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{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Image Quality Measures\n",
    "\n",
    "In this example, we will use image quality measures to detect presentation attacks.\n",
    "\n",
    "\n",
    "## Replay-Mobile database\n",
    "\n",
    "\n",
    "Examples of recorded attacks\n",
    "\n",
    "![](data/iqm/replay-mobile/attacks-examples.png)\n",
    "\n",
    "\n",
    "Photos (or videos) are displayed on a mobile phone, on a tablet, or directly printed. Note the difference in lighting conditions: on and off."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Image quality measures\n",
    "\n",
    "Here we will compute image quality measures for both real examples and attacks. Image quality measures can be divided in four categories:\n",
    "\n",
    "- **Specular reflections**: \"mirror effect\"\n",
    "- **Bluriness**: \"out-of-focus\" \n",
    "- **Chromatic moments**: imperfect color reproduction\n",
    "- **Color Diversity**\n",
    "\n",
    "### Several (121) measurements are extracted from these categories, in each image.\n",
    "\n",
    "Let's now have a closer look\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "import bob.io.base\n",
    "import bob.io.image\n",
    "\n",
    "real = bob.io.base.load('data/iqm/replay-mobile/client003_real.png')\n",
    "attack_mobile_photo = bob.io.base.load('data/iqm/replay-mobile/attack_mobile_photo.png')\n",
    "attack_tablet_photo = bob.io.base.load('data/iqm/replay-mobile/attack_tablet_photo.png')\n",
    "attack_print = bob.io.base.load('data/iqm/replay-mobile/attack_print.png')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "from bob.pad.face.extractor import ImageQualityMeasure\n",
    "from matplotlib import pyplot\n",
    "\n",
    "imq = ImageQualityMeasure(galbally=False)\n",
    "n_viz = 20\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
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\n",
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      "text/plain": [
       "<Figure size 1296x360 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "real_features = imq(real)\n",
    "\n",
    "f, ax = pyplot.subplots(1, 3, figsize=(18, 5))\n",
    "ax[0].imshow(bob.io.image.to_matplotlib(real))\n",
    "ax[0].set_xticks([])\n",
    "ax[0].set_yticks([])\n",
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    "ax[0].set_title('Real Attempt')\n",
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    "ax[1].plot(range(real_features.shape[0]), real_features)\n",
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    "ax[1].set_title('Image Quality Measures')\n",
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    "ax[2].plot(range(n_viz), real_features[:n_viz])\n",
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    "ax[2].set_title('Image Quality Measures - Zoom (1-20)')\n",
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    "pyplot.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
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      "image/png": 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\n",
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      "text/plain": [
       "<Figure size 1296x360 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "attack_tablet_photo_features = imq(attack_tablet_photo)\n",
    "\n",
    "f, ax = pyplot.subplots(1, 3, figsize=(18, 5))\n",
    "ax[0].imshow(bob.io.image.to_matplotlib(attack_tablet_photo))\n",
    "ax[0].set_xticks([])\n",
    "ax[0].set_yticks([])\n",
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    "ax[0].set_title('Attack displayed on tablet')\n",
    "ax[1].plot(range(real_features.shape[0]), real_features, 'b:', label='real')\n",
    "ax[1].plot(range(attack_tablet_photo_features.shape[0]), attack_tablet_photo_features, 'r-', label='attack')\n",
    "ax[1].set_title('Image Quality Measures')\n",
    "ax[1].legend()\n",
    "ax[2].plot(range(n_viz), real_features[:n_viz], 'b:', label='real')\n",
    "ax[2].plot(range(n_viz), attack_tablet_photo_features[:n_viz], 'r-', label='attack')\n",
    "ax[2].set_title('Image Quality Measures - Zoom (1-20)')\n",
    "ax[2].legend()\n",
138 139 140 141 142 143 144 145 146 147
    "pyplot.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
Guillaume HEUSCH's avatar
Guillaume HEUSCH committed
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      "image/png": 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tezp2cPzHGRzrK8AJIvIK14cvx76Hr5nBvp8GzheR57r3YkNsArKBSTMikUjFAmCTqjZF5Mn0hu5cjf1cPVVsAsB30/sD7qPA+9xEJCJyqIhcOM15PoWNlftHsclcMhF5LvAh4P2q6l3AfoQNi0nEZuYM3RIXYGffN7txftrviwEMGqu+hI3FewNTXRAHoqp3uzYNSsR4DXYMe5W7vkxEzpBuMphp+1pEnikipziL0lbsD20/lv8IG7KTicjpODfInTDteCgih4tNVjOG/X7fzp5/Z0Qi85k4tsWxbY/GNrEJiM8DXjbN7/IvAC8QkWeLtZa/2Z3zO4D3VH2ru66zsUa+z+1JWwbwFfrc9cVaw73+qss0SY/dto/HZtX+A1X98oBNrsQaOw9xWuA1WLd0z9nA17U3BHfesivB/GpsrOd9qvpz/wA+DLxSrJvIP2DjXjeLyJfcfn+G7aTNYjMtX4l1I9gA3IxNgBDyFuCn2FjdTcBf9LdNbfztecAnROTc/oaq6r9jA86/jnW3/vpOrut47EzedqxA/YiqXhus/wzwVeAu97i0/wCqejPwV27/B7FJCr7dt8164EassP6fYPn12DfOh7HJqO7AZY5TGwPzYvf6UaxbSE9duz4uww6y12GD/ZvAH+xk+53xKuAesW48v4sV+nvCW7CD3Dbs5MCgCYd+LgE+6d4zPk7559g+uB/rBvS7qnrrrg6kqo9g3ytvxk7SvBU4Lwgr2Nm+67DeEG/DToasw4YEzLhmeSRykPJa4D0isg0bx1R5qKiN//oD7Bf9A9ix4SHsDwOAv8HOUn/V7f89bFLEKbgv1+dgP5vfx/44/A/s+P/uYNM3YH9ceJe/LwXrPoiNE9vozvUfu3Gdl9A3VqmNifsn4Fh2Pl73X8u3nNtj//JtWM+qX8aOfz/Hfi/6HzLT9jXWsnI19gflLdgsqJ92696B9eZ6FNtXn9lF+3Y2HhrsGHs/9nv7Ga5dkciBRhzb4ti2p2Pbn2AT0d4uU+sxP11Vb8P+1v7/sffsfOB8tTHLbWwp33Pduo8AvzaT38Ez5ONYLRdO8EzSdae+lW4I5iDejI2r/wcZ7K79LqwV+17svfpLtVnfPa/ETijtF/jM0BGHiNyDzSD4tTk63mXA/ar6J3NxvIMFN5P2aVWNlt1I5ADDecP4bKF3z/JYGfDv2AnZi3VIX2oi8k7gBFXd04nGSCSynxPHtsj+hIh8BpvU+Uu73Hhuz3sK8HFVfcouN54nRKvZXkREVmCtxf8w3JZEIpHIcBGR88UmpBnDZgL9Kd0EkHuMCyF5CXYm+8TZHm9PcK6Pv4mdsY9EIgcRcWyL7K+o6iv2tVh25/3p/iSWIQrmvYaIvBebBOwvZzvLGIlEIgcAF2Jd3O7HhsX88lxZTFR1i6q+Zw5d1WaMiLwG687376p63b4+fyQSGTpxbItEDnCiS3YkEolEIpFIJBKJRCIDiBbmSCQSiUQikUgkEolEBhAFcyQSiUQikUgkEolEIgNIh3JSEa0DRmDBeMYRx9uyb+vW3stkDqUqNsu54j3GSy1JTUJVd1wBEdQ+ASAvCsqyQBWsq7m6592iePVGHRGh1WqB2OUigoixL9S+NsbOJfhs60ake6bqvKCl2uduP3VtV9w1+Ob65b4xbrnfpnKMDxorIgiCiFCURbVMtduu7m7B8V0H+fYqYMT4i6tO488lCBOTk4yOjFTX0o9tZ9Xoqq2uFzBiUPe6t23d+zMYRejeR3+a8HRT9qjeH/74QRvdkh0TkxtV9dCdnDhyELBs2TJdsWLFsJsRiUQiPdxwww0H1XdUHIsjkch8ZKZj8VAE88J6jWcddShJWrC43uDwRUJ9QYo8/kz++8YHyE2vKBQRHt26hccuWQJqmNwxQSdvUa/X6VBCmlGWJSZNERHSNKXdblcCcmRkhGaz6YSxFcNFUdDOOxhjSJIEEUNRlKgqSZJQ5oUVqkWBMYayLKvnI2Oj1bEmJ22Jsk6nQ61WQ1UxxtBut3ue53nO4sWLyfOcBx54AFEryNvtNkVR0Ol0qvYeftjhLFiwgPvvv5/Nm7chBjIjpLWMJDHVNaRJjcMOOwwRYfv27ZSlbX+9nmESe11FUaCqjI7aNhcojfpotbworBD/4Y9/ymmnrGZychKjVNfnScT2QVmWVZ8VRUGaphRlpytW3TH9NqqKkFT3UVWtqE+UKfHzaqptyrK0xy6KnomAcFKidDXgwzb559++8Sf37qW3b2Q/YsWKFVx//fXDbkYkEon0ICIH1XdUHIsjkch8ZKZj8VAEcyLCn//xHzE6XqLlJM1mk0ce2MS3/vfHNDc/AAsPr8RWURQsXLSQRzY/SrtU8uYEbQraZYkRQdJaJcKKoqBWq1WiqtPpkGUZW7ZsQVVptVrs2LGDPM/pdDp0Oh1aLeW4446iVqvzs5vvoJ4RiGghSRKMMdRqNUZHR0nTlE6RUxQFRVGQZRlZllGr1cjznHq9XgnJ1An4xYsX0263SZKEJEk44ogjEDUYYyohmOdW/GVZRp7nJEnC0UcfzTHHdEWrJIbJyUnqdWsl9/sYY1iy1IrxWq1m2+gE/OTkZCX8VZUkS2l32tRr9Z5JBcGK3SzL0LwrUktxExcigGCMFb+Flpg0odASxVCWSpqmaFmSpEk1KSFiKmu8+P9EUC2p1WrdiQJJoCjtdq7fVbUSzWmaVhMCXsxnie1rk5ZVH1WCPBKJRCKRSCQSiURmyVAE80RRcv5b/oT7H93K45YuoNlsMrawwZKl47zx7b/JBz90jRU+JkFSQzsvabZzJlpNBKUwghjBZFZEeavypk2brSVYlfHxcWtFbuekaUqtVidJMhYuXIyI0Gg0eqyWRVFw+mmnANZi2W63K0HnLcd++0JLKyxVaTabZJm1cHuRB1Si3G/nxbEXkrU0xRhTWai9BbvT6dButysreYkV+kmSVMJ7w4YNdDodoOue3Gp1qv5dteokiqLgxz/+CcbYvjn55JOthVgVodsWL0I9RVFgEkO70yFN08ovOteyEr6pdN3V/fm9C7vHHz98XQae2cZktDoFaepFcwlit0sQRKHEWpr9BIIn9BIwxlCqFcwd1+ay7AroSCQSiUQikUgkEtlThiKYxQjLjnwMD27byiHLj3GW0pKmGj70t19FjFVWoatts9mkLBdCWaDGUAbWyKIoSJKEpUuXWlfdvvO1Wi3SNCXP80q4eotvv7jyQjlJEhvnjBVik5OTlTjfsm0rnU6nEpuPe9zjaLfb3H77nYhAWdpHrQZFAcZAlqUcddRRZFnGxo0baU22GRkZIUmSyhIN1lo8MjICwMKFC1HpukeHFmpv4fau3/4Y3qVcRHjSk06rLOnetRlsPLgX6F7Y5nQFMFAJ/X5RnCQJRnstub5PvYAdeM8rK7W9r51Oh0ajUd2TJEm6wji4t6pKrVar7pPvC9/3ZVkiRqo+MMZMie+ORCKRSCQSiUQikT1hKIJZRSjFWGGZCJ28xCgkiYCWSJpZ0ZM71+eycCIQECcuUyesjJCmGcYkrFu3jm3bttHqFJx00gmV2/K6desqwTc2NgZAo9GoxFej0bCi0bk0qyqNRgOgcrUeGRmpBPTiJYfQ6XSqOF5jDGma8qQnnVpZfr21MxRvft3SpUuh7FplR0ZGKkFojKHT6fS4W4fxwa1Wq+fcQCWeJycnKxHrRW6z2aQoCh772MdOEbhepIpIlS7dW529QA/doP25poQeO/Hsj9svsnNnATZuuTGm6u/Q0u33z9KURAzNdqsSx76vfNt8+wCQ3kmP6UR7JBKJRPYNnU6H9evX02w2h92UodJoNFi+fDlZlg27KZFI5CAkjsWW2Y7Fw7EwQyX2vIjz4qeyHjo3axGhXqu77aWKtQ0pS0W14Nhjj7XizQllLypPOOEEwL5pwvhkL768xdOLZb8dwLZt22xysU6Her3OxMQE2qHHMuwt3Dt27KAoClqtFmNjY6gqDzzwQCV+Wy0rAHfsaFGWtqbXypXHArB27Vo6nYI0NZWgzLKsx8J85JFHUhQF27dvd8m96pUF1gt3fw1pmpIkCQsXLuwR7SK+F+lJqOX7NUz25e9RKLABNO9m7B4kkj3eAoyPg6Yvk3hgPQ4t/UVRkLh+8Pt4Bp3P3+dQdEcikUhkeKxfv54FCxawYsWKg9brR1V55JFHWL9+Pccee+ywmxOJRA5C4lg8N2PxcCzMCCUGSQwmzSjbbdR0syNnWd0JIO/FaygKxRhb/km0xEiCMSkkphJ+PW6+AGVJLU2rWGMNXIYfeughms1mFTOc5zl5DqnrkeOPP556vc6tt97aE6ObZRlpzSb5yrKMoihYvHhxjyV2ZGSkiqtevnx5JeC8ZThJErKkVl1vWZaceuqptNvtqo8KLae4jHvh7sVw6ILt46f98bzVOXTRto+uYO4R0lDFC3vBHorP1PWjj3EGEO2dvJguptmYXhFtl5nqfCFe/BamO4nihbDvC79Nrd51Qy/LkqRmY8nTOJMfiUQiQ6XZbB7UP9DAficuXbqUhx9+eNhNiUQiBylxLJ6bsXgoghms6Gl3SpIkJcvq+Aq6YXZk7+rbaDRot9sYk6AKSSkUeQeTeTddRQTWr19XWXGPPfZYJ2JrbNy4kXq9TpqmtFot6iMjHHrooVXiL79PvV6vXIVtIq0Wa9asYWJionLJrtfrqNCTLMsL51BshlZTYwzNZrO6prIsMVk3bte7Jfvzh5mt/USAtyyHscjNZpMlS5YgItx11112UiBwjwZotzsYI5xyyil2eZKQdwpGRkZsCSnn8l1iXcP9tUM3cZdvcyWGfc1plwSsQKvjSNHdrpReUd7v2h3GbZeaV/2YJYKhpJQS1FRJ1UIRb/uyew+SJKFw7YlJvyKRSGT4HMw/0DyxDyKRyLCJ49Ds+2A4LtlOcBoJ3ILLrkU1LAvlY43zPKcockS6rtt+Xy+kjjzyyJ5jeBH3mMc8prJKJklCx1levcXXi8xWq1XVa/a+/s1mk8nJSfI8Z3R0lCVLlrBp86M88MBGSoVa1rWgesEHcMwxxzA6Olq5ZNtM3bWqvvB2swNVZeHChVOyaXtR7q/TJ7PyruJZllWC2JdlWrFiRU8MNlBl2vYW6FCch1bnKvu3s8CHwjYU4FW5J+eS7TODJ0EG8LzTm9E6jE8OhWwYgxye3x/XX59JoCg7VWmpTt6q+tpOlHTdwk3gZh+JRCKRyGy4+OKLOe+887jooouG3ZRIJBI5aJkPY/HQLMxW5EAta4C2UQpQEAlcfJOEohJT3Zq8xghJmlI3KXlZoE48P/zwwzz66KPkeTcxVZIktNsFSQKdDjzhCavIsoz7N2ygxAq30dHRSlD6eODx8XFEhEMOOaQS5F5Qji9cwNFHH13FP3u3Yi/WvVD1Yj2kcltWU23vy1c1Gg3aeYdCSzrtTiVSvYXV//UiNowrbjQaVf1lnxXc93Oz2azcxCmVxNgJCC/wjTGuPLL0PFTVZcQGKZ3V2lmQvegGMAoglJ28J1N1pyym3Hc/QRG6b1trvM0mXpYlhm6ZLX8sPxHQY/2WFCSIfw4mSSKRSCQS8fR7X0UikUhk37O/jsVDEszdxFLe8pg6C3BPBuSiqCyhYb+WZYkG1kp1WZiPOOIIjjvuuEo02uNkbhutBHFZltbq7ASoP6fPYl21MkiAFZahSrK0J/bWi+kkSWg0GkxMTFTH8wLXW0jLsmTz5s0UnbJy++7WX87BwBFHPJYlS5Zw//33s3HjI2RZyujoaI+F2FtVjz76aOr1Ohs2bKBWq1Xn8BbrMLa5P7Y4tNAL9MRF++snEOW+H8Ntwj4AqvOH60Prfri9F8tJktjJAO1mBveCPrwHoav+oHtU0Ju0LLL/ICKXAecBD6nq4wesF+BvgOcDE8DFqnrjXm3Ud78Lq1fDwoV79TSRSGTvcM8993DuuefyzGc+k+9+97u88Y1v5KMf/SitVovjjjuOyy+/nPHxcd7znvfw5S9/mcnJSZ761KfysY997KD9HpmXY/HusG4dPPoorFkz7JZEIhHHgTAWD0kwexdfmynaAHnRdqKrK46gWzLJC6E0TZFSKTMhL50F0gmpHc3JHtflsixpt9ts27aNPM/Zvn27Sk/EAAAgAElEQVQ7nU6nEpCTrTadHE574uMpy5Jbb721EnxJklRWWV82CmDZsmW08w7bt2+vYo69i3QoaL0bto+dDmNwvRu2t4z21mFOq/YfffTRLF++vCerd5V52u3nhfvy5curdntR662yvg+h6+7s+9Jnl1a6IjZMNpam3ef9btX94rk/Q3VlgXbWaD9p4PupPwu37+vEJJUw7s+Q3bVIl5jEWpn9e6dWq1WlvyL7HVcAHwaunGb9ucDx7nEm8Hfu796h2YRf/EX4y7+EN75xr50mEonsXW677TYuv/xy3vOe9/DiF7+Yr33ta4yNjfEXf/EX/PVf/zXvfOc7+f3f/33e+c53AvCqV72Ka665hvPPP3/ILR8aVzCfxuLd5S1vge99D+69d9gtiUQiAfv7WDw0C7Otz9utq2vE9Fg/vXjyAi3PtWv5hMqK6oWpZ+vWrZVldWxsDGPSquaWL8vUarWsy3WS0G63KxG5Zs2ayhLqj+tFqF9elrb286JFiyrx5l2wQyuy37aKm3Zlq7xQDgVhq9WqxGC7nbuM3VYI+yzeAAsXLqQoCu6+++5qAsGWxLIu6KqgwCmPP4larcb//u8NNBoZzWaH0057QjcGOah97FGo3MjDBF9hPHFoofbXkLg+7I99NsZQ0K317K3D4fFCizOA+MRhdF3CfT/2T0j49oRu6b6U2HyZjYrMHFW9TkRW7GSTC4Er1Q4C3xORxSLyWFV9YK80qNmEPIctW/bK4SORg42zz4aLL7aPTgfOOQd+67fgV38VJibg+c+H3/s9ePnL7cfuwgvh9a+HF78YNm6Eiy6CN78Zzj8ffv5z6It2mpZjjjmGs846i2uuuYabb76Zpz3taYD9vnvKU54CwDe+8Q3e//73MzExwaZNm1i9evW8+ZG2r5l3Y/HucsstcN99sHkzLF487NZEIvOOOBbvGUOrw0xZkgokqaCtbqyqF0RFUWACi3LqtHSqhsJ0LZqhNbRer9NoNCqR6kWlj9VtNpuV+2+n00HynCxNKYAyyHjts11766t3mfblqbZu3Vpdy/bt2znxxBMREX7yk1tJxCc1gyyjyvBdliUrVqxgZGSEBx98kLwsKitwo9GoxLSqXTYyMtIjar2VO0kSli1bVllZW60WIyMjlQs2dN3Hn/rUM6vr8GKzP37Yrxd37V40V+K4sOcP740vbQVUkwT92bBVFaXrCh5aosN6z/55URTUjEHxCeHSnhjxNE17JkZ6JlTUCuZEoRQwsn/FRURmxJHAuuD1erds7/xI8yXeglJvkUhk/2NsbAyw3zvnnHMOn/3sZ3vWN5tNXvva13L99ddz1FFHcckll1RJPyMD2bdj8e5QlrB2rX1+yy3gfoRHIpHhs7+PxUPKku0EGTbJlzUYlrZkFIJoidVfSq4FxkBe4jJk92ZGDl2Ab7vtNjZtbZEAhx+2yGXNVu6+++7Kwjk2Nkat1rUCG2MYGxuj2c4rQVqr1Xria70o95myly1bhjGGVqtFkiSV5fQpZ57W42rs8W7I3nJ7xBFHUAbxtr01j02VFdy7GftkXv48vl1A1Y6JiYlKfHqrtKpWkwOLFi3qmUTwxwSXiAvI89Kd33Rdu532DMVuKFyhN6t1GGdsAhHtBXXYdt++iYkJxkbqU/ot7L8wFtv3l297kXcToImZGl8dOSAY5DYw8EaLyG8Dvw1w9NFH79nZvFCOLv6RyJxw7bXd51nW+3p0tPf1okW9r5ct6309U4tGyFlnncXrXvc67rjjDlauXMnExATr16/nsMMOc+dYxvbt27n66qtjVuyds2/H4t1hwwbrHQRw881RMEciA4hj8Z4xFMGsqLNKQq1WY2JiAnBWzLI3oZNqNwu1Or/jPC8w9JZBAli5cmWV1KsrQoXjjjuuskZa4VZWSaW6wjQDpLLOhvG//nj+uV/vXbE7nU4VdxwKx4mJCTqdDs1ms3IFr6zVAnle8JjHHM5hhx3GLbfcwsREG2O6lvMsyyrLcZ7nHHPMMagq27dvr9Z7wVyv1ysr+Pj4eM/rkZGRnvJZvQKdHit26OoNvd+MvX3Yuxy61vnqeO6c/l4CPUm7fJ/WarWqz7pJyATjhLWPwQ77t6cutEm77R2QkCxyQLAeOCp4vRy4f9CGqvpx4OMAp59++p69GaJgjkQOKA499FCuuOIKfuVXfqXKdXHppZdywgkn8JrXvIZTTjmFFStWcMYZZwy5pfOefTsW7w7eugxw0017/XSRSGT32V/H4qEIZoOQAaaERpJRkwSjkCYpueaVmEsSIXEFiRMgMyladKp6vLVaDclLcuei3TA1xkbHKstpWZY083b1OswKvXnzZrZu3V4JPJ8grNOxMy7HHX88Y2Nj3H333Wzbtq2yOgM9z8uyZPny5VX5Jh/POzo6SqPRoNFosGzZsp4EVwBZvVbF/9ZqNU4//fRKdHsXBJ/l21uXvevy+Pi4E79WSC5cOF5ZWPPc1qrO85zx8fHqOF5Q9tc8BiqLcVeEdl23bakvqY4TJgXzx/Xr/cRGFWOsUJbW0iwIBdojztXWq0KM4OPaoVt6qsgVMdrjVm89E4SyLEgz9/ZV6VrP3b/IAce/Ar8vIp/DJpjZsldj5qJgjkT2e1asWMHPfvaz6vWznvUsfvCDH0zZ7tJLL+XSSy+dsvyKK67Ym83bX9m3Y/Hu4AXzoYdaC3MkEpkXHAhj8dBcsjNsKaPx+gjF6DgpzopcC1ygMdQMqNjY1ixLKUUpDJjEUOTtHgvjhg0b2Lp1K1mWMT4+zpIlS0jrNbZv306WZVWNYIBDDjmEww57TE9yq9HR0cpC2SkK2u02J598ck8yLG9t9tbnqiyWcxtetGhRzzb+eOH23kU7tJD7ZGA98cOO0KXbu4bnec7ISB2wMcsPPfRQtf+OHZNVojJ/nic+8YmVNd3fg34Lsy9dVRTdGO7M9CXm6hPfYTt74s8H1FfzYtv3WVmWJC5Tt9/fi37v6q50s3uDm/RIbSI3le45w/rUkf0PEfkscDawTETWA+8CMgBV/SjwFWwZkzuwpUx+fa82KMYwRyKRg5B5NxbvDmvXQr0Oz3kOfOtbw25NJBI5gBiKYE4MjI6klMBIQ8gnICmt4JRSSSShLSUtbdMucySpkwIpBSZNyEVpefGlUKq1Wh955JEsX768t7SRSTh0ydJKMLfb7a4rdanU63UmJiYqy66q0mq1KKEqRTUxMUGe57RaLZYvX06z2WTt2rVBlmrFe5ILkAOnrTkZEeHOO+8EqFy4vct4Vq9hjGF8fJwkSao2eEHt3aNrqQFVxFl6G41GYOXt1oIO3c6bzRbGdEtReVHuRWye59QavW7ZghWjVSyw2r7z2anDuOP+Wse+PWEW69AVu0rQpWUglAW0RLXrYu3PkZgMFArRKiZZpETpHlsB0YTECfTqfgdu4JH9B1X9lV2sV+B1+6g50cIciUQOSubdWLw7rF0LK1fCKafAZz8LW7fCwoXDblUkEjkAGJpLdqOEGjDWBiMJSEGWendd6x5dK5UiSSjG6oynGQtGUzRXJjptpFYnMwIYDCWocte997FuwyMYIEkBgdy5WKva7NWnutJRd955Z0+SLzUJ9Xq9stLWajUWjI1RFAULFoxV4nNkZISyLHnyk0+vXJCbzSb1LAPTzRbtE1qtWbOmyrQN3TJaYZZpjDDmzlXF+JZKLcsQUUDJMmsxbjcnbTu1JMnSStB6IWrPVWJMUllpQzdvoIoZDlG61lopu67rYWknbx0OLeehCA/pz4JtjCGVrvguik61XVVeqnDx08ZZsvOcLA0FsFKiJFhhXBZdN/IwNjoSmTUujCMK5kgkEtlPWLsWTjwRVq2yr2+5Bc6cPyWiI5HI/suQXLJh8XiDAhgZzaDMSElB8ipON6kn1FQoEyFv1EgoaCRZJdJatGjUDGDo5DZW9tijj2LFUTYTY66lSyLWW3u43W6jZcnjHvc41xYXh5uktDudKhbWi680TSkpe/aHbsKxyuqrSn1khMnJyUpE7tixoxJyYUbqPM/ZtGlTVaJpojlZZbX2NaJPWHk8Dz30EGvvvA8BjFBZsWuZixM2wqpVq8iyjNtuuw3wibsM9XqjirUWERYsWEC9Xp+ShMuLbI/Pbt3v3uyvNdzO7+8Tk4VJxfrJ85xSuvv6fg6TdXXfH731lftjpdPEJ/nqZhiPROaU6JIdiUQi+w9FAXfeCeedB6tX22U33RQFcyQSmROGVIdZSVLFACO1jCY5WWpQte7DqRGbLMoIHRQ1Sj1rUFchNyVFJyc1kBmXCMoAat18tQRVgymhVCuqoCsMkyShGJBRuSjzqtyUL2llhVpRlUcqiwJE0KAGsJdqCmzfbusz57lW2Z/tNQn1ehZYlzOWLj2kakOY5RkRirJABQ5ZuoQzly2trNNemIZJt7wb9MqVK6sSTWFd5NCSrVqgKlXW7dC6K/SWjgqzffc/77fkeutyWCLLW357Enm5esqqahN3Fd3+EzWo7/OgXrS/zqpOdymgNos2oj3Cv/+aI5E9JrpkRyKRyP7DunV23D7+eDj2WBvLHBN/RSKROWJIpjlr9ayb3vJAXrx5N2Ivtur1uo0vJqeRKKO1hDrKWC0lKwtGkoR6llEzCYkRtMjJjFBLDJQ5Zd4mEbWu23SFXSjohKmZpEPXY+haWTUQdGE8rz+uL/nktxtU8ii0qIYJrXzMsf/rM0SHItTHGvfXJO50OtRqtcpyHSYqC+lPkmWMoaA3i3hIeP3TuT2HruhhTLF3Tff31W8bZssO2xU+D9sSWrzD94wnnCSIRGZNFMyRSCSy/+AzZB9/PCQJnHRSFMyRSGTOGIpgNgI1ShaPCUaURi0FShCXDEpK0syAMdTTjBoFbS0ZyVKyzNDIEsZHG7SaEzRGRzAi1F2yrFqaMjIyQr3WIEtqjI+PMzIygslSkppN/JVmKanLtOzjfOv1Wk8W5zBZVSiIARIREhEMvUmtUmOqdakxNpbaPe/PSF0lwgqEsTEGpHueMJt0vzgHBopvLyzD2sahC7TPYt3IahjtilQDpAIJvYI47IvwfIOEc3/Mcr/bde8ERQJq0FIQkt6s4GKQUu1fkupRFiBlVyj7TOA9Sd6c9T0SmRVRMEciByx/+qd/Wj3fvHkzH/nIR/b4WBdffDFXX331XDQrMhtCwQzWLTvWYo5E5i372zg8tODPRpZSS7qllsLkUf61SbBu1lowXm+weHyEkUwYr9cZr4+wdHwhE1u2kTc7dIqSTrtAS0HLDqIFWSJoUZKahMwkpGJ6slVnWUa9XrfiUoR6vU6jYWN/G40G9XqdLMsYGRmplvlHmqY0Gg1MmpLWamT1OmmtRpJl1fPG6Ci1RoO0VquO7eszZ1lGrVZjZGSksiA3Go3qdb1er85Rr9dJkoTR0VGMMWRZVrXDX4d/eOt2v8D1scZ2cqBOIQWlscLSi2sf4xyWnvKPQVbq/thicDHfgcD3ojZsh7+/3qOg/3x+WZggzR8r/FsURfU8bFeMaY7MmhjDHIkcsMzlD7XIPGHtWhgdhSOOsK9XrYL77oNt24bbrkgkMpD9bRweWtKvTqfjMldbkVTkBWnWK3bCmFQfr1vLMorCkJiCkpJDlx3C5u2TlIkhy2wW5oKEsvBu03aZirXu5u02aS2rknf1WGfpJucKKYqiclf2hIKu34XbuwyH19HvLuwTkfkMz1UscdKtYxwKXi+GG41GJUDDvqrVanQ6nWo/L8JDN3Irek2P67eW9l6U0OPG3W9V778v/lp9maxwmzBjtRe4/bHQ4bF8HevQ+u7PWwTx1n6dv/4qu3bAIBf0SGS3iRbmSOSA4IUvfCHr1q2j2Wzyhje8gbvuuovJyUlOPfVUVq9eXVXNOPXUUznnnHN417vexYUXXsijjz5Kp9Ph0ksv5cILLwTgyiuv5AMf+AAiwpo1a/jUpz7Vc653vOMdrFu3jssuuyxO3O5rfEkp/1vLJ/665RZ48pOH165IJHJAjMNDyo5kB7RazdZdpmy7+Na8N2ZYnOgqcjBKI6tRli3ElJDahFwdYHS0Rl5CriBpHW23ASUv1Ca6EpsMrCRFtaDTaluhRjfGuOw2a9rszW2XYMvj3ZvdK0SmZqD22w9yFbau0hntvNON0W2BiAGKKTe6qc3qvGVZQtJ16e4v6+SvKxSati32PEXf9Rnocf8O9+kX72HNZb9P6LoexheH4rp/+aDJhrD9vl0geE9xNVK5ZfcL9aosVoxljsyWKJgjkQOCyy67jCVLljA5OckZZ5zBN7/5TT784Q/zox/9CIB77rmHn/3sZ9XrPM/54he/yMKFC9m4cSNnnXUWF1xwATfffDPve9/7+Pa3v82yZcvYtGlTz3ne+ta3smXLFi6//PL4HTQMbr8d1qzpvvalpW6+OQrmSGTIHAjj8NDSCXsLaKvVgiqJFn1WyF4BlGUZubeOAsYAua3OC2BKUFGSskRFSVNDUSpa2CLMiSptJ+76KbXEiF0eJpXqSTZFX2btILlVt81Tn0NvnWLrpqyAtZpjuhZVtTtPOb6qolJW7QMQVQQoixyv9r0lPizJ1OOajRPE7n1U9vWHtwYPSkpWWX2D5GDeOuxFe5qmPa7S/W/Yfst1f9K0sN8qK3iQFE6NUJa2L/vv43TnjER2m1iHORKZO974RnA/hOaMU0+FD35wl5t96EMf4otf/CIA69atY62PdZ0GVeVtb3sb1113HcYYNmzYwIMPPsjXv/51LrroIpYtWwbAkiVLqn3e+973cuaZZ/Lxj398FhcU2WPyHO6+G17yku6yxz0OarWY+CsSCRnSWHwgjMNDE8wiQlLziagSjEnIamklLK1Q7lo3VRWkjWqBMUIKlIVNVFWKkFMgRshUKJKEBOi4MlCFFhgxqBFqYijUCdpKVxlMUCO4X7j1W0n9PlPxYh9g6jE8ZQkaaDoNXZGZmom6EryYnphgrY6rqLNuK4pJU9Rl/U6TBOPcmBVroVW6VupKkGInJNrtdo9I9bWTE7oCOXQ99+32JbtCi3RomfYWdsWKbX+FVb+o6enj0JW7ctsvChKSnsmAoihIJHA9L3v7LhLZI2IMcySy33Pttdfyta99je9+97uMjo5y9tln02w2d7rPVVddxcMPP8wNN9xAlmWsWLHCVunom0gOOeOMM7jhhhvYtGlTzw+4yD7innusaPYJvwDS1GbKjom/IpGhcqCMw0OKYbYX6xNbCQne2upjeq1I6mZ89ompRHzsqnW3NiTUjKAoJYYyL6inttayqgFRTCmgguBqKItQFN1STiLJlLaF7sWeXiFrLcT963ZlUe2KfyCo4tx141ZMkBzL48Vn6NadmoS8LFxfTbVqV67bQVv8FuFyf54wTrtrre1auvvLOU3neu0TjIXbdLeVHhE8rSt24O4eWrO9MK/6IE1JxG7rLdzRwhyZNdElOxKZO2ZgCd4bbNmyhUMOOYTR0VFuvfVWvve97wF2crjT6ZBlGQsWLGBbkBhqy5YtHHbYYWRZxje+8Q3uvfdeAJ797Gfzohe9iDe96U0sXbq050fZ8573PJ773Ofyghe8gK9+9assWLBg31/swYy3Vp1wQu/yVavA3fNIJMJQxuIDZRweimA2AvWaMFpvMDExwaKFGaqCGCqRLIIVQmVBnrdpqpIag6SGJLGlm9RZW9udglotpcwVzQymk9NGQAxoiSQJuSrtTm7drn0yMLHJsdpFTiKma+lNBc2hoFfMJU7g5kEW6LAmc4iqIkk3MZgYZ3GuLKpBArEgRre/PnS/ZTs8V6FlIF6F0llX1YAxoZAtACF3rtLVRmF7gbReY7Ldwhghdy7q6uOFi7KnjrJvS/g6TNIWtrUSxkYRui7TYVkokbKyQltxbN3MfXt94i+DINqbNK3Ubgx1IlPrSEciu00UzJHIfs/znvc8PvrRj7JmzRpOPPFEzjrrLAB++7d/mzVr1nDaaadx1VVX8bSnPY3HP/7xnHvuufzRH/0R559/PqeffjqnnnoqJ510EgCrV6/m7W9/O894xjNIkoQnPvGJXHHFFdW5XvrSl7Jt2zYuuOACvvKVrzAyMjKMSz446S8p5Vm1Cj73OdixA8bG9n27IpHIATMOy6B6unubo5Yu0t97zpO44dbbOP6I4zn88DGMpCg2btCLLMFaNOsjDf7iyv/g9S99hs3o7K2j6jM+g5bCZN4hz6EjQqsoKVQoS+iUSqkgaY3JyR2UGIoSNFGcodmuR8jVuYSrjVlW68Bst2Fqhuf+WsA+mVjlLpx4YdwnUAPBLDog6ZWvx1xOtXBX25mpllRVtcuns7JqN047jPe99tvf5bznnsOOHTsqS7LPXG2MwQRvE39tkiZVX1UJtzQ81dRs2/4asizrydbt72WtVpvSnz2JvErtsTLbyQg3wVCW1I2Np/70V/79BlU9fXAnRA4WTj/9dL3++ut3f8dLLoF3vxvnYjH95ykSiQzklltu4eSTTx52M+YFg/pCRA6q76g9Hotnwh/8AXzyk7BlS+9Y/c//bOOaf/ADOP2g6epIpIc4FneZzVg8NFNcrVZjfHyc7du3V67APnmUF6LQLR3UjePtCihfNslabktXYzgjTYR6YsgEDEpiBCNQdtpkSYKhJHFXbpDA8qlkJqmSfw3qnErMVy7UvSWkwueDyh5NxyA34v4EWJIYK4b9Y4bHGUSSJL0u33RjkUMLd1gjOTxHWP84rKmsAhjpCv4B+4b7hefxYtm3z78nBrU9vA+hG7fvq0hkVngLs6qNjYtEIpHI/GTtWmtd7v/9E2bKjkQikVkwtKRfxhjSNKU12bI1hlNBKa14FQEpga710dcPTtLAFddZGkugKJRUlbJwwkmVVBQ1Ch0wmUHykrwwpKk4K3OOSonRDExBmma0cluLWJ1olrJEkm4ysiTJKIquJbwnple6McpdkWio/K0DeiyuxrtbDxDNAqhBjD3OFEGsLi7Y9MUD78JxIIwRDl2oQ2tuGEdtj+9inSkxiXdtFzSx/S5exIugClJdzwARr4Yiz0mS3regP79/lP3u7wKJF/pSWtd9rDt9mqRI4MYdiewxYbKvVgtcTH4kEolE5hlr18IZZ0xdvnKlHbtj4q9IJDJLhmNhduJn8eLF7NixY4pbcyiG/WtvfUZ7LZe2lrEEyZ4Un127687rraYuSZSzUCZOXPkyRXme22zQarNC+/3DMk1hIqop6AAXYr9iGvrjbftds33880wsx/3ZvadtJ70lq/xkgBfMYRy179fpkpr1t3ln2/Zntw5F8SBLve/LkCwQLv494u9nnuc9mbkjkT3Gl5WCGMcciUQi85V222bJ7o9fBpsp+8QTo4U5EonMmiG5ZCuiuJjjHINiI4RLjMHF/XYtiyXQKZ3Aq8ocpRi1QqnUkqLokCR2+1QMaQKJUVIxZCa14pgEk+CO7US4TnVP9vi4XR/L23MFVX3m0iXVGowVjb1W01BIWnGdVNtULtCuxahNvDVQBKqh33o7XZZuxRqjq/JLfW7M/nm/eO1OZHQnAaZk7O5LIFbdN7GW6VKoylOF5wqfdzOj99ZnDrcTEcq8K7T9RIuIkmWJdcdPDVkWLcyRWRJamGNpqUhkj4iTl7EP9jp3321rdQ4SzGDdsqNgjhzkxHFo9n0wFMEsJsUsWMzo2CHcs+VBJgwkIxlSq1MYpXT/8kTIE6FTTCBlQUdSNE2s0M3EJpUyBUktI6knYGoUKB1jXLwvaGqQuiFNDcZYgZdmI4gkaCkYSXtEmrew5gKtsqjcvY1JEUmcRTNzXWcoS0OaNkiSDCMJiaSkJnMK0QRWc/9a7HFMBmooC5uwzP/1z+0+2uNerKVUIhoNLeg2ZljFinxvIffLJDEgffHILs44LwtMmqBg61OLqa7NP3zZra712V5LltXJsnol+Ae9nfonCkJ3b3+N3srcv30YT91/jCzLqLtHQkIjayBqoIDMRPfZyCzpd8mORCK7RaPR4JFHHjmof6ipKo888giNRmPYTTlwmS5Dtmf1aiuqJyb2XZsikXlEHIvnZiweSgzzQ5u38Vef/zpSE8pyCR/6p+/QKZ3lsp1XWabLvE2j0cAYQRYdxt/+y/dpt1skpdIYsVbfvN2hVquRJAkjo7aml5BUiajyUqnX65X7boFQSxMEKJx7NqVi0sTWA0vrPSLOi7Usy2zNsLxAaimFj1VOa7RcluharUHpBbJJXRbpklarRWOkVrkht/MctIS060qe0BsT7WOMO0WByWwNaluqKkGDuF5vFS5aLSuIa6m1fgPiyliVZUmupXUzT62IT8RuZ0QoVSmwZaVMp22FqjFY3W4Fa5ZlXTf5wmYqLylRn9nalX1SrIXax0XnQSZsEaUQW1e7csUOEoy1Ox3SxJeuAhUhyWz8uD+3qJ0AaBYdaqm7x0Vpk7olYtsdq0pFZksUzJHIrFi+fDnr16/n4YcfHnZThkqj0WD58uXDbsaBy64E86pVNnnjrbfCaaftu3ZFIvOEOBZbZjsWD0Uw56UyoaDN0olEK/y0VHCxyqpKq8jJFYwmlJMtRAXJxsiBVukEZG2UCVVMadi0TSnLNHDjLVE66PYWRpxbtXQTdnlCC3OY6MpbOKdzc/YCtyc5VrB9WU6NPe6P7/UW1N79ejNVQ9ctPEwqFibuCo8fWmsHnaufJElYesgSfnDDD2m1WhRFQaPRoNPpkKZdt2jvAh3GIofu1GEf+rJRqkqj0aDVapEkdlIiSRIS582di9JutxmrNaZkxC7Jqmsdzeq0221MZo9fr9cR7wpflJU13pQaZ/Mjsye6ZEcisyLLMo499thhN2NO2b4dvvQlm1/qxBOH3ZoIALffDosXw9Klg9evXm3/3nRTFMyRg5IDcSweBkMRzKpWJA1KEBW6DBRF4bYrnDjsIGLjdge5FtRqNTpFjuY65Xgi/kfv4PhW3xZjUii8y/BMTJXSd8xQIJUu05AAACAASURBVJc91wjdOOFeId6Nj+6t89wV0612c0aJv/wxrLi1Qr70f0vFOMHd038dKzzbWyZI05RO3qnal3cSwCc68+3sjecOJxj6JyLscXb0WOtVlRIrwNUJ/i20p/YV3cRvZXWu1HoRBPHUKS7hV5pApyBmyY7MmmhhjkQifUxMwKteBR/6UBTM84bpSkp5Vq60yb9iHHMkEpkFQyor5ZNlgRW/g7fy4tIYm8nZCqqpNXa9yGo2JwKh3L+NfzZ9jV5rne21Hs+1z3+/RXiut/f4tls38KQnZtgyKNt1SbvdBhLyDtj7lAfr+63tlYydcqye+OowQVjAdNVtKwGOzeURTqoUFJUwV+dKXuUzLqzrtimjT3ZklkTBHIlEBvD+98OLXjTsVkQq1q6FX/iF6ddnGZxwQhTMkUhkVgxHMOvUUkQ9q3sSZQlWa00vrLviz29TTmuNHeRiPWj53hDL+5LQVTzM4j3TS+rfzif+Gtx/vRZy7/q9c7E/vagNxXX43Gcl3xV7OskQiVREwRyJRPr4yU/grW+FpzwFYljyPKDZhHXrrCDeGatXw4037ps2RSKRA5LhCGantwYL0tBdWXeyXd8hpxHBg5ir5XuDmdZRHuTCPmib6SYIZtsut3Ta8/bHUQ/ad7q60bu6pkhkr9PpQK1mhXOMYY5EIsCZZ8Kf/RnccsvOjZqRfcSdd9rZ/ekSfnlWrYKrr4bJSRgZ2Tdti0QiBxTD8V3VriVS1dYx9g8f3xsmuNrZAwaLqPA40z2UYkYPpJzZYxoBaRs5/X5itPor0ltaaUrXuWv21zDt6XZyjN3ZbnBZqJJ+S2//Nr4E1aD97cNai0XUPabWYLbPtecBDExcFi6PMcyRWdNuw4IF9vnOLMzXXRfLlUQiBwkLFsANN8AHPjDslkSAXWfI9qxebYX1bbft/TbtC/77v634j0Qi+4yDOthzV0J8t5lWHPYKyUF1ifvF4q7235UgnYt+mfllz43Vt7/tOzuuv/7wISJRLEfmhpkI5k2b4Oyz4TOf2WfNikQiw+Pee+FZz4JvfnPYLYkAMxfMq1bZvzfdtHfbsy+44w54znPg8suH3ZJI5KBiSEm/ukznlt2bk2pnllsZmB1RxB97Fu7UOig1Fui0Oq6cPlOj33dXQlRm2eZdMEWEDroYKd3yQQm+pjI3bt8lg3t7Kv3Z1bsx7/tvzHlkntFuw/i4fT6dYN62zVottm7dd+2KRCJD47rr4LWvhXPOGXZLIoAVzMuW2bJSO+P44w+cTNnXX2///vSnw21HJHKQMXQL81xaRiNzg6pOkew7uzdzcd925xihMO4XyUmSxPdRZPaEFubpYpibTfs3JgWLRA4KLrgArrkGrroK7r9/2K2JVCWldkWtZrc7ECzMP/yh/XvLLcNtRyRykDF0wWytsv2Pme25M5G9p67VosFjBtvMZ2bkqt3X90pht+3bbLpkZLsrTmfrQm6SoM0D2FlcdyQyY9ptHs134ZLtl8ekYJHIQcGiRXYe7ZJLol6ZF8xUMIN1yz4QLMxRMEciQ2EeCOYus3Gpna401e4eIxRwuyO656OF3Cc+2yPm+Hr2Vd9Et+zIXFC22nz9B7twyY4W5kjkoOLmm+Guu+DRR+HZzx52aw5yJiZgw4bdE8x33tkdt/dHVK1gThJ46CGbRyMSiewT5pVgnm+Ccz6K4N3BJ8Kaa2ZjXd7b7M/3KzJ/kLzDKU9xgnlXLtnRwhyJHBT827/Br/86ZNmwWxLhjjvs30Aw5zm8+tXwy78MDzzQt/3q1VCW+3em7PXrYeNGeO5z7etoZY5E9hnzQDAb0GkejulEUCJmoKidqVtuj1swskcu1vtSVPefZ1cZtef63Lt73LloS5IKJqF69J7AleXqK2UVicwWabc54bRduGRHC3MkclDxmtfA7bfD3/89fP7zw27NQc6ADNm33w5XXmnvzY9+1Le9z5S9P7tle3fsV7zC/o2CORLZZ+y36iLMjhxyILjkDooXnmm5pQON3bmfvu52JDJbtN3mk18YoTTJrgXzTC3MGzfGms2RyH7M4sVWn/3938O//MuwW3OQc/vt9m8gmFetsu7yP/85nHtu3/YnnGBdmffnxF8//KGtxHLBBdBowK23DrtF84s8h3Xrht2KyAHKfiuY95UwHoY4nU+CeD67pQsJQqy7HNkLtNqsf7hGm9quk37N1ML8zGfCu941N+2LRCL7nO9/31owb7wxll8fOmvXwmMe061m4Fi8GA4/fMD29TqsXLl/W5hvvBFOPNFe84knRgtzPx/7GBx3HNx997BbEjkAmT+CuVQoddoM1P0WVpESlQJKa1XcVYKrnuzXM8hwvdMM3NJ9zBVTr2+wO/Oexg/virCuMcDUPNnTM9cu4T2u1QPc9Hd2/Pks8CP7CWWJFDkveGGN2oL63MUwb9gA99wzJ02MRCL7ni98AV73uhjDPC/oy5Cd59ZT+RvfgG9+08aaF0XfPvt7puwf/hCe+ET7/OSTo2Du52tfg04HPvGJYbckcgAyHMEsw3Mz3pPM0fuqVnR/hu6DlbIsKaZ80+2aKJYjc0KnA8CpZ2SYRn3uYpgnJqy/4AAmJ3e3kZFIZF/zzndaj97rrrPCOc+H3aKDmD7BvH49fOc78OCDcN998J//OaBW9urVNlnY/ph34pFHrLtxKJjvuSd+eXhU4Vvfss8vu6z6Ho9E5oqhWpj3VLgCGFJEd+2O229NTpJkYPZoEWYsimcjnnenTNXBhrcsG2Oq+7Q77Gnt7UikB2cx/sjf19g0MQPBPBMLc1na42zePGXVbbfB6Ch8+ct72uBIJLIvWLQIjj7aho5+7nNWw0SGwNatVhkHgnnFCqsfX/YyeOUrrVg+6qi+/VatsmZnH/+8P+ETfp12mv170klWJO7PWb/nkttus3lCXvQi+96ISQYic8xwBLPTNP3Cc65E4r6wBu8pg9o0H9u5PxL7MTInOAF86901WlrbtUv2TKwV3gowQDCXJZx66pRQvEgkMs/4r/+Cq66y2bIfeWSaWNnI3mdASSmPMfYxkNWr7d/90S37xhvt39DCDNEt2+Oty+97n50p+djHhtueXfCmN8HFFw+7FZHdYWgu2RU7iSeW0kz7CONap6wPY5V3Fg+sYBC3T+86lQJlcMNmGgcNuy79tDdEXukeg9D/x96Xx8tV1uc/73qWmbk3NwkJW9jDkkBVRAVRpNhi1aqFqrUVENESKy4/QaA/W0XcaC1QqFIUi1srys+FIqgUcSUgBUlkFYiC7EtISO7N3Jk5y/v+/vie950zk5vkrrkXOE8+85k755w5855zJjPzvM/zfb6MwW7pdd35hACK7cr77Md0j9/Vom8NDKKnntm5BSqyXGHaUFi5jj9JY/GSrSjMbvl4FGaXjj2GJfuAA0g8OPLISYy1QoUK2w1f/Srw8Y+TI63CLKKvpVSWAYcdRqq/w7//O/Vk7sG++xKbfjYmZa9eTfaG+fPpsTuWijATVq4EFi0i5f1v/5bqmd3EyhzDD34AXHABIOVsj6TCRDBrlmxe9D123zv9vXTHurn1k+1HvNm6gnyNqfpaMaHgqy3B2YQne3Ptsyb0HGvBMbb9mxXrt2ldLrZzmDvpcL2YTE16hQpbRUGAX3K4Bo+mqYa5rDD3vV9HR4GTTgKuuWayA65QocL2wBe+QHWyrRbw3vfSD98KswBHmPfZBwCwfj3Z5bXubrJhA/D44+Tg8QhDSlF+NirMq1d37dgApX7vtVdFmB2uvx54xStoNutd76IWYnM0/Ou3vwV23hm45JLZHkmFiWDWeNB4lNf+Wz9pnurNjWOs8cwVTLavsCOR/WR6MvsZqy/0WPueyuuU4ZTmsY59PBMGFSpMCQVhPv/zGvc+sJW2UhOpYXYKszHApk09q26+GfjKV4Cf/GSyA65QocL2QKMB7LADcZU7vnsffrdqeLaH9PzEmjXALrtQ+ANIWLzmGuDYY7ubfOQjwLXXjmHPXr782acwb9pEddfOju1QJWUTHnsMuP9+IswAsdE3vIG+WOdgwNuHP0whdZyPkeReYc5iVgiz4AKNuIZQaUSBQhxq1KMYkQ4Q6QCh0giVhhYSgVQIpPJ/ayYQcAmllA+G6lehYTlsBnDDIayAsALccLCc9d4X6i23ADO0rLxeFv/ccr/e2KIDMKnkriUW73vc3yarf91YNw7mb+XH7rnlx+5vwXjPY7dMMN6z/dZu/c/tf43ytmVSusXWW2MQ1/GGeG1ru/7JDacyu9tkJxkqVADgCfBNqzX9Mp7OGmZgM1s2Y8BLXkIusgoVKsxdfPe71FqKM4vr00PxwfTc2R7S8xN9CdkT+spftoyeP952gHMBt91GzqSxCPN991Vx7TfcQPeOMAPAihXA2rXAFVfMzpi2AcaAo48Gjj9+tkdSYbyYFQc9s4Bt5sjbKXKTwsAgB9UNZsghSjzeFNWzBYWDBEeKFBkAAQELC15sz4p/ANXqpuimYufFB4onY4yBGwvOOUyRkG3dY9eT2JLayUsqtLUWtiCzAMAZwDmldQshqB1SH4fsT3y21vrH/f2Py3+X1zl79pZQtm/3v0aZQJYt7eXWTW6iwZHQrSnLeam2u7zv8nPLhNbti3O+2TG5fZSVfSkl8jyHEMI/r6w6K6V6x9bXE7MizBWmhOKH1Klnauy3OgA2bhx7u8kozAB5BXfbzT981atIZa5QocLcxr//O/13f+ur19PE19q1sz2k5yfWrKE0ZJBCt2QJcPrpFKRUxjveAdRqdN08li+nJ61Z0w0Bm+voT8h2OOAAyty4/36qaX6+4vrr6UKXJxSOPpqi07/4ReBtb5u1ofXjwQeB97wHOPts4NWvBgYGZntEFcaLWSHMOyzYAR94+wpPgKSUgODIsgxgBkIISCmRFD9EywpylmWw1kJKiTRN/badTgdaSIRhiDzPYa1FmqZQSvXUuXLOkSQJkiSBYUQssywD513SuWHDBgghwBhDu92GMYbGxhlarVYPAWynSc+40jT1BDAdbcNai3a77ceb5znSNAWXAmmaIssypIaWObU0z3MopTA6OuqXAUCW0TYZ6LU7nQ6stUTITZeIpib1EwluEsHAwMLCAD7MjO4ZbPGPgcPAFBMQBqxYV56IcCg/1+3fvV53f8xPZiRIoKCQI++d2CjGyYttM2TQXCM3eTFe4/eRIaPa7OL5snj7un1ycP93hQqTRvG5c+grFXDXVizZbvlEFeYxkrLf+176LfTud090sBUqVNhe+P73CwvlA48AAO66pYlnCeV67uCZZ6h9UKEwN5vAm99MwnE/Fi/2ru0u3IZ33fXsIcyrVlEtwM479y4vJ2U/nwnzypXAoYf2pmhxTratf/gHajm1336zN74Snn6aaus5B848c7ZHU2EimBXCzDlDFEWe+CZJAsE4ciYgJJGdNE0Rq4CIpGVAbmHS1IdZWZNBWIBZg6TTQp5l6PAMnVYbQghPxtujLU84nYLp1mUm94prnmUQQiDLUjTiGlC8TiCVf34Oi3kDg6Q6O4W4IN1KKWRZ5gmuMQZaa0/CkyRBmqYIgoDUU63QabWI+HHh1V6nruY5jU1KCWOMPyYpJTKT+/16VbtEmA26qmye5z3WZRlof2yMMeRJ6hVbJ8zShIMB58w/X0qJVkYTFJs2bUIURWDWIs9zf0yM0fZSSv967rWllMiKc+zWuYmGKIpgs9y/H7Is8xMMWmt/Xqk/s0KStP1jp0R3Oh1EYQNJQhMY537lwpl/I1d4bqIgzBderLFsZYA/3Xkaa5iBzSzZV1wBXHwxcMopkxlshQoVthdqteKPRx8FALTWjW554wozg76E7IEB4N/+bexNP/vZMRbutx+xlWdT8Nfq1aSe9rsM99+f7n/7W+BNb9r+45oLGB4my/pHP7r5upNOAs46i9K1zjtv+49tDLz4xcBvftN9nCRUou7CzyvMXcwOYWYMoSQfbZJlnjAqpZBnHQghEChaL7T2ZMz02X1tQdiE1hCCbNEWABiRchjaRnLVtSznxte5KpSWWyJ5gklP8HxtbPEZ5R4LwZAWrWecSg0AKgh7rMJlO3FQq/tlRCQFaoNxD3EsW5a9dVnAE0333IDRJEMQBF5lN6xLTpkxhcrKoHRA6jjIOs5zUsGJmGfgjMFkOU0KcCKhQaA8aXekX0qJhpSw1iKaN9S9lrzb3smRV3fMzHaPSykFaHjXQKBpIiIXEtII5NaAcwFmGSzjyFN6X7g6cFlc3yzpQAkah8kBDgHBJOJQwtocsVY9VvMKFSaM4j36vR9oHLwkgE2SsT0Lk61h7lOYjQEOPxw455zJDbdChQrbB5deCixYAPzFWiLMh+zfnOURPQ/hCHOhqD71FImvW8tqNaYU/hVFlC79bAn+ShIa62tes/m6wUFSne+5Z/uPa67gppvoAr/ylZuv23FHmkj46lepP3MYbvfhbQ3WAnvuCbz+9VVi9rMBsxL6ZdFVe0k1FF6VFEohMwa5tb5nMDiHZQxcys1uOgwhpSSiJgW44D371Vp7pVYWhE8p5UlcEATgnPvtwjD0JNCRcA6GPM1gcwOT5bCWAeAIggiBDBAHMQQEuOVQXPmbtQycS0ipYS2DlBp5bhEEkVeSy6nfjmCX63+d0uys406hDcMQSZJASgmtNZRS0MXEgZIBOJcIggiMCSgV+JsQCvX6ALQOEQQRtA4RhjGCIEIUxAh1BBiGQIWoRXWEOoKWATgEpNS0H6GhZQCtQ3AuoSDBmIAQCgD358ddBz8RkBsoLqC48OFiDuUEdBfwJhmHAEM9iqGF9MsjHSCQCo1GA3EcQ2uNIAgghEAYhqh5GaBChUmgmAy74CKNV/5JADadKdnAZoT5L/+SHGWNxmQGW6FChe2F884DLrsMXmHu+X9dYftgzRpix3vthTwn3nzGGWNvmiTEjT/96b4Vy5Y9exTmu+6i76T++mWH53tS9vXXUwupl71s7PUrVlDfse9+d/uOaws46ijgX/+V/mYM+NjHgLe+dXbHVGF8mBXCzMB6rLr9xDYMQ08C3TZKqZ5k7P6ezELRfsr78oS3UDyzLINQEgYW4AyWAWlOy3JLCmuaZ5BagQkOcAapFSwDVKDBpYDUCpk1YFKMeW8YYDlDkmfQWvu6ZWstOp0OwjBEp/gB7oh7nuddm3iWIcsyr2aXQ7RcPbY7d+443c0dqztn7jkA/LnxExNCQClF9eMAtNZ+v0EQ+Gvl1OVarUbnumT9dinaQitPgCUXMFlOSdsWUFwgkArc0nkxDEDp3LqxuusupfQTGG4ywB2fO1/u2pdr0621CAJS0yuFucKUUBDgF71MU2PP6ejDvBVLNkBfmmM5yipUqDB3sHo18PWvwxPmB39bKczbHWvWUGhiGCJNgc98ZstuZK1p3YEH9q1YtozSpYvJ0TmNVavovj8h28ER5udrS82VK+nc1Otjr3/1q2nW5Itf3L7jGgN5Dixc2DvUFSuAP/mT2RtThfFjlmqYSZ11xJALIo060LC2S3byPIfU3ZpWZ/kth4XleQ7GBe0rL5ZlOZTQRKh4oTZz02N/ZgXxlqKwThdEsj9tWggBKYwfj7UWYaGYUu0wAAsIJiBD6Z8XhqGvz3X7ATZPw3aqslLK26ud/TpJEmgd9oSMGWMoNIxxaB34+uhAkeIswADZtUc70gnA26NdGFqWZT2haGEYeiW7f32aptBMIIOFYfDXpFxj7OqZfX2380AJDiE4BKjVFynrdP5qtVphb+fIMlOQZeEt70KI4jzonuRvKSUya/y58uPW3ZrzChUmhYIwf/ErGsG3Apxgk7FnFh1RzrI+z98YcJZsITZTmC+6CPjkJ4ETT5zyyCtUqDCD8HPJj1DoF5qVwrzdUWopFYYUmLg1ODWvB8uX0+f2mjVjp4XNJaxeTfajvfcee/3++wMjI9SLeJddtu/YZhtJAvzv/xLr3BI4p/Vnnkmuglm83kJQW7oyrAUeeIDyykrNMyrMQcyKwgx0WxqVQ606nY6vnXXk1Fmoy7XBTh31CjXnCILAq6SOnJYt147cOdU1CIIe5dqpnM7W7O6NMYiiqGedW+8U7zAMEQQBlFTeEqyUQr1eh5SSxsAkWaWZRC1uQKsQgY6gZODvBVf+xplEHNXBmYTgClJof7xOffU13EL4gCzLKfRLa+0Va5f07VK8fY0xY37SoqxuA/Dp2+4alUPHtNY9x+/OnyPjDm7bckhamcy6ffa7Aqy1iKIIQRBQzXYQ9Kjsbt89Lawg/HZumwoVJoWCMH/1Mo2FOwdgyTYUZmDbSoVTmHfccTPCrBTVMH3lK5MdcIUKFbYH/uVfgB/9CF5h3n1hpTBvV1jbQ5hvvZW44rYwOtr7ce1J07PBlr16NfDCF255QraclP18w6pVNBk9Vv1yGSeeSF+0c7BQOEno7XhhlVM75zFLNczWkzBXo6yCgOqRdQgVRFBBVDzWiOt1SK2hwxBBFIEJAQMSd4Uiy7Sz+EqtoMMA4AxCSQAcjAlwLgsRiJcUZFrn1lvLim26z1MqQJrmfjulqD44zy2EUBBCdffBJPLMIk1yZKmBNQyCK1jDvErLGLWmcsqwmwgo27XLKnS5fzOYQG4AxiUsOCwDuBRggiMKa8hSgziqI2AakYoQyhCxjNCIGlBMdZfpGIop1MO6fxypCIIrxFEd9dpAD5HnTIIzCSk0lAw8cXcE2bXHcpMPzlINdIm3I9tuAkGr0E8MKBkAlkMK7XtBu8Axt6/yJIZ7jUAGCJWGFhLcAhISkYp8u6kKzy4wxv6MMXYvY+x3jLG/H2P9iYyxtYyx3xS3mWnCVBDmr/yXwp8fq6mGeSy7W/kXWJ8te+VKymNZv75Y0GrRF/bChZtZsk8+Gbj66uk8gAoVKswEPvOZXsL8XKxhnjOfw2Nh3TqacFy6FHlObtvTTtv6U+66i5K0r7qqtHD//amAdK4T5jynSOUt2bGB5zdhXrmS7g8/fOvbLVoEHHss8LWv9QZwbmeccgq9Z8sIAspFeM97ZmdMFcaPWWEWjHEwoQDkkJxDSrL4ah0WCqWrS2XFshxKBd4GzHm3B3OSJAiD2NuCvdoqA7RH2z3qqJaqaCXFeohcv/rpgrZcWJUj2e71y1ZlVwOcWQMlFBRcOnbmFW16XldRZUwUNbc0tjTPENXqSJIEtcYA1egyR+xzCEEqPC+p5xQARrZpXhBsVzMdR5E/P7AAs0CoA38OjDFAYWd3zwEAyTiyTuKDxVyidRzHMGkGFdE+JKRXpAMRIJd5cV1Zzzlx+3HnjBkLJhmsKc6FzQAwCMEgICCEO1exV8/DMC72RSnfZPvWxTUiB4LgCkznXp0uTzhUeHaAMSYAXATgTwE8AuAWxtj3rbX9v2gut9a+b0YHU7zv9/8jDdwaEFnOMiK8ZZQJc1/w1+OPU7eLxx4r2kWMjlJD0HnzxuzD/PnPAzffXNRHVqhQYU5i/XrANFvA59bDMobO+ibQnnPhu5PGnPocHgt9LaW++12ag9wali4F/v7vu7wSAH0W77nn3E/KXrOGvju2Rph33JFmZ+cYYbYW+MMf6Dtwv/22fZ0mhZUr6QIvXrztbVesAC6/HPj2t4ETTpiBwWwbBx5Il6ofxx67/cdSYeKYNUu2b5tUkCylVImoSj+0ZrMJY4wPynJqpiOzW7LoCiFQq9UQx7Enhi68yqUqO2u2CxJzFuIgCLz91+3XKZ2uv7J7jlM+yyTR3bs2UL7Xc5GKLYTwr1uulY7juMceHkWRV1ndmMLim9lZzd02ZQW20+l0x1GEnCVZ6kPO8iKkTGiFJM/AlYQKAwitIAMNw8jOXqvVisRp7uuby2FtQRAgCALEUR1KBgiDGFEU9QSNufOilAKDACz3vaOd/bzbJxp+e9+KqoC73q7nsxtLOeSsP928wrMKLwXwO2vt/dbaBMC3AMxOY8mC/H77So3PnBf0LOtBu921yfUpzH/2Z8D999MPBQA0qx3HwNDQZoT5Ix8B3v9+ao9SoUKFuQvGAPEEqcvNBbshNC10Ws+pzIy58zk8FkqEWQhS617wgq0/RWvgU5/aQvDXXFeYV6+m+60RZsbmZFL2H/5AWVuveMXmdbvTAmOIMG/Lju1w5JEUqT6L4V9/93fkUulHp0POFff2rjA3MTuE2VoICAQyAIOA4AqwnGy6Bcmim0Yc133rI9/GSFFLI9fKyN1c2yOtw4J8URunRmMQUmoAHMJyBEIjlAEEk1BCg6Nrt3ZWbGtZj12bc2qdpHWILDMQQkGpwBNYR3Sdcu3IrasXLhPprtLcJeKOBLrtXaCZI/JuksAFYLka8K6yTi2doqjmx6tU4MesdQghFKKo5ltKMSYQhrHfjt4OHHFch+ICknEwwyAZLXf7kFLDGBSBZAzcAlpIMGOBDLCpRSACUqITA5YzIOueIwDess0YAyz3NekA9+eo3HLMnQf3XEfWXS16uba8wrMSuwB4uPT4kWJZP/6SMXY7Y+w7jLElMzEQm5Dj4gc/1th934Iwj5WE3emQ1w/YjFB/61vULso7uUdHqf/nvHmbWbLnzaPJ72uumc6jqFChwnTCGJrcWn01Eeb6i6gP8KCePYvnDGDOfA6PiTVraJJyzz1x5ZXj57t5Dtx5JxmFPJYvB+69d24nZa9eTYx/W0FVc5AwDwxQoOX55wNvf/sMvMC995JF/xWvGN/2jFH90403AnfcMQMD2jrSlD5DxkK7TTkm3/jG9h1ThYlhdtpKMVIsXe9gR3yUoppWpzgKIRBFkW9t5BRlt8yprK4NkiNOjqwyxqDDAAYWlqFoEUU1004Zcr2NXfiYI3VxHHuV0613pCyOY98Gyb2uCyhzirQjta7mttz2yB2Hq8Utk2wAXsl2y8ohY+5YXdBYOZDMKcxufC4Izb2WU7mdwluv12Gt9dbxIAi6ddRSgSsNFQZQIb1mmfDGcVwaCHSHywAAIABJREFUK/z+3Tlz9vYoivw1onXdntDu2mutYXI6Jve+cATZ1ysXYyv31HbHpZTyzytflwrPKozlo+8vHL4KwB7W2j8CcB2Ar425I8ZOZoz9mjH267Vr1058JAX5Pfscjbe/s5iAGYswt9tdf9UY61evpll2AF2FeQxL9hlnAF/4wsSHWaFChe2HNAXOPRd48FdF/fK+RJifY3XM0/Y5DEzDZ3E/1qwB9tgDRmqceOIWErDHwLe+BRx0UB+nXLaMLurvfz/1cc0UVq2igW8ryPSAA4AnnxyzZeFsYcECSjD/0IfGtiFPGa5+ebyEGQDe8Q6agJgFlfk736HzMJaKPDhIPP7007f7sCpMALNCmLkQRVhX97PZJThL1bXVSil9qrMjo4BBkrQ9SS1bdQFSLIXikFoijCNPWD1xDDSEkmCCgwne7a9cEDC3D6f8lsmv6w/tXjfLMmQWyCwQBBGk1AiCqPR31zYdRCGY4NBhABVo6DCA1DSeIAgwODjoyaMj7KSeakipEUU1CKHAuUQQRF7hVipAHNepD7XrMS04wloMyxkgOJgUgOBQYYDMGkDQsY2Ojvok6nK99cDAAIzJfIsvKcmy3clS2ifgiSude+WJsjvP7t6nhBdkGSCybW3eQ45rtRoYhA/+cunggisoGfjlgY7AQAFr1lA6tptUcEFsaVr1YX4W4hEAZaViVwCPlTew1q6z1jpm+iUALx5rR9baS6y1h1hrD9lhhx0mPBCWEmHefanu9pHpt2QbQ8u2oDC7voo33lgsKCvMIyN9UgeVVR11VF+Sa4UKFeYMgoD+m//FIUSYHw6pjva+1c+ppOxp+xwutp3SZ/FmKBKyOQduv50U//HgqKMoH6Kn69Ly5XQ/V23Z1tKs69bs2A5zMPjrxhuBjRvpq+6rXwV++tNpfoGVKynMa599xv+chQuBN78Z+M//BJrb9//tPvsA73wnsPvuY68/9FCgVtuuQ6owQcxOSrY1sAxggpNNAt3+xMwwKK7ADIPNLEIVQkBAC1c3TFbjsm23rMySjVeB896WSG5bLQJwKyCZQqgiSKagBVnDXXKzS4d2BI1zjjiOkaZpjxqslIIOIuggglAScb3m07m5pLE6q7TkCloGqEV1BKprJw+CCPX6APLcQusQUVTzhNsYIAxjn+AdBBHy3Pr1jAlvO3d2akeqR0fbfh/l5c7i7ki4s2w7y7l7DR1GYILUZHfcTm3vEmBS+wWTYJb74xNMIgpi1KI6lNBQQhf2d4lGrY4sSRHHdZ9KTuM0CEIFMAMuACGZv2fcAsxASOaVa3ednYXeq9yWIwri7fdmrjBduAXAUsbYnowxDeBtAL5f3oAxtlPp4RsBzMivg7SZwDKGm24ROOXULViy3eMtKMxLlgAPPwy87W3FAhf6NTREjzdu9NsefzzwrnfRD4u57A6sUKECqAdzvY50wY4AgGz4OaUwz5nP4c3Q11JqyRLK7RoPdtqJPmfnzy8t3H9/up+rwV8PP0wpcwcfvO1t5xhhbjaBI46gNmxCAB/7GHHUacX111P98kRDXlesoETOyy+f5gFtHS95CfBv/0YC91hYvx644ALgvvu267AqTACzZskG0FOnKoRAvV6HDkOAc0S1GsI4hlAKQRQhrtfBpfCKMBMcUisIJaECDSa4X+9CoMohYC71OrcGXAqAMzDBvdrMlUQOCyYFkjyD5Qw5LJI8g2FFCnYYwHIGJgWYFN6q7Ozczt7t1HD3WpYBllEAV2Zyes1iTAAwOjrqU6HLfYqDIECSJP548jxHo9HApk2b+hTeoOcYnUXZqeSu3RaXorCld9tROXLv2nEFUehV73q9jjiOUa/XvVpcVo1dz2annHMpMNpuwcAiMznaSQeWgZLJi3OeW4MgCn0NtrOHM8bQbiVeXeZMgkH41lwMAiaHr2emGnbm7fyck83fqfMVnl2w1mYA3gfgf0A/wP6ftfYuxtgnGGNvLDb7AGPsLsbYbQA+AODEmRjLyLoEHatx6yqGPzpkC5ZsJwVvQWH+6Eep9aOvDmi1ugoz0GPL3nVXao3yy18Cjcb0HkuFChWmBxs3Ah/+MLD+jkeBXXbBXgeRHLRs9+eOwjyXPoc3w5NPkjtn331x8cVFe68J4IkngB//uLSgVgP22GPuKsyrVtH9eBTmPfYgC8QcIcxKUSbHCScQn/3Vr4Avf3kaX+DRR4EHHpiYHdvhla+kCYbtbMt+4omxu1M6tNtkX//Zz7bfmCpMDLPUVop55TdhiVdt8zwHl4CWiiaNLKnRWgdI0hRxHPvexWXCZQ3Isgt6jhRkm5ZCIuPGK9C8SOQmUsqQFUSNcQZm0VM77W4OjsiyYpm11G/ZEVklA7RaLcBywHLkmUUYxOh0OsizjAhmmkFKhTTJYIzxqq0U3dCvLHUBYYz+5mQTN3k3KbperyPP6bWTJPHtrjxRz3NorZCmKYKIfrG7HtBJkvi633a7jSAIkKapTyl3ddyUSm5gshxCWEipkOcpHatSGBltQmuNzBgYa5ClCY2PM/DiWoZBhCRJil7VvGeSgPPu+yAIGLIsAWNFzXqe+VA0xhgdh6JrCs6gFNnI6/W6V7+11jCZ9W3FKjz7YK39IYAf9i37WOnv/wvg/870OAbCBCxW+Ku/AhYuCYCfYMsKsyPMfet33ZXqHX/xC+BVrwIpzEuWjEmYzzlnZo6jQoUK04fhYcoaOGPHR4HddyHHCPBcq2GeM5/Dm6Eo/rT7LMU/vQc4+mjgta8d/9Mvuog+a4eHu5cOy5fPXYV59Wr6ofRHf7TtbYWglgz33DPz4xoHtO6WJQF9VvjpwA030P1kCLML//rQh6jH9QtfOL1jGwNPPUUuh899DnjfFpqx7bwzteDaaaex11eYfcxSW6luD2TXPqmcKu2IarmvchiGXm0FumnT1lqwgkg6guXUVxcW5bZ1BK2skrrHWmvfhsoFfpVbRTkVt9xGqmzNBtDTsioMQ9/OamhoyB+nq6mu1WoYGBig+uZCJa3Vamg0Gv71lFKo1+uo1Wp+nK6WOggCWGt9Gyd33lx9tSO2nU4HaUItnKxh0CoELIfJAa1CdNopOJPIUpoQcDXazt7uwsSstQjD2J8z187KKbq1Wg1KKQwMDCAMQ3ILaO2DvJz66/brHvt3RHH9sixDJ018PbaBhQq0v3fvG9eD2xFwFwQGwNezV6gwGUiTQISa+kZuqYZ5GwrzKaeQWvztbxcLnMLsLNl9wV93nvc/eNXhWWXHqlBhjmLJEmDTJmBR8iiw667YmJHC/KvrnjsK85xGQZjZvkvx+98Dn/3sxJ7+zncSz+qxxC5bRmnLfZkScwKrV5NtfLyOuTmUlH3VVZRKXsa5546/5nybuP56cghMluyecALZv7aTyqwU2bGPOqq08KabyIddQkWW5zZmiTAzakdU1M1mmfFtn5wNF5ZDyQCCU2/gVtIBZxJahQh05AOhAh1BB5TkLANd3IdQYQTLhQ/HiqKabxtVbrcUhjHVEocxkixHboFOmgFcwICBSwUmJJIsh9QBDBgs4wAXiGp1QEgEcQ1CBxA6gAojMKloDIWS69pDObIPwNfvGgOkaQ4pNbLMoNNJIaVGp5OCc4l2O4G11G4pSw2k0Oi0U29dzlLj7cqCU8q4kgG0CsGZRBTWPKF3JNxNULi+1FEUIY5j396LM4lAR6jFDYRBjEBHnoTGcR2ufVWeWwwODiEIIr8sSbLSsRkfmOaU8FaLWnC4ftoAkCSJD0wTQvnWXa5O29WC57n1sfwu7RvoknyXql4+zxUqTBSjGxK0jMb69cCb3rqFGmZHmLeSkn3fffQjgXY62k3JBnrSTE94yW9x4If/DK/e+L2tWrYqVKgwy8hzkoF22QWiQUSGt59bCvOcxZo1gJTA7rtDyu7c43ix117Ay15Gu/BYtowmO++/f1qHOi0Yb+CXwwEHkE25NbttzqwFTjoJOO+83uW/+900CuArVwKHHdZ3MSeA+fOBt76V+jht2jRNg9oyhoaA97+/1B3ssceAl7+c7Gfr1vntfv976tU8l4Pbn8+YJcLcrUUtK77lvrtOGQbg2xSFYejVRaeqaq2RG7MZSUrTFFEUeQu2s3DXajV0Oh2fCu0U4tzkPjHa2ZsBUrlbrVZP6yWnZrqeyM1mE5xztFotX8fsSLJ7XQA9vZdZYQ93Nceun7Lbzi0rt6Qqv7Yjo65u2fUfdsqzI8eU7B36QC/XR3loaIEnp5xLGAMMDAyAMYZGUUhpjKH0asYQR3WEYUj26CBAp9PBwMAAWq2WV6SdTdwdp7OHOzXejcedY6fEO3W9fD3c+6Dc57qcwN3t1S29O6Gcll6hwmTx9OMpntqg8Yc/AEf92eRqmN/6VnJ8jaeG+QVLaJb5Y2++G/vtN40HUqFChWnDQw8B/3jyU0Sad9kF9cWkML/swEph3i5YswbYay987BMSF188uV3cdBNw5ZWlBS4pewq27BtuAA4/fJqd+WvXUrjcRAjz/vsTW51lmxJjVH790Y/2Lr/4YuB735uGF9i4kSLSJ2PHLmPFCqqJ/+Y3p2FQW8e99/aZyq67jq7V3XdTXcHICAD6aLnsMtq+wtzD7BBm1m13xJUEkwKGARCAYRwyCJGDIbMGQhNZjqIIraQDCI4c1gd0ZdZ45dilJjs7siOtZXtxlmWkpgoKoeJSwBQWcaDbaziOYzQaDcRx7G3Gru2T63/sSLTr+ezCsRypy8EggxBMKp9+HYYxoqjmrdhxHCOII4S1GFG9hoGheYgbddQGGhgYmgeuqKUTkwJhrQ6hAwRxDWGtXtT8knLen6ydJBnCMEae2836Qltr0Ww2YQy16BKCQQiGdrvt+zA79feZjRtgYNHpdCiUC8CmTZuglEKz2fTtwFzdsJsAkFJSPXNxfYVW4Er6llcy0AjiCBActYGGV7tpIkSiVmsUCeA5arWan2RwEw1CCHQ6HV8Lnuc5olqMjSPD1FqrQoVJYqcFCXbcTeOAA4APntFVmG++mdI+8xybE+Y+Qn3QQfRd+I1vFAv6U7JL356nvaf4wV35sStUmLN4+mng+m8/QQ922uk5W8M8Z1EkZN9wA4mvk8F55wGnnlpa4NKlpxD89dWvUqC1nxydDrgDnKjCDMwJW/aSJaTol+E0rVKu7eTwq1/RTqZKmA87DDjwwO1iy37LW4DjjistuO46YIcdaAZh1SrgDW8AWi0sXUou7de9bsaHVGESmJ2UbDBYw4qwK+PJmSNCTqV1iqtTKJ0aKoTySin9TXXF7t71MFZKIarFCOMI9YEGhJK+jlZKiTCIfb9f11JKqxDWMN/j1xqGQEfIM+trf5NOhiw1CIMYmmvUwzoU6+057MiwW5aa3BNfRx5VGACCe7XYET+nWpfV1iiKqE91SdkWWiGHhQoDNNstkJOdoZOlMAwYbm6C5cwvF1ohJe92MUFB9vQsM2SB5tSWSTDp+0k7Qu7qlgca8zBYbyCQCpEOEOkAixfugEgHqEcxBmoxAimgOPMTHUC35txNTAghfDp4u92Gtdanf2utkaZpoVQLpGkOpQJv43ctsmq1RjE2eh+4ILBKZa4wFSibIKhrRBF6apj/+Z+BT36yKDvqD/0aIyV7wQLg859Ht19UHFPdlRA9lmz3g/ueK+/FtdfO6KFVqFBhkjj4YOAXV5MShIEB3zT1Z1dXCvOMw1ry9C5dip/8hMLXJoN/+Rfg5ptLC+p1aow7BcL8pS8Bv/415XNNmQw6TIYw77svDWKWCfPll29ZSb7wQuoKVjJeThwrV9J36KGHTmEnIAa/YgVw6610m0Gcey5w+unFA2uJML/61cCb3kT9tn75S+DNbwZLE5SyhivMMcxSW6luwJdWgSe3SnUVXKdSAvDbhmHY0wvY2X592nRh6+ac99iaO52Or51lgsPA0n1h1+aco50mUCERW6d8ZtbAMFD9dKGOOsU0NTnaaQImBdppAssZsixHlmXeng3AE/8oijAyMgKlKL3aqaOUIi16anyHh4f9MTgFtdPp+ETrMAzRbrf9RMPIyIi3bJcDxAYHB/0EgjuvLkDM2buDOIKOQgzOH4IOA1gGqEAjirr9p621iGp1SK2KtlgBwCW41ACXWL9hGOAS7SRDZoEcDJZTm7BOp+Ovo7OdlycG3LXrdDq+/tjVIwPw43S2b3dzln1ny3Zk3B1bhQqTxci6BM80NZIEeOObu5bsp5+mGrgddsC4api/9z36HvQ1ZVFEX9Lz5nmF2Vrgg++mH9y7de6DVpU7okKFOYtmQY5rNa8wR7ZSmGccjz1GE4tFD2Y+yV+ue+xBE5k9WLZs0pZslzmxaBG1HHvb2yY3rs2wahUNdiKF2mFIjalnmTBfcMGWJzT22YfSzadUNrxyJc1eFRNWU8Jxx9H38gyrzEcfXXTLAGhy5vHHuzHif/3XdMJ++EPguOPwq5U5jjqKOmdVmFuYtRpmZ69ljEFJIjiuVhlAUXdsfQCWEMorrNZaUqO5ot68QvuwKmsYcgMwLpFmBpxJSKF7+vo6FZlJARloGNZ9bWfldgTMJT27lk6ujrler1MLpFJKjxQKUVgDZxJxVPctphgERoabqNcG0BrtULgWk2BcQaoQBgBTEkxJ6DhC1KhDhgG4VrCCw3AGrhUyYyCUQpJlkFqDFWS8Xq97+7ir+82yzNf0CiEwMDCANE0hhEAcx/44ALJRp2mKzBp/PpxFOk1TDAwM+HZejDHfSzozOSwDwjiCgUV9oIE8s9TWy7AesuzOZbmlmBsb52TT9jb9QqFvNBreEeCe71Kxy+nk5ZpnAFVbqQpTwtpHE9z3oEaeA687pmvJ/uY3S+VO26hhftGLgE99itIxvWXTWTiHhjxhznPgRfvSj/A434Qj939iho6qQoUKU8HttwNfPL9EmIUAggCHHlQpzDOOIiH7gh8sxRlnTG1X//EfwPe/X1qwbBmlUU1Q9kwScvR+/ev0eNEicupPST11mGjgl8McSMq+/nrgv/5r7HWvfz3VMrt55gkjSYD//d+p27Ed5s2jWY7LLqN+YzOANWtIwPbug+uuo/s//dPuRiefTDL0t7+NpeeejI3PGDz55IwMp8IUMEs1zPAqojHGK4+O0AFdguX+dvduWxeo5UiUe75TmcskypEyR77KqdWuxZMLnQrDsKf9k+tt7ELH3H7LgWWNRsMTVqBL5qIoKkK3tCe1Q0NDiKIIg4ODPuTMBYNpLSEDjU6W+vpfGZD1mkmBJEvBBIcKNLgU0GEAoRRsYV13x5+mKWq1GvI8932Kh4eHEUUR1SK3217BdpMPTq12kwXNZhPDw8MwxvhQM/cf3gWLOeu7U39dSJkQwrfYcufUnc9yKy9H6Mutwty1M8ag0+mAc+7HlqbUB5oxIuOuzViSJDDG+ORtM22+qArPRyzZMcFBByuEIfCeD3Yt2XFMP7ZuvhnbVJiPOop6L55zDnoVZoC+pAtLtpTAiW8p/eB2aR+nnUZRoxUqVJgTeOIJ4K5bSoQZoEmwqoZ55lEQ5rXzlvpa2MniwgtL2RIABX91OhNOyn7mGeKnO+5Ij884g/Y9ZUvtyAgd78EHT/y5BxxAWRiz2CZLSpo82BoeeKCrzk8It95K372vfOWkxjYmVqwg58hll03fPku46CLgiCNKx/vjH5NTYrfdejc87TTgYx/Dwiu/jFuPPA0Hv2ga3WY33AC85CXVb4opYpKZ7FOE7VqVHaHNTer7HOd9U3TOxgzOwAtV2loLxQvilSS0H9UlYnneTb0G4PdpGEhZLtUCOyLmrMFO0QSIHLY6KcK4XtinJZKC2BtjIFWA0VYLURSh3RktyB9Hq5NCSu4JKwCs37ABQRBgdHSUCG8g8eTTT2HDyDDuvPN2PPr4Y9hnn32wYMECBEGAJEmQ5znuuuNOjIyMYHBwCJs2bUIQEElftGgRlu61NwYGBrxlmwNeGfbJ1UIj4wawHFqFXoVuFz/6ZSDRbrcRx7FvATU0bwE6nU43ZEsyT8ZJAWbeMm5MgiDQaLVaEIx7F0AURT4YrJyY7RTgcr26U6+llEiT1Nu1syzraRsFdPtzu0kPd61dH+dyf+cKFSYKZRKoQQ0wdGuYOx1ceinwmc/Q99xLw60rzOedRz0nzzoL+Ps3joIBXYW5ZMkG0LV5AvjFl+7Dq444Avja18bwDlaoUGG2cPTRwNGf3gS8D1T7CmB9UsOdP2riiNkd2nMfa9YAWuPTX18CTJGQ/uIXfU5n1+vn7ru95Xs8WLwY+M53Nl9+xx308T5pTnfbbXQ/WYU5SYiRTuBYpgvf/CbN+Z51FrY4sfGd71AI1q23TmJOYOVKuj/88CmNswcvfSnwgheQLXrFii0PfJI49VTK9BIClGXy859TH+ix8PGPUwr4BRfQZPzHPz61F3/qKeDMMymZTkqy+p99NqWyVZgwZoVZMM4gFJEqzgAdBEjTUnslkYMxeOUxSw2iuI7cdEOvrCEVt9VqeTJmjKEAKU7PSzrdmlm3rzQhdbndHi2CtHJkWTdsjEKw8p5WT46AORXV2bWd+tloNLB+/XqqwRUcWUJKcKeTgjHrCXMYabTbLYSRxvCmEVz7419i+fLlOPfC83DooYfikScewfxF8/HDa3+IPM89+XMk1SnCzh5OfwPrN6zHxf/6BcRhDYZZGM6Qg0PrAJHUSJI2ao0GWq0WVKHwuskCp8jGcexfRymFkdEmwjDE6Ogo6hER6fI51lp7ZZomAdoAGLnQYSEYR5rkZENvtWBBVvg0SaFU4GvHteLFxAP3pN8UEyRKK1+bXm4bliSJTyYXjM6FOx4mJNJZnF2t8OzH8PoUTVXDTgCO+SuNKwCYdgenf4RI8IoVAC4pFOVajb5gx6hhPvtssmWz1X0K89AQtQwB1Sl995wm3ickUiuxeON95P1ct24apIoKFSpMK5q9CrMJYwyqSmGecaxZA7v33mDT8Jk4f37fgjJhftObxrWPJ56gj/3Fi3uXW0tlsWFIzuFJYdUqup8sYQbIlj0LhPmGGyi3Y2s878gjaUJ5110n8QIrV1K42bYk7InAhX+997107l/84unbN2iC3YvJN91EnyFlO3b/WM4/Hw/cMYI9zz4bLdlA9I+nTfxF8xy45BL6wbJpE5Hm446j9h1f/jLNaFSYMGYt9Kt872zATnl0qrAjc67GNk1TtNtt5HkOay1GR0c96XP7KffnLd/KlmBno3av41Kzy32BXTK1UsoHX5X7ADsi5xTqhQsXent4GIao1WqYN28ewjDE4OAgcmtgYGEZsPq2Vbj+xuvxyOOP4MLPXwiLFDf+6pdYt+5J/Pzn16HVGkGSjMKYBEkyCiBDnndgbQoggzFJ6W+DocEhnPXpj+P4d52AVatW4fd/eAAWOdppC52UzpdrGSWlRKfTQRiGXsFO09S3mWq320gKxd7ZrpvtFk0ScKrvjuMYnHNEUYRarQYhBAYHBzE0NORbbrnz7NpCuXPpUrPLVnpHfgcGBnxytnt9F3jm7j2pLq5dO+lgtN0C5xydNEFujVeiK1SYDNY/keDO+6gc5Ji3kcLMOh08/HCpJYmzZEcRoHWPwtxq0Y+ySy4pwmn6a5gbDd93MQiAA/dswsR1BMuXYn92L/DTn9J2GzZM0rdWoUKF6cYvfgFc+c2CMBf/lxfuVsML9qlqmGcc992HWzbsi2OPnfquNm4k96v7mEWjQYrbBIK/PvMZCrBq9l16xsju/aMfTWGAq1cTE99pp4k/d5ZbS33+89sOnF64kL5HJ8x5jSHCPF31y2W89a00QT0tjaK7WLcO+Na36B4A1S9zDvzxH2/5SZzjyU9cgpuWvAXRRz9MMewTwa9/TQni730vTbrcfjvwT/9EBfdHH011ZZWoNCnMisJMSikr6lGpNpaxbt2pFEXtcGHbzqwBwCCt6rHmKiG9AuxaGDlynCSJtzU7RZVzjkhrWqeDHtU2TVNf4+vs1q4muF0QTFdT69KtrbU+YKtsI1dKYe26p7FgwQJwxbBh5BlE9Rqu/P4VuOqqKxFGGgYWaUqqFKmyBAtLVtASxlrWVVwtjKV+yoODDXz9G1+DSS1e9ao/xjvf+Q6YhPom60AjyVIEihKmkyxDVKvBWub3xQF/7AC8khyGMbIO1T3HUR1KomeiIkkSCAZYk4ODgVkAuQEzFooLpO2Or0tmjEGAapCdBZ7qkNOetlnOps0NpZ63Rjte1R8ZbZIinqQ99dAS3JPwChUmiyWLEizakwjzCSdJ4G85WJpgl12Az32OOOwHHGEOQ2K9fQrz299O7quPfAQ444UtzAO6CnOJMC9cCBx16CiwoUYz53fc0U0HSRIi5u55FSpUmDU89hgw/PsmbBSBuZjmqoZ55mEM8Pvfgx/2Orz85VPfXRwDX/kKqX5HHVUsXLZsQq2lTjmFSkLHCmo+8MDu33k+CaOQC/yazO+YwUEi2rMY/FVksW4VSUITFgceOAGl+Z57qKfjdNYvOyxYQIXGV1wBfPrT07bbG2+kEOwbbgC9d6+7jt448+Zt9XmHHi6A3/0XcEyT1O9GY9sR7M88Qz84vvhFmnD5xjfoxcvvoxUrgL/8S+Caa4A///OpH+DzDLOmMLskZBcC5YivS852gV0uXEtKCRVo3/oInJH92eQ+HMu1gmolHQitsGFkGJk16GQpVBggswbNdgs5LDZuGkE7SZBkGQwAoRRGmk0wIZDmOXJrAc6RFT2SXVBYOTwsjmMkSeLvlVIIwxCtVgsDAwMYHh7G+pGNuPp/foT/+OrFuPYnP4BVwGjaQTtPkXMg77sCdhyK0liE0DKDzKToZB2kLMPPfnkd/uX8z2JTQi2n8jz3bZsc8Sy3rHLW7yzL/ARAGIb+uGUQIoeFjkJkxqKdpGi22mh1EjAhMdruILeAZRxMSKC4GcYhdIAcDEwqWC5gGEe9XvcqtUvudr2r4zhGGIao1+vTLREzAAAgAElEQVS+JZbrr+wC2pRSiBt1Hw7nrgkE95b8ChUmA5EniOcRYbYWsFqjub6Diy4CLr2UMju8whwEmynMUUTEerfdqO/nxsf7FOZ6nWxS7v96swnUavjWqn2R/+5+8rS5X2LlWucKFSrMGv76r4EVb2+ClVjSA0/VcMdNlcI8o3j4YaDTwSF/vRQf/vDUd6cUsHYt8MEPlhYuX04kc5wR1/vtBxx//JbXJwnwmtdMogS10yGlezJ2bIcDDiByuZ3xve8Rp9u4cdvbPvkk8NrX9oWvbQuufnkmFGYAOOYYeg+44M1pwGteA/zmN0Wt9saN5NN37aS2Ba3R+s/vEJE//njgqqvG3s4YqlHebz+ytX3gA3T9/+ZvNp90ecMbKKVuhttoPVcxa4TZER1XkyuEAmMCUmpwLqFUgBy2UJcLezYDUpP75anJAcG9RduFWHEu0emkCIIIuWUAlxhtJ0gygyCKAM59La9rTeQs2G6ZI2FKKU/iy4nOTgmNogijo6MIwxDNZhPPrFsPHlAN8N333o0zzzwd1113LX5186/QyVIwloOxHGSnzgAYWJsDMP7cbAvOquxuZRjksMwg5wZ3/vZunPLBU/Cpz37S96OuNerITA7GBNKUyHCjMYgsMwjjGJkxYEXLJ6egux7RQRBg48aNCIMYsBxKBgiD2Nu9yynZSZYiqsWQWiGMI6hAe0s87ZshDGMEQYQwjAHQ/qyhNmNahTA5BbSpkN4LKgzQThPfrivrJD6oTErqj21MZcmuMDU0NyR4+EkizH/3d8BwJ8AzT3TwvvdRFsdVV4EIs5S+tcxYNczHHEM/nHZf1FfD3GjQl1yrhZtuAn70nSZGTAyzz74QJiMy/frX07ZFmnaFChXmAIrJLQcxEGNQVwrzjKJIyM73mr6a3M1+IixbRp/pf/jDVp9nLQmQ2xKjtSbL9s47T3Bgd95JdtmpEubf/na7l/M8/TRx/UZj29suWULZVz2TFtvC9deTcrr33pMd4tbxF39B91dcMW271JryxMIQVNOR5+MmzOefDyzYNUL7/32f3g9veUupjqDA7bcToX7nO+kNd+ut3cCwsaAUJWX/8Ic0EVVhQpilPszUMmm00/aqcA4LyxmSnIhxK6EfoE4NJXLNIKWG1iGEUOBcQkoNpYiADQzMA0DKqatHdkq1a+UEwNfSurrlRqPhlzlirLX2dbhuO1OozUop5MYgiKj21tXn1ucNoDZvACPNYTz+5GP40pcvQWo7SG0Hjhi73sUAfE/hrZ8qs8WbRe7vy+TZ2hzGZMiyBMZkePSxh3HWJz8KSIONm0YQ1WtotjYhrkcIlAKzObTkyNMcoQ7BwdEZ7UALjc5oB6EKfcDZ4sWLkZocKgxgGADBUYsb4EwiDGIIriC4wvz5830rLtff2oWvuVpq1zYsTVPUoxjt5igCqRAqDZvlCKQCcgPkBlpIpO0OAqnALWCzHFoEaA6PQosAWSdHp50iDGJkadVWqsLkMbohwZ330kTaG98IyFqAnRcmePJJ4LDDio06neJbEJspzHfcQSLy1VcXE7xj1TADwMgIFi4E9tqxCTlQw998fF9azlj3y7tSmCtUmBO44grglp9tgi0SsgFgt/1i7Da/UphnFAVhft0Hp48w33UXiW2+bHn5crrfBhN+8EEKcvz5z7f9GhddRBOuE8Lq1XQ/mZZSDvvvTz2FH3988vuYBE4+mb77xvOzFgBe9aruV+i4sHIl2bFnquRuyRLgkEOmlTB/7nPALbcUD378Y/oN4H9EbB2HHkqtyjrBABXFL11KP0huuomu76mn0vvknnvI+rZyJfDCF257x+9+N03YX3rp5A/seYpZUpjR04PXpU47EuWsuY6ourpkZ9EGgCiKvI3XBXU5S/S8efO8eh0W/yPd89xrldsZtdvtnpZELlis3W6j2WwiSRLfu9iFYllYb9XWRV20KezNzWYT//zP/wywbDMFuJ8kj8eCPRFYa2FAerVlgIFFJ+tgw4YN+Kvj/sr3VnYKsgGQGVNsb2FgoAKFsBbCcouoHsFy68+za1dljMG8efOo53QYgCsJFQZemXe9qJ3qXG735GqfXdAYYwwjo02vIDfbLRgGjIw2IQPt3QRCKyR5Bq4kuJIAZ1CBRmZyqED7CZJwQp/CFSr0YkEjwZFH02TO614H1OZp8LSDRYuoJunEE4F0U7v7bd+nMA8NUalQvQ6cfjrw0D0FYS4rzAAwMoJ99gH226WJaGGNLFUAzSbvtRf9XRHmChXmBB57DGiv61WYUatVNcwzjTVrkOkIbz99onLtlhGG1HZ57dpigQvL2kbw1x57UGeDd7xjfK9jLYl54y4pXrWKWhXuuec4nzAGZjn4a7zIcyKU//3f49j4kUdI/Z8pO7bDMccAN99MF3mKGB0F/s//oXJhAFS/fMQR3VaV28DLX06W/sFBUI31tdeSnfq1r6VJkQsuAN71LrKQn3TS+Gcq9tyTwr8uvbQK/5ogZk1hduTXKciOZDlFEgAYEwDIrm0to7ZBrNsP2LU66qQpLGNodTrIjMFou43RdpvIYNZtLeWStlutlq/dBeDreV27Jke2pZQ+BTqOYzBGY6jVat6qHMYROmkCXYvw61W34ppr/wef+MQnoDRDO237I7YMXlnuORN9s2WmWGYZA+MWljFPgPtvbp0ttgfndO/3Rf+szZHxFPOGBvHe96/ARRf/OwbnD9G51AKNwQFKmpYCUpMFXSiFTpqCSwldEIMgiIqANroGzWbT10e76+ds8Z126idFjDEUzAZL7cQYkOYZgiiEgYXUClIr6DBAEIX0WEo0CmLhUrfd9YiiCGEYFu8b7SdefK37eFInKlTYAniaIBokwpxlgFEB1j7awbVv/xoGLjoHP/0pkAy3t6gw77ortc3Ye29SGdY9Uliyx1CYAXib50mnL8BD9WVkvXKhIBVhrlBhTuCUU4BXHtxbw7zmsRgjTzZdl7gKM4E1ayD32wcnnDh9P1f33pu48ZFHFgsGB4Fddtm217rVwvy196J2448pbfhjHyP2fNxx3c/zEoaHqZT0X/91nANbvZpUwvGSn7EwC4T5Jz+hed6JlP8KQa2Pr7xyHBvfcAPdbw/CDIyTxW8dcUxf3+97H4jw33PPlttJbQFZBvzud8WDnXaiEz04SF7/m26iWuQFCyY+uBUraEyezVcYD2YlJRsMpb7HlJ7sSLJLT3YhWi50yqm4rj5VCOGTqZ2CGQSB7yXs+gq7fQBdYjwwMOBbK/W3uLLW+v1xzn34lUtf9inMhnoSDw8Pg3OOO+64Az/80ffx4IMPIssTpFkL4MzXaDN09+9PA+tdRnZwiSxJ6LUsIzW+b5synM3ZWoAzBgt41Zahm77tlgWhwG9u+zVOPPFEnH766ZjXGEAQRBgaGipZuqmvcb1ex8jICB1/QYYpkTzzkwfDw8OIosi3qIqLWu4oipDliW8DxRjbrI0X5xyDg4P+tZKk7a8zB/PX2hHy8jlI0xRhECDLDKSkMLYkz3xteYUKk0XWTvHYExq7geqIXv9AgH0fugJH59+EFQIPdc4ATtiywuyw226F+PTxLSvMl18OvOSuUSzcq4YDDwQu3fVOnH0mgKeeom0qwlyhwtxBs0kWkgLh/BpijKIpLDZrZVFhWpDctQb5/ssx470Cli8HbruNVN4HHwQeeqjnfvSeBxFvWtv7HM6JvDz6KPVJOv/8ntWDg8DPftabnL1F5DnVpJ588tSOY6edSKXejoSZc+JtE+2EdcMN2wyMJlx/PVm2XvCCSY1v3DjgAHJ6XXEFzZBNEb6e+8rr6H68gV8FPvQh4Otfp3BwIQDsvjsxaCGmZk0vh39VadnjxqwozNaSDRicIy9swWW1NM1zMCG8cmwA5NaCCeHV1TTPocMQrlrVhXO5+lgAvkbW2XSjKEK9XvchXlprT96k7NZIEwnTXuF2BN7V8RoDpLlBENcolExw/Pf3r8Ajjz8ESIPEtGE5g2UGTFCCtYN7bad6W2vBwYggciCUCgGXUELA2hzMGjBrwGEhGKAEh2CAYABjtIzDgjMLJTkEB7gAGLcAM/R3+T+W4EhtB0wavO/M92Pt+meglMLGjRuRJSmSdsfb5FutFqIogjEGubXgUkIU59mFtrn674GBAQwODqLRaKDRaCAIAtRrAwiDGIMDQ+BMolEfRKAj5Jn1Fno3MdFsNr0t3tU8O9u8m/RwExau/ZSrgW8lHXSyFFJqNJst35WnQoXJgKUJfns/fXYceSSwYNcY0ibIXvwysDyndJN2u2ut6lOYv/c9WnXHHcWCVosWONXAfYtu2oSlS4GFURNqqIZTTwXO/gSjL0L3K6IK/apQYU7gS18Cnri/15K9ZL8YwubYcX41STsjyDKwP9yPr904ffXLDt/9LvGjTZuKBQceSIT1xS8Gjj2W/LRf+AJJ0QsW4IEX/AW+ccCniMH84hfAAw/Q98DDDxPJvfDCbg1yCS96EWUtZRm2/tvkvvtohnUqgV8AfX+44K/thD/+Y3IcDwxM7HnjIssA1ecedhgFbc40jjmGitR98+TJ4Wtfo9BqAHRyFi0a58xJF8cfT2/BnvB2Kadex12Ff00Ks1bDDBCRdbWuokhmjqKop3WTUsorzO5vZ7t1yiMAb9cuK7guMVlK6Vsluf7KrldzmqYA4ImbG1eapr7tUpIk0Fqj3W77mmcuBDZu3IgNGzbg1FNPxR133oZ2p+1t3nScXVJcJq3lBO5yCrdmArydQSQ5Fkd1zGcBhqCxUETYORrEfB2jDokhFWFQBBhSMUIIaMMQKg1uAW6pP7VgHIJxSC78WNx9nufoJC3s0BjCNddcQ/XXxmD+/PkYKmbPa7UaBgcHEUWkPrvgNAC+ttxZrvM8R5qmVIs8MgJjDLIsIxU4DPFM8aPfGINWqwWlFIaHh7Fp0yaf3m2MQbvd9vspuwNc3bnrEe3OmSPrbuLDjbuqYa4waeQ5BIyvYX7pS4EdL78Q7MYbIT9yBgDgH9/1ONY+3GfJLv2/X7qUZoYXL6Ya5t/dPtq1YwM0Uw4AIyM4+GBggDcRzS+tB4hgR1GlMFeoMEfw5JOAaDe7/3+BLnmu6phnBg89BGVTvOKd00+Yh4ZITPQfsaedBnz+8zTj+etfU4Fzs0nE85prsHzlJXj73f9ALOaII6ig2ZV/nXMOsHAhWV3HaE31yCPAQQcBl1++lQGtWkX3UyXMwHYlzNaOuxvXmPj0p7chqm/cSBMZM23Hdjj2WDqgq6+e0m6+/W3gsstAJ+i660hdnqDV/qUvpXZ2xc/b6cW7301jq8K/xo1Zq2Euk1+nJGZZ5q3YQBFgZbptpcrbOTLq9uGIr2Cih6A6C3WZMJKt2PjXIeItPGEu18MSudUAOOoDgwjjGmrzaBpt3bq1OOvj/4CNw2sR1zRcdTFjFkqJwoptwJmFBhByjlgrCGvQkAoNzjEgBBaEAeYpifk6xO5xhIN33gUvHNwBB+6wGHs16li2YAEOWrQIewYxFufAIbvviX2HFmCvxhD2HVyIHXWEhZxhSGjMj+qImERNSARSQRiDXXfeEUMDDVjbTdNOTQpIg7vuuR3nXngegnqMtWvXent0eYLBkVx3baQO0eqkYEJh02gbXGoYA3Q6KeJGHZYzCK3ANUc7a6M20KDeyIIjiCMYBgwMDCAMQx/yNn/+fNTrAwjDGEoFkDqAAfXaTrIUXAqAd/tzE7EWhdVcgHPp3zN6Rj5dKjwvUCjFQd0luAPr9ns5vnzXy3DNbeQ3e+SWx5Fu6vRasksK80EHAf/0TzShfMUVwDOPtbp2bKDHkm2N9TXMZ50F7LtvaSzz5lWEuUKFOYJ//Edgh3BTj8L8yDM00fWzH1SEeUZQJGQfeMz0E+ajjqJS1V13LRbsvDPZcI85hlTmhQu9unPffdvo0jQ0RIXKt9xCkmAfdt6Zvhe2Wm66ejV9l+y//6SPyeOAA4Anntgu3x93302HP9ly2NFRqvXe4vm98UZaub0I8yGH0JtiimnZV19N4da4806abZugHdvhkUe6LainFVX414QxS4SZiHCe5z01y47cOpWYc+5vzgJcDgjrDwzTWlPKs1CIgghaar/PIAj89kIINBoNRFGEWq2GWq0GzmmdKlmOnQU4jKMibTrFug3P4J577sHIyEacffZZsDyDYTkst36sLtWbwUBai9AAg2GMugrQYAKL4jpCC0QAQmshOjnqXOOAPfbArkMD2HWwDpk2sWsUYEemsVMUYzAz2HtoAfZZvBg7hiF2qdWw27x52LERYc+FQ9hzwQLsVAsxJIAlQwvQiOoIjMVAPA+x0NiUNAv1HnA9n621SG0H6595Gmed9VFkzGI07aDZasMyjjQ3fvKhfJ1cLXme58W54z0qr1PPBVcIg/j/s3fmcZaU9bn/vm/tZ+m9e6ZneobZmIUdERFccIsxaoJz3b3X5boQ9HpxjYLJTWI0iRo1am429xslJphoXIIxoBARUYwCIioMw+z7TK9nq/3+8Z63Tp2eGRiYPtNA6vl8zqe7llNVp+p0Vz3v8/s9D3GaYrUVaX0NpJSZoZpWqR3HoVwud+VgA5nhmmmaCEPSCnyq/X20Ah8Vs22QtLu1NcEvUODhoDmjiO/ug+q7/LWvqeemt78dvnCDIsyf/5O9LBs6vsIcx5Du2Qvvfjf3/TLkwjPnKcw5wvzRP2lBmhJYZc48UxlgZigIc4ECjxyk6VE5zN6I+n2sXERL9QLb/l0R5nTdwhNmjQdr4dq3T7U3/9mfPciGXv5yRYre8x5lqZ6DlHDttYqfHBe33w7nnNNRrU8Gp9D4y3GU6N412Kvx1a+qUvUHGG344z+Gf/iHB6gy/v73VRnyRRctyPE+KHSs47e/rf7eTwKeh1KX4WET5ne9C17ykh7Fal9+uWLk3/pWDzb+2MMilWSLrDdVG0I5jpORTf1TE898qbQ25ZKmcniWZqd8V+ckJyT4oQ+yY4oVhmEXYdMu27osW5lMy6w0W5tUJUlCvV7PnLNnZ2f5z/+8jXe9++2ESSsr09ZqrD7WMAxJwogxq8yyygAjpsWY7TBkejh+ghtEjJTLjHolThsZos8QpHM10oZPPFNnfGiEkuFQ9myW9Q2wZmwpEwNDjHplVowtYd2KlYx4LqtHl9AnTSb6+pjoH2TV8DB9ImF5tUrFEAy7Ds3paYZMD88yO6ZlbcRxzOzcJAcP7ed3f/d3mZ6exnVdWi1lwKUHKvT10aqw7gnXZFlnVwPZdctHgZmmieu6GTHW/cpSyoyM6zJuz/NotVoYhpEZikkpM6JuWRa+72cDKNrQLN+rXqDAw8HsYUWYt+1RDy3nn6/u9/feC5+5ru1osm+f6l07jsL8kY/AGye+AR/6EPzkJ6qHOf+dzJVkX3yOuiGb/WVe8hK1rwwFYS5Q4BGDD74vUKNhOcI8PKEGws5cXSjMvcAvvraFmqggxpf2ZPvveU+HWx4P/f0q7eCFL3yQjQkBf/3XavD0bW875iphqAToo6wp0lSVZC9EOTacUsK8bp06PzoJMUOzCW94g+oFf+Uru+6Rx8IxfDMVvv99lTecj3PrNTZvVvf4b3/7Yb39ppvgTW9qt0Fff72q/V+x4mFt6+qrT7o6/PjQ5l9Zs3WBB8IiKcxk8UJO24FaEyzd06zLraHTfxvGAciUOFXlA3EcZyW4vu8fRYx1mbbuiwUIgiAr79ZGUgBJ0u41NiQJqVIspVBRS6ZJK2xx5Mghrrvum3z1q/9MvVlTZLldfqwJs2EYpAKMBE4fGqcqYYXlssQ0WGqZjNqCdaMDjJZshlLBgGFQEbByeIgBC1aNLWG4UqVqlxko93Pm+jNwhIVt2AxX+xnvG8KsRxi1kFUjS3n8+jO5cN0ZjNtVhmMYlwbrRoZYMzqAGTapmIKxapVhr4wZx1hIpGlgGKJdoh0CCWFU5/DkIcIw5J577slinECSJOA4TkaKS221zLKsbGAjFaJtDGbjeGWiBGy3RCuI8LwyhmFRr9cplUr4vo9hOQjDIoxTytV+ogQMyyEVBtPT05im2R7QiDAMKzNi0zFjtu1mcVVajS5VysqZvDArLfAwMTagbuoXP1UN/qxdC1deqcqr3X4Hhob48df3sX/H8U2/LrkEXvgM9UR0/Ud+xv13z1OYTVMR6Lk5LjlXEWZZPcbDwOBgYfpVoMAjBLUDbbVpfg4znLQSVeDYePbqezE2nH7yJkfHwfnnKzHxgSpSSyUlxK1dewIbXLdO1e5fe+0xVbtf/UoRqb//+3kLduxQg6MLRZhXr1b3p1NAmA8cOM6CL31JMcaXvxyuuUaVT83MHHPVj31Mla23WvMW+D786Eenrhxb46lPhaGhh12WvWWL+gqUrUAZxD1MdRlUKf/jHtejP4HC/OshYdEIs46LCtuGU7pfWSuJ+RihOI6z/mWtJGrlWCuMrutmpNu2baIownXdzFhLq5+6dNjzvIzw2baNaSsCn4880qXFtufSbDb5+S/u5u5f/gLTJDtWrUTr4w+CACNKWVUdZqLkMupYrB4fZWl/HwOOzYBtMWBbjFX78KRk+eAQI4N9JGGLNE5I/JClo2PUJqfxbAt/ro7rulSrVWZmZjJzLiklQ5U+9my5HzcRrBxaytoly5HNkKo0MOstLn3CRcSNGonfwIxTllQHKbueIs25mCwNaSS89a1Xsm3nDhzHyc65Lr/2fZ9ms0mtVsN1XWZmZrI4KZ1b3Wq1aDabBEFAvV7HMBQB1r3RzWYz60GOoigzU9PbT9MUz/O6yvL19dU953qQI69k6wxtoMhhLvCwISI1yGaWOj3M+/crP5gbbwTGx7EO70PMV5hzw+NPfjL82gWTACR3/IzWkUa3wgyqLHtujniurUyVy3z2s0pUPqSTSwqFuUCBRwzed9XRhDmy1UDYtZ8vFOZewNq2Be+c3pVjv/jF8MEPHt98+ZZbVLnwQ2rx/J3fUX3Ib3rTUWZwZ5+thOQ3vWnee7S79uMe9xB29AAwDFUj3WPCPDmpBMqjcqbTFD7xCfWBr7lGOYt/73vq5ngMYnbBBfC61ylRugs/+Ym6t55qwmyaSn395jfVQ8BDxBveoO7j7u23qu/AQ8xfno+bbz7BvOqHg8L864SxaIRZuzUjU0zbAJliOSaGJREGSFOATLFdC7fkUK6WslLefGmwZVkYlolb8jBtC7fkYTl2Ni0M1YOcCqj0VZGmQZTECEN29b9KKTOSCB2ipl2ywzjh85//PAcP7ieSMWHqk8ioi+gbhoElEgZtiw1LhykTM+o6LOmrMFxyWbdyOWetXsWw6zBccjGJSeOIYK5O0vSpH5mmZKljOP3001k2Pk4Sp0wsX4EUBgJJo96kVatTsh223b+d/v5BqtV+Bgb6GBzoY8nwCI40KdkW0WydualJxoYGKZsmJSGoGikb16xBdVgrVT0mJREqisr2DH75y7v48Y9/nA0c6P5w7VjteR71ej0r09bnCVS/seM4GcGVUlKpVLqcrfVyfR1d16VcLlMqlbAsi3K5TKVSybYlpUSYRnachm2pOK82wjDE0WofZL3PBQo8VOzdrpTiA9OKMN91l8qW/OhH4dZbgfFxzluyjyUDfncPc05h9n1Ijihl+NfHf8YZq5vdCjOosuxajQ+/t/0QXiqxfj28+tW5FraCMBco8MiBVpFzLtlmvyLPa5cWCvNC49//NSTZtp1kbe8IMyiucLx/s5/+tBosfUhwHFV3vX07vO99Ry0+7zylFnapqbffrkju2Wc/xJ09AE6BU7aUSh0+SkC9+WaVaX3llerDvvKVyhVs504VD/Wzn3Wt/pSnqA6mXMS5gna7OtWEGVRZ9vS0qq9+GBAC1b9sGCqf8iTwoQ/BVVed1CaOj8L864SxOIS5XXatjLisdv6xmSnJ+nf9U7tca8UzjmNFttswTZNGo5H1JWvFU0dDhWGYKddA1o+cNxhLgJgUYRoI0yBKExJp0Awj3JLHm950OX5cJ6RJnMSkqSBNFQHU6nUSRFSimLOHBhlIfPpFihcm7N5yHyVhYrYiXAxkEDNgl1i1ZBlpo8Gh7TtYWu1DRiGN9ojkgcOH+Pndd7NmzRq2bNlCmqZs2rSJoaEhLrnkEjZu3Mjo0DDVcoVmvUGpUmVkdAkrlk/gRQaD0uG0oSFGbBsrCrGNgOGyyYbRYeIjRzCjANexVNZ0u4w5jNXAwQ9+dDO33nYrkzPTtIJmRpo1oc2XZutS7XK5nDmaA5kqrHOxpZSEcUoQJQRRQhynOI6XxXDpaxVFEVMzczT9kCBKaIUBwuyU1xuGkfU8p1IQpQmmY9MKg4zQ14vyuAIPE3u2qf8Rh2fU3/Rpp6m2tPvvh3e/G8We9+49uoc5pzC/+c3wrb9XCjM/+5l60D6Ownzp4zuq1ZOfrHqYs2xKTZh74vZRoECBh4KPvLcd2JsvyW4PhF2wqVCYFxr/8fltyCRGbugtYX7qU+FlLzv2ss98RnG/hzwGf+ml8JrXwIc/rFyS5+GWW2Dlylxs809/qlTphfRf2bixkxXdIwwMwFvecgye/4lPqJLmV7yiM++Zz1QnExRD/s53ut6Spopjd3G2739f9f+Ojvbk+B8Qz362+vt+iGXZk5NKUL7pJhRhfsITVCP8SeAv/gJ++MOT2sQDozD/OiEsjukXHTMuoCsWKm/wpX9q0qt7lOebcmUEqq326mxfrX5Cp99ZE+o8uRNCgCAj5vnoqTAMufrqq7uUVL0NXUY8MqJU3YlymdV9/Qw5JrJZY/nwMAODfaxYuZzhwSr79uwgCkOqlQqxH7BmYiUrx8Z57SteSdmwGa0O8IQnPJE1p63h3LPO5qKLLqbVarF06VKe9KQnsWfPHkZGRti2bRtpmjI2NkaSJGzcuJHhviFsYdFXHaDslYjCkMbkHOeecRY77tvKeP8AbpKSBgETfX2sGRlm1EQBa7YAACAASURBVCvjmDoH2sjOv2VZbN26lb179+J5HpVKBcdxsCwL11Xl6bpsWq+vr4G+brrUWl9jXbKdJ8bauAvIMpe1AZyOv3Jd96jvSrlczkrz9f60+ZiUsjD9KvCwceG5ijBvOld9L4eH4Yor1CCsYQDj4yR799OcatJMj60wb94M565o9x7PzBDeu+1ohblNmJ949jH6IjUGB5XJUK22kB+xQIECDwNprehhPpV4/6uVQzan95YwX365quw5FqQ8hpnVieLP/kwRpSuuOMqK+8wzFWfMCuNuv33hyrE1Nm1SLPTeexd2uznccccxbk87dyqS+YY3HH3fO+ccxfxWroTnPAe+8IVs0Te/qdT3LEIpSdTEYqjLoAYvnvMclT32YFbqORw6pEiznJ2G2247qf5ljVWrTppzPzAK868TwqKVZGuyC5DEMVY7Gmo+GYZOLrJ2QdalvnqZ49hZPJFlWXiel5X+apKne5vL5XLmpJzveTYMMyNchmEgTQPbMTl8eJKf3f0zEhkRRn5mNJUkEWkaEwQtarVZrCRh3DJYVa1SlSl95QqmKYkDH1OAZXqsmFhNGqVUvAr9lSpxlOI6Je762d0MD40yNroU3w+55Yc/ol5vMjtTIwoTyqUqv/rlvQz1DTE7OUttroXrVKiU+xgaHmXV6rXsP3wEwymBNBhbMsJwXx99pTKx32LdypUsWzqOSKHPcul3bTZNTBDV6+1MaXWepQFRrBypd+zYhmN7HDlyhHq9TtMPsr5kx3Go1+vZoIJ2r46iKCPGcRzjum5GkLVjdrVapVqtUi6XM2Krz7tWsF3Xpa+vL3Ph1iq2vo6aqGtyDWTRYvnM7QIFHjLaxFe67aqRBL77XdXms3UrsGwZMgrw4jqBaD/taIW5rQQ/97kwUZpUeVSAlfik3rEJsz/VeQi/6Sb1/H3LLe11tNRclGUXKLDoeOcbj0GY24Tg7/6mUJgXGuK+U0OYX/lK5UuVh++ryuGvf/0kNjwyokjzLbfAZz/btWhgAP75n+GMM1CuWXv3Lpzhl0aPnbLjWKnz73rXvAV/+ZeqHvmoRu02JiYUEX7KU+BVr1K5UmnKM54Bn/qU4tTZcU9NqfUWC5s3q1SM22474bds2KBar5+a3KQeIBaAMIOqdsiNLywsCvOvE8IiEeYOMVbqrkC0iWpeOdTEWM+HjuKsiZnK9O2QKOj0R4dheFR5ty7L1sRXq5dCiMxsTBtSAezatYv+/v5M4c6r3FJKDATpXJMVbplx00I0Z7BFwshgFRmnLB9biiNNBit9VByPDRs2MDExgcBieGgI13FYMjaGY9s4to2IBRvWbkCkkv6+AUzT48CBSdLUJIktRkcmWL5sFabhIYSNaXrcddevOOf8CxkeW8LI2DJG2y+ZmHhWGc+0SIOItStXsWbZcgY8j2HHY9hysKIQM5Y4dM5xEAR45RLT09PcfffdhGFIvV7Pro0264qiKBvMALIec33tkiTpyr/WFQB6QET3NecVfa00a/Kto6dM08z2p69xPr9b53rraLACBR4WtFLcbiSenVWVZJ/5DBw+jCrJbqN/SU5hTlP1BNF+TzLZfaMXpWOXZP/1n3UewlesUM8YS3WCSkGYCxR45KB+fIX5rDWFwrzg2LJFyWrtgcde4uDB7ujk/fvVLeCki9Ve85oOqzx4sGtRFClOOH1juy57oQnz+vWKuPaIMKepcoK+/PLczEZDsd7Nm5WKfDz096ue5v/+35Wr+BVXUHYiXv96VckNLG7/ssbznqfq8b/ylYf+3htuUP8fnvjEBTmUL3xBGY/3DIX514Ni0XKYNTTR1cZZmjDpPmOgiyBrNTPN9fXp3mUdKaWdm3Xecp5k69+jKMopo519B0GQqZYHDhzglltuwfebRHGQ9Txr4gcgo5QN4+Msr1ZYvXIJIwPDLFu6As+t0jfQj7BNRsbHsUol1m08G8eu4rn9nH3e+VQqA6xcuYaB/jFWrjydM884n3VrzmD1aRsYHZnAMkusX7OelctWsmR4CTEpgyPDNFsBjlsiiAWJMEilyY7tuyh5/QwMLGVodJyx8WVISzJUqjIxtpyZg4dJWwHNeh0rAUdKLtywlqTZJBWoKCYpSIUy14qTkL/8q49TqvYxNT1LX1+fMkdrx2zp66ENwXS8lC6N133OOvYrDENs284GM4RhEMYxqTAIIlVWr/uT8+7oen3d66yzmvVPTcT1S7ujFyjwsKAJc7tVoFJR94+f/xwuuoguwtzVwwxZH/Nll0Fr76RqgF69Wi07Tkl2vod57VolSGTxJQVhLlDgEYO//vAxCLNtg5Q8bkOhMC84tmxR6nKPK8biWP2b/tCHOvNOO02ZOp+kubE69r/9W1W3/M53di2amVEK891fbBPm8847yZ3Ng+epD9YjwmyaqmK567CvuUapwlde+eAbsG3FAq++WpUCv+AFtA7X+PKX21XkN9+sRo8fdk38AmBwEJ7+dFVifoJeIpddBn/0R6j85UsvzZ4lThbf+Ab8678uyKaODW3+9elPF+Zfx8EiKcxpV4+yJl/aqCtv0KWNnPIKsCa62gjMNNW2tFqslcu8YpkIwJAkAoI4wo9CUmkQpRClnd5krYwahsHQ4AgbN65nYmKCCy+8sIvom1KQioQR16E/DVm/tB8rhYGBAXzfp1KpUC5XGR+bwJIuBia7duzGkjZ95X6G+kZYOrKMkYExVq/ayPp1Z7FiYh2OU2HjxrPxvD7GxpYTxgKnVGZgeISRkXGmp+ssX3EaQyNjrNt0BsPj4yxfvZrBZePUkxhhWpimzcjwMs47/wKWLlmCa1iYpLiWjSFMlowupb9UZbw8yMrBASwRkYgIkg4JBqjX53jPe65S5fDS6sRwuQ6mbYEUCENmvcp507Yoirr6xF3Xza5pRprnxUPFcZyp1EDX9wASoijIyvZ1ub1WnQ3DwHRsLNfBjx56DECBAoBqWr7sssxkxDRVpdKZZ7aX5wjz3smcwgwZ2f5fl4eU4hoMDnJkQtWXzYbHUJhrNc7XD9o5Qp3dl7VlaEGYCxRYdLjx0S7ZCKEIdNHDvPA47zx4/vN7vhvDUKLoa16jpg8fXuDLuXGjcoz8whe6jK6GhlQe8znJ7YoUZm6PC4geOmXfeCP84he5GTpK6rzzTlwVFgL+5E+Us+a3voX5rKfxlpcd4Jpr6PQvL3aL3X/7b3DffXD33Se0+sAALIt2KtZ/0iMuHVSrp+BU/PZvw549hfnXcbAohFk/EOryZiAr1dUkWKvO+RLcvKGUJliKxFlZHFG+L1mXbOv+Ztu2cRyHvr6+LLpI9zNrhVQT+CiK+NWvfkWz2WRiYoJt27a1jz3NfoogZuXoMI6I8KSkXHIhjlSZdpxk27Etl1qtRcnrwzBchLAhtSC1cOwKg32DOI5HqTqIXXXxCfEGyrj9JcaXLeP00zdiWS4Tp61kcGQYt1wiJsV2HYaHRjEsMzsnSrG3iOIY16mwcuXp9PUNsGx8gr6+ASzLypy9S6USK4eH6LNcDARCKGXZEGlWVj02Nsa+/XsIcnnZzWaTNE1ptVpKGbZM/DAgFZCQ0gp8pNkZCNHnK69E592z82XZej09X8eHua5LpVLJMrT1wEi5XKZcLmfv0TnbBQo8LJx/vjL52Lgxm/WxjykX1SShizAnzrEV5hc9q01wBweZXqEIc0seO1aqdbjtmFIqsXOnKgP83Ofa6+gHqKmphfp0BQoUeJj4ny8+hks2qMGuRqEwLzg+9CH4gz84Jbt6xSs6Sunv/76q8skFH5w83vMetdE3vjFzrRZC9U5Xt9y+8OXYGps2KeKWS5VZKFxxhRKHM9x0kyrF0lFSD3Vj//IvmFt+ybbxi/n9J30HduxY3P5ljcsuU5/nBN2y/9//g9evukFNLFD/Mije9Pa399iX6/nPL8y/HgCLFCvVrQZrRThPkvLxRZpM6Zcuje4Q3BjLMgiCFpB0ke0gjlT8UFvx1CXbWrHWynKKymSO0wTZjpaqNRssWb6E/fv3MzMz090bmwrKjk2FmGWjAziOg1cq41XKLF+5Qk17HqVKFWlaVPv7GF++FGmCHwaEkU+aRJjSABLCVpOg1aBerxPHMSXHxRSS2EyZ9WskFhiOwcSqCaQBQdiCNKbWnMNxLNKkHZFlSPxmQKsRYUiHOBKsPW0DG08/g9HhEdavXY8QBpVKH1JKVo8vY9WSEcwkyb4OUkpSQuLEpzY7ydatW4miCKvd16lVYG3EpZVh3dftui6GkBlZ1tcVyK63JrXZNTUsHK+MNG2iJEGaJtKS2TWW0gRkNmiiByP0dQRVrdBsNnv97S3wXwxvexv84z8qx1TKZejrA2BiTZsoz1OYJ+9rR0oNDbF2syLMY6cdQ2FOEr72mcP4hgdSMjgIv/M7uYiOoiS7QIFHDrTsOL+xtVCYH/XwfSVo7tunTMD+8A9zDtYLAc9TKuqWLfCBD2Szt905o9TLXhJm31fxUguMb30L/vRPczM+8QnVbz7fQe1E8Zu/CTfdhBPUMH7j2WreYvYva4yPqz7khxIvdcMNinhmpWknDyHgxz/uqem5GrF/3esK86/jYNFipXSvq2mZWRlv3rhL5yxrkqr7VnU8FJAZPWkzL13SHQRBtm4+y1n3OSdJkhErvZ8k7URXaQLmOA7XX38DQRBkyzRSKRir9OMaJsN9/W21PMJxHJrNZrb//KvZbGbHmSaCZsOn1WoxN1cnCFRPrmdYJC11/FEUEdZ8RJAye2iatBWTNCPiRkjcCJk6cAgZxKTNiLDRgiAlafrZwIDv+9nggsDFtioIDMrlcpvYligZDiuGBhkpe9kgRhRFRGGCMEy8Spm7fnF3dr00YdVkWav2WsnXSrcmyXqAQ5t/5c9FPgdbCIHv+0ddd92rrPvO8/3jQNbbrK+pLgcvUGCh8OUvqxtVBq0yH6eH+TWXtRXhwUG44ALFtJcs6d5otQrAxav3Z4pVtaqq0y68sL2OzpEoCHOBAouOaz9XJ7RL7ZGzHAqF+VGPvXuVmPm1ryl37Cuu6MFOfu3XFJn80z+Fe+4B4G+uuFMtW+hIKY0eOmWvWdN2+QZFyL/+deUAdjIeMhdeSPqDW5kcXEurOpKzzF5kbN6sor+2b3/A1a6+Gp7w+IT0hhuUurzANdTf+56K9u4pXve6wvzrOFickmwgTGKQgsBX5DRsl/zOV351mbEmYdDpe4aOgZhWq3UEked5R6mYtm1nCqfrupmqredpwqdzgA8dPoRpGkeVYwshsIVkoGozWq0g2kqnEB31VZN33/ezjGIhDEzTIY6OYWrVbBH4PmEYqvc1msRBSBSGpEmCAJpzNYhiYj8g9gOCVkij1iT0o/Z0g7laLTt/etuKYMZAgm3bJDFIBNVqFcuQLBmssnLJCEYaqHJyYZASI6U6xpmZGQ4c3Je5Vef7lfPu4UIISFLiMMo+mya3vu9nv0dRlJFnfY7UcUZISVeetla19fXVv2vlWRN00zQpVSoIw8Bor1egwELgRS+Cxz++M13vU4T5l9uP3cN85f/oKMx7ndVccekv+W71su6NtgnzSns/zmCnxDNJcn4bpqnWKwhzgQKLjqpRJ3KOkZdeKMyPeqxapXKA9+9XLZw9w0c/qtTmN70J0pQ3Xdwjh2yNHhHm666bZxz9YFFSDwFi3VpetPZ2fvc3blf3wEcCNm9WP//lXx5wtY0b4UUb7kIcOrSg5dgap6SduzD/Oi4WLYfZNE0M01TmTaaF2Sa7aZqqvuS2wZQmaVqx1H2wmvTqnlXHcTJn7HxUlN6e7oHW5dr5PtkOqSTri7Ysi7POPCvrtdXEXCuk/baDEwsM08gpnoJms5mpnlrp1q7bmqTr7YAkSToEkSAl8WNEBIQpzdkGkR8R+REiEZjSojZbpzZbJ2iFpEFE3Arwaw2IE0QEMsmpxG0irwcatGmX4ziQyixaa9nwKKuXjzNS7e+cO9MgTJSav2vXruw66M+mXal1zJSuENBu51rl1tdDXzd97oGsT7pUKnX1netBD33cpVIpu1a65FuXdevvgL5Gul+9QIGFwmtf2236GY8pwiy9YyvMz7qgozAbBvxwcj21ptG90TZhjvbsJ/Y6D+HlskrZyDAwUBDmAgUeAfiNp9Txho9BmAuF+VEPIZRi+kd/pIhzz7B0KXzwg/Dd78IXv8hpR36q5mVZgguMgQG17QUmzB//uKqGApQD+Kc/rUaWly9fkO1/63tlPvKPEwuyrQXBunVw1lkPWpb96lfDux638P3LGr6vnMn/6q8WfNPdKMy/jolFGb4RQiANiUCR1VSAFAYJZH2weRKmSVy+XFvHQ+l5yjnbIoqS7D0ApqVIniZrhmEhpUkYxh0jMSmyUmApJfV6nVQKtmy5lz179pAkSaZ+m6aJJ0w8UpYPjuBZDkiDRECUppAIHMcGaZDKOOurdewySSKII6WqurZHlKjRG0tYGeGP/JAoSojjFAEEoYpbEinEIiEJI9L2uUhF2nGjjgUIRdw1QdUKbxhLoladyI/BMiBO8DyPZquOIw3S1GTMKTHgGNRDgyAEmUgsy8R0TJqNJiWvwuysipdqNBp4npeVPuczkmXbvVznWWvSLIRyFdeDHfnrqci4+l2rz61Wi1KppMrt2/O0g3rSNoUTQpC2lW5Qoz+aoBcosFD46ldhxYrOdN+GcfhX2HDu0QpzmsLUfZMMAQwNsWQU7rjjGBttE+bWjgMcGdvEae3Zf/AHqoo7w8BAYfpVoMAjAfV6t0O2xhlnqIygAo9qbNqk2onnd88sON7wBuUM9fa3E1f6mFz5OMqNo5MHFww9cMr+xjfgwIH2xBe/qL7/JxIldYLQY9BBsGCpTCePzZvhj/8YDh3KUjTyiCI18GJcf7065ws0eJCH46jvSa4rsTfQ5l9/+7eqt7wAsIgKcxInWdktaUoYthVXaZDkspmFEIg2sYrSJDPxCpOYmBQ/CgnimBhl8BWTZsuEaWQELNuv3idkZcG6N1YTONd1lQt0MyZNQ1JCBJ1tuCJl3dIVVBxHEWVSElJSIUmFOv6YFMv0SGJFAufm5pDCREoTy3KU0iptkiChVqtx6NAhDh06RKPRoNFoZH27aZoicnFPWv3OIAUJijinScdlPEmSLJ86TVMSQUZWoyhSgwLtgYU4jrFTwZkb1mKKkBQf05LESYhIwTJMKpVK5k5dKpW6zNl0WbQuideDHnnnaq0+CyFotVpEUZSp8UmSMDc3l10H3/dxHIdGo5H1qTebza5SfH0dtUquBzX0NSxQYKEwOQl33pmboXuY9V09pzAHAXzsD9sE94FiQtoP3hXqDCzrqFZXXTUviSKvMG/ZcsJZkAUKFFg4NBpw6w01DjWPoTD/3/+rIoMKPOqxZs3RJugLDinhb/4GpqYwtt/P3952Pvfd18P9acK8gPcO224PIusoqQsuUM3fC4h//mdYtkyVyT8isHmzYqpf//oxF19/PQxXfJKbvtcTdVnjK1+BN7+5Z5tX0OZf3/oW7Nz58LZx6FDWq/9YwaKxi3yUEORVyu5eYa1c6mldng3k+o/trCxXl+Tq8uO8C7dervuZ8+7bQOb4bNs2MzMzrFu3jp07d3Y5bAMMDw5Rr9e7yrmVYmpguQ7CNLoIY57kaeQJoybCHUdomRFATXzz5lea3OezrF3XzfZlmCZCSkzLwm6XuXteJXMI14p93hgsiiJElDBYqVIplbNy6zRNs7LncrncZag136BL5yZrUqyPt1ardZm15Uuy9XuklPi+n72/2Wwe1b+sCTWQHZ++jq7rUiqVsCyrIM0FFhRCdPcOHbRVqdj3b28/WeUUZinhpc+aJC5V1E0HVabV5SYKmcIM0J8jzL6fpY4oDA4qwnzNNbB+/XFv1gUKFOgd0hQGzDqUes2mCvyXwDnnqIwg4L/90fmsXdvDfW3cCLOzC8Y8r7sO3v/+tmXHd76jyPjDiZJ6EJx9tio/XtB4r5PBeefBaacdtyx7YgLe/7xbkX5zQfOXFw2vf736x/fZz57Y+keOKDZ/5ZXq4o2Nqe/eRRfB3/3dvAebRycWjVloUqOJs5RgmhILMNoKpZASwzQx2v2zmizn83077+/uddZkUpNPvb80p14jBUEUZu/VJK3VajGxfCU/uf2neG45249WTkuuTX9fH6mhjkMCQRwhDLWdIEqIUkGSCLzqAJW+EUzHzYgqgOeWidIEp+RRqVQyozLLcjCFibTU51P5yCLr39YkVpFIB88rY1kO0jJxSh6W6+A4HpVKX0bYldoO0ur0YutzKKWkUavhOS7N2VmWDY9BFGbXSZdB9w0OMD03i+nYGWnVCn0+u9qwTIIoxHJsTNsgiHykKRBG+1oQE8YB0hTYroXtWhiWzPKUtVlbqVTCtjpZzTq7WUeN6fmatGu1XGd4FyjQK4TPewGfOPczxJvOUjNyCrNlwZnLpjBGhrL1m83MD6yDHGEOc0ZCGzbMc2gdGFC9RG99q5r+9KcX8JMUKFDgRFAuw6aVdUZXFYS5wALhve+Fv/orznjX83urai+w8ddNN6keWstCqctjY/DSly7ItvNYv15Ve5922oOve0oghFKZr79eDUDMw9lnw5s3XA+GAZde2rPD+OIX4fTT1XNFT7FqFfz6rx/f/GtqStnKv/WtcO65KlLshS9U7trj46rJ/c//XJXrv/rVqiTh6qtVvvajFItXkt1WWzURzcqwc4ZdpClSCNKkU76t1UytSuqS4nxJru7dzUcQaWKll2k3bsMwsrJg27bVPNtienpazZtnIFUqlQhaPq1GA9sws/JtRfAFYRxhmjZxnFIulyl5FUrlMkNDo9heCdstUa30Uy6XGR4exnEcwjCk0WhQLpcxbAtpmbiWjWNaXcqzPldaWdUEMk8iPc/ryknWRFOrsFEU4bou5XKZMIgxbRfP8zAsG8dR0VKlUgnP87LPNTExwa233gqQ5UTrc5pXufVAhGVZ2Xkvl8tdir4+bq2ICyHwPC9bX5PwfB+yVv412Y+iSLl965L9ecZtRaxUgV5i+VqXK+94LZc+rT2inlOYfR9qu6eI+wez9a+9VvUmdyFHmO/Z1V2S/eIX59YbGFClTdPTcNllqkTqEVOjVqDAfyHU66egXrfAfxl4HukVb+Tf/8Ph7rt7uJ8FJswf+hBs3Qri/q3KIe23f3uBQ6u7sWMH/OQnPdv8Q8PmzWr0+xhmWPv2oeKkLroI+vp6dgijo6oC/pQY819+ecf8a2ZGNa+//e0qBm14GF7wAtXnPDoK73ufCjOfmoJ//3dFjt/6VvW9u+EGlan9oQ+pvocXvEDNe5S1mC2aZ3tKqvKl0Kqv6CJKUigCGoRhpzSXjvN1nlhJ2fkYmljly7g1sYIOUc8TO8O2EEm779hV5lulssvhw4cJw4A4au8zhapbwgaGR0eJw5DYMpDSUaq4ZWNaNsQJhmGSpqL9WQSGAaaQmKYivsIwsRGZi7ZT8vAqZWj6xEFIKtVncHKquv7cWkGPSTFNgziKMAx1jprNOk7ZUeXLJMQoA7Bm0CBoR3fVWyHNZl2Zchlpm7T7hM0Wactn7crTuPv+ndimBZFk671bWbVqDf39Km+auENM89FRmjzrvuI0jbP5ep0wDDEMIxvwAGi1WphSmXrpa6bJd5zE2fzZ2dlswKDRaGSl3VpxD9vXtECBU4qcwrxlC0x/d5L1Zw4x9kDvyZkHja/rPIQflf+p+6Df8Q54zWvUiO4116jpAgUKnBLs2AHe9jqtNRVWLvbBFHjMQIuWV1wBH/lIj3aybJkaoF1A4y/PQ/XuGwa88Y0Ltt35SFPlP1Uuww9/2LPdnDie9CRFDr/61S5VvdmEs5ZPcYj/RPz+/+npIfz6r6vXKcHzn6/U4le+EubmVA+346h+9T/8Q3j60+EJT3jgARMh4JnPVK+dO1X//qc+pZ5lNm5UUWSvfnVPBxkWCotXki06JdlKJU5JU4EhDaSQmktnpddJNhIhkVKZZ6lcY7urXFq/MsJsSIQhkaah3LhNA2kaCKNTqm0KCYbsKhO3bZszzjiDJAEhjPZ6FkG9DikIYmIpEG2yHiAQ0iKOUqIwwbJdUql6eeNEEAZg2AapTHFdG69UQjoGTsXFKntI1yY2BMKQGK5Si02nE6ElpcT2XBIBwlRkWSvAmvhrxTkKE5IYWmFEjKAVRCRIpGlj2CqOq1Qp45VLSo02DGzTYmJ4nEqlQrNeI0kiSGVb3RaMjy/JCHeUJoRJTCJQ5d455VeTeT3P931s2yaO4+yzpKki6fl+8oQ06z/Px31pNd2yLKrVamY+1tfXh22buK6N41i4rk2lUurqSS9QoBc4dEglTFx7bXtGTmFevlzdOCsrOgrzhz98DKNJw8hsUYdXdOxRazV1X8rwrGepJ6rf/311c3niE+Fzn3vUjcwWKPBohmkqgz6jv1CYCywsbroJ3vnOHu5AiAVzyv7ud+FVr4KDW+dUb+tLXtIxwewBhIBPfjJ3r11sGIaq9Lruuq7m6iSBa15/IzJNemr4dcphWUo5ftzjVN7ljTeqarcbb1TPJE95ykOrLli5UpVq79ql+pr7+lTP8/Llijj3tNTi5LGozZ55V2pNoGSbuMo24dKGXXabNGqjrnzGryZIeddnvX2tOGuFM5/nm89XFvOOa2pqip///OdALv7IMBgZGaHsepjSoK9cwRAS23ZJo5hGvZ6ZjDWbTRqNBqZpqnLhVFCvNwGJH7WjkKQJqQRkuxxaZKXGoNRynXsshCBsq+2amGqzLk0sfd/Pyst1P68uS9cmY57nZZ/btm2QJqk0MAwLQ6YMVCvUZma7soxd1+Wee+7JDLryBmj6OPLKvd5nGIZK3W42MzU4CIJs/5pcG4ahepbbmdp6ni7b1iRYE3F9vbWarLetS7GLWKkCvYRlKe6amWDnFObBQRiIJylNDHWtf6xojLStFXXUvwAAIABJREFUMvtW5yH8aU+Dl70st9JTnqKMNHTmyP/8n+qm8oipUStQ4LGP5ctSSkmN5acXhLnAwuLCC3vKORUWiDDv3q0I/sDX/0718S5glNTxcPHFimc9YrB5sxrV/s53slnlMjzHvEFVjl10UU93n6bKM+73fq+nu+ngda9TIyXvfa96QHHdk9+m6yrV+kc/gttuU73Pn/2sUiKe8Qw1QvIIjOpbNMKcCvUyTZWTnO+L1aRXk0RN/pJEkSFtRAV0xSd1IEkSiKIEIQzSVCCEAciu7WuCrQlenlxWKhX6B6qQCmQKtmEihUDGCZZpYpgCKZQhmRACYdsI0yJKUlKzU44dxylJrJTWKExoNQPmZuvqMwdhm/CGJEn7p1AxTnnoGCbomHVpMhyGIa1Wi7m5OWZmZkiSRO2r7ewdx7E6HmFgWA5BlBBECdK0CaIEy3KwTAdpWIwMjjI3M4vnGp1ecAH1lt9FTvMGazpWSvdOa4XfMAwqlUo2GKKdrnXE1PzBD5WRrfKXNeJEEW5dxq2vjS7R1ueg0Wi0t0Enl7pAgR5hYAD+6Z/g2c9uz8gpzLMzKcnkFFG1ozC/5S0qImM+Akf1Mf9qZ+ch/B3vUG1Dx8VLX6rI81G22wUKFOgZfF/JSEUPc4EFxu23H9d4eeGwaZNqsj1JEvKqV8HO7Qn23/6FKsXtMTnU2LZN7Xv37lOyuwfGM5+pStxzF+2++yD+9vWKUPa4LVAIVQm9cWNPd3PqcOGF8PnPq4v7gQ+oBvmXvhSGhtR37KqrVE/0KWnafmAsaqxU3tVYk5y8A3OeWOn35E2e8suPtc78PuY8dL+tXmYYZpfynKYpK1as6NomKILe55UxUoEpJdg2sSUxhMSxO6qsaZrEkSCJDZJYEgYxc7UGk1MzRFFCs+kzU6tTb/kEQUQQRLRaQRbBpMnh1NRUppQHQUAYhtTrdaIoIggCoijC9/1s0CAMQ3zfp9FoEMcxjYbqXY7jWL0igRQ2aWLi2BVSLISwSVMT2y6zfmI1JdelWq0StK19V65cSavV6oqFypPdvFN1Ps4LOi7bOtJKD4JolVzHXEVRRKPROOo70mq1upTtvNGbHlTRxwF0xW0VKHBKkFOY/+PfmsjA52A4+MDvAYwBRZgnNnQewl/+clXxdVz096uh5a98Bf71X0/mqAsUKHCC+OnN6mFt28GCMBdYWHz60/CGN/R4Jwtp/HX99Spf9xSoy3l84xtwxx2ndJfHhuPAc5+renDbz77vecV2jPvvO2Xl2B//OPyP/3FKdnXqMDIC73433H+/KmP4vd9T5/qjH1VN24ODquLuD/4A/uM/FiVvbFFdsoUQIDomT6pM2AUkhmG1zbzU76ZpZwplnsCq9xkIYaA4scz6lE3b6lI888poPpbKcRyk0Ymd0iRsbHQplUpfRkYtaSDjFJIEy7CR0iSNQQoby3GJUkiQOGYJr9yPsG0S0ySUMYkpSS2B7dk0wxa1Zo1mbY448Gm1GrRaDeJYEcmm36IVNAn9OtJIOHR4H7NzkwStGqFfJyVkbm6GIGwwe+QIrVaDucYcR6aPcHj6MI3QZ7ZZp9byqfsBcQIpJqblkaSSFCPrA7dtl0RaGE6Jat8AK8dXcvqqVQRN5QLu+z5zc3OsXbs2U5c12dVkOBEqVgtD5oi7n+Uwa1Ksz6/+qQcx9PLMsEskxEmYOZ8DXTnbulTbdUvZ98OyHBJAmiaiIMwFeohmU8U6fPKT7Rk5hfnxa6cAGFjTKcn+znfg/PPVwGkeZpswD6/sPIRPT8Phww9yAO94h3oAevObYd4gU4ECBRYeVakIszNUEOYCC4urr1ZVqT3FAhDm229XgvLM+z8BS5fOi3PoLVavVgL5859/ynb5wNi8WZmZ/OAHALzv0hvU/FOYv/yY7TzUsVzvfS/cfLNy3f72t5U7t++rEPCnPU2V+v3ar6me6B/+8NjRVwuMRSHMmiC3J0ilAClIBSSkSNMgSmIMyyQVgBRESZy94jTJTLzUe5JsPdpu2/n+5Xz+sf59fvSQJmd5R2fHcdiwYQO25+LaDn2uxeply6iWS129xGmqyq5taSMwMCwbaVoEcYph2kjDUqZWlkmYxMQokzM/Tam3fGqtGkHYouU3qNfnaDRnadQVIfaDWYSMCaMaflCn0ZylPjdFozZNw2/hJxHTtTlqtRqzs7PMzNWp1+uZCiulRBgGwjAI45iUmCgOSAQYtkWUduK9oihRjuDNADMJ8ZMI0zTZs3sfQKYMx3FMs9nEMIyMFOse6rwSr8/N/L5x27azOCwpZVdfte5f1gMZ5XI5Mz1TZDshSSIsywASTFMCCXEcIiUkSYQQj9X/JAUeCTBNVSmU9Z1pwuz7jDuTAJSWdxTmSgUmJo6+wUWeIsz5HuaXv1wNXj8gbFs5TW7fDv+nt46cBQoUgNOXKcK8bH3lQdYsUOChYWJCJe30FKtXq/vGSRDmZhPWplvo//51yhn7WMYcPYRunX0EVObCb/yG+vztsuwNu25QbuR6YKLH+OQnVWfWMeKgH3sol1X/2wc+oEaWjhyBr39dWcsfPAi/+7uq0X1oSI2o/Od/9uxQFq+HOff0KHOkVpfnalJrGEZX/64mgbp/VZUDd5dhH738aGUzr1LrkmVNyrQqPTQ0xG233Zap0Y7jkCQJnufhem7m+Ky3Va/Xs4GAOI4plUpgSEzHxi2XEG3l23JsYmISYjAgShOOTE8xPTdLza9Ta9VptJpMTk5Sr88RBE2khChqMjV1mJmZSZqtWWZmp5lrzdKMW7QSH7NkEYoILINYAqaB4djZudBKrn6pEugESEjTmKbvY9gGK8aXqWzmNiG2LCvLrNblzp7nZecsf360QZfrqvOjnbC1iZheP18ir12w8wMp+vrnr1tXaXm7JF8fVz57e35pd4ECCwnLUslOmfO1lIpFBwFH7lMKc9zfUZgvukiVk61b172dQy1FmLft77hkv/nNqirpeLjzTjW4euTMp6qHlo9+VGUbFihQoHfQT+lFD3OBBcaBA8rvaO/eHu7ENGH9+pMizJdcAn//xL9QN8Df/u0FPLgTx//6XyrZadHV1b4+VX791a+y/f6E8NvfIXnGs1SD8SnA2WfD//7fp0RU7Sl27YIvf1lFW4Py+rrwwk619Te+odI09b/fX/0Kvv2jAeLn/ib8+Z+T3nGnIs3XXqtq1O+7Tz2P9QiLmr+Td3qWuQ8ppaTVauF5XteyvFrZrRp3E/C8spnf5vw+5nxZt9XOddYKcyyg0WgwMjLCwYP7qZgmZc/FMiUGgrLjqe2lEakQxGmM49hMT08zdeQIrSAg9BP6qkM4nocpzKzsWAhBEsU0a3UqlQpDw320whZJIwJb4BoWYdgibtUxkphWYxZpmQjTImi2lAmW5ajy7Lahlml5NFuKPB6eOoxlWcRhyPT0NNKUBK2W6nUmZeWypVSqQxiGIDUs4iQmSdX3LAkjHMej6pgksY9llYgxspL2vNqbJ9Cd65kAKULIjMzqHmQ9kKGJdqvVykzf1HVISdPuzOyO4VvSHrCIsoiqMAyz74/+LlmGgfFQbO4LFFgAxKbNzD6f731tis1AyxvkwR6t+ycUYV6Wc9593vMe+D3f/S6EoWpl5hOf4M4bJzn33e9Wd863vpV/+16JVaseQ4YgBQo8AvCDf69xCbBrssyKxT6YAo8p7NihjIi/8Q0lUvYMmzbBT39KkigCUq0+tLenM7OIz31OxTgsWdKbY3wQPP3pyjE7inrurfXg2LwZrruOO972/1g1fRj/0mdxqp48L75YvR7p2LVLWa286EWqRfm665QocMMNqqrihhvgta9VPHftWtWyPDysTMgdp+PKrqsLvvhF+OAHO4T6Pe+Bz31ulH37Xox48Ys5fFjtp1dYFIU5pRMppdXc/JCRYRh4npct1/PyGb+6p1UbTOXNn3R2r56nSRuQlf7mY5FAkTOtlGoV9KKLzsMwDMrlsjLACmM8YdLf39/1efRniIVJw4+ZaQQEqSQ1HA4cmWLPvkP89J67+Pm2e/jpPXdx423f58Y7fsh9+3Zwz+77+cGPf8TBmUn2zk5yqD7L/Qf3MtWssffwQfYcOcj09Cxzc3UOHjzI5Mw0R2o19k8ephb5HKnNcqQ2y327t3Lvnq385Od3cM+O+7jlJz/k9l/8jC0772f7nl0cnJliqlHDdV0OT06y/9BB5lrKECwfIaU/+7p16zJH6yiKcF03U5z1edODC/pcatOxNE1ptVpZdUC+YkAPdGgDL+3krY3c8qXzRnsQI1/SrU3FgCzCK3/s+hoXePRBCPEcIcQ9Qoj7hBBXHWO5I4T4x/byHwkhVp36o1RYu7Zb2G2lDl/7csCFa1VJtrusozDPzqoR4c99rnsbpTFV3tk33iHMk5OwZ0/3eknSUR/e8hb1YGWakBomL259gbs2vFCVJY2NMfu8l7Hj8j+Gv/974htu5EWb7uZbn9oNk5Ok9QZf+ruQA/vV32sUqf21/6TbA48LcHIKFHiMYdhVEoc38thXmB9N/4cfCzj3XOUCnaUu9AobN8K2bdz14xaDgx3PyFbrwa0w9u2Dq8c/D7WakjYXCS96karAWnSyDPBbvwVS8ps/UH8iznOfeUp3n6bq2i0mGg3lv7V/v5r+6U9hwwa45RY1fe+9qhDu5z9X02Nj3UT/N39TGbm1/ZW57DL4t3/rkN43vlF1nmld7s1vVtvWWujFF6vBJi3sa6W6V1gUZiHokBut6mbLhOgiSXqdfO4ydDJ3lbKo3qt7aTVB07/nf2qCp3/Pq8xxHJPKdmlvJNi6dStLlizBNiRzcZ2R/gEcxyEFbNul1WxhuCXCMMQxLaJA9f2mpBDHhHFC6gkm69Mc8ms0phpYlpUpo7UkID0S0ed5TG5v0FepIuYkrmkQ+pJ6q05Yq1Epl3ETjySOCYKYgIRWGmEQUmv6GIbBbL1JEARM1Wbxo5BKO+M1DEP6vDKuoQYOIkOQBCHjYyazzTr9gwMMDPdh2RatqEUcxZgIVo+NYlkWrabPihXr2bVrF8snliClxPf9LO4p75RtmiaiHXmlr59lWVlZvB680OvrzOnsOpN0fRfypdv6GlqW0VUKnyRJZzpX1l/g0QWhct/+Evg1YDfwYyHE19M0/UVutdcBU2marhNCvAz4IPDSU3+0Kipw7drOtFW22bDMZ9RSJdnGSKeHuVRSJmFDQ93bqMsqZSCwyuhusLe8Rd0Q7r+/s95VV6kS8DvvVDcSvR0h4N5tFml8LXzvP0i/9A+84F++iX3zP8LNYAD/BHC5egng5XqjrouwHNI5g6RPQtWhZVW5a3uVNedUGFlZZiYq84M7yzz+SQ6jy20OT5v86DbBE58kGR6RHJmz+Mk9VR7/9ApDS2yOzFps3S458wwoj3jMOSPsC4Y57Zx+nNE+ar7F1IxkfMLAtCUJEiE7/78LFHikYsOEIswjpz22CfOj7f/wYwGOA6tW9X4/zVWb8JIEc9sW3v3uszn/fDX/a19Tkbh33AFnnKGSpxynO243aCW8zfoL6qdfTPnCC3t/sA+ANFXK5MaNHaK1UNi6Fb70JVUGPDGh/KZ27VLV7EfFD4+NwZOehHHzzXDmmT0uDzgaS5cqz5OPfay3+4kiVZHQ36/ah6+8El79ajXAs3u3ahH7/OfVvNFRlRGtNbhLLlHnT/u9PP7x6llGY2TkoSnCS5eql8Zv/ZZ6afT6EiyaFJcvj9bKYpKmCOgy3sogBHEUIQCRK7VWZEtgmCbkYqry2+2sx1F90ZqwaSKdpu39o3prd+7cSeS3sNpl1CNDQzimSRzGXeS8GYUEjRaHDk/SajQZHBykGSSUByvUg4BGGBCkCXNzs6q0OE4I0gRbSCYbcxh+g6naHMQJ/ZUStiEI6nWWjQyDYTLdqpNEMUkqqEcBzSjCn6uRSJPZ2VkiQ5U4p0IQS0FjbhYLpcg24gA/ibBig7RlEjV95PQkQRxhuw7+gSZjY2Nd6u7g4CC+7+M4DqeffjorVqxASNU7rM26NDnVPc7QiXUyTTMbDJkf66XVfJ2vnI8S0/vXWdOaNOv9JEnUpU5rQp4kCRIKsvzoxROA+9I0vR9ACPEPwGVA/kHtMuAP27//E/B/hRAiXYSL/qlPdU8bnsPjzwmo75rEFgLR15ctM02VAqVx+eWqFfJlu6tcBEz6ZfQ94PWvz/VGt/GqV6kypeHhYx+LMCQ8/emIpz8d+5OoYd/t21Vz3KFD6gmo0SBpNDm4J6K/FOKJFv5kk933JKxakeA4LTg4x6Cco2zVYfdunMk6jz9cZ+CGAJKAwTDmGa0EZ2sCacJwGPJsgLZB6HD7pVFtvzQq7ZeG/i+eCqEG2jDwQ0mpIhGex2xa4eCcx+r1FoZjcWjaZP9hk7MucBElj537bXbst3nyM11EucS2fS579hs86akGwjTYvkty5IjgggvUfnbtFszMSc461wAh2LlbUK+1fVqkZOcuQbMJGzYKkJLdewR+IFh7ugTXZfsBjzAxOH29ACHYtl2p/2vXquldu9X/T/0Qt2evQMrOw8K+fWCYgrGxzrRpqocMgP0HBJYjGR5R+9930MDxJEMjMlvf9QSDg+p49x8QeCWBLng6eBC8kqDap47n4CFBqQSVPglSdk2n0mByxsCrGJQqkhTB1BR4ntpGkgqm5yTlssBxBUmixCXHBccRJEhqdYHjqIejOBHU6+qh0rZV2kqjoY7XsgVxImj5an3TEsQx+KHEKRkYliRJBWGk1pWmGkyJYoFpqXOYoOYZpkBIQariNdT3X84bcenFCMx/nR7mR9X/4ccKrrlG/X9/znN6t48t5ibOAfw7fskff+DsbP4ZZ8A736lIIajIog9+UP0/KZfVz2U/+zes2fvg6vf17gBPEHv3Ks+tq65ShskniyNHlEJ65plw993KR/N5z1OE+TvfUWbgd96piOBXvgJve5tqjVq7Fn61aTMbb76Z+iXPetAWrIXGO96hjvlU7KevD973PvV9uPXWzvd09WplYK3vsStWqJ5kDc9T5/GxgkUjzJpEmYZB3CZTZpsw5clV1ns8TxXWxlVRHCPoqNS2ZRDFnf7lfL5zPsc339+cpikxqboRt9dLSTl4aC9vufJtfOSjH8RIBCXHxXNc5RadJqSpIAlVb+3ByUlsw0R6HqZtUSMBx2Cq3iIUJra0ST0Ty1TGYVK0FVIpkSlEKVimTUzApB+QJBH9WDSxqPQPkDTrBHHE5OHDNMKQpt8iFBZB6pMakpAU6dgkpDjtEnR9jgIhMIQgEpA0lYHYVHMWkoitu7fTPzSIDwwP9iMwQCYkrQS/Pku5PMZTn/RkEEmmGOeN0/S11GXpst2DrBXkvNqcz2TWJDdfTSDoTOtScU3E89UGSZLg+/5RAyu6VF8r2gUeVVgO7MpN7wYuOt46aZpGQogZFEd7sCCmnmPbfpfT/uFLeNJiKh1g6AGMJ1xXvc577QXs+PZZjG8YzZZdeunR6591lnqdMEol9RR0xhldsyWwNL8acG5u2gNOzx9n+6VhtNfJkKZEM3VkfQ4Zh9SmQvbsTlm1CpyozoG7D3P/j49w/poZ3GCWQ/tjtm+NOfecBFvG7NmVsOXelEuemGAbMfu2R2zdkvLki2PMsMnsL+c4tKXFmlUhRCFBMyZIAmjU4chhyvsDTpsMEDeomsLlcy3GwxhxWwxJwqokYRXAN9Xhrmi/uFZNr5x32uZPz7/Pr5o3vXre9HyxY/m86fEHmV76IMsfbP2xhzAt6B7cEEC+AEIeY7rvAaaNY0xX502X502XctMSuvr/JGDPm87/RS0UJU7b3hdJCkkqMIx2lVuiBkNMSyCAOEowgJmkSv+DbfTRjUf1/+FHK97/fvU/vpeEee1zN5BKyfkffgV8/NWqztUwOLv94rNq+t2xwVscg/I5EgyD8IDBXO0QQ8uWwQtf2LsDPEEsX66I7BOfuDDbu/xylQ61datSK1stNZAJquT3y19WxBBU6/bTnqYigQHu2vQSysbHqV/8Uk61bci73nVq9tPXp2K3QT235KvfLOsUtBI8grBohDmLd2qX8uZJTp7sasIs2gozQqnJSc61WZMnrShbpkHSJov5DGZV0mt1kT2tNBvzyLoQgrVrT+fO2TtYsmQJzYMBIoXUkBCiiKVISZAcnpwm8COEZ4JpYQh1/PWmT72uiG4qUmzDJIhByrbCLQRIg7g9MFsPQjU4HicYGGDYlMtDLF+2ijRNOXD4AIcOzuKHLXzDUDd1lOJuGuoc2oYgSFKQBnY7+iqIImzbJIyT9mdPidOUlJhQmFCv4ZRL/H/23jvMsqs88/2tteMJlau7utXqbqmVUZbAgISNrMGYnAzYBgYuNsGA7Ssbh2EC12B7AAceY4bHwPhiGyfM2IMGk8Rcy2Q0CISMEAipWy11DhVP3HGt+8c6a599qhWArqK6W/v3POepqnP2WWfX2dXV9a7v/d4vSjJCV5NlpqIrspTAbzAzM1NUecsbDvZjFEXDxPE4Kq5nt9sdCXbzfR/taHKV40t/pEpt+tjzQpDbj7aP2q7pukHRU/1Qletca2TVw3w68lB/A6+uWHw/xyCEGJiQYceO1TJobXjc40y/zTveYb5+8FffTbjvf+OuLHD/xNVct+r4F7/Y6NgPfxj+9E/tvTeys3XXyHELC8YGZhO1v/QlM/9yA9vGHh4hcCebMGnqxs0dcFFJgc9dCXMvG369aXCzbGNUVBaCdsDZjIrW1cevrmj7GJFjlVW3a0ahzM4CWjN/XNNtK3ZuN2ro8GFzzPnnaVCK/ftNVfSiC8wG7Z77FFFfc+klCqKI3Xf1yeKciy8yP3L33gtZqnncJab5+667jF3wiivM691xh+m1uuoqcz63fVUTBBRWyC9/2ezYX3WVOf6LX9CMNxVXXmHO5wufU0yN51x+mXm9z31OMzsDl11qXu/W/0+xZctwX+SWz8KObYpLLjaPf/rTsOtczUUXmhahz3wGztulueA8RZ7mfPZTOReerzjvnJwsM3+EXniB5txzNEms+ddbNRdfpNi5A6IYPvev8LhLNDu2a/pdhXUibjtL0+3Cl74Ml19mbHHtNnzly5orr9BsmdOsLGtuuw2uvkqzeTMsLWluv01xzVU5s9OaxXnFHd/QXHO1ZnpSsTCv+bdvKq65FibHzbW7686ca6/RjI9pjh3V3H03POHxmmYTjhyF79wNT3qipl431fjvftf8wVsLNQcPwffuMQm7QQD7D8B939M85XqN78OBfZo9u+HHn6JxXTiwD/ber/mJHwchNPsfgH16Oz9x3jomypwarNnvYfjR/C4+E/j852FinXdiGrM1+Ku/MmXUPD/xphTkOcHgZu93Dua0ejnT/+kVp0jz8ENvLP+wvPvd5i2pD3bwypmx27aZ/7st119vbpaX3LQNbnpg7U7mB0BrYyDbtGl9w7l/d+NNBacMYiNcNFdefo3+1Me+UNhtrRgrxgoJgcpzpOOgbHK11shSldFaeZVSeK5LkqZFT6yUblG9XE3ZQlxO3xbuMCXbiug4UXz37u/wlrf8NtOe4icuu4xNM1M4OESDbvugVuPee+8ljuOR0VitVosoz0mVRjimYmrOLyt6sq0QhEEidK4QypxDIF22hGPc+OM/yTnbz2ZhYYGjC0fZvXs3dz+4h9wVpGjU4P8p4ZkQtChNWGy1iw0E+zqNwIx5qvkeKjc9164rEa5H3TPzjh9/+eVkUR8vMKFr7/7I39Kc3sX/89bf59wLdg5mHlNcA6B4HStsyYfBXmWLtxXFuTCbGlINx0fZY9DD6/VQgWLG3q2L3uny89PB9bebJmdfOvcNrfXjT+4nteJHhRDiycDvaK1/evD1WwC01u8oHXPL4JivCiFc4Aiw6ZGsgI9//OP119dhLt9v/IaxIf38zz/6sQBvf7vZnX20XeE3v9nMWGy3zde//dtGYPf7J3e+FRUVpxZCiFPu/6j1+j0M6/e7uOL747bbTHfOT//0Rp/J2vCpTxn9/5GP/OCCUWsTLvWMZ/zIJkGtOe95D9x0E8zPP3y7VsX3x/f7u3jD5jDbiq+tENqPWZahBmIsHwjXLMvQShWJyza52T6/1+8XNmCT1BwXvcVlS7bFWoPL9+dJitSQRjFCmfm+QmjGxho06hMkvS47tu0g9EJyZUK7kiSh0++x0G3RUzm9NKWVpCy0WixlKa0051i/z4NLSxzu9DnY6nK42+Vgu82RfoeDK0vsX1pgud+nFccsxxErmaZnYtG4/IKLuWDXeczOzrJz506uvfJa5rZvJxOaSOcspD2W04xWrljsdtl39Cjz7S468NGBTzA+zey2nWzasYtLf+yJqHrI/UeOEmuXvhS0dU6SpcRpgtTQ7/dNr7PngeNx4dnncuzIYc675ByUykas1zah2tqgYRDA5jo4vpm/HAxGXhUbIQzTzsvhXMX1kAKkKN5be3x5I8P2oNvH7M9CEASFXbtqpTotuR24QAhxrhDCB34O+PiqYz4OvGrw+YuBWzeqb+6P/mhULD/wACwvP/zxb32rEcuf/aypyt1zz0Mf97KXjfZHv/3t6zyfs6KiomLIafV7+EzhK1+B//pf1/c1/uRPTMrwmcLCgqkM24TmH4R/+Ad41rNM/+3pyo03GtG8nobK2283rQK3375+r3E6sSHeVfub1dp6yz3JUkqk48Cgz9WKMlstRQjkwOJrRZLneWZUVUmY2b2AcoBUOSCqXIG1r2HTs4UQOL5HruCiiy4qqt6Tk5Mszh8bJGqbWSydToexsTH6cUKUpcRxSpppllo9unmE5zeYmJ5lpdOmG8dFQnaIgxea8+/F0fD7SWPSLEbkgssuu4xwEM1Xq9XIkoRrrrqaf7z1U7SyCOG5pLrUlx14KBy6vS6NRoOjRw4XKdb37bmXRj3k3AvPZ++9u9k0PUFY88k/XdPfAAAgAElEQVTyjByvmIcchMZyE4Yhz3jGM9i69yhKKZrNZlHZtX3JtppbThpXyghY33FHgsBsgFeubUCXLK6rN7COC2muOUqPzFn2PK9I5gY1srnS7/cJgoBer3dC33rF6cOgF+6XgVswLY4f0lrfLYR4O/B1rfXHgf8X+GshxG5gEfPH3CnBRReZMJB3vvORj7OJ2Q+XDHnttcMADaAIVaqoqKhYb07338OnK1/8opkMeNNNQ2vwWvOe95gxgmcKL3sZvOIVP1yF+KUvNe0yp3O1/fLLzW09kdKEm1UVbMOGVJgFw3TqwlbtebiDdGU7dsparPM8L5pm7HNd1yWK4+GIqoHwTpIErcWIMLYCKin1Pa+2ayulSJJkpHItpWR+fp7nP//5I3Obw6AOSFzXH7GUpyonVTlHFxfIJfjNCfp5xIFjB+m2V8iSCC0zMh3TTXokuUYJB+kHBI0muZB4oUvQrLNjbitZr4vQGkcIdJ4T9yOSfkTTC8gFZINKtFKQS4dEg3AcFC5JBjgSPajY+rUQP6hx93e+x48/5aksrrRIc4Eb+KQ6RUuBH7iEnoMQRuxetutCFhYWThjPVQ77Klfx1cAFUH5/i9A2RseDlR8Hij5zu2EBZqyU3Qywlm+7AWLHhtXrdYIgoF6vE4YhjUajqHhXnF5orT+ltb5Qa32e1vr3B/e9dfBHGlrrSGv9Eq31+VrrH7NJrhvBNdfA618//Pq//3eTpvlw/OEfmt7O66+Hm29+eMG8sGBmFtp6zSc/Ce9//9qdd0VFRcUjcTr9Hj5T+NVfhTheP7EMJrDqkkvWb/0fNSagD9LUWM2/H265xfwfK6URzaerHdsyP2+GYawX115rxo7t2rV+r3E6sWGWbCuqrGCyIVhZlqEGInrk8YHd2grtLMuQQqAwQtgI3gzfCwvbNgwt11aMAcXMYKCowKYqLwSmHoypcFXG9GSTV7zs59g8O0MYhka0kROGPnrQcxvHMa50SHPNoSNHIPDJHEG/36c5NsH42CTC8RCug+96BNItErdVlhMlGb3I9FT7yiVPE37huS+ipj3cRKHiFJEpPCSTMuAtv/JrNKSHlg6ZgBRNmmekaUqjMcbm6c1kUUbdrRHKAOF4bJmaYXJ8gqn6OLfd/lVTFe93cRBMTU3Rai2TJz1832WsEeB6NULX47t3fgtHDJOt7ftnq8vlHmNzn0Oea4RwRvrIlVJoZzg7WTuaXAw3LbTWCBy0EoT1munNlgLHc9GCYZL2QCiXv7ZCWmtNliSIyh1Wsc684AWj4R+vfOVoZXg1F18ML3yhyVF5JD74QbNrPDBn8NGPmhEfFRUVFRVnJrWaGce2XihlNl6/+931e42NIEmMu+utb330Y5eWjEj+UaVL/yi48EJ429s2+iweO2xonHC5+lhOXc7zHGdQadaldGZLUR3W2oSCua6xaacKpdUJiddlynZe+7UVX6tfI0czMz7Od759N8IxlmVzzqaKGoYhfmrGH/X7MSsrK9RqNZI4Q0rwhcRDUq830Sqjs9JCpyZdu9GoIYTE84IiTMuVEt/x6RyY59B3vsv55+4i7Ufg1ciyjHqtRhRFHPvOfcwEDfqkCKWQjkOuBVJA1OsgpUvgSjKlWGm12L5lK2dNz9FqLXPp+edTb/jMzEyxe8+9EKVMhD5+MwCRUW+Yqjl5zsF9+9k8OUGyvII/OYxwLL9Pq/uRC1u70sV1AEw6uVDFc4uPavgzYK9zkiSFTdsKcaQzeJ4gjuPRsLDSRzHYbKmoWE/K/0ErBffdB5s3D8dNrOa5zzW3K64wQSN/8AcPfdwLX2gs2/afzp//udlBr6ioqKg4M1lYgPe+14w1uuaatV//2DF4wxvgv/23M6vK7Pvwxjd+f9bkqSn49KfPrO//ve9d3+rvddfB4x9fnuzx2GZjBPNAYNn+VSglKQuBsAnImH5nG+5U9DiXxhGBnTcs8AOHJEkLy255FnHZPuw4TiHKAJI8O6Hi7TgO2+ZC3vvrb6chPOqOQ+j7qDw1tm7PzHxe6eSMBx7Li/O4WjHenGRm1xx5nrO41KEVd5DknDU9R78xSa/fwR/05zoIgrCGEEbsOQpqccIbn/8SaK3Q73SpT+WM+QEyrKGU4ujRoyRJwhuf9RJ+/+a/IXd9MqEJXRepwfMcHOEyGUzgCIGYnUHg0F9ZZLLRYNfOHTiOZtPMFOP1gJWFo6ikw9TkFPUwQKLJ8h6uI/E8B93r8rXP/gs3/OyLwHGL/uQ8z9FqsMFRSvu2GxG2+m6vUznNupxE7uIWVm7Xk4XgtqPCJAIhnZJAViNr2k0Xm7guBxXoioofFVFkKsjvetcj715rbWYWXnHFwx9z8cXmZvG8U2aSR0VFRUXFOpCmJuBx+/b1EcybN8OBA+tr+d4ofuM3HvnxPXtg927Tr3zd6nmPpzkvf/n6rv/Up5oe5grDxgjmQRXQ9hdbMVSepQxmxrBbOsaK7NUjh4YhXrp4zN73UKFiQBFeZcWVDQWz4VRKKX7z59/MBdtmaC8u42pBt9stRLZ0jN046fUZrzeYaY5z9lnbmJ3ZgusHKKVIc8He+x80M5SPHqXpaGbHpum2W/hBA98xwlnprAiwevr5l5GuLKBT8/01Go1iJFWapnQ6neJ7/pkrr+fmb30J35GQQLPZpO551L2QMAyRrovjOHiOw+z0DKCYrNVJdUyYx2xquGyf2kaz2URlOVK49Pt9wppLmnVRuk/aWmTha99k9k3/F4eOLuP7Psmgj1lISTq4XrY/uQjyGghZuwmhlEJLPSJ2baiXEGKwyTG0fdvrsrqCbCPjyi6CcoXbbqZUVKwn118PW7fCP/6jEbR/93dw5ZUPf/xXvwrPfKbpX77hhoc/bmHBJG5ffrnZPf/bvzWC/Bd/ca2/g4qKioqKU4G5OdPDvF6bo1KamcJnKsvLJvn6Na8ZurMsv/3b8KUvGeHcaGzM+a0X7bZxt111lbnGa8073vHoxzyW2FBLtsVWFcviCiEQlOzXWNEkSFNbCRYjFmsrlm0V2q5nxZQNrCoqkI4kZxjmZcO+7Fp799zPfbffxpN/7CparQ4SQdpPCQMHdEooPLbObcJxHHacfRZS+Cwut2g2amQKXOkyfvGFpGnKrm1bjYhHsbS0xFi9xuLiIgsLC+Sp4PjSCk++5FKuuuQilheOg5akaUprYYmps7aiM4HU4ArJxOwcSimufNxljG+a4ebP/2+0BD/NAUGeR8RZxta5LWzZsoXxySmiqMfkzDSt9iIzk5tJ0wgpQzzpMdEcp9Pp4LrSbCTkCXkS0+91iB24+3t3mV9CUpBkZgRUNrguruuC0qVrlxnb9OA44UgUIKQErUb6xz3PQyiNlMNIN5tYbqvHeTpqnbc/B/Znply91lqjzCdr/0NaUVHiJS+BiUGXguc9+jzms84yu8Fzc4983Mc+Bq99LezbZ6oNf/VX5j/FSjBXVFRUnJkIsb5OottugzvvNP+PnImOpVtugV/6JWO3/omfGH3sQx8ym9BnmlgG+PCHzaiwQ4fMBv5akmXDYLUKw4YJ5vIIIFFKTbYVw7J92j5WrhbbPufy/RYrrnSpkm0rx0IIcgbhU5kepGYL0mQgwjWgJXEcs7TcYbYR8OWv30EvFGghybSk1+sxMTFBnsZMT47j+z4OLlGm8R2XqNfHC+r0uz2yJCHPMqabDZpBjajXo3voON3FY/TbLRpCMt6Y5EXX3cimZp2kvUIqJE3fZfPcbGE3zrKMlZUVZmZmhvOm85zLzjmfQDrcd3g/ex98EKkh9My4qqMHDrIyv0CizSbA2MQ4V1x5GY1gDBGOkyQJ09PTjDWa+G6PNOoTqxbtXptExYy7EIR1+snwmtkKclmkitL1tO97Oe0aoVAqBy1xHd+8x8JsdJTdAnazpHAYKAUlcWyupRwRz/Y5qyvSFRXryU03DT9PUxOmsn37w/cw79xpepOf9CR48EGYnHzo437qp0wqpR3jcMstjx4UVlFRUVFxevNnf2byMN70prVf++ab4d3vhte9bu3XPhV40YvgG98Y2tmTBN73PviVX4Hx8UdugzqdeeYz4X/+T/M9rjUf+IAZdbZ798NP9XissWGCuQjbkhKnFP4FjNin8zwvtjgcKclyXSRbO1IW46bK46ms1dcKZDvL19qApWfGFVmhlw2qnmVrOPi8+LWv4kt//zdIGeO6TrGmyhxarQ6z0+M4joPv+mjhMBa4TE3OsHv3/SRRbFK1sxylM5YXlzi4uJfQ88mjhCRJaIQ1kiThmU97Omm7R71ep7uySLNZY8wbI+pnTG6qE8dxsSkQBEEx3zjJzTzkxz3ucWzZuZ2rr7yKL3zpixw7dowdO3YQhqHpxd6+3SRw10LGJ5r4vm9EuB8wOTmJzpU51zxmudUeiGCPwG8wPj6O3/dYbudFdX51v7fQFEKawWaEtbcbAWweR+iiki8QJ8xytt/jiM1aDe+D4WiqsjDWWpuk8tI1rKj4UXH0qLFjf/CDpjr8cFx1ldnhn5h4+GN27jQ3ixDgnhI+oIqKioqK9eKf/3n9BPPv/Z7Z5F0P2+6pgOeN9n7/8z/Dr/86XHaZ2YQ+U9m1a/1Cvy67DF71qmoGc5kN+VPM9r9a0cpAiJn+ZGO5dkt/JcqSCHJdZ1g1zjM810MrhQJ83yfPczO/OVdohj3OVnQpAVJL8mzYb6tycBxRzPtNEjPi6Q3/8RV88q//mrTTZecVVxP3I7IsI4l6uGiSJMRzIPR9PM/H9ZsI4fC4S66g2+3SbDZpLa8QhiFp3Ke70uKeu+7GDcxrPPWpT2XTzAxurpBhSHt5EcdxqAU1QBP4NVzXJQgCut0ufq1JqgQOglRpJicncV0XJ4fpsQm2bt3KOdt3sLC8xD333FOMX8qShC1nnY3v+7R7baYmZ3Bcge/7ZKnCdX0Wlo4gdYujRw9TH6/T6yqC2hi+5/C1b+0h6vZwfHekx9gGd0nK46WyIrRrWBkezly2s7C11iRJMkwnz4cbJrY6nWVmQ0CjcbCug1GhbJ9fiPdSP3NFxXrxtKeZyu+//itMT5te5kcKa9HajKJ64xsf2eK0tAT33GN2xBsNk4I5NQWveMXafw8VFRUVFacGn/zk+tlfXRe2bFmftU8l3vpWU11+5zvhm980m9RnOnfeacaSXXTR2q771KeaW8WQDRHMGiOCrSCyIsdUHLORcVNW6A7v0wgxsOUKWYg2m3wNw15lIQU6H4ZBKaWQjizs2VYYA0XFNEmSIvTrwN6YX/yPb+Gf3vGHtJYj5ufni3nOroDFxUVmJ5t0Oh3CuqLpNXBdh1zB5OQk/X4fFSesdLp85+67CKTLpZdeyqZNm6j5waBanSGSlH6nXZxLq9VivNFkfHwcDXS7XfO5FPR6PZRSxjK+tMC2bdsIggDHkdSki1tzOX92hm3bttFut0nTFC3AD+skScLU7FTRo93pdAhch25nkfbifqQrGR8fp9Vr4fvjHDhwAO1K/vjP3z+szg8s1/ZzpRT5YEMiTVN8f1jVL8LAMI/3er2R0LVyZVkORHR5ZFW5YixKGtg+b/Xn9uuKivXm53/eVAPAJI/+zM888vFCGHvYo6V0fv7zZrTUHXfA1VebHuYdOyrBXFFRUXEms55/uvzRHxnx+LSnrd9rnAocO2YEMzw2xDKYMZXPeY4ZQbmWrKw8shvuscgGpWSD1gIpbQ8yKKFRWoEY9YwoleM4Hqrc18owHMxWK8vzlLXWaDQCI5qVUmTaiGVbWbbirNwjbdcoZjRLzbOefwOffv9fcsf932Hb5ARbZidJkxinHuIKl1QlJFGfXqdF3R8nz0EKlyxOcYCZmRmklGzZutlYmgdi2tMuQmVGRArJyuIC3W6bPM9wfY9OL2K53aE2Po7ja1ZWVnADv6i8W2Hf7qzQ7qwws2mWXHmkUU6jMUbNrxFOhyRJQq8X0e11zairlYXBSC0HREor69BqLyNdn8VFM0daKpdE5+y9+x76UcINz/93HDi+jB8GRf+47/uAHSNlLNK1Wq0QzsBw1FRuKsmN+hgINVIBLvqP89FQr3IfsxACtD1WjjyvnJZe/HhVFeaKdaYcwtXvw913m/ELD9fDDPC7v/vo6z75yWZWpB3l8PWvn9x5VlRUVFSc+nz5y/AXf2F6jdeyJ1VreNvbTCjWmS6Y/+zPHnshVX//92ufgB7Hxjn3e78Hb3nL2q59OrNBc5iHn64WusVHBNKRI8+xAVjFcQPT9QkJ24DruGZO8KCiLKQNq5JFn7MN0wKGfdEDO3EQBKg0Y34xYvfCYc4+++zhGKrB83u9CB1DliU4QnJfO+Hsbeeg8Gk0GuZ1epHpHw5ctm7dgk6y4dgrjLg7fPgwraUl8iRienwMACd0CMOQsbEx+sqcYxRFhbhvNpsoldHttvF9n87SCkopxqamiTs9arUaSZoQOh6iJhFisKlARiOscXzhfqK4g6MzWu0WnhugtaTVaqEdl9wNyIXL4aMrLLXN+8GgYmwt0/Y9dIQJSXuoMC7bb2xnJOdqWKW21zHLMhyGYW4wOk5KSokrneI9WB3wZcV12SFQUbGeaG0qzI5jxjo84QnGlv1oleZHY27O7BhXVFRUVDx2OHgQPvUpE7S0loJZCDN2KY7Xbs1TlceaWAb4yZ9c+zWzDP7gD+ApT1n7tU9nNiYCQEOmTT+xcF1SlZuKs+OS5xohHBASpUBKdyigPdeMgXJkcR8lkVVOSy6PmxJCkGcatBypTNuPZeFsqq8eSZKgpXnNW791C3Nbz+Wu7+6ml4DSDmku8EKXKE0IkIgkwc1X6C8fgniBQEfMhDUmwjqbJ6Y4a3YrSSfGwUEoAXkMeYZKI8ZChzTuIqXEC3wylRNlEeNTk8haQDjWYO7ss4iSmFwr/DDADwMak5NsP3snnudw8MA9JO1FuktLEMf02x2k0mSxQmqouSE6VzTdBnF7ARH36c4vcPzIcXrLHZbmF8iyjMxxSLXE9cdY6Pf43O1fJ5cSrQVZpvC8oHif7PsbJTHSdci1IlM5WhiLe5F+LVwcaTYZHOmBNj929lpJKdGD0VKe5xX3u66L57hFqJhSygj3wWO2RxuGvcs23K2iYj15wQvg2mvN5zt3wsc//uh26++HlRVjy15cNF+//e3wT/908utWVFRUVJy6vPSlZjzQueeu/dqOY1qHKs48Dh0yKehrOU2j0YA3vxme+MS1W/NMYGME80DPGPGaDwO58mEF2c5YLgRvSYAlSTKSqGwrmJlWROlQyCmt0FKQqtGgKpu0XF63PLfZim37Wg882KabRJyz61z6KiXXgizX9OOUJEno9Hok/YRaPSDLe6i8x8rSInnSp9kIcB1NGvXwHQEiI+m16S4vk3W6tI4fZ/++fcxt3mxCuLRicWWZpaUllhbbHHtwH4fv38v8viPs2DzHpplpdK7I0j5p1CeKe0zWx/E8j07rMPSXWVpYJI8isjgi7fdI+z1QGTJX5GmC7zrkKqYfR2jhDASqpB8nRFFCCijpcNfdB8A1QjTNTWU8iqIihTzPU9Sg+m03LYQGlB6Zfw3DzYzVVWHLSICXcPHcoBDFtqJtepqdwg5eTj+3LgXP8/DOxEGDFacUL3sZvOEN5vOJCXjuc9dmDuK3vw033DC0Yv/FXxgBXVFRUVFR8YNy552man38+EafScV68MlPmtyTAwfWbs1jx6DVWrv1zhQ2rIdZSlkIrzJFMrIezmMuRBbGhu26rhk3xHAWsBlRJYoxVFZ4FyI4HwZ7AYXQLleay3OGR57rwgte/DP88199GNfxEY5CaI1SiQm9ynNqfkB7eYnZGRNF2KyZ7bx2u029XkeIlCwD3/FxFPgCjh49RLu9QhRFdDoder0enW6L+++/n7ryaHrfJs36SJWxL7uTTVs3Qeix3MtYXmrh1CTTkzPs2HIWaZpy8OAxon7ClrMuJu71yZIIpI/re5CmNGohPa0KW3Wj0WBppU3gOdg+ZCFNtb0d9bjmiU/g0KEjePV6EYRm3yOgEMDla6iVHgjwE6329ms7exuGfc5KKYS248GGI8WEHlruhyOnhunntsfZCvY0TUdGlFVUrAc/+7PDz1dWTA/zpZeefEjGZZfBv/zLMLBk796TW6+ioqKi4tQniswUhec9zziY1opvfQve9a71GVdVsfE873kmIHQtU9D/w3+Az3zGVK8rhmxYD7Od6bt6DJDrmd5jGNpstTYiOc/zQWCYRgtAGsu2Mt7t4VxlleNIxxyjwZEeKh/tWS732rquSxzHxViqco+sEAKp4enPvJHbPvMvdKMUHEngCtJc4ShJ6ArCRkjgTpBlCqEjVJiDznElqDQx62pFL2vT7/Xo9XqkmakQ96MuQeSxsLjM4fYKUabpeTmLu7+DJzykxqRj79lLvV5HubkR6WM1hCcQh3LGmk0c1Wd5ZR4v3M/E+BSN2hYgIkmNvTzLMrRUoBLyTFOvN4mShCxT5AKyXJNnEdPbtnOkHXH5lVdzzo4tHG9FxQbDqAAehHoNNjnsNTNIhFAjfc22B9wI3/yEDRFj1RaIQTCYMxghlg6S03Ol0LnCdeXIuqtFezlpu6JiPUhT0+dTq5kd/BtugFtvPfl+ookJuPHGNTnFioqKiorThCAwYwrXOt35la+El7/8zJ3B/Fhnbs7c1pJXvar6O+Sh2JixUqVUa/SwUmnt1xhHdnEsDHuRLQJRVBeFMNVqa88tAryksfOmSVoEfZWxr5vneVFBLadmj4aJwd79+7jgwnMhzRF4uE6I6yqSpIsWJnG7Xq9Tq9Xo9/qkaUquQHmQJSlC54gkI4ki0qxPa+B5mJ+fp9VqsdSP2ddZIUkStmw7m9bCIlESoaVnvh8EW+uT7D+yD601s52A1tICoRNy2SW76HY6OJ7L0vJR8jwmcMzIq+b4tBHEWqF0Rp5m+I5LkkSoXIIn0I6LUpqgUSeOY4Tj8VNPeyatTgKORGUZtVptsOEgCocAMCKWte1bHlSIYdhPXh7hJeTw58D+LNjNERsmlqZZUZm2o8DMSLGsuM/zvOJnJE3Tkb7mior14jWvgS98wVSAL78cbrkFrrzy5NftduErXzGV5q1b4Vd/1YSAPetZJ792RUVFRcWpiRDr5yga1IAqzlA+8QnYtGnteo6r+csPzYYIZjEQXKv7iIFCLKGHFcmyuLZohinKoIv+5OI1SjZdkEVIlV2vPP6o3LdshbkVhFJKEp0j45zlbpvArRP1lqjXx8miLnG/j5NGJJGLLwRxHzzHJ/Bcom4Hxw9IVIJOBTpPyfOITtRiealFv98njmOiKOfI4nFiLTiqehzrrHD3N49yxSWX0lG5EehCoB3Fnbd/CVE3InGbU2OuNs6k32d+fh7P86gHIctLy3jS4ZjeTxjWidM2rltDZ/1BKJdECLMZ4PgBkcrRQhDFCX7TB89h/tgSc1tmWE46ONpBSGGEtBBISSFgra3eClhp+9FXVYDtNbHvN0KNVKut3dr2LZs1h7OZ7WaIzlVx3LDf3RCGYWXHrviR8NKXwpOeZD6fnoanP31t1j140Kz1N39jZj3/7d+akRGVYK6oqKio+EF517tgchJe//qNPpOK9eINbzAV4bUQzFEE994LF14IYXjy651JbND8neFIITtf14qmspC24hYoiStJlqUjva/lHuRhNdP05ZqeZoXvBaRpWtiHrZi2z7Efyxbh4jEceknKv3v+szm+Zx9xP0IjaYZTJGKFxtgkaaZodTssrywymyfUvBppqpjdfBb9XowgRqNJ4h6LCwvEcUbgTeB7Cr2jwdLePSRxTKp8fHccf1Kwf3HJjLfyjJjsdnqMzW4FMQjf8j1W8hifMWqNTQQeODWXWpQyf+w4enOKZhZcRZy2BxXclDQ3PdNCaITv4hPQ6ncRQUhtYpLF9gqiPkkrauO6Dgg9UgU2beKSLFPY3Dhb3S0LWCt2gaIH2V7jKI7wfR8HQZbnOJ6HHryO4ziFY0BKPTLKSglwPJ80V7hyOKu5PMaqSsmuWG+e/ezh58ePmx7ma6+FsbGTW3f7dvjSl8x/VlLCwsLJrVdRUVFRcXrwnvcYsfK+963dmrfcYiy7lWA+c/nsZ2Hz5rVZ69/+zRQDPv5xE2ZaMWSDBLMRNNbuvFpUlS2+I8FRmKZk13URUqKVQgqJdId2Xiuk9aDX2fYtF/OZS+FVZezXZUu2xXVdtMr55V9+Lf/l//5PRXo3BNTHJsmTDsoBJwPPDUA4RGmGVm0Wjx9DuA5C53Q6HZJeB601E+MzuG6NsFEnyCJqM9N88bavIHNJvV7H9b3ie7IV+DAMzdcqJQgChBZkSrHjvAtozs7gOxLXEYyNjbF/7/3ML7aIo5xmFuN6HkEQ0O21acd9hANpluL4NXQ2qOJKM9LpyPwyszseNyJ+H6pfeNiDnI+Gs5U2PuytfB3zPC+Sru0oKLtZYX8OCrt8yWUAZuxUv9+nVquhsnTE9m3PZ/X1q6hYa6LI3CYnjcB90YtML/PJ2rJrNbj++rU5x4qKioqK04cjR9beln3rrebv4Yozl0suWbu1zj8fPvKRaqTUQ7FhzZ6FPdcZimNTURx8zagocxzHjIkaiC81ENd6UK2WjkSKYYU5HwRFZalCCrdIxC6HfVnK1uJhcrepoDqOZ8KytCaXMDE7Da6H45pqpxIeGQ5RbNYRmaK90iKNjH15ubOMKyT9TgvytNggmBifojE1gd+o0Rhr4KDZtnMHzWaTMAyJogStBWmak6MJ6jX8Wmj6iZVibLxGs9lk165zmJ6dAsdDSQ/pBxDU2H7epYSNCXwvJIp7IBTLK4ugJUk/ot83Y6U6vS7KcVAiRLgeS602k1Nb+dXf/HX8MEBLUdyk5yI9d2RTw14jKUHrfGQzwlb/y6njdlMkzzQqN8ekaVrY44cjq0YdAKDIsoQkSYoKdKY0wnFRmBA4LU4MACRv9AYAACAASURBVKuoWA9+67dg1y7z+VOeYsJazjvv5NdNEjMmYu9eM9bhda8zvdIVFRUVFWc273gHfOpTa79u9SfRmc33vgfvfa/5++FkmZkxU0DWqmJ9JrEhglkPrNKOdFD50AZd7kHWaNCMiK1yBRKGVlwhhFlHDvtnbU9sWdjleV703trXssdb0QwUs5qtddtWTpWCfr9Po9EwKdcDi7dSCqce0olSlOORxRnCCej1euR5wtLCEdrtNp2OqS7Pzs6iPAcROkQ6JU76ZFoxPT3Njh07cF2XsbGxkXOPoogkSfB9n4mJCc4++2zOO/9cNm+bY3puFu1KauNjuPUJnGYN7Y8xPj1HN86I45jFxUUztqqzQhz3iZMuWZ4UwVu26htFEZs2bWJ83B+pKluxazck7PtmHy8He9ljy5sT9pqUPx/paWZYbS42RQavYavUDxXoZdcsP+ZUCRcV68yLXgS///vm802bTEp2s3ny63Y68JznGDtUr2fCPB588OTXraioqKh4bHH//Sbx+K67NvpMKtaTr37VBITu23fya91+O+zeffLrnIlsaJxwrozw1av8IlYkIRjpaV59jMohS4d9qzakSyDQSjBYfkTcAYVYLgtvm5SttcBxvBGLsRVjtRCEa4Sk36gjHIlwHVLpstLr0YkjltstemnKyvxRUw1FkCpwHB8hXNIEfHcCpBF1KsvIlD2vhG5rnq2bZgh9j/pYHaVMddv3faTrUa/XmZ2dplkbQ+cZQjhESUqic2KV4foOaS7x6iETm+cYn9mKUg5JkhDHMb1eTNzro1JNmmmU9FFIwjCkPjHGzKZZpOuz+75DxFFq5ldn+oRNDXuN7NxjrQVaDzYpXGfw/SiEcFAKhDA9yOVQNYuturueRJMjHRBSF/eb/mWnWMPeL4QuErPLor288VJRsR7ccIMJ2gA4cMD0ifX7J7/u+Dh87Wvwcz9n5ioeOgT//t+f/LoVFRUVFac2t99uQh+/9721We/YMfjc58z0hYozlxe9yNj518Ll9prXwK/92smvcyayMSnZA4t1nufGUq2MOHKkU4hoGLXXWkFrK81aa1wbMqUHPRpaIrDBU/ohR0mV+2zt2vZcTOVzNNl5aAmWrMwrMqEJ6yHT/gQP7L2XrVPTuAJ6yz0cBL04IXA09foY8ytLbHI9+v0EMjPveaw5RidPSJQmVUbcJVnKStRleXmZqbBGq7XCmHSJHU1Y8+lFiTk3QKJoSA8Zx0jXI1cxIvTJJDyweJTprEee54w3FVm3T9AcJ106CmlMvx8jHUWEpu669OIeJCm+30AJwfzKEjMzM+Suy9atW+n1esW10uRFYFovjox9Hit2h4nmMBTTw7Rra7sHPzCWbp1qBOD5/uB7E+RoY/3WDlqrYl53OXDMno/9mRimnktAnyDGKyrWg27XVIPn5uAzn4HXvtbs7m7ffnLrui484Qlrc44VFRUVFacPUppWnF5vbdZ70pMqh9JjgfFxc1sLPvShtVnnTGTDlEVR3c1LVl6VF+OCPM8tRFI5/doKIs/zSiLXCF8bJCWlxB2IYNc169iPMLTs2oAwK8JsNbNsGbb9y7aCedNNNxGlCQ888AAAB48cJs4GfbdIcFxyrVjutulGfRbbHXIJ7aiHcgSxo2knEXnN48jSAr085dj8PEsrK2RC4zsuYRgy6QdsrjWpOx5138OXghowU28w5vv4WpB2OsT9iKjT5Rvf+AadTod+nPPd7+1h/4EjHDm+RCfN0a5LpDIyCZmGVOV0exEKiXBCsiwjyzIajQZ5nrOyskIcxyPC0/M8wjAkCALq9XrxXllRbMc+WYv8SFhbaeyUreZber3eSK+z/dmwz7WuAXut0zQlSUwvsxCCJEnMpsPgPq01URStx49sRUXBO98JZ51lPn/e8+DLX167np+Pfcykbu/bB69+Ndxxx9qsW1FRUVFx6nLttXDbbXD11Rt9JhWnGx/8IHz60ye/zrXXmlvFiWxMSrYGKQZjochGhLGtYhob70NXl63lVjoS9MCOWxJZVniJ0nr2o53dW57bnGVDW7fW2UgFs0iCRpFrSY7GHx9nef4oOtc06zUUgszx0H2FUJp+mtDwfaR06HT7TLg+SaaIhED6knYe8eDde3C8GvU4odvpMDM1DctLTE5PUe8F1L2QJElI45jDi/NkaUbDc5kbH2fL5k1GZGK+z3a3RVCrsffBB2lHMalWdNKY1uICW7ZtQXaaJO0VlCNJsohOkuNLjQzHUGh8x0HplG5rhclNs7zx9b9ErEf7jNMkx0EMAtbAk05J2NqANkmeD0LTSunYthJsk6/NjOt4YDUPSOIU4QkEDkppnMF1tNfJjpoCCqFs085X9yvnWoGsEi4q1pfnPAe2bjXOls2b1zYg48Uvhre8xdiyb73VzGOuqKioqKj4QfjjP4b9++FP/mSjz6RivXnXu+C66+CZz/zh13jwQbNZf8MNUK+v2amdMWyIYLYdy+W+4sICPbDgUjrG9qyWRxVZqy560OfMMHyqeNwmMpc+ll9vaPMdPQfbZ1s+1li/jYDbtm0bASm9doctE5M8eP8e0n7MmB/Q7yS40iXT4PoOKoejiwuMTc0SCcXR48eJkoS+EiTdRVSW0/A9miqj2WxSyz1cWae7sMTk5CQXjU9y8czmQSU1oS590oPzzM7OImsBkWveo34cE8cxy90284sLzPda1IKQu++/j3RxgU0Tdchz2t0uuAG5cBFOQColSZaihUIjOHZ8iXaeEQgzsTxNzcxrIQRZmuF5HnFsmjWtWLXvlXlPTS+5K404TpIE13WJosjMfR70mtf8oAhhcxwHLXSxfhonxeaHdMzrJEmC53kj4V7DsVZDYV0eU1ZRsV488YnDsQu7d8N3vwvPeAZ43smv/c1vGqv33Fxlp6uoqKh4LPH855vJC7/5mye/1sGDaz+mquLU5OtfN2MuT4ZPfhLe9Cbzc1MJ5hPZoDnMJzKsFjqgh33HruOYmcvWFp2DI71hArYYPne1FdjePzLXN9ellGyB7w+t3WV7d9lGjJbA8OvHP+EaPrbnPrygxtJKG78W4nsOeWcJ5TjkeUI3hZrr4nkBflhnfnmJYGqKe/cfZGxinEQrhHZRmWZ6rIbv+IQ1jzu/dRdJkqCyDHFQMOmGXHDBeTiBh9PwmZ+f574H9yH2uniOy/Yd29i8fRvNsMaiXiTJclpRSiojji0ssrLSZtv0OAQ10naX5tQE/VaXTEGSpDhArRHi1uo0psb47p4FwqBOVhrrlGUZrpAjmw5lO7vFzmQ2/c0arW1olyjEcmHlHqwnbEBYnuC4Ak1OEHojmyZAMavZXrvydS7PaRarNlwqKtaDTgeWlmDbNmOh/q3fMvethWC+4oqTX6OioqKi4vTD92GtBn28+91rs07Fqc/U1Mmv8fKXw5VXGvdcxYlsTOgXQFFBHNqxtVIoZdKxiyqx1ujBKCh7HFAIJjv2qdwva6uWZTuwHXNkrdir7dvACTZfK8zKKdFaa3bt2sXh44s87qKL2XvPXTR8H0c4xGlCvTmOm6d0Oj263S6bZptkWUYr6ZPMp0RKk8exmbEc9al5PsKr8cChoxw9fBA9EHxuYNK4ozRlefd9xsac5Ka32PfJhEYlCe39+7nzvt1s2bKZ+vgYnaUllIBuPyZwa4S1MbpJDJ6Lcsx7owTIwMNr1Gj3uuzcdh7HFxdIspRfesNNSNdDZ3GxCWGu2XAzQkijCspVevv+lgW0vS+O4+L9tdcmTdJBcJu5RtIZ9qmXr6MNbrMjp5LBoDn7uOu6ZoOhFAxWUbHevP/9pgLQbsMrXwk33gi12tqs/bGPwdlnmz+c3vUueNvb4IIL1mbtioqKiopTl//xPzb6DCpOR+64Az7yEfid3/nhq8MTE3D99Wt6WmcUG2bJVqWEYxADm7YYJGUPRPVA+wjMaCPXdVF6NDQKKPqbrUAup2MPRxk5gBwZOVSuPsOwV9oGfbmOX4RO2Yq167osLrd4/JOfyME9D9BsjEMW04365MqFOKHmScKxBqQ5uRRkAlw/wKk3SFYOk/YUmTIisxPH7D98CN/3CbzB7GPHQecKneVoctwkNd+zMqLRvCcSfIdOFJHniuUjR4kPHkS4Dq6Q9JOY5vgY9SQk0RlHFpepex4xkpgcmTkk3TZho8aDh/YzPtFEeVNs3XY2aWbsz1LKwlJtg9c0kCsxEM6CNFe4cjhLOUnM+xv6HkLkJEmE5wWDAC+7eTHc+MiTgZvAkYUAjvOsuK5WLFsrt61s22tVHjOVZRm+75+QjF5RsdY8/elmR9f3zfzlubm1W/sNb4AXvMD0Ln/962uXmFpRUVFR8dig0zGBlG9+Mzz72Rt9NhXrzT33wHveA697HZx//g+3xl/+JVxzTeVyezg2zJJte5WtyLVWWmcwnxit0Yz2x6ZpOlJJPnE2sLmlaY5Sg+TtXBViSmtdVJHL9uJyldquVf7cnp8911qtxo033sif3/dBhMhxHBfheNSbDTrtJXqdPjUf6rVx8iQlqIe4Wc7+4/No6ZArQb8fkeSDCrbroVJFnMXFOXqDHmCd5/QHCdJCa0ScESURcRzjhwFhzaff7wMKLwwg0SSA5/kkSUK/36enUrboGYTv022vIH3Tnxz6AVGSkOUptbFJDj9wnExnaEeQJylKCFwp0VlOTj6s3spBtT2zAjgrqs3+YExUnuekaY4QThHUVe4nV/nwfbYbJ/a51n5tnuMW87gdx0Fp8zzf94trWsxxHlxbby18sRUVj8AVVwz/U7nrLrjvPjMLcS344hfNiIi5Obj33rVZs6KioqLi1Oc97zGVwq9+9eTWabUgjqFUI6o4g3nJS0xQ6A8b4RPH8Au/AP/lv1SC+eHYMEu2Gogva8O1gshWilfjeS5xnIzYgIFCNBuRZY61fa123bIoK9u6y7OWy2tZka5Kwnz1PGClFJs3b+Y733yAehAi85xWL2brlrPpLC+QJz3Ceg20pBP3abVaBEFAJ+mRD/qly/bhMAxpegFuppmcnCTTiqWlJVzHo9Xt4GjBpulZpJTs2LGD888/n363x7e//S2klBxbPsrh5QUjmhmIfMdjudVmeqKBFtDqdGiMjbHQbVGr1cglqFRRa47T7ca8+hffhHZ8yGOyTI1U7M11cUbO21n1vpWt8Axma6+20g+Tx833bXvLkyzB9/3ifS56kQfXtLBro4qec3sNV/eqV1SsN60WHDsG55wDf/d3Jo100C1w0lT264qKiorHJpOTJhvDFH1++HXOOsuMO6x4bHCydSLfN2Ff1Z/QD8+GWbLLwtTzPLI0LSrK5eqvFVpWLJfnJNvHjXaSKGW20sqjiGwV0opmK/bKIs5+bQXxUMSPHl8W65OTk8ydtRVfPpH793yP5mTIyrGc5U6fbjdibmYaJRlYun16UYYz3gAZkyVmTnA9CJmo12l6AXm7jycFY+NNXOky3hzjgtktiCzHzyBPUySaer1O4HjovQcRcZ+rZzdzfGmRibk5dsxt4sD8cY73TIq1zhV+vY6SgvmlRSYmJojzGOk6uLWAfr+PX69Rq89w930PML1lBk2Olg6O7xTfd5QaW3aOxvFc8txYnpUArRVSOuCYMV8SUViifS8oCW1NmsYEQWDmKavBaK84xvM8fOmjksGGhBz2lkt3aNXOMHOcpSNJVY7vuCObDla0V33MFevNP/yDsT4dOAA33WTCMtaK//W/TIUZ4H3vM7e1tHxXVFRUVJyavOpV5lZR8YPyO79j7NiveMUP/lwhqrCvR2PD5u+4njcyxomSxVqVBE+e5yM9y6uri/brNE2LpOssywpbcPm4spCylVIrlO2a9jh7v32+FdNWkGmtec5zns2Rw8dYWe5y3wN7CzHt18fIpaQ5Nc1iu8Nyp8fY1CzSr4FjKt71ep2GG1B3PKZrIZsnx9g+tYnZWojutDl24EFa80dZOniYrNslXloh7XfotZaYP7Kf+SP7yeMOWRbRbIb4UjNW9xmr1wjDsNggABA4ZI5DN4no9Hu0e12Wl5fN+yMFM5s28+rX/hL1er0I1bKbDK7rFlXisv19tVC1x9veYtd1ieO4GAmVpmlRqbZVZoAgGI6XsuuXrwcw0pNur6XdDLHXP4qiEat+RcV6csMN8OEPm2rA3Bxcdtnarf2f/zO8972wvGz6kqrQ94qKioqKH4T3v9+EUa6K/Kk4g/nYx354K/+tt8IHPgBVvenh2bAe5vwhhJfF9LeOip7yKKHy2CgpXYQYrmOrwOXxQmVbtT1mdS90uWJtDpKrT6FYy4q2VivhyMJxNm3egspn0GmfTqtN0/dpdROWVg5y+NgSF1xwAb3FFhdfcQkHP3eATCjGHIfxegOnVC1f6bcZC2s0Jsfx05g8zwhrgn68hPAEOC6dfqfo5W6nbZJ5RTeJEI0Qrx6yaWYWUetwUCVoGZLlijjL8bOcJDOitVYbpxv12HXeWcSRphs5XH7NNaYvetAbbEVp2eo8/KgGNniHODZ910LqoufaCl4pBHEcF++ZEb1m40EoTZ6ZPumyrT5JElSuSmPAjLi2YtuKeHud7TUOw3Dk2lZUrCcXXDC0Tn/ta6bSvFY9zJ/+tLFHbd4ML3zh2qxZUVFRUXHqc889JvTxT//UhEv+sLiumdxQWWwfO9x5J/ywf/7+/d/DJz4Br3/92p7TmcQGCWY90oNsxJVJwNbaVh9HhbTruiMjoUCe0It8wqsMLNx5nhP4NZO4zHC7rQiWwgE96IsehHuZcxkKayvOhBBIT+Akgnavw3hzjHa7zTk7dnLkwAMEYZ0oSvDrE3SPH6M+MYcIJ2hny9zyL58nyxTNoM5YrU7NdUEoMq3o5wm5UBxuHTObAalGOQKVZkUAmXQGFXDXwReSpNUhdDwCKRl3IPRc+v0+oeczMT7DUq/HSqtNlAY4nkujUWN60wxRFNEYn+LY/DKdvse518wNEqglcdzH84IT3ktbrTcVZlWkVtvNCakhSzM0ugjeyvMc1/NQWV68j64bDISvDe5KipRzO0ZKyVFrPICjHRw5GHOlBhsXwgj1PM+Rwh1UrxWed8qMF684Q2m1jEg+7zz40Ifg5pvXTjCfffbarFNRUVFRcXoxNWVCl5rNk1vnNa8xt4rHDidTK/rAB2B+fu3O5UxkgyzZw6quFVwajRSyuK9cKVydhg2c8LjFPteK3NWzgO2xtnpq17aPlUOnyuvZdaz9N0ezZ88eNm3aRL1e59ChQxw6dMhYhB3B0cV5hBdA4HL//gfpJhFaDEOvcq1BipGQKiuUV/oRyyplz/Gj7OuucDDqcDDqsK+zwpGkz3y/x9FOm1w6ZhxVEIyM1rLfi5SSRqNh3ivXodPvsbi4SKvVQiPRwuVpP/1sbrzxxpH3qmyBt6LYnqd9z8obCOUE8/IIKmvRtvZ3WzW2Qtj2JsPomKjVlmxrhbfvnbVtl6+LfR0r5Csq1pPPfAYuvRT27IG3v31tw1U+8Qn4+MfNPM7nPc+kV1ZUVFRUnPnMzcFHPwrXXbfRZ1JxuvHFL8LLXmY29H9QpDSutoqHZ2NKcQPRZASVBgbJ01qh9WjDnhFkYlUVWaNUPmK9LpKtS0nWWmtTOVZi8BxVWIeVUqh8uF4xZ3iVXduuZ9fOsoypqQme99yfwVGK6667jlqtRoKi3evjtjtmScclQbHc6ZnKpzSWatcHNwhxPBfPC1AqQw0q4HnWR/g+EkWmc8IwRKELW7PxiEu0Fvi1GoHMcRwPx3EIghqe5xHlGdp1UQKE44CUaCFod/o0Gg1mN23l4MGDBI0JAJ72jGciPDGYt+yfMP4JGEkYN197I+LcVPDNGCvEcIPDzlG22xlGfJugMKWH95X7wwG01CRJguM4+NJHZ7o4jziOi3WBkecJIdADO3dFxXry5Ceb4K9t22BiYm3/o/njPzZ9Z69+talin0xSakVFRUXFY48nPMGIp1/7tY0+k4ofFQsL8H/+Dxw/PgwO/X5YWYF3vMOEl15++fqd3+nOhv4pZgXYUIzpouJYrhqvFrFwYiW5/PjqMK9ytfKh1gSKWcHl87JizgpnrTU333wzz3nuC0wPc6dNKDW95QXiOGbnzp1s3ryZ+YGvoRcnOK5PnGSmN1cp6vU6eZ7TT1KW2y2iNKEx1qTWqNMMm/hK0/Q8PC9ACIdarYHvh3hegO+H5LlmLGygE0UoAzwkm2dnaTabaK2p1Wp0Op2imiuEKEK3siwjVjlBs0G322d2eseoUB28b/ZcgWKmsbFsu8X7YD8HI2SjKCp6i8sJ5fZarR4XVnYR2LXyUv+zvS9JkpEgNvvzUljBBzOY7XrlJPSKivVi+3Z46UuNWP7c50zYxlrx0Y+a9V79arjjjpMfF1FRUVFRcfrw7GefXFJ2npt2odnZtTunilOfF7zAuN7OO+8He97evfDud5uPFQ/PBjV7mkpp8VUhjk3F2Y5zMi3FAscRI7OVVyc0W4E1EuylBI4crTQqpRBaQiG+dCG6rDAsC29rP1ZKgXS45557+eQtn2VpaQmylCQy/cLoHMdzOLj3/2fvzcNku8p6/89aa09VPZw5J3OYQiASDHMUuEREAWVQRlEEDZOiP9TnijgE9YqIEbjiAMgg3OtFJlEIggwySyIEFAkQjISEDGfgTN2nu6r2uNb6/bH22rXr5EAS7D6dTtYnTz09VNWuVXt3+vR3ve/7/e7hIT/wA2zdv58sHbJ8dIRQsp3PdWusdEMaxURxSjEZsXVugcFggBCC+fl5irpC5jlFMWaYRTQYFhbm0HUDxrBz6xYWk5REKk5aHLJlOEBrzbZtO5xQT2KkShhNcrTWXaVWKkAYVlZW2HXSyVRVw0Me9oMYAY3WoAUW0LohiWK0qbsNA5+P7I813VwwlGWJlJI0ihmPx858y1p0Y7HtHHrV1E5AmwZdN53rtatkm24+3V/PiIimdJnOvjztxbYX3/1rE0m3Ji+cQ0t2YL1ZXXX/MJ19NrzudfCVr6ydQdeuXWtznEAgEAhsPi64wG3Gfq8oBe9859qtJ3DH5vzzYTIJDtm3xIaZfvXbnPuV3X7lsYsrYup47e8/tlrpjZ+wdFm+/epw//X6zzt2DZ5+JrPWllNOy3j2s1/BaDJBCstEL7Ny5AD5ykHmE8FSnrNr1y4skizLOHD0KMncHJPJCOIYgUYDumpAKFSSsnv7TgZKkqaD9v1rTt51EqPRiGgUs1tKKgtVUVBRkShJHMXEImLH1gXms5TB3IDhcIitDaecdhrX7N/L3PYt7FlZodYgVEISxVRlxdxQsToeMRiNeOpP/Qzbt23tqrdSSDAWJWRrMObOh5+Nrqqqy1CWUrpc5KYijmN3nrRhMBjMuJXXrSu3P7eRVIjIAKY7rp85jqIEa6dz4nEc0zTNTKa2X2u3udH+z621JkmSzjgstGQH1pvLL4fHPMZ9fN3roCjW7tgf+pBrrVpdhX/+Z/iHf1i7YwcCgUDg9s1LX7rRKwhsVl7wAjj3XPiVX7ltz4uCV+4tsmGmX17cwFTEWmu6lt9+TrJu55X7hlH99t1+C7XWeuajr2T6fOG+MK6qaiZf+FgzKV+pNAa+79xHUFe6bTvWTtDRdNXXQZTQlAU33Xg955xzDmBQsSTJUuIs7l7fi7skSdi3b99MXrK1ljzPERZ2btnGXJIxPxySpikLwzmUUswNMxbn5slUTKwEVmvm0oxDhw5x7rnnct5553Ho0KGuAuvF5aEjSwznF9i/7wA37NnLlVdeyZln3KUTwH4NXgB74y9fvfct3/1or2Mzj/116Mc/gXPD7m949OO+jm2j7rddizaWCqAsy05IH+9YfVOwUGEOrDf3u59rm77nPV3b21o6W7/1rfDylzsRPhqt3XEDgUAgcMfn3e923U833bTRKwmcaG680c0w3xb+9E9djFngu7NhewrHzgu7qrKccaz2bdMgOjOwfjVYa91GQtE+t5l5rheB3o352DlYP2frRaET4f3XUNS14dTThpx99jksrx5hNFqm0iV1VfLw+/0g0FZDbcOWrQtMyglHlg8zylfZc2A/O3bswApXkU3TFB1F5FXJwSPLUNeodI7RyirZIELX7nXzskCWgslkQpwmJI37fpLEoA2VHpMrS11LynyJs868O6iYr139X1x17TeJ0znspGZhYYH9+/dzaOkQdznjTJaWlrjPfe7L+eefz4HDR9i5K2bPgQqtLUoKpFRIC4mKqKA7P7qxWDV1zo7jmKIoOiGstWu51sagq5o0TijKkjSJsMbSVDUSn50NUZTQ1P5aScqydgZnRrRt+NO59rm5OVZXV0lTF3XlDdCMMTTGzvwcOdMvjQo5zIF15qST3LwQOFfrppl+/d/lzW92rVFbtgTDlkAgELiz8YY3wK//Ouzb973FS+3cCQ94AGzfvvZrC9y++ad/uu3P+fjHXRv/i1609uu5I7FBFeapcIWp2dSxJmDu6+l8c7+a2a/M+mP4qqqvNPrKqRfL/ef66qSfX/Zzsb6C2n+Nz3/+GqqqoixLtNaU1Soxkmc942egNtBAogTzwwHSwuGDh1icX+CHL/whFAJhIU1T6rqmKAqqqmJcFew+83TGVcHRyYhRmVMaV+W+8cYbObiyhMjaam8kMLGkKAqapmGiK46MV1heXaESlo986hNM6pKl0QrfvP5b5HmOMYbJZML27ds5/fTTOXToEFprdu7cyTe+8Q3e/va3s3XnaV0luKgraqOpdEPZuCgpX4H3xmC+8l60/ad+s6Ef6+Rbo5VSndGYr+D7yr+fgfZVbN9+7WemfWcAQFEUrZieVqX99fYf/X397oBAYD0ZjeCKK2B5GV7zGnjlK9fu2IuL/735tUAgEAhsXu59b5eh/L3+KfPIR7oZ5uFwbdcVuGPygQ/A+9630au4/bMhgtlLV18J9u3WcHP36r6Q7htx9d2R/df+MX3RfXQcJwAAIABJREFU68VT/zH+e/2WXpAYA9oaVByh4ghjBRbJm/76reh2nVIZEisRkzF7rv8mcaxQkctVVgiSJOnew74D30YlMWVZsrKy0rUVG2MYFzmTyYRDq0c5PFrhhr3fZlwVLBc52dYtGAGjfMKozDvxmM0v0CAYpENWj45YKQsGi4ucetZZ7D1ymJ2nncbLXvHHxPOL/ODD/wffd/59ObJ6lKpqWFxcZDAY8I1rv8EFD72AbJhy//MfwK5dQ0ajkava1g1VXiCMy1X2595/3m9/7zuRu2gwbnZuLRKpXEt4FEVde7h/vv+6aRoiqUiSCCldZdu3unfzz8e4p/evsf/cV/F9NToQWC+++lV4yEPgc59zecmXXrp2x/7Yx+C1r4Xf/3141rPW7riBQCAQuP3zP/6Ha5MNG6eB28pHPgIPe5jzQbkthMbMW2ZDBLO/Lv3KoBCiq0b246NmhZmeqUL3n3eswZd/jhfF/j4/QwxTwe6r0/14oqaG4SDhL//ir5BSsrKy0sUc2arhKU/8SZq8pKxyrLQszs+zurrqZp/L0rlGr6zyrW9eS1EUnTO0F4rD4ZCVfMxoMmakDVt2ncy+5aM89JGPpJaSUV1iYsXhfMRyPmbfkUPsPXzQCexyzFhoxk3F3sMH+ewXPs+Ok07l2weXePu73sMjHvEI/uVf/oUrrriimw/eunUr8/Pz7Nixo1vHZDJh687TmJubc6ZpcYSMI6wUM5sR3XVrBax3tY7jmCRJOodyf936hmx90evjqvz9fiOg3y5/7Fy0v25FUXTX1L9Wvz3fV8PLsgwzzIF15173gg9+0LW9bdu2tvEd730v/N7vuX/Awj9igUAgcOfD2u+9wvzwh8NFF63tegKbA6Wcgdfq6q17/BVXuPzl669f33XdEdiQGWbLbEutpx8d1Df38oLKtwb7r4UQ6EbPVCr9c8AJsbIsSdO0ix0COgOu/pxzXbs2ZIRrg84yxU//9EWkaYpKFNZq6rrA1g070wRTjWikRKUZSqboyiAszA/nqLVFasPywcOcc+692bNnD0DnGO3FapJGHFg6xDCOOe/MU7lm/0387d//Pbt372Zpb46tLUVbcS3LhkQ4p+ijh5dbp2rJrh27kCsjrtl/E7ttzbduvImrrruGH3/847jmmmv49Kc/zam7dnHTDddzwQ88kETB37/3fRhhqHTDA77/AezePce+G1cRFuI4oTbTqvy02i878eqFqta6t4nhZsJl62guhGtFl0z/6hdCkUZtq/dxXMmFmpq5ebHu85/jOO6uuWmmXQj9tu6qqqA1BgsE1pOtW+HHfsx9/s53wtwcPP7xa3PsV70K/uRP3DEDgUAgcOfi0CE480w36vNLv3Tbn//oR8Pu3Wu/rsDtn0c9yt1uLfv3w2WXQfiz+ZbZMJdsgUKgZhyafem534Kdpmk3h+y/llIiRYRuZgWvx7fv9l2Tj600992VnViTlHVDVcP8guJFv/Kb1FozmkxYWVmZaQc/7+x7kWqBigRpnGAa9zrbtm0D3bBz+1aUAIlh6fBBl7MsLSoSnXN1VVUsLy+7tUpFUdUUVY2OI7KtW9CxZLkYo7VlMikwBsq6oawbDAJt3ddfv/q/UHHC0cmEA0tLTOqS1dVV3v72tzMejxkMBkSR5N7nno0UFU094VOf/jggqWsnTn/t115KY52AXp2MOyHqz5Of3fYVeqykKpuZ6j+4jQhfCS7LsptLLsuya0f388te/PrZ8KZpKPMK00xfezKZdMLcV6cxdqbNvvuJEoK4/TkJsVKB9WYygX/5F+dG+cpXwhvfuHbHHgyCWA4EAoE7K9u2wQtfCN///d/b8y++GJ73vLVdU+COyROeAN/6Fpx66kav5PbPhuUwg59XnuYvw7Q924uqpmlm5pOnhmDT1l8vvnz7cdM0M7OvXvh5Id0X5O5xEXEcgU347d/53dYgy3bt03kxRkpJ3Uydm8uyJC5LZDLnKt5ITFGyMDfPalGwbcsW4jhl/+GDHFk6irGGpmlIkwGj0chVUUXEZDJmbtcuPv/FL6DiiMlkwpVXXslgkDohKabnwAtZH63kM4ony0fIsowsy6iqiqZ0IvSqq65ieXmZc+9xF7YOY+LIkmQZmhIrQLeu4h/4wAd4wfN/kSzL3PvNc9I07QTvYDCgrusuC9kLWlvpXqXXtOff3e8qxNPMbP/cSLhr5tvvfdW9qepO6PrNjeFwOJOrHEURVk9bsqWcCm9jDKJ9Ld9BEAisF9df7+bM3vlO+OQn1/bYn/kMfPazcMMNrr3qta9d2+MHAoFA4PaLUq7T6HvBmDDOc2fnJ34CzjsPXvayjV7JHYsNmmEWM/On/RllmM41e6E1075tpbvBjIDzj+vPz/r7AaSM0NoihMJagVIxEKGtJEpinvKUZ/LCX3oRhw4dal2aXdVzeXm5c3d2bdARaRq7meSipMlLdJ1TlTlbt26lrmuGacbK0jJ1WbIwnGPXjp3QgJAJkyJHCEWSRqysLpNlGfv27aMoCkajEXVdUrdV4qqqaKzpbkYASmKlcHPGcUTZ1KTDAWmacvXVV6N1DRiSKGYhy3jwfc+lqSfEiWA8HpOmKVu2bAejSSLX5nyPu9+TLVu2YK2lqly2tHfC9rPXXpz783qsI7k3TfN4gS+EQMnYxX+5e2ga1zbthLAEJFGUEMcpUZQQyRiJQlgJxmIaTSQVum661z42y9n/jJRljZQhgT2wvpx5JvzzP8MjHuFcrRcX1+7YH/84/M7vuDiR7yVSJBAIBAKbG2shz2/78y67zLljf+Yza7+mwObgpJPc2Nit4SlPgb/6q/Vdzx2FDZphduKmaRriRM0YPkkpMMYJXy/U+oLIZS6Lzr25n7XsK41eKNd13X2v36YdRZF7vEyIVMRXrvwa8/PzlGUJ0IlF3z4tpMVa7drAlWJlZYXdO7a2Ql2wMhoxmNviHiNlZ/KF0eh6GlcVJzFaufujWJJlGUVRsH37dkajEeByhn3+sX/fPqoJpvnR1lqKonC5zXnO6OgKAHVZ05QVdzvjrmRJjLTOAKAsc04+aSdbF7cQy+kmRF3XFKLg8OHDzM3NtfPeRTcH7M+lPxcw7QhodDUTI+XatW13fmW7IdI0ToRLKamrmjh2QtkYjVIua1sIqGufsdx0x/AdAn4G3UVPuWqz/55SiqqqSOO4i7gKBNaTubnpnNAb3winnz6daf7vcvHF7hZFoUoQCAQCd0ae+ESXw/yFL9y25510EvzyL8Nd77o+6wrc/rm1I2LGuGjM72Vj5s7IxpTi7KxDdr9CbMysmZN/DECkEhB0RlAAtnGPUwiatsVYkqBtaxxFjLWGpplWJItSMzc3x1e+chV/+qd/ClZ2ztF+3tm3Hfs5W2sN2AaDE4tJElEUTsgtLCzQGFhdXUUIuOmmG9hx8slEOqKoGoyp2bZtG6tFgalrkArdGGxrlFXkFQKFNjVJknXz2P0Ke19ATtfmhLyrxjshm0UJcTbkLnc5nUMHDmOpGcYZw3SIbiynnnI6UZRgBTRGk0nJeDzmxS9+Mb//+7/PKaecMvPaRVF0orgsS7Is69qklVJMJhMGg8FMxXc8HhMnCmNsJ66r2lCVDUkkqaoGa91mRlm6ax9JhdaWKHIdAONx3op3P68ssdZtpvhrotTUWd25pZsZF+5AYL0oS9c2fc458IpXuPbstRLMwXwjEAgE7tz8zM/Aysptf9455zhfjUDglpDSxVgGbh0bI5gF01ZrK1wl0goEYI2bhxWijXgygJUzDtpRFKFNjVIxpm5cqzLT2Vfnli0RQhFFKUVRtS3AgjSBl7/8NXzpS19ix65dTHJXJS3LcsbEyhgDwolAazUWjTZgiRkXOYcOHWIwmKOuS6SEqm6Ih9soy5KzTjudlTKn0YKFhTmOro5YGAgm+QilFMMkZTJaBSRGg2r1XZZl5PmYKJLMzy8yHo+xxolFo+3NqqembhDWEscReVMSCViYmydNY/bv3cfWrRmLgwFFOaKuY9I05sMf/2eMgEi6nONaNySDmNXJCn/4Ry9nNBpxyimn8Ju/8VtEUdTORbcbETIiz0vAxTxFUUSaDDohX9c1BkOcpaANTbuxYbQFC3GiEHZ6raqqIo4VxmjqtuW9MTUCSJJkJgbMu3H7jRJ3XUBr6wzWhLv2kZBYM3VeD9z+EUJsB94F3AX4FvA0a+3ScR6nga+0X95grX3CiVrjsRw54irMf/VXcNVVa3vsz3/eRVZdcQXc//7wR3+0tscPBAKBY9mMv4fvyDz96d/b8/Icsix0J92Zee974Vd/Ff71X4OZ11qyMaU4O22h9u2+/YxlYCYDuC8UvaGTF8Yynhp5RSoDG6HijDgagI3YfRJc9tl/5aee/tM856IX8PSnX8QXvvAFdu7cybXXXkvTNKyurs7kO/df24tnv74kjTg0mjCZFMRR2rUG+xnnPM+x1jIcDp1xVZZx5ulndG3Zw+EQKSULCwszbcX+PXrTsjzPewZnsxnFdV1358/nUEsp2bp1K8NhRhRFzC8mQENVT8iyrHMX//KXv9w5jgOdsZe1lqWlJYQQ7N27l5e85MWkaYzWNcY0WKupqgKlxEw1uSiKrmW6HwUGkKZpF911vJxm36btj+WvgY8HA7p5Zf+8oii6+/3mSX/O3f8sBDYVvwl83Fp7NvDx9uvjkVtrz29vG/pH2o4dbkbsCU9wrtaDwdod+wtfcGYdc3OwffvaHTcQCAS+C5vu9/AdGWthaQl6fw7dKp75TLjf/dZnTYHNwSmnuK63W5pOfP3rnQ9L8Mm9dWzYDLMXhn5e17caz8zDMiuk/Myym012rbuuDRekVBRF5eKJRgWnn7aDl7/8tXzjG99gdXWVLMvcjLKUbNuxgz379lHVBUkaIYSaiZrqV3Gns9MSpcBoy6TSrI5Ldgk9FYRKoOuSrYvzTIqGffv2cpe73ZPrb7yB2likEEiEq4BGToguLi4Sx3GXFw2yE8++qupnhZ0wngrBJEnQVdmL3LJsnZ9DCMHO7TtoihWSyJlpSQsYTWMVycIWJiMnxpM229i3uNdaI7SmKArmBkOe+tSncvrpp3PRRRfx2B99JIcOHe3OjxfBSZIg5NSUTSHaeDADlm597pyKmY0Il6ut206Adq5cSJJEdrPm/vW8iViWZV11ur/RAO3GSqNDS/bm44nAhe3n/xf4FPCSjVrMrSFJ4OEPd5+/6lVw3/vCj/7o2hz7hS902ZuhQhAIBE4gm+738B2Zd70LnvEM+NrX4Nxzb/3znv50OHp0/dYVuP1zwQXudkukqTMsTZL1X9MdgQ2yE56KJi9IvQDyFdN+Gy5ws0qrf75SCmyE0XDaqRk///MvJm9bsCeFM7PqVzF37NjB0aNHWVlZQRsnrox2r+Efp7VrwbZWI4RrEbfodrfGcmR1hS1mwGRcoGRMmqYzVXMpJfe85z3Zv+8QZ55+Bvu+fYB9hw52lWrfMdw0TTf/6wXhsRnCfTfxmfeMc7Cem5trs6Qbtm3b5qq99YQ0sV0lWSnXrqza92aMQUVTp/LpBoXqrsM4nyCUpKhK3vJ/3soll1zC1q1bufDCC3ne857H0tJSJ5zLsiRNU2fYpX2+ddXOJetuIwLh3L79ue5X870odj8Tpvs58Bsmrn077qrLfWM01Ysgy+IkxEptPnZba/cBWGv3CSFO+g6Py4QQXwQa4I+tte87YSs8hqaBj37UzYu97GVw0UVrJ5jDfk8gENgANt3v4TsyD3oQ/O//7bqZbgtPe9r6rCdwx+Oii9wtcOvYsBzmvvDtt+kCU5flXn4vuBlaGTmxWJUGFSl2bo959rN+ra3ySqR0ou9IGwfl517rumZ+fp5JPqIoXcxSTOZEOAZje63YxrRR0RKtGxAGJRVaO6Mqkc5RKFgdHWXr1q1tlbNpjbecGCzHEwZZQpmPSSLF3e52N771rW8xWFjk0JEl5uZdlrPWmqqtsCsVsyXdwvLRIygUaRRT6YYkSQG6DQTnxg1p5L5f1yU7d2yjaSqKfMwwlqTxgCSKMcIgUdRNSTW2TMYFUTwAq9prYFtBa0DaTsRWWqASxcp4haWVJYbZkHE+4VOf+TQf/uhHGI1G/OWf/wULCwsMh8Pp7HfdCmZtUKlCW4NCdRVy6wVypbvqsBACi4uOan86ekZeU4GstQYpMM10I8ULdhdfJdHYrk0/cPtBCPEx4OTj3PU7t+EwZ1pr9woh7gZ8QgjxFWvtN4/zWs8Hng9w5plnfk/rvSWqCn78x+GSS+Dw4bU99pe/DO94B7z73fCCF8BLQo0nEAisASfy93D7euv+u/iOyt3vDr/2a7ftOcY4f40dO0KH0p2dCy6A888PkVFryYYoC9/Ke+zcsqerNAowWHRr+pUXBXNqC03T8MJf/GXm5uaIYokRmqLIO/GkG0tVu2ioJBlQllU7UwyNbijLkvF4zI4du2Zml6diVLbCF6JI0mhm2n4npeaIqdnVzFNRYy0IqVrRL6ExpElMY+DAoYPU2hJpzTDLKCY5C3PzTCYTsuGAsiyZyyLyPG9do0u31rpBypTYxKhItFnQNWmSoJSb/Y1VhLaGLElZGA7IRyvMZSlbtwxcezsaKaSrlKP45g17sERIbYmyhChKKMscAyghUMa4oXZj3Lrm5rqIrdFk4mKdtCZWit27d/OKS/6YG2+8kU9/7BNcd911pGlKY915TNMBWtfEsau+13VDksRtLJQhi5OuFbxpGlSksI2rRht8/nPTVcGNqUmSpHMQ9+35fmPFC3b/MXD7wlr7qO90nxDi20KIU9qqxinAge9wjL3tx2uFEJ8C7gfc7A81a+0bgTcCPPCBD1yXgfYsg899zuUxR2v8W/Tqq+E1r3Ft3rt3r+2xA4HAnZcT+Xu4fcy6/y6+o2KtE79C3Hovi7174YwzXKzQ8563vusL3L559KPhLnf5zvcvLbm/MV796tCVcGvZmBlmY7uqYN+4Cujac52Rk6CuNUZLyqbki1/8Eu/5u39ASsnOXdupqoqmNl3mMjhhmxcuVMy18hbtrGyFMZK6qbqqc98V21e4jZm6ZB8rpn0RPIoiqqZBCzd7HEURUoq2/ViDlU641zVpmpICNkndcWRN2VZIV1ZWunzjNE0RkaJpKhBONBpjXGt5Purmmo0xJEnixGI9rcKPV0ekiSJNU4qiYMuWLeSjMaSKqoGibrjuW3uwyRy2FZhlXXbu1NZajKA7N9K6a1RVFWmaor2YNYYGzcrqMrt372b7jq383HN/jmuvvZZHP/rRPP95v0BRFIzHYyRt+zWug2A8drPkAOPxuBPL4NrTIz/j3LZX9zdWwMy0Wvv55f41ituoq+a2umQENpr3A88G/rj9eOmxDxBCbAMm1tpSCLETeCjwJyd0lT2khIc8xP1R89KXwiMfCT/0Q2tz7Kc9LfwDFggETjib7vfwHZ1TT3Vux5dccusePxzCn/0ZPOxh67uuwO2f//W/vvv9ee7+ZmmTZAO3gg3rXXVVQ9O15TpR6wSgjGIaYxBItmwZ8qpXvZbl5WWWllcRSqGiiKpsWF0dO4EXOyU7mUyoKxdR5Gd9VSQA64yphHPW1rpuW4EtdV3NuFW7mdmpOZXWTgCbthqudYNSEi0kB0er7CgytgznsRqEEggBRrh2ZxWnbIlTyrri4NIycRwzSCKsNjA3YHU8mTqES4Ew07zoSCVOpCOI2uq1MQ1CgK4bTKOJY4UShrKsmNs2R6YUojGkWUxdlFgpsEZQ5BOWjuZUkSRCgRVd3nQfY7z5Wg1I4jjuqv1RLLvZ7rp2GxQ33XQTWZYxKXLOOOtMrvrPr/P4xz+ek08+mde//vU3O69JlmK1E7O2ZwCmlMIaS6M1aRwjjZtNNhKQFmuMOw9RhGTWlE0p1VXF/axzMP3adPwx8G4hxHOAG4CnAgghHgj8grX2ucC9gTcIIQzO3f+PrbVrHOh027j0Urjb3VzsUxyvnWAOBAKBDWBT/h6+oyIEvO51cJ/73PrnbN8OL3rR+q0psLnQ2m3uH689/9RT4W/+5sSvaTOzocOefdHsK5vGGOpKcOaZC7zg+S9lcXGRo0dXW1Mn54id5zm6rrvZ56Ypqaqasq6pigLbm4nuZ/dWVTUzH12WJYPBoBXRuhdPZDqzqS4KSblqklu4QUvJqGhYHU2Ym8sZDBexxq3PtM+v65K61jRGs337drTWjPIChMEay9bFBWptGK2solBYYUnaUObxaIUkS7vqedw6WvuNBaUURVGTJRHbt29HCBfjlEYxcdK2J+uG8XhMLFK+sfdaongO0YZWe5Ms2YuY6sd8+flvX9V2M8Q1SiXUbQW3LMvOsdq/v7PPPpsoivjt3/5tbrzxRvI85wMf+ABHjhxhcX6IEE5Ep0kyY5JmiJACrBAYJFJJpNbopiFSiqY1A7PC5VJba4mMex8lFiEVQhukDPPLmw1r7WHgh4/z/S8Cz20/vxw47wQv7bvylKfAb/yG+0dpLZPMrr4a/vzP3R9Lb3gDPP/5a3fsQCAQOB6b9ffwHZnnPOe2Pf7QIfdv0c6dYYb5zs473gHPehZccw2cddbN77c2/IzcVjZGXbQXyYmlqJ1XVggpiVTCwf2Hed3r34wVioOHl1xUVFlirZ7JRJZCoHWFELKbja1qV2H1ucdzc3NtZBNt+3WDsU0Xi5TneSeg/Ue/NoRx7dE9US8l3YzsyqRkeXXCti011oxJhgtuHljSVqIVUkbUkzGRFeS6YZi6luRqZYRtNImMWFiYc67UQoABbQ0yak25cPO8bqbX/5C76mwaJQySIbqskCKmqhoGSUqeT4jjGK0tIDm4vEwjM4S1INoWcyEw1nZB3H5jYNqm3pAkGdZqwGK0Io7Tbqa4714uhGA0GrWO4yAq10p92hlnUtc1z/q5n+fw4cP837e+hUi6SKxJWbXX31KVBZF157swNfExs8llWSJ7LfRKKYzW1D23dIAYQdUEh+zAieELX5jOGK/lPzz79sGb3gR3vavbBQ4EAoHAnY+lJSeCzz771j3+Fa9w2brj8fquK3D75z73gRe/+DtHRj3jGe5n62MfO7Hr2sxsjGBuqzF94SVQ7NqZ8fu/95ccXV3l6NGjWGspiqITZVpbkiSlacbd841xbdZF5WaTkzTq4pSSJJmZlR4MBqysLHdi2ccU9avbXpArpRCSruqslKKqCowBpQQ2AeqYI6Oc+eUV5uY025MBIFGtqI6iBCEEQ4ZUZe3WEru17Ni+ldXRhLquSaKIJk5aISsRWiOSeJoxLOKZXOokcaZfgzRhkA5QUoNx89JdpnJdU9c1k8mEvQcPAe6cWNOey1Zk+uqxvxb+XPmZcC9So1igtds4iHrV4X42thP106+rylXut2/fTpqmXHzxxVx/3TfZvXs3f/eud7Nnzx7q2pmL5YWbNReYNibLra+uXV513V7HKIqoy9JtXiQxRVEQx7F7L61DuQjbZoETwPnnuzmgl7wEnvAEeOhD1+a4F17oXLgDgUAgcOflN38T3vc++Pa3b93jn/50OO+8UDkMuJ+D875LL8iFF8LKyglbzh2CDetf1RZ00yCEIomH/Ovln+fyyy/n8NJRRqNRJ4brtvXa5wUXdYUbnXFOzsZqxuNVNweNJBsMOpflpmmcadZk0okqgcbqGqkU48kqcRxjbEPTqK6SHEVRm8PsBJhvh/ZC1BiLNBE2tqzWmkmpSdOGST5i28IOajRKxRhraSOeUUnMnHDu1VEkqaqaYTbAphl5WYAGqSTa1EgF2g3wYkxNpBIEGiMMSmisFWSxE80SZwy2OL9A0zRUdY1sDGVZIwTsXapYLSwydSZZ2thuk8JXcH0bthe8/VZpL9RdpFYbD9UORlit0VpP85CVcuuXEUVRdcZqeZ6TZRnGGM697/3QWvO4n/hJ8jznXW9/BysrK8SqnU82kMYRtakxtumeh5RE7XUQbYVZIhikWTt3rYna9fZnnAOB9eK974W5Odc+fdZZayeYA4FAIBC46CL4kR+59Y9/8IPdLRAANy6W5zA/f/P7fuEXTvx6Njsb5I4kMAawCWm8yEt+43e4/PLPsWfPPoq6orENk3LSGVN5odpUFQoxI9KEEFitEdYyGAyIoqh1rXZmVWWeM0hTIikR7Qxw32G5q6pK6wzChEGbqeO2d/D2Ar57B62gzGtDIWLySQlSMqlGWGEQStCY+rtUO93rWHRX/Y6l6uaUlXKZxH6dcRy31eCYLMu69xnFkiSZtitHkYteqjHsO7jM6rgAFU0NzdDtZsBs/JKvrHu2bNnSRUr5jQtwc8tJ2+ORpmn3eF/R1lq7jQwzdbX2rtm+4p3nOaecdjr3uOc5/Nxznsuv/s9f58y73JVIJWTpECkjhFDEUUrSGn3FSrnrB1itSaKo6x4wTUNTVV2rfnDJDpwInvc8eP/73T9IL3zh2h33pptcxVoIeM971u64gUAgENg8POQhzivj1vLVr8Ly8vqtJ7C5OOec4/9t0jTQ/kkfuA1smGCuK8uunUMueeWrUHHM/gMHsO0srJ9frU1NXuXkVY6VTgjleY4xU0FUVRVN0zAYDG4m+rxw9sLNGOMMw3r5z174Ap2I7JyhW6GulHBZxsIixDR2Clzl+MjyEquVE4UrKyvdmqy1nYj0x/MmXse2DvvX9dVsvxYvjLXWDIdDhsMhg8GAwWDQtVHnec5kMqEsS5qmYXmcc3BpleUqRzM1CvMbAP3sa2+IBnTrhGlrsxCCNE271vSkbcf2lenhcNidr/57sdaSZRlVVc24bfv3PhqNGI/HnHbaaZx11lk89rGP5TV/8eegJGVdoeIIgyUvS6qmwQBFVVHWNUIpqqZxfQZN093vW7lDhTlwIrjsMrj44rU/7soK/OM/uvnoMMMcCAQCd07yHL785VvXOqs13O9+8Cch5CvQ8uIXH3/D5VOfchFkn/vSLWldAAAgAElEQVTcCV/SpmZjcpgt/H8v+p88+MEP5uDBg52xkxM8Tgx70SOl7ESWjCTSOFFnMdRNTdPUqEhQNyVpMkCpNqYJqFuzL38cV7U13X9SSOq6bOejTTvHTFuhNIBpK5beEEsghELrCt22aKs4Yjkv2b590c3TRil6+QjDOCEabKFq5351ozGteLVtprH22dNSOnMtYbCNdpVmNGmSUjZuGyiOUyfYUd3ctmszd3PEQil0XVPWJZPK0KA4Oq7cfLKSCNvmRGvnMi2hNU2bikvfzjw/P8/KykqXmeyFqD+3XuhbIdx5SBJsm9kcRRFKGawFazVJ4jKrvWiPWuHsK/ajSY4dj7jrPe7OalHwpKc/nY9/+MPcdN31yFiQRBFFXoIo3LGFIC8KV91uZ6i9QG+gm58OBNabc85xphm/+qvwzGfCAx+4Nsc999y1dd0OBAKBwObjS19yoz4f+hA85jHf/bHWwrveBfe4x4lZW+D2zwtecPzvn366E9N3v/uJXc9mZ0MqzHv27uXcc8/luuuuo/KttNjORMq31LooIz1j7lW2wsyL7PF47IRYGxfVj44CuvZrX/X1wtkbXXn6rbz9qquvrPqbF4++SutF5nU37WU1L9CmxmAxwjCZTLrKqq9kR1FElmVdBdk/31et+y7g/Yqpa9WOUEqRJAlZlnXvIU3TrhX66KhgebzKgUMHu7Zuf9xjK7B+Llwp1VWIFxYWZqrFfo7Zv2d/zCRJumq1b1n3VWxffZ5W9t33fXXaV9nde3cmZeOxy9Q+++yz+amffgYf+MiHUMpd9yRJOiM3//79eqSUJElCHMddR8FgMFj7H9pA4Bje+1744AfhrW+Fa6/d6NUEAoFA4I7Euee6sZz73e+WHxtF8KQnwX3vu/7rCmwOjIE9e1z3QZ973Qv+6I9g166NWddmZUMEc5LE3HTTHnSj0W3FWOAEpUKRRim60pjaIMy0CmqM6SKWvPDzQtTflFKMJhOXydw0aGtpjEFbS631jGD2nzdN05t7dZXUqqpmRKyrWhqiyLVNe7EdRREqTbBGkA6GFEVBVVUuf1kXrp3bCISSoCRWTrOnO4xFCYkSklhFWG2IRIwiIiIiVSmxiJG9SCmJwmoDSJdPrWFS1qxOxtQWRJSiLVjhzcOcCLZooliClK4q3Qp23wpe1zVFUXSbFD6Sy7doe0FceqfqdhPAi1kvZC2auimZTCbtmt38cZIkJEnSRXT5zQytayaTEVLCjpN2829XXskjHvMjNMYSJSkChWA6493lY/dm0b1496I+EFhPfv3XXSTD0aPwtKet3XGXltwfSELAJz+5dscNBAKBwOZh61Z48pOn8YXfjX37XEU6NNgFPG97m6smH7uhf+DAzUV04JbZEMFcVRWN1eR1SVFV5FXJaDTq2rJXVlZcJRJN2ZSdWPOuy3Vd0+gKYxu0ce3IKo6dAGwzhH0F2MccdUZfPdHn3KoLqqpA6xopYTjMMKYhiiTGNDRNhRB2xlhrGnOlKYsagUJHEVd89ctYFSEslHVJOVmBpiRVThiauumq5tparBAuD7k2SEAYARoGyaCrqg7SjDSLyQZJa2qWIIwTyUKoriI/KUpGowll3VCWbUUagWTWrEyqhKb3P4oX7lprsizrBO5gMCBN085d3F03d5601sQynqk4+3lvL1r7wntaVS4xpqGqilYoNxTFxB3TGrQ1TAqXi51lGT/ywz/Gk5/+UywubMcgQCq0ETO52lVVtRstAtu+MW9WFgisJ5/4BLz61Wt/3KqC//gP52x58slrf/xAIBAIbA6uvBK+/vVbftx73gP3v38w/QpMeehD4XWvg23bZr9/wQXw7GdvzJo2MxsimI2xaG26Fmk39zp1hc6yrHNg7lct+5VgX/n1Ata3dvtqKUxNv6Ioaqu+dVdV9i3KXljnec54PGY8Hndt2LqtSHczu61Q7leI/WOjKCIbLBAP5rv3YYViaekwZV11lVF/TAkIa2mqCiEtCINUkKQRUoFUECeKNE1J4oxIJd28bn+O2AvwcZFTG42Vs3PJfn1+zf58+LZzfw7TNO0Erp8b9+3v/RZuf778+esbgPk2bX/MY2PB+q/nP/cbGkmSdBnSWtfk+Zg8H/OgCx7CYx7/45zcKgdvPNbfRCmKgrKpUUmMbTQyzH8GTgBnnTV1yP7qV9fuuLt3u3m01VW4973X7riBQCAQ2Fw8+cnwB39wy4974hPhH/4Bdu5c/zUFNgd3vzv84i/e/Gfi4ovhWc/amDVtZjYmh1mAMdO8XDeT7HKPvWArigKVuNbpxmjKukIiiJWgafRMS7CfXY6jlKqqSJKkE+DeWXtxcZ7l5eUu/mgwGHTmUFJK4sRlCJeVE69z84P2NQzWGrTRyDb2yYtQj5QSIS1GDfi3q77GQ77vHpSVQUmJiiPKYoVECiKVESlXaZZtxrOLaJq2GDtTLkHVNCRJihAKGTkRPMjm0KYkbluaDZpam7aqXEMcM15dnbZtS6jrstuY6AvXvuj2s+PHzjaXZUmapt0mhX/vQijqqibJkm4DwEpJXVXdDozfrGh0hdIxi4uLjEYjFwtlLaBRSiBE3F0HIVz1WIlpC7mQlnPOPYfHPv4JXPruv2fP3hux2l0/IW03H661Js/zmezoQGA9ee974eqr3c7+k54E97nPRq8oEAgEAnck3vzmWyeCzzzT3QKBPvv3uzb9M86Yfu+iizZuPZuZDakwd5FJSiGE7MSvsRata4xpSJKoq2IKIbpoIv98X1kFurlmL958Fbau6y4zOM/zTgj2q8P9Sq0xzqiraRrG4/FMfNTxcov9/KwXbSKWEA341BVXgrFoW9HQYITGUqNN2a09VhFb5hdIo5g0ihmmGfODIcM0Y+vCItu2bGGYZSRJwmAwRxynZFnWVXB9q3NRFKysrGCwjCZj54itJFZAYyx169Ldn9nu8qvb6rzfdPCVcnB5y37ToZ9F7TOw/eyxvw/oNir6JmJxHGPRHD16tKtwp2naVcv9uXWbFTlCWhrtzMKyLOvmqO9y9t157E88njPOOKPrGPDX2FfD+1XnQGC9ednL4PLL3TzQox61dseta9i+3c0wr2XlOhAIBAKbi0c8Ar7v+275cZdd5jZwA4E+D3uYc8T2HDrkjMBCEsdtZ0MEsxdr2hiEcPFNWmtsK3S9SOrcrasaXTdErUmUNnU3F+tFoDeT6rcdAwwGg040O7Mu1YlqLxDTNAUrwUoilXSGX15Q+jX3q7IwjVvyn9e1xgCLO0/io1d8nihbIFESrWvqcoywNdJoYgHD+bnO0XkwSEkS5549GKYkg4woyRgsbO3anOM4JpKKLBmQzg9ZLSZMiorl0RhixdJoZaYF3W02OOHphaS1Fmtqklgi0FhTY01NXZbUZTljouXmpWfdwruqr3ACV1hLVRSuaqw1po0Fc7dpyzzGoJsS2u+VZUmcKOqmpNFVVyn2mdLagFCSvCyoyobhcIhpLOc/4IE8/slPZjg/j7aWqmywRoCVxFGKNQLdWHctA4F15p/+Cd7ylrU/rhDO+EtK2LFj7Y8fCAQCgc3B9dfDhz98y4971rNuXet24M7Fq18NL3rR9Ou//mtnBLa6unFr2qxsTIXZGOq6aWdmlROqUULTzMYZKaXcTKupkYpOJDthCEoJwHRt12VZzlSXAUajlS7WyFeD4zjtMpX77dBRFBHFvmrcoLVzxvatzH422lqBUnEX8+S+KbvqcVVVbD/5dD55xb8RpRnZ3DxpGqNNjjY5iAolnYBfXFxkcXErg8Ecw8E8aeKE6jDLUMIJ3SSKwUyF+2g0YjKZMK4KrBRMyoJIJTT1dMOhX70Fuqp0fxa8H13lNxr851329THu2L7C7M+Zd9f258i/jl+rd60eDAYgTDev3r8eZVl2XQZlWWJ0jW4qdFNRliWHDx+mqgqKYsI9730vHvekp3D6GXclG86j4rRbg1/r1PE8EFg/Tj7ZtTs997nwzW+u3XGjyO3+ag2nnLJ2xw0EAoHA5uL//T947GPhlrxM3/1u+K3fOjFrCmwenvhE+MEfnH79+Me7Nv/FxY1b02ZlYwQzEMeueimlizqq65I4ibrW6yRJyPMcpRQLCwvtY2XnvlwUxYzQ7c+tehdlIUSX2QvTuV3fDtzPao6i1myrJxD7c73+tYB29tbFIvVnmX012IvCOBuw7aTTieJ0ajZmKxANQrjYKUuNkBoVWSw1SRq17tSKKJIszs+Tpmn3HkejUWeU5SuyZeHMsuI4ZjAYzFS+++K1b1rmb/157GNzqb047t/XN2fzj+tX4v018s+Poog8z8nz3OVjt+7m/Sp/f13+uf5roLsO3pTtAQ9+ED/1sz/DW9/6VpqmYXV1tdsEmEaABQLry/veB296E3zoQy5aKhAIBAKBteRnfxY+9zm3kfrdeMADgo9G4OasrMDnPw+tLOLcc+E5z9nYNW1WNqYlG2iaCqWcyVPXCmwMeTGmbkrKKidLIkxTURcl0oLWNY0uqOsSISwqcqLMRwt50jSdiZXqi16lFGmcImnFutXTmWYZdzO4MHV09hVVi0ZIi1R0ztbGNmArpGhQwpIlrkrd6ApLxKUf/yhXX3cTu3aexsLCHFsW5knjBG1zslRhTdXlMEfKGXUJq7Fo0jTFYDBoVCxZWNiCFBHusknKSUkkJGmsOHxoP6srR5hMRl1rtpQRUribQCFFNCNu/XuEqaDuzzX3XbH9OfKVZG1117J9bOt2EsVda3aejzGmAQyj0YiqqqiqqntsJF2edBonRFIxSDOKomAymXTi2VeetXZmb0VRsH3XSXzxK//B2971DsZ5iRCKKi8wdYMwYTgjsP782Z+5+Kc9e1ycx1oihLsdOLC2xw0EAoHA5uGss+AhD/nugvnAAXj/+90oTyDQ54MfdDFS11zjvr788vBz8r2yYaZfFtrcZT3TQj2NmBKd+7XPGu6LOd963Re4fWTb8uwfA9Ov3f2yq7B6wQ5TAem/9oI7TdOZuCloxWHixGlejNn/7Ru44cZr2L9/L8vLR0A06Ar2HFni0k9/hs/967+TNw1x4mKzklRiqUFUSNUQxwKsc49WiM7h2s8PrxYjTGQhFhw6ehiURKUKlKQ2E/JqheWlbzMeHwUaoEFI7SraUmNsNWNc5sWwikT3nt2c91Qo+699O7p/vm+lBro4L39ufHt1/3V8u3wcx12ElH+uN/FSSnVt974C3l+Lr/y7DRI46aSTOHjw29zznvegKCZdO3b/PQYC68Xf/z1ceun6vsbc3PoePxAIBAK3X8Zj+Md/dLPM34nPf9613npRFAh4LrzQ/fyccYYTyg99qJtjDtx2Nkww61YIojWxVBjbUDcur9hVFk0njquqACxxojpR1DQNgrgXdSS66u90pnZ6n58t9qLOP8a7P/t5XWDma9fiW7KyssxkMqKqCpqmQusarWu+fWAPBw/tYTJZ6bKULSXWOhHZGBd3tLp6lBtWl7j0g/9EIzWJkpi6Io0UkTQooVFCI6VBIpDKMBwkIAyTaoJWhtI0XPWNq/nGN77p5n7zVZYO7+PIob1EUiHaqKqyGlNWOdq4Nc5WlQ3GNFirXVt5W33u5yT7KnI/99pHNkVRRKxilFDdLLJvQ/fXK4oidzxhsGjnei1M1w5fFEVnxAbMZGe7TQw3my4lNLqi0RVllbM6Otods6oLNJb5xS187BOfRLc/BxKBEsH0K7D+bN8OX/+6M1vZu3dtj22tuwXBHAgEAndelpbgCU+Aj3zkOz/mwgvhiitunZt24M7FKafA4x7nZpYHAzdC9qQnbfSqNicbpizquu5Emp/J9SO0QsiuaukrjHNzczMmU97NGbhZVbKqixnjK/8ax2b0eiHp7wO643vzK/+1F3qTyYTJZMKRI0c4cuTINKIJjTMIs1279rn3uj8rKysAjKuC2mh0ovjyV78C9Kvpbi2NrkgiSRTTOV0nScLCwgKHDh3iS1f+O0mWYq2bLT60vJel1cPUNseIGisbd0NTVmPG41WKcuRmpa3GmGbG8Muda9G9vq/W+3Prz4l3Evfzwf66+HME0/nwfvXdt1HDVIj7c+xb8ftCfTgczlxH14EwnUtOkqSbq/abHuPxKm960xu6Ge/+ewsE1pP3vx9e8xr47Gen80FrRfgRDgQCgcDJJzsx/NSnfufHLCzAgx4Ew+GJW1dg8/Dv/w5f/jJkGTzmMXC3u230ijYnGxRYaxFWo+vWnEsKrKUnoF3rcBRN26SrqmQ0Xu1ymt33GyCaEV79rGV3jKibmfXCr2rbd4UVSAGinVN2gq9pRbqrcvroKi+ujW0wtiGK25Zuq2gaC1aA8G3OFiUirrnuP/nxxz2ZfHKUj33yw6SZwhrL12+8jrIuediDHkSe52RxhhAgpaFuciJraRpDNDAMtqR88KMfZmVlBa1rlpdyEA2IpqvGWmsRHAcLptHkJkfJpp1LVkgZAQa/X2Kgazf3mcz9c+pnif35xdI9tjMz68V0VWWOqU07y2zAWEzjRPxwME9dl3h3cqATuqPRCtZqIOqtpeoq2FVVkGVDsiwjz/Mui/luZ9+DOI7JqzG0Gy2BwHrzlrfAt74F11679sf2lgzG0G0kBgKBQODORRQ5Mfzd+NjH3MdHPWr91xPYfDzzmXCve8Hv/i5UFTz4wRu9os3JBglm5yidpinj8ZiyLNsKpm1bpmvSNKWsctI0czm9tiFNY0ajsqscO7Op6UytQGHsNIdXStlVMn0FMk5iTBPNzAaDhbaS7Y/t5ml1J7z7kUn+8yRJENaJM61rrBegVmJpWF7ey2Wf/ThnnXUW33/eeXz1a/+OEIq6EVy3/9vc+N5/5NnP+CmaPKdpGiQSKV2klQQOLB3k05d/ltXJ6tS4DAsYbFs871d5vxNKSBdRhej++nZt57g2chF1LdX+eMc6WPtqu2vNjmi0ZtA+x7mO+w0HSGJn3BXF3jHbVYOVSLHakCUpRVFhzHQzwhjXau2dyv28cxzHN3O9zvOcunbO4L7afO2117JtyxaUmTUhCwTWi7e9bf2Onaauah3EciAQCNy5+eQnoa7hR3/0+Pe/4hUudioI5sDxeMtb3AjZxRc7o9L/+q+NXtHmZEOUhW+z9qZR3tXaCaV+TJRgMplgjGv3LYpiWnmxDULEXZXSuVk7EZVlGU3TzLRaewMxbSRRay7Vzyr2HZD9udxp5JIEvIAUXfSVq+zWXfWzqgs389sTsMtHD7B85QGX+Sym772ua0pjeN3f/h8mRw/xomf/ojOzitx7et9HP8xKU6CrGhGJTkT69XqOJ5an8VDuPSAFSIEFpHCVc5jGRBncXHeSJN3Md7+q7K9NWZadIVscx10lOk1TqmrWpCuKp+3v/ntVVc0YrPlKse8I8OZvXqyrSFBXbbXYQqMtUrr4rCiKKMuSLMvQWvN7v/d7vPKSS1gchKHPwIlhft7Nlb3lLfDGN8KWLWt37FvK3AwEAoHAnYM//EP3b8J3EszveAeMRid2TYHNwwUXuI+XXBKSN/47bIhgNsZ2lUEvlqIopihypJzOu2rddOK1LN0cblnlSAUYV70cDAY4R2iBkAapok7Y9edrwc3OYhvcl04EQ1tt7USmc72umgYh3Fy1q5BKQJNl2eybERHWGNLBAlGSUFXOoMqJcAPCZztrYJp5bHAiFhSLW0/iY5dfxoU/8FAKU/M3f/s2sq0LTpCqaWUb4arhgmk13M86e1yUVOIqxqKfH21mzL38hoBpq/EWO+NM7avoftPAWlc/N1ojZdueLQV1XXXRXF7Um85J3OA3GqZzzzF1UyJF1Apu136udU2cqO79+Fb6/oy1myf318Jdl8lkhE5TTrn7Wew4aQf1JKcumv/2z2ggcEt84APuH6CDB13r9Fri991uoXkkEAgEAndw3vxmN3/6nTjpJHcLBI7Hvn3Oa+XHfgzueteNXs3mZYP+HJuKM3Attk0zNeWK4xghLUoJjGmIY0VZFlRVNfM8/3g/Z+zdmftRRMfLHPaP72cN9+de/TEi5YRnFEVdHJIXkt07aed2XeU0IcvmybJspi24n2987Pf85zcc2s+1N+1BDFPmdmydEYvHfvTvvW985r4XEUcpURIjZESkErJ0iJJxm9/shXKMUnE7pz0Vz94Ru5897TOuvTlZv2rsv99vUe9Xj/3jfPu7f743O/PHiiJJkiQzVf+maW72/vz6jDFtt4HsZpmttXz961/n6NGjYYY5cEL4u7+Dm26C//xP2LZtbY8dx3CctLxAIBAI3Mm4612d2/HxGI3gta+Fb37zxK4psHm47DJ42tPgD/4gVJj/O2yIYBZCkGUJSRJhrSZJ/CyyQRtXRS7Lssvz9S24x84Ye8HrRVo/O7jv9Oyr2bN5y9M4qakRlmxF5FR8S+GEJ1YiZdSJTS+qBQqj6W5YiZIpw+EQY2YFu19j/2aMQVuB0fDZL3yO93/gw51I7RttHZs17SrHCnDrV1FGNpgjSecQqFZQu/ek4hQVp0RJhlCxK1uJCEQ041KdpmknftM07c6lM12ruvPuha0X1f46+Kzluq67dnvvbO43Jvyx3KbF9L34mWVw8+DOcK2maaruWvm1eeEshCBpq/rGGH7nDy9GS0Gl19iyOBA4Dm98oxPL68GuXetz3EAgEAhsLv7rv+D1r4c8v/l9110Hv/zLzgk5EDgeP/zD8OpXw5/8CVx11UavZvOyYQ1/VVVRNyWNrqjqgqLMKcpJ65LsxJIQzgBMKgOiIUkjItez3cUgueqwbd+MdI7XukKbGoSh0ZVr9VWgpG1FVtRVQL3g8/FRXtgpoZDtCRJCoCIx0+Z9PCHshWMcDRB2wPzCVpJ0iGVaTfWPcULVCXTnhKuIBgNG7SBK36XaC18hIxAKISOEjFBRgooy0myeJMkA1xItowShYqwQCKWwVrTt5Qopoq7a7GOkPP0YKG+W5iv4/nwD3eZFX8B2lX9hiGIv9l3ms7/1XbfrpuwqwyCRCuq6bB20p9VkKWU31wy0Odcai8bYhqouqJuS4XDI/e7zIE479Yzp3HMgsI6kKVx6KfzkT7oW6rXkwIEQLRX4/9s7/2DZrqrOf9c+53Tf+/KDBPNDSUB+WZRgOQEzlooipY4GhoJB0Mr4CweVUrCITlFDSKqi6FgKijoyoMMEHX+gxGGIBg2COBGp0qAxEyBIyA8gJuanRAnJu93nnL3X/LH32medc/ved1/e7T59312fqq57u/v0Oevs7tfvfs9a67sMwzCA668HXv3qWNE05FnPiiW3L3jB6uMyDgZnnhkvqtx887Ed142dGUUwSwl0N4s59sI651DXdW/OrvTRygzkric3kntxlauzZIelrFlnloEowmazWddPPMiWyrZaHOseXX0eOoaiKHI2PJZxb2I6ncbbZDNnqgkFCEV082aXjbP0vvX56TJzfT5FUeSssOxvKOh1ebKOfzKZ5OdlWykjH86wln1K1ljPVJaeYxHPEqOUasv2OpZsxOalxL7Nrtdyznpmtn7v6rpG0zR5vaTE+/THnQqGx2tf+1qbw2yshD/7M+Dyy2Mp3H73Gm9t7f9sZ8MwDOPg8dKXAvfcs3h+rnNxVvOpp64+LuPg8MEPAvffD5xivriPmVFMv5gZW1tbMRtZlmAOyeyrhXMBgT1ckUYcFUAznwMhgJhRNw0mk0k2hor9ttE8TASXuGNXVRWzxERok8GY9x6z2bzXs6v7knU2tW1jGTc5ApgQuMt6doJS/6VMKdsdhSPYwXtCVW3CY577eWO5tc/Z21NOPS05ePs4zlmLY+eQWo1zKbhcFOBA8C0DILhCjcUa9Dc7F4V58JyFdqtSYiJQRYDqrPMwlrZts4u5LonvxkO1YEbeh77Q4Fwsty4KSkJ3EqvDUcRhWdnsrYtBxlzJ2k2nFUJgzOdbvfgefvhhzJtouNbyPjswGcYCrr0W+Od/Bv7lX/Z/30eOxJ927ccwDONwc9pp8baID30IuO024Md+bLUxGQeLl70MuOAC4KMfHTuSg8toJdnVpMqjiUQAyqij3NvrPY4cOYLZbJbLcqXPVUp167rO+5HSYBFdIrQkS61doEWU6b5oEXZakMtxRNxqca0z3RIX0IlF6d8FgOl0E2U5wXS6iel0E0VRoaqm2Ng4kl+js7J630JXou22PdZl2PvZdN0rLeJVLijImmR367ROGhH48nt0Je+y0bqMXc5Di3VdWq1jAoD5fAshBMzrrfx+SzZfkHWXOJumye9z7JluAQS0bQ0g4Nxzz8VZZz9+29oZxn7zK78CfP7zy9n3ddcB73vfcvZtGIZhHBzqOhp7XX/99ufe/e44dsowduPqq4E3vnHsKA42ownmspRDB1RVkeYm12i46UyxvAenklvZNpdRty04NKnHmLGxMYEYhxEzCiI0yTisbdvcn6szq5JJds4hAPA5s9wmsc15ZBIQxWDTNOnVLo+SkbnK3RgrMeSK2dOymKD1AKNA3QSQq1BUU1TTTWyechoaz2hDgA8EcqcgcOxZdq7sCefc18wOHLrH40UAMQDrSqPlNcweroizq3Uvch7V5H3+IMjFABGoIqpF/Os5yXou9NC9fFheLs+H0Kb+dMLm5qYyQPO5hF721xfP8b64Y8fn4uO5vL+sMA8tbrGp7MYKKArgne8EXv7y/d/3858PvOhF+79fwzAM42BRFMAllyy+iPqOdwCf+MTqYzIOFi98IXDRRWNHcbAZpSSbCCob7FIGsQWzR+AQxxMjZBF69OjRnpAT4RjLmU9FaFuQjIjyAVSIGIzCcD6f5zLojY1JFn06e1pKljqPUkIef1SkY+n+aclgA132VESmZKKj2RZn4cfMufc29hwDTe1R0Gm49NLX49ZbPodznnAOfv5Nl+OM04/AhzkK1uOpUvl4uiOGZDrby8wo4ABW2Wd04jiWcHfCuFSjtQhddryoqs8Im5wAACAASURBVFg2LeKXGa7o5ki3bQtyjMCdOC+K2EcdAiN4oKxcL/us38Om6S6MSKa/qgqE0BmNScVBfK+BsqRez7SsqwhwZgYT4ed+5Rf34VNqGLvzoQ8BP/mTZqJhGIZhLI+iiD3MX/Il259zDni8FdUZxtIZzfSr602N4ktKl9u2zmXam5tTEElPsMzsjWXS0+kUk8k0Cm8gG4U1vu2VITdNg42NjV42tCxLTKfT3hzhLnMcy6vFTEuXA8ttMpn0SpdFuGkxB6AnFvVjsp3EePbZ5+KB+x7GKaecgrKY4Pd++xoQqmgOtqA0W8epz0HKumOePQll1Z9cz9ueuNUl2dpcTNYfiPOU27bNa6HLub332TxsY2MjCl94kGOUlcv7yefuGKCQM93aXVtnxeWCg6wtEPvbo6u2jxdWQgtQV8YNhFwV8PSnP/14P5KGcdx85COxVO6668aOxDAMwziZOeecKJyHXHFF/L/IMIzlMo5gBncZ5SQwt7bizGUKXSn2xsYGZrPZthnKQBSDIvS892Dqj33Sztfz+Ty7V8vzdd1mQS1uzCLuZOSUIH2zHKIbtcyH1v3D4t6sxeZ0WvXEO4AswMVxuixL/PAPvQplOcG9992Fr7ng3+Lmm25FWRxB4U5BQAm4CZiq/JOowubmaYCboKg203NlmrFcYnNzM4vaeGIOVTnNs5V17CJ8hbZtsbGxAd80QAh45JFHco+4zD0O3KJp59m9XJ6XtWyDGJpxHIlFcdyUrJW8g0SMoqAsgpkZ5LqxYIHbLLJFDMsaynnF99PBe87rPzd7YWMFvPGNUTAbhmEYxjJ53/uAt7+9/9gjjwC/8AuLe5sNw9hfRhHMhNgP2836beAcsijTzswAetlhbQjmvU/l0y4LNil9btu2JwYlA13Xdc6MFkWRf2qzKhltJcJXxLaIc+kTFsGuhbqebdz1QlOvBFlKqGX283/7tbdgY9Phq77qq/DpWz+Gr3zWl2M6neL000/H6aefjs3NTUwmk5RVn3Rl3SqDLQJZypuHmW09gkni70qfkWOXtZOLCzpe6eGWc5fjysUJff6yLlEY97PF+r3M21GIs5WVoVrX36zOJwloUJehL0uHENos3oti56y8Yewnb34z8D3fM3YUhmEYxsnMe98b/7/RnHoqMJvF/mbDMJbLaCXZdT3DdFrB+ybPLS7KzvBJ97vKa0QkdmKuuz+dTlGWZc4yUkGo27rnXi3l2433qNsacA5128af2XDKZ6MvLerk9yjIit5+Fzk7S4k2gDSTOZZP+9BgXm/leACkEUkBT3va00DYxPd9/8UoSwcf5gge4EC9Gc5gh0m1AUKBwsXSbQ7RDMy3fSEqQlNizL3LaSSXFrE+NHBFjL/1dc4Kz2YzkGMUJaEoOzGqe5Pz7GUGQitl0wHOlWib/uxq6X+eTEu0vkbTznPWXS6eeN8ACKq3vYUruh5r730u7y5KSrOsK8znW+m1hrFc/vIvgde/Hnj00bEjMQzDME5m3vY24DOf2f64c0DqjDMMY4mMYvolaFEnoklwScRKRlf31jrnEGQ2MChnhSflJJdUH50d7Y1LyvOCU/ZTRlZJGbH0FevjL8rihhBQlEVvn5Kt1ZlnADnLrU2/5HE97ooRcOVv/ndsHZ1jOjkNT3rSkzCfz1FUXWn5cN6xrIX0/uqRU9qQTNZISsElY5zHcaUMfYyNOydu1XNdFAVaX6Ou65y1lzWcTqe9EujSRUE7mUwwm81ilr2IzuFavItAljibpskGaXp9uvdBqgUCmKW8Hfm99yH2V0vW3jCWzcc+Fucl/97vjR2JYRiGcTJz5Mj2xz78YeD97wcuv3znOc2GYewPo2WYxUBKBCuhgHNdKe7GxkYvu9s0DYqqymZWMVsbwKms2DkHzx5UEI7OjnalycSo2xpFVYCTgVgIsU9XRk3F4/RHSOmeXS1UmTn3MoNd3k4QgandvHOZMjOqokBVFNjY2MB0Ou1te/rjTkU5aVFWAdONChzEPbrKcbG6gICiMyKT0m9m7mWiy2KShS2APDYLSNn7dF5SRl1VFUAh32d4+BAztlLSLiXo8rOqqrwGIuTFRI0oxlO4CjIaitn3YojmX23/HNCf3VyWDkVBvX5z+XzI+1hWDow4Qsswls0ll8Tssv2hYhiGYSyTW28F3vAG4O67u8duugn41V+1DLNhrIKR5jDHPtRc9pv6V+u6zQJWjLRkVNA0GVnJDQAm1STOT06iOYtvIrS+jm7MiELKhwZFSTmL3DRz5bgcej3MQNf7W9d15+CcYp5MS/jQgOFRuCqKQe5Ea1dWzPmmnablgoEcRxy5QwgqQxownVY4cuRIdqLWvcDOObiUSNX901p0inHWZFoC3ILgUVABB4fSlQhtiGOlXNzWOaeELmUhLegLB957FEWBOrkedfOffTLyioZe+WICSS+z9B/73nsQ35N4bFcAjFhyLb3n8nMopmUt9IUKw1gVl14KvPKVY0dhGIZhnMzccw/wS7/UL8u+5BLg6FEg5UMMw1giI7lkI2duRQCVpQMQy3S1m7UWz0AUSi0HeDBa3+Z9SsmyiFIRj1IuXdc1tra2cmZSiy95zcbGRs+Nu4ut7GW+JY6iKLK4I8d5PyIs5Zyc68+PlhLmWIbczROWnmehbdtclj4cBwV045ckwyvHHorGaIxVpszvHEBIs4u7HmTZ57B8XJuCaafv4U9d+i7xtm2bM8l6P3ptO6HN217TtnF0lAh6hu+9RpfM5yoEE83Givjrvwbe9CZga2vsSAzDMIyTmec9D5jP40+NGyntZRiHjZFcshn17ChCWyOEFk0zx9GjR2MP6qQAlYR5O89CFBCRBLDjPJu5TWOHtNjTN8k8a+HrQ9Mz6YqiqyvtFTEmx5RstbxOembldxG6EkNRFCjLEvP5vNdnXJQp653EaTUpcjZZysHbtk4maF35dzZEKwoEbuHh4ds5HAUURCBmQBl5ee8x3ahALpZ/l86hTJnjEEIsr04ZfYlJl1Nr8S1u2dopW6+niFad2Q5gwKVMcopJzMOGLtmyD2bOlQDyfg4NyfRFjE5sczYHk7FU4kxuGMvmttuAM88E3vKWsSMxDMMwTmac2y6O3/AG4Hd+Z5x4DOOwMZqymM1mWXANTbP0CCYpZa6qClVVoCQHCskxG7GcWZc3S3ZaMq3S5xpCwGw2iyednhMxKMJYjitZS8l06h5loO+KLRnRboxSRDKduvxajMVk/1KKPRy7pIW+CHA5hhaauvxar5uUNkvmV85DhK+suQhiOXfZr2SqtTjter1jX7d+To8DE6GtTccW/ZTXb25u5n0P51jLe6WPL/FpJ3WNrkYwjGXyilcADz0EPOEJY0diGIZhnOxccQVw1VXd/Q98ALjxxvHiMYzDxGiCWQRlQZSNsErn4JsGLgWWnaEB+CSmmqZBXdfYnGzCweHRR78YRx2pXujW12jbGs5B9ciG1FPLCCkzXTez2NfMbf5demddAUymZdxf2/bGXEkvbggtJpNJFqsiYkU4902ryt6Mae89ZrMZNjc3AXTiVsrHtaHV1uxRuCK9WdJPDeR4dc9vWTkgBFASl4L0FnvfoKoKEDGcG/RoA72suBiFDY24RFwze5SlgwODfQviAAdCQdsdxgH0RnHJezWvt2L86sLFMLs8vPCQP0Pp/MWYLM5fDlaiZKyMH/kR4DWvGTsKwzAM42TnqqtiK5Bw443R9MswjOUz0lgpBrhBUVRo2nkerSSjnmSEVDcz2AEgEHUji2IfMKfxU7Ocuezm9yJnpjmVLYsQjGKuRFGUObM9mUx6mVXnHObzeRJ5nVgWYy4RdrOmBgi9sVRbW3MAridEiT2atk4CHigQS6wfPfpF+JZ745okE9y2Ac4VQFobyr3FAVtbc0w3T4FL2XNiBnsPpIsMVVXlsnApOZfzkgywlKOXpUtjm7g3CkuEceesHdC2nSu5A6Gtm57IHY6o0qOk2jZeFAB1M7V1ebtsJyzK7IM8Aock3ON6S0VB3cTPQVD7MIxlccMNwJVXAj/4g2NHYhiGYZzs3HJLnvhpGMaKGWmsVPwZBVknRsVJWUqINfFLosse6rLpYZmvLnMW92xtlCWCV8SaLlsezjDWJcLaVAxA7uvteqYbhNCC2effJfMshmMSm5ie6XOVc5LYvG/QNPN88UBvK/OW5eacy6I/hICjR4/2xCeAPCpK1lvins/n2WFcSsBl/BOAvE5y8UHWUmeEpUx7NpuB2WezMt3nrN8XvW6yL9lenpNzHL63w8flfIaPGcYyuece4Nxzo1O2YRiGYSwTLZZvvBH4vu/ru2YbhrE8Rhsr5X2TBVnb1pAS56aZJ1fpttdH68h1Jcm+AbEHQhR4oW1RKHdm6flt2xYIIZteiZCaz+cpQx2ysAWUyVfbIrQtylQOXhUVSlcCAXCIj2VR2jYoIEZkXRaameNrS4KjkEuy5ThSei2Pi1CcqIF6RSpVp7QvIGaERYCGtG7xHGJZuJQ9R9EfUlk6985/UUY3is24r/l8C3IhQzLUVVWgredA8Iiea525Wtu2uT98MokXEcTsK3DXz6zXQPd461FaYuBFxGjbuleKPRTLOv7dMtOGsQxe/GLgvvuAZzxj7EgMwzCMk533vhd49avj7w88EMuzbSiIYayGcQQzd6OBRDjLmCMtHtu2To7RHoy++Krrupft1b24Yvqk3bIXOTTL7xJHLDmus2CPQjqgaeao61neBuhGMcWS8Bp1XaOaFLn/uUku3zIGSrt3izCXsm+d5Z7NZr3M7NGjR1OcPotFyabKfoFOgOrMrj5XbfYl2dthX7Y2SQNkbFV3kUFnfXW2uCgIziG5fafzc5x7uodjqDQi9PXzw95nXUGgy9zlWIvGiBnGKnjZy4DXvW7sKAzDMIyTnVtuiUZfIQAXXRSzy09/+thRGcbhYKQ5zJzGG8UssAi8KIhitleLLSlJLooCPjTR4CmNRCocZ8Ov3vzk1Nery55DCHAASudQEAHJdGxzOoUD0NZ1zmKL8NIiLgu5wXHALaqS0NZ1yoD7uP+UsY03rwzDkLdDCODQoCxiNlqy2sSM0jkcOXIknZeLVxIDoyAH9gEIDARGaONIKhH4Il4lRt27LQJVRKqeX61nG8v6I8RMfulIXcwI+SKHZLCldJ2IUDezfKFCn7OU3QN6PFVAVRUp7s4RuyuF744Xj9m5Ze90fotK+g1jv/nEJ+IV/y9+cexIDMMwjJOdyy4D7rjDZi8bxhiMZvol5dggh8AiqhhRGIrgcWpElEfbdkZS3m/PEheFGFupWcouZjujUGMwuv5YRzFDu7W11SsXFlOsYaYyH7tporhjhuc2zz/W/c7xZ5GEZ9xvVVW55zqWSJMy1IpCsSwmydwqoG78oHc4zqKWiwC6l7oNvnfBQDLOst/oIB2ZTqtcpi39yLEM3UfX77Zz/JayeLlgobO6rkAv6x9CdL6WTK+4lOt5zshhxPcjBMLW1lZvjeWnHp0FyDiw2C/dNA04UO6H94HTsa2H2VgNDz0EPOlJwKteNXYkhmEYxmHisstiT/PP/dzYkRjG4WC061TDPtrhSCZAsqQxw0jUN/qSUVEhdDOA9Ugk3e9aFEWe8auPrUc4+dCgaecoKwdXAKCA1td5XBPDI3ALH5o8yihw28vaSqzSa9z1aUfx2DTznCl1zmXTMG14JfEAnfvz0GRLMrv6OHLcWNoeTcOGM42Bfo+1XmsRxmJSpreXNdMGayKKJaPrBpc8pZdcStIlfo0u/dYjp3RZ+NAkrDczmtv83kj5u7zvhrFsvvmbgTvvBL7ma8aOxDAMwzjZufPOaPT1t38be5jvv3/siAzj8DCassizfH2L0DZAiDN8tcir2xZNzvL2RyNJKXIUcjU8M5g45i2VIAZi9jSaUakxTxRnN083KgRu835FGGpn56EQ1yOvpO9ZSqC1wItCUYSs77lsh9ACwYN9G8c/NcDRo0cxq2vUKuMsrtvMHr6R0vL+BQcAIEYu026aaGgmc4nFKExnnHWfdPANOMTZ1OQ4Zo4H2+v+YB+aeDFBjp8uLoC60V3aKTuPnYLvXQzQPd1NytoPs/rDPnS9HtogTC6e6P5tw1g2z3se8FM/NXYUhmEYxskOM/A3fxPF8pVXxpthGKthpJJs5KxjdsF2Msu3b/oUQkDLDCIpDe5nN8si9b0289gLy0DT+Jy9FcEmmWY5pi6NBvojpCTTKkZZXYmxy68TYSelzruVAQ9FnO7pnc/nuOS1r0dVnImjWw/j7HPPxs/818vy8zEzLTHG+cZFQWjb7e7Qsq7zpsZ0Os0xaoMvAHnWch5jpV7fmWp1ZdaCiFtdGRAdzrvZ1VJK3bVqdxlqctrAC70LIDKHepF7txh6HavUWpuDGcayue024CMfAb76q8eOxDAMwzjZefKTYw+zYRirZ7Q5zDnTmKqCc2ZWldg6CnBpNBEjlkOH0KL1MzAaFCVidjoZRnUZS4Yu5xbXa8kGx5FV8XDaRCpmOOP+Yr9wm7KWXWm13mfMdHZZ0u75iIxFiuecMtBpJBNCvF+Vm/Ceceutt+DGG2/AHbd+Fg8+dG8WuxKrHCv3ZqcMuWSFxfhMG6LJfZ0tzhl69IWlZJGzMFXvQ+AWgWMGmuFBKFJsIY00iOcdQovANUBtLmWXGMXsS/ckC9q5e1HZtj7nnRy05XwWlYcb6w0RfRcRfZKIAhFduMt2FxHRp4nodiIaffrxo49Gh9Lv/u6xIzEMwzgxDur38GHkrrtiS9CHPzx2JIZxeBgtw5wdmR2DqMjZVEBMvXyeSaxFErlOcIfgwYEwKUsEbtC2Mi6JeyK4b35VqeMjz2wWhkZX8lpdLtwr64buwUbv+bIsUdd1r49XZ7qLosAPfP8rcOfn7sW7fv+3cOqpR/DE858GwhQuzY6uqi6rnQUzBYAG4hmdszijc78exirCuCeQAy8UosNMrVwcYLQ9odpllamXhdZxee+zOdpwv/J6ySQP5yxroawNxPRxZF31qC3jwHAzgO8E8D922oCICgBvA/DvANwN4O+I6Bpm/ofVhLidCy6IWWbDMIyTgAP5PXzYeN3rgPvui38Hl6P9BW8Yh4+RUnHcyzoGbuGKNIc3eBAHlI7gQEBgsI/9zbFHN26Te2XhMavnCKxnC7MqnW5SpjgkIS73WxRFfF47SAPIDtR63nAWi0oISgxlWUahxwwmytnotm175wCOztLSy+u9x8+/5WcxnTi86odeg++5+Ptx1uPPxHlnnwOww2QSS8ILcrFHGT5meVU/dV5RJSB1Obs8J8cTES1xgfsXASTTq4XtcLZxN0e6MyyT7eKx/KA8OqAsXSrfFqOyvqu3lMHLcYc92uJCLq/Rx9Ux63MxDgbM/Clm/vQxNvtaALcz82eYuQbwbgAvWX50u/OVXwm86U1jR2EYhnFiHOTv4cPEvfcCZ54J/NVfAc997tjRGMbhYVSXbP27dmAGkJyeZ53hVSqLltJgoBOE8X43Q5hIxhnVCw2g9LE7kR2FnM4wxzFVnblUN3+4P0JKMtQu3bpZy9wradYZ65hVbXHeOefhuuv+Auee80R86bnn462//mZQATTto8lVmzGfz9W5de7Rsg8pI9cO3BKj9x6EAEcMQhTtBMlSh9769HuU4/6klL1vtMU9cSwitiuFdr21GfY9M3PuMZdzAQLg4pgu/bhkjPV7JmvRuXxLmfz2UnPjpOE8AHep+3enx7ZBRK8iohuI6IYHH3xwaQHddRdwyy3APfcs7RCGYRjrxJ6/h4HVfRcfJt71LuCtbx07CsM4fIxe0MHsURQpQ9v6Xv+pziZqwRVFIBDnNgMhiJD0EK3EvH0s0bAUWX4Xwyl9TPldl2x3ot73TKuig7fLpeK575YZjK6kuBt5FDPjRAXKssRs/jB+911vwyNHH8LjzjgFgeveeKRqMsFsNlvoIC3o0nGdfdal5WJiNixz7nqIASmJ16Xsw+y0Lq3O74eUZbuuTFrWa9GYKolVm4DJsdilGEHgdntZuC7PjuZl/efNJXv9IKIPAfjSBU9dzsx/vJddLHhs4ZURZn4HgHcAwIUXXri0qydNAzzzmcBFFy3rCIZhGPvHKr+HgdV9Fx82fvZngeuvB/70T8eOxDAOD+MIZgK0OVbMXBYx48mhl4GUb1gRYvk18CBHMeOMIvfhAgCTA3K2OGYi67qGDx6Ay+XWRVH0RB0RAYFQVRWodJjNZr2eWBGwIY3AIiCWigMoyIHRwlES44iyGEz5HJm7bHRRVGBm1PUsiuZ6DucCGM22ecfb2S4IpUeYo2qPa0YEAvXGWRExmEN6E7oS7ihCoTLZXfZ26D4dM9o7zFVmQvAeruBkthbyGKwYd3cRJIQATmX5TAFgt7B3WlMURe+CgJyTPKdLvY31gZm/7QR3cTeAJ6r75wMYNbf71KcCn/zkmBEYhmHsnZPxe/iwcfXVwBVXAN/1XWNHYhiHi3GUhcpqxrv9rGA3qzj1OIeQZx+L4By+vtt1v4fXNy1ms9k2Qyt9HC2y5BgiQId9wjrDmecYh4C6rrtjpuyrLqHWx869xqknufU15vUWArd5HrFkmH1oMK+3cr/3IodpEZDDsUydwO3iGa6BrLNsL5n3rhR7u3iN5eqLzbVkH/q4w5Jq2U5iH5bI63Nb1MsshmjDfYkIH2bijZOCvwPwFUT0FCKaALgYwDVjBjSbAeedB7z97WNGYRiGsTLW7nv4sBEC8E3fBLztbWNHYhiHi9FSccOs5SLxC4ReH3NnGBV7dvMt9eOKANV9t0AA+xbEycUZPvfxtr6GK+Joq9B6EHclzVVRZrOu3PsrRmXs87gkGZ8kRl5apIprNVHMhPfGLKUssfRC54wrGvgwB8OjbmZZNEqftRhq6VLnbOSVYtfrE0Kbe5HjuqjsLnc92/GJeB7ZmEydmw9N7zEZW6VHWvVuCKrHWN7v7uO2rZyc3TZxTURwJQGOwZSy0Y5Rt3MEeAT49DgAR6jbBkwps28cGIjopUR0N4CvB/CnRPSB9PgTiOhaAGDmFsCPA/gAgE8B+ENmHjW/+/nPx/7l228fMwrDMIwT56B+Dx82XvayaPh19tljR2IYh4uRepi7TGdXShzLpaMolP5gpB7VvrjWrwUAIvR6bityoFTaHeCycGPfIu08ikVyIADBe5TlRi8zWdd1l7X0AJEDPFCVFZow70Y4JbErGddhv7UeWaXPIXBy8Q4tQN1cY8dl2kcAMYNDl31v29ATuHLOQzOxoeEWqHsds4cPMtpK+q+T4zTrOH3elx6JVVVVb4SUnJO+OBAp0mu796XXyyxl5Syl4aQ+F13WvCthL3rHGRLnQwO7tFMZawozXw3g6gWP3wPgher+tQCuXWFouzKZAM9+NvCN3zh2JIZhGCfGQf0ePmw0TZzOcNllwCtfOXY0hnF4GEkwd5nEvrOx3AZbq3Ji6VPtl+p2wpSI0EgWNjCYutfLbGddsi3oEl/nXMwII7UDE+CTUGvamLWO/bltEqHoZYJFjPZKt7mFXBCIwjCKUC1AZcayPl8pkS4K1eMd+qOuqqpCSCXeAAEEtMmIK4bPKeOty7lJGXkBUn6dS8F9f91kbUOQcV3dhQCdVSciNSe5u6gxNBETh+5OYPdL1QMHgKEy9Gp0FEt/dpHHbOWzOkYPtGHsF2efDdx449hRGIZhGIeFRx8F7rgjCmfDMFbHaC7Z2WgrxEzvNgY9tyGJMe9Vr7M8R0ncEqLJVcpuRr8tD1CU4VJqPPR5JCJw6ARgSHpLi7yo67tMac70euU+HQIcAE5u317GTRFFQ6sQRXyMIpYPE8X50vFcGQht2j7G0PoWIIbvZZCjgZgI2qaZw3G68CAilBlOOVZTWgS54BBCyI+JcC2LNH85eLC6cDHMJA9FaYHuPhEQmm4tyyR45YJGvtDBHEvgcyk6g5wDh5Art2XtdYZb958zewTfXZig9MaaS7ZhGIZhGCcbZ5wBPPAAcNZZY0diGIeL0QSzZGQ9OndkoHM8HsLEkPm+QyMuQmeuFffZYlJWvXLonIkNbW8fnSAuey7LIbRom75DtJRgR4HnVGa1iY7boXO3bgOjrMqUXebk5k3wOY4ApFLu1ndCnImzWCYiwBFYlV1L+bpzLoraLDhThja/OAr/aBzWlUvP27q/fkGPaVKGW/D5tTmW9JOBmAFO6xKSEzenEvLhKCl5rg2x/D5eBEhl5l693x7x+abufU5C6M9mznFwNzO6qqpYn8Cc3NANwzAMwzBOLqx/2TBWzyiCmcHJsCn12obFY4pyCa68Tgld3V/rk/jO/c6B0XDfRds5h62tR1EURdpv303ZuQbzeVeWvMiMLDtLc+eELWOOgH4mVGen9ZxnAHB13wlaSq61U7c+Zn49BczmnSGW3kYbZenHdGm3NgmT48jr8kgq9bicj5Rl6/FUcuyqqtDUvvf6/B453hZX6+uF8crv8/kcOyF97enTgBCafKz5fG6l2IZhGIZhGIZh7CvjCGbm7ABdFEXqSS0Wbiflz8OfgoyAKooC8/m8JxCBrnw69wG3fXGu+2/z7OdhjzMtKPGlVH7MbS7x9nn7mIF1RRqvFJpeGbhkZ2XbahJF97bMKAEgivtNr180pkr/HK5VPuYOv2uRzyxmYCGem8rsxvWM/ddFISKX0LY1irLMc7GZU2k1y7xnpDVVorn1nREb63OKZeRQ2fv+zOn+xYuh+ddwbQzDMAzDMAzDME6EUXuYc0aYAC2MRNwSAYWLjtGgKEDJpV5fdJnjKNACilL1PCdDLlcARAxKRlNy7CzmKPXwuihsnXNZnLpC9tXP+O6VvfbSdg7Xi549vqzpIkfqPb4yl1IPLzYIizLD0b26K7vezXRLZ8x3ej5us7MbNtAdS2NmX4ZhGIZhGIZh7DejCWYRyMzbRZHuFe5GKFEv45n3soMw1CZd074zhQAACyhJREFU4gK9FxG52zZ7EcvDzO6xHl8XtDjtmZoptCDtl6z35ycDu6/V8LlsTKacv7V7us7+62MvKp0/1rENwzAMwzAMwzD2yuIU3goQQbwbO2UYATGD6m56f3ou8fHu90TZ6bh7OddlxrUTO4n7RewmRHuu2TtkkGU7LXK7LDVv207i2C0jvXAms2WaDcMwDMMwDMPYB0YtyY7sLes6zGDuZGg1FIDdXOT+Y+vG8cQ0nM18zH0tyOIvYmgYFh8MeR+LhKisr55BLRcwFglsbZKm9zHsxQa2G5oteny3YxmGYRiGYRiGYZwIo2WYgb44Ol7Bs+i1Xfl2P1urHapPhGVmgI8nwywCszenWmXbj/e4QwO0Y2Vo9XElZt2bvJuAFXfxReXdw/uLepUlXh33MC7LMBuGYRiGYRiGsR+M2MO8tzLlYxlJAZ0g1lnmE+0Z7o1hKpIg5QBy1MuILszeLnLVXrD/PknsHsd1A6/OryxLtG27UHTvtg7Dp/Lrh+dAIa8rAzHOHTLXx3PxQ/cta6Kbdn+ONpAcx5GcxrO59uJ9GIZhGIZhGIZhnAijCWadzZQy3UWjkBYJ31UYaPXi8IAk45kBQnG85tW77n8/0OLyePctc56jK3gSxrTYjG0ROqMsfcV7Fa/LELlWnm0YhmEYhmEYxn4wqukXgG1lxUMWlVPvl9h8LGLtZMhiDoXviZas6/Jw6SneS8b3eDPRWogPPz/D3mfDMAzDMAzDMIwThcYQF0T0IIA7V35g4zDx5cx89thBGOPyGL9rzgLwz0sIZ5lYzKvBYl4+By1e4LHFfKj+jzoJvovXKRZgveKxWHZmneKxWBazp+/iUQSzYRjGukJENzDzhWPHcTxYzKvBYl4+By1e4GDGfBBYp3Vdp1iA9YrHYtmZdYrHYjkxRnXJNgzDMAzDMAzDMIx1xQSzYRiGYRiGYRiGYSzABLNhGEafd4wdwGPAYl4NFvPyOWjxAgcz5oPAOq3rOsUCrFc8FsvOrFM8FssJYD3MhmEYhmEYhmEYhrEAyzAbhmEYhmEYhmEYxgJMMBuGYSSI6CIi+jQR3U5El44dzyKI6IlEdB0RfYqIPklEl6THH09Ef05Et6WfZ44dq4aICiL6f0T0J+n+U4jooyneq4hoMnaMGiI6g4jeQ0S3pLX++gOwxj+ZPhM3E9EfENHGuq0zEf0mET1ARDerxxauK0V+Lf17/DgRPWeNYv7F9Nn4OBFdTURnqOfekGL+NBF9xxgxHySO9b1LRNP02b09fZafvKQ4Fn63DrZ5PhF9gYhuSrcrlhGLOt7niOgT6Vg3LHh+Jf9GiOgZ6pxvIqKHiegnBtssbW2O53tjwWtfkba5jYhescR4dvxOGLx21/d0n2L5aSL6J/VevHCH1+7r3zw7xHKViuNzRHTTDq/d13XZd5jZbnazm90O/Q1AAeAOAE8FMAHwMQDPHDuuBXF+GYDnpN9PA3ArgGcCeDOAS9PjlwJ409ixDuL+zwB+H8CfpPt/CODi9PtvAPixsWMcxPvbAH44/T4BcMY6rzGA8wB8FsCmWt8fXLd1BvA8AM8BcLN6bOG6AnghgPcDIABfB+CjaxTztwMo0+9vUjE/M313TAE8JX2nFGN/Ptb1tpfvXQCvBvAb6feLAVy1pFgWfrcOtnm+fIetaH0+B+CsXZ5f+b+R9J7dhzi/diVrczzfG4PXPR7AZ9LPM9PvZy4pnoXfCcf7nu5TLD8N4HV7eB/39W+eRbEMnn8LgCtWsS77fbMMs2EYRuRrAdzOzJ9h5hrAuwG8ZOSYtsHM9zLzjen3LwL4FKJYegmiyEP6+R/GiXA7RHQ+gH8P4Mp0nwB8C4D3pE3WLd7TEf/jfycAMHPNzP+KNV7jRAlgk4hKAEcA3Is1W2dm/isADw0e3mldXwLgdzhyPYAziOjLVhNpx6KYmfmDzNymu9cDOD/9/hIA72bmOTN/FsDtiN8txmL28r2rPx/vAfCt6TtkX9nlu3WdGePfyLcCuIOZ71zycTLH+b2h+Q4Af87MDzHzvwD4cwAXLSOeXb4TlsoOa7MX9v1vnt1iSf9mvxvAH5zIMcbCBLNhGEbkPAB3qft3Y83/WEqlic8G8FEA5zLzvUD8ww/AOeNFto1fBfBfAIR0/0sA/Kv642Ld1vqpAB4E8FsUy8ivJKJTsMZrzMz/BOCXAPwjolD+AoC/x3qvs7DTuh6Uf5OvRMzyAQcn5nVhL+uVt0mf5S8gfocsjcF365CvJ6KPEdH7iehZy4wDAAP4IBH9PRG9asHzY3zeLsbOomeVa7OX7+Ox/j3q74Qhx3pP94sfT+Xhv7lDufqq1+abANzPzLft8Pyq1uUxYYLZMAwjsihjsbZjBIjoVAD/B8BPMPPDY8ezE0T0IgAPMPPf64cXbLpOa10ilpX9OjM/G8CjiCV/a0v6g+gliGXATwBwCoAXLNh0ndb5WKz75wREdDmAFsC75KEFm61VzGvGXtZrpWt6jO/WGxFLkf8NgLcC+KNlxZF4LjM/B/Hf8muI6HnDcBe8ZplrMwHwYgD/e8HTq16bvbDyf48LvhOGHOs93Q9+HcDTAFyAeAH1LYtCXfDYMtfmP2L37PIq1uUxY4LZMAwjcjeAJ6r75wO4Z6RYdoWIKsQ/6N7FzO9ND98vpXjp5wNjxTfguQBeTESfQyz5+hbEjPMZqXQYWL+1vhvA3cws2aX3IArodV1jAPg2AJ9l5geZuQHwXgDfgPVeZ2GndV3rf5PJQOhFAL6XUxMe1jzmNWQv65W3SZ/lx+GxlaAekx2+WzPM/DAzP5J+vxZARURnLSOWdIx70s8HAFyN7eX9q/68vQDAjcx8//CJVa8N9vZ9vNL12eE7occe3tMThpnvZ2bPzAHA/9zhGCtbm/Tv9jsBXLXTNqtYlxPBBLNhGEbk7wB8BUVX4Qli2dk1I8e0jdQH9E4An2LmX1ZPXQNAHEBfAeCPVx3bIpj5Dcx8PjM/GXFN/y8zfy+A6wC8PG22NvECADPfB+AuInpGeuhbAfwD1nSNE/8I4OuI6Ej6jEjMa7vOip3W9RoAP0CRrwPwBSnBHBsiugjA6wG8mJmPqqeuAXAxRWfnpwD4CgB/O0aMB4S9fO/qz8fLEb9D9j0Ttst3q97mS6V/moi+FvHv6M/vdyxp/6cQ0WnyO6Kp1M2DzVb9b2THLOEq1yaxl+/jDwD4diI6M1XhfHt6bN/Z5TtBb7OX93Q/YtF97C/d4Rir/Jvn2wDcwsx3L3pyVetyQqzCWcxudrOb3Q7CDdFx9FZE58jLx45nhxi/EbFs6uMAbkq3FyL29P0FgNvSz8ePHeuC2J+PziX7qYhC4nbE8r7p2PENYr0AwA1pnf8I0WF1rdcYwBsB3IL4h8bvIjo1r9U6I/6xfS+ABjHD8UM7rStiyeDb0r/HTwC4cI1ivh2x/0/+Df6G2v7yFPOnAbxg7M/Fut8Wfe8C+BlE4QEAG+mze3v6LD91SXHs9N36owB+NG3z4wA+iegofD2Ab1jiujw1Hedj6ZiyNjqelf0bQTQS/DyAx6nHVrI2x/m9cSGAK9VrX5k+O7cD+E9LjGfhdwJii8y1u72nS4jld9Pn4eOIIvjLhrGk+/v6N8+iWNLj/0s+J2rbpa7Lft8oBWoYhmEYhmEYhmEYhsJKsg3DMAzDMAzDMAxjASaYDcMwDMMwDMMwDGMBJpgNwzAMwzAMwzAMYwEmmA3DMAzDMAzDMAxjASaYDcMwDMMwDMMwDGMBJpgNwzAMwzAMwzAMYwEmmA3DMAzDMAzDMAxjASaYDcMwDMMwDMMwDGMB/x9IqYCa+dN7jQAAAABJRU5ErkJggg==\n",
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      "text/plain": [
       "<Figure size 1296x360 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "attack_mobile_photo_features = imq(attack_mobile_photo)\n",
    "\n",
    "f, ax = pyplot.subplots(1, 3, figsize=(18, 5))\n",
    "ax[0].imshow(bob.io.image.to_matplotlib(attack_mobile_photo))\n",
    "ax[0].set_xticks([])\n",
    "ax[0].set_yticks([])\n",
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    "ax[0].set_title('Attack displayed on smartphone')\n",
    "ax[1].plot(range(real_features.shape[0]), real_features, 'b:', label='real')\n",
    "ax[1].plot(range(attack_mobile_photo_features.shape[0]), attack_mobile_photo_features, 'r-', label='attack')\n",
    "ax[1].set_title('Image Quality Measures')\n",
    "ax[1].legend()\n",
    "ax[2].plot(range(n_viz), real_features[:n_viz], 'b:', label='real')\n",
    "ax[2].plot(range(n_viz), attack_mobile_photo_features[:n_viz], 'r-', label='attack')\n",
    "ax[2].set_title('Image Quality Measures - Zoom (1-20)')\n",
    "ax[2].legend()\n",
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    "pyplot.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
Guillaume HEUSCH's avatar
Guillaume HEUSCH committed
187
      "image/png": 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\n",
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      "text/plain": [
       "<Figure size 1296x360 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "attack_print_features = imq(attack_print)\n",
    "\n",
    "f, ax = pyplot.subplots(1, 3, figsize=(18, 5))\n",
    "ax[0].imshow(bob.io.image.to_matplotlib(attack_print))\n",
    "ax[0].set_xticks([])\n",
    "ax[0].set_yticks([])\n",
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    "ax[0].set_title('Attack displayed on paper')\n",
    "ax[1].plot(range(real_features.shape[0]), real_features, 'b:', label='real')\n",
    "ax[1].plot(range(attack_print_features.shape[0]), attack_print_features, 'r-', label='attack')\n",
    "ax[1].set_title('Image Quality Measures')\n",
    "ax[1].legend()\n",
    "ax[2].plot(range(n_viz), real_features[:n_viz], 'b:', label='real')\n",
    "ax[2].plot(range(n_viz), attack_print_features[:n_viz], 'r-', label='attack')\n",
    "ax[2].set_title('Image Quality Measures - Zoom (1-20)')\n",
    "ax[2].legend()\n",
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    "pyplot.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Results of a complete experiment on this database\n",
    "\n",
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    "- Features are extracted for some frames in the video sequences\n",
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    "- A classifier is learned to discriminate real access from presentation attacks\n",
    "\n",
    "![](data/svm.jpg)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy\n",
    "\n",
    "score_file = bob.io.base.HDF5File('data/iqm/replaymobile_IqmScores_SVM.hdf5')\n",
    "\n",
    "scores_dev_real = score_file.read('devel/real')\n",
    "scores_dev_matte_photo = score_file.read('devel/mattescreen-photo/attack')\n",
    "scores_dev_matte_video = score_file.read('devel/mattescreen-video/attack')\n",
    "scores_dev_matte = numpy.concatenate((scores_dev_matte_photo, scores_dev_matte_video))\n",
    "\n",
    "scores_eval_real = score_file.read('test/real')\n",
    "scores_eval_matte_photo = score_file.read('test/mattescreen-photo/attack')\n",
    "scores_eval_matte_video = score_file.read('test/mattescreen-video/attack')\n",
    "scores_eval_matte = numpy.concatenate((scores_eval_matte_photo, scores_eval_matte_video))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Performance obtained when the attack is displayed on a screen"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
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      "image/png": 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\n",
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      "text/plain": [
       "<Figure size 1080x360 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "from plot import plot_scores_distributions\n",
    "plot_scores_distributions([scores_dev_matte_photo, scores_dev_real], \n",
    "                          [scores_eval_matte_photo, scores_eval_real],\n",
    "                          title='Score Distribution - Screen (mobile + tablet)')"
   ]
  },
  {
   "cell_type": "code",
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   "execution_count": 9,
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   "metadata": {},
   "outputs": [
    {
     "data": {
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      "image/png": 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\n",
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      "text/plain": [
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       "<Figure size 504x360 with 1 Axes>"
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      ]
     },
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     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "from plot import plot_det\n",
    "plot_det([scores_dev_matte_photo, scores_dev_real], [scores_eval_matte_photo, scores_eval_real], [1, 60, 1, 60])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Performance obtained when the attack is printed"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
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    {
     "data": {
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      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x360 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
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      "text/plain": [
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       "<Figure size 504x360 with 1 Axes>"
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      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
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    "scores_dev_print_fixed = score_file.read('devel/print-fixed/attack')\n",
    "scores_dev_print_hand = score_file.read('devel/print-hand/attack')\n",
    "scores_dev_print = numpy.concatenate((scores_dev_print_fixed, scores_dev_print_hand))\n",
    "\n",
    "scores_eval_print_fixed = score_file.read('test/print-fixed/attack')\n",
    "scores_eval_print_hand = score_file.read('test/print-hand/attack')\n",
    "scores_eval_print = numpy.concatenate((scores_eval_print_fixed, scores_eval_print_hand))\n",
    "\n",
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    "plot_scores_distributions([scores_dev_print, scores_dev_real], \n",
    "                          [scores_eval_print, scores_eval_real],\n",
    "                          title='Score Distribution - Print')\n",
    "\n",
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    "plot_det([scores_dev_print, scores_dev_real], [scores_eval_print, scores_eval_real], [1, 60, 1, 60])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Comparing attack types"
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   ]
  },
  {
   "cell_type": "code",
Guillaume HEUSCH's avatar
Guillaume HEUSCH committed
367
   "execution_count": 11,
368 369 370
   "metadata": {},
   "outputs": [
    {
Guillaume HEUSCH's avatar
Guillaume HEUSCH committed
371
     "data": {
Guillaume HEUSCH's avatar
Guillaume HEUSCH committed
372
      "image/png": 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\n",
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      "text/plain": [
       "<Figure size 504x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
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    }
   ],
   "source": [
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    "from plot import compare_dets\n",
    "scores_neg = [scores_eval_matte, scores_eval_print]\n",
    "scores_pos = [scores_eval_real, scores_eval_real]\n",
    "compare_dets(scores_neg, scores_pos, ['screen', 'print'], [1, 60, 1, 60])"
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   ]
  },
  {
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   "cell_type": "markdown",
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   "metadata": {},
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   "source": [
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    "**As you can see, it is easier to detect print attacks.**"
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   ]
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  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
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  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}