{ "cells": [ { "cell_type": "raw", "metadata": {}, "source": [ "@author: frederic rivollier\n", " \n", "Overview:\n", " Example of Single Diode Model using PVSyst PAN file and pvlib.pvsyst SDM\n", " Tested on python 3.6 Acaconda Distrib\n", "\n", "Dependencies:\n", " pvlib\n", " ..pvsyst\n" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "current workign directory: C:\\Users\\frivollier\\OneDrive\\Software\\pvsyst_tools\\docs\n", "pvsyst module path: C:\\Users\\frivollier\\OneDrive\\Software\\pvsyst_tools\\pvsyst\\__init__.py\n" ] } ], "source": [ "# built-in python modules\n", "import os, sys\n", "import inspect\n", "\n", "# scientific python add-ons\n", "import numpy as np\n", "import pandas as pd\n", "\n", "# plotting stuff\n", "# first line makes the plots appear in the notebook\n", "%matplotlib inline \n", "import matplotlib.pyplot as plt\n", "import matplotlib as mpl\n", "\n", "# import pvsyst module\n", "cwd = os.getcwd()\n", "print('current workign directory: {}'.format(cwd))\n", "sys.path.append(os.path.dirname(cwd)) # append to path to be able to import module\n", "import pvsyst\n", "print('pvsyst module path: {}'.format(pvsyst.__file__))\n", "\n", "# finally, we import the pvlib library\n", "import pvlib\n" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Location: \n", " name: Guelph\n", " latitude: 38.0\n", " longitude: -85.0\n", " altitude: 197.5994110107422\n", " tz: -5.0\n" ] }, { "data": { "image/png": "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\n", "text/plain": [ "<Figure size 1152x720 with 1 Axes>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# load TMY data\n", "# absolute path to a data file\n", "datapath = os.path.join(cwd, 'data', 'Guelph_38_-85_tmy3.csv')\n", "\n", "# read tmy data with year values coerced to a single year\n", "tmy_data, meta = pvlib.iotools.read_tmy3(datapath)\n", "plt.figure(figsize=(16, 10))\n", "\n", "plt.ylabel('GHI Irradiance (W/m**2)')\n", "\n", "# create pvlib Location object based on meta data of TMY file\n", "loc = pvlib.location.Location.from_tmy(meta)\n", "print(loc)\n", "plt.plot(tmy_data['GHI'])\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [], "source": [ "# system parameters\n", "surface_tilt = 20\n", "surface_azimuth = 180 # pvlib uses 0=North, 90=East, 180=South, 270=West convention\n", "albedo = 0.2" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "C:\\Anaconda3\\lib\\site-packages\\pvlib\\irradiance.py:1154: RuntimeWarning: invalid value encountered in maximum\n", " F1 = np.maximum(F1, 0)\n", "C:\\Anaconda3\\lib\\site-packages\\pvlib\\irradiance.py:1157: RuntimeWarning: invalid value encountered in maximum\n", " F2 = np.maximum(F2, 0)\n", "C:\\Anaconda3\\lib\\site-packages\\pvlib\\irradiance.py:1171: RuntimeWarning: invalid value encountered in maximum\n", " sky_diffuse = np.maximum(dhi * (term1 + term2 + term3), 0)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "iam loss -1.4249941603528105 %\n", "annual ghi = 1482.396918576551 kWh/m2/yr\n", "annual poa = 1638.4406588916495 kWh/m2/yr\n", "transposition gain = 10.526447968128338 %\n" ] }, { "data": { "image/png": "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\n", "text/plain": [ "<Figure size 1152x720 with 1 Axes>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# calculate poa irradinace \n", "\n", "solpos = pvlib.solarposition.get_solarposition(tmy_data.index, loc.latitude, loc.longitude)\n", "\n", "dni_extra = pd.Series(pvlib.irradiance.get_extra_radiation(tmy_data.index),\n", " index=tmy_data.index)\n", "\n", "airmass = pvlib.atmosphere.get_relative_airmass(solpos['apparent_zenith'])\n", "poa_sky_diffuse = pvlib.irradiance.perez(surface_tilt, \n", " surface_azimuth,\n", " dhi=tmy_data['DHI'], \n", " dni=tmy_data['DNI'], \n", " dni_extra=dni_extra,\n", " solar_zenith=solpos['apparent_zenith'], \n", " solar_azimuth=solpos['azimuth'],\n", " airmass=airmass)\n", "\n", "\n", "poa_ground_diffuse = pvlib.irradiance.get_ground_diffuse(surface_tilt, tmy_data['GHI'], albedo=albedo)\n", "\n", "aoi = pvlib.irradiance.aoi(surface_tilt, surface_azimuth, solpos['apparent_zenith'], solpos['azimuth'])\n", "poa_irrad = pvlib.irradiance.poa_components(aoi, tmy_data['DNI'], poa_sky_diffuse, poa_ground_diffuse)\n", "\n", "iam = pvlib.pvsystem.ashraeiam(aoi, b=0.05) # TODO work on applying ['IAM'] paramter \n", "\n", "poa_irrad['effective'] = (poa_irrad['poa_direct']*iam) + poa_irrad['poa_diffuse']\n", "\n", "iam_loss = (poa_irrad['effective'].sum()/(poa_irrad['poa_global'].sum()))-1\n", "print('iam loss {} %'.format(iam_loss*100))\n", "\n", "\n", "yearly_poa = poa_irrad['poa_global'].sum() / 1000.0 # kWh\n", "yearly_ghi = tmy_data['GHI'].sum() / 1000.0 # kWh\n", "monthly = poa_irrad['poa_global'].resample('M').sum() / 1000.0\n", "print('annual ghi = {} kWh/m2/yr'.format(yearly_ghi))\n", "print('annual poa = {} kWh/m2/yr'.format(yearly_poa))\n", "print('transposition gain = {} %'.format(((yearly_poa/yearly_ghi)-1)*100))\n", "\n", "\n", "plt.figure(figsize=(16, 10))\n", "plt.ylabel('Irradiance (W/m**2)')\n", "plt.title('POA Irradiance')\n", "\n", "plt.plot(poa_irrad[['effective','poa_diffuse']])\n", "\n", "plt.show()\n", "\n" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAA7gAAAJCCAYAAADqR2uQAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDIuMi4yLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvhp/UCwAAIABJREFUeJzsvXeAJUd17396ZnaFCCJYMsEY1hEwzwSjh7ExTjjxZBv/jPN7NuaB/eyfbfCzf7aFA4gskIVBBkQSQmAkgUyQrFWWVmGVd7W7Wkm7CqvNOc/sTp7bvz/ure57q6tPn1NdHebO9/PH3p3b1adOx1unTqgojmMCAAAAAAAAAAAWOyNNKwAAAAAAAAAAAIQABi4AAAAAAAAAgKEABi4AAAAAAAAAgKEABi4AAAAAAAAAgKEABi4AAAAAAAAAgKEABi4AAAAAAAAAgKEABi4AAAAAAAAAgKEABi4AAAAAAAAAgKEABi4AAAAAAAAAgKFgrGkFQnD66afHK1asaFoNAAAAAAAAAAAVsHbt2kNxHJ9R1G4oDNwVK1bQmjVrmlYDAAAAAAAAAEAFRFG0XdIOIcoAAAAAAAAAAIYCGLgAAAAAAAAAAIYCGLgAAAAAAAAAAIYCGLgAAAAAAAAAAIYCGLgAAAAAAAAAAIYCGLgAAAAAAAAAAIYCGLgAAAAAAAAAAIYCGLgAAAAAAAAAAIYCGLgAAAAAAAAAAIYCGLgAAAAAAAAAAIYCGLgAAAAAAAAAAIYCGLgAAAAAAAAAAIYCGLgAAAAAAAAAAIYCGLgAAAAAAAAAAIYCGLgAAAAAAAAAAIYCGLgAAAAAAAAAAIYCGLgAAAAAAAAAAIYCGLgAAAAAAAAAAIYCGLgAAAAAAAAAAIYCGLgAAAAAAAAAAIYCGLgAAAAAAAAAAIYCGLgAAAAAAAAAAIYCGLgAAAAAAIuAJw5M0G98+k6amJ5rWhUAAGgtMHABAAAAABYB59/wGK3feYzuePxQ06oAAEBrgYELAAAAALAIGBvtDtvmFjoNawIAAO0FBi4AAAAAwCJg2UhERERzC3HDmgAAQHuBgQsAAAAAsAgY7Rm4Cx14cAEAIA8YuAAAAIaWwydmaNXmA02rUYrjU3O07/h002qAFmD8thFFjeoBAABtBgYuAACAoeVtX76f3vbl+2lydr5pVbz5qY/eQq/7yM2ittc9tJd+5D3X0fTcQsVagUaBfQsAALk0auBGUfSsKIr+M4qizVEUbYqi6CeiKHpOFEU3RlH0eO/z2U3qCAAAYPGy7dBJIiKanV+8IZ0T03Lj/GPXP0qTswu06+hUhRotTeI4poVOs7mvMVJvAQCgkKY9uJ8kouviOH4pEb2SiDYR0dlEdHMcxz9ERDf3/gYAAADULB8zVWeXhmVw6rJRIiKamoUHNzRv+uQd9LJ/ua5RHeJekDIcuAAAkE9jBm4URacR0U8T0UVERHEcz8ZxfIyI3kxEl/SaXUJEv9GMhgAAABY7YyNLa1mVkahr+nTg6gvO5n0TNNv0fdS7rFEEExcAAPJo0oP7/UR0kIgujqJoXRRFX4yi6GlE9Nw4jvcSEfU+v9u1cxRFfxpF0ZooitYcPHiwPq0BAAAsGtKqs0vL4IP9M5yYu3ik4eu788gkogQAAK2lSQN3jIh+jIgujOP41UR0khThyHEcfz6O4zPjOD7zjDPOqEpHAAAAYNEQ09Iy5Jcacc8z3/QExhs+torefsn9zSoBAAA5NGng7iKiXXEc39v7+z+pa/Duj6Lo+UREvc/Fvb4DAAAAUBMmMhnLyAwnbZq+uGvL4aZVAAAAJ40ZuHEc7yOinVEUvaT31RuJ6BEiuoqI3tr77q1EdGUD6gEAABgCjKdrqaSkJgYu7NuhBBMYAABQzFjD/f8VEX0tiqLlRPQkEb2Nukb3N6IoejsR7SCi325QPwAAAIuYpWboLRE7HjRIvFRmiwAAi5ZGDdw4jtcT0ZmOTW+sWxcAAADDy1LJTYXxAapmidVrAwAsQppeBxcAAACoHNh9YBhoQ0QClqACALQdGLgAAACGFpOruNSG5LBBhpuYYvravdvp+ORc7X3DwAUAtB0YuAAAAIYeE7o7v9Ch13zgRvr2ul0Na1SO41NzbDiyJiR7oRPTVRv2ILx5EWAcuJv2TtA/ffsh+ptvrK9dhypvkyMnZ+nwiZnqOgAALAlg4AIAABh6zJh8er5Dh0/O0j99+6FG9fGh04np4T3H6cD4NL3yfTfQZ27dkttWY4R8afVWeudl6+hbD+wOoCWoAxOqvOPIZO19V+nB/bEP3Eiv+eBNlckHACwNYOACAEAOZ37wRnrvlYvPEAIp9jJBI72/Z+c7zShUgotWb6WzLlhN1z28j4iIVj64N7etxgTZPz5NRF3vGVgcLBvpDt8WGvC6o8gUAKDtwMAFAIAcDp2YpUvu3t60GiAI3VG5sQfmF+EofdO+cSIi2tnz2s0t5BvpmnDjxXcmQJNVwZGDCwBoOzBwAQAADC0mZ9GMyRfz0Pwpy0aJiMjYtayB6yG/DRV6AU/Uu0hmfqaJSxYvvuAHAMASAwYuAACAoWcxG7aGEcua4Y4JTrbhxlzfqIFZCXhwAQBtBwYuAACAoSfx4HKVh+M4yUdtI7bqEXUrIHf6wq1TgwdGyDDwug/fTL/276uTv9Or29z1xZ0FAGg7MHABAAAEZ26hQyvOXknn3/Boo3oYg88YBNzg/KLVW+nHP3wzPXHgRA2a6bF1j6KIfuAfr6E/+tJ96Xem7RKxQq7asIdWnL2SDrR4YqIM+8anaePu4+kXVtG0RkKUl8rNBQBYtMDABQAAEJyZXpXif7/liYY16ZJ6cPPb3LXlMBERbTt0sgaN9Lg8uEREq584lH7X+1JSQ+vkzDx99rYttLAIC24ZvrOuu7TRhl3HC1oOF8bIRN40AABkGWtaAQAAAKBqEuOQseXGekmu8522VtExXuhig1TiZfv4jY/RRau30ulPX15as6YYSTyai9dI1xDRYJEpAAAAWeDBBQAAMLTYOYuccbhstPuTOLfQbushseUY753kCKbmFoiIaHxqvrROoF6M1z1qIEi53U8HAADAwAUAALAEkIQoJ/mNlWvjh10oy2XaRFaOJsfynkE/yyw3VJYnD56oNOS7yWrCbWCJHjYAALAgRBkAAEBw2hoyymrVYOEeCZkcXMa6kYQx12Ec/fz5txER0bZzz6pEvsCZPZQ0uVRPSx9tAABIgAcXAADA8GJ5NNllgqjdhXsklaAjhRtaYzC3nUWsuoq0iFhYK3OhE9N7r3yIth9uZ4E1AADQAAMXAADA0CMxDtOlV9ppLYnCrE3balVpDW2NFKia0EWmHt03QZfcvZ3+/D8eKGzb5Bq8AAAgAQYuAACA1rJh5zFacfZKuru3hI8We11Yzh5K8zm9uqoNzsDQ5OAOw1IzSYjyIj4GDa51jvcdn6aJ6blScp+yrDscPDmLgmMAgMUPDFwAAACtxaxNe+tjB0rJSVcJEoQol+qpOlTGq2QpISPXX6XGabvXvTrS6/u6j9xMZ12wupQ0U0F8vuUVxAEAQAIMXAAAAENPEso6FB7c3qfD0nV5+JYEymu259gUzQWsHn3Vhj10YHw6mLw88iY5dhyZLCVXde8vtXsLALDogIELAABgaDGFk1IPbj7ptnZauMZLyS911G0jKUKUKTLlq5iChU5Ms/PhDEsfW2tydp5+8txb6N3f2hhEh6nZBXrnZevo975wTxB5HKJ7oIx8bm3lOKaLVm+lI5Oz1XQOAACBgIELAACg/TgG9NsOnaR3Xb6OpucWindXFGhqP8UHsdCJ6dOrnqCp2fxzY8KYR2p0Wb/9kvvph//5Wu/94zge8FxzawLnMd+r0HTtxr3eeriocr1fGzOBEep+loS0P7jrOH3g6kfo7654MEynAABQETBwAQAALCpm5hdofHqOPnD1I3Tl+j20+vFDuW3TkF1TRZkp0CTo++v376AVZ68M6oWUkiwR0+u6/0j+/D/W0ms+cGNyDFeu30PnXf8onX/Do7nyNMbRxPQc/cEX7qGdJUNhb330YKn9X3/uLfS7n8t6SjVLHBmDfsbzGtqh4eaeCl3ZuE6M7lwus5lIGi9Z0AoAAKoGBi4AAIBFxR984V56xTk30PKx7k8YZ6gkOYu9v2VGXX6j867vGozHpuoP00yPJavftQ/to8MnU50Wegfa/10Zbtq0n+7acjg5/qbYc3ya7tt2pJQMY6DOe1qk9j3UhGErKZqmoSOoqG3uqTo9/m1lYnqONu463rQaAIAcYOACAICDpbq+5mJg7fajRKQrjCOoMSWSY6rNzgWuNntscpZ+93N3097jU4Vt49S6yWCO4ZSenpyn2Tb+ueN/6vIxIiKaZEKelwr2aZfkO4dCU0lbQ1qNWtAG9i2945I19GufWh20UBkAIBwwcAEAwGLt9qPBDRgQHs2yPkmIcknLIDFwA4cof2fdbrp36xG68NYtTKvBglkSRMsFKQpStdW4kRzDwYkZ+sOL7qWjJ8uF2GZClBvx4AbOwU08uPkXuOOR7zysrN95jIi6ue4AgPYBAxcAAPrYdugkveXCu+ic/3q4aVUWNa5h355jU/SRazZRRzAo3Hd8mt5y4V10lKnYKjG6IssoFK0hy7QZG+3Km++ENXA1HlLOG22fCu5Y7HNT0KtTftPYVbI5Lr5zK93x+CH62r3bS/Vp91VntEdyr4f24EraJM9b2+6C+hkdMe8BGLgAtBEYuAAA0MdsL+Tsni2HG9Zk+Pj/rthAn7v9SXpgx9HCtl+6cyut3X6UrlizM7eNZlkfiQ3CFdhxtQ5JYjgzIY9cDm4erIE7BHaK5hAkOdsS2pWDW44D49P0t9/YkFTb5s5nJ8nBLdnpEDDae3jgwQWgncDABQCAPjB2qw5jGEgqEEscVbGgMI5tFIo8uMVNxK2kqIxN1mj1CGNWeLVbaxQLjsGEl8+WzJu0Jxjqzdc36+CG6fPD12yibz6wi64RLJmUGrjlboJNe8fpxz98Ex0+MVNKTpOM9Kx8STQKAKB+YOACAICQjbuO019fvg6z9p4sMx40iYEhKKaTLm0iINAlq9q+Y4tgWW1cRo5p41P4iC0wlLRpl4WrsbXSAk3lboY2eXDLYoz+xKvNnE8TlV82RPmzt22h/eMzdAezvFfbMSHKC00kYAMACoGBCwAAfXDDlXddvo6+s34PbT10sjZ9hollvUGhpEBTJPBUdQSFcQyuZVXuePwgHZxIvUiScXviIQ08rtUYjhoDrey6v2mfvX36djoxM08TLVkTVVZMq6K+G6yiXLpoWhK2LQ9RLjvFMQw2YZKDi2KEALQSGLgAACBkuTUYBPm4BrE+3jYOjQc3NQjS7/7wovvodz53d25bp16mjaBPHzQh1M4iU9bJCFZl1xSZ6pP/3957Pf3oOTeE6cATP2OrnIlmn9MmTJxQfZp8WomhZp63kUAjx9aGuwMAFj0wcAEAoI/wxYhAiv95c10WSQ5uun/slLP10En68DWb6EfPub7RAbfMe9z9dBnrefDr/mq8xr19Wnrvy/KIw5iFtre4znVwEx1i9/3si2wtaePBLTlB4LHP1OwCrTh7Jf3n2l2l+g6NpuAbAKA+YOACAEAf3IAlDuzBGGpKjvtkRabk8riQzs/f/iRNTM/LhSn7VsllthnDopMYN64cXP8Qas7gTcS1zL6tKmScIy8Ht44JktBdaM6byTdtoorygYlpIiK64ObH6+/cQfJ+gn0LQCvBMA0AAFw4BnFJmGbbRvkWxyZn6awL7mhtrrBkTChZ71PiPbGrCovW++TyVlvg5U2LTOW3DT3ujpX5lzsOTyZLz9SBZh3X0H3VW0XZ9Gn+o9vvwMT0QPXizLEw+6aGfNkQb/35MpWbm/CWAwAWHzBwAQCgD9ZoWCRjqxse3k8P7xmnT93yRNOqDKDKwaVBw5RDE54a6vpWFZooGvxrQpTZJYVkOvnw0+etordfcn91HfRIPWmCIlPMtvmFjrg6ut1Xne8Fn7WQ+3nth26m13zwJq99NSkBrJzep8ZQtsPz20LL1AEA9ICBCwAAfXAegnRgFrbPhU5Ml9y1LVjxqlOWhVnvswySUG8OyZIuOoM0+788eU0MoiWD/dSpzd2jGp+cHMn6unMLHTrv+s10YqYb7n3XlsNB+pagmQhxneofec/19IaP3hKsr6oxS/aU1SVzrwsmgEK9/jRykmV5alyTaXa+Q//47Y10YHw6+e7oyVk61O8Bb5vFDQAgIqKxphUAAIA2wXv4qhnMXLNxL733qodp7/FpOvtNLy0tz6xtKVmOp040A9pQObhJnwLjtd84PD45R6edOkZXrNlFz3nacvqFH3luT161McoaQ811P9rbQt2y9nl08a0HdtGnV22hkzP1hSZrPHvcxMDsQof2HJ/O3T4gJ0dMHbZOGtmg62znkUk67dRlArlM31aIvDc++eFU/7qzt2zeT5feu4OOnpylC//Xa4iI6NUfuJGIiL77GafUpgcAQA88uAAA0EfZsE8fjNd419HJsIIbhDtHE9Nz9Isfv4027R3Pb6QoHqTJq5UYzDuOTNIr338DXXznNvr7bz5I7/jKmty2ofBZk9algiRH8eoH99CKs1fSgfGZge85J7IkamGmN6EyPVe9gfvBqx+hFWev7PtGEKIc6ppZcsrKvemR/fRL/3YbzSsiLjrMJIeLN3xsFZ11wR2OLXrlg02aKG76pLBajQauJKIDDlwA2gkMXAAA6EMSohw6/1IS/qmBC8VsA3c/eZgeP3CCzr/h0dw2knBcAzfo9Vlax0w03PjI/kJ5dZLeJ/neWUkE51fv3k5ERE8GLkLW6YT1GnN8cfXWgb9D9zk5O08rzl5JX75za2Zb6Of/H775ID22/wQdm5orbJu5nxX97Do6lfnO511ROizaQ0L6Xq7+pTY5O0839T37zmrlLX23AgC6wMAFAIA+2KFXxTmaocZMSbXnlg3CjD6nLhslIqIpxtPn0v3V77+Bfvdzdyd/awbKqUFQPIFhKrZy+X6VrX+piCBw6SBJqZzueVpPXaYfAnDHbU5XvZVu5ZNDkrxuw55j3XDlS3qTAf3Yu5e9F8ZGu4rNL2ju5zCTCV77B7q+mnD/Oift3nvlw/SOr6yhTfsmCvUBALQTGLgAANCHZHAeenATOuwuLQbTnIXLHVGaI6w710cn5+jerUdUfdltJKc6KWgTqMCVBE11XO5YshV+s4181jGV3EumpxrrAKV9i/Kxe0vNCCKBTZi1mYwZ6EulWTFjvYW15xQhyqGiSez9+WiIMJEmPs+OeS/XsQav8XQfm5wlIoQoA7AYgYELAAAuXMZD8lnNqMZ3fcnP3raFXn9uWgE20a5tHlxLIXa9WYFnzqcas2SwKvHgajhycpbe/a2NbG6qxIDMHIujjeScpGuK2joU45J/0yP76U++sqbvHNc/6ufupR2HJ+mcqx7uy8OWT6xIHknt4U7PLdBsXwG4ZcaDq7jfQhcR09BMDm5vnxpeasvG5BMOlUVyAABKAQMXAAD64HLbmhxUcpx77WbafSzNr0vWq2xKIXIbOWZAaz658bw9+HVWDBbpYe/DmsyWfmE8uB+7bjNddt8OunL9bvlODhKjnwmVt3V2qSmpUJ3Zh7mZ3vGVNXTjI/sTAy0W7BOO4mfyLy97gL581zZ6eM94YVsDp3tZA/6l/3IdvfHjtyZ/m4gBSZEp+9qFehdJcno1efGSvjSY+7qOe2p5b8JhpmVV6AEAcmDgAgCAgya8UKHHbr4e4apJDTXOg9tDkZPKtlG05Ty4/YWeHt+fn6PXT0cxMaKrGu0w+m2D3iHPHJ/mHk+MG6e87ufkbNdDnYaTVn//SQwzidGv6rPgbwk7j6QTUknIvioH16PTkoQqsGYmQkYV8cZ1TtqNpPkCuTRZbA4AUAwMXAAAGECQgxY8B7caeY16cB3f2R5c1lskyUlVhSgXt5UYh4abHtlPv/hvt9NVG/YUCxagqmLLGMwS48tncM5dj7GegTYzZwzc7vd15EumExcxPbjrmDMMPBMarzhud56zQkEBSZEpSXKw0SHRpViZDhMq4bOubtnjH5/uVot+xiljtfWpwU7xgA0LwOIDBi4AYElzYHyaDkxMZ77nA1nDDnlCVz1uaxVlg1FLknLI5sz2ZUUb3v2tB+nqB11GpyAHV9Cn0f2x/SeIiOjhPcfzG3vA9m0NuNkweqaPkUhv1LD0xNhrldaRL2n6OjgxQ7/+qTvpH775YPE+oZ/fktaXKTLllYPb992ffmUNvf7cW2huoUN7j6ceYq5YWipv8NOFJC9egjG4NREmadh7u15qMH4BaCcwcAEAS5rXfvhmeu2Hbk7+5gZ6XJhmGUJ5XO11SNs1FHQYPIEqtvaLuey+nfSXl67LbyuqUszp1f3s2SS0IAgrlRgGmmuV3qNZiUk4bt+mazbupY9dtzn52+ie2V1gPLi9xt0vTQppnUu6GHXGe2vIbtyVnXDI6FHy+Q1tII8lObh6uf3X44ZH9tPuY1P0gasfoZ/4yC1JFWBJsTRNz/333bfX7aK/uiz/eXOhqRie9qnqohSZ24WbFEOMMgCtBAYuAAA4cA6+Kg5ZK+udMJ6aNjg5uHHfyEixwZdW+hWEYCo8wZpQZYl+Gq+bBL6ytGkz+Dmwv8Ob+v9+7QH6zK1bkjYjgUPt7T7rLAhk+ubuffsrzTq9zpZ2KHvf/1dtPkD3b8suZcXhkxOd3qPZfVY/cYiIiA6dmCEiXTVwyeROP//36xvov3zD9D3uPxiUAAAJ8gQIAABYQnDpcFWtW1uWhU5M/ct2tnUomIYoFw+mZUWX5B4qX0+VrVfopYQ0GL1cuZWSglaRYvIg0zfznd13LUWmkr67n5JJIslRs1WUmf3e9uX7iYho27lnCXox8nyuQ/51Xm5yontVgLlJGJ987LLvK59Q5zqX44nsmSSGtr5jAVjqwIMLAAB9iEJiK+q7dIhyjbmPRXAe8KRN2VBRTd4gE9abytN79iQ2nKaNJAfX1mHgO8uzx1U9DmXUmPO2kORWdr+v4y5MjH2uym5k3wN6+XwbubxQpF7z/Dbm3peFKBdPjNhty7KYnbH2ewUA0C7gwQUAAAd1hsKF6klTBbhJEm9q6VzIwU++bdg8RNag8kKzZIr5j2Nb75M3fEzb2Pm9qG+mzyZC5I032+U19knB5SaJQj9XPhNSGh1cBu78QoeOT82pvJU+fTvxyMFN+i7ZtYTs9cj2WqdHGQCgBx5cAADog8u/rKrIVKYDTzRexSZIz9+g141rK8HH8+orz17DV1UJNlTOK3MU6RJC2TbnXruZXnHO9X35zZo+i+GWo6mKJAe3l1IguRxlJ6+y57/O8Nni8HK7yJfrfnnvVQ/Taz54E0311i6WPRdGXjk0VdTtvmtF9GjD0AWgjcCDCwAADvgBVUWDmsBiGx16sSGtgbrwKcoj0EtmzBW3eWj3cbrziUO6NW4lbRg9jdHQSdqkrT57W7fQVCQoanTl+t30kuc9g176vNMG+uQ0nPdY/qUs5vg6zIRD+lXc9+/iJnb8z4bzzq7cuJeI0jxdbm3lTN+BHmAfOU2Gg/eDEGUA2g0MXAAA6IP13gWuPhuatlcY1Sz9Y8OFxoryax3/8+nTGA2SSsG/+u+riYjo91/7vYV9SXJw5xYGjTlJPjGbg8vo867L1xNRtliS8zoIzn9V2BWcRxzXI/NV2dD4ilIBVGKYCRtROH6vyYjimYwDTRDY6zlLaPmrDQDQMhCiDAAADtgw0MB9hfJ3ZQInGxwVcj1L1NJ5PY3hx/VZ7KGyDWa+z7BI+pyYnh9o69rFNkLcBq7ewlDlHAYKZRV1lYQoGwNXUkVZYADW+PwncgNdjyREmalWbE/QqF4VoU5AS41WVFEGYPHTqAc3iqJtRDRBRAtENB/H8ZlRFD2HiL5ORCuIaBsR/U4cx0eb0hEAsLTgDIOqc3DLik1z71qahNtD42GSYMKFJcve8Ib3oIeUleNRsZo/boVnmdtmhSi7GBkxbQYbifJXieiLdzxJP/jdT2fa1Dfst0OUnR5c68Ak4eWJfKfHevDLJowcSTg9ex083hXhcnCN4a2559tpSsKzDEA7aYMH9+fiOH5VHMdn9v4+m4hujuP4h4jo5t7fAABQKdNzCwN/SwyhULTcHvWijgkCe8Atyx8sbuPKXzVwBXJue+wg7R+fdkgUeBUTeVyIvGkr8EYLQu19i/x8cOUm+uOL78+2sdrWMfhPDHpjtIqqKIedYAmFpHiYgS0yleyT35e9vy5cOMzJ8RFTh6ErWY4LANBu2mDg2ryZiC7p/f8SIvqNBnUBACwROpbRwOVfVheiWDY5kP1zUSH1JhL1GXyCsE0+b3VQssSA7NfzrV+6j978qTs5lQvh+rQnCFzHa9+/LkNoRFCJNyNX3JLXLzR2X/23zeZ943RwYqbvG30OPXeO8/72hr3f3E1d97M9AcLnr1uGrsRwzldThCQsOqtX+v+zv/kgffGOJ0tqEYbZ+Q5dtHorzS8owgIAAJXTtIEbE9ENURStjaLoT3vfPTeO471ERL3P725MOwDAEsblvSseIH961RP06vffoOoplAf34b3H6S8ufaCR5Vok2B7I0iSG7cCf7j4FBXJMG9e6oRmBOX3uc3pw8/VL+y7GnmDh5TEeXMH+uXIdO9nXVWM4l8X0ZeyL/hDlX/nEHfRz/3pr8ndaIKwm5aSUKLrkG6KcjX5QTHaEenx99omJLr9/J31w5aYwSpTkotVP0geufoT+457tTasCAOij6SrKr4/jeE8URd9NRDdGUbRZumPPIP5TIqIXvehFVekHAFiisAWLmKHZedc/SkRdI2nUlRDIUHbc+M7L1tOhEzP0A6c/LYzAEtRRpEcQ1Zvdx8NLxvYdCJVXUdC4w6wLmzfRwOUT82sDd8+H7eGrJUS595nm4A4ew4mZ+aRNlNmLkau6T8JGXkiaSO5N1tNvfScymAWREhIkE11xvDhSN6Z6qS1HJ+ca1gQA0E+jHtw4jvf0Pg8Q0beJ6LVEtD+KoucTEfU+D+Ts+/k4js+M4/jMM844oy6VAQBDTuLpYzwWHbInAAAgAElEQVRVkvHd7Hz9IWujvTf6Qssrn3DqTc0u0F1PHPIq3iQxSmRhzOKug4XhauR0GGNEYoSUsRskWtZ5+9leY84o8qkYHPpYZCHygv24PGyBzskEnkc4eR0e3CbfYJJ3j7mXlvVeurMIUQagVTRm4EZR9LQoip5h/k9Ev0REDxHRVUT01l6ztxLRlc1oCAAAbkSD/AaGaKNW8aAmK49yRaa4ENZ/+vZG+oMv3ktbD58U96EqLqUZ/PdxzlUP0yvfd4NXeK8md5trk4bIF7vbJGG4PtW23WHgdth2cTh4KFIPbqrLLZv308Zdx0vK5SIQ3N5PkVxXWyuM3t2n+2+JwSwxgr2epZL4FElr4o3mznPufhoDd66BCU0AQD5Nhig/l4i+3fthHCOiS+M4vi6KovuJ6BtRFL2diHYQ0W83qCMAYKkhCtUTiNEYQIFWwk2q4zacZBjH/qb1o/sniIjoRG/NV1F/yWexgcB7jQa9n/0D2y/ftY2Iqis0JimClcnBdYaeDv7Ht9Jy7j7cNvvZqeE2NLe6uecjIvrfX17D7lPWC12Vh1oVFs3PhHTbMEeaFNUTRD+EJn3fKQz6Ol9pitexIqgHAFAjjRm4cRw/SUSvdHx/mIjeWL9GAACQ4lvAJ20Ttk8JY6Pd4dZ8p/5Bq2F6boFe+i/X0R/9xIsz24wBLjGSNM5FuwL2QJ858t1yTKP8NqkHN+w51ogpG4odynObyDNt7H3qGPYLClvZaxaXrR5dxvgKdUZERdOYybrsMkGCd5pgEkZDyzMpEpxO94or6gMAytF0FWUAwBLm06ueoHufPNy0GgOwjhFjoIk8uPKhT6jBkimww1YBrpip2W7Rla/cnV9VVHJusmuXOuRY3ifOGNEUyEm9W2GQmJOSsN5MRWhHY7MtDdkVKlnQVpejWd/9l17fwb9daHJwGwmFZbdZBikzGSPxKtrnLa8fbl9fJO+74IW8AABLiqarKAMAljCm4vC2c89qWJMskvUg+3nLhXfR7/3372XbVE2dhkUZyi6XkydHtIanYNQv8eQ2gwlBL25Z1VI9smWCKunaiR1qy+EzkcStM5v8Hcj41xSgkjxDaZSB6xiK5WTlBo5a8IiSadsrbrG8cwFYasDABQCAPjhPkB2e2s/a7Udp7fajGTm6vkOF/jU36GI9aKYN02jT3vFuW4HrUeS1sxSTeMkkXvxUB42FEOj6Wp8u2KV8Bftn+mTldRcKsvWq4zY0fWgmJSTXTDvBJYV9rwj2T9fylRvDEpLCdCLvdqj7OIxBX5bdx6boKWMj9F1PP0W9L8xbANoJDFwAAHBRduSi2N8nJ5KTU6eBYSPxHGq8bbwc859iw5Rb/skSIzSAivUziI5FJG/wGDjPHLuMjKpPPbVWUfbwRIrkeuhQZV95fbi+ts+/xFNaZ/XkcvLC31WvP/cWIkojiTR5+5o2AID6QA4uAAD0ISreopCj67scvoWPtguW5JHrwGz0WIdU1Kekb6utRA7nbZPI02DuF84Wto05p3Gj0Mu+RyV9O7F2rNpw7iedUDHPrcPoz8hR9OnUQ76/al+PYADfdXXzOq/DTpMUm7OB/QgA0AADFwCwJJmd77DL6bBevL5Nj++foMnZ7JI2Kg+fvClLOtSXd77ywb30M+fdSrds3h9GB5EHNwyZviTeSrZNvpGUaZsp+lPuqELnQhrDL1BwgIzE8C72lgfvWtGVKMqAbeJ/XK57K2K22ftJqmTHjv/lttWEJgf2loczzsOSSUNwtTHbYHkD0Epg4AIAliQ//M/X0j9888Hkb7OECOu9y1SxjekX/+12ertj3c0mo+8kg2DDQ3uOExHRpr0TQfqWFBiSDAolawMbOXMLMb33yofowMR0ftvks9gwqCokUeZVLe5TEnYc+hgkDtyM0S8XL9NBYNBr5WzYeYz2j7vum/wXQXUeavk2Sf55qOtbpq0LnzmXthdzQpVnANoFcnABAEuWK9buSv6fuwxHH/YyI8aYu9ux1JFmQBbcENC0DR4unC8wmUQIlINruO2xg3T7YwfdRrq1tJPEiEjX1XV423LCcYuLMPFoivvwTbtb2aJBgaoJ57dl+i4BFy4smZxwTfy8+dN30qnLRsvp5RFaTET0hdufpJs2ySIn7C6445UYv7lyZYErQZDkBmv2CYVPETYAQLuABxcAABxIqpSGrrQqMfx2HZ2kN33yDjp0YiZfTkUGhgTREjGCNiMKA9eEmi+UDD21jYY6T5/otFkGON+2bBiunOzET42hyZnQ3XyMXvY9OjW3kJVbg6H3oWs20b1bj8j6tDZqrq9EbiqvvvtGU0U53aedtNzBDMCSAwYuAAD0wQ3zUg9kF86Y03l15I2/tHobbdo7Tt9Zt5uTKO88MNyxSJY4SdpKvJ5WYSF+wkEes6sxNjVIDA220FPmP/l9mE/eEz4oiGurOdyq1sHlri/ndS8z4cN5jdM2YQ5Ydt8N3qO8kRjWWNUYwRz2hIio71I9+sEtC2eAXQtAO4GBCwAA5BhsCYwR1svrMfQp6wWwB/KdOKZ3Xb6ONu46XrhvqGJEslBbSZswHqpMW0nfibGULyf5WxQ2LIeTI8q7TD6LXZDhjXRLiRrwMpJK3qOSdIbcfT3PTWY3iXc2+RQ8Sz5KlaTOcOiqSCam6izmBgAoBAYuAAD0IfFAigZfVXmxFIbfrqNTdOX6PfTnX1tbSp6Gygo0SbyW3P5J22JvTBMDb43RL/GAs9EFQp1cOzmX4anIo5mjgvM72X036PHn28r1CoVojWYa/HS2tcK2JYiKw1m6+OKT41rn9fAxVl36PbjrGP1nX50HAEB9oMgUAAA4kOSH8R7c5miyoid3Tsy4UZIrq0FzvFzLJMxVIVeSj52GZJa0OiVeOytUN7SxLikMVKcxYkdTiDzgXmG5WTnJ3zn72cvNdNt6vjOsjaLjFVwPycRPE+TpU+vSUyX3//VP3UlERL/1mheWVwYAoAIGLgAA9MENaiKrlcvrEUXdAWVoL2VoOZv2jtO1G/eKcl01iAoMCZrIcnB7nxLDRXFy+QJjVniqWCqPJoxUtNQRJycnxJ4755z32P6mMi+3Q7DG6y45N2lfxRNcPrj2leSkZoppMQdTWai4IFJCJU41QVifYat5I7ZrWgAAYECIMgBAzUO7j9Pa7UebViMomUE66yXrfobKwfUZMHPeIcmg/zc/cxddcMsTNDOfrSBbBnaCQFFkSnL+JF4sWy9RqLOH17OOga7EK5u27X66wi19Qk3Te961US/PB+c9EQ9uk3i3dX3m6xHHMe06Oiny8rJ95LQtWzRNM9mhIZQXdTEbhy7dH95znKZmw75PAQB+wMAFAKj51X9fTW+58K6m1agGgYXGGQgRs624a8GgVWHccPsseJa6fccl99Pnb98i7tu3jQrGs6S5Hpk8R847ppArQeP4lrQtu8xV/r75+3RKyC2L7JyYtnLjkONLd26jn/roKuf6y34TIXKvcXqv5hvXoYtfla3YbIgExQyqes4k2JOHkvfAyZl5OuuC1fRXlz1QoWYAACkwcAEAwEHpMEZVX4E8IhoxHkt1EBHdtOkAffiazZwWhTJCF/lJ5Il2Kr5msvzVwY1lB+Cy+637KTFeJfnhunMs2Sffox7C6JWEKLPeyt6nqKCSwPhau727hu2TB08UC2TIC1Hu/zv1xiq8+H2e5vw2PnId39VkgNY5dcIv2TV4w5kJw3ufPJKzBwCgTmDgAgAA9Rk1kkEhE65pZv/9vGPFbSQVPjXVYhO5gXJxNZ40jhHBgWo8VbI1QSWGrbzPvH3dfcv3l4Thlgm35uAKhPl4DsvSse91Rf60BG6X5aPdIdTMfEfcl++kWCb3W3KvaqIWAreVIFnKKufP1jEy0n1fzXWy9wIAoH5g4AIAgBLJci2hwwM1bSXi0tDddoaThqqMbLcp3XdGgH4ywRfJxIXOCLYaMXMKbA6u1Te3f1Ww8m2jXyJP0MpMwmw9dNKxf57cXPXYtnmeaonHWtKmLD5y+o/7O+t206ETM33y2m3S5oWIu1I/2lahGoClAKooAwCAA9eQxM7nDD1u0Yhjw+caHFDJepZ4UxV9JoZfKHnMNrkYVd/BipIl92b3P2yRKXGPss656xDijuSOW7NsTtlZIrP7GaedQkREy0bLRT9UljOrEKiLIMgz4nTnwUg5MD5Nf/319fRjL3pW8T41vto0EwNGr7kF17nxW1sXAOAPPLgAAEAOD0ngASQvJ4iYVF5YccGRhCjL8iQHjRpRaDErz/Rd7JnP+3QhCysXtCGjn7xt2T5TeSZqIX9bsinXAAqPyiuraJvs4yri1Ptu2chIrrxcryx7jw5u7D9nWc9tjhd+QF5+n/bazKLlvSy5oZhd6Ib17h/v8+BandRp2NqPK1fIi2uTbmsnF9+5lX79U6ubVgOASoAHFwCw5Cg72A5tPJTZx7W/znDpEsrDECwfVuLlFfSpOa7sWqP5xk3oZaBE0uLMf3JJPJqMO1Vl1CQGlsD4F0vVwRmbstzvMEacEcOtX5t7nrgJApXxW6wntzHK2Sw5bmVXhfI0dQvaE+6bsXDzW3p4t+vgff/1SNMqAFAZMHABAKAPibHEhWImYcyBc0g1aAy/8N5juWHKtgnkIbGNVVUoJisvf/+VD+5ldeln55FJ2rwvu8yMWy+JIVSsX8bjqkASJszpVRXc9bXPSdlQ4F1Hp+ibD+yip58yNiDfF0kOrh1dzd/zxZMwURQRxXHlkxLOvsn0GVt/p9j61GrYWrYon8/e+2TEtcUkB2ApAQMXALDkcA6CQxt6Dnl/8/X19KoXPYv+6CdW5O0lls95JnWeqvqHX5rwY77N4H/CLbc0OPB29cl5SP/i0sG1MLlr9SufuJ1Ozi7QB978coFeg32728S9Nvl9p+dt8Ht+WRRrX4c8zoAM8XyxfZu/BRMhZZepeufl62ihE9Mbfuj0XluHZznXaHV5oQc/JTqw51rwDadPYdtA15cLQ26Pp9ZNVvd26wvAUgM5uACAWtl5ZJJWnL2Srtqwp2lVnGiGKWxum6P9t9btpvdc+bBDTnA3aiFmWaA6DPtsm0BeXssTyecaDu7j1stum6+XbSxJjBEXJ2cXcvvK1Y9r4/hfHpqJEIlULnw7xOSDxKPOrdKi8+LnNzKVcs0yQWXJrWo9oI/9P/l97MIumKe5PO7nwv/6inLUvaVXA/fOybRtm/IALAFg4AIAasWEY165bnfDmvgTyohzcejEDM061tXU0GTBmFCDOc3AMVSfdiXevcenHX3KjSQNGqNLlm8qkaeAMcLswX4TA3pJ2HVo/ZaPjeTKm5nv0PGpuVwdBr7Lkd9vNHLezjwkXl7JxI+mTw0Zj7VgeqYttmJm3XSubWu0BmDpAAMXAFArI73Zeh/vUSicPSeDwXy97Nwx18Al8Yx66nPmB2+iv7RCXLVITm0Ty1aYc8MWQOqhO38Sj7C8T8m9aRu6VeUeu7axnj6rDR9SHOYZzJwLps8Q/bi+4zy3Bp+iWhyjI+ZZzzb+o4vupVe+74asXGFf+8en6fhkaiBnikwVq1c6GiW/res6yPePLPdx5AiO9zHoQ+HSpwjfCA4AQDUgBxcAUCsjkd4AXIyUGdTc8Mh+Rm7Y0NPwXpkwniDNMRjjpvQg0zLQRkeiJBw1p6noPpYtEyQ3kHkjXe5RsttEjKKSvpuYtLKvA2d8qSYwBH2b8+UyrjfsOi6QMNhXv1o//uGbB9vE9qdiEobtu7hNRk9BWwmL5TdA4nVfLMcCwFIBBi4AoFaixIPbnA6yXDduf2ZjYiPoDzDUOdHI4Qoq+aAxXlnDTxGCKdlFMji3Q5S5Ps1nRN288lPG8gOiZOHHPXnMOUnyTBmB5tp3OsXnWOe1E7SxPkPDX5cwEyuafbwqprPvHoUcdpvCaM14/Jt7Mfd3nfVY16eXXS3fRdbDLG8LAKgeGLgAgFrRrHlYJz7rmgYLSxMYLiIxikFqpshMjYjOn8dgf9Pe8cw2jeHOeQFtvfr1e8PHVtHzn/mUYvmlB8ECwyX0vZkR7/CQZvrO96JyXLl+Nz1x4AT97S+9RK5PxrPJtBVL1XnUNTj3UYTsJ5McglkszTmR3X5hjbhkksjnIa0BbtLJvj/6/7py/W569lOXV6YXAKAYGLgAgFoZsaraNoHEQ+ciEoRXu9Z0lKLxvJZ0fva1rf9CSHqU5FQm8hTeO66tmWDoMBMFqYEx+L2rIJUGnbeNkzN4DL59ZfvON8IkeciS++xdl68nIso1cN2horHz071/sSHpQ1l59u5crnHePm595G730N58mZxelMGgKo4/Cr+uBG4S0J5w6FfM3Mdp23ZN5gKwFICBCwCoFZODm5fbuJjwNZSzcuSeV5FxKAi1TT3pAoGBSQa2XPispX1/wR1bjuQYdh3tLk911iuez+g1+OnWy/1ZB2mfxZ60zADc0aaMDi64RzrIfcYZ18y1swuMhSoI5jOZxU4Q9D5v3nQgvw1ZF1jQV6jjTdu6vPgaCdZEoWPSMyOt4Z+LFWevpD983YvTLyx9JM8kAKA+YOACAGolzcFt16++zoOR3zhdB1d/fNpzsuvoJD39lOxrXJWDq+pRIE8z8FYYRN9yLCul0X3j7m7Rn5UP7i2pl3wyQoOqaBDTVFKhOg9JVAAfZl2Nh5TDdMVN6hhvu+rcBHofdDoxjYzwMbh2zuyBiZniPiV6Cdp0JDe9JS/0pEm2h2bJm7j46j3bveS146gAWFrAwAUAiHnnZevoZc8/rZQM48FtdJkgtmvGeLVahCoskhf2WsRPfXQVPeMp6Wvc1iuy/i6LS86dTxyib67dRR//3Vf1dAjlhVboJZDIVQjO9p1vLNmD/AZWW+IjB3qffCEv//tB0jebpytg55FJemDHUXrzq77HkuGQK3Bo2oZtqDePRM58J6blPQN355FJp7FrP1aSwmCSQnkK27URI0wzwSV551YF937pCM5xnTqbddRf8KxTa+sTgDYCAxcAIOaqDXvoqg17SskwY7dhCFF2kayD63F4GqPfGGwT0/Ol5IgqGvdwif2fX7yXiIjO/51Xio1ImX4Sj6aRVyytwInWkye3BDSVaiVolq4RrYPLyfFQ2pVraMMN9jWD/N/+7N20b3yafu0VLyj2floHXLZCetpW3po7NPOem5ieozd8bBX9zA+fkbs/V9E8z+DzxV5CSBV54drmo0OZnStEUunf3iRJa6iDMz94ExERbTv3LNV+h07M0OlPP6UKlQBohPx1DQAAoALMgLXRZYIYD5PG9uLa3rXlEK04eyXtOTYlFReweMugXBclVjMiIqK3XXwffeDqR5K/5xbk4Z+h2nDFoGwkprfIG0PFbXyQeYIG23KwRaGUuon3CWRcHjrRDdGdXRgMaeCOhfW6WwZkqCWFJOvMzvfCMo71csjv2nIoK8f6dFbttSZUJPeJnXvMoZqwKTmBkbcMz2AObv62uokEb4/FXEjqtscO0pkfvIlWbc7mfgOwWIGBCwColZGcwc1iQjKYufTeHUREtGb7UbHc8ssE6eXovFopqx49SBet3pr8bQbyrFGd5CeH0Sv0HZStolzcNhSaMNKq1nwVefEF28qemeW9NYVn5i0D19WnbWQ6jeDB66m650WhwPltjAd3em6BiIiesmyU6az74TKosh7cwEa6om1ouEmJNuAOjZcb4G06FhcP9H6j1u081rAmAIQDBi4AoFaiqHkPLofIQGMa2UaCagmbwpYyROfWY6LB1Xa0N2NhPLj8/vI+RSG7Ek9174I8tv9EsTzr092nwtOV2Td/myRUXNM3u0yQx4jb7MPLzZev6XIsuaeKk9Jtj6arm8Q7TvIHTRXJwTQxBu7kbNfAPdVh4GbOl9ODO6iXbx2BvBaqmgElc6zz5er6rBrVu9F7Y/MY9SRpHAAsFmDgAgBqxfyGcgPl6bkFOu/6zYnXIzS1zKh7rPcryUsO7WlJwiI9yyWZQdF8zxgJF/4paSP3Pp2YyeYq5/WpKeATCt1Eg6BN79Md7loN7PJUik6jnEJ0rnPU6Zg+iw360BNJqfz8bfM9/Yw32nin+0nPW2+SQ9KnQJ90wqZ4wkFhzweDM9bbYBNKohVkkwltOJp80txvWLhgeICBCwCoFck6uBet3kqfXrWFLr5zW01aKUP1mG2R9SkrHqT3Ckoqrabyiylb/VjiNdYsoaQZcIeuEi3Kb1TcLxI0ObgSyujlWx08uQecBotcIUmkRCq313fH7JPvXdTkbGueGf650E9cuIq1ZUNiJZMw8uMsO8Hic79l82xj5//75TdhKpadkGt7iLJBUWgegNYDAxcAUCuSZYLme+GuU7PFXjcJs/MdeuJAcYiqFFmYoLyNX2PH7r3hn2RQnS4hJJM9Pj3nbGuHf7rEHZyYobu3HE73ESyHZAa4xkP8+h/8rtw2ocLdGfusrw1v1PgOEjUTIRpCGSMSHcqEb/eTNznkkiuazMl4NItRRSIoJgS462E2uUJFbW8sb1C5jUMJoskd50Z5H9ld5fdN24zFVJ/iCYe20rZzCkAIYOACABqB+1EdG+3l4AWyXN5z5UP0Cx+/jbYdOkkv+5fr6LbHDubrVTLkzPa+aI6g7OFmQhOT0DOuz+LwtEf2jNMrzrmBvrN+d+7+tg79/OaFd9Lvf+GetA2jjy3HtHUW3snRwRdJlV2zSbO8UrIvc+SyysjyvnxweU4z4b0CHVzXQ6O7Jk/f9sq6J2EGb6bQRdj4CRH9/s6wcokhr+jTltvEuuRsiHKOOnWE+ybvGoVXdjEbiR3B7wQAiw0YuACARlhgRgTLjIE7L3D1Cbhv6xEi6lY0nppboH+78bFMG5/xiaySqcITFAhjGBhDwSWe22bzyN5xIiK63TExkHqx8vffeWRwqSRZ6KRlWDk6SPIvA3tw2fUvY/dn6b4FBrNPX2VzcI+cnO3tI7+Py+ZUJh5c60JwhlCmkFQf6bZ8ORm5xU365Au82km0gcv4H7yP3ZNNgwcRLCzfo607DFwuKYkesWVwz51Yer0IXn/BrlVVpL8XzeoBQEhg4AIAaiGOY1q7/YgoxC50sQv7h9vXW2H04nUfRDeALOc9ThsVeyL7BArESfSSCxR5ATv83/1yQlUMlhQssvsOhWRpolDeq7xzcuTkXK8fbt/8bfYyS5I+XeQWmXIar4PXzG1cD+qlTS3Yd3yajvYMfVffEjmccZ0aScWTHPY+bJ8i97F+ksjV1Od58MmrrdNWZMPxFVr7qvy527bQkwfDpdbkkd53sHDB8AADFwBQC/9x7w56y4V3002P7CeiAqOkb6C3ae946Rlwk/erKSLkxIpc85Zjt/XYx4XtqZKwad94YRuj1wgzANIMqn0MeafRxGybnlugqdkFr8GzJr/Rhhsilr1ffO6PY5Nz4rYfuPqRwr7rqDBtbjNR2Lagz6zXXafg6z5yM/30easK5XJwkQgkuu8GmqqeM35SYlAuK69i63KwyJR7WxO+UIlB71uYLY/J2Xn6yLWb6Xc+d7d+ZyUtdzAD4AUMXABALTy2b4KIiHYd64arSgZdtz12kN70yTvoirW7SvUdWYZp2RxBCUacy+DZduhkYuiH1UHujZnqrcv55MGTRMR7jURrtGo8Gh7GnDs81Xjmstt+6qOr6GXvuU6sE5HQWLL6DoXGmNNw2OF5rAqJ8SshtwK54B7gw5g1RtJgq4np/IJ3MsOU8zAP4qyinN+Fo0/9nVK6irK6x/5z0k4LS6MWm9ZQwiw/OeO3VF6nE4uX2TORK3DggmECBi4AoBZMzu2ooIqywRhfm/dOlOrb9jyWzvUSDJTTnMqIPnnT4/TovvQYfvZfb6V3fGWNSp6NqHAUM2LRhGknOVpMG0m4oSSkOGmb+Tu7T2rUZLcdOjEz0KcESZEpu+9QuPr85tpddOGtW/oa6eU6szkL5HBL7bDXt/dZvshUvh75couvneb+y8pn2jDbsgWuXH0MPv/cNdMt/WP+5iYeBg3vOoxNu5gZF1ae/m3/p3qMXkxGtMyz7KGz5NpxfPT6zfTSf7lOZOSm73dYuGB4GGtaAQDA0sDMEo+OFOexhh5j2YbezqOTpeSx6lnhlbPzHfq3mx6jL97xZKk+NXCGX9pGY+AWG8wy7+fgYFCy5EyqQ7680MsESYpM2bmfGvkuXNfjb6/YIJadBxdW7oMmFHhgm6oIkbuKskuCKHfZ2hgqHNw2ctg2mW+yzC906Au3P0mnP2O5Q45mpkbeVLJkl6jLAC/ttvhx7UdGopf0+L+0eiu99vueQ//te57Jtkvz2UViM/znmm7U04mZeXrKslG2bR2VqQGoGxi4AIBamO/9Uo+MDObD9rP3+BSdnJlXFVuRkKwr2etybsHloSr2AInWjrVm3o3nep4ZqUgGyhLyDNuyIYWcZyntQ+Ft8zAwOK8gn88tR2K0Fq+DG2WUD1W0ymcg6l5T1S3nj39yRW97f9vep+Rcexj9LtIcXPl9LLm1NCHKMqNG0sb2kOb39bV7d9ATB07Qjzz/tEybv758PW3eN0FvftULivu09BOF3BdKlckJRaavkh7NqtDeS+/v5blvO/csdp+O5sI4yHuGnH2Z32Y4cMEQAQMXAFALkrX2fuIjtxAR0d//ykuC9h3ai2UQhUNanuvyfSrahpLDxepZ8nivsfk090KxR9iW7/rOXk6mcMeCphovZaiwvqrWwXXmc+bIOXV5vqdHVhiMka/QPV0mqLhtxqMuunahjCRBn8lnvnFtdD/Ry/M9MZPN9928T5+mofE8NpEHm+kzdv63Mdh7XvCuSJp6HAy3rJSEyC48wRA63QKANoAcXABAPeSPZbJNAxsPI8lvfZhfcnYwaOWXzS10BnRwyxv8FCGoaCxoKiLU2FcTopxdIoaRF0w/03dxm1DeSoNPXrIveV2xEwUCuLBK3a0tXyYo2V/zI/AAACAASURBVCbw8GnuF00biV6StIFQkSuZCA7JPqI2xcepwX7vsb8JgZ91FaL3AddGr7Q9GaglLdSWfjc1u8BHKMGDC4YIGLgAAG/KzPqLfrh7P7hlf3ijZJkgppGHZ5Tbxeg8r/Dg6vLssm0zs/4+hnNJ2K5KeD1c95pkEKg59LQPiSGlkavpu1wbmxGPX3nWWy5yloeaSNK0lZy/3qdGh9Lh5YMeUudETUXeQM058TWkfEjWE8/oEjv/P9CmKqVcfQmMVslEl8+pXUgqG/v9+EXWpO6BiWl62Xuuoy8wtSAamTwAoCJg4AIAakXkKQj8S6sZI4T+kZ/veXBdBm7o8ECJ4e2DXfWU2yYJ1/QJUXbn4OZ7DNM2+dvy2moMFg07juQXNwvlZbNxneO8wbjrW83wms0zVSjvyh+84/GDNDcvmHhgvMcar1io4mG2UV323Gj00XhlyxrXRs78Qoc+e9sW8RI1AzpI2tZohSU9ufLYNZMSPn33BPtmtoxYk7p7j00TEdF/bdib7asVAeEAhAUGLqiFfcen6bc/excdqXFNRlA9upDawX3qzPsJHXmlGdyYglauPOBMlVjV+SxeAqhWb4fI0zU4mOZz3GLuz97+XUJ5nyTyiryArqti1lC99N4duXIl1yxYKHaOHFnYdbESzskIxd1oG7hrtx+lP7zoPvro9ZsLteJ7CWPMZfpkGtvFgsquFSwzAu2/5RMD3rdYb8fL799J5167eXB5K2HfDnGZtnWQebUKDPvQJEv3+HpwEzmDvz8ufeG5BcMIDFxQC5+//Um6f9tR+tYDu5pWBQTE73dRPsgMRfrjnk86Ds1vpajbkTDfyffg2kZNMC9eRedWNFBm82rlfUmMf/MdV0RMMwAVGZmmreJgTB4233dPfqBw61Suy9jMkV/S0ODOn8bospcJMhOjWw6cyN3Hnjxx6zeopwTf4032T7yT+fpJdNeQ3POBvYtc26s27KEVZ6+kTXvHiYhoer7Yg5tZ6zZ2/1+qQ2g0EyGsd9vjwkqKMnLYaTlcFA7sWzCMwMAFtTDT+7E7ZQy3XJ2c/c0H6bqHsiFJofD54Zbk6fnOWufL636OlaxknOSOCXI1DfOsB9ce4JUbahijS+JZ0uAqWGJvE1zWviJExXotWJ1x+zz3tFNyt4UOUc7kUlptXbcut0SUQWQwl3reBG0d+6TnRGDMCc6fhBHLgyt5ajvMDWgfQyjDT7KUi8RDGlv/C7YcV7F6wd4R31m/m4iIHtrTNXCXMcnfmbQGo4sk970l1pj9rPDvDL38slEpeQZtHSHyALSBxq2NKIpGoyhaF0XR1b2/vy+KonujKHo8iqKvR1GUXfEcLDpm57sejOUwcGvl8vt30p/9xwOVydf8LqbGIQ18ButA0XeV2GvlckWmNANRDRJjJDShC9o80vME2fu64GxDn1B4UdEqhdx5kQdXcP7kXab7KFw2rqYHJ2boK3dvE4bsGk+kw8i0/rYnMPpJqignhXa63/PXpdgLKp+WSo+Bm2uTLOWSMXBd5yZ5LqjXZ7mJOInBaLcV3X9ME3OLl1kWbVB+e6wuTbX30PjeCnaRKQM72eHXFQCtpA3WxruIaFPf3x8lon+L4/iHiOgoEb29Ea0qYu32o3Rlb6ZzKbFg5YGA4cDnt11TUCQYgmWCfDwEkrZckamMHEXf3JOUCe8VCl716AF6eM/x3O0uKZEV/s31JFmrtGhf7TYvD5Vgl6RPwSvtWU8tnqetyhOk2cV1n/z519bSe658mLYdnuzpwF2Hnhynl2jwyy0HT+bKSQ3awb/LnhtjfIUOUWb3t953bg/u4MQA68Et7LGvreSdFsgzanQ3ExfLRovfd6kXNPubYNpcdt8OWnH2Sjp0Yqacgj2OTc7S312xgSZns2sNOzTN35JJLyn+bdFQPgoiL0Q5pvHpOTrpWGsZgGGiUQM3iqIXEtFZRPTF3t8REf08Ef1nr8klRPQbzWhXDW+58C561+Xrm1YDgCD4FNjgPBlVMWINmLVk1pUUyLGXCXIN90IPfOzBlkZ+FEX0tovvp7MuWM30XW4Qx+UsHjk5S9sP5xs97Bi9pBHi05fGk7viu55GRESv+/7n5LZ5vJdfKlnHVYOm4JPrVB2amBmQI6lY7a54Pfj3U5eP5spJoyDMs+NeF3dAPuX3bbcJ9erppdcLw7bzn8ngr0LNJF3yad/YrrbFz785/6NMiHLaV2YmLsM31uwkIqLtTAVyDZ+5dQtdsXYXfe2e/IJviTqBJgjKFKLyvTfsIlP91dRfcc4N9Or339jfi18nALSYsYb7/wQR/T0RPaP393cR0bE4js3U0i4i+p4mFAMAFKMzoHr79P4WpRwG+uE1P+5cWGTSZ84ANIryw75YeYo2pY/WDDKtiFhuOZ7QSEKJXYbyz59/Kx2bnGPk+p0dn0kN3pDnJw+659q98Z4nj+TKXb/zGCu3aFseZauVLyQDZKND8Whf0uWIIIQ10V1Q3I0vzjVovIV6fjURCZwBrnn+uUmgVJ59HfzvZ9PmRIHHzxzXvMCDa2vlOjf7x2doz/Hp5O99ff8vg6nDMCtIGzBI7oG2YYe528Fz/cff0kMAoBSNeXCjKPpVIjoQx/Ha/q8dTZ2PXhRFfxpF0ZooitYcPHiwEh1BOOocYC81dh+bolWPHmhaDTESD64dklj27pFUP/byRjv7cucau9pmq4gW68DmBOZ+H2YEw0sxg2q/wTRn3ObtY2DDlz1yAgUOG12Ya6jzH8hYz5Pjuj72ZAnfFy+/H66oln2O7bx2tm9Ov0RusX5ljdaMXtx7wD5vzK26fzxMqK6hIzhvX79/J/3oOTfQnmNTuW2ScyF43jKOW0fn/+uie+mtX7ovqd/x7XVhUrtMHZCZee7G1lTdH/x0ti3x+IeyPbk8dhi4YBhpMkT59UT061EUbSOiy6kbmvwJInpWFEXGs/xCItrj2jmO48/HcXxmHMdnnnHGGXXoCwKA92h4fuUTt9PbLr6/kb5VHlyzj0cObtn7ZkSSxMf0ZX+nGxAYoyF/YKEpCiUaeCfyAj1xidFePJDnkBghefjm4GoqN0vk2ZGcod9poQebzoiEvLauL61Qe5FH09HK1kNzjpOiUyXDjzuKG1Dy7EgqX6c6F/ctmuAqbOEwqtlTXezBvWJtd3m/3UfzDVzbgzs2Wjy8FEQoB18v3XhwJYXfDJKIDnZ/cU/9cj12YvrmCi2W/Z342fNW0Zs+eUcpGQCEpjEDN47jd8dx/MI4jlcQ0e8R0S1xHP9PIlpFRL/Va/ZWIrqyIRUBWBRMTDdXLELzw5ixMWuc7bCL1mjJ5OAm3xfvy+XpVXUKuGI/eWgGzq79NAaGT1ifJPeT20/TJduX9R+ZUaLxHhcbcRrcHhu3JNfXo72HZ16QcMp5SO3jkpzjqzfsoTd87BZRKHDqfS6ehAm+Dq7gWFLbWn49fElfsQLjy76hHWSWAmPkmDQQbkm2rH75167O2K+5hQ4dd0SSjDt+YzNzJSUnLkJjnzdRFJOnmtsOTybrHwPQFtpQRdnmH4job6IoeoK6ObkXNawPACAgKm9l77N8iHKxByjps6LBiMbDKZLn3D/fg1Y1EueYj7GZyPc0/Lxy5ASD1dyCWY6bVZXzGXig7DY2c+Q7wsyNnTK3UPzcaiavJJWvr1i7i3YemaKp2YXifQRdc0XOsjoM6sL2KTgWbgLI1ku0JjJD3oScu6316WgjmSBMwsl7bX0mzOqYBOSWYPrry9fTK99/Q/K3OaYnegXgXHATF0kbpY5F8mT7D8KvrezXx8T0nMoTDkCdNF1kioiI4ji+lYhu7f3/SSJ6bZP6gPBgdaDhpIztwObgUnFIrIa0oiSjl8RrZ7WVrTNZPPiVtNVQxpDkcHpwFYW3Uo+XXjFfw68qY1ojtuzERRk0OXeu70eskE5+maD8CZZs3qXcINDk4LpOoG28adZsFk3YcHIseZyRbqJxzJJMLjS/paHuu0iQomAbuBq9uFDqyiYcHd+t3LhXL0dxL3kR6PD7lwkKxY+ecwP95o+hDixoJ2304IJhpn7HEiCih/ccp4278tc39UVzOe0coDpvBc2Pu9szaslRaJ8Ogh2Dfku+bOwh8ShJtdMhW0dY0sajb9Z7xG0L4/W09ZBUnzU8tDvMs+d1XRVGg+v+GUlClAXez8SIK1aDc/zY6nEFcor6cW3kr+/gRomnWWJ4c7UHQj+utq1fNrTbePG5KvQmgl0Xji9o0/IxQ1Xv3LLyspNCXA6uHnO/fOuBMMW/AAgNDFwAlgBnXbCafu1T+eub+uLliRO0keQLaZB4gDRoDDXeO8H/7auXfeZCHze3jfd4CYykgn3dfedvkywNpZFnDBWJ985wfIqvEG11UNi3Bs0ersM21XDnehaprNCTy4OrMBwtre3K5Byi5YLY/U3bLly4MOex7u91QK7gPVAWH88t68FljKNMW5F9a50TtmVFHlxGrF0vgivAXnZSsizXPbQ3CeHn+mar7weecASgDcDABWBIiOO49kIPZWZ+OUIbpMYLtSAYnLu39QYJHtnAIi+Pz5l0GRGZwXSYE8gVmUkGvxWHKEsMK/d+6q5keabJ35Yx5tjne559qqJvzpAXi0ng1l119W5vN4P7+QXBfayYwJAsrWNIUwzK3c+Se8HuQ3IviDz+rBz5caneQZpQbIHBJ6lWrqryTMX3VOgqyhKyEQT5RyWZtPMyIAVtHtx1jP7sPx6g91z5UGFbUaEwxe8Q7FvQdmDgglpACm71XHznNnrTJ++g+7YeIaJwxk0obK+sRr1ac7gDe1jYXSuSW9YQyO1TIlYwWPUyOjm53JqqPlEG7GQE/7eLUcUNrOlbguteyLs/XF+byaE50TJB+XIy501gFBbJ4HRwyxUYfHZbZhcTHSC5Zpqc49BIvNpcqLKmAi9nDPpQ1buMwz4H3PMrSs0oowuz94lezvbOo/k52/Z1cU94+bwj2zW+AMAGBi6olSaquy5Gbtm8n27ZvF+1z8Zent+u3o9dHb8/oXICK+mnQjivrD0W0oRMhho0+EjhxqXptnLeRbsCsQZfD0nlA+SMtyfbhIscUHXl5fl2yclrm92Q5OAKikxpvM+a6yIpcsRh9pJMrGRClEWeZsazKeq0uEnaVN748MlZ+n8+cyftPT6dL0/gYZYU/TP3uKjIlPWf0FELHBr721z7p54ymttGNOfn9ZtXvFNqtDJy7H0kjQS07CcZgAytqKIMQN2s3X6UJqbn6Gdf8t1Nq+Lkf395DRERbTv3LPE+dhXLWn6AvH4Y44HPOpGFV4bVi/Pg2OGBZQdLGnln/ejz1VVDRUYsN9hXHKfNwYmZ3G2cARk8xDG2/7QnKbK7aPKAWUNeLKVvH+a+y/u+f5/RpIpysbeSP8zBjdw5yQv79r3/dDmp1vUUtJUYGKE885pj+eYD3WWW5haeLO6bkZtZw9yBeT41/lvJoVQWjaIwqsdG8n1BkrD8qn7rIkHccSalwtXGo++2TToDYAMPLqiVuYWYVpy9kr5859ZG9XjLhXfRH198f6M6hCYtiBF2iZ1Q2IMkSc5X3t91k8277H0KhgahjFdJW9tA4eQ966nL5J0Z+a4vFde1ozkZCubZ6q6hJywG5XUEy0CqDNzAMcqScGGDS03z7M13iotMafRTeZ00VZSZY5CQ7B8X99mxnjdOnma5sFBIikOFyptO+hScbDscus4IDEkOcyYPW+TFD4tEbPJb75rUsf4O/ROKaDzQdmDgNkTbjI+6mJ7rVvt7/9WPNKzJ8KEpjhKKxfYjpzFIXfh4xyUeufQzzPmUebrkSEIUZUWmzGfY+2aeWXMmdF9Zj4jlbXSMJDkDPCPfRykG9zq47l5cS9lolgnSeMV8jAbfaF+fiSNZASSJB7dYTqj3Se4+kvPmaHTJXdvozZ9andwDVRV8Ys+xYAIpNLrrIbi+Jc6b5PfInYZgnlfbWPfrq0xbAJoABm5DLLWXgz3oa6Iy4rCT9eA2qIyTwSIXnHo+1YrZngUhdvwA1D1IcHqLrL/TysGuPuUXacPOY7Ti7JW0fzw/ny6Rm3yG9l4y2wQeXBJcex/4dXDD9mWLk1xCjRf52OQcrTh7JX317m2FfUvQ5OC6OtBVUWa2CfRK2+YY4KFnbgR9S45X4tVu0rCQ5BG7Wrz3qodpw67jyT0QarIoeT9Jnp0GXKSaVA9NGw2SfUaS37VyHmatw0W17BkADQEDtyFaZ3uARY8JgxypMZ5X87vIzTa3ibIeoDyBXBiZxDi85O5tRER0x+OHmK6MR6lY4VCDLjsNjBMrCekMTXgPrmUAWdtdkzOaIlO7j04REdGl9+3MbAtnYLjlcJMxontKoQOfg6v7flAH5xMsU4qyzyKfUy73zrIGUG/rM55SXBZF83qXtJUcQ6h1iDNtk8/ic1wnRp+J6a4hJ6qQXDK6xQ9BkanAc0Ibdx2nV77vBlr5oK5+AwB1AwMX1Er7vIpZdhyeTEKpFxPZIlMtP9nsgKo+NSRkvHaKcysZQOb108/YiBUqKvHKCLwLhrKnXDKwtUM663gfhO4j68Et7kCTg1sHuQYk853E0NCsbeuzrEodZzF7ffPbpvez5FksbvPc054iUVGNZA1pV3i6QbMOscwIlrdt4tExERcbdnVXJjg6me+xrM4AL5bLpczkP0OOiVbFITxxcIKIiK57eJ98JwAaAAZuQyzVHNy2G11zCx366fNW0bsuX9e0KmrMQGBEEI4bCp8uJJ4Rm9BrK3JoBmh8G97T1y9Hksdlqtlq5BVoKGgj3yP1RnPeGHWXpak8B1cgXldFWe/Z1JInpmyotybM38fr5G9gadYhHjT02CJTHUEbQVi+5NkxLB/VD9sk4dGSXM+qIsR5/cI+vzKvtkJgoN+LEuLZPrmJC58+JIXLAGgDMHAbYqm9GyJBKE0bmOsVq7ntsYMNa6InHQjUaQwqjFSPfXz6qUJOnrFa1luhMfJtA9fZV++zzHI8rPySYaqZ5V8chyQJ09QQag3aMvJ1VZSZbYGuaG6RKYfLX+KBlPU5+DdvrLrvE/8wabnudq6x5NJxbfaPT9Nvf/YuOnxitlCO5BRL3gMGiedVUkXZ3L+yCYZuG86QtL3GHJUVtvLcltc2/LtW3sZ1qiWTpqmcMBNwALQJGLgNsVRmv76xZie99kM3LZqXYvqD0bIYWQFmoF2nB9cHjXEYju5JmZwtDj2XLLmgIR1oOC3c3rbinri1GPPksk0UByXxesjCDa2JAsc+oXPIq77PbOPVpb6PF1mzfq1etu57ovCGhiacWaNDWUP8mofkuYVp+kF+nxffuY3u33aUvn7/jnxBiTEtMeA97iXJNqbRgqJLSVPJ8kCG8MsEhe1TcyxVIXs/h5ocCyIGgMqBgdsQi8XgK8u7v7WRDkzMkFnFo+0vx8QHuvjs20yRqTruMVVok6DiY/6+5S7Iscmu9+Qzt27JbaNSSzUA6n26tinE2oafJDfQ93nbcvAE3b3lcOZ7l7xUreI+6zBQ6kbineXavOz5pxFRmmPNe8BVquWSV4k7DWeMM9+VNTQ0Hty858I3gkCjusm/lHkXzbkpbiORIzMOBY00+wiM69A5uJp9qspf53OiNR5N86mfsJHI9W1V1WvUV+5L/vla+vSqJ8IqAwADDNyGWGRjOG/SCqvyQUOTJOFVDevhQ+J9XiweXKZN6JzbqZJFwzJ5l8mnZPBqPv0G5xqy4YZ+Et94/m30+1+4Jyu/5IBKEqLc1vs2D8l1lQzS66wWezInkoGdnChpaGRycJn1TfM8/ZqwTV9GRuQ5hpJnW/PcS9ru6lXZlhAl69cWTyZITptsHeJso1eccz1dcPPjgh4c8hp4H2jW3tXoV1V6jjNE2XpmRF58iT6Ktv3MzHfovOsf9dwbAD0wcEGl2APYtg5eJ6bn6G++vj5Z3y2KItp5ZFK05mhbyHpwqye4N6EFOPVTDLAN6dIacqOwdJ6jQk6o65AUHclokcUeIDNR24sGyWB4XmTgdj9DeZZ88AkblqLLwXW3rWMSQBMiLwlP1UQtaAwrCaoc3L42a7cfpYd2H0/lmBxowcEYMfvHZ5Lvxqfn6eM3PpbfN/vOqP+N4HNvcniFlQeazBGt61yxkQ5AE4St5gGARXfwGwcrVFIVl9y1jb61bjedunyUiLo/6G/42CoiItp27llNqibG5OCWCQWuEtsQapt+mkEI51GyDduY8ttmBh9iDQr0YvrMQ+I15+RJvGxNDFarZt6ySlxnMVSYZdVnz3UNzf9DF+vSVFFOPZx+fWl2s9d15hAVoFJMbgRHEM1jb4pjordceJdLjOgemJieJyKij9/4GL3zjT/k7lPgVTRwz87WQydpw85j9Buv/h6BpC6hqyhL3ntlHh2J55V7d/sYwb76SDg+OUdTcwv0vGdWsyQWAAYYuA0xhOM8N4rql01ih3ItzhBlY+DWWEXZa2baL+RKwxMHTtCy0Yhe/F1PU+/rnuAe9DRMzS3Q9sMnZfIEXjFXm2OTszQz30nWxsxEQ7B9CtpYW9duP8q0HpTbj2ZCxSeMue1ICvCoitZw2yo+Na6Bvekz9Dtc4lXM+7tKnnaKfFgkCk9XvJeD/04qjC+JIRUqHD9PB+22X/7E7TQ731EZuLI+m/O4Jm0Fv61JWpJzm8BzW7BPjmLdPj1/pH/5E7fTvvHpReM4AIsXhCg3RNtzUUMxkhi43c+2j12NM6ZOIzEUaYhy9+9aTnVFM9Nl+YWP30Y/c96taV8lO7P3v2j1VvqZ826VFYVJZOgMwFe9/0b68Q/fzLSVyIszcvO4asOe3G2iUEfr00Udech1k80rzr472rZMENdD+q+1JdAzNCKY9MyG7pfrW8OLnvNUcacSvTTXvomJYMlyMhIvZeg+Ddw5mZ3Pj+m++sE9zkk7yQoJ4UOU9eiib+R9OyOJPBT0vRf2LaK0L7C4gQe3Idpu6IUiXf82f+DUJEdOztI5Vz1M3/PsU4moz4O7+OzbZBKhrQuxa4pfNXH+E70C5yFykzt2l6E9VaG9gSKDXumN+bV/X02vefGzk7/bHu1hU7aKsoYmPLih+jZGzUgUUSeOVWGgda6fLpmoMWiqCsuWpxE00iCIrpAVjjJyBG1V0QrF4wLf98FfXrqOiPJTjLiJR02PIg94RQ+uZpKT0zC0ZxmANgADtyGWyisishKa2jZ2/fdbHqerNuyh5zxtORH1G4mLj9g2zms415ouMhW1W3YvcOSp6hpg2Kc/W9k4f3/ulPjck2Ur3xrizH8cbTy9MRt3H6eNfQVt6jRmQiAycCsKeQyNq+BQUgApkEI+NQLqHFSr9CrpgfSR5wN7iyqMVt9lmrLy7M9yBriG4Dm4FPbcJG0VEw8ur7Rmoobj7i2H6eCJGfr1V75ArBcAbQAhyqBS7NDGts7+2XouxhDlTChSS891238gOUM0EzqpkevyFNiz/w14qgxv+KHT89uKBlvFz7jM49XyG8RCFKbaS9T9kd6atyK5jvNY9Zkpu54rR+LJVCxdI9FL1rfGmDb7FLcNnZMa+t63JxWdfQYuMBQ6FzU0kvD30JMcVR1u0jez3Jrm3e3i979wD73zsnV9bfUstnc6GA5g4DbEUnng04qyNPDZNow9a+exVsHJmXl6cNexyuTXea51eULFA9vcfdV76PH74S5uE6rAkA8aeS993jMYOfnGa5Q2KkRUdbal74g87HPirKLscc+7Cz5Ve3JiItqw89jAWqumx9JGZu9zJHnXptsOjE/TjsOTyd/ZdXDr9ODK20qebV0odjXHGeqZCr0kTigvY2hCv7P90kHk59pZZIrsZ4iRo/FY+xxL2y4wWBIgRLkhlsrznqyf19IcXPvF2+GmRAPxF5c+QLc+epAeet8v09MVFTuLKONdbBtN+s/ZXFmHnzyP5J63vbTCPkOgGdTI1utkton6lBgEi+vOFXlwmfVN8+71RgoOxTG9+dN3ViabKFuXgYjotUwxte6+laiU11uvz/qN18o9fYJtrLc3kHe2yTQVSTV6zXrEOm+v/oDZXUTXNaw3WtS5d0sAwgEPbkMssjGcN2nob+8/rT1wa5mgCi2s9Tu73ts5pgKkD7aXrQ6vR1UL2LeNPJ1LG4WZcLn8xpmBmahv+cmWVLV1tchEabB9FOux2O4PWZhq91kvO36s+tzUce4lNQI0RldoJPdx2ra4VRIdJDGYA4cv2GtyO/sUpQ2YtsV9+hhJzeSb52/zyZvmd8nfeOm9O+gnP5Kd4ClS4fjUnC7f2Uu7YrmytovspQ6GAhi4TbFEnnf7B7ath514ms0yQc2p4k1VocmdTkzv/tZGemz/RG6fGiT7NJkDXVWRGbdn2JqUEPcsDWGT7y/zzjJGsECfxeadlSC7B5j9Fd9Xffaceb+BOjVifPJCNR41ru/gbTUeXMExVPV4aPKd3W2SN0CpvhJ5LXoNcLURRPsnn34H9Y/f3kh7juuWzln16AF65ftuoLu2HCIi7TJBruP1mKiuqC0AoYCB2xBtLQBUFXaoctvIFpmqrq/KvTDWZ1m2Hj5Jl923g/7PV9cGklhM6PNf1huTF1KnCTsUGaSB741+ea/90E30J19Zw7QtdqmVPY+hPVRtQHJEPu+9UANRDWUNSQ6jepqLz+iR8eDWh2aisA3rpXJkIqhcfSq8srIc+rTR9797Jd28ab+g73JH7meglfNqa9rK0lTkfd639QgREa3Z1l3nl6uiXBWhJ4IBCA0MXFArbXvR2UvrJAZuDT7cqozovIq/vnBqeoU2LcbJnRyVJeHH3PWwB9PcufHxavd7Xg5MzNCNj+QPNrkQSk0onKbNIrwTMmQGeu6KL7nkXdXWeHCD9Wrerb2/NN7Pki8zn3BK2cRFcRtzvJJqyqEngH2WZHJhv8s4+g+zExN99rYtWXkZuaXU8yp2aOtS9F1RlOkJPAAAIABJREFU35IIGA7N3J/9DLl+GjK/LaHGA8lYSb7PovzNB4seGLgN0TZDr2rafrzGoDWDkEW4SlBC2ZCpXLklL6Lmh7HJ+4Ub8GTCvRReWclASjcQl7c5dGK2sPNQRaY4mqyOWxUar1bZnOiqT1ctDnZJNE/2QSuFzzJBodDIqyrCqbQB2TsKn/tjntkp1G9U6LPms7RT2WuXfTfmt5XldbvfOcV7yPCZBACgTlBFuSbe/KnV9KrvfVby91J73vMMhKax9TG/ayPDYeEGgfMcDoOBYvA6EsdOidfEbuL04MbutoFQDa4dg7o4jimKItaDE9HgthrtllZQNhc6D1e4cOXLBFVoVCfeJvM319bOwS3rgdS0VXgrVfIUbZuEj0rRK7huh2NJvJj9U01XL7/fbHdkjX5ChL2fFZNgEuxK5JIc3LLVsbP7aCYB9PIBKAs8uDWxYddxuuTu7cnfw2QYaGhtDm7Lc4Ql2GGubT0S170/O98ZMLBEYZ8VwYUS+3g90yWyHMZD4RclURibLq+FZLCv8WrbfQxDTq4kbzXUe6XqszXrqOweqk8jR1bZN7AOCgHhwynl3vvQPz+hHq/QYa623NJyAvetkiewcCWTf/Z7hE9X6e2TTBqV+4HUGdddZBFEMX3ipsdo7/Gp4sYABAYe3IZY/MM6HXFqfbUao+ZIhVM/1XthBj+DyWX6kpDOOme3/fA/X0u/e+b36jqvkbzBhipEWTIgcMjrdGIaGfEbwmgG665wN3vsxnvdBPp4TBAsNlzXqePxTDrfE57n6zk0Tj8Q7aH745ey7WZcBm7ga5Tmhcr3qdODG/pdo3n+2zrBKnn+8/iupy2nwycHUyTsSdhac3DtfV3vXI9UgrJXrkwhujpzcBP5giN+ZO84feKmx+n6h/NrPwBQFfDgNkRLf8cqo62Ha4fN1TnAqKqQle3JLUsoLe3QXZuvr9kZqCc/JHMwqqV1JPKsEZ7L4Mu7JyVXl6+eWnwstufB1Sa5PwQDqcz5a+2bQY7MM5fvxc8LL3ROKGkU6+OK5e+jK055f2E7d+5hIO+z4l0ruTd1fcsFhDK6MvIEbUP//oRens9HPy6XPFQ4eOj3yIKimnh6v+TrsPvYFH317m2sHFUOrmOfJw5M0MmZ+axegt8szdmzl1TkMG2m5xYUPQAQBnhwQa20bThrXv7p0hX1aRi8CJT9qRQ/Pj1Hh0/M0ved/jS3/FADPolBYH8REf3Rl+6jIydn6Oq/ekMYRRTkqez+ejDLkB9k2oOPfC+qTeh71RmiXKCDFruLKpelqQtNcS42/N1ir2NtTF9D4AdG9hoJxE1Zubz44cJcB9+1qlztBnJwQ2F0lxQu0nb9A9FuOhGfSvvpOR6aKajICxgKlQfXuv1L5+D2mnKX92++sYGIiH755c/LbaN6zsx4pe/9+Qsfv51e9/3pfVB11Jxk/DIMqV9g8QIPbkMMg+dCQvbHpJ3H7RM2V5aq+vI9x7/5mbvo5/711sz3bAELzcCi9+n7Y3f7Ywfpod3jXvtq4IxMe5Mmr44r4MMZkslu1nX42HWPCvrOSvz87Vvo5e+5LtOXpGovW6gkMejz9RnGKsqSd3lbBnhjlHpSfmFkLZ1GJwa2u3KiQ+cPi4pMZe67ckzOyj1Iafhs2OPWrJcq5eZT/o7ufcpfFvZdtop0WkVZf064mIAm60WEevdwNRZsXBWlRxKPaLrtgpsfpw27HMW5cvo23PPkkdy2spzZ4jZVtwUgFPDgNsUSeeCrzgOpiir1DO0VS+RankKt/CcOnChuZDG7sEB7jk3RC551qnif0D+04fAYvAl20eRoucPH/E+Gyyvw4Ws257R1GfaDXmjO46oKye7BL3OxOLAPwVV1vNN3btZsO0KnLh+ll7/gmfq+PPTrZ4wWaJ7G6CXRDvri8vPp0vmfp3+cf0dGz4E+A18in7VZ6yxGFvq3KvHwNZhwXrbnMs5A9jwGPseh0BjyeZOfWrn92z5+42OsHEnaUN44wFnsUDVRXRyBkdXF1WfstbY7AFLgwW2IxT+s86Ntxx3aU9AGeI+h/xG6fqT+8tJ19JPn3qIavEmaTs+HzdkpHeKYmwfLeDQFkzuSwVF1nv7Bv7kqysnfLkEloh+GociU5hjiOKbf+uzddNYFqz37Ku5sjObpnLEv0xl0NLNtWc+D+3TqVjX94ZFdA9td90AwD24ixmeAXB9VTTw2ea/XmV4i2SczGVtSP59JQC5UXqWPYkKkbP5rnjzJ7wcffePRt2Kv0ucYAA9g4DbEUn2423rckrycYH0lfVTVifG6ObZ4dJlUP3Z47zbvm+huEwjWeG6qKsDlS54Hg/VoWp+cXAnmnJz+9OVERPQ/fjQ/n8sHrrAKN2liH6Auf636F0JEHXrLyO20jOaLG3tgH4NkTUppex9eP/Iw/fHYDfShZV/KbBvrnYO4dy+N0OBFl4Sp+5LWO8jvK486jUMuZ/65dITePnpNztYceb1P32iFZ9IJenX0+MB3/2PkHno2CdI1gl273qeHvDounZdeQm9qoRwryoWDLawm7jH7DElSRzj8Ji7KtW3pUBAMEQhRboilkoNr09bjTl7AdQ6kqpLLzeZW1KfOiyVoY2lah8EbevCWViAuHnxwz4UZxNhrH5Y1POzBFlvtVDJIsj4lSArvlOWXRtbS+cs/Syvm99H5878TXH6t3kVBZ53es3IqzWS2jfUM2k5vbtt+qqr04JoTJcnBzexa48wo19Onll9A/33kMbql82raGj9fJdD3GC5d/iF6+ch2WjH9NSKK6MXRPvrM8gvoloVXSbsu/bubeqHLvST/a8Me2rR3PJMbXFo/RVvJMkEaef3pB9K2A32VmHTmJh7y5JZ+lAIVjupe+3ZNZIPhAh5cUCn20jBt9+DWaYBXFnrKyPcZZEk8rz7rBnJkQ2PLnSxNrg8f7hWzf3f76n6GMkSrGqjYSze4qyjnRwMkeORUcn2G5rToJBERPY/yC7CUwT7uY5NzTOOSfQnamEJS8zSau80QCTy4oQtk+Xhwa/3dYJ7b02iSiIhOIeYa5+B7r798ZDsRES3ved+f0dPhRdGBwn29jGrG2+ZzBP37/NVl6+gzt27Jbiv9jvTwQLLy9H2XzsHtxHTjI/tlEU7WO5f7rZeEMSf7eEQm+NLSoSAYImDgNkRbDb3QsKGNLcL2EFapb9VngvO6lemb21cyeNMsxRT6/JfPwc35nmkr8XqIcqgy+4Txety0aXCALKqiLNFTNTiUt/Ul6inUqejnThW94PpO5cosbmJCsecdAVpjUXebCU0esQS612FW6MdgxIQqUlMVkqiKSKFPJ3kP6PQ4g47Ra6NNyd/GqDbh5fZkhYtQE8saI2lspHgyUSNPgsqDG9m/9Q55qhBl81nud+3ztz9Jf/KVNXTtQ/sK5dhREGXza/1CvPX7hNwfgCIQotwQS/XZbstyGXnUqV5VgzbO61bm+Lh9NfllPj+4tYQoJ5/ywQIffuzeZ3B/gV4mRNmSF9r56a6ibPcpGMR5DP6rJC/fNJj8GnOOJefWFJKadXhwzbbRHAPXGaIc6EYzh+5VRbnO9zLTlzEq7fPG4av7jaf8HT2rF31A1DVwJyi9dmNRsYEbeoknCS989qm07fAkfd/pT6Oth06KrnNpb2Dwd6G+b8k+XJ2D3ce6hd8OjGfXv87vfFAHZxPFO1vzOys5Rdyz3tZ0NTA8wIPbEG33aIaizuJNIZAYJcE7Cy028eC6utR3KgnfjhW2gyxUql3kHbvrWCLLEpXl4HJ953wf+GFyV1EenCwpa6xn+qzTwI0qmlAqKVZTZErS12jPCHN5rI1xNBp1Bv42VLsO7qAcXRhoEBUGeHG0j7432p/bl6tPEyasmSzxPX/9xm1/nxLPrUHy3JblrJF76Pxln0n7TPrOf7c9dWGc1pzyZ7Ri6qEwSpSZuHV+pxcoucySSKcdR6YK20jC/HN/Nxi5/KoAMXU6cTrRWnJSu+1jQbD4gYHbEEvl4W77cWYN8PoUDt1TVUaIZF+JoWJOteRHvklPP+f5zuYGM3IYeWX0CR3eZ3BVhJZ4te3WGr24KtSh6MQ+ZY3kaKSWHehxTcdonl4a7UjCZ112c2Lg9owkO9TW9RyH9p76XI0q3ge3nfI3dMcp/zfzPXuOo0EPuIR+3d84spZeFm0X79uPCT1flnPtXAQ7bYygTy+/gN4ymi57ZY7X3EuuXX9wdhOdHo3TLx/6ahA9QxukfvqE+V370p1bC9skSxxxPSsmNyTH+5lbt9D3/+M1NNWr3dD2aDwAYOCCWuDyQttEKKNE1FdlHtx44DMU3ECXM1of3TdB1z+c5hXJcpVUqgUhdB6SJgeX78QtN/Qpchk3tjEd/p6q/kIbT6bGKNGgC7V1nGNFX/3P2dtGr6WzRu5J/v7T0avpulPOpleMmAFyVnJq4JoQ5cFzUmXRrzREWZ6L3wSS66nz4Kb/v2j5+XTx8o/5qJV43U0etcTA7aQ/vGJ8f6PNOUlCdjuMvIVuPvFClA2j90FzK0kmtX1uTcmjE/qWT+QJZlrLGvSX3ruDiIiOnJwV78PJb+njD4YIGLigVppc7J4jzRXJb9PpxPT4/onynVVl2FZkOEr24Qarv/yJ2+n/fHWtSl6TIfxOL1vONn55n3x5GflMo6s37qG3XXyfoyJ5DcamxyBGZbDVEqLcRZM3qUHzTivrsY6oQ+8fu5heFm2n9y77Kn16+QXJtlePdKvTfm+vuq7LABrJMWwNVV6OzLOjOm/1vQ+458t8owkT7lhWyPOio156mT6XKfKAQ00s9+/9hWXn02+N3kbPpSP0wr5KzsbDnOak5vc5EnfbGgOX0+8VL3ymSj8pReG4anmCfUK97+y0Ia6gpCQ1QHJ/jPaKh5lJMMmhpMsZufRr6WAQDA0oMtUQS3X2arEct+vle+FtW+i86x+lle/8KXr5C4p/dH36CEHoHNz+vfMIveRH226TvMGLa9ydhmAWDwQk5+Kfvt3NU3vZ808r7LsMLiMiMzhy7Jep6FlyZj80xhCoysAtW1RLM5g+ncbpj8ZupDeN3pfZZsKOTZacK0R5xPLgRkT0j2Nfo28v/BRtil9c6YSDZImt3H1DK8P1xT2vvbM6GnXEShl5PksL9VMUXu7sO9CZ6z8nvzi6ln5xdC3RssE2Y7RAM5SNXHGdz8TA7Q1B2YllwX2iuZey6+C6+hSLY+X8/+x9d7wlRZn2U33SnciQgyAzBBOSDIARRb/FsOZlFxHTGlZdBHZ1ETMioJgAAwoiioGgiCCOgCggeUDJQxyYYRgYmBzv3HROfX90v919qqvefqu7z72Xuff5/WbOPX2qq6qrUz31vMFE1RYSyWKCoCxL6PP3r5sEN38Xtv5ny1xwEs9eTCq4Y4SJsno1Fvlli0CiPt2+KMyj+YxPlENBm1WBWy2tok3WB1fwhvVRHisLbOM1iXZPyOJNHpP0RMFlzgezAm9icCS2+evuU0GYpnq2U2iaJlfvt9Z7kGmnmfO1KngpkSUHichN00KWiAAlBDfblmmiPEttwMfrc/HL5jcAjE5eYoIGMPeepVi7KZ/4ucetF/3lngPFI3L3YUhctmZRiEnBLRRkquQwJc8nd0XUL7qEKGKwleB2uhVcDhKrh0IKLruQUUTBzS9T1XtNkmrLJz9vso/7tyAg14Lu+kX1yruQi8vuehJr+uX30iQmLiYJ7hhhvE4Gq0b2OMfXgbvC4tvOD03+akE1t03VIyFRDAvVKyBUPqaXo+mr1Ov7jCfD4UdVgZTWD1AeTGq73MH11bsnl9YoynFb8nrH22JWkFIrewE/gltu/ykqnNgNWYyvkuNMFOvP1S/AwcHdmTKkZrci0lVWXZTAPMxFK/vx3+ffgWMvvDN/X8sYvS64E4v63oc5amk1HTTa4k5LEX/uKRgUl32xWpjZZpooS67nynIYC1ToRmxB0K3gOmqM/u8OlmSDTMHNLeK1byEFV2KiXNEJMdPvsJH6PeZgXO8SBVd+7XOuX0VG4vGVG3HMhXfh0xfkPzMmMYlJgjtGGF9TwNHDuCf2TAdH2uFvkkT2sqZ6Y67ErdqXaZHrr8S0MQmOJFFwu7/7pFLprqfASrzNX8hRjUidZfqwYsMgTrz8/vja4rBhkHzcqlnIMPvOpgkyvnP1jbd7nMhcmpSc3zgJv2icWkn9PteYxAycA5EkWwqgenR8pO4qaHyyfjnOaybHWTPGYjpCa5RBNMV9KAxD+RkaCQnR4yv7pbt24c3B7QCAg4L7K+ke1xaBInIXUXBbSr6I0Lae327fW0kfqg5I12JU6Jqh4HaY5/1IJ7IyqIi8Vr2o1rNYFVURXGrT+LRBskipJYVKwf1u8cHAcHjNP722Giu6SWzemPTBnURPYa7gjdfImUleufAz3ctNQ22sHxiOSVxQlG0hW3duWa3jqKN5MIMQuerzhSRXq9ckX6TgVnOdVHe12ceA8y2SKEFfvnQ+nlyzCXO2meYsE6hwzEwSXHZSZ54HaxRl+hQcy5LVmzD7+Ll49/7PKdWvqlEzlE0AeGUtIkUVCJc+Z6Hs84/MXNMEV6GDGjoIFBFcirKbRRD5jsZRlKPcwIOmQ2UPYF6vZD0j8vu1lCGCN4JqIvGaTXEmyvUCBNdH9W1bjinxvZXnw63q+UdjMYUhuA3VBnRSlgtG1I7N6Cnycv7CGd/B/CIxMmGULdUVek/mg7vWfZo051VlF7OTxYj8MnGKotILrJOYRG8xqeCOEcYySuxYYrwdtos7pvt5+Nm34IBT/hY/kUvy25QSl1+2Kv+ZKsAGApH44DIv40xZYZ+kbVZdltsnq3q69x+JzL3YiKPKHtyjrOmz+QyyB0Div6dx04IVAIBL7nyyXMcqBpcXtgr4pQmy7S9vq2EhNT9tfBcL+j6Ajg5f56QU2tS2JkbwHCzP+Hhq3avRyYIOdzBScGsCi5jvX7Mgs418q0d0xQSX8YuPg0z1mODa1Nm66jYvlxDcJNCT/CLjyBLXZh12CxNby7pD92T+mMgCKPlDonp61VfSRLnIvEISb0Oi4hcbv5LX1DibC05i88MkwR0jTLR7+9nyMLM9tO9esjb8Q5BKqPr+FNgnsTeqqD6z3izSK9N3Ll6NFRuy/mba8pcLVZlyVRUsxEXOubymnIke15YJIrjDhiJStYJrVTKMyf5486+VIFFwexNkyitNEHO9AMA+6lFshXXO/UmlTRONN9ZCf7RO9IAiE+U+lSW4n6hdjpv6jsEeQfcihFK9P6/moZO5Ya3giiGlpZEpuBrvCG6MSRhb0jIUhwa34+O1y+PvRUyUfQiujUjWjejJIoJb1XM0Vu/c9dHx0TWeKLjZfTqxvXoHl931pChYEt+/3CLufS3PtGKuLfnoVZApH/Jq9znWzt/M/ZTxnQN7az/7XiWTeJZhkuBOoqfIKEBj040CyPbUTP9SFrc8thKzj5+LpWs3uXtR8Yu2kEopqDe9Mv2uM2/GO390k7Nsr1bkrfVUVJGrGqs6YUwWuOOVqLw0STCDe5Q2ETMqsJrPGcTeVqQqk7VeoYja1itYfXBTA/fH1pdxRet45/5cHtuE4IYkzha19xWRafZuFQdmksC8hnwUXBviqL2Cacxbgnk4o3kmPpEiqc5+0mfqVJ3VPA1faFwQ/1ZMwZVHP7bVH/vgRiRT0gfJs9sHXGqihhlFmWVLYd+XrxvAMRfehUvvclt9FPHBZd+bPSLMkn24WAtl3s3czpIFaknE/47JcD2wcmP2WfRsXCydxLMLkwR3jDBeJ4O9xnj1wSXwE3kqVE1bv5m3GABw28JV7v541NfzkfWYMyxZnSXtPn7YY3GdFJlI2VVPs17BhIoZXFJwaXJUVTAnc3dOXZQQ8fE6YVGxgjv2sJooG9+3V2uc+0vMU0nBbTBqpTZGQ5JTtSierxbjHcGNme2U9qpeK3dmJKrsDBU+j56rluWW5f1ByURZTlYJPqTYnuKpW8EVEdyqFviiemy5pCnwVtZEmZ5XWahOt7n1yg0JAdoCG/Ca4J5U/f6E1Ee45hRNH8jea+7ffAwZMj64ljJez2MPBTepvxzG+VRwEpsBJgnumGFi3N2ZPLgVH3a7o/GVy+7DktX5kTg5SB7eSZ7ZalCLlblqV3VN1c32m1d1Ah8es6y9W3JiVvXErFf1SCIulyei3eNflYmypJ/abHSM8MrgPuyAlYX2rTGq52ij6MJNHwbxArU4k8c2DdrWVCPOMi70kuBe0fw8zmiemXqOhJ9DI+VMlDseAZ9oLEbiKY9k0cm2jaIo8/vbzOF98tfaFdxuUhgIzMqrirhOsBLcaEziNEGk4DJBpmh06bpL3xc/b34Lv2p+E1OiCN+i9475nX0P8d/FjRbYpfqFW8n51cy37m1cNUUWbjlMjBnwJMYSY0ZwlVJ9SqnblFJ3K6XmK6W+Fm2fo5Sap5R6RCl1kVJqFPIXTKJqjLQ7GGlnX9JVP9TufXItfnnL4zi6orxonDkPl9OtCMg0b4QjuBWPmKQ+14uLezmbkxoOshX5ao6b2pralAeisbXtIueS1X/JuIlWzo01oqrnSnYL5W5yPRbKegMjOL95Ci5onlRo/yCeTI89ii46ndr4Ka5sHY9Z2ADAQXAj/1xSbjmCa/7Wy7GJiVg7VOl8nhU2vDmYh+83fhCbJtdVPnGsx/66YeIIjqBKFnVorG34VO0yLOw7MqPy8gssGofXrokDg9nIa5ImSL5wUfXdalsI6RiqdvKs4DrWTdbT1wLlAA5E5C2qzihU9rgLPecEu3Dv+iLgFjvNdwt7OgTdKjIminmylHnHlw30OYmJgbFUcAcBHKK13hfAfgDepJQ6CMCpAE7TWu8JYDWAj4xhH3uGzd084zXfuhYv+spVme1VT5CJuKwbyDdTA8KHqmR111aCTEWrIp3ku1h1IJDKlT3H9u4y4Y8sWZcsE8uLiED1HLTb1gCAXbaawpT1b9V6uI7x48CPLbVFE76s6lEFJFGUuTbLRnV2YScVRmfeUblN+Tmk/VbPbXyrK1jQaCMvyJQL+6pHAQBbqzDgnc1Elo6TiBBHcFtV5Efyhe7u84gRFVyKHzfPwNtrt8Tfp6MfVzSPx0vVQ859SP2k/LLdJNEkRxoLlq1n+8WRzGPqlwAAZqDbqqjOkOI3Bnfgm41z8Jn675z1JybKclT1jIhTxNiIVDSmDdXuKstC0/FlSWxTdef7LWKi7GVqW/CezO4jWNytKg+ukluT+SjLostFQJgl2MynwJMYBxizPLg6fKpsiL42on8awCEAjoi2nwfgBAA/Hu3+9Rqb+829NErEPTWKcClRqoogiegnq3jO5/+MvXaaGX+P4ybE6qz7QV+5gqsECm6RhWTmBSTzMy2wT1Rm2KLaE8w0N5L6CNJJ3R2LV2NGK3msJdE/w+9TG/mPPM5UN0v+8ydHPuZjHChoiy1XcxVgfXAF9+8tjxUzIc4DETXTb9R3fwA4pHYXDqndVUm/isCaa1iw8kPEosGQV9pGCi6nbJoEt5cmynEbulvh401Y80HBtF4ULMYLg8U4oXEe3jZ0ir1t4xpKK7g1dLryzt7y6Er8z0V3Y5vprUw9nIn48fULsE5PyZjsEjhSPBVh1Pkd1Upn/YUU3IqESHo22JRvWjSoGybKfCPduanXDWQXXOg4ix2DPylOo1AUZcEuRa0WTNCTkCOmPu8hSZCpzLyi5KGMhsjzz8dXYZvpLey6tTvP/CQ2X4ypD65SqqaUugvAMgBXA3gUwBqtNclxSwA8x7Hvx5VS/1BK/WP58uWj0+FJFIapQlWFIqYq859K0nDQA92nmqqfy1WZ41a1muvel3n5RZ9clMiEoAlWuguOybvPvBn/77TrM/1Kvher19Ude15TbZRhxsQjpHQn/sxOal4RzMeiviOwNdbm1+cAdyw0blVa2O2mnrKmxNkJK/CZ+m+h0MH/1H8Xq5c+PowAsC1W43XBXYnP4jjwweUmopzZbMb82GLCSsdHxI8NRKXGgOB2uq1syk72YxNWB6FMg8yZk5zISdvmuN8TpYWzpTqrG+piGp+oX47jGr+N+2OOf/p7XsoqW/10DdjOlau+ql638UIwY6IcR7UWNKriezL8fPDp9Zky8cJW5Qpu949FF4Iz+wjKcJGlfdrMBJmyHoS8Xp1hr1mYFkRlL63RCEr4nh/fgoO/fZ3XPoMjbWwYlFkETmJ8Y0wJrta6rbXeD8DOAA4A8EJbMce+Z2utX6a1ftm2227by272BJu7ibILvTrs8g/b6DN+KVgmEXE6lKoIKc0aqnUoGW538P6fzYsnal1tFvJ/zVdaaJ9hxk6146HYVEWkipiucU1nfpOYtzEVru7PNxWNyaWZBzfV9odqoTvAAcGDufU522FMlLn7ouj9cE3rs7iqdVxm+7caZ+HT9UvxEvUIjqn/Aac1QwOehkWRnIF+LOo7Am8O5mV+O6FxHn7R/Ba2icx68wIDEQ4O7sY0uFN39QqSoFAUQIrbvyEguKaCOwsb8d3GmZiOcsH6OBDBpculrD8iEXryW+Xy4RLBtQUcMxc+KPiVDTSmUzGAz9YvwkxszJSho6ob5yrdzrfqZ+PvzWNT9YZlh2Mf4WwfGnCTa9e1XbWJMhdkqm744HKg4+MWVhLLjXxUHquCqW4qBnBQcH9mu8w0u0SnbNUJyKYkhZKPn67P4sGzMQ/ue358M1781ax73SSefRgXUZS11msAXAfgIACzlFJkR7gzgKfGql+9xHhNqdFrVEUOE5Qjhy6TUy+SU7Jt9h1QoLGHnlmPGx5ZgeN/f09+YVubntvTv5EqY3ux0W+jGWSqiD+svRr7npLVf9EETbCybype6W8UHVZK4myQ5Out2gJjW5VVcGtRa9uq7ALNVAxg51Sql91U+Hr4VP2yTNn9gwUAgB0i310uMBBhZ7UM5zXlrRtnAAAgAElEQVRPxamNswW9rwY0pBKFucn4zpKfKam7TSZ9jllPSw3jPbUb8cHaX3L7UBidbsJt5nX2RSPO9xseyzDjcRUYpsXpxQRzYWGIcbOgsu+vXY2j6pfh8No1mTJEpk1FOR3t+bD69dg1SK5jUoZHdK2rv91tu02UXYsjVd2tHeYaNRVrybNbEviNyK+Pi4zre9dvOfuGZdwVfL/xA1zYPCljfSLjt+5CXmmC4vqobYkyzJTxuFJ8rimf8yBru/fz5vuezL6TqsaDT6+rzB97Em6wBFcptaNS6lil1O+VUrcopa5RSn1fKXWoUuVkJ6XUtkqpWdHfUwC8EcADAK4F8G9RsQ8CyM5cJvGsRa8C0VRvN9z7tipfmY6JUPgZWG5RGdmyf5dMXMhE2dZ27OdTYMJSFFW9EF39kUyOypJCF7lMf499skos+HBBpuhTkse1LOgYpqusinpW43u4sXVsbJLZjk1Ps6BtpFZKTJxnRgrm7mr01lXpeuEILuUa5UiruT+XB9cVZGqmyiqSVUHFQabC4yUF994ni5nVE6mjdDLDjIIbGMqt6YObBhdHgEjmVBWaL8+yjJeOy3bXwyn0RIZJheZ8cG3XuuvaGZ0gU90m4pJ5u+k20LDkQqYxEC2IZr7L3q4ucMewXxC6TDxHrcBn6xflmptL6/UzUY7zL7rrK7AoyxPl7gUHSVDCGsMwJqoV4/yn1uJNp9+AH127YKy7stnDefkppX4K4NdRmTMAfBjA/wK4EcA7AdyklHp1ibZ3BHCtUuoeALcDuFpr/ScAnwPwv0qpBQC2BvCzEm2MW0y4mzs2gan2wAXPeS9IzG8qO4YeEb0Oo6L2yrfINDsMLG13PMbPfHkWXU4zJxS+/lz7qgXYUy1x7s+Ze7m+W9tk+2NXMtLf48lgGYJrmX2JyHqh24FTE0JMjYhLGq+p3QcAmB79Rkdrm3jHJqyRv+lLg0dy+5GoUaPnr0tDyhGgRBXMN1EmsARX2Qnu9mq1cx8A+Gr9PLwpuI0t44QRRbmsgkGK/BQVmih3mPX6hFBliZpJUIbb7mcYXRemD2k3iPB1j78t8rUJLs9uLW7bQ8H1HOKd1TJsgzXOeuz+v+E2MrOWPGMlpJDOr+z9Yz6XubLGdxtpZyqgxaFvNc7CUfXL8BJle67YUdWCA70P2SBT8ZwLzjJmvySKqyQWhwQT1Ypx5YbweTVvYbGsAJOQgwsp+kOt9d2W7XcB+K1Sqg/Ac4s2rLW+B8D+lu2PIfTHncRmBFce0bLwjaJswrUXV1tVKnT1OW5DxKvtBbmOc+WX7S6dX/d5TkyUJX3waZupRxBQhMNlra8AAO7D4dbfJYpmkTQXtvrMACXpr2bAnSLgJ0nGbKkkJEGNtlPZiTaBU+TMMuSjaYMZQddGgEYLLvNyhU78CxdIySRUXFoaF/ndMk5sYMeH61fhw7gKswfOZ8tZUbEPLimaiWms+9o3CWBa8cwouJEPbj0IMubKJkm1ETU6KtNigFvAoPs2Ic7V+OD64sZW6Bdsnl96jtraoVEnQuqj4HL3WRJFWfD8ZL7f+thKLF7Vj39/2S75HYvAHQM9T/aIrDy+1PgN3jV0oqhe7lBKmShzpNPj/cMvtNo/JfVWDS6/7nhHXyN832wa9guaOAl/cCbKTyqlnm9uVEq9QCm1tdZ6QGv9cA/7tlmjozU2DU28C3y8uR0U8Zesum3uxVakP0SE7CbK/mTL6+Un6FeRqJhFUaQa+4q+R/0VX1OxSZhx83QT52jxoERYBTZHq84vQzmGpzTcpqIEbrI/hAaAZAJpQzZdTtKvA9UDeGdwY/xbH+O3avZDGQrdaIDzwT2sdh0W9h0ZB5cyox+n0WACUJlwmTqnSdkJ9V9gUd8RlUWfrjqKMvWVrgVliSzdxDD2UEu6iNlbgluxc5RbGUh8vgkUKK9mkXBNZd92HdM9aBJc2zhmCbJ21ltjCO72ahWerxZntleFxAfXds7CbdziiwlTUbchMVHOry/7zko2HH72rTju4iQeRaY6z8uQ8vRS0Dvy9ZdA5isrR1X7+Ki8fN3yDk04K8YINsuQSfQG3Gzo+wB2smyfg9BkeRIl8JO/P4YXfuVKrLSkIticUX2QqajegvvdtGBF13ctIGFVHYGkniLj1Y7NhG02yt7VifpiviBtJeMowAXaKqxGm6vNnFLKra4P2f0EbWOSmQiIFOv8QlyKCZ+Ioy7IgkxZfjMWVCQTIW5i+7jeHgDvU1mL/RFJCUpwUevrOL15ZtwGp+CapKMqJawIbG1/rn4hgMQ3mAsyxZkkm3CNSZokf6geBpzaEuu967fBzINbVsGNUyYZ10Ia32icg7+2jsNWUTCzAB2c2fw+Lm1+OS5jXgNkoly3zETNsjV0cGL953ihejze5lLbbWbvWWXZrWxurdbh982vYlf1TOa3v7aOw1Wt4zPbqwLng0uoe1wf5nEOW9LL+Si45pOPX4yVXneyckM6f0GPUNkCP2V0YCzjOFXbBJ3fjYMjuOLepdYy2igryQHPYYLy20mMIjiCu6/W+lpzo9b6CgD79a5LEwOX3x2qE0+vy/qZbY6QKHyF6i25/+JV4cQxa/LDtFkRSe8V2W8zfrBFIIoszaygm/0q65Pqg0yKBMk+lkKqPez8LdtmN8qaKLvqSX+nCaMk1Yy0/rBf3Qs+RSwAbOAmyhQ4qo8hpnVDzbL74Ibb+hjV0ySVo2mibI6t7dwlAXwiBZfLbetBMJqWlEuuOqaq8B01BSUXYzvVWiyZ+X5t5+xVQeizTf7c5K+bziNsjnt8H8TPz6QsqXbU1nZqNT5Qvxq/aZ6MpLSK2jAUXIvJuJm2SBnb03h37Qa8NHgER9SzkZt7DRoBuw9uCB8FVxnHawPdi8UUXHFXrHf6zmoZFvW9D4cy/uZ/ah8EADir/TZ5W1X54Mb1RZ9sm/n1UZmL/vEEPvmbO/CQJS+xj59zXIZt89lBcbXWOOXPD2DRimoD8D1bjv/ZDI7gcv65jao7MlEx0a7xnim4oyCrxnlwe9+UV5m4rKYJQURwLQy3CMGT+Nwk59U9KfFZva4sHY2gmllYj1cH93ZtOzS4DS9RKQ8Mx+ScI4UeXbCr7WZbxpy32wc3m/7EFxLTNYnPsYQEc2avRBBckX6BMK3KTlgR+/1xQaY4ouzyzRwNJTeOKm60nUZMlqLf+DRB5QmkrY4mRnBocBtmKd4/Nw9Ky4MQSWDm+7VdAzUj8rCNpJvjblp7cH6nFOxsiuUaM68t29hmCa5GHSNx2qA0pvc8N7P7vCQ+uDYz6/C3rdU6fKP+U1EO6dhEmfETr3kouJkSJS+xvdQiAMC7azfmlh3S3FS5G1UpuHFwzfjdzCxOMipv0q/uHzcOZRe6JD64XgsLBcbCZ5+q0vA8smwDzr7+MXzi1/+spL6qA6NOwg2O4D6qlDrU3KiU+hcAC3vXpYkBMwreREHVPrhVD19Rha8IaCy4gAlF2iIiZPXBFa26+jdqEiFrv0r451z30HLvPgEW8mXpwy+ap+LXzW8AI5vifc5qno5LWiekdgwHdZpej982v4bnRmaCEtMwyXHb/P1MmD6LtnqrV3DN7/llJPc410+a/DYZn9L31q7BzX1HxxFMbaMnIcqmD6TU3/SVwX2lfVPNsbQRKQq0Rcohp9JWQXBtZsivCu7DWc3T8dn6b8tVXrWCGynzySJHFmQWTNfSNJW1mHKRLA3gyNrVODjIxtqkcz8lShfEkevkuzv1D537aWoTFvR9AN+25GGuWXyMfXBIcAfeEtzq/J1b1MmI2inQsX+q/ke8t34t3lpztyFpi+DjdpH1Cin+rkm3PcJMkSUqtInKoijDMFFmyvoouNw+tKnMe3w0wbn0+ICOt+y5W9s/jHefeROWrO71QtUkCNzS0/8CuFwp9XcAtHTxMgCvBSC3yZiEFYFSaGs97oIu9Rq9IvRlIxJniVC2TPIiq0pdDOspl1E6C3qwF622iLmXxFTKJ6iMeZ3Mf6pY8nWzX7YePE89Gf3IEJYoQM7BQzfigOAhfKp2GY4f+bjDJ5X/boPkGjDHJP2NAtuUIV32bnZPoOwTn+7rLU3cDqtdhxFdwx86r+nahw8uQ8GD3GTuZUGoru8VLIzqc6ufeVGUbf3iTJRfG9yNXzZPxTeHD8dP2m93lsuDmRe6xqhZBC6QVMsjyJSzfsuYE8merZ4uVbfpg1sW1Ff6tF0DpvJtUxfdKXY0Tmr83NF294IDp85y7ZgWA7uo/IW8NXqaNf9uHs5tfgcAMHvgIOvvfB5mUnDdajZBsshGiwpcm4kPbm51WVcUZh9JfbQwYgva19EKgdJjGnE9A8FCa7y94BwsUYS5bowf8ls2iB0hWdwpN1Gbe+9S3LF4DTYMTua/HS04l6e01g8C2BvAPAAviP7NA7BP9NskSoAEm6puwvEOicJXruaKamN8DRPVvaK2KivUXTTJg+uOorxq4xAOPe16LLT4lWTIfkUvrbFY+c2QQqZeRQTXVigiuCpe2Q8Di1SV6kmyqssFr+oYpqxFIFFwJecwfX98u3E2Tmv+OFOGmxTSMXAEl/x0p7J+oWEbnPKV8cFV+ZPWndRKAMCckoTPDNYiWZwoG+gpDzbVnBTwMimogNT9VQAz+rJr8WYkbVvvZioKzjXS9ZlGkXuGCHNsJm1ZnJBEXK6jm+hJyFKvzOe5sxtHUWb8iAmS64SOkxt7LxPlAs+pZPEzW5bOR9syRabScQ5upfHftUuxI1bmtln1Aj+3sJw1KXa3ne1Xtqy5ICfKAc9ZBfR4YaBygltSiIgXiapWNCbhBJtTIkoF9FOt9THRv7O11pP6egVQHhFHNwf4BKkpVn+1+5ddAS7SprVMgfHi8uBSm1fe9zQeemY9zr7+Ue/6bRBFAfZ44VR1nXjVwplQRuqTqZSO5u3LmSjTpNLmuydFUR/cIuDIXKK6uckclakxxEBCBMx+xHlIGVJMixsSxZWDOQGVEFyfQFJFYFMiaRHBNtm34RXBfMy05dPtUL7aAh2z7CPxwSUQIbUdn2s/zsSRCC1/jZomyjaVl0yUaVEn//7l/LDLLPhKFFzbWPlET07ayl/UiZ+xgvo46xYTkncLHaeNrNM26t+OWIX/a/wWv2ieKuhnuX7F/fPw48ynrrKFYDPOxnifuZaN0k6oei4Sx3IZ7wO4GcD5xlJKXauU+qRSaidje10p9Vql1M+UUh/ufRc3T5CCW5Uj/LMFlfvMVqamdj+0qzLDkbTJlvFRcD1IekKCbX66ctUzKUQf7sJeJsrVpN60BHxiVpQZE8rvXnk/Zh8/N1ZKxyKdTJbgJn/Tn1X3i1M5CCOWFB95MHOPdv+Wr+DagvOYkBFcQ8EVkEytlbNNHyQKbgiJksiTm/KwjTlFUSZin7f/Bc2TcX7zFPxP/WJ8rPan5McoyNTu+gk2Oq0NNrJpI7gzsdFqku5jSkyQ+ZK7CekMtQmvCe5Jlc33wZUo9FxU8CJqdB0jmNv8PF5n8TUmJGaa2UEp4hssCYpHZYpEoS8b7IhIrO14TYJL2Frlu9GwFkQeFhJUMn6GMBWLTIszyquljKMsh14JBaMpgiYKbslGYwW3ZIcmIQbng/tWAB8F8Ael1HMArAIwBUALwN8A/Ehr/Y/ed3HzBD3MJgq/pcPsmQ9uRQqusUjZBTM0f1n0egXPakIUfXaYh20ZgaWqF1pliwja/mlDpz3iLPTkqg0AtoonPER0RzPUP2eGZ0bbraxNwXkYYUziXTCDO6VBymiLnciTeSopQZaJt0ANK+KDqy1/FYH5LJQQ8l4ruLY+TIsiBUsIPUWsfnGwCC8OFnX9Rj64l+B/gSYwe+D8zP7vDq7HKY2fYe/Bn2E4NT2xvTco1RGpnhrAPX0fw72d2Xjb0CldZVtGQKo0nARX8HK2EWYaw0/VLsOuwTK8e/AE3KGfZye4qo05WJpScMud3zraaAsWItLYDmuwV/A4TrUEtiJwPrgmJCbKVI8tN7BZpsgciV/IlOwfwh68LgSdz3pk1i857sqCTJlRlJmykhZFYyx4h/q949146On1WNM/hAN321peoU8Dkt217nqnleWlcVDRSYI7auB8cPu11t/XWh8IYHeEhPcVWuvnaq0/PEluy6HX/gfjFZVHUa6qHoFS1as2ueddGbJpbzOaNMS5cotFWnbtw+3rE9VwLBZ+dERwA52dtNYNpVBHj87R7Kc5fumvCcEtF6l2f/UI3hAk6RAk57UIbBPlmdiANwb/FE32E1Nit4IrC3bTvV+iDOuIhGfrTczUyw2KuSgkMlFmSH8VsI0ZkdY0Gfl6/Vz8svGNTFlOYTZ9cKejP1Pma43z0KeGM79x95l5ze9tEOt0v2zXlGvcOwKfYZvPMvVn12AZgMQP2Da2pzZ+imtbn8GWUQqmRgkXA6BYJG0i/8OM3uFDcGvooIUhdhErvn8tZTqa8ghnfXAPDW6PU/ikIXAhde5jVyvzFdzE0iQcc4kJ/1jmPuWJqfvdEm+LP7WzjE+bgyNtLF9vj6Fw6OnX4z/Ozo/GPRqoygc3TrU1yXBHDSKnGq31oNb6Ca31il53aKJhohBdThkdD4jNeJj+Jb4TFamLkjIF2hIFnoi+Sx62Pr7CVZkom21Oa/qpEq562Jd8RHBVxz0Jpkm6RLGuGub42a6NsqTrD62v4mfN76bakO8rvVbfHVxvzan648YZOKf5XWyH1QB4tZKOkyOxtsA/2XrCMtPRj2PrF3cRtIV9R+KsxmmZfRJ1pyTBjbuXfyyEXgeZsi2QEAFKk5H31/+K19buzZblTKgjH9x+tAAA26vVmSLUhlkPd23VmTRBhCImypKL33a8Zn0KGl+s/xp7BksyZQ8KHgCQ5Lgta4JeiOBGbQ4xBJczUTbxYvUYHur7EM5vnOIskyi42f7G7yZLnIOzmqdhbusLln2MZyPTP9ldy7khRPEOjEjaHYHGV/R9saZ/CCs2JGTQNGdm6/VQrJP6LMTemCPZ3vU+89njLr4HLz/5rxhpV2t1VKQv1v2N47RNlf5871LMPn4uNg7mP5dNq4BxOhXerCCLGjGJ3mGCXeW9iiJYup7Md/cDvir41Le2fxjvOvMmPL7SnR4i40fM1M+ay1Sk4P7wmkfw3b88lGrTh+BGE6DIhnr/527p3yn4KfKdDvny2RTc7kA2pOKN5gKVOX7dPrh2v7Cy8IqgLSizj3oU32v+BCc1zs389vzgCQDAtCi3KEfmuAmyD2i8/q9+EY6tX4K31OYBSM7zoTW3oVLZdfhV/UN4Zt2AF3notYmyjey1YgVXEAApIsMjOju1IBPl9ZgGAJhlCURF5rV9qtuPVrI2JgkyZQvi5FoUkiw49Fn8fU2z232DR/Gx+p/xNiY/LB1v2fM7BYN4mfJLckFjM6yrIbj/UgstQF5Ru99ZhrPSSJ5l3e8zDuV8cG1ELYTtHiciW49zUw9H2/On00UtfvY78Wq87KS/JhuMjnlFK7aps4IBi6MoM2Wyvrzu0vcsWQsAWLupt1YpRWEuYtt8pE//a5iuTpIFIePLOxllqueYJLiTGFX06pYuSz59fDWrgsT0hbpx9QPP4M7Fa3D6Xx/JrU/0suJMlDOr4XKSmMZ3/vIwfnBNkvPNL4oy3ycpkpcyQ/aJrJKCq91mh2R2R+Zoo/mOMofP5oNbFcElUqM1sHhl1pTU3j/3YLxQPY4zGj/EtlFO1R2QVe/IRHIGKLWLe+JjBpdSAPZTC7Al/PIlE4mZrsIJSp9AQSPz9LIK7ptOvx4HnvK3TF84lFH4yPSTQ4AOdsKKLpJEYyLrX3jvWP1AI8l6g54CAJihstfVMBFc4zg7WqOOEfb4bWQz7ldkSmxTqF33jOResim45n6sqm2UKavgfr3xC1zcOhGz1dLcstPRj6/Wz8MWUU5dzsTWJ5XVfZ05AICntXtRMl6gsphkmybAoiBTjv5ay5Ygw2HdYf9osURyfiX98oF5J0v8YnkSzH9P71/1HKmqaMcmysdl6V5gsc3TkvRZ+fVxcU8m0RtwQaZiKKV2BrCn1vpapVQLQF1r7Z9pfBITFrFKVrUKOooK2list9FwTWmEE7+B4XwVRWKiTOehZnna9oq0eUVRNl4uRZH1LXKv1utIwbX54LqCGY2mT5UkinKahFzUPBFz2wfil+1DvduahQ14BlvhgtsW4zfzFmOfnbfI3YeLfP35+vl4be1ePNzZGUBWoQOAQd0AVCp3KeOPaDNRvrT1FTzW2SG3n2kQSR2J1CtKeSIhr2UJ7uBIt7m7iECW8NEcRj13Mh5A4/rWsV3m3bTYYVPb6hjB1liHZ7BV2L9Yzco+V8j0n8ivTa2MFVyDrGoN/K352div1QaO4NJx+5goS8icLZ2UWd8UNldzCBq3lsWn1wf7BeGCIpk8cziqfhk+XL8KO7RXAeCv59jiR9AHOpbVeoazDLVlU9S1UUbyiPXJdy5LE2T2Jts/WiwhqwXJAlJVXK50RF8DZkA1qw+uQZTtJNi+D4fhHpkoVwV6x1vVfPrN43xM+uCOHnIVXKXUfwL4I4Bzok27Arisl52aCJio1gm9Ou7SRCh+mVZDrHzalCDwsGqRBIHgJixFXlISH2Y/szF5vWw9Od9DUETzSKW15MOtRcRCUZCu2ER5LGFTcGO6jgODB3Fi47xCNVOwm38sCpXWBcsseU09kCho3el90iAFd5pgck6T3ziPaETIdgue9uoX9ceHZCpDPS4LmuBVVZ+zHUF03brqZHyXyQfXRkhPqp+LeX1HpcyYmfHT3dYPNrJJv9mUTI7cAnxe4hZjonxM/RLMa30qs72oP7tJem1Ktat/ZdESmMv2YRCz1VL0GcSbu/aTIFMCVVsQCI3qsfvg+keEz5rGlgWRGndNDcMHdyyDTPGE3vwjf3+7f21+Padf/TBe+OUr3QUsGPZIMzea82ZtfNokXJ8AVAkZLt21SQghMVE+GsBBQGj7pbV+GMB2vezURMKE4bkxUalYwa2oOnNldTSUuYRkup94ZoCDIjkBbfUl9QoCY+SWSL8M3KX9oih3LzQUJriZ82opQ3+MRMF0rAouTbYis7mYFI/dHWxTAxLftnK+qaYpp88ihw3tyCeTSIht8kp7Syb7QUyUtXgfG46qX4qfN07NTKq5u6JWMcFdP9BN/sO6q1c1JD6CNrRidTE7xm+uhflsSTE0z0sa5INLRIDzsd5SbcB3G2diKw+Tc46QEmG2Ka6vqs3H9pHpvLQ+H8y0RIs2ISGFEkj8pc9qnIbrWp/JmJNzCwQ+PrjJveguy/vQF3G3kFvWSJ5lSbowW0vdQaYkiwo+bUvgw5Ek5F/UragQ984758aF2CSwMkujd0GmSu7v8c7zCdZJ870JM/cfQ0jeeANa69j2RylVQ/n4GpOYYKCbuVdpVcr7W0SfkjIVHYOIRCfLh91f2Xrd9ccmyrEPbsF+ZXbqrt8GSV7JpA/59Qlr6vqwl6Do2NGL1kpwo21G6pCxtMTo9sENkZjuVpNuxGfVmTu9RGpixdVKcCl4iyT6cfcEuSjBfVvtVry+dnf8XUJeiSRV/RJMEwxWCS0ISZRXG8j016aqUo1TosBgprKeBi0ckVLPpcR5d+0GvKd2I46qXyruJ6f4yYI3dZ/zqvzZZ46mgpuylNhNPWU9hoNr90RlwzaTe1NivSDog2iBKhxre5Cp7jISlAsyld1m+vh3lY8Jbth3H79pjhz6WHT5qICZmBqWPmT6ZV0IrmbROdt2NfVUjVgEYMr4mO6P08OMsaZ/CGdet8BrnjbeISG4NymljgPQp5R6PYCLAPypt93avMD5/U0USAIdlKm3fD3GS4ArW9Ex+CijEhNliY8MgZ5hVh/cTL0C1VhwND4KbpFAV9Z6Mu9ty8udCG7b7X8Zm7J2dFeZsbyP0y8iV27GoiDiOBStrtcFkTG4yRupG1SvXcH18GMyTJ3LRp+Nx4/Jq0tIAltVe/bT9QWOHLxlIDGhtIEIro24kDk5nU/6tC5SRAS3k1Jwt8S6WHVMgxThhJTnjwVHSG3KrYn91QIcW79YVJ8PZghM7qsiuITXBvfgmtZn8a/BLc4yZKLsQ3BlgbfC88ndzWShUJmJsrikDNwiVhxkKlqgoWet5HnAcQfOkitT1oyiXCAQV/f++WUpBkTZxYNMmR69RasKPMqWgVzBjd+P41Qe/PZVD+FbVz6Ev9zv5+YzniF54x0HYD2ABwEcA+BvAL7Yy05NJEwUX1x6EHCBaKqov3Q9jHJY9cqlD3xy8Er8cWJlznP/vDa5Xb2CTBnXSWU+uNbzSvbfEUnS2YuUFLXsanixflWBdNs0uWqpYZxSPwe7KN5fMQ90vMNRIKRGTWB+x/yW+FZmzXFpT5+hpAlokDruMjCj7Kb79zL1IF4RzMdWWIf31v4WtxlA49DgNuyininVNiHdZg2dykxkCT4LCGnUorG25nxViRL35mAea+b69wefwV5fuRIjqcWOO/s+gV80vpUpS9F1qcdVkS8Of2h9FcfWL4lVxarGf7rARNmlArYFgYtsoJRb+wcLnGWS/K3h+RAF1ZKYKIt8cCMLDJVdyCkSEb6IgsvlbufIKv0SL9YpOcFlTad9FFwzDy7bZn59xdLBVXN/9GpOWDlsynfUd4mi/p2rwpSJvTLJLgsKerhuU29T0Y0m2CjKkTnyuVrrDwL48eh0aRKbI+hBUDUfkARUktXTXd9oIO4zlyYoKhMruJJ6M3+k6+ser8p8cOOFAUbF80oT5FbUtdbiqIWSaMyxgttxK7jxZEt3+2iO5vViIq2YUn9eE9yDvYNF2CtYVKpuInrDZMouUHDZcx9NookkmWQu9AP0V3A5QuUDUrNs0Zkvbp0IALimvR8Oqd2FX4z8C4DwOjmreToGdAMvGOSDeQXo4LG+I/GbkTfgiyMfcZYh1NDxUrAkKHulcirov5K6GDwAACAASURBVNf+jo/X5+KK9sudZdb1b8LGdhudVngtkDL8itr9IH6nLOMPyHLw2saro5VIvU1jCgYwjOmVKbhTLBHDTTQd0ZNDsud/5mTmxjTWbrcBExKC2xcruO6y6XoaaMdm60DaRNmH4MotfiSLxJyVhumDS4uBkqfXWMRskCzMZ2OQcPVUM+dK2u6RgltRPVVFrKYx3jgYXjfjVtwapwpzEbDL8lrrNoAdlVKNUerPZgnrhTxeL+4ewXw49qr+wvuLlNHePNi554kZZMrHb5df1e2u19ZmUlbcpMgsWoJM2aIKrvnitpWJHoOddnek5DRoMpOkDKj2WgCAj9bm4iXqYXH59BiZPqll82kmx4voM/9AufNLP1F6IJPMhWV8CK6dCBWFWZ9tYkvRcLdUG6IyIfoEitVMhFn13lf/W+a3j9cux6K+I/DO2k2p/nRK+1Gb6OW8hfIbz2bUbBrb4Sjg2HQ14CxbN8w+ZQpu9pyN8FMcK6YZix1lkU5fNOTQFFwBt4qq7pIFAarZJGo8BApu9OyR+LGH7XYfezYifD4kBM0Fuw9uPsGlc+aTWozrVxkTZZYkesX6cNcnsdJKyrrVcVe94w1lAyu6MDASvVsnGgkYA0ie/o8BuEEp9Xml1NH0r9cdmyiYKBc5PQi4B/EDS9fhd/94wrPeUt1K6vGob/3AMPY+4Src/OiKcm169N0n8p5PQvfihRy7Mvv6+OByffCp5ul1Azh57v2s/1AspEcKrrZM9GoZBZfqq+7+/VLjN7ikdYK4fPo8m9GTy5IZc4IsMS/n7u3YNzM268v23WckTZ/PsjCDc9nqpWizNLH16e9UJhfq5+oXAgDeGsyLt/VCwe0liNRwfr50nkcigjuDMd01g/xICJtN8SsSOXqaoojQvSC4dq3AdXxFA4PFC1TM/qYfe2UKrmDBJx0l3IwXYPrDS2C+89hgToLTmii4CXbCCjxfLc6YKJuLMRz4RcDRmQvaWsnkERZUIFnM3jCYb+7qo+B6mVKXHM6qz8dBu4W5wl+048xK652EG5Kn/3IAVwOYCmDb1L9JTMIb3AP+zWfcgP+7+J5C9ZZ9mPmYz85/ah3WD4zg9KsfKdeoAKYZM/uCNBRmLooy26Zgi6ttrmw5E2Wd+luOz//+Xvz0hoW49bGVAIAVG7JEI46iTCbKlkGKyYZxDGMbRTn5myZXFM22aEAhQjK5DOsdEZw7biyS4FfZCQ/95jOZT/JoyvyFhh3EwuxDjVEMtZanEsrUz0QMvqoTmvVe39mnqz+9JrguNbEIiMRxiql5nqczwZfMY5eQL/uiRBEFN1SWqzJ/T0eLdl2H7iBpBf2mKQo6s3+i4LoDPpnwMRu2tbwN1uJtwc1d58psN3nlFV8QlamM7rLpfOKEm/uOxlWt48eFibJpNiuJu2H3Ne7gOViOjtb4f8E/sAXy850nbmHuRmlB9AuX3Jtb31im2vNB2V7uud0MAPbAnpPoDXLfcFrrL49GRzZn2G6MiaLcEnxMHXuBu55Yg3133sL5ez49SxCbC5c8hyLznegz8AkyZXxaEdeXW50IMmVZDs7kLBwDPx/cASY3X8YH1xJkigiKNtMEiXohgX9N6WuBJmRlTZMJ5qRTsjjBK7jdEUe7f/M3Ua4z9dkwHDTR6LjHRsUEt931PY34XowntPLJPqd8jUTKcF9K5e2NiXJ3H4bRKB19mjA1XlipOcuYRGC6khNcifmsjaAVIrhqANC9yUU8ohrWW911HqjokK47/XRtoCjW3D1l+uBKCKXP1NxW32frF+Hw+nW4pzMn6WvmvPlHUV6+YRB/f3g5Dn5eqL1ICF8aW2ADpmIQS7F1V99tx0Dvi0ZMcKP3hqevd5XgWuYCcB1VuxSfaVyMfxv6Kn7a/B5ubr8IRwx/iQ+GJThMehc8tdbthpCUza+vCErPz6LdRSmAJFYBRhyV8cbrx3mQ50LIfforpa5WSv3F/DcanZsIGG8Xea8gCfZTBJLxu2r+03jnj27CbwXmzzLzpfARUPbB7OPjYUsTtKZ/CGv7k0m7NvZx1AggHSQpv1+yfuaXtRGgGtr2nKhstEk5KPrvEBO5MDZj7LgnejTZMn2zqlp9LpLWp9sHt7t/ZdU/k1xJzMu5IolKlJ2kFwnmY5oH5mFENdnfTYWZS2NEbfqYsHLngwhuOhhRqOBW+7Q0r2uXuWwR+Kh/9GlTcONo4EagIgnZt6UmKuLDao/0XQ2GHNdh2rKhjQBPf+SfePw//hb3f1j5qe3Z8bKpd+G2uvHssGF7rMKiviPwhtod4j7YnqMU1XlKymybjv1TtctwaHB7vNcM9OPw2jUI0MEctRQzGXXxmAvvwgfPvS0VoTb/3hlqdzD7+Ln43T+ewKXNL+OWvk9n+m6/eiIf4YjQNhnrDBPc+8LHB9cHXOyQVwb3AwAOUuHngcEDYVm2PojLSB5hYyV65EEmdpDrWHFrg/GCJN7L5kNxJU/NL6X+7gPwHoBxKJpEBrYbWEXREcfptV45er9q5a540YowwMuCZYz5jc78kd9iyYPxiWSc+OAmbe534tX2eo367W0y/cqYB0uQv4BhUwEf7Xs/1ukp2GfwZ91lTZKd/rvAsIv26dBExU1waWzo+9I1+SvUEriCzHCwKbicKbAP4rRIUROSVA7c/UAKuI0IlVFwxQQ3aIErauYPrlnUGG2U9SG4nDo2oiOCm1ZwVQeBxZKgSgw71MQiiKNaM4NMpro0bjMYBZf8OANobIs14vNsoshUrVZgAUOKgWAabLw5HXRpBHXssMseAID+6AiG0IhNpyWoG/eU7VhMM39uoWnf4FEAwFtqt4n7YAPdB2lLk7pqAxo4rnERAGCNngYA+M/6ldhRrcIGPQU/bP4ACzvb59Y/0tGo13IU3Oi3VRtDkn3mdY/iuL7u4GjcuXc9p2Q+uFy9Ps8TY18vfpUUbkc1vbd+DQD7c8+EZFHXJ95GrxTcsrdvJjK34JriQOdsvJhkv/2HN2KnLabgJ+9/6Vh3pWeQmCjPMzb9XSn19x71Z8KgCLUdaXfwiV/fgU+9fne85Llb9qBXvYMkyFS6rHQViRvHxSv7ccV9S1MRiLl6BG0Z5LDsY8onp63kGAj0wrCNjc9x+kCi4Lp+m6k2oQ+DGEArVdZ8uRQbbcn11tEKUImJsq2jZpApmgBdOb+apOhFTIttPrhxEKeS6lMmyFTJKMrUH5uZZZEgU0REG0L1JE/BpfFrMGagZn5OH+WZV3C70+YAwFmN0zBYocIKZCfFIxXWnxBc93E2jGiz07oUXN3VQ1JwP1C/Gh+oX40jhz5fqF9efpwRElPq6ieim2ozkLf21FaJmTeZw+b5kJsw7yl76jNaFIs+KzaxVdDYWS3Haj0dGzEl2hYiba2Q9cENS+2oVgEApkbRtucE+fmm42CCgv5xvpBmkLPu/tlhK9uHQewXPIpbOy8K961oiLPTI444A3c/sQb9Q9n0NM4gbCLl1f2bD4krQvhGQ2WM7x1BUz5q73ghuPcsWYt7lqwd6270FLkEVymVDvkVAHgpgB171qNJOLF07QD++sAzeGDpOtx0/CFj3R0RTFNY0epfR6Ne83uA2ar9z/Nux4JlG/DRV8/p6oMNsQm1z0poRc8pWV6+ED7RIblqY3MoWyCqnHqtbcdl3YXTfe/DYGyaCYSEZaCrrLtPrkWNZeuyCoes7+FYKDJRtihnZiqIqv3zyiquMUGz+NPtpxZgutqEGzt7Z/Y7QD2AxXo7PB35nhGqj6JMPrPuIFM+d7xvbtN2IDNR5pTCOD2I8l9E4BShJN1QMunfK3hcXLcUdE2MIEAdHQxVqOAm4+ceEzPa7LRUmqD/qv0Jh9X+noyFseCzu3qqUL+KkFQuknZZrN9qb2DpnXwhnf4zHBHOt9kGeg5wCi4F0eICoBGKjGMAjRtbx2CJ3gbnjfwLdlNL43rS/ubZKMrdIAsHCUY6Gg8sXYf+IW6high9fgAuLk2QBCfUz8Ph9evw+sHvYqHekR1FrzRBRlnuPdc/1MY7fnRTjtWWUV8OYc6DT0BJn7I+GE0a6bMAHwsQ44PnbtaQmCjPR7K8OgJgIYCP9bJTmxu469jnxiDSNyKxFxwn0MYfksMlMyNR/Ux9w5E/ziYmwBDBx0fYKyctA2188m16BIVijqVqFdqsl0P6PfZg34cxr/OCZH+zPtNMWtv/TmPtpqwKKgvkZQSZskxsTT+1qv0ji/jgpkH9in1IU/6Il7a+AgCYPXB+Zr/ftr6OtXoq9h08p2t7LZ4gy5E9L8kGLlKrhFyWRTtosb/TeEkWGiglTt3D944jS7G6XVHApzy0UUMdnTDgUUUw0yzZ0IhNYcOyM1IK7ucbFwBIzFNbKTXb9t23Xz6Q+KQWxZS1+ZH3g9QYxgvDKvC6GU3rApu1QeBx3+VdmyOoZeqh+ndWK/DFRvjsebQTaiNpH9wTGz/HNe394+8m2fJZ+Bppd/DmM27AlIZ7AiEzJ00W3VoYEllT2Po5JwgtfLZXq0OCW5WJssegDI50u5ukuzBHPR1tU+KBTnx6ucXsqKzo/SvHaJJC23jdsXg1nrvVVGwzvft9Ml6PwQs0NxzbXlQKCcHdTWvdNXNUyjPiwSQyKHKR14PQnGSkPV7vEDcShS/728Bwu7TZhm3vVj0cL3rAc5AsIiYPa3lOWr7N+C3gbrMAIY2PxVKYI47JNrOM/EjZxRzj1wODB+O/zcmkuYYj6UHLsirSMcbPhjiVBuXBdQTDApIV/SKBkTj4KpKZ/alfihRm0UoIAGALlc1HKolam62tu810H0wf1zQC1QF0bxQzQrtWoYJrqPkScIo/nbOyKn5+H8J2BlQfWnoYwzlm2z6QBDczCe40S5Ap8kM2zWWnqWJhP8oouFXf4wDQybEkyLYbWZd4ElwuCnDSjvucKXSgU+areWMxhEaW4DLPtLRrwQHBQzggeCj+bqY2muJx7q+aH5ox+yxq25D4iffjob4P4bTh98S/cT64e6vHsBrTsURvZy3bK22CuzTaRqPp5/QuwXIAwFpMwy5YnpQRzEk4eOW2TRX92C//gQPnbCXet6fQ5leNd595M3aY2Ydbv/CG7t887s1eBVwti3h2uxkxXEkMfdMHFwDKRRqYRCkMMxFhxyu4Vb+Dv30tXvSVq1JlPeplfgsM1ZN/aOevSppksywp9yHVKtkg3ocD9wzLmDrnN4kkN567DPdyNydiWTFQ2/7sQqOePapiJsrZnUy/vLKE1ERZk+fAiCArIYstxu+3HqdFyh7nXmohXhncl9luFk0vWhBpGK8KLpmgc8TeJLgShW8f9Siubf4PnquWOcsEMfnvNcEN0a9ClbRdIcE1fcBtoMWNIDaNzY5fy+EDzeXM5VBIwVV2gjvsYSrrwuA2L8otk7534957zjpNX3wbQeXOme+4DVu0kuILBN3HOtUjuNbqfrfSrw1iwekEdPxbYj0A4N9q18e/cbmFL299CTe2jo2/Z99r7kb9TJS7wc1bOEFkmZ4FALi5sxcA4B+d50X1udtm1s9jFM15f/X9z+CkuQ+I92XrLfmKjuc0xvanLa5QElQ1b5yEHE6Cq5TaTim1L4ApSqm9lVL7RP9eDWDq6HXx2Y+ywY2Seqq5MeY9thKzj5+L+54cPQdz6rntuffMuvJBubmxkeStjaPF+pDrsg/QWMDNrygIkgAFgyNt6/FKSKZPn4dGOrjo9sV+aYIsxyJ5sJuTIfP40ufFx5TLNk63tI7CZ+q/TdVHCyHuKMp11a3aVa3ulF00NSdSEoKbjcqa1MERlbmtL+L85imZ7eb5tSu4WQLz48bp+J/673pKcDuNaezvTSOnpQ10NI2YDOf39/DaNZgTPINXBfOdZaqKfC3FpiAaiwqX6uMxYcy2zXvIBzOxsVC/iiwcuaJk20icFMvrO+LW538OB77/ZHH7QBIEqG2Yk+fl9zX92m1nmlNw08eu0Ml9ntjSH9nrzT8fpurpo97P2cZ9n2djVFjeVcZCZrz4mVqMKRJFuaPzUwuWMVHm9jRT5KUPe7neAkBy/w7qRm59OnnZO+HjZzoWcU98IJt3S0SF7mtgvKZH2pzAPSXfCuCHAHYGcCaAH0X/vgDgy73v2uaNIpd2YkJQbmJy9f2hGc/Nj64oVY8EZnAkURTlkgTG1QfRqmRB05oykBBSOobV/UN4/peuxNf/lF3lNJVqaxRlQ4XmxvoH1zyCz/3+XvzpnvwALzrzh73M4bVrMCtaFU/D9GnNqsj5Cq4NtuttR7UKn65fmpQxTJQlPrhV++eVJcxmfyQkYqrqJrg2xdUHZovp+ogM2qIUvzB4AsfU/+Dl0+qLTmM6+3s99l3mFJYQFAlaQnDJzDNtZvmDxvfxQOtD8fckwnRvjn/hYVdjwbv+HH9v10I1u8oJFo0F56vZ9FC+TXAphewI2yjypnTlOR72DPTUtW/QwkHv/QKCml8d1IOBoJu4jeSQbbqXuAU5XsENy789uAkL+47ELMUvMNgictsIrjNqbwrm1eGj4NaZyMjJO8o9F3E93yXPZ8m11iv1jqvWVHDT32ihxAwAd8ujK91tCfrjZaLM/LZpqPgzsWwSTp+gnSK/7opit0xCDufTRmv9c631awB8RGv9mtS/t2itfzeKfXzWg73RCkzWn0028glx7P7O7lPg/ud2kYyXJIpyEdNdHjr1P1ciwbL14UT53JsW5u7DRlFmglbRtuVRW+sH8pUliWn3HliMbzbOwfcaP872x1RwjSOX5WHNbot9cJnpR2KiHBFcq4lyj31wS15NJqGV9I8U3HakLqQnpEkeTTnMYUv3iYgtF0yrlz64Oqhh8eHX4NaXfc/6u0Q9TSJBy3Pwro+MnbZIKZBvq92KKWoIc9RSXNU8DltjHVsHqSo+SKuNc/Y6AHvs+yrQ2Ryuh2R/pARhM1Fn8hzHZUr4tvoquPurBXh9cGehtlxmvUMl0ip1VLGxpmfTYK2b4Oapyeb1bHu+0P1pW8yiYz8qWgjcIUrZ48KwJWCZzQUirX5KFXGf/L+cQmqSLltk+DcFt2NR3xHYQm0AkHo3pMpoLVdw4zEmF5IeLYqzJsrGcabL0uJu8n4Lwc4vBHM5SdR9W38yv3mYeFcNbXxKykrgMzajCf0s5Bd5kOTB/a1S6lAAewHoS23P2qhNwhs+N2wyWX/2IVEXJQquR73FupOtx4OAJ4pwNSuEIt9gr3rd+2RfGO4yVS809OmQMG+n1mR+ywSZYhYTiowFWyZWcNu0U6aMqepUb6Jc7lrKKg4CBTcK6DOIZrRPckxFFNxsn5L6mrFZr5tI9sJEeRANtDAMrWp47gteimVLHrWWk+TTTSJBE1l3HwsRMlL9bGU/VbsMzw+W5LY7hDrrL51GGwFq6KCNwEnHph58NG67+Xxsmn0IcFdOyhohmoIx8fFdNmFaG+ThD62verdBcBHxoRImyp2Ciwn0bOoYQdLy0gbVDFNb21OTzoPN75x+o3dd3gKQLSL3FGRNi9PPuWHVQEPnLyz5nHtJGj0qYVs0Par+BwDAnupJAPYFTTPeAYdkEaGT279eYYSJ2UIWJvT8U4LYEj4Kblly6OOXnKm35FCLrAPd2RazZaPP8eqDS70qM+bjDbn2IkqpMwF8EMD/ApgC4EgAe/S4X5s9kqBG/vuUxWiu0JhkUBRYqcBxVvXMYF+QhuJaPojB6KOIP60o0bmArHO5Bc1JLxfJ2XV9WMm65HhplV7TKrbNRNlUcKs9e2UJrtlnEcGNJo40cU8rqHEezRLdSvehSal1WAW3eoI7TDRPBdGHnaRIUvTQxLYuUHDv6fsY7un7WKyQ2JTrw+rXZ7bZ4OP7SaarNhNWuv+mbf0cHHDsBahP21Jcbx7qhrptgy1HsxTTPVS8skjy4JqLgeEIFvHFlSi4Q8j6scbxAfZ4IwBgfnMfAMBITiILiYJL97stDy6VJxPW3DRBFh/cuoUIpomibR8gu4A/zUKUn68W41XBvZntnDqWsQqyPNxoIYmO2/a890nnRceSEFx32TLPWm7XjIKb+jtRcOX+8T4BOavG2PjgCsoUEKom0XtIoii/Wmt9BICVWusvAzgQoV/uJISoKuhP4j9ZDUMdzYdFQgqrbVRSXRJNWfLwlrRJRLfcsXQE9Zi/yPyI5X2wmigXqQf5x5LkVs1evzVjMlRZYDbBlkyaIEuZ3hPccpD5jHWXIdM/Mr20Kbhl7tf0ZKkVTaC4yWGR1ER5IDKiI4Ib1OyvPImJskniJD7DdK3bSIQUwx5Z+cjsuG0hVPH5iOqrMttfQ6DQJwqu/3me7u2DWxyxv73xTKJAQURE2w5TVRs6grHeWJuZ2UbXz5az9wNOWIt1OxwU1uep4NoJLi3UuIkotd+n+DzELrJqIm0p4crDbC7W2Xxwf9s8Eb9pfiOzXaTganfZphEILauEcwtx2fpMM3BWrSzzEmAq5oJMEZEvEuCOOxavtwZT2DxH5d79ftDGX5M+uM8+SAguPV0GlFI7RN9n96xHEwxeN2xF90URgjzS7mD28XNxzg2PFWozeakIyhaqv1rTGnsbUZkOlRVUyPVHoHr6+NoQEn9id1lRZGkqm9ui7FhokjRieexkfXC7kT4vrjZsx2v6rdv8PLNpgrJlshNGfpI+ExvY301UHWTKdpzmtthEWWcJLqkvRS/x99f+gv+oXRd/b6l8BbcXJsrkG6iJ8AV2YuDjgytRKwl7qKfEZV0Y9vD9bEeEvm1RGePrvBYR3EDy+peBjo8L0pWk3/G/qnwCDZWFmfOaEPvDRmTOFjnYBYmCO9DYwrI1lQcXgAryo9wCqZRMsakxo+AyPrhEgFrIIbiB7BpNm9q7CW43plqiKNtydwN+5p+27Dk0Tsn1nCW4rueU7T1pBvKqyjzVp5Y2kyYoSX0mt66QHIJfkCn5Av9owjyE9DHd9cQa3L5olZ+JssqPpD0eMJp+zr2G5A33Z6XULADfAXAXgEUALu5lpyYSfB4E8WS9V51hMDASPuhPu/rhQvsnfp3VPEDTNYtLVkSuJQRS1h9SPSVl5WViBZYpwwZdis3JiRzKrzium9wkP+uDa0wu01+jv1duGMTLT/4r7n/KHaTHJN424he/1ClNkOUgKMWJJIryG4N/4p6+j+Pl6kFnmWwfykHig2tOzMwFh5pVweVadf/49cYv8OXGr7N9YPzX+nIm0UWQkEMiCnYlTUJA43Q+cUClhBTvrx7Bm4Nsyvh/rd0KIDHRLoK2h9JKaq9NwY2DJEUkXxLR17YYZQOn3BJsUZSl9Y+miTJdo+azgiw9hlUYhTqoyc+LhOBS8K804pGixYjo3Omccasbajn3PODy4NIx5/mAm2mMXJAQXHPcfZ4LjLtpxvXGlqs18UumRazsNeuyQkkvEO6unsQrgvkxgQw85j9FwM0jR5gIjdQ/00KJQ9XpCCUxSMzvskX3kvMz4zjT1b3zRzfhsJ/ckikrAZnRj1chd8L44Kpw2fAKrfWaKHLyHAB7a62/MCq9mwDwMwMNUZUP7WjeXxKFLylcbdsStTJuWqSQUn3lEO/PtmmqCIJ6ffy7LWU085u7zfwyptlXGpnJpMA06fpHlmP5+kGcdf2jzj6YZuCcWsH74NoV3L12ypoVHhCExHb/4BFLr+0oq+CafbYdgznGZiCZtM8hTXg4n7aqox4HggAnvqBJtM4hdaQwczBNOdPE4A+tr+LHzTOc+/r47ZnISwnTVTYiuLZ0LBRMjB6IgcMfOY1NSVxJFpxyS9hbPYZP1v7YNYnuV3x+YkIvrg0Xasgqzfe19gPdKUNBSHB9Fv4kBFcjwDK9JW6f9dZkI7URKbgQkmo6HwE6OCS4A1up7CJgzUHkw/26CW4eyRyJxiQPaSW4HdgVcJNw+ywOSWJocGVjBTda0LRF1HYpuOntf2v9Hy5onpyJUizJBlA1hhkFt6270wRJrCtkc9ZqBI0x5YCMgluq2opc3CaRD5bgaq07AM5Ifd+ktebjxU9CBG35Kw/JDTb6KyzlV8NCVJ8H16MPHiqo9be4TNUMV96foopaUoJU2fw2fa62zNhYQJME2wQhYw7IvFzM64PrX3zdRRMLLmIonwe3eyWfJj51i08nkQsfU0zbMbwyuA8/aZwGyXk197flVDXHPTBIu7JM4trM+exlWp+qMByZkWrwJsoSmIsjPmbH5RTckKRL0vqQabJN4RuK6qHItbV6PlkaUDKCK0FNaXyucSFeEDwRb5MS3NFEspgVfj6625GY/d+XQkcPTSJztlgChLYx/pIoyh0VYLuvLcLLjz0/tV9YjyYVPyCfcsmRAFuojTi3+R38rPmdzG815nlMzwZqP88Hty01UU7lwXapvlmCK18cSquyL1EP45DgjuQ3Y5HdtnZnmhQ3LMGXXFYotucBjV/ig1tyHuURYJHAKbhcEDznPgKC5mOGyy7vG133Gb2qFFLJ3NUndsukifLoQWIfdLVS6h0978lmjOpMOcb+wisa4Kpqc1w/yH0ffETPsit6klD65m+sv4qAd2cIM1vWZ6Eh/1gkaSmS+swGsr/5vFQIdgU3UjtIwbXUm/SZyCDXCf/rwkaqz2l8F2+q3Y6ZsPubpSFRgM1jV8ax1CwE12bG56pvPKId++BGJsqlCK5bwc2DRCF2gVRZCpjFEV0yZ9aW5/Tw674MAJi53S4AgEAwFgNqil9nXf1yTDU21bJmuWMNWsyi8737Gz6C6TO3RC0aL9UIx4QjuGakZVEeXMVMx+j6rYXXs02ht2EGwuBcO6sVmd/M40zDjKKcZ6KshQQ3jbZD9TXvK597J/24uqR1As61EPu4rMBEOVFw85/ptmdwHGROEEVZAnf8Cfc+nIIb++CqAkGmRmFeO5Zky2y5KmKauLhVU19VSDKejGk3KoXkKXkUgD8opTYppVYppVYrlZP1exJijMW1NBYWMsASiwAAIABJREFU9lzkwlL1evUhv7Skf7Yydy5ejRUbssEwZP1K/h5ud6xmoT5BtCQqNJ/L1yCrkjRBmT+y4HLImtsyvjeWv2N/YmbRhcrQmHIRQ1Unmkhpt/pp+uDaXnq0Gj6cIiLT0c8GarEdAU0upyM/gqxkAmYee0JwQ9gI7lgruC5iJN5fdacJkpjlumAeryR3LqEKBZdIDZcDlciwTcHd83XvA05YC9WaAYD3IR3SYRuDQUjmpL6yLvSrqdbt8T03jpAhNRGxbdTDz76+fIJrpvzRQhPl7LbIxLVOgcHonMne4lMsAZoI9DywXccZBTfHRLlTiODaTZTN/vD3TvfziVfZut9rrIlyHBVcbrprK0ORt+uqjbcHNyPolIszIHnHm+Dy4NL59UsTlN+mbfF+W6zBzmp5tj6PtkaTfJkL6eUV3PCT5iKjma5Tgqqys4wnSN722/S8FxMQXj6pPe7DqLTl0WavuiUyjxY9vLPb3nXmzdhhZh9u/cIbxP1JxiSpcM8vXoGDdtvK2R+ufz7Br0Qmyl6rB/Th3sk0/0oj64Nr9klb/w7rpe3ZNmlM6LObSGuEIRXC3zasX4vZx8/Fp3fJTgoTU7Wov3GU4WyjNFlI+07e1/dRPKm3xqsGf5DtZKZfIcg0r67auTeFZGJiKq6xDy7566VM7+h8cNfAaBDcIdXCFF08RcyG+ixgGPGBKEFgJRckaYHomjJRxge3Y5DWEdTg8njsePjr1hwpkwCgH1PQxAYMRQS3jVqpNE79ahpm6Gxk8dntxwvXCYQmllWn7GpgBG8PbkqUw2hxJIlC3ej6bsOQEfk6LygUgDiVVRpkQlqj67ZG14IMnOkpZ4ERqA6gk2PMDfQkUagNSEkxd+8E0EmaN+T54EafRDQYgkvXekJw8699WxlaoHtTcDsOqd2Fy1evxlV4a6acFB2tUbNcd9x718yDa+tfEkU5H0VdvW7v+xQAYPbA+bllCdnzOXrkUBIYlQIyieK70Oc4mPtPFOQ+dbXWbQCHAfhc9PeOAPbrdcc2J/Bh0OVXeWU3RIGHQ9mmfQIf+ZnG5pfxCeXONxZ+uF6iT6/zi/TpMim+9bHEQKKIiQ6/IurxII4+JVH1JP2kCYCZ8zZsw1RsBQpubovZsmlSNhP92FMtSdTY/tUAgPufXO3su+m3anNvosmCaUr6HLXS2U/bCBOpbmIY/xLcbjVjNvvHwfQd4yIvS9TJ0SC4rkireXhs1isAABunPRcA0ImcucqYKEtMkl1jUkbBJeJD1xNHlrggUyY4NXtT5Hs7HISfkgUUDgM1u6+txK+Yg08KJSn2DJ7E95s/wrcbZ4cbiHhScK6IZHYYk2IzhZC2pB4zYTuvpNYHcZC08Hilr3DumuXuX/qNghDlmgkXsIyQqNoAf++Yx8e5VGTatxRN/JJpcTEbZMoFW6A1WiDYMXr2T2+v8eqPtExRE2UzCJYESc57Nx5Yug6zj5/rFZDK75fRR1mT7GS+N56OavNG7ltQKfVDAK8H8P5oUz+An/SyUxMJxUhXNTdIkRut6MIZZxbkKlsWpslFVfVW5QtdxFxbYs4jM1FWuWXNHLJsvwRtm/5Ntt+Stu31W9uwRMl+iXoYX67/KtWvrIL7q+Y3cHXruHhSs4XaCABo1rIHTBMdGguqx3a4Zg5JCaxm29GE6bDa33F28zS8t3Yts7+/gqsMsp6e8B6gHsBx9QvBXXG99MGlideIR67RNOb820kYOG4JOs3Qx1NHF1QZE2UJSXVNFG1Bv6QgUp4QXDc6jA+uCS7IFC0sDDfCKOFlFGgATh/Nu6e/plS9PhGmpZhl5rCOiFj8PomuqRpjXk3BzSTnjGA7Z6Qkxj68EbmWLi5x+Z05RT72GZUquAUWjmyKtQ1cajHzuclwuQzBsLkCJVGUu+/Xsot506I0V2UXZCRzthepRTim9vtkH1bVdqcJOnnu/fjTPU9l9xGsMN+4IOvz7eyDB3H08+2Vl+X2Tw63HBHnrrvxhM1JWZY8YV6ptf4vILxDoyjKxWYdk8jA51oqe93d8MhyzD5+Lh5fkR+0pqo+mGYZVZkJJ2Xlhavy/yXVrryq3f3JlUk2cGVpZTW/Z0nqJKbNAgcoIbg2YmROIMx6bOcuyYmXnRhe0DwJH6lfgSnRxILeKSq1yr5v8BiAxPSUJrbK0lYtngB0++fZrj/OdLEI5qinASQqgA0ShS0bRdlUcJNz8NxgOT5V/yMb4Mo96St/nxExkObXNKGCGvqmzkhISaSgSXK/uuCTK7cobBPgJLAQpYxhovfG5sz51yA3FqQctvu2zK1Hgukde67ql264rlS9Ix45gqWYoYxrPiZi4Zi2twitAlY3tnfWMUwLBBEB72vmX8c2wrdk36MBAFvEgcHC+qRpxXgFNz8veeKDm7O4U+A8VPGczLi2cORB8E5xudFI0mBxIF/oYWbBzmchObM99ffvmyfgfxq/jxc32EXs2ESZFkKSwj+9YSGOOv9Oti0X6oH83LKL9mOodmamXpauJNaB/pYD483lNXb1GtNeVAvJU2k4yoerAUAptTXwLMgPMY7AE5gCKl7BK/APdz4JAPjH46EJ7GgmdJZEDCZUbZYblym7okcv/VEMlJUxY+Z8Z419uPpc38N6uomyV5ogpoyKzb/yg0yZNXUpuIaJFGeCPh2bsAl9iRpt6SEpc6TgamuQKVI7Q6R9VF+iHkZTjeDl6kE8L1iCDdo/8qzVf0sr1JSOI6Fu0u7JkSRPqDsPblbBJXAKkEs1LkPyhnQdTTWCEdTLqYYRWVBB5D9J57+EibJEwd1VPYOFegdxnWswA7OwPv4+rBpo6O52NjVmAZARAh+CW3MEmbpj2mswbeAZoA1gxo5ANi6MN1wBhXwwZLkmRlSj8hnZDDOom0E8Zz3vVVi43UvwZH8NO938YWsdlK4p/BzEc2YUCzJ14LuOAt51VJyNmBY7lMDkGeCVd04ZNRXcPBNlJczPm4bELzkPefnTHQ2HZQVRlMsiCVoVRaVn7kuvhX3zok99pb43MYxh1NkxiU2UlY8Pbv5CeqMuP7de8xVxreXJsZdbnai+8HO8RlEek+izPYbkKvwRgN8D2FYp9TUANwI4tae9mkRPYBLa0TRRpqaqvqkl1VGfyxLTjMlKRYTZa5GDX+6M6suvQPJSKWIOxOfBdSu4JvHkgkxJ2DRNKOopIpruQxo0CSQzMtshmD64iYmyxiWtE3Bh8yR8pnEx3la71XJMAkXdso1ICq3+c/6KRRRc2sfM7ZsGS3AdE+QyQX8oV2vbw7TTCiK4FCAoVnCLK34tQSqNK1qfx7mNb4vrXBls3fXdlk5mp0OPxW1bvR0Ldn0vAJ68Joq3RMHNjsXaTz+MFx99MTbWQtPkLXfdG/N2+zRu2+OY3Po4SNPacLCZI0tMlElF5chFGjOUQXCDbh/cvmYTc159GPpmzHLWQQsN0xEums1YdFVuuxKT3YCiKQvvDFlgtCxqMSGTnbdOlDppA+zRsm2QmNHnIWui7B4Xc75jE3vp2VXWJJ9gPmMziV1z+mPCreAmP5iRryUE13zOv3L3rW3Fo7b4vgCAh4DLm/4KFuR7hV61zZ3nmxaswAEn/xX9Q9VcfxMdkiBTvwTwJQDfAbAKwGFa6wt73bHNCRKFDgjDuXMmNmVvsDLBloq27QqkxO9UrK3caiuqtyofXNnKoPlS5l7gHm0LXipFVpS5Xbg8uHkr8dryd6LKZsuQolmLJnhJFOVsDyl9jyuNUQcq5aPUfSy22zVWlqNPiRpg6xcRmYRUa3y6dgl2U1m/KJkPLq/g2ibN3ATZ1abUfNIGij6bmJ4WvNdigku+5uUVXCleWbtfXHZ9fauu7x3LIsb0rXbCAUf/CpjiJlTx/kyaIBN1i4nyFltvj2arDzoyTR7pX4MDP3ASgpk75dbHoQq1zka2JCbKRIIL++saQaaI8AY1tyrdNvq16IX/lSkzrM3xzx8jFVCQqfI+uBwSBVd23nbc91DcuvsxeODlJ8kbEfrgcpCZKHcv6lKJVf1Zv+I4EGKP4gvwCxP5zzofUYLeO5L3uOl+IcmywMHHzZSPGVJ8rlXZfE9yXkSLE2Ehzgf363+6H8vWD2JRCTfCsqhqfjseIH3C1BAmWxjy2GcSAqRvnj2+eAXed848wT7FYD6zRuM6ppvFRz31ImpMYZP4VGVaXFWQAMlKqMQXNSmbP9ZZkx932Svnh76fZXyD0iDFzzZ5ME1szYmKLcjUmk2h2VyTMYcyX/LWdDyqOxWESdyGUU/lxqRjIGXYduDdAyYhn8piYtyJCW7423PUCnymcTF+1DgjU1YURdmh4Nry4BI4JcNlilyG4JIPKim4Nn9oEQwFF53oHI8CwfXBYKtbKbEGGmpEqp0gRUwnqCbI1JaHHAUA2PUlb4wKlxs3U518urYjAGCJyppzDzmI6HSLP7jER5v8YQeLhg6hIFOxDzRFNHaPnxkheP2Or8iUMYPQcVGZCdRmIDRRLkpwp6kBbIl1EL+N63Uc9P4TUZ++nbiNKhY9MouRlu66nlNDI+5o/tWZKBPyFVwZScrfrsx3FFOfaZItyoOb303PxXE3WEuu0UK84F92cSK/noHh8Dz0NUafZo2my+JoQRJF+YsALgCwE4CdAZyvlPp8rzs2UWCmGbnlMXcgGULRm5wLLNQrSEhcZp9eKbgV7V9VELwigQk8YmiwZTiV1iS9sjRB7vqSeiJV1TLhyKYJ6kaatJvRCGdOcU9yYyVCMNYuJTPMAdo9AYhNlAXHK5k02MqQgkvHsIMKfedtqoqERM9U/dhLLUrt030ebOeFm+i5iGwZE+WR2ES5rIJL6VW6FVyO1I0FOrW+7u+Wczt9ZkiCtSACNBFJiblrjSGtu+33OuCEtZi2/e4AAFUymJNJZjbWQ4V4IMimDxoSENHhOAiZxES5O+CTN8yxpJQ9zLXUyfTLlgLI2CYyUW5GtXWwMHguHq4/jy1flKhd0DwZd/Z9IteffoAyMkcTGdV0ZWjOQiuF+974K9yy0wcL9RGQ+eDGAQGpXeahTfVJAsqJ+qe6F00VNPZVC/Ci1HOY4PP+5rbHlkgq/91n+gjTd57LSUQLn7lN/qJ9EZSe72XEAHlZDjSHs+1COYvrwdjpiJuPfisLMnUkgJdqrfsBQCl1MoB/AvhGLzu2OYEP0+5RT8lLLzDM9Qqh4CKPV77fHpUte+cmwRUKtM10p6pIgUVMi7l6iu3k3jleLbb4bppkiXu5uFexsz9kFdz8l71JNofRSEVR7ibpdv22ux6Joplu89O1S7CF2ggzhcPMKLqrzQdTQqKPr1+AFwaLccDAj7AMW2ZMlG39HO0gU8NR0CCtVDS4GvPf+Eu02huxx7WflFcUK7jkyxsd4zgjuKbSpy0myioiNRRgSFSfiOBGgZCiYGYcglq5CZdEnSQMCVKpDKOBBtqiPMkUiKqwPmGaKNPiSd1NxE1famVxSjQJrizyNfngdjDnK/eGG0/Ywlm+qIJLyCPIA6oPfXoweebV5QH2NAK8+NVvxx3rVwJPnVeofxIT5YC1tgFqqXOTkMNq3sk0fnG9uo3LWl+Jfv3vrrLp/s1AP/rRii1ZCJIARaYqyxNc6mf3dcKbDefDlh++CHyDTN335FrstdPMTIrIQm0bCyN8WUGZWKRISv/rD27Ai3faAt98zz4A0iLU6NPM8RbVuQpI3jqPo5sI1wE81pvuTDwUiqJcsK2xUHAT8w6PXXrUwapMlKv2wfUxUWbrix/I3IoolXVj3aZhLFnt5wMiUXA5cplNE2QougWHvG4ouBzZNAkfYUTVMSd4Bl+s/zrjp2u7pppRMKLErDm/8+kyn2lcjI/Wr8jkoCRzYdukU0JwXxgsBgBsrcKULTSJMwOhpH0DORNl11hKA+DYkOS9VXFde736Hdjj4CPiMlnfRVsnov1JwY1mXLUSeXB7AW2Q1o4xyxjSSX8VmR9zkVgjYmXz5TVRo7YlMxtL8CsfmAouHYNNaR42SOs6TM+UIX9aiYJLZaR+qxmQWXvsgxt+d0WhBhJT8RiWMTbJi7nYYe1KPRwbqRtAmfzLQD7B3fSWMzBvm3dj171fHbbXl09widi3dXSPChZuXDBdOyQmyuYju5HKe14VsSXQ+MULDUKx496+j+L7jR9kyzh2T7+H4vgT9I5iLpV4wTZ+F+SjSOyQonhiVT+uvO9pUdmr738G//qDG3HxP5eEfSg5T7t90Wocetr1sdmwrbrYDc5jTNLX6H1PrsOFtz+Rqo9EqEJdnoQBCcHtBzBfKXWOUuqnAO4FsEYp9T2l1Pd6273NH3Qds/nbqOxYXvQF287X9UpC8mAREMka2jizcTr2UY/m1ld1mHeuGi81W0SYtVE2W/iIc+bh1adeK263q37mNwm5dNejmd/c22uGgsu9wAOD6BFoMv2x+p8xPUohUmNMlGvgfXptsJHCOBpmFEWZ0tTYVBkfs2AizDRidCxkTpf2geTzaNrPZxkFN6PIWQ5LZGpqKLixD25JX9KqYZqypongbft+Hc8ceU38XdXdRCAm/RH5yprIZjFzizBo1drZb84tWyQNTBeM/YcbIWldO3U2ln/oZjz2pl8lv0WLHKTkbrKYMdN1IvHjHIlSFBVeeKFrKf5OCq77fGhj/GdtPyfbL5P0CxYaYh/cUVqmbuZEDt9hzt448KifoxaNxZQp2XNlYlCFZsw05ylzbZnPmtsXrXKWcb43ejiU9C5oRAsNQ8Pu8UymgOEfb63dli3k0dfZ6mnMbX4es/SazG99GMRWWJe5jmQ+uPnKZlWCxhHnzMMnfv3PzLzFhseWh3nsH35mvbuQB068fD4eemY9Hnw6rI8XDuTzd1ZRHw8q6mZEriUEdy6AEwDcAuBWACcCuAbA/OhfISildlFKXauUekApNV8pdUy0fSul1NVKqUeiz2oyzY8h2Osl+nHQEvCgaiQRRXveVBZeSmQ1SB4WtHLmrnl39RTeUrsN32v8OLdf1YxfirBVTJS9IhhW07ToGLiXZzZNkFvB9VmZNc20WJKtNMIpc3f9aZVoKxW+7GqMf5NpliZRjuxRlEP0RcS2FX3aSKdPYCezf2YArbSJaIOZ4LrOZykfXEG+VC5dUoyIlLSjqLP1KLdsvSxRqxqBqeIlr+QD3nU0dtlz3/g7p+BSeiWKEi1RNlWtDnzmYWz1vnPzy5YMzjXz0C/i3p0Owx1TXwUAGJi1J+4++By86OM/w7az98JuB709LkvkdSgiQhtrW+CRd1yOgc8l0cPpvMKSs9pEouCWI7j0QolzhzImyn2tsO/L9/kEnvrgPOy8x4szZUx/awlZr3kquGWRLIY5YCjw06flE9whFfmdR/dkUMKqwnzWzFuYJbjKWIwczemPmTFgw4B7POm9xlnNuEiW7ZX46fql2Ct4HK9tJ6nrZqAfDYzg980TcEffJ+AaDY7MlTU/3lU9jY/XLhe1Rdg41O4qayOC5ray55niN1Csj7Jm28n8jOqTqfk++PDPb8PhZ99SaN/xwK2rRu6TRWv9sx61PQLgM1rrO5RSMwD8Uyl1NYAPAfib1vqbSqnjARwP4HM96sOYg27YYY+nRuHAovH++TdYVZAkBXftIyrL1kN/hUe+adg9GaJJv0QdKhtF+U3BbTitcSYOGDwT66O8gcvWD2C7GX2ZsslLWWQDY/7hLOJzPmRRlPNfAn4mykb9zG/c9tgHN/qeN8lV0Bmzt3R6ESKZXJApM2BHUQU3zoOLbgXXVtZn8l5XbUAnx2D6FQ+mCS7aUOhYJ98upVZqCjqMekaNNqPi2o5r2IPgTt12V+BBoL393gCAWmN8EVwdGCbKCLBEb4Od1YpsYcaUMwykNBCTYEn6HADAjO0BAA9MfTkGp2yL/RzFykafbkzfEnt//Bws+tpeAEIyt+/rD+sqs0k3MUUNxWbqQ6oZ3bgd7Ln/a7vKbqxtgW3by9DXyXel6CgihWUV3Ijg6vBuaLXcBHf61D5gFVCvBdh2zgusZQoFmYquAWkU5bKwEdw2guTeN14OUyUEN+gDOgDa0fOshImySfT7GgEGhvOD56UxGgouQfJspOe8DT59pXfVYMrN4d6+j+L69t7YK3g86o+p4MpRlPD9pnkKdlYrcGH79ViH6aw1GWFopAMI45dVdT4pZk1McC1lfESjWMFl5o80/kXd6a59aHmh/dIYC//fXkESRflNSqnblVLLlFKrlFKrlVLZZTJPaK2Xaq3viP5eD+ABAM8B8A4AFHHgPADvLNvWWEPiY+lzg4wlfFd5iqievTrOGx6xTBoj0Gq6yESnZP8+Wf8jpqihOCru5Xc/hQNO/pvVvMqnqdh0iNlp2fpB/OKmhck+TNndtw0nK4Ega7uEOPMmyjzBLfrAN5XWvPMbQFt9cAk0aeAmTVlltBjBpWuSgnK1lHvi4zN5J1Lp6mfa73NntRwL+47Eu4IbxG1KTZRtSiSRG5W6ojJlPAjuS97w73jwLb/Dy/7t/8K+jZIP7go9U1QuQ3BVgBnHzsPaoxdkyqrATQTiazSQ+6am8cLj/or9jjrf+XtZE2VK1zRbL6ENmTIDUfRkUvFJwVUWMrd6uwMBZNMsWdumIF1FSWFs7h5+pQlvkyG4tajNTtt9z2YCCImiKI+ugtuykK30fauMPk+ZlgS8GtH24xkOwoXcoBMRXMH7xYWd1Qp8pPZn0HPiVbtvkylTi01q89+PVcO0tuGe0/SO4hXc7k97PUn8Atver63dG28pMvKS4ePe1zOidF+BcT648zJCAhBTJvZfpX6WPM+Bcb/bUCiGzjid648L8+iKITFR/iGA/0JIPrcFsE30WRmUUrMB7A9gHoDttdZLgZAEA5AnVnsWwnYdj7Q7GBxxq41jkSao6KqOxO+gDLhqi9yw3OTcPJaih0Sr4vQCun9pGPRn/pNri1Vo9I/r1tEX3IkTLr8fC5dvjMq6S/c1al31ptHEMHZXT2bbLqjgZtMEGd+1/W/Cwd++Fp/7/T2Z7T5RlOn3LMFNiAWRTC7IlDIIY3EFtxt8wCcPBRdttDAUtzlVDWJ+68N4axCasg39f/bePM6Oolwff6q7zzkzk8k+WTAEEpKwyBLWsC+yulxF5aq4iwvCBZfrigso/q7o9Qp6XXC9ivsVvX5RBBFFUUDCpgkQFiEQCGv2kHXmnO76/dH9VnfX1tV9zkwmw3k+HziZ09VV1cupqqfe933ezPXuxWIBjPcE/0+pZyrbiF2ZumPs2hedVThSSJzOgpsnW4olDMhZw/ZedCpYknbBlhqnk3AmILKLMjxMnDyAiVPUKTbNu2reGKC0Q35UQT3XMmCydjcGkrjV+/zEmqkhfkT4Br1YqGgoIUI6YrrnS8/Ho6/6DZ6bc1ph0+G0FwIAlvUdVr7fQOZdSiy4yWK7R5MSh8jfjCnxBsfEXovScnK9aUiAi4tyXF+R6nWnYNtUA6BYnZkfYPEL3oKlJ/3I6A3VSp4vo3e0jZX1t2uX4sLajzEL8eb1UKhLQZcnR8rcMowWKzndkG1spKnEpnztsvZL86cnHjo8nxc335/8dy5pgpzWn1YiGh+sSd5VtlpdvObaJWgbtzaxdSi998KC67Dec3uHeK4+ndJzahEeBdasMQAXgvsEgCWc8ybnPKT/OtUBxlg/gP8D8H7O+XMlzjubMXYnY+zO1avbN8vvKHDNr/s137oVe33yOrVsmwOxyGe6A347pSyRZay9paIfzEgFgYoXpu3ePi4mIHmi1ZSt4K7tck5TsxCQITZENPV9rvYd3ND4MCZic75tW31W627+WNkE74+t3Yq7HlufOZ9yyLotMEjwhUETg5uxtMjCUXqRKXL9zX/aoOuXHKOns6bI/XLBIu8BPNjzNhzj3Su+G8cG8drgLwDSvKEAMD5JTbQak5R6/qd+KW5uvE/tiyYNlA46i1Xkxwt4uhtMc4NlFeUm05AIgzUsaDPdjSucNxw0LsomWEWmvJhsDSXWz7qD624ZtCvORTG8a+e8DADAQ9X1ddCPPUai5Hlu9+LwjTofVPvj+Zi78Hgndedg98Ox8Zx/oHHQa6t1Pun7YE9sHQzDeEzpaaghJbRB0xiIRaWCSbsaq6VQgG1JTKpT7uIRTnPVKBmDCwBHnP1VHHDMy3NidVkMBrHAGOMxmWBtKHQ3Eo0AIuJDGi2THeqiLKlYy3/r+lG3bCo0Q241fgBZgktzlHmjVb03PPN/ez9tsBWhNskV2yVkrhUW96tM/3RY+JnrcdKlf0nrUerTbGaXsBqVMfbsSHo7lri1y2z/EQBXM8Y+zBh7L/3XicYZYzXE5PYnnPNfJV8/yxjbJTm+C4BVunM559/mnB/KOT902rSOGpQ7j8wLM5s9i3/zf410IMl/AsA/HldV7zqBdiy4rJIzS3pdB+BhrOh5A/Zmj1eqZ7ghxyPa0ClrtJqkXi1jGVvVstx9EhDJxiu6yxztxfpyFB/qMknZSFhhmqDcv90nCFnkw/R8qdwMtk5VUc5YNMkinKZg0O2Kc+2nDbYYXIJYEGjz4LrjSO8+AMB+3grt8SzBnZC4k7UEqXTZLHK14Kq9jpxEpiRF3hIE12/DHbIMnO+BZBm1kRyy4OrUdp+ux4QqqsUk0WfAwzNejMeOusSpH0VoV2RKuPkGidVTY8Hd8JJv4P6eg7BxwgIAQNOPiVBftFmtL7lvZJm3N+1j4sw9qrtZJ32ffdYVwImfRP+8IwEAtSBvcQYA//U/AxacChx+LvCv3wMOf7el3vg5DpLoksM741s2OYYDPZZNNQBGsxljzEhw6f2tRfHc4fIMi0Djss7SJ6so2/QdOg15/pEtuvl+xD15kbdEfPep4Ad4m58aO176lZu0xo98PXK4Fc1D5cm/rZ9VIUQOmfRcLOe0HISeVKSFv3/Lo/jdPU8XnvH0xu3p2aUMLQ5lBMGlvzWwO+zZAAAgAElEQVSEGVSmvXu8ZOUG/PKuJ8A5F2mOilB1jT+a4TKyXAwgBDAJsWsy/dcWWLz18T8A7uecZ9MN/QbAW5N/vxXAr9ttazTh+7X/wkdqP8cMxNamKu9x1Vdffn07bynVnJecdpp/JwDgRO/vzm09t72JORdcgz898Gxh/S59sMGFjNCRNjWmRD2ydVE34FUZZNvdYSVkRVXUY0Sm3QdF270ttuDq/20C9St7j2ezZwtd7vqxXSGb2XhGWXFYZ52VRZvK5sElRNK9DSyW0TI5Psdhu/X4UIYwTmCxKzstVl2uxXXRpLNWhokl0rrYQXULrs4tbHjg9sMtQ7oo/lKX43aPMy7G7bPfjqPPvAA3z3onpr3lCsw/9+fY/dTznOu3tt2u+nRy371aElerseDue9gJ2OeCGxHVY2LbDGILbj+2qNUlhNuJeAsV5Ioknc7rmwIc92HAo5hcho1v/B02vC6zRJl7HPDGX8RpkfY7Q3FBB4CHX3Utbtv3QjFGbWcxQfajAmspgFq9OM9sJ6EbL3Pjo2VDxuiivCBOS9VIvAw68Zsk4tjSTM6CSO0Ay5Q8x9vSrlHXT/XuFN+dFfwen679UPy9bkvxOyK7KMMSex4wWQSrGC730UbQatImsXAdt9QblhFh1Yy9F199H879SfHaM1ePcCUu7p/bmqTYCFCmPhte+fVb8KFfLMVVS57E3hdehxVr1DHU2HZ7TY8quMxa0znnhwxD20cDeDOAexhjtGX1cQCfB3AlY+wdAB4H8BrD+TslepOclkW7ijq0+9JX8e8fakX41l+W43WHzc7VYUO2fvoXTXaNgrx68fnx50PPxjv3X/3Twzhx7xnOfZbhEr+RElwHF+UOzZTyZNfurp2LGmGVtnS3j+6XHOOaxVz2NPZjj+Lq6EjsxlYVxODa73ukeaes5SmVR1LvBGzBTY1/x8PRC7TlH6vtgd2bjyACsxJc2YKru3BBbJn7O6Wz4JaJqy1TdhyzE9ztGblKYcEVBNfF3bq6yBSXUq/o7osbwd2xu9E6kp9VjV7DpmBytF4RmdK5ZBMCst5pFqwDuy7AwDu+BAA45l2XVu22Ee1acMlKRxZcFlmUYhMrfphYo2UrGABBHF1ig2nOqnwNFhI3ccFR4GuedSpLmL/waMxfeDQeXBbn/h3yeoBQT/pl9PQVqxQPN3Lvto3g8kDLmBq7HQL8HeiJ4pzislBVtT6ZLbhFY2OV+TwCcxpz5TneZsGl6n4ZHo9j/GV4LJqO3T2tA6O1zzT30a2nMUU3LqsiWMViTmU8xHSgeTFdA/Pcpw7CgmtbQ0hjfrvLNPl0XXUiM0mJ+dd2b+gSOuUleP2yeGxa9tRzmDNgHzueryJTNzDGTux0w5zzmznnjHN+AOf8wOS/aznnaznnJ3HOFySfbSs272hkX/4oURYUcWol3EozFXaoX8X49l+X49I//BOLLrmhrbZIqt4moCD3y5fykAHAA888h0uvf1Apq4NQvXQYLDyJlNjQqcFHnlz0YbHl23LbLCl+71KXdl2p+Ds5T2q27T83Poiv1r+GN/l/xF8b/46F3nJjW2XipJx2QCUL7oQklnS+95S2PCm3/qZ+IWbpUrSIfsoEV7NoSHbFezGIFT1vwFmB6lL2Mm8xVvS8AdMSTw4dkbOli5BRhuD2Y5v1eJYwEhkmIaeq7tY66GJwec9kqQ4NwWXVXZRHCrpxLkvop3z0buDCNQrpYpYFcFCTFaazJw7v9babJoj659E12KyVCelnvsVdnayqDv0SBLeyi7J95ZeLjS71HOJ6hxIXZ89C+gn1euzOvHh6xXjiTqPAgktaCFnU+mKl5V4ahzQuyi7p+rIIFAtu+huRiZSMKrO5HCZR1K+0L8UuypXzNYt6aO6LxDeAWwyuy/juZoF0nyecVJRD93vSKUt9mXVeGQOVbhNmqBVh82CrVNohF9jXcGMfLr/SdwH4EGNsK4AhxKMy55xPGdaejVGklqV4oGvX3bUMqsTgrt6kCnwUIffjTP5NE5YTwU0qCBKCmx3cXn3537B1KMR5L5ovVH6L+mHLOwZwnOz9HVuQKHZaty55Ul/BBRSApnyfRbmHoRtQh8utymVSSQurX9HE6LILe4R3PwBgDnvG2ETRxkK2XrcuJ3FeFO9TQKDDJCVJgzXxZv8PuWPZRUCd5evTTeT02x5gsSr2O4PfKWXO8P8KADjAewQ3RIdoFxY21eQ8uNPGDKGvwEU5YoG4yeTOHMpubxmkeXI5vhB8G8v4HMdep4vfNWf/AyvuvB5BBGAlsKE2AzMHVxksuPlpq+VpEiTuYIJb14jJZF2yvXpfTM4kEmdLZRPULDlQh5vgtisylWxK+EGSIsaSPidK8qLW0cTdCy/CtL2OxC5qh5LP4uumOGcXMaOQBfC59LsrILhB9t6UMIMwBoBn1KIdCC7zPEQXrsPho8bcYu5HEwFa8FCXSF19XLyJtcEfwAD0myctTY5sG9IYXDUsRM5Z3gkPrBYCpw1I2fvA5qJM3fIdRfpMEBbcZE6gMUU3lqoijPbNgPhYMVzKyF6MNrjE4CoheA712qDEalsad70nu2At1mIChlDLnfOab92KpSs3YP70fm3bVSFSJ5WobyyJTLkQXDWxWBelkH1h5NyTLuI8nYIcRO7S5En7zMAPbn0Mk/tqWL/V3aIk2kiulwhuHU30YNCqFmqz4G4dKo5blTGpz2wJOMW7C9+pX4Ybw4UA3HYwozafGU00qgW3vQG0TNmUTLtYQ1VQ3112YXtQvElStGudvTVOMUAih2zcz+M8NYVQFmGGaPRLLrw667KslJw/FrepUyBtYAgNDCnxtbrrt6kmF51rQ1GKkaxLNpHhyGLBraOFQdQxDtsTJea/KGW0yFQ1sMtcDLziHIStFm5vbUXvjHnADW/Rvnyyi3I4CgmuDpx56fUIF9t8P7XkNUFA7r26zZphJ7htihsl/aM0N57Fgktxujxs4oBXfdBQXXz/PAfSSvmDbS7KLfgIECJkdZXgFiAn/FSCeHLZguvgogyYNxtCzkYsfZCA5XoHESQK9Pl5bpdZu+GO/S/G3KNfTZUo54bMLzXpBSwEeEqEsmP2cKgot5JNQHpvjP2SSLrNRVnO1V7VkkvvlSoypduMLW/B7ZQx0Fc2Hsxl5RhcnSBSp/d8bEKXmY5oy2bx0LOb8Lfla8GiFm7teQ9+Gx6O85v57ANLV27IVte5tJol7smo2TPrIApnxSQl0GsAfDT59y4ADhzujo1VMJYfbJ5+bjvmXHANlqx0V04eySks8OO3nkiiy48gZ8BN/iAL6X7eCtzceB9+Vf9UcdtEcDU/dt0AcMvDa7Bm8yB+dOsK7PlJ1WrW31D3c3ZjcYzCdFZ8/zt139NNjmKCW6VNJxn6EhXr6qOJUaQisJxP7sE2t7NCYaKSN4JcaskKsILPtJe3qPdq1ScZB8ANFty4fL/GUvqL+sW4u+dscb0211+TVdYDx/dr/4kTvH/kzpVJc1VkCS7FzFPNuntBluZC12fbfmoysPhBgEX/+gH4NbNHRSi5KEc6V9ZRSHB1m3qenEfUsgCukQV3hxDcNl2UEyLfMz5ON1VrmUVPepP0O2HTvDEmyKqL2zGRYUuKqDB5N0MlD3MxgjZT97R8ygvrRnCN9WjEx4YdBS7Kpj4ddsb7MTBzt6QKtY4Wyj2HmrDg0voq/Y3Ic1Qn5nEag4rGXHnDIbBokIi9L0Fwq0HejOQScc71T3GhLhbkcrp/DoVka7E1BrdUmqBia68LaDkm4mx19Tm08dKv3IRP/WYZPB5vWJ/sJLTaWZQzkIwdE27hyMwY+xqAGoDjAFwCYCuAbwKomDX9+Q1ZYfXmh+J4vx8tfqzw3E5t6lA9Tjs2FdrULfqf4+OSzz4MeM9hgJlTHtPpnsaCSxBS65nv3vjd27DHtHF4dM0WcO6WS7XKJBJG7oOtDjSwy7u5nXJRLqNy6OLyYxVFcLDgUiohG4ktFALJb5vkjmnfD+GiHC8owoK9vEhnBSzoW/y9juDGz7WfxYQv4kyQ1QO8RwFk0gyJfrk/6NneaszGauzvPYpDB78pnkEEH14Jtz4TIo1wjy9cvfWW5k2wu98BeZElwH7FNkIlE2XtsxuVBFdjdZBjcB1EpjxwLDv+O+idPAN7XPUKqqhzHdWgUyrKkwfijaY+y2bIwKx5wBIgnDzPUl9iAXdRRvYppZD5GlrMR4MbvAGKqm8ntpcDYaIW7RKDa4PNK2rYYFlENHmAVub5PPmKn2P8HodhglKFhuCWtODS+EREyM8RXHM4SVWETs6PKnQW3JlYi9P9v+G26E0AMgr9Fa3xsoqyrPyfhTwnu7Spu4/vD36Jl3u34qShWOAuu5aZz57AWi4/dZVM29YZqYuyuVCnDZBl3hdbyWbyTgbcnOaPoBOZWrt5EOMaQWFInra+YSy9M8DlV3oU5/xgxtg/AIBzvo4xnapHFyZkX36Z4FaJwdX98O55YiM+97v78Y03HoKJffbdTxfZc5c2y8DklmtoLTnH3LbJnfeR1allgM4TZM7Sopt6MnL1VYX8DhAe1Ui5V7nvTnliHdyCXPqQ7o6b7zFZ+GwxS0X335Ym6Nt/fUQpL1yUHWNwrflXDYs4H1FMSKTD1Gaat1YF9aeMeJPSLcn1rMV8BCXdK3UImTp+kFXaJoYlp5yQ4SrMAmQJlW7zIj/R86BHKTMaCa4OsvWKcfM97JswGS3u4f65b8ZhL0pEhq6iE4d3ceKiVlxQAQBg5px98dC8t2LKMW83Ft3zsJOxgl2JAxe+yFydT1bZai7Ky//1Dxjavgn7/DZ2k00tuOWXNlXzuFK+Up64nrukCbKhaBOvXQyipoZNFFpw0+NB73hMmDRVKbd5zUrlO90YZIPNglvGFdYVJHRXJk0eoF//fKP+3zjIexj/Fr4IS9CfseCaO9q0iC6lBDd/wbqemlSUbbdId+z9wa/yZTKF/tj4CJ7lk5RzFMu65cHo0j8V9a9Tlkhr/5hUyILj11wJAOhlxb/zbFOH/McfceQeU/Gzs48obsRY39ixypaBy6zVZPEWGwcAxthUoEJ26C4AqOloqhEYFd+75VH8bfla3LFiHU5+YfWUOqa2XHv5mavvw5yBPvG3HFeiTfkgt1mGdFnKylZKW72+ZQEv2nRwx3WBHIdN+O3d5kTknRYJcKrOQdEvdYOitjn6sTVnTagJgmsmX0XxRmb7rR6pBddsecwiHDcDiaCx2jcD6fAQxRduILgipZBmV9yXNnGqxFvJcdC6/KiVoLGK+QjxKu8mLOdqmqU6awLcwYKbEa8irPKmY3qkpsIQeU51BDcbywooqXaSCqx9sSGE55zLtwwYOJYc+y30TBjA3sl3nkJwze32949H+ImncGhNR+iHl+DqiGTWM6EIggR6Hha8+SuF5eccepr2e0GyyuS2Tch5Vsxo3n6L4n/8Nv4Ik3dT6+4+TAi9GhABXtIma3NzqlMhCiYMlSS4QyIGl4rqn1Vzo5rnPiw5lqUqyqq1ssrmYRHkMAlX6FSUKbTD4xQOEvfXFq/b1KdcSJC34HKx5tTMQ5KglawNo4Pb+iJfaIYmBCxNSVS8rqIYXFuZTisQE6pcrw7jwuIwuFQUKl/frY+sFf9+bO0WrFy3DccsKJZHqpJjeixxYeOvlDEWcM5bAL4O4P8ATGOMXQzgtQAuHqH+jTmoFlzz7poM249o47Z44rG9z/KxMjtcri/99255VPs9Da5yWhltWw7tuOS2TTlw3pKr75878W53AEhdh4qt2VWaciKAYlJxuI+aMvRNVvDmF3euxPqtQ7i35514KiOyTu+67dkXC4HwzL8LuywINpHrQhfo3snGY96R5+ORv/wH9uB5S4PpnSFLpm0zh9KEpe5j5Z+0vFkWaghkWQxxH8xTB5EeDOFL9W+gydWFJ21cFBFcnQV34gduw9bNa9EnfU8pcXTvheyKqUs3VIbgNrmPWsb6HMIfHoLLOQ486czcd0QcSSDIFoMLAH69t+P9coHODVenkBt/rxHe6ZBFffXrrsWq267EwUm6HCfrKakoW6y9RFiqWHCrIiJl6eQaWry9e1SWFJZFk9UBvlX61rzgGJJjcA2bETP2Ox6QNADLWnCFi7JGZEoep9X5rPygWbZ/BN0mr2whdFkf2Aiu2YLrkge3mGx2SgBJVlG2VeuSJkhZ37bZTdkSbKvursfW48KrluH3/36cVusFAB7sOxhHb/gNlkeKJryx7Sx+eOsKTO6r4z0/i7U3Vnz+ZYX1lKG3Y1FkyrYNdTuAgznnP2SM3QXgZMT36zWc83tHpHdjBNnFubwo7VSaoDKW4DLvsUwSy/4GqFd0vS7S+mmMsLm1SOqXrW1dvK6pfy79colftYGuysVdu1IbDueEDrL7BFtaJHqfH1m9Bf/1+zg/8dk9wAtYmr6adontLsplLLjUd9s5iccAy1s5TWB1mWKl2GXeARh/wr1Y9+nZmII0dtxHpL3XvsMCRXadrhJvJZP3qlaFLJoI4Gl+d5PZ5rhNjRsyWXVMhD4CgwculEdTcDT6pwD9asa5ICEwWpfrJD6PYnq1lqsSs3ULfs5aEm8UtBcPqYf6jEkFOGQ+fLSsKso7EjrrW7zRoL4PIQJlbGMdeDcBYNd9FmHXfRalX7jk503IuS2OmMgmH0GC20oivXqmzwWeBNbNP6Ot+oY7BjcmuNKXlo2LTawfm3ifmPBMGwzTZy9Qvis7lskuyn6mo0XCSVU2F6uOtQ2mjiupm3Pe0mrbZBtq2Qhu/EzkEBZ9HlzpdyqMAcbqneCyrpDTJOoew3Ssx78Fv0bY2t9YRmm70xZ7S3X05L7+5+UAgLuf2ICj5uktq7SBtQYTzfVRDK7mAVz062XFfTXA9jweWb0ZX//zciHqOoYMuFaCK1YInPNlAKrf3S4E5CTcnU4mPVy7MO3uhlG33HN7ZtrWfKfcN00hhYharsEpwbmp7ZKgs9vNd2euv7h/LnHJLvXRfdveNJM5X2xu2FyUy6dycHGdrsGN4MIWY5gs4mQLSeyirP7gKDWEzcWM7onsZlwGPiIcxh7A4UmeYdlFmYhlGbTgQ2PAxcSE4OogYnANz7eJGhoYKqWMSgS3nrH638P2xP78n7EIVhQvMmu8BQ6G2/f6MPp3fSFeeMNZceESA2ETPrJ20eGyhOmeMVnL00VpuTHhkdf+EYMP34J92u+eFToLrolQ6VK8VI1TLYIt9Y8AWXA1ZQd5DQ3WRJRsNES6eO5hQpj0qzF+AM2Pr8KioL1UTMPtotzSWS0tBPfEc78CPrgZuCKJHTRYcAPNdZclkD6zxOBKREqeN6qMvakFt9w9z6aOi8IInu+lBJfnia1t7B5shvhgcCWuDI/HSp4PSZMtuLbwK3lTsl0XZcqJ7kKQFYFKTf8+W/seTvHvwt+euRVYuFtqaNHtaWb+veypjcUdcARX/uFSWHdMeg6Wsi73j3Ne6IIs9HYsjf37lUuxdOUGvHCXCVRxceM7CWyjyDTG2AdMBznnlw1Df8Y8aPChQdfFWiljR7x/tjajiONrf34Ybz1qjvE8WrjpcoMq51isxR6Lf/wuFkheYmRyIZtCtKpNXkpiIC5ukDc9tBoXX70MH33x3oVlCS7vB7n82Mi6Th5/HnsSE7ElUyaxHlpG5JTgmq1iZVxCXVQXUwJJVs4CAm2zfpCatzRcxm2o5xGx9S2iS+nuenHstwk1FuIXjc+IvyM5fU5GVZkW8kUYMlhwJ0B2TUyRWqz193gr60ODD5Uib7WG6oo7851X4oGVDyC84XsAYuLcg+0Aj7Do9Z+MCxHBteBpPgW7ZDwMlLy6JRVcXaF7xoMsFhjaxvrQw4dQKxmHuccLDwNeOPwJDXTWTxOharGaxtI3POTLheBS33WKy0un/QsWrfl/wjWZT54LrL29s500IEpIEm8NolYvr96s1DfMFlztGGl5rtN3mZ0vanhWus2TqhZcnYuyIFIGV9MqFlyd0rwLejJzYBiFCcGNIafzsc0Jta3P4OzgKrzMW4wTh/JLcTkPrk0BX7bgptow5msoEp0Mk14UQSbT2Wpns2dxgrdUbKyGLrH2Ce54dD1+vPhxnHHwrs7n6JDVFQE6MCVw93AkV6HQomHVZdSVy4wdemsnuD6AfpT3Su1CQvaFkSXcq1gDbTGRperpkLvHnx5Yhcv+8E+s0KgAE+hHXXeJwbVscHmMIeJuUTSKyJTlWlwIhjzgpd+Xu/uywq8Nl98Yu76s2qTmVDXBpTeR7SYrZdN/39D4MABgM8/nKW1ZWD9NonUL4SuzyHB5nh7yFtKi+m05MjlZcCVxIx8cXHPdKbk23xM5Fr8TQijqIiCtcysaqkCMBi0E2knTdi5t1pks1oNeLxBuQINLeU0tl1zTxJpOmzUX02bNxXIiuInLJCu549T3/tvxHGOY8OU4DY1sse2Eq7cOujHm4KNPw533vwwDh56Byde/HX2a3MmjAb4m1ystpGWxKZ0FXJcKphNwUXdmiUqxTijrkHO+i81bLkXrmy8HAPjjVJXf4QJtakft7pgmGC6Cux119GDIEArg3qYppZPOus/Jou7ohRLAYsEtdFEuf//Jglt21KaUeQAQhq0kt3XeguuJOcHcr+3JUDtZ41kTcQawrMhhUp8mDEaeo+SsCDrYrtlHhBC+kwVSicHNHPtV/dOYxjbi7mhu/EWSE5ue4d1PaCy0ye/pqQ2xaNeSlQbVyJIQIW5tB/W6b2Z3TCj0eQ7b7PA05/wzluNdVEBbLsoOZdgw7UfYftxhcuy57cUqudmFssnFooyKsol0Zo/RPXax+FnblOJTqsZ6yO+AC/wSLn4uA3G5XL7FRHJ7MzKWdbnOUgRXcm3SQXaLLppUPIsliAmCm48hNbsoJwsLywZGNm3WJcF3MVQxr2IW3LLL7Vp/k/vaMUQXe0sICizW6xeeg4l3fRaPTzwEMzb+PttjY531htlVlHrX9Bqxnn9Jq+fEydNyfzcV1271Pra4h6DNkALdO9jTNx6Hvven2PD0owD0i9DRAFuu1xb8XPhBu6JfZeDi+jwzifHUXYMfBOifOBWrEtdkIsMjAQoFcNDPcUJUwspVBkOsgR4+pCfQJZ4rt2wiKmWT8XgINfQ4eH0pBJepBFfU7Xi/tWJpVEfVNEGZfkVhE0BvZj2Q34y1zYmtpnnMo+eU1kfESrcZq7fg2vZc8vcv38fU7bj4JsvW4uw509jGpPbk3jTNITIy6oEHDAKDljjlMihhC7CX6TDBLQOrW3mHxblGE2wjTtdy2yFkXxiF4Ca/wdF6s+Uft46Q1vzEhdMyKtLCLU9wDW06DJJO4kgOJBglyKbOcrh+y5A1J50OZVyUCWXeD5fdU92u5CysxmeC74tJj0tls6D3WI7B1S0IXK6zjIuu/Xki1y/nGNeaRZ02WcTJxMdHpO2DnCZIW2XyebD3EN4Q/AlvC663988BsuWRgeMhtjsA1Q3XhFhkqly79L6YLLi7H3wyei9ejWafe/qyRk8fQs6weI/3qAeTMaiZiPR4ltyxLmjxYguubJVsVbCWMcv72jNezRM5mkCq1lnQ1cjvlo4IOcXKVoGDBdcj67OlD5Ef//6Z314cbBl4B70RADB9n2M6Uh8fpk2EZuJGrw98dB8sygiN8cRC6prbVx5rdSrKpl+fyVLatGwKhrrUZCURtlrgnKdefVwmuOZ5MwyTrBmaq6L66pKav1seXNrEt1lw02MPNt6Ga+ofF3/LVllbWIqSB1dTRsQPh7Fniz3+N0aQrEddlJdtcMm+Ua7C/HOw1erSpssmQpXUSWMpZ65txDlpxHrxPAK5j7i4KJexcDoJUMnnFJ/iVL9Ic2BhVjQQZ+MwI87haYZdRT/K0rZtcJTJue16nVSUk8+UHAIH/X9/wPzp/YXnZhFJO7YucEmLVAYinjhT7VfqX8Mh3kP4v/BYLOXzM1ZyC5FkHODps69phIZ038mokpbF5XmSinKRhThqmJUNaREnE5/Lat/AR1vvUoqTtdN2TfR70LmYVYXOgjP9/OuxttVE+PUXOe2S2BZ1JhSqRif3r4ybquf7wMUboE9tnyxgGOUPbY/gytesizVsws9tzsWbHfZ3llSeKa+ubZOl0TehXKdHGPoYUXoOAZBxvdTdv+FyUbZ5XihlLWmCoiAhuNFwqGfrcdDJZwInnwk1s3Q1bMPwCGQ1vToQtS9iVWaTI/Tj981V8M2J4BrUJk1XFXvsDGqP8YoxuFlEYZ4MetJmrG3+4KF5zJOtyjaXZzlHu2s2iTf4N+DGcCEarIl92WPK+XSrbddgi8FNyyTzd8scutEKI6zbOpQKKnXc+tlpgmt5rp2yFpcoO5ZjcI2zDud8nelYF9URSdY7O8GV/67AYttEOiWY2yZ5cdOO2QA2pi7KmRjcouuxHa3mxmxuhQiQbRFqInwPrypHUtIYXHdSF3Z41NalTqKE89uRCK5YBtt0hzb+FxFw3TW5EFyvhPun7HqurQ95wl1IcHts0v0ZF+UMjvTvwxHefcbzXCy4LvfGFbLIFABMnDoTU2fMdrbgRvAwcMCpAIBtcEuZEgiCa3iGRG6YbAGvRkzJG4QILtpMrUNWIvGp2SigYy3xWXw/aXFOn7axhXk+bpv3Pix/5dUler5jIVtw6R5pxYiGyYJLpMklh6zOCk3gtThNWNTUE5rRjMWT4/jhocTS6vpbd0UrqbftGN9S7sxEcKtZcLPjfdHmqYnU2ch1VDEPbq6OsJlbk6QWXAddhsg8b8gE11WHIlvGNrf28a24pPY/+HH9EuP5dLbt3hfnJ86sJ1qDuXqz+NRvlmHRZ2/AlsGWsUw7EGtgTcVlxGFdRKbKWI3HkKF12DC8sntdAMj/cGWRKRfrpOv3wwlrShaycGkKvdr7K+7sORcHsuWaOt2uJHv/RJ4wB+uiTQQyq5EAACAASURBVBzgWO9ufCC40innXNqPfL1VIb8DLrBZx6vAyQ1cijnWga6BCK42zschrrCKirD1nUz64ZomqG+8mos17VwiBqMhPrZNCrsFNz7Wh84tqOUYXJYbd9yGeg5g4UlnAh97AvfV9nc6R471kkFxklwiOS45sW0gN0FmWey5IBIEN+6fLq4uJbjxJkLLwd2SyjSTxXBRDO/hb/4M5h14nGOvdzzoPol7knxGmkXfcKcJcrEuNnotnjb1cXF9YcXf4+5HA40dY4U//D0/RPTJtWJjpuME1yPrfbXd8608Pr+n4Z5jmPtx2dBh4wJIPXUIeQtunnTJ84aJcGjTIlEdXrUY3CzCsAWeqcNLtARsolCi/ci8OSj/FmxpgmSknoWWQskNnMqeUw7J1nLbGkcR/7JZcIWLslro+vueBQBsGczfk3bz4WY99Uz1lbHuslIxuA5lhokJjCXi3CW4Iww5Btfy21bVeq31uqNcSqL85KCvz9yJY/x7AQB7ek8oxyLDIG2zuJIAjnxI67YNc9+/XPs63htclYlPcTEJxx9lcsjqQAvqWmLNHlePFyQLLK7OusTf7YDCpbO1pukFkr8tGwQEKkv3pIqrcdnzXIg3kerA0YI7QRIeykIsojWkxmaFtAkz0X3rZZ0juLr+EVwXYqJcY7xzPGKhBZfeK8mCY8qbWwiKK6I4uDZdlOmaUwu9Jmwi+W4oyeWrE6KSQXl/tzFLfPdOhPW7HIs1B54n/k4JbkKskvuXTae1Yt/zkgX3cKUJovlAXcqs8Wfgtr0vEH/39I4z11OPLbhB1U2Xs64FPray2rltgnkevCAQ72SrQpiBDcJduKK6+D9P+AbuGncc+ia5x+CHCal22UgC1Ph/L0dwi4wJ+gNWC65XTUU512pIFke9yJTLubp1i8lF2WWNE8+bvEDfwtxP+TvbtciKzbr5nLJu2FyUTSNLxzyLhTHAoay1jIMF17L2LdeWXJYb/5b5wBjit12Cu6OgKvvpBqryKLWMKKPg7EBy9C4mibqh5lX7+e2PYenKDWpbJXa4bCVtFtypbBOA1EXUJWWPsOCKHLxVrI7pOfQOkOXb5pZS1YI7C6sxn2k2FzT+x6lwlKxuaK6fyrZEeoZq/exkmqCsFbmGEP3YWpiDdfKUacCR52Nd/57aGoHUgpvdIXd5b/R9jPveW2DBJfKw3cFdWM7NmL2nrt4CuQ0PR4Jb5FIn0oMkBJdiXsu46Ofqo+dBBDezUXbzPhfi1oF/dapnCfYCkKb8aMJ8vZEgc2StdCC4yeJ8Oxue2MiRxuR3/xYDr1TdElMLOFm30/s45zWXwPv0huGz4JL3kGZ+GTjntzj8zI+Jv225Zv29XgwAiHbfeSzoMmh8cnXrdQWRzaouyge+6Awc8uGrSwlS9c45FPcH++CpIz7lVN6kBhwfk8aZKMIFwU+xK1uVlDUQXBu57kgMbiwylVpw42s4fM5kTel8H2/657Pi3zc33otz/N+kXZPKBg7EKgtWsALzhKutTpXZPQZXWWdoWqWwqZVrn8OcC67BQw7hYJ22QNqWXqWailxclJPPDl+Dm0Fo7GF4Ev51kUfmzaFJQv5xa5VqTW9cm29ilb10u8y4uUaaeCKNq9El1yzDIB6ytFU8EKR/m91HbAMUWVGddk0zMb1z2dMIowHAsig2gchNTdwbqt98TlUL7i097wMAzNn+09z3ujhWWsQLqX+oZWTQfdPlHyyDcmmC5H+Y6zrAewT39rwTfwoPtNbZ19sDnPZZPLBtNo5a8tH8QVJRZim5obQoVS3W1MfeghQYYZKqYjDJRWlDJ+LCsrv/3FEpNBXyKojBTUjOEKujVjK1T646+oevEtxjXvch53qmv/l7uPuft6F523cApHl1ba02k1RREfMLx2EizoNjhODKEONDkh86TO4JqVuPBKzp00rE/c479BTg4HWYvHUdcE0HOrYDQCrKLVbr6Go19JMUSm3GupdBMG4y5n9yMdauehJY7FDeQWSKbsqk5rM4J/gtTvL+gVOG/ss491g9YsS71Y6LMmUryBNcnXgd5ZdN/6bQG2BXtgYX1P4X3wxfkXwnW1HLEVwP3Lre8DJty0jXDsXrAcWLUdPkuCQv+DMbY6J726OxNNDUcekYoy4/bRZSvXCrDVbhJy7/aWPD4kqL23TpWIegiEyNIR/lrgV3hJHGXxa/7Bwcz2xMXTOs8bpVrIklytCnbWjQdSGQBrEsXOMubarR9nsCY9uEmiAq7hZcDuDPjQ/iu9GFhefo+iQLIFHFNiGpTsfgyimU4m5I7vMWdUNIZLjlsDtpQxlinG5c6NvK9oFUik/0l1jrpElP65abLBw5y4sGAdUJrrDgFrgok1Vm0MGCm8bKmdtz6RnBleCmKspFBDe+lrYJEC1QkmfFKpLlF8zbDwe85B3iilteIq6mWQDJFtzQYW+Y6hvEyOVWHQms6D8QT/qzxHhBm7Yk+qXNgztMmDJzdwDAI+MPUQ9q+nH7C96Me47/jr4yzx82MayRAB+mGNwwiN23fZ66b9+yx/uwtHdRR9vJI352/f3jnUrX0cIEpNY9X2PBTaeL+G8ae01jo9WCmxxrR1k6CpvgyKytknFMt5FgIvC6vsvfBQUaCTJ8RHbdjaSfumsvo6JMwpK2dZqckWCopa7T5LztVnHMMssTscZ0WEg6wcVF2b62yZct0TQHHlm9Ofvn8wJdgjsC4Ll/JyTC4cf948WP44jP3YB7n9wo1Wd+PcvuTrnCniom/tT9KH2Li7Lph2510xBS8PmDurKRw2BBlrgiAZhsG1EyAe2JxwvP0YEmIIpBdHFR7lgutgQpWefKd/KkZLfgJm7WiYJ2dYtmmRjc5NNowa1uafACldSRlYhcgLPkpl0X5SKrLJFpJ4Lrd4DgZsYPmwUjC0FwTb8h+unTArxNgstIfMXrTJogAhHvrCvm/X7sxiziTSk/p8O9ofyhoTdyFs2RwJwP/BmzLvh7huDGz5VUfP02rPNlMWHSVKx7113Y7U3fUA9qyOqis7+G/V/0WnOFOzHBJbfZttWOJTRrMcls8O24be+PYumx38LRb/kMFn70Dx1tJweSAuh1I7hvDG7A3T1nYxesBSDF4EpiTUTUKf91FQsuhMhU9XsdRSE4T8cWlnii6AiuPKfRukon1KdYcFk+/2oRYhdly5zPyWih1ihvJrhZcGkjvdhTbKil1ifSAxnPTlFlHWXPCewOWWTKFpboFINbovU/3P8sTrz0L7j2nqeNbcvaK2MBXYI7wlDiHOl7zVt16/J4sH5kzRZxdlx2WLuYh0TAbbnedd1KLbjm3T6lSQt5VfWsbKSwsAjeHlxnPij3K6moEZkFD4rryKaIIRflhOBaeFm7eXCnYT1O924Wf9ssuHKOZu1OaPIpXJRJNdFBMVmHKpZf0y0pS3DvaRycnuurZMQjFWAS0cmoFbdLcItUlFMLbrE1lVwJ9e059itTkDta4opUlMU0QzG4FkuzCzxhwY2fh9eminJKXhMLbmZa3OPDN2LLB1YoFlydorYMYRHWvFM7NTwPqPWkc1fyPOi5eh3acHDFlFnz0TthknrA4Rmp5+S9NXYmkLJvp7e4w0QdusG34/AzPx6rrA83RGoxhruP/w4ePMONTB/kxSFPOv0BsYGbjBfppnsFC67Xfrwzb+XJKeVg1m1GynoF4xtxu9m0i6Jr0vmptdfdgmtbY/rIi2Pl2mYRZmG1k+ikJ61nOQcmYAvGJXG3+bJmUVZTHle90cPYHSM6paLskiYoPdRZC+7yJHZ5iUbzpswGwc6GLsEdYdBCqZRqbIcYbTsvst0l2DylpkRItytZYMF16I98Tr4MEbTO3D8ioH1cHYDLgCYaclGma2lZGG67LspX1L+A/65fLty4dLHf8rtpCxmhSbhTMbhl0gR97tr78c4f3Gl8rmXI8uMv/gH2/9if035oLLiBn6SP0VhIfItSsg2C4Ba6KLuLGoUViKPsZpZ193K1Tri6KIucpW0SXPJSGUoIaa3ACl5cX/ypc7Ft9PRh3ITJGRJMVnyX5xHXV9WrYfQjr2BMFvCRtOASgkQFOYcq1lgitn2WtGGjFeJ6O+zt0zsAAFjVO6+j9VqR2Wk74EWvxcw5+zqdNoOtB5D3JpEtU+Rim27oGiy4NiGpDqQJiqIQHFyMwZw26jQW3MO9+/Hx4Cfi76m95rFZdVEuG4NrJ7i0ftG5KJ/n/xq39LwPM1tPFLapWyvc3fMu/L1xjrGsS2YHG8pYcOUsHO0uw13SBJVpa/Eja7HvRddh47Zi5feeWjw2PPjMJsy54Bot0U37MHaobpfgjgC4lUTEB296aI1yns3b+PIbH8blNz6saav45SwzJLu4j6Rtq98RGdC5AJt+6GXcM5xicDv8e623saDmPJ0S5dx9EQf6sRWTsEk5r900QbNY/H55yvNU90KF+7zol9q2HEPeapPgliEBd6xYjz/e/6zFRbnEvZJ+ZH6gseD6+TRBWQtuvbIF1w1EpFzcDiOLK6zpt6YQZ5YluG69LMwlzfIW3HYJrrDg9iUL79kvbas+uspQpP4wpwkKyZLuEArS2kEWzZEC3RMuLPOxB4GLnkGnwTS/20pKt/U+4LRLgLPcPXtGC8jDpEpOcRsak2Zi2ck/xLzzftnRem2QN9doDC5CTaSF04lMpbUD6iatDLvIFG10FY/L2w0x+FEkWUItLsrfrV+Ks4Nr0r5bBL/KikzJRNWDPU1QYGn7RYnWxeRW4ipuCf0yaX00WBMRz/dpkfdg7u/cqkVOc2PZma/iomyN6TWU1aGMSJtLL//7hoewZShUQhh18JM4wr/8czUA4Bd3ppk1TDHMYwFdFeURhqyiPKiJKSAoVsrM31+4Lv7B/9sJ8wFUi70t5V2RfJZ1UabBU+fKaSZDKnn9w33PYvNgulOl9F3TuI2gEW6L9sbh3gPG47n6ePHk4gJZRZkQRRx/a7wXW9CDIwe/ljvWrgXXk9rUKTcbRaYs9ckW3JHIg0swTcKlSLb0Qns6kSmKbdXk+dTFQLnAtY8i9YeDam9kEYUyLW5aCEQcOoDc/Ziw5VGnPjbQxNHePQ4qymQJb0/tmQhuMH46Npx3Pw6bOrOt+sAYwNN8n7rNBDlXrot1O0wIn8dbuGXGG1GftgcOa6+nowr0RtEmTMtPr3dUoGo87ZHnDVPW3uEFjRX0OxySf9tVwXzse8zp7ddTqk1p49GR4PqazTY536psITVtCNjGU3/8dADA8lmnY9qTV1j7NMQa6OGqpw5vyTG4lNvWPDc00Iz1GCy/MTlMKBCqx/rrbKKGRmbTvmhu8iwbWI1kPmwmY4JtXpc9xbKWw61ooB9pKNg+3uNJmfZQzUXZbOTRGnUiDsZ0a/K8EcDmddhpkSlP6opO0FQN/9v50SW4Iwx6eejHvXXIQb1XJroO9VtRYvZ2UTYX1WmD5uOjNc1EW2Rpyw547/rhnQCARuDlmrLVEIp8teYyMvG2qkSLf1UnuBxZgpu/JyHnmMC2YgK2qudxjrP9q/H3aAHu5HuXbpcGVWpTF18rv5s2dyB5V5gszFWtB1XOM51RjuDmiYpf01iCklhP7qvxl5UJrmOschlCxW0WXEN7sgUiu5s7ufmMSxfxGv9GfNT7X9we7aVvO5ldyUW5Hbc+IJ2sQ84xadoL2qoLSK85SgiufqeeCC7l9HWw4PpkwW3h6HMvb7ufoxWUDikl9KPEYt2BXKU7E8RmI204oFaJ4Da5jxoLsYn3YjzbJn6/Iwp5XPar6wGkoj7J39J8ZiS4Fgtu77S52Pief2LfoAZ86QprnwZZQzuoRJJ2gBDLs2yg92IQg6jDi9x/YzbFZUBHcHmxijLTj+NlCC6TiF72sWxGb47gClgzOyBXnw5ltEzSMK5ya5M9Pn4tzjxsNj5/xgG575l4DpY2pbY7BU/6DeuuaSwRW0LXRXkEkFeqzVtw5w6MK3W+CSnJrNav4rKWti2LPbKGyNZKwBKDayPTBsVmrQCAFEOhQxl3unSCbM+CS9cdIMy1b3NDjjjHx2s/wy8bn6nUJk00lPdXR15l74K0bbW+1L0rLttq04JbxbXZJU1QIWQLbiYG9zme/22mIlPpwkf3XrvA9T5RWy6iRkTEyyBSXJTTKWFTbcCpjj28mAi/gK3VF6AYXKqbc9xx4Gfx0Om/KdfZBGTBbVd4TXSPPFCEKrP6bGjcjph77F002iyaHQbdE6HenRDKHRGDq0WbBHd9725YNfP4DnVm+DHx+PPQ5D5WTjkSABBWTNdEm17bvDiuOWy1F+NeBsI1VbbgOnqo1VgLk7AJ4zLiffLcIltITZt/VirCGCZOnYFavTjcYsgQksHDvIuysLRaFkBpakHzvCNfr85tO4uWlD/dQ15FeU+2Eu/1fyX+thFmIrghzwtW6iDPgdnaivRZspBfDVtomrxZv3rTIOZccA0WP2KYuwxtpsfkdWiM/71jpdpPkUqx2GszJbrm1sus3z3pJuXWmob7Nxbw/NriHAWQY3Dpvdt9ah8eW6ta7gA3a+UwZQcqFdSvKxGKwVtnwTWoKEttZ1EmXsAlBrcMQUmTl7c3AtDEsLf3OJb3vBlnDX0Yf44OivtpeI7txuDS5EnvXZpCKdOGNNHaVJTpHtC1hBHH92pfwCquUTN1QJV7+vtlz1rrasFT1CdlMIk4BrV0MbL1nX/FY4/cjf2Tv4XIVNaCy6pZcF3Vl0UMrkNaGlsMrum31mRB/gFn0wQli5QH6/thr6F7HXqrh7jHwoILHPbK8yvXZ0oV1mZ14EH87HVph0gpmAuVXQfykNTXrsrzaIWwavu98RfJjRwrFtzJH72nQx0ZGex1yAnAIesQXfFRYK1bruYQnkI04rj8JrZ544BwLcJtm/UnDwOGEKAHTci2F9/RityDISzpeXfuO1mtVyG4JjJl/Y0nBM5BIb3FDAQ3SRNE42zqSmyes8gib0uNJt8per6mObbJark5QBaZurL+GUxiW/Dt8GVxPDE3r4PIM4k29ewuyvnnkh3P5fmqxfOeey7QFZWXUXc9FouS/c/NjxrPt8bgcvlvWweT52Dx3mpX88YEeYPItpzsikx1UQp6kan8j1tvjTJZODuzq1MGaa3qRGPLn0W7/GVclJ1EpsSgY7kXDuRcHoCtCndcf04ZZLsyK7F4vdi7A0A+LqImJa5HVI1IEWSLq27QNqWw0j0Q2UW5FUU40V+CM4MbK/UvHfS5VmRLh41b9fdE5OZ1ULqVrywrMjVz9nzsf/yrMxWrCrpVXZRdPQeITLsQqp6+fuMxek6DPL/olRfB2Xf7hc2Y1NYi/cabDONvJ5lcWUWLkozmbscBAKbsvn9BSTeQBwq5KOtdBIngpiS9sN7a2Lbg0pqJ0lOR5clHC/xDDwMf/OeI9mfpwMvw97kZcrMTpvrpCJLrbjrkm25pSDB58qx+wUkAgEnzRy5yvEn9kRbkrhojDc14LMfg0ntK45W5ZvUIud5S/4KgeBOhZUjfFob5dEVi7LWsV+qJBxazuCjL5JDELE3XKadD8hDlxje6p+nckF9LaPvA8xvqtn7qPO1M5+kIoOnV0K375HV24BV7A9kMLjJaoblQ1jL/Nv867BGtUNvi+k9tv8oQXGmDKLvW3Bn1BlzRJbgjjCyJiHfK8kRXe47Dyz7cL6nJ3WN7M8yITGkGFIrB1aRTKcqDa4+zkFxDNGVtFkiCTLxtBJfGQNvAvnFrUyjVmWA6PzvIXla7HHf3nA2ISbk9t2hZQCrNg6teryr+oMKnndqkrG5hocOQbkHFmdi1Ptv/LZb0vBszYXYZsuFbtctwW09sHXQhuE4xuOIgWXCzIlPVyIuzBbeEi/L4XeZh+VH/iX8cfIlyjBZ5sqKnvLipaXI8u6Y2Nv12xOKURH/atLwed/rb8fRb/4a5h724rXoERF5dCyElCy5Z8blDTHQtdnEP+Mi5eI4saGMgvm+UXqmHD4L1TwPGzxjR3iw8/6c4+K1fSL/wnqfLm+R3NuSZ82ITdAS3lSwLZx/3Jmx6/yOYd8DRne2ftT/uMe469DPN+CXNZ/JcKo9b1AfdKLUNyT0lQS8Hy3Jkyk8etRJnYHcLLq1XmGX+kHskXJQNisah5KIs58GVdVSYQz5XGkNt66nsZvvDqzZjsJn2Tya4cRYObvfqs8wre7PHcbR3j+IJ5/tmgltG8InQDG3rtFQH5dO1H+Kb2z6saTP5dAivKzOLyj8nm0fgWHJRfp7OADsONFgc5D2ER3rehANbS+PvrWSuRP0dfjlTu5pa8RV/W4G9L7wOq54z5/K0qSibYl/kb23qdbbrtZE4gtwvHxGurF+MTwQ/NvbMRnDf+7//wFu/dzvWbNbfk3Q6k2vND6Qv9xcDyBDHEqIS+nZj+LJ1NldGT4JtAzxdS59OEEID04KK2nyJH1uzKa2RDbp38jT/TvFvF4IrWwZqFoJL6r88JzJVleA6xuAKi4YLWQ8w79Rz4E1QVYXp/g4if33yPWpw9TkOkgtqUfPGA/k8uO2CeT52meuWF9MF9DyjWnyduhhSIfIlciEXo+nHMYyumz87HWhzKFEe3+7HHgQ9Fd32u+gQpLRNNsgbXEBqUWzU6hg/aWpn+2bAUzzOO5ymLatGcAegpkxRiVjegisfJyuybtbbzsgd371/vKYfP6MwzK1fKKe6bTO75uSinD+/SGSqJalFM5ZPEySMFIogp43gFltwKR3hirVbcPJlf8FLv3KTte7sc8oeVWNwVXJ4XeMC/KT+OcU118WCa1uAy0sjW7YLsuCSiKhtXnDzYnRf7MvX1yn9itGOLsEdAejcQI/z7gYAHBrGecNsJMIpty1ZGGxWXiVfWGG11rLX3vM0AOCxdVuNZVKRqfZUlAkmkSn9+VTWXMaXdjU9RFjkPYh3Bdeq9QkLrrnCx5N7YUu+bZoYdINOak3tjAU33TVVySvFAqkqyuZ6aVe4D+ZNjiz0BDdI1ZgzC5sPBFfiIPaQsa6iMTp0IIWy66/Ngss8deFTleC6urlvmvxCAMDWCfMKy1KcqKexXIm0ZJLbYnaB+wwGsOaoi8Tff+8/HoBb/C9gc1HO58Ett2U3/CDrOC1s62hh6TGX49FXp2NAGnubWHd48QK3b2A3/L3vWKx/+fc73eVRAf/Ej8efE3aJP5Nb8ujsV5tO6WIEQBtJLUtMPqGl+W0/UtsTANA/sGtnO2YBf8vVeOC0n2UsuNU2w8YzNZxCHmtV0SnZgpvkE9ZsKg96CVktMR83G5O133OeF3+iTU+byNSFtR9jRc8bMCXaoBz7UPBzfDq4QmPBJWVpw7pDmhNM5VLrcbFYEt07FxflJ9ZvU475iPDQpKOxClNw29TTxXd6C24ewihj8eoT7SQEtxWZ+1nGgmurh+6bS1hTGe0bF8jXkP3btEEwFtAVmRph0GBaT3brhni8e2YluPTpYEnLlti4rYnemo96UH0fw5YLleoltwx9DK5+9w+wuSjLdaSQr1P+1NVj+7nKxNtGXmUrqA71JJ3BkCG/MedqG3SPdISt0wQ3tc6m/TGVcXEVp/e5jzkSXFnUCLHFIBWGihc2ddbCe4Or8N7gKszZ/lNtXUW7kE4WXGl6zIpMKdDkRawuMuVGjGefeh4e2vhGjN+8Gfjjz6xlmcVSSs9WdlHOLnBnfno5srZfInVOCs7Qb2Jp+zXKJlAi8L3T52HJU4eg99RPYOGhJ+XKkNKo2Eh02KDwghoWfuS3He7t6MG0Y88Cjj0L4ZVfBACwcBC4cC3mdshS30VFCIJrtuBGYPDABZmjvwFg3ju/j/uWL8UL+6cMf18TzJq3HzBvP6y8Th+D6wqdJ5EsMkXklFpQCC7NUZo5d9DrA0JgaNBNlwAAeCMWXlw25RTsu+4P4vvVG7Zi/KZBocfi4qJ8hHc/AGAXqGFQ5we/BgCs43kthgAt7M0exyToxcLkfL++FIMrC0rSh91FuZmUKVZRpvVj9pH7iBBO3QvT338tlv/gE8DauK4y+WF162V5zUDiS1oX5eSzlItyy2bBjZI2i+srm5qoCPL16ZZOY4nYEroEd4Twrdpl2NdbgSd5PvUGxSTq3y0R3JqD7TXMvqQLL74ex+05DT98+yJdreXsKEnh7CBUS8hciwiu5rQwiVXTuSibpeCLiVU567O5sG13t4Eh9GIQGzA+V4/NNUfEI1st6e6dJzEibtkZdIE5BjdbJgZZZW2bBwR6hq4uyjplz5jgJsJQyfsyPnHjiRwsZea2ysfg2lyURT7czFeVRaYc3wHPr2HBgcfi3ttuKC4s0vGo173VG4cpfJNQNSdENicesvIzldjrYHS5ktIEjbZpNEos816tgQM+/idtmfXBNCB8GF6Ncts6/B6HS9p+lMGrJyJT4VClVFVddBZMbEyZf7dNBGigqXVRHpi5GwZm7jZs/bNBeItU/O2M08xD8nzNBMHlONJbJo6T6n4LyWaWxg246fcCTaC1bYv4bvXb78DgptXY9Rcv1faJeQzbL3gWewcB8B+py/cv73wMv7v9Rvy8ThZcaq94hOyxeEzJdy5AiOsaFxjLh56cJihPJIWgJIuSrsXHrO7HDirKKXGOkV2LeIjEBitLxpRcXZmyqmei2Sgjr8tcPB/LrDWbDhZcG+S+29f67v2SCW1OpKtEZpKdDV0X5REA5xyn+XdiV7ZGGWzJLU5vjHJ/05ieC+OvBYJHRUh/aGpfFNcQnWqdJFCQP99wfU6XTQQt/1kWuhhcwlX1i3IpB1wsuGlZ9/5wzb/k/thibgjTsR5LG+/EgexhYxmarEhkIJ+j2eSibNmprWLBlb+DL+qh+K+JLF5AbEexm50JrpbHLGp1i4uyZvFe1UXZGYk1xtYvAbEgUK977Z6vAwBs8Sfmvre9pfT7dHVRNhFcUhrlwrI3umZQym8cheZnOedNX8VtSglXzgAAIABJREFU89+P5owDAdjj5DYiFpfy20xTs7Ngj30OBgBM3+vwHdyTGEv7j9vRXdixcPidkaeMELEbJVqqKeGutjQdpxGZktV6s/hZ/bP4aT0W5aMNUeGtwSMsOfKruPekH6T9OyxeD+y28ATx3bTd9sSEabMtvfLQ09MDX1JcTi22RBiTOd5h86zBzfOtbDWdoHHbzkJ2UWbgOREiOVaZ1gO2dDeptbLYRVm3meEjSt3Uk8/sWk3n1acc03RPtox6hnWztj4HNA2ee4CbUKi47RoPO7Vf7j1TXZTVMql30thBl+COMGSrJSkW2l2UzTtSStlhejur7nDZVZRNFtzy/bGdY7u3MsHNku59vMe1bdpcc1x2BE1uO3ort7uL8hHefZjItuIdmvjhdBKVdghzFtxiK6+pfyZyE0oWWB3BzVpwyaI4ETHBHYTZCtFbsxNYJwuuFK9aqzu4KGduSFULrjMSkmS1LIuyibKnJh3PwjMvBi5Yic21aQCyQirmhe3QuDi2cqjHzVVR/o3fccBncMeEU0S/yEV5tO0QE4HnLfOznDF7AQ5/08VgiWCMTcV0A4tj7nxvlF3oMGHqXkcB59+F3V/ygR3dFQDAwg/+Brho/Y7uxg4Dy8S6L/fmYPGM1ytlQongVhV16jTIm6KTFlxTHlx5g53mHpqjGA9x4GlvwX7HvlKU2evIlwGf3ohps+bm27CoKXPDtcip9nZjq7Ci5w3YdXNxzvEemJXZ5dbGQ41xzSKScvmaXJTTdU/xuOYZ7rHcjq6/QEyeuZQ/PZufVys8Sp88/3cWUZgf41OPO019DiRThlVkyuG+pWt9h7Il+iW7KOut22NvvuoS3BFA9r1R3WWKLZBu710lx+NCuIhW2Xe/zK+YcwyupoEyV5k9v4YWGpnJwWbBVeuhnUubG0pxX0xldFZuobbr4KJM71aouefUpnA/1gzeNMELt2jqs43QS/FDMrZLSe511sAW/IybWDyZ9SYuWCE8TMXG3DMjTBlnJ302C27q+izF4GqsnwSdBVe3cdMJbPImAADqfbF7fN1GvAlC1VZzDYwBPRNEKpcmuS9afkgHvu0y3HnIF1Db61Tnfmdx2CvOxWEf+GWmC4mFeZTtEZNlmUfF1nhKE2RzUd6WqAm3SsTp7fQYmD96XLIZe/6mCAJSyxfnmHfRUhxx7jeVIirBHR2g+aGqyqtOwVu2NDIxj+e/T+9JYsHVrAVMubw9q2u+/hxfENz48xgvJraThp621BWj1yrqmL+uRoFOBGeyizLPVeFJ/XQavx1UlCdiCy6tfQPj+OakXqlssmlAG6Mx8batRWLYsmfwlrwBYtY/EeeUIH5DljRBZVI9yumCtGWca9MQXKvIVImKRzmex7PAjoE8OKTuM2borG1KvQ6xn2nZYiujqQ/WMjqXEAvlK1RRtrhRyHm8XC3MV9c/gXsa7xB/y8QssJBXqsaqHphcrm2CNk0QOiEun7lbcNMtDt09JwuuZJ21uEW77GAWEVw5LU1LExcWcg+HeQ/ih7XPie8oob2HCHf1nItv1b6knBdFET4V/ACHsAe1bdssuGTBlNU65XieHHy178OVAqb3rKvw+Gt/jwmT4pj9oLe/4Ayg3oiti0HNLC5D8TbN5LnYfoE9veNw6MvfDaa5bidIi0E2Wl2UKfVPqzhfLeW0pBRAOmwcOAgAEPRP70DvuuiiHNIQBfV3Rht7tNFFZM7myTGSaHnxRl4nN4eYvMbieq8jstyGGQuuWpmB4FqE1UwWXJrb5fAcF/Qy81hVtK6SwX17DG6a8z7+dHlTXNIEvSb4K87wb8LLt14FQJc6L++inLPg6iqUDC5aK2UzvzFgs+CKc4xHVDRbHBcGP8IrvZvV7jnF4MafOhFQtax7z2Qvxk65Po92dAnuCEMeHGhXR5d42fQS2l9O97bdkN8N01Iny26TPdG3/pjLLp0L6dfVt7e3UihYA3ZCq6kIgH3QFgTXIW41rdbDy7zFmMhUlcMycTl0r3WLFWrTRl5FmhlLKiFTvSYF3UFJtVdnMWgiwCS2Bcf592AmWwcgXXyQe9UJ/lLlvEl8Pc4Kfo8v1lQLBQDMCVcY+y0WEyWsTkwTUzlcLspBvRe7vfCItJ3xA5bSMSbPnAMAqDXMeWuJwA95DhZhOqeqKq68GCSr2iibPykGF5YYXMKhp5yJxbu8Gfy0zxrL7P3qT+CBl/wCex2pF53poovhhLAy6lRkk3GPNv+Ee/7IdK0Qa6bGgpgTJhePd66QY0eZYc6Srdo6i5tpLPRs8faZcXDNOffgwVddB0DNT2vbOJdhs+CW9ZCRXZQ9wwpMtuTa4IlNhOJNw5ZITyhtKEihLbLrtIApD66usGTB9VixBbeMovFQGOIdwe/w5frl6kEXBWjx6V7WBbLrdLb+sWzBHV3+Kc8DqLs4lh8jlXCxypYom7bsXlhXMiWb6tFLgu/iVP9OXB8eaqzTtKPl5J5R4jo7ldOaBjprDC70FmYCB1cmoCO8+/DGQK+SK8h0KYKbtiYf8xQLbrZv5KJcXkXZSHBZI1eBzkU5q+RLMbdEHMkFWKemXI/iSX48s8cY6UCbAKbddR1YQNaOTB+GS2RKIocTxscuy0/X52CXoRXaU8ZPiuNraz3jzNUmlzvIYhLsWWJJ03Mq7oNK91bE4FarbdgwWI/TePgObuD1Rg+OePfX8MhDy4xlmF/D3odXc+vuoot2YfOUII+qiMhcoitgVVMfQRzx1s/ioftPx4J9j+xYnfJ8TZZZec6KmA9wpOq9JSy4fuBmwR2YuZtIIUheT3IeXBfYCG5ZCy48meDq883aYmZlkEaBLiZaRourIlJA+hyQUVG2kc3URdncFm/m+yO7NetQxn05bJo3vMtYcDtFMk1kfyyRWBtGx6j2PILRguskMrXj3koXAp4t84bgTxhgz8G2nHUVmdJdd6l70qnBIvls10VZ7pCNoAmC6xSDm/9X9v6aLLi59y7pfCBZcG33jwbtwBCLOijF4HJtDG46DNFCSyaOOsXGHh5PVibXrjunvsLUbbHQs7okS/B8NW7VROzbhmQpCHwP/KL1WHf8JZZTknvXY7HgJp+DXuLO7KDOzarGM8r3toKq9UjgkNdfiMWz34X9XnqO8zl+Jubunhf/EvefkHoRVL5fXXTRAdjyTYuc6yKV0OiycdR7erHgoOM7Wqew4CZ/myy4RPo58p5MWVSJwWXS/OT7qctttn82VWIZtqwFZS24XLomOdaVhCKpXpf6yYJrWhdk0ZLELdN+JZb0ZN7wRZoiN9dd3dpwaGgIm7anJJSmqKoxuMpatWley7ESrNKpZInHXI+2YUXPG/AmP87DnF33KWmC3Ksd9ejOxCMMNQaXLFTmczptlU1ddRj2veg6/NtP7qrUtrx+1ZF0azJwE8F1UO8t8yvs1MaAk4py8mlyUdaJTJFrzmauxk6mhNTF0ia/W+mEQZOnXSE5P7GLOBBLm6kFV9+/ZkJwRSy2hlBmY2V95He3bagnBLdliLUNe/NublkiLCb1MtZJjRtaKRf3MtD0i3meNgWQjHqPOT6U7v9QEkPqOxD0yi7KxnpG1xQ6YdI0HPGOL8KvubttZ8XI9j/iFOxzwuvF73dco3pqqy66aBuW3yttIEaSi/JYBpM2dZH8XZfIF4kS0j3Kuigvf9kvcO+s18EzjL/MM+sUyCFDtFHqSwS3DGwqymVcnQG1fww8tx7lyoZ5cX/J+u2yfdw0WHBprip0Uc4Xt4avfeh/78D+n74+PYc8uSqaNJUURRmCG0Y8Z+hwseDKIYFVwxFFm8lNmdxaAwA4P4jjnXV8g9tu3E6KsT+6jQLYVJRh2W1SKzIfsolMrVy3Fcue2pgpS8H4HFuGQlx7zzPFbUvtuHbPNsAZVZQt9UHacXOKwe2YBTdPErUQIljmIvJ1U7ypbtKq5qKs3xHNtq1zUZbbdMkxTJOePDk96u2OudFj2FqfAmwDhlBDD4a0k3mWoHoFFuEs6kkuwJDrSWpUyxO9EF5K8GnSLkFw/SAmLgPjG8A659Oc0USQWhUqiJkQGlaCm+R69BMXZYeNk04p0jKhQDw8ytMjiSBQp87HTv42tiz9FRb1TtSc0UUXIwNbDK5wUSaRKS9PtnZGDKJujPUc4r4y55gsaelGa0KsMuPUvMNOBQ6zhB3YxmVp/PQyLrdxa+UXKH0W1986CzGEmrs+hDTXyCrKskXbhbTSpr3LtYWczpFVlJN7mrF4hw7rZZvjGc2vz2zcjpkTezIW3OL6nNBMxdGO+vwNwh0d0Md0y5DXtfbrdO9YwJtJfebEv2XSke4s6FpwRxjq4BC/TjZCVOaF05V98Zf/inN+/Pe0DyXUplzatpXJEhXZ0uY6sOc3CKhN97uiG7x0MZ2u/bD1u9CCC/UdIIKrswaKicIyOO7BnsKltW8It97U0qyrT1aUVF2URSqh5Gubd0FKcPOWwFlv/wGeeONfMFSPc4IOJbG1uj5lLavUPxfXX5/nyyg7pJJ4RjZlFe3SeyXIm5eQmpol52E7yKk+m4i3Q3/rdbOKMhKSTmrAHnew4JZwLbaqpifqzjTZ7szwNZacfY89HYvO/0G5AbaLLjqMMjG4lGvUzbo0OtG05EpvIRBz1HPbmli6coMxxZcsuOWiTyCgGa/JtVex4GYsknE75e+9X+DOPMTcvUjkmnyWd1GOpA1zl3VbmZQ4tHmvem0l7ybLxuBq2jLWq35FbWwdktzTLZdkI7/7R/fHuYvZqrjJVuo6vuq5bVi/NZ3ryjxnF/Jahhd4yZybZm3JWJbH8HTVJbgjgOzLJO9SpVa39nyUba4WW4YMA3XbWzWS2dgyoADqRGR0zRG7WA67dA7XoHXHKD5NKU3nuKgo28UQ8sdsuVRTa6q5zUtr38QZ/k1YwJ7Ifa+7v6lCMvVTbSu1GtNH8bXILsr1nn7suuBAsQtLz163kMq7KMf1uLgoe1Ei0sH0faj1js/9HcHD7Qv/A4t3PycluL46BD4Y7Il7Ggcp35MFcrh2OHMK00YLbrHTjS0GlCfElly0aw5k0+SWp4NtseklxLvGi5U1RzvqGgtuF12MBlAYg85SKcfg0qZfGYGjHYW/9J6M5Wy2+LuZzBtNTeo5QguemPPOuuIOnP71W4xzKbkopyJTJUZ6DUtoifFcspAGZDUnkanOzygtyzisQE7nJrkoC4t2iRhcVsKCS4sRX1oHcS8/R/uIhMtv2ewZBEo/KGtvuKw1dXhx+BcAwAlenOWBZ1LNTUI+K0YZS72Lt7Cb92JciLym5PWfrr4x5KHcJbgjDXkXJxWZMp9jddkdZrSbKzdr2ZNzoFZJE2Rrq0zZMnn/vJTpJX9nn6Hk/pR8GlWUOS81oYm2LA+CrJ2pmIYqMkVQhByyO3nJpxCZEn1OS8swCXZAinFtJjvKup3dqjG4nqRCKfdh8oIjcO9JP8TfBl6T9J5h0avegyPO+s/0HmmI5F6fvAP7f+xG5XudW2onkfNwMKWjKEE2dWAUZ5pct0sahzIqylaCWxs7BNevdeNsuxidSH+vOgsu5b+lPNg7z2r2+A9fiT0uTNPF0bXYCG4IXyEWYaifWwTBtYhMlUEorOT5tYYftO+iXARdvnkTOBiWv/p3uGvRlwEAP6t/Fq9lalaHGgvxKu8mJ3d2r0QMLllwlXrJcyiTB9cWWqWIJWkKibWSbJupaMHdnmiMkKp1Npf6K/1b8v1zsGqnqRmTv21lS7w3frKRLWuw5OsrX+9oR5fgjjDkhbsvRKaq7SARbDG4Slmqt7ioE1IipNaYtarJOVA9g0CPg3hvRinPpYPmnWwXyINCTrxJJrjJgyhSUXZN6i4mQUvcIk2Qqftxfsc1V590z3Xx4UqcLs8fz8IYM0u74AlRG0omXC3BzbwXqYuyA8HleWIvE9zG5F2x37Gng9f7k3bSey52o333hYBPsetV0+YUIGLFLsq6XLylEMQkcyiI78kktqX4nBJu3LbFZn9/nOoIjQnO9Y1WBA4phbroYkcg9fIwz3sUe+uizj9q4Pk5wTsiuC2LO24EpszRTRPB9fKbsO2GUqS51iWV4uT50FzcLpHWoWURvVLAGOYdcBTGDewqvvpc7bvi3+Si/Db/9/hS/Rt4vf+nwirJDdzNgmsguMmzptCgAGHBukqqVvNdSnDz6z97FhMzhCAZhRpmXJT7kVdUdrkXtrV0FdB61ItkI4im7bFkuk3QJbgjgOx7oxBcbnYZSM93cAkRseOWsub4cnPbUultGXdnF1KdJR1yfJ7pB6/k7NL2yx3tnu9lLJr7skdzLsXy83TJq8YQxwa5gCZBblmIMPEpt2kmpKIEV4/JqYTkdvL16d2DFQsuxeBmiPpdh38Zt0/+l1wOxjQnoENsaFKXiRRPm7lLUim5R6cQrnqeuyVOENwSmyNlEGUtuIa41/YtuLG4FE/uyT9nvarwHBe3aIKN4M7adTc8e9znMXD2Vc71jVbUapY45y662IEgEqjbTBSk0OtJygxTmrMRQEpw9WPOCm92QnDz96HV0l/zEOXDjmIrXLueJjTHy5ZFz2cIOVNDgjoIG+lXkVcrlkHz3XS2HgAwwDZqy2WRClI5kLpkoaGqKCfkkWny4JZwz81C3gSn9W2JrI45kJaLII5huilC7tAENwuu/Hd7hi+CbAywhe2NJZ7bJbgjDNmCZhMyUOiK04+6QqdK4Lnt6uRgcxvJDlpcet2K8uDqrkUoQDso/Mr9c2lbB5qADsKDuKbxCbzb/23mmERwRR5cfV0c8eBvSm2j9lNVUZbjWGXLaxoro0J1UTbXQ/dNZ7kW/WOGyYkWWaTWSTntMgT3kJechUXv+wmizG6qIKsOKsqpG5S+f41asvDxiVynx2nS5iUWFxP640VhwxueH1nOla2kivKte7w39/fy3V+H5Yd9WinnJ3GwXrgd+ORq7PbW7yplZJTJ61q0sJpx4rnwJu/mXN9oBVkVlvYduYN70kUXeTCfiJU6tgkLrh97IJSKMx1lIBdg2TMMAO56wRtQf/MvweEpc33LYMHl0/cBAGybsAcAoO4QvmFDKuSVHz8Dz8sp+uvy3/I2PXU6S3CzpdzWTqWU8oXIlOyinBDcrIpyCQsuAHyx9k1cFPxQ/C0LcRJsBgnrMdLyIILbSgluQ1KxLkP2N2xtYs4F1+DhVZstZQurEwhkkalsHlw5Htm92lGPrlLGCMPkoqxDGTfcVGTKpaw7rHlwk09byp7sLpYci+LqmqMR+i0XG6wpWyZ/KfVzPnsSALDAezKtx2ARtQszJQIUDtegSxPkI0Irt1mQkEyWnzBtKsppf9NOpNbTMFNr1kVZdy0G1WOa1D3KLchy5bPIWnBpA0gXgzsZz2F3tgpL+PzctRTuhBPBzdT5yN7vxvQHPocJk2foz9FgYEYscNK36/7As3dqy+hc4tyRJbj6X6nOgrvp1C/hyKPenvtu3lnf1p7vk+WxNQgEdfimnZhsr0q4ZJdbWO3cWH/e/dhnwtQd3Y0uusiBBaq3zCAP0GCtVEWZ3HEzY+KSY74JcI4DR7Cv7YAI7qzmCuXYIW+7FKj34RkwTQyufsybsPeJeGL/l2D2wBzgO1ejp00Lbsg8gKsE12PAEHxrKh3OAjAHLyZj2yVclGldliW4G3maak4OeXJZP3qGa2txT117CRdleZM8yPXLRyx+dYp3J+7HPPU6pLY4gH/1/5r7jtYpcvhV1Xyzcrx2VmRKXhPZ1ruMxX2gtr7254cBAK+6/G+W1t0hW3CfLyJTXYI7Asi+L/KP2EZwU2sl1ePuw99umTJIibhac96C60ZwU9JV7J7hdL2aQhFn2p1THVLLqMaCabwGc18YeGkLblYYIya4KZj4niaVKPe9rb+6GFyTirLWgmsUmcpbcMl6r9vZzVr2aYdVR3B/Wb8Y87ynMWf7T+N+SjFMxucpCG56/IgzLwBwAXr1Z+gxdR7wjj8CM/cH7vq+tkgLvriGtmAUmVKH7DIxwZNnLQDuAWoDc+P6HHIE6NoMOdOmqgjbjRHeiTB52gt2dBe66EKFxmNl07lLsGrzBtR+dDqA1ILrZ8bEA09+/Qh2sn00WQ3g0I+3yTik23A0uYpyxjB74YnYtDFOcr6JjUM721chLa+lMZYxlrfg6lYxfoAyWYqUtkuE3tBKIZsybxtSjYE0TZB7h0wxuE0ECGTLuMFFWahZU/50FiGKOL5TvwxP8akA3qSrxvg3kGqFyGkcq1tw8ymUeJheWxkLLkOy3EqK7D1zPB54ZhMOnD0JS1Zu0J5TJQ8u9fOeJ1M3c6HJM5aYbYLnz2pklEC2+PkufvkuFQvLpvtL2qkX2uY2kiU+MsE1La3l2jZsVXdSy/RcV7aMpU0Wb8pCGZSpfsu99cDjnHslLLitML2PNbQwiHQCo4FTjQdWG7CpKHsSkZV3OXUwtZ2KTBHBTXaBeYTFE18K1HpxhOhDOrFSPTqRqXne06J/ETxR1gPH2/3fYVe2WpRdvOdHRP0syYfbETGP2YdZD7cQVCa4uQ2UEiJTsouRDQuOeBme7f0lFu53AgDAd8jpq3NRbiKAD1WEJXweWXC76GI0giXkNeuxMjBzNoDZeIpEED0iuDuRyJSEIa/HTAIFwfXUcd+w5qJxtH/8JNw0613YZdEr2yO4zE/meHWMzRNcTX80btdlUEZbAhoLrlQAQDonhw423NSCm4d2Y79ARZm8lnxEaEUR4AMvYGvVagp7lXVRzntH2gmuuT7hokybvVmCy0oQ3MSESyVo43lCr9kSX2YNTBZcnZEm1e+hz7FDdLsEdwSQJZKKi7LFVbYMAXVSRq7w3tpOSXO+JmU1hWs5C64cg1ugopx8tjQjDC9hwtXdxyxZbSJQLZC5fsbnyyJZQIUFQrJN5ywyldQ/1Gwp3xFkkpmKTpnrAzje4l+PZeEpmXokkalMl9/pX4PHuOrOKyy4cswsTZbCRTlVGzzi33+WK8oZE43RNdhEphoYwjb05FyTL6r9SBxfdcpXccTRb0mvi1z2RmAx56qOrUMuHq6MyFRJVecZC08pLpRtU7PwaSJAj4bgDpfCdBdddOEGUob3td4yeZfKpr/ziqU1JYJ7T+0A7N+8O/6DNlY1nlrGnPKC6Hk49l1fbLt/cl7dLJwsuG2gjAVXbD5nxvlsn+hfwr3XYY4ziUw1NcSdIcIC9gTGsbzqMD1DiikPEBo3J+KOFi8GUxfl/Pd2kSkL+aV3htYWGUNEXbbgOhizAt7Eq7yb8QB/adJ0sRejC8j6bluvOjhO7nTorkZGGGVicAmcc9z75Eb7j1AULj7UaV97m6Uvf71uFlzbRchxvzqc7N2F6+ofFYOZNt4g8++hgqTocn7ZLBQLriTMpAMDz6eEcWg7K4xhUm4OpEnFZsGdz57EZ2o/wMe2pRM5tSWUmzNCXp+s/QTfqV+mvRZdn4h0ETmKyKKrWXRlJ8yaxUWZILsxK7ml5fdMWHA7OHKf+zcsm/lK5etWwbtkQ2531bCb7usWPsNMKk0WXB2iNi0PXXTRRZsgl06tyFT8W/Z3PST+Yt8zRqxbnUbTy5Pz7bWJSplIE4NrJhqdVccXLsqaaSdLcLWWvTZDPbhfxoJLc7WaRg9I1z1iPeViwTW4KIeaeaOXb8cfGh/B5bWvAMjMLWTBzb7PFvEql9mdroG8DrmDlxoHMAGbtZvutKFNawsWZWNw8311WX+8m/0KX6p/A0cN3VJYtgxozaQLKxqenBCjA12CO8KQCa1tIU+v4u2PrsO/fPVmfP+WR41lRbyuNW41/6O2YeW6rZhzwTW4a8W6wrK2+rKDQsQYlh73LSyeEcf6FFpwNcdSd0winWqpjwU/xd7eSgxgo7FMFs0Ct0qb5a8ol6/yPTg8cK3yow7CRbkVKt8RTCrKujuYTqoxpvE1uOKWR3H/088pMbg2yzyBBm15t1K24AqXZd3igqkE15YHVxaVUhYIEuErk+vWGTP2xZbeXZSvW44bFzrkrsNQj86NzOxa1hno6icPhJBLCozPoxjcLroYjaAUYL5mQU7WxCnzDsHgBU/jwNNiT5cV3s6nbB76vda/gZjgzmHP4FTvjvRLowW3s8thYcHVkLIQfqodoVtflMljq2u7QgxufiNTJbhKrnsLfIOLsm5jlNIO9bE4h+xmluStTxSJsy7KtnSJLgYbWlfIBogiS+ndPWfjS7XL1WMWgiuviVw8yGZiDQBgHC/OT1/GlVjmGeMbGi0PsaYeO+gS3BFA9oVRYnAdXAZWb45/+Hc86kI23Y/ZXuRbH4ljHH52x8rCNlMipNaYdV3lYFh44pmYdszbALjH4GrLWAqNY9sBZC2RapnsfR/y7G5apSy4yafNwswqENxmJnefKdaWyKHNRZkGWdrRa8HHp6++Dy/575tUkakEtudB9RlFpgTBTXZjNXkXs67rtMNom0xTdxu92w2XCJkXDFNcqGYRkstlWxa5pMRlLLjDuwery4NLsVSyqz1vg+B30UUX7YNF8cJaZy0T6dGYh0ZPrJT70Om/weTz/jhyHewQeJCft1vBOKVMBA8Hew/j2/UvgWYyUyxkGS0DF5A3C490BDevIaFgBC24Iu4z0ybTHGfKN2b4hnsdaubHPgzm/t7kx5b4cHNM9ljGgqtbY7oYdwiU1UM2oriITL3cX6w5ls+DG0SZPLglCK7w/BOhXOa1a3qO+RiBnpm8PsuKbNH9o72DsSQ21SW4Iww5HsRmwZVhG4DlI7qXNJJ+1Db4JEbh4BctK9JlkReZosTdedl5tZ9ubiOmMjSJ+4bdOiDvqrE1mGRuCClRjrh6/00bFKZBIlZRhtVF+bmMRL9ORdlE/mSLpi1NkCdZcuPv9OfZBrzUgtvCWkzOHEgIUG0CgHSjowfblToizc65LQaXNonEp2RFl9PaeMEwWHABoVaahas6tg65hY7aW9KSAAAgAElEQVQxTdDocFEmS3VLmkJ410W5iy52KCYNTAcAPDHrpcoxoUybmX8WHHQ8Jk51T5c2WuDv8xIAwD3HfhO3DZyB3kNUFejsprQgUiPkoiwsuDqCyz3h/VU1Bve2qa8yt+03jMcUaESmsmsAOU2Qi6ttukbJl21p5oeGpKq89fAP4GFvLuYd+7q4vYwF104SC7uluCgTbMtcbjkYinsT92s8topj6zE+V9Z23+iI8IiyZCaRz7GByuQ94riV0I8hfrtjCS5j7HuMsVWMsXsz301hjP2BMfZQ8jnZVsfODheRIvox6ta8nPMcAbERP7mQrQypq9oIbpp71+zaoEsTRAtmE8FNY4Sr/QjpkJzP1YTtNTvBFbtpDhZcXf9WrNmCVib3nsc4ImYmXVnSIASfMpOkqU0i4rZ8dTSpCjKcmexlkSnxvSXuZSZbh8tql2Ma24jVjV0zJ8WT0vg5cVbFaPp+AIA+rhJcWXwMKHBRFtdguPcS4fNrw2XB1aTPaYPgeQ6bXVqRqWEexj0NwaVnJruchcPsLt1FF13YMW3mbthw/oNY9Lb/VI7R73bn1U5OMXneIuCiddj/pNfj8PO/B7/Rr5TJCkMKEUZjmqDOjqNhMsdnc6OKY/AUzYwsdGr59+3/ETw55XDxd33+8ca2eRnxMCnjQdynFJFEcF3WrLoN9LgudX6Q1Yan7XEA5l+0BJOnz4rrSuaUBezJtnU0AsnoQes0O+EzX69QUU761ce2YxB1bEA/NvO8yzwD1wqVZkExvbTmateCS2vorKHJA9cSets92Fmxoy24VwB4sfTdBQBu4JwvAHBD8vdODSuRdBgsbC/e275/B+Z+7Fqntsr47HsO6UMIqWuDeixnwaWdQpZ365DBASx7aqPVMmyLFxAxI0QYODAZz6FPYz0EgGbDvodid1HW55WlZ/b0xm044Ys34pJrH8gVsBGhrBIvEdIoE3uiuhDnrzd1UdZYriULbvYZeFy/Q0s51HR4qX87Xu3fjH28x/OkPZmU9jviNKx5/e8x97X/P3tvHidJUaeNP5FHVfXdM9Nz38wwDDcjzAy4gqCirrd4oejqirIeoCKuB16gq+uu7+v+Ph6767Xqrq6uiuce4qusul4cigoouNw3M8AwV093VWXG74+MiIyMjIjMrK6u6m7i+XygpyqPiKrKjIwnnuf7/X4AAHCPl49b1a3c2JwNnNjmCsYbzucFFVazq0Cj4OpsgaVR4vb0NQRXp7B2EzrVmH/FTWQXD5yC6+DQf4xPrNAuhnGHiVcio+tcByVeNpRDE4qSCX8R8wF7maBuocUs07Q1mdsWF5YJyo/p3sA4Vr/h+/jtaZ/ENY/5G4RDlnmLhuybIOZj0vWSnTsQ6f/lFFxTfgydc62h1sVVnjfcgXVheBle4V9ubLPM7NaURblMKURbm/w7GUATU6SBgxjMEXcPsdHhJeaN7HrlscZ2zln8iflvK7v+fMXqndbBLXvW+YO+ElxK6U8AqIGlzwbwBfbvLwDIpypdQLBZMXMXmubK+/Efd+ff1O9a6QL2Kwz2YjVMc2ZdmSBuITUNHNffsxdP/+hP8fErbra0ae5PSvjSeq7XNl6D79ffqt+/IF5FLZsjw5goi/3dczAZ5H5+y4PsffZdWSzKsUbBlTPs5uN+FUJviTXKP3jkgS7fVnLecnVdM6UJpOtn4oiTMTiyGL849q8QvuzrmiPz15pNwQ2UGNzc2ZTvNpgti7ImBndmSaZKrIz3waLsac7P3RvTCqGfUQyyg4PDrCJVnMqHRs1V5AipZiGTSvvwuFCjM6zLBDcKE5JJmgdy29qZJFP5/tBIs6jMVN3jn3A2TnrWa0T5HB1IfQSHaA1XLc1nyW5TJQmjUvEA0GdRtlVnUJEmmcruq4vBVQmumhRSjg3e6f0h7VcuUVRht0TukVQ0osprYAO5D28J/k1ss5X34Yfx33KLdzcAihZCTQxuvjyk+swXCq8lmZbadhlkFdxY68wUc9MFxHD7reDqsJxSeh8AsL/LdDsRQs4jhFxDCLlm9249yZsPkFWos/0rcIp3g3jNb2BhBS5xPlo0iBds4/BLXBn8ecCV1kIFl9+8JGvrUHHPI0k9tOvu3pvbViW9OydmfJc15EHtfhQe7sUy3KtTF5EO0jorrTnJFLPzqFZvnkzAkiUx0hBc+bsytakSPt3zehwH8I/h32GC7Ev2kQZYU4yNrp6iDrbPBACnPO8CrDrsqPwGTT9tpFqUMzItLigk0wtnR8HVTTC4Mt9JPdxSK+N9ILjQKMSEX9fKZKls+SsHB4fe4xALxwkG7GE58wI5p44u6Z/khjIs4IrTzTAGd5oq4RqC4OYz4sYFSaZiLcHNjq1Wguv5GLh0N1ac+YbctinmuuF/+XnNBDf7rzLZgNMkU1mUUXDVBWrPz/+GAPD8f/wFLvy330i9K35+CgU3F4Obvv50+BGcH3wba8mu5LwlnIRJvyhO9v6AMbofLRKirsxhPEJzCu4YDmIR9onXaQwuD6/rDtusS2R7DdmdEYj4bZTm6Fk4DHcuEtxSoJR+ilJ6EqX0pKVLl/a7OwUwXzAh2rjA/waOJHfgQ+Fn8OXaB3L7cLewNR42G5uuRRWPvVdhNdOmDMsEXhSZF/Zne390W9WByQZfUnDtIFh1yf9i8sy/1W5NLcq6NrLkbzA+iPcH/wSP2ZL42CxUbhZLq9YL5QPbXgwhovkHjbxQoBJc/hAPcqum+R6/OPhvPNW/Gq8O/iPZV/puPAPBtRZXl/tRqTRBCt0gpKvXxpEquOUsysEsxeDq4qS4glmF4KYPveJrW6tGz9CivO/Zn8Pep3/SuF1HqqPjzgGQT9AWuzJBDg5zFmvP/RdcdfxfYdXmY/vdlY7Bkz2qyQSpJrGSHPMonheGYXamMbj7X/Mr3Pycf0/fYDZhr523KEfwrIT7wUOa+ZcyZ9C6ecS+rN6xhfRPkSROl8cIm2JwUwU3QZmwOpOCqyW4pEDBlT6nL53vV3fswTevvSdnsbUhJHqLsvxahECJz2n+vHz+FCLCCeQW8b5OwSUaBfeK+kW4tvEa8ZrnX+Fxv2VyzZSBnMjrFO/3+vMtHF4rMBcJ7gOEkJUAwP7u6nN/ug550B3DQVwUfh1frH0wt99MLrgyFmXbSk3gd2BRLuivsAsVKLhif80JVbVY9xkozVp2y/aLaBP4ADu8G/H92l/mBmIgHwf6/Mmv4GXBD7D57m8k5+Qp2EUfWP+V1VifUFx17CXY99LLtQrukBQ/rD40qLKvLQZXPSb7cDWt0Ja7EGmH9WarOsPSB5BBWVYmKuFsEVyLghtXGFp5oqYyCq4+3nZmw/jotrMwtv1s43Zdkqn1z7oYePud2BcszrzvygQ5OMxdLF62Gjuee0G/uzEj8PmTSkjveCSvesp5M9KygfpxdqYxuBMrN2DzCacKJbe2+jgAQLR6R27ftpRkypdiM1sIceXEWbjjpHeIfUX1BjU21UJwRSUJTVwyn18c8liM8KE9yflKWpTLKbiGJFNlFFx1biQtmnqmvBso50wMFYuyLqEpt1EHBTHbQPpdvCS4At+qv0e83yQ1PN7/Hc7wrs3sq+ZeWUyy9nUudNgSe3JUKefzmFVpZQ5zcteFZ1Gei8vt3wHwcgAfYn+/3d/uzBzqBdNCICwDK0gSgqybEKuJlMpYB2x7VPHYl1FwVWtDsSLLYz3sMbi20wiLsuWzCMJHYoACXlwUQ8qzO+tvh0uCLyAkEbbG+ZrAqoJb4wmZ2KCollsS9c40WZR3PO9CAMAt0rUwiGk80fsVhskh8V7+AcPLIqllgmwEN5/oy1R4npQc8WjHxemrTSx8MTEoR3D9HlqU+XevizUyIVnVnUa1NVkJs5xkSluTlxCgMZabZKrOBAcHB4duQhAuhSytW5q3XcthReL5VjI5Yadow0cdbUxsOhEPHncttq/ckNsnlhRcn1AcQoAAEQ4EY9h5/ueA1iHgZ8m+TQRooJWv725VcNkiv0bB5QT3kYF1WHngPgQH7sudT54XxMpcoVSZIEXBbVMPAYm1SQjrqtKpzMNk4cGmHpeZpvBSUaqrT1Zw2zmCa3FO8rqPCtpsfve52oexYepfASTfW9G8QFyvcXEFkLKzhW3kf7F113+I13tpsrBxtn8F9tFBNPHsSuebT+jrbIQQ8mUApwOYIITcDeC9SIjtVwkh5wK4E8AL+tfD2UELobiph0mizE3DEpNZwpYr7jHLKoz6XpkyQWVQ1jacrqbaFVxrhmTK2yxuh6/W1ei0eWcgVZQNFiVew7WpuV3UAVckGWKkOh+Dy2zTFrVTXux4of/f2Og9gKviI8R76vdWJYuyekyZGNyyRSU6tyhXG1r5d65msBZQJj5hbZYIrvQg/t+Vz8Th930XU15SGiAiQeknBt+3TPIOQ0c6O64kdJmbOdS4dBIOGPZ0cHBwmDnEKKmMe1tXL8ntqy0TZDjvTGNwOcSCJSGYWH2YYR+fPceST9NCiAFMp72TnmEtEqKBlsaibFlQ5pmRJYJ75ZJno3bEk7HmZxcDAOItT8NVty7Bymckr7MWZYoN5D7U0YJaPaJKFmX++SbRwCgmtYvgDSXbsKpU+xmL8syyf48zxTQVShLEGQWX2btLKLimh3xLM5/3QBPia/n6xPUq5vGWOVzJ6cKHwk9nXvP6vB8KPwMAeBUnuAtJumXoK8GllOYrcyd4Yk870mO0NBe5zm7Jr7cyBDd3rM66a9mmokwWZf5AKG1RVuvgGuIsU9tIfluasRmZv7p2+GBYRHBFvwqKq7c0q2/5kj2e+BeQxhvHyoClixfikC3KG70HAADLsSdtkynTHHxQ9ElWgS3zuJbVWo+tRnrq71J24CvIRm1C1YXzNDlH2Rjc2SG4XpBeL4e/+MNA+HEc/Oi5AMpZlGOQzKpupzX+1Fi0bkNnUeaI1Ti4wYlZ7YuDg8OjG4JwKYvw9TD/fNYpuCaG0a06uC1ORC0PthgeAhKJMT9HfCS1lpMlVdnUJhwUYHMC6dm384J/BgDc/7N3JU0Edex405elJrMW5R/VLwIA3E0nxHuA3SbMwcvS8G+gxRTNlmXewzE4OJh5LZN0Wx3ZMk9PURHDMsUxz5zzIDS2KrhAkjCzjUBrUc62QdI6uIiTuNkukM5fxVtwhHc3DqGGATSNiwRpHtSFQ3TnYgzugoN6ubQ1qzs2gluWQOra0u5TxqJcQcEtW36IP0BEKK4xFoCfz0LSrZntEvDvtG6of5v2S01+pYdOMcwlfDIw77S71QiuaEeqY1YUg5sS3GoXDDEdV9ai3CnBrbg/J/KmGFx1ohLWZivJlFL3d2AcA2ySFYbFdm2ecCIi5ZNM6fsx2wTXZqvKtu0N2mtKOzg4OMwEIlGPMs7rYmizZYLMZXlMx3fWP0ZILfkIIppYlPmzus2Ij1ppQt6Wrw9ricFlx4ehJk8ET2SkhvJkYnClc/G4UPa9lUsylZ1L3LnjvXgEw2g2tEVRMgga2Rq+soNIVZNllJmm8DmDbU6tJtWyWpRNCi5J5xzcrZkQXP01IfrFWh2j+3BT4xV49sGvGdsuS0QfQfJ9/nLbh0U/lDNlzrdw6K0juH1BWxN/GWrKonCCV0bA5YOzTf2ssjJjsyh/57f34u2X/U68VtVJE1IFN7nJjQTXFl+r3oSWNsUgW5AFOI0Ntiu4OkKVH+yzad7TNijrC+t/YLZy6tQ/ORFDkUWZby9nUU6RxtgoMbhlbUF+Db8/4vW4Y+j4cvuL83dmUfaNsVTZ769WH9TvN0NkY6CURRIrKUyQTmpSy/5eDNsO0aJbyoMJtlgvVcElNWdRdnBwmD0cAl8cLiakuizKxudNlwguJzG26g0RSzKVUXAh26/TvrRI8nmDQLUo2xZuzUmmUhKd/bzZhdK072oMbhmCq8bgbnvKyzF+yT2gHYSwyEq1XcEtb522uSLVpFrqXE6Gbm50y/MuTxclkM7tPVBEmrm/vA9vcyXLzfPEQ9+z9LMcamhhPx3A2g2bAWhch4pAtYAE3DmZZGrBQ0dwbYNGldI4NvC41TJnsw31b/hykhnu6ccldWPLlh9Kk0PkExxl9rMowiaFVNeOGDSKytzw/lhiDYFyBFcRanOZ6Xj6dwQNccwvD78IJKhhJ3utkgZAJbhqm9ySba6rp0JXSsj4ACt5+ZEgxFEvzmcDLzyuQ4uyScFVFcdwoDppLINMOQP+m/GFJvaAm0ItlyWSY4oMYJAeEjE+HiiCC6/Dw4f2Y7H2CEM/ZpngaksTicbzCb1aJERINXUcHRwcHGaIQ6QBYC+8KD+u3vbCH2B82VpwH4nOomwmuN0ZR/eGy7G6+YB1wZ+XCRJJCS3J+Zrjm4CH78W68azry7couBAKbt4pJhxiah1haYFfl0U5Lc9XnOHXV+OdeaUKy3d83cTT0Dr8aXiM8r41mZaEagouP6aEOms5r+5aGhpbkilzGErzMtPvXEMbh5DOwRaR/QCAJrFYukvOy2poo4lAWNzz80f2dwERWw5HcHsA9cLREdxSFuVSbZW3pXbLax8XjwPJfkLlKlJwi2FNRKXE4BbduaqybIKe4CoWZTGAZweRXft5HDDri0RwTz7nPZl9ixVc/QDFLdRlLMrqiiGQxkSrBLm8gttZrGv1JFMFD1rFsqurBdgNZGKg+AOcx6Uz+3KT1NGgeoI77Q0C8cOZzzE0thhDY3Z6e9vTvoTmgYdxxE9YuY9ZV3DT++Ina1+L2tRunMxeq+qxFw4gfPttIgukg4ODQzdxYGwLsPcB1Gv56evGo7ZnXusUXPPzpjsK7spX/xuu+v6nsH3TMcZ9eJIp/qyOmK15UPOZ9pz+Qdx15T/jpHV/AlmPtT7XLIv2KenPfl7ZCuxlCC5/Ly1rVIR8OFexs+nYV34CGMw/++TnbFiCXJvQor541pYJcRPJOm0KrkY8qTUGEUhf7VqyC8/xfmqNwa2x+Rj/bseRJMNqWSha2VlTHS00EYprIa/gqhblhcN0HcHtBZSbKdJkktNblNn+JYJcRbFrfZNsW5cvXJWAF52ecuJlV3DV8+tQRtQWcauFCi6LDS5YKQw0v5FKenm8itEqzmV0jXWIQ5dKXl4RzFuUucU1Vv5WI7gmYlyogItOdppkqrMyQaYsyrbYp25CWyaIO9TZammT1IzXcdMfBNqAV6LmnYyNO56Bg/sfARjBnW0FV8Zp534o81rNouyHdaA+0rP+ODg4PLqw4VVfxP2//39YsXJL4b7y+GSqzcrRrRjcRUtXYcc5l1j3ieHBh5Rkis0JQz/fh8ccdQRw3P/JvW9TNm15GWIDwfWULMoceQW3ukVZ6pj5IEOImNwv3TxZ9LNgAtpCIOYMkVU0UizKlnmUTkSoDwxlFhb+ufYhDJMpHKAN3EaWa8+jzscGWDkjW8xxWdRIC9M0FMKSyXUYm+as8xiO4PYAVJnARiRPBGQCQwi7yDiBnFlmdKkf7K9F/awCHsegs3vElOSy8QbctlhQB9eWZCq3DwU+HPwjbqTr8Nnoadn2StQxAyASUfgFREG3eqjGgYoByUQKeV8IwS8PewOWnvBUbFJ2iQtqpeUJboIqMbih5gGUFnFSP1O5K8WzkPZuQk2mpUL3cL8HS3Hf+Ik4qYv9kLM7ikUSYVFmcVgW61nLT+KRyli+cm3LK+Fdmph1AlXBDVwMroODwyxiYGQcAzvLVY+khIgHpFq6JocejqMRPKbgcosyj8HV9MGUmMii4JpKHgISwVXU1GyZoBTCEcfmc6bQIBkNNHF74yXYTcfYCbmCa6EchrJHpIDg2slqiiYJMYgpHEduQUy3GffLx+DaCG5+DtIYGM4sPvBSoDE8cwwuaQM0nbsNEMXxp+tnSSZaQwtNBBjwebUGUwzuAmK2DI7g9gTFCq4MohxRpUxQuQzE2b/a85Roiw8suhhhXgJFRhAnBJcQdYXM0Adr/9KNLwh+AgCC4KorjsV1XLmCayeWuqRG+cGekctYv9KY9pvg5D97v36fggctH6C2kxtxgndzzpLNFxZsZ7EpuOrvVtpCHPTGolwUg6sjuKsvuRmrq3fNikwdQuU3Swvamz9b7CXfl7HckbVtmeD2RrHWQo3BrTUMOzo4ODj0FhkFl8QYoofMz5seOmEieNji3YPHe79NXlsWQk398iwE16bgFs0vAE2pQAllFNxhcggAsJTsZR1icz7bHKGEA0wmuCHa8BGhHbEkknGMi4Kv4gvtp+BBjEF99rYRYII8gu/U343vHToNwCqD05F1R4S4mT8v0ZzADwJ4taHc+4OYQmRILqpalAeZgmubBKtbTISXW5SHGOk2Kbhlq6HMJ7gsyr2AcoNEXjkikGZRrkBw+V/djatcwDJJ3LVvCg/sm8rtCwAXBV/FieSm3PnaUYwJ7NXGCOuy3fk8XXpBDC4/k+1TpyRdR+SzhE83COn2L0pmIA+uTbY2dLr3WzyG/FG87zO13mNqda5pfi1YHqZFthT+gP5a/X14Z/ivYv+QZFVZ2wJCnRVX12dRVizKs63gVlw5l2OBtFkVe0T4Mkk+2O/Jkyhzi3LNN//O/GHXiYIrxyUVxY7PJmLluw5qs1Nz2MHBwaEq5Gfpc72f4obGudhK7jTs3VsFFwA+XvsYgDRng3aqYng++rYFec/8LBYOsZLPXXU+Uobg1qBPMugZsijHIKUqD9RIOgf7Wu1S3Nj4cyEArZ68ARcE38JHwr8HkJ+3HPJS0kmaB41tpIp18ec05Sc5+qV/jT0YzbwXkBitQb1FuSYyLSfnGyIlCC61v5bPLSeZyrkOc4lQjU3OOziC2wuoMbi+XeVQY0FSAmm58vjE2rrio1hbpZc7PvhD7PzgD7XHXRB8C5fVL829v3XyGlzTeC2OmvoVbyDts66WK80quIVZlCusXum2pRZlPYFQ6836BfVEZcWQB/8/xb8G36hfkp6D24QNCi7Eb2l5uJRUcMUple2F5RCgt/qIQu65MkHlRjyiydhYBtUV3KR/ISK0NDWlZ7suLIeuTBAnupzgDtUD/Oe2f8QvTv187njKxgGvbIyzhGyCq958Xv01m30vmKWSTA4ODg5VISu4T/GvBgBs9e7S79xDi3ItyI7ZJusqADPBtSm4it33EE0Jbzo3K/fcUMd9m7rLUZPmFzFNj6cGBbddEJalO+8J3i0AgFaUPD95OaUJsi/ppzKv2NNYI/7ttyeT/midjuXLBJnmLqPjS3HbzvflNwzp6wDrHHVAeRuyCaOth3Cafx02k3uF68s47y4Rczzf4CzKvYBKcAP7JFAkjGKHRTHFSeRG/B6Ho1VyINBeogpxtCukerIjY9OhGwAAR0zfAGCDouBaCG6BgnvL7gOl+4c4v1KoWpRN7RwigximB4BWYqdRC6nn+p8huCGAqdw+KcFlCq7athSDa4KauEeFqQ5uut2eTANIHxRlLMplH/tehxblqvMKnynVAWmjhRB1pQxPrxRNXxeDy15SHoZAKZ727Bcn//6fV2SOp7WkfNEkGUQDeyu1nSHxvSC4b7oeRLP6ThUFN3QWZQcHhzmCWIrB5c88Yy3VHlqUjw/uhixyCgW3wjkCW6JKadF07xtvyai9lHhJQ7NI6LmbDFA+k4GwtRGgjP9LtzDfjngmap5EST/vmx5aA0xemezT3Iebdx3QtqFalG0OQNvivG6hnTRGNXumn8tYdlLbT3UemMeWyWsAAKNkEtMmizKfSi8cXivgFNxeQLlB4qBIwWWHsddL4ofw9fr78EHvkxWatMTg6rulhS1rXZo92X6iNrvMAsrOVaDg3v7QZGH/+DaP6rJPZ+vCmvo36SfZXr1mQi78CmWC2oaYGZ4R96Z7H870M+0bf8N265WzKKfnVAlu8UqcPgZXv6hRNka0U4ty1cesnEW5qVn57lVWYU9XJkhJMmX7dMGKI3HV4W/GA08pf19r0QvlYXwtMDRR2HZYd0mmHBwc5gbkZ+Mgs32aCG63siiXgRpzGwtLcfk+eBoCdXvjyOR8rXTRd2zRBIZHF4nXQnwo+ZzsJEeEDPk3WL/jGQCA64dONu1uhW4+6sUs4zBPFqpZqG8iAGqpsPQ/f7gHT/rIj/Hzmx8y9jf93DaCa/5upnffmnvPb+grDGzw7sdf+N/N278t7q68RTnfz5ZUR5cv/JuSiKpW5YUAp+D2ALkLr4jgsjRT/LhBegggwLFe/oZJG+FtVeiH5cblW2wEN1LalM9PMoNLDQGmRJmddGDu/E6immWnjeQ+hGhLFmW+AqcfJKaCUaB9H4JpZmkpSDKVIbgaaywgxVNG+hiUNAbX0pC06qxDfoDKniy1GpchuClM1uayj1y/Q4uyNbOirh1BcNtoacrw2DJIdhO+TOhFm4zgss9kXYElPnac8148cPctM+oH8Xo3MVOhxuA6guvg4DBXoHND7aEjWEUezu/cQ4KrZtfvRMHVKYT+aW/GNXv24oQzX2o8Tii4JZ/sZWJubZDnJ6s2HAFcshfTX3gbcNsvpTbK5aHQzUfr8SEAQ2JOqFNw93iLRQwqANz1YDLn06m4KsG1lUm0hoHd/5vce8HgmHbfD4efAgD8LDo625cqSaY0+8gLKX6BgltF+JovcApuT6BcMQUT8Md61+FrtUuEGhjSZIWqSc1EQE1EpbtGVQtCGYXUNrhF4vi85VkmV9MkIfQhysXglgE/Ug7y/+/6Rfh+/W3ivD6xW5SbYTLY1Nr7k/4UEFzZdmNScHmSKV6D16yj2yzK+m3XPOZvkn4WPHCS34wWJJniD4p0H7XMEEdpBbdDgksrElw5i/JAnE8WQQt+x25BF4Obcs3iyQO/DxqDettSadgycM42lLGsVncWZQcHh7kB3bNUfZ49RJPxl/QwyZRK6OKCyhpl4QU1nPT0VyMIzW4qUdqtJKEPiVnkkNGsoJepYURFeSh2PffrmMSANKedXcIAACAASURBVG9J0YgTxx+f7wSahXpKaYbgcqIclbEfW8sEWQioJtllOGB/1g+K8kCFTefb0+wrX/+egeDGinK7kMoFOYLbCyhB6mrtSBUf9j6O7d4fMR7vAQDUGMFtWQaQuMTFqa7QlLl5bDdwrJwwe770Ba/3OcBiJb2COrhlINrSDIz8Bk5rveoHz1ZtHADQiBKCW2RR9jMWZZOCmwycNYPyHbXZ4Gu7BgwPnoElawHkkzyoD2wfMW5vnIN3BF82t8Gbkv6dElw1yVQ5dKzgGurfGXeXft/bh0/Ibfd6tBIfaGJwU+W2+Nrm48DAkN62VBo9jB0ztX37wFH41fDpqDsF18HBYY5AN9dS69nftuMS7MIijE2s7FW3hJuNgzKL8kypRVEFhmQfnkW53HOjTN1bwOxq0/ZJmWsVqcTLjj8T/zt4vHZbnRFcxKy6gkbYeChclSkDyQUIXQlOtQoHtfTNJtJQzXyyNmQnuKpCbZ0jqw5KS8IsAFKSKf3nWYY9uL3xEmw68GtrH+cTHMHtCdQLzz4IcSJbp1PsL1NwLQS3DHlV7Q52Mlxsc00HB67gUqzCg9hC7socd6C+InMcJ3fdUHB1jwRORAUhNTB5Or4OAPDQUS9L+lOgJAbSwHCwvhxtmr99+ErkogazqiptN5tJQivPWk5Ff32MLl/HtmbPqT6A+OtT/N9b2mD9leJMuEKtEmjTAoGKoEOCSypblFMFt+3nCZWaQXK2kKlDyGNw2SopiU0KvgR2H8xU9exnmSD+GSbXnIoT3/LtnmWwdnBwcCiCzqK82bs38/qkp5+LZZfcjsbgcK+6BV/JHTI+wkrYzJDhlsk/kdbBLbcQXJrgGpxEOoKrPifKZGbWKaJA6pqjNC0fCKTzyztWPBkrzv1X8WwGUgFCS3Bp1mHoVUgy9cdgi/j3wEl5m3hjeNx4LgBoKAkzbSGC5ZTW9LvnicZMFuWTvKQU6MkPf6vEeecHXAxuL6ASS0KAY56Ph3bfhyUP/Mx4GPf+12hy0dtSqee8+lq7grVbWthIaKwh0z9vvAEAEEmp4afri4GDwMMYwWKkg5tpeB1pBNg/1cbEcB0PHpjW7pPG4OYHX1XBNQXqB8MToO95GNt58L2lZimQXXU9NLwOOHhNbh+P7TMUGFTjqWS10a+ZM2mrq857vXHcevIHsKqRHKMOUOoDSM0qbAP/DeRzznUFd4hM4eX+5aiRVi6WCahOmDtFoKmDy1fiIcpE2cpBdYkM9lHB5RPIMsqBg4ODQy9BJTdPm3oIWA3QKdTRgH5u0QuoBHdiPHHxzNgcWsK9JIhiySG7PMENS807k7azc9k7vTVYV3B+3bNe7h+fL3uKRbm+YSeWLF+Du/28RVkN7ZP7WybJlLr4v+VdV4t/H779TECpvDkwrI/B5WiQ7NzN5AQE8sqtVtQixRblhWNIzsMR3F5AWSU6Ye0i4Ml/h3t/dJmW4KYrR9xqkfzdTO4xNqEGipeBdV+20abepUmm4kwfkuPkUxHc+Kdfw6LVm5JtXO0ynHuolhBca/dE/zQKLtEPdLlzEC+rfhlWCDnkgZ4uPgzBLo09mg+yjOCoLbenk5hRz0Jw1SfPvvpKbHvyS7H73tuTY5WzqparOjEkuLJAXinsNAbXDztTIsdHR4EHyu//xuCb4t936whujxRcP0Nw2TXNE09ZaudxdOvB0svsn8a2F1JmCgcHhwUBWcGVsydPeYNoxP0juKpF2WPPrJmlc0KpxU5dCUcbyhLcKTIIIJ+8S6/gJnOtO/11ePix78Tg+PLC8xsVXNG/NAZ3A7kPk5TPR9izWYpz9q0EV8kRQ2PjYoBNAKppSuYNFhBcVZyolZjLWXPpZBTcZL6Sm88xfrIQl6idn6wnyF6B9ZDZGA2JAIiwWLDaWGyyzAtY61AqULxCkikOq0WZZm+MTJIp2XJCCLbufDKWr0kIrifq4CY43bsWV9dfK25uNW25DnwfXYY7vkJlygqc9ku5/AvLBKVt1Zas1+7j8ThWVvNX/QhtpuAGdQvBVQgLX7k0pXnPK7jlCS7/bmRrzBLsw7O8n0v7lENotV2bsfX578buo8/FH7zDKx+rZvEFkLEizSZ8HZFm7/Hr0naLyUrzNavOwbUn/nVnHemjRVmURepbDxwcHBz0kCf4NSlJpLEWbo+gKrg+mw80gzRG8/Z1Z1U/cRk3D6mWAyUoSbungyHt+1p3D+FzQIoTnng2tpx4RuH5Y4Mzy1fmgnW08KP6Rfi78O9ZWywkTpoXBGxOHWs+Gv9WhNI5gzq4TZp9Ng8M2vNtNJS5m92irLzWTvmTz77fGzFmUc4txi+gh7kjuD2BPgbXVKib3zS8bmyZFbR8Taz8PvlMy8UJqawWZXH/83+Y9lTK2Igsyslx7wq+hKVkL9aQ3ayfBaeDrODaCK4+aZLUEeW1/XaQk0wt3nBc9lDeJm1n/qqImsUEV30gcBLHk3OtIA9jMdLFDnU1eCYEtw0PIYnw0drHsRJJjbiyCm7QIcEl9REsfcFHMEWqJyjSZZ/MKKuzCF9DpInPFdw4+1cH6Xo76by/x7Znvq6jfvQzBtcJuA4ODnMVsfGZ3l+C6ynzg5Hlh2H/4y/F0Eu+IN7b8MrPAZfsrXbiUjG4bJ8SLiMgP78woRmUj2FOK1aUf3BQg0V5gExlTsUzEf+Jf0PyBp9vSjkzAksWZT7/EnNLyzO8KHa4rZhki3JUqDG4dosyz33DXuu+S3aZkxd8Pk0yRdQQNH1d3IUAR3B7AfUG4TecIWaRkw5fIbj30CXmJqRET8Z9lE17J81EiO9rJTe0RCId5GNKVQWXt8EHlrTErfnMh1oR/uu6+xBFOoLLk0zZE2XlElAUWJS5Ffi+P78Kaw/PElyVVPsiBjPbdswJbkO/2pn0I/vwpYLgJn/PD76NXzdek/aLzETBTcBjP6aQ2mrqpHwsLwAEGktOFejU2DLH/HzThbjyyIvFe2GHVumq0D2suEVZPCRjy+SgS8SUdPC9dQ9OwXVwcJibMOUG6LeCGwfZBW4vrGPkjDehvry6i0lGUYUOACkJ1smXGvglEkABQDvQq5NUF0IjSHapUycwPC/TahEGws7a8qUsynwul5BE/h/vUjaLsk3pLkrA2apYwk+dy9VKzOWo4t6UwZOeBo1k8aFNvZyCS7gow97vZB42V+EIbi+gXnkiqZE+VlAQXLZ6w1Oa25RcNeGT7pZUye+1dz1i63XSF8vgxuNMPWHHLDdaCQVXxMomx8WC4JpvWI4vXXknXvulX+N//pgP3uSDF4/FNQ1QudjFIosy+x1Wrj8it00QXMpVY4OCO51kUQ5tFmWDgmtS6tTrokxGwhRcwU0G0imSkkN1AaIInVqUOSJLEjUTYhLgsS+7BDtf9Dbc5LMMhgZnRC+gxv/aCG6ZjJflGu3fMJ4quI7iOjg4zC3osignILjxaV/Ddad/tqf94Rg+77/wyPqnpG/43XlmlcnHwOcTVJOgcyZoh3oF1xaDW6VUJDXUCv4jXZOcq+AZJM+3AxGDC9zeOAfvDr6Y25/PH60KLmhmzqSiZSidZEMkXbOJrd4k0JQBs2+zOUIEHcGNUUdTEpocwXWoAvUGYbEEJksnvwCDmCu42ZhSbRMlJph5G3NxjKs1xoBygtvWnl+cS5mAq1mU+Y3F2+Kn0Sm4BDEWYx92709sKLv3TeX2GWDZEVOLsjnJlNIx/QdgCBAZEzSkqenZb2eIwaWthOAGtnqhuRhcviBSlGShOlSLcpbglks+EMHHVce/H40BiypdAqVWn9VjpIfemjd+H/e+4qoZ9WGm8JYmJPvA+NbkDZsNrEsrpf0szcNrDjuC6+DgMOdgIHyUEGzd8WQce/rze9whhiWb8NC289PX3UqMWMaizOcwtvCZDkCrVC/wOrEo65+X18cbAVjUVC8fgxsStvDM5tjnBv+VOywl3/YY3GkLwZUtyntpufnRrnBN5rXJpqyKWdpe8vkHuy5ieDnBYuf0L3BT4xU43rsl2aePSSu7DUdwewF18sduVD/QD2qeouDKdT/LNqGbcOaC0o1nk/uSHzSe4l2FX9fPwwBlZI2pf7ZhQEVMSZpMi/DPyywSFgX3xf5/49eN12ATyyg91cpbOHgpgMpJpgpubB+R8TPmLMoG+zblixbWkjrZfqkxuCrKJoHQQbUoy4O1uvBgwt76Cux47hs67gNHJ9YYWTEdGl2EVRvy6novseVxZwGvugI4+bUA7Aou7RYx7Wft2VlSAxwcHBxmCpOCOxfKmpEgnQPctb9bJy1RJoh/9i4TXG9RUujnf4PNmffrNB/qJBIsVlkYNRDoARZza/48yecdnLxbvMNdflyIkMFFjDIWZQ8xmr7ZjRdJc5p93mhmW5vqr82WlyXMtkRTMrSLzCLWMOmHTsHd1kzKXZ7i/Z4d0v97o1twBLeH2E+SGIUmr4Ua6ElOqgImF3ZYhuDyv0rgeWYf5c1YU+Ra3Vd3qV8afgGLyQGsIHsAyIW2TVaK/FlikFwNVlGbjPVLp+A+0fs1AGBzsAsA0GyZb35PUVV1e1RBgMj4wFSJrW7gBAAaJe8HhsUNIFUyW2z1LybJvl5Ji3IViFpxbJGiKQ2ufOXQZlMHbDawaog7sMb0qiRQJaw5ER6LRyaaZGMxe4B0K3a2rzG4bFWcRuUewg4ODg69gskVNBcIruziGliyqktnLX4W8+d5t7+DYHQ5Whfvwt5jX5l5X40rBcyL9TbIbq2WpIwO8nrGJrLMroHp5dvSPvHwP02pqFyCVctCAAFFZImzbZO0z5N+tkRQQPTnVa/ZwjhcS1iiqDIiKbgqweXzEVHFxCm4DpXASM/D9cR6MLkrsQLUBvQrP/yC9mh5BdeWkEnqSPZViUN05JAPKINI7ME8GZY5iXL+hqEguTq1wziE1/nfSs+nOaEgwSheAQwKFEjqVbuRQ0TGh0Kq4HJbueEzMILrG0pEARCrCk32GamIwdXfrmVX+PRNZS3KsoLLz1sUJ9OtAbETBXf5Pd/vStvdBk905WkUXJHgpGsKbv8IrrB92ZJpOTg4OPQB5mdT/yfxtUY6/xubWN2dk5Z4FginXNen/wRhrZ5WErB2gi3aV3GfSZ+tJRHH5UxoKSK48aJN4q1AJJnKt5/WwWXz04IyQbYF/kgi4tGTLgUA3PCkL+Kqoy42HYIYHv7wiutxxfo3AbBnUk76a3Y8UoXgUsLn3enOgZi/s4X3BRRu5AhuT5BcMAdHNgAApvcn5VeGRhZp9+b12kickI5yMbj6v7p9sr2y9VhPbvgEfZSwjMAmMifOZVdweVD9m8Ov463hV/EM/CTZR3NC/h1EIpW7mfQXW0yqPeR8RMayAx6yFmVTan2u4IY2gsu+jzZLUMCJn64sTdJmuYeETiHl3wBfvWv76apyaYLbpWHEFGNjw5bo5q603W34QsHNX58is2LFDItG9DPJFFdwHcF1cHCYY5jLFmU5TCm0VVWw4LonfB6/2v5/0jdKPAv4gn/U7ek/r6+rzFNijeWVk+BK+UMkt5b8+6XzFHs5yKHRdL5dU9yCMlKCy3OQpPt8IPgsLgk+n54a1LrA3/aSz3nb6HYcdfJTAQBHP+6Z2PHCtxmPocTDkRvWYmTRRPL5SMlnq2aaJuYfrI8xfHigmc/kM7dhmZjj+YbeFIx8tIMRtdaaU3DrknUYP/U8AChMykPirBqos3qIJnJ/i2Nwbaovtxvr1M9pRrzGcBCAueargHbQJVJSqeTmW4okq7OniV893bsWo5hM+y7OYo+PsO5TkRgEiNEyPBjVRYgaTzKlts1+U1P8NZBmQoyJB1CA8qzbhtVZ23Uho+2FqCmxkkn8MxUxuHL5gpBEAC2Owe3Wari5ZqEZ++gQRot36zl8puDqrr1p1DGAZveSQ/WR4AoF11mUHRwc5hhMRHYuEFzTgnUVHHvac5N/XP0WAOWexKte/FFc/fWLcdxpz5tx+xnwmqvK57o1OAyb1X0ZWS2cO8owzH/EAr/JSsyej2OL0jKbXMElWgU3e175GX5O8EMAwCXtVyRdAgXgYeott4MQQA06jAgXKcr/1kuGE5Fh18Fs+JgJ8jR+EfZhiEzhbrosu1HKovyy4Af4TvRYcQxfZEivnYVDcJ2C2wuwmygMazjs7L/F4tXJ7V40wSU8XlPy6ptWvMplUc7uYyO47/l2UiRbR26aNLlpR0k5gmtScPmNFLFge16gmxNoub+fr30YH619QqjHYnXNalG2Z1Guevl7hJotyiSr4IZoYcPb/wO37DqY3ZEvWlhjcJM2mswuzFehO4lbkRERvWrsgQqLchyUV3DbSG0v3UAnFuUbF5/Rlba7DVvJpGnCtnWN4PbPosxjoJ2C6+DgMNdgejLNhTjDmT7PtSix2Lli7WZsv/CrqDdspQo7ahwA4CnJoPYce25+T5Z/pqz7DACIoUxQStDsTr3GwJBQrbkqSiWH1QeDz+C7tYtTq26JJJseKGIQNIYXoT6Ud2RyBddWIUJV0scGk+/mZ3ckmcfCkio3BcVbgq/h0+FHpDfzMbgA8LX6+8QuXMEtY8meb3AEtxdI/b6VQGIWryld4KbVnFzmYZ1FOXeMue07H07UUl2MBI8N5YpqUERwjTG4WavMEIvpnabM9qjpn8gwzUsUlVBwzWWCqj/kTAXi1SRTvM1r79yT3TFqoUX9gsUNRnA9RoSihHx2qvjx7zfy9ATXR5wS3FBScGH/jnnd2n5alA9/yYe70na3MTJQQ1wbwdQT3p/b1mQEt5PPq0VfFVw26XAE18HBYY7B9IifCwrubORO6KTUXvfAiKGk4O590bex/Tmvz+8ZdGJRtodo6dTYZEP6nfiX7MFd3pqUNEqTzJcEV+BY7/b8eTXzn0XYh2PIrSCI7eTV48/6/D58XrbfG1f6m3yPOzevAFCcZEoOSxwhk0J4St7UE9xMc+zZzauZGK3e8xCO4PYAqU212tdN2MqKnFyKE5FcGyKTWnFmZKljxX3QWiyTwYkry16hzcQUg8sJbjLQ8/q1LZq81inMIiV8zImk+Wb0URC73AHBMA1monYxj8ElvGi20mTcLo594VmUeUbjSP+bl0VcQHA9xGjwQTRDcO0ro7FQcLtLcNsVsik3Bke60na34XsE3sV3o3FavnwSV+ZJtyYjfVQj0iRTrkyQg4PD3EK38m/MBnxDXfuZoJ810fm8xZNiZceWrtHvymJwK1WAkJVh6WdN53f631p9PEYkSJNMxbq5YdYl6GmqSHy9din+vf6uwiRTsVBw87/1beMnAwD2+Yryy77Ho9clNuNCggvgN3c9goPNNjzQjOLLy/f5bDFFFwZWi5Nyn5USfs0TOILbA9DLXp38o+KElkQ8BrdYwS2TQEoljGUyL9ticDmKVuF0BEin4KaxpLxMUP5cNVEbuLhGGbcNFyUfqAb9MWqSqQQ0v6gQtzPFv7Xn8jjBTezCXpRPZV8FfAGBryaq8BGjQZpoUj+TAXEQU3hr8BWMSLHPuvN2C/x8VQhuTSq1MF/QYr9D1JrZ7yrQR4LLY8m528TBwcFhrsA0MpqcWL1EvyzKs41M6T7DZ+xEwZXPy+d9TepL1tpyZXciEqSVJywxuLYcLpu8+1j/Y6sbIPbNBPehU9+P7627CLvDldkNPOcK+46KcqzsPdTCcz7xM7zhy9fCQyxy9tTRFATeD3j7+b6O0ETxTcsiOYuyQwUcHd/U0XGeTsElejVPtSgXXaMjmMzEHxj7IJHDl/uXYx15QFiUOUK0cQS5E+MwVSvXW5T5wKHaJmx9V0sm2SzK68kD+HHtTVhNHjJ0q3sW5UAouHK8dJxT1EncQrtAOeZJpriCO1OCy1ftIkP6fm5RnkYt85081/8pXhd8B28Lv6I/L1dwuzWMCAW3fEIGP+hznrznfRY4412VDuG/a7s5NaOmbzvj73Hb2M4ZnWOmcBZlBweHuQrfVMN9TsTgzkbuhP59Lk4kPfmZ7OmfzyTkMbgVCK7mXG0E8AuJmY3gVsuirCJE2+pgi31zONLOE0/CU1/5HiBQhAeRjTp5vyjJVLOdzDl/fecj8EARIMIF/jdwU+MVCKJEnCC8EodG7BkjWYK7kJRcR3B7CO2NcPo7EB/2BO3+/CYMKyi4Nl4b0ibeE/wz1pP7cV3jVXit/53CPsvD5aXhF/DV2vtyN3yANi6vvx2frP2d4SQ6BReSRTk7KNtiAAJFKbXdjCvIHqz3duEF/o8y76dp6zsoNm44xtcouJ5OwaVRofLJratNP7ELB/HMiFAsFNyGdruPCHW00CS1TFwQ/64XGRYuOHHuWtyPV13B7TuOfT7w+L+sdEjbT36HmSq4Gx9/DjZe2N86wFs2bQQAbNh0RF/74eDg4KDCRE7mQgzubNiJ+2tRzsfgmsLAuDoZVCFTmjJBbeLD40lYS8TgAkDsBWJObauDy+d0NhElEZzM1xL1zTG4aX8U4YEvFLBFgCKLsi+d2kOMGtp4ZfC9pH/Rgew5dQQXB5VtTsF16AS6VcPT3w7y0su0uy/GflwSfB7LSJqoyBSDq9qNdbG4jzvwfbwy+B7+NvwUAOAp3lWFXVZviBVkTy5ugg8WO70btefQZ1H2JIKbvQw900CFtGRSmcGHo0GyA0SLK4RdfBjoLMoe4tzvQqJWIcHlZYHaQVJGqhEdtO1eCJ6dOLYouCHaaCHMDMQ1Yh9Y0yRT3Zks8HjOqGRK/asWPaMr7fYaMSe4zUN97snMMXzEGcCLvoQlz/pAv7vi4ODgUApzgeB2o0xQ/pz9XBxmxDBjUTaU9gnNVQZM8DTfVwS/OMmUgpiECIhZwRXt8RwzFhIeom0tbygUXMucj+8jwOZr3MZdlEXZk3hFYlGW5qDcWWUhuDzGWGxbOPzW1cHtLfSDqmnV7Uz/V1hK9mbe4wRPRax4k3X3LbfGjiNZ1SlT6Fu3AponuEV1cHUW5ZScqhZl64BCeBKnotTwKdTvrEUC1NHq6CFnGsxEcinEiCiBTyg8xLnfgdA22gUEjiuupJFUeH1oYAPWV+6pfD6mtKoDKYOHGDXSQpuEmcRH3C1g+p54P7ul4HILUpnY3juXnIodF3ypK+32GvFhTwB+ewVG1xzZ7650B0fOz4UGBweHhY25rODOhkXZnxXbcx5teDn1lVel8EoouEGod5NZUUBwjcxMmV/HJJCyKOfnmkRYdblF2YzkO7Ds4ReXCYIqPCjJusbJAQxiCpMo/s480CTBKS9/y8IcU4JrL3kElJtTzxc4BbeHqEoERpFX7kwXKE/IZLs0Wyw5FFeBy8RO6tpTV5QKC1Fr2rEpuIElqJ6T3wAxluNh1Ehx7J/6Gfj30EkcjunBmParLRRiX6fgxhGionUl1kSwaA1+d9qncPirP1+5nzLEdReYLMqJraVNggzBLcpwmJL97kwWCIvdsa2IirYNsT3zAdufewEePO83OHzb4/vdFQcHB4cFC2OJwB73Qweea+Nmf9OMzxVRTi57Q3B1cxjCY1eDYgW3Vu9EwU3PO8UScLYQirmXzm7MeyaDelIWZU0eGlGKUiSZsjkKI+u8XliUbTZmdV6mLBR8IPwnXF1/rfF4GWnfWfbkWCW45s+S3itz4e7oDubvLHEeoioN0FkTPEL1NW7VJFOa86Wxp7w/nWVRVomPiWSKVT7NB7cpuLbi33zbBPbiysb5+F28UbvfPWQFVtP7AeQ/Z5rEqIMyQYZFgQAxCGL4hGISIRpoJQqusp9HW8IybAIvlB6FI9j2hBdV7qOxz4ZVU25RbpNaZrDmyrxZweUxuN0huD773HGJ3yUuaWOeS2iGY6i1EkfGxCr9devg4ODg0B2YHk3qXKgfIJ6Hm57xTaw47NgZnytJttSC34ky2gFs7j+vhEW5Vqte/UBOMhW/4J/xi19+FwO7foPgYDLPi7Ulf5CPwSUB6mwOG2tKdXBCW07BbedyyGR3SH4PakvCqCq47DuT7eZDxJyvQ/4EsgAEAL6i4NqSevFtZa3e8wFOwe0hyii4LWnNQVd/y7QCoyupo0IdlEoRXJJvT71J6oa4YEEktUmmJAWXZrfbLM+c4B7m3QsAOM67LbP9hqPfgvbFu3D/cGr/VEm6sAh3s0wQibGYJWPaywp3e6CIIlXBbRdacI8556/xi1V/huOffl4H/csjFjEdBosyiVFHCxEJM3Z520KDfN5uZVHmK79l1g91WQnnOmrn/xx4yVf73Q0HBweHRwVMcxybKtdLHHHSEzC2eOmMzyPmjR3EtnYCVZQA0vmtX8Ki3JGCG6REcOmazTjlz/8GlHhinkJNtdiVeV7shWKOGWuOCZCNvbWpnkFBmSCwPtvK6FFDFmWvZIUIKrkE1VwwnlBwSWa7tqtVahLPEziC2wM0KbvJSxDcaWJfgTNblJmCC67k5vfjJW7kdOAnkptwArnZ2J7uAVHWopzaWPQxuMYkUyVuwqXYq9+BeAhq9QwBUj9DJIpvdxKDqz/GRyzipfeFE+K9f7vmrsx+Ho0KkyiNji/BKed9DGGtO6ux6YPHkPABMWqkjcgLMw8km1UckJJMdUnBrWKvovPRojy2BtjylH73wsHBweFRAdOTyStRInE+4fplzwQA1OqD/euEIGZlLMrV5zbZ2F7uHkvr4FKDgkvUebeXlgnSHcNztniKkquDTyL7vJ7bj03kGwD1DAS35BynHcsEN/k3n6OL65zX1rWos3XmxHQxuA6V0LYQPRU8tsAEE/mL4uI6uFxp80laQ/ay+qX4Vv09lvY0FmVSjuC2GJHTKddyDK66GmhLHc8//wiZ1O/AyJaN4E6z77jdql67U1Yr25LyHCDCUvIIAGCyvoz1VWN/oe1Ci3K3wduTV0BlJDG4TMHVWJRNSH/X7gwjfOW3jH1sPlqUHRwcHBx6h9ziNntWLTSCu/0v/gH73nQrGoPDPWlPr1qyLMolVNeXqwAAIABJREFU6uD6vo8H6Rh+uemNpdskMnHmc4+MgmuyKOcVXD6H1dmaeSLTNAZXIxaxOUqIyKrgctecTcHNVbcoECTyfUn/7fPMz8z9GVRIMiWanyPuhm7AzRJ7AFHXs4TS1fQGoHMKRF4NftzEKCZRQwtNhJntlmznAvyy5QQysHSHIMZP62/ElXE+06ualTiQbMwxJeLmshF7OQZXVXBtcQK87yPQE1xOQGWCq97UTS9Z5WxPHzC2Y4I8mE2hhmFMsTZiDCMp+9JuLAb26Rcj/Ljdc3LGvwvSGNNu90ARop0o26SCRXmWygTp7E8q5qWC6+Dg4ODQM6hPphYC+GguOILrBwFGx5fM+DzXP+lfMPnbb2HHbn3pSg7dM59Pb/0METWTtIlL78REhb5lYns1Cm5sVCd1Cq65Dq5KbHUEl79TlGRKhIVZYnAjT5nLEw8E+rJIOshxxGpfPVpcJiiHhSPgOgW3FxAEt5SCq1+B2x0nJWM+XvsYvl67JLc9tSibwYkDJ6i2lZphTGE1eQhn+T/NbbMprG3pkuJWXJ0iJyu46mBpOz+P9x0hhhqiXt4Onsui7CcKbjxVneDKixT3L/0T8e8AkVCVaSONwc0dTqOeK7ic9AcTmzBN6rhl8ITM9gARamgj9kJhYwfSgd5EdEUMbpcsykHACbP5KubXlyO4Dg4ODg425Ba3kahltkX0RzOOedyzsOjklxbupyO4/L1sHdzuUYysRZk79VIF15xkSumrF4pQN90xfH5cRwsXBV/VzjXFZ0VkzUFCWNIvYllQqXnZazSOmIKsKLiHkXtxsvf73PGRxqLMoSaZKkNwnUXZoRKiEkmNeOKjqUBPcHc10qyrx3m34RTvBrzRT1fZYjWLss6izAhJYLFecAwyZVIHWzB6xsJLwkzfVOQKTIvzt/FG/zKsJ/fnjvHZMWYFlw18EgHKWZSPOwcAsOLIk42fwwSZAG7+iy/hnid+DEAysPA+kYFFrK+6Gmtx1+rGlgX/3cdGhlF/7y4cOPxZme0esyhTheDy37mQ4HZLwa0lynpAzaudPJkGdRZlBwcHBwcL1CnXKJJF7YWm4HYTZZRDeUbVolkBJ6jNTqIrXw6xkhRcMc8y/abKfIv6IQYwjfP872Kc5EUOru6+wP8xLgi+hQuDr+f24XOeEJF1gd/jBNei4I6PDGVex+1ExPGV3+GK+lvwldpf5Y6X59fqXC0oUHB1CU8XkkXZEdxegK1orV1sjo9o+sPs75B2++RotqzIl2sfwIVhSnDLWJQ9biHhAeiWCzm0JBgKpVqveaQdaRJ+c+ezLCeqrj4N+zLyCC4ML8OXah809qFuKE1EpdgMDpXgHvPYZyJ+526sO6o6wc2s1oUDaE8cDYAruIcQUQJ/YJS1G+PwZdnfnFDatazDZcG/E54xkCjqp0gy5TcyBDdUki1wcBW1jJW4EuojyR9DVu6kbeYKcAqug4ODg4MFpjmOU3DNIIbEUDLk73WKMELL1Np6Y3YSXRUnmTJMgjUKboO0cHH4Zbwr+GJud76wz0PveOiZjIxF2VYyScTgWgju5lMAAHeObAMgEdygbAyubFHOXu81PpdSbNAcLTXBFVCOTMwTOILbC7DJ+NigPskPABw67MkAgGlfT4LJEnsx8EjNoqxVZ1ngeYn05/Y42AgHib6fskWi6SUE14/yajAFyWRzltFgN+U4OrEQ52NwVYJLPAIvNP8WNqirdTyVu4cYI5jEQTIoHhA+YowPZgeWRMHtbQ0+/l1EzI5D/DzBraMF6tcyNWgDw0KIIJn8O+7SgOgJgmuu+dZisefzsUyQg4ODg0P/UZRf4tGMMtl75flhS+SDYapmh3OrwjbDvIJbJslULouyZKFeTvbk9lcdijrHolBwiV3B9VnZJs/iSlt5+Dbg4nvxwIbnJOduJ/Mfv+QifiR9bNWiPIjpRIwyWMUjDcF1FmWHSkiTCplvhCUv/ATw+qtwsLFCu31w5RH2NoQ3Ob8tRBvryAMglBNcHoNrxrbVI8ZtAYlx0Ndvl8lQy2cKbjtPcGMQ4400SKZY/zq50dgl7ZmTTJlS1wNAkxTZaxSCy8jiR2ufwCuC7+MgBtOU7LoYXJZeq6fgpD/msR3ZgdMTBLeRsRvzFUxfqcec2oS7TDJryaLJADUT3CZhJZ4MK5IODg4ODg6AOWusU3DNICXiZuUFgnTOREof3wm0Cq4nKbhG27mq4KbnqWkqRajVI3TVJLJzU/Pn5bZqG8FNOjIEUktyw3CCWzrJVKYObvZ6H8A0WsQ8V+IlM2V4lozP8w2O4PYAMb+IbIwyqAFLj8ipawBwl78GI0vXWttQRTT59aXB5/GT+oUYjvYBkAmLmUCuGLaTl4PBYu37MhmKWDInr6KCO2RR8ArBB9dMFuXk/FeHJyZ9DMw3vP+GX2H6pd81blftKOog1PQaYsVQ/VzT7QigtPcKLhvQI77U52c/f6LgNkGDOqhfTByFisq/iy4puOPLVgEAbho43ty2ILjOouzg4ODgYIZpkdx3MbhG6OagKrwMweXz29md1/jaMkF+SrZNtWZVwi3NcXTkVS2DWdOE68mf1JZTJQiT79KWZEp0q56EJ9IWmy+XsIoD2SRTqjNhANNowzyna2sU3CCewfx7jsER3B4g9nmMQgnrh2b1a+3br7Gs5rBasrwObubdBKd4NwAARuJHMkcSCzEpSsIwvGyddTuQElzSzt8wVFJwc7YKpuB2EuMpkkxJgy0n3etf/mn84YmfR1gzFxn3F61FffNphefnUH+XGF7Goix/xUe953JMt1ook027m+BKK7fwqApuQKJkEA/qaWFyC0TyMJFkqjtYf/hxuOWs76HxNHPsdZsTXE1yBAcHBwcHBw7Tk9YpuGZ4ZWJwpfI6PI4zjlKyuJcO4i6yqqv90iWZki3KPjXl7sheBUSqO6vL5WKr4pGeMZ312JJsBkLBLb7eGmNLk39MsXm6kTiz3DWs2chSJmiQ2BXc2M/P9wLj9zj/4AhuD0DZDaUrl6MirGniF7zAGBchUqSL7MmaotTsZ/YVm4TNAly04jS2fL11OwDQMEk24EV2gqt+K0PgBDfdUua7S06WV3D5uZat2YQjT31uufMYECuDjqoGx8QXBFcl7lGcDIW9zqLMv5OIrXB6iko7yBXzoAFageDOBk/fdNwpmQfZr+vbsQepHZ7XjIstSRscHBwcHByMCq6LwTWijDU2IHmCG7XSeR59/TWYeMvVXe1XJjuznEWZ/ZYBNVhrLTG42nY0qq4KeW5nV3CTtsoQ3MHx5Un3BMHVT7DSOr0JshZljYJrsyj7eQU3dAquQxVQdhE1W8UXztIxTWyrRJpUpAQ3O5BTml/VUQcAj9gUXLsPv7FkLf5feAZ+OPxM4z40TBRcP7bH4HpEn2RKVnDLqoQPHszW/ZLbmw2oamhM/ExKdrXfHmjXyuqUhscVXBZ7HegJLgka8Et0jZe9EosgXc6650n13x7zjh9g0XvvQsQWOLilJm4vnDgRBwcHB4dZgIF82KpEPNrh+dXcUS0WgyuHoo0vW42BIXPVkE5QH5DOx39XL0gJbsnYUXX+o8JWBpPDNneWMbI4Ia27xs1hVxyjS5L8Owfqy6z78c/rMQJssygPFhBcqiG4NUsOlPkGR3B7AaZINafy6cZVbDr1BYAX4pYlp6dvep4xcJ9bbVIFl/2V9uGrTaqCa0PRipMfNnDmO7+FiWOeYN4pTGIKwoIYXBV1kgxU6WoUzSU6MmGyxfZTFgS6VZonH4OrKLjwRQyLPslUbLGezA4eWfEnAIBo+bFJvxRSvpo8mPQtbCAsYU/hNmFCZ2cV3FMfQISIxY6YKbg0cgTXwcHBwcGMgeX26hMOeZRNbsTBFUyde7CbGBwaTV8QHoqWJpkKDcRMVVjVOZuKsKJ93abgTqxYi7vOvgLHn/eZwvOMLVqG/170Qty5/V3W/ficnwu8cnUk1bHgEZohuGrYXxzmy5LWLGUa5xscwe0BFo8mqmzDKyaYZHwd8J4HsXvs2Mz7plU1Hi9ARZmgPPgAECBLCnT2nSimmGy2iy0VzHZtGwyDJRsAAHs2PiO3LVFws/3jqIkszzTztwyOXbMo+UdOwe3sUm9TpUi4Yhvxg7yCy5NMJTG4yoDTBwV3zeNeDLz1Niw+4tSkX8oA/7bwKwASgrtivT1bN5DWoE0JbpcVXI0dnyvwPGEbdQqug4ODg4MFR5/9fuw6/cNdjwddyKiq4FKvN5UN1LkWAMDzCi3KqjhECi3KFQluwdxy7dYTUWsMFJ7H8z2c8cZPY9tpZlckIFuU2ZzIkkUZSAUJAJhc9pjMtrg+ltu/4RRchyoYOu5ZAIDa8iNLHyMHwgPmwH/PaFGW9mHqZ0iLCe47vvE7HPWeywvTmvPSR15grnlWX7wGe8+/EdtfdLFmKxF9V+leDVzB1SehskEMZl2yKEewK8E6i3IagxtDrT1OQGc926AKAgIMplmvPd2DAoAXNnDYMTux73U34C6y0ni+iA+Ys6Tg6gqc80WBdpgsFvnNvbPStoODg4PDwgAJ6lh2+nnYV0usorcOFVtFH+3QzTXblqSOy573Yfxy+dk45onnzGa3tCDER0BirCUPaEv+sL2yr4oU3Ir29V4LFkIQ0iSZ0sWWRySd7w3/+WW4feur040NDcElLcTRwrDwO4LbCxx/NvD2O4HlR5U/Jsx64z2DDSIwWJQzx4oscyrBzeOr19ydbIvsNoUb9yRHe4G5biwBwdjESi2hKqvgnu1fgePJLda+ZNoUsRkqMe2U4CoKLlQFNztYUpLayT2jgtufJFOiD4YB3mfZpUeXrbEq3tPrTwcATI5tBgDQnii4SX+aK7Yl+yzd0tU2HRwcHBwWJtpMZdyz9sw+92TuQ/f8tRHc0SUrcfJrP4mwZp4LzhYom+f9T/1CHOPdpt9JmQva5qwdocchZ2qSqUwWZU0oX6bW7cA4Dqw4Wbz0BkZz+wPA1KEDM+/oHIArJtkraFZKbPDU4G9jDC5TcEWZoHyhIK6ABooqa8skuHnyN9b+Ldp4XHIOi4Jrq/eaZFHWK7g8yRQB8KGwOHZBhrDX5LIod2hRJgEg1eXNWZRzCm4gVkA9UEQKwe2Hgqu2FxiSLPi11EZj+74Of9r5OPTkVyP+0WXA7m9226GsXRDhTaw66k9w6/FX4IQjTuhuow4ODg4OCxK8pB3pdQWDeQhdEibVyZY9oMfzmUzb6e95FLkDk2hgEGrOF6W0Y0GSqarodVUMHpbIk0zZsigDQKQkmfIk8cwfGNe2MTV5AIPD1TjLXIS72+coiKLgqkRKvF/Gogy9RVlOh06UG+Op+y+z9m/Z6iR5gxeaBwtT5mcgq+CqbXNLte5mLQQrTaTGXXSq4Korl7kkU2o7xAdhD1OfxIiVj0BmScFt286pKrj1Qe1uGYJrHbQJBibWi/NWiZEuA921Ln4/4uGwI08sXQTdwcHBweHRjalliTW5sXRjn3sy9+FrYnDbFi2MeH0kuNI8ICQRpklenSVklglunyzKYziAc/3/RBSlk0ydaEWVcEdf4hbhoF7BnV4gCu6cJbiEkKcSQm4ihNxMCHl7v/vTa3hhth6pSqQ4fFLeoqwG4cvB9Gpx628MvtDaPx7wb1VwLTc+tcTgcpiI025/ubljNUbeFIKmWo3LQh3Y1c9EPC+TiComPogvx+BSDGAKQzjE3psdBdf2AFLb82omgpteczYSrsY5dzt5oi3JlCO2Dg4ODg5VsPNlH8DNz/0PbNz2xH53Zc5Dt8BctODdLxDFqTdNGrqdMi/nu4LLSey7yWfw7vCLWH/gWrFNl6/GH57IvA6ked7Y+GJ1dwBA89DBbnS175iTBJckV+0nAPwpgKMAvJgQUiGAdf4jFydgmNinMbiKgisfasiiLKdDV9XSJi13aQShJQbXcuNTSwxu2ic9c+KFxbXgac9Jd8oE5YixhpzK9h1KAhEv7YGCUuA39b/ADY1z2XsxZuOBEFkIbiPMfhd+PZ8aHgCCjIJbwpJkWHSZKfRJpvTJwxwcHBwcHGzwfB+bj38cgpp5Qd4hgS6Lsm0B3fd790z+xdZ34qpFUlUOrwzBVXOQdPsa6LGCS5L58hCzYoftSakn+Tlzc3k2sZovxUr7wxPA2V/G9cOPFe9dedQ7MTaxMLKOz9UY3B0AbqaU3goAhJCvAHg2gN/3tVc9hJezKOsJB1/NKaOi1eJs+m8/o+BGkLfGcbksamqSJQA4iIa4+UyQFVwTkTURXxv58htJMXDVHm2LB7ZBJY46oiyTYOr5APutfMSIKBV1fYHEfj0bK35t4htjYQfC7GfwDRblsC7H4Jq/Y7FqKn6HbluU89dULBnaHRwcHBwcqiIIHcEtgl7BNc8vaoaqDLOBU85+a/YNZZ7X9AaQq/Kj5k2xiDKdoPcxuMkHbLK5qUfThLC6OfPizTuzx2fcoQTY+jQcvPxfAQCH0MDOFyrf8TzGXJVDVgO4S3p9N3vvUQO/rEWZXdA8mZGohysNRlxhrNEs6axJ6dB9EbjO3ihJcHUPjIf8pQCA5uQ+43Fy2R6zRdlwrIbg3vakT+Oqxc/AsnVb2cFdKhOUU4Lz55HjXynxhcWWgOaUdV3fugGbgptLMmVQcDME19JHcTpebL1cF0tDV++OOouyg4ODg8MMQAKNwueQgZbgsjlkpJn/kFC/YN4TKPOzlp//fVUbs5xrpBvodVUMPlefpozgRq3cNhmrtmRr3wZytmseZsbmVZ3Ok+cq5irB1X3LmXk0IeQ8Qsg1hJBrdu/e3aNu9Q6+knLdVAdXtSinOZTTr4uv9AzQSZjA1dyAE+nYXgdXHKdZDdsfLgMATO9/0HhcNgbXYFHWpDxPjs1/FxuPfzx2vOFLKTnKlQnq1KKsKsH588QKweUxqj7inLLuIZ6VpARyrbMclD7XDen8ZYJrXZXkyaX4g6PLQbhFSaYcHBwcHBwqwy2QFkJO0Mnzi/D5hTyP+l39RHZAH2Nwld9zytcnTcocUx/udie6e74CcMdjiyu4cargqhblW/zDMjG3QDYGV/Td4645R3B7gbsBrJVerwFwr7wDpfRTlNKTKKUnLV26tKed6wXUi9IzZFH2FIuyjmtM0URlHaBm27DPbgyfS7gzUHAn154KAKiPLTMel82iXA1aOqUMsmr8b6dlgvLEUafgpoNsTHypTFCcU3BnK8mUNY2/miafxcy0lfTxtUaq7OoWEcTZZjkGV+dW4BZzV+bBwcHBwcFh9sHnNtzJJit8W97073j4dX2OGlRjcAMNeVXmE+HAyIybPUTTeW+n4W+dQii4GoIrh/vdNnEGNr37WqioyQo2V3DFAsbCIrhzNQb3agCHE0I2ArgHwNkAXtLfLvUWOYJrIBNq9mMOmVdxcpevD5YiVXAlglviWg81BHfbC9+JW64/A8dtO914XKLgzqAckAqF+Kgre51aL4qyKCfnVhXctA5urNQJSurgzkIMrleD8WvUXDs/PuEjmJiYwNE/+DPxXmOgZJkgvo099LptUVZLPCVt8JVGR3AdHBwcHDrD9ce8FY2JDdjc747MA7RIgAZawqIsz3UaA4NoDPTRnoz8PK/p68KvsnO2gaFu13ftLSlcTx7As/yfo8Usyj7VW5RNLrygnjr4HpqiWAKIvDG9JuuzjTlJcCmlbULI+QAuB+AD+CdK6Q197lZPUR/MrjKZLMpyoqgRTAprskxwuW3BlviJ3xi+z+IqaTmCKxPx+576Gdx16x+wI6xhk4XcAiyLMrMgV1dwNUcoN7N6c1e1KEeUwCc0F++rI3NyDG5MApGF0EMMtRCuh9lJMtX0LHElmrI7j3/OuaDNg8AP0vdqkt3c1kciLMq9GwxbWJgWGgcHBweH3uGY57+z312YN2gjBHBIONmmUEcDTftBvYSnxuBqCLcylxkanrmCK5fY7DUp/Ifw/4NHKH4SHQsA8GMpiak8QzUkYw2lOXs0sgYAQJlFeaEpuHNWDqGU/ieldAuldBOl9AP97k+vMTiSrU+lS90OpMT0eHIzrmu8Ckfu+XFuH05wTTGtyTaeZCq5wD2qj8G94ZT/iz2vv1G8DsPU5rpy68nY8ZL3GNuQQSlJ+1VRweU3YUzNN+NMsyir1pyUxOa/w4yCC08QwCQGV6PgzmAQ2UP1g3PLtxBcw0BHvPS3e+SZ/5RRTqm1TFBWwe26hKvBQSSfL3QhVA4ODg4ODrMOHufJF/qnbAvpfYCaQIo08vMjdSE+CGdeBzeUErSS4RUzPl8V8Hn8NBL3pCcRXJJRcPXzzCBIXZcTK5JIUOItTIvynCW4j3aMjI6X2s9nxPQY73YAwOEHrgKQTTKlq42lgq9IcYeyZ0gcVB+ZwKKlK9NzyzXFwvKDXxKDOzNm1JINCIUW5WqXOt8/FgSXZUameTLepkoMLiud5CMGodlY5plalMkF1+C6Mz4ntc3iaW0EV6Pgqu+Przwss8mmeBMRDzt7g+G9L/8l9r/+OvE6evpHcM3wGViy9shZa9PBwcHBwcEhQZtkCW6LzK0yS+o8z9cQ3NlOArXs+CfP6vlN4OUp5Tlm1qJsEjbS74MLZ9TjJYfK5d6ZL5iTFmUHJCRp52uBrU+37heijSEcki72PAEz1ZmVkd4YCWkJiOFCV63SMsGtkIKfElSOwW0hQIg2JhvLgOk/4LeLzsSOR/6TdVshW0qsZlWCmwzsTZFsKbHqNHOEFVDq4MKDz1bIQtIWZZtEt2ao4I5PrMBBieRF8BEgRltnzRGNmgiu9J142VVNm4LLB0ieWn42BNxVG7NEduv2JwHbnzQLLTk4ODg4ODioiISCyxf4+9kbDRRnoz+gyaI8yxbi9Udun9XzmyDm7DLBlX6gWhWlmhPcbuTDmUNwCu5cxp9+CNh4qnWXi4Kv4YbGuRjENIB0NUfmVWUuWrV+lvkYC5GsoOBSeELBLTv88NXDVmMC+y+8DevOep/ULUXBJcXJoWzg9g+ebImvZEKzgJBph6SZpQNEuRUxD/GMY3DlOrHcSh0HNgW3RHu+SnBtdYSZgusSPjk4ODg4OCxI8HkPz7JLMLcUPnWeVxvUJJDSzLduPOPTM25718Am3PGiK4zhg71CKmplVx/WLbGXQ9qDVO0mviO4DnMQx3u3AgDGyAEAemtpGWrHCe463Id/q70P4zig3c9qS61QY66TLMq8rE1ECUbGFmdiCfIW5Ww/qyaZapJ65jibRZkq5M9nFuUAEWissyjPbEVRLhnV5un7NcXWf7nmlbgtOAxTrRIPpRzBVZNrpX0WtiCeRbnLdXAdHBwcHBwc+otYsSjPNKys2+AlDznqQ7o6uPn51tbHvxA3+5tm1PbUyHqsP/LEGZ2jG+CilipS2azZt7/oh8Drr07fYA6+hUZwnUV5gYBnSKaEYKoVZbMol/CV8GzMn2q/CxPeIwCASTRypYW6FYROpRhcW/IrGVzBbbPkUl4gX75KHVzFlhtXJJVNpHG0SdshQKG1KGcbJghYNuIAUU7xJUnnKvVFhbxiyIk3DfIE9zGv+L8IfVIuVjZnUVazUBPcEWzA+vbtgqCLWNwqnXdwcHBwcHCY84i8EIiA2OML/BR/DLZgKhjFcX3uG4BcAs2BYU3uGsN8a/Cl/wp8YWfHTfe/pA5zQLJKHblQRIvgtOHIk5RdWckhR3Ad5iJCJFmPp9sUW9/9PfzpMWlmtyoW5Qk8It47RAYwSJXSQl0K2KcdJJmKvBoQpYmVfKuCq6SPr5j97571z8WG2z+GgwMrgWYaw1us4KZZ+pLEXXFmz+S3mNnA6Etqa8QsyqSWJ7i1oMJvVULBXfrGH+HO267DOv6miMGdW6u6Dg4ODg4ODp3hEK1hgDTR9JJ5BVdyPcTY8q6rbYf2FFmRAxgcziu4pgX+VRu3zrT1GR4/M6RklCWIraDgqqDOouwwl8EJ7qF2Qjb+6/r7xbYqSaZuIYK+YIrkSaFusPjuiZ/Dj0/5bKX+JhZlvvJU0qLsJcpozFas5FjUIovyZGN5pf499s/eh6m33oOonqwI8jpw2vJJylfCLcohIpA4m+HOm2EWZSBrUeZljHgMBa11WOOtIMkUBcHgyCKsO+408R6Z5eyEDg4ODg4ODr3F/X5SKaPtJ4lDqbAozy0C5CuJTQeGxnH7Wd/FHU+W5qOWecpNz/hmYtftBH1WcHnlE+4qzBPc8iGDnrAoLyyxwim4CwQ1kfU4f9OVUUo5wd2FJdiEOwEATa8B9Z7RJUh65jPPqtZZcAWX968cpv0hAIAXJ4XGg0AiZcpgoyYfaA1WI7jE89AYHBaEvuU1gAgI42nd3uJfFAShZFGW6+AGiEBAZ2xtkYl9JG5hArzychzwRjHymVM6OWn2tcairMLzzKq2g4ODg4ODw/zD4Cu/iSt//g3gvt8Bk3O3PmrQyDrXGsOjmFjFFuG/fy4Ae96YI056Qql2Ing5++5Mk4XOFCnBrW5RVqGG9C0UOAlmgYAruG0Nly2zKsPLAjWlOmdhLV/2h3RpoIuVJFOtEmstLVYKx4sS27SfIbiqgqtc2iMr0RHYeVte8l3UVMs28mVyOAF9c/h1jMRpsi5OcGeq4PqZJFM8yyEB1p0MMtJh0fFCBTcPHmusVbUdHBwcHBwc5h2Wr9mEnS/8S1EKkMObY4vZQX0o83pgMO9g6wYR1ZeZ7LOCS1QFV5mlVfjcJKhQUmgewRHcBQKeJCqK81SkjILL7Q08uRIArBqr5/YLw26t9KQxuARphmQbWkEymAVRoqL6vi3JVHZgDsZXd9ZLtvoX+Yldu07tCq465L3Wu0z820c04zq4QDbJFM9uyAczv9OU9b5SwF0huLoB3mcE149bnbXp4ODg4ODgMDchlL1qFS96BbU8oh/k56elkmwWINLMf/qt4IY89pYtOuTs41UIrurgWyBwBHeBgNsneHycDXufAAAgAElEQVSqjDKDUsD2kW/a+OCD4t88mdG6xdkVs04RZwhuLLIB29BmBNdnNuFM/TF1EFMU3PrYss46yhVcFouiI7jZprOLCaOYFP8OESW/xQwHRrk8Eo8N5haijmuyKQsC1Cu2KAc1p+A6ODg4ODgsRIjyQJTP1eZWjGZj0F7rFUDXEqPmMfv0aV+41LgtYK5NblGuUiZIBfEXpoK7MGn7oxD84lbrrgKJXqiLIZChS/gU7LtL/DsmPnwadS+LMiHSoMmstgVjZ8RK4QS6OFiF4HpKTMHgomoxuOl5k8/LVwoHSb7tTI1Y5UM0SFP820cMgpknZ/Ik8hnzW5h9l36nK3HqAkHOopzvc8gIru8IroODg4ODw4ICz54sixFzCes2HI7bjnsz9kc+Dj7yIHTZR7oRVqe1KPcgydTo636IB6/4GCau+3Rum4jBhcGiXCEG11ugCu7C/FSPQvAY3EwBXAYPMQ6RAQzTg8bjA8NN8puBnTj60K/Q9AcRtptdCzugSgxuRPLxvirikFmUtTbhLDzp5v710Gk4dsu2jvrJszHHvq3MkExwsw+AFk37EaINj9AZW1vk+GK+wsoXNlRiP4NGMi91aw88RjugzqLs4ODg4OCwoBAki9ic4Ip55lwBIdh41nsL9imeb8WUwCNmhUW3pSeJtxatx94jXqAluKlFOflN8jG4VQjuwlRwnUV5gSBU7AoyCCimNSV/ZKQKbnqTPNDYiLE/+xIeeM0f0jqy3VJwqScGTQ9UJEuyHsMU3LBMzCcjgW34eMxffleojZXBki/RoGbcJZL6ro6R8vcZEvZw6OLKX8T7xwlupxZlFV5xDO7ipUnirt1bX9KdNh0cHBwcHBzmBLh1lS+kh/PIrfXTsWcCAAaGi23MuhhbGToH2+xZn7MwiRZclPKVMkFt3tcqCu4CTTLlFNwFgpBnVNNYSDxQNL2BXMkfGYGG4Eav/AE2LpsAADzEatDmkhF1CEqycR0RKT4vrbEsyn7xwNItywUf4CkIHsBi3H7Eq7BT2SeW7NWqRblOUjLOB6RuDozcQgRuTe8SeVazKOvWMBtDo8B7H8Fxfa4H5+Dg4ODg4NBdpPOfZM5SI/OH4J543j/g3l3vwqqBfGZlFbGixrbhp/M1zXagd0mmTKIFz6LsK1mU2wgQoOlicOEU3AWD1Dqiz6Lc9Adz78vwNTG4qxi5BYBYKIXdGeAoPCmugyIqYa0dWnUUbhh5HHDmXxXuO9M4V3EertxGLSy/5DbsfPE7c/u0vZSc8wWGKS/5vutICW4d3VdwU4Lb5QePsvpnTC7hyK2Dg4ODg8OCw6odzwEAhNte1OeeVMfA0AhWbdxaal/VbtyGSio185wezX1M6iqf8/ssRIzP3XlC2CoW5Y5zt8xxOIK7QGCzKHugmGrYswjzMkM+8kmqAOCh5Y8FALRrYzPppoAcg0sARCXKBPm1Bo6+6D+wefuZhftyBXemSRE8RnBJ3DTuE0t950Ne46LrsZeMZgiu+I26eNsJpbXD+nTXHHsJrl7yrPwGZYFgrpUHcHBwcHBwcJg9bDjyJOCSvdh0UvGcaz5DtSirVT20Cm6P6JOJfHKFOWRzTI8wgstFD6+CgmsJwZvPcAR3gUBkVNMQnUZAsH5TspJ1R7BRe7xPeKpxPcHd+tKPAK+/CuGSDV3obUJw0xjcGDFTQfdiGFdOnIXrTvtk7pjxZeVr2QYsAZI/w7T2hFuyI7NCytXtDIaWYJ8/jpqG4NIurvxRb2ZE/qTnXYjtF/xLfoOy+me6LhwcHBwcHBwWLuqNxJE2STvMZTLHoeYYiXJVJHRztt4ouKYatTzJVCAU3GSu6xTcFI7gLhDUhDqoIXQ0RmNwGLvf/ACmdpyvPZ4rdMaSL34ALD2iK30F8gour3EbooWd538OY6u35I5Zuib/nglBzZ5UqyxarDyQLVMwJ7gHMIAjz/6AeD9CkInB5UmmumWfTtpmCnNkVpg7gmJRDqgjuA4ODg4ODo82BGENv9z8Juw6+z/73ZVZgUpgI0XB1RHcXsXgBgbyyUWHUCG4sSC25cUdL1yYMbgLk7Y/CpGWCdIpeRQgHpaONvCI0e7AYnB7RGQoySq47TBJBDCIpARQoLFM+LXiUkIcHWdNVnDcqc/Bb3//Fax8zvvMO7EA/Zu3vw8nTKwQb8ckQAMp8eSLEFWsI0VohUmGwG4TXJJTcJ1F2cHBwcHB4dGIk196ab+7MGvIWZSlxKFA/+rgAgAxJZkSFuVk7idicJlFmcZRaY3Z71Ly2LkGR3AXCNIsynoFl8dUmgLWhYLLbprfnPpJnDAL/RRdkizKBACtZVO5+zNMWx7Wy5NhG0YXL8Px77jCug9XUWl7Wnk/S3D///buPFiysrzj+O85p5d7Z99gZnCGbdhkB0dwQTBggWKxGGKJGkFJYlQslz80CqWlhSbGSqVM+Y+hEolWxS2mLAUrWJpoMFVRIooIKjCsIiCgiDAwc7v7vPmjT/c9ffp03+57u8/W30/Vmdt9enu773t7znOe933exUJgK/9ifNbVtcr2d5dO6iwTNCkulsEdtkYcAABAEcXn2LZiRaaSapCkl8FNPhauhyMC4xncToAbBEFfqaxBGKKMXFssYJSwDm4kwF1qwrqnQL9cc7pOPufSKbW0LegJcAO5em8pd7+6sjNKlTGyvSvVDItMWWx93sAqmrP+ObiTWCbo3no4XDzMdE+qunWHjbGGGgAAQBH1DVG23uPkpBokaRWZssrw4LNT56UThHdW1ghaoyc9/JIOUSbALYnuHFwXz7R1rrf/gL0BZ4M6Q1ArrhkZwz9NvXNwFVsmqFLtHWJ880nXjPXstQllcEfR+WKJrx0brwxdm2CAu/Mvv6qbT/5r+ZsODV9swkPLU+kDAAAA2YlnbINYgFtJqk2T0hBlf8AQ5Y7FALd3Dm4wRtLDL2kV5XLmpWdQNAN7oJ7UXs1pr+YXhyx3hygv/srvuvDrckFTR99wSc8yQU2bfreIV1GWTLce/V6tO+qlOlxSJTKHdu8bb9BpR75srOevpZjBPexPrtGPvvi0nn/2ZT37XSxor9rkhiiv37xVp118pX7/xKO6947rtO3Vf7Xi5+xBBhcAAJRcJ4PbcL6q1urL4FYSV5FIJ8CtLDFdr5M46Q6jDtvebLY0aiWaaorHy2kiwC2JaqSK8s1zV+qeYLuua70y0un7hygfderLte+5vdINi8vpeGr1ZSKnIV5F2Zmnk1//ke7tPX/UQ4KtO9efoaOf+p++/TbBQk5L2bbzCG17/w19+4N4gBt+SU5y7saGLdu04cM/ndjzdTBEGQAAlF0nwG1aRVW1+jK6i/VTIlKag+t5w8O0epjB7YzCDMKCUa0hS1vG1cJloMqGALck4kWmdnmP6GPedYt3CIdTxIcidEqQ+901tVpyKWVwO8OnkwoY9VRBHhJwH/3u6wdUjs5ePIPbXRM3paEtK0KACwAASi4Ig9WGKprX/r7kRNIxampFpkaegxsOUQ6LnrYao6+sUS9pgMsc3JIZuJxLwhBlSfIrnQB3sYpyGnNwnXmaU0OV8MxY/MuiJxAfFhB6XnuN3gEe97asqJ0r4WJzcDtnAZMXDc8XMrgAAKDsOvWGG2ofs8XrpzRc0vFQShncJebgViyQr1Z3tGazulqSFOzfO/JrVEpaZIoMbsnssoeTb+gEuLFg0DxfgTP5tjgHN75EzDQ4mdbac/q3Wmd92VjQFwlqbYkhGoP89vKbtHrj9mW2cOWclxzgpjW0ZSUIcAEAQNlFhyjL9ReZ+uXciTph/096H5OjPEVNjW6Sqlld19658HSGLcqH/B9pYyxb7cnkG8KgqlLpn3belBfJ4AZ9f9zT0f52OMXb0742LEu7zIBw82EnadWGA5f12ElwsZMJNUspg/uOH0rv+MHKnoMqygAAoOQ6hVVbYc4vegz8k9VnaPUFf9v/oBwlKmpqdocoP7f1BZKkxuGvyLJJuUAGt2Qaqqg+ZEK8X+sPcIOeALeVSnATX1h76JpiRc0mZpXBPfCYFT9FJ4PbUCW5wAIAAEDBNbw5qRXJ4EZGDZ7yvm+2L3w1/qj8BLh1NeRZ+xh+7c7jpAsf1bbqfMatyl5+fkOYiHntT76hk8FNKAfekr+4Dm5aQ5TjQd7QDG6OxoKMoX+IclhqvgDvx8J5H00V9OQCAADAEhpe+7i40Z17u/QxmvPycxxXs8Uhyma+RHAriQxuoTXlqRIrKuUnVHuTtDgHt9qfwW2Z113nK60hyhbP4A4J+go7H7RvmaDOEOX8n1fqfOYEuAAAoKxa/pzUWCwu5TefHeFR+TmOq6vRLTK1c8ua5T3J+X8nrc6uKOs0EOAWWENVVQZlbOO6Gdz+MztO1l1eqGKB5uu1vvtMmm/xas+Tn4ObOb/3c6x3lwnK//vpBLgtviIAAEBJNf12BrcT4FZbowS4+cngRgPc+nIrIp/2FxNsUT7k/0gbAy1ojEA0zJBaQpGpQH53gnrdczph5+aJtG+YSli1ebF9g7uipVL0agr8QXNwM2jLmPxwKPuCTf9kBwAAQCY27ZIk7ZvfKkmqjRDgprUO7ihqai4uEZqjdmWtoJEDJKlpVWnAiOQ+nU7vJwW4tvjHETT7htZOQ3xodTkzuL2fYyeoL8IQZb8erqVWgLYCAAAsxymXfVJ333SyTKuk7/9X4pS5wJm86BTAHB2X1iPLBBW2KOsUEOAW2MJyAtzEDK4nT4FMQXuocgoBbnyI8rA5uPLz80UyDosVmaoVaIhyNQxwq502AwAAlIxXrevIc96ihf379IO7vqv1p1wk3Xhpz33aK5REjodyVCz0y/Vr9LgL178twPFlWvgkCqw5zvDRTqdPOjMlT57cYlY1hTNA1VgG14Z2xWJ2U/PjAW6YwS3AF1Btvl2ooOoWMm4JAADAdNXqc3rR2z+jtVt29N22EMsH5mEknouMfDzA/tC+kMIyn0WR/W8Iy7asADeBkyffgvYauFI6GVyNkcEt6JALq/T+fhbXk83Pmb9BavNrJZHBBQAAs8Pz+4+BF8ICVAsuPB7NQQbXJUw5LOrx8jQwRLnAmt5kAtzAPJmC7lJBWQS4w74sCrtMUCSD23D+4jJBOfhiXEp9VXuIct019PNzPqsgCHR8xm0CAACYJj8hwG2G4VK7LkkrF0OBnV+XWvt6d5LB7SLALbCWjVEOfFiAGxaZ6swveGKf07RXw+qrolzCIlMWWSZoQRVVrZPBzf/7qYdDlD1zOvbMSzJuDQAAwPQlZXA7RV07y/GkOdUskHVXOolylboUn0VWgARKWvJ/pI2Bml7C8IRBhmRBXTgHd4M9I0l64Lm5lTZtSfEqysO+LCyFjPI0eJE1h/erqtO8O9tXCvAFND+/OusmAAAApMqr9B9zPlvZICmaikkvfHIDEkAMUR6OALdItp3Qc7U1wSHKngLNhRlcq84PvO+kVLrzUUPDgr4CBISJKosnCvZH1ywuQEa6Uhvj5AkAAEAJ+AlJlc1XfEU/Puo9etA7SFK6U806yzW2FAteK/0xwP6goMfLU5D/I20suvx6Nd/8H92rlrDkz0CRP8aHz/+cnrjg893rnQxuZxkbvzr94Caor4/tGZbBLeYZKasuBrgNt/geBp2Ny5sH/UN0y7EfyLoZAAAAqfCq/dP/Nm0/VKe+4aMKwiDTMki8NOPTEiv9oy29NQem1Jr8K+bYz1k1v1H+jt3dq5vWr5WeGvGxkazhQadd3HOTkydfgWphVjWNAPfYP79WD3/6TB3UfKjTwMF3LkDGM4kXyYQ3o2feCvJ+Dv7QbTo460YAAACkxF9iSl/0Zxq6GVyrqGcqbizAfVJrtbE+/RGYRVGMI2109aytGsvg7tWqIQ9caoiyU83aGdxKdfpzcNes36zHjnpD9/qw4R5FzeBG5+D2BLgFyeACAADMEr8yuIBr91g11URF+zXj0xKjhUwl6VkbEgPMIALcookGgrEJ5gtDik49ta858DYnk6egu4yNl0KAK/UWlkoa7nHbpnPbtxW0yNTaLQd1L0fnTqRZfQ8AAACj8ROKTHV0M7dpVlEOl/5pWW+74tMU47fPOj6NIqv1nq0ZNrfz8cac4rNeOwLze4Yop1VgyEX+GJOCvuPf/q9aePZJ1YZ82eRZNTJUpFHAIcoAAACzxPcHZ3CDzvFbinNwG15N861n+zK4tz/p66TI9ZbGWDp0BnCkXWSV3rH2wwLcuU07B97WLjIVdItMVeppZXCHD9v1qjXV1m9NpS3TUIlUuOurfgcAAIBc8fzBx2stax/XpVkstGntpFMQKzK176DTe663jOPMKALcAvMSSoQPMr9u48DbXLhMUD3FObiSetfrKupSQEN44TyOfa6qZvRPrYTvFQAAoMyanamAKY7Ea4bTEVte+5jyufW7dEftBB3x8jf23K8Vr7I844o59nPG7fXWanXwtCwW4AZDzlfMr1438Lagm8FtD1Gu1dKfg1vGcy2VcGi1k6npIn9qzg14BAAAAPKo5acf4AZhUB2EAe78EWfquAs+1Xe/Pxx/WWptKoLyRRUzYG+9vc6V3/fbGzJEeX7NwNucmXxbHKJczWKIcgmzmp1KfHvmjuvJ4HoKsmoSAAAAliHwOkOU09Py53pfOyG4fvhlf6MXXnxliq3KPwLcAnr06DdJkirreuenBjLpebuTHjJ0ToEzXybXraKcVoCraHXkEga49blV2vOab+qwK7/Ws0yQOQJcAACAPLr1+e/XL87+5779LqxcHDT2p9aWoLverYv826s6ZGmjWcUQ5QI64aL3SOe8Xpvq66TvXqXf2GZt3X9/O0i87Ova+8idWv0vZ4/8fE7WU0W5mtJC0dH1bdOcsJ+mI046I7y0+P6MDC4AAEAunfy6qxP3B535sAvPpdYW1xkWHbTCH62+7GSloKuNTBMZ3AIyM2nttvYyQVc9pF9sOEtSeFanvkbeAUeN9XzOfHlyqllDLWeqpHQmyPxyZ3Cjom/PmIMLAABQLGE21TX2pfiaYdIpPHZ0CaMAq1UyuHEEuCXgvN6O7Y8ZoDpZt8hUQ5V2AJ2CaAbXr6az9m5WrOdyK7N2AAAAYHwuDDaDFAPcR469Qg96O/TgmhPbbWj1H0NW12xJrT1FQYBbAp1MqBee1Rk3A+vMl69AdTW0kOJC0V5kDq5XXZXa62ahN4PLEGUAAIAisW4GN70hyqefdb4O/vAd8jfubL+2SwhwNx2cWnuKIpMA18xea2Z3mFlgZrtjt33QzPaY2Z1mdl4W7SucMFDsVOcdVlAqSXsd3HaRqf0pTsuODlH2U5r3m5XeDC4BLgAAQJFsfcEFkqQDTnl1+i8ejtYMgv5jSG/DjrRbk3tZzUq+XdIfS/rH6E4zO1bSpZKOk3SQpO+Y2VEu6XQFFsUC3LGZFxminF4GNzpEuVL2ANcW592SwQUAACiWw086QzrhSR3hpZ8f9MKkkEsIcDW3LuXW5F8mGVzn3C+cc3cm3HSRpC855/Y75+6TtEfSaem2roBWGOC6ToBrKQ9RjmRwK/WSD1GOXibABQAAKJ4MgltJkt8+PifnN5q8zcF9nqRfRa4/FO7DEPE5uONy8rrLBKWawY0EuLW5cge40T+0smerAQAAMDkWJrOSikyh39SGKJvZdyRtS7jpaufc1wc9LGFf4poqZvZWSW+VpIMPnvHJ1eFZHS+hOu9vVx+h35zxMR075OHOfJmcamqoZemNWvciQ5RrZc/gmiQn3Td/vE4597KsmwMAAICCsO4QZQLcUUwtmnHOvWIZD3tI0s7I9R2SHh7w/NdKulaSdu/ePdMLi3bO6iQNfd183ge0+cRXLfEEpsO9R3W4HtXPbLw1dFcimsGtljyD64cBrr30XWMXAQMAAMDs8qphBefm/u6+u+vHacvCr7Uxq0blWFZFpgb5hqQvmNnfq11k6khJN2fbpPzrDlFOmoM7wpq2zhYDrqZls0xQfX51aq+bBa9TZMpjMW4AAACMrlILp7dFlija9t7/zqg1+ZfVMkGvMbOHJL1Y0jfN7FuS5Jy7Q9JXJP1c0o2SrqSC8tLMr0mS/MQAd4RfceQ+vqWXDPcqiwHuXMkzuF7nRINPgAsAAIDR+XPtRJBr7uvuWztX1do5jiuTZJLBdc59TdLXBtz2cUkfT7dFxTY8g7t0gOt67rN0xndSonNwK9Vaaq+bBT/8WBcooAwAAIAxVGrtRJBFAlwMlrcqylgGb4UBbvQ++2rpjeT3/byNkJ8eCzO4jRYRLgAAAEbXqVXjNZ9b4p6QCHBLwbpVlBOGF3tLFzSKzsFtrN4+sXYtxSqzE+B2MriN1kzXQwMAAMCY5la1hygnFZRFv9mJMEpsaCZ0zAyu1qYX4M5SBrdTZGqhSYALAACA0W0/5BjpJe/S6lP+NOumFAIZ3DIYVrhozAC3vmnHBBo0GvNmJ8A9aMchkqTjtq/JuCUAAAAoFDPp3GukA47OuiWFMDsRRon5Kwxwg8jSNUe+5OJJNGkk/gwNUV53yaelm0/U6mPOzropAAAAQGmRwS0BGzpEeYR1cMNlhh5YdbzWb946qWYtyZ+hDK7mN0hnvW+kOdEAAAAAlocAtwS86soyuM4Ll+gZIRiepFkqMgUAAABg+ghwS8D3+9eQDTq/WhshY9ipwpxyZbbKDBWZAgAAADB9BLglUE3I4HZr9Y6SwfXrkiTf0g1wrTIk8wwAAAAAYyLALYFard63z3UzuEv/ipvWzqT6rjXRdi2l4jMfFQAAAMDkEOCWQL3WP0TZKZxPO0KAu+DCAFfpZnA9higDAAAAmCAC3BKoza/u2+ds9AD3mWb7Pr5SzuAyRBkAAADABBHglkBtfk3fvu4Q5RGWpemsg1vz3BL3nCyfDC4AAACACSLALYH5VUkBbieDu/TSP9s3rZck1f10A1zz2t3vh5svSvV1AQAAAJQTKbQSqCYVmTKvXUp5hCHKp+7aJv1Yqjz1wBRaN1zjqsf0QjK5AAAAACaAyKKkxikyNb/rpe0LBxwzxRYlSwrOAQAAAGA5CHDLaowiU5pbL73lRmnDzum2CQAAAACmiAC3LGprpV1/FNkRBrjeiL/iQ1488SYBAAAAQJoIcMviqod6rgYW/mo9luIBAAAAMBuoolxSrU5g6/ErBgAAADAbiH5KKrAwwHXpLv0DAAAAAFkhwC2pSlidOGguZNwSAAAAAEgHAW5JrX3dtdKhL5O3eVfWTQEAAACAVFBkqqx27JbefEPWrQAAAACA1JDBBQAAAACUAgEuAAAAAKAUCHABAAAAAKVAgAsAAAAAKAUCXAAAAABAKRDgAgAAAABKgQAXAAAAAFAKBLgAAAAAgFIgwAUAAAAAlAIBLgAAAACgFAhwAQAAAAClQIALAAAAACgFAlwAAAAAQCkQ4AIAAAAASoEAFwAAAABQCgS4AAAAAIBSIMAFAAAAAJQCAS4AAAAAoBQIcAEAAAAApUCACwAAAAAoBQJcAAAAAEApEOACAAAAAEqBABcAAAAAUArmnMu6DStmZo9LeiDrdgyxRdITWTcCuUBfwDD0DwxD/8Ao6CcYhL6BYYrQPw5xzh2w1J1KEeDmnZn9yDm3O+t2IHv0BQxD/8Aw9A+Mgn6CQegbGKZM/YMhygAAAACAUiDABQAAAACUAgFuOq7NugHIDfoChqF/YBj6B0ZBP8Eg9A0MU5r+wRxcAAAAAEApkMEFAAAAAJQCAe4AZvZZM3vMzG6P7DvJzP7XzH5mZteb2brIbR80sz1mdqeZnRfZ/8pw3x4z+8CQ17vczO4Ot8sj+z9uZr8ys2em8T6xtBz1hRvN7KdmdoeZfcbM/Gm8X4wuR33je+Hjbw23A6fxfjGePPQPM1sb6Re3mtkTZvapab1njC8P/STc/zozuy38P+aT03ivGF8G/eNGM/u9md0Q2//O8LHOzLZM+n1ifBPsG33PM+D1EvtQLvuGc44tYZN0pqRTJd0e2fd/ks4KL18h6Zrw8rGSfiqpLukwSfdI8sPtHkmHS6qF9zk24bU2Sbo3/LkxvLwxvO1FkrZLeibrz2RWtxz1hXXhT5P075IuzfqzmfUtR33je5J2Z/15sOWzf8Tud4ukM7P+bNjy1U8kbZb0oKQDwvt9TtI5WX82bOn2j/A5zpF0gaQbYvtPkXSopPslbcn6c2GbTN8Y9DwJrzWwD+Wxb5DBHcA5d5Ok38V2Hy3ppvDytyVdEl6+SNKXnHP7nXP3Sdoj6bRw2+Ocu9c5tyDpS+F9486T9G3n3O+cc0+Gz/3KsB0/cM49MsG3hjHlqC/8IbxPRe0vFybQZywvfQP5lLf+YWZHSjpQ0vdX/OYwMTnpJ4dLuss593h4v+9EXhMZSrl/yDn3n5KeTtj/E+fc/St8O5igCfWNQc8TN7AP5bFvEOCO53ZJF4aXXytpZ3j5eZJ+FbnfQ+G+QfvjRr0f8iOTvmBm35L0mNr/+Xx1+c3HFGX1PXFdOAT1Q2Zmy28+pizL/0deL+nLLjzljlxLu5/skXSMmR1qZhVJF0deE/kzrf6B4hu3b4yqUH2IAHc8V0i60sxukbRW0kK4P+lg0g3ZHzfq/ZAfmfQF59x5ag9Zr0s6e5wGIzVZ9I03OudOkPSycHvTWC1GmrL8f+RSSV8csZ3IVqr9JMzmvl3Sl9XO8N8vqTlmm5GeafUPFN+4fWNUhepDBLhjcM790jl3rnPuBWofJNwT3vSQes907pD08KD9ZnZ6pODHhUMej5zKsi845/ZJ+oYGDC9CtrLoG865X4c/n5b0BYXDjpA/WX13mNlJkirOuVsm/qYwcRl9j1zvnDvdOfdiSXdKunsa7w0rN8X+gYJbRt9IZGY7I33jbeM+PnNZTwLO86b2hOnoxO0Dw5+epM9LuiK8fpx6J27fq/Zk7Ep4+TAtTsg+LuF1Nkm6T+1CDxvDy5ti96HI1Az3BW8PoD8AAAFiSURBVElrJG0P71NR+yz7O7P+XNhy0TcqCos6SKqqPXT9bVl/Lmz56B+R2z8h6aNZfx5s+e0nkdfcKOlWSUdl/bmwpds/Is//csWKTEVuu185KSTEtvK+Meh5El5nyT6Up76ReQPyuql91uMRSQ21z1r8maR3S7or3D4hySL3v1rtsyR3SnpVZP/54f3vkXT1kNe7Qu05MHskvSWy/5Ph6wfhz49k/dnM2paHviBpq9qV8W6TdIekT6udjcn885nlLSd9Y7XalXE7feMfov9psc12/4jcdq+kY7L+TNjy20/Cdvw83KjSn5Mtg/7xfUmPS3oufL3zwv3vCq831c7c/VPWn82sbxPsG33PM+D1EvtQHvuGhQ0DAAAAAKDQmIMLAAAAACgFAlwAAAAAQCkQ4AIAAAAASoEAFwAAAABQCgS4AAAAAIBSIMAFAAAAAJQCAS4AAAAAoBQIcAEAAAAApfD/79WYEXiFuSEAAAAASUVORK5CYII=\n", "text/plain": [ "<Figure size 1152x720 with 1 Axes>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# calculate cell temperaure\n", "pvtemps = pvlib.pvsystem.pvsyst_celltemp(poa_irrad['poa_global'], tmy_data['DryBulb'])\n", "\n", "plt.figure(figsize=(16, 10))\n", "plt.ylabel('Temperature (C)')\n", "plt.plot(pvtemps)\n", "plt.plot(tmy_data['DryBulb'])\n", "plt.show()\n" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "{'manufacturer': 'Canadian Solar Inc.\\r', 'module_name': 'CS3U-365P 1500V HE\\r', 'Technol': 'mtSiPoly\\r', 'CellsInS': 72, 'CellsInP': 2, 'GRef': 1000.0, 'TRef': 25.0, 'Pmpp': 365.0, 'Isc': 9.75, 'Voc': 47.2, 'Impp': 9.18, 'Vmpp': 39.8, 'mIsc_percent': 0.05005128205128205, 'mVoc_percent': -0.2902542372881356, 'mIsc': 0.00488, 'mVocSpec': -0.137, 'mPmpp': -0.37, 'Rshunt': 600.0, 'Rsh 0': 2500.0, 'Rshexp': 5.5, 'Rserie': 0.239, 'Gamma': 0.952, 'muGamma': -0.0004, 'gamma_ref': 0.952, 'mu_gamma': -0.0004, 'I_L_ref': 9.75, 'I_o_ref': 2.2024892658346175e-11, 'EgRef': 1.121, 'R_sh_ref': 600.0, 'R_sh_0': 2500.0, 'R_s': 0.239, 'R_sh_exp': 5.5, 'cells_in_series': 72, 'alpha_sc': 0.00488}\n" ] } ], "source": [ "# set PAN file path\n", "pan_dir = r'data' # directory of PAN files}\n", "pan = os.path.join(pan_dir,'CS3U-365P_MIX_CSIHE_EXT_V6_70_1500V_2018Q2.PAN') # example PAN file\n", "# parse .PAN file into dict \n", "module_parameters = pvsyst.pan_to_module_param(pan) # return two dicts\n", "\n", "print(module_parameters)" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "C:\\Anaconda3\\lib\\site-packages\\pvlib\\singlediode.py:418: RuntimeWarning: invalid value encountered in greater\n", " idx_p = 0. < Gsh\n", "C:\\Anaconda3\\lib\\site-packages\\pvlib\\tools.py:411: RuntimeWarning: invalid value encountered in greater\n", " df['SW_Flag'] = df['f1'] > df['f2']\n", "C:\\Anaconda3\\lib\\site-packages\\pvlib\\tools.py:418: RuntimeWarning: invalid value encountered in greater\n", " errflag = (abs(err) > .01).any()\n" ] }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAA6gAAAJCCAYAAADN6ep4AAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDIuMi4yLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvhp/UCwAAIABJREFUeJzsvXm8XUd157u2ZJsEMkFwv0cTOiIJSTpD4/Rz6HR4HSChOwP0IyQhQ3e/dKaX5JOkQ5LudAQhBAgEBxxmjLENmNlMNhiEZ1u2ZNmyZEvWYEnWPEtX49Vwdcez3x/37H3u3Xuf2mtVrRrOOb/v56PP0T2nalXt2rVr16q1alWW5zkBAAAAAAAAAACxWRK7AgAAAAAAAAAAABEUVAAAAAAAAAAAiQAFFQAAAAAAAABAEkBBBQAAAAAAAACQBFBQAQAAAAAAAAAkARRUAAAAAAAAAABJAAUVAAAAAAAAAEASQEEFAAAAAAAAAJAEUFABAAAAAAAAACTBZbErQET03Oc+N1+2bFnsagAAAAAAAAAA8MDjjz9+Ms/zK9vSJaGgLlu2jNavXx+7GgAAAAAAAAAAPJBl2X5OOrj4AgAAAAAAAABIAiioAAAAAAAAAACSAAoqAAAAAAAAAIAkgIIKAAAAAAAAACAJoKACAAAAAAAAAEgCKKgAAAAAAAAAAJIACioAAAAAAAAAgCSAggoAAAAAAAAAIAmgoAIAAAAAAAAASAIoqAAAAAAAAAAAkgAKKgAAAAAAAACAJICCCgAAAAAAAAAgCaCgAgAAAAAAAABIAiioAAAAAAAAAACSAAoqAAAAAAAAAIAkgIIKAAAAAAAAACAJoKACAAAAAAAAAEgCKKgAAAAAAAAAAJIACioAAAAAAAAAgCSAggoAAAAAAAAAIAmgoAIAAAAAAAAASAIoqAAAAAAAAAAAkgAKKgBAnWPjk/SqD6yisXOTsasCAAAAAAAGCCioAAB1Pv3oPtp65Bx9cf3B2FUBAAAAAAADBBRUAIA6eR67BgAAAAAAYBCBggoAAAAAAAAAIAmgoAIAvJFlWewqAAAAAACAAQIKKgAAAAAAAACAJICCCgAAAAAAAAAgCaCgAgAAAAAAAABIAiioAAAAAAAAAACSAAoqAAAAAAAAAIAkgIIKAFAHx6ACAAAAAAAboKACAAAAAAAAAEgCKKgAAAAAAAAAAJIACioAAAAAAAAAgCSAggpAZN5w6yZ66TX3x64GAAAAAAAA0bksdgUAGHU+/9jB2FUAI0ynk9NMp0PPuGxp7KoAAAAAAMCCCgAAo8wbb9tMP/SmO2NXAwAAAACAiKCgAgDASHPLOljwAQAAAJAOUFABAAAAAAAAACQBFFQAAACU5/miv2fmOrRs+Qp6/707I9UIAAAAAKMIFFQAAABU0U9parZDREQ3PLQ7Qm0AAAAAMKpAQQUAqLNQ2fn6k0dodq4TrzKARd6eBAAAAADAO1BQAQDeuH3jEfofn99AN63eG7sqoIVO1YQKAAAAABABKKgAjCDjl2bo7MS093JOXZwiIqKxc1PeywJuVPXT6p5UAAAAAIAQXBa7AgCA8Lz4rXcTEdG+a14VuSYgFfI+Tr5ZlgWuCQAAAABGGVhQAQDq9FN2QLrAYAoAAACAFICCCgAAjnQ6Od3y2AGanh2+YFBw9QUAAABASFoV1CzLviXLsseyLHsyy7KtWZa9tfv9zVmW7c2ybGP331Xd77Msyz6QZdmuLMs2ZVn2b31fBACAx7LlK+hNX93sv6BSpxkN99CvbjxMy2/dTB9ZObhHskAP9ceGA2fojs1HY1cDgJHi6PglWrZ8BT349InYVQEACOHsQZ0iop/N8/xClmWXE9HqLMvu6P7213mef7mS/heJ6EXdf/+OiD7S/QQAJMBnHj0QvMxh38Y4fmmGiIjOBAg85QvsQfXHa69bQ0TY8w1ASDYeOEtERJ9fe4Be9oNXRq4NAEBCqwU1n+dC98/Lu/9Ma+2vIaJPdfM9SkTflWXZ89yrCgAYFEbNGDcM1sdhuAYAAAAADD6sPahZli3NsmwjEY0R0T15nq/t/vSOrhvve7Mse0b3u+cT0cEF2Q91vwMAjAjFvsVRMb5JdLu5Tk53bjma3N5OnIMKAAAAgBRgKah5ns/leX4VEX0PEb0ky7IfI6I3ENEPE9FPEtFziOhvusmbpqS1mU+WZX+YZdn6LMvWnziB/QEADCPFYDAqug9HIf/46r30x595gm5/8oj/Cgmo3qIRuWUAAAAASAxRFN88z88S0Uoi+oU8z4923XiniOgTRPSSbrJDRPSCBdm+h4hqM7E8z2/I8/zqPM+vvvJK7A0AwDchLHZrdp2kr208XCqkI2NBFbTt0fFJIiI6cX7KV3WsGJVFBADAaIFjzwAYPDhRfK/Msuy7uv//ViJ6JRFtL/aVZvMRNH6ZiLZ0s9xORL/djeb7U0Q0nuc5whcCEJkQCsh/uWktvf6WjdQpFNSuDXVUFNVskKMWV/rHAF8JAACMzHsHgGGEY0F9HhE9kGXZJiJaR/N7UL9BRJ/NsmwzEW0moucS0du76b9JRHuIaBcR3UhEf6JeawCAmLkIJrJBnCA8sH2M3vy1LY2/LVu+gv70s0/Uvh8GizGsDAAAAABIgdZjZvI830REP9Hw/c/2SZ8T0Z+6Vw0AoMlcJ5wCMsjKzu/evI6IiN72mh9r/H3F5qP04cp3xfVy9NNU26a6fpFmLQEAAAAw7Ij2oAIABpeQBtTSohiuyEaeOHCGDp+9FKw8iQU1tfNF+3WPtGoJAAA8sK8egMGl1YIKAACDyq9ct4ayjGjvO1/ltZxhmAjhmBkAwDAy0LEBABhRYEEFAHgn5vQghN5VFMGxikIPBACAcKS6rQIA0B8oqAAAdYpjV1JzY/WN5GpHq2UAACAsI/b6AWCogIIKwIiAVWR/lFZRwYQotbsByy4AAAAAUgAKKgBAnZ7L6+K/h5VeFN92DdXHqv7U7Jy+UAAAAACACEBBBQCoMwzngkqQWB+1LZUP7zpJP/SmO2n9vtO6ghtYsekoLVu+gs5OTHsvy4bbNhyiZctX0JGAkZsBAD0OnJqgkxemYlcDADDgQEEFYEQIesxMxWY6Inqq7JgZpTJX7zpJRERr97opqNV71tRfblq9h4iIdp+46FSWL2594jAREe0cuxC5JgCMJj/z7gfo6rffG7sai8D2BQAGDyioAABvDEJ4//fd+zQ9deSciqz0r9aCxotKe8aXW85IP7t2P+0aO69cGwBAHIZyRAZgJICCCgAYWfI8p/fdu5P+nw+tdpYz8PS7hAXfpz7dc40a/be3baFffP8qpdoAoM/4pRk6PzlT+77TyekfvvEUHTw9EaFWqTIE4zIAIwoUVACAN1KPHNzpVm+241ZP2z23py9O08WpWZWytTFdS+r6uEv1ZuYSvzhF1u07TY85uoaDsLz4rXfTj7/l7tr3W46M08dW76X/8fkNEWqVNqMSCwGAYQIKKgAjQshpd+Ham7wio1xBiUtzlhH923+4h37+fQ/plK08CWtqmtTPtU27dunxuusfoV//6COxqwEUKJ7XTuqDLgAAMICCCgBQpxYkKVHNQWsqVz1WR8KhM2lEnO3bFoneO1umZudo38k0gzyNIkfHL9E/3bmdOo5eDIPC7FyH1u45pSYvz3NErW4BOjsAgwcUVADAyFJYG1wV6NLF1yKPK77dqM9P1l2Qk5/vGSr4v760iV5+7UqamHZzrQY6/MUtG+kjK3fTxkNnY1clCO+7dyf9xg2P0uP7z6jI+8zaA/TT19xPmw+Pi/JNzszR3NAvCgzZ6hoAIwQUVACAOlVX11RXsFOt18xch665YzudawiGAvrDWWhYtfMEERFNznQ81wZwmJ6bvw+pPovaPH18Pkr0ifM6Z4UW1tg93aOfuCrZD//dnfTXX35SpQ5SbnhoN9255WiUsgEAgwEUVABGhBiRZlN17dWmtGIKLtiU9KsbDtP1D+6ma+/a0S5HyUpQ6x5DqjCMSJccQIa0w1XQvkqX7QXFucGh+cdvbqc//swTUcoGAAwGUFABGAE2HDhDnQgGo9StImputhYuviaKqMLTs2lZ+YrrS/6+joiyMwxgwUCZUVkVBAAMNVBQARhyHt9/ml573Rq6buWu4GXbHr8SinIPKhEtW76C3nnHNis5LlaMRnkC/UpLGavJ8XjPLkzN0rHxSWc5x8YnaXJmrvxbtgcYSiwIj/pjZdGNR6fvj8p1AjB8QEEFIBFWbDpKy5avaDyE3YUjZ+cVgW3HzqvK5ZCqYlpQnb589ME9loIKRbf9giWTQ0n7abn6huA/f3A1/dQ773OW81PvvI/+7HNP0GN7T9NNq3r3bmTm3wBYgOcDAJA6UFABSIQP3r+TiIgOntY9MqBQcmKsmseYCB0/N0nLlq+gWx470Jo2piUhVXVyanaOrnrb3XTH5noQE62+tFfxmJd7t43Rr3/0EXr7im3Jn9MKgDa1I71YeUYFjAcADCpQUAEYcmJY1mLqCYXywwkAksI5qM3y4i0mnDg/RWcnZujtK+ruzoNkpe1HocSOziR9MBgVq17TZb76g6voPfc8bSfPYv97Z1QaGwAwsEBBBSAxfCknozYn4bRj3o1B1GR5k1gJtYMk9WBIHLH7ysF06wZfxa6zft9pWrZ8BW07es4q/8HTE/SNTUeUa8VjVK3eCy97y+Fz9IH7dgYrO9a74HNrD9DYefe95wCA4QcKKgCJUFp2lCcPpVtmRE0mxiSU045Fm7i6rGq37agtJpi4MDVLWw6PL/ru3qeO06kL9XMkR1PVIbpzyzEiIlq986RV/ld/cDX92ec2aFYJBKI6VnCG2hgW1IOnJ+iNt22mP/7048HLBgAMHpfFrgAAYB5fk+tBORpEi+J6OZMwU5I857vsRo1WrOZW3BVXLpT0b5yQXemPPr2eHt51irb/wy/Qt1y+lC5MzdIffGo9/fjzv9NJ7qg8DxzGL+kGZrMBt8OOYnEsdUP0zNy8u8qZifB9DX0LgMEDFlQAhpxi4hJz31HIYER55dNEecyM0uxOT44gccjbGmES/MT+s0RENNc9G7b43Heqf6AlU5OkPpEH/lj+lU30u594LHY1iCjuAkmMd0G5ABawTDzrAAwuUFABGHr8uA6HZGJ6ltbuOSXKw3Pxtfutf5kMqy1Ljrxs7clYqt2lvM6GCkraYLbToRsf2kPTsx2VemnxsdV7adnyFXRxapadJ9V7lRq3rDtID+w4EbsaqtRcfBl5OhE6TB5DQwUADCxQUAEYcoZhFfl/fvFJ+o0bHqXj5/gBNpqUxXX7TtMffHJdaYUzu/jKZ3ESCyonbch7V1wv65iKBDQi1yp85tH99I5vbqOPrd6rUh8tPvHwfH1OX5wW53XtLzGPXRo1tJ9tydhTPutB3w388UWtRHRnAAYWKKgAjAgx39Wurq9FdNKJ6bn2srqfTVaCP/nsE3TvtrEywI5+cKPhmRE1XUrPeBnuOntBvhbXweSmyLkP5yfnLZQcS2We57T50HhrOk1idCVOmUfHL9Hj+8+olTkE62dRsekmxdgYsu3LMiOsmKKPATB4QEEFIBGa3tvXP7ibnjx41k1u9zOG8qRdpujol4apWzW76XiYau4Y+2i10xrlJKpbV++NOdo1Zyoqd3m/ec0++s8fWk1rdtlFyR0Umppk2fIV9OvXP1L+/bJ3raRf/cga/bIT7X+pU4/iyz+aKqSy6O8oLkbZEcoEALiBKL4AJMw1d2wnIqJ917zKWsYwrFjbXINxwpu1p/E1YZbIlVz1qFgJOFZc1j5fQfTTwoJ/8MwEQ7IOki6v1VfnF2HqBT+273T5/+m5tPbsgnkkC5EdgTu/FjGiDQ/D9hYARhVYUAEYEaK4DEaUxwkEUp6Daledkoyh8PbL04jFzQpxe00BinxT3TfX6IJsodTF9DAwoV2dE+en6Oq330s7jp3vm2bhMzPXyRNsk1zVvTgG+k0qN032jpTSrouhzLKa0BoBAO1AQQUgEXzNBSPqFLU6hMjPOcezoEiypKEAyT5Lm0lXYnP/GiH3mZqoWs+LdrOtXXVPa2w+t/aAOEK1DfdvP04nL0zRx1bv6ZumuOfjl2bo+9/4TfroQ/3TaiFRlr60/hD96kfW0B2bj3qtUwi01DQbF9+eBTWCiy/0UwAAAyioACSGtuLSszilMiX3S3GdnMs1TdT67Vd1hTVBs5jFqU14i8/EukutOkz37PFLM42BkHILM5JGm0xML67LG2/bTL9xw6O1dL4m8hy39hPn54OIfXH9QT+VaIBzuTvH5q2/IV2tfaH9eGUkX5gLacxMZcELADAYQEEFIBF6lh0/L/JRmx40t+Pi77QnampnnEbUDk0TXG2Ly9j5SXrP3TuoIziYsVSgG1q7qXYvfuvd9O/feV9fSSENOrdtOEQ/8ua7aOfx/m62BXGj+AYMCCa40GL765IG7f0dK56i99+7U6ta3vB1XnHxPDS1TS1PjD2oEaP4prbYBgBoBwoqAEOOzf5IbWIU7SsYUWN+CwGcPDH2iHHaTet+/vWXNtEH7t9F6y32FUru77nJntWyX5Ny5Lnej3u3jRER0bZj5+mTa/Y1nnXq+56b5Jd7sgNGXJUYsguPhyYl7MZVe+m99z6tWDO/mPrbik1H6aq33U3Ts4KAVAIX2kHe7pFqWQAAXaCgAjDkSFy/1Mo0HgVij0Se6ZzMapqmSV3NxZdRpqR+RldLvhhv97VJqrbyNDkzf67tbKf/RLwXxGjx9+b7K3BzDEm3zG1Hz9Hf376V/vILG+tJPNeL4+LbUxr9T/F79emVtWz5CvqrhrYp7vnSpk3jAwJnL+bbvrGVzk7MNC5g1OUtvqEcLwfTuOeboItu4YoCACgDBRWARPA2MY0QFKY+aXJEIIClHAushb7gKNASXCd+VetZiA7DigpcuS6jC7LAKm0zSXe9ZUUbz3QtY+OXZvqmFdVL6WZV9x+H0AP7WVBv3XC4lnauU1hQPVfKK3xXXL60BXAsqBEi6o6KUgwA0AEKKgCJoR4kyZPcOLhdRNVC1NuCWp/BnLwwRW+5fSvNKJ/7WFMEm9JYTCDVzsIsj97pL1AtYFRh3bfIa8oz1yH657t30MkLU+w6uKbRxqaNXS2ehRIRI8orh9LFd4A1VI77tM29l2yn77lKy8uxRVMpLoJ4AQCGFyioACSCr+MvSotiQBuqtmug9jyqt9+y/6r+W7/+FN28Zh/dvfV4q7yeIVAe7Ke5fvwJpHZbmyaS2paIJUsWl2mkurjQkKeo89q9p+iD9++iv/nypv7iGC7cWw6P00cf3K1noYy4SMRRDE5dmKa/+sJGmpied70OYnkSNErHECTJlY+v3kv7T11Ul1tFuwvUj5nh5wkZsEiy19jE7U8eoZ98x730xIHBPg8XAGAGCioAieArMEkhz7DNzxsxjxYwldyzFM3/3dTmxb7InsXTINFi1mWSJ9kDqLUH1fV8URt6FlSD2273U9KXZrs3dnJ2zlBm929DE7/6g6vpnXds7+VVfjg5AYu04Mh7913b6dYNh+m2DYdUy+YQU3m/MDVLb/vGU/SbDcf9+EKrL1WbjbMQESdCdGGVd+Pep+YXDCWLCcPhPQTAaAEFFYBEqO7RWah47DlxgXaNXXCSH2Mfjs8gSRenZmm2wf3WZBUt01T+16QI9pRXPw3HcfGVoDbh5ZyjqKQ8SSJMa/eljsWEWc+NWrcstXqVe0/DW9Y4+IpIXvSF85P183K1kSwoyfZH8/d42vR9V3qxsHTc0Dl91JTi5IUpeurIOae6AAD8AQUVgMToRd3tffez//wgvfI9D0aqkQIeZkI/+vd30V9+8cna94zYSOVkzqwk+g2iYwqSpOUOZ4OpbG/KuiStkiG7Gk01xPmvVS+JJqnVIE5aSK6hmPxr16GJEGVwCXmsjlqQpMpYJjpmJsIeVFe03JJf/YHV9EsfWKUiCwCgDxRUABLF916lYeDrTx6pfSexxpmUMckxMzZTJs4eVJYcZauejWLuXDbLamsj1yKTRziWZxtXaz3r+eK/O0HbL/7NClGDso1ZHh4CuaVYwTEzFuXYU278D1pqP46dmyQivS0SAABdoKACkAgmF19f7Dx+nm5atcd7Oa4zP8mqeaEEcKJkmiZqHDkucG6vxMqibeVzTcOBcyRQL43ynkzJIoAn1cXUr2NMnKvWzBB1qC0EMY4R0r4fUVxdhfzw391BNz+8tzVdqkGSyrITKyvsIgwAgMtlsSsAwDCy9+R8AIcXPvdZ1jJCvDd/+cMP08XpOfq9l77Qy9EN2vMfmVXJMPmXHPUiOo+SkUagAAadOBeugoY06kGCirJNQZKq0a0dXXx7LrTF3wH3W3p6qLWt6L72ehrLLheNTKkG93iZKqYrqf6W5zlNznToLV9/qpa2F5GcX3YcLwkdOfoR3XMPUgEArsCCCoAHXnHtSnrFtStFeeqWBL369OPidD3KqSYhJiUrd4zRQ0+fWFCoqT6LFdMyKEyDci6pu74ibrH/dYCPQglZZhnVumotNOYZkHNQI5bNZd2+07Tz+Pm+Zc1FMGkFteoxrNQ9d/vFnxxYkb/54tTQvq2cNoHaCcDgAgUVgMTo7UFTdmls+M7X2av1gvyJ/p1PrKPf/vhjojzF9ZoCtPR+a3dD7QnOad/JizQx7RYNNK4LXuHabLJA62AT1Eh01qxpsYJftDqmbYgxt8SFKPt11z9C//G9D/XKrHxygib5ig4e0q16CcO9vfT0MMipPg+s/dwRPTRSI81aAQCgoILojF+aSfblFZJqC+hPwga/jVnusRa/Ne9B7f4mnMW9/NqV9AefXN+azqRo2dwpVytf1WoTEt59bU8kagMLF25Xqoppc3AuvzfAJL1wJAgZWdfXsSuySniS21RU1VOGkdYY8TtCP7Zh8N8+AICQQEEFUTl4eoJe/Na76WOr24M/DDsxFUhfZce4ot5Zjv1/q7nZNcopLImCsrufa3afak1jlBPBwlEtOwT93G2b0kg6EyfoUi9AliQAlxtWR4EIMJ/9Oy+Rs9U89bUs7er5CoLFKWvhWHRhapbOXJxekLZI0y5XO5K4Nlpjmvp2isT7OgCjChRUEJWDpyeIiOjebcfVZf/ezevohod2q8v1Rc/Vzc8bs8ldtBekRrssZYECjJZJwWykGkTHGMin25Ja++fKsjwpMpyyXe9hnue0eufJlqisRdtK5ArSGvuCvVyfSKtx6sIUT27ZpdI0tcXcU2hztI9rWeXfC/7/0mvup5/4h3vKvzudwsW3vR/b1D1oECxllwXZezKRhxsAwAYKKohKz+VNf+px//Yx+sdvbleX6w3PE+aQFlrtomz2Kkp/q6eVux7OMfKUiwImK5/F8+CuUC7+NKdtT/SZtQfov31sLX1901F22cY07UlEyrWNIu4+SvH3B3La5MuPH6L/6+330ubD4wolx/V46Pc3K1MfHnr6BE3PdtrFsaTp0mQdHb8005yW9UxKyo7hxz//EXJ5hBcwCsorACkCBRUkQer7Z0JQ24Ma0u3MU1HaVhtJmzSVmVc+zWUVcvh01ENV6opzRWLxLLwjjp69pFOmkouvJI0vTM+FpI8/vOskEdGiqLitZQqU9xD0jnxiLO4IHsYnDpyh3/74Y/SuO9sXKU3nIWtTvcwm9/bqIgUvkFJig0UFrdphqgDAaAAFFUQlFbe6FCgmaJ2c6OaH99KE5yNgiHjuq3ZyVcWp7RO0c/FlZ6G5rrHGtM8vjpUqp69uOExTs6Y+VSgK83+53kJeNFGBxZkT0VRgjetUrpPzDKjfO8aeUROFSznnDGOOxTjVAFm1PIw0py7M7+UszqTm1CGIi69AIR8U5ZODdjAnU/MdPzdJ1961I0pEaACADpfFrgAYbbT2uw0DxXvyzi3H6PoHd9NTR8+FK9vzSzqsNbh/n2pyq2v6u+lLs0vuPKUlhtGhWX1e6bm4f/sY/cUXNtK2o99Hb/ilf21MK7kGDiYxvo7R4Ynljz3ak2otJbG4V0tFFQwXFEpCz7uhf6mihSrDOFAvO563CmdLQlOaY+OTi5RvK0U/gnbm44l/YPsYfd+Vz6Lv/e5nERHRX35hI63ZfYr++GXf77FUAIBPYEEFSZBq4I6QFHOFS90zNE9fbN6PpMmgtbrrfEq2T2semQWV7yrI22vHL9tEsbdt7Hx7QB1TkZKIulp7WavyJOc8uqaRpJ3r5PSpR/YZ9zz2+lT/A4j7LaI0IVlMELn4BtRbfC1O1tqakzgCJuW4uL9NlsBf+sAq+q0bH7V6d0Z1b/cg83dvXkcve/fK8u9LM1VPEZhJARg0oKCCqMC9pkfPmlzsudNtnEFua1GQJONvfKuo5BiSon6zhYI6aJo/1RVAZxff7mdGGW0/ds65P7P0eUai4t7YHDNjSvml9QfpzV/bSh99sD1yuKktJM1ULIgsZbzJe/ejPVXqQ4Vk8YO1WORWHSvMCxG54a95Ti84jmZeTtp3rVyTcawmZ0968dswHKkEwKgCBRUkgdaEfnJmjn7p/avoiQNndAQGhBM8w4YULCZBLeSMiUttAtjQAJ3CECaqervSk/qESLt6920/Tr/wvlX01Y2HrcrqTWzlNTMvVlTlu8k7Pznv+dAvEut8GcX+w/ZSeBbU+c8l3YswdtXEOx4nIJCkL9hYjEM0UbU+jN0FvDaxqEtMxdwWyYLDIC4UAgDmgYIKoqL9gtx65Bw9dfQcve3rTylL9k91QqUVEJYzufFH+ClQ1RK9+DeJnHkkTdQLtuJ23VrH6tTTurnH9ibD/EJ3jV0gIqLtx9ojzXIQtSxrsaId9aBfhna0uZ+SSfsSgTtwSA6enqBly1fQXVuPqchbaMFvT5sv+gzBuUsztGz5Cnpg+1hDfSqfQxDsJ2j9BN4RwxCACoBhpFVBzbLsW7IseyzLsiezLNuaZdlbu9+/MMuytVmW7cyy7AtZll3R/f4Z3b93dX9f5vcSwCCTultSDIqXqpYFlYN6FF9PFlPJ3sLGGggsJS59cxC7dV79X0MD2ijrrmlE8hj9uOriq4XNM2RahGJFFS4XtXT3oMagOMv1qxuPqMqVWFBDenq6HSMUAAAgAElEQVQUCzYffmBXQ334WxHKNIL+N4jjkwSbCOwAgLTgWFCniOhn8zx/MRFdRUS/kGXZTxHRPxHRe/M8fxERnSGi3++m/30iOpPn+Q8Q0Xu76QARTUzP0rLlK+jTj+6PXZXk8BXNcxDRnkBzrF7DNGHhnBlY/dvkZifpm5zjKmJ2dYkio1iqan6t+mkrxwXGCL2csvhFCV1e07TCFUoh51p6RwK14zsgmhZN9azuT+WMJ1b3LoqPr06hZvf9/l40nqoDAFCmVUHN57nQ/fPy7r+ciH6WiL7c/f6TRPTL3f+/pvs3dX//uQzaBxERnehG0LzhofYgGqOC9rvBZT9ObKruep3+wUDVKCaHvtorxstfq8hyklP8bXR9XXyerG0QnN0nLtBbbt8qWpzQsn5zJsPaiFyulSyyvT7Pn8RqUd9b2OTiK1JR5/MUfxmuReayHm8ENfV9yb1aIlDcYnryNF0vp5/0I3WFK0T1ql40qbcJAKAOaw9qlmVLsyzbSERjRHQPEe0morN5ns92kxwioud3//98IjpIRNT9fZyIvrtB5h9mWbY+y7L1J06ccLuKAQFHqTRgcse0YJBbuLqKPzdEUXzVzpFkuT0y0rR+Yecm5qrk/eGn1tPNa/bRnhMX2xN7QksRlCnOJqVEIMYTvo9CafrO5nnlLIykalXSViaK6+Qs9vSivvrvbNV5QLOCmlfStMtN3YAa46zZxE8YAgAYuIyTKM/zOSK6Ksuy7yKi24io6aR30wJtfT6Y5zcQ0Q1ERFdffTXGiBFHfV4wgEum1UlSRytKEqtsv2VpHS3gyvzkkFeZnkU73DmDMitXkVbigsxX8Juk2twH7cUJ0V67xNzaq0U2undauBOruT3X6hKukTjHhxSwLOWCYHPGfeueMS1SkKDPD+Arzw6GK3hvHF3sPk5E9IV1B+hZz2BNfQEAERFF8c3z/CwRrSSinyKi78qyrHjKv4eIisgGh4joBURE3d+/k4hOa1QWDB9VN0pXBtmbvDoJUbegNn3p6BK9ds8pOnL2kmXu8EjOQa1N1hd8Mz4xQ8fPTbbmERNxklndj5vas+R6DExB7ZgP1tEvjLJtLJ6G3yZn5ugNt26isxPThlSFnHZ35aqHhlFeBHfvAq2990tKhZfjURHvwWusXn3w4Ujil5na9QpgReYtFtkakv7NVzbTn31uQy0tACAtOFF8r+xaTinLsm8lolcS0TYieoCIfq2b7L8T0de6/7+9+zd1f78/xwiwCLRGD5tANCy5C/7/yO5T9LWGMxhTYxD7xW/c8Cj93D8/GLsajZias7bHy5CmqWv+h3fdT//uH+8r/5ZZstoTSfZSa082S+XEch+trCxGWxRpWfKcqqOCqwttkf1L6w/R5x87SO+552mVenE8AuqupSEtqN06aMkTpC0v08OazIfu30mfXLPPUHb7c2babtB7Xnn1WbiwFmNqFkI5jmkRBwDowPFzeB4RfTLLsqU0r9B+Mc/zb2RZ9hQR3ZJl2duJaAMRfayb/mNE9Oksy3bRvOX0Nz3UeyBJzCAxlDQ18W/d+CgREb3mquc3/JoOeeUzaNkOhV6amdOrSAuuVjSJi2+nnNDXOTc52/Ct++Sr6pomIYTF01VZXLP7JL3g2c90q4SyNSkkNcuOoUNzPCh83/EobtA2e8gt09iklXLt3fMLDP/9p5ex85i8N6pIFhHW7TtNr7v+Efqjn/k+dh4tQvalor2WLGl3G09zpAAAtCqoeZ5vIqKfaPh+DxG9pOH7SSJ6nUrtwNCTgsUjFaqWK+22aZr4lRNcT/dB4lZoQn2Lcs3Vt94APq0q/agqMNpFG11APfWBhSX+lxvXWsuxsfY0ZfEd2VNST+M5qIL6SfZtco7B6UWj5tfBll5fL4IatafVtvyZ9l37wnQJVaVzoUWwprwKLKjbjp4jIqL1+8/M52HUM1U4HjIwCgAwuIj2oAIdoJSBZsJNCgs4Z6S6yI2JqyVGsl+VJdCCGG6tMfenNVF1/eTVTn58kut120R7NqZh7M+vBgLi1EHm+hrQHZN1Diq/9qLrLPKkMHAtoKhX6c3RUL9qGqO8BB7tEHXoeb/Ei1h9aXqOXv7uB+jOLcf8FADAkAMFNSCJvfuSwN+KuKq4IMQMTJI6MZ6dntWivXC7SL8NVttCHkPc0fFLi/ZWuzaRJDIqT95igWGP2eI/RVqWSokV02gl5FfHrt9x0kQYiyT3YXquQ8uWr6DPrt3fX56nsl2pBelqSFPbI2/aU1lNm/gbJERbizx3PNXn6Pgl2ndqgq65Y5ufAgAYcqCggqhoKx6+LIIh0X6BZwxr0iAq9P2wOabCNEkUKWX8pM35SwHthf7GRx+l19+ykWbmOuyyJQtBppQXpmbotdc9TLvGLrTKMT2T2m6snFaoWqH0vQcYVhtOmaJqca5bIq8rNaCLLycSccH4pRkiInqvUgApKstWEicpuaGN+7lYN9WvsBba3KoUjlqS0tu/3V5ICjaB1KzyAAwKUFDBUBLWWqOLelRWgzyO8upUdmqar6Bb1PaBKVeliVwwUT42Xj/mhsPv3byOvrbxMD2wfYw2HDjTVIlWHtxxgjYcOEvvuWdHa1rXZ7GXX9cF3saF23kvtSDaM8ftVCTPauEm3POr3f5WUXwTxeTNoX0Wri+0qqdtFB3kxWwAhhmcVhyB5CbtCaDVIpK9WKlR7rEbQlff1G6HZLKuH6yqPY3N/jku928fo/u3jzXI4UiqWB9NLq/CerUR855p0/QO2Hvy4qIzT2O+J2KULApUpGyALhcDBHm04Dx3nZ6G6iSnTJv6A+JICtcXvwbtLFu+gv7ilS+iv3jlD8auCgA1YEENyLC5enz4gV308K6TTjK0LZ0xojF6Q+klKznY3Bc5EV171w769CP73OQou4SaIiaXbnYDMvFT7/PKlsqmfshp2/qePX4eY+TqQp7WHlS+mMY9cq+4diW99ro1VvI4aAdx0oazb1ByzJEEUxAi35j7lMB9VzDexSREHYqFat62B69VUR2X1+45RR3TBnYBxX143707VeQBoA0UVGDNu+/aQf/1pt6xEbvGzi8K2iJB/SUxBIsBWk1idPGtREjVoqn1P/TALvq7r221kye6nVov8Orf7XK19qD66r68/ZGLPxfnr6RlWYMLN3K31mFNNheU2ppWUB1t11KtiKvaz29VTkh9RnKeZ+9ZNLg/C8pmGCijUlzvEuUKDrJ7q6nuWtd1dmKaxs7bbaXQfnZW7hij37jhUbpx1R4VeQmsVQBgBC6+ERjWceGV73mIiIhec9Xz+Zl8zQgGePT1tsJsWqnXdmPVFbdArpLyWd1/aGwcvlytSLqlUufpvEdT2QVN19JToDmRjTn1YSQSpHVpL1NOrdtQtFtp4WmQa2PF0/YcEVnulJEcDcI505VDzHMzOX2rUxkXmvJXt4hola1FSOutxNXflORl715J45dmaN81r7KvjFKfOtqNObDnxEUVeZIFIQBiAAtqQFJdnR0mBtmNunQ3VZZrmvANSmvZHacR/gWs5VKWgjumSWzP1ZJjVXarYLUs7X2vkjzOQZKKMo0LBfxxwCbImfmonHiT1hgW47LsRJeNe23C8IIReHgM8nuSAydKe5W5Tk7/7aa1tGZ3b9tSES3ashbtKfKcPnT/Tjp1Yao1rWTM5cBxqQcgJrCgBiTNV2AaqLmoDcGqYIxAL+pHbZRyF/8dEs6ZlTK30f7YRNJcmPZjq/fStqPnGn9jSFpUBy2Mz5KFAm1aZAiqZFu4Kduk5cgxuinmjPvq+cEK6+KrK88uiq//kaqqUDbd3+qzIrEYp65wuPYp7ajFxX04eWGKVu86STuOn6d1f/tKHeEtPLb3NF1799O08eA43fTfrzam1b7uct+1jjgA1IEFNSCmgCyjCseiMGr4Ws03Sh2Q5nc9TqPfy9hVmXXdz/gP33iKvvz4oQXWM5FdT1wHE9qPotbZxJJ73zSZGzs3SZsPjffSCsrmTPpFFkCGiy9HsZeULSLKeFBesKa0INz6xCH60TffWZ5JzEHibcFZ6BO5tUaNEO3qUcEP+icpa2pm/t4947Jw0+Lpbn+5NDPbmlb7SDjJdg0AYgALagRSdSdKjdm5Dp2ZmKErv/0Ztd/ecvtWevYzr6DXv/JFi74fhsGWY13Rwnd7Yd2hP01NM2jN5Xp/eUrdYoXNuFBg+O2l/3Q/zczl9H1XPqtPXZRan6PMstyV2+tTFNWpauYDRPX+aqWV4Np8b/vGU3Rxeo4uTM7Ss591BbNMvueDKcqwTVuU7SjPak2MsiR7UKfn5oiI6AplBZWzqMDawuLpvNvBGzHAqAALakAwWZfx97dvpZ98x710caq+unjzmn303nufjlAr/8ToJqPeNc1KD0NREOyN41h4WWNFObNon+jaWACbq1C4hTGCJCkrE6z9robCZuYqLm19FoKa2kp0DQJLr8R9vPk333uzw40MvIjQfEQuvjH2q1tYyI3KjlUlbDKlTzUAEEdJLIzfS5UWeSTKMadI2z2okzNzNDkzV/u+I1ggASAGUFBBVEwTrLu2HiMioovT7e4vw0DMuYKrEvEf3/MgfXHdwQa5Oldl8xJ1VRZt0kqut+mSqpaNmbmcXnvdw7Sm6bxh5br3xCor5EUewzmoC+/v9Q/upsf2nu4vj3ExrO6iPDGTTTLbibmgGaNoyZ440dnEnDS63sUseM9Ou6W96Hd2x/SER2/BSreMGEd7id4XlhX8N2+5m37ibfc0lN2VCxsqSBQoqBGAJZWLp5CNieMtYEyDYK3IgDvHLtD//somJxkcJAqRVlkxnteizGPjk7ThwNkgbcvDfjJjDgjU+/81d2ynX//oI8Y0KrAsxvPo7UEtjpkpFA/DMxmx38VQYCTWJG2FUlK2K70jpPh5ymfH1bqfADGON5F4yGi/PzhpRMqnsILTcx26ZLCgQj8FqYI9qAEZtBdJCIwBKh0GzsFuar4bZapoT/S0W6L2LDZ0GIm1y6oOrgK0o1lWJ2qNchdbuVzdMn3tJSz/Zub5+69toR97/ncSkUJf45kAdREoxyKxAQdSiVu7q6dCvezwYy7PZV0ksDXPqMxBJEfvlHmU68DS/xrSrNl1ks5emqFf+vHnLUqq/T7qebYAkCZQUAPS5M4G2hmRd2pUfCsKMWi0Tvk+loOVRskOXEmiZk1iKTsCefZVWVSWJEopq34L0nzykf3ietlQnWRqRaXmKeK6brHa5IyFueI3yZE0Mh3P7cpFZRXKSdMxM4LnSxIlu0ixpNxKEHIFQkcM57gV0UJDVFf6+pzwv9y0loiI9l3zqkVpbZTuJg6enqC/+MJGeu+vX1UrG4CUgItvQODz35+mMXeJhYXIdvBetnwFvemrm63yauPNxbfpS89e1OqGIoNrpKTs3sTM4HZaKdMksBp4h4O2ZdG1rbX341YnklHGPeWHSWtCH3NvtoSgc3cbl9cRweaIpeY0g99uosUxm3FUqY0kFvIljIuS7Ps3cd3K3fT4/jP09U1HHCUB4BcoqCAqptXf3rlf8iHZ5h3zmUcPyDN5wN8eVD9ym8gkpp0EaO5/kvw2ZdapzlOMfd+7cqJk6RXJc8vPscLFpDrJlFyTMQ0ncBRjEhxD8asdlbOAx/efprMT07XvJWNZSI9r0ZihpQjlzZ8mYlrNUnsleFuclSwqMOTZ7F1u4llXLCUiogvd0xEyymh8YobOTc64CQZAGSioAUltYB4U7KxJg9faPUOdn7rHWFkv97kEnBCpuyvriuvJVdorFsMlV+t+VssyuWWHDB7WD5PiK4osK1AmzPWZpyOY6OY50ZMHz9KhMxPGNPOf4cbRprHiVz/yCP3WjWvLv3sRa+VyQyB5dsrr1S7AQPU81SgG1QhlRgn6xbFoU3saqqRxvZKlXde0uU7PvfjFb7ub/s1b7naUDIAu2IMaEMnB3MBtQB5ET6bq5Eu7nzS1ScyIoSKUG6MWTMfsD9z90LF2FegpeYXV0JCGs5pvU7Zyv5EoHk1wgiTZHtfAxWy9XXyMEMuKbjKiW17Laz78cOP3UY+26VP2tqPnGtKm+S5lbT0QLE5oHw8VM3Cr9sKrSZ5k7nB2YoZu33iEXvZDV5bfdTq5c9+SeT6EvyOdTvt7A4CYQEEFUTG5rfSUpzAuvrGp1hkvjjqi2+poZZGUZbfXqf6dJOCJb/SeIYPbbaWMuQYNVbSYUIr1o5G73hfJmZUyq7dfD4gQsKyP3c/emamMvXuSOrgukAjSVq2ZC5HUWWJVrlrs4o8yfulZMfu36Lvv2kH3bjtOM51O+d33vfGb9CPP+w6dso1eF0X9JHJ13C46jLYBICZw8Q3IsL8MbDCNjVbHIlQ+B5Gwe0X9vpzUgsHYlM34TU3ZUUbbxdeqDo5pJHumiiQmxS2Gq3UPP8+JtuuhcTwVyIni+Smwisosi7ryXOVwXHx9tb9EsfdF2EWP9tIuzczvxRy/tHgP5lMNlnttescbtVO6ZWuVzfC8ASAmUFADEtO9JnW0z25rmvhdnJqlvScvyoUFwrf1zCRXW8nRfpkWuCqUkomZlVLs6LbXCwwmKLPI67jYwImQ7Dsi72yDGcglamfTpeSVgbiapLkd+e6TLPJFH87ytBWsqHv2GH3LZ+0e2DFG6/edtsprsw/ZVV4Ki1kSON4DZtoXvlxGp6AKdGnFbE9rEyl+IbtPXKBbnzhUK3vYJqQ7j5+nLYfHY1cDKAAFNSj9R5bPPLqfli1fQacuTLVK2XDgDC1bvoJ2Hj+vWbkohBwb//72rfSKa1fS5MxcwFL5lC8MdWWRUXbiNmfJvjwtqlZW7T1jvo9LsC2Lg9pxK5VV/CYX3zJtoUBrTdotFgxZLqUMK2Y5STdNshnnHlaLUg8QFnBY4JwTLnGRLvMI6/G7n1hHv3b9I8JcXUTKYv8O2K/OTeJr4xSjElpnakrQKspmLIu54GJM0/2UjCu2Y+8vvn8V/dUXn1xwlvBwWlBf/cHV9OoPro5dDaAAFFQmGw+epQOn+kc9lNC0Qv/F9QeJiOjgmUut+b/+5FEiInrw6RMq9UkVl0l108vh60/On/s1NdOp/5gAvQl4FyWtwqRgjer2k+qEhWM1NMqzmDSE8BoQ5W/9ommhwKA8WfStjmuUpAoHTtfHbBdLc3ILOZ72Eoa8SqsozcouvlqIogsLFrx4bcNZuOG7UY8K/rZItLe1zILqFnl5enbxvIezP3cQmZpNc34H5CBIEpNf7kY9fOB/vZxOXpiin1z2HLEMLZeUYuWLc7jzoKDlfmpaRS7ay93FaDA4On6JDrUseMgmQIMFK6Km4bcYT1d1lVwygdGC43aq5eJbvUVNLr6SIEllu3X/Pm8426/fmNN8ZfzrFSkeHHmsQuc/ONZHs5h4A4FkXNYfw3U9ArTTFrD2KpqC8lSe3xh3O6hV3qYsZXd5c1H8BQOt47aK92IHixUgcWBBFfKKa1fS6yzdf1iTEcbo01NQraqhzsHTE3RsfNIus+EaCoVSyzpVtNdc4tqYljvSz177ILuvpt0iMjiTf4liIPG81p7gSwLGmFbCUw2kVE2jHSQppHXAJupu87Mu2SfNHyNjWOVlZbWnKa53boFCfvjsJeNCREgkzWXjLMBZPDIu9lb+HuTjZoyLi1Z+wNZVsRZnGrtPnJ8qvb6I9O7VzFyhoOrKBUAbWFBTQRBUplRQA2qo45dm6KsbDtNv//vvrQ2m/+FdD3gp02XFsClL6hZU7cBCl7p7bVnnxXlqE32xfIFNT0e/eYtWNWXRRf0oFbaoB8qyyNO0B9X3Xl1eFt17JbKgmjxvfL0CIgyRtkW+9Jr76YXPfVbt+xg6ishLmaEgaC1qVxkVq1nMN73Eg6fpdvzuzY/RlsPn6GdedCV95zMvX5DH7apm5jqL6jdsLr5geICCGhAtF9/u+BLUxfdNX91CX3/yCP3r530HveSFcvfmNsxuezby+k90E9VPF0RR9SXfj9wmip7ZC4Lj1le1jpnxZUVSCwBSCuTnEQVF4Qlky3V2N5OktVDqYrppm34TXbfSfZBY45Pba1uh+kw2RWePMc5LlEXzwuHim8XqA+ySZc+SFlHeu6L7ER6Tklhsz5kr0xR57MrKsvm81e0jAKQKXHwDojXRKAa1pQEtqGcuThMR0dSsbgRck+JSKjkW0TMaLahL0ragVl1JQ9xdXxMVXy1sY6Uy/cZZNIoycSnqYJiUVJXZkAvhg7LozglQwpTkWhWHshnyup/ax/+E6PsJeGOq3Q+t8amXRlcxrS4cDiK9cc+T148Xqe38ynUP0zc3H+3Vo1uR3jRP18NqWKP4guEBCmpATAFPJC/p1PagatA06Dq5njQI7Ln42ov1SVUh11ICOC6Cknf95Mwc/dGn17OiWqtZFmsWBUOZRjl98jRkqn6lNVk016+I1Ni+ym3nWWD8tTVtbvitf5nhrBjV/MaAMU6SdWhaLItxpFKVEGVOzszR+ERv76jECszpUz4XUXYcO08HGyJES9B2sbRy9VUpmejI2Uu0bPkKunPLsda0rn1LttebkaZcrAz/oC309HjiwFn6k88+seC3xd5H2vOBcg/qEM0jwXABF9/k6A2SD+wYox+48tvoBc955qIUhYvvqOwdsJqIN3xXtJb2URZaVC2oqfLg0yforq3Hy37YxBBtjYujIFT+NloC1cvWUSht3Fk5pRknknnlPyZ3W5U62aLTKjZeJsYjlVq/0OO1162hbUfP0Y89/zvEeSWRkn3w8+97iIiI9l3zKiJa8G5hKc6LF0ol/bDp3kmiXNfyCso2sfXIOSIi+lL3uDxjmQHGU7uzUnXrwBFniqRb5lcaqLKuzN48I6SvFgByYEENCMudcEGa3/3EOvpP732oQU5hQQ03sIgmrUojfVObuNShZ51yqFQIAtYvr07oBXl4x1akSro146L99POiqHY/1Vbzle+DgnUlxLCqpUToLwKEY9vRc43fx1Q+nfdUC9x2Ocps1WMh1ftceHNpR+F2ZVAiVzcOOcoWzlpfGkEL6sodY3TojJvnQ6qMT8zQhx/YlawBxgYoqAExnXnVzxpaRGJdLKebR6tiyliN7yaTp4Xy1JSD8xJNAe39Qb0XU393QlmTFAskTtWyQmRtYO355jvlStzFbHFZlOEgEduUtvqd9mSOZSEyClicJ0qQJEFabfd7LWIqRJznlrN/TtsV1IRNBHZ9z4dwHDw9QV/beLj8uxffIVwdeCO3jjeIL8q5XENn9T3PyxnP0LDxO59YR7/4/lWxq+GFN31tC737rh20etfJ2FVRAwpqYnAGyWEcUNSVsgZxqR8zU+Brcm08J1Mgp1e/8D2RpyRyFFNBmRbKu6u8uiJokpdmf+Z4LNj0Oy1itptWyZJnkJUyaleSKxMxzv5tQuJq7Wtrjr8xrc5rr3uYXn/LxvJviYtziOeuto+bkSeGVd7UFj33X53+0pNSWPC73w/jhNLA+cnZqOUv/8omeuEbVqjLvdA9C3rGtPdqwMAe1IBIXXxTYP+pi7SfEQxnIbJVZD8X3CQ3Ky2oXopMHq2JQW9yqCKOhdUxMw2Xq+8Wm1OWZVZt25ilUkHtNubsPww5BkkC47DkMY5QiDkfKxRKVhAsTwqHtuUpBqm9Jwts1rJMeTj7S60clhzb7+SF6UV/LxFsn0nt1nmbgwjaomlM8h28qVf2aGioTWdsx+CWde37tG0YmC1sAmBBjUDTgJDqKtbL3r2Sfvvjj4nyFAPq2PlJWrZ8BX1u7QGrsl2aRBKtNDViWIokZZoCO9QF8+VycN4jFiiPCd55lO0KTJnWsT5tdWhCa7ySRKyVKNAu50ZmlNHYuUkaOzdZz6NkyWZ5yjC2OFTbb+HfV7/9Xrrmju3sOi0kZGTT6vuwqcidx8/T9Q/uXpiqXa5kYcPxMm3csY3noNbScuS1oz3PKCb9SxlHuOnFphAow0r3wxsGDbVffWybsarApO5Jps0wWRabSFSFcAIKakA4m9JTddezoTiG5CtPHGpNq7YybJA3KA+wP6uyTpksF98yeIvSpKSmyLjJzSufrDxNfZRh4eDIqaWpfBqjPBZp2sUG3SPHqo/n4Y63GFD/7iX/eB+95B/v81ZmCE5emKoode3EtJya+sKvXLeGrrljO83MCRZugl5K6QMlzmkeyyTjspIXh4C7ts4fK9PzTgrvvmvCZKGspWVYtImIblq1h7YcHudXwlRmEZekoYZVg5/rsFLrHyPm4puKBRXwgYKaCK5uFmcnpunMxen2hAGoDgOpKd2JVadHqvWqUFZT0GVjRH11XaSoRjtk5RHIb8IiLphaf7a6Xpai4LiYUMtustIs/myKdC6ZtFbl2iq8Nmls0g4DTdc71bV+FApQak1is33E5r42LiDYKKZKLTjZDeIoOWM8RH/26bb69hXb6NUfXM1Oz/Pm6L9C781DJrmnKBw3PrSHPnDfztjV8MIw3VXsQQ2Ii9tZW9qr3nYPEfXOZdOmY+EdwToCwfDjiCzs9UVroGG5h4kmVsWqr65cE9oTDsneR9NzK3E7ldBbWe+Pvc0mPfTd9eYxtV+MduOMid6idlqkjdFGTc/b0m7DFVYQf5Y6O7mSGBK+32uSK9BaOOztQbVUxjxjtFF7qw5fcNP7TbudsiwjynMrr59h4x3f3EZERH/+cy+KXBM9htESDgtqQHqukQ1EPFJAG7uV4XAMQROLuMCIWmdzz0Kew5sCISdW3iYRBjnVyaXzXk+OtbE9iZVLX8/i2bDfv5JGgjH4EuOokfp9ZUzoBfV0dwO0L9snxR7HQkHV3pvtauXnLGbVyyzyMNIo3wgbbwkTSywsyK5w9sjbLLzGoKnf+KrOqFpOR+WqU/NYdAEKaiLYTCxCqgemvRL90saAM4EcNb7+5BEiMreN5J6JgiQNAZLAOK4WhBQi8ZknzDYOsoKyGSABvPwAACAASURBVG0tUZy1ahkymnItrfJ4agxko1qSDJM3QqEAlQpqmCqJUQvK06e/mWI1xBwzOHtQU71nVUK2YzmfEt7X6dmOc9CfIdJjABEVg8Yw3VYoqAFhuVoOSPfiTbAk0fbiWadSQ3t125ciGSGIr5q7suSYj7MT07Rs+Qq67YnD/RMrU91rp7aHV/mOOFuyolotBGkTfxYlGBfxGGl8YXoHlBbU8rmNuQhaL1sSWbYusP93oj4aw3U29XepxKLtqw6WY6Spj//gm+6gn77mfvtK0ehF8R12Uni3aAMFNSDl3r0mt7PKhjKeJSZNRAFFvNUh1dYJD8vqLXKF6so13GD1IBUW4honkhaj+N6T89GoP/XI/noZlc8YaJ9vayJ1L4SyLVwMvabg1MpBkpqSSo7ekVDIMblhVn8KofRw2rRUUOf4Hgu2v9ng4uLb+Jvwey4cN3SZPHke16bn7L23eezV4wg4ystr/1n8xYnzU3Zyi/d3aXHDXGmYGKapLxTUgJhd57r/SXwvajGYpVq/AmNbJzog1yeHOpgmTzb3sVO+4PqTahsX8JSxIi3faiOzeDR8ZxGltEzLmC06T5oEAmwWKVgBqVhy/GDeQlCUzeknbjV8YPsY/dw/r6RZq01/MVvQtkS/k2ktqbLga/3Lrm0dcCzTF72ywy1c2SySOe+nj0D1Kl0XB4vc5fs77bVGdYbdaDGMtxNRfCOg5RoZs0O6TsQlaQYl0EGqeHsRsaxJflxKQ0yxbSLLalu7tNF2t2clZYo7cX5Ksf263irmRDqFWSDbq1hn+a2b6Pi5KXrBc54pLpsTkV17mwEHybNd5nEoy3ZcbN4j60lpsvBsSUzPKonyuCXaFiWlQcJ/Rfta5VNvIzCywIIaEG1FK/VxJdUVndQHZO3qeXPLNFmTlO++6MxK0b4jxnMWob+IIuqmrhR3P5u6YfHbrrEL9JPvuJduXrOvtV4S18j0XZL7/2ba1yg5d7Isq/tpDGSTwuAoUNxs3GQ5cm3R2tfXV4rpehO4dalhGnuqaXp/Ky+qOqap1sfddRgdZRjp9fHhub9QUIPS3nF6+wKMiYIT06KT+BwzeUyBT2wmpJLzN0MOlXOC2bpNv2t0xfPk8i6zIjGshZ7gTHbM/W/+c/+pi0REtGrnif5lWShjNmOHbTuaInJWcXU57LXp4jQx9/1zMO4LDVgPX8jGAc7iGGehupImRvS6QiyrX/svqxcNnT8+aR+RE6I/r9t3mq5buYuVNmYANOAfp0BtiQIFNQaugTYS74C1unNessorw9ryoqBU0RhWpKriFqIGU7Nzi+vgutJs0++UCqhGGQ6heJT3jJFW/dgVpbKqljXzPunw2ATTabp+l2d6cmauNU3ItumnbC9Ko3zOpsUrqm9eovq+UpYco/W8Oa15j3aZqL1s5Tts84y6oqboVv9OfH6wsK1fd/0j9K47d4jyxzwmbnJmjn76nffRyh1jwctO/LaCBqCgBkTijpRqCPDeBJCxMum6qd9mX49Rnn1dQiAJjCFhieuCSN884ftoau5JVk0gsDJw+qzEnTrkMTOSSbspwnmZplSgE7fCCZ4347Vw2tbiglftPNm/zJa/QyAJMsVz0fd/Fb37IS+rKU8S/VideFeV6oI/x6rp23st5OUfOD1BR8Yn6R0rtgUsdbQYprEDQZIComaZSF3Rqu6ZYOWx+82G1JQc3/iyIgW1siiv0IusDTZudhxMyljFEqhVdsg1hapljLMPLOSROb208Xz7mi6Xs+Bgd6zJfNrLl7avS9eO61HCW2Ag8W85abxIv7j+IH3L5Ut7ci1kuL77YgS0Kstu+buJEAvFoiIYiwt5nlsvuKtHf1fyDEp9wR7IGMb7CQU1AqwtIonpUL6q01MUErvgiGg3RRFQZShaWOSKV0/sMoZrR8A1ymGUXbWiOb+fPD+KjXtQLXql631I4UVuVkq61kGjC2jzfiOOcvvMK5b2/S3mMKytvBZIFAuJtZ+I6H9/eRMREf2rbjRlV1fh9rJ15Hm7z47beTjUzwm280LoJXKrj0vZkr6pNWz1FgOVBA4Io3a9wwBcfAMicTMZNSufNrauc0MJwx3QZk+cdlAJY5mV17PzPfQ8keQJNq/YE7VYHS0qpt1sWm2jPZGUWJ4ksLI4BqnhuP+6uPj+y+/6Fna1gryHygU0uSeAVKHsm8bxOiURNDl7bktpZZI032fP/bYriEiqPA3eC9h3G4cIHubihq5FyKLPXJymzzy6P1yBkXF5J6QKFNSASCLKpY5R165YdEIGqzG5O6VgOZGgNdAYrSr+TOPRcW8//9aAthJ9WZVcUQt04seTtGcNNibxZTrxknQRvWNmFkvQuqagw4Jg773s+vxP+l2wsWTx1nH8X90P/ItvIyKi5zzrCu9luSBpieJ84GZPj3TQXhSM8f4IMRf781s20Ju+uoWePn7ef2EJUMzzUo1fYwMU1IAU3Sb1s/m0EO0b9FeNgUVromEKkjRo7a5tGZNNd8NZMWqum42RXLtp1ZUSgTlTTVHlWLmKtEZBjLLmP/st3DSe11pZdHPFNdCT5Kin1Bk0l0Ptajb1BV/B1yySNmKz+Kw/Rub95ZZePu2eKL5Rdg4ZCrh9odPJrS2+Y+emiEh2/NwgUx43N0TqBRTURGl6Ju/eeoyWLV9Bu8cudNMEfPAiukSGjDwaE1/VYh1RIig8BVchV0SKqckdsyLJWTlmuHf2Q/s+a8sJGX1XEglWHcN94JxVx7Js9CmDswdVouAHfcWU12184BaldS1LG7UAT8U+ZInbczFBNfQB32N3iO7CCiImkBczEjQvHsnisl31j3qQpHAPuUR5mpiepe974zfpg/fzznmtMts1iV+2pFzJHQkkUf1Tp1VBzbLsBVmWPZBl2bYsy7ZmWfb67vdvybLscJZlG7v/fmlBnjdkWbYry7IdWZb9vM8LGCRcx7g7tx4jIqInD40r1MYN2UQ8nOXJxOA8uLqNkg2VvYVP49V6Pq9PzZppU3YMV1/OnjtGtGItONY4lxVmVnUZiTj15OinkomzbN8mW6yIxiNVBIsyWgtLToKVMN/f5j33nCNpQsavqHqFhdiSoB1YzZdrpEipbUjq29Mu9a0hl6bnz2v++MN7rcoqDKdLOOfsgSThRPGdJaL/mef5E1mWfTsRPZ5l2T3d396b5/m1CxNnWfYjRPSbRPSjRPQviejeLMt+MM/z9tPBh5zeCmf/3yTEcBWW1DKGQthbeW5PkyraL44lDD8Jzx5lzmh3dZsFlsa9SVZKrEUehsXNtXRtdz3tPsVRZHy5HOr3P/MI1YZEIbAh5ggZomyXd4Bvd/7FP3Lyp/0+q5JKbbNsvu21F0ZskHiX2NZlfj6WW1nnteGMp5d1Jy4T03aqQ82CCgaO1qlrnudH8zx/ovv/80S0jYieb8jyGiK6Jc/zqTzP9xLRLiJ6iUZlRwGfSue6fadp/NKMVV6b8/Z6f1sVqZZ/0OBYV2SYLFgWCyPU7jJT+0mpX5+7NEPLlq+g+7Ydb03r2n614wxMZSmVWZUjaTatoYOnfLa7E/bkMSZfISf9LWmbrkl0Xzmu1oz6mPa9FnMuK6uPm2HHG5KgLb4m167KnszCa3oumn/j9JuQiCz4SmXWrMumMpUKdZKjVIeQ43sKSM4qb6IIerUk0U2Z2gtLg3JfJYj2oGZZtoyIfoKI1na/+rMsyzZlWfbxLMue3f3u+UR0cEG2Q2RWaEEDTX2t7vbD75GTM3P0uusfoT/45Dqnekke9aiBCZqsXQZLWIoMSj1DUPSlnd391x96oL4vpdzfJ5Ar2QvYtBBbW93WmhAJ+qra9dq4zhny1JrLsuxqnbUUGJt7xRrSHC3aHItJ377OUo45beNJAbT8rUzjSSEK6w3i58UY8nr7XUIq3kk2bRyj5iGPBqneG85+eG91YXkG6JSlHUwwdRLVx61gK6hZln0bEX2FiP4iz/NzRPQRIvp+IrqKiI4S0T8XSRuyNxhUsj/Msmx9lmXrT5w4Ia44kDHbdch/6sg5JzmlhUfgksKRZ0wzGuOKt+vkvARtJqQxB/wQ+5iKFMVeFi2XdfPB8s3qSWovHYniXLqjOsvj3DO/i1BaYk3Wwt6tNij/FhNbG1fGEO6jtUBjDWn6dX/b6rlcVow9ntolxvRqSsUluRqJ2LzPt73OU7Nz9KlH9lGn+8LQXijt/a3TfqkrbNpjLRg8WApqlmWX07xy+tk8z28lIsrz/Hie53N5nneI6EbqufEeIqIXLMj+PUR0pCozz/Mb8jy/Os/zq6+88kqXaxg4mp4Xq9X81GatfQg6QChbnHwwM9cRKilumHqJk+eS1huYAcuVVG23Tl1y31+q7uyCMo33RaJ4KHdo1qKRVlmMytsMc5JrUB8PTPVlBJSs/ubr+TURcszOBTeiTBp7EO+DzXOr54YavlFClHhucobGJ/pvTXJ9l2pdw4fu30Vv/tpWum3DYXaemNa9mM8QL+J8oegn+rA7EnQv+4DCieKbEdHHiGhbnufvWfD98xYkey0Rben+/3Yi+s0sy56RZdkLiehFRPSYXpWHG9HZocPYI4ec8YkZetHf3kEfeXB37beMMXm1QXsdI6RbUkHMo4aKvSzGdixepiKLVv/ver9x3LC6VlaWEq+DbCLOmCQylBSr7ZaNFsqiTdMcP+uLHnX6LU7yjq2w+00DLRfznnXeriwXtN34JWW5ukZqeYH0dfH10Lf+zVvuphe/7W5RHtFWpO6na/C1s10l+uL07OK8grpwsDVMJDrctTKo9Y7FYJiteHCi+L6UiP5fItqcZdnG7ndvJKLfyrLsKpp//vYR0R8REeV5vjXLsi8S0VM0HwH4TxHBV47+Bmo3eZIXpdZEsvzNaogPZ6GUcOLCJBERfeXxQ/QnL/+BRb/V2lipTM7eTH0XsorEgNZ+0/0tarHlyDg9vv8MXb3s2X3TlvJKBbDpNzmsCKw2z5DjXQy5L6gmt6h7gEAgtXZiWVn8LHeblE/t+Ec27sBBnV+U3xsx5GiV6Tn2lRq57mOrjqhNElWEfC/OBn3GLRah1MpO9P6C/rQqqHmer6bm8eebhjzvIKJ3ONRrOEngAUntaBqOMjGMcCaSWoq0LytDSNcbSeTGMo0h0bvu3EFERJ/+/fYA4+UeVMazw6uXpN3CL1Rp7QettpbZFa+9TA49OYVFuy44hYkKZ0wsrYQNabJeYt2yPe/hbSyzGO+qXxjSapWpDctl3Upu+2+lsugYRdoFyd70VHGtn8R12yZQke28YEB2hJXUxoUhQ10BH8KWEkXxBf7gdK0UBhjW4Fh5UbruM3N1m6zKGb7H2EwC3SYINkosB9NRHvXJtVtZPXmLBXGej6DnDjPKLBUshkWQpdgXn0qW3n5pmtpau21TUJJNeLeUL/rOShARtTwXFpLjWCEN44vNNYxY39LzGnCT4zI/izn/C+lRJhlHh1Hh8olkgWpQgIKaGKn2Ld9DReovVW1CBD654rL5x/vypfOfpuiEMd3rONTOJA1QeB5hRSNmFFqbIiVHlrBenFoWMsZvMdxYq2gHS+PtQRW42QW1pLbfj+pvg/zeiFp3tcJzw1/VlAEVIZvAap5uiNFLLOCY2BMXf9yTkGqsAOAfzh5UoAzn4PpBfiRTWPmKGQjEFa0B+bnPuoKOjE/6c+cy/RaxjSVFc+rZMSlYefXPNDuX9sq1lTLrbF0uJlZuLqApLALa9pObVu2hrz95xCqgGstK3ceCHxLz2K1Tr/rRNlpy7etgkqMVjdaXdUUiN6SFR8sC7ft5aA7m1ietxzJ9I2pHx/XhajDH1N7M8890Cm+jdIGCOkC4dOUYD2fIqKKh5PpEPRiCqjQ3QgzDviYRvT2ojDpwXEsZ+SWWIp57rHLfEsxuTHt3Jfu1OPTcgBmLgIKytdqvevZic1mLPxfy9hXbiIjox57/HdZ1kCiq2rj2415ajuVeIFBStlZfZUycRX1TYhlnp2yRU12gU9rj7lKHxjQcOc41qcoLv+gxKMScGw4/w6P0wsU3EUKd12XbdQfFzYJXzfjXEnKSaJoIVYPK2MgNgU20SK0+a9yDWnHJ1Zv4tUuqHpeipUBzkFmp+7uU5UZ1zB6XCWmQxRQt5cSXEuZHbHNZ+eJnKEyZ4cqqUt+u4CZvQF7NJa7jcoxj0/y3sWDBz7WkyoJrjO4TcoEpVa8m0A4U1AiwLCgJTzyeOHCGLk7N9v1de7N26pEbU4VzvpuVXKVottpYRfpl/CYJQqR1nFPqVlFtJFYQV8UthcU2177Zry+qWasjNFFvqaLd+u2tDsrKoimKtPZtsF3qufGhPXTX1mPCXHZlacBz4xdsaVCywPrIqykvaBA9hTq4xmOIEbdCQir9ImXg4hsQ1w7kMrxoDU0Xp+bodz6xjl7ywucoSZwn5CpXYuNUjdTr16N/RadmFx997Nz3RaZTk5yKEstobNMeVJd7JVlFDuFeLJIjuO7UjrYq0zD2tHLYc+ICbT487iSjiagLBlE01P4T0qy32tY3TU2cvGheWq22EZWpy8Lrfcc3593G913zKnb+qqLBW7xjixdhuyc9y7JFCUJ6v9TztP82DJHEY4wreU504NQEPesZS4OXHQNE8QVOGCO4+ookpyZnXtJje0+zyzJekq+XVrJaHsf6qG0ZW/y5uKz+v1U5eHqC3nDrZprrdFrT+l6tDRkMx+TiW0VvktOepnTxZcirugO7Ipv8t6+Ec7xKeGkZSj9DDrsyRPSf3vsQvf6WjUIxbtYBFyRtHYMQE6yYl+krcmtQF+mILSjpH0UtXaNbW51vG3EBgldWxHsYcEFjxeaj9DPvfoAe2HFCRyAIBhRUBtrKTtSXY8iyyj0OnMHddJ6iREHgT1BTJ7W9E//rS0/S5x87QOv2nSEioRVNqQ6SPqXlQlcGSTLk1z4eppxYMfZHFbhO7LXa65Hdp+ijD+7mlSlQPkUTPsO+Vxt5JmY7fEET03PtibqYrT/dNJ7Gxhj7QTllpzYmVrG5H2YLoO79tUlrlFN9fpUt25wytQnRxw6fvUQ/988raezclKrcrUfG6b/dtLbmwdRM+/nUMdGq1tYj894tTx05pyRRhxjBwgYNKKgMQtz4WhEmN6cIuDQBL2JbvQR/B1P7kauF733IWsSsXrM1OG9No1WWL7Tdw6zqwCqzf6rfuvFReucd28u/Cxdf24m4+jhgMakucazM5Mxca5k9hY2hUNrce4GVWRst93HXPuqy6CxyB2bcZ1dE3VenyL7v9IV9tm8bR/IayPPc3Cda8mvymUf30+4TF+krTxxqTSt5r73xti20etdJpjIW7w0uOT/blqKPLl0yr+bMMjy/hoEh8vDFHlQOcdwvGn6TWBs8wZtg+FmdFeVVqYFHAkxcevLyRZ9N9eAUuSTTdRP1hc1Za40/5e2Jqm2h1jLKbsWpHmGUVz6N2x/I0I/bCpD9VE+rdMGcwB0Sd0JfY0VIJN4H/vYxOuZ3eVcx+miqQ67MwquDbRTkF77hm/TLV/3L/gl89a2AcyYjfQbXVN/nWtUqtuhsTcyCCtqBBTUGaY4HLKwW7E0TfF9WAqO8NG9AqpOvAklUvBiueBxLfe0aRG5xnERu/bmqsMVwo2YhsiLx20RLUZBMCqtJjUGdlFb1e+6dDWkyvuudPy+TiIpqkLLmuWvrMVq2fAUdOXtJV7BuUp68iK810Xgf0cTz1Y1HWtM0ruNatC3Pys9PW2D9zLt4jigTMqLwnhMXiYjo8f1ngpXJQX+OlOa81gUoqAxCWARtJiOyMyEFiR3pWUPcBiGbgThR3bOOaQ4ccKCRlFXdDymx9sfAdMSDTI7hNwe5krLMOpNW4cryIsI5qiTIpLBfHYzvAr5FsYo5AF/305S/dMf2g5Zrn1Yf/dL6eRfLLd0ozLbnkffrH83SFnuiuC/KyPuLt8XQvPn/ixP5KdsVY9/0tngsX9B0dYEfguFdBCeo4zARI2q+L6CgMlB/nhkL9N6C/Vj2XbsVxLxbpNsDY2W1Df+ucaZu3dNBS6HMBEEV6lap9jwcJBNotYmfJI9jmb2ydeVV5TrLES1stPcbbWuDtruotosvr/8aUgmsrBJiRBfmWL2rY4+2V4iW5V6L8t5bjLUSjwVXrN7NOkXzyorwjHPEVF+HrLIZ71BjkvLHeDOgkPejeLYlQexAWkBBZaD+sh7g52UYrCupUl8pdWtr7ZW0auTQEAFAbDBOdC32L5km7eqr26WbY7G4w5droupa6oqexThf9Oksz8JCJypa3ZRq+CnvX6RLLVz7qDYSLwTt/mvzfNkG2nFL62nBWokY+ywl47xzWYzW7fe+Te/eVc4CD1o2H61n/RU/9C+IiOh7nv2tKvK00F9c1JWXAgiSxKDpQcnzXFUB4C2gDYbpvjZpN7nbRXiokniQc6Jly1fQD/0f317/SXvyr9z+kvM3XcoJgdZkXd3Kb1BOfOHr/F1zmXJ5WtbRftdrbHK17R58OVG8QTw9sDEss8zUTmW5PKfm+8tQjEo54QfZ9D2V5M+ZtheMcxr3qniXyEV0hq1SNZ95xVIiIvpXz3kmHTqjtNc8YQZDS+ABBTUxtM9T1CLu6qzgJeOxHj7Ycfx87Tt1g73S6nYRDW8Jy+/C751o3F/qqUzJBFIyoXQtOwYSF9Bj4/EmA6w9qHl72gLOxEor4FbOSNOvPtr1DIGVK73rJSgvAPWrj/moG6WyBWm1XJr7EbJnhbSSao/DnPsg29csJ61RQJ/UFLX/etOjpTUX8ICCykB/f8lwUx3oY1h+U4swW2XPyYv9f1SqXs3C7yi316SMc209NzFLvLYFj+U+KhBoyO9tT1tATl2cXlyHgMFvtPeg+sJYhQhW9IKY27ZibB0Qufg6llVXTpo8tAQCLSrky9oa4xm3FZeSAuPrzN7UCPmcVcuM3YwP7zpFD+86FbcSAwb2oFrirbMnPha5BEuylWvlPmmRJwQxJpsmi4yknUoLahnNl7/iHNZVVVdO1eLmWhgnS7VsrZNPYgRJYskTLSa09zuOFVJCjDgEvvbTxgxqaXqE7CLo2uTpUSyedhJdGMm1O7IypqOB+t1PZwVfkNamrRtjDQjKlNTBRvnkXL9okSdC32J5enQrOkRBab2S6BDhBBRUBqlO6mIgit7paGnzZnmtlJnqCqXkpW+UU1hihGX1YxDdCAvq0RN1Vvy1Vmn7Zee4GZvuCycCs/Yez15ajhIR02SnJIYhhxWFmiOHVaOK2ETHuSocV0veIo9BTp9nJug6hC8rJiPNIB9FEcM2YPXe9bXlxPCb+R0wWOg/i4Mx/rkywI92DSioqVBdCY9Ujb4I9p5ROYlwu4pRGVCqSI4YkMkdfERBFpTSlGkZK+t6FrvuBFpJXkyMk2ELxZ7lbVHKbbC5GX4LBSd6sXHxrk+bcp4PjjU+6NgrKqraYXSekJBeCKKjhgSeBdqLRjxBxj8b0R7TUpsnSJqWdQQXY4HZBq1zeO3K9l9GbzEwrf5RMCDrhVGBgsqgMYqvt7L647QyMsAPQ54T3b31GHUYG6M4ezlSbQqbiYZMcsMvDoVJ3IiiuEhGeAO4BvSqtRurTHaRai9rGylmCwUjv6ht3e6Db7QXT0RlK1vIZWXbKeT909hVtJz0KwcNEvU7La+L8r2WwKJW3vjffkms8OU9oL3NiAMn0r6lZItfwCAzKB4yEhAkicEw3Xfu4P4L73uoFuSESLai6+qiW+T/6obD9OlH99ObX/0j9Hv/9wt5mYfoni0kz+ULFb4mpKaXaqpBVrTlWbWb42TJFxLrmcSdlZNH73zLxXKaLI3VfXO1++Fxhs85d9O3Ypra0FjzQhC8Y4xpOH1UeQ+qDY0LVYw0BbXnzFSW9thYypUr5q5lDgoxnvXUiRKLY0QaGy6+wInmIzLSYvux83Ti/FTt+xir+sfPTRIR0bFzk3RxapZm5tyifKQ+UHGqd+L8FH3o/p3CiYFbv3NZcPB9nEPbb1Z5PFsmOU0Sc+JsJoJ1WlCyv0UZNyR7Hn2tiJv3oneV94C3V2JFqnuZ2A0steyS65WMC46LMry+Hv5ZtBnP9ZVj7YU+N+u+JE/1Xarvnt3/Bg2apc3dw0CnHtqk6nqcErCgWjL/kOsvVaSwP6oJ0ftbNLGX8aN/fxf99Pd/t6rcxJq6xFStv/riRlq18yS97Af/Bf3493ynWY43dz3Db5Xaa9XB1SWvblHjTBJN7lL219mctHmyHkLB14YVbdJT2RwrUswzpzllG61mRZqq8ZcVwEwnjQ28+2JKI7EttlNrrgGeDIddVOjzPSONK/VAd/3T9oJhSQI2Ni3kJjpJ6JLneeUaJYs9aV6blut7+bebuOQZxuuDBXVE8OVCp4VkAr5md/+zpHiTr7QfZVMAleKbMxPz7tccCxtvpZ7fJpyIsHX5utgdSWHXfyWLRpx2NAXG6LcvTdtybCKGS7inmC3W/aRfGqP1kVEWy8WXI6dcqOE3XOoT0gKt5yzk+GTzTuGMK6572tvKdqU+TqXdtzgEvYQ+470Jk7LNmUYNWgRn1+oOfo+U4e30iwhAQQ0Ib2+N37eq6+DkbWXd0pKgXVYKcKr3rZcvJSKiyZk5J7naioaxsEDYBCqxTaO9B1UirqqksI51svzNJa1EHsvCxrgIl32+IV7vnPHOmwXK8A7Q8uCZnu00bhFpLFMgV7tteotFEkUw/OCm9X7sPWeOlmeH43n0Fst10pRpu58h9LeqJ5Bk8a5fZPKVO8aSdQl3Qa26iV32gN2GKEBBtcR332qSrzFw2g5OeW8kbU+bwEgwaIMwEYk61bdeMe+dP8FQULXdazn42jvpHHhLElCk/Mxb09qthLeXbSwy8S5eTsKULES8QrtyDUmqrqRRPQGM7uPzNPX5fs8B7+xp/x3n9bdsoJ98x70NZTfVp/vJkMtapGDJtNfrZgAAIABJREFUWSzA1xzY1mvAztMjb5WrjWj7g6d5gZZSpvVcCKZKRqrPsmlh6UuPH6Tf+cQ62nDg7HzZDYXXlOLE3x9a4DoHFyioDELcd6vOJZira5n9ZS5lOi8Fbfe/1J9j04StaK9vuWz+0Z0SWFDNhdpkSb0ldZBYL0SWBMYEVd3dVutZcnCVXvSdRT5j2QIFRrSYwEjjba+38pgbgju2HBPnMR0DZuVCy0jDcblmlWU1fuqksUnrixTqsBA1ayjjwuwCR/Uf5yV9/uDpS+y08igMesiek9R602CQyjtAAyioEeCs7jsLioi3iRrPR1ouV57FD1W3KUPFljAO+C7lMOTZENIt20a+ugtYgI7Sb5LeNPmpBYxiBchpt2ZqP2asbQUsgRJFjZOjaGvGIhm7ZDMcl9Jc8MD66r96exQ5bat9X/nYBF0zWYFZZVbzCspuolq20TNDyQLdVocQqL0DnGsiR9IHbGJIuHrnhORL6w/SsuUraGpWabG9i8SbIQZp1SZNoKBaMmjm9JD7PnwRctIUE9s1ioOnJ+iBHWP1NKVFNu3rdsXXC8m8oLRYodQKylMvh5PI9JPuvefUp2edclNSJJYJb23bRXt7GmeRp9H7xfM+OW/vC4NylxvS9AKz5Ys+retVq4PW9eaVvzl52n+T7PsP6uLLqLskjxacRTHOFgQNbI93q7n4Gssw/93vO9P3oXjXXTuIiGh8YsaL/GGf9xQM41XimJlE8HUsR5WQQZLUV2l1xUXB2PoMy0k5aW0Q9PJrV9JcJ6d917yqT9mG4CimevWRI/IEUO4MNhMj+8K8JDUrXkPQ2UtroSENZ2JV/Y1nbNWxFNfyWv5WIDl201S/fnJ4e1ANvzHSSBCJUV5gkURVZlRBndQXSm2IYbFsDhq0+LtNh8bb5ZR5+//mWi8bOOPenM2WC7vqODFgAYQHkmEaVmBBjUBM10hbbNywXNP2BjPdwTfVNnZlrtN8Zb0gP+FWDLwFSXJ8wdUnpO2KDCetDaaJkNbE3lSWgzi7CZvpt8QXs7T2oPasNgY5nkaoONFnB2PirPXOioGv/bnacmK4FRdJONHuYxgFTF4D2tHobdJqE7KeksXPGAzjApU2UFAtifNSiL/8lPrgVipjQ/Dsq00o1Sf/FgKVl06DHlVgVGJrifllNySuvVT54nh7UJUWx7SCJNlgtrK2P//VRYDqtTRNKPWN8sWiUXsabcx7FJUXYWp/M/o8Y3+u1uQ1M2xCHZ+Yob0nL8rkWtWloU0sJPIWlny9GNN64VbPmm7q8yKPDANnJ6bpiQNn+v7edH8lC6UcOpXF6SZpad2h8Az79Q+jwgsFlYH2jQ85QdDGJjJvcpcUsD4uFgTOPpIQk/6C+tl3homkTQEMTl3gna2oWCRrUmyKQGpXZr7o05iW9Uw6V0kMJ0Iq6wifMi0/jXFPa1kvQdmOCxlVOa57E132z4V0w9S23IvKZqTpuUrXU7/6Q6voFdeurMtVdt10TdvrUxKLm9Y1VBWjcJ1LNHY49kNT/t+84VH6levWLEjrZ5HHtP7Yx3nKKK/3dxoTNG+1SOPygpHcfNsBKKiWuHQCrcmOdpmc/L5cNIyWBM9KWGqLAjbKolGefVWa5XH6goslsIGTF6aJiOjGVXtb04osgYLfQvQSSRRfK/mCOjT/plMPX9QsE02LPJVPLWIqYwW8gMnyRUZbZG6K/MUYtfejweVacnSH3UJk4g+TBSHGB1/7GG2rvv3YeSKq7//WVpxN7Bw7zyisWvbw9b8mUr3KVOuVElBQBwiNgdlWhk04fk6Zskld+ElTavgKFqKNdhvPzHVU5RVoR931ZV3hWFB4cnWUT+3nVnIeMsdyL7FQai0IsSx2jKg8nHrZnGsd0nLar0zXOqi5+HZLKdqx2DPv/PxaZNdanJUsvMR4A4b09mHJUZYnogwgV/S7epL+C+r171btPKlVs2ioR0iv9PJRUciHCSioiRHCkmiDy+SVNQFUqgNnEhsSm4m8tyApJiXHYq9TzBZufqH7ajd529gmsrmCIk+IoMC9hap2iXWlrp7H15gmUeirETCtFwIFSnb5t8RNPgT5oo8wRSq7WvcSS+ow/8mJci9bsGL8JlBObMtykWuUZ5Dre77C2npRLERIPI4a9wTHe9sV9XE1UPSU4TTmRm0MRi3TY5jaDQpqBJoGu9qKeISJGyufLyXA8jersgbkCVbb96ZQFymhJifGNFplMcrk7lPdxwy6kmpkTm8KZQR5xURtbk6ndDXFxbkm9mVrVYITrbhaVAwXaRfPoIVI8kvK5CwGVtstfijFxYydn6QP3b9T/Z4Z03Q/U3/X+/Ja0azDw7tO0qXp9ijIzvXwJTfRTpBotZICCmpAXB+UmGdI2bzIbVYvG+WM2JPMUYQkLn7qq+alMmaw/ni+ZYfPGvaHaQepsLCCN/GZR/fTy69dSRsMER9LCxajzNluZIzH9xvkFWJjtomSZadsW9ZCgckyudhiZ3OGoDsca2v/NHbjsU4aCTU3O04egzVOzQpUjqPVctzkxgxYJgka5Gs1q+na/uoLT9K1dz9Nmw6d7Wbx/7wVJdy24TAREU3O9N8iUq2NeTFAZxWFc/5uv+ys7QamsgUTsn0nL9J/vWktveHWTeV3c52cZhW33ISa1g77LHIYp8lQUCNgVC48dzJ3ZVGnHgsktqYwDag7j5+nH/67O+jQmYnFUpsmOX32e/hschvZWpZT7TIlQSBScbFuQ2tPHIcnDsxP0I6MT7LLMsmfnl08SWC5yTv8uiglK2mlvxgUj14NlPs1w5+63/nBi5KqKdmL08aYVHAm4K7VsrFgiaIgK8mryrVNO4yTQ1eK9r84PUtEvQW1VNqqftqA24KrXXwIjtz2PN/1zMsFZfIXjc5Pzt+7XSculN+99rqH6Qf+9g52ebGJOdZK+dL6g/S5tQecZAyTQQcKKoPG1S2HPjAok/eFcCwT1bT9/paX3V/A5x87SJMzHbpzy7HWsmwCiwwDeeVTT6IhxYB0cdEZp47XLel9sdy5NKkdS2RZtmRBycaCNSs5o8Gx7F5a2x/nKdvWouq8MdytTYpFxY7gfVG1knJw7c+9Ppp3/w53XjNnMSAFF1BW2YK06p5gDYWn/qa3uVWmdrv6e59tXRcpmw6Nq8rr1xbS/vyXX9hI163c5VyfYDRc319/eRO98bbN4euSKJfFrgBopunZ1D7cWUKq+kbMvXo2mCZAkgE5prLd6RruQk6IqhPmJRnj7Det+hUTyXZjnIcgJFrKk25iNWWskubcpdn+aQRWTIllonrIfQhsFvoa08gK1ZVnQKI/W/Ul10XP6t+CBVijXMHiQm/M0Fkw6G3/aEdtaPRkNQxBry9VLameyjGlibBdZlAWP7gU7twFg1BnYAYW1MRI3boqqV35wmTtmTAM0Iw0VcWv0eodoW0lbkRlGkla1qRdZ2Jas4g5ynPh8qX1oUvfUtwuT9SnOBuPip8ivF1juJZXCx+/NFP7SWJxkUQZLtp4tsPfT8XZH84ps/y7KU2xFcFTW3MsdsprOwv+dhzTKvVzPcKsWOgTvdcaUoe0+rbKZ9XBU99aILdfEXp9y/81OMkxXKngVcCS67QFIeRCc0Nhvpfafc0LfPKGWzfTj775Tqu8g3SdbcCCaonL5KFpoLBxexEFypGLr5TVlWMxiXWd1BnLssifuo++ekCb2n9c5cknmTFWpZvQcjv1jU21jO6J2u3Pmvy3l21zhI+zktgiz/qUGeW0nO0KVmOFy2TWQ1kuZWrV05+yY/qRkV+w0BIDifu9tzoEKNXlebU/tWqxwGHaoqTtSj+ImPrt5x+T70MdxiaFgpoY2kElqoSYfNngOmDJXMoqf3u8uFpZrvIkBjtPAxavDlVLkduV2/QPzkqz2W03X5SGZXnSWn33tPDCez5MK/98i1Pd4t4/l7bFTjaO8mFZ7Ix9qpLWskyt41GquD6nf/75DbRq5wmhJVtejtZzpt2ONi6+IYmiiAvSxMB3tdzl+/GosDvLWqls1rvK7Xpt3gUgLaCgBkS0wp7YQ+XtMPWKfJM8k1je2WiDtcRkbEZJqHnW5MHGktV+z4YBWSCl/nD6X90lnC+fhaXAc5Mz1OnkvbaIaO1ilWX6LW/+dC9T8AyV+5r7L6IsVGZvWrWHHtl9qm/aAuMe98pnc72KNHaNcvuTR4iI6PKlhYW3uQ6m71iLRoy6cK7TagLeINilD7leS68OaQ263hU/k4eBxX2VLES60jsn2MbIUL+4+jOU5ruZU3dvJPZ8gHagoDJo6tej1teLiU9qL8G+NN2zikVsGHC1iFmVGaH9RAq0YOIiWzRys1Cy9mLXymzP05NvUk7c6v4Tb7uH5jo5vfQHvpstr1p2U/Vs2l/i9shRdqq1sA5kJrAi8ZTF3q9vX7GtT5Hyh1Frb7uJ+YmorHYh6uVLrk32KIGyHPI0yqkuQCgvhtqibdG1CWQlk9/wXb+0lndPW55dHYZo8uVIqmNZSiBIUmJIJteiPaiJ9lrJ6nHzQkGzhFQGQplLaXtayXX5crHkKPoptL7e/jSdtKJjZjy1IM8SU/+uOCvUxQvB5170mjxJ2ohlc1pTEggoRBRamTy+EibR/bWeSRK4rLPKavm7MU+UBT9teZIFK+2ylfMryzM947yFqkKOjgdYCnOjhYuA/oMkFQubcbj9ySO0a+xCe0JQAwpqItgcIWO1B7VhtjN+aYZe+Z4Hacex8/3LYlgkevUKz/aj52nZ8hW06dBZRmqdGj515By99Jr76czFaRV5BfqTB115vDKVrbaq0hbI5biWGybQvQkG37rHq9diuVrynOUIvBBk+0AFE1zna+Ffg1yqLLG5T+nCUQSraa3ps8+yWa5cuXHd21q16sdQsLStmHn1C0NaLeq6Xe8bzpzh0JkJuuep4yplLySlgDFN9eQom7Jzs+U3NlGbRUnq9ePy55/fQK98z4OxqzGQQEG1xOXZifngNQ1kq3eepF1jF+j99z2tXJaquOYyup/3bZ9/yd29Vf6ys1UCPrxyFx0+e4lW7Tpplb9KL9BTe31kLy+r6hgEFh98i2yQvmBRhsSC71oHyaQpxhChfY+WlNsCuvIDlJlXCmsWv9hqxusDHIWIs6jIL9OUKKu0bfV7o9iAncvqmTQqWPLFBVOTSKLTm7C7zu4nZxxVXhByVeDsghp2FwUWfPOqD6ym/+9T690qo4RrrAGbLmTjhRTL4r5s+Qr629s2hy9cidQUXn/VSexCHYCCmhi+upbWxCVG2HvT3rOqlYt35qpOvXgHotfXmPunbctbr7taW4usXc11WZRGuSP7Xk3myAtpcav2aw4sV7Lw3YUnT+uZzDgumxUl1lN/Mf1m6lOc+vgyEKlFxy3kBbWMy+W67Em3xXuwvoCLFJx9l6Y2bjr3WFwH5/yVa3CUV8phWPA5+YuUWqeIcbYdnb44Tb9+/SM0dn5y0fefXSs//sS2XtpyU3BtBjIQJAnILDvqFg8dOZ2uoKrVxkdZdbk6gr0dAaDs0mgVeVB7TuZpRVuavzZBM6StTkxNEVwlddDG5rqdyxRYiMyKvUAhEuxN4kVgZhfNwtd9CLrIWOvPhkVG1raWxXmsq8WoFzdvIWH+t6rC1nC9wqd6y+FxZtu0r2rl1bRKNEnzbQFMziLmUp+GzFm2+GvZlgk3vrDuID227zRdsXpJWZdBZ9BOcQBQUHlYrnJz5PST6831zZiGIUehLj7oxnChJQyfAK1rsDqbUzARTxWWBTVITRSQvPQF+1XdsVE8OGlMk1eJcscvy6hQepooa0V9tilbK61N1GizFb393ZJXPm2RnPVZTWNegODXgbdVYvGCZlP75XnufE53E5z7cd+24/TnG4/QL/7Y/6lefmi0vSS06Y3h7Qq+Ky4LXraX38/azRuL7MqUoH1b64vHac1KYp5JPCjAxTcVGE+nxgpQ0+AucceSKLGuA0K1ro1W0crKdWqrZNrrGMVvkpe0luu2SB7D9SsFtPo8h1oU7oDL0jGsFtUJn+2Cho1be/mcGOvVKkaERK7W4k6qHi028mIukJom6y7W1iaqSrGJPScuEhHRjuOGAIbKHjISOIsL3jyXDPchhleYt8jrtfHPSzGL6C0wxXtxpzpn0OLJQ2fpFdeupAtTs1b5f+0ja+g9d+9QrlVaQEEFybpvSNwni6RLDCv3HMufBO/h0ZWsrb4sxtoWIxFK+3E4yI7ncSu9NtkUiPvEw3vb5Wv1KUG9evtCTRZojtIpX0ywseA1KrUSF0tWmXLr6EJcJpAhvThq9XNVzCt7eG3pLfQVf7tZzfopuDb9T4rEElbN45NqGb7mGZytEub8ipWhBWO4clrJcVPN+fkLI1rBw6pEWUTx5JXoyrvu3EF7T16kJw9yTp6os37/GfrA/buUa5UWcPG1xNtKrie5rLJNk4fyJRjO4lSVZ7SGdP82WaX6/WJb394RBfw8vMmOp5VYZTkcl9eYNNev3SrfVx6rTL4817KqbD1yziBPp2I2rpucfmJ8bi0mtiJPD6Wbpq34RZFXTpjDWQltvC20nsXqRLypq3XynJYqLkdaWTwNaW2shdoeFalsXXno6RO07Wj/cdCExIruimTuoHfUWHXBn2+BDvE6T2HOMAwMUzO2WlCzLHtBlmUPZFm2LcuyrVmWvb77/XOyLLsny7Kd3c9nd7/Psiz7QPb/s/fmUbddVZ3o3LdJR3oTYgjBoIKAKI0ZNoPHk9KqUtR6+MYTS6qeMrBBS95DX1dGh0KJWlJaaGFTIFp0CglRxEQDIQ0EkhiSe0nf5ya5uW1u3zff/Zr9/jhn733O2mvPPbvVnPPt3xj3nu+cvdaca6+99lqzW3MVxaaiKB4siuL1oW9iHtA+B9UWOD3bcFEO8Emy32PnCplrCLdiv+/NSvgn3K9gX4W18LCSYCWheVeM6RoLczxB0kZR4CCUQoRV4SiJrD1TBI9YSkOQmTHQ+a71UtnP7/QySUN8EfqUEMtw7QpjEA7nzUzL62c+eg/8/hceTxIVFmtZlI6/rjK03ArtMr//hcfgiqtuIHBu4HsuuUbwdeHk4jK8++r7YPvBEyo69kaPGetIAighvksA8P+UZflKAPheAHhXURSvAoCrAODWsixfBgC3jr8DALwZAF42/vdOAPiQeaszQIqF3KINlKMorBAzPKRKktSEsbQLW9+feWJaRofxeKdQKNPb8dQtcL2FPsHAFV61PB06KUKsSM+O1LB0Y4ASIt3VxyHXeVb4Xz2nYWX43kcKtHQaD5FrUEO59tK18gDWOQsoR7JwQrdJXtsw7imWASfYq1l6/wzJU0vWrR9zzo05z3OmtXbG+XaZv/jKM7xGddDpunczz3EPHy5ue2I3XP/ADvjt6x9R0anuz2q5CWVwTYleBbUsy51lWd47/vsIADwGAJcBwFsA4BPjYp8AgB8f//0WAPhkOcLXAOD8oiguNW95RJh73DIPjcRAewnCeCgxWaLy6pHOJk3Yx6TFSknvwW0H4Z5n93vKWklC3byxdpnCiDdaVqB84n3MP2bGCtZeYBG5iOMlVMgh5YxTa9j3TbwJUNTHnoHSNgTxvcvSwpruihvyn2Jhy1xgYUAr57UV3W567Yg5ihdT1q6Gh5+Xj6y7N9taBvbJaeZZfHu+AwAcP7UEz+w5yqJbnxiRqccydx2CA9Ye1KIorgCA1wHA3QBwSVmWOwFGSmxRFC8cF7sMALZOVNs2/m2ntrGzDjSc1S3rGWXtLKAGjSJCM0FZWXQx61vVF7mF9nAmiwLGfUVQYjH8L392JwAAvPiCM8ltYO3XEoSdzfKkSQs/tTZimZJr6Aqv1WWMhCWXHqss+n7wG2ZvgCRcM3onO70PSAQJZQxoe4QzDbPGQCCFiLNtwVdSdB6t0UvkUvH1/eGTi/D15w4E6z+KgmXPMx7c0wK8ZTouaZMbpYT1fE/hFZPuL/3NvfDVJ/fAM//5R2ANZX/YBD3KkYbSdkmwWkN8AQCgKIqzAeCzAPCrZVliu9D9SRDb9N5ZFMXGoig27tmzh9qMfKAYXPhAYiyUIut0G6wN+4wyVorpROnOK25SDr8QweHVD+sJoW2BJdShlBG1pp+n1Zmak3jLn98J//e194vqttpA6hutJ6bfGl1BtgeVjgvOWt9Nj0HHWvmMKYTJvKL0stg7z+pjRmlK5AilLAWhDRB+I2PZea2PrlqRpuQsMFqjeOHOfGB98u6r74N3fGwD7Dp8MghP3/dwx644/aj1LAaeoOIodxIDCaMsmzqdXmi9ChuHdzw10j1OLa+Q6dXResqG162aP73SDCQFtSiK9TBSTj9VluXfj3/eVYXujj93j3/fBgCXT1R/MQDscGmWZfmRsiyvLMvyyosvvlja/pkExTsaEyxrdyD6ciujxGNiA0kqdqvQtJTjRbLgUtv7wNaD8Pf3bm/X57MkgROxzknkI26P88nBz77hpf30zbw2/HGM1aB4sJq+wQwj40/rUFwjY5FVWc37EENgphwt5IJj0CRRZXi7cK+yYs5WGsk4kS0Ynt07Ok/1xKnlMV3dIOjMiO8rm8GZmhRQDK8cOlZ1Qm9/oNBPkhjR3FDaJrh27DVdWBQoqPqmBUHu7xkHlCy+BQD8DwB4rCzLP5q4dD0AvH3899sB4LqJ339mnM33ewHgUBUKPEAHixcCp9G/UEo8dlaeVEqIb1QQ9uPpJot2XY5g1dTp98ZJvD+cRdVKcasR4RxUTkKbug4nVJA05m08bdaQtN1/L7aLqWivIktZxJTjcuoT48V5b/286HTavCkzgZEhI5CwXs/7fPJTaCJvGMqslZGHseZxx8LOQydg95HGW1p4yligbP0REYGUJkzOYNHRNyUosPY1BiZCYQFiLFWUMV+9/xwPagXtHlRrz32uCrMGlD2obwCAnwaAh4qiqGLvfgMA3g8A1xZF8XMAsAUA3jq+9nkA+BEA2AQAxwHgHaYtzgThwlemP6d5TsNKIJ3H2HX/u59+yaAJXzbtVCW0QSAzUlhrqL4iYZUdnPf0p565FaGKHkVRM+6/QGW19ERj0ygUlLKXrcUaC/Fd8dORPkqrEN8u4dCbAKnmzWeqHTdV33Z0I5tH3/xeFDyPIicEebL/vu/3vwQAAJvf/6NjOvRzaa2QwOmWGPIb1kZhSQxzGOphRzColWWZpQzZzCvdZRZX+Ipp5UElblmNhnl83XoV1LIs74Du5fkHPeVLAHiXsl1zDTMPj/GItNqz19AbldXuuOWEOaUx5CYU7BmWfyuQlLHQD0JIX3IAOeaB1vQxGtbufAIAbN1/HM48bS1cdPbp/jpGfY4LI7a8Grp0BZoS8m8ebiswymghaVbrCBNfnahKCmO9YJUhjBfk2onFZXj8+cOkdYMUfm493pyyuLern05VJNdQTY6SQ1HGKO9Biy67hlNfRIAyjm2eGSd6w30U2LipDC/5ol9G4vRxpdMOWXzDQ5mHanXAOhY+JnYfPgn/5k/vQJMjcJQ7aSiuBfAQ3+lQrRhnB1oLgy3lyasRVbzpsAolbbcPmfiVi+of3fQE/MVXnlbR8KHVZOQeXA+0lSKDskbqv/EPvgxX/u4tItZJlCfGXGFttNPtfex+u9SJMRj3az7eCCHrJOMTBYrojT5vzehzig0b7/rUvfDD/+32VmgfJbxT6+1y6ai3P1AMuO5cpmPZyVtqrM0phBablq14chJTNm1Ip3mgCmrEdmgQw4Cbgk6FPNVlHVjHzAxooPKcYHTlZL349D1b4KHth+BTd28Z8fYwJ4UROZ8cSO8p90QgNS9O2YiTZMoQXy3+5EubAADgF7//W0Y/CDLgaiERIO0EPz6lGMajRrAStA/7zdgDFc5IZqNwWIXQWqNRAHUNbBLIEYyBClbSqk/tHp19eGpprKCisbk27amuyaI4dLyLUIuBw7v0/FZ/z1STCeWAsFo3gvUbQtc9Ug4PXS8hZ/XI2tBnFq1XG9ny7bvUGDyoCeAb2KRMtxqeRl400l42q5AUh56P7hO7jtDpGU/0hdlMNSYTWCGyu3+CJyZTYUQiHGJgeVdJ9Kb71jyUlhSr2q+E0Xj1gxN6KJEzKB4xVkNZ3HWwyvjdqhPTeMdQrFgKvhHvyoPapTyOrhGeg5HBRgOsCe57Zj1fYeAYwGk8FZVFDKjV0o8BK1QGjRXCO2l5D0cXlgypjRBM7ssUuY4pCQYFVYjji8vwz5v2pm5GL1JaZ+pFf+K3xeWVqUlIa6m/f+tBAAgzsfWhM9X+xD3JPM6IgjC+xgvxtRV0rQTIWQElO2td1tp7a0ItjcGAM+6sPc88gXe6dC4CCOWZdSn2eFVsfqHU70crCyhWtuLJ2Otp9Z5VHlRMOdawwj1Po099RBVdSUyxBzUUzG+l10uoJlPD3ZKkBUs59glmDnhndtPLYviH+7fDq9/7RXj8+cM2BMcgZVeX0FXeuPXwzWXdssSgoArxa3/3IPy7v7obtu4/3rq2Zd9xeGCsOHXh+gd2wFMe7184S5WtV1Na52c/vgFe/d4vkupR3reXX3I2AABc8Q1ntXjFAmVxWFkp4a/v2sxKZ066lxSKB4F3a/KO0E7RPiaboIGmLIc3o+wk/v1ffQ1+8AO3eejRBfxcwFrkCUq7xPNsFQJmbbgxf1SMewgW9ugrQ6OkbwxKXSe8UsZd11in0dcZx5rjdOj0JJhsAi2p2XTZFAi9tzPG3lFRVAihDEUGs7q/Lz++GwAAHttpo6BqQq4xrGEY3zBQ8qXw6NnQyQnDHlQhqtBSn+fuf/7DLwNAk+LdRVkCvPvq+3rLWICyGZ+yPYW32HRfu/0pvtcZE5ouO/9MeHLXUVJGta5mhVxAqn773H3b4beuewT+5SsvIdQJ1hwTSM5V/eIjzyuZOt/NJnW6YGrtXcFQj0kPgzs37fPXUXoAOF5ba2OAvUJ4P91uAAAgAElEQVSEPFd3XySFLou3khCDnsQjFmN+4RylUqH0/NUu0z/31GU5Xi8j7xkP1ZqqND0TBPHQ+Qi0nu0cvEmcSBkqRXJJ5VjV3C9eRtYeCWrFL7CRTFqmgiTBVUykNPZYY/CgEuB73MGSVCRwieWwSTtlhjotKP135OQiAAAcPH6KTNc30bQ9EjZeM0oZd8stZyLcvK8dacBBi1PE4ULzjNENOFY8U0Iy7nCDhu0Nm+87ovDMYA7T7vezSpLU0OMUptMz35uNKaiMshKoM0M7n2hZ4z2oLmKch+l6gc3UScYY4NTH5IMYbZfADbuPofRQziSWIKx5yYCOsTNqnjAoqEJIxhTuxQw7uqyUFI5gaiasO5+psfvISbj+gR2sOk3SARuFMuXB2NYWSQrcu02hDNAcZLbeEFbdib+vu387vP8Lj3uvacBRxDkWep4RgO4dpcA+63O/B5BIsfdKFyuvcYvBMZhQ5zW6pXtmNF6UQtVH6fu59fckXU50A6UNvqXB9U5ZoX1PZfc1jE6kx+lNgkXwQJOudf5usyZYbTUhtYcRxmof7RfGWGk9xHLbgzqPGEJ8lYjp6WgL6fw60kIcQVICqRfXVdRiKE9v/+gGeGznYfjXr/KH607twxl/SkKsfEqoxJpv7p0yKpMDtN6k+7cemErqwBlblVcda5e0H3/lmvsBAOCqN7/CS9fPs1/5DLfYG9FxPjl1rHhbgfZuS+hmptxVZQl1NM+VE86P1Ys5n1odN+UmSdLeAcc+GsqWGlrZniWw3jOKfsrhLei5yTHhyn7m8yjJUErnau0cmEfPpxUGD6oQ4c6hG3+aL4J0b4a2jARxEgnY8Nh56AQATHhDCYOhCZmh84kbZtdfqGUM0DMVwyosnSIMY3fya599CH7lmvtJipvL69qN23qZ24cyprP6aj2fJOWY5MVc3aD0n3UnbTtwHK646gb4wkPde9FpZ8zaKFgVKNlUQ62LLGUbNRpR5m4+T057fOG2f33Xc/CG93+ps46vPom366W2Mm4F8txpy0iArY6cPZSSdY2L6nmucQapmUxo3MdWpwvmvo0nBwwKqhIp9x3xjhrpriVJ84+Wse4ThrAu8ygIKglh7dnByoTaW0zZx5Ry7g32PKOOEwEzgoCvhrGlPtSzshL+WTyNhTkSHaeQ9o3H9FPZWZ+jOo/uGEUZfPbetlFG1P1G/UiqbzTm26GkRgZI59OHai0w39+H3MMHb30Kth88kWQe6A599/zW8x2jR+FBWYetlPemjoxXBY5Bw0rm4myDatNTGpgYLK1CkSnPdf+xU/CRrz4dNeolJwwhvkpIxo1UgZPUooQPhNvPqFN43Wb5+m3/MXrSIYxOKNT3xzBbUjxNnKQt8zi3+Y7rCeXFYEU1qK3J7neOZ8GmDImXlTFrXMhKcK6FdYKy6Nap4Hu3aHQIfUKgU5dVvLiYgpn7fIAK1+53hlHGKxSPPzlCsTYKJphRhuJJNWpDp8jgoVv1rc84oYH1XKal190llHkhr5eyFXaLGl5s2q7xTFLal6uSh8ly/9/fPgC3Pr4brrziQnj9Sy4g0cv0NkUYPKgERN2zk0FZjIBd1lgbOve7581GeFZ9LHyXOZNvSu8Ppyx6dqD1Ywi2j6n/HjThZ1KIDF+oFZ5en5LkR6Kwed+LOhkHXbnjCEvee2lrOb28U8Cqj1t1CAYw6+0FFCNo83w9Sp3zB6d1eq+yzqjYX1dcVVE/3pg/tUQ/+zs0sGFImf8oOHxykXyWpywqwfeb7fOkOAcs6U/+Jul+n4HJ2rjrQhuhRrnPw+M8FYuEd2get7IOCmomaCVAQqy9SWE0Ty0zXCZmQr8JFYBDJ7qT23Qh5dlZofYzW4cl9TBNBuvQ8ovOPh0AAL7npRea0IuJrtBStGz9g6+M9djk0zUz9NUCLlJEdL/IMRWhvHFhyPpDLJ1+IymzRs/X+j5xXnxjgjVCP1fMCGXNq/7OUUTEczndgPah256GN3/wdjNjNG0eJRBi8OQQ1o6pStFrjPg2Srt7Lbc1lRRqDfRsyvOIQUGNCK1120UWCisCjkfHvyehpxLtUjDUAhVayP2qa2l7reqmV09u1rqiRDnR8mSVDaX0EMqSWHd7IdseQAo9BrTeGptWtOilHC8uMHn65GK3JTvcHIR4FB1gcxFpjyyhvgZSb6QkDJMg10/Qp1/ze7BobaDy5IDTNykSAZG2owiaZWUg5SgwVmuLRGfPbClo6ASSLzT7fv2FsPqZqoCicZLpvQgwKKgzDMowdDeee0MrjHmS6NTCUvyXyWouYqXaZyiLpAmadDSQrReJ4uWnXEuJ0Eadydv+sT+9HX7iQ/9MK+xeIuwXfMtrX+SQ6y5slSWXJQwTyrBC3+tC2H32E6QYx1ycOLUMAAD/5cbHO8skyQKqqIvVs35/WXvmsTICRRVX2uNNVNZKWF1GQD/mPtiYil/TjliVbKDdniHjiRm3GbyV487N4it6dD4jXqC5DOMZCrnKU6ExJEnKFCk9gniZvBVKicU65h3xhAi6UoGWobMkYZYnS4lyIr3fh7fj+5BQhVLAL8ZYaIRhm0Fg7UGlCA3twIz+OvuOLZi0geUBJL3/Eq2HUsTo+breR4JRi5KkimJM6arLBc94QqFXGZ8YBsRAofC50mPxDuTBC8mjITz1QawiMwJw4G5JirGdpzb4S/blKhX8XGUaTdjzPGDwoCZAypcBC6WlCFZWAr31PoOcMClMVPfJS9tO8BARUG/it17AKWF6zvdXX3aubSOMQBuHFM9O9ckROmXXZgaucqL18NaCPVKGIPBJjBQbNh/oLWOvyPCBJoEh8bQ1mlBocPZm1uvQ+K8VJJcBJWFW6XxSoD3P1+VthcYDHdGzE8iQEZN3qO6KOYfzopsoRjx6rBFLJvFG8BX1XwB2Gd2DHU5R0TeKx8L2aBcsV/a46DzIDmMMCioBEq8cF6FfJuwmWJORDUsWcn/fKEkgrM+arcvSi9rxJChj7rWz1uuCNWj7mPoVGMlrRumbu5/dNyrLoUv4zfp9044/nueKZKmi0ysBjpykJSizMhRUWEMJqQ/klvJ7dPqNJj1k/dcIHhMObntiN7z1w/+MHuMi8bJSylZQZ/FVdIa2H1nvUAYLZQZNECPXtlPyEsiMWTZCp1W/ueeLaum6ckoog5C4vrGhINxxkekwKKirBNWr0Jdm/YqrboBf+7sHlbzoQnCM8BxJmdzBMyrY3rDE6zAPwBaUQ8cXx2Vs6NHq49/Z9Bhl7N/bfoLXbNgC3/GfboJn9h7rpmPZqAlcfM7p5LIx5xfZvsZ4DfzAzU/Chs0H4Ph4Dy9+hFE3GsNI6XzvB8/II+sbUT2Sct2/L8+9RlkbrI8R6vpOpqNpg+830XvB42EBM7qB5gHOvnAaz+5ra8IEfGUrp6Rw9swahj2oSvBSnFNe9umyWrhWKaxMhc9s3OppV793qgt2i2F4i5U16n1VgmNm/B42vkQQyrPD4WmdvdgKKfbwchBKkNQSkpyHrLX8V3t6v/bMPoRpP92WR4LAe/3afluuvbIkh1zR6uY96jeZlZ60xUEwN6rfD8F6q1WIzKMQ6rLtOlv2HYen9x7tLCtF65xMZdizaD+u0ZzGeidZY7RbZnKNCNah4ZJtOD5QkjtKHgMW6isJ8aU5JmxXcrsQX9m1LsyDA6bC4EENiGvu2QJXXHUDHF1Ymvo91wEUau+oFcIpKeHvqZl8GQtHTE8MgRllr3Ku6HrGpMWeYlhitaW7TuihqFWiNAqWlZBz+1N7EToCD5vTMJ/gQTm32T6Lr8Qo2H9mKklJjOgyao+TdqGuvlg2Fux9z54URtzR7ZNzZah3Gxt3P/CB2+AdH9sQhvGcwXpds9pLaWaMcehZwcpbTXGmsHi0/uC1p5++1mESpuw8YVBQA+Ijtz8DAADPHzo59Tse5hR/JFpnCnPDd7Wx8cGyWSrRxdL7MydJksCToC3DgcSQETXsMR4rFczDZJE7l54/2V2WXJQELNmNBNbz6Otecj4AAPzYd16K8Jz+9BcKPTopzzlwE4SQeOW1w6adoElGMLhhSWjcWVrxz8Nqx3Pn2ifsPxJPW2NEm77sWnedUSV8W1W/8VMCzLtXy2U4ATJCnQ1rp6jmOeFxnAKrFYOCqgQeU1+FR7iLYBtW4QJddKXWYxdWIb7tEFCkPp8lCvvFoJ8XJ0kSilrpZ1Sx9uzUdDGe/jq5wSrEV5R8SVAHrR/IUuyrbxVSZS2gUdrH8exWqIxsl194Fp2wrIiorBVCZ4L1r33jaxwlLLSnFwEWqs7ziphbqKKDFMYf6DatPIuhjNuSuUjMS2Bo4fG2vQlrxUt7v7kqsRVyb18oDAqqEJQ9NdU76Fp5WWGeWBlBiACuTGEeGAYvTtmJwldcdQP8+Zc3tcpwjscKfUxCHMT3ZGF0fuNzD8Gr3nMjj16Lftre17APtk81wf5h7UJHmbsaXowyVuPYhkybLmnONjYEVQKuh25fc/xKVL/yiQnVwfpWwIdzL13fuTwxkLKM122m88TGAKeMuz1DOx+3vF1IWYlnXFpGg5hzLc/A7H63aajVlq7c5SqrqIEUoOwBdjGDt9mJQUElQDqwaw8qI9zR+iUiTYQJvHFun1RN+MMvPuEpOz9I4UHR0vn03VvqLJwAPM8Y95oGEqqc0FczY4DzGQMpPDskz+T4k6P44jynlQBSHXcu8syHKYQbmcIbJgpGi6Ijmmj049QHCvddXFzWes+m24CWweiwL6RBaIOm+N3xlNm4eT88s6ed4Kmha7vGWD8qVhOUCoi53Mign6vix4v24dPXRj3SInfGZUntmT8MWXwDohpcKyvTv3uFMcHoMg+TMPYUNXswCEKT5zdJ5lsKJFk8efTbvBoBjUPH4zlRtkcHerh46DXrtHVr4NTSivcax/sTzDtKgDoiwHgcszw6IgGwezwfmzCAmIAhUFkJMM/uPd5bNldhrkJo4wnqaWO4ONN2I6Zk01tmv67R6YYyflp63n/iw3eR6Bjtmukpw2dC2R/deL9tEXOeyT38NNx2hYbuXU/vg017jsJPf+83selwznhfbRgUVCEo46XyoFYKKVoFufjXd22GV156LrltTPLme0/bB0t7BFPB+zbLryhnD2oSbxenLEUYCy1QCgmGSjpAIytQ6uhdjHsU2JxxOmb0rIV0An3JGKjm8MUOowgAwGM7D/MJIwgVmkZREq3mbBGsvHxu5JKQsHXyQOu6lLMqaTxKKIoCyrKExeUSTlvXHWDXnbXYT7eXdxaKvS1hLCqENwW58pSoOR3U/JAY1LVww1klMglaBjP2Mnj58La//BoAAEtB5TwHDuZJmR1CfJWgnC/qFkH3gXqEkt+67pGWNdFH19sGQjtrev3kogpLnDJ1WVT6YhAioFqAKHMIJ1SjKqPNfuzSs4KE3rRX2awpcRDII6EWfAN5Aq1AURbNeRKMJy0PKoP+X93xLL9RQuBTmf8qnjGUQDgQsDwCnH1u9WfEMHRKna578CtseB1te0jLBsL6o3duhpf/5hdg79EFMk+GrdIM2a8jxn3CEW3skxAh16yeg7nxuDK2WdMdIUaIb11WxWl2MSioQlAUjs49qF6CJs0SgbVhXyBM+BStUEpTbouWRkjXZj8uMKlQAyNjR0xoBFqa4cbWO0qqT5lXOLxICi5j0Wfc4BnrbZciisepKWs9njFLfW5vxjRC6bCUM5QpvIOFRBJ4kugYl+UZZ/vfTQrPf7hvOwAAbD9wgsxTC5pxLcy7EyqJE01WCnRPRmOLIhvav4u2FIMZSIwoY308j/tKORgU1ICo96AavSGuomcerhjIA2O3iBnRMaHCA0VAq0BJ9ELbt0Ao5PDkABeE6MoTjZfrJkDKssLF6M8DA8fbzVHyOIJzTA+qdXbH09etHX/aLEkswZ5SJqXHzoTzJD1ESSynP6n1LICFWra3jdDp5YJwgrJNnaq/1q0dzWVLbvKMCXROd17CsvZ0lzVWYJAxrwEm97WTEPW/k2Zg3LC14cD37CzkWK29NNxRQ+gKziAUpGj2GPagEiBJ8w+AZC6c+LqyMk299BWqefIX6W5qDTjzg9Xgp+xTnbhoxNWWfFe1ySda0a7CQZA1v5eut6zx4k/iqSxj0p45mIX1Snv7t6d2HYFzzlhvTpdyrZeu9zdbQ0ZNxzh+KomyE+o5JLgXyXEJPmiUE4rS7S+Df++q19seq7IloQwD69eMjERYhmSOt9DsnWbQlT0PXUtbR+8Ees/844+jJAp4xlSgjeli+nhR5GfImgRHeQ+VXyMlBgVVCNK+w/Gna0mb/PovPnAbPH/oJLz28vOtmjbdhjrMU0cnVBKDmBu6U85DVpMH5zlIeJ44tQyvfM+N8Js/+kr4+Td+s5eeyHth/Jy5RqNOY0ICBb/hTbFgY4Kfq9yV8K/++KukslI05ygSymY6D/TB99pYG41IdIyVsZjo4u9VAJH1kUpXi1Aecq0DhaV4VMZQSlgmQnftmhGBZUHol39e1s1zoRHKG09JjikKWSduSThxarn2hnuRiUbTGPGnvxtyMCiRFlZh6LOGIcRXCWxQrKnf/+5Cz+07DgsTmSFD77PQzkmSBdPfnmlIj6KRlLHCCkMgqGCexZfEk05vz5FRYoyP3bkZ4dm/8Lbr5Amr/gttwfbzxL+z6XGMUEb0YnoZNGVThPiGCj2UkoslAGFeTPvnOv3df46n1bOX3AWBLsEL7Jb1euHGn02Ir41gb7XFiWP0yAFmiSmFZV75nhvhbR/5WrssgWArBBnjnW3/p25Bz7vIeA6se8ngvq0wKKhqdI+G5piZccnMB47d3g6B5TVm50RlFYaZdWKrCgtLo/MosaQ1NK9jt9Akedat/ddIYHqSEMZA1milA6YpSyh8/NQyfP6hnSQ6ohA6iuIRWJj1XbNPkmQDa545eam5CKWs1/QdPpS2+OrnDsr9rRtb1peWCftRBPS99QQ8KIo4qw1KT2rXNd/KEMt5ufG5A90XrQwvyug6zgkH3XS7a1OeWYqpkcKSc9xPJg5xUwwKakDUSZIkoTJGLwwlFTbJe2ltxXeFRKwsodCsyF5apUIiXHNQT4hImSSTuZKpxvqeMtMip742lO63//FR+OVP3QsPbT/UWQY726+vfb5RRQgyCQ4rLzqlbCjvOa9uus62PhMzBjituX/rQbjiqhvga8/sI9DVCfaUaxKsWzsSCykeVKs2pJ2Hu73KFrzN5hcr4x0hAkq1nYcAn1wa6qyHvGYTH7rl7znUOVkYFFQhmpcSG1z+a/i+sm5ovDRWE03McDPtOVMtXp1aio6e206/lZBuCWsWTKMJmvFc1yBGFXc7s1Rosrgrad9IxpR1iG8FjrLXwRX5Rqnhx9GFJRNKNKEzPdphnu0xon9WFS+O0M+fB5RHYJqBF+HBga3S5M5lWi/EnU/vBQCArzy5Z0y/aYTbHN77IZMZJGXXcfagEgzNVu9OKIRqHYmuQOZSrxoCAtbreQwjVKh5pUIBBXxmw5b6Xeci1Lag3Ax8GgwKKgXo86ZYhPshWRgpA9G1hHktV5SETwKLGto+gcUUo9e0L7OXs7W40MeLtYLOwTIaMsNXTlJPmo3VmN8O65Zb7SdJGZZkxruc+shQcOHj6KkluOKqG+DGh/Fw6T5o2pn6feuCr1Wc7PQ6z7GsDGUuK0tnICvbYY0mlLHsbEN1rUqStCgI8cV4o2U4hgenjp0hN96DqbNaRzRCa+r4+kYic1kZUTl1mjFv+3xLKOHXPvsQvP2j98jaReDB6+P587cOCmpIGI+X0BMo/pJXZfIUfDhIcQ+Sze5eQaimxzl3k86rKko5DocDShueP3Syuz6Fh0j5jO/m4+y54SxwdlESNuZylh7eEY0QA9bJnJ7bdwwAAD546yZpk9g8SfQC0WW1Qfi6hQ6zVycPJJR573WPwBVX3aBjJATH2Lu+CvFFjpnp5BNwcFmF2XeVpcg/GGIdM0NBzGNhJORizvOl8+ktk1SsLeHdV98H9289KKq958gCfOi2pyG86TU+hmNmhOAJX4y6dEMsC5i1kRQWVk5/4rzo7cEqWZ2dh7DQ0WMQZCUCMF6IJfeNhXdplZyuS1UG4ZCghGPHgn5fLV3oTGHlpnjGOIJzKITa/2YmrBP6DcPRhSU4+/S0S73VOZm8sowxT1mUERTjUpjR6HP3bWdS9dNpXyO8Z4z1mwPKsVOk9yDlPBzM+MGZc3VjVeZ11N13Peatx1Qgern5F6t27T68ANc/sAPufrZ/37oP/9dn7oc7Nu2FS849fYruPGBQUBMg1wGETajBMoQZKWNpwh0Jnhf3e6bPvgLFU95csxE6K2BjTDv8VKGBgudMaYtEycN4xhhbGha3Pr67Tc/pi5Thjxg4EQWTRpB9RxfglFGopBQLi8smCqrm2WAhjS26qIJlb7rtaldnDYKCQDP62twLbR7pL9u6B7Ozu23KtOpYK91KQ1WouYtjiCTRI5ThPXubG3f3/lt7zK0eDy96zcZIhlE5Ms4ZkXiZCYJBQY2A5r2jCLpWVl95Waw+ZzHECktCXc0cEsYLCWkPbyvFUDcwYV2yWFmdvco77zUufSlY4zkz7D067XGmCYK6sWC9n8cd61FS5QuazspePMHgu373lulrgecw39yRUvl3IfVWa5punXTOz2OaF1qWRZjfFu9ZrtUnsgfVAj6yKTxsoQyGHEjaEAOSMYAaNlhyaLwbdbMzG+1cMZ9HKNF1OczdKTDsQY0AknDOyAQrakMHn1lCKOE1RlghL8lUf6FwgryNMkvzwE4jydg0EihFLVcOu4e3H6azshJGkDIbN++Hv/v6NjojH/1MF+KUzcq0S5LAWui3KlOXpRc1e64UY2DbsMnDf/y7B+CWR3ex2zLiZbSmRFSqTegy7inUNgMzGCl3NFa2FLNLnDlG0y5MeqA7Nmq60gZliMGDSoDUKpiDKkhRanPwXGk9WdaJTiiQLKraJkg8k9aQeGTU9+18x8ZsigVJwpHilUsjkCPGBUSg+okP3yXmRTmbLxSs98hhe+dnOcmcJrqH83ztI1ysjyuj8ByXVdKpy9KLiulg7bl24za4duM22Pz+H/XWyc2AI1kDUq4b6HpGImTs1atD8usf2mWKwpRv2vOZE/Acf3KcFxiiRB9FxuBBNcRz+47BqaV2ILjdgdxyK6iVDMYJKeXQszrAPW6oDL1sk8U3viXM3JIrCBmerNNVPcUESxOY01l0eawxr7UNeMdB0BXwOsRX0CYu2omZ+sEJ8W2Uk9lVRkNBvA4x5qc2z2qNwcow2yOgo4FZSH0KQdzcO2g9H/dT/acHd8L3/OdbYIlyNuwYT+460nlNk/HXTJZTdnmKcHFO4bYTJIwSj4HCsaGia1+mjmIVBg+qGNOj4dCJRfj+P7wN/rfXv7j+rUvgjim40AY/4UXLXEhnbVwnl5QhqpKMXGuCQ4yfnVEZF2pPfg4LZUK6VoLLweOLvTys9jXXZZ3PmLDe02YNX1/3tWfyerB5oCzNvZOdvBiGTBH9qIbN+EbKFr2I90vR6SRKrN1Y6Kfz4a88DQAAR04ukales2HriHqEvpYYUVDZYfxa7xvnOcAMdJIzbP0807kAgx1RhxMAANp9WxswZgWDB9UIJ04tAwDA7U/taV9seZP66YVSYvHQSAIBgTAnvRNJ6EMIIewDNz0B2w+eEPGSeGtIVjfCXK7pCbTPCQucZJJcw1iguOS72mM1mUuWVut5gOIhovB8aPuhfjrkVuGo2xNVQXC+E5hzPKhdfLp+Cw3zZ6WjQuDTLqPZn44JgJS1ijNewilROkjGPImuCRV75NouF7JopECN8fDYPT767dhYvp1E9V5J2tMnh167cas3GlECztoXE1Vzmui6VC3JF4MH1Qhrxqr+pCBjfeZia6E18kKSstBWkxGZY097KGVqC9P0dzlPPwGM7mM7j8CffmkT3P7UXviHd72BXM8FL0lS9QejrLYMnSURrqDWX8PKfmpt0AgVUmXv2fZ42iJ6uVq8JXUirNJ9HLxZUDnvOsJnkEH64e+3svNaLz3GlpO5B8ETZr9/k2LI7afXbWTUPVnr7S0u1PtLDepM10fGgGC9kIXdd1+76ZHn4YFth+DKb7qATs+79nVf47RHA5Lcg3Y3vWHDHtQBNdyBt3Y8OijhLL6BREmqIAErbBK7pvAgYE2geGRShjdUBocFxJrHmdBjWtT5+d9oyEHQ487F1SIVLBO08SKdPSbafuj4Iix7Jr5QB9VbI5RgaoW8PKCJ28B4VjTv1HRZ3/TQ9or2t8EaHJZY2eo15QjOVgqgFcyjOOrPMIpMWQJc9dkH4ec/sZFfmcGDX6e7Ek9u1D0Jl9XhcRj1HucYNTZdI8dGi66RKT3YdoUsJDQbDB5UI1ThiT5BzUVuCxzndbPae0YJW+Eo7aHOj9VaPxtedA805zBw+5Dm7mtNdtJ+AVDSzhgWwFDvnsQQZOX9ppQ1C+lzvFELSyvwmvfdBP/7977EhH4MSJLNWXmDzYSSHjK5hJa6kEQaAFRzj+yeSHu8nE8pqrZv3nccrrjqBvijn3yNkp7ReyvZYzeu4hNpeFEqFF79RoBQIzrGu1LtR23z7m9DrufAS0JTKc81VEIwO4NGKMVSdm2eMXhQCaC8L2tqDypBgTPiaT5ojdouqRN6TyVAPMOAbwIrBO5MfCK09dpaJ+6QecTjx6hkKsfX0AqC7fpKb0hNd/TXycXR3qTr799Bak8nXY9XZMPm/fCVJz17+pVoC0SEOpybMd4OkQvc+9m0+yifhvCF0xxTgxnUrNZiF3c9vQ8AAD5333YRTw3QiCWkH5stNdMU0AQ5BG+mdUK1Vl3yj+HaMGIpJ8CbK23mcD9tFWkyvFGExjw4WYaDhfgyDPOU5/rojsNwxVU3wG1P7NY2bSYweFCNobX8oV4QxbpsHW0AACAASURBVFsUclJrl6Uouv0W0+ZapqKeZBGklCHRZUy+FHJ1WRthgmIRd2EWju5tj5+H1chatya9rQ9/h8LwWINtbVAq128dn6t6+YVn0glReAmUdtYxM3Sy5rh2w1b4oW//xii8llHFhf/+U2Cd/b3xYAkbJOAZmq5WAXH72Df2Q0e7UO7BOhghhZhhfJRog4j3EikohN2GJm8KXVaiwCzE16FHGfMbn9sPAAC3PtatoOYqLkswKKjGmAzx7ZzEIw4g632IvIWynGpDDN6hPLx+6ztFER+Bcw4qrnylm3045ztK7kE7TlLOy6ev4yuoWsPLWaetheMT2RW9iSJaPFUsW3Q5WxtmGZzbs+4Jv9HTz+XWx9uCy6ETi7Dj4Anzdq1bQ8+Oq1VoNAoaJYsvZ1sFBbnlK3GVOsrcg+3hsw7xbdP3zGXGUT4NXUZhBBLFxW4+5hhubBQ22XnPHmNHb4nwsD7fm0THFQ45dSfakNtcY4lBQRWia4j6rMqSiQCzCHHoUvbfsJL8kEv21CmRa4HBmWAoiw6l9yRZkPHna+RudIqwvA70FhDDvOn3JFWI2uF/IjItsARwo7HfansgA850fb9w4533OHSNhCYJJF4lMS8TKjw+7/jYBtiy/zi87bsv19F0+mCtIGpAP/4EdQieXmsPr13m+fTQnoG5MufGq+CI6Q0df5LkxvG+8Fw9du13O8+Gcvby+srmeVc2SB+XNifwpWiXhBMG24CtFF45lldZ6Gv41yyGZwP7PRVi3TdWhmSxV/JE29P5u7E1NHAdPo/xvGRGz/nu8PHxJtFVtEkLireP86zQqJUE3pot+48DAEx52y2wVuAWlY553jFd/kLo+oZem77KuYdn9rT36SYxwnR8UuDTLxUn3nnRNa+gdYxCNzlZn60gcTZgZSUe7dzPwg3tpZfysqLbnCwwnXwSK4tZwkOd2pASg4JqDO9xC4QhE+sMIx8bgfNHzVPo/+ovEXGRIS2ikr1Y2KQW+PZi7BXrumT1DmD3kNNZYbT9vnTvhWQ8cuEKNxW9WQ7xpYXdp7s/H2dJe6qEVlZAHagtA5WOl8gAxKAbah/djkMnbehaefDN6DDKkspQ3kFG2czDgZPCesxn3im5tq7qNolIMnlP86iYVhgUVAL8hwD7h8OknNZl5cYOFQ4FzmJtxUsSCjoJ3vE3YcpaoZlE6MKwlcIRzOuNWgfV5OMgwSLtvh+Usn6e/W0om4u99CjoEui9R1E43y86+/ReuikQam6UZo2l0ebX0doQWu+0UZ/w2kBXZMzoiZpsawnTv7cCQ2lHXTYd47WFAs52kZqnjqXKiIXuga4+I8yRrPeTcQxgQ5/VHBVK54+Ue41RepQTLBiy1jxhUFCNYGeNGn8aWQkpKaxpR7wotU2XHmHSkAhEkuaFtADmsOfRXmCb9p6RmBIasSagezNHK691i+IYoeSK7jlnzEbKg5UVz2+MjuOc3xwTSYTDMaz6RHMPeGgkx8CkVNgYiPrMOLoJY6omHb3nrpMswwHdgeAn5G+DHdqE7Y9Umf7+vn961JgDnbcVPfMz3s3ohBkoPqqSrSXz4eYfoVdBLYrio0VR7C6K4uGJ3/5TURTbi6K4f/zvRyau/XpRFJuKoniiKIofCtXweUMOoYeS42HMeGO6jt3Mwga296laeClkOQKatdIugY+sew8SK3UX7VlHinsSGXAIhV54Dt3TyXlvczQSALTbuf3gid4yErpSSPrNr4wZC3wia6CQF6esQOFIqbzH5Ckx8tIE5/B35Wv7pt1HYWHJY1Hi0FXVjg+KDPbs3mNI/X7wVnabHuREmbVawNgK46/PZpkEviRJGagOwUAxaX8cAP4MAD7p/P7HZVn+18kfiqJ4FQD8FAB8OwC8CABuKYri5WVZ2m5+yQC0yBZ/qdxeBuuQBUpoL2lfrk1zVJDoYOidsYSmeAOFk3CiEQCxRQH/7oPVURSU41b6fpfyppXl97UU7rtoNqIIVm7JHtkU0B795AJP9pWuFzheYApwT6Lz7K2UdVIZhjeUsFZx0CQ+MSLYEDYiw4gEMD7vkVOGYvg6dGIR/uUffQW+88XniXi26+gM9N391d+PUQz0Nb1uw/rSSgknl5ZsGTLR7M00Gn81vbxQG/oZsdI5OLJioteDWpblVwFgP5HeWwDgmrIsF8qyfBYANgHAdyvalz1IypjrScDKcngTyrjjWer1qnmG8tj5LP71J91TSeJlRIcD2Zlh/dB6ZGU8KRZJV0DNUz2xOz6EIRRb8WbMK7xC/dVlVm4d71CgvUOC+2UYSvi049SZqs/wnlu3oQlfExLoqMvxrpRlCbc8ugtNCJbrGK+Ate+mR5+HK666AZ4fJ3aiGC2t1h/J+3VsYaRIPbjtELuuj3fMEF9+iYmyiKzEga/Pf+lvvg6vfu8XmXQYZVmUbZHGGM0oy2jDkZOLJnRyh2YP6v9RFMWD4xDgC8a/XQYAWyfKbBv/1kJRFO8simJjURQb9+zZo2jG7AAbrK61KLe9LLwXjbHoW79OEd9OiiexQvV8tfto63P2+slM0DNWio3uYZ4QLtSa4aH0NEJyFAPn2cW0/AcDoZ2SBEMxvYYUWCdaxs/HtIVEgBeF9iFV/vHBnfDzn9wIH7tzM6M18cGJbJnE1fdsAQCAR3cctm2PnfsX+2pFFi+LKutxJjy1oQm5dtsTI1mc4sfQZI+lyC8So6/vR4pBOEmWdsGaXMmRuw7bZAfPHVIF9UMA8C0A8FoA2AkAHxj/Tj5RpCzLj5RleWVZlldefPHFwmbEAZZcgZKEiGRlDPWCtM7b0ll/F5fDtNM3IVpn8Q2VZY9Hh1CGsbfVbp8bvwyuyKia04JV+C/1dzZ9Tlln4aSUpVyjzTNKnk4ZzhhIeVSLFrwkSd3GqND7Ut/xhivGBeh1xG2Q1BG2oZkTZfXf8P4vwR/f8mSbLqNde48sAADA1gPHO8s0gmQ3eBm/6WtBMAjWBuq1LhYxvLarHSk8ita8SbwiznsrKyUsLNF2NLrbATjt1EZCzgpECmpZlrvKslwuy3IFAP4SmjDebQBw+UTRFwPADl0T84b5RMhZvIy9mhiq9+GWx3b18yJ4FlkLEsNTKQFGFdsHQTvipSZErmMN+xBfXR2ZYBuoLL8pBjwrr6aOe6s2QSGyC2nm08tVaJwngfecM9Z3XlPfQ2ssIUW7DELaJggJbD94Aj7+z5s9BKc+vJpl9b6uWzu6mPuZv17hlbImO2sVaQ+g0f7tFNtQXN65PlWKkcJ6Hubs/8w9Iqp0Pr1ljG7hff/0KHzbb94omiM4z3fy6XBk6VmDSEEtiuLSia//KwBUGX6vB4CfKori9KIoXgoALwOAe3RNzBOal9JX1zpRUZvnmA9ieZmHcD1SMwPfjN6bTr9mnaGOZigg0GmFn+p4WyEHu6OVQNQKtyWEA1spCBwvf+7IXcCyikG0TpKENSwHbzlnnqrLInXWrhnNHlgUUbBQf5YCIlt/Nj53AADac2SKZ+nfv81fUzi8tFtXOHDFsJhTEOXIQFISy0DnoIo8sj7jrAFdLj5193MAALA0PquMcyQVyXCACDDz6FTtzeJbFMXVAPAmALioKIptAPBeAHhTURSvhdEY2AwAvwgAUJblI0VRXAsAjwLAEgC8ax4z+E6CZp1Jt1hbjVlz0abkLwopRZ6oC4hyoqrpcHgS2lC6TyKiQUN9BFKXR8esnWEGiP17p+OqEZRz1QMpzbJX7sIghpdAQ0/bBmtvHEdgXrem8qD2H2uSm7BYtv5oo/L61CHqHC8kdo30QAQGTeRaKIN/OFnOxgCRApLmTD6dLqcJle5dT++Dl170gs7r1oYHShRCaGPHZJdlNtWYoldBLcvybZ6f/wdS/vcA4Pc0jZp3cDxkUjoS4BP+CK+5/Hx4YOtBMZ2UCBXqiu+XGS/6gjZorY2yvSE2HlnM05vZ+moCSVixtTWZ5P1Wvp0cq/SsPGb752DrWVxcbitEXVSw56xVsjnHBnWH+CrbEGqbB4Hu2jWjgLMlNHzPtn2VLmy154zSOg6rFO84bQsRR+FrauWIlqfNiJ6Vgp/ynd64eT+87S+/Bv/2ystb1zRJnKTgrO11HcYaSkouNUcCliaL76oGSTlhjJPQFtcYlmtOHcneuFl+78wEjAz6QOLR1rb7ym+6kM6LQTdu8qvpwnqFoYM+pQ3SMgThpptuBoNXCM6zsvZibt53jMG737pvhRSPk+aLKxll++lW19aOpaUUe1DN9o4T6BT1Jz3zPM6TX8ZXJVj4NIO+VRPa0sAM+8GMjHcS7BknLtu052ibF4O3dbuq9YJnuKYXDr0lMBcMCqoRJPvysPpW7wvn/E1SAgWSIslvvNX0QFJ0W3W6y2L7LLq9BPFAU4zoyj9tD2rElXyM888aJX/51heeLarfNf7N9jGxFBgrYbOfLsVazuLp0qXMGZmD8jwyz4tTgxLNYcYLW886vuc2JkrGC1J7UAl7UHMTIFMahyjGHevWBVNmMwjx9dY28thVSBGiLuGJZcAtKUJNICwz5GTOfVdlc9tCEAqDgkqAOqSCUzbYxKqrL9kQT4GVgmXFi0evnPr0lqkFlvgIldyC48Wov5dTF+W8c5NwxxC1ilSJofga2Q1wD2B8RTw0tPtyu3D81JKQ1zR44Xbd0CrZFkZUaRNYXi5GOznrT7UHdQnZg5r7iKe0z432ofWRjmebHmb84HuncGZTH0nA6r8ERlWUjgmVCXrGDg7tmsdqR+U57d+m7qlLL4spqLnPQRwMCqoSEg+C73eJRcRugqF72EKBdnAzci1TxcUezuJMGH8sAwmljEBITI3Q7ZFYsGMYe1rvtlZJIfDsQq5eSKsx75Y9tSSQUpg8un73XbdO9MQSqOpKpk3AwYkcIZBbWydJynQgI+Ao+Nbnj0vo+OeyMOAc+2UX2cYX+Kwzp+cyiiUGkYnanVdS3F/FkzLXutMILt+KmzTTGBRUKVqDy9iEmClYXhqsSzgvZz9LFkSClZZOwpAZbfh5U8b5jlq5dbxUyHw2b4TFeO1sBHGKEEY3umELceaPoQGhnZI9qGvWWCW2sfFaWz8PtE9s7SI8pUlQthH+27WrX9aRjpkZXcPm+2f2MPYUWxsVCL3TPgJF14ZQ88DBE6dMePL2CdpA06cxRIlQRopgRgaCrCnlfePDO+H3P/8Yi9cKw5jA6esqmia3LQShMCioSoQKb7AS4utEBybUhO2Setxcy1qCvSwU3hQ5LVjae+ya5FFRPLKSEByldTqU1zZm8hG3bCjPHfabNgx4VsJ2rYHd9Te84DR+pVBA36H0z046fjQtx43H9HdxTXX8irIf9xxdUNXXgNv0k4txTgmUnHH68PbDxm1IB3wdd/rGW5+//iTFhGynUtYJW89I574i137pb+6Fv/jqM6z2UPagthuBXZq+6DOAWSU1ywmDgjrnqAeyetDamsmaScNIQaCU6eCFTe5orH9HtZAThGzeszNPNP/3lMxslqwNBYFc2ZK7tdozSinNyWzKiRrg7J3KVbnVbnE4Y/1acuHQ+74w6uo9qO53hkClBc9Qw5inCHxy8BBpwRt2oxngyV1H4BW/dSP804M7Ebo2BnWaAVLpCuuiy2qDgL72vSsBfvlTX4evbzkw/t4mKBmjZuHZIqdF/z2w2hczGgm538qIRTgqmUW3BhIVl+v6qkHvOagD/GgNBcJinZnM3oL1BF2/MFqdINN+4zTLSi86fHIRbnx4J2mRwfajdZalNIJQtq2ctHlJoB0KFGu0jDC/aAohXhuFwFJSNAJHRFj1W13W+YwJ6zNYUV6CcOIYY2DPkQU454z1pLKcObKuQ6CHTfehwpVJ9BgEH9s58lDe/Ogu41YQEPHlSZH4jWMo3Xt0AT7/0PMmfAEm1/rwRgUKWntQGXRp54JSKBk91xZv+no78oB2OFGcn1dLFt9BQSUg5lEK1tYta0jb9Quf3Ai7Dp9U0+mDtbBZ1xHytPYk/so198O2AyfgjS+7yJQuBRwlNtj4Nfc62iCUsVeiGPX91s+TzgRr396EoYwcSDxtqdEln2DvqMSqj8E4is0Mtz+1F7754uY4KlqkAuZ1Tff0rZyGrDMWx4Or8gbFSArVMmYl6PNQSZIoygTGe40qiVB4WO33rW6z2r/JUcK8a59jfIrRbxrjs/+YOD8dn4HDejtfDhgU1IAIPcmWJcA/PrADLrvgTJO2WCXY8GUOtbDC5qa0pwhj3XbgBAAALIwzhEqSG6FlAyn4JN7CUGsS7XrRk1trrWFu3CLE21oLuqyxpeSdFAIhzBuKF7g5GH1tFl9O9EHb0x7v6UuSw2HPzFNJhZTvAeX+qhnSVRim6Bi2iYpQkQkcuqFCfLEis3ImqRWDsr/IBJn+fZfWzzVUKLiXjvN9lThOawwKqhDu3otUi87/efV96PV6C2qgF0ZLh2Jx4kwwWjoStOh6GIWcWA4cOwUvOL37VbaSudpCJ6GSp2xOioqVEcnaK2+FllKhNEBownZzMzBVsE6+FmVN6GgzJ+Ra3wSOV84mwRCJF6MsxbtSN5mSkKXDEDaJ3IXMqunVPaCZuqtPtdLOn6dQepzIE43xffoiGe7wwMaEtQfbesuZucFg3DDXc2xFNyTclC8UjhIZffJerLNu54RBQRWCs4cgh/FCsUqZ7WErpz8pK3LSPkJ5E6QSCmlrqWSiPa/7nZvhB1/xwnYRUafaCutNHSNF0ISKPY6dEmS7NHbWcDxaUjqusMrzyume3rlnrIPDJ5dUNHyIOaZCz3O4gc5a0EWudSnQpi2ggaS0ExTVpk48I2jMZ+Ziba2gtq+ZL2eu4UtLL1olG3DmXN/wY83CrnyWAgjzarzx9mq36bHOt2XwikGngtsHPr2j3veeu+VLgEFBFcI6o5wbqkDzaOUqrk9jy77jrd/cSYO0TyMzJScLw8O4Dbc+vhsrJaHs4SW3vMboK8yan/JRPbfvGDyyo30kgjZ7LKWsvcAclj6GM9avDaOgGhnmXHr+5xG2x7BQ1ZhZfFt1Y06W1VpqZGxj2FmzBUcpqfayrRmf8ZBNiK9yLuytE4guiTdCd5mwd9z+/eI4YBhzI2nNo9OzjhCkINQ2KNzgN/rE7jcHedQag4JqBG1oVagFnLZBn1BG0YYlgmSE99/o4p2b9nWXSaiC0Pb1GIerMIQv0tBiKJ9NCKOszzu9K8p3SNaWMHQn8a/++KtwamkF/u2VlwflbUaO8RyiCgbxWGXF2wraPaguJt/jx3YehsMnFptrnXVMm0ACnlthei5Tr4XW77T5HEFYq9wQX2T9Djcv9z+z7MBY4jnSwLKT3UydfVdV2wjeJD8jVMONE+LrGxKuzEVRAK3AoqcUDefRc1phUFAJyDVWn8Xb6CasNoizlCcGrJUcNCTa2AMmQe6W7FzQ1eYYt3JqyW8Cp9kNOJ47n9ebT4cHvmdxFiHx3oQ0mnUrgNgEGK4Nb/7g7bbEFZDIa5x1I2IXm4Ezfqv+q7P4eiq3jtOQNSsYQr17KeYwdw9qbvOodXNqQxopSVJ3G+yPcSvZ56hbRZmQvKtzqKiuSd2AWUXpfHrLcBaFOizJFpzU07Qyq0MgpaBb6fEs6AkmD+ModNKY76srrT8gT3DecX0WWVV1HW/OvIddS2iwsveg0q8l8ZxyhMNwzVBBNNcaGWnXVFl8PfY16/6i7EENLXvQ9ioaGfoZZZcTePeC7dukGHfo+mlTF/W4T39Kwdp+F3yez3XGssWgoBrBOntsyjO5/LxsBLSGHr1OyMXwNz73ENz1THfoMKUNePvCTiTW3n2ScC1a/Ju///jmJ+FXrsGzT3fTmZ+JOea9hBLWrZUeHOmefW77rvto+y6r96C2lE7OmhDv2bWzWnaXtd5+U70P2w+eINfBeZuQaegRylTG8jWMLL5aVOPj2MIS/MxH74Gt+9t5K6x5Suiiz0PRMGyMuSG+etZlL08BOTNU5CjeSqvcJUnlCoLS3mQHH32fHBKc+W7WMIT4KjErg4FiRQqlFEthHarlw6fv3gKfvnuLqA0z8ujNJ19Zmvqm8KfG/f3Bn3oduTYWytPm1C7VtUhlui6xytRl/W4HNqyNUfMA3nMIL9B380auWYe8mVKzA2e/PyfTp1vHh+OEbN4pQ/F4HtR+BbWhazMabnlsF3z1yT2w2LEtgooUY/PLT2CJCqfBCZF2kyRlqleaoRpv2tfElXmt9u6yPO3GnTyPYbwYBg+qEFax5RWa7FzWI9qIDCMEmXYP02V8VUrkWmz49/eFmYQooEy6kvMYKfurgiXGCEM2G66is/5Yns/4PRgjjNIqREsFK6Ew8D1gY4DgiOHxYq2BtrxJPCllGFN4BssQCfg8QL+LOsQ3wo1Xz2HtmKn37M/Q7w7Fm45cO3B80fu7ttmkKJWkhlYb5pKMvPUWNoLcgsG6+0QRN8g11rGWMzNT9WNQUJWwOvTYrW7uXVGWsU6braHrp8Moa8KRyGtGlDnKnrEm46Wevg8Hj58SUJ7kkffErGmeNLpBYqTgQHL8ipiXrrqSd5j5zxpBw4pdA0umglAr5A0pK1kX404zNvJFTY1Ap+q/NYQsvtZYN1ZQl5TWFJmCEM9TzIFXWVcg16ghTbNizEV3bNoLP/vxDWpDRgukkzb65955dK4OIb4BkcPyXQ9aJ4adC054A4keZaGseYfpyVCLTW7b8qy9/aH67U9ufQrhOf3JRke9mM/Klw2TCo43SAtrw1ddNnMDAgZR0yMqiy5LX3vN9wtn7kGlgHW2M8PbagU7xZRuqKoU0+ocVGzeMpMHHN6YUkZjGWhtF9TxilwMQcxcQTUqU5cVNI9y9ySyDOVOuxf9Fz65EU4trcAbX3ZRL6/6O6Mnc49ISYHBgyqEyKKOjKosrB/ILRX9RShkRLWsQ9NWVkr46B3PwgJhnwsWWlELgwlNEWgCC2t51PWycuoalSHxynSi14T90Ky27UISxT63/mvuId17JhHYcgu5Ns/iG6isFq1QQUwwJdBrPc9VIhwWjD2oWlTv9trag+qZy1j0JG0IRFdZyO1/73Yj53vVj15WHKOMEDc/ugv++q7N3W3w/Nbal6uMznFf/7iGpTBzLeVUjnlSXgcPqhIJtyGahbWGVh6KQqnckDal08ve8NBOuH/rQdhByLSonWhCjwvanlG6VxQruUIo00dfUo979liukAh6MUNoJRgSKnGt5sFnhO4rWtZO/bgZnOVAn4dI4cj7vvF8Dv1tb0J8R5/WBmIM6B7UwKBxjN8uTl+cd+Z6OHRiEb79RefCg9sOoWXV4xgxfv7CJzcCAMBPf98VOh494DhOMFD6onoOlERonPZgSd3cK5goNC9y0iQGD2oEyAR6G95Wg5ZijXbLkkIrCLw5axVH2eYcBeClm4GcQukb62ZayqX7ji5E8Yx1cYgpbIaWuXArchjmLKo28lASzEp4Mu5BjcerXTZe/73sknMc3t1laetFeI9TN+909CjhtlaoOKAeVIYzIMXb+pILzyKX5WXxdQ1g3bDyjpLqC0RLjK5GVkXnF6PBUD2HP/ziE4T22PBsCPZ8h9lZozgYFFQlchb+LelyjvmggNMezd49H6ppUOsBaKzS/t9jwPzoCGyeJ0ySHDyy4xB81+/eAn+7cRuZZ+7eCwySZCMcBdOqbzjvRe4h0ma8OWURz4LdnkLe76NrxnOFKTU7uNGNubaTgiayRblWIWOyDzE95WuNlGLRWGcY33247Pwz+Txrukjkg7J+Fz1cp6NbviVPyqeKtiNRCHQwpZYjrySUu1fL8V8SDAqqEC3BOeJewJouYyhWZbFwAtwyR2Ylglaw4izA9WHHTO/jG//gS3DVZx/sr+RpVyiQFEojL6tGUPHVfHLXEQAAuPPpvZ31Htp+CN78wdvhxDishjbhe34TCPTW0PTfrsMLBPpi8lPgkGEps/ymZAPJdgrvOLRoDMq7W6GxMsjV3zN99q5RB9+nzxDEFUqeFBUr3tmuSp4OAdI6aeSxW2uUxVfUBpIRUFe/iw6a64IUlj29NxE9fi7zibgQxO0m0D17YNT4uoirvGf+EI0wKKhCNFaovAeKVVR6EzpCsudN/O+Pm+e8YC84vX+rdOPhDef92br/BFyzYWv9PaWnifY8JB67MOMZDe1B6v3e5x+Dx3Yehvu3HlTx6KzDryJGaE+Ej74o5CuYNVlGmDf3hMV3XHZe67ec9v5EDfENVtgW2ui/gycW4VevuQ+OLiwFb4+mLI0ef82KkYhvYWkZdhw80exBXfbMZQoFMAY0fcFxcPgjM6bdmVJDrgTBjiAklGlOqUDoJFg3UjgmclqHrDAkSSJAP9j4nk7rKZY0YVE8lQZtmebZfa16305bO7KjnH36uk4hgWPdFikySiHHGhXPmHtQWx4UljHApzxxeKdXTrSQKAgphNncBcHUOHR8EU5fvwbOWL8WALrnzZBHcnVGBKB0Umqo8cDZckHpkg9/5Wl4cNsh2LL/eC+9ULCa/2iKQTn1GSPE991X3w97jy7AZ//D9wEAwCJ6zAxBTgk011rJAZw9qFbKXF02oaEv5TqOepXNednQrZ084xFDUUIzsOOaYfCgGuDg8VP+QcEYKBTjRytGP+JA5FhnrJRExyho5w32/NXXBjmvsA/J6nBxSjiw+R62MTlsbLWOjJDyykCallmadcqi5K55SnG8fk3/BEfP4zXvuwl+6iNf6y6jDSlt8WSU9VrW+XRIvESG14io5zRMMO1v19LYm1d596KOecl48RkDa9cavw0xkiTtPTrawtAYmnU8Q71nKTJXtw0u/YqWWtlmGY/5IJ2DarSFIIlBydwW6Mj+tuSzxaCgKvHIjsPw2vfdDJ+7b3vqpqDQhnyEPjvLykpIKdMkSSIUxnh1eG3jCjCya7GBNYWyWK0wxl/KEDoM4bP4xvOyNDzD0PXWy2g8WWR2iQAAIABJREFUYyHn5oqgp5O7bDqYImK1T1BCL+5cZCvMVXOPu88vBqx4rXQPizZPwXO2S9CG8Oi4dvE5p5vwpiDFmto+B7W/TgyFLZTRibMFtckn0m2UCRVVFwOtY2bGn3hSrUxvRoBBQZViPAYe3XkYAADu2NRO9CIZKJxQVQrMs++ywjrp1zAhjLPfMpwCnedLb63Y40YK/DsXnAUoVO/HPWZGPh9Iy8pC3Wws1y5m5dxMK1h5tL20uwghDKz7P4ZxwgJaI1515EmVYTbGvCcr3F2F45l0ZRDMg2qfRZ7QPgqdQLytmFpvF3Sfb4xjV1zeFDyyYyQvn0DOEuU0j5U8LOIkFPN0hXnGoKAqUR0d4aa2DwHJGOVMhHZ72Oh07RcbjgKtu2FaeK2KBYF+vDaoBFyv8jT+kRTvI2c94jVmlTCPQGgPqjpbaVWWwTPKGbYM709okG4XMTKKDAae3yrDKKWshjeGXA0O7njRJvmp1/gE0pKoh5G5lvVujz9jPucV5N1hweg9a5cJo6zjRpRw5tnYOHuc8PLS889oXXO3+lhFaDR7qvvLWMEqVL2TfhCq+WFQUJWow3+w41syH00cq6WdEjtNiLT524Z1DZrC0C/cpPCuWnvaXbreaxq6yDWOFVSL1v3FtKoGngi8CpEiioMCjtKtDzHNfCIdw7yVrD5uF7Y797l0vq8OLNVGaJt5ikNFsrXG60Fl8HRBGTdmcgEaupgBlN74brI2980zLtrQ4ZQ+c5xYbv1aW9XD13+hZCQKrKNLqjJNVKEN79wxKKgEeAe/E1Jq5ZkJZQEPmVFSUqZdRzdbciaj0vmkILeXnuQd4NBz97l4y8jpe3kSylTKa2MgoRhTfO9rekiSjVgJJznc/zwgibAjKDtZpzAKTW3ximic4KBlg1J6p5aNFVQJtKw5iq5bNqYwbJXpPPf5ThOa6jdAMJ4viWf6HqQYV2nJRW3KhALGu8tx46syh6fMDAqqFpWCgC1eFO8jJ+24BnEHcb/3sb9kSAui0qPQUb0klFGDIHA0YV1GxgkTKg3ufe4AAAAcObkIAH7PApYEQQJ3/Mdcl0T3oPSe5QRp6yghWrFA8ybZtlRydqUP9qGajHYliTIZ8dQa8ZaNt/GEWs/qOp77bZIkhTWSaVEnw8MKBWqQlXLXpktQtLAIPOMomFDZ+EllCWXqiI8V2zZE2Y5Sf4ZZs+px4rmXzJd/EQYFVQkrD6r1xFeWJVy7YSssLnMsazovpgQphTkaPZsy1qgEDtI5qKwFJIy53PdcrtmwFQBGGVG/8NBOPDPqjIw/DEn2oOa0aOXUFkO0PHZYWcF4y8WL3jIq5upBNW7XMsEIzQKjfaLEar7fBKHCFaW4cyQu03RcYZTVwSpiqV2XYcxHxbR+o3TpfKaAlZ/E6hi6haUV2Lz3mLo9FWKEvK8GrEvdgFlFNW6s92dYjccbH34e/uNnH4QXndfejK6BNMTSgmfKEDU1L+s+YSxEdjzD1C0B4D986t6e+lpvd/qJPnQbJEc0zAJS7iWyRuhbCLkHtcXLlFo4UAR6DFWSJM5Z4NbQyhASL1cKucWMjg0ZE5Dya6CRD63SrPrdPLVraldr8gLlPv/fv30ADp1YhEd++4fgBafT1CIf2QLC9gc2lIYQ3wE1mtDD6nt7dKS0MB8eh03uPXbKtA0xJyPOeVgSq6D2yBxKZsTgoW3Gz4yz38gq9BCjQ0kK0CbIKBsRov1VjJvxnwWXD6TvQvNup78bXx+3tmckNKRhykUO7YqB1h5KhnfKh8aDqm7aCIEz62N78ElrqTvPo7xsQdmnnzJ7vmQd0xsmBV709FOlF+ZGWuRdcjlhnA+dGMnLJxa7j7+hoMUzkOHGRzbXZ67BoKAK4XpQfe9JNV4klg1/tF7ZW6ZCE6s+XVe6xkqUHJ6y082Ts7/A2iggeedjTBQcD76VFBEqiycnjDonrzAXwY9rUHqKQkN6+zktvOoo6sBGipCPuS3wJbTAMoB7UPuxvFwpqPFDfCUyhO9+VwQTaIrIBcmRQHEjoWTXVHQlz8yIHoenFBavlVX2Z84ajbU7+FI/Qb9tIM1owVRiCPElgKJoxRisLDpuMhijiSucZbIh/Bufewhe+Y3n8Op76PQh13P8KFgxXogo48NNWpBbOBbHIEKpY43Qe1Dn16rKNz6FAskDZb7FgVHWwztU6FcOz8MHt1n643VGoPTjBWethwPHF3vo8TVUreG1ST5E91AmSWxVfXKic7y/JWh7MNmIXoYzP2mb66t//QM74IpvOItHp3Nt7m+hm+Ufox9Tvg21patwvo/+HmEeQ3wHBVUJzIPKQT0xGw1s30C2AG2B09H59N1bAADg9S85f6qsNlRLVhghQ6AXWqGnOVD5jTBPNpWBBw8grVAtSpDDEkzjj0MOpE2gGGNiIeaZkBJ6MUJ7K3AUv5jPzhXWrY14GM49c6Sgrl1TdIarFoydamYZ2I3v0y1rZ2SMf788ukbyGccjzoicawwaSqMMobpPxnz31fep+I7oCeoYPW8rp4VVe9ytg1bH6swKhhBfIaoxQDtmJoxFkqQImnlvBcK1Detge51SeoytgAtffM9TqIPSJXt3uHTqMmRqAHds2ssorYNVRk5O2VwMAwByoam0loI1ULYh9C3kOl8lbRfKm6Nk040TmBypzX3QX6ddqfFM8unFhCQyKKbjKFj/oesjuSiNFcGjaOWIkNTh9DFJYWO0VHJWuZ8nnbdkTzUW4jtPGBRUJazC9txFRWsBqw9nr+hhvAn0rBc42cKLXeMLsdp7SbnYV8qOmcWPNEnKeUnHX3txtu30/YwkYlpwznWTIHfhU9q8nG5LLxyGvZuQ4ZntNUpeNyQ4e+VpRkq+EmvltTXDmCdlvVgaCzXXbtwWskVemB2ro28KGyoDLlJbllyPUMYo4sZ6D6okBNmbGExkoGcwNYJWFs5pfbTGoKBGQIoXpDkfqpz6tApFRstYe8QYXrNgBk6GZ3Fqf0AZRgkqCTcs6ZMkC7uxkJgrRMKXQDj2X5tdrITevMsA6Zgt4+Zy59MNm/fD3iPhDS85eed9aDxFNu9FiogbKy8VZ+45trDUz4Oxp/V/+taLyLxFypg3rp1Ph8SL4+pEwJHD2iG+2HjmG+pzgeZM01xCfClzTmjM4KPvxKCgCpFiAHI4FtNJfPW8Ay+8aSyeysmIUP+3rnsYXv87N8PCoq37rOJM2xNn5GU1fkivvXy0x/hN33ZxP28lrxz029BtiLn/UAJpWxpDS/qbyd0zUwLAWz98F/ybP7tDVJ+DnMbWFFpRFzagKE+UPlnDOK+GcpQZpw0kAzODV8OToDRp6ZTTnyidQKM+hzGvfYY0JwOxMUR6ksK8fbAmLFkhvr72teRuo/HSkGknhar6YB6TJA0KKgHoGGN497Q8sTj0TjoMg5rVIgMA8PXn9se1JnMsV1X4M2Oh23HoZH9hD+7fehAAAE4qz9dyQQpfkSwGSB2VddFTdev+4wAA8PJLujM2W+3BygGhs0bjIfBBWQcFRzANDauMsLMIyfpTl7VtCgva/e9NohKbuzhz/VpyWZns0K5VT+9GGqrv3PdOcoybmOXM+sFaTpLzCPIAhx6BjAa+4UMQQTx0umU51pgX8EbpBOrAeVRCMQxZfJWwStltjdZAtrLkEOj84wM74ZbHdsEPvOKFCB0bq2pdxvnsIUjmbUXOenywPKjGvCXADByb9x7rrUeZl3PwsGFYNtpf1VnWQz/vHqEhJ4NDinB07RaRUP1n5dWzhutx14a+szKmE7bSSLbAsEJCI/S19TaeCpJ9+hRjvhUkRkCtx9Jd4/EEXHTYKWOh5helMdDajenAq2RbO2U6COaesd8KgwdViGoMFMh0YbXvUwK3XXV70WzDFPSXqjxjT+85SqDW7+I1FyII9ChIahlmecY5ZHXCnAR/+/X+ZBwSa+h0/fSzdui9NenvMAwklvVQSGOMsjXmWUF7VmUsYEpPDntGrenG7Gvr/sPWSdZ7YNGYTOi617wKuftduU81qdIpYt2uFNrbiHeRTf+1jpkxoTo7GBRUJTjpuK1D8DDe1i8nJ8yu2mOztGyj7FDCTyXTgVa5a55r6b8QEJ28lfQwzHL4VYWU3jirFPZdwL1ns/vs5mHcVQhtpJB46aXI9anwPM6M9ZvBO2XfaIcA5X1zBWdcweJ7W/F1d/pi1KgBgQKtTkzpihcExRJ9HkZdY93HvnNVe+tUez6NZWstzOcBljEw15mZj0FBVaKZUJXhCFU4EuoJjC/gupwpLVg7HlWhBfJJNBNCrt4Ga3r9HmOR0s4x5SrpSgwE1h7jmAi9cMyTIjeJ6rZiziddsJrnQ8FnFAzG0VgRtAZlbeYZSinK7KiMVRimFezDzun0OK+tKwflBoniR7kT6/GilQty6H3KEMB2h4c2FmFOoND9l+nrYY5BQY2AHCZb97iZkFg7fnOXkJWJong0Z7nyLbCksvSialjzqroWDYmyFkqM686ygSDHNqCLdAb3L0VObbfK5MoBh9ySJ541VFhYrpZ6zjmoLCVb1JoU0BpR0mE5Yji2BFZtaJ/9ifF0PcZGBhcGz5jIIQohJjj3KZGJZxmDgipEipeIE+rRqjv+3LzveC9djABl4lpbhfhKMh74WBO8o6LDnZXCJmcM2CuL/PtF6REUGc09+OqyLOuDopWcfirktBj7D4TvL9NVlsSTUcfnZc6n99LAKspEu16ImAogjVbhoJXLwijyhrRlivIc6CyzAO+cdV99twylH216iRdSTygjakN4Q/03nnsGAAB8x2XnEdoz/YmXpURm+OlPoso7M09ywKCgEiAZQHJe2vphRidHIaKloK88uvI2TVGr6GRgEY8xP4RW2LyLoDWPFGF/0TlO8A5+v3O0Mk0gpwU3TVvoTENGQasMpBH7jWcwoDcsA92TBG0bSPJOoD1xEsO/N3t5sAdha3wiceT0tZVClHAgc+63de6oj56uOTUuPX+koK4h7Xu14epK0ngoeA6zjy2GY2YygcQChoFzTpkVzwrVsSFmyqdRmbqs2Xtsu3CwOBMWci3LA8dOTYUQpwhdtHquOUzdwdVTgrd/FpHT3tokIb4Mer6+imnEyhHYM9MqQu0yBDoMnhLklsnZattN17WY49BqjcFOf+DwbHhPF6K000p2MFOMCMpmV6WoBjCjMiyeLf1gdWBQUJWw2g8g4o1cax2DqvbM0unsO3YKAAAOnVjspdd877dMorxrhc221+1CjgJ5tq3CdDwe8tf9zs3eMjL61B/1yHXyDr2I5qTIWWLW7go/KoMPTp2YeaR4ikdEpSkUXRLh9JNabu+LtREgJVARJFT0msAolms3os0KdA9WkR6uHErxAanPcnW+N1mL23TrEF8Vx7wwKKhGiLGfkcqjKHyb8I0UrWAhxEZ0CITqvlHeS8oQN1IW34SeHErdmPJeDoJPaCHdR72ZV9LfvxQZPLoJ9DcGzTac0o2uJe16aRJGkNB42s6RnDUUTxDI7wxtX1t5MTds3g/bD5zw1LG53xw80CjvBPaHVt8aORvUZRhlXUx6kFuyak2PM25s3zcvnfozvuxFwSyv8V0YFNSAUA1SUhxBPAHBPGSBRZcgGHg8gHqqtPrGj4rF2+pg87oOwZNtBZnHL55RwRqheeelyM0nKB5K6+NwQh3poUWu4+3EqSW46ZHn6++SsyunyjieE7Rsf5HgUB+FhFR/64fvAgCAV3zjOSoe3bwFikbMMZ/gCVPCO0UraQ6DFWzaEfNWUkbMNfRXB3qTJBVF8dGiKHYXRfHwxG8XFkVxc1EUT40/Lxj/XhRF8SdFUWwqiuLBoiheH7LxOSCFckIBZ49DBdx7y1cAOfC1tlJgrLzLbtlwSQ3av1mHX1rfQy6LlYvG8NBvtcwd4Z1nbQ7zaFVNCYrwb66gMsrmGuYds1Xv/8Lj8M6//jrcu+VgL2/t/t42PYoxlQ8rD6g1rJX2+tXJcxgHg3ZvK2fLVEPXxrgtmXJmMuTfkUfREF9rh8SYKS3/6Py8PJQsvh8HgB92frsKAG4ty/JlAHDr+DsAwJsB4GXjf+8EgA/ZNDMtKAuc1ZDAJ6rS+d4NQY4kGgIpRF6roGBRts4umOu7XglL5oovdi2Qkm0NcThxYIQOM84t5GgeQdE90fBOUVQDvWzULL6KuiGx7+goB8K2A6Mj1az2BJMSZDHocTDLr2+uyrUEaULVBXUS8FTT1cisqOBiRWi6BMWoECzqwifj5P7yCNCroJZl+VUA2O/8/BYA+MT4708AwI9P/P7JcoSvAcD5RVFcatXYHGG1UdrKolRRkSRJIr1wgjZR4OPtphCPedwPBynaRXke1ntGrYVfawNB7vNz8BDfsOQHAO1dt4+W4HgzIo6CTCWiF5w+2rl0bGHZlrByDeWUUSEzJYpnyKgiZrrpJN2mgVwLFb3gvtP+d9wto+RJKaNwzngj/FpeYDq9OA6iqoy5INSJ9jEz/YmQ8pyVZZCeg3pJWZY7AQDGny8c/34ZAGydKLdt/FsLRVG8syiKjUVRbNyzZ4+wGenRhFrqhoXEo5ipfMACxevDOZct2z4xD/moPm28Ay7dGEhiGU44fQeXS30hvgohYkAblH7EPKiheNZlY76/rLLxGlb1/9o1hCMoWN5p+jqEljHODdCmHw8kXqEjR4JSd3hZ5WhgeAs5yiIH+HvRT9AqSq+LDu2WKrnPVg7y0uEozIF12BySPsaAVEHtgm+oeXuyLMuPlGV5ZVmWV1588cXGzcgLHCHRaiHnTR50T5ZZRjSO0kmhx+FttJ8x1GHlVIqjNhiTRTlae4YoPOPxCo3Q+wMzuMX5h9JDFnochhxjbSEpGCsVlldWAKBRUK0SyeW6v9dFbsJrrgaWWUGorM9WXjgzOSjQtjRr4w5NbqHLrlYItq0vIaQK6q4qdHf8uXv8+zYAuHyi3IsBYIe8efnDTIAW1fF5TKrfio7fdUi5figNfq2yWJ2ndh2BH/ivt8GB46fY7fE/F3r7KKjoYUKTbL7qphczQ6iL6jb3H+t+HnXZTFW1FMpJE5YUlvdqgd6DH7ZSrkpUzGZVSaqa48S6y1rv7w11mzwD7OyiSYyIraGl83u8Ozb3VFLq93z3lonQJRoek8qURVutlG2cRzn1iSmEoeQ9TKijyLWzBqmCej0AvH3899sB4LqJ339mnM33ewHgUBUKvBqRcpzIrCkRJ/rWd6PQGQpvgkf7v9/2NDyz9xh8+XGb8PMw/lM7nims7rkqkqGQm2djAB9p3hNG2ZgRFbmPZ8I8bz5HEoqcXFxhcK14hylrBTPjsbol6cBpO0c8o2ztau1TZdCn8ETLBqLPO17LyAHDMGblshe6KAhbGWYUveegFkVxNQC8CQAuKopiGwC8FwDeDwDXFkXxcwCwBQDeOi7+eQD4EQDYBADHAeAdAdocHdpYfSvvnsZKluvYxVOdjz+tk44w6FopzvZKNiGExNjaa30P556xHvb1eERZ6dVxSmN6WjraFgSkTxBcBujg86LxjmQI+zxieFCLYjTWZmVkic7W9JU1KhMaUY/wIOnsnPdD0ZgIwOUB/zXt2iUZd6R+RNf6eA+CEunQhSTGGIadyrofq66anOfneY3vVVDLsnxbx6Uf9JQtAeBd2kbNInIbI5Qsvs8fOgl/87Xn4E3fdnFnGRdW95kiVKah00+onjON+sR8/+b4M2bYrfVE+OILzuxVUBvepqzTIPA9oMaFLETn2UeKfuR5EuK1g2egS+d51npQq2dulSQpNDJowhR4YdRW/u4wSBLia+wEMUcgQ73VLfF49jskqhJ4iG+YB1IQrB3ztNb3KqgDFDB+G1shBggZykD+lWvug7uf3Q8XvOC0fuY1/fjW2Vxft65JyO/JCtYIUzIxxQMOPZIgWe9f8l1jMAuE4B5U397nwDxXG3ILn2yXjeBBhVGbWO2KaUhj8GYpT4TI3BzetxRtiBl5Q5GDUiDWEo/nHqG3hhK9Fgpe8VThabYyzuJ0qjLdcoZb1goYPYqsP6uwzuK76mBm5XE3/isptzyoHnonl0YrLidbrhVa9+tTKiibiBKisdDHt6xX5DCPiX3W3XRekHlA8Cy+eTsf5gLabpTUt1aitJAIRCmHn/a94xhKczCExYQ2W2yrrKAD4+67tqETWqnQe20ZZQO93bnuu7ZXPnVjXhPZkjsGBdUI2r2UEm9hrvH3EnpRleNy+tMCJ04ZHwrfg8ao0D+meHSRa3xyYl5umXmwEYZ+X+doXcoXEQW/hiXHAxBuFLQ9k5mOuHp+j2+gyyK8LoMmSIEaXDuuxXQg6Y0d5dQnqY7ACKA1pgTzBiegZ6XolhxhlSFjptzuljsGBVUJs32RNmQagb7w/z6J9j5VW2uollAo5XWFoNw1begvc8uju+GV77kRHth6EB7ZcQieP3yyTYffTLxd408rj0nu3gErz1XKeT208Oo9ZmaVLGSxkOIYF94evnDt0GCW544KtD2oRswUyEJJnoDsHE/6tRz6HACCLS7uGu+939ItY6NI08qqWAVHEqU4UPSaNzJ6jkN8hz2oJOT5BmIvQUtBxeiw3LaMsko0nk7jl92h7wXlnR/Xv2fzfgAAeGDbQXjPdY/4iwbqt5jhJvbPIc/3KhSCe1ATWMRXG1L0I4dnlCy+488cwgD9vJzvxvv0ObxTIEXIq3W2+1kcW1Qjb1HwlIr29q/Zxz8/va+3jNkxM8ZjiXKygF0oOP7dy9uGdRYYPKhK1If3UkIDMDrOzIzuyTRCNdhZIWRGbaBQaTydYcCI1PCDYbgyD4cjKO8pLIcsegyBL3crLQVp7mEOOi4jJAlrZQlY4eBG5+RuYLKaO+polRnRUDNoghhYH2dxXylef8GwU8s2DLDojG/m0InF1qVCsZEH97jbeIPdiL6YicEoyHbLhQKDgpoJSENLMgtVRTN7mVqIavU1YpZQcLRW3FqZAv0WElPw2q4NWVJVN0FKgX4eF68UyL0XYzznSpDksLr1sd2BWtNG1QfWBs7cn32F3N51ngF8dhFqi1SLrG9pFiTKoeRESQmqRzo2ckjKlds7HgqDghoBMV+0ajGQWKOittNViIxChCS8xXQS8GzoTQthWBkeXeQam1oPL1Kh/ggFDr2ke+HmfDFdDUjjQOWEugVsiAIPbT8Unaf5FhHSHJT+AaRvwTR4W4gY0WYS+kpgpw9wmhF612BMBSYYK5YDJrz8WEdLVjI2FuJrw1JEf57W/GEPqhLYngmRtYxxDaXfennapSWTZKixX9Sn6zXgJDOSIOYB2ME8qDF5Wu9B5SRiUNK96ZHn4TMbtjKo2GOO1o0BEcFLkhRRMI3GiQd3blS30wntw5CDgSDGEKh4LCytwMfvfBbWrumWJjjNkWTxjQlJJNrUPtWyBK7kFSqLr5anNTQ8Y7S2HWWGlQ3boggBbllgUFAjwkz5JIAzBdYLeUpLZMTXiyK41GFsqGeXoWAF6lyzBCC1dRArEx/N2NRx/8DNTwIAwEVnn65skRwpwnIWllbgwW0H53LxygXBk19xygZty5h4tQc180HVHOmhpAP90Souz3lH1Scf/srTAADwnS8+r7ssyxAZ1iithbWcRsGGzQccnm2ukmFn5YXLIYTbKvKLFhpNKMMoa4V5nHoGBVWJmIOCcixMtxXPQ09y4HpELxrmnTbhOcOTR4JbyDbUelaQ4nY/cNMT8OUn9sC3v+jcBNwHWCAHQ9gk6iy+uSoRgdYNkoJqyzJbLDuuziMnlzrLmisIDHrWwBUh/8VJOSuYguZSVipaOYxjShtYCUhJPBF5tKZHJkfjKXhWeDtzeHo2GPagEkCbNJVvO8Ha27LeIWVZaczrBT2vBThUFl+KB7Uum+kkTskeLaKLGQxShP2YK+LpnloKhXzj2Pp+8Hg7a+KA2UA+HtR0vCSwCncOpfDOMty+sOprNMS3402IaqQVcPOtqZqjK73hnXz9lM3DoqwPmuy9MRHqbFisaOu4SGQumifFtMKgoCphNSTcidnvHaVza3lbCWVighLPnyIcJFQb7A9urj77PdAcetoyHFilf2/THVBhYWl0yvtp64apPhRCj7dc9qBWpHM/F74JyTWmm2COzBXuOHM9qlNgzd2z1YHciAWL8WHlWUwB1KniSKR225cYZQmFaXNs5VyxuofVKQANUktApNyb1La89HvGtB5Fc3BcnSyy/QSthbBQ/RYzKYe5J5ulQM/RrDtgQCDkkKQnNewNaRXdoXMrtA3qRoQl3upMogZSDo9WdJ2aHicsth9feGgnXHHVDXDkZDuSJ3RypBSJLnPKSzDLGBRUI0j2JvjKxLQgFgmTXTSLPqGMcZ+srFS8Cc+FsSDFDAcO1Tcu/f4fwyJb48mMgJPgZYAMOXVt1Cy+Od14BKyuu8XhekzR484YdDGbdFd4Y4oEi95rHRen96AGamuCaAEO/uKrzwAAwKbdR20JGwO9bYnxxAikiMM5nKAGBdUIKcYGJ1xiFmGVhbGTvrp+mBBVInMAaJRtI3JqQ4uEJ1rG2Ivu3l/KrL4xMSioqwMhH3NFus5wvkqGVOh1aB6AzS+cuSd7o4fTvhjhtpec279GYeezBgeB2enjLSYnF+kCSxqZmu5MopyDGu45tAkHCjhMikFBVYLlheN443xlyK3yhPgy6sZA67DtJG2wpYdPWNbKXfwei5mQqVWWRZfflnlFpUxYGTIG+JDPgIsxL9SRN8E55YHQ0SqzCHfuXjaaXyQh6jGN8WqjtsEQ4ihRuaDKgbCwtNy6NivOFFfpjBHuvdplmUFBJSDGGJFkCsTOw2ofSUMiaIJqMnrJhWep6ISyCNUWcSXlmJnuuuhZe8awPrHnxSgbbKae7xVgCPFdXYixB7U+ZibTIWXdrOp+h/29DdyuiJGsr5aRWm2JGdaOXaO3g5PjQpKcS/tuWhtCJ09RAAAgAElEQVSP1xTVufLd6MpYi/K2lqvMyoQZk5IQ81nGoKBawRcTTggFQKq3yygGYMzQmbNPHx2vSzlTqv7uaV99zExCxShXBcY8hIRklTUGyxgzQINBQQ2HnLo2Rhbf1YZmrl2lHeCB2xXLhCSMJLqCmT5pcqIIvNsKuawMi6fRfS05rnWp1/FnP74Brr5ni02jhOCE+lslgOzSHawMJbljUFAjIFQWMZQuRSkmhBWHRsrQ3pgWOnMluwzjGYuZpTC0UYbCc47mchSD92d1IOZ4rpSJvUcX4jGlIFC0ymqZKyhwFckVZIIReVAz7Wv8NIRQPPHvQXhyyiKFT40VVO22gC89vht+/e8fEtamg9a3tt5lSZlMXw9zrEvdgFmHlUDfhJ1WP/TXeWzn4TadymtL0FArFqHOtUPv37lWFEWrQldIjxakY2acNvjp0BFKQTBzoBrRYfFkeG21oe999OcVo3mgnCuram5YbT1bZSWthtTfbtyWsDXxsNqeM4ZqPauWbWs5yHstgycw2YL3XvcwXHLeGc21BCGpDd303gbUE0go06KXmcuEI4uEbrm/H+ke3lnBoKAq0ViGwlvWXD1y1+GTCE9H2UPpVgKHTUsle5R8vENZril0Kc81JSSKG4lunrdLfA6ZNj4hmj2oiRsyYO6Q65AKtv8r18kxASZzXZRgF8lDi6qhyzbWmGT9ibueo9WZ+pvuQPBToJWIm1+jv/Aax6hlhRT7jyVj1Iq3tsysYQjxVSKUZ8dfH//OquyBtRDLsYZ67UGB3jgzqpLQJSvWHFd7psjCAz2Ps7oHwx7UAVq01q9VNqYGI88kRp1RKR7YHlQO0PNUM+j/NJFG/DLqJEnGe4Ergz/2fCVJkqyBR8xVHkqGF1h9E35DRtlbYj4wKKgEUAatFY/GSiOj21g2CSG+Gcz4ViG0Ep6sI4IYdL3Xgln1benE1HtpC6+1JTKd9T0lsD1iA3TIYR5NidyiTEI9jsHI06DqijVr+o+xmqf3QxKCPCmJxeqKqF5l5Fojh/Z7UGdlmMRt5lgpdpTjyb4qOz7nAYOCaoRlZZIAySKf64JJC4GwKSND/H4bhKY2WGM+mAc1DN3csFruc0A8rLohtepuuBtVVzRH8GCKG4Nu2U+vXSePB9PVDG3rcvXatup4f3MNwoznym+CGhhPK2fFADoGBVWJSi+9d8tBFR0rb1JXCf/kEQZW58aF9jpSqO9BMlS67cOSTQXzBgeiGwPBEh/NcqcEwiwbMnLHaulZN/Ik1yE1zLXhUY2BKsTXKjR3lgM9SIZ5CV3Bi6ZV2iVGBcpxKZQwYBaMxwvFw8txOIWLAmwoSxJQzQqGJElKuOc8TUJmhaJbInkTP0W5tRngpMRRJf696zcLUMgePrEEAAC3PbGnm45kFjeGVeimZH9FTETLfjinmGXBb0CeyC20NzQGI0+Daj5ZU0x/94E3TvLuY+0QOLm4DOvW8DQxkVIrqBMStRKVtBU2sN4aJmpDx98xeMfE4EFVYnHZSkFwvgtDYEXWtoTTRozsxy26BA/AImJ4EPE0pdamG+qooJDgjHGzsPGe7/OKQbgOh9Xatbned7DkepnebwpUfVwQFp7QoZG5PBZK26/83VvgNb99U/D1Wj1WOSHWzqePTONBRbysXYQjQhOlKOdpRMeGTFYYFFQlFpaWO681L26eQ8c681sf/alryvoaUJ6LJFwnRQIA82dmSy5/rJIbHhTUAVq4xqLVNqJyXcdToDaMGtOlhAqHllswWIyBhSWe8TtJNltJHaRSEwpO55nt+yZ0HmkItuhNfJ9B3wQZg4JKAPaiXHb+mXQ6qAJj64nNYc+ePqwwrCV81hY2L12rcZOttZIfeoyVXG16WpVFcQjxDYfVEiY+KwgXeROI8Ayi7guCdBx6J0zM6KEU82iK+YXn9e439LvP6JWXnlv/Tdmf2kffCrjsUJJ51nK4uoHTHUcxDmar2AswKKhKnHXaaBsvR1H1oaSNPKeOrRJqN6xtVozQ+w4pkxGFDgWhFraKrtkaHVVpp8Oq/1abMpH73uIBs4uyHO2pWy0YXqE21pBCfG2Mi930BZWCIJuGqCE6B9VTp3Wsm+dhuWHA7u8xYZasNHOjwqxgSJKkBOVFFlmGhApld6pzz8RAISgC/QXWhgFbY3mlhFNLK9Gy7Wkxy9ayHBag2e09HgYPajis1q59bt8xeMVv3Qjf+sKzUzclCoYw+QbNHtT+snuPniLTXUGMx01m1HTPIck2njBko2IeInly2trgV/T7ZepZw+BBVYKSYptER8Fbi8ajGDNgglA7VLKLmn772q9+5n545XtuNA83yX0PqiQ0XM8zjHEHgytkDp7FAQNoaLzxo+/P7TsOAACbdh9N1aSoGGaKBk0WX+P42sw7OUVSxzTJgmzq1D8V099TJCOigHLyBM95ZHMXbn9dct4ZAABw9unz7WMcFFQjMCJzFXRK9DtGKKblr6LH2RAvLSMBdr//+MAOAKAey0OnG2wPahCqcRAq7JzjlZ/l/hswYEAbobeGDGjWs5hJkmYWyltKo6gxyhIKY2d1dtk4sPftyMlF+P3PPwanmAmnNGB58JEif/AT36luy7lnrIcf/vZvhBedfwaF5cxivtXvCMC8cSw6rmeHVAdpEOVnxqZvCdRe5eCCRjcDbqY9nFrfRTmshaZZlg/E78yAARoMY2pVYLU85vVri97j85p9g2EyFPnWtZOLK3Do+GIQflTkmkwwV1RNb7L40u8FK/lHNz8JH7tzM2w7eELROibTqghJP+0udO4Z6xkN6sYsHi3IxeBB1aJy+xM2iBPI4GUyDxOt6TF44mGxYSdmjLzkHFRKNjtrWAkKKfZm5hDCM8Nr/4ABUbFa929XWC1zxflnndZbpiuxjRZYF//kX9wFr3nfTdk+h2r9f+PLLpq+MIOKBCuLrxP671wEANo4cYtgbagcCMs9hhQucHmUQcesWat70h0UVAIooZvacEXJXlb/fMBxoU7Xsd/TqqSjbwpKF6NP2czv9tfRhSWkbJi7sQ6Jijn/pbAMu891lpNMDcgDq20EDZmh5xspH2vuSXQoRujveemFU8eozGaI7zTXc86wCbbMLSmmBNbhz3gZv2bvj4gkNGjGMCioSqSczLUve+im432j1OgVIO0vFTzY/3bLUwg9NjkSZnlOskrp7qlFvjTI2AMGDBjAQ6g9qFbG7VBYNeuFwFvoPyliepxYGyCsDcwkmdpYdLWKnqwdL3M0SAcFVQmKN44yutqhhzIVk3XMTOl8EjhSYPWipHzNrCyGFYKH+GrpGHvRKZAkotJi8JgOsMY8CQQDBlBm3RVjmYHOObFTALs2cdFScU+y77X3B08dTxl3CxLqgc58GsUU8a6yoRuTe59pMSioRpianASzEyWFtWYw+lOAT1srrQQt2v5SpGHG7enijdF/1ThEZypUx4DngAZJQpdaIb4DBgwYMKAC5dzSUGcuzrKxJ9yxeHn3CaV12P7SOsMvgdI/3LcdPnrHs8G29Vopn65s7V7lwlfD1TNm+d3pwpDFV4mUg8KvdCroKepO0TFyyQbzOhLoV7dw2jobG07o9PlWySpiLoYrCTYcSSzDAwZgWG1DiGJMHTDfKD1/mdDNfExRQkBzvwcKRKdKIL8VlCy+BCa/+pn7AQDg333PSwgtskY+4eeo7BqtFeExeFCV8E3ULWsRhQ7DKkOhe+TkdDp2bQiyBNqXKNhEjwhYlaK3Mk+rDQU5hBGJC42LEgTnuTxnb8CACBhenQEVQhkpch9jVAOuZXbjFH3yhYefJ5fFItKq36r+8Mtc8s5KMf4oTilJ4iNvSaffcvemW2NQUAnQZ+JilHE+MfiE7erl+aW/uZfcnlx1sVAvI5aFstnMn1lnREaMyABt5msLnvM+4a/yYTwgIOb93RnQD+t1sqJHOTkhBdCgn0DNSnG32w4Yny86Ru6eP0pUHUVe9pU567S1BC40PLjtEInnrGNQUJWgWISsrDIF8OlS6JtboRg8KROCNSi864XXyBQaWuFzx4YUMSc32pgfoMEcrVXZIdQ+vNwxj4LQgDwwD0PK/B4y6BT8eJ3u0Nc6xJdARwLrc3gxsOY9T6H3/Nir+Dx7eE1ensf5eFBQleB4PPW8nBBfxojELVeBNNQ8yLRAsfrWZawSR5lQCYcU7SOdNRu4DfM4qQ+Ig9U+dlb57Q+A8BEu0jKhsOvQSVK5ScVJ62We5UiFrqSE/lMl+Pc5D0m6pCytnBI5Y1BQtait6M0oK6Yv0cg4dbCU3V3fJ+mQeAYOSVErxcG1k/ZPlfd7ecW2CbMizMZsZrAQbsF7N2CAFLMsQHLg3udq3wYxIMS6xjAeJ8BnNm7tvNbVKm1rc3/NSCdQIPVnRc1qJ47CvMoMukbrR+PJznzAMDAoqEpYeVAl+/GslNHQobTi+sH2oHaj3oNqnGF21iaNKBEBRqHvujbM1nPhYt7vLyVWe88OQ2uA9fxy+ORSb5mlBNnfKejqi3l4T0i34HWY+F2o1idQWAF3qjDo1NvIJhxXCk181uRHKwwKakBwBpVkAPqzprHJBAjTYdx3QsUZI29tpc19kSodM2gMK3XmXTJgAIrVuge1enGXM1UUBsSD9Qi459n9vWVSHE9GwWQUnGX4ZQ53K57jOkJ8tQiVxMlse1qokzFyGAwRMSioBKCufI9FSHKAriSNtNprq6zfR5fSbxQ6oYA9lxXPc1XxsiHTDeM4mRgTIem94NCTGHnYNQYMGGG1jR33dR0U1AEpXoLlGZPStd6vWYmCwe6TcjoC5zZPLS3TCxuBssWuvub5TWK0wI7nafE0lllzwKCgKoEdWdJVloJLzzujnx4lpIKAXAd08PBOz2/NOairy4NawSpkncQrlIecY+SZkecyID9QIjHmGbMiOA8IhxQjoMoPkRu6Xod5f02wSJLWtjS/5uYti6FS9syj/xCKEpmQkktGg8k5eB6H2aCgKuE9ZsY9DoZCx/n+msvPh19+07f01LEZktbx7dpN85wy1qienb13IOzdaB2orWcVofOHJCvhMfTwgFAYHKgDUhgpllcy1VDHKKGEogD45oteAC+96AUG9NJDKiO2s/hiHlQ6j5jHy9RghCtHeS3GfdCK2IzAOhYGBdUIVoMCCxXGykoaEixO3kpxTvim1QeGz8G9cCAJNRfzopSZkX4bsPpQvyOrZIy6WzdmLdRygD3SeFDzHHfumvlN33AWfP/LL9bTzeB2KblCUIUNKavRNa31VK1TBS2rSpKEXIsZ9hYZg4KqhHdwCAYiJ8b8R7/z0hZLFYKFWiLXjBVACWImaMphkeEghgxA24c8Yx2XGWZt3M0SVnvfDiG+A1IMgUz1U+TMz9ULd/22UgA1dVB6CEFOxNeqTaBnjEFBVYIyCdEGKT3o9XWXnw8vvuBMfxZfCpXWeU62mJWX0qv8jI0LlZXWKhtfaEVLG/LSWDjLqc9ZxAw3fcCAmUGunqwB8WC9rl109um9ZXLdGuLzURQFzIWGSvOO8hU4gObseQ5ShPhykiT50NVkDh3vlsJWUlY6vdwxKKgESAeieuAhylFR2A3EYMpI5i8KdttV+NpqC/GtMGPNBYDZ6+MYSLJXZ5UgZjh8DnDXiUE/HWA9564lSKS5KqgVOPsuZwakaCfPb+MfG5nY2IVqDFwRN5IFGTwptOZ5HRoUVCUwj1PI4VJAIabvJjEyD2etP/N+YXytcydSq3wMefdEA3evSGrk0o5ZxdB/4ZD7/BYK1ZjK9TzKAfFgPQIoGXozz5FUYx6P/fCBo3NiUwZnPrU8Z5YKrcPJmrnbA/M4zgYF1Qi00Fpe/f4kSR6lmPMSQeUlNAbF2pbp5N0cM2NLN7f7dJF7+wYMyBWr9d3J3ZM1IAKMhwBlTGUbWj4V4zsSJAoovPc0j6+ONKeERtW0zxXSTZDjgmpka10oMwVtsvMzuNZpKhdFsRkAjgDAMgAslWV5ZVEUFwLAZwDgCgDYDAA/WZblAV0z84V1mC36gkxcKgq5EhV6+DZnwwZmFBDVImh1C7PibZnlZ1ZhDm5hwAxgHt4VDXLVEwbEg/W6tkRwoeZqGOky+HtDX2dslUKPhyEcHUOJzOI81lBbV9AmJHxkszVa7GDhQf0XZVm+tizLK8ffrwKAW8uyfBkA3Dr+PrfwKWOSc4mwcFMeHf5QTrEFNYsJGmnCCsFgYMXLAilCXmIgU1lkwIBVl6XTvc/hmJkBobYHYchWQW3tPfX/3vVbzpB6RymZjSt5Ofc+YWUk9lyzkNBwmXr+ECLE9y0A8Inx358AgB8PwCM7aBUuq4xgEp7WymITvpv3K+MPNxn1rPUimHdPBAz3HjBgTpH7/BYKjeC9Ou9/QANzZZFALlfP/ZTSVX12CGrZhikLwDmHE9/mlr5PrDy8FI8xBe7wObXkRBjMgfEDg1ZBLQHgpqIovl4UxTvHv11SluVOAIDx5wuVPLIGJftuzIWcdp5q2PaQPL21cpwOWMruKhGDVVeFtvoO2VoHDIiL1a6ozZOQPSAPzPQeVAZmbcroa+7Xn9tPlOWsBb94Hck7B7X9W5eMdt1928n0ji0sTdBLp2fEgmoPKgC8oSzLHUVRvBAAbi6K4nFqxbFC+04AgJe85CXKZqSDlaXEjdUHAFTrsNxwvUpPmUHbV4WvWSmWczh3ZIdcE28NmE+stnHm3u8c6AkDlLAeApQxlW+I7/QChCkMsxYej93LV57cAx+89Sn4xe//Zk+90Sfl6MWkWXIbyuQr0i1sbts3bN5P5vnNF7+gt+yMDS0UKg9qWZY7xp+7AeBzAPDdALCrKIpLAQDGn7s76n6kLMsry7K88uKLL9Y0Iyl8imVKbxZnv2uocdwkfMLKBGLOADbprpgnScobuYZl59aeAQNWO4Z3ckAF+wjffoK5Hm/kkwG7RMFclewKr77s3KnvWGt3HT4JAACP7jjcS9d335L8GaHCgVPIrG9+9aXksldecWGYRmQKsYJaFMULiqI4p/obAP41ADwMANcDwNvHxd4OANdpGzkT8MaCl31FvNfu33oQTi4ue845akpZ6sDWAkfeU28DyvPg9M15Z67vphc6xDco9QEDBrSQwTaFAQPmCRTdM9f3jbPEbz9wIlxDDHDuGd2yjIv1a0dqRGt/JHTntvB1Fee5Wm/BsgYnxPeliFd0tUMT4nsJAHxuHGq6DgA+XZbljUVRbACAa4ui+DkA2AIAb9U3M19Q3o+FpRX49b9/CC4974xeQjsOnoQf//M74Se+68Vw2fln+ouiVp7+Ft3z7P6pySTFO55DOALGe8XjGe/Dyy85GzZs9p+olOk8mj2GfhuQK254aCecXFxO3YyIGN7GAWFBkV9y9z5SWvffb3s6eDs0aGXfRW5q3ZqR5rXoOSKoK4uvFsE8qJyyEbd/Ue43VNLTlBArqGVZPgMAr/H8vg8AflDTqJkCYVD8w33b4andRylkYM/RBQAAeOL5I/DiC/wKKgCoXGb//q/uBgCAbwlkucl8/SChtuRa7YsI3CehDoEeMGCAH7/xuYdSN2HAgLkCRXbINMJ3Cn1ZfHNHKCUHC8/OYw/q/9/encdIbt13Av8+1tnVVX33zPQcPYc0o9FII2ms044lB1Zi2ZaPwLtG7I3txI43yWK9tjf7xzowHOTYIEZ2sUiwSJBdGLb3jI1ksUDsOHESIY4P2Yll646umdGMNHffd9f59g+SVSwWySJZZPNV9fcDNLqbxSJZrEfy/d4ZDafg1a0ps58Cl2pd4g//7iw+/uDR9v2EO7y+0esgSWRomwfV9pqfBGgm6LJRIp9Nd7a+NrcS9U1P9Ys9CWFKx7y+534p1VItLYQ5nn4510T9iFcXxcVX7SgTYOyCPHfN78ypkNxP095e8rNRJ4UwU8l4eeyFziF4guRPzFPz5e9dQKXegGY5WX1a9hFIHPOgDhzvuZvCvdYrt8QZaq6mBO74qg+0YR5eoKHFfWwvrHsOj/e2AR/+8dXFvhtdkIiIBkM/j+Jr1yeH6ShQU1fzt8MHNpcJ+8o97jXMGCH+thtts92vPXOl67p+Bv2qGM2ntyq1Lmv2d7qzYw1qj5xH8Q0zKlnndjvnUw28WeWpWttlPgSDNCeKcwS4Dz1wGE9cdO7fGoXvvDKHLz9+AdOlXGz7CCNI+lA1LRENgkF8/lD/UT1AlbKVB+zbrjehWi5159nKLKZ9JqHZ2tGyrDWys3BcN8h2rcKMgtwvWIPao6hLcvze0PphHlTPfe78Ln1p1ZyavyOqQVX2E+vOzW0AAObWygkfSbt+6G9EREQ7g4+E+AUqGA7RwrBtRgojLxvoe7Xl06ISVT9Y73PS/mKv+e+O7fW2OaUwQO1Ra+SsljCho9NoZ24xaGQBpcOxk87PXK5u73ESd6A1qGVoodI6EzRRbBSvwKIB1y/pT/VCaS/Buop1rxW1jzkZWRY2wcQQ1Z6dKkEePD7lvE97nNAvF0NIDFB7FFmb9YClKlH0QU2U4sfZvLEGOKFRN18hQPmEQrRL8Eok6k5C9n2BcaBmp5HVOgbvzhN1viq6up8gNdCd67715B7H47Fut19bjwfBPqgRcbxQAtRQOk7s67y5yCUaPCmW6zFvAGawGWTQIO9VFfugfYKBPRER9aN+jSECBYsB8j1R9R8OM4ilv+22treyWfW9budr+m8/QWSSzZRVxwDVBz9NGLz4GaXLy76RPK6tbjf/F8Kj+a8CI6H527faV1GYQZK81o39FPfrk7AL1QfEINotXr6+hleue8/nTUS6fn50xVYZ4rBMeLzWbTtx5g/u/K2/Dv3e1e0q/v2fPYONcr25zG3cGK+8cEcllcOq/ZzOumGA2iPHxGGkquUtvQSmUmt0305ze7LtfwD4zDtO4tNffcpXIPnEhSV89+x81/Ws+6JOrSa+Qd7jUZDR4/HsVuyCSqSGz/6/55I+BKK+0O/NL0ONqOsRPPmZZibMPpMcRNHreL/0vQu+3+f0Gdy2bV387KUVXFjYxFRRrZkXosQANQbmxbi4UQEAXFnZdl/ZZG+yIKXnIEluQ0v/uz99OsCRtra301SPjc3vIbo+qPF+4D5/HroKctpeW9jEf/7rl6Fpg3o2iIhIZW3PrD59FAXrg+q/YN6ptjBMMC9D5M+iFrQVYNTjxpyf3zCOw7a9ASqiZ4CqiFbfx53bp7mvJBL02nYNX/jOeWWbcIaZZsaziW+PxzNIN50ggjyA/uCxV/DitbUYj4aIiKg7RbM2/kQ0vd4LV1fx/XMLlhaC7psPc7pUnWYm0D57nNJnkFtCMkDtkVPiCDNHqb3Tt+yynSiakCQZHP7ON14AAJzcV0rsGLyE64PaW19l6hTkvGXTHJSciIiS5dbCrV8Eq0F1f+1TX3kKAPDP7z7Ytl2noCxMoDUIwZnXR7Dn8x3PW8THoxLm6BSzk9dbmH6WUduo1JLbuYcwo8SFmbDar24PvDCFIv0gyHkb1HNARET9ob2Fb38+kwLle4xP/Ozlle7rRjWKr/E78hrUHmszvbh32eutYqNjnQGKWBmg9shxjKQwbeqN3/WG2bbeYR2zw3lE9zwVmtfW68kfg5NWHwf/74mzDyqb+HbXn1kBIiIaNP38zA6TXan7iBadVgnXB9X8He05DtTEN6LvN1CQHVHT6H7BANUH78mF/W/nwNhQ13V2Mmi0NidOSjXJYdgctGpOzd9RDZLUy1HtXkFOG8dGIiKixHV5Fu0bye/McYQUrGB+5/cZVw1qEIFrUF0ShWe+MdguQr9HVQxQexRVKYq9xk6iyyi+EVSj1hut7SWlVu8+BU8SGmFqUD0+Sj+XpiYpyPlnE18iIkqS9Znl9kg6oejYG6ao+qCavIKwXppBR52vChMkO/EqLO9okRugVtRx+QDXfjBA7VHU82Q6XchxBTcqDNXtp1lIEppNrlmDmqggaZ/hKRERqcC75Z3aGYJgx+ejaa+PfF6gfK45iKWa9RuBBOmD6rSuolnoSDBA7ZFT2nBLb17BTscovl0SXRSZ8TBBWNRqil5dYYL3JAPUQa08DJI8ej0HfprgExEReen2KFK1YN4U9XQr9qFGes0PeVXoRLHdsCt/6aP3um7HtUVkkH06sJ8D1Qs/gmCAuoP83JOac5PKVtOHuEaCM2+SSdwszSYQqt2o7X0bouqLwSa+4VRq/otIe23i+7l33drT+4mIiExuTyQVBqj0EmwU3+7qtqpOp2bQYYLiqE9jkODOKU83Xcwhm9YiG1yzY59OzYHVTko9YYDao6hLmrybAbdei3Ie1EFO4GG15kENcvNgE98k9T5IUvcN/PJDx3rdCRERDSgzn+b1yFesXL5DkMPzk0eKuilua4DP5E6k28d2y0W4LfeTN2wG8Q6vqV7Y0QsGqD54f/3RBDAm642rY5Je6bw8LHN7SdZiqnZpmafW7DMR5NTEOQ9qNwPawjeQqFoa3HFw1HF5WhN49I6ZSPZBRESDqVseTfVmmIG6NvnIJDl1I/vxa0u4uLDRfGqHaa0W/Tyova2rD2Da5X32Jrk9HlFHP9Wu7+gfDFBj4HZx+yppcpj6xV5K5Oci8MPcVxJ9UFW9iMzjCjUPWJIRKkVWcPNvf/oEDo4PoZhLd/RL7deJ14kGXSmfTvoQiNq4PZOUr0GNqGtTcx2Hld73R4/jLf/xW619BsgktSoQ1DuRQfMIgZoVOzXxHeDMJQPUHkU1LLXJvPCklLFnhZvNWFW/WyYgzI3P6zzGfSPlFCvRN6N+26m9ODM7Fu1GiSgWv/+zdyV9CESWUm73VVQMrKyibuJrL7x3CsrC9NuM/DQGajHn8Bk8NmBm0ex5Nafmz25Bq9P2Bzn7zgC1R4EuZD9DbfvcYBQ1OebhJDmKr6qFP2Eueq/TqPoDaRBEVpIonR8mEoM7WjIREUWjW/5M9aAiSH7FXHd0KOO6jvp55z0AACAASURBVL0bWa8fvxWgRnsig+Qh3Nb028T3I288DMD7XJunzWuTnaP4eu+/nzBA7VGwaUj8rLNzA+2Yx55EH9TmKGyKRqhhgnbP766XgyFfer0+GHwSEVFU3AJV9fug+l+3NeOB+5s885jGgzdQ/8+Y+qAGEXSQJPsrdx8e17fjsQ8zT6mZ58ix46vHBvocA9QYuKUXf31QW397ZZijyEzXm82Je9/WwPBxs3XjOc1Mj+eY39HOsY7CaL3MVM9UEO1mLGAilXgVvqveoipQTaKfJr72GtQeP36YWRb8kAHyf46xomxvdTVdynXdjtdnMM9bymOKgo4a1K577B8MUH3wnvolyHa6r+PVtj7q2sZmE98kR/FV9GoKc0pYgzoYrHMQExER+eWnK0jU065ELcjxNSs6PNbxyuc1T1WoWlv/7wmilyyx35yD5jV3jMH8fJpHglK9uXgvGKD2KEiVu5/SnrYJjH03FuhNkn1QE+3/6iHUIEmeo/j29jlZO9BdrymJp5hosH3hI/ckfQi0i7iP4qtmvicMPwFSxyBJDk/rQKP4xlWDCmB+vYxq3UeEHjQ/b0sLPuJTh5rnzrUHKS3ZcVz2HRSkBrWrCCOWJJsuqnpthTkuzya+4Q/FFzY/RWQn2drMx7zMhjIpbNfq0eyAiCLnp9UD75K0U2Isr45d1EFP1K30Wn1Qo93uRrmGe/7D3+KD9x3qfgxuy3xmzc3pIj2b+NoCcbdmxe3/K564AmANao+CDZLkpw+qmRDljtWamTcP1tL11ox6Jwe46tx3vNvvB1E+rKzXwuHJAv7lg0c7lhORuh44NoGP/cTRpA+DdhlrwaYbVVuOmUIdnsd7/PRBDTPNTNT5nnJNrzn90ycudV036CBJTsuFx3b0fXQfJ2aQAlI7Bqg9CpI0ggyS1O0CjraJr/7bq507ded5E+mx7L5b0hnkm5RftYieVtat8Iog6k8CAinmcChBbs8P1ZtlRj3eidc0M2a284mLS4G3F/VpNLfrJy/hdo7a5zn13o4mhK9BkuoegaraKak3vH33yiF1rJVrjquqWstlzs/qMVDYrhHX4DhxP48UTVo7qteHvn0CbfvWFM9TEJGF3grJdk3zIqYdEnbQIBWEmgfec3vRfmA/U9uEEaSQ27kSKdjxCNGlD6qtKbNTUMxRfHc5zxvNTuzfvBgty6Ks7Gw28WV9UWx6LZzo+n0P0l0ppKgeglJK2/QyaH4BvEaI+oPqQQANrm7PCeVrUCM+vI4gyqE1YCnnf0gcMxCM+jzW/AyO1IVbXs2pAFxAeM8S4qOJr6oVX1FggKooxzQXU0I0L3K28I2+aYtpq+Jcq+6X/Qb1qz99Aj91697m/6o/8HZCBM+WNvY5zYiof7gOYkIUg7TRBC3SwTATEqZm0us9fkajzWdTvvcVVx9UX6P3Gvz0Qe12GoXwntLHz+BSc2tl24F1fUvfYIDao7iaDOkd7Y1aGzPFW1J+t2zzxHDW974YoMZvsxLNCLCff99px+WqD7qwExoR9kG1BqYSrRpVXiNE/cHeEkJflsih0C7wvz5+P4YtQZY0h2l1oPo8qBGPkdQRSDrlV4KM9BtXE99q3f/23ArA2vMOLY6DJAmXKXeMRX4GlxpkDFB7tJNNfIPsLMjFXm/2QWXuOy6ViKv37M8+1R94O6HXIN08nXENRkZEO2e3ZeZIHd2yUqr3hQ5Tw+v1lpotg1K3BIJmQBcsQI1nkKQg+bT1crXrOk7n0bpIHyTJ/f0dU8j4PbgBwQC1R3HdZ/T26e66NT0McoNpzfvo+y0UUC1AyZwXt6/d/gDYjSKfa838zeuCqO/wsqUk+El3qrd4qkeUXzHZsye91qDGNQ9qtRZtE1+vVl1mCw+n7Zj5vDDpJK5uaklggKoqr1IVHwkwSHNH+2TAu1lcpyBI3wY/rM1OgcHuKO9XJcDDxZvl3Bp/sHEBkdrsz0W9iWXnWkS9OrmvhF9/16mO5fbmne7TzMRzXFEJM2WbV77UHnxaty9c1vGiah9Ue8u2ttZYDolBE86DJLkF4Lsti84AtUdJlVZ0yy8HucGYtXsMUOMT1Ryd5C7qZtROeIkQqastc5jcYdCAS6cECrZBfYI8G1Rv4hum5s5zsB/b9pyC0TDd0qLOfwfpg+qeXxY+1mmt6tl318fgUoOMAaoPXmkizvRiL3EJcjGGuVkyhopP5M1P3cdf2LWiqqVuNXlv9XPh9DJEauvor+VSw0EUhV7G7Ig6PxC1MMfnFYzZAyvr9s3gNUg3pVYNY4AD9KEcoBWWW6WDNVlYA3On5CLgfd7sgb2f+9cg3eMYoCrKKY2ZF4SA6BqcBCkBM9dV/aa5E3gG+levTXzbrimzaa8tMGWhAJG62qZ4QOf1y/s7RcblWWAd08PteaF6VitMXtArz+m1vVYLPv/7ag2SFHUNqv88hHM3uvZlTqtYK5o0TXiOT+Kn7+4gY4Dao7iSi9MQ+UEG2jFvCO+5cz/eeXpfl3WDHh0lzSnztdtF1QfV6yrbZc8Hov7Fi5Vi4ti9Ga1lUQ5i2S+8R/F1fzFMyycV+qC61qBa/u4WQAs451vMINb+/kFMN14YoPZqB9OL9eLxG5wI0b0pym5L9F76JuTjd9Yh6n6+Eq0ScNacEqlNr7GyDVLj47qdKubiOygaWL008Y1qzu5+4fV5wzy345sHtdcaVNv0f9ZBkhxyl5oQnmNnsIkv9SSuQZL0h2t7gjYvnqj3yaa9LaoH69ZmQwyawjs8WUAu7Xz7cysdJ6L+4acP6ltP7sGDx6d25oBooLg9f5u1X3CvSNhtTTW9Pm+thyZ8UWddg7TCcvpM9vEquuUnhXAOis1t2F9SPX8aNQaoPdrJ9FJrL47xxV6q7GS3leZ56ZdT0SeHqaxb943gxN5S2zLzMmkWAFlKaRmwEqmvvQ+qQwbSaSoaohAcB7Fsjl3gbbdNW+71eVWa4aASohudl7bbiz29GHlzpwDVvE/ZA1Jf+xyg3CEDVF92/gt36mAfpA+qVbeb5W4rzetH0qFsgjWo4UlIz/NnFurYV+E5J1KT/SnmpyWEXstFFFwvY0BUd1mE6jVCb9h8bRyCNPF1Chb9diswCXhPbWPfx27LqjNA7dFOpBczUbb3QfX5XnS/YNjEt3+Y39Ruu1HFwa1lQcd0FR6vEZE62uZB9Wjie++RcRRzaV7PFIqvad6keyHobkt3XlnMINPLxC1QgOryJQYpthDCu1mxPW/OJr4USFxNhJyq6cPO8+h2wfzXD98NYPcl+n5kfdC1avdY9t+LjtrRjikpJPv7EvUJ+7PYaxKId56ewU17ivr/vLYpBK8CTj4v/FOpiW81QB9Ut2yzW7owl1rf13WQJNu5sf6f9RhDY1AwQO1RfNPMdD43rU0horgBmgmZNajq66zV43fWC69MBJv9EfUnayGTtNRg/e+P39+2nvl8ZR9UCstrmhnyT6UmvkH6oDoJcjuRkEYT31aAetehsbZ1OmtQgU89fBwA8NvvvS30cfYLBqiKckroZklToItASo9BkuKZS4qikdIE/vhDb2hb1lZwwadhT/xOE+BnoDEiUov5nExrAvlMZ1an2TqCN1IKoeOR4NA1hCmrO68axJ1WqdUj3d5UMQsAyKSEYx5CCNHWxPeTD98MwFJ51DHNjPfYGYOGAWqP4iqAlQ5VPNa2+kEeqgJALq3hLSembfvo6RApZvm0holh5zn6+N31TkB/cNx9eLxtuVmrYh8ynojUZW+ua53uw3yBNaYUFa8CTj41/AvbdS0OXgMW+WVNFg8dn8aHHpjFSD7jum772DLtKaejia+P+9cg3eEYoPowXcxj70h7oDBecE5wXu47OoGfuWu/42uffOvNbf87JcQwF4/50J4u5fD22/d1vkbKODM7hmxaw5tvnsLH33wUgHMzVCFYOtsrCb2G+szsOP7FfbMdrwuHjC4Rqe8jbzyMh0/uaStg6pwSxGziq792YGwIv/u+0zt+rNSfrM/f33xPq6klW9oEp1KZUa/Bsr2Gs9v4LpoQgfL1Des9zZYDvHlP0f+B9gkGqD7MThbwm++5HQDw5Y/eCwD41bfd4thsyMtwNoUD40Nty/7T++8EANw6M4JjU8PN5Y0uQ+QHvQ869WlV6cZAwIM3T+H0gdHm/86DfEjW6vXg0TtmMDqkFy5lUhrqDe+RFpnfIOofAsBQNoVcRrOMeO48j7EQolXLyrmOKaDmvNkuGSk+P/pPFAM2tfWDt/y2D5LkmD66pBevFiC//NAx3DozMlD5egaoPrVG83ROQWmt+53ITPspTeCPfs7Wt9C2bmRNkTyaKXL0XnV1e7CxX2Q4b5gdx/4xvZAopQnUrCWmzQyHfbCVnTxCIgpDWnKDAqKtNsO8V9rnk/YzVyqRMyNNOb3CZzOh+/gu1lTiI4RoL1B3al3n98D6BAPUgKSl+MOaib3j4Cg+eN+sZ6BqBoQCQDbVfurtmWCvkXUDTwZsmyrjt3bB6F/9qJW/sozW7LTioN2FdpC1f2kmJbqWmHKaGaL+Yc28Wa/sztZDekav+TjfgWOjwaJZCjQBtNXY0+5k5s3N0XgbljjBKS9h7cec1rSuWbuGR0uPQUx1DFAjogkBIbrXSno2z2xrux4sU/zo6RkAwK+/6xQA4HPvOoWD40PNoaytN82ZUb0GaRATdL+zfuVeE82b3ysFZ543vQa1s4lva3AVXiFE/aM1KJJo/et6FQsIz7mOP/++0yjl0jEcJ/U76+wIbQUhtrELWJO6+wgAsxMFvU+oRx6uubIhFaAVpu2t9j10P8g+wQDVp2bBbJcbjleFjDV4dcsUv/vO/fjoTxwJHOi+/56DANDs45pNCQxlUs19OV0TLOlTl1c64yMvPOt1lU5ptpGxW9ozGkTUD1q1FaKt31ezvyDac3jW/mCmVu1HvMdK/c0rH8Vn9O5l5t00S4WVUxqR0laDmursu2rX8BgzQ9938ONVGQPUgJpNBNGZibU327Uz88Jezz0pJTQhAk9x0boo9N/2GlivEQ1JDU6ZJa8pbPk9Bmc9t2nNuYlv+7PEecQ8IlKTOeCRNVPodP0KmLWt7a+Zo7I22EGVPGgu2T2v/N2nf+p4LMdCarA29zbz8Sa3e5AprTnPlQoA771rP07uKzlWXP3PX7yvtdMBE1uAKoR4uxDiJSHEWSHEZ+LaT9Ju2VsCoD8MC9mU4zofemBWH13LozmRNd1pwrsPqvn+QxNDeMg2t6nZSqBVctN5YZhBLCtQ1dNtepOg/Y+pnbT8ldY0vYmvSy7UqcCAiNRkHRXT2mrIuryj8M/h2raPzvoLbzrS8ZwlMp8bbS3jLK87PTfuPDgW81HRTpkZzeOLv3BPx3Jr4VhDetd4WmtQU24lHgBG8hnsGckbFU+tViJOBim/EkuAKoRIAfhDAO8AcArAB4UQp+LY105xShQCwIPHp/Dmm6cAwDVAHc6mMTqU9j2il6aJrgkbAKaKOZwxmiM132u8qd5o75wt0SoNFrYg9uS+kveOaMcJh7+sBugetKOs15Veg9o575lTDTYLBYj6g1nxKR1K8+w1Gtb+5ubzsq0VUnNdIhuHQo/mS24JhglpYLgGgsJSg2pd7PDd25d5JY+Uyxg3vlrc9SkRRz9EIcQbAfyGlPIR4/9fAwAp5e86rX/PPffIJ554IvLjiMqnv/Ik/vK5ayjXGrh1ZgQvXF3FbftH8PyVVRydGsar8xsYK2SwvFl1fP+xqWGcn9/AeCGDJWOd4WwKG5U69o3kcW11G2dmx/Dka8uYGc3j6sp22/vzGQ3b1QbuOjSGp15fxsl9Jbx4ba1tn6V8GmvbNdxxcBTPXFppHqe5/VxaQ7mmZ8YPTxZwcWETtx8YwXOXV3HL3hJeur4W4xmkoMzmp+Z3TdEr5dJYK9ea14N5PWkCyGdS2KzUcWBsCJeXt7B3JIfrq2Xce2QcP7ywlPSh73rZlIZKl0nVC1n9O3QylElhq+r8Wse+0hoqtYZrk3CrTKr7xOvm9rxYR5glf6zfqfncmypmMb9ewRuPTeL75xfa1h8dymBlq9q8DxyaGMLri1uO91w/3yvtLuYzwXT/0Qn8w6uLjuua+TOvfCL1l1xaQ1oT2LA8Yx44NoEfnG+lgT2lHG6slZFJCRRzaSxtVnFwfAiXlrZw58FRPH1ppZmOsikN+YyG1e1a8/3mfczMo4zk022vA8DxPUW8cmO9mfcHgMc/89bmdHoqEkL8SErZWf1sE9cQdQcAvG75/xKA+60rCCF+CcAvAcDs7GxMhxGNF6+tQUrg4PgQtio1aALYNh6EZpPayeEsljerOLmvhK1qHRvlOkaG0jg/t9Es1ZgYzmJps4oTe4t4bXET+0fzzX2sbuk3rUI2hZF8GntG8jh7Yx23zozg9cVNpDXZXKdqZMzMfZ7YW8SlpS3sG8lj3Ui8lZp+fMM5vVb30EQBZ2+s45a9JaxtV5HPaM3MW63RwOhQBtOlHMq1OoazaaxsVaEJgeFcCtdXy5gq6sc+XsigYUzRMb9ewXghAwBY3qxi0sgMTAxn0WhIpI2Hej6TQi6tYaNcQ0oTuLa6jeliDkCrxEcTeuYvrQmkUwI3VsuYGM6i3pBIaQJr2zWMDmWwXasjo2ko1+oQQiCX1pDSBLaq9WaGtFaXyKU1bFXrKObSkBLYrNaQT6dQrTeQ0gSK+QzWt6tY265hYjiLdErvL1CrS6xuV1HIplCuNZBLa6g1JLIpDZmUBk3TM45SApV6A/WGhCb0zM7qdg3bxj7TKYFGQ6/Jzmc0rJVrODo5jAsLGyjmM9iu1FHKpyGhpyUhoH8fxsge+vnTUG9I3HloDEsbFeTSGupSYnFDP8fNmgLo38d2tYFCNoWUpo8ovVWpY7yQxeJGBWMF/fgK2VRzipWhbApLG/pnXdmqYmJYX3d0KIPNSh35jL5/TdPrFrarDRydGsYL11YxlElhu1rHdCmHjXK9bZ8n95Xw7OWVZuHNrTMjuLCwgUImjVqjgXKtgcOTBbxyfR2n9o/g2csrODI5jNcXN3F0ahjz62XjM2lY3apiz0gel5Y2cdehMTx7aQW37CvhwsIGxgtZAMDSZgVjQ1lcX93GoYkCLsxv4OjUMF4ztre4UUGtoaeJufUyxgtZLG3qn3N1q4p8JoVTMyNYL9dwYm8J8+tlHJsq4vz8Oo5ODiOf0VDMpTE2lEWtIXHvkXFUjTS2vFnF/rE8Li5s4szsOJ65tIyZsSHMr5UxnNPP9XZN/x6urWzjrkNjePrSsv55l7ZwZLKAxY0K6g2JXEbD+nYNp/aP4KnXV3DT9DBevr5mnL9NFDIp1KVEtd7AeEH/vEcm9e/j9v2juLCwgRN7S7i0tIl6Q+LIpP7+U/tH8I+vLuLOg2N45vIK7j0ygReurmJyOAtNE7i2so1Z4/5w/7EJPH5uAacPjOKFq6u4ZV8Jc2tlVGoN3H1kHH//0hxunRnBM5eW8ZYTe/D4uXkcmx7G64tbGCtk0JASq1s1nJkdw/fPLeD0wVE89foy7j08geevrmBmdAgL63qmbqqYw2uLm7h1ZgRPX1pu+37NAoORoQwuLmzg7tlxfO/cAt588xS+e3Yej9y2F987u4DDkwXUGhJXlvXA4snXlvGmm6bw9y/fwLvu2I/HXryOM4fGcX5+HZoQuGm6iCcuLuLhk3vxjWev4qET0/j2y3P4yVum8cTFJcyM5rFRrmNlq4pT+0fwowtLePSOGXzt6St4x+kZ/N2LN3ByXwnX18ooV+s4vreIJ19bxr1HJvDds/N49x378ZfPXcVbTujb21PKIZfW8OrCJk7NlPDji8t49I4ZfP2ZK3jTTVP4h1cXcWZ2DFeWt7BVqeP2A6N4/NwCHrltL/7imat49I4ZfPP563joxBR+fHEJY4UspopZo4BxFN966QYePb0ff/HsFTxy2z48fm4BN00P4+LCJoQA9o7oafOBY5N47IXrePvt+/DYCzfwwLFJPHd5BUPZFDIpDVdXtrB/bAivL27i5L4Snrm8gjsPjuGFq6s4OD6ExY0KNCGw3yiwuXWmhB+cX8SZQ2N49vIK9o7ksbBRRiGjZyk2qzVMF3OYWy/jzKFxfP/8AmYnCriyvIWJ4Sy2qnU0GhLFfBrzaxUcmhjC+bkNHJsu4sLCBmZG81jarCCb0pDWNKyXa9gzoqeXN8yO48nXlnBoooBrK9sYGcqgVm9geavavLaPTQ2jkEuhlM9gvJBFrdHAG2bHsLRZxVQxi4WNSvMaHzMC1UI2jeJMBlJKPHRiGpeWNpvbGy9ksbRRwV2HxvBPV1dxaKKABfM+pWlY3a5i32gery1u4i7jOts/NoS5tTKKuRTqDYmKcd1eXdnGkckCzs9t4MiUft+bLuWwXq5BEwLZtH7fM7d3zLiPHhgvYG6tjPFCBumUhoV1/Rl5ZXkLRyb1dQ5PFnBleRuaJtqmQak3JPaO5ts+04Ex/XsdyqQgod+7hQDKtQaGc2msbVdxy179Wizm06jU9Ht3td5ASujPj1qjAU0IrJdrKOb0dQrZFIQQ2KzUMTmcxbXV7WaB/sxo3jgnaTSk3s2ilE/j0tIWJPTxNzShtyAzf2dSeoFONq0hl9bzLZNF/f43VshifbuGfEZDtS7RkBLr5RqGMimM5DOY3yhjbCiD9XINlVoDQ9k0MimBekOiVpco5FJY2aw28yHFXBrlWgNb1Try6RQ0TWC9XEUunUIpr+eLMpoGCYmVrSruODiKC/MbSKc0zK+XMVbINJ+jE8NZ3FgtY/+YXulwfE/RaNkGjA9ncX5uAzdND+uD5WgC5VodxVwGjYbEdq2OXFrDtZVtTJdyzQG/FjYqmC7mkMtoze91o1JDLp1qTkEiJZp5oqIxCvVWVd9epabnf8ztVet617RKrQFNE0bAVUM2pZ/PTEqgIfUC820jbwgAG5X2/JS5vc1KHaNDGVRqjWa+5PLSFk7sK+H83AamivoztJBNY369jFI+jbGhDC4vb2FPKY+F9TKGsqlmvm+rUseIcX1W67JZgaPnRyso5TN4dV4/j5oQzfddX93GVDGn5w0KWSOtCcytlTFVzGF5q4pqvdEMIKeKOZyfW8fRqWGcm9vAzXuKWNvWv/d8RuvIAy9uVDBZzOHS0iZOGXn0zWodc2utNHB+bgOlfBo31so4PDmMayvb2FPKNfP86+VaM81dRxmzk4Xmc+zqyjZWtqrN/Ls5feV0KYfV7VqzUmmsoOeJAWDD2N6x6eFmZVS/i6sG9f0AHpFSftz4/8MA7pNS/hun9VWvQSUiIiIiIqLw/NagxjVI0iUAhyz/HwRwJaZ9ERERERER0QCIK0D9IYDjQoijQogsgA8A+POY9kVEREREREQDIJY+qFLKmhDiEwC+CSAF4ItSyufj2BcRERERERENhrgGSYKU8hsAvhHX9omIiIiIiGiwxNXEl4iIiIiIiCgQBqhERERERESkBAaoREREREREpAQGqERERERERKQEBqhERERERESkBAaoREREREREpAQGqERERERERKQEBqhERERERESkBAaoREREREREpAQGqERERERERKQEBqhERERERESkBAaoREREREREpAQGqERERERERKQEBqhERERERESkBAaoREREREREpAQGqERERERERKQEBqhERERERESkBAaoREREREREpAQGqERERERERKQEIaVM+hgghJgDcDHp4/AwBWA+6YMgJTAtkBemD/LC9EF+MJ2QG6YN8tIP6eOwlHK620pKBKiqE0I8IaW8J+njoOQxLZAXpg/ywvRBfjCdkBumDfIySOmDTXyJiIiIiIhICQxQiYiIiIiISAkMUP35b0kfACmDaYG8MH2QF6YP8oPphNwwbZCXgUkf7INKRERERERESmANKhERERERESlhYANUIcQXhRA3hBDPWZbdKYT4vhDiWSHE14QQI5bXfk0IcVYI8ZIQ4hHL8rcby84KIT7jsb+fF0K8Yvz8vGX57wghXhdCrMfxOak7hdLCXwkhnhZCPC+E+GMhRCqOz0v+KZQ2vmW8/ynjZ08cn5eCUSF9CCFKlnTxlBBiXgjx+3F9ZgpOhXRiLP9ZIcQzxjPm9+L4rBRcAunjr4QQy0KIr9uWf8J4rxRCTEX9OSm4CNNGx3Zc9ueYhpRMG1LKgfwB8BCANwB4zrLshwDeYvz9MQC/bfx9CsDTAHIAjgI4ByBl/JwDcAxA1ljnlMO+JgCcN36PG3+PG689AGAGwHrS52S3/iiUFkaM3wLA/wXwgaTPzW7/UShtfAvAPUmfD/6omT5s6/0IwENJnxv+qJVOAEwCeA3AtLHefwfwcNLnhj87mz6MbTwM4N0Avm5bfgbAEQAXAEwlfV74E03acNuOw75c05CKaWNga1CllN8GsGhbfAuAbxt//w2Af2b8/V4AX5FSlqWUrwI4C+A+4+eslPK8lLIC4CvGunaPAPgbKeWilHLJ2PbbjeP4gZTyaoQfjQJSKC2sGuukod8c2AE8YaqkDVKTaulDCHEcwB4A3+n5w1FkFEknxwC8LKWcM9b7W8s+KUE7nD4gpXwMwJrD8iellBd6/DgUoYjShtt27FzTkIppY2ADVBfPAXiP8ff7ARwy/j4A4HXLepeMZW7L7fyuR+pIJC0IIb4J4Ab0h8efhT98ilFS94kvGU04PyeEEOEPn2KW5HPkgwC+Ko0ib1LaTqeTswBOCiGOCCHSAH7Gsk9ST1zpg/pf0LThV1+lod0WoH4MwL8WQvwIQAlAxVjulBmUHsvt/K5H6kgkLUgpH4He5DsH4K1BDph2TBJp4+eklKcBPGj8fDjQEdNOSvI58gEAf+LzOClZO5pOjNrUfwXgq9Br2C8AqAU8Zto5caUP6n9B04ZffZWGdlWAKqV8UUr5Ninl3dAf8ueMly6hvaTxIIArbsuFEPdbBqx4j8f7SVFJA9TV6wAAAgZJREFUpgUp5TaAP4dL8xxKVhJpQ0p52fi9BuD/wGi2Q+pJ6t4hhLgTQFpK+aPIPxRFLqH7yNeklPdLKd8I4CUAr8Tx2ah3MaYP6nMh0oYjIcQhS9r4laDvT1zSnWDj/IHe4dfa8XiP8VsD8D8AfMz4/za0dzw+D70zcdr4+yhaHYpvc9jPBIBXoQ9UMG78PWFbh4Mk7eK0AKAIYMZYJw29lPsTSZ8X/iiRNtIwBiUAkIHe9PtXkj4v/FEjfVhe/zyA30z6fPBH3XRi2ec4gKcAnEj6vPBnZ9OHZfs/CdsgSZbXLkCRgXD403vacNuOw366piGV0kbiBxDjF/4nAK4CqEIvNfhFAJ8C8LLx83kAwrL+Z6GXUrwE4B2W5e801j8H4LMe+/sY9D4gZwF81LL894z9N4zfv5H0udltPyqkBQB7oY/M9gyA5wH8F+i1IYmfn938o0jaGIY+MquZNv7A+tDhz+5OH5bXzgM4mfQ54Y+66cQ4jn8yfjhKvCI/CaSP7wCYA7Bl7O8RY/knjf9r0GvOvpD0udntPxGmjY7tuOzPMQ2pmDaEcWBEREREREREidpVfVCJiIiIiIhIXQxQiYiIiIiISAkMUImIiIiIiEgJDFCJiIiIiIhICQxQiYiIiIiISAkMUImIiIiIiEgJDFCJiIiIiIhICQxQiYiIiIiISAn/H4Iqjy4+XcsrAAAAAElFTkSuQmCC\n", "text/plain": [ "<Figure size 1152x720 with 1 Axes>" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "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\n", "text/plain": [ "<Figure size 1152x720 with 1 Axes>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# calculate DC power of module \n", "IL, I0, Rs, Rsh, nNsVth = pvlib.pvsystem.calcparams_pvsyst(effective_irradiance = poa_irrad['poa_global'], temp_cell = pvtemps,\n", " alpha_sc = module_parameters['alpha_sc'],\n", " gamma_ref = module_parameters['gamma_ref'],\n", " mu_gamma = module_parameters['mu_gamma'],\n", " I_L_ref = module_parameters['I_L_ref'],\n", " I_o_ref = module_parameters['I_o_ref'],\n", " R_sh_ref = module_parameters['R_sh_ref'],\n", " R_sh_0 = module_parameters['R_sh_0'],\n", " R_s = module_parameters['R_s'],\n", " cells_in_series = module_parameters['cells_in_series'])\n", " \n", "dc = pvlib.pvsystem.singlediode(IL, I0, Rs, Rsh, nNsVth)\n", "\n", "\n", "plt.figure(figsize=(16, 10))\n", "plt.plot(dc.p_mp)\n", "plt.show()\n", "\n", "plt.figure(figsize=(16, 10))\n", "plt.plot(dc['19000616':'19000618'])\n", "plt.show()\n" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "annual dc = 568.0376821630167 kWh/yr\n", "dc annual yield = 1556.2676223644294 kWh/kWp/yr\n" ] } ], "source": [ "yearly_dc = dc.p_mp.sum() / 1000.0 # kWh\n", "\n", "print('annual dc = {} kWh/yr'.format(yearly_dc))\n", "print('dc annual yield = {} kWh/kWp/yr'.format(yearly_dc/(module_parameters['Pmpp']/1000)))\n" ] }, { "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 }