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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
1,301	60,000	1	3	2	36	3	2	0	0	0	0	56,807	55,339	55,751	37,851	34,195	33,499	0	2,141	2,000	2,000	2,000	2,000	0
1,302	10,000	2	3	2	22	0	0	2	0	0	0	10,012	9,784	9,473	8,947	9,135	8,613	2,452	7	308	320	328	1,000	1
1,303	50,000	2	3	2	30	0	0	2	0	0	0	50,332	51,247	50,073	26,550	25,842	25,996	4,210	0	1,500	1,090	2,000	2,000	0
1,304	140,000	1	2	2	26	2	0	0	0	0	0	133,572	135,367	113,272	115,685	118,171	120,550	6,169	4,500	4,287	4,500	4,500	9,500	1
1,305	30,000	1	2	2	25	0	0	0	0	0	0	7,160	8,185	9,286	9,483	9,780	10,068	1,300	1,400	500	600	600	600	0
1,306	190,000	1	2	1	49	-1	-1	-1	-1	-1	0	435	435	635	2,084	161,110	149,941	435	635	2,084	161,110	5,800	4,138	0
1,307	70,000	2	1	2	23	-1	-1	-1	-1	-1	-1	853	3,128	4,719	100	1,610	690	3,128	4,722	0	1,610	0	10,909	0
1,308	330,000	2	2	1	28	-1	-1	-1	-1	-1	-1	390	0	780	150	320	780	0	780	150	320	1,000	0	0
1,309	110,000	2	2	2	24	0	0	0	2	0	0	6,470	8,610	15,123	9,761	9,717	8,046	2,654	7,230	0	463	393	151	0
1,310	270,000	1	3	1	47	0	0	0	0	0	0	165,303	168,837	172,281	175,705	179,582	184,650	6,200	6,254	6,290	6,710	8,250	0	0
1,311	160,000	1	2	1	31	3	2	0	0	0	0	26,295	27,074	28,314	29,341	31,690	33,993	1,500	2,000	1,500	3,000	3,000	1,500	1
1,312	20,000	1	2	2	24	3	2	0	0	-1	-1	18,937	18,350	18,918	19,323	13,180	5,200	0	1,251	656	13,180	5,200	0	0
1,313	320,000	1	2	2	32	0	0	0	0	0	0	21,460	23,412	25,331	25,741	26,800	28,817	3,000	3,000	1,500	2,000	3,000	2,000	0
1,314	430,000	1	1	2	31	0	0	0	0	0	0	29,860	39,305	43,020	45,540	8,342	8,310	10,000	5,000	5,540	8,310	5,640	2,820	0
1,315	50,000	2	1	1	37	2	0	0	0	-1	2	8,014	7,668	7,081	5,738	6,461	4,822	1,200	1,000	91	11,283	0	1,000	0
1,316	140,000	1	2	1	48	-1	-1	2	0	0	-2	1,600	5,012	4,739	4,739	0	0	5,012	0	0	0	0	2,770	1
1,317	500,000	1	2	1	49	-2	-2	-2	-2	-2	-2	4,214	6,378	4,074	116,446	9,335	3,312	6,378	4,074	116,446	9,335	3,312	43,664	0
1,318	80,000	1	3	1	45	0	0	0	0	0	0	26,637	26,437	26,686	28,372	28,345	27,279	1,490	2,000	2,000	3,000	5,000	865	0
1,319	390,000	2	1	1	34	1	-2	-1	-1	-2	-2	0	0	1,266	0	0	0	0	1,266	0	0	0	0	0
1,320	250,000	2	1	1	43	-1	-1	-1	0	0	-1	17,454	-50	45,297	17,371	11,481	5,922	24,890	48,394	0	5,461	15,000	6,000	0
1,321	390,000	2	1	2	31	-2	-2	-2	-2	-2	-2	6,466	6,266	12,578	7,650	48,090	17,013	6,266	12,581	7,650	48,090	28,973	17,271	0
1,322	100,000	2	1	1	35	0	0	0	0	0	0	57,612	58,818	60,841	61,434	62,743	66,677	2,134	3,000	2,200	2,300	5,000	3,000	0
1,323	360,000	2	1	1	42	0	0	0	0	0	0	179,851	186,961	201,703	189,455	194,373	207,022	10,005	20,117	15,018	10,027	20,057	17,000	0
1,324	140,000	1	1	2	36	1	-1	-1	0	0	-1	-5	1,135	17,227	12,918	10,898	823	1,140	17,227	0	365	840	4,507	0
1,325	110,000	1	2	1	51	0	0	0	0	0	0	45,964	46,922	48,140	49,339	50,542	52,689	2,000	2,000	2,000	2,000	3,000	2,000	0
1,326	170,000	1	3	1	48	2	-1	-1	0	-1	-1	316	316	632	316	466	316	316	632	0	466	316	0	0
1,327	170,000	1	2	1	48	0	0	0	0	0	0	137,823	137,199	136,331	123,913	122,657	122,225	5,396	5,000	5,000	5,000	5,000	4,000	0
1,328	180,000	2	2	2	25	0	0	0	0	2	2	4,745	5,765	6,631	8,386	8,109	8,820	1,257	1,123	1,878	0	1,000	0	0
1,329	140,000	1	2	1	41	0	0	0	0	0	0	109,326	111,679	113,921	114,348	111,382	112,458	5,600	5,600	4,500	4,200	4,500	4,500	0
1,330	20,000	2	2	1	49	0	0	-1	-1	0	0	13,882	13,342	808	18,910	19,306	19,809	2,018	404	19,000	677	800	601	0
1,331	150,000	1	1	2	28	-2	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	0
1,332	50,000	2	2	2	28	0	0	0	0	0	0	48,072	49,518	49,500	19,600	20,000	0	2,518	1,500	500	400	0	0	0
1,333	160,000	2	2	1	38	1	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	1
1,334	80,000	1	2	1	41	-2	-2	-2	-2	-2	-1	3,153	1,013	0	0	2,115	4,264	1,013	0	0	2,115	4,264	0	0
1,335	300,000	2	3	2	29	-2	-2	-2	-2	-2	-2	-140	28,092	3,572	195	209	990	28,232	3,589	195	210	994	0	1
1,336	60,000	2	3	2	32	0	0	0	0	0	0	62,552	26,929	27,967	28,526	28,275	29,151	1,500	1,500	1,003	1,500	1,500	1,044	0
1,337	70,000	2	2	2	26	2	2	2	3	2	2	42,583	43,600	47,550	46,487	47,298	46,384	2,000	5,000	0	1,700	0	3,700	1
1,338	290,000	2	1	2	31	-1	-1	-1	-1	-1	0	632	0	480	-150	66,675	68,071	0	480	4	69,001	2,500	3,000	0
1,339	80,000	2	1	2	23	0	0	0	-2	-2	-2	8,766	4,777	0	0	0	0	1,600	0	0	0	0	0	0
1,340	50,000	2	3	1	53	1	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	1
1,341	200,000	2	3	2	49	-1	-1	0	0	0	-1	7,697	18,951	27,974	30,596	38,109	22,170	20,071	20,036	15,022	15,113	22,235	3,919	0
1,342	200,000	2	1	1	34	-2	-2	-2	-2	-2	-2	267	6,794	10,430	3,576	2,522	934	6,817	10,671	3,576	2,522	934	7,764	0
1,343	50,000	2	1	2	22	-1	-1	-1	-1	-1	-1	586	297	3,674	1,392	3,085	3,450	297	3,675	1,392	3,086	3,492	3,721	1
1,344	20,000	2	2	2	26	2	-1	0	0	0	0	1,041	10,757	11,094	9,351	8,562	8,058	10,758	2,679	502	224	513	9	0
1,345	200,000	1	1	1	38	-1	-1	-1	-1	-1	-1	6,186	735	1,463	15,550	5,045	6,709	735	1,463	15,550	5,045	6,709	3,021	1
1,346	120,000	2	1	2	35	1	2	0	0	0	0	77,785	75,984	78,109	79,198	80,865	82,859	0	4,000	2,988	3,100	3,500	6,382	0
1,347	220,000	2	2	1	49	0	0	0	0	0	0	172,184	170,697	168,041	163,783	160,806	158,866	7,583	7,461	5,809	5,608	6,500	6,100	0
1,348	630,000	1	1	2	40	0	0	0	0	0	0	440,474	444,370	455,286	327,021	334,558	341,439	18,000	20,000	12,000	13,000	13,022	13,016	0
1,349	300,000	2	1	2	34	-1	-1	-1	-1	-1	-1	19,357	5,000	3,744	8,059	3,425	11,860	5,032	3,744	8,059	3,425	11,860	7,595	0
1,350	10,000	2	2	2	49	1	2	0	0	0	0	8,184	5,011	5,728	4,255	2,782	1,309	0	1,000	0	0	0	0	1
1,351	50,000	1	2	2	29	1	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	0
1,352	280,000	2	1	1	39	-1	0	-1	-1	-1	-1	7,791	5,851	430	2,041	775	580	1,000	430	2,041	775	580	1,029	1
1,353	130,000	1	1	2	30	0	0	0	0	0	0	4,536	5,616	6,455	6,791	6,991	0	1,161	1,000	336	200	0	0	0
1,354	30,000	2	3	1	28	0	0	0	2	0	0	23,182	19,083	19,632	15,252	14,021	13,793	2,000	2,000	0	1,500	1,353	0	0
1,355	50,000	2	2	1	27	0	0	0	0	0	0	9,877	10,800	5,921	6,042	4,012	0	1,140	1,000	121	0	0	10,620	0
1,356	70,000	2	3	1	38	0	0	0	0	0	0	24,758	25,581	16,105	17,571	18,330	16,268	1,273	1,534	2,000	1,000	1,000	1,000	0
1,357	80,000	1	2	2	29	0	0	0	0	0	0	41,815	42,938	44,022	44,792	45,915	46,998	2,100	2,100	1,800	2,000	2,000	2,500	0
1,358	20,000	2	2	1	22	2	2	2	0	0	0	16,726	19,143	18,391	18,562	11,798	0	3,000	0	371	1,236	0	0	1
1,359	390,000	1	1	1	41	0	0	0	0	0	0	495,559	248,821	216,051	208,373	199,727	186,332	10,218	8,035	7,035	6,056	8,053	5,603	0
1,360	470,000	2	2	2	32	0	0	0	0	0	0	147,113	133,486	125,159	120,869	60,507	53,100	5,000	4,500	2,505	50,000	3,000	3,000	0
1,361	240,000	2	2	2	30	0	-1	-1	-2	-2	-2	7,818	9,363	0	0	0	0	9,434	0	0	0	0	178	0
1,362	140,000	2	1	2	29	-1	-1	-1	-2	-2	-2	14,943	2,888	0	0	0	0	2,888	0	0	0	0	0	0
1,363	260,000	2	2	1	37	2	2	2	0	0	0	244,738	251,351	244,949	248,273	119,124	132,619	12,000	0	11,000	4,321	20,000	27	1
1,364	150,000	2	1	2	25	1	-2	-1	-1	-1	-1	191	1,963	4,729	1,568	4,295	0	1,964	4,729	1,568	4,295	0	1,895	0
1,365	120,000	1	1	1	46	0	0	2	2	2	2	14,682	17,325	17,936	18,536	19,091	19,629	3,200	1,200	1,200	1,000	1,000	0	0
1,366	20,000	2	2	1	47	0	0	0	0	0	2	18,021	17,352	17,667	18,187	20,499	20,718	1,280	1,293	813	2,770	703	0	0
1,367	260,000	2	4	2	42	-1	-1	-1	-1	-1	-1	399	2,101	577	0	200	0	2,101	577	0	200	0	664	0
1,368	50,000	1	3	2	22	0	0	0	0	0	0	42,678	38,239	22,691	8,807	7,143	6,967	1,500	1,100	1,000	500	500	1,000	1
1,369	180,000	2	2	2	27	2	2	2	2	0	0	126,195	127,881	128,491	124,080	126,154	130,064	6,000	4,575	0	4,600	6,000	3,100	0
1,370	310,000	2	5	1	35	1	-2	-2	-2	-2	-2	10,350	0	0	0	0	0	0	0	0	0	0	0	0
1,371	360,000	1	2	1	44	-1	-1	-1	-1	-1	-1	5,101	9,358	15,452	9,990	6,515	5,694	9,419	15,485	9,995	6,515	5,694	12,785	0
1,372	180,000	2	2	2	30	0	0	0	0	0	0	14,445	15,404	19,885	22,355	22,902	15,373	1,500	4,911	10,355	10,902	3,500	5,493	0
1,373	270,000	2	1	1	42	2	2	5	5	4	3	1,250	1,250	1,250	1,250	650	350	0	0	0	0	0	0	0
1,374	70,000	1	1	2	28	0	0	0	0	0	0	67,857	69,711	64,947	26,022	28,575	21,460	3,000	1,500	13,959	3,000	1,500	4,000	0
1,375	50,000	1	2	2	24	-1	-1	-1	-1	0	-1	2,155	0	1,978	14,207	8,602	7,201	0	30,300	14,207	602	7,201	383	0
1,376	30,000	2	3	2	50	-2	-2	-2	-2	-1	2	0	0	0	0	7,092	6,832	0	0	0	7,092	0	0	0
1,377	50,000	2	2	1	54	0	0	0	0	0	-1	11,351	11,449	6,515	2,315	1,817	2,081	1,150	1,012	46	36	2,081	2,270	0
1,378	350,000	1	2	1	37	-1	-1	-1	-1	-1	-1	325	294	6,574	3,543	1,654	6,186	294	6,636	3,559	1,659	6,215	325	0
1,379	200,000	1	1	1	58	0	0	0	0	0	0	192,461	195,970	122,214	124,647	126,921	129,167	7,822	4,417	4,446	4,597	4,677	4,698	0
1,380	80,000	1	3	2	26	1	2	2	2	2	2	71,661	69,947	74,755	75,732	74,397	80,138	0	6,000	2,800	0	7,000	8	0
1,381	60,000	2	2	1	31	0	0	0	3	2	2	47,000	49,236	57,752	56,243	55,213	58,700	3,000	10,000	0	0	4,400	2,200	0
1,382	30,000	1	1	1	52	0	0	0	2	0	0	15,743	16,784	18,998	18,395	19,100	20,582	1,300	2,500	0	1,000	1,800	0	0
1,383	110,000	2	1	2	36	0	0	0	0	0	0	108,316	100,784	88,568	43,720	42,138	43,085	4,600	3,500	2,000	2,000	1,800	1,700	0
1,384	300,000	2	1	2	27	-1	-1	-1	0	0	0	42,189	83,754	120,927	105,303	82,475	33,262	83,754	120,927	0	716	25,213	92,250	0
1,385	50,000	2	3	1	22	0	0	0	0	-1	0	22,854	31,329	23,927	0	83	20,083	9,000	1,507	0	83	20,000	600	0
1,386	500,000	1	1	2	39	-1	-1	-1	-1	0	-1	2,450	11,833	22,963	7,086	5,453	1,486	11,833	22,963	7,086	0	1,486	7,570	0
1,387	360,000	1	1	2	36	-1	-1	-1	0	0	0	356,913	208,305	68,214	168,014	16,209	18,918	210,000	170,000	100,000	3,000	3,000	5,000	0
1,388	20,000	2	2	1	39	1	2	2	0	-1	-1	14,112	11,221	10,656	7,928	580	0	3,520	0	1,000	580	0	0	0
1,389	220,000	1	1	1	39	0	0	0	0	0	0	75,190	151,004	152,786	137,946	118,310	119,147	100,000	8,000	6,000	5,000	5,000	5,000	0
1,390	20,000	2	2	2	22	0	0	2	0	0	2	11,192	15,677	15,133	15,582	16,677	16,259	5,000	0	1,000	1,500	0	700	0
1,391	60,000	1	2	1	37	3	4	3	2	2	2	30,381	29,986	29,210	29,729	30,505	32,232	366	0	1,300	1,400	2,400	2,300	1
1,392	170,000	2	1	2	30	-1	0	-1	-1	0	-1	1,560	1,280	590	1,168	2,160	145,564	1,000	590	1,168	1,582	145,564	5,069	0
1,393	200,000	2	2	1	26	0	0	0	0	0	0	47,236	45,200	35,939	34,096	34,876	34,615	1,800	1,603	2,000	2,500	1,500	1,500	0
1,394	20,000	2	1	2	23	0	0	0	0	0	0	19,990	20,038	19,571	14,362	15,127	15,872	1,438	1,300	1,000	1,000	1,000	2,000	0
1,395	140,000	2	3	2	23	-2	-2	-2	-2	-2	-2	67,505	36,772	38,399	39,131	39,508	3,441	2,000	2,400	2,132	1,617	515	2,031	0
1,396	330,000	2	1	2	35	-2	-2	-2	-2	-2	-2	1,663	0	0	0	29,221	3,194	0	0	0	29,221	3,194	0	0
1,397	180,000	2	2	2	24	1	2	2	2	2	2	108,580	105,403	112,073	111,345	98,404	102,460	0	8,564	4,000	0	7,414	0	1
1,398	360,000	2	2	1	35	0	0	0	-1	-1	0	5,157	2,461	0	277	2,599	3,941	1,012	0	277	2,602	2,019	1,123	0
1,399	20,000	1	3	1	51	2	0	0	0	0	0	14,815	15,837	16,852	17,188	17,546	17,895	1,264	1,279	615	635	639	664	0
1,400	50,000	2	1	2	23	0	0	0	0	0	2	34,422	32,703	22,851	6,699	10,060	7,737	1,544	1,000	0	3,361	0	100	0

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