fecha,material,real,persistencia,prediccion,modelo,error_base,error_modelo 2022-09-01,Acero,353.075,374.122,356.27504806445035,LSTM,21.047000000000025,3.200048064450357 2022-10-01,Acero,336.866,353.075,333.58849039279164,LSTM,16.209000000000003,3.2775096072083443 2022-11-01,Acero,327.874,336.866,324.0131577288891,LSTM,8.991999999999962,3.8608422711109256 2022-12-01,Acero,322.678,327.874,321.25515019380816,LSTM,5.196000000000026,1.4228498061918344 2023-01-01,Acero,323.534,322.678,322.96180870796184,LSTM,0.8559999999999945,0.5721912920381556 2023-02-01,Acero,332.616,323.534,330.46064123209624,LSTM,9.081999999999994,2.155358767903749 2023-03-01,Acero,340.753,332.616,343.3478349487239,LSTM,8.137,2.5948349487239284 2023-04-01,Acero,347.827,340.753,349.22164545833954,LSTM,7.074000000000012,1.3946454583395393 2023-05-01,Acero,356.02,347.827,348.8640179183406,LSTM,8.192999999999984,7.155982081659374 2023-06-01,Acero,348.799,356.02,355.5970452831898,LSTM,7.221000000000004,6.798045283189822 2023-07-01,Acero,335.16,348.799,336.2272346196032,LSTM,13.638999999999953,1.067234619603198 2023-08-01,Acero,331.341,335.16,325.32028043365324,LSTM,3.819000000000017,6.02071956634677 2023-09-01,Acero,323.71,331.341,323.4636258504681,LSTM,7.631000000000029,0.24637414953190273 2023-10-01,Acero,316.875,323.71,323.7303038710281,LSTM,6.8349999999999795,6.855303871028127 2023-11-01,Acero,314.569,316.875,320.77284778988155,LSTM,2.305999999999983,6.203847789881536 2023-12-01,Acero,325.503,314.569,324.5505999459,LSTM,10.933999999999969,0.9524000540999964 2024-01-01,Acero,338.362,325.503,341.50693065644884,LSTM,12.859000000000037,3.144930656448821 2024-02-01,Acero,344.739,338.362,352.271497385641,LSTM,6.376999999999953,7.5324973856410224 2024-03-01,Acero,321.137,344.739,345.531299258511,LSTM,23.601999999999975,24.394299258511012 2024-04-01,Acero,314.128,321.137,304.37860525967875,LSTM,7.0090000000000146,9.749394740321236 2024-05-01,Acero,314.168,314.128,306.7387218628884,LSTM,0.040000000000020464,7.429278137111623 2024-06-01,Acero,308.611,314.168,311.39152699161605,LSTM,5.557000000000016,2.780526991616057 2024-07-01,Acero,301.282,308.611,309.49026107156965,LSTM,7.329000000000008,8.208261071569666 2024-08-01,Acero,295.464,301.282,305.6780359086692,LSTM,5.817999999999984,10.214035908669189 2024-09-01,Acero,291.516,295.464,303.1122330964997,LSTM,3.947999999999979,11.596233096499702 2024-10-01,Acero,294.235,291.516,297.1452884168642,LSTM,2.718999999999994,2.910288416864205 2024-11-01,Acero,297.911,294.235,297.0504513673114,LSTM,3.6759999999999877,0.8605486326886194 2024-12-01,Acero,288.188,297.911,298.3630385346406,LSTM,9.723000000000013,10.175038534640635 2025-01-01,Acero,286.655,288.188,283.683064475577,LSTM,1.5330000000000155,2.9719355244229746 2025-02-01,Acero,296.547,286.655,286.2240619895608,LSTM,9.892000000000053,10.322938010439202 2025-03-01,Acero,312.996,296.547,299.94512682958185,LSTM,16.448999999999955,13.050873170418129 2025-04-01,Acero,320.642,312.996,320.21425942211096,LSTM,7.646000000000015,0.42774057788903974 2025-05-01,Acero,333.703,320.642,328.5748006966466,LSTM,13.060999999999979,5.1281993033533695 2025-06-01,Acero,320.657,333.703,347.0387810587957,LSTM,13.045999999999992,26.381781058795696 2025-07-01,Acero,318.105,320.657,316.56652235347184,LSTM,2.551999999999964,1.5384776465281789 2025-08-01,Acero,320.719,318.105,316.7455329474571,LSTM,2.613999999999976,3.973467052542901 2025-09-01,Acero,317.52,320.719,319.48977747575327,LSTM,3.1990000000000123,1.9697774757532898 2025-10-01,Acero,313.812,317.52,316.10582464195835,LSTM,3.70799999999997,2.293824641958338 2025-11-01,Acero,307.944,313.812,319.81134321145856,LSTM,5.867999999999995,11.867343211458547 2025-12-01,Acero,323.978,307.944,315.2039521946498,LSTM,16.033999999999992,8.774047805350222 2026-01-01,Acero,329.774,323.978,342.4872732010085,LSTM,5.795999999999992,12.71327320100852 2026-02-01,Acero,340.509,329.774,329.74482317894604,LSTM,10.735000000000014,10.76417682105398 2026-03-01,Acero,346.719,340.509,345.4995796979811,LSTM,6.2099999999999795,1.2194203020188752 2026-04-01,Acero,352.671,346.719,347.6901058346692,LSTM,5.951999999999998,4.980894165330767 2026-05-01,Acero,358.086,352.671,355.4918593150084,LSTM,5.4150000000000205,2.5941406849916007 2026-06-01,Acero,365.23,358.086,359.68136609718994,LSTM,7.1440000000000055,5.5486339028100815 2026-07-01,Acero,374.606,365.23,367.63021339161895,LSTM,9.375999999999976,6.975786608381043 2026-08-01,Acero,378.128,374.606,378.1787000527297,LSTM,3.5219999999999914,0.050700052729723666 2022-09-01,Madera,322.849,329.173,329.173,Persistencia,6.324000000000012,6.324000000000012 2022-10-01,Madera,317.617,322.849,322.849,Persistencia,5.231999999999971,5.231999999999971 2022-11-01,Madera,312.864,317.617,317.617,Persistencia,4.753000000000043,4.753000000000043 2022-12-01,Madera,308.076,312.864,312.864,Persistencia,4.787999999999954,4.787999999999954 2023-01-01,Madera,306.51,308.076,308.076,Persistencia,1.566000000000031,1.566000000000031 2023-02-01,Madera,306.608,306.51,306.51,Persistencia,0.09800000000001319,0.09800000000001319 2023-03-01,Madera,304.732,306.608,306.608,Persistencia,1.8759999999999764,1.8759999999999764 2023-04-01,Madera,303.442,304.732,304.732,Persistencia,1.2900000000000205,1.2900000000000205 2023-05-01,Madera,302.843,303.442,303.442,Persistencia,0.5989999999999895,0.5989999999999895 2023-06-01,Madera,301.038,302.843,302.843,Persistencia,1.8050000000000068,1.8050000000000068 2023-07-01,Madera,303.725,301.038,301.038,Persistencia,2.687000000000012,2.687000000000012 2023-08-01,Madera,298.68,303.725,303.725,Persistencia,5.045000000000016,5.045000000000016 2023-09-01,Madera,299.182,298.68,298.68,Persistencia,0.5020000000000095,0.5020000000000095 2023-10-01,Madera,296.775,299.182,299.182,Persistencia,2.407000000000039,2.407000000000039 2023-11-01,Madera,294.547,296.775,296.775,Persistencia,2.227999999999952,2.227999999999952 2023-12-01,Madera,295.55,294.547,294.547,Persistencia,1.002999999999986,1.002999999999986 2024-01-01,Madera,295.615,295.55,295.55,Persistencia,0.06499999999999773,0.06499999999999773 2024-02-01,Madera,297.14,295.615,295.615,Persistencia,1.5249999999999773,1.5249999999999773 2024-03-01,Madera,297.629,297.14,297.14,Persistencia,0.48900000000003274,0.48900000000003274 2024-04-01,Madera,298.811,297.629,297.629,Persistencia,1.1819999999999595,1.1819999999999595 2024-05-01,Madera,296.307,298.811,298.811,Persistencia,2.5039999999999623,2.5039999999999623 2024-06-01,Madera,296.089,296.307,296.307,Persistencia,0.21800000000001774,0.21800000000001774 2024-07-01,Madera,294.402,296.089,296.089,Persistencia,1.6870000000000118,1.6870000000000118 2024-08-01,Madera,295.416,294.402,294.402,Persistencia,1.01400000000001,1.01400000000001 2024-09-01,Madera,296.369,295.416,295.416,Persistencia,0.9530000000000314,0.9530000000000314 2024-10-01,Madera,297.748,296.369,296.369,Persistencia,1.3789999999999623,1.3789999999999623 2024-11-01,Madera,298.858,297.748,297.748,Persistencia,1.1100000000000136,1.1100000000000136 2024-12-01,Madera,299.359,298.858,298.858,Persistencia,0.5009999999999764,0.5009999999999764 2025-01-01,Madera,299.049,299.359,299.359,Persistencia,0.3100000000000023,0.3100000000000023 2025-02-01,Madera,300.833,299.049,299.049,Persistencia,1.7840000000000487,1.7840000000000487 2025-03-01,Madera,303.014,300.833,300.833,Persistencia,2.180999999999983,2.180999999999983 2025-04-01,Madera,302.378,303.014,303.014,Persistencia,0.6360000000000241,0.6360000000000241 2025-05-01,Madera,301.415,302.378,302.378,Persistencia,0.9629999999999654,0.9629999999999654 2025-06-01,Madera,300.252,301.415,301.415,Persistencia,1.163000000000011,1.163000000000011 2025-07-01,Madera,300.046,300.252,300.252,Persistencia,0.20600000000001728,0.20600000000001728 2025-08-01,Madera,300.569,300.046,300.046,Persistencia,0.5230000000000246,0.5230000000000246 2025-09-01,Madera,298.774,300.569,300.569,Persistencia,1.795000000000016,1.795000000000016 2025-10-01,Madera,297.587,298.774,298.774,Persistencia,1.1870000000000118,1.1870000000000118 2025-11-01,Madera,297.921,297.587,297.587,Persistencia,0.3340000000000032,0.3340000000000032 2025-12-01,Madera,298.016,297.921,297.921,Persistencia,0.09500000000002728,0.09500000000002728 2026-01-01,Madera,299.615,298.016,298.016,Persistencia,1.5989999999999895,1.5989999999999895 2026-02-01,Madera,302.404,299.615,299.615,Persistencia,2.7889999999999873,2.7889999999999873 2026-03-01,Madera,303.138,302.404,302.404,Persistencia,0.7339999999999804,0.7339999999999804 2026-04-01,Madera,308.224,303.138,303.138,Persistencia,5.086000000000013,5.086000000000013 2026-05-01,Madera,308.967,308.224,308.224,Persistencia,0.742999999999995,0.742999999999995 2026-06-01,Madera,311.301,308.967,308.967,Persistencia,2.334000000000003,2.334000000000003 2026-07-01,Madera,316.078,311.301,311.301,Persistencia,4.776999999999987,4.776999999999987 2026-08-01,Madera,315.049,316.078,316.078,Persistencia,1.0289999999999964,1.0289999999999964