Binary_Stats_Report.ipynb

{
  "nbformat": 4,
  "nbformat_minor": 0,
  "metadata": {
    "colab": {
      "provenance": []
    },
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
    },
    "language_info": {
      "name": "python"
    }
  },
  "cells": [
    {
      "cell_type": "markdown",
      "source": [
        "This report shows some interesting information about a wide range of compiled x86-64 PE files.\n",
        "\n"
      ],
      "metadata": {
        "id": "NdB0iiHGJZo7"
      }
    },
    {
      "cell_type": "code",
      "execution_count": 1,
      "metadata": {
        "id": "aKebG1s3JLtU"
      },
      "outputs": [],
      "source": [
        "import pandas as pd\n",
        "import seaborn as sns\n",
        "import matplotlib.pyplot as plt\n",
        "\n",
        "df = pd.read_csv(\"https://media.githubusercontent.com/media/backengineering/binstats/refs/heads/master/summary.csv\")"
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "Below is the layout of the dataframe."
      ],
      "metadata": {
        "id": "kPYgIGfIJyxP"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "df.info()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "Hrk1a5gELWmh",
        "outputId": "a802b9c8-ee2e-45fe-9c31-8fea085c73d8"
      },
      "execution_count": 2,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "<class 'pandas.core.frame.DataFrame'>\n",
            "RangeIndex: 21 entries, 0 to 20\n",
            "Data columns (total 12 columns):\n",
            " #   Column                        Non-Null Count  Dtype  \n",
            "---  ------                        --------------  -----  \n",
            " 0   Executable                    21 non-null     object \n",
            " 1   AvgBasicBlockSize             21 non-null     float64\n",
            " 2   LargestFunction               21 non-null     object \n",
            " 3   LargestFunctionSize           21 non-null     int64  \n",
            " 4   NumBasicBlocksInLargestFunc   21 non-null     int64  \n",
            " 5   NumInstructionsInLargestFunc  21 non-null     int64  \n",
            " 6   AvgFunctionSize               21 non-null     float64\n",
            " 7   LargestInstructionAddress     21 non-null     object \n",
            " 8   LargestInstructionMnemonic    21 non-null     object \n",
            " 9   MostReferencedBlock           21 non-null     object \n",
            " 10  MostReferencedCount           21 non-null     int64  \n",
            " 11  MostReferencedBlockSize       21 non-null     int64  \n",
            "dtypes: float64(2), int64(5), object(5)\n",
            "memory usage: 2.1+ KB\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "Average basic block size distribution."
      ],
      "metadata": {
        "id": "RRfg_PgGLZSz"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "plt.figure(figsize=(12, 6))\n",
        "sns.histplot(df['AvgBasicBlockSize'], bins=15, kde=True, color=\"skyblue\")\n",
        "plt.title(\"Distribution of Average Basic Block Size\")\n",
        "plt.xlabel(\"Average Basic Block Size\")\n",
        "plt.ylabel(\"Frequency\")\n",
        "plt.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 564
        },
        "id": "rEnQPQccLeJw",
        "outputId": "56ce2e58-dbe5-471f-891f-dc6db68babd5"
      },
      "execution_count": 4,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1200x600 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "Largest function size comparison."
      ],
      "metadata": {
        "id": "f1G7Oo0vLj2A"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "plt.figure(figsize=(14, 8))\n",
        "sns.barplot(data=df.sort_values(\"LargestFunctionSize\", ascending=False),\n",
        "            x=\"Executable\", y=\"LargestFunctionSize\", color=\"skyblue\")\n",
        "plt.xticks(rotation=45, ha='right')\n",
        "plt.title(\"Largest Function Size by Executable\")\n",
        "plt.xlabel(\"Executable\")\n",
        "plt.ylabel(\"Largest Function Size\")\n",
        "plt.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 870
        },
        "id": "cLFZ5j4WLoFd",
        "outputId": "89fadab2-2156-4ef3-a002-fff0c5dd2880"
      },
      "execution_count": 5,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1400x800 with 1 Axes>"
            ],
            "image/png": 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WZv1izcueffZZU6VKFVO0aFETHBxsJk6caBISEowxxowcOdJ4eHiYWbNmubjKnFmzZo2pWbOmOXr0qNOXn+joaFOiRAkTFxfnwupyrl69embjxo3m4MGD5v777zetW7c2/v7+5o477jDG5O0v0xlre+6550xoaKj5/PPPzcWLF01aWprZsmWLCQoKMm3atLE+EPTu3du8+eabrio521JSUsyzzz5ratSoYZ5//nmrPWMYtXPnThdWmDPnzp0zjRs3Nr/88os5ePCgKV++vOnbt6+1/KuvvsoUHuRlBw8eNGXLljVTpkwxqamp5vz58+b99983t9xyi2nXrp3VLy+/foz5v98/p06dsoJ1Y64cWZhfwqiM23jUqFGmSZMmpkiRIuaBBx6w/kptzJUvpRUqVDBPPfVUpj+O5EXp23rp0qUmJCTEzJ8/31o2YMCAfBNGZfz5nD9/3uzfv988+OCD1h8ETp06ZaKjo01oaKgZM2aM1Tcv7mvGZF1XVFSUCQkJMePHjzetWrUyd999t+nbt69p3bq1qV27dqY/huQFWY1j//79pnz58qZdu3bW6YUJCQlmwIABxsfHxyxevNjuMv+RoUOHmieffNIYY8xnn31mihQpYn2uPnv2rDly5Igry7uhq49MP3v2rOnRo4dJTEw0xlyZ8iIyMjLfhVGLFy82PXr0MH379jUXL140q1evNj4+PmbatGmuLi1HLly4YJ577rlMBwd8+eWXpmTJkvnmLImMpxF+8803pmPHjqZ169ZuEUYZY8y0adNMt27djDHGzJw50zRp0sTUrFnTOByOfPedbfbs2aZ+/fomOTnZafuPGTPGeHh4mGnTpuX5z50EUXlIxp1ox44d5tZbbzUbNmwwS5YsMffcc49p2rRppr/cfPvtt2bAgAF5ckfLWNPcuXNN2bJlzcKFC01MTIzp2bOnCQ0NNc8884w5e/asuXz5shk7dqxxOBz56lzqxYsXm8KFC1sf/tMDjqSkJFO2bFmnLwt5TcYPw+nzJvXp08f6onngwAHj5+dnSpUq5fSXgrz+y2bEiBEmICDALF++3OnLtDFX5vIKCgoyFStWNKGhoaZatWr5Zs6o48ePm+eff97cdttt5rnnnrPa586da0JDQ03nzp3Nrl27XFjh9aXvN6mpqeb48eOmbt265r333jPVq1c3ffr0sf5yc/DgQfPQQw/l+SM9M74O9u7da0qXLu0030BSUpKZPXu28fb2Ng8++KArSvxbPvvsM1OnTh3TqFEj0759e+s9be/evVYYlR/+YDBy5EgTEBBgPv74Y7N7925z2223mdDQUPPuu+9afT744APj6elpHZmX133++efGx8fHTJgwIdNpX+lh1FtvvZUvvvCMGTPGNGzY0ISGhpoWLVo4LTt16pR5+umnTVhYmHn66addVOGNZfyMc+HCBev/K1euNI888ogpX768efnll635CWfNmmXuvvvuPH0Ubvrvw/T3t19++cUEBgY6hVGJiYmme/fupmXLli6r8+8YNmyYGT16tPniiy9MkSJFzNtvv22MuTLWDz/80Lz22mv54qiV5cuXm/vvv99ERESYNm3aOC07e/asefTRR03z5s3Nq6++midDz3QZf4d+8cUXpn///ubOO+80hQsXdpqnND9JSkqy/p/+/rBt2zZTs2ZNp2WLFy/Ok0er/PDDD6ZixYomMjLSalu3bt11w6jRo0fnuQAnfdtfvHjR+n/6/rZq1Sqn966wsDDj7e1tOnfubH799Vf7i/0HlixZYjw9Pc3evXuNMf93+veWLVtMwYIFjaenpxXo5tXvbgRRedDMmTNN165dzeDBg622bdu2mW7dupnmzZtf8zDivBhGGXPlw/PEiRPNG2+8YbWlpqaasWPHmvr161tvbAkJCWbWrFl5NhjI6kWckpJi6tWrZzp06OD0ZhcbG2tq1aplHb6e13zxxRdm1qxZ1l8y0r300ktmyJAh5tKlS6ZBgwYmJCTEtGvXzoSHhzt9gcurdu3aZWrUqGFWr15tjLlyqPTevXvNzJkzrXkgTp48aZ577jnzwgsvWPtaXvxAYIzJ9Bfa2NhYa8LIESNGWO0zZswwrVu3Nn/++afdJd5Q+usm4xc1Y4w1P9y9997r1P7cc8+ZevXq5fm/Thtz5XU0fvx4c/z4cVOtWrVMf8GNj483tWvXznKceUn6z2jHjh3Gz8/PjB071rz66qumfv36pkaNGubw4cPGmP+bwLx06dLmgw8+cGXJ1/Xdd9+Z+vXrW/Mqfvvtt8bHx8c0aNDANGjQwMyePdvqu2LFijz7+s/o9OnTJiwszLz00ktO7RlDjYEDB5pixYqZd999N899HshYz6xZs0zx4sXNq6++ajp27GiKFStm+vfv79T/9OnTpk+fPqZv37559gN0utdff91069bN/Pe//zX79u2z2q8+rSgiIsI89NBDdpeXbePHjzddunSxvjCnb/f9+/eb0qVLm44dO1rvBUlJSXluH0t3rbomTpxoSpUqZQoXLmyFUMZcmYuoXbt2Tr9T86rvv//eOBwO06dPH9OoUSNTrFgx8/TTTzt9bj579qy5//77zZ133pnnL2SQ8b33ueeeMwULFjQtWrSwQs+8/tq/3msgfdmOHTtM9erVrZ/RnXfeacLDw/Pk6yc+Pt5MnjzZNGzY0PTo0cNqzxhGffbZZ1b7c889Z4KCgsxLL72UZ8aTXseePXvME088YbZs2eJU28mTJ03r1q1Namqq+e9//2vKly9vRowYYUJDQ83DDz9s9u/f76rSr+la34sTExPNnXfeadq3b2+FUcZcuYBBVFSUeeWVV0zBggXNjz/+aFepOUYQlcecOnXK9OrVy5QqVcp07tzZaVl6GNWqVat88RdpY658EPP19TUOhyPL+V9atGhh7r///kzteS2MSv9l+N1335lx48aZBQsWWPMmLFmyxDRo0MDcdddd5o8//jB79+41o0ePNuXKlbMm+sxLZs6caXx8fMzUqVOtD8rpHwbmzZtnWrVqZW677TbTokULk5qaao4cOWJuv/12ExUV5cqys2Xv3r2mfv36Zvny5ea7774z/fv3N3Xq1DHVq1c3lSpVyvJUgrz6JXT37t2madOmmY7WOHbsmBk4cKCpUKGCeeWVV6z2q4/+ygvSXzdffvmluf/++01kZKRZuHChSU5ONklJSaZHjx6mYMGCZtKkSeb11183TzzxhClatKjZvn27awvPhq1bt5pSpUqZuXPnmvj4ePPQQw+ZiIgI8/XXX1t9zp8/b7p3727mzp1rfYHLq7Zs2WLWrFljXnjhBavtjz/+MLfffrupXr269V62a9cuM3To0Dz9l8PDhw+bGTNmmNTUVLN69WpTsmRJM3v2bJOUlGQqVapkGjdubCZOnOj0mLz6PpDu0KFDply5cmbVqlXGGOfTdK4+LTzjlefymiVLlph33nnHei9On9OiXr16ZuDAgU59ExISnC6YkRdNmDDBFCtWzAwePNhUqVLF1KpVy3z88cdW8J6QkGBWrVplwsPDTb169fLU6VJXf3H88ssvjZeXl+ndu7cVRqX3SZ9PqWXLlk5HP+SVL5/pMtazdOlS8/nnn5uvvvrKauvatavx9fU1X3/9tfn111/NL7/8YiIiIkxwcHCe+9x5td27d5uZM2danwkSExPNsGHDTFhYmPnf//7nNPZz587lyT9MXS3jKcdFixY1AwYMMD169DD9+vUzBw8edHF115dxe3/33XfW586zZ8869Vu/fr0pXbq0iYuLM/fee6+pUaNGnnofSJfxd+C0adNMSEiI0x8IrhVGjR49Os/8rNK3565du4y/v7957LHHMv1RMy4uztStW9fUq1fPlCtXzprW4s033zStWrUyx44ds73uazl27JjTfvb222+bp556ygwaNMisWrXKpKammq+++sq0bdvWujrjunXrzF133WXuvfde8/vvv5uKFSvm6TmYCaJcLKs3ofTJYYsUKWJmzJjhtGz79u2mXbt2mf56mFdkNZ6ffvrJ1KpVyzRq1CjTl7Hnn3/e3HXXXXn68OF0y5cvN15eXqZZs2amQIECpmvXrubbb781xlz5JdqwYUNTqFAhU6NGDRMUFGQdjp+XbNiwwQQEBJgFCxYYY678NT05Odn6q9mJEydM2bJlTXh4uNNfc69+M8wLsqrn5MmTJjQ01DRq1Mh4enqaAQMGmC+++MIcPnzYhIaGOv0VNC/bvn27WbdunXnoof/H3pnHU7W2///ahogkQ0JkyJjIkCmKBmMlFZrTRDRqVNGE5jRp1KQ6JZXmedSgQSHNdUoTJZFEotif3x9+e529UOc8z/M9x6qz3v+c09pre133Xve6h899Df3g5ORUK4lidnY21NXVoayszCT15dKCRpwrV66gYcOGGD16NKysrODg4IBp06bh69evKCkpwaxZs2BmZgZ7e3v06dOH0+GFIh4/fozFixdjypQpzLVHjx7Bzs4Obm5uWLx4Ma5fv46JEyfC1NSUUwsbcUR9pqioCDY2NhAIBAgJCWHdk5OTA0dHR5iamjKLTS6FFtU1DpSXl+PDhw/4+vUrfH19ERkZydzn5eUFLS0thIWFcfadAf54NqLNwbt372BsbMwaC0RtOnPmDGc91MSfz927d6Gurg5JSUns2bOHuV5YWMiIUePHj//h36hvatoyffp0HD58mPl3jx49YG5ujp07d6K8vByZmZkIDg5G//79GaGDa4JHeno6CgoKAFTnvZSXl8fQoUNRWlrK3LN161YMHz4cPj4+nHoe4oi/z6I8nbq6umjevDkTYSAUCuHh4QFtbW00btwY9vb2cHZ2ZtagXBWkX758CSsrKygpKbE8b4uKijB16lTY29tj1qxZnH02P+LEiROsgkVHjx7FkCFD4O/vz9m5U5xp06ZBR0cHbdu2RbNmzeDv78/sDYDqlBAtW7aEg4MDS4Ti2jggen+uXr2KsLAwtGrVCgKBoE4xqkuXLti9e3d9mfpDioqK4OTkxHJ+yMnJwcuXLxmRUBRZUNNTiEs5FgcPHoy2bdsyB0uzZs2CvLw8BgwYAGNjY5ibm2PUqFGorKzE5cuX0bdvX0hKSsLIyAgODg6orKzEt2/fYG5uzuz5uAgvRNUjNfMLiP/7wYMHGDNmDExMTFjJYYHqmH0uTjbiNhUWFqK4uJhJonj79m00a9YM7u7uuH//Pj5//oyysjI4ODhgwIAB9WXyX0I0OI8aNYoRMi5dugQnJyd069YNKSkpzL2nTp3CrVu3OHsSFR8fjx49egCo3hT069cPVlZW6NSpE3PKlp6ezhKhxJ8rV/qduB2nTp3Ctm3bsG/fPpSWlqK0tBTHjx/HpUuXWAvTn0WI+vjxIxo2bIhjx47h7du3GDZsGBwcHFgb0JycHPj5+WHOnDmc9LoT/923b9+OmJgYANUeQjNnzoSdnR2mTJmC8vJyAGBO2GuG73ENoVCIoqIi6OrqQlpautbY9fjxYwwbNozxwDMwMOCkIC1OcnIyQkNDceXKFTg7O6N169bMYk30HHNzc2Fqaso5rwHxceDatWtIS0tjnX5WVFTAwcEBs2bNYu4fPHgwTpw4UStvBJcQ2ZSSkoItW7bg1atX+Pr1K7y8vODg4FCrT02aNAldunTBp0+fONkeAFiwYAHmz5+Pbdu2QUdHp5Yn9IcPHxAbGws1NTXO5uwS/23PnDmDgwcPYujQobh69SrrHl9fX1hYWDCL/7dv3zLf5cL7I/7eHDt2DOrq6oiLi2O8as+ePYtGjRph8ODBuHv3LgoLC+Hr68sKz+fKWgCo/Q7n5OTAzs4OWVlZuH//PjZu3AhZWVmMGjWKuefixYs4duwYK2yHC89GHFG7SkpKUF5ejkWLFkFPTw/dunVj3ffx40fMmDEDRkZGzFzLJX40JlVVVeHo0aO1ckLt27cP0dHRnOpndbFmzRpWJca5c+dCVlaWCQsHqqNZBAIBHB0dOStCiTh27BgkJSUxf/58bNy4EX369IGhoSGGDRvG3HPx4kV06tQJ3bt3R0lJCefmnHfv3sHOzg5Pnz5FRUUFAgICYGVlBT09PbRr1w7Z2dmoqqpiwj8Bbo1nIh49egRVVVV4eHjg+vXrcHNzYwmcK1asYHIti+f0y83NZf49depUGBgYcDrVBS9E1RPinX7VqlXw9fWFj48PK0b97t27GDt2LExMTOp0q+PSiyM+EMXExMDd3R0GBgYYMGAAc1qYlZWF5s2bQ11dHS4uLvDz84OVlRVzus61wUxkz+vXr/HhwwdMnDgRqampzOeijVu3bt1w8uTJ+jLzLyFqy+jRo5kcFbq6uhg3bhwWLFiA8PBwSEpKIioqqj7N/I+ZOnUqtLS00KlTJ5iYmKBdu3asZPefP3/G69ev4enpCSsrK85O/uKUl5fDxsaGeeefPHmCYcOGwd7eHtHR0cjJycH06dPRvXt3TiYlFvW19PR0nDt3DuHh4VixYgXzeWlpKSNGTZ48mZUclmtjgDjitl27dg0mJiYwMzPDpUuXWPeVl5fj48ePePToEeNlwFUePHgAPT09bNmyBV+/fkV6ejoMDQ3Rrl27WuPymzdv8Pz583q09vtMnToVSkpKaNGiBZo2bYpz584BqA5d8fHxQefOnTF58mR07twZbdq0YeZOLs2hNdm3bx8aN26MGTNmMHmH3r59C319fTg5OWHRokVISkpCSEgIGjdujDt37tSzxWzEf9tdu3ahefPmuHPnDkpKSrBz5040a9YMAwcOZH2nsLAQiYmJnPRKqelto6SkhGbNmkEgEGD8+PGsRMQA0Lt3bzRt2pQVqsuF8U3cho0bN2LJkiVo0KABNDU1sXbtWsYjIDU1FaqqqtDU1IS2tjYsLS056bku7rUFVIdK+vr6IigoiJnvy8rKsG3bNsjKyn43moBrY4HoOR07doxJHF1cXIy4uDgYGxsjODiYdX9RURHmzJnDqTG6ZuhwVVUVqqqqar0H4u97Xe8I156NOCNGjGD2bXv37oWioiJzaPjlyxeUlJSgqKgIkydP5qxHJFD9u5eVlSEgIICVhuPTp09YunQp9PX1WULulStXWEIOVxAKhbh58yaaNm2KgoICBAUFwdPTE6dOncKOHTvg6emJpk2bctZZAKgudpGXlwcAePr0KZSUlODg4ABHR0eWoFRaWoo5c+bA0tISb9++Zf2N1NRUjBo1CioqKsjIyPhH7f9P4YWoeiY8PBzNmjVDTEwMZs2aBUNDQ1ZuqLt372L8+PFo0qQJjhw5Uo+W/jUiIiKgoqKC5ORkHD58GK6urlBWVmbyKd29exempqbQ1NTE1atXmQmGiwscANizZw90dHSgoqICBQWFWh41qamp6NixI1xcXJjND5fZt28fWrVqhYiICPj5+TGLuPLycqxfvx5aWlqcTmonztatW6GpqcmcRMXGxkJWVpYlRMXGxsLZ2Rnt27fnrOt9Xcm8hwwZgv79+zP/fvLkCaZNmwYVFRVoa2tDU1OT05PL3r17oaCgADU1NcjKytaq7PP582fMnTsXxsbGnE8QW9OTQdR/UlNToa+vj4CAANy8eZO5n8uLZnHu3buHyMhIjBw5kmXzj8QoriBuz82bN9GyZUtcuXIFly5dQmhoKBo0aIC9e/cCqPZS69mzJzp37oyePXsy4wCXn1N6ejrU1NSwZcsWpr+J2vzu3Tv069cPlpaWMDAwQKdOnXD79u36NPeHXLhwARMnTmSJ0Z8/f8bOnTvRvHlzDBo0qM7vcWmcFu9v6enpcHNzQ2pqKl6+fImhQ4fCxsYGsbGxtSquTZs2jVPtEGfWrFlo0qQJEhMTsWvXLvTs2RPNmjVjiVE5OTlITExkiYNc2kQPHjyYWS8LhUKUlpZi9uzZUFZWrlXRr6ysDNu3b4e8vHwtAZQr/Pbbb8y4JWLWrFm1hIEVK1bAwsKilhjFtXEaqO4v1tbWOHToEIA/1vpHjhzB9OnT69O0/4nKykpUVVXB09MT+/btQ1paGqsS47dv37B8+XLs37+f9T0uvD8/6ifu7u7w8/NjXSstLYWvr2+dXuBcpLKyEh06dMCoUaOYsVrEixcv0KFDB0yZMqVOUbS+2bBhA+Tl5bF27VqmmNTTp0+hra0NgUBQq5p0bm4uJCQkkJyczLr++++/Y8mSJZxMvF4TXoiqRxITE2FiYsKUYd6/fz/k5OSgrKyMzp07M/dlZGRg2bJlnF3QiHjx4gXs7OyY6mQnTpxA48aNER8fD+CPAfjOnTtQU1ND165d8fHjR84NBCJ7cnJy0LJlS6xcuRKbN29Gp06dYGNjw8ptAVS7qXp7e3PS9bHmZuvOnTvo1KkTjI2N4evry/rs3r17UFdXZ53gcomaSWsnTJjAnG7u3bsXjRs3ZhYBnz9/RmFhIQoLC5GQkMDJRbQ4J06cgIuLC7p27YqFCxfC1dUV/fv3R1lZGRO+BlRPSBcuXGCEXS4hei6lpaUICAjA1q1b8ezZMyxZsgSmpqYYPHgwqz9+/vwZ8+fP59QJbk1EbTpz5gxCQkIQEBCAuXPnMieBFy9eZMSon0XABapDPVxdXaGgoAAPD49an6enp8PU1BStWrXiVD6omsTGxmLRokVMnjSgWlSfMGECpKWlmU1dWVkZvn37xqnwqB+xc+dO2NnZ4cOHD3V6b1VVVaG8vBx5eXm1PEK4glAoxLNnz9CoUSMIBIJam06RGNWiRQt07dq1nqz8c8TXJ3v37oWbmxsGDhzIXC8vL0dQUBBsbW3rFKMAbolqQHUuyFatWmH9+vWs60OHDoWSkhJrEyQO19rx7NkzZnwS/Tc3NxdLliyBpKRkrTC1L1++YN26dUzFLC6Rk5ODzp07w9nZmXXoHBgYyOTtE/U5kRhlY2PD6SqMIubMmQMZGRkcP34cQPV7JCcnx6peynW+11/mzJmDxo0bo0GDBti5cydz/ePHj+jUqRPmz5//T5n4H5GXl8d40SQnJzNr5zlz5qBz5864e/cua+xbtmwZzM3N4e7uzklvIvH9QVVVFaZPnw4jIyMoKyvj2bNnrHv8/Py+ewDCBUJDQ2FgYIA1a9YwaVJevHgBNTU1dOjQgeX9nJOTAyMjI6aIiThcG6+/By9E/YPUHMiSk5MxY8YMANWnA8rKyli5ciV27dqFBg0a1KqaB3CrY4m3p7y8HC9fvoSGhgby8/Nx+PBh1ulAWVkZ1q9fz2w679y5A21tbTg7O3OyvOzVq1cxceJEjB49mhm8MjIy0KdPH7Rv375W4jeu57ZZvXo1M3ls3boVcnJyUFRUZMWxFxYWws7OjnWNi4j6y8iRI7FmzRqkpqay+lplZSU2btxYK9E/l96dmly8eBGLFi1C37594efnBy0tLQgEAri7u8PMzAyjRo1CeHg40tLS6tvUH3Lp0iW0a9cOvXr1YnJXlZWVYe3atbCyssKgQYM4Jzz/GQcOHICsrCxCQkLg7e0NBwcHaGpq4smTJwCqn52xsTG8vLx+imp/4mOwp6cnmjdvjl27dtW678aNG7CxseGUUCjedz5//oxu3bpBIBAwoSuizysqKjBx4kQ0bNiwVu6Rn6H/zZw5E/r6+sy/xceuzMxMTuaFA+r+bc+fPw9dXV04OTnVGr8+f/6MjRs3okePHpwTBgB2e27duoWQkBDo6enBwsKCdV95eTmCg4Ph6OiIOXPmcE68rekF+OHDB1b+UfH1i729PQwNDbF+/XrOipw1iY+Ph6amJpPj6t27d1iwYAEaN25cSwgQfzZc63NXrlyBn58fXF1dcfDgQQBAUFAQwsPDAbAjBz58+ICFCxfC0dHxp0joLRIHZ86cyQpf+xkQ7yepqak4f/4885u/ffsWPXr0gI6ODp4/f45v374hNzcXnp6esLOz49yhh8hzsGnTpggJCUF8fDwEAgFT7OLBgwfQ1NTEgAEDmGpyQHU48owZMziVzLsmR44cwYIFCwBUH4j26tULAoEAw4cPZ733I0aMwOTJkznnESV+6BwcHAwzMzOsWbOG5RmloqICGxsbLFu2DAcPHkT37t1hZmbG6f3Nn8ELUfXAnDlzsHLlSgDAq1evUFRUBDs7O2bCfP36NfT19SEQCFgxuVwlMjISy5cvx6NHj9C5c2dERUVBUVGRFcZ2+/Zt9O7dm5VPJSMjA8bGxpzzJCotLcXo0aPRpEmTWiFFt27dQkBAADp27Ijt27fXk4X/GQUFBVBRUWGFrG3duhW6urqwtLREXFwcjh07Bg8PDzg4OHBucXbs2DHGAygiIoI55VyzZg0EAgGkpKRYwuCnT5/QuXNnzod8/YizZ8+iSZMmWLp0KebMmYPAwEC0bt0aT58+rW/TvotQKMT+/fuZUyhRoQKgesO5bt062NrawtfXl1OT/48oKCiAjY0NFi5cyFx78OABunXrBi0tLUbcTUlJgZWVFec81WqWkU5PT4eGhgYz5t6/fx+dO3eGh4cHs/ERR3xhxCVEY1Rubi6CgoIgLy/PJIwW9a2vX79i+PDhcHFxqS8z/2uuX78OZWVlrF69mrkmFApRXl6O0NBQJCYmcu4dqll8BfhDQDt58iRatGiBwMBA1uZG/N6af6O+Ef99w8LC0KNHDzx8+BDR0dHQ1dVFWFgYy/aKigr4+/tjxIgRnHo2u3btwogRI5iTdZFtbm5ucHZ2Zu4TbdQGDhwIU1NT6Orq4uLFiwC49VyA2vZkZWWhVatWaNOmDYqLiwFUe3wsXLgQTZo0YY3fIrj0jMRtSU1NRc+ePdGhQwecOnUKkZGRWLduHSoqKliiRklJCaqqqjh1kFuX6CLyUAGqvbskJCQwbtw4ANzrV3/GpEmToKWlBVlZWbRv355J3n/x4kV07twZsrKyMDMzg5WVFezt7TmbDgKonmNkZGQgKSnJ7EdFzyMtLQ3a2tro0KEDPDw84O/vDzk5Oc6HeU2YMIHlwFFaWoq+fftCT08PnTt3xvLlyzF8+HAoKiri4cOH9WhpbcTHgISEBCxcuBAyMjJMuLQo3+izZ8+gqakJgUCAQYMGYezYsZzuZ38FXoj6BxAfbJOSktCiRQvcuHGDuZaZmQltbW3G3e758+fo168fzp07x8mOVbPiiqqqKpOvZsSIERAIBJg6dSpzT2lpKby9veHp6VmrPVw7ORRx+/ZtjB49GjIyMrUSxaenp8PT0xPe3t6szTZXqDm5FxcXQ09Pr1Z+q6NHjyI4OBgKCgpwdHSEp6cn5/KnvH//Hu3bt4e2tjaCgoIgIyPD5EP59u0bQkNDIScnhxs3buDdu3d49uwZPDw80LZtW86dRP0Z4mFDT58+hbGxMe7evct8zsWxoCYlJSU4dOgQNDU14e7uzvrs8+fPWLZsGVxcXDjp2l0XL168gLq6OkvEraqqwt27d2FnZ4fly5cz7wrXvCJXrVqFKVOmsMSxlJQU2NnZAfjjHc/KymLEKFEeD64hPh4tWbIEgYGBTHLod+/eoU+fPlBQUGA8bsTfJS5tOGsisq2wsBAfPnxgxqz8/HwEBQXB3t6eya2Um5uL2bNnQ01NjfHG4wLiG00AWL58OXr16gVPT09MmjSJWUAfPXoULVq0wJAhQziXWP1HvHr1Ci4uLoyn8JcvXzBz5kw4ODhg8uTJrDXM169fOVWNsaioCOrq6jA2NkZQUBCrGm5WVhY0NTWZEH2Rvf369UNGRgY6duxYK88S1xAPh37w4AEsLCzQunVrlhi1aNEilscHVxGf3y9fvoxevXrBxcUF8vLyaNKkCczNzWFkZARjY2Mmh5+onVygb9++2LRpE+vwQnxs2L9/PxQUFODv7w8JCQkm1w1X1zU1x7Xz58/DysoKV65cQXp6Ovr37w8HBwesWrUKQPVeJjExERs3bsThw4c5mw5CKBTi69eveP/+PQQCASQkJDB27FjGw0vU5kePHiE2Nhb+/v4ICgpirUW5yrx582BsbAzgj3aUlZUxXrcODg7w9fWtdRjCJWbPno0mTZpg586d2LZtG3r06FFLjHr58iUEAgHrsJ1r/ew/gRei/kHOnDmDSZMmYenSpQD+GIBzc3PRsmVLDB06FOnp6XB3d0e3bt2YF4mrA/WWLVsQGxtby/XZ19cXTZs2xbhx4zBp0iS4urqidevWnBM5RIhvBvLy8pjfOycnByNHjoSJiUmtWPbMzEzOeT/U5MOHD4xr/bBhwzBlyhQAtb0c3r17h6KiIs7mT3n06BGaNWsGGRkZJg5a1Jfu3r2Lfv36oUGDBtDR0YGVlRWcnZ1/+hMCADA1NcWaNWsAVPdRLmxsxBHZk5ubi5cvX7LCAw4fPgw9Pb1auV/Kyso47dpdM3G8UCiEg4MDk9hSHCcnJ4wcObLWd7nC7Nmz0axZM0RFRTEeUAcPHoSDgwNzj7gYJfKIPHbsWL3Y+z3Ef/ebN28iPDycOewQjWXv3r1DQEAAFBUVmcTx4s+Da3MO8Id9R44cgZ2dHczNzWFsbMwIHk+ePMHEiROhqqoKDQ0NtG7dGlpaWpwqUlCzUpyooMLcuXMxaNAg2NraQldXl8lFcuzYMejr68PHx4fT3p0iFi1aBCcnJ3h5ebEqlIoqfzo4OLD6oQiu9Lfi4mIYGxsjICAALi4uGD58OHMI8OXLFxw9ehRaWlowMTFBz549YW1tDQMDAwBAdHQ0HB0d69P8WtQcCwQCAeug8P79+2jTpg1LjMrNzcWOHTs4t64RIZ73Sbx9Fy5cQK9evWBhYYEBAwbg1q1bOH78OHbu3ImDBw9yzjslICAAjRo1QmJiYq1DmX379kFBQYHJSbZs2TI0aNCgViJvrvDu3TvWvw8ePIigoCBEREQw10QV2ezt7bFs2bI653+urT9FNoq86F69eoW0tDRISkoiKCjouyGeXComVfM9fvbsGZMD6vjx43B2dkZJSUmdz6OsrIxTbRFHKBTi/fv3aN26da2w1SFDhkBJSQnr1q1jwvRev37N/BZcW3v+p/BC1D9AVVUVXr58iSZNmkAgECAsLIz5TCgUoqKiAuvXr4e+vj50dXXRrl07zoo2Ir58+YJWrVpBIBBg6NChtT6PiIhAr1690KNHD0yfPp2zZUtFL/ChQ4dga2sLExMTmJubY8WKFSgqKsKzZ88wevRoGBsbY9u2bfVs7V9nxYoV0NDQgKGhIYKDg6GpqQlXV1fk5OT8MJ8Al/qb6Nk8fvwYNjY2sLGxgZGREV68eFHr3nPnzuHgwYNISUlh2sC1vvZXEbXb1taWtfDhEiIbRaF4LVu2hLy8PCZPnowHDx4AqBajRJvOnwHxxOTz5s1jNvwTJ06Evb19rbxwvXv3xvTp0zkpEopYsmQJtLS0MGfOHBQXFyMxMRFt2rSp8z3PzMxEjx49OJt/aMqUKTAwMEBYWBg6duwIKSkphISEMB4pompyAoGAc2733+PIkSNQUFBATEwMMjIy4O/vD21tbcZ7o7S0FI8fP0ZcXBwOHz7MqWfj5+fHEgEePHgAQ0NDnDx5krl27949uLq6wtTUlBEGDh06hF69enFqrvkeJ06cgLKyMlRVVRkvNJHdnz9/xqxZs6Cvr88KoeQaY8eOxZkzZ7BhwwbY2dlh1KhRyM3NZcK93r59i4kTJyI0NBQTJ05k1p4DBgyAv78/vn79yonxTdyG2NhYLF68GAKBAPLy8ixv7/v378PS0hJt2rSpdejB1TXB4cOHYW9vD29vb+bAEKj2YPXz80OHDh04W5VZ/D0OCQmBnJwcdu3axYjUlZWV8Pf3r7W5njt3LhMayoX+JSIkJITJ3VtZWYkPHz7A2dkZDRs2rJW3t6CgAMHBwXB2dsbs2bPrwdr/nAMHDsDe3h7GxsaIiIhAQUEBrl69CklJSYSEhDBC9YIFC5hCU1x5PrGxsYwHGlBdGa5hw4Zo3rw5rKys0KZNGwgEAixfvhzXr19HSUkJZ9MLALVz9xUXF8PMzIz53cUFXTs7O5iYmGDx4sWscY2rY9p/Ai9E/U2Iv7iiF+H69eswNjZG27ZtceXKFdb9FRUVeP/+PTIzM3+ajfT79+/h5eWF5s2bM0l6xdtd8zSAa6cDIk6ePAl5eXksXrwYubm5GDFiBBo1asRU+Hjw4AHGjh2Lpk2bsqpicJlnz57h8OHDWLp0KSZPngxra2sIBAJYWVmhWbNmcHNzg6urK+eTXwPV70FJSQnu3r2Lzp07o2XLlrUSKNcMkfwZNjl/xpo1azjtDn3hwgU0bNgQq1atwpUrV7B582YYGRlh4MCBePz4MaqqqnDo0CEoKysjICCgvs39SyQnJ0NOTg5z5szBvXv3AFSLAT4+PrC1tcWoUaPw22+/YfTo0VBQUOCs4CE+1s6fPx+amppYunQp5s2bh65du+LRo0e4desW7t27hydPnuDs2bOcOi2sufA9d+4cGjduzMyb5eXl2LNnD2RlZTFq1ChmwfbmzRvMnDmT83MnUH2i2b59e8ZD+s2bN2jZsiX09fUhKyuLbdu21crxxRWGDRvGSqYOVOcVkZOTw/3795lrVVVVuHbtGlq3bo19+/bV+jtcGqe/Z0tKSgoUFBQwcOBAZnMt6p8lJSXYuHEjZ9c2AFieHGvXroWjoyMUFBTQunXrOu8vKChAWFgYVFRUWM+SK8yaNQuqqqpITk7Gli1bEBoaCgkJCcZ7GKhes2loaGDgwIH1aOlf49atW2jSpAmmT5+OIUOGoE2bNujSpQvzuUiMsrS0ZNakXKJm0aJOnTpBR0cHiYmJLDGqLrgicIizZ88eZh4UJb9//vw5evfuDWNjYyQkJLDuLygogL+/P0aOHMnJ9oiTnp4ORUVFREVFISwsDJaWlszh07Vr1yAjIwNvb2/4+/tDVlaWU963lZWVGDNmDOMJKPqt09PTcf/+fcTFxTFhuHJycmjdujWaNm0KXV1dTJgwgXNrgu/l7vPw8ICTkxNzn6gv9unTBxoaGujfvz/n+9l/Ci9E/Q2Id5LffvsNERERzICWmprKlPsWhRDU/A7ArQVaTcQ9AAoLC9G2bVuYmppyzlX4zxAKhfj27Rv69+/PnELl5+dDX18foaGhrHsfPHiAyZMn/xThBHVx69Yt2NraYvfu3Th69CiWLFmC4cOHc25w/jPS0tLQpUsXGBoaIjs7G0D1ye3y5csBcHNh89/C1baIxqaJEyfW8nYShd6INj6fP3/GsWPH8Pvvv//jdv6n3L9/Hy1atGASkIpTWlqKiIgIdOjQAUZGRnB1dWVylXEN8ZBJEfPmzYOOjg6MjIwgEAhgaWmJRo0aQVNTE/r6+lBTU+NMqLG/v3+t6oP79++Hvr5+LcF569atEAgEmD59OuMZxdUQ45q8evUKy5cvR1FREd6+fQsjIyMEBwcDALp16wYdHR1s2rQJZWVl9Wwpm9LSUvTs2RPz5s0DAKxbtw4PHz5EQUEBWrdujdjYWNb6paSkBLq6uozgxkXE7b1z5w5SUlKQn5/PeHGdOnUKcnJyGD58OPM8aq7RuCBGiSeuFtmTkJDACDKVlZXQ1NSEsrIyBgwYwIQbiu598eIFlixZAnNzc05WAC0qKoKNjQ3LK6Kqqgpz586FpKQk40kAANnZ2Zx4JnUhPrdfvnwZc+fOBVAdOnT06FGYmJiwCuWcOXMGgwYNqtMbnCuMHz8eLi4u6Nq1KzQ1NdG4cWPs2rXrT8cvrqxzatqRkJCA7t27M+vM7OxsdOvWDR07dqxVibW4uJhTueHq4unTp4iOjmaK/QDVeftcXV3RvXt3vHz5EhkZGejXrx8CAgI4lcev5m965coVLFmypM6qngEBAYiJiUFBQQEOHz6MhIQE5lCRK/wod9+dO3egqamJnj17Avhjnunbty+uXLnC+X7238ALUf/HiC9O7t27h/bt28PY2BixsbHMIvry5cvQ19dHnz59WMkWfxZEL8CjR48AVC9+7Ozs0KpVK04lUa2J+Ass/hJ7eXnhzJkzKCoqgoaGBrMZAKpj20WnAlxNrC6OeNvET2+zsrLQpEmTOheXXFms/dWB9ebNm3B3d4esrCwcHBygo6PDGU+OXxnR8xEtzEJCQpgcUN++fWPer7i4OCgpKTGx7D8Lp0+fhrGxMSv8qa4+mZ+fXys3DlcQ2Xv06FG4u7tj9+7dzGcrV66EqqoqQkNDcefOHbx79w4FBQUoKipiLYTqm4EDB9Zyp09LS4OEhASTI07UzocPH0JFRQUCgQCTJk36x239XxFtLKdMmYLu3bszwse4ceMgLy/PKknPJYKDg9G0aVP0798fAoEAL1++xNevXzF48GB06NCBlfulpKQEdnZ22LRpUz1a/H3E3/Hw8HDo6upCSUkJLVq0wIABA5hNzKlTpyAvL4+goKA6N0D1za5duzBq1KhaiXivX78OT09PfPjwARYWFujQoQOio6PRvn179O7du1bVtZcvX3JqPBAnPz8fampq2LBhAwAw5dfLysrQpUsXyMrKMuGioufKlfWNCJFdqamp2L59O4YMGYKxY8cyn1dUVDBilJubG3Oda4K0OLt27YKioiIyMjJQVFSET58+YfDgwZCXl/9LYhQXEK1fRP9dsmQJHBwcMHjwYMYD/+nTp4wYVVd0BFcdCIqLi9G2bVuoqalh2rRprM+OHDkCFxcX+Pr6MvsDLq6nxcfp4OBgmJqaYtmyZUzfEh08eXl5cd4T8j/J3dejRw/Y2NjA0NCQGcu42s/+W3gh6m9iwoQJ6NKlC7y8vKCvrw91dXUsXLiQWVRevnwZhoaGcHNz42x4R12dXXQtOTkZAoEA6enpAKrdUx0dHaGiosIkxuUKNdtR86Tc19cXnTt3hp6eHkaNGsUMwqWlpejVq1etE16uIlqUAcDevXsxceJE1obZ2toae/bsqS/zvot4IvgfiVHin7158wZr1qzB/PnzmefJtQXnr8iePXsgLS2N169fY82aNWjQoAETviF6DkeOHIGZmRkrue/PQHx8PJo2bcr0M/HF2M2bNznlpv4jkpOTISsri9jY2FqnmvPnz4eWlhZiYmI4lW+oLuLi4nD+/Hl8/foV5eXl6N+/P9q3b8+UlAeqq2KFhIRg+/btkJKSwuHDh+vR4u8jfniTlZXFmvOFQiET2iHubZiWllYraW59Iz4Pqquro2HDhtiyZQtzLT8/H+7u7rCzs8PgwYMRFxfHFCvhmofa+fPnWYJnXFwcVFRUcPr0abx+/Rpr166Fh4cHunTpwhy6nT17FgKBAAsWLKgvs+tky5YtkJGRwdq1a2uJSPfu3YOenh60tLTg4uLCiGhRUVGsPsc1vmdXYGAgrK2tmXWm6L6QkBA4ODhAIBDg7Nmz/5id/w0HDx5EgwYNYGhoCC0tLZibm7PCcL9+/Yrjx4+jWbNm6N69OwBue0DExcXBwcEB5eXlrOfWt29fqKmpISkpiZPibV2Iz/Nr166Fs7MzBgwYwIhRz549g4+PD1q3bs0cjPwMZGRkwMjICE5OTrU8hI4dOwZLS0sMGDCA06LhrVu3kJubi/LycgQHB8POzg5Lly5l2bxs2TKWgMtV/ix3X15eHqZMmYKxY8di4sSJv/Q+hxei/gaSkpKgpKSEzMxM5gUJDAxEmzZtsGjRIsYz6ty5c/D39+fsQkDEhQsXWKE1hw8fhpycHCtBJFC9CB0xYgSnXhTRb/vy5UusWLECnp6esLa2xtSpU3H69GkA1SeGRkZGMDIyYn13xowZ0NfX52Q43o0bN7Bt2zYkJiYyyaFF7N27Fw0bNqyVQNXExIRzya8vXbpUy5vhv1lwcW2T8yshXtUnPDycCYOsqKhAz549oaGhwRI8Jk2aBBsbG056cogQFwZEIcW5ublo2rQpxo8fX+veMWPGIDY2lvP9LDs7G8bGxkx1oqqqKlRVVeHixYtMmxctWgRZWVksXLiQU+05deoUFi1ahGvXrgEAjIyMoKOjg9TUVADVY4Wvry9at26NNWvW4ODBg3B3d0fnzp2Rn58PY2NjLFmypD6b8EP27t0LTU1NNGvWDG3btmWJGSEhIVBTU8PixYsxdOhQKCgocG7eEV+nZGRkoEWLFnB0dISmpiZSUlKYvlRQUIDo6Gi4urqiQ4cO6N+/P+eqmFpZWcHHx4d5P8rLy9GnT59aXnWHDx9Gu3btMGfOHObarVu3OPXe3L9/H8bGxoyHRlFREbKzs1nez4MGDYKXl1ctYVM0JnBtDVozsiAjI4O5du7cOXTo0AF9+vRhqjGWl5fD19cXp06dwoABA+Dk5PTdyln1hcj+kpISDBgwANu3b0dBQQHOnz8PQ0NDtGvXjiWMVlRU4PTp05wbB+pi2bJlrEMcUc6+CxcuQCAQQCAQ4MyZM/Vp4ncR72uXL1+GmpoaUywCAFavXl1LjHr8+DGmTJnCmfHsr5KVlQVLS0sEBwfXEqNOnTrF2dDPqqoqlJaWolmzZggPDwdQ3cdGjBhRS4xav349mjdvjs+fP3Pq/a/Jf5q7D/h19zm8EPU3sGrVKpiZmeHTp0+s0/XevXtDRUUFixcvZjZpNd1BuYC4LdeuXUOjRo0QHh6OFy9eMJsy8VPQuuDCAC1qx927d9GqVSv06tULfn5+CAoKgqqqKvT19Rk37ri4OGhra8PJyQkhISHw9/eHkpISJ70gNm/ejObNm8PW1hZ6enrw9/dnKuE9f/4cJiYmLBGqsrISQqEQBw8e5NxA9u3bN+zcuRMNGzbExIkTmet/NoFwoX/9m7hx4wZ0dXXh4OCA69evM9cfPHiAXr16oUGDBnB2doaLiwsUFRU5mV9EhHjFPzMzMyxcuBDv3r1DeXk5YmNjoa+vj1GjRuHTp0+4f/8+IiIioKyszFnPVXGysrKgo6ODp0+forKyErGxsXB2doa8vDzMzc2Z0K/ly5dzKox6y5YtaN68OUJDQ1n9q127dtDT02PEqbS0NEyaNIlZsHXo0IEZ02xtbZmQHa4g6mt5eXlo3bo1tmzZgjNnziAiIgJ6enqYOnUqc2+fPn1gaWkJR0dHzuUfE18TPHz4kDmVBgBvb29oaGjg0qVLteYXcS8Irsw9u3fvhqmpaa1EygEBAejbt2+t+0ePHg0zM7M/9ayuL1JTU2FlZQWhUIjbt2+jQ4cOMDAwgIaGBjp06ID8/HyUl5ezQvDE28LlzdqUKVOgq6vLJFEWVY5LTExE+/bt0axZM/Tu3RutW7eGubk5hEIhZsyYwUr2W5/cvHmTldfu0qVLaNOmDdzc3FgFfm7dusWIUVxOAfG9fcr79+9hYmICPz8/1vW0tDSEh4cjJiaGM++LOOLt2bFjB0JDQyEvLw9tbW1WlezVq1ejffv2GDRoUK18lz/bWjQjIwPW1tYYMWIEJ4sR/IjVq1fDwMCA2ZeVl5cjKCgIdnZ2iI2NRVlZGd68ecM5b+//Nncfl3SBvxNeiPo/RNTB1q5dCwMDA8ZFWjSxPH78GIqKinB0dMTq1as5OTCLL0oWLlyI6OhoNGnSBHJycpg4cSKKiop+ioFX9AJnZmaiUaNGmDJlCstlPSUlBV5eXlBXV8eBAwcAVCfA69u3L/z8/DBlyhTGHZ9L7Ny5E40bN0ZSUhIqKiqQlJQEdXV15iSjrKyslodUTbj2/ERilIyMzF8So8SvZ2Rk/HS5iH5GLl++DFdXV8jIyDCVFkXPQSgUYvv27Zg5cybmzZvHKYHjexw5cgQNGzZEXFwcCgoKmOufPn3Cxo0boa6uDlVVVRgYGMDQ0JCTgnRdvHnzBs7OzrC0tISenh569OiB2bNnIzs7G8rKyoiOjq5vE2uRmJgIOTk5JCUlMUKZ+Bjl7OwMbW1tXL16lbmWl5fHKmE8ZcoU6Ojo1KqmyQWuXr2KcePGISgoiFkL5OfnY8mSJWjRogVLjHr//j3n8o+JL4YjIyPh4OCAc+fOsewUF6PqWjxzSexITk6GpKQk3r9/j7FjxzIVyiIjI6Gnp1crx1JCQgKcnZ05W8EwMTERZmZm+PbtG+zt7REeHo7z58/j7NmzaN26NaytrevbxL+MeN85cOAAjI2NcezYMZw9exb29vZo3749jhw5AgB48uQJ5s+fj+HDh7OKFQwbNgx9+/bFly9f6q3fCYVCXLlyhSklL+o7OTk5MDc3h0AgwPnz51nfSU9Ph6mpKVq1asVJMUr82Vy6dAnHjh1DWloa8xvv2rULFhYW8PT0xIMHD5CWlgZPT08EBgYy3+Pingeozg2nrq6OdevWYeHChWjfvj0MDQ1ZhUvWrl0LExMTxjuSS2Paf0pGRgbs7OzQt2/fn+KATfRb37lzB+3atWMVJSgvL0dISAgMDQ2xdu3a+jLxu/xf5e77leGFqP+B71VNKSwshJqaGvr168f6/MaNG+jXrx/8/f1hbm7O2gBxjfnz50NRUREnT57EhQsXEB0dDQUFBUyePPlPk/lyhcePH0NGRgZRUVEA/ng+IpuvXbsGW1tbtG/fHnl5efVm51/l+fPncHJyQlxcHHPt27dv6NSpExYvXoy1a9ey8qf8THz9+vUviVHi/46Li4OpqSknBcOfmbre6aqqKly5cgX29vbQ0dFhRF2uLizFOXPmDCNwCIVCfPjwAZ06dcLChQsBVCf1f/HiBdatW8eUxy4qKsLBgwdx7do1xtuQa4hXLs3JyWHCn27duoXIyEgsXLgQOTk5zH1eXl6sfGxcID8/H66urrXCiEtKSnDlyhXm3fby8kKLFi1w5coVVu6uq1evYtSoUVBTU+OkWFhWVoaJEydCRUUFDg4OrM9EYlTLli0xatSoerLwrzNjxgyoq6vj0KFDda5dPD09oaWlxdkQHBHfvn1DQEAAFBQUoKSkxBIv7ezsYGZmhitXruDdu3coKSlBx44d0bt37/ozuA7E155v376FoaEhgoKC4ObmxsrR+erVKzRv3hwrVqyoDzP/a44dO4apU6di2bJlzLU3b96gS5cucHZ2Zg4PxSksLMTEiROhpKTEGU+POXPmoEGDBli5ciUTBZGTkwMLCwtYWVnV8ty4ceMGbGxsOCeoi68Jpk+fDk1NTbRq1QoNGjTApEmT8Pz5c1RWVuLo0aNo27YtGjVqBB0dHdjZ2XEy8bU4T58+hYmJCatP3b59G0FBQdDX12eF6SUnJ3PuIPe/JS0tDS4uLpxd3wDVYcd3795lXQsLC4OWlhYT/glUi1Hjx49nCulwhV8xd9/fAS9E/ZeId5L169cjKCgI3bt3Z0IDLl68CGVlZfj6+uLMmTNIS0uDl5cXxo8fj+LiYggEAmzfvr2+zP8hX758QYcOHTBz5kzW9VWrVqFBgwaYPHky5ybKmpSVlSE4OBgqKirYu3cvc73my719+3ZISEiwwkEAbgps79+/x4EDB1iLlx49ekBFRQXu7u5wc3ODoqIiDh06VI9W/jnfG2C/fPmC33777btilPgzWb9+PRQVFZGUlPT3GvsvRPQ7Z2Vl4dy5c7hy5Qrz2fXr1+Ho6IhWrVox+Ua4utAU5UZq1KgRKzeKUCiEq6srJk2axGxeOnTogBYtWkBCQoIRqLiM6BkdOHAA9vb2UFdXh4uLC6ZPn17r3s+fP2PWrFlo1qwZ5/KN5Ofno1WrVqxNwNq1a+Hn5weBQICmTZuiR48eAAA3NzfIy8uzThbz8/MRHx/PuXaJj1UPHz7ElClTICsry+RXE/H+/XvMnTsX5ubmnK1UBlR7Fuvr6zNJoEtKSpCdnY3du3ezxgd7e3v4+PjUl5l/mdGjR0MgEEBRUZF1CFVWVob27dtDV1cXWlpasLa2hoWFBTPGcW1dsHPnTmRnZ2PixIlo2bIldHV1mc++ffuGz58/w9HRkdO502pSUFAADQ0NCAQCjB49mvXZmzdv4Obmho4dO7JCp968eYPIyEjY29tzIixc/IAmJiYG0tLSWLt2LePFmZOTA1NTU7Rt27aWGFWzYiiXWLhwIZo3b8688xEREWjQoAGGDx+OZ8+eMfddv34dd+/eZdZ6XD6wev36NZSUlGrtxzIzM6GrqwsNDQ0kJCSwPvtVxChxMYdLCIVC5ObmwsnJCSoqKliyZAlz0FRSUgJbW1ssXLgQQqGQs33rV8zd93fBC1H/I1OnTkXz5s0xYcIELFq0CAKBADNmzEBZWRnS09NhZmYGHR0dNG/eHPb29igrK8OHDx9gamqKCxcu1Lf5taiqqsKXL1/g6OiIyMhIAOyJMTAwEMrKyoiMjGQSRXKJs2fPMknr0tPTMXjwYDg5ObEmkqqqKmYiKSgoQOPGjZGYmFgv9v6niIdDLFu2DLq6ukwoXn5+Pnx8fDBgwAB8/fqVc4tmgD2wJicnY926dVi6dClrwVKXGCU+8a9fvx6NGzdGcnLyP2f4L878+fMxY8YM5jns378f8vLyMDIygkAgQHh4OPNeXbt2DU5OTrCwsODkGFATUejms2fP8OHDB1RWViI8PBzW1taQkpJCz549sWXLFnz69AmjRo1Cjx49fooFwKlTp9CgQQMsWrQIe/bsQXh4OMzMzODr68vcc+TIEQwePBiampqc9BjKz8+HlpYWRowYgXPnzqF3794wNzdHaGgoTp8+jb1790JbWxtr1qwBAFYxjLoE6vpGZEtJSQlr3nz16hUmTJgAY2NjrFq1ivWdgoICzleYvHnzJkxNTZGeno4rV65g3LhxMDU1haamJmxsbBhPQoCbi2dxm758+YJ58+bh+PHj6N69O5SVlWsJmYcPH8bGjRuxfft2pr9xbcPz6tUrCAQCZGZmIjs7Gx4eHhAIBLXKs7u4uNQqLMMl6nqPHz9+DBsbG9jY2NQKYXvz5g0sLS1riVTPnz/njJgrasv58+dx8OBBKCkpoUmTJli1ahXjnSsSoxwdHTl/sAtUCzb+/v7YtWsXgOo1QpMmTRAUFAR5eXkMHjy4VvgRwC3Rpq6xKT8/H25ubpg0aVItT09/f3906NABtra2nPf0/NkRCoVMXxGFpWVmZmLbtm3Q1dVFu3btEBQUhNzcXAQGBiIgIICTc42IXzl33/81vBD1P3Dx4kXo6uoyiVRTU1MhEAhYosfnz59x79493L17l+lYERERaNmyJV6/fl0vdovzvRd53LhxaNq0KTMwixZh06ZNQ7t27aCiosIk+ubKYHDp0iUYGxtj7NixzKY5MzOTqaIifoImsvn48eNo1arVT5HXpi5q5kcKCAjAoEGD6smaHyM+sIaHh6NFixZo164dWrduDTMzMyZWvbKyEjt37oScnByGDx/O+hvr1q1D48aNsW/fvn/U9l+dVatWQSAQYN68eXj37h3atm2LrVu34unTp0hKSoK0tDRGjhzJuA9fv34dZmZmcHBwQFVVFacmzbpsef78OQQCAWbOnMmE5924caNWiMeAAQMQEhLCmTGtLoRCISoqKhAcHMwK6SovL8e+ffvQunVrxpv1+PHjiImJYSoDcpGzZ89CUVER+vr6aNOmDc6dO8fMOx8+fIClpWUtTy8ubW5EiPrdkSNH0LFjR7Rt2xbt2rVjNjA5OTmYOHEijIyMaoUicom6+v6HDx+gra2NNm3aoEGDBggNDcWBAwfw8OFDGBkZ1fIm4NL7U9N7XVQtF6gWPDw9PesUo8ThQn+rOa4VFBRAV1cXx44dA1BdAbRv375QVVWFl5cXZs2aBRcXF7Rp04ZzIpoI8Wfz6tUr5OXlMR5qDx48gJmZGby9vXHp0iXW9woKCjhZ6Ef8GR09ehRSUlJYvHgx5s+fj8GDB0NSUhIrV65kxKjc3Fyoq6ujU6dOnH1GIj59+oQjR46guLgYaWlp0NbWxsqVKwEAs2bNgoKCAvr168fyjOISNftabm4u8+/ly5dDUVERK1asYMTMT58+wc/PD2vXroWTkxNmzJjxj9v8b+DYsWOs4hz79++Hg4MDTE1NMXv2bOTl5SE/Px87duxAy5Yt0b59e3h6ekIgEDCiKBf5lXL3/d3wQtRfJDo6upb73MGDB9GpUycA1aWZGzVqxJw8FRUVMUl9Rdy7dw8DBw6EiooKJ9yHxQfmlJQUpKSkMN41xcXFcHBwgJGREV6/fo3y8nJUVVWhZ8+euHLlCiZOnAh1dXVOJVb9/Pkzk0x1/PjxjG3fE6OEQiHGjRuHHj16cLrU/F/l48ePcHd3x6JFi+rblB+yYsUKaGhoID09HUB1FSOBQABTU1PmRK2yshLx8fFwdXVlFnfHjh2DqqoqK9SS539H9Ptu3LgREhISCA8Px7Bhw1jVfk6cOIEGDRqwxKi0tDTOneSKxrTPnz/j/fv3uHDhAnJycgAA8fHxkJCQQHR0dK3Ewzk5OZg6dSqUlZU5k18E+PGpmLe3N7p37866VlFRgdGjR8PT05O5xtXQSXHy8/PrzO/w4cMHtG/fngl555LgWRfHjx+HtLQ0IiMjsXz5cvTq1QsqKiqM8JSdnY2pU6eiadOmnKvwB7DXBOfPn8f58+cZT7qCggJs27YN58+fZ/Upe3v7P62iW1+I95epU6dCU1MT8+bNYx3gPH78GB4eHlBRUWE20VwWBcS953x9fVki7YsXL7Bnzx64uLigZ8+eCAoKYp4VF8Q0ccSfTVRUFJOfy9jYmElI/vDhQ5iZmaFr1664fPlyrb/BlTaJ59mpqqrC169f4enpiZEjR7LumzlzJiQlJREXF8eE6b1584ZzocXfE/dEa4KIiAj4+voyB77R0dFwcXGBn58fp4TBuoiIiICuri4MDAzQvXt3ph/OnTsXampq6N69O4KDg+Ho6MiIBQMHDkTnzp05P//8bOTl5UFPTw9Dhw7F06dP8fDhQzRp0gTR0dEYP348LC0t4evry9pLL1y4EIGBgZCSkuJcovVfPXff3wUvRP0FXr16BQkJCXh5ebFcN0+cOIE2bdogPj4ejRs3ZmXsP3ToEDw9PZlNEFBd5WPRokV/WtXsn0B8QJ00aRI0NTWhoKCA9u3bM3ksHj58CBcXFzRu3BiOjo4wMTGBgYEBKisrkZCQgNatW3Mmnl184Thnzhx06tQJkydPZmKg6xKj5syZAxUVFdy7d69ebP5PET2z+/fvs0SCqqoqvHv3Dt26dYOtrS2nF9Hv37/HuHHjmJOMQ4cOoXHjxli+fDmcnJzQqlUr3LlzB0DtxdCzZ89Y+Uh4/neEQiErNGLnzp2QlJREs2bNmLFL9BxOnjwJeXl59O/fn1WWnSuI7Hz8+DEGDx4MExMTyMrKMie1eXl5SEpKYjy/ROLz0aNHERgYCENDQ04cENQkLy+PCYEUhbMC1blHXFxccOfOHdZ4Hh8fD2NjY04Xw/gr5Ofno2vXrrC3t+fMhvN7CIVClJeXo1u3bhg/fjzrs6lTp0JJSYkpJPHw4UPMnDmTc5tPcaZMmQJFRUXo6upCTk4OmzZtYn3++fNnvH37Fp6enrC2tub881m+fDlUVVVZ77f4/PLixQt4eXlBIBCw1mxcY/78+TAzM4OdnR2Cg4NhYmKCwMBA5Ofn/3BM5vKaYPbs2VBRUcHRo0fx+PFjdOrUCYqKiowo+PDhQ1hYWMDe3p7lOcEV1q1bhy5durDyjFZUVKBDhw6MSCgu3AYEBEBNTQ1Lly5lreO4gvhcsmfPHmzYsAEbNmxg2RoUFISuXbsyh/O+vr44fPgw8zmXxChxWxITE6GhoYGdO3di7dq1MDQ0hJWVFSPu7t69GxMmTIC7uztCQ0OZ/U2vXr0QFhbGqXb9KqSnp6Nt27YYM2YMoqOjWZV9jx49io4dO8LX15cVovvt2zdOh7P/irn7/k54Ieovcv/+fWhpacHT05M5TXv16hU8PDwgIyODuXPnMveWlZUxuXpqKuhcGMjEbbpx4wasra2RlpaGq1evYuzYsbC0tMT8+fOZe9auXYuYmBgsWrSIWdCMHDkSbm5unNmQitp08+ZNTJs2DYaGhmjcuDErt41IjOrYsSO6dOmChg0bMl45XEfUvuTkZBgZGTEnBF+/fsW2bdvQtWtX2Nracu70s64TpFOnTiE3NxdZWVlo2bIl4y3w22+/QSAQQEVFhbVJExdLeP5vEf2uZ86cwYQJE3Dv3j0kJSVBQkICs2fPZsYr0X2HDx+Gmpoa53JDiezMysqChoYGQkJCkJCQgIcPHyI8PBx6enowNjbGq1evsGvXLggEAsyfPx8VFRUoLCzEvn37aiWNrW+EQiFKS0vRtGlThISEID4+HgKBgKni8+DBAzRv3hwDBgxgbdBGjx4NNzc3Tnmr/ie8f/8eCxYs4OyY9j2+ffsGR0dHxMTEAGDnVuzWrRu6dOnCupdLiI+vDx48gKmpKW7evInMzEzExMRAQkKCyW1VVVWFpUuXwsbGBk5OTpx/PhUVFQgMDMSCBQsAAL///juSkpLg7OyMYcOGISUlBUB1uydNmsTZdgDAlStXcPDgQYwfPx6jR4+GlpYWBAIBOnXqBE1NTfj6+qJfv34sUYTLc+eHDx/QsWNHpsCKKJ+S6FC3oqICQHUVswEDBnBi/VyT1NRU6Orqwt/fn/W7h4aGQl9fnwnDE70n06ZNg4qKClRVVTlXol28r4SFhUFJSQmtWrWCjo4OtLS0cO7cOQDVgo2srCycnJxgamqKVq1aMWMaV/tbcnIyduzYwfLefPLkCVq3bg1LS8s6hY38/HxERERAWVmZEw4Evyrp6emws7ODjo4OwsPDWZ8dOXIErq6u8PPzY4plcJlfJXffPwkvRP0H3Lt3D5qamvD09GQGrW3btsHc3Bw9e/bEgQMHkJSUBA8PD5ibmzMDMxcnT6D6tKN///6spNC5ubkIDw+HpaUloqKian0nJycHo0ePhrKycq2ymv8kdU12R48ehaSkJGJiYrBmzRp4e3ujVatWmDBhAiNG3b59G927d4eWlhYnk/f+qK/s3LkTCgoKtQavs2fPIi4ujulvXNnk/Fm/37p1Kzp27MjE5B84cABjxozBxIkTOb0Z+NVITk5Gw4YNER0djZs3bwL4I4wtJiamlhjFFfFZhLgIJScnh+nTp9d6B5KSkmBhYQE7OzuUl5dj/fr1kJaWxowZM5jNDle5fv06ZGRkmPwiwB9tvnnzJlq0aAEnJyd06NAB/v7+UFBQ4KTnwF8lMzOT8Szi2pj2Z/Ts2RO2trbMv0ViVGRkJDp37lxfZv1lFixYgKlTp2LKlCnMNaFQiCVLlkAgEDCHBnl5eVi3bh0nE3nXtTbw9vaGmZkZ9uzZA1dXV3Tp0gVBQUEwMTFBz549a93Ppfb8iEOHDkFbWxvJyclYs2YNIiMj0bNnz59m/nzx4gUUFRXx6tUrnDlzhpXeoqysDFFRUbUOCLi0nhb1k8zMTBgZGaFv376M1/aDBw9gb28PDw8PljfRpEmTcPr0aU57rD558gSdOnXC7du38fHjRxQVFaF3795QUVHBrVu3AFR7F0VERGDmzJnM78DVfvf69WvIy8tDIBDUqlz6+++/w9zcHLa2tqwKmoWFhRg6dCj09fU56Sn9q5GVlQU9PT04OTnVilI5duwYrKysMGDAAGYvxxV+xdx9/zS8EPUD6lrQ3Lt3DxoaGnBzc2NOOjZv3ozevXujYcOGaN++Pfz9/Tl/SlhQUIBevXpBVVW11kLszZs3mDZtGtq2bYtJkyYx1/Pz87Fx40a4uLjU+0ZH5JEhFApRVVWFsrKyWmERFRUVmD59OoyNjREeHs6E6d2/f5+T7vfiC6yrV6/i8uXLTDgHAIwaNQqxsbE//Btc6W/i787atWsxaNAgREVFsZKOzpw5E02bNsWHDx9QWFgIHx8fVr4LrrTlV+bx48fQ09NjhRWL2LBhAyQkJDB//nxOLf7r4tWrV1BVVYW/vz9zrWZp3/j4eMjLyyM+Ph4AMG/ePDRp0oSzGwKhUIivX7/i/fv3EAgEkJCQwNixY5l8JOKhiHFxcRg4cCCmTZv2S5zcFhUVMWMIF8cBkU0fP37Ex48fmX6WlpYGY2NjDBgwgHX/8OHD0bNnT1RUVHDWY6CiogIjR46EQCCAj48P6zOhUIilS5dCWloa8+bNY33GpecjPk6J2/Xs2TM4OjpCW1sbUVFRuHHjBgAgISEBHTt25GSI1PcQfy9E3jh1VYvj0nMB2GsC8f/v06cPAgMDIS8vj40bNzLXs7Oz4e7uzhSU4OJ7I+pvRUVFiI2NhaKiInr37s2sjw8dOgR7e3u0aNECISEh6NGjB2RlZTmX20acrVu3wt7eHl26dEFJSQnrnfL09ISFhUWdfYtLm+q61isXL15kvDhrVl59+vQp1NTUMGzYMNZ3Xr58ycrtw/P3kpWVBUtLSwQHB9cSo06dOoUXL17Uk2V/zq+Su68+4IWo7yDeOQoKCvDx40dGeLp79y7U1dXRpUsX1gLmxYsX+PLlCzO4cWlgrmsSf/z4MYYNGwYtLa1aXjZv3rxBaGgohgwZwvpuYWFhvSf23rt3L/T19RnvDRFeXl4YMmQI61plZSW6dOkCVVVVjBw5knNqel1MmTIFOjo60NTUhLKyMnx8fGolyucy4v1l7ty5UFJSQkBAAExNTdG+fXsmtKioqAhGRkZQUFCAgYEBWrdu/VMkVv6VOHPmDIyMjFgTvPgiThQuyfVY9ufPn8PW1hY+Pj61ktqK98cOHTrA19eX+TfXQiNEiGwW2ffq1SukpaVBUlISQUFBrOS44nBdMPxP4dLm8/Tp06wNZHJyMpydnaGjo4NBgwYxVWR37twJIyMjtGnTBhMmTEDfvn0hLy/P5L7jCnX9tqJQFElJSSQnJ7PuEwqFmD17NpydnTn1XOpi2bJl8PHxQUhICKsypnhIcVVVFdzd3REYGPjPG/h/xLdv36Cnp8eEtnEV8XHp8+fPzFoaqF4jyMnJYfDgwcy1T58+wcvLC507d+b8Rm3v3r1QUlLCmDFj4ObmhgYNGsDb25t5358+fYqJEyfC19cXffv25dw4IE55eTliYmJgYmICfX195rroEPfcuXPQ1tbmdF5V8b62detWTJ06FWFhYdizZw8uXrwIY2NjVjEP0ViWk5PD6mtcH+N+VTIyMmBtbY0RI0ZwqnDMj/gVc/f9k/BCVB2IV1SKiYmBm5sb9PX10b9/f2ZRIwrT8/DwqPNEnUuDmPjALJpQRNcePnyIwMBAtGvXjvEUEFFQUMC0g0sbnBMnTqBr166ws7Nj3IQrKioQGhoKFxcXvHnzhvX7z5s3D4aGhujZsyfnctvUZM2aNVBRUcGNGzdw7949XL9+HS1atED79u2ZTSmX+taPuHXrFkaPHs0IA5mZmRgyZAhsbGyYct8lJSWIi4tDQkLCTxeG8ytw4MABaGtrM0JUVVUV078uXLiAhw8fYs+ePT+Fl82TJ0/g6ekJDw8Plhgl/r64urqif//+dX7GNQ4cOAB7e3sYGxsjIiICBQUFuHr1KiQlJRESEsKUn16wYAEzdnO5PT8rVVVVuHPnDmRlZTFmzBi8fv0at27dQuPGjTF79mwsXLgQgwYNgra2NpNbMSsrCwMHDkS3bt0wcOBAzm3cxOfziooK1gHNhw8fMG7cOEhJSeHgwYMA6vZm4VJfE29PTEwMlJWVERwcDFdXVxgaGmLZsmXM58XFxdi3bx+8vLxgbm7OHH5wqT1/lYqKCqirq2P9+vX1bcpfYu7cuXB0dIS+vj5CQkKYKrnDhw+HiYkJ3N3dERQUhHbt2sHCwoJ5NlxZf9b0pHn16hV0dXWZ/GlAtTe7hoYGvLy8WCFdIu99LlGXPYWFhYiLi4OSkhJLHASq26atrV2vaTn+KlOmTEGzZs0wYcIE+Pn5wcjICOPGjcOlS5egoaEBb2/vOr/HdeHz30BGRgbs7OzQt29fTnsPivjVcvf90/BCVA22b9+OOXPmAKgu86miooL9+/cz2fuVlJTw+vVrANVilJaWFmxtbevdS+h7iE80K1euhJ+fHzw9PbF48WKmfOy9e/cYMUrcNVoEF1+Y8+fPo0ePHrCxsWESd2dnZ6NJkybo27cvK/QuLCwMMTExrJLNXKHmbxscHIygoCDWtby8PDRt2hShoaH/pGn/MeJ97cCBA7C2toaVlRXLe+P27dsYOnQobGxsGM8ocfhFwD9LdnY2GjZsiBkzZtT6LCwsDDNnzvypnom4GCVeYbGqqgqvX7+Gl5cXEhISAHBzXBORnp4ORUVFREVFISwsDJaWlujRowdevnyJa9euQUZGBt7e3vD394esrCwn8939aiQkJKBFixaYOnUq5s6dy3K9z8vLw7Jly9CiRYta4xrX3h/xcXr58uXw9vaGi4sLK0lscXExxo8fD2lp6Tq9bbj67qSnp2P27NlMAvLs7GzMmDEDzZs3Z/KrPXjwACNHjkTv3r1/icOPHTt2cNZ+8b62ePFiKCsrY8GCBYiNjYWBgQFcXFxw+vRpAMCmTZswYsQIBAYGIiYmhnPPZuvWrYiOjmaJtnl5edDX12cqxone9atXr0JaWhp9+/bFhQsX6sPcP0X82Vy7dg2nTp3CjRs3mJD2lStXwsjICH5+fnj48CFu3LgBLy8vODg4cE5Qq8mJEyegp6fHhODu2bMHMjIyTLXmy5cvQ19fH23btq1PM3l+QFpaGuNY8LPxs+fu+6fhhSgx1q9fD4FAgOPHj+Pdu3dwcHBgqkScPHkSjRs3Zk6eRSc1mZmZ8PHx4eTALL5YDA8Ph6qqKhYuXIjx48fD2toaAQEBTFzr/fv3MWzYMBgaGnLazVu0KMnLy8OxY8fg6+sLGxsbRmlOS0uDkpISnJyc0LNnT/Tt2xeysrJ48uRJfZr9p4gqXLm5ubHyc4iS3cbFxcHCwoLlpcZVTpw4gbi4OHh6ekJBQaFWf8rKysLw4cOhra2NEydO1JOVPCI2b94MaWlpTJkyBXfv3sWDBw8wdepUNGnS5Kc4jarJ9zyjwsPD0aZNG+Yggas8ffoU0dHRTPU1oLoQg6urK7p3746XL18iIyMD/fr1Q0BAAKdDPX52Vq5cia1btzL/TkhIgLa2Npo1a4axY8ey7s3Ly4Ofnx+Cg4N/ikqf06ZNg6amJmbPno2NGzdCUlISwcHBjOdtcXExJkyYAIFAwMrtx1VOnDiBZs2aQU9PjzVuvXz5EhEREdDS0mJy4eXn53M6B9l/A1cEm7pIT09HbGwsK0zyxYsX8PDwgIuLy3dTD3Dl2VRVVaFv376wtrbGsmXLGDHq1atX0NTUZJL4f/36lbHZ0dERAoEAw4YNYyIRuIL42DRt2jTo6urCysoKzZo1Q79+/XDnzh2UlpZixYoVUFJSgpycHAYOHIjg4GCm7Vx5NnWxefNmdOjQAUB16KR4kZ8vX74gJSUFZ8+eha+vLyf3bjzVcO29+RE/a+4+LsALUf+f7du3Q1pamsl0/+TJE2hoaCAvLw+HDx+uVc1j/fr1yM7OZv0NrgxoNRfAu3btgrGxMZNT6fDhw5CRkYGBgQG6du3KLDxv376NmJgYzr8ou3btgqGhIZ49e4bTp0/Dx8cHNjY2zOnHixcvMHXqVPTp0wcDBw7k5EbtwoULTCnSsLAwJgl5YmIiNDU1kZiYyLo/Pj4e1tbWrLBRriDe72fPng11dXW8efMGly9fhqenJzp06ICTJ0+yvnPr1i3MmzeP833t30BVVRX27NkDJSUlaGlpwcDAAMbGxj+1l424GJWRkYFFixahUaNG9V5k4c8oLi5G27ZtoaamVqvc75EjR+Di4gJfX18m5IPPqfb3INrU9+jRA8+fP2d9tnv3bjRp0gR2dna15pYZM2bAwsKC87kIk5OTYWRkhNTUVADViWBlZGQgIyODHj16MGuCjx8/YsWKFZwWOUTcunULw4cPR8OGDRmvRxGvXr3CzJkzISEhgb179zLXuS4W/gpcu3YNAoEAkpKSjLegaN5//fo1FBUVWaFtXKW8vBwjR46Era0tli5dyuR+mTdvHqSkpHDmzBnW/aGhodi8eTOePn1aH+b+JVavXg11dXVmHIiIiICcnBzOnz8PoDpX14oVK2BjY8PKpcb18W3btm0YMGAAjh8/ztq7AcD+/fsxffp0lvjJlb0bz6/Bz5K7jyvwQhSqXW4FAgHc3NyYay9fvkSnTp0wZ84cKCoqsgay27dvo3fv3qyKZlyhd+/emDZtGmuBlZiYiIkTJwKodhlUVlZGXFwc1q1bB0VFRfj7+9dSbrkmEIja8+XLFwwaNIhVPU4UpmdtbY1r164B+GMjwcWN2tu3b+Hu7o5OnTqhT58+aNCgAZMr4dmzZxg6dCicnJyYPEp5eXnw9vZGr169OL1wfvnyJcLCwnDkyBHm2oULF+Dj44NOnTrh1KlTdX6Pa33t30pubi6uXr2Ka9euscoY/6w8efIE3bp1g5qaGqSlpZl8clwnIyMDRkZG3y1jbGlpyckyxr8Kok1JdnY2WrRogaqqKly7dg0bNmxg7tm1axc0NDQwatQoZuwGgGHDhsHLy4tzz6bmRuvQoUNYsWIFAOD48eNQUlLCxo0bcenSJTRo0ABBQUG1cl9ySYz63sbxzp07GDJkCAwMDGod5jx//hwbNmzg55u/mZrPprKyEsuXL4e8vDyzDq2qqmLu8/DwYK5zFVHfr6ioQEhICGxtbbFkyRKUlZWhrKwMI0aMgKSkJBYvXozt27dj4sSJUFNT42Q6COCP9XRgYCCTimTfvn2svU5ZWRm+ffuG4uJiLFu2DObm5hgzZky92fyf8PDhQzRo0AACgYDl0VpWVgYPDw8MGzaM02tpnp+bny13X33zrxei4uPjISEhgREjRkBTU5Plbj98+HAIBAJMmTKFuVZaWgpvb294enpyUkVfvnw5pKSkMH/+fNaCKzc3Fx8+fICdnR0WLFgAoDoZuYGBAZSVlTFhwgQA3D4hTElJgY2NDTw9PWudRIvEKHt7e1y9epW5ztX2XLt2DXp6epCUlKyVaDg9PR0hISFQUFCAtrY2TExMYGlpybnEneIcOHAAAoEAGhoatXIiiMQoNzc3/oSA5x/l0aNH8PHx4Vyy6D/jZy5j/DMjGlszMzPRqFEjZj3Qs2dPWFpasnIoJiQkQF1dHW3atMHw4cMRGhqKpk2bshIUc41x48Zh2bJlqKiowIsXL5g1gSjJuij5cs11D5cQn/+uX7+Oc+fOMQdQQPX8GRQUBBMTE+zevbvOv8GLUX8P4s/mxIkTSEpKwuPHjxkxSkJCAosXL2buqaioQKtWrTBr1qz6MPc/4saNG8jJyUF5eTmGDx8OW1tb5l2qqKjA4sWL0bJlS5iZmcHc3JzTHsWiVBBdunTB0aNHcePGDTRq1IjZOH/9+hXLly/H0aNHAVR7Rq5cuRJaWlqcFw1F7N27Fw0bNsTUqVNx4cIFnD9/Hm5ubrCwsGCERa7uD3h+fricu49r/KuFqOXLlzM5oYDqHFGqqqoYPXo0c0+PHj2gqqqKMWPGYMKECXB1dWWVmeeSKCCyRSSuRUdHsxZcGRkZaN68OROi9/vvvyMgIADJycmcasf3uHHjBoyNjSElJcVM8uIeTxcuXICrqytcXV2Z3EpcQzTx3b17F66urnB2doanpyeTsFNEUVER7t+/j/j4eOzfv595jlwd2L59+4aQkBAIBAJmsyY+yaekpMDJyQnjxo2rLxN5/qVw0Svyr/AzljH+mRHNgVlZWZCTk2Ml8C8rK0OPHj3g7e1dyzNKVVUVGhoaiI2NxbNnz/5xu3/Ejh07mHDUM2fOQF9fnwm7Aaq9Bg0NDRkhJz8/H8HBwcjIyOCkWCM+p0yfPh0mJiZQV1eHo6Mjhg8fznyWnp6O4OBgmJmZsTwieP4Zpk2bBnl5eRgYGEBKSgpr1qzB27dvsXz5ckhKSqJr164YPXo0fHx8YGpqyukxuqqqCqWlpWjWrBkTLv3lyxeMGDECbdu2ZeWMysvLw8ePH5lCQFzh4sWLTEGl6OhoxlswIiICTZo0gYyMDH777Tfm/qKiInTs2BGLFi1ixsWioiKsW7eOc2Pc96isrMSuXbvQvHlzNG/eHDY2NujevTvT17g4vvH8enB1z8Yl/tVCVEpKCst9++PHj9iwYUMtMWrGjBnw8/ODr68vZsyYwblqHgB7UC0rK8OuXbsgISGBmJgYZiJ5+vQp2rRpg5EjR+LGjRvw9PREz549f5qknV+/fkVaWhoMDQ3h6OjITCjiz+HSpUucTEZcU+gT/eYpKSno2rUrOnfuzMoxUNdJDVeez49Ey/79+6Nx48ZMkn9xMjIyfgrBk4eHK/xsZYx/dl69egVVVVUEBASwrm/fvh0DBgyAj48PnJ2dGS9WoDq0v3Xr1kzhD64QHx8PgUCAtLQ0HD58GMOHD2c8T0Tzy7t376CgoIBRo0bhzJkzTPJo0edcWuOIM3/+fDRr1gyXL19GaWkppkyZAoFAgN69ezP3ZGRkwN/fH/37969HS/8diPqLUCjE8+fP4ezsjKtXr6KwsBBLliyBQCDAwoUL8ebNG8TFxaFhw4Zo164dUlNT61zHcZHVq1fDwMCAOQQtLy9HUFAQ4xklyhnFNZ4/f462bdvCy8sLoaGhkJSUZCIKfv/9d/j4+EBPTw9v3rxBZWUl3r59C09PT9jb2zNrTtG67Wf0IMrPz8eTJ0/w8uVLzo9rPDz/Rv7VQpQI8cG1uLi4TjGqpocNV0QBgC0MLF26FKGhoXjy5Am2bNkCCQkJzJs3D0C1kLNo0SKYmZmhefPmcHJy4qRnF/DHM3n58iXu37/PmkRu3rwJHR0duLi4MM+B6ydqIg4ePIgdO3Zg586dzLULFy6ga9eu8PDwYJJ6d+vWjXXyzhXE27J161aMHz8e48aNw+bNm5nr/fr1Q5MmTVgn79/7Gzw8PD/mZy5j/LPx/Plz2NrawsfHB1euXAFQLXrIyckhKysLBQUF6N27N9q3b49NmzYx3+OaB8SWLVsgJSWFo0ePIj8/H87OzlBUVMT48eOZe0Sbsf3796NJkyYwNTVFu3btmLmUS5tO8Tnj2bNncHV1ZSqunjhxAo0aNUJwcDA0NDTQp08f5t7Hjx/z883fjPjvW1hYiCdPnmDatGmsNfKKFSsgEAiwaNEivH79GmvWrIFAIGCSlHNZGBC9B3fu3EG7du1YInR5eTlCQkJgaGjIVM7jGkKhEAcPHoSamhoaNmzIVMAUPbcjR46gU6dOkJOTg4WFBaytrWFnZ/fLeg7x4wEPD7fghag6EIlRTZs2/alCiaZOnQpVVVXs2rWLqegnCtOLiooCUC3YvHnzBpmZmcyAzLVFgGjiT05Ohq6uLlq2bAkZGRkMHTqUmURFYlTnzp05PVGKL+bDwsKgpKQEAwMDaGhowNTUlEmgfO7cOfTs2RMtWrSAhYUF9PT0OC2uTZkyBerq6ggLC0NISAiUlZWZRJZVVVUYOHAgVFRUmLBXHh6e/56fqYzxz46o4qKPjw+CgoKgpqbGKrTw9u1bBAQEwNzcHNu2bQPALdFm586dEAgETN5HADh58iQ6d+4MLS2tWmHgAPD+/Xv8/vvvnFsTCIVC1vx++fJlANVC27t373D58mU0b96cObQZNmwYBAIBOnbsyPo7/Obz72fGjBmwtbWFoqIiLCws8OjRI9bnK1asgJSUFCIjI5Gfn4/FixejQYMGWLRoUT1Z/GPu37+Pu3fvsq6FhYVBS0uLNR6Xl5dj/PjxtapocwFRv798+TIMDAxgbm4OHx+fWoUICgsLsWPHDqxdu/anSAXBw8Pz68ALUd+huLiYcW0XVZfhMmfPnoWenh5ziivOhg0bICkpiejo6FoLZi4s0Oqy4fLly5CXl8eqVatw//59JCYmwsXFBV27dmXaePPmTSgqKqJr167/tMn/MY8ePUK7du2QmZmJvLw85OTkwMXFBS1atMDvv/8OoLr89I4dOzB//nxOhn+KEPU1UV6RpKQkyMnJsRL5AoCnpyc8PDzqw0QeHh6e/5rHjx/Dzc0NDRs2xNKlS5nrovE4NzcXgwcP5lzS+PXr10MgEMDExATdunXDrl27mM/OnDkDT09PuLm5sQpK1DzI4cKaQIR4ifXIyEiYm5uzQu/Dw8MxbNgwRhiYP38+fHx8MHjwYE6141dE/PdNTEyEhoYGVq1ahbCwMMjJyWHy5Mm13o+YmBg4OTkBqBZw5syZA2VlZXz48OEftf1HCIVC5ObmwsnJCSoqKliyZAkTjldSUgJbW1ssXLgQQqGQk+szoPY7/OnTJ+Tl5WHfvn1wcHCAt7d3LTGqJlw+4OXh4fl14IWoH1BUVISDBw/+FAPyli1bYGZmxgoREBedRKekCQkJ9WDdn/Po0SNWhZvIyEh4enqy7jl//jzatWuH0NBQANUTZXp6OiPkcJXNmzfD1dUV3bt3x5cvX1jPxdbWFq6urnV+jyv9rmZ+gM2bNzOLyeTkZCgoKDDVVj59+oSzZ8/W+i4PDw/Pz8TTp0/h7u4OLy8vxhMHAGdDVkThThcuXMDbt2/h4eGBLl26sPJgHj9+HN7e3nB3d0dKSko9WvvnrFmzBqampqiqqsLt27drPQcA8PX1Rfv27QFUP5fevXuzQqT4+efvJyUlBaNGjWK8A4HqZ6elpYXw8PBaYpT4MykvL+dMbjXR+kYkimVmZmLbtm3Q1dVFu3btEBQUhNzcXAQGBiIgIICzfUvcrrS0NFy7do3xvK+qqkJSUhIcHBzQvXt3pq0jRozAgQMHAHDLu5OHh+fXR4J4vkuTJk2oR48eJCkpSZWVlfVtTp0AICKiL1++UFVVVa3rAGjfvn1kbW1NJ0+epAEDBtSLnX/G9u3bqV+/fvT48WPmWklJCX39+pVpS8eOHWnEiBG0bds2evfuHUlKSpK1tTUZGBjUl9l1IrKXiEgoFNKzZ8/oxYsX9OLFC5KVlSWBQEDl5eVERDRz5kx68eIFPXv2rNbfkZSU/Mds/h5CoZAkJKqHiSdPnhARkaqqKuno6FBSUhIFBgbSkiVLaOTIkURElJqaSocOHaLc3FwiIpKQkCChUFg/xvPw8PD8l7Rs2ZJWr15NACgmJoZSU1OJiEhaWpqIuDE+iygqKqJLly7Rnj17yNXVldTV1WnlypUkKSlJmzdvpqSkJCIi8vLyorFjx5KMjAxNnDiRMjMz69nyuomPj6fx48fT4sWLaefOnTRp0iT68uULtWrVioiIWesMGDCAcnNzydHRkZycnOjRo0fMXASAmbt4/h7y8vJo+PDhtH37dioqKmKujxo1iqZNm0Y7d+6k+Ph4ys7OZj4TXxPIyMiQsrLyP253XQgEAjp48CB5e3tTq1at6ODBg+Th4UFpaWkUGhpK58+fp759+9K7d+9o7969zDvFJcT7fHh4OPXu3Zv69OlDTk5ONHz4cHrx4gUFBARQWFgYFRYWUtu2balTp0504sQJ6tatGxFV/w48PDw8/xj1p4Hx/F/y4MEDSEpKYvbs2azrJSUl8PHxQVxcHHONi+7Ed+7cgbOzM0JDQ1FRUYFdu3ZBWlq61gnolStXYGpqysnKeDXZvn07MjMzUVhYiPnz56NRo0asZLEAcPr0aejo6HCyJO6ePXuwbt06AMCECRPg7OyM8vJyZGZmQlFREQKBgHX6XFZWBk9PTwwdOpQ/VePh4fklePLkCbp16wYHBwcmHJlLFBQU4NOnT3j69CmA6vld5K316NEjxjNK3OP4wIEDmDx5Mie9Onbt2gWBQID9+/cDAA4dOgR1dXUoKCiwKssC1d4r+/btQ1BQECZPnsysbbjmrfYrk5WVBSMjI7i5uTHV2ESsXbsWkpKSzDqCy6Snp0NRURFRUVEYP348LC0t4evri7S0NOaehQsXIjAwEFJSUpyuYhoXFwdVVVWkpqbi0aNHOHPmDNTV1dGrVy/k5+ejqqoKKSkpmDFjBsLCwvj3hoeHp97ghahfiA0bNkBaWhrjxo3D6dOnkZKSAnd3d1hYWHBKfBItfmsugmfPng0NDQ3cvHkTANCnTx+oqqoiJSUFxcXFAIBJkybB3NycUzkF6uLVq1cwMjJiqsK8ffsWMTEx0NfXx8iRI/Hy5UvcuXMHnp6ecHZ25uSGICoqCgKBAB4eHlBQUEBWVhbz2cGDByEQCDB58mQcPnwYZ8+eRZcuXVh9jRejeHh4fgUePnwIPz8/vHz5sr5NYZGYmIgOHTrA2NgYXbt2ZYQyoVDIzCkiMcrNzQ1JSUm1/gaX5p4NGzZAIBBAS0sL2dnZzFxy8eJFtGjRAv7+/rh9+/YP/waX1jr/Fm7fvg0rKysEBQXh3r17rM+Sk5M5L3A8ffoU0dHRiImJYa4dPXoUHTt2hK+vL6sC8Ldv3zgTTvg9Bg8ejJEjRwL4Yx2WmZkJBQUFRERE1Pkdrj8jHh6eXxNeiPqFEJVpbdGiBZo3bw4zMzO4u7tzMqfFw4cPERQUxJziirC1tYWDgwOA6vwBAwYMgIyMDCwsLODk5AQlJSUmcSTXiYiIgJaWFrNoycvLQ0xMDBo2bIjGjRtj8ODBGDBgAMrKygBwa0MgwtzcHJKSkpg1axYAto07d+6EsbEx1NTUYG9vDx8fH072NR4eHp7/lYqKivo2gcX69eshKyuL5cuXY9q0aWjVqhWsrKyQm5vL3CMarx8/fgxvb29YWlqycvhxiXXr1qFBgwb47bffYGpqCltbW2RkZDBzyalTp6Cjo4PBgwezDkX4uYYbZGRkwNraGkFBQbh//36tz7n6nIqLi9G2bVuoqalh2rRprM+OHDkCV1dX+Pn5cfa9qXng9/XrV3Tu3BmBgYEAqscA0dgVGxsLQ0NDfPjwgRdseXh4OAEvRP2CvH//Hk+fPsWTJ084V45ZhJ+fHwQCAbS1tZGQkID09HQAQGpqKpo3b846mUpOTsaKFSuwfPnyWsIVF6hrIQBUn7LZ29tj8+bNzGfv379HTEwMLCwsMHr0aOY618qzi9o0aNAgBAcHQ0JCgklIDvyxwXn37h2eP3+OnJwc5jtc62s8PDw8vxI7duyAQCDAuXPnmGvjx4+HvLw8SwSoqqpixup79+5hwoQJnDzwOHjwIKSkpBiPraKiIujr6zNilMjmkydPQldXF0OGDGESMPNwh4yMDNja2sLPzw/Z2dn1bc5fJiMjA0ZGRnBycqrl0XXs2DFYWVmxDg25gvi7/OzZM6bK5LZt2yAvL8+IZ6K12erVq+Ho6Mg5UZ2Hh+ffiwAQy6zM80sinnCaKzx8+JCio6OppKSE5OTkSEJCglxdXWnkyJE0cuRIevbsGS1fvpzMzc3r29QfIv7bbtmyhVxcXEhTU5MaNmxIRER9+vSh/Px8unDhAvOdd+/e0caNG2nXrl3k5+dHUVFR9WJ7TcTb8uXLF6YNRERRUVE0d+5cWrt2LZMMlojo9u3bZGlpWeff4OHh4eH5v+Xly5fUtWtXkpWVpSNHjpCGhgYREXXv3p2OHTtGy5YtIzs7O1JTU/tuIY+qqipOJVs/c+YMycnJkZOTE5WXl5OsrCwVFxeTtbU1qaio0IYNG6hNmzYkISFBp0+fJh8fH4qMjKTIyMj6Np2nBmlpabR+/XratGnTT7UWuHPnDgUGBpKdnR2NGzeOzMzMmM9Onz5NxsbGpKOjU48Wfp8ZM2bQ4cOHKS8vj4YNG0YODg6UkpJCp0+fphUrVpCbmxuVlpZS3759qVGjRrRnzx4+KTkPDw8n4IUonr+dusSJoqIiWrx4McnKylL37t0pKyuLpk6dSgMHDiRra2sKCQmhyMhImj59OvMdAJyaPMXtuXz5Mi1atIguX75MAQEB1KVLF+rTpw89e/aMvL29adq0aTR06FDmO/n5+bR582ZatWoVjRo1imbOnMmZtqxZs4YyMjJIQUGBRowYQa1atSIJCQmKjo6mqKgoio2Npe7du9PEiRNJKBTSoUOHOPdseHh4eH5V1q9fT3v37iV1dXVatmwZTZgwgVJTU6lXr1709etXSk9Pp8ePH1NAQACpqqrSvHnz6tvkOrlx4wY9ffqUFBQUyMbGhpo3b05ERN++fSNpaWn69OkTWVlZkYqKCsXHx5OFhQVJSEhQWloa2djYcEpM4/kD0XrgZzuYyszMpBEjRpC1tTVNmDCBqdLINcR/171799KECRNo9erVdOfOHTp58iS1aNGCHBwcKDc3l5YvX076+vokKSlJMjIydPPmTZKWlubXbDw8PJyAF6J4/lZEk92TJ09o8+bNFB0dTVJSUiQhIUHp6enUo0cPWrhwIQ0cOJBevXpFI0eOJAMDA9q7dy/l5+fTpUuXyNnZub6bUQvxSXzMmDG0f/9+ev36NSUmJtK1a9do06ZN1LNnTzIzM6MnT56Quro6LVmyhIRCIQkEAhIIBJSXl0c7d+4kX19fatmyJSfaMm/ePFqwYAH17duXDh06RIaGhjR27FgKCAggSUlJWrRoEU2fPp0Rp9LT05ly5jw8PDw8fw8XLlygvLw86tevHxERbdy4kXbu3ElPnz4lWVlZunv3LuPFWlhYSNeuXaPNmzdTeXk5HTt2jHOCwJYtWygyMpJUVVXp3r171LVrV5o7dy5ZW1sTEVFlZSVJSUnRp0+fyNrampo2bUorV64kW1tbZr7immcXzx/8rEJHZmYmhYSEkL6+Ps2ePZtMTEzq26TvcunSJUpOTqY2bdrQsGHDiIjo8OHDFBcXR0pKShQUFERqamp048YNatSoEfXp04ckJSWZd4uHh4en3vnHgwF5/lWIcjqtX78ekpKSsLW1RUJCApPAe/v27dDT08PVq1cBACUlJdi1axe6d+8OgUDAyZxQ4jx9+hS9evXChQsXWNczMzMREhKCjh07QiAQQEpKismDJU595+sQz2/14MED9O/fH1euXAEAfP78GV5eXmjXrh127tzJJBu9fv06Tp8+zfybzwnFw8PD8/fx4cMHdO/eHba2tti7dy9zfcuWLWjbti26devGVPQTr5hXUlLC3Fvfc404GzduRIMGDbB7926Ul5dj8+bNkJCQQFxcHOs+Ub7F4uJiyMvLY8SIEfVhLs+/jLS0NLi4uODNmzf1bcp3efv2LVq2bInGjRtj+fLlrM8OHz6MTp06wdfXFzdu3GB9xtWk8Tw8PP9OeI8onr+NDRs20IkTJyg5OZkqKyupqKiIAgMD6e3bt6SiokLr1q0jbW1tmj17NjVo0IAmTZpEKioqRFR90llYWEhqamr13Irvs337dlq2bBkpKyvToUOHqGHDhiQlJcW4TZeXl5NQKKT169dTYmIiOTk50bJlyxiPqPpk3bp15O/vT6qqqkREtGnTJoqLiyNpaWnat28f6erqElH1yfrgwYOpuLiYRo0aRQEBAayTNP5EmoeHh+fv5/r167RixQp6+/YtjR49mgICAoioeuzesWMHqaur0/z586lly5a1xmVwyDslOTmZ/P39af369RQcHExERHl5eWRkZEQ9e/ak+Ph4kpGRYe4XeW98/vyZZGVl+fmG5x9BlKuMy9y5c4f8/f1JR0eHYmNjWTlVjx8/TuHh4dStWzdasGBBPVrJw8PD83245avN80uhr69PsbGxJCkpSSUlJaSurk4nT56kyZMnk4SEBNnY2NCGDRtISkqK7t69S+/evSOi6oWnpKQk50QooVDI/H9VVRV9/PiRANCTJ09IXl6epKSkqLKykgmBkJGRITk5OZo4cSL5+/vT0aNHqby8vN43BFu3bqWUlBRSUlJirrm6ulKDBg3o4cOHdOPGDea6iooK/fbbb6SsrExz585lJV0nIn5TwMPDw/M3IX5O6ODgQOPGjSM1NTVas2YN7dmzh4iIRowYQQMHDqR3797RzJkz6fHjx7XG5fqec8R59+4dycnJUX5+Pr1//56IiEJDQ6m0tJSKi4vJw8OD5syZQzt37iQAzHwqLy9PkpKSVFVVVZ/m8/xL4LoIRURkYWFBe/bsoYKCAoqLi6P79+8zn3l7e9OGDRsoJiamHi3k4eHh+TG8RxTP305aWhpFRETQ1KlTyc3NjYiIysrKaOnSpbRr1y7S19enkydPUocOHSglJaV+jf0O4skh79y5QwYGBiQtLU07d+6kmTNnUtu2bWnPnj0kLS3NOo0W/X9hYSHZ2trSrl27yMHBoT6bwrLr/PnzpK+vT7q6uvT69Wvy9fWlxo0b08yZM6lTp07M/YWFhbRw4UJauHAhLz7x8PDw/M2IezGdP3+eXF1dSUJCgq5du0bLli2j/Px8lmfU5s2badmyZdS7d2/OVGIVp6CggPHAXblyJS1ZsoRGjhxJ165do9zcXNqwYQOpqanR2bNnKSMjgxITE0lJSYlGjRpFU6dOrWfreXi4iyjJuo2NDYWFhdVKss57rvPw8HCWegsK5PnlEM9BIco99PXrV1y7dg3t27eHt7c3UlJSWN85c+YMwsPDISUlBQkJCeTl5f2jNv8VxPMozZgxAzY2NkhOToZQKER5eTk2btwIGxsb9OvXj8lpUTMOPyoqCk2aNKn3nAPiz+jSpUvQ0dHB5MmT8erVKwBAdnY2LC0t0blzZ5w7d67Ov8HnGODh4eH5+xAfp1NSUtC6dWvMnDmTmYtSU1Ph5+eHDh06YM+ePcy9hw8f5uT4fOLECXh4eLByKcbGxqJJkyZQUVFBampqre88f/4cK1eu5GR7eHi4RkZGBmxtbeHn54fs7Oz6NoeHh4fnL8GH5vH8nyEhIUHPnj2jW7dukUAgoH379lGfPn3IwcGBZsyYQQBo/vz5dPnyZeY7Xbp0oVmzZtHVq1fp0aNH1KxZs3psQd2ITqWjo6Np06ZNNG/ePHJ1dSWBQEAyMjI0cOBAGjlyJP3+++80dOhQ+vr1a63Tp2bNmtG5c+dIQ0OjPprAIF45qX379jRkyBBKSUmhNWvW0OvXr0lPT4/2799PHz58oEWLFtGJEydq/Q3+ZI2Hh4fn7wFi4WibN2+mxMREys/Pp/Xr11NUVBQJhUJq164dTZw4kZo1a0br1q2jbdu2ERFR9+7dORm+pq6uTg8fPqS4uDhm/p84cSItXLiQGjRoQKdOnaJXr14x91dWVpKuri6NGzeOk+3h4eEaVlZWtHr1alJQUCAdHZ36NoeHh4fnL8GH5vH8n9KvXz/av38/zZkzhyIiImjr1q0UGBhIREQnTpyguLg4qqqqosjISGrfvj0RscPeuAgAysvLo65du9KkSZNowIABzGcil+fy8nLatWsXzZkzh4YNG0Zz5sypP4P/AuKu2tHR0XTgwAFyd3en0aNHk7a2Nr148YKcnZ3Jz8+PVqxYUb/G8vDw8PzLmD17NsXFxdHKlStJTk6OtmzZQm/evKGuXbtSdHQ0CQQCunbtGkVGRpKJiQmtWbOmvk2uE9H8fufOHQoICCBjY2OaPHkyM/8vX76cYmNjaciQITRy5EjS1tauZ4t5eH5e8P9Derm+rubh4eEh4oUonv8Dzpw5Q+bm5qSurk5ERG3atKHHjx9TeHg4zZ07lzUhisQogUBAkyZNYuUh4jLZ2dlkb29PR44cIQcHB1abysvLqby8nOTk5OjUqVPk7e39U3gNibehLjHq7du3pKam9lO0hYeHh+dXQHTw4enpSWFhYTR06FAiIioqKqKoqCg6evQoDRo0iCIjI0lCQoLu3btHrVq14tymU3x++fLlCzVs2JCysrKob9++ZGRkxBKjVqxYQcuXL6cePXpQZGQk5wqV8PD8TIBDVTJ5eHh4fgS3Vi48PxUA6PfffycPDw+Kjo6mN2/ekFAopM+fP5OOjg5t3LiRrl+/ThISEkz1Hy8vLxo3bhx9+PCB1qxZQ1++fKnnVtSmLm1WVVWVBAIBnT17loiqQ9xE4QK3bt2ipKQkkpKS4mxoRF1ISEgwlQBnzpxJPXv2pHPnztH8+fMpPz+fNDQ0fpq28PDw8PwKCAQCatKkCQmFQqaSLABSUlKiBQsWUKNGjWjdunU0Z84cEgqF1Lp1a9ZYzgXERahNmzbRunXr6MOHD9SmTRvas2cPPXnyhJYuXcqE6YWFhdGIESPo1atX1LRp0/o0nYfnp4cXoXh4eH4WeCGK579GIBCQoaEh7d+/nzZu3EgLFiwgCQkJevz4MT1+/Jisra2pZ8+edP36dRIIBIzA4+npSWvWrKHly5dTw4YN67kVbKqqqphJ/MuXL/Tt2zciImrcuDENHz6c9u7dS5s3byYiYkSa6Ohounz5Mmvy/1m8iGqKUa6urlReXs7aDPwsbeHh4eH52ahLQKqqqiItLS26ceMGFRUVMddlZWXJwcGBjI2N6cqVK5SUlMR8xiWPKJEtU6dOpVmzZpGSkhKVlJQQEZG5uTklJibS48ePKTY2lq5cuUJE1fPPgQMHWGsFHh4eHh4enl8XPjSP578GAJNY9fDhw+Tr60uhoaEUGRlJGhoa9O3bN+rduzfdunWLkpOTydHRkRYsWEAZGRm0e/duTgkcN27cIAsLC0YYi4mJoWvXrlFOTg7179+ffHx8qGnTpjRt2jQ6d+4cOTo6kpqaGqWnp9PHjx8pIyODpKWlf1qXaPETbFEbfta28PDw8PwMiI+7WVlZJC8vT40aNSJ1dXW6desWtW/fngYNGkRz585l5tQBAwaQj48Pbdq0iVRVVWnfvn313Iq62bBhA82dO5cOHTpEtra2zPXi4mJSVFSk27dv04ABA0hZWZlWr15Nbdq0ISI+rIiHh4eHh+ffAneO0Hh+SiQkJKiyspJ8fHxo//79tG7dOpo/fz69e/eOpKWlKTk5mezt7alDhw7UpUsXio6OpunTp3NKhFq2bBk5OjrSqVOniIho6dKltGzZMnJyciIbGxs6cOAAEzawcuVKioqKopycHHr9+jVZWVlRZmYmSUtLU2VlJScW0D8K0fie7ix6jkR/uHVzoS08PDw8vyoiEWr69Onk4eFBbm5u1LVrV7p58ya1bduWjh49SomJieTn50fu7u7k7OxMWVlZNHDgQPLw8KCXL19SRUVFPbeCjWiOSU9Pp27dupGtrS09fvyYEhISyMnJiVxcXOjChQtkaWlJCQkJpK2tTebm5sz3+XmHh4eHh4fn3wHvEcXzP3H9+nW6e/cuDRgwgOTk5OjgwYPUq1cvGj16NEVGRlKzZs2IiGjlypVUXl5Ovr6+ZGxsXM9W12bgwIF07Ngx2rZtGx05coR8fX2pa9euRER04cIFWr9+PRUUFNDWrVupRYsWtb5fWVlJUlJS/7TZtRA/YU9OTqYnT56QiooKOTg4kIWFRa17RIifQiclJZGFhQWZmpr+s8bz8PDw/AsQH4NTU1OpX79+tG3bNnr79i0dOXKEDh06RBcuXCB7e3t69OgRJSUlUW5uLqmoqFBUVBRJS0tT3759SSAQ0I4dO+p97hGfP0QVWSMjI+nw4cPUrVs3unDhAqmrq1OLFi3o/fv3dO7cOXr48CEpKyszf4Ov8sXDw8PDw/Pvov53zjw/LQBo6dKl9ODBA5KUlKS+ffuSr68v7d+/n3r16kVERDNmzCANDQ0aP3485xaa8+bNo169epGpqSn99ttv1LdvX+rXrx8pKiqSn58fc1/Hjh3p69evFBoaSk+ePKEWLVrUakt9bwSIiAmTJCIKDw+n7du3k5WVFeXk5NC+ffto2LBh1LdvXyYvVM1QPCKi+Ph4CgkJoZMnT/JCFA8PD8/fgGjsXbt2LZWWltK4ceOoY8eORETk5ORERESurq504cIFcnBwoIiICGaOefnyJa1Zs4bOnj1LFy9erPe5R3z+WLFiBenp6VGPHj2oR48eVFxcTPv376fg4GByc3Mjc3Nz2r9/P+Xn51ODBg1Yf4dLawMeHh4eHh6evx9+5uf5y9R0nhMIBPTbb7+RpaUlrV+/nnbt2kVlZWWMGBUfH08RERGUn59PRNxaaGZlZdGlS5fIwMCAubZ7924KDAykvLw8SktLo8+fPzOfeXh4UMOGDen8+fNExK22iBBtBuLi4mj37t106NAhOn78OIWEhNDFixdp2bJltH37diL6I0m5+CZiw4YNNHXqVNq3bx+5u7vXWzt4eHh4fjXat29PGzZsYP799u1bSkpKomnTplFhYSERVc+xOjo6tGjRIurZsye5ublRamoqIzZ9+PCBdu7cSUeOHKFz586RmZlZvbRFhFAoZOaPjx8/UlxcHIWHh9Pp06fJ1taW4uLi6MaNGzRx4kQyNzcnoVBImzZtIkVFRZKXl69X23l4eHh4eHjqFz40j+eH1OXFVFBQQMrKysz18vJyGjx4ML148YJGjhxJ/fv3p4YNG1JSUhKNGjWKHjx4wITocYE1a9ZQz549SVNTk4iIDh8+TBoaGkxC1cDAQEpOTqaNGzeSr68vNWzYkIqLi8nJyYmCg4Np3Lhx9Wn+DykrK6Pp06eTnp4ehYWF0cGDB2no0KE0ZswYSktLo1evXtGsWbOoX79+rO+JRKgtW7ZQ796968l6Hh4enl+PyspKOnjwIHXv3p1kZGSY69evX6cFCxbQlStX6MaNG2RgYMAcDrx+/ZpGjBhB3759Yw5AiKoFn69fv5Kamlp9NKVOJk2aRE+fPqUvX77Q7du3SUpKirZs2UKdO3cmaWlpKikpoYsXL9KKFSvo/fv3dOvWrZ+6uAcPDw8PDw/P/w4vRPF8F5EI9eLFC7pz5w75+PhQZmYmjRw5kiIiIqh79+6MGPXlyxfy9/enu3fv0ty5c8nf35/k5eWptLSUGjVqVM8t+YPnz5+Ts7MzdevWjcaMGUPq6uqkq6tLvXr1okmTJpGlpSUREfXv35/27dtHvXv3ptatW1NaWho9e/aMWWRzhbpC7LKzs0lGRoZKS0upa9euNGbMGAoLC6NDhw7RoEGDqFmzZrR06VLq0aMHERGTgD0+Pp4XoXh4eHj+RubNm0cfP36kJUuWEFF1Uu/p06fTkydP6OzZsywx6t27d9S0aVNOeuCK2LJlC02cOJEuXLhAzZs3J4FAQAMHDqSsrCxKSEigLl260NOnT2n9+vX06dMnio+PJykpKc7kVeTh4eHh4eGpH7i7uuGpdyQkJOjNmzdka2tL06ZNo7179zKJxpcuXUonT55kKrQ1bNiQEhISqLS0lBYvXsyUlOaa+72enh4dPXqUMjIyaOXKlSQjI0MnT56k1NRUWrlyJWVmZhIR0a5duygwMJCSkpLo2rVr5ObmxohQoupy9Y24CJWYmEiXLl2iL1++kL6+PjVv3pyuXr1KKioqNGTIECKqFqpcXFxo5MiR1L17dyIiys/Pp7Vr19Lq1at5EYqHh4fn/5iqqirWv2VkZCg2NpaioqKIiMjGxobmz59PJiYm5O7uTtnZ2YyXULNmzZgwaq6Sk5NDbdu2JQsLC1JVVaWmTZvSqVOnqFWrVjRq1Cg6d+4cmZiYUEREBG3evJmkpKSoqqqKF6F4eHh4eHj+5fBCFM8PefLkCX348IEaNWpE27Zto4sXL1JKSgpJS0tTdHQ0nTx5krn3/fv35OLiQm3atCFXV1ci4mYpZisrK4qPj6f09HSaMGECtW7dmnbs2EHnzp2jVatWMWLUxo0bqXv37iQQCGjMmDGcWkCLJyafNm0aTZo0ibKzs+nLly/MPQKBgIqKiuj69ev05csX2rJlC1lbW9OkSZNIQkKCqqqqSE1Nja5fv14rVI+Hh4eH539DKBSSpKQkERGtW7eO7t+/T5MnT6b169dTVFQUzZkzh4iI2rZtSzExMWRqakpmZmaUm5vL+jtc9IgSOdOXlpbS8+fPSVJSkiQkJKi8vJyIiKZOnUovXrygsWPH0vXr16lp06YkEAgIAPOb8PDw8PDw8Px74UPzeP6U4cOHU0ZGBrVs2ZLev39PM2bMoPbt21O3bt2ooqKChg8fTh4eHrRx40Z6/vw5rVu3juTk5Orb7D8lMzOThg0bRtbW1kz1v379+lHnzp1p3LhxZGVlRUR/eB5xJZ+FeEjDkiVLaOnSpXTs2DGytLRkiWTZ2dkUFBREjx8/JikpKWrcuDGlp6fzuTl4eHh4/mbEPVZnzpxJ8+bNo4CAANq9ezeVlZXRjh07aPTo0RQZGckIUlevXqV9+/bRkiVLOCfWfK/q7fPnz6l9+/bUvXt3WrduHXP90qVLdOTIEcrIyKD8/HzKysripKDGw8PDw8PDUz/wQhQPQ82FZkVFBcnIyNDx48dp79691K9fP9qwYQO9ffuWZs+eTR06dKChQ4fS9evXqaqqioRCIR05coSsra3rsRX/GXWJUQMHDqQ2bdrQ4sWLycjIiIi+vwj/Jxk3bhxNmzaNNDU1qbKykoRCIfXv35+srKwoIiKCXr58Sffu3aP169eTiYkJjRw5kmRkZCgjI4M+fPhAgwcPJklJST43Bw8PD8/fhKgaqUhICgsLo127dlGXLl2oqKiITpw4QURE3759oy1bttDYsWMpMjKSZs2axfo7VVVVnBGjxA8uduzYQXfu3KE2bdpQu3btSF9fn+Lj4yk2NpYcHBxowYIF9PHjR5o8eTK1atWKgoKCyMbGhpKSkqhr16713BIeHh4eHh4ersALUTxE9IfQ8vr1a7p16xb17NmT+ez9+/fUoUMHGjNmDAUEBFBISAi9e/eOIiIiyMPDgzIyMujNmzdkaWlJLVq0qMdW/HeIxCgbGxtaunQpZWZmUlxcHO3bt6/exScRT548YZ7J+fPnqVmzZlRcXExdu3YlfX19cnFxoYMHD1J5eTlJSEjQ58+fqWXLlrRlyxbWZoZLmxseHh6eX5nRo0dTUlISpaam0pMnT2j27NmUkZHBCDtfv36lhIQECgkJoU2bNtGwYcPq2+RaiItQkZGRtGbNGrK0tKS7d+9Sp06daNKkSWRnZ0eJiYkUGRlJhYWF1LhxY1JTU6O0tDR6+fIlubm50e7du5nKtDw8PDw8PDw8vBDFw/D69WuysrKiDx8+kJeXFwUGBpKlpSUZGRnRkSNHaMmSJZScnEwFBQUUGRlJRUVFNGTIEBo8eHB9m/4/k5mZSUFBQaSjo0Pbtm1jKv1xwROKqFpAunnzJoWHh1NeXh5dvHiR1NXV6fDhwzR16lQqKSmh4OBgcnNzo3bt2tGMGTPo0aNHtH///vo2nYeHh+eXZ8iQIaSlpUUxMTHMeO3s7Ey3bt0iS0tLOnXqFA0ePJgePnxICgoKJC0tzXx3//795OPjwzlPVfGDi4yMDFq0aBGFhYWRo6MjnTp1ihYtWkRycnIUERFBjo6OJBQK6ezZs6SsrEzW1tYkISFB06dPp+PHj9OpU6dIXV29nlvEw8PDw8PDwxXqf4fNwxmEQiHp6emRg4MD5eXl0ZkzZ8jd3Z3i4+Ppy5cvpKioSLdu3SJTU1OKjo4mSUlJ2rdvHxUXF9e36f8zVlZWtHbtWlJQUGDlt+KCCPXt2zeSlJQkBwcHmjlzJikqKpK3tze9e/eOfHx86OzZs3Tr1i2aPXs2tWvXjoiIbt++TU2bNq1ny3l4eHh+fcrLy8nb25tmz55NRMSM12/fviVLS0siIlJQUKCqqir69u0bk6cvJCSEsrOzqVevXpyqyLp7924iIkaE2r59O0VGRtLHjx/JwsKCiIg8PDxo2rRp9OXLF1qwYAGdPXuWJCQkyN3dndq2bUt37tyh0NBQWrduHW3bto0XoXh4eHh4eHhY8B5RPCx+//13mjZtGgmFQho8eDAJBAJauXIlNWnShA4dOkR2dnZ06dIlatCgAT1+/Jjk5eVJS0urvs3+P0MUhsAVTyhx5s2bRzdu3KBXr17RnTt3qFWrVnTmzBnS0NAgIqLi4mJKTU2ldevW0fPnz+n27dskJSXFJybn4eHh+YfYtGkTHT58mA4dOkQCgYARnt6+fUuOjo504cIF0tPTI29vb3rw4AE9ffqUU55QS5cupaysLNq2bRszB27YsIGWLFlCpaWldPToUWrbti1z/5kzZ2jJkiX0+fNniouLY3JEXrhwgfECa9WqVb20hYeHh4eHh4e78EIUTy0eP35MEyZMoKqqKoqLi6PmzZvT3bt3ad68edSnTx8aOHDgLy1ucLFtq1atooiICDp06BBpaWnRtWvXaM2aNVRaWkopKSmkpqZGt2/fpsmTJ1OjRo1o7969JC0tzeeE4uHh4fmHqKyspFWrVlFCQgK1bduWNm/eTAKBgABQYWEhmZmZUUJCAm3atInu3btH9+7d49w4nZubS82aNSMpKSm6du0aOTo6EhHR3r17KSoqiiwtLWny5MnUpk0b5jtHjhyhs2fP0vLly+sseMLDw8PDw8PDUxNeiOKpk99//53GjBlDRESzZs0iJyenerbo30tlZSUFBQVRo0aNKC4ujoiqxbKUlBQaPXo0ycrK0unTp0lVVZWePn1K+vr6JCEhwVfH4+Hh4fkbqctztqSkhH777TfauHEjmZubU0JCAgkEAioqKiJHR0d6/vw5GRoaUmZmJklLS3NmnJ45cyYFBgaSgYEBERGdOHGCwsLCaOjQoTRt2jQiqg7RW7VqFZmbm9OECROYMD1xuOhNzMPDw8PDw8M9+NUCT50YGhrS6tWrSUJCgqKjo+nKlSv1bdK/FikpKaqqqqLMzEzmmkAgoI4dO1KPHj3o9u3b1KpVKyooKCADAwOSkJAgoVDIic0NDw8Pz6+IuOBy5coVunnzJj179owUFBRowIABNGLECLpz5w4NGTKEAJCSkhI5OztTmzZt6Pbt25wSodLS0ujw4cMUHBxMr169IiIiY2NjcnFxoaNHj9KSJUuIiGjw4ME0duxYunfvHq1atYpu3bpV62/xIhQPDw8PDw/PX4FfMfB8F0NDQ1q1ahVJS0vTlClT6Pr16/Vt0r8Wd3d3Ki8vp8TERPr69Stz3dTUlPz8/GjYsGGkpKTEXOc3Azw8PDx/H6Ixdtq0adStWzcKCAggFxcXOn36NDVu3JgGDRpEQUFBdO/ePRo6dCgBoJUrV9L169eZxORcEKGIiOzs7CgqKooEAgENHDiQsrOzSV9fnyIiIsjc3JySk5MZMSowMJDGjRtHp0+fptOnT9ez5Tw8PDw8PDw/K/xuleeHGBoa0pIlS0hLS4s0NTXr25x/LT169CBNTU1at24dJSQkUFFRERUWFtL+/fupZcuWtHDhQpKUlKSqqqr6NpWHh4fnl0U8m0FWVhadPHmSTp06RVu3biVfX1/y9vam/fv3k4KCAiNGnTlzhhYsWEDy8vKc81j99u0bEVXPMcOHDydJSUkaOXIkvX79mnR0dCg8PJysrKxYYtSgQYNow4YNFB4eXp+m8/Dw8PDw8PzE8DmieP4SX79+pQYNGtS3Gf9KRCEgHz9+pNDQUHr06BE9ffqUWrRoQQDozp07fHU8Hh4enr8Z8XC8yspKun37Nu3bt48WLlxIREQfP36kuXPnUlxcHO3du5d69uxJnz59onPnzpGPjw9nEpKLEJ8zlixZQjdv3qR79+7Ro0ePqGPHjrRp0ybS09OjFy9e0OLFiykrK4s6d+5MUVFRzN/gUqJ1Hh4eHh4enp8HXoji4fkJEC32y8vL6fnz53T9+nVq1KgR9erVi/GE4jcDPDw8PH8/0dHRdOPGDcrJySENDQ3at28fycvLExFRcXExzZ07l9auXUtbtmyh/v37M9/j6ji9bNkymj17Nu3bt4+0tbXp2LFjtH//fpKRkaGEhATS1dWlly9f0vTp06lRo0a0YcMG/tCDh4eHh4eH53+CF6J4eOqZv1pl6Hv3cXVzw8PDw/MrID72rlq1iubNm0f9+vWjN2/eUHJyMm3YsIFGjBjB3F9cXEwTJkygp0+f0qVLlzjtrVpRUUH9+/enli1b0uLFi5nrSUlJNGfOHNLW1qYtW7aQlpYW5eXlkZqaGklISHC6TTw8PDw8PDzchxtJCnh4/oW8ePGCdHV1mZwhfyZGiT6veS+fmJyHh4fn70M0xt69e5dyc3MpISGBvLy8CADNmTOHQkNDSVJSkoYOHUpERIqKihQXF0cNGzYkIuK0YCMjI0PS0tL06NEj1vU+ffrQhQsXKD4+nry8vOjUqVNMnsi/enjCw8PDw8PDw/M9+JUED089sGvXLrKwsKBVq1YRETFi1J8BgNkA3Lt3j0pKSji9yeHh4eH5GZkwYQLdunWLiKqFl9TUVGrTpg2tXr2aSktLiahaYJo7dy7NmDGDRo4cSdu2bWO+L56YnCt8zxZra2t69eoVXbhwgUleTkRkYWFB7u7u5OvrS82aNWOu8yIUDw8PDw8Pz/8Kv5rg4fmHOXfuHE2bNo3MzMwoPj6e4uLiiOjPxSjxUIjVq1fT4MGDKT8//x+xmYeHh+ffQm5uLuXk5JClpSURVY/NTk5OtHLlSvry5QvduHGDPn78yNw/d+5cioiIoKFDh9Lx48dZf4sroo24F9PJkyfp+PHjdOXKFSIiCgsLo4YNG9LkyZPpxIkTVFhYSCUlJXTmzBlq3749RUVF8VVZeXh4eHh4eP5P4XNE8fD8g5SXl9OUKVOorKyMhg8fTgcOHKAjR47Q6NGjaezYsURUd9iDuAi1YcMGmjp1Km3cuJECAgL+8Tbw8PDw/KrUzH20c+dOUlZWJi8vLyKqri4XHh5OS5cupREjRlDjxo2Zezdv3kyBgYEkJcXdrAdTp06lDRs2UNOmTen169cUFRVF4eHhVFFRQV27dqX8/HzKz8+npk2b0rdv3+jevXt8VVYeHh4eHh6e/3O4u1ri4fkFkZWVpXHjxtHz58+pXbt2pKGhQUKhkNasWUNERGPHjq2VCFZcmBKJUFu3bqVevXrVWzt4eHh4fjUAL6hD1QAAJXFJREFUkFAoZIo/lJaW0owZM8jQ0JBkZGSoU6dONGXKFKqqqqLJkycTEbHEqOHDhxMRUWVlJWfEKPG5JDs7+/+1d+fhMd77/8efk5kkiCVEaiua2Am1xdLT0yK1fIlqCbUepdUixJpYam85tmjtEWqrXVFBpUgFoWqLCIIIEamt9iaWZCbz+8NljhT9teeQDH09ritX9J577rzv/JHOvOb9eX/44YcfiIyMJGfOnGzfvp3evXtz+/Ztxo4dS3h4OLt27eLEiRM4OTnZQjVtiCEiIiLPmn28UhL5m7BarZQpU4YyZcoA4OHhgb+/PwaDgZkzZ2IwGOjVqxfXrl1j69attGvXzhZChYSEMHjwYObPn68QSkTkGUtKSqJkyZIALFq0iEaNGrF9+3b8/PyYOHEiVqsVHx8fBg8ejMFgYNCgQfz2228EBgaSK1cu23XsIYS6fv06BQoUsIVQ48aNIykpibfffptq1aoBUL58eZydnfnkk08wGo2MGTOG+vXrU79+fdt1FEKJiIjI85D9r5ZEXnKPdjQ92uVkMBgwGAx4enrSo0cPAGbOnElKSgqbNm3i/PnztG3bFoPBwPr16/nss8+YN28erVq1yrZ7ERF5GR06dIjatWsTFhbGjh07mDdvHj///DOlSpVi9erVtGzZkkmTJgHg4+PDoEGDuH37Nlu3bmXEiBHZXH1mfn5+5MuXj6+//hp40KH122+/ERoamilkAujatSsGg4EePXqQmppKcHBwpscVQomIiMjzoBlRIs/RoyHU8ePHuXv3LjVq1Hji44mJiUyaNInZs2dTs2ZNdu/ejaOjIwCHDx/m1q1bvP3221l/EyIiL7nz588zY8YMZsyYgZOTE8ePH6dIkSKkpaXh5OREQkICLVu2pGjRogQGBtKgQQPgP0vf7GmG0vnz5ylUqBBOTk6kpqbi4uLCb7/9RkhICIMGDSIkJIRPPvkk03NmzJjBqlWr2LFjh93ch4iIiLy87GM7F5GX1MOQKSgoiIYNG9KgQQNq165NVFQUZrM500557u7u7N69mxo1arBnzx4cHR1tW2lXrVpVIZSIyHNSvHhxXn31Ve7evUt6ejoHDhwAsP0dLlWqFGvXruXy5csEBgZy8OBB23PtKYSyWq0UL14cJycnZsyYQd26dbl06RJ58uTB39+fkSNH0r17d+bPn5/peb169bKFUPp8UkRERJ43BVEiz8HDcAlg/fr1hIWFERoayrZt2zAajXz66ads3bqV9PR0HBwcSE9PZ8SIEWRkZLBnzx5MJhNms9nWESUiIs/Ww7/TD7/7+vqyc+dOevbsSYcOHVi1ahUGg8G2gUSpUqVYs2YNVapUsc1ZerjE2l48WkujRo24efMm7du35/Lly+TKlYvAwEBGjhxJt27dWLBgwWPPtadQTURERF5eWpon8hytWLGCc+fO4ejoSP/+/W3HGzRowOXLlwkODsbHxwdHR0cSExMpXrw4RqPRrnZdEhF52Ty6LPrixYtYrVaKFi0KwKVLlxg3bhwLFy5kwYIFtrl8EyZMoGPHjhQrVuyxa2S3LVu2sHfvXpKSkhg+fLht6HpCQgINGzakePHirFq1ikKFCnH37l0mT57MyJEj2bBhA82aNcvm6kVEROTvRkGUyDP06LwQs9lM0aJFuXbtGj179mTGjBmZzvXx8eHXX39l9OjRNGvWDCcnJ8C+3tyIiLzMhg0bxsqVK7l9+zalSpViwIAB+Pr6kpKSwpgxY5gzZw6BgYHs3buX5ORkjh49ancDvOfOncvQoUOpXbs2Z86c4erVqxw7dgx3d3fgQRj1zjvvUKJECVsYlZqaysqVK/nXv/6lDz1EREQky+ndrsgz8nAnPIBbt27h6OjIuXPnqFGjBps3b2b//v2ZZm9EREQAsGbNGlsIBSiEEhF5Th5dNj1//nzmzJnDsGHDWLRoEW5ubnz++eeEhISQL18+hg8fzujRo9m8eTP58+fnyJEjGI3GTNfIbqGhofTs2ZPQ0FDWrFnDjz/+iKurK8eOHbPNGCxVqhTbtm2z7cR64cIFXFxc6Nq1q20ZuIiIiEhWUkeUyDPwaBfTtGnTuHDhAl27dqVs2bLcuXOHatWqkTt3bubNm2ebLfKQxWKxu0/YRUReZhs3buTChQsYjUY++ugj2/GePXuyfft2Fi9ejLe3NwCpqankypULg8FgV8umN2zYQIsWLVi5ciWtW7e2HS9btiy1atUiNjaWli1b0rJlSypXrsyZM2eoXLkynTt3ZtasWdlYuYiIiPzdqfVC5Bl4GEIFBgYyduxYqlSpgrOzMwC5cuXi4MGD3L59m27dunH48OFMnVFGoxGLxZItdYuIvOwe/XtrtVo5c+YM7733Ht27d+fy5csAtq6gWbNm4eTkxMyZM23nu7i42JZc20MIZbVasVgs7Nmzh9KlS3Ps2DHbY61ateLu3buUK1eOmjVrMnbsWGbOnElqaiqenp7Ex8czffr0bKxeREREBLL/FZXIS2LJkiUsX76czZs3U716deBBt1NiYiKlSpUiOjqamjVr0rx5c3788UfKlClje646okREno9Hd4EzGAx4enqyceNG/P39+fHHHwkKCsJkMtk6W9944w1u3rz5xOfaA4PBgNFo5LPPPsPJyYkffviBjIwMYmNjOXfuHDt37sTDwwOAggULMn36dIYMGYKLi4ttILs6cUVERCQ7KYgSeUZOnz5N5cqVqV69OidPnmTr1q3MmTOH69ev07dvXwIDA9m/fz/dunXD09Mzu8sVEXnpbdu2jR07drB//35cXFxo06YNderUoUmTJsycOZP27dvTrl075s2bR44cOTAajRw8eJCqVatmd+lPtGfPHqKjo8mVKxddunQhKCgIs9nMypUruXLlCvv378fDw4O7d++SM2dOqlatSvny5R+bPagQSkRERLKTZkSJ/BeetLNdaGgowcHBeHt7c+TIESpWrEi5cuXImTMnw4cP58iRI1SoUMF2vj6RFhF5fubNm8fgwYNp1qwZt2/f5sqVK+zduxcfHx/GjBlDnTp1CA8Pp2PHjri7u1OqVClcXFyIjY0lJiYGR0fH7L6FTBYtWsQXX3zBG2+8gZeXFwMGDMDBwYHU1FQmTJjA5s2badiwISNHjsTZ2RmLxUKzZs3IlSsXa9assZuOLhERERF1RIn8RY+GUNu2bSMlJQUXFxfeffddrl+/zo4dO+jRowfvvPMOZcqUYffu3dSqVQtXV9dM11EIJSLyfISFhTFgwAAWLlzI+++/bzs+ffp0Jk+ezKBBg5g9ezZNmjRh6dKlBAQEcOzYMTZt2kTFihUB7Gow+fLly+nZsyeLFi3ivffes9WVkZGBi4sLQUFBWCwWtm3bhsFgYOTIkbRp04akpCRiYmIwGAxP/ABFREREJDuoI0rkL7BarbZPlYcMGcI333yDu7s7cXFxfPzxx/Tp04cSJUrYPo1OS0ujTZs2pKen8/333+tNgIjIc2S1WsnIyKBnz57kyZOHyZMnYzabMRqNtr/dISEh9OvXj2HDhvHZZ59x//59IiMjadeuHU2aNGHZsmW2a9lDF9H58+dp27YtLVu2ZMCAAbbjD+t7GDClpKQwYcIEIiIiiIuL45VXXuHo0aM4OjraVagmIiIionfFIn/BwzclEydOZNGiRaxdu5bo6GgmT57MrFmzGDJkCL/88gspKSmsW7eOZs2akZyczIYNG3BwcCAjIyOb70BE5OVlMBhIS0tj+/bttq5Tk8lkC2wAunfvzvvvv8/ChQtJTU3F2dmZRo0asWzZMiIiIvD19bVdyx7cuHGD+Ph4vL29Mx3/fX25c+dm8ODB1KpVi3r16imEEhEREbulIErkL7pw4QLHjx/nyy+/pFatWqxdu5YRI0YwbNgwIiIiGDx4MPv27SMuLo5q1aqxf/9+25sBdUSJiDxfaWlpuLi4kJ6eDmD77uDggNlsBqB+/fqkpKRw48YN4EGo07hxY+bNm8fx48f55Zdfsqf4Jzh58iR37tyxDVC3WCyZHndwcCA5OZkFCxbg4uLCv//9b9auXasQSkREROyW3hWL/EUFChSgRYsWNG7cmAMHDjBgwABGjRrFmDFjGD58ON9++y3Tpk3Dz8+P4OBgTCYTFotFbwZERLJAvnz5qFu3Ll9//TXnzp3D0dHRFt487CIym82ULl2aAgUK2J5nMBjw9fUlNjaWYsWKZUvt8GDJ3aPfvby8cHBwYOrUqcCD+YK/765dt24d4eHhtt3yDAYDVqtV/98RERERu6QgSuQvypEjB76+vri6urJt2zYqVapE586dAXBycqJDhw7cu3ePcuXKAQ/eTGgwuYjI8/GkJc/t27enQIECNG3alOTkZNvfYKPRiMViYd26dVSoUIFcuXJlep7BYMDFxSVL6n6ahx1cD8OzggULUrNmTZYuXUpYWBhApu7au3fvsnPnTsqUKUPOnDltx+1laaGIiIjI72lYuch/4eGQ2K5duxIfH8+mTZtwcnKidevWdOzYkQ8++ABAuxSJiGSREydOYDab8fLyAmD+/PmMHDkSq9XKF198QfHixUlPT2fq1Km23eRMJpPdDCWHB51NYWFhJCYmUqNGDfz9/fHw8CAmJoZ69epRtGhR+vTpwyeffMKdO3dITEykb9++3Lhxg59++snu7kdERETkSRREifwP9u7dy1tvvUW5cuW4f/8+OXLk4NChQ1oOISLyHE2cOJE6derw1ltvARAYGMi6detITk7G19eXgQMHUqdOHb7//numT59OZGQk6enpeHt7U7RoUVasWGF3M5QWLFhAQEAA/fr148yZM1y8eJHChQsze/Zs8ubNy+HDh+nQoQO//PILhQsXxmq14urqirOzMxEREbYliOrAFREREXunIErkf3To0CHWrl1L3rx56d+/PyaTya7e3IiIvEzOnj1LtWrV8PHxYciQISQnJxMUFERwcDAAI0eOxNXVlUGDBtG4cWMAjhw5Qnp6OkWKFKFIkSIYDAa7+ju9c+dOOnfuzPjx420dtaGhoQQHBxMZGUmRIkUASE5OJioqip9++on8+fPz+uuv8+6772I0Gu3qfkRERET+iIIokWdMbwZERJ6Ph8vOoqOjad++Pd7e3pQoUYJChQrRu3dvAM6cOUOXLl0wmUwEBATQokWLx65jT8umLRYLoaGh7Nq1ixkzZpAvXz6MRiMpKSlUqlSJFStWULdu3T/sdlInlIiIiLxI7ONVmMhLRCGUiMizZ7VasVgsWK1WqlWrxqpVq9i3bx/jxo3j7NmztvM8PT1ZuHAhZrOZWbNmsWrVqseuZS8h1MaNGzl9+jTVqlWjY8eOFChQwLYrXnp6Ovfu3eP+/fsAmYIms9kM/GdnPYVQIiIi8iKxj1diIiIiIn/g0qVLmEwmDAYDS5cupVixYqxdu5by5cuzd+9edu/ebTvXw8ODhQsXcv78efbs2ZONVT/dvXv36NevH6NGjaJOnTo0bdoUeBAuOTg4kCdPHvLmzWvbFdBqtRIQEEBycrLtAw8NJRcREZEXkYIoERERsWv79u3D09OT/fv3M3jwYAYMGMDt27epWLEiy5Yt49q1awQHB7N3717bczw8PIiIiLDNjrI3OXLkoFu3bpw6dYrTp08DD5YMPgyXTCYTTk5OttCpadOmbNiwgcKFC2dbzSIiIiLPgoIoERERsWtubm507twZHx8f5syZQ3R0NK+99hrp6elUrVqV5cuXc+zYMSZNmsTPP/9se16RIkUwGo1YLJZsrP7pWrduzalTp/juu++A/ywZtFqtpKSkcPfuXe7cucMHH3zAmTNnOHXqFCaTyW7vR0REROTPUBAlIiIidqdx48YMGTIEgFKlSvHaa6+RkpJCRkYGZ86cAR4EN2azmerVq7N8+XLi4uIIDAzk2LFjma5lTzOUHoZIFosFDw8P+vfvz+LFi0lISLCdYzAYcHBwwGQy0apVK2JjYzl69CiOjo6YzWa7uh8RERGRv0pBlIiIiNgVq9XK8OHDGTVqlO1Yq1at2LZtG+3bt8fX15etW7diNBptA7urV6/OsmXLKFasGBUqVMimyp/uxIkTmUKkh9/feustrl+/TmxsLPCfoMrJyYn8+fNTpUoVjhw5YguhtCGGiIiIvOgM1oev4ERERETswLFjx6hUqRIAEyZMYO/evaxbtw54EOhMmjSJdevW8e2339KgQQMAvvrqKzp16oSbmxvwYN6SveyO99NPP9GuXTtcXV0ZO3YsFStWxMPDw/b4Bx98wIkTJ9i/fz9OTk624+Hh4TRs2BCj0agQSkRERF4a9vEKTURERARISEigcuXKzJ8/H4By5cqxZcsWOnXqBED58uUJCgqiZcuWNG/enClTptCwYUO+/vprXF1dbdexlxAKoEKFCkyaNAlPT0+6detG06ZN+eqrr4iLiwOgb9++pKWlsW3bNgDMZjMATZo0sc24UgglIiIiLwt1RImIiIjduHPnDj179iQ+Pp4FCxZQtmxZwsPDadeuHU2bNmXp0qUAJCYmMmfOHDZu3EiZMmVYuXIljo6OdtUJ9aRatmzZQlRUFFOnTqVMmTLUqlWLAQMG0LRpUxo0aMDs2bOzqVoRERGRrKEgSkREROzKpk2b6Nu3L927d2fAgAGkp6fb5kM9GkYB3LhxA1dXVwwGg10tX3s0hJo6dSqpqakMHDjQtvQuLi6ODRs2MHv2bPLnz8/169dJSkrip59+onbt2tlZuoiIiMhzpSBKREREslVUVBQuLi5Uq1bNdqxfv34sWLCA2NhYihcvbgujOnTogK+vL4sXL850DXvqhHpUUFAQy5Yto0+fPnTo0IGiRYtitVoxGAy2c7788kuioqK4cOECUVFR2hVPREREXmoKokRERCTbHDp0iJo1a+Lo6Mi8efN44403KFWqFGazmTp16uDu7s769etxcnLCYrGwdetWmjZtyqhRoxgxYkR2l/+H1qxZg7+/Pxs2bMDb2/uxxx8Nz9LT0zGZTBgMBiwWi8IoEREReWnZ30eHIiIi8rdRvXp1PvjgAzw9PZkxYwZTpkxh5syZmEwmBg4cyMWLF1m9ejVWqxWj0UijRo3Ys2cPQ4cOze7SH5ORkZHpvxMSEvD29sbb29s2gPzRcxwcHHj4eaCjoyMGg8F2nyIiIiIvKwVRIiIiki3S0tIAeO+992jSpAkBAQGUK1eOhQsX0rp1aypXroyzszMrVqywBTkODg7UqVMHk8lkO2YPrFarrbtp9erV/Prrr9y8eZOTJ08CYDKZbB1Q6enpREZGcu/evUxL9IDH/ltERETkZaMgSkRERLLUrl27AGyDu9955x1OnTrF4cOHCQgIIDw8nKtXrzJ+/HgqVKjApk2b+PLLLx+7jr0MJn905tO4ceMICgri0qVLeHt74+DgwPz587lz544tqEpJSWHUqFGEhYVlZ9kiIiIi2UJBlIiIiGSZEydO0KNHDzw9Pfnuu++4ePEibm5uBAcHM3fuXEJDQ3Fzc2P79u3UqVPHFlZt3bo1myt/uoch1PHjxzl69CghISFUrlwZX19fypcvz9y5c5kxYwbnzp0jOjqajh07cvfuXVq2bJnNlYuIiIhkPQ0rFxERkSwxbdo0pk+fzurVqxk9erRtUPnAgQOpW7cuc+fOZfPmzQwbNozq1asDcOvWLX744QdatmyJyWR6bMe57PL7OhYvXszo0aNxcnJi9erVeHl5AXDv3j169+7NgQMHiImJoXLlyuTJk4ft27fj6OioweQiIiLyt6MgSkRERJ67OXPmEBAQwKJFi2jbti0AISEhhIWFERERwb///W9KlCjBunXraNSoEZ07d860qxyA2Wy2m+V4ly9fJi0tjRs3buDh4YHRaKR169Zs3ryZadOm0bNnT1vtFouFGzduEB0dTaFChfDy8sLBwcGu7kdEREQkqyiIEhERkedq6dKldOrUifXr19O8eXPu37+Ps7MzABcvXmTp0qWMHTuWRo0acezYMe7fv09ERAQlSpTI5sqfbNmyZYSEhHD69GkuXbrEq6++ykcffUS/fv3w8/Pj2rVrjBkzhv/7v//LFKQ96vchm4iIiMjfhV4BiYiIyHPz9ddf06lTJ6pWrUrp0qUBcHZ2tu14V6RIEQYOHMiGDRvIly8fTk5OJCQkMGvWrOws+6kWLFjARx99RNu2bVmyZAk7duzAx8eHzz//nICAABYvXkyBAgX4/PPPCQ8PJyMjA3iwlO9RCqFERETk70odUSIiIvJchISE0KdPH8aMGcM333xDuXLlCAoKonbt2sB/5iw9/H7lyhXi4uL45ptvCAkJsbtla9HR0bRu3Zpx48bRpk0b2/Fr166xatUq+vTpQ69evZgwYQKNGjXCYrHQt29f3n//fbuYayUiIiJiDxREiYiIyDO3YcMGWrRowapVq/Dz82Pfvn106NCB119/naCgIGrVqgU8PvT7UfY2QyksLIwRI0YQHh6Ou7s7RqPRVv/NmzcJDg5mypQp7N+/n0KFClG3bl18fHyYPXt2dpcuIiIiYjfUFy4iIiLP1O3bt7FarezcuRM/Pz/MZjO1atVi2bJlxMTEMHHiRPbt2wdg64h6EnsKoeBBR9SlS5coXLhwphAKwNXVlU6dOpGWlsa+fftwc3PjwIEDzJgxI5urFhEREbEvCqJERETkmdm+fTtVqlShZMmSvPnmmwAYjUYsFgve3t5PDaNeBBUqVOC3335jy5YtwON1e3p6UrhwYe7duwdA3rx5bfcuIiIiIg8oiBIREZFnpmbNmhQqVAg/Pz9iY2OBB4GN0WgkIyMDb29vli9fTmxsLJMnT2bXrl3ZXPGfV7NmTRwdHQkNDSUpKcl2/GHQlJSURMGCBSlbtmym5xmNxiytU0RERMSeKYgSERGR/9mZM2cAyJMnDxEREbz66qu8++67tjAKHuwUl5GRQc2aNVm2bBk//PAD4eHh2VXyX+bp6cns2bPZuHEjQ4YM4dChQ8CDoOnOnTsEBASQN29e6tWrl72FioiIiNgxDSsXERGR/8mJEyeoWLEi06ZNo1evXgCkpKTQvHlzEhMTCQsLo3LlyrbzMzIycHBw4OTJk5QuXfqF6hgym80sXLgQf39/3N3def3113F1dSUpKYnffvuN/fv34+joiMVieaHuS0RERCSrqCNKRERE/ifly5dn5MiRDBw4kJCQEABy587Nhg0beO21157YGWW1WilXrtwLN0PJZDLx8ccf8/PPP9OiRQvu3r2Lo6Mjvr6+HDhwAEdHR8xms0IoERERkadQR5SIiIg8E+PGjWP48OHMnDmT7t27A//pjEpKSmL9+vV4eXllc5XPlzqhRERERP6Yfe2LLCIiIi+soUOHAuDv7w9A9+7dbZ1R7733HrVq1eLo0aN4enpmZ5nPjNVqfWznPIVQIiIiIn9MQZSIiIj8JWlpaTg5OT3xsaFDh2IwGPD398dgMPDpp5+SO3du1q5dy2effUbJkiWzuNrn5/chlIiIiIj8/ymIEhERkT9t06ZNHD9+nC5dulCwYMEnnjNkyBCsVis9e/bEarXSvXt38ubNy/Tp0wEtXxMRERH5O1MQJSIiIn/ali1bWL58Oc7OznTo0AE3N7cnnvewM6pXr17kyJGDDz/80LZbnkIoERERkb8vBVEiIiLyp02dOpUcOXIwZcoULBYL//rXv54YRt27d4/+/ftjNBrp1q0bFStWpFatWtlQsYiIiIjYE4fsLkBEREReDBaLBYAJEybQunVrpk6dyuLFi7l27Vqm8y5dukT79u1Zv349vXv3xtvbm2+//TY7ShYRERERO6OOKBEREXmqa9eu2TqejEajbb7TpEmTgAcdUoCtM+ry5cu0bduW06dPs2rVKkwmEw4ODuTKlSvb7kFERERE7Ic6okREROSJdu3ahZ+fHzt37rQdexhGAUyaNAk/Pz+mTp3KkiVLiIuLo127dly5coWzZ89iMpmIiYkhISEBPz+/7LoNEREREbEjBqvVas3uIkRERMT+nDx5kk8//ZTcuXMzZMgQ/vGPf9gee3Tnu6CgIL799ltSU1Nxc3MjJiYGR0dHzGYzBoOBW7duUaBAgey6DRERERGxIwqiRERE5Kni4+MJCAjAarUyfPhwWxhltVqxWq04ODxorm7YsCEODg5s2rQJk8mE2WzGZNIEABERERHJTEvzRERE5KnKlCnDtGnTMBgMfP7550RFRQFgMBhwcHDgl19+wdfXl+rVq/P9998rhBIRERGRP6SOKBEREfn/elJn1OXLl2nTpg1JSUmcOnUKR0dHMjIybF1SIiIiIiK/pyBKRERE/pSHYZTBYKBHjx5Mnz6d5OTkTDOh1AklIiIiIn9EH1mKiIjIn/LoMr0WLVoohBIRERGRv0wdUSIiIvKXnDhxglmzZjFlyhTNhBIRERGRv0RBlIiIiPzXFEKJiIiIyF+hIEpERERERERERLKEZkSJiIiIiIiIiEiWUBAlIiIiIiIiIiJZQkGUiIiIiIiIiIhkCQVRIiIiIiIiIiKSJRREiYiIiIiIiIhIllAQJSIiIiIiIiIiWUJBlIiIiIg8VWJiIgaDgcOHDz/1nMjISAwGAzdv3syyukREROTFpCBKRERE5Bn48MMPMRgMj301adIku0sDFBaJiIiIfTBldwEiIiIiL4smTZqwYMGCTMecnZ2zqRoRERER+6OOKBEREZFnxNnZmcKFC2f6yp8/P5GRkTg5ObFr1y7buRMnTuSVV17h8uXLAJw/f542bdrg6upKgQIFaNGiBYmJiZmuP3/+fCpVqoSzszNFihShV69ewJOXz928eRODwUBkZCSJiYnUr18fgPz582MwGPjwww8BCA8P580338TV1RU3Nzd8fX1JSEh47N5OnDjBG2+8QY4cOfDy8mLHjh1/+LuIiorin//8Jzlz5qR48eIEBASQmpr6V3+lIiIi8pJRECUiIiLynNWrV4++ffvSqVMnbt26RXR0NMOHD2fevHkUKlSI9PR0GjduTJ48edi1axe7d+8md+7cNGnShLS0NABmz56Nv78/n3zyCbGxsYSFhVG6dOk/9fOLFy/OmjVrADh58iQXL15k6tSpAKSmptK/f38OHDhAREQEDg4OvP/++2RkZGS6RmBgIAMGDCA6Opq6devSvHlzrl279sSfl5CQQJMmTWjVqhVHjhxh5cqVREVF2YIzERER+fsyWK1Wa3YXISIiIvKi+/DDD1myZAk5cuTIdHzo0KEMHTqUtLQ0ateuTdmyZTl69Cj/+Mc/CA0NBWDJkiV88cUXxMXFYTAYAEhLS8PV1ZXvvvuORo0aUaxYMbp06cIXX3zx2M9OTEzEw8OD6OhoqlatCjzoiMqfPz/bt2+nXr16REZGUr9+fW7cuIGrq+tT7+Pq1au4u7sTGxuLl5eX7drjx49n0KBBAJjNZjw8POjduzdBQUGPXfvjjz/GaDQyZ84c23WjoqJ4++23SU1Nfex3JCIiIn8fmhElIiIi8ozUr1+f2bNnZzpWoEABAJycnFi6dClVqlShZMmSfPnll7ZzYmJiOH36NHny5Mn03Hv37pGQkMCVK1e4cOECPj4+z7zm+Ph4RowYwc8//8zVq1dtnVBJSUl4eXnZzqtbt67t3yaTiZo1axIXF/fEa8bExHDkyBGWLl1qO2a1WsnIyODs2bNUqFDhmd+HiIiIvBgURImIiIg8Iy4uLn+4XG7Pnj0AXL9+nevXr+Pi4gJASkoKNWrUyBTcPOTu7o6Dwx9PU3j4+KON7unp6X+q5ubNm1OyZEnmzp1L0aJFycjIwMvLy7Yk8L+RkpLCp59+SkBAwGOPlShR4r++roiIiLz4NCNKREREJAskJCTQr18/5s6dS+3atencubOt+6h69erEx8fzyiuvULp06Uxf+fLlI0+ePLz22mtEREQ88dru7u4AXLx40Xbs0cHl8KAjC8BisdiOXbt2jZMnTzJs2DB8fHyoUKECN27ceOLP2Lt3r+3fZrOZgwcPPrWzqXr16hw/fvyxeyldurStDhEREfl7UhAlIiIi8ozcv3+fS5cuZfq6evUqFouFjh070rhxY7p06cKCBQs4cuQIwcHBAHTo0IGCBQvSokULdu3axdmzZ4mMjCQgIIDk5GQARo0aRXBwMNOmTSM+Pp5Dhw4xffp0AHLmzEmdOnUYP348cXFx7Nixg2HDhmWqrWTJkhgMBjZu3Mivv/5KSkoK+fPnx83NjdDQUE6fPs2PP/5I//79n3hvM2fOZN26dZw4cQJ/f39u3LhB165dn3juoEGD2LNnD7169eLw4cPEx8ezfv16DSsXERERBVEiIiIiz0p4eDhFihTJ9PXmm28yduxYzp07ZxveXaRIEUJDQxk2bBgxMTHkypWLnTt3UqJECVq2bEmFChX46KOPuHfvHnnz5gWgc+fOfPXVV8yaNYtKlSrh6+tLfHy87WfPnz8fs9lMjRo16Nu372NDzYsVK8bo0aMZPHgwhQoVolevXjg4OLBixQoOHjyIl5cX/fr1Y9KkSU+8t/HjxzN+/Hhef/11oqKiCAsLo2DBgk88t0qVKuzYsYNTp07xz3/+k2rVqjFixAiKFi36LH7NIiIi8gLTrnkiIiIiIiIiIpIl1BElIiIiIiIiIiJZQkGUiIiIiIiIiIhkCQVRIiIiIiIiIiKSJRREiYiIiIiIiIhIllAQJSIiIiIiIiIiWUJBlIiIiIiIiIiIZAkFUSIiIiIiIiIikiUURImIiIiIiIiISJZQECUiIiIiIiIiIllCQZSIiIiIiIiIiGQJBVEiIiIiIiIiIpIl/h//ddRfgOab3gAAAABJRU5ErkJggg==\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "Average function size vs the average basic block size."
      ],
      "metadata": {
        "id": "MLbTjqGZLy5e"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "plt.figure(figsize=(10, 6))\n",
        "sns.scatterplot(data=df, x=\"AvgFunctionSize\", y=\"AvgBasicBlockSize\", hue=\"Executable\", s=100)\n",
        "plt.title(\"Average Function Size vs. Average Basic Block Size\")\n",
        "plt.xlabel(\"Average Function Size\")\n",
        "plt.ylabel(\"Average Basic Block Size\")\n",
        "plt.legend(bbox_to_anchor=(1.05, 1), loc='upper left')\n",
        "plt.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 564
        },
        "id": "Kdi5XeoTL21N",
        "outputId": "a6e369a2-1f78-41cd-8aad-416037f9d80b"
      },
      "execution_count": 7,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1000x600 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "Size of the most referenced basic block"
      ],
      "metadata": {
        "id": "PJc0_l7pMwtB"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "plt.figure(figsize=(14, 8))\n",
        "sns.barplot(data=df.sort_values(\"MostReferencedBlockSize\", ascending=False),\n",
        "            x=\"Executable\", y=\"MostReferencedBlockSize\", color=\"skyblue\");\n",
        "plt.xticks(rotation=45, ha='right')\n",
        "plt.title(\"Size of the Most Referenced Basic Block\")\n",
        "plt.xlabel(\"Executable\")\n",
        "plt.ylabel(\"Most Referenced Block Size\")\n",
        "plt.show();"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 870
        },
        "id": "uk_T8j7FM0Rh",
        "outputId": "06359d0e-326a-41da-e933-ea5100d4b4fb"
      },
      "execution_count": 14,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1400x800 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    }
  ]
}