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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
26,601	30,000	1	2	2	23	0	0	-2	-2	-2	-2	41,300	0	0	0	0	0	0	0	0	0	0	0	0
26,602	50,000	1	2	2	24	0	0	0	0	0	0	5,599	6,696	7,783	8,843	9,209	10,070	1,200	1,200	1,200	500	1,000	500	0
26,603	30,000	1	2	2	23	1	2	0	0	0	-1	29,772	28,707	29,235	14,040	500	22,292	0	1,600	1,000	0	22,292	1,000	0
26,604	20,000	1	1	2	23	0	0	0	0	0	0	19,247	18,055	2,059	2,576	1,834	1,092	2,500	1,100	1,500	200	200	942	0
26,605	80,000	1	1	2	23	-1	-1	-1	-1	-1	0	9,183	9,606	3,158	2,941	2,313	1,367	9,643	3,167	2,953	3,753	4	7,949	0
26,606	20,000	1	2	2	23	3	2	2	7	7	6	2,400	2,400	2,400	2,400	2,400	1,800	0	0	0	0	0	0	1
26,607	50,000	1	2	2	23	0	0	0	0	0	0	40,698	42,018	43,344	16,951	16,989	17,230	2,000	2,230	1,600	600	500	19,742	0
26,608	90,000	1	1	2	23	0	0	0	0	0	-1	90,888	85,293	69,482	60,244	22,640	3,270	6,000	4,008	30,055	15,050	3,270	16,488	0
26,609	50,000	1	2	2	24	-1	-1	-1	-1	-1	-1	999	593	-7	2,636	-39	13,000	594	0	2,643	0	13,039	128	0
26,610	20,000	1	2	2	23	0	0	2	2	4	3	10,208	14,972	17,432	19,548	18,948	18,358	4,972	3,000	2,700	0	0	1,000	1
26,611	30,000	1	2	2	24	-2	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	0
26,612	50,000	1	2	2	23	1	2	0	0	-1	0	52,319	51,185	51,334	49,312	8,027	8,603	0	3,200	3,110	32,356	700	1,700	0
26,613	20,000	1	2	2	23	0	0	0	0	0	0	19,178	18,852	16,648	19,395	20,271	20,445	2,000	1,500	4,000	2,000	2,000	2,900	0
26,614	20,000	1	2	2	22	1	2	0	0	0	0	19,512	17,692	19,136	20,080	17,366	17,128	0	1,736	1,618	902	1,000	869	0
26,615	20,000	1	2	2	23	3	2	2	-1	2	2	18,781	13,255	0	20,358	18,044	20,325	0	0	20,358	0	2,577	0	0
26,616	50,000	1	3	2	22	2	0	0	-1	0	0	47,021	48,423	44,450	956	976	1,976	2,543	2,150	956	20	1,000	1,000	1
26,617	20,000	1	2	2	22	0	0	0	2	0	0	19,555	17,152	19,637	18,671	20,116	17,617	2,000	3,100	1,000	2,000	1,000	1,100	0
26,618	20,000	1	2	2	23	0	0	0	2	0	0	14,784	15,483	18,109	17,521	18,026	19,082	1,253	2,879	0	796	1,500	0	0
26,619	50,000	1	2	2	23	0	0	0	0	0	0	48,241	49,445	51,060	50,033	9,298	7,877	2,000	2,412	5,178	5,500	500	500	1
26,620	10,000	1	2	2	23	2	0	0	2	2	2	5,232	6,410	8,717	8,431	9,079	9,110	1,273	2,580	0	942	321	0	1
26,621	10,000	1	2	2	23	-2	-1	-1	-1	0	0	998	780	390	3,622	3,695	3,126	780	390	3,622	108	246	98	1
26,622	20,000	1	1	2	22	0	0	0	0	0	0	16,620	17,446	18,534	19,145	19,547	19,947	2,000	2,000	1,278	1,000	1,000	764	0
26,623	10,000	1	2	2	22	0	0	0	0	0	0	8,780	4,060	2,774	3,764	4,001	5,134	1,100	1,300	1,200	300	1,200	0	0
26,624	50,000	1	2	2	25	0	0	0	0	0	0	11,669	12,665	12,905	13,498	13,993	13,854	1,502	1,522	1,505	1,000	1,000	1,000	0
26,625	30,000	1	2	2	25	0	0	0	0	0	0	7,653	8,864	10,062	11,581	12,580	13,716	1,500	1,500	2,000	1,500	1,500	1,500	1
26,626	170,000	1	1	2	26	0	0	0	0	0	0	118,084	112,312	107,396	96,064	96,984	93,711	3,800	13,000	3,593	3,020	3,090	2,916	0
26,627	50,000	1	2	2	23	0	0	-2	-2	-1	2	51,550	0	0	0	15,239	14,853	0	0	0	15,239	0	540	1
26,628	60,000	1	2	2	24	2	0	0	0	0	0	27,019	25,100	21,023	16,973	12,410	11,944	1,686	2,000	1,000	1,000	6,000	5,000	1
26,629	50,000	1	3	2	26	0	0	0	0	0	0	50,316	48,987	49,299	48,103	48,669	48,507	3,000	3,000	2,200	2,000	2,000	2,300	0
26,630	50,000	1	2	2	22	0	0	0	-1	0	0	46,831	47,233	22,469	28,197	18,784	17,263	4,000	2,442	28,197	634	799	3,200	0
26,631	50,000	1	2	2	24	0	0	0	0	0	-1	49,907	49,355	34,833	28,614	29,133	29,340	1,963	1,539	1,200	719	43,945	1,001	0
26,632	100,000	1	3	2	24	1	2	0	0	0	0	100,364	97,551	66,365	62,913	9,389	6,076	107	2,893	2,104	312	207	2,004	0
26,633	10,000	1	1	2	25	0	0	0	0	0	0	5,642	6,652	7,683	9,040	9,222	9,580	1,112	1,143	1,500	324	500	377	0
26,634	80,000	1	1	2	26	1	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	1
26,635	300,000	1	2	2	26	-2	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	0
26,636	10,000	1	1	2	23	1	2	0	0	0	2	9,020	8,707	8,519	9,505	10,127	9,677	0	1,391	1,300	900	0	500	1
26,637	30,000	1	1	2	24	-1	-1	2	-1	3	2	5,857	20,190	18,794	6,650	6,118	2,235	18,794	0	6,650	0	0	13,000	0
26,638	50,000	1	1	2	24	0	0	0	0	0	0	20,472	19,077	20,094	19,559	16,795	17,233	1,700	1,641	1,600	600	1,000	1,300	0
26,639	30,000	1	1	2	24	-1	0	0	0	0	0	1,426	2,539	3,437	5,365	6,275	7,172	1,300	1,100	2,000	1,000	1,000	2,000	0
26,640	90,000	1	1	2	26	1	-2	-1	-1	0	0	0	0	403	33,982	30,738	29,018	0	403	33,982	1,000	1,000	1,000	0
26,641	20,000	1	1	2	23	2	2	2	2	2	2	5,996	7,040	7,897	7,622	8,294	8,016	1,300	1,128	0	800	0	1,500	1
26,642	80,000	1	1	2	23	-1	-1	-1	-1	0	0	444	444	444	888	888	444	444	444	888	444	0	1,038	0
26,643	90,000	1	2	2	24	0	0	0	0	0	0	86,724	91,394	78,767	74,007	29,480	27,941	7,016	3,800	2,406	595	570	67	0
26,644	20,000	1	3	2	24	2	0	0	2	2	2	8,295	9,310	12,130	11,644	12,250	11,910	1,160	2,980	0	1,100	0	1,000	1
26,645	30,000	1	2	2	24	-1	-1	-1	-1	-1	-1	1,473	390	390	390	0	780	390	390	390	0	780	0	1
26,646	10,000	1	2	2	23	0	0	0	0	0	0	9,984	9,974	9,900	9,941	9,250	9,403	1,300	1,300	1,041	1,000	2,000	464	1
26,647	70,000	1	1	2	25	0	0	0	0	0	0	31,011	28,034	26,363	22,587	21,770	19,525	2,002	1,435	1,294	1,000	1,000	1,001	0
26,648	40,000	1	1	2	26	2	0	0	2	2	0	36,460	37,549	40,527	41,036	39,103	38,945	2,000	3,900	1,500	0	1,600	1,600	1
26,649	170,000	1	2	2	26	0	0	0	0	0	0	145,354	143,279	87,885	84,534	74,758	78,633	8,000	3,500	4,000	4,000	6,000	0	1
26,650	10,000	1	2	2	24	1	2	2	-2	-2	-2	9,774	10,400	0	0	0	0	1,000	0	0	0	0	0	0
26,651	30,000	1	2	2	25	2	0	0	0	0	0	29,608	27,471	29,075	26,011	13,900	0	1,600	3,000	1,200	139	0	0	0
26,652	10,000	1	2	2	24	1	2	2	2	2	2	6,496	6,246	8,965	8,672	9,525	9,228	0	3,000	0	1,000	0	800	1
26,653	50,000	1	1	2	24	0	0	0	0	0	0	48,061	47,003	13,063	25,224	14,197	13,872	2,000	2,000	2,000	2,000	2,000	2,000	0
26,654	30,000	1	5	2	24	0	0	0	0	2	2	21,652	22,656	23,804	25,668	24,887	0	1,369	1,517	2,381	0	0	0	0
26,655	50,000	1	1	2	24	0	0	2	0	0	0	30,011	35,743	34,435	30,859	27,429	24,222	7,000	416	3,000	3,000	3,000	3,000	0
26,656	20,000	1	3	2	24	1	2	0	0	0	0	20,464	19,322	19,004	19,558	19,176	19,441	4	1,640	1,589	1,000	1,001	1,004	0
26,657	10,000	1	2	2	25	0	0	0	0	0	0	3,684	4,715	5,785	7,134	3,535	4,323	1,100	1,155	1,500	1,000	1,000	1,000	1
26,658	50,000	1	2	2	24	1	-2	-2	-2	-2	-2	-1,000	0	0	0	0	0	1,000	0	0	0	2,000	0	0
26,659	50,000	1	2	2	24	1	2	2	0	-1	0	59,197	55,551	54,083	50,000	10,135	9,952	2,000	0	1,000	10,135	358	403	1
26,660	50,000	1	2	2	25	0	0	2	2	-1	-1	47,077	48,872	16,012	14,228	19,546	19,473	2,800	0	1,644	63,965	705	798	0
26,661	160,000	1	2	2	25	0	0	0	0	0	0	60,905	62,905	71,405	82,926	84,278	93,641	2,000	8,500	13,000	2,668	11,259	2,043	0
26,662	50,000	1	2	2	24	0	0	0	0	2	0	50,140	15,519	19,520	21,103	20,101	20,402	3,000	5,000	2,300	0	1,000	2,000	0
26,663	30,000	1	1	2	24	0	0	0	0	0	0	14,857	16,302	17,333	18,735	18,952	19,195	2,000	1,598	2,000	825	698	701	0
26,664	60,000	1	2	2	27	5	4	3	2	-1	0	67,940	65,957	64,005	61,769	51,722	44,956	0	0	0	51,722	16,000	1,100	1
26,665	150,000	1	2	2	25	0	0	0	0	0	0	153,932	153,573	153,309	152,357	153,133	0	5,500	5,509	5,672	6,787	0	832	0
26,666	30,000	1	3	2	26	0	0	2	0	0	0	25,535	28,738	27,999	28,097	28,670	7,770	3,641	0	1,000	573	1,000	0	0
26,667	20,000	1	1	2	26	-1	-1	0	-1	0	0	587	2,195	1,758	3,720	3,820	0	2,195	1,500	3,720	100	0	0	0
26,668	20,000	1	2	2	26	0	0	0	-2	-2	-1	18,838	15,349	0	0	0	19,125	1,200	0	0	0	19,125	1,000	0
26,669	50,000	1	2	1	24	0	0	0	0	0	0	17,331	17,961	18,689	19,284	19,517	19,193	1,600	1,700	1,600	1,200	1,000	1,000	0
26,670	200,000	1	1	2	33	0	0	0	0	0	0	66,471	67,010	67,627	68,085	69,445	71,242	2,387	2,485	2,414	2,434	2,863	3,000	0
26,671	70,000	1	2	2	25	0	0	0	0	0	-2	60,719	61,607	68,091	69,028	-61,372	79,256	2,500	7,500	3,182	25,200	102,000	12,152	0
26,672	150,000	1	1	1	28	0	0	0	0	0	0	145,728	145,240	148,755	133,414	101,284	73,255	5,002	6,009	3,259	149	1,866	0	0
26,673	130,000	1	5	2	27	1	2	0	0	0	0	136,378	129,545	131,045	128,104	121,641	123,470	0	5,115	4,527	4,500	8,908	5	0
26,674	20,000	1	3	2	27	0	0	0	0	2	2	13,621	14,984	16,431	18,835	18,235	19,535	1,596	2,000	3,000	0	1,600	0	0
26,675	60,000	1	1	2	27	-1	-1	0	0	0	0	2,165	18,214	13,172	8,717	8,552	9,902	18,214	13,000	2,000	3,000	2,000	0	0
26,676	50,000	1	2	2	24	0	0	0	0	0	0	50,603	50,116	48,063	43,787	9,226	9,628	2,500	2,505	2,531	530	2,000	1,000	0
26,677	210,000	1	2	2	27	0	0	0	0	0	0	65,795	54,166	73,077	62,288	66,309	66,393	2,151	20,000	2,205	5,000	1,982	1,982	0
26,678	150,000	1	1	2	26	-2	-2	-2	-2	0	0	13,707	12,119	121,170	27,949	23,158	67,745	16,408	96,373	28,005	5,021	50,000	4,004	0
26,679	50,000	1	2	2	25	0	0	0	0	0	0	47,034	47,521	47,633	47,482	48,162	48,926	2,100	2,500	2,000	2,000	1,685	2,000	0
26,680	40,000	1	1	2	26	1	-2	-2	-2	-1	0	0	0	0	0	2,605	3,554	0	0	0	2,605	1,000	2,000	0
26,681	90,000	1	3	2	27	2	2	2	2	2	0	88,072	90,221	91,898	91,334	59,253	58,519	4,500	4,000	2,090	0	2,078	2,900	1
26,682	70,000	1	1	2	27	0	0	0	0	-2	-1	64,317	59,944	30,206	0	0	5,000	2,500	1,000	0	0	5,000	5,862	0
26,683	20,000	1	1	2	27	0	0	0	0	0	0	39,628	20,571	19,089	19,658	19,453	19,108	1,610	1,323	1,600	830	700	674	0
26,684	30,000	1	1	2	24	0	0	0	2	0	0	28,436	28,845	31,071	30,248	30,354	29,088	1,800	3,300	0	1,500	1,500	1,300	0
26,685	20,000	1	2	2	25	1	2	0	0	0	0	19,099	18,114	18,437	19,267	19,696	16,876	0	1,370	1,200	1,000	5,000	1,500	0
26,686	60,000	1	2	2	25	2	0	0	0	0	0	60,760	60,011	61,333	60,082	38,897	39,422	2,740	2,893	2,210	938	1,188	0	1
26,687	50,000	1	2	2	26	1	2	0	0	2	2	16,412	15,851	16,889	19,909	19,291	20,675	0	1,294	3,314	0	1,700	0	0
26,688	50,000	1	1	2	25	2	0	0	0	0	0	48,966	49,985	50,760	49,535	30,358	30,302	2,130	1,905	1,811	1,100	1,100	1,200	0
26,689	10,000	1	2	2	25	0	0	0	0	0	0	7,806	8,615	7,851	8,704	8,877	9,063	1,114	1,292	1,145	318	329	331	1
26,690	20,000	1	3	2	22	1	4	3	2	0	0	21,425	21,410	20,786	19,994	10,700	0	620	0	4	0	0	0	1
26,691	110,000	1	1	2	26	0	0	0	0	0	0	58,301	57,861	47,409	47,743	45,654	26,525	2,179	2,191	1,525	18,236	1,500	2,000	0
26,692	30,000	1	2	2	26	1	2	0	0	0	0	21,871	21,222	22,555	23,874	14,500	16,500	0	1,681	2,000	2,000	2,000	2,000	0
26,693	200,000	1	1	2	27	-1	-1	-1	0	0	0	3,592	3,622	7,990	10,392	7,042	5,692	3,622	7,990	6,000	0	2,000	5,000	1
26,694	70,000	1	2	2	27	0	0	0	0	0	0	17,058	59,481	50,890	50,981	54,122	58,227	52,896	2,047	1,861	4,000	5,000	3,044	0
26,695	80,000	1	3	2	27	0	0	2	2	2	0	10,100	59,714	62,163	62,756	61,149	62,464	50,000	4,000	2,200	0	2,300	5,108	0
26,696	80,000	1	2	1	28	0	0	0	0	0	0	81,099	81,449	79,887	76,067	73,077	76,894	10,000	5,000	10,000	6,500	5,000	5,000	0
26,697	20,000	1	2	2	24	0	0	0	0	0	0	4,091	5,316	6,467	7,500	7,497	8,170	1,300	1,400	1,300	270	795	0	0
26,698	10,000	1	2	2	23	0	0	0	0	0	0	8,579	3,714	4,158	4,654	3,080	0	1,060	1,104	1,000	31	0	0	0
26,699	60,000	1	3	2	25	0	0	0	0	0	0	56,753	57,530	59,869	59,942	28,934	27,461	2,700	3,869	2,742	1,200	1,461	1,504	0
26,700	50,000	1	2	2	27	0	0	0	0	0	0	47,452	48,663	50,297	36,164	37,616	39,062	2,000	2,500	2,000	2,000	2,000	2,000	1

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