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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
5,301	400,000	2	1	1	48	-1	-1	-1	-1	-1	-1	5,880	18,368	591	13,654	45,363	2,640	18,368	591	13,662	45,363	2,640	28,663	0
5,302	90,000	1	2	2	30	-1	-1	-1	0	0	-1	370	370	922	552	182	312	370	922	0	0	500	600	0
5,303	90,000	2	2	2	29	-1	0	0	-1	2	0	917	2,917	0	3,708	3,503	9,097	2,000	0	3,708	0	5,693	170	0
5,304	200,000	2	1	2	29	0	0	0	0	2	0	61,099	64,160	76,593	93,988	50,292	10,510	4,160	14,593	20,150	0	5,739	12,050	0
5,305	150,000	2	1	1	38	-1	-1	-1	-1	-1	-1	110	564	13,347	13,155	10,610	8,394	567	13,504	13,221	10,663	8,436	2,468	1
5,306	350,000	1	2	2	31	0	0	0	0	0	0	360,347	357,139	272,072	267,277	255,680	261,573	13,100	10,000	10,000	8,200	9,000	9,000	0
5,307	500,000	1	2	1	31	0	0	0	0	0	0	378,886	382,234	274,586	273,718	168,418	167,635	15,057	11,035	11,035	7,029	8,035	10,388	0
5,308	160,000	2	2	2	24	0	0	0	0	0	0	13,038	158,725	155,808	98,160	99,057	100,984	155,000	5,000	5,000	3,537	5,000	4,000	0
5,309	80,000	1	1	2	35	0	0	0	0	0	0	52,065	55,205	55,900	55,622	56,295	61,598	5,000	2,606	2,200	2,100	6,679	1,700	0
5,310	130,000	1	2	2	38	0	0	-2	-2	-2	-2	133,400	0	0	0	0	0	0	0	0	0	0	0	0
5,311	100,000	2	3	2	31	0	0	0	0	-1	-1	85,030	49,489	50,424	51,563	780	0	1,820	2,308	3,000	780	0	0	0
5,312	80,000	1	2	1	46	0	0	2	0	0	0	30,773	38,879	26,128	29,137	30,283	30,523	10,036	15	5,003	3,003	2,007	1,007	0
5,313	50,000	2	2	2	24	0	0	2	0	0	0	18,201	26,525	12,969	13,758	14,390	16,571	14,813	1,000	1,000	1,000	3,000	1,000	0
5,314	80,000	2	1	1	50	1	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	0
5,315	200,000	1	1	2	27	1	-2	-2	-2	-1	-1	0	0	0	0	1,202	84,482	0	0	0	1,202	84,482	3,162	0
5,316	330,000	2	2	2	28	0	0	0	0	0	0	37,637	38,676	40,786	41,767	42,501	43,359	1,500	2,600	1,500	1,400	1,400	1,500	0
5,317	50,000	2	1	2	26	2	0	0	0	0	2	10,622	11,642	12,635	15,403	16,657	16,240	1,500	1,500	3,000	1,500	0	3,000	1
5,318	80,000	2	2	2	23	-1	-1	-2	-2	-2	-2	309	-77	-77	-270	-463	-656	0	0	0	0	0	0	1
5,319	270,000	2	2	1	33	-1	-1	-1	-1	-1	0	11,489	8,874	3,567	1,556	7,952	10,794	8,874	3,567	1,556	7,952	4,000	2,000	0
5,320	30,000	2	3	1	60	0	0	0	2	0	0	11,575	12,351	13,505	12,677	12,995	13,443	1,600	2,000	0	1,000	1,000	1,000	0
5,321	500,000	1	2	2	30	-1	-1	-1	-1	-1	-1	869	2,496	1,924	976	986	1,200	2,507	1,933	980	990	1,206	1,069	0
5,322	60,000	2	1	2	26	-1	-1	2	-1	0	-1	3,437	16,932	2,301	6,220	2,227	10,416	16,960	0	6,227	0	10,416	0	0
5,323	20,000	2	2	1	34	2	2	2	0	0	0	17,151	16,887	17,302	18,029	18,362	18,669	300	1,000	1,000	1,000	1,000	1,000	0
5,324	180,000	2	2	2	28	1	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	0
5,325	30,000	2	2	1	38	0	0	-2	-2	-2	-2	3,656	0	0	0	0	0	0	0	0	0	0	0	0
5,326	200,000	1	1	1	45	-1	-1	-1	-1	-1	-1	577	0	2,470	0	1,350	1,006	0	2,470	0	1,350	1,006	0	0
5,327	320,000	2	1	2	32	-2	-2	-2	-2	-2	-2	3,916	2,872	4,704	3,382	2,575	8,097	2,886	4,732	3,398	2,588	8,137	2,474	0
5,328	210,000	2	3	1	28	0	0	0	0	0	0	37,608	39,001	40,053	41,084	42,416	43,707	2,000	2,000	2,000	2,000	2,000	2,000	0
5,329	200,000	2	1	2	30	-1	-1	-1	-1	-1	-1	665	2,618	963	1,459	1,028	878	2,618	963	1,459	1,028	878	878	0
5,330	170,000	1	2	2	41	-2	-2	-2	-2	-1	-1	6,175	7,404	7,829	2,218	3,972	3,643	7,417	7,862	2,218	4,866	3,643	2,732	0
5,331	50,000	1	3	1	42	0	0	0	0	0	0	47,838	49,246	50,376	9,408	9,605	9,806	2,180	2,310	336	348	360	349	0
5,332	20,000	2	2	3	52	0	0	2	0	0	0	8,586	10,041	10,571	10,995	11,169	11,979	1,600	1,000	600	500	1,000	500	0
5,333	20,000	2	2	1	22	0	0	0	0	0	0	18,475	18,993	19,973	20,081	20,292	20,289	1,400	1,300	700	800	1,000	1,000	0
5,334	580,000	2	1	1	31	0	0	0	0	0	0	484,798	475,282	485,511	488,800	500,723	511,905	19,000	20,036	20,000	20,000	20,056	16,987	0
5,335	80,000	2	3	2	25	0	0	0	0	0	0	80,012	78,748	76,722	70,370	64,510	51,695	3,010	2,700	2,300	2,500	2,000	1,400	0
5,336	50,000	2	1	1	38	0	0	-1	-1	-1	-1	19,926	21,658	3,445	99	949	137	4,158	3,500	1,000	1,000	200	900	1
5,337	30,000	1	2	2	31	0	0	0	0	0	0	26,788	28,352	86,253	28,351	28,571	23,400	2,001	1,600	600	1,000	468	0	0
5,338	50,000	2	2	1	31	0	0	0	0	0	0	45,614	44,187	29,253	14,199	14,965	15,712	2,450	2,100	1,000	1,000	1,000	1,000	1
5,339	20,000	1	3	2	25	2	2	4	4	4	4	1,650	1,650	1,650	1,650	1,650	1,650	0	0	0	0	0	0	1
5,340	100,000	2	2	1	41	2	0	0	0	0	0	71,978	73,715	74,621	72,567	77,231	78,780	3,500	2,800	3,000	6,000	3,000	2,000	0
5,341	80,000	1	3	2	48	0	0	0	0	0	0	80,002	80,433	80,081	29,437	29,195	28,675	3,500	3,500	1,205	1,200	1,100	1,018	0
5,342	40,000	2	3	1	48	2	2	-1	-1	-1	2	780	0	390	540	1,080	540	0	390	540	1,080	0	780	0
5,343	80,000	2	3	1	27	1	2	2	0	0	0	79,108	78,637	75,688	46,378	46,175	41,118	3,200	0	1,806	2,124	1,599	1,500	0
5,344	10,000	1	3	2	31	0	0	2	0	0	0	10,119	10,188	9,089	9,271	9,618	8,516	3,000	0	295	459	1,500	2,000	0
5,345	200,000	2	1	1	41	-1	-1	-1	0	0	-1	10,529	1,936	25,483	16,767	19,941	19,665	1,940	25,513	4,767	7,541	19,665	5,633	0
5,346	50,000	2	2	0	28	1	2	0	0	0	0	51,068	46,027	45,769	46,677	47,668	50,764	0	3,154	1,669	1,741	3,900	0	0
5,347	140,000	2	3	2	23	0	0	0	0	0	0	100,448	103,990	104,462	43,810	44,434	45,251	5,450	4,200	1,810	1,765	2,000	1,665	0
5,348	340,000	2	1	1	34	0	0	0	0	0	0	76,786	57,803	68,670	20,299	27,816	43,637	39,749	15,000	12,000	10,000	20,000	5,400	0
5,349	220,000	1	1	2	28	2	0	0	2	2	2	205,130	212,060	225,462	116,915	116,021	114,001	9,975	19,254	0	8,500	0	8,000	1
5,350	80,000	2	1	2	23	1	2	0	0	2	2	80,461	78,259	66,068	50,748	51,490	50,626	37	2,122	3,600	1,600	18	1,800	1
5,351	20,000	1	3	2	24	0	0	0	0	0	2	12,188	12,904	14,217	14,360	16,140	16,287	1,220	1,533	676	2,177	559	0	1
5,352	500,000	1	1	1	36	-1	-1	-1	-1	-1	-1	25,334	6,834	2,914	-341	38,853	0	6,867	2,929	0	39,194	0	0	0
5,353	100,000	2	2	1	48	1	2	2	2	-1	-1	7,828	7,260	430	0	860	430	430	0	0	860	430	1,166	0
5,354	150,000	1	2	1	39	1	-2	-2	-1	-1	-2	-7	4,422	367	3,287	0	0	4,429	367	3,691	0	0	0	0
5,355	360,000	1	2	2	27	0	0	0	0	0	0	160,317	163,699	167,112	170,691	174,289	178,008	4,700	4,800	5,000	5,000	5,200	4,100	0
5,356	60,000	2	2	1	37	0	0	0	0	0	0	57,694	58,656	59,750	60,602	53,838	54,609	2,800	3,000	2,800	2,100	2,123	2,100	0
5,357	500,000	1	1	1	34	-1	-1	-1	-1	-1	-1	1,895	1,086	740	0	1,868	1,883	1,086	740	0	1,868	1,883	621	0
5,358	270,000	2	1	2	27	-1	-1	-1	0	-1	-1	2,016	1,183	1,307	800	4,098	1,181	2,000	2,500	0	4,100	1,200	5,000	0
5,359	230,000	2	2	2	30	0	0	0	0	0	0	74,664	63,540	66,131	58,430	72,617	66,787	3,000	10,000	10,000	20,145	11,745	686	0
5,360	160,000	2	2	2	33	0	0	0	0	0	0	140,225	140,745	139,923	140,815	139,935	138,912	5,211	5,000	5,000	5,000	5,000	6,000	0
5,361	20,000	1	1	2	26	0	0	0	0	0	0	14,554	15,273	16,616	16,643	17,372	18,070	1,260	1,600	600	1,000	1,000	1,000	0
5,362	230,000	1	2	1	34	0	0	0	0	0	0	131,887	133,440	134,272	136,281	138,687	118,873	5,005	5,007	5,000	5,008	5,000	4,005	0
5,363	50,000	2	3	2	23	0	0	0	0	0	0	33,239	33,199	33,757	23,332	23,782	16,816	6,010	5,008	3,013	5,035	5,001	5,002	0
5,364	500,000	2	2	1	52	-1	-1	-1	-1	-1	-1	7,593	8,660	0	30,498	1,174	0	8,677	0	30,498	1,174	0	800	0
5,365	80,000	2	3	2	30	2	0	0	2	2	2	71,165	72,123	76,696	79,659	80,079	79,657	2,700	5,800	4,800	1,800	1,000	2,800	0
5,366	50,000	1	3	3	55	0	0	0	0	0	0	45,555	41,372	41,544	13,007	16,233	14,952	1,968	1,843	434	5,000	582	679	1
5,367	20,000	1	2	2	29	1	2	0	0	0	0	20,832	20,203	19,946	19,037	19,233	14,764	0	1,289	491	2,586	5,000	198	0
5,368	200,000	2	1	1	40	-2	-2	-2	-2	-2	-2	6,549	9,389	18,475	1,016	4,934	7,749	9,421	14,068	3	4,948	7,770	23,918	0
5,369	100,000	2	2	1	44	0	0	0	0	0	2	39,000	40,123	41,217	42,193	44,722	44,024	1,900	1,900	1,800	3,200	0	2,000	0
5,370	390,000	2	2	1	44	0	0	0	0	0	0	169,658	173,758	177,722	180,132	184,420	188,329	8,000	8,000	6,500	7,000	7,200	5,500	0
5,371	450,000	1	2	1	44	-1	-1	-1	-1	-1	-1	3,004	5,938	3,700	14,327	14,890	6,687	5,971	3,712	14,347	14,903	6,707	25,963	0
5,372	10,000	1	3	1	40	1	2	2	3	2	2	7,229	6,968	8,881	8,594	8,312	9,241	0	2,035	0	0	1,069	1,000	1
5,373	270,000	1	2	2	29	0	0	0	0	-1	-1	18,465	20,987	17,555	17,803	1,852	2,044	3,022	1,000	2,054	1,857	2,069	6,327	0
5,374	190,000	1	1	2	33	0	0	0	0	0	0	137,502	127,014	120,826	112,211	110,396	113,386	6,112	4,202	4,200	4,200	5,000	4,200	0
5,375	30,000	2	1	2	30	0	0	0	0	0	0	32,751	33,804	31,336	32,389	33,142	33,999	1,600	2,000	1,500	1,200	1,330	2,500	0
5,376	360,000	2	1	2	28	-2	-2	-2	-2	-2	-2	23,088	11,628	8,556	4,578	4,784	11,938	12,000	8,598	4,601	4,808	11,997	3,708	0
5,377	50,000	2	2	2	28	0	0	0	0	0	0	19,969	27,267	19,833	24,014	27,429	29,189	8,000	3,302	5,000	6,500	10,000	20,000	0
5,378	240,000	2	1	1	41	-1	0	0	0	0	0	10,839	16,665	13,039	9,439	11,378	13,046	10,000	3,500	0	5,000	5,000	5,000	0
5,379	150,000	1	2	2	26	0	0	0	0	0	0	144,614	146,446	122,634	74,711	76,532	76,452	6,700	3,764	2,700	3,000	3,000	2,800	0
5,380	150,000	1	2	2	44	0	0	-2	-2	-1	-1	143,650	0	0	0	1,000	0	0	0	0	1,000	0	5,000	0
5,381	20,000	1	2	2	23	1	2	0	0	0	0	17,682	18,595	19,447	19,312	17,987	17,822	1,500	1,500	1,000	1,000	1,000	1,000	0
5,382	50,000	1	1	2	24	-1	-1	-1	-1	-1	-1	390	0	672	-108	2,830	0	0	672	0	2,938	0	0	1
5,383	40,000	2	2	1	38	0	0	0	0	0	0	38,491	36,881	37,968	36,155	36,933	37,666	3,000	2,000	1,500	1,500	1,500	2,000	0
5,384	20,000	1	1	2	25	1	2	3	2	0	0	16,688	18,427	17,843	17,259	17,781	18,034	2,300	0	0	800	700	800	1
5,385	150,000	2	1	2	29	1	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	0
5,386	50,000	2	2	1	48	-1	-1	2	-1	-1	-1	1,079	7,179	6,478	7,527	3,060	1,490	7,651	0	7,535	3,060	1,490	1,095	0
5,387	50,000	2	3	1	44	1	-1	-1	-1	-1	-1	-42	26,267	26,372	7,490	5,155	0	26,309	26,479	7,490	5,155	0	12,754	1
5,388	50,000	1	2	2	23	-1	-1	0	0	-1	-1	2,165	14,796	20,816	11,804	1,420	0	15,000	20,300	9,500	1,420	0	0	1
5,389	50,000	1	3	2	24	0	0	0	0	-1	-1	7,198	8,421	9,202	9,800	1,000	0	1,500	1,000	598	1,000	0	0	1
5,390	200,000	2	1	2	35	0	0	0	0	0	0	75,203	77,949	74,865	72,766	70,444	69,003	4,000	4,000	5,012	4,000	3,000	4,000	0
5,391	200,000	1	1	2	37	2	2	2	2	2	2	157,131	166,590	168,386	164,182	169,029	172,084	13,500	6,000	0	7,500	6,000	4,000	1
5,392	120,000	2	3	1	38	0	0	0	0	0	0	117,738	120,127	119,719	118,042	120,682	120,491	5,820	5,670	4,250	4,450	4,470	4,150	0
5,393	90,000	1	2	2	28	2	0	0	0	2	2	18,978	20,675	23,329	24,940	24,404	27,227	2,000	3,000	2,000	0	3,400	0	1
5,394	30,000	2	1	2	24	-1	-1	-1	-1	-1	0	784	390	7,480	0	1,803	1,023	390	7,480	0	1,803	0	0	0
5,395	70,000	1	1	2	29	-1	-1	0	-1	2	-1	2,343	14,336	13,155	3,929	1,953	967	15,000	4,000	4,000	0	1,000	1,000	0
5,396	490,000	2	2	1	52	-1	-1	-1	-1	-1	-1	2,779	22,595	755	7,000	0	4,341	22,595	762	7,000	0	4,341	1,061	0
5,397	50,000	1	3	1	39	-1	-1	-1	-1	-1	-1	2,522	0	2,866	1,961	1,261	2,681	13,196	2,866	1,961	1,261	2,681	1,261	0
5,398	320,000	1	2	1	55	0	0	0	0	0	0	235,477	216,433	203,354	117,272	38,591	28,400	11,000	8,600	5,000	1,900	960	2,500	0
5,399	50,000	2	1	2	27	1	2	2	0	0	2	12,884	14,382	13,859	14,032	14,852	14,464	2,000	0	700	1,200	0	1,365	1
5,400	140,000	2	1	2	25	-1	0	0	-2	-2	-2	2,229	15,985	0	0	0	0	15,980	0	0	0	0	0	1

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