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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
7,601	20,000	2	2	3	46	1	-2	-1	0	0	-1	0	0	390	390	390	150	0	390	0	0	150	390	0
7,602	140,000	2	1	2	26	-1	-1	-1	-1	-1	-1	6,208	2,136	6,573	0	770	0	2,136	6,573	0	770	0	0	0
7,603	10,000	2	3	1	47	0	0	0	0	0	0	2,855	3,871	4,883	5,053	5,275	0	1,069	1,081	251	375	0	0	1
7,604	90,000	2	1	2	30	0	0	2	0	0	0	19,003	21,876	21,231	22,071	23,211	23,773	3,500	0	1,500	1,500	1,100	2,100	0
7,605	200,000	2	2	1	46	-1	-1	-1	0	0	0	722	9,086	9,213	7,360	11,560	21,808	9,086	9,219	147	4,200	11,808	4,067	0
7,606	390,000	2	2	1	39	-1	-1	-1	-1	-1	0	827	827	827	1,036	15,209	15,156	827	827	1,036	15,000	1,000	1,000	0
7,607	90,000	2	2	2	25	0	0	0	0	0	0	78,651	79,972	81,415	81,878	83,206	85,350	3,600	3,805	3,100	3,200	4,100	2,500	1
7,608	130,000	2	1	2	27	1	-1	0	0	-1	-1	0	1,483	2,450	0	1,089	2,249	1,483	1,000	0	1,089	2,249	2,184	0
7,609	120,000	2	2	2	33	1	-1	2	-1	3	2	0	974	194	1,758	1,450	520	974	0	1,954	0	0	950	1
7,610	160,000	2	2	1	35	-1	-1	-2	-2	-1	-1	549	0	0	0	1,893	0	0	0	0	1,893	0	177	0
7,611	70,000	2	2	2	24	2	2	-1	2	2	2	71,339	69,515	59,878	58,318	61,865	63,695	6	62,343	0	4,500	3,000	2,500	0
7,612	80,000	1	3	1	60	0	0	0	0	0	0	68,085	70,604	26,890	27,450	27,634	28,216	10,000	1,500	1,000	1,100	1,041	1,500	0
7,613	250,000	2	2	2	36	0	0	0	0	0	0	62,131	63,238	51,547	48,483	49,553	49,683	2,741	1,741	1,824	1,942	2,100	1,366	0
7,614	240,000	1	2	2	37	0	0	0	0	0	0	171,974	175,049	176,990	169,198	166,131	169,245	8,000	7,000	6,000	5,200	5,400	5,400	0
7,615	50,000	2	2	2	49	0	0	0	0	0	0	12,272	7,980	7,959	8,978	7,357	7,841	2,005	2,000	1,019	3,007	3,008	5,015	0
7,616	30,000	2	3	2	23	0	0	0	0	-1	-1	2,277	3,158	4,080	5,080	150	178	1,078	1,000	1,000	150	178	300	0
7,617	50,000	1	3	1	51	2	0	0	0	0	0	55,028	50,184	50,391	19,867	20,154	18,732	3,000	1,600	1,000	1,000	1,000	1,000	1
7,618	80,000	2	2	2	24	-1	-1	2	0	0	0	2,152	3,832	3,587	3,332	3,400	-300	2,245	0	267	68	0	0	1
7,619	130,000	1	2	1	47	0	0	0	0	0	-2	109,640	109,699	91,200	45,400	0	0	8,436	2,270	0	0	0	0	0
7,620	50,000	1	3	2	23	0	0	0	0	0	0	47,033	43,512	32,287	34,156	14,618	3,648	1,707	1,318	496	1,076	708	20,027	0
7,621	200,000	1	2	1	39	1	-2	-2	-2	-1	2	-390	-390	-390	-391	710	321	0	0	0	1,101	1	13,988	0
7,622	140,000	1	3	1	33	0	0	0	0	0	0	140,795	93,199	64,487	53,220	50,051	45,859	3,609	2,039	3,014	2,514	1,656	1,005	0
7,623	30,000	2	1	2	23	0	0	0	0	0	0	18,397	19,789	21,450	22,391	23,029	23,745	2,000	2,000	1,300	1,000	1,100	2,000	0
7,624	20,000	2	1	2	25	1	2	2	2	2	2	11,729	12,236	17,994	17,412	18,422	18,768	1,000	6,000	0	1,600	800	800	0
7,625	70,000	1	2	2	29	0	0	0	0	2	2	18,312	19,516	20,685	22,142	23,340	22,817	1,500	1,500	1,800	1,700	0	1,300	0
7,626	20,000	2	3	3	48	0	0	0	0	0	0	19,590	19,120	18,932	18,749	18,620	18,668	1,308	1,593	800	700	741	531	0
7,627	410,000	1	1	1	42	0	0	0	0	0	0	27,559	29,866	32,233	34,450	36,954	39,251	3,000	2,800	3,000	3,000	3,000	2,000	0
7,628	250,000	1	1	1	41	-1	-1	-1	-1	-1	-1	390	390	390	1,130	1,683	2,587	390	390	1,130	1,683	2,587	0	1
7,629	140,000	2	2	2	27	2	0	0	0	0	0	136,308	137,077	138,919	138,035	138,857	138,894	5,150	7,750	5,000	5,379	5,200	4,850	1
7,630	90,000	2	1	2	26	0	0	0	0	0	0	17,704	14,478	17,681	15,240	19,364	18,828	5,005	5,145	1,801	5,024	8,007	5,046	0
7,631	340,000	1	1	1	38	-1	-1	-1	-1	-1	-1	325	325	325	580	9,664	29,200	325	325	580	9,664	29,200	5,260	0
7,632	230,000	2	2	1	28	-1	-1	-1	-1	-1	-1	1,190	1,716	0	1,012	0	753	1,716	0	1,012	0	753	7,600	0
7,633	80,000	1	3	2	33	0	0	2	2	2	2	30,013	33,514	34,662	35,784	37,065	36,320	4,000	2,000	2,000	2,000	0	3,600	0
7,634	50,000	2	2	2	42	0	0	0	0	0	0	51,521	46,015	15,057	19,825	4,264	3,690	1,451	13,609	13,327	250	1,000	700	1
7,635	60,000	2	2	1	35	0	0	0	0	0	0	60,505	60,820	54,853	39,112	39,714	38,850	2,300	2,000	1,500	1,500	1,600	1,400	0
7,636	50,000	2	2	2	24	0	0	0	0	2	0	8,587	9,941	10,950	11,519	11,191	11,903	1,500	1,481	1,050	0	903	333	0
7,637	210,000	2	2	2	28	0	0	0	0	0	0	145,643	133,339	137,000	55,855	58,370	59,537	4,741	5,778	1,955	3,370	1,913	1,998	0
7,638	140,000	2	1	2	27	0	0	0	0	0	0	135,249	138,577	141,555	110,852	113,639	95,052	5,500	5,700	4,200	4,700	3,800	4,000	0
7,639	20,000	1	3	2	32	0	0	0	0	2	2	4,338	5,355	6,369	6,891	6,635	7,287	1,092	1,106	628	0	762	0	0
7,640	20,000	1	3	3	48	1	-2	-1	0	0	0	-739	-5,978	16,089	14,457	20,106	10,258	0	42,400	289	201	410	0	1
7,641	230,000	1	1	2	32	-2	-2	-2	-2	-2	-2	2,785	3,943	3,126	3,126	500	500	1,223	1,000	0	0	0	0	0
7,642	210,000	1	2	2	27	0	0	0	0	0	0	30,365	29,858	30,713	27,644	26,236	26,312	1,606	2,000	1,200	1,200	1,000	1,000	0
7,643	20,000	1	2	2	34	0	0	0	0	0	0	36,773	17,288	16,212	17,567	16,089	20,743	3,210	2,000	1,600	871	5,214	300	0
7,644	50,000	2	2	2	24	0	0	0	0	0	2	45,537	46,601	47,276	48,224	48,760	48,382	2,100	1,760	1,707	2,602	1,000	1,640	0
7,645	30,000	1	3	2	49	0	-1	-1	0	-1	-1	15,966	240	17,433	16,865	29,220	11,400	262	20,416	852	29,220	728	0	0
7,646	50,000	2	2	2	36	0	0	0	0	0	0	37,329	32,540	26,601	27,358	28,017	28,593	1,500	1,500	1,200	1,100	1,042	1,009	1
7,647	150,000	2	1	1	30	1	2	-1	0	-1	2	44,820	14,657	20,950	3,601	696	696	0	20,962	1	696	0	50,348	0
7,648	160,000	1	2	1	57	-1	2	2	-1	-1	-1	2,008	280	-110	187	197	307	0	0	687	400	500	700	0
7,649	90,000	2	3	1	42	0	0	0	0	0	0	14,376	15,374	11,195	8,948	9,143	6,003	1,278	1,086	581	273	227	162	0
7,650	150,000	1	2	1	39	-1	-1	-1	-1	-1	-1	10,086	32,353	13,181	2,010	7,790	0	32,400	13,181	2,020	7,790	0	0	0
7,651	200,000	1	3	2	36	-2	-2	-2	-2	-2	-2	45,810	0	0	0	0	0	0	0	0	0	0	40,714	1
7,652	170,000	1	1	1	40	0	0	0	0	0	0	171,841	171,014	168,142	169,821	173,014	163,570	7,540	7,540	6,301	6,517	6,035	6,435	0
7,653	100,000	2	2	1	38	0	0	0	0	0	2	84,883	86,616	88,207	89,428	95,895	93,092	4,000	4,500	3,500	8,000	4,000	0	0
7,654	20,000	1	3	1	39	0	0	0	0	0	0	16,946	14,960	12,772	12,630	12,524	11,179	1,529	1,161	409	444	405	163	0
7,655	30,000	1	1	2	24	0	0	0	0	0	0	27,576	27,089	27,986	28,580	28,649	29,147	1,500	1,500	1,050	1,100	1,000	2,000	0
7,656	200,000	1	1	2	32	0	0	0	-2	-2	-2	42,325	32,061	0	0	0	0	2,000	0	0	0	0	0	0
7,657	180,000	1	2	1	46	-1	-1	-1	-1	-1	-1	390	390	390	0	390	930	390	390	0	390	930	135	0
7,658	160,000	2	2	1	44	1	-1	0	0	0	-2	0	5,621	6,468	6,600	0	0	5,621	1,000	132	0	0	0	0
7,659	80,000	2	2	2	31	1	2	0	0	2	2	54,207	52,775	53,906	60,099	61,402	60,272	0	2,000	7,100	2,400	0	4,600	0
7,660	70,000	2	1	1	36	2	0	0	0	0	0	81,719	85,389	86,287	65,287	35,345	9,360	5,000	3,000	2,000	3,000	5,000	0	0
7,661	80,000	1	3	2	44	2	0	0	0	-2	-2	78,950	79,788	70,319	0	0	0	2,815	1,858	0	0	0	0	1
7,662	50,000	1	2	2	45	0	0	0	0	0	0	48,406	49,880	47,206	19,189	19,008	19,687	2,286	1,302	678	695	1,000	687	1
7,663	140,000	2	2	1	58	2	2	2	2	2	2	70,428	71,902	72,924	72,335	75,508	77,116	3,200	2,800	1,200	4,500	3,000	0	1
7,664	90,000	2	2	1	50	0	0	-1	-1	-1	-1	76,025	55,440	11,227	4,000	5,000	10,327	10,374	16,926	4,000	6,000	10,327	0	0
7,665	120,000	2	1	2	27	-1	-1	-2	-2	-2	-2	19,333	0	0	0	0	0	0	0	0	0	0	0	0
7,666	80,000	2	2	2	33	-2	-2	-1	-1	0	0	47,867	31,925	731	55,541	56,703	57,833	1,925	731	56,000	2,055	2,070	4,447	0
7,667	20,000	1	2	2	43	4	3	2	0	0	0	34,213	30,100	25,871	21,970	18,669	19,669	0	0	0	0	1,000	53,301	1
7,668	20,000	1	1	2	28	1	2	-1	0	0	0	10,631	1,512	20,400	20,000	20,000	0	0	20,400	0	0	0	0	0
7,669	440,000	2	2	2	34	-2	-2	-2	-2	-2	-2	0	200	751	2,674	317	565	200	751	2,700	320	570	0	0
7,670	310,000	2	2	1	28	0	0	0	0	0	0	106,540	110,211	208,505	150,380	38,551	42,901	5,000	100,000	7,000	10,000	5,000	5,000	0
7,671	80,000	2	2	2	25	-2	-2	-2	-2	-2	-1	0	0	0	0	0	442	0	0	0	0	442	1,102	0
7,672	200,000	1	1	2	28	-2	-1	2	0	0	2	95,065	112,893	110,059	34,125	36,031	31,885	20,000	0	34,000	2,500	0	50,000	0
7,673	300,000	2	2	1	34	1	2	0	0	0	-1	6,451	4,828	6,858	8,048	1,701	2,920	0	4,004	2,000	0	2,920	2,282	1
7,674	140,000	2	2	1	35	0	0	0	0	0	-1	10,215	14,293	13,035	5,753	2,296	1,398	4,293	1,004	115	46	1,398	6,837	0
7,675	230,000	2	2	1	43	-1	-1	-1	-1	-1	-1	3,451	5,560	1,180	8,563	5,180	2,524	5,587	1,186	8,605	5,201	2,532	4,759	0
7,676	130,000	2	3	1	38	0	0	0	0	0	0	100,443	95,794	92,765	48,481	47,779	42,362	3,516	4,112	2,007	2,516	1,119	1,016	1
7,677	40,000	2	5	1	48	0	0	0	0	0	0	37,896	40,262	40,370	39,970	39,970	0	3,292	1,400	0	0	0	0	0
7,678	20,000	2	3	1	23	0	0	0	0	2	2	20,030	18,808	17,080	18,293	18,752	19,195	1,600	1,300	1,500	900	900	787	0
7,679	90,000	2	2	2	26	0	0	0	0	0	0	43,310	40,275	37,800	37,323	34,396	34,938	2,500	3,000	3,000	2,000	3,000	3,000	0
7,680	50,000	2	3	2	41	2	2	2	2	2	2	24,064	24,981	25,473	25,857	26,298	25,725	1,600	1,200	1,100	1,000	0	1,948	1
7,681	220,000	1	2	1	49	0	0	0	0	0	0	153,880	143,020	117,567	153,069	153,045	144,529	6,300	4,500	37,486	6,000	5,200	5,002	0
7,682	60,000	2	2	3	64	2	0	0	0	0	0	24,541	25,838	27,022	28,357	28,992	24,505	2,000	2,000	2,000	1,000	1,000	2,000	1
7,683	240,000	1	3	1	48	0	0	0	0	0	0	111,990	125,109	129,014	131,864	134,744	138,504	15,000	6,000	5,000	5,000	6,000	6,000	0
7,684	400,000	2	2	2	40	1	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	0
7,685	120,000	1	1	2	30	-1	-1	-1	-2	-1	2	179	1,403	0	0	473	323	1,403	0	0	473	0	9,438	0
7,686	280,000	2	1	1	37	1	-2	-2	-1	-1	-1	0	0	0	539	94	3,582	0	0	539	0	3,582	392	0
7,687	390,000	2	2	2	28	-1	-1	-1	-1	-1	-1	1,421	1,286	2,123	2,219	1,205	3,343	1,294	2,133	2,230	1,209	3,365	2,151	0
7,688	340,000	2	1	1	46	-1	-1	-1	-1	-1	-1	9,435	40,670	14,007	11,922	84,739	11,132	40,670	24,330	11,943	84,739	11,132	46,039	0
7,689	10,000	1	2	2	47	-1	-1	-1	-1	-1	0	219	9,110	9,797	-10,433	9,767	9,067	10,400	1,000	0	20,200	200	0	1
7,690	110,000	1	2	1	35	0	0	0	0	0	0	48,131	73,221	74,341	50,184	51,412	49,448	32,123	3,000	1,800	2,041	2,069	3,000	1
7,691	100,000	1	2	2	31	0	0	0	-2	-2	-2	95,972	97,650	-5,000	-5,000	-5,000	-5,000	5,000	0	0	0	0	0	0
7,692	130,000	2	2	1	25	0	0	0	0	0	0	119,703	122,967	125,101	54,560	52,681	44,529	5,200	5,301	3,000	2,000	5,000	13,801	0
7,693	230,000	1	2	1	45	2	2	2	2	0	0	221,691	226,696	223,872	98,219	100,276	102,263	10,000	3,600	0	3,628	3,643	3,929	0
7,694	290,000	2	2	1	39	0	0	0	0	2	2	296,002	284,025	278,422	283,034	284,430	294,131	12,000	11,600	12,628	8,000	16,600	4,000	1
7,695	50,000	1	1	2	29	0	0	0	0	0	0	16,645	18,368	20,053	20,721	21,234	22,881	2,000	2,000	1,000	1,000	2,000	0	0
7,696	120,000	2	1	2	27	-2	-2	-2	-2	-2	-2	13,394	17,356	6,826	36,830	6,280	150	17,456	6,826	36,837	6,280	150	504	0
7,697	240,000	2	1	1	36	-1	-1	-1	0	-1	-1	7,058	4,786	6,853	5,673	7,588	2,737	4,789	6,853	113	7,588	2,737	0	1
7,698	360,000	2	1	2	32	0	0	0	0	0	0	166,848	149,903	138,091	138,123	140,324	108,772	7,294	6,135	4,504	4,669	4,060	3,475	0
7,699	110,000	2	3	2	31	0	0	0	0	0	0	77,595	78,322	66,068	61,486	60,695	58,147	3,700	2,212	2,100	2,200	2,200	1,910	0
7,700	60,000	2	3	2	23	0	0	0	0	-1	0	23,268	16,603	8,651	500	29,468	30,201	1,215	1,001	502	29,468	1,201	1,000	0

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