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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
9,501	130,000	2	1	1	30	0	0	0	0	-1	-1	9,255	10,264	7,060	4,480	3,000	0	1,204	1,000	3,990	3,000	0	200	0
9,502	330,000	2	1	2	34	0	0	0	0	0	0	173,630	178,833	187,820	190,202	194,964	199,008	8,000	12,000	7,000	8,000	7,287	7,400	0
9,503	80,000	2	2	3	52	0	0	0	0	0	0	63,134	57,072	55,618	50,345	52,031	53,141	2,087	2,019	2,000	2,500	2,095	2,002	0
9,504	10,000	1	5	2	35	3	2	0	0	0	-2	10,281	9,949	8,838	8,838	0	0	25	4,000	0	1,000	0	0	0
9,505	360,000	1	1	2	29	1	-2	-1	-1	-1	-1	-1,808	-1,808	6,458	825	825	825	0	9,091	825	825	825	825	0
9,506	120,000	1	1	1	36	0	0	0	-1	0	0	43,488	44,785	47,195	12,432	13,226	14,258	2,000	3,200	37,432	1,000	1,258	1,000	0
9,507	20,000	2	2	2	22	0	0	0	0	0	0	7,130	8,185	9,084	8,667	8,848	5,328	1,177	1,076	249	258	500	500	0
9,508	280,000	2	1	2	35	-1	2	2	-1	2	-1	199	199	-127	1,012	536	982	0	0	1,548	0	982	601	0
9,509	100,000	2	2	1	45	-2	-2	-2	-2	-2	-1	0	0	0	0	0	1,505	0	0	0	0	1,505	0	0
9,510	70,000	1	2	2	31	0	0	0	0	0	0	63,441	29,091	29,802	30,395	31,034	31,668	1,789	1,500	1,089	1,130	1,150	1,200	0
9,511	350,000	2	1	1	31	-2	-2	-1	0	0	-1	7,914	4,221	23,907	28,528	24,965	5,727	4,221	23,916	25,528	2,965	5,753	8,095	0
9,512	50,000	1	2	1	36	0	0	0	0	0	0	22,430	23,763	24,564	26,145	26,774	27,476	2,000	1,500	2,000	1,200	1,300	1,150	0
9,513	470,000	2	1	2	35	-1	0	0	0	0	0	37,342	39,348	43,806	48,213	52,585	56,883	2,500	5,000	5,000	5,000	5,000	5,000	0
9,514	350,000	1	1	2	31	0	0	0	0	0	0	297,967	286,352	160,042	131,977	133,067	41,470	100,066	5,715	6,005	6,287	2,103	3	0
9,515	140,000	1	1	2	56	0	0	0	0	0	0	140,630	142,166	51,334	51,533	52,233	53,826	6,100	2,411	2,000	2,041	3,000	1,874	0
9,516	140,000	2	2	2	23	0	0	0	0	0	0	49,235	45,173	39,585	36,189	21,772	21,417	2,517	1,559	2,000	1,003	1,000	1,002	0
9,517	380,000	1	1	2	27	-1	0	0	0	0	0	73,903	66,541	58,665	43,837	72,069	61,925	2,924	2,555	1,515	37,056	2,413	1,522	0
9,518	50,000	1	2	2	24	1	2	2	2	2	2	33,991	33,168	34,805	34,933	36,692	37,934	0	2,500	1,000	2,900	2,000	1,500	1
9,519	260,000	2	3	1	48	0	0	0	0	0	0	97,908	84,773	70,259	58,341	58,730	52,789	2,980	2,338	1,911	5,014	5,004	2,007	0
9,520	20,000	2	3	1	25	1	2	3	2	2	0	19,045	20,438	19,771	20,241	19,364	18,260	2,000	0	1,000	0	1,000	0	0
9,521	190,000	2	3	1	39	-1	-1	-2	-1	-1	-1	157	-1,049	-2,681	1,975	2,244	3,294	0	0	6,475	2,244	2,284	0	0
9,522	220,000	1	2	1	39	5	4	3	2	0	0	187,665	175,338	163,018	128,157	131,067	108,683	0	11	0	4,561	5,007	170,806	0
9,523	230,000	2	1	2	36	0	0	0	0	0	0	111,691	117,858	121,697	119,772	115,730	111,222	8,000	6,000	5,000	5,000	5,000	5,000	0
9,524	20,000	2	2	1	43	0	0	0	0	0	0	7,470	8,492	9,547	20,766	12,197	12,994	1,145	1,200	2,000	3,000	1,000	2,000	0
9,525	100,000	1	2	1	52	0	0	0	0	0	0	21,641	22,983	24,290	25,080	25,768	27,407	2,000	2,000	1,500	1,093	2,228	0	0
9,526	150,000	2	1	2	26	-1	-1	-1	0	-1	0	38,052	0	18,600	18,400	1,527	1,527	0	18,600	0	1,527	0	0	0
9,527	320,000	2	1	2	28	-1	-1	-2	-1	-1	-2	11,684	1,127	1,943	13,312	-5	-5	1,135	1,952	13,375	5	0	0	0
9,528	50,000	2	2	1	33	0	0	0	0	0	0	76,025	78,548	77,882	79,471	81,121	1,685	3,750	1,558	1,589	1,650	9,980	0	1
9,529	50,000	1	2	2	53	0	0	0	0	0	0	50,302	49,440	49,891	20,503	20,159	20,268	2,100	1,793	700	731	735	616	0
9,530	370,000	2	2	2	39	0	0	0	0	0	0	181,221	180,616	114,073	57,660	23,093	18,436	10,073	6,367	5,100	2,000	3,000	3,000	0
9,531	150,000	2	1	1	37	-1	-1	-2	-1	-1	0	58,337	0	0	14,515	8,758	6,882	0	0	14,515	8,758	6,880	8,267	0
9,532	200,000	2	2	1	40	-1	-1	-1	-1	-1	-1	390	390	390	390	390	390	390	390	390	390	390	390	1
9,533	200,000	1	2	1	34	-1	-1	-1	-1	-1	0	170	1,512	-15	1,067	2,176	3,378	1,525	0	1,082	2,179	2,013	165	1
9,534	30,000	1	2	2	37	0	-1	2	0	0	0	1,197	2,536	1,100	710	320	-70	2,600	0	0	0	0	1,000	1
9,535	200,000	2	2	2	46	0	0	0	0	0	0	121,198	123,834	136,629	139,504	142,269	145,250	4,593	14,955	5,143	5,166	5,349	5,538	0
9,536	200,000	1	1	2	26	-2	-2	-1	0	0	0	0	1,516	11,533	9,463	3,884	3,033	1,516	11,533	189	1,000	2,050	11,300	0
9,537	240,000	2	2	2	26	0	0	0	0	0	0	138,859	136,521	135,459	117,308	107,928	103,799	5,308	4,915	4,100	4,000	4,002	4,000	1
9,538	40,000	2	2	1	24	2	2	2	2	2	0	28,953	35,389	34,205	39,361	35,125	35,890	6,918	0	6,000	0	2,000	5,000	1
9,539	140,000	1	1	2	31	0	0	0	-2	-2	-2	97,448	70,631	0	0	0	0	1,413	0	0	0	0	0	0
9,540	50,000	1	2	2	35	0	0	0	0	0	0	50,497	49,289	36,295	20,067	20,197	20,202	2,011	5,009	2,000	1,000	1,500	3,000	0
9,541	50,000	2	3	1	48	0	0	0	0	0	0	38,031	31,677	27,240	31,505	25,979	25,925	2,000	2,000	5,000	2,000	21,000	0	0
9,542	160,000	2	2	2	25	-1	-1	-1	0	-1	-1	227	0	354	355	47	605	861	354	1	48	906	0	0
9,543	140,000	1	1	2	32	-1	-1	-2	-1	0	-1	12,319	0	0	61	561	528	0	0	61	500	528	498	0
9,544	240,000	2	3	1	28	0	0	0	0	0	0	230,184	228,640	227,399	200,357	197,198	186,551	9,000	9,000	7,000	7,000	6,512	6,000	1
9,545	230,000	2	1	2	29	-1	-1	-1	-1	-1	-1	495	466	3,432	495	495	495	466	3,461	495	495	495	0	0
9,546	200,000	2	2	2	32	0	0	0	0	0	0	165,074	170,905	186,093	188,139	141,208	144,242	10,000	20,000	6,000	5,300	5,500	4,600	0
9,547	50,000	2	1	1	49	0	0	0	0	0	0	44,767	45,719	45,665	49,287	48,290	50,000	5,001	2,007	5,003	303	3,000	0	0
9,548	360,000	2	1	2	30	-1	-1	0	0	-1	-1	23,725	45,913	80,945	54,064	52,342	33,074	61,137	79,800	42,015	53,710	33,074	119,504	0
9,549	500,000	2	1	1	42	1	-2	-1	-1	-1	-1	0	0	1,680	0	6,745	0	0	1,680	0	6,745	0	756	0
9,550	20,000	1	3	2	22	1	2	0	0	0	0	18,977	18,374	18,458	18,852	19,546	21,165	0	1,680	1,000	1,000	2,100	0	0
9,551	80,000	1	2	2	30	2	2	2	2	2	2	73,113	74,639	75,408	76,618	77,459	75,327	3,300	2,600	3,000	3,000	1,580	5,800	0
9,552	30,000	2	1	1	44	-2	-2	-2	-2	-2	-2	616	0	0	0	0	0	0	0	0	0	0	0	0
9,553	80,000	2	2	1	35	0	0	0	0	0	0	14,376	15,689	16,393	16,724	17,086	17,431	1,435	1,139	470	500	490	544	0
9,554	30,000	2	2	1	52	0	0	2	0	0	0	27,101	30,360	28,002	23,879	4,178	0	4,110	94	1,879	84	0	0	0
9,555	200,000	2	3	1	48	-2	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	0
9,556	240,000	1	4	2	29	0	0	0	0	0	0	219,419	151,914	159,320	148,705	134,563	195,628	7,000	10,082	8,095	7,015	67,006	7,026	0
9,557	280,000	1	2	2	29	0	0	0	2	2	0	255,317	259,137	276,794	281,455	276,403	234,607	9,439	22,000	10,694	0	8,475	9,266	1
9,558	170,000	2	2	2	33	-1	-1	-2	-2	-2	-2	1,547	0	0	0	0	0	0	0	0	0	0	0	0
9,559	100,000	2	3	2	44	0	0	0	0	0	0	89,988	92,388	94,478	59,387	60,953	59,786	3,852	4,135	2,200	2,521	2,162	2,697	0
9,560	70,000	2	2	2	24	0	0	2	0	0	0	65,508	50,382	49,271	50,449	51,636	53,666	4,000	0	2,000	2,000	3,000	2,000	1
9,561	110,000	2	2	3	27	0	0	0	0	0	0	91,538	84,348	78,925	49,341	50,289	44,221	3,354	2,745	2,341	1,959	5,000	3,000	0
9,562	100,000	2	3	2	27	0	0	0	0	0	0	83,587	85,389	86,981	81,522	81,171	79,766	3,151	3,065	2,892	2,936	3,000	3,000	0
9,563	80,000	1	1	2	39	2	2	2	2	0	0	78,246	79,404	80,388	78,128	75,762	73,873	3,000	3,001	0	2,703	3,100	8,302	1
9,564	300,000	2	2	1	33	-1	-1	-1	-1	0	-1	1,496	1,496	1,496	2,490	1,996	1,494	1,500	1,500	2,494	1,006	1,498	2,003	0
9,565	150,000	2	1	1	40	-2	-2	-2	-2	-1	0	52,097	30,188	20,242	5,332	61,826	5,220	2,000	1,000	5,003	61,826	5,000	20,000	0
9,566	150,000	1	2	2	26	0	0	-1	0	0	0	69,358	42,457	92,213	70,406	70,037	14,461	4,213	92,457	5,023	4,311	7,030	3,054	0
9,567	10,000	1	3	1	52	1	2	0	0	0	0	6,969	6,712	7,722	7,875	8,041	8,357	0	1,128	281	292	450	1,415	1
9,568	210,000	2	1	2	35	-2	-2	-2	-2	-2	-2	0	0	0	820	0	0	0	0	820	0	0	0	0
9,569	20,000	1	2	2	25	0	0	0	0	0	0	19,770	19,463	20,998	19,468	36,702	0	1,465	4,000	0	367	0	0	1
9,570	20,000	1	2	1	38	0	0	0	0	2	0	6,715	7,736	8,745	9,394	9,101	9,282	1,287	1,296	945	0	481	829	0
9,571	80,000	2	3	1	48	2	2	2	0	0	0	63,695	33,283	22,442	15,553	5,593	1,350	6,056	652	517	0	27	5,200	0
9,572	270,000	1	2	1	49	-2	-2	-2	-2	-2	-2	-173	-173	-173	-173	-173	-173	0	0	0	0	0	0	0
9,573	200,000	2	1	1	33	-2	-2	-1	0	0	-1	0	225	5,628	5,540	16,378	4,850	225	5,628	23	16,378	4,850	2,255	0
9,574	200,000	1	1	1	34	-1	-1	-1	-1	-1	2	2,727	1,332	2,003	816	4,530	4,245	1,332	2,003	816	4,530	0	0	0
9,575	10,000	1	2	2	34	0	0	0	-1	0	0	9,323	8,708	0	9,601	10,005	9,058	1,000	0	9,601	800	1,000	1,000	0
9,576	360,000	1	1	2	34	-1	-1	0	0	0	0	5,275	24,267	33,473	51,900	30,424	48,646	24,267	10,000	20,000	3,003	20,000	30,000	0
9,577	20,000	1	2	1	40	1	2	0	0	0	0	20,138	19,531	18,867	19,253	20,003	19,470	0	1,146	532	900	781	0	1
9,578	40,000	2	1	1	27	0	0	0	0	0	0	40,856	39,045	39,825	38,847	31,535	32,159	2,023	1,803	1,425	1,293	1,300	1,339	0
9,579	110,000	1	3	1	50	0	0	0	0	0	0	109,192	106,322	67,727	47,313	47,255	47,255	4,300	3,000	2,000	1,700	1,800	1,664	0
9,580	50,000	1	3	1	50	0	0	0	2	0	0	63,889	65,512	68,764	14,353	16,110	17,832	2,800	4,000	0	2,000	2,000	1,000	0
9,581	100,000	2	1	2	28	0	0	0	0	0	0	46,430	47,679	48,783	49,981	44,211	48,568	2,000	2,000	2,000	1,514	5,000	0	0
9,582	50,000	1	2	2	21	0	0	0	0	0	0	21,023	27,270	11,342	8,305	7,288	0	3,000	1,000	0	0	0	0	0
9,583	30,000	2	3	1	23	2	2	0	0	2	2	15,955	15,410	17,149	18,362	18,919	19,161	0	2,000	1,500	1,000	700	0	1
9,584	20,000	1	1	2	23	2	2	2	2	2	2	7,040	7,897	7,622	8,294	8,016	9,382	1,128	0	800	0	1,500	815	1
9,585	100,000	1	2	1	44	2	2	2	2	0	0	30,094	31,111	31,407	30,603	31,411	32,089	1,800	1,100	0	1,300	1,200	1,400	1
9,586	80,000	2	2	1	24	-1	0	0	-1	-1	-2	1,462	2,472	0	492	0	0	1,502	0	492	0	0	0	0
9,587	120,000	1	1	2	29	0	0	0	0	0	0	118,303	98,232	150,952	77,639	79,966	61,248	3,358	3,400	6,000	3,200	4,000	845	1
9,588	30,000	1	2	2	36	-1	-1	2	-1	-1	-1	3,024	3,462	390	240	2,150	780	3,462	0	240	2,300	780	0	0
9,589	80,000	1	5	1	25	-2	-2	-2	-1	0	0	59,366	49,079	0	16,638	18,367	33,081	15,027	0	16,638	2,000	15,081	0	0
9,590	170,000	2	1	2	30	1	-2	-1	-1	-2	-2	0	0	550	0	0	0	0	550	0	0	0	0	1
9,591	20,000	1	1	1	40	0	0	0	0	0	0	30,832	17,896	17,258	18,981	19,496	18,594	3,500	1,500	2,000	800	800	700	0
9,592	50,000	2	3	1	36	0	0	0	0	0	0	46,311	47,579	47,897	28,263	8,548	8,906	2,014	1,332	698	310	500	330	0
9,593	300,000	2	1	1	31	0	0	0	0	0	0	149,893	152,529	152,882	113,347	114,554	116,357	7,000	6,000	4,084	4,056	4,300	6,609	0
9,594	20,000	2	1	2	26	2	2	2	2	2	2	300	300	300	300	300	300	0	0	0	0	0	0	1
9,595	130,000	1	2	2	29	0	0	0	0	0	0	29,252	30,086	30,680	30,797	31,147	31,996	2,000	1,793	1,300	1,223	1,851	1,000	0
9,596	500,000	2	2	1	41	-1	-1	-1	-1	2	2	2,503	613	2,339	4,333	1,285	1,969	1,043	4,401	3,150	0	1,000	498	0
9,597	30,000	1	2	2	41	-1	0	0	0	3	2	9,736	10,453	11,771	13,032	12,538	12,187	1,182	1,500	1,761	0	0	1,100	0
9,598	180,000	2	2	1	41	0	0	0	0	0	0	139,184	141,752	122,164	111,328	113,890	116,823	6,411	6,000	5,000	4,500	5,000	4,200	0
9,599	340,000	1	1	2	33	-1	-1	-1	-1	0	-1	8,427	10,289	9,452	22,630	8,819	9,327	10,300	9,461	22,676	8,007	9,336	32,776	0
9,600	480,000	2	1	2	29	1	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	0

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