	0	14,085	14,575	18,423	13,099	14,537	16,928	2,000	5,000	4,000	2,000	5,000	2,000	0
8,380	230,000	2	2	1	37	0	0	0	0	0	0	16,302	15,849	16,884	17,620	18,353	18,901	1,265	1,300	1,001	1,000	1,000	1,000	0
8,381	230,000	2	2	2	29	0	0	0	0	0	0	24,524	24,897	22,219	23,512	12,894	15,183	3,000	4,000	3,047	3,000	3,000	3,000	0
8,382	60,000	1	2	1	46	-1	0	-1	0	0	0	3,046	286	6,466	6,469	5,364	3,664	285	6,466	3	5	10	15,219	0
8,383	160,000	2	1	1	34	1	-2	-2	-1	-1	-2	5,520	0	0	708	560	0	0	0	708	560	0	560	0
8,384	310,000	1	1	1	34	-1	-1	-2	-1	-1	0	493	-7	-7	500	736	739	0	0	507	736	3	797	1
8,385	430,000	2	1	2	30	-1	-1	-1	-1	-1	-1	31,423	3,650	44,671	81,979	9,120	85,407	3,650	44,671	82,555	9,120	85,407	14,261	0
8,386	240,000	2	1	1	47	1	-2	-2	-1	0	0	-40	-40	-40	1,160	1,160	0	0	0	1,200	0	0	0	0
8,387	60,000	1	2	2	29	0	0	0	0	0	0	54,050	54,555	15,177	16,610	16,821	20,048	2,500	2,000	2,000	628	3,525	3,000	0
8,388	30,000	1	2	2	28	0	0	0	0	0	-2	26,054	25,144	25,775	18,585	0	0	2,000	2,000	2,000	0	0	0	0
8,389	180,000	1	2	1	30	-1	-1	-1	-1	0	-1	375	375	375	750	375	399	375	375	750	0	399	399	1
8,390	20,000	1	2	2	24	1	2	3	2	2	2	16,706	18,342	17,755	17,967	17,538	18,647	2,200	0	800	0	1,401	0	0
8,391	30,000	1	1	2	24	2	2	0	0	0	0	16,035	15,493	16,197	16,669	16,865	17,199	0	1,270	742	613	615	646	1
8,392	320,000	2	2	1	55	-2	-2	-2	-2	-2	-2	11,973	4,076	7,879	5,436	51,529	18,088	4,093	7,917	5,459	51,787	18,178	3,659	0
8,393	500,000	1	2	2	32	-1	-1	0	0	0	-1	264	286	550	286	22	14,454	286	528	0	128	15,239	100,000	1
8,394	170,000	2	2	1	47	-2	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	0
8,395	20,000	2	2	2	24	0	0	0	0	0	0	21,838	20,544	19,991	20,305	19,349	20,467	2,349	1,296	1,000	696	2,213	0	0
8,396	360,000	2	1	2	29	0	0	0	0	0	-1	73,753	61,008	49,781	12,846	4,548	9,820	5,121	10,180	41	22	9,865	14,847	0
8,397	90,000	2	1	2	24	0	0	0	0	0	2	30,639	25,390	27,618	26,382	27,546	17,660	2,913	9,000	0	2,000	0	10,639	0
8,398	100,000	2	1	1	40	-1	-1	-1	0	-1	-1	390	390	780	390	390	7,140	390	780	0	390	7,140	1,230	0
8,399	100,000	1	1	2	37	1	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	0
8,400	170,000	1	1	1	38	-2	-2	-2	-2	-2	-2	0	0	0	1,012	0	0	0	0	1,012	0	0	492	0

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