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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
10,801	130,000	1	2	2	38	0	-1	0	0	0	0	9,439	62,132	48,108	40,918	35,111	24,846	63,053	1,478	1,119	1,016	1,026	1,049	0
10,802	50,000	1	3	2	36	2	2	7	7	7	7	2,400	2,400	2,400	2,400	2,400	2,400	0	0	0	0	0	0	1
10,803	450,000	2	1	2	30	0	0	0	0	0	0	46,244	32,387	30,976	29,455	30,012	20,109	1,599	1,311	2,000	1,000	2,000	647	1
10,804	100,000	1	2	1	41	2	2	2	2	2	2	68,786	69,604	67,887	72,744	73,932	75,560	2,500	0	6,000	2,500	3,000	3,000	1
10,805	120,000	2	1	2	26	0	0	0	0	0	0	11,513	12,227	13,321	15,090	16,836	18,554	1,206	1,300	2,000	2,000	2,000	2,000	0
10,806	270,000	2	1	2	29	0	0	0	0	-1	-1	14,728	20,865	24,812	12,674	9,486	2,460	10,000	5,000	3,900	9,486	2,460	0	0
10,807	80,000	1	1	2	36	-2	-2	-2	-2	-2	-2	5,012	1,200	0	1,159	0	0	1,200	0	1,159	0	0	6,028	0
10,808	80,000	2	3	1	40	0	0	0	-1	0	0	80,855	78,074	38,360	60,060	59,322	59,973	2,800	2,700	61,400	2,312	2,800	2,800	0
10,809	320,000	1	1	2	33	-2	-2	-2	-2	-2	-2	3,903	3,609	4,615	5,256	22,760	700	3,609	4,615	5,256	22,760	700	1,992	0
10,810	380,000	1	1	1	35	1	-1	-1	-1	-2	-2	-6	15,099	1,299	0	0	0	15,105	1,300	0	0	0	0	0
10,811	380,000	2	2	2	41	0	0	0	0	-1	0	86,950	76,202	63,536	22,345	9,222	10,551	3,239	1,283	453	9,222	10,551	5,088	0
10,812	180,000	2	2	1	41	-2	-2	-2	-2	-2	-2	21,450	0	6,980	10,628	9,920	6,205	0	6,980	10,628	9,920	6,205	6,381	0
10,813	100,000	2	2	2	31	0	0	0	0	0	0	32,430	34,169	36,495	36,910	37,838	38,457	2,579	2,905	1,320	1,522	1,400	1,419	0
10,814	290,000	2	1	2	29	0	0	0	0	-1	0	41,435	30,229	9,020	-77	8,123	210,989	1,690	3,000	0	8,200	205,000	6,000	0
10,815	90,000	1	1	2	27	-1	-1	-1	-1	-1	-1	1,040	3,953	6,986	868	350	874	3,963	6,986	868	350	874	548	1
10,816	10,000	1	2	1	24	5	4	3	2	0	0	9,829	9,539	9,244	8,949	9,137	9,177	0	0	0	480	340	500	1
10,817	150,000	1	3	2	31	-2	-2	-2	-1	-1	-2	31,991	18,322	11,429	3,714	0	0	18,696	11,629	3,814	0	0	0	0
10,818	160,000	2	2	2	32	2	2	2	2	-1	0	400	400	400	0	20,818	20,818	0	0	0	20,818	0	0	0
10,819	200,000	2	1	1	27	2	2	2	0	0	0	191,406	201,756	197,185	146,021	147,473	147,669	15,100	3,028	5,169	5,400	5,306	5,232	1
10,820	30,000	2	2	2	23	-1	-1	-1	-1	-1	-1	1,393	1,393	1,393	1,543	1,596	2,970	1,393	1,393	1,543	1,596	2,970	0	0
10,821	70,000	2	1	2	24	0	0	0	0	0	0	65,920	67,413	68,623	68,867	70,179	67,976	3,150	3,000	2,250	2,400	2,350	2,400	0
10,822	160,000	1	2	2	30	1	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	679	0
10,823	140,000	2	1	2	27	2	2	2	2	2	2	94,903	96,912	98,015	99,155	100,979	99,251	4,400	3,600	3,600	3,500	0	3,470	1
10,824	50,000	2	3	2	22	0	0	0	0	0	-1	11,867	12,588	13,089	13,731	13,891	1,769	1,309	1,200	1,232	891	4,435	1,836	0
10,825	50,000	2	1	2	23	-1	-1	-1	-1	0	0	496	454	-42	13,109	13,266	13,401	454	0	14,109	1,000	1,000	1,000	0
10,826	150,000	1	1	2	31	0	0	0	0	0	0	1,575	4,711	4,956	6,692	14,418	25,825	3,651	1,068	1,977	9,118	12,625	122	0
10,827	120,000	2	1	2	34	1	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	0
10,828	160,000	2	2	1	63	1	-2	-1	-1	-1	-1	-2	-2	2,647	1,210	0	1,886	0	2,649	1,210	0	1,886	491	0
10,829	180,000	2	4	2	26	0	0	0	0	0	0	252,810	240,518	39,162	5,461	2,309	0	8,013	3,060	109	46	0	0	0
10,830	220,000	2	2	2	27	0	0	0	0	0	0	220,588	218,136	177,720	131,874	118,918	110,338	9,000	7,500	4,500	5,000	5,000	3,000	0
10,831	10,000	1	2	2	22	2	0	0	-1	-1	-2	8,631	9,202	9,975	528	0	0	1,238	1,275	528	0	0	0	1
10,832	80,000	2	1	1	36	-1	-1	-1	-1	-1	-1	1,069	1,460	4,337	0	2,649	708	2,000	4,507	999	2,649	787	288	0
10,833	110,000	2	2	2	28	0	0	0	0	0	0	105,080	107,420	107,325	108,545	105,341	106,822	5,540	5,361	4,500	4,000	4,500	4,100	0
10,834	80,000	2	2	1	51	1	-2	-2	-1	-1	-1	-12	-12	-12	17,691	4,599	4,134	0	0	17,703	4,599	4,134	0	1
10,835	270,000	1	2	1	52	0	-1	-1	-1	2	-1	18,758	4,937	2,000	9,078	5,058	6,177	4,937	2,000	9,078	0	6,177	4,600	0
10,836	160,000	2	1	2	36	1	2	0	0	0	0	163,897	116,343	118,552	119,376	122,039	121,841	0	5,677	4,197	4,509	4,412	4,228	0
10,837	50,000	1	2	2	44	0	0	0	0	0	0	16,726	18,144	19,116	19,543	20,116	18,163	2,000	1,600	1,000	1,000	1,000	811	0
10,838	60,000	2	2	1	39	0	0	0	0	0	0	58,017	59,481	60,360	38,307	35,519	35,356	2,396	2,110	1,272	1,257	1,245	1,138	0
10,839	140,000	1	2	2	28	0	0	2	2	2	2	137,706	118,294	115,038	119,696	87,930	96,561	12,300	0	8,200	0	10,000	0	0
10,840	360,000	2	2	2	34	0	0	0	0	0	0	277,569	246,380	236,139	241,056	246,297	246,072	10,500	8,500	8,750	9,200	9,800	8,700	0
10,841	200,000	2	4	2	34	-1	-1	-2	-2	-2	-1	6,093	4,297	15,765	3,997	4,931	429	4,310	15,818	4,009	4,945	429	0	0
10,842	40,000	2	2	1	36	1	2	0	0	0	0	38,430	37,537	38,156	39,581	36,506	37,893	0	1,575	2,000	1,500	2,000	3,000	1
10,843	50,000	2	3	1	50	2	0	0	0	2	0	48,381	47,810	48,123	51,060	50,162	48,209	2,200	2,100	4,000	0	2,000	2,000	1
10,844	50,000	2	2	1	46	0	0	0	0	0	0	48,095	26,873	27,774	28,387	28,982	29,599	1,500	1,387	1,000	980	1,026	843	0
10,845	70,000	1	1	2	27	0	0	0	0	0	0	134,781	69,502	117,846	49,535	48,247	49,040	6,012	1,936	1,874	1,740	2,000	1,800	0
10,846	500,000	1	1	1	41	-1	-1	-1	-2	-1	-1	719	1,550	-50	-50	10,037	79	1,558	0	0	10,087	79	471	0
10,847	160,000	1	1	2	37	-1	2	-1	-1	0	-1	17,723	497	1,100	652	326	5,654	0	1,100	652	0	5,654	0	1
10,848	180,000	2	3	2	28	0	0	0	0	0	0	176,802	179,271	180,382	132,104	129,772	124,734	6,963	6,208	3,749	4,365	4,517	177	0
10,849	100,000	1	2	2	25	0	-1	-1	-1	-1	-1	48,285	390	390	390	390	390	390	390	390	390	390	9,528	0
10,850	50,000	2	2	2	38	0	-1	-1	0	0	0	4,965	495	16,982	17,203	17,577	17,936	500	17,000	800	800	800	900	0
10,851	210,000	1	2	1	33	0	0	0	0	0	0	141,571	138,588	142,343	69,004	70,596	69,388	5,000	6,000	2,270	2,500	2,472	2,600	1
10,852	140,000	1	1	2	29	-2	-2	-2	-2	-2	-2	700	700	700	3,105	1,259	700	700	700	3,105	1,259	700	700	0
10,853	80,000	2	2	2	23	0	0	0	0	0	0	50,884	48,709	19,010	21,808	15,995	12,290	2,427	1,214	600	656	282	0	1
10,854	120,000	2	1	2	28	0	0	0	2	0	0	75,982	78,213	82,563	78,273	79,914	81,514	3,451	6,275	0	2,898	2,926	6,210	1
10,855	280,000	1	2	1	48	0	0	0	0	-2	-2	74,267	54,500	5,520	0	0	0	3,110	1,200	0	0	0	0	0
10,856	80,000	2	2	1	45	0	0	0	0	0	0	30,063	30,399	24,577	24,788	18,522	17,873	1,843	1,233	882	633	842	12,000	0
10,857	200,000	2	3	2	31	-1	-1	0	0	0	2	2,126	99,787	194,779	194,179	164,444	83,277	99,787	100,000	0	83,277	0	77,325	0
10,858	300,000	2	1	2	27	-1	-1	-1	-1	0	0	2,566	4,658	197	10,767	26,117	15,800	4,725	197	10,770	15,350	5,000	424	0
10,859	40,000	1	1	1	34	-1	-1	-1	-1	-1	-1	7,018	7,402	8,374	7,505	7,515	9,120	7,419	8,382	7,505	7,515	9,120	6,180	0
10,860	360,000	1	2	1	38	1	-2	-2	-1	2	2	0	0	0	2,500	2,500	0	0	0	2,500	0	0	0	1
10,861	60,000	1	1	2	30	1	-1	-1	0	0	0	0	345	11,736	11,387	10,228	10,497	345	13,737	0	4,000	6,000	0	0
10,862	110,000	2	2	2	29	2	2	4	4	3	2	600	600	600	600	300	150	0	0	0	0	0	921	1
10,863	50,000	1	2	2	42	1	-2	-2	-2	-2	-2	-4	-4	0	0	0	0	0	4	700	0	0	2,300	0
10,864	150,000	2	2	2	24	-2	-2	-2	-2	-2	-2	1,563	5,689	490	0	2,893	0	5,689	494	0	2,893	0	499	0
10,865	60,000	2	5	2	22	0	0	0	0	0	0	61,094	61,260	55,730	29,846	28,600	28,970	3,000	3,000	2,000	1,500	1,500	2,000	0
10,866	20,000	2	1	2	25	0	0	0	-1	-1	-2	17,693	13,037	600	1,040	0	0	1,081	600	1,040	800	0	0	0
10,867	360,000	2	2	2	33	0	0	-1	-1	0	-1	9,797	5,333	3,299	8,786	6,801	8,488	1,000	3,331	8,786	1,000	8,488	0	0
10,868	30,000	1	1	2	25	0	0	-2	-2	-2	-2	7,833	0	0	0	0	0	0	0	0	0	0	0	0
10,869	70,000	2	2	1	36	0	0	0	0	0	0	59,331	57,786	58,608	28,105	30,656	32,674	3,500	3,000	3,000	3,000	3,000	3,000	0
10,870	50,000	1	2	2	28	0	0	0	0	0	0	48,433	49,608	45,568	9,742	8,790	6,591	2,000	1,500	442	300	238	500	1
10,871	80,000	1	2	1	37	2	2	2	2	2	2	58,024	59,300	59,831	60,554	61,938	63,269	2,800	2,100	2,300	2,500	2,500	500	1
10,872	200,000	2	2	1	35	0	0	0	0	0	0	7,677	14,704	8,000	10,285	16,285	4,815	7,240	2,000	2,285	6,000	1,500	0	0
10,873	480,000	2	3	1	42	-2	-2	-2	-2	-2	-2	7,245	0	0	0	790	0	0	0	0	790	0	0	0
10,874	60,000	1	2	1	46	2	0	0	0	0	0	59,748	60,684	59,532	30,193	27,726	26,520	2,500	2,108	1,008	1,160	2,000	4,000	1
10,875	150,000	2	3	2	60	0	0	0	0	0	0	149,892	137,990	136,171	100,508	102,610	101,682	6,780	4,800	3,496	3,618	4,000	3,497	1
10,876	400,000	1	1	1	40	-1	-1	-2	-1	-1	-2	4,750	0	0	2,827	0	0	0	0	2,827	0	0	3,347	1
10,877	300,000	2	1	2	36	1	-2	-2	-1	2	-1	-78	-78	-78	1,222	1,072	4,689	0	0	1,300	0	4,689	0	1
10,878	80,000	2	3	2	26	0	0	2	0	0	0	40,931	44,374	43,365	44,143	45,079	45,977	4,100	0	1,800	1,800	1,800	2,000	0
10,879	30,000	1	2	2	25	1	2	3	2	0	0	25,787	28,067	27,332	26,597	27,512	57,002	3,000	0	0	1,500	1,600	900	0
10,880	300,000	1	2	2	33	0	0	0	0	0	0	283,552	252,308	204,975	159,596	116,322	247,931	10,000	7,009	6,000	6,100	245,000	7,600	0
10,881	50,000	2	2	1	23	0	0	0	0	-1	0	50,643	50,199	23,986	-17,250	20,129	20,502	2,741	2,079	2,177	41,608	713	837	0
10,882	400,000	2	2	1	53	0	0	-1	0	0	0	252,860	257,062	99,832	100,967	101,788	117,818	11,416	99,835	3,501	3,641	17,823	4,180	0
10,883	280,000	2	2	2	26	0	0	0	0	0	0	70,219	69,487	85,733	131,138	131,414	130,758	3,165	20,014	50,014	5,015	4,518	4,609	0
10,884	160,000	2	1	2	30	-1	2	2	-1	-1	-1	6,548	3,200	0	4,775	456	0	7	0	4,775	456	0	0	0
10,885	450,000	1	1	1	53	-1	-1	-1	-1	-1	0	3,873	3,119	8,970	1,323	11,990	8,838	3,128	9,008	1,323	12,008	214	1,327	0
10,886	50,000	1	3	1	47	1	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	0
10,887	120,000	2	3	1	47	0	0	0	0	0	0	16,224	16,085	17,677	16,450	18,407	15,841	2,001	2,317	1,002	3,009	1,000	1,000	0
10,888	60,000	2	2	1	57	0	0	0	0	0	0	20,866	22,131	22,685	24,938	25,085	28,862	2,000	2,000	2,950	926	4,600	0	0
10,889	210,000	2	1	2	26	0	0	0	0	0	0	129,882	131,991	134,515	134,141	137,667	126,127	6,000	6,000	3,000	5,000	5,000	3,000	0
10,890	110,000	2	2	2	24	0	0	0	0	0	0	28,956	33,115	31,752	30,539	29,468	33,259	5,000	2,000	2,000	2,000	7,000	2,000	0
10,891	110,000	2	1	1	32	1	2	0	0	0	0	42,867	41,901	44,126	43,483	43,435	41,010	0	3,000	2,000	2,000	2,000	3,600	1
10,892	140,000	1	2	2	41	0	0	0	0	0	0	92,281	92,370	92,446	65,774	65,076	64,295	3,551	3,814	2,333	2,340	2,279	2,273	0
10,893	430,000	2	2	1	36	1	-2	-2	-2	-2	-2	1,821	2,324	2,250	3,004	1,074	1,623	2,324	2,250	3,004	1,074	1,623	2,493	0
10,894	20,000	1	2	1	43	-1	-1	-1	-1	-1	0	4,820	1,837	390	390	780	780	1,837	390	390	780	0	0	0
10,895	360,000	2	1	1	31	1	-1	-1	0	-1	-1	-1	180	14,418	8,625	516	0	181	14,418	0	516	0	1,235	0
10,896	630,000	2	1	2	29	0	0	0	0	0	0	497,106	497,921	490,093	435,019	329,476	338,557	15,868	12,371	26,454	8,510	11,039	5,390	1
10,897	60,000	2	2	3	39	0	0	0	-1	0	0	52,149	32,476	8,128	9,972	13,037	-161	1,173	1,000	9,972	10,000	0	20,588	0
10,898	50,000	1	3	2	41	0	0	2	-1	0	0	48,238	35,194	9,802	26,781	28,542	29,235	4,866	126	58,542	3,032	2,000	2,000	0
10,899	200,000	1	1	1	41	-1	-1	-1	-1	-1	-1	855	0	316	8,386	316	10,104	0	316	8,386	8,896	10,104	955	0
10,900	20,000	1	3	2	61	2	0	0	-2	-2	-2	18,828	10,400	0	0	0	0	1,400	0	0	0	0	0	0

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