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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
6,501	10,000	1	3	1	47	0	0	2	0	0	2	6,817	9,119	8,826	8,849	9,567	9,265	2,588	0	318	862	0	502	1
6,502	180,000	2	5	1	54	0	0	0	0	0	0	88,545	90,403	92,245	94,082	96,050	97,963	3,279	3,343	3,366	3,483	3,507	3,628	0
6,503	170,000	2	3	2	29	-1	-1	-1	-2	-2	-2	14,460	738	0	0	0	0	738	0	0	0	0	0	0
6,504	50,000	1	2	1	36	1	-2	-2	-2	-2	-1	0	0	0	0	0	2,949	0	0	0	0	2,322	0	0
6,505	200,000	1	2	2	32	-1	-1	-1	-1	-1	-1	9,249	9,362	11,109	9,471	11,132	9,633	9,363	11,119	9,473	11,140	9,636	23,635	0
6,506	170,000	2	2	1	42	-1	-1	-1	-1	-1	-1	1,085	326	326	326	326	326	326	326	326	326	326	326	1
6,507	50,000	1	2	2	52	1	2	0	0	0	2	5,893	5,653	6,747	7,859	7,464	7,199	0	1,200	1,200	1,200	0	1,200	0
6,508	230,000	2	2	2	24	-1	-1	-2	-1	0	-1	2,360	0	0	4,135	814	2,294	0	0	4,135	0	2,294	7,368	0
6,509	500,000	2	2	2	36	0	0	0	0	-2	-1	21,368	21,094	12,675	5,803	5,841	2,227	4,066	5,004	28	2,033	3,130	94,593	0
6,510	50,000	1	2	2	25	2	2	3	3	3	3	1,050	1,050	1,050	1,050	1,050	1,050	0	0	0	0	0	0	1
6,511	80,000	1	1	2	38	0	0	0	0	0	0	32,562	23,346	18,361	10,434	7,387	3,300	1,482	1,011	8	111	3,509	0	0
6,512	200,000	2	2	1	61	-1	-1	-1	-1	-1	-1	780	0	780	387	-3	4,540	0	780	387	0	4,543	1,386	0
6,513	360,000	1	3	2	34	1	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	1
6,514	140,000	2	1	1	41	-1	2	-1	-1	0	-1	780	390	390	780	390	390	0	390	780	0	390	390	0
6,515	290,000	2	2	1	48	1	2	0	0	0	0	292,907	285,272	288,543	209,443	132,211	133,946	0	14,000	9,000	5,000	5,000	5,000	1
6,516	50,000	1	2	1	41	0	0	0	0	0	0	48,027	48,725	29,600	20,150	19,232	17,143	3,000	1,600	2,004	2,000	1,000	4,000	1
6,517	10,000	2	2	3	38	0	0	0	-1	0	0	3,213	2,797	0	1,660	660	660	1,000	0	1,660	0	0	0	0
6,518	80,000	1	2	2	27	2	-1	-1	0	0	0	1,195	553	1,074	35,783	35,488	36,020	700	1,074	35,000	1,300	1,400	1,300	0
6,519	20,000	1	3	2	22	0	0	0	0	0	0	18,535	18,541	18,270	16,992	19,025	35,744	5,109	1,600	2,400	3,800	739	2,000	1
6,520	150,000	1	1	2	37	-2	-2	-2	-2	-2	-2	120	0	0	0	0	0	0	0	0	0	0	0	0
6,521	230,000	2	1	2	37	0	0	2	0	0	-2	9,092	12,509	12,784	12,584	0	0	3,500	700	0	0	0	0	1
6,522	60,000	2	3	2	24	0	0	0	0	0	0	60,491	61,319	56,550	43,279	28,289	28,013	2,560	1,593	1,348	1,012	1,016	1,007	1
6,523	360,000	2	1	2	26	-1	-1	-1	-1	0	-1	724	125	416	190	190	66	125	418	190	0	66	151	0
6,524	100,000	1	2	1	36	0	0	0	0	0	0	46,202	47,239	48,258	49,218	99,677	51,738	1,784	1,803	1,763	1,843	4,654	2,297	0
6,525	30,000	1	2	1	33	0	0	0	0	0	0	23,467	24,195	25,286	25,807	26,350	27,409	1,409	1,500	942	959	1,500	946	0
6,526	330,000	2	2	1	30	0	0	0	0	0	-1	155,285	156,122	11,733	9,620	0	4,520	10,000	10,000	2,000	0	4,520	2,500	0
6,527	20,000	2	1	2	24	-1	2	-1	0	0	-1	632	316	948	632	316	1,096	0	948	0	0	1,096	0	0
6,528	80,000	2	2	1	49	1	2	2	2	2	2	42,053	40,185	42,887	31,745	32,211	25,836	0	3,500	0	4,500	0	1,500	0
6,529	90,000	2	5	2	23	0	0	0	0	0	0	40,145	41,194	42,197	42,726	43,802	42,761	2,000	2,000	1,502	1,737	1,500	5,050	1
6,530	20,000	2	2	2	23	0	0	0	0	0	0	16,740	17,451	18,141	18,239	18,302	18,337	1,600	1,600	1,000	663	654	651	0
6,531	230,000	1	3	1	61	1	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	1
6,532	160,000	1	2	2	28	-1	2	-1	-1	-2	-1	3,498	3,260	678	0	0	678	0	678	0	0	678	0	0
6,533	200,000	2	2	1	36	-1	-1	-1	-1	-1	-1	2,500	0	5,448	632	0	646	0	5,448	632	0	646	0	0
6,534	20,000	1	2	2	27	0	-1	0	-1	-1	-2	1,955	2,530	1,845	3,169	240	930	2,535	1,205	3,274	630	1,080	0	0
6,535	170,000	1	1	1	35	0	0	0	0	0	0	51,207	38,528	34,688	30,542	61,032	23,711	5,000	2,000	3,000	1,000	6,000	8,753	0
6,536	180,000	2	2	1	26	0	0	0	0	0	0	3,679	4,711	3,996	6,007	3,260	0	1,105	1,000	2,011	503	0	0	0
6,537	50,000	2	2	1	29	0	0	0	0	0	0	98,492	50,095	49,057	17,426	17,789	18,003	2,477	2,409	769	792	659	631	0
6,538	360,000	2	1	1	40	-1	-1	-1	-1	0	-1	16,540	1,160	10,600	51,571	28,310	14,482	1,160	10,646	51,571	0	14,482	12,874	0
6,539	230,000	2	2	2	28	-1	-1	-1	-2	-1	-1	875	375	-250	-125	609	362	1,000	0	0	4,000	3,000	9,000	0
6,540	80,000	2	1	2	28	0	0	2	2	2	2	75,709	80,033	78,145	80,584	81,693	78,470	6,800	0	6,000	3,000	0	5,100	1
6,541	60,000	1	1	2	31	2	2	2	2	2	2	61,432	57,751	59,200	57,558	52,992	61,325	0	4,770	2,250	0	50,000	0	1
6,542	150,000	2	3	1	52	-1	-1	-1	-1	-1	-1	420	0	1,672	453	2,129	1,414	0	1,672	453	2,129	1,414	1,961	0
6,543	120,000	2	3	1	52	0	0	0	0	0	0	117,029	118,439	118,437	116,456	116,957	119,366	5,800	4,500	4,120	4,388	4,500	4,350	0
6,544	430,000	2	1	1	43	-1	-1	-1	-1	-1	-1	20,849	3,662	7,719	4,437	2,912	6,368	3,814	7,759	4,451	2,915	6,383	9,025	0
6,545	360,000	1	3	1	32	0	0	0	0	0	0	89,120	191,329	92,915	52,341	51,739	55,079	105,484	4,500	2,000	2,100	4,400	2,934	0
6,546	200,000	2	2	1	60	-1	-1	-1	-1	-1	-1	396	396	461	396	546	396	396	461	396	546	396	396	0
6,547	50,000	1	2	2	26	0	0	0	0	0	2	40,959	41,996	43,296	44,187	49,132	48,191	2,000	2,000	1,608	5,684	0	2,000	0
6,548	150,000	2	2	1	36	0	0	0	0	-1	-1	70,001	45,813	44,309	27,428	2,013	4,724	2,500	1,200	2,618	2,013	4,724	0	0
6,549	20,000	2	1	2	46	0	0	0	0	0	0	12,146	7,698	6,005	6,411	3,125	3,164	1,273	1,039	1,000	123	101	48	0
6,550	20,000	1	1	2	23	0	0	0	0	0	0	5,565	6,841	7,853	8,565	9,565	12,065	1,276	1,288	1,000	1,000	2,500	1,000	0
6,551	50,000	1	2	2	24	1	3	2	0	-1	-1	52,935	50,946	22,740	2,314	1,823	18,839	0	0	0	1,823	18,839	641	1
6,552	260,000	2	2	2	27	0	0	0	0	0	-1	19,713	22,378	24,836	32,816	42,816	8,938	3,000	3,000	10,000	10,000	8,938	2,000	1
6,553	230,000	2	3	2	30	0	0	0	0	0	0	1,873	2,778	4,734	6,642	8,520	9,869	1,500	2,000	2,000	2,000	1,500	2,000	1
6,554	170,000	1	3	1	43	-1	-1	-1	-1	-2	-2	19,247	1,230	2,910	0	0	0	1,230	2,910	0	0	0	0	0
6,555	180,000	1	1	2	28	-2	-2	-2	-2	-2	-1	-124	0	0	0	225	35,173	1,004	0	0	225	24,815	10,250	0
6,556	30,000	1	1	2	38	1	2	0	0	0	2	24,172	23,497	24,817	25,602	26,535	26,947	0	1,715	1,500	1,500	1,000	4,670	0
6,557	20,000	1	2	2	22	3	2	2	3	2	2	16,014	15,474	19,739	19,194	38,414	19,200	0	4,900	0	800	800	500	1
6,558	260,000	1	3	1	50	2	0	-1	0	-1	-1	655	1,182	1,076	696	1,012	530	1,076	1,076	0	1,012	530	696	1
6,559	180,000	2	3	2	30	-1	-1	-1	-1	-1	-2	1,730	6,792	0	3,180	2,682	0	6,792	0	3,180	2,682	0	5,593	0
6,560	230,000	2	2	1	32	0	0	0	0	0	0	57,259	46,226	36,089	34,158	22,872	22,592	2,500	3,000	3,000	1,500	1,500	2,000	1
6,561	120,000	2	2	3	43	0	0	0	0	0	0	46,889	47,496	48,307	49,272	49,016	43,127	1,856	1,667	1,632	1,664	1,880	1,059	0
6,562	280,000	1	1	1	63	-2	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	0
6,563	270,000	2	2	2	29	0	0	0	0	0	0	150,185	141,926	135,741	126,197	118,340	110,557	4,988	7,000	5,000	5,000	5,000	5,000	0
6,564	70,000	1	1	1	39	0	0	0	0	0	0	67,474	68,750	59,186	48,178	46,197	48,444	3,100	7,172	10,000	1,662	3,000	1,350	0
6,565	60,000	1	2	2	31	0	0	0	0	0	2	53,234	54,361	55,395	56,416	58,792	56,130	2,580	2,557	2,500	4,500	0	2,000	0
6,566	180,000	1	2	2	28	0	0	0	0	0	0	78,128	81,976	83,338	90,031	93,692	96,100	5,000	4,000	8,000	5,000	4,000	5,500	0
6,567	160,000	2	2	1	32	0	0	0	0	0	2	30,414	24,158	10,091	5,905	6,210	4,302	1,200	1,036	309	500	0	1,000	1
6,568	50,000	2	1	2	25	0	0	-1	-1	-2	-2	14,500	0	790	3,696	6,696	5,724	0	790	3,696	3,000	5,724	2,271	0
6,569	60,000	2	2	2	48	-2	-2	-2	-1	0	0	53,044	51,158	29,452	1,696	38,585	38,884	1,607	1,675	1,696	38,000	1,500	1,400	0
6,570	50,000	1	2	2	48	3	2	0	0	0	0	12,961	12,029	11,738	11,011	9,888	10,076	507	1,158	373	365	359	1,111	1
6,571	80,000	2	2	1	56	1	-1	-1	-1	-1	-1	-2	697	-3	1,186	-4	1,633	699	0	1,579	0	1,637	4,844	0
6,572	30,000	2	2	1	22	0	0	0	0	0	0	28,622	28,219	27,764	27,973	28,576	12,135	1,700	1,500	700	700	500	1,000	0
6,573	90,000	2	1	2	26	0	0	0	0	0	0	32,154	33,521	34,443	31,223	31,723	32,505	1,888	1,810	1,300	1,152	1,310	1,197	0
6,574	130,000	2	2	1	33	0	-1	0	0	-1	-1	9,768	8,480	2,420	0	682	0	8,486	1,001	0	682	0	0	0
6,575	200,000	1	1	1	38	-2	-2	-2	-2	-2	-2	2,780	2,645	-10	4,115	1,315	0	2,658	0	4,125	1,315	0	0	0
6,576	20,000	2	2	2	23	0	0	0	0	2	2	11,564	13,063	14,337	15,596	15,204	17,149	2,000	1,500	1,500	0	2,200	0	1
6,577	300,000	1	3	1	31	-1	-1	-1	-1	-1	-1	1,877	2,466	0	462	0	3,069	2,500	0	462	0	3,069	280	0
6,578	160,000	2	1	1	41	0	0	0	0	0	0	120,528	100,050	102,324	104,697	103,202	94,360	7,000	4,000	4,000	4,115	4,000	3,690	0
6,579	500,000	2	1	1	41	-1	-1	-2	-2	-1	-1	680	0	0	0	74,731	0	0	0	0	74,731	0	0	0
6,580	50,000	2	2	2	25	2	2	2	0	0	0	50,863	50,887	19,345	19,152	18,953	19,388	1,600	0	1,000	1,000	900	900	1
6,581	20,000	1	1	2	25	0	0	0	0	0	0	20,052	5,328	18,428	19,709	19,833	19,376	1,500	15,000	2,000	1,000	900	1,000	0
6,582	240,000	1	3	1	40	2	3	3	2	2	2	213,732	217,347	217,329	211,132	219,202	223,434	8,500	5,000	0	16,000	8,000	0	1
6,583	200,000	1	2	2	29	2	2	2	2	2	2	172,325	174,082	177,684	180,259	183,704	186,507	6,000	8,000	7,000	6,500	6,000	5,600	1
6,584	200,000	2	2	2	27	-1	-1	2	0	0	-1	184	2,250	823	823	-658	1,266	2,250	0	0	0	1,924	0	1
6,585	260,000	2	1	2	36	-1	-1	-1	-1	-1	-1	10,425	12,722	4,948	13,100	10,854	7,537	2,297	7,256	13,100	10,854	7,537	3,710	0
6,586	100,000	1	2	2	26	2	2	2	2	-2	-2	89,296	101,755	90,684	23,000	25,000	0	14,002	560	0	2,000	0	53,528	0
6,587	360,000	1	3	1	42	-1	-1	-1	0	-1	-1	25,988	1,815	22,648	19,433	16,708	24,047	1,815	22,674	95	16,790	24,283	17,387	0
6,588	280,000	2	6	3	38	0	0	0	-1	-1	-1	286,469	293,875	296,257	232	-94	143,864	8,024	8,034	232	94	145,935	5,000	0
6,589	360,000	1	1	1	47	0	-1	0	0	0	-1	10,221	8,337	9,696	14,332	21,446	9,476	8,536	5,000	8,500	10,000	9,476	7,000	0
6,590	420,000	2	1	1	34	-1	0	0	-1	0	-1	440	1,479	2,940	3,160	4,160	883	1,039	1,500	3,160	1,000	883	28,000	0
6,591	400,000	2	2	1	42	-2	-2	-1	0	0	0	0	641	1,290	1,319	694	697	641	1,290	29	0	3	703	0
6,592	50,000	2	2	1	41	2	0	0	0	-1	0	33,343	31,392	27,315	-60	28,890	29,168	1,502	1,000	0	30,070	1,180	1,000	0
6,593	500,000	1	1	1	45	-2	-2	-2	-2	-2	-2	186,610	130,751	43,890	38,759	46,834	28,408	261,524	43,919	38,787	46,834	28,408	63,001	0
6,594	50,000	1	2	2	56	0	0	0	0	0	0	48,025	49,128	49,348	44,932	19,559	18,859	1,884	1,997	1,943	693	683	680	0
6,595	80,000	2	1	2	24	-1	2	-1	-1	-1	-1	1,275	887	890	382	2,786	2,557	2	893	382	2,794	2,561	77,004	0
6,596	80,000	2	2	2	23	2	3	2	2	0	0	84,176	81,516	80,146	61,392	60,325	60,469	0	2,000	0	3,091	2,400	2,000	0
6,597	20,000	2	2	2	50	0	0	0	0	0	0	13,922	15,433	15,683	16,050	17,401	17,573	3,000	3,000	1,000	2,000	1,000	1,000	0
6,598	460,000	2	1	2	27	0	0	0	0	0	0	81,252	74,766	79,012	74,349	77,504	90,032	5,020	10,027	3,001	5,004	15,000	5,039	0
6,599	240,000	1	1	2	33	0	0	0	0	-2	-2	47,742	27,044	24,007	0	0	0	1,898	1,006	0	0	0	0	0
6,600	120,000	1	2	2	30	0	0	0	0	0	0	53,456	53,862	39,505	45,373	46,641	47,569	2,058	1,672	10,000	2,000	1,704	1,920	0

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