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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
21,901	120,000	2	2	2	27	2	2	2	2	0	0	113,354	115,503	121,861	117,485	118,381	115,604	6,200	10,900	0	5,000	4,800	4,505	1
21,902	140,000	2	1	2	27	0	0	0	0	0	0	14,997	16,437	18,848	21,209	25,503	27,918	2,000	3,000	3,000	5,000	3,000	10,000	0
21,903	80,000	2	1	1	27	-1	-1	-1	-1	-2	-2	494	329	4,724	0	1,054	0	329	4,750	0	1,054	0	4,252	0
21,904	420,000	2	1	2	27	-1	-1	-1	-1	0	0	15,629	5,402	1,237	24,712	11,912	12,647	5,402	1,237	24,712	0	2,647	22,019	0
21,905	180,000	2	3	2	27	-1	-1	-1	-1	-1	-1	3,578	3,898	0	715	4,079	0	3,898	0	715	6,942	0	213	0
21,906	90,000	2	2	1	27	0	0	0	0	0	0	73,849	70,549	49,858	43,303	29,888	24,973	2,900	2,012	1,603	1,208	1,000	707	0
21,907	330,000	2	2	1	27	-2	-2	-2	-2	-2	-1	0	0	0	0	0	2,234	0	0	0	0	2,234	1,000	0
21,908	260,000	2	2	1	27	0	0	0	0	0	0	71,865	75,459	77,240	78,856	80,350	84,040	5,000	3,000	3,000	3,000	5,000	5,000	0
21,909	200,000	2	2	2	27	-1	-1	-1	-1	-1	-1	1,126	390	390	390	540	770	390	390	390	540	770	13,993	0
21,910	30,000	2	2	2	23	0	0	0	0	2	0	19,769	24,285	26,143	26,929	19,610	20,591	5,896	3,002	2,130	2	3,004	8,013	0
21,911	300,000	2	2	2	24	0	0	0	0	0	0	16,463	11,537	9,265	7,263	14,145	11,535	1,500	1,500	1,500	9,433	2,000	3,000	0
21,912	130,000	2	1	2	24	0	0	2	0	-1	-1	16,078	16,055	13,371	4,405	1,292	390	4,176	0	1,000	1,292	390	2,165	0
21,913	30,000	2	2	2	22	-1	0	-1	-1	-1	-1	2,293	3,158	5,547	3,312	3,145	3,022	1,009	5,572	3,321	3,154	3,031	3,339	0
21,914	30,000	2	2	2	23	1	2	2	2	2	2	11,174	11,989	12,997	12,491	13,374	13,017	1,300	1,500	0	1,090	0	2,000	1
21,915	130,000	2	1	2	23	0	0	0	0	0	0	102,087	101,079	93,977	94,427	89,041	89,833	4,500	4,363	3,300	3,178	3,178	3,424	0
21,916	190,000	2	2	2	28	0	0	0	0	0	2	188,370	188,550	187,521	190,448	195,492	190,598	8,700	8,500	9,270	14,100	0	7,200	0
21,917	230,000	2	2	2	23	3	2	2	-1	-1	-2	1,090	490	0	878	0	0	0	0	878	0	0	0	1
21,918	50,000	2	2	2	24	-1	0	-1	2	2	-2	18,625	19,956	5,177	2,071	0	0	2,071	5,191	6	0	0	10,450	0
21,919	70,000	2	2	1	24	0	0	0	0	0	0	8,193	7,569	8,127	8,838	8,736	10,753	1,122	2,127	2,000	1,736	2,753	2,177	0
21,920	50,000	2	2	1	25	0	0	0	0	0	0	59,010	57,593	56,203	54,794	53,509	52,021	2,039	2,015	2,000	2,100	2,000	2,100	1
21,921	60,000	2	1	2	24	0	-1	0	0	-1	-1	47,386	4,807	3,434	2,386	2,837	3,358	4,807	1,048	1,000	2,837	3,358	5,093	1
21,922	150,000	2	2	2	25	-2	-2	-2	-2	-2	-2	36,215	6,105	1,076	0	3,113	0	6,105	1,084	0	3,113	0	0	0
21,923	240,000	2	2	1	27	0	0	0	0	0	0	240,428	235,782	129,479	125,584	128,752	130,651	7,227	4,486	3,557	4,235	3,593	349	0
21,924	110,000	2	2	2	25	0	0	0	0	0	0	50,406	45,099	46,002	44,701	42,706	43,513	1,800	1,800	1,700	1,500	1,600	2,000	0
21,925	110,000	2	2	1	26	0	0	0	0	0	0	108,001	90,128	92,103	87,049	66,820	65,823	3,500	3,500	3,000	2,342	2,390	3,000	0
21,926	50,000	2	2	2	25	0	0	0	0	0	0	47,858	40,506	40,110	41,070	40,731	40,440	1,949	1,685	2,777	1,423	1,462	1,463	0
21,927	210,000	2	1	2	29	-2	-2	-2	-2	-2	-2	10,692	-3	-3	-3	650	1,850	0	0	0	653	1,859	1,411	0
21,928	160,000	2	1	2	28	-1	-1	-1	-1	-1	-1	3,849	6,393	6,969	9,044	2,325	3,998	6,458	6,980	9,044	2,325	4,997	9,947	0
21,929	120,000	2	1	2	29	0	0	0	0	0	0	3,706	101,833	103,108	100,953	83,739	51,424	100,000	5,369	4,014	1,000	1,000	1,000	0
21,930	130,000	2	5	1	27	0	0	0	0	0	0	131,041	133,792	127,622	129,795	122,416	124,653	6,500	5,000	5,000	5,000	5,000	5,000	0
21,931	170,000	2	2	2	27	0	0	0	0	0	2	168,858	171,530	164,509	128,279	139,968	127,502	7,000	6,500	8,000	15,462	2,163	4,300	0
21,932	120,000	2	1	2	27	0	0	0	0	0	0	35,238	35,907	31,513	31,659	30,069	8,005	1,777	2,254	1,400	800	400	6,262	0
21,933	170,000	2	1	2	27	1	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	0
21,934	290,000	2	2	2	27	0	0	0	0	0	0	240,506	235,475	240,584	212,024	216,379	209,440	8,601	9,300	8,000	7,612	8,015	7,008	0
21,935	70,000	2	1	2	27	-1	-1	-1	-1	-1	-1	157	157	157	157	157	307	157	157	157	157	307	507	0
21,936	140,000	2	2	2	27	0	0	0	0	0	0	136,276	139,504	140,262	138,958	136,898	141,634	7,000	6,000	7,000	5,000	10,700	4,600	0
21,937	180,000	2	1	2	27	1	2	2	2	0	0	5,892	4,824	3,784	3,089	2,715	1,821	0	3,089	0	1,521	0	347	1
21,938	200,000	2	1	2	27	-1	-1	-2	-1	-1	-2	1,171	0	0	680	0	0	0	0	680	0	0	442	0
21,939	90,000	2	2	2	27	0	0	2	0	0	0	97,973	100,442	89,242	82,784	53,609	49,048	12,500	2	5,085	5,000	3,000	1,004	1
21,940	80,000	2	2	2	27	0	0	0	-1	-1	-1	52,934	54,217	52,394	2,131	744	758	3,000	1,064	2,500	1,000	1,000	1,000	0
21,941	130,000	2	1	1	27	-1	-1	-1	-1	-1	-1	3,363	8,305	15,253	7,338	3,666	7,856	8,319	15,253	7,338	3,669	7,856	7,836	0
21,942	20,000	2	2	1	27	-1	-1	2	0	0	0	191	20,391	19,292	19,545	18,945	19,494	20,200	0	1,310	678	854	767	0
21,943	200,000	2	1	2	27	-2	-2	-2	-2	-2	-2	4,257	3,690	4,460	3,190	5,238	950	3,690	4,460	3,190	5,238	950	250	1
21,944	200,000	2	2	2	27	-1	-1	-1	0	-1	-1	13,285	2,150	14,122	27,413	35,377	29,922	2,155	14,122	23,007	7,212	29,922	37,790	0
21,945	120,000	2	2	2	27	1	-2	-1	-1	-2	-2	0	0	2,382	0	0	0	0	2,382	0	0	0	0	1
21,946	60,000	2	3	1	28	0	-1	-1	-1	-1	0	7,207	12,625	6,244	13,615	25,475	26,237	12,625	6,244	13,615	25,478	5,000	5,000	0
21,947	340,000	2	3	2	28	0	0	0	0	0	0	1,830	4,777	7,681	12,519	15,299	15,905	3,000	3,000	5,000	3,000	1,000	10,000	0
21,948	150,000	2	1	2	28	-1	2	-1	2	0	-1	1,040	148	9,173	296	148	446	0	9,173	0	0	446	0	1
21,949	160,000	2	3	2	28	-1	-1	-1	-1	-1	-1	408	99	99	398	99	569	99	99	398	99	569	751	0
21,950	200,000	2	1	2	28	0	0	0	0	0	0	52,935	51,971	51,341	49,090	50,009	51,076	2,500	2,200	2,500	3,500	3,000	3,000	0
21,951	50,000	2	3	1	28	0	0	2	2	0	0	43,165	49,091	50,453	49,037	28,589	29,392	6,987	2,433	0	1,145	3,167	0	1
21,952	170,000	2	1	2	27	-2	-2	-2	-2	-2	-2	106	18,719	30,000	0	0	1,532	18,719	30,000	0	0	1,532	0	1
21,953	280,000	2	2	1	27	0	0	2	2	2	2	109,392	128,447	131,053	132,418	134,038	136,939	21,000	6,150	5,000	5,300	5,200	5,250	0
21,954	270,000	2	1	2	26	0	0	0	0	0	0	209,164	201,798	186,008	173,810	159,418	139,200	6,429	5,959	6,863	3,762	3,907	4,207	0
21,955	120,000	2	2	2	27	-1	-1	-1	2	-1	-1	1,184	1,066	5,079	2,528	4,007	7,457	1,066	5,079	0	4,007	7,457	2,819	0
21,956	280,000	2	1	2	27	-1	-1	-1	-1	-1	-1	6,585	4,308	0	1,265	1,627	204	4,308	0	1,265	1,638	204	3,908	0
21,957	50,000	2	1	2	27	0	0	0	0	0	0	30,951	28,622	11,656	5,435	6,337	7,227	1,600	1,542	1,100	1,000	1,000	284	0
21,958	200,000	2	1	2	28	-2	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	510	0
21,959	50,000	2	2	1	27	0	0	0	0	0	0	47,254	43,583	35,245	27,520	25,928	26,470	1,720	3,100	1,723	1,100	1,111	1,200	1
21,960	150,000	2	1	2	28	0	-1	-1	0	0	0	6,121	4,391	6,269	8,992	4,314	11,131	4,391	6,269	8,914	4,300	11,100	52,900	0
21,961	50,000	2	3	2	28	3	2	2	7	7	7	2,350	2,400	2,400	2,400	2,400	2,400	50	0	0	0	0	0	1
21,962	150,000	2	2	2	27	-1	-1	-1	-1	0	0	1,518	1,798	5,699	4,644	70,337	67,902	1,798	5,699	4,644	70,331	3,000	3,000	0
21,963	150,000	2	1	2	27	-2	-2	-2	-1	0	0	-3,706	-6,108	32,662	59,350	41,136	28,596	3,449	46,128	60,260	30,218	17,000	20,133	0
21,964	90,000	2	2	2	27	-1	-1	0	0	0	0	18,674	88,907	90,659	82,827	79,359	81,401	92,858	4,100	3,200	3,100	3,500	3,500	0
21,965	500,000	2	1	2	28	0	0	0	0	0	0	93,625	101,723	95,390	102,203	47,388	73,230	11,723	15,390	12,239	6,000	30,000	6,000	0
21,966	300,000	2	2	2	28	0	0	0	0	0	0	327,724	325,970	325,020	319,750	265,136	262,378	11,250	11,877	10,487	7,831	8,092	7,634	0
21,967	240,000	2	2	2	28	0	0	0	0	0	0	234,053	132,007	234,638	239,790	132,697	135,561	5,000	120,000	10,000	5,000	4,100	4,000	0
21,968	120,000	2	2	2	28	0	0	0	0	-2	-2	48,499	48,684	6,344	0	0	0	1,621	1,000	1,326	0	0	0	0
21,969	120,000	2	2	1	28	-2	-2	-2	-2	-2	-2	1,613	136	0	0	0	0	136	0	0	0	0	0	0
21,970	390,000	2	1	2	28	0	0	0	0	0	0	125,863	131,249	119,175	115,922	101,725	90,334	10,053	5,028	5,045	3,012	3,000	5,572	0
21,971	200,000	2	2	1	28	0	0	0	-1	0	0	5,733	4,426	3,559	22,458	20,888	17,875	2,023	2,018	22,491	7,521	2,000	3,000	0
21,972	80,000	2	2	2	24	0	0	2	2	2	2	70,411	75,874	76,710	74,792	79,636	77,757	6,657	2,629	0	6,000	0	3,000	0
21,973	20,000	2	2	2	23	2	2	0	0	0	0	12,492	11,995	13,324	14,029	14,308	14,625	0	1,528	1,233	512	547	3,880	1
21,974	50,000	2	2	2	24	0	0	0	0	0	0	26,735	26,994	28,331	27,138	26,499	27,301	1,500	1,798	1,605	966	1,247	1,500	0
21,975	70,000	2	2	2	25	2	0	0	0	0	0	46,526	47,820	48,750	49,936	51,102	52,276	2,070	2,000	2,000	2,000	2,000	2,100	1
21,976	170,000	2	2	2	24	0	0	0	0	0	0	169,398	143,539	125,642	48,926	23,381	24,492	5,679	6,642	8,926	3,381	4,000	2,983	0
21,977	80,000	2	2	2	25	2	2	2	0	0	0	77,096	83,189	81,308	81,847	81,077	79,885	8,000	0	2,800	3,000	3,390	7,950	0
21,978	310,000	2	2	2	27	0	0	0	0	0	0	122,127	110,388	119,365	113,435	140,988	145,161	10,000	10,124	20,000	30,125	30,137	20,171	0
21,979	230,000	2	1	2	27	0	0	0	0	0	0	145,959	94,798	70,299	40,299	33,112	18,009	3,551	3,000	1,284	1,000	1,000	1,000	0
21,980	20,000	2	2	2	27	0	0	0	0	0	0	18,833	19,404	18,699	19,324	16,234	16,609	1,290	2,000	2,000	1,000	1,000	3,000	0
21,981	270,000	2	2	1	27	1	2	0	0	0	0	253,072	247,521	253,024	258,109	243,331	247,504	0	11,000	11,000	8,900	9,000	9,200	0
21,982	230,000	2	3	2	27	-1	2	-1	-1	0	-1	6,155	5,650	3,004	4,200	1,400	4,222	500	3,004	4,200	0	4,222	4,649	1
21,983	230,000	2	2	2	28	0	0	0	0	0	-1	7,865	12,377	12,543	13,713	17,960	650	5,000	2,000	1,500	5,000	650	0	0
21,984	200,000	2	1	2	28	0	0	0	0	2	2	58,833	61,991	7,357	9,471	8,538	7,685	4,100	3,000	3,000	0	1,000	0	0
21,985	30,000	2	3	2	28	-1	-1	-1	-1	-1	2	8,432	25,460	557	1,299	600	450	25,460	1,000	1,306	600	0	11,961	0
21,986	300,000	2	2	2	28	0	0	2	2	2	2	275,855	286,812	280,337	318,248	316,147	303,666	15,000	7,000	50,000	12,000	0	13,000	1
21,987	500,000	2	1	2	29	-1	-1	-1	-1	0	0	16,090	36,635	75,434	928	56,705	81,334	37,039	78,079	1,708	25,000	106,260	20,000	0
21,988	170,000	2	1	2	29	1	-1	-1	-1	-2	-2	0	6,390	1,690	0	0	0	6,390	1,690	0	0	0	0	0
21,989	200,000	2	2	2	29	-1	-1	-1	-1	0	0	18,568	-49	980	3,682	3,682	0	0	1,029	3,682	0	0	590	0
21,990	500,000	2	1	2	29	0	0	0	0	0	0	33,107	34,773	35,426	28,479	15,729	7,905	7,000	6,664	1,500	501	5,000	3,000	0
21,991	50,000	2	2	2	29	0	0	0	0	0	0	50,029	48,347	49,268	50,437	37,302	38,302	2,100	2,000	2,100	1,400	1,600	1,600	0
21,992	150,000	2	1	2	29	-1	2	-1	-1	0	0	2,599	1,530	390	1,366	780	0	0	390	1,366	0	0	431	0
21,993	100,000	2	2	2	29	0	0	0	0	-1	0	47,107	60,800	68,095	64,339	15,522	51,336	18,000	10,000	2,635	15,522	41,136	2,000	0
21,994	150,000	2	1	2	26	0	0	0	0	0	0	24,848	22,726	11,145	15,690	17,875	24,590	14,000	5,000	5,000	7,875	13,000	2,000	0
21,995	170,000	2	1	2	26	0	0	0	0	0	0	22,680	13,827	9,522	10,254	5,520	6,212	2,000	2,000	2,000	0	2,000	1,320	0
21,996	100,000	2	2	2	27	0	0	0	0	0	0	42,713	50,270	22,576	18,247	22,029	19,540	10,000	10,000	1,500	4,000	5,000	5,000	0
21,997	160,000	2	1	2	27	-2	-2	-2	-2	-2	-2	1,040	1,188	1,276	372	372	372	1,320	1,276	372	372	372	372	0
21,998	90,000	2	1	2	27	0	0	0	2	0	0	37,026	40,641	42,142	35,349	29,790	26,414	5,000	3,611	199	208	0	2,000	0
21,999	190,000	2	2	2	27	0	0	0	0	0	0	97,136	98,767	101,452	103,471	104,083	106,359	4,418	5,452	5,471	4,083	4,359	3,697	0
22,000	200,000	2	2	2	28	0	0	0	0	0	0	61,940	63,314	64,699	66,029	66,836	68,390	3,000	3,000	3,000	2,500	2,632	2,700	0

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