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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
8,901	150,000	1	1	2	55	-1	-1	-1	-1	-1	-1	291	291	291	285	2,085	8,669	291	291	285	2,091	8,695	74,646	0
8,902	250,000	2	1	2	40	-1	-1	-1	-1	-1	-1	3,264	2,395	2,986	24,971	500	2,162	2,395	2,991	25,185	500	2,162	0	0
8,903	270,000	1	1	1	47	-1	0	0	-1	-1	-1	5,908	8,003	8,156	5,572	3,697	19,529	2,222	2,040	5,599	3,715	19,626	2,777	0
8,904	260,000	1	1	2	36	0	0	0	0	0	0	97,626	99,675	59,934	61,680	65,403	66,745	5,195	2,961	3,000	5,000	2,700	2,800	0
8,905	110,000	1	2	1	34	0	0	0	0	0	0	102,638	101,681	100,316	100,512	102,215	103,909	4,600	4,000	4,000	3,800	4,000	4,000	0
8,906	50,000	1	2	2	25	2	2	4	3	2	2	42,883	47,887	46,836	45,785	47,003	48,085	6,000	0	0	2,100	2,000	0	0
8,907	200,000	1	2	1	49	-1	0	-1	0	-1	-1	8,143	39,869	38,685	22,125	17,778	24,354	39,100	38,759	102	17,868	25,125	35,031	0
8,908	60,000	2	2	2	25	0	0	0	0	0	0	53,447	51,734	50,293	26,667	26,608	27,665	2,025	5,000	2,000	1,000	1,500	1,000	0
8,909	200,000	1	2	1	46	1	-1	-1	-1	-1	-1	0	760	1,281	1,328	1,114	1,205	760	1,281	1,328	1,114	1,205	1,403	0
8,910	50,000	1	3	1	38	-1	-1	-1	-1	-1	0	9,536	0	1,261	1,261	2,522	1,261	7,014	1,261	1,261	2,522	0	780	0
8,911	70,000	2	1	2	22	3	2	2	0	0	0	71,501	71,769	68,530	29,959	29,315	28,805	1,966	49	1,168	1,032	1,200	1,200	0
8,912	50,000	2	1	2	24	0	0	0	0	0	0	48,482	39,603	23,610	18,079	18,668	17,273	2,000	1,504	1,000	1,000	1,000	1,000	0
8,913	230,000	2	3	2	34	0	-1	0	0	0	0	1,181	1,394	1,413	1,382	1,201	820	1,394	1,200	1,150	1,000	800	2,000	0
8,914	20,000	2	2	1	45	-1	-1	-1	0	-1	-1	10,827	8,264	2,480	390	880	1,560	8,264	2,480	0	880	1,070	40,000	0
8,915	330,000	1	2	2	28	0	0	0	0	0	0	53,260	37,207	40,560	41,978	46,728	40,502	2,000	4,000	2,000	5,039	2,164	2,000	0
8,916	50,000	2	3	2	51	0	0	0	0	0	0	26,660	26,909	27,485	27,477	27,651	27,853	1,763	1,729	1,111	1,137	1,188	997	1
8,917	460,000	1	1	1	42	-1	-1	-1	-1	-1	2	11,924	7,721	1,711	-2	7,126	1,996	7,728	2,229	2	7,128	10	957	0
8,918	30,000	2	2	2	27	0	0	0	0	0	0	26,264	27,536	28,771	27,744	28,302	29,725	2,000	2,005	1,000	1,000	2,250	0	1
8,919	200,000	1	3	2	30	0	0	0	0	0	0	111,053	112,269	76,726	72,487	74,108	67,036	5,020	4,005	2,800	3,300	3,000	2,700	0
8,920	50,000	1	1	2	23	2	3	2	0	0	0	7,557	7,293	8,017	8,687	9,048	9,306	0	1,000	810	500	408	500	1
8,921	50,000	1	2	1	38	0	0	0	0	0	0	25,742	23,300	21,266	19,418	19,315	18,559	1,372	1,286	666	680	816	819	0
8,922	200,000	1	2	1	33	-1	-1	-1	-1	-1	-1	3,353	5,341	5,966	3,348	5,051	7,128	5,341	5,966	3,348	5,061	7,128	4,722	0
8,923	360,000	2	1	2	38	0	0	0	0	0	0	53,035	54,125	55,135	54,645	54,859	55,112	3,492	3,452	1,912	2,000	2,091	1,929	0
8,924	230,000	1	1	2	43	-1	0	0	0	0	0	1,156	10,892	20,039	29,045	74,551	92,182	10,000	10,000	10,000	1,681	103,197	3,267	0
8,925	200,000	2	2	1	34	0	0	0	0	0	0	68,262	53,329	44,222	36,869	31,640	25,334	2,791	2,668	1,820	2,000	882	600	0
8,926	20,000	1	3	1	51	0	0	0	0	2	2	14,341	15,371	16,375	18,905	19,462	18,967	1,266	1,270	2,800	1,000	0	512	1
8,927	200,000	1	2	1	41	0	0	0	0	0	0	193,781	197,132	195,011	196,986	187,687	193,978	10,000	7,010	8,000	7,000	14,500	5,600	0
8,928	30,000	2	1	2	27	-2	-2	-2	-2	-2	-2	1,784	6,801	2,118	4,171	1,714	2,001	6,855	2,118	4,171	1,714	2,001	0	0
8,929	360,000	2	1	1	31	0	0	0	0	0	-1	6,656	6,722	8,605	28,405	-105	3,895	2,000	4,000	20,000	5,000	4,000	889	0
8,930	10,000	1	2	2	29	2	2	2	2	3	2	5,833	8,162	8,480	9,089	8,658	8,372	2,600	600	895	0	0	764	1
8,931	180,000	2	2	1	34	0	0	0	0	0	0	181,076	168,338	169,278	171,274	169,691	173,760	6,013	6,307	6,300	6,300	7,000	14,000	0
8,932	270,000	1	2	2	31	-2	-2	-2	-2	-2	-2	0	1,521	0	0	0	0	1,521	0	0	0	0	200	0
8,933	240,000	2	2	2	42	1	2	2	0	0	0	187,558	187,333	163,332	166,813	170,739	174,532	6,700	0	6,900	6,000	6,000	6,000	1
8,934	280,000	2	2	2	43	0	0	0	0	0	0	31,248	32,081	32,897	33,350	34,047	34,525	1,527	1,541	1,192	1,233	1,239	1,273	0
8,935	330,000	1	2	1	34	-1	-1	-2	-2	-2	-2	901	0	0	0	0	0	0	0	0	0	0	0	0
8,936	200,000	2	3	2	46	-2	-2	-2	-2	-2	-2	13,929	2,837	5,892	2,267	11,679	0	2,837	5,892	2,267	11,679	0	0	0
8,937	100,000	1	3	2	36	2	0	0	0	0	2	38,546	42,298	42,636	44,728	49,192	51,391	4,400	1,028	3,120	6,218	4,016	4,536	0
8,938	170,000	2	1	2	30	2	0	0	0	0	0	27,267	28,523	29,742	30,183	31,041	31,871	2,000	2,000	1,233	1,500	1,500	2,000	1
8,939	210,000	2	1	2	29	0	0	0	0	0	0	3,675	4,460	5,542	15,378	18,106	18,804	1,082	1,164	10,000	3,000	1,000	1,000	0
8,940	100,000	1	2	2	26	0	0	0	0	0	0	32,186	32,949	33,680	34,419	37,782	76,185	2,000	2,000	2,000	4,500	40,000	3,000	0
8,941	200,000	2	3	1	67	0	0	0	0	0	0	188,072	166,668	159,513	150,852	151,996	147,690	17,014	15,019	15,000	15,000	10,000	10,000	0
8,942	230,000	1	2	2	30	0	0	0	0	0	0	101,832	92,396	84,297	49,681	46,224	44,800	5,000	4,000	2,029	2,000	2,500	1,300	0
8,943	90,000	2	3	2	35	0	0	0	0	0	0	101,106	96,216	89,964	29,802	29,174	26,111	4,208	4,022	686	753	740	5,034	0
8,944	170,000	2	2	1	28	0	0	0	0	0	0	105,509	106,445	68,703	66,338	62,135	65,706	4,285	3,000	3,000	3,000	5,000	3,000	0
8,945	100,000	2	2	1	42	2	2	0	0	0	0	101,494	98,994	96,845	97,037	93,480	95,516	13	3,709	4,000	3,500	3,600	3,500	1
8,946	20,000	1	3	2	24	0	0	0	0	-1	-1	17,895	19,598	19,701	3,486	199	0	2,000	1,000	400	199	0	0	0
8,947	50,000	1	3	1	53	0	0	0	0	0	0	6,618	7,641	8,651	8,824	9,008	9,187	1,133	1,143	316	326	328	339	0
8,948	180,000	2	3	2	40	-2	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	1
8,949	60,000	2	2	1	28	0	0	0	0	0	0	29,701	27,243	28,227	28,393	29,149	28,819	1,463	1,447	1,393	1,200	1,000	1,283	1
8,950	80,000	2	2	1	39	0	0	0	0	0	-1	8,755	13,290	11,244	13,444	6,782	226	5,000	5,000	3,000	2,000	226	0	0
8,951	350,000	1	1	1	30	-2	-2	-2	-2	-2	-2	51,672	31,250	29,178	29,180	52,550	43,538	13,113	12,110	15,044	32,244	40,218	112,406	0
8,952	20,000	1	3	1	28	1	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	0
8,953	160,000	2	3	1	30	-1	-1	0	-1	-1	-1	2,215	8,977	3,300	10,770	11,800	10,043	8,977	1,000	10,770	11,800	10,043	5,325	0
8,954	150,000	1	3	2	29	1	3	2	2	2	2	54,803	52,996	51,169	53,979	52,639	58,508	0	0	4,000	0	7,127	0	1
8,955	150,000	1	3	1	44	0	-1	-1	0	0	0	80,015	19,386	39,008	19,483	32,901	8,790	19,418	40,010	19	20,000	0	13,669	0
8,956	50,000	1	2	2	46	0	0	0	0	0	0	45,206	45,836	49,577	18,666	19,058	19,450	2,362	20,103	667	692	709	689	0
8,957	500,000	1	1	1	45	-1	-1	-1	-1	0	-1	6,197	4,934	6,783	11,507	4,883	5,897	4,969	6,802	11,523	14	5,914	7,622	0
8,958	480,000	2	2	1	37	-1	-1	-1	-1	-1	-1	5,269	2,217	9,731	9,272	2,718	1,498	2,217	9,731	9,272	2,718	1,498	1,138	0
8,959	340,000	1	1	2	44	0	0	0	0	0	0	83,059	85,634	73,950	59,324	156,094	110,234	20,000	5,000	2,000	112,000	4,234	4,000	1
8,960	180,000	2	1	1	47	1	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	0
8,961	50,000	2	3	3	45	0	0	0	0	0	0	25,649	22,379	16,670	8,433	8,609	8,783	1,347	1,138	302	312	317	321	0
8,962	360,000	2	1	2	31	0	0	0	0	0	0	114,287	114,746	115,304	114,966	113,208	113,504	5,200	5,000	4,000	5,000	8,000	4,000	0
8,963	350,000	1	3	1	31	0	0	0	0	0	0	232,501	231,747	197,689	207,984	183,208	190,436	20,000	20,023	20,014	20,000	20,000	20,000	0
8,964	180,000	1	2	2	30	-1	-1	-1	-1	-1	-1	10,000	10,000	10,970	12,786	10,300	10,000	10,000	10,970	12,786	10,300	10,000	11,080	0
8,965	50,000	1	1	1	34	0	0	0	0	0	0	45,341	31,383	16,235	17,035	15,601	16,349	2,115	2,000	2,022	1,000	1,000	2,000	0
8,966	70,000	2	2	1	31	-1	0	0	0	2	2	6,895	16,381	18,715	22,630	22,276	13,564	10,000	3,000	4,100	0	1,000	0	1
8,967	40,000	2	3	2	23	2	2	2	0	0	0	34,415	35,170	34,305	34,985	35,719	36,428	1,600	0	1,250	1,296	1,302	1,348	1
8,968	270,000	2	1	1	37	-1	-1	0	0	0	0	1,257	71,665	69,256	67,842	68,235	72,706	73,700	3,168	3,000	4,000	8,000	3,000	0
8,969	70,000	2	2	2	23	0	0	0	0	0	0	4,753	5,843	6,720	8,171	7,127	9,044	1,172	1,049	1,500	500	2,000	3,000	0
8,970	280,000	1	1	2	41	-2	-2	-2	-2	-2	-2	5,819	14,656	8,971	5,747	11,927	40,170	3,683	9,059	5,787	11,985	40,370	8,314	0
8,971	260,000	2	2	1	42	0	0	0	0	0	0	194,654	184,008	174,268	181,592	174,184	153,907	6,540	7,691	12,831	6,015	6,410	9,606	0
8,972	20,000	2	1	2	23	0	0	2	0	0	0	6,988	8,310	10,015	9,195	9,539	9,574	1,444	2,000	329	492	342	354	1
8,973	80,000	2	1	2	26	0	0	0	0	0	0	78,128	71,083	58,715	39,389	12,012	2,900	3,362	1,389	889	900	58	0	1
8,974	20,000	1	3	1	27	1	3	2	0	0	-2	20,386	20,757	19,200	20,000	0	0	1,000	0	1,000	0	0	0	0
8,975	290,000	1	1	2	37	2	0	0	0	0	0	131,279	134,113	136,948	139,674	142,793	162,091	4,700	4,800	4,735	5,100	21,500	6,000	1
8,976	180,000	2	2	2	33	0	0	0	-1	-1	0	10,083	11,211	13,669	316	120,961	123,355	1,600	3,316	316	120,961	5,000	3,100	0
8,977	250,000	2	1	1	43	-1	-1	2	-1	-1	-1	1,041	6,854	3,774	4,508	2,916	4,969	6,854	0	4,508	2,916	4,969	0	0
8,978	230,000	1	1	2	30	0	0	0	0	0	0	149,545	136,888	74,555	45,100	64,387	45,782	60,000	20,000	5,000	30,000	35,000	90,000	0
8,979	240,000	2	2	2	41	0	-1	-1	-1	-1	0	8,435	169	1,913	150	482	5,482	169	1,921	150	482	5,000	5,000	0
8,980	190,000	2	2	1	34	0	0	0	0	0	0	139,569	101,823	100,209	85,218	112,672	76,224	4,500	40,000	25,000	35,000	2,897	20,000	0
8,981	200,000	1	1	2	29	-1	-1	-1	-1	-1	-1	170	3,300	38,526	-93	18,681	12,399	3,318	42,497	0	18,774	12,461	9,526	0
8,982	30,000	1	2	2	43	0	0	0	0	0	-2	28,118	29,266	28,829	15,762	0	0	2,000	1,209	700	0	0	0	0
8,983	180,000	2	3	2	42	0	0	0	0	0	0	102,646	82,849	78,064	73,437	108,072	49,206	5,006	5,000	5,005	42,500	3,000	2,000	0
8,984	210,000	2	1	2	33	-1	-1	-1	0	0	-2	1,888	320	1,403	418	-16	-342	320	1,409	0	0	0	2,108	1
8,985	30,000	2	2	1	34	-1	-1	2	-1	-1	3	5,088	996	888	656	1,957	1,536	996	0	656	1,957	0	0	1
8,986	60,000	2	2	2	44	0	0	0	0	0	0	43,221	41,539	40,356	39,672	39,863	40,319	2,021	1,918	1,390	1,576	1,647	1,516	0
8,987	200,000	1	1	1	29	-1	-1	-1	0	0	-1	295	1,130	12,791	40,341	9,238	1,017	1,130	12,791	28,000	1,000	2,000	74,179	0
8,988	150,000	2	1	2	35	0	0	2	2	0	0	128,102	136,722	137,525	133,431	135,837	143,319	12,644	4,926	0	5,122	10,349	0	1
8,989	130,000	2	1	1	41	-1	-1	2	2	2	0	767	9,637	8,256	14,890	13,742	7,630	9,804	0	7,600	0	5,000	10,000	1
8,990	210,000	2	2	1	34	0	0	0	0	-1	0	149,092	153,941	157,358	3,561	34,600	32,581	7,000	7,600	1,019	36,500	3,000	3,000	0
8,991	140,000	2	2	1	37	-1	0	0	0	0	0	65,863	63,803	61,998	63,517	62,463	62,168	3,000	10,000	6,500	3,900	6,700	2,000	0
8,992	80,000	2	2	1	39	1	2	0	-1	-1	-1	38,986	34,931	33,890	2,065	5,215	3,745	6	1,000	2,065	5,215	3,745	1,390	1
8,993	240,000	2	1	1	36	-1	-1	-1	-1	-1	-1	12,181	6,746	12,104	2,788	4,084	3,288	6,746	12,104	2,788	4,084	3,288	4,788	0
8,994	50,000	1	3	2	44	0	0	0	0	0	0	48,138	49,262	49,878	16,748	17,177	17,691	2,203	2,139	700	700	800	1,000	0
8,995	50,000	1	1	2	30	0	0	2	2	2	0	45,948	50,813	45,393	49,351	45,473	48,595	6,012	10	8,212	1,200	4,008	4,407	0
8,996	160,000	1	2	1	49	-1	-1	-1	-1	-1	-1	435	435	435	435	435	435	435	435	435	435	435	870	0
8,997	260,000	2	1	2	31	-1	-1	-1	-1	-1	-1	597	1,304	5,734	24,898	150	381	1,306	5,734	24,898	3,883	381	2,234	0
8,998	80,000	1	2	2	31	8	7	6	5	4	3	126,786	124,971	121,216	97,622	88,878	80,518	0	0	0	0	0	0	0
8,999	100,000	2	2	1	46	-1	3	2	0	0	-1	5,291	5,045	3,336	1,863	390	930	0	0	0	0	930	0	1
9,000	280,000	2	2	1	35	1	-1	2	-1	-1	0	-3	146	146	1,596	1,672	1,596	149	0	1,600	1,672	1,562	326	0

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