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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
7,401	80,000	2	2	2	29	0	0	0	0	0	0	12,393	14,187	13,263	11,045	10,259	5,773	2,022	1,308	506	1,516	1,000	1,000	0
7,402	20,000	1	3	2	23	0	0	0	0	0	0	17,030	18,064	19,046	19,221	18,603	19,075	1,315	1,297	672	675	781	734	0
7,403	250,000	2	2	2	24	-1	-1	-1	0	0	-1	956	1,339	2,617	1,817	975	1,141	1,339	2,617	0	0	1,141	1,720	1
7,404	70,000	1	2	1	43	0	0	-1	-1	-1	0	16,186	3,680	4,540	39,994	6,844	12,308	2,000	4,540	39,994	6,850	10,000	13,000	0
7,405	20,000	2	1	1	34	0	0	0	0	0	0	14,676	15,721	19,335	20,029	20,473	19,860	1,286	3,900	1,000	900	900	600	1
7,406	160,000	2	4	1	39	1	-2	-2	-2	-2	-2	-18	-18	-18	-18	-18	-18	0	0	0	0	0	0	0
7,407	70,000	1	2	1	36	0	0	0	-2	-2	-2	27,868	28,850	0	0	0	0	1,850	0	0	0	0	0	1
7,408	50,000	2	2	2	34	-2	-2	-2	-2	-2	-2	588	592	390	390	280	720	592	390	390	280	913	390	0
7,409	30,000	2	3	1	41	2	2	2	3	2	2	26,042	27,127	28,762	29,485	28,878	30,699	1,800	2,378	1,496	0	2,462	0	1
7,410	80,000	1	2	1	48	0	0	0	0	0	-1	46,495	8,241	11,000	16,000	0	54,070	3,000	3,000	5,000	0	54,070	5,247	0
7,411	20,000	1	2	1	52	0	0	0	0	0	0	15,768	16,792	18,105	18,157	18,538	19,200	1,285	1,598	650	674	971	580	0
7,412	50,000	2	5	1	32	0	0	0	0	0	0	10,335	9,538	6,793	13,864	5,243	5,391	1,200	1,024	163	146	2,000	1,000	0
7,413	50,000	1	1	2	26	1	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	0
7,414	230,000	2	1	1	36	-1	-1	-1	-1	-1	-1	2,078	380	2,100	530	2,282	1,390	380	2,100	530	2,282	1,390	380	0
7,415	10,000	2	2	2	23	1	-2	-2	-2	-2	-2	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	0	0	0	0	0	1,000	1
7,416	20,000	1	2	1	42	0	0	2	0	0	2	16,070	19,107	18,506	18,802	20,199	19,394	3,300	0	900	1,700	0	253	0
7,417	110,000	1	2	2	34	2	0	0	0	0	2	108,180	107,597	89,775	47,139	47,259	46,348	5,000	3,000	2,020	5,000	0	3,000	0
7,418	200,000	2	1	2	29	-1	-1	-1	-1	-1	-1	5,624	2,519	2,519	2,519	13,137	566	2,519	2,519	2,519	13,137	566	416	0
7,419	20,000	1	2	1	59	1	-1	0	0	-1	-1	-1,213	30,322	20,033	19,871	15,410	18,969	52,082	15,800	2,000	20,085	39,070	25,000	0
7,420	80,000	1	1	2	29	-1	-1	2	0	0	0	2,946	4,599	1,863	3,309	1,446	390	4,599	0	1,446	0	0	2,493	0
7,421	280,000	2	2	2	31	1	-2	-2	-2	-1	-1	0	0	0	0	5,360	251	0	0	0	5,360	251	5,360	0
7,422	140,000	2	2	1	45	0	0	0	0	-1	-1	106,974	109,061	7,262	7,410	1,545	0	4,924	1,000	148	1,545	0	0	0
7,423	60,000	2	1	2	25	0	0	0	2	2	2	24,066	24,786	27,050	26,317	28,200	28,762	1,414	2,678	0	2,310	1,173	0	0
7,424	50,000	1	2	1	51	0	-1	-1	0	0	0	113,247	108,550	118,310	9,904	9,905	9,974	3,000	10,510	4,000	500	1,000	2,000	0
7,425	200,000	2	1	1	34	-2	-2	-2	-2	-2	-2	0	0	0	0	0	35,979	0	0	0	0	35,979	6,191	0
7,426	180,000	2	1	1	38	1	2	0	0	0	0	114,413	111,165	117,004	119,542	122,452	130,293	0	10,000	6,000	5,000	10,000	6,500	0
7,427	260,000	2	2	2	45	0	0	0	0	0	0	207,977	207,713	197,120	198,815	201,007	205,181	9,000	7,009	7,000	8,000	8,000	8,000	0
7,428	150,000	1	1	2	32	0	0	2	2	2	0	52,582	57,496	55,705	57,210	57,084	13,194	6,395	0	2,100	222	1,000	650	1
7,429	130,000	2	1	2	32	0	0	0	0	0	0	126,080	129,104	130,745	127,344	127,809	119,976	7,000	8,000	5,000	4,500	4,500	5,000	0
7,430	120,000	1	3	2	50	-1	-1	-1	-1	-2	-2	390	0	780	0	0	0	0	780	0	0	0	0	1
7,431	210,000	2	2	1	30	-2	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	0
7,432	110,000	2	1	3	33	0	0	0	0	0	0	165,090	106,448	103,618	79,687	76,742	77,096	4,259	3,212	28,246	2,730	2,834	2,711	0
7,433	30,000	1	2	2	28	-1	-1	-1	-1	-1	-1	29,617	4,096	2,058	540	13,056	1,690	4,096	2,064	540	13,056	1,690	16,964	0
7,434	170,000	2	1	2	25	-1	-1	-1	-1	-1	-1	12,218	5,500	100	1,608	1,800	897	5,507	100	1,608	1,800	897	1,443	1
7,435	360,000	2	1	2	32	-1	-1	-1	0	0	0	13,819	2,148	34,766	14,138	14,690	19,792	2,148	34,766	2,005	2,190	7,300	20,296	0
7,436	130,000	1	1	2	37	0	0	0	0	0	0	116,093	100,296	95,053	96,146	98,310	95,726	3,647	4,198	3,490	3,800	3,920	3,447	1
7,437	30,000	2	1	2	24	2	2	2	0	0	0	12,324	15,628	15,069	15,868	16,657	13,998	4,500	0	1,000	1,000	668	203	1
7,438	160,000	2	2	1	31	-2	-2	-2	-2	-2	-2	239	0	0	0	1,446	426	0	0	0	1,446	426	0	0
7,439	30,000	2	2	1	43	-1	0	0	0	0	0	25,166	26,195	27,209	27,924	30,204	30,000	1,437	1,451	1,166	2,900	600	0	0
7,440	10,000	2	2	2	22	1	-1	-1	-2	-2	-2	0	1,000	0	0	0	0	1,000	0	0	0	0	0	1
7,441	50,000	2	2	2	38	0	0	-1	0	0	-1	2,410	0	4,494	3,034	2,327	5,892	0	4,494	61	47	5,892	164	0
7,442	80,000	1	2	1	40	0	0	0	-1	-1	-1	23,833	17,815	15,140	140	3,090	180	5,000	5,000	5,000	3,100	1,000	5,000	0
7,443	260,000	2	1	1	49	1	-2	-2	-1	0	0	0	0	0	1,180	1,180	0	0	0	1,180	0	0	0	0
7,444	170,000	1	3	2	26	2	0	0	0	0	0	74,453	66,087	60,649	61,408	59,390	57,037	5,020	3,003	3,009	2,013	3,041	3,000	1
7,445	30,000	2	3	2	25	0	0	0	0	0	0	20,983	22,636	24,417	27,020	28,107	28,727	2,000	2,500	3,000	1,500	1,056	544	0
7,446	50,000	2	3	2	51	0	0	0	0	0	0	25,577	26,352	16,846	17,562	18,275	18,711	1,269	1,284	1,000	1,000	740	1,000	0
7,447	120,000	1	3	1	40	0	0	0	0	0	0	88,185	91,748	94,242	88,828	97,643	79,371	5,000	4,251	6,000	10,000	3,019	13,154	0
7,448	240,000	2	2	1	31	2	0	0	0	0	0	71,876	72,382	72,155	72,543	73,011	73,484	3,100	2,400	2,367	2,435	2,500	3,000	1
7,449	180,000	1	1	2	41	0	-1	-1	-1	0	0	16,366	18,339	2,766	97,996	55,156	36,213	18,339	2,766	97,996	1,861	1,196	3,000	0
7,450	60,000	2	3	2	26	0	0	0	0	0	0	38,726	39,764	41,084	41,741	42,461	43,457	1,663	1,983	1,640	1,542	1,703	1,758	0
7,451	150,000	2	3	2	32	0	0	0	0	0	0	113,932	87,187	81,491	77,078	66,927	50,881	2,500	3,000	2,000	5,000	5,055	5,000	1
7,452	360,000	2	2	2	26	1	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	0
7,453	350,000	2	1	2	32	-2	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	1
7,454	30,000	2	1	1	43	-1	-1	-1	-2	-2	-2	390	780	0	0	0	0	780	0	0	0	0	0	0
7,455	120,000	2	1	2	29	0	0	0	0	0	0	121,805	120,933	120,629	116,316	117,358	118,560	4,600	4,300	4,200	4,219	4,500	7,600	0
7,456	330,000	1	1	1	43	1	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	1
7,457	500,000	1	2	2	44	-2	-2	-1	0	0	-2	26,697	26,319	79,424	77,920	55,625	30,092	1,131	150,042	4,790	3,236	866	630	0
7,458	100,000	2	2	1	34	0	0	0	0	0	0	102,724	100,186	102,604	101,856	101,105	101,071	4,600	5,000	4,000	4,000	4,200	3,800	0
7,459	80,000	2	2	1	37	1	2	-1	-1	-1	-1	2,626	2,410	3,237	2,760	914	0	0	3,237	2,760	914	0	0	0
7,460	260,000	2	2	2	30	0	0	0	0	0	0	34,405	52,512	52,263	52,261	52,140	52,615	20,000	1,826	1,971	2,000	2,500	2,000	0
7,461	500,000	1	2	1	41	0	0	0	0	0	0	171,565	184,782	152,365	139,757	153,348	127,391	20,241	20,154	20,019	20,151	20,037	21	0
7,462	90,000	1	1	2	52	0	0	0	0	0	0	91,656	87,106	48,730	27,535	27,751	29,923	5,110	2,000	3,000	1,000	3,000	3,000	0
7,463	360,000	2	2	1	38	-1	-1	-1	-1	-1	-1	1,604	238	2,402	3,580	183	1,995	239	2,414	3,597	183	2,005	3,635	0
7,464	360,000	1	3	2	34	-1	-1	-1	-1	-1	-1	3,821	1,937	944	1,219	2,216	1,440	1,937	944	1,219	2,216	2,000	648	0
7,465	100,000	2	2	2	25	0	0	0	-1	-1	-1	8,791	4,910	0	674	0	980	1,000	0	674	0	980	4,413	0
7,466	200,000	1	2	2	36	0	0	0	0	0	0	190,120	194,533	194,175	189,457	187,050	187,082	9,000	9,000	8,000	10,000	8,000	7,000	1
7,467	490,000	2	2	2	52	0	0	0	0	0	0	191,937	194,347	202,400	46,634	47,622	50,844	7,133	11,365	1,700	1,740	4,026	2,060	0
7,468	460,000	1	1	1	40	0	0	0	0	0	0	100,026	89,681	81,812	82,326	76,055	74,979	5,095	5,011	5,047	4,021	4,071	3,000	0
7,469	20,000	1	1	2	39	1	2	2	2	2	2	10,968	12,495	11,998	13,795	13,431	16,199	2,000	0	2,000	0	3,000	0	1
7,470	230,000	2	2	1	35	0	0	0	0	0	0	76,050	76,921	65,452	61,129	55,199	55,380	3,000	4,000	3,000	3,000	2,000	3,000	0
7,471	170,000	2	2	2	28	0	0	0	0	0	0	169,531	174,799	179,868	177,952	176,160	175,304	8,000	8,000	7,000	7,000	8,000	9,000	0
7,472	60,000	2	3	1	63	0	0	0	0	0	0	56,285	56,894	57,006	28,198	23,888	24,083	5,000	2,156	3,017	2,009	3,000	3,000	0
7,473	90,000	2	2	1	33	0	0	2	0	0	0	26,772	70,398	56,266	47,804	44,230	48,144	56,388	112	1,779	1,786	5,414	2,418	0
7,474	160,000	1	1	1	38	1	-1	-1	-2	-2	-2	0	499	0	0	0	0	499	0	0	0	0	0	0
7,475	20,000	1	2	2	30	2	2	2	0	0	0	20,586	20,568	20,185	20,016	20,044	20,172	1,300	700	700	1,700	1,600	700	1
7,476	500,000	2	1	1	36	1	-2	-2	-2	-2	-2	0	0	0	0	0	200	0	0	0	0	200	159,200	0
7,477	30,000	2	2	1	42	0	0	0	0	0	0	9,801	10,535	11,552	11,933	12,092	17,884	1,200	1,200	573	500	6,000	1,200	1
7,478	170,000	1	2	2	31	-1	-1	-1	-1	0	-1	2,908	3,408	2,908	9,283	2,908	2,908	3,408	2,908	9,283	0	2,908	7,163	0
7,479	100,000	2	3	1	44	0	0	0	0	0	0	80,808	77,825	70,721	69,603	65,499	62,296	3,025	3,000	3,000	3,000	3,000	3,000	0
7,480	50,000	1	2	2	39	0	0	0	0	0	0	48,493	49,073	50,370	29,862	29,275	29,535	2,109	2,406	1,278	1,036	1,115	947	0
7,481	110,000	1	2	2	28	2	2	2	2	0	0	111,541	113,676	114,223	110,876	107,710	90,071	5,400	4,000	0	4,000	3,700	4,000	1
7,482	20,000	2	1	2	23	0	0	2	0	0	0	11,672	8,584	8,279	8,444	8,621	8,868	2,424	0	284	294	371	500	0
7,483	70,000	2	3	2	26	0	0	0	0	0	0	28,995	30,131	31,610	37,209	40,749	40,541	1,600	2,000	7,000	5,000	1,500	1,500	0
7,484	310,000	2	2	1	42	-2	-2	-2	-2	-2	-1	-606	44,878	19,950	79,227	20,097	25,594	45,484	20,033	79,520	94	25,910	10,933	0
7,485	30,000	1	2	2	28	2	2	2	2	0	0	35,991	35,751	34,639	32,493	32,001	33,064	2,000	1,200	0	1,500	3,100	0	1
7,486	30,000	2	2	1	27	0	0	2	2	2	2	21,632	24,267	24,572	24,872	25,427	25,860	3,300	1,000	1,000	1,100	1,000	1,100	1
7,487	100,000	2	1	1	36	0	0	0	-2	-2	-2	51,713	25,272	0	0	0	0	1,000	0	0	0	0	0	0
7,488	150,000	2	1	2	30	-2	-2	-2	-2	-2	-2	217	0	2,403	0	4,932	402	0	2,403	0	4,932	402	3,516	0
7,489	80,000	1	2	2	27	0	0	0	0	0	0	78,406	52,520	27,543	51,180	27,017	28,560	1,500	3,024	1,200	2,000	2,000	1,000	0
7,490	200,000	2	3	1	40	0	0	0	0	0	2	158,809	150,904	144,302	137,700	135,443	128,229	5,380	5,141	5,032	9,400	4,400	0	0
7,491	20,000	1	2	1	36	1	2	2	2	2	0	19,006	18,418	20,465	20,381	18,446	18,598	0	2,690	900	0	1,000	1,000	1
7,492	30,000	1	2	1	33	0	0	0	0	0	0	23,900	25,507	26,489	27,017	56,186	29,146	2,000	1,418	946	1,437	3,000	0	0
7,493	50,000	2	3	1	42	0	0	0	0	0	0	13,436	14,460	15,472	15,778	16,109	16,427	1,246	1,258	564	585	586	608	0
7,494	130,000	2	5	1	32	0	-1	-1	0	0	0	3,275	376	17,055	14,693	14,855	14,817	376	17,055	575	449	1,000	339	0
7,495	330,000	1	1	2	32	0	0	0	0	0	0	162,657	151,305	138,277	141,453	112,633	121,242	5,500	4,723	5,500	4,000	10,700	4,500	0
7,496	80,000	2	3	2	53	-2	-2	-2	-2	-2	-2	5,687	0	0	19,230	0	0	0	0	19,230	0	0	0	0
7,497	50,000	2	1	1	34	-1	-1	-1	-1	-1	-1	2,531	14,504	22,553	14,900	6,758	3,727	14,608	22,730	14,911	6,758	3,727	2,440	0
7,498	150,000	2	1	2	33	-1	0	0	-2	-2	-2	10,544	11,982	-18	-18	-18	-18	2,000	0	0	0	0	0	0
7,499	210,000	2	2	1	30	1	-1	-1	0	0	-1	0	241	4,651	4,746	3,938	3,479	241	4,651	95	301	3,479	1,000	0
7,500	30,000	2	2	1	30	3	2	2	-2	-2	-2	30,583	29,901	0	0	0	0	389	0	0	0	0	0	0

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