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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
21,401	220,000	2	1	2	27	-1	-1	2	-1	-1	0	375	750	375	375	750	375	750	0	375	750	0	420	0
21,402	120,000	2	2	3	59	2	2	2	2	2	2	82,172	80,266	85,919	86,910	87,893	86,370	0	7,898	3,300	3,300	0	3,149	1
21,403	50,000	2	3	2	26	0	0	0	-2	-2	-1	6,450	10,744	0	0	0	239	4,500	0	0	0	239	3,363	1
21,404	70,000	2	2	1	37	0	0	2	0	0	0	67,374	70,890	66,782	67,266	66,431	67,046	6,044	0	2,975	2,505	2,590	2,610	0
21,405	30,000	2	2	2	35	0	0	0	0	-2	-2	29,728	30,479	13,052	0	0	0	1,779	3,345	0	0	0	0	0
21,406	60,000	2	2	1	32	0	0	0	0	0	0	13,070	14,542	15,998	16,706	17,188	17,394	2,000	2,000	1,278	760	631	786	0
21,407	110,000	2	2	2	28	0	0	0	0	0	0	35,208	36,619	38,026	40,332	41,772	43,052	2,000	2,000	3,000	2,000	2,000	2,000	1
21,408	30,000	2	3	1	30	-1	-1	-1	-1	0	0	1,483	1,378	2,381	2,967	1,746	780	1,378	2,781	3,067	35	780	3,308	0
21,409	60,000	2	3	1	34	0	0	0	0	0	0	53,748	41,668	29,306	27,800	27,552	29,545	1,778	2,000	1,748	1,500	2,600	1,000	0
21,410	60,000	2	1	2	26	-1	-1	-1	-1	-1	-1	959	0	849	1,120	327	531	0	849	1,120	327	531	188	0
21,411	30,000	2	2	2	24	1	2	2	2	2	0	16,704	18,121	19,030	19,424	18,818	23,307	2,000	1,500	1,000	0	5,000	2,000	0
21,412	60,000	2	3	1	49	0	0	0	0	0	0	60,335	52,211	48,293	49,311	50,290	51,346	6,751	6,803	1,821	1,800	1,866	1,896	0
21,413	180,000	2	4	2	26	0	0	0	0	0	0	42,086	96,998	133,743	135,900	159,631	160,881	90,402	100,028	20,000	26,000	7,000	6,654	0
21,414	240,000	2	2	1	34	0	0	0	0	0	0	65,883	66,386	67,444	68,461	69,423	70,843	3,000	3,038	3,057	3,000	3,000	3,500	0
21,415	220,000	2	1	2	30	-1	-1	-1	-1	-1	-1	8,939	316	541	4,188	3,473	7,653	316	541	4,188	3,473	7,653	2,280	0
21,416	100,000	2	3	1	35	-1	-1	-1	-1	-1	-2	390	390	0	780	0	0	390	0	780	0	0	0	0
21,417	180,000	2	1	2	27	-1	0	0	0	2	0	4,676	5,764	6,837	9,367	8,758	8,800	1,500	1,500	2,989	0	500	500	0
21,418	140,000	2	2	1	26	0	0	0	0	0	0	128,720	129,996	132,004	127,275	48,724	48,875	6,450	7,000	5,000	2,000	2,000	2,000	0
21,419	60,000	2	2	1	27	1	2	2	2	2	2	25,547	24,838	27,725	26,981	28,921	29,506	0	3,300	0	2,400	1,200	1,300	1
21,420	90,000	2	3	1	56	0	0	0	0	0	0	59,524	57,898	57,739	55,499	48,246	47,850	2,670	2,690	3,041	3,790	2,000	2,000	0
21,421	50,000	2	2	2	27	2	0	0	0	2	2	16,557	17,975	20,366	22,710	23,541	23,027	2,000	3,000	3,000	1,500	0	1,000	1
21,422	290,000	2	1	2	28	0	0	0	0	0	0	125,679	113,486	116,427	103,550	64,527	64,030	4,315	6,000	4,000	3,000	2,500	3,000	0
21,423	400,000	2	1	2	47	-2	-2	-2	-2	-2	-2	6,573	8,155	11,724	10,570	15,120	11,453	8,195	11,755	10,617	15,189	11,495	18,506	0
21,424	60,000	2	2	2	35	0	0	0	-1	0	0	42,174	40,510	20,513	22,123	17,094	18,668	3,090	10,709	22,154	1,000	2,000	700	0
21,425	60,000	2	2	2	29	0	0	0	0	-1	0	10,450	3,388	11,722	10,937	21,528	20,835	1,011	11,000	1,220	21,528	780	17	0
21,426	180,000	2	2	2	29	-2	-2	-2	-2	-2	-2	0	0	4,690	0	150	193	0	4,690	0	150	193	3,403	1
21,427	130,000	2	2	2	24	0	0	0	0	0	0	128,499	131,370	123,434	122,806	125,287	127,992	5,100	4,500	4,400	4,500	4,700	6,400	0
21,428	110,000	2	1	2	24	2	0	0	0	0	2	85,123	40,882	35,428	39,680	44,097	42,543	2,000	2,000	5,000	5,000	0	2,000	1
21,429	160,000	2	2	2	35	0	0	0	2	0	0	24,306	25,590	29,169	28,406	28,836	30,208	2,000	4,000	0	1,200	2,000	1,300	0
21,430	500,000	2	1	2	25	1	-1	-1	-1	-1	0	-46	9,412	1,260	0	1,121	6,566	9,458	1,260	0	1,121	6,000	3,000	0
21,431	160,000	2	1	2	26	-1	-1	-1	-1	-1	-1	5,323	1,714	2,003	2,580	0	380	1,726	2,235	2,605	0	380	1,488	0
21,432	80,000	2	1	2	29	1	-1	-1	-1	-1	-1	0	416	832	28,940	832	0	416	832	28,940	832	0	416	0
21,433	70,000	2	1	2	28	0	-1	-1	-1	-1	-1	12,018	39,270	603	2,288	1,380	2,028	39,270	603	2,288	1,380	2,028	390	0
21,434	130,000	2	5	2	27	0	0	0	0	0	0	106,852	107,599	109,902	112,635	114,472	117,556	4,000	4,030	4,600	4,200	5,000	5,000	0
21,435	20,000	2	3	1	23	0	0	0	0	0	0	5,373	7,286	8,311	11,179	10,400	3,782	2,000	1,132	3,000	1,000	3,782	3,000	0
21,436	90,000	2	3	2	27	1	2	0	0	0	0	94,699	92,290	90,719	39,902	39,200	38,531	0	4,183	1,600	1,280	1,310	1,432	1
21,437	30,000	2	1	2	24	0	0	0	0	0	0	4,848	6,524	6,290	4,440	4,531	1,300	3,000	1,108	1,000	91	26	0	0
21,438	360,000	2	2	2	25	0	0	0	0	0	0	354,626	356,006	351,383	335,323	332,865	333,404	14,000	14,000	12,000	12,000	12,000	12,000	1
21,439	150,000	2	2	2	30	0	0	0	0	0	0	106,911	105,889	96,548	87,085	52,323	51,260	4,000	4,500	5,000	2,000	1,700	2,300	0
21,440	360,000	2	2	1	26	0	0	0	0	0	0	358,897	357,100	362,900	293,597	249,345	228,470	14,245	14,061	11,028	8,813	7,900	8,100	1
21,441	160,000	2	1	2	29	-1	0	-1	0	0	0	3,462	4,673	12,741	10,023	11,023	8,922	4,000	12,841	1,000	1,000	178	4,000	0
21,442	120,000	2	3	1	51	0	0	0	2	2	2	26,496	28,586	33,828	34,236	34,734	35,292	2,800	6,000	1,200	1,300	1,200	0	0
21,443	160,000	2	2	1	25	0	0	0	0	0	0	83,005	84,023	81,765	84,265	84,437	81,265	3,900	3,300	3,906	3,000	3,100	3,120	0
21,444	190,000	2	1	2	27	0	0	0	0	0	0	14,671	15,141	17,574	18,943	20,405	42,921	2,000	3,000	2,000	2,000	25,921	1,400	0
21,445	110,000	2	1	2	28	0	0	0	0	0	0	65,024	61,848	57,944	53,857	35,036	31,973	2,500	2,900	2,000	2,000	2,000	2,000	0
21,446	290,000	2	2	2	26	0	0	0	0	0	0	291,861	254,619	226,755	155,527	125,986	107,792	9,596	7,700	4,402	3,300	3,100	4,000	0
21,447	20,000	2	1	2	24	1	-1	-1	-1	-2	-1	0	1,516	500	0	0	1,500	1,516	500	0	0	1,500	0	0
21,448	200,000	2	1	2	28	1	-1	3	2	2	-2	0	344	344	344	0	0	344	0	0	0	0	250	0
21,449	440,000	2	1	2	30	-1	-1	-1	0	0	0	777	612	87,426	171,244	150,897	117,870	612	87,426	130,007	3,018	15,000	51,663	0
21,450	70,000	2	1	2	27	2	2	2	2	2	2	43,616	44,597	45,784	46,528	47,458	48,347	2,000	2,200	1,800	2,000	1,800	2,000	1
21,451	160,000	2	2	2	24	0	0	0	0	0	0	39,604	24,023	21,323	18,933	12,763	0	1,378	1,533	1,000	255	0	0	0
21,452	120,000	2	2	2	30	-1	-1	-1	-1	-1	-1	140	3,230	3,011	1,964	1,883	1,538	3,230	3,011	1,964	1,883	1,538	1,911	0
21,453	20,000	2	3	1	22	2	0	0	0	0	0	16,358	17,063	18,406	18,992	16,564	16,944	1,282	1,625	1,209	1,000	570	411	0
21,454	310,000	2	1	2	27	-2	-2	-2	-2	-2	-2	1,000	304	1,852	2,587	8,441	14,761	152	1,868	2,587	8,441	14,761	3,418	0
21,455	80,000	2	3	1	29	0	0	0	0	0	0	15,008	17,434	19,145	21,807	24,442	27,038	3,000	2,000	3,000	3,000	3,000	1,000	0
21,456	180,000	2	2	2	29	1	2	0	0	0	2	77,494	75,658	76,942	80,419	90,715	37,376	0	3,100	5,000	11,000	1,000	1,000	0
21,457	250,000	2	1	2	28	0	0	0	0	0	0	176,925	179,079	186,166	189,786	195,130	198,147	7,000	10,000	10,000	10,000	7,300	8,000	1
21,458	180,000	2	2	2	24	0	0	0	0	-1	0	8,031	9,269	9,029	11,186	23,320	6,666	2,009	2,626	3,000	23,320	1,000	1,000	1
21,459	130,000	2	2	2	29	2	0	0	0	0	0	120,844	123,333	126,347	129,249	132,093	129,155	4,500	5,000	5,000	5,000	4,700	5,000	1
21,460	330,000	2	3	1	27	-1	-1	-1	-1	0	0	7,098	4,863	906	46,353	2,175	30,824	4,885	906	46,789	10	30,824	6,269	0
21,461	310,000	2	2	2	29	0	0	0	0	0	-1	135,195	78,756	44,127	44,782	2,108	1,983	3,500	2,500	2,150	1,000	2,000	119,943	0
21,462	70,000	2	1	2	25	0	0	0	0	0	0	27,990	24,526	25,532	25,971	14,859	14,930	1,394	1,790	1,229	519	687	557	0
21,463	30,000	2	2	2	29	2	2	2	2	2	0	18,872	21,734	21,103	22,939	22,273	22,814	3,500	0	2,500	0	900	1,000	1
21,464	290,000	2	2	1	29	2	0	0	0	0	0	112,676	113,924	116,828	119,857	122,243	124,885	4,500	4,630	4,857	4,251	4,485	4,493	1
21,465	260,000	2	1	2	29	2	0	0	-1	-1	-1	19,006	19,113	16,376	2,590	390	390	6,005	1,525	2,590	390	390	390	1
21,466	250,000	2	1	2	26	0	0	0	0	0	0	187,336	184,608	188,570	188,585	205,272	208,778	10,000	10,065	10,000	20,000	10,000	20,000	0
21,467	120,000	2	2	2	28	1	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	1
21,468	230,000	2	1	2	26	0	0	0	0	0	0	166,511	159,766	142,435	136,502	122,572	110,839	6,722	6,500	6,020	4,056	4,000	4,500	0
21,469	390,000	2	1	2	27	0	0	0	0	0	0	375,023	376,767	359,292	348,513	272,077	225,079	13,313	13,705	15,454	144,206	9,000	10,000	0
21,470	30,000	2	2	1	28	-2	-2	-2	-2	-2	-2	435	0	0	295	-5	-5	0	0	295	5	0	0	0
21,471	50,000	2	2	2	26	1	2	2	2	2	-2	49,119	44,419	42,521	38,517	19,221	19,774	0	3,213	1,331	1,000	1,000	1,100	1
21,472	180,000	2	1	2	28	0	0	0	0	0	0	49,550	43,015	50,238	49,461	43,877	32,411	3,006	10,017	2,018	1,022	2,322	23,023	0
21,473	500,000	2	2	2	34	0	0	0	0	0	0	367,463	287,148	262,173	90,450	9,685	-39,046	10,584	30,232	3,018	1,335	30,000	10,000	0
21,474	50,000	2	1	2	29	-1	-1	-2	-1	-1	-1	2,463	0	0	536	326	652	0	0	536	326	652	0	0
21,475	80,000	2	2	1	28	0	-1	-1	-1	-1	-1	8,432	928	3,602	5,495	10,059	5,700	928	3,602	5,495	10,109	5,700	3,502	0
21,476	460,000	2	2	1	28	0	0	0	-1	-1	-1	25,537	23,314	16,098	3,316	3,316	3,316	1,335	10,000	3,316	3,316	3,316	3,316	0
21,477	150,000	2	3	1	28	0	0	0	0	0	-2	3,558	4,725	2,980	3,234	0	0	2,000	1,000	2,234	0	0	0	0
21,478	50,000	2	2	1	27	0	0	0	0	0	0	48,292	47,171	37,779	28,424	29,133	27,509	2,300	1,900	1,500	1,194	1,000	1,000	0
21,479	20,000	2	1	2	27	-1	-1	-1	0	-1	-1	5,888	4,088	6,597	9,333	4,133	8,456	4,813	6,597	5,000	4,431	8,500	8,032	0
21,480	350,000	2	1	2	33	0	0	-1	-1	0	0	14,118	4,278	8,621	970	1,345	2,267	3,922	8,621	970	1,000	1,917	454	0
21,481	20,000	2	2	1	24	-1	4	4	3	4	3	19,915	19,902	19,299	20,686	20,073	19,470	600	0	2,000	0	0	0	1
21,482	400,000	2	1	2	29	-1	-1	-1	-1	-1	-1	3,807	3,168	372	20,031	916	30,979	3,168	372	20,231	916	30,979	1,984	0
21,483	490,000	2	2	2	35	0	0	0	0	-1	0	48,108	45,281	46,705	41,125	20,205	6,483	3,000	5,015	5,007	20,205	3,000	1,181	0
21,484	280,000	2	1	2	30	-1	-1	-1	-1	-1	-1	596	645	2,550	349	1,148	785	645	2,550	349	1,148	785	175	0
21,485	50,000	2	2	2	23	-1	0	0	0	0	0	48,570	48,599	49,124	48,930	50,316	62,794	1,773	2,246	2,000	3,000	1,725	6,120	0
21,486	20,000	2	2	1	24	2	2	0	0	0	0	19,891	15,895	17,140	18,457	21,381	18,914	0	1,500	1,600	1,646	678	1,000	1
21,487	90,000	2	1	2	27	0	0	2	0	0	0	46,588	49,496	48,425	50,611	52,764	55,898	4,000	0	3,000	3,000	4,000	2,043	0
21,488	150,000	2	1	2	29	-1	-1	-1	-1	-1	-1	1,639	592	3,784	2,340	5,920	5,400	592	3,791	2,340	5,920	5,400	0	0
21,489	70,000	2	1	2	28	0	0	0	0	0	0	37,325	38,402	39,476	40,818	41,833	45,165	2,000	2,000	2,000	2,000	4,000	0	0
21,490	230,000	2	1	2	30	-1	-1	-1	-1	-1	-1	1,432	1,094	665	582	472	746	1,094	665	582	472	746	633	0
21,491	200,000	2	2	2	29	-1	0	0	0	0	0	3,334	4,772	7,675	10,519	6,980	8,702	1,500	3,000	3,000	1,000	2,000	2,000	0
21,492	500,000	2	2	2	28	0	0	0	0	0	0	182,416	150,298	88,448	58,009	47,336	7,112	5,000	3,850	3,248	13,736	14,256	220,371	0
21,493	160,000	2	2	2	28	-2	-2	-1	2	-1	-1	968	708	1,841	441	3,438	3,046	710	1,913	0	3,456	3,054	1,224	0
21,494	250,000	2	2	1	29	-1	-1	-1	0	0	0	390	0	49,140	32,699	32,949	34,150	0	49,140	1,596	5,000	2,000	1,800	1
21,495	60,000	2	2	2	27	0	0	0	0	0	0	57,697	48,934	44,653	44,056	42,210	41,796	2,200	5,000	2,000	1,500	2,000	1,600	1
21,496	180,000	2	2	2	25	-1	-1	-2	-2	-1	0	3,887	0	0	0	2,454	4,710	0	0	0	2,454	3,000	0	0
21,497	500,000	2	1	1	34	0	0	0	0	0	0	30,376	32,715	60,927	76,088	110,294	108,964	15,000	30,007	30,000	50,000	5,000	5,000	0
21,498	50,000	2	2	1	25	1	3	2	2	0	0	52,207	51,067	51,278	49,425	30,113	29,644	0	2,536	13	1,199	1,058	1,073	0
21,499	140,000	2	2	1	30	-2	-2	-2	-2	-2	-2	0	0	0	0	0	1,122	0	0	0	0	1,122	0	0
21,500	460,000	2	1	2	28	0	0	0	0	-1	0	21,333	16,560	12,570	19,403	10,063	8,628	4,560	2,500	9,456	10,063	0	0	0

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