{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "## Resumen\n", "\n", "El presente cuaderno, corresponde a un análisis descriptivo y de pronóstico de una importante red de 54 tiendas Retail de productos de consumo del hogar distribuidas en el territorio ecuatoriano. En su desarrollo se explorarán diferentes métodos y modelos para llegar a un escenario de predecir el número de transacciones posibles. Los datos tienen por período las transacciones desde el 2013 al 2017, agrupadas en diferentes datasets suministrados por la empresa con fines académicos. \n", "\n", "Los datos proporcionados son una tabla con las siguientes variables / características: fecha, identificación de la tienda, identificación del artículo, volumen de ventas, promoción. Podemos ver los datos como N series de tiempo, una por combinación (tienda, artículo). Muchas de estas series de tiempo están más probablemente correlacionadas entre sí." ] }, { "cell_type": "code", "execution_count": 40, "metadata": {}, "outputs": [], "source": [ "# MANIPULACIÓN DE LOS DATOS\n", "import numpy as np # Algebra Linear \n", "import pandas as pd # Procesamiento\n", "import datetime # Manipulación de los datos \n", "import random #Aleatoriedad\n", "import folium\n", "import datetime\n", "import matplotlib\n", "import matplotlib.pyplot as plt \n", "%matplotlib inline\n", "import seaborn as sns\n", "import math\n", "from scipy.misc import imread\n", "\n", "# VIZUALIZACIÓN\n", "import matplotlib.pyplot as plt # Plotear\n", "import seaborn \n", "%matplotlib inline\n", "\n", "# APRENDIZAJE SUPERVISADO\n", "from sklearn.neural_network import MLPRegressor\n", "from sklearn.ensemble import BaggingRegressor\n", "from sklearn.ensemble import GradientBoostingRegressor\n", "from sklearn.tree import DecisionTreeRegressor\n", "from sklearn.cluster import AgglomerativeClustering as AggClust \n", "from scipy.cluster.hierarchy import ward,dendrogram \n", "\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Tiendas\n", "En este apartado vamos a conocer la distribución de las tiendas y el actual agrupamiento de las según los clúster´s suministrados por la organización." ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [], "source": [ "stores=pd.read_csv('stores.csv')" ] }, { "cell_type": "code", "execution_count": 35, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "locations = pd.DataFrame(columns=['city','count'])\n", "locations['city'] = stores['city'].value_counts().index.values\n", "locations['count'] = stores['city'].value_counts().tolist()\n", "\n", "locations['latitude']=[-0.1807,-2.1710,-0.2389,-2.9001,-1.2543,-0.9677,-3.2581,-0.9316,\n", " -0.2714,-1.0225,-2.2234,-0.3392,-1.5905,-1.6636,-0.0320,-1.8622,\n", " -2.2306,-1.4924,-2.6285,-4.0079,-1.8019,-0.9682]\n", "locations['longitude']=[-78.4678,-79.9224,-79.1774,-79.0059,-78.6229,-80.7089,-79.9554,-78.6058,\n", " -79.4648,-79.4604,-80.9585,-78.1222,-78.9995,-78.6546,-78.1507,-79.9777,\n", " -80.9002,-78.0024,-80.3896,-79.2113,-79.5346,-79.6517]\n", "\n", "\n", "START = [-1.75,-78.6229]\n", "map = folium.Map(location=START, zoom_start=7, height=500, width=900)\n", "for index, loc in locations.iterrows():\n", " if loc['count']>10:\n", " c = 'black'\n", " elif loc['count']>5:\n", " c = 'orange'\n", " elif loc['count']==3:\n", " c='blue'\n", " elif loc['count']==2:\n", " c = 'yellow'\n", " else:\n", " c='red'\n", " folium.Marker(location = [loc['latitude'],loc['longitude']],icon=folium.Icon(color=c),popup=str(loc['count'])).add_to(map)\n", "display(map)" ] }, { "cell_type": "code", "execution_count": 38, "metadata": {}, "outputs": [ { "data": { "image/png": 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AJiWAAgAAAGBSAigAAAAAJiWAAgAAAGBSAigAAAAAJiWAAgAAAGBSAigAAAAAJiWAAgAAAGBSAigAAAAAJiWAAgAAAGBSAigAAAAAJrVpAVRVnVhVZ1bVN6vq9Jnph1dVV9XOmb9H7GY9h1fVv1fV16rq7Kr6+U3pAAAAAAB7ZNsm3tbnkpyS5BeTXGKF+Zfp7m+vYT0vTPKOJLcd/15SVVfu7h0bVikAAAAAG2bTRkB19xnd/fIkX9rTdVTVVZJcN8mjuvvr3f3SJB9IcpcNKhMAAACADbZI54A6r6o+U1XPqapDdtHmyCQf7+4LZqa9b5wOAAAAwAJahADq/CTHJLlikusluXSS5++i7UFJvrxs2pfHZS6iqk4Yzzt15o4djtADAAAAmIe5B1DdvbO7z+zub3f3F5KcmOTWVXXwCs13Jlk+/eAkF6zQNt19ancf3d1Hb9++fWMLBwAAAGBN5h5AraDH/7XCvLOSHFFVsyOejhqnAwAAALCANi2AqqptVXVgkv2T7F9VB47TblBVV62q/arqckmekuSN3b38ULt097lJ3pvkUePyd0pyrSQv3ax+AAAAALA+mzkC6qQkX0/y0CT3GC+flOSIJK/NcBjdB5N8M8lvLC1UVc+sqmfOrOfXkxyd5H+T/HmSu3a3EzwBAAAALKhtm3VD3X1ykpN3MfuFu1nud5dd/2SSYzeoLAAAAAAmtojngAIAAABgCxFAAQAAADApARQAAAAAkxJAAQAAADApARQAAAAAkxJAAQAAADApARQAAAAAkxJAAQAAADApARQAAAAAkxJAAQAAADApARQAAAAAkxJAAQAAADApARQAAAAAkxJAAQAAADApARQAAAAAkxJAAQAAADApARQAAAAAkxJAAQAAADApARQAAAAAkxJAAQAAADApARQAAAAAkxJAAQAAADApARQAAAAAkxJAAQAAADApARQAAAAAkxJAAQAAADApARQAAAAAkxJAAQAAADApARQAAAAAkxJAAQAAADApARQAAAAAkxJAAQAAADApARQAAAAAkxJAAQAAADApARQAAAAAkxJAAQAAADApARQAAAAAkxJAAQAAADApARQAAAAAkxJAAQAAADApARQAAAAAk9q0AKqqTqyqM6vqm1V1+sz0G1bVv1bV/1TVjqr6p6r6id2s541V9Y2q2jn+nbMpHQAAAABgj2zmCKjPJTklyd8tm37ZJKcmOTzJFZNckOQ5q6zrxO4+aPy76kYXCgAAAMDG2bZZN9TdZyRJVR2d5Aoz018z266qnpbkTZtVFwAAAADTWsRzQN0syVmrtHl8VZ1fVW+rqmN31aiqThgP+ztzx44dG1okAAAAAGuzUAFUVV0rySOT/PFumv1JkiOSHJrh0L1XVtWVVmrY3ad299HdffT27ds3vF4AAAAAVrcwAVRV/UyS1yT5g+5+y67adfe7uvuC7v5mdz83yduS3Haz6gQAAABgfRYigKqqKyZ5fZLHdvfz1rl4J6mNrwoAAACAjbBpAVRVbauqA5Psn2T/qjpwnHZokjckeXp3P3OVdVymqn5xZtm7Zzhn1Oum7wEAAAAAe2LTfgUvyUlJHjVz/R5JHp1hBNMRSR5VVd+b390HJUlVPSzJTbv7NkkOSHJKkqsl+U6Ss5Mc193nbEoPAAAAAFi3TQuguvvkJCfvYvajd7Pc42Yu70hyzIYWBgAAAMCkFuIcUAAAAABsXQIoAAAAACYlgAIAAABgUgIoAAAAACYlgAIAAABgUgIoAAAAACYlgAIAAABgUgIoAAAAACYlgAIAAABgUgIoAAAAACYlgAIAAABgUgIoAAAAACYlgAIAAABgUgIoAAAAACYlgAIAAABgUgIoAAAAACYlgAIAAABgUgIoAAAAACYlgAIAAABgUgIoAAAAACYlgAIAAABgUgIoAAAAACYlgAIAAABgUgIoAAAAACYlgAIAAABgUgIoAAAAACYlgAIAAABgUgIoAAAAACYlgAIAAABgUgIoAAAAACa1bXczq+qWa1lJd79hY8oBAAAAYKvZbQCV5NnLrh+apJN8KcnlklSSzyQ5YuNLAwAAAGAr2G0A1d0/vXS5qh6WIXR6RHd/raoumeQxGcIoAAAAAFjRaiOgZj0wyU9297eSZAyh/jTJ55I8foriAAAAANj3reck5F9Ncv1l045J8rWNKwcAAACArWY9I6AekeS1VfXKJJ9O8lNJfjnJ701RGAAAAABbw5pHQHX385LcIMmHkxyc5OwkNxynAwAAAMCK1jMCKt39oSQfmqgWAAAAALagdQVQVXWHJDdPckiSWpre3b+5wXUBAAAAsEWs+RC8qnpUkmeNy/xKki8l+cUk/zdNaQAAAABsBev5Fbz7JPmF7n5gkgvH/7dPcvhaFq6qE6vqzKr6ZlWdvmzerarq7Kr6WlX9e1VdcTfrOXxs87VxmZ9fRx8AAAAA2GTrCaAu090fHC9fWFUHdPe7MxyStxafS3JKkr+bnVhVhyQ5I8Ov7P1okjOTvHg363lhkv9KcrkkD0/ykqravuZeAAAAALCp1hNAfayqjhwvfzDJ/arqnkn+dy0Ld/cZ3f3yDIfuzbpzkrO6+5+6+xtJTk5yVFVdbfk6quoqSa6b5FHd/fXufmmSDyS5yzr6AQAAAMAmWs9JyE/KMOooSf40yfOTHJTk/ntZw5FJ3rd0pbu/WlUfG6efvULbj3f3BTPT3jdOBwAAAGABrTmA6u5Xz1x+V5Kf2aAaDkqyY9m0Lye59C7afnmFtoeutOKqOiHJCUly2GGH7V2VAAAAAOyR3QZQVXXEWlbS3R/fixp2Jjl42bSDk1ywl23T3acmOTVJjj766N6LGgEAAADYQ6uNgPpokk5S4/8ly6/vvxc1nJXkXt9bcdWlklxpnL5S2yOq6tIzh+EdleQFe3H7AAAAAExotych7+79unv/7t4vyW8neVGSqyU5cPz/giS/tZYbqqptVXVghrBq/6o6sKq2JXlZkmtU1V3G+Y9M8v7uXn7+p3T3uUnem+RR4/J3SnKtJC9dY38BAAAA2GTr+RW8xyb57e7+SHdf2N0fSXLfJKescfmTknw9yUOT3GO8fFJ378jwK3Z/luEX9W6Q5NeXFqqqZ1bVM2fW8+tJjh7b/nmSu47rAAAAAGABredX8PZLcniSD89Mu2LWePhdd5+c5ORdzHt9hhFVK8373WXXP5nk2LXcJgAAAADzt54A6slJ3lBVz0ny6SQ/leT4cToAAAAArGjNAVR3/2VVfSDJryS5TpL/TnKf7n7tVMUBAAAAsO9bzwiojGGTwAkAAACANdttAFVVD+/uPxsvP2ZX7br7kRtdGAAAAABbw2ojoK4wc/mnpiwEAAAAgK1ptwFUd99v5vK9py8HAAAAgK1mv7U2rKr/2cX0L25cOQAAAABsNWsOoJIcsHxCVR2QZP+NKwcAAACArWbVX8Grqrck6SQHVtWbl82+QpK3T1EYAAAAAFvDqgFUktOSVJJjkjx7Znon+UKSN0xQFwAAAABbxKoBVHc/N0mq6p3dffb0JQEAAACwlaxlBFSSpLvPrqpbJ7l2koOWzXvkRhcGAAAAwNaw5gCqqp6W5FeT/HuSr83M6o0uCgAAAICtY80BVJLfSHLt7v70VMUAAAAAsPXst462X0ryf1MVAgAAAMDWtJ4RUE9M8vyqenyGX7/7nu7++IZWBQAAAMCWsZ4A6hnj/19eNr2T7L8x5QAAAACw1aznV/DWc7geAAAAACRZ3zmgAAAAAGDd1jwCqqq2Jbl/kpsnOSRJLc3r7pttfGkAAAAAbAXrGQH15CT3TfLmJNdL8tIkP5bkDRPUBQAAAMAWsZ4A6s5JbtPdf5Pk2+P/45LcYpLKAAAAANgS1hNAXTLJp8fLX6+qS3b32Umus/FlAQAAALBVrPkcUEk+nOSYJO9OcmaSk6vqK0k+O0VhAAAAAGwN6wmg/iDJd8bLf5TkGUkOSvI7G10UAAAAAFvHqofgVdXPVdVfdPd/dPd/Jkl3f6S7fz7Jm5J8e+oiAQAAANh3reUcUA/L8Mt3K/n3JA/fuHIAAAAA2GrWEkBdO8lrdzHv9Umut3HlAAAAALDVrCWAOjjJxXYx74Akl964cgAAAADYatYSQJ2d5Na7mHfrcT4AAAAArGgtv4L35CTPqqr9k7y8u79bVfslOS7J0zP8Ih4AAAAArGjVAKq7X1BVP57kuUkuXlXnJzkkyTeSPKq7XzhxjQAAAADsw9YyAird/aSqOi3JjZJcLsmXkryju78yZXEAAAAA7PvWFEAlyRg2vW7CWgAAAADYgtYcQAEAPxxed6ubzbuEVf3iv7153iUAALAOa/kVPAAAAADYYwIoAAAAACYlgAIAAABgUgIoAAAAACYlgAIAAABgUgsRQFXVzmV/36mqp+6i7fHj/Nn2x25yyQAAAACs0bZ5F5Ak3X3Q0uWqulSSLyT5p90s8o7uvsnkhQEAAACw1xZiBNQyd03yxSRvmXchAAAAAOy9RQyg7pXk77u7d9PmOlV1flWdW1WPqKqFGMkFAAAAwEUtVHBTVYcluXmS39pNszcnuUaS85IcmeTFSb6d5PErrO+EJCckyWGHHbbR5QIAAACwBos2Auo3k7y1uz+xqwbd/fHu/kR3f7e7P5DkMRkO21up7andfXR3H719+/aJSgYAAABgdxYxgHruOpfpJDVBLQAAAABsgIUJoKrqxkkOze5//S5VdZuquvx4+WpJHpHkFdNXCAAAAMCeWJgAKsPJx8/o7gtmJ1bVYVW1czw/VJLcKsn7q+qrSV6d5Iwkj9vcUgEAAABYq4U5CXl333cX0z+V5KCZ6w9O8uDNqgsAAACAvbNII6AAAAAA2IIEUAAAAABMSgAFAAAAwKQEUAAAAABMSgAFAAAAwKQEUAAAAABMSgAFAAAAwKQEUAAAAABMSgAFAAAAwKQEUAAAAABMSgAFAAAAwKQEUAAAAABMSgAFAAAAwKQEUAAAAABMSgAFAAAAwKQEUAAAAABMSgAFAAAAwKQEUAAAAABMSgAFAAAAwKQEUAAAAABMSgAFAAAAwKQEUAAAAABMSgAFAAAAwKQEUAAAAABMSgAFAAAAwKQEUAAAAABMSgAFAAAAwKQEUAAAAABMSgAFAAAAwKQEUAAAAABMSgAFAAAAwKQEUAAAAABMSgAFAAAAwKQEUAAAAABMSgAFAAAAwKQEUAAAAABMSgAFAAAAwKQEUAAAAABMSgAFAAAAwKQEUAAAAABMSgAFAAAAwKQWJoCqqjdW1Teqauf4d84u2lVV/UVVfWn8e0JV1WbXCwAAAMDaLEwANTqxuw8a/666izYnJDkuyVFJrpXkl5Pcd7MKBAAAAGB9Fi2AWot7JXlid3+muz+b5IlJjp9vSQAAAADsyqIFUI+vqvOr6m1Vdewu2hyZ5H0z1983TruIqjqhqs6sqjN37NixwaUCAAAAsBaLFED9SZIjkhya5NQkr6yqK63Q7qAkX565/uUkB610HqjuPrW7j+7uo7dv3z5FzQAAAACsYmECqO5+V3df0N3f7O7nJnlbktuu0HRnkoNnrh+cZGd392bUCQAAAMD6LEwAtYJOstKv252V4QTkS44apwEAAACwgBYigKqqy1TVL1bVgVW1rarunuRmSV63QvO/T/JHVXVoVf1kkgclOX0TywUAAABgHbbNu4DRAUlOSXK1JN9JcnaS47r7nKq6aZLXdPdBY9tnZThX1AfG66eN0wAAAABYQAsRQHX3jiTH7GLeWzKceHzpeid5yPgHAAAAwIJbiEPwAAAAANi6BFAAAAAATEoABQAAAMCkBFAAAAAATEoABQAAAMCkBFAAAAAATEoABQAAAMCkBFAAAAAATEoABQAAAMCkBFAAAAAATEoABQAAAMCkBFAAAAAATEoABQAAAMCkBFAAAAAATEoABQAAAMCkBFAAAAAATEoABQAAAMCkBFAAAAAATEoABQAAAMCkBFAAAAAATEoABQAAAMCkBFAAAAAATEoABQAAAMCkBFAAAAAATEoABQAAAMCkBFAAAAAATEoABQAAAMCkBFAAAAAATEoABQAAAMCkBFAAAAAATEoABQAAAMCkBFAAAAAATEoABQAAAMCkBFB9a7L+AAAgAElEQVQAAAAATGrbvAtgY9zhBtefdwm79c/veve8SwAAgH3Gx/74vvMuYVVX+stnzbsEYB9iBBQAAAAAkxJAAQAAADApARQAAAAAkxJAAQAAADApARQAAAAAk1qIAKqqLl5Vz66q86rqgqr6r6q6zS7aHl9V36mqnTN/x25yyQAAAACs0bZ5FzDaluTTSW6e5FNJbpvkH6vqmt39yRXav6O7b7KJ9QEAAACwhxYigOruryY5eWbSq6rqE0mul+ST86gJAAAAgI2xEIfgLVdVl09ylSRn7aLJdarq/Ko6t6oeUVULEaQBAAAAcFELF9xU1QFJnp/kud199gpN3pzkGknOS3Jkkhcn+XaSx6+wrhOSnJAkhx122FQlAwAAALAbCzUCqqr2S/K8JBcmOXGlNt398e7+RHd/t7s/kOQxSe66i7andvfR3X309u3bJ6sbAAAAgF1bmBFQVVVJnp3k8klu293fWuOinaQmKwwAAACAvbJII6CekeRnk9y+u7++q0ZVdZvxHFGpqqsleUSSV2xOiQAAAACs10IEUFV1xST3TXLtJJ+vqp3j392r6rDx8tJJnG6V5P1V9dUkr05yRpLHzadyAAAAAFazEIfgdfd52f1hdAfNtH1wkgdPXhQAAAAAG2IhRkABAAAAsHUJoAAAAACYlAAKAAAAgEkJoAAAAACY1EKchBy2ovvd+IbzLmFVz3j7O+ddAmwpL7nlTeddwm7d9Q1vmXcJALBP+9TjHjLvEnbrsIc9Yd4lbLrPP+OUeZewqh+/30nzLmEhGAEFAAAAwKQEUAAAAABMSgAFAAAAwKQEUAAAAABMSgAFAAAAwKQEUAAAAABMSgAFAAAAwKQEUAAAAABMSgAFAAAAwKQEUAAAAABMSgAFAAAAwKQEUAAAAABMSgAFAAAAwKQEUAAAAABMSgAFAAAAwKQEUAAAAABMSgAFAAAAwKQEUAAAAABMSgAFAAAAwKS2zbsAmHX3G91g3iWs6vnveNe8S9h0D7nJjeZdwm494a3vWFO7x970xhNXsvce8Za3r6ndX9/85yauZO/94ZvetqZ2f3fsTSauZO/c541vnXcJ7IW3/8LN513Cqm78r29aU7v/vO2tJq5k71z31f+25rbvu8ttJ6xk7x310levqd0H736niSvZe9d4/svW1O7Dv/3rE1ey9372tBetqd25Dzh+2kL20lWeevq8S9h0n3jk78+7hFX99GOeMu8SNt1nn/yIeZewW4c+8LHzLmHT7Tj9L+ddwqq2H//He7ysEVAAAAAATEoABQAAAMCkBFAAAAAATEoABQAAAMCkBFAAAAAATEoABQAAAMCkBFAAAAAATEoABQAAAMCkBFAAAAAATEoABQAAAMCkBFAAAAAATEoABQAAAMCkBFAAAAAATEoABQAAAMCkBFAAAAAATGphAqiq+tGqellVfbWqzququ+2iXVXVX1TVl8a/J1RVbXa9AAAAAKzNtnkXMOPpSS5Mcvkk107yL1X1vu4+a1m7E5Icl+SoJJ3kX5N8PMkzN7FWAAAAANZoIUZAVdWlktwlySO6e2d3vzXJPye55wrN75Xkid39me7+bJInJjl+04oFAAAAYF0WIoBKcpUk3+nuc2emvS/JkSu0PXKct1o7AAAAABZAdfe8a0hV3TTJP3X3j89M+50kd+/uY5e1/U6SI7v77PH6lZOcm2S/XtaZqjohwyF7SXLVJOdM1onBIUnOn/g2Nou+LJ6t0o9EXxbRVulHoi+Laqv0Zav0I9GXRbVV+rJV+pHoyyLaKv1I9GVRbZW+bFY/rtjd21drtCjngNqZ5OBl0w5OcsEa2h6cZOfy8ClJuvvUJKduVJGrqaozu/vozbq9KenL4tkq/Uj0ZRFtlX4k+rKotkpftko/En1ZVFulL1ulH4m+LKKt0o9EXxbVVunLovVjUQ7BOzfJtnE005Kjkiw/AXnGaUetoR0AAAAAC2AhAqju/mqSM5I8pqouVVU/l+SOSZ63QvO/T/JHVXVoVf1kkgclOX3TigUAAABgXRYigBrdP8klknwxyQuT3K+7z6qqm1bVzpl2z0ryyiQfSPLBJP8yTlsEm3a43ybQl8WzVfqR6Msi2ir9SPRlUW2VvmyVfiT6sqi2Sl+2Sj8SfVlEW6Ufib4sqq3Sl4Xqx0KchBwAAACArWuRRkABAAAAsAUJoAAAAACYlAAKAFh4VeU9CwDAPsybORZCVdW8awBg8VTVz1fVj3b3d4VQwKJb2k/ZXwFbwfJ92d5+brdj3GSClh+0tEH3srPhu59g3+ANNlOqqgOT/GGSN1fVZfeVEKqq9p93DfzwmX3vtK+9j9rX6t2VqvqJJM+pqkP2lf3VSvblbYmtw7Y3f1W1bdyXVVVdvaousfxz+3rtkzvFfcnSE6eqLjE+gH52cFRV+48b9JWr6pFV9ZCqumcyBFLz2uksfXCoqotX1SWXzdtnd4QrvQna1/qzL32o29fu2z2x7EXpmKo6qqouPu+6lttXPwCs1b70vFiPqvqp7v5GkhOTfCDJ/9sXRkKNz4vvVNV+VfU7VfVj865pPbbq9rQry/fV++K+e6bmy1bVxarqoPF91CI/T5bea106uegXkfuww5P8WJK/3Rf2VyuZ/bxSVduSXGLOJe3Wvvic3RtbYZ+1Fsu2w8vNu55ZW/U+X66qqru/Pe7D3p3khUneW1V3qKqD93S9+9QOcV8zPmhdVXdMcnqGb3BPqqqbzrm0hTC+Qf/ZJG9P8hNJrpPkIVX1gnH+pr8Zqar9xrquleQlSf6tqv68qu4wr5o2wkzY9+NV9bNj//ap/iz7UHfPqrpjVR09M39hXgyWv3mrqoPGy1tmnzs+V5ZelN6Z5ClJ3pLk0VV1/flW930z2/5PjAHZjZbNX5jtZk+M/Vt6Xjxo3F/dpaoOnXdte6OqbpLkUVX1I939ySQPTXJektdV1eUW9UPdzJu1/ZP8R5LbJdl/EWtdybLt6bilAK2qFvoD6J4a+9tVtb2qrlRVV96XXheTi7zXfEWSV2YIa6+99AXBnEu8iJnt7BoZ3mf93Lxr2kBnJnl0ku8meXbtQyM3k+89Nt8e9wEvSvIvGfpxu3nXtpKZ5/DBVfWjVXXAvGua0grvLw9Y9LB5TyzbDl+T5Liq+tF515Vc5DE4ZHYfu4j72z219NoyXv3dJOckOSbJa5L8fpI7VdWP7NG697HX2X1OVd0yQ5DxO0mOSHJYkiOTPK67Xz/P2uZpfILun+SpSXZ09yOr6mIZ7qNXJXlJdz90TrUdkeTNSZ6c5E1J7pXkpkmO7+73zqOmvTEGBd8dQ6eXJflikqsleWJ3nzLf6tZm5g32fhk+1H0zyYFJPpvkpd19+my7+VX6gx/gkrw4yaWSHJDksd395qXHY5417qkavlXfObNNVZI3Jvl8d/9aVR2T5HkZ3oA/o7vfNud6l7aba2Z4E/2fSW6d5LlJzujuf51nfRtl5nnx6SSfS3KzDPuu53X3O+dZ256qqsOSXKy7P1pVl+zur9VwaMvTMryO/lJ3f2lRn09V9Yok/9Pd9x6vH5phv/V/3f3tuRa3gtn7cdyezsywLR2c5KsZwuWndfdX5lflxprZPyy9Np6b5CYZwvRXdPe751rgbowfOr81c/1GGYKn30qyM8ltMowcvGV3v30RnydVdWS+/17rb7r7gjmXtNeq6mLdfWENo4bum+SEJO9L8gfd/b+L+DisZNwHvCvJxzI8N346ye8luX93v3Ketc1a9v72qUm2Z9hXvba7Xza2mfv7wo2y7P3lPya5WJJDkty7u8+Zb3Ubb+zne5N8JMlvdPeFy+Zv+mO77DF4RZLLJflakqdn2O6+vpW2uSSpqjck+UqSx3f3u8Zpj0xyiyR/l+SV3f1/61nnlkpLF8WY1i7dt7dIcnp3v7S7/zLDDvJdSe68Vb9R3J2lZLgHS2/CLzlO/1Z3n53k4UmuXVWXmVOZ10ny6u5+YnefmeSWSd7R3e9dlPR9PcYX5ytlCPb+urtvlOROSR5TVY+eb3VrM7Mjf1WSj3b3jTM8ty6T5GFVdf+ldvP+9mHmhendGb4BPTVDSPPaqrrZvvRN6Kzx+fjxqvqNmfDpBkk+0N2/Njb7rQxh22WT/F4No1jmZtweLp1hBOqTu/u4JDdMclCSu1XVledZ395Ytp3fM0MIeFx33z9DaP5jSY5boe3CG9+8fWoMn34iyd9U1V27+7+TPCDJpzI8n5YOb1moQ8ZqGPFYSf5hvH5qhmHrL0hy4iI9HlV1ufr+KMGl+/ExGfazv9zdN8twSNE1t1L4lHxv/3DZJC9K8tTuvk2Su2b4guYetaCjCKvqbkl+c9y3LTk6yT939yuSvKG7H5zkL5K8oKq2L1roMY5SOTnJ08cvwnZW1W/WMLr5p+db3Z6bCZ/ekeEx+XySqyc5rfatw/EemOE15de7+8UZvjjfL8kzq+r28y3t+8b782pJXp/hS6bfTvL1JA8cnycL8b5wb9T3D1Xdb+b95X9keI15RpL3JHlTba1RhEvuleTs7r7L+Ny6d1Xdp6qOT+ZzFMey9/jfSHLvDCHzA5Pcp6outa9vcyt4Z5I7ZNgPJEm6+zEZnncPTHKb9fZ3X9gJLrylO73GYWjjC/0Vx9mXzPBhbOlN9bkZdhy3yfDN4g+NmW8bLzd+qEiGF+erJbn0zI7kYxlGt8zLVZIcmiRV9Z4kH+zu+1XV5ZPcrqouNcfa1mVmh/ALSV7f3U+tYaTZn2V4sf7jqnrU3Apch3GbeUeS+42T/jrDc+u5GT7U/V4yv8MKl30IPjHJ+d39a9398iQ/leTCJG+oqmP3oTeh3zN+u/FXGU6ueufxfn5/hg/VqaonJblxd18pycuT3DbJHWvZedQ2w7IXwsowguNFSdLd70/yqCTXyrAf3ifM9qnG4d8z29BlM3wTurSffU+GN6YPqKqr74PfxM0+Nw7IMIrwjlV1++7+XIYQ6rwkrx4/XH9nHkUuWf5c7u6dGb61Pa2qXp7hA+h9M7y2LcwhXuN7licnefzSt7rjrO0ZXh9SVc9J8q0k96yqy+zL4cCSZfuHiyX5QpJnJUl3vy7JEzJ8wXH0RZdeCNfPEDrfvr5/Do4Lklypqn58Zt9wapL/zvB4LpRx9NaHMpyz6nYZRtz9SpLHZ9we51nfXnpIkp3j6MfbJvnTcfqzajikeOFe/1e4v1+V4XUyVXVakmtmOPTmI0leXlV32twKB1X1W1X18JnrF8vwXHhWdz+hu9+e4f3uQRlC2rsm+9bpJmaN73v/vKoOndluHp4hHLxLd///9s473I6q6sPvSiGE3pFeRGpCF0SlN+lNisAnHQRBeu9FpSpNem9C6NJBQAQBQToBQREQKYqAqAgosL4/fmty9z3ckHbvmTnJep9nnpwzM+dm7Sl7r73avg34FJgcOWW+Xqe8fcAHwFJmtrYpHXRfFBSwW7sdnC3vyDbAC+6+cUSeTYPG+fWALSojVDvl6y166nvd/SDgaODM8rq7+w+Rbv3gmLa3UR1gpxKD/XSo4ODG4R34dRgqbkOetA2Km3ML8DLQuGK9fYV15WhPA9wOHGJa3eh45F291MyWM0VZ7AC8H1tfyzVRD7svByY1s7eB3xXRHaegge0/fS3XuFIo2JMCuPtZaKIBcAfwmruvg8JHD7eIIGoKpijC1k7wb8AV7v6umR0ELOruQ5AF3oC1raYItZj0f2pmA0OZvhp11pjZ+cDXgRmRAe0eM1upaR7pURFGj+OBfYCrwxjwH+BhU+HxWZD3EWRAvhg4Mc5pK9HXfMnM5kMKzIyoX6mO/wmlFSzQbtnGlmr8MLPvAYvF+3GRKb3wXmAmM9uoOs/d70FpeB31nMEID+O8ZraGu/8ZOAj1u5u3GKE+BI6tU1brXoh/qJnNEuPK0eh9+Bmwgrs/jyK3ZjGziRviHf0vMpTNjcbkqs99E1jBVI9xCLCUK2J5f6TPdLJxoOofZjCzWYFPUBu/AyOiDH6LalM2MqLA3fdA7/yWwLqhSz2N+t3VKyMHGjMHUq9DDxhp/cPfo/SVLYG7QidZFRnMOi7avOB94C+gvgzpKNcDKwOXW9SEqlG+blj3um/HmtliMal+ysyWRlkBy0W/+zRwGPBsTeIORxHlgCLO0DzrHDPrb2YPIz1rTWA+4FBrUMTWWLAkMmwcaGYzxXNzGXAGgJldjNJsJ0ULddxnLXUuO4WRGD6Gofu7FfCOuy+IDI6v00bdxszmjnekv5l9Cb3TZ8ax85GBdlY0F9kPGT+bMMaPES19wWlmdqKZnR4GtcNRVG23mn1h+H11TP+vAb0p+ISImS2CvDgTx7/7oU5vPXf/APilme2DDCzHo057d+CvoViP9xST80WBXZCnbgdgkLtvbypY/HNkjHI0qVi98uL19kBtZl8DZnf3YRHSORTltn+ECqxdgGopTAG8bGYLognQ/MBXq9DKplq3rSsnfhrgRDO73t1vcvdnzGxxoL+7bxan/wnYEHm7aie8t295Vy0SA1ZHE6Xh7v5SnDojcGF8XhS4BzjYxzAHuZdkLiMH7kbh0LcCfzXVRFoY+Jq7f2xmDyLl6M12yzkuWFcxyP4oD/xRwgvq7r8wpVMsiSaxv0N93NLu/tcaZDWkBJwHvOLuu5rZD4HNzGwndz87Tl0YeXM7BlO60EaoxtNSwCPxXk+Bag1ua1op5hJk/FgQaPs70UusjlLv1nP3m8zsWFSI/DvR/d5sZhsD79YloHUvxH83qsXxAYrmONzd745jk5jZXsBeaCL3UV0yV8QY9qGZnUWMucBhZnYU8AvgJKTLLOPuH5nZrsDWaLJTa8TZuBD9w0TIa3uru58Yz9ZGZvaOK4UNZARpXP9gXbWfrgCWQEbBT9z9SlOkyl7AN8zsRVQA/xV3f7w+ibtNar4CrIOiUy5195+b2dVIF/wgTj8A1Ur7e03ijhEt43/FR8gQOLO7vxE6480oauIt5Bh8r92yjgzvSil6EhkxPi72/w/1sUuZ2bzAt4Bvuvvf2i1n9LcPx+cFgfXd/UfAb+Iar4fq7m0f5zyEnDC3tFvW3iLGvgHAJqh/PsbdXzaz10K/nA+VQgCNQb+nxjFxbLHudZWOQFFdb7v7Ga4MlMm9q0bc9kh/e71Nsm2HDP1Ho/nhje5+qJm9bqoZPDea839kZo+geeT1TZ0jfhFxDwzp+K8g49+qwF/MbKirXvOnwP1m9nUflxqj7p7bWGxogrMCKnY3OPYtizruR9HDWJ3bH9XcuQ8ZWk4r/07dbWnT9ZoOeX93R8aDFVDB3LNQJF5/ZD2eF+gXvxnQB3IMRhPT65ByNjvyVJ0D/AgV7/wJispaBxXIvAh1OgOr+1n39fyC9vWPf+dFxXrfRJb61WP/7EjBOBkpsM/25fUeQ9kHAs+jjrva9yLydr2BJth7xv5zkCHnIqTIDalZdkNGyhNa9g9BnvS10QoSLwHT1P2cjGUbKwX1YmDbeI8+Bb5dtPU2VBhz8QbIuxxSBBaJ/mdvZBx8DCmkT1TvdCds1VgBzBzv9WvAIsXx+dCqJG/FWPM8sFjdco/J89XDvn2Q8Xm9+D4n8jreDnzji37bzvsS7/jlKKp5jehjh6E6XP2R4eZhFLVZ+7UOufsXnyeO/ulG4KDYtwEyZA5Hxv4/dtLzNBrt3yrekVlRgeWjo603IwPck3WPiV8g+2bIOHY0Wljh96hAL2iRhR/FPTuyfE5rkrXqtxYG3gm5ngCujXswKI5/I96Zp+nStWp7r0ezbQOqNiJjYNknXYn0liVQlNe2yEDQyPEfpT5e28P+udC4fleMObWP7SHX0igC5ohi39bxPiwc1/8XdOm3jX6WRtLGfsXnb6P545nATLFvyejDVkDF7p8Bpqhb7rFoZzVv6Rd9wx1Iz7wTuLg47ytofvZ2O59DtDDF+dF/3dxybAlk8PsGMv4/BcxW9zUdx/auV7YTLcoxYq4Y+w4GFhin/6fuhnb6BkwS/84cHfVSwB5IidluFL/tuA5xHK7TgshbX+5bBHleTwGmb9e1QUaY05ByfTJwaHHsy6E0HDmS3zbW+FTIOC/yHu6GJnDXo5o8a8TxnWIgu4YuRa8RhlAUxvqXGHxWBs4t2vT9UILWQcXHj0SK9tCaZK0Gzf7AMiiy78niuCHPyKXIiPYKsETd13gc2rtCD+/wHsgItWZ8nwitXNZu2Solc2Cxb1pkoNw+vk+JJps7o6i/avLQCe90NYnrF+/C3miydkm8J6ViMAUyfExbt9xj0c7ZgXVa9u2PahCtE9/nQZHGjRg/kePpouL7JchwfiNKlZg6+ojGTTyjj9oWOWYGISPUTcABcXwgMp4vDsxat7zj0M7POVmQznYlsG58nwHVuDkYedgb2T+g6JlfEQan2Hc8mrht2tN7Ufe7gqLJHgX2je+To0nkr+NaG1oc4vDiujfS+Fe0qZw0P4gMlq+g1MjKqHZ29AUPIQdsYw24aGJf3Z+JKXTCGFNmB75Uo3w9PdfLIgfF0fF9EmTAvAct9tQRhswvam/Lfdg4+qwzgZniPboQOdX+hDI0apd9NNs3EzLslLrNRRRGUBQo8CFwQ3yfDDnZxsnwMQYyltf+YjQ3vBBYsDyO5lPPIYfnknVf215o9/ooOhikwzyNdPtBKIqzV8bE2hvaqVsx+AxECvFLwHdj38wohPB6YKvYdzOwcvH7Rkz4+/D6WMv3KWMg3qE8jpapfxs4qp1yoaLQZ4VMN7ScsxKq0TUH3Sd2HXHPUJTZNcX3hWPAuqMcoGhI5FMP8i+IQmtfI7zxsX86VDz9/LrvR3Ht+iFD3urIK/1vIkqrOPdLqD5SbcrbWLax9R0eEoPsUsW+KWPQ/QxYu2Z5Z0PG7D2Kfdshg2aPk//eGkj7uF3lpHkAXUr1DHQZOZaPfevVfR/Gon1Vn2zIsPYCsGHLOach72Pr/rZPLFr/z7gPi8bnk9FkYBAyjr8X96eREyDkvf0PmvgPim0nZIQ6pGljwzi2dXakl5WGm6OAp7/gN43rH6LPHd76nsc9ewWVN5i02F9X5NOICXSMgfvF94nQ6lGXIs/688i5VOpajbvuI2mjIWPgxcjIPABlQdyCFtYBOdXmA2auW94vur4owuPXxffKELgvNRvO6JpvfRkZLHcnon+R8+9jtDw8aE42Cw3Vb0ezvWVk3UJ017k2RPOmnyFHbH/k6JypbrnHoH394nm7DTk2Kx1gc7qMOxcjo+6KaI54Y03PXCXbTMhBcTYyAi5enDsAGcca52Qa3Xa27FsZZXddgxwH1bXYC+mcU/XG/51FyMeez0Arebj7H5GSebCZbe4q1Hc28kjtZGav6FS/u/qxx90cH7GuguPTm9nMUdfnfeQZXtHM1i3a/yYyKuxrZlv2sVz9Qi5z99eAY1Aqx9Rmtmlx6kto0vofL+pPddA9G4g82lWdj6eRMXQ5VHB8DRixfK25isvWihUFSt39OWAVVEtltWL/35HH9KumIp613I+4ZtVz8T202s0dKCJlR+AHZrZ38ZO33f11d3+r3bKOLRarrLXs/hvy4q5sZtMDxHt9PQrff4k2UxV5NBVB/xAZADc0s4fNbDOk4FwLbGdB+XtveC2bovZWv6iVchNa+W0lVw2OXVBExG5mNgw4FxnVO4Kqll7Uq5sSeUAvBvazWL0ouA+lFu5W/t7bXMg33ouqPt1XYkz5m7s/GfW55gN2d/eP0bP4Y2Cfdss5MqylyKtrtcR1UCrUgagG40UodWVlFEHbsbS877Oh9P+DzOw6M1sZLczxbNT4aD2/Ef1DDzK9j6JsdjKzmYtDw5AxcaB31VOqTW8J/WImZHh6K+QDOcP+7O7/hyY4/dC778Vva7/uJeU9aLkfCwEfuPtWIfMZKFpgNuA6M5vW3Z9x9xdiXlA7Ra0dM7PFzGyxOHQY0N/MzgGIcWcHFDH8Tl3yhiyfmtkQ4AFUj2Z1tPjJdu7+EOqr9jazH8ac7PV4/vo1Qb8dE1rqCv4GGWruNrNzzGwad78OGUCmQQbcGdz9T+7eMXVFYzw8EDlodkb3DzTuvGBmWwMLu/uiaOz/LTDYzGZrh3xxD6p6VHub2b7Ap+7+KBofPwD2MS2UshWq+fqxu3dU7a2ynWb2AzPbzcwmCVvFY8jYuScwjakG5MEoY6h36oq209I2vm0oZLgMFzwQTcI2j+9ToqiBTYtzGukJ7cVrUub7v4yMcNejqKIpkCf7HpRKdSPwxzj/VOCMPpSrsuDOiizqX4nvMyOl4XpUw2d2VF/ot51wr+ieBlZ5TYYgRXSXlnOvRREiZxDeuSZsdPf2TAxMHN8XREaPywiPLpqAPtAE+VENrceAVeJ7PxRBsBmql3JI3TKOZbvKkOgL493YCoW3L4fqjZyAIiX2QNFq09Uo7/So/s6qxb4j4j1+BeXk31Ac64hIxkLefqio9VUoNPrgeL9XiuMzIY/w8dSUjjqW7ar6rhnQpPQYZEybGjgUpbVsFeecgwwldUY9Vu9Ff5RS81S8/9WS31PF/io1+PVqnGnSFv3sji37VkURpz+ma9W0bejstLvq+ZoKpaoMLr7/jK60iYeAs+qWdxTP3DejD94rnrUlkUPvcrQIx0Qo6mabumVukf//KHSpeK6upqscwM+ir/5culETN7SwRvV5q/h3gfj3WOCp+Lw5clLfSoP0SLpHbj+D9POXiNqVSDf+LdLdb4pjtZcNiD7pEmDvYt8OqPZO9SxVNXgPq1veXmivIcPL5Si6ZiY05l+ADE4gPfMCOiyyPmSvdPxp0TxwGN3rp32PSGtHUew30KbaVnSfjzyPghR+j+q3rR3HlkI1UIejYIXa35FxfNaeQfW2Xo5x5Gtx7MS49nfHdejVGpa1N76TNxSONxy4sth3ICoO+Z3qJSuONWYg6oNr0b8Y3KZBYcnbo8JsR6ICrKvFw74kUgunKLYAACAASURBVNB3I+rFoHDsn/SxjAsir/R9MVBtGftnRoaxf6IIm7LgeGPvGV3K6dAYnK8gJuFIAXoXTShWREaca5Cn4d2mdZhIIfplPDenA8vG/oVQlNxbaFWmx2lAjjUyxnwfLbd8ZMuxiVAxzKfjXWi0Ut0ie5nudT8yepyEjMbHo4nckshgXBmSay1KilanPCue7w2K/YOBdZFX7V/AXnVf37Fs3z5EPn58PwutbPcJkdYd/W8nPWfVWLFQ9P3DUd26g5DjZirkefsPMr69QJdiWEfaXVmwex80MZg6xorbgU3i2K6obsWvaWi9F+Q4ex/4Ycv+tdDqXccSxppO3Yrna2FkyLwHpXPsWt3PuH+7oiiDj6t72LQNeaH/joywNyOjwLKo2P25yBv/IHB78ZtaC4637HsMOK74fkXIfBvSlWt7r8ewbesi3WkTFGV6anFsMmRsWi6+7xn3be665e7p3qCU29OQU3hlFOF0SnF8U6S7N6KYcryvd1djOF267zHIYFY5KL+JDH+r1y3zOLZ3ebrPK09DRaBfRrr8zNVzV7esY9iufsW9mwhFE12Oxvl7gRXj2P8hB88d8c61dSwNOVcFjmm5B7fTVYtycmAxtKJ67dd2DNtX6vnzEHNvZOi9KMaZr8e+KdE8pted/rVfiE7cigFzAJqM/Ra4ujh+IDJ0fK1uWdtwLbaley7srCisvYw4mAN57R/m8zU8Jo/B+j0i97eX5SvrChxIlwK6I7Jc7xjfp4uOfd+ig2xs7jhdCvZMKC3qjNg+Bf4vjq2Eai3ciKzblbHvfiJ6ogltiM+XodSbjaOj/yVdxrT5kYJ0IzWt8EHPedIDkafmXaK2WXFsorpk7Y37Eu06tti3AfKEnER43JBSOGkdMsb/P6j4vBDy1lxPsQJpHJsOGcPPo6W4ahO3VvlQVGZlkD0fGTYHxXv8GUVtwU7aUJ2Od5Ahd240mbgjxoop45z5oh8bEenZRvnmBH7Qsu/O6KuGFPtORJOjDeJ7PxpkwOHzNasGIuPFi0TdlNg/PZoEPE4HFrDvod0zoQnb91Ctqy1QMfuDW86bDRW6/ynS6RpjCEGK/z3FWDg43vk1inMWBr48svtdg8zTUkyMkeHmGopouuiPG1vovYc2VTrhIfEM3d9yvD9Ki7o7+rGPaJDxqUXW/ZAxY4Vi3+JIB++zLIQxkK8/3RcTqa79oUjHnbM4tjpwVfkMIafZLu2QtbeerZ6ef2CZ+Pck4Jn4vEO8/z9t+jvT0papis/V3OW62CZGRpBbkI65VBxfDUV5tT2KOMaDz4ArWvb/DBlnNqElwKRTNrpHQe6O9Jer6Qq6GIQCGq6P96vPVoqu/WI0eetpII+Oen9CQYvO8qvICHVJcd467ZCx7g1FN5Whk/OiidEbdFeS5gAOQKlJZTH2/0MpVb0eRVG8aHMgb855Lf/3tsh4U62SNX35ctZ9bUejfTOjaKF9in3fRUaobeN7axTeXijVYpaaZS8t8INQNNwU8X0BFCF3L10RHvMB89Ypa3TYuyDv4aJ0ed0qY+a2dT8TvdTepWLwfY0ivBt5dK9B6VLz1SDXxMDXkbFpaPQ9XymOD0HK2i2EJ6049hUUZdOYQrAt8o1Ie2zZXykFA1DkyqN0rbx6HIpKa8uKMH3Q5kWAO1r27Y7Sog6ky9A5IvWtnfcDGS42aNl/XrwbrY6U41Ck1gY0yMBJ93SCZZCiP1nsWwuNx5X3c9d4nmpLp+3ltq8A/Kpl34rIObhsy/7lkbOmNoN6IUsZqTIzMjjPgPSYV+la8avb6petv61J9qlQVOBwpHN9CXnQnyYiznv4TaMn0nSfsJ2CJsnPI8NaaWhbE60k1+upKr34PA1GCz38iWLlzji2aPRtJ9Uoa3/kaNyCwsEUx1ZBjsnD6HLIXAwMK86ZEUU897ozuw/aOkXLvbHon+cu9k2LDB5D4/tecf8aadwcSTunRNGB5YJCE8d9Xq7lvEfQ/HH5dvZlrf9X8a6/T4vOWD1zdFj0Wcg+orA6Sr99LO7NB3R3qk2EDFCXEfpmn8hT9wVp6lYMOjMio9PGyGN7NLIW7kNUvEeTg12j8761p78zvm/IaLBkfJ47Hurz6J4zPzcyOPVv+e3UfXj/5kfh9fejNJzjW87bGnm01u2kexYd5A7Ia3V9y7Gt0NK0uxX75ohn9j3qT5kqa6n8CuUff0xhwIn7dhTyxq/QAFn7oRSOO5DB9Pa4nlPF8e1RGPF36342xuZZ6mHfCvFe7N2y/zvIOzJDm2WcAk3wn4r7cBdKmf0ZMEdx3vIoIu1huis3a8X5jauXEP3iPnTVdjAUln4dWsxitdi/cLRrbWQceYkOW3WF7gr315HiM3/LOb9DdXkOBWZs/V0bZJw63vdymfUti+OnxLO0UMvvjqJB4fh0nzg/iJTNl5D3fKE4tiLw17jm79Q9NvTWsxXfF0NK9hLxvX9ci9uAjVrO3QSttNQI41v0v9WzfwUq1PsaRV1BFG2zZgNk7bZ6HTAXSv2v6nyuh+oF/pYOWqmrak/x+UkiLYquUhsb0VVbbDFk4OmziIGxkL+bo6/ah+q73YqcaWUbF6YG51KLzKsiJ8SGfN4ItQmqS/lGvMeP0RItRR9OmHuxjdMhQ+3Oxb5Kv3kQ2LfYfz/SNw9AxvM56pZ/DNs6NXIs3UexQnTcv6tazt062ngqbXIGtLwjrUbBy1Ed2tlaftM4PXIM2mvIkX5kse/sGP8WLvZNRB87bGu/GE3c6FLcFomO8H7kefo9CgG9BOXe708oLChq4Cw6tPBwL1yzw5EBbun4Pn90mt2MUMX5I2pG9aFMM6EV9rZHiue6aKWsQ1vOW4uGe+FCzsoYMmUoOlOg9MWXgO1azt05ntvqN4NQBMWcNbehVFYvQPVflkVeq4uBbxXHh6CQ9zkacO0vpbun7VHkBT2IrnShrWhg0eFRtKuMkBiK0lGqCIm1UTTdvi2/aWsBeJSm+wKa+A+KZ/uWeK8fRwrp7MX5V6IJT7kM+DdoMXQ0ZUOTzX+i1LNpUcrN5dGG45AXbpNo++VIkXuFhtVxG0UbK2POwJb950R7yvt3FjKSXI8mem2btKJaLk8iL3tlXN4Y1QnarzjvDOTQaKSnvXj2+yODeTVxXgkZZa4hjE0xjny1nde5D5+vyekqcDsNMoL8mCLiFxlutii+D0AF7oe0S97RaM8w4LL4fHj0AecUx39TjkcNuO5fQmmOCxbHFgW+jXTnu1HdulXK33XCFuPHerQUqo/++gUUrXNMvFdtdcyM5r3ph/TwX6AIx7Vi/w7Rxx5Gw8pNIEfSixRGKLp02YEoEujrRT/XKPlHo31TxBhyFTK6VIsDfRkZB38PHBXnfjPOu52G1hUcjfZOg/SZ3xAZG0gnuxU4vDhvV1SDsC0ZGi3vyDDk+LqIoh4g0rneoAHzkF5q51porn5Dyznnonq7bXNC1X5hmrqhlI2/I8ttNSHbGYWk3Y4myxciS+0iKDS09E41Jgy/j65PT1ETx6Hc96qC/vxoongtbVbU0UTiwnihlir2fwtFqhzcw28arxQhb8LNwA/QilGToZXIHiRSCYtze0zrqXtDCt3x0dHPVDwrF8e2enHuRA2Qd1oU9lx5pC9A3qoDUSj70XRgzRS6R0jciyLRHkQpdlU0ztrxTh9el4woLPu+lv2/Q5PmmZHifzkySF0e/c2ICXjd13kU7ave0VVQvZofAue3nLNTHJsLKXKz0EEeOLqUnwVRNMf58c4YMnhejKI7joyx9YE4fztkjNunnfcRRfn9Id75gciosRuK5jigOO80pMjVbtjk89E/lWF5KeC0Yv950WddiSY1n3MOdcqGok9OLr4viiYQjxPOQWRUfxLpbachR8KTTewX6O553wAZByrd8wQ0QXoCReFeM7J73y5Ziz52YWQseAY5vc5uOXcGZMC5D3i87us8Fm3dOd7zx4HpW47th1LyHqOBDoG4Tw/Ec78GMpq9ggw8g5ER6t6yX2vKRncj1CTF/qpWUCP129G5J/HvlHTpwbfTFZU6SbwvLwEHFr9rfGTXyNoan6dDusyDwPdj3zbIOP1ijE0f0uYIPKRjPhbj4crR195HsVIsWhFyxIIJnbTRPePkPOTwPyCu9cot5/4cpeUPaotsdV+cpm3FzTqIWBWC7iF6a6AUvGPjZboB5btf1fo3xteNrgnFnCjvfdHiup1IdyPUUFSXpa2DRHTim6EolUtbjq0WCsXWdV/LMWhP6wom96DaQ5PGQLY78i7sPrLfNWWLjvA30QFuWDxP86PJ6XWEp7SO69zTIIMmyv2RMlottTwRKuZ5Ng1J3RjL9j6EDDeDon97Bk12KuNgtQpTLeleKELoWWD9+L42mkRXdRFmQ8bm61CR6MavYNly/au+c1VkaPoXxQIWdEVFbVq3vOPQzoXiGToJRTXehoxRVdv3RFFPJ1DUrUMK6qw1yLshmqjtF+/9ZNHH/oLuRqgTqdkA1TI2bIPq0NyCUhgXBr4ax04BnojPe6PUu/PQRLRx48RotHtJNI7/CBkJn497tCuaMPwMRebMgZw0ZyIDb9U/NMoIRffo4IlROs5Pin3zIIPiwj39pk0yTtfy/cvIeLwrmsitjlJozu/ht4ORo3b5uq/1KNrYU0Hog1C90LVpcYrRRytE9VJbvgbcVXy/Eo33A6Nfq1bsbXsfO5ryV0aoauWxYWiCXL3DndhvlSmPk0Wf9DZR2y32D0JRme8RzvJOa+tI3qPKCPUwsFPsmzrer+3bNZbG2DhPfP4e3bMbrgReR4b+sixIrXVzx7KdpW5wGFH3Dc2PD4k+bY2W37Qv4rzuC9TUDVmlq5vVr+VGHoBCbyvvVLm6R+MnPb10fYZEp/kUsmCfQJdH7IRQQpZr+U2fXRu6jBgjVtCIwXU95OE5peX8pekAazZdE7RJWvbvS1jpkbI6ZXQo5zRtoBrJQDQAhd/ehoyU1f1bCIUit7VYNDJilOkD/VEkxK4o4qSq83A0cFh83gVFQ81Y9zUew7aWRdW/RlGMFKUXv4iiPX5OlxGq1oKLSBF9PvqWd+kqTl+t7DhR3LPGr2DZeh9a9i1HVyTUjMX+mwmvYadtyDhwG3BEfB+EihL/LfqAnqJp2+KB6+H/LY0A30ZGqH3pboS6nkiPqHuju15yNaqpdzpKO3sXGWI2iGv+c7qWud493qXp65C7F9pdjReLIUfGhcBxxfFVUJrh6fSweEVPY1LN7VkSedjXr8Yh5I3/JSNJiaDN4zxKmRlGYUCKMfKnxfcnYux4imJFtaJffgDYuO7r/QVtLFPSFyPq78W+Y2IMWpMG1Xlqkb+1vuqawK/j80XIuVTpx1vTASv1orF/eDxTLxbyN36MH9n9QbrXXmiF28HRX18b96SaR02MHILz1C33WLSzdeGeo5AzxGIcrYxQP6hBtqpe88MoiGIIXfWLz0flNWZH0Zx/oKjT1akbiu66lXBexH2YAmVxvEzLytFtk6vuC9O0LW5Mv1Bcrij2lZ7q2VDBzkVaf1u3/H18bUrl/KDqxUSRRtcjw0HVeZ4L3Nv6uz6SqzRenIvCWTdHRpn+SKm7i0JRKn7b+EEMeQj+2tpJoInRH1AY9aSxVc9oI57FloFoS1SHq4qOG4gU7NtjEOixTkwbZJwIhUI/QYT/IoXnbpTq9RhRcBx5aT5DhpqPiSicTtmK97M/ioJYpOrHgJOjrYNQVMG7aNLa5/XaRlP2b6L02aNb9remHzXi2R9FW0pFdFtUZ6iqJ7hGKAXnoIi778e96Jj6YrSkQCIjyLTI8PwYSon6GnJUPFj3PePzE7eqH92U7kaoSZED6uc0KO0WRf/9hqJwKzArUjrvQrWfnotn6kfAW530PI2kzdXYshiqkfQXui/3vSpSvC+lAWmSo9Gek0LeR5FjaUlkzNk4jtfSBxfvwkwosu58YmEQNImZC+nHvyRWgo52fEoUuo13Z6EYOxu5amfRzn6oYPqdyNF8C2F0Q5kPT0V/1lQjlBX3Z2pkNHsWeLA4Z39krO6IRSxQFPSv6WDjU9GWfvEMXUpXFM4USAe9BtUSbZSBfAzbV75HT6Do7TuR02ln5JCaFM1bnqPNjrXor+5DARS/B+aK/dUiLzPH91ORw7mRKyePQXunirHlf0QUfXGPJo82Pksxf2ybbHVfnKZuyBP9GbH6Dd1z3ofGg7pxUwehPrge1URirhh8TwJWin2TICPPjchwN2KpxzbKNwSlePwUhRo+haIIZomOcD1U+2GPuq/lGF7vKsLjMOTp/VbLeb9FRT7LVfwaMQFvGYgeQ4r1r5FRp+oIByID1EN0eX7rqGmxNEpduRdFkp1eHNsJTeS2ju9bIqNA4yc1LW0si3JfAVxc3J8pUZTKN2PfQSj9qFG1hlD++nMoOmXiuuUZx7YYqivyJFLSXiDCvFEqyx9QDbsj6TBDZ7RhJmRcmrLoxw4HborP0yND1MnUaOCku5H8xBjbDiaiTukyQu1NlxGq11duHQf5z0NpUKVRs5qozRyyH4mK9lb1Uzp5tbueIuYWQcbp41r2r40U7NoN6C1yVWPjPMgQO318nwIVtX4epUz+nRbDWpvlrJ6pyYB5kXH8bqTnlauMDomxc+r4fk5c+1bDbqPGk5G0+QLg8uL7v+heR+10pP+3ZZWusZD/28AnwGbx/TsoZf0YlJK6H5p8L1KnnGPRro6Jbh5FO06mZfW32D8Fcg7cRbFIQqduMbb/vPj+GJqr7I7mjJOhiK852yhTf+Rg3Q+lOF4U/etcaLX7p+LffZDxbLZ2ydabbRzJs/UTFHVe6filEaoWZ1rtF6upG5ocHB03bNvY1y8e4N9GB/5HFMLWEV6EcbkW8e9CaCWTh5B36xS6rMUTo+iWB4hVDqpr1gb5JkfGr3KVolfRygXHATPGfVuuHfL0QnsqpW8oqs3z5fi+bygWZVj4schg0sh2xXt0K13RhIORp/4dugw6A1EEXS1LmIdithmqr3EcKv54Rss5h1DUHujkDUVwXE/XBHsAXcaCI5AS9DoNjZCgKx1vi067H3SvJ7gksbISqiNyIYpMKY1QT9alHPRCW6dEdRTWL/btj6JUJ4t/zy+OtaUPowcDd4wPT6BUx9NQOsStxTuyMZqItj1lYDTaszwyXq5GkSpLlxFqYxRRNwAZz2pf2GEc2lqNjbOi1XyWIowa8fkj4PiR/LZRYyQyFLyEFlm4GdUSrNoyFyqyfhdwXc3XegrkNHoORc3cjoxNFwLLxjnzIb3wqBhbHi9+PyI1uulbyHodUVA87skz8e6UKdFNWu2uX8v3KdEiNa8BG8S+VeP+XIMM0Au3W85eamtHPEejaMNldAU2VI4ZK/rnw2hoTa5RtGuEAyT+PbhqB1po5CFk+HkT6aBtM6oDy0C32lvboIisiZER6iVUK/DekPPPNHBRgdFoZ+lM2xRlbFRBGIPQfPEV4OvVc1ervHVfsCZvyLBxKIqEug/lhD4QA+ykyJvQyOKDfXAtpgrlokq7+34MZAfTNWEajNJk2mF0KvOkDYVzToOMGU+gAqRrAx8gj9VMxW8bH94KLIC8n0dQeNuRF/4zFOl1D4ooGrGaWd1y99CO6QnPW3y/JO7PgTEQbd0AGVdHyvW6aBJzATIEDCnOmRJ5PTtOMWhp6xLIWPsxhSEzju2DFNT7aPhyv2iyfWXdcoyhzGWEyvdRDYifVsei77oUTRxmi/2N9LKPpH1linalUJ9O9wKfuyAHzqPI29jWYrLl/4McKlUdx7OA64tjw2LseIAuI9QGNLQeB1+8bPkOyLjc+HFvdJ4vlCrxCvKo34+iOSsnzVdRWufZdck5mm1ZEE16qijy7VAa4Qpf8Js6IoMnR8bNU9AEZmdkFPsuMtJeDiwT5x6CjMrX0SELQfQkH0qv3QNNTB8nIm1RBMF2dd2Lkchfrg63TPF5imjDX+gyQvWLraMjhztp6+k5QfrllXQZnyq9YFvaWAC6l9tZlnZ4Lcaj6eP7jvEeVdFHz6J6hW2JIo73+DMUlXl0IeuxxKJNKDL4UWBuZLDpuEWF+Hzq490xTl4b/fWAuP4/RM602lfArf2idcIWCs+usa1ftzxtbntVNO4JlC+7UXHse2gyexAt0SvtUDyQAfCnqIZPpSTsR0x4UM2Ru1FKRSMUhtG83gPRhOigal/LOeujid2pNEzRoyU8OtpTeUEOBB6Lz8sgxXY4Mm7WKj9dUTXroZoiZyKD09IxcO6Bwtgbk3ozmu3qKRx3aTRpu5aWVBxkRB5ct9yj2baOeKdD1jL98VHkVR+OPG0rFOcNRIb9F2hI7a0xbOdcaKWbSrmeDk20ty7OWRI5KirFuy0pFXQ3Pl2C6tQsHtd8HbpWVbwYGceWQpGAj9IBhkC6G6EGF/uPQvUZJ+qkd2YkbZyDSOOI76ugCc/tREo0KpZ9b5PbilYOviY+zxVtqMb7oXx+pbU6jE/9UHTWfS37fxfj97TRV/2cHhwW7Xqvx6Jdg1r6AkOpqlUNvu9G3/xHwsGMHAav0qCoYOTYOwHNS/ZHUXRrFMer+i5vUKyg2uT3Ynza6B7tPEWhA6wS783exfO1azxvHWmAKtq5PXBZy74fAz+Oz7shQ27bUnFR6vm/Ywy8LcaKPVHNrZOL8+5FEeeN7Ld6aFdPxs1+8WxdVex7Bjn9tkc65WBUCqH2vqz2i9ipGx02MeiF9m4aStIxdC/0uSPyEm9Vg0xD0DKlaxX7TgMujc+XImvviMlf3ddxDNp2VaGQlvXHpo1/y3DSWjtMuupXlBEe66CJwNzFeT8j0iRRJMQxNMiggwpdVkaor6Jiqx8i78iIsPxO2ei+os+yLe/JN1DtmCuAReuWdRza2DHvdMj7A+DU+Dwk+qdfAauU940OLXyJDDsvoYnRarFvfzQR6mnVv7ZH5cS7fD9aQn7S2Dd5KGebAU8X514T25x1X9vRbFtlhNoovu+Mygg0svDzWLRvBaKwdXyv0iavRiv+LdhyfiP6h1Y5UPrgH6MPeBn4YeyfCU3QGvG8xfV+lnC8oqjyP9FlrJ0JOTJuo6gp1JTr3kN7ZkFO06WLffcio9q9wEmx79B4pm5GNXtep0FRwSgL425kyJ8Grdp1LjKel+P8RtEfDI8+rpH3ZXzb6K4LD0NpXRcRCwkhQ8yNyDh4cTxfHVuXL9p0FUWdXbrmLP+HIpCuRJH3bU//RPruMygVdTvkUP57yLVqcV5HZDjQ3YD+dVQDcZLo346gS685L+7JafHvzjSobEXtAnTKNiF13EXnOWk81NX39ZEXaE+6p4WtR3sinnqy+O4B/ILIzw+F6SMUvfJ7GhYhNDrtQmmFp9Oyal8MZicAc9QtcyHTRCiK4/xCxmdRysfzaGWcXeLYqSi963K0qlfj6hDE8/NcPNOLhNJwM0X9h07YisG/8mI/glIe7yGWJY9B+exoX0cVJG3y1trXxD0wZIj5PVEPLY4tgDyE9wJr1i37uLY19q0fStC7KDr23OgjFmqAvJsBv23ZNzkwA1oxajWkKA9GKRF3AVPWLfcYtnF5VN/iEqRkd9TEhu7Kdeu7NA0yHFa1BatV105Bhs9TevpdEzZUbLxMR70KTYCOKPY9AFxYt6w9PE/Ph+7xLrBy7K90q1mjD2vcNR9Je34VesniyMl0ISoGvz6apF0d5w1BkSkbECmeTdjQQgmP9rB/vmjPRcCGsW8HWso45NYn96SncbBafOcqYOV4fx4ANo/jUyFjyKrESmydtPH5ect6KOXr0tbnDZW32ItYZbomeVdERqgqJXVRVIdv0k7pu1qve7zrNyHdcobYV+n3+xPONJRa+BrK7GhMX1C7ALk1a6Nr4joUGRFuRwaFtWL/eshjtzstxXHb8RKjicKyxfcl0CRhaLFvnujU25riMZbtqWScFpiz6ESWRDUhDot70R/ljv+OhtXyQIaa99Ak4NuEAo0m19si79tayDq/fyhQQ+qSdzTaswKawG2C0nCmr1umsWyHoSLQlxb73kXK90JFW08l6rjl1qvXf/24B1Uk2hBUh+A+CmMTMH/cg1uQwb8jnB1F3zUXKnS9Y8vxJVGE1+Voon0eNaeyIQ9gtSDClMh7ODzGuN8hZe6u2N6hw4w3RTtXRAbnjjMs0xVRW9Wy+lLcpzmI1MLYNyLiCRnSt23yu4OiaocXz9+8KLruERQh+GvghuL8xrQFRdr8Bzi6ZX/rKneNnMiFLrJT8f0GZPS/gmI1WxRJ9CjhNGvahgzj1xGrIdNSQy/ekdPQQi8P01BH3/i6oci5eeLz9+hucL4SRTrdRQNqn45jO8v0wv50pdyvgoxQB9EgQ0ch6wpodeFv1y1LL7Tl2njPJ+1Jr0Lzse/G552R8alRjvTaBciteRsyFLyBihIviHJlf0ek2SEv8kfAJm2UqR+KDDoVTRbOJdIKUI2n+0byu0YZa1rbFP8ujCIjHkKTno1j/zdCOX0See3uo2ERXXRNrhdChe3+QKQOxv4pUO2ni+uWdQzbtWoocJPVLcvYPFPxeREU3l09Z2eHcv1r5IlbNPZ3RM2nTtroWixgGDLCzB77Z0Ne6suAtYvz56WDDJ0tfddbKBrlzyjCbmjRL0yMIoxOAO6su40oFfXfoZydhor0nogcK0fRVWB5LRoU9TCWbe24YsOhb3xGpKSiKJU3UQ2L4ciIuVg8U8NDH7gDFbkdsQJQ3e1oaVMl1wBklH2Eok4KSsvdgZgsNLENIdOyKDr42532bAHfoTBAxb4qAm3H4h4NRBO14+qWeSTtmApFo1U6Yk+RN7vEvdqRBtR5mVA2FC33WeiNcyKH05Jx7PzQvWZH6d8vEgs6ddpG9+j6X6BU1aeA1WP/asgItT8NXCEeRXQ+F31CR64IG33wbyhWUezhnDPQavWnofn6gu2UcbTaUbcAuTVno8uLsizFFjdNegAAHfRJREFUikCxb1+U+195J1eiDcad1gEWRQp9BdUcuAblwn8LGWiq1Vga4zkcjfbNg4x9VW2kPZERasf4Ph2anA4tOv5GRHQVz0sVCbEA8DaaaJYekvWQ0t34Qr4t7Zukbhl6oQ1VrY6j6QrHXTkGpiuJKIPcev26rxTK6O0oAuhfaMXQReOdPh9FQ21ct6zj0MZZQpHbLb73jzbfjQxTrSH6dwM/aoDcmyGHynEUntBQnO+ngZ7bCWmLvuqDuB9HFM/X2ig1/Ua0MMomqF7S2XQ5ZmpzOLXqKrFvcTQRG1G7EUVCPQpcMLp/pykbXel4W9CgWiKjIXdZk2eTYv818c5/ja6FbH6KHJz9mqZLIsPrE0TNsKJNlW5Y1RDLPqz992Yu5CR+GzmU54r9CyOj1Mzx/dTo4zqyzmO0wZABZBgyqu0D/JOu9LY14vueTXuHQr5Vog/uyFXskdPilnj3R9oPI0foETQ042QAyQSJmfVz98/KfR5PLPJar2hmC7n78Dh2gpltipasv8zd74m/09/dP+0jGfu7+6dmNgeaNP8VeMndf29m66DUle1RBNQ8SCF9qGhHJ7Ae8HN3P97M+qMVjF4GjjWzz+LYi9XJcd8+qUnWEZjZgEqOuEdTuvvzZrY88lafambHuPsbqEbE/5Dy3TG4+3/qlmFsMLOfooF1e3d/xswmRfUh9o1ThqIB7GZ3/7guOcdn3P0eMzsd9aX7oyjGxZBCcCyKdlwDWNLMbnP3f9cm7BhgZlb0r3MAd7r7aWY2MVK+z0PP2qnAvmb2OzQ5+hRdg4Etf6PtuPuVZnadu/+35dB8tQiUdMPdDzWz/6KouodRZAHufrOZ/RU4BBWOHWZm11b6RzkmtZtKnzKzGZFh9suohMEGSE/51MwucPd3zewJFJl6qpnN4O5rl3+rVS9rEu5+n5ntDmzr7pfXLc/oUuioqwOXmdmM7n6au3/bzH6Bop5eMLNnga2A5Zt4H9z9X2Z2PHCRmQ139yta5NwIRRF2kg7ccbTOn0J3fwMZBU5E9+F+M1sWRT4OBr5kZpsjB/+6oRt3KnMD77n7JgBmNguKerrJzAa6+21mtgnwxybOx9z9l2b2YKfp+IXuNBty6H8GfNaqU8W1f8fdT+pprt8U+tUtQNJ+wrDzmZlNamYHmNkVZnarmR1jZtO7+12oMPF3w/hT8R7KKR9BbxqfzMxa/7aZLYwma98FDgBOMLPl3f0Td3/W3fdAoZT7ABtFh99IzGxQtAczm8PMlkaetsuj7fcDf3H3JVFKwZnI4ziCJnQklRHMzPqZ2TAzuxq428w2dffnUN2kLYGnzOwUtOLHD9z9n3XKPSFgZoPRRH+OUFRx9w+QAfBUM/sxivy4091frU/SCYIX0Ps7kbtXKWiTIqP5NmiicEqnGJ9ATgozmz4+P4gMTaCC16+4+44ovfBraCU2L5wISyHnRe0KaWl8MrNZzewHKAVvN3d/rz7JJmwqHcDdjwb2Q7WfqjHT3P1RFB21Upw3Qv9ogPFpEVRX6BQ0Cb0bRWx/iIybO5jZdCHnIygC8uE6ZB4X3P1OpHM1HjNrdbLfi/rffcKQhruvi1KINkH67VLu/kxbBR0zrkcpzWea2d6hS85pZvujPmw/d/9HvSKO31R6uJktUznKw5n3Nkq5/x6qtflLlNHwLloF+gfA9u7+Wj2S9xqTAIua2cxmdj4KEPhq9G17h2H9dnf/Y71ijpxOMz5BtyCRa4B5zWy7an8YQSuWQtGQjZgzjgxrgC6YtJEiqmgKVAvmebQc8IxI0ZsaWCY+74Y6mntQ6sgCqJPp9YinQokbgKI33jOzaZCidoa7/8TMFkeD71+BA9397uL3g1B4/n3ufllvyzeuhGJ9BjAI1Rk5FdUkuC6OL4OWl14tvh+LBq2T+irCbExo9S5Hex5AaZkXodoWB6A2nGxm86P0nIuBvXJS1/eY2SB3/9jMJkPRNd8DnnD3fczsy8D3UfHe49z9qTplnVCIaId7UOHYq1AE1I2oP33D3f9co3hjTDxblwJ/c/edYt8MqJjvHu7+rJmdhozp15Z9V0RJvl+H3CPDzBZAq/N8FRWGfbJmkSZIivG/NbLgULQQx5rAveH4uBZ41t0Pr0veVszsK8hRdjRaEfbfZrYzquM4HdJZPkOpuOejqO1fufsx8ftaowLHhqbLHM6WZ4FrvIj0jWjNTdG9OsndT4n9VwD7d4JxwBTVvDVqw7vIyPEpKp6efVgbMLOLkGP8PPR+Hx592LHAm+5+ipndghZO2hT4GPjY3f9el8xjQ0+RpWY2ELV7XjRfGxL7d0OLQazp7m+2XdjxFGvJNDKzaZGxeV7gojIaNcadPVFNrpfbLuwYkAaoCYhKYQjj06PAL939+8XxoUgxmhlYGhXSWxsVM34TOMDd/9f6MvSCXJVRbHLkFXwb5bk/jlbf+1EYPB4DXg1ZlgAOc/c7ir9zI5rU7dxbsvUmZjYbqgezDHCau+9VHFsYpbAciqIH5ga+UVm26zRCRfTCFqiY3QcxyC6ADIMrFudtjKIfVnH3+81sPtTH/L4WwcdDSqXfzOYC/hzvzoko8uk6d/9PvEvfQpPrG9z9uPjNRP751KOklykm1Fujd3pK4BB3P6teycaNmPhsiCIcn3b3fWP/TSjt6I9oQYJ547nsD3zW1IlqODwWBP7unZ0S0bEU4/98aFINilS5N/SNI1Da3SOxf320gML/6pC3pNCpDkIrDO1eTtjMbA00IXsJpdavgWpYPuvum5Z/o6YmjLeY2WpIZzkAuLXFCDUYGQUOAc5095PqkXLcMLOZkIHj3yjlJiOf2oSZfR1FNV+C6j9Vqw7PhKKe94jz7kWO/SXritIcW4r+rR+am32I5ik3ooU6jkKrsT2Mghb2Q+nRaQQdR2K++B13Pz6+tzpnFkar0X8TOT9eRYs+bYmMT4+3X+oxIw1QExihcN+FimJWoe2DqsHZzBZFlu3r3f2Hsa+c9PZqnYWig5scFYa9A4Wqvuzu/zWzudz9ZTO7DvjQ3bcws32Q5+FBd/9edI7ToMLkO7r7E70lX29RXTczuxzVgrkd1Xd6NI5PglYvWR34L7B+KN+1K6emfOKP3f3GYt/cKMphW3e/o5hwX42ibn5Ul7zjKy3v4anIUPwiKm59EfK0Xwjc5u4fRAThMGSsPcPdD27C8zQhYaqN8BvgYXffrG55RoeenpGIfPrU3T+Mz2sCO9EVYTc3Ku49OXIM/K9VYUqSVorxfygyLl2Ditp+gJxQJ4YesCdyjm0JXBljTW01n1qJaAjcfevQR7zoqw9AKbdLRGTUrO7+lziW70gfYmbLIX32AOAWV4RwOY6ejQoSLw78M8fGZEwws28AZyFH3+xo/DsEzUdWd5UzoXznO4WW9+Q3yPH/AXKmDQeOBFZABpClkYH9DHd/uhaBxyNiDPk2cl4Oc6Wk92SEmg1ln2yPjNAvo4iojnD6pwFqAsPMpkaGjlWBi939wtg/IsomlKnp3X2tNsk0AFnR33X3bXo4Phh5GX7m7r8yszNRetfppcJgZoPd/cN2yDy69NBhDEBpUOcDrwFnF0aooa6i0ZVSXmdR1Z4moQOQIn2Pu79kZhegJdgv8iiUbmaXAI+7+8ltF3oCwcxuQIrONmgVuz/EvTkZeeLOB+5yFSw9CoXoX9NpCtD4gpltAxyIojn/ULc8X0RhSJ4IRQYNR4XUzwduQNF0ZYTdAUhBOq7l7zTGOJA0h54MLqaaYjegRRF+HM/Wc8DfUC3KY8KguTWqIfZJUwzpZmYo8uFUtOT45rEPGFGbYzYUnbqSF6nPTWnD+I5pYZRzUV91W6UjmmombY0KQje6X06ai5mtiN7/w9z9+nDiz4Mc4h92ooG5JYpzAHCQux8V37dAUah/BH7s7v8MfeGTTmxrk2gx+k0EbAzsiKKBj4j9443TIlfBm8Bw1VY6D9Ui2DE6mnNdIfATu/tHaDWHdipGUyOr+uHwuc6vf8gyO7CNmR0JTIWKxXr5MjbQ+FSlFsyNlpT+H6pR9ceI4joR3YNJgc3RogDbR7usCcYnM1sQeB8ZMRZGRo/ZzOwnaFJ6JDC9mb0K/AdFcP2wDrknBEyFxWd1Faqv9s2DQqEvQIrBVsBKZvZP9Fwtn8anWrkH3YdG10Gz7qnQw9D7/FvXCp3/RoWH/2tate9fZvYrFHK/l5l95Kp5YS7S+JR0o3i+JkHj4ScodeA94HJ3P8NUW+QeVJ/yKeQsm8zMDnD3i+LvNMa4GeOkm9kw4Fdmdqu7X1YYphzpK39ARWOf80gdTONTe3Ct3LcDMkIZcK2Z7Y3GzG+m8SkZF9z9XlPto3Ojj7sGGZw7kmruEXOvc1Ck/SymFUeHu/vlEaGzBnCcmR3s7u9+4R9NRknLvOsg4ErgJmJeaGa4+xHeUiuxcngU88aOGVfSADUB4u5/NbOr0GC8bTzY54bxCbRiy0NtFGlSZGAaGN9HWHcjKutT0/K4r6KooSOrDtIbUKC7J6IjqFbxuxN5dD8GjjKz1SLSaW9UYPVAFLL79er3dXUiLZ3gpcjo9AnK8d4DGc22QqsO/hiFHn8LhbG/Aazm7i/UIPp4j6l46lzoman2zYombKClWQ9B6QTzodDc9T1Xu6sVd3/VzNZtmoG8pOivJke19m5B4d/VSrl7ovd9G7Ts723u/raZPY5WZLoGclKd9Ix1X/zkQbqMsf1ROueV8f1ktBLsFqZV5TYE/oHGIKC+1e5Gwf3I8fITU529C0z0Rylgc6P3Zx4zOzsnbO2lMEKdZiopsC6qsfm7mkVLxgNcmRnbo5UJB6IFODqu1maLcf+XKK3rKWB+YDUz+4e7v+7ul5oWflqGtCOMMy3zrluAyTzKmJjZL+K0HXsyQpU6V6fpX5mCNwFjZjOiuh2bAWe5+8WmFKr5ga+3S9EzVfR/ImSoXrp+QL8wNC0YMp7o7v+M443xgo4MM5sZLcX8M3c/PSKd3kaGqJXd/fFo+yDgLW9QXQszux7VFNoE2AjYDjjV3S80pRRtiAam08Kg2Q/o7w0oDDu+YmZTIcPwoeFlw8zWBWaP5+sMlFq7vrsPLyIak2SUmELth6FaKFsX+zdFkShHAhsgI+g/UOTqNCiK4NMmOwSS+gnj5qMoDWpPU9Hxk9GqcVV/dhbwqLufb0q1/wDYtxO8u9G+PdB7cj8y3hoa87dEadMfuPu/ahNyAsfMVkCrkX7LG1grNOlszGwVZGheqVPf89DldwdmcPcDY982KBVsGHCVx4IdZjZFNSdLxo4W49MNwHTu/s2Wcwahudj2jEfpeGmAmgD4IsUtjFCbIiPDTMBHqFhmr692NwoZt0fK6I7ufkXLsfORMrdtkxXQVkyrlO3o7gdGp/44WskHlCq1hrs/VpzfiM7ElKK5OjB3ZVAyszuAu71rRYZ1kFHqZWSYavRyn+MDMcG5H9VKOWQk59yJlgN+qOkTtqRZmNl0SMHct+qXzGwt4GLgeZROdDiqbzEnMD3wfc+C48koiPHvYVQTZfli/21ohbhp0AqxW6Jo2meAWYCFwgnVMc9XRD0vF1//4u431ClP0p10zCR9iZlN4u7/qVuOMaElpWthlEL4NrC4u78e+7dDNdNuAy509zdrEne8xJTGPY+7L17smx0Znk4FBqPIza2Bx9x9vzrk7E36jfqUpFMJpe9zYXkRFk4c+yvyCN2J6hRUxqcBbfZmX4EMUOea2SFm9g0zWyJSBb8K7FB5Qdso02hjZv0j9Lb6bmGUOTF2XYqWXt4RRbH8D+hWuLdBCvalqP7LKgCmpX6XBn5gZjea2cmoOPFwlELx77oEnZAIj9pxwD5mtnnrcTPbCdUbeSnOT+NTMiZMDszRsm9iYB13XxaND2cBd7r7we6+YzFWNKXvShpIPB/7AdOY2fowwri5CvACqjN4DnAmcmycTZfxqX8nPV/u/rS7nx7bDdCliyX1k8anpC/pQOPTgMi+MDObzrWK3VeRPrBDdZ67n49SpVdAWRxJL2FmMyCnxf2Rpl6tcPckygT6r7u/j2pC/RwYGg7DjiYjoMZTipoL86AIp4+AN6vootbopkjveT+MPLWkgZmKk26Kao84iq55F9ii3RFZY0Iol9ej6IFr3P3jluMDgauBS9z9OtPqcTcBNzZVsTatHHMWsrwfiFYhPA9NGJYFVkTLy+/n7q/VJeeEhqkO1KHArqiI6tVAtVrGfsAKXqy0lCSjS6QDPwmcWaVCtxyfGLgO2NOzzlsyFhTjys2ontgm7n5PHLse+LO7716c38gxf1Rk9GmSJE3HzAZWEcwosukx4Ifu/oGZfRPVFz3O3Q8tfjNlGEOSXsTMhqBgkJvRqvDX0qKLmdm07v7O+JL6mAao8RgzWwCtJnMdqtcxBHikqu/Rk5LUBMXJzKZGhcn/A7xXp1FsdDGzVYFTUBHoWyojVHTskwEnAV9BkU9zAAs2PbXAzJYDbkUpX5u1HPsa8HJE0CVtxMwmQ2G4RwPvICPtf4Fd3b1jV19J6mcUqdDnAjOgGmOpOCRjRUxs7gROapnY3IhWXfyc8TNJkiQZN1rqDU3s7h/FHOVRlGa/o7v/pzrPzL6B+uqz3H3vGkWfIDCzoSiQYS5U2mS/4tguwLdRRPoHNYnYq6QBajwkOpR+wBnAG+5+RBQx+wqKvLmsVPyaThOMYqNDeHfPBQ4gjFCVgSk6lsNQVNdB3vBV/CpiADoPOAil3owXHd/4gKnI/ZdQ+so77v6PmkVKOpyIQj0YFVP+MfKAfopWvZwf1YTImk/JOGFmy6KUu/3d/RcRFbwEKgHQWEdTkiRJJ9JifDoXeNi12MMWKMtkzTi2LVpR+Ynom1dEqXdD3P3tuuSfUDCzr6CMmpuAU9z9LTPbGTgWZTiMN4snpAGqw/miKCYzOwctd3wAqCZM1dkAm40PIXxNo8UIdXuVDx7pBQAbhUGq8canimjTGcAxdOjyskmSjB5hhNoMGcw/A/4E/B34vyanQiedRYwrP0Mr3U0MLJnPV5IkSe/SYny6EZjF3ZeM72sDW6EVu1dGi4w8BmwLfM3dHzGzwe7+YT3ST3hEwMLVsX0E7I1WTh9vjE8AA+oWIBk3wqg0MXC6u28fNZ+OCiv228CCwKTuXhWKfgkpe0kf4O73mdkOyAj1P+AmM7saGAosEManfp2kYEebdkcRETejdK8kScZDwmh+gWlJ4MnQIgMdkQqddA4xruwKHAl807sK2ufzlSRJ0ksUxqfrgWkr41MwHBk55gH+BmweffEUQFXoOgv3txF3f8bMvo3SH6cAlh3fjE+QEVDjBWY2N3A+MAiYFzjG3U+ODuR3wFOoPtFTaFW2GYANOyGtrVMpooY+QctnLtTpCrZ14PKySZL0Dp2SCp10FkXEdseOjUmSJE3GzM4DVgfmrBzgke51MPBTd3+q6Iv3APZHEVCv1if1hE3M7d21ovp4RxqgxhPMbA3gFuAFd1+g2D8VWrZxKsCQJXvVMIbkhKIPMbMV0EplK3e68SlJkiRJ+oLURZIkSfqOcIqfA+zh7reZ2azAw8DF7n5wnLMIsBGwC7Cauz9em8DJeE8aoDqYshCsmX0ZVchfGq14t2aVs2tmA4EZUTrFi5EGlsaQNpDe3SRJkiRJkiRJ6iKMUGehjJiDgTPLVUfNbH1gYeByd3+pHimTCYU0QHUoVaFOM5sBRTe95u4fRsjeWUB/YJUwfuwGnF8UxM4VjNpIeneTJEmSJEmSJKkLM1sOuBW42d03K/bvDuwIrOXur9QkXjIBkQaoDqSIqlkELdf4CfAEcI27Xx1GqLOBmYBngOWA2Tup8HWSJEmSJEmSJEnSO5jZN4DzgIPd/Toz2wk4FgUtPFavdMmEQhqgOowqeikKjF8LXAU8AmwOLABc6+6XmNnkwAGoMPmBUYMoI5+SJEmSJEmSJEkmQCId7zTgSWAtVBs4az4lbSMNUB2Imc0GnAD0A7Zx9w/MbHZgW2BxZIS6uOU3/TMCKkmSJEmSJEmSZMLFzFYErgC+5e5P1S1PMmExoG4BkrHibWA2FPG0hJk94O5/NrMLgM+AHczsXXe/qfpBGp+SJEmSJEmSJEkmbNz9XjOby90/qluWZMIjI6A6gJ5S58xsMCok9y9gf+D3URdqLmBF4KJMt0uSJEmSJEmSJEmSpAmkAarhFKvdfRlYD3gfeMHdHzCzSZER6n1khHqhNDplzackSZIkSZIkSZIkSZpAGqAaTFFwfCjwS+Bx4GNgLuBQd/9FGKFuQsXGt8jlM5MkSZIkSZIkSZIkaRr96hYg6cLMrPwexqcvAVcCx7r7GsAuwDTAuWa2mbt/AKyLVjL4c7tlTpIkSZIkSZIkSZIkGRUZAdUQilS7wcAiwHPu/s9Y8e477n68mfUDHgOGAy8BOwL7uvtlxd/JtLskSZIkSZIkSZIkSRpFRkA1gDAafWpmUwC/Br4LzBKH3wAuic8XA8+7+5bAC8DrwEbV3wBFTbVT9iRJkiRJkiRJkiRJklGRBqgGEKl2kwGPAA8DBwAvxrFP3f2tOLU/cFt8XhG4ANiw+httFTpJkiRJkiRJkiRJkmQ0yRS8hmBm+wJLuPtmxb55AQMGuvuzZvZzYHpgMDAFsJi7f2Jm5nkjkyRJkiRJkiRJkiRpKAPqFiAZwZeA9wDMbCaUWncY8A/gEzPbB9gb+BYwHfCTMD71d/dPa5I5SZIkSZIkSZIkSZJklGQEVEMws9WBq4C7UNTT0sjg9DqwPrAEsKa7f1T8ZoC7f1KDuEmSJEmSJEmSJEmSJKNN1oBqDncCW8fnXwNrufswd/8N8CjwP6Bbnac0PiVJkiRJkiRJkiRJ0glkBFTD6Kmek5ldjNIlt8xaT0mSJEmSJEmSJEmSdBpZA6phVAYmMxsMzAPsCywGLO7ungXHkyRJkiRJkiRJkiTpNNIA1VwWRDWgJkfGp/9lzackSZIkSZIkSZIkSTqRTMFrKGbWH5gbeMndP0vjU5IkSZIkSZIkSZIknUoaoDoAM+vn7p+N+swkSZIkSZIkSZIkSZLmkQaoJEmSJEmSJEmSJEmSpE/pV7cASZIkSZIkSZIkSZIkyfhNGqCSJEmSJEmSJEmSJEmSPiUNUEmSJEmSJEmSJEmSJEmfkgaoJEmSJEmSJEmSJEmSpE9JA1SSJEmSJEkfYmYHmdl5Y/nbFczsL2P52znNzM1swNj8PkmSJEmSpDdJhSRJkiRJkqQXMLPNgb2A+YF/AU8CP3T3H9UqWJIkSZIkSQPICKgkSZIkSZJxxMz2Ak4GfgTMCMwOnAGsV6dcSZIkSZIkTSENUEmSJEmSJOOAmU0JHAV8392vc/cP3P1/7n6Tu+9rZkeY2WVx7udS6szsFTNbJT4PNrOLzOw9M3sO+GrLuQeY2Utm9i8ze87MNiiO9TezE83s72b2J2Ctvm57kiRJkiTJ6JIpeEmSJEmSJOPGMsDEwPW98LcOB74c26TAbS3HXwKWBd4CNgYuM7N53P1NYAdgbWAx4APg2l6QJ0mSJEmSpFfICKgkSZIkSZJxY1rg7+7+SS/8rU1Q3ah33f014NTyoLtf7e5vuPtn7n4V8AdgqeK3J7v7a+7+LvDjXpAnSZIkSZKkV0gDVJIkSZIkybjxDjBdL602NzPwWvH91fKgmX3XzJ40s3+Y2T+AIcB0o/PbJEmSJEmSOkkDVJIkSZIkybjxEPARsP5onPsBMEn1xcz6A9MXx98EZiu+z16cOwdwLrArMK27TwU8C9iofpskSZIkSVI3aYBKkiRJkiQZB9z9feAw4Gdmtr6ZTWJmA81sDTM7vuX0F4GJzWwtMxsIHAIMKo4PAw40s6nNbFZgt+LYpIADbwOY2TYoAqr87Q/MbFYzmxo4oDfbmSRJkiRJMi6kASpJkiRJkmQccfefAHshg9LbKBVuV+CGlvPeB3YBzgNeRxFR5ap4R6LUuZeBO4FLi98+B5yEIq7+CgwFflP89lzgDuAp4HHgut5qX5IkSZIkybhi7l63DEmSJEmSJEmSJEmSJMl4TEZAJUmSJEmSJEmSJEmSJH1KGqCSJEmSJEmSJEmSJEmSPiUNUEmSJEmSJEmSJEmSJEmfkgaoJEmSJEmSJEmSJEmSpE9JA1SSJEmSJEmSJEmSJEnSp6QBKkmSJEmSJEmSJEmSJOlT0gCVJEmSJEmSJEmSJEmS9ClpgEqSJEmSJEmSJEmSJEn6lDRAJUmSJEmSJEmSJEmSJH3K/wMeFFvKFM/m0wAAAABJRU5ErkJggg==\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.close('all')\n", "plt.figure(figsize=(20,7))\n", "matplotlib.rcParams['font.size'] = 12.0\n", "sns.countplot(data=stores, x='city', palette=\"Reds_d\")\n", "plt.xticks(rotation=45)\n", "plt.xlabel('Ciudad')\n", "plt.ylabel('Cantidad')\n", "plt.title('Número de tiendas por Ciudad')\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.5,1,'Número de Tiendas y Clusters')" ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(10,8))\n", "store_pivot = stores.dropna().pivot(\"store_nbr\",\"city\", \"cluster\")\n", "ax = sns.heatmap(store_pivot, cmap='jet', annot=True, linewidths=0, linecolor='white')\n", "plt.title('Número de Tiendas y Clusters')" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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store_nbr
statecity
AzuayCuenca3
BolivarGuaranda1
ChimborazoRiobamba1
CotopaxiLatacunga2
El OroMachala2
EsmeraldasEsmeraldas1
GuayasDaule1
Guayaquil8
Libertad1
Playas1
ImbaburaIbarra1
LojaLoja1
Los RiosBabahoyo1
Quevedo1
ManabiEl Carmen1
Manta2
PastazaPuyo1
PichinchaCayambe1
Quito18
Santa ElenaSalinas1
Santo Domingo de los TsachilasSanto Domingo3
TungurahuaAmbato2
\n", "
" ], "text/plain": [ " store_nbr\n", "state city \n", "Azuay Cuenca 3\n", "Bolivar Guaranda 1\n", "Chimborazo Riobamba 1\n", "Cotopaxi Latacunga 2\n", "El Oro Machala 2\n", "Esmeraldas Esmeraldas 1\n", "Guayas Daule 1\n", " Guayaquil 8\n", " Libertad 1\n", " Playas 1\n", "Imbabura Ibarra 1\n", "Loja Loja 1\n", "Los Rios Babahoyo 1\n", " Quevedo 1\n", "Manabi El Carmen 1\n", " Manta 2\n", "Pastaza Puyo 1\n", "Pichincha Cayambe 1\n", " Quito 18\n", "Santa Elena Salinas 1\n", "Santo Domingo de los Tsachilas Santo Domingo 3\n", "Tungurahua Ambato 2" ] }, "execution_count": 17, "metadata": {}, "output_type": "execute_result" } ], "source": [ "stores.groupby(['state','city']).agg({'store_nbr':'size'})" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.5,1,'Número de Tiendas por cada Ciudad')" ] }, "execution_count": 22, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(10,8))\n", "store_pivot = stores.groupby(['state','city']).agg({'store_nbr':'size'}).reset_index().pivot('city','state','store_nbr')\n", "\n", "ax = sns.heatmap(store_pivot, cmap='jet', annot=True, linewidths=0, linecolor='white')\n", "plt.title('Número de Tiendas por cada Ciudad')" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.5,0,'Tipo de tiendas')" ] }, "execution_count": 23, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "type_cluster = stores.groupby(['type','cluster']).size()\n", "type_cluster.unstack().plot(kind='bar',stacked=True, colormap= 'PuBu', figsize=(13,11), grid=False)\n", "plt.title('Gráfico de barras apiladas de tipos de tienda y su distribución de clústeres', fontsize=18)\n", "plt.ylabel('Clústers por tipo de tienda', fontsize=16)\n", "plt.xlabel('Tipo de tiendas', fontsize=16)" ] }, { "cell_type": "code", "execution_count": 161, "metadata": { "scrolled": false }, "outputs": [ { "data": { "text/plain": [ "Text(0.5,0,'Ciudades')" ] }, "execution_count": 161, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "city_type= stores.groupby(['city','type']).size()\n", "city_type.unstack().plot(kind='bar',stacked=True, figsize=(13,11), grid=False)\n", "plt.title('Tipo de tienda y su distribución por Ciudades', fontsize=18)\n", "plt.ylabel('Conteo acumulado de tiendas por Ciudad', fontsize=16)\n", "plt.xlabel('Ciudades', fontsize=16)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Productos\n", "\n", "Profundizando se describe los productos comercializados por la red de tiendas y el peso porcentual que estos ocupan dentro de la organización." ] }, { "cell_type": "code", "execution_count": 41, "metadata": {}, "outputs": [], "source": [ "items=pd.read_csv('items.csv')" ] }, { "cell_type": "code", "execution_count": 162, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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item_nbr
family
AUTOMOTIVE20
BABY CARE1
BEAUTY19
BEVERAGES613
BOOKS1
BREAD/BAKERY134
CELEBRATION31
CLEANING446
DAIRY242
DELI91
EGGS41
FROZEN FOODS55
GROCERY I1334
GROCERY II14
HARDWARE4
HOME AND KITCHEN I77
HOME AND KITCHEN II45
HOME APPLIANCES1
HOME CARE108
LADIESWEAR21
LAWN AND GARDEN26
LINGERIE20
LIQUOR,WINE,BEER73
MAGAZINES6
MEATS84
PERSONAL CARE153
PET SUPPLIES14
PLAYERS AND ELECTRONICS17
POULTRY54
PREPARED FOODS26
PRODUCE306
SCHOOL AND OFFICE SUPPLIES15
SEAFOOD8
\n", "
" ], "text/plain": [ " item_nbr\n", "family \n", "AUTOMOTIVE 20\n", "BABY CARE 1\n", "BEAUTY 19\n", "BEVERAGES 613\n", "BOOKS 1\n", "BREAD/BAKERY 134\n", "CELEBRATION 31\n", "CLEANING 446\n", "DAIRY 242\n", "DELI 91\n", "EGGS 41\n", "FROZEN FOODS 55\n", "GROCERY I 1334\n", "GROCERY II 14\n", "HARDWARE 4\n", "HOME AND KITCHEN I 77\n", "HOME AND KITCHEN II 45\n", "HOME APPLIANCES 1\n", "HOME CARE 108\n", "LADIESWEAR 21\n", "LAWN AND GARDEN 26\n", "LINGERIE 20\n", "LIQUOR,WINE,BEER 73\n", "MAGAZINES 6\n", "MEATS 84\n", "PERSONAL CARE 153\n", "PET SUPPLIES 14\n", "PLAYERS AND ELECTRONICS 17\n", "POULTRY 54\n", "PREPARED FOODS 26\n", "PRODUCE 306\n", "SCHOOL AND OFFICE SUPPLIES 15\n", "SEAFOOD 8" ] }, "execution_count": 162, "metadata": {}, "output_type": "execute_result" } ], "source": [ "items.groupby('family').agg({'item_nbr':'size'})" ] }, { "cell_type": "code", "execution_count": 43, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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item_nbr
class
100231
10034
100439
10051
100612
100812
101022
101210
10132
101426
1016133
10181
10229
10244
10252
102654
10272
102848
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103051
103265
10333
103498
10356
103627
10384
10398
1040110
10411
104251
......
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63532
63927
63931
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64143
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65175
67064
68065
68082
68106
68242
68485
69184
69208
69225
69241
69364
69542
69602
70026
70164
703410
778021
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337 rows × 1 columns

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" ], "text/plain": [ " item_nbr\n", "class \n", "1002 31\n", "1003 4\n", "1004 39\n", "1005 1\n", "1006 12\n", "1008 12\n", "1010 22\n", "1012 10\n", "1013 2\n", "1014 26\n", "1016 133\n", "1018 1\n", "1022 9\n", "1024 4\n", "1025 2\n", "1026 54\n", "1027 2\n", "1028 48\n", "1029 1\n", "1030 51\n", "1032 65\n", "1033 3\n", "1034 98\n", "1035 6\n", "1036 27\n", "1038 4\n", "1039 8\n", "1040 110\n", "1041 1\n", "1042 51\n", "... ...\n", "6350 7\n", "6352 4\n", "6353 2\n", "6392 7\n", "6393 1\n", "6404 1\n", "6412 1\n", "6414 3\n", "6426 1\n", "6448 4\n", "6482 5\n", "6516 9\n", "6517 5\n", "6706 4\n", "6806 5\n", "6808 2\n", "6810 6\n", "6824 2\n", "6848 5\n", "6918 4\n", "6920 8\n", "6922 5\n", "6924 1\n", "6936 4\n", "6954 2\n", "6960 2\n", "7002 6\n", "7016 4\n", "7034 10\n", "7780 21\n", "\n", "[337 rows x 1 columns]" ] }, "execution_count": 43, "metadata": {}, "output_type": "execute_result" } ], "source": [ "items.groupby('class').agg({'item_nbr':'size'})" ] }, { "cell_type": "code", "execution_count": 44, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 44, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "items['family'].value_counts().plot(kind='bar')" ] }, { "cell_type": "code", "execution_count": 50, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 50, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "family_perish= items.groupby(['family','perishable']).size()\n", "family_perish.unstack().plot(kind='bar',stacked=True, figsize=(13,11), grid=False)" ] }, { "cell_type": "code", "execution_count": 53, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sizes = items['family'].value_counts()\n", "other = sizes[sizes < 100]\n", "sizes_adj = sizes[sizes >=100]\n", "sizes_adj['OTHER'] = other.sum()\n", "\n", "plt.figure(figsize=(10,10))\n", "matplotlib.rcParams['font.size'] = 15.0\n", "labels = sizes_adj.index.values\n", "plt.pie(sizes_adj, labels=labels,autopct='%1.1f%%',startangle=90)\n", "plt.title('Peso porcentual de los productos según grupo')\n", "plt.axis('equal') \n", "plt.show()\n" ] }, { "cell_type": "code", "execution_count": 63, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# filter for grocery i\n", "gclasses = items[items['family']=='GROCERY I']\n", "# get list of classes used by this family\n", "gclasses = gclasses['class'].unique()\n", "# get all tiems with those classes\n", "itemsgc = items[items['class'].isin(gclasses)]\n", "\n", "plt.close('all')\n", "plt.figure(figsize=(20,7))\n", "matplotlib.rcParams['font.size'] = 12.0\n", "sns.countplot(data=itemsgc, x='class', hue='family')\n", "plt.xticks(rotation='vertical')\n", "plt.xlabel('Class')\n", "plt.ylabel('Count')\n", "plt.title('Distribución de la Clase Grocery I')\n", "\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Periodicidad\n", "\n", "Se identifica la periodicidad y los días de mayores ventas utilizando además como referencia los días festivos nacionales y regionales del Ecuador" ] }, { "cell_type": "code", "execution_count": 54, "metadata": {}, "outputs": [], "source": [ "transact=pd.read_csv('transactions.csv',parse_dates=['date'])" ] }, { "cell_type": "code", "execution_count": 55, "metadata": {}, "outputs": [], "source": [ "transact_cut=transact[(transact['date']>pd.Timestamp('2016-01-01')) & (transact['date']\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
transactions
store_nbr
444202.490775
473758.564576
453566.380074
463283.509225
33147.551852
492884.616236
482831.055351
82654.007407
502380.837638
112256.400000
242153.084559
342096.893382
91971.688889
21878.985240
71795.312268
61793.103704
511641.752768
271548.092251
381507.459559
11488.214022
201473.062731
171472.361940
41448.933333
371401.875000
391387.669118
311355.341912
401344.147601
151304.303704
141284.985185
51257.560886
181233.156951
281199.571956
191197.774074
121194.485185
531188.822878
431188.509225
361131.070111
291101.538745
411063.608856
421045.730627
231003.365314
21975.450185
33926.650735
25925.478448
10892.081481
13881.414815
54841.892989
16761.380074
22697.918819
35696.077491
30693.386029
32620.698529
26514.022059
\n", "" ], "text/plain": [ " transactions\n", "store_nbr \n", "44 4202.490775\n", "47 3758.564576\n", "45 3566.380074\n", "46 3283.509225\n", "3 3147.551852\n", "49 2884.616236\n", "48 2831.055351\n", "8 2654.007407\n", "50 2380.837638\n", "11 2256.400000\n", "24 2153.084559\n", "34 2096.893382\n", "9 1971.688889\n", "2 1878.985240\n", "7 1795.312268\n", "6 1793.103704\n", "51 1641.752768\n", "27 1548.092251\n", "38 1507.459559\n", "1 1488.214022\n", "20 1473.062731\n", "17 1472.361940\n", "4 1448.933333\n", "37 1401.875000\n", "39 1387.669118\n", "31 1355.341912\n", "40 1344.147601\n", "15 1304.303704\n", "14 1284.985185\n", "5 1257.560886\n", "18 1233.156951\n", "28 1199.571956\n", "19 1197.774074\n", "12 1194.485185\n", "53 1188.822878\n", "43 1188.509225\n", "36 1131.070111\n", "29 1101.538745\n", "41 1063.608856\n", "42 1045.730627\n", "23 1003.365314\n", "21 975.450185\n", "33 926.650735\n", "25 925.478448\n", "10 892.081481\n", "13 881.414815\n", "54 841.892989\n", "16 761.380074\n", "22 697.918819\n", "35 696.077491\n", "30 693.386029\n", "32 620.698529\n", "26 514.022059" ] }, "execution_count": 56, "metadata": {}, "output_type": "execute_result" } ], "source": [ "transact_cut.groupby('store_nbr').agg({'transactions':'mean'}).sort_values(by='transactions',ascending=False)" ] }, { "cell_type": "code", "execution_count": 58, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "C:\\Program Files (x86)\\Microsoft Visual Studio\\Shared\\Anaconda3_64\\lib\\site-packages\\ipykernel_launcher.py:1: SettingWithCopyWarning: \n", "A value is trying to be set on a copy of a slice from a DataFrame.\n", "Try using .loc[row_indexer,col_indexer] = value instead\n", "\n", "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n", " \"\"\"Entry point for launching an IPython kernel.\n" ] } ], "source": [ "transact_cut['day_of_week']=transact_cut['date'].apply(pd.Timestamp.weekday)" ] }, { "cell_type": "code", "execution_count": 88, "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize=(18,6))\n", "\n", "transact_mean=transact_cut[['store_nbr','transactions','day_of_week']].groupby(\n", " ['store_nbr','day_of_week']).agg({'transactions':lambda x:np.log10(np.mean(x))}).unstack()['transactions']\n", "for i in transact_mean.index:\n", " transact_mean.loc[i].plot(ax=ax)\n", " plt.title('Item promedio por día de la Semana')" ] }, { "cell_type": "code", "execution_count": 96, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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datetypelocalelocale_namedescriptiontransferred
02012-03-02HolidayLocalMantaFundacion de MantaFalse
12012-04-01HolidayRegionalCotopaxiProvincializacion de CotopaxiFalse
22012-04-12HolidayLocalCuencaFundacion de CuencaFalse
32012-04-14HolidayLocalLibertadCantonizacion de LibertadFalse
42012-04-21HolidayLocalRiobambaCantonizacion de RiobambaFalse
\n", "
" ], "text/plain": [ " date type locale locale_name description \\\n", "0 2012-03-02 Holiday Local Manta Fundacion de Manta \n", "1 2012-04-01 Holiday Regional Cotopaxi Provincializacion de Cotopaxi \n", "2 2012-04-12 Holiday Local Cuenca Fundacion de Cuenca \n", "3 2012-04-14 Holiday Local Libertad Cantonizacion de Libertad \n", "4 2012-04-21 Holiday Local Riobamba Cantonizacion de Riobamba \n", "\n", " transferred \n", "0 False \n", "1 False \n", "2 False \n", "3 False \n", "4 False " ] }, "execution_count": 96, "metadata": {}, "output_type": "execute_result" } ], "source": [ "holidays.head()" ] }, { "cell_type": "code", "execution_count": 163, "metadata": {}, "outputs": [ { "data": { "image/png": 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SU5K8KsmzBjdW1fbphUp3D2o6IcmOSaYk2TzJj6vqP1trl6/WagEAAIARc9ddd6WqMnXq1Ky99tqpqpEu6RmhtZZ77703d911V7bddtunPM6wPVLXWvtWa+07Se5dRpfPJvlIkkcHbT8kycmttftaazOSnJvenVIAAADA09SDDz6YLbfcMuuss46waRhVVTbeeOM88sgjqzTOqJjDqarenOTR1to/D9q+YZLJSW4asPmmJLsMY3kAAADACFhrrVERWzzjdBHwjfg7V1Xjk5yW5KilNI/v/5w/YNv8JBOWMdYRVTW9qqbPnTu320IBAACAZ4ypU6fmiiuuWC1jX3XVVdlqq61Wy9ijxYgHTklOTPK11tqvl9K2sP9z4oBtE5MsWNpArbUvttamtdamTZo0qeMyAQAAABiK0RA4vTzJ+6rqnqq6J8nWSS6pqo+01u5LbxLx3Qb03y3JzSNQJwAAAABDMGyBU1WNrapxScYkGVNV46pqbHqB065Jdu8vc5K8K8k/9nf9apJjq2rDqtopyeFJLhiuugEAAIBnrkWLFuWoo47K5MmTM3ny5Bx11FFZtGjRkvbvfve72X333TNx4sRsv/32ufzyy5Mk559/fnbeeedMmDAh2223Xb7whS8s8xhz5szJAQcckEmTJmXbbbfNpz/96dV+XqvbcN7hdGySh5N8NMnB/dfHttbuba3ds3hJ8vsk97XWFj9Od3yS25PMSnJ1kjNba5cPY90AAADAM9Spp56af/3Xf82NN96Ym266Kddff31OOeWUJMn111+fQw45JGeeeWbuv//+XHPNNZk6dWqSZNNNN833v//9PPDAAzn//PPz/ve/Pz//+c+fNP7jjz+e173uddltt90ye/bsXHnllfnUpz6VH/zgB8N5mp0btsCptXZCa60GLScspd/U1toVA9YXtdYOa61NbK1t1lr75HDVDAAAADyzXXjhhTnuuOOy6aabZtKkSTn++OPzta99LUnypS99KYcddlj23XffrLXWWtlyyy2z0047JUle+9rXZvvtt09VZe+9984rX/nKXHvttU8a/2c/+1nmzp2b4447Luuss0622267HH744bn44ouH9Ty7NnakCwAAAAAYrebMmZMpU6YsWZ8yZUrmzJmTJLnzzjvzmte8Zqn7XXbZZTnxxBNz22235fHHH89DDz2U5z73uU/qN2vWrMyZMycbbLDBkm2///3v85KXvKTjMxleAicAAACAZZg8eXJmzZqVXXbZJUnym9/8JpMnT06SbL311rn99tuftM+iRYtywAEH5Ktf/Wre8IY3ZO21184b3/jGtNae1HfrrbfOtttum1/+8per90SGmcBpCPb80FdHuoRVdsOZh4x0CQAAALDG+Yu/+Iuccsopef7zn5+qykknnZSDDz44SfKOd7wjr3zlK7P//vvnZS97We6+++4sWLAgW265ZRYtWpRJkyZl7Nixueyyy/Iv//Iv2XXXXZ80/gte8IJMnDgxZ5xxRt73vvdlnXXWyYwZM/Lwww/n+c9//nCfbmeGc9JwAAAAgDXKsccem2nTpuV5z3tenvvc52aPPfbIsccem6QXFi2eEHz99dfP3nvvnVmzZmXChAn59Kc/nbe85S3ZcMMNc9FFF+X1r3/9UscfM2ZMLr300tx4443Zdttts8kmm+Sd73xn5s+fP5yn2bla2u1cTwfTpk1r06dP72QsdzgBAADA8JoxY0Z23nnnkS7jGWtZ17+qbmitTVvR/u5wAgAAAKBTAicAAAAAOiVwAgAAAKBTAicAAAAAOiVwAgAAAKBTAicAAAAAOiVwAgAAAKBTAicAAAAAOiVwAgAAABjFqiozZ84c6TJWisAJAAAAYCVNnTo1V1xxxUiXMWqNHekCAAAAAIZizw99dbWOf8OZh6zW8Z9J3OEEAAAA0JFzzz03O+ywQzbaaKO8/vWvz5w5c5a03Xzzzdl3332z0UYbZbPNNstpp52WJLn++uvz4he/OBtssEG22GKLHHnkkXn00UdH6hQ6IXACAAAA6MCPfvSjfOxjH8sll1ySu+++O1OmTMlBBx2UJFmwYEFe8YpXZL/99sucOXMyc+bMvPzlL0+SjBkzJmeffXbmzZuX6667LldeeWU+97nPjeSprDKP1AEAAAB04MILL8xhhx2WPfbYI0ly+umnZ8MNN8wdd9yR6667Lptvvnk+8IEPJEnGjRuXF77whUmSPffcc8kYU6dOzbve9a5cffXVOeqoo4b/JDoicAIAAADowJw5c5aETUkyfvz4bLzxxpk9e3buvPPObL/99kvd77bbbsvRRx+d6dOn56GHHspjjz32hBBqTeSROgAAAIAOTJ48ObNmzVqy/uCDD+bee+/Nlltuma233jq33377Uvd7z3vek5122im//OUv88ADD+S0005La224yl4tBE4AAAAAT8F///d/55FHHlmyvOUtb8n555+fG2+8MYsWLcoxxxyTF77whZk6dWr233//3HPPPfnUpz6VRYsWZcGCBfm3f/u3JL35nSZOnJjx48fnlltuyTnnnDPCZ7bqBE4AAAAAT8FrXvOaPOtZz1qyXHvttTn55JNzwAEHZIsttsjtt9+eiy++OEkyYcKE/PCHP8yll16azTffPDvuuGN+/OMfJ0nOOuusXHTRRZkwYUIOP/zwHHjggSN5Wp2oNf0WrWWZNm1amz59eidj7fmhr3Yyzki64cxDRroEAAAAGLIZM2Zk5513HukynrGWdf2r6obW2rQV7e8OJwAAAAA6JXACAAAAoFMCJwAAAAA6JXACAAAAoFMCJwAAAAA6JXACAAAAoFMCJwAAAAA6JXACAAAAoFMCJwAAAIBR4t3vfndOPvnk1X6cqVOn5oorrlht449dbSMDAAAAPE1NnTo1v/3tbzNmzJiMHz8+++23Xz772c9m/PjxqzTu5z//+Y4qHFkCJwAAAGCN8JuTnrtax9/muP+3Uv0vvfTSvOIVr8g999yTV73qVTn99NNz6qmnrqbq1iweqQMAAABYBZtvvnle9apX5cYbb0ySLFq0KB/84AezzTbbZLPNNsu73/3uPPzww0v6f/zjH88WW2yRyZMn57zzzktVZebMmUmSQw89NMcee+ySvueee2522GGHbLTRRnn961+fOXPmLGmrqnz+85/PjjvumA033DB//dd/ndZakuT222/Pn/3Zn2XjjTfOJptskre97W25//77h+NyJBE4AQAAAKySu+66K5dddll22GGHJMlHPvKR3Hbbbbnxxhszc+bMzJ49OyeddFKS5PLLL88nP/nJXHHFFZk5c2auvvrqZY77ox/9KB/72MdyySWX5O67786UKVNy0EEHPaHP97///fzsZz/LTTfdlEsuuSQ/+MEPkiSttXzsYx/LnDlzMmPGjNx555054YQTVs8FWAqBEwAAAMBT8MY3vjETJkzI1ltvnU033TQnnnhiWms599xzc/bZZ2ejjTbKhAkTcswxx+Tiiy9OklxyySV5+9vfnl122SXrrbdejj/++GWOf+GFF+awww7LHnvskXXXXTenn356rrvuutxxxx1L+nz0ox/NBhtskG222SYve9nLltxltcMOO2TffffNuuuum0mTJuXoo49ebrjVNYETAAAAwFPwne98JwsWLMhVV12VW265JfPmzcvcuXPz0EMPZc8998wGG2yQDTbYIPvtt1/mzp2bJJkzZ0623nrrJWMMfD3YnDlzMmXKlCXr48ePz8Ybb5zZs2cv2bb55psveb3eeutl4cKFSZLf/e53Oeigg7Lllltm4sSJOfjggzNv3rzOzn1FBE4AAAAAq2DvvffOoYcemg9+8IPZZJNN8qxnPSs333xz7r///tx///2ZP3/+kiBoiy22yF133bVk3zvvvHOZ406ePDmzZs1asv7ggw/m3nvvzZZbbrnCmj72sY+lqvKLX/wiDzzwQL7+9a8vmd9pOAicAAAAAFbRUUcdlR/+8If5xS9+kcMPPzzvf//787vf/S5JMnv27CVzK73lLW/J+eefnxkzZuShhx5aMrfT0rz1rW/N+eefnxtvvDGLFi3KMccckxe+8IWZOnXqCutZsGBBxo8fnw022CCzZ8/OmWee2cl5DpXACQAAAGAVTZo0KYccckhOPvnknHHGGdlhhx3yohe9KBMnTswrXvGK3HrrrUmSV7/61Xnf+96Xl73sZdlhhx3y4he/OEmy7rrrPmnMl7/85Tn55JNzwAEHZIsttsjtt9++ZC6oFTn++OPz85//POuvv35e+9rX5k1velN3JzsENZy3Uw2nadOmtenTp3cy1p4f+mon44ykG848ZKRLAAAAgCGbMWNGdt5555EuY7WbMWNGdt111yxatChjx44d6XKWWNb1r6obWmvTVrT/sN3hVFVHVtX0qlpUVRcM2P6iqvphVf1XVc2tqm9W1RYD2quqzqiqe/vLx6uqhqtuAAAAgC59+9vfzqOPPpr77rsvH/nIR/K6171uVIVNXRjOR+rmJDklyZcHbd8wyReTTE0yJcmCJOcPaD8iyRuT7JbkeUn2T/Ku1VwrAAAAwGrxhS98IZMmTcr222+fMWPG5Jxzzhnpkjo3bPFZa+1bSVJV05JsNWD7ZQP7VdVnk1w9YNNfJflEa+2ufvsnkhye5POru2YAAACArl1++eUjXcJqNxonDX9pkpsHrO+S5KYB6zf1twEAAAAwCo2qBwSr6nlJjkvyhgGbxyeZP2B9fpLxVVVt0IznVXVEeo/gZZtttlnN1QIAAACwNKPmDqeq2iHJZUn+prV27YCmhUkmDlifmGTh4LApSVprX2ytTWutTZs0adLqLRgAAACApRoVgVNVTUlyRZKTW2tfG9R8c3oThi+2W574yB0AAAAAo8iwBU5VNbaqxiUZk2RMVY3rb9syyY+S/GNrbWkTgX81ydFVtWVVTU7ygSQXDFfdAAAAAKyc4bzD6dgkDyf5aJKD+6+PTfLOJNslOb6qFi5eBuz3hSSXJvl/Sf4jyf/pbwMAAAB4Wnj1q1+dr3zlK6v9OFWVmTNnrvbjDFvg1Fo7obVWg5YTWmsn9l+PH7gM2K+11j7cWtuov3x4afM3AQAAAAyXqVOnZrPNNsuDDz64ZNt5552XffbZZ4X7nnDCCTn44IOfsO2yyy7LX/3VX3Vd5ogZVd9SBwAAALAse31mr9U6/k/f+9OV6v/YY4/lH/7hH3LMMcesporWXKNi0nAAAACANc2HPvShnHXWWbn//vuf1PY3f/M32XrrrTNx4sTsueeeufbaa5Mkl19+eU477bR84xvfyPjx47Pbbr3vSdtnn31y3nnnJUkef/zxnHLKKZkyZUo23XTTHHLIIZk/f36S5I477khV5Stf+Uq22WabbLLJJjn11FOXHPf666/Pi1/84mywwQbZYostcuSRR+bRRx9d3ZfiSQROAAAAAE/BtGnTss8+++Sss856Utvzn//83Hjjjfmv//qvvPWtb82b3/zmPPLII9lvv/1yzDHH5MADD8zChQtz0003PWnfCy64IBdccEF+/OMf51e/+lUWLlyYI4888gl9fvKTn+TWW2/NlVdemZNOOikzZsxIkowZMyZnn3125s2bl+uuuy5XXnllPve5z62eC7AcAicAAACAp+ikk07KZz7zmcydO/cJ2w8++OBsvPHGGTt2bD7wgQ9k0aJFufXWW4c05oUXXpijjz462223XcaPH5/TTz89F198cR577LElfY4//vg861nPym677ZbddtttSXC155575kUvelHGjh2bqVOn5l3veleuvvrq7k54iAROAAAAAE/Rrrvumv333z9///d//4Ttn/jEJ7Lzzjtn/fXXzwYbbJD58+dn3rx5Qxpzzpw5mTJlypL1KVOm5LHHHstvf/vbJds233zzJa/XW2+9LFy4MEly2223Zf/998/mm2+eiRMn5phjjhnycbskcAIAAABYBSeeeGLOPffczJ49O0ly7bXX5owzzsgll1yS++67L/fff3/WX3/9tNaSJFW13PEmT56cWbNmLVn/zW9+k7Fjx2azzTZbYS3vec97stNOO+WXv/xlHnjggZx22mlLjjucBE4AAAAAq2CHHXbIgQcemE9/+tNJkgULFmQDYRepAAAgAElEQVTs2LGZNGlSHnvssZx00kl54IEHlvTfbLPNcscdd+Txxx9f6nh/8Rd/kbPPPju//vWvs3DhwiVzPo0dO3aFtSxYsCATJ07M+PHjc8stt+Scc87p5iRXksAJAAAAYBUdd9xxefDBB5Mkr3rVq/LqV786z3nOczJlypSMGzcuW2+99ZK+b37zm5MkG2+8cfbYY48njXXYYYflL//yL/PSl7402267bcaNG5fPfOYzQ6rjrLPOykUXXZQJEybk8MMPz4EHHtjB2a28GonbqobDtGnT2vTp0zsZa88PfbWTcUbSDWceMtIlAAAAwJDNmDEjO++880iX8Yy1rOtfVTe01qataH93OAEAAADQKYETAAAAAJ0SOAEAAADQKYETAAAAAJ0SOAEAAADQKYETAAAAMCo9/vjjI13CM1JrbZXHEDgBAAAAo86zn/3szJ49O48++mgnAQhD01rLvffem3Hjxq3SOGM7qgcAAACgM1tttVXmzZuXWbNm5bHHHhvpcp5Rxo0bl6222mqVxhA4AQAAAKPOWmutlU033TSbbrrpSJfCU+CROgAAAAA6JXACAAAAoFMCJwAAAAA6JXACAAAAoFMCJwAAAAA6JXACAAAAoFMCJwAAAAA6JXACAAAAoFMCJwAAAAA6JXACAAAAoFMCJwAAAAA6JXACAAAAoFMCJwAAAAA6JXACAAAAoFMCJwAAAAA6JXACAAAAoFMCJwAAAAA6JXACAAAAoFMCJwAAAAA6JXACAAAAoFMCJwAAAAA6JXACAAAAoFMCJwAAAAA6JXACAAAAoFMCJwAAAAA6NWyBU1UdWVXTq2pRVV0wqO3lVXVLVT1UVT+uqikD2tatqi9X1QNVdU9VHT1cNQMAAACw8obzDqc5SU5J8uWBG6tqkyTfSvJ3STZKMj3JNwZ0OSHJjkmmJHlZkg9X1X7DUC8AAAAAT8GwBU6ttW+11r6T5N5BTW9KcnNr7ZuttUfSC5h2q6qd+u2HJDm5tXZfa21GknOTHDpMZQMAAACwkkbDHE67JLlp8Upr7cEktyfZpao2TDJ5YHv/9S7DWiEAAAAAQzYaAqfxSeYP2jY/yYR+Wwa1L257kqo6oj9P1PS5c+d2XigAAAAAKzYaAqeFSSYO2jYxyYJ+Wwa1L257ktbaF1tr01pr0yZNmtR5oQAAAACs2GgInG5Ostvilap6dpLt05vX6b4kdw9s77++eVgrBAAAAGDIhi1wqqqxVTUuyZgkY6pqXFWNTfLtJLtW1QH99uOS/KK1dkt/168mObaqNuxPJH54kguGq24AAAAAVs5w3uF0bJKHk3w0ycH918e21uYmOSDJqUnuS/LCJAcN2O/49CYRn5Xk6iRnttYuH8a6AQAAAFgJY4frQK21E5KcsIy2K5LstIy2RUkO6y8AAAAAjHKjYQ4nAAAAAJ5GBE4AAAAAdErgBAAAAECnBE4AAAAAdErgBAAAAECnBE4AAAAAdErgBAAAAECnBE4AAAAAdErgBAAAAECnBE4AAAAAdErgBAAAAECnBE4AAAAAdErgBAAAAECnBE4AAAAAdErgBAAAAECnBE4AAAAAdErgBAAAAECnBE4AAAAAdErgBAAAAECnBE4AAAAAdErgBAAAAECnBE4AAAAAdErgBAAAAECnBE4AAAAAdErgBAAAAECnBE4AAAAAdErgBAAAAECnBE4AAAAAdErgBAAAAECnBE4AAAAAdErgBAAAAECnBE4AAAAAdErgBAAAAECnBE4AAAAAdErgBAAAAECnBE4AAAAAdErgBAAAAECnBE4AAAAAdErgBAAAAECnBE4AAAAAdErgBAAAAECnBE4AAAAAdErgBAAAAECnRk3gVFVTq+qfq+q+qrqnqj5bVWP7bbtX1Q1V9VD/5+4jXS8AAAAASzdqAqckn0vyuyRbJNk9yd5J/mdVrZPku0m+nmTDJF9J8t3+dgAAAABGmdEUOG2b5JLW2iOttXuSXJ5klyT7JBmb5FOttUWttU8nqSR/NmKVAgAAALBMoylw+ockB1XVelW1ZZJX5w+h0y9aa21A31/0tz9BVR1RVdOravrcuXOHpWgAAAAAnmg0BU5XpxciPZDkriTTk3wnyfgk8wf1nZ9kwuABWmtfbK1Na61NmzRp0mouFwAAAIClGRWBU1WtleQHSb6V5NlJNklvvqYzkixMMnHQLhOTLBjOGgEAAAAYmlEROCXZKMnWST7bn6fp3iTnJ3lNkpuTPK+qakD/5/W3AwAAADDKjIrAqbU2L8mvk7ynqsZW1QZJ/irJTUmuSvL7JO+rqnWr6sj+bj8akWIBAAAAWK5RETj1vSnJfknmJpmZ5LEk72+tPZrkjUkOSXJ/ksOSvLG/HQAAAIBRZuxQO1bVm1tr31zK9j9vrf2vVS2ktXZjkn2W0fbvSfZc1WMAAAAAsPqtzB1OX1rG9i92UQgAAAAATw8rvMOpqrbrv1yrqrZNMnDy7u2SPLI6CgMAAABgzTSUR+pmJmnpBU23D2q7J8kJHdcEAAAAwBpshYFTa22tJKmqq1tre6/+kgAAAABYkw15DidhEwAAAABDsTLfUrdtklOT7J5k/MC21to2HdcFAAAAwBpqyIFTkovSm8PpA0keWj3lAAAAALCmW5nAaZcke7XWHl9dxQAAAACw5hvyHE5JrknyJ6urEAAAAACeHlbmDqc7kvygqr6V5J6BDa2147osCgAAAIA118oETs9OcmmStZNsvXrKAQAAAGBNN+TAqbX29tVZCAAAAABPD0MOnKpqu2W1tdZ+1U05AAAAAKzpVuaRuplJWpIasK31f47prCIAAAAA1mgr80jdE77Rrqo2T3J8kmu7LgoAAACANddaK+6ydK21e5IcleT07soBAAAAYE33lAOnvj9Ksl4XhQAAAADw9LAyk4Zfmz/M2ZT0gqZdkpzUdVEAAAAArLlWZtLw8watP5jkptbaLzusBwAAAIA13MpMGv6V1VkIAAAAAE8PQ57DqarWrqoTq+pXVfVI/+eJVbXO6iwQAAAAgDXLyjxS9/EkL0jy7iSzkkxJ8ndJJiZ5f/elAQAAALAmWpnA6c1Jdmut3dtfv7Wqfp7kpgicAAAAAOgb8iN1SWoltwMAAADwDLQygdM3k1xaVa+qqp2rar8k3+lvBwAAAIAkK/dI3YeTHJvkH5NMTjI7yT8lOWU11AUAAADAGmqFdzhV1V5VdUZr7dHW2nGttR1aa+u11nZMsm6SPVZ/mQAAAACsKYbySN0xSa5ZRtuPk/xtd+UAAAAAsKYbSuC0e5LLl9F2RZI9uysHAAAAgDXdUAKniUnWWUbb2kkmdFcOAAAAAGu6oQROtyR55TLaXtlvBwAAAIAkQ/uWurOTfKGqxiT5Tmvt8apaK8kb0/vGuqNXZ4EAAAAArFlWGDi11i6qqs2TfCXJulU1L8kmSR5Jcnxr7Z9Wc40AAAAArEGGcodTWmufrKrzkrw4ycZJ7k1yXWvtgdVZHAAAAABrniEFTknSD5d+sBprAQAAAOBpYCiThgMAAADAkAmcAAAAAOiUwAkAAACATgmcAAAAAOiUwAkAAACATgmcAAAAAOiUwAkAAACATgmcAAAAAOjUqAqcquqgqppRVQ9W1e1V9ZL+9pdX1S1V9VBV/biqpox0rQAAAAAs3agJnKpq3yRnJHl7kglJXprkV1W1SZJvJfm7JBslmZ7kGyNVJwAAAADLN3akCxjgxCQntdb+tb8+O0mq6ogkN7fWvtlfPyHJvKraqbV2y4hUCgAAAMAyjYrAqarGJJmW5HtVNTPJuCTfSfKhJLskuWlx39bag1V1e3/7LYPGOSLJEUmyzTbbDE/xDKu9PrPXSJewyn763p+OdAkAAACwWo2WR+o2S7J2kj9P8pIkuyf5kyTHJhmfZP6g/vPTe+zuCVprX2ytTWutTZs0adLqrRgAAACApRotgdPD/Z+faa3d3Vqbl+STSV6TZGGSiYP6T0yyYBjrAwAAAGCIRkXg1Fq7L8ldSdpSmm9Ostvilap6dpLt+9sBAAAAGGVGReDUd36S91bVplW1YZKjknw/ybeT7FpVB1TVuCTHJfmFCcMBAAAARqfRFDidnORnSW5LMiPJvyc5tbU2N8kBSU5Ncl+SFyY5aKSKBAAAAGD5RsW31CVJa+2/k/zP/jK47YokOw17UQAAAACstNF0hxMAAAAATwMCJwAAAAA6JXACAAAAoFMCJwAAAAA6NWomDQcAAAAYbfb6zF4jXcIq++l7fzrsx3SHEwAAAACdEjgBAAAA0CmBEwAAAACdEjgBAAAA0CmBEwAAAACdEjgBAAAA0CmBEwAAAACdEjgBAAAA0CmBEwAAAACdEjgBAAAA0CmBEwAAAACdEjgBAAAA0CmBEwAAAACdEjgBAAAA0CmBEwAAAACdEjgBAAAA0CmBEwAAAACdEjgBAAAA0CmBEwAAAACdEjgBAAAA0CmBEwAAAACdEjgBAAAA0CmBEwAAAACdEjgBAAAA0CmBEwAAAACdEjgBAAAA0CmBEwAAAACdEjgBAAAA0CmBEwAAAACdEjgBAAAA0CmBEwAAAACdEjgBAAAA0CmBEwAAAACdEjgBAAAA0CmBEwAAAACdEjgBAAAA0CmBEwAAAACdGnWBU1XtWFWPVNXXB2x7a1XNqqoHq+o7VbXRSNYIAAAAwLKNusApyT8m+dnilaraJckXkvxlks2SPJTkcyNTGgAAAAArMnakCxioqg5Kcn+S/5tkh/7mtyW5tLV2Tb/P3yWZUVUTWmsLRqZSAAAAAJZl1NzhVFUTk5yU5AODmnZJctPildba7UkeTfKc4asOAAAAgKEaTXc4nZzkS621O6tq4PbxSeYP6js/yYTBA1TVEUmOSJJtttlmNZUJAKyqvT6z10iXsMp++t6fjnQJAACj1qi4w6mqdk/yiiRnL6V5YZKJg7ZNTPKkx+laa19srU1rrU2bNGlS94UCAAAAsEKj5Q6nfZJMTfKb/t1N45OMqao/TnJ5kt0Wd6yq7ZKsm+S2Ya8SAAAAgBUaLYHTF5NcPGD9g+kFUO9JsmmS66rqJUl+nt48T98yYTgAAADA6DQqAqfW2kNJHlq8XlULkzzSWpubZG5VvTvJhUk2TnJFkrePSKEAAAAArNCoCJwGa62dMGj9oiQXjUw1AAAAAKyMUTFpOAAAAABPHwInAAAAADolcAIAAACgUwInAAAAADolcAIAAACgUwInAAAAADolcAIAAACgUwInAAAAADolcAIAAACgUwInAAAAADolcAIAAACgUwInAAAAADolcAIAAACgUwInAAAAADolcAIAAACgUwInAAAAADolcAIAAACgUwInAAAAADolcAIAAACgUwInAAAAADolcAIAAACgUwInAAAAADolcAIAAACgUwInAAAAADolcAIAAACgUwInAAAAADolcAIAAACgUwInAAAAADolcAIAAACgUwInAAAAADolcAIAAACgUwInAAAAADolcAIAAACgUwInAAAAADolcAIAAACgUwInAAAAADolcAIAAACgU2NHugCGx29Oeu5Il9CNDSeOdAUAAADACrjDCQAAAIBOCZwAAAAA6JTACQAAAIBOCZwAAAAA6JTACQAAAIBOjYrAqarWraovVdWsqlpQVf9eVa8e0P7yqrqlqh6qqh9X1ZSRrBcAAACAZRsVgVOSsUnuTLJ3kvWT/F2SS6pqalVtkuRb/W0bJZme5BsjVSgAAAAAyzd2pAtIktbag0lOGLDp+1X16yR7Jtk4yc2ttW8mSVWdkGReVe3UWrtluGsFAAAAYPlGyx1OT1BVmyV5TpKbk+yS5KbFbf1w6vb+dgAAAABGmVEXOFXV2kkuTPKV/h1M45PMH9RtfpIJS9n3iKqaXlXT586du/qLBQAAAOBJRlXgVFVrJflakkeTHNnfvDDJxEFdJyZZMHj/1toXW2vTWmvTJk2atFprBQAAAGDpRk3gVFWV5EtJNktyQGvtv/tNNyfZbUC/ZyfZvr8dAAAAgFFm1AROSc5JsnOS17XWHh6w/dtJdq2qA6pqXJLjkvzChOEAAAAAo9OoCJyqakqSdyXZPck9VbWwv7yttTY3yQFJTk1yX5IXJjlo5KoFAAAAYHnGjnQBSdJam5WkltN+RZKdhq8iAAAAAJ6qUXGHEwAAAABPHwInAAAAADolcAIAAACgUwInAAAAADolcAIAAACgUwInAAAAADolcAIAAACgUwInAAAAADolcAIAAACgUwInAAAAADolcAIAAPj/27vzsFvrut7j7w9sSEVwg+DAKJoiajnkQCFK5amcsIOSQoCWQ4bZIOU5p46opQ2niXIoS1EBQRHREDzkdR0HBBVBi8pwjEEGIeZJAeFz/rjXjsXDnp+1n3s/z/N+XddzcT+/e621P/u6btZe63v/ft+fJGmmLDhJkiRJkiRppiw4SZIkSZIkaaYsOEmSJEmSJGmmLDhJkiRJkiRppiw4SZIkSZIkaaYsOEmSJEmSJGmmLDhJkiRJkiRpplaMHUCSpIXyY79z7NgR5u3Lf3r42BEkSZKkdXKGkyRJkiRJkmbKgpMkSZIkSZJmyoKTJEmSJEmSZsqCkyRJkiRJkmbKgpMkSZIkSZJmyoKTJEmSJEmSZsqCkyRJkiRJkmZqxdgBJEn3tO/b9h07wryd/dqzx44gSZIkaUTOcJIkSZIkSdJMWXCSJEmSJEnSTFlwkiRJkiRJ0kxZcJIkSZIkSdJMWXCSJEmSJEnSTFlwkiRJkiRJ0kxZcJIkSZIkSdJMrRg7gCRJkrQU7fu2fceOMG9nv/bssSNoM+d1LmlNnOEkSZIkSZKkmXKGkyQAfux3jh07wrx9+U8PHzuCJEmSJAlnOEmSJEmSJGnGLDhJkiRJkiRppiw4SZIkSZIkaaYsOEmSJEmSJGmmLDhJkiRJkiRppiw4SZIkSZIkaaYWRcEpyQ5JPprkliQXJzlk7EySJEmSJElavRVjB1hP7wBuBx4MPAE4Pcn5bb86bixJkiRJkiTNtdnPcEqyDfBC4A1tb257FnAqcNi4ySRJkiRJkrQ6m33BCXgUcGfbb0yNnQ88dqQ8kiRJkiRJWou0HTvDWiXZD/hw24dMjb0S+MW2+8957KuAV01+3Qv4+kLlFAA7AlePHULaxLzOtRx4nWs58DrXcuB1ruXA63zh7dF2p3U9aDH0cLoZ2G7O2HbATXMf2PbvgL9biFC6tyTntX3y2DmkTcnrXMuB17mWA69zLQde51oOvM43X4thSd03gBVJHjk19njAhuGSJEmSJEmboc2+4NT2FuAU4PeTbJNkX+AFwHHjJpMkSZIkSdLqbPYFp4kjgPsCVwEnAr/a1hlOmx+XM2o58DrXcuB1ruXA61zLgde5lgOv883UZt80XJIkSZIkSYvLYpnhJEmSJEmSpEXCgpMkSZIkSZJmyoKTJK1Gki2THJXkh8bOIkmStC5JDkiyYuwckrSKPZwkaQ2SXAPsWN8oJUnSZi7J+cDOwIeA49qeM3IkScucBSfNS5JTgGOB09veMXYeaZaS/BXw1bbufKElJ8lxwDo/BLQ9fAHiSAsmyd7Ai4CHtH1NkkcDW7f9l5GjSfOW5PHAocDBwC3AccDxbS8aM5c0a0ke0va76zuucVhw0rwkORL4RWAP4CSGuymfHzeVNBtJPgv8BHAx8B2mvpy3/amxckmzkOSN6/O4tm/e1FmkhZLkIOAdwCnAIW23S/Jk4I/bPmvcdNLsJAnw08CfA48DzgbeBZzY9q4xs0mzkOTGttutZvzatjuMkUn3ZsFJM5HksQx3Uw4B7mCY9fSBtt8eNZg0D0levqZzbd+zkFkkSfOX5ALg4Lb/nOS6ttsn2Qq4vO1OY+eTZiHJIxg+lx8K3MXwufwS4AjgirYHjhhPmokkN7Xdds7YdsB/tN1xpFiaw4KTZirJfsDbGe6k3AycCxzZ9vxRg0mS1irJ1sBewI5AVo23/dRooaQZm+7Nt+ou+KTJ8uVtHzR2Pmk+krwGOAz4YYaVB8e2/eLU+fsBV7W9/0gRpXlLsmrVwc7A5XNOP5BhFt8rFjyYVstdDDRvSfbi7tlNtzOsFX8e8J8Md1I+Buw5WkBpHpL8EkMfhJ3aPnFSVH1w25NHjibNTJKnAx8GfgjYDrgR2JZhKenDR4wmzdqXGb6QHzs19hLgS+PEkWbq2QxL6P6h7e1zT7a9NYmzm7TYHcpwY+wTDO/nqxS4su3XR0ml1XKGk+YlyXnAwxh2wzh2dbthJLmwrQUnLTpJ3gw8B/gr4O1tV06mqZ/U9sfGTSfNTpJzgRPa/uXUMqOjgFvb/tnY+aRZmTQI/yRwIbAP8BngUcDPtP3miNEkSRsgyf3a3jp2Dq2dBSfNS5IXAaeu7i6KtNgluQR4cturpr6EB7i27fZj55NmJckNwPZt75q61rcGLmy7y9j5pFmaLCt6HsOGJ98BTmt787ippNlIcgDwTO69PNodR7WkTD6nvAx4AnCPZaJe75sPl9RpXqaXFU2+iE//w+YOGFrsVgA3TI5XVefvz9CfTFpKbmBYSnc9cEWSxwDXMOcDnLQUTO6InzR2DmnWJruPvhr4IHAQw650hzCsRJCWmmOBHwU+Dlw5chatgTOcNC9JdmbYXvgZwMrpc223HCWUNCNJjgFuAV7HsCZ8hyR/DmzT9tXjppNmJ8nRwJfanpDkSOD1DDuOnmHjTS0lST7H3TcQpt0GXAqc0vbjC5tKmo0kFwPPbftvSa6ftAJ4KvC/2x4wdj5plpJcB+zZ9vqxs2jNthg7gBa9dzE0Cv9phlkfTwJOZbi7Ii12v8XQo+wG4AFJbmTo9fE/xgwlzVrb32x7wuT4z4EXAa8EXjVqMGn2PsPwvv5Z4PjJf/cAzmO4Q35MktePFU6ap5Vt/21yfHuSrdp+iWGJnbTUXMKw2Yk2Y85w0rxMthfeve0tU3dSdgA+3/bRY+eTNlSS57T9xOQ4k62zd2bS66PtpeMmlCRtrCTnAC9re8HU2KOB97d92mQ2yAfbujujFp0kXwEOa/vVJJ9i2Cn6OuAP2j5s1HDSjE1mZB/EsLnPPZbUtf3UKKF0LxacNC9JrgJ2a3tbkouApzBsp311221HDSdthCQ3tt1u7rG0lCXZE3grq2+8ufsooaRNYNIg/0Ftb5sauy9wRduVk99vbmv/Mi06SZ4D3Nz2zCRPAz7A8J5+RNtTxk0nzVaSC9dwqt402HzYNFzzdQ7DtvEfBf6RoSnh9ximpkuL0ZVJXg38O7AiyX5MNcNfpe2ZC55M2nROAL4NHAm4xbCWsjOB9yY5iqFn067Am4CzAJL8CHDFaOmkeVg1Q3tyfA7wwyPGkTaptnuOnUHr5gwnzUuSlcAWba+d3CH8bYY7KUe39QObFp0kTwfewrCEbjdW/8WjzvrQUjLpT7bS3UW11E2W/b8TOBDYEvgBcArw2rZXJ9kL2LatN8606Ex2GN0P2AG4Fvhc238fN5W06STZCtgH2Lnth5JsA9D2lnGTaRULTpK0Bkku9O6JloMkpwFvbPvlsbNICyHJFsBOwH9aaNVilyTAe4CXMszcuxzYBdgZOA745fqlT0vMZEbqqQy7jO7a9v6TZaUvbfvicdNpFZfUaYMl+f31eVzbozZ1FmlTmltsSrIHcKeNw7UEXQT8Y5JTgO9On/C9XItdkrX18thm+K4Obf9jYRJJM/cqYH9gn7bnrhpM8hTgROBXgL8dJ5q0yfwNcFTb45JcNxn7LPD3I2bSHBactDF2mzq+D/BC4FzgYmB34KnAR0bIJc1UkuOBd7T9QpLDgb8D7kpyRNv3jZtOmqltgI8DW3HP93jviGsp+BbDtRzuvqZX9eabvsa3XMhQ0gwdBvz6dLEJoO25SX4T+F9YcNLS81jg+MlxYVhKN2nzos2ES+o0L0k+CHy47Uemxg4EDmp78HjJpPmb7MK4a9vbk5wP/BpwA3By20eNm06StKGS/BLwLIZG4Rcz9Os7Cvh/3kjQYpXkWmCPtjet5ty2wCVtt1/4ZNKmk+SfgFe2PS/JtW13SPJU4O1tnzp2Pg0sOGleJtsL79D2zqmxLYFr2z5gvGTS/CW5vu3KJDsD57XdeTJ+U9ttR44nzVSSRwIHM/T9uAw4se03x00lzVaSS4FHtv3e1Nj9gG+03XW8ZNLGS3LD2j53r+u8tBgleR5D77K/Zdhl963AqxmKUJ8cM5vu5pI6zde3gNcAfz01dgTD9trSYnd+kt8BHgacDjApPt04Zihp1pI8H/gAcBrDrI+9gPOSHNb21FHDSbO1BcN7+gVTY3vgcjotblsl+UnuXio6l9/5tOS0PS3Js4FXMPRu2gM40A1QNi/OcNK8JHki8FGGf8guY7gz/gOG/9m/MmY2ab4mMz7eCtwBvK7tlUkOAp7W9rfHTSfNTpJ/Zej/8empsf0ZpqU/brRg0oxNbiK8Dngv8B2GnmUvA45u+39GjCZttCQXsY6ee+66q6UmyY5trx47h9bOgpPmLclWwI8DDwWuAL7Q9o5xU0mS1tdkd5ed2v5gamwFcHXbleMlk2Yvyc8BBzFsGX8FcFLbM8ZNJUnaEEluBT7DMEP7Y21vGTeRVseCkyStRZKfAp4A3H96vO3vj5NImr0knwbOaPsnU2OvB57Tdv/RgkmSJK1Gkh2BXwAOAR7P0BbgBOD/Tt9A07gsOGmDJbmg7d6T4++whim8bXdf0GDSjCX5K+BQhrsnt06datvDRwklbQJJHg18HNiGu5cZ3QIc0PaCtT1X2twl+b22b50cr/FmQdujFi6VJGlWkuzOUHg6BHho251GjqQJG8hpY7xy6vjQ0VJIm96hwJPaXjx2EGlTavu1JHtz9/Loy4FzXB6tJWJ697nd1vAY78BK0uL14MnPjsD1I2fRFGc4SdIaJPkm8MS2N4+dRZI0P0m2APYHzm5728hxJH6KyU4AAAwdSURBVEnzkOQxwMEMs5ruA5wEnNj2S6MG0z1YcNIGW9t09GlOTddil+RVwLOBPwSunD7X9pJRQkkz4vJoLUdJbmq77dg5pE0hyeva/sWcsQDvafvLI8WSNonJhicfAU4EPlULG5sll9RpY6xpOrq01Pzt5L8vmDNeYMsFziLNmsujtRydmWSftl8cO4i0Cbw0yQ1t3wP/VWw6HrCfjZaMJH/d9teBB7e9PcnLp4tNST7S9oUjRtQUZzhJ0hokWWNRqe2dC5lF2pSSHNT2w6sZf1Hbk8fIJG0KSd7JsATjHxga5P/XB2FnZmuxS/JQho1O3sDdMz+2AQ50GamWiiQ3tt1u6vdr2+6wpvMalwUnzVuSRzJ8eNsFuIxh7ew3x00lSVpfa/pwNvdDnLTYJXnvms61/aWFzCJtCkn2YCg6XQpcDRzkFvFaSuYujU5yXdvtp3634LQZcUmd5iXJ84EPAKcBFwN7AeclOaztqaOGk+ZpMsPpV4BnMux6kVXn2v7UWLmkWUny8MnhFkn2ZOoaBx4OfH/hU0mbznRRKcmDgKcDF7S9YLxU0sZLsrreTKcwNFI+Hjg8CW2PWdhk0iYzd8aMM2g2YxacNF9/CLyg7adXDSTZH3g7YMFJi91fAD8L/D3wZuCNDAWoD44ZSpqhbzF8UAvw7Tnnvgu8aaEDSZtCkl2AtwGPAb4A/BlwJnAnsDLJ4W19b9didNgaxr8GvGRyXMCCk5aKFUl+krtvks393T6rmxGX1GleJrsD7DQ9VTfJCuDqtivHSybNX5LLgH3bXjRpwvmAJHsDf9N2/5HjSTOT5LNtnzl2DmlTSfJx4CrgZODFwLOA17b9aJIXAH/Q9kfHzCjNx6RB+J7AJS6h01KW5CLWMaup7Z4Lk0brYsFJ85Lk08AZbf9kauz1wHP8Qq7FblJQ3aFtk1wBPLzt91wbLkmLS5JrgIdOdjS6H3ADsPWqnY1W3VQYNaQ0T0luAbZte9fYWSQJXFKn+TsCODXJbzDs9rI7cDP33kZeWoy+BjwZOBf4MnBUkhuAy0dNJc1AkjPa/tzk+HOs4W5h22csaDBp09iq7e0AbW+dNJ2dvuazhudJi8k/AY9i+PwiSaOz4KR5aXvBZInRPsDODF/Ev+hUXi0RvwWsukt4JPAuYFvg1aMlkmbn2Knjd4+WQloY9vzQcvAZ4Iwk72O4EfxfRVWbhksag0vqtFHWdjd8Fe+KazGb7FD3i8CH2t42dh5J0saz54eWg0mri9Wpu+tKGoMFJ22UJC+d/pVhV7rXTD+m7fsXNJQ0Y/b00FK2hq2078W74pIkSdoYFpw0E0mua7v92DmkWUpyAnB820+MnUWatTl3wgPsC3yXYRnGbsBDgLPa/uQI8SRJGyHJ9sDzgV2Ay4CPt71u3FSSlit7OGlWrFxqKdoCOCXJWdy7F8J6zQ6RNlfThaQkbwM+1vboqbHfAB4xRjZJ0oZL8uPA6QxNwy8GngccneS5bb8wajhJy5IznDQTSa5tu8PYOaRZSvIHazrX9g0LmUXalJJcB+zY9s6psS2Bq529KkmLQ5JzgL9s+8GpsRcDv932KeMlk7RcWXDSRkkyt/Hgx4AXMLWtcNtPLWgoaUaSHNz2xLFzSAslyQXA77b96NTYzwN/0nav8ZJJktbX5ObBA9veNTXmzQNJo7HgpI2S5MJ1PKRtH74gYaQZS3Jj2+3GziEtlCT/DTgZ+CrD8tHdgccAB7X95JjZJEnrJ8mXgKPbnjA19hKGGU5PHi+ZpOXKgpMkzZHkprbbjp1DWkhJdgSeDewMXAGc3vaacVNJktZXkp8ATgO+wdDD6WHAI4Hntf38iNEkLVMWnCRpjiS3As9laonoXC4ZlSRJm5vJLnXPZbh5cDnwibbXjptK0nJlwUmS5khyJ8OdwTUVnFwyqkUvyedYjx1G2z5jAeJIkjZSkl8Azmz73bGzSNK0FWMHkKTN0C0WlLQMvHvq+BHALwPvZyi27g68FDhmhFySpA3zFuARSb4NnAl8lqEAdfG4sSQtd85wkqQ5bBqu5SbJF4GXt/3q1NhjgGPa7jNeMknS+kjyYOAZk5/9gMcBlzEpQLV991qeLkmbhAUnSZrDpuFabpLcADy47fenxu4LXNF25XjJJEkbI8lK4FXA64Cd2m45ciRJy5BL6iRpDotNWoY+C7wvyRuAS4HdgDcDnxs1lSRpvSQJ8ATunuX0EwxNw0/C93JJI3GGkyRJy1ySHYB3Agcy3Iy6AzgF+LW214yZTZK0dklOA54EfB04a/Lz+bY3jRpM0rK3xdgBJEnSuNpe2/YlwH2AhwJPYej98a+jBpMkrY+9gNuAC4FvA9+y2CRpc+AMJ0mSRJKdgEMYdqd7PMMSjHe0/fCowSRJ67SapuE7AmczvJef1fafR4wnaZmy4CRJ0jKVZCvgAOBlwM8C3wJOBH4LeHTbq8ZLJ0naWDYNl7Q5sGm4JEnL15XAXcD7gDe2/QpAkiPGDCVJ2jCraRr+dGAlcB5wzIjRJC1jFpwkSVq+/oXhS8nTgG8mubDtdSNnkiRtgCSnM+xKtzVwDsPOo28HvtD2+2Nmk7S8uaROkqRlLMkewOGTn92BTwLPBPZue9mY2SRJ65bkfwJnAue2vWPsPJK0igUnSZIEQJKnMxSefgH4AXBM29ePm0qSJEmLkQUnSZJ0D0nuA/x34PC2zx47jyRJkhYfC06SJEmSJEmaqS3GDiBJkiRJkqSlxYKTJEmSJEmSZsqCkyRJ0npK8r4kb5kc75fk6+vzWEmSpOXGgpMkSVo2klyU5Flzxl6W5KwNfa22n2u71+zSrVuSrya5efJzZ5LvT/3+uwuZRZIkaW1WjB1AkiRJ66ftY1cdJ/kMcHzbd4+XSJIkafWc4SRJkjQlyd5JPpPk+smMogPW8Lj9k1w69fsTk3wlyU1JPgTcZ+rc9klOS/KfSa6bHO86OXdQki/Pee0jk3xsA3PfZ5J576mxhya5NckDkzxrMsPrqCTXJLkwyUvmPP8vknwnyZVJ3pnkPqv/0yRJktbOgpMkSdJEkq2AjwOfBB4EvBb4QJK1Lp1LsjXwMeA4YAfgw8ALpx6yBfBeYA9gd+B7wNsn504F9pwuFAGHTl5rvbX9PnDS5LmrHAL8Y9trJr/vCmwL7Ay8HDgmyQ9Pzv0ZsCfwo8AjgYcBv7chGSRJklax4CRJkpabj01mAl2f5HrgnVPn9gHuD/xx29vbfgo4DTh4Ha+5D7AVcHTbO9qeDJy76mTba9p+pO2tbW8C3go8c3LuNuBDTApFSR7LUOw5bSP+bu8HDkmSye+Hcc/C1V3AG9veNvm7nQEclGQL4BXAb7a9ru2NwB8BL0GSJGkjWHCSJEnLzc+3XbnqBzhi6tzOwHfa3jU1djGwyzpec2fgsrad8zwAktwvybuSXJzkRuBMYGWSLScPmS4UHQacNClEbZC2ZwM/AJ6e5HEMs6lOn3rINW1vnZNxZ+AhwA8B508V4k5jmOUlSZK0wSw4SZIk3e1yYLfJjJ9VdgcuW8fzrgB2mZpZtOp5qxwJ7AU8re12wDMm4wFo+0XgdmA/hmVwG7Scbo5jGWZLra5w9cAk952T8XLgysmfv9dUMe4BbR8wjxySJGkZs+AkSZJ0t3OAW4DXJ9kqyf7A84EPruN5X2CYWfTrSVYkORB46tT5bRn6Nl2fZAfgjat5jWMZ+jr9oO1Z8/g7HAe8iKFwdeycc1sAb0qy9eTv9mzg5LZ3Au8Gjk6yUwa7JvmZeeSQJEnLmAUnSZKkiba3AwcwFGKuZujvdHjbr63H8w4EXgZcB7wYOGXqIUcD95285hcZeifNdRzwOOY3u4m2FwH/Ctze9vNzTl/KUFC7gmEZ3yvafnNy7kiGJXZfAm5gaJz+yPlkkSRJy1fu2WpAkiRJY5gsdbsKeNJUEWhjX+tY4D/avmlq7FnAu9s+bD6vLUmStD5WjB1AkiRJAPwqcO4Mik0PB14A/MhMUkmSJG0EC06SJEkjS3IRQwPxn5/n6/wR8GvAW9peMoNokiRJG8UldZIkSZIkSZopm4ZLkiRJkiRppiw4SZIkSZIkaaYsOEmSJEmSJGmmLDhJkiRJkiRppiw4SZIkSZIkaaYsOEmSJEmSJGmm/j8G45ZaSTkFwgAAAABJRU5ErkJggg==\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.close('all')\n", "plt.figure(figsize=(20,7))\n", "matplotlib.rcParams['font.size'] = 12.0\n", "sns.countplot(data=holidays, x='type', hue='locale')\n", "plt.xticks(rotation='vertical')\n", "plt.xlabel('Holiday Type')\n", "plt.ylabel('Count')\n", "plt.title('Distribución de los días feriados por localidad')\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 99, "metadata": {}, "outputs": [], "source": [ "local = holidays[holidays['locale']=='Local']\n", "regional = holidays[holidays['locale']=='Regional']\n", "national = holidays[holidays['locale']=='National']" ] }, { "cell_type": "code", "execution_count": 164, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.close('all')\n", "\n", "plt.figure(figsize=(20,7))\n", "matplotlib.rcParams['font.size'] = 12.0\n", "sns.countplot(data=national, x='description', palette='Blues_d')\n", "plt.xticks(rotation='vertical')\n", "plt.title('Días de feríado nacional')\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 165, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.close('all')\n", "\n", "plt.figure(figsize=(20,7))\n", "matplotlib.rcParams['font.size'] = 12.0\n", "sns.countplot(data=regional, x='description', hue='type', palette=\"Greens_d\")\n", "#plt.xticks(rotation=45)\n", "plt.title('Días de feriado regional')\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 166, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.close('all')\n", "\n", "plt.figure(figsize=(20,7))\n", "matplotlib.rcParams['font.size'] = 12.0\n", "sns.countplot(data=local, x='description', hue='type', palette=\"Reds_d\")\n", "plt.xticks(rotation='vertical')\n", "plt.title('Días feriados locales')\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 167, "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.close('all')\n", "\n", "plt.figure(figsize=(20,7))\n", "matplotlib.rcParams['font.size'] = 12.0\n", "sns.countplot(data=local, x='locale_name', palette=\"Reds_d\")\n", "plt.xticks(rotation='vertical')\n", "plt.title('Localidades de los días feriados locales')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Transacciones\n", "\n", "Ahora analizar las transacciones utilizando como modelo la tienda más grande de la red, a modo de conocer si los tipos de tiendas se ajustan al modelo previo de cluster´s y además compararemos este comportamiento utilizando de referencia una de las tiendas de la red" ] }, { "cell_type": "code", "execution_count": 168, "metadata": {}, "outputs": [], "source": [ "transactions=pd.read_csv('transactions.csv',parse_dates=['date'])" ] }, { "cell_type": "code", "execution_count": 67, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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store_nbr
202015-02-132017-08-15
212015-07-242017-08-15
222015-10-092017-08-15
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\n", "
" ], "text/plain": [ " start end\n", "store_nbr \n", "20 2015-02-13 2017-08-15\n", "21 2015-07-24 2017-08-15\n", "22 2015-10-09 2017-08-15\n", "29 2015-03-20 2017-08-15\n", "42 2015-08-21 2017-08-15\n", "52 2017-04-20 2017-08-15\n", "53 2014-05-29 2017-08-15" ] }, "execution_count": 67, "metadata": {}, "output_type": "execute_result" } ], "source": [ "tmp = sales.groupby('store_nbr')['date'].agg([np.min, np.max]).rename(columns={'amin': 'start','amax': 'end'})\n", "tmp[tmp.start>=\"2014-01-01\"]" ] }, { "cell_type": "code", "execution_count": 174, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ts=sales.loc[sales.store_nbr==46,['date','transactions']].set_index('date')\n", "ts=ts.transactions.astype('float')\n", "plt.figure(figsize=(15,12))\n", "plt.title('Transacciones diarías para la tienda #46')\n", "plt.xlabel('Fecha')\n", "plt.ylabel('Número de Transacciones')\n", "plt.plot(ts);" ] }, { "cell_type": "code", "execution_count": 175, "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(15,10))\n", "plt.plot(ts.rolling(window=30,center=False).mean(),label='Rolling Mean');\n", "plt.plot(ts.rolling(window=30,center=False).std(),label='Rolling sd');\n", "plt.legend();" ] }, { "cell_type": "code", "execution_count": 176, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "2293.0\n" ] }, { "data": { "text/plain": [ "date\n", "2015-06-21 4616.0\n", "2015-06-22 3299.0\n", "2015-06-23 3039.0\n", "2015-06-24 3070.0\n", "2015-06-25 2834.0\n", "2015-06-26 3076.0\n", "2015-06-27 4297.0\n", "Name: transactions, dtype: float64" ] }, "execution_count": 176, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# What about that low outlier\n", "print(ts.min())\n", "ts['2015-06-21':'2015-06-27']\n", "## 2015-06-24 ## There was very few transactions on this date" ] }, { "cell_type": "code", "execution_count": 177, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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startend
store_nbr
202015-02-132017-08-15
212015-07-242017-08-15
222015-10-092017-08-15
292015-03-202017-08-15
422015-08-212017-08-15
522017-04-202017-08-15
532014-05-292017-08-15
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" ], "text/plain": [ " start end\n", "store_nbr \n", "20 2015-02-13 2017-08-15\n", "21 2015-07-24 2017-08-15\n", "22 2015-10-09 2017-08-15\n", "29 2015-03-20 2017-08-15\n", "42 2015-08-21 2017-08-15\n", "52 2017-04-20 2017-08-15\n", "53 2014-05-29 2017-08-15" ] }, "execution_count": 177, "metadata": {}, "output_type": "execute_result" } ], "source": [ "tmp = sales.groupby('store_nbr')['date'].agg([np.min, np.max]).rename(columns={'amin': 'start','amax': 'end'})\n", "tmp[tmp.start>=\"2014-01-01\"]" ] }, { "cell_type": "code", "execution_count": 178, "metadata": {}, "outputs": [], "source": [ "sales[(sales.store_nbr==22)].to_csv('tmp.csv',index=False)" ] }, { "cell_type": "code", "execution_count": 179, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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datestore_nbrtransactionscitystatetypeclustermonthdayweek...store_nbr_46store_nbr_47store_nbr_48store_nbr_49store_nbr_50store_nbr_51store_nbr_52store_nbr_53store_nbr_54year
2702013-01-061520.0QuitoPichinchaD13.0161...0000000002013
6482013-01-131542.0QuitoPichinchaD13.01132...0000000002013
10262013-01-201507.0QuitoPichinchaD13.01203...0000000002013
14042013-01-271542.0QuitoPichinchaD13.01274...0000000002013
17822013-02-031531.0QuitoPichinchaD13.0235...0000000002013
\n", "

5 rows × 71 columns

\n", "
" ], "text/plain": [ " date store_nbr transactions city state type cluster \\\n", "270 2013-01-06 1 520.0 Quito Pichincha D 13.0 \n", "648 2013-01-13 1 542.0 Quito Pichincha D 13.0 \n", "1026 2013-01-20 1 507.0 Quito Pichincha D 13.0 \n", "1404 2013-01-27 1 542.0 Quito Pichincha D 13.0 \n", "1782 2013-02-03 1 531.0 Quito Pichincha D 13.0 \n", "\n", " month day week ... store_nbr_46 store_nbr_47 store_nbr_48 \\\n", "270 1 6 1 ... 0 0 0 \n", "648 1 13 2 ... 0 0 0 \n", "1026 1 20 3 ... 0 0 0 \n", "1404 1 27 4 ... 0 0 0 \n", "1782 2 3 5 ... 0 0 0 \n", "\n", " store_nbr_49 store_nbr_50 store_nbr_51 store_nbr_52 store_nbr_53 \\\n", "270 0 0 0 0 0 \n", "648 0 0 0 0 0 \n", "1026 0 0 0 0 0 \n", "1404 0 0 0 0 0 \n", "1782 0 0 0 0 0 \n", "\n", " store_nbr_54 year \n", "270 0 2013 \n", "648 0 2013 \n", "1026 0 2013 \n", "1404 0 2013 \n", "1782 0 2013 \n", "\n", "[5 rows x 71 columns]" ] }, "execution_count": 179, "metadata": {}, "output_type": "execute_result" } ], "source": [ "sales['year'] = sales['date'].dt.year\n", "sales['month'] = sales['date'].dt.month\n", "sales['day'] = sales['date'].dt.day\n", "sales['week'] = sales['date'].dt.week\n", "sales['dow'] = sales['date'].dt.dayofweek\n", "sales['dayofyear'] = sales['date'].dt.dayofyear\n", "sales['dayoff']=[x in [5,6] for x in sales.dow] ## Weekends\n", "\n", "sales[sales.dow==6].head()" ] }, { "cell_type": "code", "execution_count": 180, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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datetypelocalelocale_namedescriptiontransferred
02012-03-02HolidayLocalMantaFundacion de Manta0
12012-04-01HolidayRegionalCotopaxiProvincializacion de Cotopaxi0
22012-04-12HolidayLocalCuencaFundacion de Cuenca0
32012-04-14HolidayLocalLibertadCantonizacion de Libertad0
42012-04-21HolidayLocalRiobambaCantonizacion de Riobamba0
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" ], "text/plain": [ " date type locale locale_name description \\\n", "0 2012-03-02 Holiday Local Manta Fundacion de Manta \n", "1 2012-04-01 Holiday Regional Cotopaxi Provincializacion de Cotopaxi \n", "2 2012-04-12 Holiday Local Cuenca Fundacion de Cuenca \n", "3 2012-04-14 Holiday Local Libertad Cantonizacion de Libertad \n", "4 2012-04-21 Holiday Local Riobamba Cantonizacion de Riobamba \n", "\n", " transferred \n", "0 0 \n", "1 0 \n", "2 0 \n", "3 0 \n", "4 0 " ] }, "execution_count": 180, "metadata": {}, "output_type": "execute_result" } ], "source": [ "holidays.head()" ] }, { "cell_type": "code", "execution_count": 181, "metadata": {}, "outputs": [], "source": [ "# Enable all holidays\n", "for (d,t,l,n) in zip(holidays.date,holidays.type,holidays.locale,holidays.locale_name):\n", " if t!='Work Day' and t!='Event': \n", " if l=='National':\n", " sales.loc[sales.date==d,'dayoff']=True\n", " elif l=='Regional':\n", " sales.loc[(sales.date==d)&(sales.state==n),'dayoff']=True\n", " else:\n", " sales.loc[(sales.date==d)&(sales.city==n),'dayoff']=True\n", " else:\n", " sales.loc[(sales.date==d),'dayoff']=False" ] }, { "cell_type": "code", "execution_count": 182, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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datestore_nbrtransactionscitystatetypeclustermonthdayweek...store_nbr_46store_nbr_47store_nbr_48store_nbr_49store_nbr_50store_nbr_51store_nbr_52store_nbr_53store_nbr_54year
399062015-01-1011534.0QuitoPichinchaD13.01102...0000000002015
399072015-01-1022083.0QuitoPichinchaD13.01102...0000000002015
399082015-01-1033601.0QuitoPichinchaD8.01102...0000000002015
399092015-01-1041689.0QuitoPichinchaD9.01102...0000000002015
399102015-01-1051645.0Santo DomingoSanto Domingo de los TsachilasD4.01102...0000000002015
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5 rows × 71 columns

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" ], "text/plain": [ " date store_nbr transactions city \\\n", "39906 2015-01-10 1 1534.0 Quito \n", "39907 2015-01-10 2 2083.0 Quito \n", "39908 2015-01-10 3 3601.0 Quito \n", "39909 2015-01-10 4 1689.0 Quito \n", "39910 2015-01-10 5 1645.0 Santo Domingo \n", "\n", " state type cluster month day week ... \\\n", "39906 Pichincha D 13.0 1 10 2 ... \n", "39907 Pichincha D 13.0 1 10 2 ... \n", "39908 Pichincha D 8.0 1 10 2 ... \n", "39909 Pichincha D 9.0 1 10 2 ... \n", "39910 Santo Domingo de los Tsachilas D 4.0 1 10 2 ... \n", "\n", " store_nbr_46 store_nbr_47 store_nbr_48 store_nbr_49 store_nbr_50 \\\n", "39906 0 0 0 0 0 \n", "39907 0 0 0 0 0 \n", "39908 0 0 0 0 0 \n", "39909 0 0 0 0 0 \n", "39910 0 0 0 0 0 \n", "\n", " store_nbr_51 store_nbr_52 store_nbr_53 store_nbr_54 year \n", "39906 0 0 0 0 2015 \n", "39907 0 0 0 0 2015 \n", "39908 0 0 0 0 2015 \n", "39909 0 0 0 0 2015 \n", "39910 0 0 0 0 2015 \n", "\n", "[5 rows x 71 columns]" ] }, "execution_count": 182, "metadata": {}, "output_type": "execute_result" } ], "source": [ "## Some manual verifications\n", "sales.loc[lambda df: df.date=='2015-01-10'].head()\n", "#sales.loc[lambda df: (df.date=='2017-04-13') & (df.city=='Cuenca')].head()\n", "#sales.loc[lambda df: (df.date=='2013-04-01') & (df.state=='Cotopaxi')].head()" ] }, { "cell_type": "code", "execution_count": 189, "metadata": {}, "outputs": [ { "data": { "image/png": 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k0HQkkiRJktTzlnLKjX7gBICIWAt8B3hnSukzLfZLZP0WIStjPSUiomH9Kexe3ipJkiRJ2gOLEjRGxH0i4qyIWBERfRHxVOBs4MqIOBK4EvhISuljs+z7BxGxJjJnAK8iGzEV4HtAFXhVRAxFxCvz5Vd2/KIkSZIkqQcsVqYxkZWi3g6MAn8LvCaldDnwEuB44O2NczE27HsWcANZyemlwAUppUsAUkrTwLOAFwBbgBcDz8qXS5IkSZL2Uuw68GhvOP3009O6deuWuhmSJEmStCQi4qqU0ulFtl3KPo2SJEmSpH2cQaMkSZIkaU4GjZIkSZKkORk0SpIkSZLmZNAoSZIkSZqTQaMkSZIkzaJW672ZJmZj0ChJkiRJTaq1xKMvuJLLfnrrUjdlyRk0SpIkSVKT8ekZ7hgr8/Ef3Ei1xzOOBo2SJEmS1KRcqQKwYfMkP7h+4xK3ZmkZNEqSJElSk6lKbcfzS39yy5K1Y19g0ChJkiRJTSbzTOMJhyzne9dv5LZNE0vcoqVj0ChJkiRJTerlqS961HEE8NVf3L60DVpCBo2SJEmS1KScl6cee9ByVgz1s2WissQtWjoGjZIkSZLUpF6eOjJYoq8UPT2CqkGjJEmSJDWpl6cO9fdRiqCWDBolSZIkSbl60Dg80EepZNAoSZIkSWpQ3lGe2kdfWJ4qSZIkSWpQHwhnuL9EKaCHY0aDRkmSJElqNtlcntrDUaNBoyRJkiQ1aezT2FcKqvZplCRJkiTVlSs1Bvuy6Tay0VOXukVLx6BRkiRJkpqUK1WGBrJwqRRYnipJkiRJ2qlcqTIy0AeQlacaNEqSJEmS6sqVKsN50JiVpxo0SpIkSZJyk5UqwzvKUw0aJUmSJEkNypWa5ak5g0ZJkiRJapINhFMvT8XRUyVJkiRJO+3Sp7FkeaokSZIkqUFWnpqFS31heaokSZIkqUF5xtFT6wwaJUmSJKnJ5PTOeRpLJajVlrhBS8igUZIkSZKaNPZp7CsFVTONkiRJkqS68kyNIedpBAwaJUmSJGkX1VpiembnPI2lCGoOhCNJkiRJApiaqQJYnpozaJQkSZKkBuVKNurNcH+9PNWBcCRJkiRJuclKlmkcGXTKDTBolCRJkqRdlCuzlKfap1GSJEmSBNkcjQBD/WYawaBRkiRJknZRHwhnR3lqKejhROPiBY0RcVlE3BkRWyPi+oh4ScO6J0XEdRExERHfjYi1DeuGIuJT+X53RcTrmo47576SJEmStFDNA+H0BZanLpL3AsemlFYBzwTeFRGnRcTBwFeB84ADgXXAFxr2Ox+4H7AWeALwxoj4PYAC+0qSJEnSgtTLU4cHLE8F6F+sE6WU1je+zB8nAKcB61NKXwKIiPOBeyPixJTSdcALgBellEaB0Yj4BPBnwBXAs1vsK0mSJEkLUp6tPNVM4+KIiI9GxARwHXAn8E3gJOCX9W1SSuPAjcBJEbEGOKJxff78pPz5nPt28DIkSZIkdbGd5an56KkRVHs407ioQWNK6RXASuAxZGWlU8AKYKxp07F8uxUNr5vX0WLfXUTEORGxLiLWbdy4cW8uQ5IkSVIXm9wx5UYWLpVKOBDOYkopVVNK/wEcBbwc2A6satpsFbAtX0fT+vo6WuzbfN6LUkqnp5ROP+SQQ/buIiRJkiR1ral60DjY0Kexh6PGpZxyo5+sT+N64CH1hRGxvL4878d4Z+P6/Hm9f+Sc+3a05ZIkSZK6VrkeNNbLU0uWp3ZcRNwnIs6KiBUR0RcRTwXOBq4EvgacHBHPiYhh4G3A1Q0D2VwKvDUi1kTEicBLgU/n61rtK0mSJEkLMlmpUgoY6AvATONiZRoTWSnq7cAo8LfAa1JKl6eUNgLPAd6dr3sYcFbDvm8nG9zmVuD7wN+klK4AKLCvJEmSJC1IuVJjZKCPiIagsXdjxsWZciMP7h43z/rvACfOsW4KeHH+WNC+kiRJkrRQ5Up1xxyNAH0lqPZw1LiUfRolSZIkaZ8z2RQ0ZplGg0ZJkiRJEjBVqe2YbgOgVDJolCRJkiTlditPjbA8VZIkSZKUmaxUGWksTy319kA4Bo2SJEmS1KA501jKBlHt2Wk3DBolSZIkqUG5qU9jXz71RrVH+zUaNEqSJElSg90yjXmqsVcHwzFolCRJkqQGu5en5kFjbalatLQMGiVJkiSpQTZPY0N5av7U8lRJkiRJEuVKbdfRU8PyVEmSJEkSkFKiPDNXeapBoyRJkiT1tKmZGimxS9DYlw+EUzVolCRJkqTeNlXJRruZffTUJWnSkjNolCRJkqRceaYKsMtAOHnMaJ9GSZIkSep1k9N50NjfUJ4alqdKkiRJktiZaRwZnK081aBRkiRJknpaeUefxsby1ProqUvSpCVn0ChJkiRJuVnLU/OoqWqmUZIkSZJ6246BcAZnmafRoFGSJEmSettUZfdM487yVINGSZIkSeppk5XdB8LpywfCsTxVkiRJknqcA+HszqBRkiRJknLlWctTs5/2aZQkSZKkHjdveap9GiVJkiSpt9XLU4f6G8pTS46eKkmSJEkiK08d6i8ReT9GcMoNg0ZJkiRJypUr1V1KUwH6ol6euhQtWnoGjZIkSZKUK1equwyCA1DKoyYzjZIkSZLU4yYrtV2m24DGKTcMGiVJkiSpp5UrVYYHmspT66OnmmmUJEmSpN42W9C4cyCcpWjR0jNolCRJkqRcFjQ2l6dmPy1PlSRJkqQeV67UGJmrPNWgUZIkSZJ62/zlqQaNkiRJktTTJg0ad2PQKEmSJEm5cqU29+iptaVo0dIzaJQkSZKk3NQsA+H05S/NNEqSJElSj5utPDUsT5UkSZIkzVRrzNTS7qOnhqOndlxEDEXExRFxa0Rsi4hfRMTT8nXPi4jtDY+JiEgRcVq+/vyIqDRtc3zDsU+NiKvy/a6KiFMX45okSZIkdZfyTNZpcffy1HqmcdGbtE9YrExjP7ABeBxwAHAe8MWIODal9NmU0or6A3gFcBPw84b9v9C4TUrpJoCIGAQuBy4D1gCXAJfnyyVJkiSpsMnpKsBumcY80UitR6PGRQkaU0rjKaXzU0q3pJRqKaVvADcDp82y+QuBS1MqVDD8eLKA9B9SSlMppQ8BATyxXW2XJEmS1BvKlSxoHJpr9FT7NC6eiDgUuD+wvmn5WuCxwKVNu5wZEZsjYn1EvLxh+UnA1U0B5tX5ckmSJEkqbGomCxp3m3LDgXAWV0QMAJ8FLkkpXde0+gXAD1NKNzcs+yLwQOAQ4KXA2yLi7HzdCmCs6RhjwMpZzntORKyLiHUbN25sw5VIkiRJ6iaT01mfxt3LU/Og0fLUzouIEvAZYBp45SybvICsX+IOKaVrU0p3pJSqKaUfAx8Enpuv3g6sajrGKmBb84FTShellE5PKZ1+yCGH7OWVSJIkSeo25R2ZxtkHwnH01A6LLDy/GDgUeE5KqdK0/lHAEcCXWxwqkfVbhKy89ZSoh/6ZU2gqe5UkSZKkVuoD4cxdnrroTdonLGam8UKyMtMzU0qTs6x/IfCVlNIuWcKI+IOIWBOZM4BXkY2YCvA9oAq8Kp/Wo569vLIjVyBJkiSpa9UHwtmtPDWPmuzT2EH5ADfnAqcCdzXMt/i8fP0w8Ec0labmzgJuICs5vRS4IKV0CUBKaRp4FllZ6xbgxcCz8uWSJEmSVNic8zRGb5en9i/GSVJKt7KzpHS29WVg9Rzrzp5tecP6XzD71B2SJEmSVFg5L08d6p99yo0ejRmXZsoNSZIkSdrX1AfCGRncNWgsOeWGJEmSJKnep7F5IJw80diz5akGjZIkSZLEznkah/tnn3LDTKMkSZIk9bDyTJWBvqC/b9cwKSKIgJqZRkmSJEnqXeVKleGmQXDqShFUzTRKkiRJUu8qV6oMDcweNPZFOHqqJEmSJPWycqXGyODsIVKpZHmqJEmSJPW0luWpBo2SJEmS1LsmK9XdptuoszxVkiRJknpcuVJlZI6gsVQKp9yQJEmSpF5WrtQYGpijT2NgeaokSZIk9bL5Mo19ZholSZIkqbeV5+nTWAqDRkmSJEnqaeVKjeE5y1MdPVWSJEmSetpky/LURW7QPsKgUZIkSZJoUZ5aglqPRo0GjZIkSZJ6Xq2WmJqpMTRPn8aqfRolSZIkqTdNzdQA5i5PDctTJUmSJKlnlStVgLkHwimF5amSJEmS1KsmdwSNc5Wn4uipkiRJktSr6pnGucpTnadRkiRJknpYuZL1aZyrPDWbcsOgUZIkSZJ60sT0DADLBvtnXV+KsDxVkiRJknrV+HRWnrp8aK55Gh09VZIkSZJ61vhUlmlcPjR7prEvsDxVkiRJknrVjqDR8tTdGDRKkiRJ6nmtMo0lB8KRJEmSpN5V79O4bHD2Po19EdRqi9mifYdBoyRJkqSeNz41Q38pGOqfPUQqlaBqplGSJEmSetP41AzLBvuIiFnXl8Ly1HlFxBMi4rj8+eERcUlEfCoiDuts8yRJkiSp88anq6yYoz8jQF8pqDkQzrw+ClTz538HDAAJuKgTjZIkSZKkxTQ+NcOyeYLGUsSCy1N/ftsoL7lkHbdtmtjb5i2pokHjkSml2yKiH3gqcA7wcuCRHWuZJEmSJC2S8enqnCOnQl6eusCBcNbdspnv/Ppulg/NPrjO/mLuu7KrrRFxKHAycG1KaXtEDJJlHCVJkiRpvzY+NcPyOUZOBegrseA+jVffPsaRq0c4aMXQ3jZvSRUNGv8R+C9gEHhNvuxRwHWdaJQkSZIkLabxqRkOXL5szvWlCKoL7NN49e1jPOToA/a2aUuuUNCYUrogIr4GVFNKN+aLfwu8pGMtkyRJkqRFMj49f6axVFrY6KlbJqa5bfMEZ59xTDuat6QWMuXGzcAREfHH+evfAje1v0mSJEmStLgmpubv09gXwUISjdf8dgyAU47a/zONRafceDBwPfAJ4OJ88eOAT3WoXZIkSZK0aLZPzbQYCIcFladefXsWNJ58ZI8EjcCFwNtSSicClXzZ94FHd6RVkiRJkrRIZqo1pmZqLB+cJ2hcYHnq1bdv4biDl3PAyP4/dmjRoPEk4LL8eQJIKY0DI51olCRJkiQtlvHpbEr6+abG6IugtoBM4zW3j/HgLsgyQvGg8RbgtMYFEXEGcEORnSNiKCIujohbI2JbRPwiIp6Wrzs2IlJEbG94nNe076ciYmtE3BURr2s69pMi4rqImIiI70bE2oLXJEmSJElMTM8AtJynsVow07hx2xR3jJW7oj8jFJ9y4zzgXyPiY8BgRLwZeBnw0gWcZwNZP8jbgKcDX8z7StatTinNzLLv+cD9gLXAYcB3I+LalNIVEXEw8FWyUVy/DrwT+ALw8ILtkiRJktTjxqeyMGRZy9FTix3vV/kgOD2VaUwpfQN4GnAIWV/GtcCzU0r/XnD/8ZTS+SmlW1JKtfx4N9OUvZzDC4B3ppRGU0q/JhuM58/ydc8G1qeUvpRSKpMFmA+JiBOLtEuSJEmSxqey8tQV842eWqJweeqNG7cD8IDDVu594/YBRTONpJR+DryiHSeNiEOB+wPrGxbfGhEJ+DbwlymleyNiDXAE8MuG7X4JPCt/flLjupTSeETcmC+/rh1tlSRJktTddmYa21OeOjHdOgjdnxS6iogYJMvunQqsaFyXUnrBQk4YEQPAZ4FLUkrXRcQK4KHAfwMHAR/J1z+14VxjDYcYA+oh+wpgY9MpGtc3nvcc4ByAY47Z/yfYlCRJktQe4wWCvNICBsIZn55hsL9Ef1/RIWT2bUVD30uAh5D1G7x7T08WESXgM8A08EqAlNJ2YF2+yd0R8UrgzohYBWzPl68Cyg3Pt+XPt+evGzWu3yGldBFwEcDpp5++gGk5JUmSJHWzHZnG+UZPXUCfxsnp6rz9I/c3RYPG3wOOSylt2dMTRUQAFwOHAk9PKVXm2LT+VkRKaTQi7iQLWL+dL38IO8ta1wMvbDjHcuAEdi17lSRJkqQ5jeejp87fpzGoFs00TlXnnfNxf1M0X3obMLSX57oQeCBwZkppsr4wIh4WEQ+IiFJEHAR8CPheSqleknop8NaIWJMPcPNS4NP5uq8BJ0fEcyJiGHgbcHVKyf6MkiRJkgopMnpqBNQK9mmcrMwVbgmGAAAgAElEQVQw0oOZxkuByyPigzSVp6aUrmy1cz534rnAFHBXlnSEfFkNeA9wH2ArWUbx7Ibd304WcN4KTAIXpJSuyM+9MSKeA3wYuAz4GXBWwWuSJEmSJLbno6fOlx3siygcNE70aHnqK/Of72lanoDjW+2cUroViHk2+dw8+04BL84fs63/DuAUG5IkSZL2yMTUDMsG+yiV5g5ZFlKeOjHVg0FjSum4TjdEkiRJkpbC+PTMvNNtAEQUHwhnojLDfVYOt6Fl+4bCvTMjoh94JHAkcDvwk5TSTKcaJkmSJEmLYXyqyop5Rk6FrDwVoFZL82YkIc80HtRjmcZ8AJqvAyPABuBooBwRZ6aUft3B9kmSJElSR41Ptc401qdcrKZEad6ed93Xp7Ho6KkfJZvj8OiU0iNSSkcBH8uXS5IkSdJ+a3x6Zt7pNiArT4ViI6gWKXfdnxQNGk8FPpDSLnfoH/LlkiRJkrTfGp+qsqxVeWqpXp46/7FSSkz2aKbxDuBxTcseky+XJEmSpP3W+PQMy1tkGut9GqstMo3T1RoztdTyePuTolfyV8C/RMQ3yOZLXAs8A/jTTjVMkiRJkhbD+NQMy1tkButTzbcqT52czuZ8HBnosUxjSulfgN8BfgWszH+ellK6vINtkyRJkqSOm5iqts40lnaOnjrvsfKgsZvKUwvnTFNK1wPv6mBbJEmSJGlRpZSy8tSWo6fm5aktg8ZsVsJlvVCeGhEXpZTOyZ9/Bpj17qSUXtChtkmSJElSR5UrNWqJlpnGnaOnzn+8HZnGLipPne/O3Nzw/IZON0SSJEmSFtv2qSwzuLzV6KkFp9wYn8qDxhbH25/MGTSmlN7b8PyvF6c5kiRJkrR46uWkrctTs5+tylMnK3l5aq/N0xgRb4qIhzYtOyMi3tiZZkmSJElS5xXNNMYCM42tRmPdnxSdp/HVwLVNy64FXtPe5kiSJEnS4qn3QSw6T2OtNv/xdky50YNB4yBQaVo2DQy3tzmSJEmStHi2l+uZxoKjp7bKNE73aHkqcBXwiqZlLwN+3t7mSJIkSdLi2TI5DcDqkYF5t8sTjS3LU3t5nsbXAt+OiOcDNwL3BQ4FfrdTDZMkSZKkThsdzwoq1ywbnHe7eqax1mognOkqpYCh/qL5uX1foaAxpbQ+Iu4P/D5wNPBV4Bsppe2dbJwkSZIkddKWyQoRsKpFprHep7FIeerywf4dA+d0g0JBY0QcCUyklD7fsGxNRByRUrqjY62TJEmSpA7aMjHNquGBHZnEucQCBsLppkFwoHifxn8GjmpadhTwtfY2R5IkSZIWz+hEhdXL5s8yQkN5astMY7XloDr7m6JB4/1TStc0Lshfn9j+JkmSJEnS4tgyMc3qFv0ZAfryyKnask/jDCMDvZlp3BgR921ckL/e1P4mSZIkSdLi2DJRYU2BTOOO8tRWmcapKsuHejNo/BTwlYj4/Yh4UEScCXwZ+GTnmiZJkiRJnTU6Md1yug3YORBOyyk3KlVGumiORig+5cb7gArwt2Sjp24gCxg/0KF2SZIkSVLHjU1UCpan5qOnthgIZ2JqhsNXDbejafuMolNu1IC/yR+SJEmStN+rVGtsm5ppOUcjQH0GjZaZxukqy7qsPLVw3jQiBoEHAAcDO8ajTSld2YF2SZIkSVJHjU1WAIqNnrpjyo0WA+FUqizrsik3is7T+GjgS8AQsArYCqwkK1M9vmOtkyRJkqQO2TIxDRQMGuvlqS0HwplheZf1aSw6EM7fA+9PKR0IbMt/vhP4aMdaJkmSJEkdNDqRZRqLlafWB8KZe5tqLTE1U2OkyzKNhedpBD7YtOx9wGvb2xxJkiRJWhxbJhZQnlpqXZ46MT0D0LOZxjGyslSAOyPiQcAaYEVHWiVJkiRJHTaal6cWyTTW+zRW5wkaJ6erAD2bafwq8PT8+cXAd4GryPo5SpIkSdJ+Z2wBmcYio6eO50FjTw6Ek1J6TcPzv4uIn5ENhPNvnWqYJEmSJHXS6MQ0/aVgxVDrsGhHeeo8QWO9PHVZl5Wn7unV3AFU8/kbJUmSJGm/MzpRYfWygR2D3Mxnx+ip80RAE12aaSxUnhoRn4uIR+bPXwSsB66NiD/vZOMkSZIkqVPGJqdZXaA/I0CpQHlqPWhcPtSDQSPwJGBd/vx1wJOBM4A3daJRkiRJktRpo+MVVo+07s8IUIrW5amTeXnqyEBvlqcOppSmI+JI4MCU0o8AIuLQzjVNkiRJkjpndGKao9YsK7TtzvLUeQbCmerOTGPRoPG/I+LNwFrgXwHyAHJrpxomSZIkSZ00Nlnh5CMXmmmce5uJSm9PufHnwIOBEeCt+bJHAJ/tRKMkSZIkqdNGJ6ZZU2C6DYBSffTUeaLGiamsPHV5L46emlK6EfiTpmVfBr7ciUZJkiRJUieVK1XKlVrhgXD68kxjtcBAOCMDvZlpJCKeEhFvjIh3ND4K7jsUERdHxK0RsS0ifhERT8vXPTwivh0RmyNiY0R8KSIOb9j3/IioRMT2hsfxDetPjYirImIi/3nqQm6AJEmSpN6zZaICwOqimcYCo6eWK1WG+ks7spLdouiUGx8GLgNOA45uehTRD2wAHgccAJwHfDEijgXWABcBx5L1mdwG/FPT/l9IKa1oeNyUt2sQuDxv2xrgEuDyfLkkSZIkzWp0YhqANUWn3ChQnjpZqTLcZVlGKD4QztnAqSmlDXtykpTSOHB+w6JvRMTNwGkppa80bpsHqN8veOjHk13DP6SUEvChiHgD8ETgij1pqyRJkqTudcWv7uKNX/4lTznpMKB4pnFHeeo8QWO5Uu260lQoXp66CdjSrpPmU3XcH1g/y+rHzrL8zLx8dX1EvLxh+UnA1XnAWHd1vlySJEmSdnHtnVvZWp7hy1fdDsDqkYKZxgKjp5YrNYYHCvcA3G8UzTT+HfDZiHgvcHfjinqpaFERMUA26uolKaXrmtadArwN+IOGxV8kK1+9G3gY8JWI2JJS+hywAhhrOsUYsHKW854DnANwzDHHLKTJkiRJkrrE1skKK4f6ecszHsiV193D8YcsL7RfKY8FW/Vp7OXy1Avzn7/ftDwBhe9KRJSAzwDTwCub1t0X+Bbw6pTSD3ecIKVrGzb7cUR8EHgu8DlgO7Cq6TSryPpF7trQlC4iCz45/fTT5/n7gCRJkqRutXWywqqRAc464xjOOqN4MqmvVKA8dabGUBcGjYVypyml0hyPhQSMAVwMHAo8J6VUaVi3FvgO8M6U0mdaNQeoD0e0HjglP3bdKcxe9ipJkiSpx20tVzhgpFg/xkaFylOnqwz3d1956mJe0YXAA4EzU0qT9YURcSRwJfCRlNLHmneKiD+IiDWROQN4FdmIqQDfA6rAq/JpPerZyys7eB2SJEmS9lNjkxVWjRQtuNxpZ9A4X6axyshg92UaC92tiOgHXkE2ZcbB7Mz0kVJ6bIH91wLnAlPAXQ2JwXOB+wLHA2+PiLc3HHdF/vQs4FPAEHA7cEFK6ZJ8m+mIeBbwSeB9wK+BZ6WUpotclyRJkqTesnVyhmMPXrbg/QqVp1aqDPf3aNAI/D3ZNBYXAe8G3gK8HPh8kZ1TSrfSEGjO4q/n2ffsFsf+Bdn8kZIkSZI0r7HJCquG96Q8Nfs5/0A43Tl6atErejbwtJTSB4GZ/OezgCd0rGWSJEmS1GZ72qcxIoiAWqtMY68OhAMsAzbkzycjYlk+Xcb/6kyzJEmSJKm9KtUaE9NVVu1B0AjQF0F1nkzjZJcGjUXLU38NPBT4T2AdcH5EbAV+26mGSZIkSVI7bZ3MJnDYk0wjQKkU846eOlWp9XTQ+GpgJn/+OrKRUFcC53SiUZIkSZLUbmN50Lgno6dC1q9xrvLUai0xXe3OPo0t71ZE9AEPBj4LkFL6H+DJHW6XJEmSJLXV1nKWB9vTTGNfxJyjp07NVAG6MtPYMgxOKVWBD6SUphahPZIkSZLUETsyjXsweirMX55artQAGO7vvkxj0Sv6ekSc2dGWSJIkSVIH7XWfxog5p9yYrHRvprFoMe8w8OWI+AnZKKo77lRK6QWdaJgkSZIktdPOPo17WJ5amrs8tZwHjSODvRs0/ip/SJIkSdJ+aWu5c5nGetA41N+7QePHU0p3NS+MiMPa3B5JkiRJ6oixyQqDfSWG9rDfYSmYJ2jM+zR24eipRa/o+jmWX9uuhkiSJElSJ22dnGHVyAARsUf7z1eeOtXFfRqLBo273dWIWAXU2tscSZIkSeqMrZOVPZ6jEerlqbOv69mBcCKiPujNSETc1rT6IOBznWqYJEmSJLXT1nJlj/szApRKUJtzIJwsnzbSa0Ej8KdkWcZvAs9vWJ6Au1NKv+lUwyRJkiSpncYmK6xZNrjH+/eXSlRajJ7ajX0a5w0aU0rfB4iIg1NKE4vTJEmSJElqv62TFY49aPke7798qI+JqZlZ15Vnurc8tVAYbMAoSZIkaX+3tTyzV30aVw4NsK08R9BYHz21C6fc6L7cqSRJkiQ1SSkxNrl3fRpXDvfvmOux2Y7y1MHuC7G674okSZIkqcnEdJVqLbFqeM+DxhXD/fNkGqtEwGBf94VYC7qiiChFxOGdaowkSZIkdcLYZJYh3JtM46rhAbbNk2kc7u/b4zkg92WFgsaIWB0R/xcoAzfky54ZEe/qZOMkSZIkqR3qZaWr9rI8dfvUDCntPoJquVLrypFToXim8WPAGLAWmM6X/QT44040SpIkSZLaaWxi7zONK4f7qSUYn67utq5cqXblyKnQep7GuicBR6SUKhGRAFJKGyPiPp1rmiRJkiS1x9a8L+Le9Glcme+7vTzDiqFdQ6nJSpWRLg0ai2Yax4CDGxdExDHAnW1vkSRJkiS1WTv6NK4czgLF2fo1lis1hno8aPwk8JWIeAJQiohHAJeQla1KkiRJ0j5t62S9T+Oez9NYzy5unWUE1amZatf2aSx6xy4gGwTnI8AA8Cng48AHO9QuSZIkSWqbeqZxZRvKU2fPNGajp3ajQkFjyoYH+of8IUmSJEn7lbHJCiuH++kr7fmUGKt2lKfunmksV2ocvGLPs5j7sjmvKiKeWOQAKaUr29ccSZIkSWq/0Ylp1iwb3Ktj7Mw0zhY0VhkZ7L1M48VNr48EErAJOAgI4Hbg+M40TZIkSZLaY3Siwpple16aCjsHwtk+tXt56mQvlqemlI6rP4+IvyILFM9LKU1ExDLgHWQBpCRJkiTt07ZMTHPg8r3LNC4b7KMUc5enduvoqUWLbl9LPk8jQB44vhm4A3hvpxonSZIkSe2weXyaEw5ZsVfHiAhWDPXPGjROVbp39NSiVzUOnNG07KHARHubI0mSJEntt2Wiwuq9LE+FrF/j1tlGT52pMtzjmcbzgCsi4uvABuBo4PeBv+hUwyRJkiSpHaZnamyfmtnrgXAg69fYnGmcqdaoVBMjXRo0Fso0ppQ+AzwM+DWwCrgOeHi+XJIkSZL2WVsmpwFYs5d9GgFWDQ/sNk9jeaYG0LXlqYUnEkkpXQtc28G2SJIkSVLbjY5nQd7ejp4KWabxrq3lXZaVK1WAri1P7c5QWJIkSZJyoxN5prFN5anbp3YtT90RNHbplBsGjZIkSZK62pY8aGzHQDgrZunTWK5k5alDXVqe2p1XJUmSJEm50YmsPHVv52mEbPTUbeUKKaUdy+qZxp4eCKcuIo6JiEdExDGdapAkSZIktVO7y1Mr1cRUPvgN2KcRgIg4PCK+D9wAfBW4ISJ+EBFHdLR1kiRJkrSXRsenGR4otSWoWzmclbg2ztVYL0/t6aARuBD4JbAmpXQ4sAb4BfCxTjVMkiRJktphdKLSliwjwKrhbAKKxn6NOzON3dn7r+hVPRp4fUppHCD/+UbgkUV2joihiLg4Im6NiG0R8YuIeFrD+idFxHURMRER342ItU37fioitkbEXRHxuqZjz7mvJEmSJG2ZmGZ1m4LGFUNZ0Li9MWicsU8jwCjwoKZlDwC2FNy/H9gAPA44ADgP+GJEHBsRB5OVvJ4HHAisA77QsO/5wP2AtcATgDdGxO8BFNhXkiRJUo8bnahw4PK9HzkVdpan7ppp7O7y1P6C270f+E5EXAzcShbAvYgsWGspz0ye37DoGxFxM3AacBCwPqX0JYCIOB+4NyJOTCldB7wAeFFKaRQYjYhPAH8GXAE8u8W++6Uf3XAvDzvuQPr7ujO9LUmSJC2m0fFpHnjEqrYca+WO8tSdfRon8/LUnp5yI6X0CeCPgYOBM/OfZ6eULtqTk0bEocD9gfXASWT9JevnGgduBE6KiDXAEY3r8+cn5c/n3HeWc54TEesiYt3GjRv3pNmL4pZ7x3neJ3/Gd359z1I3RZIkSeoKoxPTrGnDHI3QGDTuzDROdfnoqS0zjRHRB3wKOCeldOXenjAiBoDPApeklK6LiBVAcxQ3BqwEVjS8bl5Hvn6ufXeRB7gXAZx++umpef2+Ynw6+/Ddu31qiVsiSZIk7f9qtcTYZPsGwpl99NQ8aOzvzqCxZaYxpVQFngLUWm3bSkSUgM8A08Ar88XbgeZc8SpgW76OpvX1da323S/V8rvc+CGUJEmStGe2livUUnvmaISdA+E092nsKwUDfdGWc+xrihbd/j3w13mWcI9ERAAXA4cCz0kp1aOi9cBDGrZbDpxA1ldxFLizcX3+fH2rffe0nUutmrIk6NikQaMkSZK0tzaPTwOwpk0D4fSVguWDfWyf2nXKjeH+ElnI032KBo3/B/hLYFtEbIiI2+qPBZzrQuCBwJkppcmG5V8DTo6I50TEMPA24OqGgWwuBd4aEWsi4kTgpcCnC+6736nmqcatkzMttpQkSZLUyuhEloxp15QbkJWoNg+E0639GaH46Kl/ujcnyedOPBeYAu5qiMDPTSl9NiKeA3wYuAz4GXBWw+5vJws4bwUmgQtSSlcApJQ2tth3v1Otl6eaaZQkSZL22paJPNPY1qCxf5fy1Hu3T7FmefuOv68pFDSmlL6/NydJKd0KzJmrTSl9BzhxjnVTwIvzx4L23R9Va1l5qn0aJUmSpL1XzzS2a/RUgANGBhjNg1GADZsnOXrNSNuOv68pVJ4aEUMR8e6IuCkixvJlT4mIV7baVwtTDxrt09hZW8sVfnPXfjtekiRJkgrakWlsYybwqDUjbNi8s8fd7aMTHH3gsrYdf1+zkIFwTgaeB9Snq1gPvLwTjeplDoSzOD75g5t47sd+vNTNkCRJUodtHp+mvxSsHCraM6+1tQct546xSaZmqoxNVthanuGoLs40Fr1zfwjcN6U0HhE1gJTSbyPiyM41rTfV6uWpBo0d9dstZbaVZ6jWEn2l7hzlSpIkSVl56uplA20d2fTYg5eREtw+Orljjsaj1nRvprFo0DjdvG1EHAJsanuLetzMjj6NM6SUunbY3qW2eXwKyIZHXt7GvzpJkiRp33LHlkkOO2C4rcdce9ByAG7dNE6lmn1/7+ZMY9Hy1C8Bl0TEcQARcTjZiKWf71TDelW9T2O1lhifri5xa7pXfb6eqZnaErdEvaRSrfHyy67i2ju2LnVTJEnqGRtGJzimzf0N1+bHu+XeCW4fzfo2Ht3FmcaiQeNfAbcA1wCrgf8B7gDe0Zlm9a5aSjue26+xc+7dngWN9XICaTHcs22Kb/3qLn50w71L3RRJknpCrZa4ffNk2wO6A5cPsnKon1s3jbNh8wTLB/tY3cbRWfc1RafcmAZeA7wmL0u9N6WG6EZtUy9Phaxf45GruzfNvZTqmUaDRi2m+uetcYhuSZLUOfdsm2K6Wmv7yKYRwdqDl3Hr5gn6SyWOWrOsq7uVFe7MFRHLgPsCK4D71W9KSskhKNuoVjPT2GmT01Um8y/v5YrlqVo89aBxi7/bkiQtits2TwB0ZDqMtQct59o7tjLUX+LoA7s70VMoaIyIF5D1YZwGJhtWJeCYDrSrZ1WbMo1qv035IDgA5RkzjVo89T9SbDHTKEnSotiQB43t7tMIWb/Gf/vVXQz1l3j48Qe1/fj7kqKZxvcDz0kpfbuTjdGuQaOZxs6ol6aC5alaXFP1TOOEv9uSJC2G2zZPEAFHrG7v6KkAxx60nJlaYma62tUjp0LxgXCmge91sB3KVR0Ip+M2NQSNjp6qxVTPbI8aNEqStCg2bJ7g8FXDDPX3tf3Yaw/amb3s5jkaoXjQeB7wgYg4uJONUVN5anlmCVvSvTZvbwgazTRqEdXLU8d6uDx10/Yp/m39XUvdDElSj9gwOtGR/oywc65G6O45GqF40Hg98Ezg7oio5o9aRPiNu83s09h5u5anmmnU4tk5emrv/m5f9tPbOPczV7Gt3Lv3QJK0eG7b3Lmg8T4rhxgeyMKpbp6jEYr3afwMcCnwBXYdCEdtVg8aVw73GzR2yCb7NGqJ1P9IMVmpUq5UGR5of6nMvu720WxAgk3bp1k53L3zWUmSll65UuXurVMdGQQHoFQK1h64nDvGJjmgi+dohOJB40HA25ybsfNq+S0+cPmgfRo7ZPP4FIP9JaZnagaNWlSNn7exyUpPBo2/3ZL93XHT+DTHHry8xdaSJO2520ez/3M6OR3GSUeu6vqAEYoHjf8EPJ8s26gOmskzjauXDbLV8q2O2Dw+zREHDHPLpgnKDoSjRdQ4xcuWiQqHrmr/SG77ujvyoLGxTFySpHaYnqkx0BfU55PfMNq56Tbq3v2sB+8ykGW3Ktqn8QzgkxHxm4j4QeOjk43rRfXy1AOXDZhp7JBN49McfkD2F6cp+zRqETX2oR3twcFwarXEHWNlIBsQR5Kkdrl7a5kn/t33eOml63Z8n67P0dipPo0AI4N9rBgqmofbfxW9wk/kD3VYrR40Lh/i2ju3LnFrutPm8WkectRqBvpil8yP1GmNo/X24lyNm8anmc6z+5vMNEqS2mRieoaXXLKOu7eWuX10kg9+53pe95QHcNumCYYHShyyYmipm7jfKxQ0ppQu6XRDlKmXp65ZNsDWSafc6ITN26c5cPkgQ/199mnUoirvEjT2XtBUL00Fy1MlSe3zhi/9kvV3jPHJF57ON6+5iw9deQO/uXsbP7lxE0evWbajXFV7rlDQGBEvnmtdSulT7WuOailRCjhgZIDJSpXpmRqD/UWriNXK1EyVbVMzHLR8kOGBklNuaFGVKzVWDvezrTzDlh4sP28MGi1PlSS1w39v2MI3r7mL1//u/XniiYfyyBMO5oZ7tvNft4zy+Afch7PPOGapm9gV5gwaI+LBKaVr8pfPb1p9GHAC8CPAoLGNqrVEXyl2jMK0tVzhYFPqbTM6nn1RP3BFlmmcMtOoRVSeqbJm2SBTM7We7NNYHzn1uIOXW54qSZrVzfeO82/r7+Lcxx5fKEN48X/czMqhfl706OMAGB7o42uveCSAGcY2mi+F9ZWIeAlASukJTY8HAi8D1i1KK3tINSVKEazK5y9zMJz22jSeZTd2ZBrt06hFlM3NWGL1yABjPdin8Y4tZZYP9nHcwcstT5UkzeqTP7yJ933rOkYL/D/52y2TfPOaOznrjKN3GYwmIgwY22y+oPE04NSIOHeO9Z8G/rztLepx1WqivxQcMJJnGg0a26r+RfXA5UMMD/Q5eqoWVblSY3igjzXLBnsy03jHlkmOWD3CgcsH2bS9965fktTaT27aBMC9BboxXPLjW0gp8cJHHtvhVmnOoDGltC2l9ErgkogoNT1WAOcAWxatpT2imhKlUrAqDxrvHCvzke/ewA33bFvilnWHnUHjIMMDfWYatajKlSrD/X0csGygJ0dPvWMsCxoPWjHI5vFpUg/MayVJKu6erWVu2jgOwL3b5g8aK9Uan/t/7H13eFzlmf2503tT75Jly7Itd2NjwDa9JKGGZAmQnmx6lvRs+SUhZUuym4VdII0kEJKlhg6hGAy2sXG33NRlWV3TNL3P/X5/3KIp985c2SNZluY8j58HRnM1dzR37ve97znvOfsHcUNbFWqtMxepUQSDvEY4hJAIRVE0gMzVfQTA52fkrBYwaG6mUct8NPc8eRSxBI29fS78+XObzvPZXfjg2I0SvQpqRdEIp4jZRSRBw6RRQKeSY8AZOt+nM+sY9YSxotqMEr0KsSSNQDQBIyvFL6KIIrJBCMGL7aO4bkUlNEr5+T6dIoqYcXAsIwA48jCNI5Nh+CMJXL60bKZPqwjklqemognAopR/FYSQekLI6zN2ZgsUCZqRp5bo1ZDLKJQb1bhtbQ129zpxctR7vk9vRmH3R2acUXUHY2xRrmSYxqIRThGziGg8CY1SDotWBU94YckzI/EknIEYaiwa2PSMuVdRolpEEbmxu9eJf3jiKN48NXG+T6Xg6Bz34eiQB8Howo0X47K5i5jC+/0uqNnUAEcepnHQzTRf621FlnE2IKloJIScyfjnnOkTW6igWSMcq16Fl792GV67Zyt+eNMK6FVy/H7X6fN9ejOKX7zWhTt/t29GJWuuYAxWnRIyGcVGbhSLxiJmDxGuaNQrMRmKLyh5Jhe3wclTARQdVIsoIg+2s8XifIuoiSdp3PbQHtzy4HtY8cPX8Zt3+873Kc06Dgy4sfyHr0ma21tI2NvnwmWLS6GUU3DmaSzyRWNJsWicDeQsGimK2kFR1Ns5/r01Wye6UMBFbgDAsioTDGoFzFolPnpRHV5sH8WYN5znN1y4GPWGYfdHMTw5c+/RF47zJkMahfy8yFOD0QT+7dUOhGILt7u6UBGJ09AoZLBoVYgl6AUljx71RACwRaOeKRqLDqpFFCEOQgi2d9gBAO55NgN9xhVEKJbEpy5pxMYmGx56p2/BNXE7x/2IxOm0/NqFjjFvGAOuEDY3l6DUoM7LNA65Q1DJZagwambpDBc28jGNfwbwF4F/7wBYBWDzTJ7cQkQipWhMxWcubQJNCB7fP3Qezmp24PQzG8j24ZnzV/JF4vwMlVopRzQx+5v23b1O/BGQNIwAACAASURBVGZnP3b1FAn7hYZIIsm6pzLX4EJyUOU2RjWseyow/9iTIoooJLom/Hy26eQ8a7B0jQcAALevr8U9Vy2BNxzH306Mneezml142ft/IFJsID/y3mlc88t38Y0njwIANjeXoMyozsvCDk2GUGvTQiawby6i8MhZNBJCfp/6D8DzAJYB+BaAZwG0zMI5LijQIkVjnU2H5jIDOsd85+GsZgfcwPPRwZksGhO8M61GKUP0PHQ2uc1zrz0w669dxPkFn9PIFo1n46BKCLkgWeoRTxgUBVSYNCjhZhrn2Ua4iCIKibdYltGqU8I9zxpM3RN+UBTQXGbA5uYSNJbo8Pi++dsUFwKXQehfwDOdHN7qtGPMG8GpUR9qrVosqzRJYhoH3aHiPOMsQtJMI0VRJoqifgKgF0AFgHWEkL8nhAzP6NktQCQJIBcJI62z6TA0g9LN84lEkuZZl5lkGv3hOEwaxplWrTg/kRtc0dgzUYxRWUgghPA5jRYdw7R5zmIj+GL7KJb/4HXc9fD7eO0C6sxP+CIo0auhUsigVcmhU8mL8tQiisiB7R0TWFVrRnOZYd4xjT12P+ptOmhVclAUhY9trMf+AfeCihfjmoZFphEYngxjW0sZjv7gWuz49uWQySiUGfIzjYOuYtE4m8g306ilKOofAfSDYRgvI4R8nBCy8CaWZwlJmhZkGgGgzqrFsDs0L80zmMw2QK+S4/iIF4nkzMhGfZEpi3+NUoZ4kiA5y+5lo15mtqvXUWQaFxI4KTRTNLJMY3j6TOOeXhd0KjnOuEL44p8PY2+fK/9BcwB2fxQVJjX//za9qihPLaIIETgDURwd8uCq1gpY9ap512DpngigpcLI//+H19dCKafwxDwewckE1zQMLHCmkaYJRibDvMxUKWdKk1KjCq5gTNRh1huKwxdJFIvGWUQ+pvE0gG8C+DmAhwBUUBR1Zeq/GT/DBYakiDwVYJhGfzQB71lsNOc6OGnqtqVliMRpdM0QC+eLxGFiMzC5zKvZHr5PlacuVLvtvx0fw33bu8/3acwqoqzpjZo1wgHObqbx2IgXGxpt2P7NbTBpFHh8/2BBz3OmMOGLoNw4VTSWGNRFeeoCRCiWgDMQPSuWfT7g2cPDeOS9/E7ozx0eASHAdW0VsOlU82r+OZagMeAMoqXCwD9WalBjVa0FJ0fn7whOJrimoT8y//Z004HdH0UsSaPWml78lRrUSNJE9NrnnFMzjyti5qDI8/MIAALgSyI/J2ByG4soEJI0IBORp3JfjCF3mJe3zRdwtspXL6vAq8fH0T7kxYpqc0FfIxJPIpagYeKYRjYHKJqgoVfnOrKwGPWEoZLLEInTGPGEUbcAu2QvHB3FW50T+OK25jkVWP3ckWGsr7fNiH03J4VOZRr/sPs0Ygkat6+vlRRyH4kn0T3hx1Wt5dAo5bh1bQ0e3z+EyWAMVv3cvifY/VG0pXynS/QqTPgi5/GMiphtHB3y4MO/2sOrO57+4mZc1Gg7z2c1ezg44MZ3njmGcqMan7q0SfR5SZrg0b0D2NhoQ2ulCVa9CpNBJqKHEtkfXEg47QwiQZM0phFg7glcIbAQwBVDC32mcWiS+czrrNq0x8vYJqMzEEOJIXuTVsxonH3kM8JpJIQ05fhXLBgLjCRNQyEXYxqZLxT3BZtPcLLDzuvqrbDpVWgfKvxco5+dG+BmGs8H0xhP0rD7o7ioyQpg4ZrheMNxxJNkRj7ns8VpZxDfeLIdN9y/E08dGCq4DJy7zjRKOTRKOf79tpVQK+S496VTuPvhfQjH8l+Hp8Z8SNIEK2uZ4uuOjfWIJWk8e2SkoOdaaCRpAlcgivIseer8YU+KyI/uCT+SNMG3rmmBSi6bl4H1YpgMxvC1x48gSROM+yKI5XDufrvTjuHJMD51aSMAwKZXIpakEZRwj7gQ0M0qiZaUpxeNtnkow80Fb3GmEQAwPCnMGJayhaKYGQ5XNHJ74yJmHpKMcIqYPSSJONPIMVLD87FoZOWppUY1VteacXQGigkfKwGZck+d/aJx3BsBIcDWJWUAGDOAhQhOlnPwzGTWz85XVtcQuwCVGdX47l+P4emDhfX54jIZNUrmtnvHxnq8+g9b8Ou71+HYiBf/8MSRvPO1J0a8AIBVbNG4rMqE1XUWPLF/cE7POrsCUdAEGfJUFTvLPHfPu4jCgmsSfHZLEzY0WrGz23Gez2j28OOXT8EViOFTlzSCEOTMXH5kz2lUmTW4dnkFAMDKKovmixlO94QfMgpYVKZPe9ymZ2S4C+GeQAjh18GFPtM45Ga+C7WiTKN40WjTqySpdIooDIpF4xyDWOQGAJg0Spi1Sv4LNp/g8EehUcqgV8nRVmNGj92PaIGdTX3sDZqTp6pZeepsBqxz84zLqhg76YXKNHKfxYEBd9rjb5wcx+p738DxYe+snxOXh/bYZzehyqzBe32FzdHkmUZFuhz3+rYq/OBDy/HGqQn86p3enL/j2LAXpQY1Kk1TQcZ3XFSHHntgTs8C2dlOcVlKAHOJXoVYkl7wG6aFBGcgCp1KDp1Kga0tZegc9y8IiTIhBDu67Lh5TTWub6sEANF1vNfux3u9Ltx9cQMUrCEIl2s6X1i47gk/Gkv0WaMJNr0K8SRZEHJNXyTBNwmLTGMIZUZ11vWQj2kcngwtyPGe84li0TjHkMjhngowNPy8lKcGoig1qEFRFBaXG0ATxkq5kODkqcZMeeosxm6Msc6p1RYtlpQb0DPNorHPEZgRFna2wZlgHDozmcau7e13IZqg8e2n2wveNMiH4ckQFDIKVWYN2mrMPKtXKKTKUzPx6UubcFGjFdvZXDYxHB/2YmWNKW2uaU2dBQDm9CyQ3c9c96ny1Aq28OW+E0XMf7gCUZQYmAKIU1vs6ilsc2YuYsAVgicUx7oGK8+miCmG3uli2NePrK/lH+PmledLVmNPhnMqh/nGqOaCNyWjdyEUybkw5A5nzTMCzCiRSiHLyTQW5xlnF8WicY6BpsVzGgGgzqrjZXTzCc5AjJciLCplHNX6HMGCvkamPFWt5JjG2StOODar2qLB4nIDeicCkqU4NE3whccO4fN/OnhBy3fi7GzOolI9/JEEP98CACdHfLDolOia8OP+7T0Y84bRa/fPyvsdngyj0qyBQi5DW7UZ/c4gggVczCOJdHlqJtpqzOga94tKVEOxBHrsfqystaQ9zn1v8oUgn0/Yfcy5pcpTue95fzF6ZsHAGYihhHUda600otSgXhAS1aNDjAx/TZ0FlSYN5DIKwyKZy0eGPKixaFGeoiawzaNiKppIYsCV7pzKgWNUF4KrMmeCI5dRRabRExJ0QKUoJqvRIVA0JpI0RibDqC/OM84qZq1opCjqqxRFHaQoKkpR1CMpj99FUVQg5V+IoihCUdR69uc/oigqnvGcRSnHr6Eo6hB73CGKotbM1nuaCSSJuDwVYOYahyfDF3TRIASOaQSAJnbOoa/Am0lfmDPCSZ9pjOYwJCg0Rj1hWHVK6FQKLKkwwB9N8NK9fHjj1Dh67QE4/NGCF9SzCS4y5qpl5QAYR0GAKYpPjflw46pqfHhdLR56pw+b/+1tXP3LndjbP/NZhCOTYZ4FaKsxgRCgY6xwks9cTCPASJbD8aQoY3hq1AeaAKtq0l2FrToV5DJqbheNvDw1pWjkv+cX7rVcxPSQep+XyShsXVKK3b3OeR89dGTQA51KjpYKIxRyGarMGlGmsX3IgzX16Y0h6zySp9p9zHyzUJHAFY3zoTjOB26esdqiWRAS/ePDXsFokUSSxqgnImpmU2pQCa5tY94IEjRBXTFuY1Yxm0zjKICfAvhD6oOEkL8QQgzcPwBfBtAP4HDK055MfQ4hpB8AKIpSAXgBwJ8BWAE8CuAF9vELEokcM40AMygcTdBzeoN4NkjdTBjUClSY1Ogv8GaSu2Hx8lR2tiw6i0zjmDeCKjNzc1xcxnRau8bzm+EQQvDgjj6UsIvq+7NQRM0UPKwsZ0W1GZUmDQ4MMF34QXcIgWgCK6pN+NFNy/Hd65fiXz64DIC0v1EmdnY7JOWhcRieDPMbmTa2MCukRHWqaBS+7S6rNAEQL1SPsXOenHMqB7mMQoleeGGdK7D7I7DolFCnzHPq1QpUmTULdq43Fa5AtOBy/LkIVzCGUsPU8ry1pQzuYGxOz+MWAkeHPFhVa+bX9jqrDkMCTKMzEMXwZBhrMtQEJo0Cchk1L7IaOdYotYHEYb7NbuYCN6JRa9HN66IxnqTx45dO4cYHduOBt7Nn9se8ESRpIpq1WGZU85FsqeCY+mJG4+xi1opGQsizhJDnAeTb7X4SwJ+INCrtcjBZk/cRQqKEkP8BQAG48pxO9jwilxEOAL6rMp/mGpM0gTsYQ1nKZqK5zFB4pjESh1xGQadiNq4a5fkxwqm2MEXjqjoLtEo5Xj0+lve4nT1OHB/x4jvXLUWlSTMrzNtMgWMazTolNjRasf+0G4QQnBhliqK2GjOMGiW+fPlifPayJuhUcpw5iw31v77agfve6pH03FiCxoQ/ghr2syk3qlFqUONEATezUfY6UyuEmcYlFQbIZZRo0Xh0yINKk4afBUxFmVFYwjNXYPdF06SpHBaXF/57fiHg+SMjeK+XmeVLJGnc9fA+XHvfu3h3Hks1afY+X5qSt3bp4lIAwJ4Cm07NJUTiSXSM+bCmzso/VmvVCjKNXATR6rr0opGiKFh1KriDF34IvENAdcCBY1TnQ3GcD1zztM6mnXfyVEIInj8ygp++fAq3PvQe/vDeaWiVchwXaMJyxZ8YY1hqUAs2RLlRn0zH1SJmFnNqppGiqAYAWwH8KeNHN1IU5aYo6iRFUV9KeXwFgGMZBeYx9vELEkmaiEZuAClZjfPIQdUdjIEmTNwGh0VlevQ7pM/7SYEvnIBJo+BNRNTnIXJjxBNGjYXZ9BvUCnxoVRVebB/N22n8/W7Ggv22dbXY3FyCff2uC1ai7A0zGwKLVokrlpZj3BfBgYFJnBz1QSGjsCRl1oWiKNTbdDjjmh7r3DnuQ+e4H55QHPFk/qbAmDcMQqYWIIqi0FZjKizTmMgtT9Uo5VhUqs9ZNK7NkK1xYLqxc7ho9EdRbswudpvLDOiz5/6eE0LwoxdPYvc8MUxx+KP4zjPt+NyjB9HvCODxA0PoHPfDolXh848exBsnx8/3Kc4IPOE4kjThjXAA5rptKNHh8GB29E6hQdME332mHXt6Z/c6OjnqQzxJ0r67tVYdJnzRLLOv9iEP5DLm3pMJm145L2SbnFRdqImkV8mhkssW1ExjjUWHWJKedeO3mUTnuB/3PHkUf953Bokkwf13rMHNa6rRMebLutcP8RmNwsVfmVENdzCaNes/PBkCRQFVlux1pYiZw5wqGgF8AsAuQkiqpuwpAMsAlAH4PIAfUBT1MfZnBgCZuzovgCxbLoqi/p6dqTzocMzdbm6SJpDn+FQ4Kn4+meHwnUdDukmGL5IQlCWcLfyReFqej0Yxu0Y4/kgc/kiCZxoBJqsvFEvipfZR0eOC0QTe73PhxtXVUClk2LyoBM5A7IKV9fFMo1aJG1ZWQq+S46+HhnFy1IclFcYsJq6hRIcz07zeXzw69feUEiAvJHVpqzajxx4o2PWRT54KAK1VJnSMZUtxnYEoBt0h8aJRpBs7V+DwCzONzWV6BGNJjOeIXeixB/DIngG8cHRkJk9x1vDUwSHEkwQKGYWvPX4Ev3yjCxcvsuH1e7ZiebUJX3v8yLy6v3NwsU2NEkP6dbC+3orDg54Zb4KN+yJ46uAwvvr4EdhnMebjCFsQr01hD7nm76gn/TyODHnQUmGETqXI+j1WnWpeuKc6/FFQ1JQUNRUURTFZjQugaPSE4jBqFLDomD1JPrYxkaQvmNlfjlF85etb8No9W3Hzmhq0VhoxGYpnrVPDk2FQFNL2RakoNahBk2zJ8vBkGOVGtahyp4iZwVwsGh9NfYAQcooQMkoISRJC9gC4H8Dt7I8DADJbciYAWbsuQshvCSEbCCEbysrKZuDUC4MkIVDIxD8WjVKOMqN6XslTOYYklWlsLi+8s6IvkoBJO7UYT0VuzI48lYsWqEq5Oa6rt2BphRFP7B8UPe79fhdiSRrbWpjr9uJFJfzjFyI4WY5Fp4JOpcAHVlbh5WOjODbsQVt1doe9oUSPYXc4b/A9B0IIXjg6Ci37+UoppoYFup1tNSYkaXJW85RC4GTQYkwjACyrMmLEE+YLaw5HBxnZWqrELRUc0zgXNxWEEDj8UZSZBIpG9nveZxdnkl8/wTBv8+Gel6QJ/m/fIC5pLsEvPrIaJ0d98Ibj+MGHVsCsU+Khu9ZBLqNw70unzvepFhycfDp1phEA1jVY4fBHRd1EC4UBVq3gDsbwrafbZ+27clTADVWo+UsIYUxw6sxZvwPAvCmmHP4oSvQqPoMyE1b9/JDh5oMnFINVp+I9FvKpja6/fxd+8UbXbJzaOePkiBd6lRxNJXr+sdYqdmY/Yz0ddodQadJApRC+HirYdSMzz3UkxYOgiNnDnCkaKYq6FEA1gGfyPJWAmVsEgJMAVlFUmp5zFfv4BQmaJpDlmGkEgJYKA06MzB/jAL5oTGMamZtNv7NwZji+cJx3TgVS3FNnaaaR0+DXpMgpKIrCHRvr0D7sFZVovdvtgFYpx4ZGpmCos2lRY9FesHONXEFkYhfLD6+vRTCWhCcUxwrBopGR7+Rio1JxeHASI54wbmdzzqTINkcmw5BRQKV56rNZUc2a4YwWRqIaiSchl1FQ5pASLGMX1s4MiepRVra2skZ4Q1lmVCOeJFnF5lyAJxRHLEkLylM5M6hcc42vn2KLxrOQ5A+6QvjO0+2zKkHPhXe67BjxhHH3xQ24vq0S37luKf7pA8uwnL3uqy1afP2qJdjeMYG3OibO89kWFhzjX5rJNDYw97VDZ2ZWosrNRX/58mbs6nHiqYNDM/p6HI4Ne7E6oxCcymqcuqYHXCH4IgmsrhVWE1j1qnkx6+fwR7OugVTY9Eq4g3NXNVEoTIbisOiUMKiZddCfg2l0+KPotQfw+P7BC0LGenLUh+XVprS9bGslIwDMHL844w6hLkfWImccmJnny8R0FOcZZxuzGbmhoChKA0AOQE5RlIaiqFQNxicB/JUQ4s847maKoqwUg40Avg7GMRUA3gGQBPB1iqLUFEV9lX387Rl9MzOIBE0gz10zYn2DDZ3jvnnjuOUU6EDXWLRQK2ToK6AE0x9J8F09AOwGnuJnzWYaDj6rLn3zfNvaWpQaVLj74X146uBQlkxrZ7cDlzSX8DIMiqKwqcnGu45eaPCE4jCqFXyneWOjjZdrtQkURQ02poEgda7xqQPD0ChluOviegCQZBAzPBlGlVmbVtDVWrUwa5UFa9BE4jQviRYD56DamdGNPTI0idZKI7QqYZaSz2qUONe4u8c5a0x1rhmmMqMaRrVCVGo9PBnCCTa7c9QbRmyaqoA3To3j6UPDvMHI+cZj759BuVGNa5ZXAAC+csVifG7LorTnfObSJiwuN+Del05dsHPLQuDlqRmyxJYKIwxqxYwXjQOuIFQKGb517VJUmzWzcv2HYgkMukNYWpHeDKswaaCUU2lmOJyMNdMEh4NNp8JkKD4n1QTTgcMfSWNdM2Fl32cuhGNJ7OiyX9DfD084DotOBYMmf9HYOc6sQZ5QHDs67bNyfmeLJBudxTVdOVh0KlSZNVkN0X5HAM1l2ZmdHKrYRu64d6rBkkjSGPNMGdcVMXuYTabxXwCEAXwfwN3sf/8LALDF5EeRIU1lcQeAXjCS0z8B+A9CyKMAQAiJAbgFjKzVA+AzAG5hH78gwcw05v5YNjRYQZOpReZChzMQg1oh4ztuAJPh1VSqLyzTGElnGgHGyXK2WAhnMJtRBRgX0Ze/tgWray347jPH8Ot3+/mfDTiDGHCFsLUlXVLdUmmEwx+FTyD3aK7DF47DpJ36HGQyCh/bWA+9Ss4zbaloKGG6kFIiCXZ02vHkwSHccVE9GllpjDR5ahg1GV1LzgznZKGYxkQypzQVYKQ4Vp0yrRubpAnah7yi84zA1DywlPf6UvsoPvGHffjmk0dnZdNl9zMdYqGikaIoNOdwUH3jJMO23b2pAYQw7sPTASf/mwuRDoQQ7O1z4QMrq3KyzSqFDJ/Y3IBBdwgTvvnDuDgDMcgopihIhVxGYU2dZeaZRmcI9TYd5DIKjaV60TzUQoJrhiytTN8Uy2UUqi3atNiNtzrtKDWo0FKRZckAgGEakzTJWVxcCHD4o2n+BZko0avyRm789fAwPv3HA3jiwOywxTMBTygGi1YJo5qdacxBAnDrgUWnxDOHpj/bTdMEv3qnD+t/8mZBR36EMOAKIhRLCqqGllWZ0hqi7mAMk6E4msv0Wc/lUGpQQyGjMJrCNE74o0jkiOkoYuYwm5EbPyKEUBn/fsT+LEIIsRBC3hI47mOEkBI2n7GVjdVI/fkRQsh6QoiWELKOEHJklt7SjIAmuY1wAGBtvQUyCjh4gTJNmXCychUqwzW20LEbmcUKwJiSzFbkhisQg04lF2SLKs0a/Plzm3D9ikrct72b3+zu7GFMm7ZlFI1cQXTGeeHNeTEd1vTP4Ytbm/Hud6+AXp1tAFFl1kAho/Ka4Yx5w/jmU0exrMqE79/QCo1SDoNaIU2e6gmjVqBr2VZtRueYX5IDaz5E4vmLRoqisLrOgp3dDiTY1+xzBBCIJkTnGYEUpjFP0fjGyXHc8+RRWHQqjHojOCXi1FpI2DmGXYRdyPU9f/3kOFoqDNiyhIlmmO5Gn9uUz8b7zAdPKI5ogs4pxeIgRbZ7ocEVjMKmVwuOX6xrsM64embAFUQj24Cqt+lmpWjsnmA+vyUChWBq7EYknsSOTjuuXVEpGrll0zP3zNkww9nb58KV//UOnj9SWPMpQggcgahg3AYHq14FbzjO3/+EwH2ff/zSKZwuYGN5NuEJxWHVKXmmMRAVbwB3jPlRadLgoxvq8E6XnWftpSAUS+DvHzuI/3itE65gDO3DM6u64BzHM5lGgJGo9toDvGKEu79xs+1CkMkoVJg0GE8pGkcmi3Eb5wtzZqaxCAaJPDmNAGDUKNFaaZrxzuxswRGIppngcGguN2DQHcIv3+jig3DPFokkjWAsmSZPBRimMTpLTKM7GBN0jOMgl1H44U3LWSOMk5gMxvD8kRE0lOjQWJreiWssZTY/A9OMotjd48RHf70Xr59HW39vOA5zRvEuk1Gicy4KuQy1Vm1epvEHL5xELEHjwTvX8sVZmTG/q2g8SWPMGxZcgFbUmBFL0uiZOPfNezROQ53DOZXDXZsaMOqN4FXWAIYzwcnJNEosGn/+eheWlBvw3JcvAUUB20/NvNQplzwVAJrL9ZjwZbPmdl8EBwbcuG5FJepLzi6fdnAOMY3cTG5lDmkeB94gaB4Vjc5ALMsEh8N6Vj0zUzJiQgjOuEJoYJtt9SU6OAMxBGd4xKNnwg+VXIYGgUZBvU2PnokAfJE4dnY7EIolcUNbpejv4hhaKcH3P3+tEzc/+B4va5wOHnqnF3c9/D76HUEcGHBP+/hc8IbjiCeJ6L0AmHJVzSVR7Rr3Y3G5ASqFDPc8eTRngTkXkaQJfBFWnso2SnO5p3aM+bCsyogPr6tFgmaM3qTij+8NYHuHHf94QyuAbMfeQuPUqA8quSwtOotDa5UJCZrw9zVu/GhxDnkqAFRbNGkqEyHjuiJmB8WicY6BllA0AsCGRisOD05ecDdLIbgCMZQJbCY+ubkB1y6vwP+83Yst/7EDLx+TfqPMBNfBzpSnapSyWZtpdAaiWXbzmagya/EPVy3B9g47Nv/7Wzgy5MGnLmnMeh435zcgsctK0wT3PHEEd/9+H/YPuPHY3jPTPv9CwROKZTGN+VBfoscZt/h7JYTg/X4Xbl5bg0UpC1CpQZWXaRz3RkATCEpdOIlNIcxwIvEkNBLswa9qLceiUj0e3tWPSDyJv+wfhE2vSnOiy4RBrYBGKcs500jTBIPuELa1lKGhRI81dRa81TnzZit2fwR6lVyQRQamDBJeyGA1njk8DJoAt62rRYVRA5VcNi12iKYJhtwhyChm8y7VQOLBHb149fiY5NeRCr5oNOe+BwBMgW1QKwo6032+4QyIG6CsrbdAKadmLKPS7o8iHE+mMY3A9Jnr6aJ7wo9FZXpBp9C7NtUjGEvgoR19eO3EOMxaJe+MLQS+mMpTNAajCTyyZwDtQx7c9MB70zL86Z7w4+evdeH6tko0lOgKnv3Kx2vlYhp1XNEo/D4JIege92PzohL88weXoX3IgyNzZGZZKnzhOAhh5KZcI9sv0sCIJWj02gNorTJhaaURzWV67OmTljWa6tb8hW3NKNGreEM+qaBpZm09PixtDTwx6sXSSqOgBH8Ze6/nmhl9jgDUCplo3AaHSrM2zQiHM5DKd1wRhUexaJxjSBICOZW/aFzfYEUolswyzEhF94Qf332mvSDSupmEGANXYlDjNx/fgNfu2YIlFQZ89f+O4IcvnJAcvZAKX5gtGrPkqfJZc091B2NZJhBC+MxlTdiypBRXtVbg9Xu24tOXNmU9R6uSo9KkwYCEOT+AMVZ5/ugoPnVJIz51SSP2nXbBf57mIb3hRBbTmA8NNh3OuEKiM3gjnjD8kQSWZ8xElhrUebM+Oddaoc5oU4keepUcJ0cKUDQmkjkzGjnIZBQ+u6UJx4a9+Lvfvo/2IQ9+dktbTldlimKY2lxMozMYRSxB87ObVy+rwLFhb5aVeS74InHc/fA+dE9IjyGx+6M5jS+2tZRja0sZfvJyB8800TTBkweGsKnJhqZSPWQyCrVW7bTyCx2BKKIJGhc12pCgiSS2OBRL4L7t3Xjg7V7JryMVE+ymp0IC00hRFJrL9OhzXJjSOyG4AjGUiDCNJo0St6ypwZMHh6YlvZMKrrnG34vSUAAAIABJREFUM43TLBoPD07i8386OO1s3O6JAJZWCs8ottWYcevaGvzhvdN449QErllekXPWlWca86huXj0+hlAsid98fD1W15rxwxdOSjbPefX4GCgK+NGNK1Bt1hY8+9UuoWjk1kgxRnXUG4E/msDSSiM2NtoATDnjSsGPXjyJy/7jbdzx272454kj+MELJ/DKscI3iXKBK4itOhXUChkUMkqUaey1B5CgCT/v31SqlxxPs6OTcWv+xOYGAEyRNTKNaJvnjgxjy8934I7fvo+v/N/hvM8nhODkqA9tNdnzjNy5q+QynBrlisYgmkr1eYmSajMjT+XW/5HJMMqM6rzjHkUUHsWicY4hmcwfuQEAF7E3y4M55COP7T2Dpw4OZ1kcS0E0kTyr4my6IITAFczNwLVWmvDkFzbjM5c24dG9Z/DMofTOaSJJ4yt/OYx9OdzwOOlbpjxVo5TPGtPoCkgrGpVyGR777CY8eNc6UVMEgJGoSpWnHhliCqPPXNqED6ysQjxJsKtHWrfyXPBvr3akMcSEEHjDMZi1+f8OqWgo0cEfSfAZj5noHGOKmEwjHSny1He6HLDpVVglYHUvk1FYXm3CiQLIGyNxWvIi9+F1tbDpVWgf8uD7N7TihpVVeY/h3ms8SeMfnz2elS85nDEHcvUyxsHzrQ7pEtU9vU7s7nVO69oZ90ZySjLlMgr3/90alBnV+NKfD2HcG8H7p1044wrhjo11/PPqbLppxW5wBeb1rOTvVMZneHhwMot9PDgwiXiScf8r9IaZYxqFokeEUOiZ7vMNVw6mEQC+sK0Z0QSNP743UPDX5ooKbhacU2pIbUI88HYv3jw1gRv/dzeePTws6ZhANIERTzjnPfzb1y4FxT43lzQVkM40Pn1wGItK9bh2eQVuWVuDcDwpOa7otRPj2NBgRblJw2a/FnZ+UhLTmKdo7GJZqtZKI6otWsio6THGb55i1BWxBI1Dg5N46uAQ/uX545KPLwQ8bDSSWacERVEwaBSi87zc/m15FXMd1Vi0kg3B/vT+GVSY1Py9fjrHnhjx4jtPH0OpQYWtLWUY8YTzKttGPGF4QnEsF5hnBJhRkzX1Fn796MvjnMqh0qxBLEnDxV4TxbiN84di0TjHkCQECglFY7VFi2qzBgdF5hoJIXinm9kMHp8mS2L3R3Ddf+/E9/56bFrHnQ18kQTiSZK3mFLKZfh/H1qGVbVm/O/bvWnW+6fGfHjl+Bj+vG8wx+tw2YCZ7qmzY4RDCGEYVZFO+9mgsUQvOYbi8BkPSvQq1Nm0WFdvgVmrlFwsEELOyqDC7ovgNzv78cT+qSI/HE8iniTTZho5ZkDMDIdbWDO7+qUGNbzhuGhUQ5ImeKfLjm0tZaLdzhXVZpwa9Z1zE0WKEQ4HjVKOf721Dd+/oRVf2Loo/wFgHFQd/ih2djvw+P7BLKkf12GusTB/y5YKA+ps2mnlAb7fzzSppsP4jXsjvG26GKx6FX5993p4w3Hc9MBu/Peb3TBpFLihbapYnq55CffcLUtKGbY4RWJ86Iwbtz20B88dTpfE7umbajztYk2oCoUJXwSlBpVoiHUmmssNGPNG5kW0UjiWRDCWFGUaAWBxuQHXLa/Eo3sHCq6CGHAFoZBRqGYzcs06JUwahSSGyu6L4N1uBz66oRYra8345lPtkq7/HpaNX5LD5KPaosVXrliMCpMaly4uzfn7dCo5VApZTqZxwBnE/gE3bt9QC4piHMgBSDKL6XcE0Dnux/Xsd45RacyMPFXKTKNY0cipq5ZUGKFSyFBl1mJQ4joYS9AY9Ybx4XW1ePbLl2LXd6/E165cgslQHKHYzH3PPKFYWgPIk8I0Asx4gRjT2Dnug0oh4xse1RYtfJFE3u/IgDOInd0O3LmxgZdHV1u0GPGE87pmR+JJ3PPkUZQa1Hj0Mxtx/YpKJGmCiTyNNN4tOEej5NrlFegc96PX7seQO5TTOZUDl9XImeEMT4aLcRvnCcWicY4hSUtjGgFgfaMNBwcmBW8AA64Q35WfTs6cLxLHJ/9wAAOuEPadnvkcKz67S0IxRVEUvnFNC4Ynw3jm0FS3d/9pZiO7q8churGfkqcKMI1naYTzwtERyUYB/mgCsSSNUn3+eSapaCzVwxmISdpgHRmcxNp6KyiKgkIuw+VLy/BOlz1vIZSkCf7hiaNY/5M38dqJ6c0b7ehiitKTo17+GuWYwunONHJGQGIznB3jPjSU6NJiW4CpeBOXSFj00SEPJkNxXNFaLvrabTVmhONJnHaeG+vDFI3Sb7nXt1Xhi9uas1yFxcAwA1G81M4wu6Pe9I4yxzRy8lSKorB5UQnaJc6qAFPfNalFI00TTPgiqMxTNALAyloznv3ypdAo5TgwMIlb19akFdl1Ni284Ti8YWkFxaA7BIpiZlWXVZnSzHB+v/s0AKArQ2a7t8+J9Q1WlOhV2Nld2KJx3BuRJE3lwG2mTs8DiSqfxZvn/vflK5rhjyTwZIGjFM64mADx1NnChhJpsRvPHx1Bkib4wrZmfPvapQCkFWGcHDoX0wgAX7tyMfZ8/ypJzso2nSon0/jMoWHIKEapAACLSpmCVUp01d/Y+zvHzJcaVQjFkgU1C3IEotAoZVn36VRwa4PY++wa96ParOEbj9NpJo16wiAEaQ7GXCNhJg1ifvlmNz5w/y5e/TEZZNdB9j0Y1ArRmcaOMT+WVhjTCj8p5/sOu/7evqGWf6zaokEolsx7D/3P17vQaw/gFx9ZBYtOxa8Z+aStnFs1F5MlhGuXM9fX73aeBk1yO6dy4JqOo54waJpg1BMuxm2cJxSLxjmGJC1tphFg8hrHfRHBwWbuhtFYouMtkKXgnieOomfCj20tZRhyhyVv0M4WXDexRGIxdXlLGdbWW/DA2z28tGwfu5H1hOI4JmIn7RdhGpnIjekXjYkkjX969jju294t6fluVuaTyz11uuBMHfJ1yyeDMfQ7g2num1e2lsMVjOFoDgMBQgj++bnjeLF9FKUGNb70l0N4dM+A5PPbzjKZk6E4L4/irqfpMo1NpXpolXLRbNKOMT+WVWbPUeRzFd3RaYdcRmHbkjLBnwPg5zOm03wRQiROSzLCOVuUGdVwBWN4g5VfZW4qRjwhWHTKtA1bQ4kezkBU0sbQG4qjg5WGSXUxdQaZPK18TCOHpZVGvPCVS/G1Kxfjy1csTvsZxzZLLVgH3SFUGDXQKOVYUW1Cx5iPN8fhGiCpm39vOI7jI15curgUW5aUYmePs6BB6mMSGNdULJ5HDqqcrKzUmPv+t6rWgtW1ZrxU4BmzAVcwayMrpdgghODpg8NYV29Bc5mB3zxLmSnrmvBDrZDljVihKEqS+R3AMPLuoPiavKPLjk1NJXxzosKkhlYpl9R4+NuJMayus/AMDpelWEi20e6LoMyYHa+VCrVCDqNaIcqodo370xQlDSU6DEqUrXOfd31q0ciyWGPe6RnETAcjk2FEEzS++n+HMeAM4uHdp6FWyPj1yagRZxo7xny8WRgw1fTLJzO1+6NQyilUpTSqaiVcv4QQPHdkBB9cVYUt7LpYY5kq2nJhyB2CSiHLmcNZX6JDa6URzx5hGv9S5KlV7OuP+yKw+6OIJ0lRnnqeUCwa5xikylMBxkEVgGD0xrvdDiwq1eO6FZXoGveLyvNS4fBH8XanHV++YjE+cxljvpI5B1RocDMTUphGgGUbr27BqDeCF46OgqYJDgy4cc3yClAU876F4IuIuKcq5Lw8dToFcue4H8FYEseHvZIC0jmmS+r7lIJGidIjrjBcVz+V83d5SznkMgo7OsUlqg+83YsnDgzhq1csxvZvbsOVS8vxwxdPSnJfi8ST2N3j5I1pTrIFF880TrNoVMplWNdgwQGBbNJQLIEBVzBrnhEAb/EvtvF5u9OO9fVWmHMwn4vLDFArZIIy785xH372yil875ljeHBHb85rIZpIQj2Dg/vcBiQUS6LUoM5a4EcEJD0N04iyODDgBiFMET3kzi9xAqbkRNNh2Kx6Fb517dKsY+qmWTQOu8P85nB5tQnBWBIvtI/g0T0DoCgKGxqs6E/ZTO8/7QZNgEuaS7C1pQzuYKygUR0TvukxjfU2xiBiPhSNTrZpI6U5eF1bJdqHPJJnr/KBi9tozHAfrrPpMDwZyqm2ODbsRY89gNvXM7O1FUYmaHzEk/8a7J7wY0mFQXJBKAU2vVLUVTTBRgOtqp2aJ+MkqvlUEmPeME6M+NLmKrkYrEIWjY5ANGdBwYEpjrPfZzxJo88RwNKUBmGdjXF5lSIvFSwa2Xvi2AwyjY5AFBUmNXodAVz9y3cx6Arid5/YwDtKG9TCM43eUByuYCzNpI27h+dbhx3+KEoyclGnWErxYyd8UbiCMd5kKPW4fK855GZmDfOp5a5dUYl4kvneNZXml6eW6tVQyimMeiL8KErm97mI2UGxaJxDoGkCQiBZntpaaYJBrcDBjI10JJ7E+/0ubG0p43PmpLgdcjbOV7WW81EDJwsQNZALXDGVyyAhE1uWlGJJuQF/ef8MeuwBeEJxXLeiEqtrLeJFI1sQGjJzGpVyRBM0njo4hA0/fTMtQDYXOAMiXyQhSRrDF8cFlKdyZg755hqPDE5CRgGr66Y2E2adEksrjKLzrh1jPtz/Vg9uWl2Nb13bAq1Kjq9cyTA/UhoJe/tdCMeT+MoVi0FRU2HMXGGe6WIrBRsabOgY92Xl+XWO+0EI0FqVLQPjriunP3sDMs6G2+eSpgLM8P7GJhtePT6WZQTw89e68If3BrC9YwK/eL0LTx8SN8lgjHBm7pbLbcbKjWp8aFUVK8Wa2hAPT2ZnUfKzohJmu/YPuKGSy3DjqmqE40lJJhmcTTo3k3Iu4ItGiSznoDvEH3PN8kosrTDiG0+24+Hdp/GBlVW4ZHEphidDvGJhT58TaoUMa+stfId9Z4HmGiPxJCZDcUkZjRxUCibfb14UjdMYQ7h+BVO4FCp+wxWMIRBNZDGNDSU6xJNE1CSGEIL73+qBRinDh1Yzc34KuQyVZo0kB8qeiQBaynNLU6cLaw556mlnELEknXUfbCrT520sdrNS2rV1U2oU7n7iELh3CmHIHcKv3+3LmSPp8EclGUGJFY39jiDiSZLGvE0pEPJ/JkOTDBOWOlNZYdKAovIXROcCpz+KSxeX4ptXt6DSrMGTX9iMrS1T6haDRilYNAoVuWUGpoDKd77OQDTLcEhKwcntCVIdUHUqBaw6Zf6icTKEOgmy0WuXM8Y81WaNaBRTKmQyChUmDca9Ybx6fAxGtQIXNVnzHldE4VEsGucQkuwGT6o8VS6jsLbekjVXt++0G5E4jW1Ly7CyhikUpBR/u3ucMGuVaKsxo9SgRqVJM+Oh2K5A+kC4FFAUhY9vbkD7sBe/29UPANjUZMO2ljK0D3n4IfNU+CMJGNSKrK6vRilDKJbA/dt7EE8SyUXygTOTUMqZ3yXFaIiX4RaQaeRiN047c2+iDw960Fppgk6VfnNeWmnMctgEmI719/56DGatEvfetIKXEnGzOZ0S3Hjf6piATiXHVcvK0Vii5/+u3jDzd5juTCMAbGyygZBsZp1zTs2M2wBS5KkC3XLO1fWa5bmLRgD4xOZGjHkjvPQTYJjDvX0u3LWpHgf++WpsbLThZ690iEphp2OEczbg3usHV1Wh1qpFMJbkGXZCCEY8Yd4Eh8N0XCT39buwps7CyyalFG8TfDah9GJJDCaNEhadMo0dFEOEdYzkNls2vQqvfP0y/OzWNqyqNeMrVzRjUakeNJkqmPf2uXBRow1qhRxlRjXaakz46+FhSSqNfLD7mGuiYpp/h0VlhmnHPMxFjHojoChpjPOiMgNaKgx4rUBFI9dUy2QmphomwtfTEweG8HanHd+7vjVNoVJr1eaVpwaiCYz7IpLmtaYDm14lKtvsYO/lrRky/eZSPYYmwzmv49NsY6IpxZQk171TCA/v6se//60T236+Aw+z63ImHP7sQkYIJXoVvzdIBZfvt1SgaJRiCifEhHFyypmSpxJC4AzEUGZU42tXLcGu716Btpp0d1GDWgG/gDyVu8emSpxlMgqVZk1eJt4hUDTa9CpolLKcx54Y8YKisp3Ia6z54zqG3GHU2fI3CFdUm1Br1WJJnnnfVFSZNRh0h/D6yXFcs7wC6hkc9ShCHMWicQ6Bk8nI5dLlLOsbrOia8KexL0/sH4ROJcfFTSVosDHmIPnmsQgh2N3rxKWLS/jCakW1aeaZxkAUJo1CsqMgh1vX1kCnkuOZQ8OoMmtQa9Vi29Iy0ATY3ZsdB+CLxGHSZHe01Ao5QrEk30FL3aDt7XMJSpcIITg44MbVyyqgksskhd5yhj+FnGkEmG55rtiNJE1wdMiDdQ3ZcRItFUaM+yLwZsRY/GnvGRwb9uJHN63g7c8BZmGrt+lyZoNy2NHpwGWLS6FRyrG82pTFNE53phFgAsDlMiorZqZjzAejWiE446BRMvMxmYUcIQRPHBjC2noLFktgA65sLUedTYtHUuIADp/xIBxPYsuSMshkFP71tpUIx5L48cunso5PJGkkaDKjM42tlSZ8aFUVPnVJY5YMiXEHTGb9jaS6SAaiCZwY9WHTItu0ZgvHvBEo5ZSkqBkpuKS5BK+fHM+KysgE931O3cAo5DLctakBL371MrRWmrCI3SD3OwJwBaLoHPdjc/NUuPo3rm5BvyPIN6bOBRybNR2mEQCay/UYcIYQjuV+v4kkjZsffA8vHB3J+bzzhVFPGBVGTc4cwlRcv6IS+0+7C5LZOMA21YRmGgHh6/iMK4ifvHwKly4uwSc3N6b9rMaiy8u4cDOEUpwhpwOrTgVvOC4YfdA55oNCRmXNiDWV6ZGkSU5FzIArBL1KniYd5dYqp8TomUODk1heZcKqOjN++kpH1t81lqAxGYpLKhorTGo+0zHtPNnPclHK33U6mZuD7lAaa8ehyqKVbITjj8Tx8d/vk5zt6AszJnjc31ZontOoUQga2nF/w8y5WCnRGQ5/lB/P4EBRFO+gKoaTo140lxmymsz5XpMzKZPCNFIUhUc+vRE/vaUt73M5VJm1ODzogS+SwAdX5Y+gKmJmUCwa5xDoaTKNAJPXSAhwZJCZWzsw4MbfTozji9uaoVXJIZNRWFFtysuG9TmCGPNG0my/V1Sb0GsP5N2wnAtcwdi0pKkcjBolbllbA4BhGSmKwupaC4waBd7rzXZ99YTiMGqyCxVOLriqlmFXOSnY4cFJfOx37wvO/A1PhjHhi+KS5hK0VolLPFPhCsZgUCsKzjQ1lepFHUUBxjQgEE1gbV22lIOT+HTb04vAZw4xxg8fErgxt1Ya+W6vGFyBKEY8YWxsYmYilleZeFMlTygOuYzK6Z4nBp1KgbZqEw6cTmcaO8Z8aK0yiporlBrVWd3yQ2cm0WsP4GMX1Ut6bbmMwic3N2L/gJs3ltrd64BcRuHiRcz7XFxuwOe3NuGl9lGeYeMQYbv8MylP1arkeODOdWgo0ae5zQEpcRsChbUUF8n2IQ+SNMFFjTbetU5K0TjujaDcqJEsuc+HOy6qx2QojjdO5o4JEZJ1ZYKbpel3BvkokUtSisarllXghrZK/M9bPZKjbcQwfpaM65bFZYjTNO747V7Yc2TtHRnyoH3Ik8aES8XrJ8ex7Rc7cppinStGPWHepVIKrmurBE2Ae186hZ+8fGpasTCZOOMKQi6jstwWq8waKGSUYMPkgbd7IaMo/OL21VnXbo1Vi3FfJCdzx60jUkw+pgObXgVChOfvO8f9WFxuyGrANrEOqrkkqv3OIJrK9Gn3UKVcBqtOKWmmMRhNoGPMj6uWleOL25oBZM/Ncb9HStFYZtTAFWQyZ1Nh90dg1SnTWCaLTgmjRiHpfjTkDgsWNTUWTZbbtBj+dnwcu3qc+PoTR/C34/kLR27tybXPMagViCborGtq0M2Yl2V6MVRbcrN+NE3gYtnNTNRYtBjJUSCfGPGhrTpbtZMvrmNIwj03FYvLDXlNolLBrWlGjQKXLckdT1PEzKFYNM4hJDimcRobrDV1DPtyaMANmib46cunUGnS4PNbprLd2mrM6Bjz5QxmfY9l57YsntLZr6gxgybIWyScC1yB2Fmzbx+/uAEyCriMnT+SyyisqbOgPWPzQwjBiRFv2jA5B52KWXy+fuUSLC7X80wjV4QLSfA4OfCGRhtW1phxfCS/GY4rECuoNJVDW405pwvq7l5mJksoA6yFLRpTJap2PzPnd9WyCsEirLXKhNPOICLxJBJJGs8cGs5a2Lm/ISdj5OZjO8Z88IbjMGuVkmMkMnFRow1Hhz080+QMRNE+7MHaevH5hjKDOqtb/sSBIehV8ml1LD+yoQ5apRy/3ckwT7t6nFhXb0lrRly+lJG6Zs59cg69MylPTUVNBtM4zF7HQmysFBdJTnHQVmOGViVHqUEtaYZozBuelmNoPly2uBS1Vi0e3y+eyQqId+hTYdQoUW5Uo98RxJ4+JwxqBS/n5/DDG1dAKZfhZ690nNN5T5yFIRAAXLakFL+5ez26JwK45cH3ROfZOLdsKaqHVMSTNH72SgfOuEL4+MP7cFjEnfhcwRSN0udal1eZsLTCiBfbR/GnvQP43J8O4v9y5PDmwoArhBqLNquYUshlqLFqBa/9w4OTuHiRTfCca61aEIKc8+/9jgBkFOMUWUhwyg8hM5zODJdNDk0lnGGauMx5wBkUNBbhYnzyoX2YaSqta7Dy3/fMWVHunKWs9xUmNQjJNuGxC8xEUhQl6R7mDTFMmCDTaNZizBORZO717JFhNJTosKbOgq89fiRv7JaUYplroma6WA9NihW5TONCbE/nCceRoImg6VC1WbzgdPijGPdFsuSz3GuGYknezC4TwwJS2kKCu66uXV5ZlKaeRxSLxjkE+iyKRr1agWVVRjx+YAh3/34f2oe9+PZ1S6FVTX2pVtaYEU3QOWWFu3qcqLfp0ha5KTOcGSwag9GzLqaWVZnw7neuwG0s4wgwRXTXhD+NHR10hzDui2DTopKs33Hj6mr8+OYVuGpZORaXM/NDhBAcZ6M7hEwSDp6ZhFGjQEuFEStrzPBHEnnlfe7g2RfHuXDL2hoYNQpRCd2uHidaKgyCDEe1WQODWpFWNO7qZpoH21qEIyhaK42gCWPy8NKxUXz76fasPLtetsvOzSssZ6+j48NeTPgi03ZOTcVFTTbEEjS/OX7u8AjiSYLb19eKHlNqVKVtPnyROF4+Noqb1tRIGsLnYNYq8dnLmvBi+yiePDCI4yNe3jCFA7dpOzUmVjTOzi23lDVLGGU3tpwcqdaSvaDXl+R3kTw16kOVWcNfw3U2rcSZxmhB5hk5yGQU7rioDnv6XDkZ9n5HEDqVPGeIOMCwjf2OAPb2ubCpyZaW4wcwzOCH19VgV48zZ9MtH8Z9EWiVckGJfD5cu6ISj312I0a9ETx9SDi/8J0u5js46A5lyc1z4emDwxh0h/CzW9tgM6jwid/v5zd/hQJNE4x6I9MK46YoCi997TJ0/Ph6HP/Rdbi8pQz/9NxxPPb+Gf45rkBU0Dk8E0JxGxzqbboshsoXiaPfGcSq2mxJPwDUsu9jOIeDap8ziHqbruCbW5uOC75P/4w9oRhGvRG0Csx1m3VKlOhVokxjLEFjeDKERQIulqUGteiMdioOsWZ86+qtfGMks6j2TsM5u4ItDCd8AkWjKfs7LaVoFJoP5FBt0SIcFy+IOIx4wni/343b1tbij5++CDKKwlsd4g7kwFTcU06mkb0vZJrhDLtDgjOCNRYtaAJMiHw2/GsKMY1WLZyBqGDUGNccXFEtXDQC4iY6XBNRijz1bMDtTTlTqiLOD4pF4xxC8iyKRgD47GVNqLVq4Q7GcENbZVoRBQAXs8US546aiXCMcVvNZKNqLFqYtcppzTUGowk8uKNX0AlMCAwDd/aOonU2XZp8aHWtBUma4ETKOXM5jhc32bKOrzJr8YnNjaAoCovLDPBFEnAEojjGShAnMha+RJLG+30urG+wQi6jsJK1Nz+WR6LqDEQL6pzKwaBW4M5N9fjb8bGszU8knsS+0+6swoYDRVFoqTCkBZzv7HGgRK8SNJUBpoqijnEfnj/CGMlkLiI9EwHoVXJUs8VCuVGDMqMaP3u1A9s77Hzm0tlgQ4MVMoqR0BJC8OTBIayrt+QM0GZMDiLocwQQiiXwzSfbEYnT+NjGumm//tevWoIV1SZ8/9njIARZMhmjRomGEl0W0xjl5amz0yHNNEsYngzDqFbApM0uWuptjItkLiOIU2M+vonEHSMl427MG572HF8+fGRDHeQyCk/kCIDvcwTQXGbIy2gvKjPg5KgP/c5g2jxjKtY1WBGOJyXN8ophnM1oPFuGfUOjDRc1WvGXfYNZ2ZF2XwQnR328tPaExPt1JJ7E/77dg3X1Fty5sR5//uwmRBNJ/G6n9BlOXySed3zBFYwhlqCnxTQCjEGJViWHRinHrz++Hle2luPeF0+iY8yHWILGJ/+4Hx/59Z6cRkGEEJwWYdEA5jo+k3Ednxj2ghBgdZ1I0chuinOZ4fTZA1hUYGkqAFj1TMGV6SzayZvgCN8HmeaIcNE46A6BJlMRTqkoNagluSQfGpxES4UBZq0SRo0SepVcgGlki0YJpndc4ZkpyXawOY+ZqLfpMDQZzpmrOqU+yL4OubUqn0SVmxm+ZW01TBolyozqnLJxYIppzJwvTIWRbV6mmuHQNMHwZFi0yAUgyhjy7KYQ08hFjAgw5RxBsFxAnsqNNogWjZMhGDWKnPFV54JtLeX4y+c24XKRhnYRs4Ni0TiHwBWNsmluLG5dW4vnvnwpXrtnK3519/qsGYxKswaLyw3Y1SNcND5/dASBaAK3rKlOe5yiKKyqNWP/abck2QYA/PSVDvzi9S5JhgxJmmAyFENpARk4bqE/Ojgl19zX74ZNr+LlkmLgnO5tJAz7AAAgAElEQVSODnr4BTZ14SOE4P+9cAL9ziBuZQvzlgojVAoZDrLyYDG4g7GCmYFk4lOXNEJGUfhjikkLwBTLsQSNLTn0/0srTeie8IMQApom2NXjxJYlpaIzaA0lemiUMuzucWIXG0eQuYj02gNoLk/fsH/j6hbcfXE9/udja/HQnevP8p0CJQY1PrdlEZ44MIT/fKMLvfYA7sgzl3jL2hoo5TJ84P5d+ND/7sbbnRO496YVokxCLqgUMtz3d2ugkstg0iiwSkDGs7zKlMU0cjOOZ2MAdLaoNmvTisYaq1awaGngjCRE2PJIPIk+RzCtkVBn1WHMKy6PApi5q0icLijTCDAbyo2NNl5SL4R+RzDNLEMMzWV6vqC/pFn4e8Llmx45B+nm+DQzGoVw98UNOOMK4b2M5t87LNP/1SuYSByxGetIPInTziC84TgOnZnEFx47hDFvBN++dikoikKdTYeb19TgyYNDkgxoIvEkbvrf3fjmU0dzPo9rRky3aEyFWiHHf31kNSw6Jb77zDH89/ZunBjxQS6j8N/bu0WP84Ti8Eey4zY4NJTo4GFlixzaWRWD0HcbYNZTihLfsNM0U6gW2gQHmIpsypSnco7WYs0+JqtRuGjkHhfKy5MiT6VpgsNnJrG+YWpEoNKsyWIaPdNwzq5g2cRUJo0QAkdAOLKjzqZDLEFjwi9ewA3mkKxPGYeJH08IwXOHR7C+wYoGtglRLmLYkwpnIAq5jMrpEM+tC6l/6wl/BLEkLcjc5ctbzMk05jj2xIgXDSU6wXUq13EAU5TPFMsIMGTKpYtLz7rxVkRhUCwa5xC4yA1FAcOAOWxZUor9p91ZkgRCCB55bwDLq0y8cUkqrltRiT5HEB1j+bvs73Y7+FmjHZ358808oRhoUlhH0TKjGjUWLY4OpxSNp13Y2GjLe7PhisoX2hkGzaxVpslj7n+rB4/vZ8Lub17DFI1KuQwra8z4094zWHXvG/jZK9nOmTRNmKJxBmYaAYYt/dCqKjx5YDBt87Or2wGVQoZNTcIMCgAsrTDAE4rD4Y/i5KgP7mAsLT8qE3IZhaUVRrx0bBQ0YWZCM0ORe+2BrAL9zk31+OktK3HT6upz7kR+69oWtFYa8eCOPklziWvrrXjzm1uxraUMDl8UD39yAz55SeNZv/6SCiMeuHMd7r15RZacEWA2bgOuYBrbvv+0GxSFnLOXhUZNiiPgiCc7o5FDXR73wa5xP5I0Ses+19m0SNJEsFvNgWu4FCKjMRMra83omvBnzdMCQCiWwIgnLMmEhCssrTqlKEtTa9Wi1KDm55zzwe6P4Pr7dqbNOo17I+dcPF/fVgmbXoU/p0g0AeDdLgcqTGpsbi5BrVUrONd4ctSL6+7biSv+8x2svvcNfPhXe3B0yIPvXd+KS1IUJl/ctgiROI1H957J+h2Z+M27/RhwhfBOl0NQ6saB22ROxwhHCFa9Cj++uQ3HR7z41Tt9uH19Lb6wtRmvHBvjzakyMSASt8FByEH12LAH9TZdmnN0KlQKGSqMGlHGZcQTRjRBzwjTyBVcQkyjTa8SnZtbVGaA3R8VNNAZyFE0lhrUCMWSWbN2qehzBOCLJPjmCsAWjRkMHCf9lNI4KzGoIaPSmUZPKI54kghKzqXkzQ66Q7AKmMoA4NUvudQWfY4geuwB3oAPYDJxM03PMuHwR1GiV+U0A1tVZ4FKLuMbscBUE0+oyM0nFeWKRqHrgfseChV/mYqSVHBxHWLNkqFJaXEbRVzYKBaNcwg80zhDRWM0QWfNgOztd6Frwo9PXdooWFR9YGUVFDIKL7KFlBh8kTi+98wxLC434KMbavFerzPnRgJgZEsAzkmeKoQ1dRaeaRzxhDE8GcamRdkFcSYqTcyM33bWgfDK1nJM+JjheH8kjv95qwc3smH3qXjwznX4+e2rsLzKhEf3nsl6374IM5Q+EzONHD63ZRGCsSSeSDEI2dXjxMZGW9p8ayY4M5zOcT8fZC4mZ+XQWmkCIczM68oac9pC64vEMe6LYEmBQ61ToVbIcf8da6FWyHDrOmlzieVGDX77iQ048oNrcGVrxTmfwzXLK3DrWuE5yuXVzN+nK8VAal+/G8sqTbPKNFZZmI3buDeCPpb9FUK1Rcu4SIoUjRxrmjrnwnWUc0lUuYKy0EwjwBTmsQQtKLnjmBNJRSPrLLm5uUT0vktRFNbVWySbxGw/ZUfnuB/febodkXgSdn8Edv+5M41qhRwfWV+L7R123L+9B293TuD3u09jZ7cD21rKQFEUb8yVilePj+G2h/YgGqfx01va8C8fXIZ/vXUl9nz/Snzp8ua05y4uN+Ka5RV4dM9AzkJhyB3CQ+/0ot6mQziezGkGwjk1TmemUQwfWFmF29bWoLlMjx/euByf37oIJo0Cv3xTmG3kiojGUmEGRKhh0j7kwapaYZaRA5PVKHzt97PXn9CM4LlCo5RDr5JnGSJ1jvuxtELcQbpVwPSMQ78zCKtOKSgb5SSVudjGg+yeYkPj1BpbadJmjXZ4w3FolDJJEn25jEKpIb0g4xg9oZlGriGWKxJiSETqCQClenYGPAfT2Mu6jK9NkS1XmDQSmEZhF9NUGNQKXNxcgjdPTfCqriG2OBMy7tGq5LDpVaJFozMQhVoh42WvqRDL3ySEYNwbyXIZ5pArroMQgiGROJMi5heKReMcAj/TOAP0+6amEijlFF8YcHjkvQHY9CrctLpa8DibXoUtS0rxUvsoaJrgtRNj+K83urKe99SBIYz7IvjF7atwfVslwvEk9p+W5ipWaAZuTZ0FI54wHP4o9p9m4jeEWNRMUBTFy9VqLFosrzIhFEvCH01gwMnMfXxwZVXWwlxp1uCjG+rwpcubEUvQWRsorjg+m2gRqWirMWPzohI8smcA8SSNEU8YXRP+nNJUAFjKzgI+smcAv9vVj1W15rwLHBesfOvaGlRn5Fv1ZTinzhSWVhrx7neuwA9vXDGt44SYwUKDC0Xm5hqjiSQOD05KalwUEtUWhg38zze6mNgGERkvE0cw5SKZSNLY1ePAY3sHQNMEJ0e9WTmY3OarY0zcJGt8BotGrht+aiybYerjMvLK82/aa61abGqy4cPrxI2UAGauccAVkiTbfLfbDoNagQFXCD995RQ+/vB+KOUy3FgAA4dPX9qEthoz7nurG5955CB+8vIpmLRKfILNElxZa04zwyGE4Ccvn8LicgNe/vpluPviBnxuyyLcualetNnyha2L4A3HRXPoCCG496WTkFEUHvn0RVApZLwRjxBGPWHoVPKCNUz+66Or8fo9W2HUKFlzqkV4u9MuWDAMuIKgKIhuhDMZKoc/ilFvBGtE5hk51FjFs+76ubiNGboHWvUquDPkqaedwZzXe2sV1xzM/r4OOIOCLCMwVWDkKhoPnZmETa9CY4oEuNKsxoQ/mmau5QnFcko0M5FZkNlZ6anQnN7/b+++4+O663z/vz4zI2nUq1VtucVxTew4Tkx6L4RNgBtaQm9Zspu77IW9C2SBDW25u3t/93JhS+iEwC6hZAMsG2BDSJb04pAEJ05zL7Kt3tvM9/fHmTMelRmNHI10LL2fj4celudoRkc6OjPzOZ/P9/PxqxkyVT5kKp8MhYyG8sxzCHcn/kZSmwXWlhYkyvDTXyBv7R3K6rX/srW17G7rTz5/7Wvvxyx9hr6xIpqxPLWmpGDSiwhF+RFKJpldPDASY2g0nvHidrpZjUd7hhgajeesc6oEh4LGAPGfYCPhmQ8aiwsinNZcyQMp6xoPdA5wz/OHedsZSzJe/Xv9piYOdA7wlXtf5qZ/eYqv3PvymOySc44fP7mfTUsqOK25krNW1FAQCfHbFzJ3FfNLbGa6QYy/rnHb3g7u3XGUsmiENfWTl1yM57/Qn9JUnryiebhrkJ2JduWZ1kmdubyKvLCN+R2D1+wHZrYMdzIfPH85h7oG+fGT+/mT72+jIBLiivX1Ge9TXVJATUkB9+44wrLqYr701k1Tfp9L1tZy3qqaRNDoZbP8v92XEkHjqhwHjeAFI9kOC59NDeVRKorykhm6Z/Z3MTQaTzakmi3+upefbNvPpWvr0r4xBGiuLubpfZ38zx89zda/+Q3v/OZjfOqn27n9kT08d7CbtY1lY96ANFUUsrm5gv/v1y+mLQ081DWIGVN2MD0ey2uKKYiE2H5g4pvgV470Ypa+JDFVJBzijj8+i0vWZs4++9mFqWYZjsTiPPhyG1dvbOStW5bwvUf2squ1j6+/a8ukHQmnq748yk//9Bx+/6nL+cENr+GRT1zCgx+/ONki3x8Z4jfDeWZ/F4e6BnnvOcuzvmjlrdkqSltd8vXf7eSe54/w0ctPZsWiErYur0qO/JjMwc6BV9UEaDwzG3Px57J13rF76JWJ83n3tPXTWF6Y9vWtNJpHVXF+8oLJM4llDVOtd15c6Y1omKzj8CtHeymLRnK2hr2qOH9MptEfJbG0Kv3fe31ZlPLCvEmXmexu65u0CQ4cu9B5tCd9M5xtezrY3Fw55vjWl3sXrFIvsnT2j0zrwkFdWcGY5SFHuv1M48QgqjA/TEVRXtryUj+Llmn8T0N5NGN56p62PqqL88eUt/r7kqnDbGtPdkHjxYnnIH8m6b72fhrKomk78NaWRtN+36O9Qxkv/i4qnbgWM/k+JUNg35Qm05jsTJvDNY0SDMF7x7WAxd3xNcLJ1nkn1bD9YHfyifyHj+/DAdedmbmRyGXr6ojmhfi/97yYfAPoj2YAr+PWjpYerk2MPSjMD3PWymp+uyNz0Og/Sc10pnFDUxnhkPGn39/Gz58+yOXr67PuSOtnyE5ZXJ7s+tjSPcjOo94V63QNFSAlMB/XoKO9LzcZ1fEuPLmWFYuKufnfnuXZ/Z185brT0r4ZSPWxK1fzmWvW85Mbz85qHc7S6mJuf/9WqksKaEi8OfBfvF4+0kt+JLSgrziaWaIZjvcG7dGdiWz3slnONCauvjvHmLmtk1lVW8L+jgF+tb2Fs1ZWc+s7Tue8VTX87S93TLrOJRQybn3n6VQU5fHB7z6RzAL4nHMc7BxgUUlBTgL7SDjEmvrSCQ2HwHvTvrgyfaBwPE5dXEEkZFOWqG7b00Hv0CgXnLyIm69ay6Vr67j1nZsnnZP6apQX5fGaFdUTsrgbEoHpM4l1jb/c3kI4ZFy6tjbrxzYzrtnYyEOvtE44rg+81Mr/unsHV51Sz/vPXQ54s0lfOdqXdrj6dGc0Ttea+lKqivN5aJLGSJnGbfhSx248vb+LkHmvIZk0VRQxGneTrmfbebRvQiOwmVRZlE97ymgIP+DNNBPSzFhTXzoh0zgwHONQ12DaUtp0pYy+9r5hdrb2jWmCAyRfO1Mzf50DI1k1wTn2vaNj1jQmy1PTBEP+rMXJ9AyNMjASy1gi3jSuama83a39E/6W/H1Jt67ROZdVear//dc1lHGPHzR29LM4w+toVXH+hLWtvqM9UweN4wNOv7lSurW84F20au0dnrCWPDluQ2sa5z0FjQHin4fTHbmRrYsTbxxue3gPo7E4P3xiH+etWjTlG/zigghv2NREQ3mUH914NnVlBdyfUub64yf3kx8OcXVKQ5KLVnulFuk6toE3Z8uMaZWsZKMoP8K1m5s4b1UNt75jM1/8b6dkfV+/XPO0JRXJN2QtXYPsau1jcWXhlHO3xgfmQLJleS5GbqQKhYwPXbAS5+Az16zn8imyjL43b1nCu89edlx/d37pjH/18eUjvayoKc7Z3/CJYl1DGTsOdTMai/PornbW1JdmfDHOBf/YbFxczhnLMjfg+fNLV/Gzm85h26cu4x+u38yVG+qT583gSHzSroy1pVG+/q4ttPUO87X7j41p+OJ/PM+mz/4nP35yf9rmOzNhXaPXpXZ8Z+edR/uyWs84HYX5YdY2lLFtT+ZM4/0vHiUSMs4+qZryojy+8e4tM7KGNluVxfmsqS/lB4/vZXAkxq/+0MJZK6qzGnOQ6pqNjcQdY0pUuwdH+LMfPMVJtSX8/Zs2JoOiC1d7a6Dve3HyEtUDndOb0ThdoZBx1spqHnyldcLfwp62/mSny3S8sRve69Tju9o5ua6UovzM66T9v+vJxm7sPNqXXCubC+Mzjf6+T7WebG1DGS+09Izp8p1sFJQmaKwqzsfMy5ZN5snkesaxzy9+Ri+1GU5X/wgVhdMpTy1IjmsBrzy1OD+ctqy6sTyanEs7nr++si5TpjFRNZOuC/qeSTKyydEgaX4/3QOjDMfiGcdtpLp0XR1P7umgpWuQfe0DGTN31cX5tPUNT9rZfqqS2MmCRj8AzVQRVZcms+pfdElXBi7zh4LGABmNe0+Ouco0rm8s5+qNjdx6/yt8/9G9HOoa5PosZ9V9/g0buP9/XkRTRSHnrVrEgy+3Eos7hkfj/Ozpg1y2rm7MG5OLVnsBaqZsY2vfMFVF+TkJMP7uTRv59nvP5MoNDdPKdFy0upbb3ncmZ62sTj5BHu72ylOXZ/FGwJ/b92BKqdTh7kFClvtMI8Bbtizh4U9czDsTa5xy7djMJ+/N00tHeliVYWbiQrGpuYKh0Tg33P4kT+7pYGsWa2pnWmk0jxsvXMmnr14/ZdajNJrnZdNSzpXFlUV84qq1mHlr+iazoamcTUsqeDzx5nE0Fuf2R/awvKaYT//ROv7+zRtn7gcaZ11DGZ39I2OyGfG4Y2dr74wHjeCtlX5mf2fG0Tr3v3iUzc2Vk3ZonC1/9bq17Gnr5y9//Aw7W/u4YkN2F49SraorZW1D2ZgS1a/dv5P2vmH+z1s2jXnjvqKmmCVVhcl176mGRmO09g7lNNMIcM7KGg53DyXXg4HXeKW9b3jMWrvJNFcVcbDTa1b02O52LskiK+tnnPygy9eTaASWzXra41VZNC5o9NfaTRE0rqkvpX84NibQ9ZcTpDtf8sIhKovy02Yan9zTQV7YkmXRPv+1M3XsRkf/8LQyjf5j+Ospj/QMTVqa6muoSF9e6pe51mXIvtWWRr2S2kmyd4MjMQ52DU4oeZ8q0+j/3rLJNAJcmbjQe+7f3ktL92DGY1pZnM/waJz+cXNSR2Nx2voyZzdrjztonPzn3dvez6LSglmbQyxzR0FjgCRixpyM3PDdfNUaIiHjr3+2nZqSginX8vgi4RD5Ee/P5bxVNXT2j/DsgS7+/ZmDtPcNc+3pTWO+vrm6iJWLijOua2zvHc75Or/pCoUs2Ykwmuetk2jpHmTX0b6suuGd0lROaTTCAymZ2ENd3kDi2Vp/l4sRB1N9r0Odg/QNjbK/Y4CTcvCG/URz1YYGbr5qDY/ubKN/OMbWWV7P6PvYlWsmlI5Nxztfs5THbr40YxC2eWklzx3sYnAkxnOHuukfjvH+c5fzvnOX5yR4861LlGL6DYfAG849OBLPyfc9pamcvuFY2i6z/tiaC1bP7fDp81Yt4nWnNPCzpw9iBlesO75M5zUbG3lqbycvHe7hSPcg33xgF9dsbEyun/SZGTecv5LHdrXzt7/cMWabHzTkPGg8yTu/HkqZYemvP820lhe816pY3HHbQ7uJxR2v3TB1w6Imv+PwuKDxxcNeSfrqHF44qyrOo2doNJmB29feT01JwZRdpNckqgWeTylRfelwD+GQZVyr31Ae5VCahivb9nSwvrF8QrBQXZxPXtiSmUbnHJ0DI9MatzQ+QJmq5LKhvJDO/hEGhic2pfH3I1N5qh8Aji/JhmOZtPHlqZVF3s+ZLtOYHH2R5XridY1l3PWn53DD+SvYuryKi9akfy7x3zuNL1Ft7x/GOViU4SL1otICeodG6R8+1iE5GTRmqErwZ2SmrjUFr5R2SQ6rSiQ4FDQGiD+nMZelfQ3lhdx0sTcE+s1bFh9XIHPeqkWYwXcf2s2nf7qdjUsqOH+SMQ0Xr6nl0Z3taVu3t/UNzUr27dWoK43y7IFu+oZjWQ0Lj4RDnL2ymod3Hss0HuoamNVAbjaVRSMU54c52DXAo7vacI5XFaTMF6GQ90b6Nx+9kM+9YUOyWceJaKqr5JubKxiJOZ490JXsmHzGLKzfXFNfihlj1jX6maZsztXpWp9Y55au8Y8fsEzVsXg2fPKP1lKUH2Zzc2XG7EwmbzitkeL8MG/8p4e48fvbGInF+chlJ0/6te/Y2sy7zlrKV/9rJ99/9NiMxwMzNKNxKs1VRTRVFPJgyrrGf77vZWpLCzLOnfXvC3D7w3tYXFmYdk5dqkjYW7e9e9xcQL/RzJpJyrlnil/m3plYg7anrZ/mLNaSnVxXghnsSGmG80JLD8uqizIuuxjfIds3PBrn6f2dkz7fh0JGbWk0WRY6OBJneDQ+rfLU8QHK0Z6hjE21/JLYybKNh7MJGsv8oHFiAOgf5/GZxlDIWFSSflajnyWtmUYzsFMXV/CXV67hjj8+K2NDJr/R0vjMaKYZjT7/d5uabezoHyYcMsoK0198OFaOO/bn3dc+oHEbC4SCxgCJ+eWpOV4P9oFzV/Dx166ZsjlGOlXF+ZzSVM6dTx0gPxLin9++edJRBhetrmU4Fp+0q51zjhcP92bs+BYEdeVRnt2f3RVr35r6MvZ3DDA06l3xPNQ5mPM3TXPFn910sHOA373USkEkNGF9y0JWXx7lna9ZGsgurzPFL13dtqeDx3e3s6SqMCdjNsYrLoiwvLqYnz19kC/84jm+ePfzfPvBXUB2Mxqna1VtKfnhULIz6XiP7mqnpCAyI11SX62G8kK+/4Gt/N2bTn1Vj3H3h8/ntOYKntzTwXVnNqdd+2ZmfPqP1nHh6kXc8rPtySzfwRmc0ZiJmXHOSdU8/EpbcuzRIzvb+eMLVk5ZMue/2e0eHOW1G+qzbmCztLpoQqbxhZYeSqMRGnP49+9ngvxgYW/71Os2wVvrv6y6eEwznJeO9HLyFFnRdGMWth/0ukJvSXORsL48miwd7xzw9nU65anHgjjvMY50DyaDnclkGrtxpHuQsmgk48ziZCDVPTFo9I/zZB2Za8vSdzFNBo05GLd1LNM49ntnEzQmGxyl7Hd7nzcSJdPff3Wxt5woNUgeicU51JV+BqbML/P3ncwJKDYL5akA+ZEQH7pg5asqDb1odS0hg69cd1ra0qMty6ooKYhMWqK6q7WProERNi/N3Np8rtWXFeAv08mmsyh4b0KcgwMdAzjnONQ1SH3Z/Mw0AjRUFHKoa5AHXmrlzOVVWtewwNSUFLCsuogn9nTwxO6OWcky+l53agOHuwf5l0f38p0Hd/PAS62sbSjLuvHEdORHQqyuL510zAd4XXK3LKsMTBOo05orX3Xw3FxdxHffdyY//tBZ/NXr1mb82kg4xJfeuona0ig3/cs2ntjdzpd/8xKlBZFZuYhwxfp6ugdHectXH+Z/3b2DmpJ8rp+iMzh4nT7zExd1rsyiNNW3rLqY3a39YxqRvNDSw+q60px1ToVjmcaORJOYg13ZZ3lW15Wyo8XLNA6OxNjd1jdl0NhYEaVnaJTuwZExt/tNcNKtd64vjyaDi85Et9eKaYzcqC4uSAYofUOj9A3HkoFkuv0EJg1wW7oHM2YZ4VggNVl56u62PiqK8iYtr60tTZ9pPNozRCRk0/q5s+U31vO70Pv8xnuZAtVjpbhjg8aq4sz76WWQx45COdQ5SNxp3MZCkbkIXmaVP/MpV41wZtKNF67kmk2NGd+U5EdCnHtSDb/dcQTn3JgX0m17vSvRpzUHOyvltw4viIRoyLLMy7/itre9n6rifAZGYvM20whe17rHdrUxOBLnzVsyD0mX+WlzcyX//uwhhkfjszpa5KOXr+ajl6+ete+3oamMu//QMuH5rLXXa8LyptOzayx2IjEztmR5TCuK8vmH60/jzbc+zJtufZhFpQXc9v4zp+w6PRMuWVvHP16/mY/f+Qw9g6N84rVrMmaWfKGQsbiqkL6h0eQ8zmwsrS6id2iUtr5hakoKcM6xo6Wbqzc2vpofY0rJDFP/MPs7+nFu6iY4vjUNpfzquRb6hkbZ1dqHc2QRNHoXPA92DlBWfyyoeHp/F00VhWmDsfqyKPc+7732+0HjdNY0hhOln0e6h5LBTaa1gXWTjPnwHe4emvLCRTQvTHlh3uTlqa3ps7l1ZVEe290+6bbWXm8JTi6qx6pKJl/T6GcPp+qemvq1/uNkk0ioLYuOCZL9GY2LNW5jQVCmMUD8oDEoV6ozieaFs7qKfdGaRRzqGuSFw2OHCj+1t4PSgkjgm6b464GW1xRn/cTvv4Dva+9PvoDN1zWN4L2pGBzx0uTnnjS3TUBkbmxeWplszHHGHHSKnS3rG8vp7B+ZMODaX8u5dcX8/dmzdVpzJV944wYuWVPLz286l82zeGHwdac2cPeHz+NjV67h3Wcvy/p+H75kFbdcvX5ab+79UkW/dLGle5DuwVHW1Oe2e7Q/oqqjbzjZlGmqWZS+M5dX4Rz814tHeelIomlPfebX4NSgMdXuVm8eZToN5VEGRmJ0D47SlShPne54rbqyAg73DCXnNWbKNEbzwlQX50+6pnGq0lZfuqzh7ra+tF14a0sL6OwfYXBkYgOe1t7hnJSmAhTnh8mPhCYEjYe6BrxeAxkaI/ld61OzqlkHjaVeIO/z54Qq07gwKGgMkNlohDPbLlxdSzhk3PKz7XQNHCtveWpvJxuXVOR8/ear5Wcap9NYo7a0gPxIiH0dA8kXsNkoz5orfgOCmpL8nL9hkmDyA4Pq4vysugyfqPzOoX8YV6L62K52CvPCE0YPLFRvPaOZb77njDl53ltcWcSNF069ljHV6zc18dpTsi9NhWOzDXe3em+a/bLP1fW5a4ID3rrAcMh44XBPsqtntpnGM5dVUV2czy+ePcQLLb3khW3K9ZD+etQDKc1wnHMZAylIzfwNHCtPnUamEbyLtrtb+5KByVSBX0NFdELTnnjccaRnKNmNNfP3K5iQaRwajXGwcyBjphEmzi4EbxZ1roJGM4pX24EAAB2uSURBVKO6OH9C0LivvX/KeYmhkFFTkj+uEc5IVkG9F8inZBrb+wmHLPk+QOY3BY0BEj+BMo3ZqiuL8r/ffCpP7ungzbc+xMHOAfqHR9nR0s3m5mCvZ4RjwV62TXDAe0JeUlnI3rb+5AvYvC5PTbypOOekmsBfBJDcWF1fSmlBhDOWVeV0PddcW1NfSjhkbB/XDOeRnW2cvrRyXjc8krGaKgoJhyw5q9HvSprLcRvgzU68dnMTdzy+j/tfOEphXjjrOYCRcIjL19dz744jPHugkxU1JVP+zS4qKSAvbGMyjR39I/QMjk7aGMbnX2h96XAvnQP+msbpZRqvXF/P3vZ+PnnXHwAydk8Fr6KnZVx5alvfMKNxl9UFjNrS6JgsGsD+jgHijrQB8qKy9GshW3uHc9ohvrJoYtC4v2OAJVmUitaWRpMBcizu6OgfTnZkzaSuNDoms7qvY8AbQaPnvgVBRzlARv2gcZ696XrjaYu57X1ncqhzkJv+ZRu/39tJ3AV/PSN4ZT/1ZVFeM805e81VRext76ela5Bwov34fLViUTHhkGU981Pmn3DI+OZ7zpiyWcqJLpoXZlVtCb/f18nvXjrKN363k9+9dJQXDvdw5jwuy5WJ8iMhmioKk+MYXmjpprE8Oq11e8frL65YTUEkzG92HKG5qmhaF2ped0oD/cMxHny5jZOzqAwJhYyG8kIOdBwLGne1JrqJ1qTPaJ1UW0IkZOxo6aajf5j8SIho3vTecl57+mK++e4t5EdCFOWHp8xUNpZHOTiuPNUvN822PPVoz9CY5kZ++XHaTGPicccHm8452vpyl2kEqC7JHzNywznH/o6BKTON4K1r9DONXQMjOHesyVIm4zOr+9r7swpSZX5QI5wAOZHWNE7X2Str+Owb1vM/7niaT/7Uu2q4aRpNB+ZKaTSPR26+ZNr3a64q4ondHRzsGqC2tGBeHlNfQ3khD3zsomQpryxMCyVoWtdYxp3bDvC7l1rH3L51gfz8ckzq2I0dLT2snqXy/NrSKP/94pP44t07pj3qYOuKKiqL8ujoH+HkDGsSUzVWRMdkGqcKpAAKIl7fg+cP9VBbWkBFYd5xVSFcsraOX/75+RzpHpzy/vXlhfQMjtI7NEpJYk3fsRmN2ZSnRhmOxekaGKEiUaq5ty3zulF/neX4tZD9wzEGR+JZZe+OV1VxPntSZoW29w0zMBJjceXUQdyikoLkzFk/W5ldI5xjmdUlVUXs7+jnUl0wXjAUNAZIfB6uaUz1hk1N/OKZQ9zz/BFW1BRndVXrRLWkqoieoVGeP9SzIGr953OjH5FU73jNUvJCIS5aU8vGJeU8tbeTlq7BWR01IsGwrLqYu35/gMGRGK8c7eXC1bWz9r3fe85yfv3cYc5bVTOt++WFQ1y+rp47ntiXVaYRvCUIj6TMW97d1k/ImDI4WdtQymO72skPV0x7PWOqporCrGZ9+stADnUOsCpRJuyPh8iuPNUPAIeOBY3tAxTlh9MGf1VF+URCxuFxaxr9URjVOcw0Vo1b07g/kQ3OJtNYW1ZAa+8QsbibVtDoZxoPdw/RPzxKa++wZjQuIAoaAyRZnjpPi4bNjC+88RQe3/1f877LoP8kuqOlm6um2WBBRIJrc3PlmI6gDafogslCtbS6iJ7BUd777ccZiTnOPWl6AdyrkR8J8ZMbzz6u+771zCU88HIrp2XZV6CpopCW7kFGY3Ei4RB72vporCiccpTKmoYy7vr9QcoK+6a9nvF4+BcvD3YNJoPGlu5BzDKPoPDVpsxq9LPGe9v7M5YAh0JGXVmUw+PWUrb2eUFkLtc0Vhfn0zs0ytBojIJIOCVozCLTWOrNoG7vG04Gjdk1wvGDxkH2tWf//WR+UNAYIMca4czTqBHvCec//8f5GdtBzwd+NzvnyHq+o4iInDj8BmkP72zjb954CudOM+s3VzY3V/Lgxy/O+usbKwqJOzjcM5Rcx5lNc7i1DV4n2RcO98xKCaOfaUxdf3mke5Dq4oKsmlT5I7ZS1yfua++neYqRJo0V0QljePxMY01xLjON3mO39w3TUF7Ifn9mYhZBXGqAPJ1MY2VRHnlh43D3ULJ7rzKNC8f8jU5OQLF52ghnvNqy6LwPGlOfRBuyKKsREZETy4amcurKCvi7a0/l+q3Nc707OTN+VuOetr6sZkOuTWTrnIOKwtw3CGosLySaF+KVo73J2w53D1Jfnl3gdiyQ8oJG51wy05jx+1YUTmjA09ab+0yjH+T5Aeq+jn4qivIojU79u/Y77h7tGaKjP/ug0cwSXWYHufeFI+SFbV6PWZKx5vc79xOMHzTO40TjglFSEKG62Ots1rgA1jSKiCw0dWVRHr350rnejZxrSmTwDnYO0Nk/TGf/SMZxG75FpQXJ18HZ6GEQChkrF5Xw0pFjQWNL91DWr8HFBRFKCiLJ8RmtvV5jmamCxqaKQv7j2UPE4i7Zk6JtGtm74+UHpH7Q53VOze4idW1K19f2vmGK8sNZzzatKyvg9/s62dvez3VnNifXf8r8p/AkQGKJRjgRRY3zwuLEC81cDLgWERGZCX6m8UDnQHLESKbOqT4zY02Dl20sn4VMI8Cq2hJePtyT/P/h7sFk2Wk2aksLkpnGvYnyy2wyjSMxlxxDAdDaO0RpQSTrQOx4+AGpX166v2OAxRXZlYrWl0epLMrj3h1HaO8bnlZwW1cWZWdrH+GQcdPFJ01/x+WEpegkQJRpnF/8F5pGlaeKiMgJqig/QmVRHgc6BpLjNpZnmNGYam29t67x1XRPnY5VdaUc7Bqkd2iUw93eer2TshwtAl529EhifMbedu9nnWrNXlNKUO1r6x3OaWkqeJ1b/e/lzWjszzrTmBcO8dYzmvn1cy08d7B72kEjwLvOWpr8XBaGWQtPzOwmM3vCzIbM7Dspty8zM2dmvSkfn0rZXmBm3zKzbjNrMbOPjHvcS8xsh5n1m9lvzWzpbP1MM22hrGlcKNY2lFJRlJfT4b4iIiK5tqa+jLueOsCd2w5glt1YB/A6qAKz0j0VYOUiL0B85Ugv2/Z0ALA5yy6x4PVcSGYa27LrDjp+zSdAW99QTsdtgJe9DYeM9r5h2vqGGRyJT6uT6dsT63BfONyTVedU37qGMqqL8/nQBSunvc9yYpvNnNZB4PPAt9Jsr3DOlSQ+Ppdy+y3AKmApcBHwl2Z2JYCZ1QB3Ap8CqoAngDtys/u55weNKk+dHz5w7gru+cgF83bupoiILAxfetsmllQVcf+LRxMNZ7Iru9y6vIqG8miyTDXXVtV5QeNLR3p5ck8H+ZEQ6xvLs75/bWkBR7qHkk1w6suiU/6sjSlrPn1tvcNpZzvOlFDIqCzKo61vODluYzqdTJdUFXFJoqvtdPb1LWcs4dGbL8l5UCzBM2vRiXPuTufcXUDblF881ruAzznnOpxzzwNfB96T2PbfgO3OuR855wbxAsyNZrZmhnZ7VsWdylPnk/xISFlGERE54dWVRbnjj8/i0rV1XLYu+/EZS6qKePgTlyQzgLm2tKqIvLDx8pFetu3t4JSmcvIj2b+paiiPMjASY3/HgDduI4sgrDSaR2k0MiZobO0dnpWgqqo4n/a+Y+Mvss0A+9591jKAaTcqiszXgeKSUZCO+h4z229m305kEDGzSqAReDrl654G1ic+X5+6zTnXB7ySsj3JzG5IlMc+cfTo0Vz9DK/KaHJOozJTIiIiEhzlhXl8491buOWaCW+xAiMSDrG8ppjtB7v4w4HuaZWmAlx1SgORkPGtB3ext70/68xdU0UhBzq9tZDxuKO9b4iaHK9pBC9o3N3azwMvtXr7MY3yVIBzTqrmPWcv47Ub6nOxezLPBCFobAXOwCs/PR0oBb6f2OZfmupK+fquxNf421O3jd+e5Jz7mnNui3Nuy6JFi2Zo12dWTEGjiIiIyHFbVVvKQ6+0MRyLc/rSymndt7GikGs2NfKDx/bR0j2YVabRv5+faewcGCHuplfyebyWVBbxwuEe7nhiHw3lUUqmOQPbzLjlmvVsWVaVoz2U+WTO5zQ653rx1iICHDazm4BDZlYG+MN2yoDBlM/9fsq9if+nSt1+QomrEY6IiIjIcTuptoTYs977qc3N0wsaAW44fwV3bjsAQHN1dpm7xooo2/Z6jXfaer1GOrNRnvrZ12/gnWctJRZ3NJSrU7vkVhAyjeO5xL/mnOsADgEbU7ZvBLYnPt+eus3MioGVKdtPKCpPFRERETl+fjOcporCac1o9K2pL+Oi1V5F2nQyjZ39I/QNjdLa681NzPXIDYDC/DCnLq7gtOZKzYSWnJvNkRsRM4sCYSBsZtHEbVvNbLWZhcysGvgycJ9zzi87/S7wSTOrTDS4+SDwncS2fwM2mNm1icf+NPCMc27HbP1cMynuHCHzygVEREREZHr8uYybp1mamuqjl6/m/JMXsbZhfDHb5PxZjYe6Bmjr8zKNaoQn881sZho/CQwAHwfekfj8k8AK4Jd4JaV/AIaA61Lu99d4zW32APcDf++c+yWAc+4ocC3wBaAD2Aq8bRZ+lpyIxZ2yjCIiIiLHaXlNMStqirl8Gl1ex9vQVM5333cmRfnZreLyZzUe6Bykzc80zsKaRpHZNGtrGp1zt+CNxJjMv2a43xDwvsTHZNvvAU7IERvjxeKOkLKMIiIiIselIBLm3r+4cFa/px80HuwcoK13iJBBRZGCRplf5rwRjhwTizsiyjSKiIiInDDqSgsIh8wLGvuGqSrOV+WYzDsKGgMk5hwhPcmIiIiInDAi4RCNFVF++MQ+onlhqou1nlHmnyB2T12wtKZRRERE5MTzd9dupLmqiD1t/TRVavyFzD/KNAZILO40o1FERETkBHPWymp+tPJsdh7tpTSaN9e7IzLjFDQGSNwp0ygiIiJyolqxqGSud0EkJ1SeGiCjMQWNIiIiIiISLAoaAyTmNHJDRERERESCRUFjgMTjjkhYQaOIiIiIiASHgsYAGVUjHBERERERCRgFjQES15xGEREREREJGAWNARKLOyIKGkVEREREJEAUNAZILK5GOCIiIiIiEiwKGgMkFtfIDRERERERCRYFjQEScyhoFBERERGRQFHQGCCxeFxBo4iIiIiIBIqCxgCJaeSGiIiIiIgEjILGAInHVZ4qIiIiIiLBoqAxQEZVnioiIiIiIgGjoDFAYg5CChpFRERERCRAFDQGSDzuiChoFBERERGRAFHQGCCxuCOkRjgiIiIiIhIgChoDJBZ3hHVEREREREQkQBSiBEjMOSIhHRIREREREQkORSgBEo87NcIREREREZFAUdAYIKNxR1gxo4iIiIiIBIiCxgDx1jTqkIiIiIiISHAoQgmQuFMjHBERERERCRaFKAEyGneEtaZRREREREQCREFjgMQVNIqIiIiISMAoaAyQmHOETUGjiIiIiIgEh4LGAInFNHJDRERERESCRUFjgCjTKCIiIiIiQaOgMUBicUdYgxpFRERERCRAFDQGSCyuTKOIiIiIiASLgsYAiTl1TxURERERkWBR0BgQ8bjDORQ0ioiIiIhIoChoDIiYcwAqTxURERERkUBR0BgQsbgXNGrkhoiIiIiIBImCxoCIJzKNEQWNIiIiIiISILMWNJrZTWb2hJkNmdl3Um5/jZn9p5m1m9lRM/uRmTWkbL/FzEbMrDflY0XK9k1m9qSZ9Sf+3TRbP9NMGk1kGrWmUUREREREgmQ2M40Hgc8D3xp3eyXwNWAZsBToAb497mvucM6VpHzsBDCzfOCnwPcSj3Mb8NPE7SeUuF+eqjWNIiIiIiISILMWNDrn7nTO3QW0jbv9bufcj5xz3c65fuAfgHOyfNgLgQjwJefckHPuy4ABF8/grs8Kf01jJKygUUREREREgiOIaxrPB7aPu+3qRPnqdjO7MeX29cAzziUWBHqeSdx+Qokp0ygiIiIiIgEUmesdSGVmpwKfBl6fcvMP8cpXDwNbgZ+YWadz7l+BEqBr3MN0AaWTPPYNwA0Azc3NM7/zr1Jy5IbWNIqIiIiISIAEJtNoZicBdwMfds79zr/dOfecc+6gcy7mnHsI+H/AmxKbe4GycQ9Vhrcucgzn3Necc1ucc1sWLVqUmx/iVYipEY6IiIiIiARQIIJGM1sK3AN8zjl3+xRf7vDWLYJXxnqq2ZiazlOZWN4aeMmgUeWpIiIiIiISILM5ciNiZlEgDITNLJq4rQm4F/hH59ytk9zv9WZWaZ4zgT/D65gKcB8QA/7MzArM7KbE7ffm/AeaYco0ioiIiIhIEM1mpvGTwADwceAdic8/CXwAWAH8deosxpT7vQ14Ga/k9LvA3zrnbgNwzg0DbwDeBXQC7wPekLj9hBLXmkYREREREQmgWWuE45y7BbglzebPZLjfdVM87lPA6ce9YwExqkyjiIiIiIgEUCDWNIpGboiIiIiISDApaAyIeNz7N6JMo4iIiIiIBIiCxoAYTUSNKk8VEREREZEgUdAYEH4jnJCCRhERERERCRAFjQERU3mqiIiIiIgEkILGgPDLU9UIR0REREREgkRBY0CUFETYtKSC0uisTUERERERERGZkiKUgDh1cQV3/ek5c70bIiIiIiIiYyjTKCIiIiIiImkpaBQREREREZG0FDSKiIiIiIhIWgoaRUREREREJC0FjSIiIiIiIpKWgkYRERERERFJS0GjiIiIiIiIpKWgUURERERERNJS0CgiIiIiIiJpKWgUERERERGRtBQ0ioiIiIiISFoKGkVERERERCQtBY0iIiIiIiKSloJGERERERERSUtBo4iIiIiIiKSloFFERERERETSUtAoIiIiIiIiaSloFBERERERkbTMOTfX+zDrzOwosGeu9yNFDdA61zshGekYBZuOT7Dp+ASbjk/w6RgFm45PsOn4pLfUObcomy9ckEFj0JjZE865LXO9H5KejlGw6fgEm45PsOn4BJ+OUbDp+ASbjs/MUHmqiIiIiIiIpKWgUURERERERNJS0BgMX5vrHZAp6RgFm45PsOn4BJuOT/DpGAWbjk+w6fjMAK1pFBERERERkbSUaRQREREREZG0FDSKiIiIiIhIWgoa55CZVZnZv5lZn5ntMbPr53qfFjozu8/MBs2sN/HxQsq26xPHqc/M7jKzqrnc14XAzG4ysyfMbMjMvjNu2yVmtsPM+s3st2a2NGVbgZl9y8y6zazFzD4y6zu/AKQ7Pma2zMxcynnUa2afStmu4zMLEr/nbyaet3rM7Ckze23Kdp1DcyjT8dE5FAxm9j0zO5T4Pb9oZh9I2abzJwDSHSOdQzMvMtc7sMD9IzAM1AGbgF+Y2dPOue1zu1sL3k3OuW+k3mBm64GvAq8DtuEtqv4n4G2zv3sLykHg88AVQKF/o5nVAHcCHwB+DnwOuAN4TeJLbgFWAUuBeuC3Zvacc+6Xs7bnC8OkxydFhXNudJLbb0HHZzZEgH3ABcBe4Crgh2Z2CtCLzqG5lun4+HQOza0vAu93zg2Z2RrgPjN7CtiDzp+gSHeM2hLbdQ7NEDXCmSNmVgx0ABuccy8mbrsdOOCc+/ic7twCZmb3Ad+bJGj8G2CZc+76xP9XAs8D1c65nlnf0QXGzD4PLHbOvSfx/xuA9zjnzk78vxhoBU5zzu0wswPAe51zv05s/xywyjmnID8HJjk+y4BdQN5kL9Y6PnPHzJ4BPgNUo3MocFKOz5PoHAoUM1sN3Ad8GKhA50/gjDtGj6FzaEapPHXunAzE/IAx4Wlg/RztjxzzRTNrNbMHzezCxG3r8Y4PAM65V/CyxCfPwf7JxOPRB7wCrDezSqAxdTs6t+bKHjPbb2bfTmSH0fGZO2ZWh/ectR2dQ4Ez7vj4dA7NMTP7JzPrB3YAh4D/QOdPoKQ5Rj6dQzNEQePcKQG6xt3WBZTOwb7IMR8DVgBNeCWoP09kFXW8giXT8ShJ+f/4bTI7WoEz8Mp+Tsf73X8/sU3HZw6YWR7eMbjNObcDnUOBMsnx0TkUEM65P8H73Z6HV5I6hM6fQElzjHQOzTAFjXOnFygbd1sZoFLHOeSce9Q51+OcG3LO3QY8iLfORMcrWDIdj96U/4/fJrPAOdfrnHvCOTfqnDsM3ARcbmZl6PjMOjMLAbfjVUfclLhZ51BATHZ8dA4Fi3Mu5px7AFgM3IjOn8AZf4x0Ds08BY1z50UgYmarUm7byNiyFJl7DjC847LRv9HMVgAFeMdRZt/441EMrAS2O+c68MpTNqZ8vc6tueUvnjcdn9llZgZ8E6/h2rXOuZHEJp1DAZDh+IyncygYIiTOE3T+BJV/jMbTOfQqKWicI4n69zuBz5pZsZmdA7we72qjzAEzqzCzK8wsamYRM3s7cD7wK7yShqvN7LzEi8NngTvVBCe3EschCoSBsH9sgH8DNpjZtYntnwaeSZR1AXwX+KSZVSa6qX0Q+M4c/AjzWrrjY2ZbzWy1mYXMrBr4MnCfc84vBdLxmT3/DKwFrnbODaTcrnMoGCY9PjqH5p6Z1ZrZ28ysxMzCZnYFcB1wLzp/AiHTMdI5lAPOOX3M0QdQBdwF9OG1275+rvdpIX8Ai4DH8coTOoFHgMtStl+fOE59wE+Bqrne5/n+gdcS2437uCWx7VK8Re8DeN3SlqXcrwD4FtANHAY+Mtc/y3z8SHd88F60dyXOlUN4L871Oj6zfnyWJo7JIF45lv/x9sR2nUMBPT46h+b+I/Ge4P7E+4Fu4Fnggynbdf4E+BjpHJr5D43cEBERERERkbRUnioiIiIiIiJpKWgUERERERGRtBQ0ioiIiIiISFoKGkVERERERCQtBY0iIiIiIiKSloJGERERERERSUtBo4iISIKZ/V8z+1IOH/9CM9uf5dfeYmbfexXf6y/NbI+ZrTOz3x7v44iIiETmegdERERyzcx2A3XAKBADnsMb9vw151w88TXnAacDl8zRbs6004CLga8Cv5njfRERkROYgkYREVkornbO3WNm5cAFwP8DtgLvTWxfDrzNOTcyVzs4k5xz1yU+vXROd0RERE54Kk8VEZEFxTnX5Zz7GfBW4N1mtiGx6WLgTwDMrNLM/t3MjppZR+Lzxf5jmNl7zGynmfWY2S4ze/tk38vMCs3sO4nHeA44Y9z2RjP7SeL77DKzP8vmZ8hi/+4zs8+Z2YOJffy1mdWkbL/GzLabWWfia9dm+esTEZEFSEGjiIgsSM65x4D9wHmTbA4B3waWAs3AAPAPAGZWDHwZeK1zrhQ4G/h9mm/z18DKxMcVwLv9DWYWAn4OPA004ZXF/rmZXZHF7qfdvxTX42VRa4F84C8S3/dk4F+BPwcWAf8B/NzM8rP4viIisgApaBQRkYXsIFA1/kbnXJtz7ifOuX7nXA/wBbySVl8c2GBmhc65Q8657Wke/y3AF5xz7c65fXjBpu8MYJFz7rPOuWHn3E7g68DbptrpLPYP4NvOuRedcwPAD4FNidvfCvzCOfefiVLc/w0U4gW/IiIiEyhoFBGRhawJaB9/o5kVmdlXE91Hu4H/AirMLOyc68MLvD4EHDKzX5jZmjSP3wjsS/n/npTPlwKNiRLRTjPrBG7Ga9iTUab9S/mylpTP+4GSlH1K7keiEdC+xO9CRERkAgWNIiKyIJnZGXiB0gOTbP4osBrY6pwrA8737wbgnPuVc+4yoAHYgZchnMwhYEnK/5tTPt8H7HLOVaR8lDrnrspi9zPu3xQO4gWs3h3MLLGPB7K4r4iILEAKGkVEZEExszIz+yPgB8D3nHPPTvJlpXjrBDvNrApvbaJ//7pEI5liYAjoxRvjMZkfAp9INK5ZDPz3lG2PAd1m9rFEw5ywmW1IBLNTSbt/Wfgh8Dozu8TM8vAC0CHgoWk8hoiILCAKGkVEZKH4uZn14GX4/gr4PxwbtzHel/DW+bUCjwC/TNkWwgu0DuKVtl5AouvqJD6DVwq6C/g1cLu/wTkXA67GW2u4K/G9vgGUZ/GzZNq/jJxzLwDvAL6SuP/VeONIhrN9DBERWVjMOTfX+yAiIiIiIiIBpUyjiIiIiIiIpKWgUURERERERNJS0CgiIiIiIiJpKWgUERERERGRtBQ0ioiIiIiISFoKGkVERERERCQtBY0iIiIiIiKSloJGERERERERSUtBo4iIiIiIiKT1/wNZlRjtxMjMkQAAAABJRU5ErkJggg==\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ts2 = sales.groupby(['dayofyear'])['transactions'].mean()\n", "\n", "plt.figure(figsize=(15,8))\n", "plt.title('Tendencia anual de transacciones en la tienda 46')\n", "plt.xlabel('Días del año')\n", "plt.ylabel('Número de transacciones')\n", "plt.plot(ts2);" ] }, { "cell_type": "code", "execution_count": 185, "metadata": {}, "outputs": [ { "data": { "image/png": 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nf36Dd87zKGUrWusHsry8PE2dOjXrGJIkSWphNm+toeL6Jzmkf1fGjRlZ9PM2bqnm6gdf5JHn5/ORw/rxPx8bRqd2pQ2YVK1dRExLKZXvbLsmcU2jJEmS1FL8bvoClqzZxJiKobv0vA5tS/jRuSP46ocP5PcvLeCsmycyd8X6BkopFc+iUZIkSaonKSXGVs5k7957cNy+vXb5+RHB5e/Zh9svPYq5K9Zz6g2VTH57WQMklYpn0ShJkiTVk2dnr+SFuasYM7qMNm1i50+owwkH9OGRKyvo3qktH791MndNmlWPKaVdY9EoSZIk1ZNxE6ro0qGUM48YuNv72qd3Zx65soLj9uvFNY+8xNcens7mrTX1kFLaNRaNkiRJUj1YuGojv5++gPOOGsQe7etnApuuHdpy6yVHccXx+3D35NlceNtklq3dVC/7lopl0ShJkiTVgzsnVVGTEhePKqvX/Za0Ca4++UB+ct4IXpizklNvqGTG/FX1egxpRywaJUmSpN20cUs190yezUkH9WXQnp0a5BinjRjA/VeMoromcfbNE/ntiwsa5DhSbRaNkiRJ0m569Pl5rFi/ZZeX2dhVwwZ257HPVnBQvy5cec+z/OCPr1FT0zrXXVfjsWiUJEmSdkNumY0qDtyrC8fsvWeDH69Plw7ce/kxnFM+kJ89+SaX3zmNNRu3NPhx1XpZNEqSJEm7YdLby3l14RouqxhKxLtfZmNXtC8t4fqzhnHtKQfz1GuLOfOmCcxatq5Rjq3Wx6JRkiRJ2g1jK2fSo1NbTh3Rv1GPGxFcWjGUOy4byZK1mzj1hkqefmNpo2ZQ62DRKEmSJL1Lc5av50+vLOKCowfToW1JJhkq9u3FY1ceS9+u7bn49snc9vRMUvI6R9Ufi0ZJkiTpXbpjYhUlEVx0TFmmOQb37MRDn6ngpIP68u3fvMx/PPAim7ZWZ5pJLYdFoyRJkvQurNu0lfuemcPJh/Vjr24dso5D5/al/PzCI/nc+/bjgWlzOe+WSSxevTHrWGoBLBolSZKkd+GhZ+eyZuNWxlSUZR3lH9q0Cb74/v25+eNH8OqCNZxyw9O8MGdl1rHUzFk0SpIkSbuopiYxdkIVwwd24/BB3bOO8y9OPqwfD31mNG1L2vCxX0zk4efmZh1JzZhFoyRJkrSL/vbGEt5eso4xjbjMxq46qF9XHrvqWI4Y3J0v/OoFrvvdK1TXOEGOdp1FoyRJkrSLxk2ook+X9nz4sH5ZR9mhPfdox52fOJqLjhnCLX97m8vGPcOqDVuyjqVmxqJRkiRJ2gVvLVnLX15bwoXHDKFdadP/Ot22pA3fPv1QrjvjMCrfXMoZN1by5uK1WcdSM9L0P+WSJElSEzJ+QhXtStpwwdGDs46ySy44ejD3fOoYVm3Ywhk3VvLUq4uzjqRmwqJRkiRJKtKqDVt4YNpcThnen16d22cdZ5eNHLonj332WAb37MRl45/h5r+8RUpe56gds2iUJEmSinT/1Dms31zdpJbZ2FUDunfkgStG85HD+nH9E6/y7/c9z4bN1VnHUhNWmnUASZIkqTmorkmMn1jFyLI9OXRAt6zj7JaO7Ur42fmHc1C/rvzvH1/j7aVrueWicvp375h1NDVBjjRKkiRJRfjzK4uYs3xDsx5lLBQRXHnivvzyonKqlq7n1BsqmVq1POtYaoIsGiVJkqQijK2sYkD3jrz/4L5ZR6lXJx3cl4c/M5rO7Us4/5eTuG/K7KwjqYmxaJQkSZJ24pUFq5n49jIuGjWE0pKW9xV6v75dePTKYzlm755c/dB0vvnoS2yprsk6lpqIlveJlyRJkurZuMoqOrRtw3lHDco6SoPp1qktYy89ik8eO5TxE2dx8W1TWLFuc9ax1ARYNEqSJEk7sHzdZh55fh5nHjGQ7p3aZR2nQZWWtOGajx7MDz42nGmzV3DqjU/z6sLVWcdSxiwaJUmSpB24d8psNm2tYczosqyjNJqzjhzIry4/hk1bajjzpgk88dLCrCMpQxaNkiRJUh22VNdw58RZHLtvL/br2yXrOI3q8ME9ePyzx7Jf3y5ccdc0fvJ/b1BTk7KOpQxYNEqSJEl1eOKlhSxcvbHFLLOxq/p27cCvLj+GMw8fwI/+73WuvOdZ1m3amnUsNTKLRkmSJKkOYytnUtazEyce0CfrKJnp0LaEH5wznGs+chB/mLGQs26ewJzl67OOpUZk0ShJkiRtxwtzVvLs7JVcMrqMNm0i6ziZigg+edzejB0zkvkrN3DqDU8z4a2lWcdSI7FolCRJkrZj3IQqOrcv5ewjB2Ydpck4fv/ePHrVsfTs3J6LbpvCHROrSMnrHFs6i0ZJkiSplsWrN/KbF+dz9pED6dKhbdZxmpShvfbg4c+M5oT9e/ONR2fw1Yens3lrTdax1IAsGiVJkqRa7po8m601iUtb0TIbu6JLh7bccnE5nzlhH+6dMocLfjmJJWs2ZR1LDcSiUZIkSSqwaWs190yexXsP6ENZrz2yjtNklbQJvvKhA/nZ+Yfz0vxVnHbD07w0b1XWsdQALBolSZKkAr95YQFL125mTMXQrKM0C6cM788DV4wG4OyfT+CxF+ZnnEj1zaJRkiRJykspMXbCTPbr05mKfXtmHafZOHRANx696lgOG9CNz937HNc/8SrVNU6Q01I0WtEYEVdFxNSI2BQR42r1fTIi3oyItRHxRET0L+iLiLg+Ipblb9+PiCjoHxER0yJiff7niMZ6TZIkSWpZps5awUvzVnNpRRkFXzlVhN5d2nP3J4/h/JGDufkvb/GpO6ayeuOWrGOpHjTmSON84DvA7YWNEXE8cB1wGrAnMBO4t2CTy4HTgeHAMOCjwKfzz20HPArcBfQAxgOP5tslSZKkXTK2cibdOrblzMNdZuPdaFfahuvOOJRvn3YIf3t9CWfcWMnMpeuyjqXd1GhFY0rpoZTSI8CyWl2nAPenlGaklDYD3wbeExH75PsvAX6QUpqbUpoH/AC4NN93AlAK/DiltCml9FMggPc27KuRJElSSzNv5Qb+MGMR540cRMd2JVnHabYigotGlXHnJ45m+brNnHbD0/zt9SVZx9JuaArXNEb+VvgY4ND8z0OAFwr6X8i3bet7Mb1zRdEXC/rfeaCIy/OnyE5dssQPriRJkv7pzomzSClx8aiyrKO0CKP26cljVx1L/+4duXTsFG79+9u882u7moumUDT+DjgnIoZFREfgG0ACOuX7OwOFc/euAjrnr2us3betv8v2DpRSuiWlVJ5SKu/du3d9vgZJkiQ1Yxs2V3PvlNl88JC9GNC9Y9ZxWoxBe3biwX8bzQcO3ovv/PYVvnT/C2zcUp11LO2izIvGlNKfgW8CDwKzgCpgDTA3v8laoGvBU7oCa/Oji7X7tvWvacDIkiRJamEefm4eqzZscZmNBrBH+1Ju+vgRfOGk/Xno2Xmce8skFq3emHUs7YLMi0aAlNKNKaX9Ukp9yBWPpcBL+e4Z5CbB2WZ4vm1b37B459RWwwr6JUmSpB1KKTFuwkwO6d+Vo8p6ZB2nRWrTJvj3k/bj5xceyRuL1nDKz57mudkrso6lIjXmkhulEdEBKAFKIqLDtraIODS/tMZg4BbgJymlbZ+iO4AvRsSA/FIcXwLG5fv+AlQDn4uI9hFxVb79ycZ6XZIkSWreJry1jNcXrWVMxVCX2WhgHzp0Lx76zGjat23Dub+YxAPT5u78ScpcY440XgNsAK4GLszfvwboANxD7lTTKcBE4OsFz/sF8Dgwndzo42/zbeRnWz0duBhYCVwGnJ5vlyRJknZqbOVMenVuxynD+2UdpVU4cK+uPHblsZSX9eDL97/At3/zMlura7KOpR2I1jqDUXl5eZo6dWrWMSRJkpShWcvWccL//oXPnrgvX/zAAVnHaVW2VNfw3799hXETqjhuv17ccP4RdOvUNutYrUpETEsple9suyZxTaMkSZKUhXETqihtE1x4zJCso7Q6bUvacO2ph3D9WYcx6e1lnHbj07yxyPksmyKLRkmSJLVKazZu4f6pc/nIYf3o07VD1nFarXOPGsx9lx/D2k3VnHHTBP7v5UVZR1ItFo2SJElqlR6cNpe1m7a6zEYTcOSQPXnsqgqG9tqDT905lRufepPWehldU2TRKEmSpFanpiYxfuIsjhjcneGDumcdR0D/7h25/4pRnDq8P//zh9e46t7nWL95a9axhEWjJEmSWqG/vL6YmUvXcamjjE1Kh7Yl/PjcEVx98oH8bvoCzr55IvNWbsg6Vqtn0ShJkqRWZ2xlFXt17cDJh+6VdRTVEhFccfw+3HZJOXOWr+fUnz3NlJnLs47Vqlk0SpIkqVV5Y9Ea/v7GUi4aNYS2JX4dbqree2BfHr6ygm4d2/LxWydxz+TZWUdqtfwrkSRJUqsybkIV7UvbcP7IwVlH0U7s26czD19Zweh9evHVh6fz9UdeYkt1TdaxWh2LRkmSJLUaq9Zv4aFn53H6iAHsuUe7rOOoCN06tuX2S4/i0+/ZmzsnzeLCWyezbO2mrGO1KhaNkiRJajXue2Y2G7ZUc2lFWdZRtAtK2gT/+eGD+NG5w3luzkpOvaGSl+evzjpWq2HRKEmSpFZha3UNd0ycxTF778lB/bpmHUfvwhmHD+T+T49ia00NZ908gd9PX5B1pFbBolGSJEmtwp9eXsS8lRsY4zIbzdrwQd15/KpjObBfF/7t7mf54R9fo6YmZR2rRbNolCRJUqswdkIVA3t05KSD+mYdRbupT9cO3Hf5MXzsyIH89Mk3ueKuaazdtDXrWC2WRaMkSZJavBnzVzFl5nIuGVVGSZvIOo7qQfvSEr5/9jC+8dGD+fOriznzpkpmLVuXdawWyaJRkiRJLd7Yyio6tSvhnKMGZR1F9SgiuOzYoYwfM5JFqzdx2o2VVL65NOtYLY5FoyRJklq0pWs38djz8znriIF069g26zhqAMfu14vHrqqgT5f2XHz7FMZWziQlr3OsLxaNkiRJatHumTybzdU1LrPRwg3puQcPfaaCEw/ow7cef5n/9+CLbNpanXWsFsGiUZIkSS3W5q013DVpFsfv35t9enfOOo4aWOf2pdxy0ZF89r378uupczn/lkksXrMx61jNnkWjJEmSWqzfv7SAxWs2OcrYirRpE3zpAwdw4wVH8MqCNZz6s0penLsy61jNmkWjJEmSWqzbK6vYu9ceHL9f76yjqJF9ZFg/Hvi3UZS0CT7284k8+vy8rCM1WxaNkiRJapGenb2CF+as5NKKMtq4zEardEj/bjx2VQXDB3Xn3+97nu/+/hWqa5wgZ1dZNEqSJKlFGltZRZcOpZx1xMCsoyhDPTu3565PHM3Hjx7ML/76Np8Y/wyrNmzJOlazYtEoSZKkFmfhqo38fvoCzi0fxB7tS7OOo4y1K23Df59xGN85/VCefmMpZ9xUyVtL1mYdq9mwaJQkSVKLc9ekWVSnxMWjyrKOoibkwmOGcPcnj2bl+i2cfmMlT722OOtIzYJFoyRJklqUjVuquWfKbE46qC+De3bKOo6amKP37sljV1UwsEcnLhv3DL/461uk5HWOO2LRKEmSpBblsefns3zdZsa4zIbqMLBHJx78t1F8+NB+fPf3r/KFXz3Pxi3VWcdqsiwaJUmS1GKklBg7oYoD9+rCqL17Zh1HTVindqXccMHhfPkD+/PI8/M55xcTWbBqQ9axmiSLRkmSJLUYk2cu55UFqxlTUUaEy2xoxyKCq967H7+8uJy3Fq/llJ9VMm3W8qxjNTkWjZIkSWoxxlbOpEentpw2YkDWUdSMvP/gvjx8ZQV7tC/h/Fsm8+tn5mQdqUmxaJQkSVKLMGf5ev708iLOHzmYDm1Lso6jZmb/vl149MoKRg7dk688+CLXPjaDrdU1WcdqEiwaJUmS1CLcMbGKiOCiUUOyjqJmqnundowbcxSXVQxl3IQqLr59CivWbc46VuYsGiVJktTsrdu0lfuemcPJh+5Fv24ds46jZqy0pA3fOOVgvn/2MKZWreC0Gyt5beGarGNlyqJRkiRJzd5Dz81jzcatLrOhenNO+SDuvfwYNmyp5sybKvnjjIVZR8qMRaMkSZKatZqaxLjKmQwb2I0jBvfIOo5akCOH9ODWVxy6AAAgAElEQVTxq45l3z6dufzOafz0z2+QUso6VqOzaJQkSVKz9vc3l/LWknUus6EGsVe3Dvzq06M44/AB/PBPr3PlPc+yfvPWrGM1KotGSZIkNWtjK2fSu0t7PnJY/6yjqIXq0LaEH54znK9++ECeeGkhZ940gTnL12cdq9FYNEqSJKnZenvJWv7y2hIuPHoI7Ur9aquGExFc/p59uP3So5i3cgOn3VjJpLeXZR2rUfiXJUmSpGZr/IQq2pW04YKjB2cdRa3ECQf04dErK+jeqS0X3jqZOyfNyjpSg7NolCRJUrO0euMWHpg2l48O70fvLu2zjqNWZO/enXnkygqO268XX3/kJb768HQ2b63JOlaDabSiMSKuioipEbEpIsbV6jsnIl6JiDUR8XJEnF7Qd2lEVEfE2oLbCQX9ZRHxVESsj4hXI+KkxnpNkiRJys6vn5nDus3VXFYxNOsoaoW6dmjLrZccxRXH78M9k2dz4a2TWbp2U9axGkRjjjTOB74D3F7YGBEDgLuALwJdgf8A7omIPgWbTUwpdS64/aWg717gOaAn8DXggYjo3XAvQ5IkSVmrrkmMn1jFUWU9OHRAt6zjqJUqaRNcffKB/OS8EbwwdyWn3VDJS/NWZR2r3jVa0ZhSeiil9AhQ+2rRgcDKlNLvU85vgXXAPjvbZ0TsDxwBfDOltCGl9CAwHTirnuNLkiSpCXny1cXMWb6BMY4yqgk4bcQAHrhiNDUpcfbPJ/D4C/OzjlSvmsI1jVOBVyLi1IgoyZ+augl4sWCbwyNiaUS8HhFfj4jSfPshwNsppTUF276Qb/8XEXF5/hTZqUuWLGmI1yJJkqRGMLZyJv27deADB/fNOooEwGEDu/HoVRUc0r8bn733Of7nD69SU5OyjlUvMi8aU0rVwB3APeSKxXuAT6eU1uU3+RtwKNCH3Aji+eROYQXoDNQe/10FdKnjWLeklMpTSuW9e3sGqyRJUnP06sLVTHhrGReNKqO0JPOvs9I/9OnSgXs+dTTnlg/ixqfe4vI7p7Jm45asY+22zP/K8hPXfB84AWgHHA/cGhEjAFJKb6eUZqaUalJK04H/As7OP30tuesgC3UF1iBJkqQWaVxlFR3atuH8kYOyjiL9i/alJXzvrMP41qmH8NRrSzjjpgnMXLpu509swjIvGoERwN9SSlPzheEzwGSgrllQExD5+zOAvSOicGRxeL5dkiRJLczydZt5+Ll5nHH4QLp3apd1HGm7IoJLRpdx52UjWbtxK6s2NO/RxsZccqM0IjoAJUBJRHTIX5v4DHDctpHFiDgcOI78NY0RcXJE9M3fPxD4OvAoQErpdeB54Jv5/Z0BDAMebKzXJUmSpMZz3zOz2bS1hjEVZVlHkXZq9L69+Mt/nMCIQd2zjrJbSne+Sb25BvhmweMLgW+llK6NiGvJLZXRF1gCXJdS+mN+u/cB4yKiM7CI3PIc1xXs5zxgHLACmA2cnVJylhtJkqQWZkt1DXdOnEXFvj3Zv+92p7CQmpwObUuyjrDbIqWWMaPPriovL09Tp07NOoYkSZKK9JsX53PVPc9x68XlnOSsqdJui4hpKaXynW3XFK5plCRJknZqbGUVQ3p24r0H9sk6itSqWDRKkiSpyXtx7kqmzVrBJaPKaNMmdv4ESfXGolGSJElN3rjKKvZoV8LZ5QOzjiK1OhaNkiRJatIWr9nI4y/O52Plg+jaoW3WcaRWx6JRkiRJTdrdk2aztSZxyeiyrKNIrZJFoyRJkpqsTVuruXvyLE48oA9De+2RdRypVbJolCRJUpP1mxcWsHTtZsZUlGUdRWq1LBolSZLUJKWUGDehin37dObYfXtlHUdqtSwaJUmS1CRNm7WC6fNWcenoMiJcZkPKikWjJEmSmqSxlVV07VDKmUcMyDqK1KpZNEqSJKnJmb9yA0/MWMj5IwfTqV1p1nGkVs2iUZIkSU3OnZNmkVLiolFDso4itXoWjZIkSWpSNmyu5t4ps/nAwXsxsEenrONIrZ5FoyRJkpqUR56fx8r1W1xmQ2oiLBolSZLUZKSUGFs5k4P7dWXk0D2zjiOJIovGiDgxIobm7/eLiPERcXtE7NWw8SRJktSaTHhrGa8vWsuYCpfZkJqKYkcabwKq8/d/ALQFEnBLQ4SSJElS6zS2soqee7TjlOH9s44iKa/Y+YsHpJRmR0Qp8EFgCLAZmN9gySRJktSqzFq2jj+/uoirTtyXDm1Lso4jKa/YonF1RPQFDgVeTimtjYh25EYcJUmSpN02fsIsSiK48BiX2ZCakmKLxp8BzwDtgM/n2yqAVxsilCRJklqXtZu2cv/UOXxkWD/6du2QdRxJBYoqGlNK10fEw0B1SumtfPM84JMNlkySJEmtxgNT57Bm01bGVAzNOoqkWnZlyY2ZQP+IODf/eB7wdv1HkiRJUmtSU5MYP3EWIwZ1Z8Sg7lnHkVRLsUtuHAa8DvwSuC3ffDxwewPlkiRJUivx19eXMHPpOsZUlGUdRdJ2FDvSeDPwjZTSgcCWfNtfgWMbJJUkSZJajdsrZ9K3a3s+fFi/rKNI2o5ii8ZDgLvy9xNASmkd0LEhQkmSJKl1eHPxGv7+xlIuOmYIbUt25copSY2l2L/MKuDIwoaIGAm8Wd+BJEmS1HqMrayiXWkbzh85OOsokupQ7JIbXwd+GxE/B9pFxH8CVwCfarBkkiRJatFWrd/CQ8/O47Th/enZuX3WcSTVoaiRxpTSb4CTgd7krmUcApyZUvpjA2aTJElSC/arqbPZsKXaZTakJq7YkUZSSs8Cn2nALJIkSWoltlbXMH7CLI4euicH9++adRxJO1BU0RgR7YBLgRFA58K+lNLF9R9LkiRJLdn/vbKIeSs38PWPHpx1FEk7UexI43hgOPA4sKjh4kiSJKk1uL2yigHdO/L+g/tmHUXSThRbNH4IGJpSWtmQYSRJktTyzZi/iikzl/PVDx9ISZvIOo6knSh2yY3ZgFNaSZIkabeNq6yiY9sSzi13mQ2pOSh2pPEO4NGI+Am1Tk9NKT1Z76kkSZLUIi1bu4lHX5jPOeUD6dapbdZxJBWh2KLxqvzP62q1J2Dv+osjSZKkluyeybPZvLWGS0e7zIbUXBRVNKaU/KuWJEnSbtm8tYY7J83iPfv3Zt8+nXf+BElNQtHrNEZEKTAaGADMBSamlLY2VDBJkiS1LL9/aQGL12zi+rPKso4iaRcUu07jgeSW2+gIzAEGARsj4pSU0isNmE+SJEktxNjKKvbutQfH79876yiSdkGxs6feBNwCDEopjUopDQR+nm+XJEmSdui52St4fs5KLhldRhuX2ZCalWKLxhHAD1NKqaDtx/n2okTEVRExNSI2RcS4Wn3nRMQrEbEmIl6OiNNr9X8hIhZGxKqIuD0i2hf0lUXEUxGxPiJejYiTis0kSZKkxjG2soou7Us568iBWUeRtIuKLRrnA8fXajsu316s+cB3gNsLGyNiAHAX8EWgK/AfwD0R0Sff/0HgauB9QBm52Vq/VbCLe4HngJ7A14AHIsJzHiRJkpqIRas38rvpC/hY+SA6ty96Sg1JTUSxReNXgcci4r6IuD4i7gMey7cXJaX0UErpEWBZra6BwMqU0u9Tzm+BdcA++f5LgNtSSjNSSiuAbwOXAkTE/sARwDdTShtSSg8C04Gzis0lSZKkhnXXpFlUp8Slo8uyjiLpXSiqaEwpPUauOHsJ6JL/eWRK6dF6yDAVeCUiTo2IkvypqZuAF/P9hwAvFGz/AtA3Inrm+95OKa2p1X/I9g4UEZfnT5GdumTJknqILkmSpB3ZuKWaeybP5n0H9mVwz05Zx5H0LhR9fkBK6XVyp5fWq5RSdUTcAdwDdAA2Ax9LKa3Lb9IZWFXwlG33u2ynb1v/gDqOdQu5CX0oLy9P29tGkiRJ9eexF+azbN1mLqsoyzqKpHepzqIxIm5JKV2ev38nsN0iK6V08e4EyE9c833gBOBZ4Ehyp8KenFJ6HlhL7lrHbbbdX7Odvm39a5AkSVKmUkqMrazigL5dGLVPz6zjSHqXdnR66syC+28Cb9Vx210jgL+llKamlGpSSs8Ak4Fts6DOAIYXbD8cWJRSWpbv2zsiutTqn1EPuSRJkrQbpsxczisLVnNpRRkRLrMhNVd1jjSmlL5bcP9bdW1XrIgozR+vBCiJiA7AVuAZ4OqIGJFSej4iDic3M+u2NSDvAMZFxN3AAuAaYFw+1+sR8TzwzYi4BjgZGIYT4UiSJGVubGUV3Tu15fQR271ySFIzUdREOBFxdUQcVattZER8ZReOdQ2wgdzyGRfm71+TUvorcC25pTLWAA8C16WU/giQUnqC3OmrTwGz8rdvFuz3PKAcWAF8Dzg7peQsN5IkSRmas3w9f3x5IeePHEzHdiVZx5G0GyKlnc8HExELgH0LJqchIjoDr6eU+jdgvgZTXl6epk6dmnUMSZKkFum6373CbU/P5O9fOZH+3TtmHUfSdkTEtJRS+c62K3adxnbAllptm8nNdipJkiT9w/rNW7lvymw+dOheFoxSC1Bs0TgN+EyttivIzXYqSZIk/cNDz85j9catjBldlnUUSfWg2HUavwD8KSIuIjdj6r5AX+D9DRVMkiRJzU9KiXETqjhsQDeOHNIj6ziS6kFRRWNKaUZE7A98FBgEPAT8JqW0tiHDSZIkqXn5+xtLeXPxWn54znCX2ZBaiKKKxogYAKxPKd1X0NYjIvqnlOY3WDpJkiQ1K2MrZ9Krc3s+Mqxf1lEk1ZNir2l8BBhYq20g8HD9xpEkSVJz9faStTz12hIuPGYw7UtdZkNqKYotGvdPKU0vbMg/PrD+I0mSJKk5umPiLNqWBBccPTjrKJLqUbFF45KI2LewIf94Wf1HkiRJUnOzeuMW7p86h1OG9adPF1dlk1qSYovG24EHI+KjEXFwRJwCPADc2nDRJEmS1FzcP3Uu6zZXM6ZiaNZRJNWzYpfc+B6wBfhfcrOnziFXMP6wgXJJkiSpmaiuSYyfUEX5kB4cNrBb1nEk1bNil9yoAf4nf5MkSZL+4clXFzN7+Xq+8qEDso4iqQEUO9JIRLQDDgB6Af9YdCel9GQD5JIkSVIzMW7CTPp168AHD9kr6yiSGkCx6zQeC9wPtAe6AquBLuROU927wdJJkiSpSXtt4Roq31zGVz50AG1Lip0uQ1JzUuxf9o+A76eU9gTW5H9+G7ipwZJJkiSpyRs3YSYd2rbh/KNcZkNqqYpepxH4Sa227wFfqN84kiRJai5WrNvMQ8/O44zDB9Bjj3ZZx5HUQIotGleROy0VYEFEHAz0ADo3SCpJkiQ1efc+M5tNW2u4ZHRZ1lEkNaBii8aHgA/n798GPAVMI3edoyRJklqZrdU13DlxFqP36cmBe3Xd+RMkNVvFLrnx+YL7P4iIyeQmwvlDQwWTJElS0/WHGYtYsGoj/3XaoVlHkdTAil5yo5b5QHV+/UZJkiS1MmMrZzJ4z06898A+WUeR1MCKOj01Iu6NiNH5+2OAGcDLEfGJhgwnSZKkpmf63FVMnbWCS0aXUdImdv4ESc1asdc0vg+Ymr//ReAkYCRwdUOEkiRJUtM1tnIme7Qr4WPlA7OOIqkRFHt6aruU0uaIGADsmVKqBIiIvg0XTZIkSU3N4jUbefzF+VwwcjBdO7TNOo6kRlBs0fh8RPwnMAT4LUC+gFzdUMEkSZLU9NwzeTZbqpPLbEitSLGnp34COAzoCFyTbxsF3N0QoSRJktT0bNpazV2TZnPiAb3Zu7fLdUutRbFLbrwFXFCr7QHggYYIJUmSpKbnty8uYOnaTYypGJp1FEmNqOglNyLiA8AI4B3/rZRS+kZ9h5IkSVLTklJibGUV+/Teg+P265V1HEmNqKiiMSJuAM4BngLWN2giSZIkNTnPzl7B9Hmr+PbphxLhMhtSa1LsSOP5wIiU0pyGDCNJkqSm6fbKKrp2KOWsIwZkHUVSIyt2IpxlwMqGDCJJkqSmaf7KDTzx0kLOGzmYTu2KvrpJUgtR7F/9D4C7I+K7wKLCjpTS2/WeSpIkSU3GnZNmkVLiomOGZB1FUgaKLRpvzv/8aK32BJTUXxxJkiQ1JRu3VHPvlNm8/+C+DNqzU9ZxJGWg2CU3ij2NVZIkSS3II8/NY+X6LS6zIbViFoOSJEnarm3LbBzUrytHD90z6ziSMlLskhulwGeA44FewD/mWU4pvadhokmSJClLE99axmuL1vD9s4e5zIbUihU70vgj4NPA34AjgQeBPsCTDZRLkiRJGbu9soo992jHqcP7Zx1FUoaKLRrPBE5OKf0E2Jr/eTpwYoMlkyRJUmZmL1vPn19dxAUjB9OhrfMeSq1ZsUVjJ2BO/v6GiOiUUnoVOLxhYkmSJClL4ydWURLBRaNcZkNq7YpdcuMV4ChgCjAVuDYiVgPzGiqYJEmSsrF201Z+/cwcPnxYP/p27ZB1HEkZK7Zo/Hdga/7+F8mt29gFuLwhQkmSJCk7D06by5pNWxlTUZZ1FElNwE5PT42IEuAw4GWAlNIbKaWTUkpHp5T+XuyBIuKqiJgaEZsiYlxB+8cjYm3BbX1EpIg4Mt9/bURsqbXN3gXPHxER0/LPmxYRI3bh9UuSJKlATU1i3IQqhg/qzuGDe2QdR1ITsNOiMaVUDfwwpbRpN481H/gOcHut/d+dUuq87UZuaY+3gWcLNvtV4TYppbcBIqId8ChwF9ADGA88mm+XJEnSLvrrG0uYuXQdlznKKCmv2IlwHo+IU3bnQCmlh1JKjwDLdrLpJcAdKaVUxG5PIHeK7Y9TSptSSj8lt4bke3cnqyRJUms1trKKPl3ac/Kh/bKOIqmJKPaaxg7AAxExkdwsqv8o6FJKF9dXmIgYArwHuKxW1ykRsRxYANyQUro5334I8GKtAvPFfPsT9ZVLkiSpNXhz8Vr+9voSvvT+/WlXWuzYgqSWrtii8aX8raFdDPw9pTSzoO3XwC3AIuBo4MGIWJlSuhfoDKyqtY9V5Cbp+RcRcTn5yXsGDx5cz9ElSZKat3ETZtKutA0XHO33JEn/VGzR+IuU0sLajRGxVz3nuRi4rrAhpfRywcMJEfET4GzgXmAt0LXWProCa7a385TSLeQKUMrLy4s5/VWSJKlVWLV+Cw9Om8epw/vTs3P7rONIakKKPe/g9TraX66jfZdFRAXQH3hgJ5smctctAswAhkVEFPQPy7dLkiSpSL+eOocNW6pdZkPSvyi2aIx/aYjoCtQUe6CIKI2IDkAJUBIRHSKicKTzEuDBlNKaWs87LSJ6RM5I4HPkZkwF+AtQDXwuItpHxFX59ieLzSVJktTaVdckxk+sYuTQPTmkf7es40hqYnZYNEbEnIiYDXSMiNmFN3KT0jyyC8e6BtgAXA1cmL9/Tf44HYBzyC2ZUdt5wJvkTjm9A7g+pTQeIKW0GTid3GmtK8lNoHN6vl2SJElF+NPLi5i7YoPLbEjarp1d03ghuVHG3wEXFbQnYFFK6bViD5RSuha4to6+jUD3OvrO38l+nwOOLDaHJEmS3mls5UwGdO/ISQf1zTqKpCZoh0VjSumvABHRK6W0vnEiSZIkqbHMmL+KyTOX858nH0hpictsSPpXRf3LYMEoSZLUMo2fUEXHtiWcd5TLbEjaPv87SZIkqZVatnYTjzw/nzOPGEC3Tm2zjiOpibJolCRJaqXunTKbzVtruHR0WdZRJDVhu1Q0RkSbiOjXUGEkSZLUOLZU13DnpFkct18v9uvbJes4kpqwoorGiOgeEfcAG8ktf0FEnBoR32nIcJIkSWoYv5u+gEWrNzHGZTYk7USxI40/B1YBQ4BtayBOBM5tiFCSJElqWOMmVDG01x6csH+frKNIauJ2tk7jNu8D+qeUtkREAkgpLYkI/5WRJElqZp6fs5LnZq/k2lMOpk2byDqOpCau2JHGVUCvwoaIGAwsqPdEkiRJalBjK2fSuX0pZ5cPyjqKpGag2KLxVuDBiDgRaBMRo4Dx5E5blSRJUjOxaPVGfvviAj5WPpDO7Ys96UxSa1bsvxTXk5sE50agLXA78AvgJw2US5IkSQ3g7kmzqE7JZTYkFa2oojGllIAf52+SJElqhjZuqebuybN534F9GNJzj6zjSGom6iwaI+K9xewgpfRk/cWRJElSQ3n8hfksW7eZMRVDs44iqRnZ0UjjbbUeDwASsAzoCQQwF9i7YaJJkiSpvqSUGFtZxf59OzN6n55Zx5HUjNRZNKaU/vFfUBHxVXKF4tdTSusjohPwX+QKSEmSJDVxU2Yu5+UFq7nujMOIcJkNScUrdiKcL5BfpxEgXzj+JzAf+G5DhZMkSVL9GDehiu6d2nLG4QOyjiKpmSl2yY11wMhabUcB6+s3jiRJkurb3BXr+cOMhZx31GA6tivJOo6kZqbYkcavA09ExOPAHGAQ8FHgyoYKJkmSpPpx58RZRAQXjRqSdRRJzVBRI40ppTuBo4FXgK7Aq8Ax+XZJkiQ1Ues3b+XeKbP54CF9GdC9Y9ZxJDVDxY40klJ6GXi5AbNIkiSpnj307DxWb9zqMhuS3rVir2mUJElSM5NSYtyEKg4d0JXyIT2yjiOpmbJolCRJaqGefnMpby5ey5jRQ11mQ9K7ZtEoSZLUQo2trKJX53Z8dHi/rKNIasZ2qWiMiMERMSoiBjdUIEmSJO2+mUvX8eSri7ng6CG0L3WZDUnvXlFFY0T0i4i/Am8CDwFvRsTfIqJ/g6aTJEnSuzJ+QhVtS4ILj/H/+iXtnmJHGm8GXgB6pJT6AT2A54CfN1QwSZIkvTtrNm7h/qlz+Oiw/vTp0iHrOJKauWKX3DgW6JdS2gKQUloXEV8B5jVYMkmSJL0r90+dy7rN1YypKMs6iqQWoNiRxhXAwbXaDgBW1m8cSZIk7Y7qmsT4iVUcOaQHwwZ2zzqOpBag2JHG7wP/FxG3AbOAIcAY4OsNFUySJEm77qlXFzNr2Xq+/IEDso4iqYUoqmhMKf0yIt4CLgCGAfOB81NKTzZkOOn/t3fncVaXdf/HXx8Y9mGdYZFNZEkRFRRcsW5t0bRMM3+puZQtWmbelXe/9jLbvG0zf1qp5W5p3WZamXa7VYJLgKISKPuqwAwwMMAszFy/P84BB2KYAWfmO8vr+XicBzPf63vO+RyPDPM+1/X9XJIkae/cOn0xQ/p0592HDMm6FEntRIOhMSI6A7cAFxsSJUmSWq9XV29i2oJSvnDygXTp7HbckppGgz9NUko1wElAbfOXI0mSpH1167QldCvoxIeOcpsNSU2nsR9B/QT4VkR0ac5iJEmStG82bKni/udX8P7Dh9G/V9esy5HUjjS2Ec5ngCHA5yNiLZC2D6SU/ChLkiQpY795bjkV1bV8xG02JDWxxobG85u1CkmSJO2zbTW13Pn0Eo4dXcRBQ/pkXY6kdqax3VP/1tyFSJIkad/89V+rWVVWwZXvm5B1KZLaoUZd0xgR3SLiuxGxKCLK8sdOiojLmrc8SZIkNeTWaYsZMaAH7xg/OOtSJLVDe9MI5xDgPN64nnEO8KnmKEqSJEmN8/LKMv65ZD0fPnYUnTtF1uVIaocae03j+4GxKaXNEVELkFJaGRHDmq80SZIkNeSWaYvp2bUz/2fKiKxLkdRONXamsYpdAmZEDARKG/tEEXFZRMyIiMqIuK3O8fMiorzObUtEpIiYnB+PiPjviCjN366JiKhz/0kRMTN/v5kRMamxNUmSJLVlazdV8qfZr3HW5OH07eHOaJKaR2ND4++A2yPiAICI2A+4HrhnL55rFfAd4Ja6B1NKd6eUCrffgEuBRcCs/CkXA2cAE4HDgPcCl+Tr6Ao8ANwF9AduBx7IH5ckSWrXfv3sMqpqavnwcaOyLkVSO9bY0PgVYAnwEtAPmE8uBF7V2CdKKf0+pfQHGp6d/DBwR0op1fn+RymlFSmllcCPgI/kx04gNwN6bUqpMqV0HRDA2xtblyRJUltUta2Wu55dygkHDmTMwMKsy5HUjjUqNKaUqlJKn83PBA4GeqeUPpdSqmzKYiJif+BtwB11Dk8AZtf5fnb+2PaxF+sETIAX64xLkiS1S39+aRVrN1XyEWcZJTWzxjbCISJ6AmOBQmDc9ssKU0rTm7CeC4F/pJQW1zlWCJTV+b4MKMxf17jr2Pbx3rt78Ii4mNxyV0aOHNlUNUuSJLWolBK3TlvC6IG9eNu4gVmXI6mda1RojIgLyV3DWAVsrTOUgKZMXxcC39vlWDnQp873fYDylFKKiF3Hto9v2t2Dp5RuAm4CmDJlStrdOZIkSa3drGUbeHFFGd8+fQKd3GZDUjNr7DWN1wAfSCkVp5RG1Lk1WWCMiKnAUOB/dhmaQ64JznYT88e2jx1Wt5squWY5c5AkSWqnbp22mN7dCzjziOFZlyKpA9ibLTeefDNPFBEFEdEd6Ax0jojuEVF3pvPDwH0ppV1nCe8APh8RwyJiKHAFcFt+7EmgBrg8IrpFxGX544+/mVolSZJaq9fKtvKXl1/nnCNH0Ktbo680kqR91tjQ+HXgxxFR/Cae62vklrZ+CTg///XXAPJh8oPktszY1Y3AH8l1bn0Z+HP+GCmlKnLbcVwIbAA+CpyRPy5JktTu3Pn0UlJKXHjsqKxLkdRBxM6NR+s5KeJYcnsy1l0DEUBKKXVuptqa1ZQpU9KMGTOyLkOSJKnRKqprOPb7j3HkqAHcdOGUrMuR1MZFxMyUUoM/TBq7puFOcstE72XnRjiSJElqIQ+8sJL1W6q5aOoBWZciqQNpbGgsAr6RGjMtKUmSpCa3fZuNg4b05pjRA7IuR1IH0thrGm8FLmjOQiRJklS/pxeVMu/1TXx06gHs3DhekppXY2cajwIui4ivAqvrDqSU3tbkVUmSJGknt05bQv+eXXjfpKFZlyKpg2lsaLw5f5MkSVILW1a6hUfnrubSE8bQvUub7EEoqQ1rVIWagnQAACAASURBVGhMKe1uKwxJkiS1gDueXkLnCC44ZlTWpUjqgBoVGiPio/WNpZRuabpyJEmSVNfmym3cO2M5pxy6H0P6ds+6HEkdUL2hMSIOTSm9lP921yY4Q4AxwDTA0ChJktRM7pu1gk0V2/jIcaOyLkVSB7Wnmcb7IuKalNIvU0on7jqYn30c33ylSZIkdWy1tYnbpi1h4vC+HDGyX9blSOqg9rTlxmRgUkRcUs/4bcDHmrwiSZIkAfC3+WtZVLKZi9xmQ1KG6p1pTCltIrfNRveI2DVc9gTOBzY0Z3GSJEkd2W3TljCodzdOPXS/rEuR1IE12AgnpVQREbVA2mVoJfCJZqlKkiSpg1uwppy/vbqWz7/rLXQt2NPiMElqXo3dp/GAXb7fnFIqaepiJEmSlHP79CV07dyJc48amXUpkjq4xu7TuLS5C5EkSVJO2dZq7pu1gtMmDmVg725ZlyOpg9tjaIyIJ/j3Zal1pZTSO5q2JEmSpI7tt/9czpaqGi6aOirrUiSpwZnGu+o5Pgy4nFxDHEmSJDWRmtrE7U8v4ahRAzhkWN+sy5GkPYfGlNKv6n4fEUXAl8k1wLkXuKr5SpMkSep4Hp27mhXrt/LVU90OW1Lr0KhWXBHRJyK+DSwABgNHpJQuTimtaNbqJEmSOphbpy1mWL8evOvgwVmXIklAA6ExInpExJeBRcB44PiU0gUppYUtUp0kSVIHMve1jTyzaB0XHLs/BZ3dZkNS69DQNY2Lgc7ANcAMYHBE7PSxV0rp8WaqTZIkqUO5ddpiunfpxDlHjsi6FEnaoaHQWEGue+qn6hlPwOgmrUiSJKkDWre5ij+8sIqzJg+nX8+uWZcjSTs01AhnVAvVIUmS1KH95rllVG2r5aLjRmVdiiTtxMXykiRJGauuqeXOp5dy/Nhixg3unXU5krQTQ6MkSVLG/vLy67y+sYKLpo7KuhRJ+jeGRkmSpIzdNm0xo4p6cuKBg7IuRZL+jaFRkiQpQ7OXb2DWsg18+LhRdOoUWZcjSf/G0ChJkpShW6ctprBbAWdNHp51KZK0W4ZGSZKkjKzZWMGfX3qNsyYPp3f3LlmXI0m7ZWiUJEnKyF3PLGVbbeIjbrMhqRUzNEqSJGWgclsNdz+7jLcfOIhRxb2yLkeS6mVolCRJysAfZ79G6eYqLpp6QNalSNIeGRolSZJaWEqJW6ctZtygQqaOLcq6HEnaI0OjJElSC/vnkvXMWbWRj0wdRYTbbEhq3QyNkiRJLezWaYvp26MLZx7uNhuSWj9DoyRJUgtauWErj8x5nXOOGkGPrp2zLkeSGmRolCRJakF3PL0EgAuPHZVlGZLUaIZGSZKkFrKlahv3PLeckycMYVi/HlmXI0mNYmiUJElqIfc/v5KyrdVusyGpTTE0SpIktYB5r2/k+scXMGFoH44c1T/rciSp0VosNEbEZRExIyIqI+K2XcZ6RsTPIqIkIsoi4u91xq6MiOqIKK9zG11nfFJEzIyILfk/J7XUa5IkSWqMv7z0Gmf+bDo1tYmrzzzMbTYktSktOdO4CvgOcMtuxm4CBgDj839+bpfxe1NKhXVuiwAioivwAHAX0B+4HXggf1ySJClTtbWJHz7yCp+6exYHDunNHz9zPIcO75t1WZK0Vwpa6olSSr8HiIgpwI5NiSLiQOB9wPCU0sb84ZmNfNgTyL2Ga1NKCbguIv4LeDvwcBOVLkmStNc2VlTzuXte4LF5azh7ygiuOmMC3QrcYkNS29Marmk8GlgKfCu/PPWliPjALuecFhHrImJORHyqzvEJwIv5wLjdi/njkiRJmVi4tpwzbpjG315dy7dPn8DVHzjUwCipzWqxmcY9GA4cAtwHDAWOBf4cEf9KKc0Ffktu+epqcgHzvojYkFL6DVAIlO3yeGVA7909UURcDFwMMHLkyGZ4KZIkqaN7bO5qPnvPC3Qt6MRdHz+aY0YXZV2SJL0prWGmcStQDXwnpVSVUvob8ARwEkBK6V8ppVUppZqU0nTgp8BZ+fuWA312ebw+wKbdPVFK6aaU0pSU0pSBAwc2x2uRJEkdVEqJ6x+fz8fvmMH+xT158DPHGxgltQutITS+uJfnJ2B7y7E5wGGxcwuyw/LHJUmSWsTmym18+tez+OFfX+V9E4fyu0uOY1i/HlmXJUlNoiW33CiIiO5AZ6BzRHSPiALg78Ay4Mv5c6aSa3DzSP5+p0dE/8g5CricXMdUgCeBGuDyiOgWEZfljz/eUq9LkiR1bMtKt/CBn0/n4Zdf56unjufasyfRo6vXL0pqP1pypvFr5Jaifgk4P//111JK1cDpwKnkrke8GbgwpTQvf79zgAXklpzeAfx3Sul2gJRSFXAGcCGwAfgocEb+uCRJUrN6an4Jp13/FK+VVXDbRUfxibeNdg9GSe1O7Nx4tOOYMmVKmjFjRtZlSJKkNiilxK+eWsz3HprLuEG9uenCyexf1CvrsiRpr0TEzJTSlIbOaw3dUyVJktqMiuoavvz7l7j/+ZW8e8IQfvTBifTq5q9Uktovf8JJkiQ10soNW7nkzhnMWbWRK971Fj594lg6dXI5qqT2zdAoSZLUCM8tXsen7ppJ5bZabr5gCu88eHDWJUlSizA0SpIk7UFKibueXca3HpzDyAE9uenCKYwdVJh1WZLUYgyNkiRJ9ajcVsM3H5jDPf9cztsPGsS150yiT/cuWZclSS3K0ChJkrQbazZW8Mm7ZjJr2QYuO3Esn3vXW+js9YuSOiBDYytSUV1D9y5uBixJUtaeX7aeT941k41bt/Gz847g1EP3y7okScqMobGVKCmv5LirH+eIkf04fmwxU8cWc+iwvhR07pR1aZIkdSi/nbGcr93/MoP7duP3lx7H+P36ZF2SJGXK0NhK1NYmPnzs/jy1oJQf/vVVfvjXV+ndvYBjRxdx/LhijhtTzJiBvYhwWYwkSc2huqaW7/55LrdNX8LUsUVcf+4R9O/VNeuyJClzhsZWYlCf7nz1PQcDuVnHpxeWMm1BCf+YX8Jf/7UagCF9ujN1bDHHjyti6phiBvXpnmXJkiS1G6XllXz617N4ZtE6Pn78AXzplINc7SNJeZFSyrqGTEyZMiXNmDEj6zIalFJi2botTFuQC5HTFpawYUs1AG8ZXMjUscVMHVPM0aMH0NtubpIk7bWXV5ZxyZ0zWVteydVnHsqZRwzPuiRJahERMTOlNKXB8wyNbUttbeJfr23kqQUlTFtQwnOL11G5rZbOnYJJI/rlQ2QRh4/sT9cCPyGVJGlPHnhhJV+870X69+zKjRdM5rDh/bIuSZJajKGxAW01NO6qorqGWcvWM21BCU8tKOWlFRuoTdCza2eOOmDAjqY6Bw7uTSfbhEuSBEBNbeKaR+Zx498WceSo/vzsvMkM7N0t67IkqUUZGhvQXkLjrsq2VPP0olKmLyzhqQUlLFq7GYDiwq4cN6aYqWOLmDq2mOH9e2ZcqSRJ2SjbUs1lv5nFP+aXcP4xI/nGeye4OkdSh9TY0GgjnHamb88uvPuQIbz7kCEArNqwNXct5IISpi0s5cHZqwAYVdQz11RnbDHHjimiX0+7w0mS2r9XV2/iE3fMYNWGrXz/zEM596iRWZckSa2eM40dSEqJ+WvKeWp+LkQ+s6iUzVU1RMAhQ/vuCJFTRvWne5fOWZcrSVKTemTO63z+3hfo2a2AX5x/BJP3H5B1SZKUKZenNqAjhsZdVdfUMnv5hh2dWWctW8+22kTXgk4cOar/js6shwzrS2evh5QktVG1tYlrH5vPdY/NZ+KIftx4/mSG9HXbKkkyNDbA0PjvNldu47nF63Z0Zp33+iYA+nQvyF0POS43EzmqqCcRhkhJUuu3qaKaz907m0fnruasycP5zhmHuJpGkvK8plF7rVe3Ak48aBAnHjQIgLWbKpm+MBcgn5pfwsNzXgdgaN/uuaWs44o5bkyx3eYkSa3SorXlXHznTBaXbObK0w7mw8eN8kNPSdoHzjSqUVJKLCndsqOpzvSFpZRtrQbgoCG9c0tZxxZx1AFFFHbzswhJUraemLeGy+95noJOwQ3nHcFxY4qzLkmSWh2XpzbA0Pjm1NQm5qwq46kFJUxfUMpzS9ZRta2Wgk7B4SP77WiqM3FEP7p0to25tDubKqrZVpPo38vuxVJTSSnx878t5AePvML4IX248YLJjBjgNlOStDuGxgYYGptWRXUNM5eu33E95Esry0gJenXtzDGjizguHyLfMrjQpUHqUFJKvFZWwcK15SxcU87CtZtzX68tZ/XGSgo6BecdPZLL3zGOokKXektvxpaqbXzhf17kzy++xmkTh3LNBw6jR1evX5Sk+hgaG2BobF4btlTxzKLSfIgsZXHJZgAG9u7G1DFF+eWsxQzt1yPjSqWmUVFdw5LSzSxc80YoXLi2nEVrN7OlqmbHeb27FTBmUCFjBhYyZlAvVqzfyr3/XE7PLp259MSxXDR1lE06pH2wfN0WPnHHDF5ZvYkvvvsgLnnbaD+klKQGGBobYGhsWSvWb2H6glKm5RvrlJRXATC6uNeOAHns6CL69uyScaVS/VJKrNtc9cZs4Zrt4XAzy9dvoe6P02H9euTDYa9cQMyHxIGF3f7tF9kFazbx/Yfm8di8NQzr14MvnHwg75s4lE5udSM1yvQFJXz617OoqU1cd+7hnHDgoKxLkqQ2wdDYAENjdlJKvLJ6E0/NzwXIZxevY0tVDZ0CDh3ej6ljijh+bDFH7N/fGRdlYltNLcvXb60TCt9YVrphS/WO87oVdGL0wDrBMB8SRxcX7tOSuOkLSvjuQ3OZs2ojhw3vy1dOHc8xo4ua8qVJ7UpKiVumLeF7D81ldHEvbrpwCgcU98q6LElqMwyNDTA0th5V22p5YfmGHZ1Zn1++gZraRLeCThx1wIAdTXUO3q+PMy9qUpsqqllU5xrD7UtLl5RuprrmjZ+NxYXdcsFw+7LSfEgc1q9Hk/8/WVub+MMLK/nBI6/wWlkF7zp4MF865SDGDCxs0ueR2rqK6hq+ev/L3DdrBScdPJgfnz3J7t2StJcMjQ0wNLZemyqqeW7xOqYtKGXaghJeWb0JgH49u3Bc/nrI48cWM3JAT69XUYNqaxOvb6y/Ec12BZ2CkUU931hKuj0kFhdmsmx6a1UNt0xbzM+eWEDFtlrOO3ok/2mzHAmA18q28sk7ZzJ7RRmffec4Ln/7OD9UlKR9YGhsgKGx7VizsYLpC0t3dGZ9rawCgOH9e3D82GKOG1vMcWOKKPaX6Q6t0Y1ouhcwdseM4RvhcOSAnq1ye5i1myr56WOv8pvnbJYjAcxYso5P3jWLrVXb+MnZkzhpwpCsS5KkNsvQ2ABDY9uUUmJRyWamLyjJ7RG5sJRNFdsAGL9fH44fm5uJPOqAAfTs6jKl9ialROnmqn+bMVy4tpwV67fu1IhmeP8eOzWg2f51cWHXNjlDvWDNJq7+yzwenWuzHHVcdz+7lCsfnMOwfj24+cIpjBvcO+uSJKlNMzQ2wNDYPtTUJl5aWbbjesgZS9ZTVVNLl87B4SP7c3y+M+vE4X0paIWzSNq9bTW1LFu3ZbddSsu2vtGIpnuXTowuLvy3LqUHFPdqt3uz2SxHHVHVtlqu/OMcfv3sMv7jLQO57tzD6dvDbtuS9GYZGhtgaGyftlbVMGPpuh1LWees2khKub3xjh5dtGMmcuygwjY529TebNzeiGaXLqVLd2lEM7B3t122rsiFxKF9m74RTVtgsxx1JGs2VXDpXbOYsXQ9n/yPMXzh5APp3AH/3ktSczA0NsDQ2DGs31zF04veuB5yaekWAAb17rZjFnLq2GKG9O2ecaXtV21t4rWNFTsHw/x1h2s27dyIZv/tjWjqdCkdPbDQGYV6VFTX8KunFvPzJxeytbrGZjlqd2Yv38Ald85kw9YqfnDWRE6bODTrkiSpXTE0NsDQ2DEtX7eF6QtLeGpBKdMXlFC6uQqAsYMKmZrvzHrMmCL6dDek7K2K6hoWl2zeKRRub0SztbrtNqJpC0rKK7n2UZvlqH25b+YKvnz/Swws7MbNF07h4KF9si5JktodQ2MDDI2qrU3Me30T0/JNdZ5bvI6t1TV0Cpg4ot+OmcjDR/ajW4G/fEPjG9FEwLB+7asRTVtgsxy1B9tqavnuQ3O5ddoSjh1dxA3nHcGAXl2zLkuS2iVDYwMMjdpV1bZanl+2fkeInL2ijJraRPcunTjqgDeuhxw/pE+7/yXcRjRt2/SFJXzvobm8vHIjhw7ry1ffY7MctQ3rNldx2a9nMX1hKRdNHcVXTh3vCgRJakaGxgYYGtWQjRXVPLto3Y7OrPPXlAMwoFdXjssvZT1+bDEjBvTMuNJ919hGNIN6d/u3GcMxgwrZr0/3dh+g26pdm+W8c/xgvnyqzXLUev1r1UYuvnMGazZV8r33H8pZk4dnXZIktXuGxgYYGrW3Vm+s2DELOW1BCas35pq4jBzQc0eAPHZMUatbRrU3jWhGFff6ty6lowf28hrPNsxmOWoL/jh7FV/4n9n069GVX1wwmUkj+mVdkiR1CIbGBhga9WaklFi4dvOOEPnMwlI2VW4jAg7er8+O6yGPHDWgxZZpNrYRTZ+6jWjqdCkdYSOads1mOWqNamoTP/zrK/z8yYVM3r8/Pz//CAb1tpu1JLUUQ2MDDI1qSttqanlxZRnT5pcwbWEJM5eup7om0bVzJybv35/jxxVz3JgiDh3Wl4I3Ecz2phHN8P51GtHU6VJa1MtGNB2ZzXLUWpRtreY/73meJ19Zy7lHjeRb75tA1wI/uJKkltTqQmNEXAZ8BDgU+E1K6SN1xnoCPwQ+CHQBZqeU3pYfC+Bq4OP5038FfDHlC4+ISflj44G5wMdSSi80VI+hUc1pS9U2/rkk31Rnfgn/em0jkNtu4tjRRRw/LjcTObq4124DXHVNLcsb0YimR5fOjN5pOWmvHY1onEHSntgsR1lasGYTn7hjJsvXbeFbp0/gvKP3z7okSeqQWmNoPBOoBU4GeuwSGu8CCoDPAOuASSmlmfmxS4DPA+8AEvC/wHUppV9ERFdgPnAt8DPgEuAKYFxKqWpP9Rga1ZJKyyt5elEp0xaU8I/5JaxYvxWAIX26M3VsMRNH9OX1sgob0ahF1dYmHpi9kh88/AqrbJajFvLXOa/z+d/OpnuXTvz8/MkcOWpA1iVJUofV6kLjjieM+A4wfHtojIgDgX/mj23czfnTgdtSSjflv/8Y8ImU0jERcRJwa/6+22celwEXp5Qe3lMdhkZlaVnpllxDnYUlTF9Qwvot1XTpHOxfZCMatTyb5agl1NYm/t/jC/jJo69y2PC+/OL8yQzt1yPrsiSpQ2tsaCxoiWIacDSwFPhWRFwAvAZcmVK6Lz8+AZhd5/zZ+WPbx15MOyffF/PH9xgapSyNLOrJh4pG8qGjR1Jbm3h9YwUDe3ezEY0y0b1LZz594ljOPnIEP310Pnc/u4zfz1rJpSeO4aNTD3Cps9608sptXPHbF3hkzmrOPHwY3zvzUP+/kqQ2pDX8hjocOAQoA4YClwG3R8T4/Hhhfmy7MqAwf63jrmPbx3vv7oki4uKImBERM9auXduEL0Had506BUP79TAwKnPFhd349hmH8Mhn38Yxo4u45uFXePsPn+T+51dQW9sxm6bpzVtSspn33zCNR+eu4evvPZgffXCigVGS2pjW8FvqVqAa+E5KqSql9DfgCeCk/Hg50KfO+X2A8vzs4q5j28c37e6JUko3pZSmpJSmDBw4sClfgyS1G2MHFfLLD0/hN584hgGFXfncvbM5/YZpPL2wNOvS1Mb87dW1vO/6p1hbXskdHz2Kjx1/gN2bJakNag2h8cUGxucAE+t8PzF/bPvYYbHzv0CH1RmXJO2jY8cU8eCnj+cnZ0+ktLySc29+ho/fPoMFa8qzLk2tXEqJG/+2kItufY6h/Xrwx8uOZ+rY4qzLkiTtoxYLjRFREBHdgc5A54joHhEFwN+BZcCX8+dMBU4AHsnf9Q7g8xExLCKGkuuOelt+7EmgBrg8Irrlt/UAeLwlXpMktXedOgXvP3w4j//XCfzfdx/IM4tKOfnav/ONB16mtLwy6/LUCm2tquE/73mB7/9lHqccsh+/v/Q4RgzomXVZkqQ3oSW33LgS+OYuh7+VUroyIiYAvyQ3S7gU+GpK6f78/QL4b97Yp/GX7LxP4+H5Ywfzxj6NzzdUj91TJWnvlZRX8tNH5/Pr55bRo0tnm+VoJyvWb+HiO2Yy9/WN/NdJB3LpCWNcjipJrVir3XKjtTA0StK+W7CmnKv/Mo9H565maN/ufOHdB3L6xGHuG9qBPb2wlE//ehbVNbVcd87hnHjQoKxLkiQ1oLGhsTVc0yhJamNslqPtUkrcNm0x5//qWfr37MIDn55qYJSkdsaZRknSm1Jbm3hg9kp+8PArrCqr4J3jB/OlUw5i7KDCrEtTM6uoruHrf3iZ381cwTvHD+InZ0+id/cuWZclSWokl6c2wNAoSU2rorqGW6Yt5mdPLGRrdQ0fOmok//nOcRQXdsu6NDWD1RsruOTOmbywfAOXv2Mcn33HOJcnS1IbY2hsgKFRkppHSXkl1z02n7ufzTXL+dQJY/jY8TbLaU9mLl3PJ++ayebKbfz4gxN59yH7ZV2SJGkfGBobYGiUpOZls5z26Z7nlvH1B15mv749uPnCKRw4pHfWJUmS9pGhsQGGRklqGU8vLOV7D83lpZVlHDKsD1899WCOHVOUdVnaS1Xbavn2n/7Fnc8s5a3jivl/5x5Ov55dsy5LkvQmGBobYGiUpJZTW5t4cPYqrnl4ns1y2qCS8kouvWsWzy1ZxyVvG83/ffdBdHbGWJLaPENjAwyNktTybJbT9ry0ooyL75zBus1VXHPWYZw+aVjWJUmSmoihsQGGRknKTml5JT+1WU6r94fnV/LF+16kuLAbN14wmUOG9c26JElSEzI0NsDQKEnZW7i2nO8/ZLOc1mZbTS1X/2Uev3xqMUcfMIAbzjvC2WBJaocMjQ0wNEpS62GznNZj/eYqPvOb53lqQQkfPnZ/vvbeg+nSuVPWZUmSmoGhsQGGRklqXf69Wc4gvnTKeJvltKB5r2/kE3fMYHVZJd854xA+eOSIrEuSJDUjQ2MDDI2S1DrZLCcbf3npNa743WwKuxXwiwsmc8TI/lmXJElqZobGBhgaJal1s1lOy6itTfz4f1/l+icWcPjIftx4/mQG9emedVmSpBZgaGyAoVGS2oaFa8u5+i/z+N9/2SynqW2sqOaz97zA4/PWcPaUEVx1xgS6FRjKJamjMDQ2wNAoSW3LM4tK+e6fbZbTVBauLecTd8xgWekWvnnawZx/zP5EGMQlqSNpbGi0HZokqU04ZnQRD3x6KteePYn1m6s59+Zn+Pjt/2TBmvKsS2tzHpu7mjOun0bZlmru/vjRXHDsKAOjJKlezjRKktqciuoabp22hJ89sYAtNstptJQS1z++gB8/+ioThvbhxgumMKxfj6zLkiRlxOWpDTA0SlLbV1peyXWPzecum+U0aHPlNv7rd7P5y8uvc/qkoVx95mH06Op/J0nqyAyNDTA0SlL7sWuznP86+UDOmGSznO2Wlm7m4jtmMn/NJr58yng+/tYDXI4qSTI0NsTQKEntzzOLSvneQ3N5cUWuWc5XTh3PcWOKsy4rU/+Yv5bLfv08ANd/6HDeOm5gxhVJkloLG+FIkjqcY0YX8YdLp/LTc3LNcj5087P5Zjmbsi6txaWUuPnvi/jwLc8xpE93HrxsqoFRkrRPnGmUJLVLuzbLOfeoEXz2nW/pEM1yKqpr+NJ9L/KHF1bx7glD+NEHJ9KrW0HWZUmSWhmXpzbA0ChJHUNHa5azcsNWLrlzBnNWbeSKd72FT5841usXJUm7ZWhsgKFRkjqWjtAs59lFpVx69ywqt9Vy7dmTeOfBg7MuSZLUinlNoyRJdYwZWMjNF07hnouPobh3Nz7/29m874anmL6wJOvS3rSUEnc+vYTzfvksfXt04Q+fnmpglCQ1GWcaJUkdTm1t4o8vruKah19h5YatvHP8IL50ykGMHdQ769L2WuW2Gr75wBzu+edy3n7QIK49ZxJ9unfJuixJUhvg8tQGGBolSRXVNdw2fQk3PN42m+Ws2VjBJ++ayaxlG7jsxLF87l1voXM7Wm4rSWpehsYGGBolSdttb5Zz97PL6N5GmuU8v2w9l9w5k00V2/jRBydy6qH7ZV2SJKmNMTQ2wNAoSdrVwrXl/Pdf5vHXf61mv77d+UIrbZbz2xnL+dr9LzO4bzduumAK4/frk3VJkqQ2yNDYAEOjJKk+zy4q5bsPzeXFFWVMGNqHr75nPMeNKc66LKpravnOn/7F7U8vZerYIq4/9wj69+qadVmSpDbK0NgAQ6MkaU92bZbzjoMG8eVTs2uWU1peyaV3z+LZxev4+PEH8KVTDqKgs03QJUn7ztDYAEOjJKkxWkOznJdXlnHJnTMpKa/k6g8cyvsPH95izy1Jar8MjQ0wNEqS9kZWzXIeeGElX7zvRfr37MpNF0zh0OF9m/X5JEkdh6GxAYZGSdK+aKlmOTW1iWsenseNf1/EkaP687PzJjOwd9vYCkSS1DYYGhtgaJQkvRnN2Sxnw5YqPvOb5/nH/BIuOGZ/vv7eg+la4PWLkqSmZWhsgKFRkvRmNUeznFde38TFd85g1YatfPv0QzjnqJFNWLEkSW8wNDbA0ChJaiq7Nss558gRfO5de98s5+GXX+fzv32BXt0K+MX5RzB5/wHNVLEkSYbGBhkaJUlNbd3mKq57bD53PbN0R7Ocj049gB5d99wsp7Y2ce1j87nusflMHNGPG8+fzJC+3VuoaklSR9XY0NhiF0hExGURMSMiKiPitjrHR0VEiojyOrev1xm/LSKqdhnvXGf8HRExLyK2RMQTEbF/S70mUodBdAAADFpJREFUSZLqGtCrK1e+bwJ//dzbOG5MET945BXe/qMnuW/mCmprd/8h7aaKai6+cybXPTafsyYP596LjzEwSpJalZa8qn4V8B3glnrG+6WUCvO3b+8ydk2dscKUUg1ARBQDvwe+DgwAZgD3NlP9kiQ1yuiBhdx04RTuvfgYBvXuxhW/m81p1z/F9IUlO523aG05Z9wwjSdeWcOVpx3MD846rNm38JAkaW8VtNQTpZR+DxARU4Cm2pX4TGBOSul3+ce+EiiJiINSSvOa6DkkSdonR48u4v5Lp+5olvOhm5/d0Sxn+bqtXH7P8xR0Cu782FFN1nlVkqSm1mKhsRGWRkQC/hf4Qkqp7sexl0bEpcBi4HsppfvyxycAs7eflFLaHBEL88cNjZKkzHXqFJw+aRgnTxjC7dOXcP0TCzj52n9QmxLjh/ThxgsmM2JAz6zLlCSpXq0hNJYARwIvAEXADcDdwMn58euAK4Ay4CTg3oh4PaU0DSgE1u7yeGXAbnudR8TFwMUAI0fawlyS1HK6d+nMJf8xhv8zZQTXP76Aym01fO09BzfYJEeSpKxlHhpTSuXkrkUEWB0RlwGvRUSflNLGlNKsOqc/FBF3k1uWOg0oB/rs8pB9gE31PNdNwE2Q657ahC9DkqRGGdCrK9847eCsy5AkqdFashFOY20Pc7GH8e1jc4CJ2wciohcwJn9ckiRJkvQmteSWGwUR0R3oDHSOiO75Y0dHxIER0SkiisgtR30ypVSWv99ZEVGYHz8JOB94MP+w9wOHRMQH8o/9DeBFm+BIkiRJUtNoyZnGrwFbgS+RC35b88dGAw+TW1L6MlAJnFvnfv8JrAQ2AD8APpFSehIgpbQW+ADwXWA9cDRwTvO/FEmSJEnqGCKljnlp35QpU9KMGTMaPlGSJEmS2qGImJlSmtLQea3xmkZJkiRJUithaJQkSZIk1cvQKEmSJEmql6FRkiRJklQvQ6MkSZIkqV6GRkmSJElSvQyNkiRJkqR6GRolSZIkSfUyNEqSJEmS6mVolCRJkiTVy9AoSZIkSaqXoVGSJEmSVC9DoyRJkiSpXoZGSZIkSVK9IqWUdQ2ZiIi1wNKs69iNYqAk6yLU4nzfOy7f+47L977j8r3vuHzvO67W+t7vn1Ia2NBJHTY0tlYRMSOlNCXrOtSyfN87Lt/7jsv3vuPyve+4fO87rrb+3rs8VZIkSZJUL0OjJEmSJKlehsbW56asC1AmfN87Lt/7jsv3vuPyve+4fO87rjb93ntNoyRJkiSpXs40SpIkSZLqZWiUJEmSJNXL0NhKRMSAiLg/IjZHxNKI+FDWNan5RcRlETEjIioj4ras61HLiIhuEfGr/N/1TRHxfEScknVdahkRcVdEvBYRGyPi1Yj4eNY1qWVFxLiIqIiIu7KuRS0jIp7Mv+fl+dsrWdeklhMR50TE3Pzv+Qsj4q1Z17S3CrIuQDvcAFQBg4FJwJ8jYnZKaU62ZamZrQK+A5wM9Mi4FrWcAmA58B/AMuBU4LcRcWhKaUmWhalFfB/4WEqpMiIOAp6MiOdTSjOzLkwt5gbgn1kXoRZ3WUrpl1kXoZYVEe8C/hs4G3gO2C/bivaNM42tQET0Aj4AfD2lVJ5Segp4ELgg28rU3FJKv08p/QEozboWtZyU0uaU0pUppSUppdqU0p+AxcDkrGtT80spzUkpVW7/Nn8bk2FJakERcQ6wAXgs61oktYhvAVellJ7J/5u/MqW0Muui9pahsXV4C1CTUnq1zrHZwISM6pHUgiJiMLmfA64s6CAi4mcRsQWYB7wGPJRxSWoBEdEHuAq4IutalInvR0RJREyLiBOyLkbNLyI6A1OAgRGxICJWRMT1EdHmVpcZGluHQqBsl2NlQO8MapHUgiKiC3A3cHtKaV7W9ahlpJQuJfcz/q3A74HKPd9D7cS3gV+llJZnXYha3BeB0cAwcvv1/TEiXGHQ/g0GugBnkft5Pwk4HPhalkXtC0Nj61AO9NnlWB9gUwa1SGohEdEJuJPc9cyXZVyOWlhKqSZ/OcJw4FNZ16PmFRGTgHcCP8m6FrW8lNKzKaVNKaXKlNLtwDRy17Orfdua//P/pZReSymVAD+mDb73NsJpHV4FCiJiXEppfv7YRFyqJrVbERHAr8h9CnlqSqk645KUnQK8prEjOAEYBSzL/fWnEOgcEQenlI7IsC5lIwGRdRFqXiml9RGxgtz73aY509gKpJQ2k1uedFVE9IqIqcDp5GYg1I5FREFEdAc6k/vloXtE+GFOx/BzYDxwWkppa0Mnq32IiEH51uuFEdE5Ik4GzgUez7o2NbubyH04MCl/+wXwZ3Lds9WORUS/iDh5+7/xEXEe8DbgkaxrU4u4FfhM/ud/f+CzwJ8yrmmv+ctp63EpcAuwhlwnzU+53UaH8DXgm3W+P59cl60rM6lGLSIi9gcuIXcd2+v5WQeAS1JKd2dWmFpCIrcU9RfkPrhdCnw2pfRAplWp2aWUtgBbtn8fEeVARUppbXZVqYV0Ibe91kFADbkGWGeklNyrsWP4NlBMbmVhBfBb4LuZVrQPIqU2P1sqSZIkSWomLk+VJEmSJNXL0ChJkiRJqpehUZIkSZJUL0OjJEmSJKlehkZJkiRJUr0MjZIkSZKkehkaJUntSkT8JCKubYLHuS0ivrOP900RMfbN1iBJUmtgaJQktQkRsSQitkbEpojYEBHTI+KTEdGpzjlvBSYDX8iuUkmS2hdDoySpLTktpdQb2B+4Gvgi8Ks64wcA56SUqrMoTpKk9sjQKElqc1JKZSmlB4GzgQ9HxCH5obcDlwJERP+I+FNErI2I9fmvh9f3mBFxeETMys9k3gt032X8vRHxQp1ZzsMaU2tEvCcino+IjRGxPCKu3MO5xfk6N0TEuoj4x/aZ1IgYGhH35V/P4oi4vM79royI30XEXfn6X4qIt0TElyNiTf55T6pz/kURMTd/7qKIuKTO2AkRsSIirsjf97WIuGhfXo8kqX0wNEqS2qyU0nPACuCtuxnuBNxKblZyJLAVuH53jxMRXYE/AHcCA4DfAR+oM34EcAtwCVAE3Ag8GBHdGlHmZuBCoB/wHuBTEXFGPedekX89A4HBwFeAlA+OfwRmA8OAdwCfjYiT69z3tHz9/YHngUfy/w2GAVfla95uDfBeoA9wEfCT/GvcbgjQN3/fjwE3RET/fXg9kqR2wNAoSWrrVpELejtJKZWmlO5LKW1JKW0Cvgv8Rz2PcQzQBbg2pVSdUvof4J91xj8B3JhSejalVJNSuh2ozN9vj1JKT6aUXkop1aaUXgR+s4c6qoH9gP3zdfwjpZSAI4GBKaWrUkpVKaVFwM3AOXXu+4+U0iMppW3kQu9A4Or8Ut17gFER0S9f059TSgtTzt+Av7Jz8K4GrsrX8BBQDhy4D69HktQOGBolSW3dMGDdrgcjomdE3BgRSyNiI/B3oF9EdN7NYwwFVuYD2nZL63y9P3BFftnohojYAIzI32+PIuLoiHgiv6y0DPgkUFzP6T8AFgB/zS8b/VKd5x+6y/N/hdxs5Har63y9FShJKdXU+R6gMF/TKRHxTH4J7Abg1F1qKs2Hz+221Lnv3rweSVI7YGiUJLVZEXEkudD41G6GryA3O3Z0SqkP8Lbtd9vNua8BwyKi7tjIOl8vB76bUupX59YzpfSbRpT5a+BBYERKqS/wi3pqIKW0KaV0RUppNLnlpp+PiHfkn3/xLs/fO6V0aiOefyf5JbX3AT8EBqeU+gEP1VfTm3k9kqT2wdAoSWpzIqJPRLyX3LLLu1JKL+3mtN7kZtg2RMQA4Jt7eMingW3A5RFREBFnAkfVGb8Z+GR+li0iole+IUzvRpTbG1iXUqqIiKOAD+3hdb03Isbmw+tGoCZ/ew7YGBFfjIgeEdE5Ig7Jh+a91RXoBqwFtkXEKcBJe77Lvr0eSVL7YGiUJLUlf4yITeRm3r4K/JhcI5fduRboAZQAzwAP1/egKaUq4EzgI8B6cl1Zf19nfAa56xqvz48vyJ/bGJcCV+Xr/gbw2z2cOw54lNw1hE8DP8tfQ1hDbuZxErA4/5p+Sa5ZzV7JX995eb6O9eRC34N78RB783okSe1A7Hz5hiRJkiRJb3CmUZIkSZJUL0OjJEmSJKlehkZJkiRJUr0MjZIkSZKkehkaJUmSJEn1MjRKkiRJkuplaJQkSZIk1cvQKEmSJEmql6FRkiRJklSv/w+xq/AZ0p/wrwAAAABJRU5ErkJggg==\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ts3 = sales.groupby(['dow'])['transactions'].mean()\n", "\n", "plt.figure(figsize=(15,8))\n", "plt.title('Tendencia semanal en la tienda 46')\n", "plt.xlabel('Día de la semana')\n", "plt.ylabel('Número de transacciones')\n", "plt.plot(ts3);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Clúster\n", "\n", "La organización dispone de una clasificación propia de cluster´s. el objeto de este apartado es confirmar la valides de agrupamiento y de encontrar diferencias, proponer un modelo de clasificación de las tiendas basado en los datos suministrados." ] }, { "cell_type": "code", "execution_count": 116, "metadata": {}, "outputs": [], "source": [ "def plot_store_transactions(store_viz,n=30,split=False):\n", " temp=sales.loc[sales.store_nbr==store_viz].set_index('date')\n", " plt.figure(figsize=(12,6))\n", " if split:\n", " ax1=plt.subplot(1,2,1)\n", " plt.scatter(temp.loc[~temp.dayoff].index,\n", " temp.loc[~temp.dayoff].transactions,label='working days')\n", " plt.scatter(temp.loc[temp.dayoff].index,\n", " temp.loc[temp.dayoff].transactions,label='off days')\n", " plt.legend()\n", " plt.title('Daily transactions. Store {}, Type {}, Cluster {}'.format(store_viz,\n", " list(stores.loc[stores.store_nbr==store_viz,'type'])[0],\n", " list(stores.loc[stores.store_nbr==store_viz,'cluster'])[0])\n", " )\n", " ax2=plt.subplot(1,2,2,sharey=ax1,sharex=ax1)\n", " plt.plot(temp.loc[~temp.dayoff,'transactions'].rolling(window=n).mean(),label='working days')\n", " plt.plot(temp.loc[temp.dayoff,'transactions'].rolling(window=n).mean(),label='off days')\n", " plt.legend()\n", " plt.title('Store {}: {} day rolling means'.format(store_viz,n))\n", " plt.setp(ax2.get_yticklabels(), visible=False)\n", " else:\n", " ax1=plt.subplot(1,2,1)\n", " plt.scatter(temp.index,temp.transactions)\n", " plt.title('Daily transactions. Store {}, Type {}, Cluster {}'.format(store_viz,\n", " list(stores.loc[stores.store_nbr==store_viz,'type'])[0],\n", " list(stores.loc[stores.store_nbr==store_viz,'cluster'])[0])\n", " )\n", " ax2=plt.subplot(1,2,2,sharey=ax1)\n", " plt.plot(temp.transactions.rolling(window=n).mean())\n", " plt.title('Store {}: {} day rolling means'.format(store_viz,n))\n", " plt.setp(ax2.get_yticklabels(), visible=False)\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 192, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot_store_transactions(46,30,True)" ] }, { "cell_type": "code", "execution_count": 118, "metadata": {}, "outputs": [], "source": [ "def plot_store_transactions_type(typ):\n", " typ_stores=stores.loc[stores.type==typ,'store_nbr']\n", " n=len(typ_stores)\n", " m=1\n", " for x in range(1,6):\n", " if (n-1) in range((x-1)**2,x**2):\n", " m=x\n", " plt.figure(figsize=(15,15))\n", " for x in range(n):\n", " nbr=typ_stores.iloc[x]\n", " ax1 = plt.subplot(m,m,x+1)\n", " ax1.scatter(sales.loc[(~sales.dayoff)&(sales.store_nbr==nbr),'date'].values,\n", " sales.loc[(~sales.dayoff)&(sales.store_nbr==nbr),'transactions'])\n", " ax1.scatter(sales.loc[(sales.dayoff)&(sales.store_nbr==nbr),'date'].values,\n", " sales.loc[(sales.dayoff)&(sales.store_nbr==nbr),'transactions'])\n", " plt.title('Store {}, Type {}, Cluster {}'.format(nbr,\n", " list(stores.loc[stores.store_nbr==nbr,'type'])[0],\n", " list(stores.loc[stores.store_nbr==nbr,'cluster'])[0])\n", " )\n", " plt.suptitle(' Type {} stores'.format(typ),fontsize=25)\n", " plt.show()" ] }, { "cell_type": "code", "execution_count": 119, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot_store_transactions_type('A')" ] }, { "cell_type": "code", "execution_count": 120, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot_store_transactions_type('C')" ] }, { "cell_type": "code", "execution_count": 122, "metadata": {}, "outputs": [ { "data": { "image/png": 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Wcr+dZWYnB+/p0zHXU5ktzTL7kfl7gQ1BeX3BesY97h0R5axPjG2ozBZ5me1gf3sF5TjvgLgraiRvAk4CpgG7AgcDNwB5vZkdMbO+nVh9IPA34Med2Ma+wFbBz97BtGPTpm3ViW0X0tP4Y9ka+BrwO+Bk4HUz2y7OhoLX/EngAuCuYHt7Bv8fBHynYEfdhdLKTmaZ/X/Ay8CzwBsRq9cBtwL/CuwE/BCYCNwSY79x9QP+BfgVsB/+tV4BPG1mO8TYjsps8ZfZTAPw5bAZ+BB/jpnX3jrgLeA1YpbZmMeSi6XAOcB4YC/gf4DbzGxSjG2oHBd/Oc689v4KGAm8BOyCP58tgJ0LvN/ObGNX4FLg+TxWV5ktvTL7KLAJ8FTw/y/x39NbFHi/+XqBtuVrK+dcY4z1VWaLv8xGzd8EuA/4c6d25Jwr6A9QC5yRZf4swGX8nBLM2wq4N9hGHf5GfnzaugcFyx8JzAM2pPYF7AP8CViHv7meA2wT47gdcGInz31UsJ2DMqb/ODimvhnTLwXeDP4+LFj3cGBhcG6vh2xrDPAQsBr4HHgC2LWD47oXeCRk+hDgA+CxmOf5X0ATsE/E/CHB7x8B69Kmt/k/mPal4Lz3C/7vB1wL1AAbgWXA74N5l4WUnW8H8zbF3zR/DHwBLACOznjdHHBcUE7WA5d0VGbxAeXfciyzDcExJ1Jmg22UB/s+U2W295TZiHOoBc4Iyuz1IfNnhRzL7GD/3XbtTdvHIuDXKse9pxyTce0FfgO82EGZDbv2JlJmgf7A3/E3kncAT+dTXlVmS6rMrgTO6olltrNlVGW2NMpslvO8B7gm7LhjvV6FKmBpB/YP4BFgaMT8gfgI/yVgy+CnCjDgr8CrwP7A7vhIeRUwLOND9ib+Sfp2QcHeNfhwXRi8mLsD9wNvA5U5Hrej6wLJTYC1wHFp0/oEBeg/Mj5kbwYftF2BPwTntXmwzEj8Reu/gd2Cc70Z+DRVsON8yIJ5M4BGYFCM83wzansZy+XzIftP4D3gQPyTpS8TBElB2XkA+Eta2anE16y/iH8i9VVgB+An+MBu/4wP2fvAt4Oys21HZRZ/U35zDmX2WGBxsP1Eymzaa/IF8B2V2d5TZiOOPVWO5xMeSGZee8fjH5LcTfdee8uCsrQemKhy3HvKMRnXXuDE4P2aEPy/I/4G9VN6wP0CvpbjtuDvO+iaQFJltkjKbFAO1wI/SjvGgcE5u+B177YyG5TRNcAnwev0R2CsymzvKrMRx/5D4BV8YNvjAskJwYk04W+sbwGOASxtmVuBZzPWOyR4EXZNm9YPH33PzPiQfTfkw3JvxrR++BuTSTket6OLAslg3i2kfekEr8lGWi8gqQ/ZCWnL9A3Of0bw/2Uhr1sZ8BFpF7KYH7JJwX73yPEcLfhQXtFFH7KbgcfTy0vG8ncCT2RMOwwfTA3ImH53qlykfcimxSmzBLU7HZTZjcHvB/AX1ETKbNpnaSkwUGW295TZiP2kyrHDfxlHXXvX4p8Gp8ps6n1M9NqLvxlaF7w3dcCp+ZRhlePiLceEX3t/E5TPhmC994DnMtZL/H4B35zxH6lzpYsCSZXZoiuz/8TXLu0SnO8EWq+v47q5zH4bH5Duhu+Gk6qp2k1ltveU2ZB97Il/QLdT1HHH+cm5w22unHMvBv21voxvJ34g/inI42Y20QVHHWIs8JlzrqVPmnNuo5n9NZiX7m8Z/+8LfCmks2gl/olmT/AbYIGZbe+c+ydwGvCgc25lxnL/m/rDOVdvZgvwT27An+eEkPOsIv/ztNTuYq4TZ/k4bsU3ZXjbzJ7C9zt4xDnXkGWdffGvwadmlj69L77pRLrMspO1zHZwrGPxTxMnBH//ErgK/9Sxy8usmV2Gv0ge7JzrisxhKrO5SbzMhkkrx6/im05tQfi19+/A92kts+fTPdfet/D9IzcBvgFcbWY1zrmOPndxqRznpidceyfjn7gvxtdOboO/sarMWDXR+wUz2xn4Nf5a+0XYMgWmMpubnlBm/xU4FJ9PoQnfR/0tYI/g/5TE73Gdc/em/ft3M3s+OM6fAlOj1suTymxuuvV+wcz647u0/Nw593bMYw9V8EASwPmOvC8FP78ynw31f/A36M9lWzVkWtgbmnkhLwu2f1nI+p/lcsxdzTn3ipktBE41sxvwTxi+kcOq6aWmDHgM+I+Q5WrzPLTd8Be793NZ2DnnzOwd2l/4ctFM2/MBqMjY/nwz2xb/2nwd3yZ8lpl9NcsXeBmwHN9cJNPGjP9Dt5GlzEYl20lpcs79A/iHmX2Gb5LwFP6JZLb95l1mzV9J/hvfT+cQ59ziDo4xLyqzQA8us2Gcc43Bl/CrzrkzIq69G0PK7Ochm+vSa69zrh74v+DfRWa2PT6ZQUEDSZVjoAeX4/Rrr5kdh7/JOgzf3PURM3sJONzMRjnnPkpfNWRzXVVm/wXflHFh2o1cGYCZNQJfc84VLLOsyixQJGWWtvcLxwEPBtPBtxZqs2rI5hK7x00L3LbNdZ0Y21aZ7cFlNs3W+GR7t5nZbcE0A8qCa9k5zrmrO9hGG10SSIb4R/B78+B3PT5JSLolwDAz2zX1xMbM+uGf+tzYwfYX4J/+vJulxrMnuBm4GN9k5z3gmZBl9sM3lUhlXNobnyUM/HlOBj4IbsI6xcyG4J9KPe6cWxNj1TuBC81sH+fcwrDtOudWhay3HOhvZoOcc6uDaXtnLuScW4uvSfmjmV2Ff62+ig/QwsrOAnzZMufcOzHOI5tUmU1dBHIps6ksyHsB13Ww/bzKrJmV459oHYZvXrIk13XzpDJbPGU2TEfX3lSZHdoDrr1l+OZaXUHluDjK8QB8bQ60ltnUk/r0G7Sk7xeqg/XSXYKv9T+NoNwUmMpscZRZaL3OluGDwu2B2ozXqdvvcYP7hz1IqxUsMJXZnl9m/4nvVpJuCvBzfFn8OPYWXZ5tYqN+8E+9f4RP5LANvl34X2nboXgavn3uWGAY/uYhvSPyBPxThKiOyKMy9rkLvt/PXcELsR0+0v9vYPssxzoUf9O/V7Dd/wz+3jrPc49sPx7MH4DPRLURODdjXqr9+Bv4ZhK74NvFfwFsESwzEt/p+JHgNdoWOAD/lGp8luO6F19At8RnDRsLnAq8g39Ks23M8+wXvM+1wFn4D8o2wBH4VNg/cuHtxzfHt8+/Gd9u/Ej8xTW9/fh5+Jq2XfEX4wvxH6ztgvnn4ztw7xKUnb74i/fz+It5qoP6+ODYTnFt24+3e51oX2YPwzcXWBMc3734Zk2f01pmz8Bf8F4L3rPp+KePK+miMot/8HM//gnkAbR2xt6SLugjqTLbc8tsxPktwN/cvgPMxX+BvpYqj8G5/R5fjg8Fvhss+zLJX3uvDsrBtsF7Ow1/8/EzlePeU45pf+29C1978EVwbl/D39g00M33CyHHfgdd1EdSZbaoyuyZ+KQ3q4Nzmovv851+v5B4mcUnbrk67b3/Mv7+YQOwt8ps7ymzOZxvj0u2Mx0/bs3yoMB+gI/u0zsYD8VXX68OTjz1QmSmRn6O8NTIo0L2uzs+ZfCqYN3/w3f+Dc0eG6xzSrC9zJ87QpbpsCDSwYcsWOamoNBsEfEhOxJ/odmI78t0cMZy2wev0cpgmaX4zFejO/iQpc6tEX+Bewmf4nhQxHHs18G59sU3P3gFfyFYHfx9DrBpVOHE9+l7K3iPng/ON/1DdiZ+GIC1wc9fgSMyPqhP4oM8R2tq5AH4/onvB6/vJ0EZO7CjDxnty+yyiHKxjtYyewf+Jj2VLKQJf7Mzjy4qs/iLathxOWCWymzvKbMh55ZaNvNnNcG1F5+l7e/B65ma/zB+nMmkr733Bue9MSgXLwLHZyxzCirHJV2OCb9feC14bevwSUzuxY9z1q33CyHbuIOMQFJltleW2U+DMrgx+P0gvil0t97j4vvUPRGcWz3+szSXjCASldmSL7M5vK+dCiQt2IhEMLOL8EM77OniDeIatb25+D5K38qYfhi+b9Bw175zcmLM7HT8h29n1zUJXKSLqcxKKVA5lmKjMivFRmVWOiupPpLF7Cj8gLCd+oCZ2VB8U4Qj8VX2PdVR+HF/9AErXiqzUgpUjqXYqMxKsVGZlU5RINkB51y7jrJ5egPoD1zonHu5QNssOOfcEd19DNI5KrNSClSOpdiozEqxUZmVzlLTVhEREREREYmlrONFRERERERERFopkBQREREREZFYiq6P5LBhw9y2227b3YchRWzhwoUrnXPDk9qfyqx0VtJlFlRupXNUZqXYqMxKsemOMpup6ALJbbfdlgULFnT3YUgRM7P3k9yfyqx0VtJlFlRupXNUZqXYqMxKsemOMptJTVtFREREREQkFgWSIiIiIiIiEosCSREREREREYlFgaSIFLfFs+HXu8Gswf734tndfUQiPYM+G91Hr71IOH02SkpOgaSZ3WlmH5vZGjN728xOTZt3iJm9aWbrzewZM9smbV4/M7s9WO8TMzs7Y7uR60qJS+hC8s4771BZWcmJJ56YPnmomb1vZl+YWbWZDU3NMLOhZvZgMO99Mzs+fUUzOz5qXekGi2fDwz+F1R8Czv9++Kf6YhLRZ6P76LUXCafPRsnJtUbyUmBb59ymwETgEjPbx8yGAXOA84GhwALgvrT1ZgE7AtsAXwfOMbPDAHJYV0pVgheSn/zkJ+y7774t/y9ZsgR8efwusAWwHrgxbZUbgPpg3gnATWY2FiD4fXOWdSVpf74IGuraTmuo89OL0L333ssuu+zCgAED2GGHHXjhhRdSszbRAzuJpcQ+G0VFr71IOH02Sk5OgaRzbolzbmPq3+BnB2AysMQ5d79zbgM+cNzTzMYEy54EXOycW+Wc+wfwW+CUYF5H60qpSuhCcu+99zJ48GAOOeSQlml33XUXQK1z7nnn3Dr8g4zJZraJmQ0AjgXOd86tc87NA+biA0fwgeXDYesW9MAld6s/ije9B3vqqac499xz+d3vfsfatWt5/vnn2X777Vm5ciX4660e2EnuVn8Yb7oUTgldl0QKSp+NkpNzH0kzu9HM1gNvAh8DjwFjgddSyzjnvgDeBcaa2RBgRPr84O+xwd+R6+Z1JlI8EriQrFmzhpkzZ/KrX/2qzfSgRrIlinXOvYuvgdwp+Glyzr2dtkq2Mpu+bhtmNtXMFpjZghUrVhTknAqmlPonDBoVb3oPdsEFFzBz5kz2228/ysrKGDlyJCNHjmTOnDkAG/TATmKx8njTpXBK6LokUlD6bJScnANJ59zpwCbAAfgn3BuBgcDqjEVXB8sNTPs/cx4drNtGj74pl/gSuJCcf/75/OAHP2D06NFtpq9btw6gKWPx9DKbrUzmXGadc7c458Y758YPHz48r3PoEqXWP+GQmVBR1XZaRZWfXkSamppYsGABK1as4Etf+hKjRo3ijDPOoK6uLvXwY31qWT2wk5y4zMtcB9OlcErkuiRScPpslJxYWVudc01Bc79RwI+BdcCmGYttCqwN5pExPzWPDtbN3G/PvCmX/HTxheTVV1/l6aef5mc/+1m7eQMHDoT25T69zGYrkzmX2R6r1Pon7DEFjr4WBo0GzP8++lo/vYh8+umnNDQ08MADD/DCCy/w6quvsmjRIi655JJcHn6k/s+cBzEefoAe2pWUQaPjTZfCKZHrkkjB6bNRcvp0Yr0dgCXAyamJQR+zHfBNqVaZ2cfAnsBTwSJ7BuuQbd08j0mKReqC8eeLfHPWQaN8EFmgC8mzzz7L0qVL2XrrrQFfC9nU1MQbb7zBYYcdxty5c/unljWz7YF+wNtAM9DHzHZ0zr0TLJJZZveMWLc4lGL/hD2mFP2XUFWVf7By5plnstVWWwFw9tlnc8kll3DggQcCZLZHDHtgtyFjHsR8+OGcuwW4BWD8+PEuv7ORHuGQmb61QfqDIz35T04JXJfaWDy7y76zpYdI6j0utc9GL9dhIGlmmwMHA4/g+5b9K/Ad4HjgJeBKMzsWeBSYCSx2zr0ZrP4HYIaZLcBnuTwN+F4w78EO1i0Oj5wNC+/wzYWsHPY5BY66uvD7KbWLeBdeSKZOncq3v/3tlv+vuuoqli5dyk033cTy5cu59NJLB5vZAcArwEXAHOfcWgDk47GVAAAgAElEQVQzmwNcFAxxsxdwDPDVYFN3Af8btW5RGDQqPNmG+id0qyFDhjBq1CjMrN28sWPHAqQ//NADO+lYFz+wk14k1SUi9VAi1SUCVJ5Khd5jyVMuTVsdvhnrR8Aq4CrgLOfcQ865Ffgsl78I5n0F+Hbauhfg++O8DzwHXOmcewIgh3V7vkfOhgW3tfY5cU3+/0fOzr5eXEn2ayuBRCz9+/dnyy23bPkZOHAglZWVDB8+PHVT/j4+KFyOb+J3etrqpwNVwbx7gB8755aAz14M/CjLuj2f+if0WN/73ve47rrrWL58OatWreKaa67hqKOO4pvf/CZApZkda2aVRD+wGxIk0TkNuCOY9yCwW5Z1pTskdZ3dYwr87O8wq9b/1g1h6UmiLJValwhpT++x5KnDGskg4PtalvlPA6EZAIMhQ74f/MRatygsvCN6eiFrJbN9wAt5Y1CiT6RmzZqVOelz59z4sGWdc58Dk6K25Zy7G7i7YAeXNNVS5K+LWwWcf/75rFy5kp122onKykqmTJnCf/3Xf1FZWQn+gdwvgDuBv9L+gd1N+AckdcDl6Q/sglYf10esK0lbPBuqT4fmBv//6g/9/6DPocST1Hd2KXaJkLb0Hkue8u0jKZBcVrykxgNLKmCV7lVq/ROSaPadwA1bRUUFN954IzfeeGPY7LVZHn6U9gM7KK2m/Y+f2xpEpjQ3+OnFek7SPZL6zlaXiNKn91jyFCtrq2RIapyupPaT5ADWJdCEVnqApJp9q9lP9ym1pv11n8ebLhIlqVokdYkofXqPJU8KJDtjn1PiTc9XUjWfSQWspTaWoYQrpb47avbTfZJ6j3VdkmKT1ODuGrKh9Ok9ljypaWtnpPpBdnXW1kGjI5ocFHg8sKQCVjWhLX2l1ndHzX66T6k17a8aGl77WDW0cPuQ3iHJIV5KrUuEtKf3WPKgGsnOOupquOBzmLXa/+6KoT+SanKQ1ADWqt0pfUnVIiX1RF7NfrpPYk37E7ouHX45lPdtO628r58uEodqkUSkmymQLAZJfVkkFrAmdPMv4ZJoclpqfXf2mAJ7Ht8avFi5/183bF0vqZYSSTYTPOaGttfzY25QWZL8aIgXEelGatpaLJJocpDU0BBJNseRtpJqcppUU9Ckyuzi2fDa3W3HjH3tbth6P924dbWkmvarmaBI9yulDM0ivYBqJCV5ao7TfZJqcppkU9Aknsgra2v3SbLWWdclke6jhFciRUc1ksWiRMbKa6En8t0jqSanSdUUJkX9ertPkmVJ1yWR7qNEfFJoquHucgoki0FSAV6SF3F9uLtHktlHS+mmXFlbu1cplSURCacHdt2r1O7Lkqwc6cXUtLUYlNpYeWq+0n2SbHKaRFKfpChra+9QSmVWpNgklPDqxBNPZKuttmLTTTdlp5124tZbb22ZZ2aHmNmbZrbezJ4xs23S5vUzs9vNbI2ZfWJmZ6dvN9u6PV6S92VJXWfVJSURCiSLQZJj5cWZni99uLtPUv3ASu1hgfrPlb5SK7MixSahB3bnnXceS5cuZc2aNcydO5cZM2awcOFC8K305gDnA0OBBcB9aavOAnYEtgG+DpxjZocBmNmwDtbt2ZK6L0vyOqsa7kSoaWsnVC+q4con32JZbR0jBlcx7dCdmTRuZOF3lFSzuqSyFurD3b2SaCZYin1d1LyytJVimRUpJgn1hx47dmzL32aGmfHuu+8CDAaWOOfuD+bNAlaa2Rjn3JvAScD3nHOrgFVm9lvgFOAJYHIH6/ZsSd2XJXmdVZeURKhGMk/Vi2o4b87r1NTW4YCa2jrOm/M61YtqCr+zUstaqHEkS58eFkixUZkV6X4JjYt5+umn079/f8aMGcNWW23FEUccAVAFvJZaxjn3BfAuMNbMhgAj0ucHf6ei0rFR63bJCRRaUvdlSV5n1SUlEQok83Tlk29R19B2QOy6hiaufPKtwu8syWZ1SVzE9eEufXpYIMWmaki86SJStG688UbWrl3LCy+8wOTJk+nXrx/4e+LVGYuuBjYBBqb9nzmPYH7Uum2Y2VQzW2BmC1asWNHJMymQpO7Lkrw3UJeURCiQzNOy2rpY0zstoad0idCHu/TpYYFIr6DEJVKsysvL2X///fnoo4+46aabAJqBTTMW2xRYC6xL+z9zHsH8qHXbcM7d4pwb75wbP3z48E6eRYEkdV+W9L1BKd0791DqI5mnwf0rWLW+IXS65ED9zUpbqY0jKaWvblW86QL4xCW33XYb/fr148033+Sggw5i3Lhx0Jq45FTgYeBifPKR/YJVZ9GauGRL4Bkze8M590Ra4pKodUUKprGxMdVHsg7YMzXdzAYAO+D7Pq4ys4+D+U8Fi+wJLAn+XgKcHLZul59AoSRxX6Z7g5KjQDJPzsWbXjRKbRwh6T5JPSxQmZVCUGKGvChxiRST5cuX85e//IWjjjqKqqoqnn76ae655x7uvvturr322lpgNzM7FngUmAksTitzfwBmmNkCYAvgNOB7wbwHgSuzrCspqkgoKWramqfVde1rI7NN74zqRTVMuOwvbDf9USZc9peuSegDSn8vxUdlVgqlFMdYTWg/SlwSQmOS9khmxk033cSoUaMYMmQIP//5z7nmmms45phjABqBY4FfAKuArwDfTlv9Anw5fB94DrjSOfcEgHNuRQfripQk1UjmKammranssKnEPqnssEDhhxpR+nsppCRqClVmpVCSanKVeviRKrephx/px1BM+8EnLrnuuuv43//9X5599tlCJS7JzEISmbgEmAqw9dZbd+Y0CifB117iGT58OM8991zkfOfc08CYiHkbge8HP7HWFSlVqpHMU1JNWxPNDqv091Ioi2dD9eltawqrTy/8U/mwpojZpotkk0RihqQG/k5qPwElLkmT8GtfUlST2zvofS4ZCiTzlFTT1pqILLBR0zulhIZsyJZJENhEmQS72OPnQnPGZ6G5wU8vJCuPN70z9MUnhZDUA7tuejCYa+IS4OP0+bRPXBK6bpcefKGU4kPZJK5/6qrQO+h9LikKJPM0YnBVrOn5KjeLNb0zZg/6Hutd37YTi3TIhvPOO4+lS5eyZs0a5s6dy4wZM1i4cCErV64Ef0NyPjAUWIDPBpgyi9ZMgl8HzjGzwwDSMglGrSspdZ/Hm54v1xRver70xSeFktQDuwT2s3z5cu69917WrVtHU1MTTz75JPfccw8HH3wwQEviEjOrJDpxyRAzG4NPXHJHMO/BDtbt2UrooSyQ3PVPNbm9g97nkqJAMk/TDt2Zqoq2tR5VFeVMO3Tngu6nKaKtbNT0fM2ofp1z3h7D9IZT+ah5GM3O+Kh5GLO3mtYlzbu6OoHQ2LFjU/102mQSnDNnDsAG59z9zrkN+MBxz+BGBnwmwYudc6ucc/8AUpkEIS2TYMS6krRBo+NNz1fUF1+ha1il9CWV1GfHb8SbngclLolQauPoJnXjX4o1udJeUu+zWhElQoFkniaNG8mlk3dn5OAqDBg5uIpLJ+9e8AQ4IyNqOKOm5+uev/o+ZXOb92f/+mvZfuNd7F9/Lee9s0tB9wOtCYRqautwtCYQKnQwGZZJcMmSJQDrU8t0VSZBM5tqZgvMbMGKFZk5I3qBqqHxpucrqRu2qC+4us8L+uV00EEHUVlZycCBAxk4cCA779z6YMrMjjez983sCzOrNrOhafOGmtmDwbz3zez49O1mW1cSltTA3+/8Kd70PKQSl9TW1rJmzRpef/11TjvttJb5zrmnnXNjnHNVzrmDnHNL0+ZtdM593zm3qXNuC+fc1enbzrZuj5fUe5yUpG78S60mV8Il8T4n3YqoFwetCiQ7YdK4kbw4/WDeu+xIXpx+cOGzqAJfHxOePCBqer6SqvmE5BII3Xjjjaxdu5YXXniByZMn069fP9atWweQ2e4xTibBqCyEbfTIBBApSVzwDr8cyjOaSZf39dMLKakbtqoh0fMK/FT++uuvZ926daxbt4633mr5TFQCNwPfxY9fth64MW21G4D6YN4JwE1mNhYg+J1tXUlaEkl9VLvTvZJ4jyGZ63lSAV6p1eRKuCTe5ySbz/byri8KJDshifEdn3kzvDYranq+orpcdkFXTJZFJAqKmt4ZmZkEBw4cCJCZiaXgmQR7rKQueHtMgWNuaBvgHXND8T6RzyaZG/PNgIedc88759bh++lONrNNgkQkxwLnO+fWOefmAXPxgSP4wDJ03SQOXEKU0s2/dJ+w6/mcqfDI2R2uGktSAV6p1eRKtD5p5alqaOHf5yQfpPXyPp8aRzJP1YtqmHb/azQ0+xq7mto6zr7vVS58eAm16xsYMbiKaYfu3OlayqSCrqo+ZaxvaA6dnq56UQ1XPvkWy2rr8j7HpMbgTJfKJDh27FiA/qnpmZkEzSyVSfCpYJHMTIInh63bZQdeaEmOu7jHlK6/AUhqvLa6VdHzCnxjft555zF9+nR23nlnfvGLX3DQQQeBr5FMb1b9rpnVAzvhh1locs69nbaZ14CvBX+PBV6KWHdhQQ9eOpZUmT1kZtv9gGp3Sk3Y9RwHC26HrfcrXHlKaozV1L4UOJauzOsfQGMXjUIQNgxYVzxI6+WtP0q2RjK9tnCvC//EuIv+VNCaw1lzl7QEkSnNwKr1DQXt9xeVBbbMrKDnUxcSRGZOL1Tfxo0N4Rk1C9WKNlsmwW9+85sAlb0ykyCU3gUvqSeBkV8+VtAb88svv5x//vOf1NTUMHXqVI4++ujUUArlZB/cPVuT65ybZPf6vr1JSKrMqnan9EVet13XlKckmupKaUvq+pdkM+le3vqjJAPJzICntq6h4AFebQ7jRRai319YdljwfRczz6czTW2jagMHVbVOj+rbOGtu7hVy1YtqQms+IbfXNBfZMgkG/RXfpTdmEoTSu+AlFRiHfSlhMP77Bb2h+spXvsImm2xCv379OPnkk5kwYQKPPfYY+H692QZ3z9bkurgHdy81ST7M0c1/9+rqJszZrtvF+nBQuldXl9mkrn9JPkjr5X17S7Jpa1jAky4V4HVFcpxMnW2CmjrGVHPSMrN2CXBSwdzGxuaW804FmOnbiFK9qIZ1GxpD531R30j1ohomjRtJTcS51NY1tCzTkQsfzh50bjf90U43C05lEsxirXNufNgM59xG4PvBT9j8p4HiHe6j1Jq7JdV8JcmmXWnMDOc/7xtoO0D79kA/4G18Y4g+Zrajc+6dYJFsg7unrytJS7LJlXSfJJowHzLT94kkpDmPypPElUSZTfL6l1Qz6W66P+gpSrJGMpfgrbMBXq5JaKKapuZs8Wy+8adDeGHDN3mn34n8X9/vMK/vT5lYNq/NYrV1DXlnQr3yybdamulOLJvHvL4/5Z/9jmde359yuHsh523kIqxvZLquHA5EKL3mbofMDM8O2xWB8R5TqD7oSSZUzmG7Ty9nwmPDClpGa2trefLJJ9mwYQONjY3cddddPP/88xx66KEAnwFHm9kBQd/ci4A5zrm1wTA0c4CLzGyAmU0AjgH+J9j0XVHrFuzgJXe9/Ol1r5FEE749pvhWEWTckHRVeerFQxz0CkmU2VK9/vXi1h8dBpJm1s/MbgvGIFtrZovM7PC0+YeY2Ztmtt7MnjGzbTLWvd3M1pjZJ2Z2dsa2I9ftjFyCt84GeLn056uqKGfaoTt3vGCUxbNpfOhM+td9TBnQx5oxg1FlK7ms4tZ2wWSYmto6tp3+KNtOf5RxF/0p9MY3FVRPLJvHZRW3MqpsJWVp+xm/5ql260Rto1C6YjgQSdb8uTfzyawv0XzBID6Z9SXmz725a3aU+WHsgiFroOvHP21oaGDGjBkMHz6cYcOGcd1111FdXZ0aS3ID8CN8ULgc37/x9LTVTweqgnn3AD92zi0BCH5nW1eSVGoPcyRcUk34jroaJt/S9eWplw9x0CskUWZ1/Ss5uTRt7QN8iM8A+AFwBDDbzHbH972ZA5wKPAxcDNwH7BesOwvYEdgG2BJ4xszecM49YWbDOlg3b9MO3Znz5rwe2by10wEeUGbQ7HzwdU6f2YywlSxzw7iicQpzm/dnZFrzzBnVr3PPXz+kyTnKzfjOV0ZzyaTdO97Jny+iT9OG0Fn9rZ5z+sxmbv3+VJT55q7NHdw/r1rfwFn3vQq0be46YnAVNbV1nNNnNv2tvt1+zu07G7iU8pBmtenbiCPqdUu3rLauIFliJU3wcKKlXK3+0P8PBb2Qz597M7stnEGV1YPBlqxg0MIZzAf2nfjDgu2HP18EzRm13M0NXZKFNtv4p4Uok8OHD2f+/PmR851zdwN3R8z7HJiUz7rSDZSZsvSVWhO+JDN+L57da5sJdqsku4qU2vvZi8tsh4Fk0GxqVtqkR8zsPWAf/NhmS5xz9wOY2SxgpZmNCTJZngR8zzm3ClhlZr8FTgGeACZ3sG7eMvsVDqqqwMwHUuVmLTd/C97/nGfeXBE7SKleVNMSRF5WcWtL8DXKfA3eAOvDpdMvBmBG9evc+fIHLes2OcedL3/Ag6/UsL6+Kft+O3gKNMI+o9wAg+bw/DWhzpuzuM3+vj5mOHe+/AEjbGXo8lu6z6heVMN3vjK6zbmklJdZrMA86nWjgTbBpIOWwBd8DdC0+18r+BArvcn6x2fSP+PhRJ+mDX56AS96o1+50geRaaqsntGvXAmFDCQTTFyS5PinIoWih3HdpNT6oyd1rU1qeBxpr9TKbFJ6eZmN3UfSzLbAjz+2BD8+WfrYZl/gM16ONbMhwIj0+cHfY4O/I9cN2WfslPSTxo1k2qE7M2JwFavrGnDOBzypGrWa2jrufPmDvJqpXfjwEiaWzePqit+E1uD9pPluqhfVtAsi031R39Sy37Pue7Wl2emM6tfZ4bzH2Hb6o3zUvFnW41jmNqPJQUNTvKZ8mUN9PPPmimB7wyL3kwroTtxv6za9MQb0LedX39oz1o1JVM3nOX06biLT0OwKnoG3N6ms+yTW9Hxt7sI/p5u78IcVeUswC21UrXun+0FLx9Q3Ky8zql/nZ/e92mXNsSWLUmvCl9S1tpcP7t6tSq3MJqWXl9lYgaSZVeD72fw+qDXMNj7ZwLT/M+fRwbpt5JOSvnpRDdMeeK3NECBNHbT9TGU/DRtCIzW0xrbTH+WADc9wWcWt9LHwasAR9hln3fdqZBAZJtXs9M6XP2gJdq9onMJ61zd0+fWuL1c0FubDncrGGra/9P3c+fIHzJ7/IYP7V2DAyMFV/OKbu+ccRKZey6iazxH2WexjV1/KeJZFPJyImp6vTyz8ocQnVtj9zN/hTOoyymyd68v8Hc4s6H4gfCieQjSTlw6ob1ZeqhfVcNfLH7TL56lrZoJKKQFHUklSSm2s4yJT3TSBCRuvZbsNdzFh47VUN03o7kPq+Xp5mc15+A8zK8NnAawHzggmZxufbF3a/xsy5nW0bqdd+PCS2DV14APO1HiGqae39y/4gJfe/bzlCzmsRi3dMleYm+W5zftDAy19CZspo5xmaiL6FMax7fRHW/prhu/vM5a5zdrtp77JUb++9fU5675XOeu+V9v0CQ1TvaimpVazloEMbSkerfJ93WqCvpRqrtWxeWX7cJx7sk3WYef89EIOiHkdx3O+a1tjv9715To7nksLuJ+z3tiRfRpObVdmF76xIy9O9MukmvbV1Na19PPtqLyGyWwyr2aCCUmyb1auOtsfJoH+NFc++RZHl83jgj5/YKj56+0qBjKr4SQers3/u0N6mKT6ZiU1xIGGx+k2qYRy+Qwj16v18jKbUyBpZgbcBmwBHOGcS2W3WAKcnLbcAGAHfN/HVWb2MX78slTaz8yxzULXzfts0nQ0zESu6hqaePHdz9tMi6pRg8LWFIIP7ubWd82Xfqq/ZiH2lwoqL3x4CRcc7Vsnp99wr/piI+D7Rw6gfZ+yetenU6/bf9zvW0nrYpfdAW5hu6FrzOBAFhZ0P/ds2I8vyhpDHkrsV9BAclltHTW0L7MW1LJnfjGmN22P+wWpvmbdJMmnvbnclHe2P8zi2fDQT6CpvnX9h36S+/o5Gr/mKa6ouJl+1pogaijruKriFoZW9AWOLNi+pJsk3TcriSQp6qfXbbo6oVzJ6uVlNtemrTcBuwBHO+fSo4AHgd3M7FgzqwRmAovTkuX8AZhhZkPMbAxwGnBHjuvmrav7f0T1JWx0ZUxvOLVTNYXF7oANzzD+wQOZWL0r960/jaPL5lFTW8f6oF/mOX1mt7mxSVnrKiNft8yxLcOGPWlqdlz4cEGeQZSs6kU1bEV0QqVCKjP/UGL/+mvZfuNd7F9/LXOb96c8bADWTvR/GzG4KrR8pPothn0xpsRp4le9qIZ5D97IfetP491+x3Pf+tOY9+CN6muWhKoh8abnK9cmtJ3tD/P4ua1BZEpTvZ9eQOf1vT/0WtvXGjmn4r6C7ku6SSn2zVI/vW6jhHJ56uVltsMayWBsxx8CG4FPrPVG8IfOubvM7FjgeuBO4K/QpoXcBfgg9H2gDrjcOfcEgHNuRQfr5q2rA4orGqe0yToKviaytweRuWRjjarNHWJf5L3NlELVQpeqK598i/FuGKNC3oPlNowtMyfm2WQqldU4TLvhYzr5RP2aXd9ht4W3tmSIHWUrubziVv6+67bAwS39f6Pk+gX56qO3cJHd0qYcXuRu4YpH+zBp3IU5bUN6uFyb0Ha2hrTu83jT87RFxEMjgP4FTq4l3aSn1dYXSikOD1EEUkPBhU2XDvTiMtthjaRz7n3nnDnnKp1zA9N+7grmP+2cG+Ocq3LOHeScW5q27kbn3Pedc5s657Zwzl2dse3IdTujKwKK9FqPc/rM5v6mA/moeRjNzvioeVivDyIht2ys2TLD5rvNUpFK6JSZ6KlQltXWRSZU+nDvaW0X7kSCk2y1fCMzv5Cibt7nnJZT7eTYf/w6dJiRfd+9DiC8BjRNrl+Qp9bfGVoOT62/s/3CyjBaWHWr4k3PV6435QlmCu4My3Y8PexYJU9JlUUlvOoVSi6hnL6LExF7+I/eKFUrNqpsJWUGo8pW8q3y57micUqbZnuF2ldHzTh7qlyysXaUGTb3ba4s2tcpTKovX1em6U8FTXWuL875JDufu4FMbziVmtFHtV24E02mstXytftCyvbkfPWHMGcqPHJ26OzqRTVUro+oWQm2264GNDCxbB4v9vsp8zZMzukLZkRZRDlMTW/5whrkj1k3XIWT1M1yrvvpbPbKqqE5T+/Uw6VDZkJZRfvp5X17Td+dkpdUJtVSbEIr7UwaN5JLJ+/OyMFVLZn5L52ce2b+HkUPPxJTkoHk4KqQL89OyFYrVsjALyxgvazi1qIJknKpbZzbvD/TG07NuTY3aptA0b5OYbJ1cm8nz6ds1+z6DpdV3MpmZesw80l2Kqlv2X8bcZpMZRzPyQP/FrpqVUVZ+y+kDoMBBwtuDz3HK598KzrTb7DdsBrJ1OdspK3Ecv2CsYhLpZVlfGEFx5xON1ydk9TN8iEzaSyvbDOpsbyy/X462x/m8MvbBXj1lDN/l+ltpnX64dIeU2DSjW0D1KqhcMwNvbYJVslJqm9W0k1oVYvUbSaNG8mL0w/mvcuO5MXpBxdnEAl6+JGgkgwkZ00cW9DtZasVK2TgV+zNOHOtbQxLwhJnm83OJ3NJV0yvU5icO7mHPWWbcxpcvl2HX7j7vntdZPlaVlvX9gu8o8ApdSyXb+f3n3Y8M9xvuKjP7SzsO5X3+h3Pe/2O55V+UznMvdD+JjgsSGjHhV78o5rqOgcb16+FxbM50l5o96AndPieDr5gzIWPGWuuGR78UfsvrEyrP9RNUb4SulmubpoQ+pArdBy1zowPuMcU5u/1Cz53A1taBqxzVdy34IM2n49YD5ey7Itz34NZq/3Pue8piCw1SYxVqSa0Umx6+diOSSrJQLLQT1CiasWaKSto4JdL09CeJLM2FohV25iLsBrMqF5vI+yzos2iGdVXr930sKds4BN1ZPvCXTw7fJwjYKSt5KqqP7T9AnfhmU5xTX65R872v0MShPRp2sCJ5U+3qfkcauu4uvwGDntod7hwiG8CeuFQ+ODltCAhi9UftQauswbBrEEsqvwh+5S93aapLvj99WuohTmn8d99b2z3oGdk1PA9Wb5gPib8GuBSr0kudFOUvwRulq988i0eqP8qVzROYZnbjBG2krO4l1cfvaXg+3p08TIqqW/z+bjIbmmzr4JkUFTtjhSCmtBKgXV1Tohi6cteCkoykCy0qJq2csJrKfIN/OImoulOUc1wgZxrG3OVWYNZk+V1mjW3OIcAybmTe7anaVFfuItnw5wfRq5mBt90T3Rcq5a+n4V3ZF0+s8Y4tZ9KmiBVu+eaYMFtvkZzfQcZK6uGQPXpbQLXwazlpIyAtd0+M/5vVxOZbtCoyBvvy+rDaz5jX0B1U5SX6kU1zLrkAj6auQPNswaz/vIx2YOiPAKoZbV1ode1cxpuLHgAlkvyppwfLkWJU7ujgLPwSuk1LcUmtNJeQmU2iZwQiT38SCmlz3tMJRtI9uvT8anl2r8xql9ftoAmH3ET0XSn7myGm+11qq0rziFAcu7k3tHYeelfuKkL25zTIOKhR0rsC0GutXC5aggf/gVo7bfW3P697SApa6jwdQx2/IYfGD6z2fAjZ7dcAz5rHtim5jPLXqJnRdQMl7ROfMlWL6rh2Qeu55yGoHYZR/+6j2l86MzooCiP5nEjBldFXtcKHfyPKAt/2Jg+vdMZFHOt3VFzwsIrxdc0iSa0SY0ZK+0lWGYL0my/I0mO7ViKn/cYOhxHsljVN2a/cY4zPiH4aXPrM6Y3EjqeZL6B39zm/aHBB2kj7DOWuc24onFKYsOKpPqPjbCVLHPDsu67O5vhdvfr1FUmjRvZGjguns36x0+n+aFPWNU8gMqyBvqzMVt44qWabWSOz1hoVtZas9iFnIN76g/gxKanOj73zu0JlvNzpj8AACAASURBVDzYfqB4wC24jQv7vM8Fjd/nl3Zbh8GrAxqACpclaO1NOjlW6H/OWcyfytsHeH2aNrQf4xFyHw8yw7RDd2ZEdcT1K1uNSB7j662u2JwhDZ+2m76hakv6B3+nrgVXPvkWy2rrGDG4immH7px7141ca3fyfL0kC72mUmwSLLMFabafiz2mMH/pKka/ciWb137I8jn/yYdLV7HvxOgWWnl5/Nxe/Xkv2UAyYjz0Ftlq1NoFjBG6IqAJDVgTEDewXhYxsH1SzXCjXqch/QubsbdbLJ5N40Nn0r9pAwCbla3Lbb30ZhtRfSkLoaIKmptCg65CM4MTyp4q2PZcVHBn5ZEDwhtwUvnTfLf86ZxCQAP64rLEi84HH73gCwbo9A3K+oZmRvTLsV9rlr7AHTWPmzRuJCseGc7wpuXtjyEtwGu3v5hBcvWiGuZt/BYX2S1tvoPqrR/9D29bW9jm4VJcg0aFvxaZfYTUnLDw9JrmJ6kxY0tVHg+1WiRYZkcMrqImJGjMudl+jubPvZndFs7wY00bbMkKBi2cwXwoXDC5eHbkvUNv+byXbNPWDgciL1CN2tzm/fnN3tUcUDWnoONJRulTZi1NH3fcfEDWZePUe8RtqtpTm+FecHRhM/YmbUb169T88Txf2xKHlbXenD9ydsGbT7rUjwPXUIdLIIhMKbPC1eFFXhZcU9aHT2bBcRTqQB4/t0AbKgKdvEGZWDaP5qivqvSgKBXURekgyUL1ohouqfv38Otaw3HhK+WRHCSV1Cezu8Qvy39c0IcL83c4k7qMc6lzfZm/w5n+n1Rz48iS73pdX5+CUaKP/Oh1y19nm1cm+Np/fczwdt/psZrt52j0K1f6IDJ9P1bP6FeuLNxOsnV76CXltmQDye98JXsWyEIltqmqKOOSSbvz4vSDWXrZkZy439ax1o/r/355BO9ddiTTDt2Zf65Yn+W4yjlhv61zHlMzKrAeaSvbDOGQ6kcadzzIrmbAifttXbxjHuGDyDtf/oARRNS+ZJNqZrr6Q5/ApsAs9WOtf5eaRM8p6glmKYr6Mk0fSibK4tlcVnErfax9M+r1rm/bxAnZauFzSLLw6qO3MK3PbCqpp9GV4Rwt17Xfr/ty+Ep5BMmp5luZScQi95Gns97YkXMzrtHnNpzKWW/sGDL2aYRe1tenYEISfdTRrzWIl3B63fLX2Yy3CSWnqV5Uwx8X1rR7fLX31oMKfv+2uVsRMT2Pe6wo2R6IdlVinx6mZAPJSybtzoC+5ZHzC1GjVlFmXDp5j3b7HRlRPT9ycBVLLzuSpZcdyTXH7UVVRbyXf8IOQ5lw2V/YdvqjPHP/9TxXcWabREHpyYMWDjyLS7b/B69e8A2uOW6vyGNKiQqsU9kwUynqr6q4pU0wmW+G1lwTHeVi5OAqfn3cXlwyaXcANm7cyA9+8AO22WYbNtlkE8aNG8fjjz+evsomZvamma03s2fMbJvW87V+Zna7ma0xs0/M7Oy2r4cdErVuZ9391w869TqI9EhRY4WmhpLJFqT8+aLQTLuNrozfDTmrbQ1eti/0jpIsLJ7dmszHoI81U0fflq4KkU2u8niKn3c21pgJi5bV1oVeo5fV1sVr+q5Mw/HtMYV3RxzT8kCi0ZUxu/EATpq/TeGHOSilbJF7TGH+7hdS49IeftT/oGtet1LT2aapIclp5u9+IRMeG1bQITrCEu0AvPTu5wV/j5fb8Ijp4fe7eYm61lcN7TXdV0o2kAT45t4j29UyVATjEuRbo1ZurU1L797vQyY9e2i7C/g1u77Di/3aBkmZ1faTxo3kHxcfnlOfvjLzQeQrH6ymJkhRf2lGivorK27mqopbWqb1r/u4Zby/Sc8eyrwNk3m58v8xsWxeaM3LFY1T2jWDCtPXGjudmTVq6JA4QdTIwVVcc9xeLL3sSF6cfnCbJ1mNjY2MHj2a5557jtWrV3PxxRczZcoUli5dysqVKwF2AM4HhgILgPvSNj0L2BHYBvg6cI6ZHQZgZsOAOVnW7ZRmB1dU3FK45pPSsxXzDV8cqRsUC3mw11GQEnETVIbj7g3/0nZiZFA3uuMv9JCANb1pf2STqzye4ueVjTWPZmtZA9a4fXd6SV+fglk8mxHvP0gfa8aCBxPfKn+ef2t6rrCZKRPOFtnlY//ha9InbGz78KPgGT2LXOj7UOCmqevrG7lvwQcFH6Ij1SKjTcVH36ks7DeViQ+NLejDkA/3nhbavP/DvacVZPtA9HfA4ZcXbh89XMkm26leVMN9f/uwXfX5cV/2TV7vevkDHzQ20pKpdHrf2Vg9LNj03/j6mOH8cWFNmycnVRXlrUMyLJ4ND1/QPsnCBy+z7+t3g/npo2wll/e9je/uvS37jjus3XFecPRYzpvzersnNEP6V3DB0WNbAqQJl/2Ff2t6jnP6zmakrWwXbPSzkOEYGupgwe2Aw/AdjVMJdB5u3h+HD8h8JsAjYfG41o7aWXqMdTYza0eJjtKzx65yAzGDwaxrySS76ZePb6l9DDNgwABmzZrV8v9RRx3Fdtttx8KFC/nss88ANjjn7gcws1nASjMb45x7EzgJ+J5zbhWwysx+C5wCPAFMBpZkWbdTLuxzO/1o7OxmpEisq/4PBvaSJ5bsMQXmTA2fly1IiUgYs8xt1j7D3yEz22cqzrVpVsQxpK51kU2uUu9fjAQXk8pf5BsDZ1JZ9wnLmjfj1r4nsteRU7M368ojYdG0Q3du993SErA+G5GIx8rDh/bpJX19CubPF1HFxjaTUt9xB9QWsPtHRLlY//hM+hf42jJ/7s3su/AKXmAly/oO44o1Uzhvjv8eL2STxMQyehap1BiMqc91KsAbue+Z7Pv6Bfld/6AlyV8qP0P/uo+5yG6hvqy5pYIlFdBPKn8x76Q+IwZXMXXdDXy3/OmW8aY3s7SEgjGzemez78QfMh/fV3Jzt5LlNowP95lW2KyteXwHlJqSDSRnzV1CQ3NrMNQSnLz6GWWDRnHMV8/k0cXLOKehNVPpCFby3wN+B0eMgz0OZvw2Q6NTr0d9sS+8o90XcRUbGf3KlWz30ihOHvg3zqm4j/51n8CgUUw6ZCZMntBhivfxa57i0oyhRnLTNiBMD9hGDq7ixekHh68WdUNB5zOzjsyS6Ghi2Twu73srVfjzTL/AjLKVXNXvNvpuPw6IDiQzffrpp7z99tuMHTuWm266CaClc6lz7gszexcYa2afAiOA19JWfw2YFPw9Nn1e+rpAm0DSzKYCUwG23jq3frMnlP9FtZG9yICmNcyofj3rQ5GSkmsW0XSHzKRuzhltbspTXRDa1bh15gs9S8DaUbcA9piS+01DUIPUP/juGFW2kll2M5SPBaa0LpN5Dnk0W8s6fEh5RNC95/Hw2t3534yKl+XBREEzU0bsp3L9J1QvqilcgLd4Nru9cj5V5j+H6Vndr3yyb0EDyaQyeharqDEYz3pjR148+tq8A5r1j89syRSfEjaSwfg1T8HDv8t7OKdrdn2HfRa2BpGhCjh0xr4TfwhB4Lhl8FNwcb4DSlDJNm1NH5i+TVPKoPnHvq9fwKyKP7QPzNKaWk0aN5IXpx/MeyHNJyO/wCOCry3cCt7tdzwzG67xzU7TmqFMKn8xej8Ai2fzq76/ySOIDJd6yt7mCV9mE5mI86inT2Q/0lRz02x9MieWzYus61zmNuPcitktQWSYvm5jrP46DQ0NnHDCCZx88smMGTOGdevWAWSe3GpgE2Bg2v+Z8wjmp8/LnN/COXeLc268c2788OHh7fQzldP14zJKz7LTggvbTXvnnXeorKzkxBNPTJ881MzeN7MvzKzazIamZpjZUDN7MJj3vpkdn76imR0ftW6i8knmsMcU/r73xW36TE1vOJWnyr/W2hQ0vY/Yny/y24s7aPohM6m3fm0mpQLWr4/J7fObk44SYkQ1VYwakL2DmsLI77CowbqPujq5QbxLWcT78jGbFTYzZcR+lrnNCtsUNEsNa6FrCvNq+h1DRzkUsuVB6M4cCilZa2z3mOKve3Gvf0Bl3Seh0zNboJ3X9/5OJfXZ993rsgeRKYVoTp9g/+Ekmn33VCVbI5kurCklDXXRyQZyKcBRT9cjavJS2S7bSX/yEvYkGuDhn9InryDDCGuimqpRbPOELzL5Qto2qoYybfX/Z+/c46Uqy8X/fWb27M1sNlfhaNxMzfREohyx/BWd09HSPCohKpYSGSoqlqkF4pWthxKli5rhkdRjBpZ0RNxq5f0GZQmBGJUZ3sEM5KIb9mX2zPv7411rZs2a9a5Zc9mzZ4b1/Xz2B2bd3netedY77/M+ty95xpEKZFk37QnLlSteYunzb6Z7MadhmecgohSMjATMpBWwtEUqleIrX/kKjY2N3HLLLQC0tLQAuIO1BgIfAO2Oz52ufVj7BxrOLZkkkSK/55BaRATOiD6es/2CCy7giCOOSH/esGEDZGJ2/wgsBhYBX7IO+THQDewNHAY8LCIvKqU2iMhY4DbgeMO5laNIi+ERk85lxegTsixr19mWtSLqOJr69t22DZzdvSSnJvDIv3pn/isKY41La7tJ0WyIa6W7nJZC0yr6Hr66nqaUmnwebtYdNLH58DnlzUx59NXsvu+CrPmNvQBSVgXPILcjZWvZLYW+lvQy4MyhMGbMGH71q18xdepUXnrpJdBz4uXA2cCDwH+j8yAcaZ3eSiaHwj7AUyLyZ6XUbxw5FEznloXesthuTu3FKI852HaVKTMXj0XZ25RVPqjiF/S4QaNKewfL9dsQgEq5fVcrdatIDmmOsX13gkmRlUZXSiNB4kFMPxRjTuKAzQ8UVgx+51tw/X7ZJQF2vqVjihqbSygsn6tEKgXN0skpjb9l4rGzHO35vNytGSPc6gVPgmMQS7sMR96DH+a+6PMnH8L8yYfw4bkPA+YyIwW7dD50iV49N6CU4qyzzuLdd9/lV7/6FbGYTmo0duxYIFNbXET6o5PvbFBKbReRd4BDgcesQw4FNlj/3wB81evcAnvvydLkUUyPPh66t+5BRFzv6C9+8QsGDx7Mpz71Kf7+978DsHTpUoAdSqlnAUTkKuAvIjIASAEnAx9XSrUDK0WkDfgKMBc4A3jQ61ylVFkWQAqiSCVl8viR3j/IRcQOmvhp+ye4i9wSHGWdkBtDBqyX3jQOd2yHKYuDTarSk6+3Mu0NGr3Hxe2URKmT0HFTeeH17dmxWf8WIDarwInziuSneSpxNrMbluUugJRTwZNIpsSUgxRS9tp/4PO+lwG/HArAYPzzIPRZDgUb39jnEriJLzFf3ZqTb2OAdDIpspI1Az/P7GMPQkzx1UHjqE1GGCexOBx4TGnvYBl/G3ypoNt3tVK3rq3zThzLSQ2rWBi7zWdiLhD1yFTasS2/CdyQpvqEV0/ihUOu0al/AyOGunIKuncVcB0z9nTVLuOxIHY7kzd9P2P2F5+C3+uXaUW3dRArO09K15P0chk2ZYyzf9R2pL1HS2T1HfDdEcbv6fzzz+cvf/kLDz74IPF45gf1pJNOAugnIieLSD/gamC9Y6C/G7hSRIaIyMHAOcBd1r77gY/7nFsSrT0zeC41FmXOc1QzVPoelKp8m+Xm/fff5+qrr+b73/9+1nbLIpn+RVRKbURbID9q/SWVUn9znPIiOm4XcuN6nefWPqWmvHdQdFmOQjCEDCiUHsv8Mi8GcVtz14e029v5Fh3Lv84Lbbf596+eSkmUQok1+Vas3cTpvx/NkZ03sX/XUo7svInTfz/a290t/cwH6cXjAjKwLnzkZR7wKPEieGQaLuW79VAiASKian6i7MyhAMRx5UEA7BwKQ/DOoWAaa9PnlrO/k8eP5LopusycXUEgnQSyBP6v+1PsInesa5QeFgy6P+MaX2K9yRcO+EZOJtWUgkS0mSx3+lceLa0uZhl/G3ypoNt3tVK3iuTk8SP5zoDl3tlM0yhIesTjde+C5efogd054DoH/GuGMuGPc1AKLkqczw09U/lOwx38OXIaE/44p4CC497up+XGrUs3JDu1MpYnJlJbRs9J34+QqSdpjDG9/7ycZ7ay8yQ2Np3OENopG/b39FBWmAJvvPEGt912G+vWrWOfffahpaWFlpYWli5dihWvuBH4DrAd+CTZbn7zrP1vAM8AC5VSvwFQSm1BW39M55aEAqYnrmAXTXmPLSe2ElZOZazSVtWUt+N41aMgPbm86qqrOOussxg9enTWMQHiev3idgPH9YJOEiUiq0Vk9ZYtZXTp7C1MipdEClaCgpRtKplBoz03CzrZRclFwX3qQ8bpYsKaOXR9Z1/vZ1NEKYlajzczUuIk9JoHN5BIZg+miaTimgddzituxd89F3BPnF3K4IT3H8MLhculrpfKhNTmqJvBnUMBPSc2jZdly6FQ6jjrm7+jSBQ6O74Xzc74SVN8dUAr30V/PpBLXaX3LkrM4rOxpdmLZKUqgmUuh2KkUom1qpi6dW0Fl/AXy863YMUsWHEBpBxKk0oiZGo4NpAkGnBUVVgDcGP/slkcK02j9DBEGZRCu9D42iXw2rPY5UeCPp+CWX0HjDkyPZDtu+++KH+N6AOl1ASvHUqpLmCG9ee1/3Hg4NI67M/libO4KbaoIsqYUtlKXzmteu5rByGlCBaI72onKt4d97q/anIdFrRV4cOyhccff5y1a9fmHGPF9boX/ezY3BT+cbsFxfUqpRaj4yiZMGFC1dh4V6zd5B0z5VXyAzJjEASb4KxfplPnByzbZJ+TdkO0k+F0bDe7JK5fBt27MuO/i3jHO/o/JWRezDfJEoGmxA69AHf/udrSZLu9FuEKVuvxZkaKyTDsYPvuRLDtPop/Gvs79XC3XdB4B6qbnLwFOW6tpbr5xYd6L44X5HlVXXjlUMB/PC1bDoVixlnjGOikhJjCqAib1TBGeYUfueW+hDjqzTs62MTErEywAOK23pX4DnL01fDABdnGomhj+TNQG/pZ9sRaVUxdK5KBfLGDkPL+UbDxt3rmYk8iVNcudks/+tPpe3y14jshT3TAa89UrC9l93vvY5IIDb1kqU4qQdBWvAbJdlkyfae2gtlbSphSsJ0WHkweyenRJ4gZFEMv/Prk3leu/hej8HqxTbWwaUcHTz/9NK+//nq6VEx7ezvJZJI///nPfOELX6Ctrc0Z17s/0AT8DT3xaRCRA5VSr1iHuON6DzWcWxMsu/P7fOr1RTwnXokMrHf+/vNyvSq8Jsqm+MHuXTkT7ThdHLHxR4BHXJt7Uu+Ob7dqCvPKoxlFs2snpJJGK46AVvBA923CDN84cE8K+c2z3RXt/hqTz72l79djfK31eDMjpdQkLYSgif3WL/OU8ThdOeUZgNxMw6Vad467Xi+oO+dCkVivFF0PpDCViCmHAjqEwDleVkUOBVPtSHBYnkuM6/3yJ0dzwx+mssBVZq5bmmgso9wPtvKXeG3PohzvoHtlvDfiXyqVWKuKqVvXVkAH61YxIhBXnTUf21UVlNvvvQ+Z07CMhgIUqULZrRrZrPYqqNzINtXCJjWs4Lb8ZDtludK+nRrGNxOz+LeuxczrmcG3EufzQaqpKt8LpfSz+Fnyc3Qpd/Lfwhks7UyOrmLmzJls3LiRdevWsW7dOs477zyOP/54HnnkEc444wx9qMhnrMnJtcBypdQHVhzOcuBaEekvIp8Gvgj8zGpiKXCi17kld74CvNB2Gye8sUDHYYv2ALkptohVkbNY9/DizIFG13zHuOATP2gKRVC2EuWOLctnSUp0ZIcOdGyDVAELjiqpz3e57eel2AlfokMrryYCukHWWryZkRLd9wbH9aR4UmQlKxsz7tJf7vd89oH5rCvOpCMGGXeXZwB4yp1puFQ3v3FTYfKi7OcxeZHn8yilDIKtMG3a0YEiozCVu5SCKYcCsAP/PAh9kkPBVDsyq8SLyersDDXyYf7kQxj4idO5vOectNvp9tjeNJ50S1kX6TsT3nK8Y3ciW2ZKfAd54tpcI1AqUVD5uEB49DM+5Zb8ibXqiPq2SL7yaF/3IC9Cdbna1SymOms1iCmzbaGY3DhbpIsB0pW7w4chsotrEtNZGLstxwLv5y7q3J5SsJt+NNOVlV3QTVtKu738sWkmQ8sZU1sgXvclArtT/ZjXM4M1qY8yr+Fuhkp7el8h1wLt7n1V9Kc0N3+X5ua00ZGWlhb69evH8OHD7bjeN9BK4V7A48DXHJeZBdwJ/BN4DzhfKbVBt6s2iMh5PueWn2Lcqx66BNbcpSfLEoXDz4QTfsDoPy7MicMWgaG0MyexCB76AF68x3xd50Q5iBuhC6Ugdf8sosqakNjZtCsQ1w7A6jv9rZJOC2upmJRxCOQG2QvxZu7gMWO8GTATSFv08xHI6uV037Of8/KZgWT6hEM/xPt/uCfLujNKtnKN3AbrD8mca3LNBn+XYwd2OS9wZFHv2Ao/dGTq9WxHtNz88OPB3tEA7oyBLGc++ClM5bLu2DkUmpqa2GefTHn62267DaAHnQfhFmAJ8Htycyjcih6PO4DrnTkURMTv3KLxrR1p41fb/IEL9P/zfH/zJx8Ckw8BvgtA3llVEWN9R0IvYKdlVbayWQ1LzweyZaaEUkSVSrYDOe/GirWbWLjgyV61qlcT9a1I1oCVKlQiy0TXTqP7Va1gl6wxxikUiCkWqxiZ26z20kpfgizlaTstNNJDi4d7trudiMCOVAsf774zb3uTIivpT+6PZ7ljHIu5nq3o2wovwKtNpxtdFntUxNf6OzSSqyw73QUttvnE9W4DJpuur5S6B/DRtspIMe5VD12irW82tjXuvb/zL2qLMaNHs3Rnn+cmEsu20OVRtrxkISKAcrthVdJUrsyljtzPurfx+T2tpXizFWs3sfL+RdzLLxjRtJXNu4fxzP3j6frVH2hKWHqtXe5i0GgYun861h8IJNNP/XUL93rUr25UXdkK+bip2gV69Z1kyZXtwjduqrVw4U0KuKFHX8vOop5u006U9+tLtQtqOvb2LbKS/JWxvl6pimAghalE/HIoTJs2zTcPQl/lUAhUO9LPrT3ZreWgzGUvinWldcuqs2RGW2pieRYPSo2xLJJSF1Nqkfp2be1lgQmpIlLJ8rssVJh5J2qvrRt6prLblR67S0ULcvXsUlF+lvxcznWKcRe1C1yDHuQP717Mfl33sF/XPfxb12IuT8ygW2WvSZnaGSlbs7JimpjTsMwz9rhdNXk+m22qJfC9OTPUJijcPTXlMWxuNrj9phRckjivKLfgmsTPvcpUdmDNXd7Xeu0ZOqRf8X1JJfQk3cbPdbOKSb1wBxdefhln/OR32TuKsLCWhOH31Blvdt999wWONwPece7HP7a3bPFm6x5ezLWyOMtd+nR5LKNEQnb86GvPUGg21cPff8zsWWJbAa3s73oxxOP6v75U/99nHiNAY0OElY0XclNsUW4WddBu1fYE/+I/WS54ee6nSEpVBCtSgqcGmX3sQcRj2eOXO6O0V1mNLAJUElixdhOHXfMoH577MB+e+zDjr33U0614xdpN/GP55d5jvS23Pnhl/LdLZthkyYyjBB2tg/T/87nrlpoBu0gCuSHXGfWtSHoJUkh1IlHY7z8g1r/4a9SABdqPyeNH0hyL0JaayFxXeuzZiXPzKiM9KpJ1/LyeGTnX2V5AHU+Fjl+cmzjb0wXV5sHURL6dmMkOBqCs80zlOERIT96+F1vsqUzGosLISG7cD0B/6fZ8Nv/WtdjzeC82qWFpRfjbiXMLVq6d1kU7BmqEbCXluk5Kwc+Sn6MtNZEbeqYa26krpwQ/9ypT2QEfl8pmOnMWKQpi9Z2ZtvxcN6le75CI6IWVVRu3ZSuTlRzv3NZdB7UWb3Z29xJPd+mCcWdTdZTWuCm2yP+9dsfpetGxTVujfSa+gqRrOedNfmcrikFc/txxwQ9dQtd3xqBaB6HmDWJH6yjPmqSlKoJBFKY9EWftyC9GVrKu37n8OXoakx/4WFqpsstqFJtbYMXaTcz+5Yv8e9dT6bjeF5Kn8cUVH2Nz6wF88/LL+PSCJ7lyxUtctvwl7S3iRZ467Kc0/tZYBs4Z7zticJwVazfROn8eXfedl60Id2zT7rp+ymSpMZZFUgmrerVR34qkLUj5UlTXwkp1rH/Vpdouq4PXSf8D216FxG79wk84y7AI4PNrWQcW6O9OGUcsKx1o5il7WSptdqtGLkmcl1WUGrQF0VmsujUxPfcakZhOi+0kFkem/IRR127k5u9ex42nHZZVAPnG0w7j9QXH8/qC43ltwfHc/KXxDI716JhfzOU4nDRKD9fEfpa1bUhzjIWnHIoYvkvbxdZdgBtARfIPZ07rKuSmzXdimpjZCr3tnmNbNiKSnUDoosQs5vXMSLdjrA9aZe91SQSJVS7A+iFATHr0AkVRA47KtFUL47wBe4K1aqNjMlXJ8c7wMvjV7CUTb1ZVNXtHGBapCibWrCfxy8/JscyI6L+SE4atzhcGoHRN6CDYyqtf4h3b8rP8nCzFWK2+g6bEznROh8F8wKFrLs9RJktVBCePH8ndR7zB8/2+yatNp/N8v29y9xFv1K1LYCFMjq5ilZzFTY2LGMwHmZmQpVRNeP8x2lIT2aYMi8V5FukXPvIyx/Ec34tlrPUNkkIERrCV62K3c/j7j7H0+TfpSCSNXjiAlh8v7xPgishdxt/W7SrTxw/vFeey5S9xdvcS78oIye78vyPjprLis4/w6X7L2e/d6/n0r4aVPXGTmz3Rqi556u1VHRMmTFCrV68u/MT1y7TJ3W3ej8UzqxStg8rTyQAEjs2KD9XxDc6g/0rGxXgi+kdn6P7lKfERHwo9Hdn3ZCs3CavOph2zEh8KnTtzV3KjjfDFHwdabRKRNaZ4s96gUJl9oe02Pv7Hq4iTSYizWzUyN3E2QDpAPYWOvdvkCFQPwqTISq6K/x/Dk1syAfJQfO060D8aXvEIErXcxo6tVgAAIABJREFUxHzGmVZ3Pg60nHvUgGqVWdzV/omcw0cOjrOq8yTPyyulK5maEvz8sWlmOuYzHwr4Zvcs2lITWdl4IaMiue5rb6eGMbH75pztkyIrc5MVRWLG7IdOKi2zEFxu7cQl57b/mGkNjwdfnZzyk4LH3WJiWhWwf+c9vNrPHMda7XyQamInAxghW4kMHp15ZyuZ+GfQaO0aGZBqldnt3/koQxLvVqhHZcAuTxPANdEPBSyXL3BM8ilaIl2578J+/wFv/6GgucUOBjB40OD078YLB3yDc9bux44OHVc8pDnGvBPHBlMETXM00297CTUTTVSrzLJ+GT0PfMN30cD+3ZkUWcn3Y7eaS2gNGu35rPab+zAvNc2gRfK3Afr3LG+9a+f82kLNG2Q8Z5tqSXsXRUVIKsWrTaf7lNoSaN1hbN4drwh6YeO6KYf02uJEpdvsC5l1U98WSRt7wOnYrhWR+FCyTN2gJ8K9gUQzFgeJ6pTWahjPpcbmX62UiB5Un7g2s7LjNtf7rrL3wrRp0Gj94l78Jxg/Lbg1RaJ64ujlsw65P16pREaJhEzMSsc2/Vycq2vxoYGVyFrgiI0/ylIiIRM/kLHG3cNHupYwPvJLRl27kaNO/brnSvDeA7ItjQ0R4ahTv87wq17JfI/leG5Gl8aU70Dvi0cNqOPHjeCUxt9mpdQ/pfG3esV70GjPy3Q0f4jPxJczsftmHlafAbTiOcSqW9WamB44xrM7Nohfi76GKQbKKx0/aKtkq1zA7viHyJdCv1awfzQPf/8xpkULUCJBL4gVWN6iKBdEBc81XkhK1aoaqTMt21aCrKQWlUz8U+OhAzY3qS/nuKFXNTvf0ounJSLAlNRvGOClRAK8/lzBC9SD1AdZlsvD18zh4kTGSnl0zzMc8+jR5vhoG3uB3EtZthPFeB3vaJvlM/WilF87NcruX1+d1/I8QramM6H61qD2Ci8AvtTv+bw1zUdabdjt5MXpfWK7S/sMw4PJzPmS1o+wr+Uzj1dGJeMV7bI3F9+7jqaGCEOaY2kPriwl0qucVI1T31lbwbtwdCwOUxbrCVxvW/hUEhr7w6WvATBxwZPp7FuTIiszGTDF4/1yBvw7s685Uw23DvZrvKy3khWo7PXcYnHzc1TJTJ/dq4g+Wek8SSVgwD5w8ebC76EWMEzY3ApKPBaldZJO0GMPUkUVci6xkDGQP0NafKj3JMG0EGGoAXXEXxYwPrY7/aM6SrayIHo7DdFDjQWMm4+7llXjjsppwlaC2hI6G6229L7Hew3D+XXXOE6JPpsVS9UT7UfTid9jYfJQFj7yMjs6WjzLkyQaBzEyHjd8D8cD/+19zzXIwkde5vPJZ/hB7H98Vo0N2LUWexkRLSc15nyTRY4CbScwMr1XvUGdlFj6afsn2K/hc0yPPl61cbFOUkAkT3xvUHzvV6V8dga7XkRgevRxTow+z4PJIzlVnqW5w5FF1v27ErR8jR1355xD5Mw1yp+Ftlro1/GPQMd9L7aYRunJf6BHOZ9vcE/e90EEFsZuQ5Bg7YCezzjmGH5NOEvZ2NzQM9Wz7BjRxryJc7wy3fptL5YrV7zE0uffTM+4d3QkiMei/PC0w7LnYOWYa1Uh9a9ImrII2i9RJTLfORQDZ8Cts3yAAK/tfan/gOrMvmYLnXECb1lnylFfDDIT/uUz9TPr3uX9XCXqnUDA7o9XLapi6qDVyeq4J4bvtLN5Hx8FRSuTRblO5HtHgmBQ4tID/XHXw4pZ2cphJKa3e2H6fju25QxaDclO3Vfb7S6gu5NT+X5wx0TWNH8+/UwHrt3EDQ8v5uzuJYyIvEdnfB+aj9PPY7J97vWNeFQooakhwqpLcxXXemTC+49xXex2GqTwSWilqQWloSBUsnJKJEB3e82XWAIdqzRvxwy+HH2CxoqWcikcpawF5j6WXVMpKS/sOq+eirrzd6XQRfwHL4S1S+D1lXkTZxX8+1XlbE7t5RlG4SQi0EhA5Q5yaojuo7YG+pI94xXxkZFBowLNs5WCJ1KHZW2zLZ8xklkLgbvox3eSM/lk8tPmulfouNKroj/NKlfWmpie9kwqByvWbspSIm08S5iUY65VhQRSJEXk68CZwCHAz5VSZzr2HQ38GBiDLsB6plLqDWtfE7p46ynAbuAGpdQPgpxbNvJlKDMqJKKtls5JabFKmUS05XDQKL7acrJnjNeIwfFgylGiQ1sn1y6Br7bln8CXam2NxeHQ03XRb+cqigmVzLVM5ku57FeU2UQdJNYxcuAxnpaa5rH/xaoTekFBKUfhXpO12VkvzW+/m0LfN7uvAYpmOzEp33r7NcA1ADR7ndyx3fuipu11yGWNv6QZj5IDIfVHb9Si6wNmH3sQK+9fRKzKlUionsWPYrph7Ls9Vhe6iJ/oKCwnQ7kW0auA2xunMSdhKO9SCg6L2D9lOPtgyMQaACE3hl0p6N79AU0J7/AW5/Ei8KXoU5wYfZ7BtLNdtTBAOj0tnxGVYld3j399xvXLuL7hf7IU36G0873YYkgA/Fd6ux3nX7A3F3oh2jSS5GRqLcdcqwoJGtKyGZgPZKUQE5FhwHLgKmAosBq413FIK3AgsC/wn8AcEflCwHPLg0nhsJU7MTyCQaP0D+bFf8rEkhlisPLiSH1/pfofTmn8bdbudFazQpSj156Bn07yT3Fs7yskW2EklhtD+sqjwQf8+FBoiGd/zpdy2X0P8aG5WUSdxOJa2aozP/M0rzxa2PZS8cviVwju98X9nefb78RUA8rkCtsXCwvlem41zN74r5KH1Bl5UvvXApPHj+Ta/vdVjZK2x2GPj5WYPNe4rNq8svcX0mWvyu6ib9V+HMaOkq9tZyq2ryMCTYkdRkXL/Q42SZKh0k5EYK9Iu9F91s4Z4Rvv+MS1ntbTRunh8sZfpj/bIS6bdnToHCY7Orhs+UuBs7v6lfXIydRap3OGQIqkUmq5UmoF4M4iMQVdXPiXSqlOtOJ4qFUTCmA68N9Kqe1Kqb8AP0FbNoOcWx5MtSRt5c7LRcJkQQtcl9IqguChwDUkO7m2/31ZpRTSgbiF1r20V+f8JujjpurSGkGuGx+qk39c+lr2tYIO+JGYdn9yulv1BFRAnfdw6Ws6eY5TsXQqt7aF1Blo7xE8XrNUetWqjwr3+mJaIDnu+urpazU+twrTEd+nr7sQkoeyTzwDFByvdpo73unrLuwReMre0P31v2WKufUV74Blhqqd51/dnq5H3Ct0bKOBRODFlXxjivs6trWynNg5I0yKnPKZLzkXQEtNyGMq6yGQW/amTucMpcZIjgVetD8opXaJyEZgrIi8C4xw7rf+PznfuUDJRYfTuF3qJOKtPNplCvK53DU43DZj/XXdQ+dQJlGtuI2bakyE09zxD1a1ergoZvX1LazXL8hd+uPlVnjgMdrCVYqbYXyoTiRkX8MrRXmx/t9+Loo//Hhd+pmnyZe4ptwU6nZaKfxkoBr6Wq3PrYLckDiNK9RN5lTzIX2OPakrpnSKJ5WMy+wtTLH8IWXFU95ee1Znay6XHPkFcNa4y6BNUql03eJqsKQX04dy91tQ/L1pGg9EjkEnscvmXYYZXXUFlY4P3bzDu76mn6XRyexjD2L2/71IIpn9G/ipA4bmusfW6ZyhVEWyBXK+qZ3AAGuf/dm9L9+5WYjITGAmwJgxYwrvZZAsp/nKFHgGhqdgwgyzQlaMQuCePK9fpmMiS6XA2LEsTHGYzvqWYH62dtaucr08depnniZf3GtvUIp8VJpq6ms19aUPuKv9E1zV1Ne9qF1SisKz3RZJuSZyhSReqVpCJbIPUajVd5RNhnzlusZdBm0EnVW87DGSZaZsi1UBEIEGUkxRv9ELEyf8IGv/dd2ncoNXtlcby5Ptqy3nmvOWBCSZzF1I/cPr21mxdpO3Mllnc4ZS60i2AwNd2wYCH1j7cO239+U7Nwul1GKl1ASl1IThw4eX1uNifZRN2ZZeedTsVloOM3Y1CJxfHKYT0zOMD9EZO52uqCtmFe+KWqd+5mmCPu86xa7HtN/ch/n0gicDxyqEVJ6oCJEaSFpSDsrlmmXHEL2dGsbPkp9jt/KJB69C6uLbLjbfQUh5qJQQ2W60NU5zY9RYt7iaKLcSGWTMFYDVd+ZsXz3w88xOnMt7qZasuM0sEh3Mid2bVYN7UmQlq5ouZGXnlED5NxY+8jJeOcsTSdUr9SqrkVIVyQ3AofYHEekPHICOfdwOvOPcb/1/Q75zS+yTP8Uqd8VYwcqlEJh+9Cr5YxgkUYrp2fZ0edYELDrWpk79zLMoJDFNHVFq4HtIZUlWsDijcTJQIUTKM//tQfhmYhYTu29mXs+MdBKNlJKaqHVZD17MLxzwDToITel9RcXcM19fWaGGepfd3Uk2q2F93Y2KEzhmE5Wj8P3nwcNpS03k8O7F7Nd1j3Hsbu74BycfPpKoSNp9eKRs1e6vAfJv+LnABnWPrXUCKZIi0iAi/YAoEBWRfiLSANwPfFxETrb2Xw2sV0rZMY53A1eKyBAric45wF3Wvnzn9g7FKnfFWsHKoRBUUnFav6z4bKimZ5vY5X18x7bytrOHKFv1TKmB7yGVZWQB7j+lkFRa+fpmYhY9qtT1z+Ipx/w3Joo5DZnxri01kYndN7N/11I29eFkMbASW+N+rSvWbmL6C/tyafdZlgKf/94rqeBX+2JCXy/oFESduDD3i0V4Ve1dO8+9wgjoEDDHXPKpv2ZHzm1XLbknAl2xgdy3ZhNJpbzdh+38GwZGDI5zTcOd/L1pGq81nc7fm6ZxTYO2kA6Kx/YI76qgMZJXAvMcn6cB1yilWkXkZOAWYAm6FuSXHMfNQ9eRfANduvt6pdRvAJRSW/Kc23sE8VF2x/QdeEx2LUWonBWsUgG67jhQR42hwG15PVvfGE9VvnZCah7TCt6esrJXa8w+9iBY0fvtdNBIW2oiAIcn/+Zd7NyFMwV9tWFnHHRzQ89UFsRu75NYqKBJeXYwgPLk2+wb7MWqNiZCD4GedyVlqBrl1Yld4iGkcnT1pPhU41+qXjb6nJ1vsfu+C7j83nUcrhT3Ni5jhGxlsxpGk6GUSEcilV68NrkPp3a8zWcWPOlZX/J7zXdzZEfm96iBFNOjjwMwr2MGOzq0N57tXQVW3cty5g3pY4KW/2hVSonrr9Xa97hS6mClVFwp9Vml1OuO87qUUjOUUgOVUnsrpX7guq7x3D7FVqicMX0v3qPLTvSVFawSro6mONBSU2ibav+Vux0Ht9xyCxMmTKCpqYkzzzzTvXuAiPxVRHaLyFMisq+9Q0SaROROEXlfRP4hIpc4TxSRo03nhpSOKcC9kMD3kMoxefxIuhsNSbYMFGPR6E8XoONXTo0+6zuhUgp6VIS7k58rrJFewHSf21V/VjZeyKtNp7Oy8UImRbQLXltqYkmurj1K2KZaSproi0BSeX9P3aqBed1fKf7iVcAmx6JULSQwqUa83j9lkJk+53vlrSjXF6QURD0j8ULcNEs3V0V/yoLY7YyKbCUiMCqylf50eh4/ULWn/29yH96s9mLTjg5m/9+LOVbFI7Y9kFvuRGBa9PGcMb4jkaS1bQOt8+ex+74L6qaEXd/5CFUzxSTWqQd6KxvqcddDNEBCiTJmXR0xYgRXXnklM2bMyNq+detW0LG4VwFDgdXAvY5DWoEDgX2B/wTmiMgXAERkGLDc59yQEpl97EFZge8A8Vg0tx5TSNXQdOjJgWIHlYJ21a8kBS/fxF8p+GZiFh/pWsK8nhnG4+xjy4HfdUT0JNBJl4oyQDqzJjkLYrenlUnHlQvuxyWJ82lNTCdp+GlPBpzoC8J+XffwzcSstFL7dmoY307M5GH1mYL6Vc3UQgKTasdWHkUyf1WlTLa/Az+d1Ne9KImoiPGdDsllqLTn/E6YFh93kCn/cUPP1JzkZ7tVIzf0TGVSZCVPRb/BpAfGZrnQRpW3gh8BzzF+R0eCs7uXeLvQ3n9eceFefUyp5T/qk3ovL2Git+oXBq3lWcasq1OmTAFg9erVvP125ntbvnw5QKdS6pcAItIKbBWRg6343OnA16xkUdtF5CfAmcBvgCnoRFKmc0NKxHYbWfjIy2ze0cGIwXFPd5KQKmH9MnrWLg30QyICO1ItHB1ZV7CL1jYrviXIxH9OwzLo0da97bQwlHbP44K4xuazfG6nhQeTR3J0ZJ1O0GA4/u3UMEbIe2xWe9EsnQyV7D41S3e638W6tu6iHwALY7fRILmTm92qkbmJswH9jPz6m0InnmhLTaSte6JrbzVpCaWxWQ1jVKhMloSXDFWdC+Zrz/R1D0riy58czdLVRwVy6a8leqtcSCHXdC96dKhG4ujxN4UQp5t5DXczQDpptN1jd75FzwPfYH7bBq4kQoOHtdjdh2bp5qbYIuYoPfZ6dyaZvn7B4V59SKhIemFSqCSiVwtq3J/ZSG/WL3TGNHrV5KxQvOmGDRsAdtuflVK7RGQjMFZE3gVGAC86TnkRmGz9f6xzn/NcIFQky8Tk8SNDxbFG2P3rq2lOersMeWH8AfUhoQQReLXpdFJEiPi4eInAKNGrvySgNTGdH8YWEXX9qJsmMEqBQtis9jL2VSnYpIZxQ8/UdNzmPGBN40z2klyldbtqYWL3zenPrzad7nndEfJeSa6WSinmNdztWTctqYS5ibNpS030sHzm0iCp9DO079GmUgmWKsETqcOYLtmTc+fE0iQjpS5ClItK1u0rlGrqW63XPp0/+RA+/PwMTos+Qz8S+U+oEapBPoZKe3pMdC/iRa1FM69xvSHZydmpJSxNBVfw7d+nlAogj3a4Vw3oGaGt3AuvLKlgrRbUvj+zkUplQ+3DrKvt7e0A7pnWTmAA0OL47N6Htd+5z70/jYjMFJHVIrJ6y5Yt7t0hIXVBv45/FHS87frmR0ppC2RKCe+lWhCEodJORLSC415B9nKjsy18bamJnmUeTH3YplrYrPZihGw1upJtUsOY2H1zjoJluqZ7u18cTimuli3SlWPptImg0kqkHTuU73tIW0kdxKJS827mEcd9nxB53jO+aZtqYVcJ5UHyWbJNdKmoJfvm45x1SO9Ofq6oLMYJJXjUUC8r1aAkZFEH87VdKixZU25E4KbYIn4Yu7XgRTx7sbHQVyniEfLgSY14QYYWSS+CuGLW0GpBQVQqG2ofZV1taWkBXcbGyUDgA0j7wA2EdGS2vQ9r/0DDuVkopRYDiwEmTJhQP75gISEONqf2YlSkfK6BSsHPkp9Lxzf+sWlmjpumTgYjCPhaDu3MqHaiHq+2nJNdO3bRXn2OkMo5Rik9eVjZeGGWRRJgsMGFdjDZ5Y+8MrN2qSjN0hnIalKKpac1dndBk6UR8h7XNNzJGdEniZIiJRGim74G43+Q/+Qq5fRPjmHJ828CGBXvodLONtVCi3jLjh9+389u1cgvk//O0ZF1jJD32K76I6JlZLPaK0umrmm4k2nRx7OWM7bTQmties4ihtsiYiuhimzF2XbHbk1MB/QEOp/S695fTZbGoAjU/HwtIjDEIK+1TDXIk0jG+ljoeaW4G9shDwqIehXoLWO4V28SKpImnIpOqyErYY2sFoRkGDt2LECz/VlE+qOT72xQSm0XkXeAQ4HHrEMOBTZY/98AfNXr3N7veUhI9XF74zTmJBYZlZN8boJOUi4lEmCIQTmLoNikhqUth14xKpvVXnn7ny920ctaBdnus/ak3hRvt1ntxaTISuY0ZFLRu5WJAR5t23SpKLuIp5WNwdJOi0cGwu2WQ4VXTOh2WpgUWWl8nqbJ3C7VmDVRipKC1XfoDyfUpjI5f/IhaUXSj0In7UFqUdruxfP8DwVgXs8MY8IopzyliHjK6dsp7X6tj3svR1EFmKOWFRwjaieQilRo8l82RaPG52tKVS6mt1LK3W7VSIqI53hWKxT7nAS9KLlNtTBIcmutd6sGXjzgGxxRWvcqQujaGgTTqkCNrBbsifT09NDZ2UkymSSZTNLZ2UlPTw8nnXQSQD8ROVlE+gFXA+sdyXLuBq4UkSEicjBwDnCXte9+4OM+54aEFM20adP40Ic+xMCBA/noRz/K7bff7txdlSVrDjt+JnMTZ/NeyrvkhIh2Bd1kcOfsUZF0RtCLErPyZlp1YmfE83J3tTPtQUbBcrMdHbu4f9dSJnbfbLQomnC7fpoy/j2ROiwnFf2p0We5oWcq+3ctpYN+mSQODmz3xdmJc/m3rsXpfl6emEG3asg59sHkkbQmpue4OvaoCK2J6cxpWObr0uvV92bp9j5nzV3mB1PlXLnipfT//WTD5ILs9azcWUtN57kticXgdE+25d+LEfIebamJWTLubv+Gnql5sw6bsN/53szQ2qMiPJcaW542any+NmJwnBt6ptKl3A5V5SWl4O7k53JkvNwoBatTB3J5YkagtqoqE3AZsMeKvSLtNHhYIz9Q/Thn7X590LPC2bMVyfXLdJrdfOl2vWImK5QcpqoJ+vz6gPnz5xOPx1mwYAFLliwhHo8zf/58hg8fDrAR+A6wHfgk8CXHqfOs/W8AzwALlVK/AVBKbQFO9jk3JKRoLrvsMl5//XXef/992trauPLKK1mzZk3Vl6xpS03k8O7Fxv0jZStPpA7zjG1cmjzKOMmFTLZWN14WGKdSalt+QCfccSte3aoh7d5nY1Ic/LDdZyG3BqTdj6Mj63Istk4l1BQXqRDP59KWmsjPk5/NirERgVOjz3J45G8kXQ6y9mdjOwqu6Znu2feIwd1LeWXdrhF+/vtMIj0/2TAtDLifVY/KtQi66VJRrumZ7n9QQIImZApikbczGxfKZjWMw7sXp0vElKIIeCmjSkGninFJ4jymJ65Ix4IGUSa8jlEKOPCY/CdXMbOPPYi21ER2UXyyqyBWc9srZG7i7JKUt3znisCnIn9Jj5umxUgnQY6pF4ZIOzs6aiOx0p7r2urOHOqXbtcdM1lE1tYVazcFK2mwflluOwW0HbgdU1t+9+Q4vis2EEnsopFMOmTj8yu0nTL0tbW1ldbWVtPuD5RSE7x2KKW6gBnWn9f+x4Har3AcUnVYbtcAiAgiwsaNG1mzZg1Uacma1raMV7fJxTRJxLPkhwgcHVmX4+bndNvbrlpIKnKyrnoRQbF/19Kc7W2piZDA18UPvGMX87l4uSfrXuUybpRFnufaSqjJXU1QnrGYoJ+b27WwWbo5I/pkjoWqSZLMaVhmbMe2lGWyuWZmainEM3ZIb69Nko6ZaF7Z8Nlnf8+vGbLwOjMA2+e5XZy9vtt8BEnIlPKJ5XXTmpheUMkZZ10953vaSSOD2cV21Z9BsjtLDrtVA91EaTHEK3uNDQ0qmcmKbLn5/r1pmucYkw8RdB3wGmby+JFcdO+6gj0nIJNp+onUYXlj+myvkLbUROapuz0zlnpdXwEpIkRJsUkN06ECefoatb5Le9z0e5eeS41leuKKomWgFtFj8vF93Y287HmKZFoh8Sjv4ZdAx12+4olrYfnMQErNirWbuGz5S3Qk9Cruph0dXLZcu9dkKXleyu3yc8H50vgobIHbAXjoElh9J+lJw8639P28+Xx27EvW85L08U0Jd/JSMgVVnX3zvKdz9J+TQaPNSvObz3v09RzdX1Tm3BoOpA8JAZg1axZ33XUXHR0djB8/nv/6r//iiiuugCotWeNcMTWV5YiQMk5+nRY9yLjt2ZPavaQ98Aq0nwXGux5i7jFuxeGJ1GFWLKPuv1N5c7rP+rHDUMvSLoTtpcBCbikTpzJgSjAUNXwHI+Q9Lkqcn9OObWFzP3e73QQRojlJrmF3qjE3VXWNIJJtLfGTjSBy47eA8pGuJenPkyIr+V5scdqNeZRs5XuxxZ4lVkxMiqw0lsDpUZnttpya5Md9j065TyFGd1nbHRHIupe9pJ1u1cBFifNdCnNGAW+N3Q0GRdILpyzb1/NKgOXunwm18+2aLgECMDgeY3PSP07S/Xzs+rH29390ZF3gOMug8X92JmsnkyIruTG2yDeW1p0Ze5tq8VRcE0qYnrgCgN+m/pXPRDb0eYKe3iYiVk1kruvrruSlvhXJ9cvg15dCxzZrQ5Tcyg/ZqJ1vIT/8uFkx8VLAHrxQKzuvPKoVoPgQ6OmChA6g/SwD+HzyK7SRGcg7Ekm+texFLr53HSMGx7nxY69wxNq5oNwDuMeA7lR4HZa6IxnG55OnptuZFFnJHFnGiAfeg6cdCu/6ZZmECdl3r7evvgPiQ7PuIb0/HyqZUXRBK5ZB3KBs5dC1TVnbvMcM13cAoTIZUtMsWrSIH/3oR/zud7/j6aefpqmpqRwla9z1ZzxL1oAuWwPMBBgzZkxBfTcnmzGvTtvKlI2X216QCUNQpS4fXoqDbTH1mhwHUQCUoYidPel1TuRHSm5ZjnQpE0e/TMqLic1qL1/r28rGCz3db00T8/5F1rqsBuINEXYnymfR8FtAcdIauzsnFrZRemiN3U1bV345spV9LyXPVhbmNCzLyaLsJT9unHLvXlRwYrsjfjzyhu+9eFrm8bbMm7CVDL/+ePXPVKNvN02u0ab2aJ00lqeWj2eaesysTAObHEnE3OPUDT1TfbP1ToqsTB8fxPqplK7H6qYtNZGbfL5zO7TByTU901kYuy2rFq5S8PPU0em+fSryl7pXIm3cC63VSv0qkuuXeSgx+RUaAa2YPHBBZqNtIYsPcSilDhId2YqZ65jBfMBNsUWcknqG/eXdbLcWNZHD33+M8WtuBa/0vyZ2vgWtg7I27cMWboot4iYWpQvwpl84W1FbuwReezb/9b3uMyiJDkspzFgwiyXweFGv5VhC9jii0SgTJ05kyZIl3HrrrRUrWQOlla3xsqzZCt68hrt9lSmbQuooaguMKkipc1Kom2EQ65QXpuyfQxyZ+uxrv9p0uueY555QmJQXBXRYSXJsnEq26R4KrV+5We1FraYu6XApkV5yAATj/UnlAAAgAElEQVSWDb8FFCemjLmm7W5MsZE9KpK2ON1kcKM2WbC9sBccTMpGlFTee/F6pt000I+enHOSQNSjzI6tZASNCbUxzRniqnYzg9pMHj+S3Y/+CekwH7PZwzropC01kcOTf/N0cRXLCmaPEUGyxJpCFEBbKr3OV1ZCn1bLjdYpL7tUE40k030Tga9EH2c/eYcjIy8breX1yGZqY5yt32Q7v740mCXMRLIbVlygLV073wJUScqVCHwmsiErc99NsUW81nQ6N8UWeWZtKrYdEW0W91y1ee0ZSlXuglPhqGgvd+WQkBqlp6eHjRs35i1ZA9gla2zcJWsO9Tq33P01JZtpS00MpEyBOeGNu3jzbtXIJYnzfBP1+OHOfDkqspUbY4u4puHOgq4TBNM9ebniBj1WGX00hF8m/z2dmKRHRfhl8t/zPh+/DKVeyWi+lzzN93rVzIjBmWQlXnKwMHYb34stztq2IHa7I4Y0G1NSnnJYyLP6bZjQR1Dp79ftKmhj2m4zKbKSlY0X8mrT6axsvLDka7mf6YLY7TR5KJGgV8icyXR6VIS7HWWATEpwoUlX6sWI1dzxD+O+oHK3JvVR4z7nopWXbOc7x6apIcLCnql00JS1vYMmLkrMYnHLBZxx5BhOafxtlrwMiHTlzF0j1vzZK7t1vaIUPJHMtfRWI/WrSJZiUbNJdWdi+8qA1+qPX7rwkAKR+hXnkPrmn//8J7/4xS9ob28nmUzyyCOP8POf/5yjjjqqqkvWNMey3zlTuYGgCpJpUv6z5OdyFFQga/Jrmuh74WXliFgr34VcJwiFKBpBjzVlU42gODX6LA2S0glLJMWp0Wfz3pOp3YdSR6JcbSkUBw6vXSfB2ccelP6/lxw0STJnwuou9eLEbwHFiSkDsWm7myDvUFA3Wycmxe+3qX81Zlr2uxevZ5rPojivZwYf6VrCfl338JGuJVllgEyKawo8ZbbuMZQxcVqm8+FXCsgpT9mybVbet6v+WWPxzMGreXn+cdz03euIT7lF57FAYNBo4lNu4abvXsequUcxf/IhXNv/vsBuy72BnTW42rLBisDnouv6uhuBCGfeIfVDTnxpSEhtICLceuutjBo1iiFDhvDtb3+bG2+8kS9+8YtVXbKmsSF/7s5JkZXE6fSt9WhjmpTP65mRpaACnpPfoEqg0bqTTnBQHG7Ljh1vFETR8Lv/QiyufqVGCu3j0ZF1WfFKoBWtk3f8b4FPpnqYPH5k2jpViEuvX7xSvnqNoOO/3DUACykLEmSRwaxsmkvbmBS//eVdo6XQ714KdZMGb5m0MSnBAp4y266aPI83ba85DOXo1h6+gDUDP68L3Q+O09TgPb0fOTjOyIi3LCtFWp4iAkOaYzyYmshpzT+hbfKfkSPOwm3bTUoDAyKdWWPx5clbM+Xgxk2Fi/8ErTv0v67wIz8LayVwutBWGyMo/F3qC+o3RjI+tDxWyZCQkJBeZvjw4TzzzDN+h1RlyZqdeepceSXKUEoXfG9NTDcqU/liEU2T33xJRWz8Yn+KTXBgynxqZ8w09euahjs5I/okUVIkibA0eZRvjBOYsxuasO+p0D6aSpf8i6qNCY4Je00jSAyYTZC6jH4ELUNTyvm3N05jTmKRMUbWSQRt1fPLqGyX3XDy6QOG8uBGc1/mqGWez7RTRenniH0DPRb8VY30lUm/GFTP96oHvh+7lZgjXCihhCt6zsL/raoRDOXojhg3lVWTMoe5s/gDxGNRZh97EPL0KM9QILsUEOhwgubGBtZe7ai/Of4HMObIrLaj3buIuufaheSsGOTdl0pSjUokQFIiNaGk1a9F8rjr+7oHIX3B+uKtCSEhIYXhjDfzwpSFdbfqV3BcY1a7JSqBN/RMzYm7tClWYfBTbk1c03An06OPZ7miTo8+njdW02QRMhWXt++p0D6aLFn/FLOFqxYYacntDT1Tc2JAe5TkbCs15jFmFUK1LZcHWJbLZ5v+07c8Qv/GaNrCdONph3Hzd6/jxIZbPS2fIwfHOez4mVytZua1aA+Ox3h1wfEc+C/9C4rhFWDpOf+PH552GL/mM55WWJPl9NKec3kuNTbLlfC51FgG0OUrk4XGoLalJvKtxPlZz+BbVlmSuiGPlQ+05f26KYcwcnA8LUPXTTlEl4LzsGrapYCcbN7hEdrlbrtju3cfd74d7F68LKxeqkkkBlKr1WuLw1TOqdqoBWW3OMZNteoPepW5CKlbwsytISEVY/axB3HRveY4jlIVPhP5ajPmw85c+JXo40XVhvSimHs9I/qkZ+z8GdEncyxBTkzWKcCYObeYPpoy8b51+Gz2Mfau+pl97EG6xnKSnBjQJBF+kfysVT8082wfTE3kxtMOy7HyBGHhKYey8JGX2byjgxGD48w+9qB0becVazfR2rYhXZN1SHOMeSeOza39bDHvxLFGS5M+ZxanPXI0m3d00C8WoSOVPRmNx6K0ThoLwGOXfJZld87ihDcWBLJi2gtHdt+c/bbxs5x6KXOvGorQ2zJZjCXXy1I5pDlmPL5emRxdxeSma6Hf29A0CqJXA1OzrJqpnW+zOeX9TEcMjmeVmPOsm26yKBpiOXMwWFhN23b/+mriu98pyIroV3u0mpEaUZzrV5EEOOEHsP4X0L0r/7EhfYdEgsc3xodqa7O75qRN0FWwkJCQkpk8fqSvIml2SyvNTTBfbcYgzOuZwZrUR4t2NXRTzL2aVpyDrEQb3WV9Jt2F9tFrEv/jyOlcN+ncvP2rZmxF6MgHvk4TuTGgR0fW5bgXjxwcT5+38JGX2eRlrfHAPs+kGPrt8+u7STF1X2/F2k3GYwGmzvgWL7S1MGLNDXwI83tgK6umfl+54iWWPv8misJK5QSRyWJL79hEI8K8E8cWfX7VkU+5s4958MJMwkh3vW3r74C5Dxvz69/4sVfgwXnma4Bu29kOaAujrQwWy7ipnkaB5nFTUa7Sd/nYRRNdqRhDpT2vQllVSmcplScqSH0rkuCrRNovT7XITNlp7N97SvSg0XDgMfDKo3pwkWiBQi8wYYal7C8zK4Y2tgKZtXpVwipYSEhIyaxYu8l3v19tyVIIWk4kH/kmqIXUmizmXpNEaPBQGp2ZKstZ77KYPjqvJ8APT6uNlPT5mDx+JDwQzELrVKKcCpRTSRsUj7Gru4dEUnmeV+6+B1U+gxx7xKRzWTH6hCyFc9rBw3nqr1uMCqib+ZMPYcK+QwtSsqH3xgib/o1RvnPSIem+33LLLdx111289NJLfPnLX+auu+5yHj5ARP4KjAF+D5yplHoDQESagFuBU4DdwA1KqR/YJ4rI0cCPvc4tK/kURJsnrs2tOuARuzhicNzz+xocj3HExh/lv4bJohjUMyzo/TiQAnKgdKsGLk+cxeWNv0QC1mytGkKLZPUjg0ZrRauQpDwTzsooPw9eBInSFLUU+sc5rczGh+p/i00UJFE4/EzdRwimpBVCfChc+pp5/0OXwOo7yaohGYvDoadbSqfHQDNuqn8fW3fmbuutVbCQkJDALHzkZd/9pSYYMdFblk4n+RLTuCnmXpcmj8opDO4sxl5oH/JR6vehoCDrWdVjcMvrbN6HkfF4XiWqUOtfNVOoZTTfNdzP4j8PHs59a96mI5G9cJIlk5H36Izvw0PDz6Htb6XnB5t25BjmTz4ka9uIESO48soreeSRR+joyMwftm7dCrrG7peBB4H/Bu4FjrQOaQUOBPYF9gGeEpE/K6V+IyLDgOXA2YZzy0dABdHoneXabrt5u12lWyeNhQeCXcNkPQxE0Ptxctz1sGIWpMzJ3hTQHRtM04kLuXncVGi9NW9X7ERwXmET5SaQ5TO0SFYJfisXttJhEsi0UrfdW/kZNzXXxcAv+1SWFU8fHwnikhCUQaN18LOTcVPh15d6P4NCXEpBBzvnS2J0Qm5Wr0CrUyaLpmlFptRVsJCQkJLxTMbgolS3NC+8rBjE4rxzyBxiv5csq1CxFJMZttB7teMg3Vlb7e2lZqf1p/BnNDJPcqWaw7Ag2Xzctawad1TBlyuHMlYveD0Lt1KX4XjgOgCaganA+hUv8fPfv0VSKaIiHLn/EF5/ryOQtVOAMzyUSIApU6YAsHr1at5+O6MQLV++HKBTKfVLABFpBbaKyMFW3d3pwNeUUtuB7SLyE+BM4DfAFGCDz7nlI6CCGDR20ddV+tEh3nPH+JBieu6Nac7sN5f2mv+55tZy9NU0BYnldNCummjtmZ7729ILBHKfHTS6V/tQLupfkTStXEw4K9cNoBiFxL0S88OPG15eDyXP75ruPjlfkvgQ6G6HZPYkymiNO+56b+vdoafDi/dkb4/EoGmAVp7twcJLkc7X/0IVusPP9E6MdPiZ5W0nJCSkbLjdogp1wywW24oxt3EZH+I9xJECf+HoTWn3uqgIySIqTX/6gKGMeLt3EgXZNMci7E6kPEssZNqqbIkSP7zcNGveTTBckKxa5k8+xKh4rli7iW8te9Hz3Y6K8P2phxas0G/YsAG0LAKglNolIhuBsSLyLjACeNFxyovAZOv/Y537nOcC5VUk4wGVuwK8tvp0AaRQI4JNofM/r+fhIiEx1gz8PA/9yzD+/c1b2Vtt8VT4DCH65Y2vrCEPu/pXJIP8UJRTISmXy2W+PgUJtnZeC7yPL8Z62BvYrrhr7tKDittFNyQkpOqYfexBzP7liyRSquxumF5EI8L3T7UniRkrhhOvSdH4ax9l++5crxMh2y7ntGRsmxc8M2wsKjRGI+zqDu6K1JFIMe3IMekEJU6iAklVfhfeQi2cEdH15EYa3DRr3k0QwgXJGsSWQy+XzHSJiwJpb28HcL/AO4EBkK6rs9NjH9b+LYZzcxCRmcBMgDFjxhTc10CUY5HEVNrDtL0YTO6b5XbrtCs52HNMD4bKLlbNPQo4CviW0TBk1BUFbTQqtS7moNE1taBV/4okVPaHolIrnIXek+n4avoRPeEHoeIYElJDTB4/ktVvbGPJ828WpKQIEIkISVMxRw/ylUXww1Qy4eTDRxoTikQMS8teBs6FpxwK5E5s/RgxOJ6VoMTZB9uimi8RSSwqtDQ1eCrJoJ/Z9t2JtMLsZ+GcduSYgpKrQB24CYbULPmy1xZKS0sLgNsMNhD4ANIrSgOBTtc+rP0DDefmoJRaDCwGmDBhQmEuE4Uod6XO70ot7RGoDYPiVW63zvXLtAeen4Lqvi+TYagh7mkVFtvz8KFL8pcejMS0+dLtWXjizdUzJw/InqFIVppqUs5CQkJCepGn/qoX4gtxw3xtwfGeyTgeevGdrLp0pSiPToqZdA4yJFxwZ4Z1loVwt7Fjd7enlVLAMwuozcVWSRW/5Dj2s7nYUH5FgLVXHwM4Ep/s9rZwdjbv4xO/Vjg14yYYUtOU0yVz7NixoEM0ARCR/mir+gal1HYReQc4FHjMOuRQYIP1/w3AV73OLUvnnFRCubOpRFLDSiVO9Erq48SrTb8al3593nC/dxsS0SuRfrUya1B3CBXJkJCQkJCisRPuBHXDHOkoah48GUfpFDrpFMOEzXk/+Wrr7Tf3Yc9r58t+6ow9dSbwGTk4zqq5R+GscGgqtzDCkRgn3a/11xmTy5STunMTDKkbenp66OnpIZlMkkwm6ezspKGhgZNOOolzzz23n4icDDwMXA2sd1jB7wauFJHVwN7AOcDXrH33Awt9zi0flcxYXwkPu0p58RncTRXwLsO5bteprP7VMGYnN2WPzX6GIVOfTQk+VSq3CkENKo5uQkUyJCQkJKRobKXnidRhfEUeJ+LwCO1w1YPrrbp6vYLHhK0n2o/bG6Yh3QSyappqtOXLfmpKye/17Ao5tlKTtppxEwzZ45g/fz7XXHNN+vOSJUuYN28era2tABuB7wBL0EmevuQ4dR46QdQbQAdwvVLqNwBKqS2WEnmL4dzyUekEUZXwsKtEG4akPkkV4cium/SHHR1ctvwlIECZo9DzME2oSIaEhISEFM3sYw9i5f2LOFWezVIiFbD5w1NY8+7nkRqsq+c1YWs4+mpax02lNeAlClLyHBTiiluw224FJkA14yYYssfR2tpqK41efKCUmuC1QynVBcyw/rz2Pw6UXvwyCKESUziG2Mgo2SXwOhJJFj7ycmm/U6ayg3ZJwTojVCRDQkJCQopm8viRHPPofTR3ZCfaEeCAHatYNfe2vulYOShxwlZKQpBCXHH7Kn1/zbsJhoSE7BkYkvpsUsNytgWpj+yLV9nBIHXYa5RIX3cgJKTWEJGhInK/iOwSkTdE5PS+7lNISF/S3PEP7x2m4tl7EJPHj2TV3KN4bcHxrJp7VO1YZAMwf/584vE4CxYsYMmSJcTjcebPn8/w4cMh4ya4HfgkuW6CG9Fugs8AC51ugsDJPueGhISEFMbRV+tYUgcdNGWFXtiMyBN6kJdxU2HyIivzrOh/Jy+qWytyaJEMCSmcHwPd6JX0w4CHReRFpVToetVXFFJXNaT8VDKTYEjVUBdugiEhIfWPR6jCnw74Bo+9sC+kCgs9CNzeHjIH6XNFUkSGAncAxwBbgcuUUvf0ba/2bNxp+WsqrqmXseJ1TgY+rpRqB1aKSBvwFWBun3ZuT2X9suykKDvf0p9hjxnI+5xKZhKsQsIxM6TWCGU2ZI/DpdwdAVw3elM683VUJB0jCQES7oQA1eHa6rTunAHcKiJj+7ZLey4r1m7isuUvsWlHBwrYZGWxWrF2U193rVr4KJBUSv3Nse1FdI2zkL7Aqz5UokNvD6kM46bqQspOV54aLKxcDOGYGVJrhDIbEqKZPH4ks489iHgsSlLppM/h+1AYfapIOqw7Vyml2pVSKwHbuhPSByx85OWsDINA1gpNCC1k1z8DjxpnIjJTRFaLyOotW9wl0ULKiikOL4zPqyzjpsLFf4LWHfrfPUCJhHDMDKk9QpkNCckQvg+l0dcWydC6U2WYslWVnMWqfghU40wptVgpNUEpNcFKPBHSW5ji8ML4vJAKEI6ZIbVGKLMhIRnC96E0+lqRDK07VYYpW1XJWazqh78BDSJyoGObswZaSKXxyMa2J8XnhfQt4ZgZUmuEMhsSkiF8H0qjrxXJ0LpTZdi+4k7KlsWqDlBK7QKWA9eKSH8R+TTwReBnfduzPZg9OD4vpO8Jx8yQWiOU2ZCQDOH7UBp9nbU1bd1RSr1ibQutO31IKQW09yBmAXcC/wTeA84PS3/0MXtQqu2Q6iIcM0NqjVBmQ0IyhO9DafSpIqmU2iUitnXnbHRNvi8Cn+rLfu3pTB4/MnyBfFBKbQMm93U/QkJCqoNwzAypNUKZDQnJEL4PxdPXrq2grTtxtHXn54TWnZCQkJCQkJCQkJCQkKqmr11bQ+tOSEhISEhISEhISEhIjSHKKsBZK4jIFuCNAk4ZBmztpe6E7dRWW3Y7+yqlKpa1KZTZirZVr+1UVGYhlNuwnZLbCWU2bKfW2gllNmyn1tqpuMy6qTlFslBEZLVSakLYTnW2U8m2KnlPpVCPz6Pe7qne2ikH9fZMwnaqu51yUG/PJGynutspB/X2TMJ2qrudIFRDjGRISEhISEhISEhISEhIDREqkiEhISEhISEhISEhISEFsScokovDdqq6nUq2Vcl7KoV6fB71dk/11k45qLdnErZT3e2Ug3p7JmE71d1OOai3ZxK2U93t5KXuYyRDQkJCQkJCQkJCQkJCysueYJEMCQkJCQkJCQkJCQkJKSOhIhkSEhISEhISEhISEhJSGEqpmvgDmoA70PV2PgDWAsc59h8N/BXYDTyFrq1i75sK/Nba97TrusOAVcB7wA7geeDBcrfjavOrgAKe6412rGvvAtqtv5d7qZ0oMB/YbF37PeDNMn8/n3Hch/2ngC29cD9HAX8E3gdeBWaGMhvKbBHfTyizocz2psyuA37WC99RTcotlZPZ3wGf7Y229hC5DcfacKwNZbaGZdb4/ffGRXulo9AfaAU+jLaknmA99A9bL85O4FSgH7AQeN5x7uesB361x5faDzjIuqYApwEdwAHlbMdxzBBLKDYAbeW+H8dL95HefG7W/vnAk8C+VjuLHM+yrM/NcewXgC7gX8ssBzHr3HMtOTgC/YIfGspsKLPFPLdQZkOZLVM7Tpm1v+f5vdFWLcptbz17cmV2MrANuLa3nj31K7fhWBuOtaHM1rjMGu+h3Bes5B+wHjgZmAn81vWCdgAHu44/2+9Ltb7EEy2h/ZfeaAf4H2AW8DRwdm/cj/Ol663nhh482oEDKvX9WMf8L/C/vXA/e1vPrdmx7QXgy6HMhjIbymwos9Uqs6Hc9p3MhnIbjrXlktlKym0os6HMlvOvZmMkRWRv4KPoVZCxwIv2PqXULmCjtT3o9dYDnegVlduVUv8sdzsi8glgAvrF69X7AZ4VkX+IyHIR+XAvtHMI0AOcYrXzNxG5wNXOvwJ3l+l+EJFm4BTgp+W+H6XUu8DPga+JSFRE/h96VWplIX3M0/9QZv2pBpnNaUdEzgPeLeJ+QpnNvV4os2WUWVNbInKeiLTviWNtpWS23G3tSXIbsJ0zRESJyLAgN1TLMlvOvjquF461ocz2qszalF2RFJG4iPy3iLwiIh0i8p6IvCAiFzqOuV1Eni6hjRiwFPipUuqvQAvahOtkJzAgwLX2FZGlwAggBfwD7W8ctJ2PAP9nCY8SEQX8BPgPx2dEJIo2k39DKZXqrfux+A+0WfxgtK/3Okdf3rGOuRP4NHqgKaadfYFBwLet/n4IuFFEfiIie1n38zv0ikip92NzMtpEPxd65bn9HO0i0IWOMegPvCkiPW45FpFPisg7ItItIl0i8oaI3Cginm31Ql9RSo0DBlofz3Z8x/9Ax198v4B2FuCQWce1fg8cDiR7+X7cMvuQiDQ420G7s1wInOf4Tn5rtbF3gDZGoWX2o8B+6AG8VURuFZE1wCa0fN0DfIri3w0nJwNbgWcg67m9CdxIeWX2OeAPwJOOsfcN60exQ0Q2i8jLIrIqyIV7WWbPBEaLyJsi0gG8BvwJeKWAdvZ0mV0tIu1ouf0A+CJ6Vb1cY61bbtcBW4p9ds65gXX9H6EnbiuBK5RSb1lzg1dE5C8Omb2jgIlZyd+x9R1+V0TWisgH6LnBM8BVOCZhInImWl4FHdf0VeCjIiIFtPW0QW7/A/iJte8jpd6Ti7xy62xHRBY4+jgWuNuSvetEZIShDZPcft7Rzu+A24HzgbNE5CXrue9j3U9zwPuxMY21zvsZJyJ/dZxTLpl92nXeeSLyJ0uG3xCRK1xy4W6nJLl1y6yIbEXP9Y4GTrf6m9UOWq6/AXwpaDvWNUKZrWKZdeGeH1yhlHrLfZCIjBaRe6xxNykiDxVyE71hkbwVmA7MBj6GDvb8MTC4HBcXkQg60UA38HURaUSbowe6Dh2I/nH1u9ZIdCCyoP2SD0a/VJNE5DBnO9YpXu28ijYrfwj4N2vbIrTAfcj6A236X6+U+p3f/fi0k/d+bJRSzyqlupVSO4BvooXxeeABdLDukWhz+gFoBWS/Qtqxnvls6+Ot6Jf8EOA3aJ/t31j384ty3I+Dr6Kfd1mem3Uf9v8PBu5Fy+5ngb+jfdK3oF9stxx3oAO+X0QPPOcCk/AoEhukr1ZfCn4mSqlOtIy9gn72D6BlD/TzD/pM5pORWVuO77Cu4ZTjSsnsfujxw93OW8BdwBi03P0vsA9wrUuOveiw/r1WKdWBjuvoBL6GHgOeR//ozAOGk3kOBd+Pg68CdyullOu5vWDtL/q5OWR2BtCIXnk+Fv2dfQy9kDASHYz/r8CX0crLQQGu3dsy+wn0JOe7wOPo7+IgYI67HYtQZnNl9h70gtdzwDnocWtUKffkwEtuU8Cfrf3FPDt7bnCjda1ZaNm9BZgjIsejF2YPQC8S2DI7Ef29+lLGuUET8P/Q78+R6Of6LnApcJWIHGq1dSZ63J2AHjf+APw7euEgaFtT0HJ6BVpuk8BFaLn+Fnqy/x36Rm6d7bxs9fOvwGXAD4Bj0FaTD3s0kyW3Sqn11v39l9XOv6Kf8ePA/da+i61rfdNqd3eQ+3FgGmud99PkOqccMpuFiHwDLTsL0HJxkXVvV3o14OrrxY6+FvIde8nsFuBXaLmc65rTXotWJt8kVw8IZba2ZRbImdM2omXRU2aBOFqhvQFLqS2IcvvKorNEfd1nfyvaSuX8O9Pa9yH0l7MD/aU+DUxwnPtZ6/j16MlRJ/qBz0Svlj6KfvBb0KtGR7nazvIjRr9Iv/Po49+BJ9BKV9yxfSawyvG5P1pwDrY+j7L6t9DVzvnoFYHtaGvRP9DC0mltfwqthCjgOHQ2qhTwknXP6XasvwfQqxK70MH/H/N53lEgYbXpvp+LrPZ/5XU/Ps/tCvTgoYAxju0/Qr+kz6EF8zzr+5iJnvDYn5338xHrOkda7TwD3IxeZe9Crz79FBhtPRO37HzFanugdX/d1nNZjV5Rcj43hQ4832D1f76j76cAa11y/JT13G4JKMfL0KuAbjl+x+pP3CXHf0avFHYCl1h9PZlsOf4jHjKaR2avR2cb60cemfX6jsnI8UqyZbbH+g7+gkOWgOuse1yFDhxX6MQUKes7fAn4rLMdsuV4G3rx4WMOmW0HVrja+QX63fe6n81Ycuwls9a2A3DILFqOU2hXEa93/Xnr/7bc2rJ0HtDuup+0HFvbm9BWf0VGjv9utfM9cmXnS9Z5+6Df13+SkeMTXc/NluN1Vv/nu2T2Fuvz/7ieVatHu6axt1dl1ur7dhzjLHAf+gc6lNn8MrsUrZD+f/bOPEyK6lzc79ezMcOogGBYBFyuShxFCZh4A0mMJPFGEREjLiAaUVQ03iQ3qOQCDmqiQmLUGLwY9JdrRBEVEdy44oKiMYGRRVHUYEABRRAGGGbvPr8/TlVPdXVVL9M9NdPNeZ9nHuiqOn2qqr869Z3vfIvXmO411t6MJbOOvv5OvMzea/ccv8IAACAASURBVN03hZ48/a/Vz2biZedDx9g7x9pWiyWzjn7+QUvWxQ+s+/uF6zrvdhwXI59oo+V2AtQNfN6j1Vb7c33u/UT0uPt0Ou9Ta9sitNwqtHw1Wv9+gDZWNgJfc+ohaOPlbuBQ654otCH8Nev6vwTWu/rpDTyCVhr3ot/Vtbjk1tXPHWhvAbe+UwLYnhwJ5dalH7xv7Rvl7MdxXB+rnyus47pb2//g/GxtK7S2XWv9rkejZX0f+jn5EnjBOu4R4uWrEf1cF6MnP5tp0SF+av3m16ENGgqtyy2wvv8DvGX2X2h5do6pTdb5/buHzL5kHVOPpTujjWS7aZHZZ0g/dtGW2Z8Rqx+UoSdDN6GzudalM9Yame3YMuvox09m4/RZ132YDzyb6Ji4NukcnNIX6hN9Fujms78c/RJ8C6009UQrEYJ+sa1BWyBPRM+mdzt+lMXWjfkQPfE6Eq1ADKVFkR+Itl5+BXyEVqYLrH+vBl63/l+MFvpH0Q/yl5bgvWD9KFVAuevce1htzrO+405iMyj1s87jLkc/Rehl6H2W8NnX/JbVz6fWPbGVmQ3oB2sf+uGqQQvz25aw7kS/7L9hCd/n6JdsD+scKoCTrWsuRw9ojdZ99LqeevSk6jCP6/G6b0XWOT5rbZuDfji/jh4Y3rf7oUWZse/bHOtztB9aFPDvWsf/C9gEfN+6n99ED4S/RiuJT6IHgSrgKOucQujBY7n1/ZPQFqIw1qBEiwK+Ge2a8Hf0CkiRYxCpQa88Cnrg3W+di9dE0i3HQ9AvlUeJleMF1m/mlOPTrHMJoxXa49Cr2Gutc5iBtrYNtq6zFu1yYZ/rqdZ3F6OfnRtpkdkuaJm4K0WZ9fqNj7DObwQt8toTLYNh9MTL/o0L0QrxdKufW622X6HHguPRcbI1aGPA1db37ETL9QlWP0+i5fhwtMxWW/ex3HGu89EKYdz1oK29zWjXvjiZdXyHU2Y/sa7nfRI/69dZ99c9sXT2czyxSvmv0ZONtWg5fgot2+XW35Po7HAV6JfjhdZvucXq99tombwOrYTMsvoZSIscX4+W0YuIldn/tM5hHHocGWp9PgatlGwn8dgbhMy+ZX3fu9b9ONk6ryswMptMZhvQCuDb+MttzFhLi8w6752tBA91yOy/0F4Vf0ePvSus9l+jRWZ7ouV2D9oA9xZ6nHwPLbPXomX2dKuflVY/TWgjwwi0nNpj7dFo2b0OPY6H0caTnta+v6Hfz0HpBl4y2x09BtShZSPm3lvX8SO0Ivggqcut3VcX63qb0e+ut6y/lWj94V/Aja7f+J/oZ/BO694o9PhxoXWPllrbBqPf2+XoceMF9PvqJOs6lNXeT5YWopVpr+v5qdV+FYnl1qkfvAS8l0yvokUnOszafq/1uY/jvtlK+Xyrv4vRz8cG9Dt/ENrgVYh+lm2jXn/0quI/HM/pO1af/40eB/ZZxz5ryYJCP+NXo/WTzWiZdeuz69ETGeeYeqfVfi/xY2odOvOmLbPHo5/VevQYP9i6njqgUwqyZMttV/Rz9igOnRatN76E1ptmop+3dMZaI7MdW2bHW/u/jrfMXplkDtchJpJDrZMNo62DD6BjN8RxzFzirQHDrYs+3rGtBK0UT7duoj0jr6el/spYtNvQq7Q8bK+h3Q1r0Vbmyxxt7b/5tKwW2Nb/GvRD4e6jBhhrndMPXP0c4TjfX3j08xdr3wPAMsexG1z92NaZP7n6UegH8gj04PSaz/X8zWp3Ovplut+6LvvBDPtcz3THebivx6ufv1j3aCb64XjR+r5PPe5bPVDvuB7b0h3th5aJpOd9c92vCegVC3c/ddbnzq7fZzuwxGo/IFk/6MH8PfTD+CV6oFBoBdJPjvdZfSu0omUPJMfTIrP1tKx01KCtjcr6PZ2y9CQwP9G9t/Z9D63A70NPVt529GPL0X5Sk1mvfhZY/57m+g3smFenLNWhFcTuVj+fWce87/iNi9GDmd/12DIbQb9obZl1P4N/Q7/U464H/ZwrtHKe6Dd2yqzXeOL1rDda12xfz9WO39z9Z08kbUV+ArFyYPfRBKx19dNg9fP1JL+PAiYnkFnn2Ps/Vr9NtIwly/3GXoKT2b97HNvgce+NzMbL7HKfvpz3LmaspWUi6XXvnnPI7Au0jLVuubVXVZz92Pfudddv9DePfj6gRTfYjJaDOrQieSdasZ2LnuQ5ZfYNgtUNvGS23vq7xKMfZd2XsNVfOnLrfs81W8f9zdVPA1rW7Hs/0bH/NVqe4f/26wctA9vw1g+a8Zelr6y+07oe/PWDiPXbJtSraHmXXpfgN7KV8q1omb2T+N/H2c8j1r109mPrBr/y6Gc3LTJrf6+XzL7muO5ZtKzUHY82PH1ifd4FTLeOu8Da1ug619fR+qnzniy3/h2V7N7TIrf2e8s2GNnnHsHSD9BeKlvd997IbE7L7A6rXSfr81foMSwqs0nmcO0/kXTcqG+j/aWfsX7wJVhKON4TyeuBnR7ftQh43Pr/adaNOc51zHpaFB7nXwRL4fL43t7Wd/3Dtf1XwJ5WXrftXnWax75vWOdzlPX5WSwFzPpsC+BRrnZLgEet/7/sEGbnXxj4fWsEA+2mo4ATU7xGsfq7M4VjrybWnSrms7XN7RJ4iiX4H6MtV+cSazF6BHjR9R3TrHvrvi+NQJV1jP3gfS9NOX4PbZX3k+O/oS0/P0ErQG8GKcce/bxEknTTRo7zV46JHXvftI5di7b2jkBPjj53tQl07LXa/SdauRptndtlaOWrVQWTjczmhsySXDd4zmp7lUNmt2MZJIOST9d33IE2Jg702Bey7uNA6x7vxlUCIU05bsZyN3dt72ndl+9bn+8jdqXFvsdul90/YpUPQK+UupVv20DwVJLrf89n3yCr37PTuMZ/2b9bkuPs57K712drm62U26EBR6CNG1vQoQUXA50dx98GbHD1YxsH3PelHv08FDrk6x0PmXVPJEtpmVQ1oyc/N1uf324vmUUbzrYSW+y+Evhna+XVyGzHlFnrGHsieWmav2faE8lC2gClVDMty9y/F5Fx6CDS75I4kFN5bBOP7ftdn+0g1Ts82n/l09cOtDC+79q+HjhYRLoqpXYnONe0UEq9Izoz5BUi8ie0gP0ohabOTF8hdPD0f3kcV93KUzuBFgtxUpRSyspgllY6eYsIsdcD2n3B+f0rRad2/hF6Kf5P6MxZ31Y69bEXIfRgPcxjX4Prs993xKGUarayIq5RSl3nI8cNSqkPgA9E5Cu069cuj69rKzlu6UBnSrOztLUJRo6BDizHzrFXRC5AW1f/Ax1q8KzojKE/FpHDlVJbnE09vq5NZFZEOqE9GsYrpRZam98Vkb7oFaa4hFWZYGQW6CAym4JucAqwXSk1x2rzrog8CUzykNk2HVOtLJv3oF3HhyudfCMGpTOw/9P6uE5EuqIVv7mJvjtdlFJfiMgzwJUi8jZ6NclLFt24ZXgN8Vk6IY33oosTrH83ptHmQ1ovwxB7TW4Z3iQix6A9Bk5HJ5W5Q0S+pZT6HG9CaDk6Ba0TxvRp6QFvW59/i1bQffVZpVSdiDyGNjAMQnsHjLR219J+MnsCegFliSOBbMhq1owejx9N9P3pYGQWaCeZdX1u7X1KmTaZSHrwgfXvYda/jWhfZSfrge4icrxS6n0AESlBx2nMTvL9q9AWwY3KmlInQynVJCJ2nJyT49ArklmbRDqYg47HaUJbOF71OOZUWjKTFqOt6fdb+1ahLfifKqUaMz0Z66U3EXhBKbU3jaaPADNEZLBSqsrre33u35dAmYgcopSyU0G7M2OilNqHjil7SkR+h75X30avtnnJziq0bIlS6uM0riNdksmxnf2sW1By7MJO9rAw2YEZYuQ4N+S4M/oFCC0ya790nC+2QMde9Iu0iPgXXpj4yU62MDLbMWXWPaYWWv04+cT691i01b7Nx1TR5brmoo0Opyml1qfYNER8lsVsMQe9mv4Pq5/HPY45FW3MtPl3tCIOLTK8SynlZexMC+s3+AV65cdtkE/EI8BfRWSUUmqRx/cmkmHQk6Ed1v+9ZLgebfR5XkSmod+JI9Bl2fxkWIA+SqllKZx/yvoscLBSaouIXIz2WPo63mOP+3zaQmZXolf5nUxC35sz0ati2cbIrKa9ZbZtSWf5MsVl0eVoF48h6NiF4eh4GGdg/GT0Ta1AP2wlxCZ8GIq2GrgD6k9Dz8IPd/X5dbQP8Dz0y+VItEX1HlzuSq52Z6KVmelo69FI67xmtPLafd2rrP2d0TFMDVhByI599hL4++gU/l9H+4jvpyXzVR+0m8+z1j06AvgO2nI1JMF5zUcrAj3RmcQq0EktPkZbw49I8zpLrN+5Gp0l8BvWb30m2jXpaus4t3vVYWiL3Bzrfp+FHnCd7lVT0Na049HJdGagH6Qjrf3T0D7zX7dkpxg9QL2OHuDtRAtDrHO7zGpnu1H43ifX9a1CW5Y/RidymIh2Edxt9Xs1OqPhLuv3usQ69m0ClmOrbTF60JqZhWfYyHEOyjHxY+889ORsv3Vt30PHlTXR/mPvy2jF6ofW738e+uX5RyOzeSuzVSTXDV5Gv5NvsK7tB+h43xoCkk/0ZPYJSx6/Q2zyJmeCnRnW+R2FNkBfiY6XvSeDsdfTTdDaJ5bcNAD3u/bZ9/gzdNz0sZZshrHcG9GJSz5Eu13+AC3Dp6JjdM9KcE52XLQtw8ehvV6q0O+/wWleo6Cfi3q0y+e30AnJvo9eibvd9Vzav3EJ2jXzGescvkeL+77tJngVOu5soCVjV1nyNMzaf4nV7xC0DNvZleehjRQXoxM8nYx+TjeiZfbbVj8zSK7PDrT6WWPd7yXo5+hV2llmPdpV0kaurUZm201m/8vab7u2/iTF6zvZ+nsRPaafjIc7v2f7TATI54RuQgfHf2ld/Kfo2bwzUL4bevZtJzOxXzjuFPTL8U7xfbhHvydaP9Zuq+0/0S5SntljHe0uQMfB1VsCfxNQ6Nh/mdXnESlce0JlxjrmfhxpkR3bbQE8Cz0ANVjn5fYfP8q6RzutYzahs8j1TdCnnVhIoR/6XWjXov8GDvE5j1OTXGsx2k3hHbTCtcf6/w1oKxx4x+WMQg8MdZawnkWsMvMzdHHnfdbf34EzHe0PQwdb7yX2YeyMLqtgp0L+wpKx77oGrVQmkn6JefbQku7/Kuv3aXbsX4LOZNYecnwhevD5N5/9Ro7zXI7xHnvXWve2Dv1Cm49W1tt17EVnvXsArUTUoxW224lN5X4ZRmbzSWb/SHLd4DC0gcFObrLbuseDgpJPWjIAe/1VOo77g/VdddZ3V6Ez1hZ4nJevXLr69lXKrf03Wt83yLXdvscXWfe4Hr2Se4HHc/dntEGpEa2IPkmCOF20Um5ff9iStyr089rL5zwuTHKdglae37JkrQadwfk24DDX8+CMLxuGfkbr0LI6zCWLF6CNudVow8larCyW1v5O6MRcu6x2N1nbC9HP5EfWfdmBnvg9TIvMKmt7Mn321+jnsRZttGtCjxftLrMe7SpxTSQxMpvrMjvK0U6R2kTSPtb9Fxeb7vVnBwsbfBCRW9DW8pOUju/I9PsWo+Pqzndt/w90xrweSqmdmfbTWkRkElo4j1NK1bTXeRiyi5FjQ65hZNaQ64jI5VjlcpQupp7p992LrkV4imv7APSq8ClKqVWZ9tNaRORMtNL7daVUW7hKGtoYI7OGdAkqRjKXGYEuEpuRIiMi3dDL4Geh3XM6KiPQS+NGkckvjBwbcg0js4ZcZwTalTojhVxEDkGvyv4U7ULbURkB3GYU8pzGyKwhLcxEMglKqbjA2FbyPlCGjr98O9nB7YVS6sz2PgdD9jFybMg1jMwach2l1OgsfdVSdAzVI3gnLOkQKKUmtfc5GDLDyKwhXYxrq8FgMBgMBoPBYDAY0iKU/BCDwWAwGAwGg8FgMBhaMBNJg8FgMBgMBoPBYDCkRc7FSHbv3l0dccQR7X0ahhymqqpqp1KqR1D9GZk1ZErQMgtGbg2ZYWTWkGsYmTXkGu0hs25ybiJ5xBFHsGpVu2UKNuQBIrI5yP6MzBoyJWiZBSO3hswwMmvINYzMGnKN9pBZN8a11WAwGAwGg8FgMBgMaWEmkgaDwWAwGAwGg8FgSAszkTQYDAaDwWAwGAwGQ1qYiWSmrFsAfzgBKrvof9ctaO8zMgDjxo2jV69eHHzwwRx77LHMnTvXufsgEdkgIrUi8qqI9Ld3iEiJiDwkIntF5AsR+aWzoYgM92trcGGeDYOhfTHPYPth7r3B0L6YZzAQzEQyE9YtgCXXw57PAKX/XXK9EdYOwJQpU9i0aRN79+5l8eLFTJ06laqqKnbu3AlwNDAN6AasAh53NK0EjgH6A98HbhCR/wAQke7AwgRtDTbm2TAY2hfzDLYf5t4bDO2LeQYDw0wkM+HlW6CpLnZbU53ebmhXKioqKCkpAUBEEBE2btzIwoULAeqVUk8operRE8eTRGSA1XQ8cKtSardS6gPgz8Bl1r7RwPoEbQ025tkwZBNjWU4f8wy2H+beGwzti3kGA8NMJDNhz5b0thsCZdKkSZSVlTFgwAB69erFmWeeyfr16wFq7WOUUvuBjUCFiHQFegNrHV+zFqiw/l/h3Ods27ZXkoOYZ8OQLYxluXWYZ7D9MPfeYGhfzDMYGGYimQmHHJ7edkOgzJ49m3379vHGG28wevRoSkpKqKmpAQi7Dt0DHASUOz6792Htd+5z748iIhNFZJWIrNqxY0eml5J7mGfDkC2MZbl1mGew/TD33mDwJwgPE/MMBoaZSGbC8OlQVBq7rahUb89V8syFrKCggGHDhrFlyxbuv/9+ysvLAQpchx0M7ANqHJ/d+7D2O/e590dRSj2glBqilBrSo0ePTC8j98jHZ8PQPgRpWQ5q/AuiH/MMth/m3hsM3gTlYWKewcAwE8lMGDgGzr4XDukLiP737Hv19lwkj13Impub2bhxIxUVFQBl9nYR6YxOvrNeKbUb+Bw4ydH0JGC99f/1zn3Otm179lnm2V/CjG5QeYj+99lfJm+TLkE+G/mk/BviCcqyHNT4t24BPHNtbD/PXJv9fvLt/ZRLmHtvMHgTlIeJeQYDo7C9TyDnGTgmfwQz0QOeQ9f45Zdf8sorrzBixAhKS0tZtmwZjz32GI8++ijf/va3ueqqqzqJyHnAc8B0YJ1SaoPV/GFgqoisAr4GXAn81Nr3NDArQduOz7O/hFUPtnxW4ZbPI+7Kbl9BPBu28m/Lra382/3nWj+GeIZPj7330DaW5aDGvxduhHBj7LZwo96ebVnKp/dTrmHuvcEQT5AeJuYZDASzImloIU+Ck0WE+++/n8MPP5yuXbvyq1/9irvvvptzzjkHy810I/AbYDfwLeBCR/Obrf2bgeXALKXUiwBKqR3AeQnadnyq/pLe9o5OUNbNgPo57bTT6NSpE+Xl5ZSXl3PcccdF94nIxSKyWUT2i8giEenm2NdNRJ629m0WkYud35uobYcnKMtyUONf3a70thsMBkO+YGIX8w6zImlo4ZDDLXcrj+05RI8ePVi+fHmiQ/YppYZ47VBKNQCXW39e+5cBuVvuQ7nzDCXZ3tEJSvkP0Mhy3333ccUVV7g3dwLmAGcB7wAPALNpMWT8CWhEr6KfDDwnImuVUutFpCJJ245PEJblPBn/DAaDocMSlIeJITDSWpEUkWNEpF5EHnFsOzCt5PmICU7Of8SdZyjJ9o5Oadf0treW9reiHgosUUq9rpSqAaYBo0XkICtW9zxgmlKqRim1AlgMXGK1HevXNqiTzwmCGv9KfV5zftsNhkSY2G1DLjFwDJx0cYvOIQX6s3FBzVnSdW39E7DS/uCwdF+CtoTXoi3dzuNtK/lY4H6rTSptDUFjgpPzn8GXpbfdoAnQyDJlyhS6d+/O0KFDee211+zNnYitYboRPbYea/2FlVIfOb4mUf1TZ9vcIAhlOajx78d3QqgodluoSG83GNIhjxPkGfKUdQtg7aMtXlAqrD+bJHk5S8oTSRG5EKgGXnZs9rV0Gyt5jjJwDPziPais1v+aSWR+MeIuGDIh1ho4ZEL2E+0ERd3u9La3loAmGXfeeSeffPIJW7duZeLEiZx99tls3LgRdMkavxqmyeqb5nb90yCV5SDGv4FjYNTsWFkaNduMtYb0MTVWM+Ljjz+mU6dOjBs3LrrNeNm1MUHKrDG0BEJKMZIicjBwCzAcmODYVQG8ZX9QSm0UEdvSHcHbSv69FNpWpX8pBoMhJUbclbsTRzdBxrUFEKf3rW99K/r/Sy+9lMcee4znn38eIIx/DdNIgn2QZv1TdAwlQ4YMUa26iGwTZDbpdQv09+7ZomVo+PS2m0yaiaMhU/IkQV57ce2113LKKac4Nx3YsehBjH9BymyeVCLo6KS6Inkr8KBSyq2xJbJ057eV3GAwtD95HtcrIiilAOqJrWF6FFACfGT9FYrIMY6mieqfOtt2fIJSPIz12pBrtH/sds4yf/58unTpwvDhw52bD9xY9KDGvyBl1hhaAiHpRFJETgZ+APzBY3ciS3cyK3haVnKl1BCl1BCrfMOBh/HzNuQa+RTXFgDV1dUsXbqU+vp6mpubmTdvHq+//jpnnHEGwFfA2SLyHUuhuQVYqJTap5TaDywEbhGRziIyFDgH+Kv11fP82gZ+ka0hKMXDuAkaco08N6S1FXv37mX69On8/ve/d+86cGPRgxr/gpRZY2gJhFRcW08DjgA+FRHQK4kFInI88CL+lu4IlpVcKfWxdUj+WMmDxBRDN+QaQcpsnrgJNjU1MXXqVDZs2EBBQQEDBgxg0aJFdi3JeuBq9KTwUGAZ8FNH80nAQ8CX6EnnNUqp9QCW21With2boNLFG+u1Idewx70g3LHziGnTpjFhwgT69u3r3pUoFj2cYB+k6WUHTATo169fuqffNgQ1/g0cA5++rWtXq3DbZm01pUYCIZWJ5APAfMfnX6EnltcAhwF/E5HvoH3CYyzdImJbya9A+5OfA3zb+p55idoaHBg/b0OuYWQ2bXr06MHKlSt99yulHgUe9dm3CxjVmrYdnqCU5XysIxlUzKchnnyLt80TWVqzZg3Lli1j9erVXrsP3Fj0oMY/v6yt/U5tGyMz5IXcdmSSTiSVUrXo0hwAiEgNUK+U2gHsSGLpzl8reZAYS7kh1zAya8gmQSjL+Wa9Np4s7Ue+3fs8up7XXnuNTZs2RVcCa2pqCIfDvP/++5A4Fj2/veyCGv+CNjLnicdSRybdOpIopSqVUuMcnx9VSvVTSnVWSp1jWcbtfbuUUqOsff0sqziptDU4MH7ehlwjH2XWxCnnN0HG2wYhSwHEPDU0NDBhwgT69+/PQQcdxKBBg3jhhRei+0VkuIhsEJFaEXlVRPo79pWIyEMisldEvhCRXzq/O1HbDk++xdvm0fVMnDiRjRs3smbNGtasWcPVV1/NWWedxdKlS+FAjkUPavwzRua8I6XyH4Z2Jt8s5Yb8J99kNo8s8oYEBGG9DkqWvNzUEm1vBc3NzfTt25fly5fTr18/nn/+ecaMGcO7774LWr9YCFwBLEFnf38cONVqXgkcA/QHegKvisj7SqkXRaR7krYdm3xTlvPoesrKyigrK4t+Li8vp1OnTliJHA/cWHQIZvwLMoQgT9yxOzpmIpkL5KOft3nA85t8k1kT82nIFkHJkhS0xCG5t2eJzp07U1lZGf08YsQIjjzySKqqqgC6AOuVUk8AiEglsFNEBiilNgDjgZ8qpXYDu0Xkz8Bl6CR+o5O07djkW7xtvl2PA6f8wgEcix4UQRmZjfE3MMxEMlfIJz9v84AfGOSTzOaRRd7QzgQlS16TyETbs8D27dv56KOPqKioACglthzCfhHZCFSIyHagt3O/9X9bSXeXUoi2BTr+RDLfPDKCvB5jZM5vgjIyG+NvYJiJpCF4zANuyDXy2CJvCJigZOmQvj79xJU8yApNTU2MHTuWSy+9lAEDBoDOweBXDqHc8dm9D2v/Dp+2MXTIUgr55pER1PUYI3P7kk+ZhoM2/h7ABhAzkTQEj1ndMWSTIAbwfFthMLQfQclSgDIbiUS45JJLKC4u5r777otuxr8cQo3jc71rH+R6KQXIL48MCOZ6jJG5/ci3SXzQsZj5dO/SJO2srQZDxuRjRk9D+2AP4Hs+A1TLAJ7tLJhBZvQ05DdByVJA/SilmDBhAtu3b+epp56iqKjI3lVHbDmEzsDR6NjH3cDnzv0kLqUQbZvVkzd0LIyRuf3Io8y8gDaYFZXGbmsr42++3bs0MSuShuAxqzsHBkGsFAZpwc63FQZDPPnk2hVQP9dccw0ffPABy5Yto7Q0RnGrBk4QkfOA54DpwDpHspyHgakisgr4GnAlLVkunwZmJWhryEdMCEH7kW+T+CDdy/Pt3qWJmUgagiff4kcM8QRW4iDAAfwAjoE4IMhH96Q2ltnNmzczZ84cSkpK6NmzZ3T7nDlzAJqB84D7gEeAvwMXOprfDNwPbEavXt6plHoRQCm1w5pE+rU15CPDp8Mz10K4sWVbQbExMgdBPk7igzLY5eO9SwMzkTS0D2Z1J78JaqUwqAF83QJYNAkiTfrzns/0ZzBynC/kW3xWABPj/v37o5R3WOK4ceNQSi0DBnjtV0o1AJdbf177fdsa8hi3PPnIlyHLGE+x1nOA3zsTI2kwGLJPUCuFQcVBvHBjyyTSJtKktxvyg3xzTzrA43YMOcjLt3iPs0Zm2x6TB6D1HOD3zqxIGgyG7BPUSmFQbtJ1u9Lbbsg98s09Kd8mxob8x8hs+2I8xVrPAXzvzIqkwWDIPkFmTBs4Bn7xHlRW638P0MHckCFBymwQmOzYBwbrFsAfToDKLvrfbGesDhIjs4ZcJJ+ewVZgJpKGvKOhoYEJEybQv39/DjroIAYNGsQLL7wAwKZNmwAGi0iN42+aQKpWAgAAIABJREFU3VZESkTkIRHZKyJfiMgvnd8tIsNFZIOI1IrIqyLSP8hryxnyzdWjtFt62w25R5AyG4TikW8TY0M8QZU/Cgojs4ZcI9+ewVZgXFsNeUdzczN9+/Zl+fLl9OvXj+eff54xY8bw7rvvOg/ropRq9mheCRwD9Ad6Aq+KyPtKqRdFpDuwELgCWALcCjwOnNqW15Oz5JOrx4/v9M4m+OM72++cDNknCJkNKjusyY6d/+Rbgigjs4Zskm8lyDooZiJpyDs6d+5MZWVl9POIESM48sgjqaqqYvDgwcmajwd+ahXM3i0ifwYuA14ERqOLaT8BICKVwE4RGWDqm+U5RsExZAtT+9SQLfIxptDIrCEb5GMJsg6KmUga8p7t27fz0UcfUVFR4dy8WUQU8BIwWSm1U0S6Ar2BtY7j1gKjrP9XOPcppfaLyEZru5lI5jtGwTFkA6N4GLJFviWIMhwwLFq9lVlLP2RbdR29u5Qy+YzjGDWoT/Y6aOcSZLWlPSnLXi8dGhMjachrmpqaGDt2LJdeeikDBgyge/fuAB+gXVcHAwcB86zDy61/9zi+Yo91jL3fuc+9P4qITBSRVSKyaseOHdm5mCyxaPVWht7xCkfe9BxD73iFRau3tvcpGQwHDiahiCFbmJhCQw6yaPVWpix8l63VdShga3UdUxa+m11dxMcwp9qgBFlYimL7UPD0/hMOGN3KTCQNeUskEuGSSy6huLiY++67D4Dy8nKAWqVUs1JqO3Ad8CMRORiosZoe7Piag4F91v9rXPvc+6MopR5QSg1RSg3p0aNH1q4pUwIZwB19mQmrweAiQOXfPIN5Tr4lNTMcEMxYsp4fhpezovh6Pim5mBXF1/PD8HJmLf0we534GOa2qUOzPg66022IwPnyKmueeyCr/XRUzETSEEuepDFWSjFhwgS2b9/OU089RVFRke+h1r9ixUV+Dpzk2H8SsN76/3rnPhHpDBzt2N/hmbX0Q+qawjHb6prC2R3ACXbCmi8ya/AnryZEASn/gT6DhvbDlD8y5BCLVm/lO/WvckfRXA4P7SQkcHhoJ3cUzWXI3pey19Hw6dRRErOpVhVzZ9OY7Oo7L99CYVSNbKFYmrmi8ZHs9dOBMRNJQwt5lMb4mmuu4YMPPmDJkiWUlrZY///+978DlIhISEQOBe4FXlNK2S6rDwNTRaSriAwArgT+Yu17GjhBRM4TkU7AdGBdLiXa2VZdl9b21hLUhDWfZNbgTV5OiAJQ/gN7Bg0HBsZgZ8gCs5Z+yA2FCyiTxpjtZdLIlOInstfRwDHc1DiBLZHuRJSwJdKdm5quYHFkWHb1nQSusr1DX2Wvnw6MmUhmSj4NromCk3OIzZs3M2fOHNasWUPPnj0pLy+nvLycefPm8cknnwAci3ZHfQ9oAC5yNL8Z2AhsBpYDs5RSLwIopXYA5wG/AXYD3wIuDOq6skHvLqVpbW8tQU1Yg5TZoFbFPv74Yzp16sS4ceOcm7uJyGYR2S8ii0QkWsBSRLqJyNPWvs0icrGzoYhc7Nc2FzATotYR2DNoyH+Mwc6QJbZV19Fbdnru+xre21vLqoN/yLDGezmqYR7DGu9lcWQYkGV9J0Fse31pz+z104ExE8lMWLcAFk2KHVwXTcrdwTVPsgn2798fpRT19fXU1NRE/8aOHctFF10E8K5SqrNSqpdSarxS6gu7rVKqQSl1uVLqYKXU15RSdzm/Wym1TCk1QClVqpQ6TSm1KeDLy4jJZxxHaVFBzLbSogImn3FcVvsJasIalMwGuSp27bXXcsopp0Q/r1+/HnRyqEuArwG1wGxHkz8Bjda+scD9IlIBYP07J0HbDo+ZELWOwJ5BQ/6TJ0ZmQ2KCMJb27lLKNtXdc59kOeFYIPrO8OkQig+dCksRZT8+MJ4PM5HMhBduhEhT7LZIk96ebYJY+TTZBPOeUYP6cPvoE+nTpRQB+nQp5fbRJ2Y37TbBTVhrfSx+fttbS1CrYvPnz6dLly4MHz48um3evHkA1Uqp15VSNcA0YLSIHGTF6Z4HTFNK1SilVgCL0RNH0BPLJV5ts3ribcghpd7xzX7bDZqgnkHDAUCeGJkN/gRlLJ18xnH8LnIBtao4ZntzQaesJxwLRN8ZOAZGzYZSh6NPaTcKzp19wMQrmzqSmVC3K73trSWowqrH/AhWPei93WBIA3ugbtM6UcDMpgu4Qc2OibeoVcXMbLqAyiz2E8Sq2N69e5k+fTovv/wyDz7Y8hxaK5LRjpRSG0WkEe2iHQHCSqmPHF+1Fvie9f8K4C2ftlVZO/k2pLE5nNZ2gyaoZ9BwAGDqVeY9iYyl2RwzVm3exaLmoUQiihsKF9BbvmKbOpS3+k1iTBtMvEYN6tP2Y94BXmPaTCRzgaAKq378f+ltN+QcttXRfmHYVkcg64NtEAP4/9Z8k12hxpgX0szmMSxp+GZ0IpmNwse9u5Sy1WPSmE03wWnTpjFhwgT69u0bs72mpgbAPWuy65eGSVzbNOXap6DrnwITAfr165feBbQRtU2RtLZnQpsXyQ6YQJQoQ/4zfHqsMRtMvco8I6gQgsf+rg0SiyPDWNw4LLq94GPhwJ2K5TZmIpkJpd28Vx9Ls5zLIii3EuO+kvf4WR3/a8FafvH4mpxTnnt3KWVxdewLCbQLC2Rv4jz5jONivgey6ya4Zs0ali1bxurVq+P2WbVP3WEIdv3SCIlrm6Zc+xR0/VPgAYAhQ4bE5zRvJ0aGVljGgp1sU92Z2TwmmjghWwRpZDEYcgrbYP3yLVofOORwPYk8gFdh8o0uZUXsrm3y3J5Nwsr7teK33dDxMTGSmfDjO6Eg1s+bgmK9PZsEFbsYZIxkPmW7zSG8VtVAD+K5WFohWRxYtmIbRw3qw3mD+1AgAkCBCOcNzt5qz2uvvcamTZvo168fPXv25He/+x1PPfUU3/jGN6ioqAAos48VkaOAEuAj669QRI5xfF2i2qfOtjnBRZ3e9qw5dlGnt7Paj8kOazAkwNSr7PhkoFf5zeOyPb+TBPtyRe8wxGImkpkwcAyc86fYwtLn/Cn7A+zw6dqNxElbuJUE1Y9JJd4uLFq9FUGv7qwovp5PSi5mRfH1jAytiDkul5TnZMH0fm45W6vr0nppLVq9laeqtkatpmGleKpqa9ZefBMnTmTjxo2sWbOGNWvWcPXVV3PWWWexdOlSxo4dC9BFRL5jJde5BViolNqnlNoPLARuEZHOIjIUOAf4q/XV84Czvdpm5cQDYFrpE541x6aVZrHmGMFmhw2qlEzQfRkMhnYiQ71qT138amSi7a2lrLjAd1+u6B1uDvQx1kwkMyUIK93AMXD2vbET1rPvzX5fQfVjUom3C7OWfsjZoRWeqzvuyWQulVYYNagPb950Ov+64yzevOn0mFXCRDGM6ay8tvVqVVlZGT179oz+lZeX06lTJ3r06GGvSG5GTwq/RMc3TnI0nwSUWvseA65RSq0HsP69OkHbDk9Z3RdpbW8tQZXLWLR6Kyuens3jtVeyseRiHq+9khVPz24T5WPqonf5xeNrAilbY2hHjIdPWowbN45evXpx8MEHc+yxxzJ37tzoPhEZLiIbRKRWRF4Vkf6OfSUi8pCI7BWRL0Tkl87vTdS2zclQrwpq/Ktt9E+StrW6LqsTsZWL5/BF5b8RufkQvqj8N1YunpOV73USZGmwjoqJkcwVgsoKFUQ/JhazXdhWXcfjxQs8V3duKFwQE2eY6csjqKQlyfqZfMZxTH5iLU2ReP+cdDLSBV3LsLKy0r1pl1JqiNexSqldwCi/71JKPQo8mrWTC5qAMkZ+f0APHnn7U8/t2WTNcw9wizwQfQ4Pl53coh5g5nOFjBo0I2v9LFq9lXlvf4pb8tsiE6OhHQkqq3seMWXKFB588EFKSkrYsGEDp512GoMGDQKtEy8ErgCWALcCjwOnWk0rgWPQdX17Aq+KyPtKqRdFpHuStm1LhnrV9wf0YO8/Ho2LRT94wMVZPEn/xHU22YpNX7l4DidUTaVUGkGgJzs4pGoqK4FTRl7V6u91E1S2246MWZE0BI+pV9ku9O5SSm/Z6b1Pvor+Py6JTJrW7qAsdHY/g/e+xBvF1/NG3bmcsui78VbHBEEZqU4ETXH3diQgl/tXN+xIa3truaLxEU9jzhWNj2S1n1lLP4ybRNrkkseBIQnGwydtKioqKCkpAUBEEBE2btwI0AVYr5R6QilVj544niQiA6ym44FblVK7lVIfAH8GLrP2jU7Stm3x1Z9USu/twvee9PRWCq/J7ur25DOOoyiUKFIyO94+fd+ZpSeRDkqlkb7vzMroe90EbWTuiJiJpCF4gorFNMTw/QE92Ka6e+77Urp7F+xtRdxFUElLZi39kB+Gl8e8/PrITk54Z1r0/GYt/ZCmsH+2gFQngkcc6n1c0tUq43KWOQG53PtZyRNZz1tD79BXaW1vLYkUGWMAySOMh0+rmDRpEmVlZQwYMIBevXpx5plngg4RWGsfY8WgbwQqRKQr0Nu53/p/hfX/Cr+22T53z5g8L73KJoX3tp+B69rIo1k1Ao8a1IdZ559El9LE2WC3Vddl9P48THkbAP22txa/rLbZznbbkTETyVwhnxTSgWPgpItBrKBrKdCfjRtOm/Ls2s+Z2TyGWhWbabiOYnqO/m00xhCIvqS+WPjrtK3dtgLrTuozZO9LWb2ebdV13FAY76pbSkP0/BIp06mW71i0eitvbfQo84OuieUbYG+SSmWNReGhDG24lyPr5zG04V4WhYe2WV/JklFlylcF3sYHv+2txW+yKJC1sjWGJATx3jYePq1i9uzZ7Nu3jzfeeIPRo0fbK5Qh/Ovuljs+u/dBGjV7RWSiiKwSkVU7dqQ3sfH1+AkPdRjcPEjy3vY1cMlXWTcCr9q8i331zQmPubT8Hxm9P78Un/FUyOpzGFS2246MmUjmAvmmkK5bAGsfBWWtWqmw/pyr15MjVNc1sTgyjJuarmBLpDsRJWyJdOfGxiuik3j3S8rXepfA2t27SykjvZL6FD+Y1d+4S1mRr6uufX6JVl5SLd+RyEUwYdkU43KWFaYuepdXn7gvkOQ0nnJbNDercvub+vPjjDm1qpjb6n6StT5ATxZ/UvxWzKT4nNAKxp7a74CJ3WlXgnpv55uHT4BG84KCAoYNG8aWLVu4//77IXFd3hrHZ/c+SKNmr1LqAaXUEKXUkB490jMgJfT4sZM/+sVzJHhv7yk6zHP7NnVoVr0ypi56l0fe/jRh3cjSogJuKHo8o/fnZ9+YjEdqBD3pyeI7OKhstx2ZlCaSIvKIiHxuZar6SESucOzLzQxXuUS+KaT5dj05xuLIMIY13stRDfMY1nhvTGF390vKzxU2kbV78hnHcWNR4pXCbKBU8vNL5HqaavmOVGMd4tx3jctZxixavZV9/3iU212Tu1vkAdY890BW+yoQ8VzhLpPGrMrtovBQbmq6gq8i5Sil5bieYhTZraM2quDNuEnx70sf4rajPshaH4YEBPWeCyrbehATvHYymjc3N9sxknXE1t3tDByNjn3cDXzu3E/imr3Rttk815Ri8kq7ejdO8N6+R13kaeCa2TwmWj85Gzz2d4/EaRbO8BrfrNx7PktJ/k4ZeRW+p+16B2dSvsPkT0h9RfJ24Ail1MHASOA2ERnsyFI1DegGrEJnqbKppCXD1feBG0TkPwBSaGuwyTeFNN+uJ0fo6uOz79zufkl5ucIms3aPGtQnJnlPDFn8jffUNXmeX60qjp5fokQpqcZtpvNCcN6/2tKensf4bTfEM2vph0z2mdx5JqfJQNm96Ft9k65wZwNbKSuVRkRABLpJDXcUzc3u5PjlWygM18dsKgzXG4NdUAT5nmvrMmRBTfACmHx/+eWXzJ8/n5qaGsLhMEuXLuWxxx7j9NNPB6gGThCR80SkEzAdWKeU2mA1fxiYKiJdrSQ6VwJ/sfY9naRtVkg6cVm3ABo8ygQXFCd8b/9vzTfjvJVuarqCxZFhhJXKWlmORCuRMSW8ErlmpyB/i1ZvTckQnmlywMlnHEdpUWxtzIRhM/kUpmaR0kRSKbVeKdVgf7T+jiZ5lqqOm+Eql8i3GIh8u54c4eazKygqiDXRFRUIN5/dkgvA/ZKyXWG3Kv1y+YIerDxxRkJFRQ/gh3rvzOJv3KWsyNNV91a5Onp+yVYTU1lttLPMpRI717tLafRF0anu8zjXmlpVzMymC1K/yAOcbdV1/pmG3TE9GSq7t406kbrCQ7x3ZlFuL/pWX9+Vz6xmbjUGu/Yln95zQa2uBiCzIsL999/P4YcfTteuXfnVr37F3XffzTnnnAPQDJwH/AbYDXwLuNDR/GZ0Ap3NwHJgllLqRQCl1I4kbbPC5DOOi3uPg8P75uVbIBLvVtkQKmXo8919V916dylN6K2Urezrfglb47YnSh4ESeWvcvF67mzyNjSvPPpn0c+ZJgccNagPt48+kT5dSr0TFjrJtzA1i5TrSIrIbPQksBRYDTyPfmBislSJiJ3hajveGa7semdxGa7stkBWLTg5z/Dp8My1EHYoHkmsSx2a4dNj615Bbsd05Aj2wJas7uKUhe/GDKyLI8NY3NDyQildWcDtfbf6xlnNWvohg5vGcEfR3BhluY5iSr1+43UL9AthzxatZA2fnpJFvd46x8WRYTE1MItC8Podr7Ctuo6QSEILaKqrjSNCK/hNwdyY2n93F81mcPgjbm6+PHrct2tfpvYpXSMwBCAQUdplZ6tVl2tJwzepTKnXPKKVv3HvLqVsq+3O4R6TyfrSnpQ5NyRSdlNZoVm3gM6qNn57lsfa2476ALU6tclxRvVYS7tCnUeSKD+3N0N2yaf3XFBGCb+asVmU2R49erB8+XLf/UqpZYDngoa1oHK59ZdW22zR57NnebVgJr0LW2o9Lo4M45G3P+VfO2r4654tnitERY172dqgZdGrVuPkM47jlwvWeMYV2tQ1halcvD6jGOuSwhB1TRFGhlbE1Kz8fWQMQ+8odYx1Qxl19r3We8PbHVbt2eJb3au6ronFDIMmrH6+Yps6lJnNY6h6/xjeHKmPy0b5jlGDUsu3kPE7qoOScrIdpdQkdPap76BdUhtInKWqQ2S4yhvcynAup4QKKqYjX4m6RhwCM7rpf7PkImFb1xKl5k5mrbMH4DpVHI0B26XKubHxivhsmxlY6OqaIp7bmyJE3VQSTSIhteyVs5Z+yH+FHo9bQQoJXFKwLGZl8j+Z73ncVtU9auHtVHSA5TjL4DeefMZx3M2FcVblRimh7Mcua3SGym7tC9M9LfkUl8ePTa11T7LuhV/sTr3D7TlTl6uGZu/nw2+7Icvk03suqNXV4dMh5PHuaazJ+VWbrLBuASe8My0m7vmeotm8UzKRkaEVvLlxF9si3t5Abi8hr/d4gST3vKmua8poVbLemkTGxW8XzGZF3bm8UXw9g/e+1JKJ9hfv+Wai3aYOTXouXquszkliVmIcU30f5KmXSFoajVIqrJRaARwOXEPiLFUdIsNVXuDlqhBpyu1Yl7aO6chXYpRyWjLfphgzMGXhuwze+xJvFF/PG3XnMuTp73L9r6fEuLqMGtSHziWJnRW8rHV2wPrZ1kvi0FBNNAasE3pyNWOJK+9AGi5T7oD4TBGBXzy+JmnsRyL3ypBoa6eNrxumI2a0rinSJhlHOywZuMWNGtSHYedOYmbRJO2+jFBb2ovic++LHzP8lFoJJVVCF63eSqdan+QOdbtjP2finuR1LyzCUhQzOc7U5aqoyW2nTbzdkH2CLFvTpgSVGXbgGCiJW0vQ3li5rO9ki5dv0UnrHDhjrEeGVvBy5OS4VcUGVUCZ1MdNDp3v8RlL1jM19CB3F82Oy1rtnkxmUg6kS1mRp2t/yNIV7D5/GF7e0s/w6dQR76J6Z9OYVp2Lguh7P+0YRzce74PIwivZ+P+uij82n9zdHbTWNF5ISzaqDp3hKi/IUyuGoRUkUESTKeezln7ID8PLPcsbRC2Aq3Um063VdQktk25rnXP1xC/+64bCBeyudRlEUpRtr9WZTFGKlFZ6encp9Q/aJ3aS6Hec2xqc7bpcHZoMx69Rg/pQOXUGh9+ykVBlNWU3bvA2PPnF1Khw0onerKUf+sb17nanxc8kXizBNRd0OijmujJ1ufJbmdgd6ZxSe0NmZLqi3KEIcnXVyx0bjL4DCe9BmTRyc+HDnF/weky8YURBgSi6SU3c5NB+jy9avZXv1L/K+IJlcbGK9rvbSTpun04Wrd7Knrom+vglNXP1ab/np37ydW5s9E4E5KcLeHlVOXWax2uv5JUn7mPGkvWcN7hPajGOXni8D0LAkZvms3LxnNhj861Uj0XSGEkROQw4HXgWnRr5B8BFwMXAW8AsETkPeA7/DFergK+hM1z91Nr3dJK2Bhu/uIEct2IYWkGSl2mimIFt1XUsKXnYd5K3uHEYP398DdBST88ZE3hH0VxogpcKvsfkM46Lxm+5B/JUVuWi+Mj2F3Tn3296LhoX5rU6kwnu+IyZzWOYslBRuXg91Vb9p65lRdx8doV2r3z6Qmaq+zwTBTgnIDOb42ND7RTqMW2yWJerw5Pp+LVuAbUvTKdT3RdsixzK3OJxnHzWxPgXva3UPn11y0q9TZI4lG3VdcwMef92lfvP4/urHTHBmUyM/e4FxK189u5S6qkkpepyNbd4HFOa/kiJxN6Lg0L1elJtvEDalEQryjlZx3PgmLaXmXUL0BHlHiEJRt9JPH6gVybdbvMhgRCx7uxl0siNRQtYecZ1gJbVJUUP+7rcu9/drS1tMWPJekZIfJK6RH0eP+0FapsiQGwuBCeLHOOzrZdUu+o4+uk0N9XDU1Xfa5k8rlsAL18Pz6QYz+8z7ocE+rwzE0Y6Vibt72lFvoCOTCorkgrtxroFnYnqd8DPlVLPpJClqt0zXLU5z/6yJU5tRjf9OdvkqRXD0AqSvEy307Ii5nYF/UnxW3SNepzH4n5RJFpVrGsK8+uF65j85FpPRTfRqlycldBDtmtVMb9tPD/Giu9ndRwZWsHbnf5Tr5qWeGdS9WrjtSr7w/DrMS+f3bVN/PzxNazavIth507ir+EfeGdhdUwSvbLI2pZTJ4ckiEHNOzIZv9YtoPmZn1FW9zkhFIeHdnJD02xWPD3be2Vn4BhQPjGACSZ6dsZCr9/umciw2BXkTNyThk/Ht1i4q32mLlcnnzWR/bHpiAAopjl+9bSVMZ/33XcfQ4YMoaSkhMsuuyy6fdOmTQCDRaTG8TfN3n8g1JjORhKPVMmkDl6H4uVb8JxEIge8vrNo9VYq958XX46rlfSi5Z2/tbrOVzcAqCbWiyFRfeZE7K5t4uZC/wmrE9tAW+uTC8GJPT47vQAgdgXyrqL/SajT/NeCtfznr6dQt/C6tMIWEpXz6qm+in8e8zCsK+lEUim1Qyn1PaVUF6XUwUqpE5VSf3bsX6aUGqCUKlVKnaaU2uTY16CUutxq9zWl1F2u7/ZtmxM8+0tY9WCL9VuF9edsTybzKWjfpg1r6TQ0NDBhwgT69+/PQQcdxKBBg3jhhRechxzkp6R0eAUnQUrsWlXM7Y3nA95uVf/JfN8B3O3Wl2xVsbYpQlNYv/DdLrAvR072LWxcObIi9gsdsq3wnnjVNYU9z9ueEPZkh54Qinc8h5tEk2QvHnn7U1578j6Gh/RqbbMKoRS+k8REKdRt9jc2566yly6ZjF8etRDLpJGfM9/fPbgVE73JZxyH4P/bxSj/mUyMB46BIZcTN5n0aJ9WWnkPRg3qQ1fxUQ6dk+oMYj579+7N1KlTufxyzySWAF2UUuXW362O7ZV09BrTGb6jgipUnlcutL7GHpXb+k6GLFq9lclPruUvVq3HfZESz/yLqUzQoscDrzxxHxXTX/QtyeH8bifPrv3c9zyTGTS6+Y1JDry8eBJhj88zlqyPegGMDK3gd0UPRA3GheI9IbV1mrBSTC5cEBeDmixs4da6830z3W5Th+b285giKZf/MHhQ9Rf/7SPu8t7XWoJwKwkKW3Gx/cptxQWyco3Nzc307duX5cuX069fP55//nnGjBnDu+++S3l5OehY3IuAJcCtaCXlVKt5JS0KTk/gVRF5Xyn1okPBucKnbdtj3Z8vFv6aw9QOIoQoIBItLVF18A8Bb7cqv8mhUsS7XirvkgvuCaeXu8j58jpPhL/L8NCamJTbXx05kllLP+QXj6+JLWVgyfawO17xXXn0Sr6aaELo5wKT6D54ut5a1/jbwpZrDBGJvui8Jomp0BRWuevi1hpaO375KJa9Zaf/yk4ryi6MGtSHxtXz+fam2THuzvbvG6P8Z+qeNOIu6HdqSu1TTivvg6TiVpxBSvrRo0cDsGrVKrZsSSuGbTzwUyuXwm4RsWtMv4ijxjSAiFQCO0VkQGChL1l4R3mVUkoriUeK5JULra+8emftPFCYsWR91HALOubRPWlMZxJpf8fvih7gV02wWA1jlyrnUJ9JXlfZH/O5uq6Jiukv8ptzT4xxKXXKuz2BWrV5F69u2JE0r4HzHV/vSqzjDEVx6zyLI8NQwMkz/i/Go6iy6GGKpTnpfXDqNH66QSJvlsfqT2VA4ftc4oovdU6GPZ/HVpbE6oiYiWQmuONwkm3PBYIQ7jaupdO5c2cqKyujn0eMGMGRRx5JVVUVX331FUB9AiWlQyk43nXkxvB2eKinknK7paR4Kdl+k8NdqjyqMMcM2ArfgdHGbzI3PLSGYY33RrcNPbob73y6J+4lA1pZdib4cccu+k3W0p0QJrsPfslWWjthTXYt2UgY1BHIqNZhMhLEBI0sWMGRNxHfZ2smeusWMGbL7RDSisjhspNZRXNiYoJjyNSwl6h9qjGhSVi0eitr9p/HDWp2jPw2F3Si0DmpbttkbptFRAEvAZOVUjtFpCsdvcZ0Ft5RqdTtzQZButC2uX7gYQSqo4ROxL/ZAAAgAElEQVT3jv4Zp2Svl5zDmaTO633UWoqlOfoem9E8nnuKZntOSL3ejfsbw0x+Uj+mowb18TVozHv70xhn5f10opxYLxMbu+9u1ERzMgAxxmo73tOZt2FxZFhcTGQiV10bt07jpxskC1u4uflyqiLHxtWrdL7vY57HNl5MCRozkcwEKfCeNEpB/LZcICjhDjgL7fbt2/noo4+oqKjg/vvvB4hWHXcqKSKynQ6k4PhZ+CC5ktKlrCguQ6pXIpiIgmcjekHVvbpo7xeIsf45SXUy99Ynu+JWFeuawkxZuC5pgp/B4Y+s1c3YCVmiCWGiSVyqCXHSvUYniZIV2edRkK4JuQPiJaO/eHwNP398DX1aozi7FNWNXYZyZPX8ONerkMDkggU8Ex7G4L0vccqiK1HPfKVX4GzlNp0x64Ub40oslUiYW4r/yunnXBfcyo4dE2q589oxodOfbgYmpXweLb/LN9kVaoxRcO6OXMiw8NDooNYWydy6d+8O8AEwEDgU+BMwDziD1GpMuwtGe9aYBl1nGpgI0K9fv1afc2xv2XlHZbqinAqZJmVKmSD0g4FjWLlpN72rZtKLFoX8pZX9ub3v1txbYW0DfFfNWkkf2ck7JROpbBrPw+EfxK2sNSnxfTc6PWu2pWAIHhlaQRFNcd/j5ZZrG2vLpN534lwmjdxTNJtKHqayaXxKHkI6W7t4Tva8dINGKaF4+HRfg2mX0iKq65pYHPFPBgSu57GNF1OCxkwkM2Bjv/M5alNs3JlS8En/8zm6/U6r9QQl3AFmoW1qamLs2LFceumlDBgwgJqaGgD37N9WUrKm4GRDuUnmspRISfFyBV0cGcbg8EcxL4qQwPkFr0etaV61nbZEusesLjpJdXXP63z09bTELfit/DnP93DZGX1xLAmfyvnyetyE8OXIyQkncYsjw6CJhNbD1lyjk1RWMcN+NyWH8JLRs21lom4nny/qzsrPbuCUkR41tdx4KKq99zztm4W4t+yMN360Vrn1KTnQhX1ZV149FZKCN60J9GdxL+UyaeTnaj4XLB2e8rk4f5fFkWHQTFTB+7maz9znChlVUBHtMz5TpujtfzihVatOVghBrVKqGdguItcBn4vIwcTWmK53/D/tGtOg60wDDwAMGTIkOw+V70q4SvmerFw8h77vzOIwtYMvpQeffWNyas9Bmtx9/MfWxKtFefdcRc+UgPSDn79/DFsbXO+bSI666maZkaEVRAjFZWHNBBG9AnhP0WzP/YUo7i6azT3o/bspj5m02Sttl5b/gxuaYt+7dxfNZnD4I25u1jHUNxQuiMsinYjestN3/Hef/++KHoiuYPrlOwCoUSWc2Pj/PPf56QZf/b0v73zqbdQfcVIvHnn704Tn+JPit7hFnoLKLxJn3s3REjetrSNpAMZvv4CHwz+IJt9oViEeDv+A8dsvaO9Tax1BrRQGlIU2EolwySWXUFxczH333QdEFRz3krGtpDgVHPc+SEPBUUo9oJQaopQa0qNH+hnObFdPL1JxWdpTF2/1AxgeWuNbJ6o1K28zm8f4JtZJVIfSux/v/t3naxdgPr9Ax2LqLJv6+SulkXEFLydNppNKQpxE1xhR8HLk5Lhj7Wv2q5Plvpe5HoDvlkV3Rtw+spMT3pmWWqISD0W1lAYiCVSJyqL4cjYp13RMAbtwdbayYS5avZXJT6yNSYzyyhP30fj0df7KBVpu0nGFdv4uXlmKpzT9EZ651tGnoiUBkGNSmUbinSTYEzzJiRrTCZKapXJPVi6ewwlVU6OJwHqygxOqpsbXlcuUdQs45d2b6SMtv+2dxQ/y8Cmbsz/pCkg/CNRVN0foWlYUfY79ksZkikjLn3t7yLGvm+hJ5zslE2NqUd5Q9LinIfqSgmXRd3+6q6kRQinHfhZLMzcXPhwd6/zalUiYGYUP+eomXrrBmxt3+Rr1n1v3eUJdZ2RoBbeGHqCs7nPsZGZ+1q5tHJqTmZfNimQGbKuu42Yuj1pbbCRXB7ygVgoHjmFj1cv037yAAhUhLCE29z6Ho7No1VRKMWHCBLZv387zzz9PUZEut1BRUQG05MR3KilKqd0iYis4L1mHuBWcS73aZu3EaXFL8+OQ0iKG3vEK26rr6FQUoqE5YhUdFi76lk5K4DdQJZos+q287Vb+Bcz9LHhAUtdON77xCT7YsZgvR07mkoJl0Rdsgc/Vp/MSc7vorIocw7DQes+VXGd8qdstxo17FXPGkvU5bWV3u9V5rcSW0pDaqoVfPS6f3zMk0FV5x8FEqj/jO3e8Euda67tKVNrNc1VytyqPXp+XazmQetzYugV885kpfFgUmzCiTOopVg3xxzuw3bV3/+YXdG36Mml8mvN38fpNSiQMYffKgPIO12iq066/Hn01NzfT3NxMOBwmHA5TX19PYWEhVVVVuhuRENAVuBd4TSlle3t07BrTMXG2Hu/EJCtxfd+ZRan7OZBG+r4zK7auXKb4GF9O2fhHIMurnwHpB4G56uYQZw3sxdXvpB8baYemZDuKwl4FvKNoLuuPPwI4nbK6LzyPDQncVfQ/0OT/jvc6P6WgIM2VV686mm6KpTnOyymZbuKHndchka5zQ+ECSon93YR4d95aVcwdTWNiMi8DOaEfmBXJDAgqvTfQpuUybFYe/TPqXCsvdaqYlUf/LLv9LJ5D700LKSSCCBQSofemhVm11l5zzTV88MEHLFmyhNLSlt/j3HPPBegkIueJSCfilRRbwekqIgPQCs5frH1PAyckaJsVnG5pXpau6rqm6IpGXVMkmno6rBSPvP1pQjeL6qj3rnt7Z2Y2j6FBxcf3HiT1vquJsROuFhfRVEpspFI2xC+ttk1v2cl4V0xHIpKtis4ofIiNJRdzT9HsmBUc5yTS73qSJUFQCrpITcw5uONYcw13rUP/rHeftdTarTzEewzzUUhbqwQN3vtSTNp1r1WiIVU30HRrL+h5Ypz7daMqpLJpfMw22wodxaN0Rt3C61rGsui4fQgsnEhvWlLRiyVbyZJCON21uzZtj/YTsyrmeD/U3jmA79a/Gm2fjgFF+SSKU3W7PN85t912G6Wlpdxxxx088sgjlJaWctttt/HJJ58AHIv21ngPaEBnyrbp+DWm7XpvfiviCVbiDlPuCIjE21tNkPkGAvIkyrR+aj7y6oYdaa/mKdWykthWlEmjZbRIXE+xUCLcXTSbPrLTs2yJF16ro9nC611+c+HDrfquZLqO3+/mvLaIgifC340re+Zb4qqDYSaSGRDYgJdBna90+Pn7x3CjqyD3jU1X8PP3j8lqPwmttVlg8+bNzJkzhzVr1tCzZ0/Ky8spLy9n3rx5WG6mG/FXUtpdwbFdeLxc0lKpk5gIv0FbKW0920+8EcTO7ObGXafp8NBOflf0ACNDK3xdO+3tI0MrmFU0J6bthQWvOlxVtfz9NfyDhAWY07G2hgRuLnzY1wVlRuFDjC9YRoHHC8xvotpHdrKxZCz/KrnY95qj5ypQLvXcVXR/Rr9hR2LUoD6cN7gPBSLR+J2E2BOVPZ/BwomxNXeHT/ddSffD77cPCfyh6H7Why7g1Ge+B+sWeI47IlAUrkX9a3lcrDtWbJBbTrZV10XrpW15cornilDvqpl6Mhkdt/X3pXMNzlqlw0Nr/F14Xe+HsrrPmab+J3rO21R37w48CCvv30/A0124srISpVTMX2VlJRdddBHAu0qpzkqpXkqp8Uqp6JJFTtWYTqUuqcvQ6/ebZl0xbkXN1FYzcAwrT5zBF/QgooQv6MHKE2dkPTlIpvVT85Ft1XVpPcfQthNIJ8oyWsxsuiCh4dfpHuskm+eZyXd1k5oYl9d/lozjX45//cJzkoUEpfK7hYRonWonueLObSaSGRDUgFf7wnT/IPcssq26jsGhj+gpuxAUPWUXg0MfZV2Y/a212clG1r9/f5RS1NfXU1NTE/0bO3asfcg+PyWlPRUcWzm1x+JUVvX88PPZ9ytQ3k1qeKdkou/qiFec5G+LHoqr01Qszfy26EHf8wpbQ87NhQ/HBd2XSJgRobdj4hOqIsdSp4p1pjXXSyqSZgFm0NfpNzEfW/BK2t8n0lLTK9W2haKi1s8upUXR7ePGjaNXr14cfPDBHHvsscydO9fZ7CAR2SAitSLyqoj0bzkHKRGRh0Rkr4h8ISK/dDYUkeF+bTNl0eqtPFW1lbPkjVbE7yhY9ZBWwq2SF2nPJBNQICq68lj71LV8LcFqkPunE4FiCUfl5O6i2fyr5GKqiifyTqerGLmogsdrr/Q1HvRiJ33emRk/bvvgZeBpojC6wp+wvpmHe2OZNPKbwgf5Z8k4z1UALyKWK5nvsTmaCCJjkq3EeRl6O8q5ZZFFq7cyfmV/Tq2/h6Ma5nFq/T2MX9m/TWK5Rg3qw5s3nc6/7jiLN286/YCeRIL2cvPzGGpv7HCNv9R8k7+Gf5DSWNMREYHxBcui+oHtNeL0HnHGhtrU0snz+3arzqwovp7eKY6/fazkcU5yxZ3bxEhmSFun9160eisja7/w9q5xv9gzrPH0u9KHGR1ZFlWIC4kwvmAZ5UWFwFmtvgY3X0oPesYlP4UvpTv+zhH5jbuMArS+TqK9UmhP8uxMp/cwm7BPxjc75sEPBXxScnE0KyBAZ59aUJ1p8J1UFRBhZGgF3RJMaJ3XkagcSbIVQC+8Uoz/pvBBFjcOSzseIxO6SQ1FIaFyZEV025QpU3jwwQcpKSlhw4YNnHbaaQwaNIj+/fuDjsW9CFgC3Ao8DpxqNa0EjgH6Az2BV0XkfaXUiyLSHVgIXOHTNiNsN+wbiltb20zBCzcSrt9HmWry9SLMlDJpjMpOa7BXpKMFu0U/V75uWUAvtTPlDp2pbmycNd6qKfd+PhNkACwX/+cwrn/lv+puU005r63OjxIMzsy5F3Z6m5/xKD3VTu/sqsnqknpM5P1uZZhQdpWu1tRMbSXJsogb2o4jDi1lcfUwKnmYEo9xwKt8RhBEFNzZNIZ70f3f3Hw54wuWBX8iWSLZPXRmuL2H2dSoEjoTH9+ulB2vmbyWpfO73bGaueLObSaSQZPmZG/W0g8Zog5NXiQ1CzWeRqulnm4H5/J/KbVPlc++MZlDqqbGuJnVqWI+Gzz5gJ1Ier2kW1N2AnQmS/dKodM40JqXToFojdkOJK+nuFXuW9HBMgEjQyt84yxDogfpPrKTCOKbWMcLv+sulwZmFD5kKXnBTSYv+GbfGAXMSgQFgIggImzcuNFOXFKvlHrC2lcJ7BSRAVZ87njgp1Y2zN0i8mfgMuBFYDQ6kZRf24ywvRUyqW2m6nbFpVFuC9pCzxLxlqu0V7Z9tveWrxgZWkFnPFY2C4rhmB/BKm8PgHTOIZVjwxGVUwkg/HAa7UaGVjBNWcYqa/X6kKqprIT4yaTfe9RnpdYtF0rBo+HTGe95dAakWzO1lZhsqu3H3z7RicC6JImnbg8WR4ZxLy1eFbv9jF55hP1cHyTeSdJaO6m362LeoBYws3kMowZlbwGnLTGurQEksYnpK81Yx23Vdb4lFmLcVxLVeErx3MQvO6LKrnJ9ysireG/wbTGxFu8Nvq1NamzlCl4v40SlNRKRLHlHppbLMmlM2key9n4lHUSIuo/4rTjabqQForLiRiOi3Vrfinw9MLec/ZTwVNXWOLewSZMmUVZWxoABA+jVqxdnnnkm69evB6i1j1FK7UfH8VaISFegN7DW8TVrAXtWWuHc52ybjevoUqZdc/2SOKVCUIb09rDYu0mUWMKLbepQ/9prxeWw/unsnVwSusr+nEoA4YfTaOeZZTjdeH2feEQFhJXElAabU35t/IFB6iAZEGhyQUMMduxhunGSTpTS8pht3KUuPI1ehpSx3WjvKJrbYccCNwf2RDKgJDZRWjHZ692llMWRYdzkSoJzq1wda4XMNHtbogmnxK4X2LF8mdS7OWXkVfSs/CehGdX0rPznAT2JBO+Xsft3/ypSTj3FMQlA3LGQMwofaoezTx9B0ai8HSLsWlUpfU+aqy5+inwBEYaEPg5sslFMmB+Gl8cp5bNnz2bfvn288cYbjB49mpKSEmpqagDcM4k9wEEQncHt8diHtd+5z70/BhGZKCKrRGTVjh3JM0zWW6s6B7LykIrM2DG+6ciXvfLu68Jdt0tnUw0I2xMinXqWHRGn0c5vJT2teP3h0/Eyh4QEPleHcmTDo/xbwyPc3Hw53x/gqinspYMsnOif2bgdufv4j3mzJDbu/kDPpho0vosKKbBVdecXTdekfHwqhIRozoauZUX+Rq8skqsxmOlSJo1Zz4PSVhzYE8lMV/HSpRWTvclnHEdRSOKKpD7Z9O+xE7hMs7clmnAOviz6X9styFlQ25li39A6vDIAQ0tx3L+Gh9NVaugmNdEEIPcUzY4rU3FJwf9n78zj5Cjr/P/+ds/VyZBjEhbIJBzrAbuRQJaw8tPxAhERCCFIVCIhciquAq4J4CIZIEogisgiR1SWjZxBQwy6EAnIEVyQxEAgQnS5hASQkJmByVx9PL8/nqqe6uo6e6pnujv1eb3mNTNV9RxV9a3n+d7ftcMiDA11jG1qIt9On+W5KZTjPrz6LC3GrxhBNL9m/JsTU55MJmlra+P111/nhhtuoLm5GSjy/hyDLq3Qbfnffg7jvPWc/bxt7mqZUmqGUmqGkeHYE73p3LAwD9WOUlLZuxUIN6GGEPMZFkrBS2oPQNerrWZYlXZuFp6/SwjLz7Q5uGWJssez//4Fm3LGiQcx+yq3YjsMNq3g0GcX0SqDe82VDT9n+aGvVrWbc7UgVa9ZdSejwoXpM9jqY6kcUIOJuy5Mn0HGJTtzKTBp/J/32q2kvAV2ZAwrvhsU4YXJahU+VZUkONu1BcnhrMEEJQl7s6a30txUbLlJZ1WhNWOo2dvc5lA/Go4dTFzqFXAfo3Q4ZQBurEswM7GOZxu+4lgr0YnJDFpPcSgY6iKuFPyD7ODH9ddHNymfMf0QfQpyRbdq9JyHuem6KWEymQwvvviiGTs5arB/GY1OvrPZiIt8AzjI0vQgYLPx92brOWvbcHfljqHER8YoHcMpz4nAxxKbdSxxtXJlBqxKOycLT79KMr4+Xexq6uaCumlFkdeOCXs8e5HiyI/XCKLYHg7XWAeBN0V/voZgjPLiitnT8n/bjQqrc22OdGyFsig6Vufa+Fb6q5EJV2+KpvGJr6yOJOl2lxrtKRiH5XGGc7mKeqy3KN2VeTixawuSQ7TihXbxLFHY63QpWl4QVzdtDhx3LYydAoj+fdy1wYPw3eZ23DXuYwY47ooqiQsZTlhTnu87IcVRuUdZWn8TuyWCZ1+sRDglImkwUmpX8315ISkwyiN7LQyWQmlfvZm///3v3HnnnXR3d5PNZlmzZg133HEHhx9+OCeccAJAk4icKCJNwCXAJkuynOXAxSIyXkQOAM4EbjHO3QN8yKPtkNGhSo+PjFE9EIFTkmuZ3/zHkZ7KkGAq7ZIijuEDIkJjuhPT1bTnV1/nV5d+gcyvv1EcBvPfM7Urqiq2yDvFs89KPl6476XG+0/YS9jctKJoXr0rv65rmEaJEEr3KEJfYhTCz+prpWMnYaZRsgVlw1bn2ugYQly7iZyCrf+yEIAFyRWRKLLHy04ezB3s661kr1npdb2fxTYqRMnP5BRcMXBSdB2WEbu2IOkkPAEM7PQVbEK5eJpC08qzoC4FqRbCCHuBg9ynzYHzn4P2Tv07TCa3gIJoJAH3v/mWfhbDFZtaZZj70//l8Rd3VKzLYA5IlyFoP0qUU0ANqnX021TNMiydvWlEhBtuuIHJkyczfvx4vv3tb3PNNddw/PHHY7iYvgh8D+gAPgx80dLVIuP8q8AjwFKl1P16rupt4ESPtkOCUJvKgCo3upUNCYFz5Y6RnsaQMWt6Kz+ccxCp+mSBhadPmmigMOP1KBng+NzvqMvayh2le+HlR3Bya80q4cL0Gfk0/qATkXy/7qeF+16QGFcPxXbPfZcUzSvFAJM2XBWtABdQ6R6HvpQPrS48lpkn4Zr66xnrHLEAFLtZt6fnFVkxcwq6VVPgurO35Y5k65Rjjf7Deaa4jdGhRnNS8tFA+4pVAeQ15RR9Vbem50gwqqE6CmtUxyzLBVNIuu+CwgW9d4dv6Yynf7uMdfIzWhp1iFIHzbSn57F0TUOh9shelqN3hxZeZy8LLOgtOGp/Llr5LEdmH2Fh3QomyXZyJEj25eBHU6KrGxUgjfinDtid2574W8FHGyrgftMKXYTc/tmbLjzDkMa8knHxqmd5/EVNi5XoMqiULpSuy2RU2cocIfpUHY0Gw1mqILVTNeb/3n333XnkkUe8Ln9PKTXD6YRSqh84zfhxOr8WOKC0WXpD4Z8luHg+lS98Vvr8rBju5zku/dbwDVZGmPu0WU9ybKqevXLOa27YGrMJKV4bnTLEWuFUS9TPY6mp903H43vxTrT1HY+4pJCPcZlbXGuyfDD5QOvztddaditHAdrNemZiXZ6H3KYmcnf24xyReJpJ8g7b1IR8HOVLjSc7xl8rBQopuLbVeLdvMJFWgvMsZqyjVeHao3RZsSD5CrapibQNXJt/Bm6KWxFd/zejIOmzVpq1hith/a+THN/gdnTp58rGriVIutVwfPCyYs2gk2CTb/8alyhIWOy5LXTzg/plLHgX4PDBE14JfZyEJoc5zpo+h9bXfsOH/vRzUkbx03xR+RLqRZaKVRu38qsNWwvEBwFOPKQ1+Cbx4GW4CiBO7jOWZ44ktQvR2AiF5wrDHU8OFhd3qyM5khCBJpvGfleDCDSqDDtpoln6/Bu4wKxfeU1D9WYsvqyELMGVsEnXEob7eWZVomYYh1nTjb1r0wreXPkd1+RFpdQF/V7dz1k9MGiR9FMMCtBfP5bGUWMC15nelpvA5IRzreGicJOQNawLYF7n094to29ca3LomJV8nM80X0JT75tsy03gB9kv8O2kt3LChFLwYO7gAqFzsmznJHm0yHIO7rzHVkN4K7jWeLePySF8waEWuRvsAltOaStcEMVkRgmjpI+XGk8mR4I68Vf01An05pI0ki0SOk1r5XDkmAiDPdU7/hdVAGplP/CH3TLY9RqsOqfYGmlF1+vaDdPBguZEcA2S4YcNN8Km6fqAX99F8zsP0jst1xhC4t+e4NCNt1BcAcBAuhfuMZjRMgpXTtpGhUMmOi94xXvY3Wfs78yMQxlG4Xm4YU1k8WDuYE6R4iQ7fghqoTCHqnTGvhItWCIwWpUuRJp9zE0+xNjjrvW/uEJxcvKhins3McqLBDkuXvUsi2cdONJTKRmrNm7NWyK/2PQEl6gb2VMGIk2D2yz9zEysyzPpQRSD9el34fy/BR7jqsycAuEABmMzC8JNnPifsHuoj8fSqo1bEZzVxGFrTVrfz6RxKRYctX9e4C9ZGDbQ39/POeecw9q1a9mxYwfvf//7+f73v8/RRx8NgIgcAfwE2Bt4EpivlHrVONcI3AB8Hl3b9yqlVD4boVfbIcF4f6OM9zc5sZ0fJX4SyinoFIeEfaNkgIV1K1g90MaldTczN/kQSXLk0LVPrQKaWw1r89225TYgIYLlnBIFNhNsT02i8iXCEiG8BZoky7npc1hUtzzf3owVDVpybDixTU0gYN2FEcWuEyPpZBnMpb1jFOpHwfqfE+ZrrSMHK8/UPx5950QKs76tOqdQiDSR7tVzcAjmL4AyxjXrT/3mW6Uns3FJhOOkVZyZWMddPWcGH8c13kOKXXgcU6MbKGeZlhGCNY5kZmIdJyUfLVj4g/r4mwu02/XKiIPooLlqhIAdqllrLGvMmzZJrqpdvsK6/MWofnSo5gLPiWrDqo1bWXD3M/k4vgXqZlIRlf6xQiw19kALfW61c01sy00IFU/4WNOnHMtBrM61FYabRFHqzCdB3tI1Wxw5JYFQtSbd4iyfWn1TJHW/M5kMU6ZM4ZFHHqGrq4vLL7+cOXPm8Morr4A2rqwEvgu0AOuBuyzN24EPAPsAnwIWishnAURkok/b0uHw/sK4YIq4W9smyTtcWncz85JrqTOS4CVFr+05o/6tla6ssIY1TUoMn/VsqHzLIQPL2K//dvbrv51/6V/GuJDhGUFg1g4u9dp+lXQU3CsRtW2RtGqvwsZzJeohUz53jITKkfn1N/QLePAyLdRGha7XDAHY8r+pfTTHc3MVtVtgLW0njZtY4Lpi988PpOV0irVAYMZpxW38UqNXSY2doLCWUGmvX17ksiICWTWo/fFbTEWKrXk5Bb/IfppFmdN4qfFk3zkpBTmEpEPMz3BBBMarbrIBXFiG03pZLUJ4OZGVhBEvG6McqERr/Fjp4Rh5DPjcSE+lJLSv3kza0EjNTKwLHeMbBq2ynXUN38wzhMqDDzEtPg+sfBbwz9QJsOi4qfz73ZkCF1qALx+2d2H7oZY6c7Bo9q78N557pYNDZ2pvKDe3VkWwezFx6b2bHeMsp/xpKeAgDK88U/M0Aa2To0ePpr29Pf//sccey3777ceGDRsAxqHLKt0NICLtwHYROcDIdD0P+IpRdqlDRH4KzAfuB2b7tC0dZeR1OtRo5jp4lohoYdWkS7sQ2Wq1FAN9qT0Z1ftG2eYZBm7rpqncsX8vQw0jchpPRAuDDSobaA23X1NN+2rtWiTNhc/UXoWFiLbylRF12T767/328AhE6V7tapt/JhS7irq48WrX2a+yfI+7eLzxm7zUeDLrGr7pKOz4ajmdssPOXlZQqzIPvzIsAcu0VAtMi68Xc5MgXHFzEe2iYmqrz0ufw6KMzsniVozbhGn961SjfTXp5YYIgeIg+kk6ZqJTikiLMNsRRvtYgAoTEsLiqZbjqy4bXqWgWp9bneQKLG3Vhs5erbSdmVjH1fU3llVQF9FuiD+uv54f1d/gmIVbKe1xYVp8wtZlVjY3jQQwY5+Wwotc90oVzJPIpY6kNTts0uVBuh13wqqNW00khaAAACAASURBVOlwKHc2M7GOPZRHCM0QMr+/9dZb/OUvfzHr9aaAZ8xzSqmd6IzYU0VkPDDJet74e6rx91S3tqEnZUcZeZ3dpM/Ts2SUDHB1/Y3MTKzLHxPg8QsPL1AQjJr6uRFNv2ddT00luhPs2WtBewsM1dvJrexKEDh9IklRfDf1y6FNaphQu4Kkl1tkEGSjd3VxQsNAF/31Y4dlLHp3eLuKbrgFV6FbZXnfq3fSKttJGJvjeDefcjfBOF8G5Ux4d5se691t+n+nws9dr+HKaQeov1ltMGMNFtatcGVuSmF6EuTyxYsB1jVoZUCKPlcB0cymJgITEt0oVOSMbzkY6UayZJWQVYJS2oI7YDheJMmVjXk3hftcSIGyN7VXeSY0TPh2zzwey02N7LmWIpCXLMRXASrNGmnCiRmrJpjeNEGUU1FAuws6E6mIznz8/fqb88z61s5e7xqMxh4589dTearhLP7UeFZewXtsYh3nr3i6sI6jW6kzCCaEuezpZnZYKIzvt8LtuBOcBGjzXfl+CyWEu6TTaebOncupp57KAQccAJon7rJd1gXsBvnCi10O5zDOu7UtgIicJSLrRWT9228HyDFRRl6nQfyT59VJjiX1P8vTp2PM619/56oXHY412ski6IRtagIwWDblpcaTNc9V4rimNbIca/Xu2b9H32kZULuurVXi9igCmXQvjf6Xlh9+cZg2uH431iLL1qyr1lB8cyy7VfRvT8Azt1sEXmVpZ2lfFy54vxqw4Kj9Oe+upyMv+5Ez9EWX1t1cEHA/QbrpV0myqth11b4oNkp2yBuBtX0HzTyX24ePJTZHugCLFKZATwJJW5bZcroLhkmM1KMaGHV0dcf5buvsZR7/wcsB3KSDwO29eL0z0+W7VzUy2shqXakCWCmoRPfWakkC4YTxo+pZmAmW7dINUb8TMRKN/KB+GaR1wfitnb0suFsbuGYlHx8M00mNh4FuyA6QQCv6TEyW7YN9KN3H+Xc9zXmMZn7z2SxM3eXsfuhXfmvs5EFPJgus2WFbx6Uc3Vvd6h86wSkPg1/ZlAKE4PtyuRynnHIKDQ0NXHfddfnDwBjbpWOA9yDvJjQG8llhzHMY593aFkAptQxYBjBjxgz/nXXanOJkjBEiCC2biXkeUJ9wjnn1ePZeFsLhhFIwUbryYT3mfj1Ztoean9366YUdqplmekurCS7J8G1GALVrkYzCFWDsFJhx+tD78cEo5V77pyox0K0FyAL3YvB1MU73wob/crCaKqgfXdi+dwf8+uslubJUKta/qpMzdeYVn8HgtwAmyeWD6e2CTqNkSQR0SBnqZmBdcJWCwxJbRoRB9htzODY8paCPBp56paP8g5URY1P1wzKO3ztLCiRQnJs+h3PT5xS5NweB33uPki50PbZw11cKlIKfNXx5pKdRMhYdN7Uia/SCtg5Z3YbTOcWTv76xMEynd4enx1SDZPhR/Q15C+VxhhXplu5/5aCuq8m5qYA9BIGn3veNotCAjEoUZIddcNT+pOoLGd9QNaZxtnSFelcB+T6lFKeffjpvvfUWv/rVr6ivz69jvcBB5j8iMhp4Hzr2sQN4w3re+Huz8fdmt7bBb8ADdSNvbmhNbGdD83lasWGHz7OvBGWYCDRJmoRD8qEw89tJY6BkhTkFl2bmsZMSDR8hjTsjhdoVJD/wmaH3ccQlzrF7UaMCPrBIkR3Q2s1S3Ivd4lKdNHHZAR33WSO47cm/MTOxjtH2hAI+8BWMgHnJtZEs5FEIk6a7bBCXmuHGcDHsIjrd+If+9N2qVoaYNNURUvlRDuRT2efaLJksvd+p6XIVJH42aguUED4Tc6mIVAgGMh/6fHQdDjNmTW+ls9jbsGJgF5y+nrs99D6aFJUPQbG6JKZzim25Cc6NPASBv218qCiOLkmOGYm/5AXFWdNbuWL2gbSOSyFoS+QVsw8MlWjHSRh1i+UvjmkTLWwHiPn82te+xvPPP8+9995LKlXA5HcCHxKRE0WkCbgE2GRJlrMcuFhExovIAcCZwC3GuXt82g4NvSOvdBTQFu2VZ+qcGlZ4uU/XEJSCX2U/5pukSylYl5vK6lxb6Vlhx04prd0wo3YFyb/+buh93HdB8cdSBtSaHAlo7aaDK0zk8CrfUmVQSrvxlOQC4QEz1tFv7KCoBM1iuVCuWAc3pOiv6jI2nUZijPb0vBFPyASDWTIB2gaupdNDazyg6jg3fQ779d/O+/tvZatP8qmoEZTWoqBHBSVZad1Q91x1JIFwwsWrnkUNUbIua4Ie4E+NZw3Gow3RemoqWExclZlTRAuZZJNnHN7xud85xqCdklzLrIePygtus6a38viFh/PykmN0Mpbk46HKkM2a3sq/7F2YM8Jpvj2qgV9kP51XFmmh0pZp3mWsV199lZtuuomnn36aPffck+bmZpqbm7ntttsAMsCJwPeADuDDwBctzRehE+i8CjwCLFVK3Q+glHrbp+3QUGnJBdf/vPAZT5sDB51M1BxtBTljANCtGjki8XSgrPkzEn9lZmKdb2JDRyQbqiYPSM0KkiqKGMneHYVlNGIER2o8NSoilxWtQ0xBXQp/NNzCUwwbqiSe2wmmK9rqXBvfTp+Vr2c3lAy5Zp3TUvoRmxXGS2v8nmoqSGl/VWYO/Sp8TEoluZ26oROdFbSUREZ2JATOGLg1momNAO548jX3RHEVANNbwaThkphQG6zJkQot9oO1J1dlP+ra3i2rpwgFgtuqjVv56JKH2O/C39K+eBGZX38jVN3HVRu38ocXC5XDbvNdlDmNtoFr2aYmFsemeyTe2WeffVBK0dfXR3d3d/5n7ty5ACil1iqlDlBKpZRSn1RKvWK2VUr1K6VOU0qNUUrtoZQqcFnzajtkHHGJLktXSbB6hG1aofNbRCz6VRpr0iz9gfk0U4lTUlbYhuZA5WwqATUpSK7auDWfmSnGCCC/2A0Th1XFroF2ZIf4ScYCYRWi0jTNIWCNf1qda+OqzBy2qQkkjGLWpUAEOlUz/9h/G99Kf7XIGhFEGLJbYZwwXgrd5Vfn2liQPpt3cs0jYqEvZ2ZDpYwELhFZXYez+HjUyCoViXBWbliZUC9rchCasfNDq3NttA1cm8/m/cuBj3iWHPHdl9K9bFt5Eefd9TRbO3tRaGVDXbav6DovD4yla7Y4cg32+VoVQK4W2ypW0Dli2hxorDCX7N4dg/zXUCsljBDCrrth1/tW0eV/Qm8TVeRtV5OC5NI1W7gyPacqNMU1iVx6eD+CKnYNtELQpTpKbh8Lkb6bQkWuCVHEc48QZk1vzVsDZibW8YP6ZUxObM8nMyhVODItKHZrREf9HnQEjG+bJO+wQ7nHbr6Bs7KxlyYUxTFYmTKnsC+na60pNPsJJXa43W5fas8IZjUyEEq3PruhXHTRKttZWLeCu7MfL3kMpfT9+sEpY+qqjVs5+NLfcVv2cN/x91SFyoVSBLxtnb0FZRnWNXyzoH6hYxu376aKFXSucImTdHs3w7LdmfxXlQrupXhkhbne7D88fyZVYySpSUFyW2cvq3Nt9FMdqXNjDBEOC9h1113HjBkzaGxsZP78+fnjr7zyCsAhItJt+fmueV5EGkXkZhF5V0TeFJGCIFkROUJEXhCRHhH5vYjsE9VtKDw2xQrDcGU2DTNOTsHy7Ke9+xzinMqCKOK5RxAnf3hvANrrlxclUBLRGe7C0ovVgmJaI/4lsYLx//EXXjzkuwQpmLRNTeDSzDzSyqnacwOtJ17Blw/bO18w3axXZxWEzWQ9SulSMl7lScLAfn2PauCqzJwhJS1SyikBiUaHGg3YBXNdNiWs8kUpXXy8WjGqIVmy9dkN5VLima7apyTXspOmksbOIVxTf31eKHMT1OwZU1dt3MpFK5+lszfNosxpLM9+moxKuD6vDjW6oF+37OMZhKdW3+R47tTmPxZ8g/ZkQU5wVI7UYJ1pwFU4di2NNHYKzP5peZPgmPyXtezbcCBRr+MIaxaqaowkI58doQyYZNQzaqQ6UufGGCIcFtdJkyZx8cUXs2bNGnp7Hd0tximlnNKGtgMfAPYB9gR+LyJ/VkrdLyITgZXAGcC9wOXAXcBhkdwHelO8pv76UPUIRwLDZf1cnv00X0z+PlACooTAsYknyIGrCiknQkYlKytjbJVqck0snnUgAOM3OsedjaafDpppcYlXtNfk65fGIgtKqj5J+8ypABw682zYd7xjXT0TpmB2b64N0nBZwy8Yy3vavSjVAkdfCdPmsHja4Pz50QXQVVhWIch32K+SKKBRZYu+C7d6gztUM72qiUnyDtvUBK7KzNHuemn4Qf2ykuhTBHLKUmvXds7E6lwbqwfa8oKzV42+HAnqpNBLQoSqVn7sHNBryepcG2Tg6vobqRuCJ8hwICEwWvWFrl+pFPkawZNlO9fUX1/wTieLFtQaVIK2o84paLt0zRZ60/pZzUys44jE09plHUjYv1mVZDfpY4IRezpZttOvkgyouiJariPH1A0Xc9GfXqdnIMNFDXezB9uRsZP5VrariB5HyQBX19+Yr69ph/ndLKxbwSR5h7/LRK7YeRLr/2ciC7JbQ2WNrXgccYmOMw3iQmoK02acnblejp2sj//tiWhygAyT5Vcp2EkTo6UfifoeLGNUlGdXlfAGNSlILjhq/3wh3xi7ABw0j7NnzwZg/fr1vP56qI9xHvAVo2ZUh4j8FJgP3A/MRteTuhtARNqB7SJyQFQpvlfn2vgx10fRVdVDDMHwzuyn+HJyLQn8F/mWRLdnLEIdCkaNgb5O91Izw40acMFaPOtAeNr9vFK4Zk3ooJmm1G6M6n0Txk6m8YhLODz7UTas2cK2zl4mjUux4Kj9CxnCaXMKExFsWgEPXobqep23mMgV6ZPYMOZI5h6wO79/4Uimd7Y592NFCZu2UiAIjRZm2bTYdNDMvdnDOCn5aAFz3KMauDQzr4ApNq1Ek2Q7HaoZAcaxE0GFYmzcasI6JR3yK/TeoxpI4XK+ShgcJyRFOEYe43t1P6dZ+iuLcfRAKfO0t0lIcfjEKBngfO5k22t7w8P/iep6jRywToHV8O80vlkPtYFiJUqjZPPWbvu5UTLAd3I3Mbq+f9Atrus1dnNZJ+okx5L6n7kKk5YZkckpFLC1s5eLVj4LUDvC5LQ5sPFWePkR/2uPu3ZwjbSvl+axY6/Or515pVzYsCST/wpbniTVAlNPgD8t1+FQPhCBRGo8coHBam1aARtu8WmUgBMM6/d9F/jeW8WtBVXCG/gKkiLSCFwPfBpoAf4P+I5S6j7j/BHAT4C9gSeB+UqpVy1tbwA+D/QAV1mzXHm1HQrMRaNj1W608N5Qu4tR6dh4aynZrV4VEQU8ACxQSm0XkfHAJMCqhXgGmGX8PdV6Tim1U0ReNI5HUysKHSs1uUILZg83WqQ7VA3MQJcF3PAi006mWtw3sESydlywXO5zh2p2zZKpgBcPuURbGS2YhY3527QCfmTTqFu/eYNRErQbwY8ZdM0zrSq+jOXYyaFLFmVJOLrzvp6bSNvAtQBsyH0wby0psD4C9QnhaB4rsAxOkG56VAPnpb/GorrleSvPUGAmS5mZWGfMZbvrt6KUXoOuysxhYd0K57WoShgcJxwjj7G0/qbIyyxVM/ZiO+M3XAwygGB4dAQsTeN1mdf66STEe10/Sgb4cf31tLOc9vSgIsZuWTetrKRhdbqNpWu21I4gCfCKd8wooOsPBuWJ7ELmlfsFFyZTLYNtw6yfqRa44GX99+Z7Ao83qvdN/cemFdoyq3y+4aZxhff24GXDU5YuCtRY+Y864DXgE8BY4LvAChHZ1+Lq9120kLke7epnop1BN8FPAQtF5LMAAdoOGfepwyozuUaMaPHyI4HrfU6cOBHgeTRNHgLsBtxmnDaDOrosTbqMa8zz1nP283mIyFkisl5E1r/99tuB5mYikkQQY6fAxAOG1kcFoCylScZO9mWElYIXVKvz+tEwGhC9GaZa8GSlJKk3zFSL8/nGsVWT4tsXR19ZlJ6+XyW5NDPPNfZXUi1FQmQRTKYhRBkBKHTNM9GbzrpnpwxZULtHNbiWRbCXW3DKONk6LsXSkw7iwoZiy6CZsTOqmMwEuaIYUNe4qnFTWH/Co2wYcyRXZeYU1wetIgbHCd9puDsWIm0Q8LROl2XMEi2sLdLND+qX5eMmnSzro2SARXXLAeckQlUNP+EpaHzophXONT6PvjLYOlif0teaCFOexKrMDWPJNPftoBlizb4L9pAqQS2V/1BK7VRKtSulXlFK5ZRSvwFeRjPheVc/pVQfWnA8SERMDnYecLlSqkMp9TxgugkSoO2QsHTNFj7BxsozVccoD9bfHCjDVXNzM0CPUiqjlHoL+DfgMyIyBvL+X2MsTcZA3qzdbTtnP5+HUmqZUmqGUmrG7rvvHvg2TItBw1Dje7teg65XDaGntqEg3H1+4DO+G60IfEDecF4/Ui3Q3qkFxAte1n/PON25o0Pm699um2VYd6BKxrQ5MOt6GDsFhbBVTWRB+ux8WZBep4QYVkbEDU5Mg08ZAXBnIF0Zy2lztDvY2CnkFQW2ZA5m8h2zlt02XARklG/GSdPNdhLOpTQmyTuMc6uDGXJf62rYgwvqvV1ZgTwTahaWv/aL02lIOgR+VjH2oDzeHtX8WKqNT2qQDAvrVjAzsc61pl+LdDMzsa4oiVDVQzyUzGOnFLq0usFLOVewDnrMwT6Ouf67KU0L2lsykgb1brAqsIK61pvjVGNpkiriDUJnbRWRPYAPAptxcPUDXgSmergJTjX+dm0bdk5O2NbZ655+eoSRVVLRm45Seo5u58pZ76x0lJzhyrwTMeIi3wAOspw/CE3rGL/z50RkNPA+y/kh4UtNT+QtBpFs7OleSDaWN2NbBSCTSMF3tgXbwEAnCgmg6XOzNjluYsderYVJc5OXpP7/WMOT322zrGIXQUdMmwPnP4e0d/LULG3VEmDDmCN57pDFg0JaUIYH3JmGrtfg0hZoH6t/27wS3BhIT8bSmH9eUXD8TwrmvOGQq2hL3cPHBq5lw5gj2XbIQsfvy8y26ZZxclyqftDdzi0TI4qcyxbttTzYM1hmkk2MP25xgZXUsUend/LgZcXxS7l01WQTdIIE8EYIi1Jrpvqh8vbZykG+Pp+bZV3ggvoVBbVuawKmctKOGafrtSvImuqnnDPXQbeVRmX1tXbl/bQ5hnK1S2eLdYPKDQquQT1BrBa6oPumysGqc6rLEmliuLPgDgGhBEkRqUe7Af63kVzEy9VvRN0EJ41Lla+UwozTyVL6Ii8S/e4QpXCXA85Pf82x3lhZXA2jgmWxyGQy9PX1kc1myWaz9PX1kclkePLJJwEaRSQhIhOAa4GHlVImLS4HLhaR8YZ1/EzgFuPcPcCHROREEWkCLgE2RZVoZ2H9XdG7F/Xu8NcuBkBO6Vi3nBIyKuCykRie1Nz1OaPo9dQTgjXoek2783hpdvEowu22iR17NSzaoTfRRTsGhUhw2SylqmtI+sG0ar285Bgev/Bw7cJqCmlBGR7wZhpMNy+V1dn7LMLkgqP2J1Vf+I5T9clwjKVVsDz/OQ6deXbRPT114KVsVRMd11/TRdU+BzMDLeDKSInoJCNF3danXJUmMm4Ko04sFH7rjv9PHT/qqsyY4v5OXIX46k2289T7vuEZOlDK/pZDyIUvOe4JM0tlrWKo/EoQXmQv3mHpmi2s2rh1aINVEvY+jGLWPWEcD4ig37XX2usXYuC3vpuC67Q5cNDJvvtxgYUuTBhCLq2T7gSFJAnt8mEi1RKd4r6/q/bqSIpIAvgFMIB2BwRvV78RdRNccNT+XMMXQxVfDoxjr2bRwetKLiCdUwnfBTDsIrtDNXNu+px84e7sEDY1kyjuzn5c141yuCZKYTI6revgpBYvXkwqlWLJkiXceuutpFIpFi9ezEsvvQTaov4e8BzQD3zJ0skitGX8VeARYKlS6n49T/U2cCLwPaAD+DDwxahmPzb999Iaei7AxjM5/7mShcleGjkvfQ7/0r+Mf+y/jW+lvxrsu9ptD8PlMyixiLuLqBfMzS5USQLlG2tSd+hXijeFUuuTmZtlwbNQ8MztVbNZjBjCMA2WLH6zprdyxewDaR2XQtAxiVfMPtAhiY9DnFAInPfnD/DR/mtda5S2Jt5hfvMfdY29prlsaD6PWcnHCy+qc78/gUHmxrQaOsUxWdP9OwnspSgzatCSft6fPxBpDUmAOlH5mpxRYauaSL89PrVGMFyW1m1qQj7JVs0Ikw9eBkXeMrlwXgJBv2s/RadfiIEfz9H1ul5zN/7CP/bTOjd7GIKfEKpyweM+T7hRr51h+SUzVMM6r7FTSg8vymWrxvMjkCApIgL8HNgDOFEpZfq6uLr6jbSb4KzprbSdcA6Xy1fzxZejWLyySsi1j+NrG2fxYO7gIobabwivBA1W7FDNgYXgnILf5A4rSOpw/sDXSna3EYEf11/PvORa6iRqPavzeNFg8Ibb29tRShX8tLe386UvfQngWaXUaKXUXkqpeUqpN/M9KNWvlDpNKTVGKbWHNcuwcX6tUuoApVRKKfVJpdQrUc1+W26C/0V2JBt8FmAF93xVM8ph3DssC+GFA6cXpVzvVQ3+31PX64bL52nBxhTRWtUwwmR9Sm92P/pQxO4roudu3xTsrn9hBJG//o6iFcLYiPv7+zn99NPZZ5992G233Zg+fTr33Xef9crdROQFEekRkd+LyD75mYo0isjNIvKuiLwpIgU+niJyhFvbyBGBYFYEO9PgtcHbvgW7VbRIiCwhiY8dZsyle0Kh8bTLTTrJDYpRvW8MjmPOwS9rocoVCoZOz8TPVdhFmdG7/lbO/c5FfHTJQ8XMtpPwWeXF3rd29rI618YhA8vYaa1vYYF9betXSTIu4R4m6iVcqRYv9KgGHswdTEsEGXsrEaV6NoXh4ZSCl9QegE+SrWqD2z4XZv8L+l0HUc56eSf4KQHHTtZlObLBYrcLYFWYnXCjv6B43LXe4S+plsI1NIwC0xozalfkHXtN8CREdlSJ50dQi+QNwD8BxymlrI7Vfq5+I+YmCIZGuv1y1p/wKB9L3cN56XPopXQLpVncN4GiVbZzUvJR7s5+PG8FfD03kQ7V7NrWTNDgZ8lUCi7NzOPu7McDCYMJgZOSjxbE4qzOtQ1JAKxoF9Yaxc8avhwuW2uqBaaf4n+dyuKv4rBAjJIUxkK4fsyR+VNm5scJiW4LfbgQSlhLoRk3sfdhngu+MsccO0Uzxs/c7r2JluSqYjwvN+sOhBdEPNyJMpkMU6ZM4ZFHHqGrq4vLL7+cOXPm8Morr7B9+3bQSraKzI6dR0SCmSPs78FNA20cX7VxKx9d8hD7XfhbZwEJSk7iY4cZc3lVZk6x8s9kRNzGCZoEwsmC4EWbbnBQZqToZ0HdCmfLjY/Aet111zFjxgwaGxuZP3++fbSKVH4kLRubW51MBQX7+oL02Xwr/bVIrZhuUArW5z7AF5O/j/dgG8I8DxH4WGIzl9bdDNRQ9laftS8QgiqigginXt4J5jhO+7kpHHoq0UIoyY671t2F1SxTcvSV7rxFxkYfRS63LpZP04ppn5+pVF15lruyf+wUb8VolXh++AqSxgJ+NnAw8KaIdBs/cwO4+o2Ym6AVplZ6t389mQsHzshvEGE3BKeiukckni5I7e6WZU8h+dTvQco7XFN/PXOTD5EIuHA6xeIEdb0dDjeTKMdw66u/flx0g4wADj7mLHYyKtC1Pam9dFD75nuin4jKFggA1liz79ff7BDH6VBF2qpBDKNVMxlsj2yeO1UjPak9db8bbvFmxEt2VRF/ASisIOLhTjR69Gja29vZd999SSQSHHvssey3335s2LCBlStXAvRVYnbsAtx3QSSCWSC4JZw4ZH6+fuTWzt6CwuRFwmSQOKEAFlbz+1ida+PC9OD+0pPaSzM3boxS12vBGLWwFkCvObvcs5mIx9Fy4yGwTpo0iYsvvpjTTiv0Oqhk5UfWsoE4B27o1cxessW0YnbgrCyOCqYAFJcoGTpEYG7yIcAnyVY1wU0o8XMNtSOIIsovtjDI2mQm4Jn90/DJ1sIoyabNgRNuKsq0TbJB8xN+3h/2vWrTCq2kzj9XBXUN2mPK7z7sSlXlkbjPrWxKFZVZClL+41WllCilmpRSzZaf24zzrq5+I+kmaMeqjVu57Ym/8WuL+6eXoGUXVtyEF3smPDf3pm1q0G1xda6NBemzXfsU0VbGOvF3gfWai6OG3AGlxnqGEQ53qGY6jTxK9mb9Kllcq8xlvB2qmcdyU4vGHlB1XKHmB59QBWLW9FbGS1GIsCOaet7UjHHQwsFFMBZBa6ZRKyyLqhlr9sPUckbT59Kfcl9cw2rVul7XbZPObmej6dfugX5xjvZ5OLmquLqcBMgCHNbFKISb4FtvvcVf/vIXpk6dyubNmwF68jOroOzYeWxa4SEwlcE9xyNLbuD6kX5xQptWwK+/Xmhh/fXXi4RJayzmvbk2vjDqp6yetZlRF7ygac/LguAX3xwmu605Zy+rsEsmwE4G43jCWG5mz57NrFmzmDCh0C2/kpUfrRaBwi2hltvx8aPqefGQS4qY1SD7VxjElsjokDRqqNZM9lY3hegQE+o5wk0AMscLsza5Ca5uFkKH476eJtPmFGXa5vif6ONBvD+se7ebovivv/MXwMN4mjiVTUm1DM67ClCbkdxoglu6ZosuAzIuRc9ApkiAuSozh6X1NxVp/jIqwW3Zwzki8TST5B22qQmMkj5aHKyNZr2wqzJz8tbGJfU/K7Da9KgGrsoUEsTqXBsL1Qoml1CiRCnnjcbKDJhjkIZFdctpkW7HNt2JMVw1UDznIOhWjaRI52M+vYpn/yZ3GEfwNGOkm52qgVEyQAJFlgR3Zj/FhtwHWVi3gknyDh1qNOOkG2v5MqVgefbTfFX0wQAAIABJREFULMpozffMxLr8fQF000RHz/AWVI4cm1YgCEHcUDvUaJau2cKsUsYZO8VI7W1g/c3O11kEgFnTW2H1A+4eovY+rTjiElh5ZvD5pcbDlftBtt/xdCAmy2k+5qL84GX63sZO9p5b12tG7KXlWuvCLklnQdZNOHAb37ZZpNNp5s6dy6mnnsoBBxxAd3c3UFRYNEx2bHuqa8fs2KAzZANnAey9997O9+EEz4QLZXLPOfbqwsy4BgLXjzziEi1kWTd8q2DvFLuTHdDHbe9s1vTWwvhLK0q1ILR3ep93gpeV3IMpsSrmorDcOCk/RMRUfryFs/LDXM6KlB9mW6Ao9CUszS44an8uWvksvekst2UPZ15ybcGaohTclj0c0EKnWe+zAPuO5/VfXpTnD67KzGFhnfN+nlVaY28do18l2UmKcXQjxIJjOSGC5m+S04HqYMw94bduDRfc9vuwOPpKXaLDWmYoUV/klWR6mphKQtPTBCj8Ps04RTuCKDSte/dQMlaH9TRxm3OVoCYFSTvBHfLuA1pIadzONjUxL/TZBS2ADpppT89jda6NRZY+zdgwu7AlApNF1wsjPSi8mUKRucnYk5UAjkKnH3pUAzmEZoqZbCcL4epcG6sH2ri07mZOSa4tcJXtV0m+0/dlT4Ezp8iLNta2PaqB/8gMJmG5tO7mog3ZRLdq5EvJh2mQDAC7yeDc68hxUvJRNuQ+SNvAtfnjMxPrfJ9hSgby47XQzZKGn8Gm6dX7QT54GUFjGXeTPma8+wCMbQlnlXTacMZOdl747AKAF+Prld1t2hzNfAeZZ6IeBrr9g++94LWpOi3YD17msvDL4HHTsmP2AaUJCD4bRi6X45RTTqGhoYHrrrsOgObmZgC7dOqUHbvPdg5CZMcGnSEbWAYwY8aM4D4HfgkXhhGTxqXY6iBMFglIfoK9G72G9QIYO8Xl+zIsCF7nwsKP+XEpcj1edgIllEdxwXAqP8LSrMl0Ll2zhfbO02isS/J59QBJcmTRSuQlcibXfOFAd+XAtDm03W7LxpjBUYl8YfoMoJDP2EmKe7OHcUTiaVortN51LWGUDNBz3yWMqlbewIqACslIkHLhL4LWbA6CgPfj5Wni+p1akRofIKmZpf+gfJET3JTM+mR539kIoCYFSSvB2QVAu9BnClp+sAqIrVJcMN6MUSzsy3tPswudOcTRndUUELcaQvA19dc79mcyA05YlDmtwOpnCmcA6xq+ySTRQvZyY3OzC3B+gp1pKbQLqz2qARHJC5FOcHp2fu+lvX55kQCeYsBX817RCOEC2CAZLmq421mbZyLVomsr/vV33htOUA2n1+L4199p9zm3zeDoK53HOOjkwvkN7PRc7N2s8UhCnyxlgXa6fyfLsN2y4ycghIRSitNPP5233nqL//mf/6G+XrvdTp06FRgMnrVnxxYRMzv2A8Yl9uzYpzq1LWmSbnDbdM0kB8MIq8UpPw03AWk4NMF+31eU1gU/5sfl/DY1wd36VgKGU/lRCgotyMcUeTBdEeA5jB9VT0fP4LrrpUT+UtMTjE1mMJ2fWuh2VbwOFa5r5C6Opt43RnoK0WG4LFgBrYVDRoD7CexpMhRY9+6hWH69lMmleJpUOGpSkLQS1sK6FUUCh7PQ5w9TuHmp8WRHD79J8o6v4OrWJ3hbPU33WC+XWGscptf8TTjN9SR5lAvTZxTNNYjAbQqTc5MP5bW7d2c/zrzkWs92UBzf6YWZiXWMd0lqVC3pkh3hxgS6YA+2Dy6+Tha/TK/OgOrg/leAoBrOQ+brou9OMC125qJrt+AFHEO1j/PMr6rExbu2aZwO6C8FTnNzjX+00FfELkZf+9rXeP7551m7di2p1KD17IQTTuDss89uEpETgd/inh17PbpE05nAV4xz9wBLPdpGA7dnETXDEQBWi5MpGJQkIEWljQ9C+1FZF/xo0uX85OOu4PFph5c2pgOqQvlhgadrsgsWHTeVBb98hnTWSWFceOzrudups8WXl0vYi4VIZ+RUInjh9Bgaw2n99EFgTxM3uHhj5GHfu4dy7xErmSsdNSlIWglukovbSBjBxY5Omh3jJTsZPSTB1dRoXl1/Y5Fl0tpH0DhMP0QpZIMW8E5KPpqfu+m2GgR+QrAVC+tWuG+WVZIu2REhYwlFEjozo9s9B4iNyiOIhvPYq2HTndpqWDSZpH9sVoAx3mIiexZ5tRmoT5FwC2D32yT8YJ+bW11Ke1FkiGSTffXVV7nppptobGxkzz33zB+/6aabmDt3LugEOd8DbgWepDg79g3o7Ni9wJXW7NiGEHmdS9toUEEMB5QmGBQhSm28F+1HaV3wew8Rv6dMJkMmkyGbzZLNZunr66Ourq46lB9DhF1hcZyHEnlSonR+I0Y0CFK/O4YDKiR+L5SniRO8XFvHTnFeB0u99w98xlnp7hUCVMWoSUFywVH7c95dTwM6i2op1jsvKIdqB+bxoQquq3NtXIOz66rZR5g4TC/4zXXQnbUwttQNboJpVhX7OFlhCsFBx3ObtwKkStIlOyJMLCEMuk94WTGjttAee42zxcNNwAs5/hUDJ3GFTUmilI5dbjnuR+7xjFErEIJaGyPaZPfZZx+Udxrk95RSM5xOKKX6gdOMH6fza4Hoy33YUSEMR2SoMOE4MPzeQ4TvafHixVx66aX5/2+99VYWLVpEe3s7VLryIwJYFRZvtp/LKJwVs32pPY1M097IqAQJchWVgKcUV9lKdK/dqiZSxWrmXR6ReZrYkWqJLnGQCbfa2UFralcZalKQtOLB3MHMk+KsbA/mDg7Vj1XIcVsfx8vOSATXcH2UXqDRa5yZiXX8oH5ZPrZxsmznB/XLXF10wV3AE3RiH2t2XHvcJxDYJTiH3myLx5HKZ/L8cPSVPlZJMeIBA9aMilrAcmOuIxLw1o85kgvfLVaSbBhz5KDr3XBkrKtWISJGtKg14ThitLe3m0KjEypf+REh9sB5/2tNvIMcvczX26RHNXCJOouV6Y/wYsPJgcctt9AmUjyG35iVJkQqpZMbXut/aYwKxpA8Tdy8lobqzeQE16RnRib4GuMlatJl3Fov7IjE00WLmog+HhRmLOHkxHYS4r5IblMTeDB3sGMNyjCCq1P9R6vrqinkmfOZnNBC3szEusBj+I3TXr+8KEFOg2Ror1/u2p9bDc0O1cyC9Nn5Qt2v5yZybvoc9uu/PV/s2cvN1g43FxU1BKG6YjBtjnsM1tgpOlDbq7aTFeVKCe5UDypEjUQvLDhqfx5IfqKgGPgDyU8Muq9Mm6NrV4UtbFwKghRsjhEjRgxAXJRmYtaK2+8T7o3HTmHUiT/hB5d9j5euOAZJePnwDCJMLeehtDF5HrOt9f9S+osSQcevMNk2xnDDr27wcIwFxbV9awA1KUhak+1EESPpJOTYYQpgUQiuq3NtXJg+o0DwsibAKUXIcxvn7uzHyagESmm3mruzH2d1rs01mY1rkhu0YNqvijfA3UQnGbAKB3Yro9d7mplYx7qGb/JS48msa/gmHfns8YXY6iLIVh2OvtJbKHNbpFItwyNgOSEiAc9a3P34xDqeaDqXPye/yKyHjxpceGMBL0aMGJUGP2XaqathxumDteokqf9v7ypex3w8TqwCnVf95pxNyOpRDa77ZxA48TblgMmPBIFpMfW7ZoGDUjrGLoSIlN0lj2WFmT+iRlCTrq3WZDtRuJq6xuQpUEhBjOI14h3fGBReWVJLEfKc4JYcZ0Pug6H6MbE610Y7y2m0zaNBMiyqW85C3OMf3d5Thxpd5PLar5IMqLoCYbpHNXBVukZcV/zcKr0yZJYqVHmV7ggz7wiEulnTW5mVfBzu/S/3LLAxYsSIUUkI4g5/7NX+WbTBPeujAT8Bzqz/3KGaEWAcOwtKfoWtXz3cEIGu3Cha6A4krAa5Jk54tItjOMNVCsYKkAG+ylGTgqQ12Y5XhtOgyV3chJytaiJtA9cGunYoyX3KBS930h2qmQlSLJjuUN7aTDdhtkW6EaM/p/hHt/ckQtEcGyXLO7lmelVTUbKhMaueZfGsA/1vvtLhl+URolsQN63wLt1RKoYinD54mX8W2BgxYsSoJEQVU+tY29YbikHLnFnLeYJ006MaOC/9tULeJp+sb7tjYh+7C2spMBXtHWq0sf+Ha98i3TpBjosi32k8rzH6UnsO1qOJsWtiOGPezbGCZICvctSka+us6a001ulbc3PfBAriHicntHDjFGfoF7NY6rVOsLtxOs3HTZjzEvKc+vVyJ700M6/ITbVfJbk0M8+1z0vrbnYd377A2+Mf3d7TODfrq+x0dJW948ngdRirGlG6d3oJbaXCFE67XgOU/r3qHLhyP12y5Ecf8o4RcA1Wrx0tXowYMWI4oiBUgEF32LFTXGPoe1N78QYT80KkCadcA6tzbcb+eTvLs58mZ4t1DCr09agGI8dsMbIk+Mf+2wp4Bie4uaVmSXBVZk6Re64bvOacIcmoo/V+dt111zFjxgwaGxuZP3++/dLdROQFEekRkd+LyD6D/UujiNwsIu+KyJsi8q3C8eUIt7YxdmEMp0vtCKEmBUmA/ox217S6b4pAnWj3zfb65YGTu/jFLJZ6rR32pD5uwm0QIS9Iv50usRLb1ARW59qKEuQsSJ+dvw+nPk9JrnVczN02Cqu7r9t7cptjhxrtKHBnRzryvxpRDqHNSTjNpY3SJso/4Hw4A+NjxIgRo9KQVxZ2waIdg7GUU09wvHzU1M+5htA4HU+KIMCy5q/T1bBHyPhHgVQLyYZRJMR5zzWT4nnWfTa6ckJCcjyQ/EQkSXLqLJ1MmjSJiy++mNNOK0wYvH37doD3Ad8FWoD1wF2WS9qBDwD7AJ8CForIZwFEZCKw0qNtjF0Vw5kgcIRQk66tVri5b6aUc3yA20LsFbM4lGut8HI1tfYXto6kW7+9uQZ6aHB0+/W7D6c+7ZpQP1jdfcPMsV8l2U368q63VlfZ36qPhZtEDC2cRe16EUQI9XJVDVrHMUaMGDF2JXjUqBOXtfwNCkNrUvVJrph94GAphfa3go9vFm+/95s0erjemsnv/GMTBacyZn2pvbjiMweS/XWCOpdM7YGhsrpG87Q5zJ49G4D169fz+uuD+9TKlSsB+pRSdwOISDuwXUQOUEq9AMwDvqKU6gA6ROSnwHzgfmA2sNmjbYxdGTVeRqpmLZImWgP615sYyVjGMBlmB11TnLOgBul3vOws2Xrq1qcb/Nx9w8xxJ6mirLWmwP2lD08JNa+KxaYV2v0ziBvoUFEO14ugQqibwLkLaPFixIgRIzS8PEiOuAQS9YXHE/VsO2QhreNSCNA6LlUoRG5agZtZ0Cnra75usIcQae7vqfokfak9PW9HUGSSTQXHMskmRh19GbOmt7oKkaF9j3p3eJ7evHkzQE++f6V2Ai8CU0VkPDAJeMbS5BlgqvH3VOs5a9uw04wRo9pQ8xbJLM7arBzQr9ytcSOBciXq8eq3VOupW59O6KCZ9vQ8TwtqmDm+1OhcrHlS4p3aSLRTruQ3bihHNrOgySK8BM4a1+LFiBEjRmj4eZA4+Kgeuu94Hp95uHN/D16Gk1iWU7AuN5WPJJ4nSY4sCe5LHM6J0+bAyrMcu1LAW+zOFemT2DDmSK44an9GJS/z3Qvqjv/Pgv2nzrr/uGSwFTNW1EdADIru7m4Ae92VLmA3yMfYdDmcwzj/tkvbIojIWcBZAHvvvXfJc44RoxJQs4LkR9/XwuMv7iDhos0S4ML0GYHdQ4cDXhlmK61fpz77VZIkKl9OBGBA1dGenucrsIaZo5vQmaiV+LlyZyx1y6YapdBmF05T42GgG7IW9+XYVTVGjBgxwsHL7f/BywrXWND/e+0dHmEIMxJ/LSgPdnziYb1/pMY7CnCSamHPC/6PHxccNca952xQHi6q5z/nfNyv3JV1PxNxH8MlSZGJ5uZmAHsh7DHAe5DP+jcG6LOdwzg/xqVtEZRSy4BlADNmzIgTO8SoatSsIHnSjL15/MUdHpauiSVb45wg6PqV2zp7GZuqRwQ6e9IkRAIngAkb+xgU5ejXrU8obZwwc3QSOntpJFUrQkk5M5YOp7XTLpxGUasyRowYMXZleHmQuFgKPfcONwtnIsEoWy6Jumxfadm8zTmvPNP5vJeg6+cxY91nNq3Q2cFzadu9JLXg6YGpU6cCgxVCRGQ0OvnOZqVUh4i8ARwEPGBcchCw2fh7M3CqU1vPQWPEqAHUrCC5dM0WoHxWPjsU8PiFxa4j+13421D9RCncmhjdkOTegTYeTX4KEejoSfs3QsdSbOvsZdK4FD0DmaJ2bnMtdf5B790udL7BBLYdspBDa0UoKUfyGxMjWZ8xdlWNUaNYtXErS9dsya+XC47afzAGLUaMqOG2lpayd7hY/BJurqheQmlvh/s5L/gpSYPuHeY1910waDFNtQxaL4FMJkMmkyGbzZLNZunr66Ouro4TTjiBs88+u0lETgR+C1wCbLIky1kOXCwi64E9gDOBrxjn7gGWerSNUaGI1+6ho2aT7Wzr1ItgKeU4xqXqaR2Xcj3vBLfrJ4Xsxxz/mi8cnO8zacQ8JENW9B0/Svez+bLP8vKSY3h60WfYeMlneGXJMb5tW8elePzCw3l5yTE8fuHhLDpuKql6u9fHyGBcqp7Hmj7Fxwau5WOplTw161EOnXl2wTVVXSuqnHWH4vqMMWJEilUbt3LRymfZ2tmLArZ29nLRymdZtXHrSE8txq6GUvYOt8RmY10S142dXFp5Ji9LZpRhKdPmwAUv63Ip7V36b4sQunjxYlKpFEuWLOHWW28llUqxePFidt99d9AJcr4HdAAfBr5o6XmRcf5V4BFgqVLqfgCl1NvAiR5tY1Qg4rU7GtSsRXLSuBRbLcJkUCtZqj5J+0ydaOuilc/Sm7bHXju3WXDU/o7nFhy1f1E/9QkBgXS22OXVHH/W9NYirYhJ9PY5CfCR97Xwyju9gbUq41L1dPY6Wybrk1J0P2Zf/77iGUdX3foEZHIlZFILiNaQmiKzVtSaNWvo7R3UrFpqRX0JuBe4HF3v6TDjknYGa0XtCfxeRP6slLrfUivqDJe20aAcyW9MlNPaGSPGLoila7YUrcm96SxL12yJNdsxhhel7h1uFj+vEkxhyzN5KSuHMSylvb2d9vZ2t9PvKaVmOJ1QSvUDpxk/TufXAgdEMccYw4N47Y4GNStILjhqfxbc/Qxpe/5qC0Y3JNk5kCVpxDE6CStL12xha2dv/hr7bz8BxzxuN5079V1qX6UQfPvMqY7PZ3RDku+dcKBjn7Omt3L+XU879pfJwY++cHDR3M5zuR60xdTPzbao3lVAVH2tqHK5gcb1GWPEiBSm90vQ4zFilBVR7R1BhNIwAqubEjPVEoc8xBgRxGt3NKhZQdIUPNpXb85b3hKiU1oHtW45WQVLnYubYBZVX6X0A+GFUqul137caW6msGzHuFQ9i46b6mitbW6qo7MnXRZ/dadaUSJi1op6C+daUbOMv4tqRZltgQJBsmLTe5fT2hkjxi4IrzUxRoyqhpdQGlZg9cq+GiPGCCBeu6NBzQqSEJ3QVaso5fk4ueqGde21uu9CNBbWoBiuWlEVnd47TnoTI0ZkCLsmxoixSyJWYsaoMMRrdzSoaUEyRvQIK/z5XT/cwv5w1oqKESNG7WMkFGIxYlQlYiVmjApCvHZHg1iQjBEaYYW/SrIMx7WiYsSIETUqaY2LESNGjBjBEK/dQ0fNlv+IsWsjk8nQ19dXUCsqk8lwwgknADSJyIki0oR7rajxInIAulbULca5e4APebSNESNGjBgxYsSIEWOXgCiHUg6VDBF5G13HJygmAtvLNJ14nModaxKwl+1YF/B/wPuBN9ElPp4E5iulXgFdRxK4Afg80AtcqZS62uxARD4NXOfU1g0xzQ7rWLU6zj5Kqd2HYbw8YrqNxxniODHNxuNU2zgxzcbjVNs4w06zdlSdIBkWIrLerS5QPM7IjzOcYw3nPQ0Ftfg8au2eam2cKFBrzyQep7LHiQK19kzicSp7nChQa88kHqeyxwmC2LU1RowYMWLEiBEjRowYMWKEQixIxogRI0aMGDFixIgRI0aMUNgVBMll8TgVPc5wjjWc9zQU1OLzqLV7qrVxokCtPZN4nMoeJwrU2jOJx6nscaJArT2TeJzKHscXNR8jGSNGjBgxYsSIESNGjBgxosWuYJGMESNGjBgxYsSIESNGjBgRIhYkY8SIESNGjBgxYsSIESNGOCilquIHaAR+jq638x6wETjacv4I4AWgB/g9uraKeW4O8Afj3MO2ficCjwPvAJ3AE8C9UY9jG/NUQAGPlWMco++dQLfxs6VM4ySBxcA2o+93gL9F/H4+ZrkP80cBb5fhfg4H/gS8C7wEnBXTbEyzJbyfmGZjmi0nzT4N/KIM76gq6Zbho9n/BT5ZjrF2EbqN19p4rY1ptopp1vX9l6PTskwURgPtwL5oS+qxxkPf1/hwuoCTgCZgKfCEpe2njQd+icNLbQL2N/oU4AvoQvTvi3IcyzXjDaLYDKyO+n4sH937y/ncjPOLgYeAfYxxrrc8y0ifm+XazwL9wD9FTAf1RtuzDTo4FP2BHxTTbEyzpTy3mGZjmo1oHCvNmu95cTnGqka6Ldezp5hmZwE7gMvK9eypXbqN19p4rY1ptspp1vUeou5wOH+ATcCJwFnAH2wfaC9wgO36M7xeqvESjzOI9h/KMQ5wI3AO8DBwRjnux/rRleu5oRePbuB9w/V+jGv+C/ivMtzPHsZzG2U59hTwpZhmY5qNaTam2Uql2ZhuR45mY7qN19qoaHY46Tam2Zhmo/yp2hhJEdkD+CBaCzIVeMY8p5TaCbxoHA/a3yagD61R+ZlS6u9RjyMi/wrMQH94Zb0f4FEReVNEVorIvmUY50AgA3zeGOcvIvL1Mt4PIjIK+Dzw31GPo5R6C7gD+IqIJEXk/6G1UuvCzNFn/jHNeiOm2ZhmY5othCfNlumeqppuh4tmox5rV6LbmGYd5x+vtd6IabbCaNZEVQqSIlIP3Ab8t1LqBaAZbcK1ogvYLWifSqlpwBjgZIwHHeU4IpJEm8m/oZTKlfl+PoE2ix+A9vX+jYjURTzOZGAsmuD3Q38M7SJyZJhxROSzIqJEZGKAMU8EtgOPQFme2x1oF4F+tK//fyilXgvY1hMxzfqiImnWRp+h3o+BmGYtiGk29DiuNBvynj4SYp2FKqXb4aLZqMfaleg2ptlixGutL2KaDX8/UEaatSJyQVJEUiJyuYj8VUR6ReQdEXlKRL5pueZnIvJwif0n0IkGBoB/Mw53oz8YK8ag/Yzd+qkTke+LyEYReU9EtgO/RgekXigiBxvj7AOcJSIKOA24wCCU9wcZxxjrYbSm4xDgD0ZfnwB+avw9gA7yLfl+rFBKPaqUGlBKdQLnoj+Kf8bjuYnIEmMuHwF+LiIdIrJeRK5Af1x29Bq/L1NK9SqlNgF3Ap+zjiMi89E+4N8SkW4ReVZEvg+0BL0fC04FliullBcdiMhiEXnBOFbw3EQkBRwP/KuNPhcDdwHzgFuADcBCETnGaSIiMkVEbheR50UkKyK/cZt0KTRr0id6EWgTke0iskZEPmxtoJTqAx4ArhGRv6M1kB9hUIvlS0sGff4U+IRB28qgBSvN7juU+/FDAJrtsnyDC230GZSWCmgWeBaduOQWdLD6J9EbwfeB3FDuxwInmt0X/f1Dic/NWGevR69Z49Cby/PA90TkGIM+/09EdnrRp4hMFq3hfU9EOkXkVhGZMALr7EdwXmc3h3gmD7MLrbO2d/RHEVkHfBn4d3OdFZE9jbF7gtyTBUHW2k9b1lnwpwWTN3gFbSVJoRNLLMFYa+28QbnXWY++vm08w3dFpBudaKcBTbMHGWN1ohNh2Ol2s6Urv2fysMNaa6fblVHck4mwdGvSrIVurzNpVkQmuQwThD+oVZo9UUTuF5G3jPX3WRE5x2OMqNbaApoVkY3AF5RSd1C41u4NHCEivejYu8+JyOgQ48Q0W8E0a0JEDmCQp21AWzFdeVpLu8ki8raEEIjLYZG8AT3xBegXfTjwEzSzMySIiKCzXO0BnKiUSotIA9oEfJDlutHowOLNjh1pNAL/D/ghcBiaiXwbWIteLH5ojHMX8Aqwl3FPTxl/vxxwHIDZwP1oZu9t41gWTQx/RWddOlYplTbOlXI/XlDoBAH55+Y0DvAX9Mf0SfSzuRr4jNHWrgHZZOnbis+Y46B9v29EZ416Hk3I5xv38v4w9yMiU4x5LXeiA6f7cXluN6AXlpcopM/3A1uUUmuM63qB3wJuH10KrUm6CkOb5DLvhhLnatLn79DP75MY9Cki77O0awYeNa5/DfgjcDTwXIhnMhv4dzSztBeaNs+jkGafQD+3HxptS3n2YVBAs2jBbgv6G1zPIH1+Fq2llAB95mnWoKFfAJ9CB6VvQtPD+WhBbzKF38aosPfjQbO/tFxW6nO7Ac0EvIq+/8PR7+ZF9PtPobWQr+FCnyJSB9wH7Gm0/5wxl18y/Ovs/mjaM9fZP6G/wTvjdTbftx3mO+pCr2Frjb6eYZCOv23c06tBbyLEWruHpU2QZ2fyBncBf0ZnL/wJmnG6D023dgRdZ6PkDUDv+QvRbnsmA/5zNB/zj8bfG9EMrUm3F6PXqTtDjDXbaGvSLWh6TTNIt80M41rrMs4W9H2bwodJs5vRdGaHH39QyzT7KTStHo92l/xP4Ecicq7DvAvmyuA+Vso7fgUHmhWRWeg97ofGub2AC9DJXW5G7x9XhxgnptnKplkTH8LgaZVSOaXUFtxp1uy/Dm3F/N+g9wFEn2wHraX7N4/z7egXZf2Zb5zbC70Id6Jf/sPADEvb1cb1J6JN9X1oyX13BtOid6O1Ajsw0uSitdBNwFfRTHcTUG+cOwxoQ0vsZiBrBm2NVFjcAAAgAElEQVSRajbm+3/GtbujielEo48rKcyg5DXOODTDtqfRv8nYPGWMczR6cdrDNs7Xjft8Ev3BK+BLRv9pY74nW8aZChyJNo9vRzOTGTThNdvehXWcpRgCg+1+xqA/jp3W+zHOPwrchGYW/8mYy5+N+5lrzHWWy3N7yujjs8Z1rcZze9b4f0/LOHXGsefVYHD3a8a8+oG/M8gQ91JMXxca7ZqMZ7kTzWBuxggOR3+c3Q5tfenTOPYb9KKg0MKnSZ+PoYWwNrRQ2G0859+gUzKHoaVGY+wfMkiz30PT+gAGzXq846DjZID5FNLsyWgm6Snjp9lofzbQAUxBf4MKOAWdMjsH/B96EbeO8wRwO5o+3zXmfapxTTNwjXGfT1rGWYIWju338wPjmW5Gb8Ku36CNZk815tqPQbO25/Z+Y5zLjeuuNeZt0us/2MZRwFyjrQCLjOeSQ9Pn34z251JMX33G/eyGXhP60fT1HNrKYY7zmHH914333Y9eAw43xnyf8bzPJNg6a9L7ExjrLFrDbF4/bOusA832GOf3I15n7evs39Hp/J9A04cCZrl879fgTLfXMrjumvdkrrN3GmOK8dz6KVxn69CMk52+/mb00wB837ifAeOezsTgDYx7UMCPgBVoWnqPwf3djWZftbyLhxle3iAFbDXuZ7nxTO3v+XxjDmdQOn+QQa8Rf2CQbk8wxt3D9o5vRK8xPzTuTwFfNJ5Nn/G+/mwb55NoBam59m41nk9+rXWg25VourbfTwqt8Nlmvx8f/mBXolmTX8gY92il2U8a179gvOs+DN4Zbek2af1ttFD0p4C0ZKXbp9H7hskf3Av8yvaO+9GK9Zhma4NmzXHcaPZMD/nsCmCV5T4mul1b0C7IRWF+0Jan3wAtLueb0ZvvHxjc8FPGw3zSIK42tCbnLoPoJqJdTM0HmTNe8E7gG2hLQq9BaH3GS/ktWvPbhGaK7S/jFmM+n0BrFt5DbzBZBpm7buMFKXQ9mdfRFp9XGdzM9rXcm+s4tmeQQTN81nG6jfu6w7jm0+gFJmeMuy+DDM4Oh3FWGe0+Z8w5Y1z3mOWanZax5trGSRvnA98P+uO43+jvb7b7yRjP0j5OwXNjkGDtP3dYxjE/vBsppAOTBnqAW43rPmfcdw5NY4cCo41+nnQYJ22Z41zL8QyaYfh/+NPnSgoFyReAmcZ1Cr04KAY/9guBu433usX+TDye/a1G+8sYpNkMeqOxfhsDLu846Dg5jM3Qcl3CeLd2ms0Ca4xrvmLpYzNawLnKuOZih3FWAx9AB5rnjPf4d2CNwzgDwGsu93Oecf2HXO7HiWYzDH7b1nHsz+0145rH0d+gSa//5jDOI0a7k9F08RrauvY52zgDxv2eg17/jjXuJ2O805PRAtTJOCtG+oA30GnKL0ALnO+h6elK411Z19lVaPdnOx3firZgVsI6a3/2W4xr43W2cJ19CbjIck/mOuv5veNNt+Y7MtfZrcDpwDcpXLd60GvZKWha+pVxrhdNZ/9k9HMn2jpiH6cHvU7uxeAaa9LyTWhFihdv0IH+DkeCN3jPeM5XUkxP3ei9Yz2aDsKstbc40Ox8tEXAOk7OePbWd2wqYx5GCx4KTcPXO42DXhNeRzPjvWiexvw++u33YxnnHWP8UPeDO3+wK9GsyS+sMebYgcGco8ty2Gl2J9qq2I3mP15iUMB6CWjye/YM0m2PcXyL5dn3M7jXzkVb7F5Ffx8xzdYGzT5qnG/CmWYTLrLZZ9G00EIFCJIfNSaTRZuKl6FN/GK55mcUp6o1ieqfLccajZu/xPj/k8Y1p9ja3gLcaTvWaLyQWSHm/jPjxTRbjh2NrtMyDe3WcLtxb0cO4RllsDHqxvHvoDXoYvx/kHG/Bxr/mwzOf9jabUBn5QKtOXrJTiwGAS7xmNMS4DmXcwcb484McY8vASsCXFdAsE4EzOCH90Xj/4vQzHOdS5+LgRdsx8xn93kbfW5EL7Ri+fD+HJI+n6VQkBxO+uxFLxL/jbaOzkQvgLfF9FmV9Lmf7fj3MTSqFvr8CSHWWQyLuZ2O0YzKQxSvsy8NNx3bzs8wxj+qVBqO6bgi6fg5C80qtLIpDG/wPxY6LjtvgBZYTaVoL7bSBjHNxjQbgGb/Ge0amUF7Ko0ozaL5nO8a59PG+Mus9xPTbNXTbBG/EGDerQZtftxt3l4/dUQMpdTjRgzXv6KtOR9HS9T3ichMZczSAVOBd5RSf7b01S8iT1Kc6vaPtv8PBd5vBMVb0YS2ePhCRJag3TAPV0rl+1FK3We79DERaUVbGh4I0ncI3Ix2Sfsk8Hu0mfpJpdSztuvs/st/QLukgX4WewPvarfrPMyNtxSYHbm9O7c2Ya4PgzvQ1pxXROT/s3fu4VGVd+L/fCeZhEnCVWgx3LVWuiiUiq27sq2V3bJWVIrdWIuKFaXV1l1rFy+7iBG1oux6W4rF21qrrcYVuaiUeitb/K2tUBRKvXS1UAhKQQgCmSSTmff3xzlncmbmnJkzt5OZyft5njxJzv3MvOc93/v3lxgx66uUURrZjZPN34+Yvzsx8rKqMTw4qzFCMKEnv8pOuvH5uaRtfRuf5rXvA+YqpbrNbWuAp0TkSqXUfi/H94gen97IZ3xuTfpcqjGslHZ+W4h51jpPKcyzSXwb+BNGKHgx0OPYG8UYx5/E8NC8gjEHex6zGF6JBvBtzL6DIXT2x1AG7hSRVgeZAPSY1WM2EWvMHmVuf61S6rkSGLNfBy7HiB56A0MGugtDWfm3DMfOFj1mvVF0eSHdyc38zJ8DP1ZK/U82F24/acExBVorXvo/ROQCjMTfL5ImYR7nL8rpC0z+oKxqR4sd9v8o3bWaH+I9GPkw05RRqSkT/4uRcFxQlFIfisgq4DIReQ0j9OAHHna1j6QAxgTxDYft0g3MdJxg/n4vi33eIcueOiZWGWn7PQXtGyiltovIcRihk6djhHouFpEvKKXcJpcAxjg6GcMSZ+csjOTpvzX/j+D8bJTi+PwA2G4pkSZWIvYYjLC7gqDHJ9A74zOW9P8R8zz5zrMfYHhSrPuxlg+2nyfpGos6z4rIAHObW9IIaXmhxzHQS+NYKdVtfuZgWM/7UaKygVKqCyOMDmCziByDkfucoEjqMQvoMetENUaY5EKl1H/Yrr03x+x/APcopX5q/r9VjEr2D4vIzcqoAl8Q9JgFSkheSEMthuz7NyJyQ9L1figiP1JKpRSKslMURdKBt8zfnzB/W2XY7WwDhorIX1leHxGpxbC4L8tw/I0YoafvZTORi9EH50EMN+5pSimvFaQmY+Q/FYPlGGGSv8UYLE86bHMKRkiaxV9jPGxgfBazgP2F8EaZ38H3McIE/pBpexuPAT8VkZlKqZUOxx2slDrgsJ/V7LmRHs9gsscPc8J7HnjeHPwfYeSaPYDz+NqI8XCMUEq9mHQtlhVmmPm7G+PhspNufDp5MJPPXazx+WvgNBGpUkpFzWXHm7+3ez1XFujxaeDb+MyCrOZZjHyz+WK0Mvo8sExEPod7hW0/5tkLMIoI/JfX4+eIHscGvT2OPY9ZjIJEMfO+iiobuBAg9b0AeszqMZt6zEEY7XxutZTIEhmz9aQqGlGM+/dS+Txb9Jg16O0xm45OjJBoO6di1CQ5DS8Kt5f412x+MCw038GwdI/BiBW3EuWtuOH5GB/qBIwXRC2JycmnYlgNnkza7zQMLXxk0jk/g5EM/zjGgzoOowTzPcAxLtdZjVHw5CMMbXy47ceeg3YnhpXgGIyQgR9hPIhn5fEZOcaUm+sEI668E7gvaZ0VF70TI2/z0xhWqygw0dymAcN68r8YycBjMR7UBcCZaa5pMUbi8HCMxPLjMYp9bMLwap2U5T0KRm5WB4ZF7AsYIQpfxrC23aacY8prMZKQV5nX8CUMgdceU/5tjCTlieYY+7b5nUw1119onneKOb5C5vLHzc/1IYw8hzMwqn7uMMfZCPM8j+JtfK7DCLd6CaP61qW9MD4nWWPF/Ly+jGGR/Iken2U5PneZ93UsxnxzKfADc72V8/B1Msyz5v3dZX42G+gpPDWRnnH8RYyiI3sxxvE/YBRpsKrp+TaObdu/iYdcFD2Oy3Icv2eO2b8xz3MT3mSDz2LkoX9sjs1zMTw9RZENzP2sCJWx5rXMx7D8f1+PWT1mST9mLzbHyk6M3LezzGt9hl4esxiyzx6MqqpjgekY+X9r9JitmDGbIi/k8J32erGd6zC8JFZz9D9jaPP2IiVDMLTvg+bFXmwuT26vsB7ncskjHc57ovllHTD3/T+MJGK36rFjzWM5/TTbtvu5+WVZZXlfxMjvweG6Tsv3wTPXX2seb7LLg3e++Rl3YEwC5yVtNwzDkvEBhjVjF0ZvuBMzPHjW/UfN72YTRjngo12u4xseHr65GELsIYwk8K0Y8fifcBuwGPkIb5jf42Z6qp9aD955GKWW2zAS0N8ELrLt3w+j3LFVddFq/1GNofxZ1cyU+Rn+CiMp3nrwLsbb+HQbP76NT3PbaRjVCDswvJBLgDo9PstyfP4bhnLXhSGcvEJPyXG7Ipl2nrVtm/zTQeo43mde50GMl9PZ9M44PsVcPs3lWKehx3E5j+NH6RmzylyeSTa4zGXsxCiSbGDu8wQ97aX2YQh/33TYTo9ZPWaTx+x7LmO2vbfHLIZHcgk91WD/jOEhHeJwXXrMlueYTZEXvHyPSfealSJpVVPS5IGIXIIxQI9XSrUV4Hj3An+tlDo5afl4jLCKk5VSG/M9T66IyFcxBvZnlFLFCvHVFAg9PjWVgB7HmnJDj1lNuaHHrCZb/MqRrHRmYFTlyuuhE5GBGPmX38KwxJYqMzAKC+iHrjzQ41NTCehxrCk39JjVlBt6zGqyQiuSBUApVagKrusw4qQfwzkpuSRQSl3R29eg8Y4en5pKQI9jTbmhx6ym3NBjVpMtOrRVo9FoNBqNRqPRaDRZEejtC9BoNBqNRqPRaDQaTXmhFUmNRqPRaDQajUaj0WRF2eVIDh06VI0dO7a3L0NTxmzatGmfUmqYX+fTY1aTL36PWdDjVpMfesxqyg09ZjXlRm+M2WTKTpEcO3YsGzf2WqVgTQUgIjv8PJ8es5p88XvMgh63mvzQY1ZTbugxqyk3emPMJqNDWzUajaaX6ezsZO7cuYwZM4b+/fszefJk1q5dC8D27dsBThKRw7afG6x9RaRWRB4WkY9F5EMRudp+bBGZJiJvi0i7iLwiImP8vDeNRqPRaDSVSdl5JDUajabS6O7uZtSoUaxfv57Ro0fz/PPP09TUxNatW+2bDVJKdTvs3gwcB4wBhgOviMgflFK/EJGhwArgUmANcDNGKfZTink/Go1Go9FoKh/tkdRoNJpepr6+nubmZsaOHUsgEGDGjBmMGzeOTZs2edn9IuBmpdQBpdRbwAPAxea6WcA2pdRTSqkODKVzkoiML8JtaDQav9nSAnedAM2DjN9bWnr7ijQaTR9CK5IajaY4aAEnZ/bs2cO7777LhAkT7It3iMguEfkv09OIiAwGGoE3bdu9CVg7TrCvU0odAd6zrddoNOXKlhZY809wcCegjN9r/knPtZrc0O9sTQ5oRVLTO+gJq7LRAk7ORCIRZs+ezZw5cxg/fjxDhw4FeAsjdPUkoD/wuLl5g/n7oO0QB81trPX2dcnrExCReSKyUUQ27t27N/+bKTcqbV7y4X4uuOACjj76aAYMGMCnP/1pHnzwwfi6dPm5Ore3ALy0CCLhxGWRsLFco8kGP9/ZlTbP9nG0IqnxH61kVD5awMmJWCzGhRdeSE1NDUuXLgWgoaEBoF0p1a2U2gN8D/iKiAwADpu7DrAdZgBwyPz7cNK65PUJKKXuV0pNUUpNGTasVyuK+0+lzUs+3c/111/P9u3b+fjjj1m9ejULFiywQrKrMfJzbwCGABsx8nMtmunJ7f0ycI2I/AOALbfXbV8NwMFd2S3XaNzw651dafOspo8oktr6UVpoJaPy0QJO1iilmDt3Lnv27OHpp58mGAy6bmr+FqXUAeADYJJt/SRgm/n3Nvs6EakHjrWt11hU2rzk0/1MmDCB2tpaAEQEEeG9994DGET6/Fyd25svA0dmt1yjccOvd3alzbOaPqBIautH6aGVjMpHCzhZc/nll/PWW2+xZs0aQqFQfPlvfvMbgFoRCYjIUcC9wK+UUlbI6qPAAhEZbAralwGPmOueAU4QkXNFpB+wENiilHrbn7sqIyptXvLxfq644grq6uoYP348Rx99NF/96lcBQrjk5+rc3gJx3FeyW67RuOHXO7vS5llNH1AktfWj9NBKRu/ih4d+2kIIhhKXBUPGck0KO3bsYPny5bzxxhsMHz6choYGGhoaePzxx3n//fcBPo0Rjvp7oBM437b7jRhC9g5gPbBEKfULAKXUXuBc4FbgAPAF4Bt+3VdZUWnzko/3s2zZMg4dOsSvf/1rZs2aZXkoA7jn5xYst7dP5/X+8ZfZLddo3PDrnV1p86ymDyiS2vpRemglo/fwy0M/sQnOuhcGjgLE+H3WvcZyTQpjxoxBKUVHRweHDx+O/8yePZvzzz8fYKtSql4pdbRS6iKl1IfWvkqpTqXUJUqpAUqpTyql7rQfWyn1olJqvFIqpJQ6TSm13efbKw8qbV5yuh+kaN6qqqoqpk6dyq5du7jvvvsAYrjn5xYst7dP5/Vq+UZTKPx6Z1faPKuhurcvoOgMHGkKzQ7LNb2DNTG9tMh44Q0c2TOJ3HVC4jKteBSWdB76Qn/WE5v096cpH6yxuvZaCO83/q5OVsQKxJaW1PmvGM/fn1+DjQ/Tk1ar4M2fwehTivZsdnd3WzmSYVzyc5VSB0TEyu19wdwkObd3jtO+RbnoYuDHd6zlG00h8eOd7Sb/aVmhbKl8j6S2fpQmE5vg+7+H5jbjN+hcVj/QFmyNJj3dNkNLeH/h5yE/8/b/+Et6lEiTAqZ2/OUvf+GJJ57g8OHDRKNR1q1bx89//nNOP/10gDbS5+dWbm6vX9+xlm805Uiy/KeVyLKm8hVJHWJXHuhcVn/Q+QkajTt+zENu51h7beHOYVFkw5GIcN999zFy5EgGDx7Mv/zLv3D33XdzzjnnAHSTPj+3cnN7/XqfaflGU0h0h4Pc6cOfXeWHtkJx3fV+hK/4SW/dj/aU+cO0hYZl3C7kaAu2RmPgxzzkdqzwfmP+LeR8W+TQx2HDhrF+/XrX9UqpFwHHlh1KqU7gEvMnq31LHj/fZzqFQFMILC+6JRtYXnTQ4ysTffyzq3yPZDHxM0TJD2tHb7ZKKaCnrLOzk7lz5zJmzBj69+/P5MmTWbt2rX2T/iLytoi0i8grIjLGWiEitSLysIh8LCIfisjV9h1FZJrbvmWBnxbsPmyh05Qpfnjs0x2r0B4rHfrYO+jID025oaPCcqePf3ZakcwHvwbPlhZYeUWigrfyisIL5r35MBRQ4Onu7mbUqFGsX7+egwcPcvPNN9PU1MT27dvZt28fGEUbbgCGABuBJ227NwPHAWOALwPXiMg/AIjIUGBFmn3LAz/yE3T/Vk054ofile5YhfZY6dDH3mHaQqiqSVxWVVPeCrw2DFY2Oiosd/r4Z9c3QluLFK6pDu5CHJfvRApZfXTttRCLJC6LRYzlhRQIevNhKGAlr/r6epqbm+P/z5gxg3HjxrFp0yY++ugjgA6l1FMAItIM7BOR8WYhh4uAbymlDgAHROQB4GLgF8AsjIqDbvtqLPysDqvRFAo/KgpObEqsDGunGB4rHfrYOyiV/v9yoo+H7vUJQoOd56TQYP+vpdzo49WTK98jWUTPyB6GOi5XUNjzOT3c6ZbnSm+H4xTJU7Znzx7effddJkyYwLZt2wDarXVKqSMYBR8miMhgoBF407b7m8AE8+8J9nX2fQtyoZVEH7fQacoY+zw0baGhVBbaC3PG7Wk9nys3t3Lq4pcZd91znLr4ZVZubi3MeTX+8NIiZ+NvuYa69fHQPY0mLX08haDyFckiToC3df0j7SoxfCWmHD7UYk64hRRw3BpYH9xZ/FCWIoXNRCIRZs+ezZw5cxg/fjyHDx8GiCZtdhDoDzTY/k9eh7nevi55fRwRmSciG0Vk4969e/O9jfKjt40SGk2+FDM8O03I6crNrVy/YiutbWEU0NoW5voVW7UyWU5UmiGt0u5Hk0r4QHbLNT308RQCT4qkiDwmIh+YBUjeFZFLbetci4+UROGSIk6AGwf8PddFLmVXbCgxJeyKDXUMdc37fKEhaVYWUMBJeBgAhHgPsmIXEiqCwBaLxbjwwgupqalh6dKlADQ0NABUJW06ADgEHLb9n7wOc719XfL6OEqp+5VSU5RSU4YNG5bXfZQlfdxCp6kA1l5bXC+MSwTGknXvEI4k2rrCkShL1r1TmPNqik+lGdIq7X40qejvOD/6cG9Mrx7J24CxSqkBwNnALSJykofiI830duGSIj4c86cfzwtVX2Jq170c0/k4U7vu5UCqcyr/851xe2rifjKFEnCsh2HgKIrZyDqBIniNlVLMnTuXPXv28PTTTxMMBgGYMGECQJ21nYjUYxTf2WbmRX4ATLIdahKwzfx7m32dfd+cL7RS6eMWOk2Zs6XFPXWgyF6Y3W3hrJZrSpBKM6RNWwiBYOKyQLB870eTip9jVhduqig8KZJKqW1mzycwtAuFIUDHi48opTowFMdJImL1froIuFkpdUAp9RZgFS7Bw76FoYgPx8zJI7ht1omMGBRCgIsbfsvAgMPLPt9qbROb4Jwf9QjlbvjR66wYQlQRznX55Zfz1ltvsWbNGkKhnu//a1/7GkA/ETlXRPoBC4EttmI5jwILRGSwORYvAx4x1z0DnJBm3/LAr0m8D1voNGVOOiNWkS30jYOS0wvSL9eUIJVoSBNJ/3+h0EpG7+DXmN3SAqu+mxiBtuq7+nsuYzxXbRWRZRhKYAjYDDwP3EpS8RERsQqX7MG5cMlM8++UwiXWvkDhBPMiV+GbOXkEMyePMP6561o42J26UU1D/uezV96764TiV4jyswpVgc+1Y8cOli9fTm1tLcOHD48vX758ObNnzwajQM6twGPAb4Bv2Ha/EbgP2AGEgduVUr8AUErtFZFzgaUu+5Y+uvqeRpOZdEasInth5k8/nutXbE0Ibw0Fq5g//fjsD+a1YnmRKpv3OSr1c3xpEUS7EpdFuwpfhVu/n3oXPyo8r73WeSwVuguBRaU+kyWEZ0VSKXWFiFwJ/DVwGtCJUXwkuZJINoVL3PZNQETmAfMARo8e7fWSe/Cr/Lmb8FHoZOVpCxMnWyhOr7Nin6NI5xozZgwqfan1Q0qpKU4rTM/7JeaP0/oXgcJ6zf1Et+XQaDLjZtwK1hf9ObEMk0vWvcPutjCNg0LMn358j8HSK16Fci28F4ZK/hz9ilDS76fKx68uBFDZz2QJkVXVVqVUVCm1ARgJXE764iN9r3CJn8nK1bYwp9CQwocg+BmaU4lhQKWKrr6n0bhjhdU5KZFgtHDwIQRr5uQRvHrd6fxp8Zm8et3p2SuR4D33XLd2KAyV/Dn6Jdvo95OmkFTyM1lCePZIOuxnFRmZYy1MLlwiIlbhkhfMTZILlzjum+M19T5+ePGSLSwA3UUqwuBnI2vdNNsfKrFxrg5d0RQCp7k1GXs4X6mPO69CuRbeC0NvfY5+jEO/IpQq8f2kSSQ0xNn7mLY7QY7ouc0XMnokReQTIvINEWkQkSoRmQ6cD7xM5uIjlV+4xI4fnjU/LSxFTHrXDbd7iUqrJljMXn+avoXT3OrEwZ3lMe48epHaQ8MdN+sMJgcMadLSG+0T/BqHfkUNVdr7SZPKGbc7VwA+4/bCn0u3NPEFL6GtCiOMdRdwAPh34Cql1Cql1F7gXIzCJQeAL5BauOQ9jMIl64El9sIlGfYtT4pdqdIvC0sRX1C64XYvUmlhxDp0RVMo3MJZU5Di95gsBA4tG7qo4vVjr0wwEnaFD9OtUitwSuRIaSnGpU5vKEF+zn9+VOGutPeTJpWJTTBzWeJ3PHNZcb5jbZjwhYyhrabC96U0612Lj1R84ZLewK/QjyImvadruJ1TLpAmOyopjFiHrmicyCXcT6pARdNvA4DKv8ekT2GxUQVVtv+DKkrnxkfpfvP/qI52ADCIQ8kdgwGooVsXOcmGIleId6QS579Kej9pnPHzO64O9ciyoSGG51NXhy0oueZIanoLv3IViviC0g23NQVD59T0DbJ5Sedaqc+TEpkBL+POr0qCLy2iSkUSFonAqfweSbpV15aA5ayQ9AZ+K0F6/tNonPGznkgfrw6bVdXWsqWSGtz6FfpRxNhy3XBbUzAqJHSls7OTuXPnMmbMGPr378/kyZNZu3atfZP+IvK2iLSLyCsiMsZaISK1IvKwiHwsIh+KyNX2HUVkmtu+ZUG2YfbZhPvF3w0D879Or+POr3BEFyUwuz7yCm4aYnw+5f7urEQqZP7zmwsuuICjjz6aAQMG8OlPf5oHH3wwvi7dfNkn5lo/ZGU/zuNn2HcfT7GpfI9kb1gKiu3i9sPqWWjPp+0zeSE0nIU15/LfXX8TXx0KVnH3X/0R7vqnPhkaoMmR3ggnKwLd3d2MGjWK9evXM3r0aJ5//nmamprYunUrDQ0NYFS0Ph9YA9wMPAmcYu7eDBwHjAGGA6+IyB+UUr8QkaHACuBSl31Ln2zD7F0UqNjBnXTcPp668IfGODnuK/Dmz7wV2PFCtUdDWBbRHis3t+beT9LNW5Utlqf24E5YeYXxd5k9XxVLhcx/fnP99dfz0EMPUVtby9tvv81pp53G5MmTwZCJ082XzVTqXOuXrOzXefwM+67EEPMsqHxF0u8Gt0V6SPISKHKhkC+opM+kLvwBi4MP0lBTzU8Of57GQSHu/qs/cvLWG/tsaIAmDyogp6a+vp7m5ub4/zNmzGDcuHFs2rSJjz76CKBDKfUUgO0R8mwAACAASURBVIg0A/tEZLxZ5foi4FtKqQPAARF5ALgY+AUwC6Mdk9u+pU82L+ktLSAB5zBVZcw9xr47YePDxsJCEd7vbc7yGI5oFSWz8smtomQAM6tezTw3DzkGdXAnWTkgMxGLGIWGyvx5qygqYP7zmwkTJsT/FhFEhPfeew9gEOnny8qda/2Slf06j59h3308xLzyQ1v9thQUwcXda1VOC1WlzeEzqY520Fz/dLzh9snv/WefDg3QaOzs2bOHd999lwkTJrBt2zaAdmudUuoIRjXsCSIyGGgE3rTt/iZgSUoT7Ovs+xb3DgqI28s4NDjx/y0tdK+60lGJVAoCKRpVAZVIi0jYULTSMeQYT8vtRcnODmxgU808/hA4j3NW/RWsuCwx1HflFT3hYVta4PZx8Kf1hVUiLdwKDWk0ZcQVV1xBXV0d48eP5+ijj+arX/0qQAiX+bLi51q/ZGW/zuNn2HcfDzGvfEXS7z4yRXhI0lU5LQu8fCZ9PDRAo7GIRCLMnj2bOXPmMH78eA4fPgyQrB0dBPoDDbb/k9dhrrevS16fgIjME5GNIrJx7969+dxG4XBoYwFA1+GE3Jr2tQvjlUiTyS4vME/C+9Pn/Gzf4Gm5VXzs0eCt3BNcxlGBw4jgrBzGIvDMt+HZqw2vqFb2NJq0LFu2jEOHDvHrX/+aWbNmUVtbC4ZM7DZfFmyuLcl51i9Z2a/z+NlKpo+3ral8RbLYloLkpOFkK7lFHg9J2Vc59TJx6MaxmlLHhwIBsViMCy+8kJqaGpYuXQpg5UhWJW06ADgEHLb9n7wOc31yZ3n7+gSUUvcrpaYopaYMGzYs5/soKBOboNZB7412JUQs9At/6ONFZSCdV9KtOmzS8sZBIW6qfpi/DWzzpgirmBGuW6icTzeC9cU9vkbjE1VVVUydOpVdu3Zx3333AcRwny8LNteW5Dybi6ycyzvRT++dH71Pe+NcJUblK5LFtBQ4VRPsPARVNYnb5fmQlH2VUy8TRx8PDdCUONlWDs0BpRRz585lz549PP300wSDhhfOzOeps7YTkXqM4jvbzFydD4BJtkNNAraZf2+zr7PvW7AL94PwAefltoiF3bGjfLoYD4T3w02DnaudSrJNwMbt4+Lbzp9+PLOrXs6+ymqxiUV09VZNRdHd3W3lSIZxmS8rfq7NVlbO9Z3Yx713lUjlK5JQPEuBUz5kLAI1DQV9SOZPP55QMFH4CAWrmD/9+JyP6SteJg49uWhKGR/Ke19++eW89dZbrFmzhlCox6jyta99DaCfiJwrIv2AhcAWWwGHR4EFIjJYRMYDlwGPmOueAU5Is2954CFi4TdVU1A+6FGeUTHjd7KANXaq+z7h/bDqu7ClhZmTR1AlseJfZ7YkeYI1moLy7NU9LWduGmL8X0D+8pe/8MQTT3D48GGi0Sjr1q3j5z//OaeffjpAG+nny8qea7ORlfN5J/Zh710lUvlVW4uJW/5e+ABc+6eCncaqzupL1dZity5Jh64+5w+9+R0XAz/up8g5vDt27GD58uXU1tYyfPjw+PLly5cze/ZsMIo23Ao8BvwG+IZt9xuB+4AdGBb125VSvwBQSu0VkXOBpS77lgce2hGd0e9NpFSj/SNheOY7sGJe5m1NRW3B+5+hWQWoLkVlUueua4rBs1fDxod6/lfRnv9n3FmQU4gI9913H9/5zneIxWKMGTOGu+++m3POOQegG0g3X1b+XOsVXddCY6IVyXwIDXYuauCWJ5kHMyePKG67Dyhef5/e6OWpcabSvgu/7qfI5b3HjBmDSu9OO6SUmuK0QinVCVxi/jitfxEYn/dFFhO7McCaP8MHUg0DaQwGdaWUI+mEW26k06YHd7Jo81SOqFoa6PS3WJAXdO66phhsfNh9eYEUyWHDhrF+/XrX9enmy4qYa9ORjVE2n3dipRmz+zh9I7RV441ihe/lclwfCpv0SXwI0fQVv+5H5/AWj+Rcm/B+00CXlHeTHA4F3gqdlSGC0a6kf6CTKEb7kpIJ262q0eNeUyTcBnmpDP4KJtucx1zfiT7UG9D4i1Yk88GtAITb8nzwQ7EqVqhCtsfVE03xqLRwFL/uR+fwFg8nY4AdJ8OAW6EzH/BbpK0Wo31JyXglaxr0uC81tOFVky/ZGmVzfSdWmjFbo0Nb86LI4W5xfArfaw8Npy78gfPyfA6c7eeUbqLRAkx++DVm/cLP+9E5vPmRHM503Fdg2zPeeh7av+MtLUa+YXKoaCxS2Ot1oVT0uV6jGIZSTe5UUrpCTT10HXFerikuuRhlc3knVpoxW9P3PJIrN7dy6uKXGXfdc5y6+GVWbm7N/WB+hbu5KVbPfMewQN4+zvjJ0xp5R+Q82lVi65J2VcMdkfNyvXKDbD8nPdEUj0oL0ay0+6lUnDyIGx/ypkQCIMYxrONkkW+oKTDBvMyKmkLjl4fHD6/njLshkNQeJ1BlLNcUF796eeue4RVHn1IkV25u5foVW2ltC6OA1rYw16/Ymrsy6cW1X4jJ102BUlHS5hRlyU8Of57rIpeyKzaUmBJ2xYZyXeRSfnL489lfs51sQyD0RFM8Ki1Es9Lup1LJFL6aEWUcI+/jaPImckSHTpYSfhhe/Uo3mdgEM3+cOJ/P/LGez/3AySiLGJEjvXUeHbJdFvSp0NYl694hHEm0ZIcjUZaseyf3iqjpXPuFCjlxC99zI8cw0MZBIVa3TWV1l9Hn7OzABq6pbuHuwH1wl4+VtTyU+tfkQaWFaFba/VQaW1qym7/c0BEJpcPaa/UzVyr4Ed7vZ7qJns97h4lN8OfXzMq5Via4gjd/BqNPSXWQ5Fp11et5trTQvepKqqMdxv8Hdxr/W8fQlAx9yiO5u83Zku22PG8KFXLiaMHJQA5C1/zpxxMKGmElZwc2sDj4ICMD+whYFsgV84wmwdlahrK1ZmovU2WgrYka69kvBANHZi0cK3S9x6LgOSRZU3T8CO/X6SZ9gz/+kpQZM1lmLYR32sN52tcu7FEiTaqjHbSvzWJcaxnEF/qUR7JxUIjWtnDc09Yo+9ithvJgzQXAmYU/YaEm3+QeahLInCOUgzXS8souWfcO17S3UCddSVuYD362ntVcrJnaKlneVFIBCE3uFCoUNRA0inCE92OUu/GmHhaqMI4q4LE0moLiocdq3lRakTaNM64y605DGRs40piH8/VOe5CN+7n0BXZbnoKWQXyjT3kk508/nq/X/L8eT5vAyMA+FqgfF8dS4dbXLJd+Z/Yeal/7cXoPZR7WyJmTR/DqdaczMvBR+g2z8az2gjVz6dKlTJkyhdraWi6++OL48u3btwOcJCKHbT83WOtFpFZEHhaRj0XkQxG52n5cEZkmIm+LSLuIvCIiY4p2E+WMLvGtgYI947FY1OYFU756GZWCn3b/Hcx6wMezljihIb19BRo7yT1WCy0o66JmfYO0sqnpfXSLRsgifaE9NNz9/KYHMaacTXe7Y0d5O4mWQXyjTymSMyePYFH90ymetupoR3kNruTQz2C94aUEkCqY9M38XyReLI1ehcReKJ7T2NjIggULuOSSS9w2GaSUajB/brYtbwaOA8YAXwauEZF/ABCRocAK4AZgCLAReLJIt1De6FCovo0VUlQglS9ALOF/P7yDSkFUCY9G/47lDd+lc818H85aBgSCcMbtvX0VGpOCVqJ3Q6ebaDIhVZm3wRivC4+cm9IhQIGhpJohs9USQyW9PpSChkCnN8ePm2JbiHx9TQJ9KrQVoM7NLV4MAdet31Yh+nBZoZ/xcvimoKWizsnR2eJU8CYZr4pgLxTPmTVrFgAbN25k166svtuLgG8ppQ4AB0TkAeBi4BfALGCbUuopABFpBvaJyHil1NuFu/oKQIdC9U22tMCaq4zKnmWMUvDr2AQuivwboWAVnzsqRM2utrKKb1UKxHa9MWVcvuRzD1IFM5dpBcIDKze3smTdO+xuC9M4KMT86cfnXtQvzTmuX7E1XkTQqkQPpJ4rnwIpoNNN+gAqvD/nKU6pqKd9l6x7h9auv6ErEOPG6kcZIocRcZ5aRSCqDI+XiPEziEPeQlSlyjkFzKPCq/FOn/JIAv56x/w4V77ue7dk5AQLpAOBoHdFsDStmTtEZJeI/JfpaUREBgONwJu27d4EJph/T7CvU0odAd6zrS8LfLFgV2oolE7ed2dLC6y8ouyVSIB2qWVO5N8YFAoiKF59r/yKyyQrke30y0+JBJSK9fa8XRYUvNWYC+kq0SfgV/sOjX84vIteX72cD5s/RezGgXzY/CleX73c+/GevTrzNmnYwzBP2035+AU21PwTdweXMVDaM85JAXEwfnmRcd3qiOgexAWn7ymSfgq4pV5NLdPLxcq7mPUAVCWGIWQtkWSbw1EkgX3o0KEAb2GErp4E9AceN1c3mL8P2nY5aG5jrbevS14fR0TmichGEdm4d+/eglx7IfBLwClR40F+aGEsPS8tglikt68ibxTwr11zGRgKcqizm/aIEe2xXzWk37HY15VHlHBAoJ6OzBtmYLc6qjiGpwrDs4KXJ54r0et8scpiSwus+m7Cuyi24ttM2vSvDGcvAYHh7GXKpmvovHVM5nfUlhbY+JCjV9DLvKMUfFLtzSyrbWlhcc1D8Rol1RJz39bEVdLMJOO6OUHclmtyps+FtvpS4awY53ILS/EaQui0v9dqqi8tgmhSBddoV3F6SFnXmlxta8U8WHGZMQnk8X01NDQAtCuluoE9IvI94AMRGQAcNjcbAHGpawBwyPz7sPm/Hfv6OEqp+4H7AaZMmVIyHQiK0kvVjUoLhfKzl1o5UoL5r5YQlI3dK6aEu4LL2B1t4Q6aWI3RV/em7otYElxOrfQ8P0qB1NYblQyLzBFqaYv1Z2RgX0GPG1PQRgODOMIBVU9/6aBGulO2a1c13B5p4tdrthV+rqgw/Go1ZlWiTyYgwrjrnusJqdU56+WPXYYT6UlnMgkQoyZJMROB2kibcyio/XgZyFS1Oj6/OlVGTbjuACEK5BFMLgyULOMOOcZZNj7uK4U5vyZO31MkITcBN9f8gkII0+nKGHvJP3Tb3y3/MXli8fsl5NgyIKn1yJ9fM3oR5W8MsJQ8UUodEJEPgEnAC+byScA28+9twBxrRxGpB461rS95dju0v7mju4k1bVN7+9JKHy2MOWPNjaXYsdEl98YNpaBKjPsYKftYHHwQIrA6NpXVsakQIZ7XA3CABoZMPM/IS0+es6pqUg1weVBHF7cGvsltwQdyaqmyXzUQoiuh2FxMwU+jf8eN3T1FyezzQ4wAVcRoNeeJ1bGp0F7+Xudi46bgNQ7Ksh90BuZPPz4hR9IialpQrIiTrzQMpy78QeoBdM56eZAsw2UbnpBs8Ew+XhpEspzZ7edKue4ChpVGO3v+dpJx3d7Lf/xl4a5BA/RVRTJbersfTTpPyPd/37PNwZ1GIrE9ZGVik/v+bsnIyS8XvwunZBLMI2HY+DDp+lp2d3fT3d1NNBolGo3S0dFBdXU1mzZtAqgVkQAwGLgX+JVSygpZfRRYICIbgU8ClwHfMtc9AywRkXOB54CFwJZyKrQzp+G3XBN5MC5MWsLykGANRemlWknoAkKpZCGQ9AbZKJHdKpASalUnXVxT3cLqrh5DS0i64hb4IRw2lMhJ33Q2bN0+zr1cfpbsVkfxPRwUVg8oZXhUAVNJ/Ijd6qge5dDG6tjUhPvVZM/86cez4ZllXMUTcYPd3XyDqdOvKOh57L2fd7eFCYjElUiLcCTKHZHzaA4u97XgnaaAFKIfr12uyvJ4WadWW+cqVB9hJ+xRIOmcD8kUw/D77NWw6RFDnpYqOOlimHFn4c9TovS9HMlc6OX8AuUy8OPLJzb15GNaiqE9f8vtwVFRbzmcfhdO8SSYJ00SSd/HLbfcQigUYvHixTz22GOEQiFuueUW3n//fYBPY4Sj/h7oBM63HelGjAI6O4D1wBKl1C8AlFJ7gXOBW4EDwBeAb+Ryi73FNcEnU9rf1EkX1wQL38XEl6I+flKpBYTyoZiCgp8MHEVAnAWPRunpqXtNdUvK80MkbCiR3/89zLrfWLZinpEvNOFrBbk8peCO7iaOxjmsNaYgU7aR5VWd2nUvx3Q+ztSue1OUSE1hmFn1akq/6sXBB5lZ9WpRz5usRFr85PDnKy9nvS9RCOXHHgpa7CgaS4bzK1onm/MU2vD77NWw8aEe2VtFjf/zLF5UTmhF0gt+hrQ5FJlpp9Zx04Tl6ZRdtwfH8l5a5ZDdXi5+F05xEti9YPs+mpubUUol/DQ3N3P++ecDbFVK1SuljlZKXaSUiveEUUp1KqUuUUoNUEp9UimVYFZSSr2olBqvlAoppU5TSm3P9TZ7A7f2N65tcXLEt6I+flKJBYTypRJ6cpnGgA6XJtm7VU8D7EZxVuTUwV0033Ij7U8nFsDgzZ+5njab6LQj1LI6NpXdaqjLNQ7FRQ8GoNVlv1xZsNJoMdHZ2cncuXMZM2YM/fv3Z/Lkyaxduza+nYhME5G3RaRdRF4RkTG2dbUi8rCIfCwiH4pIguSVbt+S56VFRn9qG8XoV71ycyvz//vN+DzrRuOgUPYF75zwoWp1xRkgC0GhlZ/k/MJCY+UhFvM8wfqev10/nyRfajEMvxsfzm55BaIVSS/41TLEpSpkSDlX2+tnX55O2XVTzOwWFOsBc3u5FOIl5JWU1iPJgRUugRZ9KcQw1xe6T2PZr6qFvuPnc1AOlHBPLgW0pRZUNrCu25YK8MEnvpTSJLtd1XBHd8937K7IHcWlXY85eyvTXF+38vYKrsM47h3dTa7X6KYsxkxvZiH5+W8MA0J3dzejRo1i/fr1HDx4kJtvvpmmpia2b98ORurMCuAGYAiwEbCHPjQDx2FU0P4ycI2I/AOA2ZIp3b6lTTbG5zyUs5vWbCMSTW+RCAWrmD/9+PzP6UPV6oo0QBYCJxkuEITQEO/HKET/cq+8+bOsxkVOFam7O3rO4RYtNOUSHwy/bhdfgjUDioRWJL3gV0ibi1fRreJgwL48nYKQ7ElxEv4KFapbKItlXGA/aISL2SeDKZf07RDDfF7obhXLClzJzCrqs6Hmn3i/9ptsqPknzg5sKHjVQkD3duxNSrgnl1KwsOvCFMWLYMjIYUlKBWjcsYKnol9kV2woMSXsig3lusilCeGfborc7ZEmV2+l27VtiE0gkDEg1cDyiq6OTeW6yKWO1+h0bVYxnUKHsFohlPX19TQ3NzN27FgCgQAzZsxg3LhxVi76IGCbUuoppVQHhuI4SUTGm4e5CLhZKXVAKfUW8ABwsbluVoZ9SxuvBrs8lbMD7RHHedZixKAQt806MbHKbq7nXHtt0VN83AyQzavLpp5dcXAyrsci2eVf28desZXKSBie+Y7n68upv62KGmMSjM9n0jcTDYSTvmnkKZaa4bcC5RWtSHrBr5C2LENlldi+vkzKrt2TolyEl3xDdYtlsUz2As24s2+HGOaTs+tWsazAlczmNPzWMUdoTsNvC3qeSurtuHTpUqZMmUJtbS0XX3xxfLnp3TlJRA7bfm6w1vdqiGAJ9+TarYamKF4fMsyYK/74y5RnKEQX0wJvpM0hTKfIuXkrnRCBKYE/ojyUsUj2irrlOTpd21WRKxIqsqYjnULilT179vDuu+8yYcIEgBDwprVOKXUEI/98gogMBhrt682/J5h/T3DbN+uL6g2mLaS7ql/Cou6qfqnGzjzrL5wd2OA4z54d2IAAr153emqrllzOuaXFXSkoYIqPm6GxLRzRXkmrFkYgSPbeLkk0FvsRvaWi5FCmJzvC+w1l7NmrDS+oPcouS69oztTUe19eQfKKnYyKpCmkPCQiO0TkkIhsFpEzbOvLJwciH0uAHyFtLg+3kDptKCBw0rd6FmSj7BYrvNHPokSVHmK4pYX228cTax7EroXH0nzLjT0v0nxydn3K9/WtqE8FNdpubGxkwYIFXHKJq+A/SCnVYP7cbFveTG+FCJZoFIBd+bIrXn/dcY8xV7iMd3thHTfcFDknj2C6kK066SLgIhAqhatXNJdry0Q6hcQrkUiE2bNnM2fOHMaPHw+GfHEwabODQH+gwfZ/8jrM9W77JiAi80Rko4hs3Lt3r+frzUge8sLK6KnM75yboNTP75zLyuipiRvmOR87FX+yKg27thrJ5Zzp5tMCKiXp2qOUfVpEIXhpkeGJzBqVqFj51kvRh/DOgzuNfEQ3OaDYHsAZd0MgKcovUGUsT6aC5BU7XjyS1cBO4EvAQAyBpEVExnoQUpoplRyIcrAEpCkyk2DXkSpkytzU8sJelatiherqPnuFYUsL3auupC78AQEUIwP7uCayjA3PLDOUyXwMAT7lSPpV1KeSxtysWbOYOXMmRx11VOaNE+m9EMFSNOCEhnBH8ApHJSouqLqMd3thnWxx8ggeoV/mHR1oVUN9rayaTiFxYkSSwB+Lxbjwwgupqalh6dKl8cXAgKRdB2BUzD5s+z95HeZ6t30TUErdr5SaopSaMmzYMMfrzZo85YWb1mwjGrOEaON3NKa4aU1SiGae83FjwNnw0SgfpeZF5nPOdPNpAY1JrteMu7eyT5HPe82uWKUpAlaeuLX62Fl8uX9iE3zu4sSw2s9d7PxurCB5xU5GRVIpdUQp1ayU2q6UiimlngX+BJxEZiGldHIgesMSkK0lxIrzdkWMnMEb92ffo8Z+LS8tMs6Tb2ho8v25VegaOLIi48KLhkPFvzrp4iqeMKyy+RgC/Mr39atAlV/nKQ12iMguEfkv0xBHJYUIKlUA+3VoCFz7Jz575jxCwUQrcULREYfnIJwUQpoLyR7Bf41cQpdyb9e8XzVkLPDjRiFCUS3c8judPLRVAUkQ+JVSzJ07lz179vD0008TDAatVWFgkvWPiNQDx2K89w8AH9jXm39bmtY2t32zvbecyFNe+NuOVxw9vH/b8UpiNdI852O3SsMHaz6RGtJqkcs5XebTzuDAghqTZk4eQX2NcwGvFG9lX5Qp8n2vHdxVOS2bvGAVU7NTaLnfUsy9hNVWqLySdY6kiHwSow/fNtIIKSUn4BTJEuBaqjoXi2YmS1Gug83pWt78mfHiyDU01OmYnYegyqGwxXFfSdm2e9WVNN9yY/oS3+leFJX8EkkTdhe3ylbbXqqhId4NAX7l+/qlsPaB3o5Dhw4FeAsjsuMkjPC+x83VBQsRhBzDBLOpHJgGEQiHjjaMZVPmZn+AYAjOuB0wBNLbZp3IiEEhhNSiIyujp9Ksvm14DxH2Vn2Ca7MIIfXK6thU/iUyj49iDSlhru2qhpu6L3LNuUxHIUJR7aSrRptMTZUkKCmXX345b731FmvWrCEUSngW24ATRORcEekHLAS2KKXeNtc/CiwQkcGmAfky4BFz3TMZ9i0uRQw5taqRfv/JN1jw/mfymo/rzljkmIs5+Kxb3HfK4R3w+rFXphhEulQ114UvSHl359O+Y+XmVrq6U2s4BKsSjRdlEWFWDIYck9/+ocGV0bLJEYdWH27F4JI+g7xazmRjdKpQecXdVOqAiAQxBJifKKXeFpEGIFnayCYHwm3f5PPOA+YBjB49OptL7mHgSOcHKBvlbEuLMTgO7oKBI3n92Cu5/vUx8SpjVqlqgJm/SjO43CbsdJaiTINtS4tRwcpKiA8NMYSqiU3pB3quCoTTMWMRo7dPLGo8wFblLIfCFtXRDi6NPcYjfD7xc7MEFOtFYe1nvSgs3NaVYqhdtriM1d3qKKNYzZrliZ9nd5bWxYlNxf+crOPbnpe07WVK/Ty9SENDA0C7Uqob2CMi3wM+EJEBJIYIdtj+zjpEEIwwQeB+gClTpnhzEJ5xO6z4NnisQJqOeOjz6FOMps4ZiKkeBbTuDGM+W7m5lebV22gLG7lEg+uCzJ9+fI8SabYYCEc+zyN8Pu9rzsTq2FRWd03l7MAGI3dNPmK3Ooo7upt6CuV0ZafAplNUsj0WGPmdi4MPJhzTzTMajvR8zzt27GD58uXU1tYyfHiPd2z58uUA3cC5wFLgMeA3wDdsh7oRuA/YgeG9vF0p9QsApdReEUm3b3HJU15IF3JqoYDHXvszj71Wz4hB9zL/nOOZWfWqMZetmOdtLpvYRPWfX4NNj8TfudWTZzvus3JzK0vWvcPutjCNg4Yyf/o6d6+lnS0tfOp3iwjSnbBYoYjGFD9oMfwBMyePsD1bDjKRh3MtWfcOkVjqtFNfU524fzFkmlJnSwv86X/yO0ZHW2GupSSxjZuaeiNH8ZnvOCuTts4F+Y5Zd6OTw/yRLK9YUXwr5hnLylR28axIikgA+CnQBXzPXJxOSCmYgJOTcJPMtIWJygdkZwlwUGxO+N0N/H10LqvpeXFbvfJmduRg0Uy3Lp3FcEsLrLwiMQk7vB9WfTf9cR2Wv756OaN+t4RPqL38RYax83PzOfnsb3u/1siRnr8tF7+Lcmx/qcY/N+tF6vQQ2q08lfwSmbaQ7lVXJoS3tqsa7uYbLAo+CeEKvvdSJsmQ1IuTvjUHilLqgIhYIYIvmMuTQwTnWDsWJURwYlOiESsfLEE9TeiRIWdKgjIWilZxW/RE2NzK/KfeTBBGD7RHmP/fPcKuU4sBP7AUykKQTSiqF1bHpkIER0W3RwHex2411FQuzwRgzJgxKJeKQhdccAFKqRcBx3QVpVQncIn547Tedd+ik6e80BEaTl34g5TlR5Jb0Zi0toXZ8MwyZgQf7Jn3PRhIX1+9nBN+9xghksLqRp8SN6osWfcOrW3hhKJ9noVlU+4ZTDjF4VMr0bjhwjpWuv7BXoRytzzIg+GkAjMVmmuWlpcWkXfwv1vF/kqj6wg8e5W7R9K2PN8x62p0QoznZ2KTs+wAFeMQ8aRIiogADwGfBL6qlLKealchpSQEHAvrS7S/FCxvmdcvzMECFqLT0QK8uy0Mgwc7C1bpLJquVtBR6a/TrZJXtMtYQcvx3wAAIABJREFU53ZcCUDzQOOzUFE6gwOZ1HWEGukGgeHsZeCmBbwOqcqk68OTRCQcP34yyWFTJ338Aqz5r/Tx+7kq4uXExCaqgfa1C+kX/pDdsaN4sOYCpp45j7pVP3Lep9TuPZ1HuZCTZAWdp7u7m+7ubqLRKNFolI6ODqqrq62efLWmMW8wcC/wK6WUFe1hhQhuxJijLwOsks7PAEtM785zFCtEsBB9ySxBfUtLhrlFOKbz8YQl1osfcPRoRKI9npNKKNqxWw1lpIMymW+xoOR3mRVCa3kqR4oRQsuWyWUn7GRFnpEOdRO+inr9oZT+eA3SyU3VDzu2ZLmKJ1Jy49MZCVdubuWLmxYRks6UfdrXLuRvnhkU98pDqgriSVjOkE9nGS6sY7k9W16fucZBIVpdth173XOAEWHwqouiXu65Zmmp2JDUItF1xH2drW1VvmOWaQsNj6JTbwXLIOokO0igYhwiXnMk7wM+A5yllLLfeaY8ht7PgTArYKY8hCpqlAx+9mrn/ZLJolz8nIbfGvmCyVTVpLdo5ho/nUm5cqsGa08OBmojBw0l0kZIuhj1uyXertUNFU3Z1ils6tpgS+YkcAmkL+pTKUxsou7atwk0tzFy0Xs0L7jJeOGXS7K2X8WtKug8t9xyC6FQiMWLF/PYY48RCoW45ZZbeP/998HISz8E/B7oBM637XojRn75DmA9sMQeIogRXngrcAD4AgUOEVy5uZUjOHtaPGPlaUFiCLsDMcQxF7C1LewqhAJEleL7T77hR0H6ouPUasRrkZ5scAuhbV9b3jk9nsinxdQff+nYZF0EZle9DCQWS/q/2gsY4eJlVi7v99+s+jGD44FfifRr/4Bno5dnLMTU2hZm7HXPMfa655i86JepuWEZDJR2w4URMussE6Rr62Fn/vTjU4pkQaKIfqA9wr8dmpWSG1oJuWbpiIlXcV2TFrscvqWF/+33z47Pidcxa8wLaarGuskObopuqTkFPOClj+QY4NvAZ4EPbQ2xZ3sQUnpVwAHDq5Ni5YujDGXSS4K2i6D+AYkW4FCwyuiV5+QhrGnImO+QU+J9Ji9n8nEldaJOxyeUwwvO6Vrdim5Y92Fu61ZQ4micX6QJqKh7UZ8KfonEOe4rpDb5FR/7QnnEr9CjXj6Pm5CXC83NzSilEn6am5s5//zzAbYqpeqVUkcrpS5SSsX7qCilOpVSlyilBiilPqmUSijprJR6USk1XikVUkqdppTaXqhrXrm5lQ3PLKNOdWbe2I2Bo3oEdQ8VBasllnNhmXJUIp2qszq1Gsmm36RX3EJo+xW6jU+FkW5eqCKWUiypWmKOiicYyppTQZvvxn7muo9A1oWYrBDwhHOlkS2SDReNg0KOimBCteQMJBfJqnK5wWe6T+UW+U7xi8aVCCs3t0KshMJSbR69siNmOkvMKKPh7E15TrIZs4C7TC1V2csipeYU8EDG0Fal1A5SJVf7+pLOgcj8wlPeXMkuORO7T7yGEX8Ixa1x86cfT90ql3N6ySHKpRDKtIWpOZKQaHmxH7d5UFaH/4sMxbHIePK1Jof/QY+CZ9v2vMUvO3oO/iLDGJ5Sf8mBWMRQWmvqSyFfzT/iVX0dQig2Pmz8OePOzLl8fuT6FaK4VRmcZ7c6itc3t3rLpahAlqx7hyd5wlWgzUiyAcjjSzefwjLlhGtoaaSwOZduuIbQxo6i/MSdHhILz4QSijEVgj0MTfsuuye4zNMz065quD3SxHNWQZuqV2lfu5Cz2z9ExN0sknxsr89LJKoSw10d5B6l4AANNEcuihsuLMHb2i/Xz3bl5lbeeO5+Vnc9yJBaw9uafC6Lnxz+PM0LbvJ03HJnybp3mOLyLPrOwFHO8nC5oGLGtVeHUq6/Trq4M/hjquQ+5FcjocqjbJQuF3PgqOzCksvQIVLxvvLdMQ85Iwd3Zm4j4eItPPnsb/Pqdafzp8Vn8uoJzzJz9YmktXsXozz1xCaYuSzRIxgaAuf8yPkhyELIDqsadn5uvvfr8OBRdbNaej4PGDlZuYYdlQNO7U3SemtUT6h2urLofpVNr7T2H9MWEqY2YZEl5Fm5eX2R3W1hV69VImYP3FkPpJ8fspibci0sU06kq87qB24htA/WXODL+YuBVaWxtS0cb8Vx/Yqt6Uv+Z9lu6rauf6TbRQwQSVX0klGKBC9zVCk2PLOMrme+R134AwKisjbeuD2nyR7vKR+/0LPSfKcfCH4y7vn+58gVfK7z/gTFrl+wR5ScOXlEj0z01X3M/NV0T5+bFd1wfeQ/OSpwOP45DZHD/Hvw/hSPqufQwwpgd1uYO7qb6FTZRZMVBSsk86x7aQ8dTUyR0tqo5ImEXR071RJDspWN3Dy0ltKdJKO4fl6hIWUpy2bV/qMcebDmAhZG7iaQcdJVmQtopPMWPnu1p3L1BU2kffbqhLLfnHSx4ZHKRBprUgzhYxoYoA7zFxnKzpNcqra64cGj6ma1PLnqY9jsXJgnhTJ0/3vGrbBLRuuf6hkPduwJ3H6VTZ/YxOvbD5gVgPcZY+nE+ZxchPYffp3nuic2M9+hqqVUQPGWXOkXDBAjQCBT6w/rec00P2Rh6c6nsEy5UOjqrNniVM31br7B1DPn+XL+YuBUpfHvo+s5ZdX3YNW+1CiNHApt1VQHiFENSS0zvNKqhjK1696EZVfxBDV5hJArh8AyR493zUMJxZRWRk/l+4fuShsWfqA9kl0LL4fPzYpuqJXU93+NdCd4VINVwpfHD+PUxS+zuy3MnIbfck3wSaN9UAVGKDUOCsHHIO7BgUVFKZvxI7zf+B7Pupe6a99m8qJf8nr0PKqzbP/UGRxIpKuDejpzj2gpNk6yUXJE13Ffcc53tEfjAay9FhXej+BiSJKqeB/kcqPiFcnPnjmPnz+zjfN5wYMySe5C9aZHvG1nC93KK7wmWXFV0Z7/MymTtoGdbJUJVAUZdM6dMLGJ4ZAY0lrAkMiZk0ek3utdi7wpkZWeD+mm7LlUv03AtQHvrsTfbusLxMrNrWaP1Xviy0KvV3HbqMKGgfp1HoCNA/6eqW2poWF9yTKeTGd3jKqaDAKE+bx6mu8SDAN7QZzDZopRWKYUKUZ11myxh9CKwF1Nny3rUO7kaoxxZQrT85us8Ky9Nivj28rNrfwzT6QUrvOK29h2MyokCPlpCKD4fe23qMdQRg+Yrb6TPd4hOhPubcm6dzzlFqdUgXV5j7WvXUidw+e2uy1MY617dEOjfMTZgQ1cV9PC0ewjujnAzcTYX9NA/0gHNd3m513GbRTcmD/9eE5eeVnOY8orbmMpZZlt/Le1R3i8+nQuqnrRu0JYU09z1xx+3nkKZwc2cGfwx1RLCeWA2rHLRltajLZ6Udtc4eZAqrbJBaYRX9Klt6ko/Pm1shyzFR/aOnPyCOq/dg+LglcZhQnwUHAhF6HaiwIEcct81uE1ttCazltHo9wG78aHvLniJzYZOYbJWC1DnM5f7JBIr597BSfVA+6fg4rSpTLYftySvi2PkFvFW7flOZKuN1M5ngfcQ7KzSsqvMGLK8J44YYXnXR+5jAXvf8bTfLdycyvffG0Up3TcwzGdP+OqrivMgjLQrQIpIX+Vjl/VWb0QqAAlEmBQXTDhf6fw4bigvKXFvbaByzy9ZN07HsO9e1AqNZw1md0uz5lXRIz2I/aQUbeqr/Z7y6ZdTsK2Lp9Pv/YPHeWcQXXBtPeoUNwTXEYj+xB6ChQdFTicqmBFwuz67+udK9GWITMnj+DoUgvlN7/fxkEhx3Y2aek6wg3qx/HCYRkjWnoTu2y09toeJTITlufWkpG9yLdei3+WGBWvSILxEDYvuImRX7+NgJfggFzCJr2UZrYVv8lKAE5S4mojB9Pfw6rvehuM2XinitX+YEsL3D7O6Gfpxe6ZqadmJZBm/FWns0gGQ0Z4sx85gxnIuzdTiZ0HUisKjhgU4rZZJ5a9YJ0PVSKuys4/R65gate9/LzjFB5/7c+O813z6m2cuvhlxl73HMde/zxXPflGQh/I1bGpTO26l2M6f8anOh9jXOfPmNp1b59QIgHfqrNmYnBdkDsrQIkE6Ewah66evoM7aVuRpj1Y0jy9cnMrp5qF5LJV+kRgvzI8hHcHlzm27HDLkcsnLNBt3/ZQTyySW8SFUzXhgaEgpy5+mXHXPceHOH8Gu9VRjnKOUu73qBRUecgttdMoHzlXoi1TMtb7qKpxdg4UC3P8z59+PIK7QdENe663+/NSAjGvXYd75GkvBTPtRMKw4jLDCeTJWK8K37rMByo+tDWBlxaRUVnJReh+9mqjElQmbMVvshKAPZTET8DyKnppG5Km4qU9FO39fjudH+l8QiK95pVaVHpIq0WaPDEnc4VSEK47mrozbN+5PXd20jd7lrs1jg/vNya7AlVydWssXegwUL/OY+EYkt2HOf8Lo3jstdQ8Oit/1MJt1m0LR+JN06M+V2w4O7DBvOZ97FZDU665VPCjOmuViOPnP2JQiFevO72o5/ab9kjPu/rswAbXHF8BBqpD7rKs7V30+urlnLzpDn7NPnbXDOWl2Gf5hrzimO/nxhA5jIjhIUyuzgvG72YepdbNi1ggulQ1d0TOo9n8f/7041n/9I/4QeBJGmUfMQJUEUNBPF1opOzj7uAyfhp5lxvDhnfqh13/mJB/CT3edCc552A4wmqMueTG6kcZIj33mYuybIV/p1SiLVMerLmAayLLEj5PpTA6uoWG9OTXrbgs53O4fc4xRWJqmE0Wmzl5BBt37GfJb5u4I7g8qzFv5Xrf0d2UMlbC1HJd11w2Dvh7Iw3iV9Ozq35aKLzK0+nI5rorsY9k2WOvtpbpy8ylF9GWlp7WC5mObTtuVo17cxlYXvZJU/HSHnp7VmCDe5UpCXiuZJeA18+tpp6+0CcqAav6rVtfzmREqLv2bWM/q0WIFWqtosb/1nfj6u0U57DlLKsVWvgVBqrDTXuXW2aeyAWnjOY59bem5/DxsvAYJvfx89prrxypEuGCU0an6EOhYBV3n/dZti8+k/9omtTnnqObqh/m7uCytLlZboJ1QuGaLS2c8LsbGCE9Y+kfq/6HCEHnnT2ey+6xOTuwgU0189xDUQtIF1U8cvjz8f9H7HyWW6seSOl5mVxzIiBwYdWL8WconTe9XzAQ91yeuvhlVm5upa6mKr7fs7FTUHircOuEUjBUDsavpRgRKn7z2TPnsVDNS/g856vvseqcP8C1fyqabNSuavhp9O/i5+0MDjTy/1bMi8sExntgLJLll2Up+9ZY2c1QFEKrGsq1XXNZFZsaT4N4/dgrU+XVAuMq51rytFeZLB/KsJBkZXsknfoaOiIw6/7cHsQcvZzzpx/P9Su2JoR7ub643TyH6fAyGK37dSigs2Txy/Fru6a6xb1QkaWwZJvg7uVzA+PB/dfdmberEF5fvTxeaESJ4KXYt9i/60xVWR29nULKdxEJG/kA3eGsqhVa5NtPzCt+nUfjzi0zT+SWmSeyYOVWHnvtz719OZ5I11YjnfdPpPxK3Z//hVHcMvNEpowZ4vqc9KXnaFAoyBc7X+HCqhc9FeBzKkAiKGIrvm1Y4l9aZBSosVEnXQUZJ42yj7MDG1iSpacnH+qT7qVx0x2pOaQuBISEZ8jNmx6OxGhtCxtRAe0tNK7cxxSGckfAeK94/W4srM/a+p5EoB8R7gz+GCLwYtUX49t2dnZyxRVX8OKLL7J//34+9alP8cMf/pAzzjjD3FemAT8CRgO/AS42+6kjIrXAfcDXgXbgDqVUvLphun3zxXgWr+C8ddNobQvHowj+1wwTnjl5REHDIpWZ/76ku4lVsancPyjE3X/1R07eeiOEU2WCk9/7T7KpUpyc6706NpXTz/keS9a9kxJlFI5EueoPx/HqWffm5XGN3xuJgQZKkeBhT8EKSz3jduee7QVDjCqwZUZlK5IeQkKVgu7qUJa2QxsZFDwFyMjPpwjeMyePYMTOZ+NKw19kGDs/N5+TJ/+DsYG9QmposLeKnXa8hoC6lOO3W/BGeC0ckE3FW69e1jJ08+fK66uXc8KmBYSky5zlvEgiSRNPprxXJ+OB2xh2ygfI4jv2KwxUh5uWBq+87d6AvdTIpa1GKFjFuSeNKBlleYSp7AH8oOVNx9DUUDDALTNPBDI/J33lOWo+ewJTnrncs6Li5mQJEKNjxZXU0ukY/VqolgbNwUd9UyKdOJrsCgd5bU3j2Hok+CAd1GSlRIL7Z10tMa6pbmFNpEeZ7e7uZtSoUaxfv57Ro0fz/PPP09TUxNatW8GQiVcAlwJrgJuBJ4FTzN2bgeOAMRhF7V8RkT8opX4hIkMz7JsXVqpRa1sYoScVwPLYAcwsYOinvQVNlQi728KM+t0SwMVQnYWsphQ8Ff1iQuSKAN9/8g1XqWd3W7ininK2uYpJJA8XcbClJ2DlSSbIT8UIs1VGBNnoU8oq+q6yQ1tdBrZVIQ2MARSMtudegdStSqa1GlB/Wp967C0tnLz1Roazl4DAcPYalh4rnNBeITW831WJdBz7U+bmPAitggHWcW+q9hB+aufgTm9hkF6rhJahmz9XRv1uiaFEZoUy8kybBxo/VTXOm9k+x5XRUzm1817GdTzOqZ1GU+Gs6EPKvcY75RQ+5lbcIbmtRpUpoVqFlaaMGUKwyp8CEIPrggyuczZxWrmLlvLnFpp626yJflxqWTFz8ggaA4WpgFmrOlBFdFEHBF/CWe1YRX/AkAeyLRzktTWNW1RAoe+3UT5K8A7X19fT3NzM2LFjCQQCzJgxg3HjxrFp0yaAQcA2pdRTSqkODMVxkoiMN3e/CLhZKXVAKfUW8ABwsbluVoZ9c8aeagSpcl+8UGMGedQryd7CqFIoMFoyOWEZpT0iAtMCbyQsU6TX5RoHhQyZsvOQ5/NkQ1rDj1s3g2JgRYOVEZWtSLoM7CgB5744VnWlbBRKD15CgdRBmC4EMYviOgLEJIDCKB3eXH0VK0f8wNO+ySRPVmcHNnChS2+g9O/ODO1BtrRAuC3j9bSrGv5571nxHIqE/XPI2yt1XCfpbIg6NKy2hVY7tZ1ZeORcuqv6pe7jlg/Qh5R7jXcGhnKO68iIU4XIfPDSVmNwXZD3bvsq2xefGVfalqx7h0i0sIqD5X0ZMSgUz1ncvvhMNi/8CjeeNcFT7qKuKJwdGStgesQpV7CcscJ4zw5s4Njrn+OqJ9/gju4mz2G6ShkRTPZn1O3ZdYsKKHRz+gOqPm4QcmLPnj28++67TJgwASAEvGmtU0odAd4DJojIYKDRvt78e4L59wS3ffO9B6cq/8nsbgtnF7VmJzSEzuCgjJWhXY0KVlpUFiSPEzvJY+brNf/PmPNeWlTEsNIMHNyV5OQpIuH9ZSXXVnZoq0M+WLuqIUQar082uX5bWnDML3Mg1raLv138ck/eSQEbwwdUjE5VRZ10sDByNx+sfIzXd17DyWd/O6vjJE9W6XIjFdBBbUpuSAJuYZAvLQKXvkHWC6vVXkXRHrpR9Wrid+ryfS1dupRHHnmErVu3cv755/PII4/YT9NfRN6mxHIgPpShNGYZRpSRmnqYcXdCc+nkF9J/d/0N3VHFDVU/YUjAsAZLdQgmfM0Is7AbNbKonJvcgP7uv/qjkUdRoMqwvmMPNy/H6y8yhRYALdxC4OwVLbNldSxzpdkbz0qV//L1ugbEULjb2iOe8hCzyV3sK6GpheBHgW9yg/qx59y/3qTQz5VdKbTnisX7S3KYe4LLuIdlHKCBNVHvkZnWtY6UfSwJLueHPEQ9nQnLrWd3txrKyCz7beZCrUQ4Zlid47pIJMLs2bOZM2cO48ePB8O5cjBps4NAf6DB9n/yOsz1ydZg+/o4IjIPmAcwevTojPfgZd5RwIcMY3jKJWRg4Cj4/u85ffHLtHamP49jdVVVw++PvZKTJzahVlzmuWGHiPNc7jjfVz1IddUk1MFdvdcQZODI7Dso5EO+lWJ9pLIVyYlN8OfX4q0QYhLgmdiX+BKb009gXvPAvBaMwQj3SIhlz9B6I1uLR61E42XBR7CPIb+7AcYOzmogJk9W6XIjYwT4/edu7lEM3D4HUzG2KxXv9dvl6gp3K2ZhhW7MrM1QTMaksbGRBQsWsG7dOsLhnu337dsHcCxwPiWUA7Fycyvru8/j1qoHCivcRDoSPpcpH7/AkzWpLQ9iShGSrp5JOrzfUCInfRP++MuslSfL82kprSd9/AInbHoQrHvLtjhTb5NcuKvcrt8HDrQXxlKc3JajTjpyKoyTiXRtNeqCAUelzK3djGA0VD/QHokXwRgxKMSXxw/jlbf35lXARiuIhWXl5lae7DyFI9LNncEfp63aasep6E45Yb1XLeVwWuANGmUfUQIpn4F1n0M4zEUuUUmZMGSSVA9ZnXRxa/VD1EmnL59pPZ1csP8/Wbn5uITnKBaLceGFF1JTU8PSpUvji4EBSYcYAByCeMztAKAjaR3merd9E1BK3Q/cDzBlypSMQqTbvJPMD7v+kduDDyamyARD6ZUf0zDspqwmz8dPRb9ojp0eA9ymPxzH/FGtfFH1Z4hkF3qaPJc7hTxXRztoX7uQA+oo7zU7Cs20hUalWr/ojVYnOVLZimRSK4SAinFe8Nesip3GkNjL6QV2L57BNDmY9snRHjIVV4i+6lA90+7t8VRt1p0QnVlbNOyTVabQsSqJmR5P0+t51wmuinGyUrE7dhQjA+6TgZulandbGPp58+TOmjULgI0bN7JrV8+6FStWAHQopZ4yziXNwD4RGa+UehsjB+JbSqkDwAERsXIgfoEtB8Jl35xZsu4dWrtPJRpT3Fr9EA3SWZgXrIoa3405rpbU3E+NWVltpOzj34P3xz0zKc9DJGwokd//fdanXbLuHf4+up5rTKU15iCsZFWcqbfJVA1X4xqbkU2/RidrtFtYndeiHrnwQ5fcQrdq2zqMtHy4ac02YgpWK8MrfU9wmae51jJyloIymVyl1Mv2bsqhUw9NO8W434K93zwgZluSRc/dz8zJNwGglGLu3Lns2bOH559/nmAwHpYfBib17Cv1GIbnbUqpAyLygbn+BXOTScA28+9twBynffO9B6d5x2m+tSIt/rXmKYazr8f4m67Sqfn+clJWnebjf5T/SQ19bQvzg5Y3OVMu5N+D91MjPdVbu6imZsoc0yDtrBzZ53K3kOd+4Q+5PXJ5ikfUV3LpoJAP9gI/JUxl50g6CH/V0Q7OHbCNunN/ZLj03Qj9f/bOPV6qslz832dmz94MbOUiprK9lZl2SITEkyVZiWkXJUQFUyMlRaN+Zp4kNJONUaKcvHTMzMxjhJZYSKjnaGmWQtEJEjHynlfQErnkhn2Zy/v7411r9po16zYza4aZzfv9fEbc6/auy7Pe9T7vcxseHofnEysmogu4KoWnv3kh+9RJ37POwVUn0b2uUsp0k3XW5JvdsiSwoxdJFt+TgJqUbnfKqDEXzjpaYAVb+8XnRYzbW79+PWiXVaBxYiCcs4FJUfF+ZLe9Cr/6Etx3UUGJtGmVLJ2pRb6dd6WJdY7412+K6vT5zvrHkbinHjGzMbqiDzTcCbqclFuv0WtCw+9diJrUoxwEOOuo/X2VQhOL2Py4Lef5Mr6xjaBEQvn1FUvKl+zk66h3+wmBc/sWF/7+4he/yFNPPcW9995LOl00btkKvE9EThGRQcAVwDrHRPEi4HIRGW4l0TkPuN1ad0/IvhXj7neGpVMM80nEtTw/gQ/23ACdW/Uk8Jip/mNdx/ID9yit0RhUJsmJnUV2eX4CX8u4al32zYQTr9Xn4nMeG9mD4YNTCDrEx3Ob/B5FtUlrkePKmYizhHvO1xnyE7XLBVBCvRL8VMnAViR9Bnn5ba/y55e2OJa4K+umdLpfrwLtDv580P+jT3kbdRMC/5A9PYtzjxpmvbBjpuqXy/nC2zjXBSm8QZSZFMXZWfkqFjYqV3xPAhRjt8vE8vwEtjOo9Jge2DNVhQQTfjV2Itbe6erqAkr8bcqJgfCLnyhCRGaKyGoRWf3mm+ExC7ZMdKYW1Wa2LdcHfds9Vw2ny38oVWFina+nPCycMR6/gDvDcVCSp2rwyzIcNfvwAMWdoMtN1IGIjV+/4/64uxPjxEHHsDTXTRtbKJfhx+RxHVxywiGMGpZm49ZuFj74THEyMENTYE9yJGXnFAZttnqk9UQp6FEtsd4jO1Pvyy+/zA9/+EPWrl3L3nvvTXt7O+3t7dxxxx2gCyGeAnwb2AJ8ADjdcZi56Mnjl4HfAwuVUg/oc1ZvhuxbFZPHdbByzrFcN20svdl8YChBYYxpEzDRD7ofX/lCaUmNKGWS3JbR5fkJTOj7Hu/qvYMJfd9j9e4fLzqPPmkrOtYO1cp3c9P49Jh9GJpOsaCvNBFan7SxMDe16Pi5mNUXpWA7g/wnOVReZ8ivZ7KfJpmoHtiKpN8gVcHhay5zmKgdIedD94O23fTA24ntxubg/nUbUQExknuxiVNb/+CdfcpJmEXFqxNwnloiTZ/bS7mMpChOJidXslK+EC0Tncc98cLdqU1KrCBFtJdxo9qjeNb/uV97b+i33EV7ezuAO0e2VwyEex2UGQOhlBqvlBq/5557hp7XJSccwqmtf6h7qncImN22ZagCi1+k2mNOGa3UqhjkcmqoOWHZBMut1+iXFXCzai+a5fbKKnjwO4aUZDgNY/jgVCFTqp2ZNQyvzMeXLn3SKJNNwjAru7CnO3+NUAq6VFvB4uEssdEo5IKsMXVGBFLkdEmIMs/Jb/s30B4MBxxwAEopenp66OrqKvzOPPNMa3/1kFLqUKVUWin1UaXUS/3HVr1KqRlKqd2VUns5E/GF7RsXYX2uV1bnQA8465heRCmTFPR43OeyLHc0l/R+oaQvvyd7NItXvcLW7kyR1bFg1ez9Ar/KFff3yRCX7HIRgSGF0NcGoUky5A/oGMklQ8/h1K1XligA3hQPAAAgAElEQVRFCaHExQ9UIXsVncO8D+iaHTi3bzFtCf8XWtLDWdB3Ky05LZz7yiYWciOyoRvGWf3PfRfD6tsovI5eSTzcRVAlqS2C1r+p3UZqi1wFSVGKWLcEls0qb8bFvicByUguOeHoIv/+2S1LPAssOzPIAfSpFq7n9OIEFVW6GFopvgsp3BolBmLyuA6O//UvkQYoxacAGbqfd7xuxCQz/xTv7HFZErSgimW0mkQ29XI57d5S3vJdhLBsgn6ZGf3cUr2yAu5QrczLTg/M0JoU+M3FHy3JFPyxQ/fkl2s2xBrT6DWQK8S+GxfXhmf0qN1Y+cLmcK8b4ouJVMBlmS+wPD+BSYkVzG1ZVFXUStnth1yHUtqq4P4GV3KsuIjTUtynWrg6M5UbYjviziOoz+0ISuhlh02VcUy//jiqN0h3Jse8e/XwyC6ftCE/gV+FJEkLSoQG4Tk8dhaxvxsVGIN2BgPWInn5sieZ/eyh5fXV9uAzKA7PYTnpCEgYY1sQbSXSRkArjuuW6J9TibTxqmlZcHXdBiffrI9v1wza9qpOKjTxCm832ahUUKNnR3rv/n19LENu//6oxaAVir5svni2LGKMZDabpaenh1wuRy6Xo6enh2w2y8knnwwwqNFiIAAGd78Rx2GqRkC7wb6yCu65oCKL3/YDJpbMDCsFLx8wtVRGq7EqVhkzG5l6tdNklLhQuYhSr9GJ12y0X00zJ60t+lNmu3+9aFkY508+LPaYRr9BV7WlQQz1YdXf9eSPn7XFtszZ/VccVrqE6AlU2512j0RX3eMEg+K/bK+UKJ5ICng739Yw1ks3Xvf1bTWo2MWyiQnrc/2wY9nfOef+ktrcfsestD92smVHhovuWsuBc+6PlHk2CnNbFtXm/ZGodRjqRBMk2oEBrEj+7E/abXWDXwFVL+x4Jz9/8oOPL4rH8pPjvCT482HzyPtaK5QeJIeVD3HFe9kdwWu/uNRz4P3G0suqc68KyEaVB88B4RXbT9FthliGJidXsrLtQl4cdKbvlI17aZvkmN2ypLjzCfH1t5k/fz7pdJoFCxawePFi0uk08+fPx3IzfYEGjIEoKOWNQPdmHQ/gV+A4xOJ30NaVngkeDtq6MvqxolgVJ14ByWK5JNka/0zexCvIJovjerPJQbG2c+ONNzJ+/Hja2to4++yz3at3E5GnRWSHiDwiIgfYK0SkTURuE5F/icgbInKxc0cRmei3b7V4JWhwUslAxB1jE2XQ0p3J+/Z9buWyWquh36Cr0gGeob7kLA3Ia5KjVyVRSEGx8nP7r0SJ6pBNtYuBDyHoWsplu2qLlBAuMHFJlZR77OGynY8dGh5i0gxccsIhpHw0fj83+zB3/KBjRu2PazUx4nXYEVKbECDxaS/y/nHeg9SQGA9WWwasIhn2scgqjyfe19WfbtfLn/y5X4eW5NihWrmo9wKm/mFfNuYDsgpuey1aGmHLMuPsCPxcct6hNvHVu9Zy+bInw4/rhQTEFym4O3dMyYDwF30f0hbDMCuuQwFPqHzkj8AoeQuB/o4xxNffprOzE6VU0a+zs9Ne/XYjxkBck5lGxksuGxFJBMYzKh/Z9lxerbXPy/QZM8tyR3sqRMtyR8fWhl37dMaMGUXLHbVPvwmMAFaj65fadNJf+/RjwGwR+QSAo/ap375VYVt3gqhEMawEvzifuHFmt7bxjEsyNCRJa7RXPMkBWZWglRwtNUq+I0KkGPisEu/xSYPQLr2RlOEttPOVzKzYrJdZlSj0vV/JzGIL0eNMN6o9uO+J16s/iZ2IbUi46K61ZPL+N9R2s3fi545/0V1rGTvv18y7d33gMaNQq0mDdCpBKhntfWhUK3lFZLbXJgN9DRiwMZJ2UWi7ro6uY9ZfQLUztYgR7k4919dfF87Ln9ynGKktvDkS3J07BoDHWi9klFUDzXOWIj3ciq+KIPnbXivqCILijhRwx6pXGH/AiP6Z93VLrPjKkPhJP+sT2uVlYmItE/q+V9ru1m44I6AupofrYtSZG0HxWOuF3Hr/WYUaUEG+/s3MT7r+nQvbhpTKZSPidKt2xzPed7H3Puh3pKTTmRhSUzUIL3fsfCb2+o4LH3yGDX0f4hd8qGj5H2OMi2u22qfQP2HXCNTLtdR+3s5YTN+4JEPDcdS7hhcyVC7PT4AsZdem26zaSdNXtnUxLE5xO4O4LKMnkqLWt6w3Uc7JVoSvT93ERjUSQWivIpFJn2rha5mZRZNQR+SeLaqHabebJ1lUx9B2pd/aV8dsmzGz7PENXHL3EwVlL6w2r7svDHIp3drd2PdlR0Yn1UlYZfVAT1J4jZN6SdKqctqyWM67Y+cdaTSapE71gFUkP/uB/Vi86hXAO3D3em7y3tHPnW7dEm2F8RA2W2BbyHNG8mE+m/xdUUdWokwWXDMjDsKG7svGf/R3BGEB0Ar6Ez+Uk8hk6H6BVlLfDIzD0jDm0/oPL4XVRwGPgohOUjQ7cxPc93b1CYUamFHD0gzvbgIl0o0dz2gnzll9m697SFJ5ZForSiZV5rP1k9eYiwbvzLg4r9qnImLXPv0H3rVPJ1v/X1L71N4XiCW2t1Gop2vp5HEdRnFsUl56q/idLTd7q1IwLzu9sO8o2VTWwNU9HlAKemlhB4MYRlft4r9qTFYlSKDYooawm/QU3A/3tSbUq6FXJQuKkp2saIQUx5nmFdyRm8ia/HtKDAe18oKoF53L1xcpkc7x376ia/OSoXCdCjjo0v/hXXsO5vl/epf9ikqY0hoHUdpwGkw7M9P5z9QtRePsPtXCbGuy4S9tM8Mn5FPpfm82vwSbFRCYcEcS0JLW1sYoxDyOqRUDVpG0a4HZyqQbP6uepzudrYxFmLFIiQJXRliR/k72DdmDUSddFV25siwzn1/+f5zbt7jwot2dO4aJibW+nWVhgOuTyKT33q/R5h6oH3y8jovzIe/hCZ1KSr9Ll4+lcEd6bwZ3h7uVKKVnmoZTmohgsPSFZ7dtci454RByyxK0eKS1tj/EDTvA2Paafk/uuYDACRJBu8O6FcUKrcx5SZDwUE7zkojVb39oOuU9cyvwzjn319QqFUPtU3f6XM/ap6DrnwIzAfbff/+Kz7neGNdSQ1Tc1pko2Vud5OkfsC/v01lYb0j5TEx7oKz/2H25CLSpLIMsxWuPGsV/xUleFSfm2aFaC7HPK1ovLLmGar9b7dLLvJbbODGxqkSBtLG9puZmZwRm/GxGnN+eoNq8zuvOKcVzMSiRYUprtVTShp+nob39MB8lUimd3WSj2oNb1VmMzR2tZ1yH7hub0iYSoEwqBSddH706QlC4WQMxYGMkQSuTSZ8e7OH8WO9ZMq/C9l7KGOVld0qgeFfvHXyox5oBCYr/kiRF8X/A5epm9k1sIiGwb2ITpyUf5ZrsVN+4o6FWrSw/C2tr3zb+vPyHxQtDajF61e0Z0toSOni+JjOtJE7Vi82qnc7M9IAtPLLbDqB6gZPHdZAU79pICvhKZpZnvG+uEbwL08MjTbYIlCSRqgovC2fQ8grJ5Hyei6LmtQTrVfsUyq9/2hGzFbCS4w0fnKo6E6th1yEpwqTEikJ9Z68JUj+UgsW544r2vy71g7IUpYRH0puGnSD0YIdq5ae543wTaJWrmEdBBD6XfCg0222HbOIvbTMLdbudZSKGD07Ffl47g3Jr8/rhlGH3vbIJUlrjotI2gmLv/TIyb1AjC9tv3tHHkcuOQXUO01nq68HQffX4f/JNVp6PEBrR3daDAa1Ign8Mz8TEWu8OyUuZ8lHGyun7S+qmBcV/uYXn4StLyoiEvWjb+7JaUfTLkCqw318WFi8MyZLplQE3in/9T7r+nbtzx5BVCZTS6dWzqlj08kpn4rq+3LiQba+WV8C+wfmneA/eN6qR3oV6M+fTzSDPfepKrjc0EVURmW5tvQx6bo5SO37PeEveO+GC3/KKuO9inpDP8mLbGTzfdhbzWm7z3MwryUEchNU+Bezapzbu2qeHe+0bx7nFmQnxrKP2Z+WcY3lpwacjbd8xLM3108by+BXHGyXSEJlPy2MsSN1amJhtkejJ37pUG2vy7ynaP856h41OViWYkzmXudkZZQ/iqyVKaRIRPY6wJ9wXpG5lUmIFqaQw96TRNTmveuBUgv3ur19tXi9sK6DTOGHfKydxKa1B1KKNsLJT9vV3yCYEBd2bYy37sVm106tcc7+JVP+43y7nN+VHwUaWKMpmAzDgFUm/zsd31sxLmfKzHor37XN/lJwCPMy2FI6ZCukR3sfVR4Ftr7Ljl1/yzYA5SjZ5zihNSqxgVfI8xv9ldqBlZi/1ZnFNoQArqV/tNz+Lr5PPt/8fpyUfpUXyiOji4TmErexGnn43maA6VoH2pTgtXDuRy5c9ybd7TyvpWJSCYdLFpMQKz1m4IVUkMYiNSmb0VE4/t/suLlUYXZl+/Z5x0kdg/JaXzX0Xw+ofF2S3RfJMTz7kq0xWEzPZjLVPH3na7TXrz7B0inSqtM9MinDWUfsXwhEg2EKTTiV4KaZSHoZdj8ta7y6xgESZvFRKu1hem7p5p5TwsM8hcH2N2/4Xg7k+dZOnBcu2cI3yiIncWTm5Bksfl7XezcJTD2/qvmLuSaMLmUvLrc3rRVQrYBxKaxi1aCOs7JTX9cflFLBDtXJf/ijEdURPz7ExU/mWXMBb+faSd6SbGpQxqxEDNkYSrJIRPh1YpBhJK9up2vYqyhUT0K1a2XjAFA56banO9mrRp1r4We6jvvGLJx6+T2HbP793Du9bcznpgI/SYOkjqxK0eLg8CnomCfr9yo/IPctpyUcjfehyJIrc8jqO/H8c+eTcIsuSHbfYmZnu6a8eJWvj7NRdDM4Wn0+b5NiRGszG3rbCNfihFKzIj2Z84jn/63ImfGlSdDzvBI7IPcvnkg8V5E0E2unhP1O3lBWbEBj03ShkulGrf9zf5W57ldw9XyQ5aHfP2F73Mx7qEwvht7xs1txeskgEpicfYk3+PSXPopqEL/Pnz2fevHmFvxcvXszcuXPtsjV27dPFwJ8orX36A3Tt027gamftUxE5BbjRZ9+qKKfA9ImH71OkLAYR1K1cNWVM5DYNBjd7Ub7rpbMv9YphryXOd0ERPOCV8V+A9fcULCyVdP9B3w1nAh1nHJs7zs1NFkGp4myq9WJvNjW1Egn9maK/etfa0PjAKES1AoYldoyDh/NjmS7F2XeV0surwSvJpk0t3K9Bn/eczLnMbllSIutJleG1X1zKtP8ZyccO3ZNHnn6TjVu7GZr+MD/rO8qRcEg/09fHz+bIJhnPDmhFcuGDz/h2+V4vSKHkwLolcO9FhcxKdkY2Z5mPJbljuOUf01j5mYns+N8rGLTjjaIXeq6rvXktt/G55EPI46DW6mXvVYNYUkia45/5LUHeM9ObV0KaM5O/9VQ6vUg47k53Jscdf3qZMYNbaUMPDrtUG32kGEaXnqnKlioxdo3HoI56cPcbnsuH9f2DYRHdVT6UeIo7csdyQssT7F2SO8SiSTJchTExsdbTMtsqWea2LGI2xdnNmh33pSZVFtW92XsQ5PIYEJ8geYlagzIEZaUSLzm+UJIQoNqEL52dnc5ap27eVkqN9z5H1QvMsH5e6x8CDq34xAKwyyxF4b4nXi98PMOSE3UMS3sqqcPSqaYfFBp2Ln59RuA+O3NCTvr7SCFImRTY/yh44s7CthU157Oj13jj2tTNXM9N5PGe7LZJieKt/CBQxcXk63JfY/oWNAJ2TxukJEUhqISckziU1jC8wszETpxUwfGiZID1NSTFwPL8BK4X7+Rbo+QtNmztLkoCWhoephrfAOBiQLu2ut3MnMHFs1uWcHfumILpe0d6n0JiG5bN8kzPK5b7ZYvkOT35CPd2fw6WzuRf3VkuynzRt9j2vJbbmG5ZmMT6KAjQLj1MTz7ESNkSmD48TyJycL5XQhw/xDo30PfmOy0/oi3Tn/xxCL2e8QZOFPCnX90MV78TOofq39XvLHJB3JHe27t9j6QDfrRIns8lH2Iv9aavSzFI07u3QvBs2QjpKolr2O4TI5mPzVmjgUgPL/574hWOcjoWUWtQRiAX0EXablOCVnwKCV8ixHYOFMqpI7m1O8OGrd2RkhNdcsIhpFPFMSbpVJLOSc0b52RoECZeUTNXy7iPq1SpQujbq4+f4ZsYMI7z8KJF8oU40zBGSBfDrYyr5Xz7qyLZPO6BYcy7N5awdqA899igpDZxEGeMZNTYT6/r71VJ+lR1tjV7zFWuu+6kxAoWpn5YOO8O2cThf7m0acYOA1aRvHzZk4XZm0mJFaxpnckNqZt8M58Wsql6FTj3oE1y1syaYm/e5IbUTfylbaZn3IC7aK4TERgkOd/1O1RrWcphOdguen9pm0lnalFo3Mhg6eOG1E282HZG4VonJVbQqb4P3Zv7N+zeDEvPKxSmj5q1NYxCtjvfuE81ILK4BiUr8HomvaqlpAPsUy08q0bttNiUqinrvB3dmCTg8DOK3F8vX/YkB136Pxw45/7CrxAXHMKd2WMD7+HevMmLzng9r9jOZbOsiZaBp1gWYr4rICg50eRxHVw15TA6hqVLFXWDoRpq6C4Wh3KUU2WWe5IkjP8CnHhtaMK8crGT48VBUA6EmpHr02OCJu9zlz2+gS07+selUTKuBhEWQ1hP4oyRjBr76Ze48GuZmday8ieFdEbniUD5caxzWxbRJsVJNlvJ0Xvv18o7iZ1EJPVbRL4MnA0cBvxMKXW2Y91E4PvA/uj4m7OVUi9b69rQsTunogtqX6OUujbKvtVw+bInC6bjIN99Z+2drd0Z7aJZYUcsAiPo8owbqPTjohT00Eqa6IH95bZln3fUl8Y+/gi6+M/ULXQxqOQFKGDVpPxJ10Te2fLXori/mhHzh3RncE12KjeUkb12uGznoswXi9xPHs6P1a7UDWqUrLguZveW/v9ft6S0HpPKk1uziOT+R8GYqUV9gc2kxArm7ljEiGVdqF+BpEfAJ6/2HGD+sP1LqC4CJ4OWPb6Btfffwrl9i+lIbCq1GOQz/RMtA6z+abXyFZScaPK4DqM4GmpDQ/SLtqNqPztUKz20Frl/hjLXMYkbYz08m2RD3KtgAvMBDIA+t3N5vzUyrtqO1brHxkWccZgdPtZNr+V+128vsz0Jg75xqvAfeCw/mrnZGYVjl+MS7Pe+t2a2eS5vNKJaJDcC84GiVIUiMhJYCnwTGAGsBu5ybNIJHAwcAHwMmC0in4i4b8X87E/9HanXDIWTUbKJ59vO4sW2MzjxV+/TrhBV4Jz9CGs7Cn7Fd+O2NFUyIGyVLMNDkpqo1T/mqkE/8Y37i50BEA+xPD+BLUQvX1E8c6cF46TkqvrP/pZBkGuTneDJizcY2W9J9PEeSKoM+XvOh85hfPHxyUWztbYLiV2PTKDEgu7kwD3ShY+D57kCj9x9I7Mz2tsh0i3PdPPG0stqUnOy3mzd4e+94bQm+tVwqyY5kcFQKRKYMV0T2zc24TOmkASkhhT+3MpuzMmc61tM3Rentc3L1T8IR/uep9jA3xAnoefZ5DWnnXF0fla3uS2LqrJS7izitI76haIEhaj4EfTdt7FD0kRgfOK5onvudgkGyn8+TeJRFskiqZRaCiAi4wHnSH0KupbZ3db6TmCTiBxqpZefDpxj1TrbIiI/Qls2H4iwb8U443bCsjMJ/f79LeR1PbwqGSVvMSmxwnd2JCpBnWMtOvhaZPkUYKp6sC4fJKVABkg8RGdmesksXa9KIkhRNrAdqpWH82NLZiib1qXV4h9qKIPoK5ml/E7mNH6z9EmAQO+BhOX+3OGarZ3dssTXgq5W/xixLJmgLY1/eEHP9udIeGZrzKkEl1QwYfQOtYlL7etoYqvbKJ+kOB3D0qycc2zh72WPb+DSpU/Snem/99UmJzIYKuaTV+vJowBi+2a1tReHftioXFEuhvakVhbKTgRiK0gPX6k9ctLDoSXt3aabzA5dhizKts3OAPBWAv8xrTY6eGfVrYYoyWuqJS7raMInDMxveRgbfN5Fv2SXtoejmzAr8nYG0e5Rxk0vb3yqjZEcDTxh/6GU2o5OUz9aRIYDo5zrrf8fHbZvledUVNswrDhuLRQcQYW6JjbiQD9fwc2IsktC6pP4ZbNqb1rXFTfhPvz9M3cTE2srqotWDyqRcxE4VDawOn+w5yxlIbYuovXZ6SUQNLEkwMall/KVyy7ljc53M+lXo3nMmjm8I1caK6kU3JE7tqIJoy1qSGCMYLPglxTHrSCamEdDQzFmKrQGW+NiITWk2B0/gJZcD3Nal3jGV6mgmC3bddOOy+7eDNluHTcZZp0cum/k82t63InamginR4ffmNZPsamGqMlrGgX/eMtgPcCPa7JTyarogym/BEFhsZu9Pkl+epuksEa1Z9kOJbUYtgG7Wevsv93rwvYtQkRmAjMB9t9//9CT+uwH9ivERZUbbxYHUdqyt6k4VixmFJCsoR09gappXUOlYL06gGNqc/idQpgPv41fqulGqCNZaft2yZd39y4uWTcpsYLZO5ZAz6bI19ghm1jReiFbaWdEgOvY3moTV6VuZbAVl7xvYhPXp25C0OVwBtNHAkWOBHfkjvU9ThjDZDuTEiu4d+vOj1GpBlsRXPjgM6FlPUzMo6GhOPF6+NWXiupAx0oiBYefrmvRKp88Ai724S3uzU/g1Pzv+XBifaFvEwnwcpOkd83d536tM9E/fKV33KSd3dpvfRPRCN+6WjL3pNFcdJeuG+cVU+h3/ZVkPnUSpAA1Qnylm2uyU1mY+mGR11GvSlZVJs1rXOwna34JgsIy0w73iZEcTmn1iEakWotkF7C7a9nuwNvWOlzr7XVh+xahlLpFKTVeKTV+zz33DD0pZ9HrnZGFqhxEKvPfjv08aEwraVRsxaOZ486cGTDLycrmN9vmZwVWCvIVPOt6y0eSPC+2ncELbWcyr+W2kuzLUFpb1Q+xZlOH0B04wyhQ8uG0swXvluillxSLcsexTQ1mevKh0GB832sTxYLUrXy+/f/K37nBmDyug5Vzji3OXmswNDpjpsJnvg9D9yP27DuShPdP1zUdIyqRoGtcnnnU/nwo8VRpyS+vHVJp/+Nve1UriROvgM5tMOVH/dc6dD+tZI6ZWn5cZUSySir6zpRLHuiNMg3exJbXyeM6Cs/fy1vJL6dAJZlPncRRmqPaDLPlIq43xf13OcxuWRKYy8FJUIKgoDHapMQK3/WvU93zqxfVajDrgcPtP0RkCHAQOvZxC/C6c731/+vD9q3ynIDiNNObVWN7GSfJN4QSF8eMnt91bKG96ucQdo+S5JvaVdCukVeuO4lfqulEwKf1oswsXsuPjCx3O0M+7SD2pCimJx/i2tTNhSQ5ftuH0SY5ulVrxdczWPqYnnyoP1lPFe/MYOnjK/Kzyg9gMBiqY8xU+OpfoXOrVv7iIJWGk2/WFsFyajpaFsL5kw8jGVSX0a0MDt3Pf1vb7XXdkuJr/epf+8NAxkwNP04FdEl7XayECawSamEbNrFrK8CHDupPEOVO5NKZmV5WuYmoVFuao96usbNblhTlkACdFNJ2IS1XqQ0KW9ms2gulQrIqQRptqfU6ptcYDXR+lgWpW3k4P9bz+V2daY5QrUiKpIi0iMggIAkkRWSQiLQA9wDvE5FTrPVXAOscyXIWAZeLyHARORQ4D7jdWhe2b8Use3xDwQ/Efqi1HAhXe2x7QNoIymS1+GWYvUqdzbzsdHpV5R/rsI9SjkRgOYFGx7bkRK2FZOOX9SwI+0MUlc2q+omAahCJVvQ6Cu3SW9UAJ87B0dDMP+M7mMFQZ2688UbGjx9PW1sbZ599tnv1biLytIjsEJFHROQAe4WItInIbSLyLxF5Q0SKUiaLyES/fWvFC/ufVtk3ONHqbekrJ7mLcz9AgpTaiVcUK4NhFsUoGUvHTIWDj49+vhEYxtuNUWVlgPC310uc9QrUqi5kufUQ3UQdy8RltQyyoHoptddbddH92vStWK5gXnY612Sn0kMrLZIveD3ZirLzmma3LOHu3DFkVanKNVj6mJhY6/n8Hhv0sYruQ72JGiN5OTDX8fdZwDylVKeInALcCCxG14I83bHdXHQdyZeBbuBqpdQDAEqpN0P2rZiFDz5DnuAaklFQSge7tpENLMER18CyVplYa3XsyOcgcPTkWWz75YWkyAXGM1R6vnbik6FVFEhvBIYPTtGRi14LycYrnvIGvGMnnfhlJXOiFNyXP4qTkqtCj9cMhGVDrme8zZb8kCZxXjEYShk1ahSXX345Dz74IN3d/ZN4mzZtAu1h9FngXuBb6PJeR1mbdNJfGmxv4BER+ZtS6gFHabBzffatCdP/MY0V/Nx/g/QI6NlW6koqaGXOnegtck1H0UqhkyPOLtRhLuF/v17clv3/QbGOUZTaNbeHb1Mvhu4HfdvjzSbbxK6tAFsCSi1BbepCllsP0U0U19i46mKCf8bjjWoPT6XW9lz0azPI0rY8P4EVrRf6lmJJS1/RNZ0mj5L0UU1HyVuez29YkxiXIlkklVKdSilx/TqtdQ8ppQ5VSqWVUh9VSr3k2K9XKTVDKbW7UmovpdS1ruP67lsNtlUqjjqOrWR911XyjPNKW3fKnfms1FrZCHK4RbWz12PfYHryoUK8mRdKwaLccXwlM8tz5iaILtXG3OyMpg+4n3vS6NhqIUU5zjXZqaFxLCIwMbE2tGZoMxDlPaqnDCUaudinwRDClClTmDx5MnvsUTwdsnTpUoAepdTdSqketOJ4uOWZBLo02LeUUluUUk8BdmkwcJQG89m3Jmzc2s0Gv+yOQ/eDr78Ig4aWrsv1wT0XFNdzhOixh14ulydeW7rMxku5st1W/dxTo2S4LiOWsyak0jqOs3ObvpZPXq0TFsXFAKgxbVPPuEO3G205yl0U19hyPbCCCLKghpUCrKTNoFIsXpFOtsYAACAASURBVNfkNybzcxV21g9tZHZ+lpcaYBe59rPgRBlM2laJIMXHLkYalV6V5KLMLN7fe4v/B8uHirNfVrFvEOUotrvRwwfeuifwPHJK+EpmFnOzM1ien8DFmQvKCtQfYr20QQXSm4HJ4zp842OCaiF5fViCSlbYLM9P4Ke540LvdYdsqrASU+PQiK7jQweAcm4wuFm/fj3ADvvvRikNFsSoYWnPgWg3bVopBH+rlsrB0pnQORSue19/TGIh9lBA6jDc8lJe7eysYdTj/LwbLnHtBfT/Tw73qoncRhPXmHYmEWymkhxRXGPjSOhjE+TiG6UEiLtNvyRG9vJyy4okyJflKpxsEsvIgFQkLznhEE5uWVnRvna9pnJKeEQ9Zis5rkvdxF/bZjCqgqLxXtuHZeCshRx6BQ07z8dNq2RDYyUSqKKZruX5CWXFV9gzOvYkQjMjPrPKG9VIBDj4HcX1z/w+LKAttbb85ZSwKHccc7Mzivafm50RmnwnR6LizqJRFLhG7JO3qjrUsjMY6kxXVxeA28RVTmkw5zr3+iJEZKaIrBaR1W++6a4oFp1LTjiE3yQ/UjQQ3aBG8tf3f6tfwQm0alkdnV+CG7+O0E85TY/wXg6l1k8bt/LqpaD5HW9n9NOpIaXJf5yMmVpeEqTUEEi6xycC42c0dY1pZxLBOC14tSZK7Ga1CX282vSyoD6cHxs6FnG32ZmZTp+rxmOfaqEzMx3wV5T9s+iOLCuWNdcog6cQBqQiOTm5kquTN1c0cNys2mPtT20lrz8DJbRLT6Cl0w9n7UmnYnBRZlZd0mwryy13TuZcX4tqpYN1L5N/VKutc0bHXQi9KfGYVbavcVAqyZc+dnBRVmK/D8vnkg+xW6K3IHu9pFiTf09FpxRkDfXDlpdGKqrbaMrkYGne5FAGgx/t7e2gk/M5ib00GJRfHsyPyeM6uGrKYazZ/eN8uO97fDi9lD9PfpQjJ53fv1FUd1WvBDd+Sqjf8k9e7X/8oOQ5ftlZg/jfr+OfWqSGZLbDfRcHb3PE2REOJDD+C/CNjcUlXYbuB1NuCXYVbgKcSQTjtOBVigCppP/HNOUYoIS5xlab0CcqExNrA7//Xm0uz0/ga5mZRYrf1zIzC9fgpyh3ZkoTS9r1LMtxFe5oEsNI44zw4uThK2mVyvz9R0gXW0KKlkdBKdjOINL0kpB4tTwRPUB/f+8thWVREqsEETXJTaHNLGUlMlIEV+pyKiqTEius4O7ggvNKaWXTfjmPPmjEwKhhZ33431h6Ge9Qm4oD3PM5nUzKIVJ+HxZ3+J1fIeEoSak2qpEMlh7P98LvGeXR8jIpsYIbUjc1nBLXCLSpXL/lwmAYIIwePRpgsP23uzSYiNilwX5jbeIuDfZ5r31rfd6Tx3UEf0PGTIVXVvknwnHiTnAz8QptqXSWBAlyOx0zFZaeF+3Y1bBuSXVJbSTpE18pFMycqSGQ2YGn2XP1j2H/o/z7QFsJXHO7bkeScOAE2Px3fR+G7luc7GjM1AHXn44almaDpUwGJZQJQoDrpo3l7tWvsPKF4OfteHIlpFNJrpqia7UvfPAZNm7tZmg6hYgOLRo1LM0lJxzCRXetDbssoPqEPkmRSJY7v3GSexzpdX5BSYy81k9KrIilnmWzGEYGpiIZ0MnaCl47PZ7rRWB31VVR5kZblnMkuCN3LHOzM3ix7YzyDhIRd+KTKNk3vSgnS6rTarg8P4FT87/nw4n1ofsqBT/NHRdYvN12b4iaaTevdC1E54t/x3kfDL8ICxH5HToLoJ1NaYNS6hBr3RnAVcBI9EBnhlJqs7VuBPBj4HhgE3CpUurOyA1HZcxUPnjnEM/OfOPWbjoifFi88Jq1DEtK5Zyp+8/ULUV1mvpUC6vyh5TIgVKwOHccUJ6s7GqIwI7/vYLBA2zgY9g1yGazZLNZcrkcuVyOnp4eWlpaOPnkkzn//PMHWZnZ78e/NNhqYC90abBzrHX3AAsD9o2XdUusjKceSokXz/062nHdlkZbCXUqRIefEdzW0P28M7HGmTgmrDQIUHAPfeLOUkX48DO8l7tdajuH+R/enYnWzYnXlmdVLPeZNjiXnHAIF9+1ljzaguceI4VZ8Gzlb/K4jki1ts88an8eefpNXyXRnmwJmnRZ+OAzhTGKH8MHp/j0mH2474mPsby7/Iyz6VSSU47o4JdrNtCdCTYe+Y2TNqiRZZVCi0JQPctyMus2i2FkQLq2BnWyeeCyzAxyARMYLRW4neatjKPv7L2Td/cuLsShlZtps1KiZN/0ImpRdXeSlkmJFUyIqEQ+lh9dEpfn3ubh/FhWtF7IDambIimRP80dV3WNJODLSql262crkaOBHwKfQw9wdkCRuff7QJ+17kzgB9Y+seMX72l35vat93IN8XNS8pq1DJqpc/rw+7l5TM98g8fyowsu117PfHrmGyzKHdcw8ZKNxKDu13f2KRgMFTF//nzS6TQLFixg8eLFpNNp5s+fj+Vi+gLwbWAL8AFKS4O9gC4N9ntgobM0GHBKwL7xsW6JthJuexVQxfGNfkSxBnpZGtct0QqXbb1TOf13UFvVJM+JSuj1WErkidd6x1/6Lfcqh+JHnGU+KnmmDc7kcR1cO20sqUR43KE9LrATtXQMSxeUSCC01vbRB41g/uTDWDnnWF5c8GnWzj2ex684nhcXfJqVc46NrNxccsIhpFPe8a3pVJLrp43l8SuOZ/7kw1g793iunzY2kitnx7A04riu+ZMP46oph4UmpglzoY0zE24c7sfDBzdPKbuBaZGceAXql+d5KjmCfhE7WVS1+6qThMCJiVXMpVhhuiN3bKAlrlLcxeGX5ydwRO7Z2NtSqtjCajO7ZUmJ66QXXaqN6ZlvAP5W0y7VxmnJRwMVSKVAIWW7PVTAmcC9SqlHAUTkm8BTIrIbWj87BXifUqoLWCEiy9FK55y4T+SSEw7h0qVPFs20pVPJwozg6pc3c8eqV0pcQ3oG783r7/gI+7y0NNKsZTkzdX5uHOMTzxXJ3fjEc0xKrCh5TnkgUcc6jc1AXlWeyMhg2Jl0dnbS2dnpt/ptpdR4rxVKqV5ghvXzWv8QUNNyH4C2WmVcA2s7vtHPgpUe7q34SEJ/qPwsYJW0VVQjMqJ1rVxrXFC9S0nCyTeHu41GcSc9+PhoLsFelHNNldznJsC2Jm7Y2l3yHU6KIKgSi6EXTjdZN2cdtT/zJx8W2/lCv2XSdkHt8DlHp1v50Qt+63mOHcPSrJxzbMlye78gd1p7jHxm8rckyZMjwd25Y1ienxBrLUuo3P3YydyTapqkOlYGpiI5ZipbfvlVT0XRdqGsRU28EdJVMniem53BKckVvq60laAUzMtOL1k+NzuDk5KrYlOQ7bqOXtbEsJo89v7fyH6Bs47an8WrXvF1ychIit0k+JzD3A+GpSuavblKRBYAzwDfUEr9Dp1i/g/916BeEJE+4D1oPSinlHrWcYwngI9U0ngYzo5449buko/E/MmHMf6AESx88Bnu3TqBNYM/Xlh/EHBp5zv4Uv7O0LiDSlxlnARlkbM/dvNabgud5CjHzboSKnFXrwd+5V4MBkON8bPGVRKDOGiYrjUZd1vlxPytWwLLZkHeKoO17VX9t30cLyZe4R+LqfLxKV9BLsFhGWrLuaY4n2mD4WdNzCvFiws+HekYfhPUTqtlXITGHPsQNInux+qXg63akxIrOC35KC3W97aFPKclH2VN/j2RxjDlUO2Yalg61TRurTBQFUl02t6gB5kjQUvMWcpEYG7LImajE8VstAJ4L8vM4PrUTZEseFHYTpvvLElnZjoLUz+kzSPZULkDaQW+LqlR4vI2q3aW5yfw0uTDWOxhObOVm+tTwYmCoryAnZPKnr35OvA3tJvq6cC9IjKW4NTzuYB1RYjITGAmwP7771/uuRUI64iD1n/gMxfw8aVH090XHDtQbbB7FDeOM5O/DZW9zaqdbgZVFOtrEyTjjahEAmylHY+S5CU0fFyvwdBs+FnjAt0wfcp1+C2vpq1y+d+v9ytcNvlMcAzimKl6vZeVNc5zC1LkgjLUlntN9bjPOwk/a2I5Zc/CJqgbgUrO8Wd/8rGqWwQpi3Fnwq12TFXBeHanMmAVyaAHKVRWziAKI6QLsaxrtnl8TuZc33xN5Vphckq4LPMF3/X2dc9tWcQIh5VvC+3cmzuqLNfXoGKrtgLopxz3qRbmZaeXXLeXa+RstcRTeQjLpmWTSpQflKyU+pPjz5+IyGeBTxGcej4fsM59/FuAWwDGjx+/UyID7XvSuXw9W7szgduGZSYLIoobRzLC+zZctjPPYwKo0Yjbsllm3OiXlVK3Ohc44no/DfwFLXc30R9X5ozrHQvcLyJPKKVqngXTYGhoys2kCpUrKpW0VS5+sYZhMYifvLr25+Z339Ijgq2e5V5TPe7zTqISS50XlVoK60m55xiWuTVIWYzDFdVNpWOqZqw+MKBDc/zqtVw3bWygklQN7gGmPePhVxNxgxrJVzKzSmrOuFEKelSKr2a+WKJUJUVoddT0WZ6fwBF9t/DO3jsLv/f33sLc7AzfQqluvKyARx/U736yPD+BFVaCFfd5dqlBhVo7Zx6lrXFBgcNeQdCk0lyVvji0zg7AwtPGRriiUOwKJevRqegBEJF3AW3As9avRUQOduznTFvfcEwe11EIZE+53va9dnMXbg7HKyA9rjpQG9UehUQCb+XbGzYxz2bVHvq+lsMw2V7tIQpxvVbs7jeBKSKym1U64RTgm0qpLqXUCsCO6zUYdm3GTI2WKMZJpQlwxkzVGU7F6juiZG2tF5Xch3Lxu29B1shKqMe17CTsWqfuhDPNpnjUgrBkO35jftvIVI9alkEkRMeollN9oFEYsBbJVAIyHkaQBPplvOgX07hOvh8p62hU64PftqPkLS7KfNHX1dbLiug8jp2l1Olmev20sUWdx7LHN0Sq2+Pl8us8f/C2AqYSurzGgXPuB7wTrHidpx24Pfek0b7ntzw/gSHSwlVD7ykKpr9szFR2LHuSO1a94lkGo60lwdWnjKmkE02KyAnobIFZYBpwDHAR+p34o4h8GG3duRJYqpR6G0BElgJXisi5aOvOZ4APlXsC9cZvdm/Z4xtKZjj98AtIn5M5lzmZcyt244DiTtueyXPWE4XSuphu6hEDaccnd6YW0RYhFjmrEiTII/ifW0967/6Ce+E0dFyvwdB0lFt3sJIEOOCftTWohmK5pEd4W+qCYhBtyr0P911cXMrkiLODS3RUet8quaYBWEvSphmsiTuDz35gPxavesV3/Q2czpX8iDS9/QtTaV4/bDb3/3G/qlxRyyUs8VCzMWAVyYWnjS1SXOxBaUfiLbhuXz500Dlsebk9MDGNUrBRDWMUW0MHqDklbGOIT4KfPUJ9pp1m8P4BtLdAp1MJz4xX37jnSbaXFQ+3iTwJkuQDXUhTSWHhqdpINziVYEcm7+lvnhCYmFjLXOtvpwVz8riOQEX3A5+5AMZ9q2T5/Mk6vfOyxzfE6dMvwHx0VsAc8DQwWSn1DICIXADcAewBPER/fTOAWcBtwD+Bt4AvNrOLoFcswo6+LFt2lLrCBsUYTOj7XqAbh1/G3iD3Ze93YlOJUqaUdt2uRQKtkvO1zut6guN6QSvHdlr2v7TN9Owb8goGfzJKHTegxnG9EF9sr8HQNFRSc7ASRaUe2UQ/eTX86kuQc/TTydb4rX73XVycgVXl+v8OUybLvdZ6XZOhqRl/wIhARfLok2eRTh5e8q4fOWYq391vA5fcTcXhPeUgwAtXfarm7dSTAatIOgfI4//1Gxa0/rh/JmLbq0zdsZCf5I72LTvhzFg6r+W2Qspg2//ROZC1B4xAibUvmxzENX3FlpYwgrYT4KopYzzXffvkwwKVNQGSCSnLd9s9Y/KdKWO46K61ocHJu7clS0z0HT6B4lEyVMU8C5dVSh3pt9JKROKZjMRKYDI5rhNpBNz31stKmU4l9SSMB86A9ISAiJBzFTX1y2LmrH8VRJSJlhWtF1aVqCcMZVncITjZlJdy7OUJkFfw4oGnc1DEgVWt43qtNnZ6bK/BUDfsmoO2gmfXHIT4LVr1yCZaqdWvXNbc7r88SJGshHpdk6GpWfjgM4Hr9RjHeyKjnHwS1VJOYqRmYUDHSE4e18HKOcdyw573FpuzATLdTEysdRR27S+mnlWJorIXc7MzeHfvYt7Zeyfv6r2Tr2RmeRaDPfa0LzP4lO8X+ea3fOa/2P3fzwg91yjFR4e0JrnO5dLqvt6zjtrfM7HP8MEprps2lv887XBSyWDz6vDBKa6fNpaXPArQTh7XwfXTxvKG+PubH/yOIayb94mSdV4FatOpZNNlqBro+MVhiE8yCTsgffjgFNdOHct3Tzu8sK9dliWsiHI5+MU+X5OdWtO4SmcW42uyUz3jJPtUC1/JzCqJ7S25fjWSNUdcw0Hn/LDaUxpwcb0GQ90IshLGjV8ynriziY6ZCl/9K3Ru1f/WQuFSPp5PfsurJcZruvHGGxk/fjxtbW2cffbZ7tW7icjTIrJDRB4RkQPsFSLSJiK3ici/ROQNEbnYuaOITPTb11B7/EqjgB7DhGHnk4iybTWUmxipGRiwFskifGb8RslbodY5r1hL9z6CDpL1m/GYP4ZCvb8NW7sRKMT8DR+cKhQe9YpVs9dHtcY5awsGuYFW4yY6eVwHJK8qyYzWTRuvj5/NbyZ91H+/Kts21AdPC3DSOxveviddxUtjPl2yv824K3/Nlh2ZqjLDRmF5fgLX8CMGETyjqBQoBIUiZE6lCGewvldc8xba6cxM91WOndfvjnGOwC4X12sw1Jx61hwcSNlEJemtNEp8SchqxahRo7j88st58MEH6e7ufxabNm0COAj4LHAv8C3gLnTJJYBO4GDgAGBv4BER+ZtS6gERGQksBc712ddQY/xKowjlKW9BCqkd2xjEsHQKETzDg5qtPmRUdg1F0ift9BsSnNo3ITrW0v3gK4nXi+qaGYeSVU3twch4uJukLX/zas7N0MBU6GI096TRvgl9nJMq1TKv5TbaQpRIgDzCQb13MCmxInLNVTsZUFKEQakE2/tyFSnGApxZmHQqe1cT12swxEl6uE8ilyiVXctkILloHnF2cYykc3mDM2XKFABWr17Na6/1TxgsXboUoEcpdTeAiHQCm0TkUKXU08B04Byl1BZgi4j8CDgbeACYAqwP2NdQY7xKo1TyvfVTSDuGpVk551jGzvt1oPvrtu4M100b6xkeNFC973YNRdJnJnDDYbNJ/UnI5EqHskGWwFopQztLyao4kc0Azoxm8KGCZ+60RG/Y2l2Uscyrww5D0CV8nDL7sUP35MzHfxspC/Pi3ESE4MRTD+fHMjGx1iPhleLbJx/GJb94wrPfCKJc7wIXJq63AmJO0mUwVMdA+WbacZDlZG1tcNavXw+ww/5bKbVdRF4ARovIP4BR6IzXNk/Q36+Odq5z7oue9CvCJDWLn7g83sJqdYbFUI4alt7lvO92DUXSZybwyDFTWbjfrj3QcCdW2bC1m0uXPgmwS90HQ23xmyQ5esFvfWf/AM91dkftPp5a61Hvx4kkkfFn8/kTr+XzaNnvXJ5iebe2Krrd2Od6HKLD8ZH4jyVPeLq52AmqduV+pREwfZshlO4t5S039HPitU2tOLrp6uoC7e3hxM5w3e74270Oa/2bPvuWYJKa1YY4jDHVKIGppBQUzl3J+27XUCTBdyZwV3rYXix88JkSl8PuTI6FDz6zS98XQ30Im/0LWudGguJ25pa6r3m9+1q59M7c5mzb3s/v/Hb1fqURMH2bIRSfsJfYE+AYGp729nYAd5CnneG6y/F3j2sdBGfONjQZlX6/h7S27JLfll1HkTR44hdYHBRwbDDERZTZv8gzgzHE7Tg/IGFukbua+0qzYfo2QygDKQGOoSpGjx4NMNj+W0SGoJPvrFdKbRGR19EZr39jbeLMfr0e+LzXvrU/c0M9GT445ZlIB3R85K6IUSR3cfwCiwdirRtDYxI0+1fWzGDMcTtR2jaWx8bF9G2GUAZSAhxDJLLZLNlsllwuRy6Xo6enh5aWFk4++WTOP//8QSJyCnA/cAWwzpEsZxFwuYisBvYCzqM/qdk9wMKAfQ0DhLknjfat176rflsGdB1JQzh+tR0HYq0bwy7AiddqN9bObfrfARTDYygP07cZIlGPuouGhmH+/Pmk02kWLFjA4sWLSafTzJ8/nz333BPgBeDbwBbgA8Dpjl3nWutfRpdhWqiUegBAKfUmcErAvoYBgl+99l3522Iskrs4xj3PYDAMREzfZjAY3HR2dtLZ2em3+m2l1HivFUqpXmCG9fNa/xC6PJNhgBO1XvuuglEkDcY9z2AwDEhM32YwGAyGuDHfln6Ma6vBYDAYDAaDwWAwGMpClEcdtEZGRN5E+6hHZSSwqUanY9pprrbsdg5QSu1Zh/YAI7N1bmugtlNXmQUjt6adqtsxMmvaabZ2jMyadpqtnbrLrJumUyTLRURW+/m8m3Z2fjv1bKue11QNA/F+DLRrGmjtxMFAuyemncZuJw4G2j0x7TR2O3Ew0O6Jaaex24mCcW01GAwGg8FgMBgMBkNZGEXSYDAYDAaDwWAwGAxlsSsokreYdhq6nXq2Vc9rqoaBeD8G2jUNtHbiYKDdE9NOY7cTBwPtnph2GrudOBho98S009jthDLgYyQNBoPBYDAYDAaDwRAvu4JF0mAwGAwGg8FgMBgMMWIUSYPBYDAYDAaDwWAwlIdSqil+QBvwY3S9nbeBx4FPOtZPBJ4GdgCPoGur2OumAn+w1v3OddyRwErgLWArsAq4N+52XG1+HlDAY7Voxzr2dqDL+j1To3aSwHxgo3Xst4BXYn4+H3Zch/1TwJs1uJ5jgb8A/wL+Dsw0MmtktoLnY2TWyGwtZXYt8NMaPKOmlFvqJ7N/BD5ai7Z2Ebk1fa3pa43MNrHM+j7/Why0JicKQ4BO4EC0JfVE66YfaL0424DTgEHAQmCVY9/jrBt+hcdDHQQcYh1TgGlAN3BQnO04thluCcV6YHnc1+N46d5dy/tmrZ8P/BY4wGrnJse9jPW+Obb9BNALvDdmOUhZ+55vycGR6Bf8cCOzRmYruW9GZo3MxtSOU2bt5zy/Fm01o9zW6t5TKrOTgc3AlbW69wxcuTV9relrjcw2ucz6XkPcB6znD1gHnALMBP7gekG7gUNd258b9FCth3iSJbTvqEU7wM3ALOB3wLm1uB7nS1er+4buPLqAg+r1fKxt/hv47xpcz17WfRvsWPZn4LNGZo3MGpk1MtuoMmvkdufJrJFb09fGJbP1lFsjs0Zm4/w1bYykiOwFvAc9CzIaeMJep5TaDrxgLY96vHVAD3pG5Val1D/jbkdE/h0Yj37xano9wKMi8oaILBWRA2vQzmFAFjjVaudZEflSue2IyCdERInIyLAGRWQwcCrwk7ivRyn1D+BnwDkikhSRD6JnpVaE7RsVI7OhGJk1MmtktphAmfVry5ZRIF3BNTW13NZLZuNua1eS2xpcT1PLbJzn6jie6WuNzNZUZm1iVyRFJC0i3xKR50SkW0TeEpE/i8iFjm1uFZHfVdFGCrgD+IlS6mmgHW3CdbIN2K2Mw34XbQr+K9aNttq5H3gDeBC4kNIHGNqOiPzO+qj/CTgCyAEfAX5kDUgV8MsYr+cjaLP4oWhf7/tEpCXovonIAus8RgN3i8gWEVktIlcBQz3a2Nda/h7gneiXoVNEPu5sBzgK7VoxQ0S6RORJEfkO2qe7nOcDeoZmE/B765w9r0dE5ovI09Y+UZ5PWkS+hY5/uRHdmfwBeFgp9aq1ja/Misi+IvJmkHJRZ5ldYR3rj8AFwIki8oly2jEy23AymwIOdPeraBeYK9CuMSuBLbbMuhGRU0TkARH5h4hst65rlt+JVyGz5wAfseXE8WtRSo0Bdke7DB1nPbNudPzG4+jYl6jtXOLVDsUyOyiG6/EjVGaBs9HfjQtEJGfLKDAM2C9CG34yu1BEVojIv4AN6Pih6cCeVV6TjZfcrgK6Y7p3P6Nfbh8DvqGUelVE9hORO0XkKet+3efeUUTeJSIPicjrItIrIhtE5L9FZJ9a9LMOmT0DxyAszrZEJIl+J/6fUirvWld3uY2hnUh9bYzfQojY11bRjqfMlnmOntRLbo3MBmJktkJqYZH8AfqDdgnwb+hgz++jP5xVIyIJdKKBPuDLItKKNkfv7tp0d/QgK8ox/w24CngU+AcwR0TGWu0o4C5gNnog2VZBO1OAbwA/B/ZBD3CeB/4DGAX8Ch0M+2Vr+6quRyn1qFKqTym1FfgK+qX4Nxz3zaedZ9C+7ucBHwSuBY5Hx4S4Bbfb+vdKpVS3UmqddX2fcrTTjp6pegm4Dz3g/yq6Qzgw6vU4+DywSCml3HLgcz0Q7b79AJgB7GG1MQ64FDheRD4TtKOItKBf1j8GbFNvmR0KzAU+hn4mm9Ad79FltGNktrFk9ixgb4r71aVopW060IpW7PcLkNmPoT9Yn0HPvv4XcJ2IfMW9oYi0VXGuoD92+zh/SqksgFLKniVvQb93D6Flawxa6YrazvfR753dRs66Bz93LOuxrifO/gLrOqLK7BbgdvRAxZbRPYD5InJkSDNFMgs8iU4A8VXgYbTS/Ch6sHggcHA11+TAS25z6L4Gqrh3InIo+ptqy+1oYLaIfBptQd0EXIM1uPIga+3/afT1noGW56XE/IxtlFI9SqmfofvZw2sgT7OAdUqpou/ITpbbatqJ0tfG+oyo3fggTGarohbP2MYlt/b4wMisN0ZmK6VSn1i/HzpL1JcD1neilTPn72xr3T7oB7cV/VB/B4x37PtRa/t1aItRD/qGz0Rnsvs1+sa/if7YHOtq28uPeDDaovNZ9MfeHtQ8jM6QlHZsuwl42fH3ELRyGcVf82L9TwAAIABJREFUeRl6QPGGdQ1Z9GDrKaudz6AFaC/relZa+51v7bcD+KS17+nWvclY9+k0V1ujgMXW+f4LPQB41ON6nO0sQJvSi64HrTi/hJ7xFsfyg6xz2d+x7L+sYzyCnolX6AQFhXbc9w0daKzQQcXnWs9WASMd27dYy3JWu4K2XnSjZ1r+Cfwv2vr2PKXy9V3rOK3At9EDsZz13M9By9utaBlSwBeBJdbzeIZgmf0e8Br9mbdW0lgyO9M6pyfRFkwjs80ps3nr91fgHGvdqfTL7H0exwjtV4EfWbKh0APzFWgZ/aN1Tz5Ev4zaWewOCOn/bMto2LeiSGaBe6yf770Pklm0fP6Ffpl9Ay1vCngWhyyhZXS7dZ2HWtt83npevda5neZsh1IZfQz4kLVN0rpHy1ztLEBbDL2u569o2ZOAd7BIZoEzrb+Xo2Nr3O/HRdb9t2V0f6utc3HIqPX3761lp1vLBD0B9aq1/C20jN6O7gfd8vWSQ0avQctnD8Uyei76PXb2q93AZtd1Xg/c6Fr2c+C+MDmytp1mtfF7fPqLcr/ZATJ7ss+9r7gtivvaN9D9qrOvrck14SO3MVxPWF8b6/WgrftZ+vvauJ/PqcDjYTJb7q8W5xogt77jAyOzRmarkuPYD6iF6D5ghM/6drTp9g/oGfa90YMIQc+urgUmoGcY77IE1f74Lbce9DPAJPSsxL7A0dbyJehZ7R+jP4LPol2bkta/F6A/aoOAlHXM+6xfK3o24DnrhVgDtLvO/RX0h/IU6xhXU5xBKaidYY7rzVrt/AEd/NqOtg6/CHydfvekU4DV1rmson/A8xraQmF/9HPAOKud8ei0yD+37svt1jnngcNc1+NsZyFamfG6ntusdt9vX4+1/lHgh+iB+3vRA4S/WdfzAPBXj3aK7hv9A54O677Zg9q9He3Yg/KnrL8fsu7hFPRAaRxwsXVvt6FTXT+PdlNdAwyx9rsLPZi/Di1rn0cPjjegM3U50zBfjlZGLsNfZu1sW0+iLXUKPRBuJJm17/0/gW9iZLZZZfYttFzNQsvsmegPkFNmn7Du23eI2K+i5W+FdYyn0TJ6B1ohG28df571HI9BK2Yb0VZvP1n6o3Wtb6Dl45foSY8JaJlNo2WmILPAv6Nl9MKgex8ks1abs+iX2b3pn7x5Fce7gZbhH1ntXGhd/7/QMn4IWjHKoV1kL7Du0fNoGX0/eoLkZrT8HIb+QG+17rWznQXob2LJ9aDfB4V+/z3fQQ+Zfcy6znutY/i979+yjv09aztbZt/haksBZ1r7nkG/9fRPaBn9g7X/SHS/+Zx1X0c7rmmJ9az/hu7fzkDL6NlWO4/RL6MXoC3j29FWdUHL8fPAea5riaRIoieyXrLa9LsflXyzj6JUZt8GFoXc+2rHB7bcFvraGNsZDYy1tmnHR26rbSesr42zHWuby4BHrf+/uQbPx+5rA2W23F+NztVLbsPGB0ZmjcxWLsexH1APBF9Gf4TXAbegLRdOy8CtlGrPE9Efm39zLGsDXkf7+B5A/0xoD/31V85Ef/geQQ+E7Bn396A198n0Wxqcv9vRJt+X0QPBt9FKwTaPNux2XkLPGjjbOdBxvp7teNyjLP1WCGc7vegPsqDT+r5obfNn+v3DFfALj3aetY59HbrT2I4emD1orc9bywvXY21/nHU9GWufyNeDHkg/YB3vFdf15K1jutspum/0D3Dcv5852rEH5TfTLwd59/NxtLPJWu9s51CfdtahZ9BftvZRaNndhH5pE14ya137W9b2/+a4jlE0kMxa5/rf1jUZmR0YMtuNdjH8DP0WKvv+vYIlsxH61Z9Yz/Vr1jafc5xrj3UvMq5z/aR1nr1Ek6UH0RbNHvRkytvoEgqrPLbtDbv3Qc/YupazXXL7R497v8NadpjVzt+tv//uauclr3asdcda15Oz7rsts+53cDm6fym5HvTgSKEHRlFlNkO/BdzvfT+OfqviSqstW2a/7NHW7639LrXO9WngCxTLQhdaxvKudux7t8p17+71aOcpx/qpVltvoyeZCn2tY5tARRI9abfDcfyg+1H2Nxsdl/UE/TL7e3Qa/tjb8ri2P9aiHfrl1t3Xxn49BPe1sd43/GU2zusJldkyx8o1OVdK5XZVLdoxMrvryayvLMd9QOvkW9AuUf+BjqWyZ1BtFx4vRfJCYJPHsZYBd1n//1HrRh3i2mY9ehDS5frlgUt8zvEQtCJwuGPZ7cBDAdf1EnB5DPenZMBjLd8b/bH+mPX3jRTPPtgDS7f7439hpQhGW7ayHvciA/wy4JwWYFljPNaNs9o9qYxrfNF+biHb2QOckV5/O+RJ0e+CdSB6oPQa2vJ0BpYFx1o/H3ja1c7nrGO470uPJQctDvn6S5DMopWmR4H/sWWWYnfHRpLZWejB1nFGZgeEzO6w7kufdc/ut7b5POX1q49Zx/mPOGXU5361oichbnEtTwDvRlvkLkBbw86Nelwjow0ro4V+1dpmkC2jZT7PMEVyH3Sf+Cng/9BuuLEPkszP/MzP/MzP/9dCDVA6qYJt5v6uiJyFdsE7Bv8AeqyPjRvxWL7d9bcdpLrAY/+3fNr6IDACWCMizuMgIlngI0qplQHnGjtKqTdE5FfAeSKyCm1t+I8Iu4rj/xNoN7bTPbZz37eovM/694Uy9nmGMlMhW9jZv5zXlHJuoJR6SUQORs9UHYtOrLJARD6glHrd57gJtBwdiR78FbWplMpa9xy0a+Ag/GW2Dfiwda4JS17s830DbTH8s2ufususiHwN7ZY4SSn1kM8xq8LILLCTZBY9WfdT6++g+1TUf4rI8WhZelIp9V0R+ajPMSqR0dLGleqzMpUe6FqeRyuYAOtEZDhaWbk16rEjtm9kdOfJqJNK75Mn1jm9DjwjIk+hraPHoGftDQaDwVAHaqJIevCU9e87rH/70L69TtYDI0Xk35RSf4NC5sB/R6cYDmI1elb7BaWUlzLqxTJrPyfz0fEW56E/SjuDH6Lj3/4P/ZG+y2Obo9AxfTYfRA9yQF/TFHQyg83Vnoz1DL6KnlX/Wxm7LgZ+KiKTlVLLPI47XCm1xWM/u0bXKHRMDeiYpCKUzvz4P8D/iMg30QPbE9FxT17ytRo9iOqIqFQFyWwv2i3uA+hB7xT07PjNwMfRM+nrQ45fU5kVkSvRz+1TSqmgyZs4MDKrqavMWoqXk9B+VUROBu5ED+qXelyLu/1yZbQEK038GAIyG1skKM2KHRdGRjU7u1+tFXYG+lrJj8FgMBg8iF2RFJHfo8shrEZ/sN6NtvBsRceEgXbPOU1ERqNjfd5Gf8D/D7hTdBHQbejkIIPQ5RmC+I6172IRucFq90B0rNkNSqkSpVDpNMJbXee+FR3s+lfHsnbrGkC7aO1tpVHuUko9T/w8jHYvuhq4TekCpG6+KCLPowc5M9CxNudY636Cdme73xoIPI927ToOncHp/oC2W0Rkb/TAYHd0oon/QN/Lj5d5HXegByA/F13X7wH07PFB1jm/ho7JcfMUOpnHlSIy2zr37zg3EJHz0W5mf0bLySfQcmIrfy+iyyCMx8reqZRaLyJ3Ardbx/0TujzEeOs8FqJjj0AriZcQLLPPoQfpM9Ez94us7S5Ey8nOlNnr0VkpP4uerd/bWtWtlHLXJIoDI7O1l9m3rfP7OzpZ0zvRisBW+ksrhfWrv0IH+D+FTvjzS+veedXchApk1Oovr0Qn2NmAnoi5BHgXOrmMvd08tHvt39GWsWPQSSH+2+dcqsXIaP371aFKqe+Wc3GiXS0Ot/4cBgy2vrd5pdPxIyLT0GOXtegJkfegkwu9hA45MBgMBkO9iNtXFpiDHiD8Ex0n8Qp6FtWZ7GEEetbTThJytrXcnab+93iXUtjXo93D0PGYW6x9n0cn+vHMHutz7rfjijdztOn+/c5jm49GbMczlsex/uvW8ca5ltuxPJ+17nEPeiA2zbXdnugZ5NfRs8ivoZOdHBbQ5gLHteWsZ7MGXatwH5/zOD3kOgUdTPwH9KC2C50kZj7wDmsbr9idCehBQjc6Y+UEZ3voVO+rLDnZgQ4sn+7YfxA6k+Bma7851vIWdG3EZ6378iZaUVzkkFllLS9XZrus5X7lP+ops17yqigOwjYy21wy+yb9JUByDhm1E7acGkFGsz5yYScVqFpG0VkCH6A/HfwGdMKZ97u2u846Vrd17DXAl4CkkdGmlVF3vzrZsZ8CTo3wDO1t3b8exzYnoyc47HHC8+h41lFR5MT8zM/8zM/84vvZiUQMVSAiM9ADg0OUthpVe7zvAR9USh3pWn4oenb4SKWU28WxbojIp9ADivcqpV7dWedhqBwjs4ZGx8iowWAwGAyNTb1iJAc6JwJfr3awIyJD0Zn8zkHHvDUqJwLzzWCnqTEya2h0jIwaDAaDwdDAGEUyBpRSU2I61IPopBSL8U4G0RAopWbt7HMwVIeRWUOjY2TUYDAYDIbGxri2GgwGg8FgMBgMBoOhLBJhG4hIm4j8WEReFpG3ReRxEfmkte5AEVEi0uX4fdO1720i8i8ReUNELnYde6KIPC0iO0TkERE5IP5LNBgMBoPBYDAYDAZDnERxbW1Bp03/CDq736eAJSJymGObYUqprMe+ncDBwAHodOOPiMjflFIPiMhIdB2zc4F70em770LX8jIYDAaDwWAwGAwGQ4NSkWuriKwD5qHTmL8IpLwUSRHZAJyjlPq19fe3gIOVUqeLyEx0qvYPWeuGAJvQqdmf9mt75MiR6sADDyz7nA0GmzVr1mxSSu1Zr/aMzBqqpd4yC0ZuDdWxM2TWYDAYDPWl7GQ7IrIXugDwesfil0VEAb8BLlFKbRKR4cAodC0qmyfQxawBRjvXKaW2i8gL1nJfRfLAAw9k9eqdlqHdMAAQkZfr2Z6RWUO11FtmwcitoTp2hswaDAaDob6Exkg6EZEUcAfwE8tquAk4Eu26egSwm7UeoN36d5vjENusbez1znXu9c52Z4rIahFZ/eabb5ZzygaDwWAwGAwGg8FgiJnIiqSIJICfAn3AlwGUUl1KqdVKqaxS6h/W8uNFZHegy9p1d8dhdgfetv6/y7XOvb6AUuoWpdR4pdT4Pfc0njIGg8FgMBgMBoPBsDOJpEiKiAA/BvYCTlFKZXw2tQMuRSm1BXgdONyx/nD6XWLXO9dZMZIHUewyazAYDAaDwWAwGAyGBiOqRfIHwHuBk5RS3fZCEfmAiBwiIgkR2QP4HvA7pZTtsroIuFxEhovIocB5wO3WunuA94nIKSIyCLgCWBeUaMcwgFi3BK57H3QO0/+uW7Kzz8hgMPx/9t4/To6yyvd/n+7pmXQSyOQHijP8iqyG3UggElauybq7BM3yRbJDWKKCIgLCil5AvpsY7sZkErNLYPa6yLKoWeR6MeBl0DAGUCMCi4a7eAmGJGYlcFEgmQgkJBNIpjPTP577R1X1VHdXdVf/nO6e8369JpOuqqfqqe6na57znHM+R1EURVEUJSBB6kieDFwLnAm87qoXeRnwXuCnWOGovwGGgE+5mq8EXgZeBZ4CeowxPwUwxuwDLgb+ATgIfAj4ZIXuSymVWhh423vh4evh0G7AWL8fvl6NSaU8dHFCGWvomFcURVFGkYKqrcaYVwHJc8j387QdAq60f7z2/xw4rVAflBrhGHhx2+nsGHgAsxZX7jqPrx65hkM8Zm2v5HWUsUOtxq6i1Avbe6HvOkjZmSaHdluvQce8oiiKUhOKUm1Vmpx8Bl4lObSnuO2KUohajV1FqRd+8pURI9IhFbe2K4qiKEoNUENSGaFWBl50cnHbFaUQujihjDViB4rbriiKoigVRg1JZYRJJxS3XVHqBR27iqIoiqIoNUUNSWWE+SsgEs3cFola2ytJ7GBx2xWlELUau4pSL0SnFLddURRFUSqMGpKNQi3U+WYthgvvgEknAmL9vvCOygs3qPdIqTS1GruKUi+cfyuEWzO3hVut7YqiKIpSAwqqtip1QC0VKWctrv7ke/6KzPsB9R4p5VOLsaso9YIz1h9fbeUCTzrBeobqd0BRFEWpEWpINgLNVi5DJ0CKoijlo4sniqIoyiiihmQj0IyKlDoBUpSmom9rPz2bdrF3IEZHe5QlC2bQNbtztLulKIqiKEqV0BzJRqCWOYW1yMVUFKWp6Nvaz80bdtA/EMMA/QMxbt6wg76t/aPdNUVRFEVRqoQako3A/BXeogqVzil0cjEP7QbMSC6mGpOKouShZ9MuYvFkxrZYPEnPpl2j1CNFURRFUaqNGpKNgjH5X1eCfLmYiqIoPuwdiBW1XVEURVGUxkcNyUbg8dWQimduS8Urb+A1Yy6moihVp6M9WtR2RVEURVEaHzUkG4FaGXha31FpZDS/d9RYsmAG0Ug4Y1s0EmbJghmj1CNFURRFUaqNGpKNQK0MvPkrrHqObrS+o9IIaH7vqNI1u5NbFp1OZ3sUATrbo9yy6HRVbVUURVGUJkbLfzQC81dYk2J3/mI1DDyt76g0Ks1Wa7UB6ZrdqYajB1oWRVEURWlW1JBsBGpp4Gl9x+Zme29zLhRofq9ShzhlURxFW6csCqDGpKIoitLwqCHZKKiBp5SLE/7peO6c8E9o/LE16QQ7rNVju6KMEvnKoqghqSiKojQ6miOpKGOFZi7vovm9Sh2iZVEURVGUZkYNSUUZKzRz+OesxXDhHTDpRECs3xfe0fieVqWh0bIoiqIoSjOjoa2KMlZo9vBPDf9Wqk2ROcZLFsxgyYPbiKdMelskJFoWRVEURWkK1COpKI1AJWokavinopROqSVmpMBrRVEURWlQ1JBUlHqnUjUSNfxTUUqnhBzjnk27iCdNxrZ40tCzaVdl+lSJBSZFURRFKRENbVWUOmfwJysYX6kaiRr+qVSLapSWqadyNSXkGFdVbKeZVZgVRVGUhkA9kopSx/Rt7Wfc4OveO5tBJEdpDirlNa/2OcshOrm47VRZbKeZVZgVRVGUhkANyXLR0CKlivRs2sVeM9V7Z7OI5CiNTzWMmiYwlJYsmEE0Es7YFo2EKyO208wqzIqiKEpDoIZkOdTbirkCwNDQEFdddRUnn3wyxxxzDLNnz+YnP/mJ+5BjROQFERkUkSdF5GRnh4i0icg9IvK2iLwuIje5G4rIfL+21WDvQIzbEosZNK0Z2wdNq4rkKPVDNYyaejOUYgeL2w50ze7klkWn09keRYArJv4fnpt4I10/mln+wqPfQpIuMCmKoig1oqAhaU+svyMir4rIOyKyVUTOd+33nVjX26S84jTBinkzkkgkOPHEE3nqqac4dOgQX/va11i8eDGvvPIK+/fvBzgV+CowBdgCPOBq3g28DzgZ+EtgqYj8FYCITAM25GlbcTrao2xMzePB5EdImBDGQMKE+EnoXM2DUuqHahg1fiGjo2UolXiPXbM7eXrZufz+0iN0y7cZH/sDFVl4VBVmRVEUZZQJ4pFsAXYDfw5MwppE94rIKQEm1t3U0aS84tTbirkCwIQJE+ju7uaUU04hFArx8Y9/nOnTp/Pcc8+xYcMGgKPGmAeNMUexxugZInKa3fxy4GvGmIPGmN8C/wZcYe9bBOzM07biLFkwg79p/d9cEv4FLZJCBFokxV+H/l0930r9UGmjZnsvDL2Tuz08ip74cu+x0guPqsKsKIqijDIFDUljzBFjTLcx5hVjTMoY8wjwe+AsCk+s62pSXnE0tKgheOONN3jxxReZOXMmO3fuBBh09hljjgAvAzNFZDLQAWxzNd8GzLT/P9O9z922Wn3vmt3J6gk/ZLwMZ2xvSR5Vz7dSP1TaqHl8NaTiudtbJ46eoVTuPfouPO4uuUt9ybnMHbqD6UfvY+7QHfQl55Z8LkVRFEUplqLLf4jIu4H3AzuBL5A1sRYRZ1L+Bt6T8i77/zmTcqct8EKx/RoV5q+AvusyJzyhSHVWzOtJBr+BiMfjXHbZZXz2s5/ltNNO4/DhwwDJrMMOAccAE12vs/dh79/n0zYDEbkGuAbgpJNOKusexsdUtVVpACpZWsZvbOfJR6wJ5dzjpBP8jcZbp8P5txZ17r6t/dy8YQexuPU46x+IcfOGHYC1AKUoiqIo1aYosR0RiQD3Af/TGPMC1sT6UNZhxUzK/dpmX/caEdkiIlv27cuex48yIvlfVwIV9SmJVCrFZz7zGVpbW7nzzjsBmDhxIkA469BjgXeAw67X2fuw97v3Ze9PY4xZZ4yZY4yZc9xxx5V1H+r5VsYczTjm568AfP4+xA4U/Uzv2bQrbUSmTxNP0rNpVxmdVBRFUZTgBDYkRSQEfA8YBr5kb843sa7PSXkleXw1JDNDDkkOVz7ksJaiPk1SzsQYw1VXXcUbb7zBD3/4QyKRCAAzZ84EGO8cJyITsMR3dhpjDgJ/AM5wneoMLO879u8zvNpW8VYqm3/WJJ+v0uQ0mZBM39Z+5v54GsYY/4OKfKbvHYgVtV1RFEVRKk0gQ1JEBPgO8G7gYmOME8vpO7Gu20l5JamV2E6trlNLz2eVDZovfOEL/Pa3v+Xhhx8mGh2ZkF500UUA40TkYhEZB6wAttsedoB7geUiMtnO1/088F1730PAB/K0rQ6Vyj9Tz3bd0kwlaypCEwnJ9G3tZ/NDd/HA4OcLH1zEM72jPVrUdkVRFEWpNEE9kt8E/hi40BjjXu4sNLGuv0l5JalV+FWtrlMrz+f2Xiu31G3Q9F1XMYPm1Vdf5dvf/jbPP/88xx9/PBMnTmTixIncd9992B7tl4F/AA4CHwI+6Wq+0t7/KvAU0GOM+SmAMWYfcHGettVj1mL48m+ge8D6XcqEWsvV1C3NVLKmYlRizNcBzz+6jtWyjhNC+wtnPhTxTF+yYAbRSGaUfjQSZsmCGSX0UlEURVGKp6DYjr16fS0wBLwuI38JrzXG3CciFwN3AuuBX5E7Kf8m1qQ8BtzqnpQXaFv/zF8BP/piZnhrNeTp56+wPEduI6AaYV618nz+5Cu5ioypuLW9ApPFk08+OX8IGbxjjJnjtcMYMwRcaf947f850DjKwm60XE3d4pSscXCXrHnrrbfALlkDICLdwH4ROc1eeLsc+JwdBXJQRBx17J/iUsf2aatUkb6t/Vw9vJ7xoeHCB0NRz3RHUKdn0y72DsToaI+yZMEMFdpRFEVRakZBQ9IY8yq+CgH5J9ZNPSl3yDZY8hswpTFrMbz2DDz3XTBJkDCccWnlV+j9VAUr7fmMHShuu1IZavX5KmXjLlnzzW9+E7JK1lRLHbuSasNjHUdVdWdof7AG0SlFP9O7Zneq4agoiqKMGkWptipZeNU6S8WrEwq67X7LiATr97b7K5/b1mQCF0oW+vk2BFUoWRNIHRvqWNisAXFUVfeaaYUPjkSt8h+KoiiK0kCoIVkOtQoVrFVuW60ELsRn2PltVypDEwmYNCujWbJGqSz9tnrqbYnFDJrW/AdXI8JEURRFUapMwdBWJQ+1ChX0K2Ltt70cKllU3A+TKm67Ujlq8fkqJeEuWfPjH/84cMkaEXHUsR+zD8lWx/6sV9sq386YJyxC0hg2puZxVvJFPhP+OYJPqeGXflbr7imKoihK2agLqBxqFSoo2c6IAtvrnUknBt+udQ+VYmjg8dJUJWsUkna+/MLQZj4ZfpKQ+BiRUHvBqwb+niiKoij1gxqS5VCrUEGTnR5VYHu9E9QA17qHSjE8chNsuKYhx0tTlqwZ43Ta9RyXtvTSJgWe1RIqbZyWYhDqc1VRFEWpEBraWi61CBWcdKJPCK2PZ69UtvdaeZeH9ljhufNXVOfenHMWula+3FANz1TcbO+FLfcAWarJDTJemqJkTa2eHw3CkgUzuHnDDjokgGqrScKGz8PW9fDZjcEu4BiEzjPSMQgh//uuz1VFURSlQqgh2QjUoo5kqZOSUgligGvdQyUoj68mx4h00PFSfWr9/GgAnLIcb/7oOI5nX7BGv3/K8qx//OuFjy3VINTnqqIoilIhNLS1EahFCK3fpOQnX6ncNYrFT7RI6x4q2eSbBOt4qT61UpYeTUoII+2a3cnxi/7Rb4nDm+e+G+y4Ug1Cfa4qiqIoFUINyUZh1mL48m+ge8D6XelVfr/JR+zA6OXOaN1DJSi+k2Apb7yoKEkwmt3LVU5e4azFpPBT2fEgaO57qQbh/BUkwuMyNiXC4/S5qiiKohSNGpKKRb7JRzW8kkEm6Fr3UAmK16IDAnOuLH28qChJcJrdy1Wmx1Xy579mHRxQjbvEhba+5FyWxa9mT2oaKSPsSU1jWfxq+pJzg/dRURRFUdAcScVh/gpL7MGL2IHKXquYfCqte6gEIaiAUzGoKElwapHHPZqU6XF9U7zzJA3k+iqnvi94v1qiI+95dAqcf2vBsdmzaRf9wx/mB3w4Y/t/bNqVzutUFEVRlCCoR7JB6Nvaz9y1TzB92aPMXfsEfVv7K3uBWk6Mx0I+lVJ7Kh3+3ezhmpWk2aMHyvC49m3t5xt8ikHTmrHd10m5/wVLcCcfzmKce5EvEfM/3sXeAe/j/LYriqIoih/qkWwAlvft4L5nXksLNvQPxLh5ww6Ayq4gR6d4ex+jUyp3DcAc2uOZMeS3XVFGhUkn+JTdaZJwzUrTzNEDJXpc+7b2c/OGHcTi53AklGBly71MkcMgIPkedlvuya/cWoa3vKM9Sr+H0djRnh0ariiKoij5UY9kndO3tT/DiHSIxZP0bNpV0Wu9/K6P5aySG2NtryRvMK2o7YqLOhN/qbqnfDRRsSfFwfa4DkbfQworr7DbXFswr7Bn0y5i8RHxnKgMI+IRzppDgZzKMrzlSxbMIBoZycNcGNrM023Xs/noorp4piiKoiiNg3oky6Rvaz89m3axdyBGR3uUJQtmVNRL2LNpl++UotKhSBNefTxnlVzE2u6m3Hu+ZfgSbonczXgZTm8bNK3cEr+Eb5R1B01OndXqG/G2WBPlqnl5mfDtAAAgAElEQVTKR4tq5F0qDUtfci43H759xDAchmiB8e5+Ri9t6c145hVke6//WMvjLS/0fHb+37NpF3Pefoy1rd8hypC1U+t/KoqiKEWgHskycCbS/QMxDCMT6Up6ZfIZizmhSGV6q95lvItmv8vsT/+/Eve85diPeqoGbjn2o0X1d8xRZ7ml2d4WqI6nvCb4fXeqXXZHaRiKHe99W/szXI8dst/zOF8evtF/3/u8o0Rebp8b6PncNbuTp5edyzeOe3jEiHTQfHVFURQlIGpIlkHPpl18NPkUm1uv53dtl7K59Xo+mnyqohNpv7wVwQpRSlOBUgVvynE+20dCTithPCxZMIPHwn/OvOE7eO/QfcwbvoPHwn+eeT/Z1FlI56hQZ+IvdSXaUc740DIfSgCKGe99W/tZ8oNtGakCe02RofvxI/5j8KWfeW6e8OrjxOJJFoY2p/8uPSZf5PlH13mfp86eKYqiKEpjoYZkGcx5+zHWRu7mhNB+QgInhPazNnI3c95+rGLXyM5nAcuIvOyckzLDqSrgrdr9wSXEspQFY6aV3R9ckn5dCeOha3Yntyw6nc72KAJ0tke5ZdHpnuFhfVv76V6zksEfflEn+tHJxW2vMn6LHDUX7SjXECz2u6OLGmOSYsb7qod3Ek9mJiXcllico9xaEPcYdI87r7BWrOiRhaHNOX+Xlsbv8h6nzV7/U1EURakqmiNZBje3Psh4MnNexsswN7c+CNxSkWt0ze6kc/cjnPjrHt5l9vGmHMfuDy7h7IUXZB5YgZXlsxdey7NgX2s/b8o0dp+1hLMXXps+plKKf12zOwvm0TlhtI/JesaHsnKLtJ7fqLNkwYyMHEmAaCSc37NcDcqt91jMd6fO8lTrju291c8prcU1PLj9T16i47nbeA/72WumcVtisW8kxcHBeM62jal5EIevR75Fi6SCXdQxGLPHnQ9vyjTPXMzxMuz9ffBSo0V8Q2cVRVEUxY0akmXwbrxzXvy2l8T2Xs7esRKIgcDx7OP4HSvhlMmZkwI/8QUJ5RdtyOLshdeCbTgeb/+4qZTxEESwxwmj7WjzeT8P7S7q3hqe2MHitlcZt2hHtcSmAlHuIkoxZT7KNVqbmSoY2dnPidv/5CXreVhrQ955Dot13RNkP7e2fofPfPAUzp79V4FP4xiTa7PExgpd23PcZROJsvv0JZz13Fe893t9H2YthteescqNpGXdDGy7H046R8e0oiiKkhcNbS0D8Qn/8dteEkHD7rxKFQCYZEXDQIsJS/UjqGCPEy6byjdMx1KIax2GoTmiHb9fewFPLzt3dNRay31fiinzoTll/lRYDOrZjd/m7L6P8MvYRfyy9XrOevsxOp67bXQEpzzuLcoQZ7/8L56Ht0cjvqfamJqXFhvLLrfkSd8XC48vCcMZl3L2wms5Oj57+c/G7/vw0s/IKTeigjuKoihKANSQLIegE9B0bsskWDXF+h00tyroxNWuc4aEc48tZlIQIP+rXOMhqGCPEy4bJk8Y2Fia8GhdQ2/8wvCChuc5351JJwJi/b7wDm9vjN9k3PH8j2UqaWRv7+UDv/4qnZKZf97hF+3hF4ZcqVzWIu+te+HMvKfbmJrHvOE7uCF+XeG8ydQwBetKmqTlRdzey/jzV0Moy5ANRfyfE7o4oiiKopSIGpLlEGQCmiEEgvUHH4ILgvhOXMW7VIHxMbqCTApqpF6ZLczjKAz+MnZRxv04QkP9hdQOx9KEp8VlSEan+Bs8YwkfBUvf7V4ELfNRI89/Q1JJj/njq3PKUoyXYZJ+f7Kyr1HpZ1mR99Y1u5PJ4/29kg4bU/N4MPmRYJ7JQrgX1bILAqfisOHz3ga1n1iXCu4oiqIoBVBDslwKTUDz5bYE8abNX5G7ugy2wegxQSpnMlejOoWfnfh/0tL0z7Vewz9F1qUVBt3344TR3t36aYaMh6fVYSxMeJyJcezAyLZECWU2mlFx1EfB0nd7OVTK89+MVNJj7rM4FCJFjLbC16j0s6yEe1t5YX6vZPrUoedz7L6SObQbHroWkj75l4d2w0N/C7dOx3S3M9B9AolBnxzrQ7ub5xmhKIqiVAU1JKtNIW9Zof2zFkPbMfmPcU+QypnMFRviVIpRsr2X5eZbacNxaugwrZLIPMZ1P12zO+leOJO2UJ4l++E89daahUpMjL28NBuugUduqmhXa46XUZdve7mU6/lvUvqSc+k217InNY0UwmD0PaV7zH0Wh/7ANH7zwa8VDkOudLhmMeHPNkFD/jukFHG2PJan39hM709C7ACCoZ13aJE8z9axWmpJURRFCYQakuVSyJgq5C0L4E0zQVQ5nQlSCROegn3x2l5q6Njjq2lJHi3cF+d+nOvkmxzFDjT/ZMd3Yry7vHqJGEuxsZHfO5P03+71nSzVK+tuJwFDLMcIjoDWgUHbE2YMBwfjPPtKiYrCHgtiMdrYe9ZSS1m6UBhyNYSpgoY/22SLh/mxt1DofhZJIxTMmawkY93TriiKovgSyJAUkS+JyBYRGRKR77q2nyIiRkQOu36+6trfJiL3iMjbIvK6iNyUdd75IvKCiAyKyJMicnLF7qwWBDGm/HKqIJCnsG9rPwfNxMJ9sSdIfVv7mfvjaUx/41bmjttA319sCu4RKMabWaqHLGi4oTPhCyJ7H/TajUy+CXBQI9rXG2Ma+72bdKL/vuzvZKkLINntvIzXMSx81LNpFx9NPsXayN3paINO2c8Hfv3V0hYpPBbEoovuzKhpm5c6EKZa9fDOQMfdllicP3Q/i1AtjUiHMexpVxRFUfwJ6pHcC6wB7vHZ326MmWj/fM21vRt4H3Ay8JfAUhH5KwARmQZsAL4KTAG2AA8UfQejSRBjKmNCxEi4XUBP4fOPrmMCg/n7YU+Q3GU1Lgxt5oHBz7OwbyaDt55mhS8W8sIU480s1UMWJNzQPeErZgLjOvbOO+9kzpw5tLW1ccUVV6S3v/LKKwBnNdzix/wVEPZRd4zH/IU03OQzRht5ophvsQas9+cndm29UhdACi1o2OUXxqrw0d6BGEtbenNqI0YZKn2RokgPYE7bUiMz/CjSk31wMB7otBtT81gSv5a3UhMxhoLCOxXLpyyGMeppVxRFUfLTEuQgY8wGABGZAxTzF+Vy4HPGmIPAQRH5N+AK4KfAImCnMeZB+9zdwH4ROc0Y80IR1xg9iinNUeIE5urh9bSFcr0fSSOEBesP/PwVMGsxPWufIBZPsjC0OaPg9fjYH2DLd1z9y1PEO2hf/Yq4A/zoi97n3t7rG4ZoDBgRjkaPt+Trnbb5ruPVJ5uOjg6WL1/Opk2biMU8DYB2Y0zCY3s3I4sfxwNPish/GmN+6lr8uBp4GPga1uLHOcE6WCaFZpiFirPPX2HlRHp5NBp5oujc6+OrMYd2e2ePxQ5Yiyn5FkDyUcjQNkm7qDvw8a/nP7YJ6WiP0hnzK81RBdGjIJTx3M1he6/1XHNEbA7t9n/OlcDG1Dw2Ds8DYHPr9ZxQUt5kFQlaSkdRFEUZU1QqR/JVEdkjIv/DnmwjIpOBDmCb67htgCNlN9O9zxhzBHjZtb/+KSUPp8hV7Y7QW57bQx4CCU5ZDS/PQA5lhoL2TvocKT+7Jjmce24nNNCHfjON9x69j7MO327lVTl1N4vxlLnC1hYtWkRXVxdTp04N3t7icuBrxpiDxpjfAs7iB7gWP4wxR7GMzjNE5LRiL1I0j6+2JPwLke9znbUYpn8kd3szhGTOWsyzp/7X/Lb2lnv8Sx0gpXtz0zRBvmmJLFkww780R7VEj/yohjLxT76Sq4SaHB7xdGfhlR/plDn6XdulbG69noWhzZ5tf2feXZlyIJXkuf8xJse1oiiKkp9yDcn9wNlY3puzgGOA++x9TmLfIdfxh+xjnP3ufdn704jINXaO5pZ9+/aV2eUKUmweTgn5Wcmwd8ie5XXJPEdHu3VsYBVADyOtb2s/c9c+wfRljzJ37ROeE6LlfTtY+uJp+XQDc8+dJzQwZeDx1JkAfDT5lJVXlfZiBJ1RFR3v1ViLHyWG+GawvRf2/J+sjdI0IZkn/rrHKiHjizOWvA7Kkye6vRcGD3jvK+Y8TUzX7E7C4i2IZfzEkApRoip0VWrhxnw+f5/tPZt2Zbx2okSc/NETQvtZG7k7x5hcGNrMn4V2jk74aj5MytdoVhRFUcYuZRmSxpjDxpgtxpiEMeYN4EvAx0TkWOCwfdixribHAu/Y/z+ctS97v/s664wxc4wxc4477rhyulxZis3DKTY/a3svkWSB/EjXOZYsmEE0Eg6uApjlZXHnWBqgfyDGzRt25BiT3/+VZeT5eiA8zp3PEAoJfCb8c37fdilfj3wrpxB5MIJN4KdNmwbwWxpt8aOY0FO/Y/1UW1/6WcndGnVcxsa7TYD3OXYA38UJp26e23BxDJP4keB9auR80zJ4A+9n86Hcr0dhylCFrkUt3Aw8jF0nOsTBK0pkvAyztMU63vFWfiNyV/0ZkQ6xA+qVVBRFUTKodPmP9JK/nRf5B+AM1/4zAEfKbqd7n4hMAE517a9/tvdaE5RDezJyFb3o29pPqtjaZsVMfg7toWt2J/ee/SoTQ0OFQ6M8PKc9m3YRi2d6D2LxZM7qetI+eRj/khzPnvpfMzybg9Hj83YnJJaIRIuPVyMQASbwEydOBBhsuMWPQoIyDuFWf4+4X65aoxo+WcZG8Al4ngMzamx+3voJohrsppHzTcvgluFLPNVHx5tY8QZIyarQFa4f6RCdkueaucauEx3i4Bcl0iFvZXgr69aIdBiD3nZFURTFn6DlP1pEZBwQBsIiMs7e9iERmSEiIRGZCtwB/LsxxvHa3AssF5HJdh7Z54Hv2vseAj4gIhfb514BbG8YoZ3tvQw/9KWMScTwQ1/ynDA5nr69qTz5erdOzw3hKmbyM+kE2N7L2TtW0s47hSckLblGyZy3H8vJ4Vloq7+6+xa2T97v4/k0CA9seS3Ds7niyMXVF60vbQLfGIsfjve7UL5Z60TvxYztvfgaUEHft2JDDauRq+YmaGmYHKo4Epsh37REthz7UY6Q+1xplUTxBojvokcB4R6/sSyh8sbh+bcS6M+lKzrEfbRflMheMzVYTnsBgqi9VoRGXXRSFEVRqkJQj+RyIAYsAz5t/3858F4sBdZ3gN8AQ8CnXO1WYuWQvQo8BfQYY34KYIzZB1wM/ANwEPgQ8Mnybqd2HHx4Oa0mMwSz1Qxx8OHlOcc+/+g6NstVdMp+nz/2ZiTkzh3C5TMp8jzH8BErhyXoxDp2wFLw7J5kTa4euYm1rZk5PD2Rb/NPkXWcENqf0beb3r0VsOqfDZrckhSCYbWsy8j/+cHwh4P1q1SyPHGJRIKjR4+STCZJJpMcPXqURCLBr371K4C2hlz8mLUYLvpW/mP8crkeX423ASXBDJ9iQw3LzVV75CZYNcUan6umWK+zyWNUGAMDHFP7inseCzRjhSULZtCOTwhwobJA2fgtmBRaSJm/gkR4XMYmA7ZatGscBimHlE04kMg5HNpN1+xOLj3npPQmr2floGnltsTi4DntBbghfh3Jag94X7EqRVEUZSwSyJA0xnQbYyTrp9sY831jzHRjzARjzHuMMZcbY153tRsyxlxpjDnWGPNuY8zXs877c2PMacaYqDHmL4wxr1T4/gpTotdk0vAbPtvfzDn/zfF/YWroMCIBa4A5IVwetQONgSFaOGzaMifJsQP+RoQv9hkO7cZs+Q5RMlfF2yRpeROy+tZ10CpzsDE1j2Xxq0mY3GE0Xob558g3+V3bpTzXeg2/brumeo6gcBv89b9meOLWrFlDNBpl7dq1rF+/nmg0ypo1a/jd734H8H4adfEjiCjOrdNzx7GvJ8EEO2exoYbl5Ko9cpNVrsYRaTFJ63W2MZnHqDBANBIqXoKpXJwFGi/Dt8npmt3J0fF5QtiLWUjwE+gpINzTl5zLsvjV7ElNI2WEpJHcMRCPWeq6xSxyPL46V7XVF0sB+MkXRnJ2nWel0689qWksi1/NxtS84DntBdiYmleR8V4z76aiKIrS8ARcYm1SHrnJrv02YlCx4Rp47ZmCteD2mmmetb4OmglM/ecPjORNDh+hTUpQLXQm/ll/0UVgHAlSJlHRSXIx53oPVl7P0pZeOmS/b9uwXaJkqhz2OaJCeEzwuru76e7u9jz80ksv3WGMmeO1zxgzBFxp/3jt/zlQ/XIf5RA7kFtP0q8e56QTg52z2FDDYnPV3PnGfisOW74DOx+ywgxnLc5rVAjQFs/WRaoVdhmQk85pCjXcYhh//mpbnMgjMsJZSAhUp/bEksZrz6Zd9A9/mB/wYRaGNvONyF0+R2aNsey+Zee/F1UL0xL+2jtwa8ZWd61IN7clFmfU/QVLydp5rgZZfDxgLJ0wv79LQRk0rSyLX+3/vhW9WKkoiqI0M5UW22kctvdmGpFpgtWC+6fkJ3JClYZMmGPkaOZKd6l/eKOT89YOzF/moLoIhtsjd6XDYEdfIMLAQ9eOHUXBfMIfDtnev2JL1WRTbKhhMTVWs8Ng8xE7AA/9reV19cGYOhmTY1GYxMnl9SNojp3XeA1FrBD+PNEjjlrqwtBm/rlYBVSnb15h2cUu2x3anSO444eXt/LG+HVMH7qfG+LX+dfrtUkZWJW4HLCM0kLHZ2MMOV7SuqkJqiiKotQ1Y9eQ9M0ZgyCTwIlnf4pl8at5KzUxHQrUQio3FLRUYgeKXAWvHSLVMWTLCqkyKfjRF5vWmHTX9+yOXx4sStg9aXcm+G4jtJh8Ph/vn0klOSW75uj2XmvCn42f4VqsaI5J+i7Q1IcRaTOGhUlS4meIhIJ9R2ct5tnTV/E6x5EywgDHWPl/7lxyd463fc6O9igLQ5vpiXybcLHjwMn/8yuTUwwSTpdjCsLG1DzmDd/Be4fuY97wHWxMzUtvP2gm+rZLGfhe8ryM44u5bWPgl6mZOdf1VeQutSaooiiK0pSM3dDWQpO8AvvXvPe3HN6+ngnJw+mJa7j20h5NRdkGQHI4eOhcA+Go/jqlWb57+E9Z2UZhJ4mX9y/hmiA7+Xz5QrmdED8fHOVep+Zo5+5HOHvHytyJeHTKSEhqNhUwuIyx+tJZIeGSijDGyoD0be3n+UfXsTR+F+P9yviYZG7Ytc+5bn72ZGLxbwCwufV62kPZVXZcKQn2OZcsmMtH+j5TWjrB8GFrvPuMR2P/E+g5ZZJ0/ehPOH9cO93hy/n+0XOK74/NZJ/UAGPgxvh1aeOvWKx8+wjzQjt5rvUaRKCdw+w10zjIRKbgcd2gofCKoijKmGDseiQLTvJMbvhUWphnEmy4hompt4NNKqJTIDKhnN4qQWlCL5BXfU+/0itpvLx/fp4Wv1DuR26yDE0fz7ijOukQiyc58dc93t7F1gn+hkOFDK5O2e8fkjcaDB9pWg95Nn1b+1ny4DauHl5fuJSFl+hSlujZ84+uyxjzBZVN4zH4yVfo+vHZvoZXQZLDVoh8ZLzn7pSRohe72uIDrOKuDAXrYvET4+k303KMyGKuY4BxEickMDV0mClyOK3YPYEYwyZznXlY2sZsaRtFURTFmzqaddWY+SuI0Zb/GKco+arJaeNxZFId0PsYbrU8MeMD5LUp5dOEXiAn78uNd+kVe5Y76UQrjDXbcPMNlfYI5fbNIbY8Ge58KjfvMvtyjk9f2y+3bf4Kis5By8JRRG6RVP0oTjqiR2PAmOzeuJN4ygQvZeFe8PHISbw5/i/8uu2atOqzCTI+YgcgfqS8kWRSEPcuYRIqMeKklQRLW0ofA/lKh2SztKXX09jN/k6kTP70hDZJ8o4Zl5G3uXT46qaL9lAURVHKY+wakrMWs2z4KvsPJSRMyH8CapwwrRImEk6B+Cb0lNUbBppyxdxLtGNjah63Ra6zQ83E+r1oHXQfgi//xnvCl08owy00cut0awHFZ7wbJCOfys2bclyeO/EptTBrMczxFMktiZrmSLYWiDQIWvIEuPPOO5kzZw5tbW1cccUV2buPEZEXRGRQRJ4UkZOdHSLSJiL3iMjbIvK6iGTUHhGR+X5tK8VAzBIFC1zKwp0r6eEpb5Nk2kM2NXQ4rQA9mpQzrsqpFZmvdEjQ6xjIaB/kVibLkYy8zb7k3JLvQVEURWlOxq4hCWw59qP2H8r7+aOh9dXJcIwdtH43kafMICTqcOgYaMoVcy/RjmgkzJkXXGMZjd0DlgH9+Opcr587ZDCfUIaE4H8utAzIAkrDg2R7Qi0WhjYzORKg1p6XcfXxrwdTo4Vg3qkaYAwYL1GhbAIuInV0dLB8+XKuvDLTqN6/fz/AqcBXgSnAFuAB1yHdwPuAk4G/BJaKyF8BiMg0YEOethXF21PugUlaY+0fO+pWVKySCLCq5Z7062gkzO2fOJNX1l7A7Z84s6Aoj58YTzb5DPnbEovT7QuGxgMphN+1Xcrm1utZGNpcJ986RVEUpZ6oP2ughmRP0CtVGDoDx4B838cqf+5RwCDclLiOkPER06hFH3ws/r2pKnx+dUDX7E5uWXQ6ne1RBOhsj3LLotPpmt1pHeAYgNkF1h+5KXhZDZOE3z8VqD8TGMrJxVoY2szayN3Bazce2p0b5hqwVI7UkahVoMl1wEWkRYsW0dXVxdSpUzO2b9iwAeCoMeZBY8xRLMPxDBFx6pleDnzNGHPQGPNb4N+AK5zTAjvztK0Ik8dHgEzvWaAQ4yCGeBMgApe1POH5/XW+35XAr/xHSMgIry1k8BtjhYk7OZNrI3dzYRl5noqiKEpzMqYNyewJ+t2tnyYpFRSydQuevPSzyp13FBEM/xD+t1H1ConkGpPGwK/Cc0anQzWga3YnTy87l9+vvYCnl507YkQ+cpO3ARiPwZbvFFdWIyCSNSkF63VBkZVsssNcq1Cjzs+YMQarnESQc3icp6g8zDLDrXfu3AkwOHJtcwR4GZgpIpOBDmCbq8k2YKb9/5nufe62ZXUqi5UXziRsJ9053rMgXq+xRJhU7vfXpmt2J7d/4syyr5Gv/EeHvJVxnDtc9q3URA6YiaSMkDChnDDe8TJcVp6noiiK0pyMLUMySxmQ7b0jE/RLj9A94YeETXl1INPzSwmPhPDlkZRvRMbLcMnCE5Uie6IjAueP2+Z9cDPz3HdLalauII17Umq9LjEHzB3mWuEadfk8LiIwYCaO1IHNcx4BJJT5qEwS4iD+9f3SRKeUHW59+PBh65KZHAKOgXQnDnnsw96f7SZ2789ARK4RkS0ismXfPh/hJB9MlivstsTi+hE+qgOSJjRSa9WDrtmdxde+9MDPgN9rMj3d7nDZs4bX8cGhdbx36D5CPjUks7/ziqIoijJ2DEkPZcC0NyRjX/kMmtaRSbGj/KpUnfGx10e7C7VnlAqEHzSZIjMDQYwqPw7tsb6DZXok46FojiBJPq/YZDnCWcPrmD50P+89en/+GnlZodyOOmzBfMDzby3mFjyZOHEiQPabcyzwDqSL/R3rsQ97v3tf9v4MjDHrjDFzjDFzjjsun3BSJj2bdnmaH1q+3sIYuC95Lj2bduU9LqiXPB/FqLx64ZfisddMzWsIK4qiKGOPsWFIbu+Fh/42N8zP8YZ41tcrEYNPiJ//DKGQR0QJSBMJGgVGSvsKl6ts6m6/MLSZCZTx/YlOthZyyjCKh6WNvxv6XI4giV/OGGR6aDra7TD0SK5Crh+T5QjL4leTMD6fQSRP7cwimDlzJkC6uKGITMAS39lpjDkI/AE4w9XkDGCn/f+d7n3utmV3zIVXiZqlLb20qEILYD3fVyaupN/jfao0xai8epHPEC1kCCuKoihji+Y3JB1vo98k9dCeUQ87FSm3il5jUsmwt2Yvlt23tZ+5a59g+rJHmbv2iRHPQEtww6eStDMikrK0pZc2KdUIFEgOlbyQY4CDkXfzlfjV/CiZO1HemJrH95Ln5RiTbg9NNBJmyYIZ1o4i3s+9ZiobU/PYetZaCEVyD0jFi6ohmUgkOHr0KMlkkmQyydGjR0kkElx00UUA40TkYhEZB6wAthtjXrCb3gssF5HJtojO54Hv2vseAj6Qp21FmBTNvf9ySl5UmnzPmlqE3zoe+3CBFRxHtKhcgqq8+rX1M0RrYQgriqIojUPzG5KFvI2TTrA8IhWipjXsRhEvwZtS8PXmBCBlrD7sSU3j74auYvnv/rj8DtUhfVv7uXnDDvoHYhigfyDGzRt2WMZkfLBge39KH6yC4f+2fZpVLfeUaTCYMpQ7BZlzFR8Pf4uHEv417lYmruTG+HWeE+O0gmb4aWvBKaByrNsQ/eR/nMiBZFvuQcnhwDUkAdasWUM0GmXt2rWsX7+eaDTKmjVrsENMXwb+ATgIfAj4pPsW7f2vAk8BPcaYnwIYY/YBF+dpWxG8nnsHTRnhzhXCeT7k46gJF/0sK/b4iLHqbCYLNFx5YUU1kErGzxAtZAgriqIoY4vmNyTzehvFKsuRHKpZd5oJx5gsx6D0E3bwwhjSyoJ7UtO4MX4d04fuT090vv+r5qxH17NpF7F4pscvFk9aYWalhvOGIjDnyvx5gXkQsfIELw//nEHGldaHsjGw7X7mvP1YwSP9JsanTI1aCpoFFpyGTDhj7LlDBZPG0J5OVcyiiGiH7u5ujDEZP93d3c7ud4wxpxljosaYvzDGvOLsMMYMGWOuNMYca4x5tzHm6+7zGmN+7te2UgwMxnO21YPN0W+m5VWQTRn4SuJafpmaGfg5ZgwcKXLMTxSrZE4hQ6xrdmfFvJLVoJAhrCiKoowtmtuQ3N5bIIfMWCUSxkgts2pQ7mSx2NqdjrKgV7hWs05y/MLJ+gdiRef1pRGBk86BL/+mrL6JQJSjwYrQV4N4jKWRYOGjC0Ob2dx6fUaR9adfPmB5dn0MPsejtSR+bd6x5zeOB6PHF3c/DUpHe+4Y9DWuS6CUr3bSSNpr7JX3lzLwveR5bEzN49C6meEAACAASURBVPL433Nv8ryCIbApA/cmz+O/xa/0zb31wimZE+QZVW2vZKSMv/qdHp+zoiiKMnZpXkOyUG6kMuocNm0FC2O7KVRuoVnDrvzuKyxiiblceEfxiqdO2OX2XsrN0A1BRk5VSeHKkQm5/YhEYc5VBQ3lDgqH1i4MbWZt5G5OCO1PF1n/RuQuft12DZsfusvX4HM8WoVyzPwESlYcuXhMKF2mc0xdFLtIlI9iQumNgWET5svxL6Q/N6+8vxvj17EycWW63crEldwQvy7vdd47dD8rE1f65t7mo0Peot0jlzSbrtmdzD11SvATByQSEm7/xJm89I8X8Mpa6+f2T5wZ+LmZkUusKIqiKDSzIVlJJdY6otDEZTSccqXYbykDf5+4Kj3BKyR7nzAhuuOX5z3mUx8qLUyz3vHzYqS3z1oMF32reM+kUwInoGaw39hKEsoIHb0p/rfFeShDEbjwdli0zg61Fev3hXfAx79uG8r+j6pkgMfY0pbeHDVlEZgih1kt6/jBOzNJhDPDFYspmeAnUPKD4Q+PCaXLrtmdOdv8vIClYrBCjPPheAzfP/S9HOM/iADNxtQ83wWr7O2ZubfWMyrf83evmUo8GSyU/77P/xc+fc5JgZZ4opEwc0+dknNsJCRMHh9BsDyJPZeckfM5dc3u5L8vPoNoxPt9dYzMdC6xx+esKIqijF1aRrsDVaNCNSHrCScU6+OhZ5gihz0NOBHruFCNnHPGlB7e6vYWEIevR75Ji4zMxJxJWQrhvuS5RSkPNhOd7VHP8NaMMDOnzMTjq4OPfQkHXmzx+5yd+nhuNqbmMSXSSveEH2IO7SZpQoRJkWJk5SrjXKk4vPaMZTR6lcuYtThvLdYgebb5BIHGyzDnhp7n+8N/xqXhxwmRImlCPJj8SNFqlxuH57EwtJmlLb3cHrmLpaaX295eDJxbsH2z4Xyvl7b00iFvsddM5fHUmVwe/nlJz4y9Zhrj5ShtHiGzxliGXnf88rKfE93xy/mnyDpaJZHeNmxaPBeynM/cYWFoMz2Rb+eoGA+bFm5LLOZIKniEzJqu01nTdTp9W/vp3riTgZiVhzo+EqItEmZgME5He5QlC2bQNbuTvq399Gzaxd6BWMb2QjjHlNJWURRFGds0ryEp4aYMa12ZuJL5rc8j4p9/JFj5QWEpbfm/GOMwhRAuoQqmV9hbkhAtrhLmTh/CGC4J/4LnUu/PO0m875nXWNN1etF9qXeWLJjBzRt2ZAjueIaZzVo8Yoh1T8p/0ki0KI+9nxF5b/K8jPBAp29nXnANzF7FvLVPcNbbj7E2crdPfVWbLd+xfqJT4Pxbi6q/GCSEcq+Zxgl5jMkO2c/F8hRh2yhtkVSgMZeNE0Lr3OsJsp+1kbth++yK1JSsZ8IiOd7zbEML4PLwz4s+t+Mdvj1yl+d+ERhMjavIYpOXAXxbYnGgczttV7bcyxT7GV2ugds1uzOwQViq8VdOW0VRFGXs0ryhrQ1gRBYbhurUIussUG5BBEIlGHeOsMi9yfPSIXrDKfHtpzGwPjm/aKEVr5DB7si9eWsRjpdhlrbkF1VpTqkda5J3y6LT6WyPpsPUCoaZ5VNjdcJGfY4JGn5okBwjUoCLzxqZlO4diHmGlfoSOwA/+mJu/cWod86YMQQKPy2Ui5silNPHIGMuG697HS/FlQFpVIKGlvspqHrhKDU7Krn5Fg065K3A5y1EuXUYzxpex/Sh+5k+dD8fHFqXbh8kR1JRFEVRGoXmNSRLLGtQSwzF5Qw5Bl2QnDA/j6Ix+OYjHjATmTd8BysTVzJv+A6+l5xPRIyvN2qvaWdl4kqWxa8uaBQ7ZUKySyeA5cWZHEDhsZITxUaja3YnTy87l9+vvYCnl53rb0Ru74V//oAd3pr5wSXC4+huuZHpb9zK3B9P49lT/2tOXuWgaQ1czuOgmZCzzQBPvrAv/bqjPVp8nUmv+ovn30pSMgMoHI9oUE/RsvjVvJWamDNWB01r2hOZTbFjzvdeiygD0ux4GfXO88GpDesYkDfEr8swxG5LLPZ9Zu41U6vd9bLpXlgfdSIVRVEUpRI0ryFZalmEGrLXWMqBb6UmBvKmTRarTEnQ2oteE+Yb4tex3kNtcMiEWZXIzAG6LPyEr0EqAu+RARaGNrMxNc/Xy+AYjzdk1Xx0s7SlN1AobSNMFKtJ39Z+5q59gunLHmXu2idy1UAdpeJ0jqTBMSYHo+9hWfxqvnv4TzFYpUMuf/Zknj19FUw6MUMgZjxHA/Un+zNb1XIPL7ddyubYRZjuSRzpfjdnvf1YSeqdqYE9mfc4azHhi77JvvC70n29IUt1sxCOp+iGtEDKyD0fMD4CKx7Gcj5877XUep8NRNA6rl7CRM7z4b22Fy/bk+du66WWWoww0mii4aOKoihKM9G8hqRTFqHM0gaVwsuoc/JuzhpeFyjcyzGkUgE/tgNmYs6EGeCS8C8yxHhSBv5X8i9zJm1+XhqHkF0bDfzLH9wQv65gaFgQj1X2RNGrJiDQtKUWlvft4MYHnqd/IJY2BJc8uC3zfj2Vig1MOpGPmrv4wfCHM/bE4klu/M/3wZd/w4rZv0x/TkENv3YZqb+6quUeLg//nLBYBqYAEzjK1yPf4vHUmUWrde41U+kfiHHzhh3pe1z+uz/m7CO3lxRu6MYrbDHfgonfWPPitsTiHGXRIRO2FraanGLquDqfwY3xLwBwe+Sugu+tQ6ZaqnhGOdQjtRJAUxRFUZRaEcgiEZEvicgWERkSke9m7ZsvIi+IyKCIPCkiJ7v2tYnIPSLytoi8LiI3BW1bCfqSczF1lDmXNJL20N2cNfF5PHlm3vBQtyFVyMADy3Bdlbg8Z8LslcMVEksAwz2RCzKhg5HQP7/yB0Emd/kMF69wWK+agGsjd1uKiU1YaqFvaz/rn3ktZ3s8ZejeuHNkg1/45KE97PVQfQXLIJ279gnue+a1dKHyoLU9j0aPT5cN8PNet0iK+aHn+V6BYu9uHIVLsIzd/793G8v7dnCfx3tQKdp9QqvbOew71vyQrMUrQXj2lYMV7W89Umwd13zf40KUk8M4Wlz6oZNGuwuKoiiKUlGCeiT3AmuAe9wbRWQasAH4KjAF2AI84DqkG3gfcDLwl8BSEfmrgG3Lom9rP5sfumtU6ip6IQJhMcSwDMIfZU185oeez5vX6DakgngvD5iJnpMrP6EeyZrIlRJuujE1j9sSi9lrptIh+1na0htoUnhbYnHeGoXZE0U/QZOlLb2+BlMjk884dkoCAP7hk5NOoH28v8iH4+WM2+sT2YsCAxwD4SzDMhJl/PmrufisToT8ixsd8hYrE1f61udzkzTC38Wvyfi8k8aw/pnXqrok5LeYUawIz9KW3oyyEQCtkqDz17dVpqN1TLF1XPN9j5sBxwMZFuHT55zUlIrSiqIoytgmkCFpjNlgjOkDspUnFgE7jTEPGmOOYhmOZ4jIafb+y4GvGWMOGmN+C/wbcEXAtmXRs2kXN/K/6i6cyG+ilC+8s99My/Repgp7L7PzHcHyABSajDv9CxJu6vYcOecvxcOwMTWPX6Zm5tyTU6MwO7TQzxjukLeY1ISqiIGN4/d9zHd7sQsqbo/P7KPfhr/+V1vASkZUX2ct5skX9mHILwDlLDZ0xy8v6OksRW24EviFZhcrwuP3vTneFCk41ICs6Tqduad6q+t64fdeNbqoVmd7lNs/cSa/u+UCXll7AS/f8v+pEakoiqI0JeXmSM4EtjkvjDFHgJeBmSIyGehw77f/P7NQ2zL7BFiT76LVIsskYUKBJuxeEyVfj4hHeYMLw8/4KqnmCyld2tIbyLC2aqcV9nq+Y8YF9hQW4vL433Nv8rz0e5gwIe5NnsdzqffnGKd+b/FeM7WkQuf1Tke7v2jUZLen8aWfeR5zcNsjmZ7LIgmJ0JecC1/+DXQPWL/tmoj9tpF7X/Jcz7GfMKH0+HU8nQnj/9gRwXfxoZhcxWLxC8328/77CT/55S8HzWtudO77/H/h9k+cGehYv2dMNUW1opFQRhmd2z9xJq+stQy+2z9xJp15vmsj5wjT1uL9eXa2R/OrKiuKoihKE1Hu7GYicChr2yHgGHsfWfudfYXaZiAi19g5mlv27duXvduTjvYoB32UGKvBoGnlpvjfBvKneE2UvDwiKQPf8yhvkK9URr58oaCGtVOAu5D3aLJLbCXf+YN6GFYmruSPhtYzfeh+/mhoPSsTV/rmdPqpNg4MWgbTnXfeyZw5c2hra+OKK67IvtQx9ZrX68Vfnnac777B4eSI4I5PjuSk4TfLun7SGJY8uI3Zq3+WVoy97N/+g+nLHk0fszJxJfcmzyPpKt9w2IzjpvjfZozHjal5BVWHvRYfysmnC4pX3p2fp9JPIdTPgxkm1bRCUNl0ze4MZJAV+94Woj0aSV/Xaz0pGglzy6JZvmV0nBI7r6y9gE+fc1I651OACa3hjBqut148K50f7D7/kgUzSuq7oiiKojQiLYUPycth4NisbccC79j7nNdHs/YVapuBMWYdsA5gzpw5gWLfliyYgfRV3z1ljBV66iiwLjW9nJDHYPObKG1MzYM4dljpW2ljrpIiEnvNtLx9c/fP3Z9O2e/p6cs2iP3OX46HIZ/xuyc1Lee9ciaSHR0dLF++nE2bNhGLjYSG7t+/H+BU4FPAw8DXsHJzz7EP6WYkr/d44EkR+U9jzE9deb1X+7StCu66jNkMJVLc+MDz3PjA8zwzbhrHk3tsJTw88ZThoG2k9w/E0p5INysTVwYqxxFkHGYvPuTzdm8crp7QSrHfywNmIlMld6HngJlIz6ZdY8ZTtWTBDL78wPN5F9aKfW8jYSHuUwQ3GgnTvXBmxvvbt7Wfnk27rOiU9ihLFswI/P6v6To9UDhqqedXFEVRlGagXENyJ/BZ54WITMCapO80xhwUkT8AZwCP2YecYbfJ27bMPgHW6rL5UY5NWnEMwrzhO9Kvb0ssZm3k7oxJb8pYq9pug9OLjal5gSbF+Sar+fDq25AJc4Qo7RzJmcidFXqR4+WAdZ8ms26gl0Hsdf5y67v5G6fTMt53sCaajkdg0aJFAGzZsoU9e0Y8dRs2bAA4aox5EEBEuoH9InKaMeYFrLzezxljDgIHRcTJ6/0prrxen7ZVIWiO5D8OX1LW+++ILHXIfvYWGKvl4DVOssk2fkczny7o9xJya2u6tzejEJQfXbM72fLqAe4rIJIU9L1tj0boXjgzbbhNikYQgYHBuK8R1zW7s6qGXbXPryiKoij1TiBDUkRa7GPDQFhExgEJ4CGgR0QuBh4FVgDbXZPqe4HlIrIFeDfweeBz9r5Cbcuib2s/HydES4BSGYUwWIaUV35h9oR3Y2oeZyVf5LLwE4RJkSTEfclziyqcXohVicvpiXybNkmmtw2ZsKfATnbfgnoAnLqA7omxkwPnZxBXw6tajHHa8zdnFJzY7dy5E2Bw5J7MERFx8nrfwDuvt8v+f05er9MWqJoh2dEe9fQAZrMxNY+/ST3Fn4VG1mK2pN6X8/57GYxAxvt8gliho8SpuDHp7qdfrm/251sNb3c18C8jcqQphaDysabrdOacPCXHawcjnrxxkRCxeP5ntNvbqIaboiiKotQPQT2Sy4GVrtefBlYZY7ptQ/BOYD3wK+CTruNWAt8EXgViwK3GmJ8CGGP2FWhbMn1b+7l5ww4WhlLeyTJFYAzcmzyPT4afpI1kxr5s1VKwJumXhH9Bi1iToxZSXBL+Bc+l3l+xCXlQg83PwxTEA+BVF1DEEk/J9gRm962SoYZB77WzPRpoknn48GEg64MsLq83O3bUN68XuAbgpJPKqx+3ZMEMbnzg+YLHrWq5J8c4+7PQTla13JNeyHByDbMNxqO01jR09MOh3/p677xK11TD210N8hm8zSgEVQg/488rBLV/IEZYhKQx6d+dGjKqKIqiKHVLIEPSGNONlTvmte/ngGfJDmPMEHCl/VNU23Lo2bSLWDzJ3tbCuViF6DfTmB96PsP755CtWgq1y+UqZLD5GQxBPUz5REPc16hFKGShe3WHtBZi4sSJYHnW3dRFXq8fXbM7WfXwznSOoh9+xv9l4SfShqTf+Iwa7zDTaoWO+o0vY/D0rNcih7gS5DN4B4ZLV85tZtTTqCiKoiiNSVNq0ju5SF6qgF61Cv1wJoB++VnZqqWQL5ertqVIyi327VcX0NleCxXNIEweHwkU0uowc+ZMgPHO6+y8XsDJ63XIzus9w6ttGbcQiJUXFq6KE8T4L3YceoWOVqIMh9/4SuG/0OGlqppNeJTdfk4ZkbdSE9PqtUexnkH5yrgoiqIoiqI0Gk1pSDoTtuxJHYyIYRhjhdDdmzwvXTvugJnIATMxo47cxtS8ouqd1UsduXLFSbzqAhpjbYfyDdVycWq/bV3xMU8jMpFIcPToUZLJJMlkkqNHj5JIJLjooosAxonIxXaur19e72QROQ0rr/e79r6HgA/kaVs1ghjKhYx/8K/dd8BMDFSKoVILCH7ja33yvKLOk00ySCHXMgliqkZlGBHreTNFDnNr5G5u/5OXqt43RVEURVGUWtGUhuSSBTOI2Mo4G1Pz0hM6NyIwaMaxMnFl2svxwaF1fHBoXY7Ho5h6Z0G8QrWg3GLfTl3AhAlhjJUbeW/yvHSI5GiqaAapUbdmzRqi0Shr165l/fr1RKNR1qxZw3HHHQfwMvAPwEHgQ+Tm9b6Mldf7FNDjzusFLs7TdlQpZPyD/1helbicZfGr04sq7oUUN5VaQCg0vkqlsz3K5PHVE7UJi/DPnzgzp4ZgJCRMHh9BgP/W+mDOexSVYc5++V+q1i9FURRFUZRaU275j7qka3Ynf//QDuLDSRaGNjPZR0kxqNFTTH5Wv4/YRr+PYVctKiFOkq8u4GipaAYt+t3d3U13d7ff7neMMXO8doxWXm8QOguotzqfVT7F4EJj2S8X1cmH7azgAsJzqfczP/Q8HbKf180Unku9v+hzuHGPjZs37CAWT2bsGxcJcXAwXlZub9KYtHfYt4Zg92XejQ/t8d6uKIqiKIrSgDSlIdm3tZ8jw9YkcmlLr69aYmlGT/7QuXINuEoJ2FRbnKTWKpoCY77odxD11nzGv0OxyrrZwk1eFPtdKlcMyouLz8oUbfEqO7H5obtYLaVf1/GG5xWImXQCHNrtvV1RFEVRFKVJaEpDsmfTrvT//UIwvWrV+RlxxUx6yzHgyplcR0LCKdPG89KbIwJAlS7F4aaWKpqd7VGeXnZu4QObnK7ZnTy45TWefvlATa/rFc7qxllAKGYRpBrqxg88u5s5J09JG3leht7HfvZDxsdKu25QbzjzV8DD10Pc5T2ORK3tiqIoiqIoTUJTGpLu8D+/EMzsWnX5jLhiJ72lGnClTq7dtdaW9+3gvmde8/WbdrZHGRxOFCwlEYRqGqoOgSfvY4T//ENOpZGqk28xpt82GIGiFkGqkWMbTxp6Nu3K67EeH3vd97rt0QhHhhPEkyPfHsGKQSiqnuEse4Hq8dVWOOukEywjclZ91bxUFEVRFEUph6Y0JJ1i1uAfgpldqy6fEVcrYZmg1xHg92sv8Dx2TdfpzDl5Ckse3EY8lWlOuust5guRnHvqFHbufYeBWH5jMxISEDIm3tn9NK7fXrhz17wYF2lKPaiSqcQCQLH4Lcb0m2nMG74DgM2t1xe1CFKtHNu9eXJIAYhOhliuRzfUfgLPf/lj9G3t9899LIZZi9VwVBRFURSlqWlKQ9JdAmBjah5nJV/MECB5MPmRHC9JPiOuVsIyQa9TqB5dz6ZdOUYkjHhsnl52LltePcD6Z17LOebT55zEmq7TASvXNFu0JNtD41xv70CMSdEIIjAwGPedhHtN1CFXHMXh4GCcmzfsAIKVwGhm+rb2j8p1g+TDFrvYUq0c27zfje29MOTh0Q23psNO8+Y+KoqiKIqiKGma0pB0q1suDG3mkvAvaBGr/EYLKS4J/yKtEOl4HFOECHmU6HBy/2ohLBPkOgIFQz3zeWWcfY7nMp/3pWfTrhzjzjEi3TmLxUy8803Uezbt8lQljcWTBUMWxwLu3N9aEiQfNugiyKfPOYknX9jHxoHcc/73VHk5tm6PuyePr4aUh0e3daJ6DxVFURRFUYqkKQ1Jt7qlX8jqypZ7icpwel+IFMZk1pt0jLhaCMu0RyM8lvjzgte57JyTChpUHXnKRLg9NoW8L34GacHwwRJw+jJ92aOeYbDVuGajUe33IJ9YTqF82KCLLWu6Tk97ujfGR84ZjYS55eLT+XOge+POgmHV7VGrVqRz3OTxEVZeODP/d8Ov/EbsYN5rKYqiKIqiKLk0pSHZNbszbUj61b2bIodzyoKIWIXRQ5jc+nplCMtEIyFAPEM3wfKkdC+cCUDPplbmDXhfpz0aSYed5mPJghkFcySD4GeQFgqtLYfRuGajkG+BoFzKLccRZLHFXToD/Oswds3uTIdA9w/EcnJso5Ew3QsLGI1eaFkORVEURVGUitGUhqSbJCFaPEJW/QhheO/QfRXtw7hImJUXzvScGGd7UpxJtFdBdcfYLIRzLrdnJ5DHJoslC2Z49qOaKqqjcc1Gweu9qRRBFIOjkRBD8ZTntykkcOyfXsqWk7/k6VHM/gwLecPd+ysmgKNlORRFURRFUSpG0xuSXnmP+ai0gA5Y4jPFiHgU8tgEPUe5OYWV6EcjXLNR8FogqBSFxHKikTC3LDo95/peCxRuj2IlPsOKCeBoWQ5FURRFUZSK0fSGZL46klGGKyag0x6NMKGtpWJhmfWiHjka/aiXe69HnPfmlGWPlnwOJ8Q0SL3VvWZqTg3FIJ9N3X6GWpZDURRFURSlIjR9kb7bEosZNK0Z25w6ksviV7MnNY2UEfakprEsfnXJAjrdC2eyZMEMopFwxnYNy1SqgSM2Uwp7B2I5Y/Xx1JkYD5WjE/70r3l62bn1aRQqSh3Tt7WfuWufYPqyR5m79olRK9+jKIqiKNWi6T2ShURAShXQcTP31Ck5ZTM0LFOpJt0LZ3oKKgWhoz2aE0K8oGUb4nXwSz8rr6OKMgbp29rPkh9sI560vp/9AzGW/GAboPVwFUVRlOah6Q1JKE9xFazajb9fewEAy/t28P1f7SZpDGERPvWhEzOUVOs2pE9pKtyGYDFKrm7l3oyx2n2ZdwO/khlKQyEiU4DvAB8D9gM3G2PuH91eNS+rHt6ZNiId4knDqod36t8HRVEUpWloWkMyu2RAObhzHNd0nR6oBIeiVBvHEJy79glPY7KoWotaGqPZ+VdgGHg3cCbwqIhsM8bsHN1uNScHB73FsPy2K4qiKEoj0rSGZKWMSM1xVOodv5IpRdVa1NIYTYuITAAuBj5gjDkMbBaRjcBngGWj2jlFURRFURqWphXb6SxBKbWzPcqnzzmJzvYoYr++ZdHpGoqk1DVdszu5ZdHp5Y3bWYvhwjtg0omAWL8vvEMVTpuD9wNJY8yLrm3bgGCFaZWi8RPDKkckS1EURVHqjab1SC5ZMCOQGIlTH0+NRaWRqUhurpbGaFYmAoeyth0Cjsk+UESuAa4BOOmkk6rfsybFSwwrEhK6F6rtriiKojQPTeuR7JrdSc8lZ2SsAE8eH1GPo6IoY43DwLFZ244F3sk+0Bizzhgzxxgz57jjjqtJ55oR5++P+29NzyVn6N8aRVEUpaloWo8kqIKqoigK8CLQIiLvM8a8ZG87A1ChnSqif38URVGUZqdpPZKKoigKGGOOABuA1SIyQUTmAn8NfG90e6YoiqIoSiOjhqSiKErzcx0QBd4Evg98QUt/KIqiKIpSDmJMpQpl1AYR2Qe8WkSTaVgFuKuNXqf+r+Vc52RjTM0SwPKM2VLvu5bttI+VaVfutWo6ZqGkZ60Xlfpu63lqc65K9meGMSZH0ElRFEVpHhrOkCwWEdlijJmj16nP69TyWrW8pyCU2p9attM+VqZdrftYL1Sq/3qe2pyr3vqjKIqi1Dca2qooiqIoiqIoiqIUhRqSiqIoiqIoiqIoSlGMBUNynV6nrq9Ty2vV8p6CUGp/atlO+1iZdrXuY71Qqf7reWpzrnrrj6IoilLHNH2OpKIoiqIoiqIoilJZxoJHUlEURVEURVEURakgakgqiqIoiqIoiqIoRdEwhqSItInId0TkVRF5R0S2isj5rv3zReQFERkUkSdF5GTXvsUi8r/tff+edd5pIvK0iLwlIgMi8oyIPFzp62Rd87MiYkTkl9W4jn3uIyJy2P7ZVaXrhEVkjYjstc/9loi8VuHP589c9+H8GBHZV4X7OVdEfi0ib4vI70TkulLGnD1WnxCRo3Zf3/FoZ+yfhP1Z3Z2vnd3mNVe7pN3uHruPA659wyKy2G73dyIy5No3aL+H94jIZvs8RkRSIvIvdptWEXlKROKu8x227/9dIvJ/7eOddnfb7c4UkRdd+5x2z4vIs65rOZ9fi93uGtc9D4nIfvvenxeRX9jncdodFJEbPNql7Htz+viLrHtbb7dZJyJveLz/RkR2uu7ZiMibWX10v48xGRmLe13bUyLykKvdba59TjsjIheLNR632f1M2v26wX4fd7k+50HXtT4jIv/T7tubItLtGlfr7HYpEbkia2x/VkSeE2ts77H71SKVe64+5XceGXne/aHAeY7a+xP2/50x57yvJutnfwnnOeoaF4kS+3OBWOM3u09+/YnZ70lCrDF0xHWe78nIuEoV6I/XeV60tyc83p/DBc4zaPd5r/3/pH1e97n25OnT83afk2KNrTNd+38lmd+/hIjsyH7muo4/xb7GoFjj7TzXvg+IyCa7r5qLoyiKUk8YYxriB5gAdAOnYBnAHwfesV9PAw4BlwDjgB7gGVfb84DFwArg37POOw6YYZ9TgE8AMeDUSl7Hdcxk4AVgJ7Cx0vdj7zfAH1XzfbP3rwGeAE62r3OX672s6PvmOvavgCHgGk/lgAAADwJJREFUjys8DiJ222vtcXA2cBj4ZrHvnf1e3At8EVgJ7PBoZ4A/CdhuNvA2cMRudw+wF3jGbvOv9jn/EbgfSAAfAd5vH//f7d/bgHdc13rd/vxWAS/ax3wSeA/Wd+Df7fd6o32tDwBTgOeAtXa7XUAKuAHYbbd7CHjJ7vuv7PfyTuDzWN+vXvtaX7OvlQK+C9wGHLCv2Wq3e9C+9x+43o/5rnbbgKeAp+12Z9p9/L/Ar+1rvGAf+3fAUvtzfdnuTw/wn/Z5fwKsBi4Ffmj38dasPh4LPG5f6zy73Ub73CuxvtcJj3tz2g3bbSYAi+zP7Qf2PRwDzAJeBb4MtAHX26+da33Pfk/GY42nl4HP2Z/pF+33ZgtwRdb4/gLwZ/b72ml/hsuo3PPhFz7nmYU1FpJY3yW/81wFHLU/izXAt7HG3Mftz+HPs/rze+DREs5zk+uYnSX2Z+j/tXemsVZVVxz/bRBkeCJKcUCh4qzPoRqr1gHQqlXUVINpHWpxwCEOqK2trdo4tLExKS21rdaoVbSIVmstmgh+UQaVaqyCQpywFq0gIPrgAj4Rdj/81+Zujvc+7oV7QZL1T3bee+ecNe29zj5r7ekBzyNfazOe71XR5wzgU2unX1od/Rc4xfhMB64DlgEfA1tW0acjPnl7ldA7OAWY2gGfd9C36CngA+RrJ6E+5irUp0TgB1Xq6HhggdFPouynXancl64E/tRBv/4C8FugOzDMdOxr9/aw9vguEDd2LOLFixcvXsployuwXsrDDPvoXAg8n13vaR/TPQvPj6CDRAUFQCfbB3SbZsgB/gxcgoL0Ec2whyyRbFa9WRBSAnbZUO1jz9wL3NsEe7a1euuRXXsJOKMRsop0qY1qpLsDBZCJbl+j+QzYEyWPv8zoSibrAWBx5hMH288TgBb7vW8m62MUFF6IEsASMBcFjR3puNCe/ySj2wUllu0V6K5AydYEYLQ9k/xpH5R8jbBnbzE7ivU4GiVlSVbPAt1CFMAmurkoKUj1PxU4x+i+AB6rYFu7+UDSMWRtvcp43FugmYoC+wlV6CIwtZJtdu044H+Jxq7NAZ5Gvr8Q+GZ271pgSkH3qRQSyQrv0Y+AJ5r53hqficBYlFiMqMbHZL2T1cPqZ6zOLs3abrC1e9/14FPxmRr4HIySoktq1Oc49F48m12bA5xW4DMTeK8DfarxOb7QXvPRQMNKNFBVM59C278OrKzW9pT9NPfdpM8afSlKciMwsoq/7Y7eky2ya1OAiwvP7Yonkl68ePHylSqbzNLWIkII26IP0EygFY3sAhBjXIoC79Y6+M1Agfl44O4Y4/xGywkhHAwchJLJptoDTA4hzAshPBZC2KkJcvZFAfhpJuetEMKlTbSHEEIPFICNabScGONHwDjg3KAlu99CM61TGyCrSxW6yUbzOTCkA7qeaKYg0U0ENkPJzBDgUNPvNTT72BPNMuyDgruEx+3n78020IxBkrUlCoZbUeL1BZr5ehANsvy4io5bo+C0LaM7zXh1TnQhhDNDCItRgtUZJcgHAB9R9qcTje8o86dD0Szlz4DDTLdFRvdJJms2ClbPz3TLbfsamolbo92MJgCvFuzqhWZXXkk6xhiVkautl6KkYkyyDfgDcDhK0u8o0pksUNJB0bYQwhNGPyOjAQX1gyj7fcjuBdTO9WIQ8sc10Kj3yfjsgep8IWWbq/FpRT5bfOYwu3QD8DtgO5QMPhpjXLAefLZEM2316nMqehd2Nj57A7+uVR/DDGBogc/X0Yx0TfpkfA6h3F77A73RQMaUGOOsOvi0Zm0/G7VdewX7WzM+MyrxKfalaLBjBVqpUAmtwLsxxiXZtenU+X1wOBwOx4bHJplIhhC6oFHuMTHGN1Dg1lZ4rA37MNeCGON+KHg8E0seGinHPqi3A5fHGFc12Z7BaBR4T7QE8smg/VCNlLMjCsZ2BwaiYP7GEMKxzWgfwzAUlE6CptTbOLRMrx2NiF8XY3x/PWV1RsFmkS5vo2XA9cH21RXpUBAWC3QvowT0etQWZ6Nlo3PRgMhIlASm4CzRlYzfw2g56C9QwpQSuc6mYyfUvpuh5a6zgO+HEI4t6HggSuimoVmQRLc7SlwXJLoY44NAHxSQltDsZYv9nvvTx2bfjfb3cLQcdinlpYYtZkfug23AgabjBJSgdUeJ1jKUOBTbbZjxWZ1wW1tfjRL1azMdc0SjmwRgtl2JluH+u2BbLmsVah/M5uHAQ1Z//0GzpEW/6o1mgyYlu0IIW4QQdgXOQ+1cM0II56IBrd8Urjfkfcr4LEbLh1uQb3TEpwW1UY7FaBBiPKqrx4wuzbavD59lwL7ZO1crn7Pt963QzN8/0YBA2v9Xic/yCnzSgEniMwXonb1ftfIZTrm9Wk3nQWg5da182tB7NBb1N/si315R4bnEa22+kfelFwBjU19aAY36PjgcDodjA2OTSyRDCJ1QEPE5cJldLqEkMEcvykF0TYgxfhZjHIcCtW80WM4laKbhhfxiM+yJMU6OMX4eY/wULSMciJKSRspJwcjNMcblMcYZKCAe2mh7MgwH7o8xxkbXWwhhT5Rc/RAlVq3AT+1AjHWSZXTno+RhDbpCGy1EM2Z7hRAGhBBKaNCht9GV0MzTajo069hmdO0oOJ4O7Gb6D0VBZZrlSHRd0L6mgWg/4F5oP9QWqD/4wOR1MX0Xm92boQGWoWZb2j/aDe2tajP6RHez6Uiis/pYZrJ7oqWaJcrL5hLd5iixe8h+/wdwjdXHQDS79JnZCeaDpuNs03EkWqZ+m7XLA5ltebsNN92XZG22HO1vBCVpScccPYC308yh0d1uvFsLtuWyvkD7vzA5PVHSejhwNzAAzfDm2A14yWSNNLo2tD+1P9rrWhNCCKeg/a0nxBgXZtcb8j5lfLYHnrT+roQGHdIzA1DydYf5UZLVvcBnb9TOp5nvLkKDDAGYv5583kW+u1edfNIs3c2oDXagPBBCzsf4lkxOzmcwqueczwo0UDK0Tj7tlNtrZzSQtB3ad7tWPoZe6F1JbT8c7XdcPfNt9ZJ4JT4VfaPQlx6F3vkjQwgnGq+ZoXxw2pEd8cLhcDgcX2lsUolkCCEA96A9GMNijGnENC3rSc/1RPumvrR0q0Z0QUsEGynn28Cptgx0HgqGRxlts+2JKGBppJy0rCkWrh/XYDmJpj9axnl/k/xgH+DNGOPEGOOqGOOb6PCME9ZFVqZjL2BmDXQrUeD2PpqheBstT1thND0SXUazjdG9ZXUzFQWCrxj711FikmT1RYnZM6jd5pm8N9GMyKPAiyZvm6xuupm8RZltr5rsFy1ZmIkSvUQXTd+tEp3VR9LxTaCf6bodZX9Ks4ZpSfEClGS9bTome6abPIBoddKCAmnQLOlfM9sWZ7al+t/a6q0XMNPsmoAS/1tR/c9JOtp9Qgi7o8To4aw+7sl0HJHbFoTkv10y22agpOsyo0tLDlszWf3RYME4gBjjohjjWTHGTjHGzmhW8XlqQAjheOAu4OQY42vZ9Ya8TwU+s4FTrK87ByWWo0IIf0TJYDtwQIyxJZPVP+MzBg1unFfQ5yCUjIf15NM/qV0nn5F2P2b6vJHVz2o+5jszsSQzq58+6MCcnM/OhXqulc81McYV5ic7IF95LMZYWhufjNdRKBYYht7FIcin0kANqE0Tr8RnP9bEfnZ9dV+Kksm/A0+ivpQYY6vp0xJjnJLsDyHkM5D7s+7fO4fD4XBsKDRqs+WGKGhv4TSgpXC9L+UlT91QEJifMNfZrl+M9qV1A7rYvUOBI9BHszua+fgcLa1rpJze6COdyvNWXmqwnFZ0mmBaojgazYD8q5Fy7P5kdJrh5mhmazlaethQOfbMtcDkJvrBLmhk/GgUXO6CDtuYtI6y7rQ6vyKXZXRL0FK7Huikwrko4elShW57lAgtR/45Ci1ZTnST0IzLgcDlKPkaa74Q0SmvR1A+CGe00T2CTvi8CgXDC01Wsm2WPf8ISnrmowGRdProLZmOPSif2joLLZtty+heRe9UH7RkdSnaqzkAJW5/QQnWByhg3c/oXkCJw60o2brNnutndHONNumUdBxn8q5Eyw4XouC0n+n1Blp6+z7lU3PHo5mhk1jTR3Ide6GEcRXQ1egmoeWsV1h9zrI67pfR3YSS2/aM7hi79qvMtufQbNAV6L0ab23bNfPTPsiXTzC7Wu1eV9P3ObScsBvQye4djRKmQU3sV++ivKQ37+9arQ3vQwMNlfjsSNl30qnEL7Jmf3YI8uePTMa68En7jr+wtujDl08krcqn0O8dZPosQYfMVNJnC6v3d1Dy9x6abe+a8RmIZu1WopnBSvpU5ZP1j9NMnxs6aK+cTy/0LrUDW9kz1yFfPB357ulGU+TVDfnpw/b8lZRPbU196fHo23OWybugg2/7NDQo0g3tQ81PbQ12fW+zrxuw+caOR7x48eLFS9x0Ekl0GEFEQVUpK2fZ/WNQcJj+bcFOGe05RpuX++zeYOzfIqCZk2nNkFPBnheaZM/RKElYioLqic2yB42ATzB+c5pZb0Z7frP8wO5/D83iLUEJzR3rIivTsVhSInw1Ct4iSn6eRssXq9KZrI+yayuMbrD9vbKSbcBPKO+xjMjHH8/oquk4r8K9azvQ8UN0uMxbKABNOs0Bfl6FJul4kdVxRAH+crT0sBpdSvxyuoiSyovWUo/PVrh+egc0lXRcBYxeS1tPraDjZ8DQtfjj36weX6Z8Mu9NBR/9ECUerwLfye5Vsm2I3XvG6jb346do/Pu0sgqf6dY+tfKJqA9bTnlfaQkltrPXg8+KCvfn1cGnRPngq3Yr8+rUZ1nGZ3aF+5/WyaeEfOJO1EfU017RbEh8VlW4v7JGXuMLfvq+8fsAJaKdOvi+72QylqPv1zGFe0VZ723smMSLFy9evMTVx9I7HA6Hw+FwOBwOh8NREzapPZIOh8PhcDgcDofD4dj48ETS4XA4HA6Hw+FwOBx1wRNJh8PhcDgcDofD4XDUBU8kHQ6Hw+FwOBwOh8NRFzyRdDgcDofD4XA4HA5HXfBE0uFwOBwOh8PhcDgcdcETSYfD4XA4HA6Hw+Fw1AVPJB0Oh8PhcDgcDofDURc8kXQ4HA6Hw+FwOBwOR134P9dP2C+ZEBrCAAAAAElFTkSuQmCC\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot_store_transactions_type('D')" ] }, { "cell_type": "code", "execution_count": 123, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot_store_transactions_type('E')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Propuesta de Clúster\n", "\n", "En este apartado se propone una nueva clasificación de las 54 tiendas" ] }, { "cell_type": "code", "execution_count": 125, "metadata": {}, "outputs": [], "source": [ "Means1=sales.groupby(['store_nbr','dayoff']).transactions.agg(['mean','std']).unstack(level=1)\n", "Means2=sales.groupby(['store_nbr','day']).transactions.agg(['mean','std']).unstack(level=1)\n", "sales_by_store=sales.groupby(['store_nbr']).transactions.sum()/sales.groupby(['store_nbr']).transactions.count()\n", "sales['normalized']=[v/sales_by_store[s] for (s,v) in zip(sales.store_nbr,sales.transactions)]\n", "Means1_norm=sales.groupby(['store_nbr','dayoff']).normalized.agg(['mean','std']).unstack(level=1)\n", "Means2_norm=sales.groupby(['store_nbr','day']).normalized.agg(['mean','std']).unstack(level=1)" ] }, { "cell_type": "code", "execution_count": 126, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(12,16))\n", "plt.subplot(2,2,1)\n", "plt.scatter(Means1.iloc[:,0],Means1.iloc[:,1])\n", "plt.xlabel('Means of working days')\n", "plt.ylabel('Means of holidays')\n", "plt.plot([0,5000],[0,5000])\n", "plt.title('Comparing mean by type of day')\n", "plt.subplot(2,2,2)\n", "plt.scatter(Means1.iloc[:,2],Means1.iloc[:,3])\n", "plt.xlabel('Standard dev. of working days')\n", "plt.ylabel('Standard dev. of holidays')\n", "plt.plot([0,1000],[0,1000])\n", "plt.title('Comparing std by type of day');\n", "plt.subplot(2,2,3)\n", "plt.scatter(Means1.iloc[:,0],Means1.iloc[:,2])\n", "plt.xlabel('Means of working days')\n", "plt.ylabel('Standard dev. of working days')\n", "plt.plot([0,5000],[0,500])\n", "plt.title('Comparing mand and std for working days')\n", "plt.subplot(2,2,4)\n", "plt.scatter(Means1.iloc[:,1],Means1.iloc[:,3])\n", "plt.xlabel('Means of holidays days')\n", "plt.ylabel('Standard dev. of holidays')\n", "plt.plot([0,5000],[0,1000]);\n", "plt.title('Comparing mand and std for holidays');" ] }, { "cell_type": "code", "execution_count": 193, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(12,6))\n", "plt.subplot(1,2,1)\n", "seaborn.heatmap(Means2.iloc[:,0:7],cmap='Purples');\n", "plt.subplot(1,2,2)\n", "seaborn.heatmap(Means2.iloc[:,7:14],cmap='Purples');" ] }, { "cell_type": "code", "execution_count": 128, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(12,16))\n", "plt.subplot(2,2,1)\n", "plt.scatter(Means1_norm.iloc[:,0],Means1_norm.iloc[:,1])\n", "plt.xlabel('Means of working days')\n", "plt.ylabel('Means of holidays')\n", "plt.title('Comparing mean by type of day')\n", "plt.subplot(2,2,2)\n", "plt.scatter(Means1_norm.iloc[:,2],Means1_norm.iloc[:,3])\n", "plt.xlabel('Standard dev. of working days')\n", "plt.ylabel('Standard dev. of holidays')\n", "plt.title('Comparing std by type of day');\n", "plt.subplot(2,2,3)\n", "plt.scatter(Means1_norm.iloc[:,0],Means1_norm.iloc[:,2])\n", "plt.xlabel('Means of working days')\n", "plt.ylabel('Standard dev. of working days')\n", "plt.title('Comparing mand and std for working days')\n", "plt.subplot(2,2,4)\n", "plt.scatter(Means1_norm.iloc[:,1],Means1_norm.iloc[:,3])\n", "plt.xlabel('Means of holidays days')\n", "plt.ylabel('Standard dev. of holidays')\n", "plt.title('Comparing mand and std for holidays');" ] }, { "cell_type": "code", "execution_count": 194, "metadata": {}, "outputs": [ { "data": { "image/png": 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pZ2ZmZmbWtbqup/rWm+4puwQADjpsZdkl1M2bl863cefOdFb/GNo+UnYJdcuXpbESycjIWNklPEI788jlLoGuMKc/nW/UggXpZOXcRF6XbUPpZPbwcDr5dNhhy8ouoe7nP3+47BJyUYXMTidhzMxaUYGPEs3MekYFMrvUvxskrZJ0rKR0Fn02s65Qhd25UuPMNrPZKiKzJb1R0npJuyWtm+HcP5f0S0lbJF0oaaB2+96SLpJ0T+3YNyWd0MzzF9aolvQbkm6UNCTpbyU9F/gx8C3g55KOnua+a2ov0vqvff2zRZVsZgnTHLV1senlldk/uPmLhdVsZukqKLPvAd4JTLcjLJJOJltr/xnAocBj+NWKRouB7wLHAyuAjwKXS1o805MX2VP9AeC/gLcC7wAOBvYCBoGLgX+c6o4RsTYiVkfE6hOf8uIiajUzq7pcMvsJj392EbWamRERF0fEZ4GHZjj1dOCCiLglIjaTZdwra4/x84h4f0TcGxFjEbEWmAf82kzPX+SY6uOBk8m2t/1n4KMREcCopLOA2wqsxcy6ncdwdJoz28zy02ZmS1oDrGm4aW2twTsbRwGfa7h+I7CPpJUR8YgGuaTjyBrVP53pQYtsVKshkLdHxM6GY0PAgmYe5HHHHtCR4lq1e/do2SXUrVjR1EtXiO3b05n7untXOt+jJUvSGIK6efOuskvIjdvUHZdLZs9JaKjN1q3prHSRitHhdHJyz+ieskuo23Drg2WXUNc3t6/sEnLRbmbXGtCzbURPtBjY0nB9/OslNPRySxoE/hs4NyIaz59UkS2gn0k6OCLuiIjlE44dA9xdYC1m1uU8LrrjnNlmlpvEMnuIbCjbuPGvt43fIGkB8Hng2xHx7mYetMgx1a8AplpscRXwtgJrMTOz6TmzzaxX3QIc23D9WOC+8aEftZVAPkvWefCnzT5oYY3qiLg1IrZOcfha4HFF1WJmPcBr6nWUM9vMclVAZkvqlzSfbC5In6T5kiYblfEx4NWSHidpOXAWsK72GHOBTwM7gVdERNPjklLZ36YfOLvsIsyse7hNXSpntpm1pKDMPousMXwm8Me1r8+SdHBtedCDASLii8B7yToINtYu45n2JOD5wLOAh2v3G5L0lJmevLAx1ZKmWzMwndltZtYVEhuf13Oc2WaWpyIyOyLOAc6Z4vAj1pmOiPcD75/kMb4KzKrYIoPxVOACYNMkx5qe2rpjexqztwfmp/Oesmcsyi6hbungQNkl1A0l1Ojaui2Nn9teInc3d1oumb1ry+7cCmrX4KqFZZdQNzw8VnYJABx08NKyS6jbnchrAhDpvK2ydWs6v0PtqEJmF9kyvBm4MiIunXigNv7lzAJrMTObkaQ3km0I8Hjgooh45RTnHQ38E9nazisjQhOOfwX4bWB8/bK7I2LGjQRK5sw2M2tBkWOq103zfCP8antIM7OZqc1Lc5ra8pYswz4JvHqac94YEYtrl9Qb1ODMNrM8FZPZpSqspzoizp/m2BgOaDNrQUHj8y4GkLQaOHCa834C/ETSYzteVEGc2WaWpyrMg0ll9Q8zs5ZIaveyRtL6hsuamZ+1Le+W9KCkb0p6aoefy8wsKe1mdjdIZ7admVkr2uz1yHnL25m8FfgRMAz8EfB5ScdFxM8Ken4zs3JVoKe66xrVDz0wVHYJAOx7QDozpkdG0pkx3d+fzocf++67eOaTCjI21vTa8R21J40yKicivtNw9aOSTgGeC3ywpJIKs/fhE3c4N4DBRFZK2rMnnWUu+vvSef9Iye6dI2WXYE3quka1mRl0/QYuQddMvTEza1+XZ3ZT3Kg2s65UxBi72va2/TRseQuMRsTohPMEDADzatfnAxERuyUtA04Avkq2pN4fAicCb+n4P8DMLBHdMi66HaV91iLp1yT9We1y5Azn1icUXXX1Z4oq0cxSNkftXZrT1Ja3wCG1Y7fUru8EflL7ei7ZsnwPAA8Cfwa8uLZiSNeYbWZ/5/rLiirRzFJWTGaXqrBGtaSvSHpC7euXAOuB36tdvivphVPdNyLWRsTqiFj9zGe8tJiCzazyIuKciNCEyzkRcUdtvek7aufdPsl5h9aOPRARvxkRSyJiWUT8dkR8udR/WBPyyuwTfuv5xRRsZlayIod/HAvcUPv6bOB5EfE1AElPBv4TeNTOXWZmk6nAJ4llc2abWW6qkNlFNqpHgeXAJmB/4LqGY98m+/h0RgsXz8u/slnYtnVX2SXU7RlLYxY5wNKl88suoW737tGZTyrIwEAa0xfm9vdOqlVhI4GS5ZLZKa0uMbgknazca580Vid68P40VtQCmJPQ7/TYWDo/t8tXLiy7hFxUIbOLHFP9KeDfJC0G/hv4W2XmkI1XvLnAWsys20ntXWwmzmwzy08FMrvI7rO/BD4M3AVsBB4P/H3t2B3Aiwusxcy6XBVmkpfMmW1mualCZhfWqI6IncAf12aNnwAcSDZD/ibgaxOXqDIzs/I4s83MWlP4QM+I2ABsaLxNUp+kt0fEeUXXY2bdSd58rRDObDPLQxUyO5V/Yj/Z7HIzs6ZIautibXFmm1lLqpDZhfVUS7owjzqWr1iUQzXtW7VyQdkl1A3MS2NlCYBdCa24sWtXOrUsXDC37BIAGB4ZK7uE/HRJyHarvDJ7eHhPDtXkI6UVgbYP7S67BABGRtP5/iyYn8572ZataXx/AB7+ZTortLSlApld5E/wqcAFZMszTdRXYB1m1gOq8FFiyZzZZpabKmR2kY3qm4ErI+JRmwVImk+2RJOZmaXBmW1m1oIiG9XrmHoM9whwbnGlmFm365Yxdl1sHc5sM8tJFTK7yCX1zp/m2BgOaDNrRQV25yqTM9vMclWBzE5nVoCZWQuq0OthZtYrqpDZXdeovveuh8suAYCRhFZRWDo4UHYJdTsTWnGjry+dX+BUZtj3zanATBFLymhKK24k9OM/P5GVLrYmtMrF8O503ldHE8lsgIUr0lltzKaXxm+1mVmLKtDpYWbWM6qQ2W5Um1l3qsD4PDOznlGBzC68US3pMOBoYCFwF/DDiNhSdB1m1t2qMD4vBc5sM8tDFTK7sBFmkvaT9BXgZ8DngI8DlwF3SXqHpnm1Ja2RtF7S+quu+nQxBZtZ0qT2Lja9vDL7+zdcUUzBZpa0KmR2kdM2LgB+BBwAHFS7/o/AE4HfBd4x1R0jYm1ErI6I1c985h8UUauZWdXlktlPPO65RdRqZla6Iod//C7wwogYBZD0FuAXEfEeSacD3wbOmulB7rh9c2erbNLmh3aUXULdQCKzyAEWLJxbdgl1hx2+quwS6u795VDZJQBw2CHLyi4hPxUYn1eyXDJ73/2XdLbKFixJaKWk/Q9eXnYJAMSeKLuEug0/uq/sEup+8ZW7yi6hbv/j9iu7hHxUILOLbI3dBzwW+HHt+uHAVoCIuENSOslrZsmrwvi8kjmzzSw3VcjsIhvV7wG+KumTgID/A5wNIOko4OcF1mJmXU4V6PUomTPbzHJThcwucpvy/5J0G/B8soD+o4i4pnb4p8CJRdViZj2g9/O5VM5sM8tVBTK70MG4EfFV4KuTHBoF3gycV2Q9ZmY2NWe2mVnzUtm0tZ/ax4pmZs2Q1NbF2uLMNrOWVCGzC+uplnRhHnUceHAaqxc89MD2skuo+/Uj9iq7hLrdu0bLLqFuMKGZ/ruHx8ouAYClS+eXXUJuqjA+r0x5ZXZKK26ktDrRwEAaqzbddfumskuoO/6Eg8suoS6ln9sDDkljpZh2VSGzi/ytPpVsndPJfoP7CqzDzHpAt/RcdDFntpnlpgqZXWSj+mbgyoi4dOIBSfOBMwusxczMpufMNjNrQZGN6nVMPYZ7BDi3uFLMrOv1fqdH2dbhzDazvFQgs4tcUu/8aY6N4YA2sxZU4aPEMjmzzSxPVcjsNGZKmJm1qAL5bGbWM6qQ2V3XqN65Y7jsEgBYtfeiskuoi4iyS6hbMjiv7BLqBpekM3t7aHsaP7dbtuwqu4RHWLho9j8vVQjoXnDvvdvKLqHuir+7tuwS6g793QPLLgGAkZ3prNh00O+k8ZoA9M1NZy7uTzc8VHYJdU9/2uGzvm8VMjuVdarNzMzMzLpW1/VUm5lBNcbnmZn1iipkdiE91ZL2lfQFSVskXSfpSROOby2iDjPrHVJ7F5uaM9vM8lZEZktaIekSSdslbZR06hTnLZP0UUn31y7nTDj+JEnXS9om6SZJv9vM8xc1/OMDwD3AU4FPAp+f8A+d9uWStEbSeknrv/LVSzpXpZl1jSpseVui3DL7O9df1rkqzaxrFJTZ5wPDwD7Ay4EPSTpqkvP+GVgIHAr8FnCapFfV6lwBXAq8D1gGvJcsA2fc2rKo4R9PBQ6JiF3ADyRdA1whaVFEfBiYdqZdRKwF1gKsu+D6dGblmVlp3C7uqKeSU2a/993XOrPNrOOZLWkR8FLg6IgYAr4h6VLgNB69WdULgOdExA7gdkkXAGcAHwGeBNwXEZ+qnfs/kt4OvIRsl9kpFdWo7m98roi4SdJTgS9LGmzlgX77yYfmW9kszZuXzsxgJbSiel9fOrUMj4yVXUJdf38ac4KHh9N5TSxpuWX2pnvSWf3jhe95Rtkl1A0MpPEesnVbGisTASwdTGfFpk2bd5ZdQl0q7x9lk7QGWNNw09raH/DjjgTGImJDw203AidN9ZATvj664euJjZnG41MqqlH9PeBk4DPjN0TET2shfTWQzvp0ZtYVPISjo5zZZpardjO78ROwKSwGtky4bQuwZJJzvwicKel0sqEiZ5ANBwG4Dthf0inAp4FTgcMbjk+pqD9/3gZsn3hjRGwk+wvCO3OZWUs8UbGjnNlmlqsCMnsImPhJ2iAw2cdlbwJ2ArcBnwMuAu4CiIiHgBcBfwHcBzwbuGr8+HQKaVRHxHeAH0n6fUlHTjh2N9k/ysysaWrzP5uaM9vM8lZAZm8A+iUd0XDbscAtE0+MiE0R8fKI2DcijiJrD1/fcPyrEfGbEbGCbEz2rzUen0pLjWpJs2qES3o28EPgHOAGSf8uqXFA2X/O5nHNzGxqzmwzq4qI2A5cDJwnaZGkJ5P1OP/3xHMlHS5ppaQ+Sc8hG6v9zobjT5A0tzaH5P8Cd0XElTPV0HTg1gJ1u6TZzCT4B+CUiDgWOAw4AvicpPE9it1tZGYt8fCP6TmzzSwlBWX264EFwP1kQzpeFxG3SHqKpKGG844HbiYbGvJu4OUR0dij/TfAg8CdwH7A7zfz5E1PVIyIMUkbgJVk65e24rERcXntce6r/VXwP2RLNL2wlQcaGkpjpvJBBy4tu4S60dE9ZZdQt3t4tOwS6lJ6XRYumFt2CQD09fXOLPIqNIzbkUpmD+6dzpzGRYvS+D0EWLwkjZUuUsqEpcvml11C3f33P2pKQWmGd6bzvtqOIjI7IjYBL57k9q+TTWQcv/5JsjX4p3qcU2bz/K2u/vFx4DJJHyAbsF1ffzQirpnmfpslHRQRd9bOHa3NqryAbPB3GmsLmVnX8OofTXFmm1kSqpDZrTaqX1f7/zkTbg/gMdPc7yrgVcB59TtEBHCGpP8AfrvFOsys4iqQz3lwZptZEqqQ2S01qiPisFk+z+uneq6IeK2kd83ycc3MbArObDOz4rS8+Utt8stvA/sDdwPfiYhpt2mLiGGyvdinOn5Hq3WYWcVVodsjB85sM0tCBTK71SX1jiFbn/RTwF+T7TRzm6TjOlCbmdmUiphJLumNktZL2i1p3TTnHS3pSkkPSopJjq+QdImk7ZI2Sjp11v/wFjizzSwVVVixqdWe6guB84H3R0QoG3X+52STV47Pu7jJXP2lNPYcuOkzPyq7hLpTzn162SXUHXnkqrJLqNt378Uzn1SQRYvTmOm/c0caq+fkoaBJL/eQrV16MtkyTVMZIZtJ/u/AZyc5fj5Zz+8+wHHA5ZJunLCEUyeUntk7Ht5VxNM05f6fPFh2CXXLH7Oi7BIAuPkTPyy7hLqj/89RZZdQd9IzHlt2CXVbt+wsu4RcVGGiYqtr6RwJ/Ettwsr4xJUPkK1hambWUyLi4oj4LPDQDOf9JCIuYJKduyQtAl4KvC0ihiLiG8ClZLt0dZoz28ysIK02qq8AJq5R+gLg8lZVI1HvAAAgAElEQVSfWNJiSUtavZ+ZGbT/UaKkNbWhHeOXNR0q9UhgLCI2NNx2I1BEt5wz28yS4OEfgKT/5ldrm/YBn5D0PbJdZg4i+wjxczM8xt9HxD/Uvl5Jtnbqs4CQdC1wakTcP+t/hZlVTrsfJUbEWmBtPtVMazGwZcJtW4CONFCd2WaWIg//yPwU+Fnt8kPgXcCVwI9q/38Xk3zkOcFbG75+H9m2kPuRzUZ/EHjvdHdu7FH6zvWXNVGymfW6Lur1GAIGJ9w2SJaDnZBUZn//pi/O5t9gZj2mizJ71mbsqY6Ic3N4nsaX45nA8RHxAICkNwA3zVBDvUfpPe+69lEz682serokYwE2AP2SjoiI8ZnWxzJzw3ZWUsvss/7ycme2mXVTZs/abNap/jWyN4RHLK0QERdOc7fxWedzyF7Xxkk/m3h0L86UvvD31zZfbIedeOaTyi4BgFV7LSq7hLo9e9J5/9yc0KoDY2NpvC4D81v+la80Sf1kOdkH9EmaD4xGxOiE8wQMAPNq1+eTzQvcHRHbJV0MnCfpNWSrf7wIKCRAys7spz3v15svtsP22zedIeELFqTxuzj4pjTexyCt948fb0hnpZjvfv32skuoe9GL01mhJUUt/VZL+jvg7WSTbHY0HAqypZumshgYJQvnIHtT+X7t2BHAA63UkYJUGtRmVVXQ+LyzgLMbrv8xcK6kC8mGUzyuthHKIcAvGs7bCWwEDq1dfz1ZRt5P1kB9XQHL6TmzzSwZVRhT3eqfym8Bfisipv3obxITt8pt/BNwGfB3LT6emVVcEfkcEecA50xxeHHDebczzaebEbEJeHGOpTXLmW1mSahAm7rlJfV2Aj9u9UkiYiNZb8cTgXkRsb3h2PVUY6iNmeVIUluXinBmm1kSqpDZrTaq3wZ8UNJ+kuY0Xqa7k6Rnk81CPwe4SdK/S+prOOU/W6zDzCquCjPJc+DMNrMkVCGzW21UrwP+BLiLbFveEbJxdyMz3O8fgFMi4liyMYZHAJ+TNK92vEteLjOzrrIOZ7aZWSFaHVM9cZxdsx4bEZcDRMR9kp4D/A9whaSJu31N661XvHyWJeTvsMOWl10CAAvmzy27hLqU/ppcsCCd12XnrpnaMMUYHR0ru4RHWLho3swnTaFbPg4sWemZveGWX86yhPzdevO9ZZdQl8qKQCl5eHNCKzYllJV9A2msFNOuKmR2S9+p2ji7aUm6OSIeP+HmzZIOiog7a48zKukU4ALgKrLlqrpKKg1qs6qqQD63zZltZqmoQma3OvyjGYdOcttVwKsab4jMGWSbCMzvQB1m1sOqMD6vIIdOcpsz28xyVYXM7sRnCpN9pvX6qZ4rIl4r6V0dqMPMzGbmzDYzy0EhA3UiYhgYnub4HUXUYWa9owrj88rizDazvFUhs3tj9LuZVU4F8tnMrGdUIbM70aju6Mv2hY9+f+aTCvK0lx1ddgkA7HvA0rJLqFu5YkHZJdSNju0pu4S6JW2scpGngfm983d0FXo9CtLRF3JwaTrDrxcuHii7hLp5iazosGvHlB9IFG7/AwbLLqFubDSd94877ni47BJyUYXMntVExdrmAftNcfhP26ina6TSoDarLLV5qRBntpmVrgKZ3VKjWtIySf8L7AJ+WrvthZLeOX5ORPzvFPddJekESQtq14+R9BeSnjn78s3MbCrObDOz4rTaU/0fwBbgEH41ieVbwB9OdydJLwI2Ap8HflLbSOCLwFOAiyS9pcU6zKziJLV1qQhntpkloQqZ3Wqj+hnAmyLiXmrLMEXEA8DeM9zvH4CXRcTewJuATwEvjIjfB54FvHG6O0taI2m9pPU//NnVLZZsZr2oCgGdg9Iz+5prL27332BmPaAKmd1qo3oLsKrxBkkHAzPt/XpQRFxR+/pSYCAi1gNExA+Avaa7c0SsjYjVEbH66MOf0WLJZtaLqrCRQA5Kz+ynP+0ls6vczHpKFTK71enH/wV8RtLfA3Mk/Q7wLrKPGKdzt6RnRcSXgOcBuyQ9ISJ+IOlY4P5mC/i9lx/bYsmdc+ihK8ouAYDh4bGyS6i76+6tZZdQt+8+S8ouoU6MlF0CALsT+lkBGFw6+9ViuqXnomSlZ/aiJems/jEyPFp2CXWprLqxdcuuskuoGxubbB+icuy7fzorkRx3/IFll5CLKmR2q43q95BNeDkfmAtcCPwn8IEZ7ncO8HlJm4FbgTcDX5b0VbIxeue0WEfpUmlQm5lNw5ltZlaQphvVkvqA04EPRcS/tPIkEfFJSd8ADgTWR8QeSXcAxwIfiIivtfJ4ZmYV6PRoizPbzFJShcxuekx1RIwB74+I3bN8rn7gAODw2uNdFRH/FBFfk3TKLB/TzCqqCpNe2uHMNrOUVCGzW52o+HlJL2j1SSQ9G/gh2UeGN0n691ovyrj/bPUxzazaqhDQOXBmm1kSqpDZrY6png98WtK3gDupLdEEEBGvmOZ+/wCcEhGXS9oH+B/gc5JeEhHDdM1eOWZmXcWZbWZWkFYb1T+sXVr12Ii4HCAi7lO2kcD/AFdIemErD7Rqr8WzePr8DW0fZp+9F5VdBgArV8x+BYW87b9fOitujI7uKbuEukUL55ZdAtDQouoBXdJxUbbSM/veux6exdN3xpLBgbJLqNs+lMbqH8tWLCy7hLpdO9NYJQngp7c9WHYJdZFQcD/rWUfM+r5VyOyWGtURce4sn2ezpIMi4s7a44zWxuRdAFwF9E177wSl0qA2q6pu+TiwTM5sM0tFFTK71THVSHqapAslXVn7/9ObuNtVwKsab4jMGcBNZB9Rmpk1TXPU1qUqnNlmloIqZHZLjWpJrwH+H/BL4GKyXbn+V9KfzHDX1wP/d7IDEfFa4NBW6jAzq8LuXO1yZptZKqqQ2a2Oqf4b4Pci4sbxGyT9P+AzwIenulNtYsuUA8gi4o4W6zAzs5k5s83MCtJqo3ol8KMJt/0E8PaCZlaoKozPy4Ez28ySUIXMbrVR/Q3g/ZLeGhE7JC0C3g1cl39pk/vipbcW9VQzOvQxy8ouAYCjjtm/7BLqli9PZyWS/r6Wpwx0zK7do2WXUNc3J53XpR0VyOc8lJ7Zu4fHinqqGQ0m9EOTyqob8+alM+d07tx0aklldRaATZt3ll1CLhL69euYVhvVrwU+AWyRtImst+M64NS8C0tdKg1qs1b0SoMaqtHrkQNntpkloQqZ3eqSevcCJ0k6ENgfuCci7mq3CEkHe4yembWiCgHdLme2maWiCpnd6uofPwCIiLsi4vrxcJa0frYFSBoAfjHb+5uZ2eSc2WZmxWn1s+DHTrxB2Z8ej5nuTpJOnOoCnDjTk0paI2m9pPXf+8EVLZZsZr2oCssz5aD0zL7u25fOvnoz6xlFZLakFZIukbRd0kZJkw51k7RM0kcl3V+7nDPJOW+W9IvaY90q6ciZnr+p4R+SPlb7cl7D1+MOBW6Z4SG+QrY+6qz2jY6ItcBagLP/7sqENuw0s9JUqGXcqpQy+1/+6WvObDMrKrPPJ1sOdB/gOOBySTdGxMTM+2dgIVke7g1cLWljRHwkK1WvAV4NPA+4lawjYvNMT97smOqfTfF1kM0u//QM998IvDwiHjXjXNJ8YHuTdZiZAdUYn9cGZ7aZJaXTmV1b3eilwNERMQR8Q9KlwGnAmRNOfwHwnIjYAdwu6QLgDOAjkuYAZwOvjIjxJUl/RhOaalRHxLm1gr8L3BoRv5C0H/Aeslb+TJ/vrQdWM/kyTnuApie87N6yq9lTO2qvfQfLLqFuTkLbd86dm87qEgvmzy27hLpUvkcDCS2fZZ2TUmavXJnG0nEA8wZaXfCqcw44eHnZJQBw9x0zdr4VZvHg/LJLqNt738Vll1A3f75zG7JhZcCahpvW1j4VG3ckMBYRGxpuuxE4aaqHnPD10bWvD6xdjpa0DhgFPgacGxHTfnrXasL8E3Byw9cAI2Qf871wmvtNuXxTbeeuw1qsw8wqzh3VTXFmm1kS2s3sxmFlU1gMbJlw2xZgySTnfhE4U9LpZENFziAbDgJZgxrgWcDjgWXAl4C7mGYnWmi9UX1ARNwhqR94NnAw2diVe6a7U0SMSHqCpMOBK4DdwOuAw4GrI+KyFusws4pTIr3/iXNmm1kSCsjsIWDiMIJBYNsk574J+CBwG/AQcBFwSu3Y+G47742Ih4GHJf0n8FxmaFS3+ln9Vkn7kHWl31IbswIw7efskl5NFsz/CnwNeCtwFNlfFRdJOqPFOsys4rz6R1Oc2WaWhAIyewPQL+mIhtuOZZKJ2RGxKSJeHhH7RsRRZO3h62uHf0LW+dDyJOtWe6o/CHwXmAe8pXbbk4Efz3C/vyYLdZHNonzT+AQYSZ8G3gtc2GItZlZhnqjYFGe2mSWh05kdEdslXQycV1u94zjgRcCTJqnlcODh2uVZZGO1T6o9zg5J/w/4m9pa/0uBPwHeN1MNre6o+B5Jl5ANBB+fCXk38JoZ7rrf+MBxSTuBbzUc+zJwSCt1mJnZzJzZZlYxryf7g/9+smEdr4uIWyQ9BfhCRIzPQD0e+Bey8dIbyFY7auzRfiPZ+O17yBreH6aJjoSWp0JPmFX5qOtT2C5pbkSMAOsiorFLfQEtrIU6d9G8Zk/tqM0PprOi1LLl6cyuHxoaKbuEuq3bhssuoW6vRFZAGBkZK7uERxhctmDW93VPdXPKzuwtiazYBDC0bXfZJdRtH0qjlv7+dFZseuSPWbmGd4+WXULdli1p/Ky0q4jMjohNwIsnuf3rZMPXxq9/EvjkNI+zFfijVp+/qN+mq6nt7BURb5hw7PnATQXVYWY9wmOqO8qZbWa5qkJmF7JoZ0ScNs3ha8gC3Mysae6p7hxntpnlrQqZXfpK+BHxQNk1mFn3qUJAp8iZbWazUYXMTmcwlZmZmZlZlyq9p9rMbDYq0OlhZtYzqpDZXdeo/rWj9iq7BACWr1o880kFWTo4UHYJdQsWpPMjNTyczkoXY2NNL5bQUXv2pDO7vl1V+CixFzxwXzorJa1YlcYqPAB7htJYnWjR4jRW1ALo60sjJwHuvnuyTfjKsfnurWWXkIsqZHapwz8k/bWkdFLOzLqGpLYuTT7HGyWtl7Rb0roZzv1zSb+UtEXShZIGGo7dLmmnpKHa5Uvt/evL4cw2s9kqIrPLVki3oqSnT3HorcDPJD0cEdcUUYuZWQvuAd4JnEy2PvOkJJ0MnAk8vXafS4Bza7eNe0FEXNW5UvPjzDYza11Rn9VfRfZGM3FnkGVkO9qMAo+Z6s6S1pBtIcmrXvm3PP2pL+lQmWbWLYrouIiIi7Pn0mrgwGlOPR24YHxHLknvAD7OIxvV3SS3zH7es9/E8U94bofKNLNu0SWdzW0pavjHucAmsu0iDxu/AA8AqyNiynAGiIi1EbE6Ila7QW1mAJqjti45Owq4seH6jcA+klY23PZxSQ9I+pKkY/MuIGe5ZbYb1GYGyWV2RxTSqI6Ic8m2jXyTpEskHVzE85pZ72p3dy5Ja2rjpccva9ooZzGwpeH6+NdLav9/OXAocAhwLXClpGVtPF9HObPNLG/eUTFHEfFz4LmSXgZcJeljQF+rj/Ptz/8k99pmI6VB8ye97KiyS6h7zGNXlV1C3coV6cynGkxlhZbeWfwD0d7vYESsBdbmUw1DwGDD9fGvt9We65sNx94t6XTgKcDnc3r+3OWV2ccdv3/utc1W/7yWy++Y23+2qewSABgYSGfFpn0PSOfvzH0OWFp2CXUPP7Sj7BJy0W5md4PCV/+IiE8BTyAbm3cXjx6zZ2bWbW4BGod0HAvcFxEPTXF+QHe8wzizzcyaU1ijWtITJP1BbTmmXcBG4KvAk4uqwcx6iNq8NPMUUr+k+WQ9tH2S5kuarGvvY8CrJT1O0nLgLGBd7TEOlvRkSfNq9/9rYBXwzUkeJxnObDPLVQGZXbZCGtWSXg1cAfwr8DWyZZkeRzYO8SJJZxRRh5n1joLWPD0L2Em2iscf174+q9ZQHhofaxwRXwTeSzZeemPtcnbtMZYAHwI2A3cDzwaeM00vdumc2WaWN69TnZ+/Bk4i+1vjVuBNEXEdgKRPk70ZXVhQLWbWAwpaUu8c4JwpDj9iW9WIeD/w/kke4xbgmLxr6zBntpnlqkvaxW0pqlG9X0RsAJC0E/hWw7Evk82INzNrWrf0XHQpZ7aZ5aoKmV1Uo3q7pLkRMQKsi4jGNQgWAHuafaAl+w/OfFIBVh2wZOaTCrJ0+aKyS6hbsGBu2SXUzUtopv/uXaNllwDAruGxskt4hMFlU25SaOXKLbM3/OTB3IvrBfPmFr5OwKTuunNr2SXUDW3bXXYJdXMSWhf5vvu3l12CNamo3+qrgccCRMQbJhx7PnBTQXWYWY+owpqnJXJmm1muqpDZhfRUR8Rp0xy+hizAzcyaVoWPEsvizDazvFUhs0tf9T0iHii7BjPrPhXI5yQ5s81sNqqQ2WkM6jIzMzMz62Kl91Sbmc1GFT5KNDPrFVXI7K5rVD/rJUeVXQIAixfNK7uEuoMOTGNFFIB77xsqu4S6oe3DZZdQ19eXRpg8Yg2HLleBfO4JO3eks6v5wPx03vKUyOoSu4fT+f6MjKSzelRK7x8LEvq5bUcVMruoHRWfUMTzmFl1VGEmeVmc2WaWtypkdlFjqr8n6TZJb5PkTQPMrG1q8z+bljPbzHJVhcwuqlG9E3gn8DTgp5KukfQKSU3tWiJpjaT1ktZf9vmLOlqomZnll9nf+/4VHS3UzCwVRTWqxyLioxHxdLINBa4FzgJ+KWmdpKdOd+eIWBsRqyNi9fNfcEoB5ZpZ6qrwUWKJcsvs45/43ALKNbPUVSGzC19SLyI2RsQ7IuJI4NnAMHBx0XWYWXeT1NbFmuPMNrM8VCGzi5pSOumrERHfBL4p6c+afaDvffuO3Ipqx+FHriq7hCSlNLt+dHRP2SXURaQRCIsWprNqTbu6JGO7VW6ZPbxtd25FtWvuvL6yS6hbtWph2SUAMG9uOq/J7uGxskuom5vQ6zI6ks57WTuqkNlFtYD+dLqDEZFO6ppZV+iWnosu5cw2s1xVIbMLaVRHxP/Wlmg6HLgC2A28rnb96oi4rIg6zMxsZs5sM7PWFbVO9avJgvlfga8BbwWOAhYDF0k6o4g6zKx3VGHSS1mc2WaWtypkdlHDP/4aOIlsnN6twJsi4joASZ8G3gtcWFAtZtYDqvBRYomc2WaWqypkdlGN6v0iYgOApJ3AtxqOfRnw5gJm1prez+cyObPNLF8VyOyiGtXbJc2NiBFgXUREw7EFQNNTW1NZdeOAA5eWXULd0qUDZZdQt2nzzrJLqHvET1nJVq5YUHYJADyU0PcH0vo9skfILbPHRtJZ0WH3zpGyS6jbtjWNuZ7z5hW+su6UFi6aW3YJdffdt73sEqwLFdWovppsA4FbI+INE449H7ipoDrMrEdU4aPEEjmzzSxXVcjsolb/OG2aw9eQBbiZWdMqkM+lcWabWd6qkNml79QREQ+UXYOZdZ8q9HqkyJltZrNRhcwuvVFtZjYbvR/PZma9owqZnc4MBTMzMzOzLtV1PdUPP5TGjNzlKxeVXULdkiXpLHMxuGR+2SXUjY01vUBBx42OpvE9mtNDH79V4aPEXrBwVTpZuWplGqvwAMyb11d2CQDM6Uvn92jJYDrvH9u2DZddQt3WRFaKaVcVMrvQRrWkRcCRwBJgG7AhItJoJZtZV6lAPpfOmW1mealCZhfSqJa0DPgQ8BJgGNgCDALzJH0GeENEPFxELWbWG6rQ61EWZ7aZ5a0KmV3UmOoLyTYL+I2IWBIRB0bEIPC42u3TbncraY2k9ZLWf+Vrny2gXDOzSssts9d///ICyjUzK19RjerfA/4kIn7eeGPt+mtrx6cUEWsjYnVErH7qiS/uYJlm1i2k9i42rdwye/UTn9fBMs2sWxSR2ZJWSLpE0nZJGyWdOsV5yyR9VNL9tcs5E45fK+kBSVsl3SjpRc08f1Fjqh8CngB8c5JjxwGbCqrDzHqEG8Yd5cw2s1wVlNnnkw1Z24csqy6XdGNE3DLhvH8GFgKHAnsDV0vaGBEfqR1/M/CjiBiVdAJwlaQjI+Le6Z68qEb13wFfkHQpcCO/Gp93HNmWt69t9oE0x++kE+3aPVp2CXVLBwfKLqFOCS1u05fIDPuBeem8Ju2qwvi8EuWW2Qfsv7gjBc7G1q3prOiwz35Lyi4BgM0P7Si7hLrhhN7LRkfTWT1qy91byy4hF53O7NrE6pcCR0fEEPCNWoadBpw54fQXAM+JiB3A7ZIuAM4APgIQETc1nBvAXOAgoPxGdUT8r6QbgVOBJwOLgSHgh8CTIuJHRdRhZr3DberOcWabWd7azWxJa4A1DTetjYi1DdePBMYiYkPDbTcCJ031kBO+PnrC810GPBMYAK4E1s9UY2HdVrWu979vvE3SeuD9RdVgZmbNcWabWUpqDei105yymOxTtUZbyJYEneiLwJmSTicbKnIG2XCQxud7vqS5ZA3rX4+IGT++KGpJvY9Nceg3gP+QtCsiXlFELWbWGzz8o3Oc2WaWtwIye4hsmFqjQbI19id6E/BB4DayOSQXAadMPCkiRsiGwr1Z0s8i4tLpCiiqp/plwPXA1Tyyu30PsJHshTAzszQ4s82s22wA+iUdERG31W47Fpg4SZGI2AS8fPy6pHeRZd5U+oHDZyqgqEb1McC/ka1x+pcRcTeApNcC74uI+wuqw8x6hHuqO8qZbWa56nRmR8R2SRcD50l6DdnE6hcBT5qklsOBh2uXZ5GN1T6pduzXgcOArwCjwB8CJwJ/M1MNRU1UvA04WdIfAddI+jDwL2QzKltyyGNW5V3erOzZk87M4Ln9fWWXUHfnXenMUj7wgImfApVnQSKrbvTPLWpp+s5zm7pz8szsVfuk83vY159OB/udG9PYkHLx4nlll1C3bevuskuo27UrnZVIXnDaE8ouIRcFZfbryTanup9sWMfrIuIWSU8BvhAR48sRHU+WacvIerhf3rDsnoBzyDoVxsiGiPxhRHx/picv9J0+Ij4h6QrgPOAGJh88bmZmCXBmm1k3qQ3reNQugRHxdbKJjOPXPwl8corHuBU4YTbPX3j3WURsBd4i6TiyrvZ0ujbNzOwRnNlmZs0p7TPpiLiBrOfDzKxlHv5RLGe2mbWjCpmdxkBPM7MWiQoktJlZj6hCZvfOrCUzMzMzs5J0XU/1T275ZdklALBkcKDsEup2bB8uu4S6BQvTmUm+c2c6s7dHRsbKLgGAuXPTWSkGYOWqRbO/c+93evSEr342nR3Nlx60tOwS6g46KI1VUYaH08gmgFV7L575pIKMjaWzwteXLr217BLqnvK7h87+zhXI7K5rVJuZQTXG55mZ9YoqZHZpjWpJc4DBiEhjsU4z6ypVGJ+XEme2mbWjCpldyJhqSftL+pykH0o6TdIJwD3AQ5K+K+mgGe6/RtJ6Seu//s3PFVGymaVObV5sSnlm9s0briqmaDNLWwUyu6iJih8Efgx8Hvgvsu0ejwUOAX4BvGe6O0fE2ohYHRGrn/LkF3W6VjOzqsstsx9/5DM7XauZWRKKalSfCJxFtu1jP/DhiLgvIu4C3gA8taA6zKxHFNHpIemNtR7X3ZLWzXDun0v6paQtki6UNNBw7FBJ10raIenHklJvaTqzzSxXFeioLmxMdX9EjABI2jphTN6DtLD17YGHLs+7tlk55JA06gCYPz+d+aYD89JZXaKvL50VIyOi7BIA6O9P5zVpl4qZ9XIP8E7gZGDBNLWcDJwJPL12n0uAc2u3AVwEfAt4bu3yaUlHRMQDnSu9Lbll9r6/tirv2mZt64M7yi6hbs+eNDJhYCCdzL73nnQ269y8aVfZJdQtWzll9HSVgjK7VEW9w94pad/a18dMOHYEkOobi5mlqoBuj4i4OCI+Czw0w6mnAxdExC0RsRl4B/BKAElHAk8Ezo6InRHxGeBm4KVN/kvL4Mw2s3xVoKu6qEb1m4AxgIi4c8Kxo4D3F1SHmfWIdvO5cTJd7bKmjXKOAm5suH4jsI+klbVjP4+IbROOH9XG83WaM9vMclWBNnUxwz8i4iuT3S5pPXByRMzUC2RmlquIWAuszenhFgNbGq6Pf71kkmPjxw/I6blz58w2M2tdIY1qSR+b4tDjgA9J2hURryiiFjPrDYmNzxsCGrfIG/962yTHxo9vI1HObDPLW2KZ3RFFDf94GdlSTD8FftZwGQM21r42M+tWt5AtOTfuWOC+Wo/uLcBjJC2ZcPyWAutrlTPbzKxFRS0bcQzwb2S9HH8ZEXcDSHot8L6IuL/ZB3rwvjQ6d+bMSecvroMOWlZ2CXUPP5zOjOmBhFZFScWSRfPKLiE3RXR6SOony8k+oE/SfGA0IkYnnPoxYJ2kjwP3ki1Htw4gIjZIugE4W9JZwHPIMjHliYq5ZfaunRNfqvLsdUDTi5Z0XCrvIaOjaaxCArB06fyyS6gbHdlTdgl1g4O9kdsV6Kgupqc6Im6LiJOBzwLXSPqr2ptVOr/NZmaPdhawk2xpvD+ufX2WpIMlDUk6GCAivgi8F7iWrCd3I3B2w+P8EbAa2Az8I/AHCS+n58w2M5uFQrvyIuITkq4AzgNuoIW1Ts3MGhUxPi8iziHbAGUyiyec+36mWBUjIm6nCzdMcWabWV6qMKa68M/HI2Ir8BZJxwEnAems9m5mZo/gzDYza05pg04j4gayng8zs5ZVoNMjKc5sM2tHFTLbM7nMrCupa7YDMDOzKmR21zWq7713qOwSABgbTWdmcCQ0dWjJYDqzt0cS+h71JTLTf9HCuWWXYBWjRH72AeYPpPOWt2KvxTOfVIDt21JasSmdfJo7t6/sEur6+ota/djalU7CmJm1Ip22mpmZzaQCmV1Ko1rSCuDJtavfjIhNZdRhZt2rCuPzUuHMNrN2VSGzi9qm/L+B/1Yq9DYAAB70SURBVBsRN0o6EfgccGft8P6SXhgR1xVRi5n1hgrkc2mc2WaWtypkdlEDdZ4L/LD29fuA10bEMRFxDPBa4F+mu7OkNZLWS1p//Xcv63CpZtYVpPYuNp3cMnv99y7vcKlm1hUqkNlFNarnAAtqXx8OfLrh2MXAr09354hYGxGrI2L1b/3m8ztUopmZ1eSW2auPf16HSjQzS0tRY6qvAM6W9DfAF4DTgHW1Yy8Hbm/2gfbea2Hetc1KKjO3AebNS2e+aUp/TKZUS19fQsX0CL+iHZVbZo/uHs27tlnbsnV32SXUSWnsobNnTzrLR/X3p7PixtYt6ayK0ivvH73xr5heUa2xN5P1bvwM2ABcIOltQADLgRcWVIeZ9YiU/mjqQc5sM8tVFTK7kEZ1RDwInCjpWcAJwEZgJ3Aj8NmI2FxEHWbWQ6qQ0CVxZptZ7iqQ2YWOG4iILwFfGr8uaT3ZrHIzM0uMM9vMrHlFLan3sSkO/QbwH5J2RcQriqjFzHpD7/d5lMeZbWZ5q0JmF9VT/TLgeuBqHvm67iH7WDGNvcfNrGtU4JPEMjmzzSxXVcjsohrVxwD/BjwO+MuIuBtA0muB90XE/c0+0A1X/7wzFbbokCfuX3YJdStXLZj5pILsd+DyskuomzeQzkzyHYlMsF+6dH7ZJeSoAgldntwye9HgQGcqnIV9901n1ablqxaVXQIAc+ak83vU11fUKr8zW7gknZ/bLZt2lF1CTtL5WeuUQn6CI+K2iDgZ+CxwjaS/ktRPNpPczKxlFdhHoDTObDPLWxUyu9A/CyPiE8BvAgcCNwBLinx+MzNrnjPbzKx5he8aEhFbgbdIOg44CUhjBXwzM3sUZ7aZWXNK24ovIm4g6/kwM2tZt3wc2Cuc2WbWjipkdjr7W5uZtaQCCW1m1jN6P7O7rlF90h8cVXYJABx2+KqyS6hbsGBu2SXU9fen80vT35/OTPLR0T1llwDAvHnprIjSrir0evSCsbE0fvYBtm7dXXYJddu2pVGLf40mt21ouOwS6voTWhWlHVXI7N74TpmZmZmZlajQnmpJ84EjgIXAXeNrn5qZWXqc2WZmzSukp1rSYknrgE1kE12uA+6QdIekVxdRg5n1GLV5sSk5s80sdxXI7KKGf6wFlgHPAE4ELgP+AngN2VJNb57uzpLWSFovaf2Xr/p0x4s1s/Spzf9sWrll9vXrL+t4sWaWvipkdlGN6ucCp0bEtyLim8AryLa+/RLwh8BbprtzRKyNiNURsfr3nvkHBZRrZlZpuWX2b61+fgHlmpmBpBWSLpG0XdJGSadOcd4ySR+VdH/tcs6E44dKulbSDkk/lvTMZp6/qDHVW8h6PcY3sF8GjAFExI8k7dXsA21PZEZuSjOD5ya0osOuXWNll1A3PJJOLStXLCy7BACGh9N5TSxpuWX21vu351/dLC2Yn86CV3v2pLHj+/BIOquz7EzpfTWhn5XdCb2vdoHzgWFgH+A44HJJN0bELRPO+2eyuSKHAnsDV0vaGBEfqR2/CPgWWQfDc4FPSzoiIh6Y7smL+qlZC1wl6QKykTGvAdYBSHoMcFdBdZhZj6jC8kwlcmabWa46ndmSFgEvBY6OiCHgG5IuBU4Dzpxw+guA50TEDuD2WtadAXxE0pHAE4FnRcRO4DOS3vL/27v3MLvqwtzj3zckQS4JGBDlHgGhAhK8HOyDRVKqYCKIraKtgKJipLSApyKFHhQFlKOUeqMq8OgRULRRrCB3hQYoikKBcFOD3EGuCQkQiJDkPX+sNeN2MpNJMjNr/2bW+3me/bBnr53Z3wwra3577d9aq/7e31hZQyODatuflfQQsC/VBvpU4Fv14qeo/nIREVGAbLMjojSSZgGzOh460/aZHV9vDyyzPa/jsbnAngN9yz73d67v7wTcY/uZPt9n0AulNPb5hu2zgbM7H5N0I7CP7bua6oiIMSK7qkdUttkRMayGuM2uB9BnruQp61NNXeu0CJjUz3MvA46V9AGqqSIfopoOsrLvs/lgjY0MqiWdM8CiHYGvS1pi+/1NtERExMplmx0Ro9CzwOQ+j00GnunnuUcCXwXuAuZTzaH+uzX4Pn+iqT3VBwC/Aq7kT3e3LwPup/oLRESssuynHlHZZkfEsGpgmz0PGF8fUNjzado0oO9BitheABzY2yZ9jmqbR/38bSRN6pgCMg04b7CApgbVuwCnU+3l+HjPVbkkHQacavvxVf1GL99sg5EpXE1Lnn+RnXfapNsZAKigj8HtMo5oByinBNYt5Ejyko70H7JyVvuxaNi22VtuN2VkCtfAi0vLWf9L2SaML2ibsPnm/X1K3x3zbl/lVXzELSvo/9GQjPA22/ZiST8CTpR0KNXZP/YHdl8hRdoWWFjf9qaaq71n/X3mSboFOEHS8cAMqm3iuwZraOQ81bbvsr0P8GPgKklHSxpPWeOe1VLKgDqirVpwca6uGYvb7Ijoroa22YcD6wCPU03p+Hvbd0jaQ1LnJ2yvB26jmtJxCnBgn9Pu/S3wBqoDs/8v8O7BTqcHDR6oCGD7+5IuAU6kuvRtOW9LI2J0KegTmrEq2+yIGDYNbLPraR3v7Ofxa6kOQOz5ejYweyXf5z5g+uq+fuOfP9l+muoyt7tS7Wp/uumGiIhYNdlmR0Ssmq5N6rJ9C9Wej4iIKFy22RERK1fGkRIREaspkz8iIkaPNmyzR92g+prL5w3+pAZcc/k8PnH8X3Y7A4AJE8v53ziuDf9q1sDi517sdgIAEyc0cmxyM7KujQqH/cMKB953za23P9rthF7bb7tRtxMA+OzxV3Q7odfUbbbpdkKvu6+8t9sJvaYdsGO3E4ZHC7bZY+g3bLNKGVBHRERERPeVs4szImI1qA27PSIixog2bLMb2VMtaX1JX5M0V9J59Um3O5ff1kRHRIwhOVH1iMk2OyKGXQu22U1N/zgNmAp8muqE3L+SNL1j+dSV/WFJsyTdKOnGm2+7bIQSI2I0acH2uZuGbZt91llnjlBiRIwmbdhmNzX9Yz/g1bYXAf8p6WJgtqRDbF8y2B+2fSZwJsC//O+LckWviBg9W9nRadi22cuWLs82OyJasc1ualC9DvCHni9s/1TSO4AfSzqC1bn0bSHb51NPvIo9Z+7Q7QwANtxwnW4n9JoypZyWDSev3e2EPyrk6n9Ll5Xx7yeKN2zb7K988doRyFszr91tq24n9Lr51jLORPLWd+7U7YReC596rtsJvfb+h//V7YRev7n5kW4nxCpqavrH7cCbOx+wfT0wA/gqsG5DHcOmlAF1RHu14cPErhlz2+yI6Laxv81ualB9CjCl74O2bwbeApzTUEdEjBFjf/PcVdlmR8SwasM2u5HpH33n4El6JTCT6ud0ue0PNdEREWNIA1tZSVOAbwJ7A08Cx9k+r5/nbQh8mWpPLsDXbH+6Y/l9wMuBZfVDP7e998iVD0222REx7EbLyHgImjql3q877u8JzAX2pdpI3yRpryY6IiJW078DL1ANiA8Evi6pv0moX6SaEjEV2A04WNIH+zxnP9vr17diB9SQbXZExJpoavrHFh33Twb+0fYM2zOBw+rHIiJW2Uh/lChpPeBdwCdtP2v7v4ELgYP7efp+wBdsP2f7Pqq926N5b2622RExrDL9Y/h0Him+A/C9jq+/T3XgyyrZYdorhqtpSB59eBFbb7txtzMAWHfdCd1O6DVuXDmr/oKFS7qd0GvypDLORLJkydJuJwyfIZ5RRdIsYFbHQ2fWp4LrsT2wzPa8jsfmAnsO9C373N+5z/LvShoH3Ax8wvbcNStvxLBts//wwrLBn9SQOT+9q9sJvSauvVa3EwBYe2IZHQBrjW9qP9/gVMgZmwDWmTJGjgsu6Gc6UpoaVE+oPwoV1cZ6IvBiR0M5/6pXUSkD6ohYM53nUh7A+sCiPo8tAib189zLgGMlfYBqqsiH+NMzZBwI3ES1DTwKuFzSn9leuIb5I23MbbMjIkZaU28Lfwm8n+pj0zuBHTuW7Qn8tqGOiBgjpKHdVsGzwOQ+j00GnunnuUcCzwN3ARdQ7dl9qGeh7etsP19PDzkFWAjssfp/68Zkmx0Rw6qBbXbXNXX2j+krWfxLqoNfIiJKMg8YL+lVtnvmDUwD7uj7RNsLqPZGAyDpc8CvVvK9TcHTBLPNjohYfU1N/xhQfRnciIii2F4s6UfAiZIOBXYF9gd27/tcSdtS7X1eSHX6vVnUc68lbQVsCdxA9engEcDGwHUN/DWGXbbZERH96/qgOiJiTTR0INHhwLeAx4H5wN/bvkPSHsClttevn/d64EvAhlR7uA+03bNHexLwdWBbYAlwCzDD9vwm/gIRESUo6eDPkZJBdUTEAOppHe/s5/FrqQ5k7Pl6NjB7gO9xB7DLSDVGREQZZHvwZ41Bkmb1OX1WqzsgLQNJS7kd0R4lrXOltJTSAWkZSFrapZyTQjZv1uBPaUQpHZCWgaRlRaV0RHuUtM6V0lJKB6RlIGlpkTYPqiMiIiIihkUG1RERERERQ9TmQXUp84pK6YC0DCQtKyqlI9qjpHWulJZSOiAtA0lLi7T2QMWIiIiIiOHS5j3VERERERHDIoPqiIiIiIghyqA6IiIiImKIMqiOiIiIiBiiDKojIiIiIoao9YNqSVt1u6EUkjaWNE3SxG63AEj6hKR1u9ywvqRJ3WyoO3aQdER9277h135tk68XUW+L3ihpnfrrXST9k6S3dKnnlZL2k/ReSW+StEE3OiKGQtJWktTtjrGs1YNqSWsD9zb4eq+QdKmkRZJ+Lmn3PsufbrDl1ZLmSnpW0nGSZgK/AX4B3CNp5wZb9urvBvwz8Lb6fhMd/6fj/kaSLgOeBhZK+pmkTZroqF9/Ts9gVtLfADcCb61vN0h6R1MtwP9IukvSJyVt3eDrRgtJ2h+4H/gJ8FtJM4DLgD2A70n6WIMtm0qaA9wNXAB8F7gIeEjSSU0PUCTNqn93LJK0rON3yUea7FgZSRMkXdXwa75H0pfrn8+EPsu+1lDDOEkfk3S6pNdI2kTS+ZJulnRqITurrgc27nbEWDbmz1Mt6c0rWbw2cJnttRpq+Q/gWeB0YE/gk8ARts+rlz9ju5G9opKuoPqltRz4MvCPwBnAWsC/AdvY3rehluXA74EX+yzasn58qe1tGuh42vbk+v63gElUPxeofkZLbB8y0h316z8FTLFtSXOp1pNr6mVvAs6w3cgbH0mLgcOBD1ANbK4Fvg2cb3txEw3RHpJuB46xfYmkdwLfAabbvrF+o/kD29s11HIJcB9wEtVOqE8B9wA/orqQxnW2j2+o5fPAvsBpwFxgETAZ2BX4J+Anto9romVl6p1VzzX4e/Voqu30BVTbJwEzbT9SL+/dro9wx2lU/y+WA7sA3wDuBCYAxwIX2T52pDvqlgcGWLQZ8Ciw3HY+pR8BbRhULwceoVrR+7NZg//4HwO2tr2k/noX4BLgM7bPauoff/3a86nesa4FPAdsYPv5etlk4C7bL2+o5QTgXVS/SC/rePwRYJrtxxvq6H1TU2+UXm/7ifrrjYBbbW/eUMsTwA62F9T3N7W9tF62FrCwwTdgnW82tgbeDxwMbAqcD3zb9pwmWmLsk7TI9gb1/XHAH2xP6G95Ay1PU7257fm3tw5wr+1XqJo6eL3tzRpqeQLYpWew2GfZZlTbp0b2Qkq6ZyWLxwFbNvh79W5ghu159defAQ4C9rJ9f1M7qyQ9BOxM9Tv1CeBVtu+ul+1INage8Z1D9ev9hmrwfAqwpOdhqu31ocAC21c30dI247sd0ID7gQNt/7zvAkkvAZrc0zaejp+57VslTQd+Wg9kmyRX76iWSlrcM6CuPQus01SI7c9IOhc4XdJHgaNsD/ROe0RT6o9zx1FtgOZ3LFtAtVeoKT+g+nnMAs4FjpN0ct11LHBbgy29bN9PtdfupHqP+Qeo9tpN6UZPjEkPS9rb9hXA24Elkl5r+2ZJ04BG3mTXHgO2o5oaB7At1ZQwbD+gZo+3GGyqSZNTUaYAR9P/9MmJVFNkmvIy4Hc9X9g+oX4Dcq2ktwJN7TmcZHsh9O6gubuj6U5JL2uoA+A1wDFUnzofZ/vCuusFqk9Xmvw31CptGFTfCLwBWGFQTbX3usnB2/8A+1C9WwTA9u/qgfWVwHoNttwtaSvbD9h+aZ9luwAPN9iC7XuAmZIOAH4m6Ryqd/xNWh9YSvXLyVQf5d1UL3sV1d6HpnwcOAt4iOqN4WuAnjnfDwD7N9jS7y9r29cB10k6osGWGPs+DfykngL1a+Aoqh0PV1N9vP/pBls+D1wtaTbVv4P3ACcASNqJaipIU74JXFVPM+ic/jGNavrHWQ223AQ8b/vKvgvq6R9NDvDvp/qddUvPA7ZPl/QcMIdqmmcTnpQ02fbTwGGdC+oBdWM78Gy/CHxW0nnAVyQdBhxBc28wWqsN0z8mQO9K1u2WNwIv7Zzi0LFsc+DDtk9sqOXVwMP1BqDvsrcAG9r+YRMt/bz+esCJwF5UH+E91dDr9j0I78meOcOSdqOaZ/79Jlo6mrYH3ghsATwP3Apc0/NxdEMN7+uZ9x/RhHo6wxbAjbaX19ukacANPccWNNiyJ9VcZgGX2L6qfnxt4CW2FzXY8lGq6Vc7Ue0EeBa4AzjH9hkNdkwHFtu+oZ9lAt7c1PSCek41tv+1n2UHAic1dEzOUcCFtlfYey/pw8CbbH9opDv6I+mvqd4gbk01NSd7qkfImB9UR0RERLSZqtPTvgq4zfZAx5jFELXylHpq8NR1g0lL/0ppKaUD0hLtVdL6VlJLJxV0zYW0rKjbHbafsz23/uSniJ/JWNTKQTXNzvcaTFr6V0pLKR2Qlmivkta3klqA5q+5sDJpKbcDymoZi9pwoGJERMSopsGvudCYtJTbAWW1tE1bB9U7djugQ1r6V0pLKR2Qlmivkta3brXMYeXXXGjSHNJSageU1dIqrTpQUdIGwA5UR0336jmaOy1pKa0jLdFmJa1v3W6RdC+DXHOhwQuupKXQjtJa2qY1e6olHQL8O9UpiJ7rWGSgkascpWV0tJTSkZZos5LWt0JaSrrmQlrK7SitpVVas6da0sPAobYvTUtaRkNHWqLNSlrfSmgp7JoLaSm0o7SWtmnToPoxYDPby9KSltHQkZZos5LWt5JaIqJcbTql3ueB4yWV8HdOS/9KaSmlA9IS7VXS+lZSS6+SzpmdlhWV0gFltYxlbdpT/SDwCuAFYH7nMtuNngg9LWW3lNKRlmizkta3klo6SXrG9qRuvX6ntJTbAWW1jGWtOVAROKjbAR3S0r9SWkrpgLREe5W0vpXUEhGFas2e6oiIiLFE0pa2H+x2B6Sl5A4oq2Usa9WgWtKuwB7AxnRcatb2p9KSlhI70hJtVtL6VlhLzt9dcEspHaW1tEFrpn9ImgV8EbgCmAFcCuwNXJCWtJTYkZZos5LWt8JaDqH758xOS+EdpbW0hu1W3IDfAXvU95+q/zsDODstaSmxIy25tflW0vpWWMvDwIxu//9JS9kdpbW05daa6R+SnrY9ub4/H3iZ7eWSFtiekpa0lNaRlmizkta3wlqKOWd2WsrtKK2lLYo65+YIe0jS1Pr+PGB/SXtQnSIpLWkpsSMt0WYlrW8ltZR0zuy0lNsBZbW0Qpv2VB8CPGb7UkkzgB8CE4EjbX89LWkprSMt0WYlrW+FtRRzzuy0lNtRWktbtGZQ3ZekicBE28+mJS2joSMt0WYlrW/dbJG050DLbF+dlu62lNJRWktbtGpQLWkjYCawqe0vSNoMGGf7obSkpcSOtESblbS+ldQSEWVqzaC6fsd2PnAj8Cbbk+rHjra9X1rSUlpHWqLNSlrfSmqpe0o6Z3ZaCu0oraUV1uSUIaPxBtwM/FV9v+eUSC+hmieXlrQU15GW3Np8K2l9K6xlFrAY+E9gSf3fxcB5ael+SykdpbW05damI0Kn2r6yvt+ze/4FunMBnLSU3VJKR1qizUpa30pqOQZ4m+2/Bp6v//tu4MW0FNFSSkdpLa3QpkH1nZL26fPYW4Db0pKWQjvSEm1W0vpWUssmtq+t7y+XNM72pUA3pmClpdyO0lpaoU17mD4OXCTpYmAdSWcA76hvaUlLiR1piTYraX0rqeUhSVNt38cfz5n9JF08f3daiuworaUVWnOgIkB9tPZBwNbAA8B3bD+clrSU2pGWaLOS1rdSWgo7Z3ZaCu0oraUtWjOolrQBcCTwOmB9/jgvDtt7pyUtpXWkJdqspPWtpJa+cv7usltK6SitZaxq0/SPHwBrUR39+nxa0jIKOtISbVbS+lZSS3/nzN5Y0oYu4/zdrW8ppaO0ljZo057qp4GNbHf9qNe0lN1SSkdaos1KWt8KaynmnNlpKbejtJa2aNPZP/4beHW3I2pp6V8pLaV0QFqivUpa30pq+RLwXttvA5bWj/0S2C0tRbSU0lFaSyu0aU/1JsAlVCvUY53LbJ+YlrSU1pGWaLOS1rfCWp6y/dL6/gLbUySNA56wvVFauttSSkdpLW3RpjnVnwW2BO4DJnc83o13FWkpu6WUjrREm5W0vpXUcqekfWxf3vFYV8/fnZYiO0praYU27al+Btje9iNpScto6EhLtFlJ61thLX8OXARcDLwHOIf6nNm2b0hLd1tK6SitpS3aNKf6Hsq5NGda+ldKSykdkJZor5LWt2JabF8P7ALcAXyLqu0N3RgkpaXcjtJa2qJNe6qPBv4G+Corzom7Ki1pKa0jLdFmJa1vhbUUc87stJTbUVpLW7RpUH3vAItse5u0pKW0jrREm5W0vhXWcgUDnDPb9jfT0t2WUjpKa2mL1gyqIyIiRrvCzpmdlkI7SmtpizbNqY6IiBjtSjpndlpWVEoHlNXSCtlTHRERMUoUds7stBTaUVpLW7TpPNUxBkmaCtwLTLC9dOXPjogY9Uo6Z3Zayu0oraUVsqc6Vomk+4B1gG1sL64fOxQ4yPb0LnZNJYPqiGiJws6ZnZZCO0praYvMqY7VMR44qtsREREtVsw5s0lLf0rpgLJaWiGD6lgdpwJHS9qw7wJJu0u6QdKi+r+7dyybI+kkSddJekbSFZI27lj+55J+LmmhpLmSpg8UIGktSf8q6UlJ9wBv77P8g5J+Xb/OPZI+2rHsdkn7dXw9of4+u67xTyQiolnnAhdK+jtJe3Xe0lJESykdpbW0QqZ/xCqpp38cChwO3Gn7+J7pH1QXRbib6iTz3wMOAL4GbGd7vqQ5VPO6ZgAPApcC19s+VtLmwK3AwcBlwF8B3wf+zPYT/XQcBnwMeCuwGDgfmE49/UPS24HfUL1Df3P9Wn9h+yZJxwCvt/3e+nvtD5xs+zXD+bOKiBgphZ0zOy2FdpTW0hYZVMcq6RhUPwpcB2wH7E81qP4mcITt3Tqe/wvgDNvfrgfVP7N9cr3scOAdtt8m6Z+BnW0f3PFnLwfOs312Px1XAbNtf6P+em/gcgaYUy3px8B/2f6ypM2A3wKb235a0g+BX9n+wlB/PhEREdFumf4Rq8X27cBFwLEdD28G3N/nqfcDm3d8/WjH/eeoLpkKsDVwQD31Y6GkhcBfAJtK2kPSs/Xtjo7XerDP6/SSNEPS9ZIW1N9rJrBx3f57qjcE76qnsMwAvrs6f/+IiIiI/uSUerEmTgBuAk6rv/491eC401ZU0zkG8yBwru2PDLB8/T5fP0I1laTzdQCQtDbVdJD3AxfYfrHeU62O559Ntcd9PPAL2w+vQmNERETESmVPdaw2278D/oNqDjVUJ5ffXtL7JI2X9F5gR6o92oP5DrCfpH3qgxBfImm6pC0GeP5s4EhJW0h6KX+6x3wisDbwBLBU0gxg7z5//sfA66jOYnLOKvRFRMQwkTRVkiVlp16MORlUx5o6EVgPwPZ8YF/g48B84BhgX9tPDvZNbD9INTf7X6gGww8Cn2DgdfMsqjnUc6n2lv+o43s9QzXQnw08BbwPuLDP6z1PtTf7lZ1/NiJiLJF0n6THJK3X8dih9TEuETECcqBitI6kT1GdEP+gbrdERIyE+uDyScBptj9XP5YLdkWMoOypjlaRNAX4MHBmt1siIkZYri0Q0aAMqqM1JH2E+jzZtq/pdk9ExAi7EZgDHN35YL1z4WLgK8BGwL8BF0vaqONp7wM+CGxCdbzK0fWf3bz+sycDU+rHz5f0sgEaPkI1PfC1wBuAd/dZ/ni9fHL9el+U9Lp62TlUp23tMRN4xPYtg//VI5qXQXW0hu2zbK9n+7But0RENORTwBF9Br1vB+6yfa7tpba/R3XRrP06nvP/bM+rj0OZDfTsHT4IuMT2JbaX2/4p1eB95gCv/x7gS7YftL0AOKVzoe2Lbd/tytXAFcAe9eLvADMlTa6/PpjqKoERRcqgOiIiYozKtQUimpNT2kRERIxtubZARAOypzoiImIMy7UFIpqRQXVERMTYl2sLRIywnKc6IiIiipVrC8RokTnVERERUaSOawsc3O2WiMFk+kdEREQUJ9cWiNEm0z8iIiIiIoYoe6ojIiIiIoYog+qIiIiIiCHKoDoiIiIiYogyqI6IiIiIGKIMqiMiIiIihuj/A8KGX1CyF2QPAAAAAElFTkSuQmCC\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(12,6))\n", "plt.subplot(1,2,1)\n", "seaborn.heatmap(Means2_norm.iloc[:,0:7],cmap='Purples');\n", "plt.subplot(1,2,2)\n", "seaborn.heatmap(Means2_norm.iloc[:,7:14],cmap='Purples');" ] }, { "cell_type": "code", "execution_count": 130, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig=plt.figure(figsize=(15,15))\n", "ax = fig.add_subplot(1, 1, 1)\n", "dendrogram(ward(Means2_norm),ax=ax)\n", "ax.tick_params(axis='x', which='major', labelsize=15)\n", "ax.tick_params(axis='y', which='major', labelsize=8)\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 131, "metadata": {}, "outputs": [], "source": [ "clustering=AggClust(n_clusters=6)\n", "cluster=clustering.fit_predict(Means2_norm)\n", "stores['new_cluster']=cluster\n", "\n", "def plot_store_transactions_new_cluster(clust):\n", " clust_stores=stores.loc[stores['new_cluster']==clust,'store_nbr']\n", " n=len(clust_stores)\n", " m=1\n", " for x in range(1,10):\n", " if (n-1) in range((abs(x-1))**2,x**2):\n", " m=x\n", " plt.figure(figsize=(15,15))\n", " for x in range(n):\n", " nbr=clust_stores.iloc[x]\n", " ax1 = plt.subplot(m,m,x+1)\n", " ax1.scatter(sales.loc[(~sales.dayoff)&(sales.store_nbr==nbr),'date'].values,\n", " sales.loc[(~sales.dayoff)&(sales.store_nbr==nbr),'transactions'])\n", " ax1.scatter(sales.loc[(sales.dayoff)&(sales.store_nbr==nbr),'date'].values,\n", " sales.loc[(sales.dayoff)&(sales.store_nbr==nbr),'transactions'])\n", " plt.title('Store {}, Type {}, Cluster {}'.format(nbr,\n", " list(stores.loc[stores.store_nbr==nbr,'type'])[0],\n", " list(stores.loc[stores.store_nbr==nbr,'cluster'])[0])\n", " )\n", " plt.show()" ] }, { "cell_type": "code", "execution_count": 132, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot_store_transactions_new_cluster(1)" ] }, { "cell_type": "code", "execution_count": 133, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot_store_transactions_new_cluster(3)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Modelo Predictivo de Transacciones\n", "\n", "Con los nuevos agrupacmientos es posible predecir el comportamiento optimizado de las transacciones" ] }, { "cell_type": "code", "execution_count": 195, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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datestore_nbrtransactionscitystatetypeclustermonthdayweek...store_nbr_46store_nbr_47store_nbr_48store_nbr_49store_nbr_50store_nbr_51store_nbr_52store_nbr_53store_nbr_54year
542013-01-0212111.0QuitoPichinchaD13.0121...0000000002013
1082013-01-0311833.0QuitoPichinchaD13.0131...0000000002013
1622013-01-0411863.0QuitoPichinchaD13.0141...0000000002013
2162013-01-0511509.0QuitoPichinchaD13.0151...0000000002013
2702013-01-061520.0QuitoPichinchaD13.0161...0000000002013
\n", "

5 rows × 71 columns

\n", "
" ], "text/plain": [ " date store_nbr transactions city state type cluster \\\n", "54 2013-01-02 1 2111.0 Quito Pichincha D 13.0 \n", "108 2013-01-03 1 1833.0 Quito Pichincha D 13.0 \n", "162 2013-01-04 1 1863.0 Quito Pichincha D 13.0 \n", "216 2013-01-05 1 1509.0 Quito Pichincha D 13.0 \n", "270 2013-01-06 1 520.0 Quito Pichincha D 13.0 \n", "\n", " month day week ... store_nbr_46 store_nbr_47 store_nbr_48 \\\n", "54 1 2 1 ... 0 0 0 \n", "108 1 3 1 ... 0 0 0 \n", "162 1 4 1 ... 0 0 0 \n", "216 1 5 1 ... 0 0 0 \n", "270 1 6 1 ... 0 0 0 \n", "\n", " store_nbr_49 store_nbr_50 store_nbr_51 store_nbr_52 store_nbr_53 \\\n", "54 0 0 0 0 0 \n", "108 0 0 0 0 0 \n", "162 0 0 0 0 0 \n", "216 0 0 0 0 0 \n", "270 0 0 0 0 0 \n", "\n", " store_nbr_54 year \n", "54 0 2013 \n", "108 0 2013 \n", "162 0 2013 \n", "216 0 2013 \n", "270 0 2013 \n", "\n", "[5 rows x 71 columns]" ] }, "execution_count": 195, "metadata": {}, "output_type": "execute_result" } ], "source": [ "def add_date_features(df):\n", " #df['year'] = df['date'].dt.year\n", " #df['month'] = df['date'].dt.month\n", " #df['day'] = df['date'].dt.day\n", " df['week'] = df['date'].dt.week\n", " df['dow'] = df['date'].dt.dayofweek\n", " df['dayofyear'] = df['date'].dt.dayofyear\n", " df['dayoff']=[x in [5,6] for x in df.dow] ## Weekends\n", "\n", "add_date_features(sales)\n", "sales.head()" ] }, { "cell_type": "code", "execution_count": 149, "metadata": {}, "outputs": [], "source": [ "def encode(df, column) -> pd.DataFrame:\n", " one_hot = pd.get_dummies(df[column], drop_first=False, prefix=column)\n", " #return (one_hot - one_hot.mean()) / one_hot.std()\n", " return one_hot\n", "\n", "def encode_categorical_features(sales):\n", " cat_columns = ['store_nbr'] #['store_nbr','city', 'state', 'type']\n", " \n", " for column in cat_columns:\n", " column_enc = encode(sales, column)\n", " sales = pd.concat([sales,column_enc], axis=1)\n", " \n", " return sales\n", "\n", "\n", "sales = encode_categorical_features(sales)" ] }, { "cell_type": "code", "execution_count": 150, "metadata": {}, "outputs": [], "source": [ "print_cols = [c for c in sales.columns if \n", " not c.startswith('store_nbr_') and \n", " not c.startswith('city_') and \n", " not c.startswith('state') and \n", " not c.startswith('type_')]" ] }, { "cell_type": "code", "execution_count": 151, "metadata": {}, "outputs": [], "source": [ "md = [(c,sales[c].isnull().sum()) for c in sales.columns]\n", "\n", "for a in md:\n", " if a[1]>0:\n", " print(a)" ] }, { "cell_type": "code", "execution_count": 152, "metadata": {}, "outputs": [], "source": [ "print_cols = print_cols+[c for c in sales.columns if c.startswith('lag_')]" ] }, { "cell_type": "code", "execution_count": 154, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Sorting\n" ] } ], "source": [ "### Drop nan and sort data\n", "###There is lots of them because of the creation of the lag features\n", "\n", "def clean_data_for_prediction(df):\n", " # Drop\n", " #print('Dropping nan rows...')\n", " #print(\"Before: \", df.shape)\n", " #df.dropna(inplace=True)\n", " #print(\"After: \", df.shape)\n", " \n", " # Sort\n", " print('Sorting')\n", " df.sort_values(['store_nbr', 'date'], ascending=[True, True], inplace=True)\n", " df = df.reindex()\n", " \n", " return df\n", "\n", "\n", "sales = clean_data_for_prediction(sales)\n", "\n", "## save processed dataset\n", "sales[[c for c in sales.columns if not c.startswith('store_nbr_')]].to_csv('sales+.csv',index=False)" ] }, { "cell_type": "code", "execution_count": 155, "metadata": {}, "outputs": [], "source": [ "X1 = sales.loc[(sales.date<'2017-08-01') & (sales.date>='2016-01-01')].copy()\n", "X2 = sales.loc[sales.date>='2017-08-01'].copy()\n", "\n", "target_column = 'transactions' \n", "y1 = X1[target_column].values\n", "y2 = X2[target_column].values" ] }, { "cell_type": "code", "execution_count": 156, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "['month',\n", " 'day',\n", " 'week',\n", " 'dow',\n", " 'dayofyear',\n", " 'dayoff',\n", " 'normalized',\n", " 'lag_7',\n", " 'lag_annual',\n", " 'store_nbr_1',\n", " 'store_nbr_2',\n", " 'store_nbr_3',\n", " 'store_nbr_4',\n", " 'store_nbr_5',\n", " 'store_nbr_6',\n", " 'store_nbr_7',\n", " 'store_nbr_8',\n", " 'store_nbr_9',\n", " 'store_nbr_10',\n", " 'store_nbr_11',\n", " 'store_nbr_12',\n", " 'store_nbr_13',\n", " 'store_nbr_14',\n", " 'store_nbr_15',\n", " 'store_nbr_16',\n", " 'store_nbr_17',\n", " 'store_nbr_18',\n", " 'store_nbr_19',\n", " 'store_nbr_20',\n", " 'store_nbr_21',\n", " 'store_nbr_22',\n", " 'store_nbr_23',\n", " 'store_nbr_24',\n", " 'store_nbr_25',\n", " 'store_nbr_26',\n", " 'store_nbr_27',\n", " 'store_nbr_28',\n", " 'store_nbr_29',\n", " 'store_nbr_30',\n", " 'store_nbr_31',\n", " 'store_nbr_32',\n", " 'store_nbr_33',\n", " 'store_nbr_34',\n", " 'store_nbr_35',\n", " 'store_nbr_36',\n", " 'store_nbr_37',\n", " 'store_nbr_38',\n", " 'store_nbr_39',\n", " 'store_nbr_40',\n", " 'store_nbr_41',\n", " 'store_nbr_42',\n", " 'store_nbr_43',\n", " 'store_nbr_44',\n", " 'store_nbr_45',\n", " 'store_nbr_46',\n", " 'store_nbr_47',\n", " 'store_nbr_48',\n", " 'store_nbr_49',\n", " 'store_nbr_50',\n", " 'store_nbr_51',\n", " 'store_nbr_52',\n", " 'store_nbr_53',\n", " 'store_nbr_54']" ] }, "execution_count": 156, "metadata": {}, "output_type": "execute_result" } ], "source": [ "#sc_ = [c for c in sales.columns if c.startswith('store_nbr_')]\n", "#sc = [c for c in sales.columns if c.startswith('state_')]\n", "#cc = [c for c in sales.columns if c.startswith('city_')]\n", "#tc = [c for c in sales.columns if c.startswith('type_')]\n", "cols = [c for c in X1 if c not in ['date','store_nbr','type','city','state',\n", " 'transactions','transactions2', 'cluster']]\n", "cols\n", "\n", "#drop_cols = ['city','state','type','cluster', 'transactions2', 'transactions3'] + \\\n", "# [c for c in sales.columns if c.startswith(\"state_\") or c.startswith(\"type_\") or c.startswith(\"city_\")]" ] }, { "cell_type": "code", "execution_count": 157, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "method = 1\n", "Multilayer perceptron (MLP) neural network 01\n", "Error: 122.024545\n", "\n", "method = 2\n", "Bagging Regressor 01\n", "Error: 121.110689\n", "\n", "method = 3\n", "GradientBoosting 01\n", "Error: 90.325094\n" ] } ], "source": [ "from sklearn import metrics\n", "\n", "np.random.seed(1122)\n", "\n", "number_regressors_to_test = 3\n", "for method in range(1, number_regressors_to_test+1):\n", " print('\\nmethod = ', method)\n", " \n", " if (method==1):\n", " print('Multilayer perceptron (MLP) neural network 01')\n", " str_method = 'MLP model01' \n", " r = MLPRegressor(hidden_layer_sizes=(3,), max_iter=100)\n", " if (method==2):\n", " print('Bagging Regressor 01')\n", " str_method = 'BaggingRegressor01'\n", " r = BaggingRegressor(DecisionTreeRegressor(max_depth=6,max_features=0.85))\n", "\n", " if (method==3):\n", " np.random.seed(1122)\n", " print('GradientBoosting 01')\n", " str_method = 'GradientBoosting01'\n", " r = GradientBoostingRegressor() \n", "\n", " r.fit(X1[cols], y1)\n", " yh2 = r.predict(X2[cols])\n", " X2['prediction_%d'%method] = yh2\n", " m = metrics.mean_squared_error(y2, yh2)**0.5\n", "\n", " print(\"Error: %f\" % (m))" ] }, { "cell_type": "code", "execution_count": 158, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 158, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ts = pd.Series(X2[target_column].values)\n", "\n", "plt.figure(figsize=(15,10))\n", "plt.plot(ts, label='Observations')\n", "\n", "for c in [c for c in X2.columns if c.startswith(\"prediction_\")]:\n", " ts_p = pd.Series(X2[c].values)\n", " plt.plot(ts_p,label=c)\n", "\n", "plt.legend()" ] }, { "cell_type": "code", "execution_count": 197, "metadata": { "scrolled": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 197, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import random\n", "random_stores = sorted(u_stores[random.sample(range(len(u_stores)), 9) ])\n", "\n", "plt.figure(figsize=(15,15))\n", "\n", "for i in range(len(random_stores)):\n", " ax1 = plt.subplot(3,3,i+1)\n", " a_store = X2[X2.store_nbr==random_stores[i]]\n", " ts = pd.Series(a_store[target_column].values) # , index = a_store.date\n", " ax1.plot(ts, label='Observations')\n", " \n", " for c in [c for c in X2.columns if c.startswith(\"prediction_\")]:\n", " ts_p = pd.Series(a_store[c].values) # , index = a_store.date\n", " ax1.plot(ts_p,label=c)\n", "\n", " plt.title('Store {}'.format(random_stores[i]))\n", "\n", "plt.legend()" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.6.5" } }, "nbformat": 4, "nbformat_minor": 2 }