{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "\"Open" ] }, { "cell_type": "markdown", "metadata": { "colab_type": "text", "id": "sMM63f1cW1wJ" }, "source": [ "# Analisi Covid19 dataset usando Pandas, Matplotlib, Plotly, Dash : (Soluzione)\n", "\n", "Datasets:\n", "* [dati_province](https://raw.githubusercontent.com/pcm-dpc/COVID-19/master/dati-province/dpc-covid19-ita-province.csv) = \"https://raw.githubusercontent.com/pcm-dpc/COVID-19/master/dati-province/dpc-covid19-ita-province.csv\"\n", "* [dati_regioni](https://raw.githubusercontent.com/pcm-dpc/COVID-19/master/dati-regioni/dpc-covid19-ita-regioni.csv) = \"https://raw.githubusercontent.com/pcm-dpc/COVID-19/master/dati-regioni/dpc-covid19-ita-regioni.csv\"\n", "* [dati_italia](https://raw.githubusercontent.com/pcm-dpc/COVID-19/master/dati-andamento-nazionale/dpc-covid19-ita-andamento-nazionale.csv) = \"https://raw.githubusercontent.com/pcm-dpc/COVID-19/master/dati-andamento-nazionale/dpc-covid19-ita-andamento-nazionale.csv\"\n", "\n", "Obbiettivo: Utilizzando i dati provinciali analizzare l'andamento dei contagiati nella propria provincia nel tempo.\n", "\n", "1. Plottare l'andamento nel tempo dei contagiati della propria provincia. \n", "2. Comparare l'andamento nel tempo dei contagiati delle prime 3 provincie della nostra regione (Emilia-Romagna) con quelli di una provincia appartenente sempre alla nostra regione.\n", "3. Creare un grafico a torta con le percentuali di contagiati per ogni provincia apparente alla nostra regione (Emilia-Romagna) " ] }, { "cell_type": "markdown", "metadata": { "colab_type": "text", "id": "Ks4Jr2gmW9sH" }, "source": [ "## Importare Librerie" ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "colab": {}, "colab_type": "code", "id": "u1sWtG4WWjc9" }, "outputs": [], "source": [ "import matplotlib.pyplot as plt\n", "import pandas as pd\n", "import os\n", "directory = \"assets/images/\"\n", "if not os.path.exists(directory):\n", " os.makedirs(directory)" ] }, { "cell_type": "markdown", "metadata": { "colab_type": "text", "id": "M-5kckZfXB4v" }, "source": [ "## Parte 1: Plottare l'andamento nel tempo dei contagiati della propria provincia. " ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 592 }, "colab_type": "code", "id": "xYfGRuqcWs46", "outputId": "738e31a1-3dba-4003-fd2d-d4041ec76ed0" }, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "def plot_andamento_provincia_style(df,provincia):\n", " df_new = df[df[\"denominazione_provincia\"]==provincia]\n", " #display(df_new.head())\n", " #display(df_new.info())\n", " #plt.style.use(\"dark_background\")\n", " lista = list(df_new[\"data\"])\n", " new_lista = []\n", " for i in range(0,len(lista),2):\n", " new_lista.append(lista[i])\n", " with plt.style.context(\"dark_background\"):\n", " \n", " plt.rc(\"lines\", linewidth=2, markersize=4, markerfacecolor=\"red\")\n", " #plt.rcParams['lines.linewidth']=10\n", " #plt.rcParams['lines.markersize']=10\n", " #plt.rcParams['lines.markerfacecolor'] =\"red\"\n", " #plt.rcParams['axes.prop_cycle'] = cycler(color=['y']) # color line\n", " plt.rc(\"grid\", color=\"red\",alpha=0.3)\n", " plt.rc(\"axes\",titlesize=20, titlecolor=\"cyan\")\n", " plt.rc(\"font\", family=\"DejaVu Serif\", fantasy=\"Comic Neue\", size=20)\n", " plt.rcParams[\"date.autoformatter.day\"]=\"%m-%d\"\n", " \n", " #plt.rcParams[\"date.autoformatter.day\"]= \"%m-%d\" #\"%Y-%m\"\n", " ax = df_new.plot(kind=\"line\", x=\"data\", y=\"totale_casi\", title=\"Andamento Provincia: \" + provincia , grid=True, figsize=(20,9), style=\"o--c\", xticks=new_lista)\n", "\n", " ax.set_xlabel(\"Data\")\n", " ax.set_ylabel(\"Totale casi\")\n", " ax.tick_params(axis=\"y\",labelcolor=\"orange\")\n", " ax.tick_params(axis=\"x\",labelcolor=\"orange\", labelsize=15)\n", " ax.legend(loc=\"best\",title=\"Legenda\")\n", " ax.figure.savefig(\"assets/images/fig1.png\", transparent=False)\n", " return ax.figure\n", "\n", "df = pd.read_csv(\"https://raw.githubusercontent.com/pcm-dpc/COVID-19/master/dati-province/dpc-covid19-ita-province.csv\")\n", "provincia = \"Ravenna\"\n", "df[\"data\"] = pd.to_datetime(df[\"data\"])\n", "\n", "# Esercizion 1)\n", "fig1 = plot_andamento_provincia_style(df, provincia)" ] }, { "cell_type": "markdown", "metadata": { "colab_type": "text", "id": "x4cbyLxuXEi2" }, "source": [ "## Parte 2: Comparare l'andamento nel tempo dei contagiati delle prime 3 provincie della nostra regione (Emilia-Romagna) con quelli di una provincia appartenente sempre alla nostra regione." ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 542 }, "colab_type": "code", "id": "ScPQiQFIWws5", "outputId": "8411f1b6-6759-48df-de1c-acefc2fcd000" }, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAABIcAAAILCAYAAABy0/wCAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4yLjEsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+j8jraAAAgAElEQVR4nOzdd5wV1f3/8dfcO7fv3d5p0kXq0oUVlGJEwV5IFMWGaMSIJsaOxoIlivlZokQUNCb5RoMoKooSAwIqICBYUHpbtrL19im/P+7uZRdY2EWWZeHzfDzuY8qZmXtm7uyFfe85ZxTTNE2EEEIIIYQQQgghxEnJ0twVEEIIIYQQQgghhBDNR8IhIYQQQgghhBBCiJOYhENCCCGEEEIIIYQQJzEJh4QQQgghhBBCCCFOYhIOCSGEEA00YcIE3n777eauRou0atUqfvWrXzVrHb7++muGDRvWoG2ff/55fv/73wOwa9cuunbtiqZpTVm9BnnwwQd58cUXm7sav8h5553H119/DdS9znl5eeTk5KDrenNWTwghhDgpqc1dASGEEKKpTZgwgQ0bNrBs2TLsdntzV+eo2rVrFyNHjuT7779HVRv/z/rXX3/NNddcg8vlAiA9PZ1JkyZxySWXHNV69u/fn08++eSoHvNk9Kc//emYv2fNPeZ2u+usf+yxxzj33HMbfbwPP/zwoOuzs7NZs2bNEdURYMSIERQXF2O1WnG73Zxxxhk88MADeDyeIz6mEEIIcbKQcEgIIcQJbdeuXaxatQqv18uiRYsYM2ZMc1fpuJOens6SJUswTZNFixZx22230bt3bzp16lRnO03TjiiAEvu05Gu4cuXK477uL7/8MkOGDKGoqIjrr7+emTNnMnXq1OaulhBCCHHck25lQgghTmjz5s2jd+/eXHTRRcybN69O2d13383DDz/MpEmTyMnJ4bLLLmPHjh2x8mXLlnHOOefQr18//vSnP2GaZqxsx44dXH311QwaNIhBgwZx5513UlFRESsfMWIEr776KuPGjaNPnz7ce++9FBcXc8MNN5CTk8PEiRMpLy+Pbb927VrGjx9P//79Of/882PdbiDa8um5555j/Pjx5OTkcN1117F3714ArrrqKgAGDBhATk4Oa9aswTAMXnrpJc466yxOP/107rrrLiorKw97rRRFYdSoUcTHx7Np0ybmzp3L+PHjefzxxxk0aBDPP/88lZWV3HXXXQwePJizzjqLl156CcMwCIfD9O/fn59//jl2vL1799KrVy9KSkoO6NI1YsQIZs2axbhx4+jXrx+33347oVAoVv7ZZ59xwQUX0LdvX0aNGsWSJUsAqKys5N577yU3N5czzjiDGTNm1NsNKRgMcvfddzNgwADOPfdc1q9fX6e8oKCAKVOmMHjwYEaMGMEbb7xx2GsE8J///IcxY8aQk5PDyJEj+de//lXvtge7huFwmCeffJIzzzyTIUOG8OCDDxIMBmP7/O1vfyM3N5fc3Fzefvttunbtyvbt24HoPTtjxozYtv/+978ZPXo0AwcOZPLkyRQUFMTKunbtyj//+U/OPvts+vfvz8MPP1znHn7nnXcYM2YMAwYM4Prrr2f37t0NOv/93X333Tz00EOxe3v8+PEUFRXx2GOPMWDAAM455xx++OGH2PYjRoxg+fLlBxxn/+57jbnO+0tLSyM3N5cff/wxtm7RokWcd9559O/fnwkTJrB58+Y6dWrMz+ttt93G0KFD6devH1deeSUbN26MlZWWljJ58mT69u3LJZdcwowZM/j1r38dKz/U53K47xUhhBCiqUg4JIQQ4oT23nvvMW7cOMaNG8fSpUspLi6uU/7RRx9x6623snLlStq2bRv7xXvv3r3ceuut3H777Xz11Ve0bduW1atXx/YzTZObbrqJL774ggULFpCfn8/zzz9f59gLFy7k9ddf55NPPuHzzz/nxhtv5I477uCrr77CMAzefPNNIBpS3HTTTdx8882sWLGCP/7xj9x2222xAAjggw8+YPr06Xz55ZdEIhFee+01AP7+978D0VYda9asIScnh7lz5/Luu+/yxhtv8Nlnn+H3+xvUHckwDD799FMqKyvp0qULAOvWraNNmzYsW7aMm2++mUceeYTKyko+++wz3nzzTd577z3+85//YLfbGT16dJ0uQwsWLGDAgAGkpKQc9P0WLFjAq6++yqJFi/jpp5+YO3du7D3/+Mc/ctddd7Fq1SreeustWrVqBUSDCFVVWbhwIfPmzWPZsmX1jgP1wgsvsGPHDj799FNmzZpVJxw0DIObb76Zrl27smTJEubMmcOcOXP44osvDnudUlJSeOWVV1i9ejXTp09n+vTpfP/99/Vuv/81/POf/8zWrVuZN28eCxcupLCwMDaO0JIlS5g9ezavv/46n376aZ2QcH9ffvklzzzzDM899xxLly6lVatW3HHHHXW2+d///sc777zD+++/z4IFC2Ln99lnn/HKK6/wwgsv8OWXX9KvXz/uvPPOw557fRYsWBD7WbHb7VxxxRV0796dr776il/96ldMnz690cds7HWuLT8/ny+++IK2bdsCsHXrVu68807uvfdevvzyS4YNG8bkyZMJh8OxfRr68wowbNgwPvnkE7788ktOO+202LhJEO3653K5WLZsGU8++eQBoTTU/7k05HtFCCGEaAoSDgkhhDhhrVq1iry8PMaMGUOPHj1o06YNH3zwQZ1tRo0aRa9evVBVlfPPPz/W0mDJkiV07tyZc845B5vNxjXXXENqampsv3bt2jF06FDsdjvJyclce+21rFy5ss6xr7rqKlJTU8nIyKB///706tWL0047DYfDwejRo2OtKd577z2GDRvG8OHDsVgsDB06lB49erB48eLYsS6++GLat2+P0+nknHPOqdMiYn/z589n4sSJtGnTBo/Hwx133MFHH31U74DKhYWF9O/fn8GDB/PCCy/w1FNP0aFDByDa5WzChAmoqorNZuOjjz7izjvvJC4ujtatW3Pttdfy/vvvAzBu3Lg64dD8+fMZN25cvfWcMGECGRkZJCYmctZZZ8XO6Z133uGSSy5h6NChWCwWMjIy6NixI8XFxSxevJh7770Xt9tNSkoKEydOrHcMmwULFjB58mQSExPJyspiwoQJsbL169fHAkC73U6bNm24/PLL+eijj+qtb40zzzyTtm3boigKAwcOZOjQoaxatare7WtfQ4fDwb///W/uvfdeEhMTiYuL46abboqdw4IFC7j44ovp3LkzLpeLKVOm1Hvc+fPnc8kll9C9e3fsdjt33HEHa9euZdeuXbFtbrzxRuLj48nOzmbQoEFs2LABgH/9619MmjSJjh07oqoqkydP5scffzxk66HBgwfTv3//2Kt2y5vRo0fTo0eP2L3tcDi48MILsVqtnHvuuYe8X+vT2OsM8Nvf/pacnByGDx9OcnIyt912GxANgYcPH87QoUOx2Wxcf/31BIPBOmMcNfTnFeDSSy8lLi4Ou93OlClT2LBhA5WVlei6zsKFC5kyZQoul4tOnTpx4YUXHlDP+j6XhnyvCCGEEE3h+O44LoQQQvwC8+bNY+jQoSQnJwMwduxY3n33XSZOnBjbpnbg43Q68fv9QDQwyczMjJUpikJWVlZsubi4mMcee4xVq1bh8/kwTZP4+Pg671/72A6Ho973ysvL4+OPP+bzzz+PlWuaxqBBg2LLaWlpsXmXyxXb92AKCwtjLW0AWrVqhaZplJSUkJGRccD2NWMOHUzta1BaWkokEiE7Ozu2Ljs7O9aVadCgQQSDQb799ltSUlLYsGEDo0aNqree+59TYWEhAHv27GH48OEHbJ+Xl4emaeTm5sbWGYZR53OprbCwsE5Z7Xrv3r07ForV0HW9znJ9Fi9ezIsvvsi2bdswDINgMBhraXUwta/h3r17CQQCXHzxxbF1pmliGEaszj169IiV1XduNdt27949tuzxeEhMTKSgoIDWrVsDB15jn88HRK/l448/zpNPPlmnHgUFBXXundq++uqresccqt06zOl01nuvN8ahrvMNN9zAN998A8DDDz/M+eefD8CLL77IkCFDWLFiBXfeeSelpaXEx8dTWFhY5/O3WCxkZWXV6YbX0J9XXdeZMWMGH3/8MXv37sViif6ttbS0lGAwiKZpdT63g32G9X0uDfleEUIIIZqChENCCCFOSMFgkAULFmAYBkOHDgUgHA5TUVHBhg0bOPXUUw+5f1paGvn5+bFl0zTZs2dPbPnZZ59FURTmz59PYmIin3322RE/SSorK4sLLriARx99tNH7KopywLr09PQ6LUDy8vJQVbXe7l0NPX5SUhI2m428vLzYYNV79uyJBU5Wq5VzzjmHDz74gNTUVM4880zi4uIa/Z5ZWVl1xn6qkZmZid1uP2RIUVtaWhp79uyhc+fOsbrWfo/WrVuzcOHCRtUtHA5z22238eSTTzJy5EhsNhu33HJLnbF89rf/NXQ6nXz44Yf1BnW1A4vadT7YtrU/Z7/fT1lZ2UGPu7+srCwmT54cC1WON4e7zq+++uoh9x84cCAXX3wxTz75JC+99BLp6el1xsOq+XluyLXa3/z581m0aBGvv/46rVu3prKykgEDBmCaJsnJyaiqSn5+Pu3btwcO/Rnu72h+rwghhBCNId3KhBBCnJA+++wzrFYrH374IfPmzWPevHl89NFH9O/f/6BjgOxv+PDhbNy4kYULF6JpGm+88Uad8Yp8Ph9utxuv10tBQcFhf1k9lPPPP5/PP/+cL774Al3XCYVCfP3113XCqfokJydjsVjYuXNnbN3YsWOZM2cOO3fuxOfzMWPGDMaMGfOLnzRVE/7MmDGDqqoqdu/ezeuvv14nYBg3bhwLFixg/vz5jB079oje59JLL2Xu3Ll8+eWXGIZBQUEBmzdvJj09naFDh/LEE09QVVWFYRjs2LGDFStWHPQ4Y8aMYebMmZSXl5Ofn19nzJhevXrh8XiYOXMmwWAQXdf5+eefWbdu3SHrFg6HCYfDsRBg8eLFLFu2rMHnZrFYuOyyy3j88ccpKSkBomNO1Yw5c8455zB37lw2b95MIBDgpZdeqvdYY8eOZe7cufz444+Ew2GeffZZevXqFWs1dCjjx49n5syZsYGUKysrWbBgQYPPo6n90usMcM0117B8+XI2bNjAmDFjWLx4cZ0xu+x2Ozk5OY2um8/nw263k5SURCAQ4Nlnn42VWa1WRo8ezQsvvEAgEGDz5s289957jTr20fpeEUIIIRpDwiEhhBAnpHfffZeLL76Y7Oxs0tLSYq8rr7yS+fPn1zv+To3k5GT+8pe/8MwzzzBo0CC2b99O3759Y+W33norP/zwA/3792fSpEmcffbZR1zXrKwsXnrpJV555RVOP/10hg8fzqxZs2JdjQ7F5XIxefJkfv3rX9O/f3/Wrl3LJZdcwvnnn89VV13FyJEjsdvtPPDAA0dcv9oeeOABXC4Xo0aN4je/+Q1jx47lkksuiZX37t071kWs9tPJGqNXr15Mnz6dxx9/nH79+nHVVVeRl5cHwFNPPUUkEuHcc89lwIAB3HbbbRQVFR30OLfeeivZ2dmMHDmS6667jgsuuCBWZrVaefnll9mwYQMjR45k8ODB3H///VRVVR2ybnFxcdx///3cfvvtDBgwgA8++IARI0Y06vz+8Ic/0K5dOy6//HL69u3LxIkT2bp1KxANJSdMmMDVV1/N6NGj6d27NwB2u/2A4wwZMoTf/e53TJkyhdzcXHbu3FnnSWaHMnr0aG644QbuuOMO+vbty9ixY+vtWlij5ol4Na/XX3+9UefdGEfjOicnJ3PBBRfw4osv0qFDB55++mkeeeQRBg8ezOeff87LL7980Ot6OBdeeCHZ2dmcccYZnHfeefTp06dO+YMPPkhlZSVDhw7lrrvu4rzzzmvw+xzN7xUhhBCiMRTzUO2ghRBCCCFEs9m8eTNjx45l/fr1v7jll2geTz/9NMXFxXXGdxJCCCGON9JySAghhBDiOPLpp58SDocpLy/n6aef5qyzzpJgqAXZvHkzGzZswDRN1q1bxzvvvMPo0aObu1pCCCHEIcn/NIQQQgghjiP/+te/uPvuu7FarQwYMIBp06Y1d5VEI/h8Pu68804KCwtJSUnhuuuuY+TIkc1dLSGEEOKQpFuZEEIIIYQQQgghxElMupUJIYQQQgghhBBCnMQkHBJCCCGEEEIIIYQ4iR13Yw4VFVU2dxXEISQluSkt9Td3NUQLIfeLaCnkXhWNJfeMaG5yD4rGkPtFtBRyrzattDRvvWXSckg0iqpam7sKogWR+0W0FHKvisaSe0Y0N7kHRWPI/SJaCrlXm4+EQ0IIIYQQQgghhBAnMQmHhBBCCCGEEEIIIU5iEg4JIYQQQgghhBBCnMQkHBJCCCGEEEIIIYQ4iUk4JIQQQgghhBBCCHESk3BICCGEEEIIIYQQ4iQm4ZAQQgghhBBCCCHESUxt7gq0FMOGDaRDh06YponVamHq1Lvo2bN3vdvv2ZPHXXfdzptv/vsY1lIIIYQQQgghhBCicSQcaiCHw8Hs2f8A4Ouvv+SVV17khRdmNnOthBBCCCGEEEIIIX4ZCYeOgM/nw+v1AmCaJi+99P/46qtlKIrCNddcz8iRZ9fZPhQK8cwzT7Bhww9YrVamTLmDvn37EwwGeeyxh9i6dTNt2rSjuLiIO+/8I6eeehqjR5/BpZeOZ/nypTgcDp544hmSk1NYunQJc+bMQtMixMcnMm3aIyQnpzTHZRBCCCGEEEIIIcQJoMWFQ//+7yZWbig8qscccGo6l4/odMhtQqEQEyf+hnA4RElJMX/5y8sALF78XzZu/InZs/9JeXkZN9xwNb17962z79y5bwPwxhv/x/bt25g69bf8859zmTv3bbxeL3//+9ts2bKJa6+9MrZPIBCge/ee3HTTb3nppb/w/vvvMnHiDfTq1YeZM2ejKArz58/jrbfeYMqUqUf1egghhBBCCCGEEOLk0eLCoeZSu1vZd9+t49FHp/Hmm//HunVrGTXqV1itVpKTU8jJ6cuGDd/TsWPn2L7r1q3l0kuvAKBdu1PIzMxi584drF+/lssu+zUAHTp0omPHfQGVzWZj6NAzAOjatRsrV34NQFFRIdOm3UNJSTGRSISsrFbH5PyFEEIIIYQQQghxYmpx4dDlIzodtpVPU+vRoxfl5WWUlZU22XuoqoqiKABYLBZ0XQdgxoynGD/+SnJzh7N69Spee03GPRJCCCGEEEIIIcSRk0fZH4Ht27dhGDrx8Qn07p3Df//7KbquU1paytq1a+jWrXud7Xv37sPChQsA2LFjOwUF+bRt246ePXvz3/9+CsDWrVvYvHnTYd/b56siNTUdgI8//vAon5kQQgghhBBCCCFONi2u5VBzqRlzCKKDUN9338NYrVaGDTuL775bz8SJv0ZRFG655TZSUlLZsycvtu9FF13GM888wdVXX4HVauW++x7Cbrdz0UWX8dhj07jqqsto2/YU2rfviMcTd8h6XHfdJB544G68Xi/9+g0gL293k563EEIIIYQQQgghTmyKaZpmc1eitqKiyuauwjGj6zqapuFwONi9exe3334L//jHf7DZbM1dtXqlpXlPqs9I/DJyv4iWQu5V0Vhyz4jmJvegaAy5X0RLIfdq00pL89ZbJi2HmlEoFGTKlMlomgaY3HHHH4/rYEgIIYQQQgghhDjRmaaJppuENR3ThDjXif97uoRDzcjt9jBr1pvNXQ0hhBBCCCGEEOK4FI7o+EMagZBGOGIQiuiEIzqhiEFYi86Hq+dDEYOIpqPrJrppYhgmuhGd1p7Xq1/hiF59jOrjakbseEatTla3XNiD/qemN+NVaHr1hkMjRozA4/FgsViwWq3MnTuXsrIypk6dyu7du2nVqhXPPfccCQkJmKbJY489xuLFi3E6nTzxxBN07x4dlPndd9/lr3/9KwA333wzF1100bE5MyGEEEIIIYQQQhxTpmkSDOv4ApE6gUsoYsTCmNh8RCcY0QmEdPzBCJoBZZVB/EENf0jDH9TQdKNJ62tTLdhVC3abFZdDJTHOjt1mxVG9zu1UaZdZf3esE8UhWw7NmTOH5OTk2PLMmTM5/fTTmTRpEjNnzmTmzJn84Q9/YMmSJWzbto2FCxfy7bff8tBDD/H2229TVlbGCy+8wH/+8x8UReHiiy9mxIgRJCQkNPmJCSGEEEIIIYQQ4shpulEnqPEHI/iCGlWBCJX+MJWBCFX+yAHLunHkQxtbLQpup4rbaSMl3hmdd6i4HCpOuxW7zYJdtWK3Recd1fMOWzTMsakWrBYFq0XBUmdq2besRKc2mwWLohzFK9ZyNapb2aJFi3jzzWg3qAsvvJAJEybwhz/8gUWLFnHhhReiKAp9+vShoqKCwsJCVqxYwdChQ0lMTARg6NChfPHFF4wdO/bon4kQQgghhBBCCCEarCoQYdOucjbuKmN3sQ9fMBILgwJBjbDW8FY7LoeK12UjNdNJnMuGx2XDYbdWhzfR4KamhU7tUMdus+B2RMOgtq0TqSjzo0hgc8wdMhy6/vrrURSFK664giuuuIKSkhLS06P97NLS0igpKQGgoKCAzMzM2H6ZmZkUFBQcsD4jI4OCgoJDVigpyY2qWo/4hETTO9QI50LsT+4X0VLIvSoaS+4Z0dzkHhSNIfeLACgqDfD91hJ+2FLCD1tL2J5f98lgFosSC3bSktzEOaPzNa+asniPnYQ4O/EeB/EeO163HZtqOSp1dKbHH5XjiMapNxz65z//SUZGBiUlJVx77bV06NChTrmiKE2S5pWW+o/6MY+GYcMG0qFDp9jy9Ol/Jisruxlr1Dzk0YKiMeR+ES2F3KuiseSeEc1N7kHRGHK/nFg03aAqECEQ0vYNsmzWP/ByaWWIjbvK+HlnOSUVwdhx7DYL3dol0bl1Al3aJHJKpheXQ2307/l6KEJZKHJUzk3u1aZ1RI+yz8jIACAlJYXRo0ezbt06UlJSKCwsJD09ncLCwth4RBkZGeTn58f2zc/PJyMjg4yMDFasWBFbX1BQwMCBA3/xCTUHh8PB7Nn/aPR+mqahqmq9yw3dTwghhBBCCCHEicc0TXxBjdLKEHsrgpT7wrExfKr8keg4PjXLgQiBkH5E7xPnspHTOZXOrRPp0iaRthlxqNaj09rneGCaJoZpYJgN6wpnApqhETEiRAwNrXpaMx/WI2iGBorCacldsVtP7MfZHzR98Pv9GIZBXFwcfr+fZcuWccsttzBixAjmzZvHpEmTmDdvHiNHjgSiTzb7+9//znnnnce3336L1+slPT2d3Nxcnn32WcrLywFYunQpd9xxx7E7uya2YcOPvPDCDPx+P4mJidx770OkpqZy662T6Ny5K+vWrWXUqF+xbNmSOstt2rRlzpxZaFqE+PhEpk17hOTkFGbNeoW8vF3k5e0mPT2TyZNv5ZFHHiQYDAAwdepd9OzZu5nPWgghhBBCCCFEQ0Q0IzpQsz9CaVWI0soQpZVB9lZE5/dWL4cjhw40rBYFr9tGSrwLrzvavcvlULFaFazK/gMv75taLRbcTpVOrRLITHE3avBlzdCoivjwRfxUhqvwRXxURfwEtAC6oWOYBnp1GLNvvu56EzMa2lRPzdjUqLO+5hgWVSEUjmCYOnrtYxp13+tg72dy5INgH86EbpczOKt/kx3/eHDQcKikpITf/va3AOi6ztixYxk2bBg9e/bk9ttv55133iE7O5vnnnsOgOHDh7N48WJGjx6Ny+Xi8ccfByAxMZFbbrmFSy+9FIDf/va3scGpj9TcTR+wpnD9LzrG/nLSe3Jxp0MPkh0KhZg48TcAZGVl88gjT/Dcc08zffozJCUlsWjRQmbOfJF7750GQCQSYdas6ODdy5YtqbNcUVHBzJmzURSF+fPn8dZbbzBlylQAtm7dyl//+ioOh5NgMMiMGS/icDjYuXMHDz10X+wYQgghhBBCCCGOLdM0CYQ0yn3RwKfCF6bSH9637A9T4QtT4Y9Q4QsS0IIoVg2sOlgODIA8TpXUTDted3Qcn3iPDY9LxeEAu01BtYNNNcGioxk6mhEkYlQRMTR0U68OWIxY8GKYJvp+gUyJabKjyMQs3LeNWWufmmmkJgwKR0OgoB48yBVoWhbFEntZ68xbsSgW7BYbFsW6X5mlzn4WpeGtoWwWGzaLimpRsVmj8zaLLbpcPe9UnfRJ69mEZ318OGg41KZNG95///0D1iclJTFnzpwD1iuKwrRp0w76BpdeemksHGrJ9u9WtmXLJrZs2czUqdEQzTB0UlJSY+UjR46us3/t5aKiQqZNu4eSkmIikQhZWa1iZbm5w3A4nEC0a9mMGU+ycePPWCxWdu7c3iTnJoQQQgghhBAnA8M00AyNsB4hbITxhYJUBIKUB/xUBoNUhYL4wiH84SCBcBh/OEwwHCGoRQhpEcKahokRDXqU6EuxGGDVUKwRsGsoLh1F1cCi4zpMfXSgtPoFQKj61UxUxUqcPY4UVxJxNk/0ZffgqZm3uXGpLlSLFUt1YBMNZw4e2CiKgkL0cfEKSvXyvmm0JZMS2z49PV7GHGomLW5Qm4s7jT1sK59jwTShffsOvPLK6wctd7lc9S7PmPEU48dfSW7ucFavXsVrr82MlTmd+7b7v/97i6SkFGbP/ieGYTBy5NCjfBZCCCGEEEIIcfwL62GqIj6qwr7otLq7U1W4qnrZT1ALEoxECOnR8WIieqS6hU20lY2Bhqk0/NHsANirX9UO9VxtVVFxqk5cqhuX6sBpdeJSnThVJ07Vgaqo0IBeXRYs9bRiUVEttti81WI9bPCioICiYMFSd/1BQhurYsVhtctj5E9SLS4cOl60bduOsrJSvvtuHT169ELTNHbs2E6HDh0Pu6/PV0VqajoAH3/84SG3S0vLwGKxsGDBB+j6kQ08JoQQQgghhBBHQ834MLoZ7eYUnWp1lg2zdjcnY19XplrdmAwMQnqYQCRAQAvg1wL4tSABLYAvHKAy7McfDhDQAwT1ADpaw+toKGBYwbBgmpbqeRVMF6ZhwYqKVYkGL3aLHbvVjkO14VQduGwO3HY7HrsTj8OJ1+nA63LgsonqqmgAACAASURBVNuwKiqqxYpVsVZPo8vRrkcOVIv8ei1aLrl7j5DNZuPRR5/kuef+TFVVFbquc/nlv25QOHTddZN44IG78Xq99Os3gLy83Qfd7qKLLuP+++/i448/ZNCg0w9ojSSEEEIIIYQQjaUbOn4tgC/ixxfx49eqpxE/vur1/jplAfyaP9oKx9CbdODfGqYJ6CqmbgPNjRmxY2o20OyxeUV34FBcOFUXbqubOIeLeJcTr9uO12Mjzm3H67LFBnCOc9uJc6lYLSfOE7qEOFoU0zSb/ie7EaR/4fEtLc0rn5FoMLlfREsh96poLLlnRHOTe1DUMEwj9jSpynAVlZHotCpcRZUWDXkiSpgyf2Us9AnqDR/Uxmax4bA4seEEw4JhKOi6gq6BpoEWgYgGmJbqlwKmgmlWd02qM607b+rWaACk2VB0FZfNhdfhIdHlIdHtITHOQYLbTpzbhttpw+1QcTvV2NRhs0oXqBOMfLc1rbQ0b71l0nJICCGEEEIIIY4R3dCJGNFxcSJGODYwcliPENbDhI3oWDlhI0xID1fPV5fpEUJ6iKqILxYGVUV8DWrJY7fa8ahuUlzJeGwePKoLu8WJxYi2wtHCKuGABb/PQmUVVJRDeblBQK+/lY3boZIQZyfBYychzkGCx068x45NrR7LRok+vEhRqB7bpu6y21mzvwOv24ZqlRY9QjQXCYeEEEIIIYQQ4iC06kd7V4arqKhujVPTMscX8aMZGpqpoxs6mhntclUz7o5eXbbvyVgRInoYzTw644i6VCdeexzp7lS89jji7HHE2+Lw2ONQDQd62I4eUgkFrVhwUFAcpLwqRLkvzK6q6KPXNf3ggzMrQKLXQftMJ8nxDlLinSTHO0mMc5BYHQbFe+zYbYcanlkI0ZJIOCSEEEIIIYQ46eiGzt5gGSXBvewNllIS2EtJsJS9wTKqqgMgvxY4omOrFhVVsWK1WFEVKzarHY/Njd0aHfzYbrFht9YMhmzDVj3vsNpj89FyW/U+NmwWOw6rDcW0Eg6olFVp7C0PUlIRpCQ/yK6KECUVQfZWBNH0YP11syokeOy0SY+rbvFjJ9nrICXBGQuBkrwOacUjxElGwiEhhBBCCCFEi2aaJhEjQkALEdSD0UeaayECtearIj72BkspDkTDoLJQ+UG7YykoeGxuEhzxtI7LxmuP2/ey7Zv32NzYLLZYAGStDoQsiuWojIMTCuvklfjIy/eRV+wjr7ic3cU+SsqD9XYii/fYaZPuJSXeEWvpkxBnp112Iqauk+Cx43GqMk6PEOIAEg4JIYQQQgghjkuaoVEeqqQ8XE5ZqILy6ldZqILycHS+KlxFQA9imAfvIrU/BYVERwIdEk4h1ZVMsjOJFGcSKa5kUpxJJDoSsFqOXXepYFhjT4mfvGIfu4trgiAfxeUHtv6Jd9vo0iaR1MRoK5+UeGetFj8ObOrB6y2D/AohDkfCoWNo8eL/0qFDJ9q0advcVRFCCCGEEKJZhPVwnadq1XnVWlcRrqQq4jvkseJsHrwOLxlqGk6rE6fqiE1dqhOn6owte1Q3yc4kkpwJqJZj/2tQMKyRV+yPhT95JT52F/koqThICOSx061dEtkpHrJT3WSneshO9eB12495vYUQJwcJhxpo2LCBdOjQKbY8ffqfycrKbtC+s2a9gsvlZsSIUTz11OM8+eSz2Gy2A7bbsWM7/+//PcOuXTtxu920atWGqVP/QHJyylE7DyGEEEIIIY6moBakLFRBZbiSqoifqogPX8RHVdhHVcS3b7m6LKyHD3tMl+rCa/eQ7ckkwRFPoiOBBEd89Xw8CfZ44h3x2Joh5NmfYZhUBSJU+MNU+MJU+MNU+vYtl1aF2FPso6TiwMfHJ9SEQNXhT6vqaZzrwN8VhBCiKTX/t2kL4XA4mD37H43eT9O02HxmZhbXX38T27ZtpXPnLnW2C4VC3HXX7dx661Ryc4cBsHr1KsrKSiUcEkIIIYQQzaIq4qPAVxTrwlUWKt/XtSscnQ81IOyxW2x4bB4y3GnR1j4HjOHjxWv34LVFn7p1PIQ+tRmGSUGpn91FPnYVVbG72EfBXj8VvjCVgQjmYZ4knxAXDYFqwp9sCYGEEMeZ4+tbt4XZuPEnnn56OqFQkOzs1txzz4PEx8dz662T6Ny5K+vWrWXUqF/V2WfevHcYMiT3gHDo008/pnv3nrFgCKBv3/4A6LrOyy+/wJo13xCJhLnoosu48MJLKC4uZtq0e/D5fOi6xu9/fw+9e+ewYsVXzJr1CpFImOzs1tx77zTcbjeXXjqOMWPGsmzZEjRN45FHnqRdu1P44Yfv+MtfniEcDuFwOLn33gdp2/aUJr9+QgghhBDi+OKP+NlYtoWfSzezsWwLu6v21LttnM1Dqisl2qrHHk+8w0uczRN7eexuvLa42FO6WgLTNCmtDLG7uDoEqg6D9pT4iWh1xzRyOawkeBxkJrvxVj/aPd5tJ95tw+uuXq5e53bKr11CiONbi/uWKnr7X1SuWnlUj+ntP4C0y8YfcptQKMTEib8BICsrm+nT/8yjj07j9tv/QE5OP1599WVef/1v/O53dwIQiUSYNetNINqt7HC2bt1M167dDlr2wQfv4fF4ePXVNwiHw9x88/UMHDiYxYs/Z+DAwVxzzfXouk4oFKSsrIw5c2bx3HMv4XK5+PvfZ/N///cW1157IwAJCQm89tpbzJ37Nv/855vcffcDtGt3Ci+++DdUVWXlyq955ZUXeeyxpxt8/YQQQgghRMsU0AJsKtsaDYNKN7Orak/sCV42i0qXpE6087au27XLHk+Cw9ss4/YcbaZpkr/Xz087y/h5Rxk/7SyjtLJu9y+baiE7xUPrNA+t0uJi08Q4uzz1Swhxwmj53+jHyP7dyqqqqqisrCQnpx8AY8aM5YEH/hgrHzly9FF775Urv2LTpk3873//BcDnq2LXrp1063Ya06f/CU3TGDbsTDp37sqaNV+wbdsWbr75egA0LUL37j1jxxo+fAQAXbt2Y/Hiz2Pn8uijD7Fr1w4URanTFU4IIYQQQrR8pmlSEa6iwF9Avq+IfH8hW8u3s7NydywMUhUrnRLb0zmpI10SO3JKQtvjrnvXL2WYJnlFPn7aGQ2Cft5ZRoVvX7c4r9tG3y5ptEmPo1Wqh9bpcaQnurBYJAQSQpzYWty3fdpl4w/byud44HK5Dln+/fff8fTTjwNwww030b59B9asWX3QbU3TZOrUPzBo0OkHlL344t9Yvnwpjz32MFdc8Ru83nj69x/Eww8/ftBj2WzRJr1WqwVdj4ZAr776Mn379mf69D+zZ08eU6bc1ODzFEIIIYQQxw/d0CkJ7iXfV0iBv6h6Wki+v5CAVvepWFbFSoeEdnRJ6kiXpI6cEt8Ou/XEGgPHNE0KSwN8t3UvP2zby8Zd5VQFIrHyhDg7A7ul07VtEl3bJJKV4pbWQEKIk1KLC4eOF3FxcXi98Xz77Rp6987h448/pE+fvg3ev3v3HnVaIoVCQd58czbLly9lyJBcANauXU18fDwDB57OvHnv0K/fAFRVZceO7aSlpVNeXkZaWjrnn38RkUiYn3/+iauvvo5nn32SXbt20rp1GwKBAEVFhbRt267eulRVVZGWlgbARx/NP8IrIoQQQgghmsveYClLd3/N8rwVVEaq6pRZFAtprlS6JHUiw51GpjudTE86WZ6MFjMWUGP4gxo/bi/l+217+W5LCcXl+0KxlHgHPTtk0rVtIl3bJpKe6JIwSAghkHDoF7n//odqDUjdinvumXbEx3I4nDz11HP85S/P8P/+3zOoqkrHjp343e9+z7hxF5Kfv4frrrsS0zRJTExi+vRnWLPmG/7xjzdQVRWXy8399z9MUlIS9933EA89dB+RSLSJ7I033nzIcOjKK6/m0UcfYs6cWZx+eu4Rn4MQQgghhDh2TNPkp9JNLNm1nHXFP2Bi4lZdDMjoS5YnGgBluNNJc6VgtVibu7pNxjBNtudX8t2WEr7bupfNuyswqh8f5nKo9OuSRvcOyXQ/JZm0xEO37hdCiJOVYpqHe/DisVVUVNncVRCHkJbmlc9INJjcL6KlkHtVNJbcM6I5BbQg31d+x0c//Y8CfyEAbbytGN5qCP0y+pxwXcMOJhDS+H7rXtZsLGL9lr2xrmIK0D47nh7tk+nePpkO2fFYLZbmrexxQL6zREsh92rTSkvz1lsmLYeEEEIIIYRoAfKq8lm8ezkr8lcT1sOoipUBGX0Z3vp0Tolve8J3jyqtDPHtpmLWbCzmx+170fTo37iTvA5ye2XRo30yp52STJzrxA/HhBDiaJNwSAghhBBCiONUUAuyunA9X+1ZxebyrQAkORK5+LRz6JPQB689rplr2HRM0ySv2MeajdFAaOueilhZm/Q4cjqnktM5jbYZcSd8MCaEEE1NwiEhhBBCCCGOI4Zp8HPpZr7a8w3fFq0nbES7THVN6sTw1kPokdKNzIzEE67rhWGY7CnxsSWvgq17KvhhWymFZQEALIpCt3ZJ9OmcSk6nVFJl7CAhhDiqJBwSQgghhBDiOFDgK+Sr/G9Ykb+aslA5AKmuFAZl9mVQZj9SXMnNXMOjq7QyFAuCtuSVsy2/kmBYj5U77Fb6n5pOTudUenVMweOU7mJCCNFUJBwSQgghhBCimVRFfKwpXMfXe75ha8UOAJxWJ0OyBjIoqx8dE045IbpMRTSD7fmVbNpdzubd5WzZU0FpZajONlkpbjpkxdMhO5722fG0TotDtcpg0kIIcSxIOCSEEEIIIUQTMk2T8nAF+b5C8v2FFPgKyfcVUuAvpDwc7RqmoNAtuQuDM/vRK61Hi3/iWIU/zOZd5WzcXc6mXeVsy6+IDSANEO+x06dTKu2zq8OgzHjcTvnVRAghmot8AzdQbm5/zj57DA8++AgAmqZx4YXncNppPXjqqecafJxLLx3Hq6++SWJiYlNVVQghhBBCNDHTNAnpYQJaAL8WIKAFo/OR6LxP81McKKHAV0SBv5CgHjrgGMnOJLold6FLUkcGZvYl0ZHQDGdydBSWBdiwvZSNu8rYtKucgtJArExRogNId26VSKfWCXRsFU9KvPOEaBElhBAnCgmHGsjlcrFly2ZCoSAOh5OVK78mNTW9uaslhBBCCCF+obAeZo+vgMpw1b6QRwvi1/wEItHlQPWyX9u3bJjGYY+tKlbS3WlkeNLJdKeR6U4nw5NOujsNh9V+DM6uaZimyc7CKlb/XMTqn4vZVVQVK3M5rPRon0ynVgl0ap1Ah+x4nHb5tUMIIY5n8i3dCKefPpTly5dy1lmj+OyzTxg16mzWrVsLQEVFOdOn/4m8vN04HE7uuus+OnXqTHl5GQ89dB9FRUX06NET09zXnPaTTz7inXf+RSSicdpp3bnzzruxWq2MHn0Gl146nuXLl+JwOHjiiWdITk5h6dIlzJkzC02LEB+fyLRpj5CcnNJcl0MIIYQQosUJaiF2V+1hR+UudlbuZmflbvL9hQ0KeuwWGy7VidfuJcOdhkt14VZd1VMnLtu+ZZfqJNmZRKorGYtyYoybYxgmm3aXs/rnItZsLKKoLAiAalXo1TGFXh1T6Nw6kVapHiwWaRUkhBAtSYsLh5b/dzNbNhQe1WN2ODWdISM6Hna7kSPPZvbsvzFkyBls3ryJ8847PxYOzZr1Cp07d2X69Gf45puVPProNGbP/gevv/43evXqw7XX3sjy5Uv54IP3ANi2bSuLFn3KX//6Gqqq8uc/P8HChQsYM2YsgUCA7t17ctNNv+Wll/7C+++/y8SJN9CrVx9mzpyNoijMnz+Pt956gylTph7VayGEEEIIcaKIGBrbK3ayo2InOyrz2Fm5iwJ/ESb7/lhnt9g4Jb4tbbzZJDoSYkGPW3XjsjljAZBTdWKztLj/Ov9imm7w4/ZSvvmpiLUbi6jwRwBw2q0M7JZO3y5p9OyQgstx8l0bIYQ4kci3eCN06tSZPXv28Nlnn3D66UPrlK1bt5ZHH30KgH79BlBRUY7PV8XatWt47LHo+iFDcvF64wH45psV/PTTj9xww9UAhEJBkpKSALDZbAwdegYAXbt2Y+XKrwEoKipk2rR7KCkpJhKJkJXVqulPWgghhBCihdAMjW0VO9lYupmfSzeztWI7EUOLlTutDjomnkJbb2vaeFvR1tuKdHfaCdOy52ipCYRW/FjA6p+LCYSi19DrtjGsdxZ9u6TRrV0yNlWumxBCnChaXDg0ZETHBrXyaSq5ucN48cW/8Pzzr1BeXnbExzFNkzFjxjJ58q0HlKmqGhugz2KxoOs6ADNmPMX48VeSmzuc1atX8dprM4/4/YUQQgghWjrd0NleuSsWBm0p30bYiMTKW8Vl0TmxA+3j29ImvjVprhQJguphGCYbdpSy4sdCVv9cRFUgeh2T4x2c0SsaCHVqlSDdxYQQ4gTV4sKh5nbeeecTF+elY8dOrF69Kra+d+8cPv30YyZOvIHVq1eRkJCAxxNHnz771n/55TIqKysA6NdvIPfccydXXPEbkpKSqagox+/3k5mZVe97+3xVsUGwP/74w6Y9USGEEEKI41BJoJT1JT/wfckGNpdtJaSHY2VZngy6JHWkS2JHOiV1IM7macaaHv8M02TjzjJWbCjkmw2FsS5jCXF2RvVrzcBuGXRoFY9FniomhBAnPAmHGik9PYPLLht/wPrrrpvE9Ol/4pprxuNwOLnvvocBuPbaG3noofu46qrL6dmzFxkZmQC0b9+BG2+8malTb8U0DaxWlTvu+OMhw6HrrpvEAw/cjdfrpV+/AeTl7W6akxRCCCGEOE4YpsH2ip2sL/6R9cU/kOfLj5VluNPpnNSBLokd6ZLUEa89rhlr2nLsLqrii3V7WPFjAWVV0XAtzmXjzJxWDDw1nS5tEqWFkBBCnGQUs/bjs44DRUWVzV0FcQhpaV75jESDyf0iWgq5V0VjyT3TtIJaiA2lG1lf/APfF2+gMhJ9TLpqUemS1JGeKafRM7UbSc7EZq5p82nsPRgIaazcUMiSb/PYkhdtye5xqvTtksbAbhmc2i4Rq0W63J2o5DtLHK90wySg6xhmtDVjYrKH4pIqdNOMrauZ6qaJZppoRvXLNIkYJpph1JqPrjdir33H0Km9HJ03ARMTs2beNKun+8qsisK4dulkux3Ne7GOgrQ0b71l0nJICCGEEEI0u4AWZG3Rd6wu+JafSzehmdExF732OE7PGkDP1G50TeqMU235/zk/Vkwz+uj5L77dw8oNhYQiOgrQo0Myw3pl06dzKqpVAiEhTmZGdagS0qMBS0PUBCgHC3AM9oUvEcPEr+n4NR2fZuDTNPwRA5+m46teH9SNJj2/xlJqXgooKCgK2CwKfk1v7qo1OQmHhBBCCCFEs9AMje9LfmJlwRq+K/4h9mSxVnFZ9Ew9jR4p3WgX31oGkW6kcl+Y5d/tYem6Pewp8QOQmuBkTK+25PbMIjne2cw1FEKY5r6WL2HdIGKYRAyDsBFtIRNtuVK7Fcu+1i1G9bJhgmYYRA7RmkYzTMLV7xE2DMK6Qaj2snHsOxJZFXCrVhLtKm7Viku1YlXAqii4XXbCoQgWFCwKWBSl+hUtVxUF1RJ92RQF1WKJLlevt1kUrEr0ZVEUrLFjVE/rHHdfALQvFDp5u9RKOCSEEEIIIY4ZwzTYUr6dlfmrWVO4Hp8WDS8y3GkMyMihf0YOae6UZq5lyxMIaazdVMzKHwtZv6UE3TBRrQoDu6UzrHc2p7ZLkoGlxUmpppVL7dYtEdOsE5KE6glONMNEN8HgwC5K0VYy+3Vb2q/lTJ3tiQY1EcOMHftYxzIKYLdacFgUnKqFBIuK3WrBblGwWy3YalKSwx6nOmBhX2hTJ4CpLrNaFDyqFbdqrZ5a8NisOCyWekMY6QLZfCQcEkIIIYQQTS6vKp+VBWtYmb+G0lAZAPF2LyPanMGAjBzaeFud1H+xPRKBkMbajcWs3FDId1v3olV3z2iTHscZvbIY3D2TOJetmWspxJEzq8eZCegGVRGdqoiGT9Opiuj4IjpVWt11EcPcL6iJzh9rtYMTS60WLFZFibaYsajYLAo2iwVbTTBjUbBXL1sVBUVRsECtVi21WrgoSqzrk81iQVWiLWZqWtDYDtKaxmGNbiffs6I+Eg4JIYQQQogms7tqD+9vXsB3JRsAcFodDM7sz4DMHLokdZQuY43kD2qs3VTEui0/sPqnAjQ9+ptvqzQPA7qm0//UdLJTPc1cS3GyM0yTgGZQpWnREKc6yIkGOlo03NGiYY5u7BtouGZ+36th76cq+1qoWPdrvbJ/QKMo0e5IdqsFR3WrmejUEmtFU7Nssyj1HivWYoboMWve92TvmiRaLgmHhBBCCCHEUVcSKOXDrQtZkb8aE5OOCe0Z3noIPVNPw26V1iyNYRgmq34q5KvvC/hua4kEQuKoMMzoIMTRLlX7xruJGAZhPTqtGQenpivUwZbDhklkvzFzAprO4YYZtihgt1hi48NYLWBTo61b9q2LTl3WaHekOJsVj6oSZ7MSp1YvH6abkhCiYSQcaqBhwwbSoUMndF2jXbv23H//wzidMpifEEIIIURtVREfn2z7L0t2LUczdbI9mVzQcQzdU06VX94ayTBMVm4o5P1lW2MDS7dO89D/1HTOPr09Tml0JarphklFRKM8vO9VGdEI6Doh3cDYYqEyGCZYHQbVBEJHi62665LdYsGlWkh12vBUhzdxNvWg8y6rBDpCHE8kHGogh8PB7Nn/AODhh+9n3rx3GD/+qsPup2kaqiqXWQghhBAntpAe5vOdS/l0+/8I6kGSnUmMbX82AzJzpOtYIxmmyTc/FfHe0q3kFfuwKArDemfxq4FtyUqJthCSQVtPLKZpEqrVYids1G25E64eyDhiRIOdiuoAqCYQqorohx3cWFWi3aWcVgtemxqbd1gs2K21xr/ZbxycmvU2S7TLVe1pzTg3Mti5EC2fpBZHoHfvPmzatImlS5cwZ84sNC1CfHwi06Y9QnJyCrNmvUJe3i7y8naTnp5J27bt2LMnj7y83RQU5HPbbXfw/ffr+eqr5aSmpvPUUzNQVZXXX/8by5Z9QSgUpEeP3tx1172SpgshhBDiuKYbOl/uWclHWz+lPFyJx+bmkg7jOKPV6dgs8l/NxjBMkzU/R0OhXUXRUCi3ZxZjh55CeqKruasnGskwTfyaTkVYqx44+cAxd6qqx+PxaVqDx9epzaooJNhVTvHaSbCpxNtVEqpf8XYVt9WKw2qhVUY8ZXt9R/8khRAnjBb3L3bp7k/xl/1wVI/pTjyNpFajG7Stpml89dVyBg0aQq9efZg5czaKojB//jzeeusNpkyZCsDWrVv5619fxeFwMmvWK+zevYvnn3+FrVu3MHnytTz66FPccsvvuOee37N8+VKGDTuTSy65nGuvvRGARx55gGXLviA3d9hRPVchhBBCiCMV0IIUB/ZSEiihKFBCcXAvP+/dRGGgGLvFxjmnjGRU22G4VAkyGsM0TdZuLOa9pVvZUViFosCQHpmMG3oKGUnu5q6eOAjDNPFperT1Trhud67yyL51unnoxMduUfDYrGS7nXhU60Fb8NgO0rLHa7OSYI920WrIH5NtVmm9J4Q4tBYXDjWXUCjExIm/AaIth8aOvYAdO7Yzbdo9lJQUE4lEyMpqFds+N3cYDse+MYkGDx6Cqqp07NgJwzAYPHgIAB07diI/Pw+A1atX8dZbbxAKBamoqOCUUzpKOCSEEEKIY8o0TQoDxWwp20ZxdQBUFCihJLCXqsiBLQ8sioXcVoM595RRJDjim6HGLdv6LSXMXbKF7fmVKMDg7hmMG3JKrPuYaB4Rw6A8rFEW1igPRSitDntKQ5FYCKTVE/wogNdmJcttJ8FuI96m4rXtGzw5rnpA5WgYJKGNEOL40OLCoaRWoxvcyudoqj3mUI0ZM55i/Pgryc0dzurVq3jttZmxMqez7l/MbDY7ABaLBVVVYwm/oihomk4oFOKZZ57k1VffICMjk1mzXiEcDjXxWQkhhBBCQGW4ip9KN7Fh70Y27N1IaaisTrlVsZLiSqKttzWprmRSXSmxaYozGafqaKaat1yBkMY/PvuZZevzUYCB3dIZN7Q9reSpY00qpBtURTQqIzqV1dPay1WRfd3A6hOnWsl020mwqyTabdGuXLZ93bm8NhWrRYaGEEK0LC0uHDqe+HxVpKamA/Dxxx/+omOFw2EAEhMT8fv9/O9/izjzzJG/uI5CCCGEEPsL6xE2l29lw96N/LR3Izur8mJlHtVNTnovuiR2JNOTTqormURHggwqfRRt2lXO3z74nqKyIO0yvFx3XjfapMc1d7VOOIZpstsXYmOFn00VfvJ8wcM+octmUYi3qaS77CQ5bNUBkEqiw0Zidfhjs8jPghDixCPh0C9w3XWTeOCBu/F6vfTrN4C8vN1HfCyv18u4cRcyYcIVpKSk0K1b96NYUyGEEEII2Fi6hY+3LWJz+VYihgaAqljpktSJbkmdOTW5M6292RIENRFNN5i/bBsffLkNTDjv9HZckNseVboWHRWmabI3FGFjhZ//z959x0lVX40f/9w7fWZnZ3sv9CIgoqgYARFFBawJGKIxEqOJj4/xZ0nRvGKSJ9EkD49GTWISjD2JJsFoErtiR6OC9CYsfdk6uzM7vdzy+2OWBRR0gYXZct6v133dOzN37pxZLlPOfL/nbAnF2BKKk9ANIDPVq9hlJ69zZE+OzYK3a7pXZr2ng5cQQgxEiml+TpW0Y0xacvZu0jZVHAo5X0RfIeeqOFR97ZwxTZM369/l6brnMEyDypxyRnUmg4blDcZusWc7xH6vuT3GA8+uZ1tjiMJcJ9dccBwjqvMO+3h97RzsCYZpou3T0n1Pu/f2ZJq6UIy6jhiBlNa1f77dyjCfm2G5bobmunFbLVmMPrsG4vki+iY5V4+uqhQouwAAIABJREFU4mLvQW+TkUNCCCGEEP1YSk/zxMZ/sLR5OV57DlePvYJheYOzHdaAYZomb69q4MnXNpNKG5w2pozLZ4zA7RyYH8M1w6QjlSamGcR1nZimZ7b3Xes6cc0goetdCaB0Z1LoszgtKsfleRjmczM8102Bw9atTl5CCCEkOSSEEEII0W+1xQP8cc1j7Io0MCi3hmvGXUGew5ftsAaMUCzFoy9sZGWdH7fDylUXjeaU0aXZDuuYMk2TtmSazR0xNnfE2BqOfW7dHwCLAg6LBbuqkGO1Zlq6W1TsqrK3vXvn2mO1MCTXRaXHiUWSQUIIcVgkOSSEEEII0Q9tCtTx0Nq/EElH+UL5yVw68hJsqnz0O1ZWb/Hz8AsbCUVTjKrJ4+rzj6Mg15ntsI6JhK6zNRRnU0eMzaEogeTeqV5FThs1HicemwWXxYLLasFtVXFbO7ctKi5rJikko36EEOLYkU8IQgghhBD9iGmavLHrHZ7Z8gIKCvNGfpHJFafKF+1jpLk9xt/fqGPFZj9Wi8KlZw7jnFOqUfvx398wTRpjyUwyqCPKzmiCPYODnBaVMfkehud6GO5zk++wZTdYIYQQByTJISGEEEKIfiKlpzrrC60g1+7l6rFXMDRvULbDGhBiiTT/fnc7r31Uj26YjKjycfk5I/tti/qErlPXEefjjiibOqKE0zqQ6QpW5XEyvLPuT1WOTPUSQoi+QJJDQgghhBD9QFu8nQfWPE59pIHBuTVcLfWFjgndMHh7ZQPPvLONSDxNkc/JpWcO46SRxf1qtJZpmvgTaT7uiLIxGGVHJI7eOTrIY7VwYqGXEXkehg3wrmBCCNFXSXKom6ZOPYUhQ4ah6xq1tYP54Q//h+3bt/LSS89z443fzXZ4QgghhBjA6oLbeGDNY0TTMU6vOIW5Iy6W+kLHwNptbfzttTp2+6M47RbmTBvKjIlV2PpJckQzTLaFY2wMxvi4I0p7Mt11W6Xbwcg8DyN9Hio9jn49bU4IIQYC+dTQTQ6Hg0cffQKA//mfH/LPfz7FvHlfZdSo47IcmRBCCCEGss2BLfxu1cPopsFXRn6RyZWTsh1Sv9fYFuVvr9exeksbCjB1fAWXTB2Cz2PPdmhHLKHpfNwRY30wwqaOGEndAMChqozJz2GUz82IPA9em3yNEEKI/kRe1Q/D+PEnUFdXx/Lly/jrX//MggX3sn79Wu67725SqSQOh5Mf/OBH1NQMQtd1fv/73/DBB++hqioXXHAxc+bMY+PGDfz2t/cQi8XIy8vjBz/4CUVFRVx//Tc57rixrFixjHA4wm233c748RP45S9/xsaNGwDw+1v44hcvZd68r3LbbbcQDofQNI1rrvkvpkyZlt0/jhBCCCGOmc2BrV2JoWvGXcG4IvnR6mhJawZ19UGWftzKO6sa0A2TUTV5zDtrODWl3myHd0SCyTQbglE2BCNsDce7iknn262cVJTLqDwPg3JcWFUZHSSEEP1Vn0sOvbirlTXtkR495riCHGZWF3drX03TeP/99zj11C/sd31t7SDuv/+PWK1Wli79gIUL7+fOO/+Pf//7GZqaGnjkkSewWq2EQh1omsa99/4fv/jF3eTn5/Paa6/wwAP384Mf/BgAXdf54x8f5z//WcLDD/+R++77HbfeejsATU2N3HLLt5k16wLsdjs///n/4fHkEAwG+da35jN58hn9an67EEIIIQ6sLriN363OJIauHvtVSQz1MNM0aQ7EWbu1jbXb2tm4M0AqnRlFU5Ln4tLpw5gwvKjPfu5qiadY0x5mQzBKQyzZdX2l28HofA+j83Ioc9n77PMTQghxaPpccihbkskk8+dfBmRGDp1//kWsWbOq6/ZIJMIdd/yE+vqdKIqCpmkALFv2ARdf/CWs1syfOjfXx9atdWzduoWbbvpvAAxDp7CwqOtYZ5xxJgAjR46mqalhvxhuv/373HjjdykrK0fTNBYuvJ9Vq1agKCqtra20t7ftdywhhBBC9D91wW3cv+ohdEPnG2O/yvHFY7IdUr8QS2hs2NHO2m3trNvWjr8j0XVbeaGbMYMLGDu4kOMG5WO1qFmM9PDtiiR4q7Gd9cEoABYFhue6OxNCHnx2aTUvhBADUZ9LDs2sLu72KJ+etG/NoQN58ME/cOKJE/nFL+6isbGBb3/7Wwfd1zRh8OAhLFz4yAFvt9sz89VV1YKu613X33XXL5g6dTonn3wqAK+88iLBYJCHHvozVquVOXMuIJVKHc7TE0IIIUQfsScxpBkaV4+9gvGSGDoimm6wdGMLb61soK6+A8PMzKlyO6xMHFnclRAq9DmzHOnhM02TLeE4bza0szUcB6Da4+QLpXmM9Llx9pMC2kIIIQ5fn0sO9VaRSITi4kzS6oUXnu26/uSTT+Vf/3qaCRMmdk0rq6mpJRgMsHbtasaOPR5N09i5cwdDhgw96PH/8Y+/E4tFueKK+fs9Zn5+PlarleXLl9HU1HjUnp8QQgghsm9LcDu/60oMfVUSQ0cgGEny5ordvLWygY5oCgUYUpGbSQYNKWRwuReL2jdHB+1hmCYbg1HebGynPpqZOjYs18208nwGe10yZUwIIUQXSQ71kMsv/xp33PETHnvsIU47bXLX9eeffzG7du1k/vyvYLFYufDCi/nSl77MHXf8L/feexeRSARd17n00q98ZnLor3/9MxaLtWtq28UXf5FzzpnJ979/E1/72pcZNeo4amsHHd0nKYQQQois2RLczv2rHiRtaHxj7FcZXzw22yH1OaZpsrUhxOKP6lm2sQXdMHE5rJxzcjXTT6ykJN+d7RB7hG6YrG4P81ZjgJZEJvE1Jt/DGeUFVHn67ggoIYQQR49imp1jZ3uJ1tZwtkMQn6G42Cv/RqLb5HwRfYWcq+JQHetzZmvHdn67sjMxNOZyTigZd8weuz9IawYfbmjmtY/q2d6U+XerKPJw1klVnDamFKe97/1eeqBzMKHrLPeHWdIUIJjSUBU4ocDL1PICSlz2LEUqegN5nxN9hZyrR1dx8cG7a/a9d0IhhBBCiAFka8cO7l/5EGlD4ypJDB2SaCLNKx/u4q2VuwnF0igKTBhexNknVTGqNr/fTKtqjid5v6WDFf4QKcPEqihMKvExpSyffIcUmBZCCPH5JDkkhBBCCNELRVJR1rRt4KlN/yJlpLlqzOVMkMRQt6Q1ndc+2s3z/9lONKHhcVo579Qapk+opCjPle3weoRumKxtD/Oflg62dRaZ9tmsnFHu4+TiXHJs8jFfCCFE98m7hhBCCCFEL2CaJvWRRta1bWCtfyPbQzsxMVEVla+PuUwSQ91gmCYfrGvm6be30BZK4nZYmXvmUKafWIXD1j86coXTGktbO1i2ZjvBRBqAIV4Xk0ryGJ3vwdJPRkMJIYQ4tiQ5JIQQQgiRJQktyceBzaz1b2Rd20Y6UiEAFBSG+GoZWzia8SVjKXUXZznS3m/d9nYWvVHHzuYIVovCuadUM/u0QeS4+se0ql2RBO82B1gXiKCb4LSqTCrxMakkT+oJCSGEOGKSHBJCCCGEOIZM02RF6xre3f0BdcGtaKYOgMfm5uTSExlbNIrjCkbgtvWPzllH287mMIve3MK6be0AnDamlEumDOk308da4ileqfezPhgFoMRpZ1KpjxkjKwgHYlmOTgghRH8hySEhhBBCiGNkW8cO/rH5ObaFdgBQlVPB2MJRjCkazaDcalRFzXKEfUdbR4Jn3tnKf9Y2YQLHDcpn7rRh1JYdvBNLXxJOa7y2u41lrSEMoDbHydmVhQzxulAUBafVgvTzEUII0VM+Mzmk6zpf+tKXKC0tZeHChezatYubb76ZYDDImDFjWLBgAXa7nVQqxfe+9z3WrVtHXl4e99xzD1VVVQAsXLiQp556ClVV+eEPf8iUKVOOyRPraVOnnsKQIcPQdY3y8kpuv/2neL3948OHEEIIIY6utng7/9ryIh+1rALghOJxXDT0PEpkutghaw8leOH9Hby9qhFNN6guyWHumUMZO7gw26H1iKRu8E5TgCVNAVKGSZHTxnlVRYzO8/Sb7mpCCCF6n89MDj3++OMMHTqUSCQCwF133cX8+fOZPXs2P/rRj3jqqae47LLLWLRoEbm5ubz66qs8//zz3HXXXdx7773U1dXx/PPP8/zzz9Pc3MzXv/51Xn75ZSyWvlcQ0OFw8OijTwBwxx0/5umn/86VV34jy1EJIYQQojeLa3Fe3v4Gb9QvQTM0arxVfGn4BQzLG5zt0PocfzDO8+/vYMnqRnTDpMjn5KLJgzltTBmq2veTJrphstTfwWu724lqOjlWCzOrC5lYnCtFpoUQQhx1B00ONTU18eabb3Lttdfy6KOPYpom77//PnfffTcAl1xyCb/97W+57LLLeP3117n++usBOPfcc/npT3+KaZq89tprzJ49G7vdTnV1NbW1taxevZoJEyYcm2d3lIwdO466ujoA1q9fy3333U0qlcThcPKDH/yImppBfPOb87n11tsZMmQoANdf/02uv/5GamsHc889C9i2bQuapnHVVd9kypRpvPDCsyxZ8jaJRIKGhnqmTp3Gddf9PwBmzJjCnDnzeO+9JTgcDn75y7spKChkyZK3eeyxh9C0NLm5efz4xz+joKB//GomhBBC9GW6ofNe44c8t/UVIukoeQ4fFw2dycTSE2Tq2CFqDsR4/r0d/GddE7phUpLv4vzTBjFpTClWS9//W5qmyfpglJfr/fgTaeyqwlkVBUwuy8fRD56fEEKIvuGgyaGf//znfPe73yUazRS/CwQC5ObmYrVm7lJWVkZzczMAzc3NlJeXZw5oteL1egkEAjQ3NzN+/PiuY5aWlnbd52Dy891YrQcfWfTws+t4d9Xubj697jl9fCVXXTDmM/dRFIXiYi+6rrNmzQrmzJlDcbGXk04ax9///lesVivvvfcejz76AL/5zW+46KIL+OCDtzn11BNoaWkhGGxnypRT+dWvfsW0aVO45567CIVCzJ07l/POOwuv18nWrZv55z//id1u57zzzuOb3/wG5eXlxONxvvCFU/jhD29lwYIFvPbaC1x33XVMnz6Ziy+ehaIoLFq0iGee+Su33nprj/5tDqS4WKbTie6T80X0FXKuikN1oHPGNE1WNq3jTyufpj7UiNPqYN64C5k94iwcVukodSh2NYf5+2ubeHt5PYYJVSU5fPnsEUw5oRJLP0ma7OiI8df1u6gLRFEVmFZTxAXDy8l1dK/DmrxuiUMh54voK+RczY4DJofeeOMNCgoKGDt2LB988MExDSjwOV0X4rEUum726GPGYylaWz+7pF8ikWD27Avw+1uorR3MiBHH09oaprm5iXvvvYv6+p0oioKmabS2hjnllCncdNP1fOUrX2fRon8yZcqZtLaGefPNt3nllVd54IEHAYjF4qxbV0c4nGDChIkkEpBIpKiuHsS6dXVYrTnYbDbGjp1Ia2uYmpqhLF36Aa2tYbZs2cpvf3sPbW1+0uk05eWVn/s8jlRxsfeoP4boP+R8EX2FnKviUO17zqQNja3B7Wxo38T69o/ZHWlEQeH0ilOYPfhcfA4voUASSGY36D6ivjXCc+9tZ+mGFkygstjDBV8YxMSRJaiqQnt7NNshHrGYpvNKfRtLWzsyxbTzPJxbVUSxy04ylKCVxOceQ163xKGQ80X0FXKuHl2flXg7YHJo+fLlvP7667z99tskk0kikQh33nknoVAITdOwWq00NTVRWloKZEYENTY2UlZWhqZphMNh8vPzKS0tpampqeu4zc3NXfc5XJdOH8al04cd0TEOx56aQ4lEgptvvp6nn17E3LnzePDBP3DiiRP5xS/uorGxgW9/+1sAFBeX4PP5qKvbzOuvv8p3vnMbkPlF8c47F1BTM2i/469fvxabbe+vRBaLiq5rQGY01p4ChKqqouuZlrf33LOAefMuZ/LkM1i+fBkPP/zA0f4zCCGEEAOeaZo0hJpYsmsFG9s3sSmwhZSRBsCqWhlXNJoLhpxHZU55liPtOwzTZM2WNl77qJ61nS3pa0pyuOD0wUwYUYTaT2ruGKbJ0tYQr9T7iesGxU47F9QWMyzXne3QhBBCDHAHTA7dcsst3HLLLQB88MEHPPzww9x9993ccMMNvPzyy8yePZtnnnmG6dOnAzB9+nSeeeYZJkyYwMsvv8ykSZNQFIXp06dzyy238PWvf53m5ma2b9/O8ccff+ye3VHgdDq58cbvcNtt3+GSS+YQiUQoLs50GnnhhWf323f69Bk88cTjRCIRhg0bDsCpp57GU0/9jZtu+h6KorBp00ZGjBh1WLFEoxGKikoAeOml54/gWQkhhBDisyS0BBvbN7O+fRMb2jfRngh03VbmLmF0wQhGF45geN4Q7BaZPtZdsYTGkjWNvL68npZAHIBhVT5mTapl/NDCftWda2ckzr93tNIQS+JQVWZVF3FaSR6WflBMWwghRN/3md3KPum73/0uN910E/feey+jR49m7ty5AMyZM4fvfve7zJgxA5/Pxz333APA8OHDmTlzJrNmzcJisfCjH/2oT3Yq+6QRI0YxdOhwFi9+mcsv/xp33PETHnvsIU47bfJ++5155ln8+td379fVbP78b3DffXdz5ZXzMAyTiooKFiy497DiuOqqb3L77bfi9Xo56aSTaWjo2VpMQgghxEAXSoV5Y9cS3tn9H+JaZqqPy+piUtWJDMkZzOiCERQ487McZd/T4I/y2vJ63lvTRDKtY7WoTB5XzlknVVFb1r9qTYTTGi/v8rO8LTNNYkKhl3Orisi1H9LHcCGEEOKoUkzT7NkCPkdI5hf2bjIHVBwKOV9EXyHnqvik1lgbi3e9xfuNy9AMjRybh8kVpzKmaDS13irKSvPknDlEhmGyeksbiz/axfrtmZFX+V4H00+sZOr4Crzu/jXiSjdM3m8JsrihnaRuUO52cGFNMbVeV48cX163xKGQ80X0FUfjXDVNE0M30TQDXTfQNQNNMzB0g+5kQyxWlbwCV78YzXrINYeEEEIIIQaiXeHdvLrjTZa3rMbEpMhZwFk1ZzCpfCJ2S/c6SIn9hWMplqxp5M0Vu2kNZkZfjazO46yTqpgwogiL2j86j+2rMZZk0dYmmuIpXBaVC2uLOaXY129qJwkh+h9dM0indUzTxDTZuzZM9own2fc6wzQz685lz7Zp7r1uT0JGS+uk0zpa2kDTOtedl9NpHV0zuo5ts1lIJjXY81jsjYd94zI/43rDRP9EMuhInXXBaEaMObL6yb2dJIeEEEIIMaCZpsmmwBZe3fkmG9o3AVCVU8GM2mlMKB6HRe37U+KPNdM02dIQ4o3l9Szd2IqmG9isKlPHl3PWSdVUl+RkO8SjwjRN3m/p4MVdfjTTZGJRLudWFeGxyTkkRF9jGEb3u2Tvk5yATycvTJO9yQ7T7FaC45NJlwMlYDKJm89PmOi6QTKpkUpo+62Tib3bPZFAORoUBRRFQVEyF/a9/FnX2+wWnG4bVquKxapm1pbM9p7LqqrSnZy9xapSWZt3tJ9q1klySAghhBADUjQdY61/A2/Vv8eO8C4ARuQNZUbtNEYXjOgXw8ePtURK4/31zbyxfDe7WiIAlBa4OXNCJaePK8Pj7L+jr2Kazj+2NbMhGMVtVfnK4DJG5/XPJJgQfcUnpxNpaT2TKEloxKNp4rEU8WiKeCyzHeu6Lk0ins52+EeVqirYHVYcTis5uQ7sDis2u+VTiRdFUUAhM/Jxn+tVVUFRFdTORVEVVEX5xPUqVpuK1WbBau1c21RsnWurdc9aRVEVFEWhpNiLvy3z/iHvw8eWJIeEEEIIMWC0xdtZ7V/P6tZ11HVswzANFBROKB7LjNppDMqtyXaIfdLu1ghvrNjNe2ubSKR0VEXhpJHFTJ9Qyaja/H7/AX9rKMbftzYTSmsM8bqYO6QMnxScFgOQYRjEIilSKX2/aUOfmk6k7U3UGLq5d210rjUD3TAx9MzonT2jbQ42rahrtE3nfY9kOpHDacXlsZNf5MZ2CKP+PplMOWCSBTqTIAe5fb/ki/rpBIyyfzLmgMfp3C/zcJ3Hsig4nDYcDit2pxWHw4rVpvbK12bV0jvjGgjkXUsIIYQQ/ZZpmuwM17Pav541/vXsjjR23VabW83xRWM4sWQcJe7iLEbZN0XiaZZvauW9tU1s2hUEMgWmzzulhinjK8j3OrIc4dGnmyavN7TzZkM7CnBOZSFTy/OltpDol3Q9k/iJhJNEw0kiocQ+25l1LJrqVoHfQ6Wq3Ui8KGCxqNgcFlxu237Th/adTmSxqJkEkNuOy2PD5bbj7lw73TYslv5XB02I7pDkkBBCCCH6nW0dO/mw6SNW+9cTTHYAYFWtjCkcxbii4xhXNJo8hy/LUfY9sYTGis2tfLihhfXb29GNzLfAMYPymTahihOGF/bLAtMHEkim+dvWJnZGEuTZrcwbWkZNTs90IhPiaDFNk1RSIx7LTJtKdK6Tic76M511aLrq0eyzTqf0gx5XVRU8XgdllT48uY6ukSld04b2mUZk22ea0Z5kjWpRMmtVQbWoWCz7rAfIa4oQ2SbJoW6aOvUUhgwZhq5rlJdXcvvtP8XrPXgbuMPxy1/+jC9/+XIGDx7So8fdY/nyZfz1r39mwYJ7eeGFZ9m4cT033/x9HnpoIeXlFcyadQF33vkTVq5cjseTmSPvdDr5wx8ePqznMGfOBTz44J/Iy8vj2muvOqTjCCGEEIcjoSX599YXeav+PQA8VjenlJ3I8UVjGF0wAqe1/49m6WmJlMbKOj9LN7SwZmsbWmeB1tpSL6eMLuHkUSUU5Q2spMia9jDPbG8hoRuMy8/h4kEluKxSdFr0DNM00dIGqaRGKqWRSuqkO9eZ63QM3fzcosWGYZCIayRiKdJpg0g4QSKWPqSRPQ6nFbvDii/fhd1hxeO1k+N14PE6yPE6ycnNbLvcNpkKJEQfJ8mhbnI4HDz66BMA3HHHj3n66b9z5ZXf6NHHuPXW23v0eIfruutu4Mwzzz6s+x7sOUhiSAghxNG2KbCFP29YRFuinVJ3CXOHX8iI/KHSbewwaLrBys1+PtzQzOotbaQ663ZUFXs4eXQpp4wqobTAneUoj724pvNSvZ+lrSFsqsIXB5VwUlGufCkWB6TrBh3tcYLtsczom5RGOql/OuGzb+Kn8/qenprldNlwOK348lw4XTacbhtOlw1X59rhtHUlghzOzLKnOLEQYmCQ5NBhGDt2HHV1dQDs3l3P3Xf/L8FgAKfTyfe//0Nqawexe3c9//M/PySRiDN58hksWvQkr776DoZh8KtfLWD58qWUlJRitVqZPftCzjzzbK6//ptcf/2NjBp1HK+++hJ/+tMjmKbJaadN5rrrbvhUHHPmXMDMmefz7rtvo2kaP/vZ/1JbO4h4PM499yxg27YtaJrGVVd9kylTph30+bhcbhyOz/4l9aGHFtLY2EBraxP19bu54YabWbduDe+//x5FRSUsWHAPVqt1v+ewrxkzpvDqq+8Qi8W47bZbCIdDaJrGNdf812fGJoQQQnyehJbkX1te5O3d76GgMKNmGrMHz8Bm6b+dsY6mbY0hHnlhI/WtmW4x5YVuTh5VwimjS6ko8mQ5uuwwTJMV/hAv1bcR1XTKXXa+PLScEpc926GJXiIeS9HWEqWtJZJZWqO0+6MY3WiFrih0dYrKdI3yYHdYsNut2B0WbJ3rvZctqHumYKmf7A61f9Fih8uG02WltNRHa2v4GPwlhBB9VZ9LDj1d9xwrWtb06DEnlIzji8PO79a+uq6zbNlSzj//IgAWLLiT73znNqqra1i3bi133/1Lfv3rP3DffXcxd+48Zsw4j3/+86mu+7/11us0NTXw5z8vIhBo5/LL5zJ79oX7PYbf38rvf/8bHnroz3i9Xm6++XrefvtNpk6d9ql4fD4fDz/8F55+ehFPPvknbr31dh5//GFOOulkfvCDHxMOh7nmmiuZOPHUgz6nyy67Yr/Lv/vdr3nsscxIn8GDh/DjH98BZBJhTz75F5YuXc21136dO+5YwHXX/T9uu+07vPfekgPG90l2u52f//z/8HhyCAaDfOtb85k8+Qz5VUIIIcRh2RSo6xwtFKDMU8oVo+dKx7HDlErr/HPJNl7+cCemCZOPL2fGxGqqij0D+n26Pprg2R2t7IomsKkK51YVcnppHlapg9LvZerz6J11d9KfqskTi6QySaCWCNFIar/7WqwqhcUeCktyyC/04HRlRuVkln0SPg5rpo33AP4/JoToHfpccihbkskk8+dfht/fQm3tYE4++VRisRhr1qzm9ttv7dovnc68Maxdu4af//wuAGbMOI/7778PgNWrV3HmmWejqiqFhUWceOLETz3Whg3rmDDhJPLz8wE455zzWLVq+QGTL2ecMR2AkSNH89ZbbwDw4Yfvs2TJWzz55J8BSKWSNDc3dfu5Hmxa2aRJX8BmszF06DAMw2DSpC8AMHToMJqaGrp9/IUL72fVqhUoikprayvt7W0UFhZ1+/5CCCFEQkvwzy0v8s7u/6CgcE7tmcwadLaMFjpMH+8M8MiLG2kJxCnOczL/vFGMHlSQ7bCyKprWeWW3n2WtIUxgXEEOs6qL8NnlHOvLTNMkndKJhpNEI6nOdbKrC1cskiIWTXUlgrrD43VQO7SAgpIcikpyKCz24CtwSSFlIUSf0ueSQ18cdn63R/n0pD01hxKJBDfffD1PP72IWbPOx+vN6apFlA02W2Y4s8WiouuZNzDTNLnzzgXU1Azab9/29rYeeSxVVbFarV2/cCiKgqYdvHvBvl555UWCwSAPPfRnrFYrc+ZcQCqV+vw7CiGEEJ02tm/mLxufoj0RoNxTyhWjL6U2tzrbYfVJsYTGU2/W8ebKBhQFzj2lmounDMFhG7h1mgzT5MPWDl6tbyOuG5S47FxQU8zQ3IFXY6kIVuaLAAAgAElEQVS32VOoOZ3WSac6l/Qnavck9APW9kkmNZJxjWgkiZY2DvoYqqrg8tjIyXXgcHiwO604Ouvw7LftsOJ02ygo8uB0ScJQCNH39bnkULY5nU5uvPE73Hbbd7jkkjmUl1fy+uuLmT79bEzTpK5uM8OHj2DMmLG89dbrnHXWOSxe/ErX/ceNG89LLz3HzJnnEwwGWLHiI2bMOHe/xxg9eiz33nsXwWAQr9fLq6++wpw5l3Y7xlNPPY2nnvobN930PRRFYdOmjYwYMarH/gZHIhKJkJ+fj9VqZfnyZTQ1NWY7JCGEEH2EYRo8vfk53qhfgqqonFc7nfMGn41NlY8zh2NlnZ8/vfwxgXCSymIPX585miEVudkOK6u2h+M8u7OVxlgSh0VldnURk0rysKgy5acn6Lqxf+v0pEYqoe2/ve+6s336vsmgw6VaFBxOK3kFbjw5dtw5mS5bnhw7nhwHHm/mOum6JYQYqOTT1GEYMWIUQ4cOZ/Hil/nRj37GXXf9ksceewhd1zjrrHMYPnwEN9xwCz/9aab+z6mnntbVGn7atOl89NGHfPWrcykpKWXEiFHk5OTsd/yioiKuvfZ6brjhW10FqQ+laPP8+d/gvvvu5sor52EYJhUVFSxYcG+3779vzSGAP/7xsW7f9/Occ85Mvv/9m/ja177MqFHHUVs7qMeOLYQQov8yTZOnNj/LW/XvUuYp5crRX6YmtyrbYfVJoViKJxdv5oP1zVhUhYsnD2bWabVYLQN3CkxzPMlbDQFWtmcK9p5Y5OXcqiK8Nvmo/FkMwySZyCR7ErE08ViaeCxFPJom1rmOx1KZ6zunah0Kmz1TfNlms+D22LHZLNgcmct7rt+zj91hxW63YHNkRvd0XddZyNliHbjntxBCdIdimj3dKPHI9Jcq+olEAofDgaIoLF78MosXv8wvf/krAGKxGG63m46OINdccyW///1DfabmTnGxt9/8G4mjT84X0VfIudr7Pbf1FV7cvpgKTxk3nngtHlt2p/j0xXMmldZ5Z3Uj/1qyjUg8zZCKXL4+cxSVxTmff+d+yDRN6kIxljQF2RyKAVDhdnBhbTE1Oa4sR/f5jsU5GO5IsHtHgGB7fG8CKL4nGZQiEe9essfpzrRMd7ntuD17W6fb95mitad9+p7LdocVVUZs9Zi++JolBiY5V4+u4mLvQW+Tn0OOko8/3sCvfrUAMMnJ8XLbbT/quu1737uRSCSCpqWZP//qPpMYEkIIIbLhtZ1v8+L2xRS5Crn+hKuznhjqaxIpjTdXNPDyhzvpiKaw21TmnTWcs0+qGpBfvtOGwcq2MO82B2mJZ+oeDspxMrksn1F5HtQBPKUoHkuxe0eQ3TsC7N4RpCMQ/9Q+igIOVybRk99Zb8flziR8nG4bbo8dl9ueSQZ57DhdVinMLIQQfYAkh46S8eMn8NhjTx7wtt/+9oFjHI0QQgjRN73X8CFP1z2Hz57Lt0+4Bp9jYNfEORSxRJrFH9Xz6tJdRBMaTruFWZNqOefkanI99myHd8yF0xoftHTwQUsHUU1HVeCEAi+nl+VR6XFmO7ysSCU1Gnd1UL8jwO4dAdpaol232R0WaocVUlWbT3FZDs7OhI/DaZWaPEII0Q9JckgIIYQQvdLyltU8sfEfeGxuvj3hGopcA7u1eneFYileXbqL1z6qJ5HS8TitXDx5MGdNrMLjHHhdlZpiSd5tDrKyLYxumrgsKmeU5TOpNA+ffeB8FDYMk2BbjJbGEC1NYVobw/ibIxhGpsKExaJQWZtHZW0+VYMyCSEZ8SOEEAPHwHlHFEIIIUSfsa7tYx5d9yQOi53/Hv8Nyj2l2Q6p1wuEk7z0wU7eWrmblGaQ67Fz4emDOeOEClyOgfeRb3s4zluN7XzckaknVOiwcXpZHicW5mLv58W3TdMkFIzT0phJArU0hmltDu/Xwl1VFYrKcqiqzaeyNp+yylysNksWoxZCCJFNA++TghBCCCF6tbrgNv645nFUReHa4+dTm1ud7ZB6tZZAjBc/2Mm7axrRdJOCXAczT61lyvHl2AfYl33TNNkcivFmQzvbIwkgU09oank+I3z9s55QIp6mvTVKoC1Ke2uMdn8Uf3OEVHJvsWhFgbxCNyXluZSUeSku91JY4sFqHVjnhxBCiIOT5JAQQggheo1d4d38ftUj6KbOt8ZdyfD8odkOqdfa1RLhhfd38OGGZkwTSvJdzJ5Uy2ljywZcW3rDNFkbiPB2Y4CGWBKAkT43Z5QXMMjb+zuPdceeJFC7P0rAHyMSStDcECIeS39qX1++i5qhBV2JoOLSHGwDaAqdEEKIQyfvEt00deopDBkyDF3XKC+v5Pbbf4rX68Xvb+Xee/+PO+5Y0O1jPfjgHxg/fgInn3zqQfdZsuQttm3bxhVXzO+B6IUQQojerznawm9XPkhSTzL/uHmMLRqd7ZB6pbr6Dp77z3ZWb2kDoLokh9mn1TJxZMmA6z6mGSYr20K81RigLZlGAcYV5HBGeQEVbke2wztsumbgb4nQ0hCiuTFES0P4gJ3DvD4ntUO95Bd5yC/yUFDkJr/QLYkgIYQQh0wxTdPMdhD7am0NZzuEA5oxYwqvvvoOAHfc8WOqq2u48spvZDmqY6+42Ntr/41E7yPni+gr5FzNvvZEgF999HsCySDzRn6RKZWTsh3SZzrW54xpmqzb1s5z/9nBpl1BAIZV+Tj/tFrGDSkccN2j4prOcn+IJU1BOtIaFgUmFOYytTyfImff6sRmmiYdgXgmEdQQpqUxtF+haAC7w0pphZfCkhwKijwUFHsYNqKEjtCnE0ZCHIi8z4m+Qs7Vo6u42HvQ2+RnhcMwduw46urqAGhsbOB737uRP/3p77zwwrO8886bxONx6ut38ZWvfJV0Os3LL7+AzWbnrrvuIzfXx513/oQvfGEyZ555NnPmXMDMmefz7rtvo2kaP/vZ/1JbO4gXXniWjRvXc/PN38/ysxVCCCGOrmCyg1+veIBAMsjFQ2f1+sTQsWQYJss3tfL8f3awoznzYXnckEJmn1bLiOq8LEd3bJmmybZwnGWtIdYGImimiU1VOL00j8llefjsvbsTm2maRMNJ2v0xAv7O6WFtme1UUu/aT1UVikpzKCn3UlKRS2lFLr5816cSgPYBWGRcCCHE0dPn3lVaF/2V8LKlPXpM78STKZ47r1v76rrOsmVLOf/8iw54+9atW3jkkb+QTKaYN+9i/uu/vs0jjzzBr399Ny+99DyXXnrZp+7j8/l4+OG/8PTTi3jyyT9x6623H9HzEUIIIfqKQCLIvSsW4o+3cW7tdGbUTst2SL1GWjP43TNrWLWlDQU4eVQJsybVUlt28F/9+qOOlMYKf4hl/hDtyUx9nUKHjYnFuUws8uHphUW30ymN5oYQbS17awQF2vZPAkEmEeTLd1E7NIeSilxKyr0UleZIoWghhBDHXJ9LDmVLMplk/vzL8PtbqK0dfNB6QSeeOBG324Pb7cHjyeH006cCMGTIMLZsqTvgfc44YzoAI0eO5q233jg6T0AIIYToZdoTAe5bvhB/op3zBp3F+YPPyXZIvYamG/zhX2tZtaWN0bX5XHHuSMoK3NkO65jRDZONHVGWtXawqSOGCdhUhQmFXiYW+xiU4+xVU+mSCY2m+g4adgVp2BXE37T/tDBVVfAVuKge7CG/0E1BsYf8Qg++AheWAVY8XAghRO/U55JDxXPndXuUT09yOBw8+ugTJBIJbr75ep5+ehFzDxCHzbZ3SLOqqths9q5tXdc+tX/mPpl9LJaD7yOEEEL0J23xAPetWEhbop1Zg85m1uAZverLfjZpusHCf69jxWY/xw3K54YvHT9gWtK3JVJ82BpiuT9EVMuMsqnyODipyMf4ghycvWRETSKepnFXkIadmYRQW0uEPVU8VVWhuMxLebWPkvJMsWhfviSBhBBC9G59LjmUbU6nkxtv/A633fYdLrlkTrbDEUIIIfocf7yd+1YspD0RYPbgGcwaPCPbIfUaumHw4HPr+ejjVkbV5PHtAZAYMkyTTR0x3m8JsrlzlJDLonJaSR4Ti3Mpz0LXMdM0SSY0wh0JQsEE4Y4E4Y444Y4EHcEEwbZY176qRaGs0kdFTR4VNT5KK3zY7P3730wIIUT/I8mhwzBixCiGDh3O4sUvM378hGyHI4QQQvQZ/ngb9y5fSCAZ5IIh53LeoLOyHVKvYRgmDz2/gQ83tDC8yscNc47H0Y8TQzFN56PWEB+0dnTVEqrxOJlU6mNMfg429eiPtNF1g4A/hr8lQltLhFAgkwAKdSRIp/QD3sfusFBZm0dFdR4VNXmUVHilRpAQQog+T1rZi0MirQXFoZDzRfQVcq4eGy0xP/etWEgw2cFFQ2ZyzqAzsx3SYevpc8YwTR55YQPvrmliaGUuN196Aq5+2o1qdzTB+y0drGoLd3UcG1/gZVKJjwqP86g9biqp0dYaxd8cxt8cwd8cod0fxdD3/yhstank5rnw+pzk+px4O5fcvMza4ewdXdHkdUscCjlfRF8h5+rRJa3shRBCCJFVLbFW7lvxAMFkBxcPnSVdyfZhmCaPv7SRd9c0Mbg8l5vm9r/EkG6arGkP835zBzujCQAKHDZOLfFxUlEu7h4ceZNMpAm2x+lojxFsjxNoi9HWEqEjEN9vP4tFobA4h6LSzqUkB1+BC6fLJvWvhBCijzNNE9PUMI30fovxqcspTD2FaaQy20YKQ99/DSb5VTNxeCqz/bSOqv71yUMIIYQQvU5ztIX7ViykIxXmi8PO56yaqdkOqdcwTZO/vLKJt1c1Ulvq5ZYvj8ft7F8fz+o6Yjy3q5WWeAoFGOlzM6kkj+E+N+phJmFM0yTYHifYFiPYvmfJJITisfSn9nc4rVTW5lFUkkkEFZbmkF/oRj0GU9eEEEJkmKbZmXRJYhpJDD3ZuZ3CNLRMMiduIRyK7k3smBqmoXeutb1rQ4NPXrff+tPvBYdFsaBaXD13vF6sf336EEIIIUSv0hRt5r4VDxBKhfnS8AuYXj0l2yH1GqZp8sTizbyxYjfVJTncMu8E3L1kylJPaEukeGGXnw3BKAowsSiXaeUFFBzGc0yndVoaQjTtDtG0u4Pm3SGSif07vCoKeH1Oisu95OW7ySt04ct3k1fgwuN1yGggIYT4HKZpYupJDD2OrscxtM5F71y0OLoWxzSSYJqYmIBJpl2jidm53nOdaepdySDDSGLqyc+Nof2QIlZQVCuKYu1aqzZn52Xbfov6ict7r7ejWOyZtWrvuty1rQ6cmnKSHBJCCCHEUdGeCHQlhuYOv4hp1adnO6RewzRN/vZ6Ha99VE9lsYfvzDuBHFf/SAwldJ03GwK82xxAN2GQ18X51UWHVE8oGk7StLuDxvpMIsjfHMEw9tYGys1zUju0kIJiD3kFmQRQrrSLF0KIbjGMNFrCTzrRuneJt6KlgmSSOz1FRbU4UCwOrPY8VDWzrXYuitq5rdo7kzVWfL4cQpH0fgmfPbcpiiWz3XWbvOb3JEkOCSGEEKLHJfUUC1c/lhkxNOx8SQztwzBN/v56Ha8s3UV5oZvvzpuA123PdlhHzDBNlvtDvFLfRkTTybNbmVldxNj8nAOO2tF1I9Mavj1OR2DPEiPQFiMS2vvrsqoqFJd5KavKpazSR1llLu6cY9/eXggheqvPq69jaFHS8RbSnQkhLRX41DFUiwu7pxKLxY1qdaFaXPutLftcViyOzsSMAoqCgtK1DZnX+8MdrZlf7EWTgtRZIckhIYQQQvQowzR4fP3fqI80cHrFqZwpU8m6pNI6Dz63nmUft2YSQ1+ZQK6n7yeGdoTjPLezld2xJDZV4ezKAqaU5WNTVeKxFG0tUdpaM0WhQ4E4wfY4kVCCA/XMdXvsDBpWSFlVJhFUXC6t4oUQfY9pmhhaFC3ZTjrZjpZsx9BiGJ9bK0fDNI1uPorRlQjqLtXqxpFTi81ZvN9isXkO74mKfkOSQ0IIIYToUS9uW8zK1jUMzxvCpSMuklovncKxFL/5xxrqdncwsjqP6780Dk8frzEUSKZ5ud7P6vYIAKM9TsbqVhIfB3n5nXraWqPEIqlP3c/tsVNW6cOX78JX4MKX7yI3L7O297NObUKI/ss0dHQtgpbqQOtMAO2bDMp0uvp8+06hQrWiqt18b1CUzilZVhTlE3V01L11d1SrC5ujSJJA4jPJu68QQggheszyltW8sH0xhc4Crh57BVZVPmoANLfHuGfRKloCcSYdV8rXZ43GZu27tRIiaY3Fu/wsawtjAO6YhndjgEggxfv77JeT66B2aCGFpR4Ki3PI60wE2exyXggheifT0DIFmbU4hhZFT0fQtUhmnY5g7Lutxw94DEWxYnUUdC752ByFWB35WGzeT9TMsYKiyo8ooleQd2YhhBBC9Iid4XoeX/83HBY71x4/nxy7/DoJUFffwa//sZpIPM35X6jlkilD+uQXAdM0afZHWLytlY2mhqEqWOIaBVtD5PqTFBZ7KDi+gKKSHApLcigs8eDo4yOjhBD9h6HFScWbSSda0FOhvd249DiGlujqyNWdKVqqxYlqy8HmKsViy8Fiy8XWlQwqyCSB+uDrvBjYJDkkhBBCiCPWkQyxcPVjaIbGt46/koqcsmyH1Css3djCH59dj2GYzJ85iqnjK7Id0iHRdYOm+g621PlZGYrRUuLAsFtQUwY1gTQTi7wMnlVNfpEHVZUvQkKI7DNNAy3ZnkkExZu71no6dND7ZDpoZaZe7VeM2erOJH+sOZ1JoMy2IqNiRT8kZ7UQQgghjkhaT/PAmscJJju4aOhMxhUdl+2Qss40TV76cCeL3tiC027hujnjGDu4MNthfSbTNImGk7T7YwT8UVoaw+zY2k6gwE5oiBe9yo3FMJlgsTNjfCl53u63phdCiCNlmkbnSJ8YuhbLbGvRzu3MdVqyjXS8BdPU9ruvxZqD0zsUm6sUu6s001a9M/mjWpzSEl0IJDkkhBBCiCNgmiZPfPwPtod2cnLpicyomZbtkLJONwyeeHUzb6zYTb7Xwf+bczw1pd5sh9XFNE0ioSTt/igBf4xAW7RrO53SM/soEC9yEj6pkJTLigWYXJLHtMoC3NI5TAjRAww99ankjqHvs619Yvsg9X32o1iwOYuxu0o7E0El2JylUoRZiG6Q5JAQQgghDtvinW/xYdNyanOruXzUlwZ8jYVESuMP/1rH6i1tVBXncOPc4ynIzf4IG9M0adgZZP2qRnbUtXUlgQAMi4KWa8cyJBcjz0HcZSGsggGowCnFuZxZUYhPikgLMaCZpt69FuummRndkwqjpzOLlt67nSnmHOpmJy8lM8LH5sHmLM5M87K6MyN+PrltcWOxe1EUSWALcTjkXV4IIYQQh2WNfz3/2vIieQ4f3xp3JTbLwC0+nEzpvL2qgZc+3EkgnGTM4AKuu3gsriy3ZY9FU3y8pokNqxrpCMQxVVCrvFhL3SQ9NsJWhfAnvuxZFYUKt50qj5MvlOZR5LRnKXohRLaYhk460Uwy1kAq1kgq2kA60QKYR3xs1erGas/vquGTqfGzJ9HjwbJnupfVjWpxDfgfHYQ4ViQ5JIQQQohD1hBp4pF1T2BVrXxr3JX4HLnZDikrook0r39Uz6vL6onE09htKjMn1XDJlCFYLdmpYWGaJru2BdiwqoHtm9swDBPVqpI7sYyd+TbCxp5kkIlLVRjqcVHhdlDeuRQ57Vjky5gQA4ZpGqQTrZkkUKwhs8Sbwdw7wlBRrNg9laiqo1vHzBRy9mKxebF2rjOLFHMWoreS/5lCCCGEOCQdyTB/WP0oST3FVWMupya3KtshHXOBUIJFb9TxxordJFI6boeVC08fxFknVeF1Z2ekTSSc5OPVjWxY1Ug4lASgsNhD4fgSNjhhXTyFxTQ5rcTHsFw35W4HPrtVfpUXop8xTSPTpSvWiK7FMI0kcb9JNBLBNJIYegJDT3VuZy7vmwhCUbG7yrC7K7C7y7G7K7A5i6VosxD9nCSHhBBCCNFtsXSc+1c9SFuinVmDzuak0vHZDumYag3GeemDnSxZ00haM/B57Fx4+mDOOKEiK1PIwh0Jtm32s32zn4adQUwTrDaVUceXUTamhKWpBK8FoxCH4wtyOKeqiALHwJ3+J0R/ZOgJktF6ktFdJCO7SMV2Yxrpz7yPotpQVQeqxYnV7sPmLMkkgzwV2J0lMrpHiAFI/tcLIYQQoltSeoo/rH6E3ZFGJldOYtbgGdkO6ZhIpnW2N4Z4e1UDH6xvwTBNSgvcnHtyNaePK8N2DLt3maaJvznSlRBqa4l23VZS4WX08eWUDS/kHX8Hr7W0YQCDcpzMrC6mOif7hbGFGOhM0wRMMI1McWfTwDR1wOi8rRvHMFKkYg1dyaBMLaC9bM5i7J4qHJ4qLNYcVIuDwqICgiENVXWgWBwyCkgI8SmSHBJCCCHE59INnYfW/pktHds5qWQ8Xx5xcb+cjmSaJq0dCbbs7sgsDSHqWyLoRuZLW2Wxh9mTapk1ZSjt7dHPOVrP0HWDhp1Btm/2s72ujUjnlDHVolA9pIDBwwupHVaE3W3jveYgizbWkzQMipw2zqsqYnSep1/+WwnRmxhGGj0ZJJ1qR0sG0VIBtGQALRVAT4UyCSDToCcKOu9LUaw4cmpxeKpxeKqwe6qxWF2f2s/l9RJJhHv0sYUQ/Yskh4QQQgjxmQzT4E8bFrG2bSOjC0bwteO+jNpPfnVOazpbdofY0tDBlt0htjZ0EIrtnY5htSgMKvMytNLHcYMKGDukAFVRsBzlYtPJhMbOrW1s39zGzq1tpJKZeiB2h5XhY0oYPLyIykH5RDDZHU3yTjDM6i1hOtIabquFC6qKOaXYh0WVpJAQR8o0jc726+FPLKFMAigZQNciB7yvYnFiteejqNbMaB1FBdSu7a41KigK8Pn/ZxVFxeYqxeGpxu4uk9btQogeIckhIYQQQhyUaZr8Y/OzLG1ezuDcGq4Z9zWs/aQWxdaGEH/411r8HYmu6wpyHZw8qoShFbkMrfRRU+rFZj02ibBIKMH2zW1s66wfZHSOVvLmOhgxtgzf4Dw0n53GeIrXY0ka1u8kqe9tQ29VFM4oy+eM8nycx3CqmxB9nWnoaKkA6WQbWqKtc7TPPkkgLcrBR/woWOw+HDmDsDoKsNrzsDrysTnysdrzUQ8wikcIIXqj/vHpTgghhBBHxUvbX+PN+ncp95TyX+OvwmHJTieunmSaJq8uq2fRG3UYhsm0Eyo4blABQyt95Hu716a5p+Joa4myfbOfbZv9+JszIw9MBbw1ubhr8zDyHbRj8FosSSoQhEDmvgpQ5LRT6XNQ4XFQ6XFS4XbgOMojmoToq0xTR9diaIm2riRQOtmGlmxDSwY4UPJHUaxYbF4cnuquNuwWW25m297Zpt3uk5E7Qoh+QZJDQgghhDigt+vf47ltr1DozOf6E67GY3NnO6QjFk2kefj5DazY7CfXbeOaC8cwZlDBMXv8PQWlN69vZuvGVkLhJGmPFS3Xjm1iCZrPQVAxqTdNQIdIDAUodtmpdO9NApVLIkgMUJkpXmG0VBAtGURPBdHTEQwjhWmkulq0m0a6czuFYaT2b9W+D9XqxuGpwuooxOoowOYswurIx2rLRbE4pV6XEGLAkOSQEEIIIT5lWfNK/r7pX3htOVx/wtXkOXzZDumIbWsM8ft/ZqaRjarJ45sXjiEv59iMFAoF42xa38yaLX78hkEq14Y2Kpd0jg1jny+fqmJQ6rRT0ZkEqvQ4KHM5sEsiSAwQpqFlkj/pEHqqI5MESnVk6vqkOtBSHYDx2QdRLKiqHcVix2LLwaraUS12VIsrM/XLUYjNWYjVUXjA4s1CCDEQSXJICCGEEPtZ1/Yxj63/Kw6Lg/8+4WpK3MXZDumImKbJ4o/q+fvrmWlkF54+iAtPH4x6FIs1G6ZJQzDGyi1+trRFCKgmaa8Nc9TeJJtFgTKXoysJVOF2Uua2Y1MlEST6rj2t2k1TB0PHNPXOTl17tw09gZ4KZQo6d671VAgtHcLQ/j979x0cx3Xm/f7b05MjBjkSAEkQJMEclClZlGTlbMmybNmSvQ5au3zX3rWvb9WWa2urtuqtDa+1tfbalr2rZK8lS5bWylTOVmQESIIBBEGCwAAYADOYPN197h8DgqQYRJAgAYLPp2pqUnfPGapL0/zxnOc5ehdAm92P01ddqOszetOdodFZPq7RQMghy7yEEOIESDgkhBBCiDEdsU5+s+lhdM3GdxbdTV2gerKHdFJSmTz//fxW1m7rJ+B18K3rW2hpPDXLyDKmyYe9w2zojdFnGJj7w6diJyhFkU2nocjLjKCHWp+bSo8TuwRB4gyklCoUcE5HyKUjY/dmfuSoy7c+i6bZ0Z1BHO4ydEcQuzOA7ghhdx0IgWw2xwR/EyGEEPtJOCSEEEKc5ZRSdMb38H7PR3wYWYepTL618Ks0hWdO9tBOysHLyJrrCsvITkXB6a6+EV7f3c8O60AgZE8bhPOK+pCXRfUlzCz1y9IwccZQSoEysaw8yspj5oYPCYHymT6UlT9kH5vdi9NTgabZQdPRbDqaVrihHfTYVljypTuD2B3BQoFnZxCb7pH6PkIIMYkkHBJCCCHOUrHsCB/2fsL7vZ/Qm4wAUOQKcWvT9SwsnT/Jozs5r6/r5n9e3oZlKa67oIEbL2pAn6BZOqZpsbO9jzc37qUtlyNe5ABNw5a3qBrKsSTkZ8GCasKlvgn5PCEmglIWRnaIfKaffDpCPtOPaSRQllEo3mzlUKNh0KeDn0PZcLhLcXgqcHoqcHjKcXoqsdl9Eu4IIcQZTMIhIYQQ4ixiWAat0a283/MRbdF2LGVh13SWlS/ivKqVzCtuwqad2TNcnnmvk6fe6iDgdfDN6+ezoLHkpI+ZTuXo3B5l184o25Jphqu85EJO8DnxZS0We92sWok/xxAAACAASURBVFhGKCTFbcXkUkphGgny6b7CLbP/vh+ljMO212yOwk1zYNO9aA4HNpsdzeYce0+3+w6EQe5SNJv8FUIIIaYb+T+7EEIIcRbYl+jlvZ4P+ah3HYl8oeBrXaCG86pWsLJi6bRoU6+U4qm3d/Hse52UBF386EtLKQ+f+PeyLIuunYNs3dRLx+4hRio8JOp8mHVFoKDB6eDSGaXMLpIZE+L0U8oinx3EyAyQ33/LDmBkBrDMzKEbazoOdxkOdxlOTzkOdzkOTzm6IyjnrhBCCEDCISGEEGJaU0qxZvfrPNuxBoXC7/Bxad1FnF+1khp/1WQPb8Iopfjj6ztY8+Eeyos8/OhLSykJuU/oWNH+BB+39bK1N8aIRydX4sKoqwTAoWmsKA1y/fwabKljLb0R4uRZZhYzPzJ2y2ejGJko+cwAe7LRQhewQ2jYXcW4/A2F5V6jIZDdVYx2hs8IFEIIcWpJOCSEEEJMUxkjwyNb/sj6/lbCrqLRWkLzsE+zJSGWUvz+5W28vrabqhIvf3fH0nEVns6ZFruGkqzfHaUzlmLErWP5bDArCIBT02gKeJgd8rKiNIjHrlPmc9Mv4ZA4CQfXADJyw6MBUKLQ1j2fwMyPoKzcEffVbE48gSrQi3G4S0ZnBZVgdxaj2aSNuxBCiPGbXleHQgghhAAgkurn/o0P0Zvqo6loJt9Y8BUCTv9kD2vCWZbiwRe38s7GHmrL/PzdHUsI+pzH3EcpRV8mx5ahBBsjcSL5PGr/0pqAA3feosbuYH5ViMagl3KPE5ssvREnaLw1gKDQ+cvuKkZ3+AvdvBx+7I4AdmcYu7sU3RGgvDxIf//Iaf42QgghpisJh4QQQohppnVgCw9u/gNpI8OldRdx86xr0afhbALTsvivZ7fw/uYI9ZUB/vaLS/B7HEfc1rAUnYk0W4cStEUTxMzR5ThK4YznCWRMmkoDnNNcQeVJ1CkSZw+lVKHLl5nCMlKYxuH3RnaAfLofy0wfuvNYDaBynJ6yQ4Mgu19m/wghhDjtJBwSQgghpglLWazpfI3ndr2M3abz1Xlf5Nyq5ZM9rFPCMC1+/ec2PtnWz+yaEH9z22K87kMva1KGSftwkq3DSdpjSXKWAkAzLDzRLIFYjpayIAvm11JZI4V5xdEppchn+knH2snEd2DkYlhG6qgzfw5WqAFULzWAhBBCTGkSDgkhhBDTQNrI8Mjmx9gw0EbYVcS3Fn2VGYHayR7WKZE3TH7xVCsbd0aZO6OI739hEW6nHaUUkXSO9lghEOpKZFCj++hpA/9ABt9QlrmlAZrnV1M3sxhdl7+giyNTyiKb6CIdaycd24aRGxp9R0N3hnB4yrHpHmx2L7rde8i9ze5F173oriJstiPPZhNCCCGmEgmHhBBCiDNcJNnHrzc9TCTVx5zwbL7ecue0rC8EkM2Z/MeTG9ncOURLYzHfvqmFzlSGrftStMeSxHKjMzmUwhnP4enP4IlmaCwLMGd+FY1zSnG65PJHHJll5siM7CQ13E4mvn1sOZhmc+Itmo8n1IwnOBub3TPJIxVCCCEmllwdCSGEEGewjf1tPLT5MTJmhtV1q7hp1jXTsr4QQDpr8O+Pb2DnQIKmpRWE60P886bdGKowP8it26g1NTLbhnD2p6kIe5mzsIKm68vx+o+/e5k4u5j5EdKxbaRi7WRGdsFoe3jdEcAfXoEnNAe3vwFtmnX5E0IIIQ4mv3JCCCHEGWpDfyu/2fQIdpudr82/g3Mql032kE6apRQjeZNYLk8sZxDLGcRzBtF0jvbeOPl6L2XNQUaAkZE0lR4nzSEfRSmDHW/sJj6Uptjn4IIr59DUUiF1hMRhDq4flI61k0vtG3vP4S4vzA4qasbpqZLzRwghxFlDwiEhhBDiDNSTjPDQ5kdx2Oz8zbLvUB+sm+whjVvaMOlKZNidSNOVyBDN5BnJG1hH2V65dVwKZoW8zC3y0RzyoWdM3n11B2u3DaBpsHBFDSsvasTllksccYBSFtnkHtLDhUDo4PpBLn8DnlAz3tAc7K7wpI5TCCGEmCxHvHLKZrN8+ctfJpfLYZomV155Jd///vfZs2cPP/zhDxkeHqalpYV//ud/xul0ksvl+PGPf0xbWxtFRUX87Gc/o7a2UATz17/+NU888QQ2m42///u/Z9WqVaf1CwohhBDTTdpIc//Gh8iaOb7ecucZEQwppRjM5tk9GgbtHsnQl8mNva8BIaedOr+boNNOkdNO0GFHN+HpN3bSF0mwqqWKuz4/B5umYRoW6z/cw9r3dmMYFpW1IS7+fBMl5dOz1pIYH9NIk09HyKUj5FL7yMR3HFI/yFM0D2+oGXewCV3qBwkhhBBHDoecTicPPfQQPp+PfD7PnXfeycUXX8wDDzzA3XffzbXXXstPf/pTnnjiCe68804ef/xxgsEgL7/8Ms899xz/+q//yn333ceOHTt47rnneO6554hEItxzzz2sWbMGXZ+etRCEEEKIU81SFg+2PUpfeoDLZ1zC8oolkz2koxrM5tkylGDXSJrdiQxJwxx7z2HTmBnwUO/3UB9wU+dz47Efen0wMJzmXx5dR/9whivPqeP2S2ejaRpdHYO88/J2YkNpPF4HF181hzmyhOyspJSFkY2SS/eRT/eSS0fIp/sw8/FDttPtfvwlywv1gwKNUj9ICCGE+JQj/jJqmobP5wPAMAwMw0DTNN5//33+7d/+DYCbb76Zn//859x555289tprfO973wPgyiuv5B//8R9RSvHqq69y7bXX4nQ6qauro76+no0bN7J06dLT9PWEEEKI6eX5XS/TGt3C3HATN866erKHcwilFL3pHJuHEmweStCTPjAzKOSws7DYXwiD/G4qvS70Y4Q5vYMp/uUP6xgayXLDhQ3ceFEjqUSOd17ZTkf76BKy5TWsXNWAyy2twqcjy8pj5ROYRgIzn8TMj4w9tvIJjHwcIzOAUsYh++mOAO7ALJyeChz7b+4yCQ+FEEKIYzjqP5uYpsktt9xCV1cXd955J3V1dQSDQez2wi6VlZVEIhEAIpEIVVVVhQPa7QQCAYaGhohEIixevHjsmBUVFWP7CCGEEGJ81ve38kLnq5S4i/n6gi9j02yTPSQspdiTyNA2lGDzcJLBbB4AXYM5IS8tYT9NQS9FruMPcPb2J/jXR9cTT+a47XOzuOrcGWzZ0MNfXt9JLmtSWRNk1efnUFohS8imA8vMkUv3kEv1kEvtI5fuxcyPoMzsMffTNDt2d+lYCLT/Xrd7T9PIhRBCiOnjqOGQruv8+c9/Jh6P893vfpeOjo7TMqBw2IvdLsvOprKyssBkD0GcQeR8EWeKqX6u7o318MiWx3DpTn5yyb3UF1VM2lhGcgYdQ0k29sVYHxkmnivM3HDpNlZUFbG0ooiFZSE8jvH/nu/YM8y//GEdI6k83755Iec3l/Ps4xvZvTOK02XnmlsXsvy8ejTb5M8CmernzFRkWQbpkR6SsT2k4ntIxveSSUQANbaNze7G7QljdwVwOAM4XEEcY48Lz+3OALrdfdbPBpJzUIyHnC/iTCHn6uT4zAXXwWCQc889l/Xr1xOPxzEMA7vdTm9vLxUVhQvTiooKenp6qKysxDAMRkZGCIfDVFRU0NvbO3asSCQyts/RDA2lTvIriVOprCxAf//IZA9DnCHkfBFniql+rqbyaf7l4/8kY2T5esuX8eZDp228ecuiJ5VlTyLDnmSGvcns2OwgAJ9dZ0VpkPlhP7OCHhy2wmymxHCKxDg/a/veYe57fAOZnMndVzXjGEzxq395A9NUNDSVsOrzc/AHXAxEx3vkiTfVz5mpRCmT5OBGEgOfkEv3gjrQj06zOXD56nB6qws3XzV2Z/iIoY8JmCZkUkDKgHGfYdOLnINiPOR8EWcKOVdPrWMFb0cMhwYHB7Hb7QSDQTKZDO+99x7f/OY3Offcc1mzZg3XXnstTz31FKtXrwZg9erVPPXUUyxdupQ1a9Zw3nnnoWkaq1ev5m//9m+55557iEQidHZ2smjRolPzLYUQQohpyFIWD23+A33pAa6Y8TmWVyz+7J1OUN6yGMzm6U5mC0FQIkNvOot5YFIHHt1GU9BLnd/NrKCXer8b2wTM3tjSOci//2kjhqH48kUz6f1kH9H+JB6fg1VXNDGzWWrGnGmUskgObiLe+9Zo63gbTm/lgSDIW43DXYo2BZZHCiGEEGe7I4ZDfX19/OQnP8E0TZRSXHXVVVx66aXMnj2bH/zgB9x3333MmzeP2267DYAvfOEL/OhHP+KKK64gFArxs5/9DICmpiauvvpqrrnmGnRd56c//al0KhNCCCHGoVCAeivziudww6yrTupYSimShslgNn/gljnwOJ43D9le1zSqvC7qfG5qfW7q/G5KXI4JDWmUUry+rps/vLIdHbhuVinb3ulEKZi7qJILVs+SgtNnGKUsUkOtxHrfwsgOgqbjL11JsOJC7M7gZA9PCCGEEEegKaXUZ292+sgUsqlNpvmJ8ZDzRZwppuq5ur6/ld9sepgSdzH/78rv43OMv9DuYDbPxugIm4cT9KVz5KzDf/Y1IOS0U+xyUOxyUDkaCFV5ndhtp25WRzZn8tCarbzfFqHCaWeOw04mmSMU9nDJVXOoqQ+fss8+WVP1nJlMhVBoM7HeNzGyUdBs+IuXEqy8CLszNNnDm3bkHBTjIeeLOFPIuXpqjXtZmRBCCCEmV08ywsObH8Vpc/DtRV8bVzA0kjfYNJhgQ3SEPckMUOgeVuZ2jgVAxW7H2OMipwP7aS7w3DuY4hd/2shINMUSpx1HziKbz7H0vDpWXNiA/QSKWYvJoZQiNTwaCmUGABu+kqWEKlZhdxVN9vCEEEIIcRwkHBJCCCGmmJFcgvs3PkTWzPH1li9T46/6zH3ShknbUIKNgyPsjKdRFGYEzQp6WFwcoCXsxzNFuoF+vDXCH5/dQqmhqMYGOYv62SWcs6pR2tOfASwrj5EZIJfuI5/pIxPfQT7TD2j4ipcQqlyF3TV1Z30JIYQQ4nASDgkhhBBTSG8ywn9ueIBoZvAzC1DnLYstw0k2REfYFkthjq4Ur/O5WVwSYGGxn4Bj6vzUG6bJo09voae9n0Y0QKNhdgkrLmqgrFLa1k41SlkY2SHymT7y6T5yo/dGdpCDW88XQqFFBCsvxuEqnqzhCiGEEOIkTJ0rRiGEEOIst3VwO79tfYS0keHqhsu5tvGKI24XSWf5uD/O2oE4abPQFrzS42RRcYBFJQGKXVOrgLNSiq2b+3hlzTbsORM/GhUzili1epaEQlOQZWSI9b5JIroWZeUPeU/TXbh8tTg8FTjcZTg85Tjd5djsnkkarRBCCCEmgoRDQgghxBTw3r4P+UP7k9jQ+Nr8Ozinctkh7+dMi9ahBB/1x9idKNQR8tl1VlWGWVYaoMLjmoxhH5NSiq6OQd55bSfxaAo7oPxObrhxPrV1UotmqlHKIhldz3DPa1hGCt0RwhWqx+kpHw2CKtAdgQntVieEEEKIqUHCISGEEGISWcri6Z0v8nLXG/gcXr618GvMLmoce39fKstH/TE2REfIjM4Sagp6WVEWZF6R/7QXkj4eRt5kW1uEjR/tZSiaAmAIRcvKWm5YPVvChSkom9jD0N4XyaV70GwOQlWrCZafh2aTS0UhhBDibCC/+EIIIcQkyZk5Htr8GOv7N1HuKeXexV+n3FvKUDbPtliKTwZi7E1mAQg4dM4rD7OiLDTllo3tl0pkaV27j7Z1+8ik8yggiiLhsfP1mxfQPEOKFE81Rn6E4e5XSA1tAsAbXkhR9WXYncFJHpkQQgghTicJh4QQQohJEMuO8OuND7J7ZA8NwQYuqLmFN3sNdo3sYjhnAIVuY80hLyvLQjQX+dCn6IybgUiCjR/tYfvmPixL4XDpxN06HZk8DbUh/r+bFlDkn3rL3s5myjIY6f+AWO9bKCuPw1NFce2VuPwzJntoQgghhJgEEg4JIYQQp5FSik3RLn635RGS+The5xwGrYt4bu8IAB7dxvwiH40BDy1hP0VTdJaQUordO6Ns/Ggv3buHASgq9hCoDfLc5ghZw+LzK+v4wudmYddtkzxasZ9Sikx8O0PdL2FkB7HZvYRrrsRXsgRNk/9OQgghxNlKwiEhhBDiFFNKsTeZZV00zseRzUQTLwN5XM4VhLzLmRn00hjw0BjwUO5xYpuiM4QAspk87ZsitK7rJjaYBqCmvogFy2t4r3OQJ9d243Lq/PVNC1gxt3ySRyv2M3IxUkOtJAc3kc/0ARqBsnMJVV4sncaEEEIIIeGQEEIIcaoMZvOsj8ZZHx1hIJMnn+8glXkNDRur6m7m0trllLkdZ0SB5mhfgta13Wxri2DkLWy6RvPCShatqMXmsfPLP7eysztOdamP7968gKoS32QP+axnGWlSw1tIDm0im9hdeFGz4QnNJVT1OZweCe+EEEIIUSDhkBBCCDGB0oZJ61CCdQNxOkdbzts1jVpPP1sSr+PSnXxvyTeYGWqY3IEeB9O02LVtgNZPuunZGwPAH3TRckE18xZX4fE62dI5yK8eW8dIKs+58yv42lXNuJ1yeTFZlGWQjm0jObSJdHwHKBMAl38GvvBCPEXz0WWmkBBCCCE+Ra7ehBBCiJNkWopt8STrBkbYOpzEUAoNmBnwsLQkgMfWz/2bnkPXbNy76J4pHwwlR7JsXr+PzRt6SCVyANQ1hmlZVkP9rBJsNg1LKZ77SydPvtWBTdP48hVzWL2s5oyYBTXdKGWRHekkOdRKangLyip0uHO4y/EVL8QbXoDdGZrkUQohhBBiKpNwSAghhDhBA5kcH/fHWTsQJ2EUZmiUu50sLQ2wuDhAkctB18he/n3tw5jK5NsLv0ZTeOYkj/rohgaSfPzubjra+7EshdOls3BFDQuW1VBU7B3bLp01+O2zm1m3fYBwwMW9Ny1gdo2ED6eTUhbZRBep4TZSw1uwjBQAuiOIr3Q53uKFOD0VkzxKIYQQQpwpJBwSQgghxiFnWrQOJfi4Pza2bMyj2zi/PMSy0iDVXtfY7JneZB+/WP9fZM0s97R8iQWl8yZz6Ec1Esvw8TudtLf2ohQUl/lYsKyGOS3lOD61RKwnmuTnT26iJ5pi7owivnPjAoI+5ySN/OyilCKX3EtyuI300GZMIwGAze7DX7oCb7gFl2+GzN4SQgghxLhJOCSEEEJ8hv3dxj4eiLExmiBrWQDMDnpYXhpiftiHw3ZoG/BoepD/WP8bEvkkdzbfyvKKJZMx9GNKp3Ks/UsXrWu7sUxFuNTLuRfPpKGp5IgBw4YdA9z/TBvprMmV5xTa1Os2aX9+KimlyKX2FWYIDW3GzMcBsOkefCXL8IXn4/I3SBt6IYQQQpwUCYeEEEKIo8iZFh8PxPm4P0ZvulB7J+Swc2FlEctLg4RdjiPuF8uO8B/rf8NwNsZNs67hwppzT+ewP1Mua7Dho71s+HAP+ZxJIORm5UUNNLVUYLMdHgoppXjuL7t56q0O7HYb37xuPucvqJyEkU9/ppEil+wmm+oml+wml+rGMgsz1DTdha94Md5wC+5AI5qmT/JohRBCCDFdSDgkhBBCHMH2WJL/3d3HUNZA12BB2M+KsiCzg15sx1i2k8qn+MWG39KfjnJl/WquqP/c6Rv0ZzANi7Z1+/jkvd1k0nncXgfnXtzI/CXV6PYjzzzJ5Az++7ktfNzeT3HQxfduWUhDZfA0j3x6UpZBLt1DNrmP3GgYZOSGDtnG7gzjDs7BG56HJzALzSaXbkIIIYSYeHKFIYQQQhwkZZg839XP2ugINmBVZZhVlUX4HZ/9k5kxsvznhgfoTvRwcc35XD/zylM/4OOglKK9NcJHb+8iEc/idOmcs6qBRStrD6spdLC+4TQ//9NG9vYnmVMb4q9vXij1hSaAaaQY2vsSqeFWUNbY6zbdgzswC6evBpe3BqevBt3uPcaRhBBCCCEmhoRDQgghBIUAZeNggme7+kkaJtVeF7c0lFPtcx/X/nnL4DebHmZXfDcrK5Zx25wbp0Rh4OHBFG+80E7Pnhi6rrH4nDqWnT8Dt+fIS+L2a+sc5Ff/20oyY7B6WQ13XNaEXZe6NidDKUVquI2hvS9iGSns7lLcgZljQZDdGZ4S54wQQgghzj4SDgkhhDjrRdM5Ht6+j/ZYCodN4+raUi6oLEI/zr+om5bJA23/w9ah7Swsnc9d827DNskFgi3LYsOHe/nonU5Mw6KxqZSLrpiNP3jssEspxcsf7eGx13dg0zTuvnouFy+uPk2jnr6MXJyhPc+Tjm9D0+wU1VxBoOxcKSQthBBCiClBwiEhhBBnLUspPuiL8dLaKFnTYlbQw0315ZS4j3/pVNbM8UDb79k0sIU5RbP4RsuX0W2TWyh4IJLg9ee3MhBJ4PE6WHXdXGY2lx1zVoplKbbvHea1td18tLWPkN/Jd29eyOya0Gkc+fSjlCIZXctQ9ysoK4vL30DxjOtwuIone2hCCCGEEGMkHBJCCHFWiqSzPLWrj65kBq9D59YZFSwrCYxrWc9ILsEvNz7A7vge5oab+ObCu3Dox16udSoZhskn7+1m/ft7sCxF84IKLrhs9lGXkGVzJq27Blm/vZ8NO6Mk0nkAZlYH+e7NCwkHXKdz+NNOPjvIYNczZBO70XQXxTOux1e8RJaOCSGEEGLKkXBICCHEWeej/hhP7+7DVLCw2M/dSxvJxjPjOkZ/KjrWlezcyuXcOfdW7JPYSapnb4w3XmhnOJrCH3RxyVXNzJh5+OyUWCLLhp1R1m3rZ/PuIfJGoSByyO/kc0uqWdJUxvyGsNQXOglKWYz0vU+s5w2UMvCEmgnXXYPdEZjsoQkhhBBCHJGEQ0IIIc4qb/cM8cLeAbx2nVsbypkX9hN0Oejn+MOhzngXv9zwAIl8kivrV3P9zCsnbTZIPmfwwZu72PRJNwALl9dwzsWNOF0HfuIN0+K1T/by0dY+OvbFUaOv15T6WNJUytKmMhqqAthkRstJUZZBJrGbWM/r5FL7sNm9FNfeiLdovswWEkIIIcSUJuGQEEKIs4JSile6B3m9Z5Cgw87Xm2so94y/Lfumgc38d+vvyVsGdzTfzKqa80/BaD9bPm/SvqmXde93kYhnKSrx8rmrm6mqPbRGUDSW4Zd/bqVjXxxNg6a6IpY2lbK0qZTysLRJPxlKKfLpCJmRDjIjHWQTXShlAOANLyJc+3lpRS+EEEKIM4KEQ0IIIaY9Syme6+rnL30xil0OvtFcQ9g1/tpA73Z/wB/an8Rus/OthV9lUVnLKRjtsaVTOVrX7qP1k24y6Ty6rrHs/Bksv7Aeu/3QQtgbdw7wm2c2k8wYnDe/gi9d3kTAO/5ATBxg5GJkRjoY6dlDbGAblpEae8/hrsAdaMRTNBe3f8YkjlIIIYQQYnwkHBJCCDGtmUrxVGeEtQMjVHic3DOnhqBzfD9/Sime2/USL3S+it/h4zuL7qYxVH+KRnxk8eE0Gz7cw9aNvRiGhcttZ9kFM1i4vBav79DAx7Qs/vftXTz3l93YdRtfvaqZSxZXy9Kmo1CWgWVmsIw0ppnCMjJYZhrLSBfuRx/n0hGMbHRsP90RwFe8GHdgJu5AI7rDP4nfQgghhBDixEk4JIQQYtoyLIvHOiK0DSWo9bm4e04NXvv42syblsn/bP0T7/d+TKmnhO8u/jrl3rJTNOLD9fXEWf/BHjra+1EK/EEXi1fWMW9xJY4jhFzDiSy//nMb7XuGKS/ycO9NC6ivlELIByssB+slNbyZ1PAWjOzgce2n2Zy4g014AjOpql/ISMojgZsQQgghpgUJh4QQQkxLOdPi9zt62B5P0Rjw8NWmalzj7MCVNXP8ZtPDbBncRn2gjnsX30PAeepnhyil6OoYZP0He9jXNQxAabmfxefWMWtuGfpRvseWzkF+/XQb8VSe5XPKuOeaeXjd8lMPnwqEhjZj5IYA0GwOXP4GdLsXm92DTR+92T1jz/Wx5140rfBn7/EHSKRHJvMrCSGEEEJMGLliFEIIMe1kDJOHtu9jdyLD3JCPL82uxGEbf2v253a9xJbBbSwomcvXF3wFl35q6/VkM3m2buqlbe0+YkNpAGobwiw9r46a+vBRZ6lYSvHse538+Z1d2DSNL13WxOUras/6WS2FQKiH1NDoDKGDAiFvUQve8HzcwdnYbOOvPyWEEEIIMZ1IOCSEEGJaSeQNHty2j32pLIuK/dzWWIluG39IEsvGeWvve4RdRfzVgrtw6KcuQIj2JWhd2822tghG3kLXNZoXVLBoZS2lFcdeEhZP5fjtM5tp3TVIcdDFvTcuYFZN6Jj7TEdKWRi5YYxMlHw2ipGJkh7ZiZkrzLySQEgIIYQQ4ugkHBJCCDEtWEqxJ5Hhyc4I/Zk8K8uC3Fhfju0EZ8+s2f06ecvg6obLTkkwZJoWu7YN0PpJNz17YwAEgi5aLqxh7qJKPMfRVay9a4j7n9nM0EiWRbNK+Kvr5uP3TO/QwzIz5NJ9GNko+Uy0cJ+NFuoGKeuQbTWbE294Ad6i+biDsyQQEkIIIYQ4CgmHhBBCnLFMpegcSdM2lGDzUIJ43gRgVWWYq2pLTnhZ1WBmiHe736fUXcx5VSsmcsgkR7JsXr+Pzet7SCVzANQ1hlmwrIYZs0qwHccsJ9OyeObdTp55rxMNjVsvmcnV59WfcBA21Rm5YdLD7aRi7WQTuwF1yPua7sbpqcLuKsHhLsbhKsXuKsbhLkWzyaWOEEIIIcRnkSsmIYQQZxTDUuyMpwqB0HCSlFEIhDy6jeWlQRYV+5kd9J5UvZ0XO1/FUCbXNF6Bbhtfd7Ojjtsw+eTd3az/YA+WpXC6dBatqKVlWTVFxd7jPk40luH+Z9rYvjdGSdDNt29oYXbt9FpGNlY8OtZOOtZOPh0Ze8/prcblr8fhLi2EQa6S0ULR0zMYE0IIIYQ4HSQcAJU+lAAAIABJREFUEkIIMeUZlmJbLEnrUIKtw0kyZmH5kN+uc05ZiAXFfhoDHvQJCAj6U1H+0vMxFd5yVlYuPenjAfTsjfHG81sZHkzjD7pYfkE9TfMrcDjHFzx90t7Hgy9sJZkxWDG3nLuvasbrnh5LpZRlkkl0ko5tIx1rx8zHC29oOu7gbDyhZjyhOdgdx67BJIQQQgghxk/CISGEEFPavmSGJ3ZF6E0XlmCFnHaWlQZpCfup97snfCnVC52vYCmLaxsvx6aNv8PZwXJZgw/e3EXr2m4AFi6v4dxLGnE4x/fzm8ubPPraDt5Y143TbuPuq+eyalHVtJgtk88Okhj4hGR0PZZZ6NBm0914wwvxhpoLtYJ01ySPUgghhBBiepNwSAghxJRkWoo3egZ5vWcQS8Hy0iDnlIWo9blOWSjSm+zjw961VPsqWVq+6KSO1dUxyJsvtpOIZykq8fK5q5upOoHlX3v7E/z6z210DySpLfPznRtbqC71ndTYJptSFun4dhL9H5MZ2QmAze7FX3YO3lAzLv8MNG1ilvMJIYQQQojPJuGQEEKIKacnleWJXRF6UllCDjs3N5YzJ3TqA5Hnd72MQnHdzM+f8KyhTDrPu6/uYFtrBJtNY9kFM1h+QT12+/jCDqUUb6zr5tHXdpA3LC5bVsvtq2fhGOdxphIznyARXUtiYO3YsjGXrw5/6Qq8RfOkeLQQQgghxCSRqzAhhBBThqkUb/UM8dq+KObobKFr60pxn4ZApDvRwyd9G5gRqGFRacu491dK0dHez9svbSedylNa4efSa5oprRh/jZxEOs+DL2xl7bZ+fG4737mxhaVNZeM+zlSglCKb2E1i4GNSw1sBC83mxF+6An/pcpyeiskeohBCCCHEWU/CISGEEFNCJJ3liY4I3aksQYfOzQ0VNBedvuVTz3a8BMB1M68a97K1TDrPG8+3s2v7ALrdxnmXzmTxylpstvHPPtrcOchvn93McCJHc10R37x+PsVB97iPM1ksM0cu3UMutY9cqodsci9mbhgAh7scf+kKfMULpY6QEEIIIcQUIuGQEEKISWUqxTu9Q7zSPYipFEtLAlw3owzPaVw+tXNwNxsH2pgZqmd+8Zxx7ZtMZHnm0Q0MDaSoqgvxuaubx9Wafj/DtHjyrQ7WfNCFzaZx6yUzufrcemy2qVt0WlkGuXQvudT+MGgf+cwAoMa2KRSXXoC/dAUuX920KKIthBBCCDHdSDgkhBBi0kQzOf7YEWFPMoPfrnNzQznzwv7TPo7HNj0NwPUzrxxXeBEfTvPMoxuID2dYuLyGCy+ffULhR080ya+fbqMrkqA87OHbN7TQWBUc93FONTOfIJvcQzbRRTbRRS4dAayx9zWbE5e/Dqe3Gqe3Bqe3CrszLIGQEEIIIcQUJ+GQEEKISbEnkeGh7d2kDIvFxQGury/DOwnFlncOd7K+dzNzwrOZE5593PsNDSR55rENJEdyLL+wnpUXNYw7BFFK8cb6fTz26nZyhsWqRVV86fIm3ONsdX8qKKUwckNjQVA22YWRHTywgabj9FaNBkHVuLzV2N0laCdYyFsIIYQQQkyeyb/6FEIIcdZpH07yPzt7MCzFzQ3lrCwbf4v3ifJsxxoArp/5+ePep793hGcf20gmneeC1bNYfE7duD83nsrx4PNbWb9jAJ/bzl9dN58Vc8vHfZyJZBopUkObySY6ySa6MI3E2HuazYU7OBuXrw6XfwYub410FxNCCCGEmCbkqk4IIcRptXYgzpO7Itg0ja/MrpqUZWT7tQ/uYNvwTpZWtTAz1HBc+/TsGeb5JzaRy5pccvUc5i+uHvfntnZE+a/nthBL5phXH+Yb186btKLTSllk4jtIDG4gHWsHVVgmptv9eIvmF4Ig3wwcnnKZFSSEEEIIMU1JOCSEEOK0UErxVu8Qa/ZG8eg2vtpUTX3AM6njeXZXYdbQFxdcD+Zn79PVMciaJ1uxLMUVN85n9rzxzfQxTIvHX9/Jyx/vQbdp3HbpLK48Zwa2SajJk88MkIyuJzm4cWyGkMNdjq9kMZ5Qs9QKEkIIIYQ4i0g4JIQQ4pSzlOL5PQO8Fxkm5LBzd3M1FZ7JbWW+ebCdjthuFpe2MLO4nv7+kWNuv3NrP688vRnNpnHVLQuon10yrs9LZw1+8dQmNncOUVns5ds3tFBfGTiZrzBulpklNdRGYnA9ueReADTdXWgvX7IEp6dKAiEhhBBCiLOQhENCCCFOKcOyeHxXhE2DCco9Tu6ZU03I6ZjUMSmleLZjDRoa1x5HraGtG3t444V27A6da76wkOoZReP6vFgyx31/3MDuyAhLZpfy7RtacDlPT/FtZRlkRjpIDrWRHt6CUgYA7sBMfCVL8IbmSu0gIYQQQoiznFwNCiGEOGUypsnvd/SwM56m3u/mq03VeCahI9mnvbn3PbpGullevpgaf9Uxt9340V7efXUHLred6764iPJxtpiPDKX4v4+tp384w8WLq7jrymZ026mt3aMsg/TITlJDW0jH21FmFgC7M4yvZAm+4kXYnZNXBFwIIYQQQkwtEg4JIYQ4JUbyBg9t28e+VJZ5RT7umFWJ4xSHIp8lbxk8vu3PvLvvA7x2D9cdY9ZQMpHl/dc72NYWwet3ct0XF1FSNr7i2Z29ce774wbiqTzXX9DATasaT9myrQOB0GbSsW0oqxAI6Y4Q3uKleMPzcXprZNmYEEIIIYQ4jIRDQgghJlwkneWR7T0MZvOsLAtyQ305+iSHEoOZIX676XfsHtlDrb+aby68i1LP4XWDTNNi08fdfPxuJ/mcSWmFn8/f1EIoPL7i2W27Bvn5U5vI5Uzu+vwcLl1WO1FfZYxSikx8e2HJWKwdZeWA0UCodCneIgmEhBBCCCHEZ5NwSAghxITpT+d4fd8gGwZHUMDq6mIuqy6e9HBi6+B2Hmj7HxL5JOdWLueO5ltw6ofXPdrbOcg7L+9gKJrC5bZz8ZVzmLe4CpttfON/v62X/3puC5qm8dc3L2B58/i6mh2PbGofQ3tfHCssrTtDeIuWjwZC1ZP+Zy6EEEIIIc4cEg4JIYQ4aX2jodDG0VCo0uPkipoS5oXHtwxroimleHn3Gzzd8SI2zcYdzTdzUfV5hwUnw4Mp1jzVSkf7AAAtS6s55+JG3J7xF85e82EXj722A4/LzvdvXUjzjPCEfJf9zHyS4Z7XSEbXAeApmkew/AIJhIQQQgghxAmTcEgIIcQJ60vneG1flE2DCRRQ5XGyuqaEeUU+bJMcVKSNDI9s+SMb+lspcoX4qwVfoTFUf8g2hmGy4YM9rH2/CyNvUVkT5KIrmig7gRbzllI88fpOXvywiyK/kx/evoTa8okLx5QyGen/iFjvmygzi8NdRrj2KtyBxgn7DCGEEEIIcXaScEgIIcS4RdJZXt83eCAU8rq4rLqYuVMgFALYl+jlN60P05caoKloJt9Y8BUCzgNBjVKK3TuivPvqDuLDGXwBFxdf2ciclooTmn1jmBYPPL+Vv7T1Ulns5YdfXExpaHw1io4lE+9gsPtFjMwAmu4mXHsV/tIVaNrkFvgWQgghhBDTg4RDQgghjttAJscr3QdmClUfFApNlSVNn0TW87utT5Azc1w+4xJumHkVuk0fez+VzPH2S9voaB9A02DxylquvHEBI4nMCX2epRQPPL+Fv7RFmFUd5P+5bTH+E1iOdiRGdoih7pdJx7YC4C9ZTqj6UnS7d0KOL4QQQgghBEg4JIQQ4jgopfh4IM6zXf3kLVUIhWqKmRuaOqFQd6KHF3a9wrr+Tbh0J99Y8BWWlS86ZJudW/t4a812Muk8lbUhLrlyDsVlPtwexwmHQ396Y+dYMPR3dyzF5dQ/e6fPoJRJrPct4pH3QJm4fHWEa6/C6a066WMLIYQQQgjxaRIOCSGEOKaUYfJUZ4S2oSQe3cYtMytYVOyfMqFQ18heXtz1KhsG2gCoD9Tx1fm3U+mrGNsmncrxzsvb2bGlH91u44LLZrFwee24u5B92ssf7eGFD7qoLPby/S8smpBgyLLyDOx6nEx8B7ojQFH1FXjDLVPmz1sIIYQQQkw/Eg4JIYQ4qo54isc7IsTyBg0BD7c3VlDkmpglUydrV6yLFztfoTVaWHLVGJzB1Y2XM7+4+ZAgZde2ft58cRvpVJ6KmiCXXjOXcMnJL8v6cEuER1/dTsjn5Ie3LybgdZ70MS0zQ//OR8kmu3AHZlHa+AVsuuukjyuEEEIIIcSxSDgkhBDiMKaleHVflDd7htCAK2pKuKQqPCWKTe8Y3sULu15h69B2AGaFGrmm8XKaw7MPCYUy6TzvvrKDbW0RdF3j/Etnsmhl3UnPFgLYsnuI3z67GbdL5we3L6a06OSLT5v5JH07f08+3Yu3aD4l9Tej2U5+JpIQQgghhBCfRcIhIYQQhxjM5Hmso5c9yQxhp50vzqpkhn/iOm+dCKUU24d38vyuV9g+3AFAc3g2VzdcRlN41mHbd+4Y4M0Xt5FK5CivCnDptXMpLvVNyFi6IiP8/MmNAHzvlkXMqBh/2/tPM3Ix+nb8DiMbxVeyjOK6a6QTmRBCCCEmhFIKZeRR2RxWLofK5bBy2dH7g5/nUZYJpnXovWWhTBNlWXDw/f7Hlon69D6mhVLWuMc64LSTzRlH+yIoc/TzDhqLMg+MEcsqvDeBNIeDiq/eg2fmzAk97lQj4ZAQQogx6wbiPL27n6xlsbg4wI31Zbjtkz975ckdz/LanrcBmF/czNWNlzEz1HDYdol4hg/f7qR9Uy82m8a5lzSy5Nw6bLaJCVoGhtP87PENpLMm37mxhXn14ZM+Zj4TpW/HI5j5OIHyCyiqvkzqCwkhhBBnAKUUVjqNymWPb3vTQuXzqHweK59H5XNjz8deM/KHv3ak7fbfTBNlGIWbaYBhokzjoNdMVD4PSp3iP42JkRzvDrqOputoNhvY9t9rMIHXUpppgHmUwGoakXBICCEEGdPk6d39rI+O4LRp3NZYwdLS4GQPC4A3977Ha3veptJXwV3zbqMhOOOQ91OJLDvb+9mxpZ/evTEASiv8rL52LiXl/gkbRyKd5//+cQOxRI4vXdbEOfMqPnunz5BL9dC38/dYRopQ1WpClRdNwEiFEEIIcaKUUqhsFjOZwIzHMWIxjHgMMxbDiI3ex2MYsWHMWKwQvEwmXUez29F0O5p99LHdgc3tQbProNvR7HZsLhea04nN6Ry9dx32mmZ3FIIWXQfdVljePnqv6TrYRl+zaYXP00cDGf3g7T4V0jC+kKa01M/AQOKo74+Nz2YrfIaYMBIOCSHEWS5jmvxmazc9qSy1PhdfnFlJifvkiytPhC3RbTyx/WkCDj9/vegeSjzFQKH7WEf7ADu29NGzZ3jsH8Oq60I0tVTQvLASXZ+4C4Zs3uTfH99A72CKq86dwRUr6076mJlEF/07/4CysoTrriFQumICRiqEEEKcvZRShZk12Qwqk8XKZrAyGaxsFiuTQWULr5mpFFYigZlMYqaSWMkkZiJRCISSSTDNY3+QrmMPhnDW1GIPBrG53RxXCGLTCkGM3YHmOHCzOQ59rtkdhe0+/ZrDgeY86DXdPu0CErvPh56a2GVh4vhIOCSEEGcxw7L43fYeelJZVpQGubG+HH0CCjZPhJ5khN+2/g6bZuNbi76GXwuwZUMPO7f2sbdzaCwQqqwJMmteObOay/AFJr6zl2lZ/Op/W9m5L875LRV84XOH1zgar3R8BwMdf0Qpi5L6W/AVL5iAkQohhBCn3/5A5uA6Nsq0QFmFGjFKgaVAWYXHo8+Vsg7db6weTvZAHZzsaF2cg5db7X9+pCVY2eyJLZ/SNHSfH5vPh6O0DN3nw+b3o/sD2EMh7KEQejCEvagIezCEzeebdqGMEBIOCSHEWcpSisd3RegYSTO/yMdNDeVTohsZwEguwS83PEDGzHDP/C+R7rDz4MvvYVmFC77yqgCz5pYza24ZgZD7lI1DKcUja9rZsDNKS2Mx91wz76T/jJJDbUR3P4WGjbKZt+MJzZmg0QohhBAF++vMFOrT5EjnR8hGhg+vV7N/myMWJ85hZY9QvDibPWy7060wc8Y5NuvG5ncXlk653WiuwnIpm8uNze1Cc7kLz90ebG5XYTmV13sgAPL5CkuwJOwRZzkJh4QQ4iyklOKFPQNsGkxQ73fzxVmVUyYYylsGv9n0MNHMINc0XM4MNYunXl6H021n8cpaZs8rJzgBreOPx5/f2cVbG3qorwzw1zctwH4CS9WUZZBNdpGJd5Ae2UU+3YNmc1E26w7c/vpTMGohhBCni1IKTPPoYUo2OzrDxTioSLBZmPGyv1iwYcD+94+zS9RhAY9xaOjDp7o17ZqIL6tpaE5XYbmTy4keDGB3lh5Uw+bAPbpeaK6g2Qr7aRrYRh+P3qOB5ti/n+vA/q5PPXeM1sMZW15ll8YNQpwCEg4JIcRZ6J3eYd6NDFPudnJXUzWOKfKvZUop/rD1T+yMdbK8fDGXVV3KEw9+gmUprrhhPrUNJ98d7Hi9vXEfT7/bSWnIzd/cthiP6/h+MpVS5NMRMiMdZEY6yCa6UGq0w4Vmw+VvIFxzBU5v1SkcvRBCiCOx8rmxIsNmbLhQbDgWw4wfKDZsJpOFUGZ0WRRKoSxVCFyUGnu90Hkqd1gQc1poWiEocToLdWjsDuwe70E1bJxoDvvYc2/AR9ZUh9SvOaTWzSHhjGusYPFY6OMarZMjoYwQ05aEQ0IIcZZZH43zwt4Bgg47d8+pxjsFWtXv99Lu1/mg9xPqg3V8ee5tvPnsNkZiGZZdMOO0BkOtu6I8/GI7PredH9y+mJDv2AW6TSNFOraNTHwnmcQuLCM19p7DXY47MBN3cCYu3wxs+tQo9i2EEFPd/jbhZiKBORIv3CdGRp+PjD22UqnCjBrLLNS6Gb0fm4FjmijLLMzkSaWO+Zma3Y7N5y90XNK0QmcmTUMbbY2tjc6E2d8p6dPdnw55vj9k2R/G2O1g10e7So3e9neaGu02VWjLfWiXqCN2gdo/M+c4lZUF6O8fOdn/JEKIaUzCISGEOItsjyV5YlcEt27j7jnVFLkckz2kMev6NvF0x4uEXUV8e+Hd7GwbYOfWfiprg6y8qOG0jaMrMsIvnmpF0zS+/4VFVJX4jridZWZJx9pJDrWSiXcAhX851h0BfMWLC4FQoBHd4T9tYxdCiNNFWRZWJo2ZSGKNdniyUinMdBork8Yau89gpVOF+/2v53OHzsg5QuFilMLK5z+7a9R++9ta6/oh9/tbXtscTjSvD3t9w2hh4dECw6EQ9lAReih0oNCwzI4RQpyFjhgO9fT08OMf/5hoNIqmadx+++187WtfY3h4mB/84Ad0d3dTU1PDfffdRygUQinFP/3TP/Hmm2/idrv5P//n/9DS0gLAU089xS9/+UsA7r33Xm6++ebT9+2EEEKM6U5m+P2OHmxo3NVUTaV34jt7naiu+F4e2vwoLt3JvYvvwYzbePflHbjcdi6/fj6207TsLRrL8LPHN5DLmdx70wKaaosOeV9ZBun4DlJDraRj28aWizk8VfjCLXiCTdjdpfIXCyHElKWUwspkMIaGsFLJwwsQ53KjXaOyY12jrHS60Op7NAQyk4XW3+PtCqXZ7dg8nkIh4aPNyBl7zYZmt6MHAuj+APpo56jCc/+B1wN+KSYshBAT4IjhkK7r/OQnP6GlpYVEIsGtt97KhRdeyJNPPsn555/Pt771Le6//37uv/9+fvSjH/HWW2/R2dnJSy+9xIYNG/iHf/gHHn/8cYaHh/n5z3/On/70JzRN45ZbbmH16tWEQqHT/T2FEOKsFs3keHDbPvKW4kuzqmgMnJ6CzsdjOBvjVxsfxLAMvr3oa5S7yvnTo59gGBaX3zDvlHYjO1gqk+e+xzcQS+S4Y/VsVswtB0Api8zILlJDbaRiW1BmFgC7qwRfeAHe8AIc7pLTMkYhhDiYUurwVt65PFYygTE0hDE8jBEbvR8awogNYwwPo7LZE/tAXUf3+bAHguhV1dh8PnSvD93vH33sxebxFLpCeQ7cdLcHze3G5pg6s1WFEEIc6ojhUHl5OeXlhYtiv9/PzJkziUQivPrqqzzyyCMA3HTTTdx111386Ec/4tVXX+Wmm25C0zSWLFlCPB6nr6+PDz/8kAsvvJCiosK/vF544YW8/fbbXHfddafp6wkhhEjkDR7cto+kYXJDfRkLiqfOMqesmeNXGx4glotz6+zrWFg6nzdfbGdoIMWCZTU0zik7LePIGyY/f3IT3QNJLl9Ry+fPmYGyTEYGPiIeeRfLSAKgO4J4S5bhCy/A4amUGUJCiAmlLAszHiMfjWJEo+QHo4XHg4WbmU6PhUDb93elGgc9EMRZXoE9HMZeVITN6zu8+LDr4Po5LmyuQu0c3e9Hc7nl/3tCCDFNfWbNob1797JlyxYWL15MNBodC43KysqIRqMARCIRKisrx/aprKwkEokc9npFRQWRSOSYnxcOe7FPoeKo4nBlZYHJHoI4g8j5Mrkyhsn9H2wnms1zzaxKrm+unuwhjTEsk39952H2JPZx2cyLuH3ZNWze0MPm9T1UVAe54fbF2B2n/vdAKcW//X4tW7uGOX9hFd+9fSmJ6Bb2bn+WbGoA3e6mrPZ8wlVL8Bc1FJY+CIH8/02Mn1KKfCxOpreXTG+ETG8v2Ujk/2fvvqPbuO98779nBoPKAoIEO0WqkOrNNbbca9wdx07bJBtnd/Nskt3sbu6z55577/PH/WfvuX88Jyf3OdndbHYTb+I023FLHNe4yHKVm3onJXYSbADRgZn5PX+AokSJlFVIkZC+r3PmzGAwmPkNCAKYD36FTGSI7NAQuZHRwrDm09C9XszSErRAAN1dGI2qMDcLHSBPzHW3iaukBHcohKcyhDsUwh2qwAwGpebORU7es0SxkNfq/DhlOJRMJvne977Hf//v/52Skqm/NGuaNie/HIyNnXoEATG/ZKQDcSbk9TK/4nmL37QPcCSe5tKqMjZVlCyYv4ejHP5z92/4OLKLlaE27lt0Fx2HhvjD49twmTo33rWCsej5+Tx4cnM7mz/pYVlDOV+5rpx97/+YbOIwoFESvoLy2uswXH4yFmSGk+elTGLhk/c3MRPlOFhjY+QG+slHBskPDZEbipAfGiI/NITKZqZ9nFEexLNoEa5QFWZlCFeoErOyClcohFlZhe73T/nufTqvQQfITExEJ5fERUjes0SxkNfq3DpV8DZjOJTP5/ne977HPffcw2233QZAZWUlkUiE6upqIpEIoVAIKNQIGhgYmHzswMAANTU11NTUsHXr1sn1g4ODXHHFFed8QkIIIU7tcDzNb9v7iedtVleUcH9z9YJpCqCU4rH9T/NRZDtLylv41tqvg9J45dk95LI2N961gopK/3kpyxuf9PLHdztZUuvim5t6GTn0PKDwli2jouFWTO/5adYmhCg+Tj5PPjJIrr+fXH8fuYH+wvJAPyqXO2l7zePFDIdxh6sxw+GJqbDsClVKrR4hhBDzatpwSCnF//gf/4MlS5bw8MMPT66/6aabeOaZZ/jWt77FM888w8033zy5/pe//CV33XUX27dvp7S0lOrqaq655hp+8IMfEIvFAHjrrbf4/ve/fx5OSwghLk6OUmwZGOPlnhE04I7GKq6pDS6YYAjg2fYXeKvvfRpL6vn2uodxG27efb2dSH+cttU1rFhb++k7mQXbDg3z61f2cmPrIDcs6yEXy+LyVlHRcBu+smXnpQxCiIVLKYWTSpEfHiI/PIw1Mjy5nBsYID8UOWm0Ls00cdfW4q6tw6ytw11bi1kVxqyuxigpXVDvxUIIIcTxpg2HPvroI5599lna2tq47777APj+97/Pt771Lf7+7/+e3/3ud9TX1/PDH/4QgOuvv57Nmzdz66234vP5+F//638BEAwG+c53vsODDz4IwHe/+93JzqmFEELMrpRl80THAPtjKcpMF19eWkvzAhqVDODlI6/zStcbVPur+JsNf4nf9NHZPsK297spr/Bx7W2tc14GpRQf7Yuw5YMtfHdTBxX+DLrhp6z+DkqqLpU+hYQockqpwpDsmTROOoOTSaPyFsq2UNbEZFsoyy6M9GXZhdv5PNbYGPnhoYkgaBgnnZ72GEZJKb5lrbjr6nDX1uGuq8ddW4erslKGVBdCCFGUNKVO+Mljnkn7woVN2oCKMyGvl/OnO5HhN+39RHMWrWV+HlpSQ4n5qWMOnFdbet/lt/ufpsIT5L9c+h0qvEGS8SyP/+xDcjmLB752CeHaue2AcH/XGK+8+wlrK3eyuDKGQqcsfDlL1tzJWNSe02OLC4u8v51fTj6PNTpCfnj4WC2ekRGcVBInk8FOpyfCoDROJgP2uf0/ax5PocZPZSVmVRVmVRhXZVWhKVioEqNk/kd9lNegOBPyehHFQl6rc+us+hwSQgix8CmleGcwyos9wzgKbmkIcUNdCH2BNV34YOATHtv/DKVmCX+78a+o8AaxLYeXn91NJp1n0y3L5jQY6o4k+P2WvVQb27h7WT+6DppvCXUtd2B6K3GZfkC+iAgx3/IjI6T27SEfiRSCoImmXHYsdlITrkmahu71ovv8uIIVE8s+dK8P3ectzE0TzeVCc7nAMCaXNcOF5jIml13BIGZVGL2kRJqACSGEuKhIOCSEEEUqY9k8eSTC7rEEAZfBF5fWsqzs/HTkfCZ2Du/hF3sfw+vy8Dcb/pIafxilFG+8sJ+BnnGWrQyz9tKGOTn2cDTN01s6yMe2cXNrJ363hTKChJvvwFc+903YhBCnpmybdPshkju2k9y5g1xvz9QNNA1XKISvbTnm0Zo7lVW4qqowKysxAiVoHo8EOUIIIcQ5knBICCGKUF8qy68P9TOazdNS6uNLS2opcy+8t/QDY+38x65f4tIMvrP+mzSW1gPw8btdHNg9SHV9KTduHx0PAAAgAElEQVTeuWLWL+ziqRzPvdPJoY7d3La8nbrGJAqT8vqbKQt/Bk03ZvV4QojTZ8fjJHftKARCu3fhpFJAoTPnwNp1+NesxdPQWAiBKioKtX2EEEIIMafk01YIIYpM+3iKRw/2kXMU19dVcEtDJcYC/NW8c7ybH+94BKUU31r/DZaUtwDQvi/C1jcPU1Lm4Y4H1uAyZy+oyeVtXvqgm7e3HeDalnb+/PIhAPwV66houBnDnNs+jYQQUymlsMbGyPX2kDlymOTOHWQOd0w2EXOFKim94jME1q3Dv3wlusczzyUWQgghLk4SDgkhRBHZF03y60P9KBRfWVrLmtDCDDv6EgP887afkrPz/MWar7Iy1AZApH+c157bh+k2uPPBtfhLZu9CMJu3+dHvPiKk7+WvrujGNBxMXx2hpjvwBBpn7ThCiOnZySTZ3h5yvT1ke3rI9fWS7e2ZrBkEgK7ja20jsHYdgXXrcdc3SJMwIYQQYgGQcEgIIYrEztE4j3UMYGgaX11WT1t5YL6LNK1UPsWPd/wnSSvFV1c8xMbqtQAkxjO88OQuLMvhjgfXUFk9e6P9JMd7ef/DP3HP0h68po1m+KlouJlAaINceApxFux0mlxfL04mg5PJoLJZnGwGJzMxz2ZRE7ftRJxsXy92NDp1J5qGu6YW98pVeBqbcDc04l++AiOwMN+7hBBCiIuZhENCCFEEPhqK8dSRCG5d5+tt9Swu9c13kablKIef7/ktI5lRPttyM1fVXw5APmfxwu92kUrkuPqmpbQsqzr3Y9lZkmO7SAx/RD49wLIKSFteSqqvJlhzFbrLe87HEOJioByH3MAAmY52Mh2HSLe3k+vrnXl0sGm4KkL416zD09CAp7ERd0Mj7ro6dNM9hyUXQgghxGyRcEgIIRa4dwajPNc1hM/QeXh5A42BhRt6vNz5OrtG9rEy1MZdi28FCn2O/OkPexmOJFi1oY51l599Ey+lFLlUL4mRT0iN7UI5eZSCA0MhRqxWHrjtZtymfLQJcSp2KkXmcAeZ9kOkO9rJdLRPafqlud34WtvwNLdgBAKFoeE9HnSPF81bmOseL7rXU7jP60P3Ltz3JSGEEEJ8OvkGLYQQC9gbfaO83DtCqWnwcFsDtf6F21nr3tEDPNfxMhWeIN9Y9WV0TQfgvTc6OHJwhIbmINfc2npWzbwcO0NydAeJ4U/IZwYBMMxydg3X8/yOEhbV1/G9z6/FdMkoZOLipRwHOx7HikWxxsawolGs6Bj2lNtR7Pj4lMeZ4WoC69bjW7oM75KleBoaZYQwIYQQ4iIjn/xCCLEAKaV4uWeEzQNjBN0uvrm8gSrvwm2eMZoZ45Hdv8bQdP5y7VcpcRf6FNm3o59t73dTHvJx++dWYxj6Ge3XysWIR94nMfIxyskBOr7gSnwVG/j562k+2j/MyuYK/vYBCYbEhU05DlYshjU2WphGRwuBz9go+aPLsSjY9oz70DweXMEKPI1NeBcvxrtkKd6lS3GVlp3HMxFCCCHEQiThkBBCLDCOUjzXNcR7kRiVHpO/WN5A0GPOd7FmlHcs/mPXL0nmU3xp+edoKVsEQF9XlM0vHsDjdXHng2vxeE//HHKpPsYj75Ea2w0oDFcJJTWbKKncCIaff//DHj7aP8zypiDfe3AdblOCIVHclFLYiTj5SIT88FBhPjREfihCfmQYKxoFx5n+wbqOKxjE29yCq6ICV3mwMA8GcQULcyNYgeFbmH2VCSGEEGL+STgkhBALiK0UTx8Z5OPhOLU+Nw8vb6B0gfeh8+TBP9A53s0VtZdwTf1nAIiNpXjxqV0A3P651QRD/k/dj1KKzPhBxiPvkk10AmB6qymtvopAxRo03cBxFP/xxz1s3RuhtbGcv3toHR4JhkQRUbZNrq+PTNcRcn295CND5Icj5CJDqGzm5AdoGq6KCryLl+CqCGGGQoXgpyKEKxQqzMvK0Az5PxBCCCHE2VvYVxxCCHERGcvm+X1nhP2xFI0BD99oa8C/wJtKvd//EVt636WhpI4vL38ATdPoPjzKn36/l2zG4oY7ltPQXHHKfThOntToDsYj72FlRwDwli6htPoqvKVLJvsocpTikRf28t7uQZbWl/H3D63H65aPMbFwKcsi29dLtvMImc5Osl1HyHZ3o/L5KdtpHg9mVRizuhr3xNwMhzHD1ZiVVdL/jxBCCCHmnHzbEEKIeZa1HTb3j/LWQBRLKZaU+vhqax3eBV4ToDfRz2/2P4XX8PKXa76GSzPZ+uZhPnqnE93QuPa2Vlaur5vx8Y6dIT70AfGh93GsFGg6gdB6Sqs/g9tXM3VbpfjFi/t4e+cAi+tK+YcvbMDnkY8wMT+UUtjZLPnRUZxkEjuZmJiSOMkk+aEhMp1HyPX2oCzr2AMNA09DI57mZryLWvA0NWFW12CUlp5VR+1CCCGEELNFvlkLIcQ8cZTik5E4L/cME8/blJkGtzdWsb6yFH2BXyimrTT/vvMX5J08D6/9CiWqjOce205vZ5TSci+33b+K6rrpO7l1rDTjQ+8TH9qKsjNohpeymk2UhK/AZZZO+5gn32jnze39NNeU8v0vbsDvlY8vMfuUZRVG+opOHe2rMEWx43HsRAInmeDg8aHPNDSXC3djE97mZjyLWvA2t+BuaEA3F27/YUIIIYS4eMm3ayGEmAeH42me7xqiN5XF1DVuqg9xXW0F7jMczWs+KKV4dM/jDKVHuK35RsLpBp547ENSiRwtrZXcdNeKaTuftq0U8ch7hVDIyaEbPsrqbqI0fDm64ZnxeO/tHuCF97uoDfn5L1/aQOAMOrYW4kROPkd+YIBsXy+5vj6yfb1Yw0OT4c+p6P4ARkkJZiiEt6Ic2/RgBALogRKMQAAjUIIeCGBWVOCuq5fmYEIIcZFTto3K51H5PE4+D87MI0rObUEK399QDiiFchQcf1spcAq3C9sVbquJ+49Oypm4jTqD4zoT+1ZTyjC5/8n7CuvtgIf4eHrasp3uYUEdO48Ty358OZzT26FmmpTfcOMFP7qnfGsRQojzaDSb58XuYXaNJQDYECrltsbKBT0a2Yle6XqD7cO7aQsupWFwBb/fsg2Aq25cyvorGk9qHmPnE4xH3iUx/CHKyaO7ApTXXkdJ1WXohvuUx+ociPPIC/vweQz+9vNrKfEVz/Mk5peTz5Hr7yd3XAiU6+8jH4lMfLE9RvN4cVUEcTc0TjvSlysYxCgPTqn1Ew6XMjR06jBJCCHE2VG2jbIslG2hLBscZ5pgYZqww3FQjo2yHXBslD3xWNtGOTbYR++3wTruGPmjxzp2zGPLVmHbo/db1rHyHT9NhEBHgyCVz808yqSY0eB8F2AGZlWYsquunu9izCkJh4QQ4jzI2g5v9I3y9mChX6GmgJe7F4VpKvHOd9HOyP7RQ/y+/UXKzFKaOjbywaFOAqVubr1vNXWN5VO2tfJx4oPvkBj+CKUsDLOU0rqbKKm6BF3/9JBnPJXjR0/twLIcvn3/OuoqA3N1WuICYMVipNsPkWk/SPrQIbKdR6b29wPogQC+Za246xtw19fjmZgbZeXS548QYsFTSuGkU9jJJNjOcbU8mLkGCBqarpEYLyETTaFpOugaaFrhfU/TQSvcPo0CoHI5nGwGJ5vFyWRwMhnU0dvZDE6mMC+EJYVwBWsibJkuXJkhfDkxxF+wDAPNMNBcLjTTje420X1eXC4TzSxMummiud1oLhNtPmuI6/rE333ib65PfQ1oR18H+nG39cL9k/dpGpp+hudw/HFPfO3pR8tT2E7TdErLfcQT2all1Qqv48KGp2nyHPWpZT/+XLTT26dmmngWLTqz8y5CEg4JIcQcG0rneORAL9GcRbnbxWcbq1gXKim6i9Gdw3v46a5foaHRdGgjg4MpmhZXcPM9K/H5j9UAcuwcsYE3iQ+9D8rGMMsKfQpVbkTTT+9jx7IdfvzMLkbGs3zu2sVsWFY1V6clipByHHL9/aQPHSRz6CDp9kPkI8f91qjreJoW4W1ZjLuhoRAC1dVjlJUV3f+dEKK4Kcc5VjMlnzuhZsnEZE2sy+Ww4wnsRKF/MzsRn+zr7Og67LNrltQ1y+d1tjSXCwwXmutoqGKiuz1ofgPNcBVCFperELpMLGsTAcyxC/pj4cbJAYJeeKyuFx5zwlzTJ5ZdE/ufPKYxUa7jjulyFQKdmbadOI6YXeFwKZrUzJ0XEg4JIcQc6ktmeORAH0nL5vq6Cm6sCxVFv0In2tL7Ho/tfxoDg0UHL0GPlnD5tS1ccnXzlIvtdOwgoz3PY+diGO5yymuuJRBaX/gydgYee+0Q+7qiXLo8zN1Xt8zy2YhiY0XHyBw5QuZIB5nDh8kc7sBJpSbv130+/GvW4Vu2DN+yVryLl6B7Zu7HSgghoBDc2OMx8qNjWGMjhY7ox0axx+PHmiZNNEeabKbkHF3nTNZ+YYamSMq2zzrMOZ7u92OUlmJWhTFKCn2cYRinrgFyfC0LpfB5XaRS2eOaYx3fJOv0mz7pbjeax4vu9aJ7vOheD7rHi+bxTKzzoHs8aKZ7IgA6IfCRgF6IBUvCISGEmCOH42l+cbCPnO1wX3M1V1aXf/qDFhilFM91vMSLna/h033U7dxIyAlz6xdX0dhSMbmdlY8T7XmJVHQPoFNWs4my2utOq/nYibbs6OPVj3poCAf4i7tWyhfJi4ydSJA5cnjKZEejU7Yxw9WUrN+IdyIMctfVy6+3QgjguKZXR2vcHD8fj5GfCICssTGsWPTsw5ujzYmm1HBxoXkmmg8dX/vEMCabFekTTY00t1nYzjx+nRsjUIJRWopRUjoZBM1G5/bST5oQ4tNIOCSEEHNgfzTJrw7146D44pJa1lVOP0T7QmY7Nr/a9zveH/iICrOCmm0b8OYC3P1n6wjXFs5HKYfE8EdE+15DOVncgUZCTXfj9lWf1THb+2I8+tJ+Al4Xf/vAWrxu+Zi60NmpJMldO0nu2E7m0CHyw0NT7jeCQQIbNuJtWVyYmlswSovv/0kIcWbsRKJQiyedxsmkcdJHp8zE7RROOoOdSeOkjoZB8Yn+eD4l8NF1XMEKvC2LcVWEMEOhQkf0FSFcoRCusrJCIKMb0zdTkjBaCHEBkm/dQggxy3aMxHn88ACGpvG1pfUsDxZfR8oZK8O/73yUfWMHafDVU/nhWlTK4PaHVk8GQ7nUAKPdfySX6kUzPISa7iJQeclZ1/SJJbL881M7sR3F/3Xfaqor/LN5SmIByQ0Okty+jcSObaQPHpi8kNNLSvCvWYu3pQVvyxK8LS24ghWfsjchRLFy8jnykQi5gX7yg4PkBvrJDQ6SGxzASSTOaF+6P4BRWoIZrp6oeVNSqH1zwrIZChU6oZeARwghppBwSAghZtH7kRi/74zgNnS+3lrP4lLffBfpjMWy4/zL9p/Rk+hjZXA5pVuXk0pa3HjnchYtqZzocHoz8ch7gMJfsYaKhtswzJKzPqZlO/zz07uIJnJ84cZlrFlcOXsnJOadsm3S7YdIbv+E5Pbt5Ab6J+/ztCymZP0GAus34GlaJM0IhSgyynHIRyJke7qxYtFCHzy2jZPPF/rmsU4eHtxOxMkN9GONjp48KpVhYIbD+JYuw6ysRPf70b0+dJ9vcm5MLnsn12nGmfVtJ4QQYioJh4QQYpZs7h/lpZ4RAi6Dh9vqqQ8U1zD1AAPJQf55+88YzYxxVe3lmO83MxpNcfk1LaxYV0d6/BCj3X+c6HA6SKjpTnxly875uL965QCHemNcuaqG269omoUzEfNB2TbW6Cj54SFyQxHykQj5yCCp/ftwkkkANLebwIaNhUBo3Xpc5cF5LrUQ4nTZqRTZnm6yPd3kerrJdneT7e1B5XJnvC+jPIivbTnumlrctbWYR+eVVbPSx44QQogzI++8QghxjpRSvNQzwpsDY5S7XXyzrYGwz/3pD1xgDkUP8287/pOUleaultuwPwzTMzjGyvV1bPxMLSNdz5Ec+Zhz7XD6RG980svmbX0sqinhG3eskJojC5iTzWLFYtixKFYsSn5kpBAADQ8V5qMj0/b14aoIUXrZFQTWb8C/YiW6u/j+P4S4EDj5PE4yiZ1MYCeTOJnMlKHUVS53bIh169hQ6/nRUbLdXVgjI1N3aBi46+rxNDXhaWwqBDvmCZ0xTw4BbsDEsuEv1PwRQgixcEg4JIQQ58BRimc7I3wwNE6V1+SbbQ0EPecemJxv24d28bPdv8ZRDl9d8QUy20rY1zHAoqUhrtzkZmD/T7BzUUxvDZXN9+H2187KcQ/2RPnVKwco8Zn8zQNr8ZjSLOB8OnahWLhYnLxoHB/HisWOBUHjMaxoDJXNzLgvo7QMb8tizKowZjiMGa6enLuCQQn9hJhFSimsVJr80BB2Io4Vj+MkEoUOmROJwnQ0AJqY24nEWdXwOcooK8O/avVkEORpXIS7rk5q+QghxAVC3s2FEOIsOUrxeMcAO0YT1Ps9fKOtnhKz+N5WO2JH+NmuX2HoBn+99hsk9rrZt+MI1XU+PnNFL0PtHwAaZTXXUF57PZo+OwFOIp3nx8/uRin4zv1rqCqXX5Fnk3Ic8kNDZHt7yPX2kOvvwxofL1woJgoh0GldKGoaRmkp7uowRnkQV1k5Rnk5rvJyzMrKQghUFUb3Fl8zSiEWMis+Tq6/vzANFOZ2bGwyCFKWdVr70X0+9EAAd23d5NDoemBi7vWime6pw6kfNx1dZ5SW4Sovn+MzFkIIMZ+K7ypGCCEWiBe6h9kxmqC5xMuft9bjdRVfrZfh9Cj/tuPnOCj+eu3XobuUD9/aT31Dhss27iI5OorLU0ll8314Ao2zdlylFD/7417G4lkeuG4JK5plRKqzpZTCjsUmQ6Bsb29hua932vBn8kKxrh4jEJhyoVhYDkwJgIySUunoVYhZppRCZbM4mTR2Kk1+ODI1CBron3a0Lt3nwygpwWxahK+yAtvtPXlErpJSjNIS9EAAw+eXmj1CCCFOi3xaCCHEWXh3MMrbg1GqvW6+XqTBUCqf5l+3/4xEPsmXln8O/1glL720nVUru1m8qAs7rygNX0l5/U2z0rfQ8V77uJdth4ZZ2VzBnZ9pntV9X+iUZZHp6iJ9cD/pgwfItB/CjsenbKO5XLjr6nA3NOJpaJycu8rL5UJRiHPk5HKF5lrpNE4mPXWeTuNkMpPr7NTx20ysT6dwMpmTR+k6StMwq6vxLWvFXVtX+F+emBv+wORm4XApQ0Px6fchhBBCnCH5hiiEEGdoXzTJc11DBFwGf95Wj68IgyHbsfnprl8ykIpwU9O1rDDW8OqftnD1Z/ZSVprEcAepXHQv3tKWWT9212Ccx147SKnf5C/vXoWuS180p+JkMqQ72kkfPFAIgzrap9QIcoUqCWy8BE9DI57GRtz1jbhraqS2jxDnwMlkyA9FyEUGyQ8OkpsYeS8XGcSORs98h7o+OfS6q7JqYih278Tw7F5cocqJAKges7oa3Sy+vuuEEEIUNwmHhBDiDPSlsvy2vR9D0/h6az0VRdj5tFKKxw8+y76xg6ytWskdDbew9eWn+cxl7ei6oqTyEoINt6Ibnlk/djZn8+Nnd2PZir+4axUVpbN/jGKjlMJJJrHGY9ixGFYsWugMenSUdPshsl2d4DiT27vrG/C1tuFra8O3rA2zsnIeSy9EcXMyabLd3WS6u8h2d5EfGCAXiWDHpgmANA1XKIR/5SqM0jJ0n3ci8JmYJpaNydveyfWa2y2dsgshhFjQJBwSQojTFMvl+cWBXvKO4stLa2kqKc4OeF/veYu3et+joaSOr7XeTde2R1jSPIzt+Agv/Ry+smVzduxfvXKAgdEUt13exLqlF1+okW4/RPz9d8mPjk4EQTHs8djMHcsaBt7FS/Atay0EQstaMUpKzm+hhbhAWLEo2a5CCJTp6iTb1UU+Mjh1I03DVVmJf9VqzOoa3NU1mNXVuGtqcFWFpUaPEEKIC5aEQ0IIcRqytsMvDvYznre5o7GKNaHS+S7SWdk5vIenDj5HubuUP2/exPC+n+L35hiL1bLq6q9guucueHhvzwBv7eynubaUB29YOmfHWWiUZRH/6AOif3qFzOGOyfWay4VRXo5n0SKMsonOn8vKcQWPjggWxNPQgO6R2lVCnA5l21jRMfIjI1gjI+RHR7BGR8gPD5Pt7sIeH5+yve4P4FuxEm/TIjyLmvEsWoRZXSMBkBBCiIuShENCCPEpbKX4bXs//aksV4TLuaY2ON9FOivd8T5+tvvXuHQXXwovxu57Eds22HdgBZvuuBvT7Z+zY0fGUvzixf143AZ/fd9qXIY+Z8daKKz4OLHNbxB9/bVCExVNI7BhI8GbbsHb3ILu90szEyFOk1IKOx7HGhvFGhsrhD5jY1NCIGtsbMZOnl2hSgIbNuJpWoR3IghyhSrlf1AIIYSYIOGQEEKcglKK57qG2B9L0Vbu557mcFFeTMSy4/x4xyPk7BwPlFcSTHWQTAXZ+lErV96wgfKKuQuGLNvhx8/uJpOz+au7V1Ezh8daCLI93Yz96RXi772Dsix0r5fgLbcRvOkW3NXV8108IRYkJ5/HGhkmF4lgDQ+RH50IgcZGJwOhGZtf6jquYAW+Za24QpWYlZW4QiHMyqqJ2yF0r+/8npAQQghRZCQcEkKIU3hnMMr7kRi1PjdfWlqLUYTBUM7O8eMd/0k0G+N6n5tWPUsyv5bNb5WzuK2G5Wtr5/T4T23u4MhAnKvX1HLVmrk91vmmlMLJZLDHx8n29hB97U+k9+0FwAxXE7z5Vso2XYPhkwtTcXFTjoOdSJAfHiI/NER+KDJlbkVnqPWjaRhl5bgbmzBDIVwVIVwVFYXwpyKEK1SJKxiU0fmEEEKIcyThkBBCzGDPWILnu4cpNQ2+3lqPtwgvPhzl8MiuR+mK97DW7eLqkkpcZbfzwmND+AMm13+2bU5rQu3sGOHFrV3UVPj46m1tc3acuZIfHSV9cD9WNIodj2OPj2PHx7HicezxGPb4+Em1GfwrVxG8+VYC69aj6Rd+8zlxcVG2jZ2IY4/HseKF/wc7HsdOJnHSKZxUCjt1/DyJk0rhZDLT71DTcFVU4Gttw6yuxqwKY4bDmKEqXKEKXOVBNJd8XRVCCCHmmnzaCiHENHqSGR7rGMClF4asDxbhkPXJXJIn9jzKjtEOFrkM7q/fSEXdnTz56C4cR3HT3Svw+ubuvGKJLD99bg+GrvHX963B6174HznKcch2dZLYvo3k9m2FYeSnoZkmRlkZ7sYmXGVlGKVluIJBSi+/Ak9j03kutRCzQymFNTZKrr+fXH8/+cgg1vjRAGgcezyOnUzM2K/PFJpWGMbd78cMV6P7/Rj+AK6qKtzhMGa4GjMcxlVZJR1ACyGEEAvAwv+mLoQQ59mBWJInOgaxHMVXW+toCBTXkPU5O8+f2v/Aq71bySiHSkPnmyseoCp8GW++dIDYaJr1lzfS2BKaszI4SvHvz+1hPJXnyze30ly7cEd3c7JZRt7fx+Bb75LYvr3QeTSAYeBftZrAmnWY4SqM0rLCaGJlpWgeb1H2PSUEFEbQy0UGyfX3TQZBuYHCpLLZaR+jBwK4yspx19djlJVNhqJGWRlGSSlGIDARAPnR/X50r09qzgkhhBBFRMIhIYSYkLMdXugZ5v1IDEOD+1uqWRmcu6HdZ5vt2LzTvZk/HnmVuJ3Hq8FtoWZuW/ElfN5KDh8cZs+2firDAa68fsmcluWF9zrZc2SM9UsrueWyxjk91plStk1uoJ/0oYMkt28jtXcPKp8HwCgppezqTQTWb8C/ao30FSSKllIKOxYlNzBAbnCA3MAA+aPz4SFwnCnbay4XZm0d7to63HUTU00trvIgRkmJNO0SQgghLnDySS+EEEB3IsMThwcYzuSp8bn5wpJa6vye+S7WaVFKsW3wE5499HuGcilcwKbSSu5c/hDBskIIlEpkeeP5/RiGxi33rsJwzd0v+rsPj/LUmx1UlHr45l0r57WGjbIscv19ZDqPkOnsJNt5hGxPNyqXm9zGXd9A+Kor0FtX4V2yVGo7iKKhHAcrOkZ+eBhreJjcUGQyAMoNDqKyJ/fzY5SU4l28BHdd/bEQqK4es7JKXvtCCCHERUzCISHERc1Wijf6Rnm9bxQFXFMT5NbGSswiuUg6OHqIpw/8js7UKBqwwRfg7qV3URu+dDKUUUrx2vP7yaTzbLplGaFwYM7KMxxN82+/342ha3znc2so9bvn7FgnUpZFtreHTOcRsp2dZDqPkOvpntphtGHgqa/H09yCt3kx/jVrcIerCYdLGRqKn7eyCnG6nEyGbHc3+ZEh8sPDhSBoZLgw6tfoKNj2SY/RTBOzugZ3bS3umlrctXWYNTW4a2oxSoqnNqQQQgghzh8Jh4QQF63hTI7HOwboSWYpd7t4cHENS8v8812s0zKQjPDkvsfYE+sGoM3t5q5F17G08WY0feqoars+7qW7Y5SmxRWsvbRhzsqUy9v86OmdJNJ5vv7Z5SytL5+zYzn5HLmeiSCoq5PMkSNke3umXigbBp6GRrwtLXgWNeNtbsHd2Ihunr/ASogzpSyLdEc7qb17SO3dQ+Zwx7QBkFFWhre5BbOqCrOq0LGzWVWFu7YWV0VIagEJIYQQ4oxIOCSEuOgopdg6FOP57mHyjmJDZSn3LArjcxXHUPWJXIIffPBDko5Fo8vgzrqNrFl8N4br5GBrdDjJu6934PWZ3HjXijlr4qWU4hcv7adrMMF16+u4YcPshVBKKXK9PaQP7CfTNdE0rK9vygWz5nLhaVqEt7l5olZQC+76BhkFSSx4hRHyugph0L49pA8eONbsUdPwtizGt6wVs7pmIgiqwhWqRPcUR7NXIYQQQhQHCYeEEBeVeN7iycODHIil8Bk6n19aw7rQwh1JazqP7/gPko7FDWVh7lv9MG5f1bTbOY7Dq3/Yi2053Kb1nmsAACAASURBVHrvKgIlc3cx+fonvbyza4DFdaX82a1t57w/KzpGcvduUnt2k9q7G3t8fPI+zTTxNrdMhEATNYLq6qXDXFEUrFiMbE832Z5uMu2HSO3bh5NKTt7vrq/Hv2IV/pWr8C1fjuGfu2agQgghhBBHyTdpIcRFYzCd5T/29ZK0bFrL/DywuIZyd3G9De7ofJmPxvuodrm5f/13Mc2Zm8Ht+KCH4cEEy9fUsLht+gBpNhzsifKbPx2k1G/y3c+txTyLGlhOJkPqwL5CGLRnN7m+vsn7jLIySq+8Cv/KlYWOdGvr0IziqOUlLl6FztD7yfZ0FcKg7sJkx8enbOeqrKTkkkvwr1yFf8VKXOXBeSqxEEIIIS5mxXVVJIQQZ2k0m+eR/YVg6M6mKjbVBOd1FK2zkYwf4YnDrwHwlVVfOmUwNB5N88GWI3j9JlffvGzOyhRNZPmXp3ehFPz1fWsIlXlP+7FOPsf4O+8Qf+8d0h3tk83ENLcb/5q1BFatxr9yNe7GxqL7W4mLy/G1gY4GQbn+vpP6CnJVVRFYuhFPY1Nham7GrArL61sIIYQQ807CISHEBS+et/jZ/l7G84Vg6Jraivku0hmzcuP8YfcvGHUcrg6vprVqzYzbKqV486UDWJbD9Xcsx+ubm353LNvhX57ZRSyZ44s3LWNl8+k9r3YqRWzz64z96WXsWAw0DU9zSyEMWrUa79Jl0leQWJAKtYH6yPZ0kxgZJHqgnWxP95Rmj1AIOL3NzXgaF+FpbMTTtAh3QyOGvzg6vBdCCCHExUfCISHEBS1t2Tyyv5fRbJ4b60JFGQw5Tp79B37JO6kEpS4vD6z8wim3P7h7kO7DYzQtCdG6qnrOyvXbVw9yqCfGFSurue3ypk/d3opFGXvlZWKbX8dJp9G9Xipuv4OKW2/DFSy+v4u4OCjHIblrJ9E/vUxq/77pawNtmKgN1FSoEWSGq2W0MCGEEEIUFQmHhBAXrJzt8PODfQykc1xZXc4tDaH5LtIZU0ox0vkH/jjajQ18YfmD+Fy+GbdPp3K8/Wo7LlPnutta56y5yts7+3nt414awgEevmPlKY+TGxxk7KUXGH/nLZRlYZSVUXXHXZTfcKN0tisWLCebZfy9d4i+8jK5gX6AyZHwPI2N1KxdQSoQktpAQgghhLggSDgkhLggWY7iV4f66UpkWB8qDFVfjP16xCPv8sHgJ3RaNmsqV7Cxeu0pt3/ntXYy6TxX37SUsuDMIdK56ByI84uX9uPzuPibB9bicU/fOXTmyBFGX/wjiY8+BKUww9VUfPYOyq7ehG6656RsQpwrKxol+vqrRDe/jpNIgGFQdtUmgrfehndR8+R2ZeFSskPxeSypEEIIIcTskXBICHHBcZTiiY4BDo6nWF7u58HFNehFGAylYwfp63mF19I53LrJF9o+d8qAq/vwKAd2DRKuLWHtZQ1zUqZEOs+PntpJ3nL4zv1rqKk4udZEbijC0GO/IbntEwA8i5oJ3XEXJZdeJk1txIKV6epk7JWXiG99H2wbvaSE0N33ELzhZlxBGUFMCCGEEBc2CYeEEBcUpRTPdkbYOZagpcTLl5fWYejFFwzlM8MMdz7FG+kcaaV4YOntVPpm7pcnn7d586UDaBpc/9nl6HMQwli2w78+s4uR8Qz3XbOY9cuqptzvZLOMvvg8Yy/8EWVZ+FrbCN19L/5Vq4uy1pa48FnxcVJ7dhN7czPp/fsAcNfWEbz1dso+cxW6xzPPJRRCCCGEOD8kHBJCXFBe6hnhg6Fx6vwevt5aj9sovpoqjpVhqOMxOjNJdubyNJbUc0PjplM+5sO3jjAezbDhyibCtaWzXialFD9/YR97O8fY2FrFPZtaptyX+Pgjhh77DdboCEYwSPgLX6L08islFBILipPLkT54gNSe3aT27Cbb3TV5n3/VaipuvR3/6jVSw00IIYQQFx0Jh4QQF4zN/aO8OTBGldfk4bZ6vK7p+8JZyJRyGD7yJJnMMK/kdDQ0vrLi8xj6zOcyNBBn+9ZuSsu9XHZNy5yU6w9vH+HtXQMsrivlW/eunmyml+vvI/KbX5HasxsMg4rP3knl3feie71zUg4hzoRyHLLdXZNhUPrgAZRlAaC5XPhWrCSwanVhtLH6uWmKKYQQQghRDCQcEkJcED4YivFSzwjlpouH2xooMYvz7S3W9xqZeDsfqhKGc4Pc0LiJ5rKZh4l3HIfNL+5HKbj+s22Y5uwHYu/uGuCZtw5TVe7lew+ux2MaOJk0I394lrE/vQK2jX/1Gqq//Ge4a+tm/fhCnAnlOKQP7Gf87bdI7Nxe6FR6gqepCf+q1fhXrcG3rFWajQkhhBBCTCjOqychhDjO9pE4zxyJ4HcZPLy8gQqPOd9FOiuZRCfjkXeIGaW8HY0Q9JRz95LbT/mYnR/2MjSQoG11DU2LQ7Nepn2dY/zs+b34PS7+/qH1lPlNxt97h6EnHseORXFVVVH9xa8Q2LBRmpCJeZUfGWb87bcYf+dt8sNDALgqKii5+hr8q1fjX7EKV3n5PJdSCCGEEGJhknBICFHUdo0meKJjALeh83BbPdW+4hwi3XHyjHb9AaUUr2R1LGXzUNt9+FwzN88aj6bZuuUwXp+Lq29eOutl6htO8qOndgLw3XuWE9jzIV2vv0q2uwvNNKm8934qPnsnurs4n3NR/JxcjsTHHzL+9luk9u0FpdA8Hsquvoaya67F19omoaUQQgghxGmQcEgIUbT2R5M81tGPS9d4uK2ehkDx9nMzPvAmVnaUQ55FtA/uZW3VKtZXrZ5xe6UUb758ECvvcN3tbfj8sxvQxJI5fvjEdtzxUf6qahjz/3uCwVQKdJ3Sy6+g6oGHMMPhWT2mEKdDKUXmcAfjb28hvvV9nHQaAF9rG2WbrqX0ssulzyshhBBCiDMk4ZAQoigdiqX41aF+dE3j6631LCrxzXeRzlou1c/44DukjVJeHDmC23Dzxbb7T1nj4eCeCN0dozS2VNC2umZWy5PJ5nniJ7/nxsOfsDTVC12glZURuvseyq+7ETM0+83XhPg0ynFIfPIxo889S7a7Gyg0GwveeDNlm67BXVM7zyUUQgghhCheEg4JIYrO4XiaRw/1oYCvLatjSZl/vot01pSyGen6A0o5vGZ5SFlpHmq7jwpvcMbHjA0n2fLyQVwunes/O3vNZuxEguiWN+l+/iWuS8cA8C5rJXjjzZReehmaSz4yxPmnlCK57RNGfv9MYeh5TaPkssspv+Y6/KtWy7DzQgghhBCzQL7pCyGKSlcizc8P9GIrxZ8tq6O1PDDfRTon44Pvkk8P0OFuZFdkP63BJVzXcNWM26cSWf74+A5yWYub7l5BWfDca0xlDncQfeN14lvfQ+XzmJrBkbrVbPqLhwi0tJzz/oU4G0opkju2F0KhziOgaZReeRWV99wro+IJIYQQQswyCYeEEEWjN5nhPw/0kXcUX1pay8pgyXwX6ZzkM8PEBjaT1n08P9qFWzf5sxUPoWvT14TI5yye/91O4uNZrri2heVrzr4ZjZPNEt/6HtE3Xi9ceAP5shBvli1haPE6/u9vXIXfW5yjvonippQitXsnw888TfbI4UIodMWVhO6+D099/XwXTwghhBDigiThkBCiKAyksjxyoJes7fDQkhrWhkrnu0jnRClVGJ3MsXhNBUlZQzzUeh9hf+W02zuOwyvP7mVoIMGKdbVccnXzWR03199HdPPrjL/9VqEjX00jsPESRlov5f98nKE04OH/+dKlEgyJ804pRWrPbkaefZpMRzsAJZdeRuW99+NpaJzn0gkhhBBCXNgkHBJCLHhD6Rw/3d9LynJ4oKWaDZVl812kc5YY/pBsspt2s4ZdQx0sCy7musbpm5MppXjrlUN0to/QtLiC624/s36GlGWR2PYx0TdeJ71vLwBGeTmhm2+l/Lrr6Uy5+JfffoLpMvi7B9dRNQtN1YSYiVIKOxYjFxkkHxkkH4mQGxwg19dHrr8PgJKNlxZCoaameS6tEEIIIcTFQcIhIcSCNprJ89P9vSQtm3sWhbksXD7fRTpnVi5GtO9V0pqbF8f6MXWTr674wozNybZt7Wb3J31UhgPcdv9qDOP0OuDNDUUYf2sLsbe2YMeiAPhWrCR4w42UbLgEzeWidyjB//ndx1i24m8/v5bFdcUfvImFwcnnyPX2ke3pJjfQT34oQj4ySC4SQWWzJ22vud0ENmyk8t778S46u5pxQgghhBDi7Eg4JIRYkByl2DOW4PnuYcbzFnc0VXFVzcwjeBULpRSj3X/EsbO8pkIkrVEebL13xuZkh/ZGeO/1DgKlbu58aC1uz6nftp18jsTHHxHb8uZkLSHd5yN4y60Er78Rd92xPltGYhl+8Ph2khmLv7hrJeuXVc3eiYqLhlIKKxol291Frqeb7MSUGxgAx5myrebx4K6uxqyuwayuKSzX1OKursYoD87ayHtCCCGEEOLMSDgkhFhQbKXYMRLnjf4xhjI5NOC2hkqura2Y76LNitTYTjLjh2g3Ktk10sXS8sVc33j1tNv2d0d57bm9mG6DOx9cR0mZd8b9Zro6iW15k/j77+KkUgD42pZTfu11lFxyGbrHM2X7eCrHDx7fxlg8y0M3LmXTWhn9SXw6ZVnk+vvJdHWS7e6aDIKcRGLKdrrPh2/pMtyNjXgam3DX1eOursEoL5cASAghhBBiAZJwSAixIFiOw8fDcd4cGGM0m0fX4NKqMq6vq6DK657v4s0KO59krOclUhi8GBsqNCdbOf3oZGMjKV54cheOo7jjwdVU1Zw8MpudShJ//z1iW94k29UJFPoSqrjjLsqvuRZ3zfSjmWVzNv/ndzvoH0lx+xVN3HGlNOERJ3MyGbLd3WS6O8l2dZHt6iTX14uyrGMbaRpmuBr/8hV4GpsmJ1dVlYRAQgghhBBFZNpw6L/9t//GG2+8QWVlJc899xwA0WiUf/iHf6C3t5eGhgZ++MMfUl5ejlKKf/qnf2Lz5s14vV7+9//+36xevRqAp59+mn/9138F4Nvf/jaf+9znztNpCSGKRc52+GAoxpaBKON5C5emcWV1OdfVVlDhubBGzBrreRHbSvG6EyRp9fJg671U+09uypVK5nj+iR1kMxY33LGcpsWhKfc72SzDTz5ObMubqHwedJ3Aho2UX3MdgbXr0AxjxjJYtsM/P7OTjr5xrlpdy0M3Lpv18xTFxU4lyQ0MkB8cKHQM3d9PtqebfCQCSk1up7lcuBub8C5ahKdpEZ5FzXgaGtG9M9doE0IIIUTxU0qhFNiOwnEUtqNQFNY5E/ep4+YnrnOUwjlhmymP5dj3jdFUnrFoah7P9mSmodNUXXLB//A1bTj0wAMP8NWvfpX/+l//6+S6n/zkJ1x11VV861vf4ic/+Qk/+clP+Md//EfefPNNjhw5wssvv8z27dv5n//zf/LEE08QjUb50Y9+xJNPPommaTzwwAPcdNNNlJcXf2eyQohzl7Ft3o/EeGsgStKyMXWNa2qCXFNbQZn7wqvUmIruJxXdzSG9nF3R3hmbk+XzNi88uZPxaIZLr25m5fqpzb2yPd30/9u/kuvvwwxXU37d9ZRdtQlX8NP7Y3KU4mfP72VXxyjrllby8J0r0C/wDzlRoJQiHxkk29t7LASaCITsePyk7XV/AN/yFXiPhkCLFuGurTtl8CiEEEKcLUcpbNvBshXWlLmDbRfCiMI2CttxCgGFOhZUTM5nCh+mBBdzU37Hmb48UwIVdXoHdxQT537subCdk5+bE7r2O4Xpn4/jwxmlmFr+E87pYvdX96ziqtXT18q/UEx7BXb55ZfT09MzZd2rr77Ko48+CsD999/P1772Nf7xH/+RV199lfvvvx9N09iwYQPj4+NEIhG2bt3Kpk2bCE5csGzatIktW7Zw9913z/EpCSEWur5khp8dKAxN7zV0bqwLcXVNkIB54Vx4KqXIpwdIj7eTibeTTXaTVBovxccmmpM9eFJzsnzO5pVn9xDpi9O2uobLr22Zsr/Ym28w9Ntfo/J5grfcStXnv4Bunl7tKqUUj792iPd2D7K0voxv37cG12mOeiaKk7Is0gcPkNj+Ccnt28gPDU3dQNcxq8J4WxZj1tbhrqnBXVuHWVOLKyidQwshRLFTSmHZipxlo0XTDIymyOVtcnmHrGWTy9tk8zb5fCF4OFWoUZg75C2n8Ph84fE5y5nYj0NuYp+5vDOlJsjM5SuEEZZdOJ44fS5DwzB0jDP4rNZ1DU0DTSvM9Ym5hoauaYX7XYXtDF3H0LWJ5WnmJ+5jhtsaGrp+9PbENhzbZvK+48rp97tJpXKz/6SdA9Ols7ol9OkbFrnT/nl+ZGSE6upqAMLhMCMjIwAMDg5SW3ssQautrWVwcPCk9TU1NQwODs5WuYUQRSqZt/nloX7SlsMtDSGurg7idV0YoZCdT5CJd0wEQh04VnLyPrevjhdSOZJWJ59vvYdqf3jKY+OxDC8+tYvhwQSNLRXccOfyyYtzO5Vk8OePkPjoQ/RAgLr/6zuUbNh4RmV74f0uXv6gm7pKP3/30Ho87gvjORdT2YkEyZ3bSWzfRmr3Lpx0GgDd66Xk0svwLl6Cu6YWd20tZrgazXXh1dITQhSfo6HD5GQfW7aP1pJwJmpMWIVl+7gaJs5p1mo4WmtksubJDCHIibU/Pj00OeH+iVoeR7dVs1zrQsHU2jDM0GTHOZ2I5twZuobHNHCbOm7ToMRnnnbNZGMi5HDpGi5Dx2XoGMbEsj5xnzE1rNB1DdcJgYU+EVgYMwUgx90GZv0HEO3ouRwtl6ZNhizHl/N0D6tpGubE83D0OXDp+uQx5vIHHEc55Ow8eSdPzs6ROzq385PLlmN9+o44WiNJnTR3pl3v4KAIBNyYicyx5mk4p/HYE9af7it/4hi2snGUg6Mc7Im5o+zJZUMzSKi7KOMirDn0aY4mf3OhosKP6wK5ULxQhcOl810EUUSOf73YjuLRDw4RzVnc11bH3cuKf4SsZKybscEdjI8cIB3vm1zvcpdSUX8pZZXLKa1s5cPB/ex45z9YUbWUhzZ+dkqtoa7Dozz96MckEzk2XrmIOx9Yi+Eq3B/ff4D9/+8PyEaGKFu1krb/8g94qqYf9n4mf9raye/eaKeq3Ms/ffsawhW+2Tn5C0yxvrelenoZ3foBYx98yPi+/ZPDx3uqqwnddCOhKy6jbPWq065lJk5fsb5mxNxQSpGzHJLpPIlUjmTaImfZhQDDKoQY+cnlQvBxrGnIsYv745t9nLj+9AoyER4c18Rmyj6P7wPkaJmOK6NlO1PKebR8s8l2FLm8Q94q1DyZ7f2fT8Y0NSt0XcMwNHQDXC59IpyY3eNO1syYNgg5VhujENjomC4d09QKk0vHPbHscum4DNB00HQF2kQ7Jc0BJm5rCqUpwMHlAtOl4TI1XC4Nl1EIRWbP0XZS9uQapcBWNpZjYznWSfPcccuO4xwLCZTCORosHB8eKOe4/wU1Ea4dtx6FM7E829SUss1cTmb52IVAcebn4+iy7djkTzP4uZiYugvlzV3wn/unHQ5VVlYSiUSorq4mEokQChWqVdXU1DAwMDC53cDAADU1NdTU1LB169bJ9YODg1xxxRWfepyxsYXV+ZSYKhwuZWjo5P4phJjOia+XF7qH2DsSZ2UwwOVlgaJ/LcWHtjLW82LhhmbgKVmMr2wp3rKlmN5qNE3DBnqGE/z7B7/B1E2+uOwBRoaP1Sjat6OfzS8eQCnFNbcsY82lDYyOJVGOw9hLLzL8zJPgOITuuY/Ku+9lXBlwBs/btoPD/OipnQS8Lv7uofVgWUX/vM+FYntvU5ZF4uOPiL7+KumDBworNQ3vkqWUrN9AYP0G3P8/e/cZJcd533v+21UdqnOanAdpBpkgQIIgSII5R5EKtpIl29K9krXXq73v9px96bN7ju1re6/32se+upJMS5YYxJwDmAASBAEiD9IkTJ7Osaor7YseDAACIIHBAIMBns85dZ7qVPXMYNDT9Zvn+T9NzTgcDnQgmVEBdS67fMWZbz8zVxrbttF0E61ioh5vpzZNN1ErBtrUvqab53SddXLdjWowc9IIDE4NbDTdpKgalFSDkmZQVnVKmoFhzt+Q4zh5KthwStL01JXZrk8nSRDyuXA6PdXQQp4KL6Y2t1PCJcvIcjXIkKXj7dQIipNHl8gSkgPAgY2FZlZQDQ3VVE9tDZWKVan+GztMwJoOPGwsLIeJjQVYWJiYmFgY1REFGJgYmPbxVsfAwLKtU0IfixPRxmXNnNrEr4VTOKgOgJCmWgcXIdUDJKTTznOmdvbP68DpcOKQHDi+0IfpvjgkPJIbt+zCJbtxSy7c060Lt+TGJbtwSk7OtYeSQzrtazv5fFPfaRyO6ntNJOwjl1NPeY3kOKnPZ/yeSdP3w+lT1b6qf5JDRj6lrW4n7zscjivi9/6XBVznHA7dfvvtPPfcc/zoRz/iueee44477pi+/8knn+SBBx5g165dBINB6urquOmmm/jbv/1bstksAB9++CE///nPL/BLEQRhvtqVzPPBWIYaxcXXF9TP60LItm2TGX6D/OQnSE4/sdYHUIILkGT3GZ///JFXKOhFHl14//R0Msuy2PpuL7s/HcKjOLn70WW0TM1lNrJZxn7xL5T27UUOR2j88x/j61563v3sGUjzP57fi1N28F++vprmGv/Mv2jhsmBk0mTe20z2/c2YU79ffcuWE1y/Af+qVTiDoTnuoSCcP92wSOVVUlmVRE4lndcoa8bUZlKuGKhT7fH71Iox239YnxGn7MCnuPApLmoiXnyKE5/HiU9x4fXIeFzyadNjnHI17DgecMhTU0UkTh4N4jhlOowkwRcvdaJR31n/qHqutUDkM/Tncvn9XDEr5CtFSkaJol6iqOen9stk9SIlvUzRKFFUjz9epKiXzm06if2F9gskh4TTISNLTpySjCzJuB0ysuTBKfmQHXL1fkd1O9OFpCzJ0/ddrJDhXBy/CPd5PaiqftLFuXTqxfoX+++QT7qvesHsOOni+1KTp77fzunW+YXbU/8eknz2IILjYcRUEHGRwxhhZmprg0y65n8IMx+dMRz6+c9/zrZt20in09xyyy387Gc/40c/+hF/+Zd/ydNPP01TUxN/93d/B8CmTZt47733uOuuu/B6vfzVX/0VAJFIhJ/85Cc88cQTAPz0pz+dLk4tCMLVZbSk8Wz/OB5J4juLmlDm8YpHlqWT7P8D5WwPTqWGugV/jNNz9ve2I5k+tox+SpO/gdtbbwZAU3XefH4/x/rSROM+7n18BZGYD4DSgf2M/ss/YeZy+Feuov6HfzajC/6+0Rx//8xuLMvmf3tiFYuaxUqR85Vt25QPHyLzzlsUdu4A00TyeonceReRW+/A3XBlz38X5ofpQrVGdTrSmWrHqBWzGgLlVJI5jWS2up8tfnXhUcnhwOuR8XqcxEPK9L7irgYwHrc8va+4nVNtdXO75HMOPM4UppwpZPG4ZfyKE9cclkKorQ0y6bk8fp8en4pyvG7Hmet3nLhfMyrk9QL5ykmbfup+xTy3grQOHPhcXgKuAPW+WgIuPwG3H7/LX92fuh1w+fE6lZPCnC8fIXClEaMdBUH4Kg77YkymvADiTevyJn6xCOejtjbIwGiG/2//MVKazncWNbIsGpjrbs2YqReZ7P0PKqVhPIF2aju/geQ8e/0ewzL4vz/9e8aKE/x87U9YEG4nnSzx6jN7yKbKtC2McedDy/Ao1Zw+t/Ujxv7X/wSHg9rHv07kzrtxSOe/othwosj/8+87KKo6/+mRFVzXXTfjr/lqcTm+t1mqSu7jLWTefYfKcHUFUXdzC5Hb7yC0fgOSosxxD69ul+PPzJexbRvdsKanWZXU6iick6dGlaamRpWm7lMrxlQ9GvusyymbU/VpZvJp0ik7iAUVYiEP8bBCPFTdoiEPfsWF1+PE666GQC7nlXnBfiG++DNoWuZUsdhqwVjN1FBNDW1qf7o1TuzrlnFacHN6oGNhWga6ZWBYBrqlT+9XLL1a58WenclUskMm6A5UN1dgKuDx4Xf58Ll8+J3eanv8PqcPxek5bfVP4XTz7T1LuHqJn9WLa1amlQmCIJwvy7b53dExUprObU2xeR0M6WqSyaO/waik8UVXEm97CIf05W+h7wx+wGhxnJua1rMg3M5gb4o3n99HRTO5Zn0r6zctQKoWSiD9xutM/v63SD4fzT/73/EuXjyjfk5myvzNf+ykUNb5k/u6RTA0DxmZNOm33iT73rvV1cZkmeB11xO+7Q68i5eIC+SrmKab5IsVciWdXLFCrlQhX6qQK+rkSxUKZf20JaVP7M/s4v1M9WecsgPF7Zqq91KdFnVyvZjjNWTcThmXU8I5dZ/HKREJngiCQn73ZTOF6VLQLYOSfnwKVGl6ilTJKFExK5iWiWGbJ7XGKbeNqYBGn1o9yMSgXNGoWDq6WcGwza/uxAw5cOCUnLgkJy7JhUtyoriVqdtOnJIL99Q0H0k6fUTOqVOvZFySk6A7eCIImgqDvE5FvMcJgiDMEREOCYJw0Tx/aITDuRJdYR93NMXmujszphYGSfT+DsssE2q4mXDDrV/54TVRTvFK/1sEXQEeWXgfu7cPseXtI0iSgzse7GbJiupUINu2Sf7hGVKvvIQcjtDy8/+Kp7llRv3MFDT++j92kilU+Obti7hlddOMjiPMDW14mPTrr5L7ZCuYJnIoRPyuewjfcitOMS37iqFWDJLZ6rSqXLFSLZysTxVSniqufHxfqxioU6N88iUdTf/qi//q6kQynqklpUN+N25ndd/tkvA4q9OsfIoT/1R9HK/ixOdxnVQvp/qY4nZOB9hXOsu2yFXyaFNLNOuWjm5WR8hUR8mcvH/q6JnpffPEvj41oqZklKdr45zrNKmv4nTIuGQ3iqtaNDbg9uOWqsVjPbILudz3mQAAIABJREFUl+TCI3vwyO4TrdNz+n2yB5ckf2F61dU11UoQBEE4QYRDgiBcFHtTeV45Ok7c4+IbCxrm7V+Hi+l9JAeeA9sm1vYQgfiar3yNbdv87tAf0C2dP+5+nL69aT566wg+v5t7H19BfVO1hpBtWUw8+Suy77+Hq66elp//V1w1tTPqZ6Gs8ze/+5zJjMpDN3Zwz/VtMzqOcGkdryeUfu0Virt3AeBqaCB2930EN2xAcp25yLlw+bFtG7ViUizrZIsVkjmVZE4lldVO7OdUiuq5LxHsADxT06rqY15CPjdBn5uw303Q75q+HZraD3hdYvrVWdi2Ta6SJ6mmSZVTJNQ0KTVFspwmqaZIq5mLMvJGkRX8Li/1vlr8ztOnRx3fd8vukwrsOr9QZPf4bQmX5EKWqnWGxNQLQRAEYTaJcEgQhFk3XtZ4um8cjyzx7UWNeOewYOdM2bZNfmILmZG3cUhuahZ8HW9o4Tm9dufkHvYnD9IdXUws3cKbr+9H8bl45NvXTBeetvQKY//yzxR2fIanrZ3mv/w/cIZmttJUWTP4b7/fxfBkkTvWtvDozZ0zOo5w6diWRWHnZ6RfexW1rxcAZdFiYvfch3/1NTOqNSVcPJZts78/Rd9IjqJqUCjr6JZNOqtSVHUKZZ1i2cD6ksI7HpdMPKzQ2RSiJqQQCymEA2687qmiytPFlGU8bifK1EgfEfScWdkoM1FKUJqallUyVMpGmbKhUtJL1dYoT43cKZHRsujWmYO5gMtPc7CJmBLF51RwTk2bOj5d6uSpVNX7nLhk10mPn+n5zunVqgRBEARhPhDhkCAIs0o1TJ48PErFsvnxmg4anPPvbcYyVNIjb1JM7kR2hahd+Ee4vfXn9NqyofL0oRdwSk5uDdzO288dwOWWefAbq6aDIbNcZuQf/4FyzwG8Xd00/cV/QfaevbD1l9ENk//+7B76RnPcuKKBP7pzsbiYvIzZhkH2w/dJv/E6+sQ4OBz411xL7J778C6aWZ0p4eIpqjof7h7l3Z3DTKTLpz0uORz4vU4CXhf1UR9+xYnf6yLoc1WLK0/V1omFFPyKU/zfPE+2bZPRsoyXJhkrTjBemphus5VzGzEjO2R8Ti+N/npiSoy4N0pciRFXosS9MWJKFI8sRugJgiAIwvy7ahME4bJl2Ta/7x0nqenc0hBlXWN0Xg15ty2DfGI7ubEPsMwyLm8DtQu+hdN97iN6Xup9nWwlx621t/DJiyMA3Pu1FdQ2VFcGMHI5hv/ub9AGBwisWUvDj34846lDpmXxT8/v48BAmjWLa/jB/d3zdvre1aB0sIeJf/81lZERHE4n4Vs2Eb37XtwNjXPdNeELBsfzvLNjiI/3jVMxLFxOiZtWNrKuu5aQ301AcdHeGqWQK4vAZ5YU9RJD+RGOFYYZLoxOh0DaGer0xJQoy2Jd1PlqCLqD+JwKXqcXr1PB5/LidXrxOautSxKhnCAIgiCcCxEOCYIwa14fStCTLbIo5OPulvhcd+ec2bZNKb2XzOi7mJUMDtlDpOkOArXXI0mucz7OYG6I94a2UOOJk38vhF4xufvRZbR0RAHQE5MM/be/Rh8fJ3TTLdR/9/s45JlNubNsm1+83MPOwwmWtkf5T48sRxZTkS5LRjbL5FP/Qf7jreBwEN50G/GHH8EZFkWmLyeGabG9Z4J3dgxzZDgLQE1Y4bZrm7l5VRMB76nvBT7FRTGvzkVX5zXbtklrGY7lRxjKDzNUGOVYfpi0ljnleU6HTJ2vlnpfLQ3+Oup9dTT466jz1YqRPoIgCIJwEYhwSBCEWbFlPMMHYxlqFRffWjh/ClCr+T7Sw2+hl0fBIROsXU+o4WZkp++8jmPZFr89+Aw2NvVHlqEVLG6+ezELp5aS14aHGPpvf42ZyRC97wFqvvbEBf01+z/ePszWfWMsaArxs8dX4pqHdZ2udLZlkd38Dok/PINVLuNp76D+O99D6Vww110Tpli2zXiqxNZ947y/a4RcsTpKZcWCGHdc28LKBfGrZrWuiyVfKdCfG6Q3O0B/7hjD+RGKRumU5wTdAZbFumgJNtESaKIl0EiNNz5deFkQBEEQhItPhEOCIFywvak8Lw9OEnTJ/MmSZnzzIKiolMfJjLyNmjsCgC+6gkjjbTg90Rkd772hLQzmh6kvtOMYDbJ2Yzsrrm3GLJdJv/YK6Tdfx65UqP3Gt4jefe8F9f2DXSO8tX2I5ho/f/n11Shu8VZ+uSn39jLx5K/QBgeQvF7qvv1dwptuE4Wm55Bt2ySzKn1jefpHc/SN5hgYz1PWqitU+TxO7r6ulduubaY+en7hsFBlWibDxVH6soP0ZQfoyw2SKCdPeU6tN86S2CJaAk20BptoCTQT9gTnqMeCIAiCIBwnrigEQbggA/kyv+8dxyU5+P7iJqKec5+GNZsss4JtnV6b4vTnqeTGP6KYqi4b7gl0EG2+E7evacbnzmhZXux9HaflJnpoEcuuaWTdDS2k336T1IsvYBbyyJEIdT/8M4Lrrp/xeQB6R3L82xsH8StOfvbEqtOmughzyywWSTz7NNn3N4NtE9xwI7VPfBNnODzXXbuqaLpJtqAxkijRN5qjbyxH/2ieQlk/5XkNMR+rFwVZ2hbl+mX1eFyXf7B9ObBtm7xeYLKUZLKcYKw4QV9ugIHcELp14nvsdXpZFuuiM9xGZ7id9mArPtfMiu8LgiAIgnBxiXBIEIQZmyhX+PXhESxsvrOoiSa/csn7YNs2hcR2MsNvYttnXqb4TFxKHZHmO1GCCy+4WOlTh15AMzWaBlawZEET18QyDPxf/yf65ASSohB/7HGid96N5PFc0HmyxQr/+Ic9mJbNjx9ZTl1EXGRdLiy9Qn7bJySe/j1mPo+7qYm6b38PX1f3XHftimHbNoWyTqZQIVvQqm1RI1uokC1ObQWNbLGCWjFPe31NWKG7LUJnY4iOxhDt9UF8ivgYdDbHA6CJUoLJcpLJUoLJcmKqTaKa2inPd+Cg0V9PZ7i9uoXaqPPViKXcBUEQBGGeEJ+KBEGYkbxu8MtDw5RNi8c761kS9l/yPphGmdTgC5SzB5FkL95g1zm9Tgktwh9biWMWLlr2Jg7w+eQefPko16lRuvY/y/grfSDLRG6/k9hDD+MMnvtqZ2djmBb/47m9pPMaj29awIrO+VPw+0pkWxZqfz/lnv2UDhygfOQQtq7jcLupefwbRO+6G4dT/Io9V7Ztk8iqJDJlMoUKmYJGOq+RmQqBqq2GYdpnPYYDCPrd1Ea8hP1uwlP7HY0hOhqDhHyiiPHJbNumaJRIldMk1BQpNU2ynCKppkmqaVLlFBVLP+11LslJrbeGWl8Ntd44dVP7bcFmFOel/wOBIAiCIAizQ3xyFQThvGmmxa8OjZCpGNzZHGNtzYWHH+fdh8Igif4/YOpZPIF24u2PndeS87OhWCnx691PE0ubPPBJgVjqGTQgsO56ah57HHd9/ayd6/fvHuHQsQzrumq5/4b2WTuucG5s26YyOkLpwH5KB/ZTPtiDVS5PP+5uacW3dBnRO+/GFRfB3ZexbJvJdJmB8Tz9Y3kGxvIMjucpqmce+Sc5HIQDbtrqg0QCHiIBN+GAh4jfTTjgJuz3EA64CfpcYsU+qj+rqqmRq+TJaflqe3zT8mQrObJajpSaPm30z3E+p5d6Xy0xb6wa/njj02FQ2BMSo4EEQRAE4QokwiFBEM6Ladn85sgoIyWN62pD3NYYu6Tnt22L3PhHZEc3AxBu2ESo4eZZGQV0Pgzd5J9f/Sdu2D/M8qMqDsC7pIuaJ76Jd8Hsrka1Ze/odAHqHz6w9IKnwQlfzdIraIODqAP9qEePUOrpwcyeWGrbVVtL8Lrr8XUvw9u9FGfo0geklyPbttENi4phUdFNtKltLFmifyoEOrkI9HF1US/LO2PUR31Egx4iQQ/RqSAo6HOLFcNOopkV0mqalJohpaZJqxlSWnU/o2bJVfJnHPFzMkVWiHtjxJQoNUqMmDdKXIkSV6r3ibpAgiAIgnD1EeGQIAjnzLZtnhuY4HCuRFfYx8PtdZc0qDD1Aon+P6AV+pBdQeLtj6EEOy7Z+Y/LjyXY8q//wL2DgzgtkOsbqP/Gt/CvWj3r34+BsTy/eu0gXo+Tv/jaSrEy2UVgGwaF3l4yO/eh9feh9vWhjQyDeSLAkEMhgutvwNe9FN/SZbhqauewxxeHZdsUyzqFsk5RNSipBiVNp6wa1dva8fsMyqpOSTNQKyYV3aJiTLW6ydknflWnfjXEfaxeGKS9IUh7fZA2UfvnjCzbYig/wv7UIQZyx6qBkJahqJfO+HwHDkLuAA3+OkLu4InNE/rC7SAeWUyxEwRBEAThVOLTmCAI5+ztkRSfJXI0+zx8a2Ej8iUMhsq5IyQHnscyiiihxcTbH0F2Xtrlps1ikeFnn6fwwdt0WiY5v0zjo9+kadOdF2WJ8nypwn9/dg+GYfGTR1dQHxPLa88G27IoH+yhsHMHan8v2uAgtnFiSpPD5UJp70Dp6ETp7ETp6MTV0DhvR2xpFZOxVInRVJFcoUK+rJMvVUOgQunE7aKqY39ZsvMFTllCcct4XBIBrwt3SMbjlHC75KlNwu2stjVhLx0NQVrrAng94qPH2WS1HAdShziQOkRP6jAFvTj9mEtyEVOitAVbiCkRop4oMSVS3VeiRD1hZEmstiYIgiAIwsyIT2iCIJyTTyezvDOSIuZx8b0lTXjkSzONy7ZNMiPvkp/YAg6JSPM9BGuvv6QX6pamkXn7TRIvvwxaGU2R+GBFkNse/xnNtUsuyjlNy+Kfnt9HMqfy6M2drF5Uc1HOczWpjI+R2/IRua1bMFLJ6p2yjKe5hcjSJdj1zSgdnXiamuddMWnbtsmVdEYTRUZTpRNtskgqd+a6MlAdyeP3ugj6XDTFfQR8bgJeJ36vC5/HiU853jpPtIoLn0fG5RRBxIXSLYOjmb7pQGi4MDr9WNgd4obGdSyLLWFRZCEhd2DeBpSCIAiCIFz+5tenX0EQLhnDshgqavTny/TlyxzNlfA5Jf5kSRNB18V/67AsnXLmIPnJj6mURnB6YtR0fA23r+min3u6D7pO9r3NpF5+ETOfoyJ5+HxpHZ+utHmw6wGWXKRgCOCZzb0cGEhzzaIaHryx46Kd50pnlorkP91GbstHqEePACApCqGbbiZ0w40oCxYiud3U1gaZnMzPcW+/mmlZJLIqo4nqSKCT25J2ekHnaNDD0vYoTXE/DfFqPZ/AVBgU8LrwKy5Rz2cOjBTGeHNwMzsn9qBP1QdySk66o4tZGl/CslgXjf56EQYJgiAIgnDJiHBIEAQAdMtisKDSly/Tny8zWFAxTppjUu9187WOemqUi1erwrYt1HwvxdQeytke7KmLJl90JbHW+5Fkz0U79yn9sCxyWz4i+cIfMFIpLNlFf3Q1u9f4GGg4yqqaFdzZtuminX/bgXFe2zZIQ8zHnz24DElcIJ4X2zQp7d9H9qMPKX6+ozplzOHAt2w5oRs3ElizFslzaX6WZsqybIYmC4wkiowmqyOARlMlxlOl05ZzlyUHdVEv3e1RGuO+qc1PQ8wnpnBdZvqyg7wx8C67E/sAqPXGWVGzlKWxLhZHOnGLWkCCIAiCIMwR8alREK4yhmWRrRhkpraEWqE/X2aoqGGeFAY1eN10Br10BL10Br0ELtJoIdu2qZRGKKb3UErvwzKqNTZkdwR/dAX+2EpcyqUr/qsdG2T8yV9XR5k4XUw0XkOP0g3dJgPR94grMb679BsX7S/6xyYK/OKVA3jcMn/xtZWiUO85si2L8uFDFD7bTv6zTzGzWQDcDY2EbtxI8IYbccUu7cp658OybYYmCvQMpOkZzHDwWIbyF0YCKW6Z1roADTE/TTXVAKgx7qM24sV5iaZ5CufPtm0Opo/w+sC7HEpXR691hNq4u/02VtYsFcvCC4IgCIJwWRBXHYJwBcrrBkNFlbRmkK3oU61BpqKT183Tnu8Amnye6TCoI+jFd5HriehaimJqN6X0XgwtBYDk9BGoWYc/uhK3v+XS1hVSVZIvPEf6rTfAsnAuv4at5lJyhof2NUHe9b6A03Ly5yu/e1GWedZ0k3d3DPPKxwNUdIufPraSphr/rJ/nSmIbBqWDPRQ+205h5w7MfA4Aye8nfNvthDbchNLZeVlOzbFsm+HJIj2DaXoG0hw6lqGongiD6iJe1nbV0l4fpCHuoynuJxJwX5Zfi3Bmlm2xJ7Gf1/vfZSB/DIDu6GLu6biNxZGF4t9SEARBEITLigiHBOEKUDLM6bpAvfkyE+XKac+RHRB2u+gMuom4nUQ8LiJuJ1G3ixa/B+USFZe1bZPs6GZy4x8B4JBc+KIr8EdXoIQW4nBc2iK3tm1T/HwHE7/5d4x0CmdNLdk1d7NtwI1t29x4VyevWc9Typf54+7HaQ02z+r5K7rJ5p3VUChX0vF6ZL5z9xLWdl15S6XPBkuvUNq3j8KO7RQ+/xyrNDXSLBgivOlWAteuw9fVfdkVlDZMi8HxAkeGsxweynBwMEOhrE8/Hg8pXLO4hu62KN1tUeJhZQ57K1yIiqmzc2I3bwxuZqw4DsDq2hXc034b7aHWOe6dIAiCIAjCmV1en54FQTgnqmnSn1fpnQqDRksaxyeEuSQHi0I+OoJeajwuIh4nEbeLgEue89o1hpYm0f8sldIwTneUcOMmvOFupDmqs6EnE0z85kmKuz4HWcZ3x31sUzsY7yvjD7q586GlfFB+l8HhIdY3rOXGxutn79yGyebPR3hl6wDZYgXFLfPgjR3cc30rfsU1a+eZ72zbRp+cpHz4IKV9eynu3oWlqgA4o1FCN2wgsHYd3sVLcEiXz/ScQlnn6HCWI8NZjgxl6RvNUTGs6cejQQ8bljfQ3R5haVuUmsjsj0YTZl/FrJDWsmTULPsLGoOJsenbaS1DRstS1EsASA6J9Q1ruav9Vhr99XPcc0EQBEEQhC8nwiFBmAdUw6S/oE6vHDZcVDl+mSk7HHQEvSwIelkY8tHiV3BehqsPFdN7SQ2+jG1pl7zA9BfZhkH6zTdIvvgcdqWCt6ub3Np7eXVnDkMvs3h5HTfftZjdmb28f2QrTf4GvtX12KxMA9ENiw92j/Dy1gHSeQ2PS+aBDe3cc30bAa8IhWzLQhs6RvnwoantMGY2M/24q6Z2eoSQ0rngsgiEdMNkJFFicCI/FQjlGEkUpx93AM21fha1RFjUHGJRS4TasCKmFV2GLNsiq+VIlFMkykkS6lQ7dbugF8/6WrfsJuqJ0BpopjnQyKaWG4l7L986V4IgCIIgCCcT4ZAgXIZKhjkdBPV9YWSQ5IAWv8KCUDUMagsouC6DC+SzscwK6aHXKKY+xyG5iLc/ij+2as76Uz58mPF/+yWVkWHkYJDQN77NpxMRBralcXuc3PVIN4uW1jFaHOc3B59BkT382crvXvAqQoZp8eHuUV7a2k8qp+F2Sdy3vo171rcR8l29KxRZuo7a1zsdBqlHj2CVy9OPy+EwgXXX4V28BN+Sbtwtl7YW1Sl9tWwmMmWGJwsMTRan2/F0iZNqueNxySxtj7KoOcziljALmkL4xGiwSyqr5elJHSKlZrBsE8u2MG0La2qr7p+4v6AXSZRTJNUUhmWcdjzJIRFXorQEmogo4WoIVFOPU/cQ9USIeMJ4nSLwEwRBEARh/hLhkCBcBizb5mC2yOFsif58mbGTagbJDgftAYXOoI/OoJe2gIJ7nqxMVMoNM3bw3zC0JC5vIzUdX8OlxOekL7Ztk379VRLPPAVAeNOtFFffxkvvDqGW07R0RLntgW4CQQ8VU+df9/wbFbPCn674DvW+mdf/KWsGH+wa4Y3tx0jlNFxOiXuub+W+9e2E/FdfKGQbBmpfL6WeA5QO9qAePYKtn6i946pvmJ4m5l3chau2dk4uuNWKweB4gYGxPIPjeYYmi4wki+gnTQ0D8HqcLGwO01IboKXWz8KmMC11fuTLOLC9EpmWSV9ukP3Jg+xP9nCsMHLex/A5vTT5G6jxxqjxxqutEqfGGyeqhE9bVay2NsjkZH62vgRBEARBEIQ5JcIhQZhjQ0WVlwYmGSxW66i4JAcLQ146AtUl5Fsv85FBZ2LbNvnJbRwbeQvbNgnW3UCk8Q4c0qUtNn2cpVcY//UvyW/dgjMapeaHP+azXuh5pQ/ZKXHTnYtYsbZ5OoR4ue8NxkoTbGq5kWvrZjbKKVvQeOuzId7dMUxJM3C7JO5c18L9N7QTCczNdLq5YBsG6kA/pZ4DlHt6KB89jF05EX56WlvxLunGu2QJ3kVLcIbDl7yPZc1gz9EEu3rGGRjPMzCWZyxZ4qTBQDhliaa4j+apEOh4Gw16xGiROZLVcuxPHmRf6iA9qcOUjeqIM9kh0xVdxLJ4F82BRmSHjOSQkB0SkkNCcsgn7Vfv9zoVfC7fHH9FgiAIgiAIc0eEQ4IwRwq6wRtDST5L5LCBFdEAG+sjNF+mNYPOlakXSQ6+gJo7jNPlJ9r6MN7w4jnrj5HJMPKP/4Da14uyYAHyo9/nhc2j5LMqNfUB7nhoKbGTlowfyB3j7cH3qVFiPLrw/vM+32iyyOvbBtmydwzDtAn6XDx6cye3X9ty1dQUsi2L/LaPyW3dQvnIYWxNm37M3dyCr6sLb9dSfF3dyIHAxe2LbVPWDLLFCtlCZarVyBYrJHMqA2N5xtPlU16juGWWtEZobwjS3hCkrT5IQ8wrRgPNAd0yyGo5MlqWjJohrVULPx/N9DN00uigmBJlbf1qlse6WBJdhOK8egJYQRAEQRCE2SDCIUG4xEzL5uOJDG+PpFBNi3qvmwfbalkYmt9/tTaNEsXk5+QmPsYyCijBBSy59ttkcnMXdKl9vQz/4z9gZjKENmwkfc09vPdiLwDX3tjGuo0dyCdN0TMsgycPPIWNzbeXPnFedYYOD2V47ZNBdh5OAFAX9XLP9W1sXNGA2zU3I6YuNdu2Ke7eReLZp6kMDwHgbmzC29WNr7sb75JunKHQrJ3Psm3yxQrJnEYyp5LMqiRzKum8Nh0AZYuV06aCnczncbK0PUp3Z5y6kIeOhiC1Ue+cr+x3paiYOqPFMQp6CdMyMGwT0zKn2hO3TctEtw2KepG0miWjVYOgfKVwxuM6HTLd0cUsi3exPN5Fva9OjOASBEEQBEG4ACIcEoRL6Ei2xIuDk0yqFbyyxENttVxfF0aepxc1tm1TKQ2Tn9xOKbMPbBOHw0mk6Q6CdTfi8oSAuanJkftkK+O//AW2YVDzxDfoDy3jkzd78ShO7n18BU2tkdNe88bAu4wUx9jYtJ4l0UXndJ5dRxK8tLWfo8M5ABY0hbhvfRtrFtcizeMRYOerdOggiWeeQj16BBwOQjduJPbQI7hr6y782KrBoaEM/aM5UseDoJxKKqdhmGcOfmTJQcjvprnGT9jvJhxwE/Z7ptrqfiToJh6qFhEW9WMunGZWGC6MMJgb5lh+mMH8EGOlCSz77OHc2bgkJxFPmIZIHVGlWvA56glP79f5avFcYJF4QRAEQRAE4QQRDgnCJZDSdF4ZnGR/pogDuL42zF3NcfzzdESJZVYopfeQT3yGXh4DwOmJE6hZiz+2GtnpnbO+2ZZF8rlnSb3yEpLXS+N//im7JgLsfr+fQMjDg99YRfSkaWTHjRTGeK3/HSKeMI8t+urpZEVV59/fPMTH+8YBuGZRDfeub2NxS/iqGsGgDg6QePYZSnt3A+C/Zg01jz2Op7llxscsawaHh7IcHEzTM5imfyx/ympgACG/m9Y6P7GQQnxqi4UUasIK0aCHgM8lRv9cJKZlktFyJNUkQ4XRqSBomPHiBPZJlZrckouOUCutwWYi7jCyJCNLMk6HjCw5p9oTt2WHhN/lJ+oJ43f5rqr/R4IgCIIgCHNNhEOCcBHlKgYfT2T4cCyDYdu0BxQeaqulya/MdddmpFKeoJD4jGJqN7alAQ68kaUEa9biCXTO+cWcWS4z9q//THHX57jq6mn4yc/4aEeOw/uHiNb4ePAbqwiETv/eW7bFkz1PYdom3+p6DO9XhFv7+lL84pUDpPManY0hfnBfNy11F7d2zuWmMj5O8vlnyW/7BABvVzc1X3sC78JzG3F1Mq1icng4w8HBDD0DafpG81hTaZAsOVjYHKa7LcriljB1ES/RoOeqmao3FyzbIqvlSKppkuUUKTVNQk2RKqdJqinSWva00UAe2c2CcAdtwWZag820hVqo99WetsKXIAiCIAiCcHkS4ZAgzDLTqi5Lv30yx6FsEQsIuZzc11rDqlhgzgOUmaiURkkPv4FWGABAdgUJ1N2AP74Gp3v2ashciMrkBCP/799TGRnGt3Q5NX/6I956vZ9jfWkamkPc98RKlLMUhH732IcM5I6xrv4aVtYsO+s5tIrJU5uP8M6OYWTJwWO3LOD+G9quqkLFejpN6qUXyH74PpgmnrZ2ah7/Or5ly8/5Z9swLXpHcuzvT3FgIE3vSA7TqoZBksNBZ2OQ7vYo3W1RFjWH8bhFEDQbKqZOrpIjV8mT1fLkKlOblpvez2p58nrhrFPBwu4g7cFW4t4ocSVGo7+e1mAzdb4aEQQJgiAIgiDMYyIcEoRZMlmu8Fkix45EjoJhAtDs87CuNsSaeAi3PP8unGzbIjf+EdnR9wALJdhJoGYd3vASHI6Le8Fu2za5LR+SePZprGLxq59vmmDbRO68i8ADX+PlZ/czMZqnfWGMux5djussI00mSgle7H2dgMvP1xc/ctbjHx3O8q8v7Wc8Xaapxs+fP7iM9obgjL+++aYyOkLq9VfJbd0Cpomrvp6aRx8nsHYdjq8Ixyzb5th4gf0DKQ70pzk0lKGiV8MHhwPa64MsbY/SNTU6yOsRv5ouhGmZTJYTDBfGGCmOMVoYY7g4RrKcOmXa1xe5JCchd4j2YCsxJUJMiU6HQHElSkxCxJTqAAAgAElEQVSJ4pKvjhX3BEEQBEEQrjbiE7ggXICKabEnXWD7ZJaBggqAV5bYUBdmXW2YRt/8XU7Z0NIkBv5ApTiE7AoSa3sYb2jhJTm3nkox/utfUtq7G4dHwdPW/tUvkiTCN29CWrGO5367i2yqTNeKejbd13XKimQns2yL3/Q8jW7pfHfp1wm4T69FZJgWL3zUz8tb+8GGe65v5Wu3LMDlvDpGs5R7e0m/+jKFz3eAbeOqryd27/2ENmzE4Tz7r5CJTJl9vUn2D6TpGUhTVI3pxxrjPpa1x1jaEaW7LYJPEYHD+bJtm5JRJq1mSGsZRovjjEyFQePFCQzbPOX5fpePRZFOYkqUkDtI2BMi5A4QcgermyeIIivzcmSjIAiCIAiCcOFEOCQIMzBS0vhkIsPuZAHNqo6AWBTysrYmzLKoH9c8nmZk2zbF1Oekh17Htir4IsuItj5wSYpM27ZN7qMPmPzdb7HKZXzLllP//R/iisfP6fXJyQIv/9sOioUK16xv5YZbF3zpxe5HI9s4nOllVc1yrq1bfdrjw5MF/uWl/QyOF4iHFP7swaV0tUVn/PXNF7ZtU9q3l9SrL1M+2AOAp6OT2H33E1iz9owjhQzT4vCxDLuOJtl9NMlYqjT9WDzkYc3iWpZ2RFnaHiUSmL+h6aU0XppkojRJRstOLe+eJa1lyajVZd51Sz/tNW7JRXOgicZAPc3+BhoDDTT5Gwm55+eUVkEQBEEQBOHSEOGQIJwjw7LZly7w8URmepRQ2OXkxoYIa2tCxDzzf/SDqRdJHXuRcvYQDtlDvP0xfNEVl+SiUk8lGf/V/6K0by+SolD/vR8QuvmWcz736LEMrzy9l4pmsOG2hVyzvvVLn59WMzx35GW8ToVvdj16ynkM0+LN7cf4w/t9GKbFzasa+dYdi6/46U62aZL/7FPSr76CdmwQAN/yFcTuvR9v99LT/i2yBY3dR5Ps7k2yry+FWqmOVnG7JK5ZVMPKhXGWdUSpi3hFMHEeLNvihaOv8ebg5jM+HnD5afDXnVje3ROh3l9Lo7+BGm9M1P4RBEEQBEEQztuVfaUjCLMgW9HZNpHj08nsdC2hJWEfN9SFWRL2XzHLZZeyB0kNvohllPAEOoi3P4LTHb7o57Vtm9wH7zP5+99iqSq+5Suo//4PcMVOHy1k2zbFvEYmVSKdKJFOVrdMskSpWEGSHNz+YDddKxq+8py/Pfgsqqnx7e6vE/GEp+//7OAkT793lIl0mZDPxffvW86axbUX5WufS7ZpYqRT6JOTVCYn0CcmKHz2KfrkJDgcBK+7nuh9D6B8YUrfWKrEx/vG2HU0ycBYfvr+2ojCxpWNrF4Yp6stctVMu5ttqqHxy/2/ZU9iP3W+GjY0XnciBFIihN0hUfdHEARBEARBmHUiHBKEM7Btm958mY8nshxIF7AARZbYWB9hfV2YGsU9112cNZapkR5+g2JyJzhkIs13E6xdf2lGCyWTjP/qF5T270Pyeqn/kx8S2njz9LkrmsGBXaMkxgvVEChVQq+Ypx0nGPLQ2hll9fWttHbGvvK8n47vZF+yh+7oYjY0rgOqBad/984RjgxnkSUHd1zbwsM3dRD0ze9/ayOToXz0CHpiEn1iotpOTqInE2Ce+r10OJ2Eb72d6N334q6rO+Wx8VSJFz7q5+P9Y9h2dYn57rYIqxbWsHpRnIaYT4wOukApNc0/7f4lw4VRuqOL+dMV38bn8s11twRBEARBEISrgAiHBOEkZcPk82SeTyayTKgVABq9bm6oj7A6FpyXK46djWXplNL7yY29j1FJ4/I2EG9/FLe37qtffIGMfI7C9k9JPPNUdbTQipXUf+8HuGLVYMe2bQ7uGeOT9/ooFav/DpLsIBLzEYn5iMZ9ROJTbcyH6zyWOs9XCjx9+AXcsps/7n6cyazKM5uP8mnPBADXLqnliVsX0hCb3xfl6uAA6TdeI//pttNCIDkYQmnvwFVbh6u2drr1NLcg+08tyj2RKfPiR31s3TuOZds01/p54IZ2Vi2swaeIXyGzpS87wD/v+RX5SoGbmzfw9cUPI0ti9JUgCIIgCIJwaYhP9sJVz7BsDmWL7Ezm6MmUMG0b2QGrYgE21EVoC1xZK/joWopCYjvF5C4ssww4CNVvJNxwK46LcDFqVSpogwOovb2ofUdR+/rQE5MA1dFCP/hTQjfeNP09HhvK8uFbR5gcy+N0Sqy7qYMly+sIhr1I0oX9O9i2ze8PPUdRL/FwxwO8uSXJ258NYVo2nY0hvnn7Ipa0Ri74a54r1ULSe0i//hqlA/sBcDc1EdqwEXdDA66aaggkKcpXHiuRKfPiln4+2jOGZds01fh55KZO1nbVXjFTKS8Xn47t5MmepzAtk68veYRbWzbOdZcEQRAEQRCEq4wIh4Srkm3bHCuq7Ezm2ZPKUzKqK47Ved2siQe5tiZE0HXl/PewbYty9hCFxHbUfC8AktNHqH4jgfi1OD2zswKXbdvoY6OUe3tR+3oZPtZPsX/glJErUiCAb8UqvAsWELp5E65o9dyFnMrHm3s5vL86gmfxsjpuuHUBgdBXBxnnwrItnjr0PDsmdhOVGnjheShrx6gJKzxx60Ku666btyGgpevkP/mY9BuvURkZBsDbvZTYPffhW77ijKuLnU0yq/LS1n4+3D2Kadk0xn08vLGT67rrLjicE05l2Rav9L3Jq/1vo8gKP179fZbFu+a6W4IgCIIgCMJV6Mq5+hWEc5DSdD5P5tiZyJPUqstA+50yG+sjrIkHafR55m1AcCaGnqeY2EEhuRNTzwHg8bcRqFmHL9KNQ7rwtwCzUKB0YD/FfXso7duHkU5NP+ZwuVDaO1A6F6AsWIDSuRBXbe0p32NdN9n1yTF2fjKIoVvUNgTYeOdiGltmrxi2bhn8ct9v+XxyD5IaYuRANz7JwTdvX8Tt17bgcs7P6YJmoUDmvXfJvPMWZjYLskzwhg1E7773tELSX6asGYylSny4Z5T3Px/BtGzqYz4e3tjB+qX1IhS6CCpmhV/v/x07J/dQo8T4z6t/QIO/fq67JQiCIAiCIFylRDgkXPFMy2Z3Ks+nk1n6p5agdzocrIoFWBMPsSjsQ76CAiHbttGKg+Qnt1HOHAQsHJKbQM06AjVrcXsv7ALUNk3U3t6pMGgvan8f2DZQHRUUvH493kWLUToX0LxmGcmMetZ+Hu2ZZOu7RynkNLx+FzfftZiulQ2zGtDl1SJ/s+1/MmkMYeai6L3ruPuaDh68sYOAd36u+qQdGyTz3mZyWz7ErlSQvF6i99xH5I67pus2fZFhWiSyKmOpEuOp0nQ7miqRLVSmn1cX8fLQxg5uWF6PfB4jjoRzl9Gy/PPuXzKYH2ZRpJM/X/E9Am7/V79QEARBEARBEC4SEQ4JV6yKabE9kePDsTSZigFAZ9DLtfEgy2MBFPnKKvZqWwbF9D7yk5+gl8cAcCn1BGrX4o+uRJI9Mz62WSyS/+xTSnv3UDqwH6tcrj4gy3gXLca3fAX+FSvxtLWfMoVJcrmAU8Mh27YZGczw6Qf9jA5lkWQHa25o5doN7bg9s/eWpOkmb+w4wuuJp7G9WexMPbeE7+f+Hy0gEpj592KuWJpGfvs2su9tRu09CoAzFid6592Ebr4F2eudfm5J1ekfy9M3mqN/LM/QZJFEpoxp2acc0wHEQgrLO2M0RH0saA5x/dI6EQrNMtu2mSwnGcgdoz83yI6J3eQqeTY0Xse3uh7DOQsj+ARBEARBEAThQohPpMIVp6ibbJ3I8PFEhpJh4ZIcbKgLs7EhSswzP0eKfBlTL1JIbCef2I5lFAEH3shSgrXX4/G3zXgUjm3bqL1HyW5+l/z2bdh6dRqeq7aW4PoN+Jcvx9u97JRQ4quON9ibYsfWAcaGqlPcOhbFufGOhYSjs7cymFox2LxzhFd37KfS/jGSt0Qj3fz07j8iGji3vl5OtOFhsu+9S+7jLVilEjgc+FeuIrzpNvwrV1Ex4eh4nv6xBP2jOfpGc4yny6ccw6846WgM0hD10RD3UR/10RDzURf14nZdWSHp5aCgF6tBUHaQ/vwxBnLHKOql6cedDpnHFj3AHa23XFHTWAVBEARBEIT5S4RDwhUjo+l8MJZheyKLbtl4ZYnbm2LcUBcmcAUVlz6uUhojP7mNYnoP2CYO2UOwbgPBmutwema+4pZZKpH/eAuZ9zZTGR4CwFVXT/jmTQSuXYu7/vympdm2Td+hBJ9tGSAxXgCgfVGctTe2U98UmnE/v6isGbyzY4jXtx2j6Eji6foMyaVxe/OtfG3JffPqItzSKxS2byf7/mbKhw8BIIfDxB58CGndRo7kHbw9kObIZ9sZThSPz+oDwOdxsqwjSkdDiM7GIJ2NIaLBK6uW1uWgYlZIqRnSaoaUlialZkhMjQ6aLCdPeW5cidEdXUxHqJWOcBstgWbc8pUXVAuCIAiCIAjz15V3xSxcdcZKGh+MpdmVymPZEHY7uak+wrraMB75ypoeY1sm5dxh8pPb0Ar9ADg9MYK16/HHViPJ7pkd17ZR+/rIvv8u+W2fYFcqIMsE1l1HZNNteLu6z2vFKwDLstjz2RCb3zhIOlEdNbGwu5ZrN7RTUx+YUT+/SDcs9vWl+LRngs+PTFLWTLyxDIFFOzDReWLxI9zaOn+WBTcyadJvvkH2w/exikUA5GWrmFy2gT45xoHBLENP7p9+vtslsag5TGdjiI7GIJ0NIeqiXhEEnQfLttDMCqmyyXgphWZqaEal2poamlmhZJTJqFlSWoa0Wg2CCnrxjMfzOr0sjS2pBkGhNtpDrQTds/PzLgiCIAiCIAgXiwiHhHlruKjyzkiKA5nqRVqd4uaWxiirY0HkK2h1Jdu2qZSGKab2UErvxTKrU4aUYCfB2vUoocUzDgOsSoXc1o/IvrcZbXAAAGdNDZFbbiW08Sac4fMfgWSaFgf3jrFz6yC5jIrDAV0r6lmzoY1o/MKL7uqGyd6+FNt7Jvj8SIKyZgIQD3m4Zp3BHuNTbOAHy/6ItfXXXPD5LoXKxATp114ht+VDdNNiLNrByPJr6XfG6Z9UsT4vA8O4nBJL26Ms64iytD1Ge0NA1Ac6C9u2KehF0lqGjJolrWXJaFnSapaMliGtZclpOSqWfl7HdUlOokqElkATMSVCVIkQVaLElQgxJUpciYlwThAEQRAEQZh3RDgkzDvDRZW3R1L0TIVCbX6FTU1RusJ+pCvooszQ0hTTeyim9mBo1WkqktNfHSUUv+aCVh2zTZPcRx+SfPE5jHQaJInAmrWEN92Kb9ny8x4lBKCWdQ7sGmXPZ8MU8xqS7GDthna6VzcQilxYrR/dMNnbm+LTgxN8fjiBWjkeCCncsrqJtV21DNv7eerQG7hlFz9a+X26Y4sv6JwXm2XZDB/o5eC7WxkcnGDSHSHR+jBpOYAFkALJodLZGGTpVBi0qDmEy3l11QiybZtsJcdEaZKkmpka2VMd0XN8ZM8X25JeJlvJYVjGGY/pwEHQHaDeV4viVPDIHkJ+P+gSHqcbRfbgkT14ZDce2YPi9BDxhIkpUQIuvwh/BEEQBEEQhCuOCIeEeWOoqPLOcIqebDUUag8o3NEcZ2HwyplGYxkqpcx+iqldaMVjADgcTnyR5fhjq1BCC3A4Zh4O2JZFYcd2En94Fn18DIfbTfTe+4neeRfOSHRGx0wniuz+bJhDe8cwdAunS2LVuhZWr2+lc0ENk5P5Gfd3YCzPG58eY+fhyVMCoVuvaWZddx1t9T52TO7m94MvMVwYJeDy85PVP6Q91Drjc14s/WM5egYyDCcKHBtKMprW0JGAJog1AeD1yCysDdDREGJpR5Su1gjeWVzB7XJWNlQmSpNMlBKMlyan9icZLyeomJVzPo5HdqPICs2BRqKeMBFPmKgSIXJ83xMm7AmdtkJYbW3wgn5WBUEQBEEQBGE+uzquOoR5baig8vZIkoPZat2a+RQKmXqBUvYgllHCtk2wTWzLPLF/8mZqqIUBsKshiCfQjj+2Gl9k6QUtQw/V0Rel/ftIPPs02kA/yDLhTbcRf+jhGYVCx1ce27N9iGN9aQACIQ8rb2pm6epGPMqFFds9MpzlpS397D5aHTFVE1a4dU0z13XX0dEQRDM1PhrZxi8+/pC0lkFySKytW81DC+6l1he/oHPPtlRO5anNR/lk//j0fbJlEtezNHhMOrraWbByES11gauqcHRWy7M/2cPeZA+92X5yldODGZfkos5XQ523hnpfLXFvbHqkz/SoHtmDx1ndd0lOJIeYZicIgiAIgiAI50uEQ8Jl61hB5Z2TQqGOqVBowWUeCtmWQTl7iEJqF2ruCGB/5WuOcyo1+KOr8MdW4nSHZ6U/5d6jJJ59mnLPAQCC199A/JHHznvVMQC9YnBw7zh7tg+RSVVrHzW2hFm5roXOJXGkC6h/8/+3d+dRctV1/v+f997aq7q7eu9OOunsZCcbIKCggIASQIMcZs5vlPE4DiozbnjOIIx+AQcZPByZgCPMOMcBRBa3QREdXAeQsCOEQDY7S+9beqmu/da99/dHdSoJAqZJ0pWmX49z6tzbVdXVn9t596dTr/4snuexrX2En2/aw9a9xcBpYUsV60+bw/K5xXVcRnMJfrbrf3mi6ykyhSwB0897W07nrFnvoTZc87a/9tHkeR7O6Aiprh5+/VIvv+70sD2D5sIIJw9upiE3xIxFrdR/ZD2RRSeUu7mTxvVc2sc6eXWwGAi1j3WWHosHq1hSs4iGSD2NkXoaIsUwKB6sUtgjIiIiIjIJFA7JcSVTcNgynOSlfWPsHiuGD3Mqwpw9o+a4DoUOLBr9MqnhV/GcLACByAyiNSvxBWsxDKt4My3Yf24cdG5aGObRGzmS6+pi8KEfk/rjiwBEV6yk9sOXEJrdOuHXSiaybH6+i60vd5PPOZiWwaLljaxc10J9U8URtdPzPDa37ePnT+2hrSsBwLK5Naw/tZUTZhdHNfWm+vlt+2M82/siBc8h5o+yfu55vKflXcT8R77I9dtqt+OQ7+sj39lBrqcbu6+PfG8Pub4+dlp1/Lb+JEb8FUQKWc7Z90dWeb1EFy+l5oMff1v/BlNRppBh69BOtgxu5bV92xmzkwCYhsmi6gUsr13M8trFNETqj9ufbRERERGR6UDhkJRd3nHZOpLi5aExdo6mcMYH2syrCHPWjBrmVUbK28C3UMgnSA1tJjX0cmnRaMsXI9JwGtGalQTCDZPaHnt4mOQfXyD54gtktm8DzyM0fwF1l1z6tkapJEYy/PHpdrZt7sV1PcIRP+tOb2HZ6hlEYkc21c31PF7cPsDPn9pDe18xNFi9sI71p81hbnMlnuexc7iN33Y8wSuDxe3bG8J1nDX7DE5pWkvAOrKpaxPhJJPkOjsO3Do6yHd34dmH7nQ1FK7htzPOps2qxcTjvTNN1p+0kKqWM7Fi7/ztzPOOza7RPewc2cWO4Tb2JNpxPReAikCMdzWvY3ntEhbXLCTsC5W5tSIiIiIisp/CISmLguuxc7QYCG0dSWG7xUSoORxgZW0FK2sqqA5O3pv/iXBdm8zINlJDL5Md2wUctGh07YmEKuZhTOJUmHx/P8kXnyf54gtkd7WV7g/NX0DNBy4geuKqCY/KGB5M8eJT7ex8rQ/Pg8p4iDWntrJoWSOW7+1fW8Fx+VPnKFt2D/HijgF6h9IYwMlLGlh/6hxaGmIU3ALP9r7I7zqeoGOsC4A5lbN5/+wzWVm/bFKmGRVGRxh94nGyu9rIdXRQGB465HHD5yMwYybBllkEZ83CqW/mV13w+1f34bgey+bW8NdnL2RGXXlGNU0W27HZk2hnx3AbO0ba2DPaTmF8zSwDg9mVLeOjg5bQUjFDU8RERERERI5TCodk0hRcj91jaV4ZSrJlOEnWKY4oqA36WVlbwYk1FTSEA2Vu5RsrTRvb9zKpkS14Tg6AYHRWcdHo6qWY1uSMhPA8j3x393gg9Dy5juKuZpgm4cVLqFizlujqtfirJ77Q9GDfGC9samfX9gEAqusirDm1lQVL6t/WekKe59E3lGbL7iFe3T3E1vZhcuO7jvksg3evaOaDp7bSVBMhZad5dM/veKxzE6P5BAYGq+pXcNas9zCvqnVSph3lOtoZ/vWjJJ55GpxiO614nMjylQRbWgjOmk2wZRaBpiY806R7MMUre4Z55PE9JNI2dVUh/vrshaxaWPeOmCbluA6ZQpZ0IT1+zJApZOlL9bNjuI3dib3Y49vFGxi0VMxgUXw+i6rnMz8+h7AvXOYrEBERERGRw6FwSI6plO2wfTTFtpEUO0fT5NxiIFTp97GurpKVtRXMjBy/OzQ5drI0bczOFgMTy19BtO4kojUn4g9Nzs5YnueR7+xg7PnnGHv+Oey+XqA4giW68kRia9YSO3E1VsXbW/+nt2uUFzftZW9bcYRMfVOMNae2MnfRxEOOdLbA1r3DvLpniK17h+kbSpcea6qJsHxuDcvm1rB4djXBgEVfqp/7t/8vz/S8gO3ahKwg75v1bt7b8m7qJmGRac91Sb2ymeFfP1patNvf2ET1+88ltnYdvopKAJIZm13dCdraRml7YjO7exJkcsUAKeA32XDGPM47eRZ+n3XM23wkHNdhJJdgJDfKcG6EkdwoI9ni+Vg+WQqB0oXMX9xCfmasmUXV81kUn8+C+Fwi/uN3CqiIiIiIiLw5hUNyVHmeR382z7aRFFtHUnQks6W9umqCftbFK1kSjzKnIox5nAZCnuuQSewkte8lMomdgAeGRSS+lGjtqkmbNuZ5HrmOdpLPP8fYC89h9xW3QjcCAWJr1xFbs47oipVYkYm/IS/YDoN9Sfp6EuzZuY/u9hEAmlqqWHvabGaN7w52uIbHcry0c4AXdwywrX0EZ3yaYDTkY+2iepbNq2H5nBrq4sWRJI7rsGOkjf/r+ANb9m0DoCZUzXtbTue0GSdNyogTN5cjselJhn/zq1LYFlmylPj7zyW8bAU9QxleahulrauTtq4EvQeFXFAMutYsrGT+zCpOXFBHdcWRrcF0tLiey3B2hP7MIAPpfQxkBhnKDjOcHWUkN0Iin8R7kx30DAwivjBhX4jGSD1hX5iILzR+DBP2hQn7Q1QHq5gfn1u2xcBFREREROToUjgkR6zguuwey7BtJM220STDuf3TTGB2LMSSeJTF8Rj1If9xOULI81zy6R5yqQ5yyXZyyb24TnGntEC4mWjtKiLVy7EmIbA4JBB6/jns/oMCoXUnUbHuJKIrTsQMHn4Q4XkeI0Np+rrH6O9O0N+TYF9/Ctc9EBC0zKlm7WmtzJgdP+zX7RtK8+KOYiDU1p0o3d/aVMGJ82tZNreGU1bOZGgoheM6tI918eKe4to0baN7SqNS5la2ctbs93Bi3TIs89iPurGHhhj9v98x8tjvcVMpDJ+PilPfTe6U97I9F2J72zDbfr+JZObAYtOhgMXSOdXMm1HFgpmVzJtRRSxcvjWxPM9jODdCX2qAgcwgA5l99KeLx32ZfaV1fw7mM33Eg1UsiM8lHqyiOhQnHqwaP6+iOhgn6o9oXSARERERkWlI4ZC8LUM5mx2jKXaMpGkbS5cWlA6aJsurYyyJR1lUFSXqP/6m2LhOnnyqk2yqnVyyg3y6E889EARY/goqak4hWruKQLhxUtqU7+8n8YfHGXvuWeyBfmB/IHTyeCC08rADIdd16e1M0LFniP7uMfp7EuRzB8IC0zKoa4rR2FxJw4xKmmZWUhn/y8GX53m09yV5YccAf9wxQNdgqvh6hsHi2XHWLKpnzaJ6aipDuJ5Lx1gXj+z8LX/sfI22kd1kx9dpAmiKNLCoej4nN61lbtXsiXyrJsTN58l1tJPd1UZ29y6yu3ZhDw7gAaNVzfSd/gE6KmayoydF4uftpc+rrghy6rImFs6qYsGMKmbURTHN8gSbSTtFT7KXrlQv3cleelK9dCf7yDrZP3tu1BdhZsUMGsJ11IdrqY/UUR+uoy5cQ8wfPS7DWRERERERKT+FQ3JYbNdlz1iG3w2M8lLvMIPZA2FKfcjPoqooJ1QVp4v5yvQm+s24To5scg+5sT3kUh3k0z1w0LQaf6ieYHQ2wdgsgrHZWP6qSXkT7RUKJF/+I6OP/R/p114FwAgGqTjpZGLrTiK6/PADoWzGpn3XEHvb9tHeNkR+fPQWQFVNmDkLKmmYUUHjjEpq62OHvePYaCrPtr3DbN1bXFB6X6IY8Ph9JicuqGXpgigtMy0y3hjD2d38rveP9O8eZNfoHjKFA+FFQ6SOdfFVLKyez8L4fKqCb29tpLfiuS52Xy+ZXbvI7ikGQbnODnAcXAwGAnG6qlroWfQu9lrVJGygD+gbpioW4F1LG1ncWs3i2XHq4+FJD1Jcz2UgPcieRAedye5SEDSaHzvkeaZh0hCpZ0Z0EU3RxmIQFKmlPlxHVGv+iIiIiIjI26BwSN5U1nHYvC/J1pEku8YypdFBAdNgcTzKoqoIJ1RFj7st5z3Pw870kEm0kR1rI5fsBIoLYWOYBKIzD4RB0VlYvsl9Q23vG2T08ccY/cPjOKOjAIQXLqLqjPcSW7P2sAIhz/MY3pdm75/2sfdP++jtGsUbz7tilUEWLmugdV4tTS2VBEOH/++TzhbY3jHM1r3DvLZ3kJ7EPoxgFiOQIRDPM2O+SyiaxzZT7MqPsmOoAEN//jp14VpW169k7exlNPlmEA9WHXYbJsK1bdKvvUryhedJbn4JN5kEIGf46Y420jvnPXSFG+mwg5QGT7lQGQ5w8oI4i2dXs7i1msbqyQ+DxvJJ9iTa2ZPoYM9oO3vHOskUMoc8pzoYZ3ntYpqjTcyINTEz1kxDpB6/qa5bRERERESOHr3DkD/Tlcry7MAoL+8bIz8eCNWHApxQFeGk1jqqHQ/f29jW/Fhy7DEyiV1kx9rIju3CLRxYPDgQmUGoYvZc6XIAACAASURBVB6hinkEojMxzckPszzHIfXKZkb+7/ekX30FPA8zHCZ+9vupOuO9BGfOPPT5nkcuWyCTypNO5cmkbTLpPJmUTSqZo2vvCGOjB0bmNM2spHVBLa3za6mpf+vpQwW3QLqQIZFN0T82StfwMG0DvXQnBknYCYxABiOQxZibI/S6zx0GyEOFP8aMaBM1oTg1oWqqQ3FqgsXzmlA1sUBxoeL6+goGBsZe34Qj4uZyJF95maEX/sjgaztIFSBthUhXzGVgzjw6zUp6MkYpLCMLzbURFsysYkFLFQtmVtFUE5nUMCiZT9GT6qV9rIs9iXb2JjrYlx0+5DkN4TqW1y5mTuVsZlXMZEasUVvBi4iIiIjIpFA4JADkHZfNQ2M80z9KV7o4dSge8HFmfRWraitKo4Pq647+m/23wy1kimsGje0lO7YbO9tXeszyVxCtOZFQ5XxCFfMmZWSQ57q4mQxOMomTSuGmi0cnmaQwNMTYs09TGC6GAaF586k6470YJ5xIIlVgZ2+Gkdd2MjqcIZXMkUnbZNP2IQtGv14gaDF/cT0t8+PUzApSsPIk7RS78zvZ3JliLJ9kXyrBaDbJWD5NupAm52SxyeIahTd+0QqwAAOTSn8lDZGZ1IZrisFPKD5+rKY6GCdgHZuAzS64jCRzDI/lGEpki8exHImxDKMDwyRGU6TyHmkziGMuhOaFh75AtjjlbeHMCha0xEth0GQtHj2WT9KT6qM31UdPqp+eVC+9qX7G7OQhz4v5oyyrXcycylnMqZxNa+UsTQkTEREREZGyUTg0zfWmczw7MMof942Rc1wMYHE8yin1VSysihw32807dopcqp1sci+5sb2HhEEY1vjIoPmEKufjD9Uf8agQz3WLQc9YAieRoJBIHDgfPzpjCZxkCieVxE2nOTBU5Q1eLxAkt2gd+5qWMWDHGH06Q+EPL+LhkQ+lSFYOkq4Yxq0pYNUbmFbxZlhgmAbm+NEwwTAhT46tdorMQBYGDuN6HAuv4IdCBBw/foKErDBRf4SKYJQ5NQ0snTmT5opaKgKxY7Zjled5DCVydA4k6d6XYmg0x9BYlqGxYiCUSOXf8vMDrkXELDAj4lFZE6aqphj8VET8VEQCzKyP0tpYgc86tiPbbMemJ9VHR7KLzrEeelK99KT6SNqpQ55nYFAbqqa1cgnN0UZaYs3MqZpNbahGi0OLiIiIiMhxQ+HQNJMtOHSlc3SmsmwdSdGeLE5NqvRbnN5Yw7q6SuJlXkPI8zwce5RcqpNcci+5ZDt29kACYhg+grE5BGOzCcVaCURb3vZUsf2LGGfb28l1tJNr30uuqwsnMfqWYQ8AloUZieKFY3iV9RR8QfJGgKznJ+P6SBUs8kYQ2wyQCNXjuH7oBjcyhDM7QbpqH4P+PjKk3vrrAIZjFG8UAwWLAIYTwszGyGd9UAjg2QG8QgDDCVATqaSpMk59rJKGiirqKiNUVwapqQgRi/gnJfRLZmx62wZ5decAnQNJugZSdA0myeT+fJt1vwmVlsNcM00sPUIsPUJFIUVFIU2Fk6a6vpqG1SuJr1tHYMaMSQ1W0naGzmQ3nWNddCZ76Bjrojfdj+u5pefsD4HmVs2mOdpEU6SB5lgjTZEGAlZg0toqIiIiIiLydigcegfLOy4940FQVypHZzp7yC5jBrCoKsLJ9VWcEI9ilWEkg+vksbMD2Jk+8pm+4jHbh3fQtueG6SdUMY9grLV4i8zAeBsL8rr5PPmuzkODoM4OvPzrRqtUVuM1t+IEIhT8YfK+MDkzRI4AaYKkXT/Jgp+c64M3+Z5FogFilUEqqkL4Kl3C0X0MmD105NsZzO0rPS9ohKlz5mGk6sjsqyKd9JPLuxQKLrD/td/83yUW9rOgIcasg27NtVH8h7kb2dFQcFx69qXp6B+jsz9Fx0CSzoEko8lDv6+mAfVhg0VVBerdFHWZQaJ9e4mODhB2c6Wr9NXUEGydQ6h1OcHZrYRa5+CrOjYLWgPkHZuR3GjpNpwdYSQ3ylB2hJ5U75+tDRQw/bRWzKKlYgazYjNoqZhBc7RRIZCIiIiIiExZCofeQRL5An9KpNkzlqEzlaU/k8c96PGgZTKvIkxLNERLNMisWJiqwJGXgOd5FHJDuE4az3PBcw8ced3Hnotjj44HQf0UDgpKigx8wVoCFfMJRJoJxloJRJoxDGvi7SoUyOxqI/3qFlKvbiHXvhfcg74jpoVR14Bd2cioL06fHWPQraBgHbRbmAccyNMIBH2Eoj4qQ35CYR/RiiCxyhAVlUGCMYtMMMGgs4/2RA9/SvYwkB0g4yYpDQ5yfDhj9TijtbiJWjKZGCPjsUhFxE9VJECwyiIUsAj6i8dQwCJY+thHMGBRXxViVkOMymhgUkfRjKbyB0Kg/jE6+lP07EvhvG59pLhVYJGZoiE/QvVIN3XpQWrzo/gOqUjw1dURWr2iFAIFW1vxVVROuF2O65DIj5EpZMk5OXJOnpyTI1s4cH7gmCORH2M4WwyDXj8V7GAxf5QlNYtoGQ+BZsVmUB+pO2bT7kRERERERMpB4dAUZrsue8ey7Eyk2DmapjdzYKSG3zSYFQvREg0xMxqkJRqiJnjk04lcxyaf7iaf7iWf6SOf6cHO9OG59l/+5NcxrBDBWCv+cCOBcCP+cCP+UP0R7SaWH+gvhUGZbVtxM+Nbg5sm1szZ5KsaGfVV01uooC8dxN0/AqkA0cogs5orqGuKEopZWCEDM+Dhmi42Djm3QMrOk8rlSOezDOaybMsOMpwZJJUewrbG/myQj5sL4WXqcMeqcRK1xKhjZnWUxoYwDSdEaKwO01gdoT4eJhIq749jwXEZGV8AemisuBj0vuEUQ/uSDCUyDKUKJAuHXqDfLdCYH6Y+N0xDfpiG3DD1+WFC4/VgRaP4amrxzZ2Lv64ef20d/rrizVdbhxX+y7txOa7DSC4xPrJnhOHcKCPZUYZzowznRhjJjpLIj+HxF6YBvk7AClAdjNMSm0E8WEV1qIp4sGr8PE48WEXEN/lb3IuIiIiIiEw2hUNTiOd5DGRtdo6m2JlIs3ssgz0+YsNnGCysjLCwKsL8yggN4cDbmibmuQ6uk8F1ssVbIYOd20c+3Yud6aU9NwjewaM/DPyhevzhJnz+GBgWxviqyYZhAgfO999v+aL4w41Y/srSG2/P83AKLnbepWDncBwXO++QyxbI5QrksgXy4+elYyqNM5bEN9JHdGgvlSPthHKJUsvS/gqGqhazLzKD4XAztmVS8HLYZPEqkoTmJLEqHexAjiRp9tpjPO+mcLI5yHL4LPAKfoxUDQEnTsyooTZQT2O4kfr6CuKxIPXxMA3VYcLByfuRc12PVNYmmbEZS+8/5g98nM6TGMuQSOUYSeYZy715vGJ5DhV2igX5URryQzTkhmmyctRV+AnE4/ji1fjii8aPcXy1tfjr6mhqbaK/P0HBc7CdPHnXJu3kyTs2+XwfqVSaZD5F0k6RstOM2UlSdopkPk3KTjFmp8gUMm96jZZhEQ9WMa9qDvFgJVF/hKAVLN58AYJWgKAVJGQFS+dBK0BFoIKwL6TgR0REREREhEkKhx5//HFuvPFGXNfl0ksv5e///u8n48tOGa7nkXVc0gWHlO2QKjjF84OOKduhL5NnJH9gG/KGcIBF44HQnIowfvPNp7q4Tp5CfphCboRCfohCbgTHTuAWMjiFA2EQ3puPAPLwYfkbsZ1qHKMO16uh4MZxMxZeyqPguBRsl4LtFI+F4tG2nfH7HJx8DsdOQn58rZ9CHmwbo2BjegUsz8FybUzPwefm8Tt5/E4On5vD7+TwuzkqnDw1bg7LO3Rh44Jl0VNXT19DFd1NFYxUGdhWDtvaS87cTsF4k2sbH3DlFXx4dhDsKBY+LNOPz/DhN30ELB8By0/A8hP0BQj7A4T8AZpidcyrnklLvI7QEQY/BcclZzvkbZe87RTPC+PnuQK5XJ5c1iaXzZPJ2mRyNumsTSbnkMk7ZPMOGdsjW3DJFCDneHhvsV7RfpbrUFFIMauQLi4C7aSpdDJUhA1iMYtIlR+rKkg+HiYbDZCNziYdnkub5bJ1f9Dj5rGdAfJON/l8nnynTb49T+H5Ajknf8jizYfDNExi/ijVwSpaYs2lET3xUBXVwTjV4+cxf1RTvERERERERI7QMQ+HHMfhhhtu4L//+79pbGzkIx/5CGeddRYLFiw41l/6uGK7LkM5m33Z4m0wl2df1mYoZ5PIFzict84hA+b7PZopUG/n8I3myffb9OVtOnI2dt6mkLfByxEOpogGM4QCGcL+NAGfDY4HLuNHD6/g4eVdnKyBkwU3Z+DmPNw8ePniY9gubsGgULBwHQODBHgeBh6M3/afG56L6bmExo8GxWPx5mD+pd2//gIPyAVMcmGDkYBBNhggGzBIxCz2NgforfPjmgaQGL+Nf1IhWJzeZVfi2UG8fBDPDmIWQlSHq2isqGZmVQ3NjZXUVIaojPoxMHBcD9fzikf3oGOhQMEu4Ng29kierp4B9mQ7sXM57Gy+9O9QPBawbYe8B3nPJI9ZOuawxs8t8li4RxhyGJ5LwLUJujYVbp461ybiZAk7udIxRB6/VcDvszH9BfDb2H6XRCUMhT1GYxZ9UZNU2HzjxbYLwOj47Q34TR8BM0DAChDxhYkEQhieRcD0E7ACxYCtdF58TswfJRaIEvNHifqLR43qERERERERmTzHPBzavHkzra2tzJo1C4ALLriA3/72t+/4cOie//42gd4OiovQFN/kGh4UQxQwPI84UON5mJ6L5bmYnofpeVjugXPTczFd78DHbvFmuB6e6xF0PcLj95Uef4MMJv/ndx1ifALYYXON8Who/PI8wDUNHBNcyyBvgmMZuCY4poFjWqXHHcvA9hkUDjoWfAa2BYWD7rd9BpmgSTZokLV82JYFroXhWOCYGKWbhZn1E9ztw7B9GLYf0/Zh5AMYBQsDs9g+TBzTomD4KBgWBcNiHxb9RpZX6Aa6J/AdeCu+8dubr6fjcwsEPBu/axNzMwQ8G59XwO8VsHCwKGDiYBkOJg6m4WCYDoZRvJlmAcO0MSwbw3LAKuBZDq4PCpaBYxW/j9mAwb6gSVfAIBswcXzjtYiB3woQMKMErAAhK0jYF6LGF2KGFSTkCxHyBQlboeL5+H0BKzAe7owHPGagdO43fX82iqe+voKBgbGj9H0VERERERGRY+GYh0N9fX00NTWVPm5sbGTz5s1v+vzq6gg+38R3pjreNO18jTn9yaP6mo5xaODimpD3jQcyplkKZt7oeY5pUMxUDg5sIO83i0GM3yB/0DFvWeQtE9uycAwLFxPPM/A8k+IiOwaea4I3fnP3PwaltOiQ40HbsrsmnmOB6xs/WniOD1wLCj68vAWOD8+1YPzxt9rO/U2ZwP7dxT0PExe/V8DnOvhcm7CXLQYyrjN+LODzHPyug4ELhodheGAUzz3DA9MrnRcv3cXxubg+wG/iBQwImBC0MII+jLAfI+zD9Bv4Ax6mz8DnB8tnYmBgGAaGYWJigGFiGiHM191vGAamYRaPGGAY41Pd/Pgtf2m6m9/047d846NyfPgt/0Fr7/gJ+IohUMBXDHIma2ROfX3FpHwdkSOlWpWJUs1IuakGZSJULzJVqFbL47hbkHp4OF3uJhwVM/6/T/Hcc09ged747BwTzzDHcxITwzTwDKMYeYyfe6aBZ5jF89LHBt7+tYQm8Ga+GCQAFI+lIGL8scD468Uw8ZkmPkwso3gzDROfYRbXkjbANMY/1zSIxkKkM/nSx0bxCeMBxoHXN4zi19w/cMowJtT8/VdRDHgM49DbwS9oFo+mZWH4TAyz+L01TfOQr7k/CDEwx9u5//vxBkcoBjOGceD5b/BcEwOf6cP3BiNmjiuF4s3LQQaXzIRW2z4yGjkkU4VqVSZKNSPlphqUiVC9yFShWj223ip4O+bhUGNjI729vaWP+/r6aGxsPNZftuyWL1vO8mXLy92Mo04/rCIiIiIiIiLvLMd8uMOKFSvYs2cPHR0d5PN5HnnkEc4666xj/WVFREREREREROQwHPORQz6fj69+9av83d/9HY7jcMkll7Bw4cJj/WVFREREREREROQwTMqaQ2eeeSZnnnnmZHwpERERERERERGZgON4FV0RERERERERETnWFA6JiIiIiIiIiExjCodERERERERERKYxhUMiIiIiIiIiItOYwiERERERERERkWlM4ZCIiIiIiIiIyDSmcEhEREREREREZBpTOCQiIiIiIiIiMo0pHBIRERERERERmcYUDomIiIiIiIiITGMKh0REREREREREpjGFQyIiIiIiIiIi05jCIRERERERERGRaUzhkIiIiIiIiIjINGZ4nueVuxEiIiIiIiIiIlIeGjkkIiIiIiIiIjKNKRwSEREREREREZnGFA6JiIiIiIiIiExjCodERERERERERKYxhUMiIiIiIiIiItOYwiERERERERERkWlM4ZCIiIiIiIiIyDSmcEhEREREREREZBpTOCQiR+TVV1/Ftu1yN0NE5KhT/yYiU8lTTz1FOp0udzNEZIpSOCQlDz74IHfffTcAnueVuTVyvHv44Ye56KKL+MMf/oBpqiuR45f6Npko9W9Sbg8++CD/9m//RjabLXdTZAr42c9+xoYNG3jmmWfw+Xzlbo7Im1LfdnxT7yHkcjm++93vct9995HNZjn77LNpaWkpd7PkOJXL5bj99tv5xS9+wS233MKaNWtKj3meh2EYZWydyAHq22Si1L9JOXmeR6FQ4Ic//CH/9V//RSAQ4N3vfjfr1q0rd9PkOFUoFLj77ru58847+c53vsOqVavK3SSRP6O+beqwrrvuuuvK3QgpD8dxME0Tn89HNpvluuuuY2RkhN/+9rece+655W6eHKd8Ph/bt29n3rx5XHjhheTzeZ5++mlqamoIBoPlbp6I+jZ529S/Sbnk83l8Ph+WZeG6Lp/73OcAeOKJJ1i7di3hcLjMLZTjkWmaDA0NEY1Ged/73off7+c3v/kNFRUVxGKxcjdPRH3bFKNwaJq6/fbbefTRR8nlcixYsIBZs2ZhGAarV69m48aNLFy4kJaWFlzX1V9KhXvvvZdgMEhdXR0ANTU1vPTSS3z3u9/l7rvvpru7m9/85jeMjY2xfPly1Y2Ujfo2mSj1b1Ju3/rWt7j//vvJZDI0NzczZ84cfD4fS5Ys4cEHH6SyspL58+er7gSAO++8E7/fT1NTEwBVVVV0dXVxyy238MADD5BIJHj44Yfp6enhpJNOUp8lZaO+bepRODQN3X777WzevJkPfOADfO973yORSDB37lxCoRB+vx+A++67jw0bNmithWmuq6uLz3zmM/z6179m69atfOhDHwIgHo+TSCTI5/P8y7/8C5dccgnxeJw777yT9evXEwqFytxymY7Ut8lEqH+T48Fdd93F008/zeWXX86vf/1rNm/ezOLFi4lGo6W/tv/85z9n1apVVFVVlbu5Ukb9/f1cffXV/OxnP+MPf/gDH/3oRwGIRCIYhoHneVx77bVs2LCBpUuX8pWvfIVLL72USCRS5pbLdKS+bWpSODTN2LbNf/zHf3Dttdeybt06Wlpa2LJlC319faxcuRKAE088kR/+8IdUVVURDod54YUXmDNnTnkbLmVhmiaGYXDDDTfw6KOP4jgOS5YsAaC1tZXTTjuNiooKAAKBADt27OCUU04hGo2Ws9kyDalvk4lS/ybl5jgODzzwAB//+Mc5+eSTWbhwIX/605946aWXOP300wFYtGgRjz32GIZhUCgUeOaZZzjhhBPK3HIpB9M0sSyLW265hYceeoh0Os3q1asBqK+v56STTiq9ya6trWXbtm2sXLmS6urqcjZbpiH1bVOX/nT6Dvb6XXlc18Xv9zN//nx+/vOfA7B69WpWrFjB9u3b2b17d+m5n/jEJ/jsZz/L3/zN35DJZCa13VIer68Xz/OIxWJcfPHFxGIx/uqv/op77723tK2z3+8vrcHhOA533nknjuNQU1Mz6W2X6UV9m0yU+jc53nieh2VZ1NbW8qMf/QgohpLvf//7aWtrY8uWLaXnfuhDH+L666/nH//xH8nlcuVqspRZOBzmzDPPBODLX/4yd955J/l8HigGR4FAACj+seRrX/sayWSSmTNnlq29Mj2pb5vaFA5NI/unUZx55pn09PTQ1taG3+/nhBNOIBaL0d/fD8CWLVv49re/zWWXXcYjjzzCBz7wgXI2W8pk//zf/VMozj77bObOncvtt99+yOMPPfQQl1xyCT6fjxtvvBHLssrTYJk2UqkUUHzTDurb5C97fc2of5PJ1tfXd8jH+2vssssuo7e3ly1btmCaJi0tLaxcuZKtW7cCsHfvXjZu3MhFF13E//7v/3LppZdOettl8r2+XvaLxWJ4nse6des46aST+H//7/8BB34P/uY3v+Gyyy7DNE02btyohfTlmNu8eTPJZLL0sfq2qU3Tyt6BHn/8cf71X/+VnTt3EovFaGxsBA7s4BMIBOjo6OC1117jtNNOo6amhnvuuYe5c+eyYMECHMfhggsu4MILLyyt0yHvXG9WL67rAgc6ecMwmDlzJnfffTcXXHAB3d3d+Hw+wuEw69ev58ILL8Tn85XtOuSdzfM8hoaGuOKKK3j66ac5//zzS/8ZVt8mb+Stamb/SCL1b3Ksbdq0ic997nMkEglOPfXU0v37FwmORCIMDQ3x6KOPcv755xMOh3n00Uepq6tj2bJlAJx//vnqt6aJN6uXg/us/b/zTj755NK6aJ2dneRyORobGznvvPNYv3696kWOqWeffZZPfvKT7Nu3j9WrV5d2x1PfNrVp5NA7hOd55HI5rr76au644w4+8pGPkE6n+dGPfsTw8HBpiB9ANBrl9NNPZ+fOndxzzz0MDw9TKBRKWwk2NzfT3NxczsuRY+xw6mX/ehyJRKI01WL58uWccMIJnHLKKVx99dWMjo6ycOFCWltby3xF8k5nGAbBYJBAIMD27dt57LHHgOLwefVt8kbeqmYMw1D/JseM53nk83muu+46br75Zj7zmc/whS98ofT4/jf3AMlkkosvvpiRkRHuuOMO2tvb2b17dymMjMfj1NfXl+U6ZHIcTr3s77OGhoZKIyDr6up4//vfz2mnncbVV19NOp2mqamJlpaWcl2KTBO5XI577rmHK6+8khtvvLG0c576tqlP4dA7xP7/BJ999tnce++9nH322Zx77rl4nkd1dXVpF4PrrruOm266iblz5/KZz3yGrVu38rGPfYxVq1ZxxhlnlPsyZJIcbr1cf/313HjjjaXhzXfddRebNm3iC1/4Ag888IDmssukcV2X3t5elixZwlVXXcW3v/1toLg2jG3b6tvkz/ylmlH/JseKYRgEAgEymQznnHMO55xzDq7rsm3bNoBSoH399ddz7bXXYhgG1157Ldlsls9//vOsXr2aD3/4w+W8BJlEh1svN9xwA//8z/9MR0cHruvy0EMP8dRTT/GlL32JH//4xyxYsKCclyHTSF9fH/F4nAsuuIBsNsuvfvUrhoaGSrMOrrvuOvVtU5ThvX6VRplS7rnnHvr7+1m6dCkf/OAHS/f/8pe/5Prrr2fhwoWsXbuWM844A5/Px3333ceXv/zl0m4GjuNQKBQ0J3maONJ6eeqpp1iyZAnxeLxclyDTxP5aXbFiBeeddx4AiUSCa665hhtuuIGvfvWrnH766Zx++umMjo7y/e9/X33bNHekNaP+TY7U63/Htre385WvfIWlS5eyadMmmpubqa+vZ/369cycOZPbb7+da6655pBtnPP5fGlhYXlnO9J6eeWVV2htbaWysrLMVyLvdPtrdfny5Zx//vl0d3dz+eWXc9NNN3HHHXcQDAYJh8PMmzePyy67jG984xtce+216tumIK05NEV5nsfdd9/NL3/5S84991xuu+02IpEIDQ0NpTmef/3Xf83HP/5x9uzZw2OPPca5557LRRddRCgUKg37M01T6yhMA0daL4VCAdM0mTVrVmkBV5Fj4fW1unHjRiKRCM3NzbS3t5NKpUoLT3/zm99k9+7dfOITn+Ccc85R3zZNHWnNqH+TI/VGv2ODwSCnnXYayWSSl19+ma997Wt8+MMfpq+vj2eeeYb3ve99rF+//pB+C9Ci59PAkdbL/j6rsbFRfwCRY+qNfr8Gg0He9a530d3dzXe/+12+8IUv8KlPfYr58+fzrW99i3POOYdLL71UfdsUpf85T1GGYfD000/z+c9/nne9611EIhGefPJJDMPgwx/+MKecckrpuYsWLeL5558nHA7jed4h6w/J9HCk9aI32TJZ3qhWn3jiCUKhEGvWrOH555/nk5/8JN3d3axZs6a0toL6tunrSGtG/ZscqTeqwccff5xf/OIXfPSjH2XDhg1Eo1EAli5dyubNm/H5fOq3pqkjrRf1WTJZ3qpWL7/8cu69914KhQIACxYsYM2aNWQyGaA4tVt929SjNYemoP3zOZcvX87zzz8PwBlnnEFrayttbW3s3r37kOc/+eSThEIhQqEQhmGUElyZHlQvMlW8Wa3OnTuXbdu28dprr9HU1MSKFSt45JFH+OY3v8mzzz5LX1+fanWaUs1Iub1ZDc6bN49XX32VXbt2ld7ow4HfscFgUDU4DaleZKp4q1p95ZVXiMVifO5zn+Ouu+5i586d/Pu//zs7d+4sLU6tWp2a9K82BezflWD/8lD7f9haW1tJpVJs374dgJNPPpmxsTGSyST5fJ6HHnqICy+8kK6uLq666iqlt9OE6kWmisOt1ZNOOolUKkVtbS3XX389n/3sZ4HiThf3338/jY2NZWi9lINqRsptIr9jk8kkqVQKgEceeYT169fT3d3NF7/4Rf2OnSZULzJVTKRWU6kUnZ2dfPKTn+Siiy7i+9//Pu3t7WzcuJHq6urynDtqzAAACOlJREFUXIAcFVpz6Dj2wgsvsHHjRnbs2MGiRYtK2zHv37o5FAqxbds2BgYGWLFiBXV1dTz44INEo1FOPPFERkdHOeuss7j88suJRCJlvho51lQvMlVMtFbr6+u5//77iUajrFq16pBtfbW44fSgmpFye7u/YyORCCtWrCitfaXfsdOD6kWmirdbq4FAgJUrV7J48WJOP/10zjvvvENGvcnUpJFDx6mOjg6uv/56TjnlFLq6uti4cSOPPfYYUNyGF4pJ7vLly2lvb+c///M/AQgEAsyYMQOAU045hbVr15bnAmRSqV5kqjiSWt2/tbhlWRiGUZ4LkEmnmpFyOxq/Y1evXs26devKcwEyqVQvMlUcSa3OmjWr9Dr7nytTn8Kh49TmzZuZP38+GzZs4J/+6Z9YsmQJv/vd7+jv7wfg1ltv5ZprrmHZsmV89KMfZfPmzWzYsIF4PM673/3uMrdeJpvqRaYK1apMlGpGyu1IavA973lPmVsvk031IlOFfr/K62la2XHid7/7HU8++SSu69LU1EQ4HOYnP/kJp512GvX19QSDQXbv3k1XVxeFQoFNmzZx5ZVXMnv2bGpqanjf+97HxRdfzPnnn6+/jk4DqheZKlSrMlGqGSk31aBMhOpFpgrVqvwlCofKrL+/n6uuuoqnnnqKhoYG7rjjDlpbW1mxYgVtbW309PSwevVqqqqqGBwcZHBwkLPPPpsLL7yQeDyO67qlNRSCwWC5L0eOMdWLTBWqVZko1YyUm2pQJkL1IlOFalUOl6aVldmWLVtYu3Yt9913H1deeSUf+9jH+MEPfgDA2rVr2bFjBy+//DKWZdHY2Mhzzz1HRUUFUNxiUNsETi+qF5kqVKsyUaoZKTfVoEyE6kWmCtWqHC79S5fBQw89xDPPPEM+n+fUU0/l4osvLj0Wj8eZM2cOACeeeCJLlizhpptuIpVK8ac//YkZM2aQyWQA9IM6TaheZKpQrcpEqWak3FSDMhGqF5kqVKvydvjK3YDpwvM8BgYGuOqqqzBNk9mzZ/ODH/yAa6+9loaGBmzbxu/3MzAwwOjoKAD19fVcfvnldHd3c80119Dd3c3NN99c2mJQ3rlULzJVqFZlolQzUm6qQZkI1YtMFapVOWKeHHOFQsHzPM/btWuXd9VVV5Xuu+GGG7wrr7zykOdcccUV3pNPPul5nucNDg56nud5tm17Y2Njk91sKRPVi0wVqlWZKNWMlJtqUCZC9SJThWpVjgaNHDqGHMdh48aNOI7DmWeeSTKZxLIsACzL4tprr+U973kPzz77LCeffDL5fJ7q6mrmzJnDrbfeyu9//3u+973vUVVVRSwWK/PVyLGmepGpQrUqE6WakXJTDcpEqF5kqlCtytGkSYTHyLPPPsuGDRsYHR2ltbWVjRs34vP5eOaZZ9i8eTNQnMP5D//wD9x+++0A5PN5/ud//oe//du/JZVKcdddd1FVVVXOy5BJonqRqUK1KhOlmpFyUw3KRKheZKpQrcrRpq3sj5Genh7mz5/Ppz/9aZYtW8Yrr7yC3+/n9NNP57bbbuOyyy7DdV2am5t57rnnWL16NZ2dneRyOb785S9zySWXaK7nNKJ6kalCtSoTpZqRclMNykSoXmSqUK3K0aaRQ8fIsmXL+OAHP4jjOACsWbOGnp4eNmzYgOM4fO9738M0TXp7ezFNk6amJlauXMk3vvENlixZUubWy2RTvchUoVqViVLNSLmpBmUiVC8yVahW5WhTOHSMhMNhAoFAac7npk2bqKmpAeCmm26ira2NK664gquuuoply5YBxRXmZXpSvchUoVqViVLNSLmpBmUiVC8yVahW5WjTgtTHmOM4GIbB4OAgn/70pwGIRqN88YtfZMeOHcyaNYvGxkYADMMoZ1PlOKB6kalCtSoTpZqRclMNykSoXmSqUK3K0aKRQ8eYaZoUCgWqq6vZvn07V1xxBd/+9rcxTZN169aVflBFQPUiU4dqVSZKNSPlphqUiVC9yFShWpWjRSOHjjHDMHjttdd4+OGH6ezsZMOGDVx66aXlbpYcp1QvMlWoVmWiVDNSbqpBmQjVi0wVqlU5WgxPEw+Pud7eXn7605/y8Y9/nEAgUO7myHFO9SJThWpVJko1I+WmGpSJUL3IVKFalaNB4ZCIiIiIiIiIyDSmNYdERERERERERKYxhUMiIiIiIiIiItOYwiERERERERERkWlM4ZCIiIiIiIiIyDSmcEhERETkLzjhhBNIpVJv+nhnZycPPvjgJLZIRERE5OhROCQiIiJyhLq6uhQOiYiIyJTlK3cDRERERI43v/rVr/jmN79JMBjk3HPPLd1/1VVXsXv3bmzbZvbs2Xz961+nqqqKG264gc7OTi6++GJaW1u57bbbuPnmm3n22WexbZvq6mq+/vWvM3PmzDJelYiIiMgbMzzP88rdCBEREZHjxeDgIBdccAH3338/8+bN4zvf+Q633HILL774IrlcjpqaGgBuvfVWHMfhS1/6Es888ww333wzP/nJT0qvMzQ0VHruD3/4QzZt2sStt95almsSEREReSsaOSQiIiJykJdffpmlS5cyb948AC677DJuueUWAH7605/y8MMPY9s26XSaOXPmvOnrPP7449x3332k02kKhcJkNF1ERETkbVE4JCIiInIYtm7dyv33388DDzxATU0NDz/8MD/4wQ/e8LldXV3cdNNN/OhHP2LWrFm8+OKLfOlLX5rkFouIiIgcHi1ILSIiInKQVatW8dprr7Fnzx6gOCUMIJFIEIvFiMfj5PN5fvzjH5c+JxaLkUwmSx8nk0n8fj/19fW4rssDDzwwqdcgIiIiMhEaOSQiIiJykNraWr72ta/xqU99ilAoVFqQ+uSTT2b27Nmcd955VFdXs27dOl555RWguNX93LlzWb9+PfPmzeO2227j/PPP54Mf/CDV1dWceeaZPP/88+W8LBEREZE3pQWpRURERERERESmMU0rExERERERERGZxhQOiYiIiIiIiIhMYwqHRERERERERESmMYVDIiIiIiIiIiLT2P8P+rpTCnO7a/UAAAAASUVORK5CYII=\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "def get_nomi_regioni(df):\n", " return list(df[\"denominazione_regione\"].unique())\n", "\n", "def get_nomi_province(df,regione):\n", " a = df[df[\"denominazione_regione\"]==regione]\n", " #ultima_data = list(a.tail(1)[\"data\"])[0]\n", " ultima_data = a.tail(1)[\"data\"].values[0]\n", " res = list(a[a[\"data\"]==ultima_data][\"denominazione_provincia\"])\n", " res.remove('In fase di definizione/aggiornamento')\n", " return res\n", "\n", "def get_andamento_province(df,regione):\n", " nomi_province = get_nomi_province(df, regione)\n", " my_dict={}\n", " my_dict[\"data\"] = df[\"data\"].unique()\n", " for nome in nomi_province:\n", " my_dict[nome] = list(df[df[\"denominazione_provincia\"]==nome][\"totale_casi\"])\n", "\n", " df_new = pd.DataFrame(my_dict)\n", " #display(df_new.head())\n", " with plt.style.context(\"seaborn\"):\n", " ax = df_new.plot(x=\"data\", title=\"Andamento Province della regione \" +regione, figsize=(20,9))\n", " ax.figure.savefig(\"assets/images/fig2.png\", transparent=False)\n", " return ax.figure\n", "\n", "# Esercizio 2)\n", "regione=\"Emilia-Romagna\"\n", "fig2 = get_andamento_province(df,regione)" ] }, { "cell_type": "markdown", "metadata": { "colab_type": "text", "id": "fTheCeZKXG9S" }, "source": [ "## Parte 3: Creare un grafico a torta con le percentuali di contagiati per ogni provincia apparente alla nostra regione (Emilia-Romagna) " ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 520 }, "colab_type": "code", "id": "RpgBdH5ZWzrJ", "outputId": "c8c9f7b9-71dc-4640-e8a7-20902f56ea41" }, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "def pie_plot_province(df,regione):\n", " ultima_data = list(df.tail(1)[\"data\"])[0]\n", " a =df[(df[\"denominazione_regione\"]==regione) & (df[\"data\"]==ultima_data) & (df[\"denominazione_provincia\"]!=\"In fase di definizione/aggiornamento\") ]\n", " with plt.style.context(\"Solarize_Light2\"):\n", " ax = a.set_index(\"denominazione_provincia\").plot(kind=\"pie\", y=\"totale_casi\",autopct='%1.0f%%', figsize=(20,9)) #, pctdistance=1.1, labeldistance=1.2)\n", " ax.figure.savefig(\"assets/images/fig3.png\", transparent=False)\n", " return ax.figure\n", "\n", "# Check style\n", "# print(plt.style.available)\n", "# Esercizio 3\n", "fig3 = pie_plot_province(df, regione)" ] }, { "cell_type": "markdown", "metadata": { "colab_type": "text", "id": "qsYuDaFAXRSB" }, "source": [ "## Website development\n", "\n", "\n" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 404 }, "colab_type": "code", "id": "5v6AJ1NzXcTP", "outputId": "fd81321d-48e9-4843-8501-2288fef320bc" }, "outputs": [], "source": [ "%%capture\n", "!pip install dash flask_ngrok" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 34 }, "colab_type": "code", "id": "dQvxXcMNXZf8", "outputId": "a597857d-5afb-4885-a3b0-64a721a419fe" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Overwriting assets/typography.css\n" ] } ], "source": [ "%%writefile assets/typography.css\n", "body {\n", " padding: 20px 300px 0px 300px;\n", " margin : 0px 0px 0px 0px;\n", " /*padding : 0px 0px 0px 0px;*/\n", " background-color: white;\n", "}" ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 404 }, "colab_type": "code", "id": "-gfGMcWlXV0X", "outputId": "327b0aa6-957a-423a-fd1b-a57ec01f5361", "scrolled": true }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ " * Running on http://127.0.0.1:5000/ (Press CTRL+C to quit)\n" ] } ], "source": [ "import dash\n", "import dash_html_components as html\n", "from flask_ngrok import run_with_ngrok\n", "\n", "external_stylesheets = ['https://codepen.io/chriddyp/pen/bWLwgP.css']\n", "\n", "app = dash.Dash(__name__, external_stylesheets=external_stylesheets)\n", "server = app.server\n", "run_with_ngrok(server) \n", "\n", "app.layout = html.Div([\n", " html.Div(\n", " [ \n", " html.Img(src='/assets/images/fig1.png'),\n", " ]),\n", " html.Div(\n", " [ \n", " html.Img(src='/assets/images/fig2.png'),\n", " ]),\n", " html.Div(\n", " [ \n", " html.Img(src='/assets/images/fig3.png'),\n", " ])\n", " ],style={'backgroundColor': \"rgb(255,255,255)\", \"margin\": \"0\", \"padding\": \"0\"})\n", "\n", "if __name__ == '__main__':\n", " server.run()\n", " #app.run_server() #debug=True, host=\"0.0.0.0\", port=8900)\n", "\n", "''' \n", " * Serving Flask app \"__main__\" (lazy loading)\n", " * Environment: production\n", " WARNING: This is a development server. Do not use it in a production deployment.\n", " Use a production WSGI server instead.\n", " * Debug mode: off\n", " * Running on http://127.0.0.1:5000/ (Press CTRL+C to quit)\n", "'''" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "colab": { "name": "Pandas_Esercizio_Soluzione.ipynb", "provenance": [] }, "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": "3.6.9" } }, "nbformat": 4, "nbformat_minor": 1 }