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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
21,801	50,000	2	1	2	25	2	2	3	2	2	2	40,959	43,870	42,891	43,582	44,561	45,592	3,900	0	1,700	2,000	1,900	1,800	1
21,802	50,000	2	1	2	25	0	0	-1	0	0	0	4,705	9,557	7,861	8,984	10,664	7,292	5,000	7,861	1,320	2,000	6,000	10,000	0
21,803	80,000	2	3	1	24	-1	-1	-1	2	-1	-1	754	-69	3,330	2,699	1,853	184	0	3,399	0	1,853	184	1,350	0
21,804	240,000	2	4	2	25	0	0	0	0	0	0	26,501	26,869	27,488	17,891	6,696	4,129	5,000	6,000	3,000	0	0	3,585	0
21,805	120,000	2	3	2	25	0	0	0	0	0	0	106,621	105,893	107,838	103,273	101,353	87,934	4,000	5,013	4,000	3,199	3,130	4,000	1
21,806	200,000	2	1	2	26	-2	-2	-2	-2	-2	-2	5,337	2,322	7,458	1,086	25,643	35,237	2,322	7,471	1,086	25,643	35,237	7,678	0
21,807	140,000	2	1	2	26	0	0	-2	-2	-2	-2	21,688	0	0	0	0	0	0	0	0	0	0	0	0
21,808	360,000	2	2	2	26	0	0	0	0	0	0	22,233	22,935	23,816	13,800	11,000	0	1,287	1,152	1,000	1,000	0	179	0
21,809	70,000	2	2	1	26	0	0	0	0	0	0	41,659	42,652	43,705	45,965	46,900	47,884	1,687	1,740	3,000	1,700	1,739	1,770	0
21,810	170,000	2	2	2	26	2	0	0	0	2	0	111,170	113,387	115,807	119,857	117,100	118,079	4,065	5,727	7,500	2,000	4,200	5,000	1
21,811	140,000	2	3	2	26	2	0	0	0	0	0	144,010	142,724	142,802	140,103	142,750	142,855	5,301	5,400	5,100	5,300	5,500	5,400	1
21,812	20,000	2	2	2	24	3	2	3	2	3	2	17,690	19,102	19,502	20,881	20,266	20,511	2,000	1,000	2,000	0	700	0	1
21,813	50,000	2	1	2	24	0	0	0	0	0	2	12,986	13,994	15,020	16,335	17,040	16,625	1,230	1,256	1,571	1,276	0	624	0
21,814	110,000	2	1	2	25	0	0	0	0	0	0	92,332	77,807	75,559	74,371	75,126	73,799	2,800	3,703	2,700	2,200	1,810	3,000	0
21,815	180,000	2	2	2	26	1	-2	-1	-1	-2	-2	0	0	1,000	0	0	0	0	1,000	0	0	0	0	0
21,816	90,000	2	2	2	25	2	0	0	0	0	0	77,651	78,651	79,972	81,415	81,878	83,206	3,300	3,600	3,805	3,100	3,200	4,100	1
21,817	120,000	2	1	2	26	0	0	0	0	0	0	115,520	98,551	84,797	66,398	44,428	31,738	5,001	5,076	5,000	3,042	2,110	600	0
21,818	140,000	2	1	2	26	0	0	0	0	0	0	63,119	64,240	64,992	52,809	51,406	50,328	2,450	2,226	2,367	1,740	1,754	1,818	0
21,819	290,000	2	2	1	26	0	0	0	0	0	0	262,518	180,499	138,326	128,721	95,657	90,210	6,500	5,300	4,000	5,000	3,000	2,974	1
21,820	310,000	2	1	2	26	0	0	2	2	-1	2	11,683	9,624	9,022	-422	6,214	2,360	3,000	0	0	6,900	0	1,300	0
21,821	30,000	2	1	2	27	0	0	0	0	0	0	3,812	5,744	8,642	11,492	14,285	17,056	2,000	3,000	3,000	3,000	3,000	1,000	0
21,822	200,000	2	1	1	25	-1	-1	-2	-2	-2	-2	776	0	0	151	0	0	0	0	151	0	0	0	0
21,823	180,000	2	3	2	26	-1	2	-1	2	2	-2	1,728	1,539	2,703	1,650	0	0	0	2,703	0	0	0	0	0
21,824	120,000	2	2	1	24	0	0	0	0	0	0	56,324	28,542	13,590	11,501	10,151	11,171	3,000	5,007	3,200	2,000	3,000	0	0
21,825	290,000	2	1	2	25	-1	-1	-1	0	0	0	11,102	9,327	22,149	23,737	13,449	17,963	9,358	22,149	20,000	3,449	7,000	11,041	0
21,826	90,000	2	3	2	26	0	0	0	0	0	0	91,564	43,201	42,219	1,769	2,269	3,269	3,000	3,000	1,000	500	1,000	86,500	0
21,827	260,000	2	1	2	26	0	0	0	0	0	0	145,165	149,173	142,730	148,307	152,375	158,435	6,500	7,000	8,000	6,500	8,500	5,600	0
21,828	230,000	2	1	2	26	-2	-1	-1	0	0	0	865	221	16,601	17,833	15,708	10,013	221	16,601	1,513	1,000	350	500	0
21,829	270,000	2	1	2	27	-1	-1	2	2	-1	-1	9,112	6,035	3,687	0	887	690	6,035	0	0	887	690	6,331	0
21,830	280,000	2	2	2	29	-1	-1	-1	-1	-1	0	11,536	3,408	8,220	2,287	10,969	5,395	3,419	8,283	2,287	10,969	0	0	0
21,831	110,000	2	2	2	27	1	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	1
21,832	60,000	2	1	2	27	-1	-1	2	0	0	0	1,130	7	7	11,965	11,958	12,069	7	0	11,958	0	611	0	0
21,833	70,000	2	1	2	27	0	0	0	0	0	0	70,844	64,697	65,455	66,247	65,230	66,685	3,000	2,400	3,000	2,400	2,500	2,500	0
21,834	100,000	2	2	1	27	2	0	0	0	0	2	101,429	79,254	80,910	83,072	87,774	90,579	2,833	2,929	3,500	6,100	4,367	0	1
21,835	140,000	2	2	1	27	0	0	0	0	0	0	125,792	126,771	132,730	124,689	105,447	106,704	5,000	10,000	5,000	5,000	5,000	5,000	0
21,836	50,000	2	2	1	22	0	0	0	0	0	0	34,250	34,833	35,625	36,754	16,943	16,234	1,550	1,750	2,270	603	713	1,000	1
21,837	80,000	2	1	2	23	0	0	0	0	0	0	74,464	69,584	66,342	60,514	48,965	29,648	3,117	2,519	1,838	1,434	1,015	1,505	0
21,838	40,000	2	5	1	24	0	0	0	0	0	0	40,848	39,270	40,929	40,528	39,575	40,526	1,650	2,300	1,600	1,330	1,500	1,500	0
21,839	140,000	2	2	2	24	0	0	0	0	0	0	135,432	136,312	131,559	111,859	98,815	97,443	6,500	4,733	4,015	4,000	4,000	3,800	1
21,840	200,000	2	2	2	24	0	0	0	0	0	-2	19,326	20,330	21,362	22,000	2,000	950	1,330	1,362	1,000	2,000	950	0	0
21,841	50,000	2	2	2	24	1	2	3	2	2	2	16,455	17,885	18,305	18,708	19,105	19,653	2,000	1,000	1,000	1,000	1,000	1,000	0
21,842	80,000	2	2	2	24	0	0	0	0	-1	-1	41,444	14,262	14,631	8,592	1,425	88,516	1,306	1,500	1,500	1,425	88,516	3,300	0
21,843	270,000	2	2	1	26	0	0	0	0	0	-1	22,804	11,496	12,273	12,014	10,597	31,182	1,496	2,273	2,014	597	31,182	82,615	0
21,844	70,000	2	2	1	27	0	0	0	0	0	0	69,762	68,914	69,252	70,415	69,212	70,514	2,450	2,600	2,700	2,500	2,800	2,500	1
21,845	200,000	2	1	2	25	0	0	0	-1	0	0	11,740	7,221	1,341	25,068	52,486	45,047	2,012	1,025	32,994	37,042	2,004	2,502	0
21,846	170,000	2	2	2	25	0	0	0	0	0	0	26,151	24,019	26,013	24,471	23,496	25,333	3,000	5,000	2,000	2,000	5,000	895	1
21,847	420,000	2	2	2	25	0	0	0	0	0	0	23,191	24,541	24,813	25,893	26,397	26,557	2,267	2,034	1,500	1,467	1,267	1,767	0
21,848	50,000	2	1	2	26	2	0	0	2	2	2	25,875	27,132	29,695	30,908	30,112	32,123	2,000	3,000	2,000	0	2,500	0	1
21,849	140,000	2	2	2	27	0	0	0	0	0	0	124,753	101,551	93,649	89,574	90,413	90,596	3,626	4,324	3,207	4,000	3,500	3,390	0
21,850	130,000	2	1	2	27	-1	0	0	0	0	0	19,486	52,960	26,491	19,038	22,297	25,986	35,000	10,048	8,000	5,000	6,000	8,000	0
21,851	270,000	2	1	2	27	-1	-1	-1	0	0	0	1,390	363	14,770	14,367	14,388	47,441	363	14,841	1,200	1,288	41,437	1,335	0
21,852	80,000	2	5	2	27	0	0	0	0	0	0	81,787	77,845	60,159	54,151	45,108	44,490	2,600	3,009	2,200	2,000	2,000	2,832	0
21,853	160,000	2	2	1	26	1	2	0	0	0	2	46,835	45,781	47,040	47,807	50,711	40,166	0	2,000	1,700	3,550	0	2,000	0
21,854	130,000	2	2	2	26	0	0	0	0	-1	0	130,318	131,351	131,352	121,931	61,755	61,453	4,700	5,108	3,860	82,367	3,041	2,000	1
21,855	160,000	2	2	2	27	0	0	0	0	0	0	100,613	78,592	80,240	39,835	41,150	0	3,600	3,700	1,700	2,000	0	0	0
21,856	180,000	2	2	2	27	0	0	0	0	0	0	173,098	172,494	172,060	166,204	145,146	142,961	8,000	8,100	8,000	5,600	5,500	15,000	0
21,857	180,000	2	1	2	27	1	-1	-1	-1	-1	-1	0	2,039	2,000	3,918	710	6,761	2,039	2,000	3,918	710	6,761	3,077	0
21,858	210,000	2	3	1	27	0	0	-2	-1	-1	-2	4,700	0	0	1,008	0	0	0	0	1,008	0	0	0	0
21,859	150,000	2	3	2	26	0	0	0	0	0	0	21,081	7,985	7,315	11,295	10,413	16,745	2,200	2,500	6,023	5,000	6,745	2,155	0
21,860	360,000	2	1	1	26	-2	-2	-2	-2	-2	-2	1,517	2,742	2,317	2,482	1,415	2,095	2,749	2,322	2,482	1,417	2,095	3,228	0
21,861	470,000	2	2	2	26	0	0	0	0	0	0	27,134	26,594	26,805	24,808	21,101	17,906	1,500	1,502	3,696	1,008	1,006	1,001	0
21,862	40,000	2	1	2	27	0	0	0	-1	0	0	33,563	20,539	2,360	38,639	8,899	0	1,204	1,000	38,639	178	0	0	0
21,863	200,000	2	1	2	27	0	0	0	0	0	0	201,202	202,252	195,276	167,209	144,232	137,271	15,200	9,600	9,503	5,148	4,968	4,930	0
21,864	150,000	2	1	2	27	0	-1	0	-1	-1	-1	8,000	13,024	9,809	8,000	800	1,072	13,024	3,000	8,100	800	2,524	24,902	0
21,865	90,000	2	2	2	25	0	0	0	0	0	2	65,924	58,210	60,050	61,448	73,852	72,551	3,000	2,771	3,000	13,500	0	3,000	1
21,866	60,000	2	2	2	26	1	2	0	0	-2	-2	47,963	36,871	3,800	0	0	0	0	1,038	0	0	0	0	0
21,867	80,000	2	1	2	26	-1	-1	-1	-1	-2	-1	4,620	2,991	1,441	1,608	1,453	4,287	2,991	1,500	1,608	1,453	4,287	6,000	0
21,868	160,000	2	1	2	26	0	0	2	0	0	0	13,122	14,011	12,276	7,457	7,267	5,529	4,000	1,000	2,000	2,000	2,000	500	0
21,869	130,000	2	1	2	27	1	-2	-1	2	2	-1	0	0	98	98	98	2,500	0	98	0	0	2,500	0	0
21,870	70,000	2	3	2	26	0	0	0	0	0	0	70,251	29,481	8,948	9,006	10,570	11,421	2,000	1,200	1,500	2,000	1,000	2,000	0
21,871	170,000	2	2	2	24	-1	-1	-1	-1	0	-1	1,471	6,040	1,471	3,398	1,929	11,966	6,040	1,471	3,398	2	11,966	10,051	0
21,872	50,000	2	2	2	25	0	0	0	-1	0	-1	4,406	3,732	0	4,249	4,865	2,157	3,000	0	4,249	2,065	2,157	0	0
21,873	100,000	2	1	1	25	0	0	-1	0	0	0	7,565	460	98,796	52,079	40,183	35,796	28	103,350	1,722	1,100	1,300	2,000	0
21,874	130,000	2	1	2	27	1	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	623	0
21,875	60,000	2	2	2	23	0	0	0	0	0	0	56,397	57,112	58,057	59,006	39,578	38,973	2,039	2,250	2,060	1,506	1,500	1,500	0
21,876	290,000	2	2	2	25	0	0	0	0	0	0	140,615	142,201	145,676	144,305	140,375	142,119	7,003	7,037	7,019	6,005	6,006	6,011	0
21,877	50,000	2	2	1	26	1	-1	2	2	-2	-2	0	1,000	2,000	0	0	0	1,000	0	0	0	0	0	0
21,878	140,000	2	1	2	24	0	0	0	0	0	0	28,872	30,083	31,119	32,597	33,257	35,061	2,000	1,522	2,000	1,500	2,500	2,000	0
21,879	120,000	2	1	2	24	0	0	0	0	-1	-1	3,377	4,644	8,528	8,200	3,488	1,161	2,500	5,000	1,000	3,488	1,161	5,036	0
21,880	190,000	2	2	2	26	0	0	2	0	0	0	115,608	138,097	130,898	130,950	115,342	115,657	26,500	0	7,000	4,550	4,600	4,170	0
21,881	30,000	2	2	2	22	2	-1	-1	-1	-1	-1	174	1,995	3,530	0	5,960	0	1,995	3,530	0	5,960	0	1,778	0
21,882	160,000	2	3	2	26	-1	-1	-1	-1	-1	-1	390	390	390	390	390	390	390	390	390	390	390	390	0
21,883	230,000	2	4	2	26	1	-1	2	-1	-1	-1	0	500	500	624	1,090	2,952	500	0	624	1,090	2,952	1,505	0
21,884	130,000	2	3	2	27	0	0	0	0	0	0	124,769	127,966	119,008	46,659	47,588	47,698	5,400	3,941	1,742	1,671	1,712	1,730	0
21,885	340,000	2	1	2	27	0	0	0	0	0	0	195,524	196,119	197,690	182,112	166,822	143,166	7,524	9,809	7,852	6,525	6,002	6,007	0
21,886	230,000	2	1	2	28	2	0	0	0	0	0	101,347	95,956	87,294	85,336	81,640	82,462	4,179	4,231	4,061	2,846	2,800	2,909	1
21,887	90,000	2	1	2	25	0	0	0	0	0	0	33,336	39,009	47,657	52,372	52,112	56,257	10,000	10,000	6,000	1,570	5,000	1,363	0
21,888	300,000	2	2	2	26	0	0	0	0	0	0	63,425	50,294	38,235	29,944	26,259	26,288	3,005	2,691	2,400	1,000	1,000	859	0
21,889	110,000	2	2	2	25	0	0	0	0	0	0	52,059	49,709	8,504	7,277	7,774	8,261	1,150	1,330	2,500	1,000	1,000	1,000	1
21,890	140,000	2	1	2	25	0	0	0	0	0	0	38,199	38,810	39,811	41,133	41,730	42,026	2,000	2,000	2,000	2,000	2,000	2,000	0
21,891	180,000	2	2	2	26	0	0	0	0	0	0	3,739	4,889	7,768	7,156	6,956	29,402	3,889	4,739	2,289	4,289	26,735	3,972	1
21,892	70,000	2	1	2	26	1	2	2	2	2	2	52,204	53,250	53,799	52,330	55,666	56,839	2,500	1,983	0	4,206	2,200	0	1
21,893	180,000	2	2	1	27	0	0	0	0	0	0	117,703	116,372	115,445	112,938	109,306	104,106	4,171	4,200	4,000	3,789	3,959	3,300	0
21,894	150,000	2	2	2	27	-1	-1	-1	-1	-1	0	7,815	4,914	6,237	3,280	11,167	15,915	4,933	6,237	3,280	11,167	10,000	686	0
21,895	30,000	2	2	1	27	0	0	2	0	0	0	27,347	31,402	30,047	30,869	29,403	29,831	5,500	0	3,000	998	3,000	3,000	0
21,896	230,000	2	2	2	25	0	-1	2	0	0	0	14,330	222,761	197,630	172,058	174,123	178,052	232,557	0	7,556	6,219	6,721	7,074	0
21,897	180,000	2	2	1	27	1	-1	-1	-1	-1	-1	0	376	0	390	698	636	376	0	390	698	636	456	0
21,898	150,000	2	2	2	27	0	0	0	0	0	0	61,162	50,928	47,542	46,644	31,595	24,473	3,000	5,000	5,065	5,000	2,000	5,000	0
21,899	40,000	2	1	2	27	0	0	0	0	0	0	30,923	26,175	27,251	29,397	19,650	23,202	5,000	1,522	10,000	10,000	15,000	841	0
21,900	40,000	2	1	2	27	0	0	0	2	2	2	37,005	38,084	41,156	39,986	40,465	36,745	2,000	4,000	0	1,000	0	0	1

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