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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
1,401	100,000	2	2	1	25	0	0	0	0	0	0	20,755	20,043	19,778	24,939	28,639	8,370	2,000	2,000	6,000	4,000	4,000	3,000	0
1,402	30,000	1	2	1	36	2	2	0	0	0	0	30,573	28,473	29,083	28,313	28,932	29,565	0	2,000	940	1,000	1,106	0	0
1,403	70,000	2	2	1	44	0	0	0	0	0	0	4,221	6,642	8,361	10,208	11,038	11,848	2,500	2,000	2,000	1,000	1,000	1,000	1
1,404	470,000	1	1	2	33	-1	-1	-1	0	0	-1	5,613	11,576	7,017	1,185	0	542	11,606	7,017	24	0	542	208,896	0
1,405	300,000	2	1	1	36	-1	-1	-2	-2	-2	-2	8,385	-27	-27	-27	-27	-27	27	0	0	0	0	0	0
1,406	300,000	2	1	1	45	-1	-1	-1	0	0	-1	6,608	10,009	22,456	22,056	14,020	1,230	10,017	22,456	0	0	1,230	0	1
1,407	200,000	2	1	2	26	-2	-2	-2	-2	-2	-2	2,179	6,440	3,908	-5	1,060	2,996	6,440	3,908	5	1,065	3,000	1,108	0
1,408	150,000	2	2	1	41	0	0	0	0	0	0	79,021	77,975	74,749	80,757	83,685	81,569	4,023	3,016	10,000	4,011	3,073	3,005	0
1,409	220,000	2	2	2	25	0	0	0	0	0	0	165,040	167,485	148,133	123,266	125,736	128,342	6,809	7,038	5,000	4,500	5,000	4,473	1
1,410	420,000	1	1	2	31	-2	-2	-2	-2	-2	-2	1,569	563	1,914	1,189	1,208	4,964	565	1,923	1,194	1,214	4,988	296	0
1,411	210,000	2	2	2	45	-2	-2	-2	-2	-2	-2	467	2,050	416	416	416	416	2,050	416	416	416	416	416	0
1,412	450,000	1	3	1	58	-1	-1	-1	-1	-1	-1	8,940	6,239	5,535	9,856	819	863	6,271	5,740	9,905	823	867	2,488	0
1,413	30,000	1	2	1	38	-1	-1	-1	-1	-1	-1	184	1,522	0	5,480	175	-2,000	1,522	0	5,480	175	0	2,000	0
1,414	240,000	1	2	1	30	-1	-1	-1	-1	-1	-1	2,816	7,608	26,832	3,518	1,280	5,900	7,608	26,834	3,518	1,280	5,900	1,319	0
1,415	420,000	2	2	2	25	-1	0	0	0	0	0	28,206	122,212	117,835	112,705	111,357	108,306	100,000	4,013	3,822	4,086	3,800	3,600	0
1,416	60,000	2	1	2	25	0	0	0	0	0	0	57,174	58,559	60,586	39,144	39,615	39,334	3,000	3,800	3,300	1,900	1,600	1,500	0
1,417	30,000	2	3	2	24	-1	-1	-1	-1	-1	-1	4,882	14,630	6,323	2,870	1,485	3,926	14,630	6,485	2,870	1,485	3,926	0	0
1,418	80,000	2	1	2	29	-2	-2	-1	2	2	3	2,673	0	317	317	1,521	1,204	0	317	0	1,204	0	0	0
1,419	50,000	1	2	2	37	0	0	0	0	0	0	48,206	48,659	47,248	48,241	49,196	50,296	2,120	1,750	1,700	1,800	2,023	2,113	0
1,420	230,000	1	3	2	27	-2	-2	-2	-2	-2	-2	19,200	10,000	20,176	10,000	10,000	10,000	10,000	20,176	200	10,000	10,000	10,000	0
1,421	200,000	1	1	2	31	0	0	0	0	0	0	6,618	6,777	7,957	4,667	76,187	74,900	1,900	3,008	3,500	73,000	2,700	3,800	0
1,422	230,000	2	2	2	28	0	0	0	0	0	0	12,218	17,667	20,345	39,945	41,352	11,032	6,000	3,500	20,000	2,000	1,500	8,000	0
1,423	130,000	2	2	2	24	0	0	0	0	0	0	122,750	118,319	61,466	48,288	48,898	49,699	4,966	2,034	1,710	1,765	2,000	2,672	0
1,424	200,000	2	3	2	27	1	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	0
1,425	90,000	2	1	2	33	0	0	0	0	0	0	80,919	87,993	17,316	18,026	18,559	19,097	9,000	1,500	1,000	824	1,000	857	0
1,426	120,000	1	1	2	27	-1	-1	-1	-1	0	0	316	316	1,360	9,474	10,158	2,551	316	1,360	10,000	1,000	2,000	3,000	0
1,427	200,000	1	1	2	42	-2	-2	-2	-2	-2	-2	470	740	3,774	836	1,325	1,440	740	3,782	836	1,325	1,440	506	0
1,428	20,000	2	2	2	32	2	3	2	2	2	0	17,757	17,193	16,602	19,521	18,925	18,806	0	0	3,200	0	900	633	0
1,429	210,000	2	1	1	37	2	2	2	2	2	2	76,089	77,985	79,104	80,399	81,462	83,366	3,700	3,000	3,200	2,500	3,400	4,300	1
1,430	80,000	2	2	2	44	0	0	0	0	0	0	80,610	81,008	80,725	50,472	50,340	42,393	6,502	4,000	1,889	2,000	7,700	9,600	0
1,431	50,000	2	1	1	29	0	0	0	0	0	0	50,486	50,035	49,388	10,275	9,598	8,382	2,200	1,192	1,000	2,000	1,000	1,500	0
1,432	70,000	2	2	1	42	2	2	2	2	2	2	50,886	51,975	52,527	53,560	54,653	55,797	2,200	2,000	2,500	2,100	2,200	2,100	1
1,433	230,000	1	2	2	32	2	2	2	2	2	2	189,567	189,023	187,521	182,671	174,794	182,160	9,000	6,300	6,200	500	12,500	0	1
1,434	20,000	1	2	2	52	0	0	0	0	0	0	17,420	19,130	20,340	19,940	19,940	0	2,000	2,000	0	0	0	0	0
1,435	30,000	1	2	2	44	-1	0	-1	0	-1	-1	21,043	21,183	1,754	666	1,339	1,748	1,196	1,757	2	1,443	1,949	0	0
1,436	100,000	1	1	2	31	2	2	2	2	2	2	33,752	32,928	35,572	34,700	36,942	36,196	0	3,200	0	2,800	0	1,511	1
1,437	80,000	2	1	2	29	0	0	0	2	0	0	81,337	80,290	82,215	80,422	78,284	77,270	2,842	20,412	0	3,000	3,000	3,000	1
1,438	210,000	1	2	2	33	0	0	0	0	0	0	187,610	191,592	195,739	198,081	202,410	206,582	8,500	9,000	7,100	7,510	7,700	9,051	0
1,439	50,000	1	2	2	54	1	2	0	0	0	0	48,153	46,885	27,168	27,585	27,910	27,380	0	1,400	1,200	1,500	1,000	1,500	0
1,440	130,000	2	2	2	23	0	0	0	0	0	0	133,622	129,784	126,021	70,186	71,762	73,192	4,752	5,010	2,505	2,700	2,623	2,800	0
1,441	70,000	2	1	2	24	0	0	2	2	2	2	48,432	52,650	53,099	51,648	55,409	54,366	5,000	1,900	0	4,600	0	2,300	0
1,442	210,000	2	1	1	33	0	0	0	0	0	0	17,420	16,182	14,109	10,955	11,217	11,367	1,236	1,613	1,000	552	607	1,500	0
1,443	100,000	1	3	1	44	-1	-1	-1	-1	-1	-1	780	0	390	390	390	390	0	390	390	390	390	390	1
1,444	200,000	1	3	0	51	-1	-1	-1	-1	0	-1	3,556	4,993	9,212	2,529	1,036	4,430	5,020	9,236	2,529	0	4,430	6,398	0
1,445	40,000	1	1	2	24	1	2	0	0	0	3	28,926	28,182	28,912	29,495	33,011	32,194	0	1,500	1,064	4,000	0	0	1
1,446	80,000	2	2	2	25	2	3	2	2	2	2	69,602	67,930	72,205	73,116	74,801	73,444	0	6,000	2,700	3,000	0	5,300	0
1,447	210,000	2	1	1	37	1	-1	-1	-1	-1	-1	0	732	873	148	129	292	732	873	148	129	292	0	1
1,448	20,000	2	2	2	23	-1	-1	-1	2	-1	-1	7,186	3,478	137	1,714	17,694	12,237	8,060	137	5,199	17,694	575	0	0
1,449	10,000	1	3	2	34	0	0	0	0	0	0	8,813	8,464	9,474	9,716	9,960	10,188	2,148	1,158	400	400	400	300	0
1,450	60,000	2	3	1	50	0	0	0	0	0	0	61,600	61,952	60,661	29,095	17,636	31,406	3,300	2,000	900	889	21,500	3,600	1
1,451	40,000	2	2	1	25	0	0	0	0	0	0	11,273	12,307	13,348	13,530	13,811	14,132	1,520	1,550	700	648	700	700	0
1,452	290,000	2	1	2	33	-1	-1	-1	-1	-1	-1	413	486	820	60	1,773	3,904	486	820	60	1,773	3,904	0	1
1,453	50,000	1	2	1	54	-2	-2	-2	-2	-2	-2	1,583	2,134	0	2,025	0	1,924	2,134	0	2,025	0	1,924	0	0
1,454	20,000	1	2	2	25	0	0	0	0	2	2	17,384	13,648	13,924	15,685	15,292	17,524	1,500	1,400	2,000	0	2,500	0	0
1,455	30,000	1	2	2	26	0	0	0	0	0	0	33,195	32,705	32,406	32,167	31,728	31,061	1,600	1,500	1,500	1,300	1,261	1,003	0
1,456	20,000	1	2	1	32	0	0	0	0	0	2	17,104	18,134	19,123	19,351	20,411	19,947	1,613	1,602	830	1,512	0	545	0
1,457	50,000	2	3	3	43	0	0	0	0	0	0	24,443	24,391	23,595	22,590	21,788	21,949	1,800	1,400	800	1,000	900	900	0
1,458	500,000	1	2	1	42	1	-1	2	2	0	0	-984	3,516	1,924	1,924	8,924	6,729	4,500	0	0	7,000	36	532	1
1,459	90,000	2	3	2	24	-1	-1	-1	-1	-1	-2	595	207	18,189	557	0	0	207	18,281	557	0	0	0	1
1,460	10,000	1	2	2	26	0	0	0	0	0	0	15,147	6,641	15,318	8,610	8,790	8,963	2,234	1,135	1,086	319	319	180	0
1,461	50,000	2	2	1	37	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
1,462	120,000	1	1	2	36	0	0	2	0	0	2	24,466	28,255	27,507	27,952	31,136	30,486	4,500	0	1,200	3,800	0	1,500	0
1,463	200,000	2	1	2	27	0	0	0	0	0	0	157,607	155,693	155,290	147,604	146,719	143,317	7,194	6,760	5,018	5,370	5,294	5,300	0
1,464	300,000	2	2	1	50	-1	-1	-1	0	0	0	8,924	3,131	117,497	110,680	104,016	109,839	3,131	121,715	4,000	5,000	9,000	5,000	0
1,465	90,000	2	2	2	24	-1	0	0	0	0	0	17,524	22,184	23,270	27,372	31,905	34,954	5,000	5,000	5,000	5,000	3,600	2,000	0
1,466	90,000	1	2	1	27	0	0	0	0	0	0	70,482	70,591	64,926	59,949	54,029	48,170	2,580	2,337	1,634	1,606	1,371	620	0
1,467	140,000	2	1	2	23	1	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	1
1,468	180,000	2	2	1	39	-1	-1	-1	-1	0	-1	1,081	148	148	296	148	148	148	148	296	0	148	1,495	0
1,469	360,000	1	1	1	39	-1	-1	-1	-2	-2	-2	1,761	2,560	0	0	0	0	2,816	0	0	0	0	2,456	0
1,470	160,000	2	3	2	29	1	-2	-2	-2	-2	-2	0	0	4,150	2,065	0	500	0	4,150	2,065	0	500	0	1
1,471	100,000	1	1	1	45	0	0	0	0	0	0	10,529	12,723	15,807	18,901	21,794	25,051	2,688	3,688	3,288	3,288	3,688	0	0
1,472	20,000	1	2	2	21	0	0	2	0	0	-2	19,277	20,997	20,200	20,000	0	0	5,000	0	0	0	0	0	1
1,473	360,000	1	1	1	36	0	0	-1	0	0	0	40,434	13,352	129,978	150,637	138,969	132,118	2,000	129,990	30,000	25,000	5,000	3,000	0
1,474	230,000	1	2	2	39	-1	-1	-1	-1	-1	-1	326	326	326	326	326	326	652	326	326	326	326	326	0
1,475	110,000	2	3	2	29	0	0	0	0	0	0	101,006	104,474	106,332	106,906	108,952	110,444	5,300	5,300	4,000	4,100	4,631	4,404	1
1,476	210,000	1	2	2	37	0	0	0	0	0	0	142,149	139,025	50,283	159,231	155,342	156,769	6,534	3,069	110,017	5,496	6,307	5,376	0
1,477	200,000	1	2	2	26	-1	-1	0	0	0	0	1,747	11,817	14,225	16,017	12,613	6,600	12,957	3,884	5,010	700	360	1,713	0
1,478	50,000	1	2	2	44	0	0	0	0	0	0	27,560	19,002	8,542	8,711	8,893	9,070	1,159	1,142	311	322	324	335	0
1,479	210,000	2	1	2	30	1	-2	-2	-2	-1	-1	0	0	0	0	49,525	0	0	0	0	49,525	0	0	1
1,480	280,000	1	1	2	31	1	-2	-1	0	-1	-1	-32	-32	4,887	2,067	6,624	1,489	0	4,919	10	6,657	1,496	2,244	0
1,481	500,000	1	2	1	40	0	0	0	-1	-1	0	94,585	61,111	24,801	6,288	166,251	162,785	2,659	2,090	6,333	178,460	5,506	6,205	0
1,482	30,000	2	1	2	25	0	0	0	0	0	-2	3,924	4,972	5,873	5,993	0	0	1,099	1,000	120	0	0	0	0
1,483	340,000	2	2	1	36	0	0	0	0	0	0	167,474	155,293	134,467	129,891	113,919	106,675	7,106	4,435	4,091	3,548	4,535	4,127	0
1,484	360,000	1	1	2	32	-1	-1	-1	-1	-1	-1	389	389	1,955	5,316	2,265	6,594	389	1,955	5,316	2,265	6,594	2,974	0
1,485	70,000	2	1	2	22	0	0	0	0	0	0	71,358	70,285	28,867	29,766	26,522	27,584	3,280	1,480	1,360	960	1,500	1,000	0
1,486	20,000	2	2	3	44	2	2	7	7	7	6	2,400	2,400	2,400	2,400	2,400	1,800	0	0	0	0	0	0	1
1,487	230,000	1	1	2	32	0	0	0	0	0	0	44,734	47,178	29,582	38,426	42,500	43,531	10,120	20,000	10,000	5,000	5,000	5,000	0
1,488	60,000	1	2	1	41	0	0	0	0	0	-1	48,979	41,597	29,347	19,544	11,989	9,079	5,070	1,219	1,007	8	9,381	1,156	0
1,489	50,000	1	1	2	28	3	2	2	0	0	0	49,828	50,467	48,964	49,447	44,067	44,760	2,121	0	2,000	2,000	2,000	2,000	1
1,490	50,000	2	1	2	29	0	0	2	2	2	2	10,532	13,145	12,637	13,922	13,556	14,528	2,800	0	1,500	0	1,200	0	1
1,491	130,000	2	4	2	28	0	0	0	0	0	0	36,108	34,256	36,357	37,878	39,489	41,833	3,000	3,000	2,500	3,000	3,000	2,000	0
1,492	160,000	1	3	2	52	0	0	0	0	0	0	155,684	157,364	156,581	72,814	66,825	63,419	6,525	6,649	2,724	2,503	2,310	2,200	0
1,493	60,000	2	3	2	48	2	0	0	0	0	0	43,533	39,252	38,051	37,988	38,725	39,685	1,700	1,700	2,000	1,500	1,600	1,000	0
1,494	160,000	1	2	2	43	-1	-1	0	0	0	-1	12,458	7,146	11,529	20,860	0	780	7,545	5,000	10,000	0	780	0	0
1,495	180,000	2	1	2	25	0	-1	-1	0	-1	0	23,800	1,246	3,430	8,430	92,925	88,283	1,246	3,430	5,000	92,925	5,000	5,000	0
1,496	170,000	1	2	1	36	2	2	2	0	0	0	75,960	64,683	51,184	37,938	25,292	12,646	2,000	0	0	0	0	173,869	0
1,497	360,000	2	2	2	35	2	2	2	0	0	0	360,023	363,239	350,214	319,960	260,944	202,686	14,693	30	12,302	10,004	7,506	19,721	1
1,498	130,000	2	2	1	34	0	0	0	2	0	0	59,955	61,252	65,399	63,800	65,312	37,838	2,260	5,203	0	2,670	1,342	1,815	0
1,499	180,000	2	2	2	48	1	-1	-1	-1	-1	-1	2,551	3,044	3,044	5,283	1,660	6,671	3,044	3,044	5,283	1,660	6,671	493	0
1,500	20,000	1	1	2	27	1	2	-1	-1	0	0	6,274	5,971	3,980	9,040	9,040	0	0	4,000	9,040	0	0	17,291	0

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