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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
21,501	160,000	2	2	2	39	0	0	2	2	2	0	30,633	37,119	36,263	43,481	43,515	49,619	7,000	0	7,847	1,026	7,000	7,968	1
21,502	50,000	2	1	2	29	1	-2	-2	-2	-2	-1	0	0	0	0	0	429	0	0	0	0	429	250	0
21,503	110,000	2	1	2	26	0	0	0	0	0	0	103,705	94,786	94,708	83,765	73,122	74,366	3,500	3,500	3,000	3,700	12,488	100	0
21,504	100,000	2	2	2	24	0	0	0	0	0	0	65,744	67,050	68,456	69,849	71,240	72,736	2,398	2,485	2,532	2,549	2,643	3,000	0
21,505	80,000	2	1	2	29	0	0	0	0	0	2	19,833	21,192	22,842	24,147	29,133	28,532	2,000	2,000	2,000	5,394	0	5,000	0
21,506	230,000	2	1	2	27	-2	-2	-2	-2	-2	-2	2,978	6,666	1,951	67,101	5,136	10,316	7,000	1,951	67,101	5,142	10,316	5,720	0
21,507	280,000	2	2	1	38	0	0	0	0	0	-1	8,868	14,766	16,272	10,496	6,876	34,574	10,006	10,018	7,011	6,000	37,000	10,000	0
21,508	20,000	2	2	2	22	3	4	3	2	0	0	22,353	21,720	21,098	20,334	19,943	19,956	0	0	0	458	463	235	1
21,509	30,000	2	2	2	22	2	0	0	0	0	0	30,324	30,123	30,299	27,758	22,720	19,136	1,900	1,600	2,000	2,000	614	924	1
21,510	30,000	2	2	1	23	6	5	4	4	3	2	40,439	37,936	36,489	33,971	31,632	28,677	0	1,011	0	0	0	2,405	1
21,511	30,000	2	1	2	23	0	0	0	-1	0	0	10,210	13,754	-191	24,149	25,452	25,104	6,000	250	25,000	2,000	1,000	1,100	0
21,512	30,000	2	2	2	23	2	-1	-1	-1	0	0	729	479	859	755	755	220	483	859	755	0	0	0	1
21,513	110,000	2	2	2	24	-1	0	0	0	0	0	90,929	92,303	92,114	70,057	28,492	107,453	3,550	3,200	2,500	1,600	80,000	4,000	0
21,514	30,000	2	2	2	25	2	2	0	0	0	0	28,518	27,774	28,987	24,960	14,358	16,123	0	2,027	2,000	1,000	2,000	2,000	0
21,515	220,000	2	2	2	25	0	0	0	0	0	0	215,036	216,083	217,461	212,995	182,534	169,250	7,800	8,200	7,039	6,528	6,100	6,200	0
21,516	20,000	2	2	2	26	1	-2	-1	0	0	0	0	0	1,568	1,398	920	0	0	1,568	1,000	302	0	192	0
21,517	60,000	2	2	2	26	2	2	2	2	2	2	55,892	56,685	55,208	59,175	60,218	55,447	2,300	0	5,000	2,511	6	3,000	0
21,518	90,000	2	3	1	48	-1	-1	-1	2	-1	0	1,102	-14	21,816	316	632	316	0	22,146	0	632	0	7,816	0
21,519	100,000	2	1	2	30	0	0	2	0	0	0	92,909	96,454	98,010	99,633	88,708	93,474	6,000	4,000	4,507	2,983	6,000	4,800	0
21,520	70,000	2	2	1	33	0	0	0	0	0	0	52,901	43,981	33,439	24,926	10,681	7,431	2,011	1,683	3,160	3,000	3,000	5,060	0
21,521	210,000	2	2	2	28	0	0	0	0	0	0	40,236	29,230	24,717	26,563	22,812	13,620	2,200	1,854	2,700	0	0	0	0
21,522	50,000	2	2	2	22	0	0	0	0	0	0	51,417	48,260	43,889	35,324	24,146	22,914	2,054	1,981	1,344	810	828	824	0
21,523	50,000	2	1	2	22	1	2	0	0	0	0	4,112	3,900	7,737	3,406	1,470	1,500	0	4,019	2,500	0	30	0	0
21,524	20,000	2	2	2	22	-1	3	2	2	0	0	18,021	17,439	17,466	17,846	18,310	18,923	0	600	1,000	1,000	1,000	700	1
21,525	130,000	2	3	2	23	2	-1	0	0	0	0	1,330	5,719	15,578	19,887	11,659	11,735	5,719	10,000	5,000	2,000	2,000	2,000	1
21,526	360,000	2	1	1	44	1	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	0
21,527	200,000	2	1	2	26	0	0	0	0	0	0	134,780	138,349	141,821	145,144	148,268	151,604	6,000	6,000	6,000	6,000	6,000	6,200	0
21,528	130,000	2	1	1	35	0	0	0	0	0	0	23,693	27,228	30,795	38,637	39,259	72,981	4,257	4,338	8,399	1,260	34,721	5,202	0
21,529	100,000	2	2	1	23	0	0	0	0	0	0	6,584	7,560	4,470	1,490	542	679	2,500	1,193	1,000	0	400	842	0
21,530	80,000	2	2	2	22	0	0	0	0	0	0	77,408	78,363	72,602	72,525	56,951	21,952	2,677	3,341	1,850	1,499	933	32,000	0
21,531	60,000	2	2	2	22	3	2	2	2	2	2	61,558	59,967	59,693	39,686	30,077	30,761	10	3,616	301	2,501	1,300	0	1
21,532	50,000	2	2	2	23	0	0	0	0	0	0	50,614	48,702	47,770	37,239	20,526	19,771	2,500	1,700	2,151	687	2,000	669	0
21,533	10,000	2	2	2	23	1	2	3	3	2	0	5,699	7,434	8,164	7,889	7,614	7,990	2,000	1,000	0	0	500	900	1
21,534	30,000	2	3	2	23	2	2	2	0	0	2	27,588	30,354	29,150	26,731	29,273	29,887	3,540	73	1,418	4,499	1,200	0	1
21,535	50,000	2	2	2	23	0	0	0	2	2	-2	26,001	16,982	19,313	18,700	0	0	1,282	2,613	0	0	0	0	0
21,536	50,000	2	1	2	22	2	2	-2	-2	-2	-2	4,536	0	0	0	0	0	0	0	0	0	0	0	1
21,537	30,000	2	2	2	22	-1	2	2	2	2	2	11,222	11,738	13,255	14,380	14,081	10,796	1,000	2,000	1,670	551	0	500	1
21,538	50,000	2	2	2	22	0	0	0	0	2	0	11,970	14,445	16,391	17,804	10,868	12,151	3,000	2,500	2,050	0	2,000	3,000	0
21,539	70,000	2	2	2	22	0	0	0	0	0	0	68,969	67,682	68,448	69,316	29,083	28,140	3,200	3,600	3,075	1,204	1,200	1,046	0
21,540	20,000	2	1	2	22	-1	2	2	2	0	0	12,831	12,328	15,195	14,659	14,642	15,102	0	3,077	0	524	696	300	1
21,541	30,000	2	2	2	22	0	0	0	0	0	0	19,502	8,999	11,797	11,972	16,482	9,082	3,000	3,000	4,000	5,000	5,000	5,000	0
21,542	30,000	2	2	2	24	0	0	0	0	0	-2	24,835	23,527	20,701	8,263	0	0	1,485	1,138	1,000	0	0	0	0
21,543	80,000	2	2	2	24	0	0	0	0	0	0	17,220	14,844	12,718	8,808	7,952	7,925	1,400	1,600	1,088	245	636	0	0
21,544	130,000	2	1	2	24	0	0	0	2	2	-1	3,621	4,530	6,627	3,300	0	18,300	1,130	2,227	200	0	18,300	0	0
21,545	10,000	2	2	2	23	-1	-1	-1	0	0	0	9,438	1,985	9,436	8,057	8,891	-873	1,985	9,436	1,000	1,500	0	11,571	0
21,546	70,000	2	3	2	23	0	0	0	-1	0	0	14,816	8,237	-2,601	69,823	30,446	29,585	1,000	695	73,820	1,042	1,054	1,024	0
21,547	20,000	2	2	2	21	0	0	0	0	0	0	19,039	19,684	18,825	19,876	20,040	17,755	1,286	1,416	1,467	631	730	0	0
21,548	20,000	2	2	2	22	1	-1	2	-1	0	0	0	6,594	4,840	780	390	0	6,594	0	780	0	0	11,000	0
21,549	30,000	2	2	2	22	2	2	2	2	2	2	24,874	26,163	26,449	27,915	27,170	29,071	2,000	1,000	2,201	0	2,500	1,001	0
21,550	50,000	2	3	2	22	-2	-2	-2	-2	-2	-2	2,498	-2	1,697	0	0	5,000	0	1,699	0	0	5,000	0	0
21,551	20,000	2	2	2	24	-1	-1	-1	2	0	0	396	1,301	12,056	11,151	11,219	18,120	1,301	11,151	0	600	8,120	1,500	0
21,552	60,000	2	2	2	22	2	0	0	0	0	0	46,403	34,438	30,920	27,817	26,281	26,830	1,544	1,759	1,500	940	972	976	1
21,553	50,000	2	2	2	23	-1	-1	-1	-1	-1	-1	900	2,757	4,893	390	390	1,670	3,147	4,893	390	390	1,670	1,890	0
21,554	20,000	2	1	2	22	0	0	0	0	0	0	19,458	18,786	16,249	16,478	10,735	3,274	1,552	1,381	1,000	215	65	0	0
21,555	30,000	2	2	2	22	0	0	0	0	0	0	19,759	19,973	22,058	24,598	26,564	27,521	3,000	3,500	3,000	2,500	2,000	3,000	0
21,556	20,000	2	2	2	23	1	2	0	0	0	2	15,596	15,053	15,773	17,102	18,704	18,263	0	1,269	1,598	2,200	0	3,700	1
21,557	10,000	2	1	2	23	2	0	0	0	0	2	3,413	5,188	6,937	7,946	8,714	8,432	2,000	2,000	1,132	900	0	500	0
21,558	50,000	2	1	2	22	0	0	0	0	0	0	50,813	50,558	50,455	49,443	20,405	19,494	1,972	2,369	3,592	1,029	723	874	0
21,559	70,000	2	1	1	22	0	0	0	0	2	0	64,525	66,548	67,344	62,083	29,914	29,406	3,093	2,594	4,512	0	1,070	1,065	0
21,560	20,000	2	3	0	23	0	0	0	0	0	0	14,702	16,445	17,563	18,290	18,665	19,077	2,000	1,388	1,115	490	531	400	0
21,561	50,000	2	2	2	23	1	-1	0	0	0	0	14,191	5,896	6,175	10,000	1,952	406	5,896	2,006	5,074	1,300	406	0	0
21,562	30,000	2	2	1	23	2	0	0	0	0	0	27,997	26,049	27,222	27,729	28,437	25,336	1,800	1,900	1,330	1,038	1,128	5,000	0
21,563	50,000	2	2	2	22	0	0	0	0	0	0	49,619	50,629	50,778	48,261	28,768	29,370	1,836	1,985	1,468	1,175	1,214	1,232	0
21,564	30,000	2	3	2	23	3	2	0	0	0	0	30,051	29,274	30,498	29,713	29,819	30,342	0	2,000	1,500	2,000	1,100	2,000	0
21,565	80,000	2	2	2	23	1	2	2	2	2	2	68,594	66,893	72,307	70,556	74,021	75,675	0	6,507	0	5,260	3,000	4,584	0
21,566	50,000	2	3	2	23	0	0	0	0	0	0	32,644	34,096	34,941	34,243	28,014	28,528	2,000	1,700	1,502	1,000	1,200	1,200	0
21,567	20,000	2	1	2	24	-1	0	0	0	0	0	16,582	17,721	18,762	19,729	20,134	19,590	1,422	1,333	1,300	700	1,000	1,000	0
21,568	30,000	2	1	2	25	0	0	0	0	0	0	26,376	27,483	28,242	16,498	16,923	17,649	1,550	1,308	1,300	700	1,000	2,000	0
21,569	80,000	2	1	2	25	2	0	0	0	0	0	69,614	68,836	69,714	57,318	46,921	41,072	3,238	3,103	3,000	1,800	1,500	1,700	1
21,570	140,000	2	1	2	25	-1	-1	-1	-1	-1	-1	30,077	2,809	7,541	10,661	2,214	6,020	2,809	7,541	10,661	2,214	6,020	0	0
21,571	210,000	2	2	2	26	-1	0	0	0	0	0	119,269	60,133	56,076	39,135	25,396	18,553	2,345	1,915	5,028	3,200	371	25,140	0
21,572	200,000	2	1	2	26	0	0	0	0	0	0	200,849	146,340	146,660	145,623	144,166	145,141	80,000	4,600	6,000	4,700	4,800	5,000	0
21,573	20,000	2	2	2	22	1	2	2	2	0	0	14,645	14,113	18,550	17,867	18,072	17,899	0	4,675	0	701	563	1,000	0
21,574	30,000	2	2	1	22	2	2	2	0	0	0	30,525	28,574	14,220	14,188	7,058	7,976	1,725	0	1,230	1,000	1,000	0	1
21,575	150,000	2	3	2	23	0	0	0	0	0	0	11,329	10,775	11,829	7,031	7,172	5,833	1,219	1,273	1,069	1,683	202	299	0
21,576	60,000	2	1	2	24	0	0	0	0	0	0	35,138	35,776	34,783	32,158	28,991	28,434	1,553	2,000	1,508	1,080	1,003	1,000	0
21,577	20,000	2	2	2	21	0	0	0	0	0	0	10,109	11,153	11,841	4,725	9,135	18,355	3,000	2,000	1,200	5,000	10,000	8,906	0
21,578	150,000	2	1	2	25	0	0	0	0	0	0	119,788	112,824	92,456	80,532	59,866	49,472	4,728	3,610	2,377	1,714	828	846	0
21,579	70,000	2	1	2	25	-1	-1	-1	-1	-2	-1	1,288	0	1,999	0	0	842	0	1,999	0	0	842	0	0
21,580	60,000	2	2	1	30	0	0	0	0	0	0	65,460	64,128	62,736	59,133	57,662	53,059	2,299	2,232	2,152	2,226	1,908	1,933	1
21,581	30,000	2	3	1	23	1	2	0	0	0	2	30,380	25,839	25,963	27,030	29,079	29,865	1	1,433	1,500	2,500	1,400	1,400	1
21,582	330,000	2	2	2	31	0	0	0	0	0	0	30,532	33,814	38,243	39,603	40,542	41,239	3,814	5,000	2,000	1,598	1,500	2,000	0
21,583	20,000	2	3	2	22	3	2	2	4	4	4	1,650	1,650	1,650	1,650	1,650	1,650	0	0	0	0	0	0	1
21,584	180,000	2	2	1	35	-1	-1	0	0	0	0	1,175	5,317	8,388	8,529	7,739	3,803	5,317	3,200	2,700	2,000	76	0	0
21,585	20,000	2	1	2	23	0	0	0	0	2	0	23,809	24,798	24,258	24,172	21,959	20,898	1,700	1,800	2,350	0	1,000	2,700	0
21,586	130,000	2	2	2	24	0	0	0	-1	-1	-2	14,518	15,000	0	1,207	0	0	1,150	0	1,207	0	0	0	0
21,587	30,000	2	2	2	25	0	0	0	0	0	0	28,709	28,649	29,619	30,224	27,326	30,297	1,462	1,589	1,351	2,500	4,000	1,500	1
21,588	30,000	2	2	2	22	0	0	2	0	0	0	27,762	30,392	27,688	28,134	29,591	28,883	5,000	0	3,000	2,000	1,300	1,500	0
21,589	500,000	2	1	2	37	-2	-2	-2	-2	-2	-2	315	2,579	3,824	813	0	4,443	2,579	3,824	813	0	4,443	330	0
21,590	450,000	2	1	1	38	0	0	0	0	0	0	108,390	96,704	84,033	72,279	55,757	37,161	4,300	3,073	3,000	2,000	1,500	2,000	0
21,591	50,000	2	2	2	22	0	0	0	0	-1	0	44,593	33,019	13,552	0	28,105	29,684	5,000	3,000	0	28,105	2,000	2,000	0
21,592	60,000	2	2	2	24	0	0	0	-1	-1	-1	58,692	61,225	54,673	2,193	8,258	0	5,000	1,098	2,193	8,258	0	0	0
21,593	130,000	2	2	2	22	1	-2	-1	2	2	-2	0	0	1,485	299	0	0	0	1,485	0	0	0	0	0
21,594	280,000	2	2	2	25	0	0	0	0	0	0	139,019	141,146	129,252	103,317	101,085	104,181	4,074	4,232	4,022	3,000	4,010	100,022	0
21,595	100,000	2	2	1	26	0	0	0	0	0	0	7,086	7,644	8,197	9,203	3,815	5,493	1,500	1,500	2,000	1,000	2,493	2,443	0
21,596	60,000	2	1	2	24	0	0	0	0	0	0	57,802	58,960	60,862	59,279	59,176	58,128	2,960	2,866	2,279	2,276	2,128	2,237	0
21,597	80,000	2	1	2	25	-1	-1	-1	-2	-1	-1	177	1,200	0	0	7,240	0	1,200	0	0	7,240	0	0	0
21,598	130,000	2	1	2	27	1	-1	0	-1	-1	0	0	1,386	5,275	198	3,992	8,893	1,386	4,000	198	3,992	5,000	40,000	0
21,599	30,000	2	2	2	21	0	0	0	0	0	0	9,696	10,406	5,068	2,023	1,163	0	2,000	1,000	1,002	23	0	0	0
21,600	50,000	2	2	2	22	1	2	2	2	0	0	38,633	36,378	33,533	28,591	28,390	28,739	500	2,231	1,500	1,300	1,700	800	0

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