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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
3,601	210,000	2	2	1	49	1	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	0
3,602	360,000	2	2	2	28	1	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	1
3,603	230,000	2	4	1	29	0	0	0	0	0	0	70,069	64,375	65,691	67,150	68,398	69,917	3,000	2,386	2,553	2,483	2,657	3,000	0
3,604	500,000	1	1	2	35	1	-1	-1	-1	-1	-1	-453	1,168	1,215	6,461	2,567	735	2,336	1,215	6,461	2,567	1,470	11,605	0
3,605	150,000	2	2	1	34	-1	0	0	0	0	0	50,523	46,054	46,191	45,564	45,840	47,077	1,763	2,500	2,000	2,000	2,000	2,100	0
3,606	30,000	2	2	2	31	1	2	0	0	2	3	27,254	26,531	27,857	29,685	31,260	30,468	0	1,772	2,600	2,200	0	0	1
3,607	470,000	1	1	1	57	0	0	0	0	0	0	83,852	85,008	83,882	66,207	65,549	60,805	3,477	4,100	2,022	2,100	2,156	1,740	0
3,608	200,000	1	1	1	59	0	0	0	2	2	2	27,119	28,081	30,299	29,516	31,378	31,914	1,700	3,000	0	2,500	1,200	0	0
3,609	470,000	1	1	2	35	0	0	0	0	0	0	211,775	218,246	218,615	221,365	137,387	201,955	9,883	6,000	6,194	30,364	100,018	4,817	0
3,610	310,000	1	1	2	32	0	0	0	0	0	-1	53,340	85,711	69,195	59,169	12,056	10,032	69,220	3,095	5,000	2,000	10,058	23,219	0
3,611	210,000	2	1	2	28	0	0	0	0	0	0	204,191	204,530	185,587	136,410	140,051	142,976	9,000	9,007	5,254	6,000	5,500	5,000	0
3,612	500,000	2	2	1	41	-1	-1	-1	-1	-1	-1	24,433	187,206	10,894	29,161	28,238	33,272	187,206	10,909	29,161	28,238	33,272	175,357	0
3,613	80,000	2	2	2	27	0	0	0	0	2	2	72,991	75,134	76,083	81,183	79,906	75,294	3,320	2,800	6,400	2,870	0	3,150	0
3,614	20,000	1	3	2	38	0	0	0	0	-1	-1	11,805	12,186	9,331	6,927	12,457	8,900	1,400	1,023	0	12,469	598	1	1
3,615	150,000	1	3	2	32	1	-1	0	0	0	0	3,706	40,093	65,063	69,046	60,619	61,096	40,093	30,000	10,000	10,030	5,000	5,000	0
3,616	390,000	1	3	1	39	0	0	0	0	0	0	475,934	308,108	205,228	185,134	181,949	136,559	59,324	6,093	5,411	6,025	5,000	3,617	0
3,617	10,000	1	1	2	29	0	0	0	0	0	0	10,208	8,598	7,100	9,305	9,805	5,720	1,500	1,000	4,000	500	2,500	0	0
3,618	390,000	2	3	1	46	-2	-2	-2	-2	-2	-2	14,315	7,097	6,548	8,976	909	17,682	7,097	6,548	8,976	909	17,682	12,710	0
3,619	210,000	1	3	1	41	-1	-1	2	0	0	-1	390	1,732	1,170	780	390	69,438	1,732	0	0	0	69,438	3,750	1
3,620	350,000	2	1	1	33	-2	-2	-2	-2	-2	-2	16,414	693	693	1,144	-4,618	-8,026	693	0	1,144	4,279	0	0	1
3,621	150,000	2	1	2	35	-1	-1	-1	0	0	-1	3,299	596	978	1,178	1,007	2,075	599	982	1,007	5	2,075	2,669	0
3,622	210,000	2	2	1	36	0	0	0	0	0	0	54,717	55,522	54,929	55,696	54,773	51,616	2,017	1,900	1,900	1,925	1,845	1,886	0
3,623	100,000	1	1	1	55	0	0	0	0	0	0	18,135	31,498	17,158	18,758	17,168	0	2,000	4,000	2,000	3,000	0	0	0
3,624	210,000	1	1	2	36	0	0	0	0	0	0	210,463	109,132	47,182	37,067	24,511	22,634	5,187	2,043	1,552	2,013	3,002	3,003	1
3,625	290,000	2	2	1	48	-1	-1	-1	-1	-1	-1	31,386	31,394	1,369	15,010	3,280	0	31,401	1,369	15,010	3,280	0	3,357	0
3,626	330,000	1	2	1	50	1	-1	-1	-1	-1	-1	-13	2,750	-27	5,344	16,566	995	2,763	0	5,371	16,648	1,000	997	1
3,627	50,000	1	2	2	37	0	0	0	0	0	0	50,701	50,462	50,218	20,141	20,072	19,493	2,202	2,083	697	711	717	674	0
3,628	80,000	1	3	2	27	0	0	0	0	0	0	47,163	86,021	44,400	23,954	24,574	24,772	1,821	3,600	1,000	1,000	1,000	1,000	0
3,629	340,000	1	2	1	35	0	0	0	0	0	0	39,229	40,747	41,930	43,397	44,710	46,143	2,000	2,000	2,000	2,000	2,000	2,000	0
3,630	120,000	1	3	1	38	0	0	0	0	0	0	40,538	41,870	58,882	59,862	51,172	52,533	1,988	18,000	1,857	1,723	2,075	1,500	0
3,631	30,000	2	2	2	22	0	-1	-1	-1	-1	-2	3,158	5,547	3,312	3,145	3,022	3,247	5,572	3,321	3,154	3,031	3,339	2,921	0
3,632	260,000	2	1	2	35	0	0	0	0	0	0	20,556	25,256	50,175	46,516	42,815	39,004	9,581	30,000	1,590	1,472	1,317	1,314	0
3,633	50,000	1	2	1	64	0	0	0	0	0	-1	48,369	44,762	17,403	17,907	19,000	18,055	2,384	5,461	2,872	1,093	19,055	2,239	0
3,634	420,000	2	3	2	25	1	2	0	0	0	0	72,874	71,035	57,503	56,467	53,995	55,304	0	2,000	1,892	1,979	2,226	23,011	1
3,635	130,000	2	2	1	28	0	0	0	-1	-1	-1	71,983	71,514	73,274	3,541	3,333	3,333	4,000	7,000	3,600	3,333	3,333	3,110	0
3,636	270,000	2	2	1	30	0	0	0	0	0	0	62,599	59,368	57,856	49,804	47,310	42,812	5,000	5,000	5,000	5,000	5,240	5,000	0
3,637	50,000	1	3	2	30	0	0	0	0	2	0	6,615	7,640	8,649	9,302	9,008	9,188	1,135	1,144	797	0	329	490	0
3,638	20,000	1	2	1	34	0	0	0	0	0	0	17,179	17,815	9,519	10,469	14,272	15,033	1,300	1,500	1,415	4,000	1,000	1,000	1
3,639	140,000	2	2	1	34	0	0	0	0	0	0	132,541	136,186	139,418	140,962	137,819	137,094	7,000	7,000	5,300	5,300	10,100	5,400	0
3,640	100,000	2	2	1	35	0	0	0	0	0	0	106,229	98,217	42,482	43,326	44,235	45,498	3,000	1,707	1,551	1,607	2,000	2,000	0
3,641	50,000	1	3	2	41	2	2	2	2	3	2	29,368	28,612	31,623	33,393	32,587	31,914	0	3,500	2,589	0	0	1,332	0
3,642	500,000	1	1	2	37	-1	0	0	0	-1	-1	27,181	12,525	7,218	2,183	6,371	5,208	7,254	2,208	11	6,402	5,234	2,899	0
3,643	80,000	1	2	1	35	0	0	0	0	0	0	78,507	80,327	80,125	28,345	28,938	29,665	3,085	2,969	1,007	1,042	1,200	1,501	0
3,644	220,000	2	2	1	34	-1	-1	-1	-1	-1	-1	51,565	15,683	1,381	3,300	2,452	2,728	15,683	1,381	3,300	2,452	2,728	0	1
3,645	30,000	1	2	1	34	2	0	0	0	0	2	27,358	25,652	26,723	27,104	28,616	29,102	1,750	1,800	1,118	2,100	1,100	0	0
3,646	240,000	1	2	2	26	0	0	0	0	0	0	161,766	166,147	169,882	173,246	177,112	187,951	7,000	6,500	6,183	6,640	14,000	0	0
3,647	220,000	1	3	1	41	-2	-2	-2	-2	-2	-2	10,804	34,407	14,510	7,229	12,806	35,433	34,415	14,565	7,229	12,806	35,433	11,405	0
3,648	320,000	1	2	1	32	-1	-1	-1	-1	0	0	6,443	443	-1,327	28,484	47,711	34,755	451	0	29,811	20,000	2,386	462	0
3,649	230,000	2	2	1	36	0	0	-1	2	-1	2	52,689	0	150	150	921	771	0	150	0	921	0	51,362	0
3,650	20,000	1	3	2	44	-1	2	-1	-1	-1	-1	780	390	390	390	390	0	0	390	390	390	0	780	0
3,651	280,000	2	2	1	34	0	0	0	0	0	0	82,691	75,867	76,835	70,722	60,694	62,032	3,500	3,200	2,500	2,400	2,500	2,500	0
3,652	110,000	1	2	1	44	0	0	0	0	0	0	111,188	109,512	108,727	107,381	106,831	108,305	6,010	5,507	4,500	4,502	4,200	4,500	0
3,653	180,000	2	2	1	26	0	0	0	0	0	0	186,248	178,001	145,248	58,142	22,312	7,340	18,000	5,044	6,506	500	500	2,000	0
3,654	100,000	1	3	1	51	0	0	0	0	0	0	93,970	93,752	92,293	92,434	95,478	40,514	3,799	3,269	3,407	5,024	5,056	5,135	0
3,655	80,000	1	2	1	37	0	0	-1	-1	0	0	43,311	16,348	9,360	6,295	14,844	29,065	5,377	9,383	6,295	10,018	21,939	5,002	0
3,656	260,000	2	3	2	30	-1	-1	-1	-1	-1	-1	1,264	6,894	2,917	-70	2,300	2,784	6,894	2,917	0	2,784	5,568	1,714	0
3,657	110,000	2	2	2	25	2	2	2	2	2	0	111,483	114,125	114,087	113,879	112,268	107,423	5,900	3,500	3,400	0	4,000	4,000	0
3,658	150,000	2	2	1	31	0	0	0	0	0	0	104,014	108,229	109,374	111,279	125,353	126,913	5,500	4,005	3,241	15,500	4,000	3,568	0
3,659	180,000	2	2	2	35	-1	-1	-1	-1	-1	0	15,288	4,194	1,300	0	4,689	4,689	4,194	1,300	0	4,689	0	1,582	0
3,660	230,000	2	2	1	28	0	0	0	0	0	0	53,542	79,186	49,984	35,526	24,540	16,038	36,000	1,222	7,510	491	6,600	0	0
3,661	500,000	2	1	2	27	0	0	0	0	0	0	73,798	74,781	75,559	76,426	56,197	42,998	4,794	5,560	2,426	3,521	1,641	913	0
3,662	300,000	1	2	2	30	0	0	-1	0	0	0	1,485	-9	11,970	10,292	10,116	829	0	11,979	206	10	4	11,591	0
3,663	180,000	2	2	2	31	-1	-1	-1	-1	-1	0	326	326	326	326	76,465	79,695	326	326	326	76,465	5,000	5,000	0
3,664	30,000	2	2	2	24	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
3,665	110,000	2	3	2	29	1	2	2	2	2	-1	6,467	6,920	6,242	6,712	871	16,391	1,114	0	1,000	0	16,391	832	0
3,666	100,000	2	2	1	28	0	0	0	0	0	0	36,428	48,850	20,904	13,955	14,573	16,084	6,000	5,000	1,000	4,000	5,000	8,000	0
3,667	390,000	1	1	2	31	0	0	0	0	0	0	381,453	375,926	363,787	291,427	260,026	178,599	15,024	30,002	15,052	10,507	25,001	25,082	0
3,668	180,000	2	6	1	35	0	0	0	0	0	-2	29,197	30,719	31,500	31,939	0	0	2,000	1,400	639	0	0	0	0
3,669	300,000	2	3	1	37	1	2	2	-1	-1	-1	5,975	5,312	1,896	1,523	2,559	2,881	1,905	5	1,527	2,569	2,889	2,074	0
3,670	260,000	2	1	2	36	-1	-1	-1	-1	-1	-1	7,740	1,445	782	790	849	12,319	1,445	782	790	849	12,319	7,575	0
3,671	360,000	2	2	2	29	1	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	0
3,672	80,000	2	2	2	26	0	-1	0	0	0	-1	509	437	3,586	2,248	2,222	4,822	525	3,519	2,201	2,203	8,389	8,048	0
3,673	100,000	2	1	2	26	-1	-1	-2	-2	-2	-2	26,273	-73	-73	-73	-73	-73	0	0	0	0	0	0	1
3,674	20,000	1	3	1	47	2	2	2	2	2	0	14,328	17,196	17,418	17,608	17,187	17,528	3,114	800	770	0	776	549	1
3,675	210,000	2	1	2	33	-1	-1	-1	-1	0	0	27,042	0	188	16,464	13,947	0	0	188	16,476	0	0	0	0
3,676	10,000	2	2	1	25	0	0	0	0	0	2	6,991	8,008	9,018	9,198	9,896	9,703	1,126	1,136	316	833	100	292	0
3,677	150,000	1	1	2	26	-1	-1	-1	-1	0	0	360	360	360	16,133	22,309	22,377	360	360	16,133	7,000	796	819	0
3,678	360,000	1	3	1	37	-1	-1	-1	-1	-1	-1	390	390	390	390	390	390	390	390	390	390	390	780	0
3,679	80,000	2	2	2	42	0	0	0	0	0	-2	16,959	17,910	14,919	15,375	-150	-150	1,235	1,369	825	0	0	0	0
3,680	130,000	2	1	2	29	-1	-1	0	0	0	-1	13,194	9,403	15,383	9,189	8,499	1,738	9,403	10,007	184	170	1,738	5,256	0
3,681	30,000	1	1	2	36	0	0	0	0	0	0	9,934	10,305	1,394	1,594	566	0	1,000	1,000	200	0	0	0	0
3,682	430,000	2	2	1	30	2	0	0	0	0	0	332,721	277,080	219,739	210,142	179,350	130,328	10,896	8,123	7,522	7,003	4,700	5,000	1
3,683	20,000	2	2	2	23	0	0	0	0	-1	2	16,641	17,969	18,635	-1,542	19,909	19,417	1,602	1,268	0	21,451	0	652	0
3,684	50,000	1	2	2	32	0	0	0	0	-2	-2	50,342	44,659	40,893	-45	-45	0	8,025	5,023	0	0	5,250	0	0
3,685	140,000	2	2	1	26	0	0	0	0	0	0	129,996	132,004	127,275	48,724	48,875	49,667	7,000	5,000	2,000	2,000	2,000	2,000	0
3,686	200,000	1	1	2	32	-1	-1	-1	-1	-1	-1	11,494	9,085	5,455	26,975	8,734	10,756	9,139	5,481	27,110	29,889	10,809	2,648	0
3,687	80,000	1	2	1	28	2	2	2	2	2	0	65,499	63,882	67,741	69,355	65,139	60,345	0	5,000	3,200	7	2,309	3,862	0
3,688	50,000	2	2	2	23	0	0	0	0	0	0	12,630	11,999	12,990	12,793	12,686	12,980	1,211	1,202	452	460	504	394	1
3,689	280,000	2	2	2	27	1	2	0	0	0	0	297,192	284,462	283,374	238,039	234,017	145,132	0	11,143	7,300	6,024	6,000	3,500	0
3,690	710,000	1	2	1	51	1	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	0
3,691	180,000	1	1	2	29	1	-1	-1	-1	-1	-1	0	100,000	0	7,632	0	6,071	100,000	0	7,632	0	6,071	0	0
3,692	500,000	1	1	2	39	-2	-2	-2	-2	-2	-2	12,106	12,559	18,993	50,199	22,879	16,070	13,351	18,997	50,933	24,652	18,060	3,306	0
3,693	360,000	1	2	2	33	1	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	1
3,694	50,000	1	1	2	29	-1	0	0	2	0	0	20,258	22,932	22,265	23,896	26,514	28,073	3,000	0	2,000	3,000	2,000	1,500	0
3,695	80,000	1	2	2	27	2	0	0	0	0	0	62,824	63,883	57,722	116,742	72,204	79,105	2,178	2,674	2,200	14,710	8,000	3,005	1
3,696	50,000	2	2	1	44	0	0	2	0	0	0	43,596	46,320	43,976	44,287	38,113	30,778	5,000	0	2,500	1,500	2,000	1,000	0
3,697	50,000	2	2	2	23	0	0	0	0	0	0	13,717	13,822	9,847	5,892	6,413	6,915	2,008	1,106	1,000	1,000	1,000	1,000	0
3,698	150,000	1	1	2	33	-1	2	-1	-1	-1	-1	1,532	1,000	1,430	810	786	447	0	1,430	810	786	447	2,215	0
3,699	360,000	1	2	2	28	1	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	1
3,700	50,000	2	2	1	32	0	0	0	0	0	0	49,547	49,740	50,275	20,089	19,964	19,918	2,100	2,097	1,289	712	713	1,000	0

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