visualizacao_de_dados_covid_vacina.ipynb

{
  "nbformat": 4,
  "nbformat_minor": 0,
  "metadata": {
    "colab": {
      "name": "visualizacao_de_dados_covid_vacina.ipynb",
      "provenance": [],
      "collapsed_sections": [],
      "include_colab_link": true
    },
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
    },
    "language_info": {
      "name": "python"
    }
  },
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "view-in-github",
        "colab_type": "text"
      },
      "source": [
        "<a href=\"https://colab.research.google.com/github/carlaolivei/data_visualization/blob/main/visualizacao_de_dados_covid_vacina.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "g-ZOF8fkOVgw"
      },
      "source": [
        "import pandas as pd\n",
        "import numpy as np\n",
        "import matplotlib.pyplot as plt\n",
        "import missingno as msgo\n",
        "import seaborn as sns\n",
        "#import geopandas as gpd\n",
        "import plotly.express as px"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "cyjdSNaFmcw-"
      },
      "source": [
        "<h1> <h3>Sobre o Dataset</h3>\n",
        "\n",
        "O conjunto de dados contém dados sobre o total da vacinação mundial e novas mortes por covid em 2021.\n",
        "\n",
        "[Fonte do Dataset](http://www.un.org/en/development/desa/population/migration/data/empirical2/migrationflows.shtml)."
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "resources": {
            "http://localhost:8080/nbextensions/google.colab/files.js": {
              "data": 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              "ok": true,
              "headers": [
                [
                  "content-type",
                  "application/javascript"
                ]
              ],
              "status": 200,
              "status_text": ""
            }
          },
          "base_uri": "https://localhost:8080/",
          "height": 108
        },
        "id": "Y6WZRbPfOxGk",
        "outputId": "ccde0e3a-3002-4d1f-9a83-47f95aabfada"
      },
      "source": [
        "from google.colab import files\n",
        "uploaded = files.upload()\n",
        "\n",
        "for fn in uploaded.keys():\n",
        "  print('User uploaded file \"{name}\" with length {length} bytes'.format(\n",
        "      name=fn, length=len(uploaded[fn])))\n",
        "\n",
        "print(\"Upload concluído!\")"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/html": [
              "\n",
              "     <input type=\"file\" id=\"files-9b22d9dd-212d-4d5b-a6c3-c74c06d404bb\" name=\"files[]\" multiple disabled\n",
              "        style=\"border:none\" />\n",
              "     <output id=\"result-9b22d9dd-212d-4d5b-a6c3-c74c06d404bb\">\n",
              "      Upload widget is only available when the cell has been executed in the\n",
              "      current browser session. Please rerun this cell to enable.\n",
              "      </output>\n",
              "      <script src=\"/nbextensions/google.colab/files.js\"></script> "
            ],
            "text/plain": [
              "<IPython.core.display.HTML object>"
            ]
          },
          "metadata": {}
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Saving covid-vaccination-vs-death_ratio.csv to covid-vaccination-vs-death_ratio.csv\n",
            "User uploaded file \"covid-vaccination-vs-death_ratio.csv\" with length 2194956 bytes\n",
            "Upload concluído!\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 206
        },
        "id": "4eGiUZ5QPEto",
        "outputId": "8b906142-2d5b-4c0b-c4db-9e9056cedfb0"
      },
      "source": [
        "df = pd.read_csv('covid-vaccination-vs-death_ratio.csv')\n",
        "df.head()"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/html": [
              "<div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\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>Unnamed: 0</th>\n",
              "      <th>country</th>\n",
              "      <th>iso_code</th>\n",
              "      <th>date</th>\n",
              "      <th>total_vaccinations</th>\n",
              "      <th>people_vaccinated</th>\n",
              "      <th>people_fully_vaccinated</th>\n",
              "      <th>New_deaths</th>\n",
              "      <th>population</th>\n",
              "      <th>ratio</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>0</td>\n",
              "      <td>Afghanistan</td>\n",
              "      <td>AFG</td>\n",
              "      <td>2021-05-11</td>\n",
              "      <td>504502.0</td>\n",
              "      <td>448878.0</td>\n",
              "      <td>55624.0</td>\n",
              "      <td>12</td>\n",
              "      <td>40194523.0</td>\n",
              "      <td>1.116764</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>1</td>\n",
              "      <td>Afghanistan</td>\n",
              "      <td>AFG</td>\n",
              "      <td>2021-05-20</td>\n",
              "      <td>547901.0</td>\n",
              "      <td>470341.0</td>\n",
              "      <td>77560.0</td>\n",
              "      <td>10</td>\n",
              "      <td>40194523.0</td>\n",
              "      <td>1.170162</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>2</td>\n",
              "      <td>Afghanistan</td>\n",
              "      <td>AFG</td>\n",
              "      <td>2021-05-24</td>\n",
              "      <td>573277.0</td>\n",
              "      <td>476367.0</td>\n",
              "      <td>96910.0</td>\n",
              "      <td>10</td>\n",
              "      <td>40194523.0</td>\n",
              "      <td>1.185154</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>3</td>\n",
              "      <td>Afghanistan</td>\n",
              "      <td>AFG</td>\n",
              "      <td>2021-05-26</td>\n",
              "      <td>590454.0</td>\n",
              "      <td>479372.0</td>\n",
              "      <td>111082.0</td>\n",
              "      <td>19</td>\n",
              "      <td>40194523.0</td>\n",
              "      <td>1.192630</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>4</td>\n",
              "      <td>Afghanistan</td>\n",
              "      <td>AFG</td>\n",
              "      <td>2021-05-27</td>\n",
              "      <td>593313.0</td>\n",
              "      <td>479574.0</td>\n",
              "      <td>113739.0</td>\n",
              "      <td>14</td>\n",
              "      <td>40194523.0</td>\n",
              "      <td>1.193133</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "   Unnamed: 0      country iso_code  ... New_deaths  population     ratio\n",
              "0           0  Afghanistan      AFG  ...         12  40194523.0  1.116764\n",
              "1           1  Afghanistan      AFG  ...         10  40194523.0  1.170162\n",
              "2           2  Afghanistan      AFG  ...         10  40194523.0  1.185154\n",
              "3           3  Afghanistan      AFG  ...         19  40194523.0  1.192630\n",
              "4           4  Afghanistan      AFG  ...         14  40194523.0  1.193133\n",
              "\n",
              "[5 rows x 10 columns]"
            ]
          },
          "metadata": {},
          "execution_count": 5
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "dayGNVnUPaXt",
        "outputId": "03dc0dc8-45a1-4170-f857-f31d1a8beec2"
      },
      "source": [
        "df.shape"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "(24179, 10)"
            ]
          },
          "metadata": {},
          "execution_count": 6
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 300
        },
        "id": "x7K-n3qWPdFg",
        "outputId": "687fc920-4eb8-4d47-9d2d-08a62ec55543"
      },
      "source": [
        "df.describe()"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/html": [
              "<div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\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>Unnamed: 0</th>\n",
              "      <th>total_vaccinations</th>\n",
              "      <th>people_vaccinated</th>\n",
              "      <th>people_fully_vaccinated</th>\n",
              "      <th>New_deaths</th>\n",
              "      <th>population</th>\n",
              "      <th>ratio</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>count</th>\n",
              "      <td>24179.000000</td>\n",
              "      <td>2.417900e+04</td>\n",
              "      <td>2.417900e+04</td>\n",
              "      <td>2.417900e+04</td>\n",
              "      <td>24179.000000</td>\n",
              "      <td>2.417900e+04</td>\n",
              "      <td>24179.000000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>mean</th>\n",
              "      <td>12089.000000</td>\n",
              "      <td>2.203965e+07</td>\n",
              "      <td>1.372980e+07</td>\n",
              "      <td>8.334646e+06</td>\n",
              "      <td>103.716035</td>\n",
              "      <td>4.911567e+07</td>\n",
              "      <td>33.481814</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>std</th>\n",
              "      <td>6980.020415</td>\n",
              "      <td>7.822728e+07</td>\n",
              "      <td>5.145837e+07</td>\n",
              "      <td>2.821818e+07</td>\n",
              "      <td>345.402231</td>\n",
              "      <td>1.562990e+08</td>\n",
              "      <td>26.493133</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>min</th>\n",
              "      <td>0.000000</td>\n",
              "      <td>1.000000e+00</td>\n",
              "      <td>1.000000e+00</td>\n",
              "      <td>1.000000e+00</td>\n",
              "      <td>-92.000000</td>\n",
              "      <td>1.373000e+03</td>\n",
              "      <td>0.000011</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>25%</th>\n",
              "      <td>6044.500000</td>\n",
              "      <td>4.859780e+05</td>\n",
              "      <td>3.354615e+05</td>\n",
              "      <td>1.273365e+05</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>2.951769e+06</td>\n",
              "      <td>8.676753</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>50%</th>\n",
              "      <td>12089.000000</td>\n",
              "      <td>2.849630e+06</td>\n",
              "      <td>1.854630e+06</td>\n",
              "      <td>9.237190e+05</td>\n",
              "      <td>9.000000</td>\n",
              "      <td>1.015616e+07</td>\n",
              "      <td>28.786167</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>75%</th>\n",
              "      <td>18133.500000</td>\n",
              "      <td>1.246813e+07</td>\n",
              "      <td>7.414157e+06</td>\n",
              "      <td>4.935768e+06</td>\n",
              "      <td>51.500000</td>\n",
              "      <td>3.819664e+07</td>\n",
              "      <td>56.591152</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>max</th>\n",
              "      <td>24178.000000</td>\n",
              "      <td>2.422908e+09</td>\n",
              "      <td>1.225000e+09</td>\n",
              "      <td>1.076308e+09</td>\n",
              "      <td>8786.000000</td>\n",
              "      <td>1.446113e+09</td>\n",
              "      <td>121.036857</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "         Unnamed: 0  total_vaccinations  ...    population         ratio\n",
              "count  24179.000000        2.417900e+04  ...  2.417900e+04  24179.000000\n",
              "mean   12089.000000        2.203965e+07  ...  4.911567e+07     33.481814\n",
              "std     6980.020415        7.822728e+07  ...  1.562990e+08     26.493133\n",
              "min        0.000000        1.000000e+00  ...  1.373000e+03      0.000011\n",
              "25%     6044.500000        4.859780e+05  ...  2.951769e+06      8.676753\n",
              "50%    12089.000000        2.849630e+06  ...  1.015616e+07     28.786167\n",
              "75%    18133.500000        1.246813e+07  ...  3.819664e+07     56.591152\n",
              "max    24178.000000        2.422908e+09  ...  1.446113e+09    121.036857\n",
              "\n",
              "[8 rows x 7 columns]"
            ]
          },
          "metadata": {},
          "execution_count": 7
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "scVntlMiF7Gv"
      },
      "source": [
        "<h3>Total de países do dataset</h3>"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "wY-aoTwlQITJ",
        "outputId": "44ab6439-5abd-41d2-89b1-bf5658cf7ccf"
      },
      "source": [
        "df['country'].unique().shape"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "(200,)"
            ]
          },
          "metadata": {},
          "execution_count": 8
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "KxaItIk1Fqm2"
      },
      "source": [
        "<h3>Total da população</h3>"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "XdEM60LyQPB3",
        "outputId": "bb84213e-ca5a-4112-c5fb-580e8b8cf07c"
      },
      "source": [
        "#total da população\n",
        "total_populacao = df['population'].unique().sum()\n",
        "total_populacao"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "7698281931.0"
            ]
          },
          "metadata": {},
          "execution_count": 9
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "bRRqTtLvF3bS"
      },
      "source": [
        "<h3>Total da população vacinada completamente contra o covid em 2021</h3>"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "BQuop8u-QX42",
        "outputId": "6fd014ca-1607-46f6-cf44-401d1c8b26a2"
      },
      "source": [
        "#total de pessoas completamente vacinadas contra a covid\n",
        "df_pessoas_vacinadas = df.groupby('country').agg({'people_fully_vaccinated':max})\n",
        "sum_vac_completa = df_pessoas_vacinadas['people_fully_vaccinated'].sum()\n",
        "sum_vac_completa"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "3235935460.0"
            ]
          },
          "metadata": {},
          "execution_count": 10
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "uujRjwEeoGkU"
      },
      "source": [
        "<h3> Porcentagem das pessoas completamente vacinadas contra a covid em 2021</h3>"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 361
        },
        "id": "5r6fLDo0n7Pw",
        "outputId": "241f8c6d-776d-4c86-a0b2-5a8e07ef5fa3"
      },
      "source": [
        "plt.figure(figsize=(8, 4),dpi=100) #tamanho do gráfico)\n",
        "\n",
        "plt.pie(\n",
        "    [total_populacao,sum_vac_completa],\n",
        "    autopct='%1.1f%%', #mostra em percentagem\n",
        "    startangle=90,  #ângulo inicial 90°   \n",
        "    colors=['slategray','darkseagreen'],\n",
        "    labels=['Total da Populução','Pessoas completamente vacinadas'])\n",
        "                            \n",
        "plt.title('Porcentagem das pessoas completamente vacinadas contra a covid em 2021') \n",
        "\n",
        "plt.show()"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 800x400 with 1 Axes>"
            ]
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "A6I0rw55s9KE"
      },
      "source": [
        "<h3> Porcentagem das pessoas que tomaram pelo menos uma dose da vacina contra covid em 2021</h3>"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "obWd0gBvQn1h"
      },
      "source": [
        "df_vac_uma_dose = df.groupby('country').agg({'people_vaccinated':max}).reset_index()\n",
        "sum_vac_uma_dose = df_vac_uma_dose['people_vaccinated'].sum()"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 361
        },
        "id": "JL6ZslGVvLKz",
        "outputId": "693dd72f-43d2-419d-b94f-dc337afba547"
      },
      "source": [
        "plt.figure(figsize=(8, 4),dpi=100) #tamanho do gráfico)\n",
        "\n",
        "plt.pie(\n",
        "    [total_populacao,sum_vac_uma_dose],\n",
        "    autopct='%1.1f%%', #mostra em percentagem\n",
        "    startangle=90,  #ângulo inicial 90°   \n",
        "    colors=['slategray','darkseagreen'],\n",
        "    labels=['Total da Populução','Pessoas que tomaram pelo menos uma dose'])\n",
        "                            \n",
        "plt.title('Porcentagem das pessoas que tomaram pelo menos uma dose da vacina contra a covid em 2021') \n",
        "\n",
        "plt.show()"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 800x400 with 1 Axes>"
            ]
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "zobZLIM3wLW3"
      },
      "source": [
        "<h3> Total de pessoas vacinadas contra covid vs novas mortes em 2021</h3>"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "BcHjQQV_Q4mj"
      },
      "source": [
        "data = df.groupby('date').agg('sum').reset_index()"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 394
        },
        "id": "U5hGMRwcRNr5",
        "outputId": "8c14b23d-603e-44f2-8843-332c5257df0d"
      },
      "source": [
        "x = data['date']\n",
        "y1 = data['total_vaccinations']\n",
        "y2 = data['New_deaths']\n",
        "\n",
        "#linha 1\n",
        "fig, ax1 = plt.subplots(1,1,figsize=(11,5), dpi= 80)\n",
        "ax1.plot(x,y1,color='tab:green')\n",
        "\n",
        "#linha 2\n",
        "ax2 = ax1.twinx()\n",
        "ax2.plot(x,y2,color='tab:red')\n",
        "\n",
        "#configuração da linha 1\n",
        "ax1.set_xlabel('date',fontsize=15)\n",
        "ax1.tick_params(axis='x',rotation=0,labelsize=12)\n",
        "ax1.set_ylabel('Total de vacina',color='tab:green',fontsize=15)\n",
        "ax1.tick_params(axis='y',rotation=0,labelcolor='tab:green')\n",
        "ax1.grid(alpha=0.4)\n",
        "\n",
        "#configuração da linha 2\n",
        "ax2.set_ylabel('Novas mortes',fontsize=15,color='tab:red')\n",
        "ax2.tick_params(axis='y',rotation=0,labelcolor='tab:red')\n",
        "ax2.set_xticks(np.arange(0,len(x),60))#\n",
        "ax2.set_title('Total de pessoas vacinadas contra covid vs novas mortes em 2021')\n",
        "\n",
        "plt.show()"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 880x400 with 2 Axes>"
            ]
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "YoiyxqKC3EM2"
      },
      "source": [
        "<h3>10 Países com vacinação completa contra a covid em 2021</h3>"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "EESEcdLRVTsF"
      },
      "source": [
        "df_paises_vac_completa = df.groupby('country').agg({'people_fully_vaccinated':max})\n",
        "df_paises_vac_completa.sort_values(['people_fully_vaccinated'], ascending=False, axis=0, inplace=True)\n",
        "df_paises_vac_completa_top10 = df_paises_vac_completa.head(10)"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 428
        },
        "id": "iUkDkriSEzXS",
        "outputId": "a5648ba8-1564-484c-8be3-14c55b334ad7"
      },
      "source": [
        "ax = df_paises_vac_completa_top10['people_fully_vaccinated'].plot(kind='bar', figsize=(15, 5), color = 'cadetblue')\n",
        "ax.set_xticklabels(ax.get_xticklabels(), rotation=40, ha=\"right\")\n",
        "\n",
        "plt.xlabel('Países') # add to x-label to the plot\n",
        "plt.ylabel('Total de vacinas completas') # add y-label to the plot\n",
        "plt.title('10 Paíse com maior número de vacinas completas contra covid em 2021') # add title to the plot\n",
        "\n",
        "plt.show()"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 1080x360 with 1 Axes>"
            ]
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "oRHMn_t82Y3i"
      },
      "source": [
        "<h3>10 Países com maior número de novas mortes por covid em 2021</h3>"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "DEjCwicarGj4"
      },
      "source": [
        "df_paises_mortes = df.groupby('country').sum('New_deaths')\n",
        "df_paises_mortes.sort_values(['New_deaths'], ascending=False, axis=0, inplace=True)\n",
        "df_paises_mortes_top10 = df_paises_mortes.head(10)\n"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 428
        },
        "id": "5-rp_YKanyOo",
        "outputId": "55af0e3c-54f5-4749-dea5-6d136ef308ae"
      },
      "source": [
        "ax = df_paises_mortes_top10['New_deaths'].plot(kind='bar', figsize=(15, 5), color = 'tomato')\n",
        "ax.set_xticklabels(ax.get_xticklabels(), rotation=40, ha=\"right\")\n",
        "\n",
        "plt.xlabel('Países') # add to x-label to the plot\n",
        "plt.ylabel('Novas mortes') # add y-label to the plot\n",
        "plt.title('10 Paíse com maior número de novas mortes por covid em 2021') # add title to the plot\n",
        "\n",
        "plt.show()"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 1080x360 with 1 Axes>"
            ]
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "x6sg85d5k2ZB"
      },
      "source": [
        "<h1>Analisando o Brasil</h1>"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "e-AEfFd0j1kJ"
      },
      "source": [
        "df_brasil = df[df['country']=='Brazil']"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 206
        },
        "id": "BZphTLl_U5D7",
        "outputId": "33f2416d-430c-4810-83c7-5898c8250f1e"
      },
      "source": [
        "df_brasil.head()"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/html": [
              "<div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\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>Unnamed: 0</th>\n",
              "      <th>country</th>\n",
              "      <th>iso_code</th>\n",
              "      <th>date</th>\n",
              "      <th>total_vaccinations</th>\n",
              "      <th>people_vaccinated</th>\n",
              "      <th>people_fully_vaccinated</th>\n",
              "      <th>New_deaths</th>\n",
              "      <th>population</th>\n",
              "      <th>ratio</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>2902</th>\n",
              "      <td>2902</td>\n",
              "      <td>Brazil</td>\n",
              "      <td>BRA</td>\n",
              "      <td>2021-02-06</td>\n",
              "      <td>3401383.0</td>\n",
              "      <td>3399421.0</td>\n",
              "      <td>1962.0</td>\n",
              "      <td>1232</td>\n",
              "      <td>214552460.0</td>\n",
              "      <td>1.584424</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2903</th>\n",
              "      <td>2903</td>\n",
              "      <td>Brazil</td>\n",
              "      <td>BRA</td>\n",
              "      <td>2021-02-07</td>\n",
              "      <td>3553681.0</td>\n",
              "      <td>3534004.0</td>\n",
              "      <td>19677.0</td>\n",
              "      <td>1239</td>\n",
              "      <td>214552460.0</td>\n",
              "      <td>1.647151</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2904</th>\n",
              "      <td>2904</td>\n",
              "      <td>Brazil</td>\n",
              "      <td>BRA</td>\n",
              "      <td>2021-02-08</td>\n",
              "      <td>3605538.0</td>\n",
              "      <td>3579850.0</td>\n",
              "      <td>25688.0</td>\n",
              "      <td>978</td>\n",
              "      <td>214552460.0</td>\n",
              "      <td>1.668520</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2905</th>\n",
              "      <td>2905</td>\n",
              "      <td>Brazil</td>\n",
              "      <td>BRA</td>\n",
              "      <td>2021-02-09</td>\n",
              "      <td>3820207.0</td>\n",
              "      <td>3786591.0</td>\n",
              "      <td>33616.0</td>\n",
              "      <td>522</td>\n",
              "      <td>214552460.0</td>\n",
              "      <td>1.764879</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2906</th>\n",
              "      <td>2906</td>\n",
              "      <td>Brazil</td>\n",
              "      <td>BRA</td>\n",
              "      <td>2021-02-10</td>\n",
              "      <td>4120332.0</td>\n",
              "      <td>4069677.0</td>\n",
              "      <td>50655.0</td>\n",
              "      <td>636</td>\n",
              "      <td>214552460.0</td>\n",
              "      <td>1.896821</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "      Unnamed: 0 country iso_code  ... New_deaths   population     ratio\n",
              "2902        2902  Brazil      BRA  ...       1232  214552460.0  1.584424\n",
              "2903        2903  Brazil      BRA  ...       1239  214552460.0  1.647151\n",
              "2904        2904  Brazil      BRA  ...        978  214552460.0  1.668520\n",
              "2905        2905  Brazil      BRA  ...        522  214552460.0  1.764879\n",
              "2906        2906  Brazil      BRA  ...        636  214552460.0  1.896821\n",
              "\n",
              "[5 rows x 10 columns]"
            ]
          },
          "metadata": {},
          "execution_count": 35
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "a7X-OJ2FVsal",
        "outputId": "dc981615-52e0-4232-e62b-123ae5c10e6a"
      },
      "source": [
        "df_brasil.shape"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "(220, 10)"
            ]
          },
          "metadata": {},
          "execution_count": 36
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 300
        },
        "id": "9hihC9VrV6RK",
        "outputId": "1155c39d-0278-44cb-9c77-3c58c75fc13e"
      },
      "source": [
        "df_brasil.describe()"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/html": [
              "<div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\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>Unnamed: 0</th>\n",
              "      <th>total_vaccinations</th>\n",
              "      <th>people_vaccinated</th>\n",
              "      <th>people_fully_vaccinated</th>\n",
              "      <th>New_deaths</th>\n",
              "      <th>population</th>\n",
              "      <th>ratio</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>count</th>\n",
              "      <td>220.000000</td>\n",
              "      <td>2.200000e+02</td>\n",
              "      <td>2.200000e+02</td>\n",
              "      <td>2.200000e+02</td>\n",
              "      <td>220.000000</td>\n",
              "      <td>220.0</td>\n",
              "      <td>220.000000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>mean</th>\n",
              "      <td>3011.500000</td>\n",
              "      <td>1.050616e+08</td>\n",
              "      <td>7.087894e+07</td>\n",
              "      <td>3.576040e+07</td>\n",
              "      <td>1407.804545</td>\n",
              "      <td>214552460.0</td>\n",
              "      <td>33.035713</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>std</th>\n",
              "      <td>63.652704</td>\n",
              "      <td>8.834044e+07</td>\n",
              "      <td>5.538279e+07</td>\n",
              "      <td>3.565416e+07</td>\n",
              "      <td>963.811352</td>\n",
              "      <td>0.0</td>\n",
              "      <td>25.813169</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>min</th>\n",
              "      <td>2902.000000</td>\n",
              "      <td>3.401383e+06</td>\n",
              "      <td>3.399421e+06</td>\n",
              "      <td>1.962000e+03</td>\n",
              "      <td>61.000000</td>\n",
              "      <td>214552460.0</td>\n",
              "      <td>1.584424</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>25%</th>\n",
              "      <td>2956.750000</td>\n",
              "      <td>2.478540e+07</td>\n",
              "      <td>1.925436e+07</td>\n",
              "      <td>5.531037e+06</td>\n",
              "      <td>675.750000</td>\n",
              "      <td>214552460.0</td>\n",
              "      <td>8.974197</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>50%</th>\n",
              "      <td>3011.500000</td>\n",
              "      <td>7.852008e+07</td>\n",
              "      <td>5.485819e+07</td>\n",
              "      <td>2.366189e+07</td>\n",
              "      <td>1208.500000</td>\n",
              "      <td>214552460.0</td>\n",
              "      <td>25.568661</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>75%</th>\n",
              "      <td>3066.250000</td>\n",
              "      <td>1.771002e+08</td>\n",
              "      <td>1.267489e+08</td>\n",
              "      <td>5.471265e+07</td>\n",
              "      <td>2049.500000</td>\n",
              "      <td>214552460.0</td>\n",
              "      <td>59.075962</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>max</th>\n",
              "      <td>3121.000000</td>\n",
              "      <td>2.979605e+08</td>\n",
              "      <td>1.624368e+08</td>\n",
              "      <td>1.284820e+08</td>\n",
              "      <td>4249.000000</td>\n",
              "      <td>214552460.0</td>\n",
              "      <td>75.709591</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "        Unnamed: 0  total_vaccinations  ...   population       ratio\n",
              "count   220.000000        2.200000e+02  ...        220.0  220.000000\n",
              "mean   3011.500000        1.050616e+08  ...  214552460.0   33.035713\n",
              "std      63.652704        8.834044e+07  ...          0.0   25.813169\n",
              "min    2902.000000        3.401383e+06  ...  214552460.0    1.584424\n",
              "25%    2956.750000        2.478540e+07  ...  214552460.0    8.974197\n",
              "50%    3011.500000        7.852008e+07  ...  214552460.0   25.568661\n",
              "75%    3066.250000        1.771002e+08  ...  214552460.0   59.075962\n",
              "max    3121.000000        2.979605e+08  ...  214552460.0   75.709591\n",
              "\n",
              "[8 rows x 7 columns]"
            ]
          },
          "metadata": {},
          "execution_count": 23
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "sTM1_eTGGYfC"
      },
      "source": [
        "<h3>Total da população do Brasil</h3>"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "HTj11tVoWJtk",
        "outputId": "bd1d6df2-b07e-4a70-9f56-8fc8705482e3"
      },
      "source": [
        "total_pop_brasil = df_brasil['population'].unique().sum()\n",
        "total_pop_brasil"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "214552460.0"
            ]
          },
          "metadata": {},
          "execution_count": 24
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "m02-sUQ8Gbp6"
      },
      "source": [
        "<h3>Total da população completamente vacinada contra o covid no Brasil em 2021</h3>"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "rBn2Sa7gWi3h",
        "outputId": "0ddd8c5c-6b99-4ca6-92d2-25375683483c"
      },
      "source": [
        "df_pais_brasil = df_brasil.agg({'people_fully_vaccinated':max})\n",
        "sum_vac_completa_brasil = df_pais_brasil['people_fully_vaccinated'].sum()\n",
        "sum_vac_completa_brasil"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "128481994.0"
            ]
          },
          "metadata": {},
          "execution_count": 25
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "_8wvEPVlHciw"
      },
      "source": [
        "<h3> Porcentagem das pessoas completamente vacinadas contra a covid no Brasil em 2021</h3>"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 361
        },
        "id": "lTnMUlJbHBxD",
        "outputId": "8b475349-8975-4901-c5e0-236985fc6f9d"
      },
      "source": [
        "plt.figure(figsize=(8, 4),dpi=100) #tamanho do gráfico)\n",
        "\n",
        "plt.pie(\n",
        "    [total_pop_brasil,sum_vac_completa_brasil],\n",
        "    autopct='%1.1f%%', #mostra em percentagem\n",
        "    startangle=90,  #ângulo inicial 90°   \n",
        "    colors=['yellowgreen','yellow'],\n",
        "    labels=['Total da Populução Brasil','Pessoas completamente vacinadas'])\n",
        "                            \n",
        "plt.title('Porcentagem das pessoas completamente vacinadas contra a covid no Brasil em 2021') \n",
        "\n",
        "plt.show()"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 800x400 with 1 Axes>"
            ]
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "m77P8XXmIVRt"
      },
      "source": [
        "<h3> Porcentagem das pessoas que tomaram pelo menos uma dose da vacina contra covid no Brasil em 2021</h3>"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "bff3iJe8aNC-",
        "outputId": "39c0dfc2-54a6-400c-f1ec-5c0b5ee864e7"
      },
      "source": [
        "df_pais_brasil_vac = df_brasil.agg({'people_vaccinated':max})\n",
        "sum_vac_brasil = df_pais_brasil_vac['people_vaccinated'].sum()\n",
        "sum_vac_brasil"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "162436791.0"
            ]
          },
          "metadata": {},
          "execution_count": 37
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 361
        },
        "id": "zu3eAAMIIuHM",
        "outputId": "e36c67aa-2de6-4600-da28-4c24ee3dc571"
      },
      "source": [
        "plt.figure(figsize=(8, 4),dpi=100) #tamanho do gráfico)\n",
        "\n",
        "plt.pie(\n",
        "    [total_pop_brasil,sum_vac_brasil],\n",
        "    autopct='%1.1f%%', #mostra em percentagem\n",
        "    startangle=90,  #ângulo inicial 90°   \n",
        "    colors=['yellowgreen','yellow'],\n",
        "    labels=['Total da Populução Brasil','Pessoas com pelo menos uma dose da vacina'])\n",
        "                            \n",
        "plt.title('Porcentagem das pessoas com pelo menos uma dose da vacina contra covid no Brasil em 2021') \n",
        "\n",
        "plt.show()"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 800x400 with 1 Axes>"
            ]
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "KMhpF-UUJRBF"
      },
      "source": [
        "<h3> Total de pessoas vacinadas contra covid vs novas mortes no Brasil em 2021</h3>"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "0jeTVZ7LlUKj"
      },
      "source": [
        "data_brasil = df_brasil.groupby('date').agg('sum').reset_index()"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 411
        },
        "id": "bUQySdmslxNt",
        "outputId": "820cd529-d1a4-4c2d-fb8c-2a164b0d3a28"
      },
      "source": [
        "#preparing data\n",
        "x = data_brasil['date']\n",
        "y1 = data_brasil['total_vaccinations']\n",
        "y2 = data_brasil['New_deaths']\n",
        "\n",
        "#linha 1\n",
        "fig, ax1 = plt.subplots(1,1,figsize=(9,5), dpi= 80)\n",
        "ax1.plot(x,y1,color='tab:green')\n",
        "\n",
        "#linha 2\n",
        "ax2 = ax1.twinx()\n",
        "ax2.plot(x,y2,color='tab:red')\n",
        "\n",
        "#configuração da linha 1\n",
        "ax1.set_xlabel('Data',fontsize=15)\n",
        "ax1.tick_params(axis='x',rotation=0,labelsize=12)\n",
        "ax1.set_ylabel('Total de Pessoas Vacinadas',color='tab:green',fontsize=15)\n",
        "ax1.tick_params(axis='y',rotation=0,labelcolor='tab:green')\n",
        "ax1.grid(alpha=0.4)\n",
        "\n",
        "#configuração da linha 2\n",
        "ax2.set_ylabel('Novas Mortes',fontsize=15,color='tab:red')\n",
        "ax2.tick_params(axis='y',rotation=0,labelcolor='tab:red')\n",
        "ax2.set_xticks(np.arange(0,len(x),60))#\n",
        "ax2.set_title('Total de Pessoas Vacinadas vs Novas Mortes no Brasil em 2021')"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "Text(0.5, 1.0, 'Total de Pessoas Vacinadas vs Novas Mortes no Brasil em 2021')"
            ]
          },
          "metadata": {},
          "execution_count": 40
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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ipImY1x+MsHgaIw6WOmMucua9FyMCbnH2/waTF3efc26h52okxhu2zjn/TOCEIkKqt2Du4zu01t2OLZsxnsMfKVNZ/Si94tV9Hh7HhJq/jxHNK/FUe5eC1roRI0jvVKbaOYIJdXq5FiOk/+NcqwLzD4rLfExo0MZ49M5Om6MC4wF0w9/XYfIS00O7Xv6JEfn7YATYQObyPt4ezGudfg9ehPEgPYN5HU8CPqW1bvKcuxbjqTuWTAH1DUzRWjsmRzNdTOa8/4qw+UOt9VOuSM9CQdtzcB2wp+pNyxjoe6w/XA/8FhOe3gh8D5Ob/XqB8/6pTFeALZj78jngvALn/Ajzz99azOflREzBoMsEzL28EfO+OgTTXaNkBvuzLw+/wXz+PKqy9MV27pnjMJGd1ZgisBeAiz1zXI8pdJ2fNseXPWNuw/wz8kPM92+n8yMIWVFa63LbsM2wItYy4PN22F5oRazPAj+0w/YBWcadDJxph+2jPPvWAwfYYXvxNjNYEARBEARhGDKcPagvArtaEetId4cVsfZyvKTvA3tZEWuSs/8TmLBEIW+CIAiCIAiCMECGhQfVili/x+QXTcLkDrXbYXumFbH2xoRex2HaKq3AeFi7rIh1ASbkGcPkR33fDttPlOUBCIIgCIIgDCOGhUAVBEEQBEEQth+Gc4hfEARBEARBGIKIQBUEQRAEQRCGFIFyG7C1UUppn090uCAIgiAIQ59kMonWutgFb3ZYdniB6vP5SCT62ye5OJqampg6dWrhgcKwR+4VoVjkXhGKRe6VHQul1NYVLdsJ4loUBEEQBEEQhhQiUAVBEARBEIQhhQhUQRAEQRAEYUghAlUQBEEQBEEYUohAFQRBEARBEIYUIlAFQRAEQRCEIUXZ20xZEetxYBKQBNqBb9the0GWcd8Evo8R1U8D59phO7YtbRUEQRAEQRC2PkPBg3qqHbZn22F7L+B6YH76ACti7QpcBRwEzAQmAmduSyMFQRAEQRCEbUPZBaodtls8m3WAzjLsZOAhO2yvscO2Bn4HfGlb2CcIgiAIgiBsW8oe4gewItadwGHO5meyDNkFWO7ZXubsEwRBEARBEHYwhoRAtcP21wCsiBUGriW7SC0KpdQ8YJ5nm6ampgHbmI+NGzdu1fmF7Qfd00NyxQr8M2dmPS73ilAscq8IxSL3ytanK9HFKxteoaG2gYnVE8ttzrBgSAhUFztsR6yI9TsrYo2zw3az59AKYDfP9nRnXwZa6+sxuawA+P1+vS3WKJZ1kAWAjXfdxdqrrmbGI49QOWPXrGPkXhGKRe4VoVjkXhlcVravZMG6BazvXE9jcyPPrnyWzngn39rrW5y9x9nlNm9YUFaBakWs0UCNHbZXOdufB5qB9H8H/wG8YEWsK4C1wNnA3dvQVEEoitgK839TfM3qnAJVEARBGLq8s+Edvvn4N9kS25La97EJH+Po6Udz1PSjymjZ8KLcHtQ64F4rYlVj2kytB461w7a2ItbtmMKoh+yw/b4VsX4M/Nc571ng92WxWBDyEN+4CYBEW3uZLREEQRBKZWnLUs5+8mziyThXHnAlu43ejckjJ1NfXV9u04YdZRWodtheDnw8x7Ez0rZvA27bFnYJQjHoZJI1P76CuuOPo2a//QBINJvMlER7WzlNEwRBEEqkvaedMx8/k809m/n14b/moCkHldukYU25PaiCsN0SX7eOlnvvRScTKYEa32Q8qEnxoAqCIGxXvLbmNdZ1rmPePvNEnA4Byt4HVRC2V3Q8AUB8/frUvpQHtU08qIIgCNsTb61/C4ADJh9QZksEEIEqCP0n6QjUDRsA0Fr3elAlxC8IgrBd8fb6t6kJ1DBzdPY2gcK2RQSqIPQTnejrQU22t0MsBkiRlCAIwvZEPBnnneZ3sOot/D5/uc0REIEqCP0nmQQg0bwRnUiQ8DTLTrS1lssqQRAEoUTe2/QenfFOZo+fXW5TBAcRqILQT1wPKskk8eZm4h6BKkVSgiAI2w9vr38bgL0m7FVmSwQXEaiC0F8cDypAYsOGvh7UdhGogiAI2wtugZRVb5XZEsFFBKog9JOUBxWThxpv9npQpUhKEARhe+Gt9W8xrXYaY6rGlNsUwUEEqiD0lzSBmthoWkz5x9dLmylBEITthI1dG2lqb2LO+DnlNkXwIAJVEPpJHw/qhg2pZU4rp01Hd3eT7O4ul2mCIAhCkbj5p7PrpUBqKCErSQlCf/HkoMbXrSfR0gJAcPo0eP11ku3t+Cory2WdIAiCUIB3m9/lmlevAWDfSfuW2ZrSiTaEvg7cAZwQaow+EG0ITQDuBHYDuoFzQ43R55yx/TpWLsSDKgj9JCMHddNGfKNGERhXD0gvVEEQhKHM/Yvv56uPfJV1Heu44hNXsNvo3cptUklEG0LTgf8DXvbsvgZ4OdQY3R34OvDXaEMoOMBjZUEEqiD0F68Hdf16Es0b8Y8dg792lDksvVAFQRCGHD2JHn7y0k+4/MXLGVs9ljuPuZOT9jip3GaVRLQh5ANuB87HeDxdTgV+BxBqjL4GrAIOGeCxsiACVRD6SUYO6qaNBMaOw1dbC0irKUEQhKFGT6KHb/z7G/z9vb8zd6e53HPsPcyqn1Vus9LxKaVWen7mZRkzD/hvqDH6hrsj2hAaBwRDjdE1nnHLgF36e2xwHk7/kBxUQegvaR5UHY/jnz0H/yhHoEolvyAIwpDiyeVP8tb6tzhlj1P44dwfDtVlTZNa6ym5DkYbQrOAk4CDt51J2x7xoApCP9HxuPnD70d3d0MiQWDs2N4Qv3hQBUEQhhT3LbmPgC/AeR87b6iK02I4CJgOLI42hJYB+wN/wITp49GG0CTP2OnAilBjtLk/x7aS/UUhAlUQ+ovjQQ1MmJDa5R87Fp/rQW0VD6ogCMJQYWX7Sl5Z/QqHTT2MsVVjy21Ovwk1Rm8NNUZ3CjVGp4cao9MxRVJnhhqjtwL3AmcDRBtC+wE7A/9xTu3vsbIgIX5B6CduDmpw0iTiq1cDEBg3Fn+dEajJdhGogiAIQ4UHljwAwAkzTyizJVuV7wF/jjaEFgM9wFdCjdHYAI+VBRGogtBfXA/qxImpXf4xY/GNMiF+aTMlCIIwNEgkEzy49EEm1kzkgMkHlNucQSXUGD3U8/da4Kgc4/p1rFxIiF8Q+knKg+oRqIFxY/G7AlU8qIIgCEOCZ5qeYc2WNXxu5ue259zTYYUIVEEAOhYsILZ2bWknuR7USb155f6xY1GBAL6aGpKSgyoIglB2Fq5byKUvXMrI4EhO3v3kcpsjFIkIVGHYo7VmxTe+yaqLLyntvJQHtW+RFICvrk76oAqCIJQRrTWvrH6Fc548B4Bbj7yVnUbuVGarhGKRHFRBSCTQnZ10vPYasdWrCe5U5AeYI1BVTQ2+kSNJbt5MYMwYAPyjRpGUPqiCIAjbnI1dG3l46cPcv+R+lrQsocpfxS1H3sJeE/Yqt2lCCZQkUK2INQoYbYftJs++yZjWBJXAP+yw/ergmigIW5fUilBa0/bIo4z75jdKOk/5AwTGjyfu96OCZuliX+0oepau3yr2CoIgCJk0dzbz01d+yjNNzxBPxqmtqOVLDV/iC3t+gd1G71Zu84QSKdWD+gdgV0xTWKyIVYvpvzUFSAIXWBHraDtsPzuYRgrCVsVtuA+0Pvxw0QLVzUFVfh+jTzqRREtL6pB/VC2J9na01iilBtVcQRAEIZNfL/g1Tyx/grk7zeWk3U/i8F0Op9JfWW6zhH5SqkA9EPi9Z/srwGTgAOAd4CngR8Czg2GcIGwLUh5UoDsapXvJEipnziz+PJ+fcWec0eeYv7YW4nF0ZyeqpmZQ7RUEQRD6smrzKh5a8hB7T9ib24+6vdzmCINAqUVS9cCHnu3jgRfssP2yHbbbgTuBOYNlnCBsC1yhWTFjBmC8qEWR6PWgpuOrdVaTkkIpQRCErc4d/7uDuI5z1uyzym2KMEiUKlBbgEkAVsSqxqwH+7jneBwQd5GwXaFjZrGMEfvPJTBhAm3/eqS485KOB9Wf2VMv1Qu1tXVwjBQEQRCysq5jHfcvvh+r3uITkz9RbnOEQaJUgfoicK4VsU4AbgSqgAc9x/egr4dVEIY+brFTsILqvfcm1tTUJ+yf+zzHg+rL5kE1AjUpHlRBEIStRiKZ4Po3rqcn2cOZs8+UnP8diFJzUL+H8Zj+w9m+zg7b7wBYEcsPnAI8NnjmCcLWJ1WNHwzgq64GINnZhX/kiKLOy+pBra0DICGtpgRBELYKm3s2c8lzl/D8h8/ziZ0+wSFTDim3ScIgUpJAtcP2Eiti7Ql8BGi1w/Yyz+Ea4DzgrcEzTxC2AW4Vvz+Ar7oKAN3VCQUEKkm3zVQ2gSoeVEEQhK1BZ7yTf73/L+a/M5/lbcv5/MzPc/n+l4v3dAej5Eb9dtiOkUWEOkVSD2aeIQhDm95+pn5UyoPaWfR52TyovlFOkZQsdyoIgjBoPL7sca58+Upau1sZERzBRftexNc+8jURpzsg/VpJyopYQaABqCNLHqsdtp8boF2CsM3QcUdoBvz4fKbGL9lRWKDmy0F1PaiJNimSEgRBGCiJZILfLvwtt9m3Ma5qHJfOvZTjdzueEcECkS5hu6XUlaR8wM+Bc8lfrZ/pUhKEoUrChPiVP4CqNG8J3VWEBzVPFb9vhPnQ1EV4YgVBEIRMXlr1Er9d+Fveb32fLbEtJHWSWeNmceNhNzJxxMRymydsZUr1oF4KXIxp1v8C8GdM4VQLRrRq4JLBNFAQtjapEH/Aj3JyUIsJ8efzoKpKs3pJsrtnkKwUBEEYHniLnyp8FXxswscYERzBzDEzOXP2mbI61DCh1DZTpwN/s8P2OfRW679hh+3bgLkYgXr44JknCAOjZ+VKFu27H1tefiXnGJ0qkvLjqy4+xJ/Pg6oqKsyY7u4SLRYEQRje/Dn6Z57/8HmOmnYU/zzhn9z+6du56fCbOP9j54s4HUaUKlCnAE87f7vfvFUAdtjuAf4CfHVwTBOEgdO9eDHJzZvZ8sLzuQeliqR620wVE+LHyV3N2ge1yukG0N1VosWCIAjDl+5EN3c33s3kEZO59uBrmTxycrlNEspEqQK1GRgJYIftzUAbMCNtzJhBsEsQBgXdZQRi95KlucfEe0P8vhJC/DppQvwEMjNlJMQvCIJQOo+8/wgbuzZyWug0Ar5+1XELOwilvvoLgP08288A37Ei1gKM2P02JfRBtSJWFXA3pq9qJ7AOOMcO20vSxk0HlgK2Z/dJdtjOrToEAdNwH6B7yZKcY7wh/lSbqaKq+HN7UJXPhwoGUwJZEARByI/Wmj9H/0xNoIYTdz+x3OYIZaZUgfoH4HQrYlXaYbsb+CHwnPOjgE3Al/ox56N22NZWxDoPuB04NMu4djts71Xi3MIwJ9nZAUBs5UqSHR34arI0n/BU8adyUAdYxQ/Gi6p7JAdVEAShGF5a9RKLNy3mK6GvMKpiVLnNEcpMqStJPQQ85Nl+14pYu2EEZQJ40Q7bG0uYrwt4xLPrZeCiUmwShHx4PZjd739A9ayPZo7ps9Spkzs6wCp+MAJVQvyCIAj56Yp38af//Yk//u+PBFSA00KnldskYQgw4AQPO2y3MngrSF2QZ64RVsR6DdNj9QHgp3bYTqQPUkrNA+Z5tmlqahok87KzcWPRmlzYxvSsXZv6e/WrrxCsq80YE19jxjS3tOBvaQGgde06ugrcN13tZpWoD9esQWVZ0jQZCNDd1tbn/pN7RSgWuVeEYtle75WOeAePrnqUB5oeoLm7mak1U/nWnt+CFmhq2brf28LQJ69AtSLWLv2Z1A7bK0o9x4pYlwIzgSOyHF4N7GyH7XVWxBoL3ANcCPwifaDW+nrgenfb7/frqVOnlmpOyWyLawilszYYxP3oHrlxIxOyvE5tY0bzIVA/YSI1u+3GYmBEMMBOBV7TVVXVtAJTpk5NNeb3srSmBoXOuDfkXhGKRe4VoVi2p3ulK97FX6J/4Q77Dtpj7dRX13PJfpfwxYYvEvQFy22eMEQo5EFdhultWiolrSRlRayLgBOBI+2w3ZF+3Ml3Xef8vdGKWHcAp5FFoAqCF93pCfHnqOTvU8VfVXyI300NyFbFD6Cqqkhu3kiSwi0AACAASURBVFyKuYIgCDs0Ty1/imteu4Y1W9aw88iduWi/izh2xrFU+CvKbZowxCgkUL9BX4Hqw4ThpwF3AYuc/Q0YwbgM+HUpBlgRax6msOpIO2y35BgzAdhkh+2YFbEqMWJ2QSnXEYYnSScHNbjzzjkr+XXCU8VfVQVKDbiKH8BXUUFCGvULgiDQ3tPONa9ew0NLH6K2opbv7fc9Tt3zVBGmQk7yClQ7bM/3blsR64eYxvwz7bDdnHbsCszyp5OKvbgVsaYA1wHvA89YEQug2w7bc62IdSWwyg7bvwMOBK60IlbCsflp4KfFXkcYvrhV/FWzZtH+739nr+RPLXUaQCmFqq5OCdt8pPqg5qviF4EqCMIwRmvNUyue4ppXr2Ftx1oO3PlArjzgSsbXjC+3acIQp9QiqbOBG9LFKYAdttdbEes2TC/UnxczmR22V2LaU2U7drnn7/uA+0q0VRDQnV2oigoq99id9n//O2slfyrE7whNX1VVStjmpYAHVVVVkhxEgaq1Zst/X2TE/nNROdIKBEEQhgI9iR5e+PAF/rbob/x31X8ZFRzFZftfxil7nIJSWb/2BaEPpX7LjQOyNJJMUeOMEYQhQbKzE191NZUzdwege8niTIGaCvGbt4OvuhpdRIhfJ5M5vacAPseDqrUelA/k9iee4MNvX8DOv76J2qOOGvB8giAIg01TexN3Re/ioSUP0R4z3U0+O+OzXLTvRdRX15fZOmF7olSB+jJm5ahH7bD9hveAFbH2xeSnvjJYxgnCQEl2daKqq6ncfSYAPdnyUJ2VpFTA8aDWFBfiJ5HI6T0FUJVVoDU6FkNVDDzPquOVVwFItrUNeC5BEITB5vrXryfyboSkTjJz9Ez+b7f/49PTP83kkZPLbZqwHVKqQD0PeBZ41YpYLwOLnf27A/sDG4HzB806QRggurMLX3U1FbvsAoEA3e9/kDkmLcSvqqpJbNhQeO5kIq8HVVUaUaq7u2EwBOqbbwKQ7JHm/4IgDC1eW/Maf3rnT3xk3Ef47j7fZe6kuRLKFwZEbvdPFuyw/S5gYSr1xwFfcH7GATcBlh223xlsIwWhvyQ7O1HVVahAAF9NTdbc0lSIP2D675kQfxE5qPFEStRmw1dZaeYfhDzURHs73Yucphmx2IDnEwRBGCziyTg/f/XnVPgq+NXBv2L/nfYXcSoMmJIrLeywvRb4rvMjCEOaZFcngfGmWlQFAhCLZw5K9PZBBSNQi67iz+tBrXJsGLhA7Vz4FjhdA7QIVEEQhhD3LLqHxZsWc+bsM5lau/0sGCAMbUryoArC9oYb4gcjUHU8U6BmhPhrqk1xUyJjJd2+FMxBdUL8PQMXqB1v9qZ8i0AVBGGo0NTexG8X/pZJIyZxhnVGuc0RdiBK9qBaEasKOAnYG6gjU+RqO2x/cxBsE4QBobVOhfjBEahZxF1GFX+VEbTJzi78IzOXME2dV6iK312VqpiCqwJ0vvFm6m/JQRUEYSiwoXMDZz1xFltiW7jmoGuoDlSX2yRhB6IkgWpFrGnAM8B0oAUjUDcCozHLm24AZG1HYWgQi0EikRKcBLN7UIlnhvgBdGcH5BGoBT2oFSYHdaC9UHVPD51vv01w6lRiTU2SgyoIQtlp62nj3CfPpam9icv2v4yDpxxcbpOEHYxSQ/y/xIjS/YE9ME32vwCMBL4HdAKfHkwDBaG/uHmkvSH+YPYQfyKtUX9NdZ/zc1E4B9Wt4h+Yx7MrGkV3dTFi/7lmPhGogiCUiUQywd8W/Y3j7j+O6MYo58w5h1P3PLXcZgk7IKUK1MOBW+yw/SrgrPOIssN2tx22fwk8Bdw4mAYKQn9Jdppm+31C/PEs4i5VxW8CCsoN8Rdq1l/Ag5oK8XcPLMTf8eYCAGrm7m/mE4EqCEIZeHn1y5zy8Clc9fJVKBRXHnAl58w5p9xmCTsopeag1gDLnL/bAI3xqLq8BPxq4GYJwsDRjkB1Q/y5qvgzljr1hvjzzZ9IpERtNooJ8Xe+845Z6WrGjJxjut97D4DqvfYy80kOqiAI25ClLUu58Y0beXbls1T4KjjDOoMzrDMYEcyTAiUIA6RUgboCmAJgh+24FbE+xIT773OOfwQYeEWIIAwCrgfVDdnnrOJPFUmVFuIvmINaVbgP6qp5F+IfN47pf70r5xjXY+qvqzU7xIMqCMI2YM2WNdyy8BYeXPogSZ3kqGlHMW/feew8cudymyYMA0oVqE8DnwN+4mzPB35gRawxmHSBrwJ3Dpp1gjAAkp1GYCon1K6COXJQU0udlhbiL1jFX0Sj/kR7e8EiKte+VMqACFRBELYibT1t3P727dwVvYueZA/7TdqP7+z9HWaPn11u04RhRKkC9RpgPytiVdphuxv4GTAZOBlIAH8F5g2uiYLQP3RX3xB/wSr+tBB/tlWn+pBIoILBnIeLCfHrRIJEczM6mcztjU3Ewecz1/L5RKAKgrDVSOok33ryWyxcv5A9x+zJd/b5Dp+c/ElZGUrY5pQkUO2wvQIT5ne3u4AznB9BKAuJ9naazj6HiZdcTPWcOan9mSH+AlX8jgfVHV+of6lOJvMvdeqG+POtJBWLQSxGorWVwJgx2a8Ti/d6d4NByUEVBGGr8a/3/8XC9Qs5eY+TuWz/y/ApWc9HKA9y5wnbPd2Ll9D5xhtseeXVPvszQvyBQPb8zYwqfmeJ0gFW8Ss3xJ9nJSlXMCc2bMg/xrWtokJyUAVB2CpsiW3hhjduYHTlaL6z93dEnAplpT8rSY0BvgTMAMZgeqF6kZWkhG2K2zpKp3kWUyH+YpY6VSolNn3VNUCvBzbndQv2QXWEbh4PqmtPfMMGKnffPfuYRF8Pqu4RgSoIwuBzu3076zvXc9n+l1FXWVf4BEHYipS6ktSngb8DIzBtpjZlGaYHwS5BKB4nRJ9ejOR6QFMCNRgArdGJRJ/QfHq7qN4QfwEPajyeP8SfatSfXaDqZBKSpp1wPI8HlbQQv+SgCoIw2Dy1/Cnm/28+e47Zk5N2P6nc5ghCyR7U64A1wIl22La3gj2CUDKuFzLdg+q2iXKr8l0RqtOFZdq2r8gQf2EPav4Qv9ebG1+3Pvd1PIJaBYMkY5KDKgjC4PHYB4/x/ee/z+jK0Vx78LX4fbk/1wRhW1GqQJ0JXCziVBhKaKf5vo7lCPF7iqTMuBg44hHI8KiqmuJC/IX7oBYI8Xs8ofk8qDoeh+Dg5KAmOzpQVVV57RYEYccmnoxzy8JbeHz547R1t7GpexMTqidw+6dvZ9e6XcttniAApRdJLQZGbQ1DBKG/uDmo6e2cUiF+b5EUmX1EdSLeN8RfXVyIv2Af1IoCIX6vBzWfQE3EUf6B56DG1qxh8SGH0vz73/frfEEQtn/Wd6znjMfP4Db7NnoSPcwYPYNjph/D/KPnizgVhhSlelB/BPzWilh/tcP2sq1gjyCUTirE31e4JR2BqTxFUt7xveeneVArK0GpAVfx4/QtTXZnb1fVV6DmDvGn56Am29vz25WDjZE7Sba3s/m556k/R9bPFoThxutrXufi5y5mQ+cGTms4jYv2vYigP3cvZ0EoJ6UK1COA9UDUilhPAE2YBv1etB22LxgM4wShGHLloOrOLEVSkFHJn56TqpRCVVcPvIpfKVRlJbo7e86o145CbaZUwMlBrajoVw5qoq2Nlr/9DYCud95B9/SYdAFBEHZ4tNbMf2c+N715ExX+Cn5x8C84Ztdjym2WIOSlVIF6nufvY3OM0YAIVGGbkcpBTS+ScvuguvmmgRwCNa2KH4yoTRaq4i/kQcWE+XOG+GMeD+r6fCH+RJ/lWulHiH/TPfeQ3LKFil13peeDD+hatIhqyyp5HkEQti/ae9r50Qs/4ummp5lRN4MbDr2BGaNnlNssQShIqStJSWWFMOTQTqP9jDZTXZ2o6urUEn3usqReYQhkbRflq65GF6rizyJs01FVVTlD/MR7hWaipSWnV1PHYwNqM5Xs6WHTnX8mMGECEy6+iJXnfovOhW+JQBWEHZxFGxcx79l5rGhfwTHTj+GKA66gJlhTbrMEoShEcArbPTlD/B2dqfA+eKr44+lFUone/FQHX3XVgKv4gaJD/ADxjRuzTxLv22Yqm0DV8Thtjz+eWrbVy+annya+fj1jw1+jZu+9Aeh86628dguCsH3zwJIH+PIjX2bVllX84OM/4NqDrxVxKmxXiEAVtn8coZeem5ns6kpV8EPuIilTxd/Xg6qqa1J9VLOhnQb7+XJQAXyVlegc87gC1Q3f5wrzmxzU3jZTOhZD677rYbQ++CAffvsCtrz4Usb58Q3NAFRZFv7Ro6mYPp3Ot9/Oa7cgCNsv17x6DZf99zLGVI1h/tHzOS10WiqSJAjbC3njk1bESgJJoMYO2z3OdqGVorQdtkteQlUQ+ksqB7U7XaB2pir4IXeRFPFEb56qgwnxd+S+qOOpLMaDmtiyOa/dwUmT6Fm2LGclv473tsFy0xSIxcCTDtDxxpsAJDdnVvi7HmNX5FbPmUPrgw8S37iRwNixee0XBGH74rmVz3FX9C72mbgPNxx6A2OqxpTbJEHoF4WE5JUYQRpP2xaEIUO+EL/fI8BUniIpX3oOalX+EH+xHtT8IX4jHAM7uQI1R6FUvG+bKTC9XL35qm7IPkN8O+eDR6DuZQRq51tvMeqww/LaLwjC9kN3opufv/JzqgPVXHPQNSJOd3CiDaHHgUkYR2I78O1QY3RBtCG0OxAB6oFW4PRQY/Qd55x+HSsHeQWqHbavyLctCEMBV+hlW+o06Anxp6r4Y9lC/H3fCqqmGt3Tk7HKVIoiPaj5QvyucAxO2slMmUOgettgeQVqypS2NnqWLnX2ZwpUHXds9XhQARGogrCDccf/7mDl5pVcuM+FTBoxqdzmCFufU0ON0RaAaEPoBGA+MAf4PfCHUGN0frQhdLKzfz/nnP4e2+ZIKF7Y/nHEYjaBqoookkpv1A/gq3aXO+3CP3JExiVL8aAme/IXSQV3Ml8kOXNQE4m+S51iKvPdK3d6Vh7OeGye6+CsRlW5xx6oqioplNoG6GSS2KpVVEyZUm5ThB2UhesWMv/d+bS/286CdQuYOXomX/7Il8ttlrANcMWpQx2gow2hCcC+wFHO/n8AN0cbQjOBtv4cCzVGl2zdR5KdkoqkrIj1bSti/TvP8UetiCVL1AjblN4c1N42U1prdGd6FX+upU6zCFTH86o7c+ShumHzQgK1qhJisazV9a5wDEyYAEplDfFrrU23AEdc98lBdfAKzWwh/lQOqityAwGq9tyT7vcW57VdGDhtDz/M0k8dRff7H5TbFGEHQ2vNX6N/5euPfZ2n1jxFdGOU3cfsztWfvJqgT1aH2s7xKaVWen7m5RoYbQjdGW0INQFXAV8FpgKrQ43ROECoMaqBFcAuAzhWFkr1oH4TeDrP8XeBM4Fb+22RIJSITlXx94o23d0NWuOr9lTxB3MtdZoZ4vfVGGGbq5K/14NaqFF/ZcoeVdO3xYsrrFVlFf6xY4mvz1IklSaEs4X4+3hCs+WgJvqG+MGI4k7bzp3CkEZs7VoC48cXTGkQ+tKzbBloTezDD6mcIeucC4NDPBnnqpev4r7F9zGtdhrfa/geB4UOKrdZwuCR1FoXFXYJNUa/BhBtCIWBa4HLtqZh6UQbQqOA0aHGaJNn32TgbKAS+EeoMfpqf+Yu9dtmNyCa53ijM0YQthnZiqTcAidVlcWDWmCpUyCVGpDM1aw/lYNaOMQPkMyympS7wIAKBAjU12f3oKYVOKULVK01XQvfyr0IgWef9zH6x42FZJJES0vG+HRiq1ez5PAj2HT33QXHCn1JtLYBkNyypcyWCDsKsWSMHzz/A+5bfB+f3PmT/PWzf2X6yOnlNksoM6HGaAQ4DFgJ7BRtCAUAog0hhfGCrsAsT9+fY/n4A3CvuxFtCNUCLwM/Ai4Enos2hA7tz2MqVaD2YCrGcrETpppMELYZqbzLeDwVSteOQPWG+HMXSSUy+qD6HGGbK8RfdA5qVa8HNQNXfAZ7BWp6f9OUmHbs8+agAsSWLyfR2krV7Nl9x2edozfsFxg7zpjQ3JzXfsB4dhMJtjz/QsGxQl8SbSJQhcGjK97FJf+5hMeWPcanpn2K3xz2G2orasttllAGog2h0Y6n0t3+PNAMrAPeBL7iHDoJWBlqjC4JNUb7dayAKQcCD3u2vwJMBg4AxgBvY8RqyZQqUF8GTrci1qj0A1bEqgO+7owRhG2HR5S5XlQ3NK+8If5UkVSmQFWBvjlbqRB/rlZTJVTxQ3aB2lu85CdQX4/u7MwQMr0e1Ow5qG54v2affZzxWYqkEr1C2MVfbwRqItfqVX1sMI+1c8GCDAEt5CfR1gqIQBUGzsr2lXzt0a/x5IonOXr60Vx78LUE/ZJrOoypAx6INoTsaEPoLeA84Fgnd/Qs4KxoQ+g94PsYbebS32O5qAc+9GwfD7wQaoy+HGqMtgN3YjoLlEypOag/Af4DLLQi1o2A2x9rFvAdjAf1tP4YIgj9xesR1T09UF2dCs271fjgbdSfXsWfJ8SfQ6AWX8VvBHKyK4tAjfWG7311xguSbG/HP3JkH9sgdw5q51tmRaiaffeh+Q+ZBWDZ5gCPB3VDYQ+q+3wlWlro+WCZ5FKWQNIN8XeIQBX6z5PLn+THL/6Ytp42zpp9FufMOQd/gfQiYccm1BhdDnw8x7FFwCcG81geWnAi69GGUDVwEPBTz/E40K81dksSqHbYfsWKWMdhemXdRG/TfgV8ABxvh+3MtRYFYSvirZB3Pai6yxGo3qVOXe+j1+OaTILWqFwh/lw9TF0PakGBWuHYlc2D6q7wFMRX4Y5LW2zAvU4wew5qbPVqCASomDYt47H1XidLkdQ4s4BBYmNhgeqds3PBAhGoJZAK8W/OvpqYIORjQ+cGfvbKz3hi+RPUVtRy8+E3c8jUQ8ptliB4eRE4N9oQagSOBqqABz3H96Cvh7VoSu6DaoftJ6yINRP4GL0FUUuBN+2wXVL8z4pYVcDdwEeATkzuxDl22M7IebAi1rHArwA/YAOn22G7rVT7hR0Pr0c06azalOzMFuLPkoOa1iM0NdbJHc3m+QSPKC5UxV9EiF8FA6nc0gyBmsofzeyDauwzrbTyFkm5cwR7w4H+cfUAxJuLCPF7/gHoWPAmo086seA5gsEVqAkJ8QsloLXmwaUP8svXfklbTxufmvYpLp17KfXV9eU2TRDS+R7wOKZvKsB1npWp/MApwGP9mbhfjfrtsJ0E3nB+BsofgEftsK2tiHUecDtwqHeAFbFGAn8EDrHDdqMVsW7GtFK4eBCuL2zvZMtBdYqb+oT4s1Tx6xyeUNeDmuwaaBV/7hC/dwnSdOGZMcafo4q/s8sUguXoUGD2OZ5ab4i/BA+qV/R2LlhYcLxg0FqTbJUcVKE01mxZw49f/DEvrnqR+up6bjj0Bo6cdmS5zRKErIQao0uiDaE9MY7G1lBjdJnncA0mN7Zfq8L0S6BaESsINGCSdDNcSHbYfq6Yeeyw3QU84tn1MnBRlqHHAAvssN3obN+CUewiUIW+OagxN8RvPKjePqhkKZJKeQfTQ/zVbqP+gfVBzRvi9+SgqmB+D2p6mym3SMqsllXVK1yz9UGNJ0CpPgLVV1sLgUBxOahukVVFBT1Ll5JoacE/enTB84Y7uqsr9Y9EckuOBR8EwcMj7z/C1a9cTXtPO5+f+Xku2vci6irrym2WIOQl1BiNkUWEOkVSD2aeURwlCVQrYvmAnwPnkj/ptb/Z2xeQ/cHsAiz3bC8DdrIiVsAO232+kZ0VF+Z5tmlqamJrsrGISmghN/GFC+m+5lqqb7oR38SJJZ/f6cnvW7NiBf6aGmKrVgGwob2dFuf1TzSbPqOtzRvodPZpJwS7pbOrz33i9gdtWbeWjiz3T8KZv619M1157q/4ZuM5W//hh7Q0NfW5V3oce9Y2N5PoMAJm7YcfEqjvDeMlVq4019lirhN3PHIb1qyltamJnrY2VFUVq9auBWBza0vG/d7Z3g5+f8Z+VVdHx+rVBd8fMWdu1dCAfvttVjz5JIG5c/OeI0DS09e2s7m55M8h+VwZPrTH2rll0S38Z91/GB0czRWzr+Dj9R+nbV0bbRTOZJN7RSgnTu/TczF9WCcAZ4Uao69GG0JjgdOBh/qzXGqpHtRLMV7L3wMvAH/G5B+0OMZp4JJSjQCwItalwEzgiP6c76K1vh643t32+/166tSpA5myKLbFNXZUmp98inXNzdQtX8Hoffftc0zHYnQ1LqLampXz/OWBAK5/asKYMdRMnUpzVRXrgIm7TKPGeW26e3p4H6gdMYLxzr54czOLgVF1dUzyvIY9ySRLgVEVlUzI8tp2trSyDKgbO5b6PK99++TJrATGjhzFaGece6+sHzGCDcCkKVPobG5mDTC+bjQjPfN1traZ64yrp37qVDZPXk4TMGbUSMZMncrieJzgqFFMmTaNRcCIykomp9mzIhikIxjMuEffnziBZFt7wXu3tW40q4CxBx7IhrffZkTTSiacfHLecwTo6ujEXeA0GI/36zNCPld2fF5a9RI/evlHrOtYx+FTD+fHB/yYsVVjS55H7hWhHEQbQlMw3Z2mAosx0fWRAKHG6MZoQ+gsYBrGAVkSpfZBPR34mx22z6E36fUNO2zfBszFCNTDSzXCilgXAScCx9hhO1ssbAXmAbpMB1ane0+F7RM3R7JrUWPGsfW/uZllp5xC9we51zL3Fkn1VvFnhvh7i6Q849Ma4afGVuVf6pSkm7taZIg/X5GUJwfVTVFIkar0z56DakL81dkLwFwS8T4V/C6BseOIF9UH1cxZ9dGP4Kup6bu0qpCTpNMDFSQHVcikK97Fta9ey5lPnMnmns1cecCV3HjYjf0Sp4JQRn4JjAL2Ag7BdHXy8gDQryTqUgXqFOBp52/3G7cKwA7bPcBfgK+WMqEVseYBXwI+ZYftXOsuPgbsbUWsBmf7XEz1v7Aj4Aig7sZFfXbrWIyWf5jCwJgT6s5+fm+Veaq6vcNd6rS4Kn6VVsXvc1eAyiFQdaK4PqhumyvdnWUej0At2GYqtZJU3xxU3dlZuEgqltnnFUyhlO7oINmRPz8yVWRVUUlg0iTiG9bnHS8Y3Ap+EIEq9GVLbAunPXIaf4n+hY9N+Bh/P/7vnLD7CSiV/t0uCEOeo4Bfhxqj79LbetTL+xjvasmUKlCbcVy3dtjeDLQBM9LGjCl2MitiTQGuA0YDz1gRa6EVsV5xjl1pRayznWu1A2cAD1gRawlGKF9Vou3CEMUVjF2LFvVZqWjzf/5DwlmKM74+c5361Pneoqfu3vZLAL4aT6p0niKp9D6oqUb9OfugOuKyUBV/hdOuqrsn41ifIqlcAtUV01k8qDoeR8di+KqrzBdbIJB7qdNgpgc11WqqkBfV8xz5Ro0k2S49PYsh0SoCVcjOzQtuZvGmxZxhncGfPv0npo6S8Lyw3VIN5PNaZKw8Wiyl5qAuAPbzbD8DfMeKWAswYvfblNBOwA7bK8l0B7vHLk/bfgh4qER7he0AV1QlW1uJr1lDcKedAGi59++pMfENRQpUN8Tfma1Rf+ZKUm4Te9JC4CoYBJ8v1fA/45qJ4qr483lie9MLgr1tptJSAXR6mylPO6rUcq5OOoIKBrOuJJVtKVfwtJpqboYpU3I+Bq+Q9o8cRU97ybnuwxJ3mVP/+HoSG5rRyWTBpXGFHZ93m9/lr41/Zfb42Zz/sfPxKbknhO2ad4GDMbVJ2fg8RjuWTKnvjNuASitiVTrbP8R4P5/DJMnWAhf2xxBh+OIVmF2NJg81tnYtm59/nspQCCBvWDlbDqrb1sfrQc3WBzXlCU1v1K8UqqoqZ6P+3hzUQn1QHYGabyWpPI36U/Zl86CmiXAVCGQu4+pcJ5udfne50wLN+t02U/gD+EaNItnR0ad5v5CdpBPiD+40GbROpZ0Iw5dEMsFVL12FQnH5/peLOBV2BG4EvhhtCH0P03oUwBdtCM2MNoT+jFk69Yb+TFzw3WFFrF9ZEWsOgB22H7TD9ol22O52tt/FrCZ1InA8sLsdtl/ujyHC8MUrqroXvQdA6/0PQDJJ/VlnApDI40HF2wfVEYLJzk5UMNjbNxTPUp+xwiF+MMLPFYEZNrse1AIeMVegZg3xZyuS6onlGOPkoHr6oKY8qNW9ApVsRVKxHEVS9a5AzfPcQm+ubDCAf9RI83iG2dKdWmu6Fr3XJwWlEG6I340ISJh/eKO15qY3b+J/zf/jK6GvsOfYPcttkiAMmFBj9C/A5cDVwHvO7seARcAXgUtDjdEH+jN3MSH+ecB3rYjViCmC+qsdtlM9Se2w3coAGrEKgnclqK5FjehYjE1/uwd/fT2jjjgC/+jRxeegpoqkOvrmn5JjJSk3xJ/Fw+irqiqiir9AkVRlnmKrohr1901B8HpQk64H1VktS+XKQU0kUukNXvxj3RB/AQ9qvPex+kYYgZpo34y/bvg0EN/ywgs0/d+Z7HLHHxlxwAFFnZNoE4EqGLTW/Or1X3Hnu3cyZ/wczt3r3HKbJAiDRqgx+lPHW3oSpl2oD1gK3BdqjL7f33mLEah7AF/GKOGfAldbEesljFi91w7bhZeiEYQ8uDmO/jFj6G5cRNujjxJftZrx37kAFQwSGF+fPwc1kTACM5HwVPF3oEakrSWRbbWlHCF+MB0Aslbf4/WgDiTE7xGolbkEqttmytjuzUHNaKUVzF0kpSoy19UIjHM8qAWWO+3NlQ3gS3lQ2/Oes6PRvXQpAD1NKxlR5DmJtlZURUXqHwERqMOTdR3ruO7163jkg0fYe8Le3HLkLdQE861zIwjbD9GG0C7A+lBjdAVZQvnRhlA1MN45XhIFQ/x22F5ih+2f2GE7BOyLyTeYhlludJUVsR6yItYXrIhVXerFBQE8fTZnzaJn+XI25rW93QAAIABJREFU/O73+GpqGPOlLwHgry8gUONxfCOMbMjrQc1S6V4oxJ/MsdRpyoOa5bw+13RD/FlyWVN2BIM520yR3mbK60FNa6WlAsEcAjWWNcSf8qAWWO7UK5L9o0xB5nAL8cfXmRzoRGtrgZG9JFvb8NfV4Rtp7k0RqMOLjlgHt751K8fefyyPfPAIB+58ILceeSsjgsX+iyMI2wUfACfkOX68M6ZkSsrQtsP2m3bYvhCz9OgRwJ3AJ4H/B6y1ItadVsT6dH8MEYYv3kbwJJP0vP8+o089NRVCDtSPJ9nenjvcHouZXqB42kx1dKRC317SC4lSgi5LqF5VV+e8Zir0XigH1ecz1fW5GvX7/aYgq0CbqfQiKZOD6hZJVWd9bCniiawC1VdRga+2trQ2UyONQE20Dy8PanzdOqBv8/1CJNra8NXV4h/hCtThJeqHK1prHlzyIMfdfxy3LLyFiTUT+c3hv+GWI8RzKuyQFGreGwSS/Zm41DZTANhhW2NaTD1jRaxzgWOAc4CvAKf1d15heOKKqupZznKmgQBjw19LHXfXpo9vaKZiys5Zzo/jd7ylqTZTWTyokKWQyBVfWUL8vsrKnI36i81BBeNFzRbiJ95bvJRrJaleAZ2lij8txK8CgdxCOIenNzB2LInmZuIbN7Ly29+m/swzGXnwwX3P94hk3zAtkoqvXQuU5kFNtLZSMW1ayrsvHtThwd2L7uZnr/yMMZVjuHTupZy8x8kEfZlt3gRheyXaEKrFdHByGeeE+tMZjUkPXd2f6wxISFoRqwI4FiNKD3V2rx3InMIwJB4HpaiyZkMgQN3njk8VlkCvQE1sWA85BGoxIX7ILCRKr5LvMzafB7XIKn4gZ7sqnUWgJjNWkkrzoPr94PebPqidaX1QA4GsIihXH1QA/7hx9CxbxvobbqTz9Tfo2OvVTIHqtpTyB1Ih/uHqQU20FCdQtdYk2trw19aKQB1GtHa3cvOCm5lYM5F/HP8P6iqHTyGhMKz4LqZyH8zqUTc6P9lQwI/6c5GSBaoVsRQmvH8aJu+gDmgH7sEUTj2d+2xByET3xFDBIMGJE5hx/30Ed+n7j1hgvOtBzZ6HquPxlBjVsR50T49ZYSmLQCUY6NPMPt1D6cVXVQXOak3edlVASR5UX0VFTs9mhgc1PQc1i4B2G/Lr1GpZ+Rv1E8veBxVMoVTnG2/Q8nezKELWRv+efq1uiH84rSaltSa2vrQcVN3ZCbEY/joRqMOJW9+6lbaeNi6de6mIU2FH5nFgM0Z8/gKT5vlm2hgNbAHeCDVGX+/PRYoWqFbE+jhGlJ4KTATiwL8xovQhO2zniIUKQn68Qq1y990zjveG+DMFqtYaEomUGE12d/e2X8rqQU0rJErlV2ap4ndC58muLvxpArVkD2qWbgBmCdK+1fm6O3ubKa99Khg0Oagdaatl5aviz/L4APzOalI4/T3TPbgAeNpM+d2Cn2FUxZ/csgXdYRZ+KFagui2mfLV1KYGaEIG6Q/N+y/vc3Xg3s8fP5jO7fqbc5gjCViPUGH0JeAkg2hAaAfwj1Bj932Bfp6BAtSLWlcCXgBkYtfwicBVwjx22C1RXCEJhvEItG35XoGbrheoIspQHtSdGssNdRSqzsURmiD9PFX+lEX66qwtGpS0nXIoHtaqKREtLxn5vdb3y+UyHgYw2U73LoaYeQ0WFeZyOB1VVuyH+HFX8iQRk6YMKEHBWk6o99ljaHn44hwfVm4PqhPiHUQ6qm38KJQhUp0m/v7YW30g3b1cE6o7Kuo51XPzcxSR0gkv2u8R0DBGEHZxoQ6gGs8R9B7DtBSomd6ARk29wlx22lw22EcLwJp+HDyAwfjyQw4OaWuUoCMEguqcn5UFVuYqkvFX8idxV/D6PBzXjuq4HtZgiqZpqkquz5IjH4n0ErhGeufqg9g3xJ2OePqh9ljrtK1BdD3O2IjCAUUcdRc+KFUy4cB5tDz8MeQQqHoE6nEL8bv4p9HpGC+FW+0uIf8dnyaYlnPPUOazZsoYL9r6AOePnlNskQdgmhBqjHdGGUBwTyh90ihGo+9hhe8HWuLggQO4+nS7+ujoIBPIKVAJ+fE47p+QW14Oao0jKK8Lyhfid4qNkluVOU8VLxXhQq2uyz5EmzH1ZBCo5QvxmJanMIqkMgRmLZZzvpWrPPdj5l79IFUJlzWH1FGopvx9VUUFyGBVJuQJV1dSgOzpI9vSk+tbmwhWy/rq63vQTEag7FCvbVzL/nfncv/h+kjrJzw78Gcftdly5zRKEbc0/gJOjDaFbQ43R4teCLoKCAlXEqbDVybFWvIvy+QiMG0d8w/qMY73h56DTzqnHE+LPUSTlEYveZTzT8VU5q0BlKXCihBxUX00NuqsLnezbCs6kNniEZ1YPaqaHN5WD2tk3lUFlyUHVeQS4F293gHR0zHRZcJ8j36hRwyrEH3MEauXMmXS9/TbJ1lZ8jlc/F26I31dba3rh1tSIQN1B0Foz/535/PrNXxPXcWaNm8WF+17IvpP2LbdpglAO7sYs3PRMtCF0G7AMyPDIhBqj6UVUBZF+pULZKRTiB1MolciSg6o9HkJX4CU7jBDI3qi/b55mb4i/NA9qSTmo7iICafN4uw+AEajJ9D6oCU8Kg2ec7uxEd/YN8RMIgNamrZRjl9fDXIhcXQB0ImHmdvCPHDnMPKjmHyNXoCZaW1NpJ7lIpEL8ppLbN0IE6o7A5p7NXPbfy3hyxZPMqJvBD+b+gLmT5krOqTCcedbz90FZjitMRX/hL6E0RKAKZSfdk5iNQH093YsXo7Xu+2XgXc/eEXj5PKgqmKuKP3cOarZm/aVU8bseznShm57akM2D6n183seQaGs1ubGBQEq8ur1OdTyeIVBz9UH14npm00m30zdqFPGN+ZdHHQiJ1lZa//kwY049JdXdYGuQ7Okx902B1zC+di0oReVuM1L2FZy7rbdICsBfM2LYLW6wo9GT6OHcp85lwboFHD39aH5ywE9kZShBgK9vrYlFoAplJ92TmA3/+HrjHW1vT33pgyeEHQygKivQ3T0pT6VvRK6VpLx9UHN7QlVl7iKpklaSqs7hiU1LbVAVFSlxnc8+bx/UlPeUXhGrY3GoNOkJ2QRuTjuDQXRPjqVSPdf3jRxJcvnygvMB/5+9846TpCy3/7eqc0/Y2ZzZZQNMgy1JCQIKPy6IwEWCiPGOCoig6DWC6ar3ioKoBDMoOigSBJUoGVkyCCs0bM+yy2yYDTMbJ0/Hqt8fb1V1VXVVd1VvYnfrfD772ZnuqrfeDrt9+jzPOQ+5pW8Q22+hL4Vp6JFH6Pv+94ktmE/TkUd6Ps8P1HKZlWefTfyAA5lx5RU1jy1t2EBo4kRCE0XigReCai7xg3jOylu3AlBctw5VUYjOmrUtDyHAToSqqnzv2e+xeMNiPn7Ax/nqO74aqKYBAgCprmznjlq7vvwTIMAORj2TFLhnoepjOLGU+OuYpCwKao2gfk8KqjeTFOBAPqsJqnvMlC0HtSBMUnpWq3E7WFMKakzKssOpxcBpn6GWZpThYZEQUAMjzz7Live/n4G77qp7bTN085fbFK/tgdEX/0V+2XLyK1bUPba0YQORKVOMcr1OPmtBJ7GVEn+TUeJf8/kv0HPBpxvdeoBdgBsyN3D3m3fznlnv4cuHfTkgpwECOCDbnmrOtqdS2p/mbV1vmxVUbbLU8UAMeCrTkdl7mtMCbB/UMUkBhCdpUVMbNxGbN8+4vRLDFEGORCn7JKg1R51q6qROmCxQ3FsD7NB7UJXRUTDtqdokFakRM2UjssUiytiYpc+2oqA6TMryqqB66EGVm1tAVVFGRo3gfieMviR64gfvv5+2M86oe/3KnsUeHBMFthMG7rlbXGNstOZx+hSp2H77ERonRk+XB6ozbe0oDw4gxWLImpItNzVRHh1FyeXIZbNQLhujUAO8dZEv5/nh8z/kzmV3snD8Qq5895WEPHwpDRBgb0K2PfVOxESpY6gIn0q2PfUk8LVGJ0n5UlDTnenL053px02/S4iRVw8D9wGZdGd6fiMbCbD3wqtJCqh28psIpqSNFDViphLVQf32aUt6Cd0xB1UjqKrjFCjtPB89qE4mKXNvqONIVJeYKaVYRB2zlfg1sutMwLdnD6oePF/7u2huyRIARp59jrIPU5VBTB2GDmwPKPk8Qw8+JH4edTDAmVDeuhWKRcJTphBq0xVUDz2oI6NGQD8IgkqxSO6114y+5/zSpY0+hAA7AeuH19Pxjw7uXHYnR00/it+d9DuaIu5fyAIE2BuRbU8dASwCDgV+C3xR+/Nb7bZF2fbU4Y2s7bfEfzbwgun3DwAnIML8T0O4tL7byEYC7L3wZJKaLAhq2V7iN5ukbDFTzkH9ESiXjcgnwyXvQOBqKaiqHxe/noPpSFDNxNO9xG/vQUVTUM0lfl3ltLQwOJzvBtceVJvCHWrWw/rrENRsVju/yPATi+pe34C25x2loA7/8wnDsOSY0GDeihYxFTaV+BUPBFUtFi0GLz2sf/RfFSEht/QNfxsPsNPw3PrnOPfec3l98+tckL6AX/3HrxgfH7+rtxUgwFsRlwNrgf1TXdmLUl3Z67Q/FwH7A+u0Y3zDL0GdCSw3/X4WsCTTkflhpiNzP/Ar4LhGNhJg74VaKllilJwQahPl1ZJmNDGfCxg9qIpG3ADkZLXaIdlJXK1Rp3ppPudAYny4+A2TlEmtU1UVijYXfywmzE+m3k7dBGYeBas/V+XhYeR4RSU2XPzFUtX5Up0vAFBpHbDDHFsFVMad1pgmVdq6ldL69TQdeyxIEkMPP1z3+sb1iiXL39sbA/fcLVz5++/vg6BONsrx5X4PBNWuOusE9cUKQc0v7fK99wA7FoVygZ8v/jkXPnwhRaXItcdfy+cP/XxQ1g8QwB1HAL9JdWV77XekurJ9wPVAQ25Xvz2oJUSvqV7ePwG4yXR/HzCpkY0E2HuhFot1S9C6o96u8OkkRgpHhGJVLBrqmGxWF/V1dNJQLEI0WiFwTiV+rX9QzTkE9fvKQdUVVFO/owNx1BU3s/qmlooQCllMGcZ9o6POLn6zSarorwfVzSRlVrhDHkr8enm/+dhjUEZGGH7ySZRczrJfN6g7UEEtDwww8sQimo46ErmpmfzSpaiK4ho1ZVZQpUgEOZn0VOKnWLR86ZK1Xt3RxYsJTZgAkhQoqG8xvLrxVb799LfpHuhmv/H78ZP3/IS54+bu6m0FCPBWh0JtLhnSjvENvwrqa8DH0p3p8Yjsq4mI3lMdc4DqNPUAAVygqip46EGVYxops/domsZw6seU+/uR4nHn6Ch7n2bZncBJNRRUXy5+hx5UR3e+TjzNZf5iqepxWEL7kyYFVSeRlh5UzWTlkFJgh54OUIVSyXK+3ltZq680r5X34wccQMuJJ6KOjjLyzDN19wAVYmqfimVGeXiYN087jYF77vW0prGvN95ALRZpOubYyutSIy2g2NcHQGTqVADktnGeCKpqb4vQFFR1dJR4KkV8//3FXnSFPMAuRc9gDxc8dAFrhtbw+UM+z62n3RqQ0wABvOEZ4LPZ9tQc+x3Z9tQ+wMXA040s7FdB/V/gHiok9OlMR+Zx0/2nAi82spEAeyk85nRKuppZsBJUo0czEjYIXrm/3z1X1Vbirz3qVFNtt5eL34GgmpVjKaqV6E0EVS2Xq54bizJnKfE79KB6HHWqr+tY4i+VkO0ufkAZdp+MlFsiCGqsvZ3wtGlsuPJKhh55lJb/9//q7sOLgppbsoTC8jcZuOduxv3naeJ4RaG0cRORqVPc19bWlJNJSz6t2/tFnyIVniLWDI1rozxYP2ZKLRaNsj5g+Tl+QAq1rDDyzDMUVq0mNm/fuusF2HEoKSUue+oyxkpjXH/S9Rw5fcdk7wYIsIfiGwiTVFe2PfU3QC8N7Q+8H1F5/3ojC/tSUDMdmYcRrqwvAZ8CTtLv01TVRcB1jWwkwN4JM8GsBZ2gKnkXghoOI0XqE1TztCUw9Xg6qa26ScrJxd9ID+pIpcRvHtFqHOegoKqlUpW6ayGodUxS22/UaeV8ryX+yJx9CDU3E501i8js2YwtXlx3D2LPRcvfTih0i/zSsX+/Yhjetvz+Dyz/j/+g2FvVClVZW3/eIxFT64V7H6qRZ6r1QIfGeVRQbVUBC0FNpYjvvx8A+TcCJ/+uxvWvXs+rG1+l48COgJwGCOATqa7sYkQf6gPA6cD/aH/+U7vtyFRX9pVG1vadg5rpyCwBljjcvhURLRAggGd4zemskDfnHlRCVgU1Oneu8zrmaUtgaRGoOlaWtbn3TgTVuzve0cXvoGzKTiV+h/YHsztcqmeSKnpTqPV1dZOWuee1Kg7LMEk5E1RlZITCqlW0nPxe47ZE+m0M3v8PysPDhJrr5Dd7UFALK7rFtQYHyS9fTny//Rh86EEoFimsXElk2jTH8wyCGo1Y82ldoBYKwoCnvc6hceNQBgerjGNO17F8kTAR1FgqZbzGua4uWk8+2XWdADsO3QPd3Ji5kXu672H/8ftzySGX7OotBQiwWyLVlV0CnJltT8nAZO3mjamubEO9pzqCUacBdim85nRKkiQUvioFtaJEVtoACjUUVL1PU1fpapudpETCeaKRDwW1QlBNCqqDcuymoNbqQbXmoOrqsMkkVSNGyw5jXc1AZqBYrBp1CqC4uPhzS5eCqhJPHWDcFn9bmsH7/0HutddpOvKImvswvoTU6EHNv9lt/Dz28mLCkyeTezUjTtu40e00q4Lqkk9r3UvB8nyHxo0TQwqGhgxV1fE8m7FMf87kZJLonDnisUUi5LsCBXVX4J437+GbT30TFZXDph7G/77rf4mGovVPDBAggCs0Qtq3vdbzTVDTnen3IUr8hwLjgKqZb5mOTJDJEcATnErdbpBiMYcge3MPqom4JR1C+jGTuJLlb6dRpyCc/I6jTn25+Bs3SanlclVGrIWgJh16UM3Ko59Rp/pzY8vwtPfBhlr0HlRnBTX3uiiwxA8wE9QDtfteq09QvSio3d2Ep02j1NvL2OKXCbWK6VZQcd47rm0iqJJDb7DT8ebnIjROi5oaGKhNUF0U1FgqJRIDolFi8+aRC0r8Ox1lpcwv//1LWmOtXHf8dRw69dBdvaUAAXYrZNtTZ/k9J9WV/avfc3wR1HRn+mzgduB14FbgIuDPCJL6fmAZ8He/mwiwF8OjSQoEQVXcTFLhsLX07aagurj43QiclIjXUVA9EL9wWEQ4mXNQDWJuzjcV+zf32drL6+I40znxei5+H8+viaCaUTWSNR6HcNg1BzW/XEQl632WAPEDDgRJYizzWt19VAiqs4KqjI1RXLeO1lPeR+71JYy+vNjyOujGJse1TV+IjB7UGtOk1ELB8sVHD+uv14dqf93CEyaALJN4+9uN22L778fg3fcIsqutG2DH46m1T7FmeA3np88PyGmAAI3hDkAP7K4SKR2gIuKmfMGvgvp1xCSpY4DxCIJ6Y6Yj81i6Mz0XeA5Y4XcTAfY8bP79H4in2mk6srbpwKtJCkCKRVHz9klLmskpHDZyS4H6Ln49DN5hlKgZcjzhXAI2FFRvPkMpmRRucf0GB+JYaVEwK6DF6hK/eUJRwikH1WGUq8ceVHAgqOWyJWZKkiRCTU1G3qwdeiuDbJozH2puIjp/nhj1WQf1FNTCypUARPedhxSLM/C3vzHU309kzj4UV62uU+LX32+VEr8ln7bqeJsSahBUdye/MYTBdF548mTm/OmPxParkPboHJHKUly/PiCoOxE3Z28mJIU4d/9zd/VWAgTYnZFDxIzeDrj/p7sN8EtQDwC+nunIlNOdaf1TMAKQ6cisTHemfwlcijW8P8BehvLwMBuuvBK5tZV599xTO/bHo0kKQI5Wl/grPagRK3Gr6+LXelBruPgBpHjMUS3TXfxeSvwgyvxmgurcg+oQM1WqHTMlxR1c/GaTVMlHC0XE4foOE69AGKXKLiV+cxndjMSBb2Pgrrsobd1KeLz72EhVGxbgloOa7xb9p9F5+xKeNpWBv/0NZWiItrPPZuBvf/Peg5qon4OqFgrIEXOJ34OC6qJaJw+1qnXGIIgdNDErQDW6+7t5dv2zvHfue5nW5GykCxAgQF2cBHwUOBNRPX8UuBn4e6or654/6BN+g/pHgQJApiPTD+SB6ab7+4Ag1G8vR0mL+VEGB+n9n/+xjO60wzwJqh5q9qCGQ0aJHCrTm6rWCNvK4OVS1aQmM+opqG7EtmqdRALVySTl1INa9BMz5eDiNxO7bS3xaxFO9hYIuaXF1SSlForC+W4zkMXTaYD6KqrRH+yioGoGqdi8eSQPO8y4venYYwhPmeyZoDqNoK1+LPYSv+g7LQ/0e7pGTTj1DAfYobhpidBOPpr66C7eSYAAuy9SXdlHUl3ZTwJTgY8h1NTfAX3Z9tSt2fbUf2bbU9tswvdLUJciVFQd/wY+nu5Mh9Od6TjwEWD1tm4qwO6N4npBUEPjxjH8xBMM3HWX67G+FL5YDKVgL/E796C6KqgRKylQS7XjguS4cw+qUTr34OIHTUG19KBWK8dOMVNq2SFmyo2gGv21Jhd/nRYGp3XNhMlN4Q41N6O4xEypxYIjOUvoRqk6BNVov3AhbvkV3SBJROfOJbrvvoTa2pDicZLveAfhyZM9maTwmIMqSvwmBbWtvoLqOdvXpec3wPaHqqpc9/J13LnsTg6afBAHTz54V28pQIDdHqmubD7Vlf1Lqit7FoKs/jcwBfgr0JttT21TH41fgvo34P3pzrTe7Hc5cBzQj+hBOBa4Yls2FGD3R7F3PQBTv/F1QpMnsf7b/8O6b32LwqpV1QeXKj2B9SBHo9aMUKxET4p5KfHbJkmVqxVKy/HxOGo+b4TBG9dVyiDLrspr1d6TSUveptMIUs+jTi05qNU9qE4mKbeUAsu6TgRVV7hDTiX+YUd13N63qSOWSkE4XNcoZezZpcRf6F5BZMYM5EQCSZKY8tWvMvWyy5BjMcKTp6CMjqKMOFeZnGKmavagFgo2F78gqEotgupRQQ0I6s5BSSnx3We/yw2ZG0hPSnPd/7vO87/bAAECeEOqKzsA/AG4BjH+dAJimlTD8CXBZjoyPwZ+bPr93nRn+jjgLKAM3GcbfRpgL0RJU1Bj7e3M/tWv6fvhDxm4404G7rqbeX/7K7EFC4xj/ZmknHpQKy0CFgW1yduoUzwoqABqPm+UhAHh4vdY3geQkgmrUucnB9Vzib+6B9VIKfDy/DoRZJdBBqGWZiiVUHM56/OCKPGbXwtjr7EYsf0WkstkqoYBWM7X1W2XqVaFlStJHn64cVvb2ZXEk/AUkRFd2riRqCkc3762FI4gx7Ue0FolfhvZ1glqaevWmueIzdRTUKtbOgJsX5SUEt948hv8Y+U/OHrm0fz0PT8lGXH5vyFAgAANIdueOg5RQT8LET/6BHA+wu3fMLa5RyDTkXkSeHJb1wmw50AfNRmZNo3QuHHMvflP9N95J+u/+S1Gnn/eSlA9fpiDNunITlBNBEz2Y5LSy8h1JgJJmkteyeUsZFBVylU9lrUgJ5KouZyhxNbqQVX85KA6BvVvv5gpty8QcnNlmpRsJ6guCipA8uCD2frnWyisXElsX+d29VoxU8X161Hzedf59eHJJoLqME3MUK6jHnNQbQqqnEgQnjzZiNKqtf9AQd21KCpFLlt0GQ+teogT9jmBq959FZFQ/UpNgAAB6iPbnnoH8GHgXGAG8C/g+8Ctqa6s+7xpH2iIoKY7003Ae4A52k0rgUWZjoxv91a6M30dYn7rHOCQTEfm3w7HHAf8A9EDq+OoTEfG/ZMlwC5DqbcXKZm0xAw1vetdQMXgosPXKM5YTIziVJQKOTT3oJpipuyqnnF72NqnWa/EL8c0BdXeh+pTQTVInEawPQf1l0pV5XWLi9/8OB1MUpVRsP6C+ivX181gtj3EK1O77KhFUJuOOZatf76FkSefrEFQ3RXUwptvAiJiygk6QS269KFaS/z1e1AVh8cSP/BAhp9+GqVQsHwpMq5RqM64dUJAUHcMykqZf6z8B7/6969YPbSak+acxBXvvoKIHJDTAAG2B7LtqaXAAgQn+w3w51RX9s3tfZ1GJkldgmDJzVgDWofSnelvZjoyP/e55B3Aj4Cn6hy3NNORCTrbdwMUe3uJTJtmKeGGp01DTibJv2l9D5tjoupBjlUInN57aSa4fkxSeCzxGwrqmI2gKrXPq9p70hpp5JReYJR8LTmoDiV+8+O0KKh6id9qsrJfxw2OhMnFxGZEJNlTFah2vpvRdOQRSJEIw4ueZMJ//ZfzRoyM2moFtbBKeDCd1FGwKqhOsLj4o1GQZdceVCNiy0ZC4wceyPA//0n+jWWG8ctyXslfD2qtka4B/EFVVb70zy/xWM9jNEea+ezBn+X89PmE5WCqd4AA2xELgTGgBJwDnJNtT9U6Xk11ZQ/yexG/k6T+C7gWeBa4Dshqd6WAS4Br053pgUxH5o9e18x0ZBZpa/vZSoC3KFRVpdjbS/Jg63cJSZKIzp9PvttOUP30SJpIkU5QTSYgbzmoNpOUw6x7M+S4TiytKptaVnyV+A2lUyeoDsRPN3mptklS2CKe6vagOpb4PSioDkH9ek6s/XzjtXBRUGWH/k8Qr0vyne9g9IUXRC6sg9JdK6hfN5rJLc2O64eniMxdTwRVkkT8l0sPqnFsFUEVQSa51193Jqgex/cGCur2x9Prnuaxnsc4bvZxfP/o7zMuFgxACBBgB2AR4J4fuZ3g92vllxAbOyHTkSmbbn813Zm+AxHW+mXAM0H1gfnpzvTLCDPW7zMdmV86HSRJ0pe0feq/09PTswO2U8GWLVt26Pq7E9ShIdTRUfItLVXPe2naVMqZDKuXLEHS5rkX+/oA2DwwwGCd1ymvKYNrVqxAnjgRgFy/yKNcv6EP1RRiq5dAAAAgAElEQVR7tGFoiJDDerq5ZcuGDQz19FAYG0MF1/dIQSOmvatXGzPoAXKjI6iS+3lV62gkZKCvj56eHop9ogS9eaCfAW0NZbN4Hw1s3kSup0f0qyoKuULRcp3yls3iB1mmp7fXUKoVjZQNbtlKXjs+v0U83t6NGx3L0WaUBoUzfeP69fTre9L+HhwdNdYEKGhEsXd1D6FmK1ksjY0iJROuz00xnUZ95llW3Xc/4SMOr7q/pJH4/OhI1Rr5zZsA6Nu82fH11cn94MpVFBzuz/WLx7i2rw+pvx81FmOsv99xr6r2GEcLBcv9ijZkYNMLLzD8rqOqziuvXQvAwOgIYzXeH6Wt4vXW34sA5WwWwmFCCxcG/6/4RFkpc8WLVxCTY3xq9qcY3DDIIO4Tv/YkBO+VADsTqa7scTvjOn4J6v7AV2zkFABtutRfMLn8tyNeBmZlOjID6c70LOD+dGd6U6Yjc7v9QFVVfwr8VP89FAqps2fP3gFbsmJnXGN3QG7pUlYAbfPnM9n2nGx6+9vZ+PAjTMrlSR4gVKiBceNYB0yaOpXWOs9h38SJbAGmT5pEdNYsANbFYwwAM+fMQRkaQreuzNh3X6IO642sX89qoK2llQmzZ9Mty6jxuOvrt3XadHqBya2tNJmOWRmOUIhEPL/um6dNZwPQGo0xe/Zs+se1sh6YPG0azdoaxVCI5UBLLM7U2bNRCwW6gGRrKzNN18kXS3Qj1NN99tnHuL0oy+L8RIKp2vF9ySRbgBmzZxOZObPmHoemT2cNMLG1lXHa+bnRMVYA48ZPsLyeW6ZOoQ+Y3NZmeV4A3lBUos3Nrs9N/vTT6f7N9SSyWaZ94Oyq+99QVcpARJKr1tgQT7AZmLHPPo6vL8DS5maioyOO118bjTAIzJ47FykcZnlzM7KiOB5b2rqVZUDz+PFMN92vzprFsokTCa9a5XjeaF8fq4DxkyYxocb7Y3TDBlYBbc3NxnFvfuYi1LEx5jz6CBD8v+IHd75xJ6tGVnFB+gIOWXjIrt7OTkfwXgmwp8FvDuoAMLfG/XNh+39lzXRkBjMdmQHt5zXALYjM1QBvMehTpMLTq8cIxubPB6BgKvP7MUk59j367UF1GHVas8RvcvGbIVz8296D6miSso36rM5BFY+hygjmZJLyMUrWseTsEjNlvBYFhx7UGiYpgOi8eURmzGD4Sefwj0oEmEPMlIeMURHWX6PEL0mGaUyMoHXpQdXaF+wlfkmSiB94APmlS52jsLbBxa8MD1Nct47CipU1zw1gxZLNS/jZ4p8xIT6BT73tU7t6OwECBNgO8EtQ7wMuSXemP2S/I92ZPhf4HHDP9tiYbe3p6c60rP3cApwGLN7e1wmw7dCnSEWmTa+6LzZPOK/zJie/H5OUU99jpUeyMZNU3aD+mi5+PzFTeg+qaBkw57ca17LFTOmPzS1mymyQErc7TZLyMamrVsxUVQ+qQ2aqfo4tmqnqOpJE07uPpbh6NYWVK6vP11+bggP5cyGNZoQnu487VYslo/8U8NaD6kA04wccgFosOsZNec9BdRqMIH4eeeaZmucGECgqRX62+Gd85L6PMJAf4NJ3Xkpz1Lk/OUCAALsX/BLUy4Bu4OZ0Z3ptujP9T+3PWuDP2n2X+Vkw3Zn+TbozvQaYBTyY7kwv127/bbozfbp22NlAJt2ZfgV4DngY+L3PvQfYCdCnSEUcFNTIrFlI0Sj5Nysf6v5MUi4mItAmSWkxU5JkmbBkWcNvUL+Li9+vgqqrnardJFUjqL+ioLoQVJuC6mSSws+oU8eYK40kVyUJ1HDx11FQAZKHHQZArmtp1X2VMbTV7nZPCuqUKSiDg84jam17k+0DFMzHGmTYgaAeqI1tff11h2v4VFBNRFy/5sjTT9c8N4AwZH73me9y/avXs6BtAbecdgunzDtlV28rQIAA2wl+J0ltTHemDwUuBN5HJQc1A1wJXJ/pyFR/KtRe80KX2883/fxzwG98VYBdAH2KVHhaNUGVwmGic+das1D9BMlrLnclbyZQRTFyVJZBI1hyMuk6pcggcQVvJX5Jc/ErNhc/ZcVfzJQ291138Ts97gpBLLoeYz7OXuI3CFHRocTf6KhTF4Xb6bUATfUtl+uSM93lr+ZtxF+LdrLvw7jfo4IKUNq0yehVNs63EVQpkUQZG3OcbFWLDCd0grpkSfUei96qArUU1NHnnycRxE/VROfrndz95t0cO/NYrj3+2iCEP0CAPQy+w+E0Anqt9idAAAuKvb3Izc1Vzm4d0fnzGHrgQSNiyKvaBC59j8VKTqgky0JJTTqH9ANVo07rBvXrgfR2NU4p+wvqt/egOiib+v6rFFSXmKmqEn+tmCkvCrVjD6pbzJRziV8/t15igK52KzmbAqu3NYCLglqw7NUJBkHdsLEuQZXjcSiXxe22Pdciw+Hp0wm1tTHmpKD6zEE1FGNVNa6pjI6iZLPgMsxgb8WiNYtYObCSLbkt3PjajcwfN58fvftHATkNEGAPxDanF6c70xJwPBADnsp0ZIbqnBJgD0axd71jeV9HbP4ChtQHKKxYIfr4/Jh4HExS9ln1cjTq2n8KJlLgNajfUFBtSl+p7Clb1NiXrnaO6QTV+XFL0WgVQa06RifkCVsbg05QPZicnFC7B9VbUL9xbj0F1e18yxQsF5OUJNV8v1QIavU0KacSP2iRUi4E1YlsS5JELNXO2CuvOu+R+l8Kqt+LJVBVIrNmUVyzhtJLL8EpQckaBHm/5uVruPG1G43bJsQn8LMTfhb0nAbYK5FtT8WBW4EDEKH5G4CLUl3Z5dn21BTgJmA+kAcuTnVlF2nnNXSfz70lgQ8heOH9qa7sqkYeo68e1HRn+vJ0Z/px0+8S8BCiJ/Q+RJ/o/EY2EmD3h6qqlHr7CDsYpHTE5utGKeHkb8Qkpdh7UM0l22gUOekcEi+uYx91Wpto6j2odgVVVcqwPXpQbY9bdiCoVeX1UIjkkUeSfMc7rLdrxM1x1KmHoQKOQf0uLQKSi4vfS4+oOF/r7bWX+J2ubYKiGbDcWjig9jQptVi0mM7018WpD7Ue2Q61jkMdHRV5tWZ4dPHbv1DofycOOQS5tZXySy/XPn8PR1kps3JgJa9teo3vPfs9bnztRg6afBCdJ3dy22m3ce+Z9zK7JYhWCrBX43pgf21K013Ab7XbrwCeS3VlFwKfBP6cbU9FtvE+R2TbU7/LtqdeM/0eRXiFfgv8Avh3tj3VUO6bXwX1bMSToOMDwAnAN4FXEDNZvwt8vJHNBNi9Ue7vR83niTj0n+qIzhPfXwyC6lFtAvOkJesoT7O6F5mzD9EaeZ/GsaZJUrX6Mw0iZR916tfFr5Nmew+q3aEfjVZURZeYKYA5f3D2CErhsM3FLwh8LUJnnGuYdsw9vrX7YBV7ib+G6mg53+G1NF/P/rMBDwaskBakX9aGONjXt07iEmq7I0Gt81j0Fgs1l0MyqfbeJ0lZvxAY14vHaTriCIYefZTy4CCh1taa6+yJ2Di6kUseu4TXN1daKN41411cfdzVJCPuFZIAAfYWpLqyOeB+003PAV/Rfv4gsEA77sVse2od8B7gkW24zw3HA38y/f4R4G3ARxG88E7gO8AZfh+jX4I6E4wsdICzgCWZjswPAdKd6V8BF/ndRIA9A6X1wsHvlIGqQw+LL2mTlPyYpOr1oALM+cMfaqqFhoJarJRVveWg2kadbqccVCfipxStMVNeyLtxfjhsme1uJ/A1z3XqQa0XM2UnmB4VVIPc1VBQKRarzEtKnQgrsbb3Max664XiEDVl9KC6PBbJlJErWwiqRxd/1NaDahqtGmvfn6GHH6a4bt1eR1CXbV3GZx/9LOtH1nPGgjOY2zqXKckpvHfue4mGar/2AQLsIZAlSVpj+v2n2hCiWvgCcFe2PTURiKS6sr2m+1YC+zR6X53rTtOO03EG8K9UV/YWgGx76gbgq3XWcIRfglpC9BTo5f0TEP0KOvqASY1sJMDuj2KvGFsamepOUI2Seb42UXNCpaxsVfgsPagOs90tsIXZq+VyTQKor1eVldlwDqq1B9WJoBol/qJzeb0WpHC4ch7UJeCWcx17UJ1jplx7SPXXxmuJ326SsqumthYOLxFWbu0HTucbXxwcwvrNhNEJclw/1/blxWubg73EbzJlhbVRvqXNm2uusSdhpDjCja/dyE2v30RJKfH9o7/P+xe8f1dvK0CAXQFFVdVZ9Q8TyLanvoFQPk8A6nwIbneMAG3aPsLAccDPTPcPAeMaWdhvDuprwMfSnenxiP6EiYjeUx1zgE2NbCTA7g9lZBgAubXF9RgpFEKKRIySuS+TlFsPqg+zUiXMviQijcrl2iX+SESomqNWAqMq5ap80prXDYeRIhFUW1C/s0lKI4g+DE4GIrYe1FLZu4Jqj7miNpEWxzbm4peNEr+Lycrt90K1294OIyHAQ0ZrzR7UOpFWhoLqZvSqV+LXUxu0x6iYFNvQhAkAlPeSGetPrnmSU/56Cte/ej0zm2dyw0k3BOQ0QAAPyLanvoKoZr8v1ZUdTXVlNwOlbHvKrBTNBVY3el+dLbwMXKD1mX4TaME6sGk+Qrz0Db8E9X+BgxEk9Abg6UxH5nHT/acCLzaykQC7P3Snuz3+yA4pkagoqF4NJZhKonm7guo9YsZiktJL6HUURjmZrCKolBVBMHxASiZNCqqzyubk4veTFiCFI9V9nL5L/CbS6UKSDRLYqEnKrcRvU1Crfi8W6rcPOBBt8/4ce1CdSvx1HouuoNrJrdfnQD/GGG1rUmzDk0QhqrRpz1ZQFVXhN6/8hs8++lmKSpHvHPUd7jj9Dt4x7R31Tw4QYC9Htj31JeDDwImprqy56f4vwGe0Y96JaM98Yhvvc8M3gSnAvxC9pnemurIvmO4/E2ho8ojfoP6HtaD+E4F+4Db9Pk1VXYTVRBVgL4I65o2gyrGYSUH1PorTqayslooGUfACKRQSPaqlkmlMqn+Cqpb95aCCNve9RlA/CBJeL2aqFqRINUH1rKBqz42XmKlK5JezSaquyhl1CfqvIqTVCmqtGDHz2q5TrswtIUmXQQyYFE23Er9bwoOfZIpIxFTirxDbsKGg7rkEtayU+dbT3+Le7nvZb/x+XHP8NYErP0AAj8i2p2YBP0FM8Hw8254CyKe6skcAlwJ/zLanlgEF4GOprqz+n2mj9zki1ZX9V7Y91Q68C+hPdWUNQpttT7UBv6Q+yXVEI0H9S4Cq8SmZjsxW4IuNbCLA7onV519A4tBDmHzxxUAlMshtzKgOyQNRczzPzSTV7O9tbPRpepyyJDc5KahlJB89qGAlqG69t9aYKe9jSnUIk5TV5OTr/EjEVuLXelBDzsMC3Er8dRVUWRZqsZ3cFespqPV7UAmHBdF26EG1pwAYPcaNlPjjLmNwDSXUJ0EtVq4XMnpQ98wSv6IqfO/Z73Fv970cN+s4rnz3lYE7P0AAH0h1ZdcAjvEsqa5sH3DS9ryvzl424iBOaqpuw0OdfH2ypzvTLUBbpiPTY7ptBkISjgF3ZDoyQYl/L0B5eJiRp54Sk5g0qJrhRSeSbpDj8bpudic49RaKHNMGCKpZQa2jhErJJOU+a+i7qii+clBBKLHqZtGiXckXtRM/M0HViI5fk5TdROZD6TUTJsse7FmskmSNxNKP91PejscdclC1vcsyKIqDglrfxS9JElIsVt0bqqoOJf4aLv56JX4j29Z2rp8vXeGwMZrWUFCjEeTmZohEKDuYpAYfeICtt9zKjB9dSWTq1LrX2NXIl/O8tuk11gytYf3IeoYKQ3QPdPPU2qc4eubR/OS4nwTu/AAB9gBk21MtCENUlXqT6srW62Wtgl8F9XpgX+BIgHRnuhWRvTULUIAvpDvTJ2c6Mv/0u5EAuxeKa0QChmpSj/R+wro9qPE45SExcMxPGVt2iDYSOZ8+38YaCdMJaj2TlXMPatmXix80QmN28YfDVfmkUiyGWihUDFz4j5lSRkaM3/0+P+YeWMA1ZqqyV2cXfz0SKc6PVrUI6NeTEwmUkRFH05SnsbhR97WtJqn6OagNK6iee1BtMVNabq3UNo6Sg0lq+KmnGH3+eVb/Vwf7/PEmIlOm1L3OrsCmsU3c0nULf1n6F7bmt1bdf/TMo7nmuGsCchogwG6ObHvqIuBLwLwah/lTdPBPUI9BhPHr+BgwA9F78DrwKPAt4J9+NxJg90KhR4jo5hGgiqGg1ulBjceNkqobUXOC66hTHwojVBTUShB+nRJ/sglldNSSyakqiq8cVAApmbBMknJS2AwyVCyaYqZ8XMfu4i+XkKPeS6fVCqp7m4FQKRsr8QPIsbhD/6b2miQT4ERQCwVvpfNYzJO6a/Sg1oqZqmeSsmfk+qkKWHpQrYRYamtzVFB14l1YtYrVn/gkc27+E2FtOMFbBc+sfYavLPoKQ4UhZjXP4uMHfJx5bfOY2TyT1mgrTZEmWqOtnv7dBwgQ4K2LbHvqM4iJUQ8CNwKXA1cDOeATCAf/dY2s7dfFPwlYa/r9dOCpTEfmuUxHZgiRiXpQIxsJsHuhuEa8Dcy9exUFtXaJX0rEjfKrWvKmiIH2gR8KWV3mRWeiV28dtVT0XOKXk0lhqjIri3VGpDquk0hCLi/aA1x6Q80TmtxGndaC3cVPcVtL/O4Kt9nQZRzvRz10KsMbCqpGqu09qB5K/MbaHhIGaveg1slB1U1S20tBtQ0GkNrGU9qyRajp5vW152zyl79EobubwXvurXudnQVVVbnp9Zu46NGLQIWr3n0V9555Lxe8/QJO2OcE2ie0M6N5BuNi4wJyGiDAnoFLgAdTXdn3IarsAPelurLfBA5AxE5NbGRhvwS1HzE1gHRnOgEcCzxkur8EBJ3uewGKuoJqIhh6qVOqE5Yvx4SCqqqqfxOPjdT4cakba2h9fxXyVYegNulRREJlU1UVGulBNZEhtehGUE3mIz3iyWeJv1EXv7iWjaDWyGKVow4qpY8Sv+yoclZK/OJ3817KoCgeyW91id9prK63SVJuJX5dQXVRgf0qqLbBAFJbG2ouhzJiS5DI55FiMcadLnJC9bHBuxpbclv4/OOf56p/XcWc1jn8+dQ/c/K+JxPy+e8kQIAAuxXmU8k91f/DjgKkurIDwG+BixtZ2C9BfQa4ON2ZPhO4BohjdW7th1VhDbCHorBGENQqBVWS6udU6spToeBK1FzPjUS2uQe1kRI/UCEKhvLqswc1WcnNdNu3OQDfIDp+FNBwGOykzm8PquOoU+cS//Y3SWlB/3pOqpls67PqvZBfJ/LssLeaQf113PiVmCnnHNR607T0vdgVVP3xSePbgOqoKbVYQIrFCE+ZjNzcTKG7u+51djQWrVnEWXedxT97/smp807l5lNuZu64ubt6WwECBNjxGEBrF011ZQeBUcCcFzeEJmz6hd8e1EsRiumd2u8/yXRkXgdId6ZDwDnAA41sJMDuBb3Eb+9BleLxuqU7vUdV1YiaXwVVJx6qoghFzUcJHDD6NCs5qPUIqq6gjlSuCw25+KFCUJ32LVsIqvOY0VpwVFD9pABEIiiagU2c794GIUWjlIcGLbfVm19vOd9J5dRTA5wUVD/Ez4k8O5mkZFkQZace1DoKquxmkvLTV+1ikgKhoIIYdxrdpzIOW8mLNgdJkojOn0d+FxLUsdIYP/nXT7ht6W20RFq48tgrOWXeKbtsPwECBNjpeA1ra+dzwEXZ9tT9CBH0QuCNRhb2G9S/PN2Z3h/RVzCQ6cisNN2dBD4HvNLIRgLsPlAVpeLiz+c1w5CMmssZYfq1oCtPSi4nPpT9KHzm3kIfpVTLGuGIMD2VvLv4AdTRbVNQQ+NF+Hpp0yZXYm5VUP3HTNlNUn57dN17UKtJYc0yuqcSf7VJyuziF+s1pqCK94nz3uwEV04kUGvFTLkoqIb6WqWg1p92ZaxRxyQF1eNO1XzeeA5i8+aTe+VVyv39hLTj7Rh++mmic+YQneV5tLcr8uU864bXsXJgJU+seYLHex5nS24L75z2Ti4/+nKmN0/f5msECBBgt8KfgM9k21OxVFc2j5gm9QiVEalF4OxGFm4kqL+IAwnVTFLBFKm9AKWNG61Zm7kcUjKJks/XDemHSu+emsv5H1VqIkV+ev0sa2gmKaPHs26J39aDWm5MQQ1PE5mVpb4+qOPiFz2oDcRMRSIiP1T/0uAzJ9Y9B7X6sXoto7teS4/UUipjY9UqglqtoHpXZ73tTU4kasdMubr4nU1SfvqqHYP6TSYpEAqqZV9aDypAdN6+AOS7u0keemj1YyiVWPOZi0gecQT7/PYGT3tyQkkpce3L1/LHJX+krJaN2xe0LeDTb/80H27/MLLkt2MsQIAAuztSXdnfA783/f50tj11IPCfQBl4KNWV3fEKKhjZpxcDxyPmr16Y6ci8kO5MT0BECtyd6cgsb2QzAXYP6OqpDiWfFyH0Y2PeFFTN5a/kcq5xS67nRmOUB0VZ2avJyQ7DJOV11KnNJIXi7Tw7ItNEG06xt1f03joQH72crPfngt8eVM1kVSqJflKt3Oz5fBtBpVbMlD0zFZ8mqbg+GaxgfLExSKTWr6uapmL5Wlsjz5ZosIIzQZWS7gRVzyR1gpGDajdJFbwnU5gV7yqT1HhnBVUp5I2Ug9j8+QAU3AhqPo9aLDL64ovi36mHf592bM1t5auLvsrz65/ngIkHcNT0o5jRPIPDpx0e9JkGCBCgCqmubDfbMEFKh99JUrMQM1VnA8uAdqAZINOR2ZLuTF8IzAG+sK0bC/DWhZ6BGpk1i+KaNcIoNX68QVTrwXA/j42JGCQfH5qWHtRGFVRtXr3bNCc7qhVUTUHyq6BOFQS11NsnlM1kddqBMS3LZJJyKq+7wXguikXUSESLw2o8qL/yHLmYpLShAgYJ9KVymmbZGwRVU1Dj26qgxkBVhWFMV6X188N2BTVJadOmqjXqDQWQZFk8B2PVJik/CirlMmq57FriL22yK6gF477YPJGLnX/TuQ/ViHPL5xlbvJimI4/0tC+AxRsWc+cbd/LQqocYK41x7v7ncuk7LyUS8tnzHSBAgD0W2fbUC8AtwF+08avbDX4V1KsQmVYHAxu0P2b8HThtO+wrwFsYukEqtnAhxTVrKvPlczlkD4HhhnKWz6OWSshNTZ6vrZMiMAei+/vAlHTVyugl9VfiRzNJ+e1BjUyZDECxr9e1taESM1WsRDz5jJkCjSQ1QOB1BVUnnbX2IMUqaq8xRMFFpXS8ljG6tmCMGLGX+HFw8XudUgWC6IfsBNWxB9XZJFXvWnI87hgz5acHVT+nyiQ1bhzg4OLP55Gj4rmLzJqFFImQ73aOmjK3OYw8/YwnglpUilzz0jXctOQmANKT0nws9bHA/BQgQAAnlIGfAFdl21PPAbcCd6S6sr3burDfpqGTgOsyHZklgOpwfzfWeIEAeyD0DNTYggVAJaLHbw9qrbgl13Nj0Yr5xeiP9Pk9S3O6V6YkeVRQtRGihrnK7ySpaBRp/HihoHrpQW0kZkp7Ls0KsZ9WBINY6cSwVsyUea8ajD5KPyV+U9SUXtKXjRK/iaD6mlLlNHXMZw9qsVj3cUiJhINJyqeCqp1TpaBGIsitrZQ220xSJuIshcNE586h4KKgWgjqs8/W3c+msU2c/+D53LTkJg6efDB/f//f+fOpfw7IaYAAARyR6soeBcwFvg7EEFOjerLtqcey7alPZ9tTkxpd2y9BTQAba9zf0uhGAuw+KKxZQ6itjfAkMRzCKLnnckh1pkiBKT9SU1D9KKDm3kK1ARMRYExb0tXBuiX+JlsOqtKYix9AmjSJYl+vaG1wDL/XSV++5phRV4RNBLXcQEyViTCJdXQyXv1YdRXPQgL9lOGjlV7kqvOdTFJ1Yp+c1raSZ/ceVLVQqDxfpuvVzfSNx6snSZVKnsaxmveiFovGFy8zKQ5PmFCloComxRogOm8+xbVrq5RcsA7SyL3+OuX+fte9vNT3Eufccw4vb3iZj6Y+yo3vvZH5bfM9PY4AAQLsvUh1ZVenurJXpbqy7wQWAP8DjAd+DazLtqcaih/1+wm7BHh3jfvPABY3spEAuw+Ka9YQmT3bqoQqiig9xjwoqHppd0x38fvrkUQbFVprDGfNNfQwe89B/dvHxQ8gTZ5EaYNIQagfM+X/8ZlNUgYh85ODaiuHC4Xb2SgkOamUfnJQDQXVZLQq2XtQHRRUjzFTVXtzLfHbWjiM4+uX+IWC6jBswOOXrooprui4v9CkiRYFVS2XRXRYrLKv2Px5oKoUVq6sWl9//JE5+4CqMvLc81XHDOQH+MW/f8F5D57HSHGEK4+9kssOvyzoNQ0QIIBvpLqy3amu7A+BQxEZqGPAiY2s5ZegXgN8KN2ZvhQYp6+R7kwvSHem/wgcBVzdyEYC7B5Q8nlKfX1EZs00TdLJGR+E3hRUPWZqzH9Op6lvseJyb4CgAgPaDHPPJX67i78BBVWeNBlKJbFW3UlS/lsYzD2ojeTEGoqe3udbKrq2GOh7VZxUSo85qGAr8esmqWS1gqr4Ib+agqmYya8LQY1MF9mdxbXWIXhe3PhCQbWV+BvpQXUo8QOEJ0ykvHWroe5WsmBNCuq+ulGqug9V/3fZctzxgLXMP5Af4OqXruakO07i16/8mtkts7n5lJuDcn6AAAEaRrY9dWS2PfVTRA7qr7Wb/9zIWn6D+v+U7kzPAb4PXK7d/AAgAQrwjUxH5u+NbCTA7gH9Qzw6a3YlZmcsZ6hIuvJVC8YEnlze14c5mI05+YYIHGAEmg/eey+Ew0Rm71PzeFcXv09iDEJBNX52Mknpz83oaCXiye+oUxAKc6M5qpiIYck9BcBsktKhFosgy572XPmyYe4T1Uh1wqEH1U/MlGHaclBQbeX36L4iS7TQ3U28vd24XSkWCLfU7lqSE3HL/vXr+O9BLTgrqGdODYoAACAASURBVBMngKpS7u8nPHFi5YugqcQfmy8IqlMfqpITx0cXzCcyezYjzzxDUSlya9et/PqVXzNYGGT+uPmclz6Pk/c9mYgcqKYBAgTwh2x76jDgXOCDCB/SGHAvcBtwvxbg7xuNBPVfrqmlZyN6DWTgTeCvmY7Mrh8KHWCHorh+PQCRmTMsSqgfBdXIvMxpIz99EChL32PJv8sdYPJ/f4Hm448nPGUykRkzCNUhIVI0CpHINrv4AaSJZoJave/IVBHmX+zra6zEHzWV+GtERLmeX9WDWnIlm05GJMWD8904P+5ehtfL7rrpynyfn/5WxxK/7fmMGWH3Kyy3ezJJxRNVCip14qks55sUb7VQFCNSTf2+4Qmiz7u0aTPhiRMNRdjSg7rvviBJ5FdU//erE3Q5FqPpqKPov/12Lv7TOTynvsm0pmlcdvhlnDrv1CBkP0CAAA0h2556E2GSKgD/AC4F7kl1ZaujUXzC0ydXujMdB94P7AtsBu7NdGSCUv5eCN3JLjc1VxSwXN4YWemlB1U2q4SK4o+AmUhRozmoodZWmo89xtc5cjK5zTmoYFdQq/cd1sL8S+t7kbQWCl8Ks9kk5ULIap5vJ6jlctVo0MqxmoJqVhD9kDP9tcw5uPj19hGLguq/B1Xx0IManTsXgMIKG0H1WuIvFi291I0oqJRKjrFWoYliPK5ulNIJu2zqQZUTCeTmZkcDlP7aFMLw1LR+3gYkXl3O+R+5gAvffiHxcP1/rwECBAhQA0sQ403vSnVlh7bnwnX/F013pqcAzyDIqe6UGE13ps/IdGQe2Z6bCfDWh0FEkwmLgqo0oKCWh4fF7z5HnYIWZF9szCTVCMwEtZKf2mAPqgZHF38sRmjCBIq9vURnz9Ku44MIGyTJlPPq14SGrQfVtcRfGSqgw88UJXM/sXG+PQfVEtTvowdVbz8wr633LNtNUskk4enTqxRILzmokqldJdRc+XLQUA+qA7k3FFTNKGVUKmz7srw/TShqt333pR/wyoRhbgAuLB7NgYfWnqWijI3RfcYZjD/nHCaef76nxxIgQIC9D6mu7H/uqLW9fHJ9GyHfXg08hijrfxv4DRBkkOxlUEZFOVOKxytK6FjOKHPKHnJQjfOGdILqo8Qfqzi/jRB5n0H9jUBOJis5qNvi4teiuQDX/NfItGkU1683zDv+TFJ6ib/Y0ChYxx5UN5OUAwlUPDjfdRiz7E0mKYq2HtRiYwpqzR5UB/IY23dfRhcvRlUUo8Reb5KU5THkxqC5yXReYzmo9v7YsF1BNQiq9YugGDZQaTVQVZUHVj7Aiy9czTmAEg7xhRO/Q/S+P6C88oZl+pcTShs2UFy1mg0/vZrEQQeRfOc7PT2eAAEC7J3ItqfeA5yKmCYKsAq4L9WVfaLRNb1IQCcBN2U6Ml/JdGTuz3RkrgM+B8xNd6b3b/TCAXZP6KHkciJpkAglN2aYMSQvMVP6eUOiGuBP4TMRjwZL/I3AolBtSw5qPE5ImxDktu/w9OmUNmyokKsGXfyNTNpy7EF1ub45s1WHF1JnXMtoEanOQdWNads06hTvGa3RffdFHRuj1CuGn6halFn9mCldQdWmqZXLoKren4NobQXVyODV3nuKg0kKQEpWhg2oqsoPX/ghX1v0NUo5cd4P/uMnnLPfOTQdeQSl3l6Kq1fX3JcxuEBRWPvVr9XMTw0QIMDei2x7KpptT92JEDC/goiUOlH7+bFse+qObHuqIRXJyyfsPsBTttueQpT7pzZy0QC7LwylNBE3qUd5QwXTewdrQYpGQZIqJX4/LvNope+xkUlJjUJuatouPahQ6TN1I46R6dOhXKa4vhdCoZpKlx3Gc1kqQbmBmKloNUF1I8iV8abWKCffPagOJX7jdW501GnUew8qQFQ3Sml9qG6OfzuMvFadHOqEusFJUrJtCIHxZU4bBqAaJilbiT+RFHnEqsoPnv8Bt3TdwuHTDufT+38CgHhSGAGThx8BwMjz1XmoZugENXZAilJvL6s+9Sk2/frXjL32uqfHFSBAgL0G3wHORIw7nZ7qyk5IdWUnANOAHwNnIYL7fcMLQY0B9hEl+u87XroKsMOx8Ze/ZPPv/+DpWP2DUk4kTP13PhVUSUKKx1E0gtqISUrJ53ddD6ru4m+QGIenTdXOdynxTxcEttjT46//1LRm46NOrUH91FBQnUigPxe/Qw6qPhjAvg/8KaiyYw+qO3mMzdOimjQnv9eBA7JdQS0597m6obrEbyeeOkHVvhyZXPlm5KNQGB7go/d/lFuX3soR047g5yf8nFhZthyfPOJwAEaff6HmvnTCPf6DH2T8Rz9KftlyNl5zLSs/+EHGMhlPjy1AgAB7BT4CdKa6sl9LdWX79BtTXdkNqa7spcBNwMcbWdjrJ/vcdGf6UNPvekj/wnRnuqr2k+nIvNzIZgLsfJQHBtj0y18Ramtj4ic/Ufd4XVmREolKn99YrqKgejBJgfjArJT4fYw6NRGPCgHbOT2oaCRiWxXUyFRdQXU+X1dYywMDRqnbM0wmKWNMaSMKqmGSKiHXCeq3k0Cp1a9JypyDKhRYXQl2VlB9lPgde1CrCbSRhaoZpbyqteZpapZreJ4kZS3xG+YwDYYRUftiqNh6UHOlHL965VeM37KYI/IKb25dxunzT+dbR36LRDjBUEE3LwoiHR4/nth++zHywvM1+1CNXONEgmnf/hZTvvZVhhctYu0ln6f/9ttJpNOeHl+AAAH2eEwHapVkngc+1MjCXpvo/g940fRHd+//0nb7v7S/A+wmGF60CEolyps2Udqype7xqtGDmhAfrpEISq4S1O9FQQVBcCsu/gZipsxB/T5zUBuBJax/G3JQoaKguhFH3RwlfvFHvi2jTrdlkpQlZsqlB9UpqN+Hi9/4gpOz9bCGw9aJWKb7oNL7WvNx1BoC4LC/8NSpSMlkVYm/3rXM09TM53mOBrPkoFYrqJUSv0aATcR5xcAKPnDPB7jxtRuJNbcC8MT7H+byYy4nEdb7w6td/8kjjqC8cVNVrJYZFTOkWEeOxWg98UTiBxzA4H33OyYGBAgQYK/EGuC4Gve/RzvGN7x8cn2ykYUD7B4YeuRR4+f8suWEtRKgG/QPLr08K8fjInA/51NBjccp9YlqQCMmKSWfN9zWO8skBYKgGsrkNiuoLj2omoIKPiOmMBHMUrFC4Lc5qL9eD6qNYHos8VdIpNXFL4XD4nHLsvEYxHU0IuwpqN9J3XVXYCVJIjZ3ru8Sv3mamti/v+zZyvNdcjRJSZEIhEIVgqo9nk3lfs5/8Dy25LbwxcO+yHtWrGbgpdsIF8qW83WTmLklIHHQQWz94x/Jd3UZrQ12GF9Ek1ZFd9zZZ9H3f99n8MGHaDvzDE+PMUCAAHs0OoHvZdtT/Yi0p+WACiwE/hs4B9Gn6ht1/xfNdGQ6G1k4wFsfSj7P8JNPIiXENJz8G2/QVI+g5nJi2o1GAOR4HCWXryg1HkadiuPiFSXSj0nKrNppxGlnE9RtcfFD/R7U8JQpIMugKL4fm9Uk1cCo06iPHlSXMHzP/ZdGD6rVJKVfT4pEGlZQnaZc1VM3o/PmkVuyhPLwiMkkVU9BrWQB6/uvdQ076vWgSpIkIqQMBVU8nh+/eh2bZwxx5buv5OS5J9P3j6sA7f05sRJlptpK/CCmwAHChOcC+xdRHeNOO40NV/6I/jvvCAhqgAABAH6AiBz9NHABYuw9iAq9hCCwP2hk4V1uckp3pq8DTkdkZx2S6cj82+W484DLEA/6MeDiTEem6HRsAG8YefZZ1NFRJnzyk2z5/e/JL1tW9xx1bNTyoSXF4ygNKqjGGj7K2OYcVPTPch8KYaOQm0wK6jb2oCYOOoimY4+l6eh3Od4vhcOEp0wRkUc+jVjWSVL6qNMGclBNPajuJimnEr93k5QUiYAk2SZJmQhqOGzkopqv4ytmymMOKlSc/IUVK4z+YK85qIbLvuiv7aQeQQURZaUrqGXtudpYHuAHx1zByXNPFvtI6O9P69hVpxK/3kKijy12gtGyk7D2QIfGjaPlxBMZvO8+8itWENN6dwMECLB3ItWVLQOfyLanfgqcgjUH9f5UV/bVRtfe5QQVuAP4EdVRVgbSnel9EX2whwJ9wF0Itv6LnbHBPRXDj4ry/vgPncvA3/7miaAqYzkj+xG0Ev9YzijTSh6C+sEWR9VgDyqyMHjs1B7UkZFt7kENNTezzw3X1zwmMm0apd5e3wYwyWKS2g45qOWyK0m2l9GN7FCv6qEkIcViKAVrn6h+vpuC6mvUaaHaxe9GuHWyVVi5kug+sz1dyzBJbauCWii4qs9yImkQxlfWvMgM4MSFp3DqvFNNx+hmKmtvqJrPI0WjFjNUePJkCIVqE1RtHafYuHFnncngffcx9PAjxD59gafHGSBAgD0bGhFtmIw6obFP2O2ITEdmUaYjU6+B9gPA3ZmOTG+mI6MCvwY+vON3t+dCLZcZeuxxYgsXEp0zh9jCheSXLUNV1ZrnKbmcodaAMHEouZxhdLEHiLvBbKbyRaDM0UY7OagfbArqDlRuw9P1PlWf1zCbi/QcVD8lfsegfufXx15G90vO9DXsJinDlBUJO7r4vXyhkV0SBpBl177e8FTRelHatKmm499yHReTlPccVG10r0YInQixHI+jjo7SN9LHC6ufBuCD6Y9Zj0lazVQ61EK+6kujFAoRmTqVUg2Cqpri5OzQ+1bLmze5PzDEv9FCTw+Fnh5KW7fWPDZAgAAB7HgrKKhesA9CLtaxUrutCpIkfQn4kul3enp6dujmtnhwv7/VULj5ZsqbNyO/73309PRQnDED5cUXWf3yy8hTprifNziIFI0az2lRkiiPjjKkfVit37wZydT354acqhg/9w8NMuLxNVK06wxu2oSkfYj2bd5MaAe/xiXNtbyxp8cgbJv7tzLo87pe3yv5pmZxXUXx9f4tazPb+zdvQtII6qYtW+n3uIZx/sZNjKxeDcUiY4WC4x50Ujbcv5Wenh5UbRTsaNH5eCco4TC5wcHK+2lsDCkep6enB0WSyY+OGveNDQ5CJMKaNfUNofoXrRFtbwBjQ8MQDrvuTVcpt65ayeCE8eJ5GB6u+d5UtAlL/X0bGOvpobx2LQADIyOMeXgO9BGmA5phcNT0XOvvlWIohDI8xKWPXcp+mtFrYGCEIdP6Re3fwobVqwnPmmXcPjYwiOrwmMsTJ1Bc3eP6XOQ2bgRg/ZYtSGWb8Ur7tzC4vpdCjcc4+tnPobzxhvG7/La3ETn+OMKnnurb/BegNnbHz6AAuy+y7Sm/Sqma6soe5Pc6uwtB9QxVVX8K/FT/PRQKqbNnz97h190Z19heGHzgAdb+oZNYeztzv/jfyE1NbD3kEHrvuouJw8M0H3aY67nLSiUikyYZj3f1uFZGCwWSoTCDwKz58z2ZWNaNn8CA9vOEKVNo8/j8leJxlgHN0RihpiY2AdNmziS+g5//kTlzWA2MjyeQW5pZB0yaPIXWBq7r5b2yZb+F9AGRZMLXeys3MsIKoLWpiXBLK73A5OnTaPa4Rr5QoBtoTSaZNHMmXUBTawszHc5Xy2W6gEQ4zKzZsylt3Spem7Y2pnu83vKmJmQqz8lyIJRMMnv2bJbH48iSVHmvhUKMRaOen4+uWIyEHPJ8frmlhTeApnKZlrY2eoAJU6fWfG8WIxGWAy3RCFNnz2Zk3XrxPpk0mQke9pkvlugGmmSZfqB5/HjLczd79myWNscYW9nPS1te4vSm+cByZsyda0l7GJw1k7XAhGQT40znrwDKier30No5cxnMvMbMSZMcVdJ14RADwKwFC6qMUqqq0iXLJFSFWTUe49LeXiIzZtB66ikUVvcw/MQT5F97jdZolEkXBK0B2xu702dQgN0eWxBO/XqYBuzv8dgq7C4EdTXCJaZjrnZbAJ/ILV3KuksvIzR5ErN/9Utj1ndsv4Xi/jfeIHHYYWz+zfWM/9C5RGbOtJyvjI0Z2YwgRj2qY2NCfZJl7xmYCXOJv8Ec1PJODupHlPj1cmqjPaheENaMLH4iosD0XJZKDT0/lRJ/ZRCCWyuDFApBJFLpQTVMTN5MUqCX+G0mKXMPqi1myqsBC6jub62TMCC3tkIoRGnrVqN3tf6oU5tJquQvB1Vvv1BGrCX+x1c/zlXPX0Xu2Ryf6u/joLzC5w7+PEd2r2eA5VWtNIZJyt6D6lDiB7NRqpfYvGqjkzI6BlqPcNWeJQm5uZny4FDNx6aOjRE79FCmfPnLAJSHR3jz5JPpv+12Jp53nhETFyBAgN0Lqa7scbXuz7anpgGXAhcCZeCPjVzHN0FNd6ZbgYuB44EpwIWZjswL6c70BOATiF7R5Y1spgbuBJ5Kd6a/izBJfQa4dTtfY7fFyAsvEFuwgPCECXWPHXrwIdR8nhlX/MISCB9bKAhq/o1l9H73ewzeey+htnFMPO88y/nq2JhFcTFGPQ4MIMXjnufGW+KoGhx1qqwR5VS5ucnz+Y1CsvSgivJvoy5+L4hM0wiq35gpk0mKhkad6qadoqceXzkSqfSgepxfb7leLCaMZxr0oH79urr5yLjPR3+rFItWT7mqcb4ky4Ta2ihv2eqZbBtB+jn7JCl/Ln49+F6KRNg0tolvPv1NyuUyCycspLm1TFjZwKcP+BTrbxVxgvYqhf6lSR2rdvHLLc1V143MEO+vUu96Z4KayyElEq7/nkMtLcYkOCeIFImiJUc11NxE21lnsfn66xl5+hmajz3G9fwAAQLsfsi2p6Yi0pY+DUSAPwGXp7qybzaynq+vsOnO9CxgMfC/wCzg7UAzQKYjswXBli/xueZv0p3pNdp6D6Y708u123+b7kyfrq3djQh6fRpRBdwI/MbPdd4qKG7YQGnzZuN3tVBg5LnnLGYQPyht3szqT3ySNRd/Vrio60AnA/Z4mFBLC+Hp0xl6+GEG770XwJj0ZOxV/9Axq58a0SwPDFTNB68FcxyVP5OU+GAub97C0COPkDjkECI1ema3F+SkIMHbIwfVCyK6SarhoP5tnyTl5XwpFqtEUhV8TlECpHisatqTripKkYglZkop+lNQ5WisKge13t5C49sob93qOTFAikZFVJYe1K8/Zx5JeoWgjhjnXfHCFQwVhvhi6ov86ZQ/cfhcQeSUXM54PFUKqv4Fym6SyueRo9X/LvVxum5OfsUWJ2eH3NJS9f+D5Xw9psqWi9z2wXMA6L/9NtdzAwQIsHsh256alm1PXQ10A58FbgPaU13ZTzVKTsG/gnoV0AIcDGzQ/pjxd+A0PwtmOjIXutx+vu33G4Ab/Kz9VsTqjk9QXLeOCZ/8BImDDmLDj66isGIFEy/6DFO+8AXf6+WXLQNFYezf/2bg73fRdtaZNY/XlRq9tG9GbOECRhY9iaypI8rwiPVcIxvRXOIXH2Ll/n7PEVNg/eDy5TKXJKRolJHnnoNymXF1Hu/2QiUHdWSbc1C9IDRhAlIs5us5BcAy6lTbp69JXZWgfuNx1lBgzWV0Y1KTHxd/tLrEj0lBNcdM4WNKlb63qilXdZ6LcNt48suXe58kJUlGkoV+DX3vnvZoU1BXja3jwZUPcsI+J3D0lKMBc/l+TDzXoVDV+npVQ28V0KHmXUr8M7Sw/nXOBFUdyzn2puoItbSInF4X6EquneRGZ82i6eijGXrscYobNtT8cqkUCgz/858MP/oo+Te7mXj+ebSefLLr8QECBNi50Er5lyEC+iOIUv73U11Z9znKPuBXAjoJuC7TkVmCc9NrNxB0atdAcd061Hyezb/+DWsuupji+vWEp0xhy42/r5lL6Ib8m9qXE1lmw49/THlwsObxBkF1+PBJHHQQyDIzrrxCHDsy4nyumVxqH0Cl/v5tUFB9lrFjMSiXkeJxWt/3Pl/nNopKDupoJQfVZ4i+H0iyzIwfX8XkSz7n77yIHtRvGnXaiIJaKBhB/7UUbikaNfWges8pNc6Px61ZpaWSUVYXPagmBbVQ8Fnij6HYS/x1lM3QhAmUBwYqsWleplbF45WYqQZzUEtaufze1Q/QHGnmG0d8o7J+olK+V/MF577QhLOCquTzxvQ1M4we1F43BXXMkndsh66gusXSVb7MVq/Rdu4HoVxm4K9/dV0foO//vs/az3+BgbvuJr98OWv/+4us/5/vVD3GAAEC7Fxk21PTs+2paxGc72LgFmD/VFf2vO1FTsG/gppAlNfd0LINe9njoZZKqPk8Le99L03vehe57BImXXAB+e4V9FxwARuuvpqZP/qRrzULGkGd/PlL2HjNtWy87mdM+9Y3XY9XRkeRIhHHD95JF1xA25lnCoOOJKHYS/z6tKhkdQ8qxaJPBbUxkxRoBHVoiNb3vpdQc3V/3Y6AFI2Kmeijo5Q2ba7ctgPReuKJvs+xmKS2scSPTnBrtBnIsWilxF9nUpPj+fEY6GqtLIv3kTHqNFwV1C+1jvO+djRK2RS/o5ZKNUkXQGj8eFBVSlrMkpdSvRj3qxHUgt8cVLF+36ZVTATGtUzkFyf8hCnJKfRsFhFO+p6VsTHUQgHZKczfyEGtKKiqqrqW+OWWFuSmJtcsVCU3RnjiJNd9h1qaxXtM61WtOl8flWqbRAXQcvzxyK2tDD+xiEmf+YzrNYpr1yIlEsy/9x6kaJR1l15K/+23ExrXahivAgQIsEvwJhAD/o0YY7oCGJ9tT413OyHVlX3Z70X8EtQlwLtx7/88A9GjGsABuiIZam1h/LkfNG6PzJxJ0zHHMHj3PUz4+H+RSL/N85r55W8iNzUx8dOfZuixx+m/7TYmf+6zhNranPcwOmqogXZI0ahR+pObmqoIqq5cSLZRpzpq9azZYVFw/RJUjTSMO+ssX+dtCyRJQk4mKQ/00/+XvxCeMoVEOr3Tru8VurpWHh4m1Cb+r/D1BSAUEj2VphJ/rRYMKRozskCNsrgfBVUjT2ouZ5xn7NemoKoFvyapBnpQtfzT0gaRS+olkUBKJFAbnCQ1ouRQJIgVhCrfcdD5TJx6qOUYc4lfzecdFVSzymqgWARVdfziKEkS4enT3Ev8o2PIM2spqK0AlAeHHKsx+vPhNIlKikSI7beQ/LLlqKrqasRSRkcJNTcbSSKzb7iBroMOJv9mt+u+AgQIsFOg/8M+BLi9zrESouLuu+Tol6BeA3SmO9OvAn/RbpPTnekFCBPTUcDZfjext8AokSer+z+nfO2rrHj6aTb/7nfMuuZqz2vmu7uJLpiPJMuM//CHWf/1rzP4wAOM/9CHXPcgNTkTVDPkpqaqEr/RV2ZSRZzK/V5g/pD1GxMVnjgJORIl+c53+DpvWyEnk4y9vBgUhclf+tIOV1AbgRyLEZ07l9zrS4wkAD8TryRJMkaMVmKmavSgRqOmHtTGTFIgyveyFjtUcfFXjzr1HzPl3cUPEB4vCGqxT7TXe1VQywP/n73zjpPjru/+e2Z7ud6lu1MvJ2slLDe5xE22cbCx6aYYzmBaIAQSWgo8IeQxeQgBTAJ5QrAdHyE8gDFgGTs2tgE5Nu5FWsunXk6nO0nXb3ubef6YsrO7s7uzpy7N+/Xyy9Lub2Z/u7qb/cy3fL4z+mtoe6+GLMt85Zmv8H4R/BkRkHCYik91WpVag2qa4nc6lX8LQw2qpDdUmX9mrq55xJ9/3lQkSskkgr98DarmDCBFI9BRWkeq2W6VuyZ4liwl8eJL5MbHldGrJhTfTAsOB87mZnKGJlMbG5uTwgdPxIvUJFDD/eEfhQZCC4D/DdyhPvwIikKWgL8O94d/dWy3eOagCT7RRCB6ly/H3durND1ZJDs1RW58nODllwNQd+21HPrqV5n55a8qCtRyEVQjYjBILmYeQTVGRQr+XEsNqs/YJFWbQO3+l39WPBpPsI+iGAjA4cMIPh9NajfyqYhv7RpmHthIVp26VUsTGqh1pem0oUSgQg2qx6OnteeU4vfkI6iyHjnNN0mRyyFLEoIoKj6oNdtM1drFr0ZQD2sR1OqvJ/i8SOp6q5/BkfgR7nzpTh7d9yjvdzoQU2q02mzUqW5llVRrUM0Fp+jzFdRnau/dLMUPSh2qnEqRm57WhTmALEnIRSONi3EElWqucjXvmu2W6DUXuZ4liq11avfuygK1vrBqzNHSQtaemmRjc1Lp2zY4cCJep+Zv+HB/+A4U0/zPA/8XpbP+i8CKcH/468d2e2cWeYFq7tvpWriAzNBQvnu6Cuk9SqrLs0SZje0IBqi/7loSmzeT2mtepyzFYqYR3GLEYKCkI1iPihjFpcc83V/1/MYygRoFlKuzE5c6N/1Eogn7xre9rWwJxamAN7QGgMQrrwJzs6pSalCt2EzlRaCW4rcySSx/vBodTKVKxJ3RMgtqj6CKbqWZruD4KpFNR5PiJawJVCvvRRtWoexVew+ln9nu6d38Yucv+OozX+XGX97Ig3seZH3Xerze/O+jmbDVHC+keKJsTSmA4PebCtRyv5eaF2pmZKTgcb3WvJLNlCoci8uA9HNoN7NlorCepapA3VXegcbsZtrZ3Fxg02djY3PmMqdJUuH+8BBgPQ99BhN9+mmS99/P3n37SQ8N0fW1O6i/7jrTtZUsngDcCxYQ2/QkmdFDuLvnm64xonXwu5fkh2w13HwzMw9sZGbjRlPbKqsRVEcgQDpaKHK1BgxjVKQgguq1HkE9miapk4UYDIIg0PyB95/srVTEt1YRqBl1TnrNTWhail+rQa3gViC6FYEqy3I+HT+XFH8qhVDkGqDvO5NRoquGKVOWzq1FZ1Mp3bLKig8qGIzzrQhUn9IkZfwMtNfJSTmeGHqC/xr8L14+ku8RWNSwiM+e91ku776cnX9/eX7PZhFUQwNUuRpUZR++giapail+zQs1OzoK55yTP66KuATFZgooa9ZfLcXvXrIUgNTu8jNdzK5VjpZm5Hjc8nXMxsbm9OX0UAanMMnwa2Qf/m/k5maks4WtbgAAIABJREFUaJT4s8+WF6haBLXMhdW9YAEA6f37LAlUrYPfs3Sp/pj/ootwdnQw+8BG2j71qYI0uCzL1lP8gSBSLFZQn2bWxV/gZ+qZYwT1NBGobZ/6UzJvf5v+73Sq4lmxIh8FBd0b1Sq6QNVM8itFUN0ekGWlo9uid6gRY4qfIlusAkcBNQpc25QqRZhJ6bQyCcyCwC2exmYpxe/1QS6nNCVp0VqHyG/2/Ybvvfo99szswSW6uGnJTVzdczV9LX10Bbr03yvja5i9Xr4BKllx3Kvo95OdNAwB0VL8ZQStq8vcCzUvLivVoGop/jICVW+SMj+Hs70NMRgkXSaCKudySplBUbbH2dwCQHZyCrctUG1szmgqKoPQQEjC3O+0IuH+8PEziDzFaHzXO4lddBG9b1jL9nPXkR46UHZttRS/u1cTqPvh0kurvnZq124Er1fvvAclnVt/4w1M3n0PycFBfIbIiJa2tSZQAyBJyImEYcxnaRd/uXrUahREVmoUUCcL/3nnwXnnnextVEV0u/Gs6iO5eQtQOQJqhuB2q01Sms1U5UlSAFIqrQviuaT4pVSqxBYr7+maVcQfcxS/6bTl44tLN6z6oIJaI6q+zldevIOH0y/jc/r4SOgjvLfvvbT6zG2bCgSqyevpKf5EQhHbFWpQ5bhJir/MjaOe4i+ympIT5b2SNfQIatRcoGqTtcqVCQiCgGfJkryPcxH5KG5Rir9VEai5yQmwcBNvY2Nz+lItdPVVSgXqW4FzgEeB7epjK1FM/F9DmSZ11uBsbkaMxRAEAXdPt55WNaNqin+hIlAz+4csvXZqzx7cixeVNAtpEb7c5FTh61eJ4BoRVX/RXDSaN6k3iYoUpOrnGkGtsQbVpjq+0BqDQK3t8xWDQaUG05LNlGbsX1pDagVNbFWsQc1kQIs2zsXCyuTc5RB9PsU2SrNUs9gkBUrkMas6Gjw/9hI3nvtmPnf+52jxtVQ+vopALU7xl4uICv7CJikpWSXF32IQewbMmiFL9qQ1SUXMa1B1S7oKjVbupUtIbN5MdmqqoEkL8hOxSlL8WgTVrkO1sTnjqfjNFe4Pf8X499BA6KNAO7A63B/eXvRcH/BboLDi/izC1d1D9KmnkHM508aUagLR1dUFLpcSQS1DbnaW3NSU0s06Oor//FKrJU0AS0Vd+HIVgWx+jrzVlB4VMRl1Cvl6QisUNFqdJin+0wnf2jVM/Uj9S41NUu5FC0mGw+RUf9NKxxujlHNK8XsNTVK6h6j68+A0RFBVgVpTdNZdXvxWwtnURCaRUF7Tws+mVpM9MXWQ/9n3O9YA1yy5nr+67A5EoXofqtFr1TTFr0VoI1GQJF14l6zz+ZX3ql5/tDGvZQWtzwcOB7nikcYmzZDFOLQmqYh5F38lH1QNj1qHmt69G2fRdUyKm18rnS1KCUbO7uS3sTnjqbWL//PAd4vFKUC4PzwIfBf4wrHY2OmIu7cHMhkyo+YzqnNVUvyC04m7u7uiQD18xx3sfuP1DH2gH8h38BsxE5dg9GG1EkFVz2H48sob9ZtHUMVaIqgFPqi2QD3W6EMEnM6yRujl0IRDcscOoIrNlFmUskavUlCifcU1r8YI6lzEr1n5gZWfNc1qSnC7LX12aXVLn3jodg7PHgTg8+v/0pI4BQspflUoajcMZZuk/HlDfzA2SZVPszuCwZJGJ7NmyJLXqqsWQa3cJAWVO/nLXav0COq4HUG1sTnTqVWgdgOZCs9n1DVnJa6eXgAyw+Zp/mo1qKCk59PDwwUTdIykDx4EUSS5bRsAnmXLStY4joFA1UaIGqOweoq/YNSpUazWEEF1ufJCxBaoxxzXggWIDQ1z+my1m57UDsWTt1INqyaopBqjlBp6BDaVzNe86l38mkDNzkn8ilr5QI3lB7pArbI2nolzd/hu7tr5nwB0u9q5rH29co4abtaM/0amEVT191UbBlCpBhXyv+dylRQ/KEIzV1RHatYMWXKcx6MMBqjmg1ohCmv0Qi1GLnOtykdQj06gzvz6IXZedTXZqanqi21sbE4KtQrU14BPhAZCJdXpoYFQN/AJIHwsNnY64u5RtHl6yLyG1IpAdC9YoEZhy8zIjsZw9XSz5OGH6LrjfxO88sqSNaIuLssIVIuTpIrPoTVgiGXGm1aKuJi+hhYJqtGo36Y6giAQvPQSXKqVUC24F6vCYbuSKKnsg6oJzPTcRp0am6TK+qAeXQS1oHzAgguANu7U7H3kpBwP7XmIT/32U1z+08u58+U79Z/7O877Mh0epRGqlhuDqhFUtxsEQReo5XxQNUGpe7JWSfGDIlCloiioWTNkuWNz1XxQK5zD2dWF4PeTNrGaKnetcrRoNahHl+JPhreQHR3VvYJtbGxOPWoNr/w5SnPUjtBA6JeAdmVZBrwFEIBbj932Ti/0CGqZRikrTUpao1R6337cPT2l54hGcdTX4164EPfChabnODYpfm2UoTGCWpq2E1wupUYxl6spggpq6jIWsyOox4muO+4oGBVqFXdvD7hcZIaHlQcq/PvoUcpM+uiapJKpksEABT6o2hjUOTRJ1RrddTaVClRZlnl65Gm+9dK32Dm1E4fgYF3HOq5feD3XtPg4vPELyLOzc/sMCmymTASqICD6fPkIapnPQCsFsJriByVTki26Gc5HPytfJ8zKA/RzJJLgclX8HARRxLNoUU0pftHjUabcHWUEVTt/cvB16q6+qur6zKFDiF7vKT2gw8bmTKPWUadPhQZCFwF/j9LNr4XMEijC9W/D/eGzNoLq6p4PgkD6wLDp81IshuD1VhRkeS/U/fBHl5WeIxotsJUyQxOoxdGNmgSq6j+YixlrUOPK/otcA0SvV5lQVcMkKe24nCie8JGlZwuizwcVUqzlEJxOPAsXkNqp3H9asZmqtRFJ36PeJJUsaZIqniRV67nzDgG1iWdtmpTgcnFg9gAP7H6Ah/c+zIHIATwODx8OfZgPrPoATV5FyMbjrwCqn6ja0FXL9K7CCKr5/gSfz3oNqhoB1VL8YtUUf7TQ79hCFz+AWF9Pdnzc9DkpmbB0PXAvWkRy61akRKKgHKDStcrR0lwxgjpxz3+QHtpP55e/XPbfQXMJSL4+WHWPAPvfdyveVX10/8u/WFpvY2Nz9NQcugr3h18D3hoaCImANkR5LNwflo7pzk5DRLcbZ2cnmQop/mrisECgFiHLMrlYTI9ult2HHkEtGlU6B5spY5OUnEia1pTpkdAa6u5AqVm1o6enJu7FS/ICtZLNlMtQg3q0Kf5yPqiGKHBtNaiaw8DcalAPZyb5k1/egIxMm6+NW/tupf+cfjoDhWUT2g1jZnQUOV19WlUx1SKooNxsZFRrpfI1qJpAVWtQ01oEtUKKPxhQhiykUnpmxEoXP4CjLki6zEjlcteKknM0NACQi0QKBWoZmylQzPrTZer8AWYeeIDU9u046upo/+xnTddo18Lk669X3aMsy2RGRpDls/4rzsbmhDJndaAK0sPHcC9nBO6eHpKDgwURCQ0pFq9q8eTs6kJwu0nv31fynJxKQSajd9iXQ/B4wOksTfFXuOgXo9V+FaT4Ewnd87FgrddLDmoadaoc56v5y9zmxOBZshgteVspGigYbabm1CSVT/GX7eLPZkGSaj73XKO7+8UpPMCsFOPKnmt5z8r3cGHnhThE88/B2doKTqciULPZOY2W1f9cJoJaYO1WNoKa90sFqyn+/MhS3c7KglE/KF6oUiyGLEklWZBy14rScxhuhNsNx2ujZstEUHNbtpi+rvHYiR/chWfZMhpuuqnsmuzoqKkPqxE5HgdZJjsyipRM1pwpsrGxmRt2bvUY4+rtQYpEkNR6MSNSLFZVoAqiiKu3x9SsXxOL2pdK2XMIAmIgULYG1eyiX4zDpNFKSiZM69K0VGCtEVQxEKgY3bE5ebjVDmug8qhTYxp9Lo1MWorfLMrpzEdQ52RhZaxBTWtjXyuLx8Oxw3x37wAAC1qX8c9X/zMXz7u4rDgFRcC7OjrIjI4gZ442glo+xa//uawPalGTlMUUPxTaRZn5HZseW18HslxwE6uhpPirR1B1O7siz+Zyk6RAHXeay+k1uSWvHYvhXrIEZ2cno1/6MpkjR0rXxPPZpWpRVGOZUyULQBsbm2OLnV89xri7lcam9IED+IoK6qV4XIm2VDvHgoVEN20qicZoXwTVUvygREDLN0lZMOo3aZKS4wk9/WlEE6a1jDoFaPv0p8lOmNew2ZxcPAaBWikiqBnn6wLTorm9fm6jD2qxzZTug5qFXLbgMSuIFmtQ45k4O6Z2cCR+hHu33sukQ7FO8vvrLb+Wq6uL1K5diIt9NbtSGF0LyvmuFti5Wa1BTVVP8TvqtN/zfLOTmd+x6bGG6KujvvCzkhNJxMbyUcn86+fPYaTStUofdzoxYRr5lGIxvKHVBNZfzJGvf53MgQO42tsL18Tjys+qLJN8/XWCFUZLG8uc0nv34V2xour7srE53gyu7Ptn4CZgAXBu37bBV9XHlwEDQCswA9zWt21w69E8d7KwBeoxxt2rCtShobxZuoqVCCqoE6WyWbITE7g6OvTHtYkvVgSqIxAoiWzUYjMleL0givpEF1C6+F0mURUt5VXNlqYY/7pza1pvc+JwL1yof4FbsZnS5tBXEllmiD5F0OUmJ/Nd/FqTlO6DmsmL1zkMAZDTBvHrcjM0O8S2yW3smt7Fi4df5JUjr5CV8o1YHzvvffCDH9Ykhp3zuoi/+CJSZHbOEdRKxxVMbKvQSAX533NJq0Gt8HuZH1lqEKgWpkCBGkFVjy3ekZRMIlTwUdXPEciPVC44XpskZXKtyo87ncSztPA5Wa2nFf3+/LSroht17THP0qWkdu6sGkE1Hp/et6/yG7KxOXH8HPhH4Kmix78P/HvftsF7B1f2vQO4F7jgKJ87KdgC9RiTt5oq7OSXcznkRMKSQHV2KHf72UOHCgRqPoJqIQLqD5AZKZw6K9Uw6lQQBMXOpaQGtUyTFJX9Fm1OL0SvF1dPD5mhocquE6oVWmrbNuR0uiYBCUp63N3dTXpoqHyTVDYzRwurUpup/9r1E/5t9sv6Gp/Tx8VdF7OuYx3zAvPorutmddMqtos/Kus3aoarS2mUSh8YxtnWVmV10T41QV7hszOKvfI1qNokqUKj/krjYUUtghopzJQIbndVJwJjBLUYKVFjir943Gq8fB1sJbN+4zVOE7+mJQjxOJ6lS5EzGVJVOvmN5QflmsJsbE40fdsGnwQYXNmnPza4sq8dOB+4Tn3ofuC7gyv7lgKzc3mub9tgqVHxCcIWqMcY3az/QGENaaWaqmI0c/XM4cMYL8/ahdJhJcUfDJqn+J1Oy1/yYiCgf3HIsqwI7GMYQbU5tfEsXqw4UlSwmXLNn4+rt5fYs8/h6uycU9Obu7eX2B/+kE9JFxv1F4w6rb0Gdefh19mceY6rgFcmw1x13gauXXAtixsXs6xxGW5H6Tk7v/wl3ItKxwiXw9XVpew1mZx7BLWSkDTUfpdN8RfXoKZSShS8wn70WnNjij9prQO/3LhTOZNRmjktlPzoKf5oaYpf8HpNRbIxglqMds1zBAJ6pqk4OivLsuKoEvDjXbWK2YcfJheNlr2u2hFUm5OAKAiCMcr1LVmWv2XhuB5gtG/bYBagb9ugPLiybwjoRUnbz+W5U1OghgZCl8/lpOH+8JNz287pj6OxEbG+nsxQoQ2KlTGnGs52JWqaPVRoklBbDWoAKR4v6HSV4jFEv99yCtYRzDda6eMPTb503AsX4mxrs/SlZnP64Fmxgujvf1/1Zzawfj3TP/vZnMQZgGtBL/KmTbp/cIlRf7b6qNNULkUkHWEiMcHemb3smNrB5m2b+Bzw3P7/YXda4CrgT87/M867+mNV99T0nvfU9h668tZTNVun1Zzit1aDKqUV66hKv++6yCzOlFhppNRS6JHCcae6e4ClCGoZERkrb8mnRVDN6teN19m8E0nhjbqcTIIkIfr9eJYvZ/bhh0kNDuK/wDybaQtUm5OAJMvyWTs2XqPalfT3gFzD+QR1vXWX6jMQV0cH2bGxgsfyF04rEVRVoB4pFKhapEJLXVVC90KNJ3BoaTQLPqyF5wjqZQL6FCkTEdr2Z5+i9eMfsz1NzzBaPnw7/nXn4u4umWxcQOBiRaBmx8Zwddd+TXX3qt6/e9SJQiVNUhm9C197bDwxzv077ueVsVcYnBhkMlkaTWuXlJ/7S1ov4F3nXkXk119nRfuqmvdnBacaQTXu0SqWIqgFKf7yXqlg8EFNpiqm98HQDFnQxW/NZD9fv1okLnWjf+sC1SzFX+5apY07zVWIoIp+v6kTiXZuUK6R3lXKz8PMQw+VFaiaeHZ1d5MZHq5qS2VjcxI5AHQNruxz9m0bzA6u7BNQoqBDKGn8uTx30qimKKrPgLMpwdHURGrHjoLH8h6kVmpQFYGaOVxoj6LbTNXVIFBjUV2gyjULVEMEVbuom0RFhCojDW1OTxx1dQSvuKLqOv9FF+l/nlOKf4FSt53avUc9R2EEVc5kkTNKin9bZBcPPvMLHtj1AGkpjUt0saJpBeu71lPvrqfR28jC+oUsbljMEn8vu79+Pr3eTryCm8gc92cF43S3ufqgVhwL6q3exV886tRovl8OsxS7lEiUdOWbHlufP3b2kUeYuPseFvxwQL+ZtZTi1wVyaYq/rEBtaACHg2y1GlQTJ5KCNX4//vPPx7duHdM/+SmexUto/sD7S8+pXgO9q1eTGR4mvXefLVBtTkn6tg0eGVzZ9zLKyPl7gbcDw1od6VyfO1lUvJKG+8ObTtRGziQcjY3kZmaQczm9hqqWCKro9eJoaCB76FDB41oNqqUUv+4vmI8e5GIxxUPQIlodqyxJhgiqXWdqU4izuRnPypWktm2bo0BVIqjZw0rGQD+H+v+dY4PsO7yNtcAXn/0Soy0CodYQt6++ncu7L8flMH9NWTX3l1Jpg0PA8RGojmAQsa4OKRI5TjWoRh9U83WCKCJ4vXmj/nSqqs+wWR2plEzqN8mWjp2a5sjPv6mKt716zbKlFH+gjA9qPI6rzNx7QRRxNDdVjqAaa1BNzg2KH7TgctH9ve+y/73v4/A//AOueV3UXXNN4Xo1uutbfQ6RRx4hvW/fGeVAknhtK/tvvZWFP/2JbaF1GjG4su/7wA1AJ/Do4Mq+SN+2waXAx4B7B1f2/TVKZPSDhsPm+txJwc7JHgccTU0gy+RmZ/U77bxtSvUIKihR1Exxir/GGlQoFKhyLI6o+rRaIV8mENfHH5oZ9dvYBNavVwRqjV38oEYfnc68iFQjkEmUvz+662G8GZm1wLtX38oF597A6tbVVWupBVFEcLlqniQ1V1xdXaQiEagwGtaMWlP8FUeX+v3I8bxRfyWTfm09glAQwZTjcWtjStXr0Owjj+g3F9mJST2yaiWCKrhcCF6vic1U5WyPs7nFPIJqFKh+8xpUYyMVgLOpiZ4f/Dt7b7qZibvuLhWohggqnHl1qMnXtyInk6S2b7cF6mlE37ZB02L6vm2D24GLj+VzJ4uaBWpoIORFCf+uAxoonUYlh/vDtx+DvZ22OJqUO/+coVapljGjAM7ODuLPPV8wMlWqwQfVTKDWXINqiMLK2vhDu1PfxoTAxeuZvPfeOQlAwenENX+ePj1NE6gvTr5KNxBq7OMNgeWknvsl71/7IVxt7RXOVnRuj+fECtQdO46LD2pBir9KpFWvQU2lEKukogVRVO3kFIEqy7LaxW99TKkmTkGxftLfj8WmSbEuWCAijV325XC2NJPYvKXkcWP6XnA4EPz+0hR/rHSinru7G9f8eeRmCxu+IF8i4F25EkSxqtWUlE4zc//9xP7wBxKvbqb59g/RctttFY85mWj1x2Z+sTY2J5OaBGpoILQA+B2wEJhGEaiTQCNKY9Q4UGo6d5ahidLc1JT+WC1d/KA0WsmpFNLMDA411SVFowguV9XGB8hHB/QaUnVWeq01qNrr6nVlFsy3bc4+/Oefr1iYeefmhevuXZAf76sK1KcPPcstwLrmNXhSEinKm9SXQ/B4kNKpkiar44FzntIopQ0YsIo+Octiir+S37Do9+k1qFI6hdOCN7EYzAtEOZ0GSbIkLgWnE9HvR4rHcS9ZQnr3brITk4gNDcp5LaT4ARyBYGEEN5XSu+zLHtPYpNw4F3nvFl9nHRVGPhefX/QHyIyOlryWFIuBICA2NODq7q4aQY0+/jiH/u6rIIogisz86oFTWqBqNye2QLU51SiOflbjGyiidD2wHKVr/xYgCHwRSABvPJYbPB3RxoHmpqf1x4rTStXQrKYyhuiEFIlYip5CobgEgw+rxdcHCrpgNesaK3VlNmcfYiDAvK//H9o++ck5He/u7dX/LLhcpHIpnhl/AQCf4JqTDyooEf/k64NEHvuNcvxxdJrQzPqPyyQpQ0SzUopf8PnzTVIWUvyg/J5rAlHvwLf4e67VobZ9+s8Axfop38VvLdsiBoMFdaJ6jWgFkexoVq2mpqYLHs8VCVRFfJdvkireh6mpfyyKGAggCALuhQtI79+PnMuV3Zvmz9p71w+ov+5aUtu3F3wXnGpoEdTiMgsbm5NNrQL1auBfw/3h5wFJfUwI94dT4f7wN4AngDuP5QZPRxxmEdR4aVqpEk7NasqYPovFrAtUvUEgVvD6tdpMgSJyZW38oR1BtSlDww03KJHUOaB18oMi1J4ZeYYIStQ+Ozaup+jFGiOobZ/5NM62VlI7lWZU4TjWUGtm/XPu4q80ScpCkxQov98FXfweC6n6ujpdnEg1WEQBBC67lPqb3kzgEmWWfW5iUq9Xtzq4ozjFn79Wlb+Z1suopqcKHi+OoIqBQGmTVJlslhgM6t7RRnKGEdWepcuQ0+mKUdSc6gvraG5WrKtkmfhLL5Vdf7LRbk600gcbm1OFWsMJfmCf+udZFM/TBsPzzwD/dPTbOr3RUvJZkxS/1Qiqq8MkghqN6qMJq1Fcg5q3X6k9xZ+LRvNfXHYNqs1xQOvkB0XgPb7/cSI+ENeew+xvfpNv3qgxOtnw5jdTf8MNxJ9/ntzkJK4O6/WrteLSUvy1RlDdroL/m6E1Jwoulz54w3ydUoMqy7KS/raS4q/LR1B1cWkx+jnvjjsApW5U8HrJTk4gaTezFm8GHGrkUqu3t1KvbxYEgNIbcTEYRBoaKrOmWKDmm0KNU6WkaD4w4AspjVLJ117Ds2SJ6d6kWeWzdNTV4b/wQgDizz9P3YYNpuunfvozModGaf/0p8u+3+OJfnNip/htTjFqjaAOAd0A4f5wFjiIku7XWAVq2OMsJn/xLE3xW+/iVybTGKdJSdEoDgsm/cbXKRGoc2qSihu+uOwIqs2xx2VI8WdFmd8P/56VLX10f+azkM2S3LpVEWcWp6AZEUSRwPr11L/pTcdyyyXoEdTjmOKv5pIgBgKQyegpZWsp/jqlkSyd1i2qanXrEAQBZ3MzufEJ5IR1H1Rlz0GQJN1rWXc8qdTFr11jJwutpoxG/aBcw6RYDFnOz5spd35HOd9UQwRV6+RPhF8ruzctgirW1+NevBhHSwuxF14ou37qJz9h4v/+G4mtW8uuOZ7kI6i2QLU5tahVoP4WuNnw93uBPw8NhH4QGgjdDXwSePAY7e20xdFYPsVvVSBqkR7jNCkpGq29BlWNRph1rlo+RzRq+OKyBarNscc9f77SVAJ8+5XvMJOaYUPvBvzr1+M7/zygujg72Ti7umj7i7+g8d231HRcLT6o1SKi3nPOASD2hz+o662k+PPjRiuNNK6Go6WF7OSknm2xWq+eH7dq/Wba0aTVoJam+AWvVy+zcASCkMvp70tZY55NKq7bN55TG3bi6u7G0dBAMhwuuzcpElWaqtS6Vf8FF5Aa3EZuZqbMekUgTtx1V9lzHk/sJimbU5VaBer/Ae4IDYS0q+TXgAHgHSjC9cfAZ4/d9k5PxIBiAF3cxS+4XJa/ZMWGBgSvl4waQZW0LnzLArUwGjCXCGq+SSpqiIrYAtXm2JGTcrxy5BW+E/5XJhsdZBzwo23/RWegk5uX3IwgCLT96aeA49uBfywQBIHWj34EnyoSLR9nxWbKokANXKwktKKbNllaD4WRQ70Zcg6/586WFnITE4abWatNUoVm/VbKkcyyVMo54gVZKrNpUuU8qYuvmaBaXhkiqIIg4F29muS2bXpddDG5yCxiXZ1eiuG/sHIdak4VqJFHf3NSPFaP1mZKzmYZ/fKXSWzefCy3ZWNTWw1quD88hGE2a7g/nAQ+rP5noyIIAo6mppIu/lo66AVBwNnRrjdJaXfZ2sW8Gloz09Gl+A1d/Op57C5+m6MlnUvz9MGn+c3+3/DUwaeYTim/Jx3tIstzXr5/7fe4sPNCnKJyeQqsv4jgVVeZelSeCWjCtJJ9nHZjWM1izrN8OY6mJmKbnlTWW0jxi0FtmlQkXz86h99zR0szciZDdmysYM9VjysadypbiqDmvaaNFHs9G+vonW1t+hqz/RU3loLqaiBJungF8IZWE3v6aVK7duHt6yvZmzQbKahhDeh1qC9Qd/XVBWtlSUKKRHB2dpI9dIiJu++h6++/WvZ9Hw+ONsWf3ruX6ft+Dk4nvrVrj+XWbM5yavVBvQf4frg//FyZ5y8EPh7uD3/oWGzudMbR2FiS4q9FHAK42jtI7tihHK/e1TssRlAFUVQ6ejWBqtdmWRfJ2sU9vW8/seeew9nRgbPZnkFtY51dU7t4+cjLhMfDjCXGiKVj7J7eTSSjfCmubF7Ju1a8iyu6r2DlH3cgR2N45i0uOU/3d/8F5lB/ejqgpaMrdvGrzYnVIqKCKOJffxGR/35EXW89xS9FonmLqDm4dWhjlDMHR5TXtmrUrwnkGrI9ea/p0hpU0wiqoUNdiseVMgB1DHV+rZbiN4yH1qb3Gc7pC4UASITDpgJTYjnJAAAgAElEQVQ1F4kg1tfrf3cvWYKjuZnY86Vfm1I8DpJE4JJLSO/bx/SvfoWUSuJft46Gt7zFUlOqLMv6v1utyLJ81E1SWgTY2C9hY3MsqLWL/zbgccBUoAKLgH7AskANDYSWoZQJtAIzwG3h/vDWojVXAv8NbDc8fHG4Pzy338oTgKOpieS2bfrfa42gAjg7O5FeeAEpmTRcKK0JVGVt4JhEUCOPPQZA19///SmfZrU5NYhn4nztua/xwO4H9Md8Th8BV4CFDQu5ZsE1vHHhG5kfnF94YJkm+2IxcSbh6unBvWRJxeiTIAgIPp+llH1g/cUGgWohxa/WgErRSM0WUQXnaVHqQjPDw0DlgQJGioWhlWuV4HIh1tWZ1qBqkdLCc0cL1pid26xJSr+xNwQGtEap5Gtb4V2le5MiEd2FBZR/u+AfXcbMAxtJbtumTKQyrAVw1AXp+Ku/YuSLX2R244PMbnyQ+AsvMv+b1U1xJu/5D2Lf+x6ZXz+ojA2uATmZ1EcMz1mgqrW1mUOH5nS8jU05jrVr9TwUs/5a+D7w7+H+8L2hgdA7UBqvLjBZtz3cH37DUe7vhOFoakKamUHOZhGcTqRYDNf8+dUPNKA3Sh0+nB9zatFmCooFqlZ3ZV2gCm63PiM9eMUV1F13reVjbc5OZFnmmZFn+NrzX2P/7H4umXcJt6y4hTVta2j1tZ7s7Z2SOOrqWPLQr6uuczY14TBE5sqh1aFCrSn+KJkRJfrpbGmpelzJ/lqUf9/skSPgclm+mc0Lw0I/zmo3046mptIa1KIRqcY6+sI1pcGCfGOpYW20tF7V1dGBs62NxGuljVKyLJdEUAGa3v8BZh7YyMQ99zD/H/9RfzynWlKJdfX4QqtZ8vBDZKemGPnc55l96CGab+vXI7blSO3aBfE4Uz/+Me2f+5zpmlwkwpFv/BOtn/gTXJ2dBY/r73WOAlXSI6i2QLU5tlQVqKGB0M0Udu5/NDQQusZkaSNwDVDeT6P03O3A+cB16kP3A98NDYSWhvvDu6ye51REr5GamcHZ0jKnFL9mNZU5dFi/aFpN8YNy15+dnACMjQe11cE6gkGkZJKOL395ThY/NmcHsUyMjbs38v+2/T/2zuzFJbr4wgVf4H1970MUau3FtDFj/r/8syUfZVdPD65588iMjFhK8Tvq8jWg8ZdeRAwE8CxbVvP+nGoEFVmuqZmyuJHJarbH0dRIdjQviuRcDjmRKChjMuvMl2Pm12K9BtU0glr4uXtDIaJPPomUShVEiuVEArLZkuu0b/U5+NevZ/ahh2n/zGf0SKekmfrX1+lrnU1NdPzlF9lz81s48vV/pPc/f1jx2qtFMKd+dh+tn/iE6XuL/eEZpn/2M3CIdP3t3+bfn/FzyWRKRsdaQRPZuakppGTS9sq2OWZYiaCuAt6p/lkGLgLOK1ojAzHgSeAvanj9HmBU9VQl3B+WQwOhIaAXKBaoS0IDoZeBHPAf4f7wv5qdUBCEvzDuQRAEDhw4UMOWameyyIsPICUqKcmDg4MIvb1I8ThJUaxpL1n1QnF486u6QflkMsmsxXNknA5ykSgHDhwgeeQIAIemphAMnoDVcH78YwjBIIdlCY7z53g2YPazcroiyzLbZ7fz+8O/57HRx0jkEgSdQd7e+3ZunH8jHb4ODg4fPNnbPG0p+VnRonIWfg/lNSEYGWEqFiVaZb1m7zS5fx+ZzVtwrF3LsBpJrYWcoatddrksX+u0pqSpgyPEDhwgOaZcq0anpxGKpjoZyfh85KamGBoaQhAEZPU8CWT9tbOq2B0/MKxfNzORCEIgULI/SW3Cmzl0iKR2/P59AEwnU8QM69M93ZDNMrRpEw5DHao0Pg5A3OR7R7rpzfDss+z/3vfwfPzjyvn37FHOn8kUnB+vF+f1byT+8H+z72f34bzk4rKfQ1y9tkuzs+y7dwDXm28s/az27VVe54GNZN7zHr0+OLer8Gv2wM6dCCZRejmXI/Pz+3FccD6OxYU14ukD+UEIB155FbG7tkyhjU05qgrUcH/4H4B/AAgNhCTg9nB/+MfHe2NFvAx0h/vDM6GBUDfwcGggNB7uD/+seKEsy98CvqX93eFwyD09Pcd9g8WvMblgAYeBNq8Xb0sL22WZYGsr82rYS/pSkd2A//AR3IsXcRhoX7CQgMVzHGhuIfraVrq7uxkVRWaA7mXLarvDve0262ttLHEifh6PNalciv2z+9k7s5c9M3vYO7OXV4+8ymhsFIBlTct478r3csPiG/A5baeHY8Vcf1Zm//hNHHzkUdqXLydY5RxpQWA34Hx9kEwmQ/Oll9A6h9fN+nzsVP/sDAYs7z0jiuwCgqJIR08PBwWRWdRrVYVo3kjXPGYyzzG/uQVHMEDm0CF2AXXt7XSqr52YmWUf0OB26+9pezKJr7m5ZH/ZYJCdQEAQ6VKfm/H5GAHaenuoM6yPXLSe4YEf0hiJ0Gh4PJVMsgdomDePtqLzy93d7L13gPR/P8KiL3wBR0MDMy+/rJx/4cKC8wNk/vIv2f273yP84hf03GJS7KqyO5kg096OkEwi//rXdH/8YyXTxiYcDo4AxOPUbd5M0zuVmFN0/xAHUCduRaN0NjTiNhGYE3ffzZG77qLuwAG6v1M4zfywIKLdSrUKQtnvJymVAqzXJtvY1GozdaxzdQeArtBAyBnuD2dDAyEBJXpaMJsu3B+eNfx5ODQQ+n/AHwElAvVUQUvxZ6em5tSgBOCaPw+xoYHk4CDOdqUe1aoPKqjprWxWmRATj4MoWmqasLGZTk7zyL5HeOrgU+yZ2cPB6EEkuTCa1VPXw23n3MZ1C65jdetquwTkFKLuumtZeN/PdOP+SmjpaM3H0reuOEFmDUdjo+K0IMs1TaISi+pEpXgcnM6qNay6F+r0FI5gwLSMyVHUJCVLElIiYd4kZVIOoDenFl13tetxdnyi4PGc6ikqGlL2GoIg0PjOd3L4jjtIvPoqwSuuyK8Plq53tbfjXbGCzMHKWYjczAxCWzuN69czec89xJ55huCll5asUTfB9M/u0wWqVvfr7OwgvStqWoea3L6dsTu/A0Biy5bS1zfYv2UOjZbd59CHbkf0++n9wb9XfD82NhpzapIKDYQWAX8MaAO09wP/He4P763lPOH+8BE1bX8rSnPU24Hh4vrT0ECoCzgc7g9LoYFQHXAjcPdc9n6iME6TqnXMqYYgCHhXriQZDuNfd65yXos+qGA0wI4pBtZ+vy0ibCqyf3Y///rqv/Kb/b8hK2Vxik4W1C1gQ+8GFtYvZHHjYhY1LGJR/SL8rtpuuGxOHIIgVG2u0dDFlySBy4VvjbXjSl7T6dTt9WrJ0hTXfmr1+tWuVZrlXW5yErq7S8acQmkNqpxMKgLaRKAKbjeC223exV907Xa2qQ1hakpfX6/VlNaZN7O55iu1p9nJqcL1JoIWQGyoJ/f668iybPp5yLKMND2DuGQJ9W+8jsl77iG59XUTgaq8Tt01G4g89jjJ11/Hu2qV3iTl6ugkvWt3QYMYKANiRj7/BWRJwrt2DcnNW8gcPqI38BrfA1S2mkrt3IkUj8+pH8Pm7KRmgRoaCH0T+DSlU6ik0EDoznB/2LyNsDwfA+4NDYT+GpgFPqi+zl3AxnB/eCOKcP2T0EAoq+75PuA/at37icQ46SQ3R4EK4O3rI/7ccyRff105R535hcx0D8ZRpfZFwaYMWSnLy4df5td7fs3G3RvJyTku6ryIm5ferIwbtYXoGY3gdCL4/cjxOL5Vq45qWpyjpZnc1BRCDaNSBYcDwe8vsJmycq3KX2NVsWdynS2JzpqIWCNiMFgQRcx38RdFUJvVUavjYwWP57vyzTNd+p7V5lVjF7/p+oYG5HQaOZk09ZWVEwnkTAahrs4Q1R0rWadFUFtuv53IY48z/fP76fxfq/QpUs5OxRarOII6u3EjqR07aP3kJ3F1dTK6eQuJLZtxXXut4dyzyphiSSobQZWzWb3GN7F5M4GLy9fU2tho1GrU/1ngz4GfA98EBtWn+tTH/zw0EDoY7g9/2+o5w/3h7UDJT2u4P/xhw5+/C3y3lr2ebJyGSScZtVFEuzjVgneVUoAff+VVYA4pfpSLU2rPHtwLF9b8+jZnDmPxMZ4dfZY9M3s4EDnAeGKcWCbGaGyUmZTyBbaufR2fXvdp1nWsO8m7tTmROIJBsvE4vvPmlt7XcLa0kt61u+ZJVI5AID/RKG7uU1pyjHo9zRYJVKPTgeD1gsOhBwmquZmIwWDBJKlyEVTB5VJsrsYKI6g5PSJqLjg1+66s2gCXqxJBdTSo3yOzs6Y3DprwFOrqcKjnzhVFdZXjZxDr6vCuXat4dG9XLMW1FL9LdYwpFqjxl14GoOm97yE7oYjq5ObN1BsFaiSCq6uL7JEjZSOoxjKA+AsvlghUWZJAEOwMn00BtUZQP4IS1Syu2H4OeHdoIORFiYhaFqhnKvn6qGmiv/0tAMHLLq10iCnapBI5kVC8BWuwANEuqtHf/R5pdpa6q6+q+fVtTm+mklNs3L2Rh/Y8xODkYMFzTZ4mgu4gC+oXcNm8y7i692qWNy23vyTOQsRgEI4cwX/e0d2YaFZTtUZhxbq6ghpUbSpVJfQyKi1dbiI+BUFQG4CKBWq5CGpAjyqCQfSalFY5W1tKU/x6RLSM4FTfV25CEahSJArqHk3XNzQo66dnCsz/NYwCVXS7cTQ0kB0zEagzMzgaGpQR2l2dZEeVSGeuSgQ1sXkzru5unC0tOBobEQMBEq9uLnrPs8o+RbGsWb9x7Hf8pZdKnt/3znfhWbmCeXfcYXq8zdlJrQJ1IfCdCs8/Clw/592cQQg+H4LbTXZ8nGQ4jKevr2ajfgD3okUIHg9yKoUjEKhJPGgX6pkHlGk+ddeY2dfanGnEM3GePPgkj+59lE3Dm8hIGerd9bxp0Zu4bP5lnNNyDvPr5uNx2A1zNgpaStp37rlHdR5NgNWS4gfVs3lMSU3LsThid3UHAL0GtTjFXxR9FQN+yx6rDn+gwFtViioCUjBrqmptVaZJGdAikuUiqGLAr3wvaP7UkVnEQKCk615/DfU8uZlp0+dz02rzk1oi4GhrLRHNANLMrC52XZ1dRLfvQM7l9Ki1q6tLWWcQqLnZWdJ79lD/pjcBSimGd02IxCuv6gNotHWunh5Ev18ZGmC2T8PEr8Srrxb4rWYOHya5dSuyOtHKxkajVoF6BCg/j095rrQA5ixEEAQcTU3En38eOZ2m6dZb53YepxPP8uUkw+Ga0vuQr5vKHDyIe+FC3EuWzGkPNqcH44lxfvT6j/jJ9p8Qy8QQELig8wLevuztbFiwwRakNmVpeNOb8K7s02sr54qzVRGoNaf4gwHSqidozTWo0+VrUAEcgWBeoFqpQS0ei1omMOBsbUOKRArM6fWa0jLXakEQcLS06FHf3GzEtONf33ujGkHVuvCLMEZQtT0lt241Xede0AugTJLK5ciOj5OLRsDh0EsPjAI1sUWZlOVbu0Z/zLd2LfFnniW1YwfeVasUV4RoFEd9PYLHQ/zFFxWXhKIIuhZBdS3oJbN/iMTWrfjVmyHNPSJXxiNaSiaVOmV7zPZZh5VJUpcDg+H+8BhKc9KnQwOhfcC/hPvDMXVNAPhT4MPAneXOdbbhaGoie1ipyanbcPWcz+Pt65ujQM1fqOuu2WCnbs9AclKOl4+8zC92/oLH9j9GKpdiccNi3rXiXVy34Dra/G3VT2Jz1tPc339MzuNo1lL8tUZQ65BiMZI7diBnMrjmdVU/pq4OHA5DDap5fakYDJIZHlbWWKhBlTMZpHQa0e0mF4uWXets1Tr5J3TvUL2mtEIzq7OpSY+g5iKzZTv+IZ/ilww1nEa0yGpeoLaWiGY5m0WKRhHVczm7lHrT7OgoUiSKGAwamsmMAlW1HVubj0lpf05s3ox31SolAivLiPV1ONUbhsyhQ3gWLSrcpypQ6665hsm77yH+4ou6QE2q1lXZ6WlTt4I9N74Z37nnMv8b/4jN2YWVCOrvgPcDPwa+DLwB+Brw1dBASBs3Mk891++A/3Uc9nlaonmhOud14TFMG6kVrVGqeNxeNQoFqp3eP92RZZnXxl/juUPP8eLhF9k3s4/DscNkZSU1dm77ufSv6ueq3qvs8aI2JwUtEmfWcV4JMRgEWWb6vp8DUPfG6pVigigqjUqTlSOoxsYnXcSWjaDmrflEt1v5f5nAgCZQc+NjoApUaTaiWGQ5y3+1OlpaSO3erVhERaK42trLrzXUoJqhR1Dr8wIVikWzVnagpvi7FKurzKFDSJEIjmAw31BrFKibN4PLVfDdlReoW2h6z3sKzu3sVIXv4cNlBWrw8iuY/OF/knjxJfjIR/RzKRvKKPsxlEdIsRiZ4WEyIyO0f/YvlOivzVmDFYGq386E+8NxYENoIHQzhT6ojwAPAw+G+8PW52ie4Wh3lHVXH130UmuUcpiYOVdCu+g429rwrllTZbXNqUxGynDHs3dw/877AXCLbhY1LGLZ/GUsbVrKm5e8mcUNi6ucxcbm+OJSa0edrbVF7jVhOPPAAzjb2/Gfb81NwNnUmK9BjZerQQ0gx+NKzWW1GlQtkhiNQlMTUjSm2zeVvLaJF2ouEkEsU3+qH9fcjJxKIcXiVdeL9ZVT/FJJil9rwhrXRbMmDvUaVDWCmhk9RC4aRayry/vFqgJVlmWSm7fg7esrmPzkbG7G1dOTT8urr++or9PFY2a0tFFKT/F3duBbvZr4yy8j53IgyyReey2/bnKyQKBqzgFIEtP3/Zy2T/1p2c/K5sxjTkb94f7wA8ADx3gvZxxal+nRpPcBPMuXI9bV1dxk5WxtAYeDuuuvL1uEb3PqM5GY4AtPfoHnDz3P+q71fHTNR1nTtsauKbU55fCuWM7Cn/6k5oyRdvMtzc7S+Na3IDgc1o5rbCK1UxmwWj6CahxYUtmTutjYX4rFyg5H0WydjAJVikRwlPFA1Y9TyyAyIwchk6m4Xq9BnbVWg+poLRXNWnmAo0ERfnkhOYI0O4urvV2ZMOhw6BHmzNAQuelp6m+8seQ1PUuXEn3qKaX+VI2givX1hghqeYHqaGzEv/4iEq+8Quzpp3G2tyOrk72keJzs5FSBHaJxUtf0fffR+icfrxidtjmzsPovbUdF50DjLbfgaGrCf+GFR3Ue0edj8cYHynaGlsPZ0sLCn/0Uz2I7snaqI8sy06lpMlKGVC7FRGKCQ/FDPLH/CZ4YeoKMlOGWFbfwlxf+JU7RvkDbnLoYaxatYkyj199wg+XjHE1N5GZmlOhoLI7g8ZQIGEcgHxWtFkHVGkulWExJwatNUmZoUWKjiMpFIrh7eyvuWbPiSu/fr7xmpRpUvYu/jECdnlHGy2rZMm1PBqspPcqp1aC2t4MgkDVEUAVBQAwEdAGvj701+bd0zZsHmQzZsTHd39RRV18xgpqdmgJRRKyro+md72Ti33/A5L336qUcgUsvJfLYY+SmChulshPK+3AvWUJ6926iv/+9Xa52FmH1m+5HoYHQjyyulcP9YfsbFCWa4F2x/JicS7MBqRWfhVncNiePwYlBHtrzEI8PPc7BqPnM7Qs6L+DdK97NdQuvO8G7s7E5MWhRTldPD16LI1oBHM1NIMvkZmbKikljA5AmUM1so4xrc9Go4j0tSYj+MgJVT/HnjWuk2dmKDVLKnpXIa3rfPuXvFbr4BadTEY4Vuvgd9fV6hsy07EAdc6qVEgguF862NuX1s1ndYqxQoCp1ocYOfg3XPLWG9eBIQXTW0dyM4HKRNfFCzU1PKz6soohr3jzqr7+e2Yce0mteg1deSeSxx/QBBvpxaoq/5cMfZvRLX2LqJz+1BepZhFUh+Tiw43huxMbmbOK18df4t83/xqbhTQB0Bjp569K34nf5cYkuWrwttPpbWdO6ht76yhEZG5vTHS1SWP+mN9VUr28cd5orM4HKKDrzNlPluvi1FH+MnJrmL2ui39iouAioYlBKpZDT6ao1qA7Vv9VKBBWUyGelJilRLQMAY5PUWMEa5TyN+mOuri4S6vhsrbxCDPj1zye5bRtifT2unlI/Ws1hITMyYhjVqkRhnZ2dpmb9uenpgkmKzbfdxuxDD5HcvEVpIl6uBHK0hjcNLTrtXdVH8LLLiD75JFIqVVAXa3PmYlWgDoT7wz8+rjuxsTnDiWfi/HLol/zPq//DtsltAFy74FpuO+c2Qq0h2wbM5qwlcOmlNN16K80feH9NxzkN0Ug5FjePoKpTo6RozJDiN3cZMDZJVatXFUQRZ0uLPu5UjyZWiaBqTgeZfYpArRRBBRAbGwpGhRrJzcwUNHEVi2bI169qNagAzq4uUNP42tQrMZAfUpDetw/3ooWm1yQ9gjo6kp+0pTVgdc8nuXlLiV1UbnqmoPTBF1qN//zzib/4Ir41a/NDFybNU/zOlhbcixfDpk1kx8Z1h4Ji5FyOmQc2Env6aRLhMK0f/ziNb3ur6VqbUx+7c8bG5gQgyRKf3fRZfrDrBxyMHOTty97O/Tfdz7eu/BZr2tbY4tTmrMZRV0fnl/5GF29Wqbv6KnA6mRz4oRJBNRGTuuiMKTWogt9ftmk0380ezVtSVfCfdhjGnWpjQ8uNOdXQhiGk9u9Tz1+lJKChoaJRvyYOQZn25Gxu1kUz5Dv9jeuMdk1ak5ZDTfHnIhFyExN4DM1KRnSBOjKij3bVRLm7dwFSPK6n5kGpr89NTyvi2UDz7R8CwH/++XrjWLaoBjU3PgGqnZizTa2vPXLEdF8AE3fdzehf/zWzDz1EZmiIyG+fKLvW5tTHrhW1sTkB/HDrD3nq4FNc1XEV37j2G3YHvo3NMcA1fz4NN9ygjHMWBMSVpe4BxTWolaZUGdfqnecVuuydra3Ed+9RPU3VCGqViKgmxjQRWXV9fQNSJFIwXhTUkoJEAkdDA5JxfdG4U60GtUCgduUFqhjMR1CleFyvjXWXEaiOlhYEt5vMyIg+ZEAra9CipOmhIb3cQIrFIJstEah1V13Fwvvuw7tyBYLLheDzlab4JyZwNDUpwluNFJcTqFI6zeR//ifOri4W3f9z9r3jnWSGzev6bU4P7Aiqjc1xZvPYZr7z8ndY1LCIT638lC1ObWyOIS0fvl35gyxXrEGNv/AimQMHLAnUXDSqjwz1LFtWdr2ztU31NI0V1GNWQvT5Cpq0rNSgQt5wX6O4O1/fU4siUGVZzq9TBaC+pjPfdKs3SfkDIMskBwcBcC9YgBmCKOLs6iQ7MkIuMovg8eg1odo41fT+ofw+DRZTxfhCq/URps6mJtMUvxZVd7ZrDgXm09RnH3yQ3Pg4zR/4gOLX2t1NZnhY/xxsTj+qRlDD/WFbxNrYWGQ4MszLR15mKjnFkfgRXjj0AoOTg7hFN9+4/Bt4Y7WNgLSxsamMZ9kyghs2EH3iiTI1qIoAm/nVrwBoePvbyp5Lt5mKxkgcHAGHA28FJxS9KWlszBBBrW4H6GxuJqPWw1aNoGrjTmdmwNBoZEzdZ4r2pIlmRzBIbnZW6aA3lBEZR8lq6XlNnCfV5qlyEVTl+HkkN29BDAQRDft36RHU/fpj2iAFM4Fa8D6bm/PG/Nqx4xO4VScBsxR/cvsOxEAA17wuJu75D8RgkMZ3vkPZS3c38eefR5qZqfraNqcmdorfxuYokGWZHVM7eGJI8SvdMVVodtHoaeSPF/4x71zxTlY0r+BA7MBJ2qmNzZlL60c/QvSJJ0xrWD1LFtP4nnfjbGml/k1/XNEXWvT7QBCQIhESWzYrQ1IqjG3Njzsdz0dQLUz8czQ3kxkeVtZXs6VqNJ8mpUdQG4siqAbR7AgGyc1Ml4hmYw2qMcUPkNyqCFRXr3kEFRSBGn/mWTIHD+ojVAHcatd/xjSCWrjPkvfZrAxd0BqspGRSEdktyvtxthWm+KVkkn233IKcyeC/8ALSu3fTfPuH9Jpjl9pIlR4+iM8WqKcltkC1sakRWZZ55cgrPD70OL8d+q3uX9rgaeDmJTdzWfdldPo7afI20R3sxiFam4pjY2MzN3xr17Lgxz/Gs3hRyXOC00nX3/6tpfMIoojo95PatYvc2Dh1GzZUXK+NFs2OjyNFtbn01QWq1igF+SaucogGs35Zlok8+hsCl11aPsXflhfNLFqENDOLq7u7YI2jpQVcroJJVppATW3fjrOtrewELcg3SmXHxvAZJhyKPh/Ojg7SQ9ZS/AX7blJGwMrxOEIgoFtMaTcdjmAA0e/XU/yZAweQk0kcjY3En3kWnE6a3593gXCr7zkzPIxvte0HfjpiC1Qbmxp44dALfPulbxMeDwOKf+n7+t7Hht4NnNt+rj3lycbmJOFfd+4xOY8YDJLeuxcA35rKU7H00aJj45ZrUCHfKCX4/XoNZtm1DfkIauLVVzn4mc/Q/MEP4lm6VHm9YoFaNO40NzODd9WqgjWCKOLq6CAzPFxgMwUgp9Nl6081XPMMorShMDrr7u0luW2bHgnNTVkTqPlO/incgQA5zWKqNR8Vd7a3kx1TIqjpA0o2qv3zn8ezbClyNlsQGdZEeebgcMXXtTl1sb9NbWyqMJOa4bH9j/HrPb/mpcMv4RSdvHvFu3nLsrewqnmVbRFlY3MGIQaDcPgwYD5JyUh+3Ok4uVpqUNVxp9U8UyFvsJ+bmSU3pdwYRx57TBeixRFUo2iWkknkdNo0ve7q7FQEalGKH8C9aGHFPRknGzqKmrxcC3qJv/ACuelppfFJjaA6DfWzpu/T6IXa3a3Xo2opflAEamr7dgA9Suvu7cG3xmTilSpQ08OlAjW1dy+uri5Er90TcCpjC1QbGxVZlplNzzKeGCeeiTMSG+GRvY+waXgTGSmDW3Rz4+Ib+cTaT9BTXzphxcbG5vRHmyYl1tXhXlRaMmBES6fPPPggciajH1cNbdyplXKAfA3qNJkhJWqYGR4m9vxzyvMNhZHJAo/btxAAABlxSURBVNGslgGI9aUC1X/xenKxmD7IQPs/lO/g13DNn5ffX31xBFU5NjM0VCBQq6b4tQiq2smvRYALIqhtbUrjUyqlfxauXvNJe862NgSPp8RqKjMywp4330TrRz9K2599quKebE4utkC1OevZOrGVO1+6k9fGXyOaiRY8JyBwYeeF3LD4Bq5ZcA117upfKDY2NqcvDjWS6AutLmvoryEGg3iWLye1Zw/O5mbqb7gB0e2u+hra5CRLDVWGGtTk61vB4YBcjtj/PKU839gA6kQnyItmo0AtjrICtH3yk7R98pP592KMoFbo4AdwdXSAICjWXkUi2+iF6lu7Ni9QTfZQ8D6bVH9Y1QtVM/s3Nr7pXqhjY6QPHEBwu/Xu/mIEQcA1f77ejKYRf+UVyGZJqJO0bE5dbIFqc9ayb2YfA68PcP+O+xEFkXUd6+gOdtPubyfgClDvrufS+ZfSGeisfjIbG5szAs1qymuSNi5GEAQW/eqXIAg1lfpoEdRicWe6VhV22UOHSe3eQ/Cqq0i8/HLevqm+vkCgisGgEjkcGTGdIlX2dYwCtUoEVXC7lXrQw4cLuvgB3AuVYzUv1Nz0FGIggFBFuGtlD7kpLYJqnuIHyB4ZIzM0hKunp+JNhKt7PvFnnkWWJH1dcotSJpHascP0mFwkouy3ys2JzfHHFqg2ZzSJbIKJxARDkSH2z+5nMjlJNB3ltfHXeHXsVQDO7zifv7ror1jetPwk79bGxuZko/mB+tZWbpDSmIuQydegVq9XFXw+BJeL+IsvgiThC4VwNDUy8/P7FTHqLPwaFwQB/0UXEnvqaRJXXKG8TkP119EjqIJQNm1uxNXVpQrUogiqajWleaFmTcacmuEoTvFrEdTmfO2q7oV6aJT0yAjBSy+teE53dzexTIbs2JgS9QUSYUWgZsfGyE5NFdTGpvbuZe/Nb8HR0kLDTTfRdMu7dMcCmxOPLVBtzgjimTjbJrcxODnI4MQg2ya3sX92P8lc0nS91+HlxsU3cvPSm7mo8yK70cnGxgYA96JFiMEgvje84bi9hrO9HQTB1Le1GEEQEBsb9NGo3nNW4Vm5gpmf3182MtrywQ8Se/J/mLjrLsBaBFUTqK6uLn0yVCVc8+aRePVV3QbLeB5HW6vuhao0SzWbnaKAkhT/+LgyYMDgcqBNk0qEX4NMBldv5V4A1/y81ZSrowM5m9UHEQCkduzEedGF+t9nfvkr5HQaOZlk4vvfJ/b00yz6+X1V925zfLAFqs1pSUbK8Nr4a/xh5A88M/IM4fEwkpyfSN3h7+C8jvNo9jbT6G2kp66HhfUL9fR9k7fJHjlqY2NTQsuHPkjTu2+x1I0/V5ytrfTefRee5dayNo56g0BdtQoxGFSEYBmB61+/Hk9fHyl1bGmxiDRDE6jV6k81tEYps8/J3buA9J49AOSmZ/AsKj8cIf/6fgS3Wx93mp2Y0B0JNLQIavyll5TX6akc6XUZvFA57zxSu3YhJ5N4QyGS4TCpnTsJqAJVliRmHnwQZ1cXSx/7DUMf+QiJF19CzmZLotQ2Jwb7U7c5rdgytoUfDf6IJ4efJJZR6q6CriBXdF/B2ra19DX3sbJlJc3e6nfsNjY2NsUITudxFacagUsusbxWi4A6Ozv1qGvP9/8NwWs+5UoQBFo+9EFGPv8F9fjqKXaxro6666+n7qorLe0peMUVRDc9iWfFipLn3L29JF56ifTwQeR43FKKXxAEZdypWlubnZjAu3JlwRptmpQWBXX1FA4gKCY/TUpplEps2QJA49vfxqFwuKAONf78C2RHR2n56EcRnE68q1YRf+ZZ0kNDFaeP2Rw/bIFqc0qRyWWIZCIksgnimTjxbJzxxDhbxrbw3OhzbJ3YCsCatjVcNu8yLp53MatbV9sG+TY2NmcsmkD1npOfiOQ///yKx9Rffz1HvvktsocOWapBFUSR7ju/bXlP/vPPZ/HGB0yf8537BmZ++Uv2vvWtQHWLKQ1HcxO5yUmkdBppdrbAYgrUaVKBAJLaFOauUiurj15VraaSav1p8Kqrcdz5nQKBOrNxIwANN98EgGfZMgBSO3fZAvUkYX+r25wU0rk0z44+y9bxrQxHhxmODDMcHeZI/EjZYwKuAG9b9jZu7buVZU3LTuBubWxsbE4eukBd1Wf5GMHlovPLXyL6+016A9KJovEd70BwuznyT9+ESES3vqqGs6mZxL79usWUsYNfX9PWRjoWU5q5uitHUB319Yj19brVVGJLGGdHB66OdjzLl5PcuhVZlpGTSSKPPop39Wo8S5YARoG6E954neX3bnPssAWqzXFBM72fTE4SSUfISBmi6Sg7pnbw+sTrPDP6jJ6iB2j0NNId7OYNbW+g0dOI3+XH5/Thd/pp8DSwqmUVSxuX2nPtbWxszjq0CKgxgmqFug0bqNuw4XhsqSKCKNL4lrdQt2EDkUcfpe6aaywd52huRorHOfSVvwMwbSJztreT3rcPZ2enJc9Zd3c3yW3biL/wAqldu6i7+ioAPMuXE3/+eTIHR0i88jJSLEbDTTfpx3mWLAFBUASqzUnBFqg2cyaeiTOWGGMqOcXh+GH2zOxh7/Re9s7uZd/MvrId9AICodYQV/dezcXzLqanrsc2wLexsbEpg//ii4m/9DL+detO9lZqwlFXR+M73mF5fcNNbya5ZQvRTZsA8xpTzQtVS99Xo+WjH2Xk859n//s/AIA3pPjbahHS5JbNjH37TsRAgPobb9CPE71e3L29tkA9idgC1aYqWSnLcGSYXdO72DG1Q//vQOSA6frOQCfntp/LvOA8mrxN1LvrcTvceB1eljQuYXnTcvwuv+mxNjY2NjaF1F15JXVXXnmyt3HcCf7RHxF89BEyhw6R3rMH/wUXlKzROvmrWUxp1F//Rlw93Rz89GfIDA/jX3cuAJ7likA99LV/IDc+Tsff/I0+blXDs3wZkd/+DimVsmS9ZXNssQXqWUoml2EsMcaR+BHGEmNE0hHSuTSpXIqMlCGeiTMUGWL39G72z+4nI2X0Yx2CgwX1C3jjwjfSHeymydtEi6+FRQ2LWFS/yBafNjY2NjZzxtXZiavTfIKfHkHttiZQAXznnMOiX9xPcnCb3lzmWaZYfOXGx/GuXk3Te99Tcpxn2TIijz1Oeu/eEkcBm+OPLVDPEDJShkg6QiQdYTY1q/w/PctsepbxxDhH4kf0/8YSY0wmJ6ueU0BgfnA+l8y7hMUNi1ncuJgVTStY3LjY9hC1sbGxsTnhuBconftaBNQqjvp63fMUFEcA1/z5ZEZH6fy7ryA4SvsbjI1StkA98dgC9TRAlmUmk5OMxkY5GD3IaHSUkdgIo9FRDsYOcih6iEgmUvU8btFNm7+NhfULuaDzAtp8bXT4O2jzt1Hvrsfj8OB2uPV0fFewC5/T3GfPxsbGxsbmRBO88kp6fzhgmv6vlY6/+WukWAxfmeYzXaDusOtQTwa2QD2JRNNRdk3vYu/MXuLZOKlcilQ2RSr3/9u79yi7yvqM499nMslM7iFMIAm5EAyYKR4WQkDBBrkjlItVVmu5GKhcbY2UZa11FUGBKIJRFFAohcwCqlLokgQqUGBVxKViQdsDzoA05IIk4ZrbkIRc3v7xvqM7Z87MnMntnH3m+ay112Tv/Z7ffvecN3t+5333u89GVr+7eptEtNyEo8aGRsYPG0/rnq2MbR7LqCGjGDlkJKOa0s+03jK0hb2H7c2oIaP8lZ5mZpZbamhg+OGH912wAiOPPbbX/UOmToXBgz1RqkqcoO5km7ZuYvXG1azZuIZVG1exeuNqVm1cxaqNq1j5zkpWdK5geedyVnSu6HOYvWlQExNHTOTQvQ9lwogJ7DNiHyYMn8DEEROZOHwiLUNb/NglMzOzXUCDB9M0bZoT1CpxgrqD7nvxPu557h7WP72e1RtXs27Tul7LD9Igxg0bx9RRUzli4hFMHzOd/Ubv94ch9qbGJpoHNTN88HDGNo91j6eZmVmVNO2/P2seeoiXTjqJrWvXMW7OHPb4xF9Wu1oDQtUT1EJbYX+gDWgBVgPnFWcXny9T7lPAF4AG4Ang08XZxU2l5Xa39ZvXs3bTWsYOG8vkkZMZ0zSG0U2j4zJkNGOaxzB6SFwfP3w8LUNb/LWcZmZmOTDqlJPZ8NxzqLmZxnHjKvraWNs5aiFTuhW4rTi7OL/QVjgTmA9sc/dzoa0wDbgaOARYCTwAXATcvHur2t25f3IuR488mskVPjTYzMzM8qFa38bVl/YZrd0691o72rt17uVZQzUPXmgr7AXMBO5Om+4HJhfaCtNLip4JLCjOLq4ozi4G4HtA94eWmZmZmdW/W4HbWjvaDwCuI3bu1ZVq96BOBpYXZxc3AxRnF0OhrbAUmAK8lCk3BViSWV+ctnUj6XLg8sw6y5aV/8ajneWtt/p+pqgZuK1Y5dxWrFJuKwNL+4zWrs69E9Om+4Gb2me0Tm/taH+p51fmS7UT1J0uhDAPmNe1PmjQoLA7ht89xG+VcluxSrmtWKXcVupKg6RXMuvzUm7TZTKwvLWjfTNAa0d7aJ/RWq5zL9eqOsQPLAMmFNoKjQCFtoKIv+ClJeWWAlMz6/uWKWNmZmaWd1tDCJMyy7y+X1J/qpqgFmcXXwOeBc5Jmz4OvFKcXSz9BHA/cHqhrTA+JbGXAD/YfTU1MzMzqwnLgAntM1obAdpntPbUuZdr1e5BBbgYuLjQVniR+Bip8wEKbYXbC22F0wGKs4uLgCuBnxG7r18n3iBsZmZmNmC0drSX7dyrp/tPARRCqHYddqlBgwaFLVu27NJjLFu2zPf/WEXcVqxSbitWKbeV+iJpSwih1zlC7TNa30ucub8nsAY4v7Wjvbgbqrfb1N0kKTMzM7N61trR/gJwRLXrsSvVwhC/mZmZmdkfOEE1MzMzs5riBNXMzMzMaooTVDMzMzOrKXU/SWrr1q1I2rXT+GOiv3UXH8Pqg9uKVcptxSrltlJfBlW7ArWg7h8ztTtIeiWEMKna9bDa57ZilXJbsUq5rVg98hC/mZmZmdUUJ6hmZmZmVlOcoO4c86pdAcsNtxWrlNuKVcptxeqO70E1MzMzs5riHlQzMzMzqylOUM3MzMyspjhBNTMzM7OakqsEVdLXJBUlrZG0XNL3JU0uKTNF0oOS1kp6Q9JNkoZk9l8u6RlJqyW9lsoeWBLjGkm/lvSupKcqrJskfVnSq5I6JT0p6X2Z/R+QtFDSilT/oqTzK4jbJOnmdC5rU31Lz3mMpFvS72SdpN9JOrGSetezPLeXkrKHStpUSWxJt0t6XtJmSXeX2X+RpA5JqyS9LekpScdUUud6lfd2kq4RcyUtSWWWSPpkLzH3ktQm6eV0vVgs6auSmjJlvpj2ZZetkh6opN71qg7ayqnp2GskLZX0jxXEnSPpl5LekfRKmf37SHogtbsg6YJK6mvWl1wlqEAAzgNagNa0vrBrp6QG4EHgLWAf4FDgKOD6TIxm4DJgPDAV6AAekzQ0U+b/gC8Bt/Wjbp8D/ho4KdXvZ8Ajkkak/XsC9wMHAaOBOcCNkj7aR9x5wKx0Lvukc1uQzpV04XssxZwZQhgBHAu80I+616s8t5euOjYD84GfVBj3f4HLgQU97P9P4KgQwph03G8DD0ka14+615u8t5N/Aw4DjgNGpH//speYI4jXh+OBUennnwHXdRUIIcwNIYzoWoBpwLvAXf2oez3KbVuRdBhwH/AVYAxwBvBZSXP6iPsq8HXg2h72bwUeBc4CuiWwZtsthJDbBTiYeIHYI61/GNgEtGTKnAF0As09xBiTYry/zL6rgKcqrMvLwGcz643A68C5vbzmR8CNvexvBt4Bzshsa0nnOCutf4p4AWmq9vtR60se2wvwDeBb/YmdXjcfuLuPMo3Ax9P5zKz2+1MrS57aCTEpXQ/stYPnfBnwP73s/wLwe6Cx2u9PLS05ayvXAQ+XvOYa4HcVxj8PeKWPMouBC6r9vnipjyVvPailTgSWhBDeTusHA4tCCG9kyvwKGAYc0EuMTuDF7a2EpNHAvsDTXdtCCJuBXwPv7+E1o4APpDI9eS8wtCTuG8QLUVfcE4ifwG+V9LqkRZK+KWn49p5PHctVe5F0FHAq8MXtPVYPxy9IWgVsJPao3Ac8szOPkXN5aicnEK8H/5CGnJdJulNSSz8PdyI9XItSr+DFwG3p+PZHeWorSktWAzBd0sjtPbbZrpLbBFXS8cCVwCWZzaOAVSVF387sK41xEPA94LIQQucOVKcrdrljlzvuEOCHxMSy232C/YzbAhyTYk0iDtcdA9xQYd0HhLy1lzQsdwdwYQjhnR04VjchhGKIQ/yjgQuAJ0IIfiAy+Wsn/HGouQmYDswkXgcqHoqXdAUxifmnHoqckmL2Z7i57uWwrSwAjpH0MUmNkmYSbwkoWzezastlgirpVGKvzzkhhIczu9YQh0uy9sjsy8Y4HHgc+FII4fZ+HHtKycSBszOxyx279LjDiBeKJuC0rh4JSbNK4s6qMO4aYGUI4WshhI0hhEXEoZyPVXpO9S6n7eUG4D9CCE/2EHebSSyV1icrhLAuhPAvwGcknbY9MepJTtvJGuLw8OdDCJ0hhJXEexdPkjRM0tklcaeUHPdq4CLg6BBCT/cPfhr4UQhheaXnU+/y2FZCCE8B5xA/iLwG3Ax8l3gP6ds9/A0yq5rGalegv9J/xluAvwghPFKy+zfANEl7hhDeTNtmEu/jfDET4zjihKXLQgjz+3P8EMJS4iSD0notJk5O+HlabyQO99yVKbMH8BDxBvqPhhA2ZOL+tDRumiCzPsVdkLa1EIdyuobjngWO7M85DCQ5bi8fAcZIOiutDwMGS3oD+GAIYS4wtz916cVg4u0kC/sqWK9y3E6e7Skk8ZsC7wHuKRNXwE3ECTWzQgiLywWRtF8qc3zlZ1PfctxWCCHcC9ybec03gZ+nUZpuf4PMqqraN8H2ZwH+ljhkMauH/Q3EWczzgZHAFOIF49uZMn9O/ER5Zi/HGUycoHQNcSZkMz3c4J55zd8DS4H3Ee8bvZY4qWBE2j8+1e2HwOB+nPPN6RympHNqS+sNaf8kYC1xBufgVO5Z4DvVfr+qvdRBe5mUWeYR7y+bRC8TVYAh6fh3Af+a/t2U2X9xOk8Rh/W+TJydfXC13y+3k+1qJ8OBZcSJdM3Ep4U8AizsJWYjMWl9HpjQx/G/Dvy22u9RrSw5bysNwOHp/R8GfBJYDXyoj7iN6fgXEmfpN6dFmTJd25YQb3loph9/57x4KbdUvQL9qmzsFdgErCtZZmXKTCX2Uq4D3iT2EmT/QL8MbCkT4+xMmfnpWNssfdRNxMd3rCB+Wn4SKGT2X5nidJYc98d9xG0iJqlvpvIPAZNLyhwB/CLFXkp8pMnQar9f1V7y3F7KlL+KCmbzAv9Vpi6LM/tvS39kOokzfB8Hjq/2e+V2sv3tBJhBfHzYOuITPW4HxvYS88Pp2BtK61tSrim1kc9U+z2qlSXPbYWY9D5NTI7XpWvFn1ZwzleVqwuwb8nvpXSZX+33y0u+F4XguRFmZmZmVjtyOUnKzMzMzOqXE1QzMzMzqylOUM3MzMyspjhBNTMzM7Oa4gTVzMzMzGqKE1QzMzMzqylOUM3MzMyspjhBNTMzM7Oa4gTVzAYUSedJCpllg6RXJT0iaY6kkdsZ90hJV0kas7PrbGY20DhBNbOB6kvAucClwHfStm8BRUkHbUe8I4lfaewE1cxsBzVWuwJmZlXy4xDCf2fWvyrpWOBBYIGk1hDC+irVzcxsQHMPqplZEkJ4ArgamAqcAyDpIEnzJS1KtwOskHSHpD27XifpKuD6tPpy5vaBfdP+8yU9Iek1SRsl/VbSpbvz3MzM8sQ9qGZm27oLmAucCPwzcAKwH3AnsAI4ELgIOFDSB0MIAfh34ADgr4C/A95IsV5PPy8FngcWAJuB04BbJDWEEG7eHSdlZpYnitdWM7OBQdJ5xGTzsJIh/myZVcCiEMIhkoaWDvVL+gTwfeCoEMJP07bPEXtRp4UQFpeULxfjYWD/EMJ7ds6ZmZnVDw/xm5l1tw4YCZBNLCU1S2oBfpE2HVJJsJIYo1OMnwD7SRq902ptZlYnnKCamXU3AlgLIGmspBslrQTWE4ftX07lKkouJX1I0mOSOoFVKcbc/sQwMxtIfA+qmVmGpEnEpPGltOle4iOkrgd+Q+xdbQAepoIP+ZLeAzwOdACXA8uAd4FTiPeruqPAzKyEE1Qzs22dm34+ImkP4DjgyhDCV7oKSNq/zOt6uqH/NKAJOD2EsDQT45idVF8zs7rjT+5mZkl6DuoVxCH8e4AtXbtKil5W5uWd6Wfpg/q7xUj3nZ6/Q5U1M6tj7kE1s4HqZEkziNfBvYFjiY+UWkLs7dwAbJD0JPB5SYOB3xMfPzWtTLxn0s9rJf0A2AQsBB4lDukvlHQr8f7WC4HXgAm76uTMzPLMCaqZDVRdQ/bvAm8BRWLP6J0hhLWZcmcRvwr1b4i9oI8CJwOvZoOFEH4l6QrgEuAjxBGqaSGEFySdCVwD3EB8lup3iROl7tg1p2Zmlm9+DqqZmZmZ1RTfg2pmZmZmNcUJqpmZmZnVFCeoZmZmZlZTnKCamZmZWU1xgmpmZmZmNcUJqpmZmZnVFCeoZmZmZlZTnKCamZmZWU1xgmpmZmZmNcUJqpmZmZnVlP8HozLhBQFLb14AAAAASUVORK5CYII=\n",
            "text/plain": [
              "<Figure size 720x400 with 2 Axes>"
            ]
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ]
    }
  ]
}