cnn_model.ipynb

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  "cells": [
    {
      "cell_type": "code",
      "execution_count": 1,
      "metadata": {
        "id": "bY_luER97FPu"
      },
      "outputs": [],
      "source": [
        "#import libraries\n",
        "from fastai.vision.all import *\n",
        "from fastai.distributed import *\n",
        "from google.colab import drive\n",
        "import zipfile\n",
        "import pandas as pd\n",
        "from fastai.vision.widgets import *"
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# mount Google Drive\n",
        "drive.mount('/content/drive')"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "WjbBws7y_Nvy",
        "outputId": "89e70dd8-dc23-4dab-e1c7-ac021530e148"
      },
      "execution_count": 2,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Mounted at /content/drive\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# list files in the mounted GDrive folder\n",
        "!ls \"/content/drive/My Drive/techlabs\""
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "K7HJqqk8_1Kt",
        "outputId": "c7f032e1-2ffe-4775-e9f2-e5a179388027"
      },
      "execution_count": 3,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            " classifier_working.ipynb\t\t\t   'image caption notes.docx'\n",
            " coco_training.ipynb\t\t\t\t    image_labels_2.csv\n",
            "'Copy of classifier_working.ipynb'\t\t    image_labels.csv\n",
            "'Copy of OpenAI CLIP simple implementation.ipynb'   image_labels.gsheet\n",
            "'github token.txt'\t\t\t\t    images\n",
            "'git pull request lines.txt'\t\t\t    scraping.py\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# copy the csv file containing the label dataset\n",
        "!cp -av \"/content/drive/My Drive/techlabs/image_labels_2.csv\" \"image_labels.csv\""
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "4dgOHkjHr-yu",
        "outputId": "50aa48f3-4202-4da4-c269-bf6bce692048"
      },
      "execution_count": 14,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "'/content/drive/My Drive/techlabs/image_labels_2.csv' -> 'image_labels.csv'\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# copy all images and store them in the 'images' folder\n",
        "!cp -av \"/content/drive/My Drive/techlabs/images\" \"images\""
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "DrfTjCl3ABbK",
        "outputId": "3a61c331-7068-4908-8da7-db23aa26be98"
      },
      "execution_count": 5,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "'/content/drive/My Drive/techlabs/images' -> 'images'\n",
            "'/content/drive/My Drive/techlabs/images/1.jpg' -> 'images/1.jpg'\n",
            "'/content/drive/My Drive/techlabs/images/2.jpg' -> 'images/2.jpg'\n",
            "'/content/drive/My Drive/techlabs/images/3.jpg' -> 'images/3.jpg'\n",
            "'/content/drive/My Drive/techlabs/images/4.jpg' -> 'images/4.jpg'\n",
            "'/content/drive/My Drive/techlabs/images/5.jpg' -> 'images/5.jpg'\n",
            "'/content/drive/My Drive/techlabs/images/6.jpg' -> 'images/6.jpg'\n",
            "'/content/drive/My Drive/techlabs/images/7.jpg' -> 'images/7.jpg'\n",
            "'/content/drive/My Drive/techlabs/images/8.jpg' -> 'images/8.jpg'\n",
            "'/content/drive/My Drive/techlabs/images/9.jpg' -> 'images/9.jpg'\n",
            "'/content/drive/My Drive/techlabs/images/10.jpg' -> 'images/10.jpg'\n",
            "'/content/drive/My Drive/techlabs/images/11.jpg' -> 'images/11.jpg'\n",
            "'/content/drive/My Drive/techlabs/images/12.jpg' -> 'images/12.jpg'\n",
            "'/content/drive/My Drive/techlabs/images/13.jpg' -> 'images/13.jpg'\n",
            "'/content/drive/My Drive/techlabs/images/14.jpg' -> 'images/14.jpg'\n",
            "'/content/drive/My Drive/techlabs/images/16.jpg' -> 'images/16.jpg'\n",
            "'/content/drive/My Drive/techlabs/images/17.jpg' -> 'images/17.jpg'\n",
            "'/content/drive/My Drive/techlabs/images/18.jpg' -> 'images/18.jpg'\n",
            "'/content/drive/My Drive/techlabs/images/19.jpg' -> 'images/19.jpg'\n",
            "'/content/drive/My Drive/techlabs/images/20.jpg' -> 'images/20.jpg'\n",
            "'/content/drive/My Drive/techlabs/images/21.jpg' -> 'images/21.jpg'\n",
            "'/content/drive/My Drive/techlabs/images/22.jpg' -> 'images/22.jpg'\n",
            "'/content/drive/My Drive/techlabs/images/23.jpg' -> 'images/23.jpg'\n",
            "'/content/drive/My Drive/techlabs/images/24.jpg' -> 'images/24.jpg'\n",
            "'/content/drive/My Drive/techlabs/images/26.jpg' -> 'images/26.jpg'\n",
            "'/content/drive/My Drive/techlabs/images/27.jpg' -> 'images/27.jpg'\n",
            "'/content/drive/My Drive/techlabs/images/29.jpg' -> 'images/29.jpg'\n",
            "'/content/drive/My Drive/techlabs/images/28.jpg' -> 'images/28.jpg'\n",
            "'/content/drive/My Drive/techlabs/images/30.jpg' -> 'images/30.jpg'\n",
            "'/content/drive/My Drive/techlabs/images/31.jpg' -> 'images/31.jpg'\n",
            "'/content/drive/My Drive/techlabs/images/32.jpg' -> 'images/32.jpg'\n",
            "'/content/drive/My Drive/techlabs/images/33.jpg' -> 'images/33.jpg'\n",
            "'/content/drive/My Drive/techlabs/images/34.jpg' -> 'images/34.jpg'\n",
            "'/content/drive/My Drive/techlabs/images/35.jpg' -> 'images/35.jpg'\n",
            "'/content/drive/My Drive/techlabs/images/36.jpg' -> 'images/36.jpg'\n",
            "'/content/drive/My Drive/techlabs/images/37.jpg' -> 'images/37.jpg'\n",
            "'/content/drive/My Drive/techlabs/images/39.jpg' -> 'images/39.jpg'\n",
            "'/content/drive/My Drive/techlabs/images/40.jpg' -> 'images/40.jpg'\n",
            "'/content/drive/My Drive/techlabs/images/41.jpg' -> 'images/41.jpg'\n",
            "'/content/drive/My Drive/techlabs/images/42.jpg' -> 'images/42.jpg'\n",
            "'/content/drive/My Drive/techlabs/images/43.jpg' -> 'images/43.jpg'\n",
            "'/content/drive/My Drive/techlabs/images/44.jpg' -> 'images/44.jpg'\n",
            "'/content/drive/My Drive/techlabs/images/45.jpg' -> 'images/45.jpg'\n",
            "'/content/drive/My Drive/techlabs/images/46.jpg' -> 'images/46.jpg'\n",
            "'/content/drive/My Drive/techlabs/images/47.jpg' -> 'images/47.jpg'\n",
            "'/content/drive/My Drive/techlabs/images/48.jpg' -> 'images/48.jpg'\n",
            "'/content/drive/My Drive/techlabs/images/49.jpg' -> 'images/49.jpg'\n",
            "'/content/drive/My Drive/techlabs/images/50.jpg' -> 'images/50.jpg'\n",
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            "'/content/drive/My Drive/techlabs/images/52.jpg' -> 'images/52.jpg'\n",
            "'/content/drive/My Drive/techlabs/images/53.jpg' -> 'images/53.jpg'\n",
            "'/content/drive/My Drive/techlabs/images/54.jpg' -> 'images/54.jpg'\n",
            "'/content/drive/My Drive/techlabs/images/55.jpg' -> 'images/55.jpg'\n",
            "'/content/drive/My Drive/techlabs/images/56.jpg' -> 'images/56.jpg'\n",
            "'/content/drive/My Drive/techlabs/images/57.jpg' -> 'images/57.jpg'\n",
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            "'/content/drive/My Drive/techlabs/images/63.jpg' -> 'images/63.jpg'\n",
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            "'/content/drive/My Drive/techlabs/images/87.jpg' -> 'images/87.jpg'\n",
            "'/content/drive/My Drive/techlabs/images/88.jpg' -> 'images/88.jpg'\n",
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            "'/content/drive/My Drive/techlabs/images/95.jpg' -> 'images/95.jpg'\n",
            "'/content/drive/My Drive/techlabs/images/96.jpg' -> 'images/96.jpg'\n",
            "'/content/drive/My Drive/techlabs/images/97.jpg' -> 'images/97.jpg'\n",
            "'/content/drive/My Drive/techlabs/images/99.jpg' -> 'images/99.jpg'\n",
            "'/content/drive/My Drive/techlabs/images/101.jpg' -> 'images/101.jpg'\n",
            "'/content/drive/My Drive/techlabs/images/100.jpg' -> 'images/100.jpg'\n",
            "'/content/drive/My Drive/techlabs/images/102.jpg' -> 'images/102.jpg'\n",
            "'/content/drive/My Drive/techlabs/images/103.jpg' -> 'images/103.jpg'\n",
            "'/content/drive/My Drive/techlabs/images/104.jpg' -> 'images/104.jpg'\n",
            "'/content/drive/My Drive/techlabs/images/105.jpg' -> 'images/105.jpg'\n",
            "'/content/drive/My Drive/techlabs/images/106.jpg' -> 'images/106.jpg'\n",
            "'/content/drive/My Drive/techlabs/images/107.jpg' -> 'images/107.jpg'\n",
            "'/content/drive/My Drive/techlabs/images/108.jpg' -> 'images/108.jpg'\n",
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            "'/content/drive/My Drive/techlabs/images/poster_2.jpg' -> 'images/poster_2.jpg'\n",
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            "'/content/drive/My Drive/techlabs/images/poster_6.jpg' -> 'images/poster_6.jpg'\n",
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            "'/content/drive/My Drive/techlabs/images/poster_45.jpg' -> 'images/poster_45.jpg'\n",
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            "'/content/drive/My Drive/techlabs/images/poster_52.jpg' -> 'images/poster_52.jpg'\n",
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            "'/content/drive/My Drive/techlabs/images/poster_56.jpg' -> 'images/poster_56.jpg'\n",
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            "'/content/drive/My Drive/techlabs/images/poster_58.jpg' -> 'images/poster_58.jpg'\n",
            "'/content/drive/My Drive/techlabs/images/poster_60.jpg' -> 'images/poster_60.jpg'\n",
            "'/content/drive/My Drive/techlabs/images/poster_62.jpg' -> 'images/poster_62.jpg'\n",
            "'/content/drive/My Drive/techlabs/images/poster_63.jpg' -> 'images/poster_63.jpg'\n",
            "'/content/drive/My Drive/techlabs/images/poster_64.jpg' -> 'images/poster_64.jpg'\n",
            "'/content/drive/My Drive/techlabs/images/poster_66.jpg' -> 'images/poster_66.jpg'\n",
            "'/content/drive/My Drive/techlabs/images/poster_65.jpg' -> 'images/poster_65.jpg'\n",
            "'/content/drive/My Drive/techlabs/images/poster_67.jpg' -> 'images/poster_67.jpg'\n",
            "'/content/drive/My Drive/techlabs/images/poster_68.jpg' -> 'images/poster_68.jpg'\n",
            "'/content/drive/My Drive/techlabs/images/poster_69.jpg' -> 'images/poster_69.jpg'\n",
            "'/content/drive/My Drive/techlabs/images/poster_70.jpg' -> 'images/poster_70.jpg'\n",
            "'/content/drive/My Drive/techlabs/images/poster_73.jpg' -> 'images/poster_73.jpg'\n",
            "'/content/drive/My Drive/techlabs/images/poster_75.jpg' -> 'images/poster_75.jpg'\n",
            "'/content/drive/My Drive/techlabs/images/poster_74.jpg' -> 'images/poster_74.jpg'\n",
            "'/content/drive/My Drive/techlabs/images/poster_79.jpg' -> 'images/poster_79.jpg'\n",
            "'/content/drive/My Drive/techlabs/images/poster_80.jpg' -> 'images/poster_80.jpg'\n",
            "'/content/drive/My Drive/techlabs/images/poster_81.jpg' -> 'images/poster_81.jpg'\n",
            "'/content/drive/My Drive/techlabs/images/poster_82.jpg' -> 'images/poster_82.jpg'\n",
            "'/content/drive/My Drive/techlabs/images/poster_83.jpg' -> 'images/poster_83.jpg'\n",
            "'/content/drive/My Drive/techlabs/images/poster_85.jpg' -> 'images/poster_85.jpg'\n",
            "'/content/drive/My Drive/techlabs/images/poster_88.jpg' -> 'images/poster_88.jpg'\n",
            "'/content/drive/My Drive/techlabs/images/poster_90.jpg' -> 'images/poster_90.jpg'\n",
            "'/content/drive/My Drive/techlabs/images/poster_91.jpg' -> 'images/poster_91.jpg'\n",
            "'/content/drive/My Drive/techlabs/images/poster_94.jpg' -> 'images/poster_94.jpg'\n",
            "'/content/drive/My Drive/techlabs/images/poster_96.jpg' -> 'images/poster_96.jpg'\n",
            "'/content/drive/My Drive/techlabs/images/poster_98.jpg' -> 'images/poster_98.jpg'\n",
            "'/content/drive/My Drive/techlabs/images/poster_100.jpg' -> 'images/poster_100.jpg'\n",
            "'/content/drive/My Drive/techlabs/images/poster_103.jpg' -> 'images/poster_103.jpg'\n",
            "'/content/drive/My Drive/techlabs/images/poster_104.jpg' -> 'images/poster_104.jpg'\n",
            "'/content/drive/My Drive/techlabs/images/poster_106.jpg' -> 'images/poster_106.jpg'\n",
            "'/content/drive/My Drive/techlabs/images/poster_105.jpg' -> 'images/poster_105.jpg'\n",
            "'/content/drive/My Drive/techlabs/images/poster_107.jpg' -> 'images/poster_107.jpg'\n",
            "'/content/drive/My Drive/techlabs/images/poster_111.jpg' -> 'images/poster_111.jpg'\n",
            "'/content/drive/My Drive/techlabs/images/poster_113.jpg' -> 'images/poster_113.jpg'\n",
            "'/content/drive/My Drive/techlabs/images/poster_114.jpg' -> 'images/poster_114.jpg'\n",
            "'/content/drive/My Drive/techlabs/images/poster_116.jpg' -> 'images/poster_116.jpg'\n",
            "'/content/drive/My Drive/techlabs/images/poster_117.jpg' -> 'images/poster_117.jpg'\n",
            "'/content/drive/My Drive/techlabs/images/poster_120.jpg' -> 'images/poster_120.jpg'\n",
            "'/content/drive/My Drive/techlabs/images/poster_121.jpg' -> 'images/poster_121.jpg'\n",
            "'/content/drive/My Drive/techlabs/images/poster_123.jpg' -> 'images/poster_123.jpg'\n",
            "'/content/drive/My Drive/techlabs/images/poster_127.jpg' -> 'images/poster_127.jpg'\n",
            "'/content/drive/My Drive/techlabs/images/poster_130.jpg' -> 'images/poster_130.jpg'\n",
            "'/content/drive/My Drive/techlabs/images/poster_129.jpg' -> 'images/poster_129.jpg'\n",
            "'/content/drive/My Drive/techlabs/images/clean_3.jpg' -> 'images/clean_3.jpg'\n",
            "'/content/drive/My Drive/techlabs/images/clean_4.jpg' -> 'images/clean_4.jpg'\n",
            "'/content/drive/My Drive/techlabs/images/clean_6.jpg' -> 'images/clean_6.jpg'\n",
            "'/content/drive/My Drive/techlabs/images/clean_9.jpg' -> 'images/clean_9.jpg'\n",
            "'/content/drive/My Drive/techlabs/images/clean_10.jpg' -> 'images/clean_10.jpg'\n",
            "'/content/drive/My Drive/techlabs/images/clean_12.jpg' -> 'images/clean_12.jpg'\n",
            "'/content/drive/My Drive/techlabs/images/clean_14.jpg' -> 'images/clean_14.jpg'\n",
            "'/content/drive/My Drive/techlabs/images/clean_13.jpg' -> 'images/clean_13.jpg'\n",
            "'/content/drive/My Drive/techlabs/images/clean_18.jpg' -> 'images/clean_18.jpg'\n",
            "'/content/drive/My Drive/techlabs/images/clean_20.jpg' -> 'images/clean_20.jpg'\n",
            "'/content/drive/My Drive/techlabs/images/clean_21.jpg' -> 'images/clean_21.jpg'\n",
            "'/content/drive/My Drive/techlabs/images/clean_27.jpg' -> 'images/clean_27.jpg'\n",
            "'/content/drive/My Drive/techlabs/images/clean_48.jpg' -> 'images/clean_48.jpg'\n",
            "'/content/drive/My Drive/techlabs/images/clean_57.jpg' -> 'images/clean_57.jpg'\n",
            "'/content/drive/My Drive/techlabs/images/clean_59.jpg' -> 'images/clean_59.jpg'\n",
            "'/content/drive/My Drive/techlabs/images/clean_64.jpg' -> 'images/clean_64.jpg'\n",
            "'/content/drive/My Drive/techlabs/images/dirty_101.jpg' -> 'images/dirty_101.jpg'\n",
            "'/content/drive/My Drive/techlabs/images/dirty_102.jpg' -> 'images/dirty_102.jpg'\n",
            "'/content/drive/My Drive/techlabs/images/dirty_105.jpg' -> 'images/dirty_105.jpg'\n",
            "'/content/drive/My Drive/techlabs/images/dirty_106.jpg' -> 'images/dirty_106.jpg'\n",
            "'/content/drive/My Drive/techlabs/images/dirty_108.jpg' -> 'images/dirty_108.jpg'\n",
            "'/content/drive/My Drive/techlabs/images/dirty_113.jpg' -> 'images/dirty_113.jpg'\n",
            "'/content/drive/My Drive/techlabs/images/dirty_117.jpg' -> 'images/dirty_117.jpg'\n",
            "'/content/drive/My Drive/techlabs/images/dirty_118.jpg' -> 'images/dirty_118.jpg'\n",
            "'/content/drive/My Drive/techlabs/images/dirty_119.jpg' -> 'images/dirty_119.jpg'\n",
            "'/content/drive/My Drive/techlabs/images/dirty_121.jpg' -> 'images/dirty_121.jpg'\n",
            "'/content/drive/My Drive/techlabs/images/dirty_130.jpg' -> 'images/dirty_130.jpg'\n",
            "'/content/drive/My Drive/techlabs/images/dirty_132.jpg' -> 'images/dirty_132.jpg'\n",
            "'/content/drive/My Drive/techlabs/images/dirty_143.jpg' -> 'images/dirty_143.jpg'\n",
            "'/content/drive/My Drive/techlabs/images/dirty_147.jpg' -> 'images/dirty_147.jpg'\n",
            "'/content/drive/My Drive/techlabs/images/dirty_160.jpg' -> 'images/dirty_160.jpg'\n",
            "'/content/drive/My Drive/techlabs/images/dirty_165.jpg' -> 'images/dirty_165.jpg'\n",
            "'/content/drive/My Drive/techlabs/images/dirty_177.jpg' -> 'images/dirty_177.jpg'\n",
            "'/content/drive/My Drive/techlabs/images/dirty_182.jpg' -> 'images/dirty_182.jpg'\n",
            "'/content/drive/My Drive/techlabs/images/dirty_191.jpg' -> 'images/dirty_191.jpg'\n",
            "'/content/drive/My Drive/techlabs/images/dirty_199.jpg' -> 'images/dirty_199.jpg'\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# read label dataset\n",
        "labels = pd.read_csv('image_labels.csv')\n",
        "labels.head(), labels.tail()"
      ],
      "metadata": {
        "id": "PCseIZcH9YYH",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "2b2ebe1b-59ca-4e38-efc2-ce36120a414a"
      },
      "execution_count": 15,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "(  image_id  label\n",
              " 0        1    art\n",
              " 1        2    art\n",
              " 2        3  dirty\n",
              " 3        4    art\n",
              " 4        5    art,       image_id  label\n",
              " 861  dirty_165  dirty\n",
              " 862  dirty_177  dirty\n",
              " 863  dirty_182  dirty\n",
              " 864  dirty_191  dirty\n",
              " 865  dirty_199  dirty)"
            ]
          },
          "metadata": {},
          "execution_count": 15
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# add extension to the image name strings\n",
        "labels['image_id'] = [(str(o).strip() + '.jpg') for o in labels['image_id']]"
      ],
      "metadata": {
        "id": "WG87DJfjKsE9"
      },
      "execution_count": 16,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "# drop rows without labels\n",
        "labels.dropna(axis = 0, inplace = True)"
      ],
      "metadata": {
        "id": "mpi4O61nP9LR"
      },
      "execution_count": 17,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "labels"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 424
        },
        "id": "VnwuxumH-cB6",
        "outputId": "b9b6a337-3237-4c0c-8640-70b4a2c99f39"
      },
      "execution_count": 18,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "          image_id  label\n",
              "0            1.jpg    art\n",
              "1            2.jpg    art\n",
              "2            3.jpg  dirty\n",
              "3            4.jpg    art\n",
              "4            5.jpg    art\n",
              "..             ...    ...\n",
              "861  dirty_165.jpg  dirty\n",
              "862  dirty_177.jpg  dirty\n",
              "863  dirty_182.jpg  dirty\n",
              "864  dirty_191.jpg  dirty\n",
              "865  dirty_199.jpg  dirty\n",
              "\n",
              "[851 rows x 2 columns]"
            ],
            "text/html": [
              "\n",
              "  <div id=\"df-fb28c48e-5c19-407d-9162-0b285f36ca80\">\n",
              "    <div class=\"colab-df-container\">\n",
              "      <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>image_id</th>\n",
              "      <th>label</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>1.jpg</td>\n",
              "      <td>art</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>2.jpg</td>\n",
              "      <td>art</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>3.jpg</td>\n",
              "      <td>dirty</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>4.jpg</td>\n",
              "      <td>art</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>5.jpg</td>\n",
              "      <td>art</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>...</th>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>861</th>\n",
              "      <td>dirty_165.jpg</td>\n",
              "      <td>dirty</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>862</th>\n",
              "      <td>dirty_177.jpg</td>\n",
              "      <td>dirty</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>863</th>\n",
              "      <td>dirty_182.jpg</td>\n",
              "      <td>dirty</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>864</th>\n",
              "      <td>dirty_191.jpg</td>\n",
              "      <td>dirty</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>865</th>\n",
              "      <td>dirty_199.jpg</td>\n",
              "      <td>dirty</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>851 rows × 2 columns</p>\n",
              "</div>\n",
              "      <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-fb28c48e-5c19-407d-9162-0b285f36ca80')\"\n",
              "              title=\"Convert this dataframe to an interactive table.\"\n",
              "              style=\"display:none;\">\n",
              "        \n",
              "  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n",
              "       width=\"24px\">\n",
              "    <path d=\"M0 0h24v24H0V0z\" fill=\"none\"/>\n",
              "    <path d=\"M18.56 5.44l.94 2.06.94-2.06 2.06-.94-2.06-.94-.94-2.06-.94 2.06-2.06.94zm-11 1L8.5 8.5l.94-2.06 2.06-.94-2.06-.94L8.5 2.5l-.94 2.06-2.06.94zm10 10l.94 2.06.94-2.06 2.06-.94-2.06-.94-.94-2.06-.94 2.06-2.06.94z\"/><path d=\"M17.41 7.96l-1.37-1.37c-.4-.4-.92-.59-1.43-.59-.52 0-1.04.2-1.43.59L10.3 9.45l-7.72 7.72c-.78.78-.78 2.05 0 2.83L4 21.41c.39.39.9.59 1.41.59.51 0 1.02-.2 1.41-.59l7.78-7.78 2.81-2.81c.8-.78.8-2.07 0-2.86zM5.41 20L4 18.59l7.72-7.72 1.47 1.35L5.41 20z\"/>\n",
              "  </svg>\n",
              "      </button>\n",
              "      \n",
              "  <style>\n",
              "    .colab-df-container {\n",
              "      display:flex;\n",
              "      flex-wrap:wrap;\n",
              "      gap: 12px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert {\n",
              "      background-color: #E8F0FE;\n",
              "      border: none;\n",
              "      border-radius: 50%;\n",
              "      cursor: pointer;\n",
              "      display: none;\n",
              "      fill: #1967D2;\n",
              "      height: 32px;\n",
              "      padding: 0 0 0 0;\n",
              "      width: 32px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert:hover {\n",
              "      background-color: #E2EBFA;\n",
              "      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
              "      fill: #174EA6;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert {\n",
              "      background-color: #3B4455;\n",
              "      fill: #D2E3FC;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert:hover {\n",
              "      background-color: #434B5C;\n",
              "      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
              "      filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
              "      fill: #FFFFFF;\n",
              "    }\n",
              "  </style>\n",
              "\n",
              "      <script>\n",
              "        const buttonEl =\n",
              "          document.querySelector('#df-fb28c48e-5c19-407d-9162-0b285f36ca80 button.colab-df-convert');\n",
              "        buttonEl.style.display =\n",
              "          google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "\n",
              "        async function convertToInteractive(key) {\n",
              "          const element = document.querySelector('#df-fb28c48e-5c19-407d-9162-0b285f36ca80');\n",
              "          const dataTable =\n",
              "            await google.colab.kernel.invokeFunction('convertToInteractive',\n",
              "                                                     [key], {});\n",
              "          if (!dataTable) return;\n",
              "\n",
              "          const docLinkHtml = 'Like what you see? Visit the ' +\n",
              "            '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
              "            + ' to learn more about interactive tables.';\n",
              "          element.innerHTML = '';\n",
              "          dataTable['output_type'] = 'display_data';\n",
              "          await google.colab.output.renderOutput(dataTable, element);\n",
              "          const docLink = document.createElement('div');\n",
              "          docLink.innerHTML = docLinkHtml;\n",
              "          element.appendChild(docLink);\n",
              "        }\n",
              "      </script>\n",
              "    </div>\n",
              "  </div>\n",
              "  "
            ]
          },
          "metadata": {},
          "execution_count": 18
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# DataBlock object.\n",
        "boxes = DataBlock(blocks=(ImageBlock, CategoryBlock),\n",
        "                   splitter=RandomSplitter(),\n",
        "                   get_x=ColReader(0,  pref='/content/images/'),\n",
        "                   get_y=ColReader(1),\n",
        "                   item_tfms=Resize(460),\n",
        "                   batch_tfms=aug_transforms(size=224, min_scale=0.90))"
      ],
      "metadata": {
        "id": "wUJ3bemvNswy"
      },
      "execution_count": 19,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "# create a DataLoaders object\n",
        "dls = boxes.dataloaders(labels)"
      ],
      "metadata": {
        "id": "hg9z3GWLOCg2"
      },
      "execution_count": 20,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "# see a sample batch of images with labels\n",
        "dls.show_batch()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 536
        },
        "id": "4ltb7ODlOflG",
        "outputId": "730e7d24-576b-4487-f218-3dc09edbde0e"
      },
      "execution_count": 21,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 648x648 with 9 Axes>"
            ],
            "image/png": 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I6odzFixgTQARrBnCKsnXKv0MQaDke9UuF3z6Ex/n2y9+jVvHR+ztVUxHji88/5t0i9Nkh2zNcjl/23n10Bn+Ez/5k/z6Jz/JYrGgbT3WFRgcFiH0C4JfoIsTOhUW1nJej7hdTlEVnv/c8wkSHE95/NEnuP7IIQfXdnnqYI8f+wOPUo2n3D3veePIc/scbp3B60cdR3OIarKXtlYK64g7GyijG4ZriGQ3QuRLnuAQzd8H4T8QEWeDIcPxhs8jOUhYw1RZSV12U9ZjfcAAKjnKTpN9gOo2z21l40Xe1oZuHu/BiH441w3HYcMwv9WwNr8tcvmolxwUue+TDWdnE/8XTeco+vZHeifF2RKDoWlaFosFJ6enzBdzZrMLZrMLlosl88WCdtkxny9BoKwKqqJAY+TRx24wmdTs7U6Z7ky4cf0ao6pm7/CQ3veUdU1Vjol9IIQGQfAhEmOPbztUA9YNiJfgipLgA9YYfB8RG4C0qMkQ7+aVdq5ACEx3pskYa8SoIfhAEM/JScPOZILTyLSasgxdgtXFUY92cK7g4PAaqootCqZ76SnVqkqFS4iERkpXEkLPeDTBuiqhc7FbxecxRhTF+5aqNLjC0XU9TdsRxzUxKl6Voiro++R4iiT4TFXxGnGkKGtA3FQ3ZxRrx1UjTg0GcNaxt7tH2zb0Xcvu3pSiKCkKt4rKQlSiVYwVrLEoBScnp4xGo3R8gSFCVo2IJLi6aUKKOhnGK4Q+EI1k2Pu909HbWBCSc2iNYK1Zwc8gKbpFCTnahbWBwbJyADYh8qgZ3vSATaGV0WRQdeXl6wakHlfXbzCmaYvkACgx7XPQRIYVhK4yQN2axnSfLkrGfkhF5Eg/DyJqTAGMJMOooisdbVKEhkQwRggMzokhxkAkpHRB+iZBwcfk7HkFHyPGpLTPkH6w1hIV+hAIapK+FlkFpgoYm0IsUzrKUlAsMShI2LhG2XGxaX3HYFbXP6VAElJiM8IVbLqu1qwd4gENYEBMkueQnLpWONiZ8pWLCz7w9FOMaDh+6SXa81OcjSy9QohUat92Xj3UAdgbjbjxyCE3b3uCFLhyn9GVZxhdvYozCYaIGtDYE7oloetoZ2eIeMQZWJZ0Z4aTu6/xZVdSViOqYsR4Mma8M+aR61f52Iee4/tvHPBDT1Vga6KpePPM87XXltw+d5x3cNEoTRPo1SCGbFwMKnE1EdcRhDxoIDNCYCRDqhovW8OcfN+M4tn4P8pbG/nNyHd1mPu2Gd7Y5ALo4MTo5W2Hl6sIKu9ThuB8I0oaxn3pHIcvXfJ6N05kI7pf7WIjYlBdG/aBJrGJEWwiIcN+ZcMRGsZ+nx/xrsorr75OVaRF9oUvfJXbd4+oxjWT6YjCWq5du8LHrnyI6XhMt5xTVgU7+7vM5wu6ruPatRugkaoeESKryMXZGrE1RV3huw7fpfxz8EkBxNCnRR08isH7FBml22PwHqIotkwKz5OMsDUuRag5v2pyRDSajBAjLBZLJpMxhRRMxmNiDBSlox7VmMKl/KO3CUkQIapSlSWD0+ZDh2oyrGVVIV2C3I0t87EMMYC4wf3OkV2MKfKKgVFV4Iwh9NB1nt4Hmj5iO0/XdhhT5mg/w+t5oQgbiowUwavKBj8lKXGiDAAczjnGdY33PW1UBgTb+5B2m5YuzjmC91m5GiaTCT4EREOCp3WtJ4w1dF23MmQWgyGlJQpjQZND7n3/zk7Wh4gzbhWJO1swHlXJCQrJgex9WN2LPviVoTXGJqSFjIFuOAEw8IQEI2l7yfdlzQtYQ/khDNdwSE2u+QXpjfRe4mKkFK+IJAO3iVFu6q0M/3vv13wAs9ownV+O8je5UWn+mEucgeSEKEZJzpGktEIadwoYQ/DEkBwaayxBFAMZUk+OOhrxvsdaIXglap8d0zWPKl1bt0I0YgQjya6oxmS0c0yXkC5DdOvg0Zg174J8T4Z7tXIANhyclWTlKmqoxmM+/LHvoWkDTz71OK+/9DV+/Zf/b0QDRbXD+WJBPa4YV/dbr4159bBJN1/MOT1PP/Voj74PnNybUVQT9vb2KasxzhiiCLUkotQ09BijdO2S0J3j+yVoB21DuzynF2E5G3N01/HyS9/gtz79Gapqh73dHa5d3efaI1c5ONjjR5+5wfUbN/Ae7px67p7D3YXhpTsNrx51dMEmLw/DysG5BGGvTdYAvcsQrW5Yed1AC4wM3iOrSaU5OhjSDZuw+1vJg5/og98ZgIr7NpZhPG8hZjiXzX1t/Fk7EOvfawdlrWAvj2w4oK4uyyYPYrgGG1s/ON63eO+BA72LUpYFBwd7OAM//hM/jLF2tfjmixkilqqsKZyjbRegkdF4TO8jxpVU1YQYI86VuCGPjeAVMCZth8FYQ4yGorT03ZKoPdYIRh0xJoWiWNCcAzVC8IHCJEfWugIwKcUAJINtMskqUNdVzstXWJuMewhDNCXZwBlCEETKVfSkGum6jqpMpDtXOHzbs2yWa4XjClxZEbo0RxbLOXVdAJG+6/Cdx3tluUi597brGBUF95YN0509bFmjJGJj8D0252wFyciG5AgwIhiIg+FIxib06Ryts4gVJGboFsAIVVVhlwum02kilGXlGGNI91LBqBJFwAhWLGVVslwuGNdVUqSqGFdQVCXGpNRK8AEfeqxJRDUD+JAchoFw916RoihW9znESFSoihKpk5GIIXJxcQFNSiPFHDSYDLcbI1gBMULcIO45l0xADAkNSQYokQOdcysjO3AQEoq6dgBgcKrWqEEitKW0irEGLVx27swlPZhmwHpfm9GxDvtXUCIm66eBUDc4AKt9qZKSnhajQsCTYASzSpnEHJlbIxhyKmVwgUSyoR5SHBHvWSFY6ScgmewIsr4mGolBsTYbe5LTM5yvNYLbHCtrkiKqhKgkANAmx0vWevf+6xVZqWasLbn2+JP8QFHwzS9/jq9+9tMU2nP1xhOcns+oQ4suA408qLsHeagD8PH/7zc4n51jbcFiPseWDhBcOUFsIjZZwJhEnLDlJN0YazHjgMYbOImo7yD2aOzwvsEvGtrlBSEuuVgsOT9vUGMoqgnj6Q7j0YTdnQN29/fY39/n6ace4/FHr/F9V3b5/Y/VFPWEube8etzz2t2eo7lwsjDMFkrjE8yzNpIDaKMIhoEsN8jliD9/lqPaQRGvDOiw/WWnd7UQ1jH+esMV5XAj+tbBNbwEF7B2UjY/2vC4TR67DhuIXN4WUgoDshe9gVLcj5BsOiDDZNscy/rD4WB5s/XAL1VJDDGGrrbmvSCT6ZQYwatiTCKvpeEb6nqS8ulY1BS4akwMAetKxuMdTk5OUBTrinQfJc0fY83KsEWNtF1P7Dt813AxO2e6O0FDJpL5RBJy1S5iEpRonAUxiCZikFhDDIpBV+xh1cB8saBwDtWIzY5K3/eURQkihJjGCsLFfMHeToUpXY7uBJFEzqpHDkRwLvEMlv0SVaXtlqhAXdeMxiN6a2iWDW0XmC9aCmexxlAUNbPZKePJBGMtfe/Z3R1z594po3HNeDxmMikpSpNgYpRAwIjDaV59kpGGuIaUB0JZElmRyoZ1Z4zJ6ITBhx5XONSCWkGMxWm6NigUojhX0tJhECZTR1FWVNZhjeQ8f/qbUggltnD4vscVBefn58zOz9m7coXxaIQRyeTB94YkdnjiJPmozC7mtG1HXZeMxyOq0jGZjFfOTTJMivdhRbQeDIwa3XAAbJrXmT8BmvgpLq2VwQlKxnlwKvU+wp1mNIeNCEZyGimhWeo2qpAGFEhZEY8lG8h0nslJ1yj5NUBYH0PAGruKkIW0Do0xmBixRjGke10WBV3bJTJvgKKwxEha9yFzpDTm6oUNguIAFqvJfzU5F9ZQFgWJyJp0eQx5zkfF5GuXHIBMZJSEQK6tSjrXFSExpuMkZyshAZvIioisKlyCKMvlBZPRmMIUHB/d5rOf+jXObr5Me3YMeV2jSybO0nSRLr49kvVQB+D0dIZqpCpHSTEahxGLiEvMx5i8RI2ayzIS8UZCSCQmMagtMPUIJeVWCiJyoATf0XULqtkxk91T+mbJcrnk/Oh17oXInbLGlCVGCg72r7G3t8doPGFnb49rVw7Z25/y2PVr/OEPP8ZoMuWiUe4tlJNGeOM48vKdjpMlNMESNClYMvFI1xjT5RO+H05H1jD74O0ORvi+G3R/+iDd4LUhXu1X7zP0D+YW0p+BCDV4HTqw0Qejrpe2v7yPywb8rZAGZOPF5vk9sL+N46zGvLHPFWKQd6bZxXjgxN4dOT2bceVgF2uLVYRhrU2lcHmVDxGUtSXEHt8rZTlmMk1RROEqooYMGwttEzk7n7FczDk82KcoS0LwdG1DOarpuxZiZLHs2d3bZWQsi6ZHMwM45okRY+JKCDY7B2nM1gqz8xm3b93m6pUrqCqzxQJrDMs+QaXWrMuznE2GOsaYFUVyVrzvsNYxv7jAmCYfM9Ium2QIAFM4gsKy6UGFajRChUSeMxbVyPxihojJ0bchOmV3OiKEyMXFgklV4n0qoUuu4LpkVTVm8kyO8hgM/zDfEjwcVSEoBktIMRI5/EvKnsvfMSaVChpJAUfKizuKoqWqavquoe16Qt/h+56irtCouLrMULrgu47Ot0jfJgepTJ9dLOYkQ1i809P1bSWsKj4AUq4bEtQffMTsjhmNEjq0XC6RDN8vlg1N0yUGunCp5G8glBqb1nNZFhkRsivjn7ZNqZ818//+crscoJghbZTz3ya9pxt61khCy9ZlfnpZ96iuKgpSGsZfqlxI+xCicxRFsULTjA5weiKvWyNETZ87Z2i6HgkR6XMayTkK1VS1w1rvJdRqjS4MBEUk8SistZm0ZwhB8SGCGM5np6j2XLtyDcWm9LQqoga1qcw00w9zMDnk9JNN6n1g0Sy4fftNPvDsB9Icz2tjsTjjq1/9CstmiSdyfHyXH/uRH2VSjvnWlz/Pa1/7MsYvWTQNs8UcV6V0Yi8FblRx7/z0befVQx2AqEphi3TT1VIVFaqRpltSlBbjDEiGZLJ3bYzFDGtXBB9SfsXa5Cj4GLGmwFY1VbkDxQ7jvT5BG9ET+jl91xD6jn5+Rt+e4mevcm/hOC9GHJcj3hiNMVVNYUcUZcFoMuWRa1d58tHrPHLtkH/w+ph/+IO7uHrMyRy+fey5eQb35nB8Hri3jISYUhcyeKpoMrqSmKGJsJenxHCOm7Kye+u4er08h38yoRC5ZCMv7WbTmdiIxIdIfv16I/be2Ofw+aVqgDXkcPn1fUb5kq1f/Z8YuEO+dL2tvPX37junASV4r7SYbpqWGCNN06wiG80hUQgpr9n7LinYIQrSSFXXqBrOzs4pi46icPS+T0RYYxlNJmAt1WiMDx7EUhQ1EIhEMq2Xru8xJiRGtcZcCdBS1DWqQte1OC3o+j5FNtaxXC4gBK4c7OIsiC3YL/coK0d70tJ3fVLOapjPF1gLVVlydgbjqiCizBdLClelmvbxCDGB6f4Y9QHnLF3XE0UR5wj5erRNw1D0ojHSd/2qxjpFITnHboS9nQm993Rdj+89y2XESUnrlhhXY8QmhjkRI0nNhBixmgi1Q71zUrEZYl0hTeucr2qkcCVVMcJVBaNRhXMFSIpc+65PBj2ma9v3HWAIvseI0IQeTDIkydELK4QhhIDBJpxOYLyzszI8Rky6r+8RmU5qfJ/QJMhIiQYEcyl6HVIXQ13+kBtv2z6lPHIPgGQoM8tdwFlLPaooy4LC2lWqbJ3/9zk9Glf1/wMxMERdVXgMvV4ABj7r4LypKmJSIJjy/Q86E+RjwOUUw4A6qCqBPHbVVUpolV4QMJjMWUlIiLOGUV1TxogvsuNo7crBGMY2oBVJb5t8vooa5e7dO2gMPP74k6iCwYFGogqxbfjS85+hGhWMf/AH6HzLcnlOYR2lq9jbO0Q14ApL8D2T8QTnqmTk1TC/OOfzX/o8N9+8iSsL9g8PiH3P4eEVfPA8//lP8/zzv81ysaDre+rRiBg8zz39LLdfe5lb336RViMqJVJ0HEwLjBVa03AyO+O8eft5/FAHYDyqkOip65KgrEseYkjGPkcRcVjAMtShJsKKqCKkZglSysqL9dJTVSYrAYNxNS5DOr4YU4wTDEjaJOkAACAASURBVBJ9T788pZ3fI3RLSmsRo3TLU5qzDudKyrpmcVZwcvMVXnzB4aodRvWEg90pB3u7HBwe8vgTN/j7PnwV6yqaznHWCnfm8NLdntv34KKztAG6kIy4iWkCR0i5S9ZB8poXsGH6h3wmrLzdzQqGYREMy2Moc9p0FDb+XLLTsvHdS98hcxY2UYxhW7m83cpZkMtjGj677420oIaxDB7rW6Eb8uD/w0AfcJjeJVk2LYvFEp+j99R8pMDIGt5smgaxlqKqVnnPqqrwPi0c51xm4ibF4vtkGEeTOt0TTYYqaqTrWozRlBONAzSqRIRoE1PYOENQpSxLZKPZFZJY7dYk2LEsE2qBKtF7ytLRNA2np/cY91PGoxF1XVMWJc4ZyqpiNC4ZeCtiSnxIRmMyGtF1HeoDGgKd7xNvwXuMsSnqCpGuT8x/ayQx5HP+V4CyqjifnTOua6aTEdZYlk2X0T8Ak8h6XUtZlJi4rq9Oyj7iY95ZiAxkrktrhfV7mq+JMUpZV/TeA5YQlRBaClejSDL83TI5d6p03TLn8WVl3AcHNiYmJ0MObDU2kwhjRsBYi2AeiDzfTfngM0/RLBsu5vOkl1Rp244YU8lpIqcarBXKcl29UDjHeFRjcohiMwM/43Sr2nOxstq2yjwTMWzU+GenIQxNgMIlwzmgE5oRgJT7jrlkzVyKqJFMeLOJvxF8qghZNyzaSKfmIC0SV47A0ECr6xQfPNY5nBm4PQOZNKXr0tgT4mZEKDf6SoQYMcU6Nz84ueRUnDGWZTvn+S8+zysvv8yknrAznXLl8Fo6ft/R+5abr32TF7742xxc3efk+BXuHh9xenZKWZdUZcH+/gFt11CWBSEoTz/9HE88/jT7e1e4sn/ICy9+mU984v/hYj7nySef5VOf+jW8bzi8ss/FYsGXv/B5BJjPzzm5d4wPyhs3X+cbX/k8/viIRdcRxWG0oy4MKo67p+cYAhc+PLTf70MdgKce3WN3XDM9POS1m+cU5T4f+sDj7D9yA3EF57OGqALEPDmUsnApV0eKFKxYfN/hOwWbOASSy1Ni9KlJi3Wrmx+zIilsgViDjvbBTSB6pjtTrCvofYOGlug7fHtOe3FGCC0selruMgvKSVFSjaaISwSlajRl92CXq1ev8NiNa+zvTfmDT+xx5QeuoKbi5mnPzZPI8Tzy5gzeOPE0vSFIyv8qATERIcG2qftdgnDIOXARXTH282y/Lwon6501K3fzo9X/D9jOwRO+vN+3kqHJhW44KG+1y0tOhazHxGpsSVYZjPudigei/o2R5svyXhBrLF0bKMuawhW5ftwkeDfnpcuqxEfFFW7FGPdZwUGOtvK20fsEBwZPWPSYskwlRDHStR1KTNUmMeJyqRoCtqwQSkIgRfA58rJFLg1SRWJWgkETfJ9z5GJ6CmuoyhLnHHU9Yn9vD+ccVZUa9hRFUnht73E21fy3bUoXhBg4Pz+nHJVo74neExSKokRsOkbf92iO9BObXnHG5MjZ4ooCYw3T3V0EQ1E6bGFZth0iUJQV4kpULKPRCN/7laO7KnHNa8NIUuhDL4B1h7PBSc7d5DKSaMRQlxV9iMQoSUkItG3iMlgDMTtzPnhsNi6a0YbkxCTnQwCNEGJP2zZ0XcdyPme+WHKeodK6HlNVxXuqDLAqLUUxwVhhdjEnRChcsWqaFDOcbazF2XUlSSrxNJhRBYB1DtAcjLlk8LIh98N9t7mqxLIK9lbNdILifVxB8+vIfEjapHtpcpWY3UAShkAixkiIYdVsjc10QFaAoil9EDMyNDiJaVqs9xejEhPMjM3bNsslxhTZmRc0bhIAC4xZO6yJK5FSfarKN77+FUaTCc88/Qxt1/Brv/Gr/PKv/BKEyIc//DFuvvkq43GJAG/cfJU7d27xmU//Jq+9/g2a5R5vvNowu+hoOk8xcolbERPykc7V8bUXXmB3d58nn3yavvPcufUmt9+8Sec7ur7h5Ve+ycXijLouWC4aurbhxvVrqO9BexI5N/LGzWNs7xnlZkPElrbzzLvAogfRyEXT4x7S+fahDoARoSoLumaJaM/+bsXHPvIUH/nIR5ju7hHUsmx77ty9y/HJOacXLTEa+j4xen0ImZASsCSiiYjFuQLVSN+3WEnRTgg+5RdzwwQlsZODBkyhCDVBKopyRF1O0BjSxIgeOQxo9HTNGb2/oF/M0Lahn58k8o9xhEXJ8p7jzZctL5QjXDVmPNphd3fKdDrmkevXePqJx/i+Z/eItqIJjoV3vHkv8Mpxx50Ly7wraHtYhgjE7Agkb3LFZt2E7t/CSG7axVSNeJ9l1beOnTcj9wFxSPuVy9vIgFLcN4YBisuLadOgrxbnxvfXe00Yz3of953Ypmj+9RAH5Z2WcVUnY2UdGIMYu0Kt1l5OgozTZU2koOAT5Gmt2WiE4mmaBUVRZPZ0xBgIscv1zwEjKSJNQYbSdT0hKmKTsbfOEWKkbduUay0SuiAmlQ4NJMqYx1KWJZ3vadsWZ4WyKHAuLfjBYIpoRh4cVmxiFItlsZxTVnVKW4ggcegM5+m6jr5rqEYTrCuRTBgb9uusy2W+uUOZsbiipjBC7z17h1fYmU7xYti5cpWrh/uMqmLFsei7fjVX48pp3gSIU64WcakjYobdQXPZ7boZDDL0Q2hS1I4DUYKmDn8hpkhTY8j7SPes71sWixlt29E1Dffu3eP09JyL2Swb/54YUumiHxQ1pEoCBsfkPSIidF2/MpbLZUsKOkCINMsGjak/ggiczs4w+bpZ63BuaFST7qlFEpHNDmWtFkTo+2SEbGEoTbo3RSaneR9ICZQ0T4Z1YYbyOUnGGRLzfehDkOZ3bi9cDKmKtePnrCAqhAyzxpUjkA3+gAzkfRlICBdpPndtQ7SWqqo5PT/jVz7+N/nIhz/MdLqLcwU7e/vE6BmNxnTBY4DZ+Yyubbh3eoIYYX//Krdu3+EXfvEX2BlXfO/3fS9nswWf/LVPcnz3NDX/KV5iNjvmi5+bUNUjju4dc3LnLm+8epuL+RJjlFEJdWGxtsCjeIW+C4ikKhmxLctly2w257XX3sAZwZmY+QVwfHyL+SJQVIa+Lwhtx8HuhMq2zJslGpdURY1k0muMhq6dE2JP5QzzNtLl1EdhC3bHqUvn28lDHYCqqkCEuppQOM0NEwyh7+mXS248/hhV5fjQ048QIvgY0GiYzeacni84Obvg+PSUO8eniV3cK2Svr+vaRM5x1YrJ6bPSHdiTQw5Q47rJx7oXdIpOlDJBSaVQVjsUGpEDT2gWBN8iNqB9g++WhG5J7Fq0mdEujjm7EzguxpTliK9Zi9iKerzD7u4ON248wiPXDri2N+Wjz11h//AKSy/cOg28eWY4XVpePfHcOfcsvcGLTW06WdvBywuYTChcQ/wrBb5e41nxD18ZovS1UV0Z4JUBvwwLyMbC2XQuBqM/RFeryH/lSKyP+KCRTyG9rA/61uc3OBnvkegfUn10jCknrzESs2IPIeJDSFH6EA2LwQxhJ+QoJ0UxISR42PtIWVq8T1Bo03hC6PG+o6gqkvKzBI0U5Rgw2Jjuqw+eejShDz4183B2Pd9J+VAffO5vnpqURN8n50KEyXiCGKFpW6aaorCQWwyPJyUhRrxXCmfw+TyGPH1d1zl/Dz4MHIc0H11R4ApHNaoJIeJsIlhhcve+qHRNx2gypY89RYhctTVXDw45b5ZM9q8w3d+lsBD6npCJioMomkolZSi/sgQTiZK6vBHTOmdo8KLknPLAjFYKV1AUBUrEFSWgxGhYLBfMzs/pWk/ftcTYE3yk61vOL2Z84XNfyJUFqcQNMThjGdU1dT2mKByW1JNhyEeLMdhV4e17Q0ajGnJawua8t+8DrjAURZXnTyQEz6Jd8ou/9H8Qup5rVx/h6aee4/FHH2M62Ul6VRPaEmPEmpT/r6qSuk4cAAT6vkU1ZOfBpQoaK6gmR9lYQXPDtnWunpWDYo3FOpMJq8nxdS4RVoc0qsY1QmSMYuK646DGZBTDgLhF5eJiRggeYxNKNZ1OOTm6zZu3brJ/eMgj1x/lC1/+Il//5te5c/d1bt++RTma8sSTT7K4mPPMM0/RtC2qwkvf/DqL+YzzizPqeocb1x/jzpuvM79zm64QPnH3VY7OF5ydNbRNBGOJt24SuiOObinLPqTURa/MF3NsURCi4oBJXbLwrJzgqAml8CESu9x4qyxxTildqswIOPq2p7BwOK0Z71jO5wt2dysO9h2qFzgXuHalZtGCibAfLbO2g6pkYivOlg2nzYLWCzt1RV0JapR787evZnmoA1C4gkXrkUqZ7u5QVjV1bvkrkpaIqGTYSRnbEhHYGVueePQQ7wNt16EIfdfR9oHje3O+/fodbt++xaku6GJAbJUUR5celqKuJLjUBGK5mFO6CjWaHvgQFTVCtKBBiSHlBY2tGLpOiSmhUMpykvtmB2zocCZBWqIe3y3omwYNPb5b0vcN0l3QNXd589jw5qs1ZTXGVjVlWbO7M2Vvb5cb16/xxI3rfPTGDj/+dEWQkove8cZJ4LV7cHepXPTCvIWMrhEZiNCZYCibHABZOQYAQ+MX2HAUyN31hldvGZikRT0gp3L/Z4MzkC1/MvIZyRgiiUuQxdo5WL+xkR64lOsYRrl2LN4rXkAIAd97rMmM4aGUL0e3s9kFJjffUcg96FNJUTKuCf3o+54QPIVzzOeLVaRblgViSoIGJtWYAWdZl0kJoh4jYDU1oGnbjq7vaZqW0dhkwzM0KyEhX96DpEY61haodUx3haoqcbakbTvKoqAsy0xy7BAK1BbEmFrHVuWILihlXVBUFWIM9ahOpC3V1KFQBWvKzERuKYr0kBwkP7Qkk6T60EG7IKKMp7sY65jUBW8eHTGbzbl2uJPuvTVol++9am4CwyXHcSBtrSI9GT4YNhzqzdd5X1CO7x6xaBapK2DbkEiAgdGk5vDwgN3dCe1igRIo6yv03nN054hls6SsRoyqOrU37lq8Dyy6lrPlgmXb0fmYYPUiETINmcT2HpHz2QyNiZtRFSlX35oucUasZTSq0RiIGvjW17/M57/0BWZnM+qqYn93j7//+3+QH/+RP8C1a9cpiiJD4wm5dM5RVyVlmWFzZ1fB18DIT9/JVV+ae+/n7n6XCMhINuwByc62K9ZlhZca29hM+kMJJmJiIvfFvqcPDa++/m2+9OXPMx5NODy8ygtf/TKvvf4yrigI3vLkk49x982bGANiHV6FO7dOuHdyh5s2cDH39MHwlRe+iQb47Ge/mGyBCZQuld02feTW8h53b9/k6kTYGcFp23Pv3oLFMtJ2mrsLKDG0gOV83tL51HCoMiWudLQ+0HslUtH0yslsjieR5BdtR/A59WgMZSEc7I2o69SiOYSIDYHRuGA6mlK6PgUJ0VFXAB0xeqyBLngUy6SqGHmQ0lNaRWPJyTJV6DkTESvYyrHoejp9exLAQx0AVzgqW3Ny7xTMiKJIUXvve+paWC4v8D7lyYwYirJgOp2sFJn3PdZAVZWYyQhjhKcev8b3fvRx5hdzjo6OuHnnlGUo+NYrb3L3KHUULKoCkT6lDBD6rke9xxXFhmXTnE/KlQeSyqiMUYJv6bo5VkrEpVIejYI1DlwN1lFW1yh2AsQeo4poR+gXdN2c2CXEoGtOWJ41+ACn1RhjC76EQUzFaDrlkUce4crVA64c7nG4v8vve+4a0909Fr3h1kw5Xiq3Z8rrd5WThaeLgtcUcV6K3vMC0pUjsBHGZ3mrnPom0rCZYnjAmA9Og2yW5GzyCvQBNGJzn8O7q9h4w7iLudwaefjSw5olvZOiuV43hICzNj0FLvicA02Rdu/bnPtMEfnwhLqsmhICJalUsAsdwQfEpj4AQRWxaeGpJp6AxvRQkHT8SO+73IXS5VRBetJeWZYZ/WJl5IY8qSqUZZVK4jTSNi1d361ytdZZKMvkl5l1ExNbVLiqxpQ102pKUdb56YMhK2FL33V07RJUqOsRGiKz2VnKmQNd71eOEJqidA2evl1iy5qmWWKtYzKt8wOCEjvZGZf9wuSCxuwApKm3Ae0DVswq9zzMK6PrlryS0we6SispJyfH1JOaxx5/lJCrJpqmwxWOKwcHTKYTFrMLvPqkQJuGZ5/7AEdnc5ZMUFOwuDjn7tHrLJfLxBewBq8FwYB1BjeZEJolMSj9d3hq6Dsps4s5fddTlxV3T+4yHk+YTEb0fY+QKgKKsqD3ypde+DzL+TJXbST05rc/+xkMln/ip/4odeY2FHV6ep9zJqeWipx2GZ4bohiTSku7rssP+clku0zOvL/aZ0gfxpyasbou+xz0xBqZXCMBw3eJyje+8SIvf/ubfPI3/hZHx0fs5Yc63bl7h8ViDgIXs8BXXvgapbUgnqpO1S+hg6pMhMeu7/FBcpVCmsMxeMaTxA1w1oK1dDFSdR1NYegCXPQwXyjNItB16SmEUkQEy7Lrmc3TcyJq54gIPqZmW0YL5t7g25aLRbdqMifiiJoM+GRacrBTYQ1cLDxK4GBaMKktQpFSKSTexZWDCgyp5XbTI/nJjTvjAochSMfuTkmz7LhzPufevKUoCopCiRZmy4ZlGyjl7c38w1MAZUWTIxaxluneLufn59y8+SqP3rjBaFQzu1hkElLJ+UV6qEpVlskg6wBLp5KUEPITnBDGkwnP7tQ8/uhVQoQf+wc+zKLpmZ2e42Pk+OQeJ7MFxydzzmcLFouGsi5S0Y6knt2hDxDAxw4lPYLUFSUxt6z02iNeck1rkVu5Ciamm4JIKoUqLCFU2GKPapyUt2pH357jmwtMCDTLC5rFOaFdsFgsWZ7XHL/xItaVuHpCOdqlHKdnH1w52OfJx6/z6CPX+MC1Ce6JEaYYcdFb3rinvHkaOV4aTlvhoo00nsSjHAy0JmQFucTxv7TIFJCNXBmyCf/fZ4Q30vJJucZ1sJUhu+Hl5vc20xXD58pl47765qYD8rBJ9Q5L6yOuV1xlUCN4jQy02MT0VRzrmuKmaRKEnxuQqLKCzkP0FGWV2uBqSiHQewyBGEOuCR7KpuJqDcQQU7Qk4MpUxjbcw7ZJ1Ql979GQ2gj7jEAsm4au70ASs9uqQ4Eu9IyrXYq6oqwqXGYy27KkGk9QWJEaU8Rt8uNcE8cmeI9vW8Raut7h2yXB93jvE7GwKNAYUqfCosiM+sS+F9LDdcQYDg730RBZLBratqcuDL7rWC6WVGWVUIZMajDW5T4hazKYjx4bUzfCkFytlBJYwQKSKBkhdZTb29sjaGQ6ndL3nhA81qZHI2OEZtngc4VD53tm5wuMGA6vXEOvfIAYleXsjBA956f38DFxNoqqpPeJTGcLy3S6k3TIeygF8Mq3v0nTLCldwWe+9Dmu7R/yEz/+jzAalSvks+97Ft2c1197HbyyM57mvvaRoqx4+ZVvcXx0h+eefQ5nbZrL1uY+ABtVTSEkBzkHWUPUnlCqgSeSHUNNTjYMyA5rzokZ2vXCUEoIbtUvQHOqJ26kEY6P7vL//srf5MWXXuD0bEaMQgjn3LlzhO/9hs4ytE2kJVKWMBoLxIDH0/TkvvwJAnfWEkNaw0VhGE9H9H3Lsu1SWjqk6oCzeYvHMW89zaKn6wK+T6m/GD1udwfvLT4KZekQW7BYppQCEaKmxwQ7Z7i6v8v5xZLZskOBPijORiZ1wWK+pO3Aa2ScMjvMOw9qmY4KDJICDHq6PnI+a+hDpKoL6rrA9ws6CTTtEl0KZ3O4iAJllZwVKyy6Hhsi02LM6O+2CgCB3nvGkym2mPD440+wt7eLs6khSLNo6bLSa9qeoixYLBv6rmdvb4/CpcVdV4NnaVPttU95EB8jfYg51wfWKtPdisV8zgefeoSqnqb9VpbFvMG4kqbzzJYdr968w2uv3qVrAot2SdcmZdEvPKFvMtN0eDylW3mcbddSuJhY09Gj+DzJIqZIfEkRC6agHI1xRYuIMroi9G1L7C5oF0eo72jbFt+2tBdHXJy/SRThrBxzVI158SslthwxmUzZ291l9/CQ/f19Dnd3+PHHH2W6t8+iE04by9FSuHOuvH7cc7IQmmjoNZHRRCOoPPBkwWHBXcb8B1LQxufDl1YlNjneMhus/xWuf9m4D8Z/UIRmE6nIx9LNQelqfb5nVOfe4SFVaRmPKoxRfO/pWo+RpBi7vs+NPpLhXiyWGCu5Y6BkRCMprLKsMkFvIKxBs1xSFtUqihk6jOUOvWzWNHehp88GcTwe45zjYrGgrtL3bS5jQ1MpYOc7vE+EWo0KUdnZ3WW+7AFD26UIr4ip+5+gNE2q45beE/vUKVBjIKLJ8dBIzKV+5LK3Ppc1rh/UkteDybXy1lBUJdp2EBP3oCodB1euEEV5/fXX6JYzCB2opy4rPvaxj61a7A4PhhJjNmAryfwHm8lgIRuK9bxOSJZJXQWNsLe/w8Vige/7PP9SWaeqcnrvnLZr6ft2ZcysCHVV0oul2NtBFUYjx+zeAWJSZ7gYPUWZqkCAVfnragDvEfnVX/8V+qbhseuP8vznfou+abBFyYc+8CGeeeqDiZMSPU3TML+YM51MsdYwm1+wXDYI/z9zb9ZkWXae5z1r2tMZcs6q6qoegAZAYhI4ipRsS5TC4X9gh33rW1/4X/leIYWCpkIWxUEUQQIEBzTQjZ6ra+isnM60pzX54tsnq0gG+gJUUL0jujujKqs6z9n7rPWt73vf54Xj5YLLyxd885d+iWqyvIp1tWc2WwCTL39S9of00gkjm3eiKBzGFALTytKdkvs72e/M5ADYfwDgboyglNgIrd1zAF6uaftxwxg8V7cXrLcbhlE+B8MY6dtwl3uQ8p7fIYVy05RonZDYAIFu9V2YyHwiGFUKrFVUTUHbtaQ0FaWxJwfFehsIKTPGgX4IxLDXoai7MK/V7Y6hKkhZXlM3Rna7Hh/ixJgYcUpzOK8wJtP2mWEYiEmBVsyPanJKbLejjOZqwBR04yRkVSNFAckH2i7gSnHZDKM46vp+JEcpwOcWGBJtAr/v3hqNLQwxBw7KirkyFLaSg8rPub6wAOj7HhBxnrZ5Ej0NQMLaFbOZgCTK8giI5BiIwZBioG1bjJJNXquM3jOnQ0/fdfgQOTg8FFV0Vgw+sut6cgq4uiYbyxA9o+9YLo85Ojigqgoy0tL91W++yWq1oesGnl9ccXl9w/XNmr6P7Aa43UW22y05tFL5WYf3nqdPn1AUju16S1k55gdz7p0/RGmhVuy52WriEqAl4CWmzGaMkB2UZzSHNSXgx5558OgUSbFl9DvCOIDfoYYVfWdYP09EFNrO0LakauZUdcnh8REPHjzgwb1zHi4X/PbDBlM0bL3m6U3gYgOXLaxaWPWZIb6EGv+9wJ0JefyqZ3+f7idWsle6AmpfKLxSVPyd+f+rl1TrP6cb8crXL+VzX57LuoIQPYP3Yu2qaga/FS91yncbSQrxTpBEVvT9QFmIrkSbqQswYWqNMRP7P+FwhJgnS51DK7H06aJAkSlMga1qERqmv52dHkKElEkhUxQVox8YxkEU0m6vV5DwEo/HDwNVUbDe9IRRZqxWFGzsY86yl0AYKfJGmpkmBPHcF1OBEcMUiKIyw9Dd6RlCiAy9uBNGL92629WKECN919Fu1tT1DD+NQK7WO0IY2W03DLVjMWu4f35vYhlMm/A0E967ZdN+QKBeikXlAGDuCkuUtGfvfPhZstedtYQQuLq+pe87+q5juVyAUjhbCNZWlxitmM9naKVZrzbcbnbUVQGuIoyOxcEBYQqFGYaewllcRsY5U8G3txd+Wa6/+uu/JsbA888fc3n1nBQyv/t7/56P3v4W/8f/dszB4oikSlbrW6FShpGzo3N8jGJx3Gx4/OQzPvjofb793e9QF4ZE4ub6mvffe4/f+Z3/mcODY/bQB8m6l+dot9vyl3/1A1brG44PT/ne936dg+URL4Xa0w/5ygEhTWPgvUZgr/u4gzbpOI2ZAuv1LW3bcbtaM4w96+0KHyCGRNk4um5k1w4TV0MTp8JEKY2zmcXCEXxg23qGMRKCkB6ds4xjoPeJ0inKUqKjQz+RKnXGj5GcFEMXGb10qMKkyRG2gcJZJ04YFH4EbeW1bXc9XSefV+cMdV0ymzeEEOlaz2Y74EcwhWZ5UGKNEiJjhBg0yQsO3JiEqPod3ZjYbUZygiFkfFTEpCb9GmQsPiaWStPHkssk9mE0oCNu6aiMpkwK1SdWvmOIP39V/sICIPgAWhTQZVGxnC2o6oqmKYkp4UNAGc16vZKW0qwheM9isaBparp2ix8G4ZkDfd+h8dLTywJU0cZhtKHfdKxv1+y6lqIsmFUVyyn8I0YJUyGXsigoEXHNm5rDgwXnZ0fIXNXTdR1t13N5u+X9jz7jybNLWq/u+N9V1fDTd/6S28sLyqri9be+ysHylMJVaD2Jv9I+fGLik0+BKhfPnjIO3Z0gxjnHbrel71tee+0hMTnu3f8lyBmnQHlPiDui79murom+Y2xv2O1gi+b6ecHHPysxpqGeLZkvFiyWS44ODzk5OeJX752z+OoBPhk2o2HVa57cJh7fBK47xZg1PuS7yEqJLU5/K3KV/NJ4pfU+aOPVTsHf1hu8UpNP5zT5+m7swKsjgr97Qsqv/lVfiitF+eCShVNh9D7VS16hMeZuvpmzwG5SSvh+mNrrBSEEQvY4IxYrjBU6nrYUZUEGKldQVCUxRdqtZxhHjDUSlBPj5LOXInr0493mptSeY76Pn1WMo2B7tZLFZ++PzllS/MZxpKwKXgLLmey0U+tFy/cxtWGHcYT9aU0pxhCIwdO1HT54tpsNV5eXXF5ds9tsGYaRfhzp+o6+b/EhEEPml7/+Nv/6X/9LtDagNWdj4L/84B2UNtRlRVmJa8g5R+dH6qJEW33nGd8rz++SMRXcPTNakafCRQpv/QpiQ56oqqpYLBYYrWmainZbOFspHQAAIABJREFUUtUlxogqXrIGBNnsnLgcyqokXN2i44iu55ALyqqWU3+MmCDcAMmZT3ftq7+vo/nve7VtT0ig9e3UxfJ03YrnF5/yb/7t/8Nbb7zNt77zK7zzk7+U6OuuJ1+9IMXAwWHDatWy6Xq+/xc/pKwrjhrDzeqGy6sVKSQePHjIP/nOrwo5z7qpoyV6kz//4Z/x53/xfS6vrnn9wes8uP9I4FNuP8qatBop30GKyAlj992dV0cEsqYO/cCTJ4+JeeSvfvQDlosD5vMDPvz0fa5vbhn6CdccM6OP+GlTNkiBLuE7Yq8dRs/Qe9o20baD3FcNqqlF3DvZTY2xjGMiJ433nn4I9ENiVmsIwuzvR9EH7Z8DrROF3Y/RHCFCXVWIc7WdyIsTdChlNm2P1ZZhyKSgqKsSU0jCX4qZ3o8UFZwsHIt5wXLhSLFDqYJdN9B2gRjl8+59wscoAmLjCAH6biSRaKuKfoyoTpglXkfsvCTZSFYeGwzKQw7Cbvh51xcWAFnBze2KMWqOTzXWydzHWkNd1RRlyRg8u21LXRfEqqSua7TWDMPAXqgHTG+UJQcYxgFrLav1mtniEKMV692On338CT/72fuMwfPWo9f47d/4NSrr6Nodq9Utw4FnNmuoqhLv43RSsIIGRQFCWzpYLnjt/hnf+eU36XrP58+v6dqBJy9uCe0Nf/TsMdvVDXUz4+PgqZs5b33lG5NHVvgFXduiFLS7HaubFzx7+pQQPGVRMJvNWG82lFXFweGSi4vPZbHIGiYl62x+yOnpOVafYaJnOXtIjj2hW5NzIIVBrIlhII43dOGW9srymfeYssSUNaZsqMqa5fKAh6894P69U/7JwZx//uiAqppz3So+vfXcdInLznK5VbRjxifR9k+fOhQTgXDfWpXfuBMM5owsti/xf9N37C/5Q3uK4au/u18k7/gCd5agL8fiuUeUxpixVuhpzhUE7zFWBJnBj/SdFHbWia20WSzQ1mKLEmMdLpcSi5sTxtg7ol0MgRhGNrcviN5PEbJyejg4OrvTX3gv1DZj9KRpk7ln3J82yoyzAhWyU3vVOEvUHh9HFApTuqnzEFEG0DLmIu+BKxamYJchjAzes3n+gl3fs1qtaHct6/Wa29sbVpsVYz8SwyhakiwtemvcNB92OGdx8znkzGI+59HDB1htCTHQty3ZWEpn2bYdprAsFwus1ZNdceJi6v1z9bJl9epsWdr+LzUpKSdMnuyoUxdBT+MZZyzJJ7phRz0XrYOs1dMYURmUddyu1uxP8UppUvTksScniTSOeaIcxohR4lAKk+bhrvOX93kEX45r6CNKZ4ZByegiZOleVPDe+z/lnZ+8ww9+9APWuxXd0KO0YrXeUleKxXLO7Q107cjFixf86ff/mIcnc66vLolYMpY/+MPfp+u2HJ+c8fqjN3G2ZLu+xmfF7fqW997/gE07cr3aYSvHd7/5Hf7pr/8zrC1hEq6llCHJpgkKg3lZiDIRFqd7eXtzxbvvvsMnjz/iZ++/y7/4F/+SMjd89MmHBJ9ICVJIhDHjR2nvS12R9uoQQszEqBhGaDsR7MmIOYORMZYiTwFAiWEQ3YiMuQzjMNylFsp4WjbftB9FacVsVtDMHWXR0HeBtm9xzk4xwXnSQchzNQyZlBSukJHZcaXphkA3BsIQ2Xrh4bzxes1yaVApoXxPv20ZMWy7gTFofAjC8tB7cB4MgyeERApCfvzM9AjwURI7cRZMJo2emdc0ucTHQGENqvj5mRZfWAD4EHBlTeoTVmvGcSBPJ6mUhPOvtCUjaupd1+OKYlr8K4gjwbfseqiAsmyIdmSMI0XhCGEgxMww9nz8+Al/9P0/59NPPqHvO66uLjk8O+PB8SnLuuDf/7t/w09+8g5nZ6f85q//BvcfvMajh69zcnaPejbDWCsLesr4sQeVcBbmtaV8eELfDywPa4yO/MffrVGhB22onGHc3aBzS2EUV9c3vP+z97h8ccFs1vDpxx+RYqDvWlxZMJ/PpY0UE9oYVjdzyInPnz4les/7P/0bRu85Pr3Pd3/lNzg9vSdIV2UxxYLCze+U9Cp5yOFOi6C85+riMUZHQr8i9tdEVdBdO148+QBlKgpX0szmzBcLDg4WnJ0d853795k9WJB0QZcsN73h+TrybJ1ZDTB4GKNCUDUv6QJyuNqnVL2UE3BnOXz1ynfFwzRY4GVtz0v196u/8CW4/Citfz2F5ShtqJs5m+0WV5SknFkW9ZTfLTO7cRjwfhStSggTUMVgtRauwGSPE/teJCVP30lYj8grDHo6RaWU7lgE+wS2PXFPOOUWlLS2FUyoYnsnjEo5oaLGOItxlrJyGCtjOVKm9Tu2WbQH3o9U1lCWcqI1xrLetPznP/xjgfsojbESxqKNZtnMaJpjyqIgAYUrSUmJWl9blLYkJUmfb53POTlo6HZb2nZHRmGqhlldc327Fh0DCWUsPgbqsrgbHaHE7mQmxj/IAm72DhL2LhWIU3iQzhNfXptpPCDF/r5zkoIIE8uiwodxAoilOyx518sBpOskA2Jot+iiFxvwRCEMEws/Bklk1BMjX+rY/EUE1X/0Sw5Q4qwKUZwp4zDg0kDjCi7ajturFxwtKsrCCbpdGQ4WDj96nDUEH/B+ZLtb89m4o9AGdGRImZ998D5XV085v3fOV976Bm+98RZ/8Ee/T9SObd+BNnTdyDiu+C9/8n2ij7z1xlc4PTkjRI9SBmeFNpine5dSJGPvvP8viYWBJ0+fsN1t+ezpE243W37wox9RFI5PPn1MCFlO7Sg5BQ+ePJ1ipSMrZD030f/8EAg+EYMU6EqL9qNw7k7/kHMiOtE+oYVtYYyicIacNMEnJOTMQJaRmXMaraWbkVLAOcN8VpNTZrvdSZKnAlcYiRMfJW8hxYjXhpg9m86LS0hrdAgcNFrsueNICBDGSNdG0IoxOIZJt4NKhJhJyVBM4+th7KUwMRodoU0JTcI5Q1AJFQNLauwA2xAYiBwcH2HCL5gFsNsNhKwpixmz+YwQA9571puAHzPNXD44EtkpN1myxwtyTpIb4Nzd3HQcPDFFiqImpIgrK5qqoB1G1psNTx4/JtqCfNDw6U3Hj242xIMTjlZrfvzjH/PBe+/w4fuWH//oh5Aji8WCr3/9Wzx88w1ef+urPHrjDc7P74m1JSeCVRRVzdPnF/z0vY/4/p//iJil4l8s5uQMpdUo39JdP8XFA26ePeOTd/+SzXZN3w9is5lwqjUzLnsRITknOePb8oaUI1VV0+1aNpuVzCrHkedn51xfv2A+n3N+fl8WGPasbkU2JUpVUh1r8LajOisoC/HkqjSSfE8MPTEMEAPd9pr2NnJpDMpUOFehXY1xBcuDQ+6dnXDv9JBfPj7kt75+RNksWHWK5yvPzWh5voXLXWIzQMz2b5ELX1YA7IUBdyMAXvke9cq3/K2D/t/VJXwJLufs1E7zSLRnYhxXQuOLe7texsdJyT96VEq46QQbgxfXSYx37XpjpJUtQTRJTsqulsIpyuautJrYAZGYghQKMVFV4sdn3w2YQkeUM7Rdx4GTxdtMfPesMzHFybsvqFet4OMPP6SpGzSK0+Nj5vM5RXFMXZdUlaUqHDkldv3A+x9+dNeqLIsCZSwZEbpmW6CNRRmLchWFq1CF/Jq1BWrCqc7UCqs66maOMhZjHRjHvfMznn5+NWWam2m8ol52OlKedDsZ88rmyt38eE+ZVFO3JJP1q8l3L1PenLXM5g1KzyW/QcH19Y20gYcBJhFjjpHPnz9HKcVutRbRmdbYshI7ZNGANlJIjYOsVZMrKLPvTOSXKtgvwTWbzcg5MHovMDbkVPj04gXHh+eQFBWKk7JgXluuNgNVZUlEum6kaQqGPlMVkjffjx4KgVCFmGn7jnwzsF7f8uGHj1nO5nz69IJ29NjSMYw9TV0QxsQwjLz7s/f43d/7txweHdC1LScn9/kf/4d/RV3OaLsd/bDDWstyeUDTNBSuIOWE94F2t2MYB9abDS+urhhD4PMXl/R9TxzDJEOQ2G05tScUAoXyPtztLdZoCmencZkhT0hfo6f5/zAyDunuObN2pKoMwxBJMVM6x6AiwUsWQcqawsghSZeWxaLAWlBKBLpd17PZ7lBZM45ebIRIceEKg7X6LkTKD4HCWBwZ6wx1pThZNhweiCNnCJG2H+i9zPlDN4n90NQzPY0pAior+i7gUyBmIYEqbRkGKeassWyivCczVzCfLcBnBjeSVE8fR9rd7uc+V1/MASgLClNSlXOapsFZd0cJS0TavpMbpTU+lNJqyYICtmZEF5qULX6MNDXs8/JSgr6XBzmMnpwjdrGg+d6vUT+8T3VwRNftuLx/xidHCy4utqxDRhULQsqsuoAishluePL891F/LMjUxXxB3cwomoZHD+7xa7/5m3zz29/jD/7gT/jrd97nJz95V2xViBo1xcjV1Qu261teXHzO2dk5PiaapsDaJTFFQpCHdhxGXFHQ9x2QCb5DKUvXblFGCzxlWvzmiwP86Pnw/Xc5PD6haRq63Y6yKFkcyGtYLJbSct7nIyT5mXzQ7Nqew8NaZpX1KVYhtiw/omdbSINwn7st+BY/bBmAbvWMZ58o0IayaChnc6q6Zjmf89qDc964d8Y3Hxxgi5qRkvWYuNjA813mdtS0XtH5hE8ySFZMJ3s1iQ7vyoF9m39fJ0xFwivyf/UlqQTadscwtFgjISh6v7laKzN+a+/Y5FqpqaCNdyEi+7HInUIeEfFMWxV7q6ZxVpTS+0ASrUlZMgNyisTR0w89KSesdfLhnkSmoqWRU/vNza3Y97TGx4AtnCxMpdDvFsuMKwoODg44Pz8nh0hVVqJLUQqrjbROtYT+pBg4Pz2lbua86EHPDinqWuyIrkDbSsYHSjoGxhiUmebvxkhaHJlihCJAvVxQMUfg5paz0yNCTIxBrGMuG3JMdG1HPWvE0vhKshpIGxej734dpgVf7/PeFXnvUtFStMUoLeTtRjYPchTbY10QQ6Rp5hitqCo3CTdlw4hnJ1xdXjG0W9HlaI0rSzmNRtCmQCnRgLykWCpeChC+HNeu3dHMpiKTTMwQI3x+fYspTzG64GBeURUKazR+zFRFZC8A11axPJnhpm5RztD5hJqCeJy1L0Vn44abdUs3BGLOpDHcUQPHJO35F5fX/Nmf/1CKK6uoqjllXXJ2esrHH3zMdrem957vfvu7FEXFN772DW6vnrFre2bzJX/1Nz/inZ/8mM12gzGWtu3vgFY+hEl8LRoEGSe9whKY7os2GqU1MbwaTQwoIc06K9hsycSILJcNzijsKP79spS2f/DiFlB+ZDlvhCFhoSiVgLAwpKQxpmTWTEUIkwMlRmKKbFtJ6HRGZvany4qitMTsOTkvmdcOZyNZjQzBTc6zSAqSKOgDDEPEGhGdey+2SclekETConQkNKOPMtrKhs0gXzeuIGXFyg/4YWC73aJsot+0ZPULooCzUhweHZPiSz+nAEXcHZQgZwEG7efwPkSGYcCZjEIT0uTZHAfpAkxENbFXCDzFaUNzfMzp7/xP5NNDdMqU/YiezXjezFGbDapeUi0OGceROI5TOhukPJByoh0y2/aWzC3aGP7qb97hL3/6MQ8f/YAXF1fcrlasVqs7r7MxZpqBi9/ae7GGMSlVgxfYQ2EFnVlYS1lWHB8eoo1m1+/IScm8UYErCrquI6XAzc0VZVHy4vkTbq9eoLXh/muvMV8eMLupaOYHbFbXlNWM09N7ky9cVJ5lWeP9lt1uS1bzycYlMNWkHJQLVK5EoVwdSRZC9OQUCHFk7FvS0BHbK9r2klWMPDeWj96rUbbGWMdyueT4+JiT40NOzo756vkJi+URgZKrVnPZZa53ietd5rrN7LI8eCYLrCXC3Swv3231slHoSRT0ZWmfdr20fYtpgUeL/19pQwgZciCRJq++nFRlrs7LVvB0Isxqv3jKadcYhzYIXS8EaRXmzDB6+r6n73o+z88JU1tQG8XJ2RlFKchdVxRTQpljHEYZK4SIDY7js3Nu1iuKZoFWhhADKieKqqauGi5fXLK6uUUrWZCKooAUqQpD2ZQ0TY1WmiZFjg4OQFtODo4xx/dxrsBqLR5wayU7Hu5Ib8poCNJKxWhyyrhuxHW7qbixdMNAVZUsl3NiTHTD+BIba6TL1sxm3AlI93PVvKda7oEzr8J2NOxz1PdAmqmYUuGlEKtqGuq6ACUBOD7I5/VlGpyaXA1SWBVlQd+3GJVR1lBWlYxZklgPXVFgjAy1XnYevjybPwih0nsvPP4omNyUE2TLi6tLSj1D36sJSPaE1TCfFQyDRwBVgeyFz1ca6Yrt+oC1isWiJCfxjqecOTk4QCnNbAFl6bjd7NhsI30/khLUjaWu9YRWls/Czc01/99/+A+MwVMpOQzedhs++vBDrLN859vf5OLxx/gx8vpX3uCnP/0brm+uRWsRxX2CkhGbDxFjFGEKM9JmasbEfbLjlICoFaOPE/dFKknnFE1VktOrXSSoqqkY8J48OU7afhDSZmGJPlFagzYyWlBOy2hv8FhXwijvvcqKvu9IMd1pU5gEgN6PeKVxBkxlaNsOU5fYQhL52mGc1pJAPwzEOLnTQiAj1nSFntDD8r764Ik5obMScmHfkZPMy/JUBGqV8URQiTFv8UOADOtVi64aqtnPf5a/sAA4OTrm6PCI3a7HlQV1U1NWFYvlAp8ywSdKV5LIDP3AYrkk+JGqLgl+QCtLwNCUAgUZvRcYRzdMXlAri0xSzBZzmtsbbi5vKBcH2HlNLCwxjxxtW6qiQZ08nKJMRxFs+EAcOrE1ZWm1WlvI39tuGUPm/Q8/ZugH+q6d5rVR+O5TsIRxjjFJFXx9syLleNcyUuql7sFadyfwIkLlHKDxdYl2UlCUznDv/BRSptt1jOMgqXFh5OmnH7I4POTgcEmMzzg6PkUZx+XFFffu30eR6YYdh0fnhDCyXt8SwkhOkbKqMUZ+3pBFBBSCnwqWArQBMo4AdoClRmWPSiOVH8hjzzj2hO4SZR3XuyuefvwTxqSpmhlNM6eqGw4Pjjg9P+W11+7x5uEh1b0aZSvWMfJ0E7naKda9ZjNA5zNj4u7Etp8UGJUpTKb5+bqTf9TLFQU5CH8egCxcfiUiZ8bkp41AHAEiY1Bkxd0zkJIw9X3r6TqB83RtR9d1bLdbNrsdfddx//SEw8NDCudYzGc0TTUxvx1GSVSuqxvqpsGHOAmNNGVV0Q8j4xSeZYsCZUThH2NEO4dRDki4AprZAj0FBc2aGU1dY51l7HuapkapLKNOrQgh0TQNwUcoLMV8IRugljxzVxaSJ4/8v4wTVw4pSkfDWLFfpYawQ4hn1om3WIkyvyxLtptWBJUhMQ6yGe8tdWL/2sfF7m+APDYpwZ6AKUVwftl5yRL9qpWc9HTOzOqai+sbquochRxG9rbWO/bHNIrYH06aumazvRZIysSl11Zj9sx5Jd23TJ5mzfv2/5enCEgpEafNTik92STldDjGG4JTvNgsKKqC0Udy8hg7I3WiVfF9QJuEVZpg5B6FkKirYgppzezakX6IWOe4f3RIWRXMlxalE6vNjhDlmaobxdFxCd7diTdPjg+wWfP48wvqsiamxBgH2q5l142sbteYFOi6no+ePKYbEmBIOdL3nqGPU2yworCGkPxdd2gMAweLBZUreHG5kdEUEialk5JQqazQ2bCYWbQzDL2s01pJWFHKme1uIKIZxw5r3OROiTgnHru6Lhj9gC2Ec6OyxWghyIYQCWNg6AfCMFEou24aGSnpAE7CwMVhSVM7Vl6QvIVVOKPQGLSx9D5Oz6eAg4ZBRITOFrSdJ8QgibpJAQarLYWTv2cMgZhFc5dTJmdN1uBjYl6XzLSlc5qIx+kS7TT1/BfsAHRtTz98TtXMGcbA7XpN8IF6NiNlaZeqUlO7kqZuJJq0tNRNRRoz1jlyeHWmxt1Cu2eyh5TxKZKDp6xqdFmSq4ZkFEkpgrGsEWSiQRFgmqEWaFtiXYPSSQAl3gNK3sAiMp8v2O0CN7trIAtadU94g4m8Jmpf7z0qSFdj71gA+XlTyhSFhJF0XQtKEYKaNv197KSmHTyhHzlYLljOZiil2Gw2hBBomlr0D1qxG0ZSGBjaDU8/+4jnT95nOV/w8SefcHbvEV/7pe9SVTUK8GHEJndHjzNKvKN+HMhO2PNG71vy8vBLOpol64JsZtjGUmgFOmCIpH6k6laSguZ7+s0F29uR9UXFZx9W/EA5inrGfL7g6OiQo6MDjo4O+c7xEYt7B2AbNl5zM8CLneJqJxvO+VxxOoOjMjN3Px8+8Y95STStFiQp+zS8hJtEoyHJ4up9wO96uq6n7XraTjb2dtfKf9uWsR/p+4EYxMYnkaWSd144x/e+9U2++vZXKSrZlHKUzc5YJ/csDGAspnD03pMTErmb0l0EcTVrqJuZiIuck4Jl33VQCoylrGR0YSarYAhhwrXKXBUSbdfi3J4SJ9LPwooGoCxrrDbE4CmKQohtSpH7bopM1pAnsaI2JJVQRUlSQtszpcTyppjx44izhl0/EFKiVgVFPdklmfQNf6eVnvP+X/K6oooYm1E5wvhSKX73vZNeQGlFVRUwQWPshDhOaeoE+CnBsbK0O9EI7HYtKXgBII0DQYEfPGMvYs8wbZZM6xAoXjrXvjwFQE4JVzgwBcl7SueAjFEaHzy2gZ989JyLa8fNZiSj8aOwHKRrkEk+YJVGGWi3I+Q4bSIZ6xT9ENi1I13Xsny04PxI1u2dDhzMGtrtisIqrBFRXFnWNNUChebNR19jt2159/FjQjdg7QTW6j3rzcDDc8e8nOFDwsfMOEayEmogE1XzYHnIwwf3efL0I3ZdZLmYc3l1Q/CZdtdh52AdlIWjHwZ0zJhy2kuUpiw0hZOuUlQK4xQ4hTEJlKcxNZ7MEDzGWcY4IsmRmaKw+DiA1tLyj1IEKkRsGULED6McAhWYPS1zYgUoROdmdWIxEz5BjIm6FldPSImMppvwvCEgr6sVqFcMEJSsmUbLAS9HSUqU5OJSmDpaNBwxR0bvZZ9QMl7PGQat2cQOSoVrailQql8QBfzZk2cU5YzXXq9Zr7cMY+Dewwe0ZLphRM9nbIxmqSUBKcZAVUk729qCoiwwTirX/YZvi0LmoylTVtIK3Wxb0jhSFCWFKwhGESealAJWOG6rCtWPaB+EtW7Ek5iT4FN938uJQUGY0KXjMLLZbO9AJ/t2rlCbAirD6EdiyqD2dKrJO65EJy+FgASihCD+7rIoCCFOjAKhQO2hSUZr1us1MNHenMBXzs/PWW9vMRoe3DsWUVroKEyCOLC5Hfn6m6/x9ttv8Su/8cucnZ5yfbNmte3oQ5psZxq05Ff7rsMgbPe0B9pMXY0xCIfaGEtMEipjlMXqCmUs2maK+hgzzad1HlFpIMVIHHv80BF3L7i4/oyrJ8K5L6oG5SpcXTJv5hydnHJ+74S3T0/43mtzjNZsNmtefHbDh08vWN3c8N3/+//8By57//ArhCg+9gm+MwwjY/DEnHlxdcuTZ89Yb7fstqJuD17iQsWGM8WaGkHElkVJU81QuaEsJJRHW0nIvHd6xL375xyfnpFSYBg8yhp8303Ru56+71Bac1I34kCIGW0NxhbcvrgSeI02aGOkQ5CkJai0Iozyc+/FT1or2lZCiapK5vh1VaO0CKPsVMiiMnVdsV61FEnmk86VkiVAmmblZtJ7KNTEKsg54scRYzKj70m+Z6ksRhsWh0eApSxLzu+fU1UlXS+dMm0kBU4riQ0uVDHZt4DJ/ifBf5msPdQ7bFFgi4zSI/3VIXsGwt6/fAeSUZqyLLm8vMBYS+GKSacji7IfPd4Hrq4CRVkKOCUn9GTLHLZrdHNEVdZUZSP32mqSTygjbeWY9m1nJX7sL8ll1JQol0Sv0PuRTMahRaRmAm2E51eakBNKi/iva2V9M0ZLeE1p6UePHwPOiEYleI330LaeMEZWty1PLi5JoWfsNH1UPDg9RMXAMA4UyuC0wVrDetuh0Ly43XK93rLtR3SCulJoCypJjPGTx5+jYqZsClxT0Q6RxbyicOBNQack3r2qSxGTJthsdpMOAAYdwWiaxgkuOjuMFvFtTomi0cTomdczjhbLuxEQCZazAyKZIfQ8fXHBdtuzW2+JKdHUNXviSQiRZiZixRQTKYsuqC4rok30GXGvpSSuE2WxVt11EMmJwlli8GwHWZedFXeO95I70fUDu13Ee3HR5aReMiyURAmXlaasrFBFlWbXRnxMYnGMYlUtC4tSsqdZIxHYQwy8CGtSIWKnjMZY2PlfMA0wK8E2Lu/fo1guWHWBOGsYykJsR7Wl0JqTFPHthtfrGWZMWJPYjD2D95weHFDkCbeaIaZM7z1lUUnEolJsjWKtDZ0CUpzEdNK2ySmwa0qu758zdAPF7TUuwXJZQ1Y4r+SFziwxjoQwoiam+nq9Jk0JXykl2nZ3VwDklGiq6u7NByircioGBPagjWK9WpNSpu/7ycoVJZcb6NpWNphpBuu9fDjLqsKPI7vddsrjFm9nioqxH6nKxG67E+Xy5OPOwL3zM/75b/06v/lb3+P85IQYApvNjptNy+ATq03LZxeXPHk+4leJFD191jgnHQiFtD1jElsJ+SWHQTz6+6ONAtzEt08oW2PtApM1JkVqMsn3hGGDSh7vO1IaGNsVV0831LMFF08q3nMlxhQ0zVx0EdstIQzkKO6FL8P1p3/6p1RlyawqqauSsiqpZzNsVfGzjz/h3Z++S1kWlFZzPJMuVunkvdFOBJpZaZLSKO1k3KJEvY+tyNahrKE6aggxs+lH2u0a0PhhZGw3HBzMySlMauIpbdCYCWRiMUZTN7IQlXVFiBK45ceILUtKa/H9QPQJp2WmbYyhqRvpvE3W26osIEv6YYpgjACG1BTBrZMnhVHiXP2IAAAgAElEQVR88Tnih0Fmw0oknypFUogT5EgWFYzGqgqsQfXllKY5qfxB3tumYrdrJQ0twzh4cUawh1C9/EeRJxBQRrkVabTEUKO9QdUrUAmFnSx5UxfpFbuJMZacYL1aMV8sGMeRpqnlVNZY6gSbzZaT4xOstRSVo9vtuHj+DK0jRV2CSphiGgNkWSiVyZi7A79GvSTZfimupqnoek9mn9InIwsRKSe6bkdVL1guzvj84gVd5+kqPwnWwBhFWVlAaK7SUdoLMUXYaq0kSYaYub1OpHbEDxHXlPi04ui4ZLsJ7LqIaoXHEL0SNO7zx8RgUNGjrAUjWg8NWK2I2VCWDYvDA7RVXK+2bLc3pJioyyO+/pW3WW1WfPr4Gb1XBJ+ZLw84Pp3x6ccfTy15R2EERXwwm3Fyco+I3LeQOl68eErII1ebKwyW3WbL6fEJgUg7DFxcv+B2veHq4prRD2QSfd0xW84mbLUhE6b3VQ4MRil2YyAGmXdKFPNL66q1lmGcXHBkisJweFyR1YzGVxi7EUT+biSozNBHxgFiAmU0IYl2CK1IOWBLy3xRkGLEac3gIykFCuNIKhOjJiWJIxfImwTmGWsmrslEASXhrKIszBcqsr6wAIiuQN1/jfTtb6NOjqmSxi0X+MMDQrdF1xVj2bAhE3dbZhlyP5AKw1PtuM2K1XrDWVmgrFio1jFz4UoeOMNhjtxkxY+M4cpV3FrIWktEcBZBktOK49cfoP6X3+H23Q9JH/6M1EVMioQ+YlcbjBcko3QWhTxGCHzl7bd4/PiCq836bpMUxrm0UoKX1vxiXlPVBffvPWCz3Qh3/OiQNx894oOfvMvt6pbHz15ws9lNHtc90FRU4SFEYJRZqpradROjPE5jhqurKxSKGANX1zcMfXfXPSgKJXNZa5jNZ8xqaf9bnVkuS+qmwCqHLQ0+f42fffwxP/6gQZVz8tqzaXvabqDrJ5jJNAv1QdpTZWFkIbB7CuCkcQBAkLSyDErUZ1JGxgd2CdZicsZpqNVI2dxQFo7R9/i+J/a3rDdX07zcoLTBlTXV0eE/eNH7b3F97RtfZ7FYUFclmizK/6LAFiWrXYfvemZlQTeMtEE6QUobtCvI2qKtQxkjqvmixBWlCOfQqEkwp5WiqSO2VKLXsA5SZux7zHKGc9NpePT4yU4YRkmiVCahSkNZFMSYqMoGpZQkEqqBnEScaqzDTAIwrbTkre8hNsETfJBZZoqUhZySZrMlB8eH2CFiK4/KgaHdoYtabKxGU1UlKD1pHYTMKXk86q71bq0iJ0O2BcOwkUI+RrAOU8xYLhdc36zYdT1laYnDwOHhEvqOwrm7wjOnjDbT14DCYKyHPIBqyMGBjuS43/MnVf40aglTouEbb72OUpI1v94EZrNG5rlTemFZFXTdjrqpUaOILa1zpK7FnBnRVFiJQE4moZ0mqym5UElaI0p/iQYAYsku6oIcCnLMKO0JEYKX8c5m23OwqBiGNRBgkueW5QRNm1IxU2RCYMMe0BODcPBRmrJ0MiYIBatrT9cNKL3j5OyAPCvxo6IbI6t2jXGWWdMwdol+cylOlgiogKIk+khZwoOzYw6PzxmGJOTScWQcBjSKqliyPDjj/MHrOGtonKVrazYHC+bn55iyYlk1xBCZzUvKwk1tb0M1W7DabcjJc3m5w1q4Xl2Rszhjqqrh9bfeJCa4+OSGz5484+ZGSIquEHQ0wNgmrPKUtWTFxCgjrqIohGGQNZthQ4yB2k2i2Sn1czabcXx0Rtd6xjigCth5RTUzHJ3N0ToIGwAzQckcKY14n7CTAFiEtQCJopKE0a4LRJ/wfgK76UjIaXI0TAJmLV0DpTTLZo5RmVXbErMULnHMYBX6Fy0AuPeA2Xe+h/7GN+gVMHpyWRK8pAMa4/BkvNaY2ZxoNNv1wO3VNc8ODlBVze3NLR/erimPDtCFI8znrFMmqcQ7OfJMWXZlQ7CJUdIciDlDCDhnSQpshtnBkuaXv0K1LCjcjEUOjNpy4AOnbcvlk6f8yZ/+JW3f4/2AzmFS/Y+IdUsWD6MFUGGt5fzslG98/W3eevMRD197wNFyyayxzJuGMA7UhWP77a8ShoHVmHhyccPv/qf/xHqz43bT3llijNZkpQiDn+bvAngp65px6AVgEkX0FUIgxL1q2TAMA23bMlsu+Isf/ZCub3l+8YzvfvtbnBzOODk+pCxnhDHgIxhb8NbrD6ApcPWSN6qKbdsx+sBqvWO32/HhB0/4/PKWm91OFoiiICXFOESMMriykqhPJaKnECIKQ1avACN0QlmxxI3eU5UVGYeqjsnNIfPCTTTDDckLlEZZgzIWVy5QpvgHLHf/7a5q1oBWhJwxSpFQdN1A6gYMmuViyaIpiZuRLjtmh0e4ctogFXdqdDWNiIqqFPsRyAnHWsgZZ0aIO3yQuatVCmUMwzhiXSmqZpVAZfwwEiOkMKJNwrjiblHLWeI/ZXbriaP424OXdqZxjlmzoChqrm9upONUyM+EMlitmM+WzBczmvmcspkRM2zWaxSZsiipqpnwzbNQ0ZSx4l8OUti+Sm9LKUqgStaYakbarfD9iI+BcbVmsxloquLO/WPNMapQohOa/MkoaanvXTdKJXLKxL4hl9eo+gpjIqF3KBvIQQRiIPoMIa6puxPrfDan7XtxXPS9UBaz6AAkTTPx2WefcnR4eCf+HPqeshpFJ2MkHU9rjTXSlwhBCng32XLN3wvb+O97dWPAZ9n4rc5TjPErYT0p4v1ADju0ihweVlS1YRwDXScj2OBFJzRrDujVgDWJ+WJOTi2LpWO1gc26p8AybAY67wVdqxXXF7e8yKKmX95vCDmya0UvEztYLg547fWHXN9eClxnEmG2fcA2lvVqTYyRsixARQpXMg6BR2+8zVe/9jUevf6IP/yPnzIOI+dNyX3TkIwmAK+//VVWmzXXqyv6XlDFn1884+DwlDDsGHfXnM5mFEcnmKMzckx4YxhMxe2249nTJ3zwwUf0g2exPJCC3lXMmwVVVVM3h4zjFdvNszuNmFKKuqrIKTN0ot43tsR7jw+SQrlnrxwfHpMCfPbsMevdDeOomQePtZCThIUpI9qFlCOuMMQ8Ym2kLDVhjOSoSUoxeo0fIylodl0ihkRWijFIFkKMAWsztnCijIuR7DNsN5OQF4yB2XxGIgET+fDnXF9YALjZEVQ1uizQZYXvB1JVyqKQodeKkAK6qLn1kWG9okRRAddjpFw64rxhEwOd0vQ+sYlbsJZWKVqj2RkIU1u1KgryREwavSyCVVWQo1iShqZhPHsNFXp5qKuKISfmy4pFgr54j9Z2DEARJcNaCE5uOuFM3ugkLc7Ts3NSDFxcvuDBg/tsdhtUsqTtjnldEXyPiiPd6pZCKX71G4/4Z//0/+Lm4pL/+mc/5D//2V+jbMHXvv4VTu/f54/+5L/y7OkFMUhwC0gzJk4PzD4QY48o3VshtdbkkHjx7BMef/wev/f//jvqes6jNx/y27/56zx87RGv33+Nr779Nq+/+RZj4ehsyW4ceVQ3LJpGlLiHS2IKfP2rD/E+cXFxzefPX5CnmfJ223OzaRljwgcIQaN0gY8biEpm30rdna6yzqTgSX4kakUKArZRrplGOJZEgSpqjHbE5Ek5kJTGfEkWz7HvGfIE67CWw8NDsa1qw7yppg5QAzYSvWV5ckZRiUguZ9B2/0oUaEU9a6RiJ4tAsyhQGVz06IkDHnKk957dbsuw3TLUBSghEbbdluUyMWuWJO3I2uBjxvsekqYsJb7UaoOrJKFNW4M1jqJwd7a1ZrZgu1lzcHAg/mPnMFaEfVVdoZUmeo8fOjTStQoxyM9pjGgPlIYUprGYwSk3pbVJAeBzlO6klZOdcjUhJTarK5wrKMuK6nTJ648e8f2/+DExZWazuaienSGQ8cFTZHdH2VNKo80UvGUHcioYb2aYcobSEe0Gosp3G8je+60mV4FoARTtbisL4jjS73bEnLi+uZX7aw33752yaOZCQLSG29s1QxjlCEzGGc2sKHCTziP6HqcVyXuBP6UJbfsluVJKWFMx+BHrMtbqOyKlmVr3IGS4pirx0UtBaA1FOQWxJelAHh8eUzhP8DvJYrEFb75xyMcfbxh6i0XIeMMY8FHEetoo2j4QVaYeHbOFo9AzrjcdRWE5OT1icXSIcRMrJAsFs5lVfO2b36Lfdry4eMY4iI7Ke80Y4MEbr/Ppk8cYE3n6/HPOzu7TJMOBjuR2Ler+ONKkRCwq2nGkLgqaouKNs1OGq4h2p8xrgcoVzpI1lMf36atDnr245L13P8Baw1cePsTVc2K2nJ/eo2lmhJiYzRZcX0Lwt/g4SPidknNzP065HsaISyQL5TDkgDaGp8+e8fzpc5q6AeU5WlYMY8fYKUY8WSV6M5BzwKdEP3iM0cyakjhZOTOycbf9IJCnMOCKAp8yOQdClDurlXolZlzutTYWjSYFzbyaU84cvd8SU6Qbe3E3fMEs6wsLgNf+9/+V89ffwC3mBK1Qg6fzkaHvmVmDrgq0cwzGoJwhjpHblGlMSaxqdhm0K6mMxVtLsAZvDL02rDGgstiRJmxkDFGEI0rR1BLmkXJmDB4fAz4kVD2DATZANiXtOHCIojeO58YyVA3/P3Pv1Wxbdp7nPSPNtNba+eTOEYEkQAIiJVku/QCXS/eusv+b/4WrVBaVbIIEQQgg2ATQufvEnfcKM4zoi2/uDckS2lUUy8C8QaELOL3P2mPN8YX3fd5cFNlPHB0fY0zNRboQheQU74ARhoJLA/5mYDv1/Owv/pLOKPYXNYv9FfeODjjsWhZ1Rde0rE9fcdFvOXjyhM46/ukffYfvvPcu2lju3btHKpl3Os0mZD55esoXT59zeXnJ+dUNPgkCyRiDRgs/Pomw8MGDhwzDQAiBJx98i6sc6WMhtgs+LolP/+1/pCLTDD0L53jvnXf4V//r/8IHP/yn9NNImTsj76VKjTGx2+5om5a333jMvcN9jJN1Sk7I/k9ppslztd7x4uKas1fnYm+LEWEAGTLQD+JNT34gIOOmNI2UVjQQSt8mthW0srNGImKz2F9+H579vT2mybNYdEKINGbe42kWyyXtYkFd16ATV70IU+tugTNiJdPOztZAQZDWdStTgQKlKCrbAMLtDjFz/vIlWRXqumJv0aKWjRAxi6iid7st4xRZHbW0dh8/hbnLdhJso81vsMVzwci8o7+NHFZasVwtefXyN3AdgBAkDnYcB8iCmI7BM/pALpmubsgpzMlhcpn6EDGqFheAuVX+y9gwo7jzcpTbjAnIIeBLoWhhvd+7d0hMiV3fs1mvOTjak8TALArmnDLG2bvRs5a/DdoG4tRBcSgE+aucFhQxsoXQSkkw18x/MUZjtUEXKZTae/ewlSP5wMZu2N/fo6orUgwY5O/TNA1VNdCvd2y//DkpJMz1Jayv2U4Twziy7XuGKRDQ+FR49/3vStLg78mTSybmQE6FbBIpRqy2BC0XklYQUwA9MawjGcXkAyHIOrB2st4zxuFczR1zAUNMivOLQaZcWuO0pR+nOQ5YsuzL6GW66Rw+RMJ1oCAuFm0VY9jQb26olKVbLRmGHSEEIPPg0WO2657FasnBwT2+/uoL1pcvaF3kvdfv8eBwj5/89K9plyu+/8M/Y7e54eyzX9HkgA+efrdlUTd0FKqS4eqcYyLjsy9pG0e1aHDOMsZALJnWWWyYOD39lNObDR+++za7ewfEoohYwBGHDWc3p8QYuakaYlrT1A05HxBCkMj7mWFRVRUoxdDvRAtWBBxUJunKra6YpjXdwlB3FlOQXJAk1t7bVXDdiJOrdoYSMyEJNyelQk6KqjLoXIQ8WwqFJCu6ItyNQqHpaixavlPa0NgGXTQqQd55fExEnenHiSkXagRT/NuebywAmtdex6z2cK2IEkSAk1nWFhcjW6VI1qFLkg7naI8SE+sQwYhd78Y6CDABURlQc8a4k5dwRrjObV3P6kpRO0q6UiKRyF2DipbGJuzOE6sa2gU5Z1YpMvY7NrlQYiHOjgDtExfnV6zXawqwXC4x1jAN/Z29zvdblvtLih+Zhh1q2mEWDf6mY/1F4cFigVGFbv8IlSPFWTZtjWk7xqFnf7nPuBvJ2zUpRk6aijdev88PfvDH9P3Abhr4P//1n/PTX3zMi+sdPkuQTI4yGnWuYrvbYWbb4e7gHuNqCbGQiiIqcKsDYpF45Wna8IuvvuDBR7/g3R/+KQ+bDqfNDJGQw6UKGGVIMRFNRBtFXQuaGaRzsMaybCuOD5e8+fiY8O035WCnTMiBhOH6esv55Zqb9Y6z88yuz2AqXBW5Y9TPyllrFRjZoaY+isK4+v0oAOQimaEZMZFjRMc0w18kgU8bS6UUZggYq6kaYUmklHBWsM1aMcOh3J0VJ4aANdWsBinUbcv+sqNedJAyOUwyESlljiiF1f4eMcM4jMQ8UmafvKsk6hqt7iBbZLH+KSd0vzL740sItE1NKZndbkvTtOLh14baWfp+C7kRu2PlcEaLeLCqGcI0E3lm9TGFohVFF8iKFAMKTQwBH73oSeZoYBXkvwtHIc8phpqqtjhn2O2GOWkwCRMCLS+rLCP8mOfl/l137zBNjwoJXYOxBapAMEV0A2p2ACCFQEK0AJWzv4nD1gKewmhqV0kzkbIEA83nNGXZm47jyMuzr/BYLs7OuDg9Q1lDKenOKvnGB++z7QdwFX/7s//0uzu4/6/HWWHqF2tQOpNyQEnyjhDj5rNR15kwaVKSbBalBT0rBaiiaRqaup4jrR06e8ZUcXUBztRQdiIwVHN2yGw/DSlLQaZlGlGywjqF0oVh7JlePSPsBo6WCx688QbPnj9lnEZsVXNyco/Dg8L66hJlLIfHJ4xXX/DakWa6ecb11cSzr5/y7gff4vDgAKUgPH6Ls89+SRgC4zSx6yLWzM4wBT5GqrYWPkcSoaM1hkVTE5Xi8uKCq8sN4xQYhy3Tes3hwSE/+P4f8eT1N3j+6pRPPv+CfujnBvQAtTiAQ7l4Qwj4aeTV2fNZZyMrrhiikFGV0Pm0VqQyhwj1QvQzRtO0WmBtsZBTwU+JjKbrLMpwl/inlKWUSM6RUhQ+ZAEgqQIkdO1wxuBHjSdRtzXEhMtWYoBHmbSILidAUFApUlEoA4eN4/Wu/a3n6hsLgK4TAE2aX0RZy5dwbFqmlPBJLhhURSgT23mvrSvNIhWmAqoWpbQPgVgStakhhvlQ39puZCSulexVb2NDKcIP9z5C0WSt8Z0mR4ul0E4RZzTjwQH9qzX4ibJZk9GEkhincbb/Ja6vr8WrOe9DnLG07QKbIo1KLNIOUwJNytyzHeOmF+qAzvjQs92NNAcndA/uo3MmrW8Yx8D52Slj1zIMYvGaUuRIa/L1DWYa+Z/+xZ/y/bfe4KOXZ/z5j37KdR/m/eqMKo1CptLOcXV0wNDtY0IgFlHtq6YlpkxYRdS0QZ+fc7ZL3JRCKIkqBA4UTN7Ttg2l5Bk+MyNuk6jCC3NimgFlRIwVU5LiwRrcciG7qehxznB/T/POk31QDu/fZ9snzq93PHv+nJDEXzsOiUkLd8FPI7dcd5MDnf394AAorXGVQD+0FrZ/XdeUIkdfId25NY7ayfmwRhgBt5hrEelKcZVipGgt6XEhsotrsQSlRKXkf5umCT8Nv3Fg/GcFiNZShLZtoHI1Vd3NWRoa7Qy2qmZFsXTOOYky3+hb+IuMDKuqom4q9pZL2rYjpUhVWdpa0vyqeSVgjb2zhwYfUMrjB7GsRgXZJ6btjj5FjNIYVUhaLLZN28kkAfm5igXbLylhhKKIyVOKgIbefOP1OaRFzTqITImy8+2a6o7ceRttnHOmTAuKMXOqofwuTN5j2Z1g9JKcAilMpCCfpdWWnApN1VA5S0gJcsapGuOgqRt0KZCzUEZzIuZMnCYZZRd4/OZ7TLolmZZu/4iTh4/46rOP2a4vUUaz2j/g3v3HTDHx4PXXf1fH9r960mxl3mwiZoEENc2XvkJTGTun2QUq50jasduNdCuHcYpld8Ci6Xh4dIhyNffuP6KPkc8/+ZjOdYRBYqCN6TBZ4yqDniQXI8Z0N42ZxoQyAW00MSkqp+lsPfvkxUZ7dnYqVugCu82Gf/9v/jVPHr9GKYWDo2PefvtNbs6fcb2+YvroY379/ILl3j5t17LoFnz2xRccPXxCGHuunn9OGnecX17Lz2Rk0nZvtSKMgaSk0KxrRz2/855e3fCq94xJU1Utm95TsuLs6pK/+Zsf8ezrz9j2E1HN61eV5UIvUuCUXNjuNlxeXLDd7UgxC0GwZKqqnj9zhdEGV9f0wwBEtKmwlcVaTSoDIUwEn+fCzMwrGQeq3Nm6g08CpzKaWAoBweSDQavMJo0YEnEqZFuYykhna4wX+yrztKwgha/MdGSKWJXAk1XHQfXb9VjfWACMk6dqOgzqzragFSjrcCoChnWI1E5hqpqiJKiEGNgpReMsE4m6bak0MA7EVlN3C9lfzZf8ME7kXGiaerYXaSbviaVQppGbF2eEksnWCsa0qjFNBaUwxhoyXEwTW1XwMRL8REuhdhVjHGmqGqs0u92OoApNVbO3t8d2u6WzGUdgv8rY2ohS+upcCGE242wlxUZlwPdcf/4ZRyf3WVYVtmmoY2S8OqfdPyKkxLTbcvHpr7n4/FNCP2Ar6cT+hx/8E677gX/zo/9ELoXKWkLwgDClXVOjsWRbEVDYJBdOBhHnzdOXvun5zHt+kQJ7ReMHxZ+sZC8dYsRZg1IyVSkZMhI5C8xVZsGJ8omCoDStFcRqLrIiCJOaleZQiCy6mqPDhjdeu8d3P3gd72X3vb6+4fxqx9V6y+nZBaUU7p28xtH+intHy3+E195//xNCQCOwHOdE4W/mAJxUMrau0Qq6psbuIr4fsG4QS02SiwQgzZevLiI0KxRMVaGtcEpVyahxwgePtjUpJ0Htznx7rTTKKlo0FINGuu2xDLMAb0bezgVqQVYOtnIzmliAVVmDrixV11K5GgnayTOO28ykO4N1v7kgnHPUdcV629PYmjhNIoBzjsoK4Ipa1g8le4nEnXGpMQWMkcF9djXaVmQ/yBA/Zfrtlilmjg4OODs7Y5hG2q6CGY1sYgFWzEZDfiOtk6yEkrqZNS9jVpzHTwPGKJQ2pOyxxuFchU8DWmUq10ijIRGUaGXFtmkk4lX5kV0pTCHgY5L43CRxwnXd4NoD3vnw27RVjbaGRbvko7/9MTF6ht2O1eIA2xiabwCo/C6eaZzwk2exmFMR50u5KDWvkcSeurfaww+F6qRisd9ByZRs2Ns/5Dvf+oCvXrzg6vKM88sr8dBXBlVV9NPEweoQNXhS389BVpKLoYCqqXG2FkFqCvNFaBljxGhFnydQirjdyG67SOTyF598zNNPP0Ubw97BEa89eYJFU5mGm82WTe955/X32FutcFXF3t4elMJbH3xHprvbHpdGWV/iWe3t0yxaocmWjEZsqWOInG8HzoeJvZOHfOdbf0AKidOzl3zy678nh57L7ZrteoMzjqbt6GNiN1u8ldYoI939envDzWYj35PaUWbba1VVaIQV473oRaw1xCQ0SUnblKj6PCmsqWlamXqPU6bfjlS1oWQIUyJFyMlLAds0BD9Ssvy7ctGMXqaLdi7OW6OwXlGSfPYpyTteJlhF1mcxYygYqxjGwOfrf2gY0Iz8TAWqWZEvVrtM0AWcpUaS8kKWUbAqmbZ2eF9wMTOqwq4kUUQWCbGwSJU1zaM55yyj94zBz3nogtY1WqOaiqM3H8uXeTeQpoQqhT5ETFHYpiPFwHoUkE1cdeRtxXhxxfr6RjqvlKgqyVIfRhn59HZLqpagCpXTGKOws0c7pHCn2FdKUUyma1p8STQqc/Xsa5Ynx+AFIzluR1YnFW7hIAXi5obcb3AF2gr63UQVIg+PT2irmmnyd1qElMSyM24yUwpEq1CpoEKAOQb1Nma3aEuyhstp4Ndj5mRRE1TmbR9YzJjjMqdu5ZxEqR0CSknYRwxpTrGyGBJpRt4zk9e01nTtQlK5ikTHUmQ0FWOmqh11JSPHZbtg4eDBw0NKhs12K787Z6nrCpXCP8Y777/72W53LBcdi0WHuvv5GqytWLVLJp/YXJ3KOVQFbSsWy5WsqmJAWxGwFaDYiHXVXBQoUpzIBbRxqJIp2uH9Dq0y0zSRnJWVT5IiN0yenCLMTHs3J2UqFK6q7yyat1HBBaED3gqPpr6n6VpQWkBbVTXTLGUfCELZNXMuh7WSbTEGP7sVwBpFIVPVNcoacpTOxhiHsZYwieDpFg5U0mx7UoaMJWtLTBnTOFzTsFgsycVweHDAy5evhCuQk0QMz5O+2xFlyTObQiuKZi5QxKqaU6FkK5a0NGB0Q1UtiDkzjbImc7YiIQS6HDO73YYQI7tqByUT/ERKcY6dhSkmUI6HDx+gNOxubiBN1HXFvfv38OPEX//oz3n45C2absXQrxmHHUoZ+s2a0fe/m0P733hyKgxpxBpBQsvnIWuBMQW5BJJEKb/33rdwuuXV0y8p3pNVImu4OT/jr366ZT3cCNaXlmE34Cyslh25BN587QFdMfz07/4epaRJ01pe/E1taRrNMEJX1yxWDePo2fQ91jqaOmMriw8S6JNKniPPZ2Z9Mnz11Vc8f/qU7739BgcHe3xytaFZLVmtlrRtC6Xgx4Ep76iOH7A4eUi9viGGU4rSVJVj2TVAmdfSol1Zj4EX2y2eipNHb/HOW+/QdTWbzYY//MM/oKTI33/0M6x2hBLIMRA2azTQAq5pKElWXRjN8uiYw+VKbIE5McXMFEWTUNuKlEQQHVIUPUBRjGPAVZ66kYmJ4jZNMJKLvDdjCrTdnnyu2bNqK2JW7PqJ3vf4YaKpFqgEJuu7yZVWUBWDigpm9stEZApZLJxZXAcUBaGIk05pnu4m4jdEs39jAWbO7MAAACAASURBVCAkPjXz8zXKGPQMrQnqto5XWOeIwWNTxJUiIAinGZNARvAekwIZRfYJZfVsEUqy11Maq/Wdf1F29HJxaWSEap3FNxXaZox25JTYAZWr0FXDpu6YmgV4+f+J1cNijZ2Zz1lGo0YY6EbLCqKoQELJS1lbyqxAjjExjKNcmFrLRWok6rFdLcnDNXncSRDMySGLe0cM/cj29BVxd0lbGaL3xFH8qYtVzcnJEV3bMo3TXeemtblzKaz2VtSPH0KaaGJhd7PFb3oIZn6zG1GNB7gcJ2Jds9WFdhh5sxTeKIoViRAS3v/GeVC4tZYFIR0WCTgqJcuBLxldzzYrbWlbUU/HGLjN844xzbyAWROvMllpSpCOuDKyDzRkcggzw/V3/zRtg56Dn8ot4Gbm00Q/isshZlLJtLVlKmUGgii0up2eSFIdWiJ272xySsaj1hhK0Zi6RcUNVdth6oackozitcXYgXW6xmo1k/jcDAMS5rdWCp+iYKxn22gKQdgR88uulEIYPIVMCpMgdrWgUEGIa+PoGXYDumSqpqJqGwHiVIKOddrg51hhrEbluSsXQzH5v3C/zb/DLBoBpRRqjsHeOziYI4OFjFY5obeFyVNiQs3i3qKUTNPmHI1b98vtn307HSlZeOglZ7SR7tGoCtNYxrGHoqndCl925Kxo2o7zy1OqqqJyghyubA2qvvt35KLYDJGmbZnGEZRm2m0wi54vL1/yxpvvSUFG4Z0PvkVTV/jJs7d/THy25fzs+v/Hk/rNT0qFpqnop0EmGhRiFksxev6MUwKncC187w9/wMeLhvOnnzPtNgx+x8HeCW9++CH/4S/+nGkaeHz8Bq3dYxx7pmFkN+y4vLrk/mtPWC0tm7FmioEcihQDKqKdpiqInW/GYS+X+9x78IDt5pLdsMa4mqZp2Gw8IWdUyTjjJMcAWK2WdHsLXm02+Kx48vARTeN49eol944fcHZ2LmfSOA4Oj1h+53v83c9+wmZ8gQGuNxtGX9E6h7OWvhQ2Y2axOubb3/oWDx89Ybvd8cXTF5LHgubNt97h5vqaVy+foYzcaSBCXqOhsZq9gz35M2cibJiTCEPOXPSJXz3/guBh2+/uoHBaa2rXkGYctTjZaylGfWKxcNRNwzSK7qu5XdNaTbcQJ8128ngf6fuB6DPGJiosJWQcWlwYCkhzu+CgWVbYYqH3TFOgbmq6toas8UMghBHbVEwUjP0HrgBux0p67kyY4QfjGGAWz5RSaKsK5yqiL4zTRKUt+1o8uzmXOde4gHUiEqqk4+5UTUwFEzKkQk9CW0ttDdMsBCzKzBQ2JS8xq1AILzylBElUrlP2ZCejsbK+EQvH2EMRFWfTNOLXtrJbOegaYvJs5zjiqlTYIqMUV8vfxxXJYo85o1Ng//AInQt+d4N1+xhTIBTqbo/N6XOSguWqpZiOoBNKtUQKwzAwnD7l+VeX9H4gloRR9m4C4JxD14YHjx/Q/PAPcI1Dh4TOsL645PLZS57/+nMJLZoRlzkGEplBaX6cFT8LkW+XzFt+ZG/XY3xkdf+ITQoczUrqWCAai0qZvcqiYxE1ey7zgJY7cJHBzPhKQzGKqq6QBDfhZCtt0FXLz//i3/HRL34uxc2iZbvpOT0945/9i3/J62+884/0+vuHP37ys6VLxuhhEiymnYN/hl0veOfaUVvHkLxkKxgrud8hScc/W/+i97KjV2qGeggvQeUM1s3iG+FNaDWP5J2lLg1mZ2dAFBhn0EYTgpdEv2GiKJjIBCW22DyPWVOCqu3QVYOedRt17TDGcHV5JXTKyUoOR9tKvoCfqOtaxvzOYdQcLhQmDLOgC8RGdEcCLHRNK8VpSegcsSVSWS1TsTCiyAJHKkl47kWmFLUT5fLN1ZrWwFpmmxhXcXCwT0QEgypljLakuQhQMyH0FuJD0aCCaB9yJIR+3psaipLRamVbum4psb5GKGgUeS+EECVzo6pwWl6QV5fXMzK44OOOo8ZxcdFzdXWKn0Y++dXfcnh4j/X6mmnoGYeRcdwIru335IkxApZu1ZCRSPI051gYzKzr1MSx8OUXv2a13GP/+BG2WfLZxx/x/OIFdvS823yfGCNT8Hz47e/wR9/9Ey6uLvn6y4/5D3/1H/n0q+cU70kq0LQWu1Z4EoXEFEYJCzJztoWX8/PagycoHbgad/S7CW2j/I7DPD2goEyiaS2r1QHvv/chdVPzchtoVvvc3Ky5uLpEK8Wzp88YJ89iscTowocffoe9R4+Z/Mh26BmHgX5MlGFHKZm6buiWe7z57rd5//0P2D88QCnN6eUVQ5A19Wr/iMPlkh/88J/yk7/+S14+/xJj5N1rlCIUuN7t6IeRk709jlcLCSXSFq0VTmkuVWQ37uh3w936RYSURtIXrcbogKJQsqJzFlvXHB7s8+L8nMkHNOC0pjaa48N9ahQhAc6hjUxp/bAhpUIsaab/SWNQlEJriCULl4WKtmvQBo4OatquRqEYxojWsLQ1rqu53q0lA/23PN9YAEjynKA7cxYscClSBGSf5+6y4Lc9yVnpuGtNCp5ipWAZlSIqhdVSpWsUeZjQlUUbTSWcEJQqtFnGnkrJ9GGYAlUlbPGUJUc9x0LwUS50BT6JLTHcbGDYooqE3ehqJo4VYTHrOzRuoTWaRksSk58CyRZWk2J/zhK/Hf/r2yJDyW7HjztMKjSNxYaBbrmH6yzVXsfFJ59gG8Xi+D6bocc1crEnoLKOvXbi8UHLomoY9SgxsLM4Q8+7J+KEMRI8pJz8LMf7Cw4f3efq7BK/GWRcn8QGpJRCG0M2io1S/HUI/NIn3jKGRxqakLiKmnvBU1Wapqq5CBHCxIGf6AA7RazVNJVwr0MIcuid+M5vU9y00rKKmK0xIQZRrivDX/z4Fwx+5BZFrAq8/+F3/7tfev8YTxgnNI7aONabDSf371HVNWBYLFa040D88gucrSlk8hhx1sE8Mg+3LzFtZjienzkAMjW6Q9WVTCgFnTM5RFKek/a0FoCPMSxWqzsbUYwRp5TkSeSEqy1VVc+7bY0xFSFO5CJTgKZu5r1qIcVMNcOKnHMslyuqar7ojRHvsGe2dBlyTLOewTFNI12eoCR0kX2nyhGbZhfHuMPOU7Bxt+bm8oKm2ePy4hVnZ69wCr7zxgOuLi7px4FpEHtSv7sBYH15ScdIZWWC4upuzmsHY3+zDrgNAlaoeWU1E9mzQ5mApUZrC2gq15KCZ5i2IvBTtRQArgLyPDWQoqyumjm8q6EUePToQASbpTANI2x3MjrWjp/95MfcXF+hlMGpmnHs2e1uyLmwv3/Idnvzuzq2/9WTQmboJ1w7WyiNxk+34K6ZS6oNmcz1+pof/81f8M4b32bRHrNa7XOwd49x2uHHkcZoJuDy6pxmseDRouHZi89RGh6/9oS3332bX/7yb6hj4uiw4eXphqqyOGfFoVUKi30J8UEZjhaes+1ESFF0HrngoyeGhNWK45NDwAOZ/b0VH77/LiEWTq+32FpidjUVWkHf94Rp5GoaiGHi3XfeRVvL2x98yN7h0Ywbl9hs7yeev3jBd777Bzx+8jpNI9OuEAJX56ecPvuae/ce0M6i6IOjI773Jz9kGAbWN2egbgXoMvIaY+D05hKfRg5qse9W1qKsoY/jLNz7jZg15QwpY3SiqSx7zR6rhbw3K9vQLTr6aSfUz1JYdi1tbbEGSooELGMUV01dd5RsOTjIxBFIorsJIeJDRGlpDkouWGvZ9RNN29J1LVWl8WkiZYWuDKvGYbUhlsTRYknitxey34wCVpnd0M9WnwqdBWJTWSedIgVTRFkdS5JRilZ0WrFJAacqAoU8j6HbkshFweTx/UTddagi+yWJJDWkLJc6SgkLeZwISGISOFIJhJznTkiWI9pVpH5Ej55iDLl2FKIIptDzy0HId4pCWzlsJYlhUNjGzDZmrnpPVytqoygRamcxSrQBq6WEAqELdVuhXcboCXIi9olmpVgcHqBbh339HmVzjtUFP06UhSKUK54+u2YaB4zSogg3GjV7r53SlCBBQyVlnDHymczj98pJeAvaoKNYVJQxKC0510Z7IpkbU/ORq3hhPUYp+rZB+Ym2wFEM7M0+6jUapoFlCTzyir2uvuNfy38WXGXJpRC8FAcwJ+ApQQoXrXj0+DW6/ftsr9aywwYsGe9/P1YAXbekri11VXFcNxwe3ZdcCqWwTU3VtZy/eIFSiqay5O0wZ8oblNU4KyrdMn/5YvIMO8Hh5iTFpfGTpEkmzzKL57ftWinWYiYRJYwkBG5u1vICbVvqo0Nc5Qhh3v3Pq5lbZa+eY3mVkj/T+wnFbWhNEpqdAii/idxVCjvbG5W6DYoSu1JbyaqpyxNq84oUPGEamPqe4D223Wdvb8Unn3yMbRfUiz2en17y+PUDfHePsFKS/DcNVNpzffqS4D3NYsGya3CuYoy7O+/0LehK0Kp5tqLdOgGlcDJi/RHXnzI01QNcAy4dY02D1pppe40zsnoYhyswwraffKRuKtrVAmcbLq5uOD8942D/gKv1NSkljo8OZU2XZJJjjSL6ib2DIx5MPcNuzeHxPZSqOD87pV0sGKeJ87MLukX9Oz27//kTgiclQ0iavX1ZuVLAWFGQSzElyt8QA/3Fmk/9r3h8/3UUmkWzolIWg2LVdcQwEadJJnlZbJuHe47FKtDHDduhx08DD44rNjsJp+lai6k0nTW8fZI52W/54sITx1O+frpm8okQy4y1NXNegUbbihQ90+gpe5l+6tlst4yjOLZmlAhFaVKOd9ksklR4q+FqePzkDfnnJaEK7Podi9UBb7/znkSyzwV5CIFXz79m2F5jHjzCWYmdt8pycnKP7//JD/nxX/5fbDc3TOOAUhmrwSCk0NP1wMZOHC8XHLaahOZ6txVni5JgMK3E1poVTGGkS7B3sM+9vSUlK3a7wHW+ZpvWJBPYW0oWSZgGlt2KFDM+enwq+CCuGWMErRxjJKhILInGSkHvg1zjBVBFUMHDMNJ1DaPPDFOg7RZoVcgp4lOgbluytVS/PQ34/4MEqPTd5V1yIRJn7n3CGCkGQk4kRIigQ6LoQlKKbB1qVtBnpcg50rkKfCKmggqRNHnZT1gtXsmYKM7ejd6ULgx+IG42jFOkO7k3eyelMNAlo3Ih+8C0vgEKuR8pIeDaWawVhb1ujEbnSK0Ui7Zi9BOpKJLWTClThsioLPsJ9n3CZUWoEg6BmNSdQ2tRe9etRjtLLh5ioDs+xO21Mk4aN0zbG1G9IOQ4lKKfIjdX18KH11b447PQC6Xw44i6uiF+9ik6j+j7rxGbCnV5jV3tcby/5KrI+Lf4gN/toEBMQriz1gFgCkwqcmkkPrUoTVIwpMROQTPvizMZZSraSqNK4lgpOjMDbhIMw8DklWRvF4UiY+1MCzROvN65cHh8QtdW+JcDTbckhCCI4N8TilopihAyrpJkQO8ldlrCm2QUnpWilCTMfa0YdjsSA7nIpMXYet6Lqzmjopp3lAm07NiMa1HZ09rAOIl25Bb25OrqzqqzWC0Y+4EURESkZwugCKUiCk3KUkSlVNC6ghIYhx5byVQiA8oa6k4EnyFErIkC8DFQMMQUickTIjK5ywXvJ7RxfPbpx5ztEsY1UNUUNG++9QaLwxOydTz8sOXiZksfRg4fPqEfB46PTwSilzyj31DXksR5G4VdVxarC2RDUZpiLChDQsRPt+yBW7Ep80rG2YxxnpgiTXfMau8BoWzpxy3H3QExR1y9IvlJCvhZI1TXDmU1N9sNSWXuHTdc32z49PNnrNe/JhfIJfG9P/gWb7/1OtpaiSfP0rHlrKjqFmscbbfPr//+7+i3N2Q6bFXT7wZWq+53eHL/y6eua0mVHIDlHPJ114km8aZnQU3nOZcjRM9uc8Gj+6/x4N59btYXjJtzTg6WrFpHSSO77RkHC8UH7z/i9NUeVenZ3LxEa1ntuFrzzpsHrPuA9wlbCu89rviDNxt6D3s7+OpVIPQWHxKVUxhnJZxGwxQim80WjZAJL69f8m///Z/TtoekDNc313g/kpJ0tkoJjdE5h9k/mJ0p0hBqM9NTtQhTN7sNB4cHMrGbzwVIPsbp6QvaZYutzIzulp2XsY5Hj1/j+3/8T3j+/Ck3N9dst2vGYSt2PiWJmUMs7EJgiHtQOU7PLzBZUzX1/PlKg6qMnO+xGE43I32Swcg4BlLxJA2ojqYWrUplNM7NYXo5CvCncDd5LkVh2opl22GdwLi2m4Gb6x3eJzKJg4M9KmPouhatFVPwtE0nZMyS5nWEEeR8KhT/D5wAqHm/Ly7yjDU1VgtFjvmLnNGEXAg5y4gPLWl/KWOzXFDZKMYwUVkrXHQnJUksULRCWQ1Oy5RIy7ogz/2k5EonmmUjL7gCunakENFJXprp4oZ0dkVChBnKGPnCa9lfiw7RY0pi2VZEPxFCIWXFmAopFnYhc1ECC5153BruW0sMkVoVckj41HK4qKkrDcqKRUll0GnGIe9z9vIZOQSGzcBi4SRHPWXylIgp8v6jJT95es3NCF1b46xlnPx8CAru+dc8+cSz7wZO1x+y6RP7V1+yXb1G0xvMqxeoxqJiZNruRBiIgCOayt5le3e1maErs/WqaEKZCBQGJAEtZTAlc2MsP8+CvHy3qaljkdhQK9aqW/GkdHAiSJnGHld3hMljK8dqv6OQZoYDJFW46bf/KC++f4zHWAlt2mwk2dE6x8HBAZut7PO26w1u2WFrTUmBL776irZbYIyibTraVQe3K5BbNKoWVgBl9vFqTUkFbEXyPd3+khxl9JdzlgmKMfRhwg876sVyXk8FWQEpiZ4uStZuIjBSd6TF4AOmsvO3QjIIFnuShjcMvewzjSVEizOC+PVeRuxpDsq5dRUo13Dw1mO61R7GVkQfiNbw9YtXEoVdEs1yReOW1K0gwF88f87pi+ecnz7nn334mFXdsnd4LGfMWsJOEuZc1bF3eMj+wYrFYo9h7Mmk2TJ22/lLIXDLNNAmoUJD9o44JXzweD8wDDf0uyvJLMiKpl0yTeJIUGhevjgXRrpS7K8kNMkaw/7egm6xZNdvUUbWZCVn0XDEhPYTxcrarZTC0G9IJLplN8ONkByS3x8JgBSas9DSuELy3PFSbgFRGjlHMUSscfRTZHCRZ88+Z9G1LJYNJmdqq2hMg7aZX/zkz/nut18jpMyjY02XFc+vBxZLQ+Ma2sZwst9y6BOffr2htorXTiqymvDJULtEzo7lYkHe7rAmsOg0q4OGaUr0g0x/pkmor9thZLXs+Od//Cc8fvQ6P/v5z/irv/4rKBMKLdbnFIiq0LVC3cyloOeTr5U0NhL3PrFcLKUpZD5bpTBNE2M/0LY1freVKdMMlbr93T568oSj4xO8nxinnpvrSz795GOcdQxDz2azYeNHtudXZJUZdhI3n9Ssk4J5aiVr8KQN49BzenYhP3MCVTRGF1bLiuwU2QjEyvtMSAkfM6nIa9xaR8kQCZhaY1uN1RkfNXVbcWw0u91ApnB42BFv1z+qYIwiM2u3jKZozRTDjBQv34i0/sYCYG9/D2U1QwwippstUVUt4R8pS8pRRsnYwU/Uzt3BQ1LS6JLRRWNSJmlorCHmQu6cXFhKS966NjRKMcVIIglzoBSqFBmsJU6ZUmeMEkWsKpmsMzl7hotz4mZH9oEy7FAxoFMNc4RjKhmKiCOmVBi2E1lZrE7cbxUniwZlHGMqfH2542engf2m4uFSc2wLB7Hg3Bqjljx4uEQpGbNlZehHeP7VmtNx4LOvTtn2AzFGXjve5/6+5c3DwlIHiip8+80V/2x7zH/8aE2ImUXX4Izl4QPLP//j13i2g9cf9/yTdw74P37yK3xc8i//xxX/7qcvefX5Dc3Fl9iTQ8q6h08+Zfz2t6mXS3IoIhhTc660tiIQKgKQUdZgjeSfx5IJKQu+MwoA45lx3JTMr8eJ45xZhZGHSnPfOla1xTl1JxZUVmNmBVkqhUpr3n7rTV68WgvyuBRqq+4ik3/XTz9sCMFAackpcHb+goODA7RK7HY9MUYqJ1x15xzjzQWn/pxHr71FuxDFbs7zBabVnd3KGOZL29y9XFLReKVRSVjyJcX54oFxFN1HCYFFU0vhmvOdgl0ETTUKWTeouVtOc3rg3PDN/n6h8FWzjbAU6WYXq05yCYzGKkCJhcjMnZP3iSlkFnXD8vCY7a6naxecvXzFG2+/ycHhEQpN8DuUNlxfXbG9ucEai/ee+48fsltf0iz2cI3l3pM3mSaPq1tOCnz0+Suuzi/ICIku54JRVoSYiANDctYFSqVIkA24EVLGx4GFitgmwdZzc/2MlEXESVKUInY3SkQbzZPHj/jq2VM26x3mdcty2XJ0uOCrZ68IMXJ5ecmu37FatuLwmfGpeZrALqSRATbXF9y/94hXz57TtB0lB6zVxOn3I9IabqUmhbYVsE8a8t16p6R5BUSmRImsbRu4f/Iuf/TdHwATV2dfMg7X9P0aPw5UxtE0hjRe8/WzLcOUeeu+4eLphN8FtIWT44a6grpSLK1jNzUcLx3Faj678BzWC6rGkpSo3ZVp2Vvtc3ikURX0k6fzsFkPxJjYbnr2D/eo64ajwwPee/cNFouKm5sL2sayXm8pSIevreXJ628SZ22IrMUyKIsPEa0zKSfqpvnPCksZkRtj+N73f8hmd8PB4REgLgmlDTCzMWYSaN02LMuKplngY+L1195g8oHtds36+prPPvuY5y+fyvkps2WVGc1dhEORciYVKfbJRVgCoYhvv9Es6opCxk+RErVwNpRGzTCxDJQi7wpNpHYOHyZEUqhp65qkCiQr00YKyimaRmLLHY4peAnkGkbJ+pgJkRpmmul/+/nGAmDKEYvFou5GugrB9i5azXYapaKsKvQMjHDWkpPBp0jQ4JTDFkVlMtFqttMkaMOSiUpwhVBwSlgDxhp8zgRVWPqJN8/PeWEd57qmX2/ofcDWNV1d0aeJ4fyK9VfPyNfXFD/AxTmlH6AVJWdKt3ajgjGOrAzWZE6azBtHC54cdLSNImaxNn7ryZJfvdjx089PuZkajhvFd/cbduvERR0wduDkwQLbaL54OfKXnw/86uVTzrfC9+9qQ20Kn5z3aG15517HP39/xTv3DIeN4s/eP+Hvno2cXmfGaUAby3ff3eN/+59f45fPWn75/Dlpqnl7ZXj24in+6oTh9Ia3jxv8KnNz9Qo9RdpPf4U6+zPSoiYHj86KuqowKKYiTP87Tr8WiiLO4JQleKERgsFHz263I9qarbXcaMeeSlzmxLNp5C1d84bVdMoQo7C9q8qRygwbAr71wfv4MeKjdJjLtub46PeDo15VQgirnOXByRF11+CqBmM09++dgIKL80v67Q7jLE5nrs9eYa2j7Tr2lnugNd3ekfj91dyhRHU3tsspoo10BhqN0xo/9eTZ/WKtpd+uqaqKtm1FXDrHMYtlrZBSxnshVxozg4pivCsAYox3AsI8I6W1rub0xRqlxWZVO1lj2BmopbSMF+UtKgRIPYuGPv7oI2xV8fzLr7l/74T9J4dYbfBOCskUI2evXvHowSMOjg5YLhc8/+xzjGuYwoSra4ZBfNJKVaJijpFYFNpWoheqG0IIsyt0Vv+RZ9SyAi0rRW09JW+JXBLVGT4oKMIDAdn7FgQxHqKHOV1Nodlud3z99Bm7fmQYI+MUWLSGB/fv0w89Vike3j/B2YqL01O2Q8+kWvrdjt3mhhhG3nj3D8kBbOvohw1vvfMOr55+/bs5tP+NxygNehZnDnMuChJkJIYK6f7SPBE8OFzx2uvHnDzcxyTFxfNf0lSK52drrq83LCpHpfbRy4rLm57GWUJvGH1hb2EojcPYjM+JafRoCg+Olxzud1wNEzlrijUcdA0PjjyVq7mZNEU7jJO9uFYaY9MsVLO0raymQghYa3n69Cs+//JLDg4Pef3xY16dnctK0zliltXci1fPGaYdhwfHrBZLET/b+TKe8zLyPFUyWlN05uDgkO99/wecX77iwcPHc56GdOq3hYJWSuzqKUGRBmCxXLJcrWgz7O/vc3J0xMXlF1xcRrJX5CjCVm3MzJuQFZeav6Noh7GFpnH040hdO44OOrQpko2hZXqcs0wiuqohhX5eI4jNuq5qfrMhk1CtXBJV7VgslkQv7xpUQVspPnIIGKXwuUjsvTWMg7BmjLaM4bcXst+sAagdJSUqEJa3H8FacrJ0i5amduLXdxqVNCnLvsUWwyIZxhDvMieMliSjMUWSc2TjCDGSsyaHRLaOrAqNNaSQqWrD8vqC408/Y1XXPNQ1N8sll7ZCjwOqdmhrGC5vmJ6+JG1uSJtr9PYKHSeiHxlHsUGhZJyqjYEcOGk0S6c533qeXg3UixofAwbYd45vnRyxNJoffXLGea/YHDTisfTw/Ksrht2Ia1r+9lXmb77uWe8mVg7+7Lv3+P47JxxWcHo98uWl568+Oed//zev+Fd/+oQ/fe+AJ0eOdx92nF5umfodURl+/lHm8y+vOV55bl6coR+9xQdHC/b9JUeq4sNDWB7D5S+2VJVmDIX26gXLn/817eP7cH5JevU17f0TePg6oe0QflQhzlGp9cz/LiVjnVxeJldoo7DG0gcpYHYYNtZymhXVGHh5ec111/Lh/gF1hpImsYYahZ2hTY8fP+L586+pqhbQxDjRdb8fAqpbdXxlZypfSsRpQDlH1sIQD1OPn3rCnChmhIBDSYFxt+byeaDfib+/cY2AbroOo2VKlf0ozP1SMEoyHmpniEqRYyTEOFMuzV03XlKGeWVVUiYGAab4kFFKUL0lZ0KM1G2LaxxoxaJZYiuHQhEXS/YPjokhUFX1LBSVfbCpnOC7k6T9xSDFRIiZSlnCsOPho4f8+P/+EY8fPeLy7JTHb7wuzpXkZ2aEZtju2DY3NHsLxnFinEaStuQsSWNdW1Nk+VX6XQAAIABJREFUrsrJ8SGff/4VMYpjSCYlBWOMuGlyEapoyrLP15pcIiYuUKECt8GnnjjJWjD7uYi53XcjnndUmUWpwrsPCX7y81+SZ1ucm9dhOSVWy8Vd+JY1wl5I48SiW1I/qXn59ZfUOaM3Gxg37MYbqv2O9cUZe3Xzuzq2/9VTsohxc8m0C4dW4XYGLeySW+VogRwLsXiKO+erlz9i1a7Y29NcXUwMo+dmPVDta9bbLW3TgC+styP9pSV4aBeKKU6MEXZjJHrPfut443HNdhrZ+kKtDX1xnG88VIqpTNS14f9h7k1+dcvOPK1ntbv5mtPeLvpwhMNNhLus7CrJFMUAilQhJkggQAyY8w8xqRkCwQwVgiKFqCoyqzLLLmXrtMPR37jtab9ud6tlsPa9RkIOJDKVFXvkieXrc/bZe+33/f2eZ9uNDIdAmFczichquSyeCquwumW9vkdVG55dXPHxx5/x7rvvcffeA1wSpATWVvhYvvD//M9+DCHwu//uv49Vhj//kz/i3fd/wOmdu6WhlhPeOYSUuBgwZg6TR8/J6VnBWQvIc3tB8OLDqByc1LzeTDGwaNtysFYZksVNB7TsWK8kYRT4XMLkZg5SCxRWZxanNXWjmabIqlKsVjWHwaEry9Gi4tB19EPCh0Se1zYpxjlDo3h5UNdyFqx5YphDsirNUDCNIOBwaFEEYdmnl/ZOmSGGEdvM+YIQC/pbhmL3/BXXV9cAQwHzSAWVUISYChhF5vk/R0RK5JDIc4pSzJ1ImxUqO6YoCGFWmhqNzJowo0vtTFhLKeNSubmncSB2I9XYMy1qftouaCPk7Q736CFLpTlZtGhruNWW/PyGx0+fInZbRL9HzKNwqcuDNoaAFGWlEOZ9WUCx94lDgG8cS771QDGNGTd6rhP87MlzXm0tP3hlyYdXPZ2DQ4ospERGzcWTA0E6Hh0kMQteXWr+wXfv8537xywbizKS89dP+PYriffuH/M//stP+IM/u2KlDd+8J/ng1QV/+tGe0QlETHz4+ch/908e8d/8V7/Db7zjGfZ77h5b3FJxcrLgh+8OSJV576zluhv46+sNb6wOfLd9xscf/xU/cJe8c2+BU5f8Hx9tMd//DbwAaQ0VasbhlrAQORNDwAgJeqYtGoFSBnKpZPlUMh8Yw8XQEykP2te14o2qnUfemTxLoKraYis7j7k1MQVC/BphVOfRfc5Fb2yNKYG79CI2lPDOk0KgqWpETpAjRqtSfxIJHUf0FFD+gEiRWrTIlOn7nsNhz/XoGMcJkTPvvfUKtW5h7mYjEklACgHxAnoTI8PhQL0sOQ1tK7Su8LkIc7Q2KCFpyloTNQcJX5AFy4FW0y4WXF88L+EvKecDh5vbHIFxHGibhspWrFbHjFc3xOCI40jVLHjzrbeQUnB9ecV+t8fqEe8mgnf4mV6IEPziL3+KT5HD4UCSBpEEYXJopRljYLGuuXfvHsM4sdt3DMOKHBMplwfdatUSUiHYxVTqkjlDToEij65IBDKZ5DTokewaXuQFoEzxpCj8Bikli8WC9WrF518WYcu9O2cvrY/nZ6fUVV0YId2+2DJVacwEN9DfXiJNy3p1QptgfP6EO1Uxp8mjJdYYFl+jA8DRScV2W14GYj4UvcjlvFCMp5BmnTdcXx0I6SGVVayPGo6XNWIlEKaMlb1zyFNNTD1DnzhsJ26ComkaeiHQFgYX6YfAcV3R2sz17YYpZYaQGKVBUtNNiXEMJc0fHJ0PTP5FJbjwJMiUyZTWtIuKqsrs9jf4kDHWsF6vWa1XtJv9SyKli5GxH9jc3CJzsRi6YeD5l5/z7nc+wHs/t0syiNJO+vnPf8r1xRPu3rmP0BYkdIcdVb2gaZcFGscvoVoviFc5wzgNHK2PUFqWppoQ9P2e3WaD60vVNc2KaCEozSKTWR9Zzu4tyweRgEVjUELQbAVBKhZWo7NFy0Q3lvs7hIQyFudCMS3mglqOKUMKpBxKZlbN/xYyzo2Mfpq/6Mv+X4pieR0nV9Zt2jAOAalLjmicfGmVyV99X331CsBFRIy0GvoE0piCHJWlhqOMJQ2R4CZ6YFE3xBDoomdzKKnF9XqNtoI0p3CbnBi8Y8gJaTQ5FvBO9AGLIqK5vnjG9U//gmff/gbVg9dKpSokdEwQAjchYVOke/Kc7nLHEs394zNGEQheEeJE0zYz0S2jsihIUe+RCS77gFWCdZU4OMkf/6IrEggXOD8SrGrBk/2EQrJatXTe83Dj0UpSKcU+FV2mFQ33leCD8yPW08TV0x0PSRz8yGphOFuuEMHz2w8W/LPPDvzplze8cecudxeW06Xmo0dd4f8LR9tmHj665cEr7/DzD38MqWNwmbMsqSrN88stdQNh4yEk7iwF7yw7zLN/zT/6vddYLjPXu5EfP7klbDv2PpHPTkCBzKWuWfZCmRwTOk44UWOkxpNIoexotdS8qLgHLchNwzMf6KOnE6Bi5hvGYOS8kyNhrebk+ITNZlfQu8vFTJ77t3+lWGqNMfjiNkiJaC3yRWZYCKJPOOcRQnH3/JzvvetQc40txIHxMNBfTPgQGSfHZr9ndzjgouT0/B7t6oiqabF1S60NU4A6zNbEFF9mXQ77HVINKCmQFEFI4SuIArpBzLITjxZFR0wsQidl9fzBN8NzRAlFLZZLnj7+gs3tJUoVPKwUkub0FNtWL2mQMWfqtkXpTfE++IkpCdZnZxy6HTdXV4zDgFqqYiPMmih4iZLW2qCUYb+FJEoldRzH0vBBcLi4YLvdQIb9oWN0ntVqiVKqTM/mK4vyOxACtJ7Ht3PDIk4NAQMEhBzKg/0FlVDCHJaYf2+S9WrFatFwtF4hB8PZ6Qlt03B+dkLTVEwuEHxApBofEqHrSbFwNpoaJndgbRLVnSPsccOD1ZLgHcM4oOuaqR/+Du/Ur77qVtL1mXEsTmajDX7W9Za9dqkAJkBJcC5xfXlASsX2ZmR/0mJqiV3pgoxNGYEj50zfF3R1Hg0+ZUyWVEnjfWSaEo92Gw4rhZCZGCXdGFitlmTfMfpC0UREvBMMvqwf3TShdJFjBedwRqN0wNiJGG7Y70s2x8zsCgCtNU3TlimPd/R7T4oeW7VorTkc9kShaFYrpmlichPj6NBaUNmGp0+f8Gf/5o/43d/6PezRCX/0R/+Mxhi+/6Pf5Lvf+xFGm0JQjHG+B4t/I8bAMPTcvXN/zvsoXBi4uPgSIT1HZxVZeW6vHG4qLJnjk4o3Xz/HmETWiettx6qtyb40XnRly0dWnKgUOJ1xWhFzIngYBseLqmQIHm3KBDzEQAxz+jRnQpzIsXwca6MJ0RNTRs3Bx9KIEJAyzhW1cBalgWa1JcbM6enxr7yvvtoFIDXTNNLNpw4RYhl1WsO229PWDU2GhVIEN9HtN1SLBTEmbN0gNfTjCEpgZEvyDmzpV+tESfwLUyh1CYwoZrmpG7j+5CHP/9WPsa8/QKaIqjTN+ojF2R0W985QdcVm23P9V18QtyOiOaJVEjFuSNnNCtzIOIzEkOf0t0JbQ8iZhYS6XfLm+z/k4vrA1c0tn37+BWfjxCtrzTZEtpNgShmdM3iPlXBv3XIdBENQbJ0npEw8jDyaIofcU62POFnf4dnumoe75xilOV3Ab71zzJ9/vuHzizXnRw0ylS/yKBJkz70jeOuB5tH1gcuLHW1damBdL9huDd1eUtvEOBYmQD968v7A9+8KTuoB0i2HG8Pmwy27n/633FvD82/8ffQHv8Vi3GMqhc4KOfY4NPWTT7l47buIukIJiVdxNrAKksj4uVNutSQbxa0SDAKee4cPim8jaE1hxktZCHeCTFNbBAk3ur/5U+9v4TocDtR1hTEKXduXal6ji5lLaYMylqubTfGd58hf/vlfcN2NZCmJlPqgrepSG9MWIRVD0tzcbhDVgnq55uT8DtViUfb6NjGMAzF4mqZBaYOtKlbLJcM4EJwvtkFZaJDK6BIQzKXjN/VjsfilQixUWs2ZjkgUAWbufwkxtdi6Yb1azi0bQ/AzP1wqmroCWXboSpW/r1q1EAMxBd785jt0Xcdf3v4xMTiquoaUcNNAu2hJqYxzX3v7LU7u3uEnf/gv0JWFoJgmz+JojdCWKAQnJ8cYq2nbhsVqja1riJ6xH6mUIuVCrROymNSyKMKTLOejZMokX8iKUkaEDED1MmvyImwpZhjL8fExJ8enPLvasNKWt95+i9oY9ocDky9ZhGp9TLM+oe8OuGlkGsfywOw3uEPH8bLsZH2cGIfywncuACOL5leHp/6ur1feWuBCwj3vUEozDCMxJoQWGFmIk1KZUl2NoeidBUyjw4+OnAXNomG1sixPWm4eb9C3YHxi9InJFzqpTJngykErJ0GIiV3v6CZYtBo/5WK0dBFXRXwoqNzyBasQCERW9J3H+1Aqb3nCmPKyj+mW49WSnCQhRmxlsVYz5+lKxsUndtsdt7dXKC1YrlqEyHRDT7VcYquKzaYQMP3UMfY7WNxlv9mhlebk5ITLQ0e/3RGt4fTkBKNNYWbkEqgNsaCAlS7vOO89OcGTx4+wWnI4XPPJR39RWjEyUlWC9VGFUhMnp8fcvduyWBaKZjeOdPuJ/hCQOmGMom1aKlUYF85F9kPEp3LYEUK/VDQXTkaZnoY0q8PndcWs9is/UzTTEAi5SMFkzkhR2DTGlElAOZeXn3tb1VRtRQaO1/+/DwCJaDXYUll7MVLP3uNzSdhLZVB1S5szuIlhKME2N5/UU99T1RVJOwiRzgnaxYIU4wxPyRiligsghNJJf+MV9O//e+yfPCcfrXD7Hjc5bm43XHz0BfavP8TsOw5PnjN88pAUPTIFBBGTphK68BNKysJzpjxokYIqwzurmldbybV3TJtLWil58uhTjo8t//l/+l/w5Okz/sn/8k9RwOATVguEFuQkcaPHIPFSM6XI9eT5SdejK/id777Nd9/7NjJOxDGhm8hnF9fsfeStk5pKnPLRZxsOxxk/ptLpzwaran7+8S3/4Nc7DvvM863mfNsToubqYuKLJ4nXTtYcNw0mbVg1ksPoULLm7p17JB4Quls+/POf8E018bu/8wp3z2r+pz/9Yz68epUPdo/47mKDbQbS/por+Srj84/4iZH0qiYcPyCu7lDlkhcIyqByxlO65UaZ8mLKgV2y/F/eY0bP+TRw9+4DYiwByxL2ynj/9WAAACyaBluVP34zm/t88AXlaUxB0M475hBDaZeQ2XYD1WKJMpq2bqnqBiEUWtmyIySz3ewhRcZhTwwlWKmUImtobFmNaCELox3myZmkp+dwOCCVxVYNKSVcHFDKFvummv0QALPbXio57zFBpMzudsP65BhlipjIOTdPvMpoOAaPmveBs2u3ALtiwDlPoyqcMbRtS7tYsFqt2e933H/1dYRSeOdYtGtSTJiqojtsOb//ACEN0tZUsYRslVG44JGmZtE2WFvRj64ccpoFIY74cSQvl7xQYOdSTYCcEWiEcOSZyhZTRqdCQZPyl6rwF+lrkXMZD48ju90e5z3WGo5WK8YpcHF5zb7bU1vDMI5IbWirhuVyxTQOeO8wRuOmET3XLxMRIQJaK+oX/etU8gNfl2uYPK+93XK8WjAME1dXbm7naDLF6SDVjKdFzJ3wxDhFjBT0w1QqZylTNQ1BbtnuHHIUVAuFTJpp8gVY1RUQmVTFLhd8ou/Kaip6qHQJxF3d7AGL857K6EKuJCKEJkbJMJSpWph7/M4PxJBY1CsWbUs/bNHa8OTxI2Lw5cs3lybRF599hJumslYTZW9+c3tL067puo6HDz/h5vIp+FdxwzX75Ybt7TMWbYuQsN9u0DGyWJywOj6ba7wFRBVifrmOyjnTdR1tu2CYBj76xS9YNIqry0/pD9fFDxHKC/n4uOLOecvJ6RGVlRwOe6qqLZkWBNv9MNfYFQfrOV4YJqHIqS6Hozk4bWqLGwuoTekS3o0hopJFacmh2zNMUwlamxIyVrK8qrUs07y2bRmHslIo4cYyQck5U6vi1kkpYkz9lXXWrzwAuODIAlz0c9JUoE1FzsWsFerMZDKjKMnnZCw6FVSvj6GMNbRGaI0VgkXdcMiBEDNSajRga02OJV0uRMZHz3JZ07z7Dd58/328nqtDAnL0eFcISP3lNVe/+ILb//PH9F98ynR9Rep3uDQhskcby7KtqU0NufjbBQKTMyc283ZrafcDl59+xGsPzvnPvvMKzZGmuf4pV5894Vg43rtzhz9+esuJzHxwuuDYaM5Pa46OGp7sPc+edMRD5HIcuaNaRq/5k8dbgrY8fTxwp3X81o/egIvHdEHynfda1p8bPnvYM40OYqY2gVdO77Bc3+PHf32B1hVNu+Ths1vGaUTIv8YnzeVzxyefb9kcEotGMO0dk0+8+urrDL3jyccP+e3ffJujkzVKF5xm018xbg68ttR8Iz+G7orFWvLxzz7htXfv4b78V4gk+bB7n2dH3+TV3SOOdOCTN35El2XZVwsQVpHIaDRZKPZT5vHQI/qexWog5zQH7BLT7A/QUnzVrfV3eJXMg6rmW11A3TRU1iLKGxk/k7i8L2G9u+dn3A4Bs1yXL5QZy6y0QSlLzqHYI40q5D2rETJTWVtCpyoQk0cKQT/0BZ2dihc858TkptmTUSBACahshVAWoy1GFZSn976ArogQVQksxYyUsGhb5ItetBK4EGiEQCqLVAkpIPmJEFzhF8yofUV5cOkmc3F7y7033mS5PubuvXt0+z3Ou4InjuXf5kOgXrSEaeRnf/oTbi6eMU2egMDMFsLoC4ZUZFivlnR9z357YLfdY41EikzTD6xXyzm1nWCmdMZo8JOeeRWiSKdixnWlSeGnCec9292hBP5CIIbIYb+n73uUlNR1g0hweXnNOJb7EVNaMf044qUkxJoQPDEFkg8lnzGT18gzDlbkOXGtiUG8/Er8elyJnDWnDwxPHo5kQKvChYgxoWxBPotZ401UZJFwQyBpCTiKhnqCWnD2yhFWJiqrESYhs8KPsD2MuDgw9AFlUpkoRUBIjC4EwhAjfe9IUeDDVJwhWmCsYRpHpLLMsUSgJO6HccQaO79wD3zyyU/Z7QZ0teDDn13S1pa6XlDVLav1MTI4TpYtC22xWuBdR+h2JWMVJrrL5+hhj+y2VBHy9XN+9NYrKGOx0nFWS373h+9ja0u6esj15UMSsDo+xSdBUoa6WZCFoR96pIhcX3zGorVorbi4eIIRiTCFQjyWgiQCplXEMLEfEj5kYvJMPpGyIoZMzIEgMwJLtJJsDCnLmQ0Q5gwdWFNQykKUDxJrDEIopmnEKoOXkTyTWavKcHK8JOdMSJHleoHWikdfXhB8KTKEWQ4mpUTrwupJXvLq2d3yTPoV11ejgOfU5MuQSUr4FFGyoEbJAj85Oh+p2gqERIpUTFFegBSotsZT9kDBlCqgTHMPWFL+GFUZb6ZDx83zK5qTNfXRiimXtG+tAZkwlSYvG6awZDw5oT06o/aG7uic7osvGS6eknaPMHnEWMuiNTSmYnSRwU2klLAyI3NESrjbSI5rSP01ta6Q/ZLnn33OHTdw97UVl4cD/TjxzdMVd42iqeB0BUfLSFoY6l3Fajdx586aAcnnTvH33/91/uCf/q9cXN1y7zd+nfVbv8knN3/A559+xOHBguQ8jSmd8qNa86P753zn3il50nzyVLNSn/Ot995l1bzK4y8fEXTgrftL/vpnO7p7FVe3Pd2Q8P5AKyBsO24+/hn33z5mef8uAk+OEEbHF3uDbluUcawQXNxMLI/WnFjPsvb8WvgMWS8ZesPJJ3/Bj4635H7HuXsE9YoPl+/y8PgtopQvYTYOgVCSn/uIao54RRqkKLrlYZx48vyGGAIP7p/9bTz1/sZXCe0UIZWexSRd3xNipqoW2Kqm0oLFcv0yUXu0XtO2e8yipWkXGGNw04gxFVXdkmNgmoleca763VxesD45xyxaYk5Mo2e1qLHG0nX72QAJw9Aj8jzWk6XHXypAYCpL8EUANHlXxEE+zI2B8hWSU5r3hAE3eaauJ/rARCakTAi+PKSnwNiVHXqeK6FCSo6WS/ZdIRE+e/yIu8+eorXl/P49/vTHP+b28hrI3F7eILXi2ePH3FxfcH5+h2a54LMPf87t1TWrlUCkke6Lh7jgWa2PmYYeIRJd13Fz+YwHr77G6miBEJH8YoxPqS6N84t9GHqc8/TDSN8Vhobzgb7v8D5gTdE499NYwpG2rEZ8TPSjm5PUA4vlAq2rgp9NidvrDWr+O/Nu4vbyEqWLfMlUpjyQQ2CUZWojJBhTMU0eMZveYvy6HGLh5rqjaSJTFVifKY42DX50c6VMvXSdxJCRooQEc0oFDENkGBLk0oPPWXD/vOW1uyes6kVpfeSId45dP/Lx57fsYkdMcNj0xJw4XlVYJelzQqqiyp5c4X04H1BGY2OZkr5481tbF989GXJ5OaWc6LuOx48/IWXN02c7xjFQWUvbtkhT3i1HTcud0xPO1guOrOH6849YCYfNgYsP/5RXa0Guj2A8IGauxKrSpRYXAtlNED1xCDz+xc/QUqC0ZP/ElBqwqRltRdWuqKLncnPBJ5/+jDt3HqDWJ4SQGX0ihJGcAut1gzKGrvc4B8H5oth2kRQFGsn58ZrJjbiYylomGxJFyV1ItJrJB1II5YM5BWQqttoQE0oXRoGtqxkON9K0hnt3jzk+bnDese/2LJdlWtMuNYcuMPQFc68FxROTBTELkIp2ueR4cfIr76v/TxKg8+XEXVWWPDcAsih/xFPw1EKhZmOfkhJiuQGtsbgUiZJC+osRlcBt9sS6JStdakKVQcdyCjJGsTg7QSxrpLVlLKIklTH4VEYmEkGSibGS2EaSVSZIRX1yRugGkttQpYwiU2uJUTCRX+4NK5ERYeIw5CJAQbCsFVp76tyzzIlRJfYi8/PBlWqJLqHHpDL1qkE3isN1z74fOV9U/McfvMrJ/WP+5z/5Of/b//CPqazhR3eXHI9P+N//+3/M0PXcW1RsvjyQxsh2ikwx8P0Hd2iy4/OnT7izWtBtDK9+0NIfDjy76Li6nootcbrh9Ts1z57d0tTwZFt2qrnb8vMf/2te+9Y7LM5fJ/qRw+aSm4sLHj0eqHLD97Z/iWFgk57TmJpxm1guFNqPnCw8h37H67c/4d6dc06U42oz8O7yI9qmIm0Sj5evkZREzQ7dlEug7bGtiFITpaaeRo5CQlrNzfbAxcUNd+5+PQ4AT54/Y310hFEKElRNw2q9Rury8lXG0jRLlsdbum3Rv66PVhijUNpgbIMx5cEp1Zx1MIqUPc2iIfjy1VXV5QEm5hEjJDY3N+UfIWC5XCKlKrvSELDGgpBzFqCc/hGl4x5zIvtAIbtmuv0eNdki2xIgRMLqBq0F9+7d5emTL9lsrtkpRawbrC5ioQLcLMppMYuH+mFC9WNRGDvH86ePWa3WLJYLjo7X3H/lFQSJ89NjNpstPjqiTyhlWJyf8v6v/TqL9QqMI/cd56drrLXF4TF1rJc1253i/PwIKQKkQDcObMKe5xcXdF3POGuOU4ilGqkl2uiynplti8YYoPgNamOoraKqLdPk6OcDnHdTmcBozeXFFVobxmmiqiz1HEI1SpW8hzXFJTCOVEKhpUKqUm/WSuK953DoShMmRaSQhbf/Nbn6AWJwLAtQkqPThqdfjmWKNX+cCQHalMmFTJmqNgjZI5WBVH62KEBKjNAIkbjaPCvBUqWZuo6mXvHK3WP6cWCcAtpITILWWG42HSEmrCqSMyFByHlSmATD6NCiTHKQL36nMExFq9t3I+tlw+n5zML3gegT3b5HrsCsluUQ4yZu3cgwHIrM6uaG/XZLZRRGFpmOFBmdoLEGmSM5lrwWlSXvOjB1efFqNb+MC5grUA5+2u8xY0faXuNIPH70Bc8untLt9mArRjeRIjgfkSIhlGC773AuY6zFakU3HDDWUFcWSSo1wgyCkkHTyiDmDE+MgWmKjOOEUqJMJmZqbYhxDqiX6SkzxloZOD5pWB0bYp4QCtrlgm4YSEGWEO0LO2ijOVoWQmBGcBhjqcWGyL37r/zK++orDwAyU140meJ9TwlZlzqSqSwqJXABHyNiLP+ny6OyfHVMU0AYhTCCRdPQZMFCS25DxMu5jjLb5yqp0UoSYxnPxJRxzpNmvrHKodR4FFgtqAHfVjSna/a1JJoCdshSkRO8iE7kVCArUhZ2eVsZGi1RZKzVxADD4Ml9ZrQZU+kS9NKRi36DyJl1Y0hCM009Y4qkvmfXT4QYaWzD+bLm1eOK//p33+VPfvo5XzybaGXknkq8cbfi1bNTGm358vktXz69YTdIKqU5rSTZG6bo2fd7bHufP/rpAaUd3a5DG7BG4YJhvZR8dh3RqhDnNqPin//smv/yH/09muN77G8mvvz4Q47uWOrVOd/7e6f8SE6I8AW4gTwmiIrrp3tWEoLvCRGuL255+7V7RB3YP9vy2gdvsLi/wvcB092AP5DEMU7mufdfwlxi0bIJgX/T9RxJwbvNgs04cH17xZPntzx+8vhv7eH3N7leyEhsZTF1iza2yI6cL0a1ceCgtvTdvlDjFu3c8S11oUL8K2Y97ybGXE7pISVMXeN9T8qZ5XJFVZeqW6bUXVtbQjgpxpe438KlkChjCSHQdx2VXZFzJGVXpCVSI4R82VRwznF/xpbG0Jf7WmV0U4Eqvem2bTlar1FCYlSha2bynN0BgSQLgdblMCBF2Sd++eln5Jh49c23+Nb73+Po9ARjNb4f2Xcd7zlXxr/GoE3Fux98r4yfp1uU22FtNec+HEaV1sx7771LVPDF42dYWzGOY3Glz6uQECOJTG0r6qrCzFwK5yaM0qjZiJhkAlnCfMYoyIlxKLKmtq7o+hKm8j6gjcJoCVKXGrLVL2WNPgSqtsFN00zUo4Bl5cw3iZH9vmOz2ZVpzTTggy9Zka8mibrWAAAgAElEQVTJJXLRGW9uJppWU7dFaBbc3BJRMxBIzr6EXDIBZ2crrDakFLm9GUoqP3iubg8IRg79AaMUWUoWVSJ3qYRfU8JPheHQSEvuM5MvIb0+T/PvXbJsGnyVStg6Muc6ykQ3pJLzmpwvtW+rWa9qVsuWq8s9WiuOjo/oes/R8Smr9VH5O5ECNzq0sbzy4AFfPvycgxsRQ9GWK6WIPpQ1pzUsqgqrdZl4DCOh6xnGCaUVTd1S1zX17I4osozZIJklOktGt6dzjpAM+8EzbTuUFUzOk1Kgai3j5On6gPOJKkKf8yzgEdiqxugSZDS2IshyAMq6fHTGGPA+FLEegsrURTgmBcM0gpR4H8nOUdmS45E6sK5r6kYxuYmUMsPkMKah6wPBeYyGtrYsWjg9XyFERMuCYB4v9+RYpgumbn7lffWVB4B+GBGUcEFJeSb8NI8mc9GHZgTSlC+bMLkyZRJFGqOiJ+dISJ6xyaTKko1FyoSImWkai3q2rWaZg6RqatCKKHgpGqmlQsVEEJmUJQutWeRIMAqjBVVj2I8deIcSlpzljEGdR6YhEMiQE00lOVsZjitD9sWv7OeuPCSsklireNpFriZQRrNqK6wqEpzlakmtLesDHMsJScKnRJJw5+4p/7AO7Mce6YufHWvQzYr91UAlywpCi8TCaJbApCUKA37g488+4cOtw7aLsvqoG4QQfPxwROSe3/+H3+JHH5xxe3nL5x9fc7Y8IkrL408+Rdkl77z/AYujCW1qEj1p2hJdIiWByRYRPKlTPHk4sX5lxWHXk7KmWVlurm45f+MuzYmie7Lh9rLnte0jfk9ofrJ8n+H8HXxVMcWE1IqkNAOZMUbGmEmUjAd4XL/jZv6a/rd+5VL7cTGz2e8Z+x5rDOujI1bLFYtFi9Sapq34tO8RQtJUNZLMbreZATIKPYfypJQQf0nE3G+L8yCWRSnaWJQWkHtIuby49BxmkxJb1eRcQD9ijrcvVktGN+GGA1YVAqGQpbzrR4+c//e9H2cttyHlQHQjKVO+lufwlFICbe0ceIzlMCB+yd7Xs7Z7miaO10uMaojB8+TRl5ydnXF0coJWitgEstTFPjmTCIuTvoBnZK4BgffFFKKMxlhdvtJUw6G7ZT9MaBcQL+ReMwOBVP4u0QUkpHV54Td1w+Z2j1YK25jC448l5BREqblJKZgmTzdMxZYIWCuJSaOkxPmIVrbgWIFpmqjritubW7zzdPs911fPULq8CNw44YIn+PLitFZRN4bjao2tfvWD8+/8SgWTbo1kv4uFEmc1fpxAznbOnHnBSkJklFAcn56UnfA4MU2ZzbanshU+RLYd3G5HUlRICedrMDrhMWilqVSmlYaFqkDD/UXLTXcgBodEcLRseXC2ZucCt/uST+m6npwjk3MzkCeUGmxKWK3QWrE7dDRtWzj1QmIqS7Nc8sWXjzCzp2OaJn7w/Xf5wQ9+xEeffzZ35DOVMXz7O9/DaMvNzRVGV/Rdx3ZzQ9fvSMFxdLxmO/bIDId+KhkgUciJVd1gjaRdLkjKkCnToNffeofXXtd4N7E9HHAhlmnTuGFyeyYXiQhQEucTLoRSM02lsROMJNWGrEpYNbqAFImmafAu4Lwv+ZK6QqgiuYNCIDwMQyFr6hL2raxifboorJ0ciSFhtKGuizJZEDFG0tSWadqzPl6RsisBfQldP7FYLMlBME4DifArb6uvPADYqmGaJmIs/nJUQfeGGMpJDIFLZZ8ORVmJL27uxhisEGBUIZSlzOQTDQIZY/lSWS1ILyQrzjOEWF4usfygmqqAUaxVKF/EITFn/FTqFo2SrM7X3OoC/kkig5DEDCpHnA8kqQq3H8oXQgwsbMXRQjP0oVTYsmJSJSVuqxIYfNR5DkGwsNAYRW1FoRpiUUpwXgfuGsdV59hu90hOCTHThRXStNRrhbGKoe8KutOPxNChVMLlgFYZnRNdgikrjqqGU1lzNO1483XJ58/3XD7fFpkSmuUCnj664e6JYb0wvPXNB1xcj1x1HaeLY1bnDzDLFT5J0rRDhEsIB8QUkC4QXWB6vuPzTzqwFdsnI/tbR1aG3TAxhJpoDE8+vuHotObOO3c5GSPLJ3/B248+5M+ef4+fvv8fMFUNkUycQ1tCClyCjWk4Wp/yyvl9djc9rfl6PDxNVdEsVlRVA8lTNxVHqzVKKpQS+FgIkECRxmRYLlqs1sRxLPAZVQAxSivqukKrsmt0Psz3Vi7GOwqOlagIWTD5gYihqKjnlx8F89nWDeM4QsqEHKjaGjVzK5i/wMoLF2xd0Q/DSz1qShFtC9LZGFuqe7zAnZbaopr3ji8OEi96zy8Cb23b0taG+vic5viMyhisrUkhgyoo4JzyHIwrPx83DciZppelxucigLK2QmmND4X6drnpuXf3nIvnlzMMSWBtYQFYa/A+EKOnbiwxBSptC/tAlbCl8w4fJ2xlIFOyFrPON8ZI143kDNbqApqZzYI+eLr9Fjf2ODfRDz2Td9TWzp3pcshomrqAalCoxYJ7yxWnpycYa0v9UpSKaNN8fWyAORXO/xQKP2Fz22FNuU+0VKQUX46PY4xkBZN39P1AXTWMvWPVGjQNUoFIjpQ19++dMI6Jq+cbcmi52UUmEcihCK8CcEiepmrJKRZ4m6nRWbBe1qxWFe4A1SQZR4e1RVjkkyInSc4KIdJcK0wc9iPeBu6cNmgFft9jraaq65JaVzV939P3B9brNcZqtFJUlSHEQNO2vPXON2iqhqF/jXt3X2FyI3/4h/8c98jzvW/9kL7bEnbXpDEismLsDkRCqQJW5b7tXM/oDowucHW5x7tIbSuaSmGsYbE8ZrW+wzA0fPLZrhwSU4H45FQyRaVqm3EuoISmlbpgvYMvIrpc6objNOFcIKZYgqi6PHe8L7Ce0RdAmFQa7xPL1dw0SuD9hJGWyU1oKdBW0TSGEEqNd7luSCJx6EfCFFDZE5PEKE3yjikc+MVf/tmvvK++egWgNNoWkA45E/4f/PIZokY2xYpXZCOlIkhKRGVQUpKSR8qGGhApIUno2xtU3eIqg5cKESINECIMkyOSGaeJJEBZw6QzjQbvSkVLi4gCFkZyeu+Y/r3XGbqRaXPA7zeILJlihGFiuViUhxlglUFoQ5IKbQTaQCQjFdRtjfORIDKbAJ93E1or7jaKxipyjtRVCyxwoSeKHctacrGNXO56+m2HOV6ipGC/G/C9QGlBJhYbnQjUS0PYOi72I5jyEPIxcyBzIiRnC8sPTxT/0X94h4+/lCzXLU8fPScLR70WwB26a8GXHz7kiy9vebIHY+7y2z9YchoPDNcbfHRsHz9kvLpiGg+0jcVqSXSZv/h4y9HxGfeWgu3jPbttpjkRuJ2kqiQqW47OTmjvLPn0w0eMG8f11hH6yKtvvsnnWrAnkkN5SZU/hoDSil5Kprbi6PyYH7XfQ6uvBwlwcg6kZJhGjJLYl1a6VB5OFM2o0go5rzcWdUtjK7QK2GaBtRVaCbSWaGMLCyNlxlkmkzPEHEnZo2VFRmGqhhy6EsJKBUYUQmnHODfRS0WOiegzfj5kAy9FHnLeraZZuezHCaE105BQShSP+TxFqOuGEMLcxigHlZgTbnKMZLQyqFSqsT543DTRLhbUVnPR7fBIjk5OmMYD07Qk5gpy0Qfrqi4HgRTRzFWjGIje09ga7wPTNKGVYb/bk72j2x/4wfvf4IvPvqAytuR4qort9jAfCCD4PCNKy0x+uVjgvcdayTCOGG2YpgnnMkq6ouIWpe54OHSkmMh4ukNHiqGIVUJEK4mtDM2i5fz4iLq2HK2POTo5oa5qmqahriuIkcuLC277gUXb8sr9e7TtquxlhYJc8hlflytnCSSEKmN4KRSmKv/GFONsqZsJkVAOljExDI7bi56jVYu00Cw1dVNhlGC36zgcRk5P1pyeH3N5tSfl0h6QuRAqbV2jpChNrJRpqraEAP1IzpLdGOlHT/SQAqybJdpY9oeeEBJ936OtIKaAlpLgIhrN1eUti6ZBiMy9sxXHteaJKqsbFwJKl/WVGybqDNoHhJK0xnB+esb+cGC1XtMsW0y03Gy27IeRt979NtdPHvJ8v2UbRpQuDQlrLItFVeBbJjONE91uYpo8Uyxa612358nloWQogHpWZU/egSpSooSYJ3uGFH5JWPVZMvpY1oZa4VN5JkhVXvw+BHIqjY1h6plmd4oPkGM5SKSUqWtL3WqkgjQFqspgrGZyEFJgf7NBqbLmkrIgtvf7HT6W9+PR0vL6/beoxAkPP/sMKSVXF9e/8r76yju8qSsYQaYClcip7IeUlOUrcP5BiZTJKWKUxjtHGj1eRnxtSK541teLBUMYOWy3pOsbxJuvszkcUEgWCERlsbqcwMfgXxLDkveELkBblUBIjKjsUD6ipeHkdEn67tvcPNvSf/YclCVmCwz4FJl8wTiWvyJB5z1bpxCyomktOmaapkIIwc2mZ4ySh/uBi8NIU1W0lWE/BHzO1CnQPx2QBPp94LANjIPjyaZjc72h1pkYwariTXCDw1SKmBV9HFG14roPHMaETp5QSfbeEZRlUIKByDtvHfG7v/GAd771Km2zwqqntNVEjJFffGpoG0PMP+RP/uTPuRj2fPuNFdXwmO12y0YdWN49pjmzYE8YrmsuDiNnxxWnd5e8/+bbfPxnT4hT5OI6cnk78P655uaLJ5y9cczNs4EH33iFD//lF3z80RN+7d95i/vvnpPHxObmgr++fMz2tW8yxkIcM0YTHey2e+R4oA1zx1UZpPgK/uTf4RVCYOiLZSxrW0xqc0X1hXHPOz8/OAXee5KxWKtKuphC55NaoVT5gq0XLQrBMLkSgJvRotE7qMsONIoi85HOk0klvFTSpLTtAjc5lDWMY9nviVQIbzmDS6V+lVIsUJ+Y5trQiy/yCB5sVZX8TFXhJs/t9Yb18bqgckUJsyU3slouCNFTVwZjFaHAyqjrirR3xOgYuj1Tv0IQ0aK0DoxMCFfQxzpHJIE2B7TOCDzeGvr+wKPHj6lsRdO2GC0ZhoHzs3PefP0Nbm6uC1UyONpFRVPX7Hd7vIbdbstqtSSEwNQPKCUJwdEf9ux3B3yMszI4zWuMOGcEJNZW1E3F3TdfZdmWA5vRCqU0ddtQt23xxJNpmgXrk5PyckfQtDU5RJpK0Wy2xCwwlaFdrsr6Ugj8WCY6X5crhlBgZnMIOs8TDK0lk/doCtM+5IxVmpxACoN3EUTm2eVFSYZrSVVr7p4XzPLt9cA0BFarBfWiwk+SumrR84SvuCsi3ge8Bzm/pDEK7xJXlzuaRUtTZcIUCKNn1SxRC4mPJTdkrcGHCa0kWpf7eBw9NzcX1IuG07Vic/WUdVsVNgoleOf9xGG/R4lc1geyrH9PVmu2mx0nd89QWhNSIHrH0WqB1IpdjHTBE9LEdrMrSFwj0dVd6vaUy6sNT59+SQqO4Aob4CWgTpf8jVaC1XLF1e0GnwIyi18SK2OAJBG51G21UYQc6KceozQyS1zw6AzSFcqocw7vAiYopMyEwGxslQXoVUFV1axaiVaScQpMIVIpw+G2Q8yOgtLMK799Hx05Jo6XLVOQdDKSsqCulrRqQWOLBv2Xhcz/9/WVB4CcI3WtSXnWksaMlBljJVYIZNb4YcQNE0pJrDH0kwJrkaZUbVw/kVPP7TDRKnigFLz9OjdVw/26RcVI7EaGYUItdHmoWV1kJN4zpMA4BAgBu1rQGoEKBY4weY+QClkrmrNj9HqFXzS4oUIGS0o945zSLmrVhPOZbR9wMZZamCwM5pAyU8w8OTj+6tmejIYQiUHRti1v3j+irTTOJz57tOOL5z19SDgl+WzT8fj5Fqskxyc1WgbadelST25iksfEpWB/ecM4CqqqRZCYctkpTcNAV1lWd1a88fYph8PET/7wX9C0knffucOui7z35l3u3HmLvDjh+ec/49zeMlzdcvUJvPr9u5y8WaPbM7wRiKpl9UCy7jvUoefyk0d0P7vkMqxxTvB49IjKchADFxc9Ujhuv3Ss7p3w4z/4KevTJb//n3yAPbXEZOivRx4/drSVQceIyCU5LVXZYdVHRyjfMVw8Z/P8ApfLg/brcBUwiqZuGsgJHyaMtRhjCT5grJ4Nf2WV5X0B+hytltjNDqEgi/kAnMuBwlblv683eypbEVzAjRO3l8+4vbpBKMlpazizhsVqRcqhSL8RVHmmXf7fzL3pr2XXfab3rLX22tOZz51rLhZZZHHWZMmy1bLsttvwBzc66CSNAEHyJei/LQFixEk3utt2LNmWLYkmZYpzkUXWXHXrTmfe4xryYe0qOQGkALLQ5gYKRJFVxYu6+6z1G973eZuABLbGkmUZiPBZssYglUJEwdLjjUXGEXR+92h1RhSJMJ5tDU2zIiDDPIPBiCRJQgcjRBgD+sAXf+pQsG1LmqY0jSWLIrSvGMZRyHzXMKgXyOoM3zbse0scKWIVvpfGgncNTdNgWkekU4aTjD0vWc7PGE1GVMZgrOHR4ycsljOKYvOM4BfFMev1CmMaZqcnFJsNzWbNkTXMz05BhnULSBKdMhgPyfNgv+rlPXq9nDROGQz66DgKxViSoEQIaXma+qaUIklDUR+piCzPQQnKzabjuGuckqRpwniQURvBYDQiThPwooMphVH6l+XxXVFnXRs4KiqiKizVug6IbxOSHp8Gv0gRwmq8c8SxQka9IPzzDic8q5UkjSLSNMYawWrZMOj1uXHjBvs7B2HEbINNcz6fdxHUQdBmbNvFWRvaOhSpzhiyVOOsoGlrIp2QZinlJlyKWRLYAE3TIqUi0uB8gTWO2XyFbS29XoxxdciLCdQiNusVAhcol0rS7+dkvV6whGoNIljRlXf0Bz1mRUHdVthihTctZVHR2hZJxNHxCcfHc1brdWAXCIV1BukdVRMYE14FNHCqU3ScdMFBgAjs/ZBHESiGKizkaU2LjEQHYHLhYiawbuqm7XILTIixb103rZMIJREK0iT8fSjliXNQiade1UGE6KGxHt+JKZUOK7RGeqIoOFzq1oV1QulwOiZPxojKkIggVlpXv6IG4MmjR8RJihOeOElCUIy1gfOsQqhHWCtatHE4JRlORkipMC4IkmQ/BxtEUJn1ZFKxblvidkmlE2yakfQyyrM5bEqUacDUOOPwvT6ZVtiyoSrKMCIcxigZzlMPmLbFK4kcaKK9MfZhgoyzMI6lwz12Sm6Dp7Se00bwYG3ppxFpmrCsHSdnGxal4b3jNbO14XyeEQnB8ztDLu33aco5zcYxGQ34+tdfQdx8xPffepejuiWSni9GfUyzYXSWsjNJ0JEP6NNeHzlQmAYenTZYn6KjirIsqK0iEpI8ViQ5vHE958aFnN7Q88d/fJVHD5f89L1DSIa88OIFWCz5y7/4hB/+7dt8+5riK1cyxtMJ53evIKRBNJLYVdSLGSQRWlocBbuXx9z/BP7y7+aMd2PefLHPOFVkB3vEqeTeB18wlpJHH55xcH7KczfGKFHjNo5iU/Pk1n1yOaFaP0ZsXQyRscZgg4w6hOdEMT98+2fs1yuKtnkW4PLP/RTFhl5doXXQbiip8K1lUyyBcCFaZxAC2qZGEQSv49GI6P5jhLVEMqRZemdoqpLjx4d4a9lsStq2ZjFv6PdS7t+tkVJjpWc16DE4t4U1bbANpTF1WeLwKCno53mApghPXZXotB8Qn1Iho+jZwRMnMU1dY72jqEo2RcNwMsbLCEND3stBaSZb2xjbYKxCqyh0ykriowAXaltDL+8T5X3a0yVaS56/comXXkro5VkQIAmJt2UADkUS4zxSSTZt2/mrQ2hJVVUopak3G4qiZLVecXpySlnXLJdL8J6f/P1POXx8j3KzxLRN6JpEcL9IBHEUkaUpyhmSRHH+tRtMJtskSYhCRkVkWUpv0A+hJ4TuPtYRWZqFg7vz8JvuexjSFoOPPIpCpoVUAWBTNzWbxZzeYICxbSeGTIh1g0OQ6rRjqgexodIRX5IaFiDoiBpD3ku6VFPwQZMZYECe0LHLCOHBOx+iqZMMHQeNxaCFpizBCbBB+ZLqlEgl6EgzHU/oZxl5FjMZ75FlGUIE0EzTNp1VcsXZ2Vm49KSkaRpW6zXL1ZyiWFGZltY4VASbzbpzoDhiHVM1LUmaYa2hWKyAEF87zDPmi5KTZUmcS2Jp8VGGTnosVptQxHd6lv5oElTyXaomAmZnZ2gA0/D5rU9Zrk45nc2JdUik9M5TVTVF0QT1vRBoLVFCEilFVYfQKimgn2fQy4npyLRKhgm4D7/G+Z/301Gkugmgx3rBum1JU0miFbZtaRobNFw2sBA8AmNFpwsKLjvpPLaucI2i9gYlE9Z1S11bYpVh2hDpuylqysohVINWgjTRgfXhw4ohUjHSw2TUI9GCal0yHU9orGC2nv3C9+qXiwDzLCiCu47CixCGI6RAqIgYgTSWYjlnudqQjPsMpmOE8njjaLE0RUUahcP3xBsWdYE0njpWVL5FS0VdtURpglQxWkF89w7123+G+KN/h97agViwcS2+bqjLBpmlz8aDzgFKsXVxF7MxVPefsDlb4GSKaTdITMheF0EtXVrP8cZw86hmoA1aFXglmC9aHq0qHm0KXtsbc3XU52TRsJgtObwLSeKI05RlURI3S/b6juuTlEuix71Nybv3TxklY8pyzWxRkWpPPonZmmTEzDl8sODeg5InZ5bWGoapYqsXkRhLO9DsXYzZ7qU8/vQxk+yA0RCGmeZf/strWOv56JOPkU3D7O4j3pxIrvYcsyPH6ugO5sl9tDZEAtIsZkPK3Fi298ds7Wucb5jsSb72cowcbXE0q7lTeWYuZhB76lpzb2bY7sW8OHGYsuVsXnH0ZMXth2ecO7dDL2/Ijm8hd29Ab4oUYTfmfODVe6W5Ew/58GhBMptB+SUJUrGWuliRxZoo0eAMq8XZM2xukg4Z9EcIJUnTnMePDnHeMez3cdawnJ3RVCUq0sHbG2m0E+BdxzePWK5LvBCYpqWxJU4KbFMjLuwiu3byWXcqJU0dRpuz+YymNYh0QGIstmlJkxyJpGpqhA5rB99lZCRpxoXLzyFVsPeoqA6YbefJspzF/IReP0eJMH+RQtA6z+Oj0zBe9504C0mcJKg4oT8YhijV7nIP3rmOyucsZbFmdnZKXZUsZgvqqqYoCnyXgd62LVprrly7xmA0BKEYrVr+7Ps/ZLM6Znva45VrV0liTZrl9PtDBoMBaRLjuw47SWKm23skaUc7MxbjLeAZDcakWYozYU+bJjGRDIIw5w1SeKxWXWcZ1iFxnKJUEBMGgmOMtmG6cPfuXaqm5tXXXiUbDIKY09dB2yC6sCJP6BjEl6cCsMbRli3rGlQnes6GI/r9AaCCx91YpJEksSbLElTwBSIspFFKPI5psxrnLNvTMf1eThQlDHr9QHfdrPjo4w949HjM7s4u08mU0WBIkmRY70mylEvbl7l27VqAV7UNRRGmt8a01E1FUZYsVyuqsgxjb9NSm5qmaVDKYdoGrWOGwyGmreglCd4bvPBMdjKi3FOVBuFakjzm8PAJrXU4QpR33h9QFAVx9JRu5zk9OwUc3liWR3d5cPiYxeKMXn8Q7i4putTEMClSynehWj64a54GpMXBs6+VJJERy3UFIpA3A/neP8tLCfeJREadMLBD90cOIiu6dQw4G7RSSE3AMQTdlBQCLSVKRhSFCRobpTk7qogHMU5YVvUKh2c0ymlbA9KRJIo8Cy6fupQYY8IULBLEuUVGBScnj4i8RMaapmixv2oaYJxnuKdZ5lEU0qcI3tCmccHz7B29vW16kzFSgoojsGEyIJwkzTOUEqQoCuOJZQf9SfsY5+kf3SP99B0WL36L7PxlOH3I9Yd/zqW9Q/528YjpuYv45RM2Z4fEBxdZZwMaH/ayKlJUJnhNZS9j9Nw5Nl95lfL4jPbRBo9GWttpAII4w1vJsjLcN45RnhLJ8E2ZFy0P1y3jLOY7L+1xcraipyPmRcuygr1YBhV5IhDlY5aPZww0XJtqvnPhEu89qvn08CGvTTWrdUOZQjSI2FQbHp1ZfvbRgkeHDbVT1K5lMEgpI4XyBvKGF55LGYglSZ7w2bunLMuWo7LktDQM04TP7j1hmglUqdifJFy4PGZy7RIqnhBFAmvmOLMCIzn77Ig7t2bcu3+GyiIu7o3Z3fIc7Go+OJzzxbHibDVnZzvl9oMFN672Ge5qbv7DbUYDzZP5DOsd+xcP+OaL50k0qCjmv1k95D/+7E/5h0u/jd1/jiSNgrvA1SSjPq/+T/8dbdFQfPoZLH5x1flf84mUIo9jMh1gIGkeQ4fllZ1SvjE1WIG1LW3bULctiY5JdEzrBUneC/tlqYItTsVEAbvFdDJmtSqD2l6AcGHKIESwq82aoxA9TJiIxXEc4kJjcP0c4xVZGpPlMY3wIdhDSqwUZINRAN0oFcaYQoULmqfK+jjYCHt9kjRntVhRlwWDfr876ILPOosjlIQ8i6kqwdalK8RJSl0WGGfYLFesNyvWqxVtFTq9TVmwXMwpijWTyZjpZMJ4NIBRH9giUhG9LMcLT9bro6IY6z2D0YT+fMVwPKXYnGEsXH/+Or0sJc0y4iwnzdIuAc6xnM3p532Gg1EXZhNG71VT4wlTB3zAN7ddYuNTL3+sE4RwHce/G313AUtSStIkBDHJSKOjmP3zz9Ef7XDn9meYJtgme8MxZX0W8hHynNZ56joUDs59OaZYALuDbdRI0s/7HU9C0RuEy3CzWDEYDgILAEGW9dCxDoWa99jWMBwOSdOUxWpJUzeMh4NnAUwnpzPa1rBaz6nbhnYWdtStcQg8e0mwgh4ePub+o8f00oyt6YR+L2c4HDAY9AMgzBOErc5ibfjRtC1VVVLVYcRurKEoCuarJVWxQXSiuJ5V7OyOmOwkNK1hsSxoTcFqvaBuG+o67HVtDdoAACAASURBVLN7wxHz5ZJIB5CXM4az02OsMDhqkIqz+ZymMaSNQYunotgQkOWdRdLlURDWwiqKEMqhIvEsJlxHSYDzCBGcZYQCICI4n+JII5SkrAPXQkYQK/BO4K1mPNhja3uPrek+SdrHGEvdVDjXUhY1ralQ0hFFDmcbTN1gWxucK7ZhVVishcEo8EJ0EqG8R8mYsjQUtqKxwflhsERosjTwRxarNesikBxBgf4VNQCxjjDeh5Q0fAc1cBjniZwMVSmWUjoiXKAgVS2+bHA6jIcj4/HFY9r+EN3bgs/fYev+J2xe/R56vMvuzb/ileZTfvhZQzP6I9KP/4qXpkvkqsHO7jE/3OXyZ/+F7ce3+ejB17Bv/A56NAahaL1HqZg0U8Q6o3WK+MI28fYEuZhjvMG0Ho3He4fAEUWKFjipHSsXlOFNazlabKiRpCrmnTvH3Dye41yMbQSzBw1XtzL2RhpSxXLTcDj3HJcS7QQX4jXfeX3AnzwOOc/ClBjjWa8aFndL7h5Z7j1qKSuDTiO8F+yeH/HKN77KFzePsdX77CWSWDomPXh0e8H94xV5T5GtPMZt+PbeiGVV8LVvX2Izczy5fYh3istveMRkiMwO8PJ5vM55/nrJ+ddv8vhndzgsCk5Mxc23K44XLQ+qlPsnntdf32NTzLh1b8aDo5iLFyJevDpmkBmuPz8lHw0oAeFgdljz8HCOimK2ihnDJxUPv/c/EPUSlIfMyyAEjTTJJGP0ra8jmi/HBCB0qQ1VWRApgfchwz7WOowGi4I0SUIIUmtom4Ds1VqTpylF3aJ0SNkL1h6BUlFH9TP0sh6RkAgkOg4uAiklEqiamq2RJop0B8tpibUK1i1CHLCwgYCHDyNF7wxSK5IsDnZbqXCyEyvahtabZ79edzobLwL1LdaKfi8I8cASawm2ZTafo4Cz4yPifMDD41POZnO0lGRJEjplFYKK0jhm0M+ZTkdk167Q1BXD4RDnQ8dflCWmdUwnY7QK50NtLNZ2IkYnwopj0Gd7uoWgBRkxnu6R9zLyXrCHWmuwpuXoyTG9qyFYKAgUHU5IhJU4Ey7ptm6QPjgAJqPRM21epEJH93TbZK3t2CThnEriGCmDdbA1LVXdMNna7pw5EWmSBrhKkrLarInTlKppeff9jxn0e1y5dP6//gv7C55Xr7/Aer1mZ2cvqPxxiChiuUrYGo7I85w40WyKslvBWqJYs1wuccbilgvEesVqvcZZz7osgtW1C2VTUUSe9RgPxug4oZ/36KUpUgiqsgp45ZNjXBQEp8enp2xPJ+xtTYljHdwILkQDu380cU3ShMGwH2K4bSde7DRlxgZnTF2VFEUZUO1J+AzN1Yyje/dRvg0UTeiCnxJWqxV5r9d9pgxlsaFuK6pmRWMcVd0CYU+spER6EFJ1e/susVAFl01rwnQ7DHtcJ3rsUkCdDfZFAUkvwwGmbsOETXp0rFEiTPSQAWw1Hk65dv0Gly5cI83G6ESj4xjfOu7du41zloO9PmmW0BsM2No6wDlDtVnQ1AV1s2KxPOWL218wOzukaVeslgYhguW1bixSukAZbEUQCccgMFSFQ4seZbnibBWKJB1Fv1SP9UsLgNaEHUbY34UQDxWpgDfEE7wOBuJAYfIiiPNoG1SaI2JNJCvsj/+MPJaI7fP44y/4o1fe5L2Hb3OvfIEX9Irta9d56f4xt3/6n/mD6WMuXNjjye0W8957XJp/wdd3znifmh/+xXuc088zPCiJBj2s9Ng2+EuX8zWFEVgJ6bDHwruAcfQq/GVZg7OGWEmSJIx91k2N8lDXDhklaCE4Ki1/fadguXFsTVLaas2mUdSi4f66ob23IRZQ1YYHmxrx2PLhFxE3LiR447FiENCi1uBaT+Ulq42hqi1GWFxTUzvPxV3F+f0zbt0x7Kae1FaMDvaxjaM/lEwKz8VzPRZnFZWB4cRwkI756IsnvPLaGyQmQ62POL15i965HbKDbfxojHCGWMb4c7tcSBz23Ufcf3LK829m9M6GcB9W6zn/11/eom0FZdFwfjfm9RcvkCIwq5L7n5xh7YzTdUPhBB/eqfj+54py+wWuXYyYjBfkxtD4OIzEWoeynvruGc1yQ9IfIE+O4LVXfl3n36/8KBWEUN47PBJjLElHrxPeo7rRvZAC17ZI5xHd5TrIM06rJqTxiajrwJ9ODjoITRKT5GmgQsrgYlEqdEyN8Sit0VrgbOChi27v2LiWoqzZbNY0xnOQZoFOpgL5S0iBMY4kz0GoDmoVxpae8Jk0rg0rABssU2CZnZ4wHo/RWtHYkF8w2doBoK1rpltbcHjMpZdfJIo1eb9H+1RhHkX41iAIYkjnLXGc0B8MaJqaLM/o97uiWmsirSjKEuWgbS1pmpOlGYcPHhIhGA1GLOdPSLMBg9GE0ahPHEe0bUtV1azmSwbDCfNVQd43eCHQ3U5VSRXiTbsLSCKCLaxtMa0J3VgUlOyCCNO21G2L847Pv7jPufP7jId9vGiwHt5772PeeOMVZBTx6MkZly9d5Ohkzlv/8AERjnsPD3nz9Rscncw5PDrhwv5eiMT+kjzroqJpLXUbon3LYsNiuWBTVXgEeZbRGtt1uDzDtUshgrajDumoWRdulaQJcRSTpwl5mgUrrAy7dmNMV2R5jk9OuN9YGuuI05xMaxoT1jSnZ3NMuebSxfPEUQ+6d1NIcC7cF86EUKmndtun2iAlFUkiAAGDIeCf+evrqmKYjUNxMK2eUWFN0/DwzhdYJOcuXqGX5JRNy3qzYL1ZsVzM4ekEKAoMAyHoCnIP1qHTjFjpELHtHIIw8SMSdNm7RCo4e+gYE0Irpjs7KKW5/+A+vqrpZ3FY6QHT4Yi9cxfY3ztH1t9iuam5+cVDNuUtZOQQFppNxYNHt5HCU9Vrsl7Cb377dxmNzvHZrc/J8xilNLHe4cKlK+yfe5O3fvKfaOol16+dD1Zf51gu1yyWxywXjxmkQTCstKbfGzLMeyQypthUjPMJm6pivQkBX7/o+eVZAASxhbGhug4gkTAKcdKjkgjddFGPxpDGGodHRAIjLKIITIDJdMB3X5pwelxx+5MH2PG3eW3xKct3P2T/1WsM9lJGn33O1eqQF37rJZqqJNMK9fAmF84fEO1eoLi/YHNiuPcXP8Y3G4bPvcjkjeeonUHqGNME5aQ9WwbMqwj7FWMNZePIZKfC1ppYhf1LmvRCLGSkOpuNYLZYsdhUeAcnp2doralMhV0ZNlFE7SGLBP0kZm8s2R30iZXg/fszrk0SVBNCNbSW9GKNiBS4llHeo/aG1imKTcWPfvqQdz98xLVzA77+tSGRV0z3+pweLkiTlkvnegyHkmJl2d0d8GCx5MVvnCNdlHz+yXvceOkF9PWvIrRhefqA5dljJq/EyFQRpSB8jNUZg3Mjemct975YcP6gRU4zii3NO5+cgRfs9CT/+jvnuLjtWDypKVzDdi9n76DPpbyP1xG/aQzfujnnTz5xrF/+XcT2ENXLqADbGvCOYmnZ/buP+ZqzPDhbsht/OTzUniBaC91lSMqqPNRFGZjvUj6LTrVNy3K+ZmtrByUkvTzDH8+CAltFnRWWZyIkKcK+dW93m1E/Z9TPcTZhmOf0exn70xHe16xWG4z1VLUhSVPiJEXFCXEmWG/OaJuWKFIBrmTD58nb4E5xbUJjAkLX2qDqVZFCRookeUrQDGNMHSf0sozBcNChV2N0koROSElaG8R8k61tBoMhtWnIej1i57HGUayXKIJIKstznHc0pgWl0VkcQkrsBp2E/biQkixOkCqi11NYC9bZELAU1/TybfAV1lnyPAcE3gmEiOj3EgaDEXsXWlSkqasaZ00HOgoKZ0N3ibhAZdM+2KB0GuO8p2zqICRUik1R8n//zVscHOySxQmrdcViteYn77zPc1cv07ZBNOidozWW7//NT0h0zJuvvMh7739MawVv/fQjnnvuCt/97nfYmUyx9suDAj47mwWQziaI4pQIsCa6ACuMCa4OnZLEMXGcIGV4P0WXPJnEcShOZfcOCfWMU+GEoKkbynXVxWRLqrrB2BAiFd7/QPZTArxtWZdLdifng5+/c6J4KZ4FMkH4rFjjOmeF6zDU4f3xxuOcDZ8nRFcgC/J+lxrpPM6ZZ3bdsihYLOYYY7h/6wMe3f0EGcXkqWY63SaJYtabgn4aBKdPWRqeIBov64amdeRpRtJNz7SMQIPo0NmBA9JjsVgQ6YiyrYPjJAs8jPOjXQaXJpzf26XfG6CTjEhJ1mXL8fERzfEGnYZ1lbUOYRyRkCzm80DFtY6mLRnFfW68+BqPHz3iRz/6IWBxnXBzvDXixo3X8FKytXuZ4+MnuFmLMQ4dJQwGPRoTI0TMcDhFxznD4R6jwYg00ozzPolOmM1nnJ2dslqvfuF79f97SkdK4bUOHU3bkiUxkZIYBUhHHuVhjBQFIEyiFXmUI+IIUbchFthX9M0d9p5/g+WthLI+49xOxnMfHbK39xWcnrGTOW589QJZLyHNIk4+qbl+ecorb14h3xqxXC9o79/n5eyMN18Y8J9+8oiHpyvkdh+RpdStJZIJ1WyBShPEeETsHH7lwKwxJrxIxhjQGiUD3MS1Da4NPu7GBKRv6zuRVxwhIonWGY2UbJoW05T80Y2LvLmb0osVzjjmmw12OiQREXVlSNOU0SAlSaD1jjyOOTUtkZSUxpHFllcv9Lh2QfBb3+oRVymyN0GnMePpFLtjiFKNrzaMtnv0+ppsrXlw55Arr73IaJTx/o8/YVpf5tXf/CrqXJ/jz2/y9n94h4MLY85d34V4SBRJBpMew+EZmyeO7ELOlSsjTtfwm2+e4/J+SrOuee5in08/uM+miCl0RW+3R1pUKFOSDjJ0r8cbr43I+wV/vr7J4twfY6IuIbAjlLVfPOH393e4vjthdus2k4Ppr+HY+6c/IWnLktQRWsdUxYa1s0RKkabpMyWvlBLblrSbOUWxIc0S8jRFK4kCBmlCL0tJtCJNFGmsSSJNFu+Sp9dJ4oRIeJJYh7WSsSAUi9WKJ0+OuXjpOfaHI+qmwjQtzln6KuwxvQ3rh0jJkMluDNaD8RIp49CdqQgdabx3KBEsmKauKcuSqqpCMI4TIUjIOrwM6GFJ4AUgIMsytrZ30VGMxdOPBoFZ7h0WEWhsrSFJYpIkoSzLID5yEEWa1tggmjIh3CVJEoxULGcz0l6G854szbnxyg0aeZeyrEm052y+JE3TYEUkUEXjOKYxDW3T4NuKJE3p9aas5wuU8KhIYpqCSCtK27CpS/pqQtO2NDasQawxRJFCIZmvlpydzdjZ3aJxlh/++B0SrTjY3+Mvf/B3/PZvfQ3ZvQ/DwZCdLcuNF69x9ORJsFcpz9ZkQts2TCdT8l4P9yWyAW5PhkRRgKupLmyti5UkjhPiWENXvHnC5MsYE9LhnA+gGGNBKprGUK+LEOjWhotHSImMNEkck5IQJxFJlocshbbCNDXeFDTG46RgazzkyotX2d7awrnwPXXOd5CiAM1yLqxenQu5Gt67sGrrvk4hRCdpCbTJMCUjTJWh+zVB7a+kZDgcMRyOEXissWzKNWWxYX9rm93RBGstZVXRtg2tCfv0TVHgvKOsKjIdU5QlTVNRlhsQvrOIQ6/fp9fvBZiUCO4GpCDWMZGMoLV85ZWv8PXXv8pBb8DIR7SDActW8ujsjMV6wXD8iLKtiNOczaakKAqapsSXDev1kjTJ0F4gheHqlZfZnp7n/fd+gBAiFM+NpbUNeXpAW3tsC0dPTnnw6BZCaDyereku+XBApDMEOa1LqAvPo4c3aW1I5dWRIo9TJqMxo8GQ3YNfMQzo6QegbUJGeBhLGjwqVEwCSmtIvCJVIOdHZJsjpnmEzTIakRNnPXoyQpcPUGLD5ecv8Phnb7H1+gUmu0PirGRz8gAnDeP9CUJJMBVHpzVXXnyOeGeEcIbHhwv+8A+v8G/+YAdfFfztp/e5+f4nyNGQeGeC9Q5aj0wSRKTJdncoNgUswqgXQnJS2dSksUBLFbLEdYIQhnVZUxsQIkIrsB33YSQFcaKwKsMmEt0ofuf6edz8EGyLVBnTtMdis2JeVnjpMXUQnG1NMlzbImwD0hOJmNZuyDP43a8N+MpXHD6KqU4GZBdGYAq0jshGQ9JehK0hikC6hms3Bjx6UFDMnzC+/Bw3vqn58J2bnJ0bcfDyPgcvn0eLjLf/7BPuffiEg/2cfh6hRhlpZNkZSt7/aMkLL+bkWFIq1kvLdi/ig4/OuH234NKWYG9/jPIJppDgKo6eHNEuW4bnD9iOU74WzfnAbTgU28QqQuUaayvUpmCSZ/h+zvj6Veaf3f51nHv/5CeONBbBYDAhjjW2qfCmIVKic7YEi59SikYEhXVdFni2ef7qFbb2dxgOhwzzDOUD9COONNa22NZ0gT4rimKN844kSUnSFKljZBQxmmyRHh3x+PFjTNtQFWvW81BkxHHMerVkPp/xmv4qg+GQzWKBR6J0AjKQ8p7aoJyxrJdzvGuDqC5N6WlJ5BUyj0nTFNPUgELpGOegqVrWZ3Ost+gkBQ+tNSS9HOccaZoE1rgSWBOxMYuQ4FbVCKlI0hSlNUoG4VnbhECqpm2p27BP7Q/6RJGm9m3IQcBz4fw5npwsSFXKcrnABDJN6Do9YTUiQ1fobQB/xVrRG/b4+K13GI2G9AYDmrKgnh/R1qvAIElikjxDEJqT9T9ShGe9jOGwx2y+ZLo1ZmdrzN7OhDz5BleuXcR5S1U2DAdD2sYhREScJvzO977J48MTskSz2jT8/d//lLTX4yuvvfzP9+L+f56L5851XbRHSbqpVQDCODxlVVNWDVVdh0uw85p7EcRzDo+OEkajIVvbW0Q5AVtrLa5DsCsR1kRVMWOzMl2qqyJLEna3x0yGA4b9PlmWksZhBP6007X+qSicjqgZADvWug6U5Z6JKh0dlpogmgU6O3mgPUr1NCfDd8TOrkBw3cpAhBCnXq9Pvz8IRY/zGGu6OOkmUDfbhrKsaJowyTEuFAhFuaFpG6qqZFNsqOoahOrIPC5M5ITEOMjiGPAMdIawnr/98VucH/Q52JowSgcMblznhcvnKZYjvvridVQWbJrGWFarNbP5kv/yp/8Hfa0YJ30GdY2/+Dy//du/RxLFONMyGY5ZbZbMFnNs27K9vcV6McdbmJ3OGPW3KEuLsQX7O/s4FmA0vfGIwU6fXjZgsyjZbJog6l2dUruWh7Nj7h0/CiTPX/D88gLAdehfwhg1iuPOxhBwk0+tTbZeEn/4N4ybB5xLVuwvG/xizcYNkDvXWS6eYAcLXPmI4fY2n/z1OzweGbI4ofEbZg+XjKZDenoPwRn4EW1/j5fevMGo33ByfMTz18b8i+9eYnssuf9A0zSf054cIxYb3HyJ8ZbIQDQZw7BPuwmpaUpFXfa3ReJpjQn0tQ4W4gnxtuGwDWrtKFKIpmWq4F9f32P/0jn+6uNHfHC84PIoZTU7oqdjYu1pmoaqMdQm2EWQisZaGhS1CYdlGkliZamtxeAZYtnbMqjY40ywPmWTAdYodOEQXZphZCS1PKYtPaMLAwa7Ez6/dcbwYM3Vr79BNhlxcucByfGUg0tTzr8uaKrzPLx5jEn6HB4bbv/9I6w0zFrBUeEZpmt61rIXKW4dlny8KbFW880Xh7x+QZImEUkE4+k+/d0G5+e0Zytu3z3jJzcF0Wtfx462KXygj0mh8EITFRaVFCzeO2aWxJx/7uqvftr9Gp9+3gsKZGsYZENa4bDehHzuzgkQFLoNMk6Z7OyHokBJJuMRaR7SLxXh81AWBjHJWa824C1SKXrjSViDNQ3L5ZrybMV6U1JXNWVRcnZ6xMVL56jXM9r1guV8zma96nbvYbw/Pzmm1xsEClucspovsE3BdLxDPhx2au6WamZpmopkmCGFoTWGSAqyNENFiuV8g/COtkqo64K2Kom78f9oay8Ieru9sNLq2dgz5DoEZbmOYqqqAQRai87BHJIElRQ0VcFsuaKugg1RSoVUAi8Md+/fpShrkrhPXZVMpgnrbq1hvAMlab2lWq8pqoo7dx+xXC6JdSD7vXL9OfZ2tpjPZzw+fEisFc9fuUA/Pc+mDomk3oa1QNME+17bOgSGiwdbfHHzEybjAan3zB/e4/5H75H1Ml658QLeeVxnB7xw8TzWOeI0YVOs6Q/GVJslW5MpW9vn+PCTTzh9Guf8JXiKumZTlFR1G6YgTUtR150FLZA5vVede8F1IKgwpen3eyHO3RpcW7KcnRDrYKVsmhZTV+AdiU6YjAZs70wZj0ZsTcf084wkDlClpz54YzyNCSI+78Oo3gu6S9/jjMU43+GafZe+6J+tAMLdH5qysA0IUyghQs5FmBxY8K6LGxbP8Ngh2kI8KxagKyI750cch+nV0/CrYCs1z8SOdd1Q1VVn8fTUTfh527EumrqmqiuSSFOUJXgb/p5ry/vvfUJZlrxVFCSpJk8Sfv8P/4Dvfud7nJ48pjfsk7peSL5NUsgUj+/OyBaPefX8AfFkj+Z0hhmm7GxP6OWa//6//bc0dcN6s+H09Ij56YI4Uty++3lYRRIxm50wHsYcnHuZrekeNz/7ETJOSEc5SZ5S1RWVNYg4JiLm/NaQtJ8FsFUHU/pFzy9fAXiPcTZEHYZ/QdsaXFWhvEBGGhkrBjIGafnGG+e52J+h2gLlxvRNgt3MWNsNSemIV/cRyS4vvrTH2z+4xeWrl8lfduxf/BZJXoKLsSZlfrpksvccvX5MLCI2peZ7v3eN3a0Eb2ruPJhxMrNoBWW1xDQVEqiB1hlUUyNsCP9oRPinjCJ01FWaOOrW4RE4Iaico2xqjA2eTpxjO9N8da9PUVk+vfOEaSQ5pxzPDXNqPLXxTJUgjxV1E9jZqQ67sso21EBlLKNxymgA6bIOmEYVs7/bsn1BBq3ExuMTCVogkbSyJplEeJXg5gLVSxA9jRq+TP+g4nyx4e4nD9H9nGS7z/P7X+Huj99jfnLAtdcHnHv1Mnc/OyFOc7bfiCm3Mt76wSFb+4pv/8YOajbj8naK9pYdrTlegM9jJtOErUtjfGXpJR63uc/6XsTGaHSSEEcll3ciPrcrHhUljRYIbzDG064cAyPJtzQ3P7/Pf3jrY77+26/zzf/xO//Uc+/X8ngBZVmw2cRU6xXCWUajAUmaouOYJMvCPp2IKMkCCwaovMNJjTUttm4pq5q2aTkpapanZ5R1SbHZcHp8RNM21GVBFEX0+wOGg+B3H48HPHf1ItOtEXc/v8Vnn9/Cd7xwRGD6R5HGeslw7yLSCjazM5onn7P47DYDIobbW5RlyeNbX3B68yb5eBAseZ1AN4oTdJecWRUrmtVx6Nq7aF1vFZEOl4NOMyIddrlt1ZIkCSrS4EJhj4iDgj5JgTBKDhjYmtWqYDzss6nDKnC1nOHqhDjPOX7ygGKzJpaWtB/z4PFDTo6OyOSQg70DQJEmPVoTRFcnR3M+++I2i9WG1WrNhx/dwnrP7//Ob/AvfvNrnL94gbIquHP7DqfzArW/i3Ety6OjICIsNyxXS46PjlmtlgjrgyVsVXGyLoiEII0jIgF7u1O+sVnzgx++Td06zmYzpuMRRVmT9XLe/dmHbG9vU23WXH/+Ct/85m9w9dI+m83yn/O1/X89H3/+kKppsR5EV5AJgu0xiRU6jlBCkfUC1KmfpUH/VBY4W9NuCpw1nRakgTghSWL297bZ2d6in+ekaYySgriD7HgRYG+bsgxnpbMY6zvLn+hw7Z0pRXQe986i+XRv//Sih7BnD1kywUr39CL/x8WAkoEE+XQt8VT8arsJQvcn8XQyJsTPC/nwn0Qn+g2/X/iQFhnQ1yn9fqdh8+5ZUVLXNZtNQV0HEqcxlq1JQ9O2KCkoqorlquJkPafcLNg/2ONg/yKz+Ywf//jvuP7CdUSs2FQ1i00RQpN0UP9/9uG7XPUV7dY57IXztAfnmPR7XNw7j1KCyXRK07RY43H+CqtHJ7z7538GZcmiDPCv07MZk60JQsUcnT7BeEk+HNEf5AgjiYSml6cY64KgUceUxiEM6EgjftU4YK0VtC4AEyKFFxIZSRKVU5cVUke4oqRBklz5Bv9w+29JxwvO7TiUdDT5gHi4zdZgSHH7fczhMfpyzLWXt/n0Z3cZDjRRm2HaPtKvKeqGalHz+RePufqVr6OE4vHhPcqi5cr5bSLhOHw04+23jvit35rw4vM7/J//+xd8fKcmilKckkhj8cs1CHBNE1ShwbMQ1gtdVnNrLXXVYJ2gcY7GBiuTcI4sjtGJ4O2jNetqziBJmCSK3YHGaMe7s5o47tM/bXh56hkPNKmMOFs3aClIk4TCGDa1JTMtceKxOAyBMX35Yk4+3cFTUzdDooHEygSdRxiTECc6hLlUfVQjiUYjvBwSDV5l+8WE0+9/yrs/vMtL3/0a2XSHSy+d8Z//t58i86/y/LUeL33jBd7/08/YP8h57kaP6Pd2eXhoGWcJTTmgv7VD2v+Y3TZi1JNMdzR1rimdo781Qm+9wcm9n5AlfWS04O7NE5JMMU5a6tPHtIsNjZDE/ZRICuqqYWt+SnbpGn2hSJD88K9/Avz7f8KR9+t5pAxxuKfHJwyynGEXAZz3smD5UZJIa6SMaFtLXRbMlkvmyyXr2YzVYs5qtSbSUcg3cK5DhBp6/Ywo0kzHfQ7OnWM4HHVwoYxhf9j5j8OhpbWiPxwEaIcMIsKiKAJoywQrkxSKpq1Z3nvA4uFj0kGKcG1I0lyvOPz4A5a375E//zxYhzMGoQSRVAitGQxGSBkhZYLDokVIwFxt1mirGePQWiNlcDnEHUo1cMVrhA+rkLLcoHWMs5bFcoEQEClBEkesl2fU5YrjO/cRWpBMx5SHp1SnM5rFisG5HUSkSCJHsdlw/0HB3taI9WpBL89wOJaLDT/6yTtcuLiPkJLPb99mPBnhYKHd7gAAIABJREFUvedsvubOvcdcf/4SWZrxwgsvcnJ8RFsbbt26xa2bn1KUFSfLDXUTbF21teyPMpbrEkMYa5cmjI2lN6TLDcvFnA8+vEnrHFevXODo6IQrVy/x2ed3OTmZs1hs+N53v8XjB/d5cO8OuC+PABAIATlSkKcJSRxIh5HqLj0b3A/hzNuw3hhslZDEmkESo6Ocfq9Hlib08pQ8S4miYIVNsjRYJY2laoJafNPhbkO73YVndRhc7586I0RHt+4u8af3ePhPgbPx9LoWgZHxFKcdGvfwE+d91/k/bTGfrgK6dYBUz5wDoltnPC0uwg/LM1rvs/yRTtMg5c//bPfziUFwAHVfWyTIsozJZBIKDReK6rpugie/rijWBYneICOBkIbRcEiSpERKc/jkMT/72Tts7+wTJzlCBq2Rl5K6sayXa1a1x1UtvcUGY1su7E85nR2RxilFsWa1XhMnKbvnDlicnbJZryirmlVdMl+chXJPhEjn07MHyDRlOB4jvaCuPI1rn7FH+r1ehwKXCCdoq5a6rH/he/XLJwBd96xUENoQqW60Ysn7gS0uhaCqa+TWAcXwX/F3p1+QffIR5+09Xt55QHwwxPcukl1R1O99n+z0GAZDXrkxpilXHH3xkPWj21y40ecgm/DBBw/It0boWLI6mnP3i4dcfu4ysvaYasPJg8f88R9d49LVLbLyIeubmg8+OmMja4SKiVJLnOV4LDhDpAQkObKtQk42Ec7LMKZvwp6sMQbbMQKkUqzbmk0jMNaTJDG1UhQy4bSB8rTGOEHLGu0tRwvLb1xM2B+ljIkQkQaliZqGsinxyhOrMJZrBShR88qrl9Hj5xA2YuYrelOBj4bgW7yvQUukX6OzEcXRjHQaY80xkj307mtc/eYef/Mn3+dPH/+If/fv/xX5pSlf/8YLvPVXd9kbvsDk4gWufcvz+U8+IdluuXgxZm0yHt5d8S9+60V8Zchy6CUaF2XEOiJOLGq6xcJq4vGU/e03+dkP3+bclQP2r7X8r//xmPfWQ5rfuEFPKVKh8NbTygjdVkw3K+jnpEnKXpYzlV8eF4BAkOcp3huKqqWuNszPoK4rWtMG2peI2N4No19jWvr9nH5vwKWL54iUYmt3J3TTLjD3A9u76VTVInS3NqiprbXoJH7mnFEypLYNx2PiNEVHgRQ2HI/RUUIUJ/TynHIxwzcth+99iOunEEnapmF1eMjjn/6Uk49u0ju3h4wUm0dH3HvnZ1z5xhvEVzJkRED6JhlSprR14N5LQCuN7WywT4ltcZxgTcc98CFsqCoKlsslZVmQpSn9XobclJTLFdnWgFprasKZ4Fcr0t0pq+NT7v30Q7bP7dLMN6idEa5u0EoidcTZYsbhk0N2D/aZTqfIKMLjWRcV777/GQf7O7z5+hv8+O2fsr27zfbuLg+fHHHx8gFaSeqiRoiIsmqIIsUgz9iUlqaVaC2p2jqIe9uWNHbUrUArzaYsEHFg0EvhEd7wta++zuHRKV9741WSWHP7zkOmwwH/y//8b7n/8Am7u3ssOqpcr9ejlw//eV/ef/TkSXf2thVNW6H7fQShW4+SiCQJ71Cep2yNJ/T6PYwNMbO+u/zCfR26Z+M9pnWUpgoJlCKQ7J520s7ThVM95Sz8nCfvuvH7026eTtDXredD5y1DZx6WxeH/6bo0Wd9VC0+/np9f8E9XAl1AD4HQ140Uut8Tio2wivbPvr5/HHnzdMIghXy2QoCgm9BZinQ+kDY7geHTFYWQoZiOtSZN0sC/6KBGVd1wOjvj8WjIyckpT+r7PDk6pirX/PAHPyBOUtI8J+/16fUHTKdb9If/D3Nv9mNpcp75/SLi28+ee1bWkrVXdXVXs9jdZFNsUkNxREnUaIGMMWYMGGPfCAYMXxiwLwz4n5gr2xceAxp4Fs4ieTSSSI2a4tIke1+qt6quNbOycs+zn/OtEeGLOFlNwWDbkGSRATS6kdlVJ/PklxFvvO/z/J4W8+un8C+eo5bEpGlBnqW0Gm10aSiEmY2vFMJK9rf2+GR/m3v5hKTdwLcNGvV4FvkdMz/XoBmOCGo1ZOxRVHoGXVKzjIYKVWrSNH3CEbFlia5+tp31M3dpXVRUaU5mDGHDRd0qIfBwKEplLJXwaHmW9mSL5p1XkDuPwQ+4PfbZ+niLX/38e8w/80VU0qSKV0n3t5iMNFiBLFP2Hu1Q9CtW0ojBXsbh4Zj5ep1iItl890OW1mrESRvygs1P7jC/cJkz565i914l29vgsDtFW4/ClI7SlBkyowkC32FCrUAbibASXWmKQhMohbYCoRRV6X7ApdFUpcMGowSRF+MJhyMtspy+sfRLHzEpXCsNSS1UmDDkx48sFzPDQuTT9A3SFAhb4YfgBT6qsERhQH9a0qwLLl89hQha2DSmTO+gRANMgK002BB8D2nHmEhTFdpxzmWBLQ8QrRWiU4s8+0tXGH73VXY39jh71rJ4/SzNd7a59f373PjlyyxfOEu/J/jowSes6jHdLcHqyWVaywtsfXyXhbUTjAea5lLCxoMhl1db9DPHlt+7/zLBSsSVZzt89O4OZ87NUQYZH+o1zp06zdgTGF2QGEAKzszXeebFq2SmYpJNMF7AUvCLgVE1ugI0o36X/u42npIo6fQazubqUNf1ep1rTz/D/OKLmKokqdVnDPSKMIyIXe8Qow1BEM6Uxi49zFoc9Eop/CCgyF0Wgu/7Mx2KQnqSpN7g3JVrNJKIIs9J0wx8H0/5GDyU51PsHTHe2+fCUy9R5FP2N7d4dPc+Niu58tWXGExH6FHK/VffIsummDxH5DmDx7tMDg/x/ABtSpQKqKqCMFBEcURZlVS6Ym9nE2aJccJCXpUYXTHZ3iXrDmgsL9BeXXD8+H6X/Zu3GR30mb92jqoWEIQB9XrCIJsQ6Cb5cIT1JYOjAcnSPEHooomLLAVrSLOSyXhMlmZMsyn1epMkDrn+7GVuf/KQ1dUllPJoN1tcuXie8XBEu5U44FhRujAjz8OTgqRWcy1ODKPxCM+TzDWdXTEtC+brEUoUWGGp6jHSd2OWcVpxeNTl/Nl1rl29SKvVpKoMSdLg/LnTeJ5icXmJsqioRc/QrDsEei1p/Fyf3Z9exUyfcPLkOs16nSgKCYMQP/BnrXJ3iHme7wTbgBIuk8WY0h2cQszEeGY2Hz9W47vRgO8HTwpmO0udk3J28M5m6sctdjMTICrpNFbOmjjjY8hPD9zjwx6cIHD2CVcsiGPuMrPX4EmKqJnB56x1gj+eOAbkTOfg2BrG2CeXUrdmr60NldWuEBEO/BPXYk6tnWTQn5Ae7LiQr1lU/KwKQApH8jyuJo6/ploUUzuxxtryCnlRkBc5WZYznowZDIdMp1OGozG7O9uUpbsYeIFHqAIHVmo1qTWaxGHCa6/+iMWlRRaXVgmDcLYHlbz62uscHBw6O+xR6RJLlaXTWcALJUli+PzVS4ymU249Tim0h5XKnRs4kWQ6ztz3U2gMBdl46qzaP2N9ZgFQVRUq8EFXVHmGNM5HWhntMLBWUx+OqN17hYWDn3D6pI+43iIIQ64ONHe/e8jHr3X56tIcYvUazTM32HrziMQ3vHP/iEVPEc7FHJUVg8cPmD4akI0nHGz5PEw/JB10EWtnMAN4dLCBjJ9isbHE3o/+I1Vvk41Dn92jistnNN2+pTeqyLWPylJsVeLP1Nhal08U1ZU2pEX1RAxlMGg0QliwiiQM3U0pz2l0mkgModS0agFHwwklPuefehrfC9l5tMG9wz0eIbgzSKiT88Vzc5yfS9AY/FAyHE4ZTMRMlWpYWY9YXGwjBKTdnGLviPJcB2kist4eSrcR3gKUI4QyGCNRqoDcUOw9JmrEeEHE/OUT3OieJ33/I+zyeaK65YUvX+CdV97j7o/GnLp4nUtXL9I72sVXfa6ck7TWEipZYlRFe30Bs+eR1EYsnFqljIc0Wk0e7/eJ5jzu3z3kmaeXaLdKjnpTzi5L2nlM1GoQ1xIKXWEqCLEstOpc/uUvIA66pFnG/aMdasuL/1/2tf/flzYa5zKWFEWOlTiniHKiNhAozymaJ9MRnYVFjDbOB28sXlERxzXHFHe9e1TgowXuphCEzkbndgqEhSRJntxqTKWdCNVaB6TyAiqrwE/wREBUb1BvtCjKCmkg2++yuH6atavXKIqU+/vfZ+HMOktXr1H4iuLOx5h8h5VzpxlsbTG8v8Huh7dQYUDj3GmkcfjVOI5QIiCKE5ZPrLpZfpZhplNQkoOtDfLxhIUrF7BG46GZX+uQjkYMNzOihRbjB49RcYBMfLLDLs3509RaDRSSVqdNb++Q6XDE4uVzDA96yCggjCNEntNut6lFA/atoKw0u1uPScKQucU5mq05Lpw9zeriIu998DEffHgHbS29wwMWF+e4/sxVV6RXesY/qDAWgihGSBhPxzQaCb1Ryk53zHInJi8MpTYoK2hHPs2acpbDUmOt5Ghvn5Prl2g3W0wmKWmW06i3SeIEK8qZBVJTNCI38pEeSPVzfXZ/eq2sniTwFD6CufmF2bMrnxxUWIsULkzq+OO+J/GFQPs+RVHMRHk4j7wnsfqnKYoOqaysE3QeL2NnZ7R1PXx3MM8OY+s4DejZWSE9PM/OAnfsEyU/MzuflPKJs+zT2/psUCCeDBs4bl0JIZz6Fv5K9+JYMCiV5Li4UMfjEHDOgeOcGOtKkFoU8o16G//ogK3WHHnepD8YuNcSruyxuBHAkwRAxEws7BgB1rjCJQqDWZKkhcVF51zULjI5zfIn9sPxeMRwNGQ8HnOwv8fO7jZGG7IsY3FpmZMn18nzis3Nh0gJWZo6sbpSYEfM1RNyfLYnfYQfMhotsLlfozfSWM8j8F27X1iNFG6M6QfKaTOwlKXFGI+i+GuOAPzgmEMcurafsQglCeIAZSzB4JD49W/xQniX1WfmKeI5Mn+ZVHiEnYJf+s8EH33vfabb9+gkNbz2UzRXbmDHbzOX+Ny+M+FzSwHj4YDdgUKNNplklnJ6yHAyhxERZpDz4NGHlH5GaHK2925Sq1nEuadYutLgf/xaSJmm7G2O+P6rm/zRd3cZZOGT70F6ynnpTEipc6qiQpsSf4bBrI4fSCGwGDwFjVqdQTrGmJLVuuXiaodOs0U2HqP8mIXVJhByZ9zg0dil3wVlwZcur/DcegOKMaPSklYF09zSHysmpaWkYnk1IkliIGS41aXqO72CMBFVlmGqAq19h9a1FdNxRlLWCRNN9+Nt/MUIHcTYABYu1Ln/gwf07w5YuFCnddbnzEadnJT9jfeoR3NcXEi4t3FA63SDIK4znmRUssBE80RzIemwz+qpBQ4e9WkkFdITlFmIX1O8+e4BjVqdV97a5+RKwNM2ZH82e86LnMQPAOiVGpEI8BRDXzGRFYfFz6ZP/V2uSjtyjxVOoBklIUkcYrQmiiO3Kc1QoYP+kM78AlGtjue7KFDpO6GVFznojtYVha7w/RBhXQcgy6Zoq/GkS/k6TqWrqmoGODm2NymarTZB4D9RLSs/mvHvS9KjQ7Y++piLX/4iUbtNI16m8XvzSKUoK0026nPy1AnE6gLlcMDgaI88NCxcOE3SrHO0d0S1s83pq+dIOg08L6AoKuepL12QFFmGmmsgdOXAJEWGxVJbWwIMjUad/sNtfH+ecW/A4vopKgHFcEySJOhJxqQ/YnLQI15ZwG/WSCdTorrjcUwmKaPRhI2tnZn7wrK936PdmmP78SbjUY/nXlyl0hX1JOELz91gcWERz/M4eWKJdruOUi4O3AiX2eDNxgZREhMlMcNJTl5pVhYaCF1SD328GWpWKI/SKkbjlCQMaNVjhuOcqrLO8ouiUW8ShilKue5NpV3aKLP5tu95YPnMjfPvei2urBIqh3je2drmwoULREns3BXatYLNjBHhzlzX0hZIh7JW3pNEP6v1TCTHDNjjDnc9+7iyjjNxfEs3xriOrZQoXDFrNU+S9Ryy+nje7v5fz1NPQDxPdIDCyRfdrVsgZofzX12zccCMFaBmmQyucJl95njkYMHOzv0nHYrZX+H+y+m6rAXPF9Q/+gRfVpz7jctspilHR4eAdHOy2d87e/En72FVVU9GKMyEha5OmX1N8rheEYTScRTajbqzaFpDWZYURUFelORFwWSa0h/2GQxG7O5sMx6nTMd9V1QEHkE9JvQDTngBC6urhGtPc/f+LbrDPsJrkmmfvBxBURA1AnxTUFgPv5FQb9cRVjDsDxkcdd0IUluXAPkz1mcWAEkSU5TlkzdY+pIKS2BBdneRL/8Bv1W/TdCw7D+s6PbvMN9IOHV6iWShjjff5MWvvcDm25vI9GOC9Zj6qcvcf+0h1suYLM3xcDBEzTdYf+481c59xP4EW0q29o4IfMP+9iMIDV/+6llOnfAQzbNM/VUqpajZAVWeE+QNrp8+y5UbF1hc/gn/+7/dpZ+6J8FU7qG2s2mUtZaycq0sASjPQ1pn5xPKY5LllGVFEAXosqAoBFluGIw1iYxJhCA/2KbQJbIc04hBS8PZuYTfeHYVJn2yOCRQIb3RkGkl6I0zSuuhPMv1a4soEVOVMdPtfXSeorIeMh9R9UZg1GzcJTBVSTpI0VWEDQuy6YTN1z8hutgkiRJMPOHEs3O8+fKHvNR6gfpiwPzZFpvvjZi7XOPw4JB7b+1DCPXTilYrZDjs4fsB0m8SNiSHuykrZxSbQ0F7yVJveNy595inri/zyvs5k7HhlXenPH/N8vR5w9u1kLIq8awhFh57RyE3t1Ou91/hgszZ7g7pGY9PDg8+69H6O1ueH2OtIKo1MUWONpZpNstQT3MkM42LJ11L/tifLB1C+nhTlPKYFmmJwghhXRLeNHMzdD/w8aOYqihmrAywRqN15Tjo1jiaGoqyKImiCASU+XQWOgI7N28hy5w8HbG3cQsV+5DnlGU24/ULpNZMj/rsb+2ye3jI9a88j9+KyfKCvQebNDt1ZCDR2uCpGUnNuJtxvNihGgwYbm67SN6Wa3FbDb3tQ4o0Q5YVjeU5rKdQC03kQoP2fJ20P6I7HOIZybgo2dEl/dv3GE4m7O3uE0V1FpdXCZMaYRQRtVeYS30e7R8xv7jM3PIqZ9dP0G41kcJQSyK2+wcz0aTLWQgDj729LnsHh5xdX3sC7zKVi/utypJmUqOdBDRqIZ6ALAeLZGGuQRRKdroT7u0OEUjCQNMdp9TCkCz/lCgncW1dKd37JJAoBUZDNZt1TydjivIXBwWc5Rl6dhuNw5D7GxucPnGCheUlylngWaUduhbcQXxsnTvudkahowOKsqCa7Ysuf0L8lLAOd6s0Bt9TM8+94z0cz98FAt/79LauULPXckI0bzb/d8t8+i/hRsh2ppuZqQhct0y47pmdtf2Pb+VO+W8R1nUetDEIqY7BAX/laz4WGIrZ9w+fdg1aIkDM1bG/8WukjQWGH3yM1qUbhSCeiB6PpxLHlsIgCJ4IZj3PJwgCDg8OybJ0Vgg5jcKxxsK9P7NtREAQ+gShT918KlwU8jTaWrSxpFlBOp0ymY6xUhAHEXEckky7dM6c49TVF3n06BFhUDAdpfhJwdJCi7opWK/1aSaWYR5QyIpekXM48ZgMBlSZG5XpsnCWyp+xPrMAUEphi8L5ZZWHnuboIseLJP3330DdvsO/DAXp4kXshWuIlXlkPmLu1R/x4vkup84aYkI6l5/ho/ePkK+9zdrFAQdVRXhyjV/5yhp2usfd3ZS+qJirNTl7LkBZxXe6XewwZ5LnvPjFZcL2KmXrAkYJUAbPpARVzmDQJU0LTDDBS1b58lcu85N39njl3ZJ0UuKpeOZVMSghMEJiTPXkAXnim5USKT0MirQsKExBHCr6peLDxwOa/ohYCuq+RzvxEdIwLeEoTbGVoBbFTPIJidJgKzASXwUUhcYINcuB1ywnBqOnlKMQk+4SxhYz3kVM6hT9Id3ukPlnVlxC1HTC4f6IpD8iaitqjYQPXt3kdNMnOuUjI1g4F9N6D974zh2+/FvP01g9Q3hrm/uvD2hcmuMg9ji5YvG8EmFLytGYybCgaTOELRkcDZgOjgjqTXa3H1NvztHd0/S6KZ2Wx7/43oiBOslgt871JoSBh0gS4tGQIFTkWcZBKvnkvY9pdx9DFdE5cZF0/xcDBOSHIUVeEPghg7J0+NsoxA+EO1S0wfcDlPCe3J68WdiP2wTC2S3A+c99NRM/zpTXFot6YpOdaQJwl4q8clQ/a1xmdzEqmYwGBGHgksF0xWQwZjoY4BlDNjik8kpe+953MQjqnTqiqhBSMHfhNEmjQbbfc4dAp0182ANbudbj0Yh0mrFwZR3peZRFQTmjvFljyCYTpkc9psMhUbuFzXIHQjJux9KlO0RMLaKf5xSb20ys4MG7H7O/d8hh94g0TTEItIGiqGYqcEiiiLXTK7z0ta8jlUdRFKTZhKy0+DMVt0XSXlwi8FxG+2g04M233qE7nKKUIxzOtX+Je/c2uPnRHe7ceUijWeepqxeIfEmS1IijhG6zTj328JW7elVoeuOCBd9DVmYGr5FYK0nzkjQ3eMrjqNcnL1KE7yP1LETJzmbcwkNKqMoMrZ1YrawqivIXhwTo4faqMIqQysP3PXYODsiLgqXlZTfPPh47zYA8WhuqyumYjpvuUrh0SWsM1WwEIKR7Do598xYn9HNIZvd8CDuLlJECKUF6zhUjxadCP63NDMHuZADOdSVns3VHMES4DoKUEqkUnlKAnY0d3OelBSMsUrkgG0+50YHneWijybOcqiwp8oyqKmdCv2O3gPgregAxK1KanTnkS1/FP3WO4cY98jzFD0LyyqL8kHYssdKn02lSq9UI4xoBEoPDJrsiyr2V49GI0Wj0pAPiWgbH3Y+ZJsF++vOQnmR+fp4gTLBGI6Q7D4qyck0nYyl1BUqAtshQoSdLHPQG3H/5TxlPhgzGKeOsS1KvcUYZvvy5Jk0dUlnDis6YmpRX7455dG/AUdFHBR0CLyT0PKL4r2kDNMa4dljlNjCjBF6thudZGs+8QHb6CtN2B5EklAiCMMKkEx6KOvd/+H9x4Y1bPLXmc/FixcLZM7z2gx73t1+ntVLnuWv/mFEu+MsfPODBowdUusbevX1WOoJ/8o8u87u/vkp/P6N3lBP7Hi7pdgvraTI9ZWtnyCf3e2zcm9DvpjTaIc89f5YLKzGdmoQqx3r+LMho5vcscydsmSm1vdkYQAgxixMVMGs5GuG8/mmWO358FJIEgrEwHI0dgMOkFYmKEIFhPCn4aHPA1VMJRW7oZXA0ht2e5SAzlFbTbkj0RGByTe/Dm4yLHomGYjgkiO/DxHLn9jYXXlogiBViuE+RplR5jrUt/KjGZADb7w+YX11xuNfQ4/KLi3zr/7jHwR9qfuN3nmX1uae4/Ydvcucvtrh8IeTaDcPuPkwHGeO9HuPcoqshshzQ3Z+w/eAhfv0kr718yHOfV0ymmj/4w20Wl+fJ2nO0L1ykceU8w07DBU4oxXyrRTmekP7gdXwzx05jnsnjh4TaUgU1Mis/69H6O1tRVAMNJozxg5i8qBCzcB+lJMqXRFGMwDLo9dxsuBPMZoHW3TYQmGp285CfRolKIQnjwHWV8pxJ7wApBJPxhNFoSJ7nFHmGLgt0pRFY0oMjkmaM14hAWzY/eogqDe1QkQ6GnHvpOYTymQ6nDB7toKcp426Pg9sbeDWHEl26uI6MY+JuFz8OMRb2NraI5jskzQYIZ3PN0gLf9/B9hfUVeRLQWD5LURmO9vbY3e8xPewyzTOmaUaapqRpymiYUsyEQ8bONvvIBxkihERFPkFDOcuTJ1lrNVmcnyOp1UE5BbbFsRaiqEZVWbIs496dBzQbCVHgCqCsrMgLzWQyIggi7j3cIc0L2p0mmS7x85JHj/b4pRc/BxjSNCOu1fGkpDfO6I5d/Os400zyCcsdH18pfKXISzOzLzqR3GA4oixKkqaPsMcWsWML2+ymKQVlWdEbTXj9jZuEYfDzfHT/ylqcm2MwHmOMJTclae6yEw57XSbTMSsnTiCV5/QSx239WavabWvySRmgpEQEAcoYV9zOPmFxBYCbmjk7pcsTcJTJOIlJ4pgg8PHCiMDzsNISIGdAmhxTGUJfzWb7CgL5pAiUKKwC30pCAcIYTLOJRaDKkmA4RkuQi4sI38N7vIMdTFDLc8jVFZgU2M1NzPU1TDGln+Yc9foMBwNGo7HLypgJFsF14Ix2+q7l8+fh5DpF0We8v0ez0eD85efZGAimheHZc/Nsb9xnvlnDCwPXeatKDLNYZOG6RUEQEYax6+7Z2Xs5Ey7KY26B1sdqBowxeFJx+sxZ+oMxaZ6590m7GGFdud8zbQzSeAihqQURFXPUMpdgGSc1eo8PqUTGCa/Frz/bZjUc0u2OWZyTjEYVr97KuXcQkBYZNnddNVMVKE86FPjPWJ9ZAORFPlNuukqxMICu0MLDxE1M0MALfRp+iHe0TfH2TeZ23+S5RsrJL8T0tjrceneXT957k1MXDzh7co0792KadfjuH/87bm1M+MkP7lHmFoymLDWPA8Vq4w7/0393iXClyb3tPRa8jEcPP+Burnm0B2/dGvFwt2S3J5imLiYRUfKXr37Mf/5rCxz0FSpKMNZVgFobV1lpxzQQSmFRjpw1qzJdK8j94ggECosnFc1mRKgMRVkyzaGYaBLfo1Ov0WjEBNYy1Ya08nnYB+2V6FIznBq6acnBqGSUFzx/qY5XT3i4lXJ+2uaDWz/g0nmP4YZmMjAEiyVlVfLqJ1PWb25z/do8k4Mu9/f6NI66rOYhXtAAL+aPvntA0q6xen0VESuSxRrXnp3jn71yl3St4KX1JZ55Keb22yWnlyVxs2L4fooNx+xspGwNcs5dP8TqlM7iAv3dgs7JMTcfwaQaMCgVr9xv4k/aJBcuUL90mvlrp+kszYGwFFVFoCL8yQGPv/2aCz/lAAAgAElEQVQfIajxxjd/l8G5y4gPPmY83kHr6d9kv/tbW3Fco0hzgjCeRcNWjMcTfN/HlwJhDQPTxfc8FlZWCXyPdDzEC0I8LyCdjrFWEIbRzDXiRjFZNqYo3E0kzRyPX+cFZV6gK+M+3h9hPUlUr7nOwXDM4P5DinaNU89fo7IloAk7Ce25NqYqsBZqzQZeECKKgv7GFlZrVs6foTQV/QeP2bj5EUZ5KK3JRxP8pIYpNAtnTuCHAeNpRpYVCKnItGFz65DeYMhkMiXsZ6gwQIuIW4/2OeruY5V0txIp0ABxQtAIEL6PCnykFHhhiD9rIWPAjxxHQWJoBY46p6sSiTfTQPhEYYgVgrR04SytdpuFubaLGTea1uMDOvPLvPHmO6yurmCF5MpTV4g2HnF0eEAcBTzY2ODSpTM06k7t70cxSRyxeTBwjA8hHAjGkxgrscLdAH0liCP3ZyJP4knQeYZAPRF/GjNTiSuJtSXGwmA44k/+7GV6vYnjoPyCrHPn1nm4scHO/gFCeTMFvgTPY/vwiOFkyunTp52uBTGzyX0avqOUdJ0t5UZex/Y4bQxqFo/th06xHgUBQZiQhBGeNY4zEEYOpiYs6vAQVWhE0sAuL2OrDP9Hr2PWz8DiHPKHbyK+9AJqZQXzeAv9z/8I61V4v/vbqMsXELfvIf7gW1BI5P/w+4i1RfS3v4/6d98mX18k+u9/H1GvY779Lbybtyh/+1dIzl/Cbt7FfvcVpv/od6h9/y9JvvgSnWc+RzVN0b0uwyLn4OiQwWhInqYUZYm1liAKCKMAc+cT7Bs/IV1coNmss7CwxFAPqBcZpCMaSmGzKVJZIg2lH1FFIdrBCWb/uMJCYJ0Fr+LTC+RPWxr5VLjYbreR0gUVWaAq3TjKXUJ9jHF2czMDCEljGY96aF0w7Pc57B6xsDhHq+nzK1dD1puGextDzq8KhM344Ud9Hhy2Oez2GU8nJPUGl9dP0O7Mc7A3YJT+bKDV/0sBUDgVrtEoJMpCUWnyKqcW+E4IJSz6zjuIt/8DXz9j+dxvzuP7HVQVo68HXP6SZNq1bD3c5qP33+KwP+HG0yusd6b8xbc3SScabQ1q1qbPc8HG3pC9LODWfgOz0ODp51JqUYguJef7BTd+OWe4O+aHr/b5o784YJjFVFgeHRj++R8fklaR85xWx35Sg8A8UXEa4Vp/Foupjm0g7oemjcuHrqqShcjjG5c6fOGp04xHQ3YPp0y7U3SVY1VEZqA/KbGVdptHaphsT5y/NodcZviR5dklxeWTii0L790fcu7DO7z9aMzcmQ5/ef8I+0jxDyIJeNzc84le3ufMQsSDh0N+dJDR3Dzi8oWIMvVBCn6yIxj9m03+G2uov3iJXr9k5WTE8rmYR/OCf/pnt3h+UXD54hWO+veZ70W8/tGUz0Upewcef/5Bxpe/0Gd5GdrNDnc3p4T+ESLs8H++nXJmMUJ3lhBnz9O5ep7lK2eoLbYIIpd/7RvDWEKcJIT1Gvk4x5gx609fxIiMN//Ty6T5L4YIMIojhp5ASZ8wDBljP51/hiGB7zbFKIwoypztzQ0WlpaI602qasB0OmaaTjAG8jRnPJlQZgViBo4KY8em932fPM3pbW7jS0VYrzG8/4j2qRX8TgNlDGmvz+qldUYHR2RHA+or86yeOcHu/Q128pQoChmPxuD7DHYPSeoJyzcuozYaVKFEqIhwZQ6KivFwwjAv+eDmbYq8ZP/RDstAY3mZEuWibKUlihLa7TbnT14iqSf4gbPylVnOZDimsZfQn+YM8KgnNbxAgcUVLUHobsV5hjc7HHRVMu4PaMzNO5qbMSSqdH7jsiTPc6JZjrxSHnESkeZjABYWFzBlQVmVZFlKNs2Yn6/TqNdoNeuMxiOyvI2xFuWFvHfzY8qy4s7dhzx7/bKbxcYxjXpCPQqppKRdSyirksG0wFcQCcFKMyZOQrqjnDy3tJOYSAjKNHti8zLGUJYZSEswQ91KJVhcWuDvf/2r3Hz/Ng8ebPx8H96fWlJJzq2vu2CxwYhKQBAExHFCM6lRSwKa9QYrJ1Ypy5wirwiDwAn9rEsM9PyQMAkJpAQM1ribpy8U/sEhejJFVx7lQhuhFOLOXcwb76GnOd5vfhN5/jTm8IDsf/2XmIMu0Te+RvSPfw+vzPHffp9pEFJ5An7yNsm1p5FrCjMcw81bqEYNVWmkFyDTDL29h/Vj/HoEUmImY0x3hFxbQCIx2lDu9SimKUG9hkGQjQYoJGWpafW7FAi8uE5sPNQP/ojl0Gfx3DrT6zcYDAaMxmMGvT7CFsiNDbw//z65rxk3aqh6TKUrbu9O+dKlZWIxRTXq+NYgtUFHISoK0Ro8CWWZY62lyHO63UMGw55DeWtHGKwlriDWxo1djHHZFwJBq9VmMslmFEXnMjiODJc/JWIUM93D4YwvIIzGFkNCURIFAc+eqfGVSyF3twQnFiSBgu+8dcTdXptuf+ScWSgiP+DalUusrJ7j4bs32d48/JnP1WcWAHJmfYh8J7jxcMxnT2uK6YQiKJB33uD84Wt84xs1olgxTSe0pgmh9Eh1RKxyMjtEo2h0znFn4yN+dHuJSB1w/UKDQX9Cb+QADEXpbhqLl5a5N2yyudPi3kcfcGNtkdpyiyq9T9vPWTg9j7h4guvPrTDftPwv/+qQ1ITIpCBvW7woZbkm6D00lN2AZlJRTqcUOGuKktKpjPVx9X9sAhGzNo5rjelC01Yw51vm6jH+MCOv+eSVQdsC0Qi4vS84mji2eTaxhKGHUh7TomJpVfP8epOVIMLIklYU8i9+Mub24Wt05zWPbvUZt9oM+hmPX+2xrOZ4MPQ4eG3CM2tdPtnN2ZQ1fvzBmK9/YYrv1RBeSKZKXt6PaP35Lv+FF9FYNLRXYm6cavFJ5fH+TkVXJ/zZrU94loqPH4X8m3s1kjm4t2f5cNjkT39s+LUXPX74QZfVsMm7d8bEXkx/5QSTqIZaWGD+qUssXD1DrXOMCXUbp8GSWfDrNb7yP/8+r3/0PkVU8VynYv3z13jjo5t8srnzt7j9/fWX9NxcXlfaKY+lot1sEcURcRThSRciI6zAGiizisfbe2TZ5gySI6isJgoDpPKYphl5d4TpDgjjEBGHxGs+SbuFMoaeLqklETrPWDl7CqMNSRyTDoYgBYUuqKRltHdE88QytYU2a1IwPOzS3TvCW15gOBgiooCpAD2ZUtRCuocu6zzPNaPBmNEkJYoT2o0WhDmBd8Ty/Aqnnr5B1Og8uX38NCbVChcLLABPKE6fWceaEjXNCfwGSbOOH/pUWUaQJHh+4JLeiilGa/qDMVLAZDylMa8JgxBrpbuZewZdFVjpUc42QM/ziGsJ42GPyTRlPJnQrtURUmJsTuh7nDl5gmuXLrG1s8vND2+xurLIeDRhOBzywheeZ2trkziOnQZDKaLIFTGrnTrDrCD2FdJUdKIA3xPUQw/fiyit5MRcAyUFtdgnVIpJOnE5H0KgdYG7GMxsaFY4T7svOHfmJI16jYXOLw4H4MTaSTw/4PLlaxgh8eMQiUFWBVoIyqpC4iF2H6HCALW0RHG0jx1k6JUVKiXxK036rT9hctRH1WvI3/omplFDHB6i/tm/puoO8S5ewfyTf4jwFfnuAfmP3kJXltrzz6FW51FZRlqU6NEEPZ4isxyZuYNwOi1hWoA2xMLNz21RuU6sEZgZclpPU2wJNvAQ0sdog05Th7VOEqwUyDRn2hsSakHZqCF0Cd0e0zii6vcQk4JSKESpKauc+ONbROMBDPuopz5PY24Z2z/CCEPR7OAPxvSXT1GFlkwbAm3JKrd3ozVGechpxaicEjYT0nIK5YSs0EymGYHvk+cp7XaHbDpAWBcGhpCuU2Qcr6WsHJDHGKdzSGp1as0W+/tdsJ+Om6XVxI0aCNw+5AdIKcgmKXuPHtGIBcPegMiraPiaEws+XzsrSTzByaUJNpX82Y83eWc3ITUV1qQEYQPpufHknQcPGPRGHNx6laP+3s98rj6zAJjzJJmAaVlBEpFrjYojZFmiBejpmGj7A1782jqlGPKTlzc57JXU5papRyVyMETtHtIUoFUdMxqS2JS7Gz1Onl3m2Wc7XHjhJXZ3B8zHXXplk/m1M5w9W7C1n/HWW28xPdzh+6+NuXo648bnrxBQkA73sbHBNnx+9ZtneeXNPo+lobPusXalwzRLabYSPvnjbb78TMDZy8v8b//6iJ2UWYjIp17PIAydErayICzWaOwsj3xSae7ujah7WzRDj1CFRA1BNakIQ4+5pRhbq9Od7jMYjjGzvo+pNCqquLxaZ94IbJZTSkuoBPuZ4Gga8dxXGnTONVjxFMPuAKkVr/6ohxGC3aHl3390SOtUnXGZ8uonUx5uHXLxZEXphWjfUCifB4nlla1HfFXW6fiwkBi+93EPT/msPDPPqy9P2RsnSLvI5PPneGX6gGzO2dv+5MEeB9mU732Q8fTpBh890FSdhMbnrlI/t4aXhHROLhM3HBPeVJoyEDPIh0QgSANJeuYURk+5v7fFB1nBer3J6m9+ifdu3fvb2fn+hkuYnNGgy3SS4SnJ+oVzhGFIksSMu32K8YSwM09/a5f0sEft+WdASjf/FXBwcERVVYRL8xhbUatF1IOQeHWJIs0Y7x6gx1OitWW0EMwtzpG06hw92qO+ME9/74AsTQFBNN8mWW5TW12lHE5Js4rKWtLKYOsN8v6Ujz+8x2Q8gcAnmZtDG8vhxhZ+lHD9hWdotOc5d/EKSnqEUYgfORvshpZcvnGdaGEJ4YUopZ6ErxwHohhTUcwcENYY2nPzDHv7KD+lFCFJq4kf+ORGu8jvomB/Zw9d5IyHA/wwYX55HiUVVZYRhi6CViufwFOUeY6X+GRZNpstW+pJwh6CaTohz1O8dhuEs+K98PkbNBtNoiimNxjweHvHqasNXL60zv7BEUJKmq2Gs6BJQRCFCE+hfEtkHKddWEstDmi36njKYEyJCkKkH7K0sOwCjvyI+ZVTBH4wA9m4AsXMWPNK+CCMs8FqQ6fV4LkbT/+8H98nq72wwiTLGZUWDh5T/uQNimyCForg1/4BJvBQVUr2H75N0Kgz9+tfJ/3ej5k83Kf2X/+XmFpAVVQM3/sA2xsSLCwTDVNMEuFXhklRoodjvKMeQZYjrMUgGFQVOq+Q4ylBlkFZMTbOCuxNM4KqxNcFWgp0lWMKlxNjZoFN1mgK38cLfayn8HRJbg1lqwWL88g0RXuWcr5N+YVreJfOMJ6MEYUlffFpplWF16iTPbyPiDzE1bOIMqW2ukalFFIbTH8AowmZMVRJA6l8rJSoQZ/kW/8Wm8RkT11h9xu/ijA5q8WUwEoCBAt1j+k0JbMjjC3YGxzRliV5lqG1Jo5rjAY9Wq054rjGdJKiq4IokFQl+IFP6Ems0ZRFSZZnswwB53Q4cfESk/GUWhJQ5CVRXENrpxOIogSEoNCaPC8wlWZn+zHNdoPQK0kzH90TLLYkv35Dcna+j8BDZAkvv9PjncchI1OnP+iSZxoV5oRxjB8F3Hu4wQO1RTHM6A/+n2bL4/XZJMDDI+xchyjy0b4ApfC0xfNcuE4tTVk50WTqRfz4BxtsN79E85eeJd3dIt3eYlGkrKx1WFq5SKl9gjuvIFOfNx/exV8LoX2ahUbA8lrCqaU5fL9OPSp543s32byXUewd8MXPJZw4naBamnff/QRfCM6frROMdhGmRmsh5B/+dod3AkOvzInjiqX1kHQz57+60eabX6xzUAn+aZZij/nPruTH4uw1ESGB8imr8onAC2FJjeDHjwfspSWn6x6LiaKRKDotn/nVNo0kQkyc0ttog7WaUki0Lrm0ELMqFDID61mSKKDyPIS2dPcFN384Ip8K8EasnmiRLEoufnWR3viAux8K5q4v0Fnzyd6b0Jv4/Ic3jvhv52BiI5hbQuwdcP0LV4kuj/jj793mN4zCDjUHtwuWzzbJMkuxdoPoxhepnVxjvRkx2dmjzAoWNrY4vDPPd6ZjxosZP5oK9Oll5i+dZ+3zF0jWV5BJjBUC3w/QVUVhNLLiCVnLCtjJSr733mPyQqCSFt+PIFlu8mEaMH3x3N/e7vc3WOPDx2SjIzZu3acuLOtfugFRQJzUGe8ekB30yGWAyis6zQaetQjfQyiF5/sgJP1unziKKbKCdqMOxpIeDZke9pg7s4JfC5n2e5RlSeVJbBCweHHdiYMin6wsybH4SUI51aR5RpEXiI1DpO8jlLMbnX5mlXw45v4Ht9h+vMOp80/x+N59vvG1r7G5+QiTac5fu0Toe/Q2t5lbaaOlpDseIz03trKzUZrRPAlTCQIfIcGTAVJAWTrCXhjHCCFpxBHbw4w8nVIVit7+oQOACYnOC4IwpNKGRhJTa3eIazWU5xPWakhAVTm+LdFlQeQHeJ5PUeQURUE9DqmMoShKRoMJk0bmFNtGs39wwPbOLs1Gk6qquHL5HMtLi/S6fVaWl0iznNt3HvDsMymeXEAJSRxGxI0WwWTK4okmnU6LvMgpjSUMa4RxRNKoE9dqNBoNOo0Wge8cHk4HNMEUFXI8wNaarqC1AiElSgg01vF/Skte/OLkAWy88g723Gm0NYjxmOEr30cbixU+81/8ZWyrjhSWKVAejKhnU3QUUowmyP4QowSl0ZRh6A7n0Rh/PIGySSV8dBCQG0Pe7yPLEpSkEpISyAx4gyFJmaO0Rq/MY0OffL4Jox42zRE3niZcmEfHPvLrX2THTMg/+pBaI0b//u8xyqYw2Kd+b8pu0cP+zhdZPbHK7Vvv0usecWptjezvPcv7N9/n5KsV8/NLvNF/TLvZ4Wz3iHe+8zr1WsKz15+FUnJ09SIcHZKkY+aExFtbJdneJRW+G+kag3i8g+xNsP0B6vw5shImNqFVCVZvvY5pNPh7K2voSDGcSlCKerPFwVGX5cUFpvkAXWnazSZZntOe77D54D7ZNHvi9YujCN/30KWL2A4Cjzwr3GUQg5QeAmeLTJIW3aNDdvf20GVOq9kkywu2dvcZjKcIocgmAzxliOKIcb9PwJTffWmekx3LOFeMM8sPb27y1r0phb9G1j+iLN1YKxCWUAqKLGducREhIJ+kZJ9hZvlsG+AoRc0vYAOJsAbfOjHJtJhihUBFHntHA956eRt15nOsLpxBvPknnBtvcvX8GqsvXKYUknGqybKSne0IXUmeWpR88M4HNMQhX/7CKmE9YG9fUakuvYHiuz/Yp7s14cYlyZcuRPRVzunTLdrhOh9+MuZf/fsf8PdfaLI0N0XNL/PU5Q6fPBww8itWz/rYXNOYFHTqEY8PDZktqMpjU8jM7gJPbkdlUSB9F5Di7FkGl8mbMygkH+2POBgHrM9FnJERtTnFNLdsbff4cGtKXlZ4nkIbGJcFi4nhqaWAoCopSh9pDYkCtKbMBhR5yP4DSaNesrQec+/2mDhWNDoB68802bhzRKfpuWhMbTCqYlBb5L17BQepJCsylBmzeiJhmG3y9nZJLaroVIJsnHN+fY672ykrX36JhWcuoIoJ1aMHqMKwdOE0nVNzTK+cojQetshRVA59utyg3mxQBDWM52NnbSxtBEVV4eFAGMpzwslAV+i0QtuAyyfOsrjS4lbg09tOCH5BGCrSltR8ycJcE7KM4eYO7UtnkJ4kCHyWzq8zfLxP0qyhrIuLLicTavU6ceiAQbZZx5OKwTTFUzMWvnKY52lvSHFQIMOAuNXk8cERh7fuUpWGLMvxw4CL167R7izTbLZodtqEYUzgOzW6H4QYWzIeHBKFPo8fPWZuZYVuf0K90WHt9Gk6Cx2W1pb5zp/+JcnCIteuXWa4e8Bge5vaQptyNMW3jnaINXjKpbhJXBEADt9a6srhiYUjUzabbbSGQCqkMfieT1JvEJ0JGQ16WM9jYWkZU1U0Oy38OCFOEoSJMJVTNx9Htrpc+YowCCnK8snvVjBz11RlyXgyJc9KhKxg5lufZFNQHlYbOs0m/X6fRiNhc/MRo8EITwl6/R7arFFmJUmScOWZz7F85jRRmNBqd1CzC0nohyAMpnTe6la7RS0M8SY98vsfoscD0qzEFBq7fArvwg1KAdpYhDBUVcntu3fZ2d1jbXWBbrf/8314f2rlDzfwzpzEDeACSt9HpAVWVJg0xTYSjABTr5PuPsZmKWUYUhUZVXeI6DSpDMh6zXU9igw9mSKNwSqJ7LRRrTE2qaPLnMpW6FYd/5tfo6o046bHeGuT0A/YPDlHOl9n/f9m7s2e7LqyO71vn33mc+ebeXNOAIkhMQ8EQIBDzaxR1V1SqzrUcrflcEc4bIf/E7852n5xhMMv7o5oW7JKUks1kmKRRbIIEBNJAIkx5znz5p3PuM/xw7mAHeEuPpQqpNov+ZgZmTv3XXvt9fu+2VHiRw9ZevaMQqnExdlxDAHi6CwPH37O6uoaszMzNBrj3Pr8cxQpl6+8wsLjZ2ysb3LuzBkKnsetW3d5vrTK+XNn2drdY21rizeuXSdJ4fOHD7BcB69YYGd/n84gYGN5kdnjx2i19/n804+5cPEyZ779LeLNTbxKBTeJkLpFsreHmylEpkG1TqNexk8i3KeblN/7AC3yKR2aoPcnf0bp0BxRkCeuxssj+CaUZIHm6h6a5WFmAX6vj6XraJpOEPrYlg3DuQBNaPlUv0rRTSM3bxqScqVGlAlUErO9scPzZwsYpqBaKhL2OySJomxr2LrNfqtH4A9QqeKg2UE3YHR8jNW9EJVF1Ioad5+EvPfZLok9STDo0R/0KZfLEEekqaBULFMqlzEdhzAM2FM7FEreb9xXXzwDUMhbFCn/bztRiDwbPfAHhIZL8eQbhL0D/K09Zu79r3zvShVz/AJCF0Qiw4pinL0N3v3oPnt7PeaPTdHd2cJyFZvPN3h7ENOYnWC/06XZ7LO71WVKT/mj7zZ4tLBBUSUUzQH9rSaVquLSya/yyb1d/uf/+yb/xTfGmLdLFKSP5YcYZkZzNSRY7nC05/HrjQPc2MWr6Ti2SxAmxCqHs+QJmQyRQUo2HHiMsS3z/9MyzQcHA2BDBfRixUGUse2n6FpIuxMQBOQtHXLYS60AXz9Zo2om9PoZYRDiuBqGgCRJuTqjs9Nt8XxfsngvxnPHGD9hsL7eZG87pFatkGkJrq2zH7ZIlKI+qvHqWzP88u0nPFxMiJtNJkd1rMouKw/aNNstDsZnuHeviyx6RJ2IznbMROc51r1P6a8tsfr5Bp3BNJP/7E3OfukV+jUbFWVIEgwzp20pTQNpYskc+JSSR4cM3cDQ9RySIUBlKZmm4xYsTs3V8UPFRMWhVPDw17Y5HXtEeuF3ewL+lktKjajXo1hwiaRGZ7dJaWac1EuxbBunXKQ2OUq71aa9uokWhlhuiSSO8yI/U9i2JCNGyJT1zS12dndIyV0ZrYMO3V6XOE4gA0WGoec3Tl03mZ07wuWr16nVG/mhYFovVadqyPDe29vm6dNFLNtj5dECY4bLV772FZ4+eUx5fJRH9x9xbGqCY40GT58scfLsaY596Tr+zjb7GxtIy+Tw1StIt0AUR5iON5Sq5KArMcz752rfiEQpgiAcqoAlUgo8y8JyXRzPxVcZhVIJp1jOGRpKYRkahmHhmDq2aSOiGJGlZCoBkWBKjSxLchrdsCAAMA2J1CRRHJOoFN3Qhz+XpFat0Gq3GWg+RbdAuVxCmpLpqQlUpADBpYtnKBbtPCdNRhxHjI6OUCwX0HULx3FyRa4hsaROphKi/S108viZGPTwP3kbb2wG8/zrhKlG69b7pCrKQTRpSt/v0+71efjwGYuLy3R7XZ499/jhH37nn2rb/v9W3NzBGHYthWlhjI4RLS2BkERLi5gjo6BlyHqd6LNHaHFIWi6R6RpJt4ORJWgZaOdPodcrKNMkssCMfDItpfPGBaIrJynWRtlv77K89JwsTDk/dYJaJ2blyTJrD55ROTHD8s4Oq6urrDd3uXTpEmEQsbe7yMkT8yxurDI5OcPExDQLC0/55PYdLl26RL0xxp07t4hVzCuvXGFrc5vbd+7w+uuvMz09w8KjB7iOxeVXrvDxB7/i3t27nD13Mbc4fv4pl6+8ilsq0w8jVtbWODx/jOPzJ3mycJ+P3n+Pwne+z/2lFfz+Pd5AY2RqBr3gop07jbW2hrJMLMfEFh5G/1P0gY+ZKUSUYJQrGKUybqFM+t57aE8+I5udI56ZoHx8nlY/Jo77DLY2yciYOH6UvY0NlD8gCX2ENHMQU5yg6RLfDzA0jXKtxkF3QPNgn0zFLDxYYHtrjVq1hMwySgUPKcCzTUbsMofGxxgMxnN08P4BkaZR8mC/lbC4FlErwN1nHQ6SAnEcEHb2mJycYnJiiiwMSchTMvawCO/0eji2he3+ljHApOCiGJLzsjwiF6dRjhFVEaFQ2EaB9Rtv87XCc954vY5mORx0OxhCYTU3WX+6zU4vYeJQnddeO8nOyg69PYMTDYtJN2LpoMPKvZD1Vo8zJ6ocmZBMj+jMHi3RyXT+7t0l/vSP59FlmUSP8PqLfPNLX+LO4y3+8qNt/od6mbLuMzXr0AsGrD7yMRbh2WBA0daZnnTo9Afow9y2IH3JvxbkH/55mCk3ZGVxjKFLbNMaQoJegDUUgzhlpTlgp+1jSh2JxBA6oYpJRMKoo3hjrs5MAVoDQd+PQWikpAQqoVxxGfck/9XXRlAy5u/vDXj77lPCdIzp+RLN/ZDN1SZCS5GmJApTpKY4PlcCO2Yx1Li/sU/Qdpm65KGyFpsrHbyyTqAF7PZjum3JZ/dWqE+UsA9+QkloBG1FZ7XLzm7G/A8L+ElCIkEzJWYmkFKQGpAh8KOINExIhUSXFpomkSIvllSi8sEeTaCIECLl1EwBkeW6WBX0ef4XP2Pnk/vIQxPwJ//sd3X+/dYr6g0oegX8KMGQAtPUifs+ViEk7PXQCxa+CumFAe7UBOqDs8IAACAASURBVO3BgO7iCp1ulzAMabfb9Pt90iyXQqkhbU2aJioFzdARuo5u5D4BE4EpJU7fZ7ToMTY+ipR5FjcnnuU3gyRJUEoxGAx4/nSZ/nYLnxaHZ2cJW10OnTmJIOHh02dMHDnE49VNeiphcnqc3v4ea0/yW1dj7jBOoQiaRIjcNZCmQxGLyEiSHEWapoooGfIwggCyvDjQDQNSha1LTGlimzZmUYNQw7F1NFJkKkilQxT08ZtN9sKIXqdDgiBMcpHWyclxxg2HJIkB7aUxTtNAiJQwihn4PkEY5jpaKbEsm7HRBpqhY0iDMDFodTpsbOyQqpTNjS3CKORLb1zBkALXsrB0DdvQMYwChm5C7GMYFkh9GH/LCNYfY9SmUPEIWZKQqRhj9iSRW887OiPj7Dx9iG80WN87YGltg1ilLC+t4nkur1w6x/0Hj1hZ3fqn3r4vl2gfoA189IKHcD2KR4/gBz6yWER3LKoVjzSNSS6ew5ptUBpxULVR5L/+IwLTYm99kUGvz/jsFNbxIywtPibafEap32Sk0eDh4iLdbo9SaYep6SmCXsi1aJJrvXFK0iKdOcpe1ufd/cfI2SP4vs/W1iaffaZz8uQpFheXCMOAxcVFxsenaDQaXLx4kV998D5379zm2rXXOH1qnpXVFZ4/fcrVK5d59HCBhwsLXLxwgSgJ2dhYY3ximktXLvP40X1aB/tcu3qde5/dYX9nm6vXrtPtdXn9K1+iWq4itIxr19/k/V/+jE8/u8Px+bP86pfv8N777/D6V77OnYUHeKbO1e9+h/L0YYzmLq5bRvN7LwmCqlAkcwpoCtIsQX/2jPLde2Sf3yeamcT4t/8dVsUlDvoEhRLjScLuoEu/F7K0sYmlg2mmQ6qkehlLLVYqlOujbG8sEYQRjx89otft4Hk2Qmjs7u7T7/VwXIcszYjjBNuySBKFYVhMT06ABq4ZEwYFtjo7rK/usD/ISDVJv7dN2fUol0rYlkWgEtI4Jgp84hfzC6aBUS69gJv+Z9cXFgBimPuVWkoch2gqxRCQxgFaMECqkO6v3+Ga/pQvvT5C0k/Yi9vYbkRzYYN7H2xw+OIYs98+iiMKmEmJfXPA7PE5Rp2Q9achl+slYs1kNa1w/toc7WePiFODwnSFE3aBG7c3+Pvb23zvmxVEWCByNpkuTPPKuVO898kGSyt7zBY0lp53eLAasLfiYw4EjZLJW18rUSvFhEFC0YXdVpJnf4fZ2CxNc5KVNuRKZxlxkvsBYk1hGPoQJCLQhE6WpUQpRCpFy8IcsTh0JBwrw3fnR5kt6PQiQT9ISFKB1PODNlIZZAmtMOLoUcncfIk3v1Ln+tv7/I8/OuDOooFXcwh6CYaUaMMnBcuEs2frdKOAnd6AYsOgN1DUJyw6QY/9DZ8jhyvITGdv10dIydnTdQ6fGUe4HfaWE7Y2B3Q7GtbUKGbDIQkGaIZJGgZ0Wh2koVEYb2AMt0T7oIUWZyTVCpplkCmFGlLRhMxlE5ptEQstbysr0FKJSjPSokFvewvH/v3QASMyyo0qntAY9AfIJGNva4etQR/LdDjYPiBJQWg6ARorm/s8XniIRt5KTtt9bNdBhDGGUrhCQBgTV4oYhoXhemhCwx6pY1oWaadLoVhCtA4wJdi6JApzlC8ITE3PI2hJwtLz59z+8Canz5/DqlbQsoxOq4Vb9Hh84ya1coEsg3KtyudPFilKgbO1y+drW+hZwtKDJ3z1j74PQkPXDYQ0yIR8yU7vdrrDLHSeSTZMg1QlxInCNu1hMWIS9nuMlR0y+mT7A5IgoN/v0IwVgygkTFLanS7Syr+H0CS9TgfLKWC7HrrUyXSDOI5AKaRlYdkOURji2HnUMk4SkkTlN3mhkSS5ja5YLKFpUCyUkLpkcnIc2zIxdYPdnT02NtfxXBvPsXDCHunKc7TDp9Gro+gkDG6/izF7CjF7Io/wZil6GuMWCijdICXFqjbo3P81xsxpYlJaQcgvH22zv/QegyAhShSOa3P40CSnThzl8OwRjsxOUXB/M0HtH3uNv/EqVr2MLBZw5QD/W2+wf/4okeYwOjuLZQk++tXH7OxsUSsWuTZynHLRIjMd2rtNHj15xMHuHouFIhdfuUyxWGajvc5aZxmVpRw5eozPP/uMtfV1BoM+Z0fmeLN5iEJfR8YJmWkxVWzwg2qB/7R7m5Pzp3iqSw4OmqysLHHu3Bl00+Ts2fMUPZc4Tjh+fJ44ifnk9k3W1lZ4/bU3sSyLTqfL9NQsBdtmY2+HQrHMq69eY319nfrICOVikXKpQsExKY00qI+NYxmC0sEAbRCw58rcKZAJ6o0Gh4+d5NbHH9AYHef4ybPcv3uTxacLjIyNc+vGr0jJuOKVePT2z3HHx5ivVJh88w289U3U5GHUkEYokhR9ezsHJKUxqlJCL1WQhoVwiySLq2R3PqZw5TK9w/Pc/fgGpkwpuMnLPa6bNrZjDwvvkJFqiSSOSA9N0+60CcKQXj+Po/YGAwZBgG1ZpImipdo5qElq6Iaed8QMF0dqzE57FEo1ipU+zU4P15G4lkscBezt7yClPsRfm/ksUpJgmDrlootn2r9xX33hKd0RKYbI0LIMXRMkqSDVJGEq8htPd5/KzkO+/p0ZtKBDGISYTpk7Hz3nl3+/zZVLRWbemMV1SzCQbDcP6OxtceW1K6h+j81tn/GpCt1BhublqNCCFbG6tINZsnDwOHVxnr/86HN65gp/+I1xPF0ikiXOzx7h43sWC4t96uOCr1Rc/OeKJ0IwMgbfeqPGmxddPBWyvBpT8kyEFoHImdKapuUfZsObilKKF3Rq0hwJFMd5VliIdKipzHL86QtcplJYuuDihMe3jhaZKWjESYYfJoQhpGmGIUQue8kyhFKM1yUj0wbSsygVJX/wBxrFaou/+GmLtx/E9DUTp0juclYZtpUyNuPQ6gZkScLs0VGaW01qowbdvk9vN8K5aNNtZkgtYeZojanDDdaf7+EUNNYeB/T3FcKscOjLV7EcnaTnY1gJKMX+0jO2Hz3nxHe/Q2G0Rpoo2s8XaS485dC330JpgixKyBR0t3cwLYM4jnGrNbyZaYSWEYYRcX+AUSxy+Htf5eDuAv39/u/s8PuHrGYvouf3iBRI3cB2XbzDJ3Bci3K5iu3mdrs0CrBLZRoTkzksJU3oLK9ysNZEKNCEjnAcrH6ILFRRuo5VLIBbwPYKgIZXrqHqI5RKZcL1dbRUYeg2qJQ0Uags17VGccytGzfYuXUXoztgQ0KhUGBifIzt1WXKjQbPNldZ7/c4fvEcyUGLhhA0GpOMHZ6iWKtAnHDz7ffpRSm2MMkSQbFYRAiNMIpJohhNNyi7RfzQH+KMod8f4HlejnTVddxCkX63w972PksHB0jDRshcKex5Hk6hgqVplCwPJQSJSocq4wTDzijWaliGidBTkjQiiSOEbr5Eoob+AOUHrK3vUysVOX/+LMVigTAI0fVcmpRlGZZpIWWGZdhYlo0UKaP1KuWii9AUupbB1g7Ro5vI/gGFV76GSCOy7WeIicNoQuTdqSxFL1TRUoXUdQwtITUkveVHDDaXCKOIXi9Axj69QFKsjXKkXiOKAi6+coZD09OY0qJS8si03zw9/Y+9tmoenYe3sAyDsydm6fc7PFpdQyWK3eYOcydOMzM7Q6/bZWVjmxMnjiOclJWVNcbHp7h69Tq3b91gf3uLD95/l4tXrjIxOcXy0nOWlxYZnwiZPznPwwcPOGju0w/LePpx0kQjKehIXZJpgqJb4U1xhj/vf8KFC5fY3F6n4BUoODbpYEDJsvAHPbyixHY9zh49ylwxp5gW6g2uX3sDfXMLa69JvT7C8XPnsEOF/tP3mRMazqtzUC4zc3+Z7ONfI775Os3Tc9T2msj/+HMqIyUWL01TH228HFA+c/IkW2trPH64wLU3v8z26Di3b97grW//cw7PzbOxtcFOe5dCtcx77/09a8fm+MqXvsH++CiuY1PeWmO0MoIdRpj9Xm72zATZ5BTpcM4FBM7Dh+iffkp87BBbOz2yTOUT/HGM1CVewSPNBLXRCU5fvEylPk61XscyJL1Oi7s3b3D3k1v0Omv0Ap8XbOGC5xEZMWT586GeSaIkJgN6Pf1ldLVaLGIbFgWvQLPbI0rSobdADrXk2RBPLnj11atMjo3T3twmDX7zWfyFBYA5OEC3S2BYJJlAs/Lcoi40dOXT+mSJNxsCmfUJmi0iw+RnP3rGe/e7HGk4vPlmDdt1sHQDn4y7nzzi0rlZMkdna7GJKnvYoyZrT7cZaYxRqdr4Vhm11me3HVIbG+HilSo/e7DCTxdCSuUWP3hrDKl1OFI+wp+erHFuxKduRHTTkP/6uyNklk3ZyihVQgoVg7QdIrKYSKmh2AVemJ9eyBmyF4SnF7KLYXb6RWGQw8/ygThdvkCIQtHVuDBh8625IjVdoaUQpxpRGA01VXkeOkIhM4kepRyfMnGLNplukGUKs2DzjTernJtxqPyHFv/HHYnKAlIt59S7JR27krL4PMB2TLIswrASzAoctBVxnJIasLOUMDpdwnAtHn++RbsZYmgZna7CtCX2oQZj548jdJvm0jI7t+8xcvI4chCy/fEtPK+IWSgShgMKlsvG+zdACQrFImv3biOloN/s4BYdOvv7mJUGR771dWqnTxInivbnd9HsAlPf+Cpn/u0PWb218Ds8/n77NXfyMrqmkaQK03FzXW+pkA+vpQKvUkWFEasPHjA+PYuanWVzYx3CAU6cMNg9AMdBq49guBbWzj7SsnNKXqkAxQJufRRDEyQb27kwKwgQ+wcE7S7RSJlwEORPKEoRhSEIDcvQmRhrcPoHl7j74Q26cUy6tIwmJU8ePUZIE02z8CybtSfLXPrqVylVK2wvL2MVy1imjVks0e0FTExbZElKHCW8IIuYlomtSZRKMYxcapQk+RBd3tWTqCTGK5XYXFvJZSyWi+56FIdv/6ZpDm1uOVRmY2ObMIzJ0hRTN/F7feJhNKxvQsHS8Ps9/FghBAQDn2ePF9haXmIQhAwGPv3+gJ7vYxkGKokxTR2pyaF4RuUdOlIMQwPbxrQs4iQgifoIFHZjEkOXxKsL4DroWgq6IEvVMNGvIW2XqLWPUZ8keHYDcbBL+co3EXaB0O8jt9c4by2gh2VOnLuIaTrouk59pIpj26RxkpvgXmph/+mXsEz6a026Scwn3QPOnZrn3KmTLDx5SvugyYN7n3DixEkunT/FnbuKKE5ZWd/k2fNFRhsTjDUmuP7qG9y9c4Pt9XVufvQhZ89e4PChI6yur7C9uQ5pxukzZ3j6+AnlgQ0J6IOEzDNQ4w5pO0ZpMFZvcF6bYjPpcerkeVxdQ//kM/SdPcxL50hPz1EeHcO1bMTtB4h3bqCmG7T/5Qhlx6P44SOSh4sYf/wN5MWLZJs7RAtL6PUqmVIkYcjA0UmPTBLYgqDb4aDTJDrRoKUnLG9ucPz0WSqVMkm3T/3OPb5/9AgrMqcZnjh3kcfPnvLp53d45fJ13l5d5uYHH3H1y1+mVBvhoLnHfmufQQQ3736MeesmX/72tylmLubVK9T39jF3d2BshpQ8Gq75CayvkZgGvVKF5x9/ytr6KipNcByH2ckJdNvm2PwpTl68jleqkaqMRGWUSg7lWpnayBiatPjFT35Ep9clThS61BkIH70kcR2HOE4IoohUJYRhiK4bwzkdiW1ZSKlh6zpammO6X/A2kiTBMp18oF1LKRVtxiYazMzOkn6BmfWLOQC/vkH37CXS2giZ0NC1BEPL1Yq6gL2tDerHLbR+H1yLG+91+PG9DmbB5PrZEoVqiQ4aqhPwydvL1CqKwuw00WCT5s4aR6+dpVjS6T/fZlT4KDFAczWswiiPHj3jWqOOV/coW/BsN+YX721zfG6CiyehrO9zadxgvNJC0xLCbsrYVIZTtxBZQpZkSFMgCpJqwaBopug6qKHDOk2HIgzESwSwNvRkk+UiJABNM3nhoLZME90wCYOAim3wxuEyr08KKoZAKZ04FfhhQt+PyHKMEkpk6Fo+oX2w3+a1q1WEnuU3fCHQ0gBcyehhyVuX4eePE/YExFpMHCm8iklihuzt9CjZJr0gwTBAeikH2xGpkTLwu+xtdSiPlFhb6ZMmIXbRojiiU5yyEG4Dq/EalaNTZHEApknn6TKD5Q2KXolipc7ujVt0t/fQbJPaqTM4jTGccpm9xWdkSsPwPCqnZ2mcnqO/tkWgmRwsrRPu7DN64RzL77yLqbkcvv4a5XMncU8e/V2ef7/1KnsF9heXSOMcZxr5Ifb8MdxKiWe/+ojDFy+iex6uZWPYFlVZpVKuQGxj6RorHR/NK+BWK1iOhTE9g9hvohaeYLgOolxGt/R8wGowIBl0iS0HI82QE+PglXMhUJZBluIHg7yaH6myvbqO74eMTUyiBj5PHj1CZglzZ06zv7LJ+ESdSm2E/miTJIr59MYNth89wip4zJw4gVurcu/WbQ7PzWA5Tu4BHwpdXmBGQWCZFt1OFyEydN3MYUBDzasmc3SvZ9tYYUq32yNVWQ4v6vbpdHuoOOTI3CxpHJIhMEyTdnMfyzBIkxRMnUzXXkYQDT1/LnMcm3PnzvHs6QpxmmKaBtvbO9RH6liWmd9shhCuMAowDEmcpOhS5tEp3YQkxbRssiQk1HT2BoBVIL57l6qnM+p4oBJEEucgHwRGocLgyWc404fwN1Zwj19Bmz1HlkE6GOAHGct7tzh2ep6xxghppiF1k1QIfD9CapJMSFT8+xMDnJ6YoVap8OTze7Q6HW7eu8fRuWOcP3+ehUePaR/s8+Dzz5gZH+XK+dMYxRF2m3scPnoETWr0um00KZg/dRopJe2DJpubq4w2LjJ37DhJGCJ1g6pX5PzJM9R2BY/7PmOBSX07JfMTpBBoRowQGZWFRfbNA+R3GkhA7/SI+j6DXo/0oEmhXCNLYnwTODxCWCsS7GyyHiviYyWi+hHC/ibRX/yfOVRu1iJIDsj+/N+Tpin+oIeGgXlnG5VkdPptTCmHtmDBe+/8nOkjx5mq1jm0vc3xjUXKow0+nT/J2MgY/+ZP/oy9nbw7ce7SNd59+6fot25y7vwrvPPzH/N3f/tXvPXdf06YZHz40fs4RZf5Yxf48NMb2I7FtVcuMzPSwGju4zgO1k4LWh2iep1dpbG8vESsFG7BpVLwuHD5KjNHT9GYnMEadhWTLKbV7mDoGlIK3ILF1evXuXvrJr1+j7jTyYVjRq6fDsM8OqWUgiwjHkZppdQxLQupScgEuwct4hRUojCGavE0TdFEhmUKJibGcSwDLY0xdYfM/C1TAMbNO5SfbdG5dIFoega94pKSokRCFvvYaoCppSRRwG7P4terisRxmLTg2JhGMwxIWy0+/PEqlt/ijR9eR8kB0cEKdsPBLEnCFHylUJmRc5X1jEyk9AcR/Y7P2tKAwY7E3asRugk3313ixNhRjPQBuuVjjpcQWorI+ui6gCQAmbdMSFM022KqofP1cxWebIY0OwKVJbm7WjG8ceTGqAzx0uP+4mkAGPIDcsyjJsDUdU6MFLg0alCz8iHCMEzo+QldPyaIcwGF1LUh1jLiyark/FzG8RMFjKGdKY0jsigFqUjRqBeKXJve5hc7CaEWAgJpp/hZRns/opSW2W53kAborobfiRFKY38rIEsN9rYHeBULu6TjegaGnuH7Am36Eo0LlxGuiYygOj3J+f/yj7n1v/xvhAdtTv2bPybp9ZGmg2ZLnv39R3hTVdI4RNMl8SBk7vvfoLvbYeTKJTJjgcnzZ9CCkKW/+U+kKmHs3Dn27i2wt7nCyOxhVKv9Dz/1fgerUClhzx1m5/Fjent7jB4+RNzvkkhJ0u0S97s5GlpAlmkw5P4jQWQFrEoB3SthFzwEGdIwscbHSRbXIc6Gw3f5m52oVdB1DQYBumeTGTqZYZGSIqTEsayXghVGBNsFj4OVNVQYEO7sMnHsOKOVAq21Tc5cvUzY62G5HosLjyg1W0wePozaa2GgEYUxc0fnWF9cxg8jvFIZXZpk2QvIVU4ci+NkmOAhnxMYOttfFAC5bBVs0yAOfLqtLoNuH9MwkFouFRJDQUyxXMEpV7Ask/pIldAP8IoFTMfGMjQcLb/B65ZBHOZT9sVimUq1zM5Bi1ybmotpkiTJ5WdRnLc9TQ2VKXw/IE5CRkZqqETRPGixvbuNY+isLu6y9Gyf6ZMTZPoY91fWuH5qnEm/h4hjdEuSqhhhWcTdA/oby0T9Pvhd4r09BJI4DkkODjhRkIzKkFQKTM9DN22yLKPdbmFaFp5bQP0edQB+/d47nDh9lguvvsmDuzfpt5ssLT2n3uty8uQp1teW2N/bZ6t5gFOpUyiWqWaAimk1d7AMG80wsC2H40ePkQVB7rAvlLC8Impvj+TmXegNMI8cZ2myxmbylOlQcjqeohaMoAMyA6FrFGsTdO2UweYavV6Xnh0T1A38xYeIpc+p1uqoJP97SikRW7uw9Yzt3QOkSLFtiyxRGLqOZeW+iTRJcV0X3TSGBj5FHAZ0/RAyqNTKQ9NkyNrqCqurK3iFCo1yiWNTMxTdIrc/f8i1Vz0mk4CzvYD+3hb24UPEX/kam6uLGKZkbv4MP//ZX2PaHq9e+xLPnz/n07t3mTtynENH5vnZL/6Wnd1d/qg2wvbWHv6gw2x9hGNvvorueuzst+kc7CMExFGCoRlsbW0zdugEQjPJACUBJYjCiP39Nrpu4nrgeUUqlRq2aaJXKvT7fZJU0Q0GWKaNivN5AkPLtckZ4mVBH0YJ7Z7P5l4Tp1hCpSme6dHr9fI5gjTCsSUzUxPUqiMgNAK//+Jh+z+7vrAAyH7wFtbCI+zHj3HHyhArNC0DpfD7fdJ+C3/vgHVCPpNnic9A9ssPGbUjXFvR3h2wsNDixrtL/Pf/7TxOtUqadlhs+hRmxpFeColHs5/x4UcDppfbBH7C6lLC9orO/fdX6LcKjEWvc6hYph2vUnO2eHJ3HSPqU21IzJERQEJHQ4UhpiURhg7kYhChabjjFt99RXJv0eKdeyFhBApeRpWEyE1OAi2HpAwd8EJoL4lqkBFGCl0oTtZcXp2w8USKSjSU0BiEKe1eSKAyYgVSZCAUGBbNFjSm+1x9pYxV9vKnhkSR9X3CrS6yatLyC2T9Lq8fEnx40CVIekRBguloNFs+zT1Y2+wxiPrYRYXlpESDiKgfs/Goj+N46KbGxJECjTlJ2PXZXNMYlE9RnX8V6ViIKETXQLo27uwMo6fmibaaaH7I9JlTxHFC8+EDTM2gOj3FZ//+/2L6zWuUJkawRkZQfoRMUrJeh8G9T0mabWSrRWdpBT1JsMsuG3/9E4LTx0mFAa9d/92cfv+AlagkFzkN+hi2gVIRWXtAq9Nj4sQR/E6bsuXg2jZJHNPc2ydL8kl/TcvbbsowsAtFLMNEb7dQe/t4p08AEKoU2e2BpuEemiYLYwbPl7BnZ0kHPZQuCZOELM1nJbI0xTANDMOkMjVJ+8kTPMfg5NVLtPsBO4tLzF+6SBhE+QFp2Zz+0puMHZplZeERwjCoT09A4EO3iy11gkFOGswlN3kBK8SLr3kGOUsVZLmhTaWKwPdfCmWEBiLLKDg2RrGcx+qkhm0YlGpVLNPEMgzcfg/b9ZBS4pgG/U4X07GRUuYcADKiwEf2ekRRTDYsdqrVClJbRamcdR5GAWkq0RHoUsc0zZc3O0PX6fsDeu02USL48U/fQamEKAzZWFrk+vwUF8+dRjN0Hj58zEeP7vFlISgWxwm2VuBgA0mAHnVz1fPMcbL1BURzB+kUsJKQYnsHMVElrRVJSzbC0FEkgKTs5Ta43LPz+yMDsk3ByrOH+P0BF165ysbKIolKYEi9mzs6z+wxE2lYxH2f/uOnDJo7FN0iSaNMbxAQxwmW1LE+uIV4voZpOpj/+g8xHIdQN7C2WyipEWcZyyvLpDtNDl05zU8WbvO10evMqDFS1yUrWEwUzrLx2QM+uPMhuqFRr9aoVUrYpo4mTPxuN5+pylL6nR5qqCsOw4CC6+QDlipF1yW2k3MxXjzNxlFIpVgkSlKSOMJDIwgC0kQN57ckmp4PJ3d7bXy/w6aukwqDXhCzvbFG2TQ5tLfF2NOHlK9dZ/RrX6fb75IOfOqVKsGgy9MnC8RBj699/S1+/OO/5Ffvvcv3vvsDnj09yZMnt7n/2U2On7jI++/+lF+0dvjed3/AKxcuMrhzj1KxQJL0GKmUsQsevf0dNj/5iEqmKE3NYpWrWIYk0HWCMGIwCNB0SbfZIvB7hGHuFkhUSqfVQbctvFQjHJItJxo1TE0fpoVSojhht73H1t4Bjlei2w+olAuEYUgcx1hmbr6dnjrM6MgYpmWiGRJDGiRf0Mn6wgLAOlJFm7yKo9mkpkOSkhO1dIGhlUiKDnEQ8umuy9ZrpzHFHmkSUzQVmikI9xNuPe5y9HCB0UMjBPEAXaQcJJJgYHLvZ095ei/m2UNF2Ekp6ANMzcGQVRw5TgqUpYmha4RJxisna1y71mF0NKOzozN+OJ/QBw3NcAh7PraZkLm5JlcYkiwTaKUi05Md/uTLo6zubrOwrpGmw1ZfmuYtUU2ikmxI9Msrrnw4VMsNgqRoGhwvWrw+7lHPEsIAkjBFqYgwTNCQ6CIj1jRAIxaKfhJw5JDONy57VBoF0FPI8oMlDRLiTsbyvuLpyg5Xjhl89DjDKRrouiDuK6qTBr1ejN/NOGgpTNukNJqQEZNlgnqjQqcd0mz5WIUi689SEquAsOokE/NMXv4e2midNOqThhFBmuQxNmDyq9cIt5tkKqa9sw1BwM6vPiJ1a1RPn2bqzdcpT02R7O2jZwLN0mk9f0za2ufZ7c8Zu3QaJUDGEeVr15j5F+OYWUzz008ZrO3+rs6+f9AKgwFmyWH8lfP4rS795ysYmUB3XSoXTtJa3aC3voEouPSavao5nAAAIABJREFUu3R7bQZ+F11ApVCgXCjSlSaWV8DKUqLNTZzpScxymSSMMItFkl4fb6SKZpqINMVybEbGRtHISJM43xNhgGFZKJHPFGlCMjYxiUxjXFNCHLO/tMLU8ePoxQJR0GR5YQGzXOHI6VNE/T7b9+9z8vxZus9X0KWBdDzSSomNrR1mDh/Ob9XDobokyT80szTF9/uoOMxZ5JaNUjFS5h5zbyj9yZI8fWJWa+iGxLJtVBBQKpWwTAvIII7Qh4pZLU2RIiUe9IgThYpCxkbLaCkEvS4IfeiUz10ItmFycNCiPxgQhiGOU6Zg22Rpbut0zLyQINMIk5iDdoswzv/nvvrl1+h1ujzWQ+zUZ31rG+m4FCoVWpFkf20Dp7RIwXXRSydQlocmLfTKKJrI0PbXiDYeI9UAZTloc6eJpYkyi2gpZCohUQpNGLmNbZgQyiFGvx/rxLmLGNJGmjZStzg0M0kSZ6iej7+4zN5Bn970NIbp4MUDBv/pb1DdLmr6CMZ3v4btlTGFBqkitUyMyXHEaI1QJQStFhsHO/SPjoJh0osOePRsCUcWwClx+sIc+8kO260ms9kUomuz5bcIVISm5d2cgT+gMVrHNsz8QVVoqFShpymO4xGEIXGSIM0iutQwbRcpdQwrZ4xYpo1AoNKYM5dfpVAsvxTRqTTjYL9Jc2cL0iQvCFVKFCtWVlbJsrw1ngmFqUs+uXub9WqNhWqFI6MNRsfqlC2NQmkc8eEnREvP+NbR41w4dw6kyeh0nenZYywtL/Pk+UPOv3KVlZXnPH+6yKEjJzh15hKffPAL9jaX6LfPcPzEPPYP/xU/+9lPyMIeKkqoezZHii69x/fZefwAt17FLpegMkmhXEaTeSdtZ2uHVquJ5zhEcURs6CRkZCrGklAfGwXAcR2SKPcNCKmzvdNk5+CAYrlKlik0TWLoBmEUYuh6PpBu2jQaDcqlKlI38oI7UwjtN+/jL0YBR33QLWyvQJzppFFELDIMaaCbOug2m/suO0feoDh/iu7+B0iZ4Vmgp4qN1QCcjDMzJTTbot+L6LQifvVRj/XldXpNDy0pkMQKVy8jVIFUk0jLAEwyIYkTQULMeMPn298fMDfvgupRrbkIPZ/bz7I8e60SgfBjBDnOVZM6iPxmr40JXjma8N98s86/+7t1nm2DkvkHuyEN0gwyKRBa/svMIUAZivwWJaRGwzW4VCtSEaDCHPwDOVHQtlw0XdKJQrQwpp8ofKW4dl7n6ryNO2ohyx5RqqOh0NKU4EBw42nEv/vbFV69NIM76vKTzzdxDjkUPReV+NQbNio1CPt9XLeM0JuUx1z8AfjdFGGn1MoOqw9iuvpRsqkLxF6dxvwxSo0xMtfOqYZ6robVMkDL/zmLM1NUZg8PK3Ed1R/A3FGq5Rru+ChH/vRfYGWC53/9NzRX1yhNTSILJp29FtNXq5x4rcKuJmitPUYGh8laLVrLtzl0SLG8/Onv5uT7By/F3toOxrBCjvsBYbdP6fA0OB5uY5Tlt39J+cwpPM+jXK0jNZ3O/u5QLmPhZwLTNDFShXvqBGa1TKlUQmq5IyHzLDRdoKIB/f4AP+zz5OEurf6ALFWcO36UWn+AYeUu8STODzHDNLGEzvOPbmHYFnPnzuGN1BGGTuXYEXSRsXDrNgXP4emHN9D8iNb6NsXZaZpBxM5Bk24YUI1j+p3OMNs/hP3EMb4/wLRtLMvCtIyX0SADSRzFeWsWMAyTKE4whIZKwTbNHFyVpWT9PtFgQKpiEj/IkwOujU1K0bXzafsswzY9PMuk0xuQqgg/zPP5QtPY39lFaoKl50scPX6U02dOY+i5aCgdylNUmuB6BaRhUq7W6fV0tlc36AcR7e4AxzC4PD9L68l9Prp1j2Y35NrVC3gjoxQmHaRhkh2/wiDNhyDTNEEJEEmErExCqUGYxGiGTpLlrdlEZcgoyYFBQmIM5UepSkHLbai/L6vQy4hb60SGRTA5Q5QIwt1t4r/4c7J+n8wqsvXVaySaxasXzhJfuoCUGonnsrmxhGk6pJmi2+0SlQwixyZO2qz//O+IVUa/28YyNGIsQqXR6wVE0R5/+UuTP3vrOuWiwZP+JnFF8MnCU55tbdGK2ji2SRQJur0+q5vbTIzUMR2XQ4eOEIYR3U6fxsQE4xMTZFmK1HQGfkgY+LiuS7VafemmAIHKFPVGg0q9jmnZiDR9WUgmcYxtGvmsS5bS7nRYWVxi5dkjdrY2AQ0htTypoiJaWcB9leA++ozj0R6nTp0nHve4+aTHr965D8UynSSj3+tjWSZKL/Gjv/2A+mgdo9hg6yDiP/zHv0LTLJRWYWG1w/qPfkq72yMMfMJQEYa53vf8bDVXXlsmXhzR3Vjl+f19biyuUR5pMHfqFOOT0zxbeEK/1YQ0xTF0pGuQDVLIoGjr1KplOn2fZ0urtHt9XEsnCkN2m22KpTKmaRCGIZVSkV63m0d7h090MzNTlEoeqUiQwsA0bLIMwi8ws34xCMiPCdOYNDRQXnGY74xJ/QAVdTAbE9x8GjB96UtIq0SQ5kAETImJw34YYnsm1akKQrP46P19fv2LPv39ObrBgGZnm0F0QJzEFI0SU+VTlOUEYRiSaIoMDYlgqjHg+z8cMDcfkHV2SEnRSx4iM0HokGUkUQqZQRL2MVVKligylYKQZEKAa1EYtfj6hQzHmOF//8kmd9ZT/DiHhximiXwBh0hFzlIX+XUtAxypcarqMOla2AZIAUmakZFh6Aa6kee7DSFoaxnOqOLrlyocn9DQ4gC9YpE6JmiSbNAnbA74/PEB/9OPmtxZTVja2+Kv3t1gx0+5dKlB0SyDamI7OjtbMd39DBX5jEynjFQM0kCBMJg9VSJKfHYWDQrzJ5j7wR+gkoRQpAgVYEcJIRqWChDb2wR7bbxGHSEyeuvrWKaN5ngo20R3bE699WXiOAQV4pQK4Lkc/Zd/TBwlOOMTaIaO51V58nd/Tfp8nbT9nKmTZ9ltbbG31CV5fg99yae1+psNVP+YSzdyRO+geUDY6VGYncL1CtjlElIzcBojzH3nm2iWi1Nr5Hjfvo/f6xCrgEatTFEIykULS0rifj5Qtb27xSAKCcKQsBcQqRTR66OEQWzbJEJgFgrYlkWUZgwGPSr1kZwWqBSmaaJpGppholkWhy9fwixVsFwbp5BTFKdOn6K9u0dzY4PdlTWUSFlZjBnRBIWCQ71WZrRexfM8OgcHCC1voSYqQRuaG3Vdx3Ic4jAkTVOCMMhtZMO0QBCGZEKSKEXZtWkHPQz9/2HuzX4sTc4zv19EfPvZM09mVmbW2rV1V3ezm91sriIpihKp3ZBsY2yMYBswfONrwxf+G3zl+4FtjGWPYHksWaOhNKRGlLiITVJk70vtW+7L2b81Fl/EqRraEBvwSBYZhUIBiUIu53wZ8cb7Ps/vscShYiWNSENJGsUkcQ+wYA3CGuq6pmnAGP85qlJT1zXagl4suH//MSura/T7fVZXVjg6OCaIAhx2CQvy8epCBSgpidKEKMlgOY4LgwCs4MMP7pDnBZMqpzmeEtaaR4/3iNsd3nv/FmEUwIXXUGsraCRhEGGs8UJfYQmWRYgQAt/0cDRliTQgsGhjkY0hSlKfFilgMp9zMh5R1obP/Yye2//32vtf/iecdgTnLxJ+dQ2ZRaT9PskXPkeoAnSWcXt/j93d+3RDDaqhaWqqgyO01kgVUDcVTtc0VYFDMi40Dx7vem0IliAcoF1IqWviNKHX7/Lg5JR/9b0f8csv32Bl0CfqdSlVQ9qOCJMVaq2p6ppuf4UoyxBOEMURt2/foShritpwcDphXtRcuHgBAWStjDCJmc/nuNGEteEQsRwjSRkwOjplNpnSH67Q768s3SiCKPp3RDuHo9cPefHjQ64+e4Pp+BRnDcLzrxFCIZWiKnLuvv23zPOKk/1HKKVYrKywU96mnu0jVcBkOqPT6dA0NXlekFcFWZaSL3LqukZKP6raOzpC61u4pYbGC8cdWaRQzoAzYBvqPGcxm5HP51xc7dLphCwe3+PPv/cd8qJCKkW/30MpSbvVxjGnMg2T6RwRjLn74CGns4WPTnaW09GINOvQ6bSx1pCmCbrRlGXpOzCmYWUwZHNjgzRu4ZajhKZuiOKEQMmf+lx9ZAFw/wfv4NKIpHeGYnWV7kqPvR/9gGr/DtXBIUoIbLDK0Z/+KcMrVwm1oi4M0zwgrxxHjaAh4J1Hkr9+6yHf/PoJK+o6ZTXh3ukHzPUCKxwOQ14XpNEGLbVB6MAJQ2NqjGi4+mzJ5asLlFmgZwtIIqwBVw2RgUWGBSrSTCrNak8hQu/xlyjP07d+JqqGK2R2wucuj9j+J+v8b9+Z8Y135hxNPDFNCXD4uYswSyef8OE351uCS5lAoJnXDdI5hFTEUUhja2al5nhRIVqCl1/r8OqzsJJJdFHAIEQNfApUohzNLOfgXsk//9qcO0chHzt3nXYrI2v1UMd3SFoKaQOsgdWVHrv3jsnnDqNzpHJcOtujpUApQZhazDxACkEnbrHabWEyhbQgrcZMxszGI6JIsv+9H2AOJ0x7bZzTTB8+oD9Y5fjxEZ3hGjKRBKHy2d2r6yTb51BrK6TdAe2VNiYOEFZTZjHnXn2Nuz/6V3QSS7td8+jhLisXnkWthsjjHxC3on+Yne/vuYxMiQcZvTPb6LJENxWpSHBNzentOyCs/0Vp93AqIsxSEG6JtFUIa7h/+ybVzVvUSBoLdV0RpwntThtVNYSzkrTTJupGxGmKHK5SaE0yWEEFAWnomRFFkRPFKWEY+la9dXSHq8gkxYYhRjiMNb6yD0N0VXM6muLSCLG5ys77tyjcMVdeusH22S2s8zP1IPS3e2MNUrBMuoue5lzk+QKzFAOGSvn4VWMo8pwkTmi3O1TzGZfOrBAmMa0s9YWKtZglGMs0JVVVP0X6amMpyoqmrqmqiqpcMM8LqlrjEEymE4y21GVBkiVEcchsMmH30SOEEKyvr1OVJWHouek4jdEVRb7wBX2jQdesrbR49513uXX3PpPxhF/5/CtsNDN294/J85Kt7XVsEGFliK01LvCHv7P+dbDO+WJLSAKlsM4gw4jACRpTIZRZFu8OKSxaW9794Ba//y/+JQD/6T/9L3+2D/ByDT/5aej2KNMEJ0uq+Zh8NmaeCZoi5+HNu3xw+x7IiA8CzTNnhmRxgIojXBSjQkVeBVSlH+9M8orj/X3iOCQOffJlZSWLsqJuKsIoohO02ex0eOvBLscnx3z6uWe599a75EuM8hPSY6AkL3/8k1y98SLjyZjpZMR7775HdTzymPjylNlswcHBITduPEe/16MuKwa9HkkU4ZxBCElZlcsD0SPYx8cn6Kphc2uLMPZuLGOdr0Mt2NqHWikp6fVXabRP4zPa0O32QUjStM21lz7J8dE+t0dzet0WnbWzXLs24uaHN5nNF9RVyaipaXS9xN1bigIW+cKLZRtL08wJgoBAKnqdLlVdecCWdWjrKI0jjAIaXTOZTTk8OeV0tmB9uEFRW2wWkxclQRggpSKfz1BSIHs91lZ67B+fUDrLfDqm384o8pzGaFrtlHhtHVTsOyBpTJZmnI5Gyy6axTnL6urAx2aDzyNQIQKWtsB/zzTA0d0dOtsb5OUxK+cvQBpzen+Hvjhh/RMakzc8fueI+DRh8uabTI8torHsHhV8770FP3p9wTSvedueMJ9p6sJyInNyvaBypWeCO3+QDeI11rNt1vuCc2sNxgQ82BEY2yGLHYGa4ZoaAolKQkxxhdnOZwhbB6Trb9LpNoz2JC6IodaI2CNrhQxQTmKNAWVRg5jUJDzXKflvVof85qcGfOONY757U7M/tuSlA6XQApypkUAiBRd7PRIhmdeVF/FJ0LZBak2BxSaG4fUWn/vUCs8/k5GEM8xpg0zbhJsDTJxAlePGUx7dsvyzPxnz1sM2/8VXf4tXLz2PdAEPJ2Mef2cfzYLjozlWO7IoBC2xTiKURYYhtWowM0G5KDHWx5u+9trH+JUvvwa24tvjirzjb2z25JTJd19HXTmHWOREZUVtHWuXzzHfOUCIABXEZNcvo6QXjNW1xjWgxnOME4xHC+IoIVgfYE8P2fnLbxF1+vQ3NlnvOTrDDNGM0fMxYZhQiIBnPvvzEaVaVIYkDbFIqryiPDliNJkzPH+BcHWAtZZISOaPd2GRs/L8DZI49qAn5yi15sHxiLi/Rm+4QrfdQlhDEkf0uj3M4THRxWe8JWgZTxqvDTkanxIkvqVsnMU0NWVeUNeadOnFd855al6cMDsdkUqfod7r9cA57r7zLvMyZ7A+ILVrbFhLdbBHp5XgnMEuRXVG4p0rxt+ArLBewCoVTdOQpikiCGiaZmkrUhRFsdQLGFrtFgcO8rImctAYv4l4sIhbKvO9pqCua/Ty1jdfLMiLkkY35HlBUzdUVUXd+LFZEnhXgnEGFQZoazg+PuHmhx+yvrLylKlhdIOUUJcF4DBakyYpYRBw5fJFdg+PyFoZo/Gce/tjeu0uebHHoizpDroIIf38Pg7Q2ge6VGVBEITESbrkeeinDokkTVDCByYVxYKDoyNUEDEez7l55yGXnjnHV37pix/ZOv3HXg8GCYiSpl4gHh6D0+wdnbAoNMfHJ5yOp37jF5q7D/coyoZr5zfJkogoignCgCCKOW4s93f3yIsFrVix3h2AtczLhp1pRVnVS+x3Sa5P+dyN57nTyXhz/4Svf7iHtQWdVHpAnPKx4D5TIiLJWqwnMWEUcP25GwyPDnjrzbeZTBdUdcXu7i5NXXPl6lW2tjZJk+RpJ8rbrAOapnp6w7bOURYFp8dHCBzGLjHuzgc4+bhhuyyEHdb6gKkiLxhubLB1dhutNdo6eqsbyLUzCCG4ONhi6/wlRqenvPnmW7zxxlvs7e2RxQmLPGdWTBBCYZwmCEOaRj/lxQzWOrzwwg3eeec9JpMpCIe28KOHRyRxhC1zZpMpO+MF98dzmBm6nS5FeUosAnS+8K4XJTHOkUtYCEkkBWG7i7aWJIjotVoURY6zmk5/hdF4TlEsiOPQo7xh6VgzDAZdLpw7T5pkCKlAWLTxLrIwCKjLf88RQImhJxXjxYLNJEAmKRdf/jTvfe1fsnIuod2Hix9vMz2oWN9KGO9bbu4r7uzUPLx9yFHegDVo7TcUYwULWxEDnUAhlWZtJeGV5y4z3T3LhaHgt36z4Pr1nKJI+f3/Oeb9WyFHhwFVnpCs1qhVBUJTHPeoZitYnRD3Tomy9xFJwGSm6ekZsZDQycD6VBSllqMAlWDqDBeFtHuOT5xt+NjL2/yTXc3t+xWvvzfljVsFk0pyMFMUNWSx5cTk5NOGOPSil1YWsDFMGa4Inj8b8PxLm5y90iNpxWAaTJEhehqRpIgkRFU5zWjM4UjyF28MeWfX8Ynr1/ilFz+Dk/D9O7f4F9/+Jg9nj/ilzjrTaUGSBEi35EsrCKSgP8zQsWNyYrEEaG3IJyVffOUFPnvlApM657v3HqGeTXwudb9H65lzJO0WQc+PYjauX6J98SwXL573/vedPTZeuYGKO2jpg4HcvObkg5tUOwfEScJcQXn7Q7LVPspFqKxLtL7Bg4eCqzdeJbq6h9ARYnONcdLhw+LnIw7QFTNUNsAt/1RVxfrzzxK22riyIFKKVqdHtjpk8u77NHt7RKsrKOEtZWnWot/vE6302djcJu12EbpB2Jr+cMii0ZiixOCoBDS7ewTWp9y5WkMQkGQJMoxJ4ggZRkvuhF9BGNLtdnnr69/k3Oc/zfWXX0KFIUWRc3ywz+z4mI1L5+l32ww6LQ6dJkkTz5gwFcY4lPW+e2uWGycGTEEYJSgcwjmwlqaqyRdTZrM5Sik6nRZNoJgXc7qDFZpak88rTDOnLAusa5Ay8B/Pc2az6fLfOZXWVE1N3ehl9rtbtu4VQRDSabepjWFW5CihCNOEIIqYTGYcHRxS1yVhmoFzRGGM1qXf0LXX3zRGEyQR7U6by89cYLYoUDLAGLh195EncgpJXtQEStHoxrexpcRKQSO8Al0sQ1qiMKSua3/TLCtwllv37vPW2x+yu7tHkkScP3+Ob377dQYrHT796Y/jzM8PCRA0aZLQCzNqbXBYVrWlLA/JsgQpBHVdU9W+S3N4dExV1ZxZX+XMcEBq/UHWSiPODFdwpksviwgkGKM5mpY8OD3AGg+nAVhow//x/dcxcYQWjtliThRIZNhl0IkJpUUZ3/ERSmGsRQjFynCddpZxORJsKMm33n6P/dMJjTYcHBzSNA2z8ZgzS8EbYikuX876PZ/CC7S9Dc7CMsPFY9z9uMBY79aKkwRjtB+pScV8kbO6vr4sLgSLRcHo5ASjG4w15GVNGMVkacqnPv0ZXn75Ff7mb77DvXu3efzoMaMyR4ql86uscdYr8a0xzKYTWu2MwWCF0WjsUeO9Hr/w5V/mmcQyH415ffQed2cG11qjbmoWk4I0TVnt9ahHjwmXjgclJUnaJml3qMsK3WhG06nvihuNsBonYDSdMRqNCCNBmmYUZUWaJljjxerbW1tESYqKEqRc6t6k7zqWVUE+n/3Up+ojC4BrX/osoYXFzgFKWGIH2bOXuBr8Drf+7H9l61LNmYsZ89OG6Qz0Ai73I5raMg4koalYTHO09gIPnCNE86k046vXBzz3W9usX0podxIe3ResD0dsrVcISlqdFl/6lQvc38l5vGM4ObC01xQikAgXo5I5looqb1EvOrQ6gpXNPru3DmkFDrE3IgxARC1fJQrv9UdIiAOcbSiPNDf3BXUjObOR8JVfSvmFTwx4+4czPnxU887OKc+c6/DitXWitiWSAjcvENbR7QQMOoIgrEnX+shOSpiGWKWwOEQrQUbgrMRUBfXjEbsnbe7KL3Djq5/jcPrnfPzcNUbzOX/wvb/iWx++yago6Q4sa+sh06JBSYuTxtsSRYMMHEGyoJV12P9gjkThmoAsXqXTzmhnAbt7u+z80Z/R+YUCeWZA2EvpDAYM1tdond3yG2UcIaIWw/VthHScPb+FEJbcGJSKqQKDaKesvfwSk7v3Ob19j9YzZxGnI6YHJ2x94XMcvfEjDu8cs/ULv8Z8sE7v1WtUVYmKAkrX4e77Px8cALes3q0xSCWJ0hgVx6gwRFrtb3mLnLIsqdod8vsPWGunfvOQijTxFkErPDOiWSxo6pKmWFAWNbEKqU9OaUxNdOGSB9cEEVk7IF5dJYxTWsIRB4IsS5FxQtM0gEM3DWVekA56iPkCe3RCuZij64pyscBax+nxKfloxOqZDQDmWYtiMiPqpDS6wmgLSP9cO4dSgWePh5amLkEI4lihG18ASGvodzKCUNHUJXlh2N87YjGbURYlVVExn84oq4K6Lsnz8qldVkmJCiQqUESRIolauCVY60nHoHoymxTe/jgaz5ZKZn/Ly/Ochw8f8Xhvj421Na8atxaphM+6xxdFURIjpCAMQ7a3zvDw0S7XnrlEFAU83tnn3Nkt3nj3A+IkJggkVlcUlUEK51u5KMIgRsmAIAj855XefVM2Nd/5zg94+933WRsOOLt9hlAFnN3cxBi4c+8x15+9TBiHP5Nn9u9aSZpinWNR+C6MMYY4jLlwdgtjYJEXzOdzFos51hgarUEI8tmMYxzD1R44r3HodTpUWnNwdIQUlixJaZZ6pifsEwDjDHuLObLwnRohJaUQlFXFwSGsDVdJowBrGk4nM05PTonThDAMaTtNNw049/LzXDy3zb/69vd49/YDVOzTMOu6WlrcNE9uqmrZFXuS1WKlRC4BbUtUq0dYC4UN1FIA7lBhgLWBT0qUAiehN+gTxQmtVpuVlQFbm2c4PR1xenJCY8Ys5jNGpyfsH+yzMlgli2M21lYYrgzY39/nYP+QILQEcUhZ+q9TlhVNY7l/76G3tgYKBHz605/hwpWXuP3+23zrWz/m3t4BRVPT6BMkkGYdur0Vkv4akZ4TRpKy1mAaqmLhA7qampODQxohiVstWu0WKgyZ1YbD0QnWNAxW16lrr+cAgbGaTqfF1tY2vU4Pa6DBoYTwYVtJ5lHcrvipz9VHFgD9c5s0p1N6vZRI54hS0gozksvPYF7+RfZ+/G/IWo5O2GXne0d8/nKXT/zKJYbDAab9Rf70Lx/wB7//zxlPRl6hvFQpvxzEfDqQXLoYEpwxCJUzeFEQSIvAggFT55w9P+Xs9hqzcYgxOUiFlN7mJNNTZHJCPdukmnfJbEqnrT3Nqw4JmjluXCKGKUIpeHLrsgapBE0T887OGaruZxj236cuHmITmBxZtJB84Qs9vtRa5cxGQNLvYYoFxx9M+MFbc8al5uUbHdpbCglI5RCRp4dJJFKGgM9HhxpMjW612Zm+woXX/hPSMuHXPllzcHjI//hv/5Rv3n7Px+9aTbcXsb3d4eidI4RT1Gic9PyFqKUYnBEUVc7B/pxiWnP80NLvG45mt7jz+AI7j48o3xqjPnidYFVy5kVLdwMOH24hblzHrfQRMkRZwQxDLBUiTAi0hnxBVC2QScIJAp3EDC5uE64NodciHa767PnNM6SLi8jG0nS7lEVDNTslPz3ieDolSNeXr/nPfmljUGFImqQeiWkFxliUc56fbR3aNDgcSa9FcchTml1laoSAJAwZFyXTfE672ydKE0S5ICpqkkiQtrvM9h7TGgwoB2NU05D2usRJRpDEKGuBhqquaaUZURT6g1sIDJZ0fZWrn32N3YcPWIwmaGcpFgtm0ylhFFJNJ4gzG0iliJKUw/uPWLm4SVVXT5HVKoj8hqi9bQpXo41PL4zjkFDFNLW/zThnWMxqmqamKHLu3Xyf0WjstQHaIRDeGgvEYYhK4qebqwcIueUNzC75+w5dNzRNwzzPl9wFH3iiG6/wd09ommFIvlgQLK1LDQ1R7G2GSgU0TYkKQ5aRGziglbXZ2t5gdDLh2uVnObu1RqgiHj7e48pYSNFXAAAgAElEQVSViz6gTBsCJdG6JAwC0rRDVZUY25DGMWVZeieIdjx+uMfb77zPV7/8RTY2ht4n7aCsK86ePcO9B48p5gVx9+enAJjNcw8rsxZr/CHZ/ERk+ZOo6VD7qPPEWdIkIlASFTzx2Eus83tsFARsnNni/s5jDnf2cdL7xeu68ahopQiU8u+B8++dW7qjdLPspOzs+7h4Y9g9/XNe//4P6Ha7pEnEF57Z5MWNNYLMcHFzja986fPMGkNV1URhRNbKyLIM3Xg3igqCZefB79OBCjC+t4AHSDkEEqTv5iohUYE/CMMwRCqFFAIZSDaahtW1VZL4yc/tszY6nS7b21vMF4tlyuecosg53D9kMjoiVYb1c1c4d+ECWRxyenILGTjKuker3efunYe88cZb7B/ssbW5hZSCJE1xTvBHf/iH3L13h9HogPFkihCCLMvY2j7L2voZuv1Vuq0MEUE13cfaBdYpFrMZdVUjA0XWaaOCmKOTE5yUaBlxODrFGEcU+cTRoqxJ0hSBwJqKC+evMhisEEQJQnpwkDYWYxxaG8p89pE8i4/mAEQRstfmbOcKgRQEpgYRMVcha5/6DMU8Z/fHf80ZV/I7H7/AF19rEYQZ73wo+NRzV/i1L8d8488C5osA60PAGCrHuSghEBEQUwNJALGrscLP7GUgkM7RkiOuXkt4eEfRW7MI4bz4z1ksR8T9h1SzIcW0S6vMEIlk40LI4d0dsnaEOMkJ2y2IQxAOlhuY047dkzWy53+PF64+TzT/Q5rTQ2DM6V7J2sWY86+uYMUyCldCfdjw4K8XxD8omCxq/vd3F/zT/3yTi9sKaQyyKHBSwbINZa1ABRLXGMxc8fCe4szzv8agPUQfjwic4A9f/xZ/+eHbmFBx7tx5dh7dZLAeMlxPaGqNVAptDYSgIknShfULbXQTUOSCYlFSlppzZ4f85be/ycbgPK0wpR2GxJWkdRCzOJkxvBrzS588Znr7Hu9GVyjOPMeg0+Kmkuisi1GWRIYEaYvz+ch7uU1DjeV8q8WhFOw2NXKlz2B9A1WVqEZDY8n3HzGfPaa8/S7MZpTzXZLegMvREPjNf4i97++13GxOdXKKDkLyk2OO795GB5JkdUgYhURR5BPrAk8GRAniNFm2IAVhENJptShrS2cwoLu6SqSgqSs6cYdAKpJz57ErA4IkJl7p04wnuE5Gk89wTYnWDTrzzIwmq5fCHT8Ww/mBwNr1q5yODmnyOWmvhyJldaVPEigmh0cMz59FBgFhFrP34AGds0Oss2B9Ua3kMghH+gwKgSWNQpxTVPOpB1RZjXNQlCWLfO7FX86x0u8hrO+QmcZSNT4xUOsGKyx10yCEt2qZJZikrCvvslnORj09E5pl5obWtT+9BT4lLVCkaQJSMlsskELRbrWxzhGEMUpAVVlQDdaHc1IvrYoIx4XtLR7ce8x0Nuf82TPce7CDUoKVlR55npPFMXlVMJ+PWRkMCEOJ1qCkw1Y5yloaa2kaw/HxMWEcc+7sFiqQiDRBNx4y8/EXnuOPv/Z1FosFWfzTU9T+sVfVaOQTUJm1vlgymieaCWcdUgq6nQ51VeJMg3oSZ143uCAE9DIqYlncxTHXnrnM0f5j7j0+wFrfVm+0RkmJXrbQgyBYiuNYXsCW3bDl9+Jw5MWCw4MDlJS04ohPrnyeZn2d4+mEcVExPHeJ3/7tDtoYxuMx7TSjP+ihpCJQPpb6CaLat/IFSH/QSyUQSiCQS0eHb3FL3NMQKK0NutGef6E1TVGRTz1vX9eNL0KXDpy6rmm0F4fLpqKcnHK8/5iPP7vNfLTD8OJlrl9/gfu3O+zvPWSyOCXPc/YPDpf0v4rjkyOqskAKxxs//iFHR0fUdc1ikaOUd4W1sjbd3oA0bZHEKU5ENCJDVzXtdof5fEHa7TGfTb0VVSXkRYExlr3DE6a1pqo1cRiyunrGg8ScJHaQ53N6vRZnt7fJsg5KRUvwnQ+hEwKqoqTMS/9791PWR3MAGoMIQpx1oAKMdTS2wUQpoqnpSsMrw4ivvnqJtbN9mqoAYcmSCk7+mK2oYr3neCC80E8FimuDNTaeewnx7BpVR2DMLtKWSBV5QopzXgXqLEI6Xnq15uwFS9Kpnyb2KRkRxpb2yinz44Y6zyhG10jWUzotzTy+xaP9dzm3fooqKwglEnBCIZqGxbHGtJ/j6sdeRdW7NOUef/ZXxzy3Cccnhs1hjAtajI4bHu/kbKwGbDjF2XnIWhlzIUh4b1zxza8d89v/0RrDoME09XITlcgoXCYICqo85OE7M3ZHr/D8S2cQ45LZ/QPe33nEX91+D40lDgvy5h69dctwMySOwdgGJUKkCkjikDhWtFcEUUdw9GBOPtIEkeTGcx9DNQrXCK5deAmlHf3euxRHglovKOqA27ccK90Rv/UfFlw++T5/dfuQ1tXPE3f69JuaUkbYqiGymnODLmWrxZmiILKOqml8pasUszv3MKbxNfnpiGo0wZ08JHYfMN3dw9mGixdgOJzTy/6htr6/3ypOjijzKe21dY53HjA5PkCnCa1KY5qatN2mP1wlUyH140d0N84QJi3iOKEscuIooJWkHFVTwlARhaHH/fYHxN0+Qjg/B5eW6vQIp0usa4h1SYuQlgqJopBOGiKVxCxn3DixvGkF6KZEJgnt9TOM93eJW6nHgSq5ZGL4OahU0F3pexy1VKRJvGzb4uFOUhIEkijw2GpnLThDXRaUleF0OmXvYMTu/iHaNgwHfcJAsVgUFIviKUGw0Q21bp6iTs3ypmmtoShLqrpGLw9npRRWW+q68QCYZS66haVf24uVwjgmjCOMtuRFQVEWLHcrrDU+bc7hb5R2qWfAVwJCQKvdZm11lVu3H9Dpdrj/aI+14QrdVoaUkC9mVGXuwcZaM9l7RCh9J3H68ANk3EI9+xoiiBj0uxR5yd0Hj7h0YfupdVIoQa/bIQgU09mMlV7vZ/rs/uTS2gD26ftqbO3Fbw7KolzOlR1SKVppTNN4mxrLNnme50vkbujb/AKMNSgVMFw/w8E4h4P58qv5Do9+EiXt7LLIa0iSlDhJSOMI/JGMdQ5tDdY6sAIdSh7OCni0QxmEXHnlU4g4ZevsOQSC8xcMVekJdh4kZDBNg9D+edHGYo32or7lsyelZzso6btDWRrT77WIwhBnoWpqyrqmzD1wyGvO9DL8bflKSEEgJCoKicMAISKwIYN+m2E/Y3tjhXMXLlG7jOnpCOsCLl1/kZfaXUajE7rdu9y/d4/R+JTZPPepm8ZSVg2LxcLHYQNB4EcZo9EpWbtLHKdIGdLpKmQY0t/Yxtmajd4KWZp414t23L7/iNPJjLyBaakZTSZEYUQgFUVZI6Wm0+6RFzlFPufZ65fotDOksFirAQlLLY6zjnwx966fjyBaf2QBIJxAO+ursyBALz8uy5KDP/hjLn/rO3zxmTbJwxliNWBRFHRsixevZPTae2gLX/rkBqNigHYxgYz53G/9Bi//zn9A1usQmn309GsI/RaNrQnCBqxAOIkzXq083JqysoG3ZtkAh5+fIlsE/Wu0trfI7xeMH11FPyqRBAhzkfGppBe/zspgTtjxGQZCa/RkxumRpX99n7h5H1O9QRw84jQP+Wf/ekxgBb970XF0Ivjv/4d3eP2dgmtbgv/u188TP5phnSF2gk+EKX91a8ZbP8754hdBhgpnDKYoCJ0GNCY3TD4Yc/PDkHD1IvMPDmmva+LcYbRitd2mtTXj6sdXWMwWTE8UvZUY4wxBoKid8T5lLHFs6a+FtAaWw3sarSvWNla4uH2J/f0HXLl6jo31dRZHORv9HntHI65dVly8PGVtQ3D1OcnKRsXLgxZxe87fnt4ka32cG1YyLQXvNRWrcYJSFq0sgzjmZRXw7XJGqR1tp5gd7tPs7iE3NhBBQvviKjq2DI7uE26l9PsJZ9YzxqMxofj5oKjpWEEgKbG0zmyCc5R1RSAls6MRwaJGlhZdlrQHK0Sb6wRJSNpqMR6fYoz1c+q6pplMqKzDSYfUmqbJiVVAK47pD7ukYUASrqOEIAwjgtCPGPKypKoNKrLk8xlplvmWuPUWJlSIdZrB5hZ33/gRK1tbBN0O2mh/ozsdE0m/sRhb0Rt2MGVOELSQ0n+epqwpmoaiqrxQKC9xWKqqYjTL2Ts8Ja9qwjhGqABd1RwcnvoxlbU0S+V+nud+LitYUvoMZVl6AZ2UlHWF1saPT+rao4Qty/bj0o2A8ClqT8K2nMM6Q1XXOOP1Ars7u2xvbPgCwgiaApq6IIyXOR4GwijGOq8/CJTi7NlNvvu9H/LWu7cYT2dcPL8NziJRNMb/fitd0oTgdh8we/g+6XAVZTT1w5sMLr+AaHfZXF/j5Ree5et/8S0uXzmPQDEajdjePEOr1SZNEh483OHcmTM/24f3J5ZS4VIMB3ZZJKklOCfLsuX/kf71+IkkU6MNWmum0wndbgcp1bILWlNrjQx85kOS+GfyyXrytZSSNI1BSsF8MeP45JBut8cvf+6TDPsditLfWG8/OiCvalqtlF6vz8NpzsqlAddfeIFOr+9FosuxYBhE3L93jw/f/wCpAqIoJIm97iNLEsIgIogiwkARBgFhEBFFoYdYBd5eHIQhUoCuSw+9KivyoqQoKhbzBbPZlMV8xiLPKcuCfJGTFwvKoqCqaqw1SKWo65LVdsgnX7rGoJNCMSMLHd98/Q2+99Ytzl26wvnzFxms9Hn2xvM8/+KLTMcT7ty7y4c3b3F8fMzJycmy+FVEYbRkyVgCqZjNJoxPM5SQPkgun3Hr0U2GK12SMMKZhpXhCtoKgigibbc5HXuNwpN4+qyVMZ8vWF31Vsf5bEqvm7G1vYkKoKrnBLYBoZDCd0i00Ui8aPIJd+PvWh+9Sys/c5dhgFMBEFJO5zz4kz9n/f/8Oi9biz1eMLszIqguEb24wbhsGPRqslaCcSm/9599ll/8j19iWgQcHc157WPP01vpYIXAcR4lPoEb70J1gG0caIdKJUIBSJxqltq9JZNfCLAphm1s77OgB+idh6BbyCZBCOOFT+kr7B7cobfymLBTI1KBKGrmJ45CRJxJD1HFhwgzRUWGr3ypx1/87Yibd+Z88TMZj394zDe+f4hVCT+8U/LtH4/4UqNQQtAYg6wNH2u1+PEDTVEltPsSEYW4J9AFK2hOpixONIPti/TaF4hqhRXQKMHz57f5zS9f43A1ZjI5YKW1xq29x2SporY1RkNlvK/VYQljTacXE0UOJ7yOIV/UTPN9ZG9BEzZ862+/zjPrL3Bq9zFBwuY5za//jqbdMQhl/I0r1Gz1GqbzAx698QOy6y8QnN0kLyMOrOTx0obTCMV2JPlKmvFwYfj6hx+gior5rGb1mRblomLluatM84KmepVm9F1m0zlBOOfKhRa7O8f/X/e4/1/W9vlnmM4mBFGKTDJ0NKEqxsgwZvPGc/TaHVIsSEnYzjAC8qoCKWiMJotT1teHLEzD+qBLv90miwNCFRCFgb8BWe9Pts7RaEvhDELXmHnpvfBa0zSa5mRM02guXL7ivekIrNE4XaOb2meKt9qcPtxhcHGLIPC3uUUWYesSLXxKWNxO0XWNanyktFIKbTTHJ2OOR2OMFYwmU8DRaN9GLPIcicDgrVXGWH/TL/2NSS5tV1L6bsMT/7+zDrG8pWnbgODpzTyKQlpPoSTNU56/BZQKCEK1FPhJwjAkSz1foGk0ZZ5TlyUCUEFIq92i3R1S5DllMcdof+hJJRBOYKyl023R6/f48Zvv8PJLNxh2W4gH7+GakmBtG5HPUPfeJPrYpwm3z8Kgi0wzkiimePOvqXZvI6IWUjief/YyrVbG3/zgx9y8fZ8bN64yvnmXo4NjZvMFu3sHFPXPh5MFfMvdvz/SZywIufTLOwz+MPPTcvf/CIRCQBxHHuITh8uOit9fF4sFSgXEUUivHaOEfJqS6hxLDYAvCoSQhGFEnvsW9/37D+heO8/WmTM0xnHtxU/Q6vfpdDq0si5plpG12kTR0qHiLEp4Ua3RDbquOLu5vpz4CxaLOWU+oxUpxidj9g72EUoxHU8RODq9Htb4nJbxeEqr3ePkaI9qNsUhqLShaTTVsuDJ5zPm8+lyRGGfFpI4h5IBWdYmyzKMaciLhPCDHS5slWy0UlppyqPHe0xnOXfu3GM6XVBVDf1+72nX4uj4gMlkTFlWT4FbVkpkoJ5qKBAObWomkxFhGBJECaPTMQ8eP8KySRJlFIspR+MRSoUURYHWDf1Bl/PWsn94ipNeY5Fmmf+58gWBUly5co1W1kHIEGeFp1ciaJbW9elsShTHSJk+FfH+XesjCwAVJzjbeGZ+ECIM7P7l90n+7N/wFRUysAZhGjhqOP7XD+nUiujjPeJAeShStEVv9VfpyHVqq3x8YSj9AyYEwgZYc5bmjoK7x9SH3m+8+sU+aivEIJFE1FWJSgOU7GCrAfl0iNbnEJOAYn6KzmuEMTjjkCJAhoLWYJODnQsUxR7q6ASZxtRzzcODgPOvdAiUw9kxTWMRVnJ+PeBLnxryxvtzjk8bDicThGpRL2YYE1JFChNppHA4GbGQjiTUXL26xutvjPjSL55Btb1IxckQ2WhMUXGgAzYubWJGXtSSBpJaOI7MPvOVXYZbiixts3h3zNpM0EojnJAIG1KbnMZpEAYVaoxrcC5EBpKybJhPHe/fep/WWkhe1xw//HN+46sN8SsPGGURP7i7xpUfp3zyszO8DkRgTYFqBOe7CV9JUu7u7mDWVxFIKhQj7QiLOSaKaKUxqypEi5zJvVukw00Gn71ERUVzMiGfzrwQZ/sFwiZh9OGbTGY3CYWmG7f/3pveP8TqpC1E02A6baQUFK02alGBVCSdDJlEiCxGIKiXbUe0BimW6XmSzfV1hsMBchkwZY2jahyl9jPTqm5w+EyKRmvKsvCo2aYhDEPCMKSsKvL5HJxga7siWG7XuqqYTk+Io8i3ursdRkeHBGzQH/ZwxiGSiCLPCaxXxlspmJclNlDM5hN/oFYNd+/vMp4tMMYipViqlrW/ATyxAi6DQaqmRi83hqY2BKF6elOQwuNUfbaA/HfkQKtxyGVL0aGsYzbPPWlORpR17X+vlcQZP8KTShIEIdZJisq/XkpYGtMgg4BWq8UT3XlRljS19gf/UuzrrEAI5TfBJOHZ65eZTGacGa6S1Tns3yFd22D87neRrQ5JHNPtDylGh8w/fJNAOFy7hV3MaN77IUFnHdFdQ0nBtcsXODo54WQ8wpiGQIacjMdUVcXu4QkPHu38Yz+uP3VFkb/5uuX7KIC69l2bIAiWrW5HoOQy2MyPY6RMUFJSlQEIf/j5NrshXywoy4IsSagRS+cAyzGsFxq6JWzKLUWz4HDWMppX7B+ekpcNa+ubXL72HJ1e3wv1pUIpuSwmvT9fKUiSGK0b9vf2uHfnNjc/eJuTk1OEUBwcHRKHEZcvXqBqavb2D8haLWaTCa1Wi63zF8Bq8kXBfDZnc/s873/wIUZXRFHi7YLLvwDGQVU3HgntvOZGSoWUIANFp+9HaUnYJk1S5pXlw8cnNOe22U4SRovSWwaLBTu7OyipGI1PicKQOEpZzAuKskQJv0c8cU/UTYMUgl6vRxTHpFlGK+sQBBFlXaBNjdE1O48e0u34omaRewz1k/e41crYkAFBEHI8mdPq9nj22Rt0Ol2yJCGNQ3rdNlmrCyJEW88UEFIjsEymE6qywLmGxWJCkvz0eexHFgBVU3lOuIhoXMLx375B/N63+K/+61eJPjymevcAvS+RuUCcNIy+cYdsts7RnQzWUqJnBOZGApFAWh8VahCEznkvJxZ9UjH9owPq9w8R1mGuOoZq1VsspCKwEYEMcM2Q6f1XsOVZynnkLUPhIbgAJSKQBi0bz+d3kiiK6A5eZto8pKX3MdOSw7yFGqREcZuvffOEzYunXD6fEQnQRtCOQ7AZRaXYWEkYZIKqDHhmI+Dznxyi7+8QZF1av/t75G//iGDvR5x/vsvXvn3KZNSw0g4JYuldWY1lOhWYpIuyl6m1hLpCTyoqXXPr6D2CdSiPUoo3Z5x5z0erqiyhaRShiolbNTKU3kGhhG+9CkE78wfB+ec6nOyO2N8VrG+3aVZ3+L++9QckPculX8vI5o5vvJ0SRQkvv1YQJtqHicSwGI3pBAWvnL3GG8cFcRjgspipE6w2GuMUTjmkK1G2Znj9WQolGe08xgpIhqsEUYJMYqyzhJfOE1QNPIh4/923+PVf/fkoAAi8paioKgSCaDCg32ohFOi6phGCKAqW0a9e0BaFEUnoASpF03CaNxhrPUoVUFGEMZqqqCiKAms0SkjqssTimM6mT2eoWhuUksRRTBwlbG9vkwQBwVI9XZcFs8kE0e34dnoAi8WMKi/ACYqyRoQhs6IkPx0xmS8oyoJiUZEXFYs8Z5EvsFb4TUB4zn2tvSrfNEuh2E8I9p5AVljOvo21iKWy3BqLxlvIlPSY7aZulhu78FgNCQiLMRohJChFY7WH/WhPIxTLn08Ix2Q6o1m+vqGS9FspttFEUfQ0qcwXGQqkIApShODp96q1wVoIgpiN4Tpf/fKXiCNJ6kpsmpJcuE5HBVQneyRZi3p0RJXPkZ0BnWeeRYUh5eN7TD58kzX8bS0XDqUE4/GEl1+8wdbmOrt7hwSh4vhkxP7B4fIH/flY4TKVtGxqwiBACpbCT5bhTl61LwQ0jaeaSiE8K94Yz7p39ilbPw4Va6sD8kVCFCp2jsc4a5ZdInz2/HIJwdPuQyAVcZxgpaIhYDGbgghQKgThW9ZPnITuJ563NPVxy/v7e+zsPGL/YJ98PmcyOkGqwD9LYcjB/g6VNoRhiBOKXn+IEMaX10uwlZCCrNPyN2xtEcLgZIBQ0n9t55CBIohCyrLB2CfJrgFREtFpd0lSf/uP09RDp8IAGSgGWxfRYcxwfZPRrKRqNFVRoI32XQwVEAYhzjnarRaBiljkM5Ik8R2SosAs36NOp4+1ltlsRlVWbIRDAiz9Xh+Bj+jWxlA1NaIoiZOYLIqpS4ezmm47wTQNulyQhvCxG8/S6a5jhcKaGoTzQDDnsffCevLfZL4gkBJXNQRKksQ/ncr60SMAXeLiDBt3md9/zM6f/CH/7W9c4PpLL1NduYv8hS75u1MOXt8jvz2nObCM/vwhKoxxsSC9mNP63YsEn/489c2b1Ch6r72MExKkQzlH9WgP92hMGDhar7bo/uoK8fkUhEIEFkyAWVxjdP865WSVKGqhlEQJL8Bw1j1tbVbWMZ/XxLGiFwb/N3NvFmRJdp/3/c6S611r66rqfZkNM8BgQGAISgRNShRDpIK2SC225JBEW36zIxzWm/1mv/rZksJhhyMctEImRVkiTcqiuEgiwBAIESQwmKUxMz29VnXtt+6WNzPP5oeTVQPKAiJM09RkRMf0U0/3rZvn/Jfv+32oYoNps8NOb4oQBc9PHC+8mCLShq98Y85bP/db/Mxf2OVPv1kwr+BffHVKbSWehM+/NuLdb/Z5fqr4yz99j3s3Mp5oTzYYsvnTP8S5PaA6e4vhmmXj5jYfPZ4zHGhEqlEB3NTweN9w87PXqQ82OZ7WSBVtZTZAO93k5P4MP0nQi03a8ALH+TEvlBCER8lAVkqk9pjW4SzIAJlO8XaO955XPtfj7Jrmna+sKHSOzhyDMZjgOTl03Lxh0Z/yfPUtuHlHs7VrwPfw1Q6y2sQsN1l7qc89VfOOSDh1DZU3bPYHFMGxsjWqWiFryzgtOfjG79OcTQhJitoO5G3LsCgJxnLy9gcMbl2hwVMerWjtJ4MDUAmPGJb4psXaqGj3wYON4kbRwYGkklhj0VqznM85PjzEe89yVXE6mXTKY0nZ6+FXNednEw6eP2e1XHYUsxSpJMPRAK0EZZFSrI8o8oIsz6KYR6cUZQ/vLFXbYNuG1WrJbHbO5PQEbz2z8ymHB0ccVXGfOZ3OmC8WGGNYrmqWq7gSEj4qmqNyOwrmnI9j0IjBdZ1yu3O+BH85zr/wWQslyfIeTRNH3c45hBQooWKoUOs6+EoMj4JAIiQ6Ed0YWdIa1x38HT5ZKdJUIwgkUpEXGf0+6ESRZwnDQZ9hv0+aaVarFVoptI6CMiGiMj10MJiL0aVzDqV1tEGKlCIvEDiUTJFrW1QfvkP/zovk21cxe4+oDx6SvvAG6tanSHsDpmcT6t4mSieYaslgN6U/6PH84JSDg1O+9IN3uLqzxebaOpPpOSdnUx4+GdPYTw4IKNEq2sG0JEs0RZrQOtchoKM+QBCQQuJbg1AqdpSdct8hohLd2XhZCEGeZoyHIxItOZlWMRDsAhmdJN8x/u9udEG03GmFD4HT8zm3twbxZxX8pVNAXBYCAikFRZGhtWZv7xl5nnH9+jUOn1+lmk3Yf/4cb+Ma6+L/2bQt496QwdoVhoMBJwePYnGiJYmOa4w8y4FoDfQ+kgCFonMQSCSBstfHOIsXnjTJKPKCPM/I8hzrHFopEiWjEE8I0jxnOFzHBsH1mzf51Kdf5/HjJ3zrW29zPp3EdYs1ONt2NtWMuV3EAsl7trauIKWiWS2pVhVCiY5Z7BDU3LtzjV5W8PRpjyePH0HwNK0hSaK7o65rgrOUZUldr1A6YTQo0VJSnx7w0Te+yp179+hvXKU/3sYTzywfLNa1rOoVj45OmNZL+jIhCZ610ZDC/yGzAHpZykoEVkdTzn/5Z/lbPzHijc9dJevfo5QHNJmkytfRuxlXH7ccf2WfZq8hQSJXAvNgn6f/8OfYOG+pf/VXkLdu0N9aQ9+8BU3N6sFD5v/4l3DqkK2f2WXw2RIx2oH8Fn71hNVkg/rsNquTa7g2Jy0X6Ow5/Y0pWb/Fm5T5wYu0yzHBGY5PpvzLr36bxgq2Rn021jUqb7j+wpjnxzWDsWN9I0NKzU//uV1+42sP+e/+zmN+/laBE4Lfu2+wwueJ8H4AACAASURBVNEauHOz5L/4Tz9FEJ5rL4zwz+cMyz7m7Bj/rf+N3L9PSDxZqXnxMwXv/fNjXt7OIdc40XDycEYx6rO2K3m45/itf/2A3Z0hw0HOog7MnkE43EF6j0vhKUva5IwitzTOMTtfotcCHkNrPYkvSHWs8nVHyeoNHM4rfuQzA/7DH/8B3n4w4eHhQ5q0Bas5+rriS9//Jg9/95wH9x8yXodmssX0vdfxtiDLJa4S9IuUK22Fn5zy6P67mFde4cfubFM9PeT+0QHTXsne/hmL+ZT+i3cJaPyqBR8Q3pMYx3be49wqxM4WRXid/YPlH8nB9//1EUpRG0NR5LStpapWER6iFFmaopRCShE75RCwbcvx0RGTs1PqtmYyOWOxXNHWDW3TxPGr9+R5xqBfcnXzGkWeY01LWpYMhoM4duw809462lWFWdWsVivqpqWtDafnE5bzObPpjLOzSZwkhMBqFZG6EfThO31BtNZdEO8ACFzu10OnBhdCkqiUtKfjjt+YeKmLmJjpvCNVMfhHKI1rTCf0s5GVr5M4EbAu4nyJY1zv4+WCEOR5Ht0CSBCCpIgCrSxPSNKEIs9IEoXsBFzGtlFxHjzWGayoOZ7P2ag3IpypExgrpaMgMESV+0XhoVQchUZdgkEojzOWVEu0CIidG7h3vsrxb/4yQacUqSQYS/nSG/iihxOCpCjp33yR6ckebetYLiuc1LRWsHnlCnk5ROiSfqLJyz6D8TrbO7uMRoN/p9/d73xSFSBJSbRAxzY3pjkGjxAeIZKuoI0EOIFA6S6gLI0rAZ2mCHQUYnq6PIo4mRmvjUiShKpuO9uf7LIUOj2BiMTAzc0NhIzflWVjqJynJ0Q3Xo8XzQU06MILnxcZhwfPMaYlTRKePnkK3iM7Gl5M8dNRpIhnXtX0B8POdmoYDIZsbG2zWsxRukbrhPn5OcF1YlQRV3NSysuVmxYS2TkdrJdonaJl1DFkaRYzT0TUOWRJQm0MvcEApROW8yX9YZ9XXnmFF154kddff513332bBx894OTklOVyETv3usKHKJS01vDk8UMi4U+glQAsWZExGg+4e/sWW1euMOgP2b5+lTe+8P2cn53x5NEDzk6POTo86JaIIJVCJxnBQ5Yl9MqC2WzB8+eHTKcnXL+yiUgLRrs3GW9dJyvH6CRF6pwN5zmeHvFus6B6ts+NaY9P/2E5ADLNcLM501//Nf7G5zw/8n1DpD6iXv0aIlQEmZMNEsobCX4rUPZyqq/txQrUBZaTCukNfv+Qdu8x+dkhR0Ey+qm/gHnvfWZf/k3s+99Gr63iTjQohLqFKL+EX3yNyZMbtPMBaT6jv/uQfPicrHeISmdRUSo0bZNjqxF4yebGkE+9cp13Pzzg0f4ZH+21IFs2ryuOjxp+8s9vo7wB4XjtXspf+6kd/u7f2+fL31rgpYKg0EDQAZEIdu+lyNSjXMNqVqPShGCXtM/fgp5H9xWiTHlpq8dX/7lktjCkZ3NqE9g7XPHCm0O8U3zz/mOe7Fdc3R4RHLz33hP29yd4A2s3Rtz5/At8/de/TmMtCzMlaXO8lRSZRApJ6wK6zXHGo7SKL7QMnULW8vJV+OzVZ7x+rWSx3GAybVjZkrn5Ejdf+BHaa79ENTP4FlBzitEezWQDWe6CCYS6Ymd5hkglx5MJ0/fvszc/Js/6PGgEj89OOT48JB2uIYSit7HO7Ml+DFtKU4S16PUB1DWbt29wNFlwdvLJEAE657o9dkJAkGVRpTsaD0nTpOPb17RtQ+eOom0WHOw/YXJ2Stu05EnG1tqY/u4V8jRD6ngRe+djGJSx+NZwtjjm8OA5k/OzCOGoG+bzJYt5hbeO5XLZsfI/xpheHJoX8dNNG+E9cWfZHeIXxYSM+17TRgtYCAERYncmlUJJRaLjn2WM7YqbWCBIIS8xq0rprrCI3Unc+TtkgNbGHWbcIwvSVJEmeezkBiVra0PA09qWLMtIMn3p1ba+wQVP6xpaB40TrExFCJ7W1CybOZWtkULyWvaZKFgTEi8iy0ArRdu6y85TKUnAUS2bOGXJEhSBsigQBOz+e7Qf/j7tfIpIC1Aa6w0+wPzoObVNcEqhhMaWA8TLP0CeJOi8j9KaW3f6bO1sUZZFtIUFsKZByA3q1mCd/S7fqj/+xwcQXeEq436Etlohumx4nSZ44thfpyl5mpF0nbppV6h49eOh+7lHVX4cQ5uu0IsTojzP6ZUFp6enXKzFEq2x1rCzeY1F3VIbjwmBZdWwuzMg1epyAhCnOYKyzOn1ehwfHVLXNcPhkMcPH3F4eIjylkGvYDAYYb3DWMfuzlXKMmcyXVD2+szmFYK4vpBKMRiNOD46ZjRe5/j4OIrtdIZH4qUizVLKIifPMxTgXBvdDVJDiAVBkmryrHPodIFfxsQV33i8hneC6fmEjY0tpBIoJFe2t1jf+BKffeOzHB8f8eTJY46Ojjk5OWExn9E0JiK5ZaAsM9Y3xty+fY8r29tkeQ/wVMuKx48eY51nNB4zXlujv7bJZ69s42zL7HxCNZ8xPT3l6ZMnODuLPBwCSaLJUokg43QyZdQrGAKHH7zN3vvv0l/fZufWC4y3rnJra4fttU0mywWPkxEHB894urf/Xb9X31sEaD2TX/8l/ubLFV94NQccIQhEmGFMhg3dHtA6ppVlualQP7rJlasZW5kkzCRnB9u4CSxNg1jOkN/4BvJP/iDhX3+V7O1vYmyNqRx7P/eY7eVVRn/yET6cIcWMtSstYcsii2fo4hxvW4KIIRBS5yBX6PKYIFqSJGVNK77w2m3uXt3m995+zLcfPKeyt/kHv/CAXF7nzs2cN780IRsKitTy138qQ7DG//j3zjlYEcNUFAyGfbwkWqTMCne24uzBGc3U4FqH+eCYrR+8RrVI0KVEp5YXX9vgvYcH/MjOmGcHFetXSvojz3vvwltvLVA6o8gyDk8XvPPBHrWJB65OIOtJpAIralZ2RbrQVMuaMTEsI0AktFmNcJ0KWAlWxuGaho3BCN+sEKwYaM9oUxJ8jc/P8cUD/txPHCFqg/eGbLTHleGCYtrj+PglVmcv4RpNb+XZGzuWgz57T/Z49N77rN+6TXb1Bqc3b9ADfN1SPz4kEwnNyRFpcNA0mMWM1tQ0Z1OGL98l3RrTzz8Z49PTkyOqasn6xiYhCIxpcD7w+PEJa2tD8iwnUR3RUcYd4vqgB7dvMhsPqFd1JK0pxapacnJ8TNO2VFWFbRsmkymT6YzgYdU0LKoK7x1aJ1GB3xisiU4WpfTl5RY67nmWZYDAWdchiz1adYmUMiI9TQdbsb7rypVGdDat0DljlIwQEOs+DkkJUuCsjeNzLellfbyLjA1rHUJLEIE8y1AXo1AJZVnE8B/TMhyW5GVG2cshgVVbMW8WzFYLPJ56uupGxhrvLM56TIgdoyfa/xIVNRaWFoNDOEHrW1pvkN4ivKI1LcFHDUEsjMB7g289WR7964lWaKliByoFLZLGBuzuK7BxHd1haDOpoOyRlSPy/iAWNAKSnY2YjljXVMs5WZYw7mmsWdEYwEf1trM25id8gp68KOIEqhPVCRFT+LyxJDIq/Y1zgCBxlmo2pdeP66aIBjYkicYaS2s81rY469je3oTgaJoowKYT/3nb+fqFRKcxsdG7KPq+Mi55cjgjCFjUBhckKrm4Sj4e+w9HAyZnZ0ynM4ajAc+ePsU7S9vWDBIFzjPo96iNI7WWVbVkd2eHXm/AYjbDWsuVK3fZ2tzk/vv3sdYwXyy4snMVYxq0ipMjF0SMldYJeVHQLwpk8DSrCo9EqATnfEf11HFfr+MkTClNYww6y1lb26RpIyTr7r17l+8qBJRUjEYjhsMhN2/ewpiYuTCfzTg/P6NtG/IsYzxep9/ro9MUiEwM5xx2ZLCmpW5aJufnPPjwQ4QU5EXOeDxiOBgyHG9y8+7LvPz693H4fI/TwwPOjg9Zzs7xQTIaDEjSlJaEJ8en9MsBiZYcPPw2h4/foxhvcvX2p7hy/S7XxxvsDNdpb70U+Tzf5fmeBcDjr/wr3pSHvPnptTjyQ9C0LXVbsGocQnm8U5H1n2pCGygTxWg7I8k9cltx5aXbTP9ZQh+F8F2OY17SmhprW2SAVGb4fcfezz+jOVgx/sFN1LWMdDBBaoGxFUrmSC06X3E8MIWSeL/AM8fbISGWt/RTeOPl60zOK54cH6HdHYyDX/nFJYka8vkfqVBZyzAN/I1//wqJVvztv3/GwVkcO14ANIQUsFhhz2fIoLCJQpdD3LM5eiBY/1NXCcoRguS1Fwt+4z3N+XJF06bceEWDlzz5QLNcgbGG+w/38Y8Vk0X0bCIc88envHPwZVZ1jRsYlBacn644O1ywdl2BK7tIY4epI51tOW0jZUVIlBKkPY9IwDcG4bufqpDI8DZi+RHD/gybenxQeDzezwnpinxNsGoz0tULbOo1jK7p3XmRyfGMuTe0yxZ3/30GwzcQ1lOdnJFv7cbEqiyhnh5zfvyMUK2YPnpGsXOd9uycQa+Hbz4ZFqrp8R7eez46O6VpYyU+nS1ItOKLX/w+EhHFgE0dx/xIwWI+5+zkjNPTMyZnU2azeYy/XVVUqxVNE1Pv6Ox/lthR+XBBzROE0EZ9irpQafvLtYBSsVu6+K8xBn3hkVaaNEuoakEgkvWEEBR5AdLHlaINl1Szi1GrsTHzII5ANUpGmpvK+lhnSPI4qt/Z3qJX5swXC0ajAXmeolTXuSlYmug8OZ6coD0s3YSzxuIbS+vbyBYwK6z3OAfO+ngRkRBcwFhHGyILQCpB8NFOmHTj6BBifGprDLZ1cYomxeW42VqLJFC7hixLydMiqs9FnIg47y7HvXr3HsOt62SDETrLSdK0E1bWcdohJKZeRqKhi8KyVV2hpCRLY4S2sy66JoTsRHKCQEBLhfHf3T71x/3YusHZyF2QKsZUaylQRR4TPKs5QiboNEVqTeUs0/MJTdMwGo0JQdA0Jgogqzm9smBzY41+f4DWkqN5g1AC6SR1XVMtq0h/7NgAtmND5FpyddSjbSyHsxXz2mCIND9i7hpaa8qy5Px8yvHxMYPBgNlsynIxp8hz5rNzZJZibIMAxqMxa+MR08kZH3zwbdbWNyIBteucp+mCdtVgg43AqdCB4oTq3A4gREACaRKtqSo4mrJApjl0vnghBFmSkOcpiZJRgCoF1jnGgwFJGt+L+A51YKqLgv3yt9EdJKVCq4QszdnY2IqfU+DS0XJROkRYliRJNC5NSTNLWfbY2tqiqiqquuL46Jgnj5/Q7/VYW19nOByxc/MOV2/dIbQ19WLOyeFzmukZy6piWlsmS49LJcJ6Vha2hn1Uu2Tvna/y5P432b71MjfufYp+fwzldxdkf88CYP/Lv8F//h/fwLRl5+VU7D/TvPPNlNm85jPf31COWoRQ1KsWnGUw1CQ6jqgDoDTYw4fYdoW3FmFbGjwmHxJ21jEHh2A8WIF8Hjj/Pw8xjyrW/uI26maB7XK9pY8YS4HsbCoghCcrVwjpsK4FJEIoil5BkrZ87tXrnH1twkmzJJE5p9M+v/yLga0dx+3XBJAwKBp+5s+PSBPFf/8/P2daBVarFu8ESI3OR7CVoc9WyOubuOs30NMnnP+LR1z5ay8Q0hLnUgbJu7RK8uEejEY5+fqANuzy3n2wRmCc4eGzM1wI3eEYbU7anPPy4kPGWvPgakuWC04eL8kXFiECrm3RQmCloZoH5qslTRPAekzbIDNJvTCIoNC5IIRupGwNwtToJCZqqSQWYEJILNHrvqiPcH7VgYcSkuqE4pUbFDdvsEiP6G9u4VJFHgLPPvoIbwJbP/zv0ZyfMi6u44RAJxm9F29Sz+e44wMefXif/r1bbF75ZEBUfvd3vkyvNyQt19i4shv56c5iveH9+++hCMxnS6bnM2aLJaumZnI+pa4btEgiYKSqMM50xSHdoSiwXcd0ITy6YLPDRSEZL2rb8dnjIRKPhjjmD5d6BARYE/ffQqqP1fmdoKo1plPVX4irOi0IdCdTYNDv0+8X9HsZa8OC7c0t+uMh5TC6HpxzBAGz5YKTiQVlWbRLFvWC2tSs2hWLeokXkfomCNRti3fxIHPCdTYxTyIDudI4FVnsto1ixDTRyCCpjcFaj5KCLImdmu0+e0TkCjRNw7JaUuYFUickMkHrBNelMPYHA3SSx9z0rpBKlECIgGlqQpoQiNkHwnlsFQNmVqs6suNl/GykUt3Ft4i6iU5sJoTocMMapVKSROG7S79uozD0k/IIb1DeIlGxwFOK2lvwkWiptI5rn7hYYTDo0TaG2XzBhw8foaRgPBxy48YNBoMheZ7FcCoh8UJy7+49rm0/4OnzI9rWXF58F2etswatEjaGPXTw3N7o03rHdGE4m3YEwS67QSnF02dPOD4+5vq166RpSllscev6TY4OnsfvvXXgPdd2rjDe2qUoCkb9kre+9RY3X3yN/b2nZFnGalUxGAwwxmBMzHOI2Q3hUpEvuzWS1pIsTVgfD9GRgsOisdhusiZFINWaLFUxN0IrWmNwXjAcjfDBM51OGQ6GXOYfdO/oxa+Lq11KQeje2+iwuWAwhO8oFroP5QKK1Vk2ldIkiSZNEgb9Hlvrm7Sm7RqPE44OnqMTzWA4YmNjk3JtiztbO+RaISRMpwveu//tiBvu9Xn+7JCz2RnOztgd9ghNw0fv/S7PH73N1s5Ntq7dBX783/q9+p4FwJXqBr/3lQ2+HjRFTzGdOT54L+H4KGV9w3Lv0x5RVjibkmtJUUr6aYNrQxy9yADNQ+zBw0tutNAS+j3UZ36QwWe2EF/7J6y+sUfaJjghMK1GPKjoHazIb5QI4aPAQUpCcNiLgzgEgvAEsURrhVGCrFejswa7GqKajOu7JW++dpPfeftDllNHtt5jKTP+6S9afjIL7N6aILUm14Kf/jN93rm/zs//+hFV6zGkBNMwbzz9wQAxkojxiMZqsiOJ+fKc6dV9Bn/m84T+Jol+nyvXBG9/G37itRE2X+Od39/i6T44L6PtUTjSRJH3c6Znc2SQzH2OCPBZ+Yhwc4TTkumB4WotUa6lsZqgPTqBNCQ4D72NEtSEpm4pCs1iERAqgfkK87Cm3l+Q3MtJrhc45bo0LXE5Lk61RiioV2PsfIC2UHlDquHp0RnD3R2yLCeoqE5NVnDlB/4Ejalonj8nlBozHCBaCPMZ+vYdsvE6i7MFgyubmMmc4/S7W0/+OB/rJPsHE1AVH3z0DNNavLU01QrvYziJ6UA9jriLbtumo/SpbhRuCMGjEx15AW0bL+luXx790XQMfNtZ2sTHGNwkhsr4Dr5zsZe/ULpHkEiCdxErbJ2P4X4+jsK11qhUkmhJ0Sso8phfMOiXqCSlKDKyPEUnil6/i4Y1DV4GJmbCk+dPmdVzqtUKGwzWW1xo4xjYOZq2iXyDDjOrlAIfo1hwHm88iZaEDvMrZGQhKOk7vgBA1AF4EYdTLvjo4VcRSyxV/GyljaptjyfPE67t7JLqHNGpsKVO42g01chgqeuKEAzNyrByrgu+uQgfinarJEnJ8wJCDHqKh+wFktgRuiKt3x/EkW/TXB7uaZrStg4lw6WrQkqJThJW5rvnqP9xP84YJA5FF3MsReSjhCg0FQKKrAQpUSLQ1tGyOhyOaZ1ndj6haQ06z7m6u4uXitYDwXF0dMCqtVy7somQCQeHR5eAm4vPyQTPeFBy8/ZdeqWil0jWT8/47W8+ZGs8vCxEL0BEUkia2vDhhx/x+uufod8fRNtnCDgPaVFinGd3Y4vbd+7w/OCQ69dvsL+/R79XIogsi+Vixs4br3N0uM/z/cnl+D5NUkwW35ssTfEhoFRCmiT0ezFmem0MaV3T+ABBRLqsjOuyC4y1dY4kUQwGA/CCxXzB1d2rlxd+BCP9m0UAXBQCkQEQ/80IgUyyqNlx9vKzI3hE4LI4uAjJSLS+hC0laUqel3H6YS1NvWK1qvjog/eRWjEeb9DvDRgMe+S9Pm987vvo9/sE4Or1U06ODnjy9ICnB/tIlbA+7JNJx7MP3+XgyQP4W//Vv/V79T0LgOrxbX71cYII4IIBH9AqZW1zxutfbOitezwZWnvKQpBhGfVSer0EcfFlmB/THOxfghjoDQh6QDNYUYx2uHrzNc4LS/2tc/RKYNKG3ue3SW70Cd7GQAgVLUfCWlqX8fzAkmaC3asJUgZU4knShP7WU4qtt1kc3WB1/Ckyk/F9b4y4+9mUb379gCZbxyc7fPM3z2n+nuEv/tUhOzdaRGEY9zU/+aNjfuW3TzEupTJ9fuWXPuAb33zCT/6Zu/zQvR7l5iHZ3iH1048oVp7zn98jOEn/z15DqII3P7dBkawYb2juv3eTX/iHNbNGo4XrRFs+ju01SF+jyHAq5XFyhVztkW5oghTMni94qRY0icYryXCtYLO/oGc8xqbIXJBkGc5KijJltQ+rtypmv/qI5r0aN/f0f3qL9at9gg94GXMJhBQE5/G2pV2OWJzcQiwLvK7jjnpe4f05h0cHqJDQmJZyfYRc3yDf3oDpOWVeEPKE6nhKf3cDnwYqYyhv34h+bWDQ76N7nwwOwDv396Ii3ju886Q6iSr3tkF3naDsDgLnPXTKeQg44TDOYb3FWINdVaRKI0XUbATvUUkSQVmBSxWyUqrj6kccq+9EeG0bMdbBhzgy7UJVlIp++zTTDIYFZS9nOOyTJIJekVPkKVmuSbIkqumDi4eLDDShYdpMWc1XkQI2UTgPdbuiahdR8Bc83rUYG7UECIlWMWsA2U0TtKZuViRJinUdEEhJtFIxY0AJRES9x4wQKQkuHpA4R/BRrOpx0VONJs3SyAsIBuGiy0IE0VmuEtZGfXp5Tl70WdUVoiOntVXD0jYI1zJbzkkSTehU61JJlFRY4wgeTBtV8N6FTtsQc+F9V3xFd0dUgxd5iWktQmhsWyOFA2/xXkQraFfgaJ3QdsK4T8qzrKMWJU880jpaF3AuRIZ+AGFaWgdpWsS1YJKgyoTMBmzwtG3LwfEp9ZNnPD86IdGSzc0tRqM1Do6O0FIyKhOW/YLx6B7zZcVivqBtFiyrmn4GP/zma9y5tY4PUNeeazs5P5WNePml15Ciwwd3QKJqOefXfvX/otcf8unXXgU+DuKRUpH3+4gkZbJY4R4+ZdAv2NneZnf3KkmWkSbRSioJDAYj7r7wIo8fP2bcH9Dv91j0+8gkwXlPv9/Hda6RNOlQx0BR5CRZRtUapJCYtibENDlkB0wCgU40eV6wXCzx3lL28suL/w8WAP4SuAQfd/lR9xgAhUoKZCKQznSWwfiLYMF/DFv+zmmCECKGImkBRK5K2euxISUheJZVxdHBIR999JCySNhY3+RTr76Kc1E8uTZaY2NtTDlYI8t7LKsFSjpMOKPc6GGrPyQJsG0FKEOmo1hto1jwwmuGu68qxtsWYxuCipV/IiCRCmcNxgu08IQgYOWxkyXWgUSjN68jsxJvHFIvkNcMW3/9OvbBGH9uEX1Jcm9AGAm8tMgLlrhpmc8cf/+f7PML/3TC9XXNf/Nf3uLetYammbCqFIV/Ri73SNb2QZ7TtLcQ0vKpl2a8+Irl+f5j/tVX98jKkvcepvz9//WML36xx/V7hqL0CFOSS0loe/zeW8/5X/7Bfc6WjoPZh6z91A6fe6WHfHWdk3mG+UaFmMLZLz4huaXJ7qYMCskX3hhzdqb4pf/jlIODPlpIdJ7TtBZvDKvVinR5xBv2Gba3wdPQwxRDJqpA9z11CAxrwTWpeOg0xnmyUpBmgkHdYMwAqS06kUyPWzZ2UmbfOufZPz0iOwoIL5CpJN/oIRONVBIfHNO54/lRy83dFBHAnN9GTG9ibeB33v8mR+2M4tM30M5jlg1tL+Hqp19lfnRIW8+RE0U7OUfkC0xVoUTC+eIci2W4e53+5jb98TqTR3voLKHYGP9hzrk/8seFjxPqLjp0JRUueEwddQpKKbRWXYKcvRx7NtZ0ayx9mYimpUAnsVs3xhDwOB+7+Isks7gaiC92kiRxp6wjclUnkl6RU5Y9yjKjyBNUItFSk+eaooydfO0apIiY19bXnC9OOT2d0pgWJOhUYpyhNQ3GRTtfoiQpJXXT0DQV1tsILUFEpTcyIkNFQGrdrTICOokglgt6mwjRfqekQhBTAK2LF6lwAe+hXyQYE0XB1ghEUCRSIGXaFTj+UkiXyIREpkghSPOUVb3C1A0Syfn5OVlVX+bCOxGLW0yLFhGa4lxcFwggGIvHIkzNarFA6AKlRtRNTSRdRjBKVHxHVHKwEISMKXkhTi+caTDvfhU/P0e8+WOotOwIdgoQ5CojfHLuf2bzOXUTY3izIo9edhvQnY21XtWoAKOkZLlqos2zikAnJzS90Qb5siZP8/hzlTLmRJydIkLg6PgIpKJMFSJJkQK08CSi5Hw+RbqGtUHOyckpPgisE1SrmhcG6xEu1K2GLuypW1tb/M3/7D/h6dNnZB2IJviIoe71Snq9Hmmeg1I8efqM7//+z9EbjCn6I7yIGRqD0Yj19Q3eeedtzifnABR5znA4xBobqZuriuFoTJZmVHUNRI6AVvGdVULSWh8dJV7TNvby5r5Y1/WHAwKCs8kZm5vrSPGxXuViUvdxEfBvXN4XwgdUV8jHPz4QtS1KJwhR0zYXa5VwuSqJo7OLL1lEteukoFquqKqaEDyj0YitzS1ynfH08VPyVLG395gbt24SgiDNUgQ5SifcuHGb69ducXx4wMOPPuLps0MSMUW2f0gRYOsa8iTlhU+/yGe+H26Nf5fRzpIVAu8SrBMY7xBCodIcESQ6iSMRhEB4h2s8wcbDMCQ5vZc/g9eCJG0YjM5JlIENQb456D7U6OkMXuCMwAUBrcI5xy/+2pS/849OOZ3lPDup+dffOOP6Zg/HHO8HSF1Hb3I+J83fI+2dEGyKyo5JypYXR3PW7oKIRwAAIABJREFUtre4/sabvPX7Ffd/+z0eP6nplS1FrtivJ8zmGUlq+fb7JxxODC7xfLDX8JVvHPHqqzdIN1rW/tIOzb2S0988xJ16zElLdjencQYpE44PE549TRBKMl5P+PQPv87egxM+/MYDfOtZszO+aB6QzvZ5Ins8u/4KjUoQhSR4h7COnhekHrI0wRXglUHWARrIC9CZZzZpqJscNQusnjsKkeITUK9K8ldznLRIUrzzHBxb/oef3ecv/9mbvP7SNu3kGsL3+PDwI/7hb38FtQWffSHD7dwi7ReIzREiL9F5j0xrjh48Yvuluxz/3ls08zN6wyFhMGLt5ZdBJ7TGkmtF7/YO86f7VB98AK9//v/1Qff/x+P9x53hRWeuk4SmbjrKnEdpQZHnVFVkhysl8Z24ScnYySdJEgPsXEwnGwz6tG0b9QJa430cJ/b7JcNhj/W1MUWRkpcpvbIAYoqZVIKuEeZ8McETKU/T6pTTylL7lpVd4axltpzinI0vulBYbzpme5w0SC/QSISW3VTAkaSKQIbyXbAOIsbAhjiGjweRxxqPCxYlku5gi2JVKQQKsLYhXKQWBkXrPFIo8jRBuEAwnSQAQZomhNDgg0WgKZKY1a60isJd6y/94YlWzGYT6LC0Ukq8F5impXE2Tg6dQaQdUjbEdUxwBmxLONun2X+AWVXordskG5/HOYuWCVoJ3PQU6Qxq8yrBWWRTo11Ci4Iki24MY2iffBtVzUg/80XI+5fed2dttGCq7+6f/uN+Fqsa201wRJLRzpf4ED975wxnk3M2NzepzDlN3UQBc0eFXFZLvDUsl3NcW6FkTLX0dYUNDicC88U8+ufLAT54ellKqgYY07Iu1zD1nG8/eMKwN2Q4HqGEAO94dn7G9o27AB93y91K6+rVG8wXq8sCABGTC3v9Hr3BkLzo0R+tc3hwDMBytWI6n9Pv91FKkKQZm1d2ePL0CcvFHO8ceVFEtkBZkmc5k9MzQvC8dO8F9g4Omc3nONtG54dKuy65xdqoYzAmrr2UVdHBJgXD4Rpt66hWFdeu37u02F6M8OO/y18WABerDgAlNf3+EOs8rbE4b6OdPUSxegihSwB1cUjw/3iiJkwAUmnWN7YZDS3z2ZS9/WdMJmf0yl3WxuvcuX2L/ed7bG9vcHJ0wLJacuv2XUxrKcoSHwJJotjcWMO6W5SjPk+fPeNg+vC7fq++NwdASdJ+zp/6i3+C1z57hDv4coST1NHGkxYJxnu8SGlqCVJBIhAoQjAoKajPaoKTKCEQG1eQG7cI5xMG40fIcg9PjTAOEn2p5gxC4KTE1NBWLcMS7j+D/+kX50zOBUE0GBmwxoGsyUZ7cdqgTgCLEBlCtCS9ZwipY0HiHUIljHeu8oVXvo+rrzqefviI06c1q2mBmGs+WOzR+JpMKeqlpyjBhozZYoURY6xRJMHB2NP7oSHuRsHpgynqXp+gJDoMcHi2tiWf+/QJw7WCT39hi93PX+MbX9M8e//bYGDbHpM7R+lrPiMrtvbnfGvHMxNjvA2oIsVQI2wglZKVagmJxzUtZrHEFYDwmEajZMIyDTTRVYPaVWz+xC5yXcaYVhc7p37Pgdb8t3/3MX/lxwe8uqbYmz7lZ3/7NzlsjvkPPnOdW1vntFc+ix9+Gnd2wuLpI9zknMpssH5th7IsWbuxiyhvsTg5Z3D7NsW1HWoErbUEBzrRlNu72O+RQf3H+cxnsw6oE1PSdOeNdzZeNELGS1EIFS17Nr6OAcjStEtTi0r8uq67S7SD5liLILC2NmBjfcTO9gZlmTEeD8m6qN6qXrFYzfGqpTIV+5MZVbOitjXGNrS2obUGFwJpnpHnGcEHrGkIIeY/SB2DRYJwKB31L87ZLpM9doXRcSBp2+g+CMFfigS971Tu3l6GmXAxFeguYYFAy4S4nbcY21K1Fu+hzHJCECghooskeNq4EcR2JEJrKxIlSVIFdPwKH5MGZQjxYER05DbPdDmLrPouyMh2EcJaKrx1LOYL5Lgk1CBDIBhLaCv84QP86R7F7h3KRLN6eJ9wsEa6ewchPZw9p3n7X0BToV/5ARhvxSAgYxGjTUKSIQcbpOtXCGWKVj2YHCCH2wQpLkfYER/7yRkBnM1jop0IjlHdoLMcF7i0t61aQ7VqUK2NF13bXPIglssZupvQ2tag0oB1nmVtQINPwaeC45MzRqLEiYZBWVJ0l61zjvNTy8HzpyQqZ3VwxHAYCYBtgCwEgrU4/3EQUQid0yVJSJL0UsxarZb0yh6ygzwprcnLAnTGwclJZHZI6PcK1gYlk7NjlJQMBgOO9p8xHg0pywKVFuzu7LK2vsnx4SHD0ZD+cMjh4RH7+3s4FzVndRO5GqZpMW1Da9pLUa6QkJV9irKPsRExnOX5d3T831kAfLwC+HgCEG26zmmscWxubGJsy2q1jFkgzuNxOG+6Pv9CCvwHH9mlMWZ5SVMbRqMx6+tb3L7zIpPTA1arBVVVkSQpUkhu3bzL7GzCsNdna2OL6XTOfHqOTlLSLCNNE3Z3t7lz+yY/8OYPMJuef9fv1feOA5aAl+x/9Ii7u4/pJ4FlLTuBlEV3eNS22cDObyOSE0z6ECdqlJeYIGj3PdKCUAnhxiu0RlBMn7F+4wCZRdVuCAZkDBHVOgMkrQ84qUiyhMZa/tlXz3l21KkppSZLYWM8QAlLufaItDwlqAlta0mSEDs4ESBEd4DC4rzGiQxJYGPDcud2j+mzc4QIzPycg/o5EMUcN64OGKYJR5Wnl0mu7cY9ZeELzKpCKM0ia9CvjFj5HRK7QqUtKvFs7tT8pf9IkGaGvO/w8hH3ruyzuz5jb6LZoEKHgFcOBWw5Q4ljJSTT1mF07BDVyiMDFAON7qVoHe1iZZmhZYOpHVJ4ljrgpcQJT//umOR6Hm1Mssv8ThK21gU//WPX+K2vP+Fv/8K7vH7Tcjw758OjU3a24bMvFGSDwNNCYbe2WTSRxuXXRliVMNi9wuyjZ8xm5/T624Rej/GtW9hUo5xDEjtr7wMiUei1tT/UQfdH/Xg+RpkK0dH12vZSgHcx2jfG4C4Efz7Wsnne4UalIM/yLuRjQK8fu/g006yNhlzZ3kAoaGzDYrXg6Xwfv4hddmUqzuZneKKWABFJbRBBJRE2Eke5RZnFv4uL7oI0SVFSdhYsj/cR4WtNFz7UWQkvLG66U4IHKRB4jG1iToPuJhdBYl1ABddd6Cll3utgKA0eCMHRmEgg9EEiZTzwWmfj/lQEnBNkOiVIj7RRsCi6IqLfv0bTLqhXM6z38d8nHJfzdBEjkKvVgmf7e9y+eRcpJfUqjm8FgixJ0Toq8p0F5wMyeMRqhtv7kN7NF8mu3iPYFfbRfZqP3kKvbePbBebDr9NfW6edKtoPf5/0Cz9K8eoXY8BQ0QfbsvzgLczJY0Td4p3HP/0AOboGw63LNDch5CdqBXByesp4bY3VfM5qWdFLU9rGICU46ygSTTU9BRHQiaLt1kLexZCY0E1jQhA0bQ1WcD5fkecp06rCtI62sRg5RSSWIi1I0wRkvKCGwxHTsyOquqLfK1EqTsVa5zleLth2Fh/EJcY5hJg/kaXx0lJa4Z2lrmv6vV78c5XEtA39fkFR5ri2jVO1umbQxTKjY17EcNCPF3SWURYljfUkWcbt23dYW1vj+d5TXnrpZfKyR1WvODs7pWkirCvPMpbLinrVYEyLD3EamKUZWVGQZBntoibLEoRQf3Dk3zE4LoqACzASISBlFPgWeYlSFq0S8ryk3xtiTIO1LdPZFNNUOC7Egp3ltnODCQFZnrN5ZZcs65GlOUHE4sIYQ9vFb5+ennJ+PuHGjd1IF51NycuE+ckRRX+EaQ3Lasl8MSfPC8oip0lT+oMRg/F3P4u/ZwGQyARfG/75P/4K7aHhS386IyQrhEjQKu5BbWtwc409eRHUbSq7Rj9/B11UuNWK86dTrA24ay/Qe/lNCBbvJqBOESoKb6xR7B87nj633NjV7Gw5nM9YVg3K15zOCn7za3PaIEizAUVe8NLOktdeyRAyoOQ5UjcxYrjDr/qQIIkHrujGLMEFhDhGmYfk5jHX1o55t9uRnVZT5s2SzWLMINW8cnvMG7fWePfxhFdfXeO1lwtcqCNK9OSMtX5GL9tgOn2D2eweSfYWxXAPM2/wtIyKDLc0GOVIBvtcWXvAa5/ynDyYkocKIyOVq7EWj6DpAmNkYwldl2dmNdUipgdKBVoKiiwhL3KSRFHXDmtaKuk4t57UtCTnK0ZWEN2AEhEctmkQQfLKPcmLtxRffdfyW+/cx8VqihvbObubgjNv0M0KUcaXV3iFHG0wKAtqrRi8dJes2WXhHRu3RrQhEJyL48BuXKp0HK19hw/m3+lj2vbykhdAmqVR8OcciU4ud75t25JmKUWZkaSaXpnT65XkZY7SkjTVZFlCVqa0vsH4lqACjVzwzuFzWu9oXU1jVnii6jcWHO4S2auTGCN8MQt0TmNMg+hit0UXw+udheAxxl/aBKWUURTrY8EglILOfuhlJK9ZG6cC3oXOk61QUmBsEzUOWpPnUaWsdY4WKUoV9Iohh8cP8RHdg7MeKRWFVrHrcdF7b/ExhEYrVBLl/gGJcAFEoN/b5K/81f+aBx98k3/55f8db2JOQusMWoiOdRD/bnVbM6+mCBVFi946jKlBqoh2RRB8LGBjyE3ANUtCvaA9eIxdTKFdYo73SccbhHpG8+D3MU/uIzd28VWNW56TnR2S3HoVnfdBa/CevkqZffkfYecz0t4A8/wheuc2sreGStPu7+ThEyQCXBuNojCu34tWP9dQm+X/zdybPFmaned9vzN9051yrsqsuavnGWiAxEiAJEQzSDsk0aLlCEfI3nnvv8Je2uFwhFf2wl44wg6Lg8SQRNsSRRAiCRKNRjd6rq4hKyurcrh5p288gxfny+wmRMISJJp9Fh0dndmVt/J+95z3vO/z/B7atqFpLZ1vMWjSJGF1VtEj/xgNC2zrGRSDWCxKR2sFVdPStI7DoyM6H7PjkyShblpkSJmXJSZNsY2NrXIfSJOUtmsQIY/Og+Dx3vKwbdgKon/24lzd97qRLE3xRGS4dY6qqtje3kJr0Yf1lOR5TlfXzM6m3L93H6kUwyLj7v5Dbj11G+c6jp48RmrD/QcPEVKxu7fH6dEThtevs729w/HpjB+//yGj4ZDOeZZli+9a8jxlfWON1kasMDL02OQohB0MRyQm4eHskJ2dzahhCO4nWv9cHPq+h2h1bU9PDJBmaxc2VykVbdvRtjEJdHPjMifHJ9GJIs4Fg7F4Pw9OGo1HFMUAJU3kGfTZAm29oulqqqbi8ePHVO2SV66+wMHdj2iqGV0TWC1m3Hj6ObJixGCwxmJZcno2ZTET5HnB6dkca1t+9Tvf/Eufq59aAHjnCBpWc813/8Cyvim59WKC0jEUQQRF3TQIeYZXB3T1dRYHz+GXKVvX7pGc3KX80NNeeonBV/4DzPYundDY5gRnFV4SNxZn+J3ff8L/+ntTrl8x/Gd/e483XiuQuqAqJW9+5Lhz3/fzLodixrfeKBhlFm8V0oBUNvKTgyFY1+NS49/BpL24J0joDpDNfSgPOJsusSQE71BBs5Nd43KekhjB1T3Nb/zyDl8/nnDjuTFb65bUK1anNa7LmU4FVXedev4yQU7pbAmLJQcfPCYzOe7+irN3ThE7I0a/MiPd8dy+VXInOWZtUcWt1gW6EFXhbU/8M0ZjRZyXJsJglMG6BikDMggEjs416EQi6thGI1V4o6D2LN5bMPrBjLVvTRBJxIcmxiCEZk1oXnlmzJ++fXKhmg0IikGKUoasFSzfegt5qeJGnvD+jz/AD0dc+9rPkSQJQWvMIGUjSWgDtNaTySjYESpiR6MYLqJpPw9LGxPFZyaJh6nWKKNj8laRYbRkNCrIixxUAByDQYo24EWgdo66a1j4OadtTbCBzjZAuODbCxmT8+pmFYV/SXIxK9RKorOkb7tHgltkA0T7oe3pbd55HNECGO2DuhcTxhm+UlEJ32NqLoBVbRttscLI2O70DnyItzciPdB7R+gCRiUIIjgoeLBYcp2wvnmTk8VjBC3g6boIx/EuWpSEDGgZMaquI47zgo3WszzF1p7hYJNXX/1VHtx9j/c/eJNFuSBJZE8pNMgAoUe++p4KWNZVnH7GGQS2a1BJHJ0EIeLNMcSugHcdoV6id65CZ2mPDzBaobI0sjWCQ6YZcuMS5qlXcG1L+PH3sR/9GO8E8tpt5GBM2zbUJ49i0TQckTz1HN2d91DFsLduxn0m9J/Lz8uq2xWL1RmdtaRGoZ2iXFVYH6ibFu8tjdRonZCaHNdahIbgJVmW0NkO5x2t6yjSjOEgozANq7KCNqCMIsty1te3OF2sOJ1N2RiNESHGMSM8Jkmj9gMPMjDKB1HUnCRRO+F8j63u3aHe9120+O/OdtRVyTAvOD05omstVd1iXcsnd+9y9ORxzLHvYT1V03J8OuXoyREnp6foJOODjz/izv27PHP7Ns/efgbXdVze3UMJePzoEd/f3492PKWRwbG+scZ4vAZBkSoRNQB9tkbbOcaTdayLM/enn36qhwyFC2z2uXi4azvKqqQqKwKeIosEv0GRUJWnnJ7OkFKze/kKo/EIp6DrWuqmom5W5Gn/mf2JmlIIwWq5RHDMeLxGmmZIqWmakvnsFO8t0+mU4ydPuHF7j+XZnMXZMfi4hwhRc/ej97j5/Es89cwzBCeYzec8fPSQk+MTVmVF9bOSAG2w0HlSJTlbNvyrP4LTecHN51YUo4joRCW09pTJzse44wnVLGN2fIVmto78o/dYnE4YfeOXYec6VefQgxNGl58gk7Y3ecSDb1oF9s88904DHz3Y55e/vuRrX9yiGBr+0R88Ylk7otISvvp6zi/9/IQsIYqOvMHaFtvEeEdIee+jKX/8/RPaquY/+XtPsz6JUBL8CtvNuf+h5O0ftTgMWsPecIvt4QYuHJEkDZO1wDe+vUHdpDx4dERVepRuWK4sUhnOTtfoytvI0LG2+4iQzFEWEiExYsjqg0e0bzVYE1CjU07buxSrY95oZ0yCw8ho+RNS4FRgMhnSDQaUwqPTGFAhVMQHi0agdE3jPfUq0NgS1zY0dUfTBhyKjqjIsjPL4T+8jz/aJqQd6TNrDL+4BSK+7lvXBiTpESsbk7RQAi0C7WrOYtpRnHh+4UvrFBsTJms5h8sGUS/woqDyGqkTqBuQAdd2dLZF64TOerwCFIBE/n8ETf7/tcajASbRcaa4PmBtY0SSGZIsxlG3vuF0ccp0/ggbHEIFThtol3Ws2pXqC6W4wUU6t4PgQFhaV4NTSKFpbY3Rad9Cji08HwLCBYzJads2bpLe0nUNUuo+nz0e+ufgn2g/i+3GrrOkMo7Fgoema2PinjkPdelITRFtcIAPAq0CzseWuu3olc/9nN/EObzQEh8sZXXK3ftv0rUVxijAY0z8+4Y2kOdZnN87h2sdOE/nArUTZLnpP72Sk9kR3//z32U6myEIGC1jWJQUaJlAiJqdEMB6gZSBul5dBLroNMW0MbI2jknChTbBu2h7FF1HcuNlRDogDRYjA929t2lmU4QAVzdkOzdRu89GeFAIlD/4Q8T8jNVHb5PsXMaJgG8qzO5V6idH+PE26lKNRaCDw9k4XkmMQZn0b/DJ/Yvr8dkJSTBoLfBa4JwiMSkpkKnoyOisp64bsiRhPM5ZVSUOz3BQ0HYtEklhhmS5oWqWyEyyvTXh8MmsR0tL6v5Zmc/mhG3L0GRYI/Fo2sGIbtFyOp2yWi7ZXN+gbVqENnFk1He7nHVRtAkkadrbZKMQd7UqOXx0iAieqmkoigHGjNh/eMjBwT6r5ZybV6+QGINUksViyXyxYLVcsr65zdZGPLAPHh1wcnLMM7ef4eZTT7G7u81yOaO2LYPhWrQAKsne5T2ausW588yNDm875vMFysTOyMl0xngyjjkhPvIgqrKM2R1tE0d2It6ot7e3YidPa8ajEVmSIoDxYAfrHKfTh9R1TpplDIoJp9MFqZFo/akg93ydMwXapuW0eczZ9Ig0zSkGI0KAqlpR1zGcTBvYnGzxwY9+SFvP+kuGJ1hH27S4t99EeMe1m88xGU8YjcacbB7zwYcf4P1fnWnxU3fpVAvGOTR1CS7h3j3Do8cN3jRcf6pm4GKUYWYcxeQeYrxJ2H+e5jTBH0+ZPhYkr3+D2cYOhW1xokSmd3h4dp+ThwvqriZJG7QUdKrA6DO6xnJwkvG//eMZv/+HS7JMc3BaQggUacJ//Bu/wm9+23CpeAeta5Cx+rfW0jSA17z9Scl/89+9x4f3Gi5P4Jtfv8ogyQh+BSJjuoB//vsNJ8cJQcY4ReccuZHkhWWYBry3JIVHF54dOWJ6cIZIEhIMqBym16mWBcGXbF4zeOcRWqAzj8pKxl/doTs+JOx7mj9+C3t2hmvO2LJ9lGo/l9ZK02rBzmjEqczRoWY8HKPMjGEyIAsZZecJDpzU4DRNHTndOhOYRCMyg8gDqvG0jaM5gvYfHwMeNs/Y/HjBxtcuI7YsW0PPZC2jOol580bAQHuu7e5w5fJ1OtFQlCU7OxNeWBuwFRxnD++jr17nQUjR1tHh8dowloEgYZEatOlviQSED9T+8wFRefblq0gtyAYJJhXM6ylPqgWrswVNF/3953a4iFiVGGFwvZ/dubYXDAWEiFjbz9L8jNEYneFDzBGQsrcQXdiEoOnDe2zX9Rz3qBD2fRKb6kNZ4i24xboG8CgZgUJShj60qOtdDOoiwldJgw/Q9BhjJXpVfehwzuI6hZY5ea4JRNFYCJ7h0NDZSCnswoIkiTqAJFH4YDFaIXKiNiCIXvcTWfIgsR3UOKRQtLbDOsfJ7AilEhItwceCyagU53yfOKh7S6FHyMByteg/C5IkTWlKRSJlH2oksNaTZ3m08uFog6c9PiC/8jQqHyJcS1euCK6jq1aE1ZIw2SGomDAorz2H7jrUcIRSsdOHNuiswEtDuvsCMhtg1q8QlEEojc5ypIpEwr9Er/U3t0KA1DPMB7SdxddtPLAIWBxOQtrzIiRxtJhqgw+B6emcnd1ttNEkWtE2NctlDVoxmQywwXLw6BRhYzgTRLb+/uyENM0Y5DlSBIRUrOoW10Yq5eHRMYnWUezWt/8j0tkSgrrAXisl8R7qpom45uA4fLgPwKoqMa2gXJyRGUW2vsbaZExmNHmiWV8bg2t4/OiAwXDI7u421geCh8VyRWM7Hj48YHP7Ejod8HM/9wsMe3fO4aN9zhZLimzA2sYWSZpSlkvapiS3jlRGhPZivuDy7iW8g7JcMjub4VxHmmWsjScRYHXR0ewx1Dpqbuq2Q6uUPEtR2rK1uU5dN9TVkjxPcLaEYFEq47Og4EgG/IvEwBA8dV3SNCX0pfXJyTHHx4fcvnWTo8Nj9vc/IQRHmmYMBzmT0QhCoO1a7nzwHk+Ojrh1+wU2ti4zGo65/dTTnM1/RhHgtWsdX/95+PhOxbvvZXROc+VmyeZlQGqUEIwKTa4Tgh6S7D7L+ugWT35wSFcVjL/yq3TZBo2D1bJipSu+992P+N7b73FwuqLpPFJalBRYr6mrqEj2dJTWUU4tUtQEBNo7JoXhW9/8Jnt7Z2T1XbwvET3kRpuUpoU/frPmv/+fPuTtO8teyT3g0d0N7r69wfFhy3jbc3h2l7d+5CLe1Uu8dwyHDT/3BcHaRsP6enzDIqChpcgFizQhKI/OBzTlVbryqRhe0lkWpwOyscEOBwzWbmPMY9KdjM32Mof/833ahw/7O7HGCYfHI/sDIwiog2N2MuP4YU7tDV/+4rdx+99n6SyjeUrnWpQw6GyAbRKyNU026BgUGblISAYOPxaE0hOCxMsWi46t4uPA2e9NUXZA/mu7zGvNl7/yDD/+8CO61qETzd5Tz1DsvIFWm0yOP2G2qNlrPerJMXvpiKtXrpLvXOKy1qwhEU2kjG3mMYjjxERvtXSWoYpinx+8+2N47vWfaa/797mm6pC6aVA2+v1b2xJC9Ioro1FJGr3vosf3BtH7eF2vtPdRiNeeH8wCYzJAoVUU8AQfSW3WeVxT93ZAE21lPoKA2qYlECK6VMbRTaTqgfM9HdB5rCt7eE/c2pU2dLbBWajKc7thoGs7tEko8pw0zciSFBeiK8C6aCEEKIaCLBN43xBTAVOSpCBJNE0TaOqYlqh0bPVDhwgyxqjaeGPXSiJ0VDonBoSUWDpUj9IVCLJscGFTC4K4SQuB72IB5YJHCYEVgSA9jW3YPzrAdi1aq4sEQqWivgjhCD4GGQk0QUvkrVfpntxn9eA90mJAEFBOjxFNQ+4D5sotwtoOjXMoJDIdkT79OjFJsACp8PBpkmOeIoMkS4t4c/UeG8BZi22bODP+nCydC06Xp5TLJVjJZDAmEeBNIMkN9WLFWj4kSTR13UBwNK3tbZyes9NDsjzFa0s5b5FBMRxmKBXY0COWq4rGy4vxU5IkWO+Z5DmttQyyBKky0rzAEQvZs9mC8XiEMebTdMk+8yIQcNZeZFxIKamqitFwwCsvv0i7OqO1oPKCcjHn9s1d0iSl6Sxr4zUGg5x8NCJNC+azE4KUmMQgdcZiOuPw8DHBe1blirXJGi8rw2Syxmq1YjyZsLOzw9WrV/nRj97mvffeZXf3CjvbWxSDEY8O7qGFw2Fp6hk+1AQfODp6QgiO4WhAmsbRxYUY8DPvhRACow1Ga9q2AWNorSRNDVjLaLTOnTsfo1XCarW8+MzTj7ui+C/8xOEv/kJBEIi5Gg8fPEBJwWg45p0f/MtIIVUK3zTUTcNqWbK+vkZW5HjvOTt6wvurFTeffYHLV26wubXJaDL+q5+rn/bQDYeW28+t2L0V2LlVEbxk41JNmjYkUpClOYt5hRkbivEImV3B1TleekQyRO1MqFtL5izeaz56tM+/+PNo4lhkAAAgAElEQVR97h53dE4QvMQFTSDO++L8zRFIeh+lI8go4Ap2znK+4Ld/+3/nB9ue77x8xqvPeXSio1anG/DmO1P+6//xTe4etL3qEpp2h3/4WxldLRAiByFxOKrORrSmgGHW8IvfsnzjWzU//uCYVZVHMRIQXCAEg9IJjo6uKzg9uEJXjxHCIaRi+mRE525yknp83XH1lkVnHeZmgc8FromWMxkEEoGTAStc9KJ7x0pKrM6Q1SZ13fBwdkQr4KhSmH2DK3LWhwnpZc1GfoliInBPTRmYLW5vjth6oWNjFNCnDm1yyDUiCajMUdcQ0gnLyxMqscWXv32Zr/1Hl9h/fEi5WjEcZmwOC9bXh1hrefpmy5/84IeU8xHKCEKR4rAc3fsAhOLh0QnGdRRak2+tUxQFV4oCYTsElkRrnHWYd38Ef+dn2uv+va7KllGAlxjarumfr9i2Po/M1VIjQoj4TiEv5pcACNn3BxRa5zhvEVIhRbxdeSd6n3EUSyE8CBeBPUGQJgW6b4EqrVAXHQIQWtB2JT50GGkukM2x7R3izTgx8bUYT5LGw19KTzHICT7+bOdbMmOQwjMaDViuXNxgCCBafIijBylBqUAIFmvBdhEha7Skrpc0TY1QkWxobaTrISO61TqHI26ICoEXAS8EuicjEqJbwVqLMapXWSd4G8cgTnhaa2M8rYuju8cnh3gR0Cah61q0ji4IpRRBBIKIKYJCCkBCOkJevh0jvesz3PyU5Prz6CRHru2idhKc1ASt0SYjzROMWkcgqOqmv6l6TJ6Tqhh04zpL0yutpZK4ECNxre0+V4mAZycrys7T2JZxltO0LdkgYnHbtiPPUuq2QpChhaRrHRJBmsdxz6IqqactSZYQZAzFUQYaF+OT965tMD2LcdR1X+CLAK6NGpe6bUi1BCnJjWG+qiirkkGWxxa/j10AQaRbno/AhIgBclIIVstV7AAIyeUrV2hbz5OjU3Yv79F0FWmScXDwkI3NTaTJOFke8vDePs5GrPSTo1M+/OhjbHARJOcsTVkyWzzPZDKmrCuc98xmK8qqYjIesru7R20b3nrrz0mzV8jSgnJ1Rl2vKMZbOJuyWi1p2xXbW7vInsrperKkx3/mXYjq/PN7vBSK8aiIXwnRdZEaSRAtm1trHJ0c4ZxjUBRI4vw/9A6Az3YDIhTkswVB/J7ZdMbjx4958fmn2b97j8XZcew++ujiCQiWZUndNsznc7Y218myFKcV9z96l9n0mJvPvEQx/BkLgHLhEb5kbS1w/aZF0LE2MXF2LALCW8rWk7WWvLVwtqQ9FGinCErhESRKxNuDFxT5gO3RJkfzJbPGx3kfosfUyv6hE/0mChFHIhAiKnKbquWf//4/wySBD3+o+a/+i2e5dSMKo9768Jj/4X/5hE8OOnyIry9XA5Kww2KZkRoNEqwNBNkgiSl+qSl5/QuB115rSfIKlSiCVPguKqGdENiQMt7OsUuPry7h5jvRAmkMUjjyNEGsXsW3MN6+R7ZxhmfOYtVynOcYoUmkidTENCNLFCo3pGtjkrQgSQs2nr2Of/EFjruGxdEpdvMmz+UFa5eGDIcJ4pZCdwnrl0YkmeMrex4lDVkWKDdaNr66BrXgZL7it37rH3Fw8ABkTdl4bt64zVOFYfYH7/D3fuMZitSSX5lwNu1IU0NiFM5HYEbwnnK+4PTwCWliCLXj5PSYN998k3JVMx6N2L20zfDSJcrZjEGaMEkMaIF3kYsvTcLtm9f+zXe3v8aljYRAJOZ1LZ1rMDpBycjnj6COqIIWKh40ne1QfSEjekWu91HYKGWg7RryTCO9oOkami6KbILqPes+zlHTNIvAFe8JqHibleftcUtrS1zwONeB91GY5zyJiUrgKPzrLUk+EgkVAaUjTEcpQ13XtF0bQThGEZo6Wudi5k60C2rZi2DB2tjZcF4gMSgB1SoW6MKn/WxRInBIFXo8ryQmqkX7ZGstwUsa73DEz2rbRGjQuWgxgoF8zLEXUThovbsYgWihWK2WlE3F2toG0sc2a/ABehphn9Hc/z8yhq/IDCUKQpKjig2U75A6ISQZGEORZUiToE2C1pq2aaiWJXVdf0abEd1Bqs9kiGmEgbpuQfZfD2CSz48GIMFgnWc0KihMQu065lVF0ggKHfdkZx3T5ZzNjQlZmmCDp3GWZbXCN3BrbZ2yaVkfrrGmNEflihpHIgxni5qhLjiqG9qmoqxrBFDkeZzpK0EnfIxjdo66rnA+0FqL1iYWAM5fFABKqT5emPg1IanKivFozO7eDS7v7iGF5M/+9F/x5MkJq7KhamZ0jaXtLAcP93nzrR8yn59y8+oeQQrW1yaMRjmbm5tkecpqPifThhu3nkIrTZFlrMqKtluRpGtUqxkf3z3AC8EzzzzN8fEhBEGSFDQW8tEa9+7dZ2tri/F4HFv9UvWgr952SywUA585tH2grmvOBORZjlKOo6PjGMY1yFEKtBEcHT3m0qVdzkPELqb/n239h3O9z6e6nxDAdpb7d+9FOmhe8P5bPyL4mGVgnevjjyUCiZLRxfT4yTGDQQFCMhQwPTygq2omm1vwS9/6S5+rn1oAVCtN0+VsrStUbsF3aOXx1lM2NUEkCJ1iXUb5ZJtqekS7qvCtwCh50dJwNgrUbm1u85/+4i/z1t37fO+D93l3/070ZX+29Olbged+S0kUNoHB09LUK+o68N03FYv/9h1+5VvbOCf5P/7JPncetwSpECGQiYIra7dZS7ZJeqypdR14jQiaVHeMJopnX5R85W8N2Lx6Qpo7JpdHNH6TSo/QQmMyzzCPJEKXb5IWe5jsEhYFcoQPFp1LEEOSTJKv56j0JnVTsjIw+C8DykiMCFGVb1KkCJTNCr+xhtc5UmgSJal8YIKMlWk+QmvDIMsYFUPMeoLr53pSOsaFQApNVVeoJiAGCbWoqX3Fn73zFpub2+zvL3np1Zf55nd+jaOjh9x7533u3L3H9Wt7mDTiQBFEXG1PrOq6lo2NDU7P5qxtrLExNJy6wNM3b7G9s8eHH3zAbDbj+eef58MPP+Ltd97lO9/5NqmRrI/HJEmK1pqXX3r5326H+2tavuePe+8Q0kemfT8nlzK2njmPim1rrOt68E/cyLTWcVygBUqB93FE0NkqCgKFR6oYnJMq3Svws76NLfChRSiJUSlaJ7RdQ2MrrI9doURDFyRJkveQHIe3rg8UAutaui5mE2iZk+gMnUTHRdPEyFypRE8bg/aC42/QCoRMMErjfUdrI5DkvLsQbKC10Nl42zNpQVcGmqbGE+mInniCdz1YRSrV402htTbmA/ieDZBIlIp/dlM38YbtQj+miwlqXgSMBImgKmuWq2WkAyYJLkmjyrrfD4SUgMT7rk9MjDbf1kWRmVApSI1QUZyqTAJS421gvpyBiD/HuRjwEy2qDte/5qbrxZfOkSQJ2hQ472LIio9x45+XpbVmbdRH7krJ1nAD7zxaRzyu1prZ2RngYuBV6FBSkmSa9UnBMN3DhhzmK4r1IVWAjDG2OkMkLVvJGNsYpk0NZegtagHrHUqrWDzjGanYre06ewH9UT2zIXgPfZ6CUrF7kyRJr6q3VHVFQHL//kNAslwuma0cDx4csLO1DrbFWsfDx0dcvX6NZ56/jQie3/vd36XIcr7whS+wXC0gSOaLGdYJniyW7HaO2XLBcDAgM5q2WnLa1GhpaFpPlmd0TYdtBfPFKdf2dqFPVFytVjz//HMXn/doxRN9JyoWn+cpf8CFYyUQqOqKpmkuMipOp1OWizmXdrY4OzkjdL2W5ieV//EPOv+j4kggnP+c+D3T0xkPD+7y+uuvcPjwgOn0kECHa0PvrPDQ52OcNxVsX5g9fPCAIs/YvXyZYZFzdvjgr36uftpDV7Wek9MUNZ6TFRKJYnpWkRlB03mWXYu3BWfTDZbLPYQTaNGAd7Eq71v6yHhLSAhsFwVfe/Z5dDrg/skj5st5nIv0MbZCiIuHXPQEM6UMQscZc5Gm1OUKj+Ctu5aPDg/AB9qgGQzHSKVJVcbl0TWuTG4yTDYwMiaGFcOMLB0gpWXrsmJnDzb3LCovCaMNXOrYuLrD4bTg4zNQaHYuFRE40no6V+GFxU26iDxWDXW9oqpbptN7eDz54wYZErxq0Oka3cTgjSXUMcvbSIkympOyZIsETaBu5kySnHK1pK49UhRYUrYnA7SOSWy5MWAM9GAYqeJc1SHovKesG2xwmERzaXuTtmtYGxdcv7bN//N//VMePnzIwcEB3nX85m/+Xa7s7dK1nuAtWRIPGB88ZVkyHA4IBA7uPmT7C2skiebG9SsMihGnGxPufHKKlJK3336Xw8cnLBYlP//l19h47SVCb50pBsW/7R7317K6ruvT+mIojoDestRhXQTwOGsp2wbrbV8cgJIiInWDR/a3biUN3scCDBxBRKVFVKwHlBAok/Qbo0MpE4uIvhh2vuvn/ZBKRXAC27UYaUiMjlZA63C+RXiFdbFjZTvQWkXXSOwWxtctLc47BKKfw7rexkQE/cgEgkB4SbCeumqQMloBQ/C0dUdTR599lsVDPU01UmVUdQVCooSis4G6dEjlQUf1f8Cj8BhpaNoGoyHLZJ+cGOisRQlFkWVoLanbKobXOBs7b1qileXo6BE3rt6KG6D3CBEipyBNL8BMumccBPzFXcx7RyKj+0IqTezcRJpg27R01vVWyo5oozQgEmQWf9chgJaS1WIescPB0VYxMdE5i9E6Cis/J8skikRLxsOCurN4OpRR2K6jbSVKSfIix/pIcvQ+0HUNqS7i6EVZdO55Uj7BihVJNiEVEhEEtvYkuQYbCZhdz6Ew2kSLsmvpuhYpAlU1R9Ql1sbnxjp/Qdp03mOk7OmEsXjLszx2YtqGuq5564dv8d0//C6jcYGUgocPDknzlM5WPHPrFnc++YSNzWt84xu/hCdw/5M7nJzMSPvcgOdfeIX9/YeYJEWphPff/x5Xr11nb69md/cK8/mc2WLOk+MTdnevkmpLszylrZdMCsFA53jXUBQ5Vd1ACChpSFIdO1ghHv5SxUJf9pfY+LVYDJ938AXEcUF/YSiKHKM0s7MZ0+kp61ubF5HS4eLA/1QeLGUfphXOh5KCIAK2Czy4f4/hKMPohIP9TyKaWudgzvM6Ar6t4rgrzehchBsZHUOUytWK2WxOkqQXeqC/bP3UAuB0UXH/0KM2LWMvKYqEtMgwdCRSE2pFWD6DW94Al1L0ljKhIUniQysV+EZTtZERbqWj1YEni9MYXzqI4oU002gt+vamRimPSRWj4QaDwYQ8F0zGkXccfEMiNUWasTYxOBvIiy2yoSbLMwbpkEk+ptAJ3nsSLbFdRVKkNE3L22+9xdq1Dd56/wfcMLd55533OLh7n85aXnr1i+w/POOH77zFG2+8wssvvURqJJe2NgkC2s4ySCuKHJS2LJcLjk5nnC0dl3avcVataKopG+sjjNAIaRmYDCdifntUxkqKLCMzhkRH5bOUkslwQKoCd+6ecHx8SvrybYYDkD5W21Etft6GkrjgsLajaRtU1Vttuo4bt57id373n/LM0zepq5oPP7jDG298gW//wje4eu0Sw1Eeb6ZCUJYNWi+xXUzp2j84IEsHXN67xNvv/DhGx3oX58TVio2NdcqqwkiBSRO+9vWv0DQlWzuXWJU1QtR0naVzgVu3/533vX/n1XY1uSoAcXHbsy4GApk+ZlokcRygXLT4SRlQOlK+ylXZgzliT13qJM6GQ8B28cAyPQNB8GlgiNKKzre0zlJ3FiVrBCLa3mT011tv+9QzsD06NL7Pgrb1tDbOB0WISZpaxZhbzg/EEGLAjw9IKTDKUHUuziKsZzAeQvDUTY11CV0bNwKTQNdGB0+eD8BDkiikhCJLqZsoAvQhkKUjqtpSGEmSxY6AENB2HUZJtJK0nSLPY6Kid5CmCUYnZCbB+a5vDUdthVSRJBqcx0lL2Za4zkbYkIte9UzHz4k2hraskLq/HASJlNFzLmVMYmzqBnWhIQJcQKiM4aggMTHkyXUtWZb3CnVHtWroWst0MaNaLYDo2ZZ9SI7tWtqm/knL9t/oanyDaxV6oQkmgAKjJDL0XYEAw6JgMiywzjFbrrAhdnOEFgRb4dwKox11eYboAunGJl21ZDwqSMY5c1q0NkilyZMMIQVlWdJn2eK8JfNNTMjsD35RqMhb8a7/jETY07lqPkmSiPft0dnDYc7a2phf//X/EB88Z9MpSZKwWs7p6gqjAjrPe4aGYj47o2lrXn7tS2xurvHxnQ959tkX2H/wkABsX9ok4GJsuUm4cu0Gdd0wn51w8ugus+kpJ2enGC1IkgzrPcV4g2vXb9E0HVmRcXxywu7e5Z6q6XvAz6dCvdB3jOJV+19/Ks73ZO8Dq6ZkenrMcDwmyXIu7vv91T6c/yNWD/3PiHtHZwPLsmKxWHJ4eJ8XX3mZJw/3aasFSaJBSHwU4sSxldTU1tG4CqUViZLYzpKkhtF4zGpVUVYPIPh/7TWfr58uAswFw0SzNSjIhw6jLKMipW09ptsgrG7g1MvIyQBnQ4xC1R6dBAYDg1SAMAiTMpIaLzwox0lreWPwFLe/tEViEpI0YTwekGWarm2Q3qONQxkIIUcpE28YJqdsJOiA0hbbVpwdH1MuS0aTCWlugA4tarJC9pCMhhZF2SxIfEpwLZeu5OwfPuH3/tn3ubS7z+HhlNW8YTjOMHcO+Pij+7z4wks8/fQz/Pbv/BN2L1/i7//m3ybLopBsMhhF3YIQVGVJ0zTs7l5nsVrR1FUMz3n8hJs3C9bHoz532vSVcJwzZllGkiRxlut64Zmz1G3FcnnCaBS1AqKfJ8db5fmDFH92bLE6vIute2MStDZ8/WtfZjwasnNpE0Jgc32D1157GdtVDIoco+IHe7FY8fDBAVW1oG0bbt68xenJMYOBRUhP2zY8eXKMtS1Hp8fMZnNWq8ieL8sVt5+6gZCKS5eucHh4yOEDT9PWLJcrkIKvfv3X/033t7+2lSQCqTxCaBKZUfcBQNoYtIkQo6j0h6Ci5Cdm2FuElSit40yf6N8PyMjPR2J6E5a1bZwb04EQaG1wMtD6uldhixiJ62XUjsRSIHIpAmhtUDIllaJnmDvAxk6PVGRJSpakeB+oqgqdxBjU4KONLzcmhkY5j1EGH+IMXtD1tMc4+hiNMtqujjP4IkMIT9s0jAY5RZogPGxMhsyWJXUX0zyF1BSFJk16oRKS2tYxbU1J6tp+erCHQJrmCBE3b4HE+SgibNsOZwV4ibDgvUQYz9nZCSHYSJCLI1Bs3eKAfDjAZAltVaONiqMOF+JIJUkxaYpKC4yOUckQ6Kqo3m+XZ8yqJVLLSK1D9bhxqOoOqQxd3TCbnZGmaXwfjMDb6PyIzo3PTwdgZEaxa9O1jNOcICRV2SKFIrQdIQiSRKOUpu0sWipSo2iDJwjHop1jrKIQhmI8ZHtzzEvPrvP0zpiHJ57DacefHM5pO4sQMdbaOU/nIklTKU1ZruiqGRKousjT53wf6rsA8SyM4tXICImFQDxIHS+/8Aynp6e8/+77VE2DFIbtnR0Gg3WKYoIyhsODRxzs3+fS3hVmszOe2tvgy6+9zM2nX2FjbYsQAjtbW3TrYyRvUJZLbFfjrGNzawfvPT/8sz9lvpiyvrnNzpUbUV+CjOI573m4f8Dh4SNGkxH7D+9zOj1lbbLG1uZmHKtJ2YcbxsNT9CP6IM6TQs7XZ2f4oIxmc2eHc+Ll+e2e8JnD//wXIsLFf/AhcDKbc3f/gNX8lMF4wHAw4OTeHTY31uO5QRyjGa1x3lE2DV3TnPPO49eNxhPPPSVVdGf9FKLlTy0AfvPvv8LNZys2r8U5ijYmCmysJrhN0s2b8RaVGILP8MISRA2iIYSWEAJtZ7Guwbqa+XLJalWysbbFF1/aJrAd27NScng8xXaBxWJBqsGImOndugatDM5EvjmdQAuNEgHb1hgUw3zI+mQY59kypchi1Wl7DYFUGpt0FEaigmRrtMn+/inTaYmVp9y4eYPMDLGu5sH9e1y9epnXv/gS//Jf/BGHh8fsXdlFaJisDVmtYDDMcZ1D64TVahUpW9Zy/9599vYuY13N2toEoxWjwSC2absoIsvSFAd9KpomMZrGu+j3zjLUomTn0jp5kqMlJNqQplnvS+4pZdBbbc5RsVHc5EP0lW9tjvnG175EWS05OTnl/ffu4d2M3ctXONMpXduxLOccHj7m6OiE+ewMKQRPHh9jnWW5rDg9fYxWko8+/CTCY4RGKUOSDEjyguN5ycbOFZAxHEdmCaowmBAYbEWV9+dhaSMJoYs3IRFBH2kWGfsQP+DGSITwaBEFe9Y72q4m4BFCIZTAueiFd10VFfJ4tA49kMnjnERrQZoplIm3fwix26Bjyzn42MQWKsR2nRJoHVM0284iQqBr23iLChJNBEIN84LEpCzLFUiPc230WbtYGMpURxJc1yBVbFUqLem6miSNsbbCWjpb9xG+LUZnWNsihUYBedohfRLFsgSGw5ymc9Gl4CVCQt01+KBom5bUJPjOkSQRp2z7tD+tYrTw9b1nuHXjJaazE06mUx4fH3D05AFKCPJEkStD2zjaVUdV1+TZAHwg05okzVDGII1GK4UaT9D609anMgIjFT44VosZ7WpOOW2pq4a6bfvftY/C4uAQMpZcUp7z6y1ZNmA+m6G1YbVc9iMDhTY6cg26juVy+Tf56P6FlQiBUAoLLMqWtu0YFAWj8QCpRP+ZLtGqp4MSYrANNdUqpqQOioy1tSEvvfIqr7/+EoOBZNS9zdpkSfvOI1KVYJRAKdEr+TV106CtQ2uL7RpmsyVGxcuVRxLls+dC2Sjqds5x7/4+g+GA05Mpm5tbFzkA+3ffI5GBPBugdcbZYsbxB8ccHx2TGs1rr71KVgw4ePAxVVszPTnm57/8Jba2L3Hvzgcx+6BrCUCRZ+xsb7P/sOLRwT6j8Tqz5ZL5fIku1pg9PiIZOpYnp5SrFU1TkhcZl3Yuc3ZyzB/83/+ENE25dfs5rj71NGfTKQcP9xmOxly+dInhaNCjwn/i9v4TvaGeCsKn6r7++/1fdBB8KvyLI4HzYsD7wJPHR3x85yM6D66teO75Z1lNzzBKsD5Zu3AZ1XWFEIK8iGmjzkXN0GI+jyNNEWmWshe4BqC2fzWT5acWAK/9rTcIckErW2aLBqUNTd0CBm8lhCdxTioESqVUTYu1EWJiUo1znrapsdaSJCnL1YrVsmRtskFdR9BCkhbxpoOhrh2zhWVjfUzV1gwHhkHSi39CxM3KxJJkARGiQ8DLFpPkFFmKMbEaGw6GtF2DFrLPB4dECVbLGUaBkIrxOOeVV57lpVde56lbz/LjH7/H/fsPWN/Y4I2fe5Uf/fBtutbxd//Or/Ha6y+xtj5Bas2qXJCkAuHjwaASxZUru0ynFeujIZNxRrlcsrM1RimH0QrpY2jSefs/Ht0eJT3BxRtkkkQLVJpKBrkgSwNBNLQYFkdHseNAtNSI/qFpmpKm7WhbT14UsSNRlTRtTfCeqqpoW9uHYTQcPDoiywuyNMWYjBvXb3Bl7yrBdcggMSaAskil0TpDqtgaFzIK3LTSGKPx/S1WaY1UAiljApzov1dJGYu1z8Gq6xpvQ/SoixalFVr0We/OoUTAh4DsZ3suBLyA1jk6vwIR7XneB6y11G1Dr3VCdwIVwBhJkmqklkgViwrXz6OFEATnUWikUnjrcVYiTd9d6H3T1nakSdLfvCBJJVprXBto22jV8jg8Ftc5vIt44DQxPUK419oQgVneR1ubtS2d87RtRRCCNNV0XYgETQlappgwYJhoWguHJ2csqwbrzzsh8eA3Khas1iu8FbTOolOFtxaCQEkVY4oJSK3Y2twlTQpefPop1rdv8Mn9D/ned/9PZtP7iNYykDl7l7b54itfZH1tgyQrCHjyLIl0OCWjnsR2VOUK25a9XS/iZH1vL7BdE987oKnP7ZiOrnMUxRCjVW8l7Fu5QaJ0ivcO6zpm8wWz5YJBUbBaLqnrumc6RBrc52aJwLKMMCjnBVpHBsNsvugTLmOAWPCOrEjRqUYpgew0QSUM8jFZkhKC5s6dBxweniBx3NoDaHj0ZMWialmVFZsbW9RtTb2qsF3UUmitqXuIU2s91kNQASviDd85d9EBaJqaB/sPOFuWGAT/+T/4B0QWvuSlV1/h3p377D/Y5+u/8G2+uLNNIHA2nXI2PSVPc65f2cE7x3JVcWXvMs8/+wwqzclHawyGQ5RRSJHgvOdsGp/X+WLJweEx77z7ER988AEfvP8u0+lRvJwoxdbGOj//lS9z7fot5rOSd3/0Q9qmZlUumf3gT3jv47usrW9y8+Z1LhE4OztBSsXe7hXW19dJsz7SOMpiP10XFr7zg/8n/f2faf//JbbSEAJt3fHeu+/xzjtvkecJL778IjLA6dEhSoK1HeViSZIkjCcTuq6L+GAxYGNjgyRNWFtb77uJmqZperdOR7la4ZufcQSwrCra1rEsa8CgRE5VOdLMMxprjI5eyHgLBSUDQUkQKuJhuwqEYjgakqYZbWuRQ0kxKGjaJopGjKFpLUoNOT15xL27hxAkk5Ek3YiM9q5rabsW79voBOiWKFLK+pTF8oTJ5DJGK5JE9QK0AUR4YKzgvIfgaOqSsqtIjeHmjRv8xm9ssndlj9WypalnjCea555/kXuf3KVcrvjOd77Kl778OsPhKFbZTcc77/0Z27sjDh4e8c2v/iLWB0bDjJOjRyhRszp7wsZagWOBQ1C3Y4KNONO6a6i6inl5TFnXDJMNhJeUTUmaZnRNy3IR/dh5kSOMxgXJ6emCalVHtT4+YkqVJARLkWcYqVH1itRoilQxyAaREhYCRggSqQiEGM2ZJD2mM7ZDpZQYGQus1lfM68cIaVgbXkKbLCaHCVCuiWhXAdPnDzAAACAASURBVKlJoxe+V6AKKVEy+dQ/3x+in4cVo3PijT1NFF7Q3+wF1lm60NF1NVLJaK1RMce+taC0wFmLd4Gmaem6eJBIIfuuQYyalkogVJwZmkQjpSdNNc4qbLDInvqXpoouhGi3DLGlf34NSBIVoUA2plF6F6ib6E7oQuBssUASZ9dJmpJmMXLbA9ZrwCF8BAdFYRM0tsb66Fs2xmCCpGo97cojZSBLE1SIv4fjM4ENAYukagRaS9raslhFjoLQHuR5HoGiam2fKhgwiSDPDBKP9R4lFG+9+z3ariNLNxgO16nLM1QvUMQFklSxvb3FeJzjXMVgtI6Wmtn0CbPjQ7x1OGsjhOkix933AsPekdC7hbSRfWCSQkpPEAKNZFXVnOv4izylbhuenM6YTo/ZWhvx/zL3Zj+WHumZ3y+Wbz9r7pW1srg3W92tXrWNBEhjj2ENIHswsD02YMB/jm995yvfGBgbA9sYzYwxlmRZi6f3Jtkkm2SRrDWzcs+zn2+PCF/El1kUppu+kDBi3DCzdp7znYg33vd5fk/bNKzzmvPz8y4i9grG4rqO6r+/Yf99reFohA7WzBcrojCkrP0s3mc8eJdTUZWEgfI0QKlpWkudt11BIJiu1gROMl3NqYuSKFE8O8oQCLIoRtJiTcXDhw8YDUf0e6PO+qqom4o8X4HSRGFM3LEtwijqrJq2G1351++tt77Ck4Mjzo6ed4e/L1JefuUNonQXV69JkgQJBEHMqDdAdYl7WTYAqdjaC4niDCG9wDUSDttazs5nHB094vj4iKPjQz558IBHDx8wX6x8x8r4RM/NzQHf/vb3GA7HpGmf11+/j7WOw9mEi/NT6saPyEQgkNJT985OT+n3e7z+2n1u3brJwcFTnh48I4kTbt28xXA4uB53uavZuvubh/sVPOjqJ6+KgF9WAHiTjaPXj8h6GVWVs7u9zeGTJywnp4BFWG/bnS/muEvY2dtja2uLKIqJIg+sS9MMa8wLwZ+QhEFIbzu7fl9+2fpiYLvw9qRmviZJh7SNIEpTBDUqiAiCgLY2nb/W+44VgiCMvAjEuWts4tXsOo4Tb0Fylqr0ccD5OqcoWh4/fkySRIShJE40UawIY7+5Viyx2rBeFZSrBSrQzPILpFZovUtrGhIZUJUlVVX5ZKuy8m+Ssx6iYGpWywkv330FnWzQG2QI2aJEzcXZKVvbY54/PaCpG37vd3+TV169g3NzqmqNUiHTyZT33/8FxXs5o62E5L2EQbBLLxqyMcowTYXCCwXf/fnbiFgxio9xuSIQsos4bXh+8YTStrxy9y2G6QApApragLWkcUigIAhCjy+VAclehrseQvlbNg7CQBAHkkRKlPSbvJSimx37m3kgIAq6IIoORiW6N8vhvw6kP6DKvOFkcca6zLm3Z0jTjJOzY7Isw3QFgJIpNzdvE2tNXfvujpIhUvjgGtNF3Tbuy0JR84l8UaQxrqVuLUpA05gXN2pnvBCuNYjQP6dSOITzt9C6sbStw1pJ1Jkx4jBAK18AICDQkY8aNYDzfycIAu3jeoVryYv2ejNoW0NdN0QdK110Yr7WgNJ+Zu6tey1ZnBAYQRRqKilR2uBoEVLgnNdrWOMPvqtCBvxtLQwTnHGEUpFXLUr4gz+JIqIoJlCOprUUzngrXlmjAyjKismiQEhJKjVta9GRH6vVtsFagRYhQeg6kiAIq/znP1A4Z7C1ZbY4Y7Y8xraGEAmVY6ATpJAcnzxlNZ+RBDFhFLBaFuSLGdhuRKKDLqAH6sZ6a6RwXfvZUwrrqsEWXtiZ5yWLxdRb0JygKnLCwJMp68qPJMu6Yno5Yz4YdLbCLvlScD2v9ups+6UJtAI4PT0niWOSOGQ06FNW/kI1zGKCMGK5XnfQKIetDC2WqmlwrUG0XrMSSY1rDdm4x8Zmn0HsOJuUtLVg3pZgW3YyTexSrPKYXGMteVFgTYlTAVY7GnzkR9Yfcvvuyx074kVkbhAE7OzsIVXIW6+9CjjmiwVVveTibMKNvW02xq8zHI1pm5qjw0PefefnPH12wmtvvEYtI8ajIaY0TObnzOcLTo5Peffn7/Ps6VNm03NW6xVlVVLkq+sx7BV2OI4j9nZ3efPNN/n6179FHGesizVn55cMegk2nzMUDRdxyGhrm72bd1kXDWEY8dmnn7FYXFJchixljtM9ShGhNzUf/OI9kjjh5s1b9PsDkiTutFi+83YlAIbPH/i/7Mc+vwRlVRJFIffu3kMqi2ksz589xLY1WEMkBGVjqLGkkWI+uURtbnu7avf3SuHFwXXbdK+H8WL6niTLsl/5XP3/FgAWQ906EqmYLk4ZjlK0dt4jbC2VWyGcRDVRZ8+x3Yzaw0u0Cru8ca+8VkpRFEWHFY2oq5r1ak1ZtGjt2NwdkWWCLBU4ctbFlCDMmKyfUbuGxawlr1agaqpixTjZIS8XLJYBzvTBaUzTYBvvAW9tw8nJCc+ePmZ3MwNKlJa+A+EahIXJxYTp5YTFfEaWpty7c4vNYcb88px33v0Yp3N6SY/j51POT9ecL6aMZgG7wyWLVhLKBZubfdqO2e+kwNQh2WDA/q37RDYkqArCssKuc8aDfepA0hsOUUGIUv5GL6g6ZbWPca3K2ifOYSlbi5YByvlDNokjv1HiCJVECm9bk8Ih4xCtAhwe/OKT2Hyb2FqJ80Av8qpgVa4ZJD2EcxxcHvOLR09Z1yvKtkEIy2Q+I1SaWCdYJxj1NxEESONZEMiArd4OsY6uGe9KKU/C+xKssq1wwjJbVQjp+x6y2+yNrfwYQ/jaKNAK6bwGQAlNqBOvSpYtrWxJQuUTZXEeu2tqjGtQQnkrkYoIowiLJcBhTUPb1L4AEL5jY62jrqFwFUGk0Xiwh3QOqSRWejplEIJ2nl3RGG+58jcu33K0RgK2KwK87c60AtNawsD64sQG2Mq7R6yFNEqRKmQpqmvbn7GWxrQIJVFdqItpDU44lArIYgkWGqeo1/7fHMchwSDqUo29ayEKAuqy9kl1oe7cJb4YCIOItm0ZhT3qVU1oPF7Y2YZivUJswfnxMVLqjmfgbcOttf7PbVvyokBJhXH+zbLWUOYrZpNL1us11rY0dU2er5FKdwFCfmO88nX7wlcwHg94UQ371112kcpXWGjnrgyHX461LgqKsiTLUqrGH8xZltLvRX704mLiKGJVFj4q2jRkA3/wCQvNvCHNQkSkkRi+89YN7uxoHn52wLufGWarlkAp+mmEM4ZGhCwaby0bjYZI0ef8+BgnlU8sdY75csl8mWOMpcM0eHtmGCLwRfLejRu0bcvjRw+ZL2pu3L5PoCVtCxbJ9u4+W9tbrFZzfvyjn/CTn/6I8eYO9+7e8/HVSUjW6/FXf/0XvP/ezzqBpr0W1ZnW0DYNQsBwmLKzs8urr73G/Zdew1pJ3cJqMvHRxBrG/ZTezS2+9c2b/PRiwGd5hgwzsn5E0xq0cqRRTFFVrOuG+eUpH3x6QJxlvHT3Lnu7O5ycHPH02WN6vQH7+zfp97MXM/fPHfL/fhHw4r9++QJ0MrmkLBrKquCNN17l8OlnNM0SbSVOKnLbvb4GWuMwnRi4qipC5zr3jT93nYOs1/O6tM6S+0XrCwuAumu1NY1jcnnJ6ekJo+HLZHECpmFeLDmaHDEebjCMt7DGh420pukgKB6naaymbWuMbQmE9gr01dpzjS8VTV0BmtEowjZrZOMolyWFrSnFFEvAZ08fUBaW2aRmWSzpjULGg4xeKJit1iwWJYOsjzMh59MVQnqy3XQ+4eD4kPnpAYsLRVOVVPkPOTxdsKqWWAuLeUEUO3pZTJJq5sUZP3x3glIh5+czotjy1Te22Nu5zx/946/6BL0A+lmPjcEmgYo8Flj4cBYnHK+8eh+Uv8UoC2GbEZUtyjhuy7vU2lGHGhdIhPP2DazGdmQtAbjAsiwvuSzOmBYrbm3eQTqNCgVCNWgpcK1FKk8sq5o1eVtStSWZToh0StXNjF1lMK6irA2h9glWual5fPIZNza32Eg3efTwEQ8fP6eVhtU6RzhL0zqGacbuKGQ6XZDcGzCfT6FpOTw7RcYZai8kEZo4SbCuojUFVoRf9Gj9B1uzVdkF2YDCEUX+Von1kI4o0jTW8+wjGRGKmCjJSKM+SgSEKiFWIcIqGldxtH7KRX5C2ZSedCZACYcUawKhgdZzKwCcpakr2rbyNzMLxmikDDo7H95obL1q3mGRrqatwQrVUb4AnAf81L5w0VoiRQQIlPTIbK0UcRARBJI8r5AOtM5QEu+jN4K8MjTNEtfRNqWU1G3ji/UGsCGL+cp7kU1LEkpMYxA6JEsjlktDEoTEUURVN4RhQFnn1HXZhQ81RATkK+EdFs76uX1TEoWKvF4RhJok7DFUKYEQnBw/5/bdV6iqCkdNkZdUTetBYhK0VEiBT2WzjtVywXw2oy7Ljix4RRf0G12gNfZq9OfoDvWO+HcVwKX9tne1FwvpBQL+1q87Ubfw4UFfknX31de4PDlBSUtRFn4MUKx5vl57rYc1hNp/BoUDjGC5yMmLkjSMGAwzjLGUpuGlzRt89evfYEsfM788ZjpbMBhuEwQBs8UcHKyKCmUadLrB1772dU5OnlMXBbPpJUJKsjCiKAtWy0va1rM2RKfV8mO0F8LAsiw5Pj5iPN5ESoVzHnCF82mXcRTyzW9/l5/99H0m0znHx4esljNu375DUa5RUhOogHt3X2G5WpDnK8oqRzpLMuh5SNLmJq+88grbWze88NUJmrrk9HSOFAqMIcdBk/Phu+8TzY75/ftjXhsr/vxszawsKPIVW4PU0z5ty2w6Z7Lwmp/Z5YS3Ly7Z29vljTde4+aNHcpizdtv/4wsTdja3mF3Z8ePRPDi3L85+/+bnYAr50BTNyyXS+q6ZTQeslzMePbsE0IFkZZEUhKkAy6mc7Y2xmT9PnEUeYeYgMZYb311ng0ilH+WwyjylwJjqJpf3Y39wgKgqqouwrQgXy2RokLrgtb6rPKDiyc8Pjjh229tYo2lrtuOsJXTYpnOp5jK0kv7tG3Lcr4mTXq0Tcvzk2OePn3GyckJN/dvcGP/JpPplDzPOT9SGNEgh5bBDQNSU9aGX3zwBFxAXi4Z5X36QYbNLBeTSwISqtIiRcRkMSVIDesyx1SCZb4k6acMszFREDLYGHMzjSmbAXlecuteyFZvxLCfUbmayeoctKEqBL/92/+AQCj6WY84SlGh9EEj3VxKWktllqioRMgWrSPKMsc1IVqNCUK/GSkX4zKLEb5972yLEpa8yjGmpBf1ca1k1VxQlT4QpjRrzvNjnl4eMi1XNNRERpOkKc74JLb5eo0QkkgFSAtGSRbLBbv9Le7s3eBiecDRxTkRAzZ6m0CKZ9AZzi9zHj69pKwrwhsh2grmZ0sq15Ivcn+DkiFsBOyNNM5pJpMZrq7YHWyxmq45XRwzCjK2ekOiVDCZP2K1nrFYtPzB327P+ztZgyxGWIASoTRZFHdWIEkvGhAFKaGMSXRGGvZJdEoSpyRhihLSZ607y6JaMl+fMy1Pqdoc6zwpDByB1jgh8H7kkiLPu43Q38y9GNi3k3UQo1WIlN75QWt9IecMbSNw1gfhhIEfCVijwBkCJbAItIq9uEuEtI1/lqQU9LIEjC8Iwn5C05ZoLcFKnJQ4AUpIVBh5MWlZslwVVJUlCL2NsGksxvjuXqAC6roEBBpHU678WEpKb5UzpkMBQWMttmk9srsjlLWto60cSmgCHIEBZxukDghUxOZoF2GhKEoODg4IwoC6rWnK2pMIjecctE3b4Y49QOlK4X+txBbdYd8BhKRSKCHgymzZ3eQlLxI4/RhMooRnEkj5gjII7tpNo+SXZwTwT//Zf8u//Tf/kmefPKCtSnQnim6doR/3iR2UdUFVlVTWAV4AnegYEUW0AXzztV2yfsr+ne9RssnDpx/xf3//hKoJuotb2elLYhwzkJZls+LBgwcYY7h99z7WGor1EoEjjnwKHvhu8FWRpbXPgrjSaTRN7aE+T55weXHBcDRECElTtxRFgSABoVmt1yAlg0Gfk+PnfOc73yMMQy4vL2iNYzC0DIYbxHHI8fExaRxy+/ZN+sMxCEW/30cryIuCuq5ompYyz1ktFpT5CmtqhClRbs1ahPzpqeO3di1/uCf5t88LnhULUF4wK21LrRU6jNHaw6GMaZlOL/nk449olhdE0jLY2EXJlIvLc548fczW9h67uzv0ez3/+e60Ap/vALy4lVvmsxnL5ZrVesWbb7zMhz9/h3KZ00YSIy2NCtHGsyrCJGE8HncdYkljDLbbPzwWGLAGbQAtQSkE4tpC+MvWF5MAV2vKqmB3Z0xdNzx9dsbx+UOMguPJAe9/+DHbm3dYrReY0gKentXakqPJCRezKbIKEa3uKsEKHQS0TUtrGi8ybA2zxRorjtnY2iQbDEA4dCo5vnzK4cE5cZognSbpwof2t3YRVnL02SmjoMe9Gy+zv3mXQMc4IZgvT8lZsLN7k3F/j8uL27imZH/rBsvlnPPJMSJsPMlMGwa9gN3tPoHUxAhGwxs40VBVDaPMx6AK0SBVC85hDOhIEccx0gmCVmJ1QFUvqVpDVRiaIkfqgAdPPmJze8ytvVvUTUVtLKv1lOnqlMbWXMymTCbnvLJ/j/2dW5xfXKCEQIchz88POVtNODydYYQlLxsCpwhFSKYjkjgGoYhUyMItWZc1m6NtwmjM9o03+crXvoZxz/jZ+9/nww+fkM8uGQ42uSwXXC4uyeJN0n7IbLnko9VDPvvoCZdHU1on0KlEx4okEeRBwfOD59S1QzvHINQIAgbpmCgZo1XoIRsNDHo32dl8nfms/Ftven8XayfdItYJ0kkSkTDQGYPBBnHWIwwSrMPzvrt2nZL+5prGPiGuaRsuVxOezj5mUp5TNgWm9SOAIOjU79IHiAjREboM1I0jDAXCeWudVP6DqANo25qybpECoiBEag0ooihAqdTfjnDIwG8WRZljW4sQIRBgWosOI7SSBCFYW9I0FVIqmtqgZIQxbWfj8+S9IIg6KxwUdUNT1VgkN/Z3OL84JS9alKyJkpAo9HQ/63SHzm3QQUAoFXRBM03bEMShx3jbtkvVC1Eosizy4tO+Zpxusx1ntE1OCWyM9siiEW3tM9bXyzXHB09pjNdHCCtAvwhcuWr3KulnnEoKzxOhsz53hzlXTg7/M/iYYf/eGmswnTjRY689mMizATqnBt4d5HVLCjqNwZdlffj2e3z7t36bey/f54Mf/4DFdOo3+66jpYTCFI66WqF1hLWegpmkKUqHZIOUt+6G7O/e4qIJyI9+QKYl3/zudzlfSD784GOsAx0EiM7bHschYLiYHCPDjMmkZTwaYNqKtvEz5lgHOPOCAeAZAvo6AS+OY6Jol0BLfvH+u7z80su8dP8lNja2yKM1VVVhhpb5dMLx8SlFUVDWNVXdcnh4SH8wYDFfEMcJeZ4Tx37uvr29x+XlBY3RPHl6hACSJKUoFpRVRRxF1OWKYjXD1gVadTZQa4ijlDAw2EDy/VnLG0nOP9zW/IvTnKUV3NnZxBRzTktHIyW3791iennJbHJOP1UME7h/Z4fxaMTkYsL68pDCCXrDTRaTc85Pj0jSPpub22xtbRKFwQtIGC/GAm3Tcnp6ymI+Zzjq4VpDP0m4e/Mu59ML1mVFhWXcz4jDiDwvKIqcOE5onCAItEeZYzG2yw8REhd4HDNKdKyRX420/sICYN29mGkaUZZrLs9Pefx0wifPHjLaHVKsaop4wYMHH9CsNIiAqqpo6oqFyekN+2wmQ58glSQghUcTWoNrG+7KO1g8MTDSkIQJlRXUbU1enZOFUKwlgY24ubnD/d++61vYKiILh9R5RRg5dvsjdvoejoEQbPVvoUMPREmSPq/u3aGpS9o6Z5hE7I7H/n8+CDqgj98stIrAGoSwPlO78jegZb7i0fPHRHEKWjDc3GRX3iAJAoTUREEKxEThiKquELqgFJe8++nP+NO/+DPuvrTD1958nXJRkdct55NLlvnM37ZUxmK2YnlcIr8RkiQZi+WSo4Mj5vUMKwV1oSjqnKoqcUjavGWnt8HmsE8vzNja3eJ4esS8mDMebvDKyy9za/82UTzi4OABx8drmtpye2sHawU3Nvapcs16XtKPB+xs7yAJkXKHvdtv8PjJAc+nx2BbTA5vffPr7Iw3ePLoOTfHO/TDFNP2GPa8HbGew5PJhZ9DOYuUl9R1w3/yd7L1/e3WN7e/w6g/RAmBW65QVYvsjdH9ATLUVFVNXfvqXmlPWgzD0Ff7qxnzasrB4jNm9RGNaxDSIZWHA2kliYIErQNs29JWNbYFIRRJEiKExjmPja7r0jPyq9ZrMAJBEmtCpQhkjOz0MWVZesW0ktRViXMWJWKPfpVeTyOE9947KcibglBbTwR0gJSs8gU4iSPsIEMxSgas1iVFtfSi2tIRRBGXsyVlA7gWbX0wktAKoQIaW5PGKXnboKzw0a7WUlY5ThiK3NKYK/FqzGY2IFGKOEjp9VI2R3uM0y1cYyjKgrKpwUQUed2NRHwhE8YRygTUtVf7h2F4PX9XrgPJQHfAO7TsWvjOo4FVJxR0Tn1uai+uYV0Od01LxPlI5rZpvYNLuA4RLeiqga6Yk7woQ/7+15/92R/zlW98hT/8w/+ajdEGf/pv/phIGlrrI6VXeU7TGtZ5RRqLDgqmKYucfhgye7LkL9sF3/mOQtlnHJ0u+fjphMZmjAbD7iDx77/Du1lCIYmEwTnDulwy6g/Z3t7hza+8ycPPPuPy/BwnwFiDsi9IpUEQIqSg1+sRBAFHz5+zXi6ZL5ccPz/ANQXyta+QJjEgqKuSH33/hzx79hSUYjafcuvWLVbrFYPhiCiOOndAD+csWoe+2O1a23EX3esLjh51bWmNI8nGWOs4n81IohCHIS9L0qQgSQJW84LBMOPH64rf20r4J68N+BefFZxcrGibljrI2NncYjAYk0Ypd/ZG/MZ3v0u5vCSfzwmjlNv3N5mcnHD4/JCTR58QZT02925SmZKjoyc8efIp21vb7O7u0u8NOp2Ed0rN50vm8xllteb13fssZxPCQBH0hygdcjmZ0NQ1rXPeMdProaVDBZ6+2LQ189kcZw3D4YDeYMDWjV0vsH124AtdoXxh+yvWFxYAnz49Q0tJWxQ415BEEUl6k6L0FXjrQFcBm8kewTBDqYC6rrk4O+fy2Yy9mxtsjcZIqbwwxNqOlObtRCrQOClwosaaJYqCRAYoHbNa95CqT9K3bI9usNvfRkhHZWpcBbf37pOGiQcCFWtqU5K7EmNg3N+kKeY401ItJoRxhnAeHhIK7RXLUiIdSC1YVCvmxYz98U1CFXYtYgiCCJxgYxSiYsdHDx/w8PkB/XHGN+59BTm+hdOa9bogUJq2acjXBaHWzIoZs/mCYbbB7LxgvW/YyHYYJpLd7BZp0ifQMUmadR5qC9aSlzmzxnJy9JhnF8cILfgHv/X7vHLnVf74T/93TmaHVOuG9XnNepDz1mt3mUzP+eCDR+Su5PnTcw4PD7h36wFvvPQV1vNLVDVkGIb0+rdIgoTlquKVGzvMl0vyPGd6nDPPz1mvS0xj0c6PEwb9EYtpwXpS8vTyOU+fHqFdwLmcEgaX1HVF23ibW1lV3hIo5Oc21L//tZNLwghsKKniFLmZ0lyJ/oTH6xIKnPV+8bquWRdr1s2Ss/w5p/lzFuUEpOm6BIIgAG0VkfKqd9NY2sbQVGBbnxnQGkeYSqQTIAzmCtojLU5aglDjbINBECjvoy7LCtP6dqqQpjuEOgCUg7IyXfsfyrIiihNC7W8S1uB590BRGXCCfi/DWZ9q6d13DhVG/nbm+4VM5jPAkcYhKEmZN5h1SRIHxElKXRbEceBn8VKynBfgtKeBBoIkDonilDubt9gfb1EXlb9hRSn5pKKYTbobj0QqjfCKVN8t6dC7VVmjuy6J0l7Qah3XhzfCWy89WO2FOE92hftVq9l3IwAhrsBovmBQ3gUjpf+zPRfgxaYohLt21lzlOiBFF8/85VhpL+Wdn/2c1azmn/zTf8Yf/Zf/Df/vn/9rFvNJl4EgCKOQ1hiiOEZJSRKGONVxHKKIk6bPv3z7ktOTCYGBLBJIc8HpxSlShbRVTZTGNE1FnpddrooijUMGvT7f+PZv8L3f+V2UElycn/F//PP/mdPTU1aLOcONzQ5I5t1I1jmGwyEAjx49pCoK1qslzw8PiYKA5WKJMy3L6ZwP33mbX7z7E9p6jVHe0765ucPz54dEUczO9i7L1ZJer0dZlqxWK7IsQ+uAuq5Qyncb2rZF65AoSmiaEoRiY+cOcTrg6aMHPH92BKJl0A9QTtJPEtarnN5Gjx81Lf9oP+Qf3ZX860drjIA0hHw9xdoKYQybowE7G9ssdcDNjSH9YUZjBSemJcr6RHVNP41YT45pDWzu3kCPBizzNR9++AFpkjEabzDoewfKyckxs/mc3Z0dNGDKFYEStEL56HAlMUqig5i8KEmimDBLfGfKOcIgYHNjzGq9Zv/Obb79vd/m9r37nJweMTk/ZzlfoLXA2F/dyvrCAmBz1CcKAqJOLLW5tUecxGwOb7BeFbR7NckgZTwYYDqFc6Q1amvExsavMcpSkjgiinzMqJY+ElVrRWMb6rbG4Khby2U+o7I1ddXibEhelDhhiHsRpV3w6cUFaZQxzkZUZU5jF+R1jlCWOAlpioYPDj5BKMdwlbJclOz2tnhl6zZtm6OD0KNprH/xXOur59lqzk8/e4d1s+J33vweW+k2s2LhW5xBABiqpuB8MeGnP3+X2kk+O3hMkS+4f+dV6qJBWo10AXEUoWTAMBmQhQO++dqv87WXvkbT1ERxRBLFHgpkHQiJVBHGVp49rwJ/Y5QB9272vHXyg5ajsyOmJ4dMdJ/Fec5ssiRAotuAy2rFwdYZr9+/y52bNpgrvwAAIABJREFUryKlYmtjSJKE9II+B4/OUTYkUzugCh4/npAXK5bLFaax5FV1zcZHOqQMkFJRtC0tjsoYsjiCpkZLwaCX0JqaKIiQ0hCEHlYjnEQqv9FGsRfBRF1V/ve9dNHQRBWt7iGyPjIOCTqnSt3llUdhyDrPqeuaoimZFmccr58yzU8pTY7B0NZeeS2FRAqN1iFaSqQKcY1n+Tujcc7fnuNQIGk8FMg0HhDkLEGgqRqDNYrKtCjZULdLAhHirAQncE76m5jz3MeqajAYECH9dEhTrTGuwprCEyGdRx2LK0eB8PG9xhgQitVy3cUHg5LeJx5HkC9rEqXRyttzm7ZlGCuEcpRlThgEhKHCNgYhFVoobo/3icKQUIWEMiDtLGChDnE2JAhjrJCUtaF1ljjwYlDn6Hz66pqQ5vcxdz0vFv6kB+Fv79c/ft3a9xd0gddeeCCW6X5cdCAi293i/+ZzEIZhFzZ0VWDJrgPXJb7ZbizQCdlw3fjhS7KqsqQxlsdPP+N/+ef/E3/0n/1X/MM//C/42Y/+H559+ilV5Z0QYHGuJQxT0ixCa8F86SiEIt7aoXzymLEQND5hiqKyKBWQ9iPWtiUMFS0Og8W1BhnECAQ7u3e5e/9VkiRCacnFySGmXVGWa549fcqrSdrZkCVhGIJz9Ht96qrh4acPkDhevrNPLwv45OEDfvrz93j19j4vJQFnx0eYYo3Au1dGozFei9FycnKEEL6DrJTynWS4Bj6t1zngGI83UEpS1zWr1YIw9DwM29YMRtu8+WtDwijl0cNfMFt4cfpyXZFFETqMeC4b/qTR/HffuonY3Ob/+vkh2TBhY3sbpXyGzGuv3gcaMCUfP3lMFCfsbm2ipaNpK+7c3gfnmS86CAiCLgtmEJEnIauq5fz8iGfPHjOZzHyKYxiws73N9OLMpyhqhVaCcTwkDgPmiwW9Xo80SaiqClFKsjTGWAhDyfadW7zxtW9yY+8W68spH/zop7z5jW9w/+VX+as//xPq2jIeb/7K5+oLC4BEF6QhhEIRdIQ31Rh2xiPE5oYX1UiHVKCE6sAyV+El/kPYVA1oCBPdteIaKltQtWuatiVOMs4mxzyefobQIcV6xeXliqSXsrkzZjqfUBZrIpXR15bDkyPSXsD6KKdYlvSypGsNxjw7u6Ro1rTNmrKGr958mc1+wuHRU+7dukeq+4RRz6NBpeT04oz3Hz3gxx98RDaI2A0/I3gp4cnxKXm1wnazz6ry9MOvvv5dQhXx+OQxp4tTisOHbPY2ubt3l9VsydpWaKnIlCYUEZFqwa5pZUvdkecSoZFCUVQtMqgp2oLF6pKN4Qaj3gY6FGiXsLUx5htvvcW9nT2yOOWj9z5iN91lf7zNjZ1tZC2YrpfkcsrpdM2tjZeo85riPGdtc87c1AuchL9l5eucqqkJI98+tni8s3OOpml8+l2gO3tNS1NV6CxkczigLVakScL9Wzc8ZEUphqPxNW410tE1LSxO4m5W++UQUMmbu6hRRqQ1RVVSlSVCdpS97iCq8i7wx9Ws2kueTH/Bqpn6GN7O5w+aQPl5v2lqhNTgfHhIXZZoGUKk/MYqSorKEscgcTS1t9tJJVkVjfeXGwFOI0RA3XjPdqg0YaQxTUXdND7LomyRaILQB2xZWxJECm0jyrpBECBEi2kdZXElVrJEsaJqa5wLqBrBuiiJYkkaBghjUBKGA0kWpbS1I0ljtJVIFyKV53ZEOvJo7SgmDqIO9iQwbY0UnkTobb8+OQ4hELKz0iGIZIxSGmdtx1AXfB6P+sJ69yIJ1AN95DXb/POHv5S+M8e1rQ8Qny8CrjIJvDf7hQjQd1iudBrgC63PQ3+co0tW7G79XRHyZVlN3RAHitYaTo8P+Vf/2//K7/1H/ym/+wf/OX8t/09O/+qvuLO7xf6NbfpZwu7GiP29PbI04V/96V9x0YZ8+u4viMucna2+d1BULVJJAiUxpf8s58Waum1pW0usA6xpsSjuvPIGG5tbBFpRFGsePXifpiiIQs0nD35BlPR48ytvopW6DgAKtObg4IDLyTmD/oDvfO9b5IXl44fPKNZLXn/1Pi/99m/Se/qI6tET6unHtPmaXtZntbxASZ+dMp9PieO4Yw1YoijqyIOG2WxKlmUUhS/gm6YhikLiOKaqalrTosOENOvx2ptfp65zDp4+BOFxxvOixJxecmN7xKSU/ODRJb/11l3+XFo2xht8462v8OTgmLOzMx4/eoy9dYvlYsJgEFMWJQeHz5ivC27ducfNnV3OJ1NmywVpknZBWS1t05DgSHshbtQnrxps21DWDbu7u9i2oi5zrGlpWk/ITdOELE0YjwcUpe9yJEniRZ5VzY29Tb763d/i3v3XmU9mvPPXf80n771DW9eEccJXv/2bPDt8ztHjR3Qq6F+6vrAAuHfjJs51cpnugyyF8D53zyBDofwhc1U5w/WH1xPXDHm95nKypqGhbnwsrjGW4WCDo/MjTucXHJ5comWEbRpOT+bE/ZrL5YIg9DcgBcxNw3Q1oT9KUVygUQzSTlDUhpyfzbC2ZTjKGPViatHy4eRTNsZ7BMkucTREKEVVl55F4BLu3/o17u1/jSBSDOIEZxW7OynrYkZrKnpx//o24klkCh3EROchl4sL3j54j1I0lLMlURATEJMEmsCF1OScLw+Y5ysW6xwlBHd27rCZbdOLx0SxZr1sOZ2e40zLIB4ghaYqC7QN6KsNomGKaw339zOCMGSxnLFarZhOFzw7PmZRzdjeGbHQFdYYlNYksaaXxeAUdStxxoEoiaKaKAStQ0yrUaGHZninh2cGVFVFPwy5tbnL7f1dbtzYY5D26KeZj1sOApraR6xK4du6TdvStAbjHHnlFddf9ND9h1zx/hZCSoqyIOt5fYVS6hpdinNUTUXeLLksjpk1F7Syubaz+jxw/HsrI4/71gFKJSwWy67oDdAqpG4MYRTj7Jo4CanrGitDStNinUIJD6ix1uEk1AX0eiFCGIxtWdYlqRC+29BC0TiaVpCGgjiM6PUSpPIKfq1D0lT46G3Zo22tR4Aaf8hJF+KcZJglxEoTqowkDHDW0lhHJCIveNOCOEnoJUOkUARSIaVGSe0P4g48ZY2fozemIQqjz7EH/CFinRcgXQnBAK/G7wBgAnENofJxKp1H/yqo5HMte+u8psG3/1+Er/iLubv64hq1LKVPD3TWXf/ZXI0KxBWkms4u6L+Wku7XGnAWKfV1d6Ftzd8oPL4M63vf+3162xH7m3cYjjYIwpg4TVk3lm9/7Vvc7Sm2eylZmpBlmU817JxZW1tjHn38hBvjMWcHK4p1Ra+L607ijGW+wDWVp0fWAlNZAqEYxjHjYR/V22Jzbx8dBDgETx8/4vDJE9I4IstSJmXJk0cfMh4PuXP7JlEYobtC4fD5M/b2btK2hlVjqMozpKhRUrC9vcv45ktE413++v3HlJUPGDo9PSHLej4a27SURcHl5TlBEBJ38cJN01A3FWEUAoKiKFiv846K5wWDIIiTmNY01I3ECcmNWy8zOT8F03RFn6NqGi5mMwY3tvl0LfnmcspvvrLLnz14wu7WJsPhJvduGw6Ojjg+fYdBGiJMwcZoTNbrUVvBs2cHTM/OuHFznxv7Nzk/P6OtSqRURJEff7fFGidyBknG63f3KVrHeDzi+aPPwBkEDh0EREFAlee0TY3SPtIb53NH7vX7fGNni/3bd5lHm/zln/wljz5+n3I1wzqfoPn+2z9m795tvvHd71CuF9cpoL9sfWEBEGoPk5HSgzJMY68jHyfzM9bVnL3xPpGOqVvvpbbGEgURzjqW+ZxVs8CIhifPn3C8OCXrZT6a0wqGTcGnnz7kcjFnVdWIZs2wn7KY55StReaO7b0ebSNY5TmyzakNlCW4tiXRmlv7N9nJ9siCjOp1g9CaLE2p25LPjj/h5Pic3k3Jclkg2pggivwhrmL6/ZCkMTjTbQat33ACJTm8PCCJQ3Y2bmCahqqeAw4dDtjb3mVva5NPDz6lag0/+OE7mKLmzt5Ntje3WdZLRukY08Iw3WVrdJMnB0fk5Zq2VMyqNWUA48GQHhmvjl5nvVjxg794l0oUtKalWDcU65J1ntPWDf1+ipCOtrYgHbmxHB+fM1tOGKUJeksitSYMIoTOiWJLHPZZLRtM5YjijKzXI4w1AkWWjojiviczSkVr/cFkTEu+yqlsQxYn/kYlfPfHyC6ARqjOOuV/zglFcBWpKwME8poI+Pe9/PED/b63ovayjLrxfAtrDEjHwsw4XDxiuj6isTVVVXsOQteR1jpAWBBadq+Hn2mHQeRDgpxBh5KsH1FWuQ/csRaBwjpFECQI6eNUkcofpI0lCDtKoAChr5IJoak9TCmQjjhWpKkmCH3bu20MzoK1DcJYoihBygBsQ9nWBDJAOBjEA8a9IUkY0dvp0+Q1oQxpGtvNTJUPtOrAU1Lq63Y8wkNafCf9BX1SCa7HRK2xhEEIQeiFXx2FTnaHvHP2c7foF7qQqxm+uApjss6/nlcxq87DUZzsMtKFb/Z/3jsN/t8jrnQCznW6dX+LxXapjrzQEUiEF0R1hYUxnmDqf6HEWv9vVkp0YwLzwjb4JVj/8R/9Y6qm9kJMZ1kul1wuTphPppwdP6fX5NwaDWhby/l0SVE3lFWFaQ1REJKvZ2wmPZLEe+Sn0zlpkvKVG7ucqZCn54dEoSKQITrUlK4krxvqyZzqbEI27DM5fcrt+6/x4fvvAy2NEQhjGGchqTKspydYZ/y41RoOnz9nOp0yv5yyWC29rkJGjEZjJnZOlMSYxjCbzPjgg59D132R0pGmCUXRZTEIx9nZCXGSkiY94iRhuVhQVw3JVuJHyo23FA6GfaazKaobN2W9nneytA1SK5Kkz8Z4E2n8iGu1LliXNUXVcDZbomTETw7X/P6v3ePnx0t++LP3eOurX2c83mBfwJNnB1SN5fjgkKdPjxltbjAcjSkbQ16sma8XvPTKV2iNpawbwgBsWXXdravPcEUcRyjhqKaXDNOYxrRd0Qpa+n3Vti1N0xAqxUv7e7z5yivc39mheHLA2z9+m4+K73M0u2S5XGDqmlAH/nPYWj569z2+9Tu/wcMP3+Pw4cGvfK6+sAC40g4458NN2i74o25rnl08Z5pP0EnU2fos9aqhmK+5tXfzuqW2NDlRqtna2mNal8zyFbKuiNKE0+ef8uT0iNZIqpXFlJ5Q1hrD+bMzdm5tM58WZOmAJIbLkylRGLOaFlTrBsmSl3cWvLr3OlnUx/sspRejhCnJ3V/H0ZIkAZEIaasSaz1fPQ4ilBas8zXT2dyLj6REWMHh5SHvfvwOw0GfOEqJggBTLklUiDAS4RSBs9zfvMHl6SX/7r23qRtLr9nmO6++gVpKPnz/IWGsiSN/25xd5EwXKxZRTVUUFFXDsNcn1AonLbU1zNYFLjREsSSfttRlSxAKwp7C0qK1op9m0NasL+dIa9kcDtnZ3OTWrV366YAkSgljTwXMshG4AI0iCDxKqmk8IlbgWOYFF1N/I9Zh2N22IIhiQt3zbV0cKLo0Qtd9eyWQ8ge9VhLRKadb51vCyC/H/SlNvZ3PGENd+da1aVvqpmbVFqzaOc9mj5iuTsjzWefb94eQDvx82xiHEoK6rnygj+k6XM6hurm1MQ2r9QoQGCuoG4cT0NrGH37CIpRAa/ys34KQ0DQVSZx1oCJvg1NohINIauIkIOtFHcWxRTjFIB1S5mtCFTHSm8RBhgsEjaqwzhGFPbIgQQlJFIW0tfEBSMaRBH40I4RABwqldEeRDDEd+tVDRbo5upId1Ot6M/Az/yC4fg2uMyFw11Y65zoynMM/e+1Vu71T7FuwrsMlB/r6xu06Wx6468Odq++7273Ag7Okktcz16s+w9XXshsRKB3Q1DVG+Bm/de3nOpZ+XOI91MaLrswLTcHVaOLLsP7H/+G/p24s0nnSXlM19PshSMhXBetlwfAPfodbO5uUZcN0sSJfL2mKnNa0hCrkxz97l1dfeZnnJ89RAsYI6rYgNYLABcyWNWFgUR22vKpanLBsjFIuzh6wnD3mwYMfUeWOfO3dKlwVddKilb/Bf/LgU3+RWK9wpqWsCv+cCLA2p5elXZdJ8aN/930efPoxy+WKJEk7hHvJ5eWlx0F3lsLlwnvhp5NLtrd3mM3nZFmKVJLlckEUxSilOD8/904BFRDHvogIwxgjFFoqwiBgvL3H7PgRL9+7RVE25EXJuixoW4MVloMSYqX56s0N/vzDA97/+c/Y2dtnMBzSVhWLpU+RrMqCfL1gNB5y5+YNpFSUecHk4txzJjqR61XZKpUvsltj0XVDqEJyW+FDsOLuMya63+NInOKljU1e//VvcfP2XZarnB9/+CE/efsnTNfrLkwvQlch5xeXJKF3X5RNw09+9EPu3HuFb3791zk7ePYrn6svLABmi0tPL8MQpd7zWxUFx9NTHp8+Y10sCWPFcrVgd+8W1jjCnuK0PMEhiYOYeTknFv7GeWPnJtXkgPliyqosWC5zVqsGJSLOnkzojxImkwVnRwvWK0Oen7B/ewO7EbG1vcfj2TnCLZgvl6RxipYNx0dHrPfnBFqgVIg1XgmrtSBWIdYq6mXDopoiYsvFs3O2xztgvCDoFx9+iLWG+6/e9daXMCNfrthMNmhqww/e+SFbG0NUZdhK+/TChGHWR0Yx+bpgNxvxu7/+m7z73secP5/w9k/eJ4sjjk8OSWLFrRtbFHlNWVlM3VI5g7EeXbkuckwUEkUBzsFgkHCxPKZxNTtb+zgTI2nYHPc9KEhIwjigHym+jmZVGGQQkqQpURQSyAAlFVpH/tbazThb61uBpm1pW+PBKnWNlRB0s7WqbSiK0gMs0L7QURKpJU76+1RrPHPeGv+9EP7xEYDswDdKab4cd3+/5rOZdyiIjm1uLAZDTsFn049YVFMWxYKqWmFMe60WF8JvIGCoq4bWGZxQ1GWFcj7GOfj/2HvzaMuuu77zs/c+053eVO/VrJJUsjVYsvEgD9gRGBtDAgYTB4xpmikkkJWm6abj1YHQhIQE47RDTJOG0As6TSfdgO3QDmEF49hYNh4E8iAPmi2VSiqphlev6k13OsPeu//YZ5977n3vVZWNZJWi812r6t53z7TPOXvv3+/3/Q07CF1KmjCkhVsHQBtLYSXDsWGcFRidkSQR7SRC4MoDKwJsXhAoxVzSI9cWaQXdsEORFsy3W7RDtx541A4Y5WO3zK2RJCIhUW3CxYA4artcdu2WZFZzPoBOVdYEZfqeFW6Ne1XmQmOdv11IF/impFNEHSXvBC6yJM+FW4rbBc7pcpndWu3zUkgLT/mXtLzzqbuALVP61x0xoCpmwR+OcH/oonC15bGupoIxzqXgmQVjy4lSogtNEAYkiauL7+7ZOMpfOMpfGoPz+RtU6HKii9ydU0inGFscC+OEv3JuHmsvuYjK1xsXzq6WsR0hIwvz8z3yNCNI3CqUKMFdX7yfN732dg4uL1LognQ0YKTdIkdH9u/j/oefcGzi3DwbGxcZjnNOrJ11JbIDiAiIAkk7iimsod1KaLVjijznzLkNKOsEtMNWRdgURcF4nBHEgjhxgb8f+9hHaXW6XHPkEALNcDxyRkcO41HKxsU+WTrkP33g/WxubjIudJlu3nGLMglXTGg4GqG1Io4TFxCqcy6cX0UXOWmWuaqNJUs3HA7Y3t7GWmi1EobDIUWhyfOU5eUVAuVS1K2FOOk6RdVYep0WrSRmiXlMoel2Whw6sJ+1TPPKG4+wZmMePvEEW+tr5OkIKQxJu4VOXbxLb3GZhcVlwiACLK1OB2tcJU1buhi11qgowhQaoQSddptI2Gq91NFwiOi42BWl3CqOB48e5iUvuo0bwg7DU+e55yOf4KHzp9keD8mDgCCM3RBVkoWFBYw2DAYDWq2E3twc+bjPg//lg7zhFbdyU6+7Z78Sl6sV3KBBgwYNGjT4rw9XD8fVoEGDBg0aNPi6oVEAGjRo0KBBg+chGgWgQYMGDRo0eB6iUQAaNGjQoEGD5yEaBaBBgwYNGjR4HqJRABo0aNCgQYPnIRoFoEGDBg0aNHgeolEAGjRo0KBBg+chGgWgQYMGDRo0eB6iUQAaNGjQoEGD5yEaBaBBgwYNGjR4HqJRABo0aNCgQYPnIRoFoEGDBg0aNHgeolEAGjRo0KBBg+chGgXgaYQQ4keFEJ98ttvRoMFfBU0/btDg+YFGAXiaIIQInu02NGjwV0XTjxs0eP6gUQAuAyHEzwohHhVCbAsh7hdC/M3y9x8VQnxKCPEeIcQF4L3AbwHfKIToCyE2ntWGN2hQQ9OPGzwXIIQ4KYR4hxDiS0KITSHEe4UQSbnt7wohHhFCXBRC/CchxOHacVYI8feEEF8RQmwIIX5DCCFq2/+2EOIBIcS6EOJDQohrn437u9rQKACXx6PAHcA88E+B/0cIcajc9mrgBHAA+G+BvwfcZa3tWmsXno3GNmiwB5p+3OC5grcBfx24HngJ8KNCiDcAv1JuOwQ8DvzBzHFvBl5ZHvM24NsBhBBvAf4R8FZgBfgE8PvP+F08B9AoAJeBtfb91trT1lpjrX0v8BXgVeXm09baf22tLay1o2exmQ0aXBJNP27wHMKvl331IvDHwEuBHwT+rbX289baFPg5HEt1Xe24d1lrN6y1TwB3lseBU2h/xVr7gLW2AN4JvLRhARoF4LIQQvywEOILJa20AdwGLJebTz2LTWvQ4IrR9OMGzyGcrX0fAl3gMM7qB8Ba2wcuAEcucxzAtcD/Vuv7FwExc+zzEk3AzyVQaoi/DbwRR4lqIcQXcJ0HwM4cMvt3gwbPOpp+3OC/ApzGCXIAhBAdYB/w1BUcewr4ZWvt//sMte05i4YBuDQ6uMnwPIAQ4sdwltNeOAccFUJEX4e2NWhwpWj6cYPnOn4f+DEhxEuFEDGOxv9La+3JKzj2t4CfE0LcCiCEmBdCfN8z19TnDhoF4BKw1t4P/CpwF25SfDHwqUsc8lHgPuCsEGLtmW9hgwaXR9OPGzzXYa39CPALwB8CZ4AbgLdf4bEfAP4F8AdCiC3gXuBvPENNfU5BWNuwfQ0aNGjQoMHzDQ0D0KBBgwYNGjwP0SgADRo0aNCgwfMQjQLQoEGDBg0aPA/RKAANGjRo0KDB8xCXrANw730PWWMsQgiEEBhjAP+3BCzWun9Atd/kn8UYS15orLUIBEIAUqImZZpxh5fnlSAFCCGra7rzC0C48wiw1iLl5FpFWjC8MOCp02foFymqHdDbN0+v1yWxAeSaQhdoYZGRJIljoihCCYkU0p0LMGYSFOlLSUsp0VqjtUYIQRAEKKWw1la/SSkRwpJlRdl2qt+11hhjqvMJIaaemf+UUpaZ2RZV7uNuXYCwYAUWAxZk7Tl7KKWq78aY6pr1f7NBn/VzKKWm2pNlGcaY6rz1bWKX6/tzu34Chw8fnmx8lnBxfWCZVAQH3HsWQoCd/CKEAMHU/eyG6hngXsseO+16HosBWUyy792PYCXWlsn3FixiKhNf2N0vdOkAXq/bm+lfpSz7rcENRVVeanq/nbck3HOSomy/cX3yq4S19rJFBox7EZdqjWsHX0XBAmMR1k49euzkGVafgC7fhTWGffPJs96HAd7zrl+wobX0xyPGRU6v3cVoQxhFGGOJwpAiSzHGIsPAvWejKfIcJQVBFLO2dp59+5aIwoQ0G5MXBePxGIUgCiOstYRhSJ7nFEXGk0+d4f6HHmXpyLV89/d8L0rAYyfuR2XbJEFAkLQwFtLhkCAIsAgKBC/8hm9k+eA1rJ49x9awj7aKz/7FJ9i/2OXAgYOcuP8erjm4DMZgrAVjyArNwWtfyOJ1t4HWPP7oozz+6IOcO3uK7fVzfNNrXkUSBkilAMH6Vp8ojgiDgFYrJi8021t98kITxRFRGBAGkjzLCZQiy3KC8vjMCJaO3sSTpx4Fq7GDTdpRwMrR6yGZZ7i1wdknH6HXSmgtLPPU2fO0QkknVuRpzhcffJSDywvceN1hjJXoImc4GoKQgMBow9xcjyIvOHP2HEm7TW6g0+3QbbUw1pCNU546fZr9K/tox1E59gWr6+ss7tvH5tpFbnz5K3nTd/43BFJiMG7msooddrst5TJuv8lEYjFGY6zlmoPtXfvxJRUAY2w10blha90LsyCF2TH51/8WpRCX0iJF+aLxbTMYOxEm9XNYDUinPAjhJizXFlMqA0zt7wSvIIwD2vu7vGDlBe7a5VDXWpOOcwoEKgjAaHRmyHROMS7QuWE8GpPmGShJ1InpddrEUYQSAoXCSou27tpSCmzZHjdpWEBWwrAuhL3A9YLYT7514e8VD4RASYmfHifC1n3Xxr1MKCdxIM8yrLEkrWSHUlEXzv6a/lnVf5tta/09eoVgovxRfZ9VBurf68/g2Uc5m19GsH8t5/XK2dN6Zi9ffXvtpC/vJu12iFM72W1yyxMhV+QFYRQihKQo3OQgyonrma7/U/bOZ/w6u0LU9BW7y3Ob3tVtfdr7zNeOcTomtYbt7W2CMKK/PcRiaeEMqMFwyDgdgbUsL+0DqSpjRgiJtoYgjgiEBGtQUmGUJVAKjEUFgqIwWCxSSQICDuxfod1qceLRk7z3d3+H177xTbRbHYpihAoCikKjjSUIQoQUKBWSpznvf+/v88a/8T3ccP0LKcYZX3nyFBcurHHDscPoLCUKFFoXhEFAlmWEUmFtwdrF85wbfA4hJNubWzzw0AO8+Lbb+Mr2OsPxiEC2yMdjwjBkoddmbX2duN1GCif85ufnWF27QL/fZ//KMkJMZI6xxj0Pm9NdXOHAoYPcf+/nkbZgLpJoY4g6c5x84hSRhFAJAhUwHqcgFEbnSAIuXlxnc/0Ch5bn3bg0muFggFClnMLQ6XUwWpPmOZvDEQvL++m1OuhsRGE02WCItpqDK/uIowgycIhXAAAgAElEQVRtncGXGU2706UTJZweDVFxjBLSyVFqfXZH152MKQE40VrOyVIh7N7K/aUVAJw1TvkArVMqXEOsnRI0u1mEwplXKLVT8Fh2KgzWekHkf7WVMuMYgolA9MfWhZFSshLM/mEV2mClIGyHtOIIKSf7eAFXaIM1GmssOtfkacFg0MdYg9ZOu0I6qyMKQxACiUAbg1SSOI5IkpgwDFBqorD4+91NSAohkN7qpGyvMEjPdIA7v2cRiqISrmmakhU51li6ne6UkL6UBVsX+nVB74/XWld/1z/rCow/1t9ffT+gUjIuZ0l/vWCNLoW0AGQpBWbb5gfQlba5Jj5mrfCvUSG4tEgsLdepE4uaAjr9uxueBqkEUgmKQpdnMWwPtmnrDnGSAE7Jl9Kd55l8ZRa5h+D9+ikDnvXxVlKlbO/xxq6OHuwgiFChQKiMU0+tEgaCVrtFfzik02qTJDEL84sMh0POnb9Aq91icX6uYvGKPEVrTZamGJkhpHKWMa6P5EVBFEWOMVABQRChQkUUhXQ7LZ48s8qH/+SPuPnWF/OiG68nJEdpyzgdI4REBQEqiNi+uMFjD93Pv3vySd78fT/Ay196O489ej9F/wKd3gKDjfMoqSjygqSVEFqDsII4Sbj//gdYW99GCsvm9ib79h/kyNEjjLfO0Wm30NpM5hcl2be0yNlzq4SLi8RxiyBKOHDgIKvnzpKmYzqtVmWMRFFUyiNJ3OqgdcHmxgZxoOjFHWQQEAQJ2/1NOmHkGF4gzXIMBqMLhLEM+31efNtNHDt0EF0UbPf7WDlhx3rtNqYo6PdHiKjF8v6Dbr60Fqs128MhWxsX6XQ7LPa6aFOggpAs0/THGe12wubmBt35OQ4dOloa364H+H7qxGE5bqpBK2t9pfxf7N23PS6pAFjrOFJjwFgchSYEwloMULfzdljydtJGJzgmA90LYCco/D5eQfCNd+fQRd3adNu8IKqjTnf79gghMDZHCuE0XSbt0VpXbVBSYIQCBWEUErdhx8RkS6FuwZRmltYFptCk2yO2LmySFQUqCgiDgDBybgIpJEo5y15I6doSBARSgnR0li2FjzUWg8Vow2g0IghCiqJABQqjC+IkYTQa09/u89ipk7zolhe5AUHdVVJ/B9Nswm5C3z+7+nvczUUBVO6O3fbzv9WZgqsDplSJRWkR1KxpK5xgEk659UrCpO27CNddMLXXDBN2pZi2i6/keO8Kmz1ReX0j8O47bbRj4qQgDBVCGozVCAFKCcyl2f/LTiKXbWlN2FbtrdpdO7fY+dPTh+l3OuU+mbmen+PsVdOHYenAQcIgQAYK0Mz3ehS6KK11SYFB65QgkMz1OgxHY546fYYkjul0WhSFJgwCojgmt4Y8LxC2VNhxT6UoNIEKCcLQzb3GIqQiSmKuPXaYhYUeGxvnGW300KXLwErQ1iKMRlrLaDgEDMKM+JM//H3OnznLG974bRy7/jqUEKydPkmrnRDHAUVeYIwllG5u3lg9w+qZcwCoIGDuhTeRtBKSJCZIEmxeYHXh2MxyzltamOfc6nn2HziIDEPQhsWFOUbDIVk2rhgxJZWbBqxl7dwqqrOPdreDKlLH9CqFqDGrnViiopCNMxfZGgyYbwWo+Tle+ILrUaEiHY1I0zHWunk7CJ1bGQ0XLmwzSFNWDi0SoRBorNGkwyFpUbCysoIUAosgDEM2NwcEcYtOp4O1mv5wQHdujlarS+k4RBrp/ZXTLB9U1rPBImuKgBOl1lMCu+KyawF4we9PKAGkqC4zO0a8ANhtUtnJEpRMQLXNH1fXbgS2pG+klJWiALNuBzEl9ApjscagjaEVR27iK+MKPB3u2+ut8cn5JoKiLiSD0rfmr21tgJAlfWr9fVswTnkpspx0nDHMRqQ6xyrhFAwVYnPNOE3JC/d7u9siaSfEQUg+TlFBiDYaaw3pOKfdbpGNM7I8Zzwec+qJp1jef4Aszel02nTarZKZmX7m0+4GOWFA8IxLKbite16UQrx6PtZg9ESoV8+7nCSdQjZ59nbmulcbprtr3YL2FNTl2u231zu42PHdx6pMi/ZLn7vS3GeE4o7h62mxS7ANjvYEaS1BIFEKsixlY+MCCwuLSKkAp6AKSemS29m+Kj5i6to44bhj97oyuMcm3y+m+sesBOarI2S+WuzU7XdA7KpdPXvQ1hBISZ4aQhmi85zReEQYKKwKwLtCAwXGMD/XodCwvd1n9fxFokiyND/v4rFKljLPc7CgvGtQCpK2UxZMkaMAEUUYLREhhGHE/NwcrSh0ZJosXUk6x2oNoSVLM0IgVgotc/7yEx9i9fw5vvMt30s3ikizz9KNFEoFYA3CWmSg0HlBYQ0ykFgrCOKEbm8enecILFIItPDGm2WUZURhgNKaw/tXuLi+jpQBceza1O122dreptVKUAIXRyNcHMi5x7/CQ4+dZGlpCSUNgQocw1t2OB/Ptb6+yckTJxmMhyzcfANSgAoDtvvbjo0QAUJBUMaSWQvGWlIrabU7xFFEIAPS8QBrDBcuXkTFEUvzc6UbRiKEIjOGbrdFNhwz6vdptRKSJCGKO+WcarAosJPxXg2NXQwOJ1P9bCKRl5jTLs8AeCrBuinPWvcy6vPmbtagi+2YaNvWTh4s1CzEUmZNJswac6AorVvvS7e4VkwrAe6luYmzKLQLPNSaoigA5wYQgtIKklO0vGcCvHCc9aMDFTU+uZea/9w4y0pKhSmDMaxwL0HFAZ0kpKe6aK3JC01eUkmjLOfkqVOMx2OKwmnyGEs+TulvDxhnOZujPrIbsrK8xHAwAGPY2Nzi4uoF1s+v88hjT/CC669HSEW302F+rls9x7qCUxI57vmXzwlP4wsvwMF4VkTWWBbrXBG2VApELWZhSrjN0rsW3v72771U9/o64XJS5KuRMl4qlYpDdfvTA8zYko1CTk5vp5/N7PedrEFtMMwqAV6xsFNvYGqzVO7aQlqMFRhTMBoN2NhYp9vtQNJGeWW2fmuzcNr51Ka6G8/vM1Fe2LVRws4ohdO0ycy+Yoels6NNTyumuZevjon5+qDT6WKNY24KY9Cpdv5dGTiGpdBIqdC5YwFynVMYS6cd0+8PyDKLkpJur0dIVMZkWeeylJIszxEaVB5QFDll58EaiwpDrLFIC+1WABhy7YSMLKneMHTsxPawj4gDgjgiChRKZjz24Of5/fU1Xv/6bwUsUkhcwBwVs2qkwIYtuvsOOCNQWNrdDlmaEQQBwgp0URBIiVCKv/z8F3jJbS9isdcFaziwfx/nzq/RnpujFUdYY2klEcPBiHa7RRi4OCoL7F9e4uKJx8k6PTpRADhWNiyPI3BGabfToTe/wCgb0+120MYwHPSxxgXkCSVdDAKGIi9Y7w/odtqoKEQXKcPxiEgq0iwlsIbl5X3EScspVqUStnbhIouL+wiFZHPQJ4pDpJRErQ5JpwdWIaxzCVeyE2fUe7k+CWCdCH5rTXmM+KsxAJSXFOVotMJFyXpYaxG2bFxNG3ER+tQEd9koL9xLa97TxlpP+6+FwL2MMjJeqUlUfD0zYTb4MAjK4BdhiYO41MomEfFF6Uv3Aq5OaXvfto+G9ZjddzaAzpYuEWNsdb/3fOmLDMdjYiEIwpAszzFY0iwly1OGwzG//Vv/niefOO3PQqVped3C1GMldpkNxURrnVibVw+uDgXgSvE1mpwzh1g7GQcWl60xObvdQ6jVldoZ6Sn89p3NFVUMyUxjareitabQOUK4TzB0Oh2UUpjCoK127rHdDHq83rJzS5078fOCmFIGd7nFKeyiJUwRJWXWUO22qluzIHyw86Xnt11OTo2e2P2+9vrr2cTdd9/NXK9LNuwTBs6l6mhwS6fdBuMyjYIgpNAFRanMR60YpQy33PoSjIZzZ0+j8xxbKqlWSaIwIY5jdF5gcmeMjAvDiZOPkY6HLC4tsTC/5FyY1iILXB+XRSnANWEUIWwK1hKHIRJQ1hILBVLT37zAqVMnCNEooZySYSGKIyyCUX9IFCeESRdjBXk+ot3ukucZYaDQeebctYHCFoZQxXz6M/fwhm/6RrphgAUOHTzIU2fOQq9DKwqRQtFptxmmY2TQcq5YDXHc4oZrjvLIyZNER65B9VoIK8nSjDiMkDZ3Ek9KFpaXCCOB1gVKSqIoIh2PsVjCJHZGo9acO38Bq0KWVrrs7yasn38KKyTpeMT58+eJk4ijB1bccwOEUuS5JogT2p02g+0+w9GY5U7LuYJlQKvdZQcjWBp4pUSu4oCsda5kg672cyygH3i7r+t1WQXAYrE+G8A3ZYrVtNXHbByA//S0s3cPTHz4thLG9fS7SQyBQJjJ5Gi9ooFrxMQa9+dy53aBeC5NL1CqUjC0NjsCEn17ZlP9vMJQZwR2i5r30NqUCo5TPgbn+2z1t1la7JEOUqIwRiFYiucJOgFm3lF5nqW43DvwiCLne8vzvP4S2CGJ6hTNM4KvUWBebRA14Su4jAvgyu/Xu1cmKayXO0vlJWeW5ZoWRLW27nYmS2m5+WBa4awzJZADSLMx1mrAogJFkTtfL2KvIEBb+39na+u77WWtiyltYXbjLle0tpzgdqc4xB6uj8uJa2MnaYDCm1HsvJerR+xPcOdHP8z8XI9XvfxlhCohiiIXGAxkeVbGGUFhDGmhK/VpnBYsLR5ABS36422O3XAj586cZmt9jSiQqFYCpQsPCWmeE4kEk6W04pjBYMS58xcYpRYlnJ8c6wLeRBl/hBCoIEcpxfy+AwRRQpGPabXa9HoLBEphpSIMA0ffa4HVLibHZinznTbD0ZgsLZhb6LK1PUBYS68zz2D9LFIFaK1RShKFMVsbaxDFzC2scPfdn+HlL30JvXYbFSgW5jv0+wOU7BBFCQqIpGTQ7zM3v+DSpxG0ux2OHTvM6bPnOLyyQBQnZHnOC19wC0+efBBLhhSC7vw8nSgkjly/i5OYLEsRuMDsIAgQCAoU3VaH0WiElYZAgNW6TM0s2Ld0EKMtgXJ998LaRbqL++h0YtLxiM2tDQ4eOohA0x+OSURAFEZMD4A6+yjK2BqnuVvPPuPlsNvXWsB8jQyAD7YoGWMqrdx6itw1ajdXWT0YzFv6/pz+0zHQtpos3f5l0GGlEPj99xJwu1spXkBrrUvXA2htmaQXTvbzcMqDqpiA2bS9af+/RSrl8vVr7fHMxOu++TVYLCoI0KYMnrOOodDGkGUZcSuearOUkna7hTGWNE3pdNu0kharq2vlC4Zbb72Z8WjIAw8+Uh13++0v4/jx66rnfub0We6970E2N7fYTVBfc80RXve6V3HXXZ/l8cdPVb8fP34tr3rly/nkp+/m+uuOEQaKT9/1GZcKU0O73eK73vxt3P/Aw3z5yw9wNWOWIZoodP4/O218Y5iShFOyd0YbvwwmsRS1a14C05v3EkP20vsIwJrSreNdEILRcMy5c6sMBoMyu6VASZcFo6TAXELq7RnPcSWPwlKFVuyq0uyi2+y4Zu39CARW2EqxclZQuW32AduJcBfljtVUKkoFYw/aY2JdXR244frjaJPTjmOiMKrobG0tUeDrd7hYKaN1qQxocqlpd2LidouFUJEVBUsHDtKbn2PtzGm0NhRaV0FwYSRxMVea5X372Ld8BGM0ea4pSiOq0AWUrKrRhetPmVOw8rxAa4u2gsEooz9cRUhBrh1lI0rmN4li2t0ep8+cYb7bZq7boTAaA0RRQJ4VxEnMhfGQWNTYZAxpnrH2xFfoHbiGuLPAZ77wZW7/htuY6wqiKGZhIWA0HBHHCcZY4iTCjgybF9eZW1yAQIE1LCwu0E5a5FlOqxOwsLSPB++7j9wYQimQKgCTIQOFFIb+YEhhDJ22E/Q6L9ChRmJoKcjzFNVrM85ysJbt7S16keK6Y0fLui2AKFO6kQRRhLSwtbWOUopACkbjgiwrWNq3jBA+8M8JfSkkokoI9MrxzmygKXaaS/fjyyoA5fABqHL5/dwpSgvD+50rem7mPJ5WrwIEPQ1iZybkSmup34y3xpkcK2RZLAi8ljOJH5gI63pUulKqtPLLjmtEpQR4H//l8uTr6XYAEoEVAjNT6EcKiWrF+ODFQAZVoKEQAqkUeebS+DykUnzXd34b/+Af/BR5XvCRj9zJudU13viGb+IX/vE7OXHiJADzC/OoWhKElJIf/9s/xI/8yNtZW7uIlJJOp80HP/hh/vuf/lkuXLiw472++pWv4H//17/K3/mJn54oAEJwxx2v5T3/6p38wA/+OG/57u8gCAK+8MX7digA+w+s8Bu/8au8852/yr33PnhVTZQ74RmiWbi+tnvEfk1pEjO/X6H8989kNjvlmYcjAsEgVUBRWISVKBLGfXj8xFluf5nCWIEKQQpdjuudDNfTiwnrB/XHWHs5dvLkp/T9cpdqijB+wNfPJXYhCyYC3rlmpomTimWYgZ80r6ZeffOtt7JxcZUwUKTjIUEcE4YhAiiygjB0gYBpmlIYQxiGhFLSHwzJDKyvb9Cb69FqJ4zGY1SUcPyWF9Pf2mR97Rw2S4nCgHY7wWhLFIWESY/23ArUGFqfAu7/VSmVFoS1aKvRZYqyNhZtNMa4eCxbOOWhKHKM0exb3MfhAwf58hfvIRACPR5x7tRjCKWY37dMHIeEyuU4QBkrUGjy4RC0Zu3UEyxdc5x2Z5Ev3vsAr7n95QjcXN9OYsajEXGrhUDQ6bRR44zt7QFzcz3CIEQXOXESYZCl8Rdy7txTKJHSaiVESQsGKQKXwdXf3OKxJ5/iFS97MVGoGI0z8rEgiCLm5+cYjMckcYyxmjQb0Om2kEWKEpJAuSI9o9EIKwLmej2EMfS3tihMwWJvHmkFeV6Q5Tnd+QVXoE6A8a6+KUJs4v51Y0FOFAHr35Sf+/Yu+HtlWQBMhLcVE2rByd9d6DMxyXGnJuQ91e/T6Xz7J0GFLt7RnULU2IGJUHYKQGml1Znb2j51f34d00WFJrEJ/ruLIJ1WAHZLl/OKgsVitZnKn58tXOR/E5SBikJWk1B9imm1Yv7mW9/M+bU1rrv2GD/zM38fEDz88CNTaY9i5yMnSWKKQvOPfv6XOHNmlX/yj/8hb3rTG3j961/LA/c/xNlz59nuD7j22FHSNHP5t2HA/FyXV7/qFVxcX+fk40/SarWIoohBf8T73vcBrLGMhiMOHNzPLTffSJZl3Hf/Q7SShDiKsVhuuukFdLtdHnjgIQaDEXNzXW550Y0uJeaqwV5KwIQpEmL2ufoCObucbZeTzcaS1PfbO63wmYEQsopHcf1UUBjD6vk1Bv0xo2HO0lK3HJsaawsQYU2L3uUeZ43rXaj5PdszRbHMSvZZ98gkM2gHvLkvvAfUvTQfM1gZHzXlwBste3cAyiCrXbZfRYqt1YZWHKONQYWRY24qRkRS5BoEZTyHC26OghAp4Etf+iJfvu9+oiii1WmTxC4/PoljlvYtI4H+5hatOKQ/HFZW6mI0h1DOvy7l5LnX+4bC93lAQOi3l6m3LsXWaQjWlu+rpLF7vZ6rc6IkBw4e4egjD/Hx//KfsVFIkri5SEmIVAi4lDmEcIHUQhDHEmFzjh+/ifNnngBKJUQbhJC0WiHjPKcVRlgscRyh9YjxcEQQhpVRhoXV1TNs6C9gpaCjYpcVJkAIhdYjCCOCKGI4yjh1+iw3HD2EzjVFkbtzRzGLUY/trS3WNrfotRKSOGHQ32R7qFman0dIN64Ka0niEGM065sbrOxfAWA0HCGCAGFhcWkfEjOTilobRxawoj5ka/3VOvbPAlZX7PFuuIIsgNIfj1e+TeUGqBMNqhzcRlhEqaGbSmup5fsLQWEs2ltG7q1RiUPrhf/0pOrb46cQW28Uoprw6tR+XXjP5sU7V4As5xODNros+jPZd7c8+tnfPLvhlYJ6vIOngE2ZKaCNU15MmZ5YH0jjccp/eP8f8fKXv4SP/tmfMz/fY/XceT7zuS9w4rGTk5cyozgABEGAMYbTp89w+vQ5BsMhQsA3f9Nf41+++5f5p7/0Lj7+8U/xu//Xb/LwQ49w92c/TxSF/MRP/BhxFDE/1+Md//Mv0EpirLWEQcDP/uz/wNbWNr/xm7/Dr7zzFxmNRiwtLfLpu+7mD/7gDxES3vzmv84P/9APcOzYUd71rl/jve/9AO9+9y9x/Pi1UzEdVy8s3t/u40usn7igFm8C7C6SJmeaYq3sjm31uJdnFqU0lIo0y0nTgvOrazzyyCPcc88XOHvuLHd/7rPcccdfI4kTgjB0AVmmxoZc6lZnrfGdm3YeUhEnswL/a2QZrI93tpUi4ilRbxfZ8repuWIWNeE/G9NzteEz99zDynyPdpyQtFoIJUBrsBBGEVprFufnSeIQJcEUhmw8QgrIi5y8P2IjTxHSkMQJIOn15lhfu0CUJARhQH8kMaYgHY/Ic82Lbp1noS7w61Qr0yzR5KsbP0J6Y1CWQrauODih32533LiQkq889hivueNb2X/oMB/+4B/TancQ1jG/YRBVxh/GkmtLYUGpgH0rKywtr5APN6DsD0IKhAqQUhBZyzBNaSUxUuIK7WwNyIqCTqft+pGF0Obc/Wcf5OiNtxC3uwjpYqyMcWmCAkucJKwcPMTm+ibm8EGSVkJ/OHKGHmW8WZFVMWVCSIQKOPXkabrtLkkUOhcvinQ8ptXpgLVEysURmECSBDFrxQbz80ulXDTIMgXQEy+l3jthy2rvY8r4sKKcz/bu11egAJTf619qQshHIhtvwZsyZ5OJwHbhKWUOvwBphQsKthZTO6cvsONnDIkoU0bqwTs7Zx0jbOXjM0Zg0aXFLSvq3zMCQriiD/UYBWsthTFkuiBETfJi/X3XnsNsHEDdx1w/Z1358P4rWQaAyJrmWb0Ipfhrd3wjK8v7eMUrXsp4nPKnf/oRxuO0ysMHN8HNCtcgCGi327znX/0KxhiOHDnMJz/1F9z/wEN83/d9D+AGS7vdcoVDVECeF/zu7/4eDz38Ff7d7/4b3vLd38HJk6cwRmOxtDtttrf73PFNr+W666/lF3/xl9nc2GJjYxMfgHLfvQ/wh//fH/M7v/3r3HjjDbztbW/hTd/2Lfx3P/UOijznfe/9v/fuXM86/EBxCoBnACprBl9Ix30Hv+3SAmzSJ6a3u98dNe/PdSl8rRS8z0LRQH8w5BOf+DQP3P8AZ06fZdAfMhj0+chHPkqSJNz+ypeTiASlAqyoUYqXbBh7zifTtr2d+ssXW9p9713+ntUV/ME+5sYLI88AeCteMD0J+nNdKfbQFZ5tXBhuc+zAfuZ7c7TaCVIKlBIEQYTnQ86eOUsUh7Q7bVTpaiyKnGPXXs/xY9djrKUwBVZrsjQnTzOKovThG0ORa/K8YDzKMMbSbXdLq3/6mVaCRuzeY2aN1ipjCyplTUmFUs4KP3f2LF/43F+wen6VY9dcww0338zWcMDquTOkWUGgHGuqhEtVzvOsXJNCkCQtsNZR7FpX1yuKDKEChDYE0lVPjaMIAXTaLTYGfQrTRhhLGCpa7Q7XHz7A6VOPs9S5iYU4wBjLwQMHWT97yl0jjDhw+BDZVoxQAikilByDkIzSlI6SWJ27csVzc26dGSk5fOQIUgkMBgUUWUp/NKTVm6Pb6THMUjpxi3Q0QnYCl5mRtNzzxpb1VmTFzFWP15pJX/Vys2JYroyiu6QCMBU8ZSYX20FtWtA1LdqU1tSEqfDUEfigwBBXf3mqiaW2YgGMReP+SeEClXzPmrbQBUinLPiO6oMU/WQ7iUGYLT88qc+vpJxY5YIqQKp+rXqMgG/HrNCfrZbnr+8FiyhvwxfP8ZhfmOctb/kO3v++D3D06GGkVNxyy408ceopTpx4vIz6Z2qC81CBIs9zPvaxT7C6usZTp89y552f4DWvvh1wlQVVoFBKVTUHiqLgkUdO8OD9D7O9PeDQoQOsrp6v0jFdne6ce7/8AEZr3v2//jNWV8/z3vd9gM997gtYa/jsZ+/hwQcfYTx2ZUa//dvfSBIn/N2/8yNTtROuXkyE9UT4+77NpH9NdOzyc/fa+ZUBvcusOOmvs8d8jVbwXvCKp4VcW0489hhf/NKXyLKCPHNV1J548kn+8wf/lMJaXvnK252/U4VTMSmXvsaV7CLqf+wU6F4Bq/3tN+/wPuxxvbphX+MEJhesDNcJbSF2uCGeGzhy5DBHD64gBERx6BhMLEq53iiDkGPXHmF9fZPNzW2EEHTbLRCCo4ePsv/AYawUZQGbMniyrO/hsqS0E65ZzjgbY4HOXG+qDbNzp6eBpsYNk1ftF2zyjIwArHDBbFJJhHJV94pC0+7OMVw/x4nRBkkUESjFiYcfIk4S+uOUdishChVFbmgv7uemF7kS6JESrJ47gy4sW8PUGXda89SZMxy75hoiLGEUuIqtWeYyA0JFr9djc/0C3W7PZSkgOXjkAEWes3buNHPXXsvi4jLIhM3zp7E2dey3lMSxW3zowtoFlhbnGI+HCBmQ5RndbsJ2fwsVhgRRjJSKfUvzFKMtUC47JywVGhDMLcwzHA0QQKQCrLAsdHsEUu0YLm72cFl5lfLLzE41I/pKCK0rVgDqRXLqn3ULeCKYXBcQJR3pmBtfy9+v+lcucFAqDLPuhopqLOMACmurVdGcVuQ7mzvAlUGseIKqPZPKhBMLxAUATiL+rbUkcYQxhjzPybMCo8yUtV9PDZz9V6d4d4s9qBQB7QaAQJRpg7U3ZC260Lzuda9mc3OLT3/6M/zH//jHHD58mGuvvYZHHjlR3dlUsBaOARiNx/yb3/q3fOUrj1XXf+1rXw0IgjBgaWGeViuhKHS1BoKUkt5cjySJuLB2sWJGPEuS5Tlf/vJ9vOMd/wsrK8u85S3fwfd//1tdAKOFvNDEcYSSbrWt7X6f0XjMP/9n7+b0mbM8cP/dl+peVw3qVs1u2Sr19+zgfIw7zzOrFEwG4UT4T19rNkvh6YEAKWl1OkRchMUAACAASURBVBw5eg2DOz9OOk4pCtdP0zTjiVNPctddf8nxFxznSPuIc1fVFPqn0wqe7q9eS/I0ZW2/HQeyu69ht/3q+1cVUmaZiOrSzznMtVpIhasAOEgJpCSMIhRuHCqTo62l10vo9bpcuLDBicdPsTEcct011xMnPYxydHcchigVVPOwEBICiQwCojBERqHLcAp8XIidem+TYjOlQKpvl949bCf9ye9cY429sVTogoXFRQ4ePEwURGAteZYxLoYURUFRuEV1jLWEUeSq6wUhSZLQabXI0ozRcIi1rjpgGMXEQcy+lUNkRpJbgx1kZDpHyYC2iFACCq2RrYQLW1sszM2BcIsh7du/glWKTGuyPOfxk4+RDjZZ6rkF11QQkgN5lvPI449zY3icbivGGMt4nNHtdtm/vMxoPKLfHzphLwXb231ybTi8fwWEYN/iAnk6QipFf3ubUAW0ux36o7GTBdI9bJ9mOTVOrJkZLGLqMbsiQFe2INsVFgKienH+czZKfnafiv6v+fN3S8dyykHpe59snTqncRRD6QqYiQ+wTiOywi9eVNkRu2hAbobwba/n/U9b7bYWxAcgdigD/p9fbMJfy1v202mQ9YyEModWyKm73Nzc5k8++BF+8id+hM/f8yVarYSf+qmfpNvt8Iv/5F31Bzz93IWoah2kaTZleW9ubiKl4Id/6O1srG+yvLxMlmUoKcmynLe//W9RFAVJ0uLP7vxzbrn5Jora8sY6L/iet3wHb33rd3PnnZ9gPE5ZPXeefn/g6MSiIIrcSmB5nvP+932Ab/nmO/jxH/8hVs+t7ugbzwZ2E+q7CdxZQbybH3/6uN0E925isx7IOkNNMxlLT7cSIBEEUrK44KKJszxH4MqoSiUZjobESUyn28XiYmGqhZLEpYXklVgWOw/yH9O0/HRf9h+7XH2P57Nj350ky+wBldGwx5Xqrbxq0Gu1wVpXsKcoCJQiDEI3dwpX4MwYQ15ogjCi24k5dvQIj9xzD1/+6Edoy5hOr027XOk0DELC0K1bEoQhQilkuXaJ1Zrj113Pvn3L3mzHVlXoJp1jihGY6jQzyrM3BKFmpLnsqzzPWV5eYXnfMmEQuutbF9ugrUtR1HlOoXN04YLu8iwjzzKyvADrrGqtNWmaIWSKKRldP4cXReGeWRgSlzEUceTu34iAC9sDVNlOqRSdVg9tDRcvnCeSFtVpI4IQJUNiEWB8EZ8g4tTpM9z8ghuwGMIgIktzklbCeDAEUZbjFpIwCDh/cZWD+5eR1qWhb62vs7RygFbccsscSxiPh6RalMGFctJDvZsb4UrkVi5F97xn3fXT+Xt747IKwOzENDsJTk0GnuP2GmGto0ghp4aV9wl5i7i8R5Bl6E5dq/dfpti96Ru0tjyXnUwqrkQvOwT8bsGB9Wp/QaBKBcFUt1QvDDTLALjjZKWY1Gvu169RVwb87x5pOubd7/51dJ7zpm/7Ft761u/i9Omz/PNf/pecPnO2vMZOBgDgT/7kw9x73wNsbmxN/f7JT/4F73nPb/KCF97Ah/70I3zms/fwwIMP0+8P+B9/5mfp9bq8/vV38Iu/+E7e//4/4k1vfD1ZnvHUU6d53/s+wMnHn+Tuuz/H/Pw8N9/8Qk48dpL/83f+PSoM2P9/rPDww4/Q7w/4vd/7D3zxy/fyZ3/2cbLsp3nr3/puVg6scDXAWj8ReRkyrS3XrRL3295T/6UUiEu3wb//6WI79fM9bUqALVcek461m5ubI0liRqMQY0AXGqtdHfKDBw4wPzdXKtVmiqWftGVCpz/dQtFaOy1qLRWN/3QpRJW1uhvVMHOLk++7GzfPJnqtBKyr328tCGlBa5f+pwKM0YjSZZqNxwilEKHERBFjGdA/fw51zpK0W7TaLaI4JooigiBwZaNxs7YxGqktxw4fLSPhxfQcLapv1D/8H36MCdzEWbG0k12qedMYQ5ZmjMepW2fFgpUCKUOkFARSEAs/L5fkjn9XVX8s6x6U7gyLLWshFLUCcJq8cAqELmMI8qJgNMoospysyMjzrFwPBow975jNIHAWvJAMQrfuS6hCAqVIrWZpeZF+f5MnVs9z3bHjbqGlQR+jNYG1nFld5fDRY8RJi1a3y0rJ+mpjUcbSbbexFnq9HsPRGIGh1+0wXt+myHKwZUaZKIPbjXdgucweZwyW9RU8o4at2BZxifS/6nVcqqN/9p577WQg1qcHh8q6r1vVlVYiyn1KIkPKaijWe0Olxfh5Zsa94BV6wSRIsPKglM2Z1ECqbfNXqBiI2lVrgnhWOLtrOxqlovJLf8vUg5uZtP2nF/5eAaivOlgX/oPhkB94+49X1L5HFIUcOnSQJIk5v7bG+sXNqcnouuuuYdAfcn5tkt8vfEllvTPdw7elKFNnZh4/YeACAuuKjTHG+e/K9yGV02C11tXSslJOghGnCiYJQRS6+uRZuvqss63nzq05vXkHE+Vnkt2XNd7re/lL2VcEOzZR04Ohcgv437wLbOpsM8rk7tf86qCty11+6MFH+LX3/BpPnT6D0eWKjlKyuLjA277/bXzrt34rURSihKn6uKcd/diGmj5ufLaOf4a7Y9q9tbtitZed7RSSiYB5OpSBKktgaiJgBxNhgaIshIMQLM+1n/U+DPBz/9NPWmVdthK4+4ijqLTaBYUuKmEXBAHaGM5tD7nr4RNsbA/YvHCe9OImJssJpSSJE5K2W3QmCEKCwJ3HSsutx2/kta+7g8X9+wGfSlkz3qAy0rxQ9sZpqT+53+qiwyvi5VwVBAFSSLa3t7jv3nt59LFHXVtU4PqeFOVS6G6dFSH9yqqKIFAIFGGgCMLQBXorRRQlbuG3KESFijiMUCqsys7j+5WdGHN+ETRb1iswxrqFifKCvMgpdEGepmRpSlZkVdya1hqERec56WiMCiNMYegszHNs/wKiyFi7eJGkPUeQtJFCk49StrY3WF7aRxi4yoijTCOVIBuNGY1HdDsdzq5d5Af//j/k8KHjKCEwwrigTiaZAP5fFQhYMgJebllU5TIXQnD0ULRrP768C8DWh6mp3vZEEXP5qNUiO6acfDwBILzWYqv/ra9xX3WWXTRFJoPVM5PK71VTDHabQibZBG7CdR3JWeluXWYzNRF7zUlKMSXAPVXorzfFfdQUFf9ZVyjqNQPqRYKqmITZGIASWZZPVeebxcmTO7f557kb6iWYd1zPuuvV76m6n1pAmNGGVGcz561tr8c8WDt1zqsFk4C+6heEMDv2mXJh7cEKOH1wouhOuw7cufG6eq3SpV/J0mcXeNbo6YRlwjZgIc/GzM/PkY7HaG1JU5emtLK8xOED+0lip9hVFK8QU2OzEpqVgsdktr98Y8pnsnf/3PPQZ8Atsut1atRGdX9XIXSeobGlAAwcBZ46ujsMFMa6RbvA+bcRkq1xilaC3r55OotzFFt9Vp88zWh9k6I/YJiOieOYOIqJo4goDFhYmmf5yCHOXLzAar9PGIQo6VydoQqq5c6VVCj/KeWUv18Il+kFpYAttYSKPSjnVG1dxcJep40tctbOXkQICUrWrDvfc8pxhGcDSiuYSX/17JEUYIVT0JUEKZRbfEe44O4gCFyhpDAgDF1lxTiJieIIpQJUEBKVK78qqQjaLYJ2my4uBiAsA6p9LBXCyZR8POJTn/o0i3M9EluwsLDossvSId1Oh7AjGQ62GI5GLPQ6aJ0z3O6j2i16nQ5ZnmEsLCzMI8t6AJVwl1SyFFEbm9SY9WrZ82nt61Jk1qWDACnlaI2qrKh96wePK/vo9AK3rUpzY2bydM8KU2petWmzpPCpaEBvpblcX1sKc0972B2Tii0flp6om2DFZA/jJuPJnU0E/4Tmt7jCKPXz1ts/CQbbiznxwn9n4Nhkm//3ohfdxOLiwjQFybSV4p9xXdBYaxls98vBGLp61NUhdbW7/uDrW8WOa05cKmKXw2rnLPtA/flfUfrYs4RJmt9eed6Tvu32rwnCy9DAswyS9/NPzjFhHtx+OGumTIlzS/La2raa9VQJwJ1tmFVSppio8rpZmnLixEnu+dxnwRhaScJoNCZQkvm5OQ4dPEiSJGAsgSz9rtVYmA2InATQTixlu1vTZh/rDkV52le816H+YKq+hriyY+vX/mr2rfqzrf14FSEKQ7Quc9KFIAwjhIBQSld5r9YHnWVr2ByOMcIJ7yAMkD1Je3GINZZ0a4s8y9FZQRqkhElMO4oIei3+8uH7SEc5uXbWpbIQK8lCu4sQkpEukEA3Tghl4JY5D0JarRZhKUxbSUIriUmSFnESEwQhYeCUB2sNSZLQimIEkLQ7LCwtO5fAeIw2prT6haOQS2Hn34qsLFBRfcpSVpgytqpawt6AJgft+lVO6UsXpcEKTP4vM0lKWVTFeQnpxqpw9QuCIECWioRUEqkCpIBOr8e1x67lxGOPc8vxYwhpkVoz7PeZn5sHozlw8BD9/rZb8McYenNd0tyFsI/THKkC4ijEFH5Rn/KO/YqA5Y9CCrcCfUW/1BXm2fL8e/fnS9cBwFt6u2jjwmsWdlIiuJyw6pPR1CHlOSt6FFFlAnitxn01lUYHVLUChJ34UD2dLXAKhdeUqutaV8nJuylMeXJRqlC2ssImE7F/UFWwXo2a3cvS922ZpXB9kOGs39i7BcIw4Od//h1Ve4z35chJyWCA0WjIxe0NoiCi2+2SRAnWGO7/wpfo7FtgcX6J+cU5AqkqZcFblpXv24txMXFDeKtuUimtfC+1e/WxG1OMCFTxHKaW8lgJLv8+rxI4a3tikU9j0p++Gv/+TkZgZ/W/3SzYoiiI44AoiiqWxI8vYyxaT1w21lqCQKJ1USkStWaXFrq7L2uMCyLCuYGM1Txx6hR/+qEP8chXHmU8dnndWEsSRYAhHY1YWz1HdsP1xHFU9ZVZJWDXe7aUhT/2flZ1RcF67ZyacN8F9Ujz+nn8WK/7ove+sLuGN1YqoX6FSsfV03NnUM4N/j58QTarDUIFVXnwPM9dMKCB4WhMICRSSIwQFFa7GBBjCOMYhChXAHT1AAhS5o6ukAqBTly1QZsXdKOEO176cq47fARrLSeeeoIHHn6Y197+KrK84MOf/nOGwyG333wbJ06fpJO0GY5HjIdDum23pK/VmrQo2BoPkUHATS94Ia979TeWi/gELCzMU+RjhkpS5Llrj7ZQLaktKqPW+rnZyxpvGLq9prJZppToynyuF8etpaKLSUVIYXDxD+V40D4wUVvydFyltkMpdqzFnhbceNttKKNZG4zZ341IkgSzvkGWuRiDpJWQZ+usDoasLM4jhKDIMsZBwNzCPJSxC0WeUTfLsL4CtndLO+lZm77Lud6t5VD1/VlLbwaXdgHUBKb70/rHD/iHKDDYqrBPdSgWKyZhCFORz1ISWIsuBb+sleLc0dwa7egdB9WpapSdb4vPFKgRR+ULYuqBSMCVUhR4P7A7r29B3bKzU2mQvq7ArCCYEpy1iby+X/33SQbBTkXCswWbFza56zN3s7i0wMqBFV58y62EYUgUxwRRQKuVIKUkDEM8FebP6yoRli6YSqmoxW3g/EbCa8NiZyljKWRVQ2A2QMsLfe/mqGdKXE1wut+kSqRv3rSlPXvMV38PU318FwbBU4ZZmfucJAngXAPD4QhjNO12B6Vkza2yxwC2ThEzxqCEAu0Cn4QUrG9sc9fdX+JL9z3CcDAgq2WHBEqRFAm5Ps2dH/9zjLW85jWvJk7iaUHpX+6M9Jzc06WF/2y0/2zbdz1ulw1TbISdeS91Y6B+HlPO8L6fYp2bTLpU4tn93bN29+liX3zbr55+bAVkaVYW0FHkRUZYrkRntUVIRaCCkmESDE1BP0uxGGc4GQ2FQacp6eY2KOEC7sIAI5wSqTGoKKQbt2iFbVJrsEXBy268mePXHefeB+/nwMp+bjr+Qoos49CBAxQIeguLrKys8OJveAljCl75kpfx4COPcGB5iQNLK+jCPd+nLqzyob/4BGmueXzjApuf/Bi3Xnecld4ccRzTbncwpiBLBUHuMle0Vx5tObuVBp1/N7NqW/VmbfX6SyXBM0hiUjLaWhCqNuMzYRqkjyfzskBUQ9F3C1mvFGpc1sKpJx7nxTffyhMnTzJ/4zECYTm4b8FVmgWUEMRxTD9LcS5pQxwq8jwjjmK2BwOQUOQpk8DcoLyzST91LM9EJvvboTY+/fx2KVxSAVBS7qTrS0Hqa/0br9yXE4anPKEu/HexrOrKvgBR0jiU9ZKnJlNb31FUA7oatH4/4W9cTNLxahYB1vtQBHJmsrF258PyvlSvBOy0ivwjcdWaPJULoJScquHv76lendBP8p4pqO/vBXA+Tjnz2FOcePQk1xw9xkZ/yEtvuxWMS8MLw4B0nBKF4YQxqdYgqPndqK9OVxsQyB2C27MEWmu0NQgzqXWwU6kRlXCppz5ejZgW0G7VSSmnFbC9hPhOWnyiIM4qETsEUsUKiMryj6IIsM4ykLJUCgo6na6zOLSn3XcfwEI4RTrPcmToFThIs5xPfuJT3PnRj3Hq1JPoMjjMWFMtXRqNxsgtxWCcIcPPcPDoddx4/VGEAFWWlfZjubpX94V6k6YsoPr9VpPmZN8dE5Gof53pL/6Y+gS7xzy2l6vG9cXpap9V7JGcuLH8diFExRLqWoGcqwW6rN+hpCIvckfpK4UFiiwjEJIszyidtGS5ZpimWCUockNhNEVWOMva6Io+FlISSImQkla3Rbvb5WU338bt3/BKsjxHCsvhlYMYaxmMcxYW59k3N48IA/Yt7iPNNC84ci29VoLONe2ojSRgsD3g6G3fwAOPneDCYItuu82FjXVsGBJFESJUXOxvcecn/5yji0tcf+1xgjAmCGNXkt1CJCTauKXPtfHB1BJfZ9hZvTVtHme1y9p4q4ZiJQfkRKcWE5lR7YQovQ4le2rcYjwTFtHH7UyzUaIkkfPBkMdOn2Lf0hxnzm9w3cElQhX8/8y96ZMmSXLe94uIvN6rrj6rZ7p7bmCXuwssCJEgZIJoghm/Siaj9HfKBMpEQKBIEMRBnNydvWbn3Omevqqr63ivPOLQB4/IzKqu7gVpJmzHWE9VvWdmZGT444+7P07TtCw3K9H4zzLmswVt11JWFabQKC92NjM5tWvJ8gylgriqvZ2J35++k2R7L4muKf3K++LyeC0A8ITeUCQCNYz+je9PoYtHTYAYb4RjoxlinD5+R5AwT2+EEOr86PgZs2rGzmJXUNnoZIzWBBWwITWaGGYkARABAEpKS/pDGuhNQVGxfqDPFbjKExTaJe0FVwEAxcA0JMcpaQxceK0CfUXvgDzPexAwBgpKKUyRUWiNmsz5je/+E378g5/yV+ua67MZVSuXzztPio8GL8dh9HBNxsd9GWjAAAwuah1I3KvtUnxRBIcuz0G6zklEaAwi3rQxeP6j8JXngqHrw1fx2lhrL3zGuE302PhfdbNdDg1onYSWhKZrW+naBoGmqem6DqXCqK+FgLWrmnmEEPDWkRc5IWqRB2B1fs7nn/2cp08foXUgy3Kpn3ZOOr35QJ7nWGt58eI5P/lxw3+8eYPDG/8Li9kMAzhryYuCzlo5hmRAR/etHnlhMpOX74tw4feLPEI/Q/3GfNVTF3T6r2IH0vOXPzmB2/H+pEes4KXjTveccxbrHK2zF+6HN2IoIEi2fwiBZttQliXWWQnv+K4HbZkxnKxXBKPJixwfFMprfBerCEy0GcHjOqn4ybMMnRucc7x18zYmyym15uBgn2s3bqKV4ebhW4DM3+1778re4uHw7j1C8Hjn+fb3vk8eNDcP77Azn/Pk5IR12/Li5JS26bi9fxMbTVmjt6zUim8ePOT0+ISbN28ym04IQeF8atLm+3LEzlmCd4MTEydGjdietLf3bHBIzk58rYqtshler+I5JabUxLUSkHUz9Mq+yMb1OWu9w6vBeF48e8bN/W9x+uQpy70dFmXGZFJyfPKCumklj6AoOX5xxD6aWVXi25bat5R5zvOTF1jXIWDDXHSAewY8WazYMGhEa6oAQflL/XquHq8FAC+evyAoaTZRVTl5VkQjQz+pA6JKE5jm6mWqrT/sEWugo8ceEATUti3PnjzhyYOHfPTtbzNONhpvzqnm/1XO5hi8DyrCo9I/QIUk0BP6nAAYsrUHg/5yjDee4mgPfPVUSxKVbEheXTTwr9poQpAY+8nRCc523Lx3hzv3D7l7eIegAg++/JLTF6e82DtjMqv6QxjT8z6AumTwU2hhnLNwVThD1O4gz4x4o6P3Xw51yHxfXdXwqx6XPfqLIPDl16SRBERkfQxdHSV/I+/fd5kluDyv4++R0kkV2ZUURvJ8/fXX/PjHP6GqSmazGTs7O6PPffWcOmfJTBH3Bs3Tp4/RWnP//n12F/8lNoVS6KpEay3d1YxhvV6zs7/LyckJm/U5f/Hnf8pH79/jX/7e/yhgMlKTxkQA8sp5VQMrcPHZ0Y0xMv6XQgqD8xXBc7pO/f/D8HP8JfGNwrwpRjvkAAiiDQh+MPCB0NP9PQBMzEAImJjgpTLTX883ZVjvRfDLQRbV+sQ/U2Qxa75fd1pxuq2l732eYZQmWI11a3zX9TLn3ntCpJmttQQFi9mCxWIHZy1Hz57x2c9+SlEWzKYzJmVFNZsxmUzZ2d2jmkyYTOeU04U4XQoWStzFg8Nb6BC48/Y9XAwv2K6jqxu2bcd2u2Wz2bA8O2V1dsp6taSut+SZoV5vOV+ecXZ+zna7pq43WB8I3mA7C8rR2/ne0EdbNGI9Ux7I+J4UeWJhPHS0XSreZ7LEpFV8DyqUMNOpRwoMy031naiGSgQ5MM8vHn7NB++8x6effMm7925y/eYBbx/eRikHQarSFjt7MbdKyiJzB513mCyL0u8xR073LjekRrpjm3gZRKt4d2gfowb/je2A9/f3sNbSNS3LkxXOWZlgYyhi7WiWZ7EkYtgsxhtgOsi0GZpIv4uB8v0F8iGwXJ5z9uKMvd19bv/2ISbPXtpQgVFyXYpby4WQLsNC+5vIBFzc9Eee8GhTFxo4dujzwgikksBxW9+rEsWGz1TDzwugRa7IeC8RYBH6m/Aqg5zGzmKO1hl3377D2fEZ77xzD5MZlifHGNtQGsPRkyO61jKbVKCVdHkzJibRvNpLHf+dPNvLxkspWZyX35teP+59kObmH0o//eOP0NOCidV4Xdw+gbOBnp/1+RVXUf6vyiUYz8lYcArg5OSEP/zDP+Tv/u7vWCwWOOf43d/9XebzBSBeqTGpa+Xo85UiLyR5r+06tpsNf/Inf8LJ6SnL1YrZdEKWaZq6oe06ptMFi90Fznqc7ajKgsPD29TbLSE46q10NctyKYFysZTstdfxNetpPMYlYqHfrNIuOpzPePbGsGOEJXo8MAYUF75WDXMOssd4LyGQC6GJ+GHGGHQ2lPz6VCMOb1QIQOsYokiJgHFN5WXR63iIzVJsmoZl3WCMlLJJSZzInNttTbCOEGvnCTFpzDqK6YTZbCbrPNMsdub85Ec/5Osvv5DSt/hPawlF5EVBURbkeclkMqWaTtjZ3WF3sctsvkM1nVKW0jq8yHOKPCcvcvZmU67duCZyxAlE+gEQeyf/nLO0bUNTb9luN6yWK87Pzzk/O+fk5JjNesVytaFpatqmFoDRdXRdi7Ud1nYDIzyyB1qLPK/WGpNpcq0JKjk3RAiZHFPFUFI3YgquoLQ88pgOinp5xrPnz5nMCj794iuq2YT9xQ5Hjx9TzGZkpiCvJixPj0HNyJXCNi0tgf3dPbQjrmU/WPsgIZ+LDEDv3dID5Z78MiIY5V8NZF8LAPJ4waqqZDqfoQjYGJOxrYgl1NsG75zEL4qMsirJc5GXNMTJvuQJkQwgQlE77zk6eoa3ltuHt/sSlx6XjW7wi/SdTEA/FWpUEXDJL7kqzhtCEE3oZPR88m49MGz0Y8o3PZbeP/6snhEIL8eSh9cM8zDeYMYdC4djBqKW9O7BLu++e783QMZkKN9STgvu797Fu0BT12y3NatsRVCKsirY3ZmTaSOAJqpq9UlSl47vqr8TvZ/OZxznH3v9ycil83ij6NM4xhu//O37e+ey8R8nUnrvqeuaqhLhlMQMpPddFfO/Kp+g6zqKokIp6DpLArDPnj3j4cOHAOzt7fEbv/EbTKdTIAr3qJevEQHpLhbrwuu65sGDB/z0pz+lbmp0ZvDOo3WgLAxts6WtM7IsY39vgXeeLM+YlDvMZjO+973vyjkH6UmhjB4qRK6aywsGOm1Qlw6QK45bxVTSoHpRmCE+P34dF6j9fp2Jh9EzB2PgKrlB4tGGTkrhkp6F3JaCHOSaidG3VoxnYgt88K/bL391wwWChizPcF2Hi/kM2hipdjImHn+gsZ5t51GZiiBO4V2gqztCpwlOyj6dTmtLk2WKajrh5rUbHOwfUFYVh7fu8Dd//UPO1rCzmIJTYB3BW5zdSvUJnsxI3FwbqbfPjCGLOVDayJqrqooylQWWE2EPJlOq2ZzZbMp0OmV3d5fpdEo5nZNnBVlZUE6n7KhrfXWU3LAavDQvctbRdg31dkNdN9SbLZvtls1qyXq1Yr1Zs1yes14tOT09YbVa09RbbNfSeXFeXHAiqJTymzwEH125kDRceqTKZdCpYhxAYFZctdpw9OwJH3z0IecnZ9iQYY1iZzbjbLOl05b5YoEpStabDfs7cybTEupW2rsHJ/1txt79BaCr+4f65Ro0qHFVAxfAy1Xjl5QBxgY7Sj7YozGZSOWqqZRlBOcTrKezlra1bM7WtLaT+HaZY7SoTGV5FjtZxQbBCpbrDecnZxA885gNCvQAwDlRF4y9ESIoUAw4LR5rkJyFkZMQHx/oyDFF2wvkhCBZsGGc9X/FxjNiMcaPX/49vVWnA+YiUHhpjkdMAFw0sGljKnI9qP31OgJi8K31TKYGXRiqScnewa7E17YN6/WW46NTTkngBwAAIABJREFUmq5lPhX9a+ulgU9ZFNFDUBJLHZ37ZS917OVfBi3pscsA6U3xnq4CYqPVcdmJvXCeCZAdHR1xcnLCbDa7AHJe9x2XwR4IaBOD48myPAKCnMPDQ+bzOSEEFosFVVVKM6a2e6lSZDj+i8mdXdvRttImtSqLvnJjtVrStB07ix32dudst+ItTWYTtpuNsHp4Pv/8c7IsZ293n6LM8Z0jy/PXMABpoxnNw5ig6P9/8f3iWQ25DakMcvzSHpDTc4p9nDYwviflmbZtsaOSWxdVL02sJReqN+VSqAvv769ltCuZynoA8CaFAFT0WkHOP4vyvygpY3ad7c9lVTd03hPIJAyI5FV12xZcBPPeSzKgTnS6pprMuHn9ugACLeJCtTPc/vA3uHHjJpmR0Bfe42xLZ1u6tqbrWlzbYJsG1zW0tqG2Xex+ViMCcucoHTBqYHc0WkCD1ihSkrHB5IaqmjCdTphOZuzu7DHbWbDY2WUymVBWExEwKiuqyZSiLNi/cT2WLBvxlENAVPKiRHAAgqeuGz77+c9ou5ambVmenPCjH/w9z48fS+J2lP5NES45XUkGTytx5KKl6LeEEUYsllRnOL755in3773HN4+fsrd4l8l0isoyzpYbTJYxmc85PXpOY4NoKriaVbekdTZ+DiOrFj/5JV9gbKO0oBcG4uClN4zG65MAo6eolY7tcsWYpppwFeINFF9fZJqiLGAxlQP3klHbWZFZtJ2jazqsdWzqDcvtklJn3Lp1i7ZtcN5hncQeUzVOOvXecAcfQwcDwEn6/+MkHzdiGMaTdlUsf6B+0hS/TN2+ita+2CVRLofMueYq0HARZAzVBen5y8YlM1ICEiK8GRgPqOtGQh7O4wl9dQEoiklJVhaAZBDLYg10646z1TkmMzRtR+c69g/2KPMcnZle2StR/+n3RKMmBUMfglQejABTOl8fwoUE0V/tGK7qwNKol56/bLClZr/k5z//OX/+53/OarWibVu+//3vX7rmr1esu8g4RV4PqZxIVRoHBwfcuXMH7x0ffvgBk8mUtm3QOothKDusJehXgQfwUpFTFDmz2Yz5fMGL58948vgZ7777HuvVCtt17C0WTMuSk+Njnj17xjvvvMPuzpymrunqLX/wB/+GH/zgh/z+//T7fOe73wH3iiz43iO54ALF50aVEVzedwbqfZh/uXmT55ruQx1rv8VOJXlT8e6H7+o/VfIpvLS8LooCrQuM1pgsQycwqhTKDHBivKb7aERiEV55NX+FI1LUXdeRaU2WGayVNSAVDYAPGJNRty0eKXFJIM1bi2sdBCObZvCgjBhpgEJTVhW7i0XcuzTrzZpN61jsXqdaXCMrypg/EHekJJ8ba9djXRr4gMLhbYuzoljYNg1dW2NdS3AWbzt5znbYtmVvlrO7mMrrbMvm/JTl6YuexQkRpBgVGYY8J8sLirKS3IQIDKbzOdPJlL39fWazGbu7u1TTKXkuDZC0hrbryAthGHZ3d7lx6yb/4d/+Xzw9eoLOTB8iGCeZhtF6G48EFIaSwbS+IGjF5vyEs90dsIFHR8e8dWMfg8Lahq6z5LmRCovNlus7C6qyJLT0CeRD+v0/YIHEH1E0ONrG1+dm/VIGoN9ylIpiE8mSMqImo5ANqq87BwR9E9C5qCgZpN5022755Iuf4euWdz/4gNPTc54/f06e5XRODItWw2eWlXisOtIsaNVP8uA9KPpoQaQPepAQL1QEaS9R1ykcEUYX8aW5GL2+n/JLTIH8qS48dzl34LLBhIsUu1JiHISdEAWwPMvF8PogySvx32azRmdZv7FelYintWQCGyO/T2cCztIG27UdzjnqumVzssQ6S57n1G3LYmcBzpKXJTrEBBWtqZsGjKaMuQF5ntPUDSFAVZXSYMN1fPjRh69bXv/I4zJIu+yuptKw+FDMfv/iiy/467/+a5bLJavVivfff5+9vb0r8yXS71d+ewi95yvJgJ7l8pxPPvmEr776ks1mE3MqPNaKUNRVQOOCV6wUznYYrZnN5+zv7/PgwQMRHCkqjFJc3z9gOp1QFAXeWso87/8VRvPVN9+wWOygs4of/ehHvPvuu/z6t369j48ODbHiuo1g20fDMax7mdfLeSWX77PhsdBLIl9kAyAlLSVDjUqhGDf0kldSwpbneQRSL3fr7FlCrZMX0YOUXlNfdkz6agA5i3/QlvuPO2KtvnNoI908Ax4HZCjymLhovWeZkj+j+fAhEFqLby2ifZIYGKE9dAjoPGO+WHCwvy/aOxpOz5Y0XWCaFfigCUg+gax9KRk1IbZ6jyxtai+sCBAc3klHP+t87FhoE7KT0LFrCcHy0d1rvH1rFx+7/bVNS9PWNHVNvd2w3W7Zbrd0bUvTdn2Mf7XdcBorI7z3BB/XC6JhopSoJhalhO+qyYy8rHj/gw+pJhOCCQStmezsYp88IjcJTGlSoP9yJcrg3AwAwYehHf3wejFLjx5/w7d+7Vs8/MWX7Mwn7E8n7M5nWNuS5RW7e3tyrl2LUtDWm3itotvW71lXVLyk+2v0ePpu6R2geZVNg18qBESP+C9/RKLi+mTJfkqG/8X7fAg3K8VyteKrr75koisO3rrNk4ePqOYTJhPJNL22tyeqaF7K6LxztOuG5ekSFyQmozMTZSZLjEqbgXSPSmZ/TLsPVQAXjTOMNm9FXz+aHh9r+F9+34X3jv5OrxtTxa+ii8cef9oYLyj1KbmhjMl65kVAlybLM1ZnS9qmYTaZROMVXjqGlATjo5yijhuhioaoqipQMFvMObi2lw6sz1JPZXDBB3TsoeC6GBLwsvAynaFKOd48y8hNxkRNrlhQb9KIt64aVm5A9fNLAGdhNttBYWgbS113eKdAaQm3aZnY1XJF11l2FgsxtKn3wvjrovFMXlNVVfziF1/zx3/8xzx+/LjPK/j44x9ycHDAb/7mb9ID6kvsVYIAuqcopasaSKnmjes3OLx5Ax8Ci9kcpRVt03J+dk6R5Rzeuo0KkGnDbDLFO8klODg44PDwEIV4SUX6gpHxHgCAjcY0HVcqpRuzBoPzwKUNSimNMUMIRspO0xzRg/m0po3W5HnWG/Sklqliom4INmpsXAwviOMoe5G3/sK9ObAZxOzq0b3537Ci/v8cxmSoYKMBNnGeZP0FJaXVWila7zjdbEBn0Q8Ug2W7DlwHyvUGK4FepQLFZMreYof5bB6vWuD4ZMmmthRbi1Mbstr2WgRaK7SRbPZEvRuj+6ouHf1QbQKZMmjtMJnBhYJUERV8IPgOheLajWvcuLWfjkiOICVwWkvnLW3b0rWS5CctgWOTnralbWvapqFpWppawEPb1LRRVdC1NWfbFS+eP+fG7bek+ZEG7yz1Zsu23giovSJjPjma/U4xBgMjz5sQCOmeiR44QeHbjgePHnL37n1Oz7fMYlXdyXktfRWMATRnyzX7uwsWi0XvuXqUsDbDgVwaiY3TJD6o//50YP+tIQABzB6XPID0hT0dH2+U6GKHhHpC2qLSYchFdd7x+Mk36AA3377FdDqjnE2wXcvTp0/YrrfcvvMWpsjQ3lCqWJKnJDEjlew462ibjs2yFoooBJQOPe2ulMJkkhxlMoNReqgKYKD/YBC9GdOdl436Za9u7MVfHWMe3ns5p+AqL30MAF4CCEqRG4P3bkiEQZiB2axiu96wv7cfqZ+LrEM6JxM9Jh/o5Xt7kaARGzEAD6nWAKIgBYzB084ePfeVaFs5Xn/hs97kMXAAw3VMhiyl8hRVxeHtO1y/cZOA4t7d+0wmM5Q2kMvK3qzX/Kc/+1OePn7Cb3//t/nud78rXpf3KGPwKqB0FteYlYoTH1idnfDF55/w9PE32M7ioxfz9S++5s/+7M+4ffuQ+/fvv/Le9cHj7SDO9OLkBU+fPqWua3CW1onoS9JnEMEhFZPmJNkvNxn37t6l7Ryr1koo4vAO1jqKsqCutxEUJUo+gYAQ7++BnSCCpzzPRpUtCbQOJa9JdRIu0vveCziS+LR8nySRmYvrKRF+8XppYoZ3r1cwMCQ6OT+Jph1pjaS+ZjElsf/s0Ls7b9b6VVqU5tCpKicKAGUZxuQ47/qKh431hGLY+IP34CxlbsjnGoKmaRxdF3oQWU0n7C92qcoZGoP3iuPjMwI5qAwfNIL5AhYJKYruC72NKQrJG+jLZlUqtUtMT3JO4ntigzaDZj6bUmRFfI8i6NA74cEHEcrxkg/mQ2wk5CVbL8TQQ4gskVS6WLqupela2kaYhPVmy3azZWdvj3fu3yMvCs5PTjk5fkG9Wct1V9GRjGspjGTEk78fRvvh8JuKejORUQr0ZereKE5fHHNj/xpKKZqgyXxgVhrqZgsmp6wq8iwTJsEMlWniacQvColdeGl1jH4fu+tByjwj03PVeC0A0NGg+0v0Q5ooFYZHxwpzIXjOzl9ACFTVjDwvsd7x6OHX1MsNO7t7FHkph6kV5WTCwbXrciHVQP2L6y5lKqnEQhlNkUm1gZy7UJSpuULfA9o6tqstXSwF0UZignkuXa0EwUo8idhmEl720K+idMee+2UDmp6/CiRcfuyyLLCAqXABEER73LfiTTH5tmlAKXbmc7RWkrmtBnAzZi/S53kfv7OnleRqjhMPLwsCXXXs/X7ZZ8i+PE+vizu9EaP3/gY6PQEdhcI5y6effsKPfvwj2qYhMxJftrYjqEqAlA/YzvLg6wd8/uln7O/s8eH77zOZTGU9aY31Dh8swSu8bZgUGSjH0ycP+PSnP6Jen6KVodvWaJPhtOb46Iijo+fcvfeO5NmkvTzej4QoZhKTN71zdG3LZrOR2KFzFEYkTvM8F+OIGIL1ek3bdsznc7wPTKpKYqeTgslkIhnIiWpWZvAedCQ4MyTGqy4DABnee7LMkKpo+umOYYMQ7KWEV9WvcWOAoFFZzhieqf68r/i+VEocVN9yPFz6XkDEUiKt0FcWJacmGf4QN8+RsXpThvcWFyxZlhPiHumCEwY0ytY651lutrR+ULPzSnKEXNuhgqUoYDqd0NSOk9MVymnQkJcFe7t7kjcR872eH59hspgsrLTkFKihZBLkbtEKDnZK7tza43S55cmzM5ouNWmPIlVqAH0Qs9uDrIfSKKpJiTdK6vxDkAY8qZJAKZQBZwIEReY1npYQCnpuaawFESIgiODAJbtgLc225ny9xJiMqipxswl7+3u0bTMAJtUHT8Z+9NhrGEZ8TI0fCAkIyHslNAJfP3zAt3/9Wzx9dsy9O9eZTjR2XWO9J8SKidPTY3Z35rR1iwtgYg+CxCCKfR1yyIawg7+wYvvKwd5Dv3q8FgC44EelY+lMUp37kBjngtzuSiV98sDTX3zFN5//lNnBNea33sKojDxk3H/nPaqqlPI2ENSnNbkxNG2DNgNSCfEYLnrZ0GcIjtgFpVM730GkZcEMEK+3s04kMV1H3TR4wXJiMAnkhdSpCqIWSis1Krqc5S7H8XKZ16uS/q5673gkr1uFJFMK1onCXxYpIs3g/SfYZa2lnFQQPCaCJaH7w3DjxL9TBrS8O/QhgbR45RDk+TF4uJIhuDTG595fuzcdADCwV4OcqO57Srx48YL/8O//vZTV1Q3Be37x1Rf87d/8Nf/0n/8Wk/kEowVAai0hmdlsiskMKGhti9IGk+cpPQWT5Xgf6FrLfDHn8PCQT3/+c4oqx1lLCGC04sXxMT/+0cd89OGvsbsregCB1HPBYb0VtbIQoofkyAtNkWtyA2VZMSlz6qbp66Izo8nKgqoqqOtGpF+rigAsVytUMaFpas6XZ1y7fg3rhAVI/vR4LQc1lLymx8ZaGWMgeuF9o3tBKRW7WKoLzyVWKd3bg7F5Bas0XESR44Yr77X0srHx6g1+ZBYTCHgdZfqrGrZx4B26nJByFYzRg0cYJKZ+ttniIlPoI9OBC+A8ynV4beg6R9d1kV3VaBMoqoKb12+gYsVW3TlOz1aYvEI684mjlK5DMu2KwKLMef/uLVCO3cU1jFZ8+fAYyxCLVl71nn+I3nzw0HnINdIuN3hOTo558eAh+WzCJJ/gq4L9w9uUBhwmAmLpnqfIMEqonKADOohTmqo40haUpfLOmEOy3m6ioxmwzqK1oqlrcXaD5CwkhlTWY9wXiWHiuIREUXDw9PvvVMleq/icvK5tan7xzUPevXuP5dZSTA15ZthuWkKA+WLB2uRstzV1Xcv9dQFs0S/kEO8Jr1LIJO0SiSEbQO3rxi+tAgijnukyAYkZCMPiS5QHclNlJuODb/8mt27f45OffMxf/bs/4V/8D7/HzXffwjlLMEIPeh/wOggS1B4fWjbrU4g9jseAq0f2il7ekXgj6EuGqYcF0ajJexUqgzzTqMqQigh1jA+6TmJMm/UGa52g4iwTChzVC0ekOKNGoUxsQjm+6iMvo//8dBYhGUtIG91lcKMirZYpgzeKvBBAYvr4v0y20oaikDwICH1c1IcQEzGH2LEP9N6RMknZKiZdqZfnT47lZQZjvIFflSE+Bgtvog7A5aGg90xCCATrRDjLez7/7DO+efiQ9WolMfui5MmTR/znv/wLbh/e4Fv/5Nfp2o7Hjx5xdnqG0ZrPP/+ct+7c4dvf+TbGSH0xWjxq6yRJSofA5198RbNZs7+/z+7OLnmWURYF27rGGEWuM967f48yN7R1TZpKnUvHRxdcvykF6yjyjBs3r/PB+++xWa0weEymmeqKxqgoBSwJWHmWoSZ57COhKIoSZQxndcujxw94+vQb3nv/fhTrcqQQYEgbWRg8rLFncVWYawwMxrktqR+GtfaSXHbMKfD+wv1L/KYQLiXnXdwU+vv+sqMW+p8Xjf/4yXES4Js4dF5ydrqkO6/Z2ZnjQyDHorISp7pYBZGJAqAeArDKKwyat28f8tMnj/FdR9u0dJ1UASijqKY5B3sLrl273jvS6/WW81WDmSyi1y+hIIWKDJBMvsdBVqANfHN0xmbdkpeF9A/RsemaChE8RPZRB/EolSSG705LMgXBBZqzM+znn+HnJS5o/O4e12/fxHvN3//4C8qqIDOazVZKm++/vcv5sqEyjswHsnJCkefSU0bK1CRpPGjp/6JV1FYRMOOdZ7PZ0MYuiipI8yRZKqIH0zcPIjXnEVpeeuQMc50Aax+KTRdPKRSaTAfOjo45279G1TbszW9R5oF5FWh8iPlshrZrRsyqfJIK4aLk74XvvDgugnX647lq/JIcANUbuF4UpKc74mnH12hF9HRi4o0x5DtzzmwNOB58+ROOHn+GTx3MdBY/1/UeqvLS8CIojc5ynAtIdz/BkZkxkqGakH4A61wsf1N0VmQUJcs39NnBJtaakpgLtJA7QeQ/jckg1qCmRKTgA9ZKXM1aJ7RUrBPNq1Lem0lrVxPLRiQ5xvRJRyiJg8n3p9a6kapUQ8KZ6heJHG9Cn0Zr6nZL8B3OWZqulgsQoLENmdE0bUOmDVItaPqwgR55ViqyLUKepM0YlPKxxeTFzVspdaXCX/qZQMBltuPyAnwTxtXHMRiMFAxWCbRFevX5s6ccPz/CaPDWkRm5Pmcnx3z1xRfcu/82282W//wXf8mjbx6CD3zZfEmWGYpJyYcffYizHU0j2f2ZMeAN9bbmwdff0NRrbNMwm88I3tF1LVVZkucF+wcH3H3rkNXpMZPZgtli3metJ2Al6oAhdoHTFEXJ9evXCd5TTEpc13J6dkpVVsznc5arJev1hjyXW77rLF3XURYFwXvKQvq5T6YVqECWGZqmRhuF0hm2Xw8jr/ySZw8X11ICzOl9Y6bIWjcCFaPPuHS5eo8+Ao7w8pPR3VHDpb16Iby0HoaGYhdWxhsJAl6sNzw/XeGt5+xsiVeBe2/dpsgrfJBcgE3r2HSt0OfxjlchYJQYOmul/C4EhbUBk1cE5wgYdnf3mE5m0dmB0/MVdevYWWSR+qe3AWnvDWiUVyxXlpOzmvu3D/j8F0d8+eQsdiDUqNi2dlgWKnrs8S+nmE5LgvK4EKg3K9qzU9TTLfV0wv7tW2htCN7x6NkxXlecnx5zePsmf/fx5/yr6W/xV3/1I37zcE4Ry5uvvXOXJ18/oiwKrt17m/zaASog4kleEkpNCheFQL2po12I6yEEgpNUFHBDQmMAp7x43WE0ESCAXIW+LF0FUaNNwNLHhamU4+GDX/C9b3+P5y9OubE7pcwN2/WW1nXoLKOzLTY4Bt/b97CiZ6ySz5n+i04lUXZ+AOqDk3PVeH0VACF+SehP1Ke/w+CtRps0fGk0IrZrefr1A5TdEpoNnXfY4IRKyHMxrp2VrlNaUVQlyssJ2KajaxqpY5RuQeRZHjcKke01StHWDSYzzOYzvA2QGbyzsb2qJ88y6A0z4CUmpnSMRykw2pAZEclxEexkSsfJ9LFdZpDNMniCkiYx0kQjJ2Wrtik7XoGNGcc+BLQKfZasiTjEZFmsq5d5zozGdqLHnSR2TUSOT589pvgy5+zJQ+quwzrPdrPFqMD/8+/+Lf/y936fmZ4SVBiyo1VazhFtx5tvnBwoAC+yAJfi/pcNfX/7XgoFjD289P43a6QtPe1AFxmXfjMLMnfBe7yzfPjhe/zgv/wdznacnp6xWa+Zz6acnRzz6Sc/49d+7SMePfqGH/z93+OtxWTS0vPLL7/g1x59xFtv3+HJk8cE4PbhbbIsh6DoGsuzp0c8P3rCbFqxWCywbUtwnrIsKfKC6/v7NKslX33+Gd/+7vfYu7ZPaFO1ihy09042s7gW8Z7r16+zs7NDcB1n6xVPnjyhLEpu3rxJVZUcHOz3U9B2LZNqwu7eHp11dHXNnTuHvP32WxKOQNZy8GBdJ8BUKeqmpsjLIRnwNaGiwbgnYKuHeQ+plFAy9tN9LZuWT0znCDzAyIqMvJrk+Y88+iso/MQg9H8nQBGGtaFQPY5408bPPv2C87NjPnrvPeq6YbXZcr616BJMkMYvy+2Wbduhs4rkn/vgmU1Knj95JrHw4CNYivOKOAgHBwfkRR7ZXcWzZy8ISvbORGUTYuMZhFENQfJbto3ji4dH1M2End0K/fQ86uvr9Eo5iWRDiEnbPsMrz87OHFRAeyj392neuoNer9C7O0xu3QQd6DrL6fmW1faU9999h4/u7/Dll4958uwEXZRMjCKbZXTbjvrkBWpzxmRxi0c//5S7v/PbaJX1XrU2Rkx6bK6UlRn/8//6v7M8f8HZ8TcUWnO6XLGxkAWPwdNay3LbkelApg3OS6igbTq8c0hBkNguH/cVF9esYjCSQQW6zYbPvvqcb330AZu6ZVZmLKZT1vUWZaRdcNO2F3UvEhswZgGSvY0MTZLYly1fASZuf68WZXstAPib//RH0VCmR6RRiFIiLZmkQ5OH6Z3IaBojvamds+TK4ZW0p8zLDING50oMcpCyoa7rIEjynjZK1P9soO2k/3VRlmS5Zrute8/UE0RqWBlCkHp26xzKyiaTmYwQm0ZopeiiMmGmNcaoKBksiDDPMqyXTmCRv8B6J7WqIRC8eCtZPN+gRFjDe4/PLUWWY4LHBAtIhm6GlGS1XRt1rT1NLR63DmEQJYlJU94k/fUg8V0XcFoaFa02G5bnK7ptTdNKWd6mrplNCjbrtSy24AkudmTUw0ask8qfHmJF45wGPdqo07gQThl5dleVNY7BwFUJkb/qkQyIjHABGaNEb9wjHdQUcHp6wpPHj+jalvl8xtnJCfPpBJsLTa/ncz58912mZcGjhw+xXUcewax3jrZtaeotR08e81d/8ZeURUH1O/+c24eHeA9lUVBkOQ8fPGQxnzKbVlhnhVL0Env0zvLwwdc8Ozrigw8/GiV1alFPU+JZSVc3j7UdVZFz+/A2b7/9No8efs18PueD9z8AZPP0IcjGUjeEEKiqitlsynq95vjklPnBNa5du8Z0MhGRGTeUgJosx8VKAmcd3rioECrz2kvxXlobidJ/1RieSx6MGAw/2rDSa7QSirH3dJKr32+wMUlJyXUNYYAIF78zebFjxiGMNto3Y91eHvbomFt3Dnjr9nUePzvi0y+/RJGzWq64f/cGSmtq22FBylMT7g0wq6Y82GyEZVXRoGsNGDSWssrY39tDK4NSGmsdz45PUCYXCt2DV14MTT9lHhVDxDd2p3xw7xaTSvHlo1MpT4wVHygVWeIYvlFRNMcHHIBS7O3MyYLGa48pS/KdXXReUL31FtP966hgsBbOlmu++51f44uvnvLe/T200Xz61VO+88Ehk80LmjrgVxvCtT02x6d064bdd+6RBYWLjIN3STpJgIjtLKvTU87Oj3j7rXssqsCiLHh+espal+wUOYtcsVmteLis2Z9M2J+XPHn6jN2dXVbnS1yQMmqCY7Na0zqP1hlN09BYyyb2ZdjWNdY6bNuwWZ6x3a6Y7y5w3ouUsrM4B1lWxJwUhxol04qzkliwFH6IDl6QfABS5UD/pvH+9/J4LQDYvDiibV2fMJdFAZEUC+x0RAexNt9EZCQylAoVPKUK+Dyn7iyZ7XDWkuUGo6XNozaGyXRCVzdAoCyn7OzuS/ZmkLiWUtA0NR4d1QdFPEfFftEK8dS7WjIqAfK8oCorbNcIddW02K7DhkAWDaRB43ySMg4QE4EMCqU8pkjlW3n0uqyoISoxGMRjCM5Gj8zjg5XYltF424hsMgbftbJpayU1vUqMvPdg2w5L0veOqmZKYXIJg0jPhZoyn1PGLmCpW1SmR5myClDSDCk4d6HKQBsdEzSHWujLyYnjBK2rKP4LzMEVBv6qZMlf9WhbqY9P6H98MwSGqgprJWXp7OyUzz/7jJ3FnBvXDmg3G7bOUU4qtNZMqjnX9vfo6i1HT5/S1rUI7FSSLOW6lqOnT3j3/l12Z1M0UGlFGQI2BFprKYzm/XffQWv44ovPKIuCPBsU1s7OTvnTP/2PzGdz6u1WQlxmkLN1waEYqkh8BDllXrCzWPBN8FFAKiMARemjSErVfXLRAAAgAElEQVSgKKT1dGctm+02Apaamfd8+P77FEXOdrsldS08PTvj5OSUu/ffwRhNNakk5MdF0NhrH7zS4r+cDPtfMwbRoDjGXH1i/1VK6lMXHhd0NTwwDiT0CYexN4EAkDcPBhwox42D6ywmU1aTKW+VU6rjU+x2Tf7WDVSmaV2slgpJQ14cDG8t9WYjUxYZpBTPV3gWO3NJAET2s6btODldovMcpQwOcEhmVvI6Zd4cU6P58J1bLNcrfvbVktV5A1qhRfYNAWrjesx06eJeqxXzWQlKofOMyWIXd/sOdr2mvH5DRMhUwOSGf/qd+7z/7nW6TYPvFHcPr3Net9y9c0D9k2+Y7MxpfINdr5jfe5vdGwesHh+LUxoUXRBQ27PWXv52tuXxwy9RKK7tTKiMpmkamFRkKkdpcVTzPJNE8TxnXbccnTzko3fvsbOYCWucZ4RrB9R1QzWZohWsViseH51y5/CQ1WbLfGeHZruiqwN1ey5huFwkmydVRX2+QmmNS/ZivGeFMFq7Q/lqSFxvyHip3O8Ci/DyeH0IQCka17Hd1mRGc1AUIrVpYjMGtJSjAXkmwCDTSh63ntwUTKcl6/WaZrthu14Ja6CClFXlOSozdK3Ddh3Oe6bTeSwjUuRIHbrtGlql0UGjleha++DJjYYgNLwD1nbNgwcPqcqSazduMNvZIy8KvHdkmfyUJikihhGBaN8y1xHwQeHaliLTZGUlKFZrvPM8ffyI49MT5tMpN27dZj6bYozGtp3ES7WSzluevpQxz4UR6Joa6xzr1YYX50u899y4fp2Da9dJ4hy2E4805VE47zl+fkJnO0yWkxeTyKJ5Cmup2wZft2zquu+3kEIQWmlM9PwF2wS0jvxGYgf0oOU/Nu7p57gb4hgc/LLKhssCSr/qMU68vMxYpHALBCaTSrL9f/EV3jmmVUVZ5HiXg/dUZUlZFqxXS37+yafs7+5y7+5d8SqUzK0xitPnx/zwb/4WnOfd997l2s4OhXfokPFitWK7WrJenguodSIM1HVSpkQI3Lx+k7cP77BaraWu3sUWI2okQJKuA+Ideyd5KigRjckzQ9d1tG2HUsJeWetiKEyAQ1EUlEXJfLHD9cM7HN66FdtiSx1ylmV89tln/PCHH/Ov//X/xsG1a31Z7Vh571U5AOn5nmJXAyMwZPr/w8dFcDEIDKW8l8vgY/gzkBTV+hjqxRdc+A4fRmW5b8gosowyy7GtpTlbsVNvWJBhZ5rgLdYb1k0DysQoSExIMxnBBaGqvWTPEwTCEQJeO+bzBXt7+zHRGTbrhuWyJjOLSJUjAKqPJaeLqEBlGAOuC6y2HTYotIegY76WIjaDiwxAfKsP4oMXmSY3Aa80RjnmiynFO/cExGSGwmh8zML71kf3yYuSf/7b76OD4/bBe3hgOssp79/HLVdcf/sdMIHlTz7ndGvZvX9I0ANYdc5G2AM6SUxr0KYgL3IyLSzH3vXbtBSEdosP0HWS0BuCBxdo2hpTzmisRSmNUeBaizaGPMtompqqrJhWE+aTLc12E0FETtNk6NJDp+V4ShEPMwrKPKMLrtc7MIrRWr0MXOlDAkPS4GjVjkIFrxqvBQCt9Zycr3vBiRDWZJlhOp2iIh1eFEWfAKcAFxXN8lg3PSlLiqJgb28neqBOpH61NPGoJhOOjp5TzaZMq4r5zpxMB5KKtZQBQorydc7GZh8a5Q3aKKzTKCOG2llHo0QuMr6NlPAVlJR0KBNjXQpyJcl2gSD0inNkKo+JdXkEsJFpMNJhjQAmzymqCq0hL0om85lIWHa2zyZNtLLzgbwq0c6z2tRst41khgePyY3kxiqFySD4TI5FaZq6k7KvroXgmVSlNMoocvQLjdmANjnbzRYVu58RZTjFYw+YzJAX0pEry1Ib5yxmsNJXB8BgEC8ncsFFD+8yQzDO9h4DhzdhSNLbRaOUTk/ENiThTWVCnykFO4sFzlrOTl6IBoBWbOqaaVkQnOXjjz9m03TsLBZopdnUa4qYEIp1HD1+wvrFC6q8YKYNPw/w1tt3mR/cxnUdq7Mznjx6HJXUFOv1itlsSp6VbOuG58fHFFlBorptFPXRmek9p6AUPlYtKDwmieZEg+hipzNjkpyvgLjUgyDpXkAgyzIm1USkXbXBoKR623ueHx0NiaHWkpvsgpjVVbT/MM/j0EvKBRiFYf4rxvB9w/ULAbRODX5AQpRjjYvR+9O/C/HT+EtivSBC76iE+QZBgA9+51+wbaVCybUdt6c7FKs1TZGhlMYrzYvzJQGF+IESJs2MIViP75wYfbQ4hTqBycBsNmMxn5NCIWfLDU0XMJOcxBMQnYhx0psCmrbls6+e8a337vD8dMOTbhOTnInhGaK5vZytLiWsk9yIZkUiC1SgKrIU0CEglHbXWV4cn4AyaJ0PegIGlisosgnl4S7eefIy561bh6AUudEEDJ64/r30jEgG1TvLjYN9jvcPKIuSLJP9opwsuH3jkK8/+RjvhSlWeS5dF0OgKCv29q+RGTg6Oma2mFHl0pUzMxneWlbtOdPpgoNr+xIqcEGqiqxHac10tqDernlxesb+7o58bq6p11sCWmoQLpKWL48wgOBk6cflrb+sJ8vr2wFnOfPplG30ZLMiAxWbxRDQiCSqx6PQZJkGPNu6YbvdstiZs90u6Zo1y1MLwZMbw0bBarOlNIb5dMbm7AyUYlvkPH/2jAAsSs0H791nnc16havY06Y3qjpmsRujyHPpDnXzxg0CIi6kEAEdqSZQ8X3iBTkk/u+j7KvQfxrnrXjTWQYq9CVzLniKsqIsJhRFyfFyyacPH7HZbshyw62DPe7fvIEGnBeKLcVqUykVQVpnFsbQJUo9UpnBD+VQxO+L7V5ikpogwsqYPv9AvD2PyRQ3b12X9phRT9370KvLATjnabctW7eVBENj8EgsOMXmUmtZk5K1tO4rF8blLbLIhs3/MhPwJiUCJmnaoepiqOsNQZr+aK2YlAXeWdqmFoCaZzx72rJeLSnzPMb3G7JsQlUW+KAknu4dq+WS2WzKYjahayxYS1YUlCiOHz1m+/wFn/34E3ZuHTLZ2aHbbuiaLWhZj9V0Ql4UWOdYbTZ0nWO9rrm2fyBANrapDt73UqMprJOU0qKbQEpm9PHcusgqpPLV4dqovnRUa9MLABHDd0Zn1E5CJJOyuiAudfn6vortucgKXFSNHF7zD7mKieLsHZ5+eD88lp5P/0ZHOPL+Lx7b+Pi9FzmVtN+8Sev4n33n1/nbn3wMOH7/X/0r8pM1H//f/wftvCTLcprOsa1biE5LCEESqm3DsxfPyAsFweA9dGFooVxWE67vXaespqQo2fHxGa1TVCaT9Rbj+OOiNxUdJhsMj48btu1DVtsuGi6FCg4VkpBUDB2Mwonpek6qjLLMSCxN/HDJk4LIWMD56TmajHJS4YJUr3gXMMrgvYTvuq5jvdmyebYFH8gzg3OW6XxG8J6D/V0pn4zsTvDSHfDo6AXXrh8yn5bk2pIp+OKLT/nkiy+4NiuZFBWdD+TKkJpS5WVJnhm08jw/XfH5g0d871sfkmc6tvqWc2napn9tffqCIs/Q2kh/F60oqxlnZydxXrwIFOVZVK6NXQnTfMHImw9xHxvdU8r3LIsKA+hVr1nHrwUARWwpKpnAjjIgMonBiQeuAl5LKYgAPo3RGc6uef74EXazkIWjNErn5EURpUlhkU3J8oyqrNgvp1RlKYgln2CMZvnNp0JrZgrrBA9mRjb0TMcJCkpEUYzkKFRVxeHbb0fPP03aQPemunyHxH5a59FGMy1LDPTSlSrW0XrrYnmglPLt7u+ys7ND5zx/8fGPefjkGb6zoAPHb93i7uFNlBPlK5KBjN8doszppKq4c+dQDLVWtF0n4mrOkmWmVzS0QYzDbL6QFsnG9CWOIucaE6M81NtazlRrTIR8xgC5uZCgleYAJZsdsfyy68RQuM5hW+lT72IttnWu130AFRsLGRHAMSqWQMbvYdQd8g3ZPFVqMKPjBqQHg+FiOapSAdt1UlZZN3z99de0TU3XNn3M0DvL8YtjrN3hvfduo00TlfeslO9lGa6zeGuZFAW+7bAuRFW7js225uj0nE5Bs1mzmE55fnJM6zp2dhfCFmUF9baVvuahoaqm2FQnrwYPNpUrDq6BsD02all01hKCeylnIyn8OSfgUWuFyYueKZhMJkI7apEPfv7siAcPH/L40RM++enP+M3vf59yXlxovUs6phEzdGH++8fGSYJXhQLS44GxNzOco0KNKOgQEwIvMgPjcMClhZBYxBDGDwzHn+YmgixtzEh461c/Pv3D/5eu1BzMZnSffMLTn31OttoyW8zxWJZtS+3FGfMxWVsHxW5Vsf/eAfv7ezx7+oxHXz9EdW1kPaAocm7evNWfrwue5ydLLAa0wStzIXNCdoGYRKc1ykPnA8/OG0yM90u4JYYe1fB6HfdDmW/5OZuUktfUI7PhnJPt88BiZ8Zm2wGO0Hm2tqPebskyw2az5P3336PMNNf3FyK2ZWX9L8+XoAynZ6dYOxflyEzMnnOWuq3ZKRQ//vHHLK7f5MN33gYFTb2lRWEneQRKJRQ5xtVRV8VQ5CXab6UUvZyybRryTMTANtstVVHinaVrRZHz5sEejXV4rdk2W6pKnMlJOeHZ82MObxzQOi/h9OAIzvciYi+N6BSCHoDx0NiydwguTelL47UAoHOOLM+YTER212gRZw4httsNAZUpsqyQ+nkApKb49u0bXL9xm5PlGl8syExOURXSrCPIQRst5XCVUmSZoeukRaK3NSo4NFaS4ZTGRclfVJIKDhFYmIj2Y719kCSeVLFgjICW1jpUgK21/OTzz3j+/DlNK40o7r//Du/df4fdMsd4UVSTmY8Ut4ZcZxjAakfnararNSFS88EFiAmLoQ0onIAMJ2VawbuoamwwhaYsBU231uGsI3iHwuO16hXJFKIGaDIdDTuUmSJ48epVpK9UKAhA3bQURUHKbB683UveWi9oNDyeFTkTkhcVjQaplDDEemkihSxZ5zZ2EbReVp3z0uxDEjs1Rl+Ugv1VDRNFo2TFeBzRm1FgnFRJZFoTbIcJgWa9Zbte0zY1rhOhmuA8q/WaEAKbumW1btjf32c6nVIVGUsC06roNSQ2mw1Yy9bDdrlidzbjYH8f5V0UHWmYVSXnmUFnQ7gkEKRrmvNMygnXrt0gz4uBJQqhb4ctubeR4guWEEMFwu7oyG5FWjuCHYAsz0FJHLQoSwl/yRRJbkwmcc4XL075N//nH/CDH/4AlOFv//ZvuXv3Lm3TMl/MLrvYveF/dQlpGBnrIQyQjL0frbGLW9aIsXgFvT/2hi6+Jm2HI++yP45RPkuSinUuluGaPrH2TRn/5Ycf08ymHKJ54lqq3QXcvsN6dc788REbawnK91U/IZYGTicFuiy4dvMWRTHh0cOnUqaNQStLURTcvn0bEPBunef4xTlKZ9GY06MpidpDElELgMFFz14i61IDLzlc6VKOPfu4kKNh90wmZS901RuvOMJAbDGfTZhNKxIvEAJ4vwtBs1rNMCoDxEZoFfdwoLou++P+/g62a1h6YT8IUobatC07s4r333mL07NzfNvCpERpmFYija2V5s5b91DVLs8ffo60Xorh0aAoZxVVVqEzzVcPHnPr1g0mRUnnLEVmaNpWvP4ip25WWGuxKOlGGALT6ZS63lK3be+QFCYmbMc9ZVi+I+AKYn8ugNvQh2eSs/c6Juv1QkDAtMwIXYbCM5vkZGrw9lNbXqM1OsZVXOwMNV8shKL3lsWsoihLobFtJ/Eo71BBPE9rW0zwuK5js12zWddMS0nISLRzUAHrwbpAFjes1Ho4oVfvPEUunfNU9GLkRpBkD6M1RydnfP7gCXXd4L0jNxk/+/gTjp4d88/+u9/ioJREMLkjDF4R+413MfFJtNdb60TcAYNSEp9XWuI2ymiwsqnoTBCxiB9JmMFHmlbjpexDCw2bIgIifCLnlxmDUcSbNojnphTey6aeIX9b65BTj3FW6IGCtAYfYvmXs/2HG25QcJMSwVi7rQcwkeVQqaJfi4lVGOtty3e8bmX9449EienY9S1tYjAYLWE2NEVeUG82dLajKkuJjTcNy9UarQ1l0dK1G1ZOynvKXONsG2nYhtV61TetUj5wXQE7OxCk3Md1HXlVsLezS+ut1PJ3XaSzA0VuYsZxRlCeJvYOz7JMKGovvQCSzCiBXmjqctWGj4JYqSmQ0YaszKQGP15r6y8mvrVtx1/9zd/w05/9jKqs0CbjwcMH/NEf/RH3793nd//73yUvi2FuL6yhyxc+opfRc8n4j1sDD+GBi7X5w3dc9OovfidXJBj2zw7/V2N3Kjoycc0GJFFSmWj0vOjovynjR9s1JZ5vlitKnePrmvLejK5u+PZnD2FnD6U1Xa4pI12kCUynE8CQaWkd7WyH0uI8BQ3lpGJnby86DYq66ThdbjDZVHpBxJFmW4eolRCk0sD3TYeDSOaomGCIUM/KRayo6LsThpCSpMW+iO6DMLphBBIikRoNmpbKBhUgRGk4LXBkb3eGwIkAKjqmDNdaEdXjvce7KG8fYp5MDIXNFwvmizmTieQXzGdzFgc3yYJFE/jqy5/DdJcJntIYjMmj46YwWS4q+UFx9OIMpxUf3jkEJSXumclpbYfRObs7czbbjrO6oak3lHmJ1hKKWW0aduYx0ZBAUiNKoavh3h7nvQz3U/yLhBjCMIGvXFevBQDb1Qu5rD6Qa4/2nq61hFBQ5ibGzBTB52gvtYtN2+Jsi222nD74irZtsJFi9l3XC+NkkSpWUUJQa40Pnm3b0bYOo+bSWSpmRJrUKlQbrHNkRt5baE2V59Jqss9UjbH7yB/54Pss1POVILDgHfjAfH/2/zH3Zk+SHdmZ38/d735jy8i99sLSaHQD7OYyTZpxxoaSXoaUmR5GY9L8DfrPZCYzjSTTNkMb0qabK3oD0Y2tCkChqrIq19jjrr7owW9EZoFo0PTChpdhqczIiMgbfv2c853vfB+HOyPm5xd8/OHH/NEf/xGTl6ecXZwxqw1F6x8Xh948IooisJYoT9iJgk4LHuI0Y1oUtHWLRdBqTdM2aKM5zjNP5ujUBq1xnsxojUcw5Mae03bwvEcv4kDQdpZY2njlNqTvz4ahJ/+EncpgoPxHeZMNuglz8kZQcI5txr352mZjfZ0z4tdlj7brSW/Ifpv+ehCozo7127Ou+74CYX0/U3ZIkutaPRs0q3V+SiSKvLta0zTEceQfi++pR5Giqiuupt5+Nk1Txjs7NE3DZD6jqVui2I9q1rqkrGuCuiIt1gzjpPNAt0gkw/7Az0gH3inTWotKI4zWSFqackJtZjx++RHTyYLvfPcdoiAHYgIVdqNeFmNLpHA45TDCoHDEgSKSMVXdsC4Kqsr7bAwGA0BQVTVN3ZCkCWGUbDUutDF8+OsP+cmPf8Jqve4Io54A9otf/IKnT5+yu7fL9975vk8Y3DVs//UowM3A/yrE//X/f/3JvfI5bqrQV1ofN79/nQRcJws3+6M3dTCc139w10RY1fFdNgemN0D89iAA2eE+RhsmlfcxqVZr1OPPkQieKc2RUChjCEYZNsarqaIRpuOKhAHz5QKjW5Tw49pCaMY7O2R5vi0GluuCddGiUrUN3Pgj2kP7iOsLLHzQ26R42+lL55E2YbuzxnUJeIceiw7JkgJ6WdxxW7zpm39O2ER/n2u4rb6/+ApCJDZ8HjYoGh0ycaNS7t7cZnpsQ4DVrdfPwFREcYLokhJnDVenF6xLw53jQxwWa1rmswnJcIiQijTPccJPPCCVV5MF+sMh/eGQdVkhlPe7MNoQR5En4IYBUeTQiznECSIEhPCvH0ecnp9zfLh3Q5Nm8zt89f7YuPyxRX2vU11fBG4RuG/IY78xATg9fUY/skQyJMkVobtAmZi2jkmzhKJ0VG3AaLSLbkpM0zBfLNC6oNWGPO2zf3hM1uv77Es3rOYzz0pFMJ3MaBcTwjikNlCWDbUVNCKCsuXickqTCRrrZySjKAI0jdV+Ttk5lPDVi9dK9tmhcJ3GgBBoZzo3q44F2rae6NRd0DCO+MEf/i7tck3W7/H0xSm/+Ku/wZiGRaW72Xxx3VdRkkDIjmUtPZNbSRaTKV9+/qUP8F12KZUiikMOfvAWKkj9aN5GIMMYmnpDxumY+9Z1JL5OJzsIMVJvbwKhgq3ef7SZSe1g9ziOsV1v1uIPXnGjyjWdWISSrwr/fHXef1MJbzcWr8K7m/9+k3Lgzcf+tpcWdutRLhzb4I+ANnBbyWTrHJVuaZ2HgeMkQnYtqqqqaJuWKAwZDgYkSUgY+TFWKQRBHJJkCTIIaVtv1COlIi8qlqsVQRDw/PQlMxWihCDv9bwCINaPIHVTKGEUeiiwKLHGslouOX30GYu64mq64M7wkOFxjnUChfJEWCUIgwRt1mjT4oQmkBAh0M6hrSVwjoBOmlQb75leNwRhSCRDROirI6kE1hlenr1kOpuigog0zX2bCktVFZTrBUbXXm5WSIzzfXOt/QjUZvJlU8N/lZ28OaL//2yPTTDfrK/VdPha5OHG34SvnDaoyKseBRtPD7tFtb5t6+j2MU3TIKKApm1JWs14OODo8IgPH3/B50+/ROUZ/V6EiEICZ2nrmg/f/wfCIGG4O2Z6Odn2r62zOGs42DsgDqOt8+tsvqI1kMlg2+bxiVJ3v28ijbgO+K+m/P4MlnBdxXduOdu43lWsSijCOKDWvtW7MTwTm74VN5KwzWt2X918Cbp7mhtiQ1+zbiJOG1ljbTRhGKDLBolGKu/7EkjJGw9u8ezFORdnhtvHniORBrG3mVcB9+/eZ3Z1Bk3txd2kQgoP58dSsVituZzPefvNhwjhVTuTKEZ3Y7R74x2quqWpK2QQghCEQYxUIXWjr4mtr6BQ7pV7we/5jtjrbs6sbL7/T+/jb0wAqlaSYjjeE1ilUNIQBSCjgMYITBuhFw11s6ZoNf3xLlkvpWkm5O0lhgVh7wiZJLRVRWsMUZwS5gorJC8uFqhW8sZBQN0YVJ6ymte8d7Xmg3nByxdLVoDKMv7oj/6At956E2vh+bPnfPjRx5RVyTCJ0EoSRDHaWvpRjJIgg4A0y2m0oZfGlFVF3bboqiJGMB4NKMuGnSDCFivyPCZMQk4ef0ruaowEo6DqLrozvr3hWoPuPlCEQdfXGul2e739YaKUr8znk3OOjh8ilWfFauNHcqQMurES27U0PF9gk2V7QdSOxNcpIMquoqrbhrZt6Sl5rfz1lZ6/22ySjiktu4PTE/yuK7WvC9pfhXVvJgMbcSF4VUIYXtUU+DYsI645FaobLvVWpL5t4QIffFXgK5YoioiTmOFo2FmsGiaTGVEUkucZ4/GYOAlYLhckaUISJx5+DwLSLKWcTLm8mnF0dEwURyQmQUnFxcU5z84uiMOI7771HU+m7ETDW+OD0YZxn8UJOMdyseSTv/8lQhuCJOfjv/xben8YsLt/C5UEOOVti5U0RJ3Lm2z8KGjTCXKJKCSRChE1aG0J4hgnA0xX7cogRIoAvJ4XcRzz4OED7t67z3JZ0VQaFVj6vRQhKg4Ph9w5HCJbAU7ihGCymPLos8fsHR5w9+5dAqmQzhFJRbkuUJFChQFWe0MkjB9b3KBUG1VOv7qE8itH+c22gK/0N9oONx/jf35TAd2ERo3WnhvkPFk2DEM8y9r3gjfiP1sOwStz77/9NR4NKJoaKxy60bRNzZ2jfQ4P9sh2Rvztx59g4gSpvOOkwxAIwXQ2YzWf0T4CrfHOgIFCCUsUBBwdHBJ2wmTWWS6v5iACnFJ4K59NN1ls76MtJO2uqSCbS3+zrbYBojdtg21Qc74AbLTj7//hCXEYk8WSJBQkiSRLY3pJSJpExGFIEHo+hhKvnkvylaQA/2pdYqLsjTfXvWtrN74fApz1EvTKk8LpUAmv1SZIkpS7t48IotC3ePMhvWxIYCqquuTR++8x3hmTho4w3HDbNGHizwMVhagwpm1ar/TqLNp6cbamaYiDEKs3BdvmbQqyLGexLji03ojrWsnvuk1209l18/Xuom+RGO8jcO1z8pvWNwsBxQlLDY11aGdJeiGm1jz/fIacG/K0x8HRXex0wWq9IIgHOGeJenuEeYZozpldfInO7hM4wzBJ6PUj2lZTVCWNtbx2+x5hv0Wvr8hCCW3L/YXkRAjmZU0/Dqh0QxAZ9naHBFHIxeVLLi6uKJdLzqWgNYY8DMiTiOFeyv4g5Gze8tHjhsmq4ffe/S7awnQ+57tvPsQ1Dffv3uLL5y/ZFQI+/YRCWhbOcT8tyb+Tk8UBxkkqI3k2V8zbEUkcIgS01Yq2XNDUBSqIQAYs1qtuvhSM1dTNpr9pmFxMOT6+izUOa8XWw9xajdDeJwDwAkvOoluLUA5Mg24N1nk5V6c1Ld7IxTlBHPj3I6T0XgLOH4xbu80uwF+b/1yPOvm+mPBQ51cC/80A/1VRn5tV/ubxN7/3bRufssInVNujzMmOu+EPC9tVpFKADCRpltLv9wiVP8q0Np5fEQYEQUgUhSgpWa/XRFHEYDAgyzJvtGIdURwRhCFSSZpWe0GPbgy1bGoQUOuWVbEiCEPCKMTo1usMZF44JFBerCoOQ9xsRdC02ELzi5d/hak0/82f/XdEQiCjCCG8doFuNFj/2bfOf86662+K2KsC2rrFKj8lnkWe2NsYw3wypT/aZTVbsbM3Jgkzdoa7mHYGtiaUAVkaE0UputH88hcf8NoDx717D7BS8N6Pf8L//n//X7z1vbf5t//9v+P2rVuYpqUwFf/wi/d56923GYyHIF03MeRA663dtt9TG2KvYzNl5KxDCrVtiV37tHefrfNR6OaEy0YHwSeh4nr/bjgv8trBc9NrFTcIBj7P2ASEf759+k+tPIsRStC2LSuzYv/4Fk83a7oAACAASURBVHme4IQ3BrNSYaXatrOchdFwwERJtNE4J8F66XQv7qMJAsnO3u629de2hourBagQpPJyvhsU0W3weF4FV7ov+758l8gJcc1e3+Z1XTto88c5Wut4dr7C2JkX43IOiUEJSaAClIQ4ksSRYpglDHop/Symn4cksZfmjsKAMAgIlUclPSl8gzb4c84CBtsZam2mtBx1pz4rpcBZX6xtkFgpBWma+tayMaznc4qrBccHY0LA6IZWt/SShN29EeV6gWtbUH58PEwSBgPBcrHiarHgzYf3fHEnJUHop72yNKUoa1bLpVcO7IT2tDFcTmadF4CCG9fsVVIt3W8nblxotr87zuG+cr5/dX1jAnA4zrG1JYwc88uG8kRwMDjknQd34fyCtqkxwqJDybDfx+iG9XxGe9py6523iHqKenLC1XqCyffo7e4yyELqoqK6qDGNoTcaU4klDVP6CcQ7IbdWht+Vip9eFTgEuRN8/OtH3Dn2CcD7v/gVYl2A9QpZ393f4a0HA+4fDTs2qOP7UczpZMVPf/2Uz794QtzrUzctT05OefT0OaU2LBcL4rzHOIpolOZ4bBkkkiyOqE3Aso44nynacMztwzFZEkK7JrYW0bQIMcQFOYiAoirZG/UY9CIcLZfTkrookMIQJkPKxTlKaZpWIoMYYxyt1gRBQtjL2Qj/ePV1rwBdN9pXTVJhHLTWIIXyjm1AEodkg4G/AaX3kncWvlp/e/a+H8l5BSHoxgY3qm43H//VIP7Kz91AA266Bl4TDOWNqZDf7nLOz+QaJ7BOsq5asjTvuAqiY4AbROgPwSgKSdIE3TZY3SKEI8+zTe3pIcJQMd7bJUkSbyO6XlPXNeuiRArJcDRisVpSrCtMJ+LTGk2SpQz6PYIooCgLUpmhrBfHMrqlKhyRDIiyTvoXi8AQBZJZvaasNefTcz7+4mMulmsevPkGr73+GtZ5ptV0vaKqayx+RMsaizN2mySGcYxUAY2ucc5/bqcX55w8e8nTL07YGY35s//2z6jKlqbShCrmYG8HJRRal9TlAmKYz5Z89Kt/4PzFCbvjXT76+c9ZvHjJR6s1X7z+Jq/v7hNFERfLS148/5LX33od3bYo6bkOWONHDZ1PVI1z3nIYv7fCwAt6BSrskgDZmdJc79UuPe0g3WukbBPcwbc1vPR4uCWM+c984266acmpzvLYcwM2JGD5LeKzxFGENo4kiBB5n8FwQKC8/vvVfIUnDzmshMBCICFE0jYN1lmMBevUDWKfIYoS9vb2fdtUQlU2LJaVJ712leO2otzCydcwuw/8m+qTbdC/DjgbMeCuGrfb8L8VesOFSCQIbyzknEevamPAWVxpsU4gXeGV+zqicqAgChW9LCaNI5I0Ik9C8iRgkCfkWUgvi0mimCQMsMp2jpadmJaDoqiRzlAVK8I4xRjjJbnVNaPeI3OKWwe7PD05ZbVcsTfqkSYZYRR4DoTwM/ubf5R0mNar/oVIRBBRNw1pHPkWgPSidQ5LkkS+/dhW1IFHc5MkRQi1/V03+NjNFuz1uoZBNjLPbBC17v6Svzn+f3MCMNRzVlON0gfc2xlhli/YiXvkvYTieYNZFpyvl9RY+nFC8WxKvSpI04x6siB+eMjx6JB8dsF5C+eLkjxLCOPIM1I7hby2mqMtBMqgcs2qJzm0jlvjARfLkpFzrKcVv/r1Geuq4PzkjED4Maffv3fIH757QCrWFLM161Yz6AW0TcIoy/g3f/J7/OXffMDfPX7GO29/B+kkdw+P+f533uQv/svfUKcGHQYc7Bl2e4I0bIlCAW3Io2nOhDHHx0OCdkpQzBhEmv5On8bewlhYFoZlVWOFxkhH4SAOUg4Oe2AajGkZjcacnz4nizWnV5K6LIhCL7XqBEjj/d2bsqVsLWGcorUjiCJEKLj/2m2y0Q5Jv0+e5tSN5ny6JhISWwtOL2YYXlCUlc+IlYfMgkCRxHGnKgdGexLm9OqK/s6IfpbhnGePbzeT2BykXVdN+IOUTWW0hWHF9kb/KiKw6bd+G5bSjZ/HF5KPP33Mz3/+Pj/4we/y7rs/8NMjXbtGWLrg5P3AbTdSN1/MaRrNarnyTygkQtElPp4j4Dpo0WjvUpmmaWdwJbxHgG7pmR6jPGM0GJBmKXXbEmmNiyLCIGB3tONtSpWfCNhwE2rb+ko0DQmigBfzS379v/7PnE5nfPfdd/gf/v2/5/hwn4uzE37+s/dYVRVJGKBbn7wY4wmwgQzQ1hDJkJ3dMYvViqqpWS/nrBcLRCv48U9+wo9+9C/44vPPWK0WhGGGM47Wth5BUAFFsWQ5X9Dbz/ny88d89A/v08zmjKOYBIFaF0yePmVVl5ycnXJ59pLHjz/hncEPvWmW8kIpspNctc5zWsymh+k8YmM2fedt6wpAdsH+Oh1TXeDHgTWuE/Ly8+nWAtrj+UL6GffNaCsO79vhJM4Zf4Zax3w2w7Ya6yy9fv+fe7v+xlVULWXVMsj6TKoJaC9GEwQRs6LGSeVHjbs2XxREBMLLlOPdTbp7WHRVu2O8u8d4Z9z18gXromJZNAiZeHVStykGACTSCqww11DzBknrYIBNzr+58zc9eY9Gd8Gr+2M7VMGJDoOTAkQATiCd3Z4tXmLOdcJAZgPOYJ2j1o5q0eKsb40IBMpBKGVnT++QgSBRljiKuL8f8Obrxz5Y4s3mYuFJ3sJoROBHBvHdLb9/uiQaKTk+OvBqtsaSZX2yOIO25IvHn9Dr9dnr90hVhNAlUgVEwhGogOGgz2Kx4ryuuX/7mKZtCAKFMf76pElCvVh2uixekC0M1Cscmk1Vv43l7maLwyezm2RLbLgXfHP1D/9EAtA7jRjKHF07ZGYJpKI8PWPy8iXDJCUe5DT1mnVjWC9WzMuC1AmCMCTp9Wgrx87+EWmcIGZTXqxbisYQ24bJokAYR5yk7MiQdeMIhSbpWeqxoFgJjpOESdkya1ve3hvzx3/8x5RVyV/MVjx68oQ3jo95981dKK9YLkrOq4Z5q1Erx06eEEY9dvqv8fbDIz4/ndHrxezsjFhVSz589IjZck06GJO0Ibl11LohCUE7yaPZkEs35ng3IGufM4gK8r6iMhlBukNbttRNS1XN2O1r4qBk1CtYlZrppCVOdlDJDuOdPaI0Y7w7JEtGFLqhLguSRDEYDamqhlZ7Bb+qqgmsYmdvn9Wy8CYtaUqdKJ9VojuLyQDtArRuuSxr3vviE8LkGc46gkAinVfGCsKA1+7v8ftvvYlEUBYlrW54/OGn3Hv7jc5N0bcHjDG4DVdAbdjQ/mYQwmvNO645A6ZzSPTiSj6BMHrDsu14Cd+CVV1dcX55Rdof8Muf/pSf/OSvMcZw/8F9+vQ7uVQB1hKHke8N1n5EVCpJVVas1gV0N6ZUEusMgZIEnayyc5Yg8L1XYz3LeG+8y87OmCAIWK1WTCcTqvWSJEtx+GTDWE/EwomOzOf5IK3WWGMoy5KiqUijgIOjQ9p1wflyxtPTc1ZNw4cf/Yovnzzm7vGeH/kKQ1yaUM5KRNvgmgZp/PtRWELryATsZimmWCEFpDhiCcIZwkDy/ge/4NGnHyEwKAXWNB5G1+AwtLrh7OKMLEm4mpyzms6JhePh4QF5mvH00094+sVnVM4wXa9YlGvmTcH+rUNuHR0jVEgQhWjbtas6JMAvgZABrdFIFXcqn3Lb97zpaOmcN+1SKB/knetInpIAtT04F/MpURyTxD1013rzw+wOIbxNuNY+aWiM5urignU3/dB2bojfhnVydkWSZuSDhNwMWSwWBMEIZETRtp5MKrhu9wHFck1VtbTabSv/jZurcI69vX3iNO3aI7BcVVSthTTEdvbPouMQObzWhMXBZgyt4yqBDzQ+JoltknGN03RrU8Fu/3VDHrgjQvuot0F5OmKf2zARZNc2YpvEbDgJ21eyfkrf4BM61zgKY2mbJZEMeOutu/4nrMN3XI2XdBeA8y5+27fhXPf7esRCSuGdY9uW+eUp61XC8e5O13oQKCX8mN+kxCmvUIjyk1FxlLOuSlZFRZrGOOPJ6W3TEEaCnX7OZFmgohiBe7X631b0XF8/rq+32PydzXW5lnl+lRz4j9c3JgC3v/s2qy++pF7XVMsT+lFGNupjm5qXuuazi0ueLUtEnBLHMeFol4VzPC8Lnv3sl9w/2KU/HjKIQvYHQ9Z6ynTdMpCas6s5uYoQxmL1mp6yhKFXl+vnsEol8bSlJwQX1rAslqyWE4IopG4rZJTw++++wTg+4+Jkzs/OCr641Ny6dcSon/P8co0wC94NT8jTAaM04snTl3z62XN2hn2Mthzsj0l2DkmOH7IMG4rJB7y+H3G5HHKyHLLfr7kbPUEQkfdHOCuwLqY1jumywLZTDkYtuIJQQVUaEiXY7Rvi6Ir1+oqLk885FUMGo9tYmRDFm36qo9+HNHSUOmVVwtFxD2RCNtzjhXkJaLI0Yr1QONNiGkM0UOiqoinXGGuZrB3LwpJJCKOMZeFlMAPpiIxkUWj6/R6BUAz6A6y1JCqCOCTPe514jdv2U1XXZ7XuWqZ4kzH7A+RVwuD2RnHOQ87dLjTfEiLgBz/5a04vJ/TGO0xOXmCqiiefPeZnf//3HO4fcPf2LdIkphUOl0TYxiv/BVKyWq2JwpDDg33iJCEMY8CxXq8oq5IsTbHWsVgsSPKIOE6ZzWa+DTAY0M97aKPp5TkCOG/rjpQI2pqOl+HtqZ3x0y1am06/X9M2DfPlEpd7WWtpLXpdIJqaxDqy1mDOr5h8/AhRVeRlSzGZI8o1obO4pvHsamtwtSVQAWldsjh5hl6vCIQgampiLGEgWC8n/NWP/zN12xCEMUWxwpiNz4cjUAaEV0979OVj2rJCNYbDwQ6p9Lrxtqkpm4Jnl+dMiiVEIcu25oNfvk/8ByF7u/sdvAnOiU1HFk9GUV0PVhPEMdZZprMpcRKTZ+m2p7vtbzqvDdKx+7Y6CB23EhBMJxP6gwHZwW6H+LCFSSV+zwaBoqlbyqLAGMPl5SXj8Zj1av1b2LFfv4rV2k/6yICk3yNPY5qm5vzlGZU2EHuVU4TXQFnMV3z+xTPqRm8JeQB07TmB5Oj4GKE82986OJ8uvASwVFghMDem/IXzlbq1/jU2AXMzCuC6itRuSmj/YttQBNuHcrNnvWkobJj82x8XG87O5uk8BdED57AxKRLb5+ke3KEW/me7c6lD09I43Mqc2y7Yt1XbmRXhWyhNuz27pJSgOoTJmu3+iqKIe8f7rJsWuntdKklTFTw7PeNgNCDNewhXY7tAH8UR/V6fi8mUPE85GO+gdQvCoZuaIEzopxHToiCKUkzneRNIb3e/4Sqx4WN0f7Mdeitx20zrOuDfvPpfv74xAQjSGJFE9BH0RcJCCYpEUhjH3708ZyEkv/MHf8Ct4wP6/ZwgCBBSMZ3N+dkvfs2vz664tyro70YkSczeYMhVDbNSs1hWvD3YRxrH5XTJUWYJhUAarxEQxIYsVNxOE54vVrw4m/CT//JjLIYX55f0ekOORop6UvDz85JHpy2/+/ptxgcD1uWa3Tji+cTw+PmC33lzSB6HtCrh6GjI7s6QyWzGZF2SDPcZ7OwyzEKmzZrPrj5nwYj9aMZxVDDuOawIyUc5BEOMFVQtmPULtFuSIAjymEDWSCXAOJzxE7NpIsnQOHfOfDJhxh5x7xZ39ntIBUrWmCCkn+4T5wFJHNIag8b6DSQjXAAyUARRRN4fYLSlKNZIFVK1JTKMibO4u5FlZ2AU+80Th/SzFHfjxhKdHXG7Jff5jF0Kt60cgG1bYAPZiRs39WaLaa23HIBNFhwoLx/9bZmhPnv0OQbB2WyObBpeu32bVmv+/P/9f8DAwwf3GfRydkZDjg72cM6brdAZdzigl+fe7lop+v0BzhnOz87o5z3yLObk5IQ4irh1dIuryyuKpiQOI9arFVeTCft7e0gpSPIUo1ta3W49KXSrt0Qd3WrKqiSOQ3TnPZDFCcLA7HKK05bMQlIbEiR51fLJT/6W6a8+JhESW9e0dQWxH3VKhfSjsl1VgNZEbYtpahLrbb6PBjlSSFZOUpdLJrbw70eFpGkfJSPoKv/Vek3TFDS6oTGOWCgC7RhlOUnkCWgyDGnrBoshiANWTUnZtvz5f/yPPP/yKf/mT/+Ue/fu4xycX1wSBBGD4Q5COJRy3v1cqm5SA548ecJovMOD+/e88iX4gG+Nh+/BGxjdqHw9WRBwzvez1QYRkJ3Sn/DBq9NesEZTrJbevyTPGfYHKKmo6+q3tGv/8RI4imLJjtkjESClwyUhs9MLcBZByEadz1lLVVasV2WHrohtVBB44ysVRhwdH2+DpTXe+E0IP6rqLdZ9cqoCQaM7Y5oOfvdSlBtiX3evu+0H0B0k1xX+pu/OpmLtvmHFtUDQ5ik2S9LB3N2RsxHbUYAWXtHz5injEUr/cz5h7hIX5wN3lqXbyQ9nLcI6VvMF9XLCeHdE3Mu8f4Lb2Lt7GW4hVQeyX6ctYRwzCEOcNlycviQbjEiGPaTc6LMIKqs9iqJCz8EJQo4OD5nNZ1xcTNjbG3ljIBRGa6IoIGsDatPSNrpDAYy/ju76tTc9/Q06AGzVWreX1vlT213nC1+7vtkNcDJjfPsuYS+lOTnlvcef8H98+CHD/oiDWwf81//qX3J85zbz2YTzyzN6ec54Z8zeeMi//ld/yF//3S95OV9yvDtEScvh4RHLF2c8eTEDY+mlKatVwelCk4QBsUiReu3lUCPFTh7iqpIIEGnCd7/7PT57/DnLqmFvL0KJgvNS8+lZzdtHIy6LNZ98UnD//gM+O3nCjmyZlwEEKSqIWM3nzOdL5tM5Ly6uUIND9g6PGfRS4jji+LV3+Jv//ITv3C+5N2gJooS0JxGqT9ofsy4EhoCzx++R2xlpTxDEEuEMWe6tK52uyJRFO0nhLEpZjHX0spakfUlVVpxOXme8dwucpmrnDHNFYNZYlxCoBIyh30tBOpQSHB7vkmYjrEipGwtRTq9nWS3naBtgjaB1DXEYoq1GxDlBEGPbJbf2R6hO+WoD17VaI9NwS/a7JvVdV/SbDbaptDYQ1M3xv41HwldVBT0i8O1AAMKi9o6VwG6a8f23v8evPvucDz7+mLbWvHz2jNFwwFtvvsEoS7m8uuD05SmDfk4UBJ5YI6CqfCsgzXP6ed/3G4Vg0OuRp5m3tw5CenlO27S+0rB4yWRtwIE2mrppsFqDtf7vVYl0jixJMNqPdznnJUqbpiFSIbbVLGdL4jBmN86JxvvEQUSsFMFi5ZOIKCIRiljASgWUpqWta9Iw8jPKziKcIJIKjT88y1Zze3eXKG94fHbJdDbBKe9QGSUpCIjCtINkDVrXNG1JkmWgPSGtXRYsy4I4DD165AzzYsV0vSDsZWRxD9vA1fkF780W7O7ucffOHSSCx598xHQ650/+9X/FoD/AaYNyAoWgrStWVcGjTz4mSmLG4x2yNOlMUgQgIQiwSAgUYiNKtGlTST/50d8bkKaZV7N03eQLbOparDUs5zPmsxl1VZNlOb0sR1uzFdf6NqwsDBDzNdUXzwh3eySjga9u2Ui0S6TqOEUOdFPhdNNFA9lB7D6x3x2PuH1vl1u3bvuvIWgazWy2Rgi1bd8JZ7m7O+BgPKCyLVVZoGTMo5NLhlmMaQRhIiiKinXljaNsN2J3jRDKbe266VRvg9ImWXBiK9W9ZXdsxjG7x24+L9cFeIkfu745+S+6hNcJ3zawyk9dCesLnF6eeD6J8wiltobhcMDKlJydXlAMK3Z2hgglEEKBtbRNTRDGPnFQfp7Ao3YdkU8YjvbHLNYFSgzI0gwp4Oz0BdZJ9g/3EU3rR2OBIIqIwohiXVKXDUEU0Latd9k0ljyJqZfrrVrhZhTwZqrjuovikz3Npv/vSZY3EgDxjwnhX13fuMMvQ82Dwz3QNW1Tc3f/kO/eX3O6Kvne97/L4e0jGq05Obvgi0eP+d13f4edoSHNeiSp5DtvPWS5mGNliG5L0sxDq7pc0U9jsl7OvFrzdC1ZioD9W3doZ4+4XLWsbcIgsshYsR8ETNuGF6fPWCxmWOGwaIzQvJw3hFZyMIx5/Pkld27f4Wh/h8vnT1lWmtHOAKdCWqPZGfTI+yN290c0xmKHd9jfGTDq5wil0LUj1ILq5ILzZkicCBoG9Ec7xHLIfHHJ6ZcfkJcT4tSTbgaZn2lV0pEEFhkE1MKxrAV57IgiTxopG42JBLJcsl58xOeLJcPBkHFfoqsTohBUuI8VoGSItRqbRsggwEYKISO09X2+JApodMticslcJ1TxPmGa0bSaxkkS6aVerQgQgRcPQlyzo7VuSaQfA/uqSpt3ETRdAPewoneM84JHoguIN9nW2435tSzV3+6S1qHr2qMoAlzdEEtBGgSETpDGCVEc0pQlL1+cUNcleZJ00Ju/oZqmoTWGVrcs5nOUc8RBSLEqkAjSKCYQiqvLS9q6IQoCZpMpzkHUWYOul56h37at7/85QV1X6Kbxph/adLPrbousGGOorU8Co0B1EqyWUS9ntz9ENzXSemVNoTyhSgSSVkjWrWW1WLE/2kEpr5IZKq+/YaVCW4sVEhGFxFayv7tHlidYNPkgI+31gQBjBW1rSZOIPLuNNhVhklA2Fl3VvPjyOV++PGFdrH1LBMfp5Iqz2YSj7Da9QY/WaUyjUVHC5OKCTz78kKqq+Ozjj/jyy6fsD/r86Pd/nyiMUFaghAIs07NTzl4+J0wSr3mfpVhrCYSXa9ZCIEJ/hLXOdJMnXhJW4dsqcT8mjEMkpqsOPZ/FtB5N0HVNXVU0dY3RmrIoKMuSKApJ4/i3tm+/usrFgnxR0kyWqOFrRFHC1eTKi8bIToNECm8Sph26bre9eqz3MxFCofGaAsNsQJp4EjACqrrtJgB6QEces4bxMODNBxmfnSz58vNLfvTDN5jNU9683+Nq2vLgzoiicXzw6QvefnBAY1o++PSKZVWSBWGHajoabWi07XgYXXe/G9fz7oGb+uRG33ET6LaFhf+u3fQHnM9NbyIKdCTIzbNsn9NB2o1xO+c6XQhDICy9XkIv96qZ5+dXJElCliaEShAFAdo0gCSMYgx07U4/XWSdpZfG5HmO0y1nJ8+J79xCqrBL8lt02yDiPq7jR0WRF3CbzuYkecog9xMIgQpojSWPI1QocGxaqhb4Om+VTfHmfCIsuou0adlur8lv3lffmAA8eBCybues3n9EL+3zvT/8F3yymrMQc+4/eIBxEoujsZLDg2PuPbzLbDZlZ3dMVTcM+zmTqytk3CeSMca2tPWScc+Q2TGD/X0ePZ6wNhozN35uujT81aMZ/XyXd0YRB0cBD5YFV4s1f/uX7xF30rdl09A4wcXKEGQpt1875ofG8fHzl8wuryibil4S8+YbrzNdFQipidOY2WrBB58+Iu7t89b377M77JHEkTd5Wa3ZcZbXjMBczZGBYPlyzjSb8GxvRrG84khf0Q99gB1kAYHQGGkRzqAbz9yvLYyGCqy3jO3lkjSCogYlLb285mr2mBcvDgnv3ScJQUbGj6wJTaAiAukNNbSRtC1IWYFMCcOAqrUsV2viNKfvUiqjMMZiZECSxz6Ia0erIlbLNednp34ERkriOGaxWpIMc5qmueH012GuQqICRaTCr907Dj9jfIO+w9ZU5VsU+Ddr0bks1nXFbLamqFc0dcVRHhK6lDDyHt92veDqxJL3cwZZTNU0lKulJ0Sa1vtbhAHr6cTL/QZeX13guHvnFmEUYbRnUQZdC8Q56OUZ1lrCQNHr5azXa6rC6/pHUUQShhSrNetivfV+kPgZ+KbVnTufP/a0M0htCaVi3VZEoUKF3uu8kAahDEIpzouGs8mMwIFdrGl7kjQM0U4gnMJGCWXbMitrLuuK1ijy3g55njNfTen3hox3d3l5dsXTZy9pGs2dO7e5feuYyfSc05Mz7t9/gAkTVr0Z6/mSMElwUjAc7UAcotIYYyzFYkUiM4a9PlmW8uyLL/hfTk6wzrJeeebz5x/9ij/5vR+SSN8PFU6wKguuTp/TViW3bh/R76W+dy3Dreuc6tpO1hlvRe588iokBIHECIdSIIWBZk2o/D0ljOdxFEWB7hwcjTYMBwPa1lBVlyRJ/K3az5EV7CiJdg1EEiO9MNl8XWDizrhHeD8D0zSUq4KtZofc3K0CoQT9nT47e2OCJNn22herNWVtkUnQ8SgESjiGeUK1MtTasigdTVHx9oN9Xk7PCWWKcwblDKPMkaaSxCTs9gXl2rEzjvm97x+SBDGPXyx4/6MXgME61X2GFidcp2zpk4BNVS+EV64ED/t7+N3zDxzCTwVsihrhVfhuJgvA9kjzmkCOQG3UQEAb31U3TeNbl0IyiHv0ez0uLq64XK3p9TJ6edpV4A6rPTfGdhwTd0NbIgx9a+V4PMAZQ6BiZCQolguaxrC/uwvCIzAO31bI+32qtuZyNuNgNPb6MFKAEvTynK2rYsdr+fpA7lOda9kluLaRv1aE/U3rGxOAJHWEPcfs9pT5hYVPPmU1XRCFijQJCcKAorHsHhxxaR1/8eO/4427t+CeP8C01qxWa8pGk/QSnjx7wfzqGTu9lkKOaSJFaVZ875bk8dOSppijFAz2hsioz3DsyKqCu+OIZ8ZwtigRgfImOm1NVbS0TjAvahY25gfvvs6w95LJdImSGXcffgeZRXz0/kc8GEhOGsdCW6xV7Nx+k9fuHTLqxX7GXhvml+fsB4Y4bDFBjQsUYxWSxorHjx8TjiT7ecCq1kglKFeWVIAM/S6TsafiRqEjzfq0jUWGKYKa0NXkAkKtKRvL7YOY2fqS6WLEnYMjsOdIGaCiIaZtkYEmChWNcUTK0rSWIEpACgLhCOIElfSQrcRqCIRG2AbnArSxBEFEpDSj0YDBcEi5Lqiqisn5FS+en7B3fNg5Xfl8XMrrHXZNMdk2BhWDGAAAIABJREFUm25sN+E1vTulLc+d2SQQr27Lb8Nqu55l2Ta0piU2hl6aEAUKGr9H27amMZo2UrShIgwktm28RbQDZa03PrGGpiMJWeeohSMIBCYOKao166KmNQajNbpt2fAoN8qItWlpmsZ7Y6iAXpLRz3OCSGOMQ1uNNY4AAUJhO0tVpSJkGNE2Lca0BNbgakfQKkKtSJKIMIzI8pTWWs7PL6gdNMahy5rluiSNIo73DwilIk5zTF0zLSrWdUkvHzFOcoJIMl3MaWtDHKWEQQwoBoM+w/4ORjua2mC1IxEBRH58sS5KpJIEYcTu3pisnxMlCUVd0WhNuawR1tFUNVhL4ZYYq6nKgiQIuHx5wo//4s+RdoNCwbwseHZ+TluuSSJPnHV4QpVwEq2tn2xwMF8sOHn+jCxLGI0GxHHI2eUFUeyFYi5fThnEHtU5v7zi8nLCxeWENE3Z29snyXLCIKAoCpyD6XTKzs4ObdP+NrfuK+vf/o//jqv33ufpr39FFAQI4zkQVgpcKEhkJ2OrFE3beh5Gx5PY3I1CKgIliFNvm75pjRnnmM6WaCuIlGQjmyWVYLYyfPz557z58B5pImmbmvFezt+8P+MHb/eZzxcMBjtEQUgqJTpS2Ebw8P6Y8/OKL09WJPGa+arie28d8fxkhnENUkpMA/fuHfPZk3PatsQ5T3jzegKu8xnozpiOr7RJZADPQdjwOdhQDtnKGjs6lUnrEM52yeC19ocxmtnVFXke0E8Sn+xLyVGnxT+dL3lxdsGw3yNNPAFY1wVKhdfdi+7YFHjPhfHOECEkL8+uqIzlYLyLUZKqXKM7Ey8/NSW8p0AYUJcl0+WSQZ4BnmtgOp6Qk1ss5NVA3gX2zVTE9sx21zLXbKZevmF9YwLgAkWoFA/vDyiOd7n68JJMgm4169WKcTbA4T2lryZTUqt5842H3r0OeHbygquzc4rVGqtbnpycME7WNJWmXNc8rr7kzaOKYRrw/CIBAp6tAyrV4+03bpGZc0Kn2B0ljFYtp4XABYJMKmzbMpnNvXtbpHjvl5/x7u+8wcPf+SFvWMG61Ly4nPDor3/Kvb7maNDn0XM/m93fu8PD117neK9PHAUsyhZdrylfPOVIlbhUs2hrjBHsxRkybLiTWy4c1E4QhwrdaGzpsLEPMIGCMJFY7UmAuvXVmG28kE+QpIimxrkAq1qcsrz1IOWT58+YrI84HIwJ4x2CeEwr1hgzJwl9z6tqDdo4IuVfVwhQUYiTAUL6zFRlOcK0SKsJROA3u6sJA0mSpsRJAh2E1jYt/Z4nbfr7aAPds9lGbFiDG87tdXy/7iqJDbu4g9luJt/fFhm11jnWRcmyXKMx2LIkUxltNzamHSyLykusLpeURjNwjtliznJdEAYBTdNijfVa7OCTUOWdH83Cz/6jZGf+5HXxQ+Xn7uumIUtTRsMBSMn5xQXL5ZIoDImimDhO0NrQaoOuO2c+uxm5DJDOMsz6KKWYFzVBFKECRWm1v6+s4+jgkIPRkLy/w+nlBWVdM9rZIQoiqnXJ1cUV09Wa4d4+gyRD5ilutaB0Fi0l+WhAlEXkvYzeekCchDgnicKQXp4RBBFpmniFNhkw6PUJVchGnjfLekxnU8Iw2vZr4yBiPp8z6A8QbUVdeMWz8XjkvTiMoZ8mZFHIej7j/Z/9lCjw6IcFlnXNy8kEkSS8eP6M2WTCeP+wg179+J6wmkA7Hv/qA/7D//YfyPOMO7ePydKUy8tzEBDHIbPplFR574bJfM7VZMZyXXF8fIsf/eiP2NsXBGFC3bYsFyvatkW3mjj69rQA9LPnzL546s19FiVu5FiWJQYIER7t6IJFXddYrbfJ/SZ8KKG8ME4S08t7G3UArLXMFgVCehI30jsFags/++gEgWFZfs5aCz58seLJRcWqgbKqGQ8zzq9mxElCoR3SaZy0CGlwsiKLBsyXNe883EUpxUEvQShDWxnmRcX3HvYwyxmj3UPmyzVfvpywM+hxOV/hNH6cD99aHfciLqc1Tm5OJYGwDpz10tawnUDcHkXOqw6EUnoXRLoWQNtireFytuDzkwXjPOf1h3dJ4hDZXcu93RFN22exWFLP5uRZ6iv9zvtCdLbRnonvk3ahFDjB/t4Odauxxif1KvBcnKb1SWWgfEtPoVCZYD73502SxGx4WNZYCLtfY3MAb36xV/mROGe7I9ehxKYo47pv8hvWNyYAcZSAinFhys5ggHhnzt1C8ORxy8efPeXdfMh0vuKLJ8/pC8cf/8sfkeUJtW548vyUjz78xF8sGfLs/IIorBj1FdN5H+KEcXTBD94IObuwKCF5MW94vI5II0NblbhQQ+xYOsdaG7IsJJKSQRpyfxizbh21VIx2R9w+HPDpLz/ki4+/IJAhuizIZM0PjiL2Du7w6KLh0+fPCfIx3/nhH/HgaEwv9QI5VrdcPv+S6Oop4aiFCP7Pn1+QpZL/6U9fp2kElVHsCcV5a+kZi5k1RGvBooDRWKJSqLHIwFcmVCs0ISpS3Wx9ggslsTJ+RtQYROS4uyc4P3vOwfh7YFdg17TNDCe8eldT1syXFcPBiChMaY3v+ZWVH1HylsleSMiIEFs3hElE29QM8oDVbMEL3frss4OnJ7MrHriHW0nir+vdvwJ//oZZUreh4Di86MaGfQ0URfFNW+ufbU1Wa8q69PoEUcCiLFlb78gXSR/EamcJAz/7XLWasG6weIeuKIzAOZraO+oFQYDrZvjjNMFay/x0RZwkjHZ2mMwuMFqzM9qhqAqWiyV5lrI7HhMlcWfC4ggDfxhUdU0Yej0BrTV1VXeJhpd9DaSirGs/MWA7q1Pr9wZSYoxhVVaIyZSy1lRNzc7umKZpWC5XpKG3e51NZ8yLgqwseHZ5xtXsikq3jMYj4l5CaStMZah1i60si8Uc5wzjoVdNTCNHWS4oC590XC7mOOdY1hWl0aybBlesUReXZFmGCAN6vQFxnLAUBaPdAWmboJTk6uqSpqq4c3RIL80oFnOUhcj5dgtSkoUBUaBY1iUvXrzgxckL9g6O/ew+HQG1FUzPz/n8k09p1mtsVfJoPusEkHyibDvDl7ntkjhtqBuNcoLLy3N++rOfYq3g/oOH3L1/n9OzU548ecKg3ydN7/+2t+92ffyf/hMHB7cpdEz1/JxhEDKfTqiwZKguGnhb8KaqPFEuimgbc4MFLkiyBCElaZpAF7ja1nA1W4MKfWLVVdvGkyYQ1jEtvF/CxbRCOoER8MtPzokCQdM64kAy7l9hnODlrMacg5LQOMXVcslx3aNe+fHv470R/V7Oi9MpZxcLTqcL7tztoVzC3juHDOOUq2WfMFQk/ZizFwuCKGS3B+99eEkUBiyrBmMlzrQ4NvLqcI1aet8UacHgSJLQCyXh0VqtfetHhAGVtiwbx9V8zp3DfZqmwSGIAu+2Oh6PcNqwWi3RWv9/zL3Xk2XJfef3SXfsNeWr7XgMPEESEAkytEFqQxEK6Y/Vy+pBnlwuFSIBkIQfjJ/paVv2umPT6SFPVTew4KykB2JyIqY7qiuq6t46mfn7/b6OPJ8mc0SM1sQ4yXojiXANoCRSpmCfTbtjHDqctXifYMIQkk9Lokmm+OGmbRi2O+azOk26iNw4mcbbV/cSfJW3ExJx+y83BYHkFQfBL2nGvrQAEFmBdxGT10S/Zblc8K1vwMU48uuP3qM8OMT1I7uzZ/wP/91fsTxY0PcDXzy/5F/+rx/hLleovT3+6ZcfcrofmM80uc4IZp9ZHvj60UBVa/Qm4ITkk21kuVDkoUNFiVYQleQXZyuuR8u33rqLsY5d2/Ct+xUfNgNCOEK3xpq7/OAv/gzWz5DdhrqYky8eklXHXDSRn3z+E1R5yJvf+gHf/MZbHO3PEVLQ9yNnT5+w+/BnvD0byGeRPNe8fWcPnYE2EYSmqjXt4FmUkouVRcZI3YBA0biImgucjFS1wmvwjIy2J1sYoi5QSoCuEVgykeFti+0t+4uC56sz1ps77C2W+LhGsEGrCqPB6NTFaClwtgeZI7RAm4GiKrEWUBapUm67UoFFpWi6gJKRkzt3OK5rtpstwzBg7TAdCNOj8wpz/9WUwJuVEqVe/dgrJegEBwi4dSAjpjz5bhi/7NH6N1u7YcCHSDWr0bnBDh3brieESF2kJEW0JqjEfUCpV9jFL02OAje4oScQ8NFTlAU6M+nyQTDzHqUUfT8kV8GYMD+tTYrBlpK9xRI3Ovq+Z7PZELxnf295G1NqnU0W0UrRjwPBBtq2Z7GYkRlDP/RYO04+5Rmj7Tm/vOLx0xfMZ3PuP7hPUZRsdg3bXUO2V1DPZ6w3Wz57/AXbtuHpi2dUdYkpDG3Xc3Z+fhuF23ZdSpiUEjNFYFdViVSS84tzzi8usM7T9ANGa7quR2ud0g2952q14uIqEan2lkvqepaiUaVA28R4LuqS0Y40XUupDCJK7OCYmxIjIQRHHzz7+3toYDc61tsd0UekikTpCRMnKmYSH3oO9woUIJTCC5mmMjGiREhSsJA81QsfE/YfYBhHHn3yMbu2Z7fb8fjxYy6vrnhxfsZ2t+ZnP/8p//6//2//MA/u76znzcDOWrr7p+w++BRztqaMkkIkJYSUaoLkBFoqlJiCxVL83yTrVeR5eh6rsrzd691gWe9GkAUSULdYugLhCVMUu4nglMMikU5ifcSGZNXbD5HtMCZ4UEQUGhsjv/jwjH7ssb94yvF+ydm6ZTkrWXUjzdgR1CFfe+c+B4dzfv74BW+/tWS76ml3Wx7cO+XRZy+4d2ePXZdC1L7x5jEPD2d8+PSScRhB1TTNyMnpCX3ruNhc0fee9e5l6qsPgbrKJjVUalycc+AdbbMly3PunJ6Q5ymN9enTc9Zty9uvPaSclcgYQUv2FnMGa5N5m3XMZjOC9xP5UqY9rhTR+9t8l6o0ZEazu75iu9ux2NtLDcU4pAJACLQ2OJuKgOfPXqCEpDp0yYCNqegH+K3r/oYT8XLCc0Nw/K0Y4P8CFvvlBYAqkE4gzSHRbUDkHB4s+evvlxw8Ufz0g/eRquKPvv4Gy/0l1gd++euP+fgf/4nZ5SUc3KWr9+m9S1a5wXKxGXj/g1/ww+8eU9XgPOw6z3bwLI5KvvVw5NNPIrmJ9M7xZOv55DpdJlkYCT4wN3A8M3yxHdiba374es7Z9hN+/tGG4/uvs3fwGk4Kmm3Lk8+f8eHnT+jlgr/4b/6SB/fvcny8jxaJYbm+vOTsn/6Wt7ItJ0eCoCJIwV99c45UYAeJdcmytJjPUbmhqAyfiHOazUAdBewEL64thMjcKOp9DQcQtKDrR3SdRp6dVSCgrjKMFiwK6KNnljl22zOWeweE4NJhJQJKavJcUTrNerfFxx2mOESIPMEBzqY8BBXJdSBGS13lHC4MdRbxdkAqRV7kmCzNkpx1XF1dpwjQKfTn5s/fVwSIG5zrtx6MVGOK2/HSzfhf4Jxjs9kyW3w1bFR779BGYxHsmgYbA61Nm2tsGkxm0FIxjJZcSgplCEh8gL4f0dpglE7JjVIngqVI75n3AWcdRVEym6eCMs9z2rZDm4zjk/q2gHDOc329ous6rE3P802Ko3WO1XpDWeSJ76sVQkqscwyDpSwkHsEYAlEqopR040hmMjwwWIfOckxR0FuHzjRSafKiRGcZPqbPQQg8sNzbZ7aomc1nnJweIYUg04ZhGFJmuRTM5zOkELRdB0TKouDk+IS6rhldYDabo1XKNNATft40LWfnZ2x3O6SUKZcgBLRSEy/FYIyhqivKoiCMI83Qo2PysB+CS0YvU3Kaygts21PXNUVRkBmTDj5J6qKAvf093v3a29j2mrHvknzR5AzOJ5c1GdDT1wwhEJwjzzR9P2DkSLfbEcaBLz79mC+EJMjI6EY++uCa7CsEAfy4bxHPnrLYLtl2LU+fP2V57yG0V6hcIWOGEhrpA/22TSz34G8x8Qmlpp6V7B/sUxQlN/u26QbaziL1DKQkiESaO1kKjo4P+OjRNd1IUpoERaYEBEcgElAo4i2jHzFZ96a+nH5I1s7nK8uLzUCIks3uDDu5NZ6tPyOXksePNcHBex867t/b43LdUVQdTT9w2YyMfcCOgflyn5++9zHz/UPKTHB8fMjF5Zq7C4E4rHhtgMwU/If/9B4WlTIMQqDKzK0EMBLw3gGB3WbF4uQ+SqaG03tPUJrNCD/5+Xv85Q//hOhsyk2JAq01Va0YR896t6UuK5RK3Aql1BTcZhmdI88TcVVrzXwxp6wrrs/PqWc1QqazUmV5kvrJRHY8PDqgaXZsti2/e3vfyLJv+ABBhJfN3HRGvypy/X+zvtwIKFqCzonOgDB4MUNXd1mqlu8fvc569/e8/2jH3h+9xaZp+dVP36P56a95vRsYpaITguLwLr3d8cFHa/Arch05qEHInn4ckSqNPn2M3D0UHNaeD72mLBXNUPLjR1t0PqfwHVlwPN31fOc4p1awl8OL1jGvJd98t+KLp1t+8ein/OMFbHuwNpLVS+69811ee/MtTo8PkgxDQ0TR7zasfv0PvKEuWc4k3gm2TaDII3UJVW7wZNigQHkWhwt0ZlitI197cMCuWbFpGtoxMq4hrD3braDYavavNXmt0JXGzpLuu5pniKxEa4UgA0boehaVYbXb4u2A0Qbrk/GEC5a+G9K4KCswKk9dovXMc82n11fsBoco7iRjlDAgncf2kUxrglJoeYONvRJwMcUS33z8961XC4Hbz3k57+fGn1Pc2m4kzGqzTpd/Is384VdrR/bqClMWjK1HS7Bty2gt42gpioJ5PcOHiI4CaTK0yRndjqbt0MogSsWNydIwpglKnhlMlmHyHFNIDg4P0uERIkdHR8xnc6QQnJ7coSpLuq5ns90wDAPOOcqyZD6bp6jQELHeTwFTJDOocUyHt9K4EOiGAaVEGm/HRBRq+p5hGBBS4mNktdmyaTt0laWBYICL62ucdbTDkC5dkRj2usg4qipMnifjI0BISaYUWZaOhW76+jEG8jyf0tTShdJ1XequvE8H3jimrr5pE4xRjAzDSAyRXdNiraOe18yXi0Sg7TqiVBRaE4aR1juyGJJUExhcUkogwE2kNsFLdzYXbzId089TFgVlbkBqdqPlxYszXrx4jhaBeydH7O/vIUQywZrVNdY6vA9Ya5ESnPfIySZQkoowptf7VVhWG/wwYEzD0b1THj1+xheffgQ6FXQ+kmRn48huvUsFAAEh0pg5CoUQAdd1KUlSqtuifdf0jDaiczVd2yk9QJmSdhc4qDTlQUmW56zaDj/2GD1j2/dcbkey6PGo5DiJgJhknBGR+ADB4JVPhFrhk3MzSd/e2UiHZ917wMOq4aMnl4QILzZPkNFzth7RUrI/y9i2lqerkRPd8b13HxJcR1CK84sN9cGS93/9mD/+1hsEzytpkwGpXkZQBxJEpJQhV5KsqFKEvJyS9yTUywXVwQIhBVfrLY+ePefB3fsc7M/RUlKWhizTDEMyyCryjCLPICZfBm8d22HNrK5ROsW+KyU5PFjQ9SO7puPw8IjgHI40MYjBo7WmqGcMXZfg+1dCmHj1b5MzY/oNxleatJtd8ZIf8GXrSwsAt9uANmAHhErYs84P8C5SKck3Hhyy3V6xbjp+/D/9rxw/u+SODWRa8p4PPBl2VOef0vqOx599SmEkR3tLdntLPnh0xndfV/zZdyqudwN9t2MuNf3OE2KByhRPtvPktlcL+lXDZuewo+PhwQwlPbkYuL5qGN+oUMbw2l3J/GDJG80pH78YuVj1jD4SfMPm+jl1pZPfe3DUWtK89/fccx+xOJXEqLBI5kXKpS6rnDwr8bJElDm6KDFVTsRRlhmEfUqTcXLS0fUtUlpksFyeWdaXns8vHPNNxr2TCi0jvXQMtqM+VEQ5w2iNdxtyLahyx0XTsGt2HOzfRasRU+wjZIYQF+TOse0CHk1mEk7nN5tESikkQx+J3mFsQ2xH2mGHKxZUVcnQN4xlYonf4P0mN7dj+9/u9sVvTQF+n+3vdOtzywqYcLUY4PrqmrwqKMviNlHtD70G71g3DZ2zDNaijGYYLIMbAUHX9wRi6qaniN+95ZKyLOnaFjcF/RRFmfT064jJJHVdkZc5WZGjjGaxWCBECv8JU4JdDJG6vGGYN6lT0Cne9iaoyQc/pZClrai0Zmxaur5PFrxK4iO0/csCIExs4hgj1iUJXDdMhaLW2G47Tf8SaS9dAElipYxhsJar62t2bcP++R4xeIJLrGhBYn+LW/+H9Frbvk/qgnEAUqBPSuZLcdZaa0IItG1Lnuc451mtVmitKcuK5y/OWO+2HHuHUAKTZxSzGd12Rzmf0e0aGDp0XmDHkfPVilwK8rJE6Jxx6GGKjEWIyd0Prs7Pef7iBWEKPXry+AlPzi/Zth1aSWx0PH9xxrZpWM7mSClQE7xhjGY+n9EPjkDiWAQ8WM9iPvvK5FkAHN89psozHpwccXRwwOxgj/efvkCVhtEoNIFMa4bG4txI5IYJfvMaUujRo08+o/uz3e2+TXbLW3yQGCFB3Kj0BVmWxu7zeUHoR4STZMJTVBlVWVEUEqMi+/M9LldbBAUeSdumULLBiuk5tThnqGdzxm6gHW2CZUTyZ1AxPZsv0wclQgR6G4lohAOJY9VYIi2BSPv4imcvVhA9ZVGiBRw0nm6IPHl2lUyMRUQEiCGgZLgN2IpEnHcTTg55UUJM8usYIl3XU9b7VNIjY0xqGlXw6OlzFrOK0Y1IZTBaUZVFeq3DSN8PKS/AZCwXcyKw3W4IITKbL1BGYbIcJsimbXcUsxnBh6RqUZI47Tml9M1Ry+9e46+6/91GH4eXUsBXJwcifrkd8H+hALgmMuIjKCPQdUnUGm0Mwe64f7xEaMlPP3pC/PgLTouSslZUecZpUbLrB948GnjvyQ6iZ15oTo72ePDm2/zjT/6Zv/nRBaE9pBeRDEudWV6cQ17vYUXJ2cWGk+UCt+4ZlOCsGTlSgmWlQEOdSWbS01m42gbaneXHH1zzq0fPuNo01IWmzgt+9fyK+w8fEmzP6aJi3D1lWTU81Jf4ZSIgjg2QC3IhqSpJVgqEStnxpjDoyqCKDALojGSW4ytMoVlEiDTIuCWfWx58HdaXGz78+TWPLjteNzmlUYjMI8YWoQTS1HgUWgUK5dkrR5rmgsODe0iVo0xBFJq8rHHNhqrI6Z1Eypyu9/RBQFaQC4mwApNJtKnQWrLY32NlDdYGfvPPP2F46zXe+tp3JwlMvI2whN9/6f8uFPCfTQmmzn/6K5FIs96SFwXz+Swxi78iGmofI5tmh+rT4aadIRKTz4JKpCnnkimMF5M5j7VkxpDneUr/ioGiKNKYTkn29pbUszrp+OsSpCTLUqznbDZLmzfeWJ4mbXpeFGy321sHRe89u2aHFPJWLZAKhLS/tE+5ABGZRtEiImRibCudujetDYgxEYakZjFfUhQ5l5trXPA4F6irGXVds93sQAjqWc1skTT5w9DTd11yPLOWLDMorSirEilIUcfBU5ap+6tnNWWsaHYtzoVEJJsO7SxLYUjiFvKwZFmOMYamaTBGI6XAWke76QjRc3pyQlalPIUn5+fMq5rZ8QnWB4KUnF1cYuqavYNDmu0mZQSoHE9SSrRNw2/ef5/LqyvWV1dcX13ST9OMe/fusrdcEN1Av9vSdj3rzQbnXHJ4BGIQ5FnOYFM8sYjQT1JFKdIe/6qsLCtY1iWLeZVG/nmGyBKhTwWPRDIvSobLFTpGvJKJvyMnG1khIThMrjk6Oro13vE+cLXaEaVJTnrTfy7CJ4/WCAHGTBwAleSyhZHMqkBvPUpADI6DeUldVVxvGqSDu6fJqTAVUZLHj895cFix2nnctSNEPeHUKXAoVwo3CpBpusOEbydqUZo2hmTnhIqREKEdIUpF24yIGDnb9AgEq89WU/EzBeZE0CIgZLryfQiM40B0Az4G8iKH6bkJ3jP2LbP5EVFO+Qfes3ewTxaSsuvFsys+f3bOt7/xNY73Z0iVivkQI/3Q04+7CbLKWC736LqOrmvJKdDaoJSiKjW0Lf1uhzJZahim8X5KctW3aoRwm7P8Cjl7UtvcaBFftQW+KZJvzuYvW19aADx6cc6bd2v6biS6kPS3uqCzI4znRNfjmgjPG97OMo4WhmqpiJkis5YfvHuXh/cKHl12ZFpS5ZG7+54PP/g1z569QCvFj9+75jtvHvHmnQVVrvn43DKUgfc/uiJsW7TKMHgyKbne9Xzn4YJoNH2IFJng+2/MaZvIex/u+M2jLf/yccPoIieHC37w3XeoCoUNI7PFjHHzAprnnBxaDpeK6ARtVBAV/c5SZBIpoczBM4AY8T5jfbXFDBUH5oQsyxHoFBcpA0onI5koZuBKlnstAc/y4JjTuyt+8p8+4ZOnI6+FgkqAryJKdZBJMi0S+aNQBCl5uusnSUdGs92iTM4wjslAyY0YvcBGGEOkHZLsI880JpP0o+Nkr2IvjzQe8kwRnYNqj5M7D1+GYITw0sDi94z/f3ci8Lv/9vJjNwUEtNsdpsip6jJV19YyDMOXPnj/VsvkGSqEKagoYWi5zvAxaWyNSV4IEkmRZVM136fu31q00ay3G6x3OO8YvaUfB9zGY7KMwlqCgLbvsc4nDkDT0Q8DVVkiInRNly6/sU9mNtN7eHl1TZ5nlFWVkgeHHhPSJZzlOc53WOfI85yiLHDOEqzDB09VVSzmc/phQEqNVpq9vYOUMKji9PNGDg+P8O6maEhuYXfu3CEGx/7egnEcaHY76qymqlKo1/7egs12S3N+nkySQjI0OD09oes6rq9WINLINMsMRV5QliW73Zb79+5R5Dlt17JardlsN2hlmM1m+ODZbDYM40iWpYx0KVJH/tqbb6bwo75D+sB8fw/lHdfbhsePH6OQ/PBPf8Drb74FQjB6xy9/8Qv+/u/+ju3VGaHfUeSG5XLFz24KAAAgAElEQVRJ5lMkc/CeTGsoCnxI9rG73Y7r1YoQIs4FmqaHqYASUuO9I8bAdrPGmOwP/PS+XPvzGQeLMhWaQrLatomfIwKeNO7W2jB0PVLE5CAaIXiJ9xKkQuE4PDzg4PAoTXpIdtDrXY/QxcRJmZ5PIYgq7fnepkJomGwRRhvYtDvChPVfrFqqMkOvG/rBA5rLdYfwI3VdMQyB3ko2bcvRouCgrlHG0LQNypSsN1vyImMcPT56Ns1I2/n0M0SPkAoRFUr4qXmRyClUK0xdsiIpkQLJ+0OI5BgY8AgpMHr6xJDOwL4fEWPP4CNaKYjJ58NZSxQhufVNl2fwjryaI+0IAnrvWRwe4ImsVisurrbcPT2hKAyzqqYfepqmwRpLVVYpKM9our5npCfLCpTS1FVF7hzWetquZTZf4IeWph84nM+RUqJVkhnGyc8ghikpULzUBUQmWtbU4CX7YBKR88ao4F9ZX1oA/N/PZszKFWWWfJGb3RmPnnQ8fzHQX47IAcY2ULvIw8OaeqnRearU3Cgx89eplwWv3Y90vePRoy84W31MN0bu3bmD0opnT55wvep48+0jNhvPxdozbF+wmM9457X7bAbLdT/QEClC5N6+RMQR6wVSwVxHooXPrho++KLh+PgE5wLBd6AUuz7StAMv3n+Po2/OufOOYZSwixC8wNQGEWA9WLZbyWwR2F07Np1j18HmvGfYOHSRMXt9zbvfPGK5PKCsK4S0RKmxbkTQ0zSeLM8w0uG8xhR7fPNPX+Mf/uZjPn7W87osEBmgI6aOBFFyc8bMlaC2SboFOXbs8cGjspIsKwCBl5pMKgodqDKBq0o8fhq3C4IwiKJAjIFZqXCj5PDkiP3D4/Q5091usuy2APj/4nZ2Q2i7WSFGdustgx2ZL2ZstlvyLL812/gqrLoukVKx2zaJeasUKlNY5+jcwE16nFaSWVVTFiXEQNu0eJ9w1F3TMNiREAPDOHK9mpLBlJpOH8n+wQH9MNAP44SR92lapDRFnrO/XDCr62TSYsck1xpHQozJRTAE+nHExZCkhiJJiyCQZ4a9xYJds8W5kb7vWCxmLBY1bGAYRvKy4mBvOTnjjVxcXqGzjKLI2N874OzykvVqRVHmGJ3MgzarFWfPn6G1Jq9z+n7g+nrFanWN9Q4mVvM4jmitOTs7Z7fb0bQts3pGCIHNZostLcvlgsViAWwxWUbTNgghqMqKYRhZb1bECEVVUpYF1jqaXctsNsP5yLtff4f1asPF48fpMZWKssgRWUbfDayvr3n65DEPHjwkTM/u8fExUim6ruVgVhGjp+06Nt1AP9jk/iYCbhjouiHBZ0wX5TDQ9336HYdAWWUTMSuSGcNi/tUgsd6swkjms/LWaXTTdrcmMTdmMNvN5iV2TCLy3Wx6iULqwMHREbP5DGLa+10/susdUmmElLcmOjcKoUhAiilMSXDLSE9ufNO5A2x7//L7Rs+LsU/d+2aTuvfoOb8M2KEi0wKlWvquZW9PU2WwnOesL7ccHtR0lSZIAzKnGy0ER9NbigIGn+GdZd10OHuTkRdv3Qtv9TsJKE/TPiPJMj258KUJwDBaMu/Ii5pMKpQ2iDCJ7ESawqnJ7vdGBq2URPiAMhmLWYGRil3Tcr7eUtYVSxKxMs9y9rTB+cC2bVFKUuQZs7qeAr96TJal76ES+dAFxWa1QghYNy37KLRKhX2cJhchBLz34CXht6R9gdu4Nkliyd7ABK/8//etLy0AVuo13r9o+cEbMLSeH/3jOauPOuYyw4hIpjS11GQmYjKQCkRegJLkUSQhqJ6xn42888YDmrbjerXhwYNTTu+c8Ov33k9jQ5MR9ZInL1qa2PPmg2PeefN1pMyJV9doCc1gOTSSOhfMM4cSBi81oY4sbeDZKuBdYL3ZcHh0zGrd83f/8HOCj7TDyMFc8/2vldTlnL/5xRXvvBbI8dQl7JeSypR8/gyeNTOKXUe0CoaBPSnBGNohIj6z/Kq75Jvfl5giR6oKqQxKZ7j2kkz1jL0iZhrGHhEDXpTcf+eE93/ylP1tRl5myDoitwPlTBBJngBEQQwdu2aNUTVtu8WUM7z1GJPIKmgYfYOPmgD0zZZB5ESRY7B0Q+Cq8Wjh6bsuPQvjmJj+QiQZW4yoV0iAr67fNxF49WM3xi9CpCp6s1rTtS2Hx0cURU6R5/RtxxhBZ+WXPVr/ZksbTZHluHFEEqjzHGstnojREmMMbrQQPbO6ZH+5YBwGitzQDwFnLSEEuqHD2pTQJWNitmuRyGpRwD6ASB1mXdWAoO1a8izJ6EIISCVRQeG9IsZAVVVoraYUTYE2aSw6DONtmJJSye425QQkHFOIZA+stUIbRds6NpsNR0dHnBwfcXEl0UrQNTu6dse9u3fJM41Sgrbdsdtt+c63vsGYa7QSeO/YNTucS7YrTddijJlsdWXKDSCy2W1vC7sQArvdbuIjSLquQ+vUQW+vtrw4OyPPcsZxpCwLnHcopWi7nkhEKs04jKzdhnEc+ZWfbJOFxAZLled0dsA5S5lnKNSUr5DgGy8ib7/zNn/xwx/yt9srjhYlzllcAFOOlPU8FQB43DDQNGn6EkOgDhW7ZsfQjyyOluy6Aessy70Z1qbwqP2Dg98jf/nDLRETTiycpwtpCogEJt2+0RpvHcME6cSJFh5iuhJTV+9ZLJeJBzVdjtumY7Sg8okrwg2KfGMCBrdA33QR3hwJ8RUY8OYvYvpouPn8WzWaorWR9mo3vR6JFHCxu0YIz+V6TJE2MkEVdS1Z1JL9OufFVcvpsqaeBbLskOfPnnG8d8yuaSErOHv+guViyaZpiSFiXUgEyMnCN5OS3Kjbhsc7hzaGZt3grMdoRVTTZCFGIpJcGwRjClYKHi0VelL/CKVQOvGxBq25++AeVaY5u7hivdvx9uuvY2SSFVdFyTiOdG1HZgxFnoy82rabYLIMbRSzqqIwjvPzM5RI566SKpFRRcLxo0ycCi8C3k8uhwDhpe4//aom+l9MD0D8kmC2Ly0AzDjyq+2Ch3trnny4o/88sCeyiU1rKAuDFwFjBHpRo/dKsmVGP4zUreXJhx+TScG3vvk9fvbehxzt79G1Hc12w5NhgwqTQUupaC5WDNbxtXfu8Z1vvAW6pmtHZvMZWgtMFDw8yjHl5ALlfXr8JCwWkWWVcNFCC8Z2g7NjilQMjvtHOX/9vT0e3j/iw88kNgRO5hntbkCSgyzph4G5UKi2J1eGQUa2KJCC4B3LQnOnynGd4osfXbN5t+Peaw+o5gcoabjaRmqTyHh2DBBGvHVEZ7l374jmrZbxyiG9wnUemzny0qGMhhgZ2gguEMcVFBXBWfzQI3JJiAXe91SZRJuCvLFsWkcj58zKAjORt5AKqaZY0AjdaGk31zz/7D3q2YzrzcB8cUBZTKlYv7P+Vcz/Zn9PG8g5T7Pb4YLn9O4dYgzstik6t6qSLMbZr4aN6mJRQ0hRnEokA5RxHMiMJjNpDJ0bQ1EUCGIim0UoyjyN+8aBPBo2bZM+N88RAgZrk2dACIzO4lzCkbuuAwRGZxOGHjgQe5jMEL2n77sk/1EpC0DpFGUrpUSb1JmO1pLnGYvFgmgdSkSGoScGT1XlVFXGcjknzwyZVhwfHSKQ5JlGEKbks5L5ZGEqReJ2Hx7sYbSmKgzOptd9/84pF6s1q82OGCN37pyymNd0Xc/V9TVN05DnhsOjA157+JAQAudnl2Q643q1YjZLCaDGGLIsw2QZFSIlnnUtohOs1msQYnIWrGnblqqo2G13mCygpeL87JwLkaxoQ3Dke4s0zh1HbBhZljN+/vOfcXRyyvf+/M8hMzhr2W43tG3Lk2ZNkWmyvKQoiikY6Aa2ShfaODo263XKsheJrxBCpCgK2tWKy6tLfAj4GBmsY+i/OnHA+0dHbHcN2kWaMPV8UqKFRkpJVZYM24Zg3e2NnEQ/kwKARBy9f+9uSg2MEELkarXFB4GRN+TeG+JYIDB19Tc69HhTNtzIzG4sd1PIkrhhrd1wD2O8jdBN1r7pa8UYk7cAqSkJCAabzK+uui0yRtTlgBI7jBK44NirI+2oMeaC0cKDuzm5sMwWc1R/zb07c84vPad3TvnVR0+53LUpBCkGlAiTxXG6DH3wGCV5ut4glOHsxXPC0FCXFUYElCnIswwXeqIUhABGZ0ibQtKEEmRKI2Qgz3IynUO0ZGXF6WxBDJ73P/2Mo+Mj9upE+FY6I3jHrmlQSmNMkiWmyaLGqFSMHx4eIq5XPPv8U37+sx/zw7/4rzFSTr/HiBIiBXqppFzxIb1/N2TPOBE741T8RAHhdya3r64vLwCwsHeH//iLa6rPG2YAWmIQKGPQRU6ZB7SReC1p/UiRFyznc+6O8PTJmn/+6S/I/qvv8YM//WPefqfl+dkloXmGGy/5m38Z6HrPrNDJAEXC19+5w3xe0TlDUUtsDFRFzrfvHfIXr8HBiU8PmktEKykHvPSIdFfz3Xfv8cff+xM+/eTXbNfPKQrLO3eWPLx3Sudn/Pqzzzk91EgfqTOBFJZm5SnyOQU5uECeaayVHJuSGCWjtRRGkmlNJhT3+8CjX/Ws2o/57rdHitkdFvtHyOgR/ZpxbJJlJGkDKh14491jfv53jzjuBZUVjK2HJchcEKxD64y6UFzuLtH5MVkmiFKQZxIRWrTK0TIjSE2ZS3KTE1Rg1XmKLHVruVZoLalNQZVrgrfs7c/YrVaM3Y5tHzG6nEaDv71+Fwr4XXjg5u9914EA73zCtboWKSVFVaFlMrIRQnxlSICLg5yx0wwu4MOALiTKaYRQlGXJ9vlzqrJivpgTpGDVNBzs7SFtRpSOvKjwSMKuJQRBXc3IhKBpUniPkYlVH0KSymXGJKOevCDPdLKFdg6jNWWRs9ps6fqBulJIKQghMNiULxAni9Gb6cBysaDdbMGnbHKjNXmuUUpSFTlVkUOIGJ1RFBXllHEwq0uW8xmmKIkijT+PDg/ohz6FxRQphChI2KzTtGi7TaP7cRgpT5IX+jgMNE3D/v4SADMVKNZaxmFkHAYiSfYoZDLfUVKhy3TAWWcp8oJuHBjtyG63o+t6jMmm/PMsyV6n9MMiz5Fasdu2XK2uqWYVRVnS7Rqcc7x4/pyf/PhHPHznbebHx5Mrdbp4hmGgbbbcuVslx8YASgqiH+mbHUMfiCFBBCKGBNUZTVUWeCEwTbJmPr+8Zj5PgS/X680f9Nl9dQU3sJiXtMPIk+cXQJKb6cnNr+8HhrbDWwu313JaidyXsO47d+9wM9b2MbLZdSD0rZHQ9N3SZR0ECJcsZqeI3xumeYoOSbySm/MkwQeS+Ir0WNw0paRvK0JMn39D+RfJ8U5M/JwQIx5B8BEbLX1yb6ddbWEdURFETL4eMgxc7QL9qPj40TmzKsf1a4S3U/EzkZFjQKrkvidEamCqMucv/+rfM98/4vEXX/Dp+z9ldXXFxXqDznI++ewjykxQZun9klKlLjsmSMSYdOkP/UCxVyG8QyjNrKyIY8fi4AClNM9enGHKnHtHR2nSh7htDIwxlEVyd72R80qt2FssGIPi6ZPPcPHPybhRBIjJcTVN+YUEFabcnfAyGVCE6ewOkSBvhJ2/f31pAbCXbZiVgcdDJA4OkWfEKGhjJNoBh0IMA2YUybZROPaDx5R73DkqOL7e8f7nz/kf/8Nz3nl4zJuvnaJVZPQ7/uk3l/igeOv+guN5xsV2RMVIWanUGcucdii52LYM48gbc83e8UheJmmIigoRMqLrkhvVVK2yuybuzviTP/4+OvYI29D3I+tB8eOffcYXl1t+8O0Z+7XFKIn1mosXkavtSCV0CjhyjtLkKKmQ1lMUGh8Dq2FERIuWmtfzOe+/v+F/e/4+73675fDwlOjCFO+aNuy8LrAuIlwkKyX1Scnjy44HdUahFG70SV4ZHUZlZEqynCvyGszeCXl9j67v8K5FqIKrizXZbEkgZ3Qp6zrIDJVpdPCY3FDlhtJE6kwyjIHFwT5H87dY7i/54FfvEYVIISC/M9r/XenfzQZOez/S9z3jmAq83WaD84HlfEaeZRPxJDIMA3lZYEdLlhdffqL9Gy3XgYg5hD75cEuDEHO6bkTp5OfddB1527JcLhmHkbPVOh2o/ch8vsCFAaXyBBnoAoJNmKBUZDph5CF4QnCTqY5mVhW4oWPoB0RweGdp+oBQkmFM7OMQAlmeQxQMg53e/zQZkNKwWm2xfYMgTs5/it7aBCMgkNpQLzOePn1GMfSc5ieIIDFZyfnFJYgdp6eneJtsSt1osXEknzp17wTG5Oi8wBQFWsjkUZCX2NFiMkNeFpg8J/iQOpkJf9827RQmI1K2RD1D6dS9hxDp+g4pJGVZJsJsTN3SOIw4a7m4uCDPC8qivJVMZiZHG0VRllxdr9i1DXWZp1S4GJjP58mPwLtJCih5/bWHfHh6gvJLmmbL4eEBV7uWoqwYh4GqmiGDJ9OCvu9ZzlMsayRlOxRljvWRvutBSEyWoUzG1fWa5d7BH/rxvV2L+SKF++gM588TLCQlQQmmSTx91xGcmy7XJM1NhHCJwFJkBQcH+9OoOGJtYLXt0564kTzGRKYjwCIX/NG3X8c72O4Gmn5ku+vp+oHGDjhviS45DwZ5G/ILxJe8AW6kaqlwKEqJG306uybJISJMk4HpB7iBIm6KBUg3HjHZExN5drGdut0+EVKjYDdEAoJd55AxTXdEAEVAaTmdZQE7jgTv+Jd/+HuClJyePmRvPqNHUh6dcvfuHS4unvPki0+5WG3RpUK0K+ooKSYFVYLiJDFOMJ1N54GQAo+grGpUCNSLBdZbPvrkU+aLOXuLBWVe4UXADSOjdUiZzuSb2HGpFEVREINiu+4o9otXAo5SQSQEaGQiPkqQXhBC8tMRKiVk3kxtbh+Q37O+tAB4cLrPky8+x66f0uWRgT79cmRi1PY+EITHusChOWRfCawdMXWOVzlHey33nl/z3sWaH/1yyz//5lOIiWgy+si7Dw/56+8dUc72ePLLJ+wvK8oqkpcGrQqcb8n0SG4U+1UgKwNSuvSmC4VwPUFIjFDszQPzSrPbjfwv//EfWex/yunpEbXWXF/v+OLsmscX17z+xh2CLonS40JAiEAhA7LImS32GKOjzg1Kp9Qx6SbmeD2jdCN22BGU5dMnl6zbntHB//63v+Frb1wgUemNF4rV0yvuPDjh4eunrK4uuX8cuHO/4uePLnlH1gQf8T6iQzrINAGBZV4V6CJHmj2kzjA5wMDYjnzx6HNmRydks7soKci0ICpNIOHLkoBwHZiUwZ0pKLKM5f4SpRRKiNS5Z+Zflfnd6kqJhBAZ2pa27ynKIunZu5b5/hI7OsqiYBgGlErWsXmVIZRkt9lSfEWy1HcX12QGhk1DCCMxSKTN6LcN3g9T8ZKc+vp+SLHKPrDd7tIGJyTtu0h8gtFaCjW9b9MhHEndjxQSpSR5njGb1fRtS3A+kc8E+OAnja+i2e3oh4HDo+PEQ7COYRxBCMqypO8Huq5BeMtiMSfPM4ZhZLPbkec5IQoG69i2LY+ePGW5XDBbzLHBs962fPTpI5aLBUdHJzjr2G13PHr0mDzPmM/mGJ0lE5ysJEiNFxIlJEooMp1R5MlaWqgUDFPPKipjsNpwka/ZmREXImWuqIocZ3uilwRn0cZQ5slQSWtNv+owKuGhWx+ICow2tG2LHZOKoSxL7pweM3Qtu/U1YbD0g4UhMdB7YzHdyMmDMQWAxUiwA37sE4cmRKxNf2qg0AZFstFudU9lEtdm0BqtFX3fgxATRg5VVVKUJUFopJIYkwKQviorklq+bmiwLnW0UaQpodIJv7d9jwjh9iJNNt4CITVSdCzmB1RVdauGGa1j0yQbcSFe2symbj+wN8v5zht7zMv61kei6we2zci28ewGz+Pzaz5+9Iyh9wSRAm8IgShvckHENL4OyCB488E+nz26pLU3F71AxumCmkiLgkToE/LmyptMb24ICGLq7KfXf/NPbW/57JklkKSFQaSY9jybJiUT/DBOYUl2GHl89pzRwelhnZJWidR5xtnYs15foUzOntljtb2mk4ZnVw3jND0JpYGJF5DOhxTk4xGYPCf2XSqgraI4SYquZ+cX7M+XICKL2ZwQHeMw4J0jz7OkuhgGxsGxuoz8n3/zd/zln/8pd0/u3Lx0/PQ6ZPo14qPH+8TTIUTklOYYYFIP/P+cAJyfn/PZh49512fMdEFuMoJJjlFKgJkbYlLlYoqerm2YqSNEH9lcXHK8MHz/nVNGKdiJnCgF0QfmtUZrwdB2HN+7S28jH3x6xtffPEbGPmEY9ow8bjhYZDw8LFjkW4J2CBXBRaT24DwCiRCaN0813/2aRHYl4+WWpRx5/zef8nzVMLokKfnzf/fv0MHxwScfcPyuwo2RuRaIHvbnNabM+fDjJ3iZtKYuekbvkfqGgOdxziKE5Ho38nfvfYaSAqkVv/z152RaEYncOdnn68eHbK4b/o9P/4XZXPHg5ARlPCMRoTOM9IgYJ1mYguhYLEq6UGHyA1yEbmgRISQiY9Nyvd5gFksqFZkVks4abNT03uKCxwbNYB2zqsS5ADIyn8/IsgxnHVIohErmHjfM2VfXjSWwt4626xjHnrKu2T84wNoRLxx71RKBoG97QozkRYEQpIAWJSfjlxJvvxr46Z29NbZTOBFQdUE5i1i/SeZQNuHCeZ5NpjYQfMA6B0RmswpjdDIUmXT4xki8HbHTGE9OfuNxGl8Kkcb63iW53o0FbYyJHwGwXC5xzicegQB42VWEib/RtA3jMJBJQVXW5FmOtZ7gwbtpk0eBHZOjWWaKyVPc0w8DRZ4niGO3YxhvXPQSscjakd2uYTaruckzL6sK6ePkdmjxPknJsjyFxkQh0sxRJChgPl8QvKMwGog0TZNkVBOx6cZAaD6fs9muKYskfdpstlMXn6YaeZ6nInLaO0YrjFTIEFOmREiH/do1aGNwv/wl+0eH/PVf/zWFEuxW1yldUUms8+y2O9q2oW86fEyBNuMwotxwS8YUwhCFpB8D7ZgMjZQx2OCTf0LvqKscOzR/oKf2P1+jH/Au8OL5GW2/RcwXiZAmJtA9BGzfk6JxJ/LdTQEwXUv37t+7TWwEUgZCZ5HFywAgmC6MEJhVhiIzJFt7gRIeUxrmZQFHFhnhT9464MnX7vH3//wBnz7fEmK60MVEGJaC28vKEFkUBjdOwsUJBghigg/ijZHt9JLiRG5LLyl9vXgj/xMv907k1pwUmCSA8ZZ7kJcJbksQQ2AcBpwduLzeEGTK8xBS4ULAdhv+9m/+Z7yUbNuOh3cOUVFTFTWu2TLaEVTGx198xrKsmFd77EkzKVNSHLwUEZRO/jnKgE9KHiSURUH0kdV2S9N2zOsy8XSkZJy8CIq8wJCxDYJPP/qIy7PHfOcbX0cR6CdFi7MOd5v4GG/3uFASIeRk/Jb2s9KGP/r227/3ufrSAuCDDz9laSNn3ZrzmOwhUQKdKcpMkvcJWwpCsDioqeuScQyIixaZZewd1xy+84B+XjEEw8P7x6y2Wx4cVwzjwLa1VMs9fvnzTxjHwLzOiDJHhGtoH2HbQAinHB9UxNYxxBGFInjBaD2ZNmgdEX6kEJK7h4rN2vBWdciffus13G/WVI3k4vqc1x78P8y9SY9m2X3m9zvTHd455pyz5oGiKFFuWVJ76I3bCy/9Fey9P5sXNoxeGBAkuS2r2aRIisViVWVlZWZkZkzvfMczeXFuRFGGWIAFQawLkAUUM4IRN+97z394nt9zjyLXfPzJx9x89hZp92gBzkEpDa5U+Nzy5J2HqGJCOSjdbeyJWLrhkHXBQ4AvX1zS9im0RdrAPgxVOYJiMsLEwMgL/uCjd3l7/TYx+bWmGBma3jHKoG8dWS5AS4QWBBdwEXIJbb1lXwekzMmyMeOxZFLkGJXho6DuE9O+zARGaGIfBhJcxraxHI4zYnAgJM5ZpFJILZGDAOX20EofmDRT8s6x225BJnX8ZHZCjAHX2zQ5yBOKmAimyJCAGzgF7XbDxds3SKXYr5dMisAf/8mf/P9+0f1LX09P9zSbCYfZHFMCxQonl2As1fmcLEsHZ987yjJRvJo24XqzzKAHp0Aa8Sf4jRcpztM7f9eUJNFZenneAn2MzuhEQumGGOhtooVZaxmPRzRtQ9s01KFJLxa4Y4dLKQeAScRoQ3qZqgQmCgGT5SwWB1RtmsBEYLFYUBYlfe+5uLykriuePnnM0dERdVVzeXmFHQ7ox48eEmLk+uYGIYdCIkaU1ihtiF2ySPbWIrVKwlspkYO9yfvE2ldDITkZT3DeJhzyUAgppVNhIxMhUQpFliVx425XAZGiyLEuTZNCCHRdGoNa53DeE6wd9szijpr46vw1V1dXHE7GXN/c0LYd0Sjarqezaf/btC27qsEB43I02P+SJVMNCW63BfBkMma339N0LePRiN1+R54Z7p0c/x6e2H/66roeHyVb63BKI1HoARAjSY3VrQXw20sMe/q0on38+FFCzpIO5X3T4YKkkPJu/x/v/jswnxRonTDYgYAIt7t/TxSSIATKCB6fjvj3f/4J/+tf/Yo3N3U6pKNIscKIoRcNif3Q9XextZD+XsPg3xe/dYinHyP9ey8kMQbSnAN8DCkJTyav+6A3JIjbRDyBjKlYCBGKLOmxQgh3e3wtYTHJaTdrtpstKliChyxPtu5sMuPDJ+8QomezW+GIFFLRdS1CWDzJ+irJ+PrZc44PJuhRlpwMQ6aFHyyUflgNJPFfAcEzlxLbd+ybxBxJ+RjlMAHoyXRgZDcU1hFvIr/8qy8gJJxyFKmxSLcxIbGlSBqOVEiF4WamoiREAfxP/+Rz9Z0FQHd+zdnJKSNjMFJj8ZSjHCUDeRExmaD3UHtB5yMhSHyfRuuZtTBJ6tF3Hixoe8Hj+1MevXOGFJEsS0S2m+WSb3VABQcAACAASURBVF4u+fj9Mx4+XBCFJLoNfe+4uPGYiSAoxdfbklG75dNHBu80PkSaEClFQMWA6yJP5orPHMRa0gnFyZMPOURxcqV5cNzz5vIF/etnaCxImE4LbOXwkymryvLi+itevFpjRBrranJyrZPwQkpC8IjBfpHlSUg1m2QYKdjWjiJPH7ZMQBSBi92W/faavEw2r1EO2ni6rmM8Fth9pMsFxSiipEGgEMzwrqdq9igxxrmGViryLPLRxx9i9Zg2JmypJqBxeJnjtCJXkTLPWO52ZKJjMTL0fcduE1kcHCBCREs5qM7TSDTGSN+nvay1DqUl+/Wajbfce/gUP4BnprMpxEDX1Kyurtjtd+w3K64uLtnskyBulBt8FNA3HM5+997pX/M60Ir5WKFnIzCWfYhUNnBQFhwsDlit94PPXbFabgaxULgD9qQD1+G8hQje2TTuV4qma1EupaqLIXEtH7QPdd0ghLijCd5BPHz6+++Hcb82hrbtqfYVftAE5Hme/PNtmwQ+zqOUIcY0HZBSY7QhMzlGG6RQiRoYUgEjhzWEtZY8N+S5oWlBakHfWaRKh2nbtrSDvdE6h9YG6zybbep0ut4ncRHp9+3sMK4MaX8enMcriQ8+6QqMwlmX6HQyvXRjCHcFjbPJCliWZZpmhBRQlZks7TyHZ7G3PV2XUhGjdUgpyfIcSUIAHx8d07U9rUkhRM47grPs9zWz6QxQVE3FervFR8hNRqYTm6HvLaU2ae3jPba37Hb7VAC0LXOpyQdxYN82v78H9/9zVVWLDbDabhOKdAhEYrCLedsTnR96+DA8K4L0ik+ix+PjQ+IQ4uVDZL1piPG3un+RVPohgoyexXyUdt14+q7i5TcrtFIs5iXT6RRlkrsAqTiZ5/zpD57wf/zNL/FBI8SQBYBIaN8IeaGpmo4gEoTo9qxX8Zb4dzsUGPYyMUK0SGAxMXz47n2893z21QX71t6ZEH9bbEgUBMG34+8YKbNvLYCBZEGVquAPf/ynPO07XO/w3Z7LqzVN0zHKp6w3W07vn1J3LavlFavdloPZnOgCnbPoLGNWFDy4/4hvXp7z6tVrysUxDw6nBCGRJPuu1BrheozWCZ8NSKUwWpOZJL5sqopd3VE3PUpKFgdzJJ5JrIh0w6onpjAmAjEkz4UUkoBKd1LczjvSxCc1d4kj8l3XdxYAZ1lJ23f0u5rSZMhCIIQDTapmMoXRkoPS0LjAZlURywVRBIIw+E2P7DcsiBQPz9DTA8jHqWNSBtuu+erFJZmEo8MJMWqsd3hrqVrDZXvKYnTAtn6GOv6U5893PDgGZzVvl47TqSM3nkIFpIRjo3n/2HG+ibT5mKfHh+j9a8JcMpXXmHrHqXIUj4/I8wVmnHOzWfL3r645Ox7zyaMR751GsnxC63J++cWKDx894fR4hCAlQrm2p9lavnpzjVSRrnMcnsyYzdL4eLtPOMrC5HxydsaF6LmpN7geChmIWoBI6Me+96haIlVE5uCiQeQH1M0eNaTQaZ/IfT5KTDmBILA+cDbTKByT2YLrTUNRKAqTbLQSIASCdWRZznw6T52ClGQmQw1+c+csVxcXmEyzvb7i8uINfdfj+458Oubo6JS22nH95jU3qyUxBNquT4yBGOldGp/mxiCEp246rHMczXOyTP1z3nP/4pfdFHRNTZ5do4o0rrf7GbbKmM0WCGmoqpqyLFhvNvSD1S/LxhiTfPbWWoiR0XiEcxY/CPZulbw6M+nAE4JyVBJDshpprQheJUW97YmDrdA5lwBAWtPUTVIYD5ZCKSVd1zObzsjzHBVSN6V1siqOxxOKosDohN41JmMynlKUacQuhSLPk9/YGD2ggyXTyZhRWSatRpEBgRcvX3BxdcW+dWn1ET2b9Yb9dofQkn1TgYLeOVabLcuLK1zX0/WB3lqid2RaUlfNgNdNjHWFvlOMp7AgBxGUUhTFkH7Gt5AhiDRNQ9u2uL7njlklUmJa6v4D09kUKb+1sG3Wa/o+rTMSmtuz3mzxIbDdV0OSoWC32xMzyXg8TgFHfYoUr6s6Pb9Fcm9Udc3V1RWnJ0e4ruVy8Kx/H67VepOClpoWtciJMu245TDgt11H9G6YSN2SPiWRtKbNMs1oPBkmHxHvYblpkMoMq51vY2aDiBRacjgbDf274Grn+N/+5jOqrqPMJItJyZ/90cf88L17KB0IMvL4ZMTRfMzlKr0fxNCIIkEGybhIE4B4C+0Rg33w9rxnWLUN3XyMieZnZOTf/vhDPn08wUdHgeVvf/4aFyVRBW5NiHdWuKGI8UR8DGRGAbcFQPqM0ff0SE5O77G5uqbzNTF2jOZztrstbdfz+vKK5W7LruuZzgzrzZKjwyNs9EzHU0Z5yfNnz8hGY+6dHrHpHb/68kse3nvI2SzHibTmiAMwSZCol6neGhQSSpLnOVFEtDLJkVPV6OgwkoHZQrpXQiYtRoh3TcftAZ9+/1uBoPgtQSV8F8/iOwuAPMso85xMa6SRYCI6U3gZcaWkUYKmCsSmwxLSbmNV4+nQ2nNSecYPJ3jfQ98QImipkToF8nTtls++uODjhwe8WdU4n6F8C8rjncOIFpkf0DrBydkhbjNmU3f05l2aEbjsHKm2aJ1+yU0dmWc54n7Jr158w+OPjjnLX6HMjulIc1gmMZYwacTlugrre/74I4U2hu0u8uxli8okxIpSBn72+Zc8Xc0wmcT5SG97xibZhJxPiNnVtkJpiVGS7b5Bmox90/D563N6LfAm8Pqm4b3DiAiO6AOuT0KSqARIiws5jgwfFQFLKUvaroEsRwlFCD7FpQpD21RE3yN1xKiAdZ7JJGNUSLSUjPOc2VhyOE6kKalSt59nGonj+s0Fzzdrqv2Wer+ha1u00riQLIVCwOZmzV/+h/8dO4z/kZFMKRrrmE8niJCUvlopAhHrIz705Jmmri359yRIZZJPcW1H223JtcS5SFcJdhtPPE5UOCGSjSwzBjtU0krp4UAVdyANpVRCM3d98l6PRil6VytMlhjfk8mY4EMSo0lJKxV93+G8p93vaZsWIeVd+E/b9+A8o7LEGTMQ2cQdLlfFpNkQIk1tRuWILM8JAZwLSKmZzxfDYU/aC0rJZHBolKOS4ANVXVMUOXmRs5jPU2GgFJkxlGi0zpPFaqCNlUVGlmV4GZPzY19zs1ySSUXb+yRgHV5et+PIMNgYvY8JYALDaiMVBs46+t6mcbb3iYsuFUGlQqEa8Mtdd5uEKImDWMy69LVaaa6vrzk/P8c1e66ubqibdugWI6vtHutubWDJjrrdbNgHy9HBwRDTmg4DKSW97anbdnipSoLvKLKMyXiE/ifssr+va7lZUzcNNipykeRz0ieFuwiOar8Hn4ScDBNMIdL4XkrLYnFLakwHZGcD26pFqRKp5F0HDmmCUBjFZDSIIGOkqTzb1tN5QecEq6pi/dc/52g25v69GUGkwnJcGuK6upvlp5jgFEw0GmVs1t3w7+F26nB3l4fOXcQAMYnaQghkOnAwNmiRDqyTgxItBS6AlKkIApI/fuiBCSF9H+8pTGLExGFFF2Lg6vKC5199gS5LxpM5D+4fUnctr758TW97XGhpukCRJSDVZrvB6GQfzvIC5xw3uw1RCQ4WC3zXkRE5mC+4vrzm4uqaB2enzI3GiVsnxiAEFiJBthBIDVJrsAKpDOVEpyIhdCg3ZCkM08jEWRCotIdJ4kpu37NxmKokcWT6AHy72vld13cWAFKkkef8dIHRMnmotSBIyMoMFWEyDkgj2W/2vH2zZEugtgFv9xQPDhnZjMksR+czgjQIkcAnzm55/vKKgzLjgyeHfPV2gyKCT1at+SxDaEejaj754/+aLB9hd8/IREMjT7hXvuXRYgr1ligiUUWWVrLb1szvH/DBA1he/gPhvmRkAkJ4RiMgatquRwhFDHA2haI07HzOrrJk2ZTxZJQeGgnZumHnFB+c3Keuet5evqEoNZt6nyIzdfpANU1yPwBE5xmVBY/Pzvjs1RuW246q82gt0EZS71vGWqEmihjlncWldwqhHcK2oHuy6HBuBlkaoZrMYK0AGdHGYIJDCk+MFmcDncxpoqX14KVBSE2733F+dcWb85esltcI79jVLX7AXkrBbynZk+BKaU272aXd7q1qWKSXerNM9qxMqeRd9YEoBVpAX9fk00lSAqvvB0fdTHp072mbDmd7hBHMjwumIuMmuDtfu1JpH9m2Ldb2TCZjjNG0rbrrOPe7ityYBPUJQ3dbO1CC8XhCiJGrqyukkExGIwRQ7auEH1aKtu+p69R1WpeshCbLB8RnoKobpFIcHBwgZdr5d1WFViVKpUIk7RLlnZc6zw3zxXRYV3AXNzwqS7ROzIAQ06FuTIZS6i6gZ7vbptG3izgXMULiui4VPSLS2haMxHuH7Tr6ricfpa5Q3KYR2p5eiXSgK4WUit5ajDH0fbqveZbT1A1+IFEKIfA+kOcSawcyW14kTGrXJZGW99zawW4tZE3d4pzj/Pw1o3KECo5Xr85pm+ShTtOCRL5UMgU9ee9xwxh4XzdDgZLEVN575vMFUQpWq/VQaCXConMJEfx9uaq2omstqpwNXWXE06OiIoacEGeoPCfIlIoovEVYiwypuTm795CiLNMzRKBpLW0fEUoPBcO3EwBCZDLKKPP0GQ4xstpUQwMnkSi8EOw7wdubJaf3p2nnjkvAnZjscUIOx1NSCaONoO3TPY1CfBvXe/tLDpOAVIhGtA/4EKgay+XNmnuzE3CR8zdrmtATMaioBj3hYEEUg3pw+GWUAK1+azIQAs72TGczHj9+SNU0EC0Xb99Qtz19a7m4ucA5h54fce/0hOVuhe+S/bsopzjn6HzP+fUb7j94B22O+fnnz2l9T64cx6OcrnG8WVdsm5rFKMfkxdDIDzRBSPv7QdyoRCqY5R3Z0Qz/e0wuCTEkdMJw6ItvtyS3xdbAaiAMf0Ko4e/7n2kDdNESdMa62VHkmlwbVEg78K7p8M5jY6R1Ht9bog+YKJlpjc4KRAjgLVoItAoErcB1RBVpqy1ff7Pkh++O0ZOSrrdou6LMj4fI2wmLLGBXz2lDi8reJz/4lNXyDeP+Kx6eeHKj8XKMEDXKBCajQI/BKJgcPGFWPKfe9WQjiwgNZZay171PSsngLTImQEzoW5QcIcSerrU460FKNLDa7qlcROqM6yayix0qM5hMUGSa2djQ9pIs18ymBaORpm57rjdbHkxnmEmaooSYIl13W8s0E8znOZkCHyK+cWSjBZl22KiIvsIGAcoRQ0OIGQFN53vyIiO2NYVyjI1gnEekiBRaoJVOu1Ip2e9b/v5v/oqqqtAmHdht5xJaVaWwoLiqOVrMmR2MUUYzkSmOdtRHiuiRsaEflSz3DWKSk6lkMenqms5acqPZ7xN+1IXAaJxY2bv6+7E/fbW5oe2SJsOGPZmMzKZzTONZXSzZVy373Y6iLJjNZhijU+hO/HZ8fdt9x5iocdE6emtTNa/UkP4Xf4ujkD6QddNQ1zWHBwfkeYFQakgBrJLuYGCBJ5BNT9e1ZHlxpwjebNZoBkSudzRNzW6/ZzKZ8ODBGVIKlssll1dXTCdTjg8P7g7CfVVhtObo6BCt0z6+qvYJy2sz8mKw6LUN621N3ztGeUGhDYHIennDtq0RRnJ27wRioO0afN+z3tbpHRsDzXTC8eGCg/ksgXdiEvJV+wohFVmeUhKdT4dxZjKapklpfnU94IdTAeFD2mE7H+7SEYWQaG3ShMr7Qf3sef78G9r9mrdvXtO2HWIQQt6OekdlTp4XWGsxWlJoSVkUbLY7vA8phdEF9lWNzsygndDs95v0MwnBaPT9wFkD7HY78nyaViRVICsirnNY1zNdCMZKIUdjupAkd15HUBFje7LMcnB4ku5RTHvkqm7pXUTmCnl3RHwbJLOYlWg1jLADLDe7YX3A0HymbrQYF0MgXST4QLAkoRqpm5fp26KFQIakPWAQdcphX387or5dBYThZ3TCkheCT997j+Wq5q9WX7DZbvn85Qofc4ROX3D7cwkiMn6LIgYwueYWhBeHz7TrLbbrOZhOOTte0NQ1m7qiLnJKc8h6c8N+X7GUGzbVlqAMuSnJTU6129P2HTZ2lIsj9rs15+45jZVIM8NlGfcejKj6L/j0ww958/obXr29Yr2vOTs6RPmkkUlFqkRIsF3ClHtvwSddUO88r8+XzEtNpjVCaYpMU2pFsoQG/FC23X0vkSy7YrjnAFfLLT/9zTX/y+94rr6zAFBGEHOJOV2w8o5oNDFKYggUWjJdaELVUfq0C329buh6QQg90yzSuUhTNWA82ahhvJB42xFiy9XlW2K/49HZGaugCb0ljw116xDKpDGpDCxKx+X6azahZH3xJQ/KNxwsNMqMcFEQ9JguSLJxxmjWsBcFr2487ariydzQ7jZMMkkmM3ovCF4QpYFgEcGhZNpVaRWQpuT+yZxM5TA8LHXb0PvI65s99x485ckHE65WS7a7c5SSTMqcSGSz79BKMioSHMWZHIzh2eu3qEnOtFhQ1S11Hcl3LaP7OYUJaJX+Em3t8faabibI8ozeKdzwIEsRyY3BBUVjFU0fqXsQaHxIfuA+SqKQHM9yYmjJtaEwku11y3a/x4dAkWmU1JjMpJ3nN1te/OprznPDQZahpSIj0naOkYJpppg9OKLvA/byik/+7A/4OsCb1YoYkrVFScHxfIYHyrJgMhmTZ4b4HVXnv+Z1tU8KcCFbolJoo6msYddE2ramqio62zJfTJnPk9Dx9tCPQ2CKD8myJqUiBPDOEWNEK/3teE5KZEwHi9ap41cyddta67TP14mXYF2aPNwWGDGkBEVEAoIcLBYIKVitlkSREgtTF+9o2waTm6Gz1kmlvF3jvKW3Hdqk7vU2evi4PmIyHoOA7S6J+5KNb8J0MmYxXyBVSjDMlGSUFSgpsNFjCo2TYRj1Gw7mUxQShKZ3qTtJ32OOVGqwTwpC8CxXK3yIGGNouwatTQpQmiQh323mgQ+eEGJS8seEt43DJCrp3NL+HzzOeZqmpa5rXrz4hkze9kFpZRJJYsuUn5AEVgKLVmkNI0g44ttQJx/SJMDEpKUI0eF8GNwu5q5z/D5cUiSc9Xp5A3tPIwx4xywvWBzM+OjpCWWeUTctQWisj/Q2UDeGfV1xcnIw9PgpRXS1rbFeUkqF4tY3DxBQMXK0GBNFOsJDTEX/dHobZuXJVOTdsyMenh2lLjYEms6x2Te/3YCn7ykiQitEjNgQh/H/7R/69h6nvb8nktgPj86O+Ys/esST0wkiRnZ1zz989pr+6y1SDol3Qz/siYMOLn11mmR4sjxlDoih0Igh/QyjccF2tWXTxoQE7zqq/QYtAREGnLmjIT1PxWTEYpJSMn3fs7luybxhV7Xcv3/Ezpb0VcdoltHFHFNMaSxDAZsO/C++fs58NkkU1xjIlMZYh7c9mU7vZYZCpm17fvr5BZ+8d0yzW/IPzy8YTUr+2z/9iC+fvaJqew5mU3707n1GmU5BXtsaZRIMrjCaECO/eXHDf/zFV7/zufrOAuAGzyhXzA8WfHR2wtHxKUIZgrf0TcN2t+H85QXXux1da6lax0woykLThIC0Fl/v2UlDtOcUB2fI3BDaDU3X84MnGfmo4OLrLWPpKUtPW91QZEcY3eGD4GqtacUjFtMT5qfg5RGr9nUaocsSqTQhNFh9RDYDV+3YuzE//OFHCHvFm7cXPJQSbZItzgeNNMdEtyZSJ3BP8EiZXtqSkJTHMWWc5zNNpgO/utxw0Qpms2PeP73HrzZr8kyx2taMx4a67TBKMp+VdH2HyAyL6YLpGVyJZE+qfETWERuhzCRaRoLvMUogvULkHunWyGyGyA4R3iNkINOSgKbtoXGapk/TF61S1+KjJvhIby1db3A+kktBFgK+t8yLkh88fYdRF7j+6gV9U0GWUdQBV44xEvrO0boOm5annCzGPJyM0JMJ1+WIvGs4WEyZPX5K/Xf/iXxS8t7jB+RlwXQ0IssMJisgRLquYb/9fgiorrYZIioyk6GznMZGbK9Yb8HaFLOslRq86yIFc0zGeB/SzllrBBKj8+TPr/bIYHHeJ2sbAml0OvBRHB4e4H0i72W5wegk5pNSQuDugAfuIEqdTcr6uxxwlax+chjrp7G1QxtNlhtiTHnmXZ/CcpxzidMQwsAtEDhryfI8/d5aE2N6qdne0vd9EiyWKZmvt562rsGnInE2ndAHh6wFu7ZmlBsgslhMEQECmuV6R9s02CKl6GmlhtzyiBSSLEshWVJJrOsJPuCC4+LigizP79YqWkm8v01bSzxvqRXKaKTUhBAJziadwMBit7ana3s8DmN0ypC3AZNremeHKYinb1uICaOsRcRaR1EUiajYWaRIULIUDZwY+llegFQ0XY//HhUAkzKH0DMrcvq+xUdLIAk0by6uqVd7VKYGFkeGMQZBRMVIpi2HiwUxKsARfWRX9Sm9bSi40jkdESGSychiXAydtERJwV/8+AM++fAp26ajbjoyJXh6umCWy0G3FLjeNKz3NVHou2wAOXSiWskUZDNoNUAMHWy6xKC18TG5Aj5+54Q///ETFnkgM6BiJJ9p/vCDQ/72l1/QBDmMw/+xhTEKkYK0QtLhZOp21ZD+RBLawqjMGInDoXAUXLyu+PrrL3GQ1iI2ECSgBSoG6qZCriK97eh84PT4mHvHB+zaHtd2HE1GCFVSWc9PfvEl3tacX/d8eCoYZYr1eknnA5udQKueuutYTMeEXUXbpglqM0zhxmUBRPRsijIFUnf0MRC6HoJiW8FnryseHAt++K5AEmh6z//5918TlOaDJ6c8ORjz2fO3vHy7oou/m8nynQXA5F7Bx+8/5Q9+9G/SPlEXIAQxWOJ0xsnpfd575yP6EHj94hueP/uSX/zDVzz2ko8WC8Y6o2pa5lMJ2hGiQ0ZPuztHmhHvzAJtKHj+zRc8Oc4YjUcoVUAM1LXj7XrK2h6xuXlO0yua7SX4DpGfUO6uuH+qKITBKUmUY4LUfHl+ycnD9zg8mCGY8Li+YLP9ikmR4QP06h5GGYgTlN6goyN4SWUjXR/5+nWDokUrh7cdvQ346Oh7z8uf/TWTySHTxSJBegaQjxEq5Uz7YacTUy7z88trrl6fY8aG08Mzaq2Qyx4bIzsRGI2SlzZEic9GICXC+6SD0D15tsAgcEHhUATX03VderZRnBzMOJmOeH69wyKGUavDyEh1eUX/9pxyu+bAGNqLz2hC4NHZMaHL+duf/Ypd8JRZju17KtuTifSBjSEmwE1wRJn2qWeHY6YE9tEjkcnCEtOusdvveLNe4kgriDDgN78P19MPn+LrM/abSFYEjKm4at4gZMNiYdJLtOvJstSl7/fVYN/L8D6kEBCp2Gx2OOeTong4MLIY6GyAAYBUNw03yyVKpnFz8CFNCYC6rtOhJsRdCqAPEes8bZYhpKTre/q+5/LyCuIAytHQ9Q1KJwjRbDbBh8D5m9fcrG7Y7SuyTBOC5+XLF1xeXrBarxMYRArOX79mX6WXjJJJD7DZbDHG0LQtAtBSYJTECEmZ50zGI+quQTapAMnzFGQU8xzX2zuxXwgeRMqFcD5BSYRMlkEp5V0oT5tnZCbH9nbgEORsNtu0QgSsc+R5QQgRG9M98yp8OxUQEuctSg6hTsM9tc59CzfyPtnJlEYISdt1BGvJM433HiXTmqFpW3rb09sUo52KEGjbLqW+ZVkiYFqHtd+PZxhgNpsSgmA0+Za34H3EqMSo2FRbmmUPCKRM90eRplDldMRoVBKjRxCwPrKrOxD6H4vEhjVWZiTTcY4gIoInCpiNBLPSIGJGYApCoQanByHS9R2fffGa3se7kXv6nolHrJVIWoMAcnAH3IbWpeY8FR+ESJEp/uC9A/zuhl892/PjH35I0KlAyfOc48WYl8uWtLIY1hYihd6k+iIpC8MgZpTDakqIgQWgBCI46u2ay+sbVpsNNlqst7TWYduUvJjlkUxo5osDltWGXeUoixGzyQSpJQezGUJUzBfHXL/Zg10iVUZeZASV0QnDfKzIpkdMi5w3yw1d3xOcpdCaaZ5RFiVCH+A6y9urFbPZlNYlGu3TR2dMC8G4zPlvjo7RBCaZ4r0nR0wPSrIsA5k4PFIKTF7S947WBVwPn59v8THy4x9++Dufq+8sAP7g448YT0948+plUjEqjXeOuqnIjabMCnAWoXKcD8jpAXY85bP1Gnm14Q/1MVZJ5g7GoyJhRd2G9eYKbe6hjGbdwMXFDR++NybqCXo0o+0rXr+t+OmXDe/ev+Gdo8izV58zKiTvPxqx7Rt+9nmDUnB2vCCYE2QQ3FxfcrWy/PAPp2yW18wWB8xnC37xpWNUGorxASI7wvkNUmgyuqQUDop9FYlN5NE7n5IjGE0b/G5NXzXElDTAVztFPPiI+WzCZnmJVopRacikRmvJdGTIM83BYsR4Oufk7BFHwvPFxQ31ynLV9XRVx/Go4HxVc/x0TJ4pIgWOkroJTEYKEzvKrMXiiHJK23n2XQXCIIUjV4bSKOaTjPFIc2+WU9nItFCMC0MhAr/6v37G8ptvUCKigAyFFoLRs2eMVVJy74KDrkMET+cdSkCBIEdhraPuekoVWd9ccdNXXOrIwSPPo9MDRpMJm82e+cEMFxzBBoqipKobTJ79Vm3/+73+u//+39FtT2j3JUUucPGG1fY1lW0IKqPvLbt9jZLJw3+zXA8Y4GT/E0JwsyzZbrc455hMxvR9k3LkY+R6uaRvewgtmQrYrkLmOW1jubm+BgSnxydkeU4pRhht2O/39NYynUzwMkL0CFJxsZhPGI3z5F8ucsDiQ8SJSJEZpmWZJgMxvUhHJqecl8n/6RV11eEJjKYj8qKktj3dap3GttkIrSRVVfPi4go7TBGQhnJygIrQDYdD3bUIYZhMFnivIEh6p+h7xly58AAAIABJREFUixAxZU5oTaYMtu/ZVTuk0tRNhwugi0TW9L7H5In8GYVAmPRZKcYlShqausH6Gm00YUj47AfewCDlTyArIYeI5DTlMFrhg0SrDCULom9x1iKUwMeAa9OKQolkBfNBkBcZLrZDHnyaSkQgKzJkhL7t8N5xcfMWJZKj5vty5eWIGCQ+RrKYEX1akdxCvbJMo6sqrTJCpO1aIBCdoywOyU2ZDlgivfPsGovU+ZAKKgbLHbgYEjui0Ilux22kbzpcNSCEJwiLQ0BQhN7y2VfnPDtf4kXKi7i19xGTSLjQaaoSQrizrN2Rf+7UbBERPbNxwclszk9+8nPm9+4hZFpFRFLw3OGs5OVNc/slaaoAQEAGOWgIEvUvN+YuGZKQXAAiRlyX1khvrpfsdjuqtqUwI4Kv6WVDNGkSFWKkbhukgJPFHGt7QvTkeQZSMsvHeBc4e/iEkZD85osv6ZodZeFTwWqm5ESKxZzOerJiRLAWmWlE8Li+oTAFUXp222vGhcKYglmhYWI4KyJSpiyaGEErzXsPjnjHzdOUUUq8deQK/vzj+7TWojNNoSM/eu+Eznue3PvdmRbfWQDo0QlGKU7v3cMUE4RIiV8vv/mGo8WEQifxkypKmtax6S1/9NFTfv6545erPdNVw5PZESgI0bHbvGVSJNWxpiaaA/Yrz1j7lJOsREoYsw2rdcciD9w7SlnztruEfEo+njKVDcKueXPhmI6n5MYQg+M332wZT6YcHUwpco3QApnPqKzm5UXH+x+dgW0w0w+Q6/+Ij559pUB6bNPwtz99xio4RASjPLmG0Pd3SspeaLbPrpgfnbDZVFgbqKue2SRjMSlYzEd0nWVf96xXS/ZVhd6ssHXN82eO1a7hno/Mpoab656rTcGTszFNn8z7ATnYLDN26w7rV8g8Is0co8CKgqLM6awkywEh0VJwNitoqmtU9wp2nm4r6a/eMhOCNniMUJjoaZylbiLleEyQkVXdkklFHiU2pr2bFQKpPRFLZRJIaP/mCu2geVvx9mfPEVIRJhn7uWE2naNv9owaRx8DnXNEkiuA//mf/b77F7vms1PCFJyrBkV8wZl4j9xIfNcMO3tD1w1rIKlomg7r/NDpWlxICX3WpS4hqjTKrOuG7W6P7d0AshFsNh8SYlL/X90s6dqOcjQiz0dIlZTxFxc9vRVMphnee/IsYLRHK8/xwYgsz6iqmsvLl+Rlyqbve8ty3YD3PDg+Yl4YcgKoiA8elWWozOCEoAmCIBRCJd671BlK58xmR0QEi8MjnNtT1SvqyqHDBBE0MVgEnum4QO17pkKjlOG4HFHVHVbm2OhYlDA1Bd5lNJ2j6y0mKELs2XWWQIHPcvb0RNkSZSCqtM4qsozReIauHUqWqF1N3rUYFem7hvp6OYCOZLL3MawVJMTgUcLhug3B7pDCIHyOazWqy9HK0YcalRukLogOCBHlJUU8wHUtvbZE5Yki4DpHaSa0bc9eNiz9mkUBKrZkaoow49/343t3ORsH5vsQSetTVkfV9PgwfOayEoaJjVAJXNZ3PWcP7iMHTkMkfU3dWFSpB1XA0IWHgAiB+bigzDRi4DFUVUPwntJorNFJ2ScFwUX2uz2/fnbB//3rV7SdQioxsOglMQiECBAFI6No2u7O0YG4DQgiEfsG2aACnj6YIXXL5bbl4x/NUHhChOUqNZ6ffviIZ5c1+yZZBcWwNrgVI97+R0TIdKLjJbFgTO4ba/l/fvJ3XF1d0vUd1gdWqx3T+Yyu6amqBqkzChXpgmVbV5R5hmt7EGmaZL1lud0wzma4EChHGlm3WDOmaQXGdQTfs60rWgLTcYlGYLRkOpkOKYVxEKSm1NdPP/oAESPrpkeIeJdkKFKVw8ulo3z4mIPRhK6pyJtXoDyIFEp2elgm4WUIaBH4848KXIzE2z3MP3F9Nwmw3TEbH2LycoCaOKSAe/cO0UIlTr3rsfWGiMHZjjxaJJF1DPzn3YbFZsqDp/fwtibvr+m6hth6KBxeFCyXWy62nr/89Rb11YZP3ztlOs3ZthNkpnl5IZBGEOWMXZvx5auIjIF3Hz9gt2/5yS/PeXh/wfGhZLlumBwkO9Zm15CVkWx0zMHhIbs2dW3Z7D26zTfE7SVfvEoxwh+/O+LVbxraOObTH74PNmd5fc7T+yV52yVe/DjHRckvzitmj97h4vKaXdWkUdM+jQqlgNWmYXGUU06mvPfhJ7z++d+hdxWnecZYjjnWiunEM8skn3/ZsDicokSyA44LhRaR4AV1m9NZUMFxOBvhmx3B1xRmSpll1N0ejaPMCj54MGN7vWe7O6KRHnuzBJvGhJkQjKXEhEAmNTtvuWxrtNSIkDhSIQZkDImJLgWn8xHzj06ZPDlDlXNGFCy/+IaNT6TAXnhq4fFBUf/6Bcc9qNZTCBIFUSVY0ffh+vWXX5LniTR3C0iJMaLloJMwGpB4n6prRGLKSyHIckU50ggZB0tYAJn48rdNh5AyPQM+OZCVUmmnPZD/fIjDtEAgpErCs7ZNljiGGNe+p+t6Vqs1JktFwuvXb/BdQ7vviNpSGg19z8Es55OHY3LRoKkJvsbHHllodJGjvMK0aanrYsRHSdPteHW55lTfZ1SOUQFMHli2V9i8xbBmNjYYDd51FJnCL+ygGBeU+ZqQSbpRQMiMrXjIxhXsvGJvJVoXxLbCby/JwhKt99RGEosDhD4j4BAkDLWNgXZfE2xNH/d0tkVIRWslMGO5eUM5kownM5zMEcM9dc6mnXY+onPghSEqhdQ9kZaY9WBGEDRt2yNlj/ACQk6GJogVXlisEBCTGyjGjBgWKJHjmjWyK5kqQ2YNeT7B7b8fzzCAs8kq6qPHRw8+TdfDAL0JpH/GGGmG6UkIARE1R8cnRJEQumIoAEJI4WDxdgWQvhkqwKw0GKVSkeQjP/nVc375+TmT3DAdZ4zGCZ9d7VuutjXLytFHfadEv7UVIhKLTiAoCsPFuh4Wg/FOJCh+ywYYgExGHp0ecvXmhnJUcnowRURPjD1ffPWabdXxX/6bT/j3f/4xf/mfnrGqAzIpFe6CnW5XAwLI9Lf6AmKkc5Z9tePN27esNttE5uwt1gWur9cEo8ArRmXGvCzo0pCYzlouN2uKccZMloxHIx7ff8j6ZovykldfX1LVDY2XSWydCbwXSJGzXF9xuVyjiMyKktgkq60axJBSJDVDbszAx0gFcAhhQJBHnr+45PzllvNffs2Dp++RlwX32fLugwnBe3adYJsdML1/HxU9+3pPuX9FYRLX4Xdd320DFElgU+82aJ0hpEoKXdvT2Y7oLdV+Q9N6Khu4fvMN9w7HFEby4GDG5XrHr5ZL7t0cMH+Qs7taUqhArscstx2nrsX2DS/e7HmVeVzfs9nDyekRN3tYbVZcXLyl6xpyUzCeTjg5PkHgyETg4nJJ1VsOZyX/4//wZ9iQ0bY9dd0RkehS4bxltpjTLycUhz8i2g3rNz/jP3/eUI4L/uwHI643jlc3mpUvGF1es1gcUY4nNH3aD9oQcG1L01jyruPmzSvGJt06IRLcwbrU/ToXaKqGpqm5uLxgP1DjciUofeDR44eMS0WoLjhyDb/4zYZPPniA9SEFBCmDUnA4hX0bqYOl7yrm4wlF/RarMrxd8oAXHKgPaNY1X794yZu3r3nx6oJd1YL1ZM6Sx8hYacxQbfbeUTvL1npOsxwdQQ4HlRIw0oKTswU/+IsPmD44ZHJwRHe5ZGP3TO6fIJXi8vyc7PEJ85M5Okaq51v6vmcUJD6AEQlAoeLvrjr/Na+f/vyXgEgj5hBQKrH9o7cYKVLErVSoAakLyYOrjUKIiDGKbNgjSpVEekLqpPoX6YWnB/a/UsNONSb1r1IJlKRViltNfx4OZsnql7RK6cNpjElj6ZjGlF3/A978Fz/i/OUlry+uuFmucL7len3D1Srn9CCNaU8PjpnOC8ppSdAK1UUWtSAGT911OGBX92ShI88s49Lhhi6ovrpktdkjcczeHXN6NiOEHm8tSsfh2Qbv9kShGRcZHsPFKuezly+JiwVidIJyBUWjMZXnng48eTinzeas5WOcuofsPW3ToqWh7VtW1Q1T2UOWsKp9H+jbCF4xnh0ympRMZouUBzBMYgRpVXK0WDA7uo+Plq3YIkSNjpbYG4Kd0jtN3W3o3RLfOlQ/YaJHGLVEjcGLMYgMGRuEFZwunmJGil+/7DH6Hj8oM14+f4HvttTO/j4f3X90xUGJHwdpvYtJi3F7eiqSFUxpgwuR0WTCdDbHWs9kfsCtXy5G2O1aokhaiduuWQwWQEHgYF4mC2YA30feXu94s+lQwiOXHULsEVInR4iEoJKGBQQoeadkh3SoKwRZaWguAnGwCNz+f3I7ERgmPS7Ar786p9rseOedYwwBLyKuszx7veTzFzcEFP/Vn7yD+rcf8R/++gvaJqRV2i0SODLkUaQsjdsCQCAI1nFclvzJ++/zzeUVry5XtP0WZSKdD3S2oygNQgRs3zDJM7roaVxyT+RR0tUN169fcx4MHkO2CCyXFS4KPFD1Fc549KhA+MBhrlA64+JmRbXbUXmLUAoldGIrDM317a2oPahgE5dABaSA3sLzbcV1VXOzqZAB/vijh9w/KQje8+Wzay5Wbwj3blBKMc5yPshaTo8Mu/Z3P8ffLQIcjfFdhzosyPISqfPkW6wDN9u3rPuMLiwYHYzR1ZbR6JLee/7o0/t8/XJFkIJvtjWvvnpLOX6EMxmyTFzq5X6PQ1DmJY8fPeLJ+x/SNi0/+9lPuakET955QgiR7fXwQPke27TUux0ueJbLFVoJDo9POZhP+H+Ze68ey7LzTPNZZrvjT3iT3pRlsViiEdmiukW11OgZoTG/Yv7RXMzd3DYwaGDmYho9aPSMQNGIKkNTLJOVtjIyfJw4/my3zFysHcHSSOSFWhC5E8hAJo7ZJ2LFMt/3vs/b6e6wvj7jfHSJbQAlUW2JMoWId0jahrJY8PyzH/P+Lxfs7yR8+62USHs+fbzkdLWHa3XZv9FhY/s249Mpl8fPuLHdpa8D5a5wOelQ8fn5BbE0bK11WCxK0lZEUdYkUUy/lwECrRPa7TaXLrRnk1jgp3OYHRBv3ybafZP69IiPT0846Fes92STjyBIIolyIeJROI+sJ6hWm1YUsZh+DMR02ls8fXbIF4+/YLVagtC8eW+HqrQUVjF/fsbp02OMswipkM6xrCsWJviivbHXAhwlBZ12wq2HO9z/1j36mz1UnAXWQVLQf7hFq2pTffgpelnin5+CMYheizRWTC2cxYqiKEkafK415r9rwvvnutbX14mTOAQ5NfY9DyhivDEUVY1zBkEV+PTeh1/IJtnOeduImjzWGaxxQVylNVoF0I6UAYATFnt9LYK7Or1qpZrNQ9gsCCFC5KzWDTwniCpV83oQrH83bgzYuNnjtfous3nFk2cvmVzOuLmzze3tDfpZSidLidMMGWdYESFsQVpPcL5G2AIvHF0hWfuaw1qFs5KqqIgjyfbbc4wpsaYg1g68xZoSaWrqumxORpayDhavSKScXkz4m7/7JYeTJenmFvv3E+p8QbuGnnXMrObZec2ziwNO8xkuO8EwwZYFnSRDI6lri4hiRBQFb7+pcFWJkmBkxKJ2jOYV1oU+rjUhQ0AKz/nlDGdqpBYsoyVSVqQSpPFBxS4VOu2CF0RtQSfu01Zt4miTpKtB7iB1iygZoV2NrFN0kvPN3ddIxJA/2c6pV12evjrjy+PR73Po/r1LRWGB7Gdd9m7fA5UEEaO15HnOZHIB1vKNr7+L957bd++yvX+LqnJMLkah/+0t3sFknuNVhJcyUPSaUrPFofD0e1mAwAkXDgzLIoxzIRBXX4UEEQXXRvDZBv59s5hfu/s8aBVgPFXlmlYDiKswQNGAbByAwHr49bNjtND86+9vNo/x5BWcXYypveDDzw9wUvHem3usdzwvq7D4+2tBYYgzVkCkrsB4of1RY5F1yaAVc+uth0TvxlTGMC8KzqcLTqYzLuZTxrMFIFhWhsrbUIGpHWVVhKhrBC1abO7fZLie8XZvyDJfsagsq1mBMRGddsZqfsRqfoGpKhaFIG0lSGHRhMOAaGKqrTFYL3FOsEJwbnJQCRGGNJLkoqISBTr25NUC5zyPjo54eLuHMobD8ZQnF47MRURpBykl4/qcP+tscnz22x1Zv3MD4J3HRhGXoxGRDJnOSIUnYuHX8FrSwhETgBQ7Nx5y5849xpevePzqx7x9Z8BPP13xk6Njtgc9end72DrHyx6zYkVex2z0Yt64c5tnh8dsbG9x5959PvvVr0lXU+6vt7h/q0cSr1NUnvOl4dOTM8ZFRRTFpFmXOI55cHePXibZX+vz9MUrJtM5rXYP5wTOJ5Qrh7NzPvzgCz7+7Jj33t7j67cqEmX58qTmJ7+cYYc32RkmHJ+c461gtXK8+PIYvWgT64RyOQdvQEnscsm8KEliTbYeY51ltiwoq5o4lsQ6oihyrJCsDddZlAt6WURnNyNdc3hzgDcr1u7c5JbO+PLlEetf32R9kCJVRKQTTL5CIGglXaydU00PSTpr6GSbxSrhZz/7JZPLY27sbfDtr7/Ns4Mpb3/tDarZmI8enZLXFfO6pDKGhdT0tWJuama2Zk9n1M6hhURLWL+9xcN37zDc1uhMolpddNzC1DWyt0Mc1cx+9mtaCdx64yGzs3PUuMSeLfArQ5Ql/GIx49SXtGWM9hWdTvTPMe/9d19lben0MhIlePz4Gc47Hjy4RyQl0rlGUS6oqjr046Rgla9YrVYMsj46CuU5cBhb460nliF21zRYT9/08mpTU5QhqtO5MMupRkhmTQU4lAxiJu8DulM2bQl7XZ3Q16+pIoWJHF4EkV6v3WJzuEUiE+oiYl4J8rlDKoNXBqcihI6IWz3iRCATg/UVtbOoJELJBOE0qQUlJWsEu6KUrcBONwFIoqXHuQDm8V5QlIbKehCajfGY9t5nvDw64fhsTjuOGc0uycsCkaRcFG3ys4hHX85Z2kuyDYPvrMDUtM2SjmrRijqYCupVhY4EnVZCpxehpOXgvGQ+z1ksl2EzFsVNaJUjVo2nm/C9chKkldQk2LJCiAucAC8VUZKipGXuD9Bag9YQSyQR1q0ozAsi4Uj1EMkUqRxtLRjanH5bMvOeuf3DqQDs7Nyg0+2wsb7B7u4ed+/dp9vr44UiLwpOz85Z5ktGowvOD484ePKcV0+eEaUJ27t7ICMEUBnHfFUhZQd1DdFtisTe0YoU/U4aqgVAXlUsCoMQMUIpRJNsF9C2DZEyHCOQAT9HE0gctBt4Eq2oixJrgx7gmjvclOl9IwKUzZ3UXrK13aXXTrjiFkRxzK0be0yenFB6yc8fH3NwumC+qPmq58hffw2U0zhWvyEF+cB8OTs+ZfTlS1qtjFaWMMg6DHttdm5u897dffKyorSevKo4G084m00pHRSlZVVXVM5ga8vZ+QV5vcKKCikzslbCehLR7a1YrWDQLXl59pxVOQMHng6lWYEvyNKUWCgEKrS4o6BjUE4R1SAji8FT4PAC1ncH/NvdIVhHUZcsKwNWULpVqJ5FHmcumZ9PcSLCO8VS18yWLS5/hyX7d4OAtMIawXB7k/EiZ7Ks2NncoNPrsobHmhpXlwgcrQQW8zmtVsxopPjaO++iyEmennGoaj45G/HHaz3StRQjNEeHFzwblNze2uO7r9/h7GLC08dP2Lt5g/1btyhHJ9zspOyuZxiZcTQtmNYrnHeoKGJje4s0Sbi50+cbb+5i8iO62lDmJReTFW9u3Qj2tnLF+fkrfv35F1xeLnn9xhprWA4PBeczx6NHC6Zlyla/z6Ad08tatLOUNIHe5jr5Ykl7ECOiLov5GBVLtrs9ZuU5VW1ZFQWtVDFb5Agv6HUSvPH4ukSaFSfjc3CO7laLvjP42OJTT9IuyasXbOyska2/hREFKmvjjMXZEi0lrU4ffIVdLZmM56j2Lq/OJB/96kfc34+5v7vPwViwtrbJ+GLJ0cmIncyCrdjd7nD42BE5z6QumNWwMJaujog8VM7RzjTRzpDX/t132FuPKRfHTdBTgnMRNkqI6wts8YpsQ6N39lh77z2mnzxh9cUz6vGMYhhT+5Ii1xRS0o5itPKs91v/tJnun/nKsi7zRYmxhi8evyRNU7a3byAJASqrVUiIS5KEzY11qrzi+YsjFqsFN2/sMhx0kCoAenSSBG8xEp/4r4SuhGnUOd/0lpuo5Waes86Bq8HWmKasfPUYKUPZ8oqCF8q6AUIlKktchHLm7OIYFaUczeY4U5Eo0MISqQaeoxVeabzMEKqLVA50hY4CklXrCCUSIpWS6BQFpLEmUhqn+qgoIdKSSEKsw8IgpUBpTQx02xleKDa6u9y916GqQJg28+mci/ERX54d8OpixRcvC+arFnlcscgvqcyKlhqQJB5yA05TllWI1dYwXkwxZcStN+6x3u9xdPEEW5fgDFEUE2lF5Sx1XeOFbhbBNU6Pjyjzkkh06cZ94o6l24Na1sxzT+1TjMuJU8lgLWW6XAXrm58xnS84vXxFlrVIlEO4GbZcIaoZl4uYjbWMfq/PXP7haABWszHa18yd4fLsiOdPP2dtbZ1Ou4OKYqrKML68pKoKlvNLijgjTmIoajZ2IoQXTZ68oax908b6in++eZ8sjciyOFSjnSDPK1alAaWvLZfNkb8Z++F5Do9tzv/BE31d2CdOFGVRhvZWo/73PkT44Nz1PVwJa5QU3NpfJ5GS8XjCoqjZ3V7jG+/c4uB8yuXSYbzkbFYE3K2QSB/aDq5pZXjfANTiawxg4wBwyEbnIqyhXBkuioLL2RjjBFqG92+lLbqtNnv9PpvdNkpLsijGN63UVprhvKQWklY7pbIlhfEcVY5lpairivPLUyoHTkagBZKY2pXUtWW2GiMJ2TqkoXoSC4G1GkcLIVbN3JGjTWgtSKVIfHBYRDEoK5guC6yQ7N1eY//GMASR1Z7FwlABS5/h0n+iCPD08Dnet7BC4lRKP4sR3jC7PMfZKpwYbE2SZXhr0dJRF5e41Rm39m9ycDZhY9BhlXveH414/XKdjaTHQq3Ikph6kfOyPuTOnT3+6t98nw8+/oxHBy/pdNtU8U1+fHDIt5wjTmtejHIOpjkFkocPH3L79k0WsxF/8p13GLSgWlhc7Njd7PD542e89uA1TFVydn7Izz56xMHRBYmSPFmdcPGlJositlqKvpGo1oAkbZFEILTCK4kUnnavz/x0zH5m6aQt4uZUn2Ypo9aKk9mMqqqJZMCX5kVJGmuSVkQrTtjY2Uc5uHj6GXEGcSSQWQS9PtlgiJlXRKsJuy1LJTap7AAlCvBlcAPYgmq1opzNUK37HB6fc3j4S4ZZBfFt7t3aRPgDHj09oh1pDg+P2by3xWwyAxStXofJxYjSGBweLRXDKMJK6G12yDYHnNuav/viCX/5/W8z2LiJcoa8cOgUvDEgg3o7GqbU4wXzJ4+5fPoMf3ZJq9dBdTrU1Yp6MuVK95ckMVr9YaQB/ugnH4S4VOdYzEt6nSEHX54ym06ZzxeUZUVRluzt7jGZ5rx6dUherNCRYjZf4Zxhd2eTN998QCQV3hsQoez51cUfQAiHkDThTS6cQqQMWovQLMWY0F7wPohGVRMz7b2+ZqNfEctEcyKovCD1Aq8kVb2iKh1KlmQZ9DoaS4mMFV4bpNX43FDbkrrKcVWF9TZwIupg24pk8PWH+V9QSAVKooRAS4GSwf+vlUSpCKkDT16oUE91HiLVQos2UkArMbxxa42djR5V/pLnR2Pa8ZzK5igj6eZ9OlSsRSsyv2Q+uyC3Nd3tHdaGA3rdATdu3GFjMOA7qs98mVOZgIkpi5LpdMJ8PsVbQxpHdFLNQblgkhckqsL4BXFtqKIUrzXnswIjUgqTo4ocF8Py/IK8AqHOsb6NEwKjJCqxUFWIqKSock6KLbxrsbWzS39v6/c1bP/BtSpLFqslx6en2IY4maYt4jgJHvhm/pnOAqBJKUGkFW+/+x5C+eu43LysqayAWF4v+vIrotZ+JyOOIhorPdN5Tm2vSv/qN7ZBIYL/vHHyXeN3/RVUiOu43jRRFHWIHncE1T80qGAfTutX2wDnPVkWs7fRQXn44vkxr84W/MW/HrC72eKN+/v87a8PwisLeU2OvNrF+KvX9g6lPJH+TZvDuOA1qPMVkYRWFMrwUgQkgm1+74KQt2A8zSnqALjzQpBGEVmSNvqCCa00JksjTKkZTccYNJc2Y7KqSZIO3cE6raQF1KH9UgmyVLO8HDE7PiOfLah7GrEd4yNP5R2VcUivqV2O8A4jJiG+3amGdhhC470PBoDIBQhXJBSqIcNGKmawvklva592q8/gxm+3ZP/ODcDhySlStnnwxpv019fRUYR3QX7qrcGYCpwhzdqs5mPmFwes5pq9nQ2EKPjVrz5hf3OdMrccGccPDw/5D7ubjMYFw16Xe1sVz0crvvjyKXdutfhX33ib1+/e5Gcf/5pPT485Hy94djFlq9tmkpeUQnLz/n3uP7xHIuGbb/8Rm0OJtJdEuqZOHA/vbPLjXx5xdjGimI/40U8+5Oh4xK31DXqRYE3V7PUyZoVhmAiOl0ui3jrtVozzFdobMKtgt1pTfNKLuShXbHU7rKIYV9XM5kuMcygl6Hdj8JBoRRSFPmU7S3BVwfNHn3B6dIIuVxiXIlsC1UrR3SE6Suhv9Og5qPMpanVCsUrpbb2OwEB1hCgOKUYjCrXF8aXn0bOf8M5ru7T1DT5/fsEHy5rbmxnToxNyJxl4xy8/eMxsvMBnKfPYYGNoE5C1SirSLc3+/U3279zkky+e890HW3z8+IiffvQxP/jet+llGilifLUEl4OSiGyAcFPU5YzZr08p5pbW7hay02Z+dsZ0dIlfLTGA70REWjWioN//VZWWLIs5PDxGKsXFxYRn3Us+AAAgAElEQVQ0bbNYVhy8OmV/f4+t7T3yVc5HP/8kLMZ44jiiLAt2dja4ceMOWdqjNlXAAVsTPqO48jOH2UdIgRbiNwE8VzoLJZCoEOIkRQOgCbQyd22L+s3kBSCkCCmLkaN0AiM0tRdMgcpLlI2wPiKO2jgcOk4QkUa5mExGICK8SPDSNv1YRV16rBHBAeJd0D5IT6ItFo+3NgSpND1UIwRWGvASV4FxDltb0kKC1BQI6sZrn9oKXS95ICZsbXuSasrnJxVV2aJ1PObOdsm/esvQS84obcncb9C//R16u9/hk0dfcnTykrOzE1ApidZ0223WNjbpdLokScLO9jZ1mbOcT3n6+HNMveLocob0MzZ7Fm1rTF5jXZuOzzFyxUY/ZTo1nH7ynLaQ3Ni6SaUk56scqhjZHuIRSOXBOKScYCuLqwyuLijq5e9lzP5jV5ykwQXgDLrBVS9WOSxzvAzhSt7Z8PPMEq4CY4bDjaY3HxboybKgdoK40aJ4GUrkgQYYdCrLRYlvRXitGI0XKKEQSJDiOgMAcRU3fHUFDUaw+F+Z/YIWIEs0y5W5eliwMV4JEJvlP4TYGByO129vsb/epaornh/NeHY05d7BOe/c3+ZrD3d5/OUpl4tgW76qMrjm/oV31yCgWP8mcAhCVU1LMGWBJlASvfckcQwC8tpgPVR1jfASJQIoSvoGeFWV1L7A++Byupw4jBegFDWe8ewSG3eovebZ9Cmiqnjt4T3a/S7LxYKiKEjTjLWtDXTU4uTxc1ZnM7rpGr6VgIS21HT7A6SuWExmON1EkhcGUwYbpXQCVxkiFVwyWdyilQ2I4y6DtW2UjlANjpzG2fXbrt+5AUi7u+g6ZzkbY10dAnRcYJJ7WwEGV5dIlQTnZzpE6TZxq8XZyQlpmvGNt3apl3MKYzlaljydLJmIGtIKYy17Gx2mBl6dPKcbD+gPt/nu198mUoIfTqbk3vFytkCriNsP7vHg3h2Uq3njwQ0220soRji/CmhQG6OdRws4OT1hdH7Gky+P6Ueam8Mu02XBp+djXi1Lbt69z4sXT3k6Lum9NUTVBUkMg+GATreLrWZUJqK3nvL86SU39m5x5/4DVpcTTF1x9OUUYxzzZUGWxnRaCb12SlHUWA9JlrF35wFZ1iU/eUE7lahIoGTIHfDCIFWKlwk6dUhdYO0lxcUTWht3ILqBjTN8e428bvGrT3/Ge292WUxyPj89Z2NrE1cXzJcT7mxkfPxowaPpjCTx3HnQ4XKaM3jQp95PqXJHrxPx8mxFLiSVg9I51noZaavPoFvQoeTkYkJ7b4dIOogVwmf4coWzBbiKZC3BqiG+ENTnE+YHr8hdRR7DvDK4NEOoKAR+/IEkqb31+mss85zR6BLnPHt7u8RNKt7+/h5xHDOdTgHBYNCnLCvyPGc0GpOlCTdv3CLSCc6GPqdSiiSOkEJQ1QbrTCMElFy1Qx2AVAgtgoJdXuUKiJCQ5gFnccbinQmiQX6z8OKurFEOr4JdECmoK8Gq9JQ5RES04g6YYRAV2jT0aX0NMkfIRsHvwAsJaPLacDmasbE2JIk1KpJ4YdBSovB4qa9PihLfhCDJa1ysA4T1DFKJ04K5chRItJF0i5x0uWS2GNONPE/cBLeESKwT1Re05Yg7m4Z+doqVEcnGa/Rvvcf/9eNLfvjDn2PdKVKOkSLD+9DT7Q8GDAZrZFnG7du3eP3hA27c2GFz2ObB3Ru8evFrfPGMrjym7QyxSXG1oKxTjCjxoqIuUmqjqIAo1YzqGZ+fGvIqwUQaL0H5NaSUtLOKXZmw4yOy0Zg0/sMQsgJEUqKFxKPAW2KtuYo79kJgbHAEWGsacA9opRgOhs0rhNP1Ylnh0cF6dlW9EhLlLV5KvjwZ83/+t1/SyUKl8+hi1pT9w1Lhr6te4trC11T1g2Cv2UwE1UxokyVKMqrs9We5zq6/+rf3YC0Wwe5Wn/de3yUVlsOLKefjBYXx/OLTF7xxd5teptlf63I5m+KEw7umKiGabYcPrTiAWF2JAsPnty7EZ+dFTls5amuprcNLhRQS6wQijkI1dz5HCzCW0DZQgBfUVGgZ0UoSWqnCK0XWyahMxWQ1w+mU/c1N0uic5WrBZLVksVqSr3JmswVSK/KqYNDroTodyukUd35J0u8jZYRUkPuC7Y0hi3yCjlPW2hucjo7oRRntwRCTW2wGSdohTXtkrS5xnCCVQotw8HJeUNd1sHjzT9wADPo9Lg5GaOnptDs43/C6vcWZGluXWFchVEJRlCGiNhuiI09eGr7+1usMsorQ7bEMhik/fP6MRWXZ6AvqhWRza8D6fpf2Wp+jgwmXlyPW17f44z/6OkrF/M0HHzHPl/SGA3Z3toiwvPfOW3TTOeX0S4QwaCyzleVo5Lg8nePrFe+//xGz2YKyKBlsDRnPJ7z95htsXPSYTi7YHbQZa4UTik4nw/mSurKcnk6Zji5QsqZygrb2nGSev3nyiDfv3sQrwXw6ZVIUnE8WrPKSqnJEOgS2TJcFabpiMp3w7IvPmMzm9DSUQBfA2dAPdgqcARmhtcSJAFWq5gfYxEG0j2/todQGH/7f/41be5qHN9cRxrI27PD4Vcno4pR3bq/z//xyRKFrtrYyOmnEm/dv8rcfPSM3QBrzJ9+6SScG88FTkgyOTuacTh9za7vPqlb0ej2+8e7XOTweM85ShsMe0hsi2Sx6nRvIlsNVOSofMfn4ET73tNttkjihEymMC2PDWR/oevkfhg2w3Yo5Pjlkb2eDt958k26nzd/+3YfUVc4brz+kLCu+ePyUB/fuc/PmDY6OTnj/w4+4sbfLwwf3iLXm5OSEszNIkwQhHO0sCTS6KCKJ45BpDyBC39w4ex3zGayzzZIq5PVpxCHxMgBTrmDlooF+eBUsUto6UmeIncQSQ+3QK0u1KAOiN0voNGCYSIBwBilrIlnicQG9LSVIhTGCyeWMs7MR64N+o1EIBMLEqyDOalJUQok24EUxHieaKoIM3mUhrgAsgTIpfYj0XRm4LDQLNEsboFJeJyyzGYvYkydtlOvRzobs33mXurPHa19TyF6X6eQLFrMXrFYwm+UsVqvARDAVi9GCxXKOUpC88TpZHLG9s8Fe7z6jwwl+esxQrOgxRVWOREdYa8DVpFpio5qZi6ipmCcrorbn6KzHyKQ4rdGskWjFdr/mB7sTttcWxFmJ8X9IG4Cgx3DeUVUOqUMktXPN3BMJHJLKGGwTZdxptUmSNCyKeIz1LFcVUsZfOcWL5qQuEUSUznO48Ii5A5YNATao9uVXuPtX6gH5FSff1cLvm7HvsGgRYEBVbRpCHwh/5RII/frAK4BOJ+L7795lvQ15XvK3v3zOZR7its8XKy4XORvdhG4nwRFO+pKQACgapsHV7TjniGPZuHLD75WzFudgNJ3gU80cR1lb0tJgrOX+e9/l23/+P9LuDXjy61/w4pOf8+KTX6ClRXuHkzEYiZQGtMJLiKOEQb/HeDyhyD3bN29x584DdrZGPH30a1CSxbLg7PSUxTInEgqBpz9cp722FgSVBL2dFgIda+pyztnBFGsrqsozMTNi2SWKEiI9YLDVu16LhQj4a9fs0GuaMCwhUULiraWqq986rn63C8DUyCgkTHF5SW1rOp0eUqpARauqcPrxjjzPyc9P2FzrgYhI0i7r6xtcHnxO7QxaWrwRLKuKRe15Y7gBWvLlWc3B9IStbcNav8/p4QX1yRF378A333mN2lp++P6HVEWONEvefuMtWonFFBfU1oJznI2XTAvN3o3brLfOGE+mPHpxTF5WtJKEf/XaHhezBTfdguHdm/zqKOPVvGQw2KSzOEdKj4oShust7u50UL6grlf4ptcSZz2eHK5orW+xf2uPV8+f82oyoshDsEZRWVaFoag1ZWURArJOh7VeH2Ms0+mYl1MY9EOwBD5AIpQUIFMgMLYFDuVz/Ooi9HW3/4jjl0dcjA/53nfexLHGxdJyPp+TxobNTotfPLPYVLDWylgta7zI2Fi/zYNbgp/+/FPu3dthe/cBvq6Q0Sn3bnZx9QnjecGLkxXbt2LasWA2OebxkxfMreGb/Q5iNUeoJOQ/6AgpLM5VJBs9Bvfv4Gro7u8x+fgx1cErjLMoJbAmQJOS5A/DBTCdnrOzNeDmjRv0ez1miwVQ0W5rhsMW1qSU5Q7dbszFxQnT2Yi33rzPwwf36XXbVHWFkoK8zEPgjrXkRYnxEMUpMorCuuldmIQAIcNE7Wn+z10ppTVca6SbCVgpQp8gnJlC/7TZAEiPMiGMyMqEJQW2rqirAqkcwidEusDZGq3K33A6ZIhZdVIhdIx1EZNlycHJlPE0p3s+4+7dbYgdUlpk7XDWg3DNonIl1L4q8YaywFXcaKEMzgOlQPsaXM3SlUyN5v3DiBcjz9jvULZa2CSiEJrHZcp/+UXK0A3Y3dzmTA3o314QDbq8s3Ubii7d+FuUpORFzXyxJC9LjLUUeQ7e46zh0ZPHfPfb3+JybKj126w9fMDy8ANc/imVe4VdjFnUUC4tsazpqpLMVvQqKHyF0yWp8djFAqkMKhJob1G+ppcseGvzBTsDQZQKRPw7p8d/0cvbKmwblUZLiSOw7yXNQgDgPEmkcFJiTE2700Zqeb1Zs9azzA1Sthol/1dOhlctABxKWJwMY1QQTsdhTRfXD76uUTULf3DK+uvXClG/nkiGdpa1IYfgqt0VyvXgG5aBSmK+8eY+t9YT6trw8WeveH66wglF5KC2mvm8YKMT0UpDq9UE7B1OyKYF0ACRaDDASfT3mAPeOYrVipPJjJFweOeorCeOIrL1Hb59903WtjZJpOA7f/pnfO2b3+azX37Ipx/8jLJY8LVvf5enP/+I6aunSBveSXsXIr4NuLTH02ePef7kc5ypcGWJEVDWJgS0JSlShNwJWxm+/vbXefH0CflignE1psqZTMeUFlqdIWlng6zdQetQ6tfN4WK6mKO14op8pLRuNgMhX0RK2fBFwqaxrv6JYUBfPHuBVjG/enxIGp2QxdButUPwQKyJ4xQpLNKXpGlCf9DD1gWLck5vsEZeTHn64oCyKrm50eX0POd8OsUhieU69/eGqFbG8TLmsyfHDPpLbu3t8+WTJwy7ivVtxbtfe5MvvnzJbD7mj959g04rwlY5SqSUbp0nT5+TJpJbez1qY5nOK5SPSJIUFSfc6PeRMmGnK3GLKeenp6xUj1bWQdUlGENdF5C1ydotVqscJcFZjXEeKTTDtW3+aC0EkVxcXgSxhhNoJZAyoZ2l5FWBNa5hU8OqrFnkFcO1deJWxoW1vByf8fpOgrcmhGxEEm+K4Ll1Dkkd0giLiro+g/aMTz/+jN39NZJoi1/8+pjTyRlv3L9Jd+s+P3//CQfnr/if/v1b9NMuH/3qJcY5Ts9XrPfXwQkuz2acnC/YWR8S6Yz3Pz5HR4q9rR6T6ZKnX7xgfyMmL2vWujHz8YijyzG31zcASZUvUK5CxRGoCNXVtLYsstOjf+s2brpEHx+HErIQ5LUjLyt66W8vO/1LXq89uEG70wk2P5eTZZJvvvcms/mC8/MjQDLoZ+ArFssF25sDbt+6FUA9GCIFaaqZLwq8s3Q7Hfq9kOaXJAnW1swW88DnVwIlJZ1OGwFYG3QiHo9zf986JVQo+eNcI4Hyoc8qrkrwgHDUWlN5gZERq6Ji5i0Lb0i9Z6U8RSSxShLFqhHpSaQIIi7jBKiY0kouC8PcxpwvHctnJ+w+fIDOFM6VSF80aReuUXP5Jh5WNAtFuCEvGl++8vg6ENO0r0E4TCIxtkuV7ZJLgxdtUmUwukKomLqO+dFH5/RVxF/+4E3SRZcf/df/ymh+we7uNt94+2vMRcTKWKQKiYYKT6fTob29jTWG46ND2klMHGfcurWBl3u04gh9/5v46oh8fkC5OmdyfsrxsydkkeG4HBMvHrHpz6k0LOsbVF6howsSt0SZDllSghAov42Ql8TOkhaOcvWHUcWCAGUz1qNtjVAyoLaFDBTApkcNjjiKEBoqpRgMBo3NNfw888KwKj1kEcgrYG/jwwc8Gt+EywjvkD5E9Jpmgb86+wv4CkGwSf1o/pLecwUBCBbT0IOurA8tMH+1AfDNY8Lm987ekLfubCKE4cWrcz767CW1jVBCIaXHWxhP59ze69JtJcRS4GofkLnSN33/ECgknANrydI0VDcaBoBzltliydlsgTGWKIr54z/9NyyWC/70z/6Se6+9xmq5QLR7aKnpdPp87wf/jm/88Z9wdHzMrXsPqIqaL7/4hNIYiCNkGrEqK0Sc8eDe/aYKEdp21jrKsqSoSoq8pKpqTF2F4KTPv+DzTx7R67fo91OUhChO2N7YJ251abf7ZGmHSCu885RlAd4Tx0HfYb1jOV9gG2aH9544UURRSP70xlIWBYvROavlP9EGuL29ydbGVkgLizRZqiiWM5wtGfRT1taGSOmRdkar1SVqb2It5MsZy/EB85MDEnJu72qqhebE1hRljdIxx6MFeV6Q9jrcvPcGr73+kCxNmS9LxsuC54eXxFmH9vqQvd0tupkj05bF5AwtLY6En330knZ/nfVum7PxgnZP0BkO2dlxtE5mLIqS7W6Hs8mKxNcUruRFZdm902HQ3eDZYkkhxkSrFVG/RaQlSoUI0zjthFNYY/0oy/ADXM7zELGqJNsbQx7cukcnSVlVcy5GC6bVDImg9pLCS7x1CK1JB5v84uUlg8SxGWm8TlC1Q7mc2jlcviRKdBNwofDpBmXpeHVxxIO1Hv/vjz8i7q7xxlvvcXl2yvnLp3x28Iq9zYj5wvPg5m02ewt+8vNfkY+mLPMKUVVsdDocP3rBM/OU6WzB2WTB97/zFg9ubPDyyWd88OkJZd5jc28XJWs6keHLl8+5sbmFsAbnS7RQeAIX3lgT4COvjqknS0ZPX7AsSmrnG19xKLPV1W8vO/1LXlEsMCZv4l4D5a/djvGkzBdT5vMlSmriJAFvUcozvrzg+ctXRJEmTROyNOXk9BStFVGcouOAFY60pqoq8iJvwD/Q67W5FcVhh25DjrvwQRQoRYNJaSYJIVSoBHgZSplXLdnm3p2woDxSKITXOCEpjaM2jWdaJqBbCGdAReHEL4LeQAG4gOXWWpJF0Eo1q9WSyWzCdJyz1t7FO42TAmSFxzbPc3hbB32DDZ573ZRbg5I7xqKx8mq3Yomkpq8SHt6O6XU8i8owry6pTU0kM+qy5rBVgnasojk/+uCvef/D95sFQnH68oQf/ODPiaIIZ2ryPKeqKmbyConqghVTaz7//BHtVod8+TnOw/rWBnfv38N0WkzyFnWnQ5GtaPdipmfH/OLpIePLJaXUmKTFzA04S/r4qIMXkomvUYnEiIwfL7fZdTXrCZSl4b1/8RH7j1/eW/CCyhLiy1WjJyGMJ65y53FUZUFZ1iGNUQRErnOexbLEeIESXx1ooqk4hZJ90KBoYqVJWjGLMsfXVz56cT02r0J8lL86eV+9ZGNrbdL3Yq1Cv9807a2vVh2aTYBEsNkRdHFcXk55/+OXLGrVtMhClQE8i9winGfQbRFHkNfyuuog8NeuA09oS7VieS0C8CJYdIt8RafToTCOG3fu8ef//q/Yv7FPHCXB0ZJltLJWaBfgacdt+mtrbG3vki+XbO/fodBt5vMZKq6JWilulWOiLkoHToKHa41Fp926ztDBX9kmA/fDmJDemiS6ySEJEd1KhWhyvMHbIJpM4hitI4SUWGND+FqSYhr6qKlrVnlBmmXXuPPFas50MuL87Py3jqvfuQG4f3ufbq9HmmZYa4ikRAx7OJOjhCfWnjRLwK0FUtJyGTLHZ6dcfP450lTsbbWxosfI1qhoRa/XBxUjVdzEWNboccH4cspiFsJ8kjjik+eviHTNvTglSyLSYQtv5zx+dkRvsM2qXFL5hL3+OoWDoig4Oj8K4g3rkULQa7dJoog3bm/x8tWXFLVka2+f1eSMbprhZyeIuqBczMB1KfIxrZZkPh8jpCSJYiBCIKiLMZ6Ig1dzhFA8vHuTnbU+UkSMp0u2Brvc3PR0+4ZXpwsmC0c1X4Q2v1aYqka0tvjVwSl/3LW0+y3qWmJcRZUbtG+jWpvQiqC1hhCa8dGYxWrBo8dL3nnna+zs3OX88DPacsXhZUTcCpaPs/Mls+0F58dn3EjbVKXhdDIliiQvpxPsxQURmkErpWi12NncQUdtvjiueXB7yNODKfn8Ai0t6z3No1fnzPKcodbX1hjhPegIrCNOFaNPjpiNPg+0rU6GG4MSAkGIKS2rPwwXAM7gXLArIUVY5BS0s4Rhr0tdVvjGxRFrjVaSosgp8xwlOtSVY3RxRlUZoAZZU7kpQkC73aKdZQx6Q4w1mLrCO4EzhGhnrxBOIhp7HSJMdsH6FyYDd1U1FdcxKcBVk8ATktaDTzgEB7oQqeoFWgbMsBMCrWK8kuAF0ovQM24ARVW5Cp9HBo3CfLZgdH7JWrtNtxURRxFGeKwV4fQkwHkJjSPCWYtt+rYCD0o1VEMNgoClxaCkoN/rgEzoOU9Jm9pUCBPhPaytDbDGcn5+xmeff0anE8A2k8mEjz/+mIcPHnLj1k3SNCVNU7TWTSBToDKGTXjF5eWYn/70p/z4R3/DKi/Y2d3jf/ir/8C//Yu/IIoz8kVMXka8OJiTiBZV6x0eHe2zKBwrI5FZF5+uh6hrbRA4KptzVnr+8+Nd2qxQ+QXzyzn/8+9l0P7DK69KfDjYhnJv047XIlQmrauuff3WSVSUkrV7OCHBuyAAXJU4EaHllSwsVKfCvywIh3CSNI545/UNhv2Iv/3FS6Z1FbIsmtK9FBJxJVS9shD6q9F71R4Ipf1WEgU0e4PmdU07qWEQh569gxcHF6Sy4uB4yfHEURNyOcJjLQbFeJpTrQKEByt+0zZzEi/8b+5DeJQWKHmVOeCuBZO2LtgcdvEq4vb+Di5foOqKNM3o9gboKKbMl4BgfXObKI6RQqKiGJ96vvHdP6WUgv/yv/9HRgfPWFWWfFHQ7vfCvVwhEFXYIOkotEJDJHH46nwQaEbK4X0ChNwF4RW2NtS1CUp+pXAqfN+MM9SNq6g2TRx0g8n2Tc9OAHVdoYSkLgusCe3Bo5OT3zqufucGoN1rE8UQxxrhVZgoTIlKs7A7weCJcNajlKdeXbIYzclHB0i/YikFhy/HOBeTxjGl9wgV0ep0kFGLtCVotzOwJigWCeCGbm9IpgzSLihHh+gix0dQ1guGXUOcRoyXFQ7J6dkFrVRTlTl1XRIJj7QV49GInWGffiToJB6tJJ8ez3m3L3j3TkWSTOjvt7mYLJmuxpi6x2RWYVcl1XJOWZRsbmzQG66BL1lVI5ZFxOnFlNPTCT948wE73R5OSYplzfbaFp1UoPSMvN3m+OgZ49mCrd11VKIwxnDn5l1ODiRfHE55J52jdQupLFn/FirbQclAgUNpNJLJ5Eu6vZg/+fZd4tYeh88+ZDqdcHd3n7PLC7KuJI0TXh2c8H+8OGK1WNHrZMyp+Nrbt9gctKnLmrPLGfki52gxIVYJk4MTDuoKLwSba0Oevrzks6dn3NkfkCSKtio5vThl7c49VN3CWYNwGlcXYGtUpJBpTLzWo9NpUy9X+IOX1FVBHIcTgPkDQQFbUwfErlRhMTOmKc1VQUgX6QYGVCKEoiwLtIoYDHpEOsQaa6VIOjFlWaGSmNVkipSCYb/PcDAgSWNwnlaWhMVeq2tsqvUOLTVaRVR1jfUhnta7EBeqlLrOA4CvqKq5PmSFSHVEQOO6YJkSzXND7y9AQlAqeLURSGcxzlMUBZNZTlVW3Lixj4gyPvzoV3zw4Ud88vGv+P73vsXD+9tIFcRJQoaF3139Mb4hAvqGWujxokY0GxKacBrjaoyNSOKEbrdLIhQuykB6pE1QMgiWnHOsViuMMYxGI3q9HlVd8erVK374wx/SHw6I45gsy2i1WnS7XVqtFkkSE8cpcRwxGl3wNz/8a4pyzmAwZDQ64T/9p/+IVJKTo2OE8+xvbTGezhmfn/PqdMTlxSm1ccEZMXmFQLC5sc7aWo/F/JJ8NaMWGYf1Om3doa872KT3+xq2/+CSQoMiLGpShpM6AoegMgZnXej94rDOEcVpSP30DunDpny2LBEyCgv4V5ThjrAeCycYtjXfee8WWsJPP3zBdO6v1fySkIpK895CBEAN/7/NaxAVho1olkYsi6IhDf595gAi3C9YjieOi+kZ1goMNO8HIYY4aKeeH57zn01NvlyxKs116uCVnSD0+kNbLWqeH4SGTZXCObQUDNcGCKnJJyM+/Olf8/LZ5zx87W22t/fY2LuJUpqyWFKVqxBC7ASRjnHeEGv43re+R+zgf/tf/xdOJyt6gxhdliBqdBwjpQJ7FQxmr+8NCAFBUgQth44alkioZGgdsndc8130DlA+CKvr4MKLdGiPxVGMiMP3ydqAjTemxjtLXq4wpqLf67GYzX+DZf5Hrt+5ARA2R/uYJJK4uiSOmlNSlFGXBa4ySFMTy4p6VbM8PGE5e0XpFlxUhtXSM8y6yCxlVhgWZQiwSJOUYb9H5lcIISiqik6nzesP77G/vYmrVqwuEqZnzylXOaKuqGQofSaxw5QTTo4m7N28zXQ6Ji9DObaFJFEK4xU6jmhFMcLVLIocEcX0lKTnLOvtCCknLFuK791c44OzJc5Ztna22M9ylFhnfDRiMRkh0w6bN/foJkvyOmaRSw7Pprw4veB7Dx8wLkt2drZJswxbzyhXki++eMr5eEor0RQXC4bbG3SzHmuDAd2szenZAedFxF6vgxJBxEE9wq4meFtTlg659UYg1KWSLOnx6PHHLOcj1rZv0822Eek57775/zH3Xk9yZem132+b49JWlgVQsA002g9nhkPyji5FhUT9FXrTq/4whfQuG1JQuiRjhhzDmWkLdDc8UD4rfR63jR72OVloxu1WxKlwT04AACAASURBVH3g7RPdAaBMVuXJnfv79lrrW+sBghRRveHli9dcliv2727xNx99QDfSzJdLep0uD26NWBUJx6djfvWHL/jtp9+y3c84nk65uJwyymLywuK8Ah2x1Us5Oznm4e27CB2jVIqOM0zhsOWS1fScYr2kqixn0ylnZYFQHmNtGFMSAmN/HPyprWqEBiEdtXXUdU1ZVkynS5wPyNF4PEZHMWmSUhQF3W6P7a0BWdpBSsXOaESWZRRlhY5j5nnOfDan3+uhVGiMowY9AI+zDidCtLBzLggCXSDShRQhvreBCq1zbX5Qc7WnlnacSjSwe4AwrXXNmFPrxy6+o+jeqKABpQK8LqUgy5IQbVzX7OyMWC8XTdhOUIyHya4rdzfR8Matgrw1axE+oBXWmTDuicFimrxyh9aKWMQgJD4ORUmY4PkPgRMeDAa88847LJeLkMW+WoUmK4k5PTnh6bOnKKW4d+8eO9vbCBlQFCUVURQxm01ZrZbs7vY5uL7PZLrk+OSCP/7hj+zs7CGc4Hy84M3rc5bzBVKV3Lph8RaqdU25rvFGMhIFWa6hEqT0yK3AxwUHWxnXR7t0k+/PUf+3vrxzCBGaMCXB2KYRoD1Zyg30i/f0e32yLNvw4sY4ZnmNkGlw7G9S+6wQCDzOKyLgwe193rm5y2Sy4oOPD7mxMsxmFZNFTl5WmNqG5Ev/NuTertjNb9sgWJI0jTibzwPS0IgJBVe+/dqHJsYTdFXQThuw6Sjary+M4/HrOZL2xBv2Gk+YRgghQKEB0JsGIPw+IDfumypOQvgXsFjMmc/nHL05oj8Y8Ve//Pe8++Ahz558w/T8hE7aYbVes3ftAK00URyT5wW9QZ9f/tf/Dc+ePcaaqmH9PcY7hAsuo0Io0ixBN54hsqHo2hCx9tQum/eva6ZqIqWQSqN0QJ+11nQJjqCyoQ/apjz4iQShZaQV+ToHLHGsKPI1v/ybv+Gnf/XL711XP9gA3Ni9htQyiO6iGO9EENcJDdKzqktmJxPUdIJYTVFqwcFuxWxlEWuNHGRUIuPzsxnH0yX9LOb0suD09IRr3Yjp/AKZCmzSpdcdcnRsefLkCdrV2CrnRl+zkyoW8xXTyHBzvsIUaybLmjTtstVPmc81eVEx3N1ifblmtq4oy5LS1JS2xJJzOVcgYXeQkkSCxdpS6g69vmRnBaPpgqOjY4o719ADSU8uMHbB+aQgEVOim++Q9G9hVys+/ug2b8aWzz77imGUsLuzzdnpKdXWmls3bzJ7fUp/NuVOoqkR+Nmatb1glmR0VEScpdy//z5Zr8vTV4/pla/ZSWsi7XHG4ZykWtXo3g2s90wuc/7+n/7E9Z0EkW5z/7DP4s2MKIGtQZ9bB3dYvrrgOEnY2dK8d3Obr755zmi0zz/89kv+9r/9yzBKJte8ODrl4wd3Ob9cUuc1SaS4dn1E4iq+eXNJXu8jpWLQ63B0MmZdlvSlIp+c422O8zVmcc7s9Ix8nWOEZrZYQyLZ2+oxsQq8oyorFvmPQwPgaoN1IJXcbIZaSAa9Lg5I45hhv4dSIUYWJJ1OFuygswSQ9HsRSZJQm6A47g2H3LpxI8DSVUUcRchmk/LeI5VsUv385sRjrEcIxXyxYD6fsbe7S5bFwWik4Tg3CkAfpgEIe3kz1y2aaGG3Ufi2vGwzWRjGopqUQpwN0cNlwXQ6xYoYEYfZ4OVySZEXYM0VjNtovsPJS+Ckb0e/oeH+8a45sRkapwC8M9TeUNua2plNChvN/XDWEsmILIqRSlFVFRfnF4zH50gB+XpJXYawmdlsynIZhE2mrqmKIkClcRxOOsbgrKHb6fDew4csl1OcFWgVUeQljx89Jk1fspwv+ejDD3G2ZvfaATuH72J1gbAeYQTN4AL4COsURR0c8rx3JKwRZoWrlqgfh5UFAKWpNqI6X9WADwVCqs3JGtfce+/pdLpIqRqDHUdRGYraI7QGJRs6JzjxQSjjBs+r18d8cKfH85MZ9brkcKvLeztbRNE2VkVcrAy//fQp01nZlNVmybZrt7nCNIygk2qKOjSSHr+ZJAjrOxRN6cMIY/h8GA20CLQW3Lq2S7Facna+Bh8a7LBSQwH1zfy/96GR8d7jnSVNQTcxHqGBttjGituhgtGP1mgZ3mBVXXJ2esT/9b//L/xue8RyuSaJE4QUzJYL9nb36HV6JFlCFEWs1znzyzHKe6rK0OsP0XFIzJVS4bOQrxGcE0PDIoUgHPaDC2fTEzf0iGwKukVZBcogaxP0PwkIKdFxHE7+KmjLjLGUZU6Fx1c1q/WCslgTJxH5as14MuZ2VfKXf/GX37uufngMUCiMlVS1xq4qnFuzXi9Zr3LGp+eYyYRBvebaoGK0K4h6UC8F1XFEJ+sxlym/e3aMEDk/vzvkeLImX68obc7z44jdQYRbGZTNSSNNVVcIIZnNlxxeu8b9W/vkx+e8Gk8ZlwUfvHeH3d0b7N3o8+T5OaenbyiLirosWUwqXJGzXOeMVzlZDODY6sOwIzHRgM9OLnh6WtK1sM4GXO/1eXz+hEII0mrJyxevube9R+4XZKNt7sghthgj3ILR3jsw/5zFcsqffXSfZ09f8NXRCR/FMcY6OkmE9A63XnC9n5J2u/gko2xg23Q2Z/7Zl8zKmmh/m0/+i7+gs3ub0+cFs9OX3L0xJN27gZleQrxEpj28e4NWihu7GRdLycO7KcNownkZ3sTFquT89QmT6YzXswv++v5tnKn4/NtTDvYt83XOycmE169P+Pd/8RFRGlMWlovpBfm64sbBiF/+7EPMYszR2RzV2aa0A4wQlMWC2WJOLGF98ogoBk9MWRd4pYi2hhx+8D5n377i5ckbYiXoVJZO5LF1HeI5fwSX8MHhroUdFR6hJHEUY3wYAZIinJSt942KPsBsrjFVibTCOfMdwxFPUMRfXk4wdc3hjRtEkUKI4JluGljWtzGpQmCM5dsnz3j9+g1//vM/4/DwIGzom0AVvxFmbQqyb6Z9hMA5moQ8ECLA/ULKRlndxsWKsE8CkdZ0s4C2yaiD7g4xIuLZ81es1zmmLFiuVghBg1Y0m2jD0crNiGJwL/TOBjGacCCv5sexNFy9Q8eKWCUIqXA6+LGnuosQgqqqiJRid3tElibsjEaBophOqY0hjmPKquLhw4es12vyPOf84jyIzZrUxCiKiJMYpSLqSjC9XFFWNZ20y7Df59XrVyzmc+7eucF7Dx8yGPaJOx2E0o06vEZ4G8YK8XgpKZ2jtBblYWh3kN4ivPlOQfvPfQlaHjmsu+D05BHeNrP8ctM0SiHp9/pB2Neceovabix9W9e/JvEBicViqFCczh1fv5gSjYb85k9fU7szkiiiFyn6mSZNEmxe/ytzmSvkKbztw+k/0mITZSuatdk+GY/HiXaNN1MIIsT2eiFQSvDJg+v89L1bnF6M+YfffMsyb1qNFu0SLdrVcgBsnm8ctw54rqHRfKCZrcU7SWkt3of3Pd6jIolKPLWpODs/Q8iYorHRdghOzk9R/gygod4koqHjev0hcRwjtQ7PvGnMIx2er/OyQdnEVZOtgr12a17kEVR1hTeWylebeyq8YLkMf1dKI5F4GXREGxRBeKoyJ8+XSAGr5ZrLyZi6rshXK5588/X3rqsfbACe/MvvOZvmnJxPmS0WaCGIneFmr8uuNoxSy+5NRdaNsE5SzWKmE0uUJlzOLZ+9eclWann3wQ4ljsdHns4ghbWntp7d3V3K6QThPbEpWNQFe9tbDHe2GGUpq1nFr79+xUVVgdT8w68e8V/99Xvcu26gWrGsSh7cPeTR46dcns746a1rdG7u8b/+4WuGW122u1280mR9jUr6eAsvZisyGxP1JtQ2pnvtAF2WDMQZf3jxktc3Yz66lbBz52d4I7h4/v/i3Jx68gW+PMGt4Nadn/H+w2t8+sdn/OHbp9y7fp28qjl9+QLKirSTkWpFnMXk8wWscjp5iVOwE0vWZ6ccf/kVd/7sE/bvPGTZ3ePb4+fcyr9FZn26D3+Jj3po67G159XY8vGDIR/csERasS4LprMVf/j8a87PZhSrnGGquXswZLR/yM/yjF/99lOstTx+9Izda9vsXzvgz73l7/7+cy5Xa6rK8I7T/OmPXzFbrHlxPkV+/S3KWdbrgvmi4vJyxt7uiLS/hzUFdVnhiBBJjEohGQ3IdgYUl6cUpQUcSazJK8OPpP6H6tmcKtpLtJuU9yRxhBCSujZoqbAejKmQUiMlRFEEBH5NKdXArRrnLGVR8ulnn2ONZXs0Ior6zQm9gVhl2IDbo7x1jsViyXyxAEDrKNhp4zdIPoT5aQLA2aimryDCgP6HOGGpVCNuEsElTqhNoyCbDURKRb/boXSS6WTKerlkNp8xnc6ItCTLOt+ZB2+whSBihCZjPpyqnHU439oG68ZsxOPQSGWpc8Pl9JzSFlRC4nWJ1hLlovZRN89RiCCE6nY7ZFmG9yGZ0frmtfKB97Rt8ybYmMY46yirmuFwD2ss6/Wa/X1DlqUMBl2sqdjbG7JaT7BuxVY1ItVZ4M+FRQiLFxahLF4IEu2R2iGExokM6wSeMG//Y7niKGJrOGQ2m2FsKJLC+WD1KMTGddL7wAt3ut2w9rzDIVjkNdYKIqk2UwAttQMe4QKjbrzkyyfn/PQhbG31OZmMKauaoracr2sEJUAYaW1el+AF0Iy7+gDHSw9JpCiLCmMCD38VEdwq98WGG2+pLo8jimP+/IOb3NtJSYoJO114/519/uWLo9YpI5T8BkGgFRc2xR88SSQ2wjshAkJQG4N3lijWKC9DcI73GGMQVoCCqOHkYx0oFenaYCzZNOviSoOjk8bnINBsWqmgkhBvIYBabfZCHzi/IIY0Bi89cZyRpFkw86qbKR4EURwDYZqqKgpqa7CupixramNwzobJAR0F8bE3iOaQcXZ+yrrIiYDnT59RrPPvXVc/2AD8z//HP1FYg/aegyzhwfVt9gYd+tKys5USdxSiqpmfWywK1Y+Ro4p5ueabiynvXO9wfdiht9/l2cWMCs87e31enK65mEz44onncG9IVwd3q60sZnwxpq5hfDLmdL7meJk3oROek/GUv/v7L/ibn9/lYNBhebKgXBT89N49Xr94ydevzjhbPefF0Sm3DyL6PmWrGyHVku7oFnt7uyzKkvHa8/B6n6yTEI+uMX76Odd3EyZ5zlePTrmxfYdOPqY7eEivv4+P+4h0xHb3gC21yzJf8ZN3Dzk+nrCYrqik4MbNA8o3x5RS0klS7HpNVU3pJgnR9ggpAhxU1CWxgPXzl3y1mBPv7HDj1m1mMiEqUh5++DP0YJ/1Imcw6COQZFnCm6M5i4klTQTzPKWqaro7CWMpyDoZVhQkmSLrpNy+ccDRzWt8/s0zrt/c56/+/CP6nZRxXWDx/PLnn/D0+RN8VXNxUnGynnNt1GE6mXNyekZVGqazFct1joz2oLuNKEuiYcxi/AZkwWo25fP/8A9MZ2tmDTStvMO6oNyu6h+JCLA2qChC/Ssfcy+acRrXhJvRcGwNhOcaOFVpFYpt8zHrDKIJ+3n27DmTyQRTG7598pRPPv4wjLG54HXenp6lkFjrmrVdo6Tk6OiE3d1t0jRqmoSr60pQHXbM1tfd2jZtsNETbObAoZWFO39VwLEbcJb1es2z58eMZzmmrlFaMxptsX9wAEisNeFkSQD3W36yRSbCjwziMdlA517IYG0tYzKlcEQsVk1QiZJYAdYYTG3DJIm8oihkO+Ll3EYUJaQgUo3lrPdhlBKuuG3AORsCuHTEcNABBCfHb4iT8HysrXC2RghPkkQIHOvlODQkTbHwMpjj2EbfYF0IHkJqrFg3Fsoeb388HEBd1yxXK4xvtBhNE2itxbkwFmYbY5g07ZB1uhtO3nnBYlUhaETG7SfCETO4AAqPcg6EYVYKfvXVaYhj9hFGigaPavh5fIOGhYcRb51WxaapgCjWlGW90Y+8fW1yL7wPTR9NgI+HYRwzTOG3f3rMJx/c5fGTN3z88B5PX14wXtSb5rYFzVq///Y0jYdIN5/2DoEI69saqrLCOofWGhkFA53KtOOzjVDPeSobqDnR/Iw22kwQproUMhR9HfaLsJqDxgch8U1z7gkIn9BqE0rUPm/vBVVVbvaVVqis4wQpoqDh6DRaHqXCCLYPa6FYr7k4PaUo10ynF2zv7qCkYl3kpP0uRnq2un16vQFV/f2nsR8WAVYVH+4M2O0o0tiz09N0tAIjsEawmBg62iMTj0wsul9zOa2ZLQ0P7+2yPewz2t/mbHXGZy9nHA4zYiTPjiYoaXlzdkGcDSmyBF+vWI8v0SpiWeS8uZihpcZ6h23gwTiJGM9W/G//+Jh3D7d59851FufnjEvDVn+A0ynPXpyzPdAkClxeU+SWnS1LklbcefceJxeX3M8k82XNorwg6Rr2Du9QijUf3pnzq28v+fLbGfvXfoqpa2wpiboDsq3blIvXVEKwePkK8+SEn+yPeD3aoaprXrx+zfU4xmuJyQsiAV4p0k6XCIETDqkUUeWxrmSoLf70nJfn53R7Xe5+8hFZkqB3dihWM1CS0cEe3U7Gg9vXsJWlLJacXo5RaPqdmJ9+dI9P3nmX3/3xK06WZzgvqMqaLx99S15VJHFMVRScnV1wsDWgNIZEK9aLNc56Xi4mbG2lCG3wSIz1pEnE9YN91Ok4vGl1hIwSVJKS9EYYY8mXJYYZ5+djCmNZ6wwhJc568qIA56l/JFMACIlUGqTa8OkCEeB+eaWGjqLWHlU2HXxQ1st2jrk5nSDC9nN6esrR0RFxFFGWJV89/pqdnW3u3gkmQkIKvA9NBhLW65yvv/6G8cWYqix59Phr9ve2uXv3NjiPbU9iIpw22p9JMzvtGngzNACtNqBVVItGgkSzY4lGqd0gD9bgnSNLEhA5kQ6ixYNr1+j1+jhXXm3ItADuFbQa5swVbfa7IEE4AT4IGYUIMGqapNw83KO0fYyU1GKJswbtE9pfTTZCPinaE1nIStBak6ZpcDJs5v7rut4It7z3RFFQTa+WS9ZFgfXhdDabn9LrdDi8vouUkEQRVVXS7/dJ0wQpPa6Bco1TFLXDNMY0tqqxVRVsjYXEe4UTmsoJzI+kiYXQ5K3yvKGBmnLaiMBcM6FhA9ZNtz8kipO2vmMdzNcVXsabxlJshKPNQ7UfR+Px1EHeH9Itfetf0ZBTQm4aCd+sT+F9m4mFIRRMnUgK4zY8/aZit6DYprVtL4FBsciX/Or3c5TOEDri2fEMrV+T6at7IUSrKQjf1zYdHgJErq6KtxdhdE4QDio0vhzCh8iSOFIkUYz3AtNQBVKG5sq4hmKRgXffNA+6gfVdoMlc8/zbny2b/UaIRhfUaBw8oFXr9xKaX+fCeF8wJ4qa90n4XuvYNMVKxUgEWXdAt9NHKc3Z2TF+M61Tkg77/Pf/3f9AvaxIdMRXX33J0cmb711XP9gA/Jf3dxkNu2gfNv1RGhPHjspD3Jd0tcBXJelQY4zClAlbasBoTyKzGDnMKBPDb35/TCI8g7TDs9MJ9w6H3Lo+4O9+f8yzF89Ik4ROljSK5BXdTodBv8eo12Vve8T5xQWdXo/drR7T2YLnr495/PKURy/PSYONHrXwwde5k/GLj3fIlxXnLwXJScFgJ4XlhJ2Du8S9LuU658ORRd5Q/MuTN3w9HVKUhutDxYfXBf/y7QseHTzlo/cfEt/4CVHSpc7PgJpyNqF6NuXi2Ri0YKubcqIlX19OmEnBde/QzhE5yfFqifGC7V4HpSTlqqAuCpZ1Tkel9JDsFpaL1695+MnHDPo9rLVI76kW56RxTKZinj5/TX+4jXCSotb0OxocaGWRcUq+WrKeF5xPZqRxymCny7Xre9Te8e69u/z6n/7AtYFkXdQsljlPjo5AWA7SLknmuHuQ8PXrnN2dfdIsYTaZMp3MuV7XLC9Omb74Ch0npN0tVkXJel3Q3RnSF4q+dazXNS4vEMJSlhW+qCny8v9/V/s3uKIkReroisdu+HSEQDWnZtnwaUKpDUdnXYD5ZDumJwTeiY14qZulfPLRB6zWOadn55yenbNer6lNgOLwAeKXwlPXBpzl8GCPOzdvsC5yXrx81YSguMDli0bR6z0QxFsW28YEAK2lMBvI3iOuKIKGY3UNvC7xV05vzuGsReAxdRXmoZ2j3+sRRTHeF+H542nntcOoWcvsNlu3aOVXgYfECbxweK/w3lHVltliTl4bSmcxchVihX3a0CfBprQ19PHeo5XCG0NdVQ20KjYNQZIkKKUCtOodWkdorelkGXmZsyyWFMUapSzeF5h6TaQirIfVfAUGbMdhzArvLV42xd16rA2bn3QGXVcoZ5AYvPdUPvgp2B/JJAsE2qk2dXNSpim+roHiXUgDbFTmWdYN9rEe8B7jBavK4huHxXAy9mz0+21tlsGs17eGNf5KzHd1bdQGm2ZiQxsRDHdCw+DoRZqyNFe/72ZcsHnw8C2bECGJxwpLUcLKeW7uahIE3ho+ezZDKppgq4ZLJxT3ED0sNjiDp7EgbmgjfBjDlihqY4niKDQKosnA8DI0T3hkw68DxFpjrLzi7gnunlJ5jA0TL7WxOBXeN1oEp8OyqoIzqJAYH+KF27FaCBod11iHW9fSk+EOlnWN9A5jDXm+DjSe0GityLIO3oOtKkxdU6xXbG1tMRz0uTy/YLaY87d/+7dsD3bxacn4/Ix+N2Fvd+d719UPNgC39/ukQjNbVnQHKd2hI0kFRsYQWYSomb4ssXmGi3oUKPqjIcloRDrKsNGa3332mPG45PbOkItFCcrz/t4Qlwg6mUbIhN2dIZiad9+9z2ox4Z133uHJs9e8f/eAKOnz6NEjtnf3yJRgqxPj6pKD/S0evz7n/GLJer1ER4qirBCqpp/E9JIhUd5luxvjrMVUJWmWc+fmLp9+/oxrVUJ5mjOZLdEqZ10Ivp7k3PlJjw+uSX79q39i0Oty8/A2GItWHYQxJCZn9eoUhSTVEf004cZH93lztub0+XOysqQjNUIpsiimaMbOAmTXRLrWHmlgkETc29+nuncfLSWz8SXnJ8ek+TGxmRHtfky/06dSM3Z6EWUpqLME6R1dkfLN05ecX5Rc5mu0Uzx6MWPU7/HBvT287zIY/YxepLl3Y8Dk8oInzy4pqjk/u73No9MZDw63+fijHkk0YbYsmBYTzs8kUZSyu7vD/s5WKKBCs5wvyKuQjV0WBeWsZFkYVBMta2uDryqo8uB17ewPLa1/syvKGnTCv9UA0MCXQjWMQMP3tW03jXio2dza3HMawZ3wjm6vQ1VVjMdjiqJo5tRjrLXEcYyxFlObkDhmapJEs7s9bBoJQ6I1EkFVViDCqE8r6pEi2Ld657G+xnvZhLkEmHezacN3T/3Nv9tphPD3gKBZa8L4kLFEUXjbW+9oldnBc0WGuO/2ah63IQE2jUg4GYa0Q4HHuLIRRAmU1HQ7XRIFViqUkGiRopXe+BYoFQBV3WgqrLPIVljVJI62I07eeSpbU9c1QpQIKamqirIqML6iKspwn6xnPl8hCKZIIDg+vaAo3uB9CY24zDcc6+aZeA+NKDBAvqGJsg3i8mO5WvMX5zxKN+k8iDB62sZLS4V1jsFgiFSyKfIEs5raIaN2bK4RqsFmwby9jkRzHzwesVlbQX+imu9xbzEJm48RPi5D1SLWksuF2XydaES2b9//ZgU2hdyjXCt6BZ04FkWFtREmzAUEdE6E92Qj5mlyCMKD+MbCOInEpunAhxFl0dCADt+Mx8qN10ZtTDOeJ5Dt2F6DArbpgkJ6IidxtaWSntJUAc1yMph7VTVSCupmD/CypZGaey3DfaxMHZp5HxqBKIqaMcLwlaauscYAYkNTGmNROjRWxhjKdY7SMowZCsWbo1c4KUnjlGq9Zj1fcHx0wvjikvly/r3r6gcbAGktIlHovifpCWxck3YTjLTY0jI5EZy/BkdKZz9hMByxdfceyTBD6BWnszXH5yXvHuzQiSKOpmfs9zK8E8xWFe/eGvH8aE2iYdTrcvfwGk++GrPb67DqRWhbcnk8ZztN6EQRdVnSybrcvXHAsNdlssyJ44TxuWCwNeDVm2OGHU0ceSqnEbGmrBw6lyS9ipgJ79zd5dmbE55PSqqTAqsEh9e2+cubI2JtGEYF+1ZTioJH374iSTRbkWN1cYSMEwaj23RGA7plThyndHdGHLx7h71r8Htr+ObLxww6EWmm2DGaurTkRU1vMCCOFGVRcquzTdTJUPsjtt57gNcRX/z6N9g0QStJdXnBzb4lTWD/YI/Pvjnh9p2UW6MuW5nk5PScbifhH3/zhBrPg5uHkNc8eTom6gy4XwqGnQWdKKZaVtw6GPDlkwu+fn7CreuS3Z2c7sxhsznj9RTpHcMtuJFYlCyZzjUvTo65cXnAneFNkt4WhbXoJKMfBRWsd5pIFKzzFc6BFo6irlkv1xsBzI/iapzyfANnQis+4mpze+skgxebjQKCwM42vKv3nkhqsJ7xxSVPn79gNluwWufM5nMO9g9ACPr9Pt57VuucytSAYLefgjWcnV1wMb4kz9dMJxO6nQ5KazqdLnEUCpcMk85BZCc13mtqJxuu0IVi2z4/LzYbaluvXAtJOouxhrIqWS5XzGcz8nxNkedB1ChV8Ipv4N4NnOqvxGRCEPh7cXVuc4Tpg2B7INAywnpJt9Mh627j5IAKjxGdxjVObRoSvKe2LvgCeBNgVhsCtGQDLYdCFzZOKUVjqxpOXwFFEIAijftEvQ5JfEmWZoy297/TPCAVUafDlUa9Ker+Skl+JYBs1Nmt0r4tqj+Wq6GGBK6JBaZp6NxmFM85h5KS4WgrFBsXnutqXeOsJEpa1fgVB+/CAXjTPgovrsx6fLj34bVr/AKaddJgTlgEyoei70WAwaUPqIGWkrIKNEpbUP1b76d/bX8Vlp/ASYtwnL92VAAAIABJREFUkEaS5WqBRW56XCk8ISWipfOaRb+ZpAlfk6aBT28Fv9aFRjyIZyU6CmZr1odzuRTyCvVqTu1BsNekYvrwntJRRAjJ8hgXpoQcHlfVTTGPsS6IVKMoCnkKNtBwxjmiOALpUUKhtUYLmtHZdsQx6JBarxDZjA06X7NeLCirVYgNFprYRbiyYr5aUdcFDz7+mN3dfTCGx4++5M3pCWkUU1f19y6rH2wAksxDXCO9pdfVoUNPPDKH80cVxTwmSvuoLCXrDxgeHqAHKV5WeOVZLB33D66TuRVPTk7p6JidwR7jYoFF8OGthKcvxqSyw/29HqLMSaxBmIo7uz2Ojt4gs222+8GRy1pDt5Oxq/qsjKXKa0a9mPzCY4uKONIB+pIqJNNFmsk85+i4wAnFdjwm7ff58z+7z+/++RHrWlObivu39tjZ2UIlCfOlYTItuf8O/PbTx/zj9Jhf3O6jnKJwnuG1h+z//APKf17Sv3aNwQd3SHDc2MqYPrhNkTs+f/aUfzfo0Y00mHUwMEkTdK9DqjXOOrKH90gPdrh4/gpzesHZfEyxu837P/kJ0h/i/QXeWbZ6EQrFejplcnbJuqgxRnF9O2YrTTkvVnz44Cbj0xlPTs748tNnXE4PONwfEjlLsco5Hy+YLnLu7O5wenHK+LJgv9ND1I7jy8CPznPoZ9vEYoozhqoKohmPZHjjLlGnz2oxpTBz8rKiu7NDMoSnj7+hMhYlAm9c1pZIh1Puj+GyohmNE01hp+E+3+pPNgW0wRQlcqPERzSQqAwOaIGiCXB8HEXs7m6jZ8FUx3nH46+/ZTKZYp1jlecgBL1uj3/30/fZHvTCaM56hbeWi4sLjk7OUDpmuDWi1xuQpCFcKoo0SjYcodDIJAjeQoJa22CFjVoLifIebw0O3Wzyitp4auNYr9bkyyl1PsOXK2yxxBvTbKQ6QPlhNw0FeNO8hRntdjOi4ZOtUEjpsJTgKgQCJVOK3HM5O8OqJU5FGBpPgrdO0gKxgZTDZsuV+LChZa70CB6QuNChvNUYBGTD5RZjDEVRksRpcHxUDeXhfRibkm3xaCYo3JVIjbebgH/Vr3o8b+si/nNfkQp2sQ7QMpQ9Zz1lXYcihSRY4EZ0u73mlgezmLwwaBk3FsKbknmFGTUwvCCkSPq2QLfFqf26qzu3IQLkBh9qP9rQT0LgrMNsJoKumujv3NX2pWCjEADCWtjq91itcpxsQrJE8z5u+IkWR9iE/XiBxaKkJ4oDyhTojfBaLucL5rMZ3V43CO60DEhWgzQ1+sYA1jd0nGtoK9eI9lyTjaGUIlFBINxShBq90VLUdY1zPqBtrjEgUipogpRHRs26bkYjnK2Dg6Dw1LZGSd2gJc3UgCuwLifSCd5rIiXREqypWOdLlIBb166xGF/w5nLGy5cvKEwNnS5J1vnedfXDeZepRaeeQaLp9iPyHM6OoJrFrNYgI8nO9RE7d7bo3tiGXorzOUhDXmu6cZf+tuXlm1MWy4qP9u8z9TmT1Yr37/UwxqC9RBmPqgx6es5B2mF1fhoiVl2BUI7uaICoPLH0xErgKk9aOX5+eJ1vxsdkWlL7kKdeG5jkMf2OJzc1hbFM1p7+WtJZVeh4zPU7H/BgXvD5Fy942NtG2y3QuxxPKv70xXPG4wkfPzzk3cMOv/r8hM+95d3DXTwxlfH03j3kcJiTpV2ME8xeforubbHf36Z6/zZfOcHvnn3DJ70uvShCKIXLUrrvPyAuK6JOSr5a8dX/+R9Yn19w6/p1dqOUN0KidQSDbazsg0oZjIZsDXf47NFLfvGz99geKN6cnjJZ5Xzy8BZ/+uoFv/v8EWVRIyQc7mzx6tvXHD19Tao01lnyuub9d+/xzv4O3xwdMep16aqM0/OcpJbs7w2ZnZ2ymL3h9oFE6wyHINaCKl+SJj3SwYjSOXrdPsvVC2xVURc1SkJVVxgbTiixksRasCh+HBSAF2qzOYXN462I2822c7XxCCEpqorZfEGapvT7fQSuEfXIYHHeTD1IKelkKd5brK3Y3d0iLwu+/vaSqnaUdeDzV7niYrHGUTMcJsRiiDOOk/GcTx+9ZOkSrMrwQhEr6MeernZIFYNKybIODx++G04DpoX0g7ugdyEUhrrGVxUi6iJ0jDEe6zTTVcWiqKga45AAdQeoM0lSjPXEBA2CdQYpr1ziICi0pdRBFIkMKXJSg2uNYATGBnFkXdfMF0sqX+J1gmmZ0xbO998tqr6hOdqi3uorWmFmO/MuNuhE+KqWw7Yu+KHPZwtwAmfDSFcrwsSHEBzXSCzbIvIf/182IrdmxLJx1vuxXJ04obYGIwNoLgDdZHVsnCGlJI5Tsk4n3Gcbop1r6+j3OuhOFoyAvNicxI0Pxa+leFrL3pYma2f0N3C7Z/P+8YTQHQSYBpYXDXwvHXz9ekoVfH3ZFOr2pXStuJOr11a0J3iJFJ6t4YCTo3VoACCsSdlMhgR8n7cGGdseBa09SrUUR/MzGnSk2+1gqpJZGRIgozgm0hGmrhtxX/DxEK79kVcNadtAORtGnmVLpbiwFqVsCrwMJkOqpRQFaBVhmpO4BIo831CP7ToTKHSkGgthMHWFQmDKnHI9RwBJlFIUJVJBsS6CdXmk6Pe6fPabf+bpF48xCDq9LjqOcc5gvh8A+OEGIEpjom6MrS2Tc8NqEkHdoSwcItEMdrts3d1G73ZZSUlU5Qz7gEzRtSBFcjk/483Fkq10n4UxvBqPeXCnQ5YoHh+t2Es69Lwmryv8uKSuYGlK6qiL8Bqfl0gqCicwCpwpqYuCYlGCcvRTRZFljCvDzvaAPK84nUm2hpD2BHkes8wL1nNDsZUhOMdHB+zdfcCHcZfVZM3rF5es1mtkv0uSdOj2Q0jR3dsjPrx1yZdvFty7d8i1g0NUkmFKA3bGavIUHe/R2dnBC80gVvTUBffuX+fzi3O+uDjlo60BO3dvs/uXP0Foxfo059UfPmXy4jX1ao3SEcQxg16HxxenXJyfce/BfTQOX+co5bh1uM/F+TGirFhbwXxVsbuzjUwz/uq9+/zmqye8Wc442Bnxi4/fp1oVXKwW3DrcYyvt8IdvnnB2fsFqMWfQ7XGYdehu9ZHGo+Kap89PGPb7lOWC0WCL8TSjMjM6ScTs9IhxXeGtpCxzuqMdsrTD+PSSyXQWAmeMYbEqkI3apzT2R7N5eufROm7ENg28ZhvYbzPn3RSppokZn0/57IuvuHHjBh998D7OK5QIorVYaWpThgIaRWgtqauSJNZoBXu72/R6fc4uZngfgYwRqoPQIaJXSU8kPUILvLOUdU1FTOUDElNhMOuClS+DgYhMNieQO7dvYZvTrbGOojbBSd17rINVXjCdlKATvKtxtgoJlYua1cqxrASV19ReYl3ICk/jBFfFyEhg63Izq+08aKnD6Vwq6iq4knkhsTacikztSBONQlKWHusEVW0pbRlSzBrOpbXx1Y2POdCIDa/WiBCNU5rnO8W3FSUGOuDq46JBduq6YjKdkWYddnffpgBs4Lt9EKbRcNr/GtZvN/eWZmjHFX9slwC0VEjURpkeaUkcJVTWIAnagOHWLnGU0Oo3jfXkRYmSGZHyaB3QoVYLYJomK8DUHuMc2Kvi3J7KRUM1+bcaNITAbibzN/k3m/temJbZ9u1/4ftb5Idwr5ULjx2cgMPjBT1GRFl5JKqBKMR32/bmH828CxBO/LESG11Aq7YXQlAUa7SSpHFwSXSCFiLAWhGirusKKWWjOQn7gtYhuM5Zi26Mw5wKNJhvbLSF0tTOE0Ux4m06olm3vtHuGGsRqtFvaNWs1dBKh68LCISxDucMyyaTIIrSYK7lHZ1Es5hPWZclxlk+/sXPeefWfR5/+kcupzOiJAk0nrOYusTV/4kUQNTNKC0cPZtDGZMkaXBNiwXpdod0N8N0NePKEVORpR4putiyhrpgcXbG68sZZd1lu5/x+PgNh7uafidlNq+YXhpwYLGMlwuyWuBR9LMOz96coSPD6NqQfL3EJUMuLxeY9ZzyfM16mRP1JRernMt1jdGeG9f7HB1DUQo6nZitocEzYPp0zuXcoGcQyz3MfEk26HLj2pDPTp4xWRiKMsHIMSbusr27D66kpsv1azeZ1VMev5px+M7H2Lrg8sVTkr6gN/qAaj2ld+1DfG2YX74mqmdklNx9eI+vFgvK/R22P3mPqix5+avPOP36aWOZ6ugmKTsHe9QSxHrFQClG21uMhkOOXr2kGr+gmp+SprtsDXf48vErbBRx+/ous+WaJIlhlHHnzg147TmbL/h/fvsvnF9O2N7qk2rJm/E5hTP4KidVmnd7A6yG03VBbzgkETXjyZQkiVBqyGzRI+uNuH6g2e73WUwvGZ8fgUqoqorFeompDcu8IkpilBfYegKmCupw50B44uiHwaV/q0sJjbN+w7PZ2jeiQLtR3/r2LCsDV1dVhuUq5+WrN3S7fZIkJY5jlNIkWmJNTb/f59rBLnmxBlwYe3QwGg452N9juapYrQ3GWZJYc3htj2HmKWcTcueIhCbSMRKFt80ZpqUmmuNq6/Ne1TUnZ+ekWYfahAJnvSAva/LSECtP0kkoa8evf/spL4/P0VqF0beGYzfW4h3UtcV6hY4Sjo+O+fbJU6SoQpCR9GgVhEZKSLI0QSqFFxpUFNz0hEQ0UcHOQ1kFesB5QZRort+4gZMJtROsigLvg5mSakSAsimurbFKOzkuN1C839AEb5fh4AvQODQ2BcR7SV3VvH79htFoxP7eflDKex+omub0Zrzj7QfzLSTtAmLQNiNSyQ06QlMYfyyX860mIrwupjZhnAyPcio0AEqzs7MTiqm1CGepDRRlhdMd8C5QczKE+igkSlzRYzYOBUi4IBA1TTNlbetAGUyq2qZJ+OD0eIWmtYW4PdGGPy2tGI8mtc9vaBfvr4p3+A7VdB2OX//uqyBUbZw5pWzdLhtqqCngkoaq8GGyIdENctF0CWEtCMo8x1gDgSgLYr9m5DaOw4RJABKupiBMXeP9VRplZM3GEEwI0Zz0RRAISx2wJuHxJrQlIk7xTYSvJZhd0TS5wYNEEkUKYxymNngs68bRT2BDAFGSEcStgWRZLeacnY9RaUQiJbL2UCuSpE/WtSgJaRKFKSffThb9x68f3KWthPHJismZx9cV2zsGlXo6gwTdi1gKyWJdkyWOQSSRK4f1CpHGmHUNNmdruIdUkvlqjpIw6PdYrEpevpyRmojOULEATqcLdnSMICFZ5XSpmZWWyeQcWS3w+pIKT76qMKUhtyXkcHy5xFnB4ajLIPHo6100oGTG/rCi09li1N1iv5uRyYI4U1izJj//lmz7PrdvHRAlY07OLBenc5RecCO+yc7eNp+/OEdYR39wwDcvjjkfn3K4f4NsNKC/ewNvaqplhTeCssyxdUEsLP2opB4k/OKv/4LD/S1Onr/h9NOvqOcrwBEnEVGUce3WITYvWa/mxDrh3q1DtoZ9jo/eMJnPWY6ndH2JFnPe++g+v//dgkhYXp+N2RkMUJEmSTSVr3j/zh631o7z+ZJVGjNdrnhxHpTNd64dsCM1kZDQ77A2IcNeLB2vJlPSJCJOMrLIs1o7qnxNv5+RqIi1F0gZBT8A51nmZfB0NxVFafBGUtQmkMMSjLN0kiRAYT+CS0iBNY0xjw+FREn5HWgzbEIBLs3zgjRL2dra4tnzl1xczjcdulYKieXm9X1++mcfBQFbU3Cm0xlRlKAjR5bGDPo9imKKtRaFI9WaLILcWGztUFGArK0LUSiSBq5uZo9b//DaVVR1jbGOOEmQEurKsFjlLPOSVVFBokL4UBTT7XZZLF9QmRDWU1sX5qalamBQwb3bt8jiiJM3r/if/scnqCQiS1PiWBFphVKwPdriwf13WC5XTGdLkiSj0+mSJAlxLJHScHz8in435f33HmCMxvngt+CaqNgsSwKv6VvBlmuEZQH9cK6B5r0PkxZvw+6Otzb9wOvX5kq8hxfUtcHUTZgRgtrUGwTAWoupg+gLIZo8djaNQIsSePdWAWtOX+3v9GNBsQBUFGOta6YpmikOGwKYJEFgV5Y1aaeLkzLoQZzAiIjCSohkaIScQ/kg53OS5rQaUBaPDmLMRhSoNbRmNq5JpKybiYtAkYei61p0oD3mv9UGtC54liu0RYjgYih9ozNoqJkrHk7ihWRhJF6YkCiJfks0SEsuERqCNjsjOFYmcTA2aiknZ0EJSVWWTfMM3hpUM0aJkM08vkeqIF5sJ0DiOMY5R6Q1WZY2wtwgGHSN65axBm8dRbFCbCYIgjNgVVXBJrsO1tJpmoIKtuNaaYQITZxxoTGxtiZLY8p8jvMCpeNASSCIVPBwmUyD5khYSPp9Xj35hpOjUwbDId1eDy3DXqWUbl6f/8QGYDYuOX5akK8t3U6GxZJkMTaSTC1Ua0fPzxl4h1YjjJI4leOdpZiukFmPQZxSVHN0rnj3cBctKt6cFlQrzX6a0RlotjLNxTcTzlYlibdEURYCgWpHuZwxr0tUnFDphNLCeLWgKArymaEoDA92Rxz2Uo4uVly/u4OUMYWNub57wM2tj5lNVzz/0xe4k9cMr4/o7W0TRX2EcYxGd6grS15dQrRFKiW3thIu5xNm65zl5ILleoV1gi8ePWfQ3cLkFR1n0Uri1peszlN0t8f6vOb80ZjO/oC7778Loss//N//SPnNM3a9IFERKpLEOg5OaVUIk9EoVJwghOKP//Q7ZDdib/86hojSCrRwDHspd+/d5dGXX5J1E4ytiF3F0+cXCOk5Xq24c22P7jDl4eE+ZW3xlSGvKtZKYo1huNVl6hypBGcdp2eXeB1xc7tLJC2mrhBETPKcT27dDAso0vR7Q5ZFQdk4yJnasC4rJtMlZW5ARcRpTCIEziXURc1k8f32k/+Wl/Mhk7sqa1arnDRLkTJA8RA2AOuD9Y31nuVyRVU7er0+Hsl4PKEoaoRqQj5MQSeN8Q6q2jCbL5jO5k0RgvVqhQSyJEJ41xQ9g3AGRej+ldIgNMEeJIwiCe+haQAqY7A+bAgGgbGWOi84Pb9gezSiri3HZxdUpuLly+fsjgY8uHsTJWB3Z8RWv8fZeIKQwZXRIprCq+imMf1ej14kWUeS4/Gceh3h/Sw4AOKII4V8oImihOOzV/zhT583QshAeWjhiCKQ0jLoZ+g44/47D5tJhas665qRQiGCT0AAWuQGCm7/bLFm54K4ikbUtTmN03i8N+ZS/x9zb/pj6ZXf933O8qx3v7V09UoOOZxNlkaSFclJEMfwC0UIBCMvI8AIkP8reZN/wciLBHGcxLAtjyHJM6PxzIhLk2x2ddd292c9W16c51Y3qRnKERCZByCKrL63il11nnN+v993i1OEo9Oix4dok+q94b51Ew5EGKACP1wOg2nOwHOIReCbPHXP0a89Yr/fJCTAGBM70gBd12G8heHvcD9xlpqz8wum0zltH6XHF+ePyS/e5W7Xc6hbmqqjNw5vHNIdPf3jzz+Io14ixAtUHBMD/L2vvlaCkLwxngpBRrzaxQI2FnbDlCCIe7a/8APJkPg7l7EW5Cg1jNy5I+ZwNLWyA6nwmDv45vXHQuPIh/AQi3kfyDM9yPvinnNvBWOF4EgQODG4ZoroPxBUjFiWHjwOT0AqHe2233KuPJJlj7HfR1tgnWuKkQAZ5cbH0UYkAiZIKVE6+jQ4Fwvf3rYIEwuQLE0RSpPIQLXfgh/CngCCJ0k0TX1gs9vR9C1IyJMUhSIbT5jMTxiNJjhryNIkKggGEuzX5QF/bQHwyb9f432KFpIiT9Fjxc5bVNCEoChlR1r3eJfQhwYxS+hCoFs1dM0el87xNmYzL2YZQRlur1tElzCTAS8sQqXkecqDkzmXX9yyOjR4JSi0oGobnIkbSlpH7XsaJ9jWNftDTdtZTmcTHs2mzBPB2ndstzXvvzclIKmqhtvLH7E9BLZtR5GNcD4hWAXZGOcEqdY8evRd4Jckt7f4kHDoK7744gadSoTSzEeaL15v+fxVxQ/2B/rDgflJh9CC3e2Kww4WT97h+rNbmjbl2cV3Cc7y6dULWhvoswTtQCaKICXBOJyxbFdr8nGJyHPykznb19dc7TaUjxdMZgs2bc+59qRZDrbj2ZML6rrj6vULTpZjXt/tkIkgWMFoPGJ16NFKUpuONElRacZFMeV6kKnpXFJfr1jOSl58scZLWE4yykwfzwBWVY8j5+J0SZoVPHj2AVcvPmPX3dD3AekMo9GYh8WYIG553V3HVL0sI9U5LpuzfvE5u6/xn/67XM7FB/H2dsPl6yuePH7IyckCydBlE/FNZNT613XL7tDgvaAcTWj7QN0ewEucBxUGgpyUdMailOb87AytFUkSQ2rKcspkckfbGi5f3ZCq6K+G91jjcF7ggqczUTsvgGBjN+tMhwoOqSKpK1E6jimFIs8LEJK67aj2O9brO8ZFSvlb38f5gHWW0/mU773/Dm3bsj40CGTMOHBx0jApC84WU0KzJ5ceJTxWKKbTMVIE9rtt9BiXmpeXVzR1S3RIEwTnMdaT6YDSmg++/W160/IXP/0548kZSTrBh3QoOnwMUhGe6L8/jIid/Yr0bjjYh8M4ShAHGZYMOGeOr0SpN9lzx+mBD5a+b3HO4Ic0Qu/9vWLAOhBCxnG5JKZDujeXiBi6Rje4vAkRyXXx9d+cLABnHOVoRBCCvjoMCXoB0/f4YXKxPDljPJ6SJjmjcsL5+ZInT5+hsxEWaI1nV/fcbg5c3ay4Xe1Zbyr2VUfXdYh+8O8IkcQXORzuDebOMYQnFlDHnCulj8E3AoIkhDcSxfj8hdjp+zcF35D8izpCB+IYL8wgwY2cAnH/3aPk8J4gKt4Ukcd1JAQWeQzZOapMohJikOSGANghRyNi9C44MG8VI0JEuMoH9LAXj7CTHJREMZrX36tKgnrDKRJHYzEphz0Vk/zCUGsppXDG4qxFCFDS49oNXWfuJ2FSpcP0LOYkmrZlt91SnCz5/u/+HteXX9Ae9hhvOT1/xHRxghaRs6NEDFMSUoFUfBlM+/L62gKgaQTlNKHIElSRsHeOUKZI7xn7ljI4pHX0ztEnmjxZYjqDaZuYJNjHYBmpolzn6nXL9auORZJhZWSmltMxuixYjlq2eYOxinI6oa4rdKLY7JuIkzjY9oZDa+mbjiJPWIwLfuu9Z4yDRtqW989mvJY91nqUSKg7cLbBNJbFYkGNYrWt8d4zF2ckaYFDkkjFxfl7eAR3qxWbveVqswM8H7zziPrgOJvVMWlwvWNh4eWPP+Tsg/c4ff937nHE6ekpj773Hfp2z+Xzz7HJgouHF3y+WtHuq4FdGnBSUKQx1SyfjCFNaO822EONrTvStEBJRdNZdhYuihlZUTLKx/zOD3+Dj+dTXl6/wnk4G4+o24bHJ0t++fwF01FBH2B3ODAuMuaJpixT6k6x2lfsW0NnD+RlTms9k0yRJvFw7LqEfW/5B//5D5mlKR/9+x+RFyUBzXgyA5lwfXvFYbUmyfNIlAmxU9o0Fusabl5+QUcgLaf/UQfb/9/Le0nb9rx8fc3zTz8HqRiNxoxLiLG7asAPI95eNy03tys6EzDGE1CYwRHuiF/31tGZSLApi1HsilUcCQqpkSpwehJ48uQRt3drtJYkSka2cIDORh1878AeJXfOYruW4GOWN/hhZHqkI3NP3PIhdi9aKR49fsIH73+bybjE9C3BWp5cnLA/POLnH31GaC3W9cgAy/mM3/zBd3l0Omd30zMZ5WSpIiQFP/jBb9A2FR/+1S8oi4Qnjx9SlkXEyZ1HyARUEkfICp4+e4cPvvNd6ubAv/7XP+LPf/Iz3nvvexTFFOcCbR8DStI0j1wHGYNKnDvKQ8UQNDRI9eDeejUGMMWfdzrECEsZFRhHmCA6Jzr6vsXanq6LnhTOuSGQycViwDmUUORZFhMfnR0kXgNBe5ApBufwzsauzRi81qRDIMs3YVlrqaoa4y3BOrIkGaYU8dLRWlPkOVmW44Gub/jsr37By1/8jLOTU5YPL5guT3g6nfHOyTnhgzOsC9SdZ1sZVtsDV+st16s9N7drqm1F2xq8sfcdrYf7yx8Ru/ijJbAgOtwFhu5YMZgUEadYIU4djwqaCHfF0UUYvAlE+PKQP4hBysdbxMOheBieBODN0CcQUAKS9I1S5KgyKCZjvvWd7/H8ww9pu0j0O7L0jxwUORT2x7hdGaItsFIqct+UepNPIWMjoJWKfgCEe7Jh/L4ORbSlPnJ5oogm8lYCxMZOgOlbmrbFu4DKcxItETJBAokWbLcb9ts9xgd+57f/Pn/8h3/M9uaa/+V//p/AdYM9+yEmmyoNOhmsusNQQPwtCwA5n9AGR2t61r3AStCHipNMo/MC4wTBBay0yKyD7QZRB9ASq1K8VHgp2FV71uuGZueY5iVdbyjGExanJ0wuznAeDncNDxeObz+bsHx0xk9//nNE41EHRd1ZlFW01mO7jjLXPDyfczYe8+zRKdVNTbWrKbOEUZrR9RLTK2RSYHF4GmzXEJRg23SItiMN+h53dakmzXOePv0+o8ktn774gqwoeffhnJPJiCoB29XcrBp225b2Zku33mN6x7f/4R+gpcRax7PfWbK/uqJpO7RWOCXJyxwrBK0IFDZWZ05H0kmSpFgX6G9X0RWu7ZmPx2xWO/rOUGQ56XjGeHpKV+3Y3lzT1A0PTx7y9OljPvn8c37+i79iVsIXXc3JVGO9HSIsA+u6ZrlQuKDZ1T1Cl6i0QIRAnkuyYEE4fEjIdELVOJ6884BvLWd88cufslq9YjpZoPMJPkievvME5xwfff6C7d2WxEc2+35bs+4jWY08ZVrk8DWb7u9yBaHYHna8vllxeXVLUU45Oz0nywpSrUEMhiFEt72mNVy+vqG3gc54jIuXdgwLiQ9yZx2bfcVhv8XZnt12zclywd1qzdnYKoStAAAgAElEQVTJKfuq4W61jd8jiZh6kmiC8PQ2sK16bFC0fYzQdTj63iLxSB2d3VAxAMsZEwsUxWDIEy/AAEymU549e8rLy0teX1pc36IF9L3hycU5ddPy4fPPI54uFaezMcH0XL++xDR7nHdMZzO0KIfOVzIZl7z77BGpVnRdi1KC+WzGvu7ojCNLE/Ii5fz8grYz9MaTFSWffv6S+eIRD5IxSulIAhXx4Iys7hgPq5W6/90cMf43h2Yk5dnBTlkIQTcc1vfmPsP7oszPU1XR5rduDmw2Q8TqscsMx6Q3MG2DlNH58ci8/qoS4TjaxQZM39HU1d/tZv2a5YKn7xqQgiJJ0UmKE3GKmmRDNyvUfWSz857bzY67m2vkx5+QiuhbUZYjTpannJ6fslgumcwXPJrMeefZHP+tU1yQdFZw6Fru9nuu7/Zc32xZrffsdweqqqHrDNaZ+L3ue3SBHwKi7iEJESLWj4g2uVKAhKAFsfcfPDoIWB9wXmE993sh+KOL3jB/GH6v8mhVfAQFPPfPplbEaRviS4z6hw8f8yf/9H/k3/3pv+Vf/av/m5urS84ePuadZ+/w/NPnTCYT7q6uKCdTvv3d7/DiF7/kw1/+DKV1dA4U8t5S+zjOlwoIcUqnhmdSxk10X7BHAqIaRvKS3vQopUh1zAOw1tG0NV5IisloCBKLpk460VjbY3tD1fecv/OM3/+9P0AEyMox3/rWB3z28jmCgLM9XkbYTQgwLoZACan+9gXATlq8sVgBbWVI28A40+yzDGESUinAG7T2hM7RXW6YZRkUKT4orDRUTcVh12MrCzaaqMwmE/JxRjFfkpcTNqs1xnnmp3NOzs7IZxMWixl5CofGsWs7ehNxuscPl3zn/W/xzpOHtJs1hU7pUkvjoQsK7zXCJzjryIsEkY3Isj2m6+mDpENwc6hx1Rcsmpr5U08+m5LoFJ1pLs4eU6ZjymIerR41THFs0hQlPGlQjFWC1YpiPgPTUR+2ZLMl6aikmY3QvsDsPNtqTZYXgKBzDpkK0izhi6ZlMh6DtYT9fvBVd2TjknFwfHR5zex8xve+820enJ9zfXtDdf2C/WpDwFLXGy7e/T4X0wnFD77PZ5cvWe1WpMrFg6t3uABlmbHewkefr7Aq5WSWkusObx2JFGRZhhSO/aFmvdtzsBl/8N0Tdq9e0LZbdJLSmYBIPabr+fz5c+qmYTEfcf7ghJvPr/Ct4fp2xdZazi4uyMdnuL7/xtiovri85vZuxd16R9s5PIrtoWU81symJcJLvJAENHXbcrc58Pr6DusFUTYv48WXxbCgtjd01rM71FgXqKqW3aGlKC3bbcV0GgOTemM4PT1jNo+2rHaIBm1soOqjy3/rPEFIzBBGk6ioRT92SUH4+7CX4ENM8VPynlH/5MlTHj18yIe/+EsyFagPW6ajgv3+wJNnz/j+d97j9m7F9e0GIT1Fpnn16iVFqshSSes9Ms0ok5Lb2xsmo4wiS5AEPvroI2azGYf9Pk4ChEb2ljzNmM7GvL665nYFh/rAdlchZfz5KJ2QpRmZSAEXFRj+DfNfCDEkAL5h2x93ik4SVKLvx/fhSGB6++K/JwbGjlRpxenZCUVRkuUZaZrdf80wsPxd7wb8f1B9hLcw73suwlub5m1C2jdk6SHRkgCJVFHZcW9hHI1nVre3/OQv/ozRdMpkMqVrOzSx+Osl9C6w3+14vdminn9CojVlljIbj5mMp8wXSxbLU07PLziflDx8NEE8OYkBSp3j0HbcVQ13u4rruw3Xqz13qx3VrsZ1PThL8HaQ5QUIQ7ZGiAThIxR99FsQA5lOiKFACHKAcOKEy/lobeyci1LXSPlA+nAvP4QIH0TXQ48+8nsGW2DvHX1dU6YpD+an/JM//u/4R//wH3N7e0s+n7AcTzjUB/I8Z7W6IytKJuMpP/63/4bL6ytWt9ckZnAPVBFOi7JcPZAYFXVVURZldApMUwQRIouIiEAlGiU1TXUgSIlWkZPTtRXWRe//NMuBKAUOTpJoCd6yXm0x1rJ8/Jg/+m//CYVKMH2PaTu2ux1JkkWOhCdmjhATOKWMk0LBG/7Cr9xXX7fprAz0UqJTxQhHAiQypesCO2rKMsFYzyRPOdQBTU+RC6RTGNeyrQ6sbnfsqgbr4ph1nGcszmaQKsrJmMNhx2a1ou17picLskmJkoJRJklEwuligm4KijJHZSk/+O63GSWCbvsa23To5QUoGQ8Zr0hIMMbTtRVZloFISJSmMweajQE0297hgsO8vGLfVCwuLrAnM/LRiHw8okxTnp0sWO/2GNvTOmjaHqkyilnBcpbxcPQu86ePMaaj3m1o2or5g3fYr+548cmnbKo1yfScNB0iJ2WARCGzjIssxeJJUo0U0Dcd3nuyLGOiNXkA7xzT2QQpFT/95CXnmUMlgsOmI4g1JxcVWVJwsZgwK96lMY95fbvi5eVLtrtrRuOc63XFbP6AqnrJ+89Sum7Fo/MxvU/pOztYUTou72oOPuF3f//v8fTBA9rbK8aTBav1XcysN4FPL1/zar1lOS0oC43p2mEEKehMT3CO/XZPrzKKIYnsm7CqpqfpohzKeknVGKrW0VlJ5xRV3WKMZ3uouby85pcff8pqe8DYiHeLwZFLqhggEhn4LatdRaIkHo1KC3obKMeTiNWXI6Ym+tvPZtMI/agErwStgz4okAlV72iNiQljSqPVYDEajgeoQwQXOQpCxuhRJREySusm4xHOWkZFwaxMyFVUPSS541DXjCdznj19TN20NE2LtYZyNEKIQOctjZc0xpBpj7U9phckWtHUFU1TUxQZVXVAJgVlWaCSwNFr/261wbiWvm/xAYpCk+fF4FHgYgLfEYt3IJVkVI4oyzJGm1pL3/e0XYsx9p4hrpSKl/iw5JC1/iXTHgQ+xFG/kinWRJx2VM6HnIFB2REipe3Y7ccLIX6ft1MGI58sDJyCN3/+zVoxaEZJRW9t9JRQmr43uK5DqwTvHJcvX1BUM6pPHdY4VIAiScjTjLIsKfKMJI3kXo/g0DsOdxvCaoX4/FNUgFQljEY5i9mU5fIkcgtmCyaTCQ/OxqgnS4J8hg+eQ+9Z7Wtu1wduNntu73bc3m7Z7Q80h4quNbiBCXiM1FEicm5ciGTD2My7gQMSaYdKSBIlQMfJm4d7GCGSZSO+zlAgR3IhaCXQAoKPAUk+xFTJUVnGCzwRzE6mzM6WUVdgB2a+D5QPC4R3SBf4+7/3Bzx49JR/+S//Bf/XP//fyYqc6WxKnmbc3lxTV3u885jgQSn6wZtBcUz0FEidoJME7wNt2yCHwt17S9u2bPd3ZGmCCJLgBkKiiveexrPdbDnUDek457/6h/8183JKUx3wfeSPNV0bcyHgfoompcR5F0mZbgjv+ho269dDAFKQ55LZKCNH0HeOqulRSmCsp7dgvKHtJCiHSCHIBKEKqkPNdrOj62pCsLH884LGtPjDmnJU0nYN2/WG9e0dXkqcDByqHaHvsc0BpGE+LTg5nzCZTkmyDFOveLV5SZlmSFniXKDveryL+KIxAYOn1Q6V1Ag9xnkZx5h3r2i7Fq0Fhz6QWUd9dRc3adcyWkzJ2oYsUwQP89GY6rBn31nuth3FZIp1DRvleDpb4MwOay3ZeEQyWrDbrPji4+d89vlLgnScLx6hBjaxBUg1+emcIkC93lD3bYynHPzdbXUgKEXZGapDzWG3x7SGfDQiZLGCVKMMlZUkSYrvOl69+Ii6qyJzHMWkzFm+9xhjPCSCpK95dDbhdDLlkBva1jGajHGuIc9SpHfUTvHBD77LD959h8Q7bDki61vEOjLNj3jXoe3JckU5ShDe0nUt1kfrjuA927sVpfeo5TISUL4B62c//4jeWF5drdgdal68uqF3gqY9MBoVXL56zaura27v1nSdobcOL6JMxzgPzsYAGhuNQbwQMSs8yTnUB9Z3t9SHPd3C8PjRBUJpFDCbL2i7lqZrWS7nBCnpnGdzaLje7MiLKU1v8ECWpRGDJHalWicxHCdYlICmt9gghnz7mKCXZRmr1YpPgyERFmPi13ECSjVlcziwqzvSNLmHm9qui4mHUtCbnt4LnIi4uJKSw2FHsD1aRQvTumkjTEXE7yF2aHXT0/cxM90HhXOOJM0oxgXOGzQK7wUhKECAdJHQmCYUo5I8ywnBs91uabo2vkRG8pgPEAYjqWNo0Nt3cRhwTT/gu2Jwz3wbJviS2+Bb0jOQHBGIX3XBh+M/4ZtlAwyQZylN00SJqJJkWQ7e0w+ddFrkQ/FlaFcr8rxApposzxE6p7OOm/0WuzLgHWWqGY3G5PmILM+RSZQXCgE9AVN3rKtrPr58jZCCTKcUSc50NGI+n3NydsJ8uWQyX/J0UvLu4gHoC4yXVI3j0PWsDxW364rXVxtub9dstnvqqqHvolwT7wYS7OAHISAgBxKg44jORBAgkCDitFQJpBa4ECO3vQfTC4KwpGk0+/Le3Bd83ntG4zEeR996gkwG9YjB4THeRSklAlSgDwZNwntP3+HJn/xTfv+//C8AxagckeiE9d0V//x/+1/50Z/+G3TwJEPaqNIKa93gJxCNr7quo+9NxOeljH4C7Q7narSOviRSHbF6SaIU3vRsDweqrqPtO0IfWMyXyCB4/fIl282W9WqDsT2ZThFDvsH9nh0yIIIYYonvBZR/fX1tAVDKOPrUfYcwkbxguxavYsXdtjEFrLMtKldoWZCkc6wNNE1NYysq3+KcJBMpLjh6EZDOIoVgs17z8vI1tu+ZLWeRXC2gOtRYZ0lyxWJ+gtIFu+rA6vIzltOU0/mcNBlzqKPXeVXXdM4iTYuVms4biixQ7QUy19ALQqjQqkXblj6kCCHZuZ6MwGpzR9t3nLfnLM49PhUU5ZhAwNsusq77wA+/9YRnz97FHbZcf/ITpqdLJidPQSSAZL/bsNrsqA4VxXxEUU6ipzMClWbMnjxk8eQRH//5T+mbFj0EZRjbRwOJEAhSMkkVeMUvfvpLRtOcs4sLlNCsbMZEwoPTE1zT8PrTj/GmQyqBN4arzZbxeIRKND99fs1svuDx4yf88Hd/wOcf/4JJmXGz3qLTaN6y3mzwQnF6ccFvvv8Ozd0lN+sbsnyMF4pitKQzluu7DZuq4WRa8uhkTJZnuKZHh4i35amm7lqkkowLjbbVcGH8p1+//PBj0rxks6/pesfV7YbtoeXV9Wu8d6xWa4y1KK3v8UjnotGnlDo6o3kX/fCVxvrAenfgrz56Tl3t2azv6NuG11fXNG3Lw4sHiGEk23Udm92WoszpvadqOnZ1x91mD7uWuu4YTaeczeeMi5yiiPG3vbHUbQem4WQ2w3i42+1xQsX0wABKRsKqaw+czEoSkZMmEpFocDGl0VqLwDMuM+bzJXle0FsbNcQkjMqCvu/w1tB3zcAaTtg3ASFTXC/woQCpCCJ2n8ZYtpXB2EAgugIGApPphNG4oK37geinIMSDSfjYha3Wa1brdQyteYsLcIwK9j4MlsvxIHPW4u9Jf28sU9/u3r3392S94+X/q/T7/18u9Le/zzdmOUuRJcMo3CNFNNwalXHapmSI/CJnqY1F2W7AkwVaaqTU5EXJqBhFgX+ScjCe9XqHklt60zPNS0ZFzmgUtepZlqNUigjRbXLX1ezais9vXuN/6RHBk6cJs9mE5XzOcn7CbHnKbLHkfDTh2YM5PHmA+2GCCZ5917LeVtyttlzd7bjbVtzdbdluK5q6xfaG4A3CRmhM3KtEjsmER2fJeMchBDJEMyKZxNeOS4UaLLPDQDSUUpFmKV3bImWCUtGHojY9SZqiiLCUE2KYxCmsM3gCidb85nd/4x5OcNbxYDlDBc+P/vRPMc4jpI8uqCZmTKs0wzhHt99HeamP3iPBG9r2DucMWozwGLyIKgudJaRK4IzndrWit5a+d5jektqU26trTr4156OPP+azT58znk6ZzGdxqqF1tIUeIr+ljFLDo8X131oGOC8zZFC0lcESMK5HJw6lw4DlOUZ5SqoEQaVYVWB9oHctVd+w6zrWrUOZQJp4ZCqYns4o8hGLs1N26y1YT1ASshTjDX1XkycJp6ePKBZjtvuK6+srgpQ8fvyU+SRHY/A2JStiXKNUGsqMLlJJsS5iIFIpVJLhTKDvGoyG2ekStTaoPKEyCbZvKIacbNv30cFJJtFXnB5jOnZNT1AZJ8sxRV6iyhGuuWV58R2c81xdPicr7igmp3zvt38TEgtZQl5OMZ1C5BnvPf02y4cP+eQvfx4tJbOEpm1p8NTCQqYQGBKdIqxEmJ71qz3GTRlPZkilKRcnpHlKOVtwuLskSxxOCla1Ze80y8WCi3nJn/78Mz76YkV+feDqZs/lqxs+eDrHm4oizXC9xWDovOT0/IInF6co23L96nOqakM5npGkM6bLEw67A73dIpRgVuScPrhgsVjy2V99GBnhAnKtsS6gM4USgb5pvzFpgNe3K1RSDd740LuWQ91zfdMNnu/RzUugMc4OI+JIEVdJgh/MZbx3KK0oyhEByYuXlzjT07X18LHj9dUtUiqKIqeuG7quo6o7qqbjxeU1f/Xxcz785AsOjcH6nr4zzCZTXJC0xjOdj9kfDly+uqbtexSG1jhG4wlZOSIgMLs9wfbYvkOjqdtAmiWoLEM5T9Y2MQWQN9G6zvSYrkGJ6ApXNy0+BLIsx9gOgoujxySjNx7nIbihwxKRnHocje/3B6o6vidJJVoLskwxm81QSpMkx0S5AZYbmN1qYPK/fXm/TQI8Jg8epWbH9au6+SNB7Pj/9GZScNT9v931f/l9x49fJR++/fpv4goD9BGCi7Bcb8AHijzHOov30aa26wwOsDZ6IoQQaF0077K95XZ7QxCaB4/eYX7ykN5GK+/U9ZiuY992XK+uqLcbsiQjLwqm0ynFeEJRFFFerBWImFxpfeB2U3O9PgBfoKSi0CpyCyZTZoslpw8umM8njEcFs+mI90+fIBBY76mMY9/2rHc1d7dbXt9ueH27ZbuvaZoO0/W4fngufbQ8jqFFQ8JnACFike59TyJ1LBeCHyAdfy/rdM7hg4i8EGuAgEoTEp0QXEz2k0ikVvdZBUd1SlwSpSL8dHp2zj/+b/6I5YMHTOcL5rM5Xdvw0z/7d/zsJz+hbiuSJCVJS3Si6E1N8C3G7ePdGXSkMApP5wAfSLXmbn1H2/WEEOj7DmcNrjX8i3/2z/joyVO2+5qQSlSiSdMkTg7l0Vo4jVPEEJU6diAgCvHrz+Kv92u1FusCifKETFKkigaB1KAUaBzjUUY5nlDMZlSN5ZBIsjShu/KsGs+h8TyUmkRDusgo8owiT6mrAzdX1wThGI8zjPdkMmG8WJAYyWp9y4tPP0EkBePplNFkRl4WKBkwViGSAonF9gaLYjSZkIwSGtPS9bGDmo2WFOMJq9ZTZGOSfMTD0wvUg5wXH70gm2Ssmtg961TTSYdxllTmdLbHOEvn4ObQ8q1vPSE4R9d1zKcTlg/fixeK6fEBNje3TERG0xwIOlCO50g0h2rHd37wbR5Lwe3PPyQ3Hj2ZcLVZURWe8mTExbQgeE+1X3NyckaWjPno+aeEukNYycvnL0jKgvOHD3jy7ntUu4rtvuNismR7e0VtHZPJiItJxovrW1oTZTvG9Nze3dJ3Ne89HtNUDbPZlOtdS1aO+fb33+Xdh4+QtkIEGI1nCOlpmprgYTSeUJZjxkWO8T2LSUYiBcL0pEKhZIIMHiU10/EYnWlsa+8jQL8Jy/l4Iek0BRvZxtbY4cGQBKFwQQyRuCpi18d0OiXRDIE0A5FGCj1k1Fv6tqepe4L3ZGnK7mCon1+R5xkSQdO2dF1P199xt+24vbujbnqc83RdDwjwFdttBUFwta64u1sRAqRJQggd2/o1T5+mnJ6e0jZt7HqdY7/b02lFmI0oR2WM6CV2wXla0vcmYpA+0PWO9fZA1jnqpsOFaBvbuy56hQcTmfupBKHRSU7T9rR9T9sbdvtdlHxKgTUOKZOIJSeKJBGMRkUknXU9WZqDj5auYRA++/Dli/btYuAo13rT4f/qTv+rl/mvi+o9mvq8vb6cH/BlDsD9+46f/xXv+yYs4+NhLUUM89FSoXR0zGtNhBJDF7v+aADzZpIivIxyXaVQTmF8z4tPPmaz2pGXE7RU9G3HerNiMS1xpiII2OzXhN2KV6+/QAtFkqaMx2OyLKcYTShHY0ajMWmaItKUICJW33hH3dRcVwe4fIn8y5+SSEGepUzGE+bzBfPFkvl8wWyx4MlsxtOTM3j/AhD01lPXHet9ze2+5vpuz83Nhtu7DdvdnsP+gO/6Id1xmA8M8c1SRGOnmJgZP3fskK216CSaolnTxcJfKYKSCFRk8w+FYZKkUTIaAm6A/6ISKEpIp7M5//2f/A+0bYNte8qixPQ959M5ZTHixz/+c+pDhXQG61q8bcjSjFF5DkGhhMR5Azia3uF7w916x6FpIou/NySpYj5dst/vqBrD8y+eU4xmjIsJMoDp+zitIMIkUkVp4xEai+cbfJ0i6+uzACYFpt9jeo/KcgqdkytINJjOkKQ5o/mEokhJssGtzwY651gbzaGDiY4VWotBuISqqTHOcTgc2NcVeZlRTKeM5mfkqeSw2rB5dUumBZlOyMZj0qJAZwVFPsbZbiBCFWjtMa5mPJpgTOy4RKIZjXMSaciLEWVeciMrut7hvKTvWiZjTXo65tXLK8ajglpaTOJQwbJpd+xNRZ5nIDUv1gcevfsuzrRooZBC8Mkv/oIcw/T0Kdn8jOl5TtfWtPWa589/hhMZxfgUnSSMiozdZ59xXR0IgEsTNqHj8W89JS1StNakWR4rPXsRLV91yrOLnPlEcH3TcreuUVmNFIo0K2l7g0vnhKC4PKwRSN6flxyqA1JKfufd8/jQbKMRTNv1vLi84dmjKVmRcZJPmE2mPD07QXQNfdtgXYdMErJ8gukCzjhW11cIL5mVKUHkFKkCs+f25o5uW5MIT0gS5idzsvlkIL9k3NysvjGHZ1oUIPVgp2uItt0ujqdFEu19lQB8HJlLGQ8UwZAdHvE9a11MvQsOZ6LawlqLc5JEp+TFmCDzOOY/tCgpImRmLXXbU3UdSivG4wlt2+JcxAqTREX5VoDdbhtJUVLQmxYwGNOxXm/wPtA0LYlSccpmLNZZDq8b2q5nNp+DUIikpHOOfWMIjaXteta7BkRHmpsYDKOTwVZYoZUmyzOEkDS9Q+DIlWBX1dwN8IjzMVY2SVPyoqDIRqSpxgeL1lDkBVontE1LkUbI4Bj7dgyP+ZIN7Ntd+lAIHNMVB0n3r90/x/d+9TK/LxDiJ/5ad39cf9NYP/xHvOY/xVJH4xvrBshEEBJJ1/YEL5DDHheoSBodtPlSaaxwGOcJfYtONaF13N7cUe2jbBQB+6YGKSmyR3jbA9HhTkkxdMie1nR0mx4tBNa9iCY2SpNlOaPRjOl0FguCoiRL49kWUhkJfC6wby2bww2fXb4m2vcGtBAUWc7JYsnJ6SnL01MWy1Om8yXPZiO+dbYkfBCtnI0NtL1j3XS8ur7h6mrN7e2W1XbHdrOn2R/QOuZf+EFJ4pxHpSlJkWNthzc9vbVY55jMImlURhLKvZpCCnHPexKDm6CUUX3jfUzjFFKTStCFolNx4hmlkZ7f/u3f5uLRI/6f//P/4PLyORJDURQ4lyCMREtPQOJDdOxbFpLXm2tutyvk4C7Ydh25hnGukbMpMisZzxaUWRkhGWui9whRKRNE5NjpobiWMEhlj16Jv3p9bQGQTgqqzRaXOtJMkOcFaa7QKmG1PaA0dL1Byp4gCkRacggJz1/uuds1FNIyThRFnqKShFRrrHfsVnd0XUtajjl5+JhssuCwu2bbbAlWYqxBJ2XExpsKHzxp0IwnC5I0aue9UyRS4Fz0yb7b39G7Aw+ePEYrzeruCrneMF48iyQ1FeUZ682a/X7PeLLEZRkvrq4pRwqCwrmeqq+jvEhpQjZm/uhdDk1LmcaAheqwoxjNkLYjJCW73QGhFDovWL34OdYF5hePmEwmmK7nx3/2E2ZdRfFgye2uglLzznuPOZmNQSh8kFjbkyUlWTnD9B31YQMILs5mTCYp9c8q9l3H+m7D3XoHWnNydoIrMwzw/smYrndIPeJiWVDvaz549xnurkeLwEnpSHKNzDLScsI0ScmFYPXFJ6RpDiIjyTR9f2B/aOi6aCFcpBbT2gGPg854siy6fchUUOQpfWPI0xQ1hLcYazg7nfFN0VF1PmJsDoNUFoFD4khUiZTgXQ8hmp87Gw091OC+J8LQTQ6WvlHrHHX5KlEkqaIgdrR5FqM3jesxfRfNq3RCmRWxMtcCqeLkLC9SkkTiXMTGvXBDCh0UZUpdN9GO1Dl6Y3l9dc16s2MyHsd9ZX3U2KuotglSE1DcrXekJ6cEDx99domQiqqq7yW0lWnY7Q74EFPL0iwjzxKWyylJotkfKpq2Ryc1+8OBtu1Is4zxaIRUkjRN0UqTyGSQGUGSSNI0muwolQwD2gihiAFb/VWX8NuX85cv8MDRve34Z199zZeKg69c9l8tML768evWV53lvilFLDDI2oiMc2dRWuFsj3ORj5WkWcSbnR+kgXFilSYpWQi0XTuY9gQCHustTdcgQ+RwHOqG05MTEqnoBxWKFHKAS9RAjhWIgRzrABHAeotxNZvdnteXn6OkRiY5ZZZS5AXlaEQ+KsnLEWmWIwaHReuOhkCOXbvner2Gjz8CIEsTJuMxy9mM6WzC6ek5y9ML5ienTEdjTk9KvvvgfdxvJfTOUXcNm82O2+st/+Evf0SzX0X74YHTMx6PmU6mKKE47LdYH0iLknSQ0InBbPjtovTodGhNlI6KQZl13GNKRgMppSStC+zWd3jXczhsqA41i7LgnScXvHr5IXk5g8EC+J7PoD1JkpAKyer2jt1hHy9z6zC255tSTP8AACAASURBVHQ+wsuONvMsRqeELGcynpEmGfvdDi88+i0YLYQBDgfUkVTp3N8ox/7aAmC9fR3DJ4RE6xQbJLaJeKHQGuM6QuiRSU5nRry+M9xVlrY6kMuGUa7JkgyVJOR5ipCBru3ofE8+njKdLdk2HfXuNYXYM84zTG/AyziqFD2uazC94XR8itKaYjRiu6/oW0OQcWM7JSL5SaQgBb0xeJVRTBYoqRAEjJegc6xpSKQiOMODeUrbL/ji9hapLKNUUuYpTkimJ+dcXDxhXKbkGezutlTrW7SS9E1LmWa8+vEvyMcF+ckM53pCMma8LEhkRnV3Q1U1zCeSxfkpG2uYPZyzPJkxny0iDyDVaJ3EB9kYWmdJlCLLc5LylLrdkOeeD96b8Hrl2e4th3WHE9DVNeM0cDqSXF7tSLTm4cmM2hheVYL82Q/5zjslSSJ4ONPk/TUPZhnjPKettmzurjhUFWlRIpOS5fIEhKJuag6HGusdVV0T+kDro651VKSEanBa04puCJp2weNDTCmbTEYsT8+wXxNB+Xe5xmUZWc4SvDPgTMS8ZfGGvaviA1TVNU3T0BtDMB5BJOVFeU+sBZx3KC2GdECFdx7votueEAKdSI6PlUpk/NpAbzqkE/iB8BaGQzYMdqLHaFHrPGkarbZ7AzoZI4jdh1RJPIiDAKkRWpMpifXw6Rev6NqGzbqiriN+GhlUcURobfzaDh2T3vpIWMJ4doeWvt+zWW9pOxONS7SmKAqKskRpRZJq0iyJ2OhgfyplZPmHyF+NciqOB+lfv/jfXm+P8t9c4P6vXbq/akz/6/78617/Jqjm16+jT/03kQTYW0syBNNYZ3E4tIzpjM57+roaLqaY+aC1Qkg1WB0H1ADHaCGxxqKkIkuzSHB1AS06iiwhBIv1kT0fBNgQzdcE4IbQHCFczCAQgx+DH9zmhMITsH1Da2rCfo24jhcn3qO84vzpM777uz/kweIRzlq22y11XdF3b372rReYfcO26lBXt8iPP0VLQaKi2+FsMuHk5ITl6Tnj6ZxiMuFiXDCVC7rtEy5fS0zXoSTst1smkxl5UZIoRVqU6ADlaHyfzOeHMKF7TspQuB47f2fNvR+B9x6ZaFwfpatZlpNmGdfXr3n+0c9xHj799FOqesVuu2I8mhKIkAzCI5XE2xgrninJ+uaO6806Jgb2hiAEMgmMJ4reZXhdoscjlotz0jTHI7lbr2MGR5IPQUHEMwTo2o5Ex30RczW+PtHyawsAJTPSNMc5h/EwLvPBXtMikRg0ST5Cjc55vdO8uF6RjzQz3SNkYKwLinJEUZaU4xFNV5EryWi+wFrP9WZFGzQqWBYn48hS3nYss5zKGazW7OoK+hzXx43qraVrG4xx6ESRpSnnD2YUo4DQEmRgdbsl0SVKJDhjSCV0AUblFGklh90dXd9QZiW/8Z0nZFnG9XbPpmvIyzkniyXPnjwkkQFcQyEVt22PVYKurjCdoatqXN/T7RwulagkQYqcYLZcrS9xTrCcTTmdj7HesZiMSaVECUXdtDjTk5joQCgQsftUEq0zgsoYlzNMkUeTodGYJ5lkWtZcS0PXCYS32Krn401PoiSn0wKCwwq4lQ9wHTi7Jjs54+P/8AmpveHsd79HZQ5s1zf0vSFJC7o+IPoDe52gpMaYQN12dHaQVBrHoXVIFckws8WCp4+fMH8w5+xZZMUvmpaPP/mMbojKXN2u+aZMAEZZRlFGp7uurfF4pNBoncWOZBhPGxcPxURp2qal63vk8N8xKlYNUp/o9CVk9KFHgEpU7MKUHtIH7Ze07XxpCHcccscRrRpSxdTgFuaP+KUQg4/FkDoWRIQgrMfFeD+ETBAomqZnv3+F94FUV0ipyPMyGqh4z6GJRbRn0NUP9rs6zaJjpRcgNAw2xiFAmhVkRRm7+yQyjRnG+dGG1yOHCZxzfpA/JW/+vkLck6dC4K9NAr7672/nA8CXR/dfdyH/OpLg21OAX/fery7/KyCDb8oytkeKEAmACGznQAuEiLG9wNC1xjMwMuA8CBnJZAPk5F30B/DWY4RBhOhGKUIkk3oRDXTCILVUCLQf2OWARAES52NKn5DR5vcY53yU7EkxeDUMv/fpyQl/7z/7B5yenfOHf/hHzCZzlFRsNxvubm/Yrjfc3t1ye3vDdrvF9R14hxqazSA0XYC27rmrrvj4xUtEIKb05QllkYJMOb14RKYSZBY7be9DbKh0itaKfDSi7wxaRcdI512clohoMiRCIBDhvujJH1P1+q6538N9a+hNHxuIYcQ+Gk/46V/+jKZtKccjamPJx0u6rhskC/7ecCrLNGWacHt7y/XdGiviSH9XV1iIUKufMU4zivlj8nKC9x5jLFJrTk5PSRJ9//OOVgRHMm3cA8aaOM38G+Isvt4HQKWgU7JM4aylNzU+gEoSRpMTpBTURvH8VrHZt5SF5MFEkSU5h26L8z1ZtqAYj5FaUGQl0/yC15cv2R0OtF5QZIpJmqAQ9IeKzAhCZ/HKxRxr6/C5pOlb1ps7lFqgEDR9T28jo7PtG5RSlHnKvt5zqBp0mtP1HdVhhzIVOnSgFGma07cVJBKT5fh6y3IxJisLshQm05zxeAbeRlOVJMEYw2wcyVZKxslHU9eDRhqKLIu/aOfpepC6oOkbbO8oc027qQgqENI8whres93t0UoyHpckSRbZ821D3zUED9Vhx3S5ZDJNOFQ12+0NdbNjtshwVvOLD1/SukCaZdT/L3Nv+izbdZ73/da0h57OeAfgAiDAUUVRFEVKsmOpSrbLslIZP+RDUvkQ+79MKYpjJbaclGWxKFGSSYIgQAB3vmfoaU9ryod3dR+QAuEqiUVys1j34nSf7r69917rfZ/3GcbA7W6DUYr56YrVF+5T1zNMcwoZPn78Y0J/RdvUbG5v8X4ghkQut7UislzcUDtHSAOVNXSD5Dc8frnhauuLTC4zu5748dMNdVVzfrISmCwmpghn9+/x5muP+MFff5fLy/v/0DXv53JcvXqJvl0zn83IKeLHDj9NxGzQ2hILUSgV8ljdVGXtlA7nsPFrJTplJbqkO8Ja0WFrJcYmOiuUtliny4IhuXUKeQ/ROBshKmUg6zI+KXGkypKLiQ7qQEiU9zyYnYR4GAFYyCVXIMgCkZJmPm+IWRGVpp9G6eoPEL51x89sjZO4XF2g4naSe74UH03dYKwYFFljiCneGbeU4yA56rqelLLMJXPiLtiH8v87K9+ftcnKd/p3IfufSGL7qef/9M8+iSh81nv99HHgDnzij1+pQxeimy/duFYl4riYvOjy3cWUCvmtMNeVJitpjrQVaHsYBuaz2RHiz3miqh11u+Ty0Zvs/YgfB6auJ3nPNAzEKE2dKcl6MUV01pispcMvkDiU7/wTnI+kFF/5ylf5V//r/0ZbtzTWMmsbKue4aBtev7ig954QI8poxr7n3/wff8z/+cd/gjaa1WrOrGloZi1VVVEZB84JkpUT637gthvIxkA7xygxg1JZ5vXVrC6fR9PUM6piaBWDZD9UlZN0zyiOkTFJUWWswWZHjMLlcdbho5j4hBDQShP9xOSl8bl8+IDdbsvlySkvnsOm65nNFsxmM5Fn7nZiw24V1y9f8dGz5zJ91IopjMysZr3e0k0VVzcjTQ3edNhqDskT8PgQmM9nGCRrQUh/snYoo7HzeVk7BA3I+idVNT99fGYB8OJm4OFlS9cPrNdbHty7OFZjqIqgGoYI+27NSe1xMRButozjNfthi1KBehzw61uaxRzX1Lx8/JRuHAjVCUwBqwJN0xL6HdN+hF6x2+2xi+auEstKDBG2W1onF63ViZQUw9DhU2SYOurWst1uGYaRxljiNDCkxIvHH6K14o033+Dq+TXdKH7jPm3Q9Qxl4OGDCzSBcerotrfsO2Fjnp2fkUoc4/MnT0Q3ajW7vuf0pKKbEnmzRaVEP0zkFDhtZ5w42QRynKQq1oZuHNE+ChxsrOj3UfhpFO10zgx+YrvdUTnLfn1TzoRieXLKEKJIY6ZJcuCVImuDUyXAIkO0c9zqkpwC21dPMSpz7+F93v3uY77/ww949PrrKGXRNrFZb+k3G1JMvFI3wjSuLOfnM7SW5LoXNxtutmJB65xjKE54xhle3tyW2a8sAj/++EO+nf6C+/cv+ejli7/3YvfzPPp+RJlEVbXkmOk6X+JUVenLc5FLyULQ2gqLQft05GjkLP4MZFC6zFfLJpHLzhwR46yYygxalmkK+IxCi1yJO6c6UGVjlU7lgEbIcyEjhK8YRDevyEXfe7BQNeX3pLCFSWD+JJpwlcVMZzYXGN/aAkVygDtVkQipoxNl5cC6CjIYK85lOSX8FGTzN5qc41HLr1CEkLi93TAMA7O2lbjTfNDp323+ORdr30/p7n/675887mRYP/m8T27af1c6eJeBdvjvuzOmuZv2l2IhA8Vi9yCr+mk1wS/z0MdzfVcoHTpKBRgtBfoBDQDpxOU7lzohpQllKiDjh0mS4rQScqxWrE7P+MZv/S7ZGDGKmia8n5jGgb7rGPuObrdhu13T7beEcQQfME7jQyjn4u4z5mLC8/qjN/mNX/86082G6hQ4W4FR7LodRsl13FaVsPKtxTcN7XJBc3aK0ZZkDS93e8aXV3g/ocjMm4blbMFs1uJqK8qU9s5OV2KeI5OfOD89o3aVJPglqKqKGCPj2BOCF/KyUpLGGQPTOBLJNI0YVqUg1/PkJ8ZpZJqmo5Jl8mLWs++26JAYNjs+uLklxEBVORbzBecXF9TNjGnc8/zxh9y+esGLm2tCFuQlh4wKE6/fW3HvrGEzRbK1rH2mJZHiiA9GjLwArfLx/U2Z++eUSUrud+EnJFpnCxf371kAXF3dcnuz5/x0zuJkRcgWkw3jqPnRk6fs9wPni4ZFpfD9RNd1+ODx44gPkbMTxT4MJOO4fvqcED0hQTs/wRjFtL+hCwanFHHoqZPGRrhcnrJOI9eF7DCz0mX0+y2vph05BYyWzrwbR1zd0LaWrjuQmCoqV6GyZ+xGfPAMk2d470csZw11u2Dsbtn5PQtdo5Pn6uVTgp8YpwljLX03EGPg+bNnaK2pnFhwDv2Eqx2VkRPi6oau2zCfr3DWoDRsNzekHGUWOwycnJ7gt1uGfsSHgPciGzlfnYgkJUyQwCpQRhNUZho9Qcvin3Km95GqWrHvb9n1O6w25BBJ4ySjg2SgmWFPLnj18fs0Tc3y9AxI1PsNjbG8uFnTdT3vvPk6rz98wPrkjGcfP2W/viZHcAqm0fPyes/F5Rl96IolbiQWXW2MEW8NaoJBa3JhzYu0RkKIzh9ecrvb/kPWu5/bkTDkklceQyYkTS6+9QezIq1lQ0jKoGyNJoCZiCimAgUe9iybhGGdj5tDGQkoRQqZmIJojlMSBFZJzLDAkUI0hDsZm1Z3aWQg369WGlXiiWVBFca0wH2JGLyQBhFIv6oUKYt3xZR8gV69zHlrVyyGpUnTurxXeW3IMloTZ5Xjpqq1lshSHyisPHKOGCuhPkdJnxYexNCLpW908p2GIL+XPyEB/FmEQLhDVD45Ovq0Dl8rVbLeC3+Cw+tzzLY/gibqwE/Ix9e9+7ugK1rru8+VlfxMGUIMn7Fs/uIP4Vzo46Z6+PemQrvUSnxZVM5inqQlrz6OAZskiKeetywvX+fJyx05emL0qCiBNIvlklk7oyrFT+UqcI6UWzIrKAVzRLwIYgwM40jf9/Tdjr7b0u137Hdbht1exrTTwL2TFb/3T36P8/v32OZAbS1GOcLgGfYDlXMoHaiqusTrBmZoVvWMYScdtLaWk+UpqZ0xTRNvfv4dtrsdT5884cMPP8KPIzZnTk5WPDi/ZDabMZvP6PqOIQa+8uVfk+/Iipe/SE01vvCUqrqRkVUW+eJuvztyf2qlxG64oCqxFIhVVRU/gUhT1Xz/48e8++4PmII/FtshBkFHh5H5YkHbWKbNlo+evGCMWa7jmMnJQ5xYXdwjuxmzfaCtTtH1jKZZYDCMfsJa4SikEsQkChqDK7wFYiYET7amJDges0R/5vGZBUCMMg92dcMYdwR/Cyliq4YpRmyBrRftBavFKa9InNSnXF9d4YKibWc8uP+Aqmr56KOP6P0AuiUNA2G8RqfA5nai3+44W61olGPSHu0gj4kYIBmRoIzdWgIQYpDKxzkyjqwS2nsyM7qrNUmB0Y6p9zzdPiNMgawMpl2xHzrYD0SfsG6BjoFKR6boeXl9y+QLkavAmjllGDXayA2mDfgUGfdemKP7nllt0UbTbbdS1AweHya6fpT4Sw2b7a7MiyTUorIOrQaeDhNNbdl3A9ZoamdJWTEG6bCcs6IZHwaGcWIIgf0YCT6TYqJS4qtdIbGgbjbHNAua03uilvAjtco8/vEH9DGSTMXtEPjzv30X9/13CQlQipP5jNYJIS57T0iJV7db0XwbizO+EOVTkcFIuEfiDl5KWWCny8sLzpcnx5zvX/bhI0IMjeIKFrMmJlX89gUKP/QtMWuR14WAjxHlvYy8jAElCzCqGJceNtEjxC3vF8JhU8lCwgIht+VY3kWVzi0JQVBria5N6TjHuwtGl2Sww+YvjZ/4AEyTbPAohdZCTvTBk1Ig50hOunw+8VvPx/OmUcZAFsMsH3yxbVZlFqzwamSxWJFVous66YiSJPStlnOq1YxDqE+I4Ujec9aKYZJWZNKR6JiKJjvGeNey5gPycihIFKQo6IcWeRPWSFY7HL/kYy9vwMco+eelQIuhSLgOiYlZ3lNkw5/omguJMZY5KeV8pJxIgMsHlOa/tHz+4o7DGCRlKVaMMhxwDnPQuRNRWh1RoRgyGMcYI5VteOPtL4OuAEPWXkZT+ZA+F9E50m1uyVmIsdoUZFFrDv+T61/M2+q25WQ2J1/eRyGvEYJnnAJjMck6Wy5YrZY4oAZqrYh+EmdJo8lGoaxFOSdz7n5gJPPyxRPe/8Hf0MzmtIsZRms2mw3WOv7Vv/7XvP35L7Debdh0HR/9+EPef++HPHv+jKtXL3n/5XPGcaB2ln/xz/45i7Yl5YifEso66rpFK8VsthA02ToUYpyz3e9kbFBVeO/JOeOM5SBntdaiyrXs/USKgdgP/Ic/+zO23R7bVFTOYQph0kfPpt8So+fmWc97H3zAru/R2klDrCL3ly3zdk62iv3eo2JLSI5KOVxVMw4jRkFdWTG4U1KcaKuPdXwu3BwJX5IRpuxblFTFTz8+uwAo8Z9Ka9bbXhjQZLQPWK1xlSFFRbff4kdJmTOtYbZY0u8N7eyM9aZnu3vB7XZHNhZjQIU9OfpjVbnZ7BgHz6xtxZCGSJw8ZANJcXu7ZvAjYQoY65gvlxglJIi2nYOCoZCcQogY4wjTRLcbGMaRxWJJ8sIn6EOiqQW2Xs4aqmaG7z2zpmK37zHO4pqWmbrLPBimwK6bRCcaJsmpzorKyhesVMJPO4bpkM4FKWtcU7NoKoZhYvBStc3bhrPTObUx+JDRVqIlu37gei3JazNrmXJgtx8ZJy+53CS0UagcGEaPU46kJP8aoyBGdNNSrU7JOdD1I8pPjOtX/PjFM0agMgZroK1nWGt4Xsh6GxQsFsyaiqauZTFMiajjEbY1ShjtztrjhaWUFsmJEQg1psxqMWfmKkLd/IMXvZ/LYS0ZxRgCYRxJQfLgJeJXNp4YppKwpxjHoWzIgWlK8piWylsr6YBiiLJgalP80w+bYcR7QQAoC7NAoUmq9tJxOuew1jD5RCbJd6k1KstcUgVVigGJ0Q0xkWKS5C8t7l/Re3ZhWzpD6QRziqXDL1axyMaWk0gKhdZ8KM0y5AgpMi/mLuvbjfAiQqKuK+q6FlfDfcd2tyGmQNPWzBYLpikwDJ5d51E58obK1C4RQ0dMipgNMWlUghhDma2KDCpliVU9dOkKhEyZ9bG7D2QICrQqm16SDUt2GpJP+OgFova+FDqF5FiKs1w6e+nIjCCBxYNBl2z2YRALa6VEqWGL4kEiiX85l+ynHbH45h9ib1UqcjQnkO8UPbZuWTQt4zASeiGtVScrHnzuAffP7/Hg4j4vbjd86Td/m6uba/puhx97XEicn5ySXcMUE1dXV8QYcM4WqWhD46qjcU4qG9ChgFNMR1qr1QbTWJq2htUSFRO3u4Gb9fuYH35AXVcsFzMW8wUnqxPOz89ZnJ6hliIrTDkxJs+r22v2Q0cfJnabW0KKrG83fPXXf51Hrz3g3nLJxXKOc45vfOlL7H//nzD6wMtnz3n56gU3tzecLBd86+u/SVV88o02ZG0KepTJGqxxKCOx9mRo2xm6FCfdfkfXRZbzJVVVS5FeDJbGaSLEyOE+d3Ul9vVRGlacFEvOiMSw36758MMPud3vimbfk2JgvpiJpfLcCU8sO1I2aCO8uKHbY4yiqgyVKdHa1kihDYc5GCCFXDyYmJWaWilkfPkzjs+OAx4mmqyJaScvajRZm9KlCvgkm+9IzgNaa/r+hgz4EHl5vZPUPR/F+tCDIZTuQOZtZBh8oBsDr9bSKa/qlhgDN9udBFr4SNPWhBQk/WqzY6v2xJQ4OV1RVzWhVGuhpDKlnA59EyF4hk7iW5WCulqQUUzR0u/E6//mdsMUM/NKctonpXAqQE7s9mOpiqWrq6yV2MeciSiG3jP5SNfJLL+pHZcX51TOkEOirh0z25TwC3jy4pYYhWzSNA3WSviQnNjMMEwEwXfZ9hPDKKhHzJFxDKQsenutDThNzJlsFLvtDf3jD3DtDG0drq6xVU3vPRiNrgwqw8xVXKwW5NHz4aurI2u0sRWVtbLRKMUwjkzjxH7wLBctjTu4u1G60yI70gqjQWnLg8sLrFGcLhd/78Xu53lkEjEi5ErvaSpHVTcMPrLf7QCNVkKEij5B1CiVMWmidpVE4caAnwbproJ0XZUVi82YRrwXqA+gaVratmW/7xh68QI3WixzxbfboHSSLj0njFFSUGlomhpjayEFqkNIimj5x8JbaZqKuq6O50bufykArNHUtcEaQ1tX3Lu8YNY2eO+x1pByZhjG0hU7bF1TWctyPocM6/UaUIVHIEVHbirqRlG14L3HJ8/jp88Zxsg4yf07qzWr1YLoO2IciAkiFVNA7FtLm5JSYvJTSScTeZqwxKUI0pkSsZrBKFH6FMvsYeiBTFU5yYUny7y2GDKJmZAw3bUxgooUnwUxq3H0vZiFmTJSdM6V+6jA5TGAcRBFKmk+Y+H8RR8+SmMh897ABChVUbuW1cU59x6+xoPX38ZYxxgC++0WQ2K1XGKsY7vbcbvdcrqY8+DiXJqlJERfsnS2xmh8DKxOz47z7q4f6LsBo8BZh6ss1lmcq8r3bCWmWJUQn+OGVJQgIUhzWM513O558vwFlJGi1oqmcpydnPLagwc8uP8AW9c8/fAjdMwHvIwwCTp7cXlJUzcMQ087nwnBPkZapWkrx/z1B7x+74QQPNZKEFaMoRTrIouLYZJGLWexEPbyWeu6wTnZEnMKbDe3dF3HrChqDhbSuTQP1lgkoyDzu//493j85MnRJ6RY/aCTIBeb/RYzn2HGURI0k8JV8OhBy27fsdlBHWucdjSzlnbRiutqSlTF9jfFJGqeLARFozjep4dvXUZkIstMqSQufsZ19ZkFQF2LAUjK6uiKlkI8+u/HXBaqnHGuluhbpRjHCastrmoxOdMuHFZp+nEgRY/RjcyxmAgxMFudYbVhGMWBiqoiekW9WoreWhucM8znC/b7ThjNTY33nmEcxaEpZ7QxLOYt69s14ygnwtU1u2EkhnTs1Na7Tlyq8ijEj5ToBoEaU8r4ILKpnGGcZPOvK1O6DIWPAUJmHCPOWXzI7Hp/l8eMQI7DGESylRPTJI5wp6dLonLgRJMblSL40t2gudl2gMzscoJtNzFOHiFqZWLxqG7QyK4LkYxPwDQRgqeaLWlmM1SYSL0Qg6wRncs0eHJtsTlxPmv5qADMKQdMLsYtPmCtwSpF9vG4WD56cCkLgFIsZg3RBxazGp8z4+DZ7gdSkE63H4a/zzr3cz+szqiUyNHT1o4vfv4N7t+7x0dPn/Oj997Dh0kY9imggtjn1pXDVI6L81Pu37sgJ5l5KqUIQTb5pmmYvGe329Pt+0K+UpLbbiyzmQROVXUl0b3Llvlshg+BzWZN33coRfEJSFhjODs/YzGf4SqRKPkxMw4TV9fXTGOQQtAYtM0kZfFTJiWLUU2BtifqWjFva85Pl7x5/5zT1ZwYJqZxpBsn1kS2XZKwkQxj6tnf3BzlWsZaKUKnqSzwhhATdVXjqpp915Gy2AJbI0mX52crzi9W7PudFFJJkQigHTkPDFOPtUY85NOEtpZpEm7Ofr8HBKmI4yR569agrCaScalimEaRXaZM34ktq8kicTLOoJ0szCkrUkgc9NZZy3kfpoEpKKZR2O6LZVMWc0VMlmEYSTmiTGbyI1klZrMZn+Qj/LIPdSAyKo2uGlb3Lrh37w3uP3iL1ek5lTZohC9UWceibsvoKZNSlCYpJW53O9RmLZ2hUmgMOot5EEbRzueslifMs8giU0qE4JmmieA93TSRh0GKJm2kKHCuFBC2BEqJBW3Omf1+z7MPP8AaJxtsU2ObBq0cwsPI7Hyie3XNi9stzQcfYg289/77VG2DsoJYVUaRtOLevcvjfH0cR0ylCMhIMkRZ60LKZCXJld7LuixzewkBikXJEnyQrABjyKqMkYr0UCuO/+YQwp21slYC/QdRDGSV8ZPn7bff5rd+8+t85zvfFm6KylJgDiMvr69oT0/5l3/4X/Onf/LH/PCH30OjuLhckq2Ee419ZjZri7QSOZ85YjVURkiWPkSZ9+siVwyeFBIvr26IJPn9JOdfaY2tqqPl9s86PrMAGKaAszILwgeU9gX+zNSNE5MgW+JAfWacPFlBDAlLlA7UaPwQsc0clRUpG/wk+eNGiw1r44S04KyYRkwh4kOiJE5dsQAAIABJREFUdg11XTMOA/sQGFTA2ErIHMaRk0QwauUIORPGwDAEUhKYBy2djLM1ioSPgawlrlKTCDnK83Iu82zDbpAgoYiQaupmhtbCaB2DpBjGEKmyQpuq2KcaVssVzgkr0xojJi2VQUJeE1WMzEFOoFLHQjkUaNYW84bZQkw4vJ/wPjKLGW3HUqUbUoZx9HTbjjyO5MbhnMyopt2W58/+I9F+h+VyhXE18xIW4pzBJFj3HYvGsu17Ou8xWpdORzGFgAqaMQd2Ss7/mCKozHqz5oNp5Gw1xxrDfi/SmvVO431is+tIWvFrD77Mm68/5NVRwfBLPqIkVpISroJKedK0xaSB1cySkoyDamcKXA9tU3F+tuDsdMXJckHb1izmMyk4k2GYZOMHz8mqpWkcfT/Q9T0pCllnMa+o6gqjZbY5DXuGbs04SXaAPrCks7hOkjL77Y79do/3gXGaGIeM0omz8xnf/PrXee+9xzx/eYV2kXunDYv5fXxf8+LpnpubG3Ie6AfPONVUVcXV7Zqb2xuCH+m7nskHYpYxAFpGI6Fc07ooC3KMhCiz3EpLAaAzoAx+klAgYw3OWVKVCWPP5cWKFEe6MRDjSMqKul0yDD11HVF2JJCJUZF1Zj/KohqCZ/QdKMU0jaiYWczmKCtZCz5F+gBZK0mgJDKmAVCYFJnVFQnp8p2rsE4WvnEcCV5UCrkQ+odRkILFaoHSGj9NhFFGGrZ0fUZrQhA/CD+Fz2RP/6IPV7cszx9w+fBN7t17yPnqRLgcSmDzmOXcftLL8DBOUVrT1A22npGWQmaT0ZDA3uJ974rTo/oJvgVAXdfMZqUTDxEfBDkI3h/HKmTpPo3WJafAFuTLcvbmI1HeBE8kcGKLCVGxqkXJd2+MEUvp3Y717ZYwDuhgS7Mmz6uc493//LecLlbMF3PaRUNdNVhXozBoXaMUDNNA1YqrZs4Z65yglzkXGbQnxcg4TdRVLWTm0iAeTL6WyxU5C/JltCkFxcgw9PR9x2a9Ectj55jNZ5ysVsLKNxqjNMlHrq6vGf2EHj2n55f8/h/8Id/6/X8KceA7f/Fv2W43NPUJs3lD3VTM2xarhMXvrOTqgCZP05GDtN1s6fZ7los50xT5+OlTHt6/xCpNMxfpbi4jQQN3PJpPOT6zADg/XQrBphB5YspMepRftBVKiSmQ3GgCucucBa6ur7i5uQalqKylns1YLE+wxZnPaI2zhozMXhUHC08xkLAuY3QhXbSt2F8qIf+pDD4EphAxGSAK/KSUyIyMpja1jARiEHtEl2lSjQ+hQCVy44hHg0RsynyywChGWLZ3xZOiLhGL+6EnJmQRLCxjpaWA0MpgtSNnXfgIlPmxkLmsERvMlO+Y32QYB2GPHi4gqxqMidRNA6UYKXRy6SIXHSFMRzjqMOOdNY6Xm31xb5zw/Y5cZFRVZbm8OAWluO16tv2ANqqEuljGnLBGmN0+Rlzb8PbpgoeTJ8R8JKD1k2fTD9jSBSpjsY1Yf9aVIyYv8NqvwHGyEJvaxlnaylDrSJ72PLp3yudev0dVV9TOMpu1Ap1paJuaWVtTVw7nJII35cQUHHoIXF1f8aMffsRmu2e+nOMqx74b6PaymCwWLU2dgRGTNcZWYDJkTW4q0TLXtXQcMYkFaDoAp6IEmMXE2GRCHDhZLanrCoVBJQ0RUhBeRtaGHANh7MjK45XCJM26n8g3OxpnSvErfiQahTMKZ2V7mwqyZMxdsqY+SEpTYhxHYhL5o9KGqq4xKaIS+DhQt4aLsxlaR3b7NevtLRnNm2+1LBY1kR0k6bb3+64UsYFx6tnt9keJn/dyn4bivphiIqbAMAlhrBt78WWwhmHomTkxXRIzokQIA3oSQmPMQl42RuKLK1NjXUNVK1LW9IP4Wox+QBlTpJXimzMOgZwFZTjEDP8qHN/6/T/i9PSUqm6gBNLkggZmDvyAQwGQxQtIhA1Q2hCrIBuDskZS9Q5qCiUkZ3OgjReyhTlC+oU+mUHXCldbUq6KsiOXYk6yKZKPoqcfR0GUUNRoWjtDV0r4SmWD06k472nxmThI22II9F1feDUya0+pFIdVxX/+0XukosNvq4r5bMZrr73GvXv3WSwWknFhDxHTErxVZ1BZZLkxhiK9ltft+oHB94z7HolNbjBaRqhVVROjZ7efCJNnfXPFhx/+mCkEUois17csViu++tWvkrNwCqw2WDQ311f04yBNKgli4nd++7cFnYiR1la8994PGLcdMU0sFnOaShL9SJGqEpltSonaWVBC+r28vCRfXBB84L0f/Zh6vqQPmd2LK3a7HSl6Li8uOF+tZGT2GYXsZxYAs7aWMAUjHas1jhgbYoa6zNoOOmJx3xKSgszBXysXhljHKqt/gq1ojGhQq8phi4ZVHzTRIaKtJoVEJFJbR5VcIeuoQiiC1roSBwlKG5KWZD+K/jn4yNBJ/Okwebz3hJBIJCprqCpHU0mqWdvIokw+5JLrwqrmSPFWTqDZ00pgQx+k+HHW4YquP6NIBf5SKJmH5niMx82xGMyoXFzgyuNanpuVaLirykKyaGulojYH17iE0opHD8RwpSqPJyXBF9ttx//97b/BxyBQKsV6NiU+98Yj3n50X26w/cB/+uvv04dIUzc8fO2SL731GlYZhmmS+XKJxlUFXhU2qRjmaFezOllyfnrCyXIOPvHs5RXaamZ1C8tfjQLgn/3+t6hdRe00jdVcrFayyCgrng5l3q61IeWiX6fwXZQUW94khmFknAJZTzy8f5+xq/jw8VNOz5bce3jOixfXvHq55vzsjEevn9LUk2QJxIYYNNoFKifvaV11TNYT/oAw+EOIZaYn/hex0QyjYhp63v/h++w3I07XoBJx2nP94po0VZgcWc4sYxhRdoapasaQuN31wnlwBqcrgdcRWNEhKFjd1GCqIhcq5zmDcw6iRCgbq8tjIuuLMRGGnnlluThbsWgNSk3YStEuWu7du8cXvvg2lxfn9OMtf/lXf0U/DEICzIopePphYLffo5SmaRts5dhtd5JfMIzHMZ8OSVQ0taNuG+n0jcOkRI6SRRKiaLZjynKOAGUsISV8SETvmc1ajDHsOzENq6pUAlqkm/Xes1nvpZu0hqZtZKP6FTnu37uP6LoOHgscVRZCiZANXZZ6dVyzyuosZYFKR+RRfi7huvkA92chZiaVj7G76oAOKRlLqnxw+1MkDUZnnDFQ10fC8GF0EItMLvjAGIT0lr1YX+vyGhLbLtwY62T8tt9t8cFjXIUp7x+8p64bFvMlWhmiyvR+Yt/1PL+65kcffoSzkkp6eXnJ2dkZJydLZm3Li+dPubi4xCwMaFUKR8Orly+l+89wdf2SP/t3f8ZHH33Mo0evQ0p87Td+A200282a6GXk8IN3v8/zVy+RIku4ZsvTE65fPqfb7cUGf1azmybWfYfSFqMj49Cz3Yjr4dB3xJj44he+wvWrNX/5wX/i/HxFComA2A43VhMnIf6GINJDU+xHVBbjrpcvrxhCZHZ6xuff+RJKG/76u99ls9vw7GbHs+st49SV8u/Tj88sAFbLZdkEMzFErLPUzhIBW6IGD1nchypDawWpxiePLdByTAJ1SwdsMVYXhmJxWANyVlTKCDmuLMo+JwympDPJhaCNIiVN8kJAk/fU5TOY48W/3/V8+OQF692O6/XmaIuaykasiq6qMo75vOHe+SlffvsNVqdL+WIOPu+ZApnJ+1hbsgV8ZNd15JTEIx35txzhL6vLgqfxMVI7QTrIRepFcZtS8nguN2UqNwca8Xw/yDpykhCOFLHZYFREWwfa4FMs4TMVbZuprcVPknxnS6JXCpF+kirTKMUHm8f0k6dpGmaLGV/7jV/jm7/2eWpblyIu4WMm5ISfpiOltKkb6UazyLbWN2uub27Y7jqMUbhisVmbgy3sL/f48msrKmtwVqx6rbGgDUlVZaESIltKsXSdqZDEZKPzIUCMkAMkL81LhqpqOD29ZAodN7drYfFrwzCMdENHO6uorEHHCnLFlPaElBi7PSntOPiOayUywOgD8aBQSFEsr/uI9z3aJGJqMEljMmjlmM+XtE3N1INvIlxUjKFlE2pS1sXGVF6/qmusVugUsERap2ks6ByJuJIPcEgU48juBvmMEUWMmWny9NPANHWYHFidLThbtsxb8SIYU8I1DqxiGPd8/NGOJ88f8/4Hj8VJrXIsl0vh5yhD3c6ZvMdHhLxna0JWZJ8I/USbJON8tViREZQsp6kE4XiMO7g0asbR048SdWydw1VVkXhqdDISj2wCaE3KkRDB1RZbGaYgxMDTs1PxUpgmWS/iz4ZOf9FHTvG4eadPwPPH5uSgpkAIoaiCqsqTyobPURh+iO49voz86idGouW1c0JJ9I9s1typZw5r+OG1DwWD0ciIyVTkOh9VRSklQoqSMFmudx88aRphlNeqnOHVyyuCj6UZkhGQP+jrtSKFINkCSqGs8K1ykUfebjZc396itWbWNiyXS8lOSKC1o6od49gL899qxigjuWrW8Lkvf5HnN9f85Xf/ijDtefbsx3hf/E9SPIaEzVcLQXdLs4dSPH76GKsV+27LZnODrmv5RhRMY6CbRmxdMT895eLeA7qdIGNf/drXeHV7xW9+8xs8e+9HXL94Ite0kYJ78pPId40mpyD3tHMoMvv9QNWKZXfTzLi52RBiZj5bMGtb6rpGGX2HNH/K8dlWwFqVrhhxbNJykmKMVMaRiswgxlTgD32smm0WkgdZURtV4PQk1Ui5gLQWWFIpiEFuuKpIp0RL3ZBzPCILUxCjGaOhUkZY1KWCFGtMCErmeC9u1ry4vhHdfeUAV05ksc5QovdXWqGsYzt4nry6ZbFcYLUmZ0lwq7QmZ1fStbK8l4Z5q1guZmx2e/zkmc9bIX1VUiRJ3rzkOseYinNb0T0XC0dVLGB9UUNIVG3ZFEpln9KdiUpIwmhPOUglrjVljCdSsQLnNVrhFcxqy+sPL1mvbxh94OmLa6aYsTnzvfc+xGc4XSx59NZr/O43vs7lcllGEJIndfgsB63/dn3LixdXvHh2xc16Te9HKcqsxbgKV4o0UFKc/Aoc81pMOYw2RcecC6lPQn9iEhKQsRadBb3q+wkfCrNfIRrymFAx8Op2x/e//4xnT/f4BMO0J+SJqqoZh4g1mqp5kzfeeJvKKPZrj58CPg1wPL9FJx8To/d0Xcc4jsKDqcQmtV3NmD1YUNcKW1m8b/nrv37M0O2ZzRveeG3J+fmSMEAYPTFs2XZXBJYoVZEQP4l+mBjGidrWYqvtE8koUhbdf0RS3mLOpKQYfSSkTEgi6wwpicKlH+iHEZ8CziouTpdcnq04XTicjsQwsh86Ou/pp5FXr67QSbq0jCGrjLU1MQk5Nmeo2zmuloU7hEAznx/HTDpnpnFi1rTcv3cpFqkvX2KUJkwThoQfpPCVqFgZkTWzWVEmCVEtxIg5sLcRbo1WYCvNfr+TkKPKEEJGY3C2YRgGjNGiCvgVOeIntNyfNl3Ln+z+P7neHzZrpHM8FAOijzl080hhwV0xAYJGKqkKZAwcMxFRUh1Gj6qolQ5ZAAdsQf44FCGiic9a45KhtRWpLlZOMR1loT54oves91uUhdYWJ7ssKEbTtvTdwEv/HMp42OqyXuniWWCkEMkZxhAZb9coFOv//H1+8O57nJ2d0tQV56cnPH3ymKnfs5i1TDHx6OFD/sf/7n/g//p3f8qPP/geu3HP6fJSkKQoBNzKWNAKowX9pZAhVcpcXV3RjeIMeNo2onLxgV038KWvfpU33nyL09Mzatewmi9593vf4/3vv8s3f/03OWlWvEBjncMadZdVUIqd/dAxhYQyhrZxLNuGkBP7ruP1N78gyrxxZDafSZOTM+MoHI2/9wigqVvsAbovDEiZRzhhn2eZaR9g7UQxS8kSe0rZwKbgC8FDIB0JplIiBSkXm65c6X7EQc05QQOMdgLnx0SdZTP0IXJwDotJIlNTsUANMTIMsljFlMAonKkARfE/IUfQpmQnG3O8ALuxSKRQ6CyRl4f5vnTz5WbxUhGLdEQgmmkSxv80Bcai8z4s9sJBO5igKNHsIzCUEMHkcyci1lQ4Y0gkMftQkEu1a5TGWHF/CimilczykhK/bV3QibZp8DHw9lsP+eqXP49T8J2/fZf1dse///O/IobILkTOTs9Yna/453/wX/Hg9Bx7DJhQx4uvHweuX7zi8bNnbPd79v0gRYcWf3JNRCdwlXSdVssllX5FTFS6ri9MWLleDmhR9MLsR3FkMavijW5VLno06VZ86QZDTNxcb3j8+AXj5AhJireQAz5mVLbE6Ol7sRhdtDP0oqbrAr7rjooTySqPGCUciqa2LOdCNDxdLTlZzWmauhjrjKx3O7bbTA4jQk+VInS1aKhWNTkEhjFy0k8QGlJUbPYjHQkfO9IwUrcVw1QWWasZvTgjRhKJwOg9MVE2UkuImX7w9ONEiPk436xnMyCwmM+5f37CoonUFglJ0tCNIyFDaxPDfk9Ay9ijjJH2+x5jhRF+CJxRShG7Dm1ENmat6MjHfqDv9mw3GwnLCgFnGlLWVFY8SFxlyWU8gVZoa+mHUe43pWnamjgk9rsdVSUytqatGKeBcRjQoy4yRE2jNDn3pDCRdP6JTfeXfdwxuT9lMVfFnKr8/W6z/8RTDuVBqQ/uCgbuRgiUH2aO6yvlZ6rsxKoUGPJIGT/EeEQTDvrz8l8CuR9gswNuUR5XWch/Gk1WhZgZJsYQOXvtEWES5Y1KCcYJVc8ZUsZPE7c3txilcUZGB5f3Ljk5OUEflAjl9w4iuMMY9Hq9Q2V48fKazXbNu9/7W07nDfPlivbJUx7ef8jvfutbvPO5N/nwgx+TQ+Tm5lqa0Cz8HKMMTV1DToI2KcOrFy9Y367BWeqqRhvDOA70u44333mH/+l//l+4OL8UEniOmMry+luP+PNv/3+8+x/+hpNZK9d/8lS2kVyRYnhXN44qJhKaMUQ0hhe3e0zVENc7mqoWZUJO1E0l6LkPjOPE0A3FBOvTj88sANq2ZZoGuaCcLqQNVRiRSYwIFJha9OWJRAhyonOWRUqTqa1DF8WAQWOMLDQZkZr5mLAaMOJ8J8xoGRMIk1TYkDmlYgpijxduiApntXRzoycEz77vC8NzJKFpKgdakYuNa8yZHOKRLBJj0bQbI5/FysWui5uTVkaCMKyWTlIJAUdg8sSsbdj3o0hOjBUv9mCYzxq54axGxVygOSArQk4Qo0CVOYuxkqmlE8vSeeWcJPBFS4jHoXq32qGTLhpPmc9qk2lnDVM34AdPZQwXyxPeefstvvT5zzFvW/79X/wlHz97xmq5omlazu6f8d/+0R/wtc99jrqpSD6y32x5eXXDZr3m6uaGqQRmHG7wuqkLaiNciYNWOoSJaRJ9KvngMf/LP3ZdB1mJHBOFMRarFSbH44I5pcA0yoKXshSS2hQikVbiDyCm9kWqevDhT2Ql3ghKFbmsFv+E6+trxv0GnRrGIdJNIvtrmobFyYJF29A2NXVTUVtTkCMnyJDKWK0AT8yByiW0zqTshRSVEj70jNOekEcWTc1iZplXNbYXqFxVgcZq8IY4Jmqd8Vo67USLT4qEox8DIUem4AXm95FMoO9HRh/QxlFXjZBvlcKnzGa95kZ5qi+9xqqtUS6AE0WOdU6KiXEgjh47m0tcdIqCslhD09aiay6WtjGKz8cUJ5y1wqfJGZIj+YDRoJ3BVQZXbI1zDqCkcM5KkIAQRfbnSoBRLjPzMPqivhGvjTGIGsjUdUEbNGH07IcekzVZTfgkXvm/KsexACgF09/JTVB3G51s8mXzLvuu0seeS55enpGQTv8TL3FEBA4btmz6maMHyOFJd3OIu895yL+QyoAcRQV1eM0DSJAOM0+kwfF+Yr1eU9eWr//WNwlZM4TIOPXCdXIVZ4s586qm23dUthHb+eAFHc0iA8xxEpKtq8QttiCSh8+UUiKFQE6Z5dklb33+i/y//8+fcv/+Je+8/Ra72yt0POGsWXDtal5tryUUzoiUHS0JhLYQKa3W3N6sud7cEjVCnBRiF1PX0eXAH/yLP+T1+w+ptcjVc8zYJFHCf/Tf/Pf82b/9N3z/b7/NbNYybxtR2dWumI1ZIBdDPkOTE1ZruqHDuZbXHz0ipkAcBq5urtnvt7J3lsKnrl3ZOz79+MwCwDqNQqqLylgoMxhT9Ofqk9VVqfCiS3gfCSETEUa5de6OlKIpDHjZwPoQRH6TFVao9+SYpKvPWcYMKBKxLI4HK0SZU1XO0uTM4B3GTtR1xWLecnqy4PLeKU+eX9H1o7A2k3Qcx8o+SzhL29Zcnq9467V7zJqKWV2JIUS5Q3w6mItLhzhM4qymtBYYNYpZQ86ZvpiztNYRQsIjiV2qsHSdNYRULF51gRkz5cIUWaI2crcmEB1vFIKOmE4ooooF2ROd+WzRsGhaQPEf3/8uu6lndbYiGwXjxH7f8WA55+175zxf70hhYraa8Xvf+ApfvLzkxcdPeHV1zXqzY/K+BIF4qqoW8xskpc5oGTs0tmQUlBldUgrnKgnfCGJFK3yMX/4hzl0HeFPdEbsO8GWBSA9zvhAiGdnMlJHC9kiSSlnkYVrInodRUjObiwdEkm4yRsl3iCZRu5azexfY5r6QTpuqbPQKowoSpTTGCBqQiy2wfNyJzISxGWUySUVCnPAhkpgRc6StZ0LGxVKZBhcDFgVa0XspTIbB46xi1MInmXwgxIwPiTEmstaEIAvoMAW53pJEAlvjMLYgfiHSDR4/RbbrDf1uS3N+TjaabC0ohXGOmCHHiLWG4Ce5T+uKdib55YeZsIzAQJXMgl2fsc6QfCQMAWsrsrJUjSBiyshGFILHWDE4GqeJFKNwPKwpREq515URJ1GjldiDF8madqbwkBRt21JZix8nPGKgkgGDQf2XslR/gccxM+ETc/27bf5gE8wRAbgz5ZHf+smxQT5e8xSyclZwCMf6yfDqQyGhjo8eNvIDF+DuM8qfIqnOx+dS+CQiTTt+Ag6pgYL8Zqyr6PqecZxwzrFwFaeuFl+BGInrDS9jpF0smRWjMWstlROvjRgD0zAwjSNWC1/J1Q2m6OKFmC3NZSKyXm8Yx4nV2Qmvrl6wmDd8+N4PaeZzMU/abKQJrRyHFaR2Nc4WeDtEbtYbXlxdMZUCFwXdfg85YWYL/uk/+kd84Z3PH9V0WmliTPRxYrdZM3QD73zhSzTzmlm7YHfzit36Fq2FX5ejeArEooLTaEYfQde4Sr7jqmrY73tePXsmqY6zlqYWFCJkPnMl/swCwBkjbP95jVFKDBZSOmrHM5ToT1NuZFk4vBEtsdLmOG+KKSH56jLP9zHiUFgnX6agBQoVrcy4kzh7oRU+ZFIKaJXLiSySJiMEt4OOed60x2CP5WzO5fk577zxiBgj+3FgKk5KsVg4VtbSNBXztuFkMac2llA26cpatBIWuA6BKciVO3mZX2prUVkCVkIUl6y2qdG7Pevtjto5xtL5aKNxVi7QGLwslFpLg6GkCPDFX6FyjsQhKjYR1R3B5SBVzCnTNJXMs1zFsOt5crUGYNx3ZKWoqpbuZsv//sd/yhQ8yhhOL8548PpD5os598/OiP3In/zJn7LphI3tjC162HLj9/1xwzTFQvPgg9+P03GuerDEtVoxTZPkGNjPvLR+YUddV+LJry1KFZJoSuQ4HscUulzL0YeiG1f4BNM4EXxkisK98DEzXyxYLSeGYRTUyFqsE/c8bcUI6/zslM+//RbLxqFDhTU1yqYyBtNlxqeFmGfKKCzG0ieV5bcssCmJhn27D+z2ewY/0uaWkDNTSEwa1tdrrBp4cNEKb8E4sJax7/AhMk0j3eDpJlEcxHHER8UUElGLt8QUEjFmYlKS/+AMzlZHA5QQAkM/MIwBkPtt6Hpub2/RDYQcmKZwxJjHaSL7QLaW+WKGtZq+25FTZr6Y46yRCO2yaWhrMFnR2JqQI9WskVCeID4U2mimIC5qWQnnRRuDc46p+CmIW6cjxiT+7kpT1Y6gIuPkqeqKKYptsNGGcfL4DMF7DBrXVHLdKlmDPm3W/ss6DtusUpQRqqBwWR2ikssTjo31Jz98Po7mD6+WC5Igv3sH7R+89+RZh8cL4pDTETU7vmdWn/hw+TAxKH8eIAV1fL3DZ9OZo82zRuMqx8nZGT6eFkVMoE+RnDw6yyi1bhrO2xmurkkpUFc1dd2g0aQS3pSrimHo6bqe/XaLNkZCjupaHE6NKWjDDd2uI+dIXRvGSrPZb9EKdv1eOAVWFZOgQ9FTZKchoMhsbm+53W0lN4RC0U+Z89MT7r/2Ot/4nX/Mt775O1RKH6OXU0jEENnc3PJX3/k2T54+5mtf/w2+/JWvkiN80A/cvHxJtrK2hFjCuFRm6HrCNJGMw4fIq+trHj16i4xhfbvm8v496rou6YyeYRgJPn6yRvs7x2eu0re3Gwk2MEoqkKP3OVirJXdZl8WPXGRCArFobYhhKtWgLrKVQMzSNfsyEz9YRIqFYcZHkZnlYhWZkYrNB5lfHiJGD2lXSssc6AjdakEncpDXrGyFqjXL+VyeE0vGeqawSoWM19SVdBGlUx8n0bWKz7rIXZRS4tKWEmPwhJgwKGZthTKWtq5YrRbMNzMUMjNa73ZEP0Ie2Hc9JOR9anus0pIPjOPB1dBIwle5ryYfj4zQunJURnG7lqS9jz9+gs+J6KGZSU72By9eYpuasd/xgw+2nK7mzOYttpIq2RixG355sxbFRgZTNaDAx0QOETQY4zDou42pyBMPH6yqi2XlfEZT1cxXS07PzjBIsRB+RQhUCUVTVdR1izGWnCDEwDRB9P8/e28WbFl25nf9vrX2cKZ77phzZmVV1iCVSiWVRkvdUmBDY7B7MN0dhKPBOJoXgiCAJwJ44IUIIoggICDghTAvNjbgjjZt33aCAAAgAElEQVQ2PakHGllDqzW0VFJJNWcNWTnnzTudeQ9rrY+Htc+5N7Mys2SprSqpzj/iZp6zz977rLP22t/w/4ZdN30jYhezPFOMc5Sloyhjj3nn3KLXA8ZwbGudnZ2C7e1ZbIzjHXUAm8TyNKNKr9ehnWe0M0tiMsAgqcYeCzauJWsUI/PYyvzBHbEmv/aOalYxK2cMJwOGkxl7Q8PBaMpk6ki7loNBDG1oOaIaV/Q6hum0wjeKcTqdcXAwiFU3acpsXCAIeZYRTEJR19S1Z+ZqHLFdNsSnzVkTn/hWNTHY0DyLoKrqGNrDkHV6XNoZ8fqtPUgSNk5t0VmzSDpDtMKmhiBd0Jq6KPGVa7x/JbGWuqwXT1eLFUYpWSveW6IsMrvTLPYlKKsYHqiqGH4zxjSea2weU1c1k6qirmvarRbGEEODVUzCdD7GR20Wm+fE7qJpzMHxAYxGRqXVjiyhc81z5d8rmCtoDrX9gqafU/hzRdvE52mKOuZ/Kkc8+HlZ7xx6pzKnySOYH0xMMF4wAke+722RgDsMpyP7H/lYF7ZBU+GFacpPLUrO/LHR88oCJD5sKk1iO9+s3YoPw0KasIjBGI0tio1lJjHJs57OmE4m8WmIaUaWt6g1UJUzXKgpJlPSJImN0xrZltiYK2RtbP4jzWBVTHxOhlEGg5hkXje5WPP5rIoZwed88q98lg8++RHEKZUvILF02m2sjeHqb3/n27z11usMRwN2vrjNY488TJrG0ngVXbQ4lqapkE2jbvKtNrOqpCfC6iOnsTZlNh1QVBN2dreZTWfUZUw6b7VbtFdWKKfT+66qBxoAs6KImcrVjOG0oJ2mkRZtHnAQs9JjHNiVNePZjDSJympjtRfrntOUPItJeKWbl9UIZR0TA9PULOJWoAuhMC+rMsTWwqFJGHI+sgVJE6N1tWdYlKCxm14IMRu+rqJgcSHWylsTY/yVj3XC6jxJasmSlG671dDEsbtuVQeCgaqmeRb0vGQlekJ5mpIkhsqFpnFDpFbLuiaxCeurq2RJQlXVpFkKopRlSWqT2LbXe7xG6rxuHhnpVcna+eIG8024wthIvdrEMpuVVNYgNo10E7FDY9oSMBaP4cIj56OR5D1BDGka41Xx4U1J9HSrWE0hxiySNmMyTWxs5FwVfX0BV0fL3eQJ/d4Kx08eZ7XXJUlTVno9+r0udVmStzt02l1mkwk0MbP3AiazgtiV22ITJZGY+Jm2WjiFuqypXE2gbp7wFZNn5r0g2t0u7Xak1JIsZVzUvP76NhD7YyDER3MCrq7othJOHjvG1voqLQlYl6NB0DRmnxuJTaGQORcab3bvlRrFu8BwOGT/YEhZB0pXxCcXakJQy6wsSMcFo0nGZFIy3a9JSVntxc5/rumaVkynhLqi284xCtOiQNUwqwM1CXuDCVUdKFUQE6lLIyYqYxsN/dpHKlYkemhplpLYFnkrodUWdsopxUzxvub25DqPPrFJe6WidFOMthHJ4uNOTZMES7zXJ5Np7LNRRQOrt9JrHifdqIsQeyQMxxOSJKG30qOqKjrtHIJiMfQ6XQBms4LgNHawS6Sp4AixkVOexy6l3UgtT6aTmIdgDXXtYqa/87TbOQpMipL90YDgSzqdjFbrPfJAKxqF3SjvI8x+49k3NP6RMIECQQ77+qDakPuN5j0Sgz+MFhw+Te6QUohrPPB2Vb4IR8hhaOBwXLI492L/ucGyCD8c2Z+mARuxtM4sjI24o2qMvadZsniktoao6LTJibDYRX5EpxsfIzxNxlRlQXCeygVMEit7Qu2YTae4ELP5pWl2RcNyamhkpNiY1aAgGsisZTQac3tnj6KO5dEhTlh0ElX58Ec/zpkz58EFZtWE8WQcK39W18habYwYPvShJzn/8GmKouR3/9k/5YXnv0un3abT7UW91JT6aSBWNjQXIE0sWasPzA04Q6+VcGLjUfRDj1KVJUXtmBUzpsWMsvKotu+/rh7UJ3iJJZZYYokllvjZxHsny2WJJZZYYokllviJYWkALLHEEkssscT7EEsDYIklllhiiSXeh1gaAEssscQSSyzxPsTSAFhiiSWWWGKJ9yGWBsASSyyxxBJLvA+xNACWWGKJJZZY4n2IpQGwxBJLLLHEEu9DLA2AJZZYYokllngfYmkALLHEEkssscT7EEsDYIklllhiiSXeh1gaAEssscQSSyzxPsTSAFhiiSWWWGKJ9yGWBsASSyyxxBLvWYjI3xeR/0ZEPi8ir7zb4/lZwtIA+EuEiPymiPzZuz2OJZb4cbBcx0u8F6GqX1XVDzxoHxG5JCK/8JMa0087lgbAXxJEJHm3x7DEEj8ulut4iZ9GLNftj4alAfAOEJH/UkReF5GRiLwoIr/abP9NEfmaiPyPIrIL/BbwvwKfFZGxiBy8qwNfYokjWK7jJX5aICIfE5Fnm7X6W0Cr2f5XReTqkf0uich/ISLfByYi8n8BDwG/16zd/1xE/kBE/pO7zv/9+fp/v2NpALwzXgc+D6wC/zXwj0TkVPPZXwHeAE4Afwf4D4Gvq2pPVdfejcEuscR9sFzHS7znISIZ8P8A/xDYAH4b+PUHHPIbwC8Ca6r6G8Bl4JebtfvfAf+AuKbn5/8ocAb4g385v+CnC0sD4B2gqr+tqtdVNajqbwEXgU83H19X1f9FVZ2qzt7FYS6xxAOxXMdL/JTgM0AK/E+qWqvqPwH+4gH7/8+qeuUB6/Z3gSdE5PHm/b8H/JaqVn95Q/7pxdIAeAeIyN8Vke+JyEFDh34Y2Go+vvIuDm2JJX5oLNfxEj8lOA1cU1U9su2tB+z/wLWrqgUxrPV3RMQQGYN/+GOP8mcESwPgARCR88D/BvzHwGZDhz4PSLOL3nXI3e+XWOJdx3IdL/FThBvAGRGRI9seesD+P8za/QfAvwv8a8BUVb/+4w3xZwdLA+DB6BIX1G0AEfn3iZ7T/XALONvEsZZY4r2C5Tpe4qcFXwcc8J+KSCoiv8ZhqOqHwS3gwtENjcIPwP/A0vu/A0sD4AFQ1ReJi+brxIX1NPC1BxzyReAF4KaI7PzLH+ESS7wzlut4iZ8WNLH5XwN+E9gD/jbwT/8FTvHfAv9VE+r6z45s/9+J6/4f/SUN9WcCcmeoZYklllhiiSV+tiAifxf4D1T1c+/2WN5LWDIASyyxxBJL/MxCRDrAfwT8vXd7LO81LA2AJZZYYoklfiYhIv8GMfflFvB/vsvDec9hGQJYYoklllhiifchlgzAEkssscQSS7wP8cAHKHzjWqG6KKs8WpYZt87/5G1HCjTMgt7j08Nj5MEFx0fZCbnzPIKii7PLHUMUbbbf9dXC3YXPcvdp79j36HdlAifaylouOOeZFBUHoym1C4zHY6pixvb1y9y6fgXUkxro97p84Q+/wIsvv8pHn3ycE8c2+Oq3nmNnGnC2w7QoCSGgCkEVNYKGgA8eVJpxKpq0KZ/4BeqP/S20ux5HL/M5uccPmM+bavyrK+xbz5I+93skt15ENDSXSNEQzyXza6aKWEsIHhGDqBK8W1wCbSZPjMRvXqwQXXwGoCEw2b1yn9n9yeHcQ32dTWo6rYyDSUXA025b0jQly1Nc5Vlb62GMkKUpkiQcTAa0u46TW11M3QLnOdnJOH/6YR555AK//5Vv8dxrb5K0lNFoxnQAZ06vc+GJ4+wf7JBbQzAVUgf6nYyTJzqsrbTonznN2omztKyhqqakaQdH4K2da/i0zXq/S0ctl69uc25rE81aXBkNufLmDjvbJd/90iWsQqfbZn21RTWZ4iY1B+OCGki6bTZOrrL9xg5GQlxTgEFIkoRWZkizFEGRtiXttRle26d2nk98/gLbN29y48YMvIOxEMjorm0ym1yh1fdkLctkWnP8eE4xcfRXMjY2UjpTJSXlZlEy0ZqqtIwHJXWtECAnoTZw4njG1qphVFWEiVKPLFWeEKxyAtjeK3EmsNJPyIxnexxYOZNTV/H+c2L4uc/8PKJr7G1XfP3Zr/P4p85RB8vGyYc4fmaTnas32b20z+Of+wjf/+JzBFczfX3A7XJCp7+CGmU2HjM9GFKVJSZrkecpRibU011On89opwltEbJ1y5/87va7voYBTm5s6fwWFRQREDEgikiKSQzOlZggGBN3FGLtmxNAQTUgKhgRgsZzpGrIjDD1HjXx9g2ANDezNve1YBYyOIoewUh8rSGgEo9RbeSERPmQYlADGYJRSBMLxlBpoPYOQRARWipYhBrFi1IL1M6R2DR+v5iFXDMiJKKNnBdyhR4WREixlOIZh5oaJQjkYmgbS24MaWKZOIf3niAJqRg6Rhu5FaidIlkCQWm1ctJM0FaL7fEYi2IrzzQopULLCpuSk/e7TGxNPZqSJwlUHq1clLFB8AqZMSQY6uBxKF6VRASvSkFALeQmJVFDrY4i+DinXslSg1fBuZogBiWQYQgaEARjhUQhEUOhHpV4/b0qvbRFERzPXrp0z3X8QAMgLET7HHe/b7bqvc49V2D3VFHN9nuZB0eOkbu3vv0b5t8id31w77tW7vHq3vvK4n+lZeBkBzqJUDvPtKgYTAqmRYUGj68KDnZu8sbFlznY2Wa13+XMqVN02zn/6uc/x2PnT/P6m2/w1e+8wPYEKlLqqo4CWsEHTwAMFhGJix1FxRLWzlF8+Bdxj34G8k4cmG/mQuTIaJtZU5o7EQge2b9B+vwfkVz8EqYYRcHR8D6q87k6vFYAxggGg/cBQ7zZg8YRoqFR/IeTLBLf65FrJPezrH7CqHygVmXmHb2eJe+0aWUJrg50VjIkGKZliQYYj6eEUBOoUWcJ/Q32bw94fD3FuZSrOwNa3X2GozGtRKhqT5YZxr5iPJhx6bUd0pbgMkevn7Has9y+MaC/mmGymjCekq1MsQlMigLaFu8qOmnGaqdDq7uOm5Vsra5QS06LPjkVAy8UKvRW2+xc3Wc8nDHYsRiBzBqmRYUPAcqa6WBEqOcGm0QDDxBjGDf/58dX0VLItKYYlZx95jwf+hufJv/B63ziwjluvznho7cf4tQjZ5FWwve/+ef881e/zHRS0lrL6X5gjXxQItOKunaU7YS89vSt42DsWd/M6Kqyd7ukCgGvHhVDv7dC0jJYKdBZyc5wAisJx8+3CZNAP1FeP3Csbxg21w15kjEdOcAgVYXt9TH1iJX1Y7z6g0vsXb3Gy2GHqlQMz/PQiS7HjsHN6xUHr32fc2J4s7Soz8iNsL6WsLbVZzzoUj58hp0rt1CTYMRRTYY4Y3GVZXd3xr9yvEV/pfPuLdx7QLTxCxS6SUqWJUwrj1MPPmAxBFVC0IWCV4Hg5+5ORCCAROdLJeAxiJjoeBjBIAQBIwZCAA00ZkEUHnPjQAVjosb3KRinjeEQjQxRbYyNQDDRWLHGMq1rAopBqFQRI1hi8b+hUUoKwVhMmixkja9cdPqs4PRwfWdEY8RqNA5QsCI4iXohGkSBUhVfK7aRb0lrC3ElUo8xRgkK3oD1jhRLagyz2hMSh6hBgiMEcN6DV4I3BKPkNqEIFa4OpP2MuhOodzxpEAggBDQEaokGjtOAKPjGWkoQ6iBUeIIG3Pz6BMWa6NASAhYLc10heii/NcpwMYKGuSFmMATSNMEHe9819UADYO7hvzPiSOLaPFROc09cm3+OqqvDI4/yAfNzHVVKdxsJ8VsW53qbnrknH/H2bfKAz46MrptAq9ijqD1pf51Jo/yr2hFchbqanZtXeePiy4z2d7jwyHnKyZDJYJf1Xk5Vjnn5tUt86/k30ayHJB28d7hQE0K8sPM5Dj40yl8IeZ/qsc9RPvMr6MrWnQNM7NwVOLxARy0tBZkMsK98ieyFPyYZ3kCDW8y1BhZzqEeOk2ZipDHNjp6exb6yuDaCNERFXMgGwSQJ3tXvmVZyB3szQHB1YHW1jailLBypDaCGbj9HKqEeFwwmNbUXslxYaffxdWBWFuwMAo+e7vPw+UforW2RdTJWi5zBODCdwvpqD2NhOJry2PHTTMsdhuOKc6e32Ls5JEkzZlWgXweSxFATyHsdqiRFfU2/t0o/b2MQpLtJ7WucSZhOKhKf8PCZVa5UA6bHV9m5OUCLmmLmMMZQCAQkelw+RGE/Z2XmQoJoEGpQDEoxm2FPtFlpGyY3Av7sCl/7i+fJsNhyRtoVHl49y2A25ublG7xy43Wu39qn9EprZZULT32M3rDia7//HTZPnuTppx9hdG2INQ575Rqm5zlW3+ZE7RmYwG0FFYv3Y2alRVG8g4NJST+H1ARmac0oODZPpVTiGNGm1wV/vcD5BL+R8ti5Yzy8+Qg3ZgW7e7fJxLN3bUpVBYyZUg5HZEmPrKy4dXVCvZKQnO+jbsTBa0NOyB7Dm4bBXo1PEtptJc0zslbGLA9c3oO9HYcpYbLuWZ++d9rFh0ZZSFCQqETqsqZWBQOZGELjSUpjuM+Pm8tlE/14tDEUopMhBBVEPIao9L0qqgEVs2AAFk6FeqLWiVJCQ3xtfKOIFER0oZQCihGDaECNwRkhADRspwgYFCeCqidVsAipCCGxqLUYLIGAsRXiFcHimCt3RUSi8aCC4nGqjfNqSCXOjQQleKEMHrGGRAySCqqO4KLBgAgiCi7gNLA/nmAQdFbGcRqLc54c8CbqtzpUTPcOMIkgTil3x6ytrDAUi3oPItHjF4umSlV7bJDm+xSvAQlEo0YaZ7AZf6ZCKobaN3NOaFgVwapBJBCISlxV8d7FX22iLlENaIjb74d3eIbyXBXAQmHcpRYag485mX9Ued6pWO7iAhoq607y4M6z3+lTHhoFdxoBcnSHe1gszY1zVyTjXsbI0fNYYCUFGd7ixeee5YkPf4RgC4bTAg2KaMBXBYP9XbZvXGM6GnB8c4PTp06xc9Mx3LvNSy89zxf//DtcvLZPSPtRCDqH19BY3xCaGyvKaUVNgtu6wOzT/zb+1BOQtaPxfcf4pPkDGgqf0PCDrsZef5nsu/+M5Nr3wVd3zuKcolNBGy8B9NBj10jp3T2HInOFbxZWpzYDO0wkjavAJElc/O8BeK+IKN7DcFLh1WKkJlkRgtaUZRRAWS+lZ4TJoGZtpc3K2gqDaofV4ynOW27WMz535jhrm6cIfy5UIdBf6QFJdIpMoJVatJ5gM0NZKsdPnub6m/v4wtPtJRSjEQfDA4xN6a10MKqk4tGgzHxGPpuStBPa7R5X9/Zpyyob6yeQScZ3b9xkb1RgrCUY13gWivch3gl33lrMPbTFu6CLD2VYEOrbnPnXP0rlod/t8sYXf0A1rvn4L+Wc/+BpfueLf8z2/g7bt3ZwXeH4h85w+QdXmF3f5c3fe5azp9bYPL3O4z/3AZ77g2/TXznO6U89wkNnT7P++HHMznWy5y5y86XXcL6k07E4dZwqCl4eelZ8i/XVHq1NSzDgS6XCsN7JccWUaQHWefI0oe6lhG6C27nNl7/yPPslvHbxLfpbOWHiKGdR0A5HBZqu0N9MuHpZyPJIlwY85852eDSzfO/ykMnMMamU04+2MGbG/nZAfUDxSCp4NXz5iiO7OuK//8ku1/tCaMJzzSWtfcCLRpXgI1ubZykmeHxj4INgxRAWEsDEe57oKStzj1kXNHsiBq8+yoMQYpgQkLm8aKRyvP8bB0DDImR5yAbSEJLayBlDCDApyuihz38P0dMNJlLetbE4IMPgnY/MlgGjYEM8dztAqUJtBfXRYw4YvCipNeCb0JcV8ubGyCSGHYJEIyi1CcV0j8Q7jILXaOyIxBCEBqhDIDWC94oxCd65+PuCYFCsGLwGiqpCHJF2r2B8MKLWKGNtmpHkJjIlBigdXsCrx6lgJTIIpAYycGUAJ7RCIEWofXMNTAxX10FJBaxEyt8T5ybGhyJTowG6NmXiSkbFmAc93euBBsBhhuDd3rsshMzblDBv18N3K9lDo+Huo+8+z1zRP9hPv3vznco+Ltn563seeZcNYYHNFrTDjOsHOyStNtdvH7ChGbWrsQChZjLc59a1y8zG+5w8tsFav89suMvB/g6j8YgvfOlb3Bg6JO3hNTL3vlGMgm0umMTYnBh82qZ67POUn/h1tL/BIsZvmkmbK36luekajsYDQZHxDukLf0L20p8ik73G/j5kYRZxPT28BhxVEvNNxBvWNCxDUEBM3NU0+wtIY+XO43OKot4hxiLmvZFfKsSYqE0EcCSZp91NyLtCMXMUlSPJM5IE8k6GTVOCTxkeHDCtK8x6ipqaTLoMpgdgc5iOqLwjaVvSluKc0u+1aCUJWlUMbhS4JGNtY5PNrRWKyZTjay0G4xnV7j6rJ46j6si8Iw1CWdVo5mhnHQ7KffqdLSqniCnpWQNF4PjxPmneYXB1nyCGIIFGBKPzfA05vJYyXzs6Z9ka9odGmM8qsn7K+U+c5+Iffo/ZrT1MklIVJZf3b/PqlRdJem2KnuP8Zz8IJ9rs742pZzWd8+u44yus06Z3rEu+luNWEg7CmDWT8fL3X+fnfu6DPP7xT3Hx7/9/XP/eyxhXYfyEwWTAzesFKw/lnNxsMSSQTTNWxo5RUTIpp/RyQ5oKlMqghu2ywu8WXBzVJGaHalYzmjnWT/ZxPnpLvvJ4r1y+PEVU6CbChZ7wZlEzOHDkieGt6zX7exW5hSwEzLTmYBIQa7CpJbEVg+0intMp9j2yhheQw/Ws0KTsRC86EFnBBKHX6qLBM6oKjDFstLvsT8fRs5/zgM1SCY3HPrfho3MSlXMIh8alNgIj0s8Sw5Umxu8lEP+kCRM2ZlcgesmKgjWkYpi6mqCBFrKQZ3OPV4hyxABFcHgDIQRoRN387GVwJJLE8YXo+zgJpCqN99+EMAPUgMVTEK8xtUNQKleh5vCeqTTgVak14FUaFkNxQbFpim1njMYzpGFsLYZMhFwMeZYy9Z7EBzBK6T2lBtp5l/6JDbCGyWAfV5YxNOFjDpYXpYXFI3giQ2IE2i1L4gxF3bC2TT6FBkGMwcxt+YZlV1FSBMRQhzhRaSJkJmFaO7zc3xl7oAEgCwVxr4V492d3qn3hPh8tFNFRL/7ofrIwL+IYDj3Tu098t1d/x7jvOK0slNuD94uG2GamrGbKpTeu0V7dZHpjjyuvv8HH+6sUkzHB11SzCTs3rzHc3SZPLOurKxzb2uTVV57nm995lhcv7TBxCZJ24qIU8K7Gh9DE+ZPF2LAZfv1hZs/8CvX5Z6DVPTJYufP1nNKFePcGRWYjkkvfIf/B7yH7VxBXMSfBDmcAxBhC8Ojb5i3S+gudoWASi6urRahBFhmANGEKEBOFTvBhYaTF4XmMuX/c6ScJY4VWO0NMaBIuHWUphGDxPnrGQT2aCrVE4TibjOmtG1qp4AbKrHLkG8Jq3qcixZEgiWcymNKyFk1gMiqYJUq3m5LnhrOnElprytqxPjdfG1OGSIWu9joEExV2K7Hk0qN2JbPZlCLN2B2MGA9nFNOCOnh2tmdcfPkqG+fW8IMpUS/GCxGJmkaIyVzJw9zIm1+36P0frhm1gFiqmdJfaVHuDBEV8o0O27d3efRUm60TPa5fH9A+3WeyN2bjkXVOffoCk8GUfLNHd6PLjee3uRwKblzc4elf/CD1rOQv/vy7nP2bH2bv9m3+3yvbvP7GVfZ3S8ZJQm/1FLuyxfoTM06vGy6+OeT69gF2NSMVw8RbjgXLWj/GkDPnaHUsU2LS13hYs9FJaOWWg9mEg92SovC0VxKmwxg/3d8p6aSWzZbhlUHAnrScOpeztzPjlRsjstyQ9HOOrSgrPaF7zKCSMh4WdFoJdRkoywAKK1vpT3i13h/RqVe8sFAAEGP9hqiwyroiFcvqSpvBdIpvlOlWd43SVQQNlFWNC5FJmBPLc3bfQIzXz8OSMtf8c9avcRQaz95iMSpYASuGxICYhKBK7QMVFVFVRjbKy6FkL3VuKhwKo3lCtGnCGdJQ94pEqhxpfJ1AEAciqETZ6pRItYfATOsojYKhCp48y6ksGO/jb5YEE3zDEhiqOhAkKuBSlArFeMUGJRfDappBq8VK1qeTtbi5fRVLDGEEPIUTnAvkJjp1qbXUTjFGKasZWte48Qxfz2VvZCxQsNYw9g51gq2h8jEc4pzDNXNhmmM8jcGHjb97nhRJZIBEm/CseKZ1RY2i5tC4uxcebADAES17x9a3vbwH937fwxrr4T773W/7vbe97bT3OfaQwbiLb1i8jdTKyTb0UqGqat68fJljZy6wsz/i9Vdf4UNPPMZ4f5fpdMR4eMB0sE+7lUFwWKO8dvFF/vSr3+C7r9zEJZ3oqaniQhOPabLsozhWMAlqMooLn6N85pcIm6ebO1IOBzdX+HOqf25MBQXnMDuXaX3vd8iuPgvVJGbkEjj05+e/Thf0X/zxspgEQzQOYswoLI6Y/4mYQ5rfNxm/IoRmgYqEhSlnbFQ4bw8jvDtIU4MYqGoFL+zvVNhESFNDq5uS5UIIynhUoxoTMF0dqKqAtC2jSYUtFe0Yet0Vrgxrbu7UTENNf80QQiDLYTxyjHc8o6GhncHx4x2k4+mtdwiJoZLAykrOeqtFJTktyZC6Jmn1mY5HmLIktGpaCLu3RtwYzLh+6RbbV4eMxgXdt3ZInUKWALFSY161oaFJGvLz6x6xyNeikfBzI0EM6h3P//H32DqxQZIl1C6QtHLOnt2gHEwoC0d/a50zj51k/Poun1l9CP+rF3j1tbfYuzUgr+Cxx09x62AXWzkufu91Tj/zMDZvs3m2B52E2wcD9sdjXDHDBcXVFZKnHH/mEW6Rs3myS/X6a1x68VVCMeHUVk6vk3I8F65tBw5qpSwC6XrCYw/1WZF1rh0UvHrtBmlmMDbezXUZlZa1UcGkCQyD0CoDq6KIgXrsSFI4cbxNtpahJiAornbY1NNfM1SF0F7LuP5mSVXCSu+9xAAcOjExPj/fKsy5WgUK77iyv4MPMb6cBEXrEoslTRLEC4VWeInnCRKz75oXIYQAACAASURBVBe/dM4Y3Z3Uy1HmtmEiEPIkKunEZBitMcETGo9WEBJjG5Fm8XMvn5iouJB1qo18UURs47pE6lFMlDNzOShBCEZxRMNnwYRITCKM9HrMIwgavWSnPibxmQQnSiKgGDCGmmi0PHruAonAm3tXGU4nuFBjxXCut85a20Ai7Jclp9vrmP4GN/Z3YoVUYqmCI7Upqc1wriA1QilCqGpmBwPUB4yPocZANLxqHAZh6KIZZoNQ1IEgYK3igsdi8U3ozhppwjFNngI0vy8y5HE6lRA88QoGPCEaEOH+6/idDYC73r+Dmv+R8aOe+75K/8gOcmTPe3n9oHQsHG8LbatUdc1wUrA/LvnC//GPufjS8+QGPvmRp8gS2L15jb2dbTIrnLrwMK4ueeGF5/nKt1/g0vYYba2iXqld3cRotSm5O6IUxeA3HmL65F+nevyzkLePKH4aqp05/x63hyjw8QEZ75K+9CXyl/4IO92PpX3zkIAe/rJDk+dOw01VY3bs3QYRjajR+ViPLB4NmCQBogJBFLVNeVATzgghGgXvFQNAFXpdQ1kJxaym1U6oKo+rA65uqDEfPY+yjMkytQt4hLVjhrQXjQCModVqUdzewUnN7s6MkGes9m00hNqQdy1lES3x6QzIStZO53Rfy7FYOu0W7bTNmWOnaKUpB+UEZwz1ZEbHpISyJBND3slZdY79tZrONCfkKTuXdrBiqIsqsjVZQvAerepm7htWZn4R9dCWPppZo0f28cMps16Pj/1bn+e53/8a1IFqz7HhMoZvHXDuzGk2shVWTcJj+hB7pkQfTfjqS9/ke3/yMp/9lc/yxBMPcW3tEsc+cp5TZ45z6Z8/yxtfvEh5cpXb1yZk7ZwK6KTQtp7RrGJl9wYj28Nd6BMeOU9rFChu3GakJWE38MpbE46fa2H7OWmuaOGYuT5/8xc/xSs3Zuz8318g65bknYTRsGyEY/xdiTVkmWU0cagJrCWWzChnT2Zc267Y3i85kQtiI9FGLdy4NiW3SpImbJy0VLPA7i3HaP/+yVPvHuRIqCfGhq2kgGNe+udCU6kjQuU9l4f7eFWkhtwkUfZ4F5W8RFc8sQmVrxtZJQtfI3rZDc8+r1WShJQMI/Fez7MOpZuRSEqlNY6AR2OiXxo90FwtVsGLA5M08sovwgyi0QkxicX5mOMSNCp8sU2Sq4LYhvEKcxcnARNj40EC3kGQGKqo1ZGJiUl9XjFJNBpq5xuvWklMypMXnmLGlJ29W2R1xUN5RpmkHOv0ON1bYeILdmcFo8mUV6ZX2Fo5RprNCNUset0iFNS0MJAYZnUdS/x8k8MgBlFwGue21hCvkRisGIzG3+ZcoJsm5FlKUSuhdLHcspHtonOSXOK8GJrcDBAjjdGnzb0QjQVrU1r3c6r5oQwA4Y7/jtLHP5LGbg68x7FvV+ZHpNn9B3gPFXbvfeUeewlKJ4ETLcitMitKhtOCwXjG2bMPcfUf/xZbKx3OnDzG8z/4Hh9/+im6eUrVzjh14jjT8YA//dKXefnyHjsTjzc5zkWl70MgzGNq4dCeDianOvtxZp/6dfyx8zFt8+jczA2BhclPVP4+QKhJrr5E67nfwd54AXxMqplb0HPqbm6/z+tszZx5kDnlp7FsaK4Y5j0AZM4EKGKaGP+crGsoPJmHBObMxCLTOMbeRMyi1PDdhtdAVQdsaugkKRubPcqyYjIsyFuAgaKKcXxthE2SCHUhTAewddaS+IzzmxntPCVvZ+Qr0JlmEKCqAnUBNhWyVhRIPjiKOqGeJbRXDevrbaaDGWUnAwNeKzrpGpLk7BVDknaGkxTvhfbKKqvJFFdXnPj4w4wfq7i1M+M5H9jbmVAWNZIlJK2cejJFQyBJEnwTV5wvmEjcxmsf4Mh9pw1LBCKGlRPrPPXzz7B78Tq9E5t09oRnNp+iOKZ86okPsbl6Fp6Ezk7O7zz3Rc588iwfnK2RVj1W93LM2TZplnHi9CrrZ9ZYP7VOO6QUN8Zc/pPvE0LAoKy2W5w7mUJ/hVMfeYQb37zGm3/4LWw7I9weQVkyJSXQpn3uJMee6rF36SqekkoUbz075TabJ47RbqdomDE6qMAJVYhJW+1eQmogCZHCXVlNyNqWalZBFpme9bUWWKVygeKWI+ta+iuGh/vCWBOqVHj4Az3StMSU7+he/MQQgHQe0lGwYrFWsElKkBXK8jZCpOJjkp5iGkN/UlfkNrKJBZGRnNPvASWojaWDoemtIroICxxVPAvfXyxBhDRJcOrIjJLnLXxVoxIpf8QgNkCSUJUliQQSk2C9aWSUNtXM5lDEBcC5O1wXFZrqlSgTRSxWLIm1GJORmgwLaPAgNSEI7SQDlNxXgEepERNL8FIlhiI0Vsw8fv4Jki5sv3oZS+CJ1T61gZ1pSekD1yclNyYDQnCMqgqRCmtSzm2e5MrtK5TOxSRFlEo9BsXT5EAsWNJI0cc8sEDZZPO3iL0RTCOYO0CqFi097U5KqR5fHxruc+9/zswnxlL76OUrMTzkaRLrxdBLW6gYJu7+aYDvmANwJ5F89M1R/v1+YYK3HX2P89z323+sz+VtL+58Oy8/WUngWAuMBKZFxfbukNGsRL2j12nz+Z/7DKODPZ78wON85ctf4iUb2Frtsrne57vPPcuzL1zkjRtDQtKmCoIPAe9dTGyZK1099MN93qP44F+n+Ngvo50VSOZF+UeU/3ykwR968yFgBjfJfvBH5Be/jFQjFomA8+mfhwuaDfPa0LnWPvQID2P2Mo/LhRAVfhNrU8BYiw+hoZmiYWCacIDO+wEQFsaHadgAI+Y902MyywyOQCKCTQ1pJwGpybIM52uqUkgyYhmPgG1Z0jQjsylJS6lHMy50DR8+uUIiMUSQt4SNzQw/8+xcqTEJtHtCPze01pTSAblhcCtAt2b1WJ8bV/eQRFmfjkhToW6t4aopxlWkKxnUCavdLZxRTBhxamON9bXjdE4m7J8c8sxDx/nSn73Jn33tJTAJLjhMYlGbLMiaeZ7GojWT6qGhdkSEawhgDdmJVR568iznTm/w+Oc/zPbrO5wxW3z8yU/w0BOP4asdzvdPsfLIFhdfeo3NYytsbrf4xJO/wFvZo5RVzQu39glWePUbr/DWs29w5q8+zZlTW3zj7/0+bjoFBDVCduo4xz55ktEs5fjTT1N99Rq9tRXq0QiPoywLQlVR1Z61Zx7jmV/9Za68cInq5lvUkx3Obqxj2hvceGtEOZvFXgrjGmPiGm91hEc/0Gf3Romf1Wz1LclmjvOKK5TpqKSuoao97TRlb1DREeh2DF4Eu5Kyf2uKVcGIpS48dvLeqGSBWPeNMY1BJQRREkysZ+/2qcqd6K038kDFYJuVkAi0sEzVLxhJ0ySWxaQ+8OpinF61SeBtZEhDOx9KFPC+wlPhQow+l75mvb3K1JfUoSbPM7wIaEwQBIuRBLEJ4sCIXYStEhsZNFkUEswzE+J/0ijQuVxMtI0xkCC08lVELOI9NrEogdwmGFLaWQuxEHzFZHyFyhcEga5NIE+YTitOrZ1k6+RprrzxPYw1TKqK5wYDaueJjrvQSwOT2oM4iqa2fq8Y0G1nrK2u8tbObUJQcmMoQsxD8apYFRKJGRBWY7WAqqdobtbMGPLEYrwuaP4Mi6tq6jrQcik2SBM0OAxca5NUGcQ23nhTidXo4153ldFkyFq7S5Jabg4PqN5WRnaIB5cBypHsf13okbfhXrUA86zRe+1/t1a+l39/x7k4UpM+t0Z/COP8XrvM15IVZS1V1jIQAqNJyXAyY28wirHK4HDljDOnjvPFF5/jAxfO8cjZE7z6ysu0nrzAc9//Ll9/7lUOCou3GeoileWCX2T6L5S3KpiUevMC04/+EvVDH4VWZ76y7/pBevhDNR4r5YTk1W+Qv/gn2J3XMSEmucREL7Og66N3LwvLnaacxcgR2lDnlmSciLkxoIQYl9MjpUGmMQUUMNGriJa2uZNFmWcPEht9CPMStHcfwSvdXkresbhKKWclWWKZDD0uCGUB3gXEKJ1eAlYxScBR0GlHITbRhHGSoWKYTksmwxqbGVZXYNU4rg5hMgpkiaWXRCPp+q19Rn/6AzSHFUk42KmYlZD0dul2ZxRVTmbAtLrUoQVa07Ypg2JKpUKv1WmUEXSzlDPnT5KZPru3h1y7vstwMKMOIGmCOg9BFol/qobG7490anO1rBHOHutx/aAkP7ZO55ETHAyH7BcD1s6usvftHT508oNsnDzOtYtXePG1Z3njxpt87OlPUfdLPvToYzy6d4Kz+VnSoSGYms65CW8cf5UX/vwl2sdWcd2UvcGInat7i2vQPraG/fjjvDh2mFmNfv8SXmB9o8P1S9fI8pS6UW4SPMEq27N93nzzMriaR598kg889XGm23vc3nuN1voK/a2Avz6imnhc6XnobJcL59oc3C5JavjAqZRLJpae7Q9rRvueE1s5JrcYhXYitFsGFyDLoGySrHwRCE7Z3ymR94oVS1R4R7tuSlAqHMFndNKskYtN9z+BzCSIiWWiK1kaO98xNwqjfT7v1qEaPUeIBuMdQcM5m7gQ0odMpjYOSKU1B8UBbduiDFWT89RUEXiHiKGiInGOwlcx56gZqw+x/Y81CRo84UjHv+braVwZFCVNEqxkWAwpGXmrgytL0jSPZGSY4MsDgukTaJEnOfOqhrk6NWrJk4zTWyd49fLL7IwGhNpTuwoRQyfrMq1GZDalTJRaIsMWDEiIpZI3hgNWWi1W2l1uTgeUKFZAQqzrd2JwEhMkq+Dxsf0SlcSuiEjsK2BFqOrq0MgJiodYndQYXhZopTk2zxHTYzzdiWxwc91M0wui9p5jq2s45xhVBdaZ6JD+eCGAwzd3i3S5x+uFr3HX/vfiCI5GE+733Uc5hHdS/A9SOXNDxBCV/0YGqxl45xhOS3aHY6qqpi6mTIYHSHDs7WzT73VxVcHBwT4fe+ZpVjqWb377u3z/tRuM6gxNM0IIDYUWIu0f5lR6/M5gc6on/hrTT/wtwuqxwx91tJ5//mMPHXgIHnvzdfLvf4Hsja8jvgZ8Q9UfqZWQ5uCFpx+/YHGjhnmDIZrYv1lYkiiLEpzoQGpz08+TTuanb4RFAGOJhodI0zJYME1JjaAYm7zD1fjJIcuiQElTIRPLbBqgFalEX3vq0qEh0OkJEjzlTHGpYrLA3g4YY/CrKRNJ0QCzWYmIYhKhVsPJ1YxZ5SgTaPehYw2hpZSuZji4TTENvDlSjp1sURclN77+FuqFNL9Eu51hsxZJx9LppJw4tk1IA2meErZSpp0RLRtnst2CM6dW+Xd+7TO8/Po1/uxrr3LprZ3YECVL8c5Hr0pDXCLN9YuYrwdhMHWITXn00x+mf6zH81/8Fjdv7jAbjvhrT/08W3aTrUe2ODs5xzee/xrm4cD09gH9jeNs1ClPPfwo7rZybH0V80iXK72LfPjjj/PiV37A6OptpoMCbSfoXvT+BchPrFFIwnRnl7OPH2Oqno/8jU9y6RsvU89q0iSlt9pntH+AsYb9g32++lt/yuCVm/RP9Dn9+CpVP9BaO8OaL/nFJ/42O1eu0n3hTYqDwKbZJc0q3nxtTHlQsb6acEUSdvYr2K8wQfAFaBCyboYaz/GTOeNJYPtmyUNbQtIkEWKgnkFdK93ue2MNQ6xjdxrjydDQ97FdH360uzDkgygZCatZm0E9JRVDLikHIcqNoIdS1xMwKpGuPpoq3uTzzL/HmOjJh8WR8//nSWnggqcyJamxOF8vShRRA+IRUTpJh1klBPXxHAGcjSPxYe40RfllG3niNTQNfmKnPusntBOlla2RWkOWJLECQVKcd5R1DTolVAKSMQ4FM3zsCpjYWH5bw6MbJxgVA3b2t1GTUcqEIJCKUIZAmmQkySpJ2sP6AUiLLGnToqBFxa1iynA85nhvDWPSyMoE1xAYMT3RBW1q9bXJi4jytySGqVrEboBl48C5hgnwGggq8YpKrHCQoGxlq+StNlkuHAxuM6srFGkMD2VlpU3hhiQdw2wq1HXTW/EBPVn+hZIAf5j95O5tc2b7Rzz/j3wLytvHJQKZKJt57PBXN8l+e6MxZVGhrmIy2GW4v0s1mzKbDLFuxqPnH+Latct0cvji1/6C164NKKSDJvECBpWGjZ9ns0r0gEVwq2eZfvjfpHrsU2hvLQ5mfrMZeFuDpAAEj5nsk776dVov/BHJeBujjiBN9uzcE9BD7mV+ysi8xUm/wwBr5kM0xtTmTZgW/QHmxyggofEm5Qit2FgmzWcijaFgTLTPjY2GRQiEeW+A9wA2jmUUpWMyEtqppa49VQ29vsUEIQsJqU0wpqLTtdgkMBg5jBdaXYMGYbRf4rxQB0WSGPqYjRyhm3DbJHQ2DG0fGBeBsqckPkZvqpnHO0hS5fb2lN6qibX2pbJ/Y4irFeeVug7YRMgyS5JZsjxlpdum083pdDLW13oc29yg3cnp9Xq0uxm99YzNaZe93QmSpWQrbcY39/AVSNPbPGYEH64FVWUwLmhvbXDs1Abf+d2vkGcJexdvsNpfo+0Mn/6Fj5J2BULGB576OM/f+gHFycCnLnyQ/qkO6eYKdW/GbH+bNw7e4DYHnH3kHKsnV9m7vo87GCCjKAAlS9l86jwrTxxnPC6wQehudHj67AkGuyXXX7mBaXdwvRZpgNNnHmUwmVFMZ1S39mF3TEFgMqv47sUfUNyccfmFy2w9fYJyGqjzLT75G89gbt/k0g+eZ3TjMmf7jqRlkF6L9cwSxoFzScp3b9cMdwpm3nPyTE5dxvWftgw3dj1rGwm9lQRBmA0rOokhzd4baxhisl0qgBFK52PfLwJoTV0OME0xWIJgjWFczxZGwagucSEs5PCcOF7weA2LOC/vmzfomfN60sgBM3caRMjTFNVA7UPT8VWpvYulgTSZ90ckkHglT3MSmcSSPlW8BTN3Zua17kpTJt34Qhpj6mhMCqxCgdQO5wusSUldTu0dqWlhDYBiTIZNM9I8xabKwczgAKk8eZpxYfU4Js14c+caNgiZzfGUBLH00jYaptikQ56vkkiLlvV4sWR5h1A5RrWikuODMq4cvaxN7TzOKVhBJF2w5zEUXMd2ywhNCjVKoAwB73xTD9C0aNbY7y9NLCBUvgYVNDgOpgO22kI7E4amaSWssWQ7sZZO3mZ/MsGmCVmeMqwqQmLIbXbfdfXOfQD+MvAuGtLzRQzQMrCeODJfU3rD/mjKwWhCVZb4umR8sMtwb4d2nrKS9xhS4asZn/3kM3zrL77JP/rt3+PWWKlDimv6bcfYzv/P3Hv+WJZdV56/Y657NmxGZFa6MlmZ5ckiJTq1DKWW1NJgNAIG0+g/Zj7O/AuDARqD+TDAGKhHmgbRFClRTUoUixRZVSzDqspKb8NHPHvtMfPh3BeRZWnk6gCZEfHeffaee87ea6+1tmhL8e1mLsCriPrMi+Rf+FPMxhOB6Ldg9iM+BIkcF+cRTYW69zOy1/+CeOcqwhtESxqRsoXHRJCLePeIqUd7aS+yvkcRluNNfEHiO4b0TrT/C7IPbbnAHy8CC6Oi1h5YqDbKCBmFbA1oFj+F1jgTanKfhdHvSXQqqS1kXUHaURweNpjGE2lH1JPgNNXcMBs3xJkmigRV6cidZzAUlGOL9jEyipkXFbu7Bfm05OKVAaWC2cyx5D0ugkZ66kYESF4pkgw6AvYeGO7daFjelKRZTOMadCyp5nVQH5SQw/H52BEjgGBbqhRaS7SWJIkmihS05yFLwApLJ45pIqisA63wXiJru6gT0a7reAFqtcfR5BA5q3n+65cZ3d4lSSJe/toVzKSCWHP+xQtkz3R47xvXcB1PU1SopQ18rLi1e52bs7e59eN7/NXeVS594QqPffky0Ru32bmxjRx2Ec7TTOZ0Npb40h/8Gq9+703yzT6bZ89w9bVrvPeTm8xHU0BhJjUMI87/1mVq77j+o6tMt0doB6cvn2WyN+bNb7+JRLK8uUR+OGO4MmDn1iF3DrcZ3zokyZf42n/4CuMfvMbh1g5HOzkHRwXLQw0rGp2ArT3z/Yois+h+TLeXkXUkh7sl89oRzQL7v5g6zjzWYfIZcbMEaLxDS0EmJFYFwxq8IE161CZnYd6lhEQJH3zk2y24dIEgJhBEUmEDxR7rT9aM47JhO3wr5JPItrzUlhTheH3wziGFC5u3EPQ7GWVlArm4JUIfb+7ek0YRUVuWke1aeExRkS2B0XkiGQLIqjVIk4TNTrWbqvWOxlRAiTQzhJBUch44SgGeRJsZqtpHaYFxFQiB9YbVboe5aTg4HDMuC1Ido5oZm3FK0VjSSJJXCucdwyRiY2WdTJ2m7nRQScx8dkCe50zGU+ZlQVMV9FXDQVMEW14RIZREyjScN1vgnSKRMYgIJS14A04QxwNKKlLhWyk2NLZBoPFUeGdwLVorveMon1L7BiEc87LCe08sFF5B7iyiMBzlBZHSdPsZcS+lqeynGlr9HCvgnw/VH9/+KIzNh/a3xXEfOmbx5J9cofiE1/qE5/+44xav21WwlsHk4IjCQ954pvOSpioxdcF8MmZ/+z7CNcSdZbw1DHoZ1ih++OMf8a3vv85hLrBCY73F+kDeCOYVIRPGhw3S9paZP/fvqC7/Br4zDBv/I7r7j3yr1oExqMNtkre+RXLz71HV9LjbVpDrsAiPWdTlFtp98Sjc8cgXIzhBA0ICf1JfEEq25EQ+cALFogTQUn8XDSYWJEIhCIZCpoXxhEfpOGQQx5AfNM1nw0e9nHmcAmdqCukZdBT9gcI7T1MH8xFjavIiKB+Y1NCWb7xw6Ehw9smEzc0uSinms4pyZumkgv0HOUVp8Bbi0zEmdxztW/rLCiEdB7uGpdUIUznyiaGcGQ4ferLMYmqH1+CcJ8R1fiHrBy/amixgDQZzXJZ5lCMakJcQGM72xkjV9mNQwaXNxe44q1oEfN4JTFly+4fvMp1P+YfvvEakE1bODtnv3qVYPuDUbz7N/dkO337tOzS25uH1W9ws1jFRzXDYZ1aWvJI+5Mxvr/C1h5f58d++T+cr57my+QyTPytZunyanTfvgXHsvX2Hh89forg7gvUee6MZ41nO8nKX+VKOjzQi0ixfXONBOefUIKO5s0+83OX0F58g21glG6b44gYrL59ngGJ045DuMz2e/f3niIaanfceEiWSwhpu6Yx08wJLD2qK9AiZGsYY4n7DdF4glaCJJbt3KzrDcM7zicUrw3i/oSo8cSRYP9MlrT47MkDjLd6dwP+hO58nUjGlyVskz7ebO2gkqVRULjDSg++IDIReH5DqRQIQun4Glf4C+F+kTu3qEYx5Fv1chMO0DUullyhAC4GzoQRlXAgwFl3pEOH1xtUICAREWPjvh2tA+YBIKCHQcURVhcxXEUyhvHBEKISwLQIaghrnPcp7rDfB08CHa8LaBowntoEc6DwsdVJ6vT69pMedO3t0lGJZawSOvMnJjaVxEick82aOzvfI7YhTq+dwkzkzM8UrQT/ustTvkWQx3vdZzRTnhWJrb4+6LLEIKlNTWYdxlkR3j0mcEsBIVNQBJ9tSh0M6h5IdongtlAnqEV6UKNsE22SpcFJTGVASep0BQnnyomDaWLz3GMrQadF5RG3QkaDG4dSvGAAsEtaPwPqfNj70mE87ZvH7Jx3rP3jYxz7Fpx2zGP3Is56GGu/27i4WTZR0cKbmaH+HyeE+46MD5uMDLpx9jHw6Yny0y517d3m4d8BP399m1kgsCmt9a8B3smAviDVCRVTrV5g//4fUF18AHYV32NbLP/COvW81/iDKgvjaK2RvfRM9uofw9nhT9kIEfUwbSftjfX77mY+h9kekOx/6Xh4NOBbNhsJPd3zsAhXwgg/cJxYcBaFAtpnCwpugzTpoEQLXOnZIqf4J4aN/3Kgai/SeOgdX12g0TgrqMhAV6xLi2JNkEmcldWWRUiIlqNiQzx3eBOvRoqqwpiHJBP2lmPF+QzlzDFYi0tUUPW2YTAx144kTQV06esOIKjccbtV4B1VuMXUbOFYCpYIp0aPl+sWcWmiyF3FbMJOCxUxfzAVxbPV5klUtYFQhRft5Wp6GFPi9XQonUBKaqiAVgvF0m++8811UKjldvMe33vwRR2ZCIuDuPsz2YPjX3+CZjWe48Ce/yeXzTyFXx5j7GZPdOXvff49ECmqvWL50DtM0jN6skF3Jrbfe4ckvPc7V127zs799F3t/D8qap377GTprQ+6+cYfD0YzepRUObx1inSc5vczguce49uev0l3rsfb4MudeOofdnzJ99YiOc+jNlL2dQ6Y7E5pul+2/+gnisSHT2ZzZwR5xt0OmN/Bxyuq5U8T5IU2xh0oMOvM0tWM2NUwPGpo6tIKNIsnKRsT+XvmxJqj/WiOgb0FDHhzfIVKSxjZY18Cibs7Cw17SU5ra1wjvyVQUBHHOthr6UNv3XtBLT2GkYTbbQ/hHkhXfyv/9I9c74rgm79tjgmpAYhrDSpZS1w2F9zgp8ErQG3YYj+dM65IIfYI4Io6Jrgu2v1ISbySD3gbT+S4sygkCOkrTuIBOKASVINjntt+R8A5rG7xr/f6RdKKUsqkohWW11+fC6XPcOdpH4kmFYl5V5M4gpA+lQBFhvCGvayq7h5wJ9ucT1roryEiyfbTHcmeI8J5pU4Bw7GvYWF7BRIZ+1qEXZUihmBcl07xHXtUYW+NdQyIVLumATCnrEd5bhIgROsMToXVCVU3oxEOU6NFYg/cOi8F6xSDVZJFiWo+ZlxUWSNOUvKxAeLI4pbSGuq6RtccaT91UnzivfgUOwAez10+7Rn4ecuA/5a9Pe9wveowSMIhgOQGcZTIvOJgU3L13n8+98CLFbMLuw7vcv3OLVEs21lfppDGT0R7vvPcOb71/jwdjgyXCuAU5I/hTO9uy4dvmOC4ZMn/m98if+R1cfzlA/qGAHfGy1QAAIABJREFU9sE3Zdu02wFVjd6/TefNb5A8eBPRFBz79wt5zKT3CwjHt7fLhU5fnPAr2s370e/FP8IDEFJ+kG6wOI0tPHdsJysVx807vEXH8bHGXMoAjQWTn/AYqTQL7wCtg3VqgP1+gZP3LzDirIdtamyT01QhIs+6EfnckKYRURTqY5E2WCWIuwqBJk0yRDpBa4GZCDLdQccZp889xnMvPc1k8pCLUcn75BQOdh+UDAeKM092KW1DMffEiYTahXqzD0GF861eX0qEA6UD7LmQby0y+0Upx7eB2SNCoGPNNn5B5qRF0k4mgW2DMWHDgvkBlIjF1AybSpHnHE5G/PTu22ilSN5KKJoaESl0pFjLltkWu9w4usl2Pmfzz48YfS3GpTP4WUOpBGmacvjeffRj6zzx/CYvXYoZPxnzyluHXPjiKR5//DRXv/k2bjdnNjoAAeNxgdcRsyKn++Q6S89s4OY16VIP6+DGd6/C8oBsOWP59JDMSM58/jJPrJ1i7ewSTS/D7ziW/uhLvPHN16hqy5KAOkuCrXNRMDo8ZDQCbz1SxSh5Dl17ljeO2Lm7G85TVwX5m3FIBclAM35QkWafjTIWBAWHkora1qH7I4F7VJtxS/IVdGTE3AZufyQlmdZoa8kiTe3bxlEtwS90Dwwsch0LVjYvkl87DAZf7Xik4/cjsy84iLRMU1y7fkgCElo3lmezAaIr2Veee/MJWuvQzAeBwKFkhGuVTI8qiIQPa54UgvNnLnDnzpxISA6rCVoIIiVCAOAFblHOdCdIpfQyfCLv27IEGFu3roEwHC4zV46rd25QGUNpDZGX9GONdR7jNP1swF6+TyTaJkU4pvmUoi4501tmI+uznx9hWjQl9p4qt4zMAft1TdZPAifMehIRsZQOSbVgOq+YNhUNMbUdI2WOlprSVmgr0FEW9hKb0+ss09EDvCiprcOZGVVxFEzMTM1+Mae0dfAIUMFwTgiovKOpWoM27xAu8Cf8R7fW4/ELWAG3M+HRneZkinzqpP15e8Cn3v/hp/5Fsf/2ICVgKYZhBKZpmBUVh5M5WafHnRvXuHjmNFU+43B3m/lonwuXn2bz1Bqmqbh19w5//9r7zG2KlSm1Cbp+79rGFW6hfXegYszyBWbP/j7lpS9DFAWM5lHIv23hGSIFHzLmYk729l+TXf9b9GynJdiI1snJB92/1CdP4R7ZvUVrKulPDF/CcYJFC9gTJgAnLH2lcMYcf4+uFeAKglabNnN07hggDDU41S6E3j/CKA3IhtaB8e/sySnSUYT4jCAAy6cy5iMoyppePzgVFoUlThRxIlBKks9q8rxBKkG3E5NkkliBiofUTUmSQZbGdHpDllc2uHTxRa5dl5xSd9HK8f69gq2HDYgMXVqMtSglUVpQlobDXUNVh65/UkuiOCAkVWnCIhuE2HgZyF48eqr5oBpDSolsS08LmBYWXQ/lcVC4qNF6Wmvm9rbF8Yt2sIvRNIbieL5MOYGHBSM54vaDO0gEkbpJsvcqyc2MbpoR1zHTrqajYpyxaGN58NY9Jjfus5TBpa88wUu/dhY3DaQp52tE3WAjTWU8ly9d5PFfe4Lt6RizXzPZmaISTTMu0JHiwpef5PMvXuDBG+9z82/e4aV/f5YoWmEl3qQbrXLv5jb+iZTzn3uSpdU+19+9zeju6PiayycTTNNg60CijdIeddMjTSSuCTXZJAkOeTMajHHs3g5dIsvJZ6cEEBjkFtca4HoRnOWkc/R0FOTH0oV5QKj1xzrGlDmxiMikpG6vXf0I9K6FYD4/oLpftvNOHteMRLveL3xBjpEnXGs45I4heikhVRFdldAYQSMseV2TakVkPb1ugmw8pTVY41rCMKwNVpiVM6q6QiJbk6Ia4WpW1jeZHm4hhCBWklldh3WLRWWhlTR6EfT0C5McTkiMlTHY9jOvRB0e7m5T1TXWezpRzDBJMcaQZANWB0vkox08Hq0UtIGDEMF2+2h2xHKWsqxTtsoZVgTJ32qcMowyrJfsz3KEDMz/mc2Z1wWuNkEeKED6BuMseTU7Pq+xkGiX4z2kcYb2JVU9xts5kUiIJCglsLYmb3IKU+GRaClwwmBc2wfBeIwz7ZkK79170OqTe1r8HB+Axc9fpkr/0Yd/2jgBl37BB38ky33k5vYPLWAlga72VFXN0WTONC+p6uCI1csSXn/1H+ilGmErLp49w9Kwx/hoj1d+8jrff+1dZk2CSjOcdcGAr3VP84vsC4nXGeUTX2H2hT/BDtZAqRNt//GbFIsdvN1AG+I7b9F965tE2++E+k5b11+UFVgoZb1vn67122/hX+FBaQ0u6Gi9WBh7iPZxbX2+zeyFEAGxcLat44fXkypk7otgJQQelkXrUZAIKYmiGGPqk+zABzRAtuUHJVWo67VRuXfuOLP+Vx9qjkwsSRajogZbWpraoyNPnAbf+HwezqtxUFcWY0tsbGlGEMWeJ57q0+tqirzg3q2bCNOwvLrEg4f36XZivnQR/upqzsF2wWA55tTFhCqHOFH0BordrSCLUlry5DNLXHr2FGUF167t4wToCoppSV371oTEn7TvpTUKaV3aFi1YhTo2+m/PcQgSlHrUo0GdkFM9NLXDmAV60z67f/RnuP3R20LQYGmOESOAOYyO2sBSIWJN+iCjmlfUkzFvPdwmkpLq2TN87vE1XNFQ1AXPff1lxPUR9uaIV/ducPbK46xe2ER2Ffe+dYebf/02Zp5z+b/9AlvvPsDMa7760iUuPrXJ0dUHSK8xN0teOv8sw2SD6Z2cg7fv4dNlLv/W8zSzgs2DMVs/uBrmqNKYJjTBcd4CCttU1IUgH43BVaytx8z3Kr54Okacz3jlVsFk2mAa8Zlxs4RQ7rE+rAvh74UHvKcfJcRK8zAfI4QgkZLlJMLJUCefGcNSktGJFLYpAlR+HEB6GlNR2+aDOdYjJUshfMiuW/e54KUPEo0WAi1l0MTHXfbyKTdtGdaYSCLSiCaGpcEA1TTUeUmRG4oq6NOzbodpOUMgsMKjZIT0jt29ezzx2BO8vf8QJQJ3xQoZJMjGBgxCeJSXga/Ewq80vM+FvElIReQdG9mAje6QO5MDOjoikoLVNAMX0VtaR0YRczNnv5xhrKXxoTFcYNXYsKl7x950zqlen8eXl7l9tI9xjsMqp/aOU90hE1NhrEepgK4UVYmwhkxqSuNw0rOUJmihMKZiZgyVNxjvaLxl1uSQHwUuhJQsJR1qY7A4hmkP4ysEDg1EkabxQZ2BbXkaAqx1KCWDQs254Mj4CePnkgDh4/biD6fjH7db+w9t0OKRe04eJT5yyy8XbHwAohIQS1iOIZWOvKjYPZwwmkxx1uDqmnw2YnnQ5cc/+iEvv/g85x47TRJJ7t27zfd++Bq3tmdUdLDCYRvb2lWCdWFT9V6CUNjuKrPn/pDqym/gesNwUAgXTz7kos7fLrpytEvnZ39Ddv37qPwQ7wyoqM3mFh/9hIUPATI+zqbbie59a/WpNM6bY/b+wl1LKd1a+PrjoMUvWP7tJrJovbl4XR/MuBd/nJy11ozI2w92EZRShiDEh256WoX2nMJ7hjriSpb9Uufxn2vMJjF1UyDjcC6FaHXN0tNUBskMb0O2HlBzR116pAPbRGiZ0Iw1sYzRWnP28TPM8gnzW9vcfOC5e79i2VlqA1XtmE8ND661rUokTI8k+byN/pVg82yXL//24zhv6T3VZ0rEV9cv4iYTRpOSe9v7jEfB4GY6qZnPa4qioqosjXHH3dqOr542kxcqqEy8ONH9aqWOuQSL5k2eBZoUgtqFguTDG39wRgzELiUCAmSPka/FcT5on42hyUsARFFSTSZIJajrGfXhPk//2lk2XrrMbPshZw40L56+wrXZDm/8v99n762bJMOMcjzHzkrK8Zxbf/Mz6llFMyv5wf/9fd48NeBof8bm8ile2PwcadNl95UHmNzy+fPP8K7Y5a033+Ph965i7+7jS4t3hrIyREC2soxay5jvHNFMaqR0ZB3D0lJEt6+IK81zZxJGA8nFzHPnesHeluGkuvyvPzzBEAZaEFG24b6QzK1lJe4xiEpmTUWiFP1Oh8I7IqmojaXykjSKqHxDbZq2VW9ADw3t5sEC9Vu8antLSyQO0sNQekiUIlURWoJUKctpl6NywrypsN4TaYlSHltaUhehiVFKkC33WFuL2N6bMp9VRD4Q4Zr2U4YShaco50yODpEqQteGSCmqpkRJTSftYK1HY0lVinWBMV+1ZQUD9HR0gm6iWB8MuLdzl/l0Qj+JkEIwqS0vPXWF0XiEsZbJ5AhskFKKVlJoWrOjiFZvL+GwmPN4mtHXCbnJsXjGRYGO4tAl0BqkA+cFhbUs6QglJLm1FNZgS0siNae7oe6/m0+ZWXO8zgsR/AikEBRNRe1Ct0JZzUiVDN1llebMmQvs7N6hbJq25Bz2GykDuVkQEMXaNJ84r35BDsAn1fo/LccXn3jExwUU4lPu/ej4aJAgBCQSVhOP9pbJvGR774jtnV2cqTFlTj4dUc4nTI/2KIo5b771Bn/yR3/AtWvv8a2//TH3DwqIu3gk3oYFzTnfOt+0HtY6oTz/RWYv/RFm9dxJ1i8eeSPOQ7PAxD2iqUhu/ITsrW8RHdxELjKwlhy46NJ34sLVdnVbuPq1n9m3sjsnJfjQ9UmJYPgp/KKndttO83hBbzeIRXAlQ+bo/MII6GNqLaKV7ziHaSqU0o/e29b+A4ytdUQUaaQQDBBcjiK+2uvzZKf7C5zHf/7R1JZy7uj0JKZWzHNLbQJzuC4gTR2dTIPwNBaqImyMaRS+xyo3HG3XSJWikwQSyPSAamzgCMo5XJ8biiZ8l/NJTTFVIA1xKknXA4fC2RCM1Y3iqDTEEpxI0MqzvtkhPdch2Tpk6WIComE1TeknK5Rzw8H+hNHMcXd7l62dQ6JGMp/XTCYFk9k89COobeh8ZoIUynvXejRwPL+iBf8Kj3Ngm4UKQaC1ajd0sDZkPDrS0Di6WYp3jtFsDm1t1Vl/XCIAjgODJI7pDgdEOmI+mWG2KxKZce/BDqOdLcQDSAeWsiopy5K71++jGxPqw43FWxjf3kdoDVLz/j+8T3JqyMbFDV7+tZfpLw84fG2L6mBEOugwIGH07be5erjLbDQlth4nVSCgeUeqNMlSB9uN6Z5eZW6O6HQVnQzOnO0yPvSsXYh4XQmaRnB06HBecepMhPhk7tS/+FAySPwEoee9kqBVkOZWvmG/ntGJ45DJC4nziklV4jykcUpfxzRYlpM+B26EsWEp0EK1bny+reqdNPcSPpBQBRBJRaIjpPRooejrlMI2YZMVkoNyxrgog3pFCZwO6JAzlmJasjtvWMt6TOYlUd8SKUl/0IHGo1wIbYTzSBla9s5Nw9Z4j1hrCiEZdvt0XIe8rkiVwuAZxBkdnSFdj8LMOSyn5NYEiaOwIanxgo3T5xicvcD09g3W0ozdwjGtG15+9nPU84JIx+yM71HUNcjw/UoRfPqVACMEtQtkYiWCx+b2eIzWEidCAGVxbM0npFpihSP2bTnDe04lGXtlGa4v7zBOEilL4S2VM3S0Ik1SvEyYlROMtS2h0dEQrlEvYGotLoroxBmnNh7D1hM2Bj3uHU2RwmJNSADD5h8QWdGSRj9p/JwA4EN4O7/Y9vzzx8dl+R+X/f9iiIAEMh0yf6xhNC/ZPZpycDhiNj4kizS2KSgmR2Br3rt6lYcP7rO52uc//cWfc/3hiHEJxN22hW/YMp0NGY+UCqEims4q+TNfp7j8b3BpP9T6F/p+H2r7tN2nWrYg+ugh2bvfoXPrh8hqxgky4kMCRwjcpBS0HJZAFDvevBc1W3fMyF+w/Z0xIZBwPsh7xMLNb/FvUbk7ae15kuW5Y/VCALoWzSrbbn5+EYQEsuHiOPyiTh30uktJwoaOeLrT4eVOl7NxSkLQ9H4WRq+3xvjgHmkEWsVIaUA4mtq1WihLHIWsBjxpJphPPOPDGiEccRTTWclIsw7Gep594nl83OX6z27zXn2NomzImwYpQxe6qgz5lPBBFeHsSf1dSKil5M7BlLUoZqMfc3/ecFhMWPYxRVORZboFgiSNLekMEpLugHUZsflUj+n8FKvJgGaeY5xj92BEXjpms4aDUcH9e2OUgLwoqSsbrG1t8CdvGoPSgchprAvztt10jWmJnq2fA23WJ7xHx3Ewd2pnbujXHkyGRIsaeR8YyE9duMTSy09x+uJFRjfv8+zZs9T9CT++dZvnnnqaJ1SH/3rjHfKmIok1w35GvntIXTekWRdZBh03SYz3Ats01HsT9qYl8csWO6woZjPynQfs381JnjrLv/2Nf8P2f/7/KGQIvo916kISn14GLNMbO+g0YfXCOrMHD2nKmtW1mP4gBuGYlTUPbwelxtmLHZZXIlbqf5rV7p9iREofi29ioZBa0ut0QEry+ZSChjTpIU1MZZogi5zWKCkx3qKUw6LQQtOLMowvWh+T8KRKhnVPB11pIPaahiyOWc0ytEqY1gVFkzM3DY13CKFZzpY4nB/SUzGdpMOknAYVkPXUeeiiGasOeTXnSJRY4fFljakNkVYkaYdO1GFS5yyshSEkKOM6p+tSSlezX4w5u7TByvAMs+kOvVgQa0lezkhkjNIpsaow3hF8sMLGp4Tk9NlzrG6cpjudcnXvPvtlxXPPvEDhK1zVgK+QQpEkKa6pcDYghN45OjpCSkVuapyzKCSxUgjh6SmNT7uMqbF1g2yd/zpxzDgvkK2MsfaB+xBJDc4gvEALQZxqJkWNEhDHiuVhl95E0JQF06aidJbGtmVgHzgflfX0Ikk9HxEJTSElVdOgWrdGEHSylLKsAlndL1C+jx//pEZAn3j4hysGH3f/h+472fo+fUigozwdGnCSg9GUg9Gc2XxONZ8imgrrG6rpiEEvRfiIc6eWqWZDxvOaqw+3sVHY+BvjjiHTug7MSqljvIopN59n+uIf02w8CTr0ZEfLD75v76EJ3uvClCS3fkrvrW8Qje4jfLDMXRy+yAiFc8dobtB1i9DqEd/SOMJ90oeM3DofIP4FCiwV3gYZkJQf9OhfUMcWGuEPfK/HzXwW5kL+mK6weC94cRwIhIvaIWRo4PHYcIknOxlfWFrimSSj61uZXd3wYcb5v+awpkFrSTF36KjAGodtHE1jEU7SWI0QGXEiyXoKYxW5HCMIqE9V1qRpgkQyHY8YnL9II2OWT59nZjVFbUI9VICWgppAupMKXA2jneaYi4EQZHFMObHM05rV0x3yScOd3SmnLpzi4sYqkQ1dxfI6x9ocpyNG1RQtNGuDU4jGUoqG4eYK3Uizsdan0hqtI0onGO0XdJcGzJoJB9MDhuUyNhfM85qdnX3Gown7+xNGoynzomY+L6lrg7WeujJ41QaZLYyI95RNTTkr0KhAPmvhSqVV6HvhASnpLvXgVIe9ssAe7bB6uotMJPPdA1KpeGx4li/+xvN88+FVnOuwvrTEqWGfa3uHgKPIp0SdKMxRKXFSozTQOKp5yU+vvsdXn3mZ6LEOt69vMRnNudK7zIN6h+4XLrKyd8jo+i6Dc+uMbmwHIG5eo1yKN1AcTXHzCuULxmNLv2u4dCXl4MCgEkW3LzCVYHOji1cNR5+MnP6Lj8uXX2I0HQekrTfg7IXzXHjiAkunlvi//rf/yP72Pi989TeZjPf52auvkfW6NAcHLK2fIh32aWYzVqKEfJaz2lnGTTRVXWOMOUYqlQiBgJQCpRSGUGoYNTXlfEbtDM47JJJEa7Juj3FTkLfWv6u9HsguoyJn4YoaKYmMPXES00iPsZblbsa4sYyKklm1xZnuKiuDNXZHu1gXegd4PJiGnuoTS01tDDvjPb725S/y09ceECmN8IIsTnFSUDYlVjjWOh0kMDeWwtRIobm0uoqbzolXlonGR6wtRcRacOfGFolSzIpDrAvZftQSr41rQEmEDmWOjtA0TmKcxWCpnEAYSz+LKIzFKYtWEm8XJOgqNFgTgtq2jAklMYRS3LCTYF3oQ6IJvioH4yNs1dBBsBanHNgqcL8AYy2xVGwurVE1DXcO9+mmCdZ6GmeorUeJ8P6axh1ngaE3zK/IAfhlAoBf6FDxkV8+esCHkYZP0ZNJ4RlEIKo5t+/dZXn9NFt7R5R5gcKTKNgdH9AUc85srmPKGUU+od/LOModD448Ph7gfGCLQujh7Nr+8B4BUYfJ5d9m8sLv45J++FJUmyEFXVfbxxLwEkyDPnxA7+1vkd59HVXP2mRKHGfxQdsd6rTet130jj+vb3tVB3OhRb0WEWr5CIKX9iJLf7QwD4+ctEVFj3bXP+HyLnS9i4AkbPwtWhDE4wjhsT4w13FhcgkJa2nGr6+t8rXVFc6oiMR7KKtgAuKC+ahW+pePHv+ZxtH+fayRQXs/D73STWuccQxSSMXG5lnSKGH11Abj8ZiV9XVuXLvJw5u3WF0aoLVgMpnw7uvvkGQZ3/7LbzM5mtDtdAMU6BzzogQEUgmSJLRYTaMIaqi9wzuIdMxyp08a1Yzzhoc7cy4v99Fa46qKTjoA56lNkG/NyxJpFMOlNZxOkVFCpD3dTkbiBIIGlXQQShGh2Xj8MWolUDNLGtW8dO4lfCOPg8j5fMasKjCFIZ/k7B3Omc8rbt3d5+r7d5mMp5R1RZIlTA6mzOuSclaivAyNnqSkFOAigYwkvvK4xpN0MlQ/Izm/zPyoJj4oKOoJ/vOnmA2HuCOPJuFGscdBPSVa61G7mms33g/a9CRYy4pY0VSB6OTqgtaLEqEVe9MDvvfjv0e4iK0sIh2eZbbk2S5LEj/E3NtDnlvFrWSI2xplLJkTxMaTqAghJXE/pacnrHa6rC0lVIc1trFMitAsZ+10h2JqORqVZO6T2dP/0uN//J//J4q8IOl0qWrDynIfT06z9ZBXLz+HbN5nEEm2p1OSOGNpeYWlyZw//NM/5Xf+8He5d/M2b/zkpywvrzI4tcr+7pjR4T4/+Na3SLsZpqk5e+4iMtYcjScc7u0wz3OctxTVHBFrKA1KagZxTD9K2Z9Nqdrko7INk6LgwunT+P198rLEOsegs8S0nCDxIYkxjvF8Hq4HHwICYkUnSljvLHNUjals01LvPJU3JFFKZQpyY6hsQXdtg627N8l0QqwjKluD8CiRUDQNGk+iO0iVcuHCBUaTfe7f2+HMmfNcvvIy7918m3u379BNuuyOtqnqamGVFEpgoRaC946yrtCtumbRRlkKCUohncE3AlMbpHMYHE5ohJQoFDWOWMDcGXJnsC60X8+0Aqc4KgoiKUjafgZ5XVNjECjWZMrYNmglsB46QhJLxTSfkjcVjTXYuSXVKSBovCH2tEGAY9FFUErZojwfP35pH4BHk/V/0iX+U2KCj44AiyzHkEnP3a1D7jzYIbeauirxTYMXjqqYUs8npLHC1iVSeF578w1effc+o0pD3A09mp05ttW1C7KblDTpgPkLf0R+5d/gOoMA75/47pz8bBlUopzTufYKg/f+hmjyEG9PDFocC6e8Fo5vIVZ5vBG3dafW3S8EcI8QABcwQSvRCdyBAOUfm/XAMawfNv4TmeAiqj72AhALo99HuRonQYB3izaUHi0lsZJ8fnWFr6+vcSnroOrWocq18HFLOhHtfzJKfpmz/8824gjKAoz1RCpq7U8B3xw3STK1ZWd7l1ObGzihWT59geFSn/pnV9FSsrG2gheCvcND/o//9C2quiJLOqyvrlAZh8CCt8SRZjzNQxtlWweNv1RYVwe3MyVQkWa9n2K8Y1sIqASP9YY414TsQydoFdNBkEqN9WPSbofBymnG5YzecJ28zPE2kJtW1s9S44mEIK8MsY6JpUemKzRENNaw1B0QCR1c04Rm2BsivaXaKHlaxgyGy+SlZ+vuLncfPmQymXC0P+bW9+/x3t4WQkguR5tMXM3Y5ez7I2bCYBWISOMaUGkHY+DBq9fQT5/nQXFItFXw7LNXULWGHB5wwNv3f0b0zDJdJO7h6JjhbCHwMJpgaCJUyD611sRtLfmdd9/m5tWrSBSD4ZALV57m6o/+igejLcqZwUWa5LE++fU9VKRJexm//kef5/77W8yvbSOtoKMd589FnHcR23PDbLtkKiXRQDE5KFmKGo52DdbCc5c+I0oWYOPcGTpZzKDf4/7Dh2jf0Buc5iDt83t//N+zsvoqVnie/fxjLK3cph4fop3myfNPsLK0QnnK8IUv9Fg5tUR32KfX6XB7awtqz2A4JNGCL3/pi5y7/CQPdw/ZuXuPWzev44TmxvtvYF3D1Tfe4cKF8wyFZ9wINjHMZwUOw3QywTWOvdmEx5fWGJVzHo4O6Xd7jPODVron0CIgD3GkaGQoPUaxZDLeJ1Epjw1WuTfawbUcqMYWpFEXYyWd7pCjoz3Onr/A/sOHDNJlvKuRUoYWvbrLsLfJvCkDr0UYnnjyKV5//RW2Dg5BJXz5S0/xw5+OEUZRuBmlqYPZmgBvW2O0VuLtCQqwBZdAtslRrEKZrraGuVEkKiY3wbCnkYZpMcPhUDKYJmnVJRIW0zR46WmcY1SWKKUxzlJ4R0xYpxOh6aiEOEmIRMOsrFBC04uCb4O3FmPCHuWUp3EhWFJeBr8DH6Sd1ouA4HDivPhx41dqBvSLbPwflhl9CJv+lYfAo0XQ+KfKM8sLrt15yNGs4OjqVZ68cJbGlFR1QVPMWFnqMxsfcvv2Ntfv3OfG/SOOqggrFE1jQp22Nfg5Nl/RMcWZ55g+92+pN5+CJGm1/Y9+Bn/SHqtpiLeu0Xv9G5wqHrCx1GenUBTOtdI+fwzJOO9bgw3RNt9YkLSCte+jWTktkcMTsv8FSdC3ry/l4tiFAFCwcItb7HMLMsij58U/EkQsQjohBaDaGGNBMBSspClXej1+Z2WNpyJFJgJZyxqP9U3QAfvQwAJvQ9lCSj4rGqrGRXSXUpgaZkejhHrmAAAgAElEQVTT48DJNB6lPFEMpx87zc72Nndu3MS6hvWzFxlPxuTzAi9gZWlAlMQ0zjEdj6mrmt/9469x6eJZHozn/Nn/82eMjo5I4ohEKVZOrTOZjJEqnM+yqjHWkySa/lLE/a0xFkfRbVjux5jMcnNU8ORghVExw3hLP4rp9nuk3T5Sp0iVMkwEjfR0sz6xgFRIst4Kw6iLLQvKaotIarIsQyiYN1NENaf2HicinEpQUYx0EmEahmnEJB8xGls218+wdOkCa2s9bt95wN9/5w1Sn9HfXOVzvQv8d9nniVcyjqKG//PqNziMGnhqmaoTs3X3gNFr9yhLA1HM+mNrzK8/wAvPw9v3eedn72CFQz7W4fxzGzwxjjnaz7l3/UG49oTHHENVtNdFCIIbZyh9KDlILyl8hUIyn1Q8fGULVzd46/FOotIEmc/xeYMWgs0rp3n23z2HH6TsT6rggVHtoqQjV9AUht56RpxpDsdzLgxTnu5EXLUNNpM06WfHB0DGkiiOKIo5UlhmeYPqauaV4/mXXyLtdlAeLj97me/+3Q+5+/qbnM2WePrZK1w8d4Gsv8r4zIxOFlNO52ysr5A3DSvnL/DVr3yZzVMrxGnMjet3iZVkY+MsT156CtNYelnC7o2rbHz+ZdYfW+OF518iGvaoTCCLegz7RxPuP5zy+uvvInbu8OL6OZ4oCyrj+dJXLrG8voSpxjy4t8W1d+7TW1lje+8Q30BeNTTWk0hLJhOeGJ7i3vSQskVWh3FK7D2bwwGiyVlfHhBpwdSMWV/dYDbaxniJTvr0hiu4/JDtg23Obp5hVhQcTudhU6xrTF6QxEMapowmk+POrQKQwc6o3ehDwBI4VaLtOChJowQtPGVThevKCCKVBodYIYKE0LrQt6CVZPaShH7nDEVdU1AxL+fBzMkYLB5roXA1WkgSJESwZ2d4AvEwjRRKwryq6cUJsWyoWsfD2oU6lRaCxoMTrm1Q9+jm/ysGAIvxj0FzP/axH3PbMeft5zxHJGAp8sTSM5mV7I+mbG3v8mBrmwe3brA+/AOELanmY7yp0dLz1jtv8e6NexzOwaoORui2e5Np4Xh3vLGabInZk19l9sLv4XorLdQvggbHtfiHbTdQD7KY0n3ne3Tf/1vi2R4+0cxnISs+brn76AcRtJn5wrr3hBT4aKy0aLPp24tAtASnEAK5duMPzOBF5OoEbVDyUYa2EOI4+1+UIWgnfvA2ACEX9pzQjyJ+fWmZLw8HXIwTVrorFEd74T1KfyIPZBE4+dZ7ZQGlfTYaqTijwTlsXbcoT/Delwog1Ln39/cRXlFVJTffv8721n16vXVsXaIk2KbAeqisRUpBb9CjM+jw+FMXuTJY4y//8luUZcHy0oDxaMq//w//A76YYoTiu9//AbPpe9S1QWtFrBT9YUwN7OU5jfR8+0d3OL/SY+1SRpL2URZMM8e4Llp2SHQHpRJ6SYdRWSBbopPSYdZGOHQakWS9tg5Z4Y0NRjB1waxxJEKTdGNUFoGMaAqPEJZONmBS1FR5RZots7KyzIOHh7gypl5OeOaFTVbyJbKqx+PPneUfdm4wNxVPXHqCzleepFyNyL/9GuMf38Q3IYvZ/8ltRGPopDF5XrB3NENFkpfSmPXNAaunU7aOJtx95SpOeKwMErPF9SEWraaNDWWzRWnQG5QTSCy1DZelTHQgulUN1paoaYM2YL3g6OEOr/zlq+zeHyM3uqydXWH0D7tUhcUPNG4YYaKIOJV0nWYwUEyPPBeHkrwruH5n/q86dx8dTd2wM53T1AVKJzQiYlYUlE1Fv5dx5ekniLRkc2ONpNPFJx3OnD1PNhjydz94lReuPMnTFzZ49+Y9XvneK4yOxjA/4syZ0wy6Ma+9+hbD1RXuPdjjmcsXOXtxA49gb2fEmYtXEIXl8GCHSCQknT5nH38S5z1Ca6oiJ81mXN26TdobsK6XScSc06sDKvpcfvEKK2vLrK90sPM7fOc/v4rrrXP9/evcv7/L/VEFyUUKHEm2ydnEEaub7NcGZQsSYbDCMTRT8lyyde1n9LWik3U5mu5hasNjK5vMy4Jr999jpTNkudtnfXWTm3duMsrnnBoMWVsdcLS3zTCJuDOZY9qEz3qLdAGFXaxaWoQWbM6H/gSdKCWJYrxrKIsKKwLIXloDssGIQNS27bruCP4JRgj25wdEShPFCadW1qjLPvuH2xTGgBQoBV4InIRJVVN4SyfWDKKIsayZmRwvg5TQOkE/G2CKUQv1h0Xd4omVoGm5YoKAWERKYT5lLf5HcQA+evejBYIwPgwAfBoP8MNP6D9wvydTMIg83gSm//b+iKqqWR70+C9/8X1euHKJd998nXNn1uknimkx5fV33+W1d24zaSKsjGmtsNvMP0DozlqEjqnWLjJ+4Y8pzz4LSXqyYS+iqEc/Xl2T3n+HwbvfId15D9HaMZqmYTyeYPzi1LQZu/CLHpxhA24NBqRouQHIY0a1a61/29yfhb9VcM8KZQO3kA9KhVCLiDUEJQsjHy9cS0DjOJKlNYsQx5yAVvPqPRrP2STm5d4yX11e5lzWRVqDMZZyMkL44DEQaAltgLOwtm1FA0IKbFUi9WejfmpNg4g6aK3pZSl1XZN1Y0xdUtSh7WY5nyFRWONomgZnoJw9xDaGLI6D54KQ2NqitcYYS7fbJUtSrIeVtTV6vQwtBMPhEr/3O19H1xPWzz7FhUuX+F//l//Ie++8i4rBxNAoybT2GC8ZGcMgtzx+KaJpRvQHS3RVD19MwFhkZDAm1MKbBjo6BqWZ1yXzKkcYQ+wFSuqQQWiFsRUr3SFFFFNMj/AiaPgdUJSzEChkKd43dKMl4n5oYlWjmNclpDFqKWP1dI8//P0vs/XeIfme5L9uvcV/eecVzn35aaZv7fLa/36H+KlV8t0JSmnifsbZU+vsbh1hk4SljSWiXoxIFDqN6K52yPoJh5OKhw8PqOo6tLgWi6w/zMckicF6bB3KNF4eT+Djy8jL0IFSibYzXiTbOS9QSWj2NJpMefWbr6PiGCkV/SXFQFkOdiuEdMxLz3SroioMqXS4cxnrkaY7TLgxLbl187OjAzy485ArLz5Dolr3TRGMYsYry9R1zayIGPa7dLOEp55+gu0bt1nf3OSvv/sKr/3oJ/zBb32V3/lvfpfv/t2rvPF332dv9xCbz3j+8pMsX3ya8eSIpZUen3vuPP3lIc56pPBMx4dce/sNXGk4e+k5YuGYVI6HexPSbkpVzSjygmv3R+zt3+PLlyzNUcwg0+TTmjj1ZK7k8O5dpncle1v32Lpj2J3sUFQ1W0clxg1QSZ/SCW6KJY5qxxN6ld9cAzc75M2jIypgYjXjvODUICKLYIkcKSxfP38B/fSLvDETHBxuszKfYKsxnUSwc/0BkVBk3S7zo32WVIIQhspUwdp9gToR5pMXrd07QccfK0GsE7ppirVBFVE1DeCJgcoaGlOxcOuUIpi5OxcUNNYHSaNoanRdUVYlQgd+UDdOyWmCp4Nz1NahpCTREda1LouxxjaGsW2I0SwlPaS0VCZiWtdhznuP8e2avugvA21jsPDbJ41fwgjo58EALcb9cx4lPhAS+E8MCB59rAAyBf3/n7n3fLIsOc/8fpnHXm/KV1d1tav2M9M9FhhghjAkCHDpAlwxQiHtx/2uf4ahD6IohSIk7YaWorAUl4QhwMEAM8D4nmlvqst0+arr7z02M/XhnFvVAAYDkpLIyYiOruvvuSdP5vu+z/M+j6VQScp+u0+3P2LQ74FKmZua4IsvvsDz164Sj/o8vH8H3azywY1PeP/OOgNTQllWJpmY9zgfleaFQNke4dlX6T33TdLmXPaJ40XnqEqeEUNQGru9S/HOm5QfvokTdo826nFxQOXOeEcJ+fjIBZDrVQmZC3Hkm7pgrLWfny6THk2qo/L++PcSMnPSyodl2/njGiNywSKtsIx19N5Ph2LmKAjIbvnCYt7zeLlW4/lalWlh4SIgSnPv7myCgkDadnacSZKFJgIsaYMtSJM46xYwBvUZ4hP/kiNOFMiU+ZPT6DBm1OkRpwaTJpRLDuVKieFwRBSlJHGcCTYqcDyX1CjCMGY0CkFIoigiSTMp02atged5HIxC2oeH+L6L0opGvUmpWMbIFL9Y4guvfJFbd+6ysbaKcCQjA6PDkNgWFHyPqBMy2XA4MVFFlKDiVzHKYNk2Jo6IAMeysLWNLSwcITGWzUBlbW62V0AhGYUhQhqCKMB3C8RJRiTEFPCLHkZYhMJgCwcZR4RpD0dKSpVJRqHCcm2UsRG2j+uXiEqC3//Dr3Hp9AJlUUEuO/z9f/oxvaLiyjPL3Phkl8F+h+eXZxl1QrxCkfnqJJdOnqHfuUU7GFJrVDn74hke7m9y6ZVz9KIRmx8/5rDb5d57a5g4W361eOo60Zq4P8zaE6XInDKFzCpwQhxZaRgyLfZxpQzI+6yzqoFt2Tgmm6+V2Qn6qwcU17c578b8tAs7WwmddkocaXxfZpbMKuTZZ+rc8QXt3YAk/n+BVf5/PD58+2dcuLSM7ZfpdPo4jkWlVMB3bJ7sHfLTG6vUGw2+8uwSaI0lNJPT03zv+9+j3e7wzvu3WLxwjnsff8jGw4ekUUocR+zvbRPEIYM4ZfXxE25/fJflC2cJ4pRha58oiOm0O9heEac+Qdzdpd1uIWsVWsM+RdehrwzrOztcXbKZLfgM7QZCp5yYrTMMNPcerHO4N+DgIOawnTDQBUS5TBz0GDFBMn2WynCPVNoI12fUPWAvsaj1DljwbSbcAo7l4WmPeSGYKdW4E6zgqISLjsPi/j6Pi4dsTj1LcW4GvXkfuzTP6s4O2pQ4MTmJY3yq82fwdZfrV5/DaZTZ298EY+j1BpAKNBaBydr2JCkmCXFsF4QkVFnrojKaUsWnMwrQBlxpY1mCOB5DvdkEFZbEypMvlVvHa62xtCIOY4wxeEIiZcbc96VD1c3gOSMU3SCgT4wFRNqglCHQMYfDDrWCiyctAilJVebVSN52jDnOx2zHwnYclPlnmwH95tq/eBq7O/4TPnNrf/ozPvvZAkPRggIxB/uHpNgctHvoNCENBiThiHKpyPmzS6w+us+l5TOcmJvh//ov3+XhdpfUKhKbsYoamVJa7myHFqTTp2lf/Drh6WsYr3Cc5f9C9p9/l3BEYfUGtQ//Bq+zATrN9v0x0UGMf7Xj3u+xR7U5wvjlUcl8bIRhSZtMYUuBZaMqs1j9HVBR/j1zEyA4smgUgkygRxwHWpaQWRuX1hhpsBx5xB0wxmQEx7xDRGAoWRaXyxVea05yoVigYDRCGXSSeYHbtgXSwWiV8QJybElkepyQwwoi74gQln00+8bQxb/2KFansW1BnHhUSlXqxQpPnmzgez6RSgnCAVGoCIL0iAAaRhFRFIMQeI6F6+RRv21z9uw5jBAsLJ5Aa0N/0GcwGOC4dfrdDrVaI3M0sx2k7eC6Lr5rMdGocub6JYQV41qaxpTHJw97VLXhyqkyldkmPRWjZIbrWSbGLZQAG6NitI7QbiHLKqKAOOijdEwgFNIqEqoEYQlcK2vNE46PSW2akxMYKUiNIEkDfOnQD4bExFQKE0QCmhNNBsMOqU4YjEK2dnf4t3/4VZ69coZUa84/c4n1tU3mzp4ijctMnp2l4xkCFdOKI/RMhXICE7qMHTkUZhoQupTLPrLiM/PcEmdfPcNhr83uVovV/RaxSZCpQj/VSWtynwwlBNgSEWtkqjFSo5U4mvsGkdlZY8CxcFyHOMzc+zQZDJWorN860ZLeVpdSsUjDVdx60Gd9OwAhSVNNfcZl6oTL1mOBF0qM4/P4cMBwpEmTz8ccBrizusrtO/c4e/ECb390jyCB6flJZutlbKAfJ3z/xzeYbRYYhBHdROB4Hn/0J39EkCT8zf/xHbbWtqlOzpBaNqVGkYvnzjBs75MGQw4HQ9776CNMmvBk5SGnzi5TLBUpVMuUqmU0HqVqFekLBp09SuWsG2F7p8PhwQ5XZiLqRYFKSuAlrK2OcHbabGzs8PDhAcquo4yNsmz6wR4ybtGNbaLF50gaTWpr+/jKIIkJpeRQlqC9QVB0carTnC2XSba2qMchk9IiUYIzoU1zGGMTIaJbVDoRqjbLwcEeU7Pn0GdeZ3m5TeVwj52BYMvU8QZ9TtZn+Pdf/zKWE1Ik5Sd/9X+zvxlxMypycP5lBqMR1c4TgtYOJ0/MEkU9dtfuEgZtRjqmYfu4QjJMYqQUVF0Px87nS5ahgcgC95rv0YtDDFbWxk0GOSAEsc7sky2g4Dh4jktvOASTORP2Y4WNQKl8vwCGyYhAh3jSolGs0h/1iPJmMEtklWFMZtckpSRN0yPJ9k8b/0gOwD9hM/9H8gWelhT9dS8TQNECV4dsbm+zsrrB7ImTCK2wtMKRhigJaO0c4EpBMurwwx99nw9vP2Jtf4S2fVRqSBKF0ia3rRRIaZO4Zfonr9O/9DpJcz4nrT216T8dCKBx2nvUP/w7/LX3saN+lvULeVRCykKvY5xekOE6woijSoPItfXHClvkbH9p2XkrocE4RfpLX6e0+iOc/gZCm7wspfOPEEc/tBQZSxptcvKfzjN1czQRhRSM3QVlPokmXI9nKhUuej7niwVq0sJKFGOtWAuZ93nbCMcjiUZooRBI0ijKJYAzX4FxMEOuniWkIElizOeEA3C4e4BRKZ5XZGamSdl18PwyzYLLXrvLcDjAcQUIG2MUaZLp8OucN2FbNoWCQ5KkSGlx7uxpLj9zlZm5aVyjqUaGa88/j++77Gxucu7cWRzbQsX5uUYy7A0peD4XLp8j9FcIhkNUoPB8wczJEmLS43t3Vpn1PayGxHUFWodEpoRtFGE4AM9CWBaDYIglfPxCJcP5jEFTwLY9+sEAp+AjXYeRisD28aoTOHbGNh4FHUQK2gLX9rC8AmGiEYM2tjA0qpMI6bAzjCi5kr1Oh/sPVzl34QJbhz3mnjvD7r2ApDPgxNlZ9gcdwkaRk2fmmL1awV6LsGyf8vwE55Yv4B8a3vrbj+jEfe5WSlTPVNhd26VzewcRKiRZyR5MpmuRt5xmZRiQSiP1MV917I+QVdI0QgukC5Y+XnvGIlkiJ+l6ZQ8TKUrVGgO5zx6QKkGpZiNCxbCf0mlJbAdaKfzdRp9HByGH+/Fnsqf/pceH77+PIx1eev11hgnEfoGNlR1mqwVePjvNFy4vsSsKGNfDtSO29w9594OP+ePfe41hOMKy4NG9u7z+9S8ThwOuX73My198kQ9+/gElx+Z3v/YlnizNolXKG9/7IQ/v3ebCpUuUGnNUG3XAIRwNKThQKJU5OGgxlGXeWutzfcpiouphuw46GBE7RbZ2HrN1Z5Ne7NNKKsTNGdJ4SCUeUvVcYq9KoivQqOO4Ar8+hXR8RsrGih1U3CbBZz8Y0bD6WMGQE55LEkcQxExri1IaZ2I3UjAx6FMzG+wkItuUy5CkXdLRiBvuItKLKScp+72AYbfFYLtFpeDT/eBt5no+5dd+jxtxk7blEN27ie3Oo6bnkRfOU+juUB4pwnSLgu+ggl0KNqRKM0oThlGS1XWVzpOirFpqRNZS6Nk2sdKExmQCQyqby0ZkSZXjZPNvEA1RKBzbyayMi2WCMCDQmbS4PjI7EhgjKXo+cRxiVIIymT7HGL4QGETu/6L/2V0An/K6p2HwT3/bX+UB8Cn35IHKZ46CZai5hs2tFp/ce8jKg8fUag2ETnBkRgbS0ZCwf8jO7hYrq5v8/OOHxFYR45bRCJIozDKiceYtJWFtltaV32Zw+gWM7eYHYo6x/nEgoDUkCaWNT2h8/D38g0eYNDnCXcYa62MHvfHiAwbLyuCCvNsfY8Z+7Jn2tdYKlcQZhi8EQlpIKUgdn7i8iFj4MvVH30GEfY4oguNNVkhsy0LmOgQGffT5+adlTPyjw8q6ByYdi+uez7VqjSXHw9M6e02SVQbGroEojdYpSSQgTWFMOhy3H459EfLTbcaugnmbDGKsH/6vP7QWqDgliTtgEtJ6nTAIEUIThTFhmJ0hrQyWlUXpiVL5bwGObVHwXYyBYDSg6FgsTFRwVEoYhwT9Ft/+w2+BZRMMA0qVEsPhAB9zJLesjaZaq+KVXcI4JRxpenFEfcZjczem9UmLuYLLixdrmGEHRAVhecRxTCoi3ExliH7QYRgEVEsNVBri2j7lYh3fLYMwKCkQlo3wCzihTbVSw7Y8LOlBOkImmYKZICM2qVGH2NMMw4DJxhRRFKENnDt3kjsbt/jwJzfZ2u5Tri/x8MEO88/PsTA7yZw/wZe/+gXawz6FqWmuXrvAudIJbv3gLt7I5n7YQVgu9bLLZDWkZCosVRaQrseIm+g6yO2sBVMYdSz1YTIMTaR5sKsyHFVoMDKznjX5RSZyEys1CgnDCLwMBrNM9j5jnftSsYolYKZeJEj6lOoOtRBOXiixuTJgfzOgZyVoZVg8W+PxKGB/PyRJTZ55fT5GlBg+eOd9bAEvXL/GV3/3VfxCAaUV9x5t8PatTXbWO5SeW6RQ92kWJBeuLnPY6rK/vcNz167h2IKFuWm+9vUv8/jWXX721gesPnxA0YbJMObhrVukowGj/pD5k6dpLi6ycHIep+TR6/SxHYGWglKlgnJ9/uH9xxy0Qzq+TUF6iLSL5/hs7vc4OAzZ6yi6OiIRKXQ1hAOCxkyuHTKkasGwpXAssHt72K7EK56kVJSURprILzEIBX67TaPgsGfA1w4jFTO0NIEoULRCykaD1MwGQ9bsMvWpRTwxJFnbYqe+xObCHLoYMdfeomIMw94TgqhENZZs3FvlpX//3/Hd+UtsvveEaOU+9c2HJNVZ2tVJzMAgVBWnepGT9XOc9QUdIh7dfZeK6BEO9lCpomTZNIpl+mFAYLJWP6kztdQgySrQQmssdcw7UFrjuR5ewWOURAhLkOaiQcqSOCKlWfYJiFGpQZusE8GyLKI0Yb/XwiXL/DEq91PIt39jjpwh1WdUY//RXgBPb/viU+/9tGf8IvL89G04DjB+ORCwBJTtLAAYBQErG1usrW5Q8BxG/S5FVzKKh0TDHjoZ0em2+PHP3mNtb0Rql5FuEZVb9xrGYLdA2x7B3CXaL/wbouklkE6esZNvXE99Ka2xu3tUP/4htbV3seMh5D33R/yB/GVmnJmTb/L58zKc/4hql2XVuda2lBY47tEvYzmZ5KQqVNFOkXDiElHnAd7uhxiVoHWab+yZDr9lWUelfZE7dRmjMSKLDoXISC2eFFSl5Irnc73gs2i7eLaDj8waG7TOiw959m9bmQKcMhiTgsm1AnIMS1oWIvcSNzmR0OhM5CZ/A8Y2nZ+HcRwxG4JRSMt08C1DFNsEiYMWFkqBUmnmue4IjIgQKHzXolTw8GwbpTT1SoULFy5w+uRJPNdlOLS4cLqIEJIwjIgrmfhJZ2eNgldkbfsNjJB84cUXuXLpIpRH9J9I3EqB2bJDWLDY2D1kGskLZ+uUfReMxXA4olQoYrkWURqSpjGJsDHCpuyVcW2PCEVqUowtCVWIRKNFQiLAQVOQEkenJIMO2C6d0ZCbtzaRjodb9FhaqBIlXaQVY4REYZMEAxIBG4MtopLm53cfUalME8QxSmk++PA+w9EAp+fwzlvvsbKxzWIi0HMLHLi73LzxgGcXL6Lv7dNpDygUi4x6Q0rVEsnhgM3NVWRClsLbHEFlv7igGCyVzUVp8ueSdZ0Ixhm+IWs8FWgLjGNhZO43n+0FSENG/FysM5EWmKoNuL+SsLUR4JVcdp+M6B1GqNTQbyVIO1tE08gQhTpbiOXnZBIDyoKwe4jab/Hkxi2i3/4qnuvyVz94m/furPPJehtXG1z9PK4jmZuo8fKVs2zstWkbD23DuYtLSNvh3Z99xPa9h1y5Lrl09QKd3U1mJ8rIS8v0ej22tvc5uzTHC8+eR1sO0nGYmzWMBkOSNMH1bRLbhjjilD+iUSmgzIhha5+iI+j3D2n3OpjGDKp9iLKKiCjAUgl+0CVxanSkTa0+RTIaUt+/z0mrw8FIUR0FCLdJ26oQKhvbrRImPeLRiHJlkpIt0Z7HI6dOUIBmHPOsNtipoiGGVHvbWAsz3N3bY9+botRr4e+vMypU6OiUgl3k5soa564tM3CKjOwKu/0uDzb3GK3co776CSMlSVyXOjGRAVnwuXDtEhcevM1zL18lmGvw3b8d0NtuodYTTi8u4R3s8tLCPE/u3mYrjNh0PYydKfy9cG6ZF5slPvrZx+xi8C2LxEDH8bj+6qv0teLRo/tM1OpEiebU+StcfuE57n7wDgcP73AYhsydXMATBisI6HX7JFaRQNgIKegO+ugwREKe7WfB8Vju/bOYdr8xADi+Pn/1YhC/5v9Pe4+nihfAL1UExiQ7Mhekhi8oWNDpB2zvHTIaDDjc2+Hi2dO0D3YozU4z6hwy7O3z8PEK7954wMZhDG4dpE2qsja0sb+VNqC9Qqbod+UrqNrE8c59lC0fRyMijiitfkz97o/xdu5i5VmTkFbmo/707mZyvFscZ9DmqYDLeuo1T/f5S9sGLfOWjbHVkCEtNDGWg5Ee/ZlX8DoriKCVZ9UZXCAtG2HZSJFtvpmhi4XJ4QWRi0FMOA4vFHyec3wWbBvLsnLHu/EXH9dLxRFqoLXOMP6cTPi0jsBYIEjlWgbmqYrAkThRmvVOS+sfhS79/z5UklUwHDurugxGIVa1ifEXaCxWiMKEcDRkECUolSAtQUEaPBmBCpmcKIF0GIQxYZJyd+UxQapo1mt4jkulUsH3LEoFn4Ln5gTIAqVqjUXPI4oiev067X6Px4c3mF/wcd0iqbR5/8ketdRw6UKd2WaBIIlILQfPyQhElnBxkQyjEDxNHA2ZK1exhERKGykdbMsjDAZASpSE+JYkMYo0CSj5PtGoh05ttNLEBny7iusVcR2PQMUYBFGYtZO50T6D9gDTXAAAACAASURBVCpPQsPtjQN2oxi3nHL/3n0++vA+t+/fJwwCfup6hKMQZUkO9jqsHnYoBwo3rrA/P8n0ySaOMCT9gO7ddaKix8bqE+yCy/JX5un3Ogx39p6aRzCej+OMX4xbXsdQlsihSJEryuUriEgVxpFoyZEGvdQaOydYiRSccxPcv/GYldt9Rr0Yd5TZIsdhpneRzRPD4zuDjEiYZlmUZf167PRfeqSWjzY9Vh49RtoeHz1Y5fKF0/zo3Y85eLAKjXmCOOXdO+sszFYJcSmUijwZHfDGaof2rZt0BxHf/N0GJxZPcm5piWLRQwpNHCccrK2zeOEie60ubqnMo8dbuOVbXL5+hSRJ6Pcj7DTBdwSlUhFtS06fmmX/wQMKaZdaTTB9ZoJ0OMT3K9SKz7O5PuTujT4PVJG4dg7hOqjt+4y0YjBzGum5VB1JYXfIRFHRCwNG7XXCaoVQFnB9h4YVEQ4iEg11CcJzGBbLjBoLhGGPJPRRwSGHwYAYRTNtY4IW9+0J+pOzDMKAwqBNcdAmtH26foXyfsDK2x8jmydYNS4PfvQzNib3mNzaZLS1RjK7DCIFUlw9oNo55FrY4ZnlGU6/OM/d3S4HW6vEkcXi4il+5w++za0f/B2d7Q1OpZIJy+PMM6/g1WzuvflTnk0T/JU1lgsTOI4iGgwp2Q7N+gSr66ssXbjIy196jeFuh4UTizRPLPDKCy/xb77+W7z5H/6cS29/zDf/3X+LZxu2/vKv6bYG2OfnGZQmsU5fYGV9nZ/+w/foHRwiCmVSUra31zEqkyRX+p8JAcBRQfwzH/+nPTbOiI8DgTF+50lB0xNYaMIoZnvvgG6rRckWFCzFo/ufcPXSRW5+9C71is/te/f5h5/dZGQ88KoYYR3JvBoMygi05RBMnKF35esES89iPO8XN0DxVO0iTfB3Vqjc+SnVrY+x0zBnWJJl8znFMqt0jwOG7D/Lyr3Xc/GfX9xc88Uq3/wty8YrltBak8QhOkkQOs08p/0amT4/xLUlRjMvUH7yY0xiQOqs3cr1kDmMMLbwFUbhCKgJySnH5rpf4JxlU7MsHOTRrz5uUTFG5YGJJFMnzGyFM7+BYwwLozOtBHLdQDGGIziCP8bn8EhVUMicKPivP2zbBy2QjsZyXNzSAuXmPH6pShiGmEEPTILlF4h1iTAKiId9UtsgcNg4TPmf/uZDJqv3UEkEFvjlIq7v4roO1XKNqYkmzUaFiXqdaqlItVLCCEHValAul6lWa8yZhOH6GqtrCftbLRJ8dnoJsw2fomtTikoEOiIeDJBolC9xPZtioYBnOWghsewU1y3juAUcAUWvkntCCLRSoCNGUYznF/BLJSJhGCUJBCHGrlOqNimWykxNNPD8AAsfKQRepc7GrfcZrP8cb6qJNXeKXhgz6oc82LrP7fduEoQpJy/PMzzocXjY4+z1ixzsdmiv7DDc2meA5sSJApf/7Wl6yQSHHx4gu4on6xucv3KZRnGe4nQF74LDKBhw61aL+EiAFX4hID1SyMrvF8cb/rjddPwaocURNyDrJjjulLE9lysnT9CMGty4uUfQT7GEIBymmRkSWVAhhERaGYs6DhRKaaQtSZPPB48FoHHyEq99+0948MYPeeaVC9z/8OfUSkUkgt3tVSxpM4oEf/F/fo+l6Srnmi7Vgkc/CNnYeEJ3fYsbnuCVly+x9MxV9rf3uL22y/bDuzQ8m+piBdwik3NVXnntNeYWZunu7TBstSmUCzQbNWSa8OTRKolv4VVLTDoR234Zu1FGyH3CYR/PEsx4CedOKdpz01yaLPGX3/2Yx3oC+8QZwqCLvf0IN55nKAWTg30KtmCjE3IYxcTKIUkThFfEIaA03GDOtphPoNTpMGrUiL0CZ66U0YMih0GDQPW4cvkCG/dvEa2vcLPbZTS/iCl4RK5LUijQ7HeotDcJBi3aSZmPdyxcIViLDYOPPsCaG5GEEVGhQaVSZTQMSFyoHj5hrvOYyuXTeBdPsx/AT+4NUM4Er3zxKjffe5uVtRWWX32dGRVw53/7XzGjgGvPX6b14CYTxTJBq829XsC5619iIe4wt/gcD4MDFk6f5R/efoPO0GZ37Q6u1py7+hzFco3bt1e4vNjkxCji5PJzLF58gcJEhZkTFwl7fYa9Hfof3UXoIede/SLJKKK/c4BbrdEdDRFa0t7fzTwN5D9XB+A33H56mDFv7qnU/pere7/w/KdAA4HBE5qqnZXx+sOAwXDIoNcnGPZRScj8ZJ0bN1bYqxVJ4xEf3ljn7to+oV1FSIdUG1Tul54RLATK8emdeYXO5a+S1qaPrHCPMH/rGCe3Bm0qd96i/uAnOIMD5JhxbMxREGTG26CQyDHgLrJjGW/+YxtWpXROvMufZkyGnUsLadtYjostsq+ghEHFCum4aL/21AInGU5dw+s8wuo8zoR/bBdhWUeOfVJIXKEpG8kLBZ9nLYsl26Ugreyzxxh9nvrbUmYiFjrfuPN2RXNUWj3G701+/FrkNRzLOvI9OCJxGo0lc0hCWqRxfMRX+DwMR4F0y4QIMDZWoUz3cJP29gpxGGFUjDEKIxzcwgTSsYlHCXEQAhqtfQZC0t4fMGx1MxEkqagVLWrlIr7rcleAMZpGtchE1aXsaOxijebUPAuLJ5mamqJcLdM1bYoFwZMwZuVxl2DWoTkxRXNqgt1+m0EYc6LQRBpI44RB2GOyOI/rejhulTBSOE4By3KQaYCHIUwCbGPw/BqJSRmEXXSa4vpVtO3iV5s4wkKnLrbMdCOM0ThCIixAWtTKTaLZk/T723jNE+jAxXXaPHtlmapdZnV/nd5Wm+tfu0J394D3fnwXfIklDY0TTcpzdfqtPqLqsXmwy6g9wFcWS1dOo0qKF2ZewnzSo7c/ondniOpFWLHhqUsomy46w/15yuIi6zAROcR1XKnKymjkFa/suTrXphivNiXpMr3u4Pkp/XYn0/4QJg98j+eItASFikWaGvSILOBV8Fml03/p8drvfI0//Z2X+bFvKDYbrL5zi63vfJ94fZXfe+0yM5ev8tHtdURqmK0IpsoOEsMXTjUofOsqf50c0HRHtLY2YGqet9//mO7OHq3WHk/SlKX5KSYXT/CD9x4xV29SqZeRegLL9wj7I4quSxKGaKPY291nwrZYPLGAP3cWK+pQinuIsM/6/UecKgyxRh1MsUl9+jxfeu1Vop/fpzfoMpo9RXF/Hb+1zWB6iUHngHKcElChZwrE3jTK8vFtSX3whOnBPieFTVWCjhOGERRtj0ZTIycWmZ+/ysvPnWdhocnof/mf6d3+iAndppUG9BIb5XgoY9Gv1mnEA5LEMIoTNovTnFhYhp1dym6JjoZw1EZPnmEoHZKah1MsYHf6OP021RNf5d09CDcPWdkLef0bv8/p+SK33nuXUm2CwkSdZ77wVbY/uYG+d4/gnZ8y2D7ELtq0dzrMvfAaS9/6bdb++q84880v01p9wN6THc5evcaly8/w5o96rN76mPfff49XX/86wcEhd370tywHQ2Ze/C2iZhPheySLSxBF6N0y4f0Vbvzn73D5G99GaijPzDF74lTmFxENeBgo2kGbMA1/7bz6jSTApy+BMZZ9fMfRVXoMF4hf3PiBIye64/c4HhaZm1/Q3qNvO2DZHLa7dDsdet0u+1vriHiAQ8LJ+Snu37/F+m6H/T5op4xBkiiTea7r/B+CpDZL5+JX6F/8IsYv5Qz3p8r3+e4o4oDSxl3qN3+Av/sQC5OT+nRWQnyqQKByoQZpsjwjk4oUeck884lWOvuNpLSOXnu0WSqFlBJHZkYSOgnRUYhJk2whc1zS4uTxBxpI/El6c1+kOdzGQeE6Ti4kpCgBy77HM7bLBSlpIrBEjoWaLBtSWmdfKj9fjpQoRNYOaQxiDJRYVsYYzUVvxrnUmKh15BMuJeisdCrzqoCUFpbnZxCJ0iiV/kqXx7/WMLaLsH0spYiCCLV/iCMyBrrtuCQi6983SiGjEcJx8YTMbaENOlXsbh8gLJtUSoqlErGGndGAUdBCCk2SZgZSnmMxVXc5VXfRcofDrSe0tlZoVGvYRYdgMcZqpJyZ89CxxVoY0EqG3IkUIok56zUpenV8zyWJR0SpxihFIsGXglqxgu1WUUIRdIcYneaeAzbGGKTwmKqepOyUEAJcaYFXwPcKBP2EOE0hDOn1Uk7PTKJsiygK0Dpi/tRFavNnSY3F6kfvc/3UMudePEu1PMkPVz5AtkL0tGb94RZz5+ZxTlRZf/8RjpAUi9NY1Nl9uM/f/8W7LM/Psbw4w0x5ismXp6j3ykTzPm6wxWgUIjsaHadPBYl5+V+bnHsyXmfyXf7T5tIxMpVDb1amvmZMdo1qQ71cxHJKvPPxO8RJBBKUyuS4BWQkKQF2IbMgTsIMypJjIa7PiZw1wGtXzzBZLTE7O4uME77xJ3/An//Z/0iwu8MrF17EG3b58uUzvPral3jv3ff5wX/+G95+5wb9fosz1TJ//PXnGe6tE/T2sY3E2n2EbG8z79u0WyMOW4c4RrG5t4e2BIWiTdHxqNSqWJbD+uoT9rd38ApFHAQF26HQaGA6A24/bnGwt8NETeBXp2nt3KZfWGJl12fvYJNW6RSN+TnU6odE1QWkV0JaDvZwSKQl+ynQOE1kD0nL8zhRyKRpsTw44GQKka3o+0USt8hDp8JFq8zBIOD5L1xj9pnrEMfcfvMntH70I2Y6Ad2oy5M4IbYTbClJ/AJJGGBsm7BUR4d9nP1H9FYkpr5APFvH62+jDXRrE8SFQmbkVSgwVT/DcPVd1lZXua8lz11eZOnMNP7EFDMnmjxz/SWee+VFVu7cZhQrll+4RnvUZu3eKuX5JVTnCYXGLF/6b/5rwgp4toP0hjQqFgfFIjv3H2Apie/UcAo15k4vc+nFa8SDFj/48A3e2zzk7OIms61Das0GQa9Pb2OVe2/9mN2fvsmT7QNqjx8TdANqJxexZMQohU6rla0BboWlM8//2nn1GyCA4+3+l7P5rMwmfunZv/j/8QNPZftPle8soOICScRuv0+YZm5yo16Xg50tkiTJ239SVBpy98FDnhyMGCgP5WRZv9Y669/O31XbHoPpC3Sufysj+rlulkGMD8CQ3dYKt7VD4+6bVNY+xA67aJOCkEjLwih9lGHrXDHK5J4BR79NfvzZdpnBAraw0Fpl/KGnsHNynoDEYKIhcdDNXQcNwho3QwvAeqr8CQhJ2DxPVD+H13+IRFNGcNq1uW7ZXHY9ygaEzjodMjOhjAMxtuTUCGK/QiQFjXiQp/vH321MbBwvuiI/Z1auW4AaGyWledAw/j3H+gTZeRAmb7VUfG50AMIkwrddPL+AThOSYQfheVmQYxLSOCbN+/9lXiF5RklOu1VWRMqNZEiUpFm2adkklgDpYHk1hrFCD1pZxckYwhi0SrCNwvM9tLSI93YZ9NtUqwXkdIVq0aFpuxQcj/7aPqkd0t7XLBdnOTdzAZMabBEjdIq0BFEUYbk+OlUIV1IslkjSEOV4mYKkU2CoQooCMAJpLKSw0YnCmAi/WEUZiZZ5oGZJHFuitKZUn0L3+2hspFOl5EmCQcJSeZr9YYtF5tgZtPALgvrUDD/8yRsMVMS1b1wiHGnWKkV2Hu7QPehh2w6OU8LybM7MnWayWMKspfhFl+IFn+lLCxw+hs17PfRekM0pOVZcMzmXJg9eRbbyZJdBDjdxDDfld0BOThWWzLpjtMEyORFQSixH0om67Pd2SPPqoBRWfn3kBEQJyUihpAAtKBcLGERewfv8kABPzjaxMCRKE/e6fOPiKQb/7k/5q//wHdzaFKVKleULF5lp1FlaXERpQcEvkOoGg1HI5YsXeSxtNp7sslDSXL68TLV0HiNtDnuK+fkFypbg268/w6g/olF0kZbkYP+ASrmC7RVpNCepT0+QpIqD7pC5UonZZoU7QrIbTTLVmEJFj3l/NcRx9ildeZ256YSJeAR1i4Hr87PbnxCnEs+BoD6LXVvmZPk03vRJ7t17yGFfYwuHyqDPlFa4gP3ci0w8c53Hq5uUlKB2Yo6li4s8Xr3P+xst7F6Hc2qIv3mIqxX1pAf9NqNqE8fxwfXxhz1E2MM93ANHMtrfZrimEdUGo94uxURhL10ltW0IQ4Tno5VCVSbYtqf427cfEBZcFusWz778AmuBxcT0FF/53d9G2II4VRQLBSSKZBgS1ac4/9LzPPq7TZZmJ5FBC+H4VMsVdvcOmZudxW+e5uKV51hZeUwUJyxdeAbbsgkHfdqbW0wCNw4OMLducvKdd5icquM7Pkm7hzSCzd0Wg1HIvfd+iioU2e5usa4U2q5gwoRSpcZkfZprr37l186rfzRT69MIf+ZTHv/l8cuxe9Ybb3CEoewYXKFZ29tnY+eAwWBEo1pm1GsTDTroNMZxbLY7fT765BYPdyISUQTbQSlDmiZZAJD7LifFBu2LX6V3/ovocu3Ytne8YBgBEmQwoLz6MZM3v4832EPmJUFhyaeSjbH5TtY/j8mV+rTCkhZjpz4hRLYxkllGaqOyxwyAlTn8CYEiCxSEUehUHd1vRJ59C4vE8ollkXErx7ikYiyfwdwXWUgOeEWEXHccTls2dp7dizzTP+6qyDbs1HI4dJp8UlzkZnGBl3p3+MLobnY8Y+xeWLlqYJaFZWZFGZPU6KzjICNj5VGJUQhh5+dcHK3DQlq5PoBGaguVfj6MVOJgQDzqH8ESxhiiI4l3wRFjM7f4DJFsIPiDF7/Etck5eh+9zUrnkDQO0OGQIBkhpMByXCy/RGoshE6Ofp9+mLDXhUnbw401kYoZRgmHScAp4TKIbKRIOewowlFMzfdoOCUuT81TsG0SKSkXG4zaW7gyY/kak2KUwrIclEpQaYxfqmO0Jhr0Mv92z89MgdIwU/vziigVIcjcytphD2FbCNul0axj+TXC1MXYFRzbIZUC2wj0jqG6WsVeLGB7gseHq+wHu/zwhz/jzhs3UCJh7tQUmw/2sSYr8HgXFcQIJ3NenF+YYX6+yeLULBfOXSIaJsiCQ+or0oZLPOGgHZVXzLIgIJusx5v6L6wleeCelf3H3SXiqYczHE0YsNLMSnts5gKaJ9vb7HQ7uUpbJrs9vsQtS1Iul1FKEQQBYHAsTa1awHNsHPvzQWQFmG5W8W2LU2dOMTgssft4g/PzM1SrPn6lwuOVbdp9cEpl9jo9HK/A6soGJ5ZPcjgaobRgMIzRlou0LKpzi7Q2tjixtIhTEsTBgK21dTzfR0UheBZhHHH21CK4Pjf2QpoFw/zCHNIWOLbN3uYuURxTb9a409G0wxBn+JgXXrmA09lidnKNbvEEGyttGvM1hqUlPrl1l1E/JK17TMyU+dP/6hvMeBYHhyOscpn3f/weJ5ZmuTp5Gv2j70BnxKkLl5j7/d9F317lim9TKQtUf5elCYd73/8H5k8sY7V2EEFm3lXUEZXuPlvVGUZpilCauNsnaXXRqcZKQrQo0pw/T0co4pWHDGcvIipN3NYBYZxgTp4iHAU8erSOrYrY0RDSkAcre1x+MUYGMYetAZMzk9z8+DbVehXfs9ldW6cdpCjHZmb5DCs/dBg+us8Hf/bf0/jqbxHLAhOnrzG9ME2p3cfxfNZ2dhn1h3zhtd/ioDfgb9/4gEVf4AiL+doEg/YBN7/7X7j24ssIVyIRNCpVlq+9iup3iB2f2w/vs/VkE4eEouMw4Vepzp9ET8xQKv96Z9bfwAH45YL9Lz8+Hr++3PurPAKDIzUlWyON4rA7YPegw2gUcrC9iaunSaMhtUoZVMT21hPeevc9Hu8O0baPEBZoUKnK9M21xlg2w9kLtK/+DuHcMsZ2OOrpHy8GEkhT3INtGje+R2XrDk4yzDt9jtLto7xjnOUaYfLAIO/Bz7MORLaYSGnlGyZHwiFZv7yV6wLlzOb8MzKZ32OhGU0mvAOGWLikwjsmQR0NSVw9ydmZZ/jDwV0KWh23fDylR2AAZQyx5XHoT/PT4hneKJxmQ1bwdcDrySAXqTguiGil8hjpmI+R5V3ZYqvH4hbjby/yrCxvQTQYJDZjToW0HIRIfqU69K82jDkSUToqrTwV5I2HbVlgeSAcdpIBf/74BjNxgNeYxIkTjOWQBj1sx0FKQThsw6iPJSU2Js8qs2AzVZl8gspJ5kqD9qEziqlHPo87AffvRkzPe1SMy+XpGWqlErutbcpeAYpVCqVJoqBHMBrhODbaVqQm0yCXVhFLKoajhMEgpTFZwnVcTJziWD6eVwJp4TgefqGCURZh1Dk6VterkcoCghikIdYpNpIodUkTeLi+StwfMVeboj5y2XlznQc/v0XU7qNVyod//THF803sooX0HIwtkZHBkoLpaoM4DChXy7i+i+M7UPDYi3Y5TAfsRy06wwFKgB4335jxdSpyed9jXP9To4Gnb1pgey4acEXmmiYUFMo+5QmfvScHdIeDT5kYgtnZWV566SUGgwFvvfUWQRgwHEWEUYpjCxzn8xMA3P7oEfOzdQ539unu7vGj777F4rmz/PEffYvZhQWi+hM8z2d+foZyvcLHN27y3ItXmZ2dIDh5gkEUcf7qRTrDCM91kVFCpzVkde0JzZl5SpUKW1v7aL9IPBjh9SMOWi3CUBMgufNggwVLs3xyCsu1GAz6DHojRoMe0+UiV+spgyf3WCAk1DYDU+DmOzfxzySsbx6w9uiA1fV9tgOPtNDEFYpvv3Ief3DIf/xPb9Oz61RNwLf+5JvMTjcpxwM++fn3KfdiDrf3sfd7tLo9XOHxZGudibLAq9jMzSwxCmMOH97BMrkErlZU+y0cW5LaNrp9iH1wQNqYIUZhhQkuRbrCo+N5RMuvoAc91MYKlrCRzQmMlFmFdnsLK00xwsYxAU9GKT/9yYecvnqZv3/3Ns/MlZmZmmIz7NM/3GJ3b5NAGEpRRPfWHRLjs6mGlHb2OHjjJ9wqLnLzf/87vvrVlzh1ep7RcMDV557h3Okz3F19wptvf0h7fZsrkz5XyobKqTMUXAdpwWa3T6NRwS03CBLFaLrJMDhATzRJw1Ncmplm7/EjzM46enuHUX+AnmihPmMaf/YM/1XmXn7/GKMWnxUffMoweEJRFBkeu3fYpj8IMCplf3ODUa/Fnb0nLM5PkwrDw8crvPPhLfaGGm37JMpg5fh7qrIAIPFrDM6+TPfq10irE8dEv6OSeva3DEdU7/2Mxr03cXu7SGOOvvpxxpC15ZFvzsdOfBJyV7LUmKfK+3l5Mi+DY/LNX9p5SVMdiTAI9LEko8je0+isjS+JQ4SUJFqSCUOOs6EskMiyJYcbE9foqX2Ko/0MqxQSLXRe2ZAETpl7/gl+XDjLh/4JNmVxXNDnjB5wUvUZ2wwJcxw0jH0Gsk8c2w2PuQzi6D3GAIFWOud65NBAmqL1CGHZKJXmLlWfj1EqlRiOhjnMrD8FTjbHVRwN0sqCsyedHtujW5ljJDmPQxiioJtVQZBICa4UuJbPKIkYSyUHqWYYRRQLEl/aKGVwhUuQWhQioG+YmStwYtZHdhQNt4DluBgnkw+NVEK9Ok25Msnh/hbaRLh+GUvYICwsr0AcHiAtSXOygXAEjmszGPUoeA2MAUfYaLtIpGy0kgxDheu62JaNJS1G6ZCWuk9rFOOogMnCIvGgwonyJKqcMDMqsf9f7lCNY+STgOXlBTYcye7DHZJEUT5T59Hf3IZYISsFpE64fP4yv/c7v83q2i2qzSbasrA9m8P7OyS9FsNCl7Y+ZBgEuY7EOO7UIHIlzKfjs6fKjUKaX4TGxmfPsdCWRCiN1CLXDtCEg5DHay2ieECi46PzfuSukRM3O502zWYT27aOfDmUSlFKEMWfny6A7Y/vcfONHfYfPcJThoebO8jyJBe+uMAwgtdfvEKp6OE4NiXfZ6IxwYm5aYIkYWNnn7OnF3Bcl807jxn1RlSnJihUqhgkpXKJ6ckyrY0trr9wFWFJWr2AcmcGPIeL0xV2tre5eXed0lsJ1ck6w14PHSfUGmVmFuc5T8j3Pugyff4CBfrUJ106GnZWt3lwf4/B0GbfTNG5+CKUK1yuSi4+f4W/+B/+I+urW5x/9TTXz11moATf/eF7pIOQaj/zFpmYaNLV8O56m/NtQ8OKOdzqsrezzqkv/B6bN+9g9tosYUBkpleuCik4HqFOEdtb2EaDXwDXQ1UFke3SCgPCbhu1sEwiJe7DWwivQGFultD3SVoHyNEIoxQCTdWyONFscuPhLqeWTjKy6mxRZblZ59GdLn/5Z3+NurHCgQC3VqH9kzfxl84hiHFaPQ43D1gtFGntvsNco8K5S8u8/d4ntHbbnL9ygb//4Zukuy2mZyZ5dnmaZVey5pQoTU6Smhgz6PHg9mOe++ZpXGzSRw+wlEc3hemlMzi1Ct3HD+ikCV6a0Bgannn5OdzJmV87r/5JXQBPAfi/evvpJ5tf/dMShoLUyDRmt3VIuzuk3e6i4og0DkijAQe7W6yuPqJ3OEe71+PWo01iUUJ4FUycAJmk7//D3HsFWZZdZ3rf3sde7zJvel/ednW1bwDdaBjCkASHIDHDoTjiSA8ToQg96kVvihhF6HVCeprQgyI40syQFDkgQQBEdwNNNNpWd1V1+SyX3ty8efN6c+zWwzk3sxogaEYcTu+IqjTX5D3n7LP3Wv+//n+BIpA6g5EFaud/hcH0aZRpcZjxP1nsFwTYlTUKN94gs3sXLXAOOUYglgHFGmKOVARiSJMPs+Mnko8wLoKLNuYwMucZOulpeiTJOrQFjGSBupSH5j1DJQEEMaIQxtVJ8rDuCaVIEeAAvtBBCta0LD9MH+d3nCaWNyBUCg+dmpHlbnqB11NL3DdKNKUVlfapqDpBqIBTqkkp6EXHLMWntdTx/4pIVjgMCIbtfZ9sK6zijFoS8a5RYBRCCG63TRArIT4rKoBsLofjOPiB/0uAqiNpVdrGoQAAIABJREFUpq7peN4gkkI6PVTgM/RIEvGGofxINQAgDZMgVHiaIpPPo8sogDQNiWnqGJZNMZdEACIbInSwdYNMSrA4mmK/47Jz0OJOchO73SSBxvj0HNJKgG4iCCmUJ/EGfZKJNIGWIFDRImdYGYRw0SyJ8l18r4ORyqJCAyGtCEkSOlLoBMS0jpBoBoR6F09W6Pa3uXdwl1QQcPfeFo1dn9//J/8tL7/0eVpvPqC2ukooBKfkJBefKvND6wMqD7ZZODZGaSTDmh0VjkrXRzMMxkfHGB/NUaunyBcK6FJDT5kMug6dnRY99qlVt3D7HoE4CjkPN/Y47v3UuiMESsZX6eevnwBp2wQqRAuHNqzRq/1BQJs+Tq8duWRGMXx070mB1CRzs3OMjY1Rr9dxXffTkcdhvcFnY9z96RtMTc8zWSxz//Yt/EaDq5/c4sp2l9nZcb75rS+Q9Gu8eG6eWq9Pp1Yl8KNi3HKpxFalRbfVZXykRLVSZTRtUrFtnjp/gmQ6wcfXbtHc3ea065BIpSjmEvT9gJ4XkMkkOX18DpXI4PX6zJ85zW6tzfrdZU5MTJJMCNo7Byycf5qVao1XnzmDpRvs393j/q2H9IIsxsJFhEjhZ0bRlc/p4wXWB4Ldrs+Fs/N8+zde5gfffZ2PHzdoKJ2kM0CYSTaE4mtfeIF3791A9lrMzo+SDLs83tzm0qULnPjii9zb3AcfOkLDBFwEA2yCRh3d7RP2WzAxi6GZiFQGvbmPk0yguW1kIoPRbuIPHLzSJFptA7Oxh5VMEdT2CMujKBWgN/fpDQbcubtKICSv/+hDgrEp7q7XmbBOs79VYWH+GPeu3Ea5PiudFiid8e1HjNYbDNyADgbd0MG1k9Q7Xa6v7fPmjU0M02Lr+mOqKxss2DrPHp9ixuzTrRyQPnmBzMgIH3zwHrn9XcqJIm+/926UKG7vk3Kh2uhz5ukT7Df3qRzssd/ex8LET42wny2wubf7S+fV3wEB+JtpgL/2RU/A6gLQUaR0RTDosblTYWu3ipAaCcvgoLFPZWcdPRwwmk/SzFg8eLzKdsNDWQWU0FFCA4KoX72Q+GaK5uzT1E+/gjeU9w0h/yc2f+kOyKxcp3Drdaz6FlrcQvTJYxvu75HaKOo2FlPvEEb6/k/1thcRbA5R5i+EGlqWARIZd/lTKtIlR37tIGPJYZRlBIde+VJGzn2WbiAzJSpSOzyO52SHlqZz1cihXPCkzl8mlnghvcNsa5P72ihXkkt8lJxhxSzGVpCHhOlwxUNTISe9GiLwDpGKUKnD4x96GkR0RXDoJBjB/NHiK4UgOOzFCooQFfc20AyDIAhj3l/F7Y0/G8tnqBSGHjVjCmO9/JFULKZlpE46W8KyLRr7FVzXIfQdCP2oI50ScX9viaaZkSujUvh+QCgCQs2nlNOxTRPf17ENi3QyiZ1KYGSypBImiXyAnVNYUhBoGrZlsr/eoSMNbtbqZJptXl08S9LOI6wEThgSeH3wHFKGiWXbhEqiaQY+YJgp+kh85aBM8Ps+mp3CMgooLepgJmWEyAx6Dr1eLyrU1GHPvYrfe4QVJDiRHrC7kuXGlU1qDyt89fwm88VxpGZgKB+sgBenL/Eo3ad/0IrmsSHJmElSdhJtbhwTjUHdYXpmnH6ngR8EmJqGtDWkrZMYS6Ny0ySub6Dt6IShBPEkSqSihldhjGbBUSQgPnWpPj00iTAiPwxNKQIh49qa6PlerYPbah8uDUfvozBNi/n5efwg4KBex/W8o6XuszF1PzXalTZOpoF57BRVe51GZ4vB1g5utcupos2dzRqPr9ygbFusba2z9eAhdz66jmdnuPNgk+XtGt2uy7e+dJljS7M8erjBWr1L7aN7/NbXX+D8uVP8x/c/4t7dx5y/eBIrnWZx2iZtmXiuR6mYI9cOeH+lxic//ASn0yHod9CTWZo/u0nb8SjNnqWiG7yzJpixQz66tsbd6oCTn3+Z8edf5a3lbbqOIhw4zJXzbNd7jJQKfPtbn+PKWz9j/eMr+F1BZmaJfMLDnptnqlwkd2yBqUaX9bv32Lizh6Y8ZheWKE3PsrO1S++gzoiSeFLQxuBAChqGhvAGKCsFhREC08QKFcl+h/7WKlouj96vI4wkWqeOkSwSjpQJfZ9Bo4Zu2AgFQTqLsbPBgqWTGJ3ndr1G2O9SzWUZ1NrIx+/xvrPDsekiU1NZdqfyNNcPkAjaYUB1r4E58FBCo6rZJMcn0JZO8mCnSbDTRSQzhEKjrSUIs6PU9tdprq/xyf4Wpm4xMTrBo1aXMTtNolXHCw1kukCr3aSzu8V0pkg6ZTB7bJbGjTooiesH+MLDT5p4fo9HD2790nn19yS5hoHA0eY+/O5JEPnJYRKSlAFur8/t5QdsbFfIpdN4/QaBqTFSyJLUJ2ns77C5/phHmwc0XYlMFPGidYHA86NKbd1kUF5g/8xrdCaOo4wEvxCcCBEZ+uysUrj7FtndO2iBi9BkDGnLQ4tE8YRJzzC7PTzKIUUwhNrxD7OoSP5HnMUrROzjN5QQhRy9r4g/k4r1ysI40tJrUlKyLM6kMlzM5vmkOMdjaRDGtqfzosd5b591eYqqZoGQVPQM/zZ9iaR5httmmbaeIhgWOQzh1CdgThRYBBz3a4c0BijEsBhKRESqpunR5w4DpBb1hwc+5WIowwik0OLrLONgw/MDvCBqiCFREMbNiz4Do9tuR33n40AmonPUpwAKXTew0zl00yCZ6RM2GwjAQuKgCOJjNe00hdnT+E6X1t4aTreB1HQMXWO6nGB22sQNQ8LQo+8c4Lqw097CbwoSQZalxVm6XZ9232Gt6bC136NQtCgYaS4tTDE3OoptJRm4fZSVQAkdy7YwTA1hJaDrYoQummGgSQOl67R6NbopE8Mw6QUH6HoaN/QY+B0arQrZ1Az9nk+r3SSVTDMIGtzf+ICVazucH8+SOVbA1osYdpXkWMgb7/yAf/Gd30I91yFdKDI2MYcxNc/qgw/Ye1xFs03ark+t7iJzSfKJPMXxEvd/eJ3/94/+kN0Hjzh//jy9Awd0B32vjsxIHnU22O/s0NnzkCLm+J9U2YUK4auoIPcJHEAwBBqP6MYheqck+KEPShJI0EIVd64kUkEEASr0D+/zo7eOGlbdW14mm8uxtbUVvascfpQoSE6lkv/F5uXfd4SjE1gnzlDJllkPNaqexki/y4QW0tvc4L2ffIDmhbz+o/fYXb5G79Ea1/70+ywrnSBT4OTli8zOTnJspkwpn+LGrQd88eljpLJZEgmbnccbjE2OceGp02y3Hfa2KyxO5bmz1SAlfBJSslzr8cb7dwm6XRYKBkba5P/5gw+YyYac/eJXubLZojtwGJ2bZN1xeKSPcea1s/z2v/oXfPfKCo2ugyl1ZDZLeaLM1k6Tb375RfqVbfZ+/EPO5Ef4xm++Rml+BiOdoT/wOFbOouuKhKVzZn6S6uMVal6CZmcct1+g4w7otzz6egLb69PXE6zpGg4DgmQSUSgTJmah28GQgn6vQyB1xicmSe25tGs1BipBOF5E9xxkPkPQUYRr97HmTqP12oyacObzL1DzXbT3qyx87mVEeoSBlBibd3n+2fPML07S3VihkB+hu3bAQAXs9D36gcmEgAMB3ugMZy9fJDh5lsc7TdbvP6D58RU6gc70Cy+g5Us0dza48rCC1+2RS+sUPnyAyOYoG33mGj2KC2VOXThFvlzmze9+FzpdlhYnUZ0OGeUxltLYAULls19f5/FtG6/X/aXz6u/RDvivrcoZ3op/zSNgiRBTuTTqTda3trn/aCUyKVE+9f1dcskESW2EQbfNzTv3eP/mCu0gQajrhCqy8A3iXsietGgd/xz1s5/HzY9xaDhwyPVHP+itOtkHH5K79zZW/yBabBCHGb5SwSEMf9jMh2HWL9A1jTCIXfIgCgRiCZUi2rSHeMAwm5bxa4WIW/LGC4h22LM84v81cdQQKK/rPJPKcMFOMqcbCCV5SyXw44VOF4pC2ONkY4Wnxyb4EROHrXyvmVPRlRMizphCnuiofnRl4gAlHXpYTpuh/8lQUsXQOEURUR8qfh+lIzUZXc/wSA4VURxRB0QVqrg/ASgVnZuQoedAtGl+Fobr9aPsORSxS2NcOKrU4c8K0A2DTDaDGrTxnD6u4+CGfhzMRdfa9128bh3TTmJYNm5XxJ4HIC0LVyaxTYmlhRTSCl0oshkDCNgYgNcXBJ5PrefiBiGFgsFYyWI8UaQ4kkEXFpryoi6PZgJf2hiaRhA6BCFYiQy67+AEIb60GTQ3ePz4HXZKPtmsjteVzBeepS33GQw2EaJHqzuJsz8BSiI1nY2dBrd2G+hOyMM7A76w8HmKhRyvfHUdL6OxubnHSvNt2vk1jr34Zfx6ieurt/nhGz8iU7IpfmEWY7aE9Dyceo+d5VUOxkdQoeKg0+DO+n0EErYdsCS0m0hb8oF6SHIRqldbUY3IL9QXiU9JhOEJmu4Q1Xri6YCSMmK5GNajiEPwUQqJ0jVQYYRehRDN9zho9Xxu3LwRJQTRH3kiKIwRxM+QFXAzm+VmYHLjrZ+yt7KCGfbJ+hIZgHJ61Nc3ufy55+jureNsbVJv9djq+sxfPs3Tz1/m8vnj7DTapC2DtGUwMZpj0OmxsXPAu9cEy1sVxvuSh+t1ruz2WHuwypcuLZIs5TjodkiHin4ATccDoTFeLPDU+TJ/euc9RqcX+cYrT7Px5l1mzRS/+vQ827v7rD1/mW997UWEnWD19i36rolVHsEOBtgJm/OTguOjST75w5/ytW98kWMvf46m5/CD7/2MR6lZQqX47149yfq9G9z+8zeR/gBVr2En89TuhXzUaNO1MvQdB5WbJXD67FuT9FNpQqdCsr9PP5cHX0fXBMl+HT+TZ+Lys1yaHWG/kKIrkwyabRwrhbO6guU4GG4PTShspwEDn5PTFq88W+K9+7uIRBrbsEiMl8iEXV559jWevnQaLejx4KcPOKjsYzsu407AWmhwIFP0w8hptDU2RSqZxZMWvgppfvgecncXJ1Gk3+7iOQFKmPQGXXyvh9NRVDzFifOXefD4GpbSCBoHzKgQQ4PnLpynvl1lZbdCq9Gh+uAm6UFI0k7R6Xfo9hq0Wx36nYNfOq/+Qcpcfz5MkCgSmiJ0umxV9riz/JBKpYrT75BN2LhdD0uEZFIWrXqVtc0t3r25Sl/LxIY0Cl+B5/sEIQwKs9SOv0TnxLMoO3G03x8CEgrp9Ehu3GPk5o9INLYI3UH0JC22pBUigq1DBfLT1fzRZ45DAjnkzoeWuQpNyBjOh0CFMWw/5MajwEOLNfhyWF+gCSzDwnUHUY2TJpBhyARwPpnm2USCCc1ARyD8gL4KqYrU4Tqni6i+/t3kPBt6BuWKuDMfRNX4ElRci/CpxfFJlCaiAcpBF9vpxD0DokVSCkGIRKkAP3SRwkQIGfslKXQBUg09AsIIiomxVMXwd7HXgCRyC1QhQVwTMVRG/NcepqWTzI0jdBsRBKjAQ4UenuvgOAM81yNUIb7TJ/QMPM+JLJrjro9HSIpADbrUNpaRmjzU/gsiF8cHa1XW9zUsWyeZMkhYOoYuKAxssmmLZMLG6bqUchkavkc2n2A8K8hIm5liktDv4KsMfdkm0FNIN8CUFraVIPAElmZjm2nCIIUfemx7D+ntfUj1YB+/5LGx0+PhzZDWaR1Tb1EeT5BMwX79Pvdu7jM1egokrN/ZwO9IEiLFwSAkDC0MW2NkNuRm7QC30OJh+23U8iQjekBlY52fbbzL2DPTvHzpPDUZsN/v8/H3btLZbCCkortSwdRMLNsETfDB2l1e/+g9CrrJq9kZiraFU2ihShZu4EQGS79QPzT8+ReJ/l9GQoa6OKr1iTd/ISMfgND1CD0HiCx+IUbsYmRv2FZ7aHs9/Bxxk0EQgmw2+/97/v1DjUE6wb23f0yhUODlb/86Gz/8Ecl+k8nZKZzyBGq/zfx4lpW7e+z0fJLHjvHyv/xdkqkEI+kkMoS5Uh5NwMDx2N/b5+7NNd5bPWCv3iEjFSN+g9XNfYKlk9xe3+HB7Ts8f/kM+z2Pp49PslM5QA2a+I0W170BTqeNcgU7Wwe8+9b76EGCV86f5t5ul+ZWne/8xqsszE/woyv3Obh9k7B0nIGcIt/vsr25w9z0OFs3PmFhvkT+zHHyE0VuvPku79/aYv/kGBOGwk4muX1vh+7ApbNdI6XBnDhg9vEj/AdX2UtkODCLaMJjS1psFCbYzxfRg1FGB1XCrfsMxuYoqICn0pK10RzVapNGtc5A6CRGynz1xaeo9wa8t/4If9DF6DbQSpOIXhPZ2GTk1DOYKZvHu20Go9PcvfOQV7MaTx8fZ2pqhJ3VNfxeg+qde6itPRKx8VpRhFSkoqV0phdO480fY8UsMub62F4P+8Qp1vsRrdoPQvyugxF4KL9O0bZoEkC5zM7eHjOLZ3jq+BzLV67z5g/+igsXz/Dg1nVefuoZZspFrv74x1iNJi99+TdY+fGf0Ft/TBC4NFtbuH7/l86rv4MMMPruySz755/15O+GxX54DqtrGzxe3WR3Zw8RumRsk8nxMoYMcTqSVqNGKlfk9OXP8+NbO/SrB0ftbZXCN5K0xk9zcPY1nNw4GNbRSjAMzl0Pq7ZL6daPSe/cQR80ow1bi7T6mqbHkX0QH9EQso++j97mSF885IhVnFVHPuPyUNI3pAQgPFIPhMMMJM72ZeSvZ6dSqDBAVzCiSy6ZFk/bNqNCYihiCD2yDnY1g12ZODyXjqbzH+UcLdOk48eOKXFntEOOX2hxEPNz1yRUh5dFELLg7WMG7tFVVOHRMUt5KOcTUjt0bVRBEJsfgVJBtIjGWnlFjKYQVxHEWbRARJt/BAv8TVPrH21MT05SKE8z8KLFXoXRFXc9j8BzECpExtfa6XXiXhJREyelokZLQ2pFQWz3PJw10fkJkHTbAb2ej6Y7mLaGndAwTMme3kUYgvRoHr2gUSimmR6xscaL5II+ZZkgmdBweh6+KTjot0mlLPB6GHqIYeQRUscNFb4f1cO0Aoed3i1axj5uwcCVAxodxXQpQyJTxww96l0FCcjYGovH0nSqLpYmmDttMe2UuPqDRxSmxggdn76xR8tt4jZMlCaotn3qKx3s7CNOHb/M1PQSK/YWrq9hpTSClQZaU2GFoBs6nvQxszYnzs6RkybbvssgJZkP0iz2kzR6PUYQ7K/49FrxfXjYU0IdAlhDqF/E1tNKCELB4T0aPxpdWCnA1BAINC32nwgiiieZTuEM2vQHvSisfyJ6+MVAIm6kFaNCUtPQpI4QcOb4yX/4CfmfOb7+a18jp7/Gzu1lhCeYe/Y5Wg9vY6ZybDYbzE2V0VoHVDY3UCNlps6d5y9+co2t9QoXF8bJl0u89NQiSydmaPY8vv/2DbYfblK3C3QGDnr9gL5/gD23SHk8y14tx8z5Y+y0uix/cINnFsf5tefPMJpL8vaP3mHj7ga1+gFaQ1HvO1S/9wHFXAJnNkswNkt5dorpyRH6bsCdnS5+t4eRHjAIQ4SdxtJNFmbK/MEf/gcunpllLJGgsV9DG5+lV97GVzA5liP0XLb3OjSDHCNpi3zQIOE10LptTNEl50j8col+c4fd1BTVRJpOLo9mT0A7S3r7HoWKz8XzZ7lwfJLt96/SrEFi/Dir775L6YLgIJskk8+QHytQ314Dv4/Za5L1Dxj06iwvrzB99iJre11SiVEcZ42M20UTgisf3SGXTHFsPMnW7h6maTOSydCq70a0qVDsyQzJfJkBGmNZm69cmGIwm+T9j27xwHMw80U6nS6B6yCVwg0kys5hGRaj5y9CKsvSuWPYBY3i3j7r7yxz5fXvsVbdZqowwvj5kxwr5WniIUbSaESmbQpBs1MjUtj89ePviAD8TYv50WOB52JrIU5/wM7uHreXH+H0+4wU0hC45FI20u8hJNgJm8L4DIXxGQKhUxots12pRXyyH9LLjkVc/9wFQt3mSU4bAKHQul1yDz+iePenmO3daFsXIuZ6BQIttvUUROq+4ImK7mjxGZr5yHhRiqRxwSFnqFCEgR+5qIl4NQoUkesaUftdQVxXINA0g0Qqg26aJDWNk1LwlG5y2tDJBMHQK5ijzoFRBuInsuxrw+OMrGi3MaLnB0G0+UtxhPTHFfjDwIbhYopgKB1EKQwVsujto4f+obXx8DygBFI3Dl8/7OoXORcSBQdhEG90kROipmkxgiBR8cKJUhgy8gLwY7vjz4qL2sKJM0xNTqAbEkP6BH5At+fQ7jg0Wj3aXRdPRa1jM6EiM9LHGfTwXAff6dPr9XAdB6c/iNCBuHdCOJR3CoEKwe2F0WmX4PYDuk0fTRPohkSzJDKlyI9KNnbqvPj0JCKfJGwFUefKQUDSM2k4NZQmMcwEBAJNGgS+gzRMOs0Ob7/zNtvb+2QKWVS+i5U1yY91cXsWJorj84JOqsfA9ejU99laV5iZBCNiDEvTSKZ05kYcjIcay7rF1OwMXrdOy++j9AAjLCDbA+QDSWGQANXlsbnNrf4jPMfl3k4fazLJlQcPmZkvMr5U4N7bywRJDUaz9PI2x0WJMVsQTk1yvJIg8bjKgeeQaymae34cOKonNmUV3U/hkfb/EAsY+gQ8EdAeDj0KAKSmkUomCRwX3AhdSBfSHD87zs03r+L1iVQ9MfKlYoRrSANG6p+YthNgaAZSN8nkMnzu+Yv/xefn33X82b//Ef/Nly7ypa+8zF/+wZ8g9rfJpbJkT55io1Ln7JlFGmtrnLt8GXO8yPf/8Ht0ugLXl/TXH2NlbC6f+n3e/OAeo7kUo1MjrF65RiYxYFDdo69stpXk8fWH2Nfvk0yn+frnfpc3b6zRrNWp9ny6y5u8eHKW6laV7WqPsWNL1O7eIJPSGDt/irvX7vCf/vxd/qf/+TTZfIabK1VymSTLu228RBatXcMIQ1wriRdC2tAZnZymFUpW79wn6GjkX/kKYmoLTWmkk0neeecT1jyb/tQJgk6T6XqIV28j9By+10ZLjWB4DVaDFFvFMt1CiSCRAMugqQoY6VFmkoJxvcE4kKNLst2i1cjhOx47Vz+i5tlkinlmnnkeZVh0PngTLVNgpNVGjS7QdBQf3bhHo9ok9GosTpRYPHMSO2mQ1lMUcmnmz81x6mtfZ87OMZUr8d1/839QHBnj3NIFqo0Wtzc3sPM9vnhmkvOTOdZkwIMPPiL0fLLzi3TqVWTzAKElCKRk39ORThvD00glMvRcj72Ww3JlC7+xB+0G/UGPUAQktx5hrz8kOT7GX/3lnzPoBUipIxAEYcAv0sNH4x+EAlAoBr0e9Z11RvMZtir7rK1vYwjQLY2UpaGFGsrt43gD9GyekeljJLJFdMPE9X0K+TxhEOKh05w8wd65r+CUJkHXedIoBKUQgUuytsXI7bfI7NxDer14U42g+yGvDcOcP3ossvblsODvsFFPDOUfOtvFmd1wI1QqqvzXdANNaFHiTcQlS00DCaGvsG2LVCqF7gVMBwHPJhIcN3SyCggCfD9CF4ZtRkMAO8NeZoIfJZeoo3O4iwzxyCDkkPxHRLB/GFEM0e8jU6CMGjDud9g0SnRjHwIEJEKXEacOyj/i8okg+iCMvOallPHiqCCmMaJygPBI8hifk6F6IAIh1FGfhziR0zUzUhWoz4aGeu9gQMfZJZW0SZgmminRpUGukGCklMfUFQQ+7b7LfqNHb6Dh+kkQGgIZexyEuAOHXq9Dq9mg1+kyiIMEpQJUCL4bKTykFvHSQih8oXClQvZ8nh4tksgmMEJJxrZouD7rjR69rQ4juRanZwuYHlhajoHTwrQMdJFi0GtiJrOEaFy/cYefvPEWSoVYtoZuS1IFSGQzJIuwNmeg0jqFtI0uBMGBjumGKKeD7DeobOk0On2MfZ9avUNis0IpP8ZAb/PMScna1QM8I8PcRorp0nFs3eS+1mXm5BiNoEMum8VXHjIhqS5XOfWFk4wslunsOXTqTbJny6SLBZLHR1B1B//+Cr1+n32vTagETlXiOj6BGM4gdVizengvEk/d+J6UhyzME3UAQhAaEqVFtJsmRCyPFBAoGrtV5pcSBLFTKBAF9AwdLeM1QIAQAUKE6Hok05UxVThaypPXvH/Emfo3j2ptk5p3Gk/B/MvPsJVNsXTqBHJhlrf+7R9TW9vm0tMXmFmc4fXv/4Cw3yXse3iexm5f49zkadZCyb/74x/z+Yk8Lz57ilbOInv8DD/7YMBgv8rSS5epZ0rUHz7GLmW5v1rhzoc3MG0bN5HmwcN1epkcx+em2X8p5Nbb15gq5vgf/tVvYGRS/IfiJJsra1y9v0c526Sy38KYG6PR7uGeeRH9YB8x6JEvjOI7Lm6/x4tPLZAfy3H/3Y+4fWeX8tIFQk3DFjrO7hYbuoY7NonwPNr1XVqWRjqdRXY9VFvR61epdAV72UVa5Qm8bAalaWihIt2pMVnKMj0/zs72LcpGk1wmQdZo0Gk1OP/CBa7e3qGPhtcbcLmU58Qrl/nBvU8oLMyRqoPMjJOyAjbu34VmQNa2GBstMD09RbqYZXm1huu6VPfqmLkiuekpLD3FqV//VcbLo3RTZfJjRR5vbDEzNcHF4+P4A4cr712jW22SWTqGnk3R31wDIFQemlQkSwU0cjj46GuPOHF+grIecP7yORppg8LAQf/obbZvfoDmeqQy4/jKp7+2SspOowmJbeYYKU/hdf8zawDEE/fcLwMBFIp+p8v6ymO2H99nM5uj2+1haALLiORXtqbwPJeDgwPGZo8xsXQS00oiNY0ghL7rk83ncJN5dudeoL74DEEy+2m4P96V9HaD0vK7lLc+wejWIC4oUrHf/3DjFjJqmBM+Ee1rsdYfEXl9H2W2R7z5ocY7hoAh5hQJkSoywBFSxlI/hdSGeviAU7kMk5rFkgmnNAPDc6MugKhYOhgTiUwvAAAgAElEQVRn10IjNJJsZud4LzXHG2GeB4GFJ4JIUijjEx4c+Q0c0i9CRC0EY0UCSOb9Ov99+yrTTpP/tfhl7psmwyYqhbDPnN+MXy9jxiKCs0MVIFSUwQ6pABHz3UKFka2xCg5LsVCRxXEYn7tDLjWKvtBijjX0w8OK6v/ao1o9QD+QEVKjFJpuRsepS2zLJGmZGLokm06QSyeZHDMxDIEIQ3TNJAgFPTdg4IEfKjrdHq1Wj0ajRavdZtDv47kOge8RuA5h4KH84LA+M/LKkhQyWVxXMlZOgabTDhustprMlmw8y8L1DJIKNB8MaRKqyNdeN3IYRhZh+JQnRphemKDbcTg4qNHc61HZ8vG9KoIQzYj6WCQyBpqmYWkp0sUktrZDwsgyeyLD9LEcqfE0QcLg/uo6E9OzlMYMrr29wsGDJmOXTpM7N8bjRzXGM1m271a5+c46qYsFgpMmM/kyi+lx0t0eK398B+tEliArqCxvUr2+ze7lPDQVE0aRpGkz0CWWlUEYNgf9g6ioVwwtgIeo1fBrPKKK3Ug189cBSYJD+F+FKmrrHIYYQqCZEq8x4PrbK7h9/+fe/qgg+NAdUkSUg0BhaAIpFK7ncPL4PEX7MzKJgc9/9Xm+/I2XKGfTzC9M43zhOUIhWD1oc/LsCVRlEzuTout4rNxf5cSl51m+cwN3o8JAz9PS0nz/7ZtUby/T3rbJH5/lzLEl1tNZeo6L8l1eODfH9OklHmwv0suP8fZf/ITW4wfMTI5R6fS5+qjCjb0e5WDAxs46TuDxzHPPcGZphjevPyCtSyYvneIP31tmNp/mhXGDQTvJoHaAXyiTdF3K67c507LJpU+zu71LqWBjhAGDSoe5U+fYqLfwVh8xndR47SuX+HC7jdbscqyYwr6zipVKsGUUmCz4uH3FjpZmM1NivzRGkMuCYSAE2K0DiqtXOfXFL9AftOjKBNf2NRoDl+xomZmCRaJbo2+l8V0X6Ts0N7Z4+nSevxodZ7Kci5wwuz1SZoif1Og22iy+9BWKYwVczaIVmjhCZ2Q0Q7aQ4/zFpzh4uI6JRyGXQdVr9FdXkJlX+c6Xn0XTNAwpeP/hOp+88yFBEDKVTzN+colms05v4yHC6VCYO0H5xHGyCY27tz6k2gt5MJrg2JdfJHt8jjfuXiebFggc1isHBCrBa688jzGSwTfKVG2b6k/+jLHRef7J7/we/a1Hv3Re/a0IwOHW+PMQHFEDmE6rze7uHh/fesCtj9/j9NIi46MFiiMFlOcgNUWtsoVmJDj+1EvkR8fRDRMFeEFIt+fgBSGJySUqz4xTKy6iDPOwgn2Y+cvAJbm7ysitN8jvP8bUowYnEXIXN+yJpWdhqA799w+zV/gU7BdVsQcc4QBH+6xQR6+DCN4/1PeLo8cMTUeXkhk7wbO5SZ7N5ckFCjlwCFwnKjA65OIlQjNwzBTruXnesmZ4XY5SFQbeYV/UIw+AJ/9+lO0TuZ3JuMJeDd9boNAYc1oQgiPiZkIxj1pWXQpqQNSrIILvRQgiNidimI2pqIGRFDKWKR5xrkeJVxToCBUiND3iTWPzI9/3IlpDRGZHgf/ZQADavd6h0iOqiOhG3JyUtBCYuo6UMRqiFIZhYBo6CVsnmbRIWhrphEE+ZWBZOnpakbSSFPNJAjXJoO8wGLgE8Ybi+z6BO8B3+3ieizPoE4Ye9WaP8ekRpiZTHPgtHtbb2MDp6TFmMrNkRBa/PyCdKeFLE0tPoiUKKHMUT9gkkh3OvVbi2Esv4wdQqe2ys9bmwfWHdPbabD3uEYTgOT6tSh/fU0jRgRUwEyalsSInvzJP9jyYms9rvznHyvoumakK2miJnuszf3KKly5+HidoMUj73Npcw69B53GH1MkSRii5dfMxI80ki6lR5lSaHeFwq72NJnWMAdy+v0L9eptyIs9CxeaMSDAzc4byM2e48uYfofrhod8Vcc0IMgrg1VAeOEw8fo67H1J3SsbZPzCknbS48Hb0xTIjvqR3N6Cvp9mrVOh1O3iuG6F4cljRJGK0Sx7SA2EAmikxbZ1f/+ZXSO7d/8ebqH/L+B9/71sUkgksLSrUtQwDUBwfkfzqy+fYfJxgpFxicW6C+QtnGS1NMFIu8/53v8dur8/qygZq+RF6q8e+3+Px+i6beooPr95C4jF3+Ry5UomNrTqrm006PYudjS3GzhyjUB6h3R+wv7GBUpIDt49WyPKVr7xAcW6ajx7sIIFnT09zcqbMv/nzq7xx/QGjFyY4l9Swlj/CyI4wVt/mrBVwsniaCy9doud2aHUdqusb3K+0eOVrZ3jrx9fI6BqaUIzMTVO5+SH2QY3Z3X3m0haPrZBuqsy6pqO5SbZKEzRzRZSmYwkPa79KkEhhdlokNZ1SscTimSWy+RS68lhdXaa116CctnjjP3wPIabRUyOIQo7IClTHzY2RzBY4OzuNVdlk++0f87nTS6QnPC49c4xQNyJapNZna32Dc2OnKJWyZDWflZ9tIR3obexT71TJzM1wZ22LkYLF2TPHCFXI1XsP2VvbwDYt3OouRUOR6NdZeP4Slfu3MZNJiksnyAgH+fEVVKuFCjyClVs0lu+wduMqjwYu67V9Ai9gfGqWdq/OqMwwemyWvYdrGNKk3dihv3GPkVjS/deNvx8FcBgNRCYo9VqN7c1tbtxf48Nrt2nu7DFdynJmaYpg0MbptdE1SXZ0kqnF06RyhUiHjcD1/Oif75GwbcYXFlGNPsqN+WtBFAQIMBtVymsfM7J+DdHciyq5NRtNSpSIPJuFijh1hEDF1fJHMp440w8jv/Ih73/YYeywol8cGeCEYewqJp6QysWQt4rsgMt2gmcKRV4rjVIOQsJ+P+pMGASHGU0YKpRu0kkVuW9P84Y9z8d6kV2lEQ5JSQTEXGR0nuMNPoocEJak6Pd4vv6QybDDX6ROsyNzDJeydT3LD7LneLmzQk8Yh8eMClkM6tjKB2lE7Xp9Nzo3QhCixWFGlNlLqSEYBkbEle5HSFC0SPqAIPSjzoChij768DxKPdJTfFZ8ADQp8Fw3ooC0CJESvsKPKREtrosI/AA/CHFcDyklnZ6G3h4cFoXqmkQ3JKYusAwd09BJpRIUMknmxvNIXSdQAjeQBH5UDBvZywr8oE9NPWa8YKKnLR4N9jHDgKXRHNO5ExStEezMBJpIYeoGSgqkNDENm0DYsTmVRNMLVPo3yZVd6o0uXiHkV749w8qNPqXRNu1OwNhimrtXdqiut+MMOMQdRMfQ2A9wWhatsMXJE2MUp3P4gwF1uUfyYpfz+jRJbZ19p8b4K5DrzfHun9ynerDLaf0UCd1CD33CXYepU8/gFw9o3brGiJ1j6RuzuHtNruzt4rsOW+09UmGJxXyR+cvn2KJJrd8gRBHKJzIJKQ7T/GG2H90WcfGeiGmAIe0kBCq+VQSxtwYgQoUIBNILGXthgn/+O79PyR7l/oOH3L//gDt3bnH/3l0a1Qpuv4cf+ISHbX/jMFcKPN9nfHKSU3NT3H985R9rmv6tI2lZwzOAENBzPUJgq1JjcWKU1s4m1c0tZqdGcbouFcMlyJYIZxZYMiSMz/Dgw4/oKcWabnN8tMzdnXuEBnz5hZOMT5f44U+usNeHz/3Kq7T7sHBikS9+4SJmKs3V1T1Uv4fe6ROUiiQDn+O2JGg1eerpOZL2GLaVZKcbUKkd0FpdZaWg8dyFGc6HB4woxcJzi8ydmGf8qYuMHZul1W7z4ZuPqNUdLvz6V7m3uc32+++RCBWZyTJa6FDb3aaUyZO5eo+ppSlkMeDs+CQ//chgzTfpJDMoyybX2UFubOG1Oziz50iViswtvMr4whyF8TKpsIPmtXjmwiIfvvU+9372EfsHAc78CCqXR/N6jJuw1weVzjM2Oc6zz85z5/UNDjD5wnOvMZVJsLdTwbBGuXfnEWE6R6XW4Gd31sk0Nqj81Vu0+wbJqXn0lEmy5XL2/EmWlo6RzWUiWk5oOIHEtBNMPfsC9z+5xV/90XdJJwS//ju/zY9fT3Dzg5vU/uL7GAYkpxY4fyHP2ckca9/9T+ys7JIqjdBJaLQ9DxkK7lQ3aH8w4NvHTpKYnUBs17DtFM16nZvvXKOYNn/pvPr71wAoheu47Ff3efx4lQ+ufMzDtS1cP0BoOjdv3SapBZw5sUgimaY4OUdudArdtBBSw/MDuoMBKLBMk1wmjW2ZjIY+OVOy5w2L/RSa0yW7+4DS7TcpDGoYUuDrMuqTHvPvirgP+GEdnIqr84d2uyoGEo6yeaXCI+56OOLsQkqNMP4KMYwbRLIlTQh0ISnrGpezOZ7PFRiTBnqnje95ICJ5WKiCo5oEAY/SC/xv2edYFzY9aUSUw6FVcLzqDSGWoY2gCtBVwLjf4tmwyterN5luVjAFGK7D/1l4EU/aIDQCNF63F+mHOj2pM7Qx1JXHucE2IvCjTX5Y7Dfc1YWIz0PUuOjQxjh+XkR1xEFIfO6IYdfDk4bC96MCw1AFBIcuiZ+NIkCnsRNB/6kRBPqhCRMQzWXXxRUQBurQ8VGhcF2JrrkYhoZh6FH9pa8Y+IrAV4ShIAw9fL9PszNAiADLiBAh0EllklimiaZrWAmbpcUFEiWLR5sHaLbJdHKUYyPnmJv9Al5wgKYVMLUsetzZDinQDYOsmSQUgp1aH78zxv5WgmzGJFVqkzYNVFtSH7RJ6gYnLk4w9sU8TkpgvF/nYHtAJp+ikDBg0CcfmFx7q8L+WpODhQblczMY+/tUSoKq8ilPr7PurmJMhDS7Gv19CNMJ9EDx+Mf3Kepd8pMFXvra8+QLBR5pFS6pk8x6YJ6HT/7yPk9PLtF1HW68e4/HooqcTrJb+4TbK/c5aLejJkCH4WR0DY4KAOOJNrwPxBPeAE9MORUXDmp6LGkNIxOg/Gga2THYe9jlT269zisvvcI//a3fpFav8+4HH/JoZZW1tXUOanscVPfYr1Zp1mt0Wk0C30MR+XhceOoiYbeNJz8bcxjgf/+zD1kspvjqU/MkkjYDz6PW7lPfb7Awfox8cQRVa1BvtNnY2GCwWaG0eAKSBl//jV/BzOf5rtdj9cpVjj97nmwhxcsXj9Hdtdn74H3u315mt+nw1X/227z69ALr/+4HnMxnSHY9kuU0a3feQ3g+biaFVihw4Pv86Sc7TEyNkShWODNX4tRMhmpvgDNwYNDnxp0NMpNTTL78JWbGcsxfWCKUGjueRf3mMoP+gHRhkmQhpFVt8eG7V7FDxe72Ji89c45Wq0dPGUxUNhmRguzJScpTCTJjo+x14MFulX7KJqxXybRboKcYf/4pxhYWMIRiPCmwbIPrD7axvD4TWY3sQZ3OWpXraz47yQl8odAGfUadKkvTF3lzrYEnJPdX9vjTO+9RuX+PL//u7zFz+RzN7oCrt1eo3b2OmcgxPzVBIZdmfDTHR6//Me0PbvHi7/1LypdOoHsDKh8kWf6//m/ySyfJvPwK6gsX2Gl1Mc0kY8+9TCafZeTMefqBxzdfu8zSRIHmxePc+9lPUK11vvhb/5QvfPMraJ6Hs7zMamKCDbNJpd9it1EBpZHPT7Jf36CrDvij11/n8mu/SuHYSez716nVKgShTdU3fum8+lt7ARzdd1E22O/1qezscvv+Kh9+fI3t3T3MZBbL7aHbKUIn5PbyIzTD5ivf/BapfDGCnqWG6/l0+gNcLyBhGdhWxFUOHA/huRQsCT0QYYB9sE357luM1Feg10DTTaTUMHSd0NDjSvQ4oxPEHHYYZ9/xRhXV9sdoevQ7qUUFckO98DBAkES+/hGKEEsHhUD5kXmQoWtMpNJcSCR4PplmUmpong9BnyD0CAI/2kAjIT2KiAcWCtL9Oq2cSVcaP0ejxBWGQ8pByGgxxOekX+VVZ51LzUfMOgfYYaxLFxqv9Ff4WeYkN61JhpRBS1r8KLVEEBdKokKswGHEaR4GO5EBTpzZD8EGEZkbRe8zREG0o8+HOtT0q/CJjT0ObmQsQwzDCBEIgqEz82dj8XR7LTQrDV4AoQdCxYFhdLihH8YB4hD9ifceGVnKqiDEDZwoGBIyogqEg+0YWIZBr+9gWQaGqWGbOpomCEKPZr+JbYKtC6amciRzOTYPuowVF8mOG4ggwfToaRzhU3UalLQMuh3gh2FM1QiCUFBrNNncqfDezatcvfNTjl/ssLMZsG0qnkrmCRyNtlNDtUNOXh5nTdYoTtqc/s4Zbt3ao7OpGLds7t1cZdAdMHNGY+e6jzFmops+YUtgdyUbdzt8tKQQIy7+pkllz2N+Zo7XPv8lloqXKOl5PundoVjI0XV7yFyA02piz5YItYBKu4ZMm5x7eoK+67NXb9Nqt+nO6Lx78waDgUMQK0o+he0/wXQNWyoPm1SpJ1afIQo1VAZIEalwNAQiVCSlycKxKeZfHGX/QZPrH99g0A/5Z7/2dX763rv86//lX9NrtwlVQMI0yKSSZJJpzFSKouuwt71Jt9VE13WeffoSrd017NL4P9Y0/VvH6z98k1ED2nfmWTp/hsnFae7cfYzb6dHv9KLaE+XzaHWTqekZDow8mz2f0XKJZ549Sx+N6afOoTtdzj97ju5OhXx5lI9/ukFtvULChgUrw/PzY+QlvLQwyhv//k/ZuFZk5tvfobJbIzRMyOVJ2RZGYZSWH4CweG+7xfVKl4m1NpmUxdzMGPtXFLVum7989xqWkGR2XJ5JTHJ2YYyDtV1ay1epVlsEnmImm8Hpe+Ao+olx9MUS9zaabPzJ61Bpk917yMh8iQotLk3PYWdyPH2sx813WvRHLGqJIvMvXqRYzFOenmJra5dH129Q31wmc+k8M0+doFXZ42BLsry5xbXVkPXZy3SDANGtozf3eemrz9PLldhs7IGC1eVl6msf863f+w7awhJvffgAI5UmMDM8uPEzzn/5G+imxbGZFJM5k+rJs2y/fZvHD1d5tHyTRK+J2etzsLkDYYbSmS6P1yv8f8y9V7Bl13nn91trp5PTzTl0zkCjkUmQIESRoESKostUskYaj8f281RNlefJDw5PfvCbVLbHo5qxgiVRI3IkUgRJgMhAB3SON+dw7slhnx2XH/Y+t5tVAiWPLQ3WS3fdvvee3Wevs79v/b9/WGp5FKemGOx4rH/8IZ4vKJ0+T6fj8tHVRaSSFHIFErkCZ06coJS02KuV+dE7b7C39pBqu0zN7mJ7HrncEMWxccr1DWxfsOeaVJ2AtKawey5u4LPltTGD4qfuq78XB6APB3c6HZYXl7h5+z7X7j6isr+HbpokEkm8wCVTHGY4Ncyli+eodhyUmURoOp4f0LYdPD/ANHTy2QTphIXjeXRsl67jkBAaQwmwOhVKazcZXLtCxoksWZ2wr1uXaLrE6dlPaPWj4h2oxyS7qAiHSD0aD4Rh5E0v4nx1SfQ9Ecs/DhERRKMDXY+gcC2apWsKxhJJns4VeC6Xp6gCDAWB3TscKwRBpBcXmohOySqIRgjxOzjkN/iav8UfmPORX79SUTEKfdDMGP4XgITAo6Rs/mXtfeY7O+A5EXVJaggpCZViyG/xK917rJoDtMTjrGe/P/8nanaG/Q6DoR2dzp+Y6/ebnoj1H3ENNSkPiVFS0+JmIS78fSIjcSSypuEFPgKBYRioMIh/VoEI0XQr6gI+A0vTDaJGKzIuiqcm0XoScz68WwKpa+i6jlIRz0UTEhEqAuXH74WILH99H8/X8EMD09fxXD8mR2qYlkHPVbiuh2+YJMpJ9luSwfE80vLotat88Og9fMMhnyiSmx6h53s0Wm12ygcc7OzRadnY3R77+wcsVR+QzDaQ3SQ1S7F2pcXsCYPtskbWTTL+7AA3bq+w0vWp7wec/vIMUxNN3r+8AakCWtbClyn2rjSwhMFex4WHVZ6amiFvzfLxj79DOWlglwVu18VKJTh+8mlODp3DeGGJCX+MgXKRR2KDVtIhlAHbay3mzsxRPVjm8ruLTOaL7HTbiHSSMK2RS6ZwPQ9P1wnCXjQe45C6Eq143zwZmR39TfwMSvdk36xEZEctw6gB1UI4NXOSFwpPsfBoicDTSaYzfOtrX0UKeP/Dj2i0eugigad8Qk9As0e92qbl2mRy2Xg7CLKFPPNzs7SWP6B4/Ol/gB35H7f+h3/5TzACj9b+ASEhWwd12j0XLwj5k//13zGcgK997RWuLC6hixSNQLC7ucuvvnKe4VIWJwj5pc8/RXjpBKO5FH/0p2/w03ufUFtZ56WLc+Szadbv7VJ+922mSzlefO0l/FaH99/7iCwe+YSJ4/aYGyownEuTm53gzuoO7cUFJuae4/7yFlfe+ohiKUdKCzB8m+Of/wIzx2bxWhVWtw748Rtv8lEqxUgiINGs0kvkKS+tkp0f4cSZozy6v8iU8PATFpuuzurle2gh9EyoyBC9KzDzo+iWIJfTODk/wau/8zpNI83iZp3bNx9y98++Q3dtCaO2j6EC1kLJyRef4e7yKrWVMuuUWBo6SphKofU6GJbG2ekBupUa72438VoOMymLtJtkdP4EX/jqq/zJR4+4c/Uh82M5zl88xc0PBmi6Pk0/ZHGpQnN7C/32R8hkgX1Ho3flJhfGRzh+5gT6tkvx3FPsF7M8KjvIXI6Ucuh0epRrTbxaFVeYfLT4EM2zCVpNgrYiKA3zFz+9Te79q4jKQ1bvfIKFpO1Ghd3QEswePc/ezkMkgkJphLPnT6FkwOLSCp1qi1D57JQXkc30p+6rvxsBiB+CnXableU13r18g+tXr+A4LqlcAYIA1euQNnWOTw/z7MVzDI6M8vH1W/QcHyvhU2910KQkYVnkMkk0Ken0HJodG9MwyGXS6JrG83KT9Rt/SbKyjhb60UPhUMcfxmQ8AyHkz7jxqfgBL4WMmdeR5aoQ8lDb3k+wIwhjxcDjYiiICndfapQwDEqmyahhcEY3OGpYDGoauu+jwkjO1z+5h/0GQkYOhiq+zifPv4byea27xE+0EZZlOm4AfISmk5chZ2SbhTDFfmgBilzgknO7yP4sXsW/l+j1wjDk+ep9njJneTc9R2xGzGG7FkEijIdtkvhPHLjik1V8wgpVBKVGqGt0TX0SX/9o1vdCOGwCQoWmRT/vhwGm0iM5JIJ+8LGQWuTR/hlYeiI2eQm6QCoa04hYzUE/y+FwfhQ3OhK//3UVqSZ0Xcfok06FIIxJkxHqEeCpiEcQBAFhEDWDIvZDaPY87i6XwdCoddawRhIsqzJCszBqw6TNIjtWm0pzn/t3H3DtyjUqq5tR8xD4JHM6F359ENlL02inWV3dJ9PVuPt+hR09wcUzA3hVD3fXYftRg+HxFN2tHbKuRjqpsx866LrGxoMGru9gpuDCxTzr3YD6mM/C7SVymQRuGLK24jM4mSRFglFvjK7X4e7GA+yUw0BmmHrPJ5PPcK9RpmoJ6prADzXymTTpwRKFqRGaXo+B0SzSFFTtHvZBi7DZJkKT+BkAAIi4V6qPGsVckj4NiCebtOgvQtciq+po0oWh6ZydOcbc7BEayqe3Z/Ot//JFvvrFz9Pudtnc3MYwTRQ6ujJAaNhSJ9Qd8Hsk8wP4jo2p6xybm2I0n2TT85ibnP+H36B/zzWQEBi+Tm5kkOLQANfWdvnBD95ByCSdVoeM08Pd22P7zn2Gjxzl61/7AuqF0zw1P0zBkOyUD3AaNtuVBpNDRbITE8wkc7x8fIgJq8u1G/fITkyCr1j6m59w/Hd/g1XNZOjEaYbbFazdbdLdFgO3L5PLpNm8dwu7axM4Du87TXzlo7kuVbtOPfTQ3R4XT0/RTmaYyZlcOjHDJ3cfcvWjKzzY3Qc9D7SgVuNh6DI6YPDiM3OYbkj57iOSS4vct9t09DTZ4Sm6VoBrW7xxdZ+c7jIzNcEXfusM0+PD3Nmu8OM//jNaG+v0OgG2NBgqTqEVB9jRLG7cXGFk7jwbe5+wIwYIu00SB8tkPJunn7/EyWOT3FjcY/f+Ajld56WZIv7WLSyh01rfYqBTYWjnIWePv0jRkBSNJP7uJszPsLy2jVy7R7C+ihg7iWml6VkpbrcdzMw4pV8/w042xaIj2ejaOLtd9td3aK1u42sJUiLgbNYk5XdwGrv0KvsYTo9A2Kx0y1Q6ZQqaT891aXkuXuDjo9Bx2Vq9TbNTRwjJ7NQY2YTOo8vv0G5UsDsHoBQ9pwVu61P31c9tABSRY1q9UmX/oMabH17jzr0HdOweugoIOo3IrShj8dxTpzlx6hiJVAopJYNDg1SabaRpkk6lYsg/0vw3Wh2abRtD10glTDKpBEEQclxvM2LvYYswkroFka2sbhqo/kleRlIn+YSmXQpJECpkzC5WceMQqhCERNMiPXdkahPLh1Sk2w7CxyiCpkmGrATPl0q8ksuRVQJlO4gwJHDdCMJUUV64iGNzkdFMPAgDAgLCMHhsBxw/zAQw1VzldQb5/dxTEUwvDfIC/oW5yQW9x39nz7BPNKsZkD4JEQvthBYVGiFQYZxjICAdunyzcZN75hAVPcPPJquAFIo5v0GSIOYihDE/IfL2j8hTj4mPgn7wj4qJfn2+RNRQ9J3WhYhcFIWIUth8z4sanphceUgeDD4bJEDd1PEcDaQWw/oiIjkqhdCMqOiH4eHMWUqBhkCLOSS6HvEjdD1yXTQNI3o/hEIoiev5hH5Ax/dQikgNISWWZZKydHRdY2homNnT44xODbDRepsbSx3WWj6poEC4uM97924grRR2t01lbZ1kOo1pmkig3fGQesj4WJG5mRIrn/QYbSdIlNIsbuwydMpg5lQad6NDqjTGg+UurhI0NJdrNyp0woBmNyCdMpADaeqbPVIdhWmYnD2WpWP1uGbW2PBdzAceYTLBo7rN7FCCoOtTu3NAe7mKdfY40yemWHzrR2x4VY4dHQVHcH11E73lIbuKZD6NMAzsShMVahSyBfyDHSp65CDZU8TEV55AYeLWMYy+2JeXwhPF/3oSFd0AACAASURBVImlpEAmzNhEC1CKhKlje2WWVx9wYXKKZ7/1AqfPnEZKycr1W6R2qxFsncuTSCSoVxt0bYfAbQMhhiXJFgqMDlt8+/WXSXptRCrD4Nj0P8IO/futg80Fbr31EaNmEX1khNSlS6w4En9vjd/9rV+ieesTbt68TsZIMD87Q7vVpXv1BoF2AS+XZPvOAgNDwxhjQ7zx0QKtrQNOHT/KeCnF8fEE+2EC5RiMTw2z9t3vUbp2DavbIj13hDdv3ePgoEIQSqqpDH6jSqe1x3Qhy+j5swQGfPuf/VPublb5ZKPJieki3/0//i9OThSxRod4736ZclcyevQEx1cecHdnh1oyi1atkQlDXM/FypiURvKErs2ZmWcZ2zhK943LmNkBLg3lsfI+5oBCpUOGjpxhYrzI9bubcH+Z0YlBUu0aW+YgdtpCC13ywuHphEdrbxPx9iaTX/sKwYvPMSizNKo1BowZBkfGSfke5f/wHdBGUONHmAraODffg7V1lEzyyf/5x1z8jV/l3O98k0wux87yEucNyXrgwvoi6foBpmvTyRYxz1+ks7lAIWMw++LLZM/PU9nbZK/hcb2u2Cg3kAhko0ZReZx88RLtR5KpuRJy32G4dARzbpq1h49Y3ltHNH2EFOx4Nh27g0JEo1aRIhAB9WYZLwgxpKTbqCCsLDv7e9Q2FiAIEVoSQ/lYxqePY39uA9DtdNnb3mV9e5ebj9a4c/cBKggoDE6ga5KkrjE/PsgzF04yNTODZpp0ew6pRIJiPs9Ouc7E2AjZTBIpBLbr0uk6+EFILpMil05i6hrtjo3jBVGjkEzi9HpRgYH41C8jclmf5Be70QEgiANeoix71dfqa9ohtCu1yO0uiAubiBh6aLqJphvofsC4aXE+neZiLseo1DE6vUjOFkRFMPRc4PEJHymQhnFoltP3DxAQ2+bGUb8AKKQK+FL7IT9OzPDQLIHQ6QD7KomjXLoqmrsL5TPo1TAC9/A+HDqXCRmhHXFBPtXb4QudZb6bO0Og4LEDYIhOyJDqQujH8L84LHIRghJdl5DaoTkKIgqMieKKY9A/jMf9Qhx6KvQRjogXEsYhS6CIVBhREfxscAAQBYyEFjlixY2OrkVcChWT/6IVHp7YowZPoOsS3/MRfUa/JuL/l0LXdAxdxzBk1BQo8INILqobGghFIZMkn89x6vgsU8dmKXsV7q9XaXoeqZxJeaFBpmPgBwq7WqNVOWD++HFee/01SqU8htRptFpU3HtkxjZp+JscP5Vh1Tb54I0d0inJsy/NcezYCNnEIz78ww3mhoskTuhYg4Lpp/MMu4KPf7iP4QvGCsNsLx/Q7HjYyUHSg11kx0bvesyVZmiXt9jzOmSHUxTPaIhujeK6yRkxQypUtDtN5L7P9JEiR8YmuB1ucHdvg8Jih1LXJNPWMfZ9mvd3KGSTbHy8wN5WDZVQBPiP3ax5gl8UKp78h4ie8bfsnZiTg6WDqR0GculSY+hUCT9dZXjmCGcunOLo8SNomobb7lD7o+/x6x3JL7z+OtqlC2yUt3l45wGLD5c52O8hlYkKPXK5DEcGUxw7eZJOZZfkwAjJZPYfaFP+v1+bGysYMkC6dVK9HJmkTsYQPPXKM3z5Ky9TOTPPd/7Nv6XQU4xlMoiUYGlrBb81j55MMP/seXoIfu8P3+X+5bscDW22thsEIuDLz8wzPDbCtYd73P3r90ltd7j6b75HZnKM0RNnCAbHCIf2SOxvMy0bnJvLU5y9wIWXL7C3vMKjd6/wTDJg05BYQjCo+SQKGXKpJJemS5wdyuL6AUlD43uLgxxUfZrGAFqrzeD0BEFrm61qQHtTMoHDsVPjzH/xHK9PniCbSGIFXbrVfTKjw2RKA+SLAq+yylBQo13TmDoyQeHiRYL3b2LWDrB6HYRwcdpJRjWTzkGF9q27dLwG1tRZJmenOT9p8XD3gDfevklpu4nT20UPU6RKCbLNNk63Q5suxvWr3LTbDL/8MvK5Z9jdb5EYG2J4eJDV73+PPAmqpTHGXnuWSmGEzuYmr37lq8zNjpKSdbygS5gcZPfhEtINGOy1GXNtrIEUycoizc17fLxwmWOhT8aXOIMFuokUu6FLJwgjC3Oni1IC07BwAwOZmYXeLipsIJQgDGC30sCoK1oUENlp0m4drziHVj8gn3Q+dV/93AZgZWGBG3ce8mDjgEqtgWElEYGLDAOsdJYjozm+9MpzFAYGAUGr26PT7WEaBul0ivbKBrl0EoBG26bdtbEMnVIuTdKKvADqrQ7NdgfLsijl8+TzWRqNRkzyE4RKoEsdP3QjA48geJzYF4bRSTxO4OufVqXUYxQgxhsFSD2yqpVCohsmpqaRMAxmDZMzms6FZIqSUijPi4l96rCA9+WCkSQsnvdLhY6I5ppKRZLBPkOZ6HnVTzyP1AWSQb/FK711lswCvtDwFPylU2AAj3bYn98rBv02uoobmjixrz83jUYOUaFNhC7fbN3mcnKKTT0ffUOE8aMrn5wfkYMEkUlPqKK0w2g0EpHNYoA/ksRpevS/1XTAj4qjiOaxQdgnzz1OXBN9ZCDmGEipI3QNt9dDl/+/mEz+f15h2CFUBmEgotOmlGhSkLIkfhhlRuiahqZH+8hzXXqOi+c9JqRJLXrfkpaJaehYCZN0OkEqmYxqkmVGDoAiQpIk4AO6JkimLLSEpNkuc3XlFjtrLaaOZEiTo1XzeOnlF7A+J/iT3/93zExP8Yu/8joT40NkkimEpjEyOYLDAO9s/gWb1QoXh0C2PIoDOseeGyIzXqXZ02l7Pnc6irsLO4xbg9TqAV/9xjh/824DOZWh/bDO+sI6uq7TqrV4+71HTHdgxE7j3vQ4KbKsSJO9doNRN8FT4RHyehJve5Vb4hGat8g3KPHfPPMNFubKrHXKDE2M0XRCjJyFqrYoLemIrQDtwMbPKXw/RPpAx8W2XSBuzmOkSMTsfz1GqPqEQCX7LUC/MY09OKSApBH9vFAEKsQqJpi5OER+JIlX7JEaMbDMBAC+4+B7LvO2y7jjcfy1L9L1PfZerbC7s8v9Bw/ZO9inUjlAeB7D3gapdIGte9coPPU5EtZnJw64Vi3z1KWTND68RV43MUKXdH2TIX0Er15nf32LvcVHjNoB4ew0J04dYfp3fpX0wABCCrKFDLsHbapdG7u2z3q3SilpEngeH33i8srFGZ558SKN+Rm2/uqv2Vnb4cTcEVYXlln/4CPCpk2i1yCrZfnFX/s6XrtD5cc/ZP+9G+S6Pm/+q/+e9dCARI7mM0+RHxrB9x1SlkHC1NnrOFxbb3J5tcW6LQn1gPxwnkwuQ9fe48at+7xy8jy5qVMMTE4RKJuP33mLl5+9gGMkGDl9HrdVJqG16NR6vP3WFe7dWkMpk9C0OH9ujivf+y6BrbAMnYNOk7Vsiue//U2C0OPWJ59Q3zhA9h6y4Sjm05NM6XXe3H5EIzFAWNknrB2wHySYaLYoKkGBALdVp/ngAWGo0c4U2W+2mX/mEiOFNA//5nvka01Sc2cR41N4XZu6kaCr50ilLD65+oj9wiz395tY+7uctSvkaweII6fZ21riYOFjys0qLdehhMmRRI6Dapmbdodyz2fiwmt0rSyV62/idPfwfJtscQIxPEJ3ZQdf6UgrA14bNzQIk3my08cYLY3hbnxCK5WimjpHIvnpniw/9yn90w+vcu/RMr1Aw0rnkCoiPtlCY11YPHf6KQqlITRdi0bIQQSRapqGFReOequLYWiEoaKYy5BJWkgpaNs9HM+n50Qa7XTCQtcSDA4OsLW1E0GzsQRNxYQ+iB4Muq7jBhGkjxZprTUtCvAQsXwvMqIR9PWBfZKRFIKsYTJpWbyUz3FSM0i7HiIIEGGkayfmBAR+dCpEEzG6oA7Jg5FUPyCMr0Mckujjs3HMBxAqHgNoEk0ovthb5/vpY2xpaRCS7dDi93oF6qEPUqIRkhdB5P0TIw1RkxOfslU0qlAoAt9n3Dngm+0H/O+5Z3Bi4iJS4gcGO1oWTwlMoZ7Q5YvHzdLh/Dsq3rqmEfg+h7NaKWOqRBzQIqKRh5QycsqTWnx/iO5X4BEPxgn9z4aNqhl26QYhYShBGAhloQkd1w/xfIGQenTi9yP1gwpDZBxUo0IfpIYmDcLAJwg0Ai3io6DAcaPZutfx0TQdqUfGQoRRY+Sj8MOQ9ds3cReahKMeTt2hUc4yNlJkckSSyodYRpLJI9MMDgxjGRJdQq/XwTANwCDwIWGPsXN5ix/3DjArDkNzI2RzCWoPqjQGOsiETuJ8mkxGo2gkWLyzyydjXerbTZKuS7XZY2HzgPFT42jtLg/e2yS1P8fQ8CSjdcnW+j3keIpvXvxFhK4Q5ST3rV1e/toZ5m85jGlZrLtVyprN27c/xJrJcOnSRU4PF6iu77LAXR6trTA6Okxrr8PWdpP5sTlGU23Wy6u0KvXYeldEyhHA1C2evfAUCalz9fJlms1m1Fj+DAIQtwICAk0gYnRFhRFPYGgyy0gpRSqZRkuDTMo4/wOMVIrRb/8yB0ODqOkhpCZJSIO23aPc7jB39Agvf+5FBvN5tu7e5id/9vvcf3gXzUgwNzoXN8KfjVVMmxTyOuTSpC2NdCbNaCnJ2EieDz68QkqE2L0uzV6ILwV60iQ9OYyuabS7NkpBQRe8+uxx9mWPQnuHU6+8QrnSol4pk8mleeb4OG4m5EeNTdIZnYunp3hpfprjR8f5gz/9Cam1LrXdLW7+2R+zuntAT6Q5cAXHszmqd1awNQ1/oMTO1jp6fobtM7PUzh7jUaXDX15Z4cPrj3C2G4wN5Tjx9GlSArpNm+MvHefY8SNkkwnaB/tcu76M09nFtntgJbAdRT6XY2t/nSBbZHF1h5/85BZeo4pSGu/++D1+8Z/+GqUBi2Y5YMjQCOyQSs9lqdXm1HMXCOoHMDTJw48/pFqz0QKPpyYVaV1w6sXjPNibZLMuaJV3aGTnKTTukRIOluez3+lQ7XXxNpbRFpexC8OMvfQ0809fYqhts65Bs1ajYEpKxSy36x61OzUe3K+SmCwSbq9wdPkWw+19dmSKzHMDaLUV7GqVMHQpGQYik+G+47BX77HjeSipoamA0vgcqeZFDjY+pl6rIJwm+sEjCD0Gxy+QmjnF7s0f4rs2olNhxDJ5NjHIYqVIqVFGzxjs+6VP3Vc/d4ff37URuVG0Vi2aKehJ2qFktTTF/vgRyukBhB6RxqQQ5HNpPD+SMhmGTjKZ5KDWZHp8kFzaxNAjH4Bmy6ZjO/i+TzGfJZmw0DWJbfcYLJUiRno87w8CDxWq6OQqHz8a+s5/Ij7hythQ5PEJV8Wzaa1PfcOUktlkklcHBjium+TCELq9KPM+ZtlLIqhb6hqBGxUxFRPvojGlhHg2Hob9SNzo59Xh+f+Q4kz8RIu+KgSz3gGv2uv8UfoEoYBQSvbDJBDJ1HQVUJQ+QsVEQ/FEE0NkbiQ0DYIgamhUwMudBd5MzXNPG41eT/m4QvJ2+iSvehsM23vRCT2OLA6DILZKjmb+QqjHhTweccTtEv3ERCH7CYoQqKhBkLoWcTNUP1JVEXgu6sm34D/1ChUijN6nIPBQOLi+xHMjZ0akiSCSmGpa1NxIqSM1nYRlkEgkyGTTFHMZTMuI/SSiJq/nuPS6PcJQYVgGuXwm5p4EEUtdSnrdHpvlNZyJkEQYIqsBntZl39xDjObY7CyQaA0SKBifGCEUEaJiOzatXhu72yObCzlzYhK0Mh/88U0GbcHNm1us7FY5cipB64GN7sLZ+QGe/u0psmWL1YUqi4/qeE2HuZE0LasBQrGztEvQ6KALjXK9A8Em0u1SET5a4OD6TVLkefPOVYons5yePUlxfYDWR0sYF46SHEvhr3fQ6j3GNIN0UXBbhFhHCqh0nu1hwchTp8m6Ae21Gnv7Nao7dUKlCCRxwqTCEjqmkCjPpzQ8SC6TpdVs/SyP9YlNpASEhkAjsu5WKEzLYP7UBAnPICVSeD2bjJ6P9rcQGMkE0y8+R/rEERrNBkJIMqbF3PgkSk9RSiUYHcghleL9O3fZLjc4r0F64gRDQ/OEwWdDyQIwWEji+4JEvoDdbDGeTPC5L77CyeNzrG3v8cn7H1IcncA0U2gT0yjTIpFK0nNcLF1j76BGMZPmy+emCGYHcHtlEqlBLj6V5Sc/eIt8OknRULzz/R+QLo7yC//8t5m9dI4HC8t86YVTfLS4w3Z1D68nWW20GX3+BYqf/wo/fes6Lz53ggff/Q88Wljkma9/i4c/+A7NzS1uLO6x9pP7/PSnV6jYHkOjRb78y19kqrnKaL7D+NMvUG72ODs1wNWFHX7073/EuVxAz8pQ7YR8+Vd+hfL6Io2tbYaKBdxkgZuLe7x/eYW93RqB3UYVJrm/ssmXbI+ZY0e4vfYeczNHCM0x1s0UO22Hwa6L0C1+6Vdf5t+7DfbfvsLC/YDWegCh4pkZi+MzeX50eZl72x7Lo7OM7C+R9Fx0YIAM5uRR/GSS1vY2lXv3SB+dZWZ+ngff+TPoCdKlUQ40E+G7VGyPRgC63WWuWWZ1ZwmjWWa/26Q1M83oxAj6soVpZmhIj1lf0Wl3WPd9tlWAjLlKIvAYymfYSGZASHShYfc6mKFPoTTJkUuv4pgJdu9ohL6HV2ty6tgRQgTtpWtMhh56ZZXap6sA/w4ZoGYhVIieyOLaNo1QsDR9jvLQNErqLLsQCokef05VqHBdn1BAwjTJpJMkTZ1MMoLk2t0etVYXFSoKuTSWaWKaGq7jUe908f2AQiGPFkP8QExgCw4JP1EAT+Q5L2PJn65paCL2exciIgnKKAFQF5DTNGaMJM8XBzmaTJNxXbDteKwoEJp8zIQXRGS/INbx02feBzyOElaPCXlSO0QvIz5hGOvoxWOpHRCGQTRjJuTL3Ye8m5xkTWboS/bidxALGOm1Im5BzIbuk6YUCk2PvAbCQ6dAwYDfYt454L450p8igBAs6kXeSJ/hN/020u9F3v9hPCaJffsVIDFQYYgXejEvvg++itgeOEJAwvh+BCrg8M2J2IMRKUtEbO4gCCI+wmdgtR0/YvLHXBIlgqjJCUEFLoguQpogLULfiMiCQkOTIUHgE/g9lNvGdx2GBksU8jnS6QSWofVdEmg0Wti2R6/VxTMcpBSYpoGOjq5LhOsT9Dz8wGL+yAyVbotOWKO8UGVb1GB7iW6lSXlmGi1lYiQ09nd32N8r0262mLuQopCvU6vXsIol/GkYDGzUbsB4doBl22b5bpkj4z2GNZerHywzYGloKLY2ejRWQQaQy1rYDYfA8zEyOus7eywsbpDSJSNmhsGWwfGZGdKjR7j5gyXSDY/a4gaNK5uUvBycHKLcfsBAK+Dzv3CBkYxkee8BvWSFkeERijOjBCWLbq/Lu29e4+HOJsaUROwI6AqkLjFj/w0v8CnmC5QKBUxDp9ONM8v7+wp4vAujzzVm9LjSggi5GhrMcfb4FEnp0fM7VFZr/Our/5bf+tZ/QU5IhqamMRJJBgcHyefzkZIIyKeTDI/kKekGqUSCeqXCwNwEX+YiSbfH+Og8UjfxfA9I/uNu2E9Zle1dBgenCXyP2sIuU67LxOw4juPgOQ4qcDg6P8++GxCmUuxs7pMdLBAgaTdtBnIZCtk0xaJGMBLS88Z4uFpmeaOGJixyAwPUdivYu02OvPZFmlLQaHe5/sF1jszP8cLFk/z5B+/jez5re11efeU1GtMzuEc6/PXyNk5qlIp/G7+xw+lXP8/177zFJzcX8Jf2aO/u8/Ivv8rv/upLqIMtutshmtthyFRkBtOsLy1zd62Faxkk5+Z56dIF6tUqD6/dZH/7gGMDDu7+GgNHp1lZvsHWo2WcXpfcyAyFz71O89Y1NqstLrz4Mo/efp9Gp8bTX/wqL3/+WUYG8gwlEzQW7zOQS/L6f/YN9jsuC7cesmubGO0mDz55wEtfeZrJdJP148cot31aSYuC10QTJsK0GDo1j1W0OGg5yBDuffAOuWSK/XaDXL2LtbuDPHkaOTCK48HI5gJD+wt0qmWcgw1GujbT85doXnoOt15neGCIg8IQ+9V1ht0QK5S0hMaS8lBCYEmLo0fPkJ0Y5sG1Lu1mg0R2GF/1cHptzs3Mce7MNPfXNlGOTUJLk2+WqX64QKo4jW+3KdsVhK+h793/1H318xsAp0O3XibQTDaNDJvTZ+gMTRKaFoSKFRt8JbBEVOh6rocXhqQSJlIILNPA87xophpEEbSWaZBJJkjHo4Bmx6bZ7sbQvsZAqYhpmXiOc4gs+LH9bgRdB1HxIjphoUDTNFB6DM9HcLmp65ih5GgqxUupNPPSIKMn8VttAt87tA3uF34lYvY60YlfhREKEJ1m5eGfERyuIVQU8NMnwkUmORAzBgDiE3Qc6BNG34uEaa/G6/YK/zp5Eo+ItEfog9SxVMhAr05EXtQRfc///kggDCMuQhhGkj0ErpI0ZCou/of0KgIh+WtrmnOJLc51lw9Rgz6PQamoUEsRzfiVAhUb/KBC+u6JSImUxmGUaxinGop+Y6D8OPSIaESgtEN1xX/qpcTjdiYiiPbvu3jCFdJBhU5U/JWBwiDUTUKVwFcGfggq9Gi029h2j3Q6HeUHxHvS8zxc18PzPEzTIJ1Koms60tAIFaQHBmnV9yADQ8ezBN0upTmDvXaPtfdXcFfqJLMZWvU2ViKBZkoW7zzi1if36NYaNPZHGVuHrRXFmWPnWNlYoXp3l4QuWV6ssBEo2jps1HsYb+2g8pLltQOKYYpurYdj22AI/J6L77oY6ST4PkndiGx5vYDhwWF8XbF90OaTq3+K63WwagW23tqlt7HD2NQQGzvrvLX5EyaPpeiE++w2BFVvj7rTZXDuKIOjBdoi5NrSIw4Wt0m6PlktzU4QIDVJ0tARCtqhRyBhdmYWpaDZbEVwb6xwoX/HDpEAUBoIU4sCksLIB2B2coiBVAKpWwivQ/16m8tvvoEKLf7FP/uvI6Qsvve6rhEE0fjLNHSmszlUGBIEAcl0iiMnz/Bw5w7Dxy+RmzpGrV7h9oN7fPvrX/9H3rF/+xoZmsH1Bdc/uoVedyneX8DXNTZX1rl19QqbDx4QuhKyKexLz7G8tcfozDipfJqdehN/b5fe4DB+yiKVNmnVu+yt7vPwwRq1xbvMHJtC2T06psHylStMDJYQAkaKWcbHhxgs5th96SKPFm9jFQa5XLbZtXcIlU/lYAN3cAjfSJB0epx66iIF7aes7FcI9iskkzrnB9IMB102O13OvfQSmhZ5dHznD/6cvfUdZi48zTd/85fQpeS9D66x+snHtCtVemaG5laTU+eG6aYqXP/4IV6tyeRYES+RpHP3MtLtEPYCzp85yfdLRYaPneX5X3udtz++zofff5PPFYo0Vh7wjqt4/vUv8o1f+xZ/qr1JUKvSXqiyuVkBIRku5DmeSnJvO6CXGwC7i0JiFnPMnZxBSEXz1HmKLz7HSm2T6vouhelZVrbfw7r+AQdtn26xRHr1EdndexjVAw7MNmkpGRmbJTs9ydaDm0w9c4lkIcEdxwM5AAlo2B08TSfw9wlUiCF1NM2gvbNBUNkgCHzmj85TqVfZ21ghMHNUux5bDz4h9HsUR84waWWwlCSdyZOZPMl+o0EukcRpdz91X/3cBsBp12n5Icv5YQ7mzuOlcmAkYomez2YvxA4VWaHFLnoCU9fQtahgphIWzbZNs9ND1zUyqQSFnIkh+zEe4Pk+mpQYeoQUDJRKpBIJOs0WEKft+RIhISCyaxVEDcbjII/o5C7i1y8AFwp5TukGU7qJ5QeoICToNAk875CEhCB2uYuHBLFfgOqH+CBim+GIY9AvfgJJ5H4XGeBEhiUxAU9GLoAyTicUUc2O5/mRSsEIHV5v3+dNc5xHWgGkAWigQpKhSzJ0kIYeuRqGfRXAE66G/Tk+0Qm0LU2qeppD/FQpIOJAlLUs/3fmAnPOLhm/Hl2ikIShH8n+lEIakVOjRkSUVEGIDKPrFVInOktGqEcYBrG3QvRSfR8EFcZ8BSXQdR0/+Gz4ABCGSD22d+5PVLRIoRE5+0WKB12B0kI0yyfwXaRqgy3wPZOulcQPHNJOl2Q6gyIgmcriB1EB0XUNK6Gh6ZEKw3Y8/LCD0bWxUgY6AQknID9gkC76TB7LsdVuUe35dHYaKM8lJRVh4LC5usHGxirLtx9S3auiPJfySh0aBo5K0htVLF3fwWt6tEPF9uo6QcokV7B4cOBwo2Jz6uwMAxMz3L+xEN1j3UAoQavewUTD7jkI30fTPBLSICEMdnZ20YRiS95h6qtDrG62mN5P4i3uoesJ2u0Wa5+8izrikTqSo4tJtd6j2gtpdhXZjGDPaxKGPrudBlopTaarkc+l2PKjcZEdBBi6xCMaG21vbyMKHnanixf6KNm37o5P/v3PoBQECQMTiemDFoKuS8aGCuSSFosPdnl4fZ29rQqNWocrH16m8hu/SW6gRBj6BEFIEPSNsGIeiyYjSaECTSbJF4dJTp4lM3Wah8tL/M//0//IwoOHn5kGoK2P8t231tlcLGNVd3HeeYfZ557nyvvvcOPdj8lKkEoyO3QEr1Vmt9bm6ttdvvTLv8DwUIFbd++SsdL88R/8AeefusBzn38ZIRShbzM+O8n588fQdY1SIUt1cQMzk2bt2h2KpTy5QopA1xjvVAmkZMB0OD8JhQmDSgk6iUGWkse4cX8CveeR9VyOSkHVAKfbYkB1yGzdpVYucOGpswSaQTph4Psepy4+zb37O5z3euyvrHD98lVuXLlB3tQ5qNTR1Tq28jl64QVWt3fZXN/h7HPPMT4+RDhxgg+v3cKoVdDcGkY4SH7qGKdefQ2SFuniAC9/bYru3Tvsbeyy4Qe8+NVXOTU9ynQxw42tXXqewhca3V7AsWMzmG6K9YMq+al5Em6IHjgwPEphfJT65hpD54+RKRMdQgAAIABJREFUPznN2nfeg80KRy89w+7tG+R0i16zjKb7ZIRDUJqmZYe0Ol0KpUHOPfcCq3evoDdshtyzhCMjbAkdeex5bngOUxpkemXkSp3QdwmEzt1bV2jXN2jXdpBC0WtUaBzsoISg2m5w8Ob32Fr4BA2dlGGSFx5DuSzO1Dil+Vnajs3e7gpuz/rUffVzG4ADYbA2eZTy1HFCKw2aAVoMb0tJN1S0fRhJCqSSJBMWQRjStV0EgkwqSbNtYxo62VSShGUgnoD4hIJsKolKRUXJ8zwMXSORiAxxIIbo4yhg2ZfvaVpUxPwAzYjS3CylkRWSp1MZzmgaE0Ki+1FQe+Sk19f8x7n2/VECT2SEi75qIPpaEMazchUXcPE4PKjPgu8TwiLFQEROQihCJWNXwMfzddUvuEJQ8pp8zV5jJVvEQ0ZugCoghU8aD1Q03lBB1EyE/ddHxbQAeSjNq8sUVS0ZF+V+kwCIiKtwTR/i/cQRvuLdgsB74ndpUYodKopKDoMYBYDHcsHo4tWhG2NMfowJkUEQomtalJ3QRwTCKDHws7D66jFNiIgPIBVK+aBi4qofFQVfKVQvIPTB0MHQQ+wQdOUhAw/baeP0JKJukEwmSOdHscwM6VSCUiEHUhI4DppuRcUFhfJ9khmdbFHhr1bIzht4hQ77NZeNO2067+5C0wap4boeuyvr1Cp1uj2bVr2BqYGZNnGDkEd7Xabms2zvrKF6Ib4f0pOKZCGNE4SELYeDnosuNZwgiW746KZOaShFG41sUjAwlmLpox0Sho7jByA1sipDWs/g9NpMKhNLMyicHiI3CsZ3fBq2Syk3zJrR5WGhSc+MpHehSNNrVwlsHz8QJEyJEfp0e3UujZXYrLjs7DdIpuJRmBQ4nocTRBwS/JC1lVW2/BVkPKIRsWJHyScyAASEmkCZelSsY0qN1ARWXmNjaZ3WvTqnTw5T36oShopOu83i0gITo8OgBL7v4wc+vu8fkmSFeBweFvgBlUYNOTBGrdngf/u93+Phvfsk4tHlZ2H94ZuPKHswPT7B+s4SZjJFeWefhJVldnqE6sICuC72/R77xTz+4Bgfv7vAy688R36gyOTsNJomSREyNDmFZ5ocO38M39TZW1nhh3/1N5SGhhkfGeTMVz7H7vIG5Y0Os+dPEyYS7G7u0dneIEeI1axyvBRgZXu4b32A1cmhPVVEDCQppnOsfPAhpW6V48qlLhTDiTzdvS1Mp0FClwSadkhKHspaGF6dH/3Fd7ASGnazTbfRRM+nads+Y6Oj6L0ag6MDrG4t40iTRCbH0698ATU2xVpbcSQFhi7Y3izz5W99nfMXTpDKJPjic6fJpk0eJKH2N29StG3s8gGdwCXY3KCTyEOqQFMbYWGxwVMX5sk0HFABTc8hcfEM5cX7FIcLyKTB8o/eRtdypH2H3vou3f0qw1aasaFRjrz4PBfmTnLXkXQP9sgm05SXFjn4yY84PzhM1msT7pUx9BTV9VW8/GmcdBFjbo5dDbBMBpdvY62ZeLg4QlJv1Kjtb+EHNiBYXV/CCzykEOwvXaHnukhfktRNynv3sQct9usB2rnzJLWAxt4a+5UVLP3T5aw/twG4feRZ7NwAWAnoy7oEkeeMJrFVwKodcDQXGap4nk+r2zu0/LVMA8/3yWVSJEz98AMOj2uUoWnYjkPbcVGhIpVKksmk6RdqKUSU4IfE83w0w0CFfgxHgwmMSo3z6RxnDYuBEITvEwb9wq/FhD2fQ1F79NsPpXWHOnjiJkAIVODHE3+NwxCc6IJitUDsB0BUYA7d8p44vah+AY+Jkv2HnBLRbP3l3ho/TB7hvl6gLyNwpEVbS2N59UOkIgiCmOgYISv9RiaMm4o9LUddJoAwghziyX48tMcXGt9Ln+a8s82Us4cKQ/wgpG/uo/oGR74XEf1lBF1LAUpE5MdIBhnGQUd9fkPsvhhCIEM0qRGGQayj/zufaf8oS7eiMZHUQZcSISKXPvzwMP41auZ0wiBCfjQRxRonLQ3TEowMSIpZaNsmWtJASyp6vR2kbaI5aTrVGm0/iVI6pmWRzaTJppOEEqxMSGLWYCA7QrXXYLNls/mgxeYPy3j7rahh0yVhSmdrbZ12o4HQIF9K8Oo3Zqnverz/xgbOeApnqUwCgWs7BIZO+lgBp94jqHXptBwSBYujL80ja+DUO0xMZ/nn/+0pVl2HTDrFo4MDmpsdSoki61u7BDqUOgVCD6RMAIIrGyuk/9rHUCF+tctTmWkMA1ZEhV6iRi6no9ous6cK1EohSzddlIRqo0zSN3FthdZWzMsR9nY3ONh1Is7KYYNM9DkMwtihURHGIzjiT9wTAdQAKEMiNQFBnE6JwEwZ+AmPphIcf+0ola0tdC8knU7hey63rl+l0zwgYaVIpzNks2kMw0DXTaTU0fQo70OFCsd1WFx/wNDwDNeuXOX+3TsMDw8zPjH2n2bT/i1r6e2/QjcSbLtVVOBz7f2PmD1xjP/826/xv/yrn2IGAUO5JFIKVj74iOdf/zp7umTh/iOm52bo7Jep7G7x7InTzByZJZfP8P13L/PWD95gsJjh8k9/xNTMMf7Jb/82p85ZFGYnyE+NUspmuLteYW1tn9rOHhMjWZzqPjt//lec+q9+k4Pr93HdMQpzZYKdbcY//zne+9EC7sQUX/mFV8lPjNN1A848fw4Zdnh4+SOOPPM8TjyKW93Ypba3QX13D3QTFSg0t0Potmg5CuW3ODt3hPzAMJWrNzBTScZOHGPy+Dw/fO8Gze0tTn/jFYojebZXdrh47jiVaotUJsWNhxuklc/a+hqm8imEBu/84C3k8BjlvTIJX+PY8WmOP3OS27fuY+Sn8BI6ejLN0Ng4Z3/3a+w+XKS6vgf41B4tMf7ya9iVAzp7+3hWDhNJSUsyns0SVHa5tlSlIQ08d5P0+dNkrn1IYW+VXm2Fbq9NXQvorK6RPnuB7OlnefrsBKlkguubTfyBKYbPfIHeg4/ouja9g+WobsXIruO50aEuFLTabazEGGMDg7Tri9S7HcqVNpOnn8ZxelTXHlCrr+K4Nnn5HxkGZJfGI7hfapG3u3riqS4EvhIsdgK+RPQc6/Yiw4GEGQX9hGFIt9sj8AOE+fgi+qdhz/dpd3vxHDXAMg2kJhgoRbRFKUR02tCIPrDSQSkIfB8TmMpkeCGbYxpBIVRIz4/D9P4f5t7rSbLsvvP7nHNt+izvTXdXezfd4y1mABAAQRCgC4lBrZZB7m6sVs9S6C/QuxSxD6vd2I2QRIoMiuDugAQwxAAzAMagx/ZMe1veZ2alz7z2HD3cm9WNiAVWoQiRc6MrurKy8laac8/Pfc1jvuIpYj8x3xMp6j3RE9AyAcJFUZii2k0EMmUYJJh3NaBQphQmSBTztEpZCEgS4J8YFPuHrXmNflRNP/a+Kq2QOmY0brMQNrhjlNJZtWDTKPLjzFH+IPoMgzixPVXyUBY58TRPkpo4DlEIVjKTeIfJlU58BjDS0YIGrVg2SryRO82fhHVsEaLQKeUv0TJI7AiSZ5l0WiRRHCFJVf90kngkVMqkAoujZPSj09GETgWHZOpZ8EU4lhYzhL4mQqEE9LsRQoKDgeuYRKYkDDRRpJE6GSmpSOEYAts1GM4mrJZm04BUfkbEghLgixgv9AijAyIE/dglbFvsVzMYWLhOlpEwS3HSpWtE9PsBatmke8cjrHQwACElmUKWzIKL7PhMXxxlZMLkxNkJTLvIu29+DjnNzDmXnU869HsKAh8RSuRBgAxDGHII613s0GTY0Nxd3SL0I848VYRswNGzWeIwz9Jon/j8CPc+ahEGAVEnYi/aA2VwoBpsSEk/VvBBjAg1GQV+EPKlM7PM5I/z1udvcn5ugkakyZo2+9Uenb06fc9meWeTyfIYUbVDr6XIjpQ59cIk771xm1gpItQvNacg6QAeXjSHx4CamnyvEegUZRyL5EsC2YJDoWCj8pI9v8JetcutO9sUC2V6ccRbb77Jn/+f+8SxSjRGykVy+Rzlcpmx8XEmJscZKg+Ty+XwI5/72x/x5MVv8c677+O4DpefvsypS0/9/7w6/98fT14+Q6XeYOvqQ0wVsLqyzk5ln/r6Z5SqNapacb8Tcv70PFajR8GWfPXrLzO7OMvW3i5X3nkbVWtQ6YV8dXIcZUu+9x/+Pb1Wh9ZwmV69ydN/8Byj46N0mm363T4ym6Hb84jCkNjv4+ZsJp45R3dlhdX3rpMVf4FbbxH6kk9e/yuyRxY5/Y1XMWfGsZwMU6ePc//+Bienx5iYHiOOQsxSFcMyOXh4CzMOuXhinvAPfgcnW6blR+xv73Pv8w/Y36pg9T2crM0Tr7zMZrvDyl6TZ7/5bZ597UVWb9/FDTyKRkQ2n6FaaYLtEoUxP333KicW5pmaHuX63VVu33zI3PETHDn/BLEtuXrjOrXmAX67iyiNcao8y+iZEXp2zMMaIE2KoUe0d8Cx155ntN5ib3uHZj9mdmKU6sYannCZfu4lGturjJs51m7cIdfpMlwPaS6dJWh2OLa3zWy/Sslr07Bj4lBSUSb9Vo0lBAsXzvLskSGEhgNPU9EzXH7xSUbvP01lbZ36/ia1O+8hVIhj5/H7tcPrpVwsg1Wm59XoRwHF0Xn8kSmqGrj9KdWVm3S9HgJB4dcUY78eBJjKniYgNJkkAwNamgSlJds+xBpMKRLZ1FhRzGWwTAOlJK5j4fkB2axzGJ/iWBFGMe1en54XUMpnyJoOtmViSMno6EhCg9AkbdsUhCeRRIHPiGXz9NAoz9gO+VglnPPBHD4F3A00BBKlvoG9bxqadbK1RCrClBZaSqI4xIgFUqYBfgBq0/EhCn5wDB6PVgxSgBQ9+NgGN1CNk2lXYPApJEA0FccExAQiaReT2vAGCH6YW+JLvQdMhgdJMEWTeB09GosonVROkbS45Ywnf1dFQMxc1MIzHCq6cBjUIyQ/yBzn5c4DToVbGFKi00RCK4UiRqSjlYFwkdbiULhFCE2ctkwECSVTGxqhokRhMU0SxGCt8MVIAOYnMzQCRRSGFEyDSqtP5IUUDBvLNdEFO+3WCOK2R7lg01EKL07oZkFsYKqYnGtgmZKyLcgJA2EahFrQ85Jxja80vggJIo96s063D61uBu0U+e1jr/F+ZZ2dT9bpK4PGwwM0MYWJHDISnLp4lJ1ci8yCQbFsU57JYJSHuf9RlfpuF5GRRHshImsSN3oQRjhZB93rJWOMTozlZvBrfa7/6B6eNjBdk+PPZGj3NHJVc+fuNn434N71Kjv1Ll7XQ2hNU3QJ4zjRchc5ysPD+ItZOjd3yI4PY10e5eTvHOXv/4/3Wdmsk69OcfLMEK04RsWSbsdna79DZsTh6v99k8npYU6+cJKJsxlaG0MQ2RjSII5CGGBYBl+HU6LkuhWDvSVdOjrF9iTGQBBLiCTYseD4hWmGx0o0em0eeA1qm1UcO4sQmoNqlQf37gGk6zhdw+iU5inIuA65XIZCIUtxwmHhjEPOmWBnZ5NnnnuK0+cv0Oj+agW1f+hjfGGWI5cu8v3tDfztTfxej1a7yoLM89K5s+w2fT6tNOg0uuRCj/12k+rVz/A8uPLOz6isrPDi177J7soq7/3sPSLLZmt5m+OnTmMWbCan5xgeH+XWZ9dp1BuMjI9RsG08Afmig8jnOP3KRZ547Qn6B1V673zArR99TH2vTlU0MZ57jt/4V/+C0uQoY40ZJuZn2dzeYWKsyPT0OP0wwjAkwxOJNoFpuHz4w79lduEUFy+cI4g1d2484LmnzzG3OM7m2g5TiwsMF/JMTI/w5o+v8OyXv8ZXXn2Sze1tfvBXr1OeXOTr33iFQBrEwqLSaTLbaeG1qrz1+nW+/Jtf5uLSHE+f/EPCdpt+o8v6w2Xq9+8xXsjQCwXFyUU276/w8pdfxhke4d0Vjwf7PYJ2kzs/+HuOZ2xGL5xgN+hT/upXsY4s4D+MOPp7v49pKpo/u0ppcpJq1CNYW6MUOWR6HvHULMfb+5hhSBD59L0ApTMciBDfGWVoYoLiUIGMG9PsRrjdPSof/5z5wm8wOTdDfvYIi1Jz980sst0mFjHbN39OKZfDNsH3IwJ/Dx22mciPcf7l36S68RDvoII2YW1vBT9WWM4YVfWrw/yvTwBSUR1Sjv1gPg4kbXIBlUDRizVlS1Iu5g8rYIHAkJDLuVTrDYZK+QQf4Af4QXB4IWZdh4zjYBgSPwjoex7lYjFpTccxKo2ultAcy+U4Uyxx3LAoKo3hBwldUJAIAOlB5Z0c+vFAzmP3pbN4FUUoaWAaCQ1OKA4D3uHvHaoBJreTOX7K+xMyoZQlESQ1LtI8Kn5Fejv5y8YAP5Ei9SMFnn6UtGAYoAVrZoH38sf43XoLdJRujPEhfiA+9BuASDpUhZtyEJMK/axqcF54/Gtxgj7W4YbbxOaN/Blmmwdko+7hhqu0QsUq0V9AYRlmcp/SKB1iGCZRHKYvN9mgEzFmdbgktNDEqPRHj5q4/9hHQWtMNGPDLnU/QpUyRCUXS0EYCQgClBQMlRy82MTVkDfAlSY6bxHkDIQf4keajG2CUNhBTFdENJsKJ4Z6FGIZBqYBBUPjjBj4XkwoPDoh/PTqp+y2YzrLbdyxLAiBWXaJXcnx50YxzTYFVyC0S6Fg4lo2KMnqzT0iL0R1NXs1P5mNB8l6H5vPcObSMLdqit1Pk42mPJQlP1XE6gfMHCtTtgrEnzS4Z/SRJYuhwgSRe4AzIfFWfVSs8IiS5E8kbpnZsEh/r01posT5U6eQYyFrzVXWgj0WvnqO+UtzbHp9dj6/TSkKMXEoL+Qha2IXXDbv7zJyJMflUy73390kbiUeGuow+OtkrcYDq+nBJyUOA/2gowTpf6kV86D4cJwMecdipFRGyBDHVXT9JuVSnkq1Rt/vM3AFDcNU/lukWJbkdPR9j0ari1UzWTSHmfNH+cUvfkS7EVIaeho/VMxPf3FGAA+W7/DlI98gMrJoq4Dnd3BzBfLTZ8ieHWFGlrj6F3+TvN+zM4TjEywtLrFwdIH9nTXyfo9zJxY499xl3vvRO/RkhmJ5gZn5szQa2xw7cYb3f/ITvvmtb3H63Aly+RyVRgvLsCjkclQbNS6dWiA/XMRyDKxXn+PM7Cjr79zg1LO/Tf7pJ5k7dYx+p0cmn6Hf79OqNzh19jT9Tgc7m8FxbHp+iFKaqcWjzC6dQoYSX0X8zXd/RHNzjS+/dJ5SIYs1kuWpFy7TCwNe/97buLHk5NICWghsYGK8yLGLZxgaG+WD9Tpxu0vOMVjbPmB4YogPv/cG5aFhau9+xtKQyf7WDmUhefhwlXzXY2pqjF5ks7mxx8HdddAmL7z6DFO5IUy/w7VGg4lajPd3P+PFI3NYpREWvvYqjuMwY0taD+6z+/rrFDqa8rEJ9P46nX5IZDv4nTZCRLRXrjJddIkrLWJlciAimlpTPHYRq1wmZ2mqAWy2fLbXVtm5/THq1AmOXr7Eu7e30G6WmfEpLvzG1/jop6/TLQ6xtHSe9sEGm+u7OKbBudEZTp56ksKZ06xd/Qm52GbbsWhHIZYzwuiFr5If/v8oBMQAlTvoAkiSZGCAkteaXS+mESjKpsActH4fa/9mXZft3Qqjw2W8MCTwE6pU1k1Q/6YhieKYdreHH4Q4tsnQUAnHtvHjPq6ERTfLCdPmjO2SD3y05yfBCQEqmbFD2jBMW+5aPNpEZCrSM3heA0vXWMXIOE7pdCQmOOls/3CWT8LhlwMw3wAMJyVSa7TkUAnvEN/wSxW/HmREh8kRaTLQlVnqxmNyo1qBMFBa8qa7wMvmfUajVvI4+QhjEA+shjW0zAINI0tqkIrQMaXY45VghY+yZX4qJpKPOa2E3soc4UKwzSut64dgx4Gjoo4TYGQURZhW4pqmVUwca8IgMaYYjD9IxymDzovWA4+AJAGKvyBmQGGsGdOSM67BflZwq51keX6osCKFa5kMZxyyjoFjWjRDhSXBJklsq7s+GVNh2BJHxCghwYuIYwi0JpORLJVMGj2LIIxwgK4hKWYMclKyq0z6zT619S5GGGPaAjGZJzIkUUbgTThoQ9CoxoTtmLGCRTGTxdYOXiWEKBlFaaUTfWEBRtZk+tlhZp8c59O/3UNlbWxgZraMcdZmsZjh6OQRPvnZPp3VBmEuR+WgzcVXYp54dp6fvHkfmbHRXpCoXQoAQaj7GDJkbKjM9OQwAthbrSNLOVTOpfpgi+Vcn7mTMzx8dwer1mQkV6IvA+y6w9PPzZAZWWB0ssBH769y5/oKtVqDQEWHlMkkAdBJ21CRSGijD4sMrXUCYyFtEhgivS+9mCON4WhGRobY3qxgFxxUX3L53DOoBej3OnSaDZr1Nu1Oh0Ztn4ODFgetDkEq8zyQtRZSkHEcXr10keNHJrjhrdHINVicm2Ftc5+15XX+xR/94T/8ov3PHCeXTnD7yhWaW+vkTId+CK1Oh+V6i6Mtwe31B2SsDIQBl770JZ7/g9+h2fXwqnXO2jnurWzx3T/7S373n/8px8+f4e13r2HNnSCI+jQqO5w6f46hkaOMLs6yvVdlzPcxhYFtWbTDmFI+w+hMDh3HdA9qyJyJc+YoS3PTuKdfoSfymKZBrVqlPDLCjdt3mJqd46DVYniojGXbWFLgWBY9L6F4l4+e5eGDHTZ/cY31lWWcqAcqRMQC280RRTH1RovVW7cxzAyXn79Eu9PhyNwE8vkncPIZiqZmfmqIn69sszgzSSwlRxZnaffbbOxVaGmD8MZ92u0G/UASBBEX83kKrkM2rrCz4aGLLu9f26HXeY9zX/0Gp2bLfPa5RyMMmdIR/TDkP/3kQ4ZyBS6fXmD/zR8T3ryGtbaHdIrkhkpY4RDOqdN0JuYJrCxFr0skHKrKQVkOD6XHuh8TWmXMqXmk41CPY3qhT6GYZfrIMVrnnubI+QuUR0dZmAsx8iVC02NyvMBC2eHZ3/tNwnyZ7//lfWKtKZoFpLAonLlA34hpNRpEymDdq+NHCrcwTtjtUh4r/8p19esTAJFefJoBlBpihR1HZFFkwpBhpej1M+hsEkQPgX5pAC3ksty8+5BOz8MwDYqFHPmMi2WZKBXT7nuEYUSn72HKRKmuXCxybm6OTKXKCWEwb5iYYYgRBolqn2WloLXokCY3QNzrQUud1CY4DcRJkBO/lJzAo8cO0P2JSp48vI1KaH4iddNLTkaSgKg4VRoEkWr2D9Ct6tB7flAPi8M/PRhPtE2XuuE8eq8ftS5Yk2Xedxf4VvsGMkl10rZ/cv7EW11QMXL4Ka0SncgUuSpm1ZOM0MLKjhEeziigjcWf586z1N9iNjogiiMGhksanRoZpbiIdKQRBUHy2iKFSvEOifb/AE2dVFtSa6J4AJr4YvQAcuMFOkHMbUMwkVccMwJ6MRyEAgLBxHiWUJiIWCAtTSZM7DZjy0JLm6MFg6jVpWFo9gNFGMcYwsB1DGbKGseyaNa69KUk1oJWEOHFEZlIEytJNyNpr/rkx7MUMhLnRIa9uyGyH2MOZ9mqSLQVE3ViFnMWQcck7lhc/eAulc2D5LMxJG4pgzuUx49CsgWD/HSOt27uU20mttEqb2EdzTN8XHDxbIaDKy3uXd9ib7dJrGu4JZfNjTYnlkxEFMNIHlVtQZSYTgmRqGieu3iWJ77zFJkHXT7qfE4hLLBxbYd2q499ZBihy7Rv+DQ/32dvY4/f/r0XWVi0OHpmDD8T4gWCB7f2uffhOvaMTbibWBonXleDbpdGxqnCpCbR/hePOPuPZcqJ1Ddpcq8TFkBpLM+xczO0RQ9EF6epSIgzknxxmKGRcY4YBoaUoEJ07BF3O8T9LpVqjf12j+2tPcJuh5NHJhnK2VRWqxQtC9OIuXXrPqad4epHH/4Dr9ZffYy0mkxMz/JjqWn5HQINdhRgdevcv1bns7VdSk4ZRkbIn1zCtGyGrIj1e7d596++x1azg9dp8dbfvc7EwjE2H9zFzIzQ7kQcPf0Ehm1z6fw5Ti7OYFgWO7tVbt+8z6VLJ+kYNrnhMYYns2jVJhCCvFuCjKQwW+RAB3R6ffwgi5nJUG+12dk9YGJugXKpSMbNIEUyJvaCgE+u3kYrwdKxGY4PjaNuF/njJy4wNJRnpJxnc3Ubr9FgpOySyY7y5VefxRqbZmx6lIOtZa58cIPI81iaO6Cyv8ypSy/wZqdBrTtCNg44NjPEyMw8gR+ghkaJtcGsIVnzDmhFktWeYPvePUKRQZRGMOdmka7go+s3ePLrNn/6X32Vv27uUn/nA2amp6k2muzeucfUk0/g1/axNnep31sh8gSeIzkyPszFxTHW3BtkhqawuwK3FVGbmqWWOUO8t86dOz/FMDJY2RFqe3tce7ANocdo1uJCMeDSnKDw9BK3r37AcfUUJ+ZmyZfzTDxxBBV6XHt3nHplm/bWGipUWJkxYjdP/tIzyKVjXPned2n3QhqqSTfsYhl5bLuI6zUgd/5Xrqv/QgKQVK+G0jhC4cSSFpIcikv9JmasyDkW3egxs4FBsp620bMZl2w2Q8axKRVzWGait97reygV4weJS5htWmQci3w2gxmGvFYskq3WcZRCRIkTX6LaZ3BIYYsj9AD7ls4KNSl9j0SPP7GAlYdJiSa1FSbpDAwMbRAgDSPtAuhHHYO01I6jZEb+qL2dBHWlFIYh02oGBk9Ii9QxLzVAT4LmILlIHAO7wqYnzEOMhdDqcIDREyY/yi7xUm+F4aid/FQk5zOERBgQaoN9q0gkJOgYtCAWBj9wj/J37jGahkuUOvQdfjjAmlnmb7Nn+OPWh9hiIA6UCiulzxVI7INFqoVAklIZg6Qw1S1Ip7dorZJW7yH974uRAPSFph9rmn2BZ2aQoWDG7TFbtrAZwbAUu+0+dS+iGRpkpCQOE+DY6bNPk8mW2LpzC3ttFTvS1CyBykKIQBUzWJjMI/FUTBNBpwWakB92AAAgAElEQVTdWNPradq9GN+EQGqySnH2a+Ps+JrcRgOzZZOtC8wImramaEvGZ0rEHbjyxjIikDiOSeiFOEWT6ddmaC575IplnvpyGWV2yTYEbsYitiS9vT63317jtBxhzXHIevIR7dQxkabkfq1Ps6DJlzMEm01iz0+updQqea48xcWJk0w0TPr9kPHcELuf7OCM2HRrHWYvltj67B63bjToewHZjEW10uQXV9b5xh+dY+byDLZhYdiK469McO39HZQWqEFum06N0CTaGZpH/lWQWlTzqJMmSBgAKcDW0GDqRLWzWt0jIGJrZ59npxawCxKdTcZZfhTSC0N8LVIwqoHMDGHkRpmaWGTBMtF+H4I+Who0mw02Ntep1Srs7tY5aL5HoVikur/7j7Fk/7PHxu37nPmts5hDIzR2qljOEMeH8uSqVTLOMCVMoliQzY+ihYM6OGD1B2/wizfe5r3tPXpIVC/gRz/6MeMT92mTp2iEvPiVr7C3s8ups6epdlt89N4HHD22QKvT5aBRpd1f5NrWLka/TxTnMKWJkyshbRvLssjks/i1AL+fALVHJ8a4du0O5y6cZXx8BMtMirVk/Kn4/NYDfvyTD5jLKfLyScgWifo9bty+SSnn0mm0CVtNhoaKBAcbHF1a5ORUkZHj01iWRVgo8Tfv3WTI0Zw+cZTayjr5RjPxeGg0UQWBicFr3/42i8dmMQs52jeXqH38Cc7VjwnrDfZbDealwcKRWQoZkxdfO896s8G+0aVQKhKFEaNej5xhUZ6eYMyG8do2iyOvYEY9evs7mHaewnPPk3/iFHKyzJGxArfe/il7H6+wGWoIOrhxk/7sIhdfegnfq7B50CJ/+iS+KTCjHvNGG7c0S6tZ5eTJMfYaER/d+IjbV/89Uycv8uy3v0PR1BybG+Gf/Ms/4bPPbvLuW28zfb6MVZqiWj9go7FO/Pb32bp1k1hYWJhps0yhtUQHAdXtyq9cV782ARiJA3SsmAgCiqYAy+CBsBiNI4pK0RGSfS3Z6muefPyBYlBpawwpMY0khxdAvdkmihIEvevY5HNZLNNASkmv30+sgfs+Y/kcQRSh4oQ6JwRoIxGsUSpOX2Dq+JdW94NAJVPXNyWTzUOkgTqZ63M4Czy0rBWJgyA6TiWIEySySjsDg/lk6maSBL4UKwBJRT/Qy09ggY+5Bw4SFykTAZ3HjpaRxcNIgXWa43GLinCoGy4ozV2jyNvZJX63/Xm6CUpioCryLJvDPLAnuZI7SqBTbEG6mVbM3COMwmMIiAEMOxYGf587xQV/i+e95UNHw2Qc8OjX1QA/kWRLqWe7QggzlWsOU6ph0pmIVWqFjE58378Ax92VFoYpGcm7tK2QQCnoZ7C6mm7Qxs2Y2IHC8hSljEXOMtn1Y/qxwK83MUyHmcV5dGuLbqQYijSeFGRdmyhUVJRPUUtQEtcU5LIxJUfT0hm2GxF3D2KMEWhFknot4s77DQ5Wu5jaIMoYiLbEKtmMzluo0AZRotXeorV5QLfVBzSBF7H/2T5G3+bVl76EZTXZ39/gN788yd0z+1z5sw6N7YA4lLRuBNTdiIbvs59q8LvTDiXHpYzB5YUh8s9EvPGfwM2Ns7HeoLvcQEeKXKbAy195mZWr1yAwKd33Od7Is9FoUY4Ec5MFrEqf3qqHtmGkXGBts0L1oM9et8dMbNNoR1ACw9QEKcNn0JE7lPSV4vBSUkKgjWQ8JUm6SIMGgDYl2k7GV1JrrBgMabB0bobR8Rwbm3uEdY/hfIsL8xF+BH5kEeuEqtsODKqeSdeXdHxJpGzavZBYJfuJKR0saZEdy3N8ZIIFP2B6c4Nurcba/gF594vjBbC7v0v99e/iGRPo80+ie12OvHSZs+EWlWufM6VNKoHHpDZZ//73adQr1Ds2G8Pn2W8IVGOFWAXIQHDxhePMF8sYQcyJ0wu0mnVa7R5H5ib5D//239CoVMC0OLF4lG9966sMB5pP3lthXFaxqTE9PU+pXEB0tvDXN5C5M2RyxURrBY2WktGxYQzDIEzxRTpOMEqfXL1D0bI4NhZRMkP8sI2OA3729z/BUhY67FCyYHHhCFc/6TBUvMFXvvZlRqba3LjzgO1qHzM/QsZRrG3sQ26c5ZUdCsPD9HshRxamQMKzT53inRvbeO0Kz88Nc/6f/RHv/7mEt/6eoN1nFId62CfSCre9xatLY/SmT9Pp9/jxR6sYW13GnCxHnjiJ19hlotVmdniIyu4B+xvLFKwyuWcvMf7MWfy7q+zcvYl0i7TtHqpew+o1mPIamD2fxbPnOP7f/ClXbt1lem6eqVNLXJ7MMCoOaIQZPtk7yYOeYiUMqfc1zf0qQycs7q7XiDsdbl69Ru3BQ06eP8lvffvbGK7NVrXDX/2b/4UHy3eQc5eZOv4kjoqxLEH7F3+NFJoh16fVDfG27v7KdfVrE4AjOmLLMHB0jMKEWDMsInJxyI5p09SSRibHQSRQmkeeAIDSCTJfiEQWdmNrD0NKen6Aa1sUs8nMyDKT+/ueR7fXx7JMDNuGoXJSLERRauFrJsErHgCK1GPdfH0YaA0hE3lTSFUCRbL4dPKl0mAHSTV9mBSkIj+k+ACUSubiShzy/RMLXfGIYcBj3gDpeZJWvTp0JBOHG54+rMQHwbYi80Tp7F7qiOf661SMHD/MLAKCCIs3s8c47+2RVSGr5hDvZhd4aI6wY+TpCSMFIKYggwH04HB3HdxOX3/ypgDQNiy+nzvNuWCLnIrSOWtCgUykiRPfBWEYyUMGjIZYHTIWtNZIw0rmdlJgkNgXx0oRfUGkgMtC4CIZtgQlFeBFCdhSKEnTD9mPFPmCjavAj2IyrslCOUcgHEqZItItsl+vsJ3y1idzNghJC00nThQRhSMIfEHeNOnqmCGlsP0QNy+Jm5L8mI2KYftuF9mJkfWA4lCebqjxZcyYo+l1wHVMMsKgvd+nW+9hmJIojAm9iOaDOrlCgeGRMdYetLnzcYV+MyAzEmF0k3FUP4Z7d6qsLDfIl1JlSAFWKJiZyvHSUoli3mOzG/DifztBKTvNn/+vH6Mixfz0It/+zu8TuxGzuSK6n6cs22AHBH1FM2hx4/XbXHp1gktPPkWnXae3FtJRAcUlh+K4yUGryupaSOxqFB6thpfQRAcYIgbdo3RUqDVaCpSUiPgR6k+T/jxjoo1EctnUGqkkhiWZPzpLv6EoFyy2u6B1kdXeKFEQYhsKLTSWgJwbMpz1yFgxQkT0A/ACQSuwqXUNah0DLzbxfIMwSi6bsdkFJmYXWVARcfDFYQEc1D3c3btExQXCkkIUShxkcgw/9QLnvvIad995lwfvfUzesjnYrdP24Ohv/Qa/qAjCBx8ipGLx7GX2N1aZmJ3nymcPePLUUdCK4WKO8elxNta2mD96kuV7a4CkMxlx5+YDjp08yuqJE2zt3sU82GR+8QjZrEPzsxt4Owrj5YsJm0onzKfZ+VmwrATmkcqrR2jCSNHwPdr1XaqiR2XlPjvtkPVulsCLUSok6lSIpOSZl1/k7LE5btxf53tvvMVrQcDta9ewZ8/z5d//HayojxX0GZmf58bdDar1JsHODp/313j2mUvkx4aZGsuxK2KuvvEW2dee5/Qrz9B+92dYMoJYUW+1CeZPcNB3OFpaxC6ZXK1olrcPONbuYXXadK7dobp2l0KosF0LK1RY7ZDA7mN0WoStNo3bD+g2e9RNC336GJeeusTs7RuMtzsUji4y8fIlgolRjCgk1+1ytGAxU3LIiQKOrzitHd55WGf9oMfE4jm+dO4JxkplhmVEIdQsb29z7c23ufLuJ5QLOcaHLGQ2y8HGMq47xMzEGFa7glueIHP6NGu330X4XVr1FTpBCJ2VX7mufm0CMCQ1NWkQOzbFOKKBZMuyMSwbgKyU5GwTMxZEscY0Hw3vpA7ROkTKPFnHodnuoLSmlM+SzbhYhkEYRfT6Hl3PBy2wrEQp0HQM5MQ4nm0T+T5Kx2jMRDgk3RwGM3GZVraKpAJ/NNNPWoVxFB2OAx6B+3Q6rwepBEqoFOrwWBWcjjKUTjd5YSQBUimQh/sYWujDTkByDIR1ZAo0kiluMk0WHpMZrhiFZLqvEwjfUNjljFflLWceXxggDe4zzP849ptEQuIbJvEg0A/wCOlM9bCPenikPxiIH+nHfiHFG3zuTPOzzAm+3rmOJZNNWZEo+UU6wQDIJBfAkCZIgWm4yWhgkG1ICco4TMYSTICBLb4YVqoXFh26fSOhXPoRgVZIO6RvOOAaTBox48WYmrbIBB71doft2GRsfozy+AgHnTb9bg9DhQShotb1GRtxCOs+loY4EoSGxs4YhKZES4uaF1PImwzpCCdnsr3cwy5ImgcR/UAjTIOh4SFyKqBl9cjnNd1Kn8pmBWl3sGaLFDMaK5TUNqoJYA6N7/tceecjNq7dpuv3UL2Q8nyR+lYHNERh6tFgCiZPjdH6qIvjmsydn0LIDHpsmo9urjF6cZyc2ebqjx7i15Lx2um5JZ5ZOMLr770ODxp8s3AZx3SZWzjO5IWnqf7iDbZvLbPzQYT7uxm2N1bx1wwOOg1wFfdvmpwxXOJKyPDJaXbWwe+mKhGPTaBEyh4arEWBRsQJA0c+NlxTtgG2kZphKQyd0oKloNXsUirm2NuoUiwW2O+UMUyTYsZMsTrQjUy22wFRUMA0TaRlYiofqUPyTsjp8TZyzKcf2QQaOl5EPzDohjZtz6DpGYTWF8MICKCfK3OgQMcRRruJyhcRXh+7OMTomUVGTh3HXDpBzsnwcG2Zfjvkejuk8ukHRM1dykNl5o+cpDQ6BZgEZg6pDbqtLjnLJOjU+NGb32dnZYULl5+m1Wny4ZWfYxXH+VcLM4wP54mDKcrZPn6vj2mW6NcjwlZIxs4RazPdeyVONnNIUx50SsMoJtKa2alR/vqv/y9WVJ9sfpj8+CRBf49yQVLb2oFQ0AY++uRTfnu6wLe/9TL/9l//GVvbDRpdH3dvncnnTzI8dYyg62NlXEbnBa36Dl/6yiJnxgVb9++xW20xlM8zMZGjc+EM+8sbTJ1ZwCpMUPIztKtV/CDgwMzy9qbPle/fpWvnaHc9hlo1yr0D8t02m//7X9Bq1hChid7Zp3vnHhmlCIQk3w1p/eIj1PoWs9/5BtVGhWksjj5xBtV6mtgLKOXzYGquvPUh1z/6nPmZMpbXptZxyZTzqLDFsKEYy7msl4rMuCYTy59SeHCXoy+9hHKK7LX2Odts8WmcpdJvU5YGQiYYo0k3g3n7I8aCiGj8CLvtGuWhWSqVbXq9ClpLDDv/K9fVr92lI8NkzDapq5hVIWm5GUxpMG0KXnIlR0xJrEFqjR+Daw7oNqC0II5ClIzJZFziWFMq5LAMg0jFNNp9gjBK7HtJzDpc18axkqcUjo9iuC5hq5VQgOCxIlccBnJEImSjlUKaFoo4CfqDtrtWqZCRQEfJoF5okSr56UMVv4HBDkKkYL/k3CrdfKVIA3lSuzAQ+kmSiQEIbxDbB09UHhoMJXtgSn1SgCFoGM7hPZGQvJE/nXD7B1V9GttbhvXonIdtj0HgT88uBuCLwe+oXw76DKiLCqkhpzzKcZem6RBJA0sFDMyOpJCYhkUsokQwCEDHCejPNJAI4jBEI4m0RgkNUmBocdj5+KIcldDAzFp0lMS0DIxQE/U9cJPAJDKSuhfhGBJDK1wEE3ZMr11jc2eLwHZpNzsQW0znJDW/ixlrul5IFEsMxySOIqxeRDZSeIYgMiSWE6I8TasZ4nch18gwlJNUw5i+a6O8gDjwCQnZ8UK6rZB8TuG3K+i+j3/QQQWP6VkgUGHEyoef43U6KDTRkMPmrT3CTpAqOErcQo6RmSwv/v4FVm5u8cI3n+XEayf5y//5r2lvVrEyJkvmJOu3urQOfMK9NrZpc+rYEt6DbWqrO9zbeMjllxbJtBW5MIOtc/x3//Rf8nf/7j+SjwUrb9bZrjUYLYxy6pVZAh0TtUM6+32eePk4oTZZ/rxLHEaDkT9ogZPPoqKYIEgczySPMQN4DPsnBMoxsDMOUfhoJCeEwB6yaOkKlc0+jgIr61I9CGm1BaYpcS2Ba4NjhVhSMVw0MAjxVYyHRS+wqPckG+0SlpFcw5aIybsKU3gULUHOUcyWFcEXxNESIJeLKOUnEc02UbZPxx2mlLUZGylhWibCtlh66jIfvnOF0LDpGxF3b96gWWkizXFKuRFOzC1w+dXnWdmo8cMP7pEt5fA6LcLQZ3W5yu5uheGZI5x68knWlx9y45MPEconm81Q7muutyImRkfYrzWY7SmizBCV/TuM9Hwiyz6sQQwj7RSm25iKk3LBNg2ePzNN/eUnGDlyAWSGi5dPYVjQqNb5i3/3v3Hjg7sUykUWZwsE138MmT1sf48rH1zB6/s8edag9+BTdHOG0sJJfL+PI2MsHbI4UaLkhJRPLWKV5/hkvcG1dz/lhfOLLN+9zfqHP0eqkHp9Bx3G9OMIq9MkVh5y8w7DfcWs7zPqtbH2t4lDhddsEkY9YrfAyp/9Bc2dTQhjspMj5KdGaXxwhd7qBoXb95H1PXabEfu6wOnRLOPdA/Y//oSt9R0+WduisrPBE5NnUZU7VBBMugUyriYI+sxkIt7dXGZrbZeZ6jKmVSDQgjiTZbvTpxD2mTUMrg1PsxL1Gc4eZeiURW7rPqpVY1/D9t4OXqwJiqNMnZxjvLKF55bY7wa/cl392gRgwrGZylp8bFv4keZJU1CQ8JxrEqXo+ClHct1XdENN2Rlo6Cv6vkaKLLWDOoZh0Gg28PyQTtQnUnFi4ysltm3iWBksMzHb8YMAzwsQpgEZ5xH/d9A6fEyNUJOA1GJSpb8UiJYo3CUGJEImAMDBnPsRyOixqj3l+x+Cj3SiGZ+MvpMWv5CgUwT8ID4nVHmNEDHwWMWfPrvkn0qrfw4TGZEmEnVhHwItFYK7VjmdITyy+kUYyW3j0TkHrz5BHg6SjfQ2gI4evSalQSkKqsdY2GBcdTkS1znn73E8qFFQAdrvEQGGmfANEtGktIsiNCL1CBiAHpPOiEptktNegGGmDoXpmIMvxghAuCYNBUhJxrEIuwH92MXoK7K2ZCprMZbRRPWY5VizmbOQwmLciogefIYfgTRMtICNdo9GHGFUI4aVQT5jU1WQMUw6UY84jBAZk6zSdD1Jo+6TzWbJFFymrCIXZlzCWHBnq82Hd7fIDRXIZR2CsIvuxmCGmA702qBNI6HCdnqHIyutFL1m83BjPdhoJq8x/awzxSzf/u9/n4PmQ4ZnJinPDvPM184zNjvP9NQ4G8ubzD0xjyPOoHZ9Vj9aJvZjDMNk5bNbvPTNsyyWF7gV36VdNhgxpqmtNQl2fSLVoLazSVsYXF/eoRl0yR3J02lkaTc7nHlhmGqkqDZ3cMlQWz9Ax49GY1pA1Oujg2Q0OLiM9eCiG0yy0GgjSTTDIDzUqkhwspriWAarbFM96DBqO/hbGjPqIuhhOxY9w8S27HSkB4apMIViKCcoZiMcOwQEpuXSDxVdT9EIDRq+hSlcBDGRAlOCZfwyZucf89jc3WAYkyenF+mKNvXWJkZngUw+g20ZBGGMk3UpT4zjOiaf/OIdDlpgD41ihhFdXeST5TrZofuI0RHcsMfFS6do9tq42TzPHDvK5aeewbQzFHIO0XNPMDw6xEihmJi49UM+vfOAjZ0PyGd8ugcVzixMYi4FRIaRdA7TzmQyUX3EejJSJoeJxoxDvvNP/4TvvfEeH//0HY4uzXPq/BJT01PMHD3Cp+9fZ2ayzEsnSzjXH6D7LbzaDrVmhfEjZ3jht77N9OwkKo4pjZY5qNWIhcRCIEyTtz5f5dKUg+dX+eHVPdioMP7MCexT89z47t+gc0OI6Sl6K8tk/CpnKtcTy+7IZ8zXFBsesh8gRECkFSrqEZHoVmx//BntqI+SDsdOnsHXMd16g9ZBi95PfoY5Xqa7tU+7MEXLiDhx6wrN9WXuKoNVq8zI+DTzx4/QrmzSrvvc+PkOxYxCh312Gz571xu4vsWqarHRqvL2D7/LM9/6bWaevMxnP3+HnldFFk+TmT8JQ0MMa8i5WYzgOA/2qnT7B4wOjTN56iw5W9PevUegiuz/Uof6l49fmwC8OpwlUBCqmCFLMmwcYr6x0lZeN9ZkgV6g6HkhO/sVDMOg3e5SLOTo9T2yrsu9Wo1qvYnrOBRyLrZpYllmCm5TtHtdgjDRkQ+DiIxtY44M42/uoGUCHhJ6MPtXaeUfJdzogVhPmlgk+0jKmdcKSQLOg9QJL20lktLZEqycPKT/HcoApwqCWgy2qcdADo8G7smIXeikulYyjeGPtPYH/ObkFMlOF2FQw/rl+b1+VPmT4u4P2wpapzDpdDdFD8T6HzuHRhKRjXuMqzbTUYuRsM25sMpCWMeNelg6JCs1NqCjxLRHGonqXxRrhNDEKkrHLjLVgkg2YIlOWBJp50EMKjgAkXZEJGBqDPeX5hH/aIfZ1xTTt6vsepyZV9zdN+i0TOYdaLTaXNs3GbcMOrZNl8QTIOOHeET4kYmyBUEYJZ+jbdHwIrIFiW2HBF3JiCEoWjaRNGkHmp2GT2yDHwuMuscLJwrE2se2soxMTLHb2cK1XcJOgAxMfDS5kQxCS/o9P6FgBiGB8g4Tr1+6hAdNgTjBpLjFDNmJAuPzo8yfGeeJyUkQDsfPzXJq6QSqm+HV515j7+wuD1c2UHaWybOTzN2aoek0scqSD7ZuMfzJe4wPFZlxh5ieHcPTJdoHHWYnh6ntrbBf3yP/1bOYBxGlewJ8ze0f3CeKI9qhx+TXxhGZkNU7TRq1kAg41MbUmkjFyUgq1hipT8UAZPto3SfBw3YzKaskDcIiSaANy+XYwgK1UhVjs0O/K9EiSGWyIzxSSW8hkKaBbdkIIWj3IwyR+Iq4jsSxQhxbUXBipkdACQPPh1qti2W4IGyC+IvTzWr1enRNyYtTDqPSobTdpl49oFXvMjYxhDQUiIjQ73H1+n2cbJHvXJzis9U2DzY/5ejoCEcXXZZr+/R2dym5glbHo93uMHniKFEYMzVeRkmLg65PJ5DMXXoJb2uNuw+3+Ml7V1h9/29Zqa8xOzPMwcEBxjdf5fxrX6KuBUKlbI90zzVSRdHEuA1MIejWd8kUy/i+5Pa12xhaUhoZBg3VWp2NzRpSKFzRwYwD2rrEzc+3aBx45K0ccxNjHDm2QH64BCkwPIwijGyOMIywdMzkqM3bN3boqzrLyzUW63U6y5vkhgpIFZP3+ri5GTbECsONGoVOF0NIfGniOxY9AaETk8UiiCWGJbClhR9FOKMLDI+OMj4zS/6p8wSm5MjLL5L/wzG0YRAXXWp/9h8R9z9j28zjtJu0q1tkynMYbgEfm3d+/gFxt0pmeIx6mGF2NEvBDTBEgO1XqFRjPtJdAr+Oqu9jvz/B7/3pf834//A/8dnNZYoTi8wuzJB3De4FdcyxYcbjDpFfIez5LIQHTNHEmpnjjp0hf+lJGjdv/sp19WsTAFslddysJbAR5CTUIuhrTScG2xDs+DF7QKsT8XXdp1ZvYpkGYRihVEwYRhTyOUzLxDIMRssFbNtEq4QzHgNhFNLpeliWhWs7ZByXrG3RGRulbxqHs3n0QNQnmVNrSPXqjcS1Dg6TA7RGyGTxqcPqf1BtJO3zRFUvaZUnuuwJxTDhwycVV8LDNhINhDQoa/0ISDjIAw7dxVQqlJNu0oMxRKKnHyNTAEFfOrQNm1+ayyffQOovkGQS6X2DrsXA7OeRqMDhY4vK4+udayx525yJ6ozoEBFHiViSNIh0QpuUIkX0p69DpBdrAqRMzXNkUvUO+P2QvB+GIGn5px0Hy1RIF+wyWEWNU9ZYRU1m7L+0pf3DHCU7oi8Dtpsme/vg+CZoQWwodmOo+ya+HydoYMdiXGk6vZCXjkzzSafDXr+H1Y2QYYgOY8JQE+ZMXMemHyl8z6c4mUWriB0h6UceY1mIbBO3IDg+UUDEku16FynBtLJoHWJlJP0gpun1cEsOY+NFZo4V+Oyn67T7PkiII53iNx41fg67TzLZAC3X5JU/fpbbn64RlODzjc/5raUXqNdC5pbKRDLknTc/RWvF7KkZ4rKg5Lqcf/Z55kfPs3V7i9IZl90fb/NPvvpHbO9u0NVNGiM+Rd+lZvRBNVGtLrLkUJwuEd5aZ2Zkml2vSisMMByTpQunKRcFoWoTFTWR30/GbAxyVJ2o/8UaEWmESjQ7HnXiUjouAgyJkSbnh9cWidT4UMlE9PtIQ2I6Jq6TIfI1sZ+0OaUUiDDCMAxEKAj9RMkyuYSSQsHoSkzDwLb/H+be61m25Erv+2XmduWrjvfnetfeoxvdwGAGGJjBDIekRGo4DIkhBSW96Vl/gSL0JL3IMUSFgg8jEgNiZjggMACBgWmgPdrcvt4f70/5bTNTD3tX3QtI3RF60KAz4sY9pk6dqn1y51rrW9/6PodtCf6hoepHTNYkc1MllBRUvQhXpH/n+/WTlmsFidb09YDFVoO51gK/2tvng6v3cV1NqeRx/Wre+z71zNMsuyu0PMPcRJ/v/CLhWd3j+ZmEdCJgbT8knYS7N99nrz+kHyeEUcbiag/rBdw4SljraYyjOOOl/Ph/+j9Yu/4Wg/Yuy0uTHPeHrN3boeRWefLzXyDudgm1yq3Siw2qbZZPf2UGIyxWGPr7O5RrM2zcusXyygk+2HqHH3//5zQn6ty+cYu71zaRskJ9YoWBP8k12+bdyw/oxgYP2Ntv872/+iHTczPMzk4xPT/DcDDEaTZxsgTfWB5baDA8PuJbb2/RHRiyKCHVlgoGF5DDLrLXJquVcKOYIE0AwbGTEgR1FmcW6A3bYIYMraVVq2FsxkGoOPef/kfs9jskmUN7cEirMkX1xALzl07RP2rT73SZadUob9ziQWebq+GAM8aQDg8wToWjgctMbZbnPneBuXYW/tYAACAASURBVNkqsd+i3bGcnFakesCV7ZRdk5F6VUx7g9b8El6U8rN/9a957dUXmJ2tsrO/Tlr1CUohzt4N9va77G7d4/TRHq1Y0nQl2fvvEF2/jBunRPEBKt79xH31qQnAepxx3xgyo5lTigzFjrZ0ENzRhhVX8GFiOTYWN5Z8velTLZeJ4gijM/r9XOTHTE1QrVQK8RhBbzAsSOl5u8DzXKqVMkopSr5bEJpS5FQr9x/IcrGa8Wz/qGogf46cJ2RB5cY1VhX1vtE4ysn1i4TEoPPAXsD9oxhqrEEU9r1WFDOr1qDHp+6IIPdI46CoukekJlHY5prCJGikNZCLCD085HLiouBA1QoNgNHpPsoYeIgGkBMOxy9WSqQxzNsuc1mHNVFnX9SLBMAym3b4Ru86c7aPIwr+gwArc3a+IjfxMWMKXzElYUfXMX8BUhXKgFYjXYvyQZUtQVPgV0FVLW4ZhGcIpiwqAOFapAKhRkqJn3qe/Z2tG4kmsQLrC0Rm+TjM2xkyTZFaMOVYHGnp4BDjYlLNlO9wNBhQGaZMCItTd4hTB5EYKg7gSjqpQUhDWlX8KtMkWDKdMd3y8QON7CtinTBZK3H3/pDd/R731g95LLN0wwy/5pD1DMNBxnA7Ym2nz/FWieXzU0w+vcqDK9us3dji0cnREZteOZKgEVBdqOBqj5NPniGtJ1h8rt7b5KlLB1TcMs1zAT/4xevovmT14ml02mb15DSlQJG5luFEh/pymTNnVul9NEDUJDPVZb789B9QPTnD1n+4iy3H3LzxARNdwdIrz/LWTy6zd2eN6qkVbN3Ho8n808uceeYEH9+4xX63Q9URhKO+4/g2tZAZRKKRpkiki/02/qy4l6yGaDjE+rnuhrICZSWOp6i5muHBNkkMdMokcZ5YWHKbcGvzkTNTKBzmGh95G3E0STRK1mUkcRyHyEkZOC4HHYnvKaQSlF1FyRV86e9ys37KmlQu9VrAvFfHtw7x/jaVI8HeXpf+MOUv//w7rJx9jIVTZ2iIQ1YqZUwYcfP6Zb528ixnJycorR3QalQwdZfH5wLmm10c3efcXEQUG6S+R7MywYwv0UsVpEyRSUjHO+TKYY+lUy/ylS+f5y+/8x1OLC/y/AtPYJKILHYxqihdRMFZRZBpg5K5dkgUh+hwwMHhA1pTLb76zS8xSBMuf3gZohgn8Dn30ivceuN1rt+6z8aD6+wfdOmFGUsnLhI7JWLfY6cTsTfc5hfvXWV1ZpLf+4Pf4fYgJFAWX2R4QYXziyWeOFFn/WqXtFSjcXKRvY9ex0kzbJow2FqnpwQLs6cw6ZA00ZyarDPTmsCv1FGbB4Q7R0itybpdIuHgTJ3CXV7FXr/B9Z//BCdJeerVz9NVGQ9e/xlRd4gnFcc3LhPuHuFFKc6p54nTNtudLZJMkE2eo7/8LNHELMaLWF6YI6hnRFmfuckKzz57AT2hOYwkwp7CX1rmcO8Be7/8SxofvE5IwHFzmfaDe+x4fe7dvEq371HubbMsfWaeeJFaaxKCCrrksn31Q2698Td0esefuK8+NQG4kyYcC8G8jUm04u3M4Q6KmhT40vJsBc6U4VdDOEw02vGp1ypkaUKYZSTFGI3OMuqVMsedLrVahTCKqRQywK7rjk2ArLV0e4PcAEdnUK0iXDfX7DcmdwRMTVH9iHEAc6QiG1flOSnNYBHGgCymAkYUlaKfaPKoPkbXoTgsbF7pyuJ4MrZ4HkTBkRu1QQRCjVzvCltdazBGj+f/rRBgNEo6CCELxTyNsZZNVcktMfN75ZGOQs6tkFajbIYWCi2ccQkYWM1/1v2AF8J1/rvm77Dv1fNvmIyWHlDRMcIakKZw9cthWCly9NVkJj9kRzD+6P04+TkpA0Fl1sVrZLg1i1M1eHWLWxM4ZY1Quqj+f103IH/5o0mL0Zv67a8wy0AJsjQpphsVUlqkI5h3HObdjNPTA660SziyRj+1DDDcGkR4maHu+8TDhEBIetLSKpfBarKSS5QqAi9lSC4e5LmC1VbGpZmEn98O2DsUaOtya7PDnQf7zLcqtDtD7u3E9EuKNIwRUcbk6iRuw2ewdczVH95FGIPOdK4bISTikb3qBz5PfeMZbn90G2+mzDPPnMEJNN2tARdem2Grd8Tuzh6VuSaOneFcaQbzdEa4k/LUSwtkfTjuZ0Siz+J8naXVs+zEmwy9jHbax9QU1dUmt+4+4NrVy3TCHt2wzSHgiSl6W0ckWUJzoUG54dGoLFE7NcOdW8es3+jQk5qsZNBZnmRqyUPCrsllfsVIX4IRX+SR5BeRG405OXdHWPL5fyTViYCZxRrHhyGDSCAGDg1ZZnRfWwsGiVSQpimCXFk0SdOH7b5H2nFSSnzfJ00FSuWPCWOF67j0RU5M/qysL04vE1RKxDd3weuwddwhWpilatt8/OEVZlbPMr1ykl57l5laj0AKjg+2CC9fZ0GVSeMud97aYN5x6c3U6PT7rFZXcY56rM61sELT7cZM1vPr46oEv1wjyQztl1/k43ua7NzL7Pa6zEw0ma77rCxPcri9ydDOIqp5yzPTI9fHXANmZOTmaMPN19+mN3B56T/5B0xMNvkv/6s/4eiwzeCoDWnG+r117r2dsLG9hUtGauDczBJf/91XeECZhdkZnnvteTSW/cMOnb09PN9jd6sNWhOHXcrVaUp+lafmu7x7S+OfWsWZabJ//S4UnhTDsIsplWg0wc2qpJ028nCbw90NUuURmZRSHCOtJFEpw/Icgydf4UddOE58jmPDqwsnmTmxzIPv/xWb9+6RCUviWu4P21RsRstoUtMjnJijNjhkwffZdiX7nS4/uiFoJB2mTnhUKx6BUlScgC889QSPnR3QTyT7seWDtYQDXMp+nV73gMANaemQKzfv0R7uE4cxTu00kzhMVieYn62TxF36ewdspyHvr1+jFw1pWP8T99WnJgCRTig5Dh0UA20IMaRWMSEFNWkpYVlxLS9MCrYTQ5RkdA8OCMOQaqVM6rlUKmWM0TQaVY6Ou9jFORrVMqXAx1EKrCXJMpI0JU5S5Bj6E1CroqoVTBSidYYyeXZuRjPmI0RfSUQ2NuAt2uOyIKTZQpynqHhHynZSPJSyt+Rz/3lkxJgM+8iZNBIjklIVve5ijVF4UdTUtuj9GzJtcJQq5HLJ5U5t3hIwFnZlhWx0DFqDMpqKiVnIOqwme5xJdlnUPd72T/Hvao+RCQ+sJZQu1+Qcz5pt2qI0nvUXSKbMgLJIwWQYU/RXhSyEk/ILljv9CYQvwBMEUwq/oQlmLKVZ8GoG5Q+R0hbUBDt+o0KMrH9/s22RX4xcEXCkrfDZgACa1hKlCpMYRMkDJTBo6q7FSsvtxGV9o4pbq1KTkrLjER4PoOrhlQVNIbnR1niBR1kIJhyPcDhkqzegK/JytQ6UgdAIjnYEP9pwiYzF0S7dfkQ/MSzOz/Ds+Wl6yuC7gkbNYXgsiW9nHD04QAUOpWZAc65Ce6PLWLeBEaclB7C1yZhebnDhS6/xo2+9x8TZBgNc5i+cZf2jYwKdMAy7NKJZynEJz5O8/t1fsTy9TPj0PHGYEJQEJxvn6frrTDWbPFi/xhf+4GW64QErZ07wwe27bN3Z5iDskOmU7eNDpqamCLtt4ijC8TzSKKHd6SHLPgfv3aF9cZ7li3NsrG1zcGuPTBu0sL+hAmgLHs+o6jdoHuGYFG0o44gC+QLPCDyba1GYssP9tSGtqqTbz5hXTZRUCGGRSpJkGa7I24ueJ0i1zvk+Ii8Scmb6w2w70ylxHKOUQimF4+QCV7GMUY5Cyc9OAtDq98i6XYZJxrlvfJWliqZbtnx8602OJ8/z8te+zp21bR6fSQgcTTTs0b96h+ZgSP/gkOMtj9LCDJXpFsdBiamZaaYXF9k+PkAnEeVGAyNLtI+7zMzN4HklXCkgkwSlBieXmjQWfd795UfInX3aO5bv/Ju/ZmnlFEvPfZWVSSdHN4sEq+ADjlsCsREwMc/z33iF6swUQgqmp3ymWlXifsCVH/+E2VqNM+cWcat1sqhP9+iAZ1/7PJVqHbcd0WzVmZmsg7AszDTZbZUJqmXa/W2CUoAjNEmnQ1CaYHV6wMunQmpzy6xtHLB5bYOJQkAudnymPUH84DYyyluuxhqMkLTOPk75zCr3fvR9bJbSc1vsP/EyW+fOMOsJ4ukW7adfInzqHLuHW3RurOH0emzLiF2bcpR0mdKCBpJ44zb3lp5GVfaZjA7w+/do3QyptSboDDocbt3hOGghA58taViZrDFds1TK4MQZ8d0ug+0OQdzFJD1U35LFhp51yLRLZjKkX4YoIAy73Pn53yJkHXfhDHFrkaUnpnEMvDz1yaZWn5oAJCgcA64ERxiqWJ50DFVpmcqJ4mQGtLaEKfQyW4j7OLiOQ8n3aU00OW4fE5TLJGlCtRQQ+C6ZNkRxQm8wIE0zfN/HWosX5BoDnutgGjXiep14d68I1rZQAkxzuF/KvJ9tyXW/bV51CyHJxQeLKnU09seoD2gfaSVQVAX6oVYOIy7BQ5EfYQuCX8FKtvLRwPhQLEhIic00jip08oXIJxr8AOIEYQxWSBLpsJR1OZcdcy47pJn2mUq6zOoeTT3AKfrxc1nETW+aK8EiFL/xJ6UVFnRER/qMlQkxzGQ9VBHsrQDh5IYnwrFIH5yKJZiE8pzELWvcmsVrWJwgA2nGvWXQuagH4mGH4uHkfyE+xPj1iCLpEiMM0D5kAP+2l4wgNhnKgJOGVCoBCZrHaxlzNctPDiq00xKT1iVKNcN0iK9TstjS1Rm9zIJUpFgcDPs6Q7mKIBJQcsFIznkpZaW42ZVUHZe9JEP7Cj8I0IeG6VKZJ588z/bOFu6ZMicWmmzc7HB0uU+6388lqBNLfBzjlRQyUOiB/nV4ivy660Rz5RfX+NOvfJOLLy+wvdVmqPbZWw85+mCT6orH2/01XjpbplGv4FdOMhFM4pd9BmbI5FKDqgvKZGiryGyKMZqg7FKaTYnCjJsffszvfOFV1t67g+d59Hp9FheXODg+RroOjWaVqBOyc38zD66By+mvPE5np8Pxx7t09ts5P4dHNAAe4bCKR2B5UUyqjP0jhcB6hdy3JZ//FyAdiVsrsb8Vsvhck85hhuuWcFxVEFIFvufn1X4xkmqMQCo1nkwZ8XtGba8szZDKQWsznhAyaZJfcqVwPkMJQNaPGWiNV6+gFOh6GRGkDId9wprlyvV7TJZjFqab+FnAvVs3aa0soc90uLN9Gb9RZ/XVZ3Dmaxzd3sRVFs+TTLRaJMMu5bJPuVSjP3SJowzfsyRhh2G7jd3d5IVZw0RpnWxScG1No7OUjc1jnnl5iZ3tDU6snGT73n08z2V6aQmjHxmUNgbP97n4ynO05qaRjiLTppBQ00TdHtapcerpp3nucI3f/6PztIcRB3v7fOMPv4qO+3z8f32XRuDmjH0p0TrDd3Mr7yxLiTOD8DxseozwpqjXZ/jdF2fZixWv/+xjuj1NCXCFk1scdwaUjEaZAgG1AqkkrYUZWk+dYv3NKvv9iP3FS2yfOclkYHl1voq34PHxbJN9XK4ddanV6nT6+2w4mo1wgGsNDwDXauRgn2ywC9V5dGcbN9rizKDNwp7DMEw5mjhi6uwFLm/tcyeS7C+cQmcJFVfiVyts9nOBvZ1+Fy8JOWsV2+EhaWkBa8FtzuLPr3J8dIdrOmF68gSXnvgCg8k6w0gz1Zyg6mv8auMT99WnJgBlYdHG4lpLIGBFWKbcfHZ/ylMcJjlB7DiBxApiIzk9M0OapkRxTBSGDHp9XMdFSUkchvT6AzIdMIzyzDvJNIHvUQq8InHI+37aaIzrIesVMLlQjxQCY4sxv5FLms1JdyNeQN4yL6ruEVLwCMQ/dqxjxN6nqE7MuAs+hielQFiZVy0if01qpABEfngpodBAlmmkkChHjtsNefFRjAeagpdg8xGjP45v8PcGlyllEdKaQuRoLN3HaK5/yfT5R9E1/nt/ioEIwFqOlc//Wb9EiCz4AhqFYd52UFWJVwV/0uBPglOyuDWFPwVukOVtDKUR6HGVmesEiWLQwOaIhhXIUfQfQRjWFokP40P3YUX1CDDAb4ADv8WlpqcphQOGqSa1lkyAUA4f9FymYugPUzLXYX8QUY41TZlhDJhM02pV2Btogiilm4a0XIUbKwYHA4ZJhlMrM1eWTLsxqW/BlAgzwYX5MsdakCU+bRvhSMt+t8Ovdo7wxCTOgebgVp8syZUU3VaVytwU2UGH3vpuznuh4J3YglMhciloYyxbH29y7RcPWHppHpFafvLGfXYuHzC75FKaKSMPLetv38Q8d5K4d5m//em7PPXHT7E3SJjsOrx0xudgr0O9OsswCtm/N+DEY4bQCg52Nzl7YR5HuhzsH7CytIK1hqBUor+1BdZSch0Gg8FYL8OZa3D7+Bi5P6Q+XaO720Yg0eNbJa8Cc/5qvq/NKJG2IyZAkZwriR3B/zycEpBKcv5kg0AJ6kGCXKhTG9SQujDlKkZwR+0FIR2EzKXER9dzJGA1SmT9IMhn1o3NH2cs1ggya7A6JbPZ3+le/bSlqg1OrS6iKw5WpIihZhiFfP1rr/LWvQHDjY948XMXqHqC9bu3SYcDKqcuEZ04wr5zner0FH6jjAxKOEJSas0zDA1Z5iGCaY6OQqqtgFp1ksO9XarVOm5Qp9KUnF/p4Q4OcHSPf/5Pv8zGlx/j3TcvM+gnfPjxh7z9/hofvXsVoxRPXTrPP/5n/2TMtbBYlOtgkwxMgo4j+t2Qbi8kGgywUY/dO+tUZxYRQvHSa58nUBlJpJBPnGNyqsq1d6+RCkm73895HkXBEfgOnpL4QYmNTsxhX7BcFySDDfxyndlqmd2jDveOepjaFHPHJSZsBvGQoEhQMijOXYnAsH/5XY7Wr9LrhxxNnGX9iad5/HyLz51pMduAcn2K5RnDO+vH/CKFpy88zf29W/k9ohMco5FWkgrQ6YBk7z6b7iSugCWT0ohiZH9IVYJztEPl1pDWcMAZrUjjQ+4ZxRYOuj5LuVxn+vgGm1mPKzbmUCh6ziRObYp4b5uTT34DZ3aRrbtvsx3ucaTbbNx7k/DqkFh6qKBE08m4Lsr8N//tf/z/uq8+NQGYsBmxFQyMQHgOc74cZ/KzXi79e5xAnFmWqw6D1NCslYmdmMPDQxzHodvrATDp+aRpyt7+IbOz03mwdx3KJR9PKZTKx+eiOCGMY6IowcUg6rXcytaYQqefwpXQ5ox6kY+dOCJPHPL2QVEFm5w4J6RAWjUeI8xZ//loYT7iJ0ZREEZsflVUC1YURL6cozBuPzDSAMgPZ0d5GJ0WX3sIvxc4esELYKwjUM/6hWJgblAkpC161IVugMxRDCHg+WiDF7wH/Kx8BiNz74C+VUXEzYl+rrRcejHixILALRmckkE6D4WOxknNmNhYHIoFkPGwkrfYEQPC6iIxeCh+JAyIkWuLNTDyIXj4xDx84t/+mmnUuZtGSFkc5kKiU00n09jEwU0lJ6slttOEsCxQjksgXbzAY2rCo+zAkRMhsoR2ySVNE2TFolo+rmtR1nIjKjMIC5XJikuj4nPQSegMLElisH4L6zZpToa0kxShFJVJn+Sgj00y0oMuqcjdMVGF7gMUSaDMr7Og2L+WJEr54b/8Ged3T1M771IxMW5mqC/W8SslzCDh7oM23e0jemt7dMwxV3u3MPcO4fIRfHWOxcUL7LR7nGSW1aUGB6xza32XVjbLiTMLbFzZpNfrIaTksccep1wu0+50sNZS8j06nW4u8mMsTtmHisfgxgH7D/YoVQKGWTR2lny4yUS+d0a7aUzLeUgksSq/93IEoHicAKfsMhxEXPz8Mms7+6iwSuB5qNE9P0qWRm0rK/D93HjMYEnTbLzPR1Lc43tVWqzOJ3XcwMG1OTlZZ58dHQC/XKE8USNzIpyswztv3OW5b36JxYV5Xi4NuH9vDdvZpneY0jk8Zv7kOTCKvbs7NKcXWH72LPagTbzW4WgQIHWJ412HvUMXOVnFMQHJ4RBV8Tjat7STNrWqT7Pm406cpbpSIu7v42Wac6tLrC4s8O7l6/yv//O36A8Mw8E7VFszlMsVdta3mF1ZQio5VmfV1tLp9Pne9/413dCj3Jyg5IAddokHMaqjuflgHc9E1HQHu3tMJfAQv/syuh8xvbTM/bVtwm4ft+Tnp4w1ZNZQr5e51wn51tub/Ne/M4+nMrJ0gKtiTrc0C8t1rt2d4eC4jNs9xhcCJSw6P3nz4tJoMJZh55C026HrTHD/zOM0zizx+bMtFqY8hJMR+AolDRdrKVfrDjcn56jMnqW0dY0TeAx1xoxWpE6+Lze0w9HELH56hDMcMuH5yGyIMYYk7rO9G5IKS1l6rPeOkUkPKSyTw52crxEeILOMobGsoQlKJVzbR1iLbu9wfPddosEuSljCXoftbg+pXJQj4UhzbNJPPYs/NQF4cNghqzVplTw+P1em5it2Is32MMUTljnXMOtBavLKsBtn6NQikxTfycWCkiShPxgSBCWkyANorVLGcVQuiKPzCicMI7S19AdD0jQn0bm+h5psIR0H0uKNFEhAbioiEdYZZ4QP3el4qD8+YusDBU0NxgdP/j6tFEB+AFtjcGQO3efx0OQJCPnvFgW7Pk8OyJ0Hi0CvjUVJUKp4LgtSyXHVIZWTCwyNSUgKW8Dto+RmTMoTFMmMpaxS/l58jaulOfZs7WFVTsHsE4KGH/P4xQ7Vci7hm1f3o8fYhx+PBIPG16WA7/MrUVylAkkZXTdbVGNF0jQiHtixBgFjxGKEDHw2wj/c3ttkkKaUyi5xGGO0Rif5lEJPGhwlOU4TEkAZRZhJRKNEaAwfdw3zeGSej1t1cAIXHad4TZ+K42JTzc5xii25eMplOlQMPbg1TIiNIY01WRrjBmV0phnudGFaUXXr7B0OMP0U5Si0gaQf43gubrlE2h+OKZS/OfEy+m+4P+Dav73By988TW0mYG4mpuFYjtd7dG7G6MTy4Ge3qM571E7WWTrtcScZUrVlNvZ83PoWcW8LGXWJkkNu3jjgyoeHXLrwGE7F5T/89XeJdI9r924xOzdPdX6CdqdLEsdIYUmNKZwiNdFBB/vLmPhoCBWXoFqiezx8KPlr7UOYf4QGjPbIKFku7m0jRryYMQ0Aay1BRSErkkEnZrpWpr/loYokVo6gegu+HzBSF8zSFJSDtAbHd8h0ngzIImlIszQXCjMGI/PkLytGXQXgup8NOWuATFuGD/bInIT1uEdoDC0lqSqHpXqJYHGWg3aH480POHfhIkHJx0ksSafH/Il5vKbH5Z+8z8HNI+7PX+Dp5+cRzQnOT89w8uQKvhQcbe/SD2P81dNEYUxQneSdG3cJE03/WOMmgl54yMRMi3KgCHsJFb9GlAzotg/43Gtf4Itf+316UUYjTSlJv0BWMsJelzsPtvj33/0xSwtLvPDCUywvLFIpz1KbmqLbCWnvHbL74D5Xdtrsr29Siod85cQKpz/3eQ5vbvNX/+avSf7FnzE3P8MXf/81LBAoxenpGo6veG/7kH93pcIfXqgT2A6GmFrJ58VTDW5/1OC+t0BqOyxLkduZWEkqLNUs9zEREkyWkgoIKw0OWhP0wpRBYqlUq6RZRtzbRwhoBhmvnmnw7YMBsy/8Lstvg7z3EVU7ZFL4+OUah4M2VSWZkJJlm9LKLKnN2wRIS2oEGzL3m5k79QQLr7zG69/+3+gO2zRTqCHYsiGxzXkKiTWUXcGgs442IRtXf0KaprgE2NYScWkaGjMszU5yqqXY72Xc/OAjgqT7ifvqU3d45cYvSSoTnHrqGYax4t3dmMlqGV9JEqspScli2ZIaWB8aZn2VO/CRV7nGGgLPIY4lWmtqtWohwWuI4ow0zcgyjeeocY/e91zKQYDnebhKEk1NIjwXmyQwYhRbxr4AFDe7UEU1Xrz2PEzlWb4akTwY9RqLmXdyoqAZxTGZE+aMUOPe+vjRNk88ELkjGdbkbnnWYmyWGwuN5/WLMbgiBueJgMr19I3BZGle/Zvc6EgAqtA7MNIgXXB8gVMBf1YQzAi+Uj7gys4D/ve1x4rqfPRG848XSgPKTjyGsxi7qBfTCMiHwZrRCNbDgJInQ4+mSWIMw44Sq7HU8HiNkIH8zeaJjSymAz4bPYBoMER5kiQ0GCPxPA8jBa4nKFd94jhFBIq6tthEknoCE2p8LchKlm2bIHQeKMqRQRcVqnVdhOMSCJfUGtLY0PFSsswwSA1KKhxPkmIxSIRQSEdhI4MTJSw+XmNuyeNgL2SQQW+zlyeePERbfi2LKv52I48LoSTlkk+yNWD7XortJdy+MyBLoVENePpLJ3njby6z96tjXvyTE1jfo5oYBu0Oi40ncWSZ6xtv0m3vcTTUXL89ZNiF3e0BOzO3cE4KLi1eYtZf4sQTj3HnzhphHCNkPk5nhKA8U6e6OoNrNTrVDJt1dLuP4znEtuAwSMbz/yNOTs6tEeMEXBRtgN/0DBipfkol0JlFp4aPP9imXvVYyOpoUlzHRUiVk1uRTE1PUSlX2dzepN/X+T0oVW6hLQwag83y/ex7PtYaUiiS/ML0K7/Q/39uy//Py6oSMhkSZoYssXxucY7GYYq/dYgjNcJYRNjlaO+IYPaYUlQhO+4zgY8zTLn1zj0OUo/yRI0Li2UunVpgL+zw2OlTJEnMe2++x97OAVGWj8WuLC8xtTxJt1Fid32Tp55/jK37D/jZz36KqEwilE821EzNXSI2d/ny177EN//hHzM3P41FEA9iXCuQjiBsb5JGEc16ky9+5Sv4nkcaa268f5X+3gYKxdLSCs9++Ys8+8qThMayu7PPT//iu/zwB29xMHRoLa+wurzI5bc/QnwuIM40fuABgpOtEl9+/hx//cZ1frUbUpOCp+dcpisCPxAsVzLK9YDN1cdw+odUB5s0tQ4w4wAAIABJREFU0GgBZSyowvSt2LASi5sOUVGfYTaN63oo6SF9B50leRFbL3HCSOplxf20yeriAvL+R/iAI2KiQQLCIdGGlqM4myaUjcxVVbEoC1UBk8aQCJdAOPTuXSHVISVV5pUv/iOOdjbpX/8JgZoglpIw3KDf2UCbDIozR0gfx2/QWH6K0smLaJ3y8qVpzrcS3lhLebB1zAXvk/fypyYAK9MtFpeWaJUtD25+TDzI6E5M0ZyYJJiskFq40bOUleAoydn2J6uKlucSxQlJmiAxTE60qDZqZMawf3DE1MQEWZailKJcCpBSUAlKgMBxHCwQJylxkpAFPsJ3sYOc9CeMRRudk/2UQgqLTfW4AJVFNDPWjCvtESvVSgE6H/8ZiwJZQGs0+fy/krJwGywgb1HUw8KOjX2EBGEkGJ3/LmPHnoDaMO6dK0cUZkIWTP6xNSM5YoPwLX5DEkwLvKbNyXolhdOwqJLFKVuka7BEWKv5k8oV/nrnJDtpZQRzFJW34UR1gO9kxWuFvEKnKPrHJ21xPSi+UfxfIAKjuswWY37Fs4wAk8IwaYQqPLx8xgqskeRTU6Nq7rNxgLqRIbKg/ADflUgnh9Q910FiKfseWWYZZGn+/cwgU8vAVTiOxLWCzEjKUjHMNMPE4EmB1TmC5WSw2GiyOTwgFALlKVRm6PcjsuOYOMq4u7+JXD+gE3VorDSxfoibCuJkQGenx7BrEKUAnaQkw7AglObXcPQnsvZRjAYWF5r8yX/xOYJZy/e/e4d7u/s05+Zp7xxztNflzpUtTr+6wEd/fgsGMdVMsHZ/wPwlH1UaIpOM9o2IsDlg41pE0irhSMmUCnn/X3/Eg7VDapMhzktTVPsH/ODb38WaDM91qM63CDDMv3qRc587x923rnHnBx+QKYe0P2ToQTZqExUvWpj8H/DrrbfRXizWaOTR5sYb+by+65BNljk8SCh7sLuRsjLt45dcpFAFzKxxHY9mvUGj3iSJI+IoQlhLZvMkw3UVwghSY/OpAJu/Fle4ueR3IdhlrSVN04d+W5+BZeqTDPcGPEgOOeFPMtzosta7ytFHD3ACj30dc9zfoSUD3nn3NrOVgCi1mG5GUoFD6TJZ81j1Yjb27+HzPNu37/PY6gq//PHrpKnh81/+EuVqmXu373L7g8tMT8/Q3d0l3tsmbVTxwi7Saqp2iNdscXX9Ph3hkxFw5tLTNFsTxHGKEooszvAFtPc32P3wb4nbffyJEzyzPEt9apL21jadOCQ8e4rDoy431jdof+e7fP4Lz7Pw5OPUz65Q++Ov885f/IC3vvdDpk+e49x8i9AxvPLiM5R9L1d8BAJH8IfPrHBz54iDjWMGMxU2uhnHnYyVScXmnbuUKlXClkO7tczucJeGY+jbhDO64D6R80OUlrhK0sx6rOytc//sGdqh5fZ2yPxEmXo1IE0idJriCEupWiLdOyCzuaFVKgSJNcQGYsfBCEXFMThJRGItAyFoSFAGPGBBS37lWA43L5NtZnSSmLJbJtNthkurRFsnCKMYofK4kup8tL4iJI7j4S48i1NtMjjY4czvfRXHRmiRMjHVwD8a4lYanJqqfeK++tQE4Mzp05RrNbTRyCzm0nSd4fCQzs01wnPn2OhF3KNK7Jao+B6nq4puBhPVgImJCXr9Pr7r0Gw28qAeeOwfHOM6inLJJ/C93ADIcVBKEqe5O2CSpKRZPiTnlErIahV91H6E8MdYXWxktzuy/hXFXWtGELclD95FxQ/knR+hCjzAFop/FqTKpYIBXXAFRmx+a/LxOZVHQbTNTUoehc/zdm3eW1KiUB0rSVxPoEoSVQWnovEbFq8pcesuTkkjPTsW0Bkd8aYgJY7Y0CA43Tjmn52+zf9w6wkio/LqxlikMJxvHOJI+xBOpbhO45nrYj0K/Y+tWkYnsxwL+Dz6M3lSUcz3C5G3XWyONIyQgry6G3UmHkUbfrur1WoQygwVBCBFMe4DnnLwEpDaMujHxEEuK2pSg28FfqAQVhM4kioux1lGJCwOgkkNvTAjDBNqBzGdCUtERtPPGCQOw8SQxZbhcUgcGjY2DtA6Hz01LhxlYFNLEiZkcYoQCpEZEnhoSGWLfK1oAYgR+iIEriv5+jce47UvnOfu7iaV6QoLL1QoK8HBTkJlokrFKzNx0ufU52dIkVz9mzU6WwmT35jjl69fo9r2CPYNW1e6CO1j1zpMyIDex20cfxpvu8vV61fZ6g+ZO7NGJ4lY/NxFOtfWUM0aZVcycW4JERrW37pHZ7uD8R1cXxInWU4NgSJJzZPlkWeBGc+ujrCO/D1aGPf/R+jTiGiqjyJcT9Gaq5BGDp4jSbIUVShjqmLk1vd9lKPo9Xt4jgsCnGJvAkit8yRf55odqYEsy3JDJ5UTwYSQKM/POQyfkdUIhgwqBhtKmpUqJd+jUauSdIfozhAhMkzfUqmW6baHrO/28IMSVvoMrYP1FJVujzs//RXZ+YuUnDzQvfHG24TDlPMXTrE0P0G5WSeKIm5+cB3llbhx7RY2jvFrHR5/8QkS5RF2Opy6eJZr7/+U6OCAXrfD3/7oezz25BnqjTqW3PgnCSN21jboHbbpbR0h9ixJpqB3zNHdB1TqZU68dJHViyt8dC3m/ffepRVkHG9usPT4RVbPnufObI3m3jRRucrPf/EuT6yucv6xFTSgHCdHj+KYOZHyzefO8j/ef4Nr+31eXJ3B2ogrW106x5qpiVn0wT6hp2iXltkZ3CUUMF/4CMjCLC0TudV5JY1Z3t+l0+/R6YUkyuEXN4548WSTcysVkuSQw+0DOnttpM4wwy4ZmpIoCikLyhikKiOzCKszOlLQl5aStnhFNHKBpjEkgw5DBRpNlA55960fElWnse4Erj+FPb6CNnnM8YRkVbpIbxZ18UUOBYS3PqZ1vM4Lr73I1TvrDIYCoyFwHTja/MR99ekcgM0tgiCgHHjMzc9RLlfpHB8RhSGetKQ7a6yW62z1QgZOhXsz88y7EyxXFfVGAyEluzvbCCCOh1RqdYxOqVbKVMp55S+FQBZa/lmWMQzDMVSYaYNUDs5Ei2x9MyfSaZP37QCrdV6tFmw5pSQ2zcl28tfU/uw4y7Mi5x1IJfNKpJACFli0znIQSDk5miAljlT5wU3eAhDF4WGL4CkAISxWgvQEypO4ZUNlwsGtCfxpUNWclKcCAUojRSGgI3NIN6/SR6QoWwT1RwbvCsa0h+aPlm/yvZ1lPuxOMpqr8kTGQqWbIw85pMG450+eOY5c5cyody/sWCgoRwvyFsrocaPqzI5lf4tlGf9MvorgJB4xc5WPeB/8lpdTclA4lKs+JrN5b9Nzi6RQkYYRji/wHQlW5qCO75BkBptZhGN4ol5i2EkYuJY4MXQjzcDCvOcz3/BZ7/SIZEbPc8gyjYoBK+gPNSLL4XrlK6pTFWZO1BElAUrQaSfovRAbwrCbksYPXbvEI9d3/GcqPq03Sjz54izf+ZuPuLy1x40bHSa0x5lLk4jH57j81gZPzq9w561d6is1Ts5W8SOF2jhgIavy5k/WOL80i2sdzr20wsJkix//yw+Y8eqcu/g0N+/dwWhNmuZtt+mVFrV6mbt3NsBY2ht7HHeHpD96n8s7xxxcX8/3rNZ5Tjp6sZJ8KxYIAEIUAlxFpjhONnP2PQiM+/D95g8TlGoOp5+dYHqyShjGTNbrlPwqmLzPr02u2jlZqeJ6LsPhgF6vT5qluRZHMc4rhESpXP3P2PzAV0mM77qkaYbONJnOHpqJfYacLbd3ttiPQk6UJmi6lijuoYRPkkRsrt0nrVQ4feEsVRUgDreITYioN5i/eJFhFKG8lOT9daLjASJNcKRgYWaW9977kPNPXOTKvTUEhudffYkbl6+zuDjP0sk5qtUylbklemlEvepz9twqg3abnf373Htwm267i3RKbN69zkdvvsVzr7zA3NJifn6lmtXHL7Euj5h+/BniTKFEif3bdxkC2bDH7p0txM11Or0evU6P+tJJ5k6t8vG3vs1zf/wHTJQ9/sE//yd0lce39re5tbPJG9//W04/cZGVC6fpd7rce+9jyrUKF06fx/ddNjpDrh9ofu+sD90+a7LM/SGkSPzMYstTpPE6jo7Ydg3NJCeQW2GLo86ibEKlv8/E4TG3t5p8barMfkXyncsH/M4g4WQzJYkMJrG0hkPE9iYdm6KsxSuQJYPBOAo3ixFYHGEJLKgisfWUwNVwQRtCJWhnkk1pGEjLnXiAMWVCN6BcSejpYdHCzosubV2Wa4v0ZqZRi4sMCOHoLi19kfNnV7l1d40MjyAdYrfXP3FffWoCsCGb+Fqw4gaoWFOpSqq1GjPKIdOaidYESZoyrxKO9rew7Q22OlPcGSwwPT2NchxK5TJpEmOyFInBVYIsy3IxGpHf/AaBtOAoRcnzkErhOqqoHAzd2WlSx8GmGiPz3vYoScjjkUVKies6aEE+g2rz4J635GWuOz5qBeicJGe1GY9Z5ePIRcg1uUmOoJjjJ+/754I6AuEIlBK4FYFTBtW0+LOSYELhVixuAI5rsEIDeUJify2GFoI8RZmXJxGj/rvINXTsIySoUTNVWpYqh/zpynWuXHmZrAgLNTdltjTIH1kkPY/O6uftEY2xAqwq0JBHKv/iMflfwpI7IxTBnzzBeQgJFEnC+MoLpMi1DWxxrUaaCJ+FtdcLcTwPJ8iz8okgYKFS4nZ3iOfmnBXfVbQqJWQm6MskJ7ilCdZ3SITlnkloTZcIewmx0vRdSzUVNISgk2akJYHjSQg8HAtKG44HCcNIU3PBrQZUH5tj5kSFg1s90oOQdD/EeIryXJXls1V8rdi4c8Deg/ZDzub4oo/ElfIkdHa5RWN5jt33j7n+4zVS1yOqCm68eZ+nvjTPDaX5xY+v4SrFpbNnqQmX1mTMyT+aB+3SdByM22NnN+biTJ2dvX1im3IoY849fZbdaJ+fXX1A7cQUT//Dl2jU6sw0p0g8l0Gc/639asDgoEOoM6j4lMKMcqNBW/fz+/Ihgy83LYI8SRRQzPQywqLyQZZ8w1tPjp0/EeB4LuValV5b0++2CYeaV+dPAAKTaaR08pacFPTDIbt7u2TpQ+8Po3N5b2MtSuX3v+vkSfxI/Mda8FwPYx5O+fw/kLPf8rrXHXCmNkkzS9l6cJc0Thgc7rJ09iLa9ZicbCGGR5hyA+G77PS6OIOQ1sEmUzNLaFex1mnTNwklHXF0+y4qqII1XLhwmqGxfPzRVeIMBv2ICxdO8tN//wMGw4jz52e5vbbBn/2rb3N6dRrPcfjpm2+SpgJtLaVSQLvT5jt//m1uXrvGP/3P/5RTF87mkxdeGW9ihpmF02RxxtHeLqsvXuTEC5cYdiOUVTy4foMr//avmParxHfW8J54krYtcf+X71CenmBuZZKWkbxybpnXf77HX/z59/j7wmHp3CmkUKw8dQlVKdNF0qiXONjrsnHQITpRJ+sd8MrzZ/j4/QHKZkiTUatXaXR9nLSPb8G14FCIuakcARbW4Ec96rcvc1UYqmmf155dYLJS4frhkCxzWZ5ahppk+uCI0iAkEAKH4ty0Io8h2hIkGdKCq/LvOwUHwMEhERpHQIBgRnlc0IYNYWgLRcdpYM2Qzv46OouRQlKbOEsW99mPB8xONzh74QTHrUn6e3M8NiMoexmXpkrsD2fZ/PlblPu7lKqzn7ivPjUBUGnC0PocJ9BqNZmemiAKhziuw/raGrPzi3T7wzxIWhj2uwid8sbb7/H8s0+zsrzE/Pwcg84xWA8lJb7nMhj0aTWr+UXK2YL5qI9S1KoVRree1ibXC5hooVwHrTXSisLNL+/lihEpkIfANjIXEDHI8Y0spcCa3Cksl9m3WJMW7YDcwleInNVvCxMAKSVYnScrrkAq8JuC0rxCTYLXNMjAIP28BWFFjiZIRyAURZKhEdLNWxO/1hcX+fctUBCUcvhxlNyMgik87MeDEhm/v3yf72yf482DaayAhhsz7Q/zSn+kZ1CwEMe0yGJ8UD6ChozrylHbvuhnCGsf/lzxtVw4iUe+Nvr50URBkaYImbsJflbsgIXAVRIdxzhS0I9ijuKEulSIKCVSAlVWlEQ+BhSZFDdLaWNRykUIzcYgoZxAmhpOtgYsV1KmMsvOtkfsVjjWCUYoUgyO1vl+UDCMLXUnoyQlPoCx9O+2yfrxWJI5OYrp3+pSLrl4QcHf+A3A5dHkCymZOrfEO+vHXH/vAeFhhGgq/GlBvDlg++oOz7w6xY/+ap1arcy1NzcpB7ATpjz1xRZOnPAH//gp7m3sY2shm4ewvR3TU5ZO/5D/5c/+BSmGVEFlqo7vKPY+uM/B8A77dzdZnWgx/4WLDAOH7a0Dhv2YG99/l7KIEBgc18EWFfQIzULn5j/C2rzFVsgB5+iRGD/WyhwZEUXGLHObr/+buTf7sfs88/w+7/Jbzn5qr2JxK4qkFkqybKstr2233ZvbPd2zZCaZZIDMDBAkVwFykYu5CZD/ILkOkItBOkCSaWBmGt2Y7mm3d8uyLFuiFm4StyJZe9XZf9u75OL9naIMxA4wF906NwJJsXiW97zP83yf74IQnmkJo8djuiqiebaJVhorg622qzk22XRGkeWnqwDng3TYWIszDlcZpJQUtgjSNGtRSqKUwrqACj59Ov4Tg2IBpM6zmTR5svsBzTK0/uPBhJPRCN3v0I4a7Ny4TXtpgf7yOmecwk8m7L59C/+yJo4kvvJUwrOSJFR5zur5C3ztm7/N4soil5/b4s9/9ja9JwdsbW5y985H/M1ffodOf5HB5iErS8toL7hz9xEHH75H0ujw5S99lR/88G/45h//Q5wXvP/++/zkhz8g0o5//E//Cc9ce458NqXdahFrzWSUsbp5hsoWxFGf3oamLAzX7z+ie/Yi3/jGb7HU69HaXOe3/tt/wc//r/+H1biBjDXRrGAxkvyjf/lPuXHjPnG7jdSK5lIXZYLiKioda4tddvdHtJIIZy1Js0OvGbEagSoyUudZ6TZo1dLw2Hkq3OmwJZ3HKkeBoPQ5zcPHtF78HHejZa4Nppxvj3j+2XUGZcy7j2dMPZwrp6gyQ3mHoj7z0gMa7xRKxfgowfic2Ae3RFWTsq3waC9wQhJpWDGCgZcI2YBkATn+EGlLtBAYqXn+0guMSbh//a/ZmQ14MZJsbrQ5ubzBqy9toYRF+CEvrze4vdRlduYcF1/74q88V7+2AWhPdslVQty9wEIrrYuD5fhgH4tCxCnDyRGT4ZAqm+I9tDtdOp0OKysrOGd4sP2IXivFmopOL6LXaTMejZGbG/OxMyTyCY+pDGVZYo3BOEeaJhRlQdTroNIEiqKGF+vC7oNhC4TCLWVMJBWVqcJkKgPc7fB1ut18DxnVXIKnpDwpA/lNJQKpodHVJC2NjjyqDUkfkhWJajuIXJ1GWE/Cno9J4gTOgVIisP6VDkgDLlhjyqeSRKkUH9+Bzpn4QgREBAIXIBgg1esH51htTvlnF2/x7mCBSaXoxiX9pDydogI3sY5NrtGAkKgG8wn+tPE4/bTrAu/lx1uDMIzVv3EK8Z9KHOr1hwchQ9frXFglfPwn/10+EuGJjEFWQWEyVuCEw3jLgSuorIeZpiMjHmZTqELjVyUCX+VY67DOUogKLQUPhwmzacVJw3C30mTekUcKVQo6s3CuZt4wmxpOMolCcKYX4xOFFYqk38J6AUWFMAaMxRjHKMs5fZNPFShzj4r5JyJw1vPz129wZ/sJ1ZOKuJlQpTFCekZVwTvv5/yzP7rKnQ9a5NOERkcxnBqKE8P2L3L+h//+K7z/3hOu/3yfshFxfFwwOy4YGkKGeDrAdrq0mudonOnx/f/lz1hMWxydjOkudhGdDm98+00Ge0OGH+4E8iIe/fx53DSn7x3Dgx1Ou3IH2Pkaa94EfwzZOP0KiXr6D5Ja6QUaiY4kPrW0uorJPYuwEc04RQqBbjYDwGDCGkBA7eoXhgklA6lXRxGlsaeZIq5e+83RP+fmoZseM29ePiEk1vlj1QnG2ZTCN4mZEIlg5pVPJiRJk7zKKPMZB2PFs6++wrrOOXh7Gyk19+9vs9HvkeKJnKNtHCeHu4xiyae+9jXiKOLCubPE7RarZ5Z5/Y032N85YjwcQ9Tip2+/w5nFRfYPHlEWBdNpyezwPov5jKtnt/jMp17kg7euI6uC6XTID777PWbTKf/qf/5XmHxIK20zHgzp9vpobVH0aHSWwvs+neGjmG/88e/z2d/8MmmrgY4j4m6b81/9KotriwjvufXdb+NnM85udNjY/AzF1DJ7sk/7zDJxFGGMJVFwZqHDdRStRoKXQeNvyiqsdSYjtNC0fcZAVGTasWIc1kqMFAgcxglmAnIMCE2zGLM0OODBbJOxa3C25cl27nFm9Qz5QgN1F9rZDGyJt/4UcZYOEIpRo0tjcYPWdBd78hgtJNIVeAmZs5j6nJlIM3AlH0jLDTwzAarZZr3skphjdpyl6Tzndx7R+dzvMTt8zOHhQx59eIuXP3OJlXMrbGyusHv/A4rZCf3mEhvdmBsbVzg6+E9MAzz77MuM9h6xwIzlpkY4S1kW2Kqg1WoznJVsj3PidAGcZDY45OhkwGK3SayD9GY6m5HoAIcoqUiSmMl4TFGGqM1ZluGtpdFIyPKCMs/RUhIlMVop0jSFdhvdbeGnk3qqIBim1Cx454KPsxMCrQO1wjHX0YOqPQN8ZXDeoNMImSjiJKLdUsRdSdrz6DRMbyiLTgVRDB6D1KAiWU/KASL3iNPmwUE9ucmavCXq51bzC0SwMmUeKnSqpadWGczJe+Ipf27uFVBfmLJuLsLrg9/ZfMC/eXiF7+yv0I8LOnHOfFoXsubuS0md/EMdfxRKSi2nPEUBarh0Htwx50TUPw5fkwDn/3uAyOYyw3pV8bFpSQrBJ8VCRaOIPXQFpAJGlWNUlehKhs8VyCrL/aKiUBLvDNpJdCwxZZD/aaVxzpMXFQWaoyribtQkTmJKY9GZp9+IGduCYWmw1jCZVBTG82QsUIdDOklMFGmywoa0tGZMe2UBjcdnhtGjAc7OVy7i9HMIbHl52hx675hsj8l2pyitWTzXo2xGqNhx4hzVxPKLD6YsbSZsLJxn6cIS/+7fv4/JFX5aYfwRP3/3PvuPhxS9hNZyl6uXVjncnwaW8rhitr9HZSUPB2MameWL3/od3j3cZ/fNW0yyHMoMNy1wWUmqEi595Rq+GbP71k0a/QZW+noPRZiGnKuZ/6cC01+CNqQDrwQufmq9qx2E4G9YWV1lWua4RoyKHQeTD+mmy0Q6JVYpUgQ2uFIKqXUIEzP2NDLc1hkAWuuQPqo12JD3Ya3F13dTIALPZb5Q2U8GigUwVY6mNUQ6xltOrY7LzNDvpkxnJ2RAr93BSAuiHV5rEhPJlKOTQ3qmRCGQ05LJ4ZDhIGPrhWt0FheIul2ElEynU2wEUSOCJOLSM2dZvHSe93/8M1R+QqfTRK2fZXrvDvsHJ1y5/AwfvP46u48PyMYnRM0mlTVkpmI0OGbno5usX3yBhdXVYFYzOkY2lgJqrARpEvPaa6+y2G/SbDdqpDIoqi6+8gLeVkyHY+7dfMD64hn27+0ymY7oLSxz/Sev89xv/xa9Z7cCEVyEtZAxhqNJyXBkKbOcqOcpvMCXJU5qyuMdGkVB20GOp5T12fSKUni89XgRzkNU5SztPGF761k+2JO8fGmVhYUex3s7TPaP0AYaZYl3hhTQrnaC9QKvYkbdPsNmh824jRCCtN2la3KyyQivAmrsiCi847ZxvCMsEzyr3jCMIpZ7Z7DZE4yfsYVk6WCP1sFjrjz/Kj/54UNuvfkjfv9bv8lCqnHVhF4n5SCH6XAfV004rhS3tj/8lefq1zYAC+2E1C3jyykHe3tESYLwFlNkzEZjbDNHSEW32aSQkpPSc0SDfGK4s73Li5fP8cylLcpsxnQ84uDggE53geHwgOPBgDRJmc0ynDUIIVBS0ut1ibRGRxFRpElTR14WFO0WQgWoXgpV75s9wgQ/AYencrXVbQJ4h44lcVchWw6VuDCIxJJ00aE7HpkGKSHSo1TNWaovBIFAqhohkGGv7esMc+8dQmpkHZl7KjcEvJcBvhcfYz/VEi6tVVhfOML0LefSOkLxV2GylqeOBbUFLOFQnTLDvWOpOeGfX7rBmyd9ltMZsTLU7kE1dBm+EPN9/WnkSr1fFZaQeijqff/8wq4XKYHRLz7GJQitwFyf/jFg4BTOdcwnvNBNfxIeeWnJlKfsaiJhSHXMrLS4WUVlHDYSqIamcAYdRYgoIXEGPb8EpCTLc6pIYyVEBKi6spZqliGVIo4hVoaTCkxpsdKRZ0Gb7REURKSVQucGezLFlw4SzWx7RKTg7ItLiMow2Jmefl5BljR/b2ssYM7vsA7vgva+vyRonWsijGN3pUu5O+Fnf7HH+SsLfPWfXOXf/ek7xI0GL3zuAjvvvsvBaEqjvUA7ekLcjTk6yfjaF87yi59CZh0newN85fBSIdpLXPr8OQZHj7j/kzskSA629xmMC/obPUS7y5e++BUu/YNXef/WDfZ+cYPRcBwcOOdV3nnmX4Xa6qpW1bia7F+vmJTA6zoUyHmUAZSjTDzHbkwaNWBmaCUZ23vvEOmEdqtDO11iuXUORQuFCufShsRQKXSY6AVYa3BC1BLg2gVE1c8FH5ADF1IMdaKRUnyi0gD7UZuj6QmLxTQwxQU4pUhiiYgTqiqlaLUpqym33n3IoVymKRsoFRFFMdrFDMqSQgh0JJFaYw3ceu8mK+fOkjlHNhrywivX2Lh4ju2Hj/n0a5/hmavPsH5+jWwwJN/ts/3RTUo/xhjDypmzvPyFL/L2T19nNB7w+S98kagTUYwG/MG3vsXo6BHf+86P+Hv/+Rb5wwe4KqfdjWm3w1qnLEtOjo44f34VnAnoaJ2wav38HnMkvT5f/ReMFIyIAAAgAElEQVT/FY1mh6TdYufxEyIpaaws0zm3Ht6geoW5vNACCdcfHrMwK3ltaw0ZJ3g3IpqOsFGTbFyRWs+Sl4yEYFZfZFpAywqcksyAhrdEtqI3PqaTF3w0ijkeedZX2yTJBW7vPaDae4TOM7x1JEDqwQBWSrzQFEnKk2aHN7qbXDt8SMNkpJEkE5LMOSrpEdJSOqikp+fgitCcdYK3ioxhd5HqMEHbnGu6zbLUzLZ36H35Kmr1Ajv3P+RHb97k8+dg0JqSRIJ2p0XUtNjRTbJJmwf2PzENMKmGrKx26bY3yIuCWV5wfDLAOc9scEzDOVqjEWnVY6HZJdMKhSNH8+B4ygve02o0GJ8c0mg2mUyCLbAxJlh0OsviQg/nXJ0OKE8neu/DAakqy6iooN1CRFHgBSqPkJ5Ie7RwKOFQLWj3PO0FhWoCkUTFHpkYvDQIVV+rXoAwp5eAn0/AIsj8ws2lEVKDN6Eoz8mBUmFMHZSj3FMCn3pqlxvY/PPdu0AJWfvnh8tG16YmQdIYQoWEDK87sPLF01Ai8bSxqLuL2u8c8JYvb9znD86c57nWhESDQOFViFI+LSQSpBengSjzL5WokYIAMKh6G2ORKCwy7GP9/Mq2p+jHx/fR89SDIFubQ9VPC9gn4bGmuwhdkThPoTxHWUnlJLJZN2PeE8UaJ0BHCucltgaZsqwkG+dk04I4SUkaCqc8cSPCVZbESCazkiKOMUjOZhVHueGkrZFeg68QcUycJKSLCe1exCFBlSEliFZMeTjh0TsHNPvN4BppTz/8U/GF9x9zXpy/r/XKybuK3/hyws+/P8FgoRGRl4I7b+7xv+78JftPRiTnV+hegPvvaH7wH7ZpRW106kgajuGoxHam9DY7xNZyUhRI4ymnJdJaMmH4jT+6yrCYMXs8ZTqrSG1geLy6dYUXP/MM6cVFxK2KKi8oqwqpwJ3KAKkDpcJ0LSONq0z9up4KAH3tXSUAbQPiJaWmd65L0k7oqIjOuQapzOj0NGGIH5DbCXuzPTBtuvESOuohSYmUxqMRIgIhw93ifY1C1BJdIfBKUFmDVAodJwhThmhy98u233/Xj62VJY67Z7n59ltsOImKNbbZZFdX5LMDGr02q8vnKB4NONjf506vxUZjmTg2KO9w5YztSDEDurMB00d32frUZymLKdPxgP3BkIf3bvDemz/kpU9/jmEqufa5V+gsdIjjmK98/Uv89Z/9BUZLVpY28F4wGx4xPdohaWqmj0d88IvX6S82+cbv/h6j4ZAf/uWf46MFdGuRRhphqhIn4MGDx/Q6M/rLy+hI87Mfvs7yYo+tlz51uqZkbjmORyhB0m8hoxSvNV4qdDNhfW0FqfWpIZsEtpab9Boxuam48WjMzEecWa6YnUwo8wl+8TyDWQenG2ibYzDcU46egzUhqYChdEQ+mMF5QGVj2rMJ+3mTdx5NuXqhHe7J5iJCPKIaHJLWaYIIhybMfdJHOKkYxjHvb2zRGezjT24SFTmPlOMWjpaAF7wncYKrwCYRcZCUsRYl3C5zcmfpC8F6MyVVDeKzW7xtJa2tV0iWNzgYVei4RxxprMmopsfcuPkhO3c+wDZeYX9l/Veeq18fBtRqoJQgiTWxFqSRpBlrjmONNxVCaSamohgfs2gzLjpHvHqZcVGyEHsiFQhYWkX0ej06nU7tzOdppgkLCz1UndcdNLlh31oVBUVZkkQRxnkK62idWSAqFartiDoWGdf6+SjYeAqlSFKIY/+xQhS+wMaEsI9fCgupIfxT6LruOL2zOCfQkUBpia2qMCngKEsDSITUKOlxzp8WwHla4elsLFRNyOOUROekqJcHjrmZgXehYZBS4VxAIuZl37sA1z+tpa7e0YeLczGd8N9c/oDYVyjhcVbgsXX2QSjuxtiggKhfo4BayhimdcFTjkDNjSRQBamJhB5Ri7qFsPWFLk4lh+GdEafN0HypK+Un4/Jc6J6n40bIcsKT6RTnBMYZIglSOpQWzEYZ1jp6Hc3UGobFjFQpXG4DdhJF5GXdNFpBaR3NNCbHMi0rxnmF0RXdSqBLaFmJQyEiB4kkasZsfGqZpBcxeTxmdS1iZiIOphWzSU6ZG+zh7GMJlfViRRHIqqcH4OnufE6x2Lk35f7tGbbdobWS0e0pDm/tYLKKJ/eOEQhmOyf8/M27TI4mfOf/3qPdSxlPK5ICVi8toRZWWdksWT7fIv/cBs5oPnr7MQtrLc6/tMzGmR5/9C9f5f3vPGIoYeINZ165RDoa0bq6yPuH73Lv4DbO2RDipZ+uAML3rfY2kOGcePXUYnpelMOtOb84w2v0DuzU0lMJ2c0Bs8eHbF4xOK+JlUBSMcln5H6MKfcYJ4/QSUqsmqw2KiZ5h4VOH2vXwHeQQiFRCCEwdbaI9w4vHEJonFTEOkZphSk/WUZAx+6E0hbYZsJ+UbDiI3pxh2o6Js4doszYHwyImg2WF9uorT4P71mifIAejxGFQF64xv292zzc36U4PuLt7Yc0kpgo7RC3Wtz98Db/5k+GNGRM2ukxOzkiGw+QriApK567comXnr1Cd3GZn/34Rxzdu8vdB094552fMhyPcM7Q3umg+BGf+9IXKGaGr3zry6xvnqmtICxSKoaz0AjsPnnCzQ+3+Q9/+udcOrfGf7d1hVa3A14QaY0xJVopPA7hJdZ5sDbIuKXCOYeeSzVFaDLP9FL6nRQxq1ju9Un7fV6/t8/uvbsUSRvX7XIyWiVp9djZ/YjCZhgFiRMcOcdROSR3huUacUvwuNJQzKZkZcn1o5zfnVka2nMwrVCdPjNTkYrgF+NkGI2cr/1YhQhrxqTB48ufpv3RlMPDu1zHMVbQd54rSNpCEiMxUZ94bYuPchh1VyiGu1Syx4KMGeeOdGmFbP0MD4xg5exFvvDClymxHBaKCwaGR8f8yf/+f/DR/V1OBjl5c4hYuvIrz9WvbQAaccS8Xy6rkunwhKTRopFEbGxs0O50uXzxPE92dpCjMcsmo6wy1pb7RLUFqFCStfV14jjCWcdsOqURa6wxVGXFyWxGWVS02y2qqkTV0H4cRcGZT0voKhrPLZGueqAMjHnpQ1H1HueCD7/zopYXqjreNkB7IfHraapa2M/PeT7+FLJUUiC1xLpQ+JzzKK1BBKVA2koxhhAS4l1NMpQ1oc7P5frzey3sEkWtIpASayxSC5yow4V+KZIYUDJM4SqQo7wPQLCQsrb8dzhnauezwMX79MpDTmMNa9OVuiSDD/JIV6egBaVD+HeVllgD4IK6Qsr6+Yu6/FjmZj/zf0/iOc0YmPsGzBup8E+fNjyfFApV1FliOEto0uRyxxGPhwyKjFhBKTKSVDKc5VjnKccFOFiPI5JKI7zEtyQHPUNZGZSXmKxgOq3QQmCtJ20liNJyqdlgr3KMrMOlkllmgkNkblDtBI9jOMzQzZjMSiZHM/L7Y5q9BgU55axi3lAJKYmTiEa/w2j/OHjan5LSRP05hXF5dFDwvX/9kKgZ0XtmmZO7R9g8BN8IIdGRJh9nHP14BzPOiOKIo0FO0owpTwpkXxM1NcsbDV767BJRpNg9rNi8vMR4WPDF33weGTXIzQl5MWPp2RUW+zFFa8h2OeDWvR/zcO8Ee5AjhcDIj8nnPjb5oyToWmIlZVDMuHrfKsElYeLSSGR9flWiuPCpFbqp4qSv8QOBp2I2MVSznIZyuBzSSpA3JPk0Q+YFSs0YHhucH5C7x0i1S6LWkb6BdAlx1CSK2uBEaDhERBQnCCGxzmJqzoDkk7MC+PDwkKVZh2v9PoiU1YUurajJw7d/xkxVNKQiGmWIYUGWjEhjz5WLFzjMzlCVlsOBo1Dwym//HsZYdKwoqgnrCz2S/hq3P7jBp1/5DTqNmL2Hj9m4IPjxt2+zemaV++9f58H2DrYsefGVV1lfW+fVL32O7w4OWdl6gXevX6fdionSiI31s/TWz3Pjxm2qyuCtpcxmpO02xjniSLJ+bhPpHCeHxxztH3F4eECkNHle0u4Rhj7naMiQI+CQyChBSo2pKkxVQm3QZk092BEQneVGxOZanyd3HnOcWV7sRaSzgr3qCNlbpDQVR65iTIxYf5Fmu0O7nXBw/ITj6YCRbhE7wclgl2x2RNpcpnnxRYYra4HI7Qzv3Rvy3Nk2M2MDUhVrJkiUh4avzeaFJlYxXSlYSSTlaMJDpVGdDUYnj9gzOTGKtldI1WDoI6btc/hXvsz1/gI3j47QsSBSFUX0WUZOsi2g/cKz3NWKgYXX1hKu9TMe7A2YyWd482e3GR3c5cdv3sF7ycbqWaRc5tD+6jL/6xGARJPPciIlGeYFrr58mo2U8WiMSWKWlxZYWOiROE+2u8dQRYyGJzT6HfLZhCqXpGmKrUKRrkpPM04YDUfoKKLIg/mJELWLlwjRn3NbXq1VQAhYRE1kuDTCeFrD27Ke5B3WRZjKhKLtAwlISBUKKjUKUFfoufEN+DmaClLW5JQwAcs6OEcqCULW3gIGZytUHPNxHb33QWpoRYCvvDFY6VFaYK1DKkB4jAkNiTGBVOecR0VxzTtwT5/LqQxp7ncg6obHndoZOyHwmGDB6wKcGSJaRbAhroONTOV++ec5i7U+gPgykP/mDoJzdETUuv6PrzaoyWh+LuWaIy2nBLXwdyXBCfGT8EgbzfqiaHIiBZ14hbTMcFVOQxcIUdCVU6bFjN1piVWCdiKRStAcQycRFFozJvhLSKWJhEcJ0GkUsgUyy561jK1lWlRIIykLdwpv29LS1RXdjuLq7z7L9757l+NxiZmGHPPmQot2Q1DkOdksZ+XcBueeOYt1lg+GE4ypEKcda02cq9dlwjuaOuFo94TlS0uIJKyk5qqRzcub3L1xHzMqwhlNIkRhWVnsU/qc4V7Jrbd3+drXL9FfiHEOul3No0cV6VJON2pD4TBjhZaaS+cW6K92eOPJQwYnI4YPJ7RHhkcPx3V0drA5tfOVkRQQ1Ql/WoINqJiMFa4M8i10+DPhAWsRLnxHrRTs3T3hMy/GvPgpyc3eEj43WBs4OmhFP/IMsgq0QDkRvvvGE+kUEUdMCovyYzIRwolc5YmTHu3GGolcIBatmvsTmiapdViXSYW1nxQqK+y7BquNM0w9uGZEHikWhMelbex4yJEJhLZEQeYd2ZMDZmVMtL7J9nRC5iKScsZv/+E/Z5LneEqy0RFXzm/QPbvF8y9eJctzxof7nL3yAt57vvOjH7G4sUZzYR21/YjHO3sM858zGo3YeuEqzcVlzmxu8vKrn2d5fRWP5eZ77/P+u2/RSwRXXniO3aMRP/3xzzh7bp3NrQvgFc04pqxK0mbMpWfO8tKnn2Vjc4uiLBHOIbzDmQIn8iAciVpIEeG8wxiDiCN0FIU73XtEzfnweFItePHcEtvvfchO0mSQwXpLcKlrmEWL7BwMGXqBa3Wh0USmKWkzJt19iLOgX/gMsixxs4u48YDm5nkG62u4JObKYoM/eGEZ5Q3vPRxyOCoZCE1+5gr+0UNEVtGywejHSU1Vp19e6UekK8tcfzzj8DDBN1ZoV00iGtDo8UHUZtLosH/2IsNmiyQRPP/sGs8sOKbDiHd3SranirdabSaXzrN3NCA1E64up3STCRt6yNHgAbf2DK0qRpHw/LVX2Lp6lVtZm5OHg195rn49B0BrSjyj4QkPH9yn2WjSSNNg6KMFRT5jOo1oJilNqeh2OizGEe/sPyZZ7iMETKdThsMBvW4fECSJptNrMxqN2Dx3hk67VTtu1QFCzgbtblVRGEsUa2Z5gcslizJC+LlzXw2PCxGIeNbhRUxVlZTlDKkgSiLm0bzzuGEA5z6+D4c5ChCm7JqNX+9zZC2nC+uBsLuNYo2znigKsNTT3fi8wNaeTYK66QiEO1VbBYf88iCZ815gyhIhQMn6clSnjganxD4hZOAjCHBW4LxH+iA39N4hla8hJ+qfyymnQWsVph3v6sKtAiTnBVLWsL9wQT4oAxdgrkiYKxmClZuscYTwa1cjKkJ4hA/yx7l5kJSfjAagLA1KRTghiOIYJQRJmmKrisoHpwQlp/TjjOV0SssVyCRAfO9kQ4yFpSQmFxanJbIhiVxEHEWgPNaAQpE5x3RWkOcGKTTWgmpE+DJk0q90Il75dIfjuwnjw5J8EiYXkxvWuqtce+0as9mM11//Cf2FHolSvPPz96nKsl7F1I/6WFhrED6cxcWVRTKRcXgwRrVTlntthveOaPWbLF9Y5N7tB7jKEjcTZDchzQyjyZRv/Bev8KM3HrD90YDvLuzx2Wt9nDEsJC3K4YQrV5YwGVTCUA4r2v0++9UMUQqqkxmTXUPxOMeMI6qpP12FidA9h6k/uKyEX2sFFcyDtND1WiDVIf7agbD1GkBIWktt7H5FOesRLShseUSiY7yxNBsxhSk4MY5ChEHAWocVNnBhcMTezoU39QBQYYSlKCoKPyRWXZrREonuEdkmpvRoldCIWwT760+OE6Dv9GCxze7RCamX+IOMoVaIziIyjjgohrSU5tAWOC05MYbJJCc+nlBklk4dY7u00EUWAm+aSAxGpJSTMWvri/zJv/4/WVlY58rLKdd/9lMe3r6FyWYst1IaacLSxiZbn/8673z3r7j94DH9tRUarTYvvfYas+ExrYZGqZhv/9WfcbS3T29llW/88Qs0Ogs8erDNk4dv8Py1y8zKgqPjAVeef5azZxb55u+8xual51Facry3R6fbItUSISKcM2gZhzWRETUyI1E6JK4qUd9/qMBvdpYXlmK+L0t2ioiPDjKqkx3OXdigmM4YH+Ucrp3BCIXwjlg6qv0dyuYiot1HxxFWK0Srgd7cRLbbJImm30z43NYiL24kxFKxPQS5rzkWgp+eeYYXXrJMb3yPeDSg6yx4jVUxJkoQecHGcpv7d24yGX+EcGOiKKaUkvvL69xavYRuN+kvdbjSbfL7Ly+xlmRQDrh7Z4DVA848+zJ3hpKxKRmUM15ZEWwsCkyVMTt6TNIX3NwZMr73iI21c/Q7cHD/OhtnrnCzmP3Kc/XrG4AkYeiHtFpNNtZWmE4zZE2EA48pS5y1lHmOVQqdzYhzgc8LEII0ScB7ppOKw4M9GmmTlZUlZLPJ7sEJkY6oqqqe0AJxrarKejcXCqmKIqyXCCJQbTBHofgzT/8TKAmVCIQo6wMaoHVEFEXgLR5zCs+DQKl5Tjg8Ldihm5wHBXkvAgdOBzWdc6GwCgixobVR71xeN9+nn07ac4Jf/V5a49GRDK/NeKSKAhLhbG04FBqSYFhk5nUfoRRKUmedBxbzfMoXeLQUOCdxziCFQ/iK4JOgmBsNCUIDIuXcG6FuHCoXzJHqBsmZ2hVREoKLvD9VKQQbZYf3wRzpKckvKAlcPf2H3+ETswOI4gjvHY2kGeSixuJLQ5qNiKViqpuIpAeuTRx1ifIxSyJnRZecWy64c5xz67Ci2YrxwmOkwCCIIxVGXe8xwiMiT0en6KzEGoVQFiUVIolQiWC4L0jNKm/88H0ebR+j0gi92sJnJaPhkOFwwEJ/gSiOsJVhcjIkG8+CayUwby7DI6A1znussbjUc+krF3j87j6zR2NopTxz6SxVPKGIq/qve0xWcPGFs2y/e4S2nlvv7uBzQ/Z4wFGnyb+/scvLXzrHocvYOttnqat4cO8hi90uh3v75ERolbI7mFCMPEc3MmaFYOPlDSY7Q6ZFURdb6n2/pO56w2pKqUCItTXMpcL3RGiFdkE7rWpejlCChtRwMuO739vl068u0pUzpk6idFiN6UhgkChb4QrwXlKZkiK3wVU0Vag6Z8RUYd0QRQqUpygyrK4wboK2McJrlEigSujLMyjfRIn0b//A/orHc52UC02B2R5weDChL8EZwbE0PJYeI2GtpbAuZaW7wDQvGBcFnemQ3CcIW7IQW26++R0ejkZ89evfpNnbJJUa4Q1FPmNwPOQ3v/BFup0WSZzS0prtj+5wOy+4tLnCysYluhouXH6OqN3hyeNH7D96zPqlLV6/8T7bt96jf+Z8kMR1WkSNNq1uk3a/w+XkGYaDETduPmT30TZbW+doxjFyuYMsE2IxodHqUlaO/cMRi4s9dAxv/+xNVtefYfPSFnOUMYkTVH2XBxdYEQa/oiSNYtbaMd12g/uHJbevv40xB1y8vEJf5VxY6YLvMJ4VkE3g+AnN/jIL587CaJ/KDyl6q1QOWo0Gi82IjYUmz621+cxmg3Zi0MKz1df8/WtdVluCd7cV7+nnkbMTxJMn9CeHdCpP3uoyVYo4L1gQAn14E5kPyK2k8o4830EcO1obZ/jKtQtc2Wxz6+GAls1Z62vu3Rvwve/+hJOTKX/8X78AqgnVhM0zCZ9ag6aqON47ZHBwRBQtMCkcB6rLUmm5/v67dJoNvvHis2yuNX7lufq1DYCOIrKsYLkvWFlYJIomIYGPCGcDFBcgc4VsNmA0Dl/sqiTPcrwPYTpKCmbjId5aBkqwuLyMVgJTVVRVSVWGeEOlVL1bFkRRhKo1vV4IIpkg7TrCbOOsfbpsF2GfLSuLdWFXGmx7BbayRAkBTpzb4zNP46vdAb1DKbC2hrrrEcaZurBZW6f7BXKgd56qskRxgnMmhJyI+dtYT8M1/K2kwppgGBQKukNHiqpymMrUiG4wIhFQawKDU5R3FpBY6wNrXIlThrhUAlPVhEPha8mTAmdDrLAheLNLWTOrHdbOmbWh0bAmQMTUqgXma4AanZBKYm1Yp3gTij+EkCUhBc6pQGbE16LFYGo09wD4pNgBKylBBv23q4NgqrRJljaIpSQ27vR9t6LBpNHnJM85FDmibPC4mrDWi/Gq4tHomMJYVJKQlyWlKWsDKYGMJHFTEqcN8im4YkyZG2SksSLlvTcP6Hi48e4+VW6orCeWCclqjyurl2k1m2G/6Sz9fve0UQuPeTf1dN1CjYRZ5znaP+HMyhoiSeitaFYXFrGl5fD+hJPDh8HZsiaNDB+PiCNNh4qNOzuYacVH45z9D49ZfXGd7PKQe4eWv/rBA/7Bf/Y1WkmXO4/2iUtQS01WG22qeJHf/FSfvbsjbr91QDKm9vz3p09XSFGjc/PVUc1cr3xoAmpQSXlQSJQVwevCU8eJCyY7I1Y6MYc7Y+5dn3JudczYxygJZS5JhaSqKnJbhtWgFNjSBV8BLSht4LKkWlO5oN7BeuIIIq2I4uBaOSsyIqVxLgQt7Y13SKI2kt7f7mH9NY+tZ85wtH/IwkaX0W7Fic2poopHecnDskQBh0aQqJjxrMRLRbchiUSO9Rl5ZtjJC978yevEiwuoYkCjvcpoNCFuRrjZlJc+8xne+OlbpM0Gbjbh09cucvPGbRpryxRlyckwY91ILmxdpLu8Qm95hZ39Xc5feYY8L2ksbjAZ7PP81kVUW/HstZeJ0w4CSZRolteW6C4t0F5c4GT3EW/94LtcONskFjYU9SgijQPxe293l5X1VVoL66hmm6qyaK3I8pxWt02eZZRFRavXQwjBL37xHndv3+MPv/lbDJ484WJieTzYpvzoQx4tLtOtFjl7tkGjN2JlnLErZpwMDvFnz3FmbZHXtmJU3ubo5JDdapeDqsXqQo8vXu2z0rCsdWF1AWIBURQRx57LyrPZ7/Jblzu8fvOIdyZbfNRbQ05H9Lcf4PvrHNiShZ1HHLcTPvvCJd4qPLkHKPDlMUx3uGzu89mFNc50SjpbEb+4t09Kj3v3drlx5wGdVoPltOCVnuPeoMmnVxXnlgzjvR0e3d1mnOUc3vmQwXAZ5x3DSU45nTAajhjsPuZzV5/9lefq11sBS0FVFhwfHwdY3llm0ymdXhdrLFVZ4ZwnimOMB6U0KolZv3gJ2elysL9PNp1gjUFKRT6bkk/GoWALyGYZzXaz9gBQtemKCoQ8peqwIFnDdxav+yHXWwVcT8qw5xY1gc85h5CKKArTuqkMKo6Ikga+yIK8sLbknSMCzgapHLbez2uFlA4dq1CEvcCUBiF8HVWsyGcV2SxDq0CyAgK7+WN7cWs8ka7TzE5XDEFXnySKsqj3nwHDoJbj4wkFPzw5guZbitNVAnBqyzvfPMx54kIKlBegwLp6G+8dUgvwusb658TAMOWr+nN2FpQOCgBjfYhv9eCMrxuk+nKuC1AAR+vX52u/AAFCBnngJ0VB5axAK41UHqE0EoHWDuNsaAW9qVEdfWodK+OIkZW4ZpOFDkhn8OWUc75goDJ2ZiUn2YzSGKI4rESSNEHKgLiYQuELhy+Dr4STJVVDcufhKCBMXiBjRVNLFpZSkIFoOZ5OSdttVJzy5OHTAI85wnTaCNR8FQhckNnxjCd3Drj0964wuj3iyvIFvv83bzHJKlpCoxsxUjbY3Frn5PCYeJRz9kyT5xLHngvyt6Uri9hWk+9//5C1c8tkHxZk44LOumP/YEpjprn28mVWWn2cqti99SF798fE1rN/fZtsPMU5i67dlXwU9C5VZZBKEscaIRWFCGfGVRblguGPrwKKJn04WUpJegtdFppNlHP0FxS+VTGQDZSoUF7isGR4CuMoykDYNSYoNbSvHQQteClxVtBuxzhniaJAtG0Lga3fQ4unyAusA7xmraM5Gh1QuoO/tXP6//cYNbq8P7xNt9PjifaU3nOQzxgbQ4Un8zADtIdSONrSUdoJSauDigV95ZhZEA3N4soS3/6Lv+TFT71Ma22FD+4+YnxwzPLiCgeP4fW//itSISgHh6QYjMkYHE9Y710mbXSp8gG+qkjjmO2TI25df59mnNJaj/mbv/g+zz//Eu2ow8VLl4l1XK8ew/3YiBQXzq+w1LXsbX/Ez9+8SyOOefaVPmvpCiqOEC7D2gmDk5RLl6/ivcQYQ6RDeJdvJEHFIWRwgBSS8xfP02i1ef+9D9h5csiljQUO9x7z9kGb+41l8iN4qd1ks6uYHe+gVcFvfOk5koUme4ee9YZkabXLQXPCzvfe4A+/9HX8YssPNlwAACAASURBVETPF1zoJXQaBulKcilJtUJYQxQF0jjllFeXC/rXujy+dpHrTzIe9Zcxh4f4Mqe92mV5sYErYbmnMBL2nxwhKJAoHt59h9d/mPHZl7d47lOfhgrevLPPYmuDjXPnObvQRzrF+eU1OstNbrx7HTXVaDFjVnlef+c9Hh+XyM0v0e10qVrLtOyAk+kR9x/c49Wz/V95rn5tAyARNBop48kEZw1Jo4HSikbaQEcReVlinQskPzyi1w6EjDRhMpmwttKn3WowOD6mLEvSdovFxWXAE0URo+GI/mKfKIqDfMharDN1Y+FqIw5JVpR471gUbbRU4KowOdswbUspUUpQGYuzBiJZT6eCqqhQutZei1BMwzAk62k/QOHgaye2wJqXClRUrwLqd8M7GzLRY4mxT136RK0AOLX7n4foKIFWAcoPFqWyLow+mAK5UDydJbgHzkN3hMcZQ03lxvkA9SsV3Km8AOrAI1e7A4VUw/A8pRCYeiKiXmcEakNNghTBl/2XJJFzzkBN2g4rFl3H2PqPFSBRowvBaGW+Fpl7IgYU5WPF6u/4oXVgleOg0WyE564kRVkiVSCYeucCeU2GvAkxq5hNJvg4xcUR3gka6SLNFUWTY5LZCJ8bjBAkUYT0Fm81rThCRvBoYkDI0HQkwdzJOcfRoGI8ylGpor3SQpeWzZbknTd+FhoVHYGWfPjBbQZHx7/EUTmVV9T/ifoLqE4Hjo+4cHGJ3tUW2z98yOHtExqXIZvkOOPpn+nS7CvcIZRZQT4zpM7yuxdilnuC9z67xfK9PZ7pFwxSyejl53i0M+T8swvsvH2b4plVBqJAIJnFx0wrzZODjD/703fJDiv+y3/0Gj/4yR1GB8dop2gsJOTK4xcjzIMpWkckqx2WNzqU45J4UYNKODo6Jokl+ZMce5Thy4q5lLTTa3PxyjpbG23e+9F9lropvbankSRUJjTxcaqpSoNQLgA4AtI0xpQOrMVPSmRLoxOFM2CkAKFxJqBbqXUcmwIjJLYKsjKtFL1Ys5BEVOnH11x/94/7xwPyRo88n+CQ7MwmTCuLUsGhFW+xhJjysRkh4hiDozAznIDFtE2cxkzGBXJ/l3PnnmX/cMT03kfc396lt7KGOxrSSJsMhkO0FkzGBc5oprOCrCgonWU2m/Jg+z7jd3+OlBHDoxPIDXGqGe4esLKyyfK5qxwdPGRxsc94eETSSHHW0ul28dWEYnqMsBmrG1sknTNk0yk37x5y9/GUdizp9RN6C110klBkFXGa4KxjNBoT7mlDpCPiOEIQYrzXVhaR+ZQ3bgwQWpEND+k1Ur7+j/8hP9+ZcPfBE8bvf8SmmbC6uca1l1boJjlpo2Kh1WTnpKSjSmQ+o6OhUx5waWWDo6yNsTHtRsxUSAbG0/Wh6YjilMHhPm/++McsLayw2XFcO5PyzFqDG8stHu8tUo6OWYlmRCLHecuVi0t0D/YZ7WVYpVnq9TgeD/jhj9/iZP+Qi89c5epmi06nzfXbA37/m3/EufUmMtZ0ul26Luek5/ibt3e4utri6CTjweNDcgOXo4wIRZEodkoLXrH9aI/H//bb/I//0//3ufr1DYCo/eqlpJk2ieKEtNEAa+h2uwRjm8AM11GElC0YjhACRsMhZzdXSSJFmee12U+TtJGGnWyZkucZAiirkslkhnOOJI4o8gxjDM1WE0SYJCIdgeyCiMFngXz2McMOrQWqsljrMJWr99gC4RWuqlByTh58mnaHqy8PGUJ4asM+pFJ1WItFRQodxdjKnKYFKq2ROqAHc9ceIQLpTwlB5UPuvHcWqebkbVGr9TxCKnzNKXDWham78kh9ak2ElGHqnhPAQqG14bXGEUThtUuhwnNXDm8Fwhs8Eh0FGH4OxQo5bxB8vTeTYY73AUEIc5kOU7wIKxkhQGkBwp3u96mjf6kVCULMbY45JWYG/4JPBoEqicMRd87XjYvC1heIsYYkjom0QlU5wpRMpcS3U6JEU9l6j10VlNOMtNUH3WO15eh1C+LRAW1fsj+ucGrG5fNdeu0uP1RT3m3ehVmJdz7YN0tJNSwQpaF7voepLIOp4Z0PjiAVSOsZH4/odNsMx8PT3X/4yJ4WovmvfafP4pe+TPaTH9BpKDbPtBgdZXSubbCYNHicKkoE3hqcjsjtlMFJgYoU2czzH7czXt16jt/5+9/Cf/t7/Ob0Om8NK95eX2B1+Qz/4X/7t7Rf2OTzrzVpvb7Dk8GUX9yfcS474N6DkqJU9DqKSTb7f5l78x9Lr/S+73POebf73q326p3NnRwOZ4bDWSVrgy3IjmPFloPYBhIkyB+QPyF/RAAj8c8ODAQIAsSWLVnWSKMZzcrhLCSH7GY3e6muqq717u96tvxw3qpWEg2BOIlmXqBJdHXVrXurzn2f5/k+34U2ssRpitWO/pVhIAkLQZNJirrF1RbZi3j7c88z2AqEzL1ii/ODU4q1Eb3CsnwwoThdMtwY8PZvPM+1jZTT4wVvfH6Do2nBeBiTkOFFRGlbIoKBkxINOha0usuHzySttWitaZ1FuTjsiJvOdChRjKOUKhZIYcAY4lhdRn9vpAmidpwtanb6v9hB7W/6enryGFTKyfEp3umgXBCB9R85iKSiJYQtKSzatXgpqJ3BWUEmM6LRGk8bxcd3DjmtJDuDEZPzY7SQpPWcV269xHSxoh3n2KJBq5y0rxiMJLODhqapWEzOiIiQNub47Jy8lzM5f8psck4iFS/cuMVgPOD737vDv/jn/5ytzW3Gazs0zZQvvPkKt2+tE2Uj0sEOSmVs3Rgwn01RcYLzkgd3HlCft5xMz4ATsiTl6tVt+qMRxWpJL8+ROM4PD7n23G08YL1gcnzEj37wE67euElVF/zs5x/wt//e32OhPZP9h5RuybJt+ETmzOsevWXCW+MRbblHO9/j/KTm3cOYz76yy9tfH7CqCo6ePKGXD3g8zynPE15981UGWUrRKqYrizct0iZcvXGdNEnZf/gJN/Ln2HARqWj5rZe36UUJ5/uPSOySxpZs9BW27fO5N17i3fceMxqs0etFHB6f8eTgCF0tyDZ73Noe0LiYb75zyHCYM5IRbVmBnrGhNK/d6PHTj05ZPD3G2T6J9Jw9+An9tas0ahNGr3Irt/TjE+4++o+MAxZ4kiShrmrSNMH5MLk74/DWkEQR1hrm0wmj4YBev48cDugpgT6sO7KZIokUbdNQxzW6DXrhJImo6uAIplQwdVBRRJzE3VQvuqZCMlTBvEPW6xANEGbBhR79Mk1MPCuaSEXW7+FljMDh7ArZ7SWFkFjjMdoSKYKOU3Rr4Ivdeyf/wzt0ZVBxFNqGDpFwLrQRXSBh+EkF79yg+fei85IWl7wtKSS2M+ox3j8rvt2/OxfSz6TqfFN92Nk7ws49kF6CIsEajUB1nARC+mCnSw+rkdCoBFhf4S8lkbIjEfJsnUxoXi7MNawJ0smAAwS/Bdc1CVJe2LiGJ+1dhyZ0HIewN+Aya+BX4XIdp8JYQ2QVbasRMtihGhtsnL3VRM2UxHuEEWS+QruEOBuRxgptFKrXI5YC2gLXGLLBBj4fU7cN2ahm05xzPQ68kXEvR0QRztQdYKLwxtHOAhu3VZJ6WoEUlJUhiSEbJIzaiKuDNe4ulmGt81c4AJfBU91/27JhfwVbn/syvVuKR8dPiHoR9azByBrtLenuAJ8r1p3npDXoVUm03oc44sNCMo53GWjFhz6mtDly42XK0rIq5/T6Ob/+O6/z29cV5df7/MnPLNuyYXp0TP9QI0vH2s2cekNw+wu7HD6aU80bxrnis2/d5rXbn2HxWPOzH7zPR/fv0j6ZcdLrMYv6bG4M2FzvY4uSnd0BG+OM+o0rHLx7xEuv7JBfyfnenUPevrXGP/vN6/z4w33e+9HHlwErsVM0pQmOg1aSJxlxDGVtyJMIYRRpmnJh6S2cp3WW+bwiSSOcNWRpgiV4NURxFPTqzvF41tD3DiU8qfnVOMMA9/Yf47yg0bojBAfEcaENxnla54ikQilABNtzJRRWwYsvvMY/+a//G9764lssyop/9S//Z/YPDpg1klKNKOuC3mTFY/OQysHx6SmJ8/RjxbA/wLYt2xub9IZDpotVCFoSntFgjfn5U1bTY8oy3NeVTGgHI2bTFffah9z+T97kZ++/x/HBHh9/9BG/8fUv81u/9/chGuCcI05ikihhtLHOcr7i1ou3GA6GOAGnR8fMzmd8cOcRaRaznE4ZDwbUbcUP3/k+v/Nbv8t4bZ1qVfD48QP6gzFPHj/iYG+P6bTgk5/+lIn2ZNbx5Vdvke5eY/98zsGs5qcH51SnFWtmxvWb27z4fMb+HGycs74eVkXV9Ihrt2/y6PEpP7t7wNr1l6nTmD+7M+HjJ2f4suJrz/V5dWuH7atrtFVFu5qzO9zGxQ33D0u+cjvi9vNXcfWEk4MCE68xSDe5vd1yvjQwuMpIL6nqmqptqKZncH0bYxVLnfDxFO4/2eOFrZyxLDCTQxSe2bJk/9xRrvpEw9vo1ROIerzwubfZn2na5hFFe4aynt2t/8gVQKo862trOOswRjOfzbCrErI+lXZ4Y+gribWauq7xowFi2KcfgTG6S94KJLjhICftJWHfH0UoZ2jbQBRM45i1tfGlXM8lXXBNB1FHkcIahyEjEr0Azfm/UsGg29FLjPEo1YHYzqObEolGxIIQLwJKxVjbBji+s8NVSgSDn2DA3sHhoQm5MMHxQnWTWSjsroOCumcQyHsyQOnGekwriLKOWId4Ro/vDH58Z77DJbHOXb4k2Un+ZMcfcHgiqZCd8uEZOOw7ToBDqbDGuFhZRIl8BsmLCNNerADCrjXwJy58/0FIh4wDMbKj9YfXrjoL5I47Qbfrdt3P7VmIUWewLC8Zl7/8S4CKI5QNUs7QEF1IMZ9xTio1pnAKlXmM6WG9IM8yklgijCMhTFkuTWiacNMVIoI8ZtN5Ir3OY6/Y0A1nx6fYsvO3UMEw2a4a2iZoR1YnJUJbvIRsnIafe0/xmdvPERcRH7nHXAQA+c4pT1w0mQRkzkcKffiEMyV4txrTv/UW2p4w3jpF+ZKXvnydkx3HwHuKR5aq0dAa2mmBjGLiXDCvj/l3/9u3eXL3E75pKvrzn1IJg7Vw8+oaycESIR7i8pf5W1+6yRuvJjTLJ3xDzLA64h/853+bJ+dTHv30HTaGfa585hbRlkXMG+7/6CGDa1d48fUbTOunXNkds3cw4dWtjNfevMmPPv6ATErWN4YcL0+4/lLK9a11NmrBallx9YVt8s0Bf/njp5wcP2W6mLM1yBl7mK8aKu3YSBQ3e4pPVhorQtNalhohPCqRSATK+hBHLD2DQQIS6ibAsVqH7BBJhlRBqaON5bxuwUPd+9VpALTsYdsaC7TOc0HBNd6TSkkeS6wXWBxCKKz3tMKSZwP+i3/6T/j9v/93GY1GeA9vvPjfs1itmC1WrMqCD+9+TLFccn58QrQoqA8XbN6+yfbWJuVyycnBAQtXsjzeR8xXjDY2wXtG4zEP739AXVQ440jijCTtMxqv8ff/4J9x47mXGOU5VdkwWl+nbRfIwS7Hs5p1leFNw3h9TFM1FKsSqSSj8RCcJ5GerY2czfUBdaMRSlHu7DLoD/nzb3+T1sQ8ebpAxwPu/vQDpIh5evyUm7evcnp4zMuvf56yLbl+/QrPre3SHw5xxrDVnHKtLXlwPmFRwjTb5tFZjyt1ikxSPj4teVkkZD1FaXt8dHePKzdfJi5y/uU3PubAxBwaRdG2CG04vdtSNkO+vpmj+lsYpaBe8uu3Bd+rau4eSL74YoaTPVScc/dhxbxs2dkY8uJzV4jHuxyerPOVa1vMlhN+fOcptdph1uvzRz94zMHRjKRe0hzNcPMTvEto4xSR9clvPM/68JT69CGzRcX13dvo+SmLh/sU05JSKHauXiNTv5jL8qkNwDByLJOYXp6znM8Q1pGnKWWSUdSOjAZvDb28R93B9to1RFFM1h8E4x9jsd4TpynDtXUiJcK+zUUdGz2wO5Mk7JMhEKfapkbrYM4RZynLZUkeOXpR/zLm9/LyobBF0bNC3pQFurVI6ekNAgnscgcvfPg8bbr9dWeIIz3WBlVB2JuHYnmBNnjzzNo3EOjVpWPfRSLepdywI+FJAhzuhEMaFwh/QqAShXWhCHjnLwNMhJLBHc2FifzCsEh6FyZuIvAdYx/3DEK4oA+ICw8D2YUXXSAfgihRAbp3FxCAJLgqCrzr5IXyQgkRXqg1PjCk7UVD5i8fV8bBv/VZYVKXngm/KvUfgvQyToI9p9YNEYo0jcMuXUmKpsF7QRSHBlFGAyLTYqwNjWyHZBnrkEIi44Q8kiynZ8hexlINsD7EZZ/UFY+KwM6XcUTck3ht0av2MkXRlS1eBcDED2JQkt6NPoNlzqPDpzjnGPYHSClZrJad4KWza/YuuATHMa0xuFXJ0nnOa0+8s8vwsy+y960/ZF5PuXrtGsP1lAffeYBpfQi+suATsLVl8vCY+vCAV9/apTIxew9rYutpz6bM7hzz85OWX/tKy370CS98rkTWmkVfcr/p8eW/PeDKlSEf3t/n3k9OubI94uXrmzw4PqRctHz1y5/jC198hSZa8fKbgvVswL/+4x8zeTDDvF4zSFN8lCCWnnZ/ziqO8K3nhz84xVWenS8/x95K8507C665BUWzwrqWEwdJljLMFF9IU9IIniwdM23QzhMrWIsEx2VJlMSX9xvnBSIKaY8hXtsiZIgN9t4hfXivKSFJkzQ4jP7qHGKuv/QV7NOHnM0OkVhU1MOZGo0lJQwUjde01tES7odxEhP7iDQSLOcz+nmfKIpYG48Yj4bcvBYe+8uff5NGG8qqpChKnu4fsrm5yfUbV3HOc3o24c7H93lycAhCkfcyBnmPw6MJaiApFwtOjo/I0wGttuw9esgX3/4qN65uc3R0ikRybecqj580bO7sMhyP8EZzvH9AP0tpVkuyPCft5xRFRV3VuKYhzWA5XQXyeeO4ceMG09NzlrOK4WibV159kapespicc+ul19hd3+Dhh++S5j364x79fIv9hw+4Ndpgsv8Ih+T973+bje3r/Obbr1O2BfHWLR5MSg6OzsBJlrOCvf0TjIpIaXHzI26+fY39M8fe6Zx6ueDzv/l1VBqj25azk3P+Ym/Jfq24FXtGnBOngn4KV9OK++cVH7xveP2Nq6zIeWpTDp4c8uS8JjY1W7uObG0bmRocW3z89JR37vyA9vqKyXzO7jBDzp+wOLpHqz1xb4yua8Zyk7duv42eWs77LeeH7/Po4c9RB48Y3Xqb2q+wQnAw2aMtD3/hufp0J8BYIJ3m5GyCwJNt7DLc2aSH4GjZgIc8z0nTiKZpWCyXtHXNeG2dwWg9KAK1ZjabsVouOTo+4fkXnmdtYwMvwDpL27akaRLelBcQp3NUVY0QHaGt27/HWY5tR5cJaVKE9C8n1OV+XymBbmwgJQpBPuoRxWEC0LXpGoCADlxM2RdoQ+AbeISKQVuCU4Dr9vsxEGx9rbVh7+0lF2FCYUIPj6VE8IsXMtgIKykRPiIagGlakMG8yDsbOAHqYicPKgoMZ+cCwS8Ykly4FgaGtOuMhqzz2NqRZlHnWRI4G94Ga+Aw7ZqgonDd64glwoXkFWcFUiU403SNQxRes+yQAhTeGEzrUVGCdXQeBUFb75wCEaFN4CpYJ9E2ZB1UWrL9/+qW9//NldgFtweeSDmmNuWsSjBO4LqVRasbYgEiCg2ksQYVKSIVd6FUglgKjDFBXupNl66sQCjqug2R1SKkWVqVUZSB/5EOUqzWmLZTHEQKECQx5OsJeqnJVYROBDs3BtQf1cxNiQfqunzW5PrQ2EZxjHUueGZMTulFSTCSilN8omknU2pRMjAtk/vn5Ouv0F7ZRE8/Iu33yV/4DM30jFh4hhsRZe2YHE555ZUBX7u1zdGtq3ziUmaHjzj/9z/l4VnN//Qdy/hWSz64w0o4/pf7Gef9bZbTCL16h3f//X3i8ZhP7h9w/+4+2SDGackLV17mfPuYq7d7fOWlF2jaln/8B19lsijZ2t5ktKk4nJ9Ta9h7knD+/pKzxyHCtRGOxV/eZ/35Na7vJOTnhjZPaBtNUxmyxDJMEn7cONIlbBqNSBW2lyGEx7SGnX6G8QG1sThao8P6DYGzHm0MkYpQQhIhiYkY9CKc1112hqdtf3WcAEebV8gGfbLzK4GbNVyjqSrwmvOjfVblnKQtkJhA9vWeyAnKVc0f/5s/plyu+NJXvsbtF18kThLiJEGqEAIWKUWkIvpZyvb6OrdvXH/2jYVg2M95/rkbl4Tf8PGwtmzNP8JahzYGgaBqWvaOToIiykvytT6FXWIqzWvDMY/vP0aphL1HH7J39x75YMBoMOStr/464/UNGgNtU1EVBbqcM53MyMcbLI6PmRwdc3Q647NvfpEoU3il+Ys//yZN4xhtbKJdQ7Es2VrfRcYxZ0fHWOOo5ivKVrOanRKnETeeW+fs4B6Shi+89jwjb/ny7lVqKzh9POFEvsBxZZieHLGqU85/9gGbN28zXstZTyzpow94/YufY7gGe0ZznkfsL+bcO18gz/bY2d5G1ofsjMYUuuXnS4l9tGAyg0dHU8T6FkJalrOY88dHRCuBqM9o8y3issa2Dbuqojn6Gc4UVEVFlI95861fo9fPuPfTv2RjYw1bHDE92sN7jUx7FOUSUWs29JJbL1znzjt/xKpcXvLU/rrrUxuAOBb0EkVpHK3xRDJm3SrGecTVtQE0viPyZcRxTBxFEMU4Y5icHLExymmt5vx8wu0Xnqcqa8qyYHtnMwTMOEfTNAyHAy4gdNtJ+QaD4TOJHTAeD5FCIpotLuNEEcHqt7McDYY2DtOx0KNY4YzFYgOZDYduNFKFyVV01r/edyl7BPjb2w42d50WW3gc4eMX+nbnPFYbEFEw+HEaFIhOQSAjj7UaqQIPwWhQquPPuY6QKKLg7a+CZMkJgQoUBpwXdJbk4blIhXciIPOSjrkuMC5G284YQ7Q434UfIYM2W8R4JNYpjA98AA84H1E3Ai/HeFsAFikGrBponaUxMedVxtMiBiHQZCxsREYdnO+s5LRSFDalNpZWJEivWLTBzXGlM77/B/8P73L/P1xRb8RR05BLTRRLhr0eRAnGGKSV4cz68DtRStBo0XE9IM96VFVNHEcBremQDqXkpVbdOUeWpiFrQUrqpg2BQ9riizaQ8GxwpfTjFLfQ+F5MNOrxyitDzo6XPFm0nD8pqQvH3K6Ihxmu1EHhcfE60pitzXWsd0zOplhd4/YfEKUZIs8QeExbcTXNaGIF1rJ39x7J4VOSOMaIiNlglzjJiLeuoNwKaFj78jVeXDP4eckDueDxfkVx+AjTGs6illmR8KLN+R+/U1MXFp8avvaP1th/NOc7/+4O0ydLrr/5Evb8lMnpkiqC527v8NZXt1nbEpw8eIdX3nyTsydTTh8f8PKbN1iJhiEprtbMnhwzfX+Grz1VLNi5OmBStOhIMNgaYuslVWHIkhgRK9LIcMM7tqYLniYpp1FMspYjE0nqA2KV5Bmb/T5pGoK1F3VNUQdETlvDYlXhdDDg0t4hdfAT8M6TKoGKwBnoJfkv48j+tdfasEfUVySDId4asrSHSlKcgnx9k+lsga4K2nqFtQ2mXIIuqZzj5z+7y9P9E975zk948cVbbKyvsbW7xfbOLltXd0l7QwajPlnWC41sh5oAyE6eHaTa/2dEREWS+P8Smew9XNveuGywnPd85fMvcj5dcHw85enxMXfe+4AfvfN9ysmELB/z2uuf5fhkgrUSay3LxYTV5ISH739IbQzbN25DEvPJ4VNu3bxNOzvBjlO+86ffxNLnudc/w8nxKefHDzjee8z4jV1WdUG2PuLp5Cn9yRlnkwk+Vjx5/IBH9z9EKEexWHC6f0C2vsO17S2qYkVfwe++/QrTsqG9PeD0bEy/nHLtlS0+mRTc+fkTTh+d8cqNMR8fPORw/wkmyti5/grJKOXB4xnH8wK1mjHcVkSZQqmIb3z3PYTxZMkar7x2hTErjp9WzE+nVPIYq2puXrnBIHmJK9evYcuC3uIq9z76GdoaNvt9Rr0YV89QyvJk7x6T0wneSxpt2L31OufH96mXKwaDAYN+Qlut8CQotfELz9WnNgBeJUgRJn0fZeQdo9rUDZv9hGTrOqvZGSpSwejDWNqzc+xwgG5L6qoMMZwES1ypJIvFktlkSpbnxEnEfD5nc2sD7z3GWnQ3aUWdCdDFqXLOo22L9DlDoTqynAjwv7yQ44lnEHjHbXdO4Nrg4S6VRMUXU7XsinD3uV4GzwEffizBXteCDMVZSLp0wDDZe+9AGoSI0DoEEDkf9rMtglZIJnXGSg1xHgozoCoq+okmokVJF4q012gnqExMYz155smyhLOmx3klSaUlUwZDRKElhVGgFALLou0xXUlqMYIoobQeh6JtPa1xaB9TG9BICp0w0SnGaowDbQVNo2lVGlYBvmsKrEOLEFxkvMfpTjUhAuIRLtvxGACruchE8DK4D+IcqOTTjtbf2BVnPYyJqOKEJIoQztG0LeoSXeq8LOJws7LOIrwgiWLatsXolrZp6Pf7qEjS6hZvPRZHHClMNySmSYKUwY62ag1RmgZbZC8R1pFmMSLPWM5aaAzT84YDY7h+fY2TcsbsSQm7Gdd2diiOK2b3zilr84wIaD29NKGylnTUp13V6LrBlUu4+x699X1Y32H7hQHL3RECuNKP+PXffpsffuf7PG0M9eE+vdignKKuT0iHYzaGEa/IKS9u1fz5H97j/ElL//oG6QtXqfamJCI0r08fVkRrGbd/Y5vNWxvclDkf/Og9pkJSHq7Yub5J60KE9/puj2U8Z3tV8pXRnIf3fsKdd1f8u7tPeVNrVOtQWxmjnRS971lTA+ZOk2eG//a//G0+tcglLAAAIABJREFU3HvMd392wPzuguX8nBsboTmzVpInPXShedoYVlmCSCK8l4ilwK8MzbLG9SXDF1PWpCS2hllZk6UJzgqGccKmTBCl5pCW2jtM19S3nXrFNw7roCjqX8qZ/euuYrki9Y5hP6dOelghUSpCmpbrV24yWm8oa4NrC6Rw6MZRFDPiOGazl6HimHmr+faPHuB1g8MSS8E4TxkO+uxeXWd7Y4PBoM9wY0C/P0QoyWhjnfXNLVSUMByPupC2mLSXXTYJz1BULv8eR6FWKCHYGo/ZGo957fZNrHP82dqQ7/3Fn6FNi5sec3q2RfRzxycqpixm1G2BNHD65IBaFxwcPcB4gfWG0/vvk68PKHXBw8d7XLn1Ejd2N3myt89PfvhtPv/W19l6bouTk32saXjv/R8w3T1hMNymsDOOjw+wVUXci5idnvPNk3PywYjnb12jn/cZ9vq88Nob7PQSqshwvprwF3/5Lfx3vwVZTpwP+cpX3uYb//v/ysnxU5y1aOF5eTrj1a9+jWoMaW/EJx/sMX1aoJKYuq5Q5ohM9enbimjmmNYVUZLQyBVYiXCGfrMEA/feuUNbeM6P9vC6wTYl50cP+PHiKc47FuUKrS1rL13H1A3PvfwCy3KKY5v117/E7ZsvoJ1ja+cmK6Nx8hdjsZ/aABz99A7V2i7YlrQ/JklSbGtwMTgpaK2laVvG2ZCiKMh7fYzz0LYkUUxRFKyvjanrmtOTE+I0Y7lY0LaaW889x2A4Yj5fYmzQSc/ni/CkoghrdCiyXaiJUIq2NeR+CHoTZytAkkQgbNj1R8JhbIh7FUpQ1pCp4F1Q2wRtRSiAVmEQtK3HiZSF7qFNjNUeYQvGuUGJkFzmBDj6FLbH+UpQ2ZSljVl5xSg1FI3lpEowXqC9pHARq8ZzttDMtMTkm1gHOsnQdUNmSnLh8DJ4VzvvaYiorQz61iQCqSi1pHEKiSMKSe8YITDWdTJGhUWgTWiOiIPWli7Bz1sbiPxREgpyF9IegpMAb8C2YLp3bueN7b3umH9xcAbCQWuC0BpxwRaEOAatg3uLknTRgqAy8C148X87T7+Mq211CJYSkrpuuMigtx2v3jiH75rTSEmSKKyVhPcYE1wRB4Ne8D1QEmVlsEiWCq1NZ1glMcaiVEifbETwi/DW47QmShOE8fRaKJKoCzwRnB+XtFIy3snwCFbGs7WZMawd5vqQam9x6VFhjaYtVsgkxlYNTptL6alzFjM5JVrOWGwKaix5P+e5a5s8fO9nnB4e43c2ke0KESWoukBPTlnuH5A8t8bOZyU3rzX0qNm8ukGTJrRFzQuv3GA5X+Kto9fLufKZETc/P+DOUUu0P8H2Bqi+R5c1yZpkdGXAepbxpa+/wnJS8K0P9rjyWsnJB3t8+0cVw5e2Q5KiluxEa0zuHXF09wwbCZ6/MWawM+C7f/oBn+yfIUcxdWXYFpY8ScMRziSJiimjlDaLiRAI7VgVJXoG1bIi7SvyfsK0LVlWjqpuKY3lyjCmrg1tK+jhiZ0lSiWJCwhgEkXISFFqQxQpolgijfnlHt6/co23dhjGEZmMsHmPNI5o6wbb1IyHQxovOV0VxNIx7OXINEEYi1OSVEX0hxlOCKbnC1ZlA0qgiyW2rlit5swfLvjpB4d4XSFsRSSBLCIb9tnc3QIluXntKtIp1scjrt24we6Nm8RJRN7LyAcDoiiiaVryfk6kIqIoCvyizrHMdfHomxtjEttiqxXLuuJs/x51fQ6xwrUeXa/IraRoVpxPTlBxjMPQtprz6ABxGIODyhkO73/If5gdUS8a6qrg4Ol9Jt86Is5S5pMTpkdHDOMxu2u7fPTzj4iEI1Ie2da8eG2XJ5MJ5WrKg/tLhmtrvPrSbX74nT9BNC1nRc3jgyOmZ0tas0JGMdeee4l3//LPefTgHrVukEpivOXjjz9kXq3YvXadJGkYjGB+fMpofJ3qZA+laqDA1Z7HHz6lQeGVp2hqWmPYGO1QzaYsm5LzySGDZMhkOaNpgv1+HGdMZ1OQhHWWh8O9j8nTHPmkovSapNdD2DmT8wPSbMTmzi72eA/1KWTWT20A/vDf/gVf/If/gKw/xHeHTiUKGQtOZyuGafADqOoqaM3jiGTQx5rgElWsCrY2N7h56zn6gyFSBU29c5bJ+SmD4Rjd1hhjSeKIJI5oWo2SwU7W+dBJhqQuEYw+3C7/6tFv8f5UUDnBKDIgIcKyk2iEg3lZovEsakmrcqxKqNIxhYvwbU3dQukE2kesDKwsWN+ZwWhNGgUCTaMtCNAiorGK1gaikPU2FFQZXApxgRUf8PmuK17NAY9Q68GkpzYQjRGNwrcOZNrJDf+Kvt4LMN20bYMWH9F5GfsWxIVKQYVpvLM+RkQB1YhVwC51E5LX/MXKIqwzEJ0pgXcdi1GFRsCbkNImfNhTONtpCGOEivBRpznynhCQIMBYiFJog2UxUdShAYCMLuWPv+zLW4f1sGoa+v2coiixzpHEMV4IVBwhVEholKpTiUiF7hL4gh21IIsl2nnSLLk0oLpwuQMCZ0UKlkVJOSuQiBDvbDVSOEgV5aJAOIszQXqW9UdUlWHnVoITnqOzliqGwW6P3WsZpYNif4nXBusdh2dTtnc3GA1ypu28C6dSzySX3nP4aJ9X3nyNB36P9979AOMsMk2IhScxNUmas51H/M6OoF4Z3nXwl3dLvvVBw8NlzPD5McuPj8hJYE2Q9npEkWKwnnH7167w8yNDNoq5fmuDxz9vmLkVMpH4SPL8q1usHq3oRQKzkmx97S3+h2/eYf8jh7m6zfO3hiyqkt3xDQ7vz+jHkv/sH36dD/ePkGlMtZS89+6HLEpNNsoZjlJGQ4hTaBtJmmQMe33axrAUUDU1rW8YrsfYkUCVFtsKGmdYHC2C2gNH1otZVA1lZdDG0u9FaGXwJqxwrPUY50kAY8P7u7INxv6KHGJgfX2LtTxCtw7rLYM8p40ibJe3ooRAOI21HuuLkFgZRXgpifMeeS9GxDFSRaSrChElRGtjYgGtCz76i/mcpm15+nSfvYd30c2K1mrSfoJB08t6iAqSKGYtH7G+HeKjB/0hmxtj8tEIhWVzZ5vx+hrr21dI+xlta3FNw2pVQqz48Y/e5eTpIVY3NEaj9/eZTI5J05z+YITAs1zOiZQiTftsvvoWmXnC/icf8+YbKd9/d0ltIpzy0Boq02BqQ6ok+w8/Ds3IoMdiOUGXLbad88n9n+CKFUlbUzVNIEyPPDISDFRCUVZUJyfYpsLLu8hWoK1lVhbE8YDGVAhZMzk5YGIaltUS61xHBheMdvuYtuTJo4+IIstysiCVEc9tZYh5wrIs0WUbuFvLFZVxeCHQ3uKsZxzFHBdLrIhQ1jA9P6CsS5TKUSLwzvKsT+tMR0qGql3RtBWraobqZ2zmCYvFFCn6FIsZTXnG5mDA7Te/9gvP1ac2AB9NJ8z+9E+5/tkvsLu5wzDr+KZxxGhtSO41USSw1tDr9TDGkm1uYMqKZDZlslixXAb3Ju8dq2XJYDBkenaCSjOkAKNbmrqml40ZDIekWgOCNM26pLZwg4tjhRSSVa35xF/lj+eGOZLYtRgvaVGkCGJvKesKK4IHvItivNaBGNfvAzmibcKELEIR73JIQ2CA7mjSMkMIB7YNsKBMQoFuW0LRdnhnQiNAkJJdMmSsDR+TAt9oSNLwtT7CRxmBvU/4/hcT+QWOhng2TUvV4WoXxZfuj4coDkW3qcP30Q4RBWIaWQ+MfvbY/sKS+Nkg30kGnuF2IfqvQwsEoDs0IYYkgXqFUAJvLyQQhFOo4q55CYRJsF0T8SviBQzdKimgH6rzlIhU2Otbbej1EkQXe2ys7bwDAtnyItWwNZa22xtb6y5XVM5apAoqloBkWdqyQspwtiVBwTFK+zjbUjcLUApvLYUTmGXD7GDJlTc2uDaI8P0I3Xg2dvqMD0uqwyUWwHusMZw8PUPKjsMiBKNhjvIebXTXsCo++ug+re7QDiGC/XFVYVYTNtct//jFJf/V5xN8LPjvviH4w8cxblqxcBGJEyStoN9LkLliRMJRuWAuG+RRgdMZt1JB20JlJOVuj90rOySxpVwu+J3rJaODexyL59GDGQ+ePOVkWZJveSZesNZTbG3C5iBnNmuYzM+5/eoOpZCYumZz9zrvv7PP8aEhFxF5D1qtL105q9ZceoSk1mFqTVlprHU446lXLcJLrIA0CzkiTaNZFZ3xlQk5H2mqMO4Z8dabQA6UhFVg40LT9atyjUZDkkTQHyq0bgMpWShEAlaEbInUrQeTMd1gkAgZ46ylqWpKY/GpQ+UZaUZIz+v1wBhGske0HZOvjTF1y/Xbt7n16mc4OTlherzPZHJEszynMA2RhqJdUBQFB2dPGY+2QxKocRhriYQnjRW9tY1AXO18F4wxNFVAFlZlRVOVISlaCPAG20KxmlLPVsQqQhuD9xYVxaxOHnM2PaYsHI8feyKZkGUp8VoPPVugjePGzc9w/dYN9u5/xOr0lKGGpqzxjeHs9IiXX3kVlWzwyb05rbP0BxlPp1PwgqKq0NZhvWe2rHA+zFHeW1pjaNtZ4AV5xfT4EOnAtqGYNzhiGTE7OSQf9FBK0pgaaSyRiLD79xjqBq+hTmOKRdH55+gwy7mQpDo9m2KN7/xrA4l8e+caWX9EkvRxUcVkfw+KIHNtrcM7h/UO41qUNDR1jhKSREhm8xnT41PydES0Wv3Cc/WpDUCrG+7ducPB0Sl/63d/j503Xse2gbQWO4lCUqzmNE1DLANpLY1iALIoRhvN+voGcRIznZx3u9aYJE1xxhCpEFVbrArGa6NL8hVwafDjvX92I5OCWEl2xymx1ChjaL3EIXDd3j2SEqNsYKx6cKabWJ2FuoZ+ju/2U1jbFd9uGpYSIttF/3UEQK+6YukDizvO8G2LsBrhWjwxnftG10j4MFFf2Poai4hMB4N10HpsQ4HGha/1HRLguq+X4lJ6GH4YPHs82cUTXjQFSj5rZJQCXdNlFgIdYmAdXgY54LM9fifV65CM4G3cvVa65giJl8EQiK7TFXEXzRkCB8KawFYhGa/7vGdayF/+pSJFWQZLWucawJInPUSkUKgQJtO09JIEJSR5mgR7YCCKgzS1btrLhskb01kyB4amcR7pg0NjEkW0bYu1FlvXnRNkIJcu53NiGaOyJPwetEEminSYMTsueenLW/Q3FMIJTg5bjvdWxOMctZZgj/XllG+tC+RSqciSmNdevMmabulFkoOi4vHpvCtkIihhEMH2WcDw9hov/M4tXn5FcOXWirPWsnf3kFWjyFpP2xqOzua8tnON0tS4LMGXLdNFQdm2PPrZGV/+3S8x+2iPD+4cUPsYGSsaGbEzHLCJ5+98cUi1p1lXnicfP+LXX9/he9GUra0+R49WbN0a8N4P7zKrNUVpSKXi935/gyd3Dti+tcXhdw84uzdn45Vt1geGCIuUMQ7Nqi7wVKSJupDbkMQpOEtjNUkSEw8lqrGkJBhnaLOY0hp0E/rYnTRBKolTAtlLcASlklbuUuKqpGA4ytC/QiqA8+WStX7OeJSQJL2gjZcJ3rYImZDF4f6rLayvDYO/gQjcJ2s1s1VN7GCtFxMnCmMEIstIlCMRjtporBSMNjeIgMFoxMbWFfTzr7IolkyOn7JczVlMp5TlDK8rynLBbDkj76Xkg3UiG+FtS1usKI/PqOqKpikuUVPrNJFwnVthFM6lgryX0DpoTYNxmtgppAseB5VpKD+5h/Uhvvvh3gqEIE49ZlIT+Zg8zvjiF97kjbff4scb63z3j/4tvm6JQ943qba8eus6P793l2K5op8noFTgnDkZXBWdQ1uL9Q4lQn6BtYH8Ne5nRImitC6onoqCNArv60I7cJa6LCirgjRSKCnoqwgZRzzeP0Z5T5rGtNpgDCBcJx8Pz68xmkJrIsL9Ko9jIikpynOcLuhdvcnp8RPmy2UgdksR1FpdTXGAdJZiOUO00PZXbF+9yeHRPtduv8Fwe+sXnqtPbQBMq0mThOnJU378g++zc+s2aZKA9RS1ofUto8EQGYW0tThOUUmCMJrxeIg92A8SKaDfH2CtI89znBmh6yLYA/dyqqoKe9XOCOhiGnbOYdrABXBW4ZUEZ7nSl4yUwFgoO+JegsOI4LgXRVHokCAU1SQBJboCaAiUeYVPYoTRwVLDOYS3+EjiGg3ehMmfuGsEgjGLwne5OiLA897S0e2fTfBSXk7XMZa1dk7loFADfBQHPp2AUFUtmCbA6RfPV178DC7+ADLvihChGbiAJ70MjYlQzxqELm+ATkZ4uY7vilb4N/fsuXoD0ob/Q3hy8gKd6NAKGab6sDlXlwURoUB78DXCNXgsyD6ITz1af2NXXTckaRpQAGfY8CW+qZmZPr08hzhGGIFxlqJquGzknA+21QQjpDROKKoSYyzaWJJEdTHIQX6aZSlNG6BU261vBIAHYx22rmhlgxr3sasalaWkmxmuaKinjg+/d8Jrv3udRMDLn12nmFrm05LiRp/5qqUpWi4OgCDc3F+6usFWLPg7X32D+bTgwXff47fffBkRef7N9z6gajqTpyQiGcQ8/09f5L27c/z7gltqwfc+0IiNIQMDrtAMnGTt5joHPz9ClwatHOM0Yf50igVGL11HnzccTFfMzpa0K8N4c0xhNfrKgttv5WSbmzy+f8L20Y941Wu+01vjncyzEJ7zWcu3n+wT5RGi1JjS4ZXg3v19BqMIXZxw5/6c2cKxuHNO/+WUrV2BSiOqxiKEpWlqnJVB2WAdjQvrK+cdSoXV1srVxHHMy2trnNmGIyPCEXWgrYNlg+unYFs8YI0hzhRtZUkzhTWaJOmRxr8aTSxAOuyjnWcxmwErvJHka1corEAZT54KeoM+cV3TSyUuTsLb20GexkRJGtwpoUuwtCijSZTCelg2hkJLXFuHkJskIY5T2haGo4zReAMpLkzUPauyYDadsjg/YnbylMnJI5wJxmLGwOarX2IthcnHHxKJGCOgaSqE81jTkiUJSZIgI4nD4OYF9FOsNphO0hxZSSQhiyxxHLE/r/D4ULCrJtCXInCt47t/9h/43re+iXOextSsihBNLZynPpvyb/7wT0JAlXGIRtPUGmMdIg73uTxLcMZRO4O3llG6josSVDZAN6dEkYDYhntpDVmcsCjrIE9XiiSOKbWhsQ5pQESSNhZM5wWxFOSNoWgb8JJaG4z3IVLeh+bDehdUYCYglpESFGVJEzXU+y2r5aor/ARlkfekaUarqxCQ58BUGrTn7OQRs+WUzfVdPvu5zzJe2/yF5+rTVQB7p+RvPM/ZZMJsucR5h4zDXkkpRZ72SRNJVZadW5zGKUVbVSjAGc1scs7W7i7jZMxqtUJI0eUJtOimJesNMB2pAXgGS3eQrDUGbTRSSIwKk+9G4tiIPdoJ+t6TekMqHKWTOCHpScfUOIwKKIRwip4wRM6AtyTO0XR64L4Ljm1aSoQN1LA6gjIiTOLmr+zpgdgHNzetCOzjjlDXk55YeJYkOCW6KR6Ed6wpSG1DTYqxYcJwXWSxwBEJjbMWJ1TQIIu4+wW4y8cJ2qQOIYgTcG1AKkSHbkgZ3hriUmvYTe3hDYv3eG955l9sumbDg9fh74JQuJ0NnAF899hx5wzcoSPShed4gRj00oAyGAIPQF40Gr/8y3rLKB8QEugkq6YNE4iKqOqaXpYTpxGtbomUo2l1MIeB0MBFEcZYmqYJvv5x1EU8Bx+LLE06S9ME41xYA9hnjZb3PoTTdDJTaQLJ0mtLWjbUzuMTxeS45N5PpgzyiC9lOTdeHPLgsWbr965ydCvn428cUK3azgwoJDi+tLtGGkm2N4bcfv4m7+yf8MZL19l/eswgS5BxTLYxwL+wQbMp2N9b8nyvx87OgH/xrqeJYfs5wfSgot0a4B5O2FhLmZigJXfaoCOFtZYoS7HHS+63HzO+khOnMba01EZjSsNLw5T/9LphZDUPphW//2bCahHz8EAwn4W4YR/HmLohSTz+rKCtLN563vnhY974tW3aRrL2mRcoP9hna2PI+ralFjOc8cgYsiRkKhjjqeoKT/g9KhVTFlC3HuM9athjZgXvLpYkmUJ3KKISCpNGyJ6iajSutkSRRAkRqDPaMhqlFK2jLBrkr8YRBmAchffv/PiYx/v3yXobPB/lVM4zTAJXJxaCtJdgrSaREpUovAhprWkWYaVAyBhwxI1Fa0/Zhj121hvQyxyu0ZebRnCoXkylHT3vySJFkioEgiTPGG1uEb30PMvFkuVixnJVcHx8QlssUXhWZ6csiyl5LycdDokHY9I0B2sZDocsylVI01QQZwUaS1Eu6cuMRCpsE4awtq5w3jHMSiwabZuQ44LHG4eMYDmdYJ0jjSLiWFFZSywj4jijbgqOJ1NaG/gTmoxekgU300qTpor+aIgpKiIfXPs+/2t/l14+wBDzk+/8a9p6gk2gXa6QwLxpqFsdSoQTaNe5jFqLcAIVhb1/ax3OQuM8ldYkUR4QLVvhZRhKhXf/B3Nv+qNZlt95fc52l2eJPTIzcq+9urq6eu92exnb9AjMYIRkZhDCgBAvEe8Q/wp/AAYhgT2AGIxsRi0v7fbSi8vdXXtl5Z4ZGfuz3eWsvDg3osoeV2k0QuO6UqkiIiOe9T73/M53hZAprpgSvfcIbfJzdx7nFrmwSueN4dDzSiEllFWmGlPCtg6JYLZcUqTIzRtfoGtOsb791PPqMweAX+3X+b/+4qfceuVVXv7FfwfKER6JTpGxybv18xz4whia1QI1rli/dhmxaCgKg1KS4B2qKCmKgugDRhvO2paUItvjKd7mi6IQApkgDIlzUgiqusKEIu++B1vgl/Y8/+1L77PqOoxwmJhYBU0bJRNjcd7zbKk4CFPmQdL6yITcWqi1xPiGICQhwFj2aCxnvqKzkcYrTmLBE6lYpkxVSBJIhU2SSbLUOkfJGhEZYalFwqREIeGpA4tmITrmThGE5tIa7PoFT3zHPBWQJMtiysomRIpsFx5ne1yIzDFEWRBkka2RSROk4bzKFwLC5WIg8CSRMryfAskNVyxZDCdKPO/tIcfOBXJrjwBp8yAQLEIERIwZ1ZDnXQTDSSB83jHE8x73c2oigSg410Mg9SA8HNCLz8lRaIN1DmcdpSkIqsYUOrtZiDRtQ1Hm19pog5SK3vY5xMq6nBMRMxdZlgVlVeZdvXdAVv0LAc5bCqOxzl84DdKwW89ASfY409jM0yqF7yWiAIUg2cj8owWjVzb43u+9z9rlEdPrJXpsmOzVfP3Xb/KTP3pAt8wDqxSwXpfoukIpxZvvP+D156/y6st7jHYq9u7vM/7iNb70a1/k6arl7dlHnLYtV/WYdaG5V1YcPz4hjAyrVYeQBTs3LrPz/FUOPjiheXqKlOCcJwRPOV2nXzX4EFiultg+oosSrxJlXbL33IjtG5EnTx6z3K340domP77b8v5Zx8GDE5YHK/TVDaIUuGctYm7Zujpi56Ut1i9t8f5PnjF7avnP/rv/ijcv/ZD2rbscHh1QTyJlIZmUBaOyJIiAG4Kw+i4wGRWkJEkyp3L6ELNWNkY66xjrAqES1ofM7bqA0LBa5B3iaFJitKHpHShJ0wcCkeBSFsV+To73/+bHWN9y8uwuQQqu3xizOn1G6yynwaNkLjaqy4KuacGsDYuLY1LXxJA4PDwEKbi0u8t48zJJFaToWaxWmNIwLgymKOjaFoklpYx8TaoRy76n7xKjcowuClRIuBCxXcPW1pTtnTGdV1y7/Tw6RMDiheHowX2Ont7j8OgpNlrA0s1bQuzxMhBiRBdj6kvrrBnFJbsHNiDQeNtjvaMKnugdox1Bcg6vJCJJvO1ZnR2y6JbkXjaB6y3CkRsjtSR5RzHkESih6fE5YCtJKlmhVGJUlcAIm6AerXPtpTf4lX/0Va7fvs0f/OH3QQkkBWG5RERFVWqWvqUyhkBOjOx9YFyNKY2hkJLTpqMLIMwUqStMvYZGsbN1Fed6Fkf36btnGCPohqj384kziYiXCXxECZF1SSLlnpqYh/+UEr3rkUbnLh3vc25MUSArRd+vODh+xPrGiNnJwaeeV585AHxt/TrLg5Yvf/2bPFofkVLESNBS4IMghUjbNRhjkFqxvrFBZVpGZcT6Mv9cSoqiuEC0nz56gDGa0XhCioHCFCyWZ0OwDxdc/3k+/UUWAMO0hGBnTfIbN+8g7YMs1BM5JCelgBA59a5pIjFpVFnmcBzr0EVBXRuI3RCHa0jRolV2urkgsUFjo6Clwspse8yBQ4k+FRRESrqcICYiKnkkApdy2mBIEKLgbGlZ9AKP5taWQMfAqs9xpU0nWOlLJKXoO89IeE5WguNGcOoKjtoCVIVNiqANR77kIE5ZukRAcbXquabmyOSwybDvanwS9EGhUrau+SToekcfJMdiRBAKpWGqAkYmaplFLDr0jKUnhsTcZVfEeS3yKuU3bds4oncskqRLGiE9IUlIDWZQYEQhcICXGV34vIwAXT8HFLNlw/ponZAS2tRYn4t5SmOoTUmUip3dPaIPzGcntK7Dh5ThyZTzKYSQ6AE46bolSmliVGhNFkHBxUBwMQSkgTSRGS0KziPK7A7oXLYoprYn+ohbWI7vzvEiMfvpATfEJeLYc/rhKZfXS26/tMP7P32aOX6VPytro4Kldfzgp+/zX/6TX6Aygkoqbr9wGf/CGqvyjPf/4iGiW7Dz0pTOWf7F7/yMzTcu42VBc3dFpxTSR169fY2vvvJlvnzpNQ4e7PPw3Y94+PApa1e2CJWmX3Ts3Nrh+MnxoG0poJJ4I3j3Wcf/8lcFd95riGPFW+8dMesrXJKE+bCbFgl9acpUCM5OnuD7gFKGSTXl5N6HOKP56dnb7Owmnq5rmmUDCERdUtUF2+UU72DZLUlopI5YH5HkRsoiCKpKcLrscNbjfWDwwuNYAAAgAElEQVQ5zwVAsoSQHEIqoktDaVhO+5NC410WFzqvaTuH7T4/5zDABx/dIbiO1fyQemON4uE9UtfhrONsNWd9Y43T4xyt28xXbF+6BlphbcdTa7Fd4OjwhKaZ84XX3uC1L9WsX95gf/8ZH733HmU54uxwn1deeoHp7h4P798nesukHjMtBbEYMe86Hn6wYntrg42tHR4+eMLB2TPqumRz8xIuSebHz9jeuY6QDaWuKXTHxu6YaHZ5dviQVb+kGk9o7ZJirWS2OmJdJULyFLGkpqIajSh0zageZ5RURHq74nQxp+1aNusx49LgbMdyVNPEgHcR53u6tiXEgAt9pue8RwVH43t89MTo6KNHhcikHtMHh+01l/duYooZSkqitfzu7/wOv/XP/il7e5coSkWUE+y8x8gNgu+olUPFxCoFbAroasz2tZdZrytcKBmNdrFdgxCOerxDGI1ZHh7hFgvUaMR0MxIPVvR2TghpyKBJF6hTipEUwUhNFBCSJwxR5C6EHD+fBvWbEPiYEx2NkjTLxZB0e8STZxVH+48/9bz6zAHg2qXL/PY3X0b/1i9y/MEjyuTQqszwQ3RZiVmvEWNASZnz/JdLZFhg9A5CCk5PT9je3RmKc3KC3+b2DlIJpJCZnxUZTv24j17wSfxNkOt1zxXZQpWgK0TfcR6Jn/PvB45UCYy2pNCgE5SjAq8zT68BqXOnOEITY47zNWXO34/x/H49ZV2SCEQ3iApzEw5CyKzADMNOWeQM4Fwyk3fYl02ffeQoqlENSRLHDil6vEsgjiiqEVLEYacVsb3N7bNeDhWlOcwohESgwEeN84Jp3VNqmzfwUdI7SVGA95oQFUp4XIicLGvO+oJjV4FW1CpwddQwLR2ShJYeLS0C6Jym7TWdN8ysoLWak1CjRGS7ikQvWDlYWY8SsLIGUyQ2ihzV3AbBWdCc2hLvIkZp4B//m13t/n887u6/xdZog43JFsHPGY3XSCmgDYzKKjcupkDSGlHUrG+uYeoxh4ePqYagE+8DZVEgRH7vpYT1tc1hKFCDljSnYp6eLokxf8+50CclQtdnSyVABD2u6I8XA6yXqS0RBXYRCYUgIHn6pKUcKeYPZixIrG9NhpjagDIGYwoiiaN5w8Z0wsYk92SErmXv9cs8YIV9tk9at7xRrVO5xJ/+/BDWJ9j1mlJB+GDBlZe3efzmU8prkXrfc+v569z50dtAYv3qZdarG5zMjpnHU7SKcLrgO//hL/LWO/dpThb4xvIn70u+fwBrsxGX65IH+0e88QvX6J494r95TXHXKf5qPEZ/5Qb2pwdEAaP1dcJ4wg/uP0HtVKg1aMwxz73+FYrK8ODPPkIBIiSO5gv2z85wPvcslGV2brSrDl0oKlNQCYhaIbuA8B4tBM4mQrBMjGY6rZBSsFp5JtMa7z1CQLNa5ZMl5VyIvrO5+Cl9fhCAqzdvspyfUY9LlvNjDvef8eTxY2RSWOeQWrNcHaGURgjNw6dnhOAJ3hHxaFkhk2Teznnw4R1ODvZJ40DTtvimZ1ROmC9XzI8fsre7Tb0+xQXP05lj33q8grPVjG7WMh5N2L16g7btODg+ZNk3XNnapBCSo/mMF33H/sFDTp8dIoKk2lhDlIZuPsOmJVZ32FWHagzoyNrYDe+nJ6SeKEcknVh1Z2ihGK9tUE4uI80IhEQJ0AK0iIzGm8QUafrcRihCpPU9SYnBfuhYnc44mR2xbE4xSSO1phQS5wI2QOdb4v130TLTp12z4vTsmP/9f/199vZ28P2Ss9kcYmRjMkJNduiXC2w/pwqOFDtG0wleNDQiEaWkmtaMbt4m9SuU9SyPn0EzR1QjVof30bJAFBWuP8FIiR8ojVIqHEAUGKMokbQuIqRkXI+IocfabFuPEXzv8v9DRlOkyigYAtp2waOHHxLsp+dZfLYGYM1QvH4NubXG7RefR1QT1uoip/ttjJGAkunCSialZNGUhBBQSrK1vYkxGmc7mqZlPJ6wub2FEIK6HuWJZxBQeJc95EKIC31Zvs3Mi0hyHKWAbD0zmwhlMgLAkP6XwqDkzQ2CUSaUFiiTxSa2bbInX4qslE8M5TXnA0ceUBJDK2HIvEumunPjHeclQWTYPJGnMhD54jzczjlXK4eyHymzQEapzM/HGLNWQgmkrrPiPHSDjjCihUdLkEoQlSAmj5Qg5cfWJKElrvdI7Sm0IMlIiPKiFbASC65vSrQiC6SGxD4pJd4NfJIMpBSotWC9jBnNV8BwgiUEUml8UHkIEwJEJIYcu8zQaSBkLswJUeXX8HNy7dza2WZ3condjasoVWCMRqlMXSitadqe3jrKasR4vM54nDUpo3pCHHoohAiUZZ35ub6H+LEzpSwUvXVY2yOItF0/GCzEJ6gAgAzhJcjVs02PThKCxEc/mCdi7orAoI3JQ9d+c2H4ODtaDdSYzLawUqMLQxPhxt4Opijobc/3fvgey0Jy79kh3/5nr3Dr+iY+JnaC53KtOd6GqlbQWb76G69yaWuDwx8/5u6H99icjOhSwwcf3WNclxzM5tTbaxRIvv76Fb5UneB/ZZ21SzNO73Q8juBaRyoV1doE4hi3tsNWTOim5bf3en7t1XUOb8B/P9vl2GoeHq8QUrJ2acorX73J6p17VFsa5h3NHy949msNJw/fZVwrRkZTl5rVqie6LLj0zqGFojI1lTF47zLqUili8EwnJU3KqIxRESdzoZUSIqdBVtC7rLgujKbp8sYhLwACo9VgzPn82ACtdQhVMFutcI0jkWialrIoCTEQuw6bJEYa6vEUYQrcbIkLWV/lpccIQV1OmS0XzFZneJXjsaMNzNMCIRRdG2lmS6JhoEAisRM4Qh6UQ+L4cMZ8viKKRJhuoDY2uf/oKYUPYAzvvf82zeJsWJwSNjmKtZrWLvDWguiRRhF9olKGZw+eYMoi57wsE1eu30RurCGalnFdUtpAsBXL0yPW17eYbu6SkNk+Pq2RKSBMS3AtUiQKNcaHhJjkWPS1jXWK2Q5uuaBdnhDcCjNYmUdR4HxAJ0npLF4EVnaGCIKjJw9Zne7nLIEuoLVguZyxXo6zvdHVFFpmp5lr8a2gDREVA3L0DDOtmAeH9h7XnFB0+wRfEw3IIsIqoGSBJhAHqVcOuE9Z2Cpi1nuR7ZSSBEmiKkFoLTHlTJGQPkbKz7NrpBREAk0TPhPJ+myp9nd2SWOPEonnblwDpVFkL/W5yCmEcLHgC0DJGxAs67rkl//RryJEVmLv7EpWyxXWWlIMWWlrCiBRlMWQYpdx/7+rHzv/Xlx8L6HYRqgSkbWgw78N8bTDLyqlcxgGBmU0dB3exxxdLIEkM90wXKZjCsMHPy96KeYTPiVwvc3PUaoBfo1IeV6/O6ADF9HCoLXMnnnyLrAa13jbDfSGx/eZrkgIvLMopdBa5BRdI4dGQn+BSMhBmH/eApgCkNIFP+99yrafYWiQIv9MadAqIsTw3Iaa2exzTxccNSLDTyHl2801qSlTPRdFS2Q+XEqUjIhcrUIkIVSG6iQpOxA/Jx7qO08/ZDaasexaxtU6hRmzubFNoQ3RBbzPFr7JZMpoNIaUy0hWTa7N1VJTFCWL5RIhFE3T4qMHVI597k4REnxwtF3PbLYAkVAyuy/S+TkFQERoTSLiXY80htpIUjecRzEPB6ZQVDs13hjqsWbe9BRFQVFXzI6OkQh873G2QwWDLEe8sD5BCMF8ueKdBwe8ulvx3RfHPAs9Dx7PePnFmtFc89ore3x03LDC8ca3r7K+ts3yeMG/+5/8En/5B29y7+67fPkbX+Sr3/oKB/tPUbfW6TvHyBq+8bWrfGf+c3aeG3M6LvjLv4k8iIn12zv85n/8dR4+fsZf//lDDm/2WCso+pZuT8Gvb/DXjz1H7wUevXWPnojcqOmbhkk75/atLY4Wjg8+fMjlL6/x/v6HXFsskELgkBRExuOStOhxQBEjWhasTSYI8nkfQsJoRd8vMzpXGVrXZ87USXzjOVp5tFHkHA5JUYEnokReDKRIaK1oXWA8MvydmPt/0OP5F19D6YIXX/sayfd0veV0vsRUNcL2iNBnW5uLueTHZFHjyckZpHx9LglUpabtHd1qSWs7onP4elDWhzzMd8HiXYtI5IFJQ/I9MYWLELTTpUWIiHCnqLLEB0nykVJB3ziaxqOUxEWLW8wR3SpvZmxGXcqo6F03pFqC7xOLkyVlUXBw8piHj++glWZiSsblGltbu4gYsKknJsdZs2R5dkpoHMtZFgAqIklGkhYUQlNWNcbUFCaxNlIUk236OKKzLalZ4a2i7XumqialhG3mVFKhdclWWSCJGGNQ1YTpumW+OMPZnr5pMsXglyid0CnR9T0uOCZjEDrR9IewFHSLFaIJxNOHbMrEbH5MITWrZQSbhYopBqZK58rjGBBaEHxGvG1M1HWNKHLSJeQmUGFD3lgKgRKJcq1Gx9xwG4WnrA1JQOdcrrn/lOMzB4Dxr30JRYQU85QSxQB1i6H6FQQZEs2RpAltSmQ1QgBlPUIIQdfltL+qHrO9u3vB9Z831G1srDGerGGKc1FZGvz/A4c6VMwKkbUBSQqo9xD2FfBzSIPlg4AIHpkiij4PBxKCTQgRKaoxvs/cd1701FAGlN0GmeuPFyKR85Q3qURWq4qsU8j8Sh4itJbDECCGNS/H5ypjiCHTBOcFQlLqwSGY9QJSigu+OKWYs72HOH2lc0VvTn0afIMiDn8TcT4gBWiddy8hkCNnxdAoGBxqiLLNyMng5x+4Jshd6EKki6EiA9cCkshORCmQw1By/ppoE4dGQPEx8qMyApPrnMUndBv/8MfhyRLr4MHpEaOqZm/9MtfsFSq9QaGzNTUBjx89ZHY2oywrlvNTQvTE3uJ9QGqFtY7kY06IbHOOtyoKfPL0TYfRhpAiXd8Nr2/KYr943jkh8qtrNEIVFEPAle16hFHIJAgu5Hz1kEg2srWm6I8avvDKc9x88SVcgHffeovZ6SkqRToPTx8f8+RkyX/9m98hBMvx6QI9NvyTncQ/iqf8T2GdUxRXHhWEeyu2vz1ieX2bn/3JU04eefbDI7ZeKPn1/+BFXnyu4uDpnLVbmxz/5CdsXtvh8pe2ePaTJ+ytX+Lr3/omV2eB6ZWK9tkRp3PF1uU16tpw94On3Lt3gNop2f3CFu+uFrzTOn6/rfnB7x7zV+NN+umY69/a5L3ffZObL13hu//066w+esKTnz9i/MZz1L+0w5P5jOKdOS9Ii9Q6VzSnROs8qhi4eq2w3nI2W1BJyXRzTFUo9tY3WHQVd57sU+hIMR0hHLiFIywtvpLZChc9RaGH0MuE7V0e2GOi7z1963MV+edIBXBl9zIRSXAthd4kxcQ8RGwXGI9KChGx1tOFfP1cm1YUVUFrPTFGSiUoi5wJYHtHjIGuczR9wMVEkQJFVSBTpPWOVd+jU2JalRSlpOt7YgItJUmXJK0JKbLqHc7m0J7cQpqwbcNylQc4pWW2a3YNfbvCWztsTiJt22KdHerG/XAtjniRqNYUikR0gaWF9nhGjJ7K9nTkyvl6Q6OnBjMuOXl2TLIepQwkaFdzFss5hUkEkfDLnrVyghop9NaUrndc3rvK1qU9YlI0yxWud7THxzS2pbEWJTyxbyl0wWQyoZwYfApoNSFZRwrbhLalbxpWMdKPtznpFlT2kEkVWHUnrJYNad4xjoJZrWhDx1hNodAYJbEu0Xc5dGpzOiXajsb2GGVyKFVUiFKwWrUklZNLZUooo4idI4qMdpejEVMHUTpccEgnsMkjyfTCpx2fjQBsXs55MEKQbAfFCKH0xeL9scDp4523GkJ2pGDw3edGKaUERTEsqinhnEORo35NUaC0uQj/+eSRPt4+/a3vU/ECYv06KXSI6Ia5ISBCS4oR6RbE7gSpDCl2gEXiKGKfE/xiTvDLN2dRbkHyS4TviL4lw+MKqQRIkNEPBUQQvQcRsu2DwZYf0mDbV6QkUUpAkXKtcE7hQZoSokDqhB6oByEkImULiFA672iMzKr+wd95TosQBSEJlJEX1IXSmrJUdMuOGEAbefHYlcxxk2IQoCGyuAQGV2Fe8zPqIuUF0pISA0KS31vvz4P9BpRgMApJldvX8i/natGYhi4g9fnYPk0na4gCbNPj2h4pHd4dsTvZZlLvslZts/KKlAra1YKT4wO8c9R1TW/twCtmpMD2PYvViqou6NpmeL8lKeVAIGcd1uaFIwc3JtCa5P3F607vcraUVBTTMUIrovXZPhkCMQYIFUEVdPsrQud45auXuXyp4K13n/La114gbZYcfv8OzsPdJyd860sv5O6KEHny7Iyus4hr64y/OOFVXXPp5k1WH8Lj+hE/evMZk+c3Of3olP/33UNGteHq4YTXbu1Q7UV6m/jDB3/GomhZ25hwLGfsfXOL07dPWbnI8aFjZI75sz9/wtks8OJ3bvLtf/8L/Oz9B2ySuPb8iGerDj8qiG3DD1NNL7ewssAsLFVpCIuO7Y0Rdlwh33iFy2sjRDlh7f4Z3cmKq0Ixm7VUtYHO5pImn6irkiAFMirKKKBtWUpBq6Ay0AfHauWwLtHOLZfVlEIq7sdTepVQKlGZHFs9HeUmvWbZE3yiqjRlZfA92D4Svcxtn5+To18u0VWBTIk+JmLMXnTXtXSrniQTqizYnNYE5xA+Iq1nWmQLrymLLN52hqKWOOsxlad2kSigkJHCaEKIrAudo3+lwAiJrg3Be7wNGKHxJExhUFKgioKoCjwJHxyFzl0mQuTzf21tgpF5kxSDxVlH01lmbU4rjC6XwEVrqUqdI7klKJkrx40x1CZH5tq2pTAZQQvR45zl3vvv8/jR2zjbMR7XrK9vZGqHDRbNkkdP75DqkkvPPcekXKdpDikmAs2Iw2cfYps5L776ZXZ3dzg9OOGolVR1xU69Regcp2cn9ARc22JtgywjPsy5tHsdT4Hc2cP1OdDtVCr6xZyqWydFWC5PcEtHanoWwIIs6vvKy6+yCpZ3PngroypagCo4sQ2RTFmLILl+6zaL+YLTxSExBuqtMdFFXNNT1YZlb1FaIQuFiI7F0rGuK2z0WJEwowmqbVCf4Wb5bA2ALkhaIosK3bVYcsBNvvzHwWaSf1fAUKn7ib+PKU/SQlCUBd65bBpLKe92ZV7APm3xBz5lKBh24rIAVcLgsR7+FZGGRTOd99qf6xQyy/JJnuCcnyV68C3RLUn9KckuICxJaQlEZGERKpKCQ6ARIkDoECkgo8eEnjR48xMgRURrj/KJvguEICgrwzn3rEz+QOVdc85VkFpk1GBYQFOKQyZQRMREEtn6IkRWgSPIKnRTU4wKgm1JQzCSkAZl0pD9k0WKIgmkjhfitExHiBxtO3BiUmY0IYZwMRBonb/Ij00hVM4SEDJeDBzB52yA/Ng+Zr7/oY8gIiGAJ9AvLaH3zPSKJ7MFdXHEZrWBlCNUEVGMCE4yNjVV2+B8RCuJMRpjTIaHe0tsMl1lnUNKnUOAesvZfEXnPEkUpNgD5/oSlXdHA1UkxxXJR2LX5deykggLMuY+AmMkLBt0UfCV11/i3/vVr1IXkrUS7p+s2Fi7wuTqgtVsxktffJXvfvMLKKEJ0XG6bDk7bvi/7xjM7SukV3dYPKxRz22x2Ig8fnyX8sNT1p8bsXtlxNM/e8ad7z3lL3e2+ep3nmP3esn+kxmjyQbvPj3E9hX3Hh6xvDOjaCRbHj74H9/mvbOArqes70354794l9m7J/zj3/gu37v75+zeusx8L9JUkt2bY05nHWKhSEvHw0eHbL68zbd//Qt8cNDQLCx71zf4+Xv77P/gMetrFaqwfPj2GeOpYXNnxOZWjdSRtsuVvZfKijDv6HXW4hx2J9SVyRkBKaNcRV3wtGlo2jYbZr1jJAqiTpSFQIhEbwMRqEclptJURtH4lvVpyXLREz8nNBbkGTu2PdY69GhEQtG0K0KCPoAsaiaVpigUqSpwncPLdEF32t7jiDn6em1KoTW9D/StpXcOaYoc3VsVuAh1OaEg0c5blm1iUpboMuGkJghQRILtMN4RRUOUKkcAi1yxLVRu2yxSRIZEEIJiPMKs506Nq2lAB3p3UablY7bYGCHRVTVQa5FJXVGVBVWhOE8iN0ohSHS/8E0+uPOA995+j2dPHvLk7n2a2Qn0qxw8JKAaK6qRZPvSiPaBo+siI1kymm5yPF/wwVt/w/alDRbzJeW4xvYRERYIo9lcr6mn64PttGWxOuHpowe05SllVaNNYDKaMF0bMe6WLF1gbetKLkaKNxG6oJud0dmOWbNirCWNcyzsEiclQQqqeoQXAqEDqY9oNP/pf/7bfOM73+R/+73/k7ffeZOz2QH1uOb0yfGFA1uXGl1ozHiE8CkLA5XADiFxphSINg46ub//+MwB4OzkhI2NKabMvdjHB8+QWmNMbnoyQ5qTOE+uO/fukRcY7zP8pPSwmCl5sYPXOreoafPpi/+/egzxFN5nT2RKCCmIYeDfydG/SYAu6wxFXwgIBlU2AzJx/sE6/0KVYMaoege4ne8rDiI3QKTctCc43/ECoYMUcimPXxJ9h4ieGDwinCLiEhl6tPdEewZyhkAhtUKWClUGgu2JweUkQmnIa6tHikBC5VCZKCBmrYW4eFwpow0hEFxCFRPk4OEXxAuBZboIA7pQSORM/xgHkaIcGrvOXwyB1OTndYFMqIyGSEEIAqkigoBSOTVLiJwHEQIIYSB5pP58wKcxRaKNmKTAGOqqBCnobCDScjw/o1QFa9sVfaOY6g2sM4z8NJcFOYm0ilE1IsVEjAIpBGVhsodZZotpCtkd4b0nhJzaJwYhmsj8FOfiUF0ZwsIilCQpMaRUZn2FMIakNFtrNS/dusXLr77En/7V+7x4/RLP3bjFjdcS7X7BneVP6a3FnBwzqgxKaVbNksPTJb1PvN1VuGKT7YOe7V6x89I6N547Y9oovvSNG6xNBAfzJetN4Gf/z0fcvf+EWi64/vrzNCceMUtsXt6gS3D3Z0e0q54fvvkev/Kdb/M3fUl3ekrpFX/zp28x3tvkjV96nQO55P79Ge/8/BCnE+ubE6r1wK+YyB8eLQmdRvjAi7/yAv12QfP+GW/9+TucXV3HNhY1sxS7I47u7FOLHUSnuffeAas9x7XnR0zGJX0Xedb3UHrakF02RaGZL1aEAHVZgQi4FOmFR9eaQkqCF0itsd6hpGYVE6umgwHNjIAeKazP/n+fPMvO/cOevJ84Wp9rqikMhdKI5InO42PewdsuEosplkwplUW+NpjkibpEqoCgwplE5zwjKahIqFJT1Iq61MgUma0sD57ss3d5l43pJl4XtLZHCE9hCrTW6KpiogWrsyFqnIBzWa9kmxale4yB4CM+JYxSKKMpS4NWBeHiOcHESMYjw2hU0qwc3nm8EiibkdJKKoSzSKOwLmSqVCqStAghqaqC17/wPK++cptgA08ePWX/yT73PvqIv/6LP+fs+IDlYUPqD3j63gP6rqcaFVhdcnn3MvVUc3p4iJI9zvYoV1FMpvgmsLmzRecCk8mY44OneGsZlxVXdy7jXaAPDcF4xkXB7LgjSktY7rOYaZRUSK1Z39xFqcR4e4uXX3mVUT1hPJJ4Ebm0f0izWHB89JSzxYy+myO15flbL/CdX/hFfvrO+9y4cZOP7r3DhrpE8A0y5WRSLRXVpCRGQSES+IRWBa1zA1UDSQaqSUXg33AASELgrcPEiFCabjXjZLYaKlChNAXTtWmGg1T2/JuhFz23qCmEHipoRSKGQEqJMEQAZ7rgX3+hSCkvjnkEEhd/m6+tIt+PHAR8KeK6DiFlVrG7nKIWvEMXFcoU+L4duHx1Id47v0Eh5EXRz999hBcDixldDBWkiHD2QqWNGLhwkVApkUIP9uxioEjBIWOLCB3CHZLs0SCEtMjYZl2D6xAp0xspOJR0w+PJAkIgdwGQhtcFUlIImWs4EQGR8sKcUwXPP3riImAwpawNyPD9eRRzzlY4Txo8h/OELFEyIXCkKElJ5+EvSZKQSJ2GVGRJTJ+PHPXlfDlEaxpGVcV4WtJ0DkKk61uSCDQu0DxZIoTAVQvqqmbWH2aIX5YYVTH2E6bVJnVRkxLZdoRAJIVUeThCKGSxhZQtJEdR1TjnCK5nGD0RAsKszWlo1YierNzNzW0esBSmZmt9zNnpKT/+0c+QwvPRkyNevLXHiy9uc3hwxvWXb2N7x+GdOxw8fYK+ssvJqufu0xOEKtDVlIcPGtLtKV989Rq9c/zV2/scP+3o1gPbayWLuaBXgc3tCrTk2Les7j+iCGPmjw9Zu7GHWLTISrM+HlFGiW1WmMaipyOufP02aqS5+co19HXFH33/R9yuxjycedgZcesrlzn42WPu9T320pTba5cxrmNjK/Hw4Ji//hc/JiSJ29vl+ddu8OtvfI2ToxP+4Icf8vVvfoOnB/ucnB4xKQq2akOfgELhvSUpRRmgMAVCZtRMRI92gagjAokWChEiIkbKsqLpHRMyJ+3o0aVEJfADFdj2Du8jnc81r/XI/IOeu588yrKgby3R9rR4jK5yk2XwdG2LE55CROqyuIhEr4zG94KwaOlDpB7VaKVyPoJQjKqCZdvTBUeDpKxHJF1x7eZtZEp4l7VbIiSCBExCxMj8eMZJSExrAzEgkkSPKwTQNhbrIuMksoBO5X4C56APHiESLmZhsnWRTgkWC0k1ysl3ydkcDxzBBA2pRyvL6WxJXZWY3LGGwzOeTFByRNu0ICVGF1y5cY1LV6/whddf41u/9Mvs7z/l8Nkzzo4P2X/0iGa5pJ/PaNslT589haQJLjA7XbA9GYOHZn6KdYp0OsNUhsP9GSnanBi6atlcnzLZ2kKZmmdPHvJs/xGbWxt84dWXuPdWj9IFJ4slq9WS6Dpkuc6t519ic30L3zd0TUM9GvPi3jXUjYIovkpvLaumYdk1XHP2IycAACAASURBVLtymX/5h9/n4ePHKJHwS4dQkiJVrE3XiM6ivEZWMiM9vUOrAjUqkI1HpUg0gSQiUivKUfGp59VnDgD1aJJLHPoOVVbs7GxRlBVt27JcLVn2XRabSZmb1UIcSlcixhSMRmN0YdCmoCgLtDG5m12d880fowXnx/li/nePlBLRO2LIlMLHCHOG+knZx59EpiF83+ULetdQVKNhQ5+zAKTWkHKbUkYpArqsSDHSt22OOV7b+Hsfx99+TJmOmJ3O6FcNwTlMkZ0H2kimm9tIabKAURZgpn/7eeZbGVCE/Mal6EjRQXIQOlIY2gejhdBAtJlqcHOIPaSQLS/RImLuVxBFHmikX5CCReoyDwhpRYrNoPh32eEQUi7ySQmRVZ15x5oGrE1k54PWA6eNIMVzF0Ui5WSFYbHMA8O5k+LzcIgkSUSKWhJSYrHqWC0sKUX6rgMS9bjEe0epDAJP269wyQ9DlaEoalzcIBLwaj0jJIDvI17ldMCMCqyzc/lbnB7/AYXxXL39Op0XPHn/L/Ehq5+VkkMplgaRcJ3LCJnPVJAWhl+c7PGlyQ3umI7DvuGbX3yFx7MlP337Hqcnc1wVuDTZxbpAo9Z4VuwxjYIUUraEycT82RLbeuQR/PHqr7l5e5efPzqgiImf/OkD7n845uWX93h47zHJRXwbsFsT1KRk/9kKEwPfeGmXH/zZh4gXNkj3VvSF4L1H9/Ftx82Xr/Hy7UvcfuEqP33zPX5w7yEsA1+9eYOTB8eMbq2TdMKXFUdNZBoEoQxM1AZV3XD33gFbG9t0wnDtuSnffe0NXn/uJX74p2/y88t7rG9s0HcN/8Vv/Sbf+MII+g95qvc4XDp86ljOZ7jgaLqGpmsYVxrlOnRq6ZPCyAKXdG7+7CxWCAohMLOALSVeB5QBaQTJQnQCswwIGZGFQUtAf34oAEWu9W28yomU0iBEj4gRrbLYWhpNkIrZqqVrWqqqYFrV6Bhxg6BOK4HUBSchUDSWamRI0tDmViRsk21kEyMpxjW+1qQaohug+piwQqC1pPPZvRJiQi0sUUkKZUAEFg7Wh1p3mwQKgfeJQp1nm+Tsk6YNlAj63iJLg0BQuICLLguyvadSkaQNwSe8S9SVJmqBdR0nJx3tsiFpSYjD4KeyJkmpmudefpXnX3kZ1zvOzhbEYFmdnXFycszxwQHt2Rlnx8ecnR4x9566VHTWMx6PuXFtD11ponPYbkEbHY0pSX22EWptuHr1OpdfLLn74c94+PZPGNcbqNIQmLJYnrHQkbA4prj7HrtvfI22nSGQ9FJR6hItBUaDFIEgYLp9megiUpV8+cvfgOh58cUX6fyKk5NTHtz9gMP9J9np0vcIJ/ImWySEtyA0LtgsapUS14Wh++bvPz5zAHDDrlk2S2qjGY8naFOC2CLFhLWWGALW9jTNijCInZrVioWf0Y0b2q6n7S1KacajEePJGKUkk41tRuMxxhiM1tm7KDIcLaW82GV/shUwhiFmdRBYnecCXAwQ5ymCMQ6LfMKUdVa2C7BdRz1ZQwiJ71sQOYBIKZ2RAVNQ1TW6qDi3OQ43/Ldel3NHAsDp8Qk/f+sjVssWrTXjUYF3nlu3rjDZ2P5XRIznz+njnwsQOqvyhnv611o6U9YzpJSQGYIgIwHZBgRkcWQKyJQV6Cl0YI9JvoW4RKU+nzSxJfkeYgfJIogQVohkSb4bFsKsuwjeQ8qQYH4YgpQ0EY3MH/d8znxOnADTaYlWEiklTe+Zn7V0XSJ6j5DZ2tguLbrQOCnoQqRtOuqxzi1xfYct8pQdnKUfNSTnGRXrFKrAeoH2BUlKHj/bp+tq1nf3CLFgtljguh5dr+VWOxEJ3qLkIG6qa1wSRDwuBaSWrNUlv3z5Gt994Ts8ulTwP/zxP2e+nOO6jlFdooxhrZoyKQrSbMX+Scf//OOedbnPV66P2bl2C/2GxIzg6O19PvyT97Byyfp1xfW9ku1rE44PEnc+OubBh+9i9+esbU3YHmm2DjzCRq7ZgiPb8vu/9yb9RsnmtQkHD2Zce23E2ppkbXSVe3/xlKu7I953lsd3DmhKQ9kn3nn6Hnpk2P/RE+RuQek0L4+/zNaoZF2fcuP2hJ9+eEalJa985cvs3djEn90lni554u5weO+AyXgCMaG1ZGGPCaNd7s822bxyjb1xwJgSKWHZzKnLigePP+L2zg5X5n/EyD7g+08mfPTMkDrBmU2EUYmeVFRGEqaJjTJh+x6bZK6uCC6niFrASIqU0KfdZ+6c/m0fuq6QKTCpS6QB7wRS1BRUrDqH8hFT11RGU01HtH1LSAoloF+19EkiTUEMka612CjAGLRNmFKiK0PfD7qHxKDzSRREZIosQ6BZOPR4xLhQ9G1P0+Vh0xiVbYJeoGQWDs9bj+0Ua9MRZlzjQ0QmT5DZbdHYgJCCUa2HMidwFqRKJOeJPmfoSyLz6DFKMR7VOARNEyilJOocv56UyXXdISKJ0Ces9/gkqZcKI1Mu7hKSoh5xZbLO7o3n6JqGQuc+k5PjY87OzlitFszPTqhUgZAe23dY71ksPKsur4Obly+xsXuVGA0Jx+HRU0Rh2F81jOWSSinq0QS1UbC+tc12sUvUFct+gY2CECx1kcXB+/cOWZzNmK5vU03GJCJog1Fg2wVSKNbGm+yMdtneuML1nZscz85QCo6Pj3n8+B6LdkFlSuZHR1janCnjIsENSGz49GvxZw4Ab73/EWVRsFFrbhMwhSHGgIsglBma/gSj8Zi19Q1SzAt032VbXvCee3fvMTs7wRQVITgWyzl1VSJ0MSilsx5ADPY0pdRFh0B2D+SL9zlJLZTKVqmLnWocEvMYUIDs69ZF/vAGZy848XI0RhmT9QODUt6UObgmpxQG5ODHzMenL8XnA4nWii++9nzWH8TciS2BzZ2ti4X47/vb4au//z4GOB+p/86w8IlDCM6V93/rFj55l9JcPIs8KE2g2vmEhW/Y9achJCgN/52jEilkxCENRUIpoaLL9b/uCFIHabAJ+i4PDf6MaBcQ55/62v3bPla9R8ksdlRGoEPAD7pQM9BWLkSETKzaDm892giiD4wrkwWsybKwRyz9jMm4woUOFUpqtY1IGvrEZG3KuF6RxA59mmDbI6rNTdavvMGXvvUqqb/H9/75/4HSmr3bt3j66CEuBOQQ8Xlp7xI39YgrnSC2c3o9ppyMOGwiWHjl9jW2d9ZpbOSl2y+SrnvuHr5PnN7gzY/u8OHBEyZTxS9/9w3s7JSD95/hU6LcGnPad+iNMcfLnieVYxEi0fosuNqeMls5Jk3P/bcPcUeBtcsTnt2bc+M/usWl3TVWxlCUmoO7x1yZw/VXLnOwW7M90dRf3INnS7oyce9ohdkZcfP5Lcou8PBf3sWODxDyCiP1ZSjepzuYs7Y5pXlwB7c+5f79U+TjCYUa0S0X1PWI+XLO4fExz7/yGo9nntMWODvDRYeSgcloipK5y2pUlYhiwvfua0S4zElIxG1o64AeS0xhsAQm6yXOCxSO3VHNrEsUGkplWHiFCxLhAq61UCjM5wcAoKoMQiicDQSbKCcjxlLhFfiTBYL/j7k3+5Ujy+/8PmeLLZe7kpc7Wfve3WqpWlJrZPVI8MjWGJAhQIY3GJ6H+Qf8T/jRhl/84oFhAzIGY8PjMdRjSzNjW9Ottae7eqnqqq69SBZ5L++Wa2xn88OJe0lWV5XktiDVAUiQmZGRkZGR8du+i2I0zvFEjPNkZYUfAL6ygAwgM1RSJiq0kwSdxGXa5YKsLMmVxpSGICJCaZoo8N4nmq9WrGpLRsdklFPmGcoEkoKAAOtApWDb2Z7eWhZdR9t0bE4aijwjksyanA/D2FiiQiAKhR3ktkuV03pP5yNZiBQaVJ7jhWZpBVKmwnPWpm7GxuYEKSW9T92IymhkrhnrQLABZ/vBNdJjlGI2WxA8GGVQKuJcGvHm4zG7k22quuHq0xlb0xE2OE5nc44eHNHc2ycc3eN0fUI76zFTh23n9K7m4wf7zOctq/WSk2ZNXikuTgI3rj/LpZ1r7O5ss3nxEuPphN46sizH9ZbeWY4OHjBfLMmMZrq5SYyepk6d7jzLcNYjjUEpQZ7njPYKptvbSKO4despnnvuJdq+hQiz0xmz4wcsFjMOT+5zsjjBSIV1/WdeV5+bAPxP3/wj+q7nV7/yDJdHgBa8/957rKzg1ktfxeT5OaI+UaJScMvzHIiILOPWrRtMpmM2t7cHlbUUbMUgu9j1HTiXvkTnCdrgbJuQ/FIO3PiEbA+DxKHWCZFtBiOEMyAbIQnSKC3OW9DKZCngOYfSCYVvu3aY/csBnyDOuwDK/NWy/rMEYFSV55/7DF0vRMq2P7k9fJLV8BkJhjijF8a/Epb+kwnCX4lRMWAo0rH/dIb4KM//k5j+R+mCkIRsH64wuAZ+9kX3N7lOFyusTVRUMUBHpJRIA8E6ogDrLb0NlMYQo2djO6dZdYwyiSkULqSqqShUam+uLEo2KJmhyox1H8lkzsUNQ/Gs4XiW8eERsPlzvPiLV3ntz9/icDHjxnNbqKrg+Rde4h/8w3/IP/vn3+TNH/6Q/XffQyDIlebJF55h40PDWGYsDh4wNgpjMrY2t7lyeYc+9pwsVvzgh3eYzzQfHB2zPvgzxuMJ4VrJ9lOKH37vdXzXcuVrNziZGvxzW6y95XjWc/f2gqNFT3F3TdYGnvzadb708g7/z//yJoeTEn9/ybbOaeZ1CijecVQvGJWCaVlhJhV7M8/66gby2i7xNLBxsaT5N/cZZyWv/Nbvcu/odUZmxe1vHzPaHNNtfcz8rQN2iox/+Wc/ZuEWfP1rOS//xiYfvHfMdl0RM8394yOimzOuRhRZzssvv0jXLeg7Q2Yyuq5BmZzjkyNGxSbONoQAbRNZrFfcb1umHYxKyYNgCVrgS0HXJ0W6uFxSFAVRCNYIZCYIApYBgoSqVKyXPUUlCI3Ef0G6WDDQjLXBG0VrO9arHmMUWxsl1agkdl1iqhiF7S22bVFC4IeRZyGToqkUkUp4Vlg8kd6DLCs6NF5phA5oAk3bpvl19GSjEjXggOazFcF6iiJDioBSIPMcGwNGJFfMLDfErORo0eCFIIhUwPXeslg2aKmhT46T5WQEUpLnmnWbbG6lkWxnGcF6PMnULDqLDQKhJTpGvIbaA6drykygCoMJnr7pKHyGrDRET2E0XkVk78m0YnvvQtKBCQGt0/hiNm8JzuN8P4ygA66t0VqwMa4Q8hIX9i6RZa/i+pbFcsn89Ij9t9/i8P4Ri9Zj1RVaF2hmDyiMxlzouXnjIs+//BVUnpEVOSYzjJRABU91cStJwb/4LE27BplovHXb0bVpRBm8Z72oB1XQHlRKZutVjwseoyXbF7Zx3qXRu3Ws6xprI+2y5uD4kM423Nvf/8zr6nMTgO3pmK3piHXd8uDwkMXpIW99tM/TL7ySwHzeDQIzQzmVykzONNOF1kw2d5hs7Z4jofNcnLf7I1DmJs2WY6QEzmb6Z9z3MCDeg/dp3GADHS1CqUHJLokjGH0G5kviPGmskFrRUiSOPaSZvc7y8xZ1VJwfm1T6sdn1o+OHT67gerBLgusRyhCRCKFBZQit/z8wGz5lnY82hnbc5+zrk4nFmQjNp40tfvptHo5ZPjVB+ZTPLx47P4/vP+0nWbaedR/+tpcEiJ7VwlIWOTEGetthjGJUFlibJDWJgegVeS6xtmW8oTBK0Q921AGHjyY5HRPIlMTkgSYc4bsVTo/xsaCLkb0LU15/44fsH/0p5fSXGD9zlVD23FVLnvjNV/g7X/oGLz3/FC8+/1/w+3/4L/hH/9V/zfz4mLsf3+EHCq6PnmT153/Gervghd2C40yzsb9gvmrh0kW8fIGuXrPucyrdMBnvsrm9A9UxOmzz+p3fZ7IZmC2W3Pj5S+TOspjV6Npxeavg9F5N6D3SBp58ecJzT4/4k3HGycKxVVXs7e1wb3lMNxGUFexu7+ByT2wlB7OG7949ZvXuEfqNQ/Z2J5y0K45e/5ByvMnTzzW8tPsV3vj+nyI6ibnyJCNrcNV9Tj/smObbCOX50R9+xPEPS9774ISxrHjhuQIjIg9OjplOJzTrhu3dCdV0i7ZpKPKCVb1id3uD27MGd0HRdZ5+ucDIgjt3P6BpW6TOGVtQEVoXaWqLH6S3vVcQJZlRmFyidNKLV8rQNg3rdY33kSJTmEt6UA38YqyZ9WRRMakylClYO48kJGS8lCyDxJ+syMclOpNk4zEheHzvWTU9MYJ2DpEbRFmwkVnW6x60ojIZOs9xztGvWuaDDa8LAekteMgyg1YKoeH+Ys1WgEmuiEpgvBsAg4LQBbRRjESknBicT+6uaEmZFXilcAGi1Kw7y3zZ0bUtY6nItaC1HlNVUAnyLMMTCCG178XgSn7mNyqTiQwuKpS3eO+x1tK0PboWaQQaklx32zbMeo9ygfEkS0JeSiG0ptQFuVH4mMzmemfxISKjpFSRbKypW4fravLMcOXSRS5euMC1qzdZNg2nrSMqRega+uUpRkBmFLmQnB7PyEeT9N0oSYZHC0E3KcjHU0yRIXIFLuB9wEiFqXJk9MM4pmFjcxPfNazbBVIbiqwiBEnbWXwE1SczLCclBQVFBF0YzOYE0TluPfncZ15Xn5sA/IPf+bcZVWVSfguO8uINLr9kMCbnrECMg4KcQCCEQgwmP48i68+U7s5oUOlVfng8PhZUztrxDJoCSqR5lDCKguQLEEMSj6jrhq7t6BtBb/LUkRACpRVOhyFwiUHtbVDeQ6CVRA9Jg1QKIQRKqsfogWfH/WkrxgC+RdKCcEkTIQ6JkCxSd+PxVzwGevys9ei5OOso/PRLHmIHPr2r8Onv89g5/tRk4C/b52cnIg+D/2e/9m9rJY+IQFlljDcyuranPrGE3hP6SBRg8oiSgr7pEUGhc0EvA01I+g0xJJqj8w6FRIZAlCqNDqwlCEdLjXU5QQpyGalGmm035sff+hZ6mrP3/HV++YlfY+c3n+Xl7ZcQ2kAU/PZv/TusF3P+yf/wP3J6cMCP33+fO+IOm9LwYn+FZ44nvPpb3+DpK1u81Sz49umKaG8zW0YuPv0NjhYWu7pLHjwfvfk+3e0Z7mSf2XstByZy4+vXyHenyMxgZaTINvm5nxvx+t23cc7zg7eP2RqNGd/cZP+jFfPTDlFqal2QPzXh3jsrYifZqEomoy2efPka72wK3L+4zeKN2yxLA8HhnMCJgtc/+A7XD/Z44YLncPobEJ/k7R/8U9b6ENcvUfmIo3v3CLZh1hnapeVkPeejDz5CazmIMOWE6HilvsrWVkbft+zsbbGoO6IPFBrq1RE+wHSywXQy5va97xNDYFZ3rHOJ61MQK0uNlI6uAyEU9aoj5DrpZQRwHcn+GZ/wLUja4KEwZF8gEGBhFCpLvHFvw8AaicxcBDRqnNG3FuETT0gYhXcgc8U0UxRSsrU9AWVYzJcUhWLT9dy+fUzTWSqlsDawDp42eHIhmBQZUeaJ+hvBxdSSr3vBcrHGTAvKKsOHyDoa+qZhpB2FrJDRIoJDCpVGmSEZapmspG6TwuY4k8g8p5+OQERMDBRCYaNgXjeoxlKUCpOlYqKue5T3eJNUN02mcDESXY+0EWGGREFA33u0UKybDtYdIjq61uE6y/2DQ4osZ7K1QZEbVJbsv42Ww5g70lpBETWFESBBGYEfHGf71Zq2czgvMCLj0saIAISqILuwm4yNtE74oVVDZsqkoBpThd6fnHB4p8PXNdII8s0pxWQDMkMwEmMyvF3R+znz1TEXm6vM5x9zNF9RZBOu7VwnLydkxQZdZ8nKMd47YkiA5ogm1muUiZALrP8ZzYC2pqMhBmUImZ/P2SHJ9Eo5zOPPgpIQ56IzMUSC8ATvkg/6IDIDqaqXA4ry8TKSQZFOnLedgw9JIW3g+UulkCKZeGTTMXEywtuetm1pVmus9QilyIsqJQRS0bY2JQ4D713poSswGPd4H5hOqtTWkvIchPh4IHsk8IaAkJoYKxCWGBM3JXH8P03X4K8WEH/qdWf/fTRg/yW7+qt0Cz79OXjYyfkM3MEnRhKPBv1Ht/+89/mbXl3nkTod03rZorUkz7Mkkelh8HFKeucq0PqA7DTCBpSEPDOgBOuVO99+XChWPdSnDiUVW+MS5yO9a4gxsF6vUEXJ9Z3rXG1LmnrJgx+/zb+8/U8YX9nm/Vc/4D//+/8hXigubG7wn/wHv0u3XPJ7/90/ooqSaxg+tDXfufcRt/OS6kd7TG+9xAerFW12mUnVMWo6fvzdP+CoUayPvs+67mhCDvUC6pr1akUsM26/eUCxbBGTjHXb8kQFM+t48e88xTvfepf9N4743+41XLy+y9OvXuPe/32bXnr29rbwjSXbGpEpzVY55Yd/cZsXjebVOxVbN17lWH6MmxR8786HLPduceXGV9jZ2WF74xIuj7hjCXRs7lVMi5c5/vAtNotLhPATxpdLnJaEBy2u6RJt1wes9SzrOZmB5nTGhhI0Xc+7s4RnWBzfpveB2x+9z5Urt/B9B8JxcnRIu+zpXCpJ8lwSRCAvDDs7BaOJYL20QEzXg0jS5c47TDb83vOkiOmcIviYENRfkGUyTSSifJoJgyKKwMbY0DRJU0KUJkmGaEkUilGR0fcOpTKqsgAfEL5nYzRiPCrwEU7Wkm7dpiR5UmG2NpJzpXVE67B9j9MaqQsgQGeZTDXOelyIuNZSFIpJqem8RoZkGpRlBhcNrYs4YL6y6NM11bjCJXJRAgtHx1amk8dATB4m2lnMyLC2Ahsi5cA/yjNN6wTKCIxISoQ2pm6yJdJ0FqMFMgi6KAnWIqQgR4PIKIscZR2128Qi6QATAsFZhIu0vcatLUZBVhi0gOgVTe0IIZLlChciKx/ouogxCT+lhSQzGQFFG2GxdpTaYrREjce4EGn7SGFKsq0R1dYOfdsi1zXN/Ji6DWR2RVYa1qqj7WbIsOaju+8yb+cJvI0Ab9moLtJe7inKLaYbFwGJRhB9ckAcTXewfUemC0To6YmfQmR/uD5fB+DsLzEIwgiGtvpZu/2sWg1DtZ8CQnKDS85xSgq0SvNw8RAocN7ij+Hh9pASACnU+fZSpcOXMRLCkFBEhxQSqTVSSEyWY7Kc8TRR/fq2S6I5A6VO2G5woZJEpejWnizPUSYnIuitG7wM/NBaUkliUZ7pC4r0nBSD8x9IZUAbhlNyPkY4Fwn6a1yPcRHiw0dT0f54m/7zqvSzlsJPb/PwtZ8Wus8CfXx0//HMr2EAEz6iy/DJrs7f5spyQRQCH4bOkY1EArpQiJhsprUWCDy5NvSdRUSHFoZqVGCMoOs7RlND17k03zyjvTaOalQwq9vBjCaxLVwPJhsz2nHkxtGudqg2n2YhajaM5q3/60/5L7/3Dt/4xq/zd3/t11h2ljv37rGZFXylL3hWVXzTW1bRceobDl7/Ee/cPeWP/YzF1hXKYoOdrYpS36dy97FhxnzZ46OiqCpu3LzF5rVLfO9b38LVgVUfGKkM9/o93oonXLq2zfbuhHyvoF11LOcdl8cdeV6ysVFw56Nj7CzH+ciFS2NWbzeIxTGTo5qvnAi+/uo3uPDKK3x48yeczFaoSvL2LGO8htuv/WviS1+lykcsT+/TiYLMSnJzC5e9T5TvsLFTsjiY07YOXw/uiUIRSOBirTS7uxs8/fQLlKLDzI4xWSD4jmXTJuEtpbiycx2U4kc/eo39Bwv63lJWBk+kaROxRkpwvUFIRWkURkt6bxPQU2myTKKioNooiMEzXyRxK4Ribb84iezCSeq6oRpVbBclRktcTDofKjO0qw5HpDIKFSO27nFSgdYIB/SOZd1gMo2IDd26QShNHiEogzSC0ajAAV0QCB3oK0EWQdge6wLK5Kltbi3onDzXaJVQ7ZoObzQKjcwMUURUhKrK8MZQt5aTeWBV90zHJVuZJNMZXYz40CfYEAnYF1wyXitDxEbBqtVUpWarVNRO4a1FqxRLKg3WC4TR4GG+7ikkZEajs5yIIVqP9YEYPcYYcqOQSEJbs7QSFSSVCfgYESESosR3jqW1KKWTVDcSiUaGQC4VupKAw9mIX685bY6JaGRZYENi9uQapEjCb3iPtRKRG8aTghA1Ot8k2xhRW492HtfXHN2/w+nsPe7d+5hlvUaY5Nbarzs2dnOa5oDgRuxdCLgWggYz2JEHYVi1g4eMt7jOEUOH0flnXlefmwAolTjsSirCI6HhLPgLKQb0vDyf45+h0p13hEjS/j/L9ga7zbNueOrQB2JIIjRnMIIQPGc+6nEIrmLoLpyB07z3xN7jYtpWDmqEUiXUdgzJWEUAZZkPyYcc5Il7nHMJ7OEc8+WcZq3Jr15K2jd4pBtU27RGSpm6GOcnIB2Dc3Y4T+k0nhn3ZMagVcI4nLEZfpaA+DDB4iEr8bzqjucn8XyW/1N7iOevH/b4U8dxXq0/Ut0/gv97fJtP/PvR93j03c/ll78Aq1kHhAKVeZyDtgt0rcMOzIbJtMRkEt8nNTNkRGcSQcIKhKgGn4d0g1Q6BRGIeJcsnvEeGSMg8T7ZzL76689SbIxxOOplwWzfsRcM155+jtn8mDe+8xa//8//Mf/HN/9nzHiDxd0Dntvd4YkZnOA5ai1t9Px8XrCjJYv1nEs3tyHf5v6DJet2jmsXhJhMckYmoxiN6ULgN//uN/j3/v3f5g9+8VVeP/6Ib7/+Fxy+ccDWy1f59V/4t7jzg3d5686HXHp6h/ntOYsPFtyb9FwrW6oluAtTprs5Bx+c0DYBebjm17stLoQxd6sVm196nni8wB2c0uzf43q94O9df5E/bZYcjfbYP7yDF1fYHG9RtHMW3EGGhtI3LE/WbKFY9YHQ9amgyAz5KGMxqzmj8l7c3WQ0ngATLk530wimW7Pl1szmJ7S258Mf/IAHyyN85piagl7kbEDFtgAAH/lJREFU+OjRebK/DjYgbUSFZNla2w4XIlKL5JDmPbkxFLkmOk/TWOYnK7TW9F34wvhZQBIpatoOrTVt0VHJLBXkAqqiTIJGAwspEpFFgYiSJHkckCoiy4re9axWLc761N3SkhB6cicovcJKgVcOkRkubEw4ODhFZRl5aDF4GhzSSOrOsqo9hZFkakD2FzmVUSRvjGSN3dQ9wpSUhWJ3e8p80RB9oImGpnMs1y2BwKQw5EZDVERpEES0JNHhnCP2gton59HWOsrgKTQQwdtUmFVaIQvDYt3Q95681EiXpMAFkj6BzwCF85autXgpKLXEGEU1mtD5JJ3bti0iBKTtsE2bNGNOOzKRoYsSkWUUeUoeZZmjigwpJI1XybDKR9ZNINeSaQajwiQb8LbDzTuUNnRdmxKSGOh8wqlcvXiT7Y1dTH6Pg4/vsV4cYpsVyjnoKx4cH7M6fptm3bG5eQGdZ2TBo0RJOdkjEwtcFKzrBh86Yh8QP2sCkNzMUvv9nHd/hrgnzesjDNX+wOEXAiE0OsvOK/s4GAfZrqXvOoSAvCiHNzkzokk31eDdQ6OhMzzAELQS2l8OLlNJDF/E9CONRILtcW1NDB7X25T9SoXOC0xWgAx451NrtyrPI12RaTofUQT6psZaN5geSfIix2SJwnKeoAyVrx1sFoVI58han3T8pWAyKnA+KewVeZZ8D6Q8l04+R9kP2dAnxw0PMQPxYeUvHj5/1m35pF7Cz7w+wU54WOh/3tjgpzEcD5/7/3c4f12rLAo8lt761MrDA+FcndJ5R2jAW5c6PjKgVY4QEessUierSy0VfWeZaINzjrbzg/ulxOgkeyqsp8gLNjd3uLpzjWjgdLVkPPFs7mxR5TvU8YSNsuPLv/EkRXDYk5r33njAQT/nzaXlLhrTgx1O6aGT/EBbypHnuScucmPjl/jgSsn9oyOWJx9D/x6YB2zsXuY//c9+mz//7vfYvyv4eH/Nf/w7v8Pb9+/ROc936u9y5eoVfvvnX+XwqZf5vf/zH/Pxv3mXerEmZprgIqPjjl4E9j88oXmrJyskVS/5tXKL8q0ZFycbiJeeo5ea937/m/xgdcBBv2B7OuapzTH7N3ZZT5/nz/7wf6Wt/4hQXKQYt2SbNaJ5n0W9QI1HbEw3sbnieFUjK83OtQvkBF77wx/hYiDPMq5e2SXLDL21WAe51phiSoxjxnqDjeiQrsM2jj7W9LljUio62+OdJfgUDL1XzE5bVCbwJMqw8KAFiXVkA66NZJmhXTgKo/AxyQF/MXpYaZWlZlpusTkZURQZMQoKETk5OUn4LCVY+cSLH1UFSM1q1XC6aMF7ZiajGuXkUpIVJVmePp/JM/CCed1S2yUq16jcUBUKW7d4F1kGi7eeMYrjdYcxmo1iqKKRaJlYVCrLqXvH8WKNiZHxZkXnPMvWsp1JJkWOqyJ13dGtesoiGZl5YfAKFrUleIuR6XMgBcpbYpT0WIqoyDODKeTA3x8M0YKla9asHEmqPjd45wlCoIqSruswUpN6Qxa/bkEKptMJQQRC9DQBovPoQck25yz5iDhliOsWQqTuevqmQwhNVhT4IAgqjZ1UiAlcWBQIM0aKjsY62lmTugEhsF40SC24dPUCOjf0HtomJEq50ihlqFTOK89f5IUnX8C7HtcsWM4OkaFn2XY82N+n6T1H+/fpeosEyqxklB+QSYOeVkSSWZDRI0rz2ZLWn5sAJOU8eHTyK9ITyT73zMxHmfOq/mx7EVNQC3HQ2h5EfLI8Of+dBXkpE8XPDyp/YXBNOwsqZ/+XUqZ/h0cc7oQcDIhSoFQmh+ExXSbgYYgB7+xQwUdWixnRB6Zb26krISR5llEUOUJpDCXz2Yyj/X1OTucobdje2UZpTdf39L1LnNmiJC8SLsLojJS8BHyI9DYiRSDPc7resW56nE+e3EVmyHTSOhDEhKNQ8iGdUfAJ/MEjkT8+Dib8aZzCJ9ZfQxD+PCZEek5+6o3yizICqCaC+bxDKYFQPrmkEdBSk49ylJL43qV5Zu/QWqLzJC1rdKokY9QDclnQ2jaRHEgyp5KIwIOUbI93mFZb7G3dYConKJMh84JZN8etWoJ3FCrigmB3pCgzgdgec+PpLW6+P+GDNw+4/fYxB4c1aqSYlCMm0wlqo+TD6Dn80Wv86i8WbOjnuO/7xOeWV3jmmSd5+cWnKbICt9pjdOlF9k8XmNstMVP8wpe/wu/8+m8R6PmLN17jP/q13+X0xQP+m3/1I9yFggzYuzZhcX9FP1/R2wQoCi5ydeHZu7ukl4F/LVZUH+8z/m//e743v817wTIZ5fzOc19lp7jGL4w2uXPwAXujhurmDR6sP2L3iYuY7BLroznPf+kKo40tNvMNYtnTFx5VCaZa869+7zWCT9fN1uaEJ25cZjopk3BN2xFCRKnkgonU5HlObgwXbj6DtzU+tJTaU8rAj9+9zWpWozLHyrXMZiusGYx/RoE8S23evgWEosfRzDzBgSgk2gtGOkO6L04HQNuO3guOu0CWGaKKRK0wxtAHENbSdA7bWELbUZYFCMV0lOO7Lm3vLa2PtK3HCQnWUqoOABsEpsypJhWFFhilWLQ9QQTGmSavDLmIlJmkde6cQutD8iox0wmHJ3NmizVESZVrcpfuXcFbTmc9jVwjlSE4OCEwVYKtyYhRloH0rERHbDpEppBGYBvH4f27bO/dSCPaLlINIwfb93R1TaZyqkmOkopCGmIUjI1h7R1Hi+T8ulEaykwRkXRBsL/uCG1PJTSjUrMxGaG0pmlaQr1MZkumoOt76ronIsnGEza2LjM/mhHrNVhP3TdEmaN1Rj4qaZuaer3CHXxMlJqiHLO1lQC4WkicdTSmpXfAyZpKC7RSxOip3ZrKC5RRECTdbI2Slum4JJQTNqcFXd1yUeQ8detllIm0XcP+4Qmny8i6XXC8nGGXM8ThAdl4TNvVZNmUcf7Z1/Hn2wF/YgXvCS4Zn5i8QGfFYPkbzku+s9Z9CCG18n0yAUra86lN75zjXAuAR6RjHwlo8azvPTwW48A0SD7D53/Sa4cgKUCaLHUdiAP6XyBNfp5ATDZ26Po2+bsTMdoglEJLj4gM88dddra3aK2lbzts12Lbhr5P7auD+8dsbm1x64knWS6X1G2TfA4QWBforcPlhqJKXY4QIAoFUdGGSCcEuu0TGFIp1ACkLHIDJDEkYnLyUjKNPpRW510WOMMcfD4q/1G8xV+2HmMpnM8cPm27xwGCZ+3+xzoBn/P6v+ll+57RKMN7j8kyQGBtIC8TGFQERR8E0kFvRLKtRuClQGfJernvPN4lepPQnr6NONuzMS5xzrOzeY3nr77MtZ3rjEabaKHTKEkKqpGhFIa6XyF9T0Oyq1YBVkvLdJwTc8HkYsWvXHmS57+yx4MPa95/85Dj4yUnouHyU7tsyREH753wtl1z7cIB/Qc/pg8FI7PF+uA9frh8i6B+mdnxIU8+f41ZM+cST7I33uLf/fLXGVUl63XNc1duEpVkY2sbOTHc+KU9HnzvlNAF1kVGNSnxswUi02zfnCDuNMTxLn+yuIcLlusdfPP4Hu+IHqcEt5Tk+/sfsHvrWSY7lsP3/oRmZ8bel/b4hWd/mUZ4TGbJ9A18aLFIjLTE6Ng1kmW01Ouae7ePEEqiEFy/vMuoyCiykjzP6K1FKcXmxpQsy1O1qZNtbBoLJhYHEdq2Jtt6iuA8MnZY13Hv3l3uHn/Mejmja9aDGh64RmNyyagsyfIE3vUesjL5rdef46P+N712NjfxQXBqA9po8kLTO4/1jrr3SBeT8I/WNELiug4RA1Jq+igYZzmZEnRdh84kOi9wocCGwGq+5P6io1g2bB6fslPlTHY3QaSK2/Y2FV95jhKKXIHUGcJFll1P3VpiP2ejUFQXNpEy2fpqLfFdDToSdZ50V5Qhk5EdH8m1wbYdVXRooym0RlQRb3twkqiTdgdSIPISISKtbZBCpK5DVeGFonGAMngbqV1kuV7Rh+Rc6mKgWbZYEcmrApMpdqYZvVMopcmMwnlo6hpLxLUNp7MZ062LSBFxIiCkJw6OoDuXLjI/nRNsIIuRxgdc26dEY5zTFxmHQiJNkQpQ76CXtN7huob1/JCs3CRKaEn3gRA9zlridJvZskbGSNMFrAuMVmvyqmBzvAmmpa4dXipKXWDGG+wVF9iNGqsl7bplsazp2jUnt99heXJM26yZ8TMKAcXzahyIKXxLbdDV6FyNL8bk0OSdS6pLfdI210ojtSJKgXc93ifkvNSD5O0ZkJC0j6T6pwdgYHK+i48kFslwRQ8Vf2qdP6QZhrNu+TnrIMQwaBQkXYH0/hJpDFWWp8DIgB0Qqa2Ps3hhOVMYVFJQVgV5pnFFxnhzynDwiU2gAqMLO3Rdy2q5xFnH6vSYe/fvc/HiBeqFZr1as1o3BKHI8pLJxiaj8Zgsy1BSYfJsMC+KtH3/kP0QErDyDIhoTEK9ZllKEqSUSV0rpBvCWTcjfSfxHDMxnKDhe/zsoP6JBx6/Dj6nn58SAni03ZBysi/GDEBq8H5oUUaD0FBWERdarLVoknGUMRLXJxVHZAIH9hZiEOjMYFuHyhPrRecRpKcPPXs7N/l7X/n7bIynCCDPRwgpsH1KCEMIXKg0rcro6TGhZppvE7DUcoWRFuGgCAW26xmPKnZ+/gI3X7rB3fcOufuT+3zn2z/hwtUdnn35Fjd/bpvCBJ4o9tj6qCfrJvjli+jwFq//0R/jzFe593aH/XCJyyr+2Q+/xW++8ipP7lzhg8Pb3LryBH/x+h9zZ/YAYyUTb5jf2OT+6/e5uDNlfGmKCT2bL12kv7vgw/kS8eCE79Px4uVLvOQL4mSXxix5eyNDP3EZ9bUXuPOli8yqjuvPX2FT7qCdR40CH58ccyUrqUzOae9YOAfdmjmSG0hE0CyOFqxmFmlyNiYjXnn5OZ555hmMzinL8hyHI6XEh6EL5mqcs0SVJxfFpIdNOZqQFSXtcs3hg0Ou3niCJ5/9EvV6zjs/fo33772LC5ZLl/eYbl9mVI7RMgMCXR9YzNdcu7RJWWlm9RdDzAqgPp3hVY7IC5qmw3YNkyzJqGfTAt92lCHQ9A4jI0JoIgElM7Rw9J3FeY8TAu8cvnVkZUHX9XRNi+s6at+jRwUjclg31B5klkFMAqNHxzOauiWfTpK1b6UhRELvWVnPVqbJS0PsA4URZErR6oKsyLAGVJaxURZ0rufwtOXkwTHKrmFnC+kFDtCjHKUzilxRqkjY3KCajKnKjN55mtqzbDpGIrJ9YSs5e9rEMosqkoUGiwYlUH1PCNB7cAh868hjGv/YrkXohCfI8pwQJSIEhNDMF/u0XiK7BkvLuJqSTSLzBw5lMqLtCRFKrZjkklk/p16s8Ui0VOxNpqxWPW3XMLOacjqFPhA6S1/XRAe3T/YpMs9kPGbVrMizMQhHyLcIosRXE6KzrKNk7gLzhaNSimw6JQpNM2DuTJGBSDg0QYlyiuV8ybxO4wYf1+Sjn9EMSMSAzvMBiX9WfZ4h4+PQJnR0bUNb1yilKEdjlFZJFte69CMdtPmVNo8A4tKf5DKnzvcrAAbgXEiIPNQjkrhJgc8OzIOQcApDpuVdAgSKAStwNltP6PYBVPiIx7cQyS6WkJKIs/3HGImDcyFSpM5H8MSQLHaJif5BJ9FZj8lytjY3iDGwOR1x/dpltNbnlXxdr6nrhoBguW75+MN3qOsGpTO2trfY3NpGmyx1A5QcEh0xTP/T57Y+nc9s4MT6EMgGpkJuTCr2AaMVSim892g1SCaLpHNw5lp3Jo70aVX6Z/H/P8n1Z/iuPo198Fg34W95BTfgKLRASY21HRDw3uN6gQuOvFDUtQMNNnrapaMoM2zjyTNJ5hwISVklbEDddDifaEubo22CrZnPW6oqJXYxKLRJoFARknTJdDLBOUtpM9reYoVFZxm96+ltTaV3KUaC0C1Ztz3TsuLFl2/x4rO32L97wAfvHPHmn/+Et77/Lje/dJUrL13j4nVDoVvqewHdXuXkYEZwMw6WNb5d8N3vvEY9PcR95Wsc1nP+4Hv/O+aHE3742ttczLfRTeC91+6z/fUbdPdXrD+ekT2hGD+xw94zOzSbGcvTFW8sjglKk18ZMb66g750heu7gudvXSIfFxybjk6/kyqqUnJRFyhn8Dpje1oxMjmzbkEUka7p2CiTy+bhoma72qKdjYnkZKXm5o3rfPmVl5hupGRbKYU6E+2KoE1KllETijLhhs4UHtNv2NO3NadtjcqSkqgSmq3pFl/+ua9z88kXEEIwqUaYagpCcnpySrtacenqNkKndqnWmlH4YiSxAIuju2gpoJwgygld00FRUG5NWTWeXAR07JiWmmbV4WNkVOYoHci2tljO5yxOGlReJGe5TGPbBnTOxd1NLmw43NDNG2UaZQxZDKAV0gVGWkLIOFrULPePUDrDjEoKJRnlmjp4ApLMRWKVKKdtDLgg0Qoq45HG0vaKiGB7kuO6NculZHl8QhhU/ka+JMty8rIkNDWZylg8uMMyCsrxJoGAcAt8UbGYH+PxND4nj4FlvUIVG4yqglwCoxzrAqFr6eqew0XDVAe0qAlUSBwjo1CAzCSxt2jjKHKHUqecrh6gtGG6dTGNHLoFSiv6Zk0+KjleLyiLCfcPfkK7XjIaT1gtai5u3CQETdN1HKzX2LZJzolKYDINMrHZjo5WzNYLrF+zNdlkuQ48dWsL75YUkwmdjfgoqZ1itVhxcrTAhfuY4BjliuLCNQQ1pijOBZG0hLyoYLpBtneTk/vvsjyZfeZ19bkJQDFUNQ+ZZwk4daYHEJzF9i0xeEaTCZFkrmPbHkI8r7wT5z8fpHgZ7oxnlSo8FizOQW0KNVSw55TBIYCfYeBjDESbbubhkW5FYg0MjoPxUdT8w/SF4JMv9aAPEMIw94xDNhnOBI6GJGFIJs7ayN72eJ9uNs1qOXQSUrLgvcdKgTEZybO6ZDSZIqXiipQ8/eTN86De9pa2aXCuJ1g4OV6wWKzorCUvSozJyPKcoholi8+ywGgzMBMEziWQpZSKEAOrlUstMpO+Wh8SilYJce7amOc5mdEIAUom9yypBvVEeEReWQ7sgPhIpQ/nIMSzr2z46wtS9D+2VEbSZ5Ce1WpJ9ODxtK1DG8V4nKONJvM9rWvBggwK20UYlMF8iBAky3lPUWnaOoLQxCgTW4SI1klze7k+pWt7QHHp0nXSqNVjdEaMOWWYEoksl6d0bYPQE6zeJGSOZb+iU4JOzRlXOa03CBW59cJT3Hj6Bv1syf07h/zoRx/x4z95l+0bU57/2g2euHGR0kyQT0woO4N6cI/NiwUf3jtipdZ8fPwGbx573vzJh5zEltXdJe9++GN827KxnPDqS9e5PZpw/1/fJhYCNRH44yVbec7hquXyrzzN869c5eUXbmF3Kk5ZcFNIptMLLJsaoUrq9pij1T5dF7iwsYUoFAerGRtFRYyCJo7Iw5q98UYaacUePTZMqk3ev/9esn/VGc88eZ2tjSl6uBblgPUJwQ/3nNTds94n+/Eh0RZSIlFJtMaM2Lv65ACetQQR8FGRFRMulhOiT8m+DwnnlMCCya2xKkepyAiPXuF/++vt17+PUaDzDCUE29vb5Jf2mJ10rNcNbb3i9OA+QiiW656Ni1cZF5KNacnVm09wfHzC4f4RWVEy2d6BaoTvO6pxidEFMvT0LtJ3NbULlFlJUeVM966wahpOD2cg4dpGBkJhO09nT4l1S/QBV7c8WC7Z2L7IxVs3yW2HjwotBU1bs//xHWzXc/nGK0ymU5RrGW9k+G2DFhHbNBzv3+fi5CpBtOy//xEPDu+wt3OZB4cfMtm8wHicoXHU7QEnsxV93dCFjmq0zSgbMd25TlkmTQE3JP7d/Jh2uU+7XFD3S1Q1onNznn3pF9je2qNd1iyP9+lsx9HxxyzmD5C5QBJYrlYU1S7F4YdIGbn99vdp6pbtizuUU8ODB0dcu/oSfdPy8d33KPKcuo+0bYkxBWWuoD0muJ6T05rcKLrgcbYlOsF4ss3Jg2Pmq33m4wlf/tJL1Kt97n38EUU2YjyZojKTxuhNQ/CBpuk4Wc6pihHXNy8gpGB5cJ9cZkSRs2iTGdvu7g5tLijHjtnswWdeV38JBuBxileMgeAcYaC/Jb58loAdMSGrhUxtEERq/UslMHmOEGrg+wpQcpjpP/o2qdpOrAGPkGrg3KcAdFa4xyE4+0EciJja9Wdyv0qCEGEALsqzMvVxzvxwMznDGaSxgTs/pgjJh0AO/u3e40NMClFN88hoJLWKwyA1egbsl1KSVxVZXj4EL5La+sH1SKmRUlFlBZNJ8kQQQ0LkQ6Cta5xN8p1d39O2HfsPDmiahjj4mVfViOl0A20Mo9GIPDcpkfERmSWkeuqCyESVIeKsxwdPb5t0XDGSIBUJoJJn5nzkIGWqEoxWg54DyeZYp/ne2fd/htN4/F75xckGfAgIkVr7RqeOSADMSCWZUWC17iBEZFRYm4yAylFG27TEGOhdRGAQNuJWqRsg8JRlweZ0SlmlH7yPCRuwXM05PlowGW9TVEWiyYZIlufsXriCFIbDw3vMZod46+mtxTCiqqbsL47JqoDKBfOjGW0I3Ny9Bj4iJjkv/+ITPPXVm3z03n3e/NFHfPefvsmPJ+/x0teeZ/fGiHJU88QLexyuj7l8RaLu97z1wR+zOlDI+Ypx9Eye2abJM772i7/Kr7z8S3z7zp9yqWjJLmwTb41RY8nexgS7WHP5d7/KV3/5ZbbKDWJoaN0abzPq5QFH3mOUZ2w2UCpnrAqmuWfeLRllGU9sXIPYM+9WKO1Yu4DRUMbInsrpomC5rLn73inBCyajjBefvU5ZJKZMkhsPuNCfjwCkVMSQENUMdOAQEmXv7PcrpCQ3hhjC4AORkvgz2nKInuAjgYDUOTu7l2H3CkKmBF+KxC/zXyAMwDtvv8Gzzz/F1nSXu3fvcO/2HaIQtG2HEJK2TS6VqtpgurvH6eyUe01HdA03Zj2z0xn3b39Alo0wJoPQUUwrqmJEvThla3ObpnPMj4+T8t1wc75yYcp8sWJZr7FWEfGU1YhMK9aLBcv1GoLDx4C1lul4i/HmFCHSthFBXgnm8yNsA1sbrzGdZEgTKKoxvlmDkzRtzXq55sLmhJXrmS8bXOx5KyvQxqEzw9bb38O3LZ3yLOcNh4fHVJOCPM/Z271CWb6O7ZKIT289nYPlyRHz2RFSgnct+WREVRa42Qk7Fy4QYs4H7/6E1bzm8HifECwqk1R5Rd83VKMx77jvI6Knr1f4LnA820fKnnbtWB6tUQJst2D5oGNn9xalrNnZEBwcfMTt9z4kRIsMUJU5be8BR+vh+P5H1LYlqEj0Pd/59p+glKZZ19R1z9ZkA1GV1IsFfdujgh60kAVXr9zkne/eIxKw3uJdizElThWJlRYC65MZy25Ja9efeV39pRiAeAboGzJkYmrZRyIu+PO5vESB4lwsJw7bpcoxBT7EoP53tob9AefbccbpfwRclgKbxzn7MNE48xtQiXZ4BkbTwqNkoA/6vJ0PqZYXAx4ghEA8xwmkDkF4tLU93GzOZrhJ5z8NwkSM+LNEgpiSFDkE9xjR2qRAqfSgaRDO95cQseqhXS/grT0/F0kBUVCVBd4kX4KpnCKV4saN64QQsC45VB0fn+C6Na6N3Lv7AdevXaPveu7c+ZjNrR22d7apxhO0NkO7XxJEREmJFJEQ3DBSyJAifc6ut2RZNiQ7lqZ3aZzg3DlLo6xKxlVB8J6iKBCSgb4yJISDW+NnOSH+TS+jPG0XUF5RjQrqdYfwiqrSnJ42KJ3EQdazLlF5dNKADyF5O3hPEqsSjto5xtMMEUCikFEyHo0xJnURqmzEcjH/f9u7u924iTCM4/8Zz9izdrzJNk1CUBRQq5LSU6RKqCdcNFfABXBAAYmvqqXdNm02++X1tz3mwInECaelUt7fNXikZ+zXzwsD2NBS1jveX82x1jLd2ydJUuq9EhdrrLXjVjDdYaMI33VQ9xyaKZ2J0ZFllbyk2GzYmZrBtiQu4X17jdKG869P+OLBAcV1za/P5/zw/Y8kqeH80SGPn3nCiSOZOOLTGVfZgnuzjnsXjpXR7J2mRN894dln39IXnkdnCa7tef5izZOnD8EquqJCnYQcuJSTdEroDW/rgm2bk2pLESiqZhyuyss1iVVMp8eUxZKhyVhk1+ztRxRNhe89ho5OhTRNTT4o9uOIvPTkq4LsKgffczhLuT+b0t5U0Xrvx9+2UXAzE3N7EzDG4HtPc3N+lBonfm7fXCmtsUGA1g4YQ/xtyFZKY8NgPK83c0f+tncETTeMYb77d/fH/yyMprx+cclyvkK5kGyTESXxOCvlW9wkxh0fcnR6woPzY6qxQBUT7zF4w+zocy6efkProSsrHl+cERrL5eWCt28+cP7lOTYMaXzLbpNxmMbkRU5kNH3X8+fvv/Hmr7/ZNgXWBmx2OZvVGucSgmhCvt2CidGzA1qX0BNQbjeY0FDWA0dnX7G9WjK/WvBqXjIMPdF0ShCE1GVJXxT4vublfE7Te4wJCfG03o/bCY3FqHcMvcLF6c1815Ttpicwmmq3pO8+EChL6AxN2+GHMcnE6clYMNR4XOzQDPzy02ua6mecSxm0pS1r2mZ8FprSk3VboKNYt3T9WMFsBghNxPJdyaA8kTFUUU2Zb4m0pcxrLutL8lXOq4mjbBo6tU9T5gSDQpmELFvS1yUqcoTGEuqI9WpBsdqA18QTh40Cpvv3WVzv0KuBbTFeOp2LGBhoyoxm/QeV7+m1Jg4dRb3DhdH4CV4P9HlFrQIIeqrsvwOA+pRqW4UQQgjxcXw6+y6FEEII8dFIABBCCCHuIAkAQgghxB0kAUAIIYS4gyQACCGEEHeQBAAhhBDiDvoHVVuYBGiGNpMAAAAASUVORK5CYII=\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# learning rate finder\n",
        "learn = cnn_learner(dls, resnet18, metrics=error_rate)\n",
        "lr_min,lr_steep = learn.lr_find(suggest_funcs=(minimum, steep))"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 651
        },
        "id": "K4_bZGxQQSqd",
        "outputId": "aac41c5c-d0f0-4ad0-be27-778220318008"
      },
      "execution_count": 22,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "/usr/local/lib/python3.7/dist-packages/fastai/vision/learner.py:265: UserWarning: `cnn_learner` has been renamed to `vision_learner` -- please update your code\n",
            "  warn(\"`cnn_learner` has been renamed to `vision_learner` -- please update your code\")\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<IPython.core.display.HTML object>"
            ],
            "text/html": [
              "\n",
              "<style>\n",
              "    /* Turns off some styling */\n",
              "    progress {\n",
              "        /* gets rid of default border in Firefox and Opera. */\n",
              "        border: none;\n",
              "        /* Needs to be in here for Safari polyfill so background images work as expected. */\n",
              "        background-size: auto;\n",
              "    }\n",
              "    .progress-bar-interrupted, .progress-bar-interrupted::-webkit-progress-bar {\n",
              "        background: #F44336;\n",
              "    }\n",
              "</style>\n"
            ]
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<IPython.core.display.HTML object>"
            ],
            "text/html": [
              ""
            ]
          },
          "metadata": {}
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "/usr/local/lib/python3.7/dist-packages/PIL/Image.py:960: UserWarning: Palette images with Transparency expressed in bytes should be converted to RGBA images\n",
            "  \"Palette images with Transparency expressed in bytes should be \"\n",
            "/usr/local/lib/python3.7/dist-packages/PIL/Image.py:960: UserWarning: Palette images with Transparency expressed in bytes should be converted to RGBA images\n",
            "  \"Palette images with Transparency expressed in bytes should be \"\n",
            "/usr/local/lib/python3.7/dist-packages/PIL/Image.py:960: UserWarning: Palette images with Transparency expressed in bytes should be converted to RGBA images\n",
            "  \"Palette images with Transparency expressed in bytes should be \"\n",
            "/usr/local/lib/python3.7/dist-packages/PIL/Image.py:960: UserWarning: Palette images with Transparency expressed in bytes should be converted to RGBA images\n",
            "  \"Palette images with Transparency expressed in bytes should be \"\n",
            "/usr/local/lib/python3.7/dist-packages/PIL/Image.py:960: UserWarning: Palette images with Transparency expressed in bytes should be converted to RGBA images\n",
            "  \"Palette images with Transparency expressed in bytes should be \"\n",
            "/usr/local/lib/python3.7/dist-packages/PIL/Image.py:960: UserWarning: Palette images with Transparency expressed in bytes should be converted to RGBA images\n",
            "  \"Palette images with Transparency expressed in bytes should be \"\n",
            "/usr/local/lib/python3.7/dist-packages/PIL/Image.py:960: UserWarning: Palette images with Transparency expressed in bytes should be converted to RGBA images\n",
            "  \"Palette images with Transparency expressed in bytes should be \"\n",
            "/usr/local/lib/python3.7/dist-packages/PIL/Image.py:960: UserWarning: Palette images with Transparency expressed in bytes should be converted to RGBA images\n",
            "  \"Palette images with Transparency expressed in bytes should be \"\n",
            "/usr/local/lib/python3.7/dist-packages/PIL/Image.py:960: UserWarning: Palette images with Transparency expressed in bytes should be converted to RGBA images\n",
            "  \"Palette images with Transparency expressed in bytes should be \"\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "print(f\"Minimum/10: {lr_min:.2e}, steepest point: {lr_steep:.2e}\")"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "BUJaMeWF3PRk",
        "outputId": "81519c59-67c4-4893-e25b-f16dbd64b248"
      },
      "execution_count": 23,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Minimum/10: 1.00e-02, steepest point: 3.63e-03\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "lr_steep"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "Y_WZ3yKU3iTK",
        "outputId": "96298b84-6c98-460e-b670-31bf88b34486"
      },
      "execution_count": 24,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "0.00363078061491251"
            ]
          },
          "metadata": {},
          "execution_count": 24
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "learn.fine_tune(10, base_lr=lr_steep, cbs=SaveModelCallback(every_epoch=2))"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 828
        },
        "id": "LpX6qRLC3pfT",
        "outputId": "8ec59b9f-71bb-4db8-fd1e-72923751082f"
      },
      "execution_count": 25,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<IPython.core.display.HTML object>"
            ],
            "text/html": [
              "\n",
              "<style>\n",
              "    /* Turns off some styling */\n",
              "    progress {\n",
              "        /* gets rid of default border in Firefox and Opera. */\n",
              "        border: none;\n",
              "        /* Needs to be in here for Safari polyfill so background images work as expected. */\n",
              "        background-size: auto;\n",
              "    }\n",
              "    .progress-bar-interrupted, .progress-bar-interrupted::-webkit-progress-bar {\n",
              "        background: #F44336;\n",
              "    }\n",
              "</style>\n"
            ]
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<IPython.core.display.HTML object>"
            ],
            "text/html": [
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: left;\">\n",
              "      <th>epoch</th>\n",
              "      <th>train_loss</th>\n",
              "      <th>valid_loss</th>\n",
              "      <th>error_rate</th>\n",
              "      <th>time</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <td>0</td>\n",
              "      <td>2.255950</td>\n",
              "      <td>2.090498</td>\n",
              "      <td>0.452941</td>\n",
              "      <td>00:24</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>"
            ]
          },
          "metadata": {}
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "/usr/local/lib/python3.7/dist-packages/PIL/Image.py:960: UserWarning: Palette images with Transparency expressed in bytes should be converted to RGBA images\n",
            "  \"Palette images with Transparency expressed in bytes should be \"\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<IPython.core.display.HTML object>"
            ],
            "text/html": [
              "\n",
              "<style>\n",
              "    /* Turns off some styling */\n",
              "    progress {\n",
              "        /* gets rid of default border in Firefox and Opera. */\n",
              "        border: none;\n",
              "        /* Needs to be in here for Safari polyfill so background images work as expected. */\n",
              "        background-size: auto;\n",
              "    }\n",
              "    .progress-bar-interrupted, .progress-bar-interrupted::-webkit-progress-bar {\n",
              "        background: #F44336;\n",
              "    }\n",
              "</style>\n"
            ]
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
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              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: left;\">\n",
              "      <th>epoch</th>\n",
              "      <th>train_loss</th>\n",
              "      <th>valid_loss</th>\n",
              "      <th>error_rate</th>\n",
              "      <th>time</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <td>0</td>\n",
              "      <td>1.224860</td>\n",
              "      <td>1.195093</td>\n",
              "      <td>0.300000</td>\n",
              "      <td>00:24</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>1</td>\n",
              "      <td>1.038352</td>\n",
              "      <td>1.067083</td>\n",
              "      <td>0.317647</td>\n",
              "      <td>00:24</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>2</td>\n",
              "      <td>0.865504</td>\n",
              "      <td>1.142690</td>\n",
              "      <td>0.264706</td>\n",
              "      <td>00:24</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>3</td>\n",
              "      <td>0.702656</td>\n",
              "      <td>1.315993</td>\n",
              "      <td>0.264706</td>\n",
              "      <td>00:24</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>4</td>\n",
              "      <td>0.591222</td>\n",
              "      <td>1.331419</td>\n",
              "      <td>0.252941</td>\n",
              "      <td>00:25</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>5</td>\n",
              "      <td>0.491056</td>\n",
              "      <td>1.354269</td>\n",
              "      <td>0.258824</td>\n",
              "      <td>00:24</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>6</td>\n",
              "      <td>0.417967</td>\n",
              "      <td>1.401595</td>\n",
              "      <td>0.264706</td>\n",
              "      <td>00:24</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>7</td>\n",
              "      <td>0.349155</td>\n",
              "      <td>1.374560</td>\n",
              "      <td>0.270588</td>\n",
              "      <td>00:24</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>8</td>\n",
              "      <td>0.302367</td>\n",
              "      <td>1.344773</td>\n",
              "      <td>0.276471</td>\n",
              "      <td>00:24</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>9</td>\n",
              "      <td>0.262064</td>\n",
              "      <td>1.352842</td>\n",
              "      <td>0.276471</td>\n",
              "      <td>00:24</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>"
            ]
          },
          "metadata": {}
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "/usr/local/lib/python3.7/dist-packages/PIL/Image.py:960: UserWarning: Palette images with Transparency expressed in bytes should be converted to RGBA images\n",
            "  \"Palette images with Transparency expressed in bytes should be \"\n",
            "/usr/local/lib/python3.7/dist-packages/PIL/Image.py:960: UserWarning: Palette images with Transparency expressed in bytes should be converted to RGBA images\n",
            "  \"Palette images with Transparency expressed in bytes should be \"\n",
            "/usr/local/lib/python3.7/dist-packages/PIL/Image.py:960: UserWarning: Palette images with Transparency expressed in bytes should be converted to RGBA images\n",
            "  \"Palette images with Transparency expressed in bytes should be \"\n",
            "/usr/local/lib/python3.7/dist-packages/PIL/Image.py:960: UserWarning: Palette images with Transparency expressed in bytes should be converted to RGBA images\n",
            "  \"Palette images with Transparency expressed in bytes should be \"\n",
            "/usr/local/lib/python3.7/dist-packages/PIL/Image.py:960: UserWarning: Palette images with Transparency expressed in bytes should be converted to RGBA images\n",
            "  \"Palette images with Transparency expressed in bytes should be \"\n",
            "/usr/local/lib/python3.7/dist-packages/PIL/Image.py:960: UserWarning: Palette images with Transparency expressed in bytes should be converted to RGBA images\n",
            "  \"Palette images with Transparency expressed in bytes should be \"\n",
            "/usr/local/lib/python3.7/dist-packages/PIL/Image.py:960: UserWarning: Palette images with Transparency expressed in bytes should be converted to RGBA images\n",
            "  \"Palette images with Transparency expressed in bytes should be \"\n",
            "/usr/local/lib/python3.7/dist-packages/PIL/Image.py:960: UserWarning: Palette images with Transparency expressed in bytes should be converted to RGBA images\n",
            "  \"Palette images with Transparency expressed in bytes should be \"\n",
            "/usr/local/lib/python3.7/dist-packages/PIL/Image.py:960: UserWarning: Palette images with Transparency expressed in bytes should be converted to RGBA images\n",
            "  \"Palette images with Transparency expressed in bytes should be \"\n",
            "/usr/local/lib/python3.7/dist-packages/PIL/Image.py:960: UserWarning: Palette images with Transparency expressed in bytes should be converted to RGBA images\n",
            "  \"Palette images with Transparency expressed in bytes should be \"\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "interp = ClassificationInterpretation.from_learner(learn)\n",
        "interp.plot_confusion_matrix()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 311
        },
        "id": "FNlL7w7rT03W",
        "outputId": "473ae735-50e8-4b9b-9baa-2bca7b6f1619"
      },
      "execution_count": 26,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
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              "<IPython.core.display.HTML object>"
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            "text/html": [
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              "        border: none;\n",
              "        /* Needs to be in here for Safari polyfill so background images work as expected. */\n",
              "        background-size: auto;\n",
              "    }\n",
              "    .progress-bar-interrupted, .progress-bar-interrupted::-webkit-progress-bar {\n",
              "        background: #F44336;\n",
              "    }\n",
              "</style>\n"
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          },
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              "    /* Turns off some styling */\n",
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              "        /* gets rid of default border in Firefox and Opera. */\n",
              "        border: none;\n",
              "        /* Needs to be in here for Safari polyfill so background images work as expected. */\n",
              "        background-size: auto;\n",
              "    }\n",
              "    .progress-bar-interrupted, .progress-bar-interrupted::-webkit-progress-bar {\n",
              "        background: #F44336;\n",
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          },
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        },
        {
          "output_type": "display_data",
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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# most confused classes\n",
        "interp.most_confused()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 277
        },
        "id": "k4aF9-xuC_vS",
        "outputId": "4482cec6-389d-4222-9f43-46afc684314f"
      },
      "execution_count": 27,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<IPython.core.display.HTML object>"
            ],
            "text/html": [
              "\n",
              "<style>\n",
              "    /* Turns off some styling */\n",
              "    progress {\n",
              "        /* gets rid of default border in Firefox and Opera. */\n",
              "        border: none;\n",
              "        /* Needs to be in here for Safari polyfill so background images work as expected. */\n",
              "        background-size: auto;\n",
              "    }\n",
              "    .progress-bar-interrupted, .progress-bar-interrupted::-webkit-progress-bar {\n",
              "        background: #F44336;\n",
              "    }\n",
              "</style>\n"
            ]
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<IPython.core.display.HTML object>"
            ],
            "text/html": [
              ""
            ]
          },
          "metadata": {}
        },
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "[('none', 'poster', 10),\n",
              " ('none', 'art', 9),\n",
              " ('art', 'none', 6),\n",
              " ('dirty', 'none', 3),\n",
              " ('none', 'clean', 3),\n",
              " ('art', 'dirty', 2),\n",
              " ('clean', 'none', 2),\n",
              " ('dirty', 'art', 2),\n",
              " ('dirty', 'poster', 2),\n",
              " ('none', 'dirty', 2),\n",
              " ('poster', 'none', 2),\n",
              " ('art', 'clean', 1),\n",
              " ('art', 'poster', 1),\n",
              " ('poster', 'art', 1),\n",
              " ('poster', 'dirty', 1)]"
            ]
          },
          "metadata": {},
          "execution_count": 27
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# I re-wrote ImagesCleaner class, which is the base of ImageClassifierCleaner()\n",
        "## ImageClassifierCleaner failed for this project, because its function set_fns() needs to be fed\n",
        "## paths to every image, but my DataLoaders uses only the names of the images not the paths\n",
        "\n",
        "def get_top_losses(classifier, ds_idx = 0):\n",
        "  '''\n",
        "  input: ds_idx 0 for training set, 1 for valid set\n",
        "  '''\n",
        "  # set dl as the chosen dataloader, either training or valid\n",
        "  dl = classifier.dls[ds_idx].new(shuffle=False, drop_last=False)\n",
        "\n",
        "  #use the classifier to get predictions\n",
        "  probs,targs,preds,losses = classifier.get_preds(dl=dl, with_input=False, with_loss=True, with_decoded=True)\n",
        "  \n",
        "  # make a copy of the dataloaders \n",
        "  table_dl = dl.dataset.items.copy()\n",
        "\n",
        "  #add a column of losses \n",
        "  table_dl.loc[:, 'losses']= losses\n",
        "\n",
        "  # sort losses before returning table\n",
        "  return table_dl.sort_values(by = ['losses'], ascending=False)\n"
      ],
      "metadata": {
        "id": "a7S2l0rBQRpf"
      },
      "execution_count": 28,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "top_losses = get_top_losses(learn, ds_idx = 0)\n",
        "top_losses.head(25)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 888
        },
        "id": "p43fcQ7aUryD",
        "outputId": "ac17fb93-0628-48db-de78-da8b9cd17bba"
      },
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      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<IPython.core.display.HTML object>"
            ],
            "text/html": [
              "\n",
              "<style>\n",
              "    /* Turns off some styling */\n",
              "    progress {\n",
              "        /* gets rid of default border in Firefox and Opera. */\n",
              "        border: none;\n",
              "        /* Needs to be in here for Safari polyfill so background images work as expected. */\n",
              "        background-size: auto;\n",
              "    }\n",
              "    .progress-bar-interrupted, .progress-bar-interrupted::-webkit-progress-bar {\n",
              "        background: #F44336;\n",
              "    }\n",
              "</style>\n"
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            "text/html": [
              ""
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          "metadata": {}
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "/usr/local/lib/python3.7/dist-packages/PIL/Image.py:960: UserWarning: Palette images with Transparency expressed in bytes should be converted to RGBA images\n",
            "  \"Palette images with Transparency expressed in bytes should be \"\n"
          ]
        },
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "           image_id   label    losses\n",
              "139         140.jpg     art  9.001438\n",
              "307         311.jpg    none  4.016883\n",
              "813  poster_100.jpg  poster  1.534817\n",
              "86           87.jpg     art  1.323280\n",
              "66           67.jpg    none  1.124152\n",
              "212         213.jpg     art  1.121506\n",
              "427       art_8.jpg     art  1.050256\n",
              "511     art_103.jpg     art  1.039632\n",
              "802   poster_80.jpg  poster  0.873584\n",
              "69           70.jpg    none  0.825488\n",
              "322         326.jpg    none  0.680148\n",
              "299         303.jpg     art  0.666520\n",
              "298         302.jpg   dirty  0.651045\n",
              "417         421.jpg    none  0.588280\n",
              "700    dirty_10.jpg   dirty  0.559917\n",
              "96           97.jpg   dirty  0.529635\n",
              "327         331.jpg     art  0.502466\n",
              "375         379.jpg    none  0.476852\n",
              "393         397.jpg    none  0.417242\n",
              "360         364.jpg    none  0.368779\n",
              "611     art_213.jpg     art  0.353300\n",
              "717    dirty_40.jpg   dirty  0.319081\n",
              "107         108.jpg    none  0.307631\n",
              "319         323.jpg    none  0.285912\n",
              "782   poster_50.jpg  poster  0.267882"
            ],
            "text/html": [
              "\n",
              "  <div id=\"df-e2eebe49-bad1-402b-b041-d4b474d47fae\">\n",
              "    <div class=\"colab-df-container\">\n",
              "      <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",
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              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
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              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>image_id</th>\n",
              "      <th>label</th>\n",
              "      <th>losses</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
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              "      <th>139</th>\n",
              "      <td>140.jpg</td>\n",
              "      <td>art</td>\n",
              "      <td>9.001438</td>\n",
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              "      <th>307</th>\n",
              "      <td>311.jpg</td>\n",
              "      <td>none</td>\n",
              "      <td>4.016883</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>813</th>\n",
              "      <td>poster_100.jpg</td>\n",
              "      <td>poster</td>\n",
              "      <td>1.534817</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>86</th>\n",
              "      <td>87.jpg</td>\n",
              "      <td>art</td>\n",
              "      <td>1.323280</td>\n",
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              "    <tr>\n",
              "      <th>66</th>\n",
              "      <td>67.jpg</td>\n",
              "      <td>none</td>\n",
              "      <td>1.124152</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>212</th>\n",
              "      <td>213.jpg</td>\n",
              "      <td>art</td>\n",
              "      <td>1.121506</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>427</th>\n",
              "      <td>art_8.jpg</td>\n",
              "      <td>art</td>\n",
              "      <td>1.050256</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>511</th>\n",
              "      <td>art_103.jpg</td>\n",
              "      <td>art</td>\n",
              "      <td>1.039632</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>802</th>\n",
              "      <td>poster_80.jpg</td>\n",
              "      <td>poster</td>\n",
              "      <td>0.873584</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>69</th>\n",
              "      <td>70.jpg</td>\n",
              "      <td>none</td>\n",
              "      <td>0.825488</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>322</th>\n",
              "      <td>326.jpg</td>\n",
              "      <td>none</td>\n",
              "      <td>0.680148</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>299</th>\n",
              "      <td>303.jpg</td>\n",
              "      <td>art</td>\n",
              "      <td>0.666520</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>298</th>\n",
              "      <td>302.jpg</td>\n",
              "      <td>dirty</td>\n",
              "      <td>0.651045</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>417</th>\n",
              "      <td>421.jpg</td>\n",
              "      <td>none</td>\n",
              "      <td>0.588280</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>700</th>\n",
              "      <td>dirty_10.jpg</td>\n",
              "      <td>dirty</td>\n",
              "      <td>0.559917</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>96</th>\n",
              "      <td>97.jpg</td>\n",
              "      <td>dirty</td>\n",
              "      <td>0.529635</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>327</th>\n",
              "      <td>331.jpg</td>\n",
              "      <td>art</td>\n",
              "      <td>0.502466</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>375</th>\n",
              "      <td>379.jpg</td>\n",
              "      <td>none</td>\n",
              "      <td>0.476852</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>393</th>\n",
              "      <td>397.jpg</td>\n",
              "      <td>none</td>\n",
              "      <td>0.417242</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>360</th>\n",
              "      <td>364.jpg</td>\n",
              "      <td>none</td>\n",
              "      <td>0.368779</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>611</th>\n",
              "      <td>art_213.jpg</td>\n",
              "      <td>art</td>\n",
              "      <td>0.353300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>717</th>\n",
              "      <td>dirty_40.jpg</td>\n",
              "      <td>dirty</td>\n",
              "      <td>0.319081</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>107</th>\n",
              "      <td>108.jpg</td>\n",
              "      <td>none</td>\n",
              "      <td>0.307631</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>319</th>\n",
              "      <td>323.jpg</td>\n",
              "      <td>none</td>\n",
              "      <td>0.285912</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>782</th>\n",
              "      <td>poster_50.jpg</td>\n",
              "      <td>poster</td>\n",
              "      <td>0.267882</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>\n",
              "      <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-e2eebe49-bad1-402b-b041-d4b474d47fae')\"\n",
              "              title=\"Convert this dataframe to an interactive table.\"\n",
              "              style=\"display:none;\">\n",
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              "  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n",
              "       width=\"24px\">\n",
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              "  </svg>\n",
              "      </button>\n",
              "      \n",
              "  <style>\n",
              "    .colab-df-container {\n",
              "      display:flex;\n",
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              "      gap: 12px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert {\n",
              "      background-color: #E8F0FE;\n",
              "      border: none;\n",
              "      border-radius: 50%;\n",
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              "\n",
              "    .colab-df-convert:hover {\n",
              "      background-color: #E2EBFA;\n",
              "      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
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              "\n",
              "    [theme=dark] .colab-df-convert {\n",
              "      background-color: #3B4455;\n",
              "      fill: #D2E3FC;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert:hover {\n",
              "      background-color: #434B5C;\n",
              "      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
              "      filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
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              "  </style>\n",
              "\n",
              "      <script>\n",
              "        const buttonEl =\n",
              "          document.querySelector('#df-e2eebe49-bad1-402b-b041-d4b474d47fae button.colab-df-convert');\n",
              "        buttonEl.style.display =\n",
              "          google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "\n",
              "        async function convertToInteractive(key) {\n",
              "          const element = document.querySelector('#df-e2eebe49-bad1-402b-b041-d4b474d47fae');\n",
              "          const dataTable =\n",
              "            await google.colab.kernel.invokeFunction('convertToInteractive',\n",
              "                                                     [key], {});\n",
              "          if (!dataTable) return;\n",
              "\n",
              "          const docLinkHtml = 'Like what you see? Visit the ' +\n",
              "            '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
              "            + ' to learn more about interactive tables.';\n",
              "          element.innerHTML = '';\n",
              "          dataTable['output_type'] = 'display_data';\n",
              "          await google.colab.output.renderOutput(dataTable, element);\n",
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              "        }\n",
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              "    </div>\n",
              "  </div>\n",
              "  "
            ]
          },
          "metadata": {},
          "execution_count": 29
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "learn.export()"
      ],
      "metadata": {
        "id": "bhZO9Q4yT8--"
      },
      "execution_count": 30,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "path = Path()\n",
        "path.ls(file_exts='.pkl')"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "WNPaSsxBUTss",
        "outputId": "38804a3d-f5ff-4634-abcb-4cc73290d301"
      },
      "execution_count": 31,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "(#1) [Path('export.pkl')]"
            ]
          },
          "metadata": {},
          "execution_count": 31
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# load model\n",
        "learn_inf = load_learner(path/'export.pkl')"
      ],
      "metadata": {
        "id": "hXvAINDRUVnt"
      },
      "execution_count": 32,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "learn_inf.dls.vocab"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "pRdsoHgPUYld",
        "outputId": "4060a64b-d93f-4337-8c42-50faacab703c"
      },
      "execution_count": 33,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "['art', 'clean', 'dirty', 'none', 'poster']"
            ]
          },
          "metadata": {},
          "execution_count": 33
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "#file upload button\n",
        "btn_upload = widgets.FileUpload()\n",
        "btn_upload"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 49,
          "referenced_widgets": [
            "ab01d7c4dcef41c0b3629d3ad91681ee",
            "0aec06ed7051438e8604da041eadcbb0",
            "f6b23d7ea0a24328942ec2b22afaa446"
          ]
        },
        "id": "WmxEc_ogJptX",
        "outputId": "2ebc5825-74a1-4ee8-af90-6b8705843d62"
      },
      "execution_count": 36,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "FileUpload(value={}, description='Upload')"
            ],
            "application/vnd.jupyter.widget-view+json": {
              "version_major": 2,
              "version_minor": 0,
              "model_id": "ab01d7c4dcef41c0b3629d3ad91681ee"
            }
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# assign the uploaded image to variable 'img'\n",
        "img = PILImage.create(btn_upload.data[-1])"
      ],
      "metadata": {
        "id": "foaf2K1ZKkgV"
      },
      "execution_count": 40,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "# output uploaded image\n",
        "out_pl = widgets.Output()\n",
        "out_pl.clear_output()\n",
        "with out_pl: display(img.to_thumb(128,128))\n",
        "out_pl"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 80,
          "referenced_widgets": [
            "9f7a80c206e14c10ac258868b0f35b63",
            "e1ab166734c745dbaaa775f65bbe59b8"
          ]
        },
        "id": "0j0oD2HyLjqo",
        "outputId": "1ae8e146-6a93-42fb-c12f-96481dcb85c7"
      },
      "execution_count": 41,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "Output()"
            ],
            "application/vnd.jupyter.widget-view+json": {
              "version_major": 2,
              "version_minor": 0,
              "model_id": "9f7a80c206e14c10ac258868b0f35b63"
            }
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "#predict\n",
        "pred,pred_idx,probs = learn_inf.predict(img)\n",
        "lbl_pred = widgets.Label()\n",
        "lbl_pred.value = f'Prediction: {pred}; Probability: {probs[pred_idx]:.04f}'\n",
        "lbl_pred"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 49,
          "referenced_widgets": [
            "9db8c02b49af4a2a8d8d2bb0eac1f771",
            "4a210c33455e49178c249e787f7550bf",
            "e4281bbf326b4ca4bf84bfc751aa1281"
          ]
        },
        "id": "lJv4bjQmK1Ej",
        "outputId": "b29c2098-f550-4205-8075-0ebc1af34795"
      },
      "execution_count": 42,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<IPython.core.display.HTML object>"
            ],
            "text/html": [
              "\n",
              "<style>\n",
              "    /* Turns off some styling */\n",
              "    progress {\n",
              "        /* gets rid of default border in Firefox and Opera. */\n",
              "        border: none;\n",
              "        /* Needs to be in here for Safari polyfill so background images work as expected. */\n",
              "        background-size: auto;\n",
              "    }\n",
              "    .progress-bar-interrupted, .progress-bar-interrupted::-webkit-progress-bar {\n",
              "        background: #F44336;\n",
              "    }\n",
              "</style>\n"
            ]
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<IPython.core.display.HTML object>"
            ],
            "text/html": [
              ""
            ]
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "Label(value='Prediction: dirty; Probability: 0.8861')"
            ],
            "application/vnd.jupyter.widget-view+json": {
              "version_major": 2,
              "version_minor": 0,
              "model_id": "9db8c02b49af4a2a8d8d2bb0eac1f771"
            }
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "btn_run = widgets.Button(description='Classify')"
      ],
      "metadata": {
        "id": "eX_UASPLLWAk"
      },
      "execution_count": 43,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "def on_click_classify(change):\n",
        "    img = PILImage.create(btn_upload.data[-1])\n",
        "    out_pl.clear_output()\n",
        "    with out_pl: display(img.to_thumb(128,128))\n",
        "    pred,pred_idx,probs = learn_inf.predict(img)\n",
        "    lbl_pred.value = f'Prediction: {pred}; Probability: {probs[pred_idx]:.04f}'\n",
        "\n",
        "btn_run.on_click(on_click_classify)"
      ],
      "metadata": {
        "id": "CE7k_gTILTbg"
      },
      "execution_count": 44,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "VBox([widgets.Label('Select your bear!'), \n",
        "      btn_upload, btn_run, out_pl, lbl_pred])"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 208,
          "referenced_widgets": [
            "a0d64f3873264dd2a9dbfe49804e1f27",
            "4b95328f414541aca6d5d9479afd289e",
            "ab01d7c4dcef41c0b3629d3ad91681ee",
            "7880d5827b9f4ba0984c1540ca0e3abf",
            "9f7a80c206e14c10ac258868b0f35b63",
            "9db8c02b49af4a2a8d8d2bb0eac1f771",
            "82e42aa9239b42f19e1570d8f065fa0a",
            "b1b1e2f572dd40baa2b07cca4698f933",
            "31aeac8d2fc5459da681ce8f94107165",
            "0aec06ed7051438e8604da041eadcbb0",
            "f6b23d7ea0a24328942ec2b22afaa446",
            "4f8396c0bb8e4587ba9a9c52f3d72f35",
            "492291f12b964a649d837b019a085035",
            "4a210c33455e49178c249e787f7550bf",
            "e4281bbf326b4ca4bf84bfc751aa1281",
            "e1ab166734c745dbaaa775f65bbe59b8"
          ]
        },
        "id": "JGssDeE7LcOs",
        "outputId": "29c9c664-4c5a-4ea4-d699-eedf75cda66d"
      },
      "execution_count": 45,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "VBox(children=(Label(value='Select your bear!'), FileUpload(value={'box.jpg': {'metadata': {'name': 'box.jpg',…"
            ],
            "application/vnd.jupyter.widget-view+json": {
              "version_major": 2,
              "version_minor": 0,
              "model_id": "a0d64f3873264dd2a9dbfe49804e1f27"
            }
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<IPython.core.display.HTML object>"
            ],
            "text/html": [
              "\n",
              "<style>\n",
              "    /* Turns off some styling */\n",
              "    progress {\n",
              "        /* gets rid of default border in Firefox and Opera. */\n",
              "        border: none;\n",
              "        /* Needs to be in here for Safari polyfill so background images work as expected. */\n",
              "        background-size: auto;\n",
              "    }\n",
              "    .progress-bar-interrupted, .progress-bar-interrupted::-webkit-progress-bar {\n",
              "        background: #F44336;\n",
              "    }\n",
              "</style>\n"
            ]
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<IPython.core.display.HTML object>"
            ],
            "text/html": [
              ""
            ]
          },
          "metadata": {}
        }
      ]
    }
  ]
}