COVID_19_Chile_tests_positivos_informados.ipynb

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  "metadata": {
    "colab": {
      "name": "COVID-19-Chile-tests-positivos-informados.ipynb",
      "provenance": [],
      "collapsed_sections": [],
      "authorship_tag": "ABX9TyNR3cuXL1yGXElWr4ehzfN2",
      "include_colab_link": true
    },
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
    }
  },
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "view-in-github",
        "colab_type": "text"
      },
      "source": [
        "<a href=\"https://colab.research.google.com/github/alonsosilvaallende/COVID-19/blob/master/COVID_19_Chile_tests_positivos_informados.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "Ke2uH7rYjkA7",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "import numpy as np\n",
        "import matplotlib.pyplot as plt\n",
        "import pandas as pd\n",
        "plt.style.use('seaborn')"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "38u1Fo6Sh76n",
        "colab_type": "text"
      },
      "source": [
        "Data downloaded from\n",
        "https://docs.google.com/spreadsheets/d/1N0iLu6dVBD5hr0i1Yk4d_gs9GQIYrvkuURe4ZX9_Hu4/edit#gid=0\n",
        "as CSV file to Google Drive."
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "dHfWirPVjsAU",
        "colab_type": "code",
        "outputId": "93db0c4f-3af6-4726-a7d1-e2daa0757504",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 35
        }
      },
      "source": [
        "from google.colab import drive\n",
        "drive.mount('/content/gdrive')"
      ],
      "execution_count": 2,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Drive already mounted at /content/gdrive; to attempt to forcibly remount, call drive.mount(\"/content/gdrive\", force_remount=True).\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "a7GOUqyFkZuB",
        "colab_type": "code",
        "outputId": "4065487a-3f53-4d49-d1cc-5331490c6012",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 309
        }
      },
      "source": [
        "full_data_raw = pd.read_csv(\"gdrive/My Drive/2020-04-07-Avance-coronavirus.csv\", index_col=\"Día\")\n",
        "full_data_raw.head()"
      ],
      "execution_count": 3,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
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              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>Tests informados día</th>\n",
              "      <th>Personas con tests informados</th>\n",
              "      <th>% aumento</th>\n",
              "      <th>% positividad sobre tests del día</th>\n",
              "      <th>% positividad sobre tests acumulados</th>\n",
              "      <th>Positivos día</th>\n",
              "      <th>Positivos acumulados</th>\n",
              "      <th>% aumento.1</th>\n",
              "      <th>Hospitalizados en unidades críticas</th>\n",
              "      <th>% aumento.2</th>\n",
              "      <th>% hospitalizados / casos positivos</th>\n",
              "      <th>Ventilación mecánica</th>\n",
              "      <th>% ventilados / casos positivos</th>\n",
              "      <th>Estado crítico</th>\n",
              "      <th>% críticos / casos positivos</th>\n",
              "      <th>Recuperados estimados día</th>\n",
              "      <th>Recuperados estimados total</th>\n",
              "      <th>% aumento.3</th>\n",
              "      <th>% respecto de casos positivos</th>\n",
              "      <th>Fallecidos día</th>\n",
              "      <th>Fallecidos acumulado</th>\n",
              "      <th>% aumento.4</th>\n",
              "      <th>% letalidad</th>\n",
              "      <th>Casos activos</th>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Día</th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
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              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>3-Mar-2020</th>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
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              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4-Mar-2020</th>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>2</td>\n",
              "      <td>3</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
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              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>5-Mar-2020</th>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>1</td>\n",
              "      <td>4</td>\n",
              "      <td>33.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
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              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>6-Mar-2020</th>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>1</td>\n",
              "      <td>5</td>\n",
              "      <td>25.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
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              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>7-Mar-2020</th>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>2</td>\n",
              "      <td>7</td>\n",
              "      <td>40.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
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              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "            Tests informados día  ...  Casos activos\n",
              "Día                               ...               \n",
              "3-Mar-2020                   NaN  ...            NaN\n",
              "4-Mar-2020                   NaN  ...            NaN\n",
              "5-Mar-2020                   NaN  ...            NaN\n",
              "6-Mar-2020                   NaN  ...            NaN\n",
              "7-Mar-2020                   NaN  ...            NaN\n",
              "\n",
              "[5 rows x 24 columns]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 3
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "LLOSk70SlbtT",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "tests_raw = full_data_raw[\"Tests informados día\"]\n",
        "index_ = tests_raw[tests_raw > 0].keys()[0]\n",
        "tests_raw = tests_raw[index_:]"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "0ir-bcOCmGoG",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "positive_tests = full_data_raw[\"Positivos día\"]\n",
        "positive_tests = positive_tests[index_:]"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "lu1-AWlKmmwb",
        "colab_type": "code",
        "outputId": "ac761562-34d1-4158-c8fd-7f6b2b8b9ab4",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 590
        }
      },
      "source": [
        "fig, ax = plt.subplots(figsize=(14,8))\n",
        "ax.bar(tests_raw.keys(), tests_raw, 0.35, label=\"Tests informados\")\n",
        "ax.bar(positive_tests.keys(), positive_tests, 0.35, color='C2', label='Tests positivos')\n",
        "for i, val in enumerate(tests_raw):\n",
        "  ax.text(i-0.3, val+50, str(int(val)), fontsize='x-large')\n",
        "for i, val in enumerate(positive_tests):\n",
        "  ax.text(i+0.2, val, f\"{int(val)}\\n{100*val/tests_raw.iloc[i]:.1f}%\", fontsize='x-large')\n",
        "\n",
        "ax.annotate('Fuente: Ministerio\\nde Salud de Chile', (0,0), (-80,-40), fontsize='x-large', xycoords='axes fraction', textcoords='offset points', va='top')\n",
        "\n",
        "ax.tick_params(labelrotation=90)\n",
        "\n",
        "ax.set_title(f'COVID-19: Número de tests positivos y tests informados en Chile', fontsize='x-large')\n",
        "ax.set_xlabel(f'fecha (día-mes-año)', fontsize='x-large')\n",
        "ax.set_ylabel(f'número de tests', fontsize='x-large')\n",
        "\n",
        "plt.legend(fontsize='x-large')\n",
        "plt.xticks(tests_raw.keys(), fontsize='x-large')\n",
        "plt.yticks(fontsize='x-large')\n",
        "plt.savefig(\"2020-04-07-Chile-Tests.png\", bbox_inches='tight', format='png', dvi=700)"
      ],
      "execution_count": 6,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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+yL6rVauRbfsoIiIikhFNpxSRf4S4uDjmzJnJyJGjABg6dAR+fm9ia2tL/vz5\n8fFpzp9//kl8fDy3bt3iypXL+Pi0wN7eHnt7e3x8WnL9+jWio28/sm87O7vs3jURERGRNDQSJyL/\nCOvWraFcufK8+qoXAK1atTO3Xb16hU2b/oOPjw92dnbY2dlRo4Yz27dvpUKFStjY2BAc/BU1a9ai\nYMFCj+1bREREJCdpJE5ELF5MTAwbNnxBnz4D0iy/du0qjRr9i86d25A3bz6mT59ubpsyZSYnTvyP\n5s0b4+3txeHDB5k0aXKW+xYRERHJKSriRMTibd26ifLlK1KjRs00y0uUKMnevfvZsGEbYNCrVy+S\nkpJISkpi1KjhuLq6sWPHHnbs2IO7ez1GjhxKfPy9LPUtIiLyorp27SpNmnhw8uSJLK1//vw5fH07\n07SpJ9evX/ub0z2d338/gJeXG7du3crpKFmi6ZQiYvFCQr6hWbMWmbaXLFmK0aMn0KJFEw4fPkhi\nYiJnz55h6dKPsbOzB2DIkBFs2bKR338/kGba5OP6FhERy9VnRki2b/PjsU2yvO7MmVPYtetrAAzD\nIDExERsbG0wmEwA9e/ahd+9+T5UjJSWFtWvX4OfX+4lfW6JEyXQ3AHuUbds2AyaCg/diY2PzxNuT\n9DQSJyIW7erVK5w+fQoPj9SF1x58fbtgGIZ5WWJiAgDW1tYkJSVhGAapmklKSiIlJeWxfYuIiGSX\nMWMmEBISSkhIKEuWrAJg3bpN5mVPW8ABnDp1kjVrVj2rqI8UGxtLqVKlVMA9QyriRMSinTjxP2xt\nbSlTpqx5mbNzLcLDb7BkyQLi4uKIiYlhyZIFlCpViipVqppvYLJ06ULu3Inl7t27rFy5hEKFClOz\npssj+xYREXleJCYmsmjRPDp3bkvTpp707t2D/fv/b4Ts+PFjDBrUFx+fhrz+emNGjRrO9evXOHjw\ndwYO7E1cXBxNmniwe3cw8fH3mDFjMm3a+ODt7YWfXxdCQvZkuN2rV6/g5eXGiRP/A6BTp9Zs3bqR\nSZPG0axZQ9q29WHTpv8AMHHiWIKDd7B/fyhNmnhw7dpV7tyJZebMKXTo0JKmTT15660+HDlyyNx/\np06tWb16Jb6+nRk1ajgAXl5u7Nr1NYMG9aFpU0/69evJ1atXmD17Jq+/3oh27ZqnyXvixAmGDx9E\n8+ZNaN68CePHjyIiItzcfvLkCfr29cPb24v+/XsRFnY+zT6Gh4czceJYWrduxmuv1WfkyCGcP3/O\n3B4cvIM33uiEt7cXbdr4MGfOTBITE5/yTD45FXEiYtEiIsLJn78AVlb/9+esWDEH5s5dzP/+d5RW\nrbzp1q0dt2/fYsWKFdjb2xUNkyUAACAASURBVFOgQAE++mghFy6co0uXtnTq1JqzZ88wZ84C8uXL\n98i+RUREnhfLly/mwIFfmDdvMbt27aNTpy6MH/8e4eE3AQgMnEjt2m7s2PEtmzZtp0CBgixaNA8X\nl9qMGTOB3LlzExISymuvvc769es4fvwYn34axDfffE///oOZPj2QqKioLGVZu3YN7dp15Ouvv6VT\np+4sWDCH27dvMXnyDHx8WvCvf3kQEhJKiRIl+eCDqZw79yfLln3C119/i7OzC6NHjyQ2Ntbc386d\nXxEYOJ0PPphrXrZxYxATJ05mw4ZtREZGMGRIf2rVcmH79t14eTVg3rwPzesOHz6cChUqsX37N6xf\nv5WoqAgWL54H3J9KOmHCaKpWfYUdO/bg7/9vNm/ekGZ//P1HkZSUxNq1G9i6dSeFCxdh7Nh3SElJ\n4caN60ybFsjw4e+xe/cPLF++mkOHDrJ9+9anPpdPStfEiYhF69SpG506dUu3vGrVaixcuDzNMgeH\n/Ny8GQNA5cpOfPTRoqfqW0REJKelpKSwffsWRo3yp1QpR+D+43U2b97IN98E06OHH7GxMdjb58ba\n2hpr63z4+/870y8mY2NjyJXLGnt7e6ysrGjQoBG7du2jcOGC5v87H8XNrS61a7sB8Nprr7Ns2UIu\nXbqU7tE9MTExhITsYc6chTg4FAegX7+32LhxPb/88jNNm74GQO3ablSsWCnNa5s0aWbe1+rVaxIW\ndgFvbx8APD3rs3XrJu7evUuePHnYvHkzt27dw9ramgIFCvDqq14EB+8A4Pjx/3H16hV69eqLnZ09\nL79cnlat2jJ//hwATp8+xbFjRwgK2kKBAgUBGDBgCJ06teLEif+RO3ceUlJSyJMnLyaTiRIlSvLJ\nJ2uz9UtfFXEiIiIiIhYmKiqS2NhYpkyZxNSpAeblKSkpXL/uDMDgwcP46KMP2LlzO+7u9WjUqCmu\nrnUy7K9Dhy6Ehv5E+/bNcXOrS716Hrz22utZzuPoWNr8b3v7+zcNe/iOzwBXr17GMAzKl69gXmZr\na0vx4i9x5col87KSJUule23x4i+l2YaDg4P55wc3KktISCBPnjz897//Ze7ceVy4cIGkpESSk5PN\nRePNm9exsbFJ01/qPFeuXMbGxobSpcuYl5UoUQIbGxsuX76Et7cP7dp1YsiQflSrVh03t3o0a9Y8\nWy+/0BwhEREREREL86BomT17gflGJyEhoezdu5+RI0cD0KJFazZv/ppevfpy61YU7777NkuWLMiw\nvxIlSrJmTRDTp8+mVClHPvlkBb1790gzxfFRrKxyZWm9hIRHXTdmMv/L2jr9TVCsrEwP/ZxxKRMW\ndoGhQ4fi6dmArVu/JiQklP79B6XJ8PDNzFJS0t4MLfXN0R4wDAOTyYTJZOK998YSFLSFxo1f49Ch\nP/D17cxPP/3wiH17tjQSJyL/GH/1VtFPcttnERGRnJQvXz4KFSrM6dMnzdMY4f5NR0qUKInJZOLW\nrVsUKlQIH58W+Pi04KuvvmT+/DkMGvR2uv7i4uKwsjLh6loHV9c69O7dj7ZtXyc0NBRX11efWW5H\nx/vTIc+ePUOxYvdH0u7evcONG9coU6bMo16aZadOnSAlJQVf395YW98vd1I/087BwYHk5GTCw2+a\nM5w9eyZVxtIkJSURFnaesmVfBu4XhklJSZQuXZaUlBRiY2MoWbIUXbp0p0uX7kyePIlt2zbj6Vn/\nmezD42gkTkRERETEAnXo0Jl16z7jxInjJCcn89NPP+Dn14VTp05y48Z12rV7nb17vyU5OZn4+Huc\nOXPKPOXPzs6O+Ph4rl27SlxcHP7+o/jgg6lER0djGAanTp0kMTGRcuXKPdPMhQsXwcOjPp98soKI\niHDi4uJYunQh+fMXoF49j2eyjZIlHUlOTubYsSPcvXuXjRuDuHbtCjEx0dy7d49q1WpQsGBB1qz5\nmPj4e/z55xl27txufn3VqtWoWLESS5YsJDY2lujoaJYuXUilSlVwcqrKt99+Q69e3Tl9+hSGYRAV\nFcmVK5coU+bZHqtH0UiciIiIiIgF8vN7kzt37jB69Aju3r1D6dJlmTAhECenqgAEBEzhk09WMGVK\nALa2dlSvXoOAgMnA/RuRvPxyebp378DQoSMYM2YCc+bMpEuXNiQnJ1OiREnGjJmAk5NTlm5s8iT8\n/QP46KMP6dPHl6SkRF55pToLFy4nd+7cz6T/6tVr0KdPH8aMeQdr61y0bt2e99+fwdtvD6RTp1Z8\n9dUeZs78iFmzZtCiRVMqVKiIn9+bvP/+RABMJhMzZszho48+pFu3dlhZ5cLVtTazZ8/HZDLh7e3D\nxYthjB37DlFRUeTPnx8Pj/r07TvwmeTPCpOR0YRPeSae9S/83y31nfssiXJnv+c1+z91OuXzerwf\nx1Jzg+VmV+7sZam5wXKzK3f2s9TslpTbwSH/E79G0ylFREREREQsiIo4ERERERERC6IiTkRERERE\nxIKoiBMREREREbEgKuJEREREREQsiIo4ERERERERC6IiTkRERERExIKoiBMREREREbEgKuJERERE\nREQsiIo4ERERERF5bnTv3oH//Gddhm2rV6+kTx/fbE70/LHO6QAiIiIiIjnhVL/e2bOdVP+usnJ1\nll83c+YUdu36GgDDMEhMTMTGxgaTyQRAz5596N2731NlSklJYe3aNfj59X6q1/+dvvhis/nfMTEx\n7N4dTIcOnQHo3bvfU+/zP4lG4kREREREnkNjxkwgJCSUkJBQlixZBcC6dZvMy/5KMXPq1EnWrFn1\nrKL+bX777Ve2bNmQ0zGeOyriREREREQsUGJiIosWzaNz57Y0bepJ79492L8/1Nx+/PgxBg3qi49P\nQ15/vTGjRg3n+vVrHDz4OwMH9iYuLo4mTTzYvTuY+Ph7zJgxmTZtfPD29sLPrwshIXsy3O7Vq1fw\n8nIjJGQPffq8QZMmnvTq1Y2zZ8+Y1wkLu8A777xNixZN8fFpyPjxowgPv2lu/+KLz825O3RoyapV\nyzAMA4BOnVqzbt1nBAfvICBgPOfPn6NJEw+OHDnEqlXL8PPrQmxsLE2aePDjj9+nyTZtWiDvvTcM\ngPDwcCZOHEvr1s147bX6jBw5hPPnz5nXDQ7ewRtvdMLb24s2bXyYM2cmiYmJf/3EZAMVcSIiIiIi\nFmj58sUcOPAL8+YtZteufXTq1IXx498zF0uBgROpXduNHTu+ZdOm7RQoUJBFi+bh4lKbMWMmkDt3\nbkJCQnnttddZv34dx48f49NPg/jmm+/p338w06cHEhUVlen2g4I+Z/LkmXz11W4qVarCuHHvmqd9\njhw5hFKlHNm4cTtBQVu4c+cO778/EYAjRw6xYsVipk37kG+//YlZs+azY8c2fv75pzT9v/56S3r2\n7MPLL5cnJCSUmjVrmdvy5ctHvXoefP/9d+ZlSUlJ/Pjj9zRr1hwAf/9RJCUlsXbtBrZu3UnhwkUY\nO/YdUlJSuHHjOtOmBTJ8+Hvs3v0Dy5ev5tChg2zfvvWZnZ+/k4q4TCQkJBAeHk54eDhJSUk5HUdE\nRERExCwlJYXt27fg6/smpUo5Ym1tTatW7Xj55Qp8800wALGxMdjb58ba2pq8efPh7/9v3n9/eob9\nxcbGkCuXNfb29lhZWdGgQSN27dpH4cKFM83Qtm0HHB1LkydPHnx9e3PlymXOnj3D/v0/ERUVxeDB\nw8iTJw+FCxfhzTf78fvvB4iMjCA2NgYwkTdvXgAqVKjIxo3b8fDweqJj4O3djJ9++t78Wf233/5L\nYmIC9es34sSJExw7doQhQ4ZToEBB8ubNx4ABQ7h06SInTvyPO3fukJKSQp48eTGZTJQoUZJPPllr\nvvbueacbmzxkw4YNrFu3jlOnTpGSkgJArly5qFGjBj179qRFixY5nFBEREREXnRRUZHExsYyZcok\npk4NMC9PSUnh+nVnAAYPHsZHH33Azp3bcXevR6NGTXF1rZNhfx06dCE09Cfat2+Om1td6tXz4LXX\nXn9khrJly5n/XapUKQBu3rzBlSuXKV78JfLkyWNuL126DABXrlymTp26/OtfHvTo0ZFatVxxc6vH\n66+3wMGh+BMdA0/PBsyYMZmDB3/Hza0ue/d+i5dXQ3Lnzs3JkxexsbExbxegRIkS2NjYcPnyJby9\nfWjXrhNDhvSjWrXquLnVo1mz5pQpU/aJMuQUFXGpLFmyhLVr19KjRw9GjBhBoUKFMAyDqKgoDh48\nyOTJkwkPD6dnz545HVVEREREXmB2dvYAzJ69gNq13TJcp0WL1tSv34jQ0B8IDf2Bd999m86duzNo\n0Nvp1i1RoiRr1gRx6NAf/Pzzj3zyyQrWrl3Dl19uyTTDgwEPgP9/ORsmk4mEhEddV2bC1taWadM+\n5Ny5P/nxx+/Zty+ENWtWsWDBMqpWrfb4nf//7O3t8fRswN69Ibi41OaHH/bi7/9v4P6sugfX2KVm\nGAYmkwmTycR7743ljTd68sMP+/jxx32sWfMx06bNwtOzfpYz5BQVcals3bqVlStXUrVq1XRtjRs3\nxtvbm2HDhmW5iCtcOA/W1rmedcy/lYND/pyO8FSUO/tZcvbMPM/79DxnexRLzQ2Wm125s5el5gbL\nzf4sc596/CrP3NPmv3bt/qhWkSJ5cXDIj4NDfooUKcLVqxdwcGhsXu/SpUs4OjpiMpmIjIykQoVS\nVKjQFV/frmzcuJFp06YxadJ48ue3x2QymfPcvXsXKysbmjVrRLNmjXj33RHUr1+f0NBQmjVrliZL\nfPz9aZDR0eHm158+fQ2AqlUrYG2dwiefXCN3bhP58uUD4OTJQ5hMJmrVqkqBArm5e/cudevWom7d\nWowcORQ/Pz/27dtN/fr1yJXLinz57HBwyE/evHZYW+cyb+fhnzt2bEdAQABt27bEysqKFi1ew9ra\nmjJlypCUlERMzE0qVKgAwLlz50hKSqJmzaoULZqX6OhonJ2dcHZ2YsiQAYwePZrg4G20a/f8z7xT\nEZdKRESE+SRnpEqVKkRGRma5v6iou88iVrZxcMjPzZsxOR3jiSl39rPk7I/yvO6TpR5vS80Nlptd\nubOXpeYGy81uqblTe9r8t27d/1wZGXkHO7v7fbRr14nly1dQsWI1Kleuwv79oQQEjGPRopUULlyY\nLl3a8u9/T6V+/UYkJSXyxx+HKV26LDdvxpCQYHDv3j2OHDlFwYKF8PcfReHChRk+fBT58+fn0KE/\nSEhIoFy5cukyR0beAWDt2i+oXLkmBQoUYMGCxZQtW45ChUpQvXpB8uXLz5QpMxg6dDgxMTHMnTsP\nT8/6JCfbMH/+Yvbs+YZp0z7E0bE0V69e4erVa3h5NeLmzRiSk1OIjY3n5s0YkpLg5s1wTp++SO7c\n9ty5E09SUrI5U9WqLsTF3WP+/IU0atSUqKg4AGrWrEnFipWYNm0m/v7/JiUlhRkzZlKpUhWKFy9L\nUNAmFi+ezwcfzKVSpcrcuhXFn3+eo3p152z/HXuawl5FXCqVK1dm/fr1+Pn5Zdi+du3aDEfpRERE\nRESym5/fm9y5c4fRo0dw9+4dSpcuy4QJgTg53f+8GhAwhU8+WcGUKQHY2tpRvXoNAgImA+DmVpeX\nXy5P9+4dGDp0BGPGTGDOnJl06dKG5ORkSpQoyZgxE3Bycsq0qGnVqg3jx7/L+fPnKFOmLFOnfghA\n7ty5mT17PgsWfES7di2wt7fHw8OLwYPv3/q/a9c3CA+/yeDBfYmJiaVw4cLma9Qe1qBBY7Zu3USH\nDi0JDJyart3GxoaGDRvz1VdfMnDgEPNyk8nEjBlz+OijD+nWrR1WVrlwda3N7NnzMZlMeHv7cPFi\nGGPHvkNUVBT58+fHw6M+ffsO/GsnJZuYjIwmi76gDhw4wFtvvYWDgwPVqlWjQIECGIbBrVu3OHbs\nGNHR0axYsQJnZ+cs9Wdp3xRZ6rdbyp39ntfsfWaE/KXXfzy2yTNK8mw9r8f7cSw1N1huduXOXpaa\nGyw3u3Jnv4yyX716hc6d27By5ZonuoYtO1nSMddI3F/k5ubGN998w7Zt2zh69ChhYWEAFC1alF69\netGqVSsKFSqUwylFRERERORFpiLuIUWKFKF3796EhYWZH25YrFgxHB0dcziZiIiIiIiIirg0kpOT\nWbBgAUFBQdy+fTtNm4ODA35+fvTv3z+H0omIiIiI5LySJUvx448HcjrGC01FXCozZ87kp59+Yty4\ncdSoUYOCBQuanxN36NAhVq5cSWxsLCNHjszpqCIiIiIi8oJSEZfKnj17+PTTTylTpkya5Q4ODlSp\nUgU3Nzf8/PxUxImIiIiISI6xyukAz5M7d+5QrFixTNuLFy9ObGxsNiYSERERERFJS0VcKtWrV2fR\nokUkJiama0tISGDevHm4urrmQDIREREREZH7NJ0yFX9/fwYMGEBQUBCVKlVK85y4M2fOULx4cZYv\nX57TMUVERERE5AWmIi6VihUrsnPnTr7//nuOHDlifsRAjRo1GDx4MF5eXtjY2ORwShEREREReZGp\niHuIra0t7u7u5M2bN81z4qpXr64CTkREREREcpyKuFTu3LlDQEAAwcHBJCUlYWtri2EYJCYmYmdn\nR/v27Rk/fjy2trY5HVVERERERF5QurFJKu+//z7Xr19n9erVHDx4kMOHD3PkyBF+++03lixZwsmT\nJ5k6dWpOxxQRERERkReYRuJSCQ0NZcuWLekeM5A3b148PDyoWLEibdq0ITAwMIcSioiIiIjIi04j\ncakkJydjZ2eXabu9vX2Gjx8QERERERHJLiriUnF1dSUwMJDw8PB0bVevXiUgIABPT88cSCYiIiIi\nInKfplOmMmnSJIYNG0b9+vUpWrQoBQsWND8nLioqCjc3N+bNm5fTMUVERERE5AWmIi6Vixcv8tln\nn/Hnn39y5MgRIiMjMZlMFClSBGdnZ6pUqZLTEUVERERE5AWnIi4VX19fypYty8SJE+ncuXNOxxER\nEREREUlH18SlYmtry/jx4wkICKB///4cPnw4pyOJiIiIiIikoSIuFZPJRKNGjfjqq69wdnamb9++\nvPHGG6xevZpz587ldDwREREREREVcRnJkycPb7/9NiEhITRs2JAvv/yS5s2bU6tWLRo0aJDT8URE\nRERE5AWma+IeIX/+/AwYMIABAwZw+fJljhw5kuHjB0RERERERLKLirhUDMPItM3R0RFHR8dsTCMi\nIiIiIpKeplOm8vHHH+d0BBERERERkUdSEZeKm5tbTkcQERERERF5JBVxIiIiIiIiFkRFnIiIiIiI\niAVRESciIiIiImJBVMSJiIiIiIhYEBVxIiIiIiIiFkRFnIiIiIiIiAVRESciIiIiImJBVMSJiIiI\niIhYEBVxIiIiIiIiFkRFnIiIiIiIiAVRESciIiIiImJBVMSJiIiIiIhYEBVxIiIiIiIiFkRFnIiI\niIiIiAVRESciIiIiImJBVMSJiIiIiIhYEBVxIiIiIiIiFkRFnIiIiIiIiAVRESciIiIiImJBVMSJ\niIiIiIhYEBVxIiIiIiIiFkRFnIiIiIiIiAVRESciIiIiImJBVMSJiIiIiIhYEOucDvC8SkhIIDo6\nGoBChQphba1DJSIiIiIiOU+VyUM2bNjAunXrOHXqFCkpKQDkypWLGjVq0LNnT1q0aJHDCUVERERE\n5EWmIi6VJUuWsHbtWnr06MGIESMoVKgQhmEQFRXFwYMHmTx5MuHh4fTs2TOno4qIiIiIyAvKZBiG\nkdMhnhc+Pj7MmzePqlWrZth+5MgRhg0bxnfffZel/pKSkrG2zvUsI4rII7R+98u/9Prts9s+oyQi\nIiIifx+NxKUSERFBhQoVMm2vUqUKkZGRWe4vKurus4iVbRwc8nPzZkxOx3hiyp39LDn7ozyv+2Sp\nx9tSc4PlZlfu7GWpucFysyt39rPU7JaU28Eh/xO/RnenTKVy5cqsX78+0/a1a9dmOkonIiIiIiKS\nHTQSl8q7777LW2+9xbp166hWrRoFChTAMAxu3brFsWPHiI6OZsWKFTkdU0REREREXmAq4lJxc3Pj\nm2++Ydu2bRw9epSwsDAAihYtSq9evWjVqhWFChXK4ZQiIiIiIvIiUxH3kCJFitC7d2/CwsKIiooC\noFixYjg6OuZwMhERERERERVxaSQnJ7NgwQKCgoK4fft2mjYHBwf8/Pzo379/DqUTERERERFREZfG\nzJkz+emnnxg3bhw1atSgYMGC5ufEHTp0iJUrVxIbG8vIkSNzOqqIiIiIiLygVMSlsmfPHj799FPK\nlCmTZrmDgwNVqlTBzc0NPz8/FXEiIiIiIpJj9IiBVO7cuUOxYsUybS9evDixsbHZmEhERERERCQt\nFXGpVK9enUWLFpGYmJiuLSEhgXnz5uHq6poDyURERERERO7TdMpU/P39GTBgAEFBQVSqVCnNc+LO\nnDlD8eLFWb58eU7HFBERERGRF5iKuFQqVqzIzp07+f777zly5Ij5EQM1atRg8ODBeHl5YWNjk8Mp\nRURERETkRaYi7iG2tra4u7uTN2/eNM+Jq169ugo4ERERERHJcSriUrlz5w4BAQEEBweTlJSEra0t\nhmGQmJiInZ0d7du3Z/z48dja2uZ0VBEREREReUHpxiapvP/++1y/fp3Vq1dz8OBBDh8+zJEjR/jt\nt99YsmQJJ0+eZOrUqTkdU0REREREXmAaiUslNDSULVu2pHvMQN68efHw8KBixYq0adOGwMDAHEoo\nIiIiIiIvOo3EpZKcnIydnV2m7fb29hk+fkBERERERCS7qIhLxdXVlcDAQMLDw9O1Xb16lYCAADw9\nPXMgmYiIiIiIyH2aTpnKpEmTGDZsGPXr16do0aIULFjQ/Jy4yMhI3NzcmD9/fk7HFBERERGRF5iK\nuFReeuklgoKCOHHiBEePHuXGjRtYWVlhY2ODi4sLbm5uOR1RRERERERecCriUvnjjz9YsGABH3/8\nMXZ2drz11luEhYVhbW1NcnIyTk5OLFu2jJdeeimno4qIiIiIyAtK18SlMm3aNLy8vID7jxuoXr06\n+/bt4+jRo3z33XeUL1+egICAHE4pIiIiIiIvMo3EpXL69Gk+//xzAI4dO8aePXsoWLAgACVKlGDy\n5MnUr18/JyOKiIiIiMgLTiNxqRQpUoRz584BULp0aWJiYtK0X7p0idy5c+dENBEREREREUAjcWn0\n7NmTwYMHM2TIELp3786YMWPo27cvBQoU4Pjx46xYsYK2bdvmdEwREREREXmBqYhLpXfv3uTNm5dl\ny5YRFhYGwG+//QZA/vz56d69O8OHD8/JiCIiIiIi8oJTEfeQzp0707lzZ65fv87169cxDINixYpR\nokQJcuXKldPxRERERETkBaciLhMvvfSSHiUgIiIiIiLPHd3YRERERERExIKoiBMREREREbEgKuJE\nREREREQsiIo4ERERERERC6IiTkRERERExIKoiBMREREREbEgKuJEREREREQsiIo4ERERERERC6Ii\nTkRERERExIKoiBMREREREbEgKuJEREREREQsiIo4ERERERERC6IiTkRERERExIKoiBMREREREbEg\nKuJEREREREQsiIo4ERERERERC6IiTkRERERExIKoiBMREREREbEgKuJEREREREQsiIo4ERERERER\nC6IiTkRERERExIKoiBMREREREbEgKuJEREREREQsiIo4ERERERERC2Kd0wGeVwkJCURHRwNQqFAh\nrK11qOSfb/36tSxY8BHz5y+ldm03Llw4z8KFH3Hs2FFMJnByqsbQocNxcHAF4MSJ/7F48XxOnjyO\njY0Nr7xSnaFDR1Ku3MsAeHm5YW1tjZXV/31f5ORUlSVLPs6J3RMRERH5R1Bl8pANGzawbt06Tp06\nRUpKCgC5cuWiRo0a9OzZkxYtWuRwQpG/x7VrVwkKWmv+2TAMRo0ajptbXTZv3gHA/PmzGTVqBPv2\n7SUmJoYRIwbTvbsfs2bNJz4+ng8+mMr48e+xdu1Gcz9z5iykdm23bN8fERERkX8qFXGpLFmyhLVr\n19KjRw9GjBhBoUKFMAyDqKgoDh48yOTJkwkPD6dnz545HVXkmZs1azqdOnVlyZIFANy6dYsrVy7j\n49MCe3t7AHx8WrJt2xZu3bpFQkI8Q4eOoEWLNlhZWWFra4uPT3PGjn2X+Ph47OzscnJ3RERERP6x\nVMSlsnXrVlauXEnVqlXTtTVu3Bhvb2+GDRuW5SKucOE8WFvnetYx/1YODvlzOsJTUe6/5quvviIq\nKoKhQ99iyZIFFCqUhypVyuLq6sru3TuoW9cFGxsb9u7dRe3atSlcuDCFCxematXy5j4uXbrE9u2b\n8fHxoXTpYubl27ZtZNasaYSHh1O3bl0mTZqEo6NjTuzmYz0v5yMjz3O2R7HU3GC52ZU7e1lqbrDc\n7Mqd/Sw1u6XmzgoVcalERERQoUKFTNurVKlCZGRklvuLirr7LGJlGweH/Ny8GZPTMZ6Ycv810dHR\nTJs2nenTZxEVFQfArVt3uXkzhoCAaYwYMRh3d3cAypV7mVmz5gOYs1+7dpVu3dqTlJTE/2PvvsO6\nLPv/jz+ZElsZLkxzizgwbIm5c2Z5tzVcqTlQMMQUS3OL4kbBTQOCtPLO+urXvP3dd99smg0cOMtN\ngIoMB/CB3x8cfm6IISZDPr4ex/E5DrnO6zp5vwvlel/ndZ5n1649CAqaYWzz9PSiWbNWTJ06k8zM\nDBYtmsfIkaOIioq5J+eZ3gv/P4pzr/ys3KnqGjdU39gVd+WqrnFD9Y1dcVe+6hp7dYr77xSbWp2y\ngGbNmhEXF1die3R0dLGjdCLV2Zo1K+jWrQeenl6Fjufk5BAcHIC3tw9ffLGHL77YQ8eOjzJ5sj83\nbtwwnlenTl3+/e/v2Lr1MyCPgICx5OTkALB+fRRDhgzD1tYWNzd3pkyZxh9/nOLw4YOVmaKIiIiI\nSbn3HoVXoaCgIMaOieg51QAAIABJREFUHUtMTAyenp44OjqSl5dHamoqhw4dIi0tjQ0bNlR1mCLl\n5sCB/ezf/wPvv1/04cVPP/3IyZMniIzcTI0a+XPiJkwI5NNPt/H999/j6dmh0Pl169Zj6tS36Nev\nO7/99kuxi5nUqVMXCwsLLl1KqZiERERERO4DKuIK8PHxYffu3Xz22WccPHiQM2fOAODi4sKwYcMY\nMGAAzs7OVRylSPnZtesLUlOv8MILAwsdnz49CEdHJ/Ly8sjL++/xnJwc46qte/fuYfPm9bz/fhxm\nZmYAZGdnAWBpacnRowns3LmDgIApxvazZ09jMBjw8GhQCdmJiIiImCYVcX9Rq1Ythg8fzpkzZ7hy\n5QoArq6u9+xCDCJ3w99/MqNGjS107B//6M+bb76Nj88jDB78HJGR4YwePRYzM3M2bYrE2bkmHTp0\n4Ny5ZFJSkoiIWM2IEaPJyckhImI1tWvXoXnzlmRkpLNz5+fY2dkzdOgI0tPTWbp0MW3btqdZsxZV\nlLGIiIhI9acirgCDwcDq1auJjY3l6tWrhdrc3Nzw8/Nj9OjRVRSdSPlzdHTE0dGxyHFnZ2ccHR1Z\nvjyctWtX8eKLz5CXB82bt2DZstU4ODjg6gorVqwlPHwFAwb0xMbGBk9PL8LCVmFjY4ONjQ1Llqwk\nMjKcbdtiMTMzo1OnzkycGFQFmYqIiIiYDhVxBYSGhrJv3z6mT5+Ol5cXTk5Oxn3ifv31VzZu3EhG\nRgaTJ0+u6lBFKszXX+83/rlZsxYsX76mxHNbtvQkPHx9ie1t27Zn7dqN5RqfiIiIyP1ORVwBe/bs\n4d1336VBg8Lzddzc3GjevDk+Pj74+fmpiBMRERERkSqjLQYKyMzMxNXVtcR2d3d3MjIyKjEiERER\nERGRwjQSV0Dr1q1Zs2YNAQEBWFlZFWrLyspi5cqVeHt7V1F0IpVn5KK9d3X95mndyykSEREREfkr\nFXEFzJgxgzFjxhAbG0vTpk0L7RN34sQJ3N3dWb++5Pk/IiIiIiIiFU1FXAFNmjRh586dfPXVV8TH\nxxu3GPDy8mL8+PH4+voWGaETERERERGpTCZVxOXm5mJunj/NLy8vj4SEBOrVq4eTk1OZ+7C2tqZj\nx47Y2dkV2ieudevWKuBERERERKTKmUwR9/333zN16lT+85//YDAYGDp0KD/99BM1atQgPDyczp07\n37aPzMxMZs2axa5du8jJycHa2pq8vDyys7OpUaMGgwYNIiQkBGtr60rISEREREREpCiTKeLCwsIY\nM2YMALt27eL333/nyy+/5Ndff2XVqlVlKuLmzJnDn3/+SVRUFF5eXtjY2AD5xd2vv/7K6tWrmT9/\nPrNnz67QXEREREREREpiMlsMnDx5kldeeQWAf//73/Tr148GDRrQv39/fv/99zL18c0337B8+XJ8\nfHyMBRyAnZ0dTzzxBCtWrGDXrl0VEr+IiIiIiEhZmEwRZ21tzY0bNzAYDHz77bd06dIFgBs3bpS5\nD4PBQI0aNUpst7GxITs7+65jFRERERER+btMpoh79NFHmTRpEv7+/lhaWvLEE0+Qk5PD2rVr8fT0\nLFMf3t7ezJ49m5SUlCJtFy9eZNasWXTq1Km8QxcRERG5r8XFRePr68OBA/vL3PbRRzE899wAevTo\nxKhRQ4mP/xWAX345QPfuTxT5+Pr68PPPP1VKPiIVzWTmxM2aNYsVK1aQlpbG2rVrsbCwID09nT17\n9rBq1aoy9TFz5kwmTZpE586dcXFxwcnJybhP3OXLl/Hx8SlzXyIiIiJye4mJF4mNjb6jth07thMX\nF8OCBWE0bNiITz75iI0b17F8eTjt23dg795vCp2/b9//sXJlGJ6eXhWSg0hlM5ki7syZM8yZM6fQ\nMQcHB7Zv386+ffto1qzZbfuoXbs2cXFxHDlyhIMHD5KUlISlpSUWFhZ4e3vz8MMPV1T4IiIiIvel\nsLCFPP/8S0RErC5z2wcfRDF8+ChatGgJwODBQxk8eGix/V+/fp1ly0KZMmVaqdNmRKoTk3mdctiw\nYcUev3btGm+88UaZ+hg8eDAArVq1olOnTuzcuZPly5ezfPlyXn31Vfz8/EhNTS23mEVERETuZ19+\nuYvk5GReemlImduSk5M4f/4cubm5jBgxmD59uhIQMI7Tp/8o9nvExLxHw4YP8fjjvhWRgkiVqPYj\ncTExMXz44YdkZ2fz9NNPF2m/fPkyLi4uZerr0KFDxj/PmTOHunXrsm7dOurXr8+pU6eYO3cuixYt\nYtGiReUWv4iIiMj9KC0tjfDwFSxcGIalpWWZ25KSkgDYtesL5s1bjL29PUuXhjJ1aiAffLAVKysr\n47np6els3fohYWFFR/lEqrNqX8Q9/fTTuLi48MYbb9C7d+8i7TVq1KBXr15l6isvL8/45x9++IFd\nu3bh7u4OQOPGjVm0aFGxhaKIiIiI3Jk1a1bQrVuPYuepldZ2637tlVf8qF/fA4CJEyczaFA/Dh8+\nRLt27Y3nbt/+MQ891AQvrzYVlIVI1aj2RZyDgwO9e/dmwYIFPPPMM3fVl5mZmfHPrq6uODg4FGp3\ndnYmNzf3rr6HiIiIyP3uwIH97N//A++/H3dHbYDxDStHR0fjMTc3dywsLEhJSS507t69u3nqqX7l\nGLnIvcFk5sR1796dsLAw49exsbE888wzBAYGcunSpTL1YTAY2L9/Pz/++CMtWrTgww8/LNS+bt06\nWrRoUa5xi4iIiNxvdu36gtTUK7zwwkD69+9B//49AJg+PajUtrlz5+Lm5o69vT3Hjh019peU9CcG\ng4E6deoaj128eIHjx4/xxBOaCyemp9qPxN3yzjvvGBcdOXLkCPPmzWPMmDGcOHGC+fPns2zZstv2\nkZOTw6uvvmr8Ojk5mZEjRwIwb948tm/fzoYNGyomAREREZH7hL//ZEaNGlvo2D/+0Z8333wbH59H\nSmzr06c7WVnmPPvs80RHv4u3dwfq1avPmjUraNKkKa1a/Xdv4ISEw1hbW9OgwYOVkpNIZTKZIm7f\nvn3s3LkTgM8//5zOnTszadIk0tPT6dOnT5n6SEhIKLHtH//4B2PGjDHOkRMRERGRv8fR0bHQ65C3\nODs7l9rm5OREcnI6o0aNJTs7m8mT/bl+/Rre3g+zePEKzM3/+5LZpUspODg4FjomYipMpojLysqi\nZs2aAHzzzTfG7QLs7e25du3aXffv6el5+5NERERE5G/5+uv9ZW6ztLRk4sTJTJw4ucRrnn/+ZZ5/\n/uVyi0/kXmIyRVyjRo3Ytm0btra2HD9+nO7duwOwf/9+jZ6JiIiIiIjJMJkiLjAwkICAALKyspg4\ncSIuLi5cuXKF119/neDg4KoOT0RERERuY+SivXd1/eZp3cspEpF7m8kUcU8++SQ//vgjN2/exM7O\nDoCaNWuyefNm2rdvf5urRUREREREqgeTmumZm5vLvn37iIqKMh7z8PCouoBERERERETKmckUcfHx\n8XTt2pWZM2ca94s7d+4cvXr1Yv/+kifKioiIiIiIVCcmU8QtXLiQIUOG8O233xqXkvXw8GDGjBmF\nNgEXERERERGpzkymiDty5AijR4/GzMwMMzMz4/FBgwZx/PjxKoxMRERERESk/JhMEefk5ERGRkaR\n4+fOncPS0mTWbxERERERkfucyRRxnTp1Ijg4mPj4eAAuXLjAnj178Pf3p2fPnlUcnYiIiIiISPkw\nmSJu+vTp2NnZ8eKLL3Lz5k169OhBQEAAXl5eTJ8+varDExERERERKRcm856hvb09q1at4sqVK5w5\nc4YaNWrg4eGBvb19VYcmIiIiIiJSbkxmJO7pp58G8jf4bteuHS1btsTe3p60tDQ6d+5cxdGJiIiI\niIiUj2o/EvfLL79w4MABfv/9d6KiosjLyyvUfubMmWIXPBEREREREamOqn0Rl5WVxQ8//EBOTg7v\nvfdekXYbGxsCAwOrIDIREREREZHyV+2LuEceeYRHHnmE1157jU2bNlV1OCIiIiIiIhXKZObEqYAT\nEREREZH7gckUcSIiIiIiIvcDFXEiIiIiIiLViIo4ERERERGRasTkirhDhw6xe/du49dZWVlVGI2I\niIiIiEj5Mpki7syZMwwcOJAXXniBoKAgAM6fP0+PHj04fvx4FUcnIiIiIiJSPkymiJs7dy7t27fn\n+++/x8zMDID69evz0ksvsXDhwiqOTkREREREpHxU+33ibvnpp5/4+uuvsbW1NRZxAGPGjMHX17cK\nIxMRERERESk/JjMSZ2trS15eXpHjqampGAyGKohIRERERESk/JlMEffwww8zb948Ll++bDyWkJDA\nlClT6NSp0x33l5WVRUpKCikpKeTk5JRnqCIiIiIiIn+bybxO+dZbbzFu3Dg6depEXl4erVu3Jjc3\nl44dO/LWW2+VuZ+tW7cSExPDsWPHyM3NBcDCwgIvLy+GDh1Kv379KioFERERERGR2zKZIs7NzY1t\n27Zx6NAhTp8+TY0aNWjUqBFNmjQpcx8RERFER0czePBgAgMDcXZ2Ji8vjytXrvDLL78wd+5cUlJS\nGDp0aAVmIiIiIiIiUrJqXcSlpqYWOVa/fn3q169f5BxnZ+fb9rd9+3Y2btxIy5Yti7R169aNnj17\nMmnSpDIXcTVr2mJpaVGmc+8Vbm4OVR3C36K47y3VNa97Oe57ObbSVNe4ofrGrrgrV3WNG6p37CW5\nl3O6l2O7neoae3WNuyyqdRH32GOPFVqJsjRHjhy57TmXLl2icePGJbY3b9680Jy727ly5VqZz70X\nuLk5kJycXtVh3DHFfe+prnndq3FX15+V6ho3VN/YFXflqq5xQ/WOvTT3ak7V+b93dY29OsX9d4rN\nal3Evffee8Y/nzp1iujoaJ5//nmaNWtGbm4uR48eZfv27bz++utl6q9Zs2bExcXh5+dXbHt0dHSx\no3QiIiIiIiKVpVoXcY888ojxz0uXLmXlypWFRtJ8fX3p3Lkzb731FgMGDLhtf0FBQYwdO5aYmBg8\nPT1xdHQkLy+P1NRUDh06RFpaGhs2bKiQXERERERERMqiWhdxBR07dgwPD48ixxs2bMjx48fL1IeP\njw+7d+/ms88+4+DBg5w5cwYAFxcXhg0bxoABA8o0t05ERERERKSimEwR17hxYxYuXMi4ceNwd3cH\nIDk5mXXr1tGwYcMy91OrVi2GDx/OmTNnuHLlCgCurq6FFksRERERERGpKiZTxM2ZM4dJkyYRGxuL\nlZUVubm5GAwGnJ2diYyMLFMfBoOB1atXExsby9WrVwu1ubm54efnx+jRoysifBERqSAJCYdZu3YV\nR48ewcrKilatWuPvP5mGDRsB8NFHMcTFxZCaeoWHHmpCQEAQ3bv7AnD69B+Ehy/n0KGDmJlBixae\n+PsH0LhxUwCSk5NYtiyU+PjfsLAwx8fnUYKC3sTW1q6q0hURkfuAyRRxrVu3Zs+ePcTHx5OYmEhW\nVha1a9emXbt2WFtbl6mP0NBQ9u3bx/Tp0/Hy8sLJycm4T9yvv/7Kxo0bycjIYPLkyRWcjYiIlIf0\n9HQCA8fzyit+hIWt4ubNmyxePJ+QkClER29jx47txMXFsGBBGA0bNuKTTz5i48Z1dO36BHl5eQQH\nB+Dj8wiffPIFAKtWLSU4OJBt23ZgZmbGW2+9Sd269YiJ2UZWVjbvvBPCkiULmTVrXhVnLiIipsxk\nijgAMzMz2rZtS9u2bf/W9Xv27OHdd9+lQYMGhY67ubnRvHlzfHx88PPzUxEnIlJNZGXdxN8/kH79\nBmJubo61tTW9e/dl2rQgbt68yQcfRDF8+ChatMhfeXjw4KEMHjwUc3NzUlNTuXDhPL1798PGxgaA\n3r3789lnn5KWdpWkpD85dCie+fMX4+joBMDo0eOYNGksgYFTcHLSHGoREakY5lUdwL0kMzMTV1fX\nEtvd3d3JyMioxIhERORuuLi4MmDAs5ib5/+6u3jxAh9//BFdu3YnLe0q58+fIzc3lxEjBtOnT1cC\nAsZx+vQfANSsWRMvr7bs2LGd9PR0bty4wa5dn9OmTTucnJw5cuQwtWq54OrqZvx+LVq0wmAwcOxY\nQlWkKyIi9wkVcQW0bt2aNWvWkJ2dXaQtKyuLlStX4u3tXQWRiYjI3UhMvEjXro/xwgsDsbOzJyTk\nHZKSkgDYtesL5s1bTFzcdpycnJk6NZCsrCwA5s0LJSHhMH37dqNnT19+++0XZs6cC0Bq6hUcHApv\n0GpjY4O1tTWpqamVm6CIiNxXTOp1yrs1Y8YMxowZQ2xsLE2bNi20T9yJEydwd3dn/fr1VR2miIjc\noTp16vLvf3/HxYsXWLNmBQEBY/H3fwOAV17xo379/C1qJk6czKBB/fjtt9+oX78JwcEBeHv7sGZN\n/h6hW7ZsYPJkf959NwYzMzPy8vKKfK/ijomIiJQnkyvi4uPjOXv2LACNGjXC09OzzNc2adKEnTt3\n8tVXXxEfH2/cYsDLy4vx48fj6+uLlZVVhcQtIiIVr27dekyd+hb9+nXn/Pn83xWOjo7Gdjc3dyws\nLEhKSiIx8TInT54gMnIzNWrkz4mbMCGQTz/dxoED+6lZsyZpaYVXMr52LZPs7GxcXEp+NV9ERORu\nmUwRd/LkScaPH8/p06exsrIiLy+PnJwcPD092bBhAy4uLmXqx9ramo4dO2JnZ1don7jWrVurgBMR\nqWb27t3D5s3ref/9OMzMzADIzs5/VbJu3XrY29tz7NhR2rfvAEBS0p8YDAbq16/P77+fJy8vj4ID\nazk5OeTm5gLQqpUXqampJCZepE6dugAcOnQQa2tr40IpIiIiFcFkirgFCxbQtm1boqKiqFs3/5fp\n77//zrJly1iwYAFLly69bR+ZmZnMmjWLXbt2kZOTg7W1NXl5eWRnZ1OjRg0GDRpESEhImbcsEBEp\nTmn7lvn6+mBpaWlciAPy5+uuXr3httf+VVxcNKtXL2fVqkg6dPCprPTuKW3btiMlJYmIiNWMGDGa\nnJwcIiJWU7t2HVq1as2zzz5PdPS7eHt3oF69+qxZs4ImTZrSpk0b7O1dcXJyJjIynNGjx2JmZs6m\nTZE4O9ekTZv22Nvb066dN+HhK5g6NYSbN2+yefM6+vTpj52dfVWnLiIiJsxkFjb5+eefeeedd4wF\nHMBDDz3EvHnz+P7778vUx5w5c/jzzz+Jioril19+4bfffiM+Pp6ffvqJiIgIjh49yvz58ysqBRG5\nD9zat+zhhzuyY8eXfPjhp9jYPEBIyBTjOcuWhbN37zfGT2xsbJmvvSUx8SKxsdGVlte9ytXVjRUr\n1nL48EEGDOjJyy8/y9WrqYSFrcLGxoZRo8bSs2dvJk/2Z+DA3mRmZrJ48QrMzc1xdHRk+fJwTp/+\nnRdffIbnn3+akydPsGzZauzt84u0uXMXkZuby3PPPY2f30s0apS/WbiIiEhFMpmRuAceeMD4iktB\nFhYWGAyGMvXxzTff8OmnnxbZZsDOzo4nnniCJk2aMHDgQGbPnl0uMYvI/ed2+5bdzbU1atQwnhsW\ntpDnn3+JiIjVFZ3SPa9lS0/Cw4tflMrS0pKJEyczcWLx+382a9aC5cvXlNh3rVouLFiwpFziFBER\nKSuTGYnr2LEjISEhxkVNAP744w+mT59O+/bty9SHwWAodBP0VzY2NsVuPyAiUlal7Vt269+frVtj\neemlZ+nV60mmTg3k/PnzZb4W4Msvd5GcnMxLLw2p5OxERESkMpjMSNyMGTPw9/fnqaeeKrSwSfPm\nzYmIiChTH97e3syePZtp06YVGY27ePEioaGhdOrUqSLCL3dlnTdTcM5M797djMc/+iiGuLgYUlOv\n8NBD+a8HtWnT7o76FpGSJSZe5OWXB5GTk0PXrj0ICZkFgKenF15ebXj77TlkZmawaNE8xowZw8aN\nH2BpaVnqtQBpaWmEh69g4cIw4/lS1MhFe+/q+s3TupdTJCIiInfOZEbi3NzciIuL49NPP2XZsmWE\nhoby0Ucf8c9//pN69eqVqY+ZM2dy9uxZOnfujK+vL/3796dfv3488cQTdO/enUuXLlWLVynLOm+m\npDkzO3ZsJy4uhgULwvjii3/RvXtPNm5cR25u7h3NyRGRkt3at2zr1s+APAICxpKTk8P69VEMGTIM\nW1tb3NzcmTJlGidOnODw4YO3vRZgzZoVdOvWA09Pr6pJTERERCqcyTymHTt2LJGRkbRs2ZKWLf/e\n0s61a9cmLi6OhIQE4uPjuXz5MmZmZtSqVYvPPvuMNWvW4ODgUM6Rl7+yzpspac7MBx9EMXz4KOMS\n2YMHD2Xw4KF31LeIlE3Bfct+++2XIqtI1qlTFwsLCy5dSrnttQD79//A++/HVUrsIiIiUjVMZiTu\n7NmznDhx4q76+PHHH/nxxx9JT0+nUaNGdOjQAW9vbxo2bMiRI0f49ttv+fHHH8sp4opTlnkzJc2Z\nSU5O4vz5c+Tm5jJixGD69OlKQMA4Tp/+o8x9i0jJ9u7dw6uvvkhegc3Hbu1bZmlpyYoVSwq1nT17\nGoPBgIdHg9teu2vXF6SmXuGFFwbSv38P+vfvAcD06UEsX764MtITkSqQkHCYSZPG0rt3FwYM6Elw\ncIDx93ZBcXHR+Pr6cODAfuOx5OQkpk8PYsCAXjzzTG/mzp3JtWuZQP7veF9fH7p1e5zu3Z8wft55\nZ0ZlpSYiJTCZkbj+/fszYcIEHn30UTw8PIpszD1ixIjb9uHn52fcDLbgTdItkyZNwszMjCNHjpRP\n0BWspHkzpc2ZSUpKAmDXri+YN28x9vb2LF0aytSpgXzwwVbjf9fS5uSISMlK27esXr367Nz5OXZ2\n9gwdOoL09HSWLl3Mww8/TLNmLahZs1aJ1zZv3hJ//8aMGjW20Pf7xz/68+abb+Pj80gVZSwiFenW\nNIdXXvEjLGwVN2/eZPHi+YSETCE6epvxvJKmULz11pvUrVuPmJhtZGVl8847ISxZspBZs+YZz4mJ\n+Zi6dcs2NUVEKofJjMRt27aN7Oxsvv76a2JjY3n//feNnw8++KBMfUybNg13d3emTJnC4cOHSUhI\nMH6cnZ35z3/+U20KOCh53kxpc2ZuFa+vvOJH/foeODk5M3HiZM6fP8fhw4du27eIlK60fctcXd1Y\nsmQlP//8EwMH9ubVV1/A1dWF8PDw215rY2ODo6Mj7u61C30AnJ2dcXR0rMq0RaSC3Jrm4Oc3Amtr\naxwcHOjduy+nT/9RaNuSW1MoCjp+/CiHDsXj7x+Io6MTrq6ujB49jr17v+Tq1dTKTkVE7oDJjMTt\n3Xt3K40BDB8+nKeeeop33nmHHTt2MG/ePLy8qv/iAH+dN1PanBkXFxeAQjd8bm7uWFhYkJKSfNu+\n/zqfR0SKKm3fsrZt27N27cZCx2rVciA5Of221xbn66/33/4kEam2bk1zuOV2UygKzoM/cuQwtWq5\n4OrqZjzWokUrDAYDx44l4OHxIACRkas5eDCejIx0OnV6koCAIJycnCspQxEpjsmMxAFkZWWxe/du\noqKijMdSUoouBlCaevXqsX79ekaNGsW4ceNYsGAB165dK+dIK1Zp82a2bNlQ4pyZuXPn4ubmjr29\nPceOHTVem5T0JwaDgTp16t52To6IiIhUvsTEi3Tt+hgvvDAQOzt7QkLeAf47heLNN2cU+T2dmnql\nyIJtNjY2WFtbk5qaipWVNa1bt6Fjx8f48MNP2LDhPU6f/oPZs9+qrLTuWaXNQyyu7eTJk8X2U9w8\nxbLOcZT7m8kUcfHx8XTt2pWZM2cSFhYGwLlz5+jVqxf799/5k+gBAwbw+eefk5mZyYABAwq9knCv\nKzjn5vr166SnpxvnzcycOZcPP/yELVtijB+AN998m0mTJmFpacmzzz5PdPS7HD9+lMzMDNasWUGT\nJk1p1cqz1L6bN/97q4KKiIjI3fk7UyjMzMyKXQPg1jFXV1fWrdvCgAHPYG1tzYMPNmTChAB++OE7\nkpOTKjqle1Zp2y2V1Obv71+kn+LmKWorJykrkxk6WbhwIUOGDGH8+PG0a5e/KbWHhwczZswgLCyM\n2NjYO+7TycmJ+fPn8/3337N9+3ZsbW3LO+wKcWveTHj4CgYM6ImNjQ2enl6Eha3Czc292GucnZ1x\ncnIiOTmdUaPGkp2dzeTJ/ly/fg1v74dZvHgF5ubmpfZtY2NTyZmKmAZtPC0i5eVOplDUrFmTtLSr\nhY5du5ZJdnY2Li6uxV5Tv74HAJcupZR4T2HqSttu6U62Yipuqydt5SRlZTJF3JEjR4iKisLMzMy4\nwiTAoEGDWLhw4V31/eijj/Loo4/ebYiV6k7mzfx1zoylpSUTJ05m4sTJd933/SQh4TBr167i6NEj\nWFlZ0apVa/z9J9OwYSOSkv4kPHwFP//8EwaDAS+vNsyc+Rb29vm/JI8fP0ZExCoSEvIXzunR4ykm\nTpyMtbU1AL//foqVK8M4ejQBW1tbnnyyGxMmBOgVVhGR+9zevXvYvHk9778fZ7z/KW4KRUHTpwfx\nww+D6NVrAKmpqSQmXqROnboAHDp0EGtra1q0aMmPP37Pr7/+XGjV2z/++B0zMzPq1fOopAzvPaXN\nQyyprXfv3oUKsJLmKZZljqMImNDrlE5OTmRkZBQ5fu7cOd3oSoW73esP06a9AUB09DZiYz/FysqK\nwMBA47VBQROpX78BW7f+k6ioGE6ePM66dfkrEmZlZTF1aiDNmrXg4493sHJlBD/++B2bNq2rmmRF\nROSecTdTKJo0aUq7dt6Eh68gLe0qyclJbN68jj59+mNnZ4+zszMffBDF9u0fk52dzdmzZ4iIWE2v\nXn204i0lz0Msrq3ggEJp8xTL0rcImFAR16lTJ4KDg4mPjwfgwoUL7NmzB39/f3r27FnF0YmpK22J\n54yMDJo2bc748QE4Ojri6OjIc8+9REJCAmlpaRw8+CupqVeYMCEAOzt73N1rM2FCIJ9//k9ycnL4\n7rtvuHr1KqMWNUABAAAgAElEQVRHj8PW1g4Pjwa8+upw/vnPT8jNza3q1EVEpAqVtvWIm5t7iduO\nODk5ATB37iJyc3N57rmn8fN7iUaNmhAQEARAs2YtmDdvMZ999in9+nVn3LiRtG/fgeDgkCrL915S\n2nZLf20bNmyYsa20eYpl6VsETOh1yunTpxMSEsKLL+avnNi9e3csLCwYOHAg06dPr+rw7gmad1Nx\nSnv9wd7evshm6ImJF7G3t8fOzo68vPxJ5AUnlzs6OpKZmcn58+c4cuQQjRo9ZHy1EvKXgE5Lu8r5\n8+do0ODBik9QRETuWXczhaJWLRcWLFhS4vm+vk/i6/vkXcVn6krbbumvbUCp8xTvpG+5v5lMEWdv\nb8+qVau4cuUKZ86coUaNGnh4eGBvb1/Vocl9JDHxIi+/PIicnBy6du1RpHjLPyeRiIjVjBs3DgsL\nC9q0aYeTkxNr165i3Dh/bty4wZYtGzA3N+fq1VRSU1NxcCj82sqt11iuXk1VESciIlKJSpuH+Msv\nB1i2bHGxbZaWlnz++T9LnKfYp09/2rXrUGLfmh4kBZnM65QAmZmZXLp0CUtLSwwGA6dPn+bQoUMc\nOnSoqkOT+8TtXn84efIE48e/Rpcu3Rg1ahQADg4OhIau4MSJYwwa1I+AgHF069YDMzMzLC0tMTOj\nyBLQxawILSIiIpWgtHmIAwcOKratXr16NG/eEn//ySXOU3zttbHayknKzGRK+vfee4+wsDCys7OL\n3PCamZlx5MiRKopM7kfFvf5w4MB+QkKCGTJkKH5+Iwqd37q1FxERm4xfJyZexGAw4O5em5o1axXa\nfB3yR+Ag/zUYERGRv9IUiopT2nZLJbVt2LABGxsbbGxsil0UxtnZ2XhcWzlJWZhMEbd27Vr8/f3p\n0aOHfsil0pX2aoWlpSUJCYcJCZlCUNA0evXqU+jarKws9u79kscf74STkzMA3323j/r1PXB1daNV\nq9bExn7AzZs3qFEj/2f78OGDuLi4UrduvUrMUkRERKD0eYjFtbm5OZCcnF7s+X+dp6itnKQsTOZ1\nSjMzM0aOHEmTJk2oX79+kY9IRSrt9YdmzVqwYMFshg4dWaSAA7CysiIqaiPr1q0hKyuLEyeOs2XL\nBvz8hgPw6KOP4+rqRkREONeuZXLmzGmio9/j+edfKrQnooiIiIjcH0xmJO7VV1/lvffeY+TIkVUd\nityHSnu14tixo5w6dZINGyLYuDGy0HXLloXTvn0H5s4NJSxsIf36dcfR0YmXX/YzrnZpZWXFkiUr\nWbo0lKeffgpbWzv69x/IkCHDqiJVERER+Qu9viqVzWSKuJ49e/L666+zbt063NzcioxQ7Nixo4oi\nk/tFaa8//PVVCSj8akWzZs1Zt25LiX0/+GBDVq5cWz6BioiIiEi1ZjJF3BtvvEGtWrV4/PHHeeCB\nB6o6HBERERERkQphMkXchQsX2LdvH7a2tlUditylhITDrF27iqNHj2BlZUWrVq3x959Mw4aNSE5O\nYtmyUOLjf8PCwhwfn0dZsGAuALt2fcHixfOL9JeVlcW2bTuoU6cuBw/+RmRkOCdOHMPKypp27bzx\n959MnTp1yj0PvVohIiIiIhXBZBY26dixI2fOnKnqMOQupaenExg4nocf7siOHV/y4YefYmPzACEh\nUwB46603qVHDhpiYbWzaFM2ffyYya1b+htp9+vRn795vCn3Gj59EmzbtqF27DhkZGUyZEoCPzyPs\n2PEl0dHbyMrKYs6ct6oyZRGREiUkHGbSpLH07t2FAQN6EhwcwOnTfwCQnJzE9OlBDBjQi2ee6c3c\nuTPJyMgotp8VK8Lw9fXh4sULxmMGg4F169YwcGBvevb0xd9/jLFvERG5t5lMEde5c2cCAwOZN28e\nmzZtYsuWLYU+Uj1kZd3E3z8QP78RWFtb4+DgQO/efTl9+g8OHozn0KF4/P0DcXR0wtXVldGjx7Fz\n507jvmkFpaQks3nzBoKCpmFmZsbZs6fJyEinb98BWFlZ4ejoSI8evTh+/FgVZCoiUrq7eahV0OHD\nB9m9e2eR45s2rePbb/exdu1G/vnPXbRs6cl7722u8LxEROTumczrlLcKtb17i77CZmZmxogRI4oc\nl3uPi4urcVVGgIsXL/Dxxx/RtWt3Tp06Qa1aLri6uhnbW7RohcFg4NixBDp2fKxQX+vWraFbtx40\nbdoMgMaNm1K3bn22b/+YoUNHkp2dzZ49/0vnzl0qJzkRkTtw66FWv34DMTc3x9ramt69+zJtWpDx\nodb8+YtxdHQCYPTocUyaNJZx4wKNe07m5OQQGjqfIUOGEhGx2tj3zZs32Lo1lgULluDh0QAAf//A\nyk9SRET+FpMp4oor3qT6Sky8yMsvDyInJ4euXXsQEjKLbdticXBwKHSejY0N1tbWpKYWHok7e/YM\ne/d+SXT0x8ZjNWrUIDR0KUFBk3j//fyi38urLTNnzqv4hERE7lB5PNT68MP3cXNzo3v3XoWKuKNH\nE7h+/RpXrlxm8ODnuHLlCu3bexMUNK1QnyIicm8ymdcpL1y4UOpHqpc6dery739/x9atnwF5BASM\nJTc3l7y8vCLnFncsNvYDunTpXmjBkrS0q0yZEsCgQc/zv//7b7Zv34mrqxvTpr1RbB8iIveCxMSL\ndO36GC+8MBA7O3tCQt4hNfXKbR9qnT9/jri4aKZMmV6kz+TkJMzNzdm790tWr17He+/Fkp6ezqxZ\nIZWSk4iI3B2TGYnr3r17kb3hCjpy5EglRiPlpW7dekyd+hb9+nXnmWf+QVra1ULt165lkp2djYuL\nq/GYwWDgP//ZW+TGZe/ePRgMBoYOzd8Q3s7OnnHjJvLSS8/yxx+/89BDjSs+IRGRO3TrodbFixdY\ns2YFAQFj6dTpyds+1Fq8eAGvvjqcOnXqFlrQ5NZ5ubm5vPba68Z/P8eMGc/48aNISvoTd/faFZuU\niIjclWpdxIWGhvLmm28CsG3btkJtubm5nD59mo8++oixY8dWRXjyN+zdu4fNm9fz/vtxxqI8OzsL\ngPr1G5Camkpi4kXq1KkLwKFDB7G2tqZFi5bGPn777RfS09N55JHHC/VtMOQUuenJysqqyHRERMrN\nnTzU+p//2UFmZgYvvPBKsX3VquUCgIODU6H+IX9RKBVxIiL3tmr9OuV//vMfYmJiAPDy8ir0adu2\nLU8//TQLFixg1apVVRyplFXbtu1ISUkiImI1169fJz09nYiI1dSuXYdWrVrTrp034eErSEu7SnJy\nEps3r2PQoEHY2dkb+zhy5DB169Yvsmfgo48+QUZGBjEx73Hz5g3S0q4SFbWBRo0a8+CDDSs7VRGR\nUu3du4dXX32x0MOn4h5q3VLwodbOnZ9z+vTvDBz4FP3792DkyFcBGDnyVaKj36VRo4cwNzfn+PEE\n4/W3ph7cekgmIiL3rmo9Erdt2zbmz5/PxYsXqVu3+F86tWvX5tgxLSFfXbi6urFixVrCw1cwYEBP\nbGxs8PT0IixsFTY2Nsydu4iwsEU899zTWFhY0K1bT0JCQkhPzzb2celSCs7OzkX69vBoQFjYSjZs\nWMt7723GysqaNm3aERq6DAsLi8pMU0Tktgo+1BoxYjQ5OTnFPtSaOjWEmzdvFnqoNWfOImPBB5CU\nlMTYsSNYsmQlDz30EHZ29nTr1pN169bSpEkzHnjgATZsWMsTT/gaR+lExPQkJf1JePgKfv75JwwG\nA15ebfD3n8yDDzbk+PFjRESsIiEhfwpSjx5PMXHiZOO1v/9+ipUrwzh6NAFbW1uefLIbEyYEYGmZ\nX058883XbN68njNnTmNra8tjjz3B+PEBODo6Vkmupq5aF3G2trbMnz8fgN27dxdpv379Ov/6179K\nLPDk3tSypSfh4euLbatVy4UFC5YUOmZjY1OoiCv4D85fdejgQ0SE9kESkXvf3TzUqlmzZqG+DAYD\nAC4uLsY3F958cwYrVoQxcuQQDIZcOnXqzBtvTC2X2Eu7UTx9+g/Cw5dz6NBBzMygRQtP3n47hJo1\n839Xl3QjaW1tDcDBg78RGRnOiRPHsLKypl07b/z9JxdayEpEijdt2ht4eDxIdHT+NKTQ0LnMnDmd\n1avXERQ0kS5dujN37iIyMzN5550ZrFsXzpw5s8jKymLq1EC6du3BggVLuHz5MtOmvcGmTTa8/voE\nzp07y4wZwQQHh/DUU31JTb3C9OlBrFy5hLffnlvFWZumal3EFTRp0qQix2rUqMFDDz3EO++8U/kB\niYiI3KW7fah1S9269fj66/2Fjtna2hESMouQkKIbhN+tkm4Ut2yJJjg4AB+fR/jkky8AWLVqKa+/\n/jpxcf8kIyOjxBvJiRPfICMjgylTAnj55SEsX76G69evM2/eLObMeYu1azeWex4ipiQjI4OmTZsz\ncuTrxtGx5557iUmTxvLtt1+TmnqFCRMCsLGxwc7OngkTAnnjjQm8/XYI3333DVevXmX06HFYW1tj\na2vHq68OZ9WqZYwePY5jx46Sm5tL374DMDMzw9XVjU6dnmTv3i+rOGvTZTJFXEJCwu1Pkmpp5KK7\n2wNw87Tu5RSJiIjcTmk3iqmpqVy4cJ7evfthY2MDQO/e/fnss09JS7vK4cMHS7yRHDduEmfPniYj\nI52+fQdgZWWFlZUVPXr0IixsUVWmLFIt2NvbF3lok5h4ETs7O+ztHcjLyys0B9fR0ZHMzEzOnDnD\nkSOHaNToIeOIOOTvTZmWdpXz58/Rrl17bG3t2L79Y/r1e5r09DS+/vorfH27VFp+95tqvbBJcS5f\nvlwu+8RlZWWRkpJCSkoKOTk5FRCpiIiI6bl1o1jw9cZbN4qOjo54ebVlx47tpKenc+PGDXbt+pwO\nHTrg5ORMXh4l3kieP3+Oxo2bUrdufbZv/5jr16+TlpbGnj3/S+fOulEUuVOJiYlERKxm2LDXaNOm\nHU5OTqxdu4pr1zK5fPkSW7ZswNzcnNTUVFJTU3FwKDy37dZDmqtXU3FxcWX+/MWsW7eGnj19efbZ\nvri4uDBy5JiqSO2+YDIjcbt372bWrFnGTU5vycvLw8zMrMz7xG3dupWYmBiOHTtGbm4uABYWFnh5\neTF06FD69etX7rGLiIiURXV8M6HgjaKFhQXz5oUSGDievn27AdCwYSM2b94EUOhGctw4f27cuGG8\nkbx6NZWGDRsRGrqUoKBJvP/+FgC8vNoyc+a8Ss9LpDo7efIEwcEBdOnSjcGDhwIQGrqC8PDlDBrU\nD3f32owZM55//Ws3VlZWmJlRZJumgl+eO3eWkJBgJk16g+7de3HpUgoLF85h4cLZmhNXQUymiFu0\naBF9+/alX7//vqJxpyIiIoiOjmbw4MEEBgbi7OxMXl4eV65c4ZdffmHu3LmkpKQwdOjQco5eRETE\n9Pz1RjEnJ4fg4AC8vX1Ys2YDAFu2bOC1115j06YPcHBwKPFG0tLSkrS0q0yZEsCgQc/z3HMvcv36\ndVasCGPatDcID19v3F9UREp24MB+QkKCGTJkKH5+I4zHW7f2IiJik/HrxMSLGAwGateuTc2atTh2\n7Gihfq5ezR84qVXLhc8++5RGjR6iX7+nAahf34Phw0cxefIEpkwJ4YEHHqiEzO4vJlPEXblyhRkz\nZtzVUvHbt29n48aNtGzZskhbt27d6NmzJ5MmTSpzEVezpi2WlqazdL2bm0NVh/C3KO7KV11jV9zl\n716O7W5U17wqM+7vvvuOiRMnMmrUKF5//XUA/u///o+TJ0+wbdtW4wPXWbPeon379pw8eZguXbrQ\ntevjdO36uLGf8+fPYzAYaNmyMf/v//0/8vJyCQoKMLbPmDGNXr16kZaWRNOmTSstv1uq68/C7VTX\nvBR36eLj45kxI5jZs99hwIABxuNZWVn8z//8D126dDGubrtnz+c8+OCD1K5dm8ce8yEuLhoHByvj\n391///sEbm5utG3bgl27zDE3L5yHrW1+meHqal9k797KUl1/HsrCZIq4Dh06cOLECVq0aPG3+7h0\n6RKNGzcusb158+Zcvny5zP1duXLtb8dyL0pOTq/qEP4WxV35qmvsirt8ubk53LOx3a3qmldlxZ2Q\ncJjAwAkEBU2jV68+xu976VI6eXl5JCenY2OTv4rm9evXyc3N5erVa5w/f4m9e7/k8cc74eSUv9/n\n//zPburX98Dc3JbU1AwMhtxCeSQmXgHg8uXMSv//op/xe4/iLpnBYGDq1Dfx8xvBo492KfQ98/Ly\nWL06nH37viMwMJgzZ06zevVqRo8eB0DLlu1xcXFl7tyFjBkzjpSUFCIj1/OPf7xISkoGDz/8OFFR\nUURHb6Vbtx5cvZrK2rWRdOz4GJmZBjIzK///S3X6+/l3ik2TKeJefPFFpk2bRt++fWnQoEGREbmn\nnnrqtn00a9aMuLg4/Pz8im2Pjo4udpRORERE8hkMBhYsmM3QoSPp1atPobb8OW/OREaGM3r0WMzM\nzNm0KZJatWrRpk17rKysiIrayG+//WK8kdyyZYPxRvLRR59gzZpVxMS8x3PPvcjNmzeJitpAo0aN\nefDBhlWRrki1cfBgPKdOnWTDhgg2bows1LZsWThz54YSFraQfv264+joxMsv+zFgwLMAWFlZsWTJ\nSpYuDeXpp5/C1taO/v0HMmTIMADatfNm9uwFvP9+FGFhC7Gzs8PH5xHGjw8oEoeUD5Mp4gIC8n9I\nilvApKwLmwQFBTF27FhiYmLw9PTE0dGRvLw8UlNTOXToEGlpaWzYsKHcYxcRETEVt7tRXL48nLVr\nV/Hii8+QlwfNm7dg06ZN2Nvnb0Je2o2kh0cDwsJWsmHDWt57bzNWVta0adOO0NBldzWdQuR+0K5d\n+yL7Rf7VunVbSmx78MGGrFy5tsT2bt160q1bz78dn9wZkyniymOfOB8fH3bv3s1nn33GwYMHOXPm\nDAAuLi4MGzaMAQMG4OzsfNffR0RExFSV5UZx+fI1hb4u+NpTs2bNS72R7NDBh4iIzXcfqIhINWYy\nRVx5qVWrFsOHD+fMmTNcuZL/nr2rqyv169ev4shERERERERUxBViMBhYvXo1sbGxXL16tVCbm5sb\nfn5+jB49uoqiExERqZ6qy/52SUl/Eh6+gp9//gmDwYCXVxv8/Scb59t99FEMcXExpKZe4aGHmjBr\n1ts0aNAMgNOn/yA8fDmHDh3EzAxatPDE3z+Axo3zV8z09fXB0tISc3Nz4/dr0aKlRhWlSt3t302o\nmv0nRUVcIaGhoezbt4/p06fj5eWFk5OTcZ+4X3/9lY0bN5KRkcHkyZOrOlQREREpZ9OmvYGHx4NE\nR28DIDR0LjNnTicqKoYdO7YTFxfDggVhNGzYiE8++YhVq1YRGroSMzMzgoMD8PF5hE8++QKAVauW\nEhwcyLZtO4z71y1bFk6HDj5Vlp+ImA7z259y/9izZw+RkZE888wzNGnSBFdXV9zc3GjevDkvvPAC\nkZGRfPzxx1UdpoiIiJSzjIwMmjZtzvjxATg6OuLo6Mhzz73EiRPHSEtL44MPohg+fBQtWrTExsaG\nwYOHEhUVhbm5OampqVy4cJ7evfthY2ODjY0NvXv3588/E0lLu3r7by4icodUxBWQmZmJq6trie3u\n7u5kZGRUYkQiIiJSGezt7QkJmUWdOnWMxxITL2JnZ8fNmzc4f/4cubm5jBgxmD59uhIQMI6TJ08C\nULNmTby82rJjx3bS09O5ceMGu3Z9btxS4ZatW2N56aVn6dXrSaZODSQx8WKl5ykipkFFXAGtW7dm\nzZo1ZGdnF2nLyspi5cqVeHt7V0FkIiIiUpkSExOJiFjNsGGvkZSUBMCuXV8wb95i4uK24+TkzNix\nY433DPPmhZKQcJi+fbvRs6cvv/32CzNnzjX25+nphZdXG7ZsiSEmZhsGQy5TpgSQk5NTJfmJSPWm\nOXEFzJgxgzFjxhAbG0vTpk0L7RN34sQJ3N3dWb9+fVWHKSIiIhXo5MkTBAcH0KVLNwYPHsrBg/EA\nvPKKH/XrewAwceJkBg3qx+HDh2jd2ovg4AC8vX1YsyZ/P9ktWzYwebI/774bQ40aNqxfH2Xs39bW\nlilTpvHCCwM5fPggbdu2r/QcRaR6UxFXQJMmTdi5cydfffUV8fHxxi0GvLy8GD9+PL6+vlhZWVVx\nlCIiIlJRDhzYT0hIMEOGDMXPbwSQv18sgKOjo/E8Nzd3LC0tSUlJ5qeffuTkyRNERm6mRg0bACZM\nCOTTT7dx4MB+Hn/ct8j3qVOnLhYWFly6lFIJWYmIqVER9xfW1tZ07NgROzu7QvvEtW7dWgWciIiI\nCUtIOExIyBSCgqbRq1cf43E3N3fs7e05duwo7dt3APK3I8jJyaFOnbqkpl4hLy+PvLz/9pWTk0Nu\nbi4AR48msHPnDgICphhXqjx79jQGgwEPjwaVl6CImAwVcQVkZmYya9Ysdu3aRU5ODtbW1uTl5ZGd\nnU2NGjUYNGgQISEhWFtbV3WoIiIiUo4MBgMLFsxm6NCRhQo4AEtLS5599nmio9/F27sD9erVZ82a\nFTRv3pxWrTzJyMjAycmZyMhwRo8ei5mZOZs2ReLsXJM2bdpz48Z1du78HDs7e4YOHUF6ejpLly6m\nbdv2NGvWoooyFpHqTEVcAXPmzOHPP/8kKioKLy8vbGzyX4nIzMzk119/ZfXq1cyfP5/Zs2dXcaQi\nIiJSng4ejOfUqZNs2BDBxo2RhdqWLQtn1Kj8RUwmT/bn+vVreHs/zPr16zE3N8fR0ZHly8NZu3YV\nL774DHl50Lx5C5YtW429vT329vYsWbKSyMhwtm2LxczMjE6dOjNxYlAVZSsi1Z2KuAK++eYbPv30\n0yLbDNjZ2fHEE0/QpEkTBg4cqCJORETExLRr156vv95f6jkTJ05m4sTJxq/d3BxITk4HoFmzFixf\nvqbEa9u2bc/atRvLJ1gRue9pi4ECDAYDNWrUKLHdxsam2O0HREREREREKotG4grw9vZm9uzZTJs2\nrcho3MWLFwkNDaVTp05VFJ2IiIhUppGL9t51H5undS+HSEREClMRV8DMmTOZNGkSvr6+uLq64uTk\nZNwn7vLly/j4+LBq1aqqDlNERERERO5jKuIKqF27NnFxcfz6668cO3aMy5cvYzAYqF27Ng0bNqRN\nmzalvm4pIiIiIiJS0VTEFXDq1CkmTpzIqVOn6N27NwsXLmTo0KHEx8djZmZGvXr1WL9+PU2aNKnq\nUEVERERE5D6lhU0KCA0NpVmzZqxZs4b09HSmT59O3bp1+eGHH/jqq6/w8fFhyZIlVR2miIiIiIjc\nxzQSV0B8fDy7d+/G3t6e5s2b06tXL/71r3/h6OgIwIwZM+jdu3cVRykiIiIiIvczjcQVkJWVZZzz\n5uHhgYWFBfXq1TO2W1lZcePGjaoKT0REREREREVcQa1bt2bLli3Gr3fv3l2ofe3atXh5eVV2WCIi\nIiIiIkZ6nbKAKVOmMHLkSFxcXHjuuecKjcINGDCApKSkQkWeiIiIiIhIZVMRV0CbNm3Yu3cvN2/e\nLNLm7+9Phw4dcHd3r4LIRERERERE8qmI+wsHBwccHByKHO/Tp08VRCMiIiIiIlKY5sSJiIiIiIhU\nIxqJExERERGRe1pS0p+Eh6/g559/wmAw4OXVBn//yTz4YMNi22bOfAt7e1cAfH19sLS0xNz8v+NX\nLVq0JCJiMwCnT/9BePhyDh06iJkZtGjhib9/AI0bN62SXMtCI3EiIiIiInJPmzbtDQCio7cRG/sp\nVlZWzJw5vcS2wMDAQtcvWxbO3r3fGD+3Cri8vDyCgwNwc3Pnk0++4OOPv6BOnToEBweSl5dXiRne\nGRVxIiIiIiJyz8rIyKBp0+aMHx+Ao6Mjjo6OPPfcS5w4cYzExIvFtiUkJJCWlnbbvlNTU7lw4Ty9\ne/fDxsYGGxsbevfuz59/JpKWdrUSsvt7VMSJiIiIiMg9y97enpCQWdSpU8d4LDHxInZ2dri5uRfb\nZm9vj52dnfHY1q2xvPTSs/Tq9SRTpwaSmHgRgJo1a+Ll1ZYdO7aTnp7OjRs32LXrc9q0aYeTk3Pl\nJXmHVMSJiIiIiEi1kZiYSETEaoYNew0LC4ti28aNG2ds8/T0wsurDVu2xBATsw2DIZcpUwLIyckB\nYN68UBISDtO3bzd69vTlt99+YebMuZWe151QESciIiIiItXCyZMnGD/+Nbp06cbgwUNLbBs1apTx\n+Pr1UQwZMgxbW1vc3NyZMmUaf/xxisOHD5KTk0NwcADe3j588cUevvhiDx07Psrkyf7cvHmjstMr\nMxVxIiIiIiJyzztwYD8TJoxm0KDnmTJlepnb/qpOnbpYWFhw6VIKP/30IydPnsDfPwAnJ2ecnJyZ\nMCGQixfPc+DA/opM566oiBMRERERkXtaQsJhQkKmEBT0Jn5+I8rcdvRoAitWLCm00uTZs6cxGAx4\neDQgJyeHvLw8Ci5EmZOTQ25uboXmc7dUxImIiIiIyD3LYDCwYMFshg4dSa9efcrcBuDi4sLOnZ+z\ncWMkN2/eICUlmaVLF9O2bXuaNWthXMAkMjKczMwMrl27xsaNETg716RNm/aVleId02bfIiIiIiJy\nzzp4MJ5Tp06yYUMEGzdGFmpbtiy81Lb27TuwZMlKIiPD2bYtFjMzMzp16szEiUEAOP5/9u48LMrq\nbeD4l21AQdxARVxz33dzoVLUUDDXtDQxtcxdxCWVEsV9wR1Fyy3NhdwyM1GTzJ+Z9WqumXuKCyAo\nICCyDPP+MTHOCAz7jKP357q8iufM83jPMM6c+znn3MfenqVLA1i9egV9+3ZHpYKaNWuxZMlK7Ozs\nDPYcc0uSOCGEEEIIIcRLq1Gjxpw4kfX6tMzaHB2LERkZB0DDho1ZvXpdlufXqFGLpUtX5T9QA5Lp\nlEIIIYQQQghhQmQkTgghhBBCCGFShswPydf5G6a4FlAkxiEjcUIIIYQQQghhQiSJE0IIIYQQQggT\nIkmcECcAFS0AACAASURBVEIIIYQQQpgQSeKEEEIIIYQQwoRIEieEEEIIIYQQJkSSOCGEEEIIIYQw\nIZLECSGEEEIIIYQJkSROCCGEEEIIIUyIJHFCCCGEEEIIYUIkiRNCCCGEEEIIE2Jp7ABeVsnJyTx5\n8gSAEiVKYGkpL5UQQgghhBDC+CQzecHOnTvZtm0b165dIy0tDQALCwvq16/PwIEDcXd3N3KEQggh\nhBBCiNeZJHFaAgMD2bp1K/3792fcuHGUKFEClUpFdHQ0586dY9asWURFRTFw4EBjhyqEEEIIIYR4\nTUkSp+X7779n3bp11K5dO0Nb+/bt6dixI2PHjpUkTgghhBBCCGE0ksRpefToEW+88UaW7TVr1uTx\n48c5vl7JkkWxtLQoiNBeCo6OxYwdQp5I3IZnqrFL3Nm7ceMGEydO5M6dO5w9exaA+/fv07lz5wyP\nTUlJYd68ebRs2TJf7T179iz4J5JP8l4xLFONG0w3donbsEw1bjDd2E017nSSxGmpUaMGQUFBeHp6\nZtq+devWTEfpshId/bSgQnspREbGGTuEPJG4Dc9UY5e49Tt69AgrViymYcPG3L59W/P3KhT2hISc\n1Hns9etXGT9+NPXqNc2y3dt7VI7aX8bfy8sYU05I3IZnqrFL3IZlqnGD6cb+MsWdl4RSkjgtEyZM\nYPjw4Wzbto26detib2+PSqUiJiaGv//+mydPnvD1118bO0whhDCKxMQE1qzZwNmzZzh16rcsH5eW\nlsbChXMYM2YMJUuWyrJ9yJBheWoXQgghXneyT5yW5s2bc/jwYT744APMzMwIDQ3l7t27KBQKPv74\nYw4dOkTDhg2NHaYQQhhF1649cHIqn+3jgoMPkJj4jH79+ult79Gjd57ahRBCiNedjMS9oFSpUgwa\nNIjQ0FCio6MBcHBwwNnZ2ciRCSHEyy81NZVvvlnP0KEjMDfPeJ8wv+1CCCGEkCROh1KpZOXKlezY\nsYPY2FidNkdHRzw9PRk6dKiRohNCiJffsWNHSUlJwdW1U6G0CyGEEEKSOB0LFizgt99+Y+rUqdSv\nX5/ixYtr9ok7f/4869atIz4+Hm9vb2OHKoQQL6WjR4/w1lvvZDmKlt92IYQQQsiaOB0///wza9as\noXv37lSrVg0HBwccHR2pWbMmffr0Yc2aNezevdvYYQohxEspKekZf/75O61buxRKuxBCCCHUJInT\nkpCQgIODQ5btZcqUIT4+3oARCSGE6fj331skJSVRvXqNQmkXQgghhJokcVrq1avHqlWrSElJydCW\nnJzM8uXLadKkiREiE0II4+vXrxeurm1YsGA2iYmJuLq2wdW1DcHBBwCIiooCoHjxEpmen992IYQQ\nQqjJmjgtX3zxBZ999hk7duygevXqOvvE3bhxgzJlyvDVV18ZO0whhDCK7dv36G13cXmbEydOF1q7\nEEIIIdQkidNSrVo1Dh48yPHjx7l48aJmi4H69eszcuRIXFxcsLKyMnKUQgghhBBCiNeZJHEvUCgU\ntGjRAltbW5194urVqycJnBBCaBkyPyRf52+Y4lpAkQghhBCvF0nitCQkJDB9+nSCg4NJTU1FoVCg\nUqlISUnB2tqanj174uPjg0KhMHaoQgghhBBCiNeUFDbRMnPmTCIiIti0aRPnzp3jwoULXLx4kTNn\nzhAYGMjVq1eZM2eOscMUQgghhBBCvMZkJE7LyZMn2bt3b4ZtBmxtbWnTpg3VqlWjW7du+Pn5GSlC\nIYQQQgghxOtORuK0KJVKrK2ts2y3sbHJdPsBIYQQQgghhDAUSeK0NGnSBD8/P81eRdrCwsKYPn06\nbdu2NUJkQgghhBBCCKEm0ym1+Pr6MnbsWFxcXHBwcKB48eKafeKio6Np3rw5y5cvN3aYQgghhBBC\niNeYJHFaypYtS1BQEP/88w8XLlwgJiYGMzMzSpUqRcOGDalZsyanT5+mVKlSxg5VCCGEEEII8ZqS\nJE7L7du38fb25sqVK9jZ2TFy5EgGDx6s85hPPvmE8+fPGylCIYQQQgghxOtOkjgt8+fPp2LFikyd\nOpV79+6xePFi7t69i6+vr+YxKpXKiBEKIYQQQgghXneSxGk5d+4cR44coVixYrRs2ZJWrVrRv39/\nnJycGDp0KABmZmZGjlIIIYQQQgjxOpPqlFosLCx0krTy5cuzdu1avv76a3766SdARuKEEEIIIYQQ\nxiVJnJaWLVvi6+tLeHi45litWrVYsWIF06dPZ8OGDUaMTgghhBBCCCEkidMxZcoUbt++zcqVK3WO\nt2rVig0bNrB3717Z7FsIIYQQQghhVLImTkvZsmXZs2cP8fHxGdoaNGjAvn37OHv2rBEiE0IIIYQQ\nQgg1GYnLhJ2dXabHzc3NadasmYGjEUIIIYQQQojnJIkTQgghhBBCCBMiSZwQQgghhBBCmBBJ4oQQ\nQgghhBDChEgSJ4QQQgghhBAmRJI4IYQQQgghhDAhksQJIYQQQgghhAmRJE4IIYQQQgghTIgkcUII\nIYQQQghhQiSJE0IIIYQQQggTIkmcEEIIIYQQQpgQSeKEEEIIIYQQwoRIEieEEEIIIYQQJkSSOCGE\nEEIIIYQwIZLECSGEEEIIIYQJkSROCCGEEEIIIUyIJHFCCCGEEEIIYUIkiRNCCCGEEEIIEyJJnBBC\nCCGEEEKYEEnihBBCCCGEEMKESBInhBBCCCGEECZEkjghhBBCCCGEMCGSxAkhhBBCCCGECZEkTggh\nhBBCCCFMiCRxQgghhBBCCGFCJIkTQgghhBBCCBNiaewAXlahoaFER0cD4ODggLOzs5EjEkIIIYQQ\nQghJ4nQolUpWrlzJjh07iI2NRaVSAWBmZoajoyOenp4MHTrUyFEKIYQQQgghXmeSxGlZsGABv/32\nG1OnTqV+/foUL14clUpFdHQ058+fZ926dcTHx+Pt7W3sUIUQQgghhBCvKUnitPz888988803VKxY\nUee4o6MjNWvWpHnz5nh6euY4iStZsiiWlhaFEapRODoWM3YIeSJxG56pxi5xG5apxg2mG7vEbXim\nGrvEbVimGjeYbuymGnc6SeK0JCQk4ODgkGV7mTJliI+Pz/H1oqOfFkRYL43IyDhjh5AnErfhmWrs\nErdhmWrcYLqxS9yGZ6qxS9yGZapxg+nG/jLFnZeEUqpTaqlXrx6rVq0iJSUlQ1tycjLLly+nSZMm\nRohMCCGEEEIIIdRkJE7LF198wWeffcaOHTuoXr069vb2qFQqYmJiuHHjBmXKlOGrr74ydphCCCGE\nEEKI15gkcVqqVavGwYMHOX78OBcvXtRsMVC/fn1GjhyJi4sLVlZWRo5SCCGEEEII8TqTJO4FCoWC\nFi1aYGtrq7NPXL169SSBE0IIIYQQQhidJHFaEhISmD59OsHBwaSmpqJQKFCpVKSkpGBtbU3Pnj3x\n8fFBoVAYO1QhhBBCCJFDQUFbWblyKStWrKFp0+Y8fBhBQMAyzp49g1KppH79Bowe7U2lSpWzPVeI\nl4EUNtEyc+ZMIiIi2LRpE+fOnePChQtcvHiRM2fOEBgYyNWrV5kzZ46xwxRCCCGEEDkUHh7Gjh1b\ndY5NmTIegK1bd7Fjx16srKzw9Z2ao3OFeBlIEqfl5MmTLF26lObNm2NjY6M5bmtrS5s2bVi2bBnB\nwcFGjFAIIYQQQuSGv/883n//A83P8fHxVK9ek5EjvbC3t8fe3p7evT/gxo1rPHnyRO+5QrwsZDql\nFqVSibW1dZbtNjY2mW4/IIQQQgihz5Url1m9egVXr/6DlZUVderUY/Rob6KjHzN+/OgMj09OTmbl\nyrU0adIsy3MrV65i+CdiYo4cCSYyMpIPPviIwMCVANjZ2eHjM13nceHhYdja2mJra6v3XCFeFjIS\np6VJkyb4+fkRFRWVoS0sLIzp06fTtm1bI0QmhBBCCFMVFxfHuHEjadasBfv3H2H79r3Y2BTBx2ci\njRs3JSTkpM6fWbMWUL68M3Xr1td7rtDvyZMnBAQsY/LkL7C0zHrcIjw8nMDAlXz88SdYWFjk6lwh\njEWSOC2+vr7cvXuXt956CxcXFzw8PHB3d6dNmza4urry6NEj/Pz8jB2mEEIIIUxIcnISo0ePw9Nz\nMAqFgmLFiuHm1oU7d26TlJSk89jExESWLFmAt/ckrK2tc3VuYbhy5TJjxw7Hze0dunbtyKRJXty5\nczvbtpy0F7ZVq5bRvn0H6tatn+Vjbt68wciRn/DOO+3p339grs4VunL6+w4K2oqLS3P++ut0ptfJ\nrl2oSRKnpWzZsgQFBbFnzx68vLzo1q0bPXr0YPz48ezbt48tW7ZQqlQpY4cphBDiJZFdp+Xff28x\neHB/OnV6K8O5CQnxzJrlS48eXfDw6MDUqRMynQkiTF/p0g507doDc3N1tyss7AG7d39Hu3auGZZx\nbNu2mcqVq9K6tUuuzy1o+kYBsxshNPYI4l9/neb06T/57LOReh8zatRQevZ8n4kTp+bq3MJkip8r\nOf19Z1coRgrJ5JwkcZkwMzPT+a+FhYVsKyDEa0bfl2hk5EOmTp1A166d6N7djVmzfHn6NCHT6yxb\n5o+LS3PCwh4YJO6HDyPw9Z3Ke++9i7t7Bz7/fByhoXcAuH79GuPHj8bdvQPu7h1YvHgBycnJmnPP\nnj3DyJGf4ub2Dt27u7F+/VpUKpVB4jZF2XVajh49wrhxI6lQoVKm5y9cOJfIyIesW7eZ7dv3olAo\nmDbtc0M+BZOUn/f4n3+e4rPPBtGp09t06+bG9Ok+REVFGiz28PAw2rVrRZ8+3bC1tcPHZ4ZOe1xc\nHDt3bmfIkM9yfW5h0DcKmN0IobFHEIODDxATE02fPt3w8OiAh0cHAKZOncDSpQu5cuUyPj4TmTBh\nMp6eg3N1bmEy1c+VnP6+sysUY6xCMvn9zr9w4Rx9+nTH07OvwWKWJE5LZGQk/fr1o0ePHixdupS9\ne/eyZ88e5s+fT5cuXRg6dCixsbHGDlMIUciy+xL98svJWFvbsG3bLtav30pERDiLFs3LcJ3Lly9x\n+PBBg8aeVdnsuLg4JkwYg7NzRXbu3MemTdu4efM6a9cGAHD//j0mTfKideu2/PDDIVasWEtIyBF2\n7QoyaPymJLtOS2JiAmvWbKB164xrqWNiYjh27ChDh47AwcERe3t7Ro704uLFC1y/ftUg8etLhu7c\nuc2kSV64u6s7sOPHj+HWrRuac7NLlgpTXt/joaF3mDzZmx49enPwYAgbNmwlKiqSefNmGSRugHLl\nnDh27BQ7d/4AqPDyGk5qaqqm/fvvd1O1ajXq12+Q63MLg75RwOxGCI05gggwerQ327fvYePGbZo/\nAJMnT2PIkM+YO9ePgQOH0KlT51yd+8knwws1blP9XMnJ71u7UExmsmsvLPn9zv/uu234+X1JlSpV\nDBq3JHFa/Pz8cHJy4tixY5w8eZKDBw8SHBzMH3/8QXBwMDY2NrImTojXgL4v0UuXLvL33xcZPXoc\n9vbFcXBwYOjQEYSEHCE2NkZzjdTUVBYsmMNHHw3U8zcVLH1ls3///QQxMdGMGuWFra0dZcqUZdSo\ncfz44z5SU1P544/fsbW1xdNzMNbWNlSuXIUhQz5j377dBovf1GTXaenatQdOTuUzPff69SsolUpq\n1qytOVa2bDlKlCjJP/9cNkj8WSVDKpWKSZO8cHQsw549B9i9+wDlypVj0qRxqFSqbJOlwpSf97i5\nuTlTp07H3f09LC0tcXBwoF27Dty4YZikWZuTU3k+//xL/vnnMhcunNMcDwk5zNtvt8/TuYVJ3yhg\ndiOExhhBBLC3t6dMmbI6fwBKlCjB7du3uXXrJl9/HYiraxudP+fO/aX3XHt7+0KN29Q/V7L6fWdX\nKMaYhWQK4jt//fpvqV27rkHjliROy5kzZ/Dz86NcuXIZ2ipXrszMmTM5fvy4ESITQhiSvi/RW7du\nUKpUaRwcHDWPr1WrDkqlkmvXrmiObd++BUdHR1xdOxks7vSy2dqfYells+3siqFSqXSmR9rb25OQ\nkMD9+/dQqVSkpelOnbS3t//v7u8zgz0HU5SXTmp0dAwKhXWGEQl7e3udjkFh0ZcMxcTE8ODBfdzc\n3LGxscHGxgY3Nw8iIsJ58iSWS5fO602WClN+3uMVKlTk3XfVoy4qlYp//73FTz/9QKdOXQo1ZoCQ\nkJ8ZMKCvTmwpKeqRy/QOa1jYA65fv0abNi65Prew6RsFzG6E0BgjiFk5ceI0TZs2p1Gjxpw4cZpf\nfvk9Q2XQxo2b6j3XUEzxcwWy/n1nVyjGmIVk8vud37dvf0qUKGHwuCWJ02JlZaV3nnZKSopmnZwQ\n4tWX2ZdoTEw0xYoV03mcjY0NCoWCmBj1l+T9+/cICtqqs1DeGLTLZjdo0IjixYuzevUKnj5N4PHj\nR2zc+DXm5ubExsbQqlUbEhLi2bx5A0lJzwgLe8D27VtRqVQZNr8tDPqm9mW3yD83axQLQ146qeqv\nkozrDQ21BlFfMmRvb0/9+g3Zv/974uLiePbsGcHBP/73HiqBSoXeZMmQcvMeT3fu3F+0a9eKjz/+\nkHr1GjBixJhCj7Nhw0ZERT0kMHAliYmJxMXFERi4krJly2lGTa5cuYxCoaBixUq5PtdQ9I0CZjdC\naIwRRFNmip8r2l78fesrFGPsQjLp8vqdbyySxGlp1aoVEydO5Pz58zpz+589e8bp06cZP348nToZ\n7q66EOn0dXD1tYHxO7imLLMv0bS0tEy/ELWPLVw4lwEDBlGunJMBo9X1YtnsYsWKsWDBMm7cuEbP\nnu54eY2gffsOmJmZYWlpibNzBebMWcixY0fp2vVdfH2n4O7eFTDM3X5965yyq3iW0zWKhS03ndSS\nJUuRnJxMYmKizvHY2FhKlSpdmGFm6sV9smbPXsCVK5fp0qU9HTu6cOHCOXx91WvHcposFbbcvsfT\nNW7clGPHTrF5cxD//nuLadOmFHqsDg6OLFu2msuXL9G1a0c+/LAHsbEx+PuvwMbGBoBHj6IoVsxe\nMxqQm3MLi75RwHPn/tI7QvgyjCC+Ckzlc0Xf73vjxq/1FooxZiEZbXn9zjcW+VekxdfXF19fX/r3\n709aWhrW1taoVCqSk5OxsLDAw8ODadOmGTtM8RqaMmU8FSpUYuvWXQAsWDALX9+pbNq0TW8bqDu4\nTk7l2bZtF8nJKcyY4cOiRfOYPn220Z6PqUn/EnV3d6V79148eaJb4Ojp0wRSUlIoXdqBn37aT0JC\nPH369DNStOq7mj4+k/joo4E6Vdfq1atPYOB6zc/h4WEolUrNeo/WrV00Zc1BXa1SobDG3r54ocab\nPrVvyJBhmvUmvXt/wNixw0lKUq9VcHfvhrm5OQqFAje3LkyZMoGkpCRCQ2/z998XmTNnoSbOoUNH\nMHbscMaNm0jx4oU3xSUk5Gc2bPiKLVuCNLM0ctpJrVmzFhYWFly5cpkmTZoBcO/eXZ48iaVBg4aF\nFnNmbt68waRJXppkKDU1lUmTvGjSpDmrVn0NqDth3t6j+eabbZpkKSBgKT17ulOmTFk++2wkR48e\nNljnPK/v8XRmZmZUqVIVL68JDBkygLCwB1muMyootWvXJSDgqyzb33//Q95//8M8nVtYtEcBBw8e\nSmpqqmYUsFu3nnz33bZM22rWrE358nFZnmvoEURTYqqfK/reK76+szIkPb16eTB58jSaN28JwKef\nDtfbbki5+c43JhmJ02JnZ8eSJUs4ceIE69evZ/bs2cydO5cNGzbw22+/sWDBAo4cOWLsMEU+ZLa3\nSnh4WIaFza6ubXjrrRYcPPij5nGHDwfTr18vXF3bMmBAX/73v2MGiVnf2pXw8LAs2548ecL161dz\ntCBX6NJ3R9HZuSIxMTGEh4dp2v7++xIKhYJatWpz8OCP3LnzL926vYuHRweGDBkAwJAhA9i69ZtC\njz2rstnJyckEBx/Q+b2fOvUbzs4VcHBwJC4uLsOaplOnTtKgQSMsLCwKNWZ9U/tKliypd5H/P/9c\nztEaxcKQn2lu9vbF6djRja+/DiQqKpLY2BhWr15By5atqFSpSqHGrS2zfbLOnPk/bt68wejRXhQv\nXoLixUswatQ4wsLuazbfTU+WDh36lS1bvqNGjVqZJkuFIa/v8aCgrXh56U7XSk5OAWRkKCv6RgGz\nGyE05giiKTPVzxV9v29HxzJ6C8UYs5AM5O8735jkUysTJUuWpE2bNpm2TZs2jW7duhk4IlEQjh49\nwooVi2nYsDH37t3VHC9XzomQkJM6j71+/Sre3qNo1Ur9Pvi//zvF0qULmTVrPg0aNOLYsaNs2PAV\nzZq1pGjRooUad3oHV1t6B9fRsUyWbba2ttl2cFu0aFWosYM6cZ4580vu3bvLkSP/02k7fDiYjRu/\nIiIigvLlnRk2bCRvvdUuwzV+/fUXvvhiEj4+6spyhU3fHcU6derRqFETAgKW8fnnPiQlJbFhw1o6\nd/bA1taOmTPnaz78AR4+fMjw4YNZtGg5VatWLdS4lUpllmWzrays2LRpHRcunGPcuEmEht5h48av\nGTp0BKDuxAYELCUqKhJPz8GcP3+WPXt2Mneu4aaypHtxap/6WBgfftiT1NRU2rXroHnfG3O9Qnqn\nJSBgGV27dsTGxoa6detrOqn9+vUiIiIcpVKJUqnE1VX9efL551/QubMHEyZMYdmyRQwY0Ie0NBVv\nvtnaoCPkz5OhKTrvl9TU1P/WvKFzLC0tDVAnSyEhR2jduq1mpFM7WSpM+XmPN23agsDAlezeHcR7\n7/UkLu4JGzaspU6dujg6linUuE2ZvlHA7EYIjTWCaMpM+XMlN7/vEydO56u9IOXnO9+YJInLpZdh\nDqzIm/S9Vc6ePcOpU79l+bi0tDQWLpzDkCHDKFmyFADffvsNPXu+rxnWd3Nzx83N3SBxvyizDm5W\nbcZekJtV4gw5T4wTEuJZsWIxRYoUKfR402X3JTpr1nz8/efTu/d7WFhY0L59R7y8JgDqm0DalEol\nAKVLly70D/xLly5qymavW7dGp23JkgBmzVqAv/883N1dsbcvzocfetK1aw8AihQpwty5/ixf7s/m\nzRspU6YMEydOMUiir+3FqX3p0tcqhIU9YNWqZXh5DScwcANmZmZGXa+gr9OyffsevecWLVoUH5/p\nGW7EGIK+ZCi9gMmaNQEMHTocMzNz1q9fQ4kSJWnQoHG2yVJhys97vEaNmixatIzAwABWrVqOnV0x\nmjRpypQpskziVXX9+jUCA1dw5co/AHTo8C5jxnijUCh0HvfXX6cZO3Z4huN9+/Zn+PDRREdHM23a\nZK5evULTps2YOXO+TgXILVs2EX7ud8o1LphNqk31c8VU5ec7H9Ak0kqlkrS0NM3PS5YEZFnttCBI\nEqeladPsX+iUlBQDRPLy0ze68vBhBHPmzODMmf/jxx9/zrLs6pUrlxk2bDADBw7hk0+GFXrM6V/k\nZ8+e0fu44OADJCY+o0eP3oD6H+XFi+d58802jBjxCTdv3qBy5SqMHTueBg0aFXrc2rLq4GbVZuwO\nrr7EOaeJcWBgAK1bu+hNvAuDvi/RUqVKM3fuohxdx8mpvMHuKKaXzdZn7dqNWbY1bdqcb77ZUdBh\n5VhW65y0aa9VuHDhHCVLlnxp1yu8zLJLhpYuDWD16hX07dsdlUq91mbJkpXY2alvROhLlgpTft/j\nLVq0MviNCWEc6fsZvvOOK7NmzSchIYEZM75g7doAxowZn+k5L87KSRcUtJU33qjGsmWr+eKLSRw8\n+KOmjxAaepsfftiLY4OhhfZcROHLz3d+Vu+bwiZJnJZKlSpRtWpV3n777UzbVSoVvr6+Bo7q5aNv\ndOXcub+YPt0n24Wo6o2QZxt0dCUnUlNT+eab9QwdOkKzBic2Nobk5GQOHNjHjBlzKV++PBs2fMWk\nSeMICtpbqIUTtOnr4GbVZuwOblaJc04T44sXz/Pbb8fZsuU7gydxwrCymtqX3SL/OnXqa9YrpFcD\nfVnWK7zMcpIMLV26Ksu2GjVq6k2WhDA27f0MbWxssLW1Y9SocYwfP4oRI8bmah3ktWtX6dPnAywt\nLXnzzTZcv67eID4tLY1582YyZow3m06mFdZTESJTUthEi7+/P6dPn+bNN9+kZ8+eGf706tWr0Bf4\nm4L00ZXWrdtmaIuOfoy//wo8PPSvGwwK2krp0g5Ur16zsMLMk2PHjpKSkqKzQXP6qFX37r2oUaMm\ntrZ2DBs2GqUylVOnDHP3JauF/Nm1aXdw070MHVztxHj8+Mns3XuAhg0bMWnSOE1RgtTUVBYunMPY\nseM1d//Fq0nf1L7sFvlXq1Zds17hyZNYIiMfvjTrFYR4UWbFtUBdQXDyZG+6dHGlc+f2jB79GZcu\nXczyOtevX2P8+NG4u3fA3b0Dixcv0GyNlJSUxJQp47l+8EvungwkNSle59wn989x9/e1r/zykLzs\nZzhrli/du7vh7t6BpUsX8uzZMwCdPYLT0pSan3ftCqJMmbLExsYQemIl9059RXJCVCE+KyGekyRO\nS/Xq1fHx8eH333/P8jFOTsbb9+ll0bVrjyxLMbdv35EaNfQnZvfv32P79i1MmFD4e/Pk1tGjR3jr\nrXd09ukpUaIkFhYWFCv2vEKSQqGgdGkHoqIiCz0mfR1cfW3AS9vBzUli/O23myhf3pn27TsaLU5h\nGNpT+16sEnvv3t1sK9zNmjWftLQ0evd+D0/PD6hSpZrOegUhXgZHjx5h3LiRVKigu5l3Wloa3t6j\ncXQsy+7d+/n++4NUr16TSZO8SEp6luE66dMEnZ0rsnPnPjZt2sbNm9dZuzYAgIMHf0SlUlHdzQ9F\nMSeibz1f8pCaFE/UlYOUbfi+TmLyKsrNfoa2tnY0aNCQdu1c2b37AEuXruLkyd9YvnwxAHXq1OXE\nieMkJSVx8uQJ6tatz4MH99m5czuenkNYt24Nzi0/wb5iSyIvHzDG0xWvIZlO+YIuXbrobQ8ODjZQ\ndNRFhAAAIABJREFUJK8uf/959O//caHvyZNbSUnP+PPP35kzR3fes4WFBRUrVub69at06aLe/Dg5\nOZlHj6IMsplzdmtX9LU1btw02wW5xpBdYhwaeptdu4JYv36LEaMUhpKTqX36Kp7lZo2iEMaS1Rrh\nZ88SGThwMK6uHSla1BaArl27s2vXDiIiwjOUhs9umuD161d58802/HjNAtsytYi5/fzvivx7HyWr\nuqCwzd3GzzktEAJw8uQJNmz4itDQOxQtWpRWrdpotsExZIGQ3OxnWKtWbQIDN+j8PHjwp/j7z2Pi\nxCn06fMhvr5T6d7djZYtW9OpU2cmTvRi2LBRhIc/oF69BoQrimJbpjYPL32f79hNWUHUTACIiopk\n5col/PXXGVJSknnjjeoMGzaaRo0aA7B+/VpuHPoWC6uilGvyIUVKVtacm5zwiHunvqKSyxgsrV/d\nGRmSxAmDSt/D54MP+hs7lAz+/fcWSUlJVK9eI0Pb++9/wKpVy2nb9m3q1WvA118HUqRIUdq0eSuT\nKxWs7Dq42XV+X8YObnaJ8c8/HyYhIZ4hQz7SnBMXF8fSpYs4fvwX5s9fYqzQhRAiT7JaI1y0qC3v\nvfe8KMyjR1Fs376FOnXq4excMcN1spsmqDvCpgLUP8eH/01KYgzFyjcm9EQAZuYWONTxoEhJ3ZHB\nF+WmQMi9e3f54otJTJrkw7vvdiEmJpqpUyewfPkipk2bZfACITnd/D0zzs4VSE5OJi4ujhIlSrB8\neaCmbd++PRQtWoSOHd0IDj6gWd9vbqkgLTXj6OnroiBqJqSbOXMaNjZF2Lp1F0WKFGHr1m+YNMmL\nXbv2Ex39mAMHfqBq+8k8jbpB5N/7qeQyGlD/24i4sAuH2l1e6QQOZDqlMKCYmBgCA1fw+edfGmVt\noXqj7jYsWDCbxMREzXSt4GD11IeoKPU89swKlfTo0ZuBA4cwe/Z03N1duXz5IsuWrXrpCrOYkvff\n/4D9+/dx5sz/8ezZM9auXaVJjD/4oD9BQd+zceM2zR8HB0c+/XQYkycbthx4UNBWXFyaazY5zsyF\nC+fo06c7np59M7TNnz+Ld999h0GD+nP3bqhO28WL5xkwoC9pyoKrenvnzm0mTfLC3b0DHh4dGD9+\nDLdu3cjwuLCwB7i4NKd9+9Y60xdnzPgCeL6uplOntxk1aijR0dE65//886HXYl1NTuT0NX/RsmX+\nuLg0JyzsASCvuYD27VvTvXtnIiMfMm/e4ky/K7ObJli7dl1OnvwfacoU4sP/xqZERZQpiURe3k/Z\nBr2IuLAbp6b9cajjzsOLu7ONSXvkz9bWjjJlyjJq1Dh+/HEfqampOo+9du0qaWlpdOnSFUtLSxwc\nHGnb9m2uX7+maW/duq3eAiEWioLZezW7zd+1HT16hO++265z7N9/b2FnZ5dhtOjhwwi2bNnIhAlT\nAbC1tSUuLg4AZfJTzC2tyS99ax5fdPhwMB9//CEdO7rQq5cHixbNJSFBvQ4yOjqa0aM/o1Ont5k8\n2ZukpCSdc9Ujn0H5jjddQdRMSHf58iVcXTtib2+PlZUV7u7v8fRpAg8e3Of69avUq9cAC0VRbMvW\nJunJA815saF/YG5pg71z41zFXlDrVa9cuczYscNxc3uHrl07MmmSF3fu3Na06+sT/PXXX3h4eGT4\nPWVFkjhhML//foKYmBgmTBiNh4e6s3Px4nm2bdusM+JSWLZv30NIyEl+/fUPTpw4TUjISUJCTtK5\nswcALi5vc+LEaaysrDI939NzEHv3/kRIyEkCAzfwxhvVCz1mU6cvcdaXGKd3FLT/mJubU6yYfYZ9\n2ApTeHgYO3Zs1fuY777bhp/fl1SpUiVD2x9//M7169f44YdDvPtuZ50pr0lJSSxYMIfJk7/A3CLz\n91xuqVQqJk3ywtGxDHv2HGD37gOUK1eOSZPGZdnx37Ztt+bfQkjISWbMmAM8X1dz8GAI1apVJyjo\n+esQHR3NmjUBr8W6muzk5TUHdQfl8OGDOscM/ZrntKP411+ncXFpnmG94po1AZrYDNlRhKw7XAkJ\n8cya5UuPHl3w8OjA1KkTNDfosqLvJkz4+Z3cCJ7GneNLSY7XXQOd+Pg2t48tLtCbML/88jv79gVT\nuXJVRowYQnx8fIbHpE8TvHHjGj17uuPlNYL27TtgZmaGpaUl777bBRsbG24dmUVqYgwlq7oQeXk/\nxSu9CYCljT1WRUtRpGRlUhJjsx05yk2BkEaNGlO0qC3ff7+bpKQkoqIiOXHiOC4u7wCGLRCSvp/h\n2rWrSE5O5saN62zc+DWenoMA8PIawYEDPwDq/VNXr17O//53jNTUVK5c+YfNmzfQq1fG94S//zyG\nDPkMBwd1hec6depx+fJFUp/FEvfgvM60vrzIbs2jtjNn/o8FC2YxfPgYDh36lZUr13L27BkCA1cC\nz7dGOHgwBFB/xqTTjHzWfS9f8WrLb80EbW3bvs3hwwd5/PgRKSkp7N//PeXLO/PGG9V0PwNVz6uC\npiTG8PjGL5R84y3unfqK0BMriQ39v2z/roJcrzpu3EiaNWvB/v1H2L59LzY2RfDxmQhk3yeYNm0a\ns2bN0plirI8kccJg2rfvyM6dP+iMrtSuXZcePXqzaNFyY4cnCkF2iXNuEuNdu/bj7l5wXzY54e8/\nj/ffz35txvr131K7dt0Mx69du0qzZs2xsbGhdWsXzV1ngI0bv6ZFizcLdK/BmJgYHjy4j5ubOzY2\nNtjY2ODm5kFERHiGrSayk76uxtLSktat23Lt2vPYly1bRN++/XK9ruZVlJfXXL3Fyhw++kh3r0dD\nvua56Sim0072Q0JOMny4evqSoTuKWXW4ABYunEtk5EPWrdvM9u17USgUTJv2eZbXyu4mTNKTB7zR\naRrFnJvw6NphTVuaMoWIC7sp27B3gd2ESVe6tAPe3pOIj4/n+PFfMn1M+jTBQ4d+ZcuW76hRo5Zm\nmqBCoWD27IVU7zyTCq2G8iz2HklPwilZ7R2UKc90RorMLaxQpuhP4nJTIKR0aQfmzFnI2rWr6NjR\nhR49ulC6dGmGDPkMMGyBEDMzM2bNWsDNmzdwd3fl88/H6exneP/+PWJj1f9G27Z9i4kTp7J27Wrc\n3N5h8mRv3nuvhybudIcO/YRSmabzXeTg4MjAgUO4/esSYkP/xLFu13zFnZuRT3t7e/z85tK6dVss\nLCxwdq5A69ZtjTLyWdAmT/6SxMREunVzw9W1DT/+uI9Zsxb8V127DpcuXSA1Kf6/0Wb1Z0HEhd2U\nrtmJ6JvHsK/QHOc3h/Lo2uEMFVpflNUIYvp61REjRlO0qC02NjZ07dqduLgnRESEZ7hOcnISo0eP\nw9NzMAqFgmLFiuHm1oU7d26TlJSkt08QEBBAmzZtcrRndTpZEydyrV+/XkREhKNUKlEqlZqd6T//\n/AsOHfqJ8+fPkpamvjPSq5d68+aBA4cwaNCnmmpy6aysrCha1FY25RUvnSNHgomMjOSDDz7S3NXM\nTN++Wa/v1L5ZmJaWprl7ePXqFX79NYSJE6cycuSnhIY+plSNDtiVrZOvmEuWLEn9+g3Zv/973nij\nOlZWVgQH//hfJyzzBeRr1qzk0qWLxMfH0bbt23h5TaB48RI6dzqVyuexnzjxKw8fhtOx47uEbl6R\n43U1r6q8vObbt2/B0dERV9dOOu8tQ77mpryHVlYFQmJiYjh27CgBAV9ppsuNHOlF795duX79KjVq\n1Mr0euvXf8vu3UE6W7GkP6+ipatjbqHAtkwdnTv6j679TFHHGhQpVSXfz+fixfNMn+7D5s1BOtup\npKQkZ/p7SE5OJiTkCK1bt9W8x7KaJpiWmsTDS99TvpknZmbmWFhZo0xJBNSja8qU7Kf/5aZAyL17\nd/HxmcTYseNxde3Eo0dRzJs3k3nz/Jg2bVaOCoQMCt1FolLJ55HXmHJjcx5eUVfN/+nbz3DXrv06\nP3ft2p2uXbvrvbKbmztubu4Zjvft25/gW+XyEGtG2Y18Vq5cRXO8Ro1amvd1Wloa//xzmV9//YUP\nP1TPbsrZyOc3mFtaU6ZBLxS2L09fbMYMH0qWLMX33x+kSJEi7N27iwkTRrN5cxAVKlSke/debPjG\nH0trO8o16ceTe+q1psUrNify8n7KNemPhZUNNiUq8iwmFLuyGW+0piuo9aqlSztorgXqZQu7d39H\nu3auWFtb6+0THD58mBkzZtC/f3+USiUjRoygXbt2el8jSeJErm3fvifLtvQRlpzSV3FOCGN58uQJ\nAQHLmDfPP1ed2RfVqVOPgIClPH2awP/+d4y6deuTmprK/PkzmTTJh6VLFzJxog/+e24RemIlth18\nMDPP33rR2bMXMG7cSLp0aQ9A5cpV8PdfkeFxVlYK6tVrQIsWrfjiCz/Cw8Pw8/sSP78vWbIkgNq1\n63Ls2FE8PLpx4sSv1K1bj7i4OJYvX8K8ef54e4/CqelnpCbF8fDibiq/7Z2vuCHrqmZxcXGsXr2C\n338/wbNniVSvXpNRo7yoU6deptfRV0kvKSmJ6dOncv33U9gUd8apmafO4vcn988RG/oHFVp9luNp\nizl9zUF99z8oaCvr1m3JMN3SkK95bjqK6WbN8uX06T9ISUmlUyc3RowYi42NjcE7ill1uK5fv4JS\nqaRmzed7YJYtW44SJUryzz+XM03icnoTBtXzDtez2HvEh1+kbINe3D25GlVaWr5uwtSoUQsLCwuW\nLl2Il9dEFAoFmzatw8LCgqZNmwOwZk0A8fFxTJw4VTNN8MKFc4wbN4nQ0Dts3Pg1Q4eOyHDtyH9+\nolj5xljbqyspK+zKkPrsCUlx4aQ8fYxVkVJYWGW/tjunBUJ+/HEfVapU1YxUOTtXYNCgT/H2HsXE\niT4UL56zAiHW5uYkpilz+Uq+GrRHPkeMGM2zZ8+yHPlMFxx8gHnzZmJhYcGAAYN4//0Pgecjn02b\ntuDkyRN07OimGfmcN2+xejS+5WgSIq8RefkAzi0+NuRTzVJo6G1OnjzBtm27NTcmBgwYxJ49Ozl2\nLIRevfowaNCnHA9/A4DUZ3E8OL2Zim3U/wbSUp5hbqmunGpmoSAtm9HmnGjfvjUpKSk0bdo8y/Wq\n6cLDw/jww56kpqbSrl0HfHymA/r7BH5+fsyePZsZM2bg7OxMnz59+OWXX7Jc4gMynVIIk/Hdd9vo\n3bsrHTq05dNPB3Lx4vkMjwkOPpBh3YqraxtcXJoTHh6Wo8IJY8cOf+0LJ6xatYz27TtQt279fF2n\nWbMW1KvXgF69PPjtt//xySfD2LJlI3Xr1qdmzdpERUXRqFFjrIqUwNK6GMnxD/P196WmpjJpkhdN\nmjTnwIGfOXDgZ1q0eBNv79EZ5u87ODiwdu1GunbtjkKhoFKlyowa5cWff54iMvKhZl1Nt27vEhER\nTp8+/Vi5cgnduvUEwNHRMVfrarKjb4rc3Ll+3L17h3XrNvP998G88UY1Jk8en+nib0PvoZWb1xzU\n0/0GDBiU6fYkhnzNX8U9tKKjY1AorDOsJ7G3t8+y86tPnTr1eBp1nbTUZ5oCIao0JRHnd1G2QS8e\n/r0Ph9pdcGo2gIgLu1Blk3RktUb42LGjLFkSQFxcHL17e9CjR2cuXbrA4sUrNR3YR4+iePgwAsh+\nmmC6p4/+5Vn0bUrX6KA5ZmZuSdkGPbl36isi//6Bso3ez/Z1yE2BkNTUVJRK3dchJSXzghz6CoTE\nK5XYmL+eXdTs1jxmpnNnD0JCTrJ69XpCQtQVIgH69PmQe/fu0r27G3Z2xejUqTMLFszRGfm0+G9r\nhMTH/xryaeqVPm00fVZXupSUzNefPry0l1LV22FVRD0ybW5lQ9p/I87K5IQCKTaTk/Wq6cqVc+LY\nsVPs3PkDoMLLazipqal6+wT16tXj4cOHNG/eHCcnJxwdHbl165bemGQkTggTsH//9wQFbWPuXH8q\nV67Cnj3fsW7dWpYuDdDZmLxzZ48Mo6G7du3g6NEjlC1bjn379mgKJ6xYsZigoK2adS3phROWLw9k\n2pZrBn1+L5O//jrN6dN/smVLwRRimDhxKhMnqjspt27d4NChn9iw4Vvi4uJ0qpsWRGnqM2f+j5s3\nb7BmzQasrdVTl0eNGsfevbv466/TtG7tovd8Z+cKgLrD6OhYhtmzF2ra/vzzFLdu3WTy5C+5dOkC\nRYoUJTE99v/W1Zhb2mRy1ZzJaoqcSqWidGkHPv74E02HsV8/T/bs2Ulo6O0MoyuG3kMrN6/5Tz/t\nJyEhnj59+mV6rfS1TOkK8zV/FffQUufdGW9A5fWmVLNmLWht/ow/Ds+gnMKaEc4VOfnnUpzNU3j/\n0f+YnBCF32P1TYAZpOB5eT0VbDL7fain9+mbxQKwcOHSLNu++GKGzs/6pgmmK1q6aqajtcXKN6JY\n+Zyvxc1u5M/LawTvvtsFD49uvPXWO3z33TYOHw6mffsOxMbGsHXrZlq0aJWhmnNmBUIWLJhNdOmy\n/BX/hOpFXs61WoaQl60RLCwsqF27DkOHjsTXdwojR3rleOTzZdgaYffuIP788xQLFiylUqUqVK5c\nhXXr1jBx4lSKFLFh795dPH2aQKtWbXTOi3twAWVKIsUrtdIcsylRibiwC9iWqcuzmLvYNOpTIDGm\nr1f18DjE8eO/ZLtO38mpPJ9//iXu7q5cuHCOpk2bZ9kniI+Pp2jR5+/5IkWKaG5qZEWSOPFacXFp\njqWlpU7i82IHBdQjWgsXzslwfnJyMrt27adkyVJMnz6VM2dOU7NmLWbPXqhTNVFdCnxDrqZk6fPt\nt5sYNOhTatVSTxPq338g/fsPzOYs9WaZGzZ8zYoVazAzM8tQOGHnzueJSnrhBHVH/vVN4oKDDxAT\nE02fPrplkKdOnUDnzh54e2ddJEEfpVLJvHmzGDduEkWL2pKWptK5k1cQpalTU1P/myKne+zFu5kA\n//d/f3D+/Fk+/XS45tjt2/9iZmZG+fIVdB779OlTlixZyJw5C7GwsKBoUVvi4p5gSc7X1WQnqyly\nZmZmTJw4RedYWNgDzM3NM11La+g9tHLzmh88+CN37vxLt27vApCWpj5pyJABDBjwMR999HwqkyFe\n81dtD62SJUuRnJxMYmKiTsIQGxtLqVJ5KwgzsFx5BpZTV9u7l/SMk7ExTK9SjcQ0JdZa3yPW5uY8\nfUWn/6WP/Pn7z8Pd3RV7++JZFghp1KgJfn5z2bJlE/7+87C1taV585aMHOmlc019BUJ8A5ZT0sqK\nEeUzrjl6HeRmzePKlUt58iRWJ8lPSUnGwsIiQ98jfeRzzRp18p8+8jnl8WaepKbiY0Ye1yBC+o2K\n/NRMSC8SBWBpacnChctYvXo5Awd+QHJyElWrvsGiRcspX95Z87cqkxOIuvITzm8O1Xm+jnU9CDuz\nlagrh3Co7YaljX2enlVu16uGhPzMhg1fsWVLkCae9JHoFx//Yp/Axka9lCNdTEyMzt+ZGUnixGtn\nyZIAzTqDrBTEiFbZhgMLJIGLjHzI/fv3SEtLY/Dg/oSFPaBWrTqMHz8503Ur2tauXUX79h00G5jn\npHDCsGGDuRsWXyDFKq5cuczq1Su4evUfrKysqFOnHqNHe2cb97Jl/uzatYOdO3/Ayam8Zh2TvqT5\nhx/2onLqk+/XfPRob53EBqBXLw8mT55G8+YtmTXLl4oVKzFo0Ke5um5Q0FaqVKmquYtoZ2eHo6Mj\np06dJOlJGKlJ8SjsyuQr9vRiGmvWBDB06HDMzMxZv34NJUqUpEGDxjqxlyhRgm+/3YSDgyMeHt0I\nDw8jMHAlnTp1xt5e9wtPfdyNatXU1UOrVKlKVFQUJXO5rqYgxMXFsXjxfLp3751pxzy79STp687S\nSnpk2EOrfPOPuXfqayq5jM7xurPcvOYzZ87XmVr28OFDhg8fzKJFy6latarOdQv7Nc9NR/Ho0SM8\nehRF377PRxCz20PrxY4ipQpuD62s1KypXlt25cplmjRpBqgLbTx5EkuDBg3zde00lYqNYff5qKwT\nRSwsUIFO0vYyTv/Le4c8Xd4KhLRv35H27TvqvbK+AiGNDx/O5IzXR25GPps1a8HUqRNo08aFt95q\nR0REONu2baZNm7cyrNkyxMhnfmomfPLJMD75ZJjmZ2fnCsyZs0jvORYKW6q6Tslw3LpYOaq0m5BN\ntNnL7XrVhg0bERX1kMDAlQwePJTU1FQCA1dStmw5nbW6kLFPUKxYMcqWLcvx48cpU6YMjx494o03\n3tAbnyRxQuRAXka0gm8VTCnwhw/V66SCgw8we/ZC7OzsWLx4AZ9/Po5vv92Z5aLXu3dDCQk5wtat\nzzdzzUnhhK++2sT4ZYfyXTghfb+Ufv088fdfQVJSEgsXzsHHZyJbt+7K8rzs9s8q7Gmg9vb2GZIY\ngBIlSmBvb09ERDi2traa4+l3GpVKJWlpaZqflywJoHFjdangu3dD+f773axbt0XnmhMnTmX27OlE\nxSRQrlEfzMzz95Fsb2/P0qUBrF69gr59u6NSqTu2S5asxM7OTif2GjXUyfCGDV+xatUyrK2t6dix\nM8OGjdK55vnzZ7l48Tzr1j3vEFpZWTFhwhRmzp2DuYWCck0ynx5Y0CIiwpk0yYuKFSvh5ZX5F3R2\n0wTffbcLp079xv1D03jDpgjDnSsRdGopjW2taRi6n/VmqUx7oC6RPyb+IV5XN1Ik0wXs6g5ubl7z\nF/c4TF87VLp0aWxtn99xNcRrnpuOYvoeWk5OTrRu7cKNG9dztYfWggWzKdX8beLCLuV7Dy197O2L\n07GjG19/HcjMmfOwsrJi9eoVtGzZikqVqgDk+SbMocdRlFdY08CuGABFLSwoaWnFxfg4Slha8SQ1\nlfI53NtJvJoKKmnOzchnmzYufPmlH+vWrWHWLF+KFy9B69ZtGT58jM6VZeRTP30jiEuWBLBy5VJ6\n9/bAwsKC6tVrZlivmr5e1MHBkWXLVhMQsIyuXTtiY2ND3br18fdfoVOdPas+gZ+fH5MnTyYlJYU5\nc+agUCj0xi1JnHjt7Ny5gwULZvP48WOaNGnK+PGTMy0yoC0vI1oFVQo8fVpYv36emjVLY8Z407On\nO5cv/02jRo0zPW/Hjm955x1XypV7XvY4vQPbrdu71K1bn5EjvTIUTnByKq9TOCGva27S90txd++G\nubk5CoUCN7cuTJkygaSkpEw3s9TeP0u79HpOp4FOufFlnmJ9zjXToydOnNb8/4sVVUNCTmZ71YoV\nK/Hdd/syHG/SpBm7d//ItU8HQfwZuHEm48k5on3HvBZLl67K9FEvxu7i8jYuLm/rvXKjRk3YtGlb\nhuMdOnRi6//lr5Jmbty8eYPx40fzzjvt8fKaqLcymL5pgunrzq59OgiASwlx3EtKYlA5Z24kPtUZ\nTVGYm5GYlpZFEvdcbl5zbU5O5XXeW+n0veYVt/+3AfijX+GR3rCykPuOovYeWjNmfIGdXTF69OiN\np+dgnSvr6yiuD5hPSSsrxpWviFM+y8br63BNmDCFZcsWMWBAH9LSVLz5ZmumT5+tOTcvN2EikpM4\nFvMY3yq6+1gOLFeedQ/ukYqKIU7OWJq9XCNxwnTlZuSzU6fOdOrUWe/1XtWRz4JKnAtyvWrt2nWz\nrbyeVZ+gZcuW/PJL5ntDZkaSOJEnuZkm9+efp1i3bg3//nuLIkWK0KRJM8aM8cbBwTFH0+QKcm1Z\n3br1qV+/AdOmzSQhIZ7582czcaIXmzZty7LqU15HtAqqFHjp0uoRPe3RIUfHMlhYWBAVFZnpOUql\nUrMPmbacFE5Il9/CCdntl5KZ/OyfNWzYYFLu3KJvmXK88RoviH8VPXhwn/HjR9G3b3+ddWOZyc00\nwWdpSraGhzHKuRLmZmbYmJuT8N8UOZVKRcJLOEWuIBlyD62C7Chm1+Hy8ZmuKen9orzchCmrsGZB\ntYzbE9Qqasui6pnvPSeEEIXt1f12EoUmfZpcs2Yt2L//CNu378XGpgg+PhMzPDY09A6TJ3vTo0dv\nDh4MYcOGrURFRTJv3ixAd5pctWrVCQraqjn3+dqynJf7zs5XX23io48+pmjRojg6lmHixCncvn2L\ny5cvZXlOViNahioF7uhYBjs7O65du6o59vBhBEqlMssRxAsXzhEXF0fLlq2zvG564YSpU311CidA\nwRVOAPUoSLt2rejTpxu2tnb4+MzI9HHp+2e9mHiCOmk+efJ/JCUlZUiaJ0yYysKFc5kxYw59ypTj\nm/AH+Y5ZvFyWLFnA22+7ZpnArVkTgL//POD5NMG1a1eRnJzMjRvX2bjxazw9B2U4b+fDCN60L66p\nKFje2pqYlFTuJz3jfEIcDlYKimYzCieEEEIYgyRxItfSp8l5eg5GoVBQrFgx3Ny6cOfO7Qz7Npmb\nmzN16nTc3d/D0tISBwcH2rXrwI0b6oTkxWly2olK+jS53JT7zq1y5ZywsLDg0aOoTNvTR7Tefrud\nzvH0Ea1Dh35l6dJVXLlymVu3btK/vycJCfGZjmjllaWlJT16vM/Wrd9w/fpVEhLiWbVqGdWqVadO\nnbrMmuXLpk3rdM7555/LODk565SrfVFWhRNu3bpJwsN/CqxYRVb7pbwov/tnOTmVp1qRojxOSSFR\n+WpWiXuVZbWHVnDwAU6dOsn+/Xsz7H8YHKzecywve2hde5rAjcSndHV4XkzG0swcz3LlWRR6m+0R\nYQxyckYIIYR4Gcl0SpFruZkmV6FCRSpUUC+WValU3L79Lz/99AOdOnUBDLu27OrVKxw8uB8vr4ma\nv+fu3TsolUpNjC/KzYjWi6XAv7yxGZVKxYikJ0wI3ZuHO/rP14B8+ulwUlJS8PYeTWLiU5o0acbC\nhcswNzfPsMYD1J3aF6vGadNXOGHcuJHEPVMVeLGKzPZLSVcQ+2dpHpvDdUwi/wqy+l1+qprlZQ+t\nmkVt8ataPcPxlvbFaWlfXO+5QgghhLFJEifyLDw8jA8/7Elqairt2nXIcg0CwLlzf+HlNQIvPoke\nAAAgAElEQVSVSkW3bj0ZMUJdOcnQa8sOHvwRW1s7Bg4c/F+p8oU0bNiYGjVqZVq1LD8jWvdLOxKZ\nklwgU7IsLS0ZM8abMWMyPv/MFtBm9jht+gondOjQiSHzQ/Ie7H9ys19KQeyfBa/HOiYhhBBCCOnp\niDzL6TQ5gMaNm3Ls2Ck2bw7i339vMW2ael8PQ64tc3BwZNGi5Zw9e4Zu3dwYMKAPDg6lmTvXH1BX\nLXv8WLfcW05HtD7++BPNsfQRrdd9Spb2fimJiYnExcXp7JeiPQ105sz5bN26i40bt7Fx4zYWLVoO\nwKJFy+nRo7fOdfVNA5V1TEIIIYR4HchInMg3fdPktJmZmVGlSlW8vCYwZMgAwsIe4ORUPttpcl7/\nTdmaoEpm+PWtlMpiX7SsPZ+y1bBhY1avXpfpowp6REtTCtwEFcQ0uez2Syno/bPGjRuJRdwThr7G\ne90IIYQQ4vUgSZzItdxMkwsK2srJk7+xfPlqzbHk5JRMH5vlNDlFEZkmZ6L07ZdS0PtndejQSbP3\nlxBCCCHEq0x6xCLXcjNNrmnTFpw//xe7dweRnJzMo0dRbNiwljp16uLoWEbnulmuLZNy30IIIYQQ\nQmjISNxrpKAqyeVmmlyNGjVZtGgZgYEBrFq1HDu7YjRp0pQpU6bpXFnfNLlFM6dhbW4m0+SEEEII\nIYRAkjiRR7mZJteiRStatGil93qv6toyIYQQQgghCpokcZmIjY3l8uXLREdHA+Dg4EC9evUy7MUl\nhBBCCCGEEIYmSZyWp0+f4uvrS3BwMKmpqSgUClQqFSkpKVhbW9OzZ098fHxQKBTGDlUIIYQQQgjx\nmpLCJlr8/PyIiIhg06ZNnDt3jgsXLnDx4kXOnDlDYGAgV69eZc6cOcYOUwghhBBCCPEak5E4LSdP\nnmTv3r04ODjoHLe1taVNmzZUq1aNbt264efnZ6QIhRBCCCGEEK87GYnTolQqsba2zrLdxsaGlJQU\nA0YkhBBCCCGEELrMVCqVythBvCxGjRpFkSJFmDJlSobRuLCwMBYsWIBSqWTlypVGilAIIYQQQgjx\nupMkTktERARjx47lwoULlC5dmuLFi6NSqYiJiSE6OprmzZuzfPlySpUqZexQhRBCCCGEEK8pSeIy\n8c8//3Dp0iUeP36MmZkZpUqVomHDhtSsWdPYoQkhhBBCCCFec5LECSGEEEIIIYQJkcImQgghhBBC\nCGFCJIkTQgghhBBCCBMiSZwQQgghhBBCmBBJ4oQQQgghhBDChEgSJ4QQQgghhBAmxNLYAQjjuXLl\nChcvXiQ6OhoAR0dHmjRpQpUqVYwbWDYkbsMy1bjBdGM31bhjY2O5fPmyJm4HBwfq1auHra2tkSPT\nzxTjTklJ4fjx4xneJ02bNqV169aYmZkZOcJXV2hoqM57xdnZ2cgR5YzEbXimGrupxg2mHXtuyRYD\nr6HIyEjGjh3L2bNnKVWqlGZT8+joaJ48eYKLiwv+/v4UL17c2KHqkLgNy1TjBtON3VTjfvr0Kb6+\nvgQHB5OamopCoUClUpGSkoK1tTU9e/bEx8cHhUJh7FB1mGrcN2/eZNiwYTx69Ijq1avrvE9u3LhB\n5cqVCQwMpEKFCsYONUumljgrlUpWrlzJjh07iI2NJb3rZGZmhqOjI56engwdOtTIUWYkcRueqcZu\nqnGDaceeH5LEvYZGjx6NQqHg888/p1y5cjptd+7cwd/fHysrK5YsWWKkCDMncRuWqcYNphu7qcY9\nefJkHjx4gJeXF/Xr18fGxgaAhIQEzp8/z8qVK6lZsyZ+fn5GjlSXqcY9ZMgQatWqhbe3d4YE8+nT\npyxevJg7d+6wbt06I0WYNVNNnOfOnctvv/3GZ599Rv369XUS5/Pnz7Nu3To6d+6Mt7e3sUPVIXEb\nnqnGbqpxg2nHni8q8dr5//buPK7G9PH/+LuiQoqKRLYZlKW0hxDGKGQp2/CJMTSRosnMRIxQkS0j\n2VUzzFjGHsNkDGMnIpUltNCiTXuaTnXO9fvDz/11dDody9z3ucb1fDw8Hp37vs85r3PmmFznXq4+\nffqQsrKyetcXFRURKysrHosUw7r5RWs3IfS209rdv39/UlBQUO/63NxcYmtry2ORYmjttrW1JZWV\nlfWuLy8vJ+bm5jwWKc7Pz4+4ubmRmzdvkn/++YdbXlFRQa5cuUK++OILEhAQIGChbIMHDyYZGRn1\nrk9LSyP29vY8FimGdfOP1nZauwmhu/19sAubfIQaN24MkUhU7/qamhqlPJ+CdfOL1m6A3nZau8Vi\nMTQ0NOpdr6mpiZqaGh6LFENrd7NmzfD8+fN61xcWFnJ7FZXN1atX8eOPP8La2lqqsVmzZujXrx82\nbNiAmJgYAQtle/HiBfT19etd37p1a1RUVPBYpBjWzT9a22ntBuhufx9sEPcR6tOnD7777jskJCSg\nurqaW15VVYW4uDjMnz8fw4YNE7BQNtbNL1q7AXrbae22sLDA8uXLZQ4scnJysHTpUtjb2wtQJh+t\n3UOGDMGcOXNw6tQppKeno6ioCIWFhUhNTcWxY8fg6ekJFxcXoTNlonXg3LNnT2zevFlmW3V1NcLC\nwmBhYSFAmXysm3+0ttPaDdDd/j7YOXEfoYqKCgQEBOD06dOQSCTQ0NAAIQTV1dVQU1PDyJEjsXTp\nUjRt2lToVCmsm1+0dgP0ttPanZeXh3nz5iExMRF6enrc+QglJSUoLi6GtbU1wsLCoKurK3SqFFq7\na2trERYWhgMHDqC0tJTbO0sIQcuWLTF58mR4eXlBTU1N4NK6vLy80KRJEyxcuLDON+c5OTlYvXo1\nd5ECZZKamgoPDw+UlpaiS5cu0NbW5j4rKSkpaN26NXbs2IGOHTsKnSqFdfOP1nZauwG6298HG8R9\nxIqLi7mrg6moqEBXVxc9evRQuivfvYl184vWboDedlq7Hzx4gLt376KoqIjrNjMzQ7du3YROk4vW\nbkIIMjIyuG49PT0YGRkp5SG3r9A6cAZefqP/5rQOenp6MDMzQ//+/dG4cWOBC2Vj3fyjtZ3WboDu\n9nfFBnEfqerqaqSlpaF169Yyf1keP34co0ePFqBMPtbNL1q7AXrbae0GgPLycmhpackcRMTFxcHa\n2lqAqobR2F1QUIDExEQYGhqiR48eddZv27YNs2fPFqBMMbQOnOXJycmBoaGh0BlvjXXzj9Z2WrsB\nutvrxeNFVBglkZiYSOzt7YmxsTHp0aMHCQoKIrW1tVLbmJmZCVRXP9bNL1q7CaG3ndbu9PR0MmbM\nGGJiYkKsra1JVFRUnW1Y94dz6dIlYm5uTnr06EFMTEzIrFmzSHl5udQ2ytj9urKyMiKRSGSuu3nz\nJs81DSsoKCBeXl7ExsaGODs7k5iYmDrbKON7zrr5R2s7rd2E0N3+PtiFTT5Ca9euhaOjI86ePYuo\nqChcvXoVPj4+3OSIAKR+Vhasm1+0dgP0ttPavWrVKnTo0AG7du2Cv78/IiIiEBgYKLUN6/5wNm7c\nCE9PTyQmJuLMmTOoqKiAu7u71JVNlbEbAJ48eYKxY8fC1tYWtra2+Omnn+psM3PmTAHK5AsJCUFR\nURH8/f0xbNgwLFy4sM48fMr4nrNu/tHaTms3QHf7e+F1yMgoBRsbG1JVVcXdLi0tJc7OziQoKIhb\npozfWLBuftHaTQi97bR229nZSc1vl52dTRwcHMiOHTu4Zaz7w7G0tCQ1NTXcbZFIRNzc3Mi8efO4\nZcrYTQghs2bNInPnziWxsbHk8OHDpF+/fmT58uVS25iamgpUVz97e3uSn5/P3b579y6xsbEh0dHR\n3DJlfM9ZN/9obae1mxC6298H2xP3EdLU1ER5eTl3W1tbGzt27MDp06cRFRUFQDm/sWDd/KK1G6C3\nndZuNTU1qfPJ2rZti+3bt2Pnzp04deoUANb9Ieno6CAnJ4e7ra6ujs2bNyMlJQXBwcEAlLMbAO7c\nuYMVK1bA1tYWrq6uOHjwIM6dO4edO3dy2yjjhVlqamqkLizUs2dPhIeHY9myZbh58yYA5XzPWTf/\naG2ntRugu/19sEHcR8jBwQHz58/H/fv3uWWGhoaIiIhAVFQUgoKClPLDzrr5RWs3QG87rd22trYI\nCAhAbm4ut8zY2BgbN27E0qVLuQGosqG128nJCXPmzMGVK1e4Zdra2oiMjMTVq1cxe/ZsSCQSAQvr\nR+vA2czMDOvXr5eav9HOzg6BgYGYM2cOTp8+rZSDT9bNP1rbae0G6G5/L3zu9mOUQ1lZGfHy8qpz\nCAshhGRkZBB3d3diYmIiQJl8rJtftHYTQm87rd25ubnExcWFLFq0qM66xMRE4uzszLo/IJFIRFas\nWEHCwsLqrCstLSUBAQGkR48eApQ17JtvviG+vr4kJydHavm1a9eItbU1iYyMVMrDKR8/fkwGDhxI\n/P3966w7d+4csbe3V8rPCuvmH63ttHYTQnf7+2BTDDAy5eXlwcDAQOiMt8a6+UVrN0BvuzJ3V1RU\nQEtLq85yiUSC+Ph4WFlZCVDVMFq7aZSXlwdPT090794dK1askFqXlJSERYsWISUlBQ8ePBCosH5V\nVVUoKChA+/bt66yrqKjAuXPnlHL6D9bNP1rbae0G6G5/V2wQ95GqqampMyliq1atYGlpib59+yrt\nbmfWzS9auwF622ntBoDk5OQ63RYWFujUqZOwYQ2gsbu4uBgnTpyQ2T1ixAiZg1JlQuvAubS0FPfv\n3+fec319ffTs2RPNmjUTuEw+1s0/Wttp7Qbobn8XbBD3EUpNTcWsWbNQWFiILl26QEdHB4QQFBcX\nIyUlBR07dsTWrVthZGQkdKoU1s0vWrsBettp7S4oKMC8efMQHx8PXV1dqe6ysjL0798f69atkzrx\nXBnQ2h0fH49Zs2ZBR0cHPXv25LpLSkqQlJSEmpoa7Ny5E927dxc6tV60DZxfvHiBpUuXIiYmBrW1\ntVBXVwchBDU1NdDQ0ICLiwsWLVoEdXV1oVOlsG7+0dpOazdAd/v7YIO4j9CMGTNgbGwMX1/fOh/o\nyspKhIaG4unTp3Xm2BAa6+YXrd0Ave20dnt7e0NdXR1+fn5o06aN1LqnT59i3bp1aNy4MdavXy9Q\noWy0dk+ePBmOjo6YPn26zPU7duzA33//jX379vEbpgBaB84LFizAs2fP4OPjg169ekFTUxPAy388\nJiQkIDw8HN26dcPy5csFLpXGuvlHazut3QDd7e+Fv9PvGGVha2tLKisr611fXl5OzM3NeSxSDOvm\nF63dhNDbTmt3nz59pOZbe1NRURGxsrLisUgxtHZbWVkRkUhU7/qqqiqlnRPJy8tL5oVNCCHkyZMn\nxNvbm/j6+gpQJl///v1JQUFBvetzc3OJra0tj0WKYd38o7Wd1m5C6G5/H2yKgY9Qs2bN8Pz583rX\nFxYWct9iKBPWzS9auwF622ntbty4MUQiUb3ra2pqlPJcPlq79fT0kJaWVu/6lJQUtGjRgscixd26\ndQvLly+vs+cTADp27IjAwEBcvHhRgDL5xGIxNDQ06l2vqamJmpoaHosUw7r5R2s7rd0A3e3vQ23Z\nsmXLhI5g+JWZmYkdO3agRYsWaNSoEQghqKysRE5ODi5evIjAwEAMHz4c9vb2QqdKYd38orUboLed\n1u4HDx7g6NGj6Ny5M3R1daGmpgbg5dXC7ty5g+XLl8PKygqfffaZwKXSaO0uKytDSEgIamtr8c8/\n/6CkpAR5eXlITk7GyZMnsXLlSnz55ZewtLQUOrWO3bt3Y/z48WjatKnM9eXl5di7dy88PDx4LpPv\n9u3buHLlCiwtLeu05+TkIDg4GEZGRhgxYoRAhbKxbv7R2k5rN0B3+/tg58R9hGpraxEWFoYDBw6g\ntLSU+6aZEIKWLVti8uTJ8PLy4v5BoyxYN79o7Qbobae1u6KiAgEBATh9+jQkEgk0NDRACEF1dTXU\n1NQwcuRILF26tN5/uAuF1m4A2L9/P/bv349Hjx5xE3urqanB2NgY//vf/zBu3DiBC2Xz8/NDfn4+\nfH190b17d+7cz6qqKty9excbNmxAx44d60w/ILS8vDzMmzcPiYmJ0NPTk7qYTHFxMaytrREWFgZd\nXV2hU6Wwbv7R2k5rN0B3+/tgg7iPGCEEGRkZKCoqgoqKCvT09GBkZKSUhw+9jnXzi9ZugN52WruL\ni4u5yzurqKhAV1cXPXr0ULqLVLyJ1m4AqK6uRklJCVRUVKCjo6P0V1+jeeAMvNx7e/fuXe7vpq6u\nLszMzNCtWzeh0+Ri3fyjtZ3WboDu9nfCw3l3jBLKz88nf/31F7l3757M9Vu3buW5SDGsm1+0dhNC\nbzut3SKRiDx48IAUFhbKXB8dHc1zkWJo7b5//z7ZtWsX+fPPP4lYLK6zfsmSJQJUKa6oqIhcvnyZ\nnDhxgvz+++/k6tWrpKSkROisBpWVlRGJRCJz3c2bN3muURzr5h+t7bR2E0J3+7tgg7iP0KVLl4i5\nuTnp0aMHMTExIbNmzSLl5eVS2yjjlc1YN79o7SaE3nZauxMTE4m9vT0xNjYmPXr0IEFBQaS2tlZq\nG9b94Rw/fpz06NGDDB48mFhYWJAxY8aQ3NxcqW2UsfsVGgfO6enpZMyYMcTExIRYW1uTqKioOtso\n43vOuvlHazut3YTQ3f4+2NUpP0IbN26Ep6cnEhMTcebMGVRUVMDd3V3qKm1ECY+yZd38orUboLed\n1u61a9fC0dERZ8+eRVRUFK5evQofHx+pVtb94ezcuRMhISE4d+4cLl26hE8//RRffvklSkpKuG2U\nsRsAkpKSMGTIEIwdOxYDBgxAcHAwxGKx1DZLliwRqK5+q1atQocOHbBr1y74+/sjIiICgYGBUtso\n43vOuvlHazut3QDd7e+F92EjIzhLS0tSU1PD3RaJRMTNzY3MmzePW6aM31iwbn7R2k0Ive20dtvY\n2JCqqirudmlpKXF2diZBQUHcMtb94VhYWNQ5hNLHx4f873//4z4/ythNCCFTp04lgYGBJCsri1y/\nfp0MHz6ceHl5SR0CZWpqKmChbHZ2dlJzCmZnZxMHBweyY8cObpkyvuesm3+0ttPaTQjd7e+D7Yn7\nCOno6CAnJ4e7ra6ujs2bNyMlJQXBwcEAlPMbC9bNL1q7AXrbae3W1NREeXk5d1tbWxs7duzA6dOn\nERUVBYB1f0j6+vp49OiR1LI1a9ZALBZj/vz5qK2tVcpuAEhOToafnx/atWsHOzs77N+/H0+fPpW6\nGqUyXsBHTU1Nqqtt27bYvn07du7ciVOnTgFQzs8K6+Yfre20dgN0t78PNoj7CDk5OWHOnDm4cuUK\nt0xbWxuRkZG4evUqZs+ezV2yWpmwbn7R2g3Q205rt4ODA+bPn4/79+9zywwNDREREYGoqCgEBQUp\n5S9QWrvHjx+Pr7/+GidOnOCWqaurY+fOnSgqKsLEiROV8nMC0DtwtrW1RUBAAHJzc7llxsbG2Lhx\nI5YuXcq1KxvWzT9a22ntBuhufx9sEPcR+uabb9C3b1/cunVLanmbNm2wf/9+GBgYKOUvUdbNL1q7\nAXrbae328/ODtrY2Dh06JLXc2NgY+/btQ0ZGBmprawWqqx+t3R4eHnB3d5c6Bw4AtLS08NNPP8HJ\nyQlt27YVqE4+WgfOCxcuxJMnTxAeHi61vE+fPoiKisLRo0dRU1MjUF39WDf/aG2ntRugu/19sHni\nGnDs2DGEhIQgNja2wW2zs7Ph5OSE/fv3o2fPnv962w8//ICSkhJs2rTpX38uhmGY95GXlwcDAwOh\nM94ard3Kqry8HP7+/mjdujUCAgKk1mVmZiIwMBCXL1/GgwcPBCqUr6KiAlpaWnWWSyQSxMfHw8rK\nSoCqhrFu/tHaTms3QHf7O2nopLnBgweTHj16kF69etX5k5GR8cFOzpPn8OHDdS6f/K4yMzNJt27d\niIuLi8z10dHRpFu3bmTjxo0f5PnqU1paSn799dd/9TnelrLPK1Qf1s0vWrsJobed1m5lndOuIbR2\nz5gxQ+iED+JD/b7ngzJOh6AI1s0/Wttp7SaE7nZFKHQ45fz585GUlFTnT/v27f/tMSbEYjFCQkKQ\nn5//QR83Pz+/zonhwMs9b/r6+h/0uWS5du0a9u3b968/z9uIjo4WOuGdsG5+0doN0NtOa/fWrVuF\nTngntHbHxcUJnfDOtm3bxv1M055PZZwOQRGsm3+0ttPaDdDdroj3PifuyJEjsLCwkFoWGBiIqVOn\ncrfj4+Ph5uYGa2tr2NnZYcmSJaisrAQAxMbGolevXoiLi8Po0aPRu3dvuLq64vHjxwCA3r17o6ys\nDJMnT8bSpUsBAKmpqXB3d4ednR2srKzg4+ODwsJC7vkcHR3x888/y+0ePHgwjh49KrUsLy8PiYmJ\nsLW1lfn6srKyYGxsjKtXr2LSpEkwNzfH8OHDuV+cr9YnJSUBAC5evAgXFxdYWFjAzs4O3377LcrK\nynDs2DH4+voiJSUFpqamuH37NgDg0KFDGDVqFMzNzTFkyBBERkZyHeHh4Zg6dSoCAgJgbm6OvLw8\nLFy4ELNmzeK2uXDhAlxdXWFhYYH+/ftj1apV/8ljgBmGYZi6CMVnR9A6cGYYhhHKv35hk/z8fLi7\nu8PJyQnXrl3D0aNHkZycjNDQUG6bmpoa/PLLL4iKisKlS5egqqqKsLAwAEBMTAwAYN++fVi+fDlE\nIhFmzpwJExMTXLhwAWfOnIFIJMLixYu5xzt9+jSmT58ut2vkyJE4fvy41Enr0dHR+Oyzz6ChoSH3\nvlu3bsW6detw/fp1dOrUSerSyK+/Jh8fH0yePBm3bt3CH3/8gaKiImzbtg1jx46Fp6cnunTpgqSk\nJFhaWuL8+fNYuXIlAgICcOvWLaxfvx7bt2/H6dOnucd89OgRjIyMEBcXh9atW0s9X0pKCmbPno1p\n06bhxo0biIiIwB9//IHt27fLfS2vMzQ0VHhbZcK6+UVrN0BvO63dtA4qaO22sbEROuGjQ+tnhXXz\nj9Z2WrsButsV8a8P4k6ePAkDAwO4ubmhcePGaNu2LTw9PXHkyBGp7aZNmwZ9fX1oa2tj0KBBSE1N\nlfl4Fy5cQFlZGXx9faGpqQldXV34+vri/PnzKCoqUrjLzs4OmpqauHjxIrfs2LFjcHFxafC+EyZM\nQPv27aGpqQlHR0eZrSKRCFVVVWjWrBlUVVWhq6uLyMhI+Pn5yXzM/fv3Y/To0bCxsYGamhrMzc3h\n6uoq9T5VV1dj+vTpaNSoUZ15dA4cOABzc3OMHTsWjRs3homJCSZMmMDNjyFLQkKC1O1XA2Zlx7r5\nRWs3QG87rd0FBQVStxMTEwUqeTu0dr/5//fXj96gDa3/2KLl7+abWDf/aG2ntRugu10RCg3i1q9f\nD1NTU6k/1tbWCj1Beno60tPTpe7r4+MDkUgkNejq2LEj93OTJk0gEolkPt6TJ09QWVkJc3Nz7vHG\njx8PVVVVZGdnK9QEvJxM1MXFhRskJSYmoqqqCnZ2dg3e9/VWTU1Nma1aWlqYN28eFixYgLFjx2LN\nmjVITk6u9zGfPHmCgwcPSr1Pv/76K549e8Zt07p1a6irq8u8f2ZmJrp06VKnMyMjo97nnDFjBpWH\nW7JuftHaDdDbTmv3sGHDlHZ+Mnlo7V62bBmqqqqEzngntA6c3/y3j7JO5fAm1s0/Wttp7Qbobn8X\n73xhE3knUIvFYu5nTU1NWFlZ1bn//fv3oaur+38hqortFNTQ0IChoaHMxzM1NVXoMV5xdXXFxYsX\nUVxczO2Fe3MPlyyKtnp6euLvv//GlClTkJaWhvHjx2Pv3r0yt9XU1MSsWbOkXtPdu3elJnNt3Lhx\nvc9VXV0tc7m81+Pu7o7Q0NA6v0yVHevmF63dAL3ttHaPGjUKUVFRSjm3mjy0dvv7+yM4OBh37txB\nQUEBSkpKpP4oM1oHzjY2NnKPcFFWrJt/tLbT2g3Q3f4uGr3vA7zaE0UI4QYMmZmZ3PqOHTsiOjoa\nNTU13CCkvLwcEokEOjo6b/18nTp1Qn5+PoqKirhBoEgkQllZGVq1avVWj9W2bVtYW1sjJiYGMTEx\n+O233966R56ioiK0atUKEydOxMSJExEWFoZ9+/ZhypQpdbbt2LFjnXlx8vLy0LJly3r3vr2uQ4cO\nUpOnAsDjx4/RqVOneu9z8OBBlJaWYteuXWjcuDEaNZL+OLy64IqyYd38orUboLed1u709HScPn0a\nW7ZsQevWret88fT6l1LKhNZuf39/AMDhw4ellr/6faysc60B/zdwfnWKAC20tLQQGBiIsLAwGBkZ\n1fmsvH6VTWXCuvlHazut3QDd7e/ivf/P2blzZ4jFYsTExGDYsGE4c+YMHjx4wB3aN2rUKGzYsAGh\noaHw9vZGdXU1Fi9eDBUVFWzZsqXBx9fU1ATw8nDDzp07w97eHu3atUNQUBACAgLQuHFjrFmzBomJ\niTh27Nhb948bNw7r16/Hp59++kGnTIiPj8eMGTOwfft2WFtb48WLF0hNTUXnzp0BvNyjWFhYiKKi\nIjRt2hT/+9//MH36dPz+++9wdHTE06dP4enpyS1viIuLC/bv34/jx49jxIgRSE5OxsGDB6WuXvmm\nuXPnfqiXyyvWzS9auwF622nttrOzU+iQdGVDa/fu3buFTnhntA6cGzVqhMGDBwud8dZYN/9obae1\nG6C7/V289yCue/fucHd3x7Jly7BkyRI4Oztj0qRJuHXrFgBAW1sb27Ztw9q1a9GvXz9oaWlhwIAB\n3DeIDdHX14eTkxP8/f0xdOhQbNiwAVu2bMHKlSsxePBgaGhowNraGps3b+bu4+joiMmTJys0+Pn8\n888RGBio0AVN3oaFhQW+++47/PDDD8jLy0PTpk1hZ2fHXUXz888/x/79+zFo0CCsX78eQ4cOxfLl\nyxEeHg5/f3+0atUK48aNw5dffqnQ85mZmSE0NBQ7duzA0qVL0bp1a3h4eMi9v7zXvP1EwSwAACAA\nSURBVHr16rd7wTxi3fyitRugt53Wbm9v73rX/frrrzyWvB1au1+fDudNPj4+ctcLjdaBc0hIiNAJ\n74R184/Wdlq7Abrb34UKofWSUMwHcf36dSQlJUldnCU/Px8nTpxAfHy8gGXysW5+0doN0NtOa/fT\np09x7949qfN08/LysHXrVty5c0fAMvlo7CaE4MiRIzI/J4mJibh586aAdf9d0dHROHv2LPLy8qCi\nooI2bdpg2LBhGDFihNBpcrFu/tHaTms3QHf726LnQHTmg4uIiMCGDRvQrl07ZGZmolOnTsjKykK7\ndu0U3lMqBNbNL1q7AXrbae0+duwYFi1aBDU1NdTW1kJDQwNVVVXQ19fHV199JXRevWjtXrNmDQ4f\nPgxTU1Ncv34d/fr1w6NHj6Cnp4d169YJnSdXbW0tduzYgb/++gv5+fkAXs6HOGzYMMyYMQNqamoC\nF8q2bt067NmzBw4ODrCxsQEhBFlZWVi8eDEePnwIX19foRNlYt38o7Wd1m6A7vZ3QpiP1uDBg8nt\n27cJIYSYmpoSQggpLi4mPj4+5Pr160KmycW6+UVrNyH0ttPa7ejoSGJiYohEIuG6Hz9+TLy9vUly\ncrLAdfWjtXvAgAEkLS2NEPJ/n5Pq6mqyePFicurUKSHTGrRw4ULSv39/smbNGrJ3716yZ88esnr1\natK/f3+yePFiofPqZWVlxf3dfN2tW7eIlZWVAEWKYd38o7Wd1m5C6G5/F2wQ9xEzNzfnfu7duzeR\nSCSEEEIyMzOJs7OzUFkNYt38orWbEHrb/wvdZmZm3M+PHj0iEyZMECJJIbR2W1hYcD+bm5uT2tpa\nQggh+fn5ZOjQoUJlKcTc3JykpqbWWZ6SkiL130PZ2NrakpqamjrLq6uria2trQBFimHd/KO1ndZu\nQuhufxeKTXjG/CcZGBhwE6zq6uoiISEBANCiRQtkZWUJmSYX6+YXrd0Ave20duvq6iIjIwPAy4ta\npaamAng5hcrjx4+FTJOL1u727dvjzz//BAC0bt0aly9fBvByLtPnz58LmdagZs2awcjIqM7y9u3b\no1mzZgIUKWbixIkyL3Zz4MABjB8/XoAixbBu/tHaTms3QHf7u3jrc+JiY2Mxbdo0XLt2TWqybj4d\nOXIEQUFB73xy/9ve/32fT1FTp05Fr169sGDBApnrZ8yYgS5dumDRokUIDw/H6dOn8fvvv7/z802b\nNg2TJ09GbGwshg8fDi8vLwwcOBAPHz5Ez5493/lx/22sm1+0dgP0ttPaPXbsWIwfPx7nzp3DoEGD\n4OXlBWdnZyQlJcmds1JotHZ7enpi/vz5uHbtGiZMmIB58+bBzMwMT58+VforP3799ddYv3495s+f\nz82FWl1djfDwcLi7uwtcV7/s7Gzs378fu3fvRufOnSGRSJCZmYni4mLY2Nhg9uzZ3LbKNCcV6+Yf\nre20dgN0t78L3i9sIhaLsXPnTpw4cQLPnj2DWCxG586d4ebmhgkTJvCdw5uHDx9i27ZtiI2NRUVF\nBXR1dWFvb485c+agXbt2Cj1GVFTUB22aMmUKunfvDi0tLXz77bfQ1NREQkICzMzMpD7oyoZ184vW\nboDedlq7586di86dO6NZs2ZYtGgRli9fjpMnT8LIyAirVq0SOq9etHY7OTmhd+/eaN68Odzd3bm9\ntgMHDsTkyZOFzpPrjz/+wOPHj7Fv3z4YGhpCIpEgPz8fqqqqMDIykprAXJnmjNPQ0MDQoUOllrVp\n00agGsWxbv7R2k5rN0B3+7t46ykG3ndP3MqVK3HhwgWsXbsW3bt3ByEEf/31FxYuXIjAwECMHTu2\nwcegbU9cbGwsPDw8MH36dEydOhW6urpIT0/Hhg0bcOPGDRw5cgTt2rVrcE/c6z7EnjiGYRiGEcKm\nTZsU3lbePH7KJCcnB4aGhkJnvDXWzT9a22ntBuhur0+De+Lu3buHJUuWIC0tDV27doWrq6vU+vz8\nfAQHB+PWrVuorKyEpaUlAgIC0LFjR5mPd+nSJQwfPhxmZmbcshEjRqBZs2Zo1aoVt2zv3r3YtWsX\n8vPz0aJFC0yZMgVff/11nceTNaiMjIzEnj17cO7cOQDA5cuXsXLlSjx79gwWFhbo27ev3Nfc0Pap\nqakICQlBUlISamtr0b9/fwQEBEBPT6/OY0kkEvzwww9wdnaWurTpp59+irCwMCxbtgy5ubnc3jix\nWIwVK1bg2LFjIIRgxowZmDNnDoCXh1t27doVAQEBdZ4nPj4eoaGhSE5OhpqaGoYNGwZ/f380bdq0\nzraK/vJUtl+crJtftHYD9LbT2n3s2DGFtlPkSzo+0dqt6DQTyjzxrbzP8K1bt2BlZcVjzbuTSCQ4\nd+4cDhw4gCtXruDevXtCJymEdfOP1nZauwG62xUhdxAnkUgwd+5c9O/fH3v37kV2dja++eYbqW3m\nzJmDTz75BDExMVBRUcGqVavg7e1d7+EPXbt2xfHjxzFw4EBYWlpyyx0cHLifb9++jaCgIOzbtw/m\n5ua4desWpk2bhl69ejU4AHtTRUUF5s6di6+//hru7u64f/8+fHx83nl7kUiEmTNnwtnZGZs2bUJl\nZSUWLVqExYsXyzy+9t69e8jIyMCWLVvqrFNVVUVgYKDUspMnTyIgIADff/89jh07hiVLlsDZ2Rkd\nOnSotzk/Px/u7u7w9fXFTz/9hIKCAvj4+CA0NBRLliyps/2mTZugr68POzs77lwEGrBuftHaDdDb\nTmv3woULoa+vj08++QT1HdyhoqKidIMhWruPHj0KfX19DBo06D9zqFBpaSmOHTuGgwcPIi0tDffv\n3xc6Sa6srCwcPHgQR44cQVlZGYYOHYrIyEihsxrEuvlHazut3QDd7W9D7iAuKSkJ2dnZmDNnDjQ1\nNfHpp59i3Lhx3Ld79+7dQ1JSErZt24bmzZsDABYsWABbW1skJSXB1NS0zmMuXrwYfn5+mDx5Mlq1\nagULCwv06dMHw4cP5/akWVhYIDY2Ftra2gAAKysrGBkZISkp6a0HcRcvXgQhBO7u7lBXV4e5uTmG\nDRuGQ4cOvdP2Fy5cQFlZGXx9faGmpgZNTU34+vpizJgxKCoqqnOIaWZmJlRVVevdM/mmHj16wNHR\nEQAwevRoLFmyBKmpqXIHcSdPnoSBgQHc3NwAAG3btoWnpye+/fZbmYO4NWvWIDo6GhcvXsTQoUPh\n4uICW1tbhfqExLr5RWs3QG87rd0+Pj6Ijo5GXl4eRo0ahbFjx8q88qCyobV77969OHr0KE6fPg1j\nY2O4urrCyckJTZo0ETrtrd24cQMHDhzAmTNnoK2tDRcXF2zdulXoLJnEYjH++usvHDhwANeuXYOJ\niQmKi4tx6NAhmJiYCJ1XL9bNP1rbae0G6G5/V3IHcbm5uWjcuLHUN31du3blfn7y5AkAYPDgwVL3\nU1VVRXZ2tsxBnIGBAXbt2oWMjAxcu3YNt27dQnh4ONatW4cNGzbAwcEBEokE27dvx6lTp1BYWAhC\nCGpqaiASid76Bebm5sLAwEDqW+3XX8Pbbv/kyRNUVlbC3Nxc5muWdZ4geTkfn0K9r/8DQlNTEwAa\nfN3p6elIT0+v836LxWKZA8vRo0dj9OjRyMvLQ3R0NJYvXw6RSISxY8fCxcVF4Qut8I1184vWboDe\ndlq7PT094enpiTt37uDo0aMYN24cunXrhnHjxsHR0VFpBxe0dltaWsLS0hJLlizBX3/9hWPHjiEk\nJASfffYZXF1dYWNjI3SiXMXFxTh69CgOHDiAZ8+eYdCgQSCEYM+ePXK/sBTSunXruMNvR40ahQUL\nFqBbt26wsLBQ6ikRWDf/aG2ntRugu/19yB3EVVdX1xl8SCQS7mcNDQ2oqqrizp07UFNTe6sn7tCh\nAzp06IBJkyahuroaXl5eWLduHRwcHLBlyxYcOXIEmzZtgrm5OdTU1DB8+HCFH1ssFku9hteb33wN\nb2poew0NDRgaGuLvv/9WqKVz584ghCAlJUWhS4OrqKgo9Liv09TUhJWVlcy5MeQxMDCAh4cHPDw8\nkJiYiOjoaEyaNAmffPIJXF1dle4QoldYN79o7Qbobae129zcHObm5li8eDHOnj2L6OhohISEYMiQ\nIRg3bhysra2FTpSJ1m51dXWMGDECI0aMQEFBAU6cOIGQkBBUVFRgzJgx8PLyEjqxDl9fX5w9exZd\nu3aFm5sbnJ2d0aJFC1hYWLzT7z++REREYNSoUVi8eDFatGghdI7CWDf/aG2ntRugu/19yJ3s28DA\nALW1tcjLy+OWPXr0iPu5U6dOkEgkePjwIbeMEFLvZLQ5OTlYtmwZioqKpJarq6ujb9++3PI7d+5g\n4MCBsLKygpqaGkpKSup9zFd7q6qqqrhlmZmZUq/h+fPnqK6ulvkaZL1medt36tQJ+fn5Uq9BJBKh\noKBA5uOZmJjgk08+wfbt2+usk0gkmDlzJo4cOVJvjyJeTUhbU1PDLSsvL0dpaanCj2FmZoZ58+bB\n29sbz549U+rLar+OdfOL1m6A3nYau9XV1TF8+HBs2bIFS5cuxc2bNzF9+nShsxpEazcAtGrVCgMG\nDMCAAQMgFosRExMjdJJMf/zxBxwdHbFu3Tq4ublR8w+uoKAgpKenw8HBAb6+vrh06ZLcL4SVBevm\nH63ttHYDdLe/D7mDuN69e6NFixbYvn07qqqq8OjRIxw9epRb36VLF9ja2iIkJAR5eXkQiUTYvHkz\nvvjiC5mHAOrp6eHq1av47rvv8PDhQ9TW1qKmpgZxcXH49ddfMXLkSAAvDyl8+PAhKioqkJWVhaVL\nl6Jt27ZSg8lX2rdvj0aNGiEmJgZisRg3btzAlStXuPX9+vVDTU0Nfv75Z1RXVyMuLg5nz56t9zU3\ntL29vT3atWuHoKAgFBcXo6KiAitWrJB55Uzg5Z61oKAgXLhwAd9//z1ycnIgkUiQmpoKb29vZGRk\nYODAgfL+MzRo1KhRkEgkCA0NRUVFBYqKiuDn56fQFcwkEgnOnz+PuXPnwsHBAWfOnMH8+fNx8eLF\n92r6t7FuftHaDdDbTms3ADx+/BirV6/GwIEDER4ejokTJyp89IKQaOwuLS3Fnj174OrqiilTpqC4\nuBjr169XqrnVXhcVFYXq6mqMHj0aEydOxP79+1FWViZ0VoMmTJiAQ4cOYe/evWjevDl8fHzg4OCA\nmpoaPHv2TOi8erFu/tHaTms3QHf7+2hwnrj4+HgsW7YMT548QdeuXTFt2jR8//333CX98/LyEBwc\njCtXrkBVVRW9evXCwoUL6z2JsKCgAJs3b8alS5e48906dOiAsWPHYvr06VBTU0NOTg6+/fZb3L9/\nH+3atcMPP/yAjIwMhISE4IsvvkC3bt2k5m3bvXs3tm/fjsrKSgwcOBC2traIjIzkphj466+/sHbt\nWuTm5sLCwgJDhw5FaGhovfO+NbR9SkoKVq5cidu3b0NDQwPW1tZYtGiR3PNVkpOTsWXLFty4cQP/\n/PMPWrVqhc8++wyzZs3izlmTNYWAsbExwsLC4OTkJLX+zXnibt26hbVr1+L+/fvQ0tLCgAED4O/v\nX++3nCkpKTh8+DBOnDgBTU1NuLi4wNXVVenn0GDd/KK1G6C3ndbusrIynDhxAocPH8aTJ0/g5OSE\ncePGKf2l4mnslkgkuHTpEg4fPozz58/D3Nycu7jJq6NTlN3z589x+PBhHDx4EPn5+aitrcWqVasw\nevRoodMU8uLFCxw/fhwHDhxAcnIyLCwsMGnSJIwZM0boNLlYN/9obae1G6C7/W289WTfDP3Gjx+P\nvLw8DB48GM7OzlRc/Q5g3XyjtRugt53Wbh8fH1y+fBnm5uZwdnam5kqJtHYPGDAAwMuLio0cORLt\n27eXuV3btm35zHpnFy9exG+//YYLFy6gdevWGD9+PDc/Kg0SExOxf/9+/PHHH/V+OayMWDf/aG2n\ntRugu70hbBD3EXp9L6msE8kJIVBRUcGDBw/4zGoQ6+YXrd0Ave00d+vo6KBZs2ZyL04h71B2IdDc\n/cqr7jd/lSvj56Qh+fn5OHjwIA4fPswdSaPscnJyuL3kFRUV0NLSErhIMaybf7S209oN0N2uCDaI\n+whlZ2crtJ2yXc6cdfOL1m6A3nZau2/cuKHQdsq2Z5HW7v+iuLg47iqgr76soEHv3r2RkJAgdMZb\nY938o7Wd1m6A7nZFyJ1igPlvqu8fgK9/Y6GMWDe/aO0G6G2ntZvWQQ6t3fV5fSBEm5kzZ3L/2KJl\nAAfU3QNKC9bNP1rbae0G6G5XhNyrUzIfFycnJ6ET3gnr5het3QC97bR29+7dW+iEd0Jr98yZM4VO\nYBiGYXjCBnEMh9ZvLFg3v2jtBuhtZ938orWbZrS85+Xl5VKtQUFB3M9xcXFCJCnk9blvJRIJd4Vv\nWdNBKbOgoCAEBwejvLxc6BSFSSQSxMfHIzg4GMnJyULnKKy2tha3b99GYGAgEhMThc6RKy4uTuoz\n/srrfz//i9jhlAzDMAzzH0DLQEiWqKgo7ufjx48r3VQDT548ga+vL5KTk6GlpYU5c+bgq6++krpk\n+euHhCqLtLQ0eHt7Iz09HY6OjggJCcG0adOQlJQE4OUVTHfu3IlPP/1U4FJpN2/elLm8bdu2CA4O\nhq2tLVq2bAkbGxueyxo2ZcoU7N27FwDw7NkzeHh4ICUlBWpqapBIJLC2tkZ4eLjSTXQfHx+P8PBw\nREVFIS0tDbNnz0ZGRgYaNWqE2tpamJiYYPv27TAwMBA6tQ43Nzd06NABS5Ys4a7eC+A/N6XAm9iF\nTRhOdHQ0lR941s0vWrsBettp7d66dSs8PT2FznhrtHbTfE7c65TxYgSzZ8+Guro63NzckJWVhdDQ\nUDg6OkrN62pmZqZ0eyxmzZqFJk2aYPTo0dizZw+aN28OiUSC4OBgiEQirFu3DqWlpdi2bZvQqVJM\nTEzqvfLqK8p6BdbXP7+zZ8+GWCzGsmXL0K5dO6SlpSEoKAgGBgZYtWqVwKXSJkyYgOHDh2PGjBmY\nPn06WrZsiYULF8LAwAC5ublYvXo1/vnnH6X7rAAv/+5t3LgRgYGB+PTTTzF37lyYmZkJnfXvI8xH\nSyQScT+LxWJy48YNcvv2bVJVVSVg1bsJCgoiZWVlQmcoRCwWk9u3b5PTp0+TBw8eCJ2jsJqaGnLr\n1i3yxx9/kISEBKFz5Lp586bU55s2JSUl3M8ikYhcuHCBXLhwgZSXlwtY1bDa2lqSlpZGbt++TRIT\nE0l+fr7QSQopKSkhV69eJSdPniQnT54ksbGxpKKiQuis9xIdHS10wjszNTUVOqEOOzs7qd8x2dnZ\nxMHBgezYsYNbZmZmJkSaXH379uX+v5GZmUlMTExIdnY2t760tJT06dNHqLx6/fTTT2TgwIEkIiKC\niMViqXV2dnYkNzdXoLKGvf75tbCwIHl5eVLrc3NziY2NDd9ZDerduzf37z9ra2up30OEEFJeXk7M\nzc2FSGvQq797L168IBs3biTW1tZkypQp5KeffiJpaWkC1/172OGUH6H/2uEVwMs9Fcp6eAU7tIJ/\n9R1aoeweP36MWbNmIScnB1ZWVlizZg2++uorZGVlQSKRQE9PDxEREVLzhCmDmpoarF+/HgcPHsSL\nFy+gqvrydGuJRIIOHTpg1qxZcHV1FbiyrsrKSgQEBCAmJga1tbVQV1cHIQQ1NTXQ0NCAi4sLFi1a\nBHV1daFT39qSJUuU7pBEALC0tGxwm5qaGh5K3o6amprUVTPbtm2L7du3Y+rUqWjXrh1GjBihlIez\nVldXQ0NDAwBgZGQENTU1qUngGzdujKqqKqHy6jV9+nQMGzYMy5Ytw4kTJxAcHIxevXoJnaWQ1z8n\n+vr6aN68udT6Fi1aQCKR8J3VIF1dXaSnp8PExARGRkYoLy+Hjo4Otz4rKwtNmjQRsLBhTZs2xdy5\nczF9+nTs27cP0dHRWLVqFTQ0NKCjo4OLFy8KnfhBscMpP0Ls8Ap+sUMr+EfroRVff/01DA0NMWbM\nGBw9ehTx8fHo27cvFixYgJqaGoSFhSElJQWRkZFCp0oJDAzEw4cPsWDBAmhra2Pz5s0YPnw4TExM\ncOHCBWzevBnu7u6YPn260KlSFixYgGfPnsHHxwe9evWCpqYmAODFixdISEhAeHg4unXrhuXLlwtc\n+vaU8dA+ABg7diw6d+6MgQMHylxPCEFAQADu3r3Lc5l8vr6+UFFRgZ+fH9q0acMtv379OubOnQtP\nT09s2LBB6d7zL7/8Evb29vDw8ADw8ovE1wdxoaGhuHPnDn755RehEhv0+++/Y/Xq1Rg+fDi++eYb\nDBkyBNHR0Ur5BSIA9OrVCz///DMIIdi9ezcsLCwwY8YMbv3GjRsRGxuLPXv2CFhZ188//4zdu3fD\ny8sLYrEY0dHRmDlzJrS1tfHgwQPs3LkTI0eOxIIFC4ROrUPeIdjZ2dlISkrC8+fP4ebmxnPZv0zA\nvYCMQNjhFfxih1bwj9ZDK/r06cO955WVlcTExETqfa+oqCB2dnZC5dXrzb9/BQUFxNnZmbv94MED\nMmjQICHS5Orfvz8pKCiod31ubi6xtbXlsUgxFhYWDf4xMTEROlOmx48fk/79+0v9znmTMh6WmJub\nS1xcXMiiRYvqrEtMTCTOzs5K+Z4nJiYSa2trcujQoTrrRo4cSWxsbMjdu3cFKHs7JSUlZNGiRWTw\n4MHE3NxcaX/fE0KIsbGx1J9JkyZx64KCgoiVlRW5ffu2gIX1O3DgAPn888/rvAZra2sSGhpKamtr\nhU6USRkPweYDO5zyI8QOr+AXO7RCOLQdWiGRSLjPS21tLQDpzw9R0gMnCCFSn+smTZogJyeHu/3J\nJ5+gpKREiDS5xGIx9/9CWTQ1NZXy0L4OHTootDdLGXXp0gWLFi3CtWvXMG7cOJnbKOPE9gYGBjhy\n5AgqKirqrDM1NUV0dDTi4+MFKJPP1NQU586dkzmVgLe3NywtLdG6dWsByt6Ojo4OVqxYgdjYWBw7\ndgxNmzYVOqle8qYRcHV1hYeHh9K+5xMmTMCECROQl5eHvLw8EEKgr6+PNm3aQE1NTei8er1+dduP\nCTuc8iPEDq/gFzu0gn+0Hloxa9YsGBoaYtSoUTh06BASExPRt29f+Pn5gRCC0NBQpKamKt3hlDNn\nzkTnzp3h5+cHiUSCtWvXIjk5GXv27EFJSQl+/PFHPHz4EPv37xc6VYqXlxeaNGmChQsXQl9fX2pd\nTk4OVq9eDbFYjPDwcIEKZUtJScFXX32F3377Ter/3a9Txis8MgzDMB8OG8R9hJKSkjBjxgwsXLiw\nzjehzs7OyM/Px08//YSePXsKVKiY0tJSrFmzBteuXUNxcTFiYmKUchD35kUozM3NuX/MBgcH49ix\nY9i5cycsLCyEyJPr4MGD2LlzJzIyMqSWN2/eHJMnT8Y333zDXcRCmSjr+UANSUtLg4eHB7KysmBh\nYYGwsDB4eHjg8ePHIISgZcuWiIyMVLoLmyQnJ8Pd3R3FxcUghEBHRwfbt2+HmZkZoqOjsWXLFmzc\nuBHGxsZCp0rJy8vDvHnzkJCQAH19fejo6IAQgpKSEhQVFcHa2hobN26Erq6u0Kl1nDp1Cv/880+9\ne7OcnJwQExPDcxXDMAzDFzaI+0iVl5dDJBJBT09P6nCtmJgYWFpaIiMjQ2nnGyovL4eWlhbX/erw\nikWLFuHhw4dK211WVgYtLS2pQc/9+/ehr6+v9O93ZWWlzEMrlHVeqlddb35WZG2jjIqKitCyZUuo\nqKigtrYW169fR21tLSwtLfHo0SOl7C4vL8f58+ehra0NS0tL7vDK6upqqKurK/X7nZCQgEePHqGo\nqAhisRgGBgbo2LEjTE1N5R5uKbRX7y3w8lDcW7duoVGjRujRo4dSdzMMwzAfAP+n4TFCS09PJ2PH\njiUmJibE2tqaREVF1dlGGU8sp7X7yZMnVHbT+n4TQm876+ZXamoqGTFiBDExMSE+Pj6ksrKSjB8/\nnhgbGxMTExMyZMgQkpKSInRmHfK6jY2NyeDBg0lqaqrQmQzDMMy/SPmOg2L+datWrUL79u2xa9cu\n+Pv7IyIiAoGBgVLbECXcQUtrd0hICJXdtL7fAL3trJtfq1evRteuXbF582aUl5fD398fhoaGuHHj\nBi5evAhra2usXbtW6Mw65HVfunQJNjY2WLNmjdCZDMMwzL9JwAEkIxA7OztSVlbG3c7OziYODg5k\nx44d3DJl/NacdfOL1m5C6G1n3fyidboVWrsZhmGYD4ftifsIqampSZ0j1LZtW2zfvh07d+7EqVOn\nACjnt+asm1+0dgP0trNuftE63Qqt3QzDMMyHo7Zs2bJlQkcw/Lp79y7Onz+P3r17Q0tLC8DL+ctM\nTU3h5+eHRo0a4fr16/D09BS4VBrr5het3QC97aybX1euXEFhYSGsrKwAAGPHjpWa727jxo2QSCRw\ndXUVKlEmWrsZhmGYD0jAvYCMQHJzc4mLiwtZtGhRnXWJiYnE2dmZmJiYCFAmH+vmF63dhNDbzrr5\nlZiYSKytrcmhQ4fqrBs5ciSxsbEhd+/eFaBMPlq7GYZhmA+HTTHwEauoqOC+NX+dRCJBfHw89y2v\nsmHd/KK1G6C3nXXz59V0K29O9v1qupXWrVsLVCYfrd0MwzDMh8EGcQzDMAzDMAzDMBRhFzZhGIZh\nGIZhGIahCBvEMQzDMAzDMAzDUIQN4hiGYRhe3bx5E0OGDIG5ufl7P9bUqVOxevXqD1AlbfHixfj+\n++9lrsvKyoKxsTGSkpIAvDznz93dHXPnzoVYLP7gLcrg2bNnGDJkCCZNmoS7d+/i0KFDOHDggEL3\nnTNnDlasWPEvFzIMw3xcGgkdwDAMw3xcfv75Z3Tu3BlnzpwROkWmU6dO4erVqzhx4oRC24eFhaFr\n167w8/OTmi/vv+TUqVMIDAxE06ZNsXTpUlRVVeGXX35R6L4rVqzAiBEjYG9vVhyLqAAACcdJREFU\nj0GDBv27oQzDMB8JNohjGIZheFVWVoauXbtCTU1N6JQ6amtrsX79eri7u8u80qYs48aNQ4cOHf7l\nMmG5u7tzPx8+fPit7tuyZUt8+eWXCA0NhYODw392oMswDMMndjglwzAMw5sJEybg5s2b2L9/P0xN\nTQEA+fn5mDdvHuzt7WFhYYGZM2fi6dOn3H2ePXuG2bNnw9LSEv3798fKlStRW1vLrReLxVixYgVs\nbGxgbW2NLVu2cOvKysrw3XffcY89adIkJCQk1Nt3/vx55OfnS02UnZmZialTp8LCwgIjR45EfHy8\n1H2io6Ph7Ows1evp6Yk+ffrAysoK06dPR3p6er3P+erwzLNnz2LMmDEwMzPD9OnTkZeXh2+++QYW\nFhYYOnQobty4wd0nNTUV7u7usLOzg5WVFXx8fFBYWMitj4qKwmeffYbevXvDwcEBGzduhLyLUcfG\nxmLixImwsrJCv3794O/vj8rKSqm+q1evYuLEiTA3N8fw4cMRFxfH3T89PR0zZ87kery9vZGXl8et\nnzx5MlJSUnD9+vV6GxiGYRjFsUEcwzAMw5uDBw/CxsYGX3zxBXdO2Zw5c6CpqYmYmBhcunQJhoaG\n8Pb25u7j5eUFPT09XLx4Eb/99hvOnj2LyMhIbv3JkydhbW2NK1euwM/PD2FhYcjIyAAArF27FllZ\nWYiJiUFsbCxMTU0xb968evsuX74MCwsLNGnShFu2cOFCNGvWDJcuXUJkZGSD54L98MMPaNy4Mc6f\nP4/Lly9DW1sbixcvbvC9+e233xAVFYUTJ04gPj4ebm5umDJlCmJjY9GlSxeEhoYCAEQiEWbOnAkT\nExNcuHABZ86cgUgk4p7j9u3b+PHHH7F582YkJCQgIiIChw8fxoULF2Q+b1VVFebMmQMnJyfcvHkT\nR48eRVxcHHbs2CG13datWxEaGorr16+jU6dO3Hlu1dXVmDFjBtq3b49z587hzz//REVFhdQ5hTo6\nOujevTuuXr3a4PvAMAzDNIwN4hiGYRjB3Lt3D0lJSfDz80Pz5s2hpaWFBQsWICUlBUlJSbh//z7u\n378Pb29vaGlpoV27dvjxxx9hbW3NPUaPHj3g6OgIdXV1jB49GsDLPVUAsGTJEkRGRqJ58+ZQV1fH\niBEjkJubi4KCApk9Dx8+hLGxMXf7+fPniIuL4w6vbNOmDb788ku5r2nLli1Ys2YNNDU10aRJE3z+\n+efcgFWecePGQU9PDx07dkTXrl3RpUsX2NraQl1dHQMGDMCTJ08AABcuXEBZWRl8fX2hqakJXV1d\n+Pr64vz58ygqKkJ5eTlUVFTQrFkzAEDXrl3x999/13s+mqamJi5cuIBp06ZBVVUVBgYG6NOnT53m\nCRMmoH379tDU1ISjoyP3Hl+8eBGFhYX4/vvv0axZM+jp6cHLywuxsbF4/vw5d39jY2M8evSowfeB\nYRiGaRg7J45hGIYRzKuByeDBg6WWq6qqIjs7GwDQqFEjGBoacuvMzMyktjUyMuJ+1tTUBPBybxXw\n8lDAVatWISEhAS9evOC2e7X+TSUlJdDR0eFu5+bmAoDUOW9dunSR+5qSk5MRGhqKBw8eQCQSgRCC\nmpoaufcBIPUamzRpAgMDA6nb1dXVAF6+Z5WVlXWu7vnqPevbty8GDhyI4cOHw8rKCvb29hgzZozU\n473pzJkziIqKQmZmJsRiMcRiMaysrKS26dixI/ezpqam1HtsaGjIDRqB/3u/MjMzoa+vDwBo0aIF\nUlJSGnwfGIZhmIaxQRzDMAwjGA0NDaiqquLOnTsyL3Ty559/ghACQki9F8Sob7lEIoGHhwdMTExw\n/PhxGBgYICEhARMnTpTb9PrjvRo4SSQSqcetT3l5Odzd3eHs7IyNGzeiZcuWOHXqFHx9fQG8nF5h\nxowZ3PZRUVHc4O3N16GqKvtgGQ0NDRgaGuLvv/+ut2PTpk1ISUnBuXPncPr0aWzduhW7d+9GVVVV\nnecXi8Xw9/dHcHAwRo0aBQ0NDSxduhRpaWkK9bx6j2R5/TWpqKjIPS+PYRiGURw7nJJhGIYRTKdO\nnSCRSPDw4UNuGSEEWVlZAF7u0RGLxVIXOomLi8PJkycbfOzCwkJkZmbCzc2N2wt19+5dufdp0aIF\nSkpKuNuv7vfs2TNumbxDAlNTU1FeXo6ZM2eiZcuWdZ7TxsYGSUlJ3B8bG5sGX8ebOnXqhPz8fBQV\nFXHLRCIRd4hobW0tysrK0KVLF3h4eODQoUPo2bMnoqOjZT5/YmIiDA0NMX78eGhoaAB4eZirotq3\nb49nz56hoqKCW/b48WOoqKhI7cEsLi6Grq7uW79ehmEYpi42iGMYhmEE8+q8r5CQEOTl5UEkEmHz\n5s344osvIBKJYGJigl69euHHH39EWVkZcnNzsXTpUqlBXX1atmyJpk2b4vbt26iursalS5e4vVev\nXznxdd26dZMapLVr1w5du3ZFREQEKioqkJ2djV9//bXe5zQ0NISqqipu3boFkUiE33//nbsaZn3P\n+bbs7e3Rrl07BAUFobi4GBUVFVixYgW+/vprAEBkZCTc3NyQmZkJAMjOzkZ+fj46deok8/GMjIxQ\nWFiI9PR0lJaWYv369SCEoKCgQKHJyx0cHKCtrY3Q0FBUVVUhLy8PmzZtwuDBg6UGbW+eb8gwDMO8\nOzaIYxiGYQS1bt06tGjRAsOHD4e9vT3i4uIQERHB7RXavn07/vnnHzg4OGD8+PEYMGAAN2CRp1Gj\nRggODsb+/fthZ2eHAwcOYO3atejTpw/c3d2RmJhY5z4DBgxAfHw8qqqquGUbN25EUVER+vfvDw8P\nD3z11Vf1PqeBgQEWLFiA1atXw97eHrGxsQgPD0e3bt0wcuTIDzKQa9SoEbZs2YLS0lIMHjwYn332\nGQoLC7F582YAwFdffQUbGxtMnjwZZmZmmDp1KoYNG4bJkyfLfLxhw4bB0dERrq6uGDVqFPT19bF8\n+XKUlpY2eOgpADRt2hQRERFITU3FwIEDMWHCBHTr1g1r167ltiktLUVycjL69ev33q+fYRiGAVQI\nO0CdYRiGYQC8PBTRyckJM2bMwJQpU4TO+c/YsWMHTpw4gePHj7PJvhmGYT4AtieOYRiGYf6/Ro0a\nYf78+YiIiJC6miXz7kpKSrBr1y58++23bADHMAzzgbA9cQzDMAzzhsWLF6OmpgZr1qwROoV63t7e\nMDQ0VGjCc4ZhGEYxbBDHMAzDMAzDMAxDEXY4JcMwDMMwDMMwDEXYII5hGIZhGIZhGIYibBDHMAzD\nMAzDMAxDETaIYxiGYRiGYRiGoQgbxDEMwzAMwzAMw1CEDeIYhmEYhmEYhmEo8v8AY39N6oAyX3kA\nAAAASUVORK5CYII=\n",
            "text/plain": [
              "<Figure size 1008x576 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "-28FhGePnQ4k",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "from google.colab import files\n",
        "files.download(\"2020-04-07-Chile-Tests.png\")"
      ],
      "execution_count": 0,
      "outputs": []
    }
  ]
}