commit a8e702e9dd42029ae5a94f159f1243f8b735b128 Author: Mario Guillermo Ponce Hernández Date: Sat Mar 7 19:18:23 2026 -0600 Creating the repositorie and adding files diff --git a/.DS_Store b/.DS_Store new file mode 100644 index 0000000..8b8a9be Binary files /dev/null and b/.DS_Store differ diff --git a/.ipynb_checkpoints/Untitled-checkpoint.ipynb b/.ipynb_checkpoints/Untitled-checkpoint.ipynb new file mode 100644 index 0000000..363fcab --- /dev/null +++ b/.ipynb_checkpoints/Untitled-checkpoint.ipynb @@ -0,0 +1,6 @@ +{ + "cells": [], + "metadata": {}, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/Data/.DS_Store b/Data/.DS_Store new file mode 100644 index 0000000..0047ee5 Binary files /dev/null and b/Data/.DS_Store differ diff --git a/Data/Rnd_1/R1-E-A_20251121.csv b/Data/Rnd_1/R1-E-A_20251121.csv new file mode 100644 index 0000000..36cd5dc --- /dev/null +++ b/Data/Rnd_1/R1-E-A_20251121.csv @@ -0,0 +1,69 @@ +No Muestra,Voltaje Inyectado (V),Voltaje Electrodos (V),Corriente Electrodos (A),Corriente Inyectada (A),Resistencia,Temperatura,Observaciones +1,0.11,0.077111,-0.000018,0,-4283.959822,21.24,No conduccion. No burbujeo. +2,0.2,0.176721,-0.000028,0,-6356.883914,21.27,No conducciom. No burbujeo. +3,0.3,0.279022,-0.000037,0,-7500.59957,21.29,No conducciom. No burbujeo. +4,0.4,0.378493,-0.000025,0,-15385.90075,21.32,No conducciom. No burbujeo. +5,0.5,0.478388,-0.000044,0,-10774.50897,21.35,No conducciom. No burbujeo. +6,0.6,0.577973,-0.000018,0,-32109.60356,21.39,No conducciom. No burbujeo. +7,0.7,0.680293,0.000021,0,32089.29691,21.41,No conducciom. No burbujeo. +8,0.8,0.770308,0.000105,0,7322.318601,21.44,No conducciom. No burbujeo. +9,0.9,0.869356,0.000163,0,5333.469919,21.45,No conducciom. No burbujeo. +10,1,0.969279,0.00021,0,4606.840274,21.49,Comienza a estabilizarse la medicion de corriente. No burbujeo. +11,1.1,1.071066,0.000273,0,3923.31915,21.51,No conduccion. No burbujeo. +12,1.2,1.171019,0.000234,0,5012.924726,21.52,No conduccion. No burbujeo. +13,1.3,1.270455,0.000225,0,5636.447702,21.56,No conduccion. No burbujeo. +14,1.4,1.370906,0.000225,0,6082.102715,21.54,No conduccion. No burbujeo. +15,1.5,1.470232,0.000309,0,4751.882094,21.55,No conduccion. No burbujeo. +16,1.6,1.572886,0.000426,0,3688.757598,21.58,No conduccion. No burbujeo. +17,1.7,1.672554,0.000487,0,3431.583882,21.6,Variacion de corriente. No burbujeo. +18,1.8,1.771901,0.000806,0,2197.297897,21.62,Comienza estabilizacion de corriente. No burbujeo. +19,1.9,1.871382,0.003639,0,514.229079,21.64,Se rompe barrera de conduccion. Comienza burbujeo en ambos electrodos +20,2,1.969661,0.016564,0,118.912185,21.67,Mayor burbujeo en el catodo. Comienza caida de resistencia. +21,2.1,2.060666,0.05087,0,40.508479,21.7,Comienza generacion de burbuejo en anodo. Caida de resistencia. +22,2.2,2.144618,0.116211,0.087,18.454581,21.73,Mayor generacion de burbujeo en anodo. Persiste la caida de resistencia. +23,2.3,2.222913,0.207145,0.198,10.731181,21.75,Comienza a estabilizarse la generacion de burbujeo. +24,2.4,2.299446,0.315034,0.328,7.299042,21.78,Aumento en la generacion de burbujeo. +25,2.5,2.371915,0.430436,0.466,5.510491,21.88,Comportamiento esperado. +26,2.6,2.442952,0.55102,0.612,4.433505,21.9,Comportamiento esperado. +27,2.7,2.51349,0.675942,0.762,3.718501,22,Comportamiento esperado. +28,2.8,2.585392,0.8061,0.919,3.207285,22.11,Reduccion minima de resistencia. +29,2.9,2.655383,0.934523,1.074,2.84143,22.24,Reduccion minima de resistencia. +30,3,2.724849,1.064797,1.231,2.55903,22.41,Reduccion minima de resistencia. +31,3.1,2.794844,1.201838,1.395,2.325475,22.57,Reduccion minima de resistencia. +32,3.2,2.864084,1.33841,1.561,2.139916,22.83,Reduccion minima de resistencia. +33,3.3,2.936071,1.481502,1.733,1.981821,23.02,Reduccion minima de resistencia. +34,3.4,3.004526,1.621473,1.902,1.85296,23.34,Reduccion minima de resistencia pero constante. +35,3.5,3.073275,1.761034,2.07,1.745154,23.55,Reduccion minima de resistencia. +36,3.6,3.141318,1.904235,2.243,1.649649,23.85,Reduccion minima de resistencia. +37,3.7,3.202161,2.042949,2.409,1.567421,24.31,Reduccion minima de resistencia. +38,3.8,3.274651,2.21223,2.613,1.480249,24.87,Reduccion minima de resistencia. +39,3.9,3.342777,2.364985,2.798,1.413446,25.26,Reduccion minima de resistencia. +40,4,3.409529,2.517492,2.982,1.354336,25.68,Reduccion minima de resistencia. +41,4.11,3.477907,2.678546,3.176,1.298431,26.16,Reduccion minima de resistencia. +42,4.21,3.54585,2.839507,3.37,1.248755,26.6,Reduccion minima de resistencia. +43,4.3,3.606963,2.992041,3.553,1.205519,27.12,Reduccion minima de resistencia. +44,4.4,3.673144,3.161527,3.757,1.161826,27.68,Reduccion minima de resistencia. +45,4.5,3.738379,3.335731,3.969,1.120708,28.33,Reduccion minima de resistencia. +46,4.6,3.806149,3.511786,4.182,1.083821,28.88,Reduccion minima de resistencia. +47,4.7,3.87004,3.697052,4.404,1.046791,29.62,Reduccion minima de resistencia. +48,4.8,3.935331,3.894857,4.641,1.010392,30.44,Comportamiento esperado. +49,4.9,3.998413,4.085406,4.873,0.978706,31.4,Comportamiento esperado. +50,5,4.061523,4.284576,5.112,0.94794,32.13,No se reporta aumento de termperatura en las terminales. +51,5.1,4.121292,4.492594,5.366,0.917352,33.25,Comportamiento esperado. +52,5.2,4.180337,4.686987,5.597,0.891903,34.15,Aumento de temperatura constante. +53,5.3,4.240425,4.900062,5.854,0.865382,35.12,Comportamiento esperado. +54,5.4,4.294713,5.126264,6.129,0.837786,36.34,Comportamiento esperado. +55,5.5,4.339654,5.426953,6.491,0.799648,38.9,Reduccion minima de resistencia. +56,5.6,4.395593,5.653655,6.764,0.777478,40.15,Comportamiento esperado. +57,5.7,4.447851,5.895888,7.054,0.754399,41.5,Comportamiento esperado. +58,5.8,4.504392,6.131414,7.338,0.734642,42.81,Comportamiento esperado. +59,5.9,4.559813,6.401224,7.666,0.712335,43.96,Comportamiento esperado. +60,6,4.611005,6.648669,7.961,0.693523,45.56,Comportamiento esperado. +61,6.1,4.660961,6.907549,8.273,0.674763,47.03,Reduccion minima de resistencia. +62,6.2,4.710974,7.161366,8.58,0.657832,48.44,Comportamiento esperado. +63,6.3,4.765088,7.425892,8.895,0.641686,49.8,Comportamiento esperado. +64,6.4,4.818415,7.715689,9.256,0.624496,51.55,Reduccion minima de resistencia. +65,6.5,4.872419,7.981865,9.573,0.610436,52.81,Comportamiento esperado. +66,6.6,4.924251,8.292228,9.945,0.593839,54.45,Aumento considerable de temperatura. +67,6.7,4.977632,8.59439,10.312,0.579172,56.23,Los saltos de corriente inyectada son mayores por cada 100mV desde hace varios puntos. La caida de voltaje en los electrodos es mayor. +68,6.67,4.935428,8.742257,10.486,0.564548,58.03,"Mayor salto de temperatura, la caida de corriente es mayor al igual que la del voltaje. Se termina el experimento debido a la limitacion por parte de la fuente de voltaje." \ No newline at end of file diff --git a/Data/Rnd_1/R1-E-A_20251122.csv b/Data/Rnd_1/R1-E-A_20251122.csv new file mode 100644 index 0000000..eb11def --- /dev/null +++ b/Data/Rnd_1/R1-E-A_20251122.csv @@ -0,0 +1,67 @@ +No Muestra,Voltaje Inyectado (V),Voltaje Electrodos (V),Corriente Electrodos (A),Corriente Inyectada (A),Resistencia,Temperatura,Observaciones +1,0.11,0.065045,-0.00004,0,-1626.11488,20.71,No conduccion. No burbujeo. +2,0.2,0.17367,-0.000044,0,-3947.036364,20.73,No conduccion. No burbujeo. +3,0.3,0.27711,-0.000044,0,-6297.952727,20.78,No conduccion. No burbujeo. +4,0.4,0.375538,-0.000095,0,-3953.027368,20.82,No conduccion. No burbujeo. +5,0.5,0.47636,-0.000058,0,-8213.095172,20.85,No conduccion. No burbujeo. +6,0.6,0.576101,-0.000069,0,-8349.296232,20.92,No conduccion. No burbujeo. +7,0.7,0.678442,-0.000025,0,-27137.68448,20.98,No conduccion. No burbujeo. +8,0.8,0.778436,0.000004,0,194609.024,21.04,No conduccion. No burbujeo. +9,0.9,0.878455,0.000051,0,17224.6149,21.06,No conduccion. No burbujeo. +10,1,0.978062,0.000044,0,22228.67346,21.12,No conduccion. No burbujeo. +11,1.1,1.080466,0.000087,0,12419.15402,21.16,No conduccion. No burbujeo. +12,1.2,1.170356,0.00004,0,29258.898,21.22,No conduccion. No burbujeo. +13,1.3,1.270094,0.000102,0,12451.90353,21.26,Comienza a estabilizarse la medicion de corriente. +14,1.4,1.37037,0.0002,0,6851.8496,21.3,Aumento gradual de corriente y reduccion de resistencia. No burbujeo. +15,1.5,1.46993,0.000327,0,4500.70447,21.35,Comienza conduccion. No burbujeo. +16,1.6,1.572024,0.000572,0,2749.255376,21.4,Reduccion Gradual de resistencia y aumento de corriente. No burbujeo. +17,1.7,1.67209,0.000954,0,1752.715002,21.46,Reduccion Gradual de resistencia y aumento de corriente. Pequeño burbujeo en el anodo. +18,1.8,1.771079,0.00349,0,507.472458,21.7,Se rompe barrera de conduccion. Comienza burbujeo en ambos electrodos. +19,1.9,1.86904,0.01778,0,105.117973,21.74,Aumento de corriente. Reduccion de Resistencia. +20,2,1.963844,0.060317,0,32.558613,21.8,Aumento en generacion de burbujeo. +21,2.1,2.053131,0.129391,0.103,15.867676,21.84,Comportamiento esperado. +22,2.2,2.139079,0.219729,0.212,9.735058,21.87,Comportamiento esperado. +23,2.3,2.222608,0.3264,0.341,6.809456,21.97,Comportamiento esperado. +24,2.4,2.306789,0.443886,0.483,5.196809,22.01,Comportamiento esperado. +24,2.5,2.387973,0.566724,0.63,4.213641,22.01,Comportamiento esperado. +26,2.6,2.468012,0.694104,0.784,3.555681,22.2,Comportamiento esperado. +27,2.7,2.547715,0.826635,0.944,3.08203,22.35,Comienza la reduccion minima de resistencia. +28,2.8,2.62856,0.963826,1.11,2.727215,22.44,Comportamiento esperado. +29,2.9,2.707676,1.102625,1.276,2.455665,22.63,Comportamiento esperado. +30,3,2.785946,1.241795,1.444,2.243484,22.82,Comportamiento esperado. +31,3.1,2.863542,1.388203,1.62,2.062769,23.17,Comportamiento esperado. +32,3.2,2.941005,1.533234,1.795,1.918171,23.4,Reduccion minima de resistencia. +33,3.3,3.020075,1.685696,1.979,1.791589,23.78,Reduccion minima de resistencia. +34,3.4,3.097227,1.833015,2.156,1.68969,24.05,Reduccion minima de resistencia. +35,3.5,3.173756,1.981996,2.336,1.601293,24.32,Reduccion minima de resistencia. +36,3.6,3.250478,2.134103,2.519,1.523112,24.65,Reduccion minima de resistencia. +37,3.7,3.320238,2.280353,2.697,1.45602,24.96,Reduccion minima de resistencia. +38,3.8,3.403621,2.452685,2.903,1.387712,25.45,Reduccion minima de resistencia. +39,3.9,3.477605,2.617374,3.102,1.328662,26.03,Reduccion minima de resistencia. +40,4,3.551883,2.787093,3.307,1.274404,26.51,Reduccion minima de resistencia. +41,4.1,3.619044,2.953024,3.506,1.225538,27.31,Reduccion minima de resistencia. +42,4.2,3.692724,3.116965,3.704,1.184718,27.8,Reduccion minima de resistencia. +43,4.3,3.766941,3.296778,3.921,1.142613,28.45,Reduccion minima de resistencia. +44,4.4,3.839638,3.480796,4.144,1.103092,29.15,Comportamiento esperado. Aumento de temperatura gradual. +45,4.5,3.915488,3.672566,4.375,1.066145,29.83,Comportamiento esperado. +46,4.6,3.988343,3.862676,4.603,1.032534,30.61,Comportamiento esperado. +47,4.7,4.059402,4.05256,4.833,1.001688,31.27,Comportamiento esperado. +48,4.8,4.130662,4.260699,5.084,0.96948,32.24,Comportamiento esperado. +49,4.9,4.200635,4.515769,5.391,0.930215,33.48,Comportamiento esperado. +50,5,4.272298,4.731003,5.649,0.903043,34.83,Comportamiento esperado. +51,5.1,4.331144,4.948553,5.913,0.875234,36.1,Comportamiento esperado. +52,5.2,4.398042,5.180764,6.192,0.848918,37.23,Comportamiento esperado. +53,5.3,4.466277,5.418227,6.479,0.824306,38.32,Comportamiento esperado. +54,5.4,4.532156,5.651544,6.761,0.801932,39.57,Comportamiento esperado. +55,5.5,4.596924,5.902821,7.063,0.778767,40.87,Comportamiento esperado. +56,5.6,4.656048,6.171603,7.387,0.754431,42.28,Comportamiento esperado. +57,5.7,4.718432,6.450437,7.726,0.73149,44.06,La caida de corriente y voltaje en los electrodos vs el inyectado es notable. +58,5.8,4.784668,6.724007,8.052,0.71158,45.36,Comportamiento esperado. +59,5.9,4.84307,7.026192,8.417,0.689288,47.28,Comportamiento esperado. +60,6,4.90763,7.303899,8.753,0.671919,48.5,Comportamiento esperado. +61,6.1,4.96943,7.621679,9.14,0.652012,50.8,Comportamiento esperado. +62,6.2,5.02434,7.903296,9.482,0.635727,51.97,Comportamiento esperado. +63,6.3,5.075841,8.215588,9.85,0.617831,54,Comportamiento esperado. +64,6.4,5.131717,8.529991,10.222,0.601609,55.73,Comportamiento esperado. +65,6.44,5.144153,8.742017,10.485,0.58844,57.51,Comportamiento esperado. +66,6.41,5.111924,8.741939,10.486,0.584759,58.08,Se concluye el experimento debido a la limitacion de la fuente en la inyccion de corriente. \ No newline at end of file diff --git a/Data/Rnd_1/R1-E-B_20251122.csv b/Data/Rnd_1/R1-E-B_20251122.csv new file mode 100644 index 0000000..5cd34cc --- /dev/null +++ b/Data/Rnd_1/R1-E-B_20251122.csv @@ -0,0 +1,68 @@ +No Muestra,Voltaje Inyectado (V),Voltaje Electrodos (V),Corriente Electrodos (A),Corriente Inyectada (A),Resistencia,Temperatura,Observaciones +1,0.11,0.063945,-0.000059,0,-1083.820388,23.74,No conduccion. No burbujeo. +2,0.2,0.17342,-0.000056,0,-3107.887312,23.72,No conduccion. No burbujeo. +3,0.3,0.275952,-0.000042,0,-6633.456615,23.69,No conduccion. No burbujeo. +4,0.4,0.375563,-0.000046,0,-8094.032552,23.68,No conduccion. No burbujeo. +5,0.5,0.475866,-0.000032,0,-14870.7986,23.66,No conduccion. No burbujeo. +6,0.6,0.575407,-0.000038,0,-15222.39763,23.66,No conduccion. No burbujeo. +7,0.7,0.677813,-0.00001,0,-66452.21396,23.64,No conduccion. No burbujeo. +8,0.8,0.777726,-0.000002,0,-486078.592,23.63,No conduccion. No burbujeo. +9,0.9,0.877682,0.000001,0,626915.9223,23.62,No conduccion. No burbujeo. +10,1,0.977274,0.00006,0,16342.37175,23.61,No conduccion. No burbujeo. +11,1.1,1.069931,0.000034,0,31843.17762,23.58,No conduccion. No burbujeo. +12,1.2,1.169679,0.000038,0,30460.38375,23.57,Comienza a observarse indicios de conduccion. No burbujeo. +13,1.3,1.269775,0.000133,0,9532.847207,23.55,Comienza a estabilizarse la medicion de corriente. +14,1.4,1.369667,0.000229,0,5970.651648,23.52,Comienza conduccion. No burbujeo. +15,1.5,1.469539,0.00039,0,3768.049477,23.52,Conduccion. No burbujeo. +16,1.6,1.57202,0.00052,0,3021.952664,23.5,Conduccion. No burbujeo. +17,1.7,1.671863,0.001094,0,1527.932151,23.5,Conduccion. No burbujeo. +18,1.8,1.7708,0.005252,0,337.141208,23.49,Conduccion. Comienza ligero burbujeo en ánodo poco burbujeo en cátodo +19,1.9,1.867518,0.023772,0,78.558903,23.49,"Se rompe por completo barrera de conduccion. Burbujeo en ambos electrodos, mayor cantidad en cátodo." +20,2,1.972666,0.075684,0.038,26.064435,23.48,Continua generacion de burbujeo en ambos electrodos. +21,2.1,2.052635,0.140107,0.116,14.650457,23.48,Comportamiento esperado. Reduccion de resistencia gradual. +22,2.2,2.139445,0.23216,0.227,9.215374,23.48,Comienza reduccion de resistencia en menor valor pero gradual. Aumento de burbujeo. +23,2.3,2.224164,0.338867,0.356,6.563539,23.48,"A pesar de ir en aumento la corriente la temperatura se mantiene en el mismo valor, se cree que exista un error con el sensor." +24,2.4,2.30931,0.459068,0.5,5.030435,23.52,"Se descarta error de sensor de temperatura, comienza el aumento gradual de temperatura." +25,2.5,2.391492,0.583728,0.651,4.096931,23.56,Comportamiento esperado. +26,2.6,2.47278,0.712765,0.807,3.469278,23.6,Comportamiento esperado. +27,2.7,2.553798,0.847626,0.969,3.012885,23.68,Comportamiento esperado. +28,2.8,2.635386,0.992404,1.144,2.655557,23.89,Comportamiento esperado. +29,2.9,2.715304,1.133522,1.314,2.395457,24,Comportamiento esperado. +30,3,2.794961,1.275504,1.485,2.191261,24.14,Comportamiento esperado. +31,3.1,2.874531,1.419531,1.658,2.024986,24.29,Comportamiento esperado. +31,3.1,2.87402,1.424752,1.664,2.017207,24.45,Comportamiento esperado. +32,3.2,2.951658,1.579442,1.851,1.868797,24.9,Comportamiento esperado. +33,3.3,3.03234,1.733893,2.037,1.748863,25.04,Comportamiento esperado. +34,3.4,3.110797,1.883478,2.218,1.651624,25.42,Comportamiento esperado. +35,3.5,3.188753,2.035594,2.401,1.566497,25.68,Comportamiento esperado. +36,3.6,3.266842,2.190737,2.587,1.491207,26.01,Comportamiento esperado. +37,3.7,3.345383,2.349444,2.779,1.423904,26.41,Comportamiento esperado. +38,3.8,3.421973,2.515422,2.979,1.360397,26.85,Comportamiento esperado. +39,3.9,3.498032,2.677164,3.174,1.306618,27.35,Comportamiento esperado. +40,4,3.574113,2.845664,3.379,1.255986,27.76,Comportamiento esperado. +41,4.1,3.643433,3.005322,3.57,1.212327,28.32,Comportamiento esperado. +42,4.2,3.718105,3.179455,3.779,1.169416,28.93,Comportamiento esperado. +43,4.3,3.792552,3.356201,3.994,1.130013,29.52,Comportamiento esperado. +44,4.4,3.86575,3.536789,4.21,1.093011,30.21,Comportamiento esperado. +45,4.5,3.94081,3.727784,4.441,1.057145,30.89,Comportamiento esperado. +46,4.6,4.013449,3.91525,4.667,1.025081,31.7,Comportamiento esperado. +47,4.7,4.083085,4.10475,4.896,0.994722,32.49,Comportamiento esperado. +48,4.8,4.153548,4.30406,5.133,0.96503,33.38,Comportamiento esperado. +49,4.9,4.222494,4.514642,5.39,0.935289,34.26,Comportamiento esperado. +50,5,4.29437,4.721777,5.642,0.909482,35.21,Comportamiento esperado. +51,5.1,4.362999,4.933417,5.897,0.884377,36.03,Comienza aumento considerable tanto en temperatura como en corriente inyectada. La caida de tension y corriente en los electrodos vs los valores inyectados es mayor. +52,5.2,4.418636,5.238054,6.262,0.843564,37.24,Comportamiento esperado. +53,5.3,4.48326,5.477636,6.552,0.818466,39.62,Comportamiento esperado. +54,5.4,4.53848,5.722341,6.84,0.793116,41.06,Comportamiento esperado. +55,5.5,4.572586,5.888668,7.048,0.776506,42.45,Comportamiento esperado. +56,5.6,4.636455,6.143557,7.355,0.754686,43.72,Comportamiento esperado. +57,5.7,4.695359,6.408135,7.673,0.732718,45.01,Comportamiento esperado. +58,5.8,4.757674,6.670265,7.99,0.713266,46.64,Comportamiento esperado. +59,5.9,4.814896,6.946387,8.317,0.693151,48.17,Comportamiento esperado. +60,6,4.871847,7.216427,8.638,0.675105,49.58,Comportamiento esperado. +61,6.1,4.92695,7.50932,9,0.656111,51.42,Comportamiento esperado. +62,6.2,4.982818,7.793722,9.34,0.639337,53.06,Comportamiento esperado. +63,6.3,5.031604,8.159107,9.783,0.616686,55.73,Se observa poca generacion de gas y elevacion de temperatura. La reduccion de la resistencia es menor +64,6.4,5.087146,8.447416,10.128,0.602213,57.39,Comportamiento esperado. +65,6.46,5.092074,8.742147,10.485,0.582474,60.47,Comportamiento esperado. +66,6.42,5.061872,8.742112,10.485,0.579022,61.61,Se concluye el experimento debido a la limitacion de inyeccion de corriente por parte de la fuente de voltaje. \ No newline at end of file diff --git a/Data/Rnd_1/R2-E-A_20251123.csv b/Data/Rnd_1/R2-E-A_20251123.csv new file mode 100644 index 0000000..bb4e067 --- /dev/null +++ b/Data/Rnd_1/R2-E-A_20251123.csv @@ -0,0 +1,69 @@ +No Muestra,Voltaje Inyectado (V),Voltaje Electrodos (V),Corriente Electrodos (A),Corriente Inyectada (A),Resistencia,Temperatura,Observaciones +1,0.11,0.071377,-0.000025,0,-2878.087535,19.66,No conduccion. No burbujeo. +2,0.2,0.171266,-0.000011,0,-15569.66167,19.69,No conduccion. No burbujeo. +3,0.3,0.273748,-0.000025,0,-11127.96904,19.72,No conduccion. No burbujeo. +4,0.4,0.373436,-0.000023,0,-16378.75172,19.75,No conduccion. No burbujeo. +5,0.5,0.473477,-0.000024,0,-19565.1639,19.78,No conduccion. No burbujeo. +6,0.6,0.57308,-0.000028,0,-20178.86963,19.82,No conduccion. No burbujeo. +7,0.7,0.675544,-0.000025,0,-27461.15486,19.84,No conduccion. No burbujeo. +8,0.8,0.775504,0.000026,0,29599.38345,19.88,No conduccion. No burbujeo. +9,0.9,0.875349,0.000024,0,36472.87733,19.91,Tiende a querer estabilizarse la medicion de corriente. +10,1,0.975099,0.000042,0,23106.62248,19.97,No conduccion. No burbujeo. +11,1.1,1.077321,0.000049,0,21808.1153,20,No conduccion. No burbujeo. +12,1.2,1.177344,0.000111,0,10568.61788,20.04,Comienza a querer estabilizarse la medicion de corriente. No burbujeo. +13,1.3,1.277626,0.000233,0,5488.082887,20.08,"Comienza a ahber conduccion, minima pero perceptible." +14,1.4,1.377381,0.000309,0,4463.322463,20.12,Comienza la conduccion. No burbujeo. +15,1.5,1.477365,0.000519,0,2847.65724,20.16,Conduccion. No burbujeo. +16,1.6,1.56968,0.000634,0,2474.275612,20.22,Conduccion. Se forma una ligera capa de burbujeo en el ánodo. +17,1.7,1.669725,0.000958,0,1743.655505,20.16,Conduccion. No burbujeo. +18,1.8,1.768868,0.003779,0,468.078234,20.3,Se rompe barrera de conduccion por completo. Existe una caida de resistencia. Burbujeo en ambos electrodos pero mayor generacion en el anodo. +19,1.9,1.875398,0.020837,0,90.004151,20.39,Aumento de generacion de burbujeo en ambos electrodos. +20,2,1.97174,0.062808,0.023,31.393342,20.43,Mayor generacion de burbujeo en catodo. +21,2.1,2.061206,0.129731,0.104,15.888281,20.5,Mayor generacion en el catodo. +22,2.2,2.148407,0.215169,0.207,9.984761,20.56,Comportamiento esperado. +23,2.3,2.225064,0.302712,0.312,7.350437,20.6,Comportamiento esperado. +24,2.4,2.310868,0.411295,0.442,5.618522,20.66,Comportamiento esperado. +25,2.5,2.394008,0.523504,0.578,4.573042,20.73,Comportamiento esperado. +26,2.6,2.47545,0.639735,0.719,3.869496,20.81,Comportamiento esperado. +27,2.7,2.557382,0.761137,0.864,3.35995,20.92,Comportamiento esperado. +28,2.8,2.640154,0.887556,1.017,2.974635,21.04,Comportamiento esperado. +29,2.9,2.721015,1.014354,1.169,2.68251,21.17,Comienza la reduccion de resistencia de manera gradual pero minima. +30,3,2.801336,1.14399,1.326,2.448742,21.35,Comportamiento esperado. +31,3.1,2.88115,1.275575,1.485,2.258707,21.53,Comportamiento esperado. +32,3.2,2.960925,1.408058,1.645,2.102843,21.73,Comportamiento esperado. +33,3.3,3.042283,1.546887,1.813,1.966713,21.97,Comportamiento esperado. +34,3.4,3.12189,1.683892,1.977,1.853973,22.24,Comportamiento esperado. +35,3.5,3.200948,1.819091,2.14,1.759642,22.64,Comportamiento esperado. +36,3.6,3.274031,2.000047,2.358,1.636977,23.45,Comportamiento esperado. +37,3.7,3.354132,2.143159,2.531,1.565041,23.77,Comportamiento esperado. +38,3.8,3.431477,2.286062,2.703,1.501043,24.18,Comportamiento esperado. +39,3.9,3.508808,2.435953,2.884,1.440425,24.71,Comportamiento esperado. +40,4,3.585625,2.590207,3.068,1.384301,25.27,Comportamiento esperado. +41,4.1,3.655281,2.737896,3.248,1.335069,, +42,4.2,3.729063,2.906598,3.452,1.282965,26.64,Comportamiento esperado. +43,4.3,3.79818,3.108051,3.694,1.222046,28.18,Comportamiento esperado. +44,4.4,3.871757,3.27529,3.896,1.182111,28.8,Comportamiento esperado. +45,4.5,3.947648,3.446555,4.104,1.145389,29.45,Comienza la reduccion minima de resistencia y el aumento persistente de temperatura. +46,4.6,4.019913,3.624268,4.318,1.109165,30.22,Comportamiento esperado. +47,4.7,4.091577,3.805614,4.534,1.075143,30.96,Comportamiento esperado. +48,4.8,4.161322,3.988808,4.756,1.043249,31.89,Comportamiento esperado. +49,4.9,4.231943,4.182611,4.99,1.011794,32.83,Comportamiento esperado. +50,5,4.293858,4.441077,5.302,0.966851,34.96,Comportamiento esperado. +51,5.1,4.36153,4.639852,5.54,0.940015,35.85,Comportamiento esperado. +52,5.2,4.422799,4.896,5.846,0.903349,37.71,Comportamiento esperado. +53,5.3,4.479412,5.079791,6.073,0.88181,38.74,Comportamiento esperado. +54,5.4,4.548135,5.299285,6.333,0.858254,39.72,Comportamiento esperado. +55,5.5,4.612385,5.516698,6.6,0.836077,40.94,Comportamiento esperado. +56,5.6,4.674907,5.751841,6.881,0.812767,42.21,Comportamiento esperado. +57,5.7,4.736128,5.987678,7.166,0.790979,43.52,Comportamiento esperado. +58,5.9,4.872263,6.401366,7.659,0.761129,44.87,Reduccion del valor de la resistencia desde puntos ateriores de manera minima. +59,5.9,4.860724,6.473972,7.75,0.75081,46.1,Comportamiento esperado. +60,6,4.917184,6.737532,8.073,0.72982,47.68,Comportamiento esperado. +61,6.1,4.973516,7.00213,8.387,0.710286,49.35,La caida de tension y corriente en los electrodos respecto a los valores inyectados es mayor. +62,6.2,5.027981,7.275096,8.717,0.691122,50.96,La reduccion de la resistencia es minima pero gradual. El aumento de la temperatura es mayor. +63,6.3,5.070104,7.699386,9.225,0.658508,53.73,Comportamiento esperado. +64,6.4,5.114693,7.949113,9.532,0.643429,56.01,Comportamiento esperado. +65,6.5,5.169783,8.226483,9.861,0.628432,57.92,Comportamiento esperado. +66,6.6,5.221518,8.505132,10.185,0.613926,59.77,Comportamiento esperado. +67,6.7,5.25577,8.742863,10.493,0.60115,61.84,Comportamiento esperado. +68,6.65,5.225774,8.742061,10.485,0.597774,62.73,Se concluye la experimentacion por limitacion de inyeccion de corriente por parte de la fuente de voltaje. \ No newline at end of file diff --git a/Data/Rnd_2/.DS_Store b/Data/Rnd_2/.DS_Store new file mode 100644 index 0000000..5008ddf Binary files /dev/null and b/Data/Rnd_2/.DS_Store differ diff --git a/Data/Rnd_2/R2-E-A_20251123.csv b/Data/Rnd_2/R2-E-A_20251123.csv new file mode 100644 index 0000000..8cceff7 --- /dev/null +++ b/Data/Rnd_2/R2-E-A_20251123.csv @@ -0,0 +1,63 @@ +No Muestra,Voltaje Inyectado (V),Voltaje Electrodos (V),Corriente Electrodos (A),Corriente Inyectada (A),Resistencia,Temperatura,Observaciones +1,0.11,0.060631,-0.000081,0,-750.389513,22.2,No conduccion. No burbujeo. +2,0.2,0.170166,-0.000054,0,-3162.93716,22.22,No conduccion. No burbujeo. +3,0.3,0.272754,-0.000052,0,-5205.228092,22.22,No conduccion. No burbujeo. +4,0.4,0.372435,-0.000036,0,-10461.64944,22.22,No conduccion. No burbujeo. +5,0.5,0.47236,-0.000045,0,-10496.89429,22.22,No conduccion. No burbujeo. +6,0.6,0.572297,-0.000012,0,-49335.96469,22.22,No conduccion. No burbujeo. +7,0.7,0.674563,0.000027,0,25359.5289,22.22,No conduccion. No burbujeo. +8,0.8,0.774332,0.000135,0,5752.84151,22.22,No conduccion. No burbujeo. +9,0.9,0.874634,0.000272,0,3213.202575,22.22,La medicion de corriente tiende a estabilizarse. No burbujeo. +10,1,0.973929,0.000285,0,3412.506461,22.22,Existe conduccion. No burbujeo. +11,1.1,1.076583,0.000346,0,3115.111481,22.22,Conduccion. No burbujeo. +12,1.2,1.176381,0.000303,0,3887.576788,22.22,Conduccion. No burbujeo. +13,1.3,1.276591,0.000327,0,3901.561956,22.23,"Variacion en medicion de corriente, sin embargo, esta estabilizada por lo que si hay conduccion." +14,1.4,1.376588,0.000251,0,5484.415745,22.23,Variacion de medicion de corriente y resistencia. No burbujeo. +15,1.5,1.476524,0.000266,0,5559.200843,22.24,Variacion en medicion de corriente. No burbujeo. +16,1.6,1.579073,0.000378,0,4173.0263,22.23,Reduccion de resistencia. No burbujeo. +17,1.7,1.668917,0.000456,0,3658.300465,22.24,Conduccion. No burbujeo. +18,1.8,1.778809,0.000968,0,1837.992412,22.24,Conduccion. No burbujeo. +19,1.9,1.877742,0.005931,0,316.619145,22.24,Comienza la generacion de burbujeo en catodo. +20,2,1.977506,0.022443,0,88.112391,22.24,Comienza minima generacion en anodo. Generacion en catodo en aumento. +21,2.1,2.070984,0.06875,0.03,30.123584,22.25,Generacion en aumento en ambos electrodos. +22,2.2,2.159911,0.154944,0.134,13.939911,22.26,Generacion en aumento. Mayormente en catodo. +23,2.3,2.244628,0.269315,0.272,8.334578,22.27,Caida de resistencia. Aumento de corriente. Temperatura constante. +24,2.4,2.319947,0.402356,0.433,5.765907,22.3,Reduccion de resistenia. Temperatur estable. +25,2.5,2.400948,0.549677,0.61,4.367922,22.32,Comportamiento esperado. +26,2.6,2.4808,0.703862,0.797,3.524554,22.37,Comportamiento esperado. +27,2.7,2.559732,0.869048,0.994,2.945445,22.44,Comportamiento esperado. +28,2.8,2.639879,1.039263,1.2,2.540146,22.52,Mayor generacion de gas. +29,2.9,2.717518,1.208954,1.406,2.247826,22.62,Comportamiento esperado. +30,3,2.795036,1.381764,1.612,2.022803,22.74,Comportamiento esperado. +31,3.1,2.872401,1.558104,1.825,1.843523,22.88,Comienza aumento de temperatura gradual. +32,3.2,2.94968,1.733041,2.037,1.702026,23.09,Comienza reduccion de resistencia minima pero gradual. +33,3.3,3.028209,1.918418,2.259,1.578493,23.28,Comportamiento esperado. +34,3.4,3.103931,2.097975,2.472,1.479489,23.51,Comportamiento esperado. +35,3.5,3.181354,2.278946,2.692,1.395976,23.87,Comportamiento esperado. +36,3.6,3.259545,2.468783,2.983,1.320304,24.09,"Aumento en la generacion de gas, reduccion minima de resistencia pero constante. Minimo aumento de temperatura pero contante." +37,3.7,3.330772,2.674761,3.181,1.24526,24.5,Comportamiento esperado. +38,3.8,3.40616,2.867019,3.403,1.188049,24.9,Comportamiento esperado. +39,3.9,3.482162,3.053368,3.648,1.140433,25.3,Comportamiento esperado. +40,4,3.555955,3.260878,3.889,1.09049,25.74,Comportamiento esperado. +41,4.1,3.627744,3.481162,4.121,1.042107,26.18,Comportamiento esperado. +42,4.2,3.692159,3.670535,4.377,1.005891,26.75,Comportamiento esperado. +43,4.3,3.765306,3.881032,4.625,0.970182,27.32,Comportamiento esperado. +44,4.4,3.834869,4.10674,4.898,0.933799,27.92,Comportamiento esperado. +45,4.5,3.906666,4.335932,5.17,0.900998,28.58,Comportamiento esperado. +46,4.6,3.977351,4.559896,5.432,0.872246,29.29,Comportamiento esperado. +47,4.7,4.044175,4.801459,5.726,0.84228,30.03,Comportamiento esperado. +48,4.8,4.11324,5.024245,6.019,0.818678,30.95,Comportamiento esperado. +49,4.9,4.179646,5.277251,6.317,0.792012,31.85,Comportamiento esperado. +50,5,4.248075,5.527438,6.616,0.768543,32.83,Comportamiento esperado. +51,5.1,4.31508,5.732119,6.863,0.75279,33.8,Comportamiento esperado. +52,5.2,4.380259,5.995205,7.176,0.730627,34.92,Comportamiento esperado. +53,5.3,4.441539,6.279366,7.51,0.707323,36.08,Comportamiento esperado. +54,5.4,4.498174,6.529872,7.821,0.688861,37.27,Comportamiento esperado. +55,5.5,4.559226,6.802436,8.14,0.670234,38.56,Comportamiento esperado. +56,5.6,4.622879,7.061676,8.456,0.654643,39.71,Reduccion minima de resistencia. +57,5.7,4.681428,7.364467,8.793,0.635678,41.24,Comportamiento esperado. +58,5.8,4.746152,7.607451,9.091,0.623882,42.66,Comportamiento esperado. +59,5.9,4.795626,7.963259,9.499,0.602219,44.07,Comportamiento esperado. +60,6,4.853201,8.291566,9.905,0.585318,46.16,Elevacion de temperatura pero no abrupta. +61,6.1,4.90944,8.582429,10.267,0.572034,47.14,Comportamiento esperado. +62,6.12,4.909025,8.742168,10.485,0.561534,49.46,Se concluye la experimentacion debido a la limitacion por parte de la fuente de voltaje. \ No newline at end of file diff --git a/Data/Rnd_2/R2-E-A_20251124.csv b/Data/Rnd_2/R2-E-A_20251124.csv new file mode 100644 index 0000000..32bcdee --- /dev/null +++ b/Data/Rnd_2/R2-E-A_20251124.csv @@ -0,0 +1,63 @@ +No Muestra,Voltaje Inyectado (V),Voltaje Electrodos (V),Corriente Electrodos (A),Corriente Inyectada (A),Resistencia,Temperatura,Observaciones +1,0.11,0.071411,-0.000032,0,-2231.5838,19.15,No conduccion. No burbujeo. +2,0.2,0.171707,-0.000025,0,-6979.961886,19.15,No conduccion. No burbujeo. +3,0.3,0.274213,-0.000038,0,-7254.324995,19.19,No conduccion. No burbujeo. +4,0.4,0.373941,-0.000026,0,-14607.08925,19.24,No conduccion. No burbujeo. +5,0.5,0.474127,-0.000035,0,-13624.33195,19.25,No conduccion. No burbujeo. +6,0.6,0.573623,-0.000014,0,-40973.06423,19.28,No conduccion. No burbujeo. +7,0.7,0.675953,-0.000013,0,-51996.39729,19.29,No conduccion. No burbujeo. +8,0.8,0.775879,0.000022,0,34637.472,19.32,No conduccion. No burbujeo. +9,0.9,0.875865,0.000024,0,36192.75901,19.31,No conduccion. No burbujeo. +10,1,0.975395,0.000073,0,13398.2764,19.36,No conduccion. No burbujeo. +11,1.1,1.077856,0.000066,0,16281.81221,19.41,No conduccion. No burbujeo. +12,1.2,1.177535,0.000084,0,14051.73098,19.43,Comienza a establizarse la medicion de corriente. No burbujeo. +13,1.3,1.277497,0.000215,0,5930.810919,19.46,Conduccion. No burbujeo. +14,1.4,1.377516,0.00031,0,4440.735113,19.48,Conduccion. No burbujeo. +15,1.5,1.477383,0.000475,0,3112.902149,19.51,Conduccion. No burbujeo. +16,1.6,1.569536,0.000702,0,2235.169695,19.53,Conduccion. No burbujeo. +17,1.7,1.669461,0.001438,0,1160.960356,19.57,Conduccion. No burbujeo. +18,1.8,1.768641,0.006534,0,270.699341,19.67,Se rompe barrera de conduccion por completo. Generacion de burbujeo en ambos electrodos por igual. +19,1.9,1.865244,0.025036,0,74.501871,19.71,Caida abrupta de resistencia. Aumento de generacion de burbujeo. +20,2,1.960998,0.073199,0.036,26.789877,19.74,Mayor burbujeo en catodo. Caida de resistencia. +21,2.1,2.050723,0.151363,0.13,13.548341,19.78,Aumento en la generacion de burbujeo. +22,2.2,2.13742,0.25165,0.251,8.493637,19.83,Comienza reduccion en el valor de disminucion de la resistencia. +23,2.3,2.221734,0.370698,0.394,5.993381,19.9,Comportamiento esperado. +24,2.4,2.3065,0.504719,0.556,4.569866,20,Comportamiento esperado. +25,2.5,2.388456,0.644464,0.724,3.70611,20.04,Comportamiento esperado. +26,2.6,2.46919,0.790421,0.9,3.12389,20,Comportamiento esperado. +27,2.7,2.549585,0.941007,1.082,2.709421,20.31,Comportamiento esperado. +28,2.8,2.631209,1.0986,1.272,2.395056,20.44,Comportamiento esperado. +29,2.9,2.710676,1.256367,1.462,2.157552,20.58,Comportamiento esperado. +30,3,2.789372,1.419592,1.658,1.964911,20.88,Comportamiento esperado. +31,3.1,2.86774,1.58285,1.856,1.811757,21.06,Comportamiento esperado. +32,3.2,2.945742,1.748351,2.056,1.684869,21.34,Comportamiento esperado. +33,3.3,3.024625,1.93125,2.275,1.566149,21.95,Comportamiento esperado. +34,3.4,3.101336,2.107909,2.488,1.471286,22.32,Comportamiento esperado. Comienza salida del gas. +35,3.5,3.178265,2.280837,2.696,1.393464,22.64,Comportamiento esperado. +36,3.6,3.254932,2.459219,2.911,1.323563,23.03,Comportamiento esperado. +37,3.7,3.324892,2.627775,3.114,1.265288,23.38,Comportamiento esperado. +38,3.8,3.40886,2.827282,3.357,1.205702,23.74,Comportamiento esperado. +39,3.9,3.484138,3.012285,3.579,1.156643,24.2,Comportamiento esperado. +40,4,3.558618,3.205807,3.811,1.110054,24.69,Comportamiento esperado. +41,4.1,3.626063,3.390951,4.035,1.069335,25.36,Comportamiento esperado. +42,4.2,3.699651,3.588389,4.274,1.031006,25.95,Comportamiento esperado. +43,4.3,3.771993,3.796273,4.524,0.993604,26.61,Comportamiento esperado. +44,4.4,3.843978,4.006354,4.778,0.959471,27.37,Comportamiento esperado. +45,4.5,3.916112,4.226808,5.044,0.926494,28.4,Comportamiento esperado. +46,4.6,3.987067,4.441632,5.301,0.897658,29.21,Comportamiento esperado. +47,4.7,4.056518,4.6661,5.574,0.869359,30.05,Comportamiento esperado. +48,4.8,4.122408,4.915189,5.877,0.838708,31.1,Comportamiento esperado. +49,4.9,4.18918,5.165197,6.174,0.81104,32.26,Comportamiento esperado. +50,5,4.257487,5.413556,6.474,0.786449,33.3,Comportamiento esperado. +51,5.1,4.322457,5.669976,6.784,0.762341,34.44,Comportamiento esperado. +52,5.2,4.379079,5.981176,7.161,0.732143,36.14,Comportamiento esperado. +53,5.3,4.43493,6.228854,7.459,0.711998,37.66,Comportamiento esperado. +54,5.4,4.500146,6.499879,7.783,0.692343,38.81,Reduccion minima de resistencia pero gradual. Diferencial de voltaje en electrodos e inyectado de 1V apox. +55,5.5,4.558581,6.787615,8.133,0.671603,40.13,Comportamiento esperado. +56,5.6,4.615729,7.097598,8.505,0.650323,41.66,Aumento gradual de temperatura. +57,5.7,4.670354,7.4184,8.891,0.629564,43.08,Comportamiento esperado. +58,5.8,4.729412,7.720557,9.245,0.612574,44.51,Comportamiento esperado. +59,5.9,4.785159,8.056216,9.647,0.593971,46.35,Comportamiento esperado. +60,6,4.833797,8.417311,10.074,0.574269,48.13,Comportamiento esperado. +61,6.1,4.893417,8.69013,10.411,0.563101,49.79,Comportamiento esperado. +62,6.09,4.855493,8.742171,10.485,0.55541,51.04,Se concluye la experimentacion debido a su limitacion por parte de la fuente de voltaje. \ No newline at end of file diff --git a/Data/Rnd_2/R2-E-B_20251124.csv b/Data/Rnd_2/R2-E-B_20251124.csv new file mode 100644 index 0000000..ca7734e --- /dev/null +++ b/Data/Rnd_2/R2-E-B_20251124.csv @@ -0,0 +1,64 @@ +No Muestra,Voltaje Inyectado (V),Voltaje Electrodos (V),Corriente Electrodos (A),Corriente Inyectada (A),Resistencia,Temperatura,Observaciones +1,0.11,0.069508,-0.000057,0,-1223.737352,24.45,No Conduccion. No burbujeo. +2,0.2,0.169355,-0.000057,0,-2981.607042,21.44,No conduccion. No burbujeo. +3,0.3,0.272143,-0.000057,0,-4791.256676,21.43,No conduccion. No burbujeo. +4,0.4,0.371924,-0.000036,0,-10388.94051,21.44,No conduccion. No burbujeo. +5,0.5,0.47204,-0.000044,0,-10631.52058,21.44,No conduccion. No burbujeo. +6,0.6,0.571759,-0.000036,0,-15794.4465,21.43,No conduccion. No burbujeo. +7,0.7,0.674145,-0.000026,0,-25730.73344,21.43,No conduccion. No burbujeo. +8,0.8,0.774018,-0.000009,0,-82342.3183,21.43,No conduccion. No burbujeo. +9,0.9,0.874436,-0.000007,0,-118167.0538,21.44,No conduccion. No burbujeo. +10,1,0.973875,0.000034,0,28310.33005,21.44,No conduccion. No burbujeo. +11,1.1,1.076361,0.000086,0,12457.88056,21.44,La medicion de corriente comienza a estabilizarse. No Burbujeo. +12,1.2,1.176123,0.000129,0,9117.230264,21.44,Conduccion. No burbujeo. +13,1.3,1.276246,0.000239,0,5344.411792,21.44,Conduccion. No burbujeo. +14,1.4,1.376281,0.000373,0,3693.723328,21.43,Conduccion. No burbujeo. +15,1.5,1.476276,0.000629,0,2345.529482,21.45,Conduccion. No burbujeo. +16,1.6,1.578884,0.000846,0,1865.410888,21.45,Conduccion. No burbujeo. +17,1.7,1.678501,0.001521,0,1103.841368,21.46,Conduccion. No burbujeo. +18,1.8,1.77806,0.006359,0,279.604353,21.47,Se rompe barrera de conduccion. Generacion de burbujeo en ambos electrodos. +19,1.9,1.874315,0.026731,0,70.117641,21.48,Generacio de burbujeo en aumento. +20,2,1.970435,0.077044,0.04,25.575582,21.5,Generacion en aumento. +21,2.1,2.060146,0.154934,0.134,13.296929,21.5,Caida de resistencia de manera gradual y abrupta. +22,2.2,2.147286,0.256737,0.257,8.363743,21.52,Generacion en aumento. +23,2.3,2.232013,0.373717,0.397,5.972469,21.54,Generacion en aumento. +24,2.4,2.309358,0.491358,0.54,4.699947,21.59,Generacion en aumento. +25,2.5,2.392334,0.625905,0.701,3.822199,21.66,Generacion en aumento. +26,2.6,2.47447,0.765218,0.87,3.233681,21.74,Generacion en aumento. +27,2.7,2.556184,0.909588,1.043,2.810266,21.87,Generacion en aumento. +28,2.8,2.639088,1.061076,1.226,2.48718,22.02,Comienza a disminuir la variacion del valor de la resistencia. +29,2.9,2.719785,1.212108,1.408,2.243847,22.2,Comportamiento esperado. +30,3,2.800278,1.364923,1.592,2.051602,22.3,Comportamiento esperado. +31,3.1,2.880319,1.520622,1.78,1.894172,22.54,Comportamiento esperado. +32,3.2,2.960316,1.676998,1.969,1.765247,22.79,Comportamiento esperado. +33,3.3,3.04201,1.84078,2.166,1.652566,23.05,Comportamiento esperado. +34,3.4,3.121244,2.004019,2.363,1.557492,23.32,Comportamiento esperado. +35,3.5,3.200177,2.166627,2.558,1.477032,23.63,Comportamiento esperado. +36,3.6,3.277867,2.340596,2.769,1.400441,24.15,Reduccion minima de resistencia. +37,3.7,3.35785,2.514661,2.979,1.335309,24.53,Reduccion minima de resistencia. +38,3.8,3.435636,2.688343,3.187,1.277976,24.95,Comportamiento esperado. +39,3.9,3.512878,2.863289,3.399,1.226868,25.33,Comportamiento esperado. +40,4,3.589987,3.043559,3.618,1.179536,25.9,Comienza aumento de temperatura de manera gradual y conistente. +41,4.1,3.667291,3.221452,3.828,1.138397,26.41,Comportamiento esperado. +42,4.2,3.734763,3.406622,4.054,1.096325,27.12,Comportamiento esperado. +43,4.3,3.809863,3.599799,4.288,1.058354,27.77,Comportamiento esperado. +44,4.4,3.883818,3.794654,4.522,1.023497,28.41,Comportamiento esperado. +45,4.5,3.957108,4.022107,4.796,0.98384,29.52,Comportamiento esperado. +46,4.6,4.027993,4.239698,5.059,0.950066,30.36,Comportamiento esperado. +47,4.7,4.098322,4.464685,5.326,0.917942,31.55,Comportamiento esperado. +48,4.8,4.168437,4.689198,5.599,0.888944,32.6,Comportamiento esperado. +49,4.9,4.23705,4.91968,5.88,0.861245,33.65,Comportamiento esperado. +50,5,4.307404,5.156041,6.161,0.835409,34.64,Comportamiento esperado.34 +51,5.1,4.373152,5.408954,6.468,0.808502,35.6,Comportamiento esperado. +52,5.2,4.441079,5.657048,6.765,0.785052,37.02,Comportamiento esperado. +53,5.3,4.503667,5.924735,7.093,0.760147,38.14,Comportamiento esperado. +54,5.4,4.557118,6.210284,7.443,0.733802,40.01,Comportamiento esperado. +55,5.5,4.618752,6.484861,7.759,0.712236,41.5,Comportamiento esperado. +56,5.6,4.680364,6.769042,8.109,0.691437,43.04,Comportamiento esperado. +57,5.7,4.735871,7.073796,8.478,0.669495,44.77,Comportamiento esperado. +58,5.8,4.795946,7.382557,8.848,0.649632,46.55,Comportamiento esperado. +59,5.9,4.849091,7.731173,9.272,0.627213,48.2,Comportamiento esperado. Aumemto onstane de la temperatura +60,6,4.892689,8.131779,9.752,0.601675,51.76,Comportamiento esperado. +61,6.1,4.949247,8.444753,10.124,0.586074,53.45,Comportamiento esperado. +62,6.2,4.996218,8.741946,10.485,0.571522,55.33,Comportamiento esperado. +63,6.16,4.967494,8.742119,10.485,0.568225,56.18,Se concluye experimento debido a la limitacion por parte de la fuente de voltaje al no entregar mas corriente. \ No newline at end of file diff --git a/Data/Rnd_2/R2-E-C_20251124.csv b/Data/Rnd_2/R2-E-C_20251124.csv new file mode 100644 index 0000000..a8c146b --- /dev/null +++ b/Data/Rnd_2/R2-E-C_20251124.csv @@ -0,0 +1,64 @@ +No Muestra,Voltaje Inyectado (V),Voltaje Electrodos (V),Corriente Electrodos (A),Corriente Inyectada (A),Resistencia,Temperatura,Observaciones +1,0.11,0.069373,-0.000049,0,-1404.315336,17.72,No conduccion. No burbujeo. +2,0.19,0.169591,-0.000036,0,-4684.821923,17.74,No conduccion. No burbujeo. +3,0.3,0.272082,-0.000065,0,-4198.791506,17.88,No conduccion. No burbujeo. +4,0.4,0.371989,-0.000079,0,-4732.687389,17.94,No conduccion. No burbujeo. +5,0.5,0.472338,-0.000056,0,-8434.612114,18,No conduccion. No burbujeo. +6,0.6,0.572012,-0.000041,0,-14019.90118,18.06,No conduccion. No burbujeo. +7,0.7,0.674112,-0.000049,0,-13645.98905,18.14,No conduccion. No burbujeo. +8,0.8,0.773952,-0.000014,0,-55282.28023,18.18,No conduccion. No burbujeo. +9,0.9,0.874062,-0.000014,0,-62433.0304,18.23,No conduccion. No burbujeo. +10,1,0.973572,0.000037,0,26312.76696,18.29,No conduccion. No burbujeo. +11,1.1,1.076372,0.000036,0,30235.1609,18,Comienza a estabilizarse la medicion de corriente. No burbujeo. +12,1.2,1.175873,0.000097,0,12147.44909,18.42,Comienza a estabilizarse la medicion de corriente. No burbujeo. +13,1.3,1.275934,0.000241,0,5298.729169,18.49,Conduccion. No burbujeo. +14,1.4,1.375757,0.000389,0,3534.832395,18.54,Conduccion. No burbujeo. +15,1.5,1.475798,0.000647,0,2280.986015,18.6,Conduccion. No burbujeo. +16,1.6,1.578128,0.000913,0,1728.129969,18.66,Conduccion. No burbujeo. +17,1.7,1.677894,0.001563,0,1073.646296,18.71,Conduccion. No burbujeo. +18,1.8,1.777421,0.006406,0,277.44463,18.77,Comienza la generacion de burbujeo. Se rompe la barrera de conduccion por completo. Caida de resistencia de manera abrupta. +19,1.9,1.87394,0.024719,0,75.810929,18.85,Generacion de burbujeo en ambos electrodos. +20,2,1.970833,0.069951,0.032,28.174474,18.92,Aumento en generacion de burbujeo. +21,2.1,2.061242,0.142017,0.119,14.514007,18.97,Aumento en la generacion de burbujeo. +22,2.2,2.149581,0.236735,0.233,9.08013,19.02,Aumento en la generacion de burbujeo. +23,2.3,2.235571,0.345918,0.365,6.462723,19.08,Aumento en la generacion de burbujeo. +24,2.4,2.314325,0.455951,0.497,5.075819,19.15,Aumento en la generacion de burbujeo. +25,2.5,2.398828,0.582126,0.649,4.120804,19.27,Aumento en la generacion de burbujeo. +26,2.6,2.482002,0.712849,0.807,3.481808,19.37,Aumento en la generacion de burbujeo. +27,2.7,2.565421,0.848745,0.97,3.022604,19.52,Disminucion de valor de la resistencia en menor medida. +28,2.8,2.649805,0.990352,1.141,2.67562,19.69,La temperatura aumenta pero en menor medida. +29,2.9,2.732448,1.131717,1.311,2.414427,19.84,Comportamiento esperado. +30,3,2.814322,1.275979,1.486,2.205618,20.04,Comportamiento esperado. +31,3.1,2.896026,1.423426,1.663,2.034546,20.3,Comportamiento esperado. +32,3.2,2.976868,1.57208,1.842,1.893585,20.55,Comportamiento esperado. +33,3.3,3.059523,1.735736,2.04,1.762666,21.13,Comportamiento esperado. +34,3.4,3.140137,1.890728,2.227,1.660808,21.42,Comportamiento esperado. +35,3.5,3.220193,2.048341,2.416,1.572098,21.79,Comportamiento esperado. +36,3.6,3.300375,2.208835,2.61,1.49417,22.16,El valor de la resistencia tiene una minima variacion y la temperatura tiende a aumentar pero no de manera abrupta. Se puede decir que la reaccion sigue siendo endotermica. +37,3.7,3.381444,2.375591,2.811,1.423412,22.56,Comportamiento esperado. +38,3.8,3.46075,2.544195,3.015,1.360253,23.07,Comportamiento esperado. +39,3.9,3.5388,2.716105,3.22,1.302895,23.63,Comportamiento esperado. +40,4,3.615358,2.905017,3.449,1.244522,24.22,"Aumento en la temperatura, la reaccion comienza a comportarse de manera exotermica. La variacion de la resistencia es minima." +41,4.1,3.694862,3.085312,3.664,1.197565,25,Comportamiento esperado. +42,4.2,3.772307,3.2672,3.885,1.1546,25.61,Comportamiento esperado. +43,4.3,3.847486,3.45729,4.115,1.112862,26.32,Comportamiento esperado. +44,4.4,3.922004,3.655754,4.338,1.07283,27.09,Comportamiento esperado. +45,4.5,3.990819,3.846437,4.583,1.037536,28.15,Comportamiento esperado. +46,4.6,4.064132,4.054929,4.836,1.00227,29.03,Comportamiento esperado. +47,4.7,4.136051,4.272336,5.097,0.968101,29.83,Comportamiento esperado. +48,4.8,4.206052,4.502025,5.372,0.934258,31.11,Comportamiento esperado. +49,4.9,4.284336,4.740829,5.652,0.90371,32.24,Comportamiento esperado. +50,5,4.348714,4.968638,5.938,0.875233,33.39,Comportamiento esperado. +51,5.1,4.417999,5.199092,6.218,0.849764,34.52,Comportamiento esperado. +52,5.2,4.485666,5.454766,6.526,0.822339,35.77,Comportamiento esperado. +53,5.3,4.546387,5.716515,6.839,0.795307,37.08,Comportamiento esperado. +54,5.4,4.608754,6.01843,7.202,0.765774,38.7,Comportamiento esperado. +55,5.5,4.669228,6.314545,7.566,0.73944,40.98,Comportamiento esperado. +56,5.6,4.716079,6.62378,7.93,0.711992,43.1,Comportamiento esperado. +57,5.7,4.77648,6.918843,8.289,0.690358,44.72,Comportamiento esperado. +58,5.8,4.837695,7.228588,8.657,0.669245,46.59,Comportamiento esperado. +59,5.9,4.890003,7.584538,9.086,0.644733,49.17,Comportamiento esperado. +60,6,4.943817,7.911029,9.478,0.624927,50.86,Comportamiento esperado. +61,6.1,4.999903,8.2275,9.87,0.607706,52.63,Comportamiento esperado. +62,6.2,5.054668,8.550521,10.263,0.591153,54.83,Comportamiento esperado. +63,6.2,5.026097,8.74224,10.485,0.574921,56.7,Se concluye la experimentacion debido a la limitacion de suministro de corriente por parte de la fuente de corriente. \ No newline at end of file diff --git a/Documento/.DS_Store b/Documento/.DS_Store new file mode 100644 index 0000000..8b7a695 Binary files /dev/null and b/Documento/.DS_Store differ diff --git 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"(1, 3) (68, 11) cols: ['No Muestra', 'volt_iny', 'volt_elec', 'curr_elec', 'curr_iny', 'res', 'temp', 'Observaciones', 'ronda', 'experimento', 'archivo']\n", + "(1, 4) (67, 11) cols: ['No Muestra', 'volt_iny', 'volt_elec', 'curr_elec', 'curr_iny', 'res', 'temp', 'Observaciones', 'ronda', 'experimento', 'archivo']\n", + "(2, 1) (62, 11) cols: ['No Muestra', 'volt_iny', 'volt_elec', 'curr_elec', 'curr_iny', 'res', 'temp', 'Observaciones', 'ronda', 'experimento', 'archivo']\n", + "(2, 2) (62, 11) cols: ['No Muestra', 'volt_iny', 'volt_elec', 'curr_elec', 'curr_iny', 'res', 'temp', 'Observaciones', 'ronda', 'experimento', 'archivo']\n", + "(2, 3) (63, 11) cols: ['No Muestra', 'volt_iny', 'volt_elec', 'curr_elec', 'curr_iny', 'res', 'temp', 'Observaciones', 'ronda', 'experimento', 'archivo']\n", + "(2, 4) (63, 11) cols: ['No Muestra', 'volt_iny', 'volt_elec', 'curr_elec', 'curr_iny', 'res', 'temp', 'Observaciones', 'ronda', 'experimento', 'archivo']\n" + ] + } + ], + "source": [ + "from pathlib import Path\n", + "import re\n", + "import pandas as pd\n", + "\n", + "# Configuration project\n", + "\n", + "PROJECT_ROOT = Path.cwd().parent if Path.cwd().name == \"Notebooks\" else Path.cwd()\n", + "print(PROJECT_ROOT)\n", + "DATA_DIR = PROJECT_ROOT / \"Data\" \n", + "\n", + "# Mapping \"possible names\" - \"standard names\"\n", + "\n", + "column_aliases = {\n", + " \"volt_iny\" : [\"Voltaje Inyectado (V)\"],\n", + " \"volt_elec\" : [\"Voltaje Electrodos (V)\"],\n", + " \"curr_elec\" : [\"Corriente Electrodos (A)\"],\n", + " \"curr_iny\" : [\"Corriente Inyectada (A)\"],\n", + " \"res\" : [\"Resistencia\"],\n", + " \"temp\" : [\"Temperatura\"],\n", + "} \n", + "\n", + "def _clean_name(name: str) -> str:\n", + " \"\"\"Normaliza un encabezado: minisculas, sin espacios dobles, sin simbolos raros.\"\"\"\n", + " name = name.replace(\"\\ufeff\", \"\")\n", + " name = name.strip().lower()\n", + " name = re.sub(r\"\\s+\", \"\", name)\n", + " name = re.sub(r\"[^a-z0-9áéíóúñ _\\-]\", \"\", name)\n", + " return name\n", + "\n", + "def normalize_columns(df: pd.DataFrame) -> pd.DataFrame:\n", + " \"\"\"Rename columns to standard names as alias\"\"\"\n", + "\n", + " df.columns = [str(c) for c in df.columns]\n", + "\n", + " ## Print the information in the columns\n", + " #print(\"Originals Columns:\", df.columns)\n", + " #print(\"Types:\", [type(c) for c in df.columns])\n", + "\n", + " original_cols = list(df.columns)\n", + " cleaned = {_clean_name(c): c for c in original_cols}\n", + "\n", + " rename_map = {}\n", + " for std, aliases in column_aliases.items():\n", + " for a in aliases:\n", + " a_clean = _clean_name(a)\n", + " if a_clean in cleaned:\n", + " rename_map[cleaned[a_clean]] = std\n", + " break\n", + " df = df.rename(columns=rename_map)\n", + "\n", + " return df\n", + "\n", + "def load_experiment(csv_path: Path, ronda: int, experimento: int) -> pd.DataFrame:\n", + " \"\"\"Upload a CSV, normalize columns and add metadata.\"\"\"\n", + " df = pd.read_csv(csv_path, sep=None, engine=\"python\", encoding=\"utf-8-sig\")\n", + "\n", + " df = normalize_columns(df)\n", + "\n", + " # Adding metadata for comparative analysis\n", + " df[\"ronda\"] = ronda\n", + " df[\"experimento\"] = experimento\n", + " df[\"archivo\"] = csv_path.name\n", + "\n", + " return df\n", + "\n", + "def apply_filter(\n", + " df: pd.DataFrame,\n", + " row_start: int | None = None,\n", + " row_end: int | None = None,\n", + " time_col: str = \"tiempo\",\n", + " t_min: float | None = None,\n", + " t_max: float | None = None, \n", + ") -> pd.DataFrame:\n", + " \"\"\"\n", + " Filtro Flexible:\n", + " - por índices de fila [row_start:row_end]\n", + " - por rango de tiempo [t_min, t_max] si existe columna 'tiempo'\n", + " \"\"\"\n", + "\n", + " out = df.copy()\n", + "\n", + " if row_start is not None or row_end is not None:\n", + " out = out.iloc[row_start:row_end]\n", + "\n", + " if time_col in out.columns and (t_min is not None or t_max is not None):\n", + " if t_min is not None:\n", + " out = out[out[time_col] >= t_min]\n", + " if t_max is not None:\n", + " out = out[out[time_col] <= t_max]\n", + " \n", + " return out.reset_index(drop=True)\n", + "\n", + "def load_all(data_dir: Path) -> dict[tuple[int, int], pd.DataFrame]:\n", + " \"\"\"\n", + " Carga todo en un diccionario:\n", + " key = (ronda, experimento)\n", + " value = DataFrame \n", + " \"\"\"\n", + " data = {}\n", + "\n", + " #Find files like: data/round1/*.csv and data/round2/*.csv\n", + " for ronda in [1,2]:\n", + " ronda_dir = data_dir / f\"Rnd_{ronda}\"\n", + " csvs = sorted(ronda_dir.glob(\"*.csv\"))\n", + "\n", + " if not csvs:\n", + " print(f\"Theres no CSVs in: {ronda_dir}\")\n", + " continue\n", + " \n", + " for i, csv_path in enumerate(csvs, start=1):\n", + " df = load_experiment(csv_path, ronda=ronda, experimento=i)\n", + " data[(ronda, i)] = df\n", + " \n", + " return data\n", + "\n", + "# =========================\n", + "# Ejecución\n", + "# =========================\n", + "\n", + "data = load_all(DATA_DIR)\n", + "\n", + "# Fast View\n", + "\n", + "for key, df in data.items():\n", + " print(key, df.shape, \"cols:\", list(df.columns))" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "c792a234", + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python_Data_Analysis", + "language": "python", + "name": "python_data_analysis" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.14.3" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/Notebooks/02_Visualization.ipynb b/Notebooks/02_Visualization.ipynb new file mode 100644 index 0000000..6691495 --- /dev/null +++ b/Notebooks/02_Visualization.ipynb @@ -0,0 +1,421 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 5, + "id": "4e4ec888", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Project_Root: /Users/mguillermo/Desktop/MGPH/Maestria/Hydrogen_Exp/Analysis/2nd_AMIDIQ_Analysis\n", + "Datos Cargados: 8\n" + ] + } + ], + "source": [ + "from pathlib import Path\n", + "import sys\n", + "\n", + "\n", + "PROJECT_ROOT = Path.cwd().parent\n", + "sys.path.insert(0, str(PROJECT_ROOT))\n", + "\n", + "print(\"Project_Root:\", PROJECT_ROOT)\n", + "\n", + "\n", + "from src.visualizacion import (plot_xy, comparar_rondas, comparar_experimentos, plot_con_ajuste\n", + " , plot_3D, plot_color_map, plot_dual_axis)\n", + "from src.data_loader import apply_filter\n", + "from src.data_loader import load_all\n", + "\n", + "DATA_DIR = PROJECT_ROOT / \"data\"\n", + "data = load_all(DATA_DIR)\n", + "print(\"Datos Cargados:\", len(data))" + ] + }, + { + "cell_type": "code", + "execution_count": 46, + "id": "afc1db64", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", 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", 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", 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", 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", 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", 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "from pathlib import Path\n", + "from src.data_loader import apply_filter\n", + "import matplotlib.pyplot as plt\n", + "\n", + "## Put the path for import the data \n", + "#PROJECT_ROOT = Path.cwd().parent \n", + "#DATA_DIR = PROJECT_ROOT / \"data\"\n", + "\n", + "#data = load_all(DATA_DIR)\n", + "\n", + "def plot_xy(df, x_col, y_col, label=None, ax=None):\n", + " if ax is None:\n", + " fig, ax = plt.subplots(figsize=(7,5))\n", + " \n", + " ax.plot(df[x_col], df[y_col], marker='o', linestyle='-', label=label)\n", + " ax.set_xlabel(x_col)\n", + " ax.set_ylabel(y_col)\n", + " ax.grid(True)\n", + "\n", + " if label:\n", + " ax.legend()\n", + " \n", + " return ax\n", + "\n", + "def comparar_rondas(data, ronda, experimento, x_col, y_col,\n", + " row_start=None, row_end=None,\n", + " t_min=None, t_max=None, title=None):\n", + " \n", + " fig, ax = plt.subplots(figsize=(7,5))\n", + "\n", + " if ronda == None:\n", + " rnd = [1,2]\n", + " else:\n", + " rnd = ronda\n", + "\n", + " for ronda in rnd:\n", + " df = data[(ronda, experimento)]\n", + "\n", + " # Data Filtering \n", + " df_f = apply_filter(df, row_start=row_start, row_end=row_end,\n", + " t_min=t_min, t_max=t_max)\n", + "\n", + " plot_xy(df_f, x_col, y_col, label=f\"Ronda {ronda}\", ax=ax)\n", + " \n", + " if title == None:\n", + " ax.set_title(f\"Experiment {experimento} - Comparatives Rounds {rnd}\")\n", + " else:\n", + " ax.set_title(title)\n", + "\n", + " plt.show()\n", + "\n", + "def comparar_experimentos(data, ronda, expe, x_col, y_col,\n", + " row_start=None, row_end=None,\n", + " t_min=None, t_max=None, title=None):\n", + " \n", + " fig, ax = plt.subplots(figsize=(7,5))\n", + "\n", + " if expe == None:\n", + " no_expe = [1,2,3,4]\n", + " else:\n", + " no_expe = expe\n", + "\n", + " for exp in no_expe:\n", + " df = data[(ronda, exp)]\n", + "\n", + " # Data Filtering \n", + " df_f = apply_filter(df, row_start=row_start, row_end=row_end,\n", + " t_min=t_min, t_max=t_max)\n", + " \n", + " plot_xy(df_f, x_col, y_col, label=f\"Experiment {exp}\", ax=ax)\n", + "\n", + " if title == None:\n", + " ax.set_title(f\"Round {ronda} - Comparatives Experiments {no_expe}\")\n", + " else:\n", + " ax.set_title(title)\n", + "\n", + " plt.show()\n", + "\n", + "\n", + "\n", + "expe_1 = [1,4]\n", + "\n", + "comparar_rondas(data, ronda=None, experimento=1, x_col=\"Temperatura\", y_col=\"Resistencia\", row_start=35, \n", + " row_end=66, title=\"Comparative between Temperature vs Resistance in Experiment 1\")\n", + "comparar_rondas(data, ronda=None, experimento=2, x_col=\"Voltaje Electrodos (V)\", y_col=\"Temperatura\", \n", + " row_start=35, row_end=66)\n", + "comparar_experimentos(data, ronda=1, expe=None, x_col=\"Voltaje Electrodos (V)\", y_col=\"Resistencia\", \n", + " row_start=35, row_end=66)\n", + "comparar_experimentos(data, ronda=1, expe=None, x_col=\"Voltaje Electrodos (V)\", y_col=\"Corriente Electrodos (A)\", \n", + " row_start=10, row_end=66)\n", + "comparar_experimentos(data, ronda=1, expe=expe_1, x_col=\"Voltaje Electrodos (V)\",\n", + " y_col=\"Corriente Electrodos (A)\", row_start=10, row_end=66)\n", + "comparar_experimentos(data, ronda=1, expe=expe_1, x_col=\"Voltaje Electrodos (V)\",\n", + " y_col=\"Resistencia\", row_start=35, row_end=66)\n", + "comparar_experimentos(data, ronda=1, expe=[2,3], x_col=\"Voltaje Electrodos (V)\",\n", + " y_col=\"Resistencia\", row_start=35, row_end=66)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "db0e8d5e", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", 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", 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Items rondas: [1]\n", + "Items experimento: [1, 4]\n", + "True\n", + "Pendientes:\n", + "Ronda 1: 2.190472\n", + "Ronda 4: 2.038875\n", + "{1: 1, 2: 4}\n", + "2\n", + "% Cambio Resultado 2 respecto Resultado 1: -6.92%\n" + ] + } + ], + "source": [ + "import numpy as np \n", + "\n", + "def calcular_pendiente(df, x_col, y_col):\n", + " x = df[x_col].values\n", + " y = df[y_col].values\n", + "\n", + " m, b = np.polyfit(x, y, 1)\n", + "\n", + " return m, b\n", + "\n", + "def comparar_pendientes(data, experimento, ronda,\n", + " x_col, y_col, row_start=None,\n", + " row_end=None):\n", + " resultados = {}\n", + "\n", + " print(f\"Items rondas: {ronda}\")\n", + " print(f\"Items experimento: {experimento}\")\n", + "\n", + " if len(ronda) > len(experimento):\n", + " mayor = False\n", + " else:\n", + " mayor = True\n", + " print(mayor)\n", + "\n", + " for rnd in ronda:\n", + " for exp in experimento:\n", + " df = data[(rnd, exp)]\n", + " df_f = apply_filter(df, row_start=row_start, row_end=row_end)\n", + " m, _ = calcular_pendiente(df_f, x_col, y_col)\n", + " if mayor == False:\n", + " resultados[rnd] = m\n", + " else:\n", + " resultados[exp] = m\n", + " \n", + " print(\"Pendientes:\")\n", + " cont = 0\n", + " result = {}\n", + " for r, m in resultados.items():\n", + " cont = cont + 1\n", + " result[cont] = r\n", + " print(f\"Ronda {r}: {m:.6f}\")\n", + " \n", + " print(result)\n", + " print(len(resultados))\n", + " \n", + " cambio = ((resultados[result[2]] - resultados[result[1]]) / resultados[result[1]]) * 100\n", + " print(f\"% Cambio Resultado 2 respecto Resultado 1: {cambio:.2f}%\")\n", + "\n", + "def plot_con_ajuste(data, x_col, y_col, ronda, exp,\n", + " row_start=None, row_end= None,\n", + " t_min=None, t_max=None):\n", + " \n", + " df = data[(ronda, exp)]\n", + " df_f = apply_filter(df, row_start=row_start, row_end=row_end,\n", + " t_max=t_max, t_min=t_min)\n", + "\n", + " x = df_f[x_col].values\n", + " y = df_f[y_col].values\n", + "\n", + " m, b = np.polyfit(x, y, 1)\n", + "\n", + " plt.figure(figsize=(7,5))\n", + " plt.scatter(x, y, label=f\"Datos-Experimento {exp}\")\n", + " plt.plot(x, m*x + b, color=\"red\", label=f\"Ajuste lineal (m={m:.4f})\")\n", + " plt.xlabel(x_col)\n", + " plt.ylabel(y_col)\n", + " plt.legend()\n", + " plt.grid(True)\n", + " plt.show()\n", + "\n", + " return m \n", + "\n", + "plot_con_ajuste(data, x_col=\"Voltaje Electrodos (V)\", y_col=\"Resistencia\",\n", + " ronda=1, exp=1, row_start=36, row_end=66)\n", + "plot_con_ajuste(data, x_col=\"Voltaje Electrodos (V)\", y_col=\"Corriente Electrodos (A)\",\n", + " ronda=1, exp=1, row_start=10, row_end=66)\n", + "plot_con_ajuste(data, x_col=\"Voltaje Electrodos (V)\", y_col=\"Corriente Electrodos (A)\",\n", + " ronda=1, exp=4, row_start=10, row_end=66)\n", + "\n", + "expr = [1,4]\n", + "rnd = [1]\n", + "\n", + "comparar_pendientes(data, experimento=expr, ronda=rnd, x_col=\"Voltaje Electrodos (V)\",\n", + " y_col=\"Corriente Electrodos (A)\", row_start=10, row_end=66)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "aa9e89fe", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/plain": [ + "(np.float64(1.724478653786506),\n", + " np.float64(-2.3681436972054284),\n", + "
,\n", + " )" + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df = data[(1,1)]\n", + "plot_con_ajuste(df, x_col=\"Voltaje Electrodos (V)\", y_col=\"Corriente Electrodos (A)\")\n", + "\n", + "comparar_rondas(data, 2, )" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "ad3e9c22", + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python_Data_Analysis", + "language": "python", + "name": "python_data_analysis" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.14.3" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/Notebooks/03_Vis_probe.ipynb b/Notebooks/03_Vis_probe.ipynb new file mode 100644 index 0000000..ef4aa19 --- /dev/null +++ b/Notebooks/03_Vis_probe.ipynb @@ -0,0 +1,170 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "id": "b4e6465b", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Project Root: /Users/mguillermo/Desktop/MGPH/Maestria/Hydrogen_Exp/Analysis/2nd_AMIDIQ_Analysis\n", + "Uploaded Data: 8\n" + ] + } + ], + "source": [ + "from pathlib import Path\n", + "import sys\n", + "\n", + "PROJECT_ROOT = Path.cwd().parent\n", + "sys.path.insert(0, str(PROJECT_ROOT))\n", + "\n", + "print(\"Project Root:\", PROJECT_ROOT)\n", + "\n", + "from src.visualizacion import (plot_xy, comparar_rondas, comparar_experimentos,\n", + " plot_3D, plot_color_map, plot_dual_axis,\n", + " plot_con_ajuste)\n", + "from src.data_loader import (apply_filter, load_all)\n", + "\n", + "DATA_DIR = PROJECT_ROOT / \"data\"\n", + "data = load_all(DATA_DIR)\n", + "print(\"Uploaded Data:\", len(data))" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "daed37f2", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", 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", 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", 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", 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", 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cuHEmqwB/R/jK+52neza3w++Ep74RgYcEZQhi/xAyWpA3AAbg2FGoHDazn9Ljg0/sdMLndP78eSMy6fDvSVAS/oByiJoTc5DRQZ15FPkDyn16urnaDu4clvOmbd7AbfJHhcNAicl5SQsv+4oRzc7tTUxADYUkh7ro/M+neEa1uhtGSuzx8DykVP8khG3Rdu6D3377zbzagRQp0SZv+zu+H2b2LYNGXEmMRS65550uJgy44VArr30KRQ650vqVmO9IfFBEMkqa1xS/x/zBdrYOMRE1oZhwjjrnkCqHJ+Pbvqf+5T4YxUshQkFi4407jP29pjhPq+vWed/eXJtcj0F0rsEmyRWGPBe8/7CfbAuiHVjD0R/7XNmvXM/5nJ04cSKOsOO6PLeuMHOH87bs65EWRU48/wy0eu2110xQkqe8xEw9RXituINuCuwvXn8U63SL4jY9we04H7sIfDTkHaIwjQqtloxm5BAZb+qcx+oFFDqu8AZm45oOhBYJWi/jK6XlmnqG2ELO/pydm801hQkterxRMZ0LfwTia5u30NLEH28O37taUeKzxtlWIud1GB1pD2V6A32K+APEYUIKnZTIJUkrEdvAHz9X2J/090tJmITeORKVvqmMYOc5ta1NKdEmb/vbTqjsLv0Nrx3+qDpfJz/++GOihvlS4rzzx5v9Ros+9+883O3tdyQ+aOmhXyt96RgpbUff2tjDwO+++26s42C0OoemnfMEuuKpf931C3GN4HcHR0L4kEjR7C6VVlK+197i7bVJf1oemzvLnfMxs6/jS73kCt2O3PUTHyKIfS54zvhwwGwLzvtz17/cJjMOOF+T9DNnxD0f8mz3Htf7N68JLuP23Z0HG2b/oEuMnS7JHXyAoR81H7R4j4svapz+tXYWDxEcyEIZwnCIikNuTIlBp3H6WXIonD5JdNTnEzGfmHmDohM3fwQJbz4Un3YuMd5gaMHp1auXx31RuHE4jzdKu2QXh1kYFGQ7kfOHn/5DHDqnpYU3aT710v+IP8IMbGDuNFpFeXOjrw4tN/xR+vLLLxN17BTAtPwwDxwtRXxCp08pHdVpNaIF1x20MtFKxR9uHgufstle9ok7sesOO48drVU83vh+yBNzLhnsw/ZxaJbnhj8mP/30kzk39GtkDsyUgkOCTKfC/qLvHNMK8Vphyp2UbJO3/U0xxXm0/LFtvC5vueUWMzEnIn+oKWDYZl573AavJTtIKyFS4rzzB5/XNYcDKcQoVhL7HUkIPpzYqan44+6cQJvXHS1QFEe8/mjRpEWL+2A6o/gebOLrX45OMO0UxQi/lxye92TFcobfWwpf+g8zhQx9RtlGpqbhkD/9STmCkhD027P9Rp2hv6un1FHeXpscxWH7KMJpJbSH8blPLrPvefw8A2h4nfH+wXuWHejmjipVqhifcIo9ClGmMKIYpJ8uH3a5bcL+4PXC+xHbymuIgo25O12/Oxxp4jAz75NMC8RzxO3xXHBY2w6MoRsEH/rYv/zuMk0R+5nXHa/P+OADCh8kXUcnbHgN8TqmOxS37yntE/2H+QDl/MAjggBfh5mL1MVO1cGUPK4wlcPNN99sJqZFIfv373d06tTJUaBAAUf69OlNyod77rnHpBqyefXVVx01atQwKT+Y9qFcuXKO1157zXH16lWPaYNWrVpl0lUUKlTIpMHgK1NpuKbtWLhwoaNChQqOiIiIOCmEtm/f7rj//vtN+h+mYWEqkIceeshs23W/rqlXXFOW2DBVClPdcHu5c+c26WVWrFjhMeUMU3e8/vrrZt/8DD+7ePHiOGlWEmLOnDmmPUydkRRc0wbZKUKY/qdUqVKmj/PmzWtSPo0ePTrm3NipcUaNGuU2BcvcuXMTvH54nExjwhQ1lStXNv3Aa8D1s8ltU2L7+/vvv3dUr17d7Mc1xc2nn37quOmmm8yyqlWrmrZ7ShuU3HbER4cOHcw+GjduHGeZt9+R+OD3mOmbuI+lS5e6XYdpgni++P1m2qMnn3zSpEByJjH9e+TIEZN+i/cDpvt58MEHHX/++Wecc+DpO8hrjynB+NlMmTKZ+1GXLl0cW7ZsSVbaIOd9u6YN8vbatPuU1wT7jOsx5Vbz5s0dW7dujVnn119/ddSrV8/cD53T+Xi6HxGm5xo+fLhJ68NzUbRoUdMe5xRd9n2a6/G8cvsNGjRw7Nq1y+0x8f79wAMPmHPBvuR9mtepM0ztw7ba91H297PPPmvSWyXEtm3b4qQmcuX2228360yYMMHjOgMHDnQUK1YsViokEfiE8Y+vRa0QoQaf4GmJoEXKTuIeKNDqQMsUnfqF8BYOrdPHmtHudroyEXjQv5dWWAZTJQW6b/AeQosq3X5E8CAfSiF8AKtV0KXA26FMIQId+mZzmDS5KXiEb6HPK10fkppmim4x9At1zc0pAh/5UAqRhsyePdvk7KSPGOsDKwebCHboW0u/RPqcsna5HeAjAhO72EFSoZCUmAxOJCiFSEMY4c2oeAaHPPXUU+p7EfQw6INBMMwqQcu8ECI4kQ+lEEIIIYRIFvKhFEIIIYQQyUKCUgghhBBCJIuQ86FkBQQmhmVCVzvRqxBCCCFEahEdHW0C1KpVq5aqdep9SXAeVTxQTNI5XAghhBAiLdm0aZOpTBWM+FRQMqnzqFGjTBkm5ihjSScme04oKSpLO3366ac4fvw4ChYsiCFDhpjyat5Ay6R9UvlZf7Wirlq1yiSQDdYnmYQI9T4I9eMn6gP1ga4DfReC5Ro4duyYMWbZGiQY8emZYe1U1jSlGGQtZW946KGHjNmYVRdYj5kniaZkb7GHuSkm/bVaA2visk4r6+IyAWwoEup9EOrHT9QH6gNdB/ouBNs1EB7ErnY+FZQsYs/JW5YtW4a1a9fi999/j6m24Kn4vBBCCCGESBsCyna8aNEi3HbbbRg5cqSpI5o1a1bce++9eOWVV5A5c2aPQ+ScbM6dOxdjQudTjz9it8tf25cWhHofhPrxE/WB+kDXgb4LwXINREZGItgJKEFJy+T69euRKVMm42958uRJU23k1KlTpj6oO0aMGIHhw4fHmU9/DJrQ/ZkVK1Yg1An1Pgj14yfqA/WBrgN9FwL9Gjh58iSCHb+plMOaxgkF5TRt2hTffvutCcbJmTOnmTd//nw88MADxh/TnZXS1UJ59OhRVKhQAQcOHDD+GP4In8L4xWnSpEnA+4sklVDvg1A/fqI+UB/403XAn8qoqCgzpfXPJq1b33//PWrXrh2wQSnBfPzUL+nSpTMT/3cHtUfJkiVx+PBhv43fSC7+d2bigYE0FIG2mCTly5c3X+4jR46gdOnScT6TMWNGM9mcPXvWvPKi9PcfarbP39uY2oR6H4T68RP1gfrA19fB1atXTQDoxYsXfbJ//sYVKFDAtMGTYAlmAuX4s2TJYnRKhgwZ4izzRyGc0gTUEdapUwdz587F+fPnkS1bNjPvt99+M1FTwar4hRBC+A5mEeGIFq1PhQoVMmIhrUUN22D/7gVzlHCgHj8F79WrV3HixAlzrdC45Y/tDGpByQtk3759Me95Inbs2GEiuIsVK4bBgwcbM/HHH39slrdv394E4Dz66KPGL5I+Cc8++6xJO+QpKEcIIYRIKhQKFDRFixY1FihfwP2zHYwfCEWhEgjHnzlzZmNBP3jwYExbQw2fnpktW7aYMkScSP/+/c3/TFROaN4+dOhQzPp8OqEvzenTp020d4cOHdCqVSu8++67PjsGIYQQwY+/ChnhP4SH+DXiUwtlgwYN4nVu/vDDD+PMK1euXEBHegkhhBBCBBsB5UMZCERFAd9+S+sqg4iAO+8E0qXzdauEEEIIEQNHP+NL5cO0gsWKqcMSgQRlCjJ/PtCnD3DkyPV5jBUaOxbwsrKkEEKIICWYDA5//PGHSYOzfft2VK1aFf4KR0LZvjFjxsQWk2XLApcve/4gfSD37JGoTAShPeCfwmLygQdii0ly9Kg1n8uFEEKEJvwNYKXghg0ZYGq98n1q/jZ06dLFRKRzYsAIBeBzzz2Hy/EJKS9hkBLjHG655RavxCfbwKDbtIa5qhnMGwtaJhPqAy4PgWTkKYkEZQo9ddIy6c4d1J7Xt6+1nhBCiNDClwaHu+++2wg/Vpp75513MHnyZAwdOjTZ22UaJeaG9Pf8iswakz17dl83IySQoEwBOITheqNwFZWHD1vrCSGECGx4T79wwbuJtTSefjp+gwMNElzPm+0ltkgPC3tQ+NGiyEp0jRs3jglsZToeliem5ZJpb6pUqYJ58+bFfPbff/812VTy5ctnljO/ol3m2NXqGN+63D5hFhd+hsPQNlOmTDEFSphmh0G3EyZMiFlm74NWRmZ0YaYXtnHDhg2xjvG7774z22Rap9y5c6NZs2amPYTz+9Ki8x+ffPIJOnTsmLhOFF7h348WAQL9YVJyPSGEEP4LC+b8V1sj2VAg0iDhVADOg+0nl/nv/Hkga9ak7WvXrl2mhGHx4sXNe4rJTz/9FJMmTTICcN26dejYsaMRhfXr18dLL72E3bt346uvvkLevHlN3uhLly653XZ8627atAk1atTAypUrUbFixZhKMjNmzDBpAseNG2fEJv0xu3fvjqxZs6Jz586xtj1s2DAjJvl/u3btzPZpHaWgbdSokclHPXbsWDNv9erVpkSmp1KeTz35pKXyRYoiQZkC0Lk6JdcTQgghUoLFixcbyx7rYV+5csXkSqSA4/+vv/66EXm1atUy6950001Yv369GRanoGQeaAo95n0mJej06YH41qVAJXny5DHWUhsOvb/11lu4/7+oVVoyKUq5f2dByRzVtDrmyJHDFDWhKKWgpEVz5MiRZp/Olk0u9wSFJ7ZtQyBw9OhRDBw40Ih0lv0sVaqUsfrafcy0i+zDDz74wOTnZjXBiRMnui1DnRZIUKYAjNRjNDf9YdwNR7BKF5dzPSGEEIENC+bQUugN69YBLVokvN7SpUC9eu6XcWj67NmzRlBlyZI4T7WGDRsakXHhwgXjQ0kLXps2bfDzzz8bkdKkSZNY67PKi11s5MknnzTrbtu2DU2bNjVD5rVr13a7n8SsS9ie/fv3o2vXrsYqaUPhm9PFXFu5cuWY/1krm/z9999GUNJC+eCDD3rdH1u3bsUn/frBKebbL/n333+NQOT5o6CkKN+7d68Z0rehmGZhl48++siIcVpvKbwpyn1RqUeCMgVg2gemBqJzNcWjq6jk+zffDNz0EEIIIa7D+7y3w85Nm3pncOB6nn4joqOtoE7uM7FlxDl8TMsWmTZtmhk2njp1akx09pIlS1C4cOE4fpekefPmppTg0qVLjd8lh5Z79uyJ0aNHx9lPYta1Sy8TWtdq1qwZJ+DHGUao29h11CmySWLKLlPEUnA9fvvt8HfefPNN4/dq+6E6+6La1kmmQnrxxRfRunVrM49lqvPnz48vvvgCbdu2TfM2KygnhaDFnr7MLt9L2JWYVq9OqT0JIYQINIMDcRWD9numSEwLgwOHu59//nkjQipUqGCEI4eqKTidJwoZG1rGOPxMX0sKmPfff9/j9j2ta/tMOvs1UvgUKlTIRJ+77t9ZOCUErZerVq3yat1ff/0Vp06dQk9GuSdkweNyJjdPYc6dO2eszfZE1wN3LFq0yAxt0/p64403GqsxxbfNgQMHcPz4cRNkZUPLLsW5a9BSWiFBmcKi8o8/LPE4c6b1umSJddPgdTBjRkruTQghRCAbHGiZ5Py0LHxBgUILIP0UBwwYgH79+pkhUw4/c7j6vffeM+8JA2YWLlxo/BU5RE5/TEZkuyO+dSmIaElctmwZ/vrrL5w5c8bMpz8kA4M4bPvbb7/hp59+Mha5t99+2+vjGTx4MDZv3oynnnoKO3fuNKKRQ/wn3eSQLFasmBG3Y+bPx8EVK7D27bfxQNGi+IWBVmXKWKlYtm61plRKal6hQgUj/OyJx+8OCm3bH/Lrr782LgVPP/10zLmhmLSFuTN8by9LazTkncLwKdMpI4LhpZeAl18GHn8cuPVWwMP3UQghRJBC0ciRSV9XyqEPZa9evYz/Ha1ctCpS1FDA5MqVC7feequxYhKKLwo2pu+hILzzzjsxe/Zst9uNb13uk6Lx5ZdfNsKTy9asWYNu3bqZVD+jRo3Cs88+a4bnK1WqFCvNT0KUKVMGy5cvN21mJDn3TSsdI8Fd4bF++OGHZl22h8f60ptvojwzzf/2G8Ch8P+G+1OL3bt3x3IxsN0LXOGQPi2UDJwitFAySp8R+c4BS36FI8Q4fPgwvVjMa1oRGelw3HUXvWccjooVHY7z5+Nf/+rVq44vvvjCvIYqod4HoX78RH2gPvCH6+DSpUuO3bt3m1dfERUV5fj333/NayiSqsd/9Kj145wuncMRHZ1q18rhRGqPYsWKObp27Rpr3oQJExyFChUy/+/fv99sb/v27bHWqVevnuPpp592+AINeacBfALlcDezJfz8M9CrV1rsVQghhBDxwmzxduh+YiOeUpE6depgD4fdnaBbgJ1DlH6mTMHk7D9Kn8wffvghJg1UWiNBmUZQTM6aZQXpfPgh4BS4JYQQQghfZaknSc0Wn0r069cPGzduNEPe9EudOXOmCXJi5Lwd7U7XgFdffdUE8ND/tFOnTibQiSmbfIEEZRpC30r6UhJeE7t2peXehRBCCOHRQulH3H777ViwYAFmzZplUjy98sorJnKe5S1tnnvuOfTu3Rs9evQw6zMVEwOffJGDkigoJ40ZPNhyyv76aytv5ZYtKVfCSwghhBCBb6Ek99xzj5k8QSslA504+QOyUKZ1h4ezOL2VPoLuEYz8dpfsVgghhBCpDH+AmXrnv/KQIulIUPoAXreffWYF6zBfpVOuUiGEEEKkFSw9ybyNXiZHF56RoPQRdeoAdj7Tp58Gtm/3VUuEEEIIIZKHBKUPeeYZ+kgArLz00EMM+fdla4QQQgghkoYEpY/9KVlFidWd9u0DunWTP6UQQgiRZjCPX716wDvvqNOTiaK8fcwNNwBz5lgluObOta5rBuoIIYQIEg4dAtzUlo4hb95UqRstvGD/fiv1SpUq6q5kIgulH1CzJjBqlPV///5MJeQ/2fqFEEIkU0yWLQtUr+554nKul4IwpUx807BhwxBslChRwuRqTFIeSj9MGxRoSFD6CQzMuf9+4No1oH37dDh/Pr2vmySEECK50DJ5+XL863B5fBbMJHDs2LGYiSIrR44cseYNGDAAgYDD4UBkZGTq56F0Smx+9erV1NtfECNB6SewhOjUqcBNNwF//BGGd9+tpvyUQgjhz9C65WlKSEQmZbuJgHWe7SlnzpzGKuk8b/bs2ShfvrypqlKuXDlMmDAh5rN//PGHWX/OnDm48847kTlzZlOJhbWkN2/ejNtuuw3ZsmVD8+bNceLEiZjPdenSxZT9Gz58OPLly2dE7BNPPBFLoEVHR2PEiBGmFjW3W6VKFcybNy9m+Zo1a8y+v/rqK1SvXh0ZM2bE+vXrceDAAbPt/Pnzm32zPStXroz5XIMGDXDw4EFTstC2whJaYqtWrRqrbyiwac2M6WsA0+fMwWuvvWZKF5alxRjMGf2JOdbs2bObPmvfvj3+/vvvRJ2HUEKC0o/Ilcvyo8yQwYFNmwri3Xd1eoQQwm9hmTNPU5s2Sd8uxY7TtsJz5ECuIkVSrNkzZszAkCFDjID65ZdfTL3ol156CR8xStSJoUOH4sUXX8S2bdsQERFhBBXL/Y0dOxbffvutqTHN7TizatUqs00KQ5YNnD9/vhGYNhSTH3/8MSZNmoSff/7ZCMCOHTti7dq1sbYzaNAgvPHGG2ZblStXNmUFKWC5/e3bt+Puu+9Gq1atcOg/VwHup0iRIqZqjG2FTYyFcse+fdizZw9WrFiBxYsXm3nXrl0zJQ9//PFHfPHFF0ZoUzQL9ygox8+49VZg9OhoPP10OgweHI5ataxhcH43Cha0gneYEF0IIYRIChSKb731Fu6nnxVgrIW7d+/G5MmT0blz55j1OCzerFkz83+fPn3Qrl07I+jqMJEygK5du+JDRkk7kSFDBkybNg1ZsmRBxYoVjcB79tlnjTCjQKN4pWWxFn/cwFG5m4wFkvuuX79+zHb4uSZMOv6fVbNSpUpmv+FMjwKY7bHW9aJFi9CrVy/ccMMNSJcuXYw10Wv+s1BGZ8yIKVOmmPbbPPbYYzH/s53vvvtuTM1sWklFbCQo/ZDHH4/GnDnHsH59EfD7FRV1fRkfUseOtfwthRBC+JDz5z0vS86T/x9/xHpLQXX27FnkQPK5cOEC9u/fb8Rg9+7dY+bTT5FD487QMmjDoWZCYec8z3UImEPYFJM2FI4UYIcPHzavFy9ejBGKNhwSr1atWqx5HGp2hp+liFy6dKmxPrK9ly5dirFQJpmICFxJlw55ixePJSbJ1q1bzZA5LZT//vuvOQ+E+6xQoULy9huESFD6IXT9uO22v7B+fWFERcWO+D56FHjgAYAuJxKVQgjhQ1IrMth1uxQyzpaFZEBhRj744APUZIoRJ2jhcyZ9+uvBobZPous8W2QlZt9LlixB4cKFYy2jr6QzWV36gEPy69atw+jRo1GqVCnjf/nAAw8kGEBDiyYDe5yhpTSGxYvxeJcuOH36dBzhTessJ7oI0CeUQpLvFbTjHglKP4T3jU8+cf/0w+8Fv9d9+wKtW2v4WwghhPfQqsjAk99//x0dOnRI8a6jNY+WQwo+snHjRjM8XLRoUTMsTeFIYeY8vO0NP/zwgxmOv++++2LEKX0anaGFMcpFeFMIHj9+3IhKWxTv2LEjwf39+uuvOHXqlPHjZNvJli1bEtXmUEOC0g9Zvz4Mp05ZX0ZPovLwYSsXa4MGado0IYQQiYFJyzNlij/qm8u5XhrBIJmnn37aDHEzuOXKlStGLHFYtz+TIScDWu84nM5gHgo++mvSx5GWQvo30i+TgTi0bNatWxdnzpzBd999ZyLCnf03Xbn55puNz+S9995rhCEtlq7WUUZu04rZtm1bI1zz5s1ror8ZiT5y5Ehj0Vy2bBl2LlmCihS827aZzxU/dQo3nDsX857nolixYkagvvfeeyZSfdeuXWbIXXhGgtIP8TY4zdv1hBBC+AhWwNmzx68q5XTr1s34OY4aNcoEzHB4mb6RfTn0lUwaNWqE0qVLo169ekaoMpDHOYk6RRmthoz2ppU0V65cuPXWW/H888/Hu11GpLN9tWvXNkJx4MCBxq/UGQbyPP7440Z8ct+0SjI1ElMiMRiI++7erBm2X7iAiDNnrKTyFNj2Bv57T4Gfb88eE3DEdjEYh23kcDsFrXBPmMPVuSDIOXLkiDFf00GYKQb8kZUrI9GkScJaf/Xq4LVQ0seFztctWrSI5bMTKoT68RP1gfrAH66Dy5cvmxyIjIRmzkZfEBOUkyNHTJSzP9LlP19Eptjx2+OnFdIWjvGxdauVdiWFrpUjAaA9kov/XpkhTN26DuTJcwlhYZ61Pq9HphASQgghhPA1EpR+CAPtunX7yfz/nw9xHFhRx48fVIUQQggRQkiS+Cm1ah3D7NlRcMmsgHz5LCG5bh19SnzVOiGEECI29DlM6eFuEThIUPox993nMPlt6Ss5c6b1ykCciROt5S+9BHz2ma9bKYQQQohQR1HeATD87Rp406MH8NtvwFtvAcyywODA/6pYCSGESAVCLH5VJAFHiF8jslAGKG++CTB7wZUrVoLzAwd83SIhhAg+7MhylgwUIj4u/neNhGpmDlkoA9hyOWMGUK8esH07cM89wPffAy6lWIUQQiTrXpvO5Eq0a1Yzf6NdcSWtYNocJgxnWhp/Thvk98fPROjZspmk52G0xnjAkTEjrmTLFn8yeuf1HQ4jJnmN8FpxLWEZKkhQBjC83r/8EqhRA9i9G3joIdZINbXuhRBCpBAFChQwr7aoTGsoWOxyhmktZv2BlDj+iBMnULR7d/z97LO4smQJIlxqdzsTmSsXIlnCMZFDf7ly5Yq5VkIRSY8Ah1HgFJXMSbl8OdC7NzBhgud0Q0IIIRIHRUzBggVx4403mkTraQ33yZKCrD4TisOpyT7+CxeQoWNHhP/2G4q8/TaubtqU4paX9OnTh6xl0kaCMghgMn9Ggd93HzBpElC2LJACFbSEEEI4QcHgC9HAfUZGRprqK6EoKJN1/LQ0du1qVcjJmxfhixYhE4f3RIoTes4YQQoDc0aPtv7v39+yWgohhBAhzYABwMKFQMaMAHNklirl6xYFLRKUQUS/flZKIWYuaNcO2LHD1y0SQgghfMS4ccCYMdb/H30E1KmjU5GKSFAGEfSb5PencWPjMmIiv//809etEkIIIdKY774D+vSx/n/9deDhh3UKUhn5UAYZdC+ZOxeoXRv45RcrV+XatUDWrL5umRBCCJFGMP1Jly6WpWXQIHV7GiBBGYTkygUsXgzUrAls3Qp07Ah8/rlVA1wIIYQICg4dAk6e9Lx8yBArFYrSnqQJEpRByk03WX7Id91l+SHzAW3kSF+3SgghhEghMcmUJvElH8+UCdizx6pPLFId2ayCGA57T5tm/T9qFDBliq9bJIQQQqQAtEwmVMmGy+OzYIoURYIyyGnfHhg2zPr/ySeBVaustFxr1gCzZlmvfC+EEEIIkVQ05B0C0I3kt9+s5OcM0smRAzh+/PryIkWAsWOB++/3ZSuFEEIIEajIQhkC0B956lTL3eTixdhikhw9CjzwADB/vq9aKIQQQohARoIyhNIJnTvnfhkToROWa9TwtxBCCCESiwRliPDtt/EnOaeoPHzYWk8IIYQQIjFIUIYIx46l7HpCCCGESB2GDRuGsLCwWFO5cuViljdo0CDO8ieeeMKnp0NBOSFCwYIpu54QQgjhM/LmtfJMJpSHkusFKBUrVsTKlStj3kdExJZs3bt3x8svvxzzPkuWLPAlEpQhwp13WtHcDMCxfSZdKVrUWk8IIYTwa/iDxqTl8eWZpJgM4KTmERERKFCggMflFJDxLU9rNOQdIqRLZ6UGIp6qUPXqZa0nhBBC+DVt2wLPP2/VGr71VveTH4rJc+fO4ezZszHTlStXPK67d+9eFCpUCDfddBM6dOiAQ6wO5MSMGTOQN29e3HLLLRg8eDAuMo2LD5GgDCGYZ3LePKu0qeuoAHnrLeD3333SNCGEEMI7fvkFmDvXSq4cjyDzRypUqICcOXPGTCNGjHC7Xs2aNfHhhx9i2bJlmDhxIg4cOIA777zTCFLSvn17fPrpp1i9erURk5988gk6duyIkB3yXrduHUaNGoWtW7fi2LFjWLBgAf73v/959dnvvvsO9evXN8p8x44dqd7WYBKVrVtb0dwMwKHPZNWqQMOGALuxeXPg+++BPHl83VIhhBDCDSNHWq/UC+XLB1QX7d69G4WdrDoZM2Z0u15z/hj/R+XKlY3ALF68OObMmYOuXbuiR48eMcsrVaqEggULolGjRti/fz9uvvlmhJyF8sKFC6hSpQrGjx+fqM+dPn0anTp1Mp0nEg+HtRs0ANq1s145YrBkiTU6wIo6FJyXLqlnhRBC+Bkc9v30U+v/gQMRaGTPnh05cuSImTwJSldy5cqFMmXKYN++fW6XU3AST8uD3kJJBe6swr2FofE096ZLlw5ffPFFvOvSP8HZR8E2F0dGRuLatWvwR+x2pWX78uUDFi6kwIzAd9+FoWPHaMycGYXw8NDpA38i1I+fqA/UB7oO9F1wvQbCR49GushIRDdogCj6SQbIPTIyMjJZnz9//ryxPj7yyCNul9sjtbRU+oowh8NTzG/awhxK3gx5T58+3fgTfP/993j11VeNoIxvyJu5nIYPHx5n/pQpU4wzq4jNTz/lwfDhtRAZmQ733rsPjz32s7pICCGEz8lw9iyadO+OiCtX8P2wYThBf60A4eTJk+jWrRsOHz6MIoxQT4ABAwagVatWZpj7zz//xNChQ43W4ZA5g3lmzpyJFi1aIE+ePNi5cyf69etntrt27Vr4ioBKG8SIp0GDBuHbb7+Nk4/JE3RW7d+/f8z7o0ePGqdYDpc7+zH4E3wKW7FiBZo0aYL0rJmYhrRoARQv7kCnTsCiRaVQv35J9O4djVDqA38g1I+fqA/UB7oO9F1wvgYa7dljxKSjWjXcPniw55QlfshR5uxLBEeOHEG7du1w6tQp5MuXD3Xr1sXGjRvN/5cvXzb5KceMGWNcB4sWLYo2bdrgxRdfhC8JGEEZFRVlhrlpbaQfgbfQP8HZR4HKnlCQ+vsPNdvnizbSos4yjYMG8SkpHYoXT4c2bRBSfeAvhPrxE/WB+kDXgb4LJKxPHyBrVoRVroz0GTIgkIjw0ghmM3v2bI/LKCB9aYkMeEFJ38ctW7Zg+/bt6MWEiQCio6PBEXueqOXLl+Ouu+7ydTODhueeAw4eBCZOBJiJgG4ZtWv7ulVCCCFCFkaQ0jIp/JKAEZSMhvrpp59izZswYQK++eYbzJs3DyVLlvRZ24IRjiS8+y7N7sCXXwL33mulE0qEcVgIIYRIPtHRnku8Cb/Bp4KSUUvOIe5M3Emn0xtuuAHFihUz/o/0O/j4448RHh5uck46c+ONNyJTpkxx5ouUgRb6WbOsHJWbN1s5KjdsYL+rh4UQQqQNYR99hHqjRyOM7j8tW6rb/RSf5qHkEHa1atXMRBg8w/+HDBli3jPZuWupIZG2ZM0KLF4M3HSTVUXnnnuYP1RnQQghRBoQFYV0o0cj9969CNu9W13ux/jUQtmgQQPjA+kJlh2KD6YE4iRSF1okv/rK8qGkpZIJ0efPtyyYQgghRKqxYAHC9u7F1WzZENatG9Kpq/0W1fIWXkHfyUWLrLrf9Kl8+mm5tAghhEhFaHB64w3z7+8c6s6WTd3tx0hQCq+hhXLGDCtgh9HfdjlVIYQQIsVZuRLYuhWOLFlwQL6Tfo8GLUWiuP9+4J13gL59rTyVzA3PpP/Hjlmphe6806oVLoQQQiSL/6yT0V274mqOHOpMP0eCUiQa5pb94w9gzBgrCbozFJdjx1rCUwghhPAKBuCePHn9/S+/AN98YywU0Y0aIfOJE+pIP0eCUiSJOnUsQekKq0s98AAwb55EpRBCCC/FZNmywOXLcZdFRSH9//6HRunTI5o57G6+WV3qp8iHUiSaqCigXz/3y+ygfQ6Jcz0hhBAiXmiZdCcmnUh37Rpw6pQ60o+RoBSJ5ttvrQo6nqCoPHzYWk8IIYQQwY8EpUg0DMBJyfWEEEIIEdhIUIpEw2julFxPCCGEEIGNBKVINEwNxGhu5qP0eGGFA/nyqXOFEEKIUECCUiQa5plkaiDiKirt99HRwF13Abt2qYOFEELEw4UL6p4gQIJSJAnmmWRqICY2d4aWy+nTgapVgb//Zr12YPt2dbIQQgg3REYCAweqa4IACUqRLFHJBOerVwMzZ1qvBw4AXbpY+Whvv93K8kBL5aZN6mghhBAufPQRsGFDgt0SlT49kCePus+PUWJzkezhb1ohXcmd2yrD2qIF8N13QOPGwFdfWQnRhRBCCMOjjwL79gGlSgHVqrntlGuRkVi9cycaFiumTvNjJChFqsHSq8uWAa1aAWvWAM2aAYsXuxegQgghQhBGcI4YEf86167hkvLQ+T0a8hapSrZswJIlQNOmlt918+bA8uXqdCGECFlWrQI6dEiwOo4ILCQoRaqTJQuwcCHQsqV1/6DFkpZKIYQQIcZPP1kO+HS8HzXK160RKYgEpUgTMmUC5s8H7rsPuHrVup8sWKDOF0KIkIE1ezlMdfYsUK8e8Nxzvm6RSEEkKEWakSED8NlnQNu2xiUGDz5ovRdCCBHkUERymOroUaB8eeCLL4CMGX3dKpGCKChHpCnM/PDpp9Z9hNki2rcHrlwBOnXSiRBCiIDm0CHg5En3uSaffhrYuRMoUABYutRKBSKCCglK4ZNUQ9OmWRbLDz6w8lZyGLxbN50MIYQIWDFZtmzCgTZTpgAlSqRVq0QaoiFv4bNMEZMmAb16AQ4H0L07MH48EBVlpRiaPTsMP/2Ux7wXQgjh59Ay6U3UdsGCadEa4QMkKIVPReW77wLPPGO9p7hkIYSGDTkEHoGXXqqLUqUiTDCPEEIIIfwXCUrhU8LCrMwRbdpY78+cib38zz+BBx6wIsSFEEII4Z9IUAqfEx0N/PCD+2UOR5h57dvXGg4XQgghhP8hQSl8zrffWunJPEEfy8OHrfWEEEII4X9IUAqf422JVpVyFUIIIfwTCUrhc7wN+lNwoBBCCOGfSFAKn3PnnUCRIlaAjieYs5LFFYQQQvghp055V4M3b960aI3wAUpsLvwi0fnYsVY0N0UlfSavwzdhJvF5gwbA118DxYr5rq1CCCHcMGuW9VqzJvDee9aN3RWKSd3AgxYJSuEX3H8/MG8e0KdP7AAdWi6ffdZKLfTrr0CdOsDy5bJWCiGEXzF5slUB58kngXz5fN0a4QM05C38SlT+8QewejXw8ceReOWV9di7N9KUgP3+e0tEUmzWrQts3Ojr1gohhIghfXpgyBCJyRBGglL4FRwl4dB227YOVKp0KmbUpGhRK20QR1P++Qdo1AhYtszXrRVCiBDmu++A/v1hfJJEyCNBKQIGlmVctQpo1gy4eBFo1QqYOdPXrRJCiBDkr7+Ahx4C3nkHeOMNX7dG+AESlCKgyJoVWLQIaN8eiIwEOnSw6oELIYRII3jzbdfOqo1LXyRaKUXII0EpAg6mEPrkExjfSsJAnhdecI0OF0IIkSrQV5LO7nzC//xzIFs2dXQKM2zYMISFhcWaypUrF7P88uXL6NmzJ/LkyYNs2bKhTZs2+ItWYx8iQSkCkvBwYMwY4LXXrPevvw706GE9OAshhEglOEQ0YoT1/9SpSrmRilSsWBHHjh2LmdavXx+zrF+/fvjyyy8xd+5crF27Fn/++SfuZ2SrD1HaIBGwMGfl889bQYVPPAFMmWLl1qVfJfPnCiGESEF+/x3o1Mn6n0NEDz+s7k1FIiIiUKBAgTjzz5w5g6lTp2LmzJm46667zLzp06ejfPny2LhxI+644w6fnBcJShHwdO9u5culS8+CBcDddwMLFwI5c/q6ZUIIEYAcOgScPBl3/oYNwLVrwK23WsmBRaI5d+4czp49G/M+Y8aMZnLH3r17UahQIWTKlAm1atXCiBEjUKxYMWzduhXXrl1D48aNY9blcDiXbdiwQYJSiORw331WGqF77wXWrrVSD331lWW9ZLqhY8esWuAs8+iugIMQQoj/xGTZsnTS89wdP/8MHD+uqjdJoEKFCrHeDx061PhLulKzZk18+OGHKFu2rBnuHj58OO68807s2rULx48fR4YMGZArV65Yn8mfP79Z5itkoRRBA0UkxSQtlDt2AFWrWsPizt8vVt5hmUcfu5oIIYR/QstkfGKSXLliracyiolm9+7dKFy4cMx7T9bJ5s2bx/xfuXJlIzCLFy+OOXPmIHPmzPBHFJQjgopq1axcuzfeaKVJc31YO3rUqhk+f76vWiiEECJUyZ49O3LkyBEzeRKUrtAaWaZMGezbt8/4VV69ehWnT5+OtQ6jvN35XKYVEpQi6ChZ0vOwtp1aqG9fICoqTZslhBBCJInz589j//79KFiwIKpXr4706dNjFSt9/MeePXtw6NAh42vpKzTkLYIO22fSExSVhw9b63GYXAghhPAnBgwYgFatWplhbqYEoq9lunTp0K5dO+TMmRNdu3ZF//79ccMNNxhLZ+/evY2Y9FWEN5GgFEFHfGIyKesJIYQQacmRI0eMeDx16hTy5cuHunXrmpRA/J+88847CA8PNwnNr1y5gmbNmmHChAk+PUkSlCLoYDR3Sq4nhBAhw86dvm6BADB79ux4+4GphMaPH28mf0E+lCLoYGogRnMzwtsT9IOuXDktWyWEEAHA3Lm+boEIUCQoRdDBgBymBiKeRCWzXtSrBxw8mKZNE0II/4Y1bSMSGLxkKTJWkxDCCQ15i6CEeSbnzQP69KEvyvX5RYtaFcPeftvKzUv/5cWLgerVfdlaIYTwIdu3X0/cW7o0sH+/+0o5NhSTykEpXJCgFEEtKlu3dl8phyVoW7YEfvrJslTSXaVVK1+3WAgh0pjPPgM6dgR69mSkhyUqKRYlGEUi0ZC3CGooHpkaiHW++Wrnp6Slcv16oFkz4OJF4H//A957z9etFUKINOSjj4D27YHISODUKSA6Wt0vkowEpQhZcuQAvvwS6N7duo9yKLxfPyU8F0KEABMnAl26WDc/3gQpLj1VhBDCCzTkLUKa9OmByZOBm28GBg2y/NEPHABmzACyZvV164QQIokcOuTZD5I3ODqSEz5J88YXX1oMIbxAglKEPLyPDhxolWzs1AlYuNAaHqf10odlUYUQIulismxZ4PLl+Nd78kmJSZFiaMhbiP946CHgm2+APHmALVusCPDdu61lrPu9Zg0wa5b1qjrgQgi/hZbJhMQk6dpVlkmRYkhQCuFE7drAxo1W5gzmqOT7YcOAEiWAhg0t/3W+8v38+eo6IUQAo2FukYJIUArhQqlSwIYNQN26wJkzwPDhsXNZkqNHgQcekKgUQgghJCiF8ACHvZctAzJndr/c4bBe+/bV8LcQQgghC6UQHti8Gbh0yXP3UFQePmwlThdCCCFCGQlKITzA6jopuZ4QQggRrPhUUK5btw6tWrVCoUKFEBYWhi+++CLe9efPn48mTZogX758yJEjB2rVqoWvv/46zdorQguWakzJ9YQQIk1gnkkhQklQXrhwAVWqVMH48eO9FqAUlEuXLsXWrVvRsGFDI0i3s7C9ECkM634XKRJ/IGTOnECdOup6IYSf8Omn15OWx0emTEDevGnRIhEi+DSxefPmzc3kLWOYzd+J119/HQsXLsSXX36JatWqpUILRSjDKmRjx1rR3BSVdiCOM4wCb9MG+OQTS1wKIYRPYV6zcuWs6gzdunl+IqaYLFYsrVsngpiArpQTHR2Nc+fO4YYbbvC4zpUrV8xkw/VJZGQkrl27Bn/Ebpe/ti+U+qBVK2D27DD0758OR49evzEXKeJAq1bRmDYtHF9+GYbbbnNg7txIVKwYXMfvS9QH6gNdB0n4Ltx4oxUpmCNHwnkmA+T+Egz3gsjISAQ7YQ6HO7tL2kMfygULFuB///uf158ZOXIk3njjDfz666+4kV8iNwwbNgzDmUjQhSlTpiCvzP3CS1gZZ/fuPPj330zInfsyKlQ4ZSyY+/blxJtv1sCJE1mQKVMkevXajrp1/1S/CiHSjAKbNiHd5cs4Wq+eet1POXnyJLp164bDhw+jCH2pgpCAFZQzZ85E9+7dzZB348aNvbZQHj16FBUqVMCBAwdQuHBh+CN8CluxYoXxF02fPj1CkUDqA1Y569gxHb75xnJJ7t8/Cq++Go2IiNA4/tRCfaA+0HWQ8HchbPlypLv/fmNtjFq+HI769RFsBMO94OjRoyhZsmRQC8qAHPKePXu2Ufpz586NV0ySjBkzmsnm7Nmz5jUiIsLvL0y2z9/bmNoEQh8wypvJBl58EXjzTfrDp8P27enw2WdAvnzBf/ypjfpAfaDrwMN3Yc0ay8n76lXzGkG/yeQ8yfo5gXwviPDT83Lx4kUcOnQIV3kNOVG5cuVEb8s/jzAeZs2ahccee8yIypYtW/q6OUIYeK944w3gttuALl2A1auB6tWBzz8Hbr9dnSSESCKHDgHHjyPn/v0AM5rYwuTHH4GnngIuXwbuucdKFeSnokX4HydOnMCjjz6Kr776yu3yKPp5JRKfXn3nz5/Hvn37Yt5zGHrHjh0myKZYsWIYPHiwMRN//PHHMcPcnTt3xtixY1GzZk0cP37czM+cOTNyKsRW+AE0FlSoANx3H/Dbb1Y98AkTgK5dfd0yIURAismyZZH+8mU08LROeDjw1ltAhgxp2zYR0PTt2xenT5/GDz/8gAYNGhiXw7/++guvvvoq3uL1FGh5KLds2WLS/dgpf/r372/+HzJkiHl/7NgxY4q1ef/9902kVM+ePVGwYMGYqU+fPj47BiFcoaDctAlo3doaiWLmjscfpz+vtZwPfhypmjXLek3Cg6AQIhSggzYtkPERHU3rTFq1SAQJ33zzDd5++23cdtttCA8PR/HixdGxY0cT7DxixIgkbdOnFkqq4vhigj788MNY79fw11eIAIAG8/nzAX4vX3qJD0PAjh2WuHz5ZeDIkevr0j+b+S7pVy+EEEKkRWEZOztO7ty5zRB4mTJlUKlSJWzbti1J21QtbyFSCY5EvfACQBeV3Lktq2WPHrHFJDl61BoqpwAVQgghUpuyZctiz5495n9WLJw8ebJxMZw0aZIZ+U0KEpRCpDLNmgE//MAIRffLbSN9374a/hZCCJH60FWQboVk6NChJjiHsSvvvvuuqUKY5kPeKRluLkQwQytkfEUeKCoPH7YKXDDzhxBCCJFa0F/Spnr16jh48KApEkNRmdSiLxH+Em4uRDDz34Ngiq0nhAgBdEMQqZQovly5cli8eDHKly9v5mXJkgW33nprsrYbntxwc6bsWbZsGT766COULl0aixYtSlaDhAhGvHVJSaLrihAi2KCz9RNP+LoVIghJnz49LieUPSCtBGVqhJsLEczceacVzR0W5nkdFnQqXTotWyWE8Ev+/BO46y5LVMZ30yCZMgFJHKIUoUvPnj3x5ptvmlSMKUWEv4SbCxHMpEtnpQZiNDd/H9xly2KeSo44fPQR0KiRL1ophPA5vDkwie3evUCJEqYCzrWICHy3fj3q1K2L9K7VcCgmixXzVWtFgLJ582asWrUKy5cvN9ota9assZbPT0LakYjkhJuXKFEiJtyc/ycn3FyIYId5JufNY3Rd7NRBRYsCzzwDTJ0K/PQT0Lw53UrCUaeOkjAIEXLwiZNPn6yG8OWXlqi8dg1n6E/JIiABWsta+Be5cuVCmzZtUnSbESkRbn733XdjxowZyJAhQ5xk5EKI2KKSxgdGc/MrxOcvDofTgskclc8+C4wfD4wZkw6LFt0J+ktXrKgeFCKkqF3bqtXNZLZCpALTp09P8W1G+Eu4uRChAsWju9RAmTMD48YBTZoAjz3mwO+/50LNmg5TC/yRRxJ2pRJCBCinTgEPPgiMHm35vRCJSRFgpEjpxZQINxdCWNCCuWVLJO699zR27cqHzp2Br78GJk4EcuRQLwkRVPzzD9C4sVWblcYa+r3wqVOIVKRkyZIIi8dK8fvvv6eeoOzfvz9eeeUV47jJ/+ODEeBCiKTDiPDhw7/Hrl334OWX02HmTGDjRmDWLKBGDfWsEEHB6dNA06aWmGSg6+efS0yKNIHpH11zU27fvt2kgXyWvldJwGtByR1xh/b/nohP8QohvIdGisGDo9G4cTq0b88nRqBOHeC114ABA66PiLGOgDufTCGEH3PmjFWXdetWK1L7m29gnKaFSAMYC+OO8ePHY8uWLakrKFevXu32fyFE6vvn04DBoJ25c4GBA4EVK4CPPwY2bIgbNU7rJoNEGQAkhPAhhw4BJ0/GnX/+PNCrlzW8nScPsGqVou+EX9C8eXMMHjw4SUE7SQohO3PmDP6h34cLnHf27NmkbFIIEQ+5cgGffQZMmWIF76xcyfRdALM+OItJu244810mIY2YECIlxSS/pNWrx53q17fEJPnkE6ByZfW78Mgbb7xhRn+dh6kbNGhg5jlPT6RAZaV58+bhhhtuSLugnLZt26JVq1Z46qmnYs2fM2eOKb24dOnSJDVGCOEZepN07WpZLNu2BXbu9JwXmevy3sMAHw1/C+EDaJn0prxd/vxp0RoRwAnIJ0+ejMpuHjq6d++Ol19+OVaAtLdUq1Ytlouiw+HA8ePHTaGaCUwtklaCkjW83QXeUDG/8MILSWqIEMI76GY1apTlfuUJisrDhy3fSncpioQQQvg358+fR4cOHfDBBx/g1VdfjbOcArJAgQJJ2nbr1q1jCUqW0c6XL5/RceXKlUs7QXnlyhW39R8ZtHPp0qUkNUQIkbi0dd7wX/0BIYQQfsC5c+diuQZmzJjRTJ7qbbds2RKNGzd2KyhZUObTTz81opKjxi+99JLXVsphw4YhpUmSD2WNGjXw/vvvx5nP0otMdC6ESF28rXCqSqhCCOE/VKhQATlz5oyZRowY4Xa92bNnY9u2bR6Xt2/f3ohJBkkziOaTTz6JVXQmIdKlS4e///47zvxTp06ZZWlmoaRSpmL+8ccf0ahRIzOPRcY51s9C40KI1IWpgRjNzQAcDm+7g8GjXE8IIYR/sHv3bhQuXDjmvTvr5OHDh01anxUrViBTpkxut9ODaT/+o1KlSihYsKDRY/v378fNN9+cYDvoM+lpBJpltNNMUNapUwcbNmzAqFGjTCBO5syZjcPo1KlTUbp06SQ1RAjhPXyAZGogRnPTDcbdvYHD4izZyNrguXOrd4VIU5jjSwgXsmfPjhwJlDzbunWrsR46VyCMiorCunXrMG7cOCP6XK2INWvWNK/79u2LV1C+++675pX+k1OmTEG2bNni7CNNfShJ1apVzfi9EMI3MM/kvHnu81DWqmWlDWJlnXXrgA8/tKq7CSHSgEGDgDffVFeLJEFL4092Wqn/ePTRR43QGzhwoNsh6R1MVmzcnOL3h3rnnXdiLJR0U3TeFi2TJUqUMPPTVFBGR0cbJUwVzf+dqVevXlI3K4RIpKhkaiB3lXJ++MGyUO7dCzRpAjz9NPOZWXkshRCpiJ3iJSICcBPAGgOHM1klRwgXK+Ytt9ziPMuUvc6TJ4+Zz2HtmTNnokWLFmbezp070a9fP6O93KUXcubAgQPmtWHDhpg/fz5yp+DwVZIE5caNG41D6MGDB+OMw9OMSrOpECJtoHh0lxqIIyCsksqyrBMncqjDqrDDPMqKnRMihbETwBLWSq1aFeBwortKOTYUk8WK6VSIREFL4sqVKzFmzBhcuHABRYsWRZs2bfDiiy96vY3UqHiYJEHJbOy33XYblixZYsyrqt8thH+SNSvAHLWtWgGPPQb88gtwxx1MGWGVcKQBRQiRTFiPu2dPYMGC66kVKlSwXiUYRQqwZs2amP8pINeuXZvsbR45csQUozl06BCuXr0aa5m7XOMJkaSfk71795ryPKVKlUrKx4UQaUzz5lalN1bm+vxzgA+yixdb1kp9jYVIBhSRHToAzMHMp7SPP1Z3Cr+HmXnuvfde3HTTTfj111/NUPoff/xhRp2dg4FSPQ8lo4noPymECBw4usbAU/7eMchw40agShVg8mRrtI6eKnwIZiAPX+W5IsR/Nbm3bYs70SrJiDg6MlNMsnTVe++py0RAwNyVAwYMMME/TE30+eefm3RF9evXx4MPPpikbSbJQtm7d28888wzpu4j8x+lT58+1vKEnEKFEL6BLl4M1KlfH+jc2RKOtFqyTgGDepwr6zBanKmJ+HspRMiKybJlE67J3akTMHWqfEhEwPDLL79gFq0HJnYswlQ5ZAoh1gZnWcYnn3wybQQlnT/JY3TK+g/6UdJUqqAcIfwfunWtWmUJxueeswwurjBpOvNcMjWRRKUISRhQk5CYJLRUyiFZBBCMGrf9JhkLw8jxihUrmvcn4wskS2lBaYedCyECl/BwK5UQ0+X99ZfnoNW+fa3UREmsxiWEEMLPuOOOO7B+/XqUL1/epB/iqDOHv5lKiMvSTFAWL148STsTQvgXzF/pTkw6i8rDh6313KUmEkIIEXgwivv8+fPm/+HDh5v/P/vsM1PtMCkR3iTJSUNYiJzZ1GmtZBlGikzmRCpZsqQZfxdC+D/OPpMpsZ4QQgj/hrnCmTLIjnfh8HdSq+MkO8p74sSJ6N+/vzGTnj59OiaRea5cuYyoFEIEBglU6Yrht99SuyVC+CH//uvrFgiR4rDcYtOmTfFvCl/fSRKU7733Hj744AO88MILsepAMtm5a/1JIYT/wjKNjOa2C3x4gonQmUkivuFxIYIK5tVixRshgpBbbrkFv//+u+8FJYe5q1WrFmd+xowZTRkgIURgwOdBRnoTV1HJ95wY6c31GO3N4h8zZli+lUIEJby4mU+yXj3g77993RohUoVXX33V5KFcvHgxjh07hrNnz8aa0kxQ0k9yx44dceYvW7bMRAwJIQIHpgSiWCxcOPZ8Wi45n8nQN2+2ShP/8w/QsSNw771WWiEhgo5HH7XSH1y7BrRsSUtJ/OtnymRVDRAigKDL4o8//miq5RQpUgS5c+c2E10X+ZpmQTn0n+zZsycuX75sck9u2rTJJMgcMWIEpkyZkqSGCCF8KyoZS8dobgbg0LeSw+G2RwsHJDZtAkaOBF5+2SrbSGvlW28BXbsmPGQuRMBQo4Zlhh81ysovyTQH8eXlo5hUvW4RYKxevTrFt5kkQdmtWzdkzpwZL774Ii5evIj27dujUKFCGDt2LNq2bZvijRRCpD4Uj/GlBmJBrBdeAP73PxY1sARm9+7AZ58BH3wAlCihsyQCFA7xsR4pYYWQu+4CypWz3lMsSjCKIKM+y6WlMEka8iYdOnTA3r17Te4ilmBkCHpXmiqEEEENiyl8/z0werQ12rdyJR28gXHjgOjo6+upNrjwe1gphFbIW28FTp+25tHcbotJIYKYb7/9Fh07dkTt2rVx9D8fJqaEZMLzNBOUd911l0kXRLJkyYIbb7zR/E9HTi4TQgS/NfOZZ4CdO63YBcbi9e5tWTiZYmj+fMti2bChFSjLV77nfCHSvB43a4u6Tl99xdQkwLvvAvv3A0uX6sSIkOHzzz9Hs2bNzGjztm3bcOXKFTP/zJkzeP3119NuyHvNmjUxNSCdoU8lFa8QIjQoXZq+OMxNCwwcaPlg0lrJeAZXVBtc+ERMli2bcD3uqVOVIkiEXJT3pEmT0KlTJ8yePTtmfp06dcyyVBeUO2mO+I/du3eboW4bJjdnlHdh11BRIUTQ1wTv2dMKiKVPJYfA3aHa4CLNYTBNQmKSMIWBECHEnj17UI/DSy7kzJkzZgQ6VQVl1apVERYWZiZ3Q9s0nTLpuRAi9OCQ9vPPexaURLXBhRDC9xQoUAD79u1DCZdoSvpP3nTTTakvKJnQnGmCuDOmCsqXL1/MsgwZMhhfSufKOUKI0MJp0CJeVBtcCCF8R/fu3dGnTx9MmzbNGAn//PNPbNiwwSQ7f+mll1JfUBYvXty8RjuHcgohRCJrg3u7nhBCiJRn0KBBRss1atTIpH/k8DerHVJQ9maEZVpFeX/00UdYsmRJzPvnnnvOZFdn6PnBgweT1BAhRGjUBueyH35wH7gjhBAi9aFV8oUXXsA///yDXbt2YePGjThx4gReeeWVJG8zSYKSIeX0lyQ0kY4bNw4jR45E3rx50a9fvyQ3RggR3LXBbT/KQYOsOIi1a9O+jUIIIa67K2bPnh0FCxZEtmzZkBySJCgPHz6MUqVKmf+/+OILPPDAA+jRo4cpvai0QUKENvHVBmdd8OnTAbpf795t5a1kbXBvfS+FSBR//KEOE8INkZGRxleSUd0MzOHE/1kB8VoSh4+SJCipYk+dOmX+X758OZo0aWL+z5QpEy5dupSkhgghgktU8recOSpnzrReDxwAHngA6NKFKSusCne0WrJsMlMFMkFEZKSvWy6CBvr6v/lmwuux3BPrcQsRQvTu3Rvvv/++GV3evn27mfj/1KlT8fTTT6ddYnMKSNbzrlatGn777Te0aNHCzP/555/jhKALIUKT+GqD584NTJgAPPoo8NRTwJYtAO9h06ZZ82vVSuvWiqCDpnAWnKdgpGm8UCH361FMqla3CDFmzpxpEpo3b948Zl7lypVRtGhRtGvXDhNZrSItBOX48eONWZRD3yzfkydPHjN/69atpiFCCOENt98ObNwIfPCBlcNyxw6gdm2ga1fA2TecdcFZhYfphhghzuAfZSgTHvnrL2DAAOt/Vv245x51lhBOMKLbnQGwZMmSxq8yKSRJUDKim4E4rgwfPjxJjRBChC4Uhk88AbRpY5VvpGGJlfAWLIjAww8Xx+XLYUYbHDkS2x+TwT8cWhciDgwOZbWPatWAPn3UQUK40KtXLxPRPX36dCMuCet5v/baa2ZZqgpKll285ZZbEB4eHqsEoztoNhVCiMTAQB0OedM6yWHwnTvDMHFiVUyc6IizruqCi5ha3Syv6M70TcddmrkjkmQ3ESKo2b59O1atWoUiRYqgSpUqZt6PP/6Iq1evmtyU9zs9rc+fP9+rbUYkpuwia3ezGo5dgpFVc2zs93xlXW8hhEgKderQfQYYMyYKzz7LuMG4SS1VF1wYMclorvhqdTMKjBFg8pEUIs5IcxsOCzlB/8nkEJGYsot2qUX+L4QQqQWNSlWr8oHVc4Z01QUPcWiZjE9MEi7nehKUQsSCQ90pTURiyy66/i+EEKmBt/W+VRdcCCF8j0ovCiH8Em/rfSezuIMQQoQcp06dQs+ePVGhQgVT5fCGG26INSWFiKSWXrRzFNmlF8eMGYPFixeb0oveOnAKIYQn6tZ1IE+eS/jnn0xwODwPfTOX5ciRVsL08CQ9IgshRGjxyCOPYN++fejatSvy589v4l+SS0RKll6sU6cOGnjKZCyEEIlMJ9St208YOfJ2U1HHKQYw5j3TBzGdECPD33+fOXKB6tXVzUIIER8sk71+/fqYCO+UQKUXhRB+S61axzB7dpTbuuCffw78/jswerQ17P3DD1a2GJZ0/OcfX7VYpBnKJiJEkilXrlyKl8oOT07pRU7JKb24bt06tGrVCoUKFTLmVlo7E2LNmjW49dZbTSJOWkk//PDDpByCECJAuO8+h9u64EyTlj498MwzVmaY9u0tq+WkSUCZMlb1HZZzFkHK11/7ugVCBCwTJkzACy+8gLVr1xp/yrNnz8aa0kxQsvRirVq1cOLEiWSVXrxw4YIxt3J73sB0RS1btkTDhg2xY8cO9O3b14jar3VjESIk6oLz9sJX17KLLNM8YwYfOIGKFelwDvToAdxxB7B5c2yjFteZNct6lZErgHnkkYTrb7KON2t1CyHi5KGkcLzrrrtMfvHcuXObifP5GnClF1mU3LkweUJMmjTJ1Jl86623zPvy5csbH4B33nkHzZo1S9S+hRDBR/36rAAB8PY0dKglJmvWBLp3t2qEv/iiSjgGNDQ5R0YCrDXM9HX0eXBXKceGYlI5KIWIQ4cOHZA+fXrMnDnTt0E5tkPn5MmT8fvvv2Pu3LkoXLgwPvnkEyP46tati9SAEeWNGzeONY9CkpZKT7A2JSebc+fOmdfIyEhcu3YN/ojdLn9tX1oQ6n0Q6sef3D5gKVoWgRg8OB1mzgw3ATvvv29H9Vy/cR496jDFVOinyaF1f0PXgVMfXLmCdLzXHz+OqNmzAdYfZm6phPJLBcF3KNSvg2A4/kg+CPkRu3btMuUXy7LaVAqRJEHJYW6GnFPhbtu2LUawnTlzxqQUWrp0KVIDln6kknaG72m2pXNp5syZ43xmxIgRbi2nrGHJ3Ev+zIoVKxDqhHofhPrxJ7cPHnqIIxl5MGxYbURFxfXwsdIROdCz51VERKxIcATVV4T8deBw4K8HH0TJZcvgCA/HprffxskUjE4NFEL9Ogjk4z8ZnyU9Ad544w0MHjwYffr0MSkayeXLl/HMM89g9uzZRoPRuEa/SFeN5InbbrvNZOzxuaB89dVXzfBzp06dzMHYMG0Ql/kTPAn9+/ePeX/06FGTyJPFz2lV9Uf4FMYvDoOfaJIORUK9D0L9+FOyD7JmDXMrJq8ThpMnsyBHjpaoX9+/rJS6DoBrV6/i+EMPWWIyLAxRU6agRseOCCVC/ToIhuM/evRokj63efNmMxpcuXLlWPOZ83vJkiVmhDhnzpzo1asX7r//fnz33Xdebbd3795GoD777LOoVKlSnH513V+qCco9e/agXr16cebzoE6fPo3UokCBAvjrr79izeP7HDlyuLVOEkaDc7Kxo5ciIiL8/sJk+/y9jalNqPdBqB9/SvTBiRPersd7AvySkL0OHA6E9++Pm5YuNWIybNo0RDCDfYgSstdBEBx/RETi5db58+fNSPAHH3wQy1jH0eCpU6ca/0cG1di1uRlXsnHjRtzBaMQEePjhh83rY489FjOPfpQOh8O8RiUhYjEiqcKOGdZdUwQxQOamm25CasHIctfhdD61cL4QQiSnhOO+fVbaoRTwTReJ4dAh94E1PBlvv410zBXFCP3Jk0NaTIrg4Ny5c7HS8rgavZxhaURmtmHsiLOgZEYdWm2dY0qYV7JYsWIm1sQbQcmsOSlNkgRl9+7djal02rRpRsn++eef5iA4nj9kyJBEqW8KU+cDZDog1pFkx3C4mmbijz/+2Cx/4oknTHT5c889Z1T1N998gzlz5hizrxBCuOPOO61E6Bxxcq624wpvXWvXAnRRuuUW9WWaiUn6cF2+HO9qPz/yCMpITIogoEKFCrHeDx06FMOGDYuzHt0JGaPCIW938SQZMmQwGXecof8kl3lDcWZJSGGSlIdy0KBBaN++vfFDpCjk8DfzQT755JPm1Vu2bNmCatWqmYnQ15H/26L02LFjOMQbzn8wgpzikVZJ5q9k+qApU6YoZZAQwiMMtBk71vrf1frI95wYEU4jwapVAGM9GCXOXJYilaFlMgExSU5UrapTIYKC3bt3myFre6LhzBUGy9BoN2PGDGRiLtVUgpl5GPvC4jIHDx408xj0s3DhwrQTlLRKMsP6P//8Y0LPOWbPJOf0oaTo8xbW/eZ4vetkV7/hKyvjuH6Goe6Matq/fz+66KlVCJEArKozbx7clnDkfE6//GIJS6Y6ZK2F0qWtfJZ+lu1DCBHAZM+e3cR92JO74W4Oaf/999+mKiB9Lzmxos27775r/qcl8urVq3FiVhhTQpdEb5g4caIx4rHSIbdj+0zS6mlHkqeqoKSIo5pmuDlVLf0Zab5lyUWGno8dO9ZEHgkhhD+KSk8lHAmfhSksv/kGqFQJ+PdfRkICNI6tXBl7W6q4I4RILRo1aoSffvrJuADaE3UXA3Ts/xmcxPSHzsHSHNH1NqbkvffeM8E+NA6mc8qXxm1z36nuQ8mhaIav0xH0+++/x4MPPohHH33UWCg5/Mz3zg0TQgh/LOEYHw0bAtu2AVOmWJV1fv4ZaNIEaN0aYJGuH38E+vRRxR0hROpZMW9xceTOmjWrKXNtz+/atauxMDLmhJZOpgGimPQmIMeOWbHdDZ2hxZRlsVPdQsl8RwyQmTdvHpYvX25MpMz+/uOPP6Jt27YSk0KIoIAZPp54Ati71xKPFKJ0KypXzhoWP3Ik9voM+GHFnfnzfdViIUQo8c477+Cee+5BmzZtTBwLh7rnJ+IGRPdEWjtdWbZsmUk/lOoWyiNHjqB69ermf6pkKlkOcadEDUghhPA3cue2or579ABY9c9ToQ473RDXoSVTAzVCiJTENZ6EwTrjx483U2J4+eWXMWDAAGPdZFoiVtxh7MqmTZswa9YsU12Qwc6pLihpkWSoesyHIyKQLVu2JO1YCCECBWb6YDBmfJXfKCoPHwa+/TbhYXUhhPAFLEXNFIzMyMOCMC+++CIuXrxoMvcw2puxMBxxTnVBSRXLqGo7KonKlg3j2L4ziTG7CiFEIOBlejccO5baLQkivKh64siUCVdz5EiT5ggR7DickvEyyIcTBSVTQN54443J2naiBGXnzp1jve8YYvVUhRChi7cVd5J5Tw4tihYFWrUCtm8HZs0CsmSJs0pkzpy4tGuXT5onRDAS5uKmmCVLFjMll0QJStaKFEKIUMTbijv0o2T+yvr107J1AQorfSxaZGWRz5PH/TrXrgESlEKkGGXKlEkw9oV5xtOk9KIQQoRqxR1Gc/Ne7Cwq7fd0Kaf2oQ8l3ZBGjbJEqHDh/HnmQbleusiTmBRCpIofJQvRpDQSlEIIkciKO+7yUDIanFbJl14CJk9mLV7gyy+t97RauimIEZqwFBFD4ekX+f77QL58vm6RECFF27Ztk+0vmWKlF4UQIlSJr+IODW0TJgBbtgC1awPMDzxokFV5Z9kyX7fcT6CZl+WIli+3yhEJIdKM1EzzKEEphBBJrLjTrp316pp3kgUo1q8HPv4YYGldJkhv3twyzP3+ewiXcKQ/APMvEZYdKlPG1y0SImSjvFMaCUohhEgFaAh45BHW2AWeecaqvsP4E+a0HDrUEpElSlilHtu3t175Pmizrl25wjwl1mvLlsDjj/u6RUKEHNHR0aky3E0kKIUQIhWhq+Do0cDOnUDjxpaeevllS0SGVAlHOpOyE/LmtQqlq8KaEEGFBKUQQqQBLI9Lt8HPPvNcmtEejWIQT1ANf69da6lqQjFJPwAhRFAhQSmEEGkEjXIcbYpPLDqXcAyqijjFigFdu1qOpEKIoENpg4QQIg3xtjRjUJVwZMj7jz96Ns0KIQIeCUohhPDDEo5MP3TzzQhs6DBqJ+BMhUTKQgj/QUPeQgjhgxKOCcWkMO1QzZrp8dprNbBlS+rljks1GGFUqpSV5T0VU5UIIfwDCUohhPBBCUfiKir5nhOXM8NOeLgDmzcXRO3aEWjRAti4MYCq4XTpYoWxMwgnMtLXLRJCpDISlEII4aMSjoULx55PyyXnP/008OmnzLITiYYNDyFdOge++gqoVQto2hT47ru42/RZkvRDh4Bt22JPzz0HrFxpDXePHGkF5Qghghr5UAohhI9EJQOeGc3NABz6VnI43DluhYVk+vTZjvHjC2L06PSm8s6KFdZ0113AkCFW/XDmrXRXX5yWTu4nVcVk2bLA5cuefShpWmV2d0Z5CyGCFlkohRDCT0s42tAVcepU4LffgO7dLYMfy2HzMxUrAm3a+ChJ+smTnsWkDZdzPSFEUCNBKYQQAULJksD771u1wZ980hKWu3eHWJJ0IYRfIkEphBABRvHiVlqhGTPiXy8ok6QLIfwSCUohhAhQvA2eDqok6UIIv0SCUgghgjxJOv0pUyUV5MWLqbBRIUQgIkEphBBBniT92WetdVetSkFhybH0xx5LoY0JIQIdCUohhAjiJOktW1rpIJm7snFjK80QI8STJSw3bQJq1LCig4QQQoJSCCGCO0n64sXA779bydIpLBmg06iRlXJo9eokJEefM8dSpcePWzko7VrdnsiUCcibN/kHKoTwa5TYXAghgjxJeqFCliWTBWzeeMNKPbRunZUcndpw2DDgn38SSI5Ok+ZrrwEvvWQtZMJyKs/Tp+PPM0kxqaTmQgQ9EpRCCBFESdLjg1bM994DBg60hOUHHwBr1wING7pf306OTkvn/U0vADNnXk9uOXq0tdMcOSQYhRASlEIIEWrQ8jhuHDBokGV0XDLpEPLCjZXRAdA1c2SvvGh9uBjScfyc4+Rdu/qi2UIIP0YWSiGECGFh2anBIbw9qSwyw3MJxUvHMmHTvD2o9fBNwE03pWkbhRCBgaK8hRAihDmz/2S8YpJwOdcTQghPSFAKIUQI420AtgK1hRDxIUEphBAhTLVqKbueECI0kaAUQogQxk4tlBCffZbaLRFCBDISlEIIEYpERgJXrni9+ui3rJRDQgjhDglKIYQIJS5etHIGlS4NjB+fqI+y2g4/KoQQrihtkBBCBDKHDnlXqebUKUsN0szI/8mMGVapHC94tAuw/UOgd2+rRnjPninUfiFEUCBBKYQQgSwmWU/7cjxpf1hru107qwY3rZOkZElgwADg0UeBEyesetvxbSNTJvQalhdHbgRGjgR69QLCw4Enn0z5QxJCBCYSlEIIEajQMhmfECT0k/zww+uh2qy72KYNEPHf7Z/Wyz17ErRyhhUrZso1RkdbVRefesoSlY8/noLHI4QIWCQohRAi2Ln9dqvGYuPG1ni1KxSVnBKAH6WFkqLy7beBJ56w5vXoAURFAd9+Cxw7BhQsCNx5p/cR5EKIwEdBOUIIEexMmgQ0aeJeTCYSboIWyn79rPe0UNJaWaIE0LAh0L699cr38+cnv+lChCITJ05E5cqVkSNHDjPVqlULX331VczyBg0aICwsLNb0BJ/wfIgslEIIEag4HD7ZLUXlW29ZlsqxY/njF3edo0eBBx4A5s0D7r/fF60UInApUqQI3njjDZQuXRoOhwMfffQRWrduje3bt6NixYpmne7du+Pll1+O+UyWLFl82GJZKIUQIjD57jtrrNlH2JbKbNni17p9+1rD4UII4Ny5czh79mzMdMVDLthWrVqhRYsWRlCWKVMGr732GrJly4aNGzfGEpAFChSImWjJ9CUa8hZCiEBk8WJg2zafNmH9euD8ec/LKSoPH7Z8K4UQQIUKFZAzZ86YacSIEQl2S1RUFGbPno0LFy6YoW+bGTNmIG/evLjlllswePBgXLSzOPgIDXkLIUQgsH27ZRasWtV6/+yzwIEDPq2JyACclFxPiGBn9+7dKFy4cMz7jEzr5YGffvrJCMjLly8b6+SCBQuMICXt27dH8eLFUahQIezcuRMDBw7Enj17MN+HjssSlEII4cdkP3gQ6R56CPjiC6BePWDNGktY3nCDFXK9cGGCOSRNcvNUgNHc3lCgQKrsXoiAI3v27F4PTZctWxY7duzAmTNnMG/ePHTu3Blr1641orKHk7tLpUqVULBgQTRq1Aj79+/HzTffDF8gQSmEEP5Y3ebyZaQbMgQN58xBGMeOKSJp2aB4zJw5UTkkvUkJlBSYGqhIESsAJ774oCFDgDffBGrXTpVmCBGUZMiQAaVKlTL/V69eHZs3b8bYsWMxefLkOOvWrFnTvO7bt0+CUgghQgJvqtswgWN0NML/U2nR992HcEZz3nJLknNIpgZsJqO8Gc1NvessKu33zJ9OX8s6dYB77wVefx34L0hVCJEIoqOjPQbx0JJJaKn0FQrKEUIIf6tuw7BohwPRLVpgzdtvI4p+ku7EpB/AlEBMDeTkFmag5fLzzy03z27drKo6ixZxeA7o0gU4eDDuIXM0f9Ys61WR4SKUGTx4MNatW4c//vjD+FLy/Zo1a9ChQwczrP3KK69g69atZvmiRYvQqVMn1KtXz+Su9BUSlEII4Y98+CGivvgCZ266Cf4OReUffwCrVwMzZ1qvFJKcT2H5wQfAzz9bFR9ptfzoI6BMGSs5OkuJM45AidGFuM7ff/9tRCL9KOkbyeHur7/+Gk2aNDFD4StXrkTTpk1Rrlw5PPPMM2jTpg2+/PJL+BL5UAohhD9CU14AweHvBg08Ly9XzrJkbtoEDBpkic4xY6wiPu4MtnZi9NmzwxBPIKwQQcnUqVM9LitatKgJzvE3ZKEUQoi0hCa5EKZGDWDVKmD5cqBaNc+j/7Y/5jPPpNPwtxABgASlEEKkBX/+CfTuzRIYId/fDNhhaXFW2okPisojR8Kwe3eekO8zIfwdDXkLIURawJIx48apr5346y/vuuPffzOp34Twc2ShFEKI1IBhzHPmXH/PPHF0Hpw4Uf39H95mOMmZM4GoeCGEz5GFUgghUjIheXS0lWzxww+tSBVm/7aVE+v2chusXuOj6jb+hLeJ0T/9tAJatmRy57RsnRAi4ATl+PHjMWrUKBw/fhxVqlTBe++9hxr03PbAmDFjMHHiRBw6dMgURn/ggQdMgfVMvAkLIYQvE5ITO4kiFdPZs7FNcYmpbnPtGoIZbxKjZ87swN69N6BmTQcGDLCq7mTJ4stWCyH8csj7s88+Q//+/TF06FBs27bNCMpmzZqZHEzumDlzJgYNGmTW/+WXX0xoPbfx/PPPp3nbhRAhhLcJyTkx4uTbb61wZopQVygWb73V8+Sjyjf+mBh99+5I3HHHn4iKCjPlG5nfnRHizigpuhC+x+eC8u2330b37t3x6KOPmoLnkyZNQpYsWTBt2jS363///feoU6cO2rdvjxIlSpjEnu3atcMmJjcTQghfM326pXjq1vV1SwKG+BKjU2gOGrQZn38eaUQm5zdrBnTowOTPSoouhL/g0yHvq1evmtJBLClkEx4ejsaNG2PDhg1uP1O7dm18+umnRkByWPz333/H0qVL8cgjj7hdn3UvnWtfnjt3zrxGRkbimp8OJ9nt8tf2pQWh3gehfvx+2QeRkUjvxWrXKlRIsaFqv+uDVIb1vm3oisrJPva7776KH390YNiwcIwbF46ZM8OwcKEDFy7YnwiL+ezRo47/kqJH4b774nHODBBC7ToIxuOPjIxEsONTQXny5ElERUUhf/78sebz/a+//ur2M7RM8nN169aFw+EwJ+mJJ57wOORN38rhw4fHmb9q1Srjf+nPrFixAqFOqPdBqB+/P/VBoW+/xe1erPfd+vU4c+xYUPaBL7H7oFEjegTkwrhxVXHwYE636zocFJcO9Ox5FRERK2JcWwOdUL8OAvn4T8bnMx0k+EVQTmJgcfTXX38dEyZMQM2aNbFv3z706dPHFEp/6aWX4qxP6yd9NG2OHj1qhtZZG7Owq9OOn8CnMH5xWLMzfXpvbCLBR6j3Qagfv1/1wfbtSPfaawhftMir1etwqJslYIKpD3yIpz6oVCkMd98d3yfDcPJkFuTI0RL16we2lTLUr4NgOP6jTGUQ5PhUUNJCmC5dOvzlkt2W7wsUKOD2MxSNHN7u1q2beV+pUiVcuHABPXr0wAsvvGCGzJ3JmDGjmWzOMuKSBx4R4fcXJtvn721MbUK9D0L9+H3aB7wv8T6zeHGiPpY+IoKNTtGm6DqI2wf//ONd3504EZHSp8NnhPp1EMjHH8H7QpDj06CcDBkyoHr16mb42SY6Otq8r1WrltvPXLx4MY5opCglHAIXQogUIXduYOdOOnZbESAMRRYBlxTdXk+R4EKkLj6XzByO7ty5M2677TYTZMMck7Q4MuqbdOrUyQxN0xeStGrVykSGV6tWLWbIm1ZLzreFpRBCJDohOcOHp061JlpBMmSwkpMztLh0aSUkD8Ck6DyNfC6YPx/o04d1wa8v42eZA5OR5EKIIBCUDz/8ME6cOIEhQ4aYxOZVq1bFsmXLYgJ1mLzc2SL54osvIiwszLzSJyFfvnxGTL722ms+PAohREAnJHfOqs2oj86drf8bNkxaQnLh06ToNgwKvu02E6AfBwpRfpaGZ4lKIYJAUJJevXqZyVMQjqsfApOacxJCiBRJSE41Qh+nHj1ii0hXKBYlGP0uKbqr9bFoUYA/EV984dkFlqecQrRvX6B16+tFjoQQASwohRDC53z5JZMd+roVIgmikoKQhYmYrYk+kxwOp0C86ab4Y6ooKg8ftj7boIG6XojkIEEphBDkxhvVDwEKxaM7QXj8uHefT+G0oUKEJD4vvSiEEKkGzU90tBMhibeR4P9lkxNCJAMJSiFE8LFxI9C2LVCyJPDxx75ujfBxJDh9JePjiSeApk2tGuLKPidE0pCgFEIEBwzlnTMHYA5bTp99ZiUfvN2bgokimCPBiauo5HtOtr8lq/rddRdwxx3AggVWHXFnlMdSiPiRoBRC+C2ZT5wwpQ+xbZv7iSmBbP79l4lrLeskc0h26QLs2AFMmuTLQxB+EgnuWmmXlkvOX7cO2LsX6NkTyJQJ2LTJ+kyFCsD06cDVq1YeyxIlrAQA7dtbr3zP+UIICwXlCCH8k0OH0Oipp5COyQQ9wVQ/+/dbqXzy5bNywFAVcAzTLt9K0cl58aUO4nLmkBQhFwlO6BkxbhwwZAjw7rvW/0w5+thjwIAB7ss8Ko+lELGRoBRC+CenTsUvJu1h7vXrLbMReeONuOsoIbmIJxLcNdD/1VeB554D3n8feOstz5HiymMpRGwkKIUQgY03GamVkFwkghw5LMtk5cpAs2ae11MeSyGuIx9KIURgwzrbQqQCp055t57yWAohQSmE8Efiq5cthJ/lsVy5Ejh3LrVbI4R/IwulEMI/oL8kU/3Urg1Ur275RwoRAHksp02zAntGjQIuXkyr1gnhX0hQCiF8b40cMcL6RWYy8g0bzBhiGMNshfDzPJZMLECvCw6PM5iH9cP5GeekAsphKUIBBeUIIVIWpumJb8ia6XkYJMN0PxSSM2Zc//VlmC1T/jzxBBwsmyiEn+Sx7NMHOHLk+nxaLseMsZbTMvnpp8DLLwMHDlgik/NeeAHIkwd45pm4n6Xo5GeFCBYkKIUQKSsmy5ZNOOcjrY806Uydas279VbrF/vhh4GMGa15Fy8iKn36+FMHKX+k8IM8lkyHyjz6HTpYydCZeojPQ0895X57ymEpghEJSiFEykHLZHxiknA516tRAxg8GGjRAqhTJ+6YYrFiWDVhAhpWroz0/MWOz9ophB/ksUyfHujRA+jcGZg8GejXL24JR6IcliIYkaAUQviO11+Pd/ElVr+pVs36pRYiQKCRnTks3YlJG+WwFMGGgnKEEEKIFMbb3JSMQRMiGJCgFEIIIXyUw/L554F69YC5c5UpSwQ2EpRCiKRx6ZL1K3jffcCcOepFIRKZwzJLFss3k8E+Dz1kZc5i4gN3SRKYemjt2jDMmgWsWWO9F8KfkA+lEKGOt2l+CJONr1oFzJwJzJ8PnD9vzWckNn8RhRCxclg+8IAlKukzaWOLzE8+Ae64A5g0yZqYWogWy+HDgfbtgd69LRfiBQvC8NRTTXHq1PWfbKUeEv6GBKUQoYy3aX527wbeeQeYPRs4ceL6suLFrV8+TkKIROewJMxfyZyVNPRThG7daqUf4lS+PPDLL8xP9F+Oov9Q6iHhb0hQChHKeJvm599/gW3bLDFJiyXzRVJE1qoVe0yPyyhAExKoXE+IECChHJbOkeGPPAJ07Ahs3Ai8954lMH/5hUvjjpsr9ZDwNyQohRDewXE4Dm03auQ5jQ+Hxpm03NshdCFCAG9yWNrw+YzPaZwoRh980PO6Sj0UvEycONFMf/zxh3lfsWJFDBkyBM2bNzfvL1++jGeeeQazZ8/GlStX0KxZM0yYMAH58+f3WZslKIUQ3kEh6Q0UixKMQiSb+IpEJSVFkQgcihQpgjfeeAOlS5eGw+HARx99hNatW2P79u1GXPbr1w9LlizB3LlzkTNnTvTq1Qv3338/vvvuO5+1WYJSiFDm++993QIhRDJTD7GOOAtP3XyzujJYaNWqVaz3r732mrFYbty40YjNqVOnYubMmbjrrrvM8unTp6N8+fJm+R2M9PIBShskRCjx00/ADz9cf0+PfyGEn6cecgoRd8PSpUCZMpb/5c8/x17G9EJMM6R0Q/7BuXPncPbs2ZiJw9UJERUVZYa2L1y4gFq1amHr1q24du0aGjduHLNOuXLlUKxYMWzwYaZ8CUohAjlCm4EyniYuJ8ePA2+/DVStatWDe/bZ69vIndtnzRdCeJd6yMIRx9eS02uvAS1aWGUeZ8wAbrkFaNPGugUws1eJEkDDhlYMHV/5nvOFb6hQoYIZoranEUw86oGffvoJ2bJlQ8aMGfHEE09gwYIF5vPHjx9HhgwZkCtXrljr03+Sy3yFhryFCNZ0PwycqV3bCi+1iwpzHutj0zlL9bGF8HsYmDN7dhSeeuoaTp3K7DH1EAXk668Dn39uCUZPolHphnzL7t27Ubhw4Zj3FIueKFu2LHbs2IEzZ85g3rx56Ny5M9auXQt/RYJSiGBN90PRaN986FPTqZOVfDxPnuvrKM2PEH7Pffc5EBGxHDlytMSJExFuUw/dequV85IpY2m1ZO0BdyjdkG/Jnj07cuTI4dW6tEKWKlXK/F+9enVs3rwZY8eOxcMPP4yrV6/i9OnTsayUf/31FwoUKABfIUEpRDDTrRvw3HNA6dLulyvNjxABAcVj/fqOBAcWKlQAunf3LCiJ0g0FJtHR0cbnkuIyffr0WLVqFdrQvwHM1rYHhw4dMj6WvkKCUohA4+pVK/OxNzz5pGcxaaM0P0IEFd6mEaI109v8mCJtGTx4sMk5yUAbBvIwonvNmjX4+uuvje9l165d0b9/f9xwww3G4tm7d28jJn0V4U0kKIUIFP78E3jmGSuk8+xZX7dGCBHg6YaefhpgUDBLQ952W9zljBBPqMKPSB3+/vtvdOrUCceOHTMCsnLlykZMNmnSxCx/5513EB4ebiyUzonNfYkEpRBpGUiTiAoymU+cQNimTUCdOtYM+sosXAhcumRFZ7McohBCeEg3xAAcDm+7I0MGa7CDOSw58TZDYXnffUBEhBXU464GOaPO7UAgkXpMnTo13uWZMmXC+PHjzeQvSFAK4S9R2axxzRDNTZsQ8cUXaPrjj3AwBwhzR5IsWViPy0o4R0eq22/XuRNCeEw39MADVmohZ1HJ94R5Kfn8yvU++wxggRVORYtaw+AUma5iVBHiIj6Uh1IIf4nK5vKWLU3N7DCKyfBwOHLmBC5evL5O585Wkd9wfXWFEJ6hFZFR304ZamKsjJzP5Rzm/uQT4OBBYMgQK6PY4cPWPHeWTXte377WcLgQzuhXSQh/glbK//0PkVOmYNn06YhavdqyTLpip/tJaFtcTwgRklA0/vEHwNsIo775euBA3CFr+kcOH24NpAwcGP82nSPEhXBGQ95CpAX//OPdeqtWmWTkjmvXcJXBN55Quh8hhJfD395GcvMZtEqVlI0kF6GDBKUQqQXHkRYssCZvH+cTsjo6o3Q/QggfRYjv2gVERloBPEIQXQpCpGBkdgzMxcGyh0IIEWQR4oRlHjmM/uyzwKOPApmvV4VUuqEQRYJSiORGZjNckgKS4pJ3V0Jvd76vWNHKw8HyWffco74WQgR8hHi7dsDKlZZ/Zs+elv9lv35WHQV67SjdUGiioBwhkhuZTcE4ciTAfGD23ZdpfTjkvWaNdXf1dhxJCCH8PEJ8xgxLTI4bBxQvziTcrOxi3eZYCdA5d6VzuiHmthTBiwSlEMmFUdht21qiMjo69nwbRWULIYIoQpxD3LRO7t0LfPQRUK6cVXPBHUo3FBpoyFsIT5w+7V3fcIwnofqpisoWQgRhhDgHYzp1sqyXjRp5l25I9cODEwlKEZwkNZiGw9Qsb8jI7HXrvNsXa5h5g6KyhRBByl9/ebfevn0SlMGKBKUI3WCaPXsskUeHn+nTLRG5fXtatlQIIYICb93Ee/UCfvjBCuC59da4y1mBh1ZM5rnkNhl1LgID+VCK0A2msS2Yf/5p1R2jmGRJw/r1gXfeARYtSpPmCiFEsKQbsiPBPQ2PX7kCTJkCVK9ueQrR/9L2vWTQTokSQMOGQPv21ivfL1gQz0aF3yBBKQRT/NAJaNo04PhxKzKbxWpdQxyFEELEm26IuIpKvufEDGu0PjLtEMUlLZVdulhCtHVrKxLcXYR427bpsGGDMmX4OxKUwn+Gqbdtuz5t346c+/dbVkO+5/KUxg49pFWSj8nMzpsv3/XliswWQogUSzfElEJ161pR4wzQYXJ0ph1iZVoOCLlLpG7Pmzr1FjMcLvwX+VAKv/R5TA+ggSefR1f4uR07AArQDh283298YzNEkdlCCJFoUUlro6sfJC2YzuTPb+WufO45K+Pa88973qbDEYaTJ7Ng/fpING6sE+KvSFCKwPJ55KPvL78AmzYBmzdbrzt3WkVleceyk6SlFIrMFkKIFE835Lwu/SS9gQJV+C8SlCKwoMPNp5/Gnc+h6ho1rLETIYQQQRchXqBAardEJAcJShFYVKsGfPGFFSJIAXn77dYrLYn2ELa3CdGEEEL4TYQ4A3Dc+VHajB0bjvLlrXWF/yFBKdI2cbg7OHTtLUxextrYrg45rvumz2VCeSi5nhBCCL+IEGeUN+0CzqLSeu9AeLgDS5aEo0IFYMQI66eA8ZSeclfG9xMhUgcJSpH6icNtWOd61y6rKCwdbKpUseZfvOj9vllANiEUTCOEEAEZIU57gXPqIFojR4+Owl9/rcPMmQ2wcWO4SY4+YwbwwQfWz4y7z1CgprRLvYgfCUqRekE0J04AFy5YAvKbb6z8jqdOWctffPG6oHRXLiG5KJhGCCGCIkI8OtqBpUvPYc2aKEyZEo5Bg4ANG6yfEHephDh0TmsnBapEZdohQSlSj2bNrgtIm6xZrURkHLewyZ5dZ0EIIYTbCHEObhEOcffsCdx7L/DUU8Dixe47jEPmHCpnfQoKVA1/pw0SlCL1uHoVyJgRqFPHqqHFiUE0GTLEXk8+j0IIIbykaFGgf3/PgtIWlUyeTmuntymMRPKQoAwlUiKQZsUKYO5c7/bHgq18lKQ/ZSJ9Hq9FRuK79etRp25dpI+ISFyQjxBCiKCGVXK9gaLSEwrmSVkkKEOFxAbScIyBCcT37gX+97/r67CsAavSeEOpUgmLSU8+j9eu4QydaJgmiEVfhRBCiETmrmQAD2uGs4jaHXdczy43f76CeYKylvf48eNRokQJZMqUCTVr1sQmVj+Jh9OnT6Nnz54oWLAgMmbMiDJlymDp0qVp1t6gDqR57TXL9/GGG4BbbgEeeij25+jh3KJFqjdXCCGESCh3ZXwVdOlzefYsNQZQuzZQujQwdCgwbpwVtOMcGe4czEOxKQLQQvnZZ5+hf//+mDRpkhGTY8aMQbNmzbBnzx7ceOONcda/evUqmjRpYpbNmzcPhQsXxsGDB5ErVy6ftD/oeP/96/9nyWL5PDJam04r5KWXgG3bAAl4IYQQfpq7ksyebcV8MsXQggXA/v3Ayy973qaCeQJcUL799tvo3r07Hn30UfOewnLJkiWYNm0aBjE3gAuc/88//+D7779H+v+GQmndDDYyU8Rt3w7Qf9Ad3voUssY1h7Hj8152pnlzoGVLoFYtoHJl9/tXEI0QQgg/zl05Zsz1lEF3321lsFu40BKh8Q2CKpgnQAUlrY1bt27F4MGDY+aFh4ejcePG2MAkU25YtGgRatWqZYa8Fy5ciHz58qF9+/YYOHAg0rnJDXDlyhUz2Zw7d868RkZG4tq1a/BHIn//HY2eegrp4mmfI1MmRDJJuAdRGbZkCcLffBNhP/6IsEuXvN73tWHDLL9FsxOH8WV067zCfbumBHImTx5rvST2sX1u/PUcpTahfvxEfaA+0HWg70JC10CrVpYX1vr1YTG5K+vWdRgLpvPqTC7y4IMMxAlDp04JS5/Dh6kR4qkDmUgiadwJcnwqKE+ePImoqCjkz58/1ny+//XXX91+5vfff8c333yDDh06GL/Jffv24amnnjIX2lA6R7gwYsQIDB8+PM78VatWIa+flt7LuX8/GiQgJMIuX8aPEyYg3ZUryLV/v5l+6dABJ6pWNcsLbtyIGhs3mv8jM2XCuYIFkfvAgQT3zchqEwyTXLgNis5ksoJR5SFMqB8/UR+oD3Qd6LvgzTWQI4dlifz6a8/rHDyYB0DdBO87Bw9uxNKl8RhNkqB3gp0wB4tk+og///zT+EBy+JpWR5vnnnsOa9euxQ8MzXKBATiXL1/GgQMHYiySHDYfNWoUjrkRQq4WyqNHj6JChQrm89x3ikZRJ2Sx8zLtTeSmTcjM5N+JJGrYMEQ//7z15sQJhK1cCQetjWXKAD/+iPQ1aya4jWvsc9tC6UP4gMCbB/1lbdeGUCLUj5+oD9QHug70XUjpa4CpgkqVisCff3IQzl1Ej8MMme/dG5miCdGPHj2KkiVL4vDhwyjCHQQhPrVQ0kJIUfjXX3/Fms/3BQoUcPsZRnbzgnIe3i5fvjyOHz9uhtAzuCTNZhQ4J5uzDPnigUdEpNwPNcUkI6ITW9valfPngV9/Rdjy5d7tN1s2gCKRpQurV0e6OnWQzj6mQoWATp2ur+vJF9MFk/PRjwQMz1GoCioS6sdP1AfqA10H+i6k1DXAj7/7rhXM454wtGvHn+yUve9GePkbHMj4NG0QxV/16tXN8LNNdHS0ee9ssXSmTp06Zpib69n89ttvRmi6ikm/S8ljm7ydi4/yMYkOIAwsYjja7bcjIr4wNGdYG3vlSmDkSODhhy1PZE/YgTTxweV+6gYghBBCpAQM1hkwwPPy0aOVOigp+FwyM2VQ586dcdttt6FGjRombdCFCxdior47depkhqbpC0mefPJJjBs3Dn369EHv3r2xd+9evP7663j66afh9zz5pBWKxuoxEyda83LmBL766vo6+fMjukgRhG/dmvD24kvA5UU1mjioGo0QQogghzadWbPiX0d1wANQUD788MM4ceIEhgwZYoatq1atimXLlsUE6hw6dMhEftsULVoUX3/9Nfr164fKlSsbsUlxyShvv8fOVbB79/V5WbMCn3xiWSjLlze+llGbNiHcC3/HRONajUYIIYQIMVjf2zWpuTNKHRSggpL06tXLTO5Yw2FdFzgcvvG/COaAYsgQKyEWhaMzHTv6qkVCCCFESOFtIpOUSHgSSviFoAwZWre2AmgSglZKBh7FlzpI/o5CCCFEqtUB93Y9YSFB6Y8UK4ZVEyagYeXKVtS1O+TvKIQQQiS5Djhrd7tLnMjwBC7neiJAoryFZy7ly2flg6RF090kX0ghhBAiyXXA3cW22u9ZujEl81AmFgYi33777ciePTtuvPFG/O9//8MeBtY60aBBA4SFhcWannjiCfgKCcqUQCl5hBBCiICrA+5a34SWSc6364D7irVr15oS04wXYVJ3Jndv2rSpyYLjTPfu3U1RF3sayTSCPkJD3imBUvIIIYQQAQVFI0MbGPVt1wHnMLcvLZM2zHbjzIcffmgslVu3bkW9evVi5mfJksVjIZi0RoIypVBKHiGEECKgoHhs0CDt9nfu3LmYin3uqvl54syZM+b1hhtuiDV/xowZ+PTTT42obNWqFV566SUjMn2BBKUQQgghRBpQoUKFWO+HDh2KYcOGxfsZVgbs27evqRR4C8s8/0f79u1RvHhxFCpUCDt37jT5uOlnOX/+fPgCCUohhBBCiDRg9+7dpiCLjTfWSfpS7tq1C+vXr481v0ePHjH/V6pUyZSgbtSoEfbv34+bb74ZaY0EpRBCCCFEGpA9e3bkyJHD6/VZ9GXx4sVYt24dijBiKB5q/ldhb9++fRKUQgghhBChjsPhQO/evbFgwQJTMbBkyZIJfmbHjh3mlZZKXyALpRBCCCGEH9GzZ0/MnDkTCxcuNFbN48ePm/k5c+ZE5syZzbA2l7do0QJ58uQxPpT9+vUzEeCVK1f2SZslKIUQQggh/IiJEyfGJC93Zvr06ejSpQsyZMiAlStXYsyYMSY3ZdGiRdGmTRu8+OKLPmqxBKUQQgghhN8NeccHBSSTn/sTqpQjhBBCCCGShQSlEEIIIYRIFhKUQgghhBAiWYRcUA4zzhMWUfdXIiMjcfLkSRw9ehQRESF3igyh3gehfvxEfaA+0HWg70KwXAPH/tMctgYJRgLzzCSDv/76y7zWqFHD100RQgghRIhpkGLFiiEYCXMkFEoUhE8627dvR/78+REe7p8j/iwez3qfLNHE/FOhSKj3QagfP1EfqA90Hei7ECzXQHR0tBGT1apVC1gra0KEnKAMBM6ePWuSl545cyZRJZqCiVDvg1A/fqI+UB/oOtB3QddA4OCfJjohhBBCCBEwSFAKIYQQQohkIUHph2TMmBFDhw41r6FKqPdBqB8/UR+oD3Qd6LugayBwkA+lEEIIIYRIFrJQCiGEEEKIZCFBKYQQQgghkoUEpRBCCCGESBYSlEIIIYQQIllIUKYyEydOROXKlU1yak61atXCV1995XH9Dz74AHfeeSdy585tpsaNG2PTpk2x1unSpQvCwsJiTXfffTeC4fg//PDDOMeWKVOmWOswF/+QIUNQsGBBZM6c2fTR3r174a8ktg8aNGgQpw84tWzZMiCvAXe88cYbps19+/aNd725c+eiXLly5hqoVKkSli5dGtDXQmKOP9juBUnpg2C8HyS2D4LtfjBs2LA4beV3PBTvA8GGBGUqU6RIEXPT2Lp1K7Zs2YK77roLrVu3xs8//+x2/TVr1qBdu3ZYvXo1NmzYgKJFi6Jp06Y4evRorPV4s2CxeXuaNWsWguH4CUWX87EdPHgw1vKRI0fi3XffxaRJk/DDDz8ga9asaNasGS5fvoxg6IP58+fHOv5du3YhXbp0ePDBBwPyGnBl8+bNmDx5shHZ8fH999+b70LXrl1NudT//e9/ZmJ/BOq1kJjjD7Z7QVL6IBjvB4ntg2C8H1SsWDFWW9evXx9y94GghKUXRdqSO3dux5QpU7xaNzIy0pE9e3bHRx99FDOvc+fOjtatWzuC8finT5/uyJkzp8fPRkdHOwoUKOAYNWpUzLzTp087MmbM6Jg1a5YjGK+Bd955x1wD58+fD/hr4Ny5c47SpUs7VqxY4ahfv76jT58+Htd96KGHHC1btow1r2bNmo7HH388YK+FxBx/sN4LEtMHwXo/SM51EOj3g6FDhzqqVKni9frBeB8IVmShTEOioqIwe/ZsXLhwwQx7esPFixdx7do13HDDDXGsFzfeeCPKli2LJ598EqdOnUKwHP/58+dRvHhxY5FxteQdOHAAx48fN0MaNqx5XbNmTWPFCcZrYOrUqWjbtq156g70a6Bnz55mqM75/HmC59N1PVod7PMciNdCYo4/WO8Fie2DYLwfJOc6CIb7AYejCxUqhJtuugkdOnTAoUOHQuo+EKxE+LoBocBPP/1kxAPN79myZcOCBQtQoUIFrz47cOBA88Vz/rJwaOP+++9HyZIlsX//fjz//PNo3ry5+fJwKCSQj583w2nTpplhoDNnzmD06NGoXbu2+RHh0DFvHCR//vyxPsf39rJgugboM8ehHf6IOBNo1wChkN62bZsZ6vMGns/4znOgXQuJPf5gvBcktg+C8X6QnOsgGO4HFHr0jeW55XD38OHDja8wjyt79uxBfx8IZiQo0wB+cXbs2GFuiPPmzUPnzp2xdu3aBAUF/e548+GTp7MjOp9ObeigzJvtzTffbNZr1KgRAvn4KbqcLXf88ShfvrzxNXrllVcQatcAfzh4jmvUqBFrfqBdA4cPH0afPn2wYsWKOEEVoUByjz8Y7gVJ6YNgux8k9zoIhvsBha4N20mBSQv0nDlzjJ+kCFw05J0GZMiQAaVKlUL16tUxYsQIVKlSBWPHjo33M3wS54/I8uXLE3Ta5rBB3rx5sW/fPgTL8dukT58e1apVizm2AgUKmNe//vor1np8by8Llj7gsDhFhDc3WX+/BhiQ9Pfff+PWW29FRESEmSio6UjP/+kK4ArPZ3znOZCuhaQcf7DdC5LTB8FyP0hOHwTT/cCZXLlyoUyZMh7bGkz3gWBHgtIHREdH48qVKx6XM2KNT9/Lli3DbbfdluD2jhw5YvxlmDIhGI7fGd5gOVxsHxuHdHiTWLVqVcw6Z8+eNZF93vokBkofMFUG1+nYsWPAXwO0kvA80kprT7y26T/F/90Ny/F8Op9nQsuOfZ4D6VpIyvEH270gqX0QTPeD5PRBMN0PXH1kOUzvqa3BdB8IenwdFRTsDBo0yLF27VrHgQMHHDt37jTvw8LCHMuXLzfLH3nkETPP5o033nBkyJDBMW/ePMexY8diJkYFEr4OGDDAsWHDBrPNlStXOm699VYTMXj58mVHoB//8OHDHV9//bVj//79jq1btzratm3ryJQpk+Pnn3+O1Ue5cuVyLFy40GyT0Y0lS5Z0XLp0yeGPJLYPbOrWret4+OGH48wPtGvAE67Rra798N133zkiIiIco0ePdvzyyy8mOjR9+vSOn376KWCvhcQcf7DdC5LSB8F4P0hsHwTb/eCZZ55xrFmzxrSV3/HGjRs78ubN6/j7779D8j4QTEhQpjKPPfaYo3jx4uaHIV++fI5GjRrFCAn7ZsKUDzZclzrfdeKXiFy8eNHRtGlTsy1+qbh+9+7dHcePH3cEw/H37dvXUaxYMbN+/vz5HS1atHBs27Yt1jaZJuKll14yy5kagtvcs2ePw19JbB+QX3/91Zx35/VsAu0a8PaH1F0/zJkzx1GmTBnTdxUrVnQsWbIkoK+FxBx/sN0LktIHwXg/SMr3IJjuBxTFBQsWNOe0cOHC5v2+fftC9j4QTITxj6+tpEIIIYQQInCRD6UQQgghhEgWEpRCCCGEECJZSFAKIYQQQohkIUEphBBCCCGShQSlEEIIIYRIFhKUQgghhBAiWUhQCiGEEEKIZCFBKYQQQgghkoUEpRAixShRogTGjBmT7O00aNAAffv2RWqyZs0ahIWF4fTp0wgU0qJf9uzZY2ojnzt3LlGfu+OOO/D555+nWruEEP6NBKUQAq1atcLdd9/ttie+/fZbI7x27tyZ6J7i57744otEf27+/Pl45ZVXki1uuX/X6Y033kBqEIgC1R2DBw9G7969kT17diMQ06VLh6NHj7pdt3Tp0ujfv7/5/8UXX8SgQYMQHR2dxi0WQvgDEpRCCHTt2hUrVqzAkSNH4vTG9OnTcdttt6Fy5cpp1lM33HCDETTJ5eWXX8axY8diTRRLvuTq1avwVw4dOoTFixejS5cu5v29996LPHny4KOPPoqz7rp167Bv3z5z7ZDmzZsbq+ZXX32V5u0WQvgeCUohBO655x7ky5cPH374YazeOH/+PObOnRsjGmixqlixIjJmzGgsgG+99ZbH3uNyct999xnLnf1+//79aN26NfLnz49s2bLh9ttvx8qVK+Md2r1y5QoGDBiAwoULI2vWrKhZs6axCCYERSmHb50nft4T69evx5133onMmTOjaNGiePrpp3HhwoVY7Rg4cKBZxj4oVaoUpk6dij/++AMNGzY06+TOndscry3KeCy9evUyx5M3b140a9bMzF+7di1q1KhhtlOwYEFj3YuMjIzZF/fbqVMn00dc7q6v//33X7MO95klSxYj6vbu3Ruz/ODBg8b6zOU8bp67pUuXejz+OXPmoEqVKqafSfr06fHII4/EuS7ItGnTzHngNgktmS1atMDs2bMTOCtCiGBEglIIgYiICCNMKBwcDkdMj1BMRkVFoV27dti6dSseeughtG3bFj/99BOGDRuGl156ya3YIJs3b46xcNIyaL+nSKXwWLVqFbZv326G2il6aB3zBAXZhg0bjFjh0PuDDz5oPucsnpILhS632aZNG7OPzz77zAhM7tuGfTRr1iy8++67+OWXXzB58mQj+Cgwbf9B+iDyeMeOHRvzOVr4MmTIgO+++w6TJk0yQ8jsA4rpH3/8ERMnTjTC9NVXX435zLPPPmtE58KFC7F8+XIjoLdt2xarzRStW7ZswaJFi0z/8Nxxu9euXTPLe/bsaUQwrYk8Z2+++aZpryfo3kBrtDN8mGA/cxs2PIfz5s2LedCwoUDmNoQQIYhDCCEcDscvv/xCJelYvXp1TH/ceeedjo4dO5r/27dv72jSpEmsvnr22WcdFSpUiHlfvHhxxzvvvBPznttbsGBBgv1bsWJFx3vvvRfzvn79+o4+ffqY/w8ePOhIly6d4+jRo7E+06hRI8fgwYM9bpNtyZAhgyNr1qyxpnXr1pnlPE62799//zXvu3bt6ujRo0esbXz77beO8PBwx6VLlxx79uwx669YscLt/ly353ws1apVizXv+eefd5QtW9YRHR0dM2/8+PGObNmyOaKiohznzp0zbZ8zZ07M8lOnTjkyZ84c0y+//fab2d93330Xs87JkyfNOvbnKlWq5Bg2bJjDW6pUqeJ4+eWX48y/4447HJ07d455P3XqVEeWLFkcZ8+ejbXewoULTX/xGIQQoYUslEIIQ7ly5VC7dm0zlEnoH0drk22FokWuTp06sXqL72m9ohXTW2jd4vB1+fLlkStXLmMx47Y9WShpWeP2y5QpY9a1J1rvaFWMD1r5duzYEWtytcDZ0FJIa6vzPjg8zSCTAwcOmM9yWLd+/fqJvmKqV68e6z2Pt1atWmZo3Lkv2Tf0Y+Vx0deSQ8rOfqVly5aNtQ1alp3Xob8j1+EywiF7Wj257aFDhyYYWHXp0iVkypQpzvzHHnvMWCTtyG9eI7QSu/q50lWA/UWrqBAitIjwdQOEEP4DxSODVsaPH2+Gqm+++eYkCaj4oJhkANDo0aONDyJFyAMPPOAxWIUii0KOQ+58dSa+4VtCn0Xuwxu4n8cff9yIMFeKFStmBHZSic9vMzXp1q2bEcVLliwxw+YjRowwvpieApPYX/TLdIVuDv369TM+lvXq1TND99yWK//88485Vp5TIURoIQulECIG+kiGh4dj5syZ+Pjjj41lyrai0aJIIeEM39Ny6Cr0bBjU4Wq95Gfo+8dgnUqVKplAGQa1eKJatWpmG3///bcRh84TP5tS3Hrrrdi9e3ecfXCi/yPbSusbLaPu4DrEG2st+9L2eXTuF1r8ihQpYoQ8++6HH36IWU6h99tvv8XaBoN4nNc5deqU8eGsUKFCzDz6dz7xxBMmFdMzzzyDDz74IN6+Zh+4wnbRIknLJB80eM4ZvOTKrl27zDaEEKGHBKUQIpbF7+GHHza5CBlYYkcqE4oRBtIwPySFDQNNxo0bZyyOnmBkNz9z/PjxGMsXcxdS3HAImcPM7du3jzd3IcVLhw4dTEAMP8fh502bNhkLGS1v8cEhWu7beTp79qzbdRm9/f3335sgHLaNQ/kMiLGDcngsnTt3NiKbuTXZDgbK0GpHihcvbsQ30+6cOHHCWDw98dRTT+Hw4cPGUvjrr7+a/XBImjkdKeh5Hmgt5pD9N998Y4QazwWX2bAfGS3fvXt3EzzEvuzYsaOJ0OZ8wsjyr7/+2rSVAT2rV682QtQTtGZS6LoTxWwP+4dBRewDd9BFomnTph63L4QIYnztxCmE8C++//57E+zRokWLOMvmzZtngnDSp0/vKFasmGPUqFGxlrsG5SxatMhRqlQpR0REhFlGDhw44GjYsKEJHilatKhj3LhxsYJwiOv7q1evOoYMGeIoUaKE2XfBggUd9913n2Pnzp0ej4P743G4To8//rjHIJpNmzaZwCMGxzCAp3Llyo7XXnstZjmDc/r162f2z6AZHtu0adNiljOgpUCBAo6wsLCYIBbXY7FZs2aN4/bbbzfb4WcGDhzouHbtWsxyBuYwIIrBL/nz53eMHDkyzrb++ecfxyOPPOLImTOn6c9mzZqZYB2bXr16OW6++WZHxowZHfny5TPrMnDHE9x/oUKFHMuWLXO7nIFEDJD6888/4yw7cuSIOTeHDx/2uH0hRPASxj++FrVCCOEMA1YaNWoUK42OSBvoP8s0RLRsJgZaeGmFfv/991OtbUII/0VD3kIIv4HRwcyr+PPPP8ckzBZpCwOTGHiT2FreN954Y7LLZQohAhdZKIUQfgN9E+kryZJ/DP5gYIoQQgj/R4JSCCGEEEIkCw15CyGEEEKIZCFBKYQQQgghkoUEpRBCCCGESBYSlEIIIYQQIllIUAohhBBCiGQhQSmEEEIIIZKFBKUQQgghhEgWEpRCCCGEEALJ4f81kmnIBXP6rwAAAABJRU5ErkJggg==", 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/plain": [ + "(
,\n", + " )" + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "ronda = 1\n", + "experimento = 3\n", + "df = data[(ronda, experimento)]\n", + "df_f = apply_filter(df, row_start=35, row_end=66)\n", + "df_f1 = apply_filter(df, row_start=11, row_end=66)\n", + "\n", + "\n", + "plot_con_ajuste(df, x_col=\"Voltaje Electrodos (V)\", y_col=\"Corriente Electrodos (A)\", \n", + " label_datos=\"Datos\")\n", + "plot_con_ajuste(df_f, x_col=\"Voltaje Electrodos (V)\", y_col=\"Resistencia\")\n", + "comparar_rondas(data, experimento=2, x_col=\"Voltaje Electrodos (V)\",\n", + " y_col= \"Corriente Electrodos (A)\", \n", + " filter_fn=lambda df: apply_filter(df,row_start=11,row_end=66))\n", + "plot_color_map(df_f, x_col=\"Voltaje Electrodos (V)\", y_col=\"Corriente Electrodos (A)\",\n", + " z_col=\"Temperatura\")\n", + "plot_color_map(df_f1, x_col=\"Voltaje Electrodos (V)\", y_col=\"Corriente Electrodos (A)\",\n", + " z_col=\"Temperatura\")\n", + "plot_dual_axis(df_f, x_col=\"Voltaje Electrodos (V)\", y1_col=\"Resistencia\",\n", + " y2_col=\"Temperatura\")\n", + "plot_3D(df_f1, x_col=\"Voltaje Electrodos (V)\", y_col=\"Corriente Electrodos (A)\", z_col=\"Temperatura\")" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python_Data_Analysis", + "language": "python", + "name": "python_data_analysis" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.14.3" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/Notebooks/04_Plot_00.ipynb b/Notebooks/04_Plot_00.ipynb new file mode 100644 index 0000000..e69de29 diff --git a/src/__init__.py b/src/__init__.py new file mode 100644 index 0000000..e69de29 diff --git a/src/__pycache__/__init__.cpython-314.pyc b/src/__pycache__/__init__.cpython-314.pyc new file mode 100644 index 0000000..8371a17 Binary files /dev/null and b/src/__pycache__/__init__.cpython-314.pyc differ diff --git a/src/__pycache__/analysis.cpython-314.pyc b/src/__pycache__/analysis.cpython-314.pyc new file mode 100644 index 0000000..cf6f367 Binary files /dev/null and b/src/__pycache__/analysis.cpython-314.pyc differ diff --git a/src/__pycache__/data_loader.cpython-314.pyc b/src/__pycache__/data_loader.cpython-314.pyc new file mode 100644 index 0000000..0d8fd6a Binary files /dev/null and b/src/__pycache__/data_loader.cpython-314.pyc differ diff --git a/src/__pycache__/visualizacion.cpython-314.pyc b/src/__pycache__/visualizacion.cpython-314.pyc new file mode 100644 index 0000000..f0d9159 Binary files /dev/null and b/src/__pycache__/visualizacion.cpython-314.pyc differ diff --git a/src/analysis.py b/src/analysis.py new file mode 100644 index 0000000..2ff5f16 --- /dev/null +++ b/src/analysis.py @@ -0,0 +1,209 @@ +import numpy as np + +def calcular_pendiente(df, x_col, y_col): + """ + Calcular pendiente de ajuste lineal + """ + x = df[x_col].values + y = df[y_col].values + + m, b = np.polyfit(x, y, 1) + + return m, b + +def filtrar_por_limites(df, x_col, v_min=None, v_max=None): + + out = df.copy() + + if v_min is not None: + out = out[out[x_col] >= v_min] + if v_max is not None: + out = out[out[x_col] <= v_max] + + return out.reset_index(drop=True) + +def calcular_r2(df, x_col, y_col): + """ + Calcular coeficiente de determinación R^2. + """ + + x = df[x_col].values + y = df[y_col].values + + m, b = np.polyfit(x, y, 1) + + y_pred = m * x + b + + ss_res = np.sum((y - y_pred) ** 2) + ss_tot = np.sum((y - np.mean(y)) ** 2) + + r2 = 1 - (ss_res / ss_tot) + + return r2 + +def derivada_numerica(df, x_col, y_col): + """ + Calcula primera derivada númerica dy/dx + """ + + x = np.asanyarray(df[x_col].values, dtype=float) + y = np.asanyarray(df[y_col].values, dtype=float) + + idx = np.argsort(x) + x = x[idx] + y = y[idx] + + return x, y, np.gradient(y,x) + +def segunda_derivada(df, x_col, y_col): + """ + Calcula segunda derivada númerica d^2y/d^2x + """ + + x = np.asanyarray(df[x_col].values, dtype=float) + y = np.asanyarray(df[y_col].values, dtype=float) + + idx = np.argsort(x) + x = x[idx] + y = x[idx] + + dy_dx = np.gradient(y, x) + d2y_dx2 = np.gradient(dy_dx, x) + + return x, y, dy_dx, d2y_dx2 + +def find_local_peaks(signal): + """ + Encuentra indices de maximos locales simples + """ + peaks = [] + + for i in range(1, len(signal) - 1): + if signal[i] > signal[i - 1] and signal[i] > signal[i + 1]: + peaks.append(i) + + return np.array(peaks, dtype=int) + +def variación_resistencia(df, col_res="Resistencia"): + """ + Calcula variación relativa de resistencia. + """ + R = df[col_res].values + + R0 = R[0] + + delta_R = (R - R0) / R0 + + return delta_R + +def comparar_pendientes(data, rondas, experimentos, x_col, y_col): + """ + Compara pendientes entre diferentes experimentos o rondas + """ + + resultados = {} + + for r in rondas: + for e in experimentos: + df = data[(r, e)] + m, b = calcular_pendiente(df, x_col, y_col) + resultados[(r, e)] = m + + return resultados + +def zonas_manual(df, x_col, limites): + """ + Divide el dataset en zonas usando límites definidos manualmente + """ + zonas = {} + + for i in range(len(limites) - 1): + + v_min = limites[i] + v_max = limites[i + 1] + + zona_df = df[(df[x_col] >= v_min) & (df[x_col] < v_max)] + + zonas[f"Zona_{i+1}"] = zona_df + + return zonas + +def detectar_zonas_auto(df, x_col, y_col, n_ruido=8): + + """ + Detecta automaticamente los limites de 4 zonas: + + 1) No conduccion + 2) Conduccion + 3) Generacion H + 4) Saturacion + """ + + x, y, dy_dx, d2y_d2x = segunda_derivada(df, x_col=x_col, y_col=y_col) + + #=============================== + #Estimacion automatica del ruido + #=============================== + n_ruido = min(n_ruido, len(y)) + ruido_base = np.std(y[:n_ruido]) + + #Umbral fisico basado en ruido experimental + tol_corriente = max(3 * ruido_base, 1e-12) + + #============================= + # Fin de no conduccion + #============================= + idx_no_conduccion = None + for i in range(len(y)): + if np.abs(y[i]) > tol_corriente: + idx_no_conduccion = i + break + + if idx_no_conduccion is None: + return{ + "Zona no Conduccion": None, + "Zona Conduccion": None, + "Generacion": None, + "Saturacion": None, + } + + #===================== + # Picos de Curvatura + #===================== + abs_d2 = np.abs(d2y_d2x) + peaks = find_local_peaks(abs_d2) + + # Nos quedamos solo con picos posteriores a no conduccion + peaks = peaks[peaks > idx_no_conduccion] + + # Si no hay suficientes picos, usamos la estrategia de respaldo + if len(peaks) < 2: + idx_conduccion = idx_no_conduccion + + # Generación: punto donde la pendiente alcanza su maximo crecimiento relativo + idx_generacion = np.argmax(np.abs(dy_dx[idx_no_conduccion:])) + idx_no_conduccion + # Saturación: máximo de segunda derivada despues de generacion + idx_saturacion = np.argmax(abs_d2[idx_generacion]) + idx_generacion + else: + # Primer pico importante de curvatura - transicion a conduccion + idx_conduccion = peaks[0] + + # Segundo pico importante - inicio de generacion + idx_generacion = peaks[1] + + # Saturacion: buscar el mayro pico de curvatura despues de generacion + peaks_after_gen = peaks[peaks > idx_generacion] + if len(peaks_after_gen) > 0: + idx_saturacion = peaks_after_gen[np.argmax(abs_d2[peaks_after_gen])] + else: + idx_saturacion = np.argmax(abs_d2[idx_generacion:]) + idx_generacion + + limites = { + "Zona_no_conduccion": float(x[idx_no_conduccion]), + "Zona_conduccion" : float(x[idx_conduccion]), + "Zona_Generacion" : float(x[idx_generacion]), + "Zona_Saturacion" : float(x[idx_saturacion]), + } + + return limites + diff --git a/src/data_loader.py b/src/data_loader.py new file mode 100644 index 0000000..eaac596 --- /dev/null +++ b/src/data_loader.py @@ -0,0 +1,108 @@ +from pathlib import Path +import re +import pandas as pd + +# Mapping "possible names" - "standard names" + +column_aliases = { + "Voltaje Inyectado (V)" : ["Voltaje Inyectado (V)"], + "Voltaje Electrodos (V)" : ["Voltaje Electrodos (V)"], + "Corriente Electrodos (A)" : ["Corriente Electrodos (A)"], + "Corriente Inyectada (A)" : ["Corriente Inyectada (A)"], + "Resistencia" : ["Resistencia"], + "Temperatura" : ["Temperatura"], +} + +def _clean_name(name: str) -> str: + """Normaliza un encabezado: minisculas, sin espacios dobles, sin simbolos raros.""" + name = name.replace("\ufeff", "") + name = name.strip().lower() + name = re.sub(r"\s+", "", name) + name = re.sub(r"[^a-z0-9áéíóúñ _\-]", "", name) + return name + +def normalize_columns(df: pd.DataFrame) -> pd.DataFrame: + """Rename columns to standard names as alias""" + + df.columns = [str(c) for c in df.columns] + + ## Print the information in the columns + #print("Originals Columns:", df.columns) + #print("Types:", [type(c) for c in df.columns]) + + original_cols = list(df.columns) + cleaned = {_clean_name(c): c for c in original_cols} + + rename_map = {} + for std, aliases in column_aliases.items(): + for a in aliases: + a_clean = _clean_name(a) + if a_clean in cleaned: + rename_map[cleaned[a_clean]] = std + break + df = df.rename(columns=rename_map) + + return df + +def load_experiment(csv_path: Path, ronda: int, experimento: int) -> pd.DataFrame: + """Upload a CSV, normalize columns and add metadata.""" + df = pd.read_csv(csv_path, sep=None, engine="python", encoding="utf-8-sig") + + df = normalize_columns(df) + + # Adding metadata for comparative analysis + df["ronda"] = ronda + df["experimento"] = experimento + df["archivo"] = csv_path.name + + return df + +def apply_filter( + df: pd.DataFrame, + row_start: int | None = None, + row_end: int | None = None, + time_col: str = "tiempo", + t_min: float | None = None, + t_max: float | None = None, +) -> pd.DataFrame: + """ + Filtro Flexible: + - por índices de fila [row_start:row_end] + - por rango de tiempo [t_min, t_max] si existe columna 'tiempo' + """ + + out = df.copy() + + if row_start is not None or row_end is not None: + out = out.iloc[row_start:row_end] + + if time_col in out.columns and (t_min is not None or t_max is not None): + if t_min is not None: + out = out[out[time_col] >= t_min] + if t_max is not None: + out = out[out[time_col] <= t_max] + + return out.reset_index(drop=True) + +def load_all(data_dir: Path) -> dict[tuple[int, int], pd.DataFrame]: + """ + Carga todo en un diccionario: + key = (ronda, experimento) + value = DataFrame + """ + data = {} + + #Find files like: data/round1/*.csv and data/round2/*.csv + for ronda in [1,2]: + ronda_dir = data_dir / f"Rnd_{ronda}" + csvs = sorted(ronda_dir.glob("*.csv")) + + if not csvs: + print(f"Theres no CSVs in: {ronda_dir}") + continue + + for i, csv_path in enumerate(csvs, start=1): + df = load_experiment(csv_path, ronda=ronda, experimento=i) + data[(ronda, i)] = df + + return data \ No newline at end of file diff --git a/src/visualizacion.py b/src/visualizacion.py new file mode 100644 index 0000000..7133bde --- /dev/null +++ b/src/visualizacion.py @@ -0,0 +1,236 @@ +from __future__ import annotations + +from typing import Callable, Iterable, Optional, Tuple, Union +import matplotlib.pyplot as plt +import numpy as np + +FilterFn = Callable[[object], object] + +def plot_xy(df, x_col, y_col, label:Optional[str] = None, ax=None, + xlim: Optional[Tuple[float, float]] = None, + ylim: Optional[Tuple[float, float]] = None, + marker: str = "o", + linestyle: str = "-",): + + """ + Gráfica y vs x para un DataFrame. + - ax: para superponer curvas + - xlim/ylim: zoom visual (No filtrado datos) + """ + + if ax is None: + _, ax = plt.subplots(figsize=(7,5)) + + ax.plot(df[x_col], df[y_col], marker=marker, linestyle=linestyle, label=label) + ax.set_xlabel(x_col) + ax.set_ylabel(y_col) + ax.grid(True) + + if xlim is not None: + ax.set_xlim(xlim) + if ylim is not None: + ax.set_ylim(ylim) + + if label: + ax.legend() + + return ax + +def comparar_rondas(data: dict, experimento: int, x_col: str, y_col: str, + rondas: Iterable[int] = (1,2), + filter_fn: Optional[FilterFn] = None, + xlim: Optional[Tuple[float, float]] = None, + ylim: Optional[Tuple[float, float]] = None, + title: Optional[str] = None,): + """ + Compara el mismo experimento entre rondas: + data[(ronda, experimento)] -> df + + filter_fn: funcion opcional que recibe df y devuelve df filtrado. + Ejemplo: filter_fn = lambda df: apply_filter(df, row_start=10, row_end=40) + """ + fig, ax = plt.subplots(figsize=(7,5)) + + for ronda in rondas: + df = data[(ronda, experimento)] + if filter_fn is not None: + df = filter_fn(df) + + plot_xy(df, x_col, y_col, label=f"Ronda {ronda}", ax=ax, + xlim=xlim, ylim=ylim) + + ax.set_title(title or f"Experimento {experimento} - Comparación de Rondas") + plt.show() + return fig, ax + +def comparar_experimentos(data: dict, ronda: int, x_col: str, y_col: str, + experimentos: Iterable[int] = (1,2,3,4), + show: bool = False, + filter_fn: Optional[FilterFn] = None, + xlim: Optional[Tuple[float, float]] = None, + ylim: Optional[Tuple[float, float]] = None, + title: Optional[str] = None, +): + """ + Comparar varios experimentos dentro de una misma ronda. + """ + + fig, ax = plt.subplots(figsize=(7, 5)) + + for exp in experimentos: + df = data[(ronda, exp)] + if filter_fn is not None: + df = filter_fn(df) + + plot_xy(df, x_col, y_col, label=f"Experimento {exp}", ax=ax, xlim=xlim, ylim=ylim) + + ax.set_title(title or f"Ronda {ronda} - Comparación de Experimentos") + + if show is True: + plt.show() + return fig, ax + +def plot_con_ajuste(df, x_col: str, y_col: str, label_datos: str = "Datos", + label_ajuste: str = "Ajuste lineal", + show: bool = True +): + """ + Grafica scatter + ajuste lineal (y = mx + b). Devuelve (m, b) + """ + + x = np.asarray(df[x_col].values, dtype=float) + y = np.asarray(df[y_col].values, dtype=float) + + m, b = np.polyfit(x, y, 1) + + fig, ax = plt.subplots(figsize=(7, 5)) + ax.scatter(x, y, label=label_datos) + ax.plot(x, m * x + b, label=f"{label_ajuste} (m={m:.4f})") + + ax.set_xlabel(x_col) + ax.set_ylabel(y_col) + ax.grid(True) + ax.legend() + + if show: + plt.show() + + return m, b, fig, ax + +def plot_3D(df, x_col: str, y_col: str, z_col: str, + title: Optional[str] = None,): + """ + Gráfica 3D: (x, y, z) como dispersión. + """ + + from mpl_toolkits.mplot3d import Axes3D #noqa: F401 + + fig = plt.figure(figsize=(8, 6)) + ax = fig.add_subplot(111, projection="3d") + + ax.scatter(df[x_col], df[y_col], df[z_col]) + ax.set_xlabel(x_col) + ax.set_ylabel(y_col) + ax.set_zlabel(z_col) + ax.set_title(title or f"3D: {x_col} vs {y_col} vs {z_col}") + + plt.show() + return fig, ax + +def plot_color_map(df, x_col: str, y_col: str, z_col: str, + title: Optional[str] = None, ): + + """ + Scatter 2D con tercera variable como color + """ + fig, ax = plt.subplots(figsize=(7, 5)) + sc = ax.scatter(df[x_col], df[y_col], c=df[z_col], cmap="viridis") + + cbar = plt.colorbar(sc, ax=ax) + cbar.set_label(z_col) + + ax.set_xlabel(x_col) + ax.set_ylabel(y_col) + ax.grid(True) + ax.set_title(title or f"{y_col} vs {x_col} (color={z_col})") + + plt.show() + return fig, ax + +def plot_dual_axis(df, x_col: str, y1_col: str, y2_col: str, + label1: Optional[str] = None, + label2: Optional[str] = None, + title: Optional[str] = None, + show: bool = True): + + """ + Gráfica con doble eje Y: + y1 vs x (izquierda) y y2 vs x (derecha) + """ + fig, ax1 = plt.subplots(figsize=(7, 5)) + ax2 = ax1.twinx() + + ax1.plot(df[x_col], df[y1_col], marker="o", linestyle="-", color="b",label= label1 or y1_col) + ax2.plot(df[x_col], df[y2_col], marker="s", linestyle="--", color="r",label= label2 or y2_col) + + ax1.set_xlabel(x_col) + ax1.set_ylabel(y1_col) + ax2.set_ylabel(y2_col) + + ax1.grid(True) + ax1.set_title(title or f"{y1_col} y {y2_col} vs {x_col}") + + # Leyendas Combinadas + lines, labels = [], [] + for a in (ax1, ax2): + l, lab = a.get_legend_handles_labels() + lines += l + labels += lab + ax1.legend(lines, labels, loc="best") + + if show is not True: + plt.show() + return fig, ax1, ax2 + +def marcar_zonas(ax, limites, labels=None, colors=None): + """ + Marca zonas en una gráfica con líneas verticales. + + limites: lista de voltajes donde cambian las zonas + lables: nombre de cada zona + colors: colores opcionales + """ + + if colors is None: + colors = ["gray", "blue", "green", "red"] + + for i, v in enumerate(limites): + + ax.axvline(v, linestyle="--", color="black", alpha=0.6) + + if labels and i < len(labels): + ax.text( + v, + ax.get_ylim()[1]*0.65, + labels[i], + rotation=90, + verticalalignment="top", + horizontalalignment="right", + fontsize=12 + ) +def sombrear_zonas(ax, limites, colores=None, alpha=0.15): + """ + Sombrea las zonas del experimento + """ + + if colores is None: + colores = ["gray", "blue", "green", "red"] + + for i in range(len(limites)-1): + ax.axvspan( + limites[i], + limites[i+1], + color=colores[i], + alpha=alpha + ) +