uni-3/pytrend.ipynb

## pytrend.ipynb
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    "colab": {
      "name": "pytrend.ipynb",
      "provenance": [],
      "collapsed_sections": [],
      "authorship_tag": "ABX9TyMLVBLwrGrQfcgyCywYd5WG",
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    "kernelspec": {
      "name": "python3",
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  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "view-in-github",
        "colab_type": "text"
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      "source": [
        "<a href=\"https://colab.research.google.com/gist/uni-3/65329f30aad1cb76b559553104360c86/pytrend.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "JHbkA2PNv0ji",
        "colab_type": "text"
      },
      "source": [
        "### pytrends\n",
        "Pseudo API for Google Trends\n",
        "\n",
        "refer \n",
        "- https://towardsdatascience.com/google-trends-api-for-python-a84bc25db88f\n",
        "- https://towardsdatascience.com/a-very-precise-fast-way-to-pull-google-trends-data-automatically-4c3c431960aa\n",
        "- https://github.com/GeneralMills/pytrends"
      ]
    },
    {
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        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 358
        }
      },
      "source": [
        "!pip install japanize-matplotlib"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Collecting japanize-matplotlib\n",
            "\u001b[?25l  Downloading https://files.pythonhosted.org/packages/2c/aa/3b24d54bd02e25d63c8f23bb316694e1aad7ffdc07ba296e7c9be2f6837d/japanize-matplotlib-1.1.2.tar.gz (4.1MB)\n",
            "\u001b[K     |████████████████████████████████| 4.1MB 2.5MB/s \n",
            "\u001b[?25hRequirement already satisfied: matplotlib in /usr/local/lib/python3.6/dist-packages (from japanize-matplotlib) (3.2.1)\n",
            "Requirement already satisfied: kiwisolver>=1.0.1 in /usr/local/lib/python3.6/dist-packages (from matplotlib->japanize-matplotlib) (1.2.0)\n",
            "Requirement already satisfied: python-dateutil>=2.1 in /usr/local/lib/python3.6/dist-packages (from matplotlib->japanize-matplotlib) (2.8.1)\n",
            "Requirement already satisfied: numpy>=1.11 in /usr/local/lib/python3.6/dist-packages (from matplotlib->japanize-matplotlib) (1.18.4)\n",
            "Requirement already satisfied: cycler>=0.10 in /usr/local/lib/python3.6/dist-packages (from matplotlib->japanize-matplotlib) (0.10.0)\n",
            "Requirement already satisfied: pyparsing!=2.0.4,!=2.1.2,!=2.1.6,>=2.0.1 in /usr/local/lib/python3.6/dist-packages (from matplotlib->japanize-matplotlib) (2.4.7)\n",
            "Requirement already satisfied: six>=1.5 in /usr/local/lib/python3.6/dist-packages (from python-dateutil>=2.1->matplotlib->japanize-matplotlib) (1.12.0)\n",
            "Building wheels for collected packages: japanize-matplotlib\n",
            "  Building wheel for japanize-matplotlib (setup.py) ... \u001b[?25l\u001b[?25hdone\n",
            "  Created wheel for japanize-matplotlib: filename=japanize_matplotlib-1.1.2-cp36-none-any.whl size=4120191 sha256=4f38d093d3772d8a3b5b77043d6a6b6124e6410bf414c0f52f8322a95413114e\n",
            "  Stored in directory: /root/.cache/pip/wheels/9c/f9/fc/bc052ce743a03f94ccc7fda73d1d389ce98216c6ffaaf65afc\n",
            "Successfully built japanize-matplotlib\n",
            "Installing collected packages: japanize-matplotlib\n",
            "Successfully installed japanize-matplotlib-1.1.2\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "jmqu80P6vYhU",
        "colab_type": "code",
        "outputId": "d8fdc98d-0ea8-4fe7-b29d-b9466bbed80c",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 300
        }
      },
      "source": [
        "!pip install pytrends\n"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Collecting pytrends\n",
            "  Downloading https://files.pythonhosted.org/packages/96/53/a4a74c33bfdbe1740183e00769377352072e64182913562daf9f5e4f1938/pytrends-4.7.3-py3-none-any.whl\n",
            "Requirement already satisfied: lxml in /usr/local/lib/python3.6/dist-packages (from pytrends) (4.2.6)\n",
            "Requirement already satisfied: pandas>=0.25 in /usr/local/lib/python3.6/dist-packages (from pytrends) (1.0.3)\n",
            "Requirement already satisfied: requests in /usr/local/lib/python3.6/dist-packages (from pytrends) (2.23.0)\n",
            "Requirement already satisfied: pytz>=2017.2 in /usr/local/lib/python3.6/dist-packages (from pandas>=0.25->pytrends) (2018.9)\n",
            "Requirement already satisfied: python-dateutil>=2.6.1 in /usr/local/lib/python3.6/dist-packages (from pandas>=0.25->pytrends) (2.8.1)\n",
            "Requirement already satisfied: numpy>=1.13.3 in /usr/local/lib/python3.6/dist-packages (from pandas>=0.25->pytrends) (1.18.4)\n",
            "Requirement already satisfied: urllib3!=1.25.0,!=1.25.1,<1.26,>=1.21.1 in /usr/local/lib/python3.6/dist-packages (from requests->pytrends) (1.24.3)\n",
            "Requirement already satisfied: idna<3,>=2.5 in /usr/local/lib/python3.6/dist-packages (from requests->pytrends) (2.9)\n",
            "Requirement already satisfied: chardet<4,>=3.0.2 in /usr/local/lib/python3.6/dist-packages (from requests->pytrends) (3.0.4)\n",
            "Requirement already satisfied: certifi>=2017.4.17 in /usr/local/lib/python3.6/dist-packages (from requests->pytrends) (2020.4.5.1)\n",
            "Requirement already satisfied: six>=1.5 in /usr/local/lib/python3.6/dist-packages (from python-dateutil>=2.6.1->pandas>=0.25->pytrends) (1.12.0)\n",
            "Installing collected packages: pytrends\n",
            "Successfully installed pytrends-4.7.3\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "tFQbcloEVorD",
        "colab_type": "code",
        "outputId": "9cb36a00-f9d7-4e36-a364-57b218e71f33",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 111
        }
      },
      "source": [
        "import japanize_matplotlib\n",
        "import seaborn as sns\n",
        "sns.set(font='IPAexGothic')"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "/usr/local/lib/python3.6/dist-packages/japanize_matplotlib/japanize_matplotlib.py:15: MatplotlibDeprecationWarning: \n",
            "The createFontList function was deprecated in Matplotlib 3.2 and will be removed two minor releases later. Use FontManager.addfont instead.\n",
            "  font_list = font_manager.createFontList(font_files)\n",
            "/usr/local/lib/python3.6/dist-packages/statsmodels/tools/_testing.py:19: FutureWarning: pandas.util.testing is deprecated. Use the functions in the public API at pandas.testing instead.\n",
            "  import pandas.util.testing as tm\n"
          ],
          "name": "stderr"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "mhABfjObvvw_",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "import pandas as pd                        \n",
        "import matplotlib.pyplot as plt\n",
        "from pytrends.request import TrendReq\n",
        "pytrend = TrendReq(hl='ja-jp')"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "dpkXejnMlLrs",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "# max 5 words\n",
        "keywords = ['食べログ' , 'retty', 'クックパッド',  'クラシル', 'オイシックス']"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "SSVSHEabvylE",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "pytrend.build_payload(kw_list=keywords, timeframe='2018-01-01 2020-05-25')\n",
        "# Interest by Region\n",
        "df = pytrend.interest_by_region()"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "m2CROeCGVJdt",
        "colab_type": "code",
        "outputId": "b56dba8b-faf1-4091-ee4e-bac6f539e7e1",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 112
        }
      },
      "source": [
        "df[df.index == 'ポーランド']"
      ],
      "execution_count": 0,
      "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>食べログ</th>\n",
              "      <th>retty</th>\n",
              "      <th>クックパッド</th>\n",
              "      <th>クラシル</th>\n",
              "      <th>オイシックス</th>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>geoName</th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>ポーランド</th>\n",
              "      <td>0</td>\n",
              "      <td>100</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "         食べログ  retty  クックパッド  クラシル  オイシックス\n",
              "geoName                                   \n",
              "ポーランド       0    100       0     0       0"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 51
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "qRpwUveF3Ans",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "# 食べログ retty クックパッド クラシル オイシックス\n",
        "color=['#ff9600', '#ffa014', '#ff9933', '#dbb34d', '#76952f']"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "MR-hTibX1gdm",
        "colab_type": "code",
        "outputId": "86ffccad-bca8-4ddf-bbfc-83c4c17e8833",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 297
        }
      },
      "source": [
        "# weekly\n",
        "df_interest = pytrend.interest_over_time()\n",
        "df_interest.plot(figsize=(12, 4), marker='.', color=color)\n",
        "plt.show()"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 864x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "BlfZPkx1a7VM",
        "colab_type": "code",
        "outputId": "8d963281-b10c-482f-c5a4-63bbc2e13c35",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 297
        }
      },
      "source": [
        "df_interest[['retty', 'クラシル', 'オイシックス']].plot(figsize=(12, 4), marker='.', color=['#ffa014',  '#dbb34d', '#76952f'])\n",
        "plt.show()"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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w059ehzfeeBVWq9Vwiegnn/wjLrzwB7j66h8DAPbs2YWXXvprr2+kTCZTwOOXX37B/5xouCMIhpkzTEQUp3Rdg6p5IIsWfwDMvGGigeXydECHDgDQocPlOTq5uCtWvIuMjAwUFY2Gx9N7xbVDh6px552345tvVmHGjFlISEg0eBVgwYKFuOaa/8GSJfdDURT/9vb2djzyyAM466xzAtrn5OTiX//6J84990KUlm4AAJSWrseUKdN6vfaLL/4Fdrsdixb9yL/tgw9W4owzzgp5bJ9++jEslgTMnXtKyHZGmDNMRERB+eoKHzkzTEThTRl7DiaN+n7YdjW2MixftRiq6oEkmXD+7N8PaKoEAHz22Sf4+OMP8Pjjz+Kuu24PCGIBb47uq6++gv/9359j/vzT8NBD94Z8vXnz5mPu3FP8s7U222HcdtvNuOKKRSguPj6g7emn/xfMZguSk5Px1FN/RkXFfthshzFu3PiAdk1NNnR0tOOeex70v25FxX5s2VKKm25aHLQve/eW45lnnsCkSZPR2WlHUlLoWfUjeVSmSRARURCK5g2GTV3VJAAGw0QDrSCrBJef9uRRyRl2OBz4+9+fx44d2/Hww3+E2WyGJElQlMCZ4YULz8AZZ5wVNI/XiC9gXbduDZ544g+4+uof44ILLu7VLiEhAWeccSYAoLPTjiVLHsQvfvGrXu0yM7OwePHt/sd2ewceeuhe3HLLbUHzgL/7bi2effYJPPfcC1i/fh1+9rP/wZIlj2HUqKKIj8OjOCCJppBtGAwTEcUp1WhmOIKvFIkoOgVZJQM+GwwATz+9FOnpGXjiiecgSZJ/+5Ezw0fm34bT2dmJdeu+xcqV76GlpRm/+919KCmZGvI5u3btxGOPLcE555yLGTNmhWzb1GTDHXf8EhdccDGmT5/R6+c222H8/e8vYMeOMjzyyOMoKBiJwsJRyMrKxs03/z8sWbIUEydOiuhYPIoTJikhZBsGw0REccqXJuErrQYAHi7JTDRk/PrXv/P/+9VX/w/vvfcOnE4nMjKy+vW69913F0wmEy688GIsWLAw7IzyypXv4v33V+CGG27GySefDEUxrnOsKAqWL38N7733Lq6//iacdtr3DNv9+99vo6BgJBYvvj1g1vjUUxdC01TU19dFEQw7IMmhbwpmMExEFKcUzZsSwZxhoqHv6qt/HHG1hfPOuxB5eflBf/7oo09Ete9zz70Q55/fO4XiSLIsw2pNxvPPv4zU1NSg7X7yk58F/dnChWdE1Te34uDMMBERGfOlSciSmdUkiOKIUWpCf0STi2xUbu1o8qhOmMPMDLO0GhFRnPIFvj3TJBgME9FwoihO//gWDINhIqI4ZVxajTfQEYWi63qsu0Ah6LoGoHsBD4/igMyZYSIiMuIrrSYHlFbjDXREwciyGXZ7GwPiQUjXdSiKBy0th2E2d+cIM2eYiIiC6pkz3F1NgmkSRMFkZOSgubkRHR0tEEURmmZcNSGexfK8iKKExMRkJCen+bd5VCdkBsNERGQksLSauWsbg2GiYCRJRna2twpDTk4KGhvbY9yjwWewnReP4vDfIBwM0ySIiOKUqnXnDAuCCFk0MxgmomHFozhgkkPPDDMYJiKKU76UCN+ssCxZGAwT0bChah5ouho2TYLBMBFRnPLnDIverxC9wTCrSRDR8ODpWl6eaRJERGRI6XEDnff/FlaTIKJhw6M4AIAzw0REZEzV3BAECaLovZeaaRJENJy4fcEwc4aJiMiIorohi2b/Y1m2sLQaEQ0bHpVpEkREFIKiuv0pEgBnholoeOlOk2AwTEREBhTVBYnBMBENU75gmKXViIjIkKoFpkmYJAsUhcEwEQ0PvmoSnBkmIiJD3jSJ7g8JzgwT0XDiUX030DEYJiIiA73TJLgCHRENH75qEqb+llY7cOAAnn32WcybNw8bNmwYmN4REVHMqdqRN9AlMBgmomGje9GN0MGwHO6F3nrrLWRlZSE3Nzdg+3XXXYempiaYzd6BdMaMGbj99tv72l8iIjrGFNUd8CHBNAkiGk68N9AJkHrcG2EkbDB86623AgA+++yzgO319fV47bXXkJyc3PdeEhFRzCiqCwnmVP9jWbJA0dzQdQ2CwCw6IhraPKoTJjkBgiCEbNfn0c7hcDAQJiIawozqDPu2ExENdR7FAZOUGLZd2JlhIw6HA6qq4v7770d5eTkyMjJw2223oaioqC8vR0REMeDNGe6+y9rkD4ZdYetyEhENdh7FEdFY1qdg2OVy4ZRTTsHPf/5zjBgxAl988QVuuOEGrFy5MurXysqK79nlnJyUWHdh0OK5iRzPlTGel+ByclKg6QqSrVb/eUpv9KZMpKabkJ4cn+eO14wxnhdjPC/GBst5ESUFiRZr2FizT8Fweno6HnjgAf/j008/Hb/5zW/Q1taG1NTUEM/szWbrgKbpfenGkJeTk4LGxvZYd2NQ4rmJHM+VMZ6X4HznxuNxwuMW/OfJ2en9eUODDR5HUgx7GBu8ZozxvBjjeTE2mM5Lh70domCBzdYRMiDuU85wfX09Hn/8cXg8HgDA+vXrkZ6eHnUgTEREsaP0Kq3WnSZBRDTUeVRn2LJqQB9nhnNzc2GxWHDJJZfAarXCbDbjueee68tLERFRDOi67l10Q+wdDHsYDBPRMOBRHEiypIdtF3EwvGzZMv+/BUHAjTfeiBtvvLFvvSMiophSNe83e5wZJqLhyqM4YZLDV5NgIUkiojikat7yaT2DYVPXvxkME9Fw4FYcDIaJiMiYr5Zwz9JqclcJIgbDRDQceFRHRDnDDIaJiOKQLxg2yhlmMExEQ52u60yTICKi4LrTJHrMDPMGOiIaJrx/1OsMhomIyFh3mgRnholo+PGoDgCIaAU6BsNERHHIF/AyTYKIhiOP4gQA5gwTEZExw5lhkdUkiGh4cCvemWGzHH41TQbDRERxyChnWBAEyJKFwTARDXmKwjQJIiIKwRfw9pwZ9j5mMExEQ59H7UqTYDBMRERGVIPSaoA3GPYoDIaJaGjz5wwzTYKIiIwoBivQeR9zZpiIhj5fzjBvoCMiIkPB0yTMDIaJaMjzMGeYiIhCMVqBDvDOojAYJqKhzpczzGoSRERkSFV7V5PwPWYwTERDHWeGiYgoJF/OsCSaArbLkoXLMRPRkOdRHBAFqdcYZ4TBMBFRHFJUN2TRDEEQArZzZpiIhgOP4oRJToyoLYNhIqI4pKpuSEfcPAfwBjoiGh48qoPBMBERBaeorl6VJADODBPR8OBWHBGVVQMYDBMRxSVFc0MSLb22s5oEEQ0H3jQJBsNERBSEorpDzAy7Y9AjIqKB41GcEZVVAxgMExHFJTVEMKxqbmi6GoNeERENDI/igMyZYSIiCkbR3L1qDAPdK9JxdpiIhjKPypxhIiIKQVXdvVafA7oX4WDeMBENZd40CVaTICKiIDwhqkkADIaJaGjzKCytRkREIQTLGfbdfc1gmIiGMm8wzDQJIiIKInjOsG9mmDnDRDQ0aboKRXPDJHFmmIiIggifM+w81l0iIhoQiuL9ZotpEkREFFTwFejM/p8TEQ1FbqUTAJgmQUREwSmaG1KIG+g8DIaJaIjydH2zxWCYiIiCUlQ3ZMM0Cd5AR0RDm0fxBsNcgY6IiAypmgJdV42rSbC0GhENcR5fmgQX3SAiIiO+ShGh0iR8N6AQEQ01vplhpkkQEZEhX6AburQag2EiGpq6c4ZZTYKIiAx4umaGjXOGWU2CiIY2j+IAwGCYiIiC8AW6RjnD3trDAqtJENGQ5fYFw8wZJiIiI4oSPGdYEATIkoUzw0Q0ZHXnDHNmmIiIDPg+KIzSJABvRQkux0xEQ5VH9aVJcGaYiIgM+AJdoxvofNu5HDMRDVUexQFZNEMUpIjahw2GDxw4gGeffRbz5s3Dhg0b+t1BIiKKLU+InGHfdqZJENFQ5VGcEadIABEEw2+99RaSk5ORm5sbsL20tBRXXHEFLrnkEvzkJz9BQ0ND9L0lIqJjrrvOcKiZYQbDRDQ0eRTHwAbDt956K6699lqkpKT4t3V0dOCWW27B/fffj7fffhtnnnkmfv/73/etx0REdEz56wwHyRlmMDx41NjKsG7nMtTYymLdFaIhw604Is4XBvqYM7x69WpMnToVEyZMAABcfvnl2LZtG1paWvryckREdAx15wwHC4YTeAPdIHCgfj1e//wGrC57EctXLWZATBQhj+qESYp8Zljuy04qKysxduxY/2NJklBYWIjq6mqkp6dH9VpZWcl96cKwkZOTEr5RnOK5iRzPlTGeF2P7G7w3x+XmZCAtufc5siYmod3RFJfnbzAd81fbv4EOHYAOVVPQZN+BaRPnxqQvg+m8DCY8L8ZifV4EwYOkRGvE/ehTMCzLMgRBOGLHQq9tkbDZOqBpel+6MeTl5KSgsbE91t0YlHhuIsdzZYznJTjfrG9riwduR+9zpKoSnK7OuDt/g+2aMQkZ/n9LooxM6+SY9G+wnZfBgufF2GA4L52ODlgTs/39EEUh5ORrn9IkioqKcODAAf9jXddRXV2NkSNH9uXliIjoGOquJmF8A52JOcODgsVkBQBkpBTh8tOeREFWSYx7RDQ0HJOc4QULFmDr1q3Ys2cPAGDFihUoKSmJOkWCiIiOve4V6EyGP+cNdINDh/Ow9x+6zkCYKArHJGfYYrFg6dKl+PWvfw1JkpCamoolS5b05aWIiOgYU1QXREEOWpBelnkD3WBgdzYBAFrtNdA0BaLYp49sorjjURwwR1FaLeLfrGXLlgU8njVrFt55553Ie0ZERIOCR3UHrSQBcNGNwcLusAEANF1FW2cD0pMLYtwjoqHBcyzSJIiIaOhSFBekkMGwBarmgaarx7BXdCS7swkJJu/d8M0dVTHuDdHQ4Bu7BnTRDSIiGl48qivoghtA9411nB2OLbvThpHZUwEAzR3VMe4NUd9Fs3iM0l4O56F/Q2kvj3ob4F2KGUBUwTATkIiI4oyiuINWkgACg2GznHSsukU9aJqCTlcLctKPQ2VjKVraGQzT0FRjK8M/v7wZmqZCkkwhK6N42najc9fDgK7AJUgw5/4XAMDd8CmgqwbbNLhEE6wT74ScUux9DcUBADBJkadJMBgmIooziuoKmTNs8gfDvIkuVjpdLQB0JCdmISO5kDPDNGQdqFsPVfMAAFTVg6qGTUGDYXfdB4CueB/oKtz1Hwc2MNqmeaC07fAHw25fMMyZYSIiCsajusPkDHtnVJgmETt2p/fmOWtCFtKTR6KxZW+Me0TUN9bEbP+/BVHCqNwTDdvpSieUth0ABO9/goSk438FAOjc8zigqwbbPAB0SMnH+V/Ho/rSJDgzTEREQShKuJxh7898uXd07PnKqlkTvDPDew99zfJqNCTpXTO9ZtkKk5yA3PRiw3bOQ+8AqgOJ434Gzd0MOXWyf7bXOuku7+zvEdvcjavgafwCavsumNJOANCdJhFNaTXeQEdEFGc8YdIkeANd7AXODBd2lVerj3GviKLX0FyOBFMKLpr3IOxOGzaWv9mrjeqsg7v+Y5hyToM551QkjLzIH/QCgJxSbLgtadz/wpQ5G67aldBc3t+ZvuQMMxgmIooz3tJqkd1AR7HRPTOcgYyUUQBYUYKGpvqWcuRmFGP0iFkYXzAfa3e+gg7H4YA2zoOvAoIJCaMuj/r1E4quAnQdzqo3AHR/oyVzZpiIiIJRVDdLqw1yHQ4bEkwpkCULMpJHAgCa21lrmIYWVVNwuHU/ctOPBwAsnHoDVNWD1WUv+tt4WrdBaSlFwsiLIZrSot6HaMmBJf9ceGzfQmkvh0dlmgQREYURrpqEzGoSMWd32pCUkAkASLJkwiQncmaYhpym9oNQNbc/TzgjZRRmFF+GsgMfoL55N3RdhfPgPyBaRsCcd3af92MpuBCCKR3Og8vg9nQCiO4GOgbDRERxxhOmzrCJ1SRizu60ITkxCwAgCAIykgvR0nEoxr0iik5Ds3dBjNyM7lzfuZN/jERLGj7f/DRc9Z9Bc1QjoWgRBNHU5/0IUgISRl0B1b4PzrZdAACTxJlhIiIKQlHDLcfcVU1CZTWJWLE7m2BNyPI/zkgexZlhGnIaWvZAlixI0Z1wVmWAvk4AACAASURBVL8DT9sumKUEzD/hpzh0eCs+KH0CDUIm5IyZ/d6XKXs+JOs4OJpKvRs6KyN+Lmu0EBHFGU/Y0mrMGY4lXddhd9oCguH05JHYc2gVVE2BxPJqNETUt5QjO7kAzl0Pejd0fblhcXr/0N5v78DBzi24NO8jFBWd0699CYIIU85CKNUbYRIEdO5eErAyXSicGSYiiiO6rkHVPGFmhhkMx5Jb6YSiumDtyhkGgIyUQui6ijZ7bQx7RhQ5XdfR2LIXWeaeY40AKXUKGoQM/xZV11FZ+/XA7FPpgEfXIQsCoCldi3iEx2CYiCiOKF3Looa6gU4STQAE3kAXIz1rDPtkJBcCAJqZN0xDRKu9Fi5PB7ITfBUiREA0IaHwUowZcykkQfBtRVH+ggHZp5w6GYoOyKLofxzR8wZk70RENCSoXQFuqBvoBEGASUrgzHCMdAfD3TPD6V3BcAvzhmmIaGjZAwDIFN0QE4tgypzjX0GuKKUYlwJYWfoUkhKy+p0i4SOnFEO3FsOs7gWgdf0XHmeGiYjiiC/ADZUzDHhnjnkDXWzYHV3BcGL3zHCSJQNmOQnNHaw1TENDQ0s5BEFEunoYpsw5vVaQKyo6B1PG/wBNHYfg8nQM2H4VSDAnjYJgyoDz4DLoeviAmMEwEVEcUTTvzHConGHAO3PMmeHY6F59rjsY9pVXY5oEDRX1zXuQkZgNWRRhSp9u2GZs3hxouoqD9RsGbL8e1QmznISEoqug2ivgORw+H5nBMBFRHPHPDDMYHrQ6nDZIogkJppSA7ekphWhpZ5oEDQ0NLeXItiRAMGVATCoybFOQdQIspmRU1K0dsP16FAdMciJMWfMgJR8HZ9Vy6Frob7kYDBMRxRF/znDYNAkLb6CLEbuzCUkJmRC6bjDyyUguRGtnHVRNiVHPiCJjdzbB7rQhQ3BCTp/a61r2EUUZo0echIraddB1fUD27VGcMMkJEAQBCaN/BN3TAnf9pyGfE/NgWLUfiHUXiIhiqsZWhnU7l6HGVhZy20DwBbhMkxi8vDWGM3ttT0/2lldrtdfEoFc03EQzxkQ7HjW0eFeey5YRNEXCZ1z+HHQ4D6OxdV9Erx2Ow92G5vZq1NjKICePhyl7Ptz1n4d8TsyrSXTuew6W0ddFVBSZiGi4qWzYhDe/+iV0XYUgiBg7Yg4AoKJ+LXRdhyyZcflpT6Igq2RA9qdq4atJAIBJZjAcK3anDenWgl7bM/wVJQ4hM8X4a2eiSNTYyvDGF7+Apqthx5jKhk3411e/hK7rkCRTRONRQ7O3kkSWOQFyaui2Y/NmAwAq6tYiN/24PhxNtxpbGVyedtQ178TyVYtx+WlPIifzZLjte0I+L+Yzw9DUiIsiExENN2UVK6HrKgDvghjVh7eg+vCWrjugdaiqB1UNmwZsf4q/tFoEM8MKq0nEgt0RuPqcT0aKr9Yw84apf8oPfQ1NVxDJGFNWsRKarkKHFvF41NCyFykmC5LSJkGQk0K2tSZkITe9GBW1/c8bLj/UfbOcr69qZzUA4zQNn9gHw6IUcVFkIqLhxqV0AgAEiJAlCy479TFcdupjEAXvF3eiKGNU7okDtj8lipxhD2eGjzlVU+BwtxoGw4nmdJhlK5p5Ex0NIEkyhRxjfGMUAIiiFNF4VN+8C1myCFP6tIj6MC5/Lg7ZyuB0t0fUPhwBov+45NTJQJglzGMeDCeNv5EpEkQUl3RdR0PzHhRmT8f8kv/1f/1YkFWC82bfAwCYPv7iAUuRALrTJCLLGeYNdMdap7+sWu+cYUEQkJFSyIU3qN+a27vrVZ8+7aagY4xvjMrLmASznIRUawHyM0NPYLrcdrTYa5BlNkOOMBgemzcb+gCUWGtur0KSJQOn9BhP5ZRiJI2/MeTzYh4MByu3QUQ03B1uq0C7owGTR5+F2ZOuCfhAmjBqITJTimBrOzCg++wurRY6Z5g30MWGv8ZwYu+ZYQBdtYYZDFPfqZoHBxs2YOKoMyAIEto6G4K29Y1RU8ddgDNm/BLN7Qex4+B/Qr5+jc2bn5udmAkxcVREfcrPnIwEU0q/Sqz5jqt45KmYc8R4KlnHhHxuzINh3Vkf6y4QEcWEb+Afmz/H8Odj82ajqnEzPAOYu+uvJhFRaTUGw8ea0VLMPaUnF6LNXgdV8xzLbtEwcujwVngUByYVnYmRWSUhA1D/GJU3G5OLzkJe5iR8te0vcPdInej1+g3bAQAjcmYGLal2JFGUMTrvJFTUre1ziTXfcQUbT0Puv097HECqg3/hElF8qqhdi5y08UhJzDH8+dj8uVA1NyobSwdsn75g2BSumgSD4ZjoDoaDzwzr0NBqrz2W3aJhZH/tWkiiCaNyZ2Bs3mw0tJSjw3HYsK1/jErKhSCI+N70m2F32vDdrleDvn5VzXdIEEWk58yNql/j8ubC7mzyl2WLlu+4inJnRP3cQRAMc2lJIoo/Lo8dhw5vDTmLUZg9DbKUgIradQO232hyhjVdgcYFHo6pjjAzw6woQf1VUbcWhdnTYJYTMTZ/bte23mOMf4zK6x6jCrJKMKnoTKzf/UbQP8hqGnciy2yBKS26ex3G5J3s719fdB9X6OoVRmIeDGud/IUmovhT2bARmq4GfNAcSZbMGJ07ExV1awZsdSZFdUMQRIiCFLKdL6eYN9EdW3ZnExLNaZBEk+HP0321hllRgvqg1V4HW9sB/x/hOWnjkZyQbRgM+8eoI/5gXzDl5xAEAau2/rnXc1TNg8P2w8hJzgtbUu1I1oRMjMiY0KcSa93HNTvq5wKDIBhWnYf8g/yB+vX4ZvvfIlrhpHzvG1i97reorPwwbFtP80Y4D/0bSnvfpt6JiAba/to1MMvWsJUixubPRqu9Fs0dVSHbRUpRXZAlc9hcPt/X9VWNW/q8r4q6dUdlFb3+OHR4G77a9tdB1aeeOruWYg4m0ZwGk5SIbQfex7aKD1DXvBt1zbuxreIDfLX1L4P2uKjvPG074ah6c0BimO4cYG+AKwgCxuTNxsH69b2+BQo2RqUmjcDJE67GnuovsGLNPQHX4ZpNf4Sm6zCbM/rUv7F5c3DIVobVZS9GdS13H1d0qRk+MV+BDqoDuqsRtfYGvPXVrdChY/3u10KucLJr98tYufUlAMD6qm9wKYCionMM27rqPobz4CsABLhEE6wT72QpNyKKKV3XUVG3DmPyToIUpv6l70Nrf+2aAVl1TFHdYfOFa2xlKC1/CwDw3prf4YqFT0Vd3q20/F/4fPNTAIQBX0Wvr2psZfjnlzdD0xVs3PNPXLHw6Zj36UgdDhuSg+QLA0Bt03Z4VCcOt+7HxxuW9Pr5xvLlg/K4qG+U9nJ07nwYgAZ33Qf9jmEqatciNSk/YCwZlz8HZQfeR41tOwpzvKXQwo1RhdnedrurP8fu6t5LHW+s2YQxlR8Gjc2CSU0aAUDH2p2vYMOeNyIeN4yOKxoxnxkGALXzIPbVfAsd3hliRXWHXOFkze43up+r66is/dqwna6rcB161/cI0BSudkdEMXe4dR86HI0hUyR80qz5yEwZbfg1Zl+omguyHDpfuKphE7SuVfFULfoV8DRNwdqdr3Q9GvhV9PrKe1ze2S9V86CyYeBuTBwodmdT0HxhwHsMgn81LQGTR38fk0d/H74VtgbrcVHfeGMWzftA8/QrhlFUNyobSjEuf07AN0OjR8yCKEjYX7fGvy3cGFXbtB2CP4T0XocTcrrrD2sIHpuF0ulq6fpX5ONGsOOKxiAIhkWo9gMQhJ5d0TEic6Jh66qqj2Bz2QMW1huVN9+wrbvhC+hKW49dyVztjohibn9XYDs2L7L8trH5c1DduBluxdHvfSuqO2yN4VG5J/qXaxYFMeoV8LZWrECnq7k7L1kQBnQVvb4qyJ4S8FhVB1d5Ml3XYXfagtYYBrzvjSSZulYsNGP6+IsxffzFXe9XV0A8yI6L+k5K6RkLCf2KYQ4d3gqP6ug17lhMySjInhJwo264McroOpw27kJIgvdPNVEQUJS/IOo+FuWe2J0vH+G4Eey4ohHzYFhMyIXaeQDNHVWwmFIwbdzFAIDK+o292mqagi82P4NEScbFM2/BmNR8AIDd4CY8XbHDVf0mpJRJkNKmAWICUySIaFCoqF2D3PRiJCdmR9R+XN6crhna/s/4KaobJjl0MFyQVYLLT3sSSZYM5GVOjuord6e7Hd+UvYRROSfiioXPIC9jIqDrsJhS+tv1ftO7ZrsnFZ2FjJQibDvw/oD8gTFQXJ4OqJo75Myw7705csVC37aMlNGD7rio78QevzeCJbdfMcz+2jWQRDNGGZQeG5s3B42te9HuaAQQfowyvA7TxuC83FzMKzoRl57826hTJHyve8XCp/3jRoI5NcLjMhkeV6RiHwwnjoSn4wAO1q3HcSPn48yZt2Ly6LOxsXw5WjoCy66V7fgzGpxtOOW4CzF+3GX4wZmvItOShK92/RMeT0dAW+eht6ErdiSOvgamtCmA5oRoMa7lSUR0rLg8HThkK4soRcJnZPZUmKRE7O/H6kw+qhZ+ZhjwfiiNGXES2jrronr9NTv+Doe7DadPvxkjs6fgB/P/AJOciFVbn+trlwfM/tq1EAUZZ868Fd+f9Wt0OBqxfvdrse6WX7gawz4FWSW9ViwsyCrBnEk/wtmz7hh0x0V9p9oPAABMmXOgu+qguVtCPyGEirp1GJXjLal2pHFdFSMO1K3rMUaFnmk98jr0tG7BiIQknH/2c30KhHu+rm/c+HLLs2Hbe49ruuFxRSrmwbCUWIgGez2cnnb/h8OpU34OUZCxauuf/O3crmZ8s+cd5CSkYGrJL7zPFU04fcrP0aG4sa70IX9b1VEDd/0nMOUshGQd7V+GT+08cMyOi4jIyMH6DdANyhWFIktmFI2YiYravq/O5OO9gS50zrBPbkYxOhyN6HQ1R9Te1nYQm/a+jaljz0du+nEAAGtCBuZO/jH2164ZsLznvqqoW4fCHG8d0sLsqZgw6ntYv+s1tHUOjpVQ/UsxhwmGQxmZPRUTR50xqI6L+k7tPAAIMsz55wIAlNatfXqdFnsNmtoPBv0jPDt1HJITc7C/di0O1K/vGqOiq8ygtGyBlDIRYh/q/B4p0nEj3HFFalAEw5UOBwQIGDPiJABAcmI2Zk/6b5Qf+sp/I8Ca0gdhVz04fdoNEHvc2Th27CUYm1aADVXfoK11LwDAWfkqIJqRMOqH3n0kjQYAqPaDx/LQiIh62V+71pujlxld7t+4vDlo66xDU3v/xjFFdUEOkybhk5vu/Uq2oTmykk5fbnkWspSAU0quC9g+o/gypCcX4ovNz0CN0SIebZ31sLVVBHxonjb1BgDAVwb1UmMh3FLMkTp16vWAIAya46K+0+wHISYWQrKOg2BKh9KyuU+v48sHDvZHuCAIGJc3BwfrN2BfzTdRj1Ga6zA0RzVM6dP61D8jkYwb4Y4rUv0Ohu+9915ccMEFuOqqq3DVVVfhjjvuiK4DSYWodjiQl1qABHN3bszM469AalIevtj8DJqbylB6aD2OSy9CUdH5vV5j4cw7oek6Vm14AJ6WrVBaNiNh5A8gmtIAAIKcBNGSy5lhIoopb7mitRgz4uSAP+oj4Rvs9/ehIH1Pqur23xwXTk5XMFwfwfKoFXXrUFG3FnMn/xjWhMAao5JowsKpN6Cp/SC27Hs3yCscXb5C/uN6fGimJo3ArAlXYVfVZzh0uG8zbgMp0jSJcFKTRuCkQXRc1De6rkPtPADJOgaCIEBOnwZP6zZ/7ns0KurWIM1agIzkUUHbjM2fA7dix87KT6Meozwt3nrkctrABcOSaMLCaTeGHDciOa5I9DsYrqurw2OPPYbXX38dr7/+Ov7whz9E9Xyn4sJhjwdF1sDB0yRZcOrU69HYuhfLvrgJuq5j4azfGb5GVtY0TMs/Ebub9uOTtXeiQTXDPOL7/p/X2Mqwud2BmsPboz/ArucPtsLx0Yim/0er7dF4/mBgdAzBjivS4432Pfhi40t93tdgNZT6r7SXGy7qY7R9x8GPYHfakJ4yMur9pCaNQGpSHjbve6df77cSYc4wACSaU5GalIeGlj0h21U1bsEH6x5EcmIOZhRfZthmfMF8FOXOxOptL2B12QvHfDzaX7cWqUl5yEwZHbD95IlXIzkxBx9teBSfb4yu0P9A63DYIIlmWEzJ/X6tkyYs8h/X2p2v9HmMMhpjjtbvZzTj6dFwLI8rErq7CbrS4f9225Q2DVA7oXbsjWpfFQdW4EDdOuQkFwSUHjtyjCrKnQkBInRdjXqMUlq3QDBnQ0yMfmwLZXz+KUHHjcqGTThQ9x1y04v7XFLNp9+LbjQ0NGDkyL4ffFWjt4Zcoal3HlyS7gQAuDUVAoC29gNIz5hk+Dqj8+djU+0m7GhvxY72VmR8tAgWSzrcnk40t1dChw5JEHB5/QaMHDEr4v5VH96Kf375C+i6PmgKx0fDW2T+Fu9NM6IZl4conl9jK8MbX94MTfNAliwhj7XGVoY3vvgFNF3t03mJZl+DVfe1oQEQ/MW+m9orAej+bWZTkv86BARIkino8foWBVA1T1TvV1/2NVgNpWtDaS+HfedDgO6BCwLEhAIIUgJ01QnNWQMA/sV+GtwufLzhUQDAxt3/xPj8eVH/zrQ7GqHrKl77/IaA99t7zSGi38VIqkn0lJteHDJNosZWhjdXLYamKxBFE+qbdxvuXxAEnDDmHFQ2bOwqqP/PkH2NZuzdX7sG73zzG0CH4TWvqG5U1m/E5DHf7/WhaZYTMWXMeViz82V8vO65mI7znc4mWBOy+v3BDgQe1+qyFxDJGHXkdqO2PbeFG6Oi4f1MuamrvvXR3Vew/fvH3gEcd/rzWen7Ntt335OcVgJAhNKyBXLKhCD7CjyHuuZGs70WALC/fgPK116P/OQcwzHK5nYBXes9RDNG6ZoHSmsZzNnzB+Ta7enIcWPtzmW9ro39td+ixlbWr/er38FwS0sLnn/+eWzevBkWiwWLFy/GCSecEPHz61vKkGxORobehqwMKSDx+rtNawLa1tm+xcyZlxu+znebtgVu0J1ITc5EU2unfzEPTdfR0LwG00tOj7h/H2z4V1ew4y1m3mTfgWkT+7bcn5GcnKNbbqiscgdUzQ0AUML0v3R/aVdg5f0qNVTb1Ts+DyheH+15iWRfR/vc9FfPawPQIfq/Z9EDtgVehzpUTQl6vrZVbofadV6ieb/6sq/BKprrMJyjfQ01teyFXe9+DyRJhykpDZ5OBzTfdaApsGj7UNfa0L2Qha5GfVxllTsA3fja8l1zkfwu6vBAlswRn5uxI0uwr2Y1UtMlWEy9b4wpq9zhHwt0XQu5f72y1f/vcH2NZux9Y9X/9Wjb+5rfW70OHtWB6RNONzzu1FTfTKx+VMb5SLm1VqSn5AzYdes9LgHoGg/CjVFHbjdq23NbuDEqGt7PFN/X/0d3X0Z6jr2qGvm+wr1X/fmsbGquRScEjCiaDFFOBJACd+YkaB1bkZPz0yD7CjyHqur0/1wHUOdsxZjc4wzHqCZ797oM0YxRnYe3oE1zIWv0XFi7zsdAjr3ecSP4dayFGXci0a9gWNd1zJkzBxdddBF+9atfYdu2bbjpppvw/vvvIykpsrsJ99dsRFH2CRCEWtRX7gj4ayfHkg1JEKDpOkRBQF7WPDQ2thu+Tl7WPEj7VvnbnjnlehQVndPjrzIFAoAMMTHoaxzJ5enA3qrv4HsTBAjItE6O+Pnh5OSkDNhrBZNpnYyeF5GMrKD7rK7r/ipUh45Uy3GGbXVdx96qjT03ICNpUlTHEm5fx+Lc9Ifv2vCWF/fOwJ418zcAgOWrFkNVPf5tBVklgdehIAa9jlraWns8iuz9EgQRkhj9vgarSK/DcI7FNeRo972+AIgmmEf/DHJKMYT2cnh23A9AAwQZLnE8qutWd7UUIYly1O9LpnUyJMlkeG35ZrQiGaPcHhdMsiXifSebR0OHjp17N2Fk9tReP7eax/jPQbjjyrROhiyaoWjukONGNGNvQ0s5qhu2d7c1uOZLd30OSTQhzWK8vyzrCZBEU8Tn8GhpbmtAZsqoAdt3lvUEyJI54JoBgo9RR273t9UUSKIcsE1RvbOIocaoSPX8TBEg9tr/QO4rmICxV0BE10C4Maa/n5X2xj0QE/Jga1YAeJ+jW0vgrvon6g9VQjR3p5cGO4eu+s/w7o63/LHR6HHXwFR0jneM2vkg0BWou8TxyLS6IPmulyjGKMfBbwFBhl0fi87G9gEfezOtk0NfxxH0VRQFZGUFTz/qVzAsCAIefvhh/+MpU6YgIyMDBw8exKRJxukMR3IrnRhXcAnQ8AZU+0F/MKyrDmQ59+D8whNQL6SjKP/UkHXriorOwaUAKmu/RlH+An9bX2Ho99bcDShtyBRcER/fmh3/B7fSibNn/QYby9+Ere0Akvp5l++xlmhJB6BjVM6JqG3agZ2Vn2Bi0Rm92h1urUB5zWocN/JUJJnTsLViBaptW1A0oncR611Vn+Fw237MnvjfaGzZh/11a+D0RH7hR7OvwarntWF32jAq90T/VzSXn/Ykqho2BWzreR0Kgui/S78nt6cTZRXvIytlDMaPnI/S8jcjer+OK5yGTOvkqPY1WA2la0NXHfA0roKYMBKm7HmQU0/wF8SXU4phKboKrspXYRn1Q7ToMsprVqN45KnIy5gYcG1Eyve+Gl1bVyx8Gp9sXBrRGKWorohvoAO6K0rUt5QbBsOurhrvU8ddgJIx54Q8roKsEly+8Cms3fFKyHEj0rFX13XvQkzmNJxz8u/w0fqHDa/5itq1KAxRh9R3Dr/Y8gTqm/bHbJy3O20ozBm4G5CCXTOhxiijtk32HQFjzOWnPYl9Nd9gY4gxKho9P1PMclKv/Q/kvoz0HHt1AE5XK/IzI/+GO5j+flaq9gOQU44P2GZKnw5X1T+htGyBOXeh4b585zA/fTzaD/7ZMI6SU4phnfQ7OA78HVpnNURTGgpScg2vgXC8aRsTIUgJER9bNKK5jvuqXzfQ2e12PPLII+jo8A6G+/btg81mQ1FRUcSvIQgiRhecBkFOCaj24Kp5D7qnBWNLbsX82UsiKuBcVHQO5s9+uFfbwpxpOG/279Gpqth8aE2QZwdqbq9Cafm/MGXsuSgZey4umf8oRFEecqVqfHdQnzXrDsyd/D/YV/sNDtSvD2ij6zq+3PIMzHIizpp5O86adQeOLzwd3+16De2dDQFtPYoTX239M3LTi3FKyf/iolMeRmZKEb7c/Kz/K6ZQotnXYOW7NkrGeK8No+L3R24Duq9Du9OGjeVv9nrddbuWwe5swtkn/QanTvl5xO/X6TN/GvW+BqOhdm34xqjE8T9DwsiLe60MZRnxX4BohuZswJebn4VZTsSZM283vDYiFezaKsgqiWiM0nU9ouWYe0pOzEGiOS1o3nBF3VokmFLwXzN+FdFxFWSVhBw3ohl7yw99harGTTil5KcYlz/H8Jpvtdd21SENv4DAtec9E7NxXlHdcLrbkNzPShJHCrZAR7DryKjtkWNMQVYJFoQYo6Jx5GeK0f4Hal/B9Bx7Zx1/OTrdzTjcVtGv1+zvZ6XmaYfutvlvnvMRE0dBMGXA07ol6L585zBcHCWnFMN6/K2AKMNR9TqA4NdG0H66GqE5ayCnT4+ofV9Fcx33Rb+CYavVijFjxmDRokW48sorcdddd+Hxxx+H1WqN+DVGpE9AoiUVUtJofx1gzdkAV+2HMGWdAjn5uP500W/0iFkYmzEWmw5Xot0efkWlL7d4b6SY31UvMyUpFydPXIQ91V/6b/obCirq1iEjuRAZyYWYWfxDpFkL8MXmZ6D1qNm3v/ZbHKhfj3mT/wdJlnQAwGlTr4eua/hq218CXm/97tfR7mjA96bfAlGQIIkyTpt2I5o7qrBp79th+xPNvgYr37WxYMp14RsfYfSIWRhfMB9rd76CDsdh//YWew027FmOyUVnIT/LOyMRzfsVzb4Gq6F0bUQyRgmiGXLqZOyv+QoH6r8L+371VyRjlDd3UY940Q3A+w1gbsbxhhUldF1DRe06jMk7GaIgRfyaocaNSMdeRXVh1dbnkJ06DlPHXgDA+JqvqPOVVAufT5iePCJm47xvYZP+1hg+loKNUdE48jPlaO7LyJFjr++Ppop+rvbY389KrdMbD4ldN8/5+EqsKa3boHedB6NzGGkcJVqyYMk/H0rTd1DadkZ9nP6SagNYXzgW+l1a7corr8R7772HN954A2+88QZmzpwZ1fNH5Z7o7Yh1DDRHFXRN8f6FIohIKLqyv90LsGDC5VB1Hau3Ph2y3YH69dhX+w1mT/pRQL3Hk46/CimJud5fxj7U+TvWPKoLVQ2l/iLzsmTGwmk3wtZWgS37VwDwJvR/ueVZZKYUYfpxl/ifm2bNx0kTrsTOyk9QY/OWpGvrrMd3u1/F8YWnB3yVNy5vLsaMOBlrdrwccqWqaPY1WAW7NqKxcOoNUFVP1x3eXl9t/TMEQcSCqf/Pvy2a9yuafQ1Goa6NWcdfMeiuDUflaxGNUUJKCdY0VCDDWhDR+9Vf4cYoRfXeTCvL0X2dmZtejMOtFb1mtBpaytHpaurT6k9G40Y0Y+/G8jfRaq/F6dN/EVAPtfuafxGAty5zmjU/4jqksRrnB6rG8LEUOEa9F/Xzg32mHI19BbNqy58Cxt6UpFxkp43zL+bQF/39rAQAtSsYlpLG9PqZKX06oDqgdpQH3VekYxQAWPLPg2DOguPgsh43hUdGadkCwZIDMSE/qucNNjFfga4oxxsMS9YxgK7C3fAplKbvYCm4AKJ5YP9CzsqZhZKUFGyvXo265t2GbTRNwRebn0GatQAzi38Y8DOTnIDTpl6PhpZybD/w4YD27WioatgERXMHrMxyXMECjMqZgW+3vwSnux2b9r6F5o5qLJx2E6QjCmyfPPFqTuwGoAAAIABJREFUWBOy8Pnmp6DrGr7e9lfouo7Tpl4f0E4QBCycfhPcigPfbP9b0P5s2vt22H19sfnpqH8Zj5VQ10Y0MlJGYUbxZSg78CHqmnejqnET9lR/idkTr0ZKYk5A22jer0j2NViFujZmT/rvgOsw1pS2nVCa10c0Rm1vrkGromD+mAURvV/9FW6M8gXDJjnymWEAGJFeDE1XYGs7ELDdtwDImDApCEYCxo2ylyIee8sqPkCH4zDW7nwFxxXMx+gjSmV2X/MfoMZWhsqGUozNmxtxyadYjfN2x9ALhoHuMeqbrjEqGsE+U47GvoxUNW5C+aFVvcbecXlzcejwFrg89j69bn8/KwFvvrBgzoRo6l2VQU49ARAkKC1bDPcVzRgFAIJkQULRVdA6D8LT+FWERwnomhtK23aY0qcPeEm1Y0269957741lB+ptVd5ffkGCu/4TKK3bADkV1uKbIUTxtVskBCkJaU2fYo+9E5WNW+B0t0MUJaQk5QLw1uj7bNNTOGTbirNP+g1y0sb1eo2s1LE4WL8eOys/haI6IUtm//MBoLLyQ2zb9XdAcyMtrdj/ujsOfhywr8rKD7Gp7AWoHpe/XTBGzw+2r55K9/4Lh1v348wZt/pnTgRBQG56MUrL30RDazm2VbyPERkT/L9ISns53IdXA4IEU2Iekizp2LzvbTTayrCnZjUm5s/BlPE/6LWvJEsGHK4WbN73LpzuNljMyQF93V+7Bv/Z+MeAffUkiSYkWdKxad/bgA7UNm2HougB782R5yDYeQm2PdJzG+z9+mzDEtS07g96bUQjP2sytlWsRGX9Buw4+DFMYgIumHd/r4BJEASMSC/GxiDvFwBYrRZ0drrD76tho+E1H+k57G/bYM+P5NpItKRh8753oOs6am3bw763NbYy7Dz4n4BraCCOy9O2G469zwCi2T9GhTquTzY9hRxzAuZkj4Q5e37Q/g6kUGOU092GjeXLIUsWJFmyw/5++IiijE1730Ze5iSMyOi+oefrbX9FUkImpuef6B83REt3MNdzPOm53afnuHGg/js0tJQH/H71fH5OzizvcR38GOWVH6HT1YEfzH8EiebUXm1H5s/HtoqV2HHwP/AonTh+1OkYmT0lZJ+U9nJ4bKvh8ejIyZnl/d2s/MRwnI/mOjJi1HZbxQeosW3D2IJ5yEqJ/L6bvgj3vhzZ1ndefG17Pl+yZGFEejFKy/+FFnsNWjqqIzovW/avwLpdyzC56CyUjD03or723Fdz6y4crvsq7GdtsO3Vh7di5dp7vWPv3PsgibJ/X5I5HdsPfY38zEnISh1t2K9gY8ymHS/iu71vB3xW9jyG5NTxXdf8O+ho2gKTgIDPb19fleYNSEsdD3P2vF77FkQTlNbt2Fb9LTbWlgbsy2iMioSYWAildRvctm8A1Q2IprC/y676T6C2lELOnBNwo1+4z6RYEAQBSUnBJwGO/lRFGO+vewBnzfw1ckymri26d4UV+8FeN6T0lyCISEwZhwlpCjbb9mF16z6IgoyTJi4CAKzf9VpXCTYBSZaMIK8hoGTsefjPhkexZsfLWLfzHzhp4iJkJBfCZtuKjftXQgPwXeXXmNW4FYIls+t1VYiChJMmLoLuasKGrnbSvlW4FAh6g2CNrQzLv7wFiubxP7/nvnQA66tWG75GRe1aFOXO6HWzTG76cRhXMA/7arylnhpb9qLGVoZcs6VrAQEFLkGEOf98HJeUi4yEDOyt3wAA2FP7LaZUfmjY33H5c7Fp71so3fsvbN73rr+vzR3V+G7XP6Drmn9fRgnvk0efhXW7/oE1O18GIPiPt/u9UUNu8+1r/e7XoGta2AUnDh3ehuWrboGqKSFft+f7BQAWtcPw9aJhMSWjZMy5WL/7NQDeYKOxpdywrzlB3q9IbxrouS/ja97gHEZzviNoG+r5kVwbJ4z+Pr7b9SrW7vw/f9mgUAuXeMsxuft3XLtfh66p/n3lmi3o3PUQoKuAIEO1H0SD2xV0X77jsrlVHGrchOJiF4Qoblzrq1BjVJ1tBwCgbP/n2HVwdcQLAGQkF8IkJaKhx7LMDncbam07cPL483qNG1JCHlRnHdy17wO6BpcowzrxTsMx3Tdu1DbtCBh7vQuaPAjoqv91J6Tl4gtbGVxKJwQALZVvwZpzouG+ev5+fbv9JRRmT+ka4x72LpJi0Fe7rgG+5489Dx9veKTXOQx1Hel6+HGnuxRe4LizofwNAMD7a+89qot+dC8Uo/gXWwj2Wetra9cVoOt8AYC7dmXXufY+Pye9GOMK5mFP9efYU/1FRL9f63YuAwDsrv4c08ZfaHi83v0Hvl9pCXkYnTEa5XUbUI7Qn7Wh3q/vdr0KXVe9Y2/r3oBrI02QYZYTsb92DYpHntqrX6E+l9fvXwnA+1k5ecdTyEvJ7z5fXccwUvZgE4CtdaUoqyvFrMatyMyaGvD5JQo6Lk47AWODvI8NioyvGw/23lfNCvhKOkYTRwmCAFPOaVArXoSr5h24at874vcj8BgAwF3jTVdxVb8JOeX4AY/ZjqWYB8Oa5kFVwyZkpqZ2b9Q1KG07jsqJlZJGQ1a76/5puoJ1O185opXw/9s788Ao6vP/v2dmr+zm2IQjCbm5wXAoh0oFhX6rWKtyKAKCta2t1W9tbcUbRAVERPv1qv60VYsoWIsgXoAnokBQbkgISIBcJJD73mN25vfHZje7yczuzu5sdkOe1z+E2c/M83mez/N5Pp+dnXkelFUddN9J6EybpeNZH+nz4dwQt08KX20douhMByezGS5pf9TBpyyJa9Q1laK+pRzjhkoXKembkOPeXAkC3zEGrgICogO2s5sBACkaO1waS8lycb7uBFy5PmX72i5LukIVi4x+Y1HbVCx7jUCPAc7E6XKyAGDfT++7n4FUct2Siu+RmSl/JyNQ9NqOF01FQfDZV6nxUrJYespSoms42gbrG+n9xqC2qRgiBJ9jW3r+QHteUnX0cslKio1xboQBd4wqbWwMQJaIirZm5DQdcz7r1w34j1Gi3/nhCcOw6Gce5LUZLq78ASIEZBjjgIauccMLgZeN6Z5xwzP22mt2u3Oguq7b3NDgdW5J2RdIavpBUpanz7vHMD4eEG0B9bXV0lGAQIkf+bNrYclXPuOOknEJBr6xoCPOC3afay1ff0hyTXDjcX5HjAo8dgO+9XX2tet4mR31HddFYGut3HFX7PX0DVbkkRGfjtOVeyCKYpdHAAJel8u+QFJCgocwpw7nPPzY3f8uOsAZN7pc2cmh88c82krJUr6PEu2NHv+RmR9Sx0VH2PZs3UXEN8Msq0VG/4uh0elhZXTO4MdqoIkfGRZ5nCkbA/RaaFid85s5q8EvL10CAPhszzIIAg+O07pf7JMio//F0HB6OBx29/nJ8Vk4vf8RbK8qgwCABYPpY+8CG5Pqvq6rLd94HJ/nvwPXqxlpyRNlZYnuFzgYcKzWS9bXVWUQAbAMg8zUyV7nna50Pvwv92LLoNRJ2HfifXcS64z+F0Nsc70tzgCMBsZBd4MzZWPU2e04sf9ld9LuzrK87aLztkviUJyrOxGwbS/Kno78M1vgEHmwTNexkRqvzrI+zXvceReA5WRl2fhWlJ4/AIABA8bndV3jJbht3fVnq2Bw3bX3HAM5pMYrWFmB2FCJvQNpG8j5/vTKzb4WR05/AlEUwLIa2bbxphT33xyrC1qvT/KWesly1H3bflXGHaPiHWf8yuI4LVJj4sDXH+q2zbBkjPLsl+gA58OGUvQ3D0V+8RaIogCGYXGqcg9idAnoZ+oHvgHoHDccLWfQevIlOO9ScbIx3TNuuGORKIJv6hqPchrOYL9HLMoZfBviBlwlKSvTYO0yv1jRY7FntN59LXq5/a4/C038SGR4nB+Iz3+650kIgh0Mw8jaVRRFlNccbteKDWr9CZWONcWJr7XWYT3X/lfHGABAa9Er7ZtkEVz7z+OeMSqQ+bVlzzJnMQ8f+rJ6j3coPMZr6NntOOLyAx9rbSDzXtI3ICI79XIU5b+N6sZT6JcwSMaGXdfl7dXlXv5pTMhut5cDYLiufgzgmjF/xIC0qV7rFwPIrrU2vhXlzeddIyMtK4h9lCZ+JKysDhB4d1875oe3DgBCkhVtRHwzfN1lj6FfvPPbhGnEI85vF/Ejw/YNgzNmIVmvx8yLf49Kq90rWXNcTN+AEjhLJYC2lP4XA2NYmHPnoqRsG9ISh2LwkHmS120p/AHXpaTjJK9FQfVpVJ7fi5zsGV3k2B1WHD79CcymNOTm/BKZ/S/xkqUbej22nvgYKTGJXe7UnqrYjaS4TJhjBwSkQ2riUDSVvA5GnwxdvyleBQQyB87BbIbB6ZNrkZY4VPYutlxibLNpgDLbXvVClyTvUudLHTObBsB45fPYvOtRaDVGJCcOl5TzQ+E6tNka8ItLFsFia/R53ZbCPbguJR3nGDOShSoka0TJaypFzl6htlVyvpwNldg70LZKzpfT4YbLl+Hj3Y8hre8o2bYFxZ9DwxkwecwCpJrHBa0X65LVZxSSTX3RXLQHXMJY58+B7TGq4ODr0HAGjBtyMwYNmCQrK6F6K/j6gxDF27rlRRN/c7Hz/AqE5MQhOFi0EfXN5TDHpuF0ZR6yksfDUb1DMm6whv4wMn9G68mXwMUOkY3pUn211+6F0HoaupRrwWji3PbO7DMRszVxXYorSckagK5J+VsKnwFYHXQp06E1X+LdV+0jsJx8HiKjB2fKwYA4jaJ4FhfTF9v2rkJ981nEGZMldT159jucqzuBcUPmwKg3B7X+hIIo2GCv2g5GnwxW3w+OxqOAIP1sp8NSCb52D7iEMUhIHQ0rO8htL5MuEbbzX8NevQNC80kgfoQqMaYz9urvJMcrc+AczNaYcPrEmxhgNGPwoJvBsJqQYlRL4SqA1UNjHgu+dg8yY5y/LJyqyPPaDHuuy5deNAN9YnO91uXEMb9FWe0JL/806RK99jYuPy4u/QzJjgpkxSZAbxrgXr8+/O4+aCEgpb/0i6k/FK6Dxd6MaSNvQ2vzaZ+ylKCJGwLT8K77MNbQX/K6ociKNhhRFNVZ2YOkpqYZgtB9XRAFHo17fwtdyrWIyZynyjUFaxWaDt0PbdIEGAf/LyxlH8BavhGmEUugiffejNnrD6L1+GoYMm9F+uhb8Mraa3C2uQq/vWYN4uKyvdruLvg3dua/gTlXvojM9m/OnWV9u3sRfizbg5svfRBZmc7neOy8BS9vvg5jB92IqWP/HJAOlvJNsJZtgGnEo7Lf8CxlG2At3wTTyMe8ymaHg1DLOZ48+z0+3Pkwpo79c5c30xtaKvHW1lsxOG0KfnXZUp/X8Rwvfeov0XL8WfCNxxA39u9gtQk+z+0uor10tdrszH8Duwv+jblT/4H0ThXRTlXkYeP39+PK0f+LX17x+5Dt4pJ146Ap6O+oRNyYZ90lUD1lTRjmO32R9dwXsJz5N2JHPwsuJvIpiILxmXN1x7H2yzvwq8uegNk0AO989Xv8Ysh0ZFsLVI0bomBH8+EHnS8bjVoJRkEWDrcsn7F3PvSp10meb3QUoGLvChiyFkKfMj1guS7qm8/irW0LMCxjGn45cbHXZ7zDhn9vuw0sq8Gvr/53t2QX6YxnnOdiB6Pp8ANgWANiR63o8qJVy4m/g284irgxzyE5LVPSX1qOrwbfWBiWeBjIeNnr9qH1xN+DHq+usrzj/Ie1duj1CZh71UvutrsL1mBn/r8w58oXMe6iKaiqavJYl8fDOPhPimRL2fDo7ruwtexoyOtXpIjGNclfOeaIp1brbhhWAzYmA0LLGdWuaSl5D2AYGDKcC6I+9Tow2sQuOftEgYel+F2whhTokq8GAFw17iHwooAde5/wumZTWxX2FL6LIWlXujfCUrIuv+RRmDgtth/6hzsReUnVfjgEG3ICSDIPAIKtFtazH0OTOMHnTx361F+B0SbCEkQuwu5mUOrPkNV/PHblv4k2q/dzhjuOvAowDKZ45PSVQmq8DJnzAdEOS+n7Yes74ZsJw+YjNqZflzR8DoHH9kMvIzE2HZcMma2eLL0ZO0t2Q5d6vXsjrFSWNsGZ/5OvP6hKvyJBn/gcsAyH8/Un2gsSMEi2HFc9btgqt0GwnoMha6GijbCnLN+x9xrZ843JE6GJz4W1bCMEBWVzXZhjB2DckDkoKN6GitoCr8/2n9yA+pZyTB17T0Q2wp3jPMPqEJMxD0JbKWznt3u15RuOgq/bB/2AG90+L4Uh89awxMNAx0tjviSk8eoqyzvOZxhNKK8+4i457lyX3/GxLiu/wdbZhqLoQDrbivT4tJDWL0IZvW4zDACcKQuO1mKocVOcbzoOe20e9Km/cqcbYThDe86+M86fedqxnf8SguUsDJm3uoN8v37jMTp5FI5Vn0TF2e3uts7cgQ5cOfpun7J0+kT8bOgsVFmacfios5jI6Yo90HAGpPcNrCKMpfQ/gOhATOZ8n+1cejlaTnvpFY048zneA5u91SufY1n1YRwv/RoThs1HvMxPmS6kxouLGQBd8tWwV30Lh4pfqIjA0WliMGXUH3Gu7jiOeuSBPVi0CbVNxe25irU+rhA4Wk6HiUn9UG2346StI1wqlcUa+oM1DADvUUK1p6HhdOgTn4PzdT/hVEUe+huTEMMyqsYNwd4AS/kmaMxjoTWP9tnWl6xAYq/k+QwDQ9YCiI5WWMs/UCwfAC4bcRuM+iR8c/Al9xrTYqlFXsEaDEy93G9Z6HAhFec1SRPBxQ2Htey/EHlnTl1RdKCt+B0w+n7Qp0o/EuciXPGwO8fLV5wfIFRBFB0obs+mFOi6rITONhTazoIBjyuH3RTS+kUoo3duho3ZEPkmiLbakK4jigIsxWvB6JKgb0814kLbZxK42MGwlL4P0dEGwd4ES9kH0MTnQmP2flngivFLYWA5fH3g7xAEARU1+Sgo3oZxQ+e4n/n1JSt35N1IjonHzpMfw2qpwenK3cjqPw6aAEqu8s0nYa/+HvqUa8Ea/Occ7axXNNMvYSDGDLoRh05tRnXDaYiigG8Ovoi4mP6YOMz3Au5rvAxpM8FoYtvvPkX0KaNey4jMXyA16SJ8f/R12OytaLM2YFf+m8hKnoCBKr3gCAC2899goMaClPgsfJ//RkiyNOYx4BsLITosqvWvu+mfOAQVtQWoqC1AusauetywlL4PiHbn3bIgURJ7peCMGdD1/zls576Co7VMsXyd1ojJo/6AszVHUVj6JQDg+6P/BO+w4qoxyn5CVwu5OM8wDGKyFkLkm2Ep3wTA6fNCWyliMuaBYf2vIWrHw+4cL39xPsXUBzpWg1MVu1FRW6BoXVaCpw1dXyr6978s6PWLUE7v3AybnEm0XeUOg8Ve/R0cLadhyJjbJX+o8xvrbRDt9bCWb3Z+a3VYnD/9dXqBJsaYjMsGTkdFax0Kj/8LXx98CSZDEi4bfltAsliWxdSx96LNweOznfehoaUCOan+7z6IouicyFoz9Gk3BqRzZ72inUkX/RY6TQy+OfQSjp7ZgnN1xzFl9B+h9VOO1lq2QXa8GI0J+vSb4GgqBF/7g8wViHDCMAymXfxn5x23wrexM/9N2Pg2TB1zj2ovqIl8C6xlG6CJH4Fp4x8OWZbWPBYQnamoeirJ5qHtPxmLyIzrr2rccLScgb3qW+iSrwYXI/3ibzCyfMVeOfTpNwGcof3RDuUbvNzsa5FsHoodh/8fyqsP48jpT3Hx4NlICnMxDSn8xXnOlA1tvythO/c5+OYiWMs2gIsbDk2SfJYjT9SOh75irxzBjpe/OB+TcTPSDDqcPvs9vpFYl5vKvpZdl5XgaUPr2Y8ARgs2JjXo9YtQTsQr0LW12dDdN9cYTSysZz+CYG8Ea0iRrKrjr/KKveEo2opeA2tIQUz2byQnLatLgmA9D9v5b+BoKYImcTz0KVe7P/es0pLcfwJOFG1AfsU+NLZVYWzmNAxKnxqwrPj4Qaiu/AYna08DAEYkX4J+7W/NyullKd8IvmYndCnXKEr55KmX6GgDwxmCsqEc/ioeBXK+q63emAYNp8fBok04XbELSbED8D/jHnDbUOq6tqrvYS17v8t4ecKZsmCv3Qtb3Y+AwwowmqBsEOgxX2072yqcskIZW7VlJZiHo77lLA6f+ggVtccwJG2y1/O7UlWQlMhqLXoNQsspGNJnw9x3gk9ZgcDoEmGt+BSCpQJsTHpExyuQ+SV1zCHYcfTMZ9AwDIanT0VSsnTqJyl8xQ1744n21GgiTEP/GtAdyUBlScVeOVw+w3B6MKzO+RO69TwYrVmRvTl9X/SJz8b+k/9FQfFWaDkDZvxspbsAUjjGNpQ4z8UOhu3cl7BXbQeENhjSZ0Njyu5iFznUioeBxF4pghmvQON8y7lv8FNDBZrazndZlxsK/+FzXVaCy4aCpRyM1gxN3NBO61cekuKy8D+X3Bf1pY+pAl0PwdFa6vy3MR8tBfkA026G9gTvVsB5jGEBUeh63KOtYKmEo/mkbFoRbdJE2KudxRL4+oPgm36SbMtxeuSmX4Edpz4HAOw//RlSWw8gWW8IWNbQ9J/jRO0bAICth14BV7nJ63w5vWyVW6A1X6woNYpLL1vlp7BVfhqgDRm/FY9sNXloO/kS3BXhO1+X1fk8396Qj9bClQBEdx9MFufPsoIooK65HD99PxfJBqPfsfU1XgzDQdd/KizFb8Na/oHz7lMIfuTzmJ/zvWwVZlnybX2PbUc1MV5VWUPSr0JB8TYAwOmK3T4r80n5RiA2aDvzFlhDqiJZUjhazgAiD0dLEVoKHo/oeMnOLz/nN7Q6XyTiRRGbj23E7LhhsqkWpfAXN8BwcLSdVSVNU6CxVw7WmA0AsFd/77yOQnu3Wi1g4Iw7vKMNJXvuCCjuhCtu+IrzrDYBur6TYTv/BYAOnw+8epm68bA7x8tfnI9LugSoPAlAel0W/azLgeJpQ9Fei5bCp2Aa/gj6m4cCYCCIPOpbylBRmx+21Hu9mV75mITzZ8qOb1Zc7CBwsd5JtbnYQdAl/0LyuNex9iovcjifYWqX1V6lRQ4b3/EsnSCKqBSMimRV159w/y15vpxe7RWXlOClFwK1oehXlrVsQ5drePfV98/M1rObnXI8zj8velR6A1ApGAMcW9/j5Xz2UyU/Uun8yMnyPbZ8w5GODY+KsmobTsM1Bo72CnZySPmGkvmhRJYUnW3TE32jBh2piVzVKJXgN26IomqPkSiJvZLnNx1H574qsWGlYHR7m6K4E4QsNeI8o03o0DeINUHVeNid4+VHVnVzhfvvYNZlJXjZsH0MzlYfBtN+TBAciuMOERi9cjOsiR8JsFoALMDqYMiY50yJwuq8jsVkzpc87n3Md+UVb1m+22amTgbHMO6KMtk5cxTJ8n++nF7BVapRZENG632uBPb6wxAsFQDDdb0u0/HzBhcnXUhDsNa0B0TW6/zsnDld7KL+2IbqR+qcHxFZrjstDCNrL8HmKg/MqCrLVb2MAeuzkpWcbyiZH4HKUuIvPc03Os8luQpZSmwQaiwKTJY6MU6JDYOPO+HyDT/xLCFXdXuFa11Vd7zCuy4Hr0NH3OE4bdBxhwiMXld0wwXf9FOXyilSx5S2DVQWIJ2YuqRkS5fqSkpkKTlfyXUD1cuXLEvpejiajsN00TJoYgd6XUsUHWg+8jAg8DAM/D0MYrFXxSO+6SdYK7eCr81DTM7voOs/rUt/Wk++DHvtXhgH3w1HW4VXH6TsolQHNWwQSFul5+uFIi9bhVOWVFt74wm0nXoVIt+EuLHPg9V4JzYXbHVoOnQfOFMONAmjVZd1tuaoZCUrz/nlyzeU2EBOVqB0t2/Ite3sM0rOl5tLodgg1FikRJYvOsfkUO2tRtwJh28otVegRRS6c11V0v9QZcmtq1KxN1TCEXe6m55YdKPXboajgWh0mHAi8q1oOnQfWEMKTCMf83oJwFr5OSzFa2Ac8ldok8ZL2kYURbQcWwahrQJxY54DozG6P+ObTqCl4AnoB8yAIcO7Ys+FTjT4kaO1BM1HHoEu+ReIyf6112etRa/BXrMLsaOfAWcIPTdmh6yrEZN9m2w7l116s2/IEQ0+E42QXaQhu0hDdpEmGu1CFeiIqIHRGGHImANH8wnYa/PcxwW+GdbyD8DFXwRN4jj58905MZtgOfuh+7g716M2EfoB14dVB0IazpgJXf9psJ370ivXJ998CvbqHdClTFdlI+wt6ws42sp9tiXfIAiCIPxBm2GiW9H2uxKsMROWkvUQBWfqFWvZRoh8C2KyFvhNGcOZcqDtOxm2yq1wWCoBAPbqnXC0nIIh4xYwHOVfjBTuXJ8l7wLwyG+qiYdhQGD5aBXLKn7HZzvyDYIgCMIftBkmuhWGYRGTdRtEWw2sFZ/C0VYO27kvoOs/DZwxsIT0how5AKOFpWQdRIcFltL3wJkGQdv3Z2HuPeELVhsPQ9pM8A2HYa8/CHttHhzNJ2DImOP1SEs4ZEkh8G3kGwRBEIRfIl50w165Hw69szykpm4/9OWbAIaDEJMqeyxcbcMlSwpN3X7EnP0QNjt6rF5KzveE1feDo7UU9qpvYa/bC4gOGIf+zV3BR8o2ntcV21++s5//Enzl5xAczTAO+Qs4fd+w2kBuHENpG6p8QDrBudJrqAVnyoG9dg/s1bvA1+4Gq01AzKC7wDBMyHOmc1umzySnrLq9zpREHon+xbOfoD7//8Db6r18w981IzHeSlCjr/7ml1p9VXLdaIhRcjFZbV19HQ9FlhrI6aC2XdRoGypqxP5A7RKpeBwpqOhGEMQfuAfWuFEAAH3lZ84E2QwLa8ovJY8JhmSwlnOqt1VP1hbncVaH+kvfAZ94SRedNXX7Yd5zKyDYYO4xeimUxepl9QcAXZ9J4Ot+hGircQYIyzmw2nhoavbA/MNCQHS4bSMlS+uwwSqKcAgWQBRhPPEfJgMVAAAavElEQVR/0BrTVdRL9DmG7nHMmweIDv9tPfRSy4ZyOGXdFlC/1IZhNTDEDkFr9Q4AgGirhX7/n6BntX7GIAB7S+il7XcVrKXrYS3fAGv5RmiSLgVrr4WtsdB9Htd0HJB529tzLvqzt7PtfEDgFfgGr9rYKu9re1sZn/c1v0LtKxCkz0c8HoowBzFnOnzDrkhWMPNTiR8qwfd4hWIX9edXqPgdLwXzyxxFehHBE/HNMEQH9JVb3X8zcKbZkj3Gap0OrHZblWQxrqo0gh3amjxJp9fW5AGC1Vv/KNdLsSzBKqs/ADgsHYnMXYn2NXFDYCx61W1DX77RakgBYtI6rteYj/jqHerq5WMMAcBQ+h8wot15ip+2nnqpZUM5nLIC61c4YJtOOBd6hgHAwNGYD72l0v8YBGRDb708fQAQwNf94FzMAKd8UYRQswvcgF9JXlNbvQsQrO3ybT7l6859CQg25b4hOba+ZUn2tT1uBOIbXnpJ2NvVl/D7oUKfj3A8BAAEMWe8fENJX0OVpeL89jVeAIKyS7jmV6j4Ha8A5xcAIIr0IoIn8s8Ms3rUX7Ye9ZetB1gDRHAAa5A9Vn3N0bC0VUuWyHDOqkMsB3ufyyRVFrXx7fVkmB6jlzJZACCCT5DPh+hMLu6dtJyxVkFb9yNEsM7CGz5k8cPuBwMREEUwEMEPu19FvfROHRjIjiEEHtqavI56Zgwr29ZTLzVt6FsW/PphuDBaq8BA8Bobn2PgKsgSkA299fL2Ix1MI5YgMelSD/kCOPNY2b6ytlrnIgUAEGFPulS2raa9ylTgvsH4HFtfsqRwxY1AfKNDL1bS5/3NL/X8UInPRzjOB+CHcnT4BtuNsuDbDxXge7z07Y2UywrL/FIB3+Pl/CSQ+YX2ttGiFxE8Ec8z3HAqD7a4iwA4f07Q1uTB3ucy9zcnqWPhaquGLG3Vd4jf/0c4jNmov+KT9rtjHogOmHfOAGupBDfid6gzTuwReimRpT/7EWKK30Zb9m/QMnKJ7Nh3Ti4ee/ghGMo3oWnMc4hnz6FOf7FPWeLZTyDU7ALbZxIYjzt/augVe2w5NPWHUDf5MzjihnXpu6H4HcTlP4bmofchpmQ9GL4FtVN3QNTGdWnrqRfbWqKqDQHvnI5uWbnLEFvwhLwfhglN3QEk7p6NhtTr0KaJ8xob2TGo3Yf4g38JzIYSenn5UexAmHfOgM1WD2u/SxBT8Q3E9JslbcjYapG0fRocphw4YlJhqNyKxjF/hzVthqxelrSZ4FrOQFN/MCDfAJguYxtz+l8+ZUniETdsKdfAULJO1jc89bIm/0LS5xOtB/zOL6V+6EkwPh/xOF+7D4lH7oVgbZb1Qyk8fYM3DQpYlj+f9yfLnx8qwd94Jf60EmL1fkWywjW/QsXfePnzeU+9tOYMoPiTqNArmuiJeYYjvhm+EItuGErWIe7oYjRc/DJsqb/0/qz0fcQdeQiNY59H/Jhbo85h1CL2yCMwlG1A3eQtcHSqDS+FpiEf5p03oC3nd2gZ8UjEJxNjq0PSt9PAx+eiYeLbXptJxt6ApO3TwMcNQ8Ol70LTcBiJu2aideCdaBn+oNd1OuulhEBt6LJVZ1m+/DAsiALMu28C21aOuiu/gqiRDzyd0dQfCtiGSuZX29f3tNtwKxydqh7GHl0CQ+l7qLviMzhiB8G8ayZYaxVqp3wJeGa/6KQXBHsAvjEUDZeuk/4SIgrysmQwlP4HcUceRuPY52EdcIOHb/jRS+ZZaSXzK9S53JPox5wEPr1a0g8lCZPPByLLlx8qIZDx6hdnh7BxoiJZ4ZhfIRPgeAU6v5JyxsK++X8ir1eUEen1WwoquhEBLBm3gI8bjtjClYDD4j7O2JtgOv4s7InjYE29sAsAtAz9G0TOANOxFf4biyJMBU9C1CWhdfCfwt+5ABB1iWgd8hfoanZCd/4rr8+MP70Ixl6P5pFLnHcmzWNgSZuFmDNvgW0p9rhIaHqFakM5PwwX+rMfQVt/EC3D7le0KQCgyIZK5pecDbnGQhhK1sOSeatzw8iwaB6xBJylEsZTr/nUS9QlomXIvQH5hiQ+ZEk2D0UvFejpc1kRfS+W9kMZwuLzAcry5YcBE+h4GZJk46EU4ZpfoRLoeHV33CAiD22GwwHDoXnkEnBt5TCefsN92Fj0ClhbNZpHLL6gvxUCgKjvi9bB90BftR3aqm99ttVVboGu7kdnANLGd1MP/dOWeSv42MHOgOhwvizBNRchpngtLBm3wBE/wt22Zdj9AKNxbtDaCVWvkG0o44dhgW+F6fgzsCeMgjVtVlCXCNiGCuZXhw2/gbbKmeECoojYY8shauPQMuQvHSokjYcl9VcwnnodrKuynYxelsz5fnxjpG9zScmSwalXTdB6hcqFMJeV0OGHT/tuqKrPByfLyw8F5amslIyXVzz0JUvt+RWEXpIoGK9uiRtq6UWoAm2Gw4S9z+WwJl8NY9GrYC3nwLYUI+bMW7CkzQZvHhPp7nULbdm/Bm/MQuyxFc43qKVwWBFb+DT4uBGwZMzp3g76g9WiecSj0LQWI6b4bQCA6dgKiJwBLUP/5tVUMCSjddBd0J/7HNqa3YDDgtjClSHrFZgNLbI27OyH4cJ46jVwlko0j1gCMMGFFSU2VDK/Omy4HBDs0J3/ErqaXWgZci9EXaJXW+fP1QxMhat866XAN+TokPWMbBu19AqVHj+XFdDhh9ucGTxkUNfng5Tl6Ydn3lYmXOl4BShLd/4rdeeXUr1kUDpeYY8bKulFqANthsNI8/CHAZGH6fizzm/+jAYtwxZFulvdB6tDy4hHoWk+CUPJOskmxtP/AtdWhuaRi51vuEcZ9n5XwtrvKhhPvgR9+Sboq7ajdfA9ECWKOLTm/A6OmDTEFiyD8dQ/wbWVh65XADZE/qs+bejph+GAbSuH8dTrsKT+CnzS+JCupcSGAc8vDxvGnFmD2GNPgY8dDEvm/C5NhZg0tA78PQwVn0B/9mOfeinxDSk6ZH0MTd0+yTaxhStV0StkLoC5rARPP3SnFvMgXD4fjKwOP3wRjLU6YLnBjJdfWQ4rTMdWqDy/lOklRVDjFfa4EbpehHpEvAJdW5sNkX2FL3yIOjMYvhkxJe9A01IES/pNsKbd4P48Gqu0qI3DlANt3V4YyjeBtVWD4Vshcnow9gboKr9EbOFTsCeOR+vQv3qdF0224RNyEXP63zCc2wpen4Kmi5+XXjxYDQRDMmKK10JXmwdb4sQuegWDPxvqjyyDzdzVhi48/ZBtLQNEh/t8bfUu6Ms2gOGb3cfkjsu1jT38ELi2UrQOuReO2MGhKavAhkrml8uGMaXrwNob0DLoLtlF0Z4wBobyjYgp2wAAPvXy9A2HPgVNY/8PYANP3+6Spav6FmxbmZdtDcXvwliytotenijRy5Ng5lewc7kn4baL2w/fhqbhCERW1w0+H7wslx/qanZC0Cb6nctKx8vTX3zJMh1fDX3NLtXnV6B6qR2j/M0vT7tEQq9A26oR55XIMpS+D76tIbr0qj8Ifb+hsmNN2STCjLbqeyT8eJvzP6zBq/pMNL5xGQ705R8i7tDfIPWUtDNnrB71l77rlXoommzjrCZ2CxjRAZHROvMcy1Ubqt0Hc94cAKKkXsHiy4YAIPqR5fLDcD2pLoJBsJXKOqPEhkrml8uGUm07YzzxPEwnX/SrlxLfkMMlSwoxgL4q0ctFsPMrmLnck/C0i8sPGUivT+Hw+WBlefphoCgZLy+7+JEViM8GM79CJdjx8jW/Os+jSOhFBIgpA7hpv+zH9JhEmNE0HAbAOhcPV9WsXgbbdhYuVxPBwJJyLSwp10IE024XPqrtoq3Jg/vnC1Hw2Vdt7R4gDHr5siECkOXyQ7nzXccaRz8redxfWwaiav6txIZK5pfLhoG0FVkdRLB+9VLiG/5kAXLzQz29QqWnz2UluPwQ6D6fD1aWpx8GOpeDHS9/ssI1vyIVo8IdN0LVy19bNeP8hSBLjsiXY77Asfe5DGB1EAU7wGp7ZfWZzjZoy/kdAEB//pseYRclYxiu8fZlQ4h2gFHWL6kxaMv5HfjES+AwZXc5HmhbNfQNl73D0VaN8Q51fnRnjOnpc1kJUrp2l88rlRXo+WqMlxp2CXZ+RSJGdUfcUEMvubahnh+MLNeaFFV6HX3I5zjTYxLdgFwVomh6FCDcKKkEBUSfbXz1NZS2ofZBqpqY0vPDUfkrHLoqbSvlQ+EYRzX0Vzo/Qu1DKPMr1L5GM53tEg0+H6ofqjFe4bBLd+oV6niFI8ZERdXFMMmSWpMirZeuKR8JA+W/yNBmOIJE24YvmiDbBA7ZShqyizxkG2nILtKQXaQhu0gTjXahCnQEQRAEQRAEIQNthgmCIAiCIIheS8ib4aKiIixcuBCzZs3C3LlzUVRUpEa/CIIgCIIgCCLshLQZFgQB99xzD/7whz9g48aNuPvuu3Hvvfeq1TeCIAiCIAiCCCshbYbz8/Oh0+kwefJkAMCUKVPAcRyOHTumSucIgiAIgiAIIpyElGe4pKQEOTk5XscGDhyIkpISjBgxIqBr+Hq7rzfQr19cpLsQtZBtAodsJQ3ZRR6yjTRkF2nILtKQXaTpaXYJ6c6wRqMBw3hX9WAYpssxgiAIgiAIgohGQtoMZ2Vl4cyZM17Hzpw5g8zMzFAuSxAEQRAEQRDdQkib4eHDh8Nut2PXrl0AgL1798Jut2P48OGqdI4gCIIgCIIgwknIFehOnjyJxYsXg+d5aLVaLF++HIMGDVKrfwRBEARBEAQRNiJejpkgCIIgCIIgIgVVoCMIgiAIgiB6LbQZJgiCIAiCIHottBkmCIIgCIIgei20GSYIgiAIgiB6LbQZJqKePXv24Pbbb490NwiC6GVQ7CGI3kG3bIanTZuGysrK7hAVlZw/fx6jRo1CVVVVpLsSlfR2/wgEu92Ol19+GbfccgvmzZuHhQsXYs+ePT7PqampwYcffthNPYws5EPSUOzxDfmNE4ov/iFf6cqFFF/oznA3sHHjRgwfPhybNm2KdFeIHsrixYtRUVGBtWvXYv369Vi2bBkeeeQR7N69W/ackydPIi8vrxt7SUQbFHuIQKD4QgTDhRRfunUzvGXLFsyYMQOzZ8/Gs88+6z4+bdo0rF27FgsXLsQ111yD7777rju7FVZEUcSmTZuwZMkSfPDBB+7j48ePx5tvvom5c+di5syZ2LdvHwCgrKwMs2bNwpo1a7Bo0aJIdTsijBw50v333r17sXDhwgj2JnooKSnBrl278Nhjj0Gn0wEAsrOz8cADD+DVV1+F1WrFkiVLcNNNN2HWrFnuuzXLly/Hjh07MG/ePJw7dy6SKnQbvTHGyEGxJ3B6c+yh+KIMijFOLrT40q2bYZvNhjVr1uCDDz7AwYMHcebMGfdnrm+lS5cuxSuvvNKd3QoreXl5SE1NxejRo2EymbB3714AQHNzM1iWxXvvvYdly5bh/vvvh81mAwBUVVUhISHBa6IRvZejR48iNzcXer3e6/iECROQn5+P1157DQCwYcMGvPPOO9i/fz8cDgcWL16MKVOmYP369UhOTo5E17ud3hhj5KDYQwQCxRdlUIxxcqHFl27dDOt0OvzlL3/BrbfeitOnT+P8+fPuz+bNmwcAyMnJ8Tre09mwYQOuv/56AMCNN97o/gbFMAwWLFgAAMjNzUVCQoJ7UlksFtxwww0R6S8RfTAMA4Zhuhx3FY/89ttvMX/+fACA0WjEk08+CY7jurWP0UJvjDFyUOwhAoHiizIoxji50OKLprsEORwOLF++HO+99x4yMjJw3333wbMStFarBeA05IVSIbqhoQFff/01jh8/jrfffhs8z6OiogKPPvooAIBlO76LeAYjs9ns9VlvoHNA5nk+gr2JLnJzc/H000/DZrO5f8YEnD/n5ubmorm5WXIx6230xhgjB8WewOntsYfiS+BQjHFyIcaXsPbK4XDAZrOhsbERbW1tMJvNSE9PR3V1Nfbs2QOHwxFO8RFn8+bNmDZtGj755BNs3rwZn376KSZMmIAtW7ZAEAR89NFHAICCggI0NDQgOzs7sh3uZjz9w2w2o2/fvigtLYUgCFi3bl2kuxc1ZGRkYNKkSVi+fDnsdjsA53N+q1evxt13342pU6dizZo1EEURPM9j+fLlaGlpAcdxaG1tvaCDcm+PMXJQ7PENxZ4OKL74hmJMVy7E+BK2O8ONjY34wx/+gJaWFtx2220YPHgwJk2ahJkzZyI5ORm33HILSkpKMGnSpHB1IeJs2LABjz32mNex+fPn49VXXwXHcaisrMTtt9+OxsZGrF692utb+YVOZ//Q6/V48MEHceedd6Jv37648sorsX379kh3M2pYtmwZXn/9dSxYsAAsy0Kj0WDlypWYMGECLr74YqxYsQKzZ88Gx3GYMWMGTCYThg8fjqKiIixcuBAvvvgikpKSIq2GqlCMkYdijzwUe7pC8UUaijHSXIjxhREv9K91UcrIkSNRUFAQ6W4QBNHLoNhDEES46KnxJTof3iAIgiAIgiCIboDuDBMEQRAEQRC9FrozTBAEQRAEQfRaIroZLiwsxKpVqzBu3Diq+U0QhOpQjCEIgiD8oVo2iWPHjuGpp54Cz/NwOBxYtGgRJk6ciP3792PVqlWw2+0wm814+umn0b9/fwDAunXrcNFFFyEmJqbL9d555x1s3LgROp0ORqMRS5cuRVZWllrdJQiih6FmjBEEAatXr8aePXsAAJMmTcJ9991H+VQJohcTTIzZvXs3XnjhBQCARqPBkiVLMGzYMADAV199hX/84x9wOBzIzs7GihUrEBsbGzH9CB+IKmC328Wrr75aPHbsmCiKonjq1CnxZz/7mdjY2CheccUVYmFhoSiKorhu3Trxzjvv7HL+1KlTxYqKCvf/Dxw4IE6fPl1sbW0VRVEU//Of/4gLFixQo6sEQfRA1I4xH3zwgXjnnXeKPM+LgiCIixcvFjdt2tQ9yhAEEXUEE2Pq6urEn//85+7Ysnv3bnHmzJmiKIpiaWmpOHnyZPdnq1evFp988snuVosIEFUek2AYBqtXr8bw4cMBOJN4W61WfPnllxg9erT7W9KcOXNw5MgR1NfX+7xeQ0MDBg4c6L6bM3r0aAiCoEZXCYLogagdY44ePYqpU6eC4zgwDIMZM2bg008/DbseBEFEJ8HEGIPBgBdffBEpKSkAgKFDh6K0tBQAsG3bNkyfPt392R133IFPPvkkApoRgaDKZpjjOIwePRoAYLfbsXTpUkyZMgVVVVXIycnxapeeno6ysjKf15s8eTLS09Px5ptv4ocffsDHH3+MZcuWqdFVgiB6IGrHmFGjRuHzzz+HxWIBz/PYtGkTPVNMEL2YYGKMwWDAyJEjAQDNzc146KGHMH/+fABAcXGx13lmsxlarRZ1dXXdqBURKKq+QFdWVoYFCxa4n6nRaDRdnsHrXAdeitbWVrAsi1GjRmHw4MEA0COTOBMEoS5qxZiZM2di/Pjx+PWvf4277roLubm5MJlM4ew6QRA9gGBizLFjxzBv3jxcfvnl+Otf/woA0Gq1knGI3kuITlR7ga6oqAiLFi3C0qVLMXbsWABAZmYmDhw44G4jiiLKysqQlpbm81r/+te/MGDAAEyYMAEAsGjRIkyePBlTp06lBYsgeilqxhgAuOuuu3DXXXcBAD777DOvuzgEQfQ+gokxP/74I1atWoUXXngBAwcOdLfLzMzEmTNn3P9vbm4Gz/Mwm83dowyhCFXuDNvtdtx///147rnn3A4EOB93OHz4ME6cOAEA+Pjjj5Gbm+vXGQwGA/bt2+d+Tjg/Px8WiwUsS2mRCaI3onaMOXjwIN577z0AgNVqxdq1a7Fw4cLwKUAQRFQTTIypr6/HsmXL8Nprr3lthAFg+vTp2LZtG86dOwcAWLt2La677rruU4hQhCp3hg8dOoTS0lI8+uijXscfeeQRPPfcc3jwwQfBcRzi4+OxcuVKv9f7zW9+g5UrV2LWrFnQ6/VgGAbPP/+8ZAo2giAufNSOMZmZmfjnP/+Jd999FyzLYuHChe5n/wiC6H0EE2O2b9+Ompoa/OlPf/I65/nnn0dycjIefvhh3HHHHdDpdEhLS8NTTz3VbfoQyqByzARBEARBEESvhZ47IAiCIAiCIHottBkmCIIgCIIgei20GSYIgiAIgiB6LbQZJgiCIAiCIHottBkmCIIgCIIgei20GSYIgogyHnroIbzxxhuR7gZBEESvgDbDBEEQPZBdu3bhhx9+iHQ3CIIgejy0GSYIguiBfPTRRygrK4t0NwiCIHo8qlSgIwiCIIInLy8PzzzzDEwmE9LS0lBfXw8AaG1txRNPPIHCwkJoNBrMnTsXN998M7Zs2YIdO3bgwIED+O9//4s1a9bAbrdjxYoVOHXqFGw2G6ZNm9alMhZBEATRFapARxAEEUHq6upw3XXX4bXXXsOoUaNQXl6OuXPn4vbbb8e1116LvXv34oYbboDNZsP111+PzZs3w2Aw4KGHHsLEiRMxa9YsAMDjjz+O9PR03HHHHeB5Hn/84x8xe/ZsXHvttRHWkCAIIrqhO8MEQRAR5NChQ8jMzMSoUaMAAGlpabj88ssBAHFxccjPz8f69evBcRxqampQU1ODtLS0Ltf54osvkJGRgW+//RYA0NzcjJ9++ok2wwRBEH6gzTBBEEQEYRgGgiB4HXP9/5lnnoHVasVbb70Fg8GAW265BXI/5jkcDjzxxBMYNmxY2PtMEARxIUEv0BEEQUSQsWPHory8HAcOHAAAFBYWYseOHQCcd3dHjhwJg8GAI0eOoKCgADzPAwA0Gg1aW1vdm+Orr74ar7zyCux2OwDgww8/xNatWyOgEUEQRM+CnhkmCIKIMPv27cNTTz0FlmWRnp6OuLg4ZGVlYerUqXjggQfAcRyys7MRFxeHK664AldddRW2b9+Oxx9/HIMHD3ZvgletWoUDBw7AZDIhKysLS5YsQWxsbKTVIwiCiGpoM0wQBEEQBEH0WugxCYIgCIIgCKLXQpthgiAIgiAIotdCm2GCIAiCIAii10KbYYIgCIIgCKLXQpthgiAIgiAIotdCm2GCIAiCIAii10KbYYIgCIIgCKLXQpthgiAIgiAIotfy/wHXkvPM6lDp5wAAAABJRU5ErkJggg==\n",
            "text/plain": [
              "<Figure size 864x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "B774_o3MaHcP",
        "colab_type": "code",
        "outputId": "05d77851-cc3f-4d26-c38b-6d9bf382c264",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 297
        }
      },
      "source": [
        "# monthly mean of each month\n",
        "df_interest.resample(rule=\"M\").mean().plot(figsize=(12, 4), marker='.', color=color)\n",
        "plt.show()"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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            "text/plain": [
              "<Figure size 864x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "KIJtoyKiwBj3",
        "colab_type": "code",
        "outputId": "1e9db390-435b-4c20-8f94-bb736543fa67",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 311
        }
      },
      "source": [
        "df['retty'].plot.bar(figsize=(40, 6))\n",
        "plt.show()"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
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            "text/plain": [
              "<Figure size 2880x432 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "fnQ2lPmLWTq9",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "# related query for each search\n",
        "rel_dict = pytrend.related_queries()\n",
        "df_rel = pd.DataFrame()\n",
        "for keyword in keywords:\n",
        "    df_t = rel_dict[keyword]['rising']\n",
        "    df_t['key'] = keyword\n",
        "    df_rel = pd.concat([df_rel, df_t])\n",
        "df_rel.head()"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "5SOLyUTPmNI0",
        "colab_type": "code",
        "outputId": "42a5ef8f-b017-407b-e957-99c426274c07",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 834
        }
      },
      "source": [
        "df_rel[df_rel['key']=='食べログ']"
      ],
      "execution_count": 0,
      "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>query</th>\n",
              "      <th>value</th>\n",
              "      <th>key</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>食べ ログ アワード 2019</td>\n",
              "      <td>2800</td>\n",
              "      <td>食べログ</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>日比谷 ミッドタウン</td>\n",
              "      <td>2250</td>\n",
              "      <td>食べログ</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>食べ ログ 100 名店</td>\n",
              "      <td>1900</td>\n",
              "      <td>食べログ</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>食べ ログ 百名 店</td>\n",
              "      <td>1250</td>\n",
              "      <td>食べログ</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>食べ ログ アワード 2018</td>\n",
              "      <td>550</td>\n",
              "      <td>食べログ</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>5</th>\n",
              "      <td>食べ ログ アワード</td>\n",
              "      <td>250</td>\n",
              "      <td>食べログ</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>6</th>\n",
              "      <td>食べ ログ テイクアウト</td>\n",
              "      <td>200</td>\n",
              "      <td>食べログ</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>7</th>\n",
              "      <td>食べ ログ マガジン</td>\n",
              "      <td>190</td>\n",
              "      <td>食べログ</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>8</th>\n",
              "      <td>旭川 鮨 みなと</td>\n",
              "      <td>120</td>\n",
              "      <td>食べログ</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>9</th>\n",
              "      <td>新宿 食べ ログ ランキング</td>\n",
              "      <td>110</td>\n",
              "      <td>食べログ</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>10</th>\n",
              "      <td>食べ ログ ポイント</td>\n",
              "      <td>110</td>\n",
              "      <td>食べログ</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>11</th>\n",
              "      <td>日比谷 食べ ログ</td>\n",
              "      <td>100</td>\n",
              "      <td>食べログ</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>12</th>\n",
              "      <td>食べ ログ 管理 画面</td>\n",
              "      <td>90</td>\n",
              "      <td>食べログ</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>13</th>\n",
              "      <td>食べ ログ 店舗 管理</td>\n",
              "      <td>80</td>\n",
              "      <td>食べログ</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>14</th>\n",
              "      <td>名古屋 食べ ログ ランキング</td>\n",
              "      <td>80</td>\n",
              "      <td>食べログ</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>15</th>\n",
              "      <td>食べ ログ ランキング</td>\n",
              "      <td>70</td>\n",
              "      <td>食べログ</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>16</th>\n",
              "      <td>食べ ログ ログイン</td>\n",
              "      <td>70</td>\n",
              "      <td>食べログ</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>17</th>\n",
              "      <td>東京 食べ ログ ランキング</td>\n",
              "      <td>70</td>\n",
              "      <td>食べログ</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>18</th>\n",
              "      <td>食べ ログ 予約</td>\n",
              "      <td>60</td>\n",
              "      <td>食べログ</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>19</th>\n",
              "      <td>千葉 駅 食べ ログ</td>\n",
              "      <td>60</td>\n",
              "      <td>食べログ</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>20</th>\n",
              "      <td>ゆず 庵</td>\n",
              "      <td>60</td>\n",
              "      <td>食べログ</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>21</th>\n",
              "      <td>食べ ログ 管理</td>\n",
              "      <td>60</td>\n",
              "      <td>食べログ</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>22</th>\n",
              "      <td>一休</td>\n",
              "      <td>60</td>\n",
              "      <td>食べログ</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>23</th>\n",
              "      <td>新 大久保 食べ ログ</td>\n",
              "      <td>60</td>\n",
              "      <td>食べログ</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>24</th>\n",
              "      <td>食べ ログ ラーメン ランキング</td>\n",
              "      <td>60</td>\n",
              "      <td>食べログ</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "               query  value   key\n",
              "0    食べ ログ アワード 2019   2800  食べログ\n",
              "1         日比谷 ミッドタウン   2250  食べログ\n",
              "2       食べ ログ 100 名店   1900  食べログ\n",
              "3         食べ ログ 百名 店   1250  食べログ\n",
              "4    食べ ログ アワード 2018    550  食べログ\n",
              "5         食べ ログ アワード    250  食べログ\n",
              "6       食べ ログ テイクアウト    200  食べログ\n",
              "7         食べ ログ マガジン    190  食べログ\n",
              "8           旭川 鮨 みなと    120  食べログ\n",
              "9     新宿 食べ ログ ランキング    110  食べログ\n",
              "10        食べ ログ ポイント    110  食べログ\n",
              "11         日比谷 食べ ログ    100  食べログ\n",
              "12       食べ ログ 管理 画面     90  食べログ\n",
              "13       食べ ログ 店舗 管理     80  食べログ\n",
              "14   名古屋 食べ ログ ランキング     80  食べログ\n",
              "15       食べ ログ ランキング     70  食べログ\n",
              "16        食べ ログ ログイン     70  食べログ\n",
              "17    東京 食べ ログ ランキング     70  食べログ\n",
              "18          食べ ログ 予約     60  食べログ\n",
              "19        千葉 駅 食べ ログ     60  食べログ\n",
              "20              ゆず 庵     60  食べログ\n",
              "21          食べ ログ 管理     60  食べログ\n",
              "22                一休     60  食べログ\n",
              "23       新 大久保 食べ ログ     60  食べログ\n",
              "24  食べ ログ ラーメン ランキング     60  食べログ"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 39
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "pD3ZQzkT1vC8",
        "colab_type": "code",
        "outputId": "b0a28b23-1640-4750-bb88-e9b94a3fd86c",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 293
        }
      },
      "source": [
        "# 2018 01 houly\n",
        "df_hist = pytrend.get_historical_interest(keywords, year_start=2018, month_start=1, \n",
        "                                          day_start=1, hour_start=0,\n",
        "                                          year_end=2018, month_end=2,\n",
        "                                          day_end=1, hour_end=0, cat=0,\n",
        "                                          geo='', gprop='', sleep=30)\n",
        "df_hist.plot(figsize=(12, 4), color=color)\n",
        "plt.show()"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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Q++T/uNvyFRyR50h9Ywjphda1FKTQtw07tO1Ri/ZwMlCWkPAh3EVuM8pSelFF4B20WN+nklGuORDKBrZUEaA+NAugSoS9rsFpZ4kgGDhQJsU0Wl89F02LbtzGfdpGkIyyhESdIegDTzLKVQdiFIdeabDvW4MeqshAudbgnBt2gMvZFtUa2Gt5jtQ3BgkW1dR69j/zyTbs0DYErV2NMvdw+o033sCtt94KADAMA+eddx6mTJmCDz74AFdffTXS6TSi0ShuuOEG7LbbbtwdlpDYqgg5beQwyjJQrh5QvkDZmUa3pRfUqEGupE5hZAHAZYI5QMwCqNoAoFcOpuocZBAfZTW1DgBgNI7dpn3adqhdH2WuQLlYLGLWrFl4+OGHMWHCBHzwwQc4+eST8be//Q3nnnsuLrvsMkyZMgWvvvoqzj//fCxYsEBUvyUkthI4NcpSelE1IEaRL7At0ShL/WntQCmmrRcCpBdGAVSNgkKpSTZNIgjMkv8u1L617JOGMduwP9sOpIYr83FJL/L5PDRNwy677AIA2HXXXZFMJrF06VJEo1FMmTIFAHDIIYdAVVUsX76cu8MSElsXklGuGZic0gtHoxxn7+UgqGZArEBZFKMMJQIoqpRe1DsGqU5nM8rcdoTVClmZr38kk0lceOGFuOGGG7BkyRLccccduPrqq9HZ2Yldd93Vt+6ECROwdu1ars5WO3Rdx6JFb1VFm7lcDj/60dm44IJzkcvlQv/++vXrcM45P3Tef/rpp7jmmitQKBQG+dYIhnWR06DMEJUa5WoD4QyUXUbZ0ihLRrlmQIop6wW/LzaxGGUQRZ4j9Q46CKOc/tj6iPO+VLVgz85aLN/NPe/02Wef4Qtf+AJ23313rFixAv/4xz+w7777gpSMmgghZcuGQnt70vd+40YFmrb18w/D/sYLL7yAf/7zH/iv//ovYX0J2+Ynn6zHEUd8FYZh4pNP1mP33fcI9fuqyo6bpilIp9O46aarcfTRx+GNN17D4Yd/tWx9TVOgKAo6OppC/d5w49P1GooAWlsSiLcG2AbFvkkY6BgdvIjBSN1f1YCB9l3bqAgwmmO/RjYDAGINCdZeaxxo4zxOlAJbPgJaduFrRwDq+pyLsAFtPALEQ+wH375TDUBNACkNiQYViXrer0Og5s+5GBt4NSdjQOm2moywaogqaOA956oRMRZONjXF0MTZ12rbVq5A+e9//zuWLVuGM888EwBw6qmn4pxzzkFHRwfWrFnjW3fNmjUYP358oPa7ulIwTZfGN00Tur51RyuapoT6jVwuh3vvvQsNDQl861us6l46ncajjz5ZNkDo6emBpmlIJpMwTROK0n9gHqTNFSuW4XOf2wOapmHp0n8hHm/A6tWrARBMnTq9bJsq7YNhUFBKoesmYrEGzJp1Mbq6NuGLX/xSWZv2vjNNE52dI9MrMp9jo/3unjQ0vfJtaC3knYupc2N3oGz6jo6mEbu/hhtl+44a6LBedndtgU7D71e1dwvaAOR0BXEA3V290A2+4xRbuxDN/5iNni//HMUx+3O1xYN6P+eaersRB5DPpNEbcD+U7ruWXA40koAGBbl0Fuk63q+DoR7OuaZcAXEAvX0Z5Eu2ta2Yhwogl8mgj/Ocq0Y05fKIA+jrzSLH0dfh2FZFIWXErBdcgXIsFsOqVavQ29uL5uZmdHd3Y9WqVZg5cyYee+wxvP766zjooIOwaNEiFItFTJw4kefn/L+9diHiHz0nrD0bhBBkx38d+fFfC/S9W2/9OaZO/QZOO+07AIBVq1bg3nvv9AW0v//9ffja147BK6/8GdlsFt/5zvfxyCMPorGxESecMD1UmwCTZ1x00SzMn/8oWltbsXHjRjzwwDzcddc8aJr/EAftAwAsX/4efv3rW3HaaTMxYcJumDChlt1LbIubkJX5ACa/EKB9jK3/MwrbfQk00sjdVr2A6Hn3tWjphQD9qdbzPvvfu3pYA+V6h61R9lbVCw2zAKq0AESRGuW6x8DPD/t+VLN5LDKZr39MnjwZp512GmbOnIlTTz0Vp59+OmbMmIEDDjgAc+fOxS9/+UucdNJJmDNnDubOnSuqz1WHe+65A+l0GjNmzHSWPfvsMzjiiKN863V0jMFjj/0BxxwzFYsXLwIALF78Nvbd9/Oh2wSA//u/V7HHHhPR2toKADj88K9izJgxePDB+8vWDdIHGxMn/gfGjdsJP/zhdzFv3j21q08Gwpcg9QRlIiq4KbkuNL99HWLr/8LdVl3B8OjxOR9IznF0NMoiHnDWILcGE15GEohuuV4Y/PcyplGOgBJVul7UOQazh4M9KKvZpODaTebj1ijPnDkTM2fOLFv+uc99Do888ghv8wMiP/5rgVnfShBUerF5cxdSqT789KfXO0zv6tUf4p13FuOcc873rfuVr3wV0WgMyWQSt932W6xZsxpdXZvKGNogbQLAgw/+HqeffoZv2YUX/hinnz4DRx99HMaM2S5wH7wghGDatBPxla8cgZ///EZcd91VuO662RXvo5GFcIGyjyXg9e8FQPSs9T/D3RYAqL2rEV/3EtL/8YPazboGQDyBMjdb6LheuD7K3CAWNyEooIp++iaUzKfITThBSHv1ApGMMnO9iAKKKn2U6x2DFBxxnhE1yihLeziJAdHW1o7zz7/YkTik0ynccMPVmDXrojLZQzwexxFHHAkAyGTSuPnm63HuuRdwtfncc89AVVUceOCXfcs7OsbguOOm4c47bw/Vh/4walQLrr/+Z7jkkssrWr+uQIvOFL2QqTWDSQiIkR9ixcoQ2/AaEqsecgLwWgXRBTLKdCuUsBYcKMc/eg6J97ceIVGrcAJlAYwyPK4XImaTJEYyBi5hDaNOpBc1yCjLQFkgNm/uwqxZZ+H446dhv/0mD7jeihXLcd55Z+IrX/kqJk8eXKc4WJubNm3C7bffigsuuLTf786YMRP/+tc76OsrF8YH6UMpmpqqKyNVJCiHRtn22xVhEWU/wL0MKV97VjummMC7WuFnlAVplBWB9nBWoExEsS5GXthgSjQinYvR/szxrhVbFUFxpBf8+46YBVAlalnN1R6bJhEAA9nDmYZ7zdesPdwgspMRDgFliSR0Xcejjz6Ep59+EmeeeQ4OPfTwAdd95pkn8ac/LcBZZ503aIBaSZujR4/Gb35zD8aP36XfNpqbm/HQQ48hEvEnllXaBwBQFAXJ5MDZoDUHDo0yjbUChS38ARoAYge0IhgvTzvEyNd0GWbfwIL3ONjMjyO9EMAEWcG2KGafmHkhwZ4DPcs02YSfQ2l87x4oxRTU3jXQ2/cR0DmBsK8HIdKLIqBGmUZZMsr1jYGKbnjOs5pnlGsQMlAWAE3T0NiYxF13zUNzc/Og6x5zzFQcd9w0YW0OFCTbKA2Sg/QBAMaO3RGzZ99S0bq1gRCBMjVAqOkyyiICqq3EKHtdIWoRXukFMXgr84kvOOIeB0GBsp5nbVLKrz03DXQsOAaZ3aYjPelc/r7ZAbwABxjRsAc93NILSpn0QolK1wsJDFTC2kee1Gwynz0bW3uMspReCMIJJ0wfMkgGMKBfMU+bQRGkD3WLIKNjO6DStob0Qkxga7dD6kh6wZ1UuRXs4ZxA2dLIcrdn5tlUp4CHry2RaFjzLHdbAHyzGFUH26qLt29UBwFlsw7S9aLu4cgO6MCBcu0yygMnMo50yIhJQsKH4Bc5cdwRGqz3IqQXohllW8pRhUGLQIhklFGSzCeELRTMKDvBqICZAjtQpkqUuy3AKx8Scw4LAzXdgIZTemEPaKkSBZWuFxID2cN570U1GigTyShLSNQJwmiUrcDYYZSFSi8EBbaOi4YYzXP0k9ehbV4mpC2h8A5SOAcspESjLIRR1u1AWYztn8iZAqXIkn6pKkYq4cyK6FUWKJvuAIhQky9wsQJtqkYAokrpRY1B27wc0Q2vBfhG/88Pm/igUMTkOlQjBtJn1wBkoCwh4QO1/lZ+sbs2YixQFmERJZoBFi3laFx6BxKrqs+WjIhMmimVXgjVKIsNlCEgGHXcKQRpip0gvsoYZWcGSEuw9xyDR+e7ipRe1CJaXzkLo968svIvDCC9cMiUSEPtul5YAbIwR58qggyUJSR8CGEP5zDKDb73PHClF6IC5ZzY9vQsiFGFnsyGVwvIOa1uB1SKOH/srcYoCziuSsFilEUl3wlOSBUGa2BrRiw3H47zxN7vVI1L1wuJAXW6thyPqg21q1Gu4cp8MlAWCF3XsWjRW8LaS6WC+4+apglagydqNcNlqCxGWaT0QtC0tXiGOl99U+rwPpBi/FpAexrdll4IYEqEul5YjgvednlALOmFu70coNRhlqruPHGuVyungOOasPc7tS31pPSizjFAsGjYZEqiZjXKqOHKfNIeTiBefPF5LFmyGPvvf0C/nz/++B/xxBN/LFt+yikzyuza0ukUzjhjJo488uuYOfN7ZRX5vOjt3YKFC5/DN795Kq6//qc47rgTAhcRkbDAoVGG0IIjYivzORplAb6xgBUgVBtTCKv4A9FAlSh/UqXDKAvUKIuUXlDdDUZFFM4o2Ml8Ahhlb+GXKjtP3IFtI3vPo9u3kiipFmca5VqdVpeoCAOVcXY0yloDSHbjNu7VtgL1/aslyEBZEHK5HObNuwcNDQl897szAADpdBqPPvokiOVvOn36NzF9+jeHbItSisbGJO699wHMmXMTVq/+ALvvvueA6/f19eGVV/6Mb37zVDEbU9cIHiiTUoZKoPRCJAPs/c8F0wAxi9XHFAJWOeEIC/Z4k/lKNMpCtOde6QWn97H3WIoIRu1kPhFQCluc11V3njh60YT1noNRNm3pRQxQVECvTkZZSW+AmdiB32tbYggMbg9HtUTtzjpIRlliKNx6688xdeo3cNpp3wEArFq1Avfee6cTJC9c+CweeGBev99VFAU//vGV2GuvvQEAr732Ch56aD4uuugyXHnldb5133nnn3jttVdx9tmznGWFQgHRqBhLJwkOjbLAgiPifZTFtefqnassAIL1QFIigBIRxyg7rhcipBfWgIWa7LzhkTl4mVABbia29EJEYGvrnQFU3cyD0GQ+e1+pccvRoPqCICX1Mdpf/BZ6ptyK4ujPD3d3RiZMgw2EhsJAXsKePBZiFsUUCKoykBp2vZCBsgDcc88dSKfTmDFjprPs2WefwRFHHOW8/9rXjsHXvnZM2Xd1XceMGSeio2M7Z9mUKYdBVTXcdNO1uOOO+xzZRV9fH2bPvg7XXjvb10Yq1Yempv4Lk7z88ov48penIB6Pc21j3SCE9KKUURaS0LOVKvMJCaiqOFCGWbA8bcUxysLs4agJYuRA1TiIkQMxdTcID9M/wYyy7XohZHDmOc+q7jwp8cfmOa5uMh9jlMv8c6sASm6z9b9rmHsywuDVEpsFQGkY+jsD+CiT0oRvajKXlJpC7fooj9hAudD5NxQ6XxHeLiFAZPShiHZMqWj9zZu7kEr14ac/vd5hj1ev/hDvvLMY55xz/pDff/rpJ7Dvvp/H6NGjfcsPOuhgHHjgl502u7o24aKLzsMpp8zA7rvv4Vt33bq1GDt2x7K2Fy16C3fe+Wvsv/8XZaC8NVHCKAstOEINdsNWOC5Vaop10XDkA1UWAMHa92oUUDQBjLIlvbA0ytxsobXvzUgjVCPHHXj7A2URrhd2oCwg6PZURay288QtEGQn34Z/sPuT+arT9ULkILme4K2eSYyCG+QOigHs4QxXo8xWK1bGUI8k2IOEGhQpS9cLTrS1teP88y92WN90OoUbbrgas2ZdNGgCHgC8884SPP74o5g168J+P7eD5Dff/DvOPvsMTJ9+MqZNO6lsvRdffB4HHPBfvmVvvPE6fvGL2Zg9ew5GjWoJs2l1CRpmVGxrWQUWHBHKFvrYPYHSC6pXXQY3MYqgSoQVgBBQmY8SxX2gCQps7SQyoYGyEB9lSy4hIqDy2vQJkg9FP34FsfV/5m/IFMcow2cPJ871IvbRc4h8JsZBSbQ1ZL2A6J5AudIk6AFmJEsZ5dq0iJOMctUh2jGlYtY3CDRNga6HO9CbN3fhkkt+hOOPn4b99ps84HqZTBqPPvowXnrpBVx77Ww0N4/qZ50M3nzzdTzzzD0GW34AACAASURBVNPo6enGFVdcg332mVS23oIFLFnwP//zC86yhx+ejw0bPsbNN9+CnXfeJdS21C/ClLAuZZTFSS+c1xxGBL4HpIhAWfc7GlAlyd2mMFjSC5AIt00fMXWAaHD4BM4HgMM+WklkhBp83IvoAZBlWSeEUfY4hojy2x711tUAgM5xh3O147DdAgrJ+KQXAivzNS/+GQCg8xt/4W5LBsrhQIoeZ5qKB48DFRzx6+KFVG+tNkiNssRg0HUdjz76EJ5++kmceeY5OPTQgW/kr7/+Gn7xi5tw1FFH46675iGRSPS73jXXXI5IJIKpU6dhypTDoCjl5P+6dWvx3HPPYPbsOc6y/fabjFWrVuKaa25EItHIv3H1hlD2cKUaZRHSCz+jzHPr8VerE6dRBljQTCPVEyjbyXyMUebcVlMHVVSAECHFJEjZ9CtvIC94AGQIlPtY55kZbao66UUpo8wT3DrBpyX3qUZHA6KLtZqMf/gU4uteRM+hvxbSXrVC0d06BpXeN10ZzyCuF9b72gsnQzw7RwhkoCwAmqahsTGJu+6ah+bm/pPqbHzpSwfi4YcfRywWG3S9m2+eO+Tv7rTTeNx++92ORAMApk79RmWdlhCGsmk1IX674thCPwMsjnlk7VVZEGQUWIIcUUFMvr4RI+d6YxMBjgZOoGyzStWlUS6V+/DMFDiMcqSp6phMIlB6wZIzWbERYZX5BE9duxplMceh6Z1bhbRT7SjVKFeEAVhV10fZ9tqvRUZZSi8khsAJJ0yvaD1VVaGq4kT8pMYsZoYfIS52bzU4QMxN0CgwuymY/IycufUCKlQZW0jMAmikiWXlcnrakmLaLXNMVH7phekPlHklOqJdL2AWHEcOXrmPc01Em6rPbaE0UOaUXtglzqFoYgbJRTHlzZ32tpb0gpoAqd00J99xqHgmbmh7OKA2NcpkIGu8GkDtnuUSEqEQQqPsZL7HQQVV5yJmQdwUve6dohcsvRDEKGtdS8X4FJtWMh/RuNk9RU+DRph8iSqqAAa4RHohiqGGImgAVIAZbbJec7Lx1jVgRprElOv2grs0eWnJeb5kPqpZgTJRhQySicDCLwCEV+UsbbdWQbzSi4CMcpk9nJ1kbFe9rEWNcg0n88lAWULCC2v6iAbxUXbK2DYwnaKQEtYFT9KXGC0rYwurT3qh9q5B66vnIrJxEXdbMIqu9IJ3vxXTrkwC/IlaruuFmEDZaS+a5D+u1AChOmPjPW2HhlP9rlG4LZl3SjzU9+2BrCLGR9lO4qVEFRIAKcXU0CsFgFMNUnBgW22SGtEgRc99rmLXi4EZZapErOTg2mSUpT2chETdIETBETtYVGOMyRTBFhh5N0gTxCib0WZBxSTE2pIp+W723yqMwANiFlgynyIg+a7oMspQ+KUXMP2MMu/D0mc3x/vgNezkO5ZjwXtcvbp93gELAF+CrNe2K1xbNqMsIFDWc66EQ1HFlDkXzCg717zwQLm6ZFei4QuOK7aaHKiEdcGqGGqpXQXMOlYdalijLANlCYn+EMDixnlYEkVMoQvY0gsWpHEHGjajHEmKd70QYSWmZ3z/uWC6jDI3Y6unYVrHQIzrhR3YCkrm8wbeomQhUTGMsmuZ2CBmhsUzi6FwM8q2dZ3lesFrD2cFyqIGyaQgOlC2GWXBzL5e44yyEdwtyC3jXGoP55de1CSj7EgvJKMsIVEzUPvWoumta0tG9+EYZeo8LAUwj7CmdCM2oywoQIs0Cgpacv2+Dt8eC5B5AyCAaQGhCJRe2IyyANcLItj1wtEoq3F+dtosYZR5B0BOoBxlx4Hz4ek/56qIUbZKkgNwS1hzbqtPeiFi0L2Vkvl89oQcaFx6F6KfvimkLaHw2moGHmT0U3DEthAEalOjHMZadYRABsoSdYumxT9D/OO/QNu8wl0Y4iHHHpaW7lRA0hcoZUlpjpZVzBS9qTUK8Xll1mER5zV3e3ahCxGBslmwmBtOrTg1oegZT6As4Liafo0yd+DtsFT8/r0u2225fHAGaMTU2TliJy9BTLEWQIBG2b6e7ACXK5mv4EoviB0EcR4LD6MsgrW1j62QQNlLAghilBPvP4xRf/+xkLZEwhccB9UolyXz5UGVKJt1AGrSHo6gdguOyEBZon5hBwOq1wcrBKOs51x/TKLyT6s5+k5LeiFKyxpJCJnyI0YOZqzFec3dXtGWXghIYjI9Pspc2lPWJ+qVXnAHo36LKG523yyyKoSKgHPOZqcjguyrjAKoorH9BvDPingTSHkHVEILjnhmkxQxgbLi0SgLqWpos/ECGGCvPEqMJWH1FWixQcwCTGugHNhHubTgiJ51k70BIfK8qoMTIEuNchkMw8CNN96Ik08+GSeeeCJ+8pOfIJ/P44MPPsC3v/1tTJ8+Haeeeio++OADEf2tevz3f0+HaVZ2oqxYsQzZbP83wlRKbOazF7quY9Git7Za+yMFzs2K9ONrHWRU7JNeiGP3TFH2cN6kLxEaSm81PhFTw7ZGmdc/1jTY1LcSYcw+j/bUCsa80guhmmJAjK5YjTImk9sZpVQWwtke1X3JS/yDPU+gzCm9cPTTSpQt4PVRVj32cBCwrR7phRBpk8MoC8hP8BXhEBF4888ibTUYBec+V3luR/+uF3ag7AymqniAEB62NV7tMcrcBUfmz5+PCRMm4Cc/+QkA4P3334emaTj33HNx2WWXYcqUKXj11Vdx/vnnY8GCBdwdrnZomgZd1xGNRgddb8WK5bjyysvwy1/+Fg0NDb7P0ukUzjhjJo488uuYOfN70DSxdWFefPF5LFmyGPvvf8CA61x00Xno7NzoBP2EELS2tmPOnF8K78+wwX6gCdEouzpFYQFVRAyjDCMPCgVU49eyAu72UhHsOTwaZW7tqbXfbB9lHqbQCghMj+tFqTdqYNjHwTpXuAuOOJ7RIq3rxOjiYdh2WBYXw51Y6QaM3Fp2h1G27tGcrhfQPNc+Z3tASaAsYsZGoEbZHyiLmE2q3kCZyd+s65/XR1nPslk4ezBVyxrlGnS94I54HnvsMZx99tmYOXMmFEXBBRdcgGXLliEajWLKlCkAgEMOOQS33HILli9fjr322ou709WCp556HE8//YRv2YYNH+N//ud0EKJgzz0n4pJLLi/73vLl7+G6667CddfdhB12GOv7jFKKxsYk7r33AcyZcxNWr/4Au+++55B96enpgaZpSCaTME0TitL/ZEEul8O8efegoSGB7353BgAgnU7j0Uef9FX5u+mmOSCEOEHxe+8txW9/W0NBMtyA1DsNRkMkJBDdlSIw6QV/QAUIZPfsoggC2G7AIzUR5RntMMqC/HGFSC8sRlmo6wVjgKkgLSvMgiW90PhtyUoSDUXop2HrpwH+mQyRGmVbP23PJIV9sFMKorte267MRMwMEADfdodvT2CgrFc5o2waiH7yGgpjDwE4q9YSS8ZFlWjFUomBXC+IkfNJL0Tch6sONVyZjyvqyWazWLduHVauXIn7778f77//Pr7//e/j0ksvxa677upbd8KECVi7dm2gQLm9Pel7v3GjAk1jAeC7q5/Dvz78E0/3B8SkCcdi312PHnK9E088CSeeeJLz/sorL0Mq1Ydbb70dbW1t/X5n4cLnMHv29bj00suxzz77lH3+6qt/xQMP/B6XXHIZrrnmBt9nS5Ysxt/+9grOPfdHzrJ58+7F0Ucfi7/85WVks1mcfvoP8OCDD6CxsRHTpp1Y1v5tt/0C06ZNx7e//V0AwMqVK3D33XcgEvHLDzQ7I9zC/fffg5kzT3f2/0DQNAWKoqCjo2nQ9aoD7GbV0hQBrP5mNYICgKamOJor3QZSBBJJts2RCLQIAm+/b32NaaaTrewcakpoaOLZnxET0OJIJBOAqfMfG1IAGloBRUMiriDB257KHkIRmg3VN+c7GfbgTjY3AUoKoBzbmmU3/ZaODnZuRCJAhPDtuygFtBja2lkbozznXShoFIjGoDXEgazJd86l2XXdPHo0AKCpkfeco0AkiqZmNtAY3doANHK057HYTkQMvnMurgBqBB1j2OA2mdCQDLPv9BxADSRa2lh/NrHn1eg2zm1V3SCqNanwnSOAM9OimAX+az/rBoBNDQh8jpT9vk4H/iwM1v0deOtqYNr9QMfefG0pBhBPAOkYEjFUds4Rtj0N8QgavOubeaiNTYi3M1eZ5sbg137VP1Ot0CAeUxHn7Gu1bSt3oKzrOs4880wQQrDHHnvg85//PIrFoo+dBNjUfemyodDVlYJpuheSaZrQdXahmgb1sH/iQAiBaVDndyrFggVPYtSoFuy003jkcvmy73/88XrcfvttiEQ0TJ68P6LReL+/cdBBhwBQcP311+COO+5zGNy+vj7ccMO1uPba2b7vtbd34JFHHsZ3vvN9XH75xfj2t7+Ht99+C2edNaus/XvuuQOpVAqnnvpt57MFC57G4YcfOej2vvTSQkSjMRxwwIGDrqdpCnTdhGma6OwUXIZ1K6C9WIACYEv3FhRirL+6zh5Sfb1Z5CvchrZ8GkVdRV9nH1pMAprPY0uA7e/oaPLtL62nG60AenMKmgGk+tLIcuzPpnQKERJFLmegERSdG3v612VXiNZcBnpcQxQq8pksUpzHelS6F1EARq4PmwO25d13Snoz2gH0ZkyoWQMJ08CmkH2LbdqEZgCbUwSG0ocWA6D5QqDjWopkOoUoiWBLTx5tAHq3pCs+x/pDczYDhaowCia0YhHdHOdcrHsLmgF0p4FWAKneFNc515zNQqUaMmkdzQC6NvXAzMRDtxfv6UYTAEoU5DIZrnMumc4gBhVdm9LoAJBOZZAJse9IbjNGA+jLa8h19iGWLrJt7dwCM9MwVDMDYlQ2Ay2ShFJMYUvXZufeFBaji1kQAFTPhb4ebNjXBQCktvQGOkdKzzkAiHZ2YpT1WsQzI7ZpI5oB9Gz8FEUynqutllwWNJKASiIopFIVnXPtpgEFQDab960/upBGVteQ7cmjHUBfbxo5zn1XbWg32LbncgX0cfR1OLZVUUgZMesFV6Dc1taGeDzuC1gVRUFvby/WrFnjW3fNmjUYP57vxPVi712+jr13+bqw9mzYwV4QvPzyi1i48FnccsuvcfnlF0PX/VNvL774PB588Pf4wQ/+Hw4++FDccMPVg7Z30EEH48ADv+wMLLq6NuGii87DKafMwO677+Fb9ytf+Sqi0RiSySRuu+23WLNmNbq6NmHChN18623e3IVUqg8//en1TrurV3+Id95ZjHPOOX/Avvz73+/jV7+ai732+g9kMmkkEo2V7pbqB7Wm0/qdKg3vesGv7yzVi/JPW1O7aiDA+qeGD5TZNGLcSpgToFEubgXphaKyUqrUCDUosHWiIu3hiGUlJmyK3ixYntEav+ax1ONZiCOH5u57btcLJh9gRXP4+wZFAwjhktQoZeeIIHs4Iw8zOgpKMcWvA6bU0cYTarBtVTiufcGuF6I1yo7VpC7ALcQsgCotgBrlc72gpiO9EHXtVzVqMJmP2/XihBNOwD333AMAWL9+PZYuXYrp06ejWCzi9ddfBwAsWrQIxWIREydO5P25qkI2m8VvfnMbnnjij7jxxp8jGo1CVVXoul/PdNhhR+C++x7AwQcfWnHbdjD75pt/x9lnn4Hp00/GtGknla0Xj8dxxBFHAgAymTRuvvl6nHvuBWXrtbW14/zzL3YY6nQ6hRtuuBqzZl00oO74rbfewLXXXoHbb78bX/rSQfjhD0/HunVrK96Gaodt1+XTn4XRKBt5x0dZjI2YHbSIqcxnB2jiHAisZD5FExMoO8l8Gb5950nm4w3Q7EDZtCrVURGuF45LhaCkL6MIqgrwjIbX9cIK+riD+KLf9YI7mS/r9o/XacXUXe00h5a9zBlFEeR6YeRBo4xn5Xa9MAsgoOIqLnpt+kR4PAvWKDt6bAFVPtl906qmV7G1Xj/V6WziQ20Qdu1XJQawxqsFcGdmXXDBBbj88ssxbdo0aJqG2bNno6mpCXPnzsUVV1yBW265BZFIBHPnzhXR36rCL385By0trZg793aoHoaulFGORCKlXx0UmUwGb775Op555mn09HTjiiuuwT77TBr0OytWLMcvfnETjjrqaEyevP+g627e3IVLLvkRjj9+Gvbbb3LZ511dm/C7392NZcuWYvbsWzB27I4YN24ntLePxnnn/Q9uumkOJk4c+UmZTgDar+tFhTAKFltgaboFeNq6gXIcFERAElmuJEDj7J+eY8UaiMYdALH2vB65WdDowFNgg7ZTtIOpBu6EOaXYxx6Qque4GrwBWsHxPQb4XS9gFlmQpvAfB/ecs4uh8HqB61aBBVGDAs/gTJR1HQDK4VLTb8InIMSqz4huz15zsrZ2oG1Gm6EUtlgBX4KjPXaNmZGkeEbZ1N1kt7CwtlcRESjbMzZKpPJrtZ9g0R3kxYUNpqoS1uBA2sP1Azblf1vZ8s997nN45JFHeJuvalx66RXO6wcfvB9PP/0EcrkcWlvbudq95prLEYlEMHXqNEyZctiADhY2nnnmSfzpTwtw1lnnDRok67qORx99CE8//STOPPMcHHro4f2u99RTj2Ps2B19DDQAHHLIYTBNA5999mlNBMo2/AEQu8gr0r8bBbQ/O42tr3qlF/wsEACPo4EIRjnu8fDkaM/UQajOgniBjDJVIiBmkbkIhAyUFW/g4glGw9y2SSEFM+JJKCEqQDnZOMtzV1jw6EgvBEhgDLdqIBuc8Qd7NNIEYd7Cuu0aECBoGQim7g6kOGaAyiwEHesvfukVjYlhlB3bP6c0eZ7Lk4DoGXYOawnnnOGB1+qP6LnQ177bhl3lkz9Qhlm0XC+0imcxSD/2cG6gzD+Ar27UbmW+2vH6Gmacdtp3cNpp36lo3WOPnYrtt99hwM9vvjkY+37MMVNx3HHThlxP0zQ0NiZx113z0NzcPOB63/veDwf87LDDjgjUN9FQe9fASGwHaOGTZcpAw0kvtJ6VULxsASDI09bSwwW8SQ8IeyrX8yAPeyuzWSSqxq1pazGBshkdBTW3iatilXcqnDcYVYp9znQ1IO640khC3PSrLb0gqrCCI7BkK9zBnlPCWjSjzD8oIBZzqXW/w7Y1ROBNilug9n0IwCu9EFOemBh5mMKsIS1G2SmcwTtgyYJqCVA1thXs5rKg4AyURUsvnByASs+Rcos0u1gOVRvcAXwVBspKdhMACrOhI1wDJZX51J5/w2je2VPGfuRClrAeBuy33+RBA+WgGIpx9uKEE6YPGiRXNcwi2l4+Hc1vXSugLfeB0f+U+tChZKRrqftGsafoRUyD25q2mBB5g8NkCqgK5SRVOYwyf0BFzKIblPIEyrpHM8rpV0qKfW71QYCLeXSaMPMl0gtByXxCZh2svhFi+WOL0Si7CaQiAjRb7iOiRLyJ1pengBjpUMe15a9fR/I9Zt9ZLr0QcP1bMw8i8gkAeCpp8ldIpFqDuEDZxyjzJ+DZ9ychgbJZ8JAVFe63fopuuPdMj0a5CivztT//TbQ/fzJHCy6jrKQ+RttfzkDj0ruE9G24IQNliREDezotumkJf1veG6nvJthPMsYA8AbKSrbTaliA60WJ9EJIAQMr6Ab49Kc+RlnhD1ocDaUlc+AJDJypcK2Re8qfFFMOC8cWiKjMZxUwECa9cCvz8bPTBadSHdPt8gfKVI0IY9Cc6pciEhepAec6Nwuh9p225T0AbNtoxGJ/nWRZjv5R09p3McbE8UpqrIQ7YYFyMcOOgxoTrlEWEigbglwvKGXXhDMQrXQAX15wxKdRJgooFP4CPGDysPjqp6tG6kA8gwTVeh5GelYOY4/EYcQFylvDO1lCHCg1AfBVRBoIjmWXgKkcn81RiGQ+ku9GdOMiFMZ8EWYkifyOh7BvC3G9sBnlqJhpdSPHgiB7GpznYVkivRCSaAgxD3JSTLP9JUAHrBRSPukFRLhemAU2YBHkBAGzYAWjGgviOe6NjjMKwFhb3gDNLDI2WTCjTAUwyqTQ67mHUI7AVoXpdTIQMQDyzCYJGbCUSi+42xMtvfDazVURo0x1Zi+pWmRFpcd00GQ+Sy6ohJP7lCL28V/RtGQu1PTH3G2JgStbtPe/c08Z4RhRgbKmRZFO98pguQpBKYWuF9HTswnRaPjCAoPBTtbizoxGCePQrz3c4Oxhw+qnQcwCUpPOQddxC2A0W5UoFQFaVkcvKjiZz0kk4QhGS6UXgh7krvQifHuKnmbT4IRwM5lMeuHRKCtiSlhTRaQ9nCu9YO1xHFdbxgFYx5X3HNatct0iNcoN4b279Sya3r4eSq4LamodzJh1bGmIvm1ZB5CdAWhu8AM40iauWRFPfoKIAYs7ELVt//jyHdiApYENNEQ43hhZmNEWp20R7bG2+AJlxwVGsUrOVyy9KE9o82mUAUvGJcJ/nhXlIPkt3G35EPa42omMoFDy3WyRdU8Z6RhRyXytrR3o7u5EKtWz1X5DURSYZu35AG4LRKMRRCIJJJOjhl45BGzpBRUSKLvThmESyLQtq6End4LRVFJEhwiYGjYKLMBQVHaT5nkg2QUHfD7KHBple7rVTubjZZX0UsaLL5mPljgQhAqqqAlSTJdLL3j9Qa3CL2z6ldP2j1K/9AKwikmEm21xNMCAFaAJYLsVTYwcAQDsoj5FM1TwGPvkdcTXvwwl1wVFz8KM2AGuGfz6+ue9gMJKfTv7DBAyAHJmk5SYGH/skhkbEcl8ZsMYgBpcibduezmY8TYohR7BGmXOtqxtc2ZsKnW96C+Zz6tRhpiBKAAoBasiaUFAoOwN7Aspx3UlVBvUdANlVQbK2xyqqmH0aHFJcP1hJJSKrFZs7X1nSy9EZNESj4F8v9KLoWYtzIJrCef9tjC9qCBfZrPICg74kvnEMMpQNICbubEf5PyMMgtu+ROrSDHtK9LAFir8ga2e91VwDMN2N7/2TRCqY8uXH2ULPP7YhOrh3UyKabfYiJApfzuZL7y3cNPb/wMjuRsye13MAnm1AcQohJIP2BUHI5vfYwtUezKVBj8OTTu6rz1Ty1SAtMkJlDU7kZc3sGXtmQJmbFh7WcsaLivIGjILo3k7oPdDQYyyFShz2sM5zL4SrXzA4g02fRpli+DRXEZZhI+ywyiLCJQ9enOl0AsjTKDsTebLbWZ9q7SiYZVjRAXKEvUNx9WACDhtvRewJ1CmlWqUzSILUkohSnphT1lxJvM5jK8a8wVU4dtzNcpU5NRw1Ga8+FwvnBLMHDpgpypfxG8Px1c1sAgC0x1chZRyxD5dyPronRrmcDMhuU7QWDuInoYZa2VtBplq9sLUQYpbQGPtQuzhIpteBynYD1zGKFM9HXKWgP2+fX5RhbrLg+431R2oF9v2cJcTAdpz02WURZSId64vu8ond6CcAdUaQKguiFHOwrQ8nrltMCFOo+xUqrQGopXdM70zTu5zRMltthIgLQtREW5BcANlpdDL3ZZdjh2wA++dgjfikS06gbLgyovDhRGlUZaobzgsgQjphSdQDlXC2tabljUsQsuadxhlqkQEBbau9EIIo6zGxVQhLHG94E7ms+USHNIL+8FTag/HEwA5bJl9XAUE3oCV2BrSCo8UetD+7N6IbnjGL1tRwkkvkksuxugFuwLFFJuC9pQSD3OeED3Dzl9KWTEKx2kleN/U1BrnNVXjIKalZYXp5gRUCk/p5sJ2X/B0mL8yn6tRjlmyK0GFZOxzmac9Sh2NMsIOpkrbM7LObJIQltUQJL3wDUQrdB/xuuJ4XqvZz2A0jAGIleQuwqccLOEYABQBGmXiCZRDSTkoZcmP9mtLeiGk8EsVQAbKEiMGTuU1EYGy2T+j7M3cHfL7arkERIRLhdeqi7fqmqPrjjQKqQrlMlRxfv20t70IP6OsWMEeyX0Gpe/fbGHA/qlb/g2texkAOAwr6xif6wXxVL5jC/j8sd2p4fDBKClsBjFzUDMfs33n9QMOcQ7H1jI5iFKw9Ilag3uthtlWI8sSoWw2niNAUzPrndfF1r1AdDsYoExGEAS2pZnxLqjnCSrEp9zroR5ywOJvLwcKxS1NzsPamkVWrMg6rtyMslkEoaZgRtmTzMfjAmN6kiorTageIFBWsp0wE2PczwQkQQNucEsEMMo+m75Q7Xn2NXUZZaVGGGUpvZAYMXBGvbx+toDLGKjx/m/4Q9xkiVGA2R+jLEJ6YeQdWQdvmWhHrqIlPIlVAn2UBTHKQuzhdBYot758GNTsFkDdM/CxaPvzGc5rM97mvGZWXQIGGF7phQhGWY16Mu0DBsq2LMfMO/vO7lsoBtiWN9iMvJYIHcQz9jINGDmXHdTCV+azGS4AKLbvA23zc+5nQRNSC33Wvi74p/gFlLD2WUOK8FC3kiAdOzyu68tjcybA49lpL2ozypyBMjXZwECJsLaMPKCFc2AqkzbxSC8yG1HYfoL7iQivfbDqoYCYZD6v9CIcQ+1/Xtp98jLVIxmSUZYYMbDZUSH+nVYbZiTZf8GRSqQX/WmURUgvTI+sg5d5dPS2nrLOIR5w8dX3Q9u8mBUcIJpr/RWCGSHFPjS+ew1gFlyf12j46ddI52uIrXnYSkhLQM16fEU5joWfUVZDDdBIbiMS791Y5ivK+7D0lZwOOQAiegYgO0DJdjEHDccxJCTjZZ2n9kOSBVQhGWUzz2QRNqsMa5ARMsGNFFynJKN5FyjFHqYDBg0eoBVSsIMiYriBsohkWZRV5RRUbEjEINkKbE0tIcYa0m4vkmRFOHilF849XUDg7R2IVpqL0R+jbBSg5jf7GeWKNc+Dg9jSCwGBspdRDiu9cNqihkPQkCIfs18tkIGyxIiBc/EJyKR1kjUijQNolCv4fj+MspCCI7YeE/yMslK0yzonPd7Cwdtr/NcViK+ZbyXzeBLmQgR7kc6/IbFyDgu8SwuOhLCHa3nlGDQvOguEGjCjdra2J1krBEwt9fQVwwAAIABJREFU4WejiBJqGjy24Vk0Lp8NJbWadceb+S5Ay0rV8L7MSno9oIxFfN0iAFZFQ3AkG1nb4zLKHrlPwPbcaz3ns9cK2zelyPpkxJPIb38gSKEHZsMOAGjw66uYhhMo98Mo8808eDTKQqpyeioaAnz6aa97gxIRkMjrZaj5pRzlnuwcMq48kw7QSFPFCdX+yp3stZLbBABMo+w0LoBRpqZY6YXurZAYQlfs3XYjzyQ1kUZ2jwuaA1CFkIGyxIiBPeoVyShTrbFfjTIdgj1kZWYHkF6A8j0sdb8fMFdA5TzcGgEOjTJLrMqyQNn2oA1Zwpro1g3eyDJ/XKI4ZvzhH77sWBgOc0Ot9sIdB2cwYCPkAMjeVtvzlEt64T0nPcl8YbWx9jWg6CVFKcJKauyCA1ZQanqlF0ETDe3CEUbWL1sh4QIqUkwBtAh9VBLQGkCKPTAaxgKgwYPHYgbO+eVhlJ2BqAh7ODUmJlnWdgsRUCHRlV4kXI0yjw7YSXCNV54wN2h7dqDMNM88gbfatw4UCozGsWxbqV7Btnos4ax11cxG9oknUBaS26FnHc9mIcl8BXvmsTnkAMMjNbGe02a8g7VdHPk6ZRkoS4wY2BcgTP5AGUYBFAQ0kmCer2G+P5DrBcA3rV7iQMDrBAEANJIIn2xEDVYIxNKL2kEkDVlcxQ7eiZFzKq5RlVdDyb7v+MU6jHKA9rzThyX9oGGlF84UpFV+XeOQXhj9FMlRonBtyUJILzygEb5kPjvr3dY70khDaG9hp2/9McqhBmdZACaUfBfrY6EHphUoBw5GrbZYu9Y9iVJWRAbgGyQ79nDR8BIYb3tOsaGI1T5PEO+pMGdrngU4wbiMMh/z6Eo5+B101NRamI3bOxUSWUeH2FZfIM3OD61nFQBAtyu3AhDhemFbw5mRZrcIFAcUPQ1KVGuGNfwgmfXNCpQbWFEepQYCZZnMJzFi4AZYIhjlAtPZKpGSanABXC/6KXwixFlC9xTO4A6UU2xAoCXcjPCg7TnsXg6EeqUX4dhuYtgzA1kn2cjVUIZkgYg9aLH7E0J64ZPglPSD2DMFJkAq5xe07tWA+gWomU9Ys6pXehGOZWWv3aQvZ2ozYOBdmpHuY5TDnL9ke0DZ0aNRdhnlwNZ1vnPEo1FWNDbFTSkcu62K2ssBMJgvs5EDMfMwG3YE8M/gwaieg6tRZn1LLJ+NxmWzAXUyXxDkSGpiFmsroKKhGhdTbKjoSi/cfIdiaLtO10GnQQyjXCK9CBN4N719JmAWoKUAPcmqrvr23aDb6tUos/tPpGspY6V9icECJDV27km8FWpqHVdbdns0krSOQ4gZGy/JYM2iGfHR1vuRHyhLRllixMAJ9KjJf6MxC5apv+ZnlCvxUabmoNIL1seQDzhqsoQ5zU2s4pVesIBFCV0lzfEmNXM+jXLYwhQuW2hNq1vFUEIl9DhMRhSUKCC6XRkyuPTCy8wQw+2HklrtBs4Bj6vWu8H6/5G1ILz0whcoOwx1I0IXkilllD3nXKjri7DpZSXbZbXncVoJzHbb17rucW4Jr7Vl1zhjlBUrsc/RKAedKTAKKGWUG5fdBOeewRHcKoVeFqwITOazZRwA+ErEGyWuF+BkqHUvQy1Ao1zCKIfpm7rlPWhbVkBNfwyjySq6Uek57GOUKUApIpuXoti2d0lH+RllxRq0mNFR1sCRl6FOsYFyaCcjr+yEvaZ2MnSYGdsqg2SUJUYM/IFMns9P2XKtKGcyKihh7ehDB0jmA0I/LJn2jLrT4JxVnJi3cEm1uqDT4HaAZuRZJa2G7az2rBt+UHbPm6hl5Dy63RAPSydDOwqqxaDkP7XeB5deeGcqjAa3NHH785+H0bAfgDDyCytgtwNbn+tFyOMAgORZsEejScB2dAjcnn/K1p3FCJtsZGsmrb7ZAzSQEDKTcl9Xqjb4nVsqLWVv6iDUBIUJUuh2qv2Z8THs1A3cNxZ0U7URMPxZ/RSESy5BCltYQiohguzhsqCN24cfiJa0BXgkMABXwpy/PZGMcnhfZqXYA1AFxIjCSI5j7VWq7y5xvdC6V0DJd6PYPqnkR1SgyCeXcAaPdvKyqQOqGr69ojWLSdRwx7Sf56Xtj80zOKsWSEZZYsSA6Fk3qOKUXxDT8iq2PTcdDM0ou5npg2iUQ47wfcl3QOgRvpJajeiG5yzLNA9TGKJvDqNsJfOZnqIZYdpDmfSCtRfqYZnrAtAAKO2gigIlz7LM9QRjg4Ixyrav8FqQIitYYmsB1dwngdtjsLyF7WlrHumFhwF2WNFIk2emIHx7gJdRDptAammU8z2sT3YgG0LK4e0bsaUcFuMFBD2uGQAKoERBYEJNM3bfjLSES6q0ktjMWBuInoGS/tDzYyqXXEIp9LqBXlgJjAf2lLrTnqBkPodRFqJRjotx0dBLrSZDSAgKPa7GNtoCdcsyqKkPrPaG6p8/UG749x9gRhqRH3e4by0xzkgWex7jT1wEWF4BjSQRNlm2v+elGfME8SMcMlCWGBmgFDDy7iiV0yKOWMl4zJw+YFtej82yhvmkFw7zyJlY1fbClzDq9VN8DhqhdYq2RtnMW64XCa72ypP5XDlC4AAtuwlQxrL+qBRKfjOoEoOZ2JF9HqQ9m2GlRZgN27MuOZ7MIe3mbG/hYtoqN20FtUqIzHcvo1zoZTMaVuUwIHgQTzylmPXGcYydBo+G0maU+yw22S3ZG5zt9g4K7JLiCU8OQNDjqjoDMrWPJVjRaEu4JE3TAGDCjLaCGBloW97zdFzhYpSV/BYnwAgz61DWXrHPKRHNy9oSPcsYc9u6DuBjlB03E9v2T4z0gkZC2sNRE6S4xU0ejY1CYvnPEF/7iPX54PvObw9HEd34D+R3PMyd0bMholCTPfB2GGXOfVdMg2rJ8OdIP4wyFfSsrgbIQFliZMAsgIA6PrncCX1GngW6pTeGCjTK3qpNpeAtY+uwGZxWXcTUALKDNaVmM0rhtKzEyAJke5BCEaToul6E1cY6yR2WRtmRI4RJJMltAhAHRR9otABS6IIZawdVrT4GCEbdwNEEKTLGVnFKH9uBcsCgyvYWNnVnOwGEcr3wSi+UQp/DnIUKHuEGKsUkRfdR893ZkNBFbmx7uJTPXi9MVUMfe17sY7MYRA1lwcb2m+LcO+zAllqMMgkcKOughABqAkTPQM14kqkI4WILSaHXLenMq9s18iBm0XWBCJl86/RNz1hlxEl4jTKlaPzXldC6/8kCbyXKjmnZzF5lUNIfIbn4fMAs9lO8KFh7pNgLAgpihUVmdBSUwmYn72HIbfU6P5gGSDEFUuwuX0+IPZyrUa6ob0O2Z0kvQp9z5deQcx4LKK4y3JCBssSIgHeUD5TrKwO3ZxYsZsR/g6YVaJR9VdHKPuSTXjgFQrxyiTBtqXsCylg2lesJbMPoRYmRA5QdoRaaQGC6yXyh/Xs9jHKJFV7gG35mI4AYzGgSJN8FJd8FGm1z2MNwyXwm1MzHAKVQywLlgNvqeUg4zDkQTnrhS+br80yph5ReWFZkxCy5lsIwytSAo8empltYBbDkCOEZZRZ4l8iHAgXKOQAKzFg7ADdQNqOtVnsBvYBN5nxiRppBir1QMm4lSEoIV9CiFLa4LCFvfoLt3e3MFIRzNLBRZg0JBG/PyCCx6ja0/PUYp5Im61s4Rjn62Z/R8OF9UNNryjXKAZPISNHOd2DbZkabmRTDvj6CSC9gggCIr3u07HvhcwA8fbWlF862cs6w+lwvRDHKdhAvNcoSEtsEdpAg7MZg+yCX3aArcL3wVkUrBafrhZOkUWoPF9LYX8l86gaiQKhg1BugAXCDoJDliZ1kPjPrJi8BoCTEg3zLGoAQGI3bQSlshlLYDDPa7gZWQRhlw8MoGxmQwmYoFltoe+QGPq7eQZg3eAzlepEByC6AMsHSFFpMIQnOsgJwdf4lgXJguY+eRsf/tsIbKPgY5RCDPV+lMGswlVz8I8Q/vJctC5KkqacBosKMjwYFgbblXdavyCjLlznAtUWZSwZVVNBYO5RCF9TMepjRds86HI43hT7P9cDno+zKuMRplN1rPxyjbFuHARSk6M6KhNUoO/cSPc36R1S3eFHAfac4Zc7ZfY1Gm63kvgoTg30FgezXBkY/sZ1vMCXER1nPsIG39QziYpSpAUXPelwvwtjD+Rllqsbd56PUKEvUIoiASj8OjIJl0M8He1rcHaXySi9s14uo5dxgXegVPDQdRpkaviIQAPxZ+SHgFgixWVaPf2+Y9kBhejw8EUbzXGIYXya9CPywtNrTM+wGHXMZtMA3/BSrfGUkd2KOBvlOv/QiRDKfEWP7S8l+DNXSKNtVsIKztp7gkVd6oWcBpR0grT5JTWituMGS0spkTAGPg5KznUZc5xOfLlPhdPjQmV1iw4f3ItLNym0Has9KyKSRpGUJB5hakg30SASBGGVnNkmFGW2DkmeDKb15L7e/oWVXKTZj40gv+CrzuUUpPBIdrkA5wxLvAE8hmWBBlWIfC6K6CWSw2O4Q7gjO7JSeAewqhHbxooBkii23AjSYtmd3oQfOTEkQ1wsn78UEoUWoqQ/Y8TCyofNOfH21ZDCO/I9npsDWO3P4KJdeQ34LQckoS9QYtO4VaH92OtTU+qFXrgCtfz0THQuO4W7H1Z+J0SgT0w6UBwoyhtYoj/r7DLS+fFjJh7zJfH7pBSV2Bayw/sLwl08NpRdN+d6XSS8Ca2Oth5uTXd5stRdi2i/LHm5GcicQUGipD0CjrYC1/wKxSnag3LgzAEDNrIeSXmN9GNIj17Ovfcx+GB2wT3qRdgoruJX5ggbxRQAUxCyZMQg85U9K/ns09lb/grteeBhlm+0CKmf3PHCSAbVGq8iIpU8GAjPKTqEXooFG20GMNNTUBzCSu4Iq8cB98/XTIijcZD4+RlmxyhI754kQRtm2muRklIkKUujj7pvjt62nLFek8B7PxMMo00gD7OQ+99qvXHph96vQ8WWnf23P/yfanv8Ct6SGtZdhJeKdRN7wM6xO8ZJIY3j3kRIix9TcxFsZKEvUHNT0BhCYULIbhbSn9X449EoVwDG7t/R2/J6beUCJem6q9o2mEh9ld12td5n/s5B6UadfehoUijvFabEjwctsu79veAJlZv8TcEqyjFH228MFf1hmrHZtOc0oVi3NSAdPNipmQEFdb2eAMcq29CLAA8R+uBlNEwAAano1It3/hJEYD1d/G+C4Uuo7j7w2UVRRQkgv3IBWzXeXJWmGsjmDWT7oJBpj0CucxXCPv/s4MUZ9znkdyg7Lq1E2sjAdhjp4IRmHxYw0wrBsA2mUBcr29VUpnEBZiTiaZ6XYA7NhR9BIMwAzfCKvZYNnOhrliFuFMEx7HiadtRcu8FbSnyK++mloWz5wZA2hXC9S66B1vWl1TgEppjyzIpFwhSlsv20jzawm1ThrK2jfAFY9k4wGSBOoGmMOGKBwklQDuF7YM6D2OUL0Pij5jVCz61m73IwyG7TQsEmV3rY85Ex495FSRtm1EJTSCw+WLl2KSZMm4c032YWwePFinHLKKZg+fTq+973vYeNGMYGXxNaFPbokAuQSIuHceKwbK/co1VtwBPBczNT6W4GPcj+ZvrwFR5R8D2NZLGstt39BGQMPo5xwg8gwBUxKGWUjsb3bFhBeo2wnaEZHYdTr/w2tb6Vz/lUMPQ+AwoyNdhbRaBtjICl1fqOyflmlVxM7g5IIohueBzGyyI/1zIgEkcAYWSeDHgBy47/m+bHgWkBvghvgMoUVF0Qobc/UAZiMqfYGY0pA+ZAzZe5ua7F9H197wa3rMi4jpRdc/+mK2T1PWx4Jgt6yLwDASLJAnpJ+8gwGg+OhrsGMupImo3E8zEgzGEMf7t7kFGpxAuVwlTSd9kqlFyETtRqX34umJXOh6N7iRbaPcoD25o9H05KL2Wui+azr2KxDCOmFbTWpp5mDDseUf/STfwDKzkyOoygehrnCc85zDSnWgMqMd7D3mQ3OZ2rmo/A6dgssEbLBE4yGfx4quj3zkORglO3npvXcijQ6zwfJKFvo6enB9ddfj4MOOggAkEqlMGvWLFx77bV4/PHHceSRR+Kqq64S8VMSWxn26FJ4oMwd2FpBVcSuusQ5Ijft0q4lN9VK7OFK2WffhyHLCVtQU+udilAAGOvt+80KQKmvb0ZDh6d/wcvi2ho2mGvQ9dV5MJOWR3FYjbId8NkPE1VD9LOXWZ+DnndGASAAjbnJVK5GuR/97WD9KrpT1WZiR0Q6/wYAKIw91jPlH8RuLg1AAWg3Cu0trCyxBapGQ2goSwJlK8iIfvwk+zzoNWEFyow99rhzBHRucR+ErvSi2DLRs0JwTSYxMjAj4wAkrdkf+1FlM/tBAmU7qa0J2T0vwKbj3kfvl+5jH6oREJCKWVuXUY76zjkj+TnreJg+2UgQ2LN4RoLNAIUeABXTSCy7D0q2k7VjM8ohi0nY0hUAjiY2tCe73Q7RyhnlMNILw5vMlwO08Iyy97ipmU1QHBeMCjXKnnuuvZ/tmS6tb4W7mpHnKkrD+lrKKHNolG2Jjs0oh6mkZxMIxLLWi7VKRtkL0zRx8cUX45xzzkFLC5vOeu211zBp0iTsueeeAICTTz4Z7777Lnp6egZrSqIKoDiMMp/9WilKH/KBv+/Y4YhhlIlRAJSom/gRpL1SRtnrCsEpvVBT62Akd3Le0zDSC5MVWHBQ6rYQUioBWgRUzy0jzMOSGo6EQLH2o2JVvWOBbcDzTi8AhPhcB4ymiZaWkpZbnw0CRU+zG76WhNEwDgQmjMR46M0TEUZ6wRhqhbVZZsEWDawrLA3A9KbxULIb0Lx4FlsQ2LqOFc4A4N/vQQuYmH5GWU80AZprhRduFiMD1WgH1D1BqAHqxOAhGGW72mWkGSAENL6ds41UsQcvFcpM7KIWarTknNsdNDIKgOmQDUGhZjeCKhFXFhKykEz0k9fRuHI+Eu//wdKxsntB2EIy3nu3mv3MWsgZoBGN2QjaGmU1nI+yq1FOgxhW5VYlpCTMyIGiANBu5Dv2CMEoe88hdi0YDduDgkDtdQNlYhb4GWWr8FPYQYG/Ldu732KUQ0hgiL2PrEG2GW9l11roSn/VBe5A+Ve/+hUmTZqEgw8+2Fm2du1a7Lrrrs57VVUxbtw4rF8vJkFMYuvBkV4YAhhlD2MWeEq9BI5HZkSARpmaIGbRLTgCbyAawEfZLtmbc2VFLgsU7EaopNej/enDoea6oHsD5RBZzWxf939ph0kQ8voL268TS69FdMOzVqPBgxYAgGEX47DbpyGqJOqgRIEZc6fB9dbPg6qNAGigUuekmAXAPIDtyn7F9gMAi51mvxeCUYbpDg7SH2HUqyeAwghcscqWENgojtkfDf++G2GCeACWhZW1XdZxVbIbEP/AYlsrPa7WemZkFExNh9HcXNLx4IUuSmUmdiCrJ5l+PFDBEac4Q3P5h3agUSExYMsZoMZ95xyNtbNAnBZDBcrJJbeywLahwyO7Cim9cIl9bmtIgJ0TZtRKjrXZeU5G2c5vcFwvQjpyuK4XVjKfFgeIAkrU4ANRQwdAYCobYTY0elwwKk0g9QbKVsAYawXVktB6V1rvRwNmnptlVeziLyIYZcdpibleEBrCjtQeJFjb5VwbAiouVgM0ni//9a9/xdKlS3HnnXf6G9U0EEJ8ywghZcuGQnt7kqd7odHR0TQsv1sVUNgDIxkzkQyxH3z7Lu0GkO1NAEZz7FdL4tW2PbN3akooaAp7nCyGpLF5FDCKPTzbWqJAexO2WDfFhobIwOfBp3YQym4O7fEUYK9L2f+W5qi7rAK0b/gjYLDfTu64B9v31AQyTK/Y1qxV3l7Pp2BMZgaYeJx/O2JxaBpFPMi+U+0bnYm2ZpUdxxW/AJAE1D3RGmRbM57pTWoCkUaMarCDWQoVerDrzzCgaBF07LADcMD1wC7Ho6O9CciNBkARV/XKt1UtADDR3NoGFHcD1gLxXQ5DfPvtYD8sW5sjlW+rAQAKoKiIIM+2a8MLwMa/IJrYAzAL6BiddAKjIUHsEttp4D+/g44xo4D0v6y+UTTGgMYA+07xJCqNbtGApibgTxcAqZWAsjNGt8aBxgraK7CHtUJ1IKIhpnqOYTEFRKOASgLeV3MAXKlKIs72kda+F7D+3xgVL1Z+HKzzt3X7HYHWku80jQY2vY+O6GZg9PZDt9XDAoFoYxKjx+7sLO7oaALadgY+fQ+KmQ3+DFn9FOvqqLHudzex59/o1lhlx8FGpxW0jP0i1AlfdduLNwBm+v+z9+bRlmV3fd9nn3PufN/8XlXX1PMkqWm1pNaAQGKysAzBDkSIYMdJTIzttRwMtrGFkY1W8MoSliwnOHZs4yQrLLxC4oURRgQiQGDAGE1oRAi11GNVdXfVqzfed8dz9t75Yw/3vPfOeKsstUX9/unquqf23ffec/b+7t/v+/t+689tdgAM4XU/TOOuN7O1tgQdk/Ve7oW11jkXoQXKS5tnzDre74Gu+eyDfyZ6jRj0jKi3ZMYIm3Rbgm6d8YSEQCDam3SDQ2jZ5629DjGs9EuefeGanAMgBK1ZO3MeWkswfB6CiGDjFQSDCaDZ2ux5qkKVOPbdyDGdpVU6Wzf3OwBw2Twfm+fvgG1zINra6NRrdLVqKE5Gs795zuxh0QK/Ay89DHZTQPmXf/mXeeqpp/i2bzPNLtvb23z4wx/mbW97G88884y/TmvNlStXuHDhQq3xd3aOUGqxjt9FY2trie3tQfmFX6WxfHRACxgd7DOs+T2c/O7Cg6u4nMv+9W1iXe/3T0f34IAesH0IW8DR4RHjBX+nYLLDBjCYRaijmBVg78Y+iRr4k/R4PM29DzqHA2weBICDF59mFr4CgOhgyhpwsH/ErFNtfltbS4yGI1xf/64+g3r+eTb/7QXG9/11OsDezgGJqDZeuHOZdSFA7XIUrjDeHtD54j+l/+m/Q7z5Z9HjEQc1vrvl0dBCFsXejRskesBW6vPv7x0RN6qNFxxdY4MOhC9HJwmqu8z4xlXzfWqFSmbs1JjbltZIEbK7PYA7/5rBfdsDoiNYQzEbDSp/1pXRIU0U+0MIxTmWgN3Wq5A7IzaDCAHs7+wRR9XGa2xfY5UAFbbRsyG72wOWn/1tWkB8eJmGVmxf359TWEpidXRAA0C9yIA+k+0BawfPEgFaK8aDw8rP7NbWElopsA5iu9s3kMMuW8/9MghDKdjZ3keN2oXjADR2D1gFtExQUYAcDznYHtB84VdZ+d23oRqvRK69iv0av+v65IgwBZTHoyEdYNS+ly5fYrD9DJPVauMtDwe0gBtHITo5/m964SZd4OC5TzHTlzL/fTrau9ssAWPV5Gh3whagoiV2tge0w7tYUhP0dMCNOmuTnOG6CCbhKgP7b1vDhGVgZ/sANerk/vOT0Xvhj+gCOy/7S6jl+8GOtxxDOJuyV3Pd3FQS9JQbF/4LSIDtAWIyZRMYHBwx2R6w/O+/m+b273DjO1/MHcd3SoSvQU+n5nkah8TbA7oTRU/O2L5+WP3gCKxNjoiA8WCP1nTANIk42h6wISKmwxFHNT7rRhIDAtnYRO9fZdZ8gT4Qt+6gEcPh/oBpwXjR3oA1zHHfNPFKdo5gJegRAbJ9nkSsEMW7hDTZvrbnDUPK4tjeqiVbyYRhHDHZn5m9zP4Oi0Rvf5dO2ObGzpjOWNEHtq/vHafslUR4OCCl1s9B3GW2PWCdiFnN3+ErgcGCQBQmZm8KKL/nPe859v8/8iM/wnd+53fy2GOP8a3f+q088cQTPPjgg3zgAx/gkUce8Rzm2/HSjeAWql4EKeOSm6dejA0f6xY4EXmB9ZRg+7x0VcFwxGk6N1YI4j2CaZp6sZjhiCvDxysbyKU7CQ+fAKDz5L80PM0aZcRwsmf/pHyzS+cLP2knqOo3kR2jXkxTnOyqTS6psZIRCJd9iJie+zqC2XXrktiqX5LUes7TS/911J3Pt/LcLPUi7DK59N2o1hmkVUnQYQuhqNkcODA8vaiLSHZAa6KdDwMQjJ8DWtYhsuIy7OkB0lBKrMW2RiBQiFTTVaXQ2pfAkROi/U/ZFyxvueI9Z9QKBAJtLeHNd+SkwAI5RNbUPT+5/qiG+Y0NX/xXCSfb1cdyDXgpt0AXSf9OM9fBs1T5tF6b2Ko/7H3jr6F6BmDLpQcBadYSOasMgtJro5ilAILXx64p5zh63twb46sGKNtYWPpLa9ATe79YEHtC0aD14gfLxwnbfu0R2hyCvOqFe4a1nN+TFcLQBloE032C+Ihk2VBzTHNgXRqXgiBAtc8SDp8hmDyPipZQ7bNwdL2C4Ugy/ywqBBSEPXRkAJjqXEA1ViwNq7kwT/k4VcJRYG5GR3k41z1P/a6a6kD5ZKjWmh1vQRWNl1jcFFDOi1arxfve9z7e8Y53EIYhy8vLvPvd7/6P8Va34xbHnKN888186W7pY9zUBcJoZHY8/+zmmhccUJ4Ltp8ar4ijnEzQgOzfTbC3RzC5lnpxMcMRp1UsO9Z+NXHfXT3QAiBmDijLVCPTCkxeNBxKFeb/46zx0s2LakIw3bX/73i7NfjTJxrSxve/je4f/n1Ucx2hW/W7wbU45njnIzRAuRZHORkDEsIORF1m5//U/G3CFqh6z4VrBtKNJYLJIcH4ecLJNWT7DsLJNQjuNHxFTgO4zPGka9KUCDVDxHsIOSJef5zG/oRgVt9RU4cRQppnorH7UfuXGQ1+hYNIPDE2iECZNSQ8+pK9QNU/eKcOc6ohCGbbqMaq1bQG4e/B8hByauQeM+4T2Te9NMGwWv+M4Ykre39Bsvn6+VhLD+D0y43FcDWgHKTAcbz1qtQLC6peJCOwNuzH32gBkxuVWFWQxDSkeh3lBRQNmsswPv67qVbK+AXMWlL14AiIOIDwEcKBGdfLEi4A0IRWqDBEtc/S2PkI4egqqnvR8qix7SrHAAAgAElEQVSvl3OU7XdreL7mOdVRFx2Zw4DsXkQ3Vq3BzwpCyTqekPN5zpzsXz+jx6Z+BPHR3OAqxXmuNbeThiPWDdYczhYH8S+VuKVA+Sd+4if8nx9//HHe//7338rhb8eXIW6lPJyYpTPKi3WC+38vp94+9WZPqb5zPVNep4I8nJyAAN1cQzXXjjXzsai28GxgFCEcSIkdUHbNVtUXwsABZT3PKDtZPaEmoOv18M7twk0zn5jtHJtbLRAvh3hFDvk5VGeTYLZjpLbiNkLW+N7kDBDz+yIVPqNc23BEZmYeddiGuF5G2TV+ye55ooMJDZthTTZeR/j875r3lLPKG5JRoulhDiwzgpGx107WXk1j/9+n7pmKoTEb5AyC2S6NGx9G9u4hGB8a2Fv1s6oY1zyqw6YH2NHgCfs+82bGavOysn4hxMtriPhZGrsfI1l71dzC/lSzX0HIGZDKhqanbps2jx12C8I8p4m5H06O1TmPthQdEQ/RrWoVVNekefjqv800pbW9sPOlvY/ds39svNqSae57Voh4MNezDhbIdjeWYDzfE1RrDdW2+ucp44w6AE1YfBaNx6ioh1y+G3AZ5ZrgUWsQDVRrCzHdIRw+a7PAbu2sqHohItyBVofdeUa5exEd9c2aFLBwRjlIyVgudGA5ESIZHrcSh8W+u1TMM8o35wb5Uonbzny341jcUupFKlMSLKgt6kIkQ+8It1BZ7dhY6YzyfKHRxx724oyyUUfoo9pnT6heLGY4Yg4SCU7Dcq5w4DLKdVQv5v/WyyfJuTB/nSwrkALpRr5tnlF28nh1srYjILTf7oRo5+ME011Uc8OAjzp2wu4ezQAtcx3lOiB+ClpmgiAHnmtllB1QtkoNjeu/CUCy+ihzWbYa352/5yVCTQlHJgsar72K2vq9SiIIfOlbzHaJ9j9FvP4af/CoOjeRAsqEbWP7qxXh4EmSlVdATT1r1AThVAM6G4Tj5wkPPke8+QaUlU6rU6EqOiw5u+hwspN7TTpMlSz7HkEID/yCGlQzf6Bauut4c5d3vqzr4DjBVJNO3A+LZFl9gkMiktO0kFoATQSkIUfSO89pY6UaAE1rSNmvx5uv9BU9A9Dqgz0dRqj2WQSa6OCzNgvstPuLxxOpjLJpldUQRB6Eys4Fe//W1wI/9j7ecXHpFqleHM3VURaV1rOfJV57GBV1UvKLi+ljv9TiNlC+HfNQsQcCtySjnIyMLmjQvPmM8uwwZe16c6dUv8nGe3S+8I/M3ymbdXJRRL2QFiiHXVTrrOcot577f2g+/wFzTV3qhcsCeXvnExnlGgcDd0BRzSVvBewyZiIZ1JZNClzp2gFlm1F2zmS1wJ7LKIdtVHON7hM/iZjtGDc9l8mtav5gKxbeLSwVppSo6tFC5AyXBTo9ngVGdYC3B0APANC8lgLKuv7v6g4sWghQMcHYAOVk/TUYoFwjyzq+ASL0JdJwdJlwdBm59JAHgZW11C1HGUC21gnGLxIMn0GoCfHGG8zc6nxv9jAFoJprxtocbcZyIL7G+iRUkplNBiBsowExrUZbMfSWJPNwBsyzj3WA/GxuiJIOXdch0Y0np5j74ThYN5S1mnznyQ37j+Vx8L+IRq6akYYc2h5SzBstANDUzNBCbIzv+6752GFNS2z3PAYNVPvM/C0sXQIq/KZuzXcZZXcIsNQL1b1kx6ovNZkOR49UjT43Q0VsP/V/0Hz+V45xlBc3azFrxfAV38/Od/zy/IVgMX3sl1rcBsq3w0cazN4KHWWRjAy9odG7aaAcTA982XWhstqJeQH0P/OjtC//nPnLOgu0yzxGPVR7y4PQ5Y9+P0uf/hE7Xl0ziQmQmGwc+P8uklHG6cY2Vk1WSSWIqc2YyWG97B6Y79pmukR8gJiZjLK0TUyLgCDV6DG+9y/SfP7/JRo8Ydz0op7Z+Cp+1sB+JpVBlSBoGABU2YZZ241VpuySUxHWzyi7A4vsXUJFfcLRc6jGCrJ3N/OMcsXvTut5ZjGIEHJKePQ0OmgbswvwNu+V4siYvMj2FlpERLsfAyBZfhBl+YrVM8oJnnrRPoNA0bSuhvHG66l/YBn5+011TIZWE5CsPz4H8TXWp0KgLASEUfXPGg8AiQ5ygLKlW9RZ77zFdvOEJNYi9AbmB75TGeWwvslNMLVAOQN4U9fARMV42pWeMnrgu/1LiwA0UyWz90kwIt56derFRr3vTcWmHTVsolpn/V/LzgWz72h9Ssf8VDigHDSAEG3dJB31QnYvWFMam1FesA/IrSverGVBMNr9wk/SfvqnDUc55d4IC2SUnc/BiQPk7Yzy7fiqC99Ni6gswF84nrXZVFFvYVtXP9bsENVcYv1XHkWoycJlKzcvMEL6x4FoOpOZ79QlkrHhKXrqxXaKb2bHq/v9yRh0QmAbwOZlTreo1sgopwwWRDIkmN5AoFFRHyHH9Y0u5AxEiA6aBJPrHqDK/t329TrUi6EZq9FjfP9fwVl0q+a6bygRFZvSgqnhYvtF/tSbBdWzNnJi3aVkNpWj0Ueja4FR9zypzobPKqvOBevoVhMoq4nZyO3vINSEcPBF5NL9ptwsgnog6MgIk6vWKqq1QeOG4U/L/gO+DFt5I09RL2TbgIyGzZ7HmzajrNWphp+8OJZRttm9ZPURW2qO7O9Q4/lS0oOWrNBhA6Eqzi0e5tJzwPQtmOvqUy9O3ceLWljLmKwKgw7bll5Ug97kKSlz6kX76Z9m9UPfYBVO6jmaTs++xfxZfel4JeiEikaluTkal54BL4AQhIdPsPGB+4gO/qBe9ccBvaB1IqN8ySZoVDmdxu5JjnrhaCCOuqEc9UK7hs96yajmC7/L+ge/1697x+2/F3E1PELIkeHTe+rFghxl9/2dlJQLovomUi/BuA2UK8bNypv9xwwRjxZuDEiHWwhUa+3WUS+iDjrq3Jwlttam5BlEhMNnEJPrtySjHMyuc0y5oWrJX04QJCaj3DqDkENC67w0B0D1Pq85wSfeDUrEh+iwh3acxVocZQuUO+cIR5d9xlsuP2ykvOosXFobYBBEqNYZguk1xGzHuLC1Ngwloy5QJkQ3ltDtLQ5f91OMHvgBJnf/Vx4oBNNq0l9OVUI1ssXpddisfKByqiM6CMgyAfCW2HUyyqnnaXaHadISydCCqXrUC/O9ReioheqcJxhdITz6IokF4DqsmbkZXvNz0811guQQjUAu3ecPLJWBRop6oTrGEKh5/TfNPdK9a87brzieyRSafyM7xgQk2Xj98Ytq3cNqzl3Netlx4ysA+cD1EuQAZWkz4HX2CzE7QmVUMfSCfFFUYhqDT1IvnOpHHanJVD+CG2/p93+Axt4nIQjrSU2q+X1CWpUjGabWuRpSk3JkftcgMI2sWhLtf5Jguo2QR/X6CbyEYAvVu5ujR/4Hhi97h+HFN5ZxzYyFY/g92FAvtDXsmNz1Zzl8/J8Z98bmGmlllDrR+9y/JBy9SGP7k8bJ0N2Di/CxMWuKiA0VzzfzhYtxnt3+flKB6HZG+Y9RRDt/wOYvfQfNFz/8lZ7K6UgmbP7St9P/zD+96aE896mzdUupF4Stm5KbE8kIoSUaxwFzWZMFx4tHqKhjQZRTbjieUdaF8nBGfslklE32obH97+f/NmzVK4MridAaSAjiA7PJxYeoxrK1YqamsoT5ruXKgwSjy0T7nwEgWXkEn92runjJkS1JGu5eMLlOMLluqRJLVtGgzoY0QhP5bMjs4ncyfOX/iOrf40vPnhdZEk5+UGdZE2OzG3UyhaSaMU+OFS6iyzxBo9HNZcb3/2XA8pWDqD69ITkC0UA3esilB4gO/pBw+Cyyb3Vyg0Y9XvzQfMe6vWkz3CZ7Rtjxm2bV3zVNvVDd82Y6sz0zNyF8lqn6Z7WZwiBC9Ywc3Gzr61MXiHp0H6ULtapVo4sgOk0tOBla+ka53Ixyy6wHrupSJYL4CKGGdP/oH554IUe6siQMRec09cKBmDpJC3cYBTnfH1rOOkSlFHEqxDFOsfJ67Fu/cI7uH6V7RSrOzVrE67BpdcT3TXXPza1W461t8A7bIATjh/86o1e8E4KmzQjL8sOPPWjpoGEoPTY7q7oXmN7958yfG6vMq471gLIOzTPWvPEpQ7vwjZDNhQ5TQj9EdKjtvCxHWSymohGMDJUrPPz8iRcWA/EvtbgNlCtE+8qHAAgPn/4Kz+R0tJ/7FYBbAuLnQHnTLKZ1/d5PjpeM0Y2uAY51ebE2Gtv/ATF2qhLzRXQR6oWIB0Q7H7Eapy6Dk/aor6F6oY2MmAfKN353/i+DZr2DRqqz3MzzgCAeoBvLRgIIajWmOIAmlx9CoOl+7seRvbuZnf0W/7mqAg3TVBhA0PRAubH7cZLVx9CNFbNB1aDVGOpFNC/1pcKVKIOKGrmBb+ZbyXzdZEZ1pfvYfQadY9tqgLKsmT2fms1MBOjWBrvf+lEOX/+/AYYWA9V/B7OpNlCNPsnSA4SjZxFaIpcftPNrQR0X0/EN0BrV2US3TENfvP4aM5ZrSKsjDyecSsVZVGT+vZub45BXNjBxVYewjVx5OXvf9GvMLvyZ1AVBPWCgNTrK1zQ21YKgPGPoq2zZDZ9gkgxoRTDdz3w9c9zZANQ0pTtt5xXWUx+Z/0PruHiKo9yqPd7cxGaeofZAWc1OJwSKnjU5Sy2rtnHZgqjG3sfrzy0eAKFvAg5muymZv3pKK05a8RR1ANCRzSiXren+oOoaUU+vS4bGsVhGWaQUPlSKprOIVrE5eAf+4OJ41ItQYACjC89pmcXbGeU/RhEdPAmc7kp+KUTr6m8DkCzfc9Nj+VJxe9PwNRcEty5EPERFHbOJLzBWMH6R1d96K+3LP2/Gc7qgonrDVzqWP/xfs/abbzE8YNdRvpAWsHVwi3qo3t0AtF74Vf+6DqJ6VJOZy1SYBTSY3EDEBwYoR32TQas1vxkITbJkgEo4ucbowR+woN4dDKo2Lx1iNqM2qn2W6OCzhKPLJBuvs4BK1WvUtGV1X95PhQO8rlmwfG62CSpHr1Y3+nOzhNKxHPUiG1DpqIvwGcVqIWR8jBsrlx9GW6UQ15hanXpxBDRQrRXDS7aRLBvrdAOq6gDlfSAxa5r9TI7eoBtL6BoZOePMZzZY1eiTrBrTh3jNNlc5Cbqqa4AcHTtMJRuvP0aH0UFYr0mTIFNr218SdYGwVId6/kyrfKBs+edVefYAwWwfQZLK3rp5uUx8HT527PRH4KSOsgfedehDc+Mjx1H2OupqenqsvKqGVuY1rU0PDBqRHB5rFoSa2e7EHOId9UpMd+cuqTUdSP1vnwWUXUa5jI54TPUCVHvj9DVBM5XZr1m1TX83aXrYIrJ/J6onqmPmuqgus1uLT1UYgppNlS/RuA2UK0R4YE76t8Kt7laHI/bfrPMdzMGCe8AXzQL78Wwzn47aC40VTF4EILSuWY6/i1YLycM1r33Ijrszl16Ceca2qo6ynOGoF3LpAWabX4+QQ2Zbb7YTD+t9XguUpeV3dr70z2he/805UKbeCV9YlQrZvw8wm/fkrj9nQVq9JjKzgTRs09eW//t44w12A9E1M8qmUz1L0s2J1Aezatk401ilcw+wXqqrApD3GeUow+WPFPWiln6vgpwMdV1pPbMRRajWGrL/gP97aUGpjrr2UFCRfjE9AGJ02PWZzNgB5aiP0Ko6fUgluCyabvQ5eNMvsPNtn2dy318yc7Q846oNwoa72kQ6M4qTEUSVP6dIhoY6lKWMYsMA8qAU3Kat3PPGc89YUKaQkB53ag4tJ+97V/WqJYUXu/szRb1QMd3Pvxd/SK7TGBwfgVamcS8+Ai3n4FYnpxMgeaDIrl9C4w8t4ehqKgNZv7fDH+LtQTmY7RhaWNSnLi3ES2pmmQ25hEDJ8+AAoa/MppoC0+GBfVwzo5z63aLBs/P5LdDMd7J6Em++0vzBZ5TrZqhHdl8+0UAaRPV47C/RuA2Uy0JOrcbtAifAL0M4nubNyq+ZMY7QiLnE0U12q3p5uAU5yi6zGEzsf2OTyRB6Vv/hSy0kYrYPabUoISzwrqCjrJUFrcrzh0ev+LvEa69m9HIrDScCn6WrFDNrX20zhZ2n/vf520V9M686nGxpu/yjLpOL38Xwkb8HURfV2qAu9cJkuZrIzhaqPZdNSla/xi749eyJRTwwwCVDqUJZCkBVK2bTWCVzVS+0Nacw6iZVxsLr9J4ayzn91VkDVH7J3xlTVKbATHYwhhbrJCuvIN54Pftv/qUT8wOqgtvZEZCgoy5Hr/pHxOuvs0YoWN3XDDmwvNAJWjRMpixsGo3s7gXPoZTdiwCE4xcrDedpJt2tzNd10KjUeAcgJiXKKNgDlRCIeC/3GmAO9HU+UDbP2OlGuqII4kPQc2lIF3oRzWh/aJ1TLxo3/gO9z/19wv1PmmtqgdEhWkhjvZwcIaa7ngsvdJyRUc4BytZIydBguuiwSzC+mjJrciC+PlBWLfsszXYJJteRSw9CXe1uT73IqHRFVvGmDHjb78U5o0rL1z91mauc1aZexKAPmZ55jKOv+avzFxaQhxPT+b1+8Nof89SphTPKiamy3gqTm5di3AbKJZG+mV9yQFlrnwW5Wec7wDv01DYcSEX7S/+czhf+sZmbzShTt7nNhmuI8Vnzqdtode1mQ9fQBo5iYhbmxDVDnTQcycso+wzKfLOMt97I/rf8u7kCgah5r0yt3m7n7LFmsvDoKZstrWnFrJVvXhq84f9kcu/3mXk1VudNihWzLcH4RQPQund4LeHJnf+l0SluVOTupefmFDmyNiQLlCuXrZ3ldJbuMXPgHdpGk+J5OY5y9ljOwKTyZ7Ulf5VRygXbOEf1zdI1Kan2FkRd9r/p14jPvHn+dk7SbVYC9lzE7rvrEp/9Zva/+dd985EBldUpNaaC0chVH1FWRjA8eqraeLGlmbhM9IkwaiZU2swdOD+lUZwez/LFy9z55r+99M/CyTBAWVXPFmqNmBklDV8xcxFEJpNbYy3xEmY68WA9HHzRvGYrdHUbUsFQagxVwgBb2T4HOj41Vh4o8uuXNs+r7F4gHF1BTI8D5Tp7jjlQB6jOvIFSTB1Qllb9o6KSkXv+sw5UQphMa1mywgFlt8b1LmZeplqrVve8Jp5QCaCY3PunGN//tvnb2qytmu0z/ML70BXWFN8Hop4jPpvSn17Q6c88GxkNpEE0PyT9Jxy3gXJJpBe8W6EEcStDxEOjYMC83HMz4YTHdWizYHU6mm0sfepv0//s3/W6tNpylBfLKNsM8myADhqER0+hWmdMVrcmlWOeVWwTzIboKEI1Vm15TJsFvlLTl7sH1LwBwobjn9ZVR2BsSpmqueqzNdNzb+Xwtf/cvIdW9Zo1tM5uSguiFO+x2njhyErL9S4wvfDtjO7/Kxy96r3mbRprmCxCHV6h7S7P4BX7UnPFsrVI5mAvKxy9IaiQyXTPdlYzD2CAUZ37Tlrd4yKgrHVlPrbXTu2czXzdgdRwUk1aj2RqMsGZpWbTmV85K6oMRzkvayv7pn8iGD6b+frJCCY3QAhkPxtomKa0oNL8/AGjmc1jhzlfvOyQcfzZz6FyhD2TfazK746HCBRZ1Aswz0Stg+jMPTtz0BIOnjD/tU6OtWXTggDVPneMKiGX7jfNfKeoFzmUGAughVLoqIPqXCQYXfEZZRU5HnsdRY4Dc4hvbRiN9+k2wWQb2b2EFoEpGlZ8Xh0X29tVnwgdNsutxF2VwyY7kt5d2Zc1VkHoBTLKhud96r4PWwg1Qw6fItn/BHJ8tXSswN/r8tg8PH+6rrxpYtxqT5vS3M4o/7GI9KnvVmWUe5/5p2z+2z950+O4zJtsb1gt5ZtUqXDC4/5hWZx64UwvTJmtbTIKFculfgx76hXJFNVeJ0j2rUxU/UZDV1pTrYfRaFQTVPustxQ9dYLOmetxnuKJrGjQMB3/NZu+GJvNXLc3SPr3AnD4hp8m2fxaC8ZlPTk8jf8NT73kG6sqAmUL4mX/Erq5zvCx9/jSoc+e1fgtAltZkJ3T/D23SAdVM5lyCsh8MNo2pftgVA7QvJRbHvfUUy8qbrxOui5nPENHUB4Al45nLZZlNyfL6sq5FaX1SGZoFGQ4zCnLs626kbtmPp2TtfXUi9GVSuMFY+v82M0+FGgPlMsPVE5qMK/hE0BZk5CgxMa6SjOfcfprVuee++pJYkr7J0BxXQ36ecJkDoAil1EePWeuqbN2yhgdhMilBwgHXyQcPmP+eulBq3hzYk/MoV7MM8oKojaye9FSL66hoiWkBZX1gLI5WOioi2quE+19GoEy67rfw6rt2e6AkdsYHHZK9y+X5NA4Wbjsg55TvqjdV6Q1WWBUR22rxGTnV4G/7xtH9fHxfCKlJtZxfTunTG5u0kX3pRK3gXJJBMeoF7emma/75M9Z4HhzwNZxOVXvvGkkWIRTrBWBLYmK+AjV6KcWmcWb+dyC7TjKQG1ecTDbAVoIJb3OY7z5tWQC29L5HAKrBEkIeodgeg3VPmN4rFrah7lCRtl9J1qeyiiDyUgIZL17ZWyd7jpnOHjzL7H/5g+Aza4areKkOvVCJQgCVA7X1tERKqstWH64XDqtqqKbhspRT5HD/G6qmw+UqUgjckCZPOqF3ahaV36xfJOTEygAyoafrapnqGwZPy/LaqgXOpXZKQ6/kecAZSc3F1bJUEtzaDXmKqetnf0BqOpmaZv5VB4P2FG5asr+qYzDFLjKQ1CpihZYjnKmAoEbr+Xc9IqbSD2ICwJfos6eX7Pywdbz8S3APNXQF7XrUS+8nJulXmhNODDNmqEDynWAt5LosIlceoBgtkP3Cz9JsvwwyeoryTok52YP7RohVGIyyt2LBJNrhOOrqPYWqnOmtuNiYDndOuqiWxs0t38LLUJm5/5kbcAn4oFZ0/P6HaKOyVAXZUfta+P7jGZ6VsMyYLSUdbJg4k2eOiAax8XJHCBXAMrzPpATdImwiRZR7UZDlHODPMlRjqwr580bon0l4zZQLoljHOVbTb24SVUJd7PLrlFLWKShr3Xl/ax/8DUE4+dT1IsFgXIK+AvLCzXUi8X0QMX4OoSPIOgCZhFKNt4A6NrNBtHBsxAaFQihXiDa/TiqfQbVsKd7FRuXufmHyZ7TsfJrlsRZ32aUa9wrkz0DXJrrqO5F4jPf4F9SjSVTmq2sjmDBQyHgq55RDmaHaGS2qYcIIYxqZQyElGhAtddPv2gpP0HVTKaMQUCe65pTsIiGl49x1DPDlg7zQLfsmAxw1QOa49fngUfZvWDGmxVLkvnx4qE3L8kKz++uYHThFRmCnO/NVwoqghYdY9wWc0CGqxRU/axeBSa7mU81nO5x+XjBbM9QkSwYzpxfVI3y47+PHLORY+NVBAZpYGvmcLKhryb1YurcKpcRKILJNYLRc8juJYSy86+zDmvzHDljm3D4NKMH/5rVCLbrUpqSkJtRtp8vmaKiHrJ3NwJNY/t3UJ2LXrqyXkbZWX/37PMJ04vfherd5Q+8VcGobwzOO3Q7E54iIO9+86CFJsi9T3RzFaFnlStnAMgYQUCW8YmzJteW562rZJTj0xQdP17UXazRMCvb7eQ2b8Ig7KUQt4FySbgbRrbWbw31IgXwblbSzW2ysmfdsBbgKYeHX0BoSXj0lKVepDjKdYFy6vOEo+ftHHcJFuDGmTHmGSiR7KCDFsnKK0yzXM0TqjMAGLzivwFmpkTXOmsywC6jXEEezn0GDRCcpjeYLPPpJpfCmB4AytqbnhivuQ7o6gu+2yhzS/72UFVx8w1i082cF7VcobS2ShCtTHDrD2gVABDYzTfDbtqHp58EpQBy7riW08zX2jS8Ry0rUYhc9jQP2BL1zH1c8Zl1XeV5n1d27Bowvpb5+rGxnG53kXRdDT62sNbEeQ1ztX/XZGKerxxKjaGZBJWszsX0AK8XnRMOKJetnx4kNXJ47H68XuVqoUhl9sz/n5aIq5dRNgeDeNNI/TWv/iICbc2GnARbxbVJSy+tJ22jsmyfY3rpu+fKKOjjdJFcebgZEBHMDklWH2B2/ttRjRWC2R6Tu74X3Tpr+bd1PquVM+1sMnjdv2D/G/4/Bq/5x+bvPLCtmFFORhRVpzxlrWDP9mogcoJudDKrNWYs2wNQZ78en7YS9+O5qoNflyqsT/69M8Zr1AfK5rB0OqPslVteYv1ddeM2UC4J36XfXrdd9jcX4XDegV/rRJkRnrfYs+BnAeAdWOJ/MLxMMN0zmYJgQY5yim8ZHhle6PLH/yK9L/xDO17NBrzZPMMTHn2BZOUVpvs4aNUu5bgT9Oz8N/u/k/177aaboWaQs9G5kqqzOj0ZOloCZYFyVU72dADIzIajOQ+4IrC1zTa6mVfyv2Cvq9b0JZIJumCV0GG7+ueUYwSNTFc+82aR7QY/qvb7KpmbFQXQ7iAjAmtOkB8iGSN0kguUEWK++VZ4bl0JPcuda35RVJ0HnEwxUg/Z4RQiqkiwuWchz1yFsG1oGVWzQHKGIMgFo+7gXVVvWySmgSwvdGsNhPAqDoVjxUeYA1DOPQfMm0jLgLJ9BvMaPm2oxhJoUen7O5lRPknF0VGn1r4TWE3m2dlvRIuQ9uV/A0B85hupC5TdgUo3TAY46d/H6OXvgLDlFW+AY0Arr+HN8NgtfW7jEXRjmfGDP0iy/DKmd343qr1lKGt19Kft9yI7Z9DNdeKtN4Kt8vkGzcpNlSOMXGL2feLGmxukZF3kHPcmueOA7Z3QFSyx0zFy9/rpZj4dtm1mPzk2j6KYP4vSmkClxou69TnKLoFw0uTGZfbrUjleYnEbKJeE28hUe+OWZJTDo8unxl40xOwQLQLP91yEeuEabKLDL5rO2f7FxakXKaDc2P+ilQCbNxnU7qSN5+8vdMz4fsv9itq1+d1BPDJNfL1L8+ne9T0p04wpVKBe+FfzympRf87/rfr9ubJfBlD2GeWq3NiR7SZ5i9oAACAASURBVCLPaUpRHQeUr2e+fjJEEkNYAEajTuXfwnSWN1GtnCyrlWESWpQrVciZyWaFUf7cUhnloNR1zbot5jVpAaptm77G5d+dyxQWNZHpIKpu6yxnhdlzb7owLj8AOepFnrmKmVursqOWqyjkahU76oWcVnsmlMy1EodU892ogj62U0YpAC6eelFCDRFybFaFZv5YYKoIQghEFSA/PTBUJAvkT/Kka3OUp3uARHXvJFl9lMbO7wGQrD6Kaq6hEdXBo6cPLUMQsffWT6akJi31ghMJn1zVixmIPlqEJKsPATB62Q+z960fgaDpewCqVh3ArE0aMXe5TL+dVYfx1ZOC6P7hu23juPSazKfGczz2onXT7XPJJF89B6wRVAaftyhGcwdDx1EOhs/Q/+QPm3UEPd93KiQuTKXQjWfm0XruX9N++mdsA+kijYbZNA6oTqd7qcZtoFwSbpFSrbVb4swXDueL+80C5WCyg2qtpTJd9akXjhYRWqcfuXRpDpTrysOlM8qDqyRrD9v/c2LyNTnKSqPCBvH6w0zOvYnpJaMdqcKuaayooaIhkonlswqGL/9RBq/+SXRjZW6aIUeUgeN05C2EutFHaHOfVL5f4rHhAUenM3KqtVGrJOnlsHI4mdJq2gZV1BHkDKHNb5AXdRzhTFm5kTs3wAreBwQlCgn+2SkCVC23gTbK+afJCMM7z9/g3OYbVgDKLlPomyczwkhOVaStqOSYHfaply3Fo4qKhgMPKo8WggXRSlU6BDklkNxDgQjQIqAyXULpYstpW5GodGBJLKWmECib9ypz0/NrSMFYMP/Nw+Hlwuv8ewqQy4bacLLSY+Th6vB2DzHVqXXvtAiGEy+XHgRR/dAdjpwG9Wkg6vTdAUhnC3M5yjGItrFKDk9XMozZjaqkeT4fUxlDn4zKnlNaKa06qBm9P3y36c8JQsipsjipycJnP029KLhHDN87Oa5UURZj54Y4z0R3vvi/0nnyp2jsfcIObH7XShxljz3mGerlj/5Fln7/rxrgXRsoQzb1wnHFbwPlr+oQyQgdtgwAugUZ5XTG52bd9MLxtukWtuoLtakcWvuMcjg0C0rSvzPFUa5LvdgHcR7EPQTTQ5K+cyaqyY0DQ1/QEaq3xf43/DMGb/yZeae5AzM1GvqEnNnNGkYv/xEm9/4FAHRkTTPi8TFQoMtAc1FGWTonx4obXDI12cKMjKFqbjBfVMtBS+A0mXO6/L0MUwUFAnev6kYRaLFZxAqyacH4eRABqpNjTYzL1Auv+ZoX/tkpyIoSdZDtDTTtU01Sp8aTlgNckFGWfVONCIYVS/5a+ya7rNBh24DRCiGUKsyymm51Uemw7K6ROfJV4A5AFTc4u07IHI1nwD67QcqyuCgCVAEP2DcHVqAPzSUE85355lbRxRKbHrAW2GGDo0vN+zQK5zcztCvZvwcVLfvEhZ9bVJOjHA+ABN3asI3PmCxp2DGGSFpWdr9z329WI6RqLHuQF6TK7blVCGUaPnObW5ceQLY2TCWpCu1KK9AC3cxpWraGPsGo5H7zFZ0ot0oIeCfNonvOW1gn41zFCzCHDBV1EeiU7nVJOBUdMae6ePm/3Q/bSTrnyGpA2d3pzqbcRTC9Vg/raGWSJZlAOfVs/Scct4FySXgbZrdgLSLpphIPnoLxNQ/YFr55rK96ML6O6myakzD1CfNituv/TTA7REU9syhaJ52FqBfBOQjWzWPTMguPtif+WrJE0z2ggWxlZDPsab2WRJySmWV63XC6x2OOZZRLfud8B7clm52ukVFOpugceoNp8EsMB6zCeOFkB3SS2RgIoFsbaFQlYwqXPck1VwCfBa/iCBceGT58nhawGc9If5VllH0prwgoA7J/JwTd0pKu45QXbZayf6c5XB5V0GW27o+FAK3RM7dcWVZJawO6MzJxxy4LW+YZKzlAOn1y1b+Ue41rzKvikhgkTvIvW6ViPl5UTvmJhwjCXE1mmNOeglm5wgfS6UUXfHdBaBs1deGBypkqkMext+GNbipkz4N4ADq2ijcXTmlN1913zLU2o7xpgLJThFCd86Djyuuwy9g7kHgsQtOMCicSPoXOfFF+fwKmYiO0qnSIF8kRgmZuA2niK2fX0AXPl6c+ibBwnUtWTHU0PPxi/qQ8R3lcWJkCUm6C1SQTGRrAr1obnnoRnXJcnLsfloWQEwgCVHOdYHSZYJSihMb7tbCJyJAkBEvdsXvWS87VuGbcBsolYYByx+oo1je6AFj62Pez+QsXQSWEo2106IDjAhllFbP1C3fQ+9TfIRxfJ9r5PdY/+Bo7Xr2b0bnVyfZZRJwgly4R7XyEzV+822gp3gRHWaMRsXmA47XHzPzqGFNMXjQl26yynwMfNSRn8jJy2snDnZrbokC5bxtXKlYMtAIpU3zaExFEKCebVkFey5Te48zvzUxKQBDYg0jJWC6jXABaXFk2HFVwg7KlXNm7kH9R1DEuW2UZZffsFJTowVCJoJXSDc0bz4CgQo5y5xwwIxxW+Ky2i74YKPcRhOX6vcnIqg+UyJI1eggREUyKy9ehzdrJ3p251zgaRZkJB4CQiZX8y68UyM4ZEE1vgZw7N0tXUBkH5PlFFihXAVQqARFmlufTYRobi6khvupQRr2w1Zwqz5iYDRB6impteBOOY/Oque+IZGrlHFdRnfPI3j3eGVE3161JSDWKnpM4zKwUCJGdLcwDaTqhyJQGXAIkqHQAcomUPBqXWroXDbygniPe/u38gWymGyi0OVd986xElYDyqJB6Aanq1KQiUB6Z+1L2LvpG4fDIzMUrQMnqHGUhY3QQzY1kLOhWrU1EclALKPt9IggsV3qCmFxn8wP3sPZbbzHvd7uZ76s7RDI2mVavBVz/ZNS+/G8QOqZ19RcJxi8SzMyNVVVDNR3B2GyC3Sd/CiGnhOOnCZJ9o9tY0xAlsOYEsv8YgjbTO95A88VfMyUkIeofCtIPvR7TefZfMT33VpRdqOtw7RyXO4vj6ex6g7iaWYOZD5lAw3PtZFyL81yst2kWrDQfPS+Ed3ArKDXbMl4Z2DPjHQCxEbXPCRV1KtF0HGezaAORK4Zb2dgt0Skm7fKXD9B02Iag5TfpvPCHkIISp3mvSwiC0syoc5bKVb0AY5/OzNt6F45XoYlMNVdABKWNi/4eKfmshnNcnrU17n0S1cmnXrim16ACz1YoCYFpxMwf7wLQLJ1b4J/7fB67tEA0KGvU0hKhVW615lhELSAspoYkEwP4SqgX2s+v+ACESmjsf8FngFXnImEqsxftfdL/udK+I6dGDz6McPKLB1//cwxf+RPm7ayCTlUZUQfiVPd85usuc37MvTaPeiGnQGQoGzlhaFxhpQNQMHoBY1+dUzlrrqJQKKFRs/x+DJfphhLOfqNvDE+HV/L3CS3RBIhkhCrJKCd2DayyRwBGHk4rkvXHCEaXaV79AMH0BrE1fjEfoCJHWStQAt3skSw9SHj0RZ+dnp77NpNRjqtXMZxAgXQNj8mQxo3/YF91DY63gfJXdaQzylD/ZOSytgCt537OLj6GxF+poepEzEtztpSoXeloEeqFWciDJAKdkKzeSWPnI/ZVWV8eLs2/1gcE0xuMH/xBZNs6bNV4WJzMlcowHXDatEHVxg+tDZ8tY4MzC7e0WZs0kF+cegFTtAiOKZzkhWu+UgWd9I4HXOVgFcyGtpRboLbQWkWo4jIzzMForhYwMNt8LQDR3ufL5zbdNaCgU0C9CNto0agAlO29VKJAIPu2qWda8N1p1zEuC8uvqn0GdFwty2oze3m6rJDK2pbcx04buyxLZcYLy8HodA9IrOlJdiTLDwIQHX6pcCwApCpsNAQjYalFo/RQ4J/7dgGNw64JQikoyI66e0QXuOj5MRt9EMXfnVlfk3LqhbUTL6sA9T/zv9iBI3RrA9W9YOTH5Jhw8EVWP/RNRLsfOfZZiiJ0mb0UHUkuPWArIQ7YVtfvDWaHoJPcfgfvnJjed/KoF/HAAtsiMLoMBIgKGWXH/y5yXPQ9H4VuejNcRrlIkhARGGqTkt4K/NQlWhnVnnhUSDEBfJY/HJbTuACYHKCFJFl5OUInrPzenwMgPvstOA3uuepFMVAWsz0ELWR7w2SUJ9doPv9LqNYW8ebXInRcy+TKYRJ/uJ5co3Hjw+6Tmve8Tb346g7PUXad1jVPRpEFnqq5QTC8YtQaMNmryvykVMxL0o5z54BydVMKP1a8D7QIB9dAXyccPklj9+PmRTWrT72w5aHhg28H/Tzx+uPEm2/0wKhKR76fmz1EqIyynzNXqLrIiNk+QgTZjSRh1zfuHfv+yk7TRc18aFR7g2hQASjbrE2Rc5jTV64G0CZoEkspyQ7ZOQM0fLktd6wSW1cAufIQGklU6VBwiKGF5G+WqrWK0AGixIrZUy9y9KLT4wHF4EDN7HOZ78wHFiiTVDuQqhlOZSUvtGv6KjEJcXbYRSDDzG8LiErpDYFTRugUAOW1rzFzO3qmcCwAoTBZzKK5dc4gEOWHApfFLKBx6OYyWoSUZaj9Qa+E2+3mB43CjLLhf8el1At3f5cdbJsv/p79BwmqueGbK8PRVTpP/BNDk5Dmvq1EuxoVa6jr5oY56FV2g7SNgTnVKQfAg3QlMyej7M1BCnTFfYWlgrukq+rIHJtzwB/eijKsIkW9KE2ONHqYjHdOgksnICIEqvDADSCX7jXJsgo0LgBmQxDCG78AHL72XzC98KeZZ5QtFbEEKIeDp0GEyN5ZP15z+3cY3/sX7P/XywI7dZTpOeNR0Nj5KI2dDzPb/Dp02DX8/9sZ5a/uCCZ76NaKB8p1ecXR4RMAzM691TdQydY6IMtLc1nzcVxQ4bIG81NkbZHw2QGIFQQaLQZ0v/A/IeSI2dabzamyhvg7AGOzwMWbryZeexXDV/yYySJ0zoHWxWLtJ+dmDxFJRtnP87sqgDNznT3xZvEehZjL4R37/sqAcj5HGUB2NqpllC0IkgWZkcRKR4XD7EyGDzlDaGlLr/mPtuxdBBGVAuXAOQYWAYMgQAdBJa6diMdoociznAaMsY/WpYfIeUY5nxYC8425qIFp/lox9YKoZxpnK9B0Sl0DwVdaCrVZwbvtFdERwB4qReTpWblzS8Yme1bUuLj8IFrranJduhwoOzvqsiqaM9woyiibzOSq4TwXAeXEAeXihk8wvHlNC1HEUU7GCGSFZj5b8SrJ3Ia+Apegm+vI3n0ANLZ/m/az/5cdzHyGKrQrxxWVebzd1jqQmANEFdm/eIQWOuVweTwcsE+7CeZRL9xBVRfoiju1EFHBNMdbxFuzrczxXE9KkR64ikGYe3dy9/cWvqdqLpvnK29t0hKNec8yoGyyr3HqHiiJeIoOo2NAeXrhT9vf1Mmvugpw8doUHRhMIvt3Eq+/1prJ3M/4vr9sNZ4N0K6aFAzG24YWsvlGVGuTxvV/R7T/GZKNN5iqlbhNvfiqDhGPCCc3SPqX5koLNSXYRHyIDrvI/r3+VD07+yZAVpeGSUU4voxqrJL0X2YXgIR4/XWgZ7VUJczc9tGig2osIft3EY4uk/TvZXzffwc1xd8BGFvt2O559r/lt4jPfqP5/85ZQHpQWCW8FXNGedhpAYclgMCFbxDKAaPZ/POcjcQuurnUC5t91a1lwqMCPpufmzn4qAIliPEDxmil+eJvFY411xYuBgauMSU8fLp4vNhkHosa0sB8VhGX03SEKjbNAAMGhdanHMpORhAfmu+2INsNpBy68uc3586XAGVcc1WFUqJWaFGWZbW6zGXg0akPFEjNgT1kMOf55oVQSSGf2AwSQVBBgk3OTKNhCb3BfdZgUtK4aJ/7ImUUM94G0CjMnjseflkTJIDqnjWNkAUHA28jXuS2CBC1rcNk1cSFRLU2SNZeiQ6a9D7zY6BmyPY5r3BQRX3EqdSobnY2Xjc3gBihkkpzM7rR+RURuXQPRmI0db/lZDPdvll0D6tuDZ1yezAvog95CkphRnlOvUjWHyt8TwPyo3xqiJYgKgLl9jk0SaWGT8A0fEet42pGUc/+psczymUc5ejwGQCS5fvQ7TPs/qnPsPfWT6DbW+jm+lxFqypQtg3kqr1JvPEG2lfej9AJ8ebrbR+Eug2UP//5z/Pn//yf53u/93t5+9vfzkc/+lEAPvGJT/A93/M9fNd3fRff933fx/Xr1ZzAXkrhSer9S/OMcl2gnByiGsv2ZGU2p+mFbwckwQKqF8HoKqp7Ed08C5gNPt58A0LHpYL5p8aa7YHoIfuXGD30A0zPvZWjx96L6t5JnaYPH97u+3hGwzRByUpZkfncBmg0un16YXUl66o2zL4xsJuj81pH69GCqnxnviX73zZCzUoPQ0Y3VBXydtXSfWhR3ljlXSRLGklk11FXSsazGq9FShBmvDMIHUCZBbBMShurHNgTMj7OfTw1t0OoINWlo451I8tXSDmWUS7b4GwjaamBiZKlYNRTLwZPFV4XTrYxkn8l2XObSSwFGkpCVM7b1WHTbIIF2Uf/TJeM59aEMq6t4cVK/93kheydx1AvCqgSHigX3yMwz3gXNWqaA1UFoAxGWaaCtriJxPCHwzbJ6mMEySGzC99BsvooIjHfbzXqxXVDu2rmJASivpHKg2qKHDIufF6NVnFMOErdbzl84MAD5QKKWduZepRXHoW9T1QB9ULaZ1mXZZSd6kWOBft8fptA5JvgT81JS18tK2u8NQfRsJr3gZagtccgg1f/zxy88WfNS1Hf0pDwaktl1AuTAdbI5XsyPoRAusx+xf3frMWGPjQ9/23+7+ON15mqg5r98eYoJ0nCD/3QD/HOd76Tn/3Zn+Uf/IN/wN/4G3+DwWDAD/7gD/LjP/7j/PzP/zxvectb+LEf+7FbNecvW8xL52PWftVJsNXNKA+MwHjnItBAo4nPvMnyduo7/QXjq8jOBYLJAbK1ig7aJLbztS5VQliOsly6xPSuP8vh1/1r4jveYktquv4pMJ6ghTi1MRl70qRWBt1sciozA+lUGKpK6zgOlexml+mUPwSluXbZ4EB4oJyXUbY8Um02ybLDgTEIiX3ZMS902KzgHGabl0qbviygGhWXOM1BrjyjLLvnQQii/T8ovA4trQxX+dwM1zb/9zXfhSxVIDAyVk2EFrk61D6jXKKjDPPScaE1rtagVDlv13JJozIKzMRK/pVm9q21c1HlRkmE1qX602Cz+0oSDPMrD46Hq8o0nl2Phyo5ACVDI29WwLEHkL1LaIqbAz31ouQwBamMdx4/Vlktc2QloKzDRrHrYtrcKAj9fRxvfi0Aowd/EN3aIJjumL2iQn9COL6G0NP8Rl4hUE5Bp8raqQpkK3HUi6Qa9cI73BZklJ1qQgVKokmkJBAWNEE7rnYBSPP6ziIsr8S1N9FEVjUm6w0VTkGj7MBtrulUapjf+oU/AQhP6Znc+33Mzn+7/QDCW7r7Q0pJFdPsSQk6x65bt53Gc7XEVhCPzAEs6jK99N3zcZrrpg9CT2/aXO0rHTcFlIUQvPe97+Xhh40Y96VLl5hOp/z6r/86jz76KA89ZDzd3/72t/PZz36W/f36nNyvRISHzxIefIlw8ByagM6X/gnCut7Udb8L4gN0tGwXlYYpZUVt02BSV1UCzOld9AknN5jc9Z9z+LX/Ctm9k7S1ZeW5TfYQBCQnjAd0a8uUDutYdssJKKutebJcF3WNa1iNQ4ZIxvllv9CUNoMS1QZ/+eSGUYLI4+65xqEK1Av/neQAKtW5QLL8chpWu7OsZGp46jI3C+Rn01xGKFXY5CZiM/8yYOCztiWccZP9K5Y4gzkVJtr/w/yLnGlGSRlc+QpCo/iz2mw3BY2B/q2jHogwt/nTH35QhRsvQLJku9WLAFo8QICx1y2bF0YNRBRkRg3wzc8UuvC/a8E959eIAuc7P173PBDR2Plw7jX+IFjGAxahPSSVKEskYxC6nKLT2UQIUUgz8eX+EnoOpDjUOeoo6apDpXsutBbgeXNLgUGVAlWjB3+Agzf8NMnGa40ZRLyLbixXyyhPdoDYN/9mzst+F6WN5HJm7+ECt7ruJTTJ8T0xl6M8NAfRgoSAA9Glsn+4+0QVU0Ns86tICr47S73I3LdOXtpcQYigsJlPV6RegO2ZUWVSbvN9KJc62Fq3DtLVMsoiPjKH0SjHrMXq3Feh+4D5LXzlIWyx982/wd43/4aZc/ciYsF+rJdS3BRQDsOQRx99FIA4jnnXu97Fm9/8Zra3t7nnnnuOXXfx4kWuXCk2EXhJxO6XWP/Qf8v6b3w/7SsfQnXP0tj+HUBbi9gFOMqNZVTnAjpo+/KpjjrFGYes0BKRrNG6/gwAyeZrmJ37VsvjVfWALfMHwUlozV8wUjh1dJSD2S6IZm5nvncNqzo3OfNcqdMvCivDU60pxWRPZtau+nQ4ndBKzXwWTOdyWYVg9OB/Tzgy5fSyU7kBLkkp/9R0dzcLG/Bc80WRVinMMzeFkmngXb5KgfLy/cC8cTX7oonhspaAFv89lEjECZdRrpDdM583v3nR3Zc6bJdulsn6qwGIdj+Ve43JAOfTc1zoRg+NACIau5/Ivc6UmePiBjdSGbkCeoOvSlTIssr+nWjRnCvh5M2Najxgc01USJcIkkkpSIb5fVLkMDnX2i4Htl5yLp5kZuTm/QvVqBe60TVVjBzQkqYXpKUhdfsMs4vfaf6+tYGQI1RzqbqGupa5KhXguN3lQNm9X+HzGjQMxUymPmMu9WJkgG2BBJtuLpkETQUpPJFMi+XcSFWnChJITvWizEnPjGdl/8b5HGVhaRyVgHLnDIIACn6LdHJJ5lAHVfuMOVxaebgyjrKIxxQp8niZtyr86WRizLxSFapk/XGS9cftnC+a72WBfqyXUpR0dFSLK1eu8Df/5t/k8ccf54d+6If4mZ/5GcSJH0EIcervymJjozwTcMvjN9/r/xgOn4fzj8HA8rpEQDea0d0q5jIdCz2E5h1sXfsVCDcRGw+ztbUErR5M982fq8bwRaAF63fB1/89Vs4+ajYVeR+gCFRcb7xkDHRYuXAfnPx3rT5MKo6nNXz6d4AWUX8z+9+0+zAaVZ+fSqDVy7++2YWRZqt3BL1sQXwf8QCYsX7HOehljHfmAXj24/TCAW4JbDTC7Pe2Z73+yhr9vLk1/gR83GwYK63p6e82HWoCSDbO312s4HDmAbjxOdb0c7D1J7KvOTT3aXt5i3bh97wEQUSQxGythvmmHWoKSNa2zsB6wXj6LgA608t08t53aIBGo7dafA+oLmYVb7DaHud/d9p8bzSXy++p1Quw/wes6OeyxzuwXd7NTvlY4TfBp3+K3vgJennXWgpPo90qH6+7CUc7rDSP8j9rPARi1i/eX3yP6L7hPSYy/3d1m2hrqXxuG+fh6ZDO+Mn83/Wa2cjbG5dK7jmgswzTkLXOpOB3TSCKyuemzWbejPfyr31yAlrTXd2stmYHEUIJtpYTOJm923crgwHKW8tlv+sKHEZsLUtoZwDXqc3+9UMaS2vZn2HbZPaiTp9IH5V/J/bQvbx1Pv/7vfB62P0QS+KApaLxdkxTY6OfMzcX3XU4nB+4l/uN7PfWMxC6/DNELUSyx9Zmv/jQqsrvk/HqOXjx80R6mn/dYQgiIuxUWEempgm6JXP27WZguMcS1u84A92y5+te2H6CLfUl2PqWnPnND0i9O+7PXnPOvw5u/CKhHIKAbidks3CNnUGYs78B3PEQPPFBemo7f41zYZ+LsJOznkQPATHh7LD8NwW48hEYP8jWVrHCz5c7bhooP/nkk/zwD/8w73rXu3jsMdM1euedd/LJT85dhbTWXLlyhQsXCqxrM2Jn5wilqrnD3JLQiq2nf4Px3f8Zje1PEQ2vME2mNBHI5YcJx4rpYJ/BdvXT0fp4HzHeIXjhJwGYhCsMtgesig4NDti+tg95mdMTEW1/jjURMu7dyVF4H9yYnzY3wwbImBvXD8tvRhsbszEBHW5M++gTn2kt6hPqXW5UmF9j+1OsfvSfg2gwaWxkfj+r4RKRHlWe36YCGXbYy/mu16I+kQjZf+YTxGeKH+bN6RFCx9w4AD06PV6Tc6wAk715x3s8S9jOeO/u4YAecDhSTPPuA7XJphAI4GjnOuOC+2VjNiFAs72vQeRf127cxZIQjK58muFm9nXtG9dYAka6z7DkHl1vdAmTBruX/+iY5JAPLdmSMSDZGQQomT9eMIzYAJKDq7m/V7j/HOvARCyVPj8bzWWCyXUG288xWcm+dn06JNQmo5z1O6WjL1ZoiybTFz7L4OLpa9u7N1gCkqCdO38XIl5iE0j2nsq9tnXtKsvAVIccloy30rtEc/gMRztXs+8TOWNLJWgBN/YpvEcANqIOQdJg5+qTqN7dp15vXL/GKkBrtfR7ayddlgC5+0V2c67tXX+GLjBgk0nJeKtBnwYhh9cvM+1mX7uZJKhGI/f9XASjFhuAGu2xk3Nt/2CbDpKjWaPwGXSxEbYJkpDdq08hl4/TZqL9HdbAHDRa5ffcctCnRcju5SeRq6cpOM0b26wASbxPIi5lPhPNWZcVYKYjguFe8b0pp2zJGZCwN2qS5Fzb7L2GFT7I9IXPFd6bjetXWQXG9DgquG6leYamOMI0xEkGh8PM+2AjnhAEovR7W4+6hHHAjavP5HJo0ZpNpVCi5D7RZl+Qs1Hu+7b2D1gmZCY6HJTMLZwtsQ7I0UHm+y5NJjS1IAC2DxQMS56vxiWWgKNnf59x53WZ10S7V3GQcV9tEmfdJ91Xs6L/NWp6CO0Go+Gk8HvelMa9Me+5acgtVpHM9q6UfieN60+zCkzDpez7KVllixloyY2rlwv9ApAzNn/lBxCv/2tsn/szhe97qyMIRGFi9qaoF3Ec87f+1t/ife97nwfJAG9605v4zGc+wxNPmFLsBz7wAR555BFWV/NLQi+FCMbbkExIVh8g2XjEtxm3ygAAIABJREFU/N3sMnLl5SQrLwcdL0C9SAjiKfHG19j3sEYazm2tBq84tC5ZsnfaelZFPWOaoPK7+4+F1kaFQAReQuvYeK1VBKKizfa8VCnz7E5b6whEYZlpPsgMQVBonWya38q1gFFGDkmT5FIIVM+Uh9KSZDqPeuGjAOwHEbJ3l+FRl1knqxiiZjk/zuqFFunaOqqCLCnRA+Y3F41c5RDHdwZZWvLXriRZ8FndvFWzPFOg2hvoMo1cabLd1agXK0BImEMN8Q5uFegIOuqa37WAtuKlqwqUTFwkS3ejaec24Hn92Uav0gHTaL02cr8738TVqfA7uKbPyW5uo3AwvmbUB3Ke++PjGXmtQum/Cjx2SKtoDHPpDc5YpYrqBbjvONvG+hhHuUQdAUB2zoEQhEdP5szNfJ/R6OlcqoTjpEf7nyxt5ptzmJNCV8544/VAXKp442TydJHzHWk7+mLNYiHjcklC5vdI2sr71Fjx0PKnS9R9nCKGKugF0pZ6UYPHPl8bT44lzVgUa5T78SxlLSxwv0xz0/Mavs1vOrE0EnKfB/OaBqWPUSVOzWvpfiDxWKUonOKJ7uTcJ1EPZXs1jqmjZEQwOzDuhmWKIV+BuKmM8qc//WkuX77MO9/5zmN//6M/+qO8733v4x3veAdhGLK8vMy73/3um5rolyPmcnB3IpfuBjmhefVfMr3rbYb4rv6gXjOflgSqhY5C9t/4HpY+8R4m93yHecnznV5EZhlhZERkDSfk0l2n36rRh3iGkJNKTlTIIUJHqEZ2E4N5KJ8mHD1P0i7eVNMySMnSnZnXGLD1R0SDJ0lKFl+vLVwoJbSJFhXc5eyGpIN8Ew7ZvQQkiMku+Gf05ioZcvlBwsnV4oOGnFVWIHCLftHiJZyDW4kGLdjGkMMIkaNDK6w1sArbUKJUoSPDtQ2SseG1ZzR2edOMAse1+dzWCQ/bBEXmD9K4W9JagRIqvW6uICDXiMMoLVCqKmEuFhCEXrYrK4LxddAKlaOykg65dAkhQkSOO58DVFUa0sBydwdRPlB20nElzyCkGysjwqMvkay96vR4U9NoqFrlhzPVXEMTFStLIMqltQDCFjpoIFRIMH4xU2/d8dirAmXVXCIcRtn3nVe7aSIqAD7X9xEdPkUWTJsfPCTBKLt3J1l5uXF0nW0bnWolc6t7vvFKJ6gCjrJubaDDqJR/6u6TskN3svoyePbfYYDyJL/vRiloVrAS72zBfsMYa2XcbzD/rKrEvt5ZiRsKWXYYcBlVAspEHXPPJbPsdU4rIEDn7Kmn5mfVJcIiicNU8iEPKOvWBrK95nesQifCZIzgeAPpqXl1zqOFrtTMF4xeRGtdqHuuWhsEY3tPrT2UPzf3fhXx0JczbgooP/7443zsYx/Lff3973//zQz/ZY/QWg7LpUuo9gYqCmg/9z7ijdcj4gMEceVOULCLoegjOxsQtRm8bi6Rp5pOM/IF5Gr+zZOOYGhlzlZOX6+byzC6YTpQK3RlB7MD03yXk7V1wCwcPkuy/orCsdJGHaqXA5Sddu/gKZKt7DKTn9uRUSdQnSIb2yUQjXJpLd+Vnw/2dHMDzZRo8Ax07fxzmwSrAWi59AC8+JQ3Tsmcm2+sqtD40XWSPQWZzNm+7SwvB6Oyc5Yiy16vQVui3WsuFqapZxYRjJ9H9U/rc3pL8na+7qkL1VrDuK7lbCByZjIPSJvdK9bo9EYcOdUbc/jV6AqZQjCNqcFUQjLMtDM22bikUBvbhbQHyzztWAeoylz5XHgr5pwDUDi+Zu7tXpXfYd5YGQ6+mAOUjdSUkYAsDvPMhrmGDfPsecVDQXOJMGkQjK7kAGUnb1gVKK8CoXcFPTaWkzeLulQhysmlewEIctw0g/gIjUagvGrMydDNNXb/5MfZ/KXXItAEkx2/Dpwaz2ecizPKYA5dwaz4dOlMcMru4XjDyKYiIrM0ZoE0rcw916iQZe1dABqFLqSBB8olFWrhHOsKqqxyCoReeq0sVGuFUG4THj2FXHnZibdLgKBSIx/g37MomZLOKOuCaly8/gj4w0+R2optvi1a14X5DEGF5vtweAVBcaOx7J0jGt8o1Xf393AWp/8rHLed+VIRHT0HjZ6hCUx3aL74awDEG28gPvNNoFVlkwswpy3oIJdOL+LabkKigguRi3ByA43Opl7YLEJVYW+jodzM3YA9sK3gRe/fU+yTrD2ceY2XEMspRaYjGlrL6U5+Rk52ziC0yN2IXMy7twuytkIQb7waKM/Eu8+qS+S1ktVHEcSFVAmvxdssBwYua1sksee0hVWJjBhYKkeBE1nlzcjNr9E3TTE52TFvOdspB1TGxlrMs58nwutFB2HFcq4zMZGQoQ0u4iMQqhZAM581+9nwcm4VsqzS6ffmbJaBB8rlvyk4R7soV1/YHFgSKKkSASnjoEZudt/MO650ANLNJQRBbkbZSb3JApvjY/NrrRkQP8655xInb1jtd9VWHSXLUMI/91VBkHNdzNEqF/GR1xxW7Xwwqlsbc+m6gr3Cr3NhA8pcEtsbtgSfn3kMprtGQaPMDdIbfuRTLwxVQnhjp8LxuhdACIIcKUeY64SX0ULmoD1fVlMkQ4wWcbUsplGeaBIOMmhcWoKuDpS1tzrPX9OFVdBB/mFhZS8+8/XzFE5BRtklbrLolulQrdVcBZN0mPs7Rjfz7xPZvweNIiilXtg18DZQfmlHMNmD9fuIdj/G5gfuof8H70K2z6F6dyOXHyLpXTSbdAVJMoBo93MgBMnyaaqEz9jWAd7TA0BlggOnsSgKJLWOj7UDNHKzto57llcSTocHyh3y6Q198x2Eg2fK5+YNQvJ5j9JqP4fjncLfw3H7ikpNANM7v+PE3LNP5e5hLgOQ8cbrQSeF5g++/JojqXf8YmFMDJJZ7ud1peYqoMpRIPJswB2XNU+789R4DmTkgBanG1tkOTsfa91QJXLAmc92l2n3Hpsb5mCQCYJGVgavWkbZAO8GQQ6P0nFjq2RZvfZxzmbpqENOvqwsdGvNAI28A5C1m60imUbYQkU9oJFrZy/iEVpQiZPp+zJynonIrg1VP6tx2rRl+qy5OXnDEmdJP15zBS2yLYq91nZlCowzf8mpFDgdcCjVx45XTX9LkUGQN36pwrXtnkMQEA7ykxbCVQpK1jnd6FuAZoByFvXCV/VKqBIwP5zNzb5Oh7PMLqOFaDsXLQKi3d/PvGZurV0NnBnaYzO7kqklICoDZYLI+gvkZ27D8YuWR12cAIu3vs67LhYB5XBgzINk2QGobaXrSg2ztoFZYXJGLj+E0DPCo/zDDzB3i7zywcLrvhJxGyin4uiRvwzf9OM07EM1eOw9HH7d/+35RnL5PgQBIidrdjJcxumkoQfMS9BZZb68EPEYHebxbE32NTrMd9FKRzC8CkLkcosS2zFfBch7/eaCLJXb/MJh+Xfn+JXzRpHT4UrWQmlEnM+3C7zOa5lpxunfKCvE1GjaEpZkbboXUVG7sFnTUy8qLtK60TENljlGK6YpTRWW6P5/9t47ypKrPPf+7QondZ/O0z05aBRmNKMcQQmELRmBPxtwRIA/4wDm8zX+bN/P2JcP7Ovra4MxNlj2BUSQsBBJIktCQiiHkUbS5Bw75z7dJ4eq2vePXVUn1emuI68r22vpXUtrlrpP77PPqaq93/28z/O8/vzcRLnVKd/jMIYRpKnXqZJ/S0S5vARShuLteptlq/bJXuv3lXyKq+NVm5gEoZlKEFYJnygnhgADvdAqQcsRlo6AEUcKDa1Fu2PvWZAhuN2Aj4y1KnMKFwEOywN04gNILR4o5hOVPMKxcUJw7KGaZLZqPuAJzMLcI2puQ0hhohWCkyqVgLSBKEc6FeIdkNz6XtthDhhUE8jlKwUqoVnJQ70yqLr1GYtHWr7GR5RDUAhslxplpPa1Hq+SAaxlPZkBhcbGBiitdlsXByHKPlIYws/ab2O9jNe2x59e6T5xE0aJQC8EN6bx0NwV0Wk37I71qpqUPtb0O+G9X9hEGZfzvgw1RCWiKyO7dvK8qr58mc588dPfA1nCDgDv6sZz915zfk/rF0mpEGpZXrbyoFyVyitWp31dxTKc8n+veD1RrgmnYw10rUfPnsAxuylu/UAdL8/jnUXmgk+njaHnp1RyEESVcNHSZRXgDSFsq6Va1e7aqt5zGQVt3dy8MmfA3ABkYg1SOtXSz3LzsgrKJWIZJMhxxQZhWqdqxQUlSlmmTG93rHWbNcRaIkpQs4GskBg0JcotUFu18YXrqGgn1iqxXosOjP4GEl9+o/SnZHaiWju3QFpt1UJ8pdKrmpvHeQ6+vlp+2hWkrexmAOogpJKW4A1JlLNI4azcwY0aqoQjAw8FVZeKlUu56nWdqkUtZjBaWMkiqIRGC9UzY7Sk/XhIphOCKw6oZ9q2Azc4ryIRxskEPIcPWtMbylmVzIQsNTuJIRDRQETZS1hkCOoQVJN4rUXzAS03CdJZtpJUN16sD4EefPj2n7s2OMouRz3wMOWCAWFL9KoCFGmJFnqNhkDRtJaLytCNIO3lE+XSElKEo0rZ3ecDYCw1J3vV+bmHvRDjOfEBBLpajwMSZb+qFqKk7nfnW2af0Iqzyh1lpUO8l7gKzRcTN4bnYBFeA+ACPpkAQEraCBlSjOr9iRlXQscWya0nll0xhPDbyMsWziNaYQ5z8TjI2RUPZ1aPolAaqQOt37KcdisIKyDKyfNAllfc+7XCnLpmrRw0/h3j9UQ5IPTMSezOc5uUq5VeJWqLn/gC+lLrRcsfx+XvBAncnDb7qSv+Ey0fwsqqN4J0MJdZ/Orm5p3Kk5uDX6AZIJwq6rlMKOqFXF5JL3SkGVOdr+zly0haaQlJZXlRih5x0YdoSxQTVAlR4qwo1lCWZLXXu0WiXMoA4Sz4HLcRipZvgWZ4qF+iHbSwdWczYZdaquKbxvJcNFq0i60K0kKgooB0k5ZW1B+tkgMRjrLkI8AimBvr8bTDJraKg9hFK/6pVsm41IuQCV9swKU3tOCf2pVQXFEvpJlACMPVDTTMrehxRcNtHtIXCAU8t1K6z2oFQiYGdnwVSANtmUQ5rBDKc4IQlVLgQVRVr1q3mm8Mn94QhJ7bRQSS9uzhXGpIgABXgQHhqjXV8eLqlg/omCrKWRw9Smnt2wL9rmvD7jwXKexl6QiqMmmH4opbni1ZULLnjWeV3JbuYVox96qyuTAQAbxnHykMw4v3DsmVbEuOrCrRWyseRGsTxmXpOYQ/APmagiAAyduj20CUHbMTgRn47IObH8hwwIz3vq3EgT4oIksrVgoqfZcAYC5nXVdw12ZZXpbu58RWIzUX4FiJF48FIXUxr2W8nigHhJ45HtiEwepV3srm0hG6nr99xXG0YgrZQujiJbx65lQozrNWTCEQLblUMtqH1FxKRYjwvV6TzQ4F/phGBD0/uzKp3yoANqxQHnai/QhhYiweXH5uXlIllk/67K4tIBItebFQ5Yu2al/thxANaP0yiHLIhcv7bo1U8OfV3IoDHeGSUcUXbm39pRK0ENaAoNona7qy9gtMWuZQSUvIJN5PWlpwMq0ScoWWs9WxaqgSQZ62Fa9Vd/gulE6sD4QZmMhX3RFCUi+WKw87FYR0cEJ4Aft/EumiJS2kvKTmtlIJ3B9LbfhBnGdRySGkg8SCsFzb+JCimwUg+54vqhMiAQLl3CKFphKDoAOL12o+7Gf10MeAqkhVINVOouwiygGJhqoSOEgzvHWVQtrNlocz4RSxE8uXwNWbK5SyFRIPbuImy+FcZbz7Nxd8gFce++6hO4zNWbRPXTvNCEaUvTUhBFIozQ73HjHQissJja0VhYbeXKRYThisyvwrVRy9cBKusDJIU+Ai2CvpYerG87zFgwAGabuIdxmu/quVx3Lv85bCRZ9vbK3oje9Z0GrZ1nurt/5JjeUPVEJgx1cp3UkLzj54z50V+hD/WsbriXJjVLLohQns5PlNv3Lig25SEUEsZ2LuhijnkHoL/16hITUDvTiDOffsimN5CbCzzGLjRJJqMV2Go+S/fWkJib2sTUxl4DKEoxMdvX/5saycUnCvkCgr9DqCOf/CCuOVkMbKbgblVZeBiKGnT7ceq5RCyHIoRM6pLSEHJI+iknMbXYRLlCuujV+rEqeRHQVKoTxtAXdx0xGlgMVG2uA4OCGU5f54ZgKBAXbzoq8qHZXQrhd+0tJC/KFoQyGT+EiX8o0l2CLO93gOyRcF77sLSFp8lNVuw6vYE2oFCAO9ZKad6+AKIYP0Ch5XNLT7iJco26UmUY/mji91s6XotjH8JgsBtoRaYQaJDOWNrQbRVVItYmgB/G6tlFHJXth7zuOyBya27mFKC4/se89/kI2gsHII7NBzU+P1AmbzdZVS0X2cQuhKgRPpgGW61GrFeXe8MO4jXW7TnBY2feU0QkocI+T3FutFKy0i0YMT5dKCWk/DlNSFcJF9s6W/tDowVHyL1ZbhUy9E64Y+dgmJDE/PiQ0gUbQwrPr7RDhW+4hyrF8h8QGHbgWOSez4AFzx0RXH8kGSFnQfX6+Djd15zvKD6dFlvzeorSit3Jra6lZUjuWAPHVdX0+U/3OEe4Kyg/yANQMn0oEUMaXiXw4JllIhfMt0+7I71iNFgsjkyipPI6OSweXEVXbHOoTU0NNHVxxPq+RXLIUXXSeIxNE7lv2s6gF0Vkz47OQmpIhgzu1q/SKriHCcUN25vG6H5nxrHpVe9BoirLxI2ysgY9VFIxz1wupV8zOyZ4PnlpsCiqEXBic+qEr+AYiyV3EIyxcFr0wf8ROo2hDljBK4mSHn5rk3BKFeVhGxDG2o+c0VAkGL7nw+R7mNBdXv9teYHDhlV4TTDvXCOxQEJI9uktUWqhQboFWXRB/tDpsou+JAgeE7jfhz8xLldpL4hFtqrjTb6mmFWYQMT5UApS2AWDNdStrudS2HRm2rXHanOWnxPJnbOrB441lNdAnNQ/bbSZRjfQRpChSyb6MOQOH0CapTqtY6CfLoCGEEpEJTXuCVQqBdokfLC6sBcGL9CBwQ0RaJ8iKqpB7SqzjWD6K1MFhUCkghV3Ra8V0vaE1xFJbbuCgEcg4opwozQeAhXtqqY2CIDp9e+DaCATx7PxENiXZ7LkCihRjOd4CKD4G+8rWVZkw99y32fj0/49rVrlwVqQxcCYA591LL1wiPZvJ6ovyfIFzeYasFx05uwek4D81Kt+xqBu4mAjjLCBgq/ReBSC6fOLqhZ9yufJ3B4jsAq+cCwMScXRmhFlZxxVK4l4ga2UmMZVBgtSmFSJTjgwgExnzrh0V3eU9h0D2r5wIkAiMz2oSe+XMrpUCGQB+gvqNdkLDKSyhlSI6yJ9gMKnFKWyXeso1E2UvQApwqqp20wpeG7Xg/CmVtSB6l7aKs4ZFMH2W1Ck0Lq39NwzQv8cZLrEYSnCgrTrGzcum1drxYL0FofJWi4LRhD+e2Tw6wivQTtDY+q6feD0JZhesFvFy3tfo/EO4hU29Cz33LvzYOU56NpQhw5VAJldUWHcHq3gpEm4SQHnrmaFp4BNinoTXz9n0LwbaSFq8c3XygapcCA67nrhBNav/qwbSyoqiqcW6Blm52yfWMroTqkAggo13KvSHA117LuyX1kNQmX8cgIoH2cMKlSoRp/Q1e05FI4POgAKiyqoqsFN6eIETLttPCKYfWTnhRbYjUcLB11J7RzuHM7mjdr6CaKIfbH6RXJXKC9yev2mcnt4abW6wPIbWWeY6WnwRZprLqDSuOVVrzFgDMhf2BvxelJTS7RDvA0WsZryfKjeG12m1RwiqvvhY9Pw/El+0KFzvzfaSUWN2tSxyV/p0IXNsfe4VOSdlRlBNEa0V4ZeBKEILI5FPLjgUgbHvFUriM9SnxgujEWNzb8nWalQVs6FjeI9dfFEppRAu3D39xCMN71CM48V6FogeJK6X0eU8reZUCFDa83f87nGbkplpqX0FoWDM/KYJV/lpuyu0u10ai7LkGBJXo816L6PCKYYWyG4gG3phWXHCFUO2ge27DGymaqBxtXVM37PggiFjgIq3EPG2WwaN9CJpLidUyexsJnxHH0aMIR/NpIP54nu9xWHcE8O3Q9MYDkJRo5bziFIdAgPw/c5u/NPKxPS5vGAsxf25epSDAwkp9l+HpOeA2HhKiqcriO2iEpOcA6vnXYygue33S4lnQhaXT+OMZLlrYiAKX1RrntHEo8A/KDZ7W1QO3FYoqAV7yCMZSs7iqKiyrhEOU8ZIvM9BH3RNprVRh8+fm8naliAYCFj73NCRFx+5Yq6o/AV7gwiogpAyXjPr2cKA5TqCIXNgWrfQorcLxAIYARBkITeOAqpOWHiD49tYDO6SvuP85WrleuHRLq6uZVho4t44NQBQjwAoPwMicQVDG6r8ap7LkI/iBM+vchMRpaV/rCVUlVlu0tdcqXk+UG8NHlIMXsMKWX1BcIDGAvkyiHB9+EMESVk+zKNCLSr8SBwoZITLz5LLTUg4axWUTIW88Y3H5ts7tlMIrAxcjRbLlwwJVoQvL+B5D1fsYEWv53elewhdycbC6zgFimAvNrdRV9yub0MhNDQooAg4utYly2A1JakZgt0TDE0nIYmiVr/QT5WaFtJ5VCF21U9bK4VE5Gj1GvY1SaiKUnZuaQMTlyDWL0jxEPTSXFa/krwV2mFNJUHvonpekNzoa+FQR2WZZPd4bmMj7jR9CemOrsTwlfUOyV5xDSFt5p4ctDVMjDgxAlCUyNIoJuD7PuuJkNmyEqmV6pc3roNYvrcHBwU+U20CAwRVhieakxUseZRvXQc3PQwvrr6tm5VRi29ahQFlONgrJ6teRkImyu7YameamDbWJd+jxXN/zoIOoXphRDh+xsGi3un8FZmCS5lvhtfDsbx5vlfKzDkjivaYUYZxWfNcLIVTiHdRcybHUOtdGKOeL5jbx4lUgyl4VM8hBR4m9bWTIa+on6q2s5grTCFnBTp4bajirdzsIDaOFl7JWmAVZptx7GZlXPkRx+F+Xn14k4br4BIjHvUTZjLa11r1W8Xqi3Bj5aaQwWtoAyUiSSv/FSK2rdaJsFV0j7tyy7UmdxBqcaC+Ovor4iTuWnZZWWABZXBYZlbE+HDOOVinBMmJD3S/prLzoK9TbQF9aJvm2iooztoIBvBNf5Yq0lkmU06dBOj76vFJY3duQIhrIy65HgMMgrTUPcMD3p5VSSARSM0OX6aUZd1GLhrG8yoVuQkjurt/KNsCyT8+NgVT2UNIpU0ktYxTvhhMPXqT9w0obzg3goneiOUHzFkE7Ee5woea2ykWAA5o/lDNAmw4Entiw4bur/n97CLVq1BNtTqjcZDesSAuqHMRG9waPbrVs+/Wg8eKucLGRPuAi8e0ke+r944CJsGo42VK616HiitZCzs13DKn/3nwHjTYoK+AlfJGmpMU7FLRj5wbeAS3SfABym5e0VcXwLECLwRSYdhJlq0sBLkE2Z3XjhaReOH6r8wARWX4KEdJBA1QFQ7rIvghClK2i8tkPayPorhMeZatuLL9jaIgkvmYukmggzUQ4bfCT3XASa0A0t4n3EuVQc/PGivYhka6Wpj4UHWN567W68BPkVtamrl5nmap0bVh9yt/bWAzQPLmOHFID290rK6nWlEoAq3M9QupouWbxvZEZQdIeLey1jNcT5cYoTKnFZhlVuEJuo+hLwaK56iawwmIjhBrL6Ccy80QgegaKb6dZBaC4slF45zoECfRsa49MD+ELk7hU+i4EwMi0VqsKx1Kn6JU8fIWG3bkBKVrTVlRpphTalsxOblS858VmxLuWUxwORVMLjIBAnpcoLoCmKTQ55OLqRLsQUm9KvLXCrFoY2lhUZbRHKa4rzWi3QqhLyGgvhbN3kT/+KewVOkh6XRkbk1EfUW5z0fKsjhpL/np+QiGPbSSP1bkFWH+5pdz2khYvUa4XL3kd56QmQAt/MLCTm5XgKFvPtVUHFsf3Ww01N8+pokEc6B0w2t08rI71qGSvmVKDLLedKDtmBwizrjufqGRc6lB7HGWfy95wKPAcNNpFgO3O9YrLXgiiN1ih+Z1eeN9dXQLpWAinQvtVjGAnmPoDd0iBW2ItyEqL5NHVABjx0BUgJz4EQgv0eNezY6i9K+Q9LIQ6sEi9qeqgGr9UlPVm2DXT83gPevbdtSpU5aw2aRcBbaelBMcJbVvpz8/ratrIK3aR0rbuOU0HzQjs4KoAi3COTer9vc8b3L1V89qShzxMWW73PiPAIk7R88AxYziujZ9YwYXI6t0BwsSce7Hpd3puHDSt7bXptYrXE+XGyE+vuEBU+naq5Cwd3JnLL7WFOJVX+nYq9TFmS8Gc7t6ojmGAtjyHz+4+F0QEffFQy9cYrp2avQKnGFT5UOImGFbzw4yUSlgV0jHASm4ErbM1opwbI8yBwJ+fS+fQgx5mr0ynR1f83upCykBRilZKIYX0PSillBTH7sfOnW05lKfgbtyQ9Pw0aCJ8WQ2UWt2INvNFpYO+dBZkDmn2YLvoulyhsYv0k5YGqkRhBgmh2/V6ocrqAYhyYQbVvamdsrUSrWrlQpOwUpnwV9pCC30BniPruIpVd4SVLY5qo9KjeH76Uj1KZaSOAvm2hIYeZ7jRm1XPjrpUiTYT2451ilLTUCnQinMIKuGFgf78koBR152vbb6+N7cWQkh1j9jtI8DxISVKazgUasV5hCy1lcQDqkmQ0OueV/FqeOyANBJIZJPdXPXAPRj6npORXiSVYNpVZhTptpIOG9510BvBGSlV0iJLLXU6geMlBhHoTRxlUcm17QThdQ0N8gL33CHsxMp7Vy0NRAq9CdhSln+sDPA0hPfdGY3ovlP/+9DjmXHlvtFASVBi7+W73tWGrGnZHWStJypZl54TkjYY6UEK4btl1M0t73Xl7MJ2D6naCoc+r2GbsXi8ebzCLFK0V7F5LeP1RLlfM3XHAAAgAElEQVQx8lMrmnFX+i5UN2MpGyjCq4pyyisuNuWhqwGQ2hDmfLD7hWcMH4aXVXHLJeZ8a/GdnhsBKVt35at7cdTdyGPouWZ+nCgvqpNlyM3c7joHpIaRClC/OpbbxrIYenHwE6pSpulaeJu5jIZM+GoXqqASYmmBWn6ytXSA0vh3KAzf03p+Lh3FaOhwpFDb8IuWP61IB0JqdQi1nhlGs4tAFifSg2O5KGnQwaYmquLABiQzPwOabH/Bd3mPjUIordBeIwk11irFjaWhSYi03Q203FbCJ42E28baqBNDep0Jw3aX88J2PbLrRDh2WR2e3QNL6NAMtSE1cNn1/DQIu62kG1TSAjS5rShEub3EFmoOQDXXtdrlqz0xH0ZM8fYdEFYVoVZNKYqh7dL8uXkUnWxzotxu1UGNp7672gTSF2hqJmgr+7v7IQRoum9n6I/nH7jbOySj666osD6M7Kh6XtvSJ7hc8WKzu4dfvWxjfgpR1po6OPraiTbErSpB09Fsu2lN1zPDqmLj8r+XHaeWeiEERgN90EsApd7GNaWmUtDQXElI9T60S1mL9iCkXo8C22X3gBXeGcUDFKQQzdZ6juXeh+HpPsrTOqaonA3hrXtOfMBHlGUL5ykvvNbpQR0m9fw0OLm298PXKl5PlBsjP7myEtmI4yT6EaIDPddMcfDL6noUVvBTtbs2Ux68CrQhzNngRLnqGrAyYmD1uj3al2llrRJvCye+PKfYn2PHahDBraKN9LD7mnBjVfp3IAC9kEIrNKKsVScIGXLDlGaH2zgjgp6t5z4pniJtbJY11IugRLmYQjgF//BTmvwRAHbmCOk9Hya99w8pjn6r7m+8RF7P1M9NL8yAk1/xUNYYis9azz81593Of16CZrs+wyslylGv5N/A2y3MtC3SAvdQIPR6zrOUqvTcbslfaDjxPiX8rOm8WOfI0cbmqxb9DsBE1NjhiUpGoedtJ1QD/ny8MJZOKo6mzLadoEndRNgN9JzigkL2Qh4avfBoH3U8YOm4FIA2E1u862rU0Uz8Q6imteXIAS6Vo8E1QDXMKLW9UVb5rA1ivtLCq7uHvbJ/ofYead+T2QtpxJqs9RoP3GHDiSQDkUdVeQjPKYaaz9mAFhouLx6pEmUrfZjc8U+3FIj5c0sMIqRANAhSvbXJSobjxQIgBE60C0Ss6dDtNWkKtXfVVAUloOca6DllL1EOZ0foD+v5bZdSDeCKaDvpBu9wFqmzTPTbQ1MOqa8BH9JGNNkv6rlJ135RND2vU6ljfOmhd/O9Z/+8ecRot3IyavDb1jOjrofyGhx3H5cBjatqw6sUNNGH7DJaKYVmp7E7W5sf/HvG64lyTYjiDOQnsbq2rfjaSu82oAM9wA1CK0yDpoc+4Rc33oqQym4lSBHqd8AK4QRhd6xDAmbqUGC7XgAtPwuE35Q8Z4mgco6RUs0+rO5wN3ildzsSTVnONVBN6nrHt1FGVBt5DD1bjxhoxTkQ0hetrRy1i17DdXBslRzYGaxoP1b6MHb6ENF17yAydAtG13YEGuX55+r+zOpSCmM9W1Omk47y2XZyONF2E4PVQASthoOuZ8dcD80Sds1mLq1m0V9d6DFFq2ngUOqFGZCF9tE4T6jVULZWNJY2RCluKGpQ/X3ne7xqoiWdRkqJDHiO7Hg/iGgdoizKGXWPtC1wS6qyes13V92Ii22X/KWRQDh2HQ9YKy0gnPCHRi98jmdNmV6UFt1DaAUZUc+WlE7g99QYdqfiKtbqHnyuaJtIPFDjVOE979JFqCvtHxw9gWtpqUrRkbaLvL4K9DzRnED6PPZX8VntmEILsapJhF6YqztwB0XQPWwnhhCIelTZKqoyuJ2uG2/FxNbrMNeAdlfRviJOdBBrcT9W6mVkA1Lc9Dl9XnH9nmPOH0DKkqK0tBEqqYo1i2Xz00ARGYZnW0e9EGiVQv3z5XWq09ug5VF10NEcpw4FFlIg26k4uGEnNyp3iaUqXVKv3QtDI8rVToR6up4S5usdos0UmPHZfaSyo5yceJpMg0WlEpBHmkAyPXMWIUs4sdU47ncgreUTZeWg00zlqD0U2MnXE+X/8OG1Vq70X7via8uD14LQMWeblZ56YRYpnNAemb5NnKM3oazgUTnKyzpoVF8cwYkNIKRJbPjrgS/RiikfMQgTVs/5IPSmhw/ASB0B6WD1XxZqLIw4VvdWpNaFOV9P6vdRKkHojnDgJekx9HQ990nLT6vPmWjdpKUu6tCBBl5scQ6BQ9k0mM4dI3fkr0GLEV19G/HNv0Fi6wcxB96ILM0ha2gRVkCJXpQWXXFQG4IZb7yu80AIzIV91bkVZpBGFCkMnBo+5EqIMkIg9aiiMnidyNzTvXCy7Sd7HtJSgyp5oiiJ09Y1BbC6zwUi6Nkq5cd3bFkG3Sue/QrpF9/T9HOF7sfqGqyo8mb7ThCqrK7ViQOrArX2UVtPCKlnXYqOlO7zUGn7gCHNDkVbqeT9+1hv0E1IKUm/+F6KZ+9aeW5eElRTMtXy04oXG9rjtRp2VFE5REndG8LKuc9D+1QkvyGK1HzxoigtuVUHq20+thPrq2oy3PXA77b4KhohOB1rgAh65qw7YfV8YaeXPRT80/d+jvue+qO6n3kHFmPxoP8zPTeOQKI5af+7m04d4x+/87OkAnQb1T+MqO58tlPXhdDnO+sxMBLVJChAHFb3Ob17pJyuWzuNhUMImW2L7wxgJzfQiLLiWIomFnLvqqUCKEFsvduS8BHl9lxl0KNVK8zapihSgzbRaQCrxxXMp6qJsm+XqIev2NQejowGeoOfKAfYy+ZqqmLj8wfrfuck1qm9v0FTZKTPoug5Qz6SvGKiDEgjitbQXbL2UPB6ovyfIMz5F0CPYvVeuuJrK4NXqb8JIqa7atXQ5u+JIReZCRa5KbueYujxShtvQYpuzLlXmn4nylk0u4SjydAPoJ10F+hMs3hR+XoWsbouCDUWQGXgIiCB0SCu8JA+J9rTlrDK7t4KwmgaTy9MI5w8djxkouyGwH3vmtKdt3BZrkI6suZtdGz7CKKGWqPF1gISp9bTNapEOHq2WvZrTFraCavP7ZaYOlwz3ixS15GRHpxKFUVcEVEGZKQTIQyftlI93bfBZXPD5+4Vq3PQ815XvvbEcuAeMhrQkaqIpLV4tDzzU/WahjbEVnKLsnWqQ7y9Vt3tHQpAIVG1ftuK6iNw9A4IKW71QiUahv/8V5PHStuIsle6VvxulTxq+XonHsulx5RnHl1xOI9WZdRQavTCLAin7QQIPAFuxHf5eTUNM/wwYm5TkSo1rO75Ckkv80PoSDOBcKRP0fGoF3YbHGAvrK6tIIRfefOeL0EZZ5l1qWzlGZ6pB2FU51UwFg74P/P1MLLkP6/jcwewnTJTCwFNmGrCQ/ZrKWt6dgSpG/4ByEuQnZCJsmqd7l5Pu4xeSgFtgBVuVPovU4DATLVCp+cmfPpAKKFxTaJsdTRXHTW/pfOruIfjAy4dsTYh1dprmOPNrVtVHT2RPVTvYbuNymototzYvVXPjCiwIsCNJ1daoCPWh6HHmJg7UPc7VU1uaHQjHfT8FGWnxNHcIovFNCCYKSzhtOgK6IUTSbqC6pp10wNThI3duSX0x30t4/VEuSa04gysfXMoix0nMYjUBHquuZuWXphF2Bns0CV/14ZNdDbRB8AlureRVOW3vgsQGIvN/GmPZygjbaiQPeP8wNbJc0hhh0bPASzXNURPn60fq5hyLdPaQ6ks1/midqFR9IY5oNLGIu0iykIDBHqNm0VVoKkWArPvaoyG06/ubsqeuMELJxJHK+V8pKU+aWkTQUt6ZfAaPlt+WiUtkb4q8iNMnAC/5cZQFBfTT9Dqkox2USCPt1tTGvb9otvoyuePl1T3Xa2jiV6YVvdIiHKk0+C+YbtOFcZS9T7RylmVZLSJPAKqYY/tVJHHUgo0oVwn2gy7YwMS0/cDryaPVtuIshpvCIg1JY9SA2n2UEgtn0TVj6XoXLUHIK0wXZectRNW9/kgNCXMonpAVjaOryJpcZMgLa+eCf8wRSW0Z2xtOLE+5RzkPhN+pStMRa8hKr0KLTSXFKBS+3y1cm4oN9Ah/LH6VNXOSNckez43u+KvwQuZUfffYFcmLzwaVy04o2dGQVh+9TIsomzXtv926RK1JXUn3t4zYbvJozlfrZxVUdGQz2oN9cLq3Ki8lGuqjlpxDqRU3SLbDCu5GYhVvZmtIgK9bRoHVJ+vWg61lp9BCto7YHhiPgK45y63O8i2MldcoDM+yNr+HZyafA6n9oDhVUQzNbSrwgzCqfA0JvcdvZ8fTk9zpmzw/elp9p28f9kpKm1HpO6A4SHKTnyoJZ3u3zteT5RrInPlHXDrfaFfb8e6ERWrrmQvymmEXUQ4Oay+K0KPVV51pfJ6TNWXPrBLblOENgzgY33ISBytVAgUfgDYneEXLic2oE6pDT6vWnEezSrjRNu01nKpJsqpoqr010oLii/aLsrqChi1/Fxd0qLM78vYIRcb6SbKUjMUCjT3cnVufqLR+pHRYipRths8Xe3kGoSsNpCo9dm2O7eqcaVNaeoRrOwpyvPPt3wP71qYSycwZ570udPCWsLu3Ip0EeUlrZcT8yeQ0qE0/Sh27gzlmSeaeI/l/otR6P6Rus/5apJ4Ge3FMaII26kp+c8qfn2bhx+oHoD0GmGVnnEX/OTW4DnUVAGcBh9hy3V5qS1xikoaIa1lbckq8y9g55uV2k6kG0FVra6VFpDYTffbQmaEY6OPtxwfwOq7ECE0DBcFrEse20WUcX2eiaC5hz2tMKNK6pF+EIJiDdool2lOBKgyvRFVojT3/tHzs+BkX5VK3T/suYmB121N0dXa/6wKkYv5CWRdQyUtuBQupaQ881jgYdJ2vZQ9313VBKnktxoPCqc0F/h8VVxKmu4mr3XPVyLYuSFdI0wslNPsPfU9HGljd29H4tQdkhXNT6O2ArTgHkAWWtiXemF1bVGf00senQp6fgJhLVbXJT9RbralqwsjVm3/7VbUqoeCSug12J+bC84YuTHf095bP+2OcAeWWuqF3TGEEDp6jchdtci2lk1GrewpiiPfwGpoVmJ3n48UEYw5Rdf0LVzN5iqtd29UFvdiZU82/V49XxHlouXtX4UZBVa0lSi7n1cINNtBq01GM8MIJ+tfV4DK4n6s7CnyxQUSZpwLuwZYyk1wcvzp6txdbnmtU4V3HU5LxccuOg6PTqnv56UT99Ul2o1hJTcpYXANH9s7FHjUov+I8XqiXBtaBNrwe7S6tyIwMBaqVmy1grQwXGd/LDd5NBvKZVW6QwknsXyL6LrxkusRMopo8Mk0FlXy5J0UQ4UQOJEOhGVR24jD8BTNXStb9dSGE1+FE+lE0FFX9qsKetq1TOvCjnahOQaa65Dgo7btLDbuIiWMThwhiNQkympDEssKA4UeQ4utVeKXmg2z0qf8I81p5WpSTVr6fG6stbiP4vDd5A59jMLJO7ADuOrqTYTbZjdG574/97nTojyDnTxPIUBalKemz/Do2H5mxh6iePYrZA9+jMKZO7Ez9eJTa9XlqsQ5t8f/nCrKryq5tTsGEXQg3ERPc/1xwwsqa8KII3XT5SW6iXfmrLvgB3PZnJqOarIBUXY6ViOF5loRVUDaLnJrtZyfXZwif/KfKJy+s1lc5XbA0zMq0RDFFEIWmkrqD+/+W370wl9StoKRQoBKv0upSSvkRtTwndtp1OKP17uj7rpqhRmFdrvIX6mmmuMUgxsd1YYT70dI9/myS2jlReVTHLJ5QW34lQK3YYPfbS3SBaI9T1twLSeFgV5z2JOwfGKbH6Zw5ks+Tac2rO5zkUR8311FL1sePS8M3xP4fBHpQmL7Fp96CJS1VlC19+R3ePSVv+fE+FOgaaAJ9EKNvWFhBunakdkuep4KiygnNyn+qfu96blJhHQQ9gJ28nwl9gxJvQBFIVROFR6iXOXZtk0fMuI4ZgfC0X3BvHL3sHE6Qu6DtRxldy2rpUoqT+bWQIqUDoVT/4vS5A8pjtxb9zs7uQGBUPRGKTF8G7zm/MG7N/LH/p7CyX8OFFo6sb46nr2qIufD+UWDuzZ5iLIA4pizCnAR5YwLcpX8dVNKSf7YJ8gd+hi54gLR8jTrSodJGiYvHv2av9Y5sV6Fdtc4VRjZUWwpGSHGxRtvZkMshqHpbI7HWcpPq3u1RVi9bp4zV5szzQCVtqsOr2W8nij/G6K89iYAoqMP+T/zbIrsSFd7iW33uWoTz07VeeQaCyoZdXS9LaJ7pX8nCI3o1JN1Pzfn9iDIYbfBKQa1CAoidXQEc26PEvK5iWA7oQSCnXWuIaK4AE7h1ZVz+y4EOvzFwV+ksXBi7fEURccWbF1HW6zlxk4Dlr8ZeVGq5Hjghf/OkouORVbfip07Re7Qxzl69gGeP3yXQpVkhciMEi/q+RkQ0m9LC2BnT5GqVHh8bo6K45A/9imyh/8HuWN/h9OgOK/0X4ZjrkLPnvSt2ISTx06eh6wsMWPpTOUVCrv70Bfcv1KLaGnygfqx+jwT+JNKQJafxtEjgMSJDXFq4lm++cQf8I0n/gvfevIPmVk8QXnuGbKH/wdzBz7OD5/+I/+zA1jdW+oqI76gssU1ldKhcOZLWAEtyEElo0JqKhm1Cm6r12Lds3Bk5FGePfRlHtn9Pzn5yp/5P3fKDe2vhY7duRYhoxipPWj5GYS0gCKVvqv9lxXKaX606y95+cBn+cmTv8MLqQVOzx5oSoLsnu0gBJEZhcBoxXmEna87mI3PHWB8/gBS2ozO7uXB5/9/Rvb+N/KnPle3YTrxVThGHL1UQJTma2znLB9R9q7FriNf5cEX/5rZpVOU556jOPad5u/N5bOa8+4BKD/jPguuB3hhFie2gSfm55l2BcnFsfvVPXf0E81ovCuYNWefazhMDfHk/n/h1MSzjM3t55tPfJhnDn4RgJnpXfzg0ffy4pF/5ZUT1UqdjHQhNQM9PwdOuWrjWHMwOzz8MN944r9w8OyD/s9K0z+hNPVw02etUq/O+J8VYWM3JFSzS6f59pP/Lw8/+0fkTvyT+p4yzRoTq28nQghXqCxV45YWGpGKXeKB5z/KzLTi0j6379McGv5x3WuceBdaMQOOo0SQmoFjdiHN4HbdmXwVUfaSjt1Hv46UEifaWdeZU8vPIDWBY3bzytgz7DryVTKFGTShk8qO8vzhuzkyEsxD99ZtY8n93mqs4ezkea4Y2OFkLseLI89WP/PiXgrD9wSg5zuBDheprdLV7NgqEIK9Jx7iucNf8Z+vpdwke05+t+7eqA27Y20dr9jIDCNkXgnMwoRj+aV823PkKc4rNyjHxsiMgcwFAilOaY7sgY/gFCcRZi929lRdtcqjI+rlDFphTCXxUjZRGu3iFJbf2tnBKc2Q3f+nTc+XGi+G4e6HWmFatRFvUXUI+LDuv0L5mwqDiLv3+2iwrK6bjiuklVKSL84Tc7JE+6/l4mQnU6mjfO2xD5AvpUDoOLEuRKVcA1aMMikEZTTWdG/i5wYH+b03/DFvGRigO9rFD5//GM8+9duB+1dlUK2zRqq6lnoeyu1WHV7LeD1R/jdEae0tSBwiTacjqPRf2p54SXM3ceIYqSovy5w/iBSOO174y1XacBsA0eHvVX9ol5RaVWbbVpdWes4HEcVYqDYKiczuAXKh7PSa5jd0DYgIkdmqRZzqptW+wA2gtPp6d3F4AlDiA4nLXwxt2eOWld2TrV2a97sRGksnEE6aQqRXCcJcPuDpyec4MvITHnzhrwCIrLoRo+dS7Nwpdh/+Cs8e+hJT5iCSAuaCKjdphRlwCnXXwMoeZ/dSmpP5PKfM8xGRPkBiLe6jPFW/8VrdW9GsMsKuEPFdV4rYnQpR3rc0T8zs4PzutRzPprDXvAuz/w1Ehm7BWnylrrW1jCSxo91otkTLj6rvzYwi9Q4cPc7j++5g3vXKnlo4wjMHvkBx+B6c0gz7p/ZzbGo3zx++2x+vuOE2pJQkjt2lvsv8lGsjFHxNrdTLlGceozjSvPGCdwCKY848W22lKovYScVhLFcKPLbnH3n+8FfYf/Yhnp8bQ++6WFUFGhBlgPLQNUgSxE59pUpDinTWbUivnLiPo6OP8vjRb3Mwvcj+TIbnUouUU/Xi2PKgqhhFxp9RnPjyIlCpQ4F2H/s6UbMTEPzkpb/j8NgT7Bp9kcrc077/qP9Ze88D0Yk5twsjfRqp6UqRr8dwpM3j++5gdHYPzxy8k8PDP+bp/Z+jOPxVSuP3N7Urt5KbkJqOkZkBu6KSSJlXKnXHwi6lOFk2OJHL8eyRe7ELk5TGv4usLGEt7aeysLtuvNLam0FoxEYfRveEPbLISKnA7mNf56d7PsMTe+9gdPYVdh25m7n0GZ7e+2mOp87y1MEv8OT+fyFXYx1mdW9GkMSYe1HNTVg4nUo4VLGKPL73nxib3csTe++gbOVxKksUh79GceRenHI9DcDq3eY2WVhShz3P3rABoXr24BcZnnmJAxO7mVg6q/42e6IJ4av07UACRnoErTDn+lsHJ8qHzj7IkbEn2b20RC6xgxenjvD4ns/WVQ8qvdsQ6BgLr6jnSxfLVrnSNYjyzOIJYpEuplJHGJvbq3jFUgP3O1BWjiWWElt5ct8/88zBOwG44vxfwbJLPHvoizzwwl8Gvo/VtdWtsMyDU8ZYPO6iker5kpUlLMfh+VSK3VMHmUufQUqH4tmvUp56CDtTf7gtD1wOQqurYkgBTscGKlaRHzz9SZ479GV+8vKnODr6KI/t+QxP7ruj6d7w59d9HhD1qSF6ZkQ9+2GpdNJGaEpv5JgdLn84hjn/Akb6FMKxkOQDgZTSxA9wCuOY/W8gtul2RR/Jn63OLblJiUhFH+bcLpdaU4EGjnJ58kEQBrGN7yG67p0YvVfiFCeanq9K/8Xud/cSopJzm76UscOirB567h4MJGDMK2GedwCSepXz7B36K7GNSKCzcwvxc36X7UOXsDHRzdTCEV4+/m31Wbs2IWQMLaOAIz07ylk3MV/Tqb47vfM8ND3KNV1RDCF4YeY4+Uqxaf9SjaTAyNV4qPuHgv+4iXL7pn+vRzWMKNI00bPT4Digaao9o3SwVoWnXXhRHrwaIz2KOfU4Vv9VIG3Mub0IexFr4O1tjWV3nYtjRDBTxxGleWS0H3P+oPJSlTmsNhPl8urrSZx5CHP2JUqb3gVWUfGyXkXSDVAZuBwAc8alN1hFvxd9O8JAL6yBS9R4c3tBStfovkSlnevgLjaaixpX9Djxk1+itOnd6IVZLFEkby1iDtzIM0fv5eXj38Z20f/x+QP8w/1vQQBv2PF+LugWzIx8H4DdZx5ia982zNQExsJ+Zenk5LA7z+Op/Z/j5eNfB+lgA0LoPH3mcZ7TTDShs6VrFbMvf453Lh2jZ8dHEUJQ6dvpTrgDc/YVHCOOZpcpxDdy77HHSVeKXLv9N9ix+ec4/tC7uevFzyKEDkiFsozejq7HedcNf8e6gYuo9O9AH5/HnHkaY/EEdkcnC+YAn7nvJmwEt55zIxvtcV4pR3l5ahdfAtAMbMdGAAfPPsDs4gluf8vnsQavwYklMFOnEflp11e1jIwO8uPdf+OiW9IV2giFUgjBdb1ZLij+LsmLP4lWwxcuDV1HbORRIpM/RZpq05DCIq13c8+P3kW+tIDtWJ5PCXPlMnceflhdyzNHeWO5g2u23e6PVx68msTJ+4mNPYTTeaW6zn3qUOtdC1s6CAQSiXCFnVnb4nO7P4d46UsAXHruO3jzJb+PE4lhZObQsuO+T7EdW8d3nvn/GJ5+Gdspc1l3H2fzZVLFOQQwUizy5ZER1mY+yq+85SsI90BdWn0dkdn9RCYexVxK4ZhRQCFhJ8efZjE7xrXrLmPX+B4EcNq9FkPRGKXZD3HVzg+yc7M6IKNHKA1eQmzqFeIn7kHYRXDmcKKreOno3TwzOoItRxAIhjPTfPZHv6r+TptQ12b0bxnouZ/bb/4cmmZQXnsdUhOY8yexkgfcrol5do2/gBA66fwk6fwkl3f3si+9yN0Pv0/59Kqrje1YvHLiPm646AMA5C94H927Pkbi5DcwF4YR9iLZ3sv58o9vpze5kUJ5iWtXX8iuqcPc8b23ut8trIvHWXrgHdy08/2cf9571f0Q6aLSew6R+RMYC/vc56uIk1jHUwc+x8vHvwXSwpaSi5JJTuRyPDAzgwYYmsavbXieZ0/+iN7kBm66+EPISCdOtBu9KOl75NfdtaGIZfZx14/fzaIvLhXuvQIjhTzfOPawSjMrGe743m0kor2852fuJLL2ZmITLxM78x1FfTNUAnR09DF+tOvj6nIJDSE0bl41xGymnubwxgt/k+eP3M2LR+9lW/e5ROZPEZ14jNL629zWv0s8b67HcuYAweq+bdx40Qc5Of4MKfcweMf9N3HrmnPYeuWnq8+XpmMn12Es5TAW9ipQJtoBBQ27YzMToz/mm2Nj7ieFux9+HxqCqK6xKhJhbPSDaFqUt1/7cbauvQ5rwHPkUQm02h9K2Il1HDz7ELliCiE0jo89jkBwarKKUn/uh7+IphkkE6t53898iYiZwO52KTWLR9AKc65NX8mnNqUyo9z7+Id88eM5nb28qVe5zWiRPqS0QI+BlUE6RazkJozUAubMUzgdnuVfnFR+im8/8fu8qTvB0cwip3JZhIBbznkz84UIMxPf4i0RSe7Qx+m48OMYyfNBj1DY+k46jn6Vzn1fdA9RRZcvDvnTXyA9/RTfnRyj6EiS81/l19/8L9z31B9xYUxwYeYY0TVvra5La26AQ1/CmD+Avsa7v+qTx0PDP+YnL3+Kdf07ubXbQJbnEEYnnTv/CuE6WAnNRDolHN1ELywgKhmM7KgLGm0AoVGefZr8qc/z8NwC40V1WO/d+C6EHqNj3S9wa/40jxU28sLRf7DWx+gAACAASURBVOWl49/kDQPb+XkhiI09Qn77ORjpMww7Fl16hE7DpARosUEiAzeyyXmU26/5U+7e9QnuOfGMsmkcvYP1p5/ll278R4QQ2PFudTizSghZ8Q8F9519jlN7vsb73vr39MYv4j9S6H/xF3/xF//ek2gVhUI5qP/G/9Ho6IiSz9eLW3LFFIZmupsmFEpLCKGhaTrG0lHM9DjSAKt7G8mXP4Fw5sld+P80Ka4bx2kOQWzsUYylVygP3kR08lli40+AM0F++4dxOprJ7mUrj21X0AP8G83ZVzByKazkAHbPDjr334GeHcHqGSC1+T2kMiPkigtYdhkhNBYyw+SKC5QreeJu1zZvzjKxhsSxf0XPT1DY8k7MpRPEh3+MdKbJXfIx0EyiMcHI5DEMPUKuuEA6P4nj2EQDeN8y2kP81LfQimny572H2MhDRKd3IZkle+lfU0b4n8u2y8wuHCCbnyabPkk8PoTWgBJLM0n85DfRy1kqPZtInPoBwp6luPVXsXovZSk3RTo/Sa64QK64QL6YwnTy5PKTRF0LnsrCi9jpQ8Q3v5/y1ENELIuu6WeQkTVEZl4m1RmlGO0h1Xczj+z5rC8WiRgdXHXBu1nTt52KXeLUxDN091/J6Zm99Ma6GZs/yraLfp+u8aeJjTyMZpeQzhQzF/4JP3jlH1gVMdjau4HN62/hhos/RIeZYG3XWpYKs0xkpig6DpRniWBT1pNEu7aQOPENhLQQtoM0BNKw2RXbxtHxZzi/7xzetOP9dMb66DNjdHefy7qec1gzcBmDJqzSCqQsyfjcPs5ddyMRdKJTz6MVJ9CLGaQzyQHRwWFL59LOLrZFCphd21g9eBW6tBjq2sDaNTexfmAnV0bzFKXGeHoMhGBt/040mSc6d5j4me8jpI1kluGtv8fDez/L5oEdbIwIBk3BYDTCULyHshZjvFBgtSnJZYcpGn3Eor1omo6MJEmc/BZ67jRGfhFRmqU8dBFPFyqcnnyea8+7lU3OPDsGt3PRujfS330+QwOXMRiNUinOcmp2P+t7t1C0SmjCQOvcQPzMDxC2hTn/IkIa5C78LZYi/fxo18dZFTE5t6ODa3p6GEj0c80VH+fCTbfQ66TplRnWrX0TQotwYuwpLtrydqKySGT+OPGzPwTpIJxRjq3/VZ4+fDfnrr6azRGbS3oGWbPqShJmnDeuv4ruvssxiyMMp6foSawCoWHZZaKxAeJnf4iRPoxeLiO1LFb3OcytejMPvPDfiRkR3tRRoS8SYWcySXfnJuLRHoazMxSsItMLh1m/6nLypRSGHoXkRuJnHyDiWj4JZ4TU9j/le/s+T7cOF667njef94vEnRyDiV7Wdm9m3dAbWaU7dGoWI0tjRI0YptlJItqLkTmOuTSOmTqCE+tk1l7ggWyRa7e/j42mzZDhcNU5t7EqMUjSjLA+uZrrN93IkDONFl/L8andbBy8QnE6+y4kfvKrmJkZhFMGOcPh1W/j5ZHHSGVGWJ1cx/UdFeK6Tq9pMhiNEouvZjg7R8lxmE8dY83g1eiagWnEsBNDxEYeJTb6SPX52v5H/OCVzzDUuYYtUcm6aJRLu3vZuPmdJKI9rO7bxuTiSQ6MPs5cepiJ+YOs7d9Jd8dapBklOvkDKgOXICpjWMnVjPReza7j32JzIsGGeJzBaIS1XRt445ab6e67mNU957Ndm2VNNEpPtJOx7DyaprN+6y+TOH4XZlp5HmOdpbT2Vu7c92UAokaMCzvjZCpljmfTzFfKbOreyJLrXPBzV/wpmmaw/8wPOWfbb9I//lPMpaMIxyEyu4dK5QzfsJJsXvNGrtvx21w0uJOYpjEYTyIzh5ktl7GkJFvJ0ytKlMy+6jqvmURmD6BnD2MujiK1MnbnAPPr3sFDu/+aXDnLTee+nQv7t5KMdjHYOcRYZopFq8L6WBRbT3Bmahfnr38zkfgqYiM/Qi9mkbpObPhhhDND9oIP8IMj32CwdxNvXHsJndYsV/f0kNB1Lujo4JxEgi7TpC/ayWhmCiF04pEuIslNJE5/FyM/irBsjMUT6h6+8L8xl5/ixUN3MrN0mss23YJJhdNLo6weuASZ2Ex28RD5cha7/0bM8ixYaWLJC4nMHUZf2o2RWUBU5iitv4lH54YZnd3LqVyW2XKJjd0bsaTk6PxpRmf3sJiboH/Nzdj5YdKLRzGS24hGe7F6LiA6/G30SgWtnEbIacoDVzBOlNSZezhcijCWW+CizbcyPPMKe099l2xhhvlyhdVagaLRQy47QjQ2gIgNkDh6F1pxFq1cUN7xYoaF7X/KQnaUQv4MD77waQrlNEu5SZKiiNF7Odn0CbLZYYp6F5mZp+joPAdZWSAS30gst0Slew3Ryd3o+WHKqy+l2HcVE4c/yVixyL50inPX3cC2DW9hx6Zb0XUTLbaayvwuVpkG8b4rKFg5pksZrrfTGOmTSLOL2PiT/MiusKFzkC2DO7DTh4it/yX05Da0SD/JtbfS27mens51rO5aT7Q0ztnFEeJmgqHebejlOSLzx9HzZ5B6B7Hxxyk789xfsIlFOrn5it/Bsdr3o/63hBCCRKK148briPIKkSvO88UHf53Lz/slbrjodylbeb7y8HvZuvaN3HrlR8hc8hGiY28ncfxepN6NZheRYhGr5+JlxwkKq+9CpNDQrC76nvg9QKlohZOlEuCgIaXkvqf+GMexuf0tn/eRKS/Ka24gOruX5N4vYHddRHTqeXCmyF7wSb720w/4yIhAo7tzbQ1SAr9y0z/S37W5bs7S0NEsh94n3kt53dtcwUyf78f8g6c/yQuH76OnYx1L+SmktDG0CL912zdINjYmEBrFdTeQOPsT4ifvJn72MaTMUdz0DpzoAPc9/iH/cz3z4p+ze6xK0bh8zeXcfP1nGsYTVFZdSXTyGbp3fxLhOECWSv8bmE+f5a5H/u+mXvQ9hsGSZfGeG/6GodXXY2ePo8XWokV60KJDFEtFtEwXnQc/jy1gKbmRucgWvvucQoHedcOnuP/pP2Hbhpu5fudvAzC5cJiv/fQDPHrwKwgEN3XH+P70Ei+mTrEu3oFezIMsUl5zHS9N7cF2LN40tIV1V/4vhB4FKdlx/C8wF/ew205wH70kzA72pNPs2XMncCdvv+bj9PRtJzJvoVUKOE6awqqreenYvQxGIrx1aAtrnrkVO76OG/LDWJ3nYmRPsnjN1yid/04y+/4YU6R4aek0X/7x7XzwTf9MF2AuTinhRmmE4ejFxIXNlb3dCC3CuokfIswutmZPIrUIC1d8BCe2muL4OlaNfpP7ShmeP3wXmfwMb73o/XQe/iLCSfrXdPfwIxhahBuMaaLxKJrswkGwvjDBmcIMd1X6+e5UHqam4Ngj7Nh8G2+96s9wYv3YiSH0vGty70ywuPV/snfX37J11Q52Fg9BMknnxX9GtDDG1bt+jcyln6Gw/XZOvfABvj85ytefVrzlrsQafuut91I495fpOKyQYalblNf/PC89/1+xpc1Ng1tYfd4HyZ/8LBs3/ybRIYU6r40I8sc/DdYBMp1dfHPO4eUT3+amnR8iceI+hAN2JII0NvHC6QeIR7q43pjCME0GMgc4L3ecKwF97Cds3/7nTMfewuTB7/PQS5/0n8H3/ewX6THiaJbHpzzDXNdtfPHBX8N2ylzX24uOZGs8SqK8yHXZVyiLKJ/QBrDRyBQXuOen6j4c6r2A99z8BaSWR8gkyBKVvsvYm56lWMnxs0NDXJl7jNiRe6ldqUqRNzG3/T3kT3+RmUKGJw58Hg58njdf+gdc4a51Ah2cNE+a52NIwSXrr8PJPU5vZZ6+k//AxsgAuotUyczDjPRcTtLKcKqS42s//V1/TUic8w46jit+tdRsRorVhgU7oyV0aXIzE0z1XMCq7GnM4lH+RqxFNzqYK2X510d/y7+mDF6DE/h8VbihN0m33oW00sQ2/yarhn4GT/tfzo1wYOYwUU2j5Djc9/Qf8/ZrPs62zb+As/8Picx8EwC772bmd6sGID+z8xcxyxaVxVdIXvoZNLMLz/116YVqST1v7mDfqe9zzbb3Ulp/A7FRxWMWMs3pSBVEuak3yebkIF3GJE8vKLrQm675K+5+5DcYiEQw88e5dOs7eOHo13hx7Cm2dq3GTM/QceQurOR6dqeGKdgVrrrg3awTWZZO/BNZIegCru5Ocjir0NPxYpFvHvwWHPyW/96/cv2nuByHyIK6Xpo9Rmb1/8VdD7+PQnmJK7r7eOv03Sy86TEudC3jCrs+zqmJZ7lp1RqGc0s8vTDLnQ/+Mr/ztvuIb/l5Og/dReehu1VlNdHBQZlkKTfBDWs2s6Z0lA0DG5FWmp2VcRbj67ATG4iu/XkKZ77EQjHGriN3s+vI3Vy97XZ+oaMPIwfxsw/4z9eP9t7ByQmlC9je2cll9gGKCZuxRcGDp56oW+OZ+hKXr7uaK5b2kb3gbSSOfQ3NWQuFWaQzyeym93L4if9KTNMoOg6GFuFtN93BqYlnefilTwAQi3Txk2MehXGK6Mhv8ju3fZtYfBXFzW8mcfR+EB0IOcdL6RkeOvIn/tuft+5Gbrnqv7GQm2Jsdi/xaA/Z0iLfGTsBYx8FYFv/Vt5+8104MXX/xsafwDYlVscl3PfMR5hcqDpEvLm/n12pFE/Mz8P8D90pTcKxRwC4IXoe24DM6stJTu0nceIbGJl5hLNIsXsn+5//AI/OKX50PNLNbVd/FNMVgwIIoRFd83acM3dyCVOIiM0LcxOkVp1PX+o0yX2fZSLSw5I1x7U9W1STEaGDFkXTY0RX3wLAhZtu8cdcPFhm8thjPLbvn8mWFrlxh1ozY2PPEhtTVYVRKXCwub47jrZ0CKJX8R8p/o8iyqdOneLDH/4w99xzD9/97ne57LLL6OsLr359rRHlVHaM42OPcebMj5lOnWB89EH2nvoOc9kJZlPH0IrjHBp+hInUceaWThM1O8lbeYZKkxjZWaLTLyJljuE113O44jA5f5iJ8Z8wM3eA/Yf+hZnCPLMLhzEXnmdi4gmm0mNMp4eZSh1V/y2dho230j33Y6RuUVr/FsrlE5Tja9ijr2V8+nnGRx9icvh7TE49y6lT3+Lo7CGyxTms7EnmZl9kcm4PM9kJplJHmRQGaxd3YViS+PADSCSZmOR7lR7G5vZy3fqruWj1JZxNnSJfWuKKgc1cObCFsdwCU1PPMD7xJLP5OWYXDhPRY2RWXc3QwsvopSLm/AGETHFy7c9xLJ9h+tTXePbkw0gkxUoGXQhuWbeDk+lJFqeeIJfaz8TMC0zOvMR0dorp1DHMdTfTe+a7ROcOo1k5pDPK/LYPcHbqOXaf/QnZ4hzO7JPsmznM6miUa3t6KDsOp5fGiCzsYmLiCSZmX2F6aZiF3ARd576T6NRT6KUsyArzXYO8Ej2Hl498hUxxgds2XMb27tWcN3AhhdI8MyVlTbcw+yKlxYNMzO8nVbFITb+AbXRisEjcWsQsnSadMDghkpxlgOn0MLduuo5LYgbbe89hZ7KXaPoQxtJ+esuTbOlaz/m9m7hycDv9iR7m8zOcmD3Ithv+Ad2MUNjwJl7q2MnjB77A5nic6zZcQjQ3gbG0n8jMY8Qmvk9+y+/Qs/U3uDj1U27s7mVw8Go2RRxmS3mOTTxH3/b3029PYqRfIG/Ncp92DmOZCd7Q28u2/FHMSgrNsy1zubp67jRCixCNrmJ95xqc8iwj+TRT6VNs6F1L59KzCDnNkf7reSidZ10sygWJGKtiQyQWX/bHEdJGz48hKotE7SKa0Fmj51ioSM7MH+aizW+na+JetPI4jjPDk6t/lV0n7mdHR4LNnZ305UcYyh4nWZ4nVp4jfsEfsH7gYi7Ovsim7jVYwMm5I+jFCbKZsyR3fBAj9TR6bh/z3edyX2qGucwIN/UmSRoavb3XECtOkjj7ZfTiBHr2BEKP0Z9YzYaObtYaZVbFOjiVniK/dITFzo10r78Z2TnA4dU3c3z8YV4eeZKN8U6u3/QW4laWaGQVcaeCuXRAXZfiLGakh//d3p0HRlXd/R9/39n3mew7CUnYCYtACIuIqFBEK6Iial3aaouVKpZq3XBpH7WVVn36Ux+3Wm1Fq1gVFxZXQAGRfZE9rAmB7Ntkktnu74+QYQugVyAh8339R8jcnPO5c+/9zp1zzzEYHChN+6hRnGwoXozTlkRCTAbmAx8QDuziE2t/1pRvpp8ngTQTxDVV4GnYjT5QjS5QjUIYQ90WjHFDSDMGSDKG6RGbw876CnaXria+7+24a5agb9xEuernrYCHmsZKhsXE0stmItEUizFlHMa4oQSSR2PdP488vZdB5iAxns5kO2KJcWWzrWwD9dUb6Bzai7lpD/64blTlv8BH3z5KjNHAALeT+Lqt1Pd8iMaMSTSlXNJ8t6jkQxRHV4yWRDLtLhJ0jXixsqt8A/27XYc+UISx/DPqA/t4JxRHz4RudPatIRz0kly/FZ0aQBesw9t1Gr7MGwnEDiam+B10zhySLUZyPNlsq91P0YEVJPX8NTH7/oPOX8ju1EuYvfNLEu2JXBTnJksfJM7RGbPBgbNmLSZbOuG0yzmn9ivycy7DrXiJs7jZUbuPRt8BvP46HN1uQDHojji+st3p9DAHcLt6Yrd1PmKfGmrW0dmeSJLFQn5CN3KsJrbXVVJYspSk2N7Yuvwcf9Io/MkXUlP0AW83WLHo9YzLGoQhbMJqScbs3RnZlqFmHVZLGjZ7Dk1NpThUHxtqDnCgfC2Jebfj2f0ySnAPe1U9b9V4IdzEJUlJZNjcxMUMIs2VRYYrg/ykPNLDlXTzdKa7JUDYux2zv4x6Vc/G4q9QM0bjL/sCT2wmm/0HeNdvJyWmG/lOG8Fd/ySk6EhsKsXk6E5yxdf01dfxE1MtaQaFZE8q3T0ZdI/Joqihlu0HviWu543E1X6DrmkHteFa3lbTKfXuZ4DbzXBTAy5/eeR4N9SsI8fqoHdcDomOTFIcyRhDVexqqKemZjteV3fsMZkosTk0pRawKfky5qz6G06DiUGWAGZLIjGe/ngqluBoLMbhr8Ds6IpJb0ent5CoqyXd3Rm/3sHGooWYu1xLSrgUQ/1qwoFdzLf0Y3X5JvLciQyyQXeHg1RvIR5/BXm6erLSRtIzoRc9YjrRLaWARp2NwrINmBSFhpoNWPvcganya/SNmyhJGMI7xWupbSxnfEo6vZMLKEjpQ0JTEan4SHckkp+Ux6DEHmS50umadQmpuka215ZQU7YYXzCAK3kkzsKnUNQy6rJv5p39W3HqVUamD6RfYm/yYzOw1m0k1xFLhjOZ81PPIcedTmdPGl0yzifcVMHWql3ofHuJ7fM7TFWL0TdsQBfcw6a4kSw5sJ5+sWn0cVg4J6kv3eN60MWTTrYnk97xXekRk0Vnq4kss0J9MMie+jIMeitN3p0komKur0RRQ+xRfKwI+FlbU47FYOWSzuczLDkPj2/HEe9fQ806TIEaDNZkiB1MqHoNW7xeGhL6E6pZTqwzjvmBBsqDAUZ0vwJd7XoIeXEH64/ZTuSYMNhJsZoori9lT8VG9IEqfI5kkqq+oDFtBL76tbyp70R9OMxQj4ukLlfRFG79QdfT5WR3lBW1tSdoToFwOMwll1zCvffey7nnnsuiRYuYMWMGH3744ffeRkVFPeHwmauUP1/9NKtbmTA70WSizO9vWY6CRHc2lfXFBA+uLnPj8Mfo8c39KOgJhnfxF3M/an3lJ91OaxLcOdzS7Se4l/+KoM7MrtQL2OQN8nXlgVZ/367XowD1odbnLrwwqQcXla8AxQ3hA8yMHcq68i3E25O4LNaETlH4trqaQq+Xq1JSMOh0rKutZVl19TFt1il6JhfcT6fl/4OiKviUYh5XcmgKNN8J0gOXp6Qwv7SULJuNgpgYFlRUsM3b+tKWmYkD+aUxhPnAelB9VKZ2pVIJMa+0lDK/H4OiUB9qHgd7ZZyDRLOZUM0uXvA6W81w7KD7yUvoRewn16GES3jRPZzCquYHj3o7nQyJOTT2tdzv54P9JaQYFYpaWUzIjMqkTjk4rcmkb32e75JGMfNABWFVRYfKXdYDxOqOP19ki4DBxQp7b97ft5thWSMZMuhP7CldxdsL7wBgfGIC+Q0b0B82OX7IkkzleV+A3oJ1x8s4Nj8GQJPexpfGXL6sqECn6PjVyKfIWngRs8LJrCSWGKORG2IMpHq344/NR99QRE3+a3gWjyfo7o2pctkRbSu3deLNOiNFjY1kxuTym+r/4jV4+HOoM/5wmKExMVyoFmEPVBNw9ULv3UV9r0cwVSzBUnzkTAv7nD04oHPw1r59FMR3ZownAWvhSyyPHcM7Fc0zc1ydkkKC0Ygz51bcK24m6M5DCXqpGv4hKHrsm/+MdcdLrHfk8Z/SSkIHT03XDf8fMiwePF9eyEuucRRWFZJqNjMuKYnE+u24mg5NXRSIGYgx8pR5sypLCuW2TN7bv5+KQPPOHtHnVnp2Gs1LH19FSG0e43yzvZ5cTjwNlgoUufMoDpt4b39zv64c9mfOWX0LSxsa+ZA0DIqOa1JTiA9WkVy/LbIv0BkImZMwVTXfdQwpenZ7+hPWGVlWVcW6ujoc1gR+M2AysV9fyf9TulOsmsmx2RgVH09y3Taahsw6YgiWY93dGKvXoWsqxasYOODsQkhVeXvfPupDIc6JSeXq6rmUX7qT9YVvM++7N7goPp4uZoUUvZWawTMj21ICNcQuOB/dwTlzVRR2e/qxw68yv6yMsfn30ztlMLFz8pgfsLGQJK5KScFtNOL27cOcexvGym8x1myI7FMA97c3olR+yx5PX1RFHzknJLg6c0v3S7CvvJ2/GAZR21RNf5eLgW43afXb8I6Yj95XgmfpFdSe8zz+uCHELroQva/4uPs0v9u1RxxflyUlka4PkVGzlpM9Wn308XXzxW/jsiVhW/N7/m/XSsoCQXpb9VyvO/G0awB1pngOOLswp7SU4sZGOiUO4MaUHIxrp/OYkkejCoPcbvq53WRUr8Ucan3qwJbtANQFg8wqKYkcF5PYzX9ofi9cnDmINLX5GuFUQyRVNs+wE7TnoPNXoAtUE4gZQGmwAd/BKSlbzvMmg43fDH+ElIWjeUXNYQsOUs0WxiUlkly3BbMtE2P16uP2tcqSwn8bnZHzfI9OFzFu8IPU+8ojx9d5sbF0t1nIrF4dOdfVDPwH1l2vYSo/NJ3YAXsOdZZEyv3+ExxfCtekpmLR67G78kjZ+SIhS3LzVHeHLSkdNjjY1P81/r3wzuYH+4BrMnvQqdNE3Iuv4X/tF7C/rpgcm42rrF5iGo8zJedBqt6GEmrgGbUXexuaj5GBXSdxSeA7jFVr+Cr1Z8zb+CYXxcczXKnG0rD7hNurHvQapYZY/vHZZAAu6n4l/brdQOycPHTBWp61jaTUV8M1qanENe0n4TjbU1HYFXMOu5tCzC1rPhcaFYXrM3vStWgLoXCIPysKdaHmcf5XmaoYaDz+VJUtavJmUFq5gte3L2ke/gdMZA//JZ08ZwKDYpqHVFoCtaTXfneiTREwuFhl78N7+3YerCV0/N5SSVzjbt5WM1hJLIkmE9fFGEju+1vK3D/smawfS6dTiIs7/mqqp61QXr9+PdOnT+f99w/NujB+/Hgef/xxevTo8b22caYL5fCuf1O6b05k4Qmb3opTb8euN+APh2kMBykPVOLSmwE9vlCQmft24TaYSDA1T6nlC4fZ5WvgJ/EpJJgNhDn0RHVO/RaCxniqu9+Laf09lDmyMetM6A5OPlLorePLylJybA5MikK4edFJinw+PEYTo+Lj8IQacR02lZZZaW5rfcwgQgY3ZYFKDIoOg2JkXtk+Kvx+sqzNQyNUFLZ66+hqd3FejANVUcioXkcgbhi13e5Cf3Dcr6qqBKo34Vj3e6w6PcXOblSE4L+lZSSZLMQYjYBKXShEUaOPCXFObGYHrsT+WFOuJhQOojv4cIqqhgnum4d9+zM0xQ+lLNSITlHYXO9lWXUFXe1O9AfzDqGiqrCtwcsop51zw7so7/8MOls6ZnNMcw8UPY2NlYQainGtnkKNqwe1OiPzSstoCofJsNgAlbCqsqWhngEuDz2cdnJ8RehsqTRk34pr1WTQm6kseAeMbvz7P8Wx8X+a++7uxd7kK5i5+v9IN5uxGgzoUagM+Cnz+5mcnExy7SqaBr1MwN2bEzHU78Cz7BoaYwfzYlkFFf4mOlsd7Pc34g0GuS7RTYanF/ahD1JecWg1O9XgOrQ6pKqi+Ctpmf7HvvoO1jc18t/SMpJNFjxGI1u9dWTbbFxu8aLv8zghTx9Ug7P5gTadsXm6QcV4xHYAlMYy9Mt/wcfBWNbV1dHV7sAbDFLc1Mg1jgBd0kbi634PzUs8xzS/VmdqHovrP/IpdVUN0VjyMXM3vs0eXwO5NhegUtTYfNd+QkoyMZZ49H3+2jzEJOwHxdD8MF/LeHO1edlgy+5/o2x/gcq4c3lh7xZcBiOJJgthVLZ468hzOrnYpuD0l2P86WeUV7UsVd08X6sSqAE1cFjbVPS132FbMZlidz8+rKigOhDEYzSyv6mRy5OT6Vm/CUP6ZXi7Tj3hPgUwlczFtulRdngGMnNfERadnhSzlV0+Lw6DgXGJCST79kLeUfsCQNGjBOsh3PwhWw37IVhP3frpbGvw8UVVNZlWO0ZFYXtDPQVuF72dTjzdfo/i6o569NLY6sHFXdQAukANzsVXoPOXE1Dh1VAmxU2N5Nqa787sbWzAoKjcnt4F64i/UeG1HTsjTMjX3L6DLLtfp2b/J/y7solAWI0cX4UNXtIsZq6yN6HPvY1A4oVgjj3UnsO3Gw6iBKpQQ00QqMH67S/5hASWVVeTY3MQUlV2+byMiIlhVHAnOkdnagv+Ay3Lw4f9h1bsCjWhBGsh2IB78WVU2zIp0VlZUFFJpd9PltV+iXwt2wAAIABJREFU6PhKSye3egW+7n+gKfXSk+5XOPb4ijGaCAS9bG8KMaTTcIb2uZ3EBM8Rx2trFDWEc/EVeA0u5viUg8eXk4ZgkKImH2MSEhga2AMxA6jP+5/jbse1+g70VStQUQi6e1Gid1MdbOC/JSUEVBUd8LO0LMz6MDENReg734K/07XoQs3vMdXoBjWEEvY3n1eaSlGDXuxb/0aZbx97Ano+LjtAmtmKw2Bgi7eOvk43Az0u0r07aBj+Iaop7pjj/XDuZdfjC/vZZUpkXW09G+pq6GZ3URP0U9LUyITEePqYjJhHvUhl9cHjUmdqbtvB90YLfV0hzuU3Eog5h70YmVm8+4jjy67XMSkpiZTqVdQM+iehuCHoAjWoLQ+zBZunIms59/pjB9NgSqIq0MQLezaQYDIRYzQTUlW2N9QzyO1mtKkRqwI1BW8e/32x/Rmsu/8NQKM1k2JbZz4rL2avz3fU8aVwe2on7BWLqO33NP64Ia2+NzyLL0fVWwnGnIMvFOC53esIqyoZFjscvO5v8dYzzOVkbHgHhos/pqLx+Mt2q+EA9k2PopZ+xR7XYF4t3kyK2YzbYMQXCrG70ccliRn0a9qGxdmZmnOePe62ADzLrkcJ1uGPLaDUX0V1wMvsAwfwHrxxNSk1jVijidSKZSc9vg6/DjYYEyhsOMB/9+8j6ajr1089dhLqt6C7cg1ldWd2jPLJCuXTNkZ5z549dO585Lrd2dnZ7Nmz53sXyidq+OlQvX0PTl0YR8hHo85EUtMejBx519Ckd1F/8LOFVQcDXU421Hspajx0RzDTYibLAjpC2MM+vAYnlpRzsVfaodtNuDtdjOpfA8Vf03TYvdEuNj1bvKbIkAAABRWTTiHfZSdWCZKqVqPreSOUr4GkAqjdAaqKtWoDBIow6x3U6OxAkIEuG19W+iPFCoDHaGCgy4JOAbcjFZNexTTkQewHl1o9pB80rQRnJinWFPQbX6Gf08H2Bh/e0KEipKvNSpLNiWKJI7n3LZhdrazVntkLvN9C/Q6sOhuVBie97EZ2NhgpaTzyk62eMGkGONfiw5Z1M536XN7KnsoGBkJgLa5dH7BPH88gt4Ml1TUUHTbOMcFopI/DQrzagM1khvwHsCQPg7pF4MwkMefguO+MHKj/Bqo3wZCHiEkextbd77G9ej81wWBkPwy3KWSpZRDbE0vOUDj4EODxZUPldVhKvmKMTc9/g0qkfUPdTjoZFGyD/wDWROLTTzTTx2EnSNMDdF9yN/0P2xceo4FhLhuxCf3Q9bz4+23nYPvU6okM3buI/U1GSg6+T3pazfRzGKHbeOxpx5vH033MT0LJNzO4ai0Vu9dH+qkAQzwunDqVxKF/Qu84WWYuSLwDqhdjb9zGcKeZFd5AZHsJRiNDHSZiwjUoA+4Feyrxxzwr2toFJQdqviCzZDFDXC4+r6qmPhigj9NOd8WL050J+XdhdXyPeUtTboHKz8jw7meo28Xy2jqKGr2YdDDE7cBJAHfqsBPsi2OzM1cOR9n3NTsbGyn3Nxf+KWYTeU47cbFdiel2/snbRSIMuh/2zMWgqlxavpF/B3WR7HTAhU4z9oLp4EgjodXTq7N5O5FN3oHpkyUUuIwsrqmNbMum1zHYacPj6Yy+/8+/x9SVh6182HQbQ7a9w17foXNdpsVMfnw61pAT+t9LQtLxFh1yAgffQ95pxG/+B369kUGRc92h4yszWIYhcSDOAb/GqbccZ3tHaeX4Aki1exh70eOYzc1F0YmP14MG3otx7d8Y6nAfPL6az3VdbVb6G/1YDLEw+H4ssdknaM+DsPKP4OmOYd8XpIVq0RliI9edng4bdp0ffTiMJ7Y7+oG/Prgvjn2PNTt4bMTcDwt/jWIx0d1uo7ixidqgnwSjkXOcVmJDXmzn3IMtvaVtx9seEJ6OccV0kmlE57Cwr9FL8cH90Ndpp7shgDX/EXBkEN/qe+7wVTGzoWoihpKvyFBMxxxfw91OkgOlGLIvJ67HmCP7BETeGwfPvaaSrzD5S/AAI2wKq5uC7Dv47WuK2cQQuwFXKAwDHyI+/QT7IeYuaNgMiYOx7P6QrKadFDg9VPr9Rx5fDj32pl2QPhpXn2uOf1wMvB/W/g1DzQoswFingbl1waOuXwbONzdgzLoZ4vtxsjMnrvthwc/pEdzGQIvC1kCA+oPXr84WE0MpRm91Qf4DxCefoK8A4emwYjrW2pWkoUMxxpPvdrKipo5sm4UYnUpC0/7veXwdug5a/CUYdLYjaomW61dCqBJd32lgiSXhex6uZ8ppu6M8f/585s+fz5NPPhn52bRp0xgzZgyjR48+wSsPOdN3lAESEpyUlR27rKk4OclOG8lNO8lOG8lNO8lOG8lNu2jKri36erI7yqdtwZHMzEx27dp1xM927dpFp07ff7U6IYQQQggh2sppK5S7d+9OIBBgyZLmKXFWrFhBIBCge/cfvoqbEEIIIYQQZ9ppnUf5qaee4oEHHuDJJ5/EaDTy1FNPnc4/J4QQQgghxClzWgvl3Nxc/vOf/5zOPyGEEEIIIcRpcdqGXgghhBBCCHE2k0JZCCGEEEKIVpzWoRc/lk53srWUOtbf7QgkO20kN+0kO20kN+0kO20kN+2iKbsz3deT/b3TNo+yEEIIIYQQZzMZeiGEEEIIIUQrpFAWQgghhBCiFVIoCyGEEEII0QoplIUQQgghhGiFFMpCCCGEEEK0QgplIYQQQgghWiGFshBCCCGEEK2QQlkIIYQQQohWSKEshBBCCCFEK6KyUJbFCH+YcDjc1k04a8l7TTvJThs5XsWZJu857aLtPHc29jeqCuVPPvmEuro6FEU5K3fWmdaSkU7X/DZZu3YtlZWVbdmks0ZLdopyZtes7wgkO22OPl6//PJLtm3b1pZNOut89dVXeL3etm7GWePo99yWLVtoaGhoyyadNY53nuuotcnZXH/pH3744YfbuhGnWygU4q233uLPf/4zBw4c4PzzzwfkQnwyLfmsWbOG6dOnU1RUxPDhwzGbzW3csvavJbtvvvmGF198kd27d5OcnIzD4WjjlrV/LdktW7aMZ555ht27d5OQkIDb7W7jlrVfqqpGclu1ahUPPvggr7/+OldccQVxcXFt3Lr2z+/38/LLL/PMM8/Q1NREfn5+WzfprHD4NeL+++9n3759DB06FKPR2MYta/8OP8+9/vrrlJaWkpOTg8FgaOOWnVodof6KikK5srKSDz74gKuvvpoPP/yQvLw8kpOTCYfDZ9XOOtMCgQB33nknX3/9Nddccw2/+MUvIkXy4RdmcSxVVXn55ZeZNWsW48ePZ+vWraxZs4b6+npyc3PbunntWjAYZMaMGcyZM4fLL7+chQsXsnHjRoYNG4Zer2/r5rVLiqJQWlrKjBkz+PTTT5k8eTKlpaXk5uaSkZHR1s1r9w4cOMDnn3/OqFGj+Oabb+jRo4d8wPgempqauOOOO1iyZAnXXnstN910U6RIlmvEiYXDYZ5++mk++OADRo8eHfkGyGAwkJqa2tbNO2U6Qv3V4YZetDZWyuVyMXbsWMaPH8/48eN56qmngENfF4nWczMajXi9XkaMGMEFF1xAMBhk6dKl1NfXEwqFgI77NdEP0Vp2iqKwZ88ebr31Vi644AJuu+02/H4/77//PtXV1W3QyrNHIBBAr9fzxBNPcOGFF3LZZZdhtVoxmUxt3bR27e233yYrK4tXXnmFQYMGkZubi8ViaetmtTvHG087btw4JkyYQL9+/XjttdfOcKvav9ZyM5vN+Hw+JkyYwAUXXEAoFGL9+vUEg8E2aGH71Vp24XCY0tJS7rvvPsaMGcMf/vAHCgsLmTt3LvX19W3Qyh+vo9ZfHe6O8uFfedfW1uLxeDCZTHTq1AmA3NxcZs2ahcVioVu3bmfVp5rT6ejcnE4nBoOBzMxM5syZA8CMGTPYsmULixYtYuvWrRQUFEh2HJtdbGwsXq+XOXPm0KdPHzIyMjCbzaxcuZJwOExFRQX9+vVr41a3DytXruS2226jU6dOkTuflZWV6PV68vLymDt3Lg899BDJyclUVVWRlJSEzWZr41a3vdZyGzBgAOecc07kd1566SWSk5Pp3r273N07TEsOCxcuZN++fbhcLhISEiLHqcPh4PPPP8flcpGVldW2jW1Hjs7NbrdjtVqxWq1s2LCBuro6Hn30Ub777ju++uorqqur6dWrVxu3un04PLuSkhI8Hg9er5c33niDcePG4Xa7cTgcLFmyJPKanJyctmquZh21/upwhXJxcTG/+c1vWLlyJcuXL2fNmjVkZ2fjdrsJBALYbDbsdjsvvfQSkyZNOqs+1ZxOR+e2bt06cnJy6NKlC2vWrGH58uVMnz6dSZMmkZKSwr/+9S/69u1LfHx8Wze9zR2d3apVqxg8eDB1dXXMmzePzZs38/bbb2Mymejduzder5cBAwa0dbPbXF1dHe+99x6BQIDFixczYcIEABwOB9nZ2QBs3bqVCRMmMHr0aBYsWMDGjRvp2bNnVN8pPV5uiqKgKErkjnxtbS21tbUMGDDgrLgYnSl79+7ld7/7Hd999x3FxcV8+umn9OrVKzIG3uVy4fP5mDdvHuPGjWvj1rYfR+f2+eef07dvXzweD6tXr2bjxo3ce++9TJo0Cb/fz/z58+nTp488W8CR2RUVFTF//nxGjx5NYWEhn332GSUlJcycOZPY2Fjsdjt2u/2s/IDbUeuvs6OVP8Bnn33GsGHDeO2113jwwQfxeDzce++9AJGxU2PHjiU9PZ1nn30WkKlt4Njc3G439913HzqdjqFDh9K/f3/S0tIAyM7OpkuXLvLAxkFHZ+dyufj973/PDTfcwK233kpsbCwXXXQR999/PxaLhcLCwrZucrtQX19PTU0N06ZNA+Bf//oXQORr22AwyLhx4ygoKCAtLY2CggK2bNkS1UUyHD+3lvNYy3FZWloamYFAvgo/ZO7cuQwfPpwXXniB3/3ud3g8niNmB7FYLIwYMQKLxcKbb77Zhi1tXw7Pbdq0abhcLrZt20ZKSgpdu3alf//+kTuHPXr0wGKxYLVa27jV7UNr2W3cuJE777yTiRMn4vV6Offcc7n77ruJjY1l9erVwNn1wBt03PqrwxXKO3bsiFwU0tPTmTp1KiUlJcyePRtofgJTp9Px61//mldffZWSkpKz5lPN6XR0bnfeeSdFRUXMmTOHkSNH8stf/jIybdK7775LdXU1iYmJbdnkduPo7KZNm0ZhYSHvv/8+vXr14oYbbuDiiy8GYNeuXQwaNKgtm9tupKSk8NBDD5Gdnc0tt9zCm2++SX19PQaDgXA4fMzT39u2bSMhISHqH+g7Xm56vZ5wOBy58BQUFPDxxx8DdLgn6bVQVZVAIMD+/fsj34Q5nU5WrFhxzDdjKSkpjBkzhlmzZlFeXt4WzW03WsvN4XCwatUq3G43ZrOZSy65hOuuu45AIAA0DzEwGo24XK62bHqbO152q1evjgzzGTZsGL/97W+57LLLACgvL+e8885ry2Zr1lHrr7N26EVrX0mEw2HWr19PbGzsEXc8k5OTefXVV5k4cWJkpyQnJxMTE0OXLl2wWCxn3Sc3rX5IbikpKbzyyitMnDiRbdu2MXPmTP7+97/j8/m4//77o+6p8B+a3WuvvcbEiRNZtWoVb7zxBn/7298IBAL8/Oc/j7o7Lcf7ClFRFMLhMFlZWaxZs4bVq1dz3nnnRX5/6tSprFu3jueffx6/38/UqVOj6uKrJbeWc1xTUxNr164lJyeHpKSkM930Nnd0doqioNPp6NatG3l5eej1elatWsXmzZu58cYbj/gAptPpcLlcOBwOunXrFlVTYv6Q3G666Sb0ej1Go5GlS5fy7rvv8vTTT9PY2Mhdd90VdcMutGQHMG/ePD766CNmzJiBoihMmjSpXV4jTjQUpCPXX2dVobx9+3aWLVtGly5dIp9MWgQCAQwGA2VlZSxcuJCePXsSFxdHKBTCaDSyZcsW8vLycDqdkdf06tULq9Xa7nfSj/Vjctu8eTP9+/cnMzOTTp06MXToUK677rqomQ/4x2Y3YMAAOnXqhNvt5txzz+UXv/hFuzwBng4nyq7l34cXdtnZ2Tz//PMMHjw4cvelb9++pKamMmjQIG666aaoeN/92NyCwSA6nQ6dTkdBQQHdunVrq66ccSfKLhgMotfrsdvtkTvs7733Hvn5+fTs2ROA2traSFFst9vp1atXVBTJPza3pqYmsrKy8Hg8DBs2jBtuuCEqjlX48dkFAgG6du1KIBCIfHvb3q4RLQWyoihUVVUd0T5VVQkGgx26/mr/97wP2rNnD48//jh33nknlZWVka9nWxiNRvx+P5deeimxsbF8/vnnbN26Fb1eT01NDYqidKi5Cb+vH5ubTqeLDLHIyMigR48ebdWVM+5UvOfi4+MxmUz06dOH/v37t2FvzqyTZafX6/H5fJFpBqH5iehx48YxY8aMyM9SUlLo06cPAwcOPKPtbyunIreWC3JMTExUzdpwsuwMBgM+ny/ys+LiYrZu3cpPf/pTamtr+etf/8rDDz8cGT4QLU5Fbvfeey9+v58ePXrQp0+fturKGXcqsvvDH/5AIBBgxIgR7XahG0VR8Hq9PPnkk0yZMoWnn36apUuXRv6vo9dfZ02hvHjxYkaOHMmYMWO47777jvn/d955h0svvZR169Zx/fXX4/f7ufvuu3nuued48MEHI9NxRdu8v5Kbdj82u5bCWLJrPbsrr7zyiOmQAH72s59RXFzM5s2bz1RT2xXJTbvvm93ixYuB5tX4gsEgH330EVOmTMFoNPLoo49G3UPKpyq3aJznPFqya2ho4MEHH8RkMvHHP/6RpKQk/vd//zfy/7NmzerYdYTaDoVCoWN+tmXLFrWyslJVVVXt27evunz58sj/bdq0SX344YfVwsLCI16zaNEi9ZVXXlG3bNlyehvcTkhu2kl22p2q7FrU1dWdnoa2M5KbdqciuxUrVqgXXXSRetdddx03045GctMuWrJrrZ+bNm1Sr7zyysi/ly1bpk6ZMkX1+Xzqxo0bO/y1sF0Wyqqqqnv37lXfe+89taKi4pgd99JLL6mjR49u9XXBYLDVHR0tJDftJDvttGYnuUluWv2Y41VVVbWyslJdu3btaW9neyO5aRct2R3dz8bGRvWdd95RvV6vqqqq+tZbb6l///vfj3ldR70WKqra/u6FP/vss8yfP5/s7GzC4TC5ubncfvvthEKhyFOio0aN4uabb+baa68lEAhgNBoJh8NnxVQjp4vkpp1kp51kp43kpp1kp43kpl20ZHe8frb0x+fzceONN3LnnXcyZMiQyOsOz6HDaetK/WilpaXq7bffrgYCAVVVVbWwsFDNz89Xv/32W1VVVbWpqUlV1ebb+vn5+ZHXhcPhM9/YdkRy006y006y00Zy006y00Zy0y5asjtZP1VVVZcsWaL+9re/jfz7nXfeUTdt2nTG23omtbuPOQ0NDaxfv566ujqgeeqjyZMn8/TTTwNgMpkIh8Oce+65dOrUibvuugs4+1awOdUkN+0kO+0kO20kN+0kO20kN+2iJbuT9ROaFxW56qqr2L17N1OmTOGTTz7p8KulnvF5lMPh8AnfPNXV1VRUVBATE0NGRgYA/fv358UXXyQpKYmcnJzI3IQjRozAarXSpUuXM9X8NiO5aSfZaSfZaSO5aSfZaSO5aRct2f2YfiYkJJCbm8v8+fN59tlnWb9+PVdeeSVTp07F4/GcqS60iTNWKKuHTVgNzdOktIxnCYfDkYm6rVYrS5cupbGxkczMTGw2GwBer5eysjLy8/PR6/WoqorT6WyXb8ZTSXLTTrLTTrLTRnLTTrLTRnLTLlqyOxX9LC8vJz8/n8LCQgYPHsz06dPJyclpsz6dSWds6EXLDpozZw7XX389jzzyCE899VRzI3S6yCT5Xq+XCy+8kL179zJv3rzI64uLi8nLyztmex2d5KadZKedZKeN5KadZKeN5KZdtGR3KvrZu3dvAK699lquvfbaM9yDtmU4U39IVVVmzpzJl19+ydSpU1EUhT/96U+MGDGCAQMGUFhYyIwZM4iJieGPf/wjoVCIZ599lq1bt1JcXIzFYomaTy+Hk9y0k+y0k+y0kdy0k+y0kdy0i5bsTkU/c3NzgUMrf0aV0/WUoM/nO+Znd9xxh7po0SJVVVXV6/WqM2fOVKuqqlRVVdVXXnlF/eijj474/f3796tffPGFOnv27NPVzHZHctNOstNOstNGctNOstNGctMuWrKLln6eKadljPLChQv52c9+Rp8+fUhLSwMgGAyyceNG1q9fT0JCAgcOHGDZsmXs2LGDmpoarrjiCrp27QoQGS/jcDjo3Lkz3bp1O9VNbJckN+0kO+0kO20kN+0kO20kN+2iJbto6eeZdMoL5bq6OhYsWIDX62XDhg2MGzcORVHQ6XRkZGTQ0NDA0qVLGTp0KEOHDiU1NZXrr7+esWPHEhsbi6qqZ9Xk3KeK5KadZKedZKeN5KadZKeN5KZdtGQXLf080350IuFwGGgeAwNQW1tLfX09Tz/9NCUlJcyePTvyuxkZGVx22WU4nU6cTicJCQl06dKFUaNGUVxcDLTfwfCnmuSmnWSnnWSnjeSmnWSnjeSmXbRkFy39bGuaC+WWHaPT6fD7/ZGA09LSmDp1KrGxsUyePJl//vOfkcmrAXbv3o3X62Xz5s0A/PWvf6Wuro5evXr9mH6cNSQ37SQ77SQ7bSQ37SQ7bSQ37aIlu2jpZ3uheehFy4554403eOyxx9i2bRu7du2ib9++QPOO7Nq1K5999hn79+9n8ODBQPMTkxs3buTLL7/k1VdfJSUlhT/96U+43e5T06N2TnLTTrLTTrLTRnLTTrLTRnLTLlqyi5Z+ths/5Mm/UCh0xL/ff/999Ve/+pW6fv16dcmSJerIkSPVuXPnHvE7mzZtUi+44AJ1586dR/y8qKhILSoq+iF//qwluWkn2Wkn2WkjuWkn2WkjuWkXLdlFSz/bo+91R1k9bFWXyspKAIxGI8899xxXXHEFBQUFZGRkkJyczKxZs8jLyyMmJoZwOExCQgI7d+5k4cKF/OQnP4ls0+Vy4XK5TtsHgPZActNOstNOstNGctNOstNGctMuWrKLln62Z9+rUFYUhVAoxAsvvMCTTz7J8uXLqaurIz4+nu3btzNs2DAAcnNzWbBgATU1NQwcOJBAIIBer2fAgAE899xznH/++VG1cyQ37SQ77SQ7bSQ37SQ7bSQ37aIlu2jpZ3v2vR/me/755yktLeX111/njjvu4PHHHycYDBIKhdi+fXvk92688Ubee+89wuEwJpOJYDCI0+lk9uzZkTn9oonkpp1kp51kp43kpp1kp43kpl20ZBct/WyvvlehXF9fz8KFC7n11ltxOBxkZ2czYMAAzGYzOp2Ozz//PPK76enpDBgwAK/Xi6qqkeUOzWbz6elBOya5aSfZaSfZaSO5aSfZaSO5aRct2UVLP9uz7zX0wmQyYTKZyMrKwmazsXHjRjZv3sxdd90FNK8Es2nTJnJzc3nyySdRFIWLL7446ufkk9y0k+y0k+y0kdy0k+y0kdy0i5bsoqWf7Zmiqgcn5PsBHnjgATp37swvf/lLAHbu3MnLL7/M7t27KSgoYMqUKae8oR2B5KadZKedZKeN5KadZKeN5KZdtGQXLf1sV37oNBn79+9Xr7766si/P/74Y3X27NlqU1OT6vP5NE+/0dFJbtpJdtpJdtpIbtpJdtpIbtpFS3bR0s/25gevzFdZWcmYMWPYv38/06ZN49133yUrKwuTyYTFYjkdtXyHILlpJ9lpJ9lpI7lpJ9lpI7lpFy3ZRUs/2xvDD33B3r17+ctf/sKCBQu4/PLLGT9+/OloV4cjuWkn2Wkn2WkjuWkn2WkjuWkXLdlFSz/bmx88Rnnfvn188cUXTJw4EZPJdLra1eFIbtpJdtpJdtpIbtpJdtpIbtpFS3bR0s/2RtPDfEIIIYQQQnR0P3iMshBCCCGEENFACmUhhBBCCCFaIYWyEEIIIYQQrZBCWQghhBBCiFZIoSyEEEIIIUQrpFAWQoizyD333MM//vGPtm6GEEJEBSmUhRCig1myZAnffvttWzdDCCHOelIoCyFEB/PBBx9QVFTU1s0QQoiz3g9ewloIIcSZ88033/DEE09gt9tJS0ujuroagIaGBh555BE2b96MwWBg0qRJXHXVVcydO5dFixaxevVqZs2axWuvvUYgEODRRx9lx44d+P1+Ro0axZQpU9q4Z0II0f7JynxCCNFOVVVVMW7cOF544QXy8vIoLi5m0qRJ3HTTTYwdO5YVK1bw05/+FL/fz6WXXsrs2bOxWCzcc8895OfnM2HCBAAefvhh0tPTufnmmwkGg0yePJkrrriCsWPHtnEPhRCifZM7ykII0U6tXbuWTp06kZeXB0BaWhpDhgwBwOl08t133/Hmm2+i1+upqKigoqKCtLS0Y7bz6aefkpGRwcKFCwGor69n27ZtUigLIcRJSKEshBDtlKIohMPhI37W8u8nnniCpqYm/vnPf2KxWLj66qs53heEoVCIRx55hG7dup32NgshREciD/MJIUQ71a9fP4qLi1m9ejUAmzdvZtGiRUDzXeGePXtisVhYv349GzduJBgMAmAwGGhoaIgUzqNHj+a5554jEAgA8P777zNv3rw26JEQQpxdZIyyEEK0YytXruSxxx5Dp9ORnp6O0+kkMzOT888/n7vvvhu9Xk9WVhZOp5Phw4czcuRIFixYwMMPP0xubm6kQP7LX/7C6tWrsdvtZGZmMn36dBwOR1t3Twgh2jUplIUQQgghhGiFDL0QQgghhBCiFVIoCyGEEEII0QoplIUQQgghhGiFFMpCCCGEEEK0QgplIYQQQgghWiGFshBCCCGEEK2QQlmdP8k4AAAAF0lEQVQIIYQQQohWSKEshBBCCCFEK/4/pQgx6675iDUAAAAASUVORK5CYII=\n",
            "text/plain": [
              "<Figure size 864x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "KqrJCewooRw9",
        "colab_type": "code",
        "outputId": "aed98047-f46f-4e70-9c86-56613f039744",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 834
        }
      },
      "source": [
        "df_hist.head(24)"
      ],
      "execution_count": 0,
      "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>食べログ</th>\n",
              "      <th>retty</th>\n",
              "      <th>クックパッド</th>\n",
              "      <th>クラシル</th>\n",
              "      <th>オイシックス</th>\n",
              "      <th>isPartial</th>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>date</th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>2018-01-01 00:00:00</th>\n",
              "      <td>6</td>\n",
              "      <td>0</td>\n",
              "      <td>16</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>False</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2018-01-01 01:00:00</th>\n",
              "      <td>8</td>\n",
              "      <td>0</td>\n",
              "      <td>19</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>False</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2018-01-01 02:00:00</th>\n",
              "      <td>13</td>\n",
              "      <td>0</td>\n",
              "      <td>20</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>False</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2018-01-01 03:00:00</th>\n",
              "      <td>16</td>\n",
              "      <td>0</td>\n",
              "      <td>20</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>False</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2018-01-01 04:00:00</th>\n",
              "      <td>16</td>\n",
              "      <td>0</td>\n",
              "      <td>18</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>False</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2018-01-01 05:00:00</th>\n",
              "      <td>16</td>\n",
              "      <td>0</td>\n",
              "      <td>20</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>False</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2018-01-01 06:00:00</th>\n",
              "      <td>18</td>\n",
              "      <td>0</td>\n",
              "      <td>23</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>False</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2018-01-01 07:00:00</th>\n",
              "      <td>20</td>\n",
              "      <td>0</td>\n",
              "      <td>32</td>\n",
              "      <td>1</td>\n",
              "      <td>2</td>\n",
              "      <td>False</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2018-01-01 08:00:00</th>\n",
              "      <td>21</td>\n",
              "      <td>0</td>\n",
              "      <td>34</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>False</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2018-01-01 09:00:00</th>\n",
              "      <td>17</td>\n",
              "      <td>0</td>\n",
              "      <td>24</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>False</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2018-01-01 10:00:00</th>\n",
              "      <td>16</td>\n",
              "      <td>0</td>\n",
              "      <td>16</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>False</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2018-01-01 11:00:00</th>\n",
              "      <td>13</td>\n",
              "      <td>0</td>\n",
              "      <td>12</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>False</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2018-01-01 12:00:00</th>\n",
              "      <td>14</td>\n",
              "      <td>0</td>\n",
              "      <td>11</td>\n",
              "      <td>0</td>\n",
              "      <td>2</td>\n",
              "      <td>False</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2018-01-01 13:00:00</th>\n",
              "      <td>11</td>\n",
              "      <td>0</td>\n",
              "      <td>9</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>False</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2018-01-01 14:00:00</th>\n",
              "      <td>8</td>\n",
              "      <td>0</td>\n",
              "      <td>7</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>False</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2018-01-01 15:00:00</th>\n",
              "      <td>5</td>\n",
              "      <td>0</td>\n",
              "      <td>5</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>False</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2018-01-01 16:00:00</th>\n",
              "      <td>3</td>\n",
              "      <td>0</td>\n",
              "      <td>3</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>False</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2018-01-01 17:00:00</th>\n",
              "      <td>2</td>\n",
              "      <td>0</td>\n",
              "      <td>2</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>False</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2018-01-01 18:00:00</th>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>False</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2018-01-01 19:00:00</th>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>False</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2018-01-01 20:00:00</th>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>2</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>False</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2018-01-01 21:00:00</th>\n",
              "      <td>2</td>\n",
              "      <td>0</td>\n",
              "      <td>3</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>False</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2018-01-01 22:00:00</th>\n",
              "      <td>4</td>\n",
              "      <td>0</td>\n",
              "      <td>7</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>False</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2018-01-01 23:00:00</th>\n",
              "      <td>6</td>\n",
              "      <td>0</td>\n",
              "      <td>11</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>False</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "                     食べログ  retty  クックパッド  クラシル  オイシックス  isPartial\n",
              "date                                                             \n",
              "2018-01-01 00:00:00     6      0      16     0       1      False\n",
              "2018-01-01 01:00:00     8      0      19     0       1      False\n",
              "2018-01-01 02:00:00    13      0      20     1       1      False\n",
              "2018-01-01 03:00:00    16      0      20     0       1      False\n",
              "2018-01-01 04:00:00    16      0      18     1       1      False\n",
              "2018-01-01 05:00:00    16      0      20     1       1      False\n",
              "2018-01-01 06:00:00    18      0      23     1       1      False\n",
              "2018-01-01 07:00:00    20      0      32     1       2      False\n",
              "2018-01-01 08:00:00    21      0      34     1       1      False\n",
              "2018-01-01 09:00:00    17      0      24     1       1      False\n",
              "2018-01-01 10:00:00    16      0      16     1       1      False\n",
              "2018-01-01 11:00:00    13      0      12     0       1      False\n",
              "2018-01-01 12:00:00    14      0      11     0       2      False\n",
              "2018-01-01 13:00:00    11      0       9     0       1      False\n",
              "2018-01-01 14:00:00     8      0       7     0       1      False\n",
              "2018-01-01 15:00:00     5      0       5     0       1      False\n",
              "2018-01-01 16:00:00     3      0       3     0       0      False\n",
              "2018-01-01 17:00:00     2      0       2     0       0      False\n",
              "2018-01-01 18:00:00     1      0       1     0       0      False\n",
              "2018-01-01 19:00:00     1      0       1     0       0      False\n",
              "2018-01-01 20:00:00     1      0       2     0       0      False\n",
              "2018-01-01 21:00:00     2      0       3     0       0      False\n",
              "2018-01-01 22:00:00     4      0       7     0       1      False\n",
              "2018-01-01 23:00:00     6      0      11     0       1      False"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 41
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "-TPhOWQ9xXwo",
        "colab_type": "code",
        "outputId": "2ffbc0d6-0301-458d-8c1c-4f56f1eea61a",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 206
        }
      },
      "source": [
        "# hot trends keyword\n",
        "#df = pytrend.trending_searches(pn='united_states')\n",
        "df = pytrend.trending_searches(pn='japan')\n",
        "df.head()"
      ],
      "execution_count": 0,
      "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>0</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>海老蔵</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>日本ダービー</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>愛していると言ってくれ</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>スペースX</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>パズドラ</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "             0\n",
              "0          海老蔵\n",
              "1       日本ダービー\n",
              "2  愛していると言ってくれ\n",
              "3        スペースX\n",
              "4         パズドラ"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 34
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "9PQKi3NVx8qO",
        "colab_type": "code",
        "outputId": "5501572a-d49b-4e83-c75b-2a14ab923b51",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 206
        }
      },
      "source": [
        "# google top chart\n",
        "df = pytrend.top_charts(2019, hl='ja-jp', tz=360, geo='JP')\n",
        "df.head()"
      ],
      "execution_count": 0,
      "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>title</th>\n",
              "      <th>exploreQuery</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>台風19号</td>\n",
              "      <td></td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>令和</td>\n",
              "      <td></td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>ラグビーワールドカップ</td>\n",
              "      <td></td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>あなたの番です</td>\n",
              "      <td>あなたの 番 です</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>ドラクエウォーク</td>\n",
              "      <td>ドラクエ ウォーク</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "         title exploreQuery\n",
              "0        台風19号             \n",
              "1           令和             \n",
              "2  ラグビーワールドカップ             \n",
              "3      あなたの番です    あなたの 番 です\n",
              "4     ドラクエウォーク    ドラクエ ウォーク"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 106
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "cnmQDYxQyDnk",
        "colab_type": "code",
        "outputId": "7ad1a805-3c90-4c44-f529-275b3a971a5a",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 206
        }
      },
      "source": [
        "# google keyword suggestions\n",
        "keywords = pytrend.suggestions(keyword='toyota')\n",
        "df = pd.DataFrame(keywords)\n",
        "df"
      ],
      "execution_count": 0,
      "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>mid</th>\n",
              "      <th>title</th>\n",
              "      <th>type</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>/m/07mb6</td>\n",
              "      <td>Toyota</td>\n",
              "      <td>Automotive manufacturer</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>/m/0h5y1j0</td>\n",
              "      <td>Toyota</td>\n",
              "      <td>Automobile make</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>/m/01wls9</td>\n",
              "      <td>Toyota</td>\n",
              "      <td>City in Japan</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>/m/04tnkz</td>\n",
              "      <td>Toyota RAV4</td>\n",
              "      <td>Compact sport utility vehicle</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>/m/0371pr</td>\n",
              "      <td>Toyota Corolla</td>\n",
              "      <td>Compact car</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "          mid           title                           type\n",
              "0    /m/07mb6          Toyota        Automotive manufacturer\n",
              "1  /m/0h5y1j0          Toyota                Automobile make\n",
              "2   /m/01wls9          Toyota                  City in Japan\n",
              "3   /m/04tnkz     Toyota RAV4  Compact sport utility vehicle\n",
              "4   /m/0371pr  Toyota Corolla                    Compact car"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 89
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "PAUZTPDzhlXV",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        ""
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "3QEAFCDikb-6",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        ""
      ],
      "execution_count": 0,
      "outputs": []
    }
  ]
}