Titanic.ipynb

{
  "nbformat": 4,
  "nbformat_minor": 0,
  "metadata": {
    "colab": {
      "provenance": []
    },
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
    },
    "language_info": {
      "name": "python"
    }
  },
  "cells": [
    {
      "cell_type": "markdown",
      "source": [
        "#Project: TITANIC SURVIVAL PREDICTION"
      ],
      "metadata": {
        "id": "PMYUgOOOJFL2"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "#Instructions:"
      ],
      "metadata": {
        "id": "6Rmj4oKCJeHH"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "*   Use the Titanic dataset to build a model that predicts whether a passenger on the Titanic survived or not. This is a classic beginner project with readily available data.\n",
        "*   The dataset typically used for this project contains information about individual passengers, such as their age, gender, ticket class, fare, cabin, and whether or not they survived."
      ],
      "metadata": {
        "id": "Wxa2-cWWJmSv"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "#Importing Important Libraries and Reading Dataset and Analyze"
      ],
      "metadata": {
        "id": "moK-iFhQmdQU"
      }
    },
    {
      "cell_type": "code",
      "execution_count": 1,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 328
        },
        "collapsed": true,
        "id": "kXUOXiL0IaPh",
        "outputId": "b160d05e-3e69-459b-c6f2-8eff735287d4"
      },
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "   PassengerId  Survived  Pclass  \\\n",
              "0            1         0       3   \n",
              "1            2         1       1   \n",
              "2            3         1       3   \n",
              "3            4         1       1   \n",
              "4            5         0       3   \n",
              "\n",
              "                                                Name     Sex   Age  SibSp  \\\n",
              "0                            Braund, Mr. Owen Harris    male  22.0      1   \n",
              "1  Cumings, Mrs. John Bradley (Florence Briggs Th...  female  38.0      1   \n",
              "2                             Heikkinen, Miss. Laina  female  26.0      0   \n",
              "3       Futrelle, Mrs. Jacques Heath (Lily May Peel)  female  35.0      1   \n",
              "4                           Allen, Mr. William Henry    male  35.0      0   \n",
              "\n",
              "   Parch            Ticket     Fare Cabin Embarked  \n",
              "0      0         A/5 21171   7.2500   NaN        S  \n",
              "1      0          PC 17599  71.2833   C85        C  \n",
              "2      0  STON/O2. 3101282   7.9250   NaN        S  \n",
              "3      0            113803  53.1000  C123        S  \n",
              "4      0            373450   8.0500   NaN        S  "
            ],
            "text/html": [
              "\n",
              "  <div id=\"df-0f48ab1f-9aa7-4c70-a2a7-63cbc9d193fc\" 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>PassengerId</th>\n",
              "      <th>Survived</th>\n",
              "      <th>Pclass</th>\n",
              "      <th>Name</th>\n",
              "      <th>Sex</th>\n",
              "      <th>Age</th>\n",
              "      <th>SibSp</th>\n",
              "      <th>Parch</th>\n",
              "      <th>Ticket</th>\n",
              "      <th>Fare</th>\n",
              "      <th>Cabin</th>\n",
              "      <th>Embarked</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>3</td>\n",
              "      <td>Braund, Mr. Owen Harris</td>\n",
              "      <td>male</td>\n",
              "      <td>22.0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>A/5 21171</td>\n",
              "      <td>7.2500</td>\n",
              "      <td>NaN</td>\n",
              "      <td>S</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>2</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>Cumings, Mrs. John Bradley (Florence Briggs Th...</td>\n",
              "      <td>female</td>\n",
              "      <td>38.0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>PC 17599</td>\n",
              "      <td>71.2833</td>\n",
              "      <td>C85</td>\n",
              "      <td>C</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>3</td>\n",
              "      <td>1</td>\n",
              "      <td>3</td>\n",
              "      <td>Heikkinen, Miss. Laina</td>\n",
              "      <td>female</td>\n",
              "      <td>26.0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>STON/O2. 3101282</td>\n",
              "      <td>7.9250</td>\n",
              "      <td>NaN</td>\n",
              "      <td>S</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>4</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>Futrelle, Mrs. Jacques Heath (Lily May Peel)</td>\n",
              "      <td>female</td>\n",
              "      <td>35.0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>113803</td>\n",
              "      <td>53.1000</td>\n",
              "      <td>C123</td>\n",
              "      <td>S</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>5</td>\n",
              "      <td>0</td>\n",
              "      <td>3</td>\n",
              "      <td>Allen, Mr. William Henry</td>\n",
              "      <td>male</td>\n",
              "      <td>35.0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>373450</td>\n",
              "      <td>8.0500</td>\n",
              "      <td>NaN</td>\n",
              "      <td>S</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>\n",
              "    <div class=\"colab-df-buttons\">\n",
              "\n",
              "  <div class=\"colab-df-container\">\n",
              "    <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-0f48ab1f-9aa7-4c70-a2a7-63cbc9d193fc')\"\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 -960 960 960\">\n",
              "    <path d=\"M120-120v-720h720v720H120Zm60-500h600v-160H180v160Zm220 220h160v-160H400v160Zm0 220h160v-160H400v160ZM180-400h160v-160H180v160Zm440 0h160v-160H620v160ZM180-180h160v-160H180v160Zm440 0h160v-160H620v160Z\"/>\n",
              "  </svg>\n",
              "    </button>\n",
              "\n",
              "  <style>\n",
              "    .colab-df-container {\n",
              "      display:flex;\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",
              "    .colab-df-buttons div {\n",
              "      margin-bottom: 4px;\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-0f48ab1f-9aa7-4c70-a2a7-63cbc9d193fc 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-0f48ab1f-9aa7-4c70-a2a7-63cbc9d193fc');\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",
              "\n",
              "\n",
              "<div id=\"df-4f9116b9-000f-4282-a768-785ea5412c59\">\n",
              "  <button class=\"colab-df-quickchart\" onclick=\"quickchart('df-4f9116b9-000f-4282-a768-785ea5412c59')\"\n",
              "            title=\"Suggest charts\"\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",
              "    <g>\n",
              "        <path d=\"M19 3H5c-1.1 0-2 .9-2 2v14c0 1.1.9 2 2 2h14c1.1 0 2-.9 2-2V5c0-1.1-.9-2-2-2zM9 17H7v-7h2v7zm4 0h-2V7h2v10zm4 0h-2v-4h2v4z\"/>\n",
              "    </g>\n",
              "</svg>\n",
              "  </button>\n",
              "\n",
              "<style>\n",
              "  .colab-df-quickchart {\n",
              "      --bg-color: #E8F0FE;\n",
              "      --fill-color: #1967D2;\n",
              "      --hover-bg-color: #E2EBFA;\n",
              "      --hover-fill-color: #174EA6;\n",
              "      --disabled-fill-color: #AAA;\n",
              "      --disabled-bg-color: #DDD;\n",
              "  }\n",
              "\n",
              "  [theme=dark] .colab-df-quickchart {\n",
              "      --bg-color: #3B4455;\n",
              "      --fill-color: #D2E3FC;\n",
              "      --hover-bg-color: #434B5C;\n",
              "      --hover-fill-color: #FFFFFF;\n",
              "      --disabled-bg-color: #3B4455;\n",
              "      --disabled-fill-color: #666;\n",
              "  }\n",
              "\n",
              "  .colab-df-quickchart {\n",
              "    background-color: var(--bg-color);\n",
              "    border: none;\n",
              "    border-radius: 50%;\n",
              "    cursor: pointer;\n",
              "    display: none;\n",
              "    fill: var(--fill-color);\n",
              "    height: 32px;\n",
              "    padding: 0;\n",
              "    width: 32px;\n",
              "  }\n",
              "\n",
              "  .colab-df-quickchart:hover {\n",
              "    background-color: var(--hover-bg-color);\n",
              "    box-shadow: 0 1px 2px rgba(60, 64, 67, 0.3), 0 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
              "    fill: var(--button-hover-fill-color);\n",
              "  }\n",
              "\n",
              "  .colab-df-quickchart-complete:disabled,\n",
              "  .colab-df-quickchart-complete:disabled:hover {\n",
              "    background-color: var(--disabled-bg-color);\n",
              "    fill: var(--disabled-fill-color);\n",
              "    box-shadow: none;\n",
              "  }\n",
              "\n",
              "  .colab-df-spinner {\n",
              "    border: 2px solid var(--fill-color);\n",
              "    border-color: transparent;\n",
              "    border-bottom-color: var(--fill-color);\n",
              "    animation:\n",
              "      spin 1s steps(1) infinite;\n",
              "  }\n",
              "\n",
              "  @keyframes spin {\n",
              "    0% {\n",
              "      border-color: transparent;\n",
              "      border-bottom-color: var(--fill-color);\n",
              "      border-left-color: var(--fill-color);\n",
              "    }\n",
              "    20% {\n",
              "      border-color: transparent;\n",
              "      border-left-color: var(--fill-color);\n",
              "      border-top-color: var(--fill-color);\n",
              "    }\n",
              "    30% {\n",
              "      border-color: transparent;\n",
              "      border-left-color: var(--fill-color);\n",
              "      border-top-color: var(--fill-color);\n",
              "      border-right-color: var(--fill-color);\n",
              "    }\n",
              "    40% {\n",
              "      border-color: transparent;\n",
              "      border-right-color: var(--fill-color);\n",
              "      border-top-color: var(--fill-color);\n",
              "    }\n",
              "    60% {\n",
              "      border-color: transparent;\n",
              "      border-right-color: var(--fill-color);\n",
              "    }\n",
              "    80% {\n",
              "      border-color: transparent;\n",
              "      border-right-color: var(--fill-color);\n",
              "      border-bottom-color: var(--fill-color);\n",
              "    }\n",
              "    90% {\n",
              "      border-color: transparent;\n",
              "      border-bottom-color: var(--fill-color);\n",
              "    }\n",
              "  }\n",
              "</style>\n",
              "\n",
              "  <script>\n",
              "    async function quickchart(key) {\n",
              "      const quickchartButtonEl =\n",
              "        document.querySelector('#' + key + ' button');\n",
              "      quickchartButtonEl.disabled = true;  // To prevent multiple clicks.\n",
              "      quickchartButtonEl.classList.add('colab-df-spinner');\n",
              "      try {\n",
              "        const charts = await google.colab.kernel.invokeFunction(\n",
              "            'suggestCharts', [key], {});\n",
              "      } catch (error) {\n",
              "        console.error('Error during call to suggestCharts:', error);\n",
              "      }\n",
              "      quickchartButtonEl.classList.remove('colab-df-spinner');\n",
              "      quickchartButtonEl.classList.add('colab-df-quickchart-complete');\n",
              "    }\n",
              "    (() => {\n",
              "      let quickchartButtonEl =\n",
              "        document.querySelector('#df-4f9116b9-000f-4282-a768-785ea5412c59 button');\n",
              "      quickchartButtonEl.style.display =\n",
              "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "    })();\n",
              "  </script>\n",
              "</div>\n",
              "\n",
              "    </div>\n",
              "  </div>\n"
            ],
            "application/vnd.google.colaboratory.intrinsic+json": {
              "type": "dataframe",
              "variable_name": "df",
              "summary": "{\n  \"name\": \"df\",\n  \"rows\": 891,\n  \"fields\": [\n    {\n      \"column\": \"PassengerId\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 257,\n        \"min\": 1,\n        \"max\": 891,\n        \"num_unique_values\": 891,\n        \"samples\": [\n          710,\n          440,\n          841\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"Survived\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 0,\n        \"min\": 0,\n        \"max\": 1,\n        \"num_unique_values\": 2,\n        \"samples\": [\n          1,\n          0\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"Pclass\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 0,\n        \"min\": 1,\n        \"max\": 3,\n        \"num_unique_values\": 3,\n        \"samples\": [\n          3,\n          1\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"Name\",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 891,\n        \"samples\": [\n          \"Moubarek, Master. Halim Gonios (\\\"William George\\\")\",\n          \"Kvillner, Mr. Johan Henrik Johannesson\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"Sex\",\n      \"properties\": {\n        \"dtype\": \"category\",\n        \"num_unique_values\": 2,\n        \"samples\": [\n          \"female\",\n          \"male\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"Age\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 14.526497332334044,\n        \"min\": 0.42,\n        \"max\": 80.0,\n        \"num_unique_values\": 88,\n        \"samples\": [\n          0.75,\n          22.0\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"SibSp\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 1,\n        \"min\": 0,\n        \"max\": 8,\n        \"num_unique_values\": 7,\n        \"samples\": [\n          1,\n          0\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"Parch\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 0,\n        \"min\": 0,\n        \"max\": 6,\n        \"num_unique_values\": 7,\n        \"samples\": [\n          0,\n          1\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"Ticket\",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 681,\n        \"samples\": [\n          \"11774\",\n          \"248740\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"Fare\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 49.693428597180905,\n        \"min\": 0.0,\n        \"max\": 512.3292,\n        \"num_unique_values\": 248,\n        \"samples\": [\n          11.2417,\n          51.8625\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"Cabin\",\n      \"properties\": {\n        \"dtype\": \"category\",\n        \"num_unique_values\": 147,\n        \"samples\": [\n          \"D45\",\n          \"B49\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"Embarked\",\n      \"properties\": {\n        \"dtype\": \"category\",\n        \"num_unique_values\": 3,\n        \"samples\": [\n          \"S\",\n          \"C\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    }\n  ]\n}"
            }
          },
          "metadata": {},
          "execution_count": 1
        }
      ],
      "source": [
        "import numpy as np\n",
        "import pandas as pd\n",
        "import seaborn as sns\n",
        "import matplotlib.pyplot as plt\n",
        "import warnings\n",
        "warnings.filterwarnings('ignore')\n",
        "\n",
        "df = pd.read_csv('Titanic-Dataset.csv')\n",
        "df.head()"
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "#Getting the Shape\n",
        "print('Dataset Shape:', df.shape)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "8G0aUWHknLHX",
        "outputId": "52d1d335-9a2a-4608-b207-5b924c5fd510"
      },
      "execution_count": 2,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Dataset Shape: (891, 12)\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "#Getting the Dataset information\n",
        "df.info()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "collapsed": true,
        "id": "7VtEvuZNnQiG",
        "outputId": "d7040cc3-6d9a-490a-f8fb-57948b3abfff"
      },
      "execution_count": 3,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "<class 'pandas.core.frame.DataFrame'>\n",
            "RangeIndex: 891 entries, 0 to 890\n",
            "Data columns (total 12 columns):\n",
            " #   Column       Non-Null Count  Dtype  \n",
            "---  ------       --------------  -----  \n",
            " 0   PassengerId  891 non-null    int64  \n",
            " 1   Survived     891 non-null    int64  \n",
            " 2   Pclass       891 non-null    int64  \n",
            " 3   Name         891 non-null    object \n",
            " 4   Sex          891 non-null    object \n",
            " 5   Age          714 non-null    float64\n",
            " 6   SibSp        891 non-null    int64  \n",
            " 7   Parch        891 non-null    int64  \n",
            " 8   Ticket       891 non-null    object \n",
            " 9   Fare         891 non-null    float64\n",
            " 10  Cabin        204 non-null    object \n",
            " 11  Embarked     889 non-null    object \n",
            "dtypes: float64(2), int64(5), object(5)\n",
            "memory usage: 83.7+ KB\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "#Getting the Null values\n",
        "df.isnull().sum()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 460
        },
        "collapsed": true,
        "id": "ePuPC7bhnZmx",
        "outputId": "842c93e9-2b09-4e98-a733-234cec8b50c5"
      },
      "execution_count": 4,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "PassengerId      0\n",
              "Survived         0\n",
              "Pclass           0\n",
              "Name             0\n",
              "Sex              0\n",
              "Age            177\n",
              "SibSp            0\n",
              "Parch            0\n",
              "Ticket           0\n",
              "Fare             0\n",
              "Cabin          687\n",
              "Embarked         2\n",
              "dtype: int64"
            ],
            "text/html": [
              "<div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>0</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>PassengerId</th>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Survived</th>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Pclass</th>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Name</th>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Sex</th>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Age</th>\n",
              "      <td>177</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>SibSp</th>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Parch</th>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Ticket</th>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Fare</th>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Cabin</th>\n",
              "      <td>687</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Embarked</th>\n",
              "      <td>2</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div><br><label><b>dtype:</b> int64</label>"
            ]
          },
          "metadata": {},
          "execution_count": 4
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "#Getting Duplicate values\n",
        "df.duplicated().sum()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "5vH206QNnkRD",
        "outputId": "411e2aa0-70df-4aec-8f68-2c20a0c4da0b"
      },
      "execution_count": 5,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "0"
            ]
          },
          "metadata": {},
          "execution_count": 5
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "#Getting the EDA\n",
        "df.describe()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 300
        },
        "id": "tx7D3PMQnxBQ",
        "outputId": "00ec2932-e0ab-4905-f845-9aec0794a8fc",
        "collapsed": true
      },
      "execution_count": 6,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "       PassengerId    Survived      Pclass         Age       SibSp  \\\n",
              "count   891.000000  891.000000  891.000000  714.000000  891.000000   \n",
              "mean    446.000000    0.383838    2.308642   29.699118    0.523008   \n",
              "std     257.353842    0.486592    0.836071   14.526497    1.102743   \n",
              "min       1.000000    0.000000    1.000000    0.420000    0.000000   \n",
              "25%     223.500000    0.000000    2.000000   20.125000    0.000000   \n",
              "50%     446.000000    0.000000    3.000000   28.000000    0.000000   \n",
              "75%     668.500000    1.000000    3.000000   38.000000    1.000000   \n",
              "max     891.000000    1.000000    3.000000   80.000000    8.000000   \n",
              "\n",
              "            Parch        Fare  \n",
              "count  891.000000  891.000000  \n",
              "mean     0.381594   32.204208  \n",
              "std      0.806057   49.693429  \n",
              "min      0.000000    0.000000  \n",
              "25%      0.000000    7.910400  \n",
              "50%      0.000000   14.454200  \n",
              "75%      0.000000   31.000000  \n",
              "max      6.000000  512.329200  "
            ],
            "text/html": [
              "\n",
              "  <div id=\"df-f5b98ef3-a9e6-445f-8153-5b10d5d662aa\" 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>PassengerId</th>\n",
              "      <th>Survived</th>\n",
              "      <th>Pclass</th>\n",
              "      <th>Age</th>\n",
              "      <th>SibSp</th>\n",
              "      <th>Parch</th>\n",
              "      <th>Fare</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>count</th>\n",
              "      <td>891.000000</td>\n",
              "      <td>891.000000</td>\n",
              "      <td>891.000000</td>\n",
              "      <td>714.000000</td>\n",
              "      <td>891.000000</td>\n",
              "      <td>891.000000</td>\n",
              "      <td>891.000000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>mean</th>\n",
              "      <td>446.000000</td>\n",
              "      <td>0.383838</td>\n",
              "      <td>2.308642</td>\n",
              "      <td>29.699118</td>\n",
              "      <td>0.523008</td>\n",
              "      <td>0.381594</td>\n",
              "      <td>32.204208</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>std</th>\n",
              "      <td>257.353842</td>\n",
              "      <td>0.486592</td>\n",
              "      <td>0.836071</td>\n",
              "      <td>14.526497</td>\n",
              "      <td>1.102743</td>\n",
              "      <td>0.806057</td>\n",
              "      <td>49.693429</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>min</th>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.420000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>25%</th>\n",
              "      <td>223.500000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>2.000000</td>\n",
              "      <td>20.125000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>7.910400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>50%</th>\n",
              "      <td>446.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>3.000000</td>\n",
              "      <td>28.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>14.454200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>75%</th>\n",
              "      <td>668.500000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>3.000000</td>\n",
              "      <td>38.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>31.000000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>max</th>\n",
              "      <td>891.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>3.000000</td>\n",
              "      <td>80.000000</td>\n",
              "      <td>8.000000</td>\n",
              "      <td>6.000000</td>\n",
              "      <td>512.329200</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>\n",
              "    <div class=\"colab-df-buttons\">\n",
              "\n",
              "  <div class=\"colab-df-container\">\n",
              "    <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-f5b98ef3-a9e6-445f-8153-5b10d5d662aa')\"\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 -960 960 960\">\n",
              "    <path d=\"M120-120v-720h720v720H120Zm60-500h600v-160H180v160Zm220 220h160v-160H400v160Zm0 220h160v-160H400v160ZM180-400h160v-160H180v160Zm440 0h160v-160H620v160ZM180-180h160v-160H180v160Zm440 0h160v-160H620v160Z\"/>\n",
              "  </svg>\n",
              "    </button>\n",
              "\n",
              "  <style>\n",
              "    .colab-df-container {\n",
              "      display:flex;\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",
              "    .colab-df-buttons div {\n",
              "      margin-bottom: 4px;\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-f5b98ef3-a9e6-445f-8153-5b10d5d662aa 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-f5b98ef3-a9e6-445f-8153-5b10d5d662aa');\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",
              "\n",
              "\n",
              "<div id=\"df-65484701-0b9f-403c-940b-bec3a2a1bfe1\">\n",
              "  <button class=\"colab-df-quickchart\" onclick=\"quickchart('df-65484701-0b9f-403c-940b-bec3a2a1bfe1')\"\n",
              "            title=\"Suggest charts\"\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",
              "    <g>\n",
              "        <path d=\"M19 3H5c-1.1 0-2 .9-2 2v14c0 1.1.9 2 2 2h14c1.1 0 2-.9 2-2V5c0-1.1-.9-2-2-2zM9 17H7v-7h2v7zm4 0h-2V7h2v10zm4 0h-2v-4h2v4z\"/>\n",
              "    </g>\n",
              "</svg>\n",
              "  </button>\n",
              "\n",
              "<style>\n",
              "  .colab-df-quickchart {\n",
              "      --bg-color: #E8F0FE;\n",
              "      --fill-color: #1967D2;\n",
              "      --hover-bg-color: #E2EBFA;\n",
              "      --hover-fill-color: #174EA6;\n",
              "      --disabled-fill-color: #AAA;\n",
              "      --disabled-bg-color: #DDD;\n",
              "  }\n",
              "\n",
              "  [theme=dark] .colab-df-quickchart {\n",
              "      --bg-color: #3B4455;\n",
              "      --fill-color: #D2E3FC;\n",
              "      --hover-bg-color: #434B5C;\n",
              "      --hover-fill-color: #FFFFFF;\n",
              "      --disabled-bg-color: #3B4455;\n",
              "      --disabled-fill-color: #666;\n",
              "  }\n",
              "\n",
              "  .colab-df-quickchart {\n",
              "    background-color: var(--bg-color);\n",
              "    border: none;\n",
              "    border-radius: 50%;\n",
              "    cursor: pointer;\n",
              "    display: none;\n",
              "    fill: var(--fill-color);\n",
              "    height: 32px;\n",
              "    padding: 0;\n",
              "    width: 32px;\n",
              "  }\n",
              "\n",
              "  .colab-df-quickchart:hover {\n",
              "    background-color: var(--hover-bg-color);\n",
              "    box-shadow: 0 1px 2px rgba(60, 64, 67, 0.3), 0 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
              "    fill: var(--button-hover-fill-color);\n",
              "  }\n",
              "\n",
              "  .colab-df-quickchart-complete:disabled,\n",
              "  .colab-df-quickchart-complete:disabled:hover {\n",
              "    background-color: var(--disabled-bg-color);\n",
              "    fill: var(--disabled-fill-color);\n",
              "    box-shadow: none;\n",
              "  }\n",
              "\n",
              "  .colab-df-spinner {\n",
              "    border: 2px solid var(--fill-color);\n",
              "    border-color: transparent;\n",
              "    border-bottom-color: var(--fill-color);\n",
              "    animation:\n",
              "      spin 1s steps(1) infinite;\n",
              "  }\n",
              "\n",
              "  @keyframes spin {\n",
              "    0% {\n",
              "      border-color: transparent;\n",
              "      border-bottom-color: var(--fill-color);\n",
              "      border-left-color: var(--fill-color);\n",
              "    }\n",
              "    20% {\n",
              "      border-color: transparent;\n",
              "      border-left-color: var(--fill-color);\n",
              "      border-top-color: var(--fill-color);\n",
              "    }\n",
              "    30% {\n",
              "      border-color: transparent;\n",
              "      border-left-color: var(--fill-color);\n",
              "      border-top-color: var(--fill-color);\n",
              "      border-right-color: var(--fill-color);\n",
              "    }\n",
              "    40% {\n",
              "      border-color: transparent;\n",
              "      border-right-color: var(--fill-color);\n",
              "      border-top-color: var(--fill-color);\n",
              "    }\n",
              "    60% {\n",
              "      border-color: transparent;\n",
              "      border-right-color: var(--fill-color);\n",
              "    }\n",
              "    80% {\n",
              "      border-color: transparent;\n",
              "      border-right-color: var(--fill-color);\n",
              "      border-bottom-color: var(--fill-color);\n",
              "    }\n",
              "    90% {\n",
              "      border-color: transparent;\n",
              "      border-bottom-color: var(--fill-color);\n",
              "    }\n",
              "  }\n",
              "</style>\n",
              "\n",
              "  <script>\n",
              "    async function quickchart(key) {\n",
              "      const quickchartButtonEl =\n",
              "        document.querySelector('#' + key + ' button');\n",
              "      quickchartButtonEl.disabled = true;  // To prevent multiple clicks.\n",
              "      quickchartButtonEl.classList.add('colab-df-spinner');\n",
              "      try {\n",
              "        const charts = await google.colab.kernel.invokeFunction(\n",
              "            'suggestCharts', [key], {});\n",
              "      } catch (error) {\n",
              "        console.error('Error during call to suggestCharts:', error);\n",
              "      }\n",
              "      quickchartButtonEl.classList.remove('colab-df-spinner');\n",
              "      quickchartButtonEl.classList.add('colab-df-quickchart-complete');\n",
              "    }\n",
              "    (() => {\n",
              "      let quickchartButtonEl =\n",
              "        document.querySelector('#df-65484701-0b9f-403c-940b-bec3a2a1bfe1 button');\n",
              "      quickchartButtonEl.style.display =\n",
              "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "    })();\n",
              "  </script>\n",
              "</div>\n",
              "\n",
              "    </div>\n",
              "  </div>\n"
            ],
            "application/vnd.google.colaboratory.intrinsic+json": {
              "type": "dataframe",
              "summary": "{\n  \"name\": \"df\",\n  \"rows\": 8,\n  \"fields\": [\n    {\n      \"column\": \"PassengerId\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 320.8159711429856,\n        \"min\": 1.0,\n        \"max\": 891.0,\n        \"num_unique_values\": 6,\n        \"samples\": [\n          891.0,\n          446.0,\n          668.5\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"Survived\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 314.8713661874558,\n        \"min\": 0.0,\n        \"max\": 891.0,\n        \"num_unique_values\": 5,\n        \"samples\": [\n          0.3838383838383838,\n          1.0,\n          0.4865924542648585\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"Pclass\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 314.2523437079693,\n        \"min\": 0.8360712409770513,\n        \"max\": 891.0,\n        \"num_unique_values\": 6,\n        \"samples\": [\n          891.0,\n          2.308641975308642,\n          3.0\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"Age\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 242.9056731818781,\n        \"min\": 0.42,\n        \"max\": 714.0,\n        \"num_unique_values\": 8,\n        \"samples\": [\n          29.69911764705882,\n          28.0,\n          714.0\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"SibSp\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 314.4908277465442,\n        \"min\": 0.0,\n        \"max\": 891.0,\n        \"num_unique_values\": 6,\n        \"samples\": [\n          891.0,\n          0.5230078563411896,\n          8.0\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"Parch\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 314.65971717879,\n        \"min\": 0.0,\n        \"max\": 891.0,\n        \"num_unique_values\": 5,\n        \"samples\": [\n          0.38159371492704824,\n          6.0,\n          0.8060572211299559\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"Fare\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 330.6256632228577,\n        \"min\": 0.0,\n        \"max\": 891.0,\n        \"num_unique_values\": 8,\n        \"samples\": [\n          32.204207968574636,\n          14.4542,\n          891.0\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    }\n  ]\n}"
            }
          },
          "metadata": {},
          "execution_count": 6
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "* Making a copy of the original data to prevent any inconvenience"
      ],
      "metadata": {
        "id": "Fuw4uLIQn7nK"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "df1 = df.copy()"
      ],
      "metadata": {
        "id": "CuUI1nTXn_N0"
      },
      "execution_count": 7,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "source": [
        "#Initiate Data Cleaning process...."
      ],
      "metadata": {
        "id": "pLNcPaYTpUaf"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "#Check using histogram if the distribution is normal i will with 'Mean' and if it is rightly skwed i will go with 'Median'\n",
        "import plotly.express as px\n",
        "fig = px.histogram(data_frame=df1, x=\"Age\")\n",
        "fig.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 542
        },
        "id": "VONuFSq0pbE3",
        "outputId": "c0296a4c-14c1-4ec0-de77-aed1110deb5d"
      },
      "execution_count": 8,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/html": [
              "<html>\n",
              "<head><meta charset=\"utf-8\" /></head>\n",
              "<body>\n",
              "    <div>            <script src=\"https://cdnjs.cloudflare.com/ajax/libs/mathjax/2.7.5/MathJax.js?config=TeX-AMS-MML_SVG\"></script><script type=\"text/javascript\">if (window.MathJax && window.MathJax.Hub && window.MathJax.Hub.Config) {window.MathJax.Hub.Config({SVG: {font: \"STIX-Web\"}});}</script>                <script type=\"text/javascript\">window.PlotlyConfig = {MathJaxConfig: 'local'};</script>\n",
              "        <script charset=\"utf-8\" src=\"https://cdn.plot.ly/plotly-2.35.2.min.js\"></script>                <div id=\"1e3abd7f-cb38-43f6-bad6-ecd30621faac\" class=\"plotly-graph-div\" style=\"height:525px; width:100%;\"></div>            <script type=\"text/javascript\">                                    window.PLOTLYENV=window.PLOTLYENV || {};                                    if (document.getElementById(\"1e3abd7f-cb38-43f6-bad6-ecd30621faac\")) {                    Plotly.newPlot(                        \"1e3abd7f-cb38-43f6-bad6-ecd30621faac\",                        [{\"alignmentgroup\":\"True\",\"bingroup\":\"x\",\"hovertemplate\":\"Age=%{x}\\u003cbr\\u003ecount=%{y}\\u003cextra\\u003e\\u003c\\u002fextra\\u003e\",\"legendgroup\":\"\",\"marker\":{\"color\":\"#636efa\",\"pattern\":{\"shape\":\"\"}},\"name\":\"\",\"offsetgroup\":\"\",\"orientation\":\"v\",\"showlegend\":false,\"x\":[22.0,38.0,26.0,35.0,35.0,null,54.0,2.0,27.0,14.0,4.0,58.0,20.0,39.0,14.0,55.0,2.0,null,31.0,null,35.0,34.0,15.0,28.0,8.0,38.0,null,19.0,null,null,40.0,null,null,66.0,28.0,42.0,null,21.0,18.0,14.0,40.0,27.0,null,3.0,19.0,null,null,null,null,18.0,7.0,21.0,49.0,29.0,65.0,null,21.0,28.5,5.0,11.0,22.0,38.0,45.0,4.0,null,null,29.0,19.0,17.0,26.0,32.0,16.0,21.0,26.0,32.0,25.0,null,null,0.83,30.0,22.0,29.0,null,28.0,17.0,33.0,16.0,null,23.0,24.0,29.0,20.0,46.0,26.0,59.0,null,71.0,23.0,34.0,34.0,28.0,null,21.0,33.0,37.0,28.0,21.0,null,38.0,null,47.0,14.5,22.0,20.0,17.0,21.0,70.5,29.0,24.0,2.0,21.0,null,32.5,32.5,54.0,12.0,null,24.0,null,45.0,33.0,20.0,47.0,29.0,25.0,23.0,19.0,37.0,16.0,24.0,null,22.0,24.0,19.0,18.0,19.0,27.0,9.0,36.5,42.0,51.0,22.0,55.5,40.5,null,51.0,16.0,30.0,null,null,44.0,40.0,26.0,17.0,1.0,9.0,null,45.0,null,28.0,61.0,4.0,1.0,21.0,56.0,18.0,null,50.0,30.0,36.0,null,null,9.0,1.0,4.0,null,null,45.0,40.0,36.0,32.0,19.0,19.0,3.0,44.0,58.0,null,42.0,null,24.0,28.0,null,34.0,45.5,18.0,2.0,32.0,26.0,16.0,40.0,24.0,35.0,22.0,30.0,null,31.0,27.0,42.0,32.0,30.0,16.0,27.0,51.0,null,38.0,22.0,19.0,20.5,18.0,null,35.0,29.0,59.0,5.0,24.0,null,44.0,8.0,19.0,33.0,null,null,29.0,22.0,30.0,44.0,25.0,24.0,37.0,54.0,null,29.0,62.0,30.0,41.0,29.0,null,30.0,35.0,50.0,null,3.0,52.0,40.0,null,36.0,16.0,25.0,58.0,35.0,null,25.0,41.0,37.0,null,63.0,45.0,null,7.0,35.0,65.0,28.0,16.0,19.0,null,33.0,30.0,22.0,42.0,22.0,26.0,19.0,36.0,24.0,24.0,null,23.5,2.0,null,50.0,null,null,19.0,null,null,0.92,null,17.0,30.0,30.0,24.0,18.0,26.0,28.0,43.0,26.0,24.0,54.0,31.0,40.0,22.0,27.0,30.0,22.0,null,36.0,61.0,36.0,31.0,16.0,null,45.5,38.0,16.0,null,null,29.0,41.0,45.0,45.0,2.0,24.0,28.0,25.0,36.0,24.0,40.0,null,3.0,42.0,23.0,null,15.0,25.0,null,28.0,22.0,38.0,null,null,40.0,29.0,45.0,35.0,null,30.0,60.0,null,null,24.0,25.0,18.0,19.0,22.0,3.0,null,22.0,27.0,20.0,19.0,42.0,1.0,32.0,35.0,null,18.0,1.0,36.0,null,17.0,36.0,21.0,28.0,23.0,24.0,22.0,31.0,46.0,23.0,28.0,39.0,26.0,21.0,28.0,20.0,34.0,51.0,3.0,21.0,null,null,null,33.0,null,44.0,null,34.0,18.0,30.0,10.0,null,21.0,29.0,28.0,18.0,null,28.0,19.0,null,32.0,28.0,null,42.0,17.0,50.0,14.0,21.0,24.0,64.0,31.0,45.0,20.0,25.0,28.0,null,4.0,13.0,34.0,5.0,52.0,36.0,null,30.0,49.0,null,29.0,65.0,null,50.0,null,48.0,34.0,47.0,48.0,null,38.0,null,56.0,null,0.75,null,38.0,33.0,23.0,22.0,null,34.0,29.0,22.0,2.0,9.0,null,50.0,63.0,25.0,null,35.0,58.0,30.0,9.0,null,21.0,55.0,71.0,21.0,null,54.0,null,25.0,24.0,17.0,21.0,null,37.0,16.0,18.0,33.0,null,28.0,26.0,29.0,null,36.0,54.0,24.0,47.0,34.0,null,36.0,32.0,30.0,22.0,null,44.0,null,40.5,50.0,null,39.0,23.0,2.0,null,17.0,null,30.0,7.0,45.0,30.0,null,22.0,36.0,9.0,11.0,32.0,50.0,64.0,19.0,null,33.0,8.0,17.0,27.0,null,22.0,22.0,62.0,48.0,null,39.0,36.0,null,40.0,28.0,null,null,24.0,19.0,29.0,null,32.0,62.0,53.0,36.0,null,16.0,19.0,34.0,39.0,null,32.0,25.0,39.0,54.0,36.0,null,18.0,47.0,60.0,22.0,null,35.0,52.0,47.0,null,37.0,36.0,null,49.0,null,49.0,24.0,null,null,44.0,35.0,36.0,30.0,27.0,22.0,40.0,39.0,null,null,null,35.0,24.0,34.0,26.0,4.0,26.0,27.0,42.0,20.0,21.0,21.0,61.0,57.0,21.0,26.0,null,80.0,51.0,32.0,null,9.0,28.0,32.0,31.0,41.0,null,20.0,24.0,2.0,null,0.75,48.0,19.0,56.0,null,23.0,null,18.0,21.0,null,18.0,24.0,null,32.0,23.0,58.0,50.0,40.0,47.0,36.0,20.0,32.0,25.0,null,43.0,null,40.0,31.0,70.0,31.0,null,18.0,24.5,18.0,43.0,36.0,null,27.0,20.0,14.0,60.0,25.0,14.0,19.0,18.0,15.0,31.0,4.0,null,25.0,60.0,52.0,44.0,null,49.0,42.0,18.0,35.0,18.0,25.0,26.0,39.0,45.0,42.0,22.0,null,24.0,null,48.0,29.0,52.0,19.0,38.0,27.0,null,33.0,6.0,17.0,34.0,50.0,27.0,20.0,30.0,null,25.0,25.0,29.0,11.0,null,23.0,23.0,28.5,48.0,35.0,null,null,null,36.0,21.0,24.0,31.0,70.0,16.0,30.0,19.0,31.0,4.0,6.0,33.0,23.0,48.0,0.67,28.0,18.0,34.0,33.0,null,41.0,20.0,36.0,16.0,51.0,null,30.5,null,32.0,24.0,48.0,57.0,null,54.0,18.0,null,5.0,null,43.0,13.0,17.0,29.0,null,25.0,25.0,18.0,8.0,1.0,46.0,null,16.0,null,null,25.0,39.0,49.0,31.0,30.0,30.0,34.0,31.0,11.0,0.42,27.0,31.0,39.0,18.0,39.0,33.0,26.0,39.0,35.0,6.0,30.5,null,23.0,31.0,43.0,10.0,52.0,27.0,38.0,27.0,2.0,null,null,1.0,null,62.0,15.0,0.83,null,23.0,18.0,39.0,21.0,null,32.0,null,20.0,16.0,30.0,34.5,17.0,42.0,null,35.0,28.0,null,4.0,74.0,9.0,16.0,44.0,18.0,45.0,51.0,24.0,null,41.0,21.0,48.0,null,24.0,42.0,27.0,31.0,null,4.0,26.0,47.0,33.0,47.0,28.0,15.0,20.0,19.0,null,56.0,25.0,33.0,22.0,28.0,25.0,39.0,27.0,19.0,null,26.0,32.0],\"xaxis\":\"x\",\"yaxis\":\"y\",\"type\":\"histogram\"}],                        {\"template\":{\"data\":{\"histogram2dcontour\":[{\"type\":\"histogram2dcontour\",\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"},\"colorscale\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]]}],\"choropleth\":[{\"type\":\"choropleth\",\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}}],\"histogram2d\":[{\"type\":\"histogram2d\",\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"},\"colorscale\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]]}],\"heatmap\":[{\"type\":\"heatmap\",\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"},\"colorscale\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]]}],\"heatmapgl\":[{\"type\":\"heatmapgl\",\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"},\"colorscale\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]]}],\"contourcarpet\":[{\"type\":\"contourcarpet\",\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}}],\"contour\":[{\"type\":\"contour\",\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"},\"colorscale\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]]}],\"surface\":[{\"type\":\"surface\",\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"},\"colorscale\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]]}],\"mesh3d\":[{\"type\":\"mesh3d\",\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}}],\"scatter\":[{\"fillpattern\":{\"fillmode\":\"overlay\",\"size\":10,\"solidity\":0.2},\"type\":\"scatter\"}],\"parcoords\":[{\"type\":\"parcoords\",\"line\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}}}],\"scatterpolargl\":[{\"type\":\"scatterpolargl\",\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}}}],\"bar\":[{\"error_x\":{\"color\":\"#2a3f5f\"},\"error_y\":{\"color\":\"#2a3f5f\"},\"marker\":{\"line\":{\"color\":\"#E5ECF6\",\"width\":0.5},\"pattern\":{\"fillmode\":\"overlay\",\"size\":10,\"solidity\":0.2}},\"type\":\"bar\"}],\"scattergeo\":[{\"type\":\"scattergeo\",\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}}}],\"scatterpolar\":[{\"type\":\"scatterpolar\",\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}}}],\"histogram\":[{\"marker\":{\"pattern\":{\"fillmode\":\"overlay\",\"size\":10,\"solidity\":0.2}},\"type\":\"histogram\"}],\"scattergl\":[{\"type\":\"scattergl\",\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}}}],\"scatter3d\":[{\"type\":\"scatter3d\",\"line\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}},\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}}}],\"scattermapbox\":[{\"type\":\"scattermapbox\",\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}}}],\"scatterternary\":[{\"type\":\"scatterternary\",\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}}}],\"scattercarpet\":[{\"type\":\"scattercarpet\",\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}}}],\"carpet\":[{\"aaxis\":{\"endlinecolor\":\"#2a3f5f\",\"gridcolor\":\"white\",\"linecolor\":\"white\",\"minorgridcolor\":\"white\",\"startlinecolor\":\"#2a3f5f\"},\"baxis\":{\"endlinecolor\":\"#2a3f5f\",\"gridcolor\":\"white\",\"linecolor\":\"white\",\"minorgridcolor\":\"white\",\"startlinecolor\":\"#2a3f5f\"},\"type\":\"carpet\"}],\"table\":[{\"cells\":{\"fill\":{\"color\":\"#EBF0F8\"},\"line\":{\"color\":\"white\"}},\"header\":{\"fill\":{\"color\":\"#C8D4E3\"},\"line\":{\"color\":\"white\"}},\"type\":\"table\"}],\"barpolar\":[{\"marker\":{\"line\":{\"color\":\"#E5ECF6\",\"width\":0.5},\"pattern\":{\"fillmode\":\"overlay\",\"size\":10,\"solidity\":0.2}},\"type\":\"barpolar\"}],\"pie\":[{\"automargin\":true,\"type\":\"pie\"}]},\"layout\":{\"autotypenumbers\":\"strict\",\"colorway\":[\"#636efa\",\"#EF553B\",\"#00cc96\",\"#ab63fa\",\"#FFA15A\",\"#19d3f3\",\"#FF6692\",\"#B6E880\",\"#FF97FF\",\"#FECB52\"],\"font\":{\"color\":\"#2a3f5f\"},\"hovermode\":\"closest\",\"hoverlabel\":{\"align\":\"left\"},\"paper_bgcolor\":\"white\",\"plot_bgcolor\":\"#E5ECF6\",\"polar\":{\"bgcolor\":\"#E5ECF6\",\"angularaxis\":{\"gridcolor\":\"white\",\"linecolor\":\"white\",\"ticks\":\"\"},\"radialaxis\":{\"gridcolor\":\"white\",\"linecolor\":\"white\",\"ticks\":\"\"}},\"ternary\":{\"bgcolor\":\"#E5ECF6\",\"aaxis\":{\"gridcolor\":\"white\",\"linecolor\":\"white\",\"ticks\":\"\"},\"baxis\":{\"gridcolor\":\"white\",\"linecolor\":\"white\",\"ticks\":\"\"},\"caxis\":{\"gridcolor\":\"white\",\"linecolor\":\"white\",\"ticks\":\"\"}},\"coloraxis\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}},\"colorscale\":{\"sequential\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]],\"sequentialminus\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]],\"diverging\":[[0,\"#8e0152\"],[0.1,\"#c51b7d\"],[0.2,\"#de77ae\"],[0.3,\"#f1b6da\"],[0.4,\"#fde0ef\"],[0.5,\"#f7f7f7\"],[0.6,\"#e6f5d0\"],[0.7,\"#b8e186\"],[0.8,\"#7fbc41\"],[0.9,\"#4d9221\"],[1,\"#276419\"]]},\"xaxis\":{\"gridcolor\":\"white\",\"linecolor\":\"white\",\"ticks\":\"\",\"title\":{\"standoff\":15},\"zerolinecolor\":\"white\",\"automargin\":true,\"zerolinewidth\":2},\"yaxis\":{\"gridcolor\":\"white\",\"linecolor\":\"white\",\"ticks\":\"\",\"title\":{\"standoff\":15},\"zerolinecolor\":\"white\",\"automargin\":true,\"zerolinewidth\":2},\"scene\":{\"xaxis\":{\"backgroundcolor\":\"#E5ECF6\",\"gridcolor\":\"white\",\"linecolor\":\"white\",\"showbackground\":true,\"ticks\":\"\",\"zerolinecolor\":\"white\",\"gridwidth\":2},\"yaxis\":{\"backgroundcolor\":\"#E5ECF6\",\"gridcolor\":\"white\",\"linecolor\":\"white\",\"showbackground\":true,\"ticks\":\"\",\"zerolinecolor\":\"white\",\"gridwidth\":2},\"zaxis\":{\"backgroundcolor\":\"#E5ECF6\",\"gridcolor\":\"white\",\"linecolor\":\"white\",\"showbackground\":true,\"ticks\":\"\",\"zerolinecolor\":\"white\",\"gridwidth\":2}},\"shapedefaults\":{\"line\":{\"color\":\"#2a3f5f\"}},\"annotationdefaults\":{\"arrowcolor\":\"#2a3f5f\",\"arrowhead\":0,\"arrowwidth\":1},\"geo\":{\"bgcolor\":\"white\",\"landcolor\":\"#E5ECF6\",\"subunitcolor\":\"white\",\"showland\":true,\"showlakes\":true,\"lakecolor\":\"white\"},\"title\":{\"x\":0.05},\"mapbox\":{\"style\":\"light\"}}},\"xaxis\":{\"anchor\":\"y\",\"domain\":[0.0,1.0],\"title\":{\"text\":\"Age\"}},\"yaxis\":{\"anchor\":\"x\",\"domain\":[0.0,1.0],\"title\":{\"text\":\"count\"}},\"legend\":{\"tracegroupgap\":0},\"margin\":{\"t\":60},\"barmode\":\"relative\"},                        {\"responsive\": true}                    ).then(function(){\n",
              "                            \n",
              "var gd = document.getElementById('1e3abd7f-cb38-43f6-bad6-ecd30621faac');\n",
              "var x = new MutationObserver(function (mutations, observer) {{\n",
              "        var display = window.getComputedStyle(gd).display;\n",
              "        if (!display || display === 'none') {{\n",
              "            console.log([gd, 'removed!']);\n",
              "            Plotly.purge(gd);\n",
              "            observer.disconnect();\n",
              "        }}\n",
              "}});\n",
              "\n",
              "// Listen for the removal of the full notebook cells\n",
              "var notebookContainer = gd.closest('#notebook-container');\n",
              "if (notebookContainer) {{\n",
              "    x.observe(notebookContainer, {childList: true});\n",
              "}}\n",
              "\n",
              "// Listen for the clearing of the current output cell\n",
              "var outputEl = gd.closest('.output');\n",
              "if (outputEl) {{\n",
              "    x.observe(outputEl, {childList: true});\n",
              "}}\n",
              "\n",
              "                        })                };                            </script>        </div>\n",
              "</body>\n",
              "</html>"
            ]
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "* The distribution of the Age column shows a somewhat right-skewed pattern with a few outliers (e.g., very young and old individuals). This suggests that the median might be a better choice for handling missing age values, as the mean could be affected by the extreme values."
      ],
      "metadata": {
        "id": "T078TgtuqsKv"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "#Handling null values using imputation\n",
        "df1['Age'] = df1['Age'].fillna(df1['Age'].median())\n",
        "df1['Embarked'] = df1['Embarked'].fillna(df1['Embarked'].mode()[0])"
      ],
      "metadata": {
        "id": "GkMmGJg9B6a9"
      },
      "execution_count": 9,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "#dropping the cabin column as it will not any impact\n",
        "df1.drop(columns=['Cabin','PassengerId','Name','Ticket'], inplace=True)\n"
      ],
      "metadata": {
        "id": "tjvEdutoCBgc"
      },
      "execution_count": 10,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "df1.isnull().sum()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 335
        },
        "collapsed": true,
        "id": "BlEDzoiECNvT",
        "outputId": "b0ed55a8-48fa-4b18-bc3a-b1d27110a50c"
      },
      "execution_count": 12,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "Survived    0\n",
              "Pclass      0\n",
              "Sex         0\n",
              "Age         0\n",
              "SibSp       0\n",
              "Parch       0\n",
              "Fare        0\n",
              "Embarked    0\n",
              "dtype: int64"
            ],
            "text/html": [
              "<div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>0</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>Survived</th>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Pclass</th>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Sex</th>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Age</th>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>SibSp</th>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Parch</th>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Fare</th>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Embarked</th>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div><br><label><b>dtype:</b> int64</label>"
            ]
          },
          "metadata": {},
          "execution_count": 12
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "#\"Unveiling Insights: A Dive into Univariate Analysis\""
      ],
      "metadata": {
        "id": "rRn-0cPmArp1"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "#after handling the null values\n",
        "import plotly.express as px\n",
        "fig = px.histogram(data_frame=df1, x=\"Age\")\n",
        "fig.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 542
        },
        "id": "84b8cfCQA4X0",
        "outputId": "a25ea121-56ca-4b62-ee31-78f882eb308c"
      },
      "execution_count": 13,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/html": [
              "<html>\n",
              "<head><meta charset=\"utf-8\" /></head>\n",
              "<body>\n",
              "    <div>            <script src=\"https://cdnjs.cloudflare.com/ajax/libs/mathjax/2.7.5/MathJax.js?config=TeX-AMS-MML_SVG\"></script><script type=\"text/javascript\">if (window.MathJax && window.MathJax.Hub && window.MathJax.Hub.Config) {window.MathJax.Hub.Config({SVG: {font: \"STIX-Web\"}});}</script>                <script type=\"text/javascript\">window.PlotlyConfig = {MathJaxConfig: 'local'};</script>\n",
              "        <script charset=\"utf-8\" src=\"https://cdn.plot.ly/plotly-2.35.2.min.js\"></script>                <div id=\"8dfcf382-44d9-4145-95d6-5d887eb43163\" class=\"plotly-graph-div\" style=\"height:525px; width:100%;\"></div>            <script type=\"text/javascript\">                                    window.PLOTLYENV=window.PLOTLYENV || {};                                    if (document.getElementById(\"8dfcf382-44d9-4145-95d6-5d887eb43163\")) {                    Plotly.newPlot(                        \"8dfcf382-44d9-4145-95d6-5d887eb43163\",                        [{\"alignmentgroup\":\"True\",\"bingroup\":\"x\",\"hovertemplate\":\"Age=%{x}\\u003cbr\\u003ecount=%{y}\\u003cextra\\u003e\\u003c\\u002fextra\\u003e\",\"legendgroup\":\"\",\"marker\":{\"color\":\"#636efa\",\"pattern\":{\"shape\":\"\"}},\"name\":\"\",\"offsetgroup\":\"\",\"orientation\":\"v\",\"showlegend\":false,\"x\":[22.0,38.0,26.0,35.0,35.0,28.0,54.0,2.0,27.0,14.0,4.0,58.0,20.0,39.0,14.0,55.0,2.0,28.0,31.0,28.0,35.0,34.0,15.0,28.0,8.0,38.0,28.0,19.0,28.0,28.0,40.0,28.0,28.0,66.0,28.0,42.0,28.0,21.0,18.0,14.0,40.0,27.0,28.0,3.0,19.0,28.0,28.0,28.0,28.0,18.0,7.0,21.0,49.0,29.0,65.0,28.0,21.0,28.5,5.0,11.0,22.0,38.0,45.0,4.0,28.0,28.0,29.0,19.0,17.0,26.0,32.0,16.0,21.0,26.0,32.0,25.0,28.0,28.0,0.83,30.0,22.0,29.0,28.0,28.0,17.0,33.0,16.0,28.0,23.0,24.0,29.0,20.0,46.0,26.0,59.0,28.0,71.0,23.0,34.0,34.0,28.0,28.0,21.0,33.0,37.0,28.0,21.0,28.0,38.0,28.0,47.0,14.5,22.0,20.0,17.0,21.0,70.5,29.0,24.0,2.0,21.0,28.0,32.5,32.5,54.0,12.0,28.0,24.0,28.0,45.0,33.0,20.0,47.0,29.0,25.0,23.0,19.0,37.0,16.0,24.0,28.0,22.0,24.0,19.0,18.0,19.0,27.0,9.0,36.5,42.0,51.0,22.0,55.5,40.5,28.0,51.0,16.0,30.0,28.0,28.0,44.0,40.0,26.0,17.0,1.0,9.0,28.0,45.0,28.0,28.0,61.0,4.0,1.0,21.0,56.0,18.0,28.0,50.0,30.0,36.0,28.0,28.0,9.0,1.0,4.0,28.0,28.0,45.0,40.0,36.0,32.0,19.0,19.0,3.0,44.0,58.0,28.0,42.0,28.0,24.0,28.0,28.0,34.0,45.5,18.0,2.0,32.0,26.0,16.0,40.0,24.0,35.0,22.0,30.0,28.0,31.0,27.0,42.0,32.0,30.0,16.0,27.0,51.0,28.0,38.0,22.0,19.0,20.5,18.0,28.0,35.0,29.0,59.0,5.0,24.0,28.0,44.0,8.0,19.0,33.0,28.0,28.0,29.0,22.0,30.0,44.0,25.0,24.0,37.0,54.0,28.0,29.0,62.0,30.0,41.0,29.0,28.0,30.0,35.0,50.0,28.0,3.0,52.0,40.0,28.0,36.0,16.0,25.0,58.0,35.0,28.0,25.0,41.0,37.0,28.0,63.0,45.0,28.0,7.0,35.0,65.0,28.0,16.0,19.0,28.0,33.0,30.0,22.0,42.0,22.0,26.0,19.0,36.0,24.0,24.0,28.0,23.5,2.0,28.0,50.0,28.0,28.0,19.0,28.0,28.0,0.92,28.0,17.0,30.0,30.0,24.0,18.0,26.0,28.0,43.0,26.0,24.0,54.0,31.0,40.0,22.0,27.0,30.0,22.0,28.0,36.0,61.0,36.0,31.0,16.0,28.0,45.5,38.0,16.0,28.0,28.0,29.0,41.0,45.0,45.0,2.0,24.0,28.0,25.0,36.0,24.0,40.0,28.0,3.0,42.0,23.0,28.0,15.0,25.0,28.0,28.0,22.0,38.0,28.0,28.0,40.0,29.0,45.0,35.0,28.0,30.0,60.0,28.0,28.0,24.0,25.0,18.0,19.0,22.0,3.0,28.0,22.0,27.0,20.0,19.0,42.0,1.0,32.0,35.0,28.0,18.0,1.0,36.0,28.0,17.0,36.0,21.0,28.0,23.0,24.0,22.0,31.0,46.0,23.0,28.0,39.0,26.0,21.0,28.0,20.0,34.0,51.0,3.0,21.0,28.0,28.0,28.0,33.0,28.0,44.0,28.0,34.0,18.0,30.0,10.0,28.0,21.0,29.0,28.0,18.0,28.0,28.0,19.0,28.0,32.0,28.0,28.0,42.0,17.0,50.0,14.0,21.0,24.0,64.0,31.0,45.0,20.0,25.0,28.0,28.0,4.0,13.0,34.0,5.0,52.0,36.0,28.0,30.0,49.0,28.0,29.0,65.0,28.0,50.0,28.0,48.0,34.0,47.0,48.0,28.0,38.0,28.0,56.0,28.0,0.75,28.0,38.0,33.0,23.0,22.0,28.0,34.0,29.0,22.0,2.0,9.0,28.0,50.0,63.0,25.0,28.0,35.0,58.0,30.0,9.0,28.0,21.0,55.0,71.0,21.0,28.0,54.0,28.0,25.0,24.0,17.0,21.0,28.0,37.0,16.0,18.0,33.0,28.0,28.0,26.0,29.0,28.0,36.0,54.0,24.0,47.0,34.0,28.0,36.0,32.0,30.0,22.0,28.0,44.0,28.0,40.5,50.0,28.0,39.0,23.0,2.0,28.0,17.0,28.0,30.0,7.0,45.0,30.0,28.0,22.0,36.0,9.0,11.0,32.0,50.0,64.0,19.0,28.0,33.0,8.0,17.0,27.0,28.0,22.0,22.0,62.0,48.0,28.0,39.0,36.0,28.0,40.0,28.0,28.0,28.0,24.0,19.0,29.0,28.0,32.0,62.0,53.0,36.0,28.0,16.0,19.0,34.0,39.0,28.0,32.0,25.0,39.0,54.0,36.0,28.0,18.0,47.0,60.0,22.0,28.0,35.0,52.0,47.0,28.0,37.0,36.0,28.0,49.0,28.0,49.0,24.0,28.0,28.0,44.0,35.0,36.0,30.0,27.0,22.0,40.0,39.0,28.0,28.0,28.0,35.0,24.0,34.0,26.0,4.0,26.0,27.0,42.0,20.0,21.0,21.0,61.0,57.0,21.0,26.0,28.0,80.0,51.0,32.0,28.0,9.0,28.0,32.0,31.0,41.0,28.0,20.0,24.0,2.0,28.0,0.75,48.0,19.0,56.0,28.0,23.0,28.0,18.0,21.0,28.0,18.0,24.0,28.0,32.0,23.0,58.0,50.0,40.0,47.0,36.0,20.0,32.0,25.0,28.0,43.0,28.0,40.0,31.0,70.0,31.0,28.0,18.0,24.5,18.0,43.0,36.0,28.0,27.0,20.0,14.0,60.0,25.0,14.0,19.0,18.0,15.0,31.0,4.0,28.0,25.0,60.0,52.0,44.0,28.0,49.0,42.0,18.0,35.0,18.0,25.0,26.0,39.0,45.0,42.0,22.0,28.0,24.0,28.0,48.0,29.0,52.0,19.0,38.0,27.0,28.0,33.0,6.0,17.0,34.0,50.0,27.0,20.0,30.0,28.0,25.0,25.0,29.0,11.0,28.0,23.0,23.0,28.5,48.0,35.0,28.0,28.0,28.0,36.0,21.0,24.0,31.0,70.0,16.0,30.0,19.0,31.0,4.0,6.0,33.0,23.0,48.0,0.67,28.0,18.0,34.0,33.0,28.0,41.0,20.0,36.0,16.0,51.0,28.0,30.5,28.0,32.0,24.0,48.0,57.0,28.0,54.0,18.0,28.0,5.0,28.0,43.0,13.0,17.0,29.0,28.0,25.0,25.0,18.0,8.0,1.0,46.0,28.0,16.0,28.0,28.0,25.0,39.0,49.0,31.0,30.0,30.0,34.0,31.0,11.0,0.42,27.0,31.0,39.0,18.0,39.0,33.0,26.0,39.0,35.0,6.0,30.5,28.0,23.0,31.0,43.0,10.0,52.0,27.0,38.0,27.0,2.0,28.0,28.0,1.0,28.0,62.0,15.0,0.83,28.0,23.0,18.0,39.0,21.0,28.0,32.0,28.0,20.0,16.0,30.0,34.5,17.0,42.0,28.0,35.0,28.0,28.0,4.0,74.0,9.0,16.0,44.0,18.0,45.0,51.0,24.0,28.0,41.0,21.0,48.0,28.0,24.0,42.0,27.0,31.0,28.0,4.0,26.0,47.0,33.0,47.0,28.0,15.0,20.0,19.0,28.0,56.0,25.0,33.0,22.0,28.0,25.0,39.0,27.0,19.0,28.0,26.0,32.0],\"xaxis\":\"x\",\"yaxis\":\"y\",\"type\":\"histogram\"}],                        {\"template\":{\"data\":{\"histogram2dcontour\":[{\"type\":\"histogram2dcontour\",\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"},\"colorscale\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]]}],\"choropleth\":[{\"type\":\"choropleth\",\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}}],\"histogram2d\":[{\"type\":\"histogram2d\",\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"},\"colorscale\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]]}],\"heatmap\":[{\"type\":\"heatmap\",\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"},\"colorscale\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]]}],\"heatmapgl\":[{\"type\":\"heatmapgl\",\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"},\"colorscale\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]]}],\"contourcarpet\":[{\"type\":\"contourcarpet\",\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}}],\"contour\":[{\"type\":\"contour\",\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"},\"colorscale\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]]}],\"surface\":[{\"type\":\"surface\",\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"},\"colorscale\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]]}],\"mesh3d\":[{\"type\":\"mesh3d\",\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}}],\"scatter\":[{\"fillpattern\":{\"fillmode\":\"overlay\",\"size\":10,\"solidity\":0.2},\"type\":\"scatter\"}],\"parcoords\":[{\"type\":\"parcoords\",\"line\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}}}],\"scatterpolargl\":[{\"type\":\"scatterpolargl\",\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}}}],\"bar\":[{\"error_x\":{\"color\":\"#2a3f5f\"},\"error_y\":{\"color\":\"#2a3f5f\"},\"marker\":{\"line\":{\"color\":\"#E5ECF6\",\"width\":0.5},\"pattern\":{\"fillmode\":\"overlay\",\"size\":10,\"solidity\":0.2}},\"type\":\"bar\"}],\"scattergeo\":[{\"type\":\"scattergeo\",\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}}}],\"scatterpolar\":[{\"type\":\"scatterpolar\",\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}}}],\"histogram\":[{\"marker\":{\"pattern\":{\"fillmode\":\"overlay\",\"size\":10,\"solidity\":0.2}},\"type\":\"histogram\"}],\"scattergl\":[{\"type\":\"scattergl\",\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}}}],\"scatter3d\":[{\"type\":\"scatter3d\",\"line\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}},\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}}}],\"scattermapbox\":[{\"type\":\"scattermapbox\",\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}}}],\"scatterternary\":[{\"type\":\"scatterternary\",\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}}}],\"scattercarpet\":[{\"type\":\"scattercarpet\",\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}}}],\"carpet\":[{\"aaxis\":{\"endlinecolor\":\"#2a3f5f\",\"gridcolor\":\"white\",\"linecolor\":\"white\",\"minorgridcolor\":\"white\",\"startlinecolor\":\"#2a3f5f\"},\"baxis\":{\"endlinecolor\":\"#2a3f5f\",\"gridcolor\":\"white\",\"linecolor\":\"white\",\"minorgridcolor\":\"white\",\"startlinecolor\":\"#2a3f5f\"},\"type\":\"carpet\"}],\"table\":[{\"cells\":{\"fill\":{\"color\":\"#EBF0F8\"},\"line\":{\"color\":\"white\"}},\"header\":{\"fill\":{\"color\":\"#C8D4E3\"},\"line\":{\"color\":\"white\"}},\"type\":\"table\"}],\"barpolar\":[{\"marker\":{\"line\":{\"color\":\"#E5ECF6\",\"width\":0.5},\"pattern\":{\"fillmode\":\"overlay\",\"size\":10,\"solidity\":0.2}},\"type\":\"barpolar\"}],\"pie\":[{\"automargin\":true,\"type\":\"pie\"}]},\"layout\":{\"autotypenumbers\":\"strict\",\"colorway\":[\"#636efa\",\"#EF553B\",\"#00cc96\",\"#ab63fa\",\"#FFA15A\",\"#19d3f3\",\"#FF6692\",\"#B6E880\",\"#FF97FF\",\"#FECB52\"],\"font\":{\"color\":\"#2a3f5f\"},\"hovermode\":\"closest\",\"hoverlabel\":{\"align\":\"left\"},\"paper_bgcolor\":\"white\",\"plot_bgcolor\":\"#E5ECF6\",\"polar\":{\"bgcolor\":\"#E5ECF6\",\"angularaxis\":{\"gridcolor\":\"white\",\"linecolor\":\"white\",\"ticks\":\"\"},\"radialaxis\":{\"gridcolor\":\"white\",\"linecolor\":\"white\",\"ticks\":\"\"}},\"ternary\":{\"bgcolor\":\"#E5ECF6\",\"aaxis\":{\"gridcolor\":\"white\",\"linecolor\":\"white\",\"ticks\":\"\"},\"baxis\":{\"gridcolor\":\"white\",\"linecolor\":\"white\",\"ticks\":\"\"},\"caxis\":{\"gridcolor\":\"white\",\"linecolor\":\"white\",\"ticks\":\"\"}},\"coloraxis\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}},\"colorscale\":{\"sequential\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]],\"sequentialminus\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]],\"diverging\":[[0,\"#8e0152\"],[0.1,\"#c51b7d\"],[0.2,\"#de77ae\"],[0.3,\"#f1b6da\"],[0.4,\"#fde0ef\"],[0.5,\"#f7f7f7\"],[0.6,\"#e6f5d0\"],[0.7,\"#b8e186\"],[0.8,\"#7fbc41\"],[0.9,\"#4d9221\"],[1,\"#276419\"]]},\"xaxis\":{\"gridcolor\":\"white\",\"linecolor\":\"white\",\"ticks\":\"\",\"title\":{\"standoff\":15},\"zerolinecolor\":\"white\",\"automargin\":true,\"zerolinewidth\":2},\"yaxis\":{\"gridcolor\":\"white\",\"linecolor\":\"white\",\"ticks\":\"\",\"title\":{\"standoff\":15},\"zerolinecolor\":\"white\",\"automargin\":true,\"zerolinewidth\":2},\"scene\":{\"xaxis\":{\"backgroundcolor\":\"#E5ECF6\",\"gridcolor\":\"white\",\"linecolor\":\"white\",\"showbackground\":true,\"ticks\":\"\",\"zerolinecolor\":\"white\",\"gridwidth\":2},\"yaxis\":{\"backgroundcolor\":\"#E5ECF6\",\"gridcolor\":\"white\",\"linecolor\":\"white\",\"showbackground\":true,\"ticks\":\"\",\"zerolinecolor\":\"white\",\"gridwidth\":2},\"zaxis\":{\"backgroundcolor\":\"#E5ECF6\",\"gridcolor\":\"white\",\"linecolor\":\"white\",\"showbackground\":true,\"ticks\":\"\",\"zerolinecolor\":\"white\",\"gridwidth\":2}},\"shapedefaults\":{\"line\":{\"color\":\"#2a3f5f\"}},\"annotationdefaults\":{\"arrowcolor\":\"#2a3f5f\",\"arrowhead\":0,\"arrowwidth\":1},\"geo\":{\"bgcolor\":\"white\",\"landcolor\":\"#E5ECF6\",\"subunitcolor\":\"white\",\"showland\":true,\"showlakes\":true,\"lakecolor\":\"white\"},\"title\":{\"x\":0.05},\"mapbox\":{\"style\":\"light\"}}},\"xaxis\":{\"anchor\":\"y\",\"domain\":[0.0,1.0],\"title\":{\"text\":\"Age\"}},\"yaxis\":{\"anchor\":\"x\",\"domain\":[0.0,1.0],\"title\":{\"text\":\"count\"}},\"legend\":{\"tracegroupgap\":0},\"margin\":{\"t\":60},\"barmode\":\"relative\"},                        {\"responsive\": true}                    ).then(function(){\n",
              "                            \n",
              "var gd = document.getElementById('8dfcf382-44d9-4145-95d6-5d887eb43163');\n",
              "var x = new MutationObserver(function (mutations, observer) {{\n",
              "        var display = window.getComputedStyle(gd).display;\n",
              "        if (!display || display === 'none') {{\n",
              "            console.log([gd, 'removed!']);\n",
              "            Plotly.purge(gd);\n",
              "            observer.disconnect();\n",
              "        }}\n",
              "}});\n",
              "\n",
              "// Listen for the removal of the full notebook cells\n",
              "var notebookContainer = gd.closest('#notebook-container');\n",
              "if (notebookContainer) {{\n",
              "    x.observe(notebookContainer, {childList: true});\n",
              "}}\n",
              "\n",
              "// Listen for the clearing of the current output cell\n",
              "var outputEl = gd.closest('.output');\n",
              "if (outputEl) {{\n",
              "    x.observe(outputEl, {childList: true});\n",
              "}}\n",
              "\n",
              "                        })                };                            </script>        </div>\n",
              "</body>\n",
              "</html>"
            ]
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "sns.countplot(data=df1, x='Survived')\n",
        "plt.title('Survival Count')\n",
        "plt.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 472
        },
        "id": "P8P0djiBrKpu",
        "outputId": "68a7e34b-48fb-42fc-a5bc-d2c3c25891b0"
      },
      "execution_count": 14,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ],
            "image/png": "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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "sns.countplot(data=df1, x='Pclass')\n",
        "plt.title('Passenger Class Distribution')\n",
        "plt.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 472
        },
        "id": "rog3EiW-rs_o",
        "outputId": "55c9904a-50b8-4dc5-a549-22ee8cde0de5"
      },
      "execution_count": 15,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ],
            "image/png": "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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "sns.countplot(data=df1, x='Sex')\n",
        "plt.title('Gender Distribution')\n",
        "plt.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 472
        },
        "id": "sb9byiGHr2h0",
        "outputId": "4e781736-3904-4e73-d58c-2d31c5aab486"
      },
      "execution_count": 16,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ],
            "image/png": "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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "sns.histplot(df1['Fare'], bins=20, kde=True)\n",
        "plt.title('Fare Distribution')\n",
        "plt.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 472
        },
        "id": "z12EtfAKyL0a",
        "outputId": "c2068265-0370-4cf9-9baf-433164e6d80a"
      },
      "execution_count": 17,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ],
            "image/png": "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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "sns.countplot(data=df1, x='Embarked')\n",
        "plt.title('Embarkation Port Distribution')\n",
        "plt.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 472
        },
        "id": "XZBweGwNynqy",
        "outputId": "6172624a-fefa-4fee-d81c-984bceb12995"
      },
      "execution_count": 18,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ],
            "image/png": "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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "#Insights for Univariate Anaysis"
      ],
      "metadata": {
        "id": "Po4pgrXxyuB7"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "* Gender Distribution:\n",
        "There are more male passengers than female passengers, which could be a significant factor in survival analysis.\n",
        "* Age Distribution:\n",
        "The age distribution shows a concentration of passengers between 20 and 40 years old, with a gradual decline as age increases. The distribution is right-skewed with a few outliers in older age groups."
      ],
      "metadata": {
        "id": "Fpli3wC0y4fo"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "#Encoding the categorical columns"
      ],
      "metadata": {
        "id": "LN51HZrBEb5v"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "df1['Sex'] = df1['Sex'].map({'male': 0, 'female': 1})\n",
        "df1 = pd.get_dummies(df1, columns=['Embarked'], drop_first=True)"
      ],
      "metadata": {
        "id": "FncytH_-Ei0f"
      },
      "execution_count": 19,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "#Normalizing the data\n",
        "from sklearn.preprocessing import StandardScaler\n",
        "scaler = StandardScaler()\n",
        "df1[['Age', 'Fare']] = scaler.fit_transform(df1[['Age', 'Fare']])"
      ],
      "metadata": {
        "id": "gSzie9YYFBg4"
      },
      "execution_count": 20,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "source": [
        "#\"Unveiling Insights: A Dive into Multivariate/Bivariate Analysis\""
      ],
      "metadata": {
        "id": "z5oO10HGFf5x"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "plt.scatter(df1['Age'], df1['Fare'])\n",
        "plt.title('Age vs Fare')\n",
        "plt.xlabel('Age')\n",
        "plt.ylabel('Fare')\n",
        "plt.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 472
        },
        "id": "Plm9ig6mFh8C",
        "outputId": "3b6153a2-0ffb-4b44-8bad-4252030feca5"
      },
      "execution_count": 21,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ],
            "image/png": "iVBORw0KGgoAAAANSUhEUgAAAjIAAAHHCAYAAACle7JuAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjcuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/bCgiHAAAACXBIWXMAAA9hAAAPYQGoP6dpAABUAElEQVR4nO3deXwTdf4/8FdSetOGFuiBlFKgK1QQBESQYwURUDzw2EUUF1DR5Que6Aq7IvJDrKy6sioCouLBpeuCICIuAopgkcsiUEDAgggtpRSa0tIz8/ujTEzSHDOTSWYmfT0fjz6UdDL5zHQyn/d8jvfHJAiCACIiIiIDMmtdACIiIiKlGMgQERGRYTGQISIiIsNiIENERESGxUCGiIiIDIuBDBERERkWAxkiIiIyLAYyREREZFgMZIiIiMiwGMgQERGRYTGQISInb731FkwmE6655hqtixJQx44dg8lkcvvTu3dvrYtHRBI10boARKQvS5YsQdu2bbF9+3YcOXIEHTp00LpIATVq1CjcdNNNTq+1bNlSo9IQkVwMZIjILj8/H99//z1WrFiBhx9+GEuWLMH06dO1LlZAde/eHaNHj1Z1n7W1tbDZbIiIiFB1v0TUELuWiMhuyZIlSEhIwPDhw3HXXXdhyZIlbrc7e/Ys7rvvPsTHx6NZs2YYM2YM9uzZA5PJhPfff99p24MHD+Kuu+5CYmIioqKi0LNnT6xevdprOWpqapCYmIhx48Y1+J3VakVUVBSeeuop+2tvvPEGrrjiCsTExCAhIQE9e/bE0qVL5Z8AB9XV1XjuuefQo0cPWCwWxMbGon///ti0aZPTdmIX1SuvvII5c+agffv2iIyMRF5enuLjJyLpGMgQkd2SJUtwxx13ICIiAqNGjcLhw4exY8cOp21sNhtuueUWLFu2DGPGjMGsWbNQUFCAMWPGNNjf/v370bt3bxw4cABTpkzBq6++itjYWIwYMQIrV670WI7w8HDcfvvt+Oyzz1BdXe30u88++wxVVVW4++67AQALFy7Eo48+iqysLMyZMwczZsxAt27d8MMPP0g65oqKChQXFzv91NTUwGq14p133sF1112H2bNn4/nnn8eZM2cwdOhQ5ObmNtjPokWL8MYbb+Chhx7Cq6++isTERMXHT0QyCEREgiDs3LlTACCsX79eEARBsNlsQuvWrYXHHnvMabv//ve/AgBhzpw59tfq6uqEQYMGCQCERYsW2V+//vrrhS5dugiVlZX212w2m3DttdcKmZmZXsvz1VdfCQCEzz//3On1m266SWjXrp3937fddptwxRVXyD1cIT8/XwDg9mfTpk1CbW2tUFVV5fSec+fOCcnJycL999/fYD/x8fFCUVGR0/b+HD8RScMWGSICUN8ak5ycjIEDBwIATCYTRo4cieXLl6Ours6+3bp16xAeHo7x48fbXzObzZg4caLT/kpKSrBx40b8+c9/RllZmb214+zZsxg6dCgOHz6MkydPeizPoEGD0KJFC3z88cf2186dO4f169dj5MiR9teaNWuG3377rUHLkVQPPfQQ1q9f7/TTtWtXhIWF2ce42Gw2lJSUoLa2Fj179sTu3bsb7OfOO+90GiTs7/ETkTQc7EtEqKurw/LlyzFw4EDk5+fbX7/mmmvw6quvYsOGDRgyZAgA4Pjx40hNTUVMTIzTPlxnNx05cgSCIGDatGmYNm2a288tKirCZZdd5vZ3TZo0wZ133omlS5eiqqoKkZGRWLFiBWpqapwCmWeeeQZff/01evXqhQ4dOmDIkCG455570LdvX0nHnpmZicGDB7v93QcffIBXX30VBw8eRE1Njf31jIyMBtu6vubv8RORNAxkiAgbN25EQUEBli9fjuXLlzf4/ZIlS+yBjFQ2mw0A8NRTT2Ho0KFut/E1tfvuu+/GggUL8OWXX2LEiBH45JNP0LFjR3Tt2tW+TadOnXDo0CGsWbMG69atw3//+1+89dZbeO655zBjxgxZZXa0ePFijB07FiNGjMDTTz+NpKQkhIWFITs7G0ePHm2wfXR0tNO/1Th+IvKNgQwRYcmSJUhKSsLcuXMb/G7FihVYuXIl5s+fj+joaKSnp2PTpk2oqKhwapU5cuSI0/vatWsHoH7grqcWD18GDBiA1NRUfPzxx+jXrx82btyIf/zjHw22i42NxciRIzFy5EhUV1fjjjvuwKxZszB16lRERUUp+uxPP/0U7dq1w4oVK2AymeyvS52OrsbxE5FvHCND1MhdvHgRK1aswM0334y77rqrwc+kSZNQVlZmnzI8dOhQ1NTUYOHChfZ92Gy2BkFQUlISrrvuOixYsAAFBQUNPvfMmTM+y2Y2m3HXXXfh888/x0cffYTa2lqnbiWgfiq4o4iICGRlZUEQBKfuILnCwsIAAIIg2F/74YcfkJOTI+n9ahw/EfnGFhmiRm716tUoKyvDrbfe6vb3vXv3RsuWLbFkyRKMHDkSI0aMQK9evTB58mQcOXIEHTt2xOrVq1FSUgIATq0Xc+fORb9+/dClSxeMHz8e7dq1w+nTp5GTk4PffvsNe/bs8Vm+kSNH4o033sD06dPRpUsXdOrUyen3Q4YMQUpKCvr27Yvk5GQcOHAAb775JoYPH464uDjF5+Xmm2/GihUrcPvtt2P48OHIz8/H/PnzkZWVhQsXLkjahxrHT0Q+aDtpioi0dssttwhRUVFCeXm5x23Gjh0rhIeHC8XFxYIgCMKZM2eEe+65R4iLixMsFoswduxYYevWrQIAYfny5U7vPXr0qPCXv/xFSElJEcLDw4XLLrtMuPnmm4VPP/1UUvlsNpuQlpYmABBeeOGFBr9fsGCBMGDAAKF58+ZCZGSk0L59e+Hpp58WSktLve5XnDb98ssve/zcF198UUhPTxciIyOFq666SlizZo0wZswYIT09XfJ+/D1+IvLOJAgO7aZERAp99tlnuP3227FlyxbJM4aIiPzFQIaIZLt48aLTLJ26ujoMGTIEO3fuRGFhYYMZPEREgcIxMkQk2yOPPIKLFy+iT58+qKqqwooVK/D999/jxRdfZBBDREHFFhkikm3p0qV49dVXceTIEVRWVqJDhw6YMGECJk2apHXRiKiRYSBDREREhsU8MkRERGRYDGSIiIjIsEJ+sK/NZsOpU6cQFxfnlKiLiIiI9EsQBJSVlaFVq1Ywmz23u4R8IHPq1CmkpaVpXQwiIiJS4MSJE2jdurXH34d8ICOmKD9x4gTi4+M1Lg0RERFJYbVakZaW5nOpEU0Dmc2bN+Pll1/Grl27UFBQgJUrV2LEiBH23wuCgOnTp2PhwoU4f/48+vbti3nz5iEzM1PyZ4jdSfHx8QxkiIiIDMbXsBBNB/uWl5eja9euDVbNFf3zn//E66+/jvnz5+OHH35AbGwshg4disrKyiCXlIiIiPRI0xaZG2+8ETfeeKPb3wmCgDlz5uDZZ5/FbbfdBgD48MMPkZycjM8++wx33313MItKREREOqTb6df5+fkoLCzE4MGD7a9ZLBZcc801yMnJ8fi+qqoqWK1Wpx8iIiIKTboNZAoLCwEAycnJTq8nJyfbf+dOdnY2LBaL/YczloiIiEKXbgMZpaZOnYrS0lL7z4kTJ7QuEhEREQWIbgOZlJQUAMDp06edXj99+rT9d+5ERkbaZyhxphIREVFo020gk5GRgZSUFGzYsMH+mtVqxQ8//IA+ffpoWDIiIiLSC01nLV24cAFHjhyx/zs/Px+5ublITExEmzZt8Pjjj+OFF15AZmYmMjIyMG3aNLRq1cop1wwRERE1XpoGMjt37sTAgQPt/37yyScBAGPGjMH777+Pv/3tbygvL8dDDz2E8+fPo1+/fli3bh2ioqK0KjIRERHpiEkQBEHrQgSS1WqFxWJBaWkpx8sQBUB1rQ0f5RzD8ZIKpCfG4L4+bRHRxIw6m4Dt+SUoKqtEUlwUemUkIszMhVuJSBqp9XfIr7VERIGTvTYPC7/Lh83hcWjW2gO4vlMS9p20oqD09yzcqZYoTL8lC8M6p2pQUiIKVbod7EtE+pa9Ng8LNjsHMQBgE4D1eUVOQQwAFJZWYsLi3Vi3ryCIpSSiUMdAhohkq661YeF3+bLeI8Y7Mz7PQ51r9ENEpBADGSKS7aOcYw1aYqQQABSUVmJ7fonqZSKixomBDBHJdrykwq/3F5VxBXsiUgcDGSKSLT0xxq/3J8UxhQIRqYOBDBHJdl+ftlAyk9qE+tlLvTISVS8TETVODGSISLaIJmaM758h6z1i3DP9lizmkyEi1TCQISJFpt6UhYcHZDRomTGbgBuykpBqce4+SrFEYd7o7swjQ0SqYmZfIvILM/sSUSAwsy8RBUVEEzMe6N+uwethZhP6tG+uQYmIqDFh1xIREREZFgMZIiIiMiwGMkRERGRYDGSIiIjIsBjIEBERkWExkCEiIiLDYiBDREREhsVAhoiIiAyLgQwREREZFgMZIiIiMiwGMkRERGRYDGSIiIjIsBjIEBERkWExkCEiIiLDYiBDREREhsVAhoiIiAyLgQwREREZFgMZIiIiMiwGMkRERGRYDGSIiIjIsBjIEBERkWExkCEiIiLDYiBDREREhsVAhoiIiAyLgQwREREZFgMZIiIiMiwGMkRERGRYDGSIiIjIsBjIEBERkWExkCEiIiLDYiBDREREhsVAhoiIiAyLgQwREREZFgMZIiIiMiwGMkRERGRYDGSIiIjIsBjIEBERkWExkCEiIiLDYiBDREREhsVAhoiIiAyLgQwREREZFgMZIiIiMiwGMkRERGRYug5k6urqMG3aNGRkZCA6Ohrt27fHzJkzIQiC1kUjIiIiHWiidQG8mT17NubNm4cPPvgAV1xxBXbu3Ilx48bBYrHg0Ucf1bp4REREpDFdBzLff/89brvtNgwfPhwA0LZtWyxbtgzbt2/XuGRERESkB7ruWrr22muxYcMG/PzzzwCAPXv2YMuWLbjxxhs9vqeqqgpWq9Xph4iIiEKTrltkpkyZAqvVio4dOyIsLAx1dXWYNWsW7r33Xo/vyc7OxowZM4JYSiIiItKKrltkPvnkEyxZsgRLly7F7t278cEHH+CVV17BBx984PE9U6dORWlpqf3nxIkTQSwxERERBZNJ0PEUoLS0NEyZMgUTJ060v/bCCy9g8eLFOHjwoKR9WK1WWCwWlJaWIj4+PlBFJSIiIhVJrb913SJTUVEBs9m5iGFhYbDZbBqViIiIiPRE12NkbrnlFsyaNQtt2rTBFVdcgR9//BH/+te/cP/992tdNCIiItIBXXctlZWVYdq0aVi5ciWKiorQqlUrjBo1Cs899xwiIiIk7YNdS0RERMYjtf7WdSCjBgYyRERExhMSY2SIiIiIvGEgQ0RERIbFQIaIiIgMi4EMERERGRYDGSIiIjIsBjJERERkWAxkiIiIyLAYyBAREZFhMZAhIiIiw2IgQ0RERIbFQIaIiIgMi4EMERERGRYDGSIiIjIsBjJERERkWAxkiIiIyLAYyBAREZFhMZAhIiIiw2IgQ0RERIbFQIaIiIgMi4EMERERGRYDGSIiIjIsBjJERERkWAxkiIiIyLAYyBAREZFhMZAhIiIiw2IgQ0RERIbFQIaIiIgMi4EMERERGRYDGSIiIjIsBjJERERkWAxkiIiIyLAYyBAREZFhMZAhIiIiw2IgQ0RERIbFQIaIiIgMi4EMERERGRYDGSIiIjIsBjJERERkWAxkiIiIyLAYyBAREZFhMZAhIiIiw2IgQ0RERIbFQIaIiIgMi4EMERERGRYDGSIiIjIsBjJERERkWAxkiIiIyLAYyBAREZFhMZAhIiIiw2IgQ0RERIbFQIaIiIgMi4EMERERGRYDGSIiIjIsBjJERERkWLoPZE6ePInRo0ejefPmiI6ORpcuXbBz506ti0VEREQ60ETrAnhz7tw59O3bFwMHDsSXX36Jli1b4vDhw0hISNC6aERERKQDug5kZs+ejbS0NCxatMj+WkZGhoYlIiIiIj3RddfS6tWr0bNnT/zpT39CUlISrrrqKixcuNDre6qqqmC1Wp1+iIiIKDTpOpD55ZdfMG/ePGRmZuKrr77ChAkT8Oijj+KDDz7w+J7s7GxYLBb7T1paWhBLTERERMFkEgRB0LoQnkRERKBnz574/vvv7a89+uij2LFjB3Jycty+p6qqClVVVfZ/W61WpKWlobS0FPHx8QEvMxEREfnParXCYrH4rL913SKTmpqKrKwsp9c6deqEX3/91eN7IiMjER8f7/RDREREoUnXgUzfvn1x6NAhp9d+/vlnpKena1QiIiIi0hNdBzJPPPEEtm3bhhdffBFHjhzB0qVL8fbbb2PixIlaF42IiIh0QNeBzNVXX42VK1di2bJl6Ny5M2bOnIk5c+bg3nvv1bpoREREpAO6HuyrBqmDhYiIiEg/QmKwLxEREZE3DGSIiIjIsBjIEBERkWExkCEiIiLDYiBDREREhsVAhoiIiAyLgQwREREZFgMZIiIiMiwGMkRERGRYDGSIiIjIsBjIEBERkWExkCEiIiLDYiBDREREhsVAhoiIiAyLgQwREREZFgMZIiIiMiwGMkRERGRYDGSIiIjIsBjIEBERkWExkCEiIiLDYiBDREREhsVAhoiIiAyLgQwREREZFgMZIiIiMiwGMkRERGRYDGSIiIjIsBjIEBERkWExkCEiIiLDYiBDREREhsVAhoiIiAyLgQwREREZluJA5ujRo3j22WcxatQoFBUVAQC+/PJL7N+/X7XCEREREXmjKJD59ttv0aVLF/zwww9YsWIFLly4AADYs2cPpk+frmoBiZSqswnIOXoWq3JPIufoWdTZhIDuN1CfR0Ty8LvYuDRR8qYpU6bghRdewJNPPom4uDj764MGDcKbb76pWuGIpKizCdieX4KiskokxUWhV0Yi1ucVYsbneSgorbRvl2qJwvRbsjCsc6qkfYSZTQ22W7evwO1+b+2aitV7CiR/HhEFhqfvKL+LocskCILsULVp06bYu3cvMjIyEBcXhz179qBdu3Y4duwYOnbsiMrKSt87CRKr1QqLxYLS0lLEx8drXRxSmbubVrOYcJyvqGmwrRiWzBvd3emGJvXGt25fASYs3g2pXxhPn0dEgeHpO8rvojFJrb8VdS01a9YMBQUFDV7/8ccfcdlllynZJZFs4k3LMQAB4DaIAWC/uc34PM/e1OxpH4WllZiweDfW7au/zutsAmZ8nic5iPH0eUQUGN6+o/wuhjZFgczdd9+NZ555BoWFhTCZTLDZbNi6dSueeuop/OUvf1G7jEQNKAksgPobWkFpJbbnl8i68W3PL2kQ7Mj9PCIKHF/fUX4XQ5eiQObFF19Ex44dkZaWhgsXLiArKwsDBgzAtddei2effVbtMhI1oDSwEBWVVcq68RWV+ddd6u/7icg7qd8xfhdDj+zBvoIgoLCwEK+//jqee+457N27FxcuXMBVV12FzMzMQJSRqAF/b0ZJcVGybnxJcVF+fx4RBY7U7xi/i6FHUSDToUMH7N+/H5mZmUhLSwtEuYi8UnozMgFIsdTPSpLaxCzOYkq1RKGwtFJWd5bj5xFR4Pj6jvK7GLpkdy2ZzWZkZmbi7NmzgSgPkSTiTavhBGnPxG2n35KFMLPJ5z5MqJ+9JE7Fnn5LltN+5H4eEQWOt+8ov4uhTdEYmZdeeglPP/009u3bp3Z5iCSRctNqFhPu9HqKJcpp+qXcG9+wzqmYN7o7UizOrUGplig8PCADqS6vu34eEQWWp+8ov4uhTVEemYSEBFRUVKC2thYRERGIjo52+n1JiX5GhTOPTGjzlgPmhqwUv5LcyU2eJzWpHhEFFr+LoUFq/a0os++cOXOUlotIVcM6p3oNWPq0b+73PlyFmU2S9kukFCti//A72rgoapExErbIUDAwLTqphdcSUb2AZvZ1VFlZCavV6vRD1JhIzQ5M5AuvJSL5FAUy5eXlmDRpEpKSkhAbG4uEhASnH6LGgmnRSS28loiUURTI/O1vf8PGjRsxb948REZG4p133sGMGTPQqlUrfPjhh2qXkUi3mBad1MJriUgZRYN9P//8c3z44Ye47rrrMG7cOPTv3x8dOnRAeno6lixZgnvvvVftchLpEtOik1p4LREpo6hFpqSkBO3atQMAxMfH26db9+vXD5s3b1avdEQ6x7TopBZeS0TKKApk2rVrh/z8fABAx44d8cknnwCob6lp1qyZaoUj0js52YGJvOG1RKSMrEDml19+gc1mw7hx47Bnzx4AwJQpUzB37lxERUXhiSeewNNPPx2QghLpEdOik1p4LREpIyuPTFhYGAoKCpCUlAQAGDlyJF5//XVUVlZi165d6NChA6688sqAFVYJ5pGhYGDuD1ILryWielLrb1mBjNlsRmFhoT2QiYuLw549e+zjZfSIgQwFC7Oxklp4LREFMSFeML300kswmUx4/PHHtS4KUQNiWvTbul2GPu2bs+IhxXgtEUknK5AxmUwwmUwNXguGHTt2YMGCBbrruiIiIiLtyMojIwgCxo4di8jISAD1yxP89a9/RWxsrNN2K1asUK+EAC5cuIB7770XCxcuxAsvvKDqvsn4GkMzfKgfYyCPL9TPHVFjJyuQGTNmjNO/R48erWphPJk4cSKGDx+OwYMHM5AhJ41hYGSoH2Mgjy/Uzx0RGWD16+XLl2PWrFnYsWMHoqKicN1116Fbt26YM2eO2+2rqqpQVVVl/7fVakVaWhoH+4YgcYE91wtYfNaeN7q74SurUD/GQB5fqJ87olAXEoN9T5w4gcceewxLlixBVJS0bJbZ2dmwWCz2n7S0tACXkrTQGBbYC/VjDOTxhfq5I6Lf6TqQ2bVrF4qKitC9e3c0adIETZo0wbfffovXX38dTZo0QV1dXYP3TJ06FaWlpfafEydOaFByCrTGsMBeqB9jII8v1M8dEf1O0aKRwXL99ddj7969Tq+NGzcOHTt2xDPPPIOwsLAG74mMjLQPRqbQ1RgW2Av1Ywzk8YX6uSOi3+k6kImLi0Pnzp2dXouNjUXz5s0bvE6NS2NYYK9FU2kBudTt9CaQf8PGcH0QUT1ddy0RedIoFtiTOnzDoMM8Avk3bBTXBxEBMGAg880333icsUSNR2NYYK+4vMr3RjK205tA/g0bw/VBRPUMF8gQiYZ1TsW80d2RYnHuHkixRIXE1NrG0D0SyL9hqF8fRFRP93lk/MVFI/VNjayroZS51fFYWsRGYvJ/9uC0tdJj71FibDim3XwFUuJD57iDldk3lK4bolAUkNWvjYiBjH4x66ozd+ejWUw4zlfUwATfQ2Ea87mTi9cekf6FREI8Cl1i1lXXXB+FpZWYsHg31u0r0Khk2vB0PkoragAAlphwn/torOdOLl57RKGFgQwFHbOuOvN1PkwAopqYseTBa/Dan7siMTbC7X4a47mTi9ceUehhIENBx6yrzqScj0JrFcwmE1Is0Sgpr/a6bWM6d3Lx2iMKPbpOiEehiVlXnQXifDSWcycXrz2i0MNAhoKuMUwrliMQ56OxnDu5eO0RhR52LVHQMeuqMznng+fOPzx/RKGHgQwFHbOuOpNzPnju/MPzRxR6GMiQJph11Zmc88Fz5x+eP6LQwoR4pClmV3Um53zw3PmH549I35jZ9xIGMkRERMbDzL5EREQU8hjIEBERkWExkCEiIiLDYiBDREREhsVAhoiIiAyLgQwREREZFgMZIiIiMiwGMkRERGRYDGSIiIjIsBjIEBERkWExkCEiIiLDYiBDREREhsVAhoiIiAyLgQwREREZFgMZIiIiMiwGMkRERGRYDGSIiIjIsBjIEBERkWExkCEiIiLDaqJ1AYgoOOpsArbnl6CorBJJcVHolZGIMLNJ62IZAs8dkX4xkCFqBNbtK8CMz/NQUFppfy3VEoXpt2RhWOdUDUumfzx3RPrGriWiELduXwEmLN7tVBEDQGFpJSYs3o11+wo0Kpn+8dwR6R8DGaIQVmcTMOPzPAhufie+NuPzPNTZ3G3RuPHcERkDAxmiELY9v6RBa4IjAUBBaSW255cEr1AGwXNHZAwMZIhCWFGZ54pYyXaNCc8dkTEwkCEKYUlxUapu15jw3BEZA2ctEYWwXhmJSLVEobC00u1YDxOAFEv9dGItyZ3eHIzp0EY5d3rCaeqkBQYyRCEszGzC9FuyMGHxbpgApwpZrF6m35KlaWUjd3pzsKZDG+Hc6QmnqZNWTIIghPSQe6vVCovFgtLSUsTHx6u+f09PIHwyCQ1q/B31cC3otZIRpze73oTEszNvdHen8sndXq0y6vHc6YkWfxcKfVLrbwYyfvB0g7u1aypW7yngjc/g1KjA9FQJ6iGgci1Pv9kbPc4MErtutjwzyP5wIGd7tcuqp3OnJ1r+XSi0Sa2/OdhXIU+JsgpKK7Fgcz4TaBmcGonQ9JZMLcxsQp/2zXFbt8vQp31zzSsVudObtZwOrbdzpyecpk5aYyCjgLdEWZ4wgZZxqJEITe1kanU2ATlHz2JV7knkHD0bEteQ3OnNnA6tT/y7kNY42FcBX08gnjg+mfRp31z9gpEq5Dxhevo7qrEPkZ66p9Qkd3ozp0PrE/8upDW2yCjg75MFn0z0TY0nTLWeUvXWPaUmcXqzp04aE+oDNnF6s9ztKTh6ZSSiWUy4120SYsL5d6GAYSCjgL9PFnwy0Tc1njDV2Eeor/UjTm8G0CA4cTe9We72pB/GvELJKBjIKODrydATPjEagxpP/mrsozEMohzWORXzRndHisU5oEuxRLmdsit3ewq87fklOF9R43Wb8xU1hr5OSd84RkYBb4myPOETo3GokQhNjX00lkGUwzqn4oasFMnTm+VuT4HVWK5T0i+2yCjk6ckw1RKFhwdkIJVPjIamxpO/v/toTIMo5U5v5nRo/WhM1ynpExPi+YmZfUNbda0NH+Ucw/GSCqQnxuC+Pm0R0URe/K/0WhATjfla60frRGP8DjRuRrlOyXiY2feSQAcyFLr0MO3ZU+p3oL6C0LqVT6vs1u6CJAAhEzgZLQgUr1PAfTeq1tcpGRMDmUsYyJASelo7JnttHhZ+lw/HyUlmEzC+fwam3pQVlDK44y3Icketc+cueBKn/zoOOjVqrh09BNBKGLXcpF8hEchkZ2djxYoVOHjwIKKjo3Httddi9uzZuPzyyyXvg4EMyaWntWP0FFA58nWOPPH33MkJnrQ+R0ro9e8tldFakkjfQmKtpW+//RYTJ07Etm3bsH79etTU1GDIkCEoLy/XumgUwvQy7VnPeWTUyG4tl9ylQbQ+R3Lp+e8tFQdhkxZ0Pf163bp1Tv9+//33kZSUhF27dmHAgAEalYpCnV6mk6q5zIHatMhurSR4MtKyIHr+exPpma5bZFyVlpYCABITmVCOAkcv00n1ElC5o0V2a3+O0wg5TPT89ybSM123yDiy2Wx4/PHH0bdvX3Tu3NnjdlVVVaiqqrL/22q1BqN4FELErLy+ppMGOkOzXgIqd3ydI0/8OXf+HKcRcpjo+e9NpGeGaZGZOHEi9u3bh+XLl3vdLjs7GxaLxf6TlpYWpBJSqNDLmj56XiTR2znyxN9zp2RpECMtC6LnvzeRnhkikJk0aRLWrFmDTZs2oXXr1l63nTp1KkpLS+0/J06cCFIpKZToYU0fvQRUngQ7u7Xc4EkP50gOvf+9ifRK19OvBUHAI488gpUrV+Kbb75BZmam7H1w+rX/1JhSadRpmXoot97zc3g6Rxer6/Di2jwcO1uBts1j8PebshAdEeb35zGPDFHjEBJ5ZP7v//4PS5cuxapVq5xyx1gsFkRHR0vaBwMZ/6hxU+WN2X96CKjkCHQSP2b2JQp9IRHImEzuv7iLFi3C2LFjJe2DgYxyaiTnMnqCL5Ive20eFmzO9/j7hwdom5GYiIwhJBLiCYLg9kdqEEPKqZGcKxQSfJE81bU2LPzOcxADAAu/y0d1rS1IJSKiUKfrQIa0o0Z2W71kyKXg+SjnGHzFpTahfjsiIjUYJo8MBZcayblCNcGXUccvBKPcx0sqVN2OjMWo3w0yNgYy5JYaybnUTvClh5ukVgOX/T32YJU7PTFG1e308DcPtFA5Rg7qJ63oerCvGjjYVxlxdWNf2W29rWKsxj5EerhJajVw2d9jD2a5q2tt6DjtS6/dS2YTcHDmjYho4r1nWw9/80ALlWPkoH4KhJAY7EvaUSM5l1oJvsSbpOt4m8LSSkxYvBtrfypAztGzWJV7EjlHzwZk8LBWA5d9Hfu6fQVe3x/sckc0MWN8/wyv24zvnyEpiPHnuI0gVI6Rg/pJawxkyCM1stv6uw9fN0kBwKRluzFq4TY8tjwXoxZuQ7/ZG1WvBLQYuKy0gqizCfbA7v2t+UEv99SbsvDwgAy4xqdmk7Sp142hYpRyjP9YuQ8rd/8WsOBcLRzUT1rjGBnyaljnVNyQleJXH74/+/B1kwTQoBtDfKJVszlbi4HLciqIPu2bA3DfVSGF2gOup96UhclDOuKjnGM4XlKB9MQY3Nenrc+WGEDZcRuNlGM8W16NJz7ZA0Df3U2hOqifjIOBDPkUZjb5XWEo3UehVf7NT0B919WMz/NwQ1aKKgMntViZWG4F4WmcghSBWFE5ookZD/RvJ/t9jaFilFv2QATnauGq3aQ1di2RrpVcqFL0PrWbs7VYmVhOBeGtq8IbPa6o3BgqRrll13OXGlftJq0xkCFdS4yN8Ov9aj21a7EysZwKQkoXnLv3A/pbUbkxVIy+jtEdvY414ardpDUGMqRrKRZpi4N6ouZTuxqDn+WQU0EoCdgCVW5/NYaK0dsx+qLHLrVgfzeIHDGPDOmamItGSWuD1Bw1SsoUzARmUnKN5Bw9i1ELt/nc17ThndAiLtIQiddCJceKN0oGZy8b31u3g5xDJbkf6UNIrH6tBgYyxid3EGsoJuHyVUGomXxQTxpDxSgeY6G1EjPX7EdJeY3b7Yz6NyRSSmr9zVlLpHtis7W7p/Nbu6Zi9Z4Cp9dTQuypHfA960vsqpiweDdMgFMwY+TuGDVmzOmd4zFGh5sxYfFuAKHzNyQKNLbIkGF4ejpvDE/tUq3bV4DnV+c5TVsPte6YUKekS43fAQpFbJGhkOPp6dzT63q5uQe/HM7PJiH+rBJy5CaQbAxjiYi8YYsMhSS93NzVKoeUYEjNhfvkBF9qBGqNN+j07zO5WCOFMg72vYSBTOOjl5u7WuWQEgz5mt0VqJXG1QjUQi3oDNZnqvk3J9Ijrn5Nhua48KGcRfP0suCgWuWQukKyWgv3efq8AjcrMquxerNeVoDWohz+fiYXaySqx0CGdGfdvgL0m71R0YrWerm5q1EOOcGQGusT+VrmQHD4PDUCtVALOoP9mY1hTSoiKTjYl3TFU3eM1EXztLy5O451OHz6gt/lkBMMqbE+kZRlDhyDL39XqJZ6fO9vzQ9oEj8tyqHGCt/BWJNKL2OXiLxhIKMTvGH4fkqVsqK1VgsOKsnQ6qsccoKyGzunwmwCvDUamE1Aj/QEj78vLL0o6fMKSy/CLPHa9HYMUo9v5hcH7P8fiDErWpRDjYBbXK/JVxJEpWtS6WXsEpEv7FrSAX+6UkKJGt0xWiw46GmsgzdSyiEnKNt1/JzXIAaoD3J2HT/n8fcl5dWSPq+kvFqVgFFJMBmIMStalEON8xfINan0MnZJpHTMHDUODGQ0prcbhpaUPqU63uS255dg2vBOAIKz4KCvcSXuiJ9899VtsOanUx5vzL0yEhEbEeZ1X7GRYeiVkajKE35i00hJ+0hsGoke6QnwdQpNAGrrbB4rHzHolCMQY1aUrkQNAM+v3o+tR4plV7BqBdxi1uvkePUWawzWmCGpwQkf9MgXdi1pSI2ulFCi5CnVU/P3QwMyZC1dUF1rw0c5x3C8pALpiTG4r09bRDTxHedLGVfiqllMOAQAr339s1OZXctWZxNQUV3ndV8VVXWoswmqPOGnxEvbR0q8tBYgAcB97223/9v1GMPMJtzaNRULNudL+lzH/foaPyKHt+UdfJWj0FqFe9/5wf6a1K4XpUtKuOuCBgBBsDltZ7M5/9uRr2tdjfE7vkjttvI1Zm7uPd2REBvRqLvkiYGMpoJxwzASuX3+3m5yb2/Ol3yTy16bh4Xf5TtVzLPWHsD4/hmYelOW1zJLbQmZNLA9MpPjcKy4HK99fbjB73+/MV+FhNhIFJVVYuexEp+VqgDgo5xjGNs3Q9F4CceKsUVsJFLio5yWN3AlthKs+emUz2N25Tpgu84mYPUe5U/Vag7Y9rSel1zeBqW7BiE3ZKVg3ujuDZaU8BRwu6v8m8WE43xFw0UmT5dV46+Ld2O+SzmkXOuBHjAvdUC/lJahSct2Ox0Lx/A0TgxkNMTpk87kPKVKac2a+UWez2Rg2Wvz3LYI2ATYX/cWzLSQ2B3Tp30L9G7XHP1mb3T7+99vzD/6bOlwdexsuaInfE8Vo/geb/tQMq7EtZVRSWuWI6nnXirXpQGKy6qcBvhK4akl1VMLxK1dUyFlSQlPlb+7IMbRlBV77eWQeq0HcsC8nFZoKdeH63dF6uxGCi0cI6MhrWbY6Jn4ZJxi8d7nr8bA4OpaGxZ+571bY+F3+aiu9dxML6cfQsmNWQ6p5w7wPDZLrBgtlwIaT/tQMq4EcP67+B2gB2C8p7hu123dLrO3cvlzjID3JIMLNuej0Frl9Pppa5XT+Dgl47BE5ytqsO3oWVnXeiAHzMv53iq5PoKZf4j0gy0yGgr09EmjkrJonhqtWR/lHJM00+ejnGN4oH87t78vLq9y+7rS7ZTolvb7lGop505KxRjVxIwlD16D4gtVbvehdFyJSCybPwJ5TgF1jlFJEKJ2y1XOL8U4WGiVda0rGb8jhZzvrdLrQ09d8kyrERwMZDSkdMBfY+BpRWuRGq1Zx0sqJO3D23Z6aFVr1Sza6d++zp2UirHQWgWzyYTbul3mcRt/xpWIN/VUS5TiSjoYLZX+HqPSIETVliuYZF/rno7b24B5KaR2B7ZoGunzQc8XrbvkmYcneBjIaCxQN4xQJ07/9ScBXGuXAEDJdnLKEWY2+XVjdkdJE7+cxHe+uLYAtYiNxMRlu72O3UiICbc/mSqZtRTslkp3xzj5P3tw2uq7JVXJoGhHarRc9WnfHAcLrJK2TU+Msf+/lNY92WR0xfrbIqZll7y/GcpJHgYyOhCQG0aIk5MAzlPrhNQb47Gz5ViVe9Lt30VuOfy5MbtztrwKa346JeuakZP4TgrHFiAp4xLELZTMWtKqpdK1lev5W6W1pPpbmTq2XCkJgBNiwtG7XXNc3TYRs9Ye8Blw39enrdNrvlr35JLbFevpQc/bw4PWXfJMqxF8DGR0Qu0bRqhTY4zMyfPSWiaWbj+BpdtPAGjYNFwgcR/idkpuzN5U1wp4bHmu27J5IifxnVzb80t8zqQ5X1Ejab0md/TSUim1JVVpEOJYGfvTMpF9RxeEmU0IM5swvn+G19av8f0zJOVO8oeSrlh3D3rnyqswcemPAPTXJc+0GsHHQIYMSY2xKY7N6FKJTcOPD/4D2raIwZcSs4v+eOIc7ujRGoCnG3M1Ji7dDUB5S43UZms5ie/kCkRKATEHj95aKqW0pIpByF8X75a8X3eVsafASZzCvSq3wCkXjbugVkwj4JpHxmyCpJxJalA6wcHdg948s0mXXfJMqxF8DGTIkNSY8XVfn7Y+m9tdiZs6ZuWV8z6R+xuzfwnZpDZbSxlkq3R6bSAGP/ft0FK3T65qtKS6JrXzVBl7C5z+NqyTpK7pqTdlYfKQjoqyWKtBzQkOcrvkgzWDSA8TABobBjJkSGrcECOamH02t6slPTHW5zauN+aZn+9Hcbn3bhpXUpqtHc+d+B6Rv03zcgNMo6cf8FU5iuMlPDEBiA4Pw9wHuqO43P1UdynkBFQRTcwe0wkEg5oTHKQedzBnEDGtRvAxkCHDUuOG6Km5XW0dU+Ikbed4Y762XQtc/eLXij7PV7N1oGbLyQ0wjZx+QErlKHW8hNnsfaq71M+TQg+5TYI5wSHYM4iYViP4TIK7fNghxGq1wmKxoLS0FPHx8VoXhySSc7NV48bsuJCeIAj4aNuvahyG3b/v7uazonLnyue/grWyVvb7lo3vLelJNVCVmpxKV0/5NqSeD0+Vo7ilWDmuyj1pH4ztja/rQ+rn+aKncx0MdTYB/WZv9BhMiq0jvpYyUaKxnetAkFp/s0WGdMfTDWDa8E72BRUdKxk1xik4NrfX2QR8faBI1Xwvrv3hUivMn54fKiuYEW/MNpvQYMq4u8+sswnIO1VqHy8h5rvxl5wnbm/bBrP1QGrFI2d6rdRxEMVlVU5/LwC/561pGonnV+/3ezpvY8xtouUMIqbVCB4GMqQrnm62BaWV+L9L0y1FgXq6cR1D4g93gcW58mrM/EL6k1rbFjH46TffCc3EZuyLNXW4990fnPZ9a9dUrN5T4PSZMRFhuFhTB8c2WamrfkshJ8B0t20wn2jlVPJyKkcp06/NJjgtTiku3OlrGru7z/N0vhtrbhOtZxAxrUZwMJAh3ZC7Lo2vJ0l/nuaHdU7FQwMy/Bo74ymwcEc8lrn3XOXU6pS9Ng8/nZSWlbVZTDjOVdQ0qADFxQldVVTXNXhNXAnZJgCDOiYHpGvPsRvP06wZNVsPpA7IlVrJS630xKn504Z3wsSlP3rMAeN6fUkNYFx5K1djzW3CGUSNAwMZ0g2569J4e5L092l+3b4CvL05X1JQJVZQrtNoPQUWno4FACYt+1F24DT7zi5onRCDyZ/kynujFwu/y3daLdnb+JbnV+93WsE5JT4Sz996hdvznL02r0Fw6NoKpGbrQX358pxyrKTER+H5W+UPyBUreamV3oc5x/FhznGkxEfhoQEZDXK9KE2C6Im37svDp8sk7SPUcptwBlHjEJzkAUQSKLmJOlYyIvFp3rVyEp/m1/lIYie3ZSjFEoX5o7tj+98HY9rwTvhLn3T846ZOiAiT30SvpGJbn3caZpPJKZhQm7tzt25fAf66eHeDzy20VuGvbs5z9to8e2uPI7EVKHtt/TRlOYGFN7+Xz+U6sFY6lU9u94NYOUr96xZa61vEKmucxzmpFcSY0DDvz7p9Beg3eyNGLdyGx5bn4s1NRyXtK9RaJsRuYgAN/l5azSCqswnIOXoWq3JPIufoWUnLepB3bJEh3fDnJipWMmo8zUttGZo0sD36dmiJXhmJWJ9XiD++vElxMjt/HCosC/iTtOu5A4ApK/Z6fc+UFXvt57m61ubUwuPOwu/yMXlIR1XGNdTZBJ/lm3qpfHK7H5QuGXD+ovzZZ764q4w9dcv5Ii7mGWr0tDAvZzIFBgMZFeghL4NcwZ7eLGUf/iyOJ1YyaowFkFqRZibHoU/75oorDrU0jQoLypO047mz2QRJayptO3oWfTNb4KOcY5IW1/wo5xiyWlkklcfbMW/75azP8p2rqMF7W/LRIi4SibHhKPGQfNBd94OnyjHYXCtjua2JjkK5XUAPM4ga46yxYGEg4ycjRtjBzvEhdR9K16VxrGTUeJpvESttscQWsZF+VRxqSY6N8CsIlEvOmIucX4rRN7MFjpdUSNr+eEkFxvbN8HtcQ87Rs5I+b9baA15/7637wbFyXLT1F/wvr0jSZyolHvcrd3X1mAVY7jgzR+JinqE02NeRljOIGuussWDhGBk/+DsWQwtyyqzG8QXyHLmrZFSZpSD1PmLyr+JQS/HFWq9jAdRWf+5knCRIX6AzPTFGpXEN6oRzKZYor0/KYuX4h2RpmZuVcjzuvpktcFu3y9CnffMG58DfLsZQG+yrF2qN+yL3GMgo5CvCBuojbD0N5JJTZjWOT+4+fK1L48pdJeNrIKa7gZGuii9IGzRbfKFKtRu/Pw9hlqj6vCNid0eKJTDdTI7nTuqTrbjdfX3a+jxGs6l+O8DzsfgKLOyf266FpPK5MgFoHhuB1/7cFcvG98aWZwZJanlU+nnuJMSE23PJiKQet79djKE22FcvtM5nE+rYtaSQ0rEYWo6nkftU4O9YE7nnSPog2w7o26GF23Onxjongc49kRIfieduznLKF3OuvBoTlzZcxFGKfpm/n3/XsQBF1iqf3ScAcEOnJPRu1xzJcVF4ZPmPDcrheu56t2veYLq5q4SYcPRuV182KQt0ju+f4ZRPxp9xDb3b+y6fOwKAs+XVSLFEy+qGUPp5nrqLACg6bqVdjJyGHFjMZxNYDGQUkpsUS5zZ4mmsiBoD0XwFSYF4KvC2rdzPkz7ItqnXSsbfWQpiZeAtqHJs1ZGSudW54coEs5v++nlmZYNHU+Kjnf7tOBagziZg7jdHfAYc8+/rab9WmjQx+Tx3YWYTXrqji9fxTLNGdHa6Hv82rBOAhgt0mk3wmE3Y07gGd9c64Fz5vziic4Ns0FLJfTKWcj5cuXYXuVIynkPJjCotpyEbbZKEUsxnE1gMZBSSmxTL09NaYWl9TgvX3wdiQG0gngq8bSv389Qsnz9P82FmE27tmuq19eDWrqk+V3AWufa+nba6n6WgtDXF2/mQUsFm39HF6bxIPXfDOqdi/ujuDRLOiUsizPzigNvr8eDMjj4z+3rj7lp3l9Y/1RKFhwdkYFXuKdk5dpQ8GYvnY/qqfThdVm1/PTkuAlemNcOGA0VO14LpUgCn9qQAT4G8p6UqOA058LgidmBx9WuF6mwCrnz+K5S7SfOuBjmr2npbGVcA8MTgTLRtEYsWTSMx+ZNcnLZWeX0q2PLMIABAv9kbfT5BeFs1ts4moMcL6722BjSLCceuZ2+wLxDY5fmv3KbOF8VEhGHv80MlfeGVPvH5WjEXqL/pOh67uxuzt8ytUs7f1iPFuPcd70sbAMCSB69B3w7ex2i4y3CrVsXhep7FbjJ/V2p2R85Ud/Hz5t7THQmxEfULMMZGYvJ/9uC0Vfl17at8rue5WXQ4zl/0PLU7UNNuPV3/WreEqLWStxE1tgDOX1z9OsDqbILXCtdfUqfkSRlQ+9rXh+2vNYsJt+/b11NBMJ4gHN9dZxNwscb7Ob1YU4c6myApNb2cG4bjzb24rMpn947r+CDXVozisiqnhQBdScpnY5XYNSdxO9f2IrWeYVy7svrN3hiQaaZyp7qLnzfzizynwOT5W+Vf11Iqf08VtKcgRhSoabeeuuXkTENWO+hp7NOQh3VOxaCOyX61SFJDDGQU+ijnWMDzdUgZMCyl0nVU6qF1xF0zt79jTbbnl0hKSiYe30c5x+CrbhUuJU17oH87j9vITTzlLuiRwnUchWMFsSr3pKJ9OCopr/b4OznbeTofp61VqifiCuTihEqmurv7PLnXtZSgWGk+IT0v1hiI1gOp18f7W+sTFYba2Bl35/SdLflskfETAxmF8s+WB+2zXAcMuy7SJ4fg8l+RTQDe3pyPq9okNAhmlD5ByB3sKydpmidyn/j8ycqr5vggdxKbSkvM5207tZ+AAzWg3NN+HVfKLvPRsiHn86SOA5IaFPubT0hv024DlYVW6nE6tmZ6W4TUSJjZN3AMEcjMnTsXL7/8MgoLC9G1a1e88cYb6NWrl6ZlCubzga8Bw2oR0LBS8+cJQm5lnpYgLWmat+3ktAj0ykhU9BQtZYaBlGmwibHhKLRWIufoWbfjF06XXpRUnkOFVuQcdT8GwleLnXg+Xlt/CH3atwAEeMwaq+aA8uKyKqzKPXlpTE2V24HBnS+LbzBAVil35fLVxSInCPQ3EJGaTdoTNZcRKSy9iJlfHFAU/Poqh5JB1OIipPMNXNGHapea1uOtRLoPZD7++GM8+eSTmD9/Pq655hrMmTMHQ4cOxaFDh5CUlKRZua5KS8BH234N6mcGMogROTZz+/sEIXcac0eJ2VG9bSenRUDJU7TU8UFSllsoKa/BEx/nAvA8o0SK+d/+gvnf/uLXPt7cdLTBCsmOQYrUa0FKAGc2wev4IaD+OlQjY7I/01qlBsXbfjnrdyDi+mQkp4II1DIinnjqDpNSDn+W0nBchNRoAtnlqhU9DVzW/Qijf/3rXxg/fjzGjRuHrKwszJ8/HzExMXjvvfc0LVdqs2jfGxnU5kNFWPnjSfx95V6/MvuK05i9cZzGXHJR4pgQL9vJaQVS8hRtMgEPDXA/ZbbOJiDn6Fmsyj2JnKNnYZPRlFBQWokFm/P9qrzV2Ifr/v66eDfmrD+E51fvl3QtSFkqIVjJrsXPnzY8C9vzS+x/F1/ZqMW/4dYjxZI+Z+KS3dhxTNraTp44ZpNet68A/WZvxKiF2/DY8lyMWrgN/WZvdLucRyCXEfHF8fsjtRz+LKUhLkJqRKGW2Vdvy/PoukWmuroau3btwtSpU+2vmc1mDB48GDk5OW7fU1VVhaqq328KVqs1IGU7V65sjIoRzNv8i89tpDxB1NkErN7j/YJevacAfxvWCWFmkyrjSnqkJ3id9gzUtwj0SE/AruPnJH2eI09jidxNuzXgg6NbczYc8fp78VoYMXcLuqU1w99vysJDAzKw8Lt8n4O3AynlUgvVjM8b5nWZcVvnBmNkzpVXYcbn+522leL8xRqf58gXsavtWHG50yxDUcGlCmLuPVfZM0K3aBrpNcD01F3hOO4oLSEG73z3i6IxYi0ujc2S220iDrZWMtbvpXUHMKLwMp/j9KQkTAxmN0goZfbVYzeZrgOZ4uJi1NXVITk52en15ORkHDx40O17srOzMWPGjICWq84m+Gwabyy8PUFI6bpxDIbkdkW5s+v4OZ9P/Dahfjt/mrldBwy760LS0TJbQbH3pBV7T1qD3uXqSlzC4lx5ldvMvqfLqt0modSKlK42oL6SmLTsR8nXlbuHjey1eQ0yKyt2aR/Ku03kV3LiNTZr7QGP2aDlJEwMVjdIKGX21WM3me67luSaOnUqSktL7T8nTpxQ/TP0sOKxXnh7gpDbnCq3K0qkpDugqKxScTO34xe1ziZgyoq9Mt5NgZbRIha9MhLx1Kc/ed1OD0EMIC/gVRKAiN+v7LV5WLBZpSAG9YPCHfcvtRxit0Sh5PxHDdkEYMHmfGSvdV5k1lOXx/mKmgZ/72B2g6izors+6LGbTNeBTIsWLRAWFobTp087vX769GmkpKS4fU9kZCTi4+OdftRmlH7MQJKyirTc5lSpXVGOYxxcxxO8uUlaE3+zaP9XjC4qqx/oqZcKkerlnjiH7w8XBzRhpZEkxUWhutaGhd95XnJDCXGAcwuJaQJaNI1UnG/Hk4Xf5aO61gZAWcJEwPdYP7X4u6K7Xuixm0zXXUsRERHo0aMHNmzYgBEjRgAAbDYbNmzYgEmTJmlWLiP0YwaSrycI+zROayUSY8NRUu45Pbtjc6rcrih/csD8L68Qf7y8ftab3Ky8oqS4KGw5fEbBp1Mgbc8vwY+/nte6GJpz/H69v1W9lhinDwCkL9cuqN+abXNIkKlWwsRA8mcNOL3QYzeZrgMZAHjyyScxZswY9OzZE7169cKcOXNQXl6OcePGaVamXhmJiIkIa7RPfMleElRJncbpLhiS02Tp75PdryXOOVpc0+y/syVf0hf14x3ajgehhg6dvqB1ETTn+v0KRAJPcaZVscSJD1K3k0tMkOlPS3kwW9nlLBGhR3pcAFP3gczIkSNx5swZPPfccygsLES3bt2wbt26BgOAg+mf6w5oGsRYopvgrXt7oPhCleTWA3V5zmchtYXEXTp4OU2W/j7ZtW3unFTPdZbDtOGdMHHpjz6/qK1CeBq+FiYNbI+T5y5iZe4prYtiaK7fr0BUKYFYtV40bXgn7DtZKuk6SE+Mkb1/f8pG/i9fozbdBzIAMGnSJE27khwFoq9ZLrPJhN7tmtuzuL6zRb3cIVKctjZMiOerhcQEIDE2As8O71R/0zDVP9FtPVxs///EmAifn20CcOpcBX4p9u8Js2vrZvaMuuvzCt0mdnpoQEaD5HIplihMG54FS3QEVuWehOXSWBvyj9jK9cQNl2PbL2cZyMggnrtX7urqMSuzmgk8XbsO5HY1SNl2bN8M1NkErNpzymcqhfv6tJVUDinHQtLpqZvMEIGMnnyUc0zzabWOCy06NvMB0rur/eEuV4CUKXlny6vxa0kF/vnVIcWBlwBgso/ZKFKIM1o8TcEtLK3E25vzMfee7kiIjXDKNTJ91U84U17rdxmonnjbu/vqNljz0ym0iI3UzdRovRPP3d9v6oSDhVb7emg90hOcKhS1Eni66zrw1dUgALj76jSs+enUpdbOLExc6rtbIsxswvj+GViw2fOD4/j+GfZ8Mt7KIfVYSB69dJOZBEHLlFWBZ7VaYbFYUFpaqsoMpudW7cOHOcdVKJl/Jg1sj8zkOHsU7K5VIRiWje+NPu2bY1XuSTy2PDeonx1o4tPalmcGec0XQ/5JiAmHAOfp0IEOZFo2jUCTMLPf3xd/y3ll63icKat2KkdsZBgqquqcKmKzCbi+UxL2/mZ1mrbsaU0q86XV7MU8K3U2Af1mb/T7eMXcK+6exN3dgzzlb3G3lIanvC7uct+4Hp8jd+P03F1jWqXTJ+mk1t8MZGRauPkoZq11n4xPK643l0JrJWau2e9xtpCaJg3sgMzkphqN1QmO+3q3AWDC4m3Hg9Li1RhMvbEjUixRHjPZBsPgTi3xQL/22HqkWPK0fVfNoptg7r09UFhaiac+3SM7k7EJcMrW6+l8iC0MlugmKL34e2tgdLgZF2tsHvf/8IDfK3sxj4wSYpJBMWBxzcorrlDtGOAcK67AnK9/bvCdEds+HI/bV7fExeo6vLg2D8fOVqBt8xj8/aYsREeEeSyvnMy+gVz4UC+LKhqV1PqbXUsydUxRPy+Nv9wt4hgdblbc3TSiWyu0TohusIigO44VgK+lAYxK60y1oWjvb6VIio/CBznHNCvD1wfO4I1RPfyasXL+Yi0gAOcrqhUvxzDziwPY8swgAEC/2RvdbiPu2jGIAeA1iAHq86xMHtIRYWaTzxxN3mQmN7WnPHDXKum6QrXYAuQtjb143L4qdtcWlu8OA18fKPLYMiR2S7nr8nB9LZALH+ppUcVQx0BGpk2HirQuQgPe1jNR0t3UOiEGT9zwB/x390lZA+dCMYihwFiztwBr9gZ3YTl3Hl22G5f7+XDy/S/FKKtUNmbKMY8JLv2/msQ8K1mtLH7tu0VspKQs1uIK1Wqlsfe26rq7ZSa8BQqurSPnyqswcemPPld0V8JTucWFWJ8Y/AdMGtRBcesMW3qcMZCRYd2+Ary39ZjWxXDL3Y3BdVR5kbUKs9b67v5xHUQsZeAckRGtP1CE9Qf8ezh5//tjuPEK/56wi8oqUVcXmG/Z8ZIKtIiTln3Xk8n/2YORV7f2OR5IXKFaas4Yd61h9oSapRcx84sDXldd97TsgGsQ4q51xGxyf1/zd+FDKTmuXvv6ZyzbftxjPi5v2NLTkK6XKNAT8eLUO9cbg9jEelu3y3B/vwz74DtPEmLC0bvd74GQ0vT9RI1FeVUdPt39m1/7SIqLwo8n5K/GLkV6YozfeVJOWyvxb4krfOf8Uqw4t4zjkiNPfLIHJeXyViJ3t+yAp/WXvLUgu7aUySE1x1WhtUr2Wk+ejiWY60bpEQMZiYyyUKS3G0iY2YSX7uji9f3Zd3RxegIZ1jkVW54ZhGXje+Pfd3fDpIHtVSsrEdW3DPRIT4AtAPMuxDwrYo4Vb20L3hoe5JXMhB7pCV73J35ej/QE+789VdJyuS7q6k8GcCXjp+S+R+paT96OJdjrRukNAxmJ1Exh/Y+bOuLfd3fDtOGdVNunlEUcgfrAZP7o7kiJdw54Ui1R9oF6rhxbdfp2aKlamYmovmVg1/FzMJvUH+Mg5lnxtfqyCcCjgzJV+cw+7Ztj1/FzPsfMiccNyF/wUYqiskq/H0CVtGTJeY+clh85444aG46RkUitFNbNYsJxf792qmbllZvYyZ+MjEqyZxKRd1uPFKs6WN5dnhVfaeWrar3PgJJC7Jpe85O0zMziA2IgWryT4qIUP4D6k/FXyT1SSjnlrEXX2DCQkUitCvwlh64buVl5PSWSUrK+hdKMjBwETKQ+pXlsHPVo0wxXXGZBemIM7uvT1p7x1pG3h5ico2f9LoPYNS13jIyala9jEKKkdcLfjL+u93UppJyvQKxpFSoYyEgkpwJvFhMOQRCccj6keFgx2tNTUuqlNX0c0+OLN5y/Deuk6dQ7T2UO1TwyRFJoHdgvfrC31yRxIk8PMVLXTJo2PAv/b01egwzDjg9Tctdfklv5JsSE41xFjc9lDqQ8gLret9RY+FC8Rz6/2vk8uZLT8iP3nDYmzOwrk6epb3df3QZtW8T4zCLpiRHzAjTMy1CNiUuDt+YTkR6I39KHBnhfFyiQbshKwsK/XO33fsQBt4D7AGGeQ8I7X/crqfsCfl9CwVvAkRgbjmk3X4GUeM9LIribhuyrHK7rqamd2ffNjYc9ZmsGICtfjZxzGgq4RMElagcygDGDjmCRs85Jy7gI/PSbtcE+fKVdD1VqPNFr3SqgJ57WITKZICsLb8umEThzwfM0YMfKc92+Arfp+2/r1qpBl7Ac3r4vagUxIjXzlMjZl5JKWuq9WOvcK1qdU6NjIHNJIAIZ8k7OOiee1lAprajB/e9vx6nSSrSyROG9sb0QZjbhiY9/xK/nLqJNQjReG3kVthw5g79/mouSSv8Cn3t7t8Yn239DjQ0INwNfPvpHdEhpitxj5zFi/lb7dp/9tS86pDS1lyMtIRr39mwDa00tosPC8PL/DuLMhWpENDGhqMx3DowwU32gt+aRAUhpFoULlbX2ff9cWCY5KPlDUiyWP3QtEptGoORCNe5++3sUlVWjRWw4buvWGmfKq5AaH4mdx0vw2/kq+/m7WF2H29/agpLyGiTGhuOR6zMx5b97PX6uJaoJSj1ksTWbgOax3it90aSBHWCtrAnIAqz39W6Dm7q0sl9j1bU2fJRzzL4y9H192mLjwdMNmv1TLVGYcmNH7DxW0uB6dLxO0xNjcEOnZJyvrHFbeXqqXB1fP3y6TNISIH/pk44bO6f6/L6oTc2HNTn7CmQlrfUDqFbn1MgYyFzCQCb0OX6p5S5eGagnmZyjZzFq4Taf24mrh7vTc+b/UCxh4c8WseHYOW2I7DJ64q0ycRwo2iI2EjABxReq7DfT7fklko8bgKRt5fJ2Th1pWRmocX2EqsZSSZNvXDSSGg3HwYvilHY5fe2BuEmqMTBvzSMD0PulDT4/a80jA5QX1A1f0/O9Vaxyj1vNqfxyBzsqnbmnBg7c9EzLvwsZExPiUUiRkvjrxdu74ParLrOvKaVFOQDf0ztTmkUhOtz7VzQ63IyUZupPt3RMgijnPMk5bm/byuXvlNlgU+P6IKJ6DGQo5HhaIyrFEhXUUf1qlOPAzBs9BjPR4WYcmHmjKmVVk5zj9rRtqiUKDw/IQKrE14P9t1WDXq5TIqPjGBkKWXrpa1ejHIXnK3HzG5thraxFfFQT++BgPZNz3FIGyEp53YhC6ViI1MTBvpcwkCEiIjIeqfU3u5aIiIjIsBjIEBERkWExkCEiIiLDYiBDREREhsVAhoiIiAyLgQwREREZFgMZIiIiMiwGMkRERGRYDGSIiIjIsEJ+9WsxcbHVatW4JERERCSVWG/7WoAg5AOZsrIyAEBaWprGJSEiIiK5ysrKYLFYPP4+5NdastlsOHXqFOLi4mAy6WshNqvVirS0NJw4cYLrQHnB8+Qbz5E0PE/S8DxJw/Pkmz/nSBAElJWVoVWrVjCbPY+ECfkWGbPZjNatW2tdDK/i4+P5JZCA58k3niNpeJ6k4XmShufJN6XnyFtLjIiDfYmIiMiwGMgQERGRYTGQ0VBkZCSmT5+OyMhIrYuiazxPvvEcScPzJA3PkzQ8T74F4xyF/GBfIiIiCl1skSEiIiLDYiBDREREhsVAhoiIiAyLgQwREREZFgMZHTh27BgeeOABZGRkIDo6Gu3bt8f06dNRXV2tddF0Z9asWbj22msRExODZs2aaV0c3Zg7dy7atm2LqKgoXHPNNdi+fbvWRdKVzZs345ZbbkGrVq1gMpnw2WefaV0kXcrOzsbVV1+NuLg4JCUlYcSIETh06JDWxdKVefPm4corr7QneOvTpw++/PJLrYuley+99BJMJhMef/xx1ffNQEYHDh48CJvNhgULFmD//v147bXXMH/+fPz973/Xumi6U11djT/96U+YMGGC1kXRjY8//hhPPvkkpk+fjt27d6Nr164YOnQoioqKtC6abpSXl6Nr166YO3eu1kXRtW+//RYTJ07Etm3bsH79etTU1GDIkCEoLy/Xumi60bp1a7z00kvYtWsXdu7ciUGDBuG2227D/v37tS6abu3YsQMLFizAlVdeGZgPEEiX/vnPfwoZGRlaF0O3Fi1aJFgsFq2LoQu9evUSJk6caP93XV2d0KpVKyE7O1vDUukXAGHlypVaF8MQioqKBADCt99+q3VRdC0hIUF45513tC6GLpWVlQmZmZnC+vXrhT/+8Y/CY489pvpnsEVGp0pLS5GYmKh1MUjnqqursWvXLgwePNj+mtlsxuDBg5GTk6NhySgUlJaWAgDvRR7U1dVh+fLlKC8vR58+fbQuji5NnDgRw4cPd7pHqS3kF400oiNHjuCNN97AK6+8onVRSOeKi4tRV1eH5ORkp9eTk5Nx8OBBjUpFocBms+Hxxx9H37590blzZ62Loyt79+5Fnz59UFlZiaZNm2LlypXIysrSuli6s3z5cuzevRs7duwI6OewRSaApkyZApPJ5PXHtbI5efIkhg0bhj/96U8YP368RiUPLiXniYgCa+LEidi3bx+WL1+udVF05/LLL0dubi5++OEHTJgwAWPGjEFeXp7WxdKVEydO4LHHHsOSJUsQFRUV0M9ii0wATZ48GWPHjvW6Tbt27ez/f+rUKQwcOBDXXnst3n777QCXTj/knif6XYsWLRAWFobTp087vX769GmkpKRoVCoyukmTJmHNmjXYvHkzWrdurXVxdCciIgIdOnQAAPTo0QM7duzAv//9byxYsEDjkunHrl27UFRUhO7du9tfq6urw+bNm/Hmm2+iqqoKYWFhqnwWA5kAatmyJVq2bClp25MnT2LgwIHo0aMHFi1aBLO58TSWyTlP5CwiIgI9evTAhg0bMGLECAD1XQIbNmzApEmTtC0cGY4gCHjkkUewcuVKfPPNN8jIyNC6SIZgs9lQVVWldTF05frrr8fevXudXhs3bhw6duyIZ555RrUgBmAgowsnT57Eddddh/T0dLzyyis4c+aM/Xd8qnb266+/oqSkBL/++ivq6uqQm5sLAOjQoQOaNm2qbeE08uSTT2LMmDHo2bMnevXqhTlz5qC8vBzjxo3Tumi6ceHCBRw5csT+7/z8fOTm5iIxMRFt2rTRsGT6MnHiRCxduhSrVq1CXFwcCgsLAQAWiwXR0dEal04fpk6dihtvvBFt2rRBWVkZli5dim+++QZfffWV1kXTlbi4uAZjq2JjY9G8eXP1x1ypPg+KZFu0aJEAwO0PORszZozb87Rp0yati6apN954Q2jTpo0QEREh9OrVS9i2bZvWRdKVTZs2ub1uxowZo3XRdMXTfWjRokVaF0037r//fiE9PV2IiIgQWrZsKVx//fXC//73P62LZQiBmn5tEgRBUDc0IiIiIgqOxjMQg4iIiEIOAxkiIiIyLAYyREREZFgMZIiIiMiwGMgQERGRYTGQISIiIsNiIENERESGxUCGiIiIDIuBDBHpUk5ODsLCwjB8+HCti0JEOsbMvkSkSw8++CCaNm2Kd999F4cOHUKrVq20LhIR6RBbZIhIdy5cuICPP/4YEyZMwPDhw/H+++87/X716tXIzMxEVFQUBg4ciA8++AAmkwnnz5+3b7Nlyxb0798f0dHRSEtLw6OPPory8vLgHggRBRwDGSLSnU8++QQdO3bE5ZdfjtGjR+O9996D2Hicn5+Pu+66CyNGjMCePXvw8MMP4x//+IfT+48ePYphw4bhzjvvxE8//YSPP/4YW7ZswaRJk7Q4HCIKIHYtEZHu9O3bF3/+85/x2GOPoba2FqmpqfjPf/6D6667DlOmTMEXX3yBvXv32rd/9tlnMWvWLJw7dw7NmjXDgw8+iLCwMCxYsMC+zZYtW/DHP/4R5eXliIqK0uKwiCgA2CJDRLpy6NAhbN++HaNGjQIANGnSBCNHjsS7775r//3VV1/t9J5evXo5/XvPnj14//330bRpU/vP0KFDYbPZkJ+fH5wDIaKgaKJ1AYiIHL377ruora11GtwrCAIiIyPx5ptvStrHhQsX8PDDD+PRRx9t8Ls2bdqoVlYi0h4DGSLSjdraWnz44Yd49dVXMWTIEKffjRgxAsuWLcPll1+OtWvXOv1ux44dTv/u3r078vLy0KFDh4CXmYi0xTEyRKQbn332GUaOHImioiJYLBan3z3zzDPYuHEjPvnkE1x++eV44okn8MADDyA3NxeTJ0/Gb7/9hvPnz8NiseCnn35C7969cf/99+PBBx9EbGws8vLysH79esmtOkRkDBwjQ0S68e6772Lw4MENghgAuPPOO7Fz506UlZXh008/xYoVK3DllVdi3rx59llLkZGRAIArr7wS3377LX7++Wf0798fV111FZ577jnmoiEKQWyRISLDmzVrFubPn48TJ05oXRQiCjKOkSEiw3nrrbdw9dVXo3nz5ti6dStefvll5oghaqQYyBCR4Rw+fBgvvPACSkpK0KZNG0yePBlTp07VulhEpAF2LREREZFhcbAvERERGRYDGSIiIjIsBjJERERkWAxkiIiIyLAYyBAREZFhMZAhIiIiw2IgQ0RERIbFQIaIiIgMi4EMERERGdb/B4Uak2FBVdKCAAAAAElFTkSuQmCC\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "sns.boxplot(x='Survived', y='Age', data=df1)\n",
        "plt.title('Age vs Survived')\n",
        "plt.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 472
        },
        "id": "s_-994SzJvcE",
        "outputId": "3a797544-ebe4-4e68-847b-605ae8eee5f1"
      },
      "execution_count": 22,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ],
            "image/png": "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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "corr = df1.corr()\n",
        "plt.figure(figsize=(10,7))\n",
        "sns.heatmap(corr,annot=True)\n",
        "plt.title('Correlation Heatmap')\n",
        "plt.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 696
        },
        "id": "XcHpr0IkK4_8",
        "outputId": "cfc73146-2991-4c25-ed3b-cba7a646c966"
      },
      "execution_count": 23,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1000x700 with 2 Axes>"
            ],
            "image/png": "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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "#Pairplot\n",
        "sns.pairplot(df1, hue='Survived', diag_kind='kde')\n",
        "plt.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 916
        },
        "id": "koQozRxmMpfS",
        "outputId": "12805c19-da66-434c-d457-0ac135a72206"
      },
      "execution_count": 24,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 2072.11x2000 with 72 Axes>"
            ],
            "image/png": "iVBORw0KGgoAAAANSUhEUgAACAkAAAeuCAYAAACb7PiNAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjcuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/bCgiHAAAACXBIWXMAAA9hAAAPYQGoP6dpAAEAAElEQVR4nOzdd3hc5Zn38e+ZXtS7rGK5V7CNMb0YMJ1QQk3CBpIlFXZDSNlN3iSbTQIOJCFlU0iFhBJ679WUAAbcce/qvc5oNPW8f4wLQiNZkkcayf59rssX6Dyn3NLMM+fMee5zP4ZpmiYiIiIiIiIiIiIiIiIiIiJyyLOkOgAREREREREREREREREREREZHUoSEBEREREREREREREREREROUwoSUBEREREREREREREREREROQwoSQBERERERERERERERERERGRw4SSBERERERERERERERERERERA4TShIQERERERERERERERERERE5TChJQERERERERERERERERERE5DChJAEREREREREREREREREREZHDxGGXJGCaJp2dnZimmepQRGQI1HdFxh/1W5HxSX1XZPxRvxUZn9R3RcYf9VuR8Uf9VkQkscMuSaCrq4vMzEy6urpSHYqIDIH6rsj4o34rMj6p74qMP+q3IuOT+q7I+KN+KzL+qN+KiCR22CUJiIiIiIiIiIiIiIiIiIiIHK6UJCAiIiIiIiIiIiIiIiIiInKYUJKAiIiIiIiIiIiIiIiIiIjIYUJJAiIiIiIiIiIiIiIiIiIiIocJJQmIiIiIDFE0Gh1X+x2NY8RisRHZ70eZpjnixxARkcEbjfOWiIyMWCy27/ptNK7jRERERERkbLGl8uB/+MMf+MMf/sCuXbsAmDNnDj/4wQ8499xz+93moYce4vvf/z67du1i2rRp3HrrrZx33nmjFLGISHLtavGzvqaDF9Y3kO60cenRpeSnOSjL8aY6NNkjHA5T1R7ktc2NrNzdTkWehwvnTSDPa5Cbnp7q8GQgIT9m2y5Y9xB+bzl1Jefw6Ift1HT28IPFhaQHKrGuuRdLNET4iKvoyZrGLW+24LZZuOSoMmIxk3DM5J0dLWyt9zGnJIOFE7Op7+ihMMNFuStAfmA71rX3Y2ZNxDjiMqh6D7a9BGlFROZ9hu09aeRa/Ng7K2nwzuDhjd3Ud4Y4cWoeFbkeMt12ajt6eGpNLR6HjUsXFDHR1kp31MbLu8OsrO5mamEaJ0zJJcNlJxCO8vAH1XT2hDl7bhFzJ2QQicR4el0dFx9ZwKrKNl7Z2k5xhoszZhXS5OthWkE67+9sZfmuVk6amse0wjRa/SFmFKURixlsrO/kuXX1pLmsXHZUGT3hKPctr6Q818Op0/Op6wgwIctDQ0eAggwXnYEw0wq8gMG2Zh9Pr6nD7bBy1uwigpEoRRkuLBawW60892E9Oxp9LJiYxeIZBVTkuLFarQA0dPawsa6Tx1fX4nVYuXJRGWXZHrwuK7VtPTz/YT0f1nZw2cISctNcPLaqmnZ/iG+elENhsBLrmvvAYiEy7zPUWUv5+VvNFGS4uWxhCROy3KS77L3eDq3+ILtbunnwgyqC4RiXHFXCjKJ0CtJd1LR1886OVpZtbqQi18slC0ooznLhcaT0UvmwsrvZz4d1HbzwYQNpTiuXLSwlP905rPNhS1srzd0mj6ysprYrwlnTs1lYkUNJXtawYqtpbue9HS28sq2d0gw7nzyqlHyPQXZW9pD3VdXqp74zyCMrqukORTnviCJmFaczMTdtyPsKBILUdoV5aWMD66o7mFaQxvlHFpPntZGd5h7y/na3+NnV4ueJ1bUYwCULSijP8VKe6xnyvsaymtZu2gJhHllZTVNXkFOn57OoIoeKPF17DVZ1m49Wf4SHV1TT5g9xxqwC5pdlUZE39PfxgURadmFp2oCx/lGwuWD+Zwinl+LIKUvqccLhMJXtQV7b1MiqynYm53v5xLwJZHss5Kcn973h62zF4auF1fdh89cTmnoulB+LK7c8qccBqGzxs63Jx5Ora3FYLXxyYSmlWW5Kc5LbryN7/n6vb2nig11tTMz1cNH8CeR7beSkJ/dY/mCE2vYAj66spqotwJmzClk0KYcJWUP/3Dvc7G720d0dwOv10NgV5NGV1fiCUc6ZW8Ts4nSafSEe+qCKcMzkzFmFuB1WPA4rGS4bz6yrZ15pJgsK7aSHGmDtA9g6K+k45iYanRN5fHUtVa3dHD0xm1Om5zM5P/mfByIyNJUtfuo6enhkZQ3BcJRPzJ/AtII0Jubqmudw4evpoaEzzEsbGlhX08n0wvj3hYJ0KxnuQ+sa/3BW09pJdXuIR1bUEIrGuHDeBKbleyjL0z3LsaCps5vW7ghPrK5ld0s3R1dkc+r0fEozHTgcjlSHJ4JhpvCRrKeeegqr1cq0adMwTZO///3v/OxnP2PVqlXMmTOnz/pvv/02p5xyCkuXLuWCCy7gvvvu49Zbb2XlypXMnTt3UMfs7OwkMzOTjo4OMjIykv0ricgIORT7bmWLny/8YwWbG7p6Lf/iKZP5t+PKlSgwRnxY08Gn//IunYHIvmU2i8Efrj6KYyvSyPDoBlh/UtpvwwHMjU9hPPZFumdezrMl/8E3n64C4KUvzab8g1twrn+w1yaRisW0nPUbjv3Nh8wtyeDrS6bzlXtWEoruf7IqzWnjV1fN53evbuMX5xUx+cEzwLDAtc/AfVdAe2WvfcbOuY1uw8Nj3Ufw/RdqerX95Zqj+d1r21hV2b5vWUWuh5svnssX716BP7T/6cwvnTIZu83Cb1/d1msf0wvT+Ms1RxMKhbj6byup7+zZ12YY8P3zZ7NidytLZhdx9zu7WFnZTn6ak19dNZ/CDCdfu38162s7e+3z6mPLyXDb+f2y7VgtBks/eQRPr6nhM8dV8KfXt/EfZ0wH4NevbO0VO8BlC0uZmOvBAArSnXz7kXX72jJcNu657liOLM2ivqOHL9+zgtVVvbf//ImTuPzoEi7+3dsEIzE+fUw5uWkO/m/P7/23S8s5aeP/4tjxUq/teqZfyCuTvsn1T1QDcPMlc7l4fgleZ3yQv8UX5GcvbOb+96t6bXf6jAK+c95MPv3n5TT5gvuWWwz4v08dxRmzCnDZrRxuRrvv7m7x86W7V7Cpvvf58LqTJvHZEyZSPoTzYWtbG89vaOa7T23ptbw02819n19IeX7mkGLb1djOVX9Z0adv/eKSmZw+I4eszMEnClS2+PjTmzu5593enxNHlGTy208vGPIN21WVbfzbX9/DF9x/fnJYLfzlmqM5qjydNJdrCLH5+d4TH/LGluZey8+aXcj/u2AWEw+Ra5Ka9gAvrK/nR09t6LW8NNvNPz5/zLge1BqtflvT5ufx1bX87IXefawi18NdnzsmqckWsdZdGI/+O0b1B72Wmws+S/jkb+HISd6g+trqdq7+y3I6e/b3J7vV4I9XL2R+eRo53uT8Xv6udqzrHsT14rd6N2RNJHT1EzjyJiXlOBDv1996eC3Ld7b2Wn7R/Al886wZlCUxUWBDbQef/sty2rvD+5ZZLQa/+/QCTpicTYZn8J9HA+kORXh2bR3ffHhtr+XFmS4e+OJxlI/Dga/R6rs7m31cf99K7vjMQu56exd/+9euXu0zi9L55tkz+MI/PmDvXcITpuRy6VGlbG3o4qy5hWyrbeFCxwpcT30ZTJPuY29iWcl1/Mf9a4jG9t9azPE6uPe6Y5lVfGh8bxf5uPFwf6qy1c+vX97KIyt7fwc9emI2t18xb1x+XsrQrdzdyr/99b1e9xacNgt/u+ZojipNw+0+fBLsxkO/HY6a1i5+/tI2HltV22v5oonZ3H7FkZQNIxldkqfVF+C9Xe1cf9+qXtdKWR479113LLMnDO3+hMhISOl0A5/4xCc477zzmDZtGtOnT+fmm28mLS2Nd999N+H6v/71rznnnHP41re+xaxZs/jxj3/MUUcdxW9/+9tRjlxE5OD4AkH+8c7uPgkCAH96YwctvlAKopKPq2rx8V+PrO2VIAAQiZl8/YE1NPlTFJgcmK8B4/GvgGnSNP8Gvv1MfHB4ZnE6pT3b+yQIANh2LSOjehnnHVHEF06ezLceXtsrQQDAF4zwk6c3cPGCEn7wcgOdC74MS/4XXr+tT4IAgOXF79BUdk6fBIGjJ2aztrq9zyD7dSdP5juPfdjnS/zRFdl9EgQAtjT4WFPVzk9f2NZrEBPANOHmZzdy2cIy/ueJD/n8ifGBhyZfkDc2N/LE6to+CQIA9yyv5IjSTDwOK9GYyf88sZ7PHFfBD59czxWLJvLcujo21Hb2iR3g4RXVVOR6+dObO5hVnIHLtv9Ss7MnwrceWktli5/HV9X0SRAA+Nu/drKruRuH1YLNYrBkduG+BIEp+V6OiH7YJ0EAwLXlSY627aRkz1OE33v8Qxo/8vfY2ujrkyAAMKMonR88sb5XggBAzIQbH1hFY1ewzzaSXF09Pdz7bmWfBAGAv7y1c8jnw44Q/L+nt/RZXt0W4OcvbKa9s+97vj9t7e385NlNCfvWtx7fTHvQGFJsdR3BPgkCAOtqOnhsVQ2BUDjBVontavbxjQfX9EoQAAhFY3zt/lU0dkX62TKx93a29kkQAHhxQwMf1nQMaV9jmb8nwo+f3tBneXVbgF+8uLnX54Yk1hGI9EkQANjV0s3vl22jxdedlONEIhHY8FifBAEAY9U/sLXvTMpxAHa3+PjmQ2t6JQgAhKMmNz6wmvbu5D1XYQ809U0QAGjfjfHaLXT7+n4WDtdrm5v6JAgAPLG6lm2NvqQdp6rVx38/uq5XggBAdM/1crN/aJ9HA2nqCvLtR9b2WV7X0cPNz27CFxz85+jhpN0X4Fcvb+XhLx1HXUdPnwQBgE31XfxrWzOnTsvft+zt7S20dYd4dXMjnYEIJ03OwfX09ezNIqiffz03PbS2101vgFZ/iO8+uo6q1uR8HojI0O1q7u6TIADwwe42nl/fED/PyiGtsrmLGx9Y0+veAkAwEuM/719Ng0/vgUPBtqZAnwQBgPd3t/HSxsYURCQf1dYd5esPrOlzrdTeHea/H11HZatuLEvqpTRJ4KOi0Sj3338/fr+f448/PuE677zzDkuWLOm17Oyzz+add97pd7/BYJDOzs5e/0Rk7DvU+26TP8xDK6r7bX9sdd8LPBl9ncFowkFUiA8W68ZXb2Oq31a/D7EI5E7lvfooe6/Hv3riBJyr/tzvZu6Vf+ZLR2fhsFlo9ScenNzV0k1xpou3trfRWno6FB8JG59MvMOCOby+panP4rPnFvF4gi9yBelOKj/2vlpUkZNw8G4vp83Kq5sSf/mLxky2NHSR43VgEk84ACjL9SYcNN/r1U2NnDAlF4BAOEpnIIw/FCHbY2dqYToPfND/ti+ur2fx9AJe3NDAJUeV9mrb3NBFZ0+Eu9/d3f/2Gxo4aVoeR5ZmsXxHy77ll89JJ//Dv/a7XeGGv3HR7PgTAaYJb2yN/81CkRh/f2dXwm3ml2fxzkeO8VHhqMmG2kNncHQgqey7zb4ID6/s/3z46ABtiby1pYH+6qQ9u6GZruDg50/vCJq8sjnx+yMaM1m5q/9++XHhcGTAfvPg+1XUdQx+gLqrJ8KO5sQ3FNq6wzQNIcGlqs3Pfe/1TV7Y6953K6nvCAx6f2PZsi2N/b4/XljfQFdw/NwsTVW/fe7D+n7bnlhdS2dPcuY1N9srsaz8R7/txoq7iISS877s6omypSHxoHlnT4S69uQlj0S39E1028u+6TEsPYk/c4aqssXPfcsH6NfLd9PZnZykZF8wytrqxOfLQDja72fVcCzf2Uqsnz780oZ62vxjP0kgFX23LRDh2XV1hKMxnlzT//fMJ1bXcvbcol7LHl9dw9lzinhjSxOhmBm/vgbInsS2liA94cR9flVVe59ENpHxakx9zx2ErkCQfw5wbffA+5VUJ/HcJmNTeyDS597CXi3+EM3j4Jx5MMZbvx2Ozu7AgN/j/vleFVXNh97vPZ7sbPETCCe+B7G2ugO/rpVkDEh5ksC6detIS0vD6XTy5S9/mccee4zZs2cnXLe+vp7CwsJeywoLC6mv7/9GxdKlS8nMzNz3r6wsuXMXihyM+o4e7nh9O+v6ualyODsc+m4g1P9ARVfPoX2xPl6EIwPf6PaHdDH3UWOq3wb3PIlnc9EV2v86emwGltAAT8+F/LisJqEDvPbhaPwOdSQGmLH9N0w/zuZMOOjktFnoTvD+2bvfXuvaE6+7VyRm9nvDHKA7FMVpsxIIR3FYLfuOP9BnUHcwvs3H9xGOmvHYBxho9YeiOG0WfD0RvM6+pfrD0diAfac7FMFps+K0W3o99eC2AaEBBhpCPry2/T/u/RyNmjH8PYmP9/Fs7o87XG5up7rvDvTFuKuf167f9QfYVyRmHvA1/6hoLNbvgDIMLbawGcN/gH4Dg69M8PEqJx/XExl8MkQ0xoCxdYeiRBJ8No1HA/Xpob4/Ui1V/Xag/hqMxAY8Hw2FgQkDnK+NkA8zmpzr5fAB+lMyr/eM4AA3aqNhiA2+7w4kZpoDxu0PRQnHkpPQEYoM/KIn8+anb4DP3Zh54PP6WJCKvhszTcJRE9Mc+HPQH4z0mWZp7zWhPxTt/fd1ZeA7QOLdgfqWyHiR6mvloQrFTLoH+K7nD0aTdr6WsSvRvYWPCg3h+8J4NN767XBEIgN/x+wORdGZOLUOdB18oOtokdGQ8iSBGTNmsHr1apYvX85XvvIVrrnmGjZs6FsCcri+853v0NHRse9fVVX/T/CIjKZgJMrld7zNT5/bxNV/Xc6uJD5hcSg41Puuy27h5Ol5/baf+7EnOCQ1Mj128tIcCdssBkwvSB/liMa2MdVvy46N/7dlG8eV7p8H95nNXQRmXNLvZj3TzufVyjBpTht2a+IBuwyXDROTibkeMvy7INAOExYk3mHjRk7+SNnWvVZVtidcbhiQ5rT1Wra2uoPj9zzVn0gsZjKtoP955uaWZLK71U9+2v6EhZ3NfhbP6Hv8vU6cmsea6vZ9MZXnePAFw9itBtsafZw2s/9tT56Wx8rKNk6fVcALH3viNMfrIMtt54yZBf1uf9LUPFZVtbGhtpNjKvbP9/7a7hCdk8/rd7v2yReybPf+p6dP2fP3ddttXDS/JOE2rf4Q5QPMyTyvNKvftkNJKvuu227hlAHPh8VD2t+JU/t/bx1RkonHPviB+DSHhakD9K1Fk/uP++M8Dgfnzi3st33xjHwyEiTV9Cfb4yDDZUvYZrMYlGQNfq7xAq+dM2b1/3c7c3Yh+d7E58LxJtHn7l5Hlmbitqf86/Ggparfnj7A5/exk3Jw2oY2DUd/ou4czKln9ttuzr4Yuzs588lmuu1ke+wJ2ywGTMpP3rzNxtQz+m2LlSwk6kjOtWW+18FpA7xW584pIjfN1W/7UGS4bRSkOxO2GQbMLErevL/HTs7pt21mUTrp/XwujiWp6Ltum4X5ZVnYLQZLZvV/Ljplej4rdrf1Wbayso3jJufg+kgCKQ3rmVPc/zmyKMM1Ll4PkcEYU99zByHX6+LsOf339dNm5pPlVf881OV47X3uLezlsFooykjOdcBYNd767XDkZHg55wB9Pds9+O+Yknwzi9Ix+vl6VJDuJMOtz2JJvZTfBXE4HEydOpWFCxeydOlS5s2bx69//euE6xYVFdHQ0NBrWUNDA0VF/Q+mOZ1OMjIyev0TGQvufmc3Ne0B/vfCOdgsBne8vj3VIY0ph3rfLc708I0zp+NKcDN6zoQMphf2f8NFRs+EdDvfPW9Wwrarj5tIWuL7oYetMdVv04sx514GkR6KGt/inBlZADy2qobQpDMga2LfbTw5xI76HL98dRdPr63j8ydOSrjrr542lQfer+LHSwopWHE7vHYLnPljsPT98mWWHkOp0cSpUzJ7LX92XR2fXFBC+se+tD/wfhX/cfrUXsuauoJEY3BkSe99QLwiwIyidH70iRlYEnzxOGNWARvrOrl8YRnPr48P2BtGPHHgq4un4nH0jXlmUTpOu4XqtngZ58uOKuX1LU186ZQpPLyimtnFGXzyqNI+sQNMzvOSn+Ykx+PAbbdS1da7FPR/nzuTCVlubjh9Kt4Ex55WmMbsCRnsbummIxCmPRDm6InxRIHXt7XSMPmT4E0wyJcxgbqSM3l/dzsAp07PpyTbva/5hCm5TMztO2j62Kpq/vfCOQm/tF16VAn5/Qx6HGpS2XeLMj18fYDz4YyioQ2YFac7OG1adp/lVovBD8+fRkFO37b+FOZm85MLpifsW+fOziXfPbSvUvPLshMm9HgdVr66eCp5Ge4EWyWWl2bl22fPSNj2hVMm43UMfqDW43Jw2cLShElxRRkuzjuiCGc/NxjHm8J0FydN7Zt0ZbUY/L/zZlGWk7zB4JGWqn5bluth0cS+/chuNfjvc2dSmp2cv6HTmw0nfg2cCX6v3KnEyk9IynEAijLs/Pe5ia/3rj2hAo8jebdNohllhCed3rfBYiVy1k/xZvU/sD8UXreDa0+oICtB8kNZjptTpvefMDNUZVkuvnd+4r/fVYvKyXAm7+9XnOni7Nl9b4ZbDPjRRXPIHQcX56nouxNy0vje+TP5r4fXckRJJnMm9D2my27h6mPLeXzV/jnMc7wOTp9ZQHt3iAlZbnyBAKGZe5JtYxGyW1Zx5dGlffYF8L3zZ1GWdWgPQMnhY0x9zx2kE6bkUZHg+0+G28a/nzSJHI/656Eu12Pjm2dNT9j2pVMnk+5MTmLnWDUe++1wnDwtL+GDD5luO587oYIM7/j5fnMo8jqsXLWoPGGbrpVkrDBMc6AimqPv9NNPp7y8nLvuuqtP25VXXkl3dzdPPfXUvmUnnHACRx55JHfccceg9t/Z2UlmZiYdHR2H7MlBxoezfvk6eWlO/uP0aTy0oornP6zn/f+3BO8hchM22Q7Fvtvq91PfEeHXr2zljS3NpDltXL6olKuOLqM8VxdxY0VtWyfbmoLc/tIWNtZ1Uprt5ounTOaEKbnjajAhFVLeb7saMDc9hfHuH2g65Raea53An95rIj/dwb2Xl2B77084PvwnxCKEZ15E9ISvc8Nzrayp6eQzx5Rx1pwiVlW18/e3d7G7pZtphWl8/sRJtHXHnz4/IitMwQe/wLL+ETj+Bsypp8OrN2NUvQueXEKLvkL3lHOJ7XqHSFYFT1Z7+dsHrbR2h1hUkcP1p03Fbbdy57928tKGBpx2K1cunMBn5mezvaGd295sYVujj4m5Hv79pEkcMymXh1dU8eAH1fh6Ipw8LY8bl0wj123jqTVVLJyYw89f3s6Kynby0pxceXQZUwrS8AXDhCImP356A/PLsvjq4imsq+ng/COKCUZi/PqVrby+pQmPw8qVR5dxwtQ8vnb/KtJddj5zbDm5aQ5CkRg94Rh5aQ4qW7tZPD0fq8XC75Zt4+U9sV9wZDFLZhWysa6Ts+YUsrqynd++tp3qtm5mFWdw45JpzChMpzjLTTRmsrvFz69f2cpLGxpw261cdUw5Vx9bjttu5Z2dLfzypS00dPbw66sW8GFNB3e/u5sMl517Li0kf+0dWD58BAwLsSMup2HOF/jUQ7WEIjH+/eTJfOLIYgo+9mRETXuAf7y9iwc/qCIUiXHuEcXccNpU8tOdbGno4qfPbWJ1VTuFGS6+sngKS2YVHjZJAh832n23I+Cntj3Cr17+yPnw6FKuWjS882F9awfPrK3lr+/U0tod4tiJWXz77GlMyLCTndk32WYg7e2t7G6PctuLW1lR1UFempMvnlDC2XOKKMwZ2r4Adrf4uefdSh5dWU0gHOW0Gfn85xnTmJDpJt2d+Enm/lS1+tnS4ONXL29lS0MX5TkevrJ4CkdXZFM+jPPT9kYff3xjO8+tq8ewwPlHFPOFkyczOf/QSlysbO3m6TW13PPu7vjn8cQcvnHWDCZkuijIHL83aUaz31a2+nlsZQ33vVdJRyDM8ZNzuenM6RRl2clPS961UU+gG2dXJbzxM4wtz4PNiTnvKsyjv4AlN3Ei33BVtfrY3tTNL1/awqb6LkqzPXz51MkcNzkn6dd7PW21sO5hXCv+CN0tRMtPJHra94nmTMPtSd6xotEoO5u7+d2y7by0oQGb1eCieRP43ImTqMhL7u9U1+Zje3OA21/awvraTiZkufnCyZM4ZXpe0hJH9mrqCvLsujr+/OYOmn1BFlXk8K2zZzCtMB23ffw9LTdafbfD183u9hBTct00+SPc/34lj6yowReMcOr0fL62ZBpvbm3id69tJxYzWTK7kMsWlrK+poOTpuXx4vp6atoC/O+SAiybnsb13m/B30zNtctZVhXjz2/uoK6jh7klmXzjzOmU57qT/tqLjBUp/547SLua/fz97V08vrqGUCTGktmF3HDaVCpyXNjtQ7vulPGprrWLD+v9/OrlrfvuLVy/eApHl2dSknt4VcYcL/12OHY1+7jr7d08saevnzm7kOtPm8rEbCcOx6FREW48q2r18+bWZv785k5q2wPMmZDBTWdOpyLPTWn2ofVdW8anlCYJfOc73+Hcc8+lvLycrq4u7rvvPm699VZeeOEFzjzzTD772c9SUlLC0qVLAXj77bc59dRT+elPf8r555/P/fffzy233MLKlSuZO3fuoI55KJ8QZPzY3eLn1J8t48Yl0zh2Ui5NXT385/2r+c2nFnDhvAmpDm9MOpT7bkNHN93hGJhQkGbF6x78k4QyeqpbfYRj8SeVJubqIm4wxky/7ajBjPQQs7lojHgJYcNhxMhwgLWnDcMwMOxOQlHwxVyYponT6cQXiuG0WegJR8EwMEyw2yyEozEMDDzWMLnWHoiGCJkGXZZMPDEfzliAGAadjmI6g1E8DgveUCtWm5XWqIuYYcfExDRN7FYrsVh8rtiYaeKwWnCbPtKsUVoiLoKGg1jMxGm14DS7cbrTaPTHpwxw2yw4LAaBaIxw1MRmMXAZYUIxg6hpYLfZCEVN3HYrvlAECwYWCxADuw1iBliiBlgNAuH4PHaZThu+0P45Kp02C6FIDJvVIBozsRhgJwaGid1iYFrt++Zld1gthKMm6R4b3cEoXqeVzkAE04w/YVqS3Te7vTsYoaMnjAWD3DQHNuv+pw2bfUHC0RhOm5Ust50mX5CYaZLmtJFui0J3a3xFTy5dEQu+YASrYZCf7sTop55bOBql1RcmhkmWx47bvj8xr707RCAcxWaxHLbJAXulqu82dAToDkfj58N0G17X8AdsI5EITe2dxEwDl90gNyvroGJraWsjGDUwiJGflYHNNvykzq6eIM2++FzqXoeFgozBTw2QSFWLn4hpJuX81OYP0d4dBsMk220ny3to9oVIJEJVexBMcNotTMga/9deo91vQ6EQNZ0hMMFlNyjOGrnBwGBXM7ZQJ6YJUW8BTvfIXYdVtvqJxkwMAypG8HovEokQ6qjHME1MhxdPRv9l9A9Wmz9IeyD+mVPgdeB1j9zN4n3Xy8DEvJH7+5mmSVNX/LrA47CRMcQkq7FktPtuY4ePaCw+vVXznmtKl92K1xbDjIXxhyBi2LFaDMLRGG67lUjUJGKaOGwWQuEYWW4rzp5GDExMiwNXdjG7WnyYJtisFsoSXPOJHErGzPfcQegMBGnxx88B6Q7rkCpXyaGjuqWTiGlgBcryDq/kgL3GU78dDn+gh2Z/GNOETLeF7CQm7kpy7Gr2YRKfHlAPnclYktJHlhsbG/nsZz9LXV0dmZmZHHnkkfsSBAAqKyuxWPbfLD7hhBO47777+N73vsd3v/tdpk2bxuOPPz7oBAGRseKlDQ3Yrca+uY7z012UZLl5d0eLkgQOQ4WZuokyHpTmKDFg3MoswQCsQJ/ZzdP2fzl0AB99lQd3uz5z37bxAtbxL9yWPdvn7Pv+XQLA4D7h458JfYvpxpdPGsZ9naEUFR7qMEWiMZS91e6yPQMPMHqcNjz9VNDJ+1jJ4MJelQHskLH/r5lug3TXgQcI7FYrhZmJnzLM8jjIOuAeZCQVZibvpqXNZqM4L3mDbrnZg5+m4EDSXU7SXckbfC9LYvWhbK+DbO+h/7SJzWZjUp6qdx0Mh8PBpLzRea840/OAPGDkb2AMpwrHcNhsNmy5icu0J1u210n2KCX8jNb1smEYfSoGyeAUZO5/jdITfA0ddI0cb+/SuSOZVCMiw5fhdpLhPjSTPmXwSnMPvUFx6c3rduF169poLKsYwQRakYOR0jsjf/3rXwdsX7ZsWZ9ll19+OZdffvkIRSQyOt7b2cr0wnRcHymHOKs4nXe2t6QwKhERERERERERERERERE51FkOvIqIJJNpmqysbGNqQe/ssdnFGexs9tPY2ZOiyERERERERERERERERETkUKckAZFRVtvRQ7Mv1CdJYHphvCb16qr2FEQlIiIiIiIiIiIiIiIiIocDJQmIjLJVlW0ATM3vnSSQ43WQ4bKxoa4zFWGJiIiIiIiIiIiIiIiIyGFASQIio2xDbSe5XgdZHkev5YZhMDHXy4ZaJQmIiIiIiIiIiIiIiIiIyMhQkoDIKNvc0EVZjjth28RcD+uVJCAiIiIiIiIiIiIiIiIiI0RJAiKjbEt9FyVZnoRtE3O91LQH6OgOj3JUIiIiIiIiIiIiIiIiInI4UJKAyCjqDkWobgtQmp24ksDe5duafKMZloiIiIiIiIiIiIiIiIgcJpQkIDKKtjX6MIGynMSVBIoyXADsbPaPYlQiIiIiIiIiIiIiIiIicrhQkoDIKNrWGK8QUJKVuJKAy24lL83BDlUSEBEREREREREREREREZERoCQBkVG0q6WbHI8dl93a7zpFmS52NKmSgIiIiIiIiIiIiIiIiIgkn5IEREbR7hY/hZmuAdcpznSzXZUERERERERERERERERERGQEKElAZBTtbPZTmD5wksCETBe7WvxEY+YoRSUiIiIiIiIiIiIiIiIihwslCYiMol3NB64kUJDhIhw1aejsGaWoRERERERERERERERERORwoSQBkVHS3h2isydCUcbASQJ7Kw1UtXaPRlgiIiIiIiIiIiIiIiIichhRkoDIKNnVEh/0LzxAkkB+uhOAqrbAiMckIiIiIiIiIiIiIiIiIocXJQmIjJLqtniSQMGeJID+OGwWsj12KlVJQERERERERERERERERESSTEkCIqOkui2Ax2HF67QdcN2CdBfVShIQERERERERERERERERkSRTkoDIKKlpC5CfNnAVgb3y0p2qJCAiIiIiIiIiIiIiIiIiSackAZFRUtPWTW6aY1DrFihJQERERERERERERERERERGgJIEREZJVVuAvMFWEkhz0tQVJByNjXBUIiIiIiIiIiIiIiIiInI4UZKAyCgwTZOa9gD56YNLEsj1OjCB+o6ekQ1MRERERERERERERERERA4rShIQGQXt3WG6Q9EhVRIAqFOSgIiIiIiIiIiIiIiIiIgkkZIEREZBbUcAgLw0x6DWz92zXt2e7UREREREREREREREREREkkFJAiKjYO+0ATnewVUScNmtpDlt1LQrSUBEREREREREREREREREkkdJAiKjoLajB4sBWW77oLfJTXNQ167pBkREREREREREREREREQkeZQkIDIK6jsC5HgdWCzGoLfJ9TpUSUBEREREREREREREREREkkpJAiKjoK6jhxyvY0jb5Hid1CpJQERERERERERERERERESSSEkCIqOgrn04SQIOGjo13YCIiIiIiIiIiIiIiIiIJI+SBERGQV1HgByvc0jb5HjttHWHCUaiIxSViIiIiIiIiIiIiIiIiBxulCQgMsJM06S+s4fcIVYSyPbE12/sDI5EWCIiIiIiIiIiIiIiIiJyGFKSgMgI6+yJ0BOO7Rv0H6y969drygERERERERERERERERERSRIlCYiMsMY9g/w5Q6wksHf9+g4lCYiIiIiIiIiIiIiIiIhIcihJQGSENeyZLiDbYx/Sdh6HFafNQoMqCYiIiIiIiIiIiIiIiIhIkihJQGSE7R3kzxridAOGYZDrdaiSgIiIiIiIiIiIiIiIiIgkjZIEREZYQ1cP6S4bDtvQu1u210G9KgmIiIiIiIiIiIiIiIiISJIoSUBkhDV2Bska4lQDe2W57TTuma5ARERERERERERERERERORgKUlAZIQ1dPaQ7R7aVAN7ZXkcNHSpkoCIiIiIiIiIiIiIiIiIJIeSBERGWH1nz/ArCXjsNHWpkoCIiIiIiIiIiIiIiIiIJIeSBERGWENnD9ne4VUSyPY46A5F8QcjSY5KRERERERERERERERERA5HShIQGUGmadLUFSRr2NMNxCsQNKqagIiIiIiIiIiIiIiIiIgkQUqTBJYuXcqiRYtIT0+noKCAiy++mM2bNw+4zV133YVhGL3+uVyuUYpYZGg6AmHCUZPsYU83EE8uaOzsSWZYIiIiIiIiIiIiIiIiInKYSmmSwOuvv87111/Pu+++y0svvUQ4HOass87C7/cPuF1GRgZ1dXX7/u3evXuUIhYZmqY9FQAyh5kkkK1KAiIiIiIiIiIiIiIiIiKSRLZUHvz555/v9fNdd91FQUEBK1as4JRTTul3O8MwKCoqGunwRA7a3iSBbM/wphtw2604bRYlCYiIiIiIiIiIiIiIiIhIUqQ0SeDjOjo6AMjJyRlwPZ/Px8SJE4nFYhx11FHccsstzJkzJ+G6wWCQYHD/AGtnZ2fyAhY5gL2D+5nu4VUSMAyDLI+Dxq7Db7oB9V2R8Uf9VmR8Ut8VGX/Ub0XGJ/VdkfFH/VZk/FG/FREZnJRON/BRsViMG2+8kRNPPJG5c+f2u96MGTP429/+xhNPPME999xDLBbjhBNOoLq6OuH6S5cuJTMzc9+/srKykfoVRPpo6gritltx2a3D3keWx76vIsHhRH1XZPxRvxUZn9R3RcYf9VuR8Ul9V2T8Ub8VGX/Ub0VEBscwTdNMdRAAX/nKV3juued46623KC0tHfR24XCYWbNm8alPfYof//jHfdoTZY2VlZXR0dFBRkZGUmIX6c/Nz2zgmbV1/OKK+cPexy9f3oLTZuHufz82eYGNA+q7IuOP+q3I+KS+KzL+qN+KjE/quyLjj/qtyPijfisiMjhjYrqBG264gaeffpo33nhjSAkCAHa7nQULFrBt27aE7U6nE6fTmYwwRYasqStIpmd4Uw3sleW2s7ulO0kRjR/quyLjj/qtyPikvisy/qjfioxP6rsi44/6rcj4o34rIjI4KZ1uwDRNbrjhBh577DFeffVVJk2aNOR9RKNR1q1bR3Fx8QhEKHJwGruCZLoPLkkg022nyXf4TTcgIiIiIiIiIiIiIiIiIsmX0iSB66+/nnvuuYf77ruP9PR06uvrqa+vJxAI7Fvns5/9LN/5znf2/fyjH/2IF198kR07drBy5Uquvvpqdu/ezXXXXZeKX0FkQI2dQbLcjoPaR6bHTps/RCQaS1JUIiIiIiIiIiIiIiIiInK4Sul0A3/4wx8AWLx4ca/ld955J9deey0AlZWVWCz7cxna2tr4whe+QH19PdnZ2SxcuJC3336b2bNnj1bYIoPW7AuysCL7oPaR5XZgAq3dIQrSXckJTEREREREREREREREREQOSylNEjBN84DrLFu2rNfPv/zlL/nlL385QhGJJE84GqM9ED7o6QayPPHtm7qCShIQERERERERERERERERkYOS0ukGRA5lLb4QwMEnCbj3JwmIiIiIiIiIiIiIiIiIiBwMJQmIjJBmX3xQP+sgkwQylCQgIiIiIiIiIiIiIiIiIkmiJAGREbJ3UP9gKwnYrRbSnDaafEoSEBEREREREREREREREZGDoyQBkRGyd1D/YJME9u6juSt00PsRERERERERERERERERkcObkgRERkizL0i6y4bNevDdLNNt3zd9gYiIiIiIiIiIiIiIiIjIcClJQGSENHUFk1JFACDDbds3fYGIiIiIiIiIiIiIiIiIyHApSUBkhDT7QklLEsh0O1RJQEREREREREREREREREQOmpIEREZIY2cPGUlLEtB0AyIiIiIiIiIiIiIiIiJy8JQkIDJCWpJaScBOe3eYSDSWlP2JiIiIiIiIiIiIiIiIyOFJSQIiI6TZFyTTlbwkARNo9YeSsj8REREREREREREREREROTwpSUBkBISjMdoD4aRWEgBo0pQDIiIiIiIiIiIiIiIiInIQlCQgMgL2PvGf7CSBZp8qCYiIiIiIiIiIiIiIiIjI8ClJQGQENHXFn/jP9CQ5SaBLlQREREREREREREREREREZPiUJCAyApr3TAuQ4UpOkoDDZsHjsNLiV5KAiIiIiIiIiIiIiIiIiAyfkgRERsDeaQGSNd3A3n1pugERERERERERERERERERORhKEhAZAS2+IB6HFYcteV0sw23fV6FARERERERERERERERERGQ4lCQgMgKafUGyklhFACDDZaO5S0kCIiIiIiIiIiIiIiIiIjJ8ShIQGQHNvhDpSU4S0HQDIiIiIiIiIiIiIiIiInKwlCQgMgKafUEyXSORJKBKAiIiIiIiIiIiIiIiIiIyfEoSEBkBTV1BMpI93YDbTqs/hGmaSd2viIiIiIiIiIiIiIiIiBw+lCQgMgJa/CEy3bak7jPTbScSM+kIhJO6XxERERERERERERERERE5fChJQCTJYjGTVl+IzCRXEtg7fUGzL5TU/YqIiIiIiIiIiIiIiIjI4UNJAiJJ1hEIEzXNpE83sDfpoNkXTOp+RUREREREREREREREROTwoSQBkSTbO4if7EoCe5MOWlRJQERERERERERERERERESGSUkCIkm2dzqAZCcJeBxWbFZDlQREREREREREREREREREZNiUJCCSZCNVScAwDLLcdlqUJCAiIiIiIiIiIiIiIiIiw5TUJIH29vZk7k5kXGrxBbFbDdx2a9L3neGy06TpBkRERERERERERERERERkmIadJHDrrbfywAMP7Pv5iiuuIDc3l5KSEtasWZOU4ETGoxZ/iEy3HcMwkr7vDFUSEBEREREREREREREREZGDMOwkgTvuuIOysjIAXnrpJV566SWee+45zj33XL71rW8lLUCR8abZF0z6VAN7Zbhs+6YzEBEREREREREREREREREZKttwN6yvr9+XJPD0009zxRVXcNZZZ1FRUcGxxx6btABFxptmX4gM18gkCWS67exq6R6RfYuIiIiIiIiIiIiIiIjIoW/YlQSys7OpqqoC4Pnnn2fJkiUAmKZJNBpNTnQi41BTV5CMkaokoOkGREREREREREREREREROQgDLuSwCc/+Uk+/elPM23aNFpaWjj33HMBWLVqFVOnTk1agCLjTYsvSHmOZ0T2nem24w9F6QlHcdmtI3IMERERERERERERERERETl0DTtJ4Je//CUVFRVUVVVx2223kZaWBkBdXR1f/epXkxagyHjT7AuROUKVBPbut6krSNkIJSKIiIiIiIiIiIiIiIiIyKFr2EkCdrudb37zm32Wf/3rXz+ogETGs+5QhEA4OqLTDQC0+ENKEhARERERERERERERERGRIbMMd8O///3vPPPMM/t+/va3v01WVhYnnHACu3fvTkpwIuNNiy8EMOKVBFp8wRHZv4iIiIiIiIiIiIiIiIgc2oadJHDLLbfgdrsBeOedd/jd737HbbfdRl5enqoJyGGrec/gfYZr2EU6BpS+Z7/NShIQERERERERERERERERkWEY9khmVVUVU6dOBeDxxx/n0ksv5Ytf/CInnngiixcvTlZ8IuNK8whXErBZLGS4bPuOIyIiIiIiIiIiIiIiIiIyFMOuJJCWlkZLSwsAL774ImeeeSYALpeLQCCQnOhExpkWXxADSHeNTJIAQIbbrkoCIiIiIiIiIiIiIiIiIjIsw64kcOaZZ3LdddexYMECtmzZwnnnnQfA+vXrqaioSFZ8IuNKsy9IhtuO1WKM2DEy3XZVEhARERERERERERERERGRYRl2JYHf/e53HH/88TQ1NfHII4+Qm5sLwIoVK/jUpz6VtABFxpNmX4gM97BzbwYlw2WnqUuVBERERERERERERERERERk6IY9mpmVlcVvf/vbPsv/93//d9D7WLp0KY8++iibNm3C7XZzwgkncOuttzJjxowBt3vooYf4/ve/z65du5g2bRq33nrrvkoGIqnU5AuSOYJTDUB8uoEdTb4RPYaMruo2P8GIiQXIctvITnOlOiRJwGzZAbEIWKxE00qxOZ2pDkkGy98EPR1gmmB1gMUK0QhY7RAOgAHY3IAZf43Z83PIH19mWCGzFKwJLpuCXfF9790fgCef6q4IoWgMq2FS5DFo7Q4RNQ2cRpRce5BozMTvyKOtO4LNiJJtj9IRdRDFIGaC02ohI9qC3YwQwQbePDp83YQNGwZgNcBuiZHliGEN+ujAgz9qxWKAx2ElEIyQ53VQ1x3DarESjppYrQbOWBCPPUZ72E7MsOGyG4Sj0BOJYQFynFEyw03gycfsboZYlJjFTqezhI6eEBZMvEaQHIuPsOGklUxipkE6XThj3ZhYsabn09rVTSgGNsMkzZtGkz+CaZq47Vay7GGMQBsAEVsaaUYY3FnUdJsEw1GsFoPCDCcdgQgmJqFwDIvFwGW3kuc0obs5/lq6MsCV2evlaO4K0hOJYrMY5Ke7elX26QlHafWHME2TNJeNTLcj2e80OUgNbZ10RwwMINttJTPNM+x9hQNdWPyNGGaMqNWJPaf8oGKrbemkJ2pgNaAg3Ybb5R7+zsIB6G6Jv4+d6eDOOqjYRFLBH+imyR8lZoLbalKckzFixwq0N2KJ+AED05WBKy1nxI4VadmJJRbBNKyY6SUjd70XDkBXHcRiYHdDZsnIHEfkYypb/YQjJg4rpLls+HsihGImdiNGvgvsoXaMWJiYYcVvz6UrGCPdGsIwTHosaeS67VgdH7mG8jfHr4UNC21GJm0RBwZQkunG4bCm7PcUkbiOzi7agmACaXaT/KyRO1/L2NXY0kooZmA3TAqyMzGs+nw+1IS7mrAFOwCTqNWDLVvXlmNJTyhEQ2eQaAwcVpPSXH0Wy9hx0I88d3d3U1lZSSjUu/z5kUceecBtX3/9da6//noWLVpEJBLhu9/9LmeddRYbNmzA6/Um3Obtt9/mU5/6FEuXLuWCCy7gvvvu4+KLL2blypXMnTv3YH8dkYPS3BWfbmAkxacbUCWBQ0Fjp5+a9hC3PLuR93e14bJbuGRBCV86ZQoVeYk/A2X0xVp3YdSswFh2M7RsB28+1uO+ijn3UozsiakOTwYS7oGOKnjjZ7D+0XgCwKTFcPr3wZMLL34PNj4JZhSmnQXH/we88F1o2QrzPgWzL4KHro0P/h//HzDnEsgqi+/bNKFlG7z8P7D5OTAMmHEejYt/zvu7m7n9pS1sb/KT43XwuRMrOH1mAZf8/m3Ksj385IKpFGS4+MUzH/LChkZM02TJrEL+84xpbGvswhJo4yRjDd7lt4KvkbbLHuee99v5+/IaOnsizC7O4MunTmZHk4/Tp+eQ607ja49s5IPd7bjsFq5cUMQXT53CExtb8TrsrKpq54H3q+gIhJlemMaNZ0zjnR11VOR5WView0+f38i7O1px2ix8Yt4E/uf0QtLXPYTx1u3QWYM1sxTnCd9mVWQ+X3+qmiNKMvnB4hzmND2Md/q5RPzteF//AZbaD8DhJTL/GtqnXcul9+zC47TyhZMn47Zb+cPr23nw8iIcK2/HuuExMKNEp5xFeMn/srbVyvef3MSGuk4yXDY+fWw5Vx1TzoPvV3Hv8sp9sX/vjFLmV95JxorfwuTT4ayfQN50OkMx3tvVxtJnN+77u3/plMl88qgS8tNdVLd18/vXtvPIymqCkRjHT87h+xfMZmphGg7dIEm5Nl8Xu1sj3PLcJt7bGX8vXrKghK+cOpmJeWlD3l+sbTe25X/CWPV3CHZhKZ5PbMn/EsydiTuraEj7amprZ0NjiJ8+v4mNdV373p9XH1tGac7QY6O9El7/Gax7ACJBmHQqnH0L5M0A28heQ4okS2WLj7+8tZOHV9TQHYoyvyyL7547k6k5NnKyMg+8g0EK+tuxdFTjePl7WHcuA4ud8OzLCJ/6bex5k5J2HIBIayXW6nexLVsKrTsgrQDz+BuIzr4Ea/bBJRn10VYJy++AVf+IJxtOWABLfgRFc8EzcgkQcnirbwuws9XP0uc2ceasAi6cN4G11Z38+pWtrKxsx223ctWiUr44z0nxP8/AEgmSMe/TOI/7Grcsa+dzC9KYYK1hTWMBpXmZFGS4oXkzvPy/sO0lMCykzbiQzoXf4D+fb+fM2YVcNL+EspzhJ/yJyMHZ0djFr1/dyrPr6onETE6emsd/nTODihwbXvcwrmNl3Glta+ONba38/NXdVLcFKMxw8rVTyzl7dj652dmpDk+SxGzegm3ZrRgbn4BYBOvk0zGX/JBw9mQcLvX1VKtp9fHo6lru/NduWv0hpuR7uenM6Sws9VKUk7zvTiLDZZimaQ5nw6amJq699lqef/75hO3RaHRY+ywoKOD111/nlFNOSbjOlVdeid/v5+mnn9637LjjjmP+/PnccccdBzxGZ2cnmZmZdHR0kJGhjB1JrjN+sYxphelcc3zFiB3jlU0N/PXNnWy9+Vxs1mHPGDLuHIp9d01VO5fd8TbhaO+P4Sn5Xv56zdFUDGNgRJIrGvBhWfdPjGe/2afNPPIqzMX/D8tBPp16KEt5v23eBndfBB3VvZfb3XDts7Dsp7D1hf3LHWlw5d1w3xUQDUP+TDjpRnjsy/H2Bf8GZ/wA0gqgdSf86dT4k1N7hBd9iYfzruc7j33YJ5QLjizmwnkT+NI9K7jz2kV8/YHVtHWH97UfWZrJVYvKeHtLHbdM+BcZb/4o/iuc9X98bd1k/rWzo88+f3HFPP78xg5+/snZ/L8nN7Gmev860wq83PGZBfz4mc0s29LUZ9tbLz2ChROzOe/XbxGKxvYtv3J+Hj/IfhHvOz/vs03X8d/ix61LeHBNC4YB9396Kse6a+DeS8GM9Vo3WjiP14/+LZ9/pAqAq48t5/qjnBQ/dAH4Gnrv2JFG5RXPc8adVb0+D4+bnMPpMwu55dmNvVa/45Jyzll9A9StBrsb84tv8GS1l689sLpPzJfMn8BNZ83g6r8uZ3dLd+/DWi089R8nMaMovc92h7vR7rtrq9u59A99z4eT87zcee1CJuYN/jWKtOzC+vgXMaqW924wDMxPP4Ix7Ywhxfbi+jq+ePfKPsuPn5zLzy+dTclQngDoqIa7zoe2Xb2X25zwxTegYOaQYhP5qNHqt1UtXXz53tWsr+3stdxiwP1fOI5jJucm7Vjhhs3Y/3Jq/Kn7j8osI/TZZ3DkJidZM9LThXXV3RgvfKdPmzn/M0RO+S72nNKkHIv2yngCYs2K3ssNA65+DKaclpzjyLgxWn33X9uaufqvy7Fa4dWvL2ZzQxdfvmcl0Vjvc++sonTuOqWTwic/E1+QN42WSx/m9D9t4alPF1FgtPObrQV842gb1r+cBsHenwV489ly4ZOcdedOLp4/gW+ePYPSbCUKyKEl5d9zB2FXcxdX/ek96jt7ei132608cf0JTC8am3FL8gQDfu56ZzdLX9zZp+2LJ5TwtdMm400/fN4H46HfDofZsh3jrvPjFao+yuHFvO4VjIJZqQlMAKhv7eTm57fx1Nq6Pm1LL5nLxfOLcKtSraTYsEcYb7zxRjo6Oli+fDlut5vnn3+ev//970ybNo0nn3xyWPvs6Ijf3M7J6T97/p133mHJkiW9lp199tm88847wzqmSDI1+0JkjkIlARNo9YcOuK6MXbXt3dz2wqY+AyIA25v8fW68SmpY/PUYr92csM1Yez9GWFN/jFmBTtj5et8EAYgPNrzzWzj5G72Xh3zw4aMw84L4z02b4tMIZOwp07b6HuhujScQfPC3XgkCADXzvsbPXtySMJyn19YxIcvNSVNy+de2ll4JAgCfPrac37yyjS8d5SXj3Z/FF9o91GYuSJggAPC7V7dx1THl3PrCVm65cHqvtq2NfnY0d7O5oSvhtr9+eSs7mvy9EgQAPjfPg/e93yTcJv29X/P5+fEqJ6YJP3y1gZbOrj4JAgDWhjXMsteT642Xo91U30lu9ct9EwQAQj7y1/2VT8zpPbD07o5WynM8uO29n/T/0auNNCzc89qFA5hv/oJNVQn2C6yu7mBVZVufBAGAUDTG7S9twRcMJ9hSRktjexe/eGFzwvPhjmY/a6uHdj60dFb3TRAAME2Ml75HuHX3oPdV1dzFzc9uStj2zo4WGnyRIcXG7rf7JghAvKLAsp9CUOcUGfu2NXUnvE6NmbD0uU3UtSbnGjbQ1QJv/LxvggBARxWx7cuSchwAi68B4/WfJmwz1tyHLZL4XDosbbv6JghA/MT60vcTX7eIHKTKFj83P7MR04Q/fWYh25t8/GHZjj4JAgAb67vYapseT4oFaN5KRus6phWk8cDGELbNT/OpuW54/899EwQA/E0UVD3HsZOyeHx1Lf7gEM+VIpIUr25q6pMgABAIR7nj9R10diXx3CZjUpMvxC9fS/zd56/v1tIcGPoDnjIGbX6ub4IAxKfPfPv/CPlbRj8m2ac9aCZMEAD42YtbaOjU+I6k3rCTBF599VVuv/12jj76aCwWCxMnTuTqq6/mtttuY+nSpUPeXywW48Ybb+TEE08ccNqA+vp6CgsLey0rLCykvr4+4frBYJDOzs5e/0RGQjgaoyMQHvEkgaw9+2/2HdonkUO97wYjMd7b2dpv+8sbG0cxGulXTzvsmTs9oabEg0eHqzHVbyPdsPnZ/tt3vRV/ejfR8uL5+3+ufBsK58T/3zTjJYh7OmDri3027Yo6Bkzg2lzfxSnTC1i+s++XtAyXnfrOHjLNzv0DIrlT+KC2/+lldjT7KUh38vbONtJdfc89L29sZFZx4gz52o6ehDeG06PtEO3nd4iG4u17bKzrwu/I7ze+jOrXmL7nKf1FJU4cW5/pd1135WucWNJ3FqwNdR1MzO399FltRw9druJ9P1u2v8K8fCPhfudOyOCF9YmvEQHe2tpEV49uXqey7wYi8G4yz4c73+i/rXED1kiCAcd++MOxhAkme72/q/+4+4hFYMMT/bfveC3xYItIP1LVb9/Y0txv26qqdgLRxJ/HQxb0Yd/1Wr/Nrq1PEexO0u/c094n8W8f04SWHck5DsCOZf231a+DUP+fOXJoSEXfDUVjbKiLH6ciLw3DMFhZ2f93nJd3BKBw/3052+anOX1mAa/s6KbTVUKuPYR1+0v9bp+1+wWOnRC/zt7SoAQ4Gf/G1PfcQejo8rFsc99qcnv9a3szbT19E73l0NLqD9ETTvw6R2MmDR19k0gOJeOt3w5HuKsRY1v/52Nj5+vYBrqnKSNuc33/CVmt/hCduh8lY8CwkwT8fj8FBfHM4uzsbJqa4hcfRxxxBCtX9i3JeSDXX389H374Iffff/9wQ0po6dKlZGZm7vtXVlaW1P2L7LV3YGg0KgkANPv6Hzg6FBwOfTcjwaDeXnufvpUUSzSI/FHurFEJY7wYU/3WsIJngJLHrsx4ad+Pc2fFKwrsWy8Lwh+5Ye/KAIstvv3HOKwDD4xkeuy0dyeuOGOzGBgGxCwf6fshPzlua591P75NhstGotmjctMcBEKJnw4wDHDY+l4G9jp+AjHL/j7htFmw0v/NpbArb9/xO4IQcw/8enQmeKA/w2Wn+2O/g2GA/aOhu7PoCiWePcsfipKb1n8/znTbsSZ6HxxmUtl3DUwyBrh2yvEO7brKGKjfWx2YRt9klP7YrQZWS//vj2zPEM7VhhW8/SfV4M6KryMySKnqtwP1SY/DygBdZoisA15nRdx5WG3JuV42rAe43nMlsSTtQJ9RNidY9DlwqEtF37UYBs49132maWKa4HX0/17L91p7XQ+baQV09sQfiLBHu4kZtvg1cj+irmz2Phg30vdHREbDmPqeOwgOu23A6+tMtx2bvgId8py2ga8pPM7Bfy8aj8Zbvx0Ow+bEHOB8jCsLU98xUyrTM/B1kDPBfTmR0Tbsd+GMGTPYvHkzAPPmzeOPf/wjNTU13HHHHRQXFx9g695uuOEGnn76aV577TVKSwee66+oqIiGht4lZRsaGigqKkq4/ne+8x06Ojr2/auqqhpSbCKD1dQVH7Qf+SSB+M2wQz1J4FDvuwVpNq46pv8L1IsWlIxiNNIvRwZm6dGJ29zZkFU+uvGMcWOq37qz4Khr+m9f8FmoW9N3+ZFXwobH9/88eTFUvhv/f08upE+I7/uE/+yzaZZvG4sqshMeLt1pozjTxcMrq7lw3oQ+7ct3tnLKtHzWttkhf0Z8YesOjsqPD1QmcubsQl7f3MQ1x05g+e6+WfEXHFnM2ur2hNueNiM/YWLBpi4XZFck3IbsSWzo3D8gc+m8AnJ7+indbhh0lJ+57/gfVPvpOeq6xOsCTUd+iXvX9n7SzG41mJTnpbK191OVp0/LIafyuX0/x467nhXNiW9wrKlq5/KF/V9bfu6kSeQNkERwuEhl3y3IcPHpAc6HnzxqaPOAm5MX9zvIZs75JBFX/9OafVy20+Cs2YUJ2+xWg4UTE/f3hAwDFl7bf/txX9lf2llkEFLVb8+aU5Qwxw7gsoUl8cHFJHDnldJz9Ff6bY8t/HdsDldSjhV1ZsCEBYkbPTmY6X3P28M2dQkY/dyGmXsZePU5cKhLRd/Ndju4eH78ffx/r2wl22PnkgHOr+dUWKH6g30/h+dcwd3vVPLFBR6cZg+v10D0uBv63b5x7nU8taGNDLeN0mx38n4RkRQZU99zB8HtcnH1sf3fq/jscRMpyeub9C6HllyPlakFaQnbCjOc5HkO7cHj8dZvh8PmzoRF/95vu7noC1hzJ41iRPJxE3M8pPeTkLOoIpsMlzK2JPWGnSTwta99jbq6+Hwa//M//8Nzzz1HeXk5v/nNb7jlllsGtQ/TNLnhhht47LHHePXVV5k06cAfWscffzyvvPJKr2UvvfQSxx9/fML1nU4nGRkZvf6JjIS9g/YjnSTgsFlw262HfJLAod53vS4XVy4q46jyrD5t3zl3JlmuQzujd7wwcibCJ/4P0j+WiGZzYV7+d6LexAlqh6sx1W+t9ngSx0lf79s25XSYcQ68+uPey2ecC3Y3NG+N/3zGD2DjU/Ey4XYPXHE3ZO4ZzCw7Bo68qtfmhS99lVsunk1RRu9BC6fNwm8/s4C7/rWThs4ggXCUqxb1vjH74PtV/MfpU/n7Gj+1Z94BnvhAZsF7t/L7iyf2eZp5Up6XqxaVUdXcxeVHl/GdJ9b3av/RBdNoaPPz44vn9kkyKM12c+0Jk5hamMaxk3oPmP7kjVa6Lrqzb6UEVxZ15/yZm9+Il6qbXuDhhvkGjtyJmEXzeq9rGLQt+RV/WOEntudJtW+dPYOXmrLxHfVlPi4260K2ehawrXF/koDVYvCrK+dz77u9kxBKs938z8le0lf9Ob5g2llYZpzLl0+dkvjv/umjKM328J1zZ/Y57glTcrho3gQsyXvsddxKZd91ORxctrCEheV9B9z/65wZ5HuG9voEHdmYF/2hzyCcmT8D89T/wpk++CSBnMx0/uucGUzK8/ZabrUY/PrK+eS5E1ew6Fd2BZz+/b7LJy+G2Rcnrm4i0o9U9dscZ4yfXDS3z9t1dnEG1500Ca/bk3jDYTCmn01k8pI+y4MnfotIWvISam05EzEv+l3fRB27G/OKu4kmc+A+rRAu+l3fRIH8mXDKt8CVnrxjyZiUir6bnebgq6dNZXphGo+vqSPb6+CSBROYW9L32EsvnEHR2j+AGa8WFTt7Ka/VOTh3Zgbz7FWEFnwOj8cNpYtg1oV9tvcvuI7XWvPwBSP84TMLKUhTJQEZ/8bU99xBmphl57qT+t5nXzwjn8Uz8lIQkYy2vJxsfnflXLI/9iSz12Hlz5+ZR2H2oZ0oMh777XBEMyswj+2bWGtOOzueQC8plZ9m4fdXL+hTMaAww8ktlxxBcfah+b6U8cUwEz1GNgzd3d1s2rSJ8vJy8vIGd7Hx1a9+lfvuu48nnniCGTNm7FuemZmJ2x3PNv7sZz9LSUkJS5cuBeDtt9/m1FNP5ac//Snnn38+999/P7fccgsrV65k7ty5CY/zUZ2dnWRmZtLR0XHInhwkNR5eUc03H1rD3z93TMISzsl004Or+cS8CXz3vFkjepyx5FDtu7tbfFS1BnhlYyMZbjvnzC0iw2mhJCdxtq+khtmyHWpWQNX7kDcVJp9G1JuPzTOEp0gPQ2Oi37ZXQaAVNjwFYX88ESC9CDAg6ItXDYhF4jc57R5Y9xA40+NJBP5m2PoC5E2HipPjSQcfnYLC3wIdVbDhSTCAyaeB1cluzyzWVnfywe42KvK8nDItn8aOLl7Z0MAxFVnMLfLgNgPUhtN4fkMTphljyexiXDYLHT0R/D1hZqV1kdm8CmfjagKTzqI5ez6vbm6mtiPEgvIs8tLs2IhRkuHAagbZ0Rbl1c3NZLltnDmnGK81RsBwsa2xi9w0J6sq26nrCHDCpGwm5Xl4bXMTgXCMC+aVUtsR4OUNDXidNs6dW0S+PUCe0QVVy6FuDWbxPMKlJ/L0bgub632cUuFhmsdHri1Al2sCrb4gBcHdeHa/iunNx5xxLhvaHTy1sZ2ZxZksmJTPyso21td08tn5mZTZ2olteBIiQZj1CaLpE2iOpbOpwc/b21soznRx+swCwtEYwUiMlZVt1LYHOGFyLrPz7RRvewB8jTDrAsiaCGnxEu617QE+rOngvV2tTM7zctLUfIqynDisVjoDYRo6e3hxfT1dwQhnzi5kYo6XvHRVEUgkFX23uqWL3a09vLyxkQy3jXPmFpHjMinMzhryvgIdDTiDbbD5WYyueswpp2Hmz8KaUzGs2CpbuthU5+PtHa0UZ7o4Y2Y+uS6T7Mxh3FgLdEBXHWx6GoJdMPP8ePKAqgjIQRrNftvU1k5r0MKL6+tp8YdZPCOPqXkeSnOTP8AdaK3G2lmDuekZsLsxZl1IxJWDJ2do1QsHI9a8HaPmg/gT1PnTMCctJppWhN2d5L9ndxv4GmDzs9BVD1PPiFcR6q+SjxzSRrPv7m7xs63Rx1tbm7nupAp6IjF2NPv517YWCtIdnDmrgOLQbrzr78V052LOvIAtgTSiUZNCdxSn3U67JZNCjwWnJw06qqGzBjY+TdTmomfqBaxud7Oly84p0/IpSLeT7ta1lhx6xsT33EFoaG2nKQDPfVhPTzjK2bOLKMm0U5I7dmOW5DKjUWrbuli5q4U1NV3MLPJy3OR8irO8WO2HVxLXeOm3wxFuqcQWbI3fm4oEYdb5xNInDPv7ryRXZ7ePZp/JG1ub2dns5+iJ2RxZmsnEPN37l7EhaUkCwzp4P0/L3HnnnVx77bUALF68mIqKCu6666597Q899BDf+9732LVrF9OmTeO2227jvPPOG9QxD+UTgqTWHa9v5/9e3cpfPrtoxI/1w6fWM6c4g9uvnD/ixxor1HdFxh/1W5HxSX1XZPxRvxUZn9R3RcYf9VuR8Uf9VkQksSHVs77pppsGve7tt99+wHUGk5+wbNmyPssuv/xyLr/88kHHIjIamruCZLkdB14xCTJddpoO8ekGRERERERERERERERERCT5hpQksGrVqkGt11+FAJFDWZMvSIZ7dOaRz3DbqW7rHpVjiYiIiIiIiIiIiIiIiMihY0gjmq+99tpIxSEy7jV1Bclwjc58TpluO6urVElARERERERERERERERERIbGMtwNOzo6aG1t7bO8tbWVzs7OgwpKZDxq6gqS5Rmd6QayPHZa/SGisQNP2SEiIiIiIiIiIiIiIiIistewkwSuuuoq7r///j7LH3zwQa666qqDCkpkPGr2Bcl0j14lgZgJbd2hUTmeiIiIiIiIiIiIiIiIiBwahp0ksHz5ck477bQ+yxcvXszy5csPKiiR8SYSjdHeHR61JIGsPcdp9mnKAREREREREREREREREREZvGEnCQSDQSKRSJ/l4XCYQCBwUEGJjDet/hAmjGolAYhPcSAiIiIiIiIiIiIiIiIiMljDThI45phj+NOf/tRn+R133MHChQsPKiiR8aZpzxP9o5Yk4FElAREREREREREREREREREZOttwN/zJT37CkiVLWLNmDWeccQYAr7zyCu+//z4vvvhi0gIUGQ/2PtGf7RmdJAGnzYrHYVUlAREREREREREREREREREZkmFXEjjxxBN59913KSsr48EHH+Spp55i6tSprF27lpNPPjmZMYqMeXsH6zNGqZIAQJbbriQBERERERERERERERERERmSIVcSiMVi/OxnP+PJJ58kFApx+umn85e//AW32z0S8YmMC02+IOkuG3brsPNuhizTY6fZFxq144mIiIiIiIiIiIiIiIjI+DfkEc2bb76Z7373u6SlpVFSUsJvfvMbrr/++pGITWTcaOoKkjWKVQQAMlx2Grt6RvWYIiIiIiIiIiIiIiIiIjK+DTlJ4B//+Ae///3veeGFF3j88cd56qmnuPfee4nFYiMRn8i40NQVJHOUkwQy3XYaOzXdgIiIiIiIiIiIiIiIiIgM3pCTBCorKznvvPP2/bxkyRIMw6C2tjapgYmMJw2dPaOeJJDlcdDsU5KAiIiIiIiIiIiIiIiIiAzekJMEIpEILper1zK73U44HE5aUCLjTVNXkEyPY1SPmeWx09YdJhxVFQ8RERERERERERERERERGRzbUDcwTZNrr70Wp9O5b1lPTw9f/vKX8Xq9+5Y9+uijyYlQZBxo9oXIGu1KAnuO1+wLUpzpHtVji4iIiIiIiIiIiIiIiMj4NOQkgWuuuabPsquvvjopwYiMRz3hKL5ghCzP6E83APEqBkoSEBEREREREREREREREZHBGHKSwJ133jkScYiMW42dQWD/oP1o2ZuUsPf4IiIiIiIiIiIiIiIiIiIHYkl1ACLjXWNXD8CoTzeQ6bJjMaDJpyQBERERERERERERERERERkcJQmIHKTGrvggffYoVxKwWAwy3HZVEhARERERERERERERERGRQVOSgMhBauzswW418Dqto37sbI+DJl/PqB9XRERERERERERERERERMYnJQmIHKSGriDZHgeGYYz6sTPcNlUSEBEREREREREREREREZFBU5KAyEFq7AyS5bGn5NhZbgf1naokICIiIiIiIiIiIiIiIiKDoyQBkYPU2NVDpjs1SQLZHgeNXaokICIiIiIiIiIiIiIiIiKDoyQBkYPU0NlDtseRkmNne+00dwWJxcyUHF9ERERERERERERERERExhclCYgcpKauIFmpShJwO4jETNq6Qyk5voiIiIiIiIiIiIiIiIiML0oSEDkIoUiMtu4wWZ4UTTfgjR+3oVNTDoiIiIiIiIiIiIiIiIjIgSlJQOQgNHb1AJCTqkoCe47bsCcOEREREREREREREREREZGBKElA5CA0dO5JEvCmJkkgc08FgyZVEhARERERERERERERERGRQVCSgMhB2FvmPztFlQRsFguZbvu+ZAURERERERERERERERERkYEoSUDkINR39OCwWvA6rSmLIdtjp15JAiIiIiIiIiIiIiIiIiIyCEoSEDkIDZ095HgdGIaRshiyPA5VEhARERERERERERERERGRQVGSgMhBaOjsIdtrT2kM2R4H9R1KEhARERERERERERERERGRA1OSgMhBqOvoIcvjSGkMOV6HphsQERERERERERERERERkUFRkoDIQWjo7CF7DCQJtPhChKOxlMYhIiIiIiIiIiIiIiIiImOfkgREhsk0Teo7e8j1pjpJwI4JNHYFUxqHiIiIiIiIiIiIiIiIiIx9ShIQGaaOQJiecCzlSQJ7KxnUd2jKAREREREREREREREREREZmJIERIapbs+gfE6KkwRyvU4gPvWBiIiIiIiIiIiIiIiIiMhAlCQgMkz1YyRJwOu04rBa9iUtiIiIiIiIiIiIiIiIiIj0R0kCIsNU19GDxdhf7j9VDMMgx+ugviOQ0jhEREREREREREREREREZOxTkoDIMNV1BMjxOrBYjFSHQm6aQ5UEREREREREREREREREROSAlCQgMkx1HT0pn2pgrxyPg5p2VRIQERERERERERERERERkYGlNEngjTfe4BOf+AQTJkzAMAwef/zxAddftmwZhmH0+VdfXz86AYt8RG17IOVTDeyVm+akrl2VBERERERERERERERERERkYClNEvD7/cybN4/f/e53Q9pu8+bN1NXV7ftXUFAwQhGK9K+2PUBumjPVYQDx6QYau3qIRGOpDkVERERERERERERERERExjBbKg9+7rnncu655w55u4KCArKyspIfkMggmaZJXUcPp0zPT3UoAOR6HcRMaOwKMiHLnepwRERERERERERERERERGSMSmmSwHDNnz+fYDDI3Llz+eEPf8iJJ57Y77rBYJBgMLjv587OztEIUQ5xLf4QwUiMvDFTSSAeR11H4JBJElDfFRl/1G9Fxif1XZHxR/1WZHxS3xUZf9RvRcYf9VsRkcFJ6XQDQ1VcXMwdd9zBI488wiOPPEJZWRmLFy9m5cqV/W6zdOlSMjMz9/0rKysbxYhHiWlC5XJ483Z48xew6634MhkxNW0BgDGTJJCX5gCgtr0nxZEkz2HRd0UOMeq3IuOT+q7I+KN+KzI+qe+KjD/qtyLjj/qtiMjgGKY5NkaTDcPgscce4+KLLx7Sdqeeeirl5eXcfffdCdsTZY2VlZXR0dFBRkbGwYQ8NnRUw2Nfhl1vgt0DhgVCPig5Gi75I+RNTXWEh6Tn1tXxlXtX8qd/W0i6y57qcAD4/F3vc+OSaXzp1CmpDiUpDvm+K3IIUr8VGZ/Ud0XGH/VbkfFJfVdk/FG/FRl/1G9FRAZnXE438FHHHHMMb731Vr/tTqcTp3NsPO2ddI2b4K7zwWKB038AJQvBMKBuLbx3B/zldLj6USg9OtWRHnJq2gM4bRbSnGOnCxWkO6lpD6Q6jKQ5pPuuyCFK/VZkfFLfFRl/1G9Fxif1XZHxR/1WZPxRvxURGZxxNd1AIqtXr6a4uDjVYYy+zjr4x0XgTIfzfwllx4DFGq8kMGE+nPcLyCiBey6F5m2pjvaQU9MeID/diWEYqQ5ln9w0B9Wt3akOQ0RERERERERERERERETGsJQ+Bu3z+di2bf8A9s6dO1m9ejU5OTmUl5fzne98h5qaGv7xj38A8Ktf/YpJkyYxZ84cenp6+Mtf/sKrr77Kiy++mKpfITWiEXjoWoiFYclt4Mrsu47DC2f8AJ79Fjz4b3DdK+DwjHqoh6rqtgC5Xkeqw+glL83JzmZ/qsMQERERERERERERERERkTEspUkCH3zwAaeddtq+n2+66SYArrnmGu666y7q6uqorKzc1x4KhfjGN75BTU0NHo+HI488kpdffrnXPg4L7/4OqpbDOT8FT07/6znS4NT/gmdugtduhrNvHr0Yk8Q0TZZtbuKtbc1kuu1csqCEspzUJztUtnZTlu1OdRi95Kc7eWtbM6ZpjqkKByIiIiIiIiIiIiIiIiIydqQ0SWDx4sWYptlv+1133dXr529/+9t8+9vfHuGoxri2XfEB/9kXQeGcA6+fXQHzPw3v/h7mXgolR410hEnTE45y4/2reH59AwXpTnzBCL9fto2fXTaPT8ybkLK4TNOkurWbo8qzUxZDInlpTrpDUToCYbI8Y6vKgYiIiIiIiIiIiIiIiIiMDSlNEpBhePH74EiH+VcPfpvZl8CON+JTD/z7S2CxjFx8SRKLmdz4wGpe29zETUumc3RFNsFIjL++tZMb719NmsvGaTMKUhJbe3cYfyhKYbozJcfvT15aPJ7qtoCSBEREREREREREREREREQkobE/Wiz7VS6HjU/CUdeA3TX47SxWOOY6qPkA1j86cvEl0T3Ld/P8h/XccNpUFk3KwTAMXHYrXzl1CvPKMrnpgdU0dQVTEltVWzcQL+8/bJEArH8Mnv0mPHQNPP11WHM/hLqGvcu98VTviU9ERERERERERERERERE5OOUJDCevPIjyJ4Mk08d+rZFR0LpInj1JxANJz+2JGro7GHps5tYMquQoytyerVZLAZfOmUKMRN+8syGlMRX1RoAoCB9CIkaH9W0GR7/Kqz4WzyBo/AIsLth7f3w2FegbvWwdpvhsuGyW/bFJyIiIiIiIiIiIiIiIiLycUoSGC92/Qt2vwXzPw3GMF+2Bf8GbTvjT6yPYb94cTM2q8FVi8oStme47VxxdBlPrK5lTVX76AZHvJKAx2HF67QOfePalfD8f4PNBSfeBPM/A9PPgnlXwcnfBG8evPQD2PXmkHdtGAaF6S4qW1VJQEREREREREREREREREQSU5LAePHGbZAzGcqOHf4+ciZD+fHw5s8hGklebEm0u8XPIytquHh+CV6nrd/1Fk/PpzTbzS9f3jKK0cVVtnZTkO7EMIyhbdiyFV69Of46LLoOvLm9210ZcNS1UHQEvPFzqF875Njy051KEhARERERERERERERERGRfilJYDyoXQ07lsHcy2CoA9Mfd+RV0LYL1j+WhMCS747Xd5DmsnHGrIIB17NYDC6eX8KyzU18WNMxStHF7Wr2U5gxxKkGgp3xqR68+TD/U2C1J17PYom/ztkVsGwpdLcM6TAF6U52t/iHFpuIiIiIiIiIiIiIiIiIHDaUJDAevPNbSC+CiSce/L5yp8CEhfCvX4FpHvz+kqjVH+LRldWcPacIp+3ApfyPm5xLfrqTv761cxSi22/nkJMETPjXryEciE8XYXUMvLrFGp9+AAPe/EV8+0EqyHBR0x4gGhtbr62IiIiIiIiIiIiIiIiIjA1KEhjrOmrgw0dh1oXxweNkmPtJaPgQtr+SnP0lyf3vVxIzTc6YOXAVgb2sFoOzZhfy1JpaGrt6Rji6uJ5wlPqOHooyh5AksON1qHwXZl8C7qzBbePwwpxLoW4NbHlh0IcqSHcSjpo0dI7O30NERERERERERERERERExhclCYx1H/wV7C6YuqTfVYJRk7s+DHHNs36ufdbPXR+GCEYHeJK86EjInQrv/H4EAh6eWMzkvuWVHD85lwx3P6X4E1g8owCLYfDwiuoRjG6/6rZuTKBosJUEQl3w3h/jf/OiOUM7WP40KDkaPvgb9AxuSoWCPXHt0pQDIiIiIiIiIiIiIiIiIpKAkgTGsnAPfHAnTFkCdk/CVWq6Ylz4iJ8fvd1DR49JW4/Jj9/u4cJH/dT5Yon3axgw66J4JYHGjSP4Cwzev7Y3U90W4IxZhUPaLs1p49jJOfxzeSWxUSixv7O5G2Dw0w2svAciIZh5wfAOOOMcMGOw6h+DWr0w3YnFgF174hQRERERERERERERERER+SglCYxl6x+FQCvMPC9hc2sgxqef9tPaY3LLKS7+6zgX/32ci5tPdtEaMLnyKT9tPf0kClScBJ5cWH7HCP4Cg/fg+1WUZruZVpA25G1Pn1lAVVuAd3e2jEBkve1q9uO0Wcj2DKLaQXslbH4WppwOrvThHdDhhSlnwJYX4/s7AJvVQn66S5UERERERERERERERERERCQhJQmMZe/9GSYshIySPk0x0+RrrwZoD5r8v+OdTMzY/1JOzLTwvROctPWYfO2VAKaZ4Al7qx2mnwtr7ofu1pH8LQ6oIxDmxQ0NnDwtH8Mwhrz9jMJ0ijJcPLKiZgSi621Hs48JWe7BxfnB38CdDeXHH9xBy46N72fl3we1enGmkx1NvoM7poiIiIiIiIiIiIiIiIgckpQkMFbVroLalTDj3ITN924I82Z1lK/Md1Lo7fsyFngsXL/AyRvVUe7bGE58jOnnQCwKKwdXyn6kPLuujnA0xklT84a1vWEYnDwtj2fX1dEdiiQ5ut62NfoozhzEVAMN66H6fZh2JlhtB3dQqy1eTaDyXWjafMDVizLc7GxWJQERERERERERERERERER6UtJAmPVB3eCNx9KF/Vpag7EuO29Hk4rtzKvwNrvLuYVWDmt3MpPl/fQGkgw7YA7CyadAu//OZ4skCKPr6phzoRMcryOYe/jxKl5BMJRXtrQkMTI+treGK8kMDAz/tR/ZgkUHZGcAxfPg7RCWH3PAVctynRR2dpNNJaggoSIiIiIiIiIiIiIiIiIHNaUJDAW9XTCuodg6plg6ZsE8JsVQWImXDXzwIPqV810EI3Br1YEE68w6xPQUQ2bnzvYqIelriPAeztbOXFq7kHtpzDDxfTCNB5bNXJTDrT5Q7R2hyk5UJJA7ap4JYGpS8BIUhezWGDKaVCz8oDVBIozXYSjJjVtgeQcW0REREREREREREREREQOGUoSGIs+fBgiPTDtrD5NlZ0x7t0Q5sKpdjKcxgF3leE0uGianfs2hqnuSlBNIHcq5M+C5X9MRuRD9vSaOmxWg0UVOQlaTWjaBKv/Cf/6Fbz7e9jyAvR0JNzXiVPyeHNrM63+0IjEur3JB3CASgImrLoXssohb0ZyAyg8AtIKYO39A662N4lhW1NXco8vIiIiIiIiIiIiIiIiIuOekgTGog/uhNJjwJvXp+kPq4KkOeDsisHPc39WhQ2vHX67sp9qAjMvgF1vQMOG4UY8bE+uqWVBWTYex8d+n8YN8PRN8Mw3YMOj0LgJqlfAO7+Fh66B9/4M4e5emxw7ORfTNHnuw7oRiXVrow+LAUUZrv5XqlkZT2yYcgYYB07iGBKLBSadClXvQduuflfL8Tpw261sbfAl9/giIiIiIiIiIiIiIiIiMu4pSWCsqVkJ9WsTVhGo88V4aEuY8yfbcdoGPwDtshmcN9nOw1vC1PsTVBOYeAJ4cuG90a0msKvZz7qaDo6b/JGpBswYrL4Xnv12PAlg4edg8f+D478KJ30NTvsuTFocnx7hiRugdfu+TTPdduaWZPLk6toRiXdzfRfFmW4ctv66jRmvepBVDnnTRiQGiueBOxvWPdzvKoZhMCHLxbZGJQmIiIiIiIiIiIiIiIiISG9KEhhrVtwF3nwoWdin6c51IZxWWDKEKgJ7LZlow2mFv61NUIrfaofp58Ca+6G7dRhBD88z6+pw2iwsKM+KL4hF4M3b4wPtU8+AY78C+dPjT9Dv5fDC1NPhxP8Eqy2eTFC3el/z8ZNzeW9nKw2dPUmPd2NdJ6XZA0w1ULcGmjbClNOTX0VgL4sVKk6Cna+Dr6Hf1SZkudnSqOkGRERERERERERERERERKQ3JQmMJcEuWPcQTF0SHwz+iK6QyX0bQ5wx0YZ7CFUE9vLYDc6YaOO+jSF8IbPvCtPPhVgUVv59uNEP2VNrajmqPBuX3QpmFN78RXzag/mfiicJWAZ4e3py4JgvQnY5vPzDePUFYFFFDlaLwTNrkzvlgGmabK7voizH0/9Kq/8JmWWQNz2px+6j5Giwu2HD4/2vkuVme6Mf00zwWouIiIiIiIiIiIiIiIjIYUtJAmPJuocg0gPTzu7T9MiWMN0ROGsYVQT2OqvCRiACD21OUE3AnQWTT4Xlf4JoeNjHGKztTT421XftmWrAjB9311tw5Keg6IjB7cTqgPn/BtkV8MqPoHUnXqeNeaVZPLkmuVMONHUFaQ+EKc/uJ0mgfi00fAhTThu5KgJ72RxQfhxseQGCnQlXKc324AtGqOtIfkUFERERERERERERERERERm/lCQwVpgmfPA3KF0E3rxeTTHT5K51QY4ttpLrHv5Lluu2cEyxlb9/GCKW6Anz2RdDVy2sf3zYxxisZ9bW4bZbmV+WBRufhk1Pw+yLoGjO0HZktcH8z8QrC7zyQwi0c/yUXFZXtVPV2p20eDfUxQfj+60ksPo+yJgA+TOTdswBlR0HZgw2P5uwuXxPnJvqEycRiIiIiIiIiIiIiIiIiMjhSUkCY0XtSqhfl7CKwJvVUXZ1mpw9afhVBPY6e5KNXZ0mb1RF+zZmV8CEo+DtX8eTFkbQ02trOWpiFo7mD+G9P0HFiVB2zPB2ZnPGKwpEgvD6Uo4qzcBhtfDMuuRNOfBhTQdeh5XCDGffxvp18X9TTh/5KgJ7OdNgwgLY+BRE+1aGyEtz4HVY2VjXNTrxiIiIiIiIiIiIiIiIiMi4oCSBseKDv0FaAZQs7NP0jw+DVGQYTM8++JdreraFikyDu9cHE68w55L4gPeO1w76WP3Z0tDFlgYfx5U4YdlPIXsSTD/v4HbqzoR5n4KGDbjX38uC8iyeWF2TnICBdTUdVOR5MRIlAeytIlAwO2nHG5SKkyHQAdtf7dNkGAbluR421StJQERERERERERERERERET2U5LAWBBoh3UPw9SzwGLt1VTTFeO1qihnTLQlHqAeIsMwWDLRzquVUaq7Yn1XKJ4PudPgzdsP+lj9eXpNLV6HlXnb/wiYMO9KsCThrZgzCaafBese5sTsDjbWdbGt0Xfw+wXWVncwKc/bt6F+DdSvhSlnjF4Vgb28eVA4B9Y/Gp964GPKsj1sqO0Y3ZhEREREREREREREREREZExTksBYsOafEAvD9L5TDfxzYwinFU4qPfipBvY6scSK2xbfdx+GAUdcDrvehMrlSTvmXqZp8uTaWhZmtGNvXAtHXgnO9OQdoOJkyJ/OvC2/wWO38GQSqgm0+kPUdfQkSBIwYcXdkFkKBbMO+jjDUnESdNRA1Xt9mibmetnZ7Kc7FElBYCIiIiIiIiIiIiIiIiIyFilJINViMXjvz1B+IrizezWFoyb/3BTmpFIbLlvynlJ32QxOKrVx/8YwoajZd4Xy4yC7ApbdkrRj7rW+tpNdzd2c0P40TDkNciYn9wCGBeZejoMwxzh389iqGkwzwe84BCt3twEwNT+td0PV+9C0EaaeOfpVBPbKngg5FfFKFB8zOd9LzIQNtZ2jH5eIiIiIiIiIiIiIiIiIjElKEki1Ha9B63aYcV6fphd3RWgJmCyZmLwqAnudWWGjpcfk+Z0JnjI3LHDkVbBjGez6V1KP+8QHO8g0upmbE4XJpyd13/s402DuZZwUeI2qtgArK9sPancf7G4jx2MnP925f2EsCh/8DXKmQN60g4v3YFWcEk9WaFjfa3Fpthu71WBttaYcEBEREREREREREREREZE4JQmk2vI74gPNhXP6NN2zIcSMHAvlGcl/mUrTLczKtXDP+gRTDgBMPAFyp8FLP4CDfBJ/r2g0xpPvb+MY62asR14BlhF8++VPZ1ZFKbl08Ohbaw9qVyt2tzKtMB3jo9UCtr0EHVUw45zUVRHYK38GpBXCuod6LbZZLFTkellXoyQBEREREREREREREREREYlTkkAqNW+DrS/BzPP7DDRvb4/yTm10RKoI7HXmRBvv1UfZ0hrt22hYYOE1UPMBrH80Kcdb/tw/aIh4OGlaIbizkrLPgVhmnM3Jrp08+WETPf6uYe0jGImytrqD6YXp+xeGfLDy7zBhAWSWJinag2BYYNIpUP0+tO7s1TQpz8vKyrYUBSYiIiIiIiIiIiIiIiIiY42SBFJp+R/ig+WTF/dpumd9mAwHHFtsHbHDLyq2kuU0uGdDP9UEiudD2XHwwvcg5D+4g1Wv4NF3NlFo72balCkHt6/Bsto5Zd40ukw3L/7z18Paxcrd7QQjMWZPyNi/cNU9EAnC9HOSFGgSFM8Ddzase7DX4umF6exu6abFF0xRYCIiIiIiIiIiIiIiIiIylihJIFW6W2H1vfGBZqujd1PY5OEtIRaX27BbR66Uvc1icFq5lYc3h+kK9TOlwKLrINACr/x4+AfyNeK//3M8EzuWkyo+VrZ/hBUX5DMrzc8/t9th9X1D3v5f25rJdNspz/HEFzRtho1Pw5QzwJUx8MajyWKFSafCzjeho3rf4umFaQCsrGxPUWAiIiIiIiIiIiIiIiIiMpYoSSBV3vszmDGYeUGfpse3hvGFGNGpBvZaMtFGMAqPbAknXiG9COZ/BpbfER+AHqpwAP55Fc93zyJgOji13H5wAQ/DaVOzececy84nl0LtqiFt+8bWJuZMyMBiGBDpgbduj08xMPHEEYr2IJQsjCcurL1/36K8NCc5Xgcf7G5NYWAiIiIiIiIiIiIiIiIiMlYoSSAVQv74oPuUJeDK7NVkmiZ3fRhiYaGVfM/Ivzw5bguLiq3ctS5IzOynmsCsi6DoCHjkOvA1Dn7n0Qg8/Hlo+JD73VcxN88yKr/Txx07wUq6A+62XAz//BR01Axqu6auIOuqOziiZM9r9P5fwdcAR1wGljHYdaw2mHwq7HgdOqoAMAyD6YVpLN+hJAERERERERERERERERERUZJAanxwJwQ7YO4n+zS9UxtlS1uMsyeNfBWBvc6bbGNXp8mruyOJV7BY4eRvQCwM910JQd+BdxoNwyP/DltfYNtRP+D9Fgenl4/e7/RRDqvBaeU2Hgweiy9qg3svi0/3cAAvbWjAMOCoidmw7SXY/Gy88kNawShEPUwli+LVBD4ytcLs4kzWVXfQ1dNPtQgREREREREREREREREROWwoSWC0hQPwr1/D5NMhrbBP81/WBinPMJiTN3ovzbRsK9OzLfx5baj/lTy5cPr3oWkT3HPpwIPs/ma4+xLY9DSc+t/c2zqDDAccXWRNfvCDdFaFjZ6IwT/LfgidNXD3xfE4B/DC+npmFWeQ0bIG3v4/KFsEpYtGJd5hs9ri762db0DrNgDmlmQQNU3e36VqAiIiIiIiIiIiIiIiIiKHOyUJjLb3/wKBFjjiij5N29qivFoZ5bzJdgzDGNWwLphiY3ldlFUN/VQTAMidCmf+CBo3wB9Pgc3PwUenKIiG40+w//44qF8LZ/4Ef/FxPLQ5xGnlNuzW0f2deoXutnBiqZU/b/XQc/qPob0S/rIEGjcmXL+hs4c3tzZxbEYrvPoTyJsBsy6GUX5dhqVkYbzawft3AiZFGS7y0hy8uXXgpAgREREREREREREREREROfQpSWA09XTAm7fD1DMho7hP8x9XB8lxGZwwYfSfuF9YZGVCmsFvVwYHXjF/Jlzwq3hlgX9eBb86Au7/DNx3Bfx8Ojz+FcibDp/4Pyiay8Obw3RH4MyK1Ew18FEXTbXTHDC5p64EzrkNMOPJDstuhZ7OXus+8s4mbEQ5cdvtUDgH5n0KLOOku1gsMO1sqFsNNSswDIN5pVm8uqkx1ZGJiIiIiIiIiIiIiIiISIqlfuT2cPLWryDshyOv6tNU0xXjsW0RrpxpT8kT9xbD4KKpdv6wOsSHzVHm5g2QqJBWAGf+GBrWw+634uX7LVaYegZMOhWyKwCIxEz+vDbIccVWct2pH2AvTrNwapmV364Mcen0QrLP+3m88sEbP4O3boey4yC9kFB7LXdvvYLjLPV45pwLZceMjwoCH1UwC3KmwHt/ggvncVR5Nq9samR7k48p+Wmpjk5EREREREREREREREREUiT1I7eHi7bd8O7v4iXrvXl9mn+/OojbBksmpi5v48QSK0Veg9vf7znwyoYBRXPh2C/HEwbO+CEcdc2+BAGAZ7ZHqO4yuWCKfcRiHqorZjgIRU1uWx4EmwuO/jx88s8w7yqI9EDDeh7rmEGdmcsnjp8D5ceOvwQBiMc883zorIONTzKnJAOnzcJLGxpSHZmIiIiIiIiIiIiIiIiIpFBKKwm88cYb/OxnP2PFihXU1dXx2GOPcfHFFw+4zbJly7jppptYv349ZWVlfO973+Paa68dlXgPygvfBUc6HHFZn6aqrhgPbApz6XQ7LlvqBqStFoPLZ9j5v5Uh3quLcEzx8N8e0ZjJr1YEOarAwqSssZOLkuUyuGqWnb+tC3PaRBtnVdjjSRtz469Le4/JbQ/4OGGChdJsZ4qjPUgZxVB+PKy+F2fFicwry+LpNbV8+dQpqY5MPsLX1oQj3E6saSs40yCrnKg7B683I9WhyUeYrTsh0A5tOyG9GNIKMHLVl8aFWAy6ajE7qon5W4lkT6Yuko7TlUa+pQ1b2y4wI5A7Fbz54PAOsK8odNVBe2V8mprcqZCWD1jA3wTBTrDYIBoCDOisBk8epsMDVicxi41oZwOxQDvWvKlE7Gm4mjcAUcgohXAQPNkQ8kHrdsgoxXTnYAbasPjqILMcnOmY7VXQ04GRP4OY1YGvu4dWWx47W0Oku2wUZXnwBULUtHZRkOGmMM1OrqWLaDQKnbWYPR2EC+bRSjrhgI8JDj/29h2YNjdklmFgYrMYEOwCYhAOQHcrZu5UTIudaHs1RqSHWN50jGgEa/sOLFZbvNJQJIRpdRDFgtXhwvA3g68BMkriCWw2JxjW+N8y7Mf0FmBEeqB5MzjSCWdNojKSxebGABNzPKS7rLR0BWjyR5ie56LQ0oG9czdmJAi5U+myZrGiLozbYSXX6yAcjZHpdlCa5cZm23/9EY7EaOzqYXdLN/5QhJIsNz3hGJkeO3leB5kex+DfUyF//PVu2QaGDXImQVoh2F3De48KAOH2GmyhTmjaEu+H2RWEPbk4PNlD31egG1t3LXTUQHcL5M3AdKZhyZ44rNhibZUYwQ5o2Qqe/Pg1VsZEDPvQE2EjPT4svvr4+SQcwMibQcSdjT29YFixiaRCMNCFrbsRo70Ketox8qYTtmfhyJmQ9GPF2mswwj5o3gJWJ+RMIubKxprWN/H+oI/Vugsj0AptuyC9GDOtEEvu5KQfZzR1ByM0+4LsbPZjs1ooz/FQkO7EaR/9KQ4l9arbuglGogRCMTp7wnT1RJic5yU/3UmWx0GkvQarGYZIMN4PoiHIm44ZixDubMafOxdXpANL2y6sZhgjdzIWi42oYaM27CUUDjPBbeKmGyPYGb9m9ubFz+smYLEQtafTZc3CFzGobg+R74ow2enDaNsB0TBG3nRidhex9lqivmbMnMmEndlYrXac4VaM5q1gc0D2ZMDE0rINMPdcyxeAO/OAf4dYyw4MfxN01UDmRGKePGKGFZuvDrOjCiOzjKi3AFvORHo6m7F2NxFt2YHhyYl/Bwx1g6+emK8ZS+5kIs5sPDl9pxSVj+hug+7m+PWzGYPcaeDOgRH4LJf9Qp3N2ENt0LpjX3+O2NOxZyX/fC1jV097PRZfA7GOaizpxZjpxTiz9Zl1KIl2NWEJtvfq66Y9DUtWSapDkz16WiqxdNUT8zViyZlI1JWLewS+O4kMR0qTBPx+P/PmzePzn/88n/zkJw+4/s6dOzn//PP58pe/zL333ssrr7zCddddR3FxMWefffYoRDxMm5+DTU/DKd8Cu7tP8y/f7yHNbnDOpNTP/nDcBCvP7rDwo7d7ePKTXizDfIr+kS1hdnbE+PeTx95A+5KJNtY1xfjaKwHuOd9gYVH87x6Jmdz0Wjc9UZOr5wxhsGAsm7YEGjfA27/lhKk38qtXtrGz2c+kvAEGwWTUdLfVYX/rdhwr/wymGV/ozCB46d/xlSwkzXvgGxwy8szWnfDYlzCqlu9fmF2BedV9GIVzUheYHFgsCnWr4d7LMbpbsAJWYMJZP8VwZ2F75sZ4FRmID+6f8UNYcHV8oP7jImGo+QD+eRX0tO9fftRn4YgroKsWtrwQTwZ8+/9g99v7VjGmnwsn/ifWBz6D9f+zd99hcpXl/8c/Z/rM7s5s37RNDyWEFBIIoSOBCEpHaVIVFMlPha+KURC/oIINsaDwRaqggEhRQRQCoQYCKSQQIKTX7XV2p8/5/XGSTTY7u9kyu7Ozeb+uay/Iqc+ZmXvOmfPc535a63avO/k8RY+5Xu57j7GG7Zl7i2TYpBdusDrVz/idjKeusjoTdxl1uIzjviM981UpHlL9hS/odx969PCSJfI67fr9RYfpp4+t1PItu9s4psinBy+ZrnEvXCptfE2Ns/9Hz1SOVJ6rVqc0PCHf0j9YN+skyZWr6Dn3K9ZaJ5e/RPrnt6TGLdIB82RMPkt6/juyR4PSiT+QNr0qvXO39TpLktMnffY2GZvfkW3aBdIbD0gfPt2u7TruO9Lyv0jHf0dy+mS88Wtp+UNt34Eut1+Bz92n1z4q1GenjdaXH16pyqaIzplSoFkH7ZDvP/OlWOvO98yunKO+rWGjL9AZ932kHJddt5w5Ra+u2aBL5ozV9FH5cjpsCscSWryuVvP/skwtUautNkO6aPYYjSvyKWmaOnPGSJXmdaOTP1QvLfuztPB/pWTcmubwSGfeJR3wWSvZCz2WrNskx+Lfynjvvj3Oh3lynnOvoiOOkCuvqNvbioWa5aj+UMZjF1kJArscfKbMU26V0cNEAbN+k4x/3yBjzb93T8wtlXnBX2WWTetRokCstUGOja/JeOZrVrKJJBk2OY78uuKzr5Ejf1SP2gZkQqS1Qa6KlTL+dqn1nbiTc+oFSpx4o+wF5Wnbl1m3Ucayh2S89Zt25xrbGb9TYvTRsgfSd4PbrFsv46mrZWx9t22aUTjeut4rPTht+xlIDa1RPbZks3753zWKJ63vVrfDpl+cN1UnHVymHHfm7z9g4Gypa9XDizfoyPHF+t7fV6k6GGmbd8rkMt36+UkqrflQRmut9Nx1VpKoJNnsMo79tmxTL5Rt/Ss7r8V2z0se+105Dvys/IrL63HInQzJ+Oc3pc27r4WVP0b6/B3SknvlOOJq5RhO/eANp+ZNytVsz/uyPf8/7a7JbcffIFvpIXI8ebEkyXXeAzK2r5Cx+HfWNevhX5EC5dIrP9mZnCvJ7rSupaecK+WVdfo6mNWfyPb4xVLNp23TbCNmyH72PdITl8ho3iFJcpRNkfmFh2Rf9qicb90hpyRN/5LiR3xVjr9+QWquaFvfmDhPkdPukLuQ83hKzRXWfdEXbrASUCTr/frMTdYDOwE6sfpDrGGHnJtfl/HPb7SLWccx1ysx/VLZC0dntoEYELG6TXL97VLZdqzYPbH4AMUueFzO4uxOhIQl2bBVto2vy9jr3K1jv6PktItkK+xdojzSJ1bxkTyPfdFKntwpPuYYRc+8W67C9P12Anoro494n3rqqfrxj3+ss88+u1vL33333Ro3bpx+9atf6eCDD9b8+fN13nnn6de//nU/t7QPQg3Sv66XRs6Sxh7XYfaq6oSe/jSucw5wZLSKwC42w9Clhzj1QU1Sf/ko1qttBKOmfrEkoqNG2DUhf/A9oWAYhq6d4dJYv00X/LNVt78T1t/XRHXBP1r16paE5h/mVoEn8+9FWjg80uSzpO3LNSP0tnwuu55cuiXTrcJOtrUvyr30/3Z3iEhSpEnux78oV0tV5hqGNsnGbdJ/b2yfICBJ9RtlPHaxzNp1mWkYuqdxm/TQGe07Cp1euYrGyvns13bfjJSsDt8Xb5QqV6XeVtM26c9ntU8QkKRlD0tb3pFCjZInX3r/8XYJApKkmZdKj35B2jNBQJJz9ZPSR/9U4qhvSYmY9J8F1k1Nb4HVmf78t9snCEjS1nel9+6XZl4mDZ+hF7d79NA722Sa0kWzR+vPize1SxCQpE21rbrykfdV9ZlfSr5CfTrqXD36fqOOd3yo3Pd+vztBQJKiQbmeuEjGiBnW9UvjFitx4fCrpH/Mt6ocFOx8cn7xXbs7bSSr8/5f10mHnCU9/iVrKJ8Obb9PCoyQ1r8qbXlbWvZgh+/Akmcv1o3H+vWdJ99XZVNETruh6w73qui5r+xOEJCkZEKeN36mSdHVOmJcgVqiCd3w95U6e8YoXfnAEm2tt5bd3hDSVx5+ry1BQJKSpvTI25tkt9v0xHtbta4qqG7Z8b704k27EwQk63P01FesJ+7QK8b6V2S8+6e9PgvNMp64RM5Qz86HjpYKGY+e1z7uJRkfPSu994AS4eZubyvR0iAtvqt9goAkBausfTRu7FnbmrbJePLy3QkCkmQmZSz+veyb3+p0PWAwcbZUyfjrF9slCEiSsfIxGR88oXgk0smavbBjhYw37uhwrjGeukq2UE3adpOo3yr9+3vtEgQkSXXrZTx+sZK169O2r4H0wfYm3f7CJ20JApIUiSf1zcdXaEt9axdrYqhpDUf1t6VbNb28UNc/8X67BAFJ+u/qSj38zhbrqf9nr9ndySBZ8ffqz+So/kj5y//YYZ7t1dtkNmyR22nI1bhexsu3tk8QkKSGTdY14kGfk978jVwbX9V3j8rV58qjsv3j2o7X5K/8xOrgGDZVKj5AttYaK1nITEqegDT+BOmlm3cnCEi7r6VrP1VnknUbZPzt8nYJApJkbF8uPf8d6XN37J5Y+YH07DUyZlzcNil2zP/I8chZ7RIEJMm59j8y37xTTQ3trz2wU8Nm6V/f2p0gIFnv14s/tKrEoF84WqtkPH11h5g1XvuFbJUrM9cwDJhwU43s/5jfPkFAkmrWyPm3SxRuqEi5HrKL0VojI8W523j1dhlVH2auYZBkVRBw/vUL7RIEJMmx6Q0ZL92sUGN1hloG7DZ46sB3w+LFizV37tx20+bNm6fFixd3uk4kElFTU1O7vwH1/Hes8sNHfr3D2PZJ09SP3gxrZJ6hz4wePFn8BxTadeJou25/O6ztweS+V9jLHe9F1BQ1dcHBPS/BOlDcDkMLjnTr1PEOPfxBVP/zSljVoaR+MMet6aWDL7GhT0oOkEYfKdeyP+mYcrcef3eLYomev68DLeOx289aa7bK89YdqWcmYkqu/tfANggpGZEmGZ88n3pm/QYpSDLHngZd3G57z+rU3tOBp0kfPtX5Oq/+Qgo3dpy+flH7G5h7WnKP9QT5xM9IH/+z/bzC8VLdho7t2Mn93t2KT96jmtKKR63KBDnFVqm4VD79jzT2WFVNu0a/f3t34sHscUVatCb1Z3JDTYsqkwEFD71Uf3i3WVcflqeipXem3n4yruQHf7du5ErS2GOk9a/s7qSZdr609IHU65pJac0L0pg5UuVqqXTyXm3/rzTuWKs0/5u/Sb2NRFSudf/RqAKfJOm4SUUqXvNY+2SGPXjf+pUWHG89MRZPmnpjbY2mjMrX0s1WB9azK7YrsUcHyZ4efXuTzp05Sve8ul51Lfvo2Ao1Wp+PlMdtSu/cI8WjqecPcpmM3WTteuvGfyqJmPTB06nndWbruzuHyujIWHq/Veq/m2yhKhnL/5x6ZqhequzhTZf3/9K+s3PPtr35G8XrNqecB6SSqbg11i9qfxNyD7a3/ygjuC0t+0nWbpDR2XnCTEpLH1Ii1ruk9r3ZYk0y1v439czadVZZ8izTGIrpdwtTd5aapvTQWxsVS6T+PkL/ykTsVjbH9NzK7WoKx9QYSh03xTlOaemD7RP29mC8ead0zPUp59neulMeIyGbr8CqoplKw2bJ7beSa0fN0vCKV2Rf92LnjV78O+nYb0vTL7ISZHeZfKb0/l87X++t33dIYmo7hlCDVWkxlQ2vSv72ZX+NLUtkT+z8vis5UEbtug5JiLt43v+znNEUvyH2d6Em6e0/dj7/rd9KzZUD155eGnS/c/chEQlZv9e6iOcE151Dni1UK9vG11LPrPxAttbsu77piWyL295IhJqld+/rNNb11m+UrN80sI1CO0bTduvhmxScHz8je4RrB2ReViUJVFRUqKysfdmwsrIyNTU1KRRKfaPitttuUyAQaPsrLx/AEh7LH5FWPSHN/qo1Tu9envg4pqWVCV0+xSW7bXA9uX7RwS65HYaueznU7smDfXlne1wPrIrqvAOdKvEN7o+X027owoNduvezXt1/qle3H+/VwUVDLEFglwNPk3zFOqnmEdUEo3p+1Y5Mt2ifMhq7A8BmJKXGzn+UOWs/HsDWoFPRlk47JiVZJebRZtDFbe3ajtNySqTGrZ2v07hZiqVIBqj5pPN1glXWWKvJRMcOwH3tL1TfPomwcas13nknNyAlWT8Ak3ElcoZpe+Pu659YItnpb0NJqm0OKxqYqM0NEQ3Lc0gNnVeWcdd9oqS/fPcx7LlsTmmnP3KsY9iy87h3/nfvtidikq+wy204aj9Rca419M/wXIe8jSney7b9bVaRZ/eBb28IqTjHpfXVLUomTa2p7PzJ8W0NIRXnurS1IaRQdB+dJfFQ18ddt05KpPEJ2gGU2dg1u46Rui7e+1S6euI33Ni+CsS+xCPtq1fsbe9KH11IxsIyOkv8kaTGLTKS6enwxP4hY3Fb0/lTumqplmGmp+PZMBNdXisb9RtkxLpfGaRLkZbOb65KUhZW+IrEE9pan/oeiWQlD0bigz9xfCjKROzGk0m5HDbtaOz8MzEqRzIauuhIaNwieTsZDq9hi/VUfyzU9W+nlmrJnSclonLWfiIj3sV1U8MWyZvf8Vo6p7TLa1g1brZiOpXQPp70j6ZYL7Iz0bdgnMyuOlri4dS/IfZ30eYuv8vVuEWKdfJ+DSKD7nfuvsSCMrqqcta4RUYyO5Ob0QORrqvlmaGh3TmZdXHbC0a0pctzt9GwRUaCWM8ks6mL+8bJhMwo1b2QeYO7FzcNFixYoMbGxra/LVsGqNT6tqXSc9dLk06Rxp/YcXZzUj9eHNbx5XYdUjz4OqZzXYa+Pt2ldysSuv2d7t3wrmpJ6hsLQzqoyKbTxg+eygj7YjMMeQfBUA/9yu6Upl+k0bH1muqt1h9fWSuzqxthg0DGYneAxA2nVDal0/nR8qMGsDXolDvPGrajM4WM4banQRe3Iw/rOK1uvVR2SOfrDJ8uuVKMK19+ZOfrFE3cPZSA09d+XsMmqauxjAPlMvd8+rzsEKnqY6ucf2ccbsmwyVW/RgcNy9s92WbIZe/80m5EgU++yvc0bZhHH9fGlCzt/DsoPOoo2Sret/5Rv6H9a1a3vsvvL5VNsaonlB3SsQT/zraraYdU2vn7EB81R5tqrR9Ln9ZG1FR2eKfLJsoO1Yam3efxg4b7tamuVdPL82WzGZozofPx7A8a5tem2lZNGeGX37uPCkjuPGn4tM7nl8+WHL7O5w9imYxdcx/nQ5XP7tkGR87ofJ5/hGRzdX9bDq9V1aMzw7r4POzF5vQoOXJWp/PNskOU3Pv7A+hCxuK2vPPvYxVNUNJIz+9A0+GV2cV3gzlylpIuf1r2JY9fsnfx3ZCffeM257gcmjKykw5dSbPGFMrrzJ7f7ENJJmLXabeuk8YXp7jG3emTelPm8M7PoWbZFKmTG93msKnWbyan1/rrjH+EVe3H7lR45BwlPfmdLztsipUcUJfqOrSLa/lhUztPZsgd1vl6NodV6WBPhk2mt8D6/4pVMsomd1xvF1+h5OI83oG3QBo2vfP5ZVOtIdsGuUH3O3dfXAGZI1L8Ft7JLJvCdef+wJtvDd3SCVtuSafzhoKsi9teML35Mkd0fe42s/QexVBh6+q+sdNnVSUFMiyrkgSGDRumysr2ZagqKyvl9/vl9ab+IeJ2u+X3+9v99bv6jdJfLrDG7J39tQ6z40lT33o5JLfD0CWH9OBG5QCbXGzXJYc49aeVUf1hedeJAg1hU5f/u1WxpDT/MJdsxhDvdM9GOcXStAt1ZvwFfVwZ1L9XDu4noDMSuwMot3C4IifenHqmt0C28ccPbIOQkuktlDnzitTzymdLnoIBbtHgNujitnSyFNgrW3zdQumAU1Mnfxg26bhvS+6cjvNGzUxZFUiSdMx1Vuf3B3+XZl7Wfl5zhVVlIDAq5aqR474vz3v3WP+wOaSpF0irn5GqPpJGz0m9v+kXSx/9U0XL79L3ji1sm/zChxU6d+bIlKscNS5fxeHN8qx+XF+d5dcDSxtUfeSC1Nv3BGSbOHd39YRty6QRM6wxYCWrxOvhX+kwjJIkK8FizNFWFYecUitJIkXb5QlIn7kx9f59hWoZPrtt8+9sqFfNmM+nTt4wDMWO+75+9B/rCSW/x6EpI/yqDUZ14M4EihMPLJXfk7oj5Mqjx+qpZVt11XHjlefZR5KAK0c6/rvW52RvDo8040uSffAlfnZHJmPXXjha5omdfBa9BdKEz/RsgyUHdYz7nczjvqtE/phub8osGC3z6OtSzyyaIBV0f1uSZEw+o2MHxC4nfF/OwPAebQ/7t0zFrTlyZqeJbOYJ35ejaFxa9mPLHymd8L3OzzVTzpXDkZ5O7oSnQOaMS1LOM8ccLdPdeWf7YJXjdugbJ01UqoKFHqdN580cNeiqGe4vMhG7Y4tzdcXR4xRLJDW2KHVnQcDrkKZ+oWPCq2TF4XHflV7/Vcp55rHfVmssqVhrg9TJbyeNmmV18B9ytrThNW3Ima7ExFM6vyY/+jrp5VulFY+0v6/28b+kQ8+zHoTYm80hzZlvJXamkPQEZE44KXX7pl4gVbQfp92cfLbaCms2bbOSDIoPSLl665H/o7i7MOW8/ZrLJx3+5dSJWDa7dPQ3rASLQW7Q/c7dB7vLZQ0R10U8OwIjOs7DkGL6ShQ79MKU8+KTTlXC23ky/VCQbXHbG3aXR5p2YeoEPcOQjvuOdU2NjEnklCjRycMC0cO/JvmGdhwiO2RVksCcOXO0cOHCdtNefPFFzZnTyU30TGjcKj18pmR3SCf+IOWF8G1vR7S0MqH5M1zKcQ7uH+afHefUuQc49PMlEd34ekihWMenz9fWJ3Tesy3a0pzUd2e7VejJqo/V/qV4kiYfeoSmG5/qtqcWKxyhrG0mRYumKHLm/7W/IBg+TdFLn5fh5wfbYGDLLZGOvEbm7Gt238AybDIP/Jx09t0yCsdmtH3YB/8I6bJ/SqP3qMzhylWwsU6tFz5tdfLtEhglXfx3qXBCx+3smn/5c9LImbuneQuk038nFU2yyqeWTbH+Zn91j8+LIa19SbroCZmj96hG4AkocvLtMvOGSysfk/LHSBf8RWrcZt0Yff2X0jHfknnw6bs7pR1uq3N+5ExrOKNwo2bkNemOsyapwOfUM8u3adaYQn1p9mi5HdY6NkP63CEl+tV5U1S4+CdSLKTRS27VL04bqSe25qvutHvbDwlQNkWxS56Tc+Or1nXMpFOsY1h4i3TOn6zja62VVj9rHXveHk9klRwknXuv9MFT0sVPylz/Svu2z/qyVZGhaJL1VGZuqXTG79rfGBw+XdvOfkpXPlOhH5x2sI6bZD3Fff1/61Rx7lPWPnbJG6bwuY/o2W152lDbqoOH5+nOC2bouZXb9dCVh2tMkZXsMarAqye+OkcHD999w7g416UfnzVFK7c16qdnH6rRhd3Mri+cIF38pOTf44d20UTrs9GDzme0Fy86SOZZf2j/1P6wqTIveVbxwNgebcsomiDzS0/J3DPJxhOQefIt0vgTe9SpaLO7pINPl3niD9olqZjjjpN54eMyijr5vuiEmT9W5qXPWglMu+SWyjz3PsWLDup8RWAQsRVNkHnJszJH7XGzy1sg89SfKzayh5U/9sHMGyXzvAc7nGvMS55RIi9918qOvFLp6G/KPOJq63wlWdd7B58unXmXbFl6vTeuOEcPXH64hgd2d8JOKMnRY1fP0aiCLp72xpB05PhCReNJ3XrWFM0Zv/v3Z47Lru+depBOPbhIaqmVvvRU+45w/wjpi39WxFWghnm/k0oO3D0vb7iSX3xUMhOqajUVyx+v5GGXSUde2+63kw48VTruBql+k3TwGYpNv1R/XB7VT98KKfGlp61rqV0Co2Se/4i04TWpeYcUbVFMDpnnPWBdsyai0uK7pPMekArG7l4vf4x08d+6vB6z55dLn/uVzEPO2f10rd0lc+blMo/6f9Jz3945zSlz+sUy596sxLpX25IOHE9eoviFTyixZ7VQV67Cx90oY8o5yhuCHVBpESi3Pld7Pk0ZKJcufCwrK7Vki3juMJmXPNM+Zv0jZH7hYcX9vO77A3eOX+YJP1DssCt3J1bZ7IpP+aKSp/1KHn8XFdOQNRJ5I6xY3+vcbX7xESVzubecad7CkUqec78SB5y2O/nZ4VF0zreUnPUVuXOyLxkZQ49hZrDmeDAY1Nq11jijM2bM0B133KETTzxRhYWFGj16tBYsWKBt27bp4YcfliRt2LBBU6ZM0bXXXqsrr7xSL7/8sr7xjW/oueee07x587q1z6amJgUCATU2NqY/g6zmU+nPZ1tj7c77SconLB76IKqb3wzrsilOfXbcPp5YG0QWborr4Q+iKvQauniyS1OKbQrHpVe3xPXkmphKfYaun+XWyDwSBLLBtrUrteCjsbqybL0WzL9GcnZRTn2Q6NfYzaBIJKxkc6WMcIMMu0txd75yCnmScLBJBqtlhOqs8piuHJluv2wBsnH3ZdDEbWud1FqrRDSkmCugKjNfLpdLpbZG2UL11tip3kLJ343Ya621/uJRq3xf7nDrQr95hzUOq0xrXGPTtMbXdHplGjbJsCtuc8mMtsqMhyVPvmyuHDlatlvL7sr8duVY2wk3Ss4cRV15ssVDcsSCkitPCbtPtnCtlIjK9BYoYfdK0VbVKKDGqOSw21Tgdao1GldLOCav26Fid1K58WaFZZct3iozHpGRU6JaM1fReELFapIz1ijD7lDCkSu3LSHT5pQRa9k9rmw8LNMdUNxwyog2y0zEFfcWS8m4XNFG2Q1JDqckm0xTShgO2RxO2WIt1pjurhzJlPVaOVzWWO+mqYQ7ICPWKlu4QXK4FHMXansioMbWqHI9DvmdUjCSUEvMVJ7XqUI1yR2zxpVPuvPV7CjSjmBMDpshp90mmyHluh0qC3Ts/KgNRlTfGlUompDHZZdMU26HXaOLUlSO2JemHVKozrrx7S2U8roYHiILZSJ245FW2Zq3ywg3SHaXkm6/7H3omEvWbZIRbbbGCPYElMwplb2z8sP7kAg1ydZSIYWbrJh2+2XL7/2YlvG6zbJHGmQmYlayUWC0bGl6Ihr7r4GO21jdFtmjjVI8ItMTUDJnuJzeXnyf7kM8Hpe9YaMUaZIMu+T2y0hTtYIO+2qulj28+3ov6c6XPcsrfJimqcqmiBpCUdkMQwU+l0ry3JluFvYwkLEbDEdVE4wqmkgqmZRiiaQKclwq87vltNsVj0RkD1dLsbAUDVrXgZ6AkoZD8VCzIjkjZYu3yhltkM1MyPDkye7wKGlzqDJkU0QOFbli8ikqe6xZilrXwjJs1vWu3SHT4VO9/DKTMdWGbbLbbBrjqJUj0iBj5/5MX5HiTZUyY2ElXHmKugqU47LJDNXLHq6XbHaZ3gIZpilbaOeQX9789kkDXUg0VVnX09EWyZ2niLtQiaQpb7TeOm53rhKeYjnzihSPhZVorJAiTTIcHiW9JbKZUSncIDMakjx+Jb2F8ubm99fbNnTUbbB+45hJa4iBouwdum/Q/M7thmTtBhmRJslMyPQElPCPltOZPfej0XfRUFAKVsmMNMtw58r0lcidM7g/t/0hm+K2N8za9db1spmU3AHFA8T6YBJqqJI90igz2iJ5/DK9hfJw7YBBIqNJAosWLdKJJ57YYfpll12mBx98UJdffrk2btyoRYsWtVvnuuuu0+rVqzVq1CjddNNNuvzyy7u9z347Iaz5j/T3q6wfJnN/1P6pvJ3+/GFUN70R1mnjHfrSZKeMLCvJX9GS1NNrYnq3IqFQ3JpW6jN04miHThvvkMueXcezv/vH8i16bGuB7it7Sp+5/OZu/6DOlKF+MQcMRcQtkJ2IXSD7ELdAdiJ2gexD3ALZh7gFgNQy+sjKCSecoK5yFB588MGU6yxfvrwfW9VDoQbppR9JSx+Qymdb4xLvNWZuLGHq50siundlVKeOy84EAUkalmPTNTPcujppqj5symk3FHBn33HA8vnpo7Qm1Kj5lafrkd99SYd99jJp1pW7y+4BAAAAAAAAAAAAGHKoDd9b0RZrHLTfzrDGEp79NenEGzskCHxQk9A5z7TovlVRXXKIU5cckp0JAnuy2wwV+2wkCGQ5m2Fo/hEBjS5w6+Lwt/XCPx+X/niUNZZ0MpHp5gEAAAAAAAAAAADoBwx+2ROJuLR1idWJuvIJa6yyiSdJ0y6ScorbFjNNU8sqE7p/VVTPrY+rPM/Q/x7t1sQCntDG4OJxGLrhSK/uXmHX13ZcpzvCz+mcJ6+Q/COsz/XkM6Vhh1pjSAMAAAAAAAAAAADIeiQJdKW5QtqyRKr6SNq+VNr0thRplHxF0qSTpQNPk3JLFU2Y2liX0OrapN6riOuVzXFtC5oalmPoK1NdOr7cLoeNTlYMTh6HoW/OdOm6V8L6ZMTZ0qTDpU/+Lb1zt/T6L6WcEmn0HGnEdKnkYKloolQ8icQBAAAAAAAAAAAAIAvtd0kCpmlKkpqamva5bM7982Rv2NhuWqLkECUKJ0rxuPThPyRJx3/4Oe2I5bRbboK7UQc7G1S5WXpic3raDvSnypYxSuxYqaixUrJ7ZYw9Qbaaj2WvWyt99A/rb6fQ3J8pNvWifW4zLy8vbcNr9CR2AfRNumKXuAUGDudcIPsQt0B2InaB7EPcAtmJ+1NA9knnORf9b79LEmhubpYklZeX73PZB8706IIpTu1oNmXumli/StKqdsuNcU3QDvtM5ZgtyjNbJEktIem9kDeNLQf6V6mqNWLLv7V10zsp5xuShucZctqkMy+brxfXX7PPbTY2Nsrv96elfT2JXQB9k67YJW6BgcM5F8g+xC2QnYhdIPsQt0B24v4UkH3Sec5F/zPMXWlU+4lkMqnt27cPuWyWpqYmlZeXa8uWLUMuADm27JXOONszdpubm4fc6zYUPwsc0+DX2fGkK3YH+zl3KLyfHMPgMBiOob/OuQMdu4PhteyLbG+/xDEMpGyP22x5nXtqKB4Xx5Re2R673TUUPzf9jdes5wbqNdtf4jYVPpe8BlL2vgb9eX8qW1+TznA8g9tQOx6p/+8rY2Dsd5UEbDabRo0alelm9Bu/3z9kvmT2xrHt3/aM3V0nmaH4unFM2WGoHVN/HU+2nHOHwvvJMQwOQ+EYpMERu9n+WmZ7+yWOIdtkMm6H6us8FI+LYxp8BsM5d1+y/TXOBF6znsum1ywb4jaVbHqN+wuvwf77GnQVt0PtNeF4BrehdjzS0Dym/Ykt0w0AAAAAAAAAAAAAAAADgyQBAAAAAAAAAAAAAAD2EyQJDBFut1s333yz3G53ppuSdhwb9jYUXzeOKTsMtWMaasfTU0Ph+DmGwWEoHMNgke2vZba3X+IY0H1D9XUeisfFMaE3eI17jtes53jN+h+vMa+BxGuQylB7TTiewW2oHY80NI9pf2SYpmlmuhEAAAAAAAAAAAAAAKD/UUkAAAAAAAAAAAAAAID9BEkCAAAAAAAAAAAAAADsJ0gSAAAAAAAAAAAAAABgP0GSAAAAAAAAAAAAAAAA+wmSBAAAAAAAAAAAAAAA2E/sd0kCpmmqqalJpmlmuikAeoDYBbIPcQtkJ2IXyD7ELZCdiF0g+xC3QPYhbgEgtf0uSaC5uVmBQEDNzc2ZbgqAHiB2gexD3ALZidgFsg9xC2QnYhfIPsQtkH2IWwBIbb9LEgAAAAAAAAAAAAAAYH9FkgAAAAAAAAAAAAAAAPsJkgQAAAAAAAAAAAAAANhPkCQAAAAAAAAAAAAAAMB+giQBAAAAAAAAAAAAAAD2E45M7vy1117TL37xCy1dulQ7duzQ008/rbPOOqvLdRYtWqTrr79eH374ocrLy3XjjTfq8ssvH5D2DlaJcItswe1SPCI53ErmjpDdk5PpZqVForlatki9lIhJDo+MogmZblLaVDS0qDmSVNI0leOya1Th0HjPAGDQadwqRZqVtDkVtOWpPuaU12lTka1FtkRIhgzJMFSTzFNzwi6HzVChMy5vvFmtniJVhmyKxU25HDblex1qCMdlyJDf41BRsl4KN8iUZPqKZUQarfOxzSHZnVIyoYQ7X4lIUDZDsptxGWZSpt2lhN0ne6xZDcpTU8KppGGXx2FTgVkvl5GUkYwpkUwqbnPL7smTM1yvFlue6uNOxZOmfE5DBR6b1FItu2FKNrsM01TMXSBHpF62RESG3Sk5vFab3HlWW5MxyeFT2OmXMxFWQ9Kt5phNdptU4IjLbbYqZA/IE2+UMxmRbHaFHX7Vxlzy2WLyJ5vkMKNKuvKUtLtkRJpkN5Myd+7ftNllJBOSw932WhjJqLRrmsMrRZok05RcuZKZlBIRxeRQky2gcEIqsrXIY0aknBIp0mhdBzh9kitHCtXtfo0laxt5ZRn9iCE9Wut2yBYLSja7Ei6/cgLFvd9WsFF1rQnFEkn5nIbKiov61DazZp2UCEs2p0xfoWw5vW9bU0OtXLFGKZlQ3Jmn3MJhvd5WJBrTtsaIIvGk3A6bSnOdyvW6e729htaoGkMxSVK+z6mA19XrbQ1m9S0R1bXEFE0k5XPZNaaI6/CeijRVy4g0y0zGZTq88hSV99u+zLqNUqxVMmwy3XmyBUb2y34ikYi2NcUUjSflcthUkutQntfTL/uKt9TJFqqV4lGZTp/sReP6ZT+SVNEYUnM4LpthyO91qCSvf44pEY9rc31Y4XhSboehslyXcvrwfdSVcCyhmmBEsYQpn8uuMn//HNNQFmmqUSiWUGPcKclQwBmX7E41RaSEKfntMeWpWbK7ZUvGZUtGFXXmyqmEbLGgDDMp2b2Sw60WeVUVtSuaMOV12DTKE5UtXCcl45LNLtlcUjIq2dzW9aiZkKJB6/pOkuwuKRG1rgk9fslTIDVtbbvHJV+RlIgrHI/LFW2UbDaZzlzZ7Q4p3GBdU3oCkn949w4+2io1bbP2aXdL+aOt69SmbVIiYk0LjJKcOz9XTTus7yC707o2TcSkYIUUj1rL+EdLzqF5vkyrUIMUqrf+3xOQfIUZbc7+oq6hQc0RU0mZynUaKiksyHSTMMAi0ah27Py94HIYKstzyufxZrpZSLPGhlo1RgwlZcrvlAoL+/b7F+kVCgVVE7R+Z3gcNpUV5MnhyGjXLNAmo5/ElpYWTZs2TVdeeaXOOeecfS6/YcMGfe5zn9PXvvY1Pfroo1q4cKG+8pWvaPjw4Zo3b94AtHjwMes3yfb+X2W8c7d1se0tkG3212ROu1BGwZhMN69PzLqNsr32cxkfPGn9OMwfI/OkHyo58gjZC0dnunl9sqayWT/+12q9vrZGpikdOjKgm0+frAnFLhXk5ma6eQAwNERDUtWH0r+/K21bKpuknLEnKHLSHSpMhmRb8YiM8cepdfNyvV96tm5auEVrq4Ky2wyddkixvvvZQ/T4m1v00Fub1ByJqzDHpauPG6+Zowt0+/Mf6o+n+GS+tkDGlndknPF7Ge486aUfSfUbrJudk8+Ujv0f2d+9V47yw6WVf5VWPyslYjIKx8v4zE3annuorv7HJ/pwe5MMQzrxgGLddMoYjdv6jPTqz2RrrZPTE5B59Le09aArddtza/Sfj2qUSJqaVJqrWz5/gA5xNsj/0EnSuOOlk34o16Y3Zbx8i9RSbXWgz7pCmnWl9J/vS6uflpGMS8WTpLPu14pwiW56brU+2tEsmyHNPahYPzj1AI1e81cZr/1897XFEf9PhZPPkuu/N8m59t/SuONln/012RfdJu1YIRmGjAmfkY68VsaaF6QDPitteks69AvS67+UPnxq57l8tHT8DVLFSqm5UppyrvTKT6Tqj+W02ZU36fNqnHWDfv1RTFfMHq5hi26Tlj0o5Q2XPv9r6a27pHUvWjeDh0+Xjvu2tPEtafqFUulkyc6PrGzU0lAjR+3H8v3nO1LVasmwKX7g5xWd+79yFY/v8fa21zbqzpfW6pmVVYomkhpd6NMPT52gw0d6FSgs6dG2knUbZWxdIuPlW6WGzVZnxZQvyDzu2zIKe96pF61aq5wXfyD72v9anSHDpio67xcKFR+sQF6gR9vaWtei51ZV6J7X1quuJao8t0MXHzlGF88uV3kPk0/jiaQ+rQrqpmc/0HsbrRv4R44v1C1nTNHE0lzZbEaPtjeYbapt0Z0vfarnVu5o+3wsOPUgzSgPaFi+L9PNywqx2k2yvXyLnB89Y3UCFk1U9OTblRg2Rd78bnbSdUOiqUq2+rUyXljQdq7RhJNknvJjGaUHp20/krSlrkUvrq7UHxatU00wqhyXXRfNHq1L54zpcTztS7Jug+yLbpPx4VNWZ2PheJlz/1fxkYfLGUjf6xeKxPVxZbN+9I8P9f7WRknSMROLdOPnJ+uA0lzZbOkrLLmtrkULP6nW719eq6rmiHwuu86fVa4rjxmn8sL0xlVFY0i/XbhWf1+2VZF4UqMKvLrxcwfrqAnF8nudad3XUBQLh2U0bdamZrt++FKl3t5QrwPL8vSjMybr9y9/rDfX1UqSDhsd0K2fKdKBH/9aOuxS2VY9JvchZ8t4/dfS+oXWtdiIGUqc+gs9vSmgn/xnvUKxhO44vVxlzqVyv3abFKy0EjynXWhdp1Z/IpUcJBVPlN65R9r8jjTvVunN30obXrUaOHKm9NnbpY/+Kb31W8mdp+g5D8rh9snzwnelilXWNeApt8pc9DMZm96w1ht9pPTZn0mlh0iOLj4H9ZukpQ9J795rJa36iqSjvylNPFl64FQr6cBbIB15rTT1i1LF+9J/fmBdA/hHSZf/S3rjTmnlY1I8LAXKpRMWSGOPkbL8Hly/SSalmjXS89+RNr5mTRt1hPT5O6SSg7l+70frKup163Of6NW1tTJNaeqogG79/IGaVOyULzc/083DANhe36x/vF+pe15br/rWmPwehy6dM0YXHj5KIwu5/zxUrK+o1//+a41eW1fXFus/Pv0AHVDkkCeXhKxMq6hr1P1vbNQj7+1QazSh0jy3/uczY3TSgcUqJnELg4BhmqaZ6UZIkmEY+6wkcMMNN+i5557TBx980DbtggsuUENDg1544YVu7aepqUmBQECNjY3y+/19bXZGJRu2y3jjVzLe+1OHeebhV8k85nrZAiMy0LK+M+s2SH+7XMaOFR3nnXufjEPPG/hGpcn66qDOu3ux6lqi7aY77YaeufZoHTKiZzeI9xdDKXaB/UXG47byQ+neE63O6T1ds1h65BzpzLuk567TsrmP69xH1mvPK6Irjx6rupaonlmxvcNmv3b8BH1lRo6K7zvCeqrogM9K0y+WnrikYxvKDpHO+J307Hyr83MvNWf+Ree/nKN11S1t04pzXXr2vHyNfGxu27Qd5z6rLzyf1Nb6ULv1DUN66urDNeOd66WP/2nd1Dzn/6RHv9B+RwefIRWOl9680/p3wTh9cNZ/dOY9S5VItr8UHOb36KmzPBrxxGnttzHzCqszaPUz0nn3S49dtPsJsF1ySqQzfiv99ybp7Husm4Hbl3V8Xc6+W/LkS49dKO19KZo/Ru9+5lH95LV63Xv4DpX8+2rpwsekf/w/K/FhT3andMFfpX/Mly77p1R8QMd9occGOnajm9+T64GTrU7zPQVGKXzp8/IUdf+me2Vtna54ZJVW7wh2mHfflw7VSVN6lmhqrnxcxlNXd5w+8jDpnPtl9ODp30jNJrkfOkVqrmg/w2ZX9MuL5Bo5tdvbagiGdO+bm3TXK+s6zDtr+gh9b94kDSvo/o2/jTUtOvU3rysUS7Sbnut26PlvHKPRQ+RJ+021Lfrqn5fq44rmDvPu/tJh+uyU9HXQDrSBittI7Wa5/3K2VLu2w7zoxc/KNemEtO3L3P6+jPtOSnmuMa94QUbxxLTspykU0gNvbtGvX/q0w7xTpwzTD047KG1V3xJ1G2V77EIZKa4JzPMflXHw59OyH0n6eEeTzrzrTUXi7b9b831OPf31ozSuOD2dA6FIVH9+Z4t++vzHHeadeGCJfnzmIRqZptevujmsLz/4rlZua+owL1tjeKDPufHqtdreGNZpf96mYCQuw5AevPxw/b/HlqspFG+3rMdp0/OXjtH4v52s+JX/leOvX7QqdO3J7tT281/U3EcqNWdsQL8e/678i27quONJp0gjpkvRFusJ/DFzJLdfeuqq3U+X7+JwS19+SXrodMmbr8S5D8h+/1zraX/DJl38pPTEpVY1gj25cqSrXpFKDkx98E07rITelY91nHf0t6ScUum/39897YivSpPmSY/ufKjpq69Z17Zb3um4/um/kQ4+W/JxP6eDuo3S/x0nhRvbT3d6pa+9IRWl57t8IGX8d243bK5u0Fl3v9vh3qPLbtO/rp2tA0bQcTjUNTQH9cfXt+ie19Z3mHfeYSP13ZPHq7RgcH5++0M2xG1vbK1u0Ol/XKL61vbXyy67Tc/Nn61Jw4n1TKqpq9eCZz/Wi5/UdZj3o9Mm6oIjRskzRCqCI3ulL3V8ACxevFhz585tN23evHlavHhxhlqUWUasWcayB1LPW/qAjGjHm19Zo3FrygQBSTIW3iKzpuNNqWzx39WVHS7SJSmWMHXXy2tV3dSSYi0AQI+Em6ynkvZOEJj9denDZ6TxJ0grHlX9oV/WT16t7dBPfeykEj37fscEAUl64M0Nag1HrAQBSTrqm9LC/03djuYdUmttygQBSSp+80f6xuz2NxNrglG9st0hjZhhTSgYpxXB/A4JApLVv/7TFz5VzWd+bk0I1Uub35bGHNV+wY/+IY092soqkNQ09+f6+YvrOyQISFJFU1hv1/o63mBd/mfpoM9Jh35Reu+Bjp02ktWJX/GBddO3uUJqTv0aKlhlPYWVKle1YZPGhD9RbWtcW32TrSezKlZ1TBCQrDYsfUA68DRp2Z+lWKTjMhjUWuqr5Hj5Rx0TBCSrI2JzihvxXdhYG06ZICBJP35hvapqaru9LbNmnYyFt6ScZ2xb1vnnu7PtrX+lY4KAJCUTsi/6iZoaut+22taE/vT6hpTznn1/uxoj3c8Dj8YTevCtDR0SBCQpGInrife2Kp5I8f5koU21rSkTBCTp5y98ok21XIfvU9VHKRMEJMm18CaF67amnNdTycYd0ms/7/xcs6Z7Dwl0R3UwkfIGuiT9+4MKNUc6xkZvGXVrUyYISJKx8EeK125My36aQlHd/eq6DgkCktTQGtM/39+ueIp5vbGjKarfv5z6M/HKJ9Wq36vjuS8214VSJghI0o+f+0iVTeG07WsoioVbZW58U4+vDisYsd6XoyYU6Y21tR0SBCQpHEvqvuVBRSZ9XrY375Qmn91xo4mYipf9RudPK9LXZ+XIv/gXqXf+6X+tKgHvPSiNP95KFqha3TFBQLKu3xffJZ34A0VO+rFsi35qJQhIVrLBJ893TBCQrG2++ydrOIFUwg3SqsdTz3vnbmncse2nLb1f2jW8ia9IioVTJwhI0qs/k1qrUs/bnyUS0vt/6ZggIEmxkLT4jx1/r6HP4vG4XvpwR8p7j9FEUne9slZNTQ0D3zAMqNqQqQff2phy3lPLt6mx48cDWSYej+vfq7Z3SBCQrFj/46J1am1KcZ7FgKkLJVMmCEjSHa9sVE0zgYjMy6okgYqKCpWVtR9ztqysTE1NTQqFOt44l6xxBZuamtr9DRktNbt/KO0tGbfmZ6vOfnhJUsMma5y4LFTX3Kq31nb+vry3qV7NkaFxE7avhnTsAkPUoIrb1jppy9sdp486TNr0uvWE/5YlCpVO17It7W9auew2NYRiKfuvJSkST6qxdY8LeZe30w4TFU2UNr7ZeTtr1mh8oGMZ74Wb4oqW7HyquPQgvby58xvsy7Y0KmLbY0zBLUus49tbc6XVeS+pJTBJ721OcbNu1/43J2SW7LWNZNy6iVc2Wdq6pPNj2rrEWmbD61JxJ09y5Y/uchv5WxfpwLI8La+ISKPndL2/LUusoQY2vSGFUv/4QtcyGbv2ZFi2Lq77XOv+26Ptvbux88/AhpoWhRI9KJsfb+34xOSeuvpc7iUcDsuzvvNjsW95W454J50aKTS0RlN2/klW7s2OxtS/jVJpDsf15trOExRe/7S6rTMp2y3Z0PnnY31NiyKx7LkOz1TcGrtKgqdSsVK2ZIpO/d7sJxqUkeo83taORUq2puemZ1MoptZo54kAm9OYPGJ0eU3wqWxp+p3b0BrTuxs7f30Wr6tTc5riujkcU1O48219WpW+hxeWb+78mLbWh7p8HweLjJ5zo41qiSb0+ubdyRQHDfNr6abOX9e3NrequWyWbJvelEbOSLmMa9tiHT7coQJbyCrh35nGrZLLZyUGbn7bGqO+M1vethJW80e3/y4oO0Ta+m7n6216K3XigSQ1bUudoCpZQwdE9vqsJmK7ry1HzpS2L+98v03brSQFtBdtltYt7Hz+xlet5O5BblD9zu2GUKhVr6zrvI1vb2pSkHuPQ159F78XkqZU1ZSd99a7K9vitjfCLU1dx/rGprQmu6Ln1lZ1/v40heJq7uIaGhgoWZUk0Bu33XabAoFA2195eXmmm5Q+zn2M7efK4jE187ooE2h3SbbsHGvQ7XSoOM/d6fziXLccQ2fI1z4Z0rG7F9M0dc0jSzXl5v/oife2ZLo5QK8Nqrh1uK0nfvYWbrZK4ocbpZwS2cONKvS52i0SSyaV47J3uXlPu/k2q1xmKuEmyd/F0D9On8LJjpdjw3MN2SP1bdsYmdv5yaEwxyVjz6ewdx1fh0b7rSd2JNljrSrMcXVcZqeROYaMaIptOFzWMeV0Ma77rv37h3d+ozjSnPr92SmcO1JN4bjKcuxW0qOvuOv9RZqsErFOT+fLoVOZjN2kaXT5eYrl9awtw/ydX2d5nDY5bD240LK7rSEtOtPV9epenE6nYjldfBfkFCthdP+nmXcf31F+T/evlV0OW5fXpyV5HrkdXe8vW5Tt6/Nhz54L8UzFbTKvi8+xJyAzXbcYDHuX3w1mbplMe3q+8z3Orj/f+b7Oz5c91tX3htOXtrG5nQ6binI7b3dxrkseZ3req329fkU5ncddT5X6O3/P3Q6bnFkQwxm9Xra75TISKsnZ/TlrCsdU3MVnpSjHJWekrvPrS0nKKVFdOKmEfR/vtSff6ki3O6W8YV3f18kplqItMmPh9t8F4cZ9Xxc6OmmHex9DAaS6nt81rbnCanNnbI7O97s/c7ik3C5et5wS6x7fIDeofud2g8vpVFlu5+eT4ly30nQKwCDm3cf5OcednmuOwSrb4rY3XC6XyvI6P5cW5brlsA2Kkcb3W4W5Xf9e2dd1NDAQsuqSYNiwYaqsrGw3rbKyUn6/X15v6pvzCxYsUGNjY9vfli1DqAPOE5CKJ6WeV3Lgvn8ADWblR3T6A8uccp6SnoIBblB65Hhcunh252PhXn70WI0uzhvAFg1eQzp29/LEe1v07w8qNDLfq1v+uVrVzUM7mxdD16CKW/9w6civd5z+xh3S4V+RPnxKmn6Rij/4k74yq/0YbaYp1bVGNaog9bXFoSMD8u/5g3rj69LUC1O3o26dNOaYTjsaW6Zeqj+v6vjE75emeGRf96L1jy1v6/SJrl0jBXTwlTkjVFr5+u4Jh5wlfbJXGea8YdZN2YRVAaFkxV366lGdd/Scd5Bb2vBa+4klB0oNm6UPnpSmX9zpujroc9K6V6SJJ0lVHccnliQFK6RZV6aeZxiqH3OaVm1t0NSCmDVubFdjNM+4WFr1pDVurDc7rw8yLZOx68ofrvDhKWJ1J2PqF3q0vSPGF3faSXT+jGEqyun+j3DTmy/zkHNSz3R6pRGHdXtbdrtdycMu7XR++Ij5yisa2e3t+T0OTR2V+lp/RMCjwpzuJwnkeZy65vgJnc6/6thx+0xKyBZzJhR1+vk497CRKu0iWWKwyVTc2g+cZ40JnkLksC/LlpOe72GjeLzM2V/rfIGZV8ju7iRBr4fy3HbNGpO63SV5bpV2kVzSY+NP6PSawJx2kZLeLpLwemB4wKsvHzOu0/mXzBkrrys9nQMBj13HTEzdaVvgc6q8k+up3phRni+3I/Xn75wZI1WcO/hjOJPnXMNXIPewA3XVjN0PlLy4ulJnTOv8mvCamTkKfPiI4nO+Ib39x5TLVE+7Rg+uCOqljQklxh6fekO+IquCQMmB1rAlo4+yKk915oivSm//QZ4VDyhx5LW7p3/0D2nqFztf78hrrASDztqQ38n9mBEzOj7RXnqwlTAoSRUrrX+7Ohk3+ODTJRf3cjpw+qQ513Y+/+hvSd7Bf+9yUP3O7Qa3x6tLjuy8Q/SrR41USRHjlA91+V6bDhnhTzlvVIFXhb6hcX3fmWyL295weXN1+ZGjOp3/taNHqqgoPdeW6J1R+V4V+FJf+x83sVAB9+BPcMXQl1VJAnPmzNHChe3LVL344ouaM2dOp+u43W75/f52f0OFUTRe5nkPSrml7Wfklsk8934ZReMz0q50iLsDMr/4Z8nRPtvKHD5NOv67sudl7wlueJ5T3513YIfOnjOmDdec8Vyk7zKUY3dvj769WbPGFOh/TjlAsURSTy5Nz1iuwEAbdHE7+siOndmNWxR35Mg85FwpGZfdX6ZzRzXohIntb07d8+p6/e7C6R0u5kcEPPr5eVO1vCKi4IyrrYkv3yrNvtoqQ7onu0v6wkPSh09Lp/+mw1My5qjZqp3yFT2/eneZb8OQfvS5A1S+9fm2p/6VTGj4xw/pzvOmyL7XU9AnTirQWdNGyPHkZTsn/ECq/qT9E/yefKsdb/xm937ef1TzJuXq1IPbP81vM6SfnT1ZI9Y/0X4c6NwyJc78o/TW76XKDyVXrnTwGe2P1zCkExZI6xZJ835iHff5D3c4l2v4NGnYVKnkYGn8ie3n2eyqm3eX7l4e0n1fmqph7/7Meh3WvWJte++T5+QzJWeONGGuVHqQ0DuZjF2HwyFNOVvRiZ9tP8OwKfz5uxTzdvG0YArFHlN/uniqXPb2P3NmjPLra8ePl8fX/WOz5ZZKx39P5rCpezXaI/OLjyiR07PrtpBvpMLzftnhcxw96CyZB8zr0bZGFeboV1+YphGB9vFV4HPq7ktmamxxbo+2N2WkP2WH4vwTJ+qAsqHT6VGa59ZdFx3W4fMxvTxfXz1ugnJ7UIEh0zIVt0mPX9FzHrSemt1DfPQxMmZ9WU5vGtsx7gSZh+w1BrphyDz5Fpk5pSlX6Y1RhTm6/dxDOyQH+r0O3XvJLI30p+8p14Sv1PoNv/c1wchZMo/6f3L04DtqXw4fU6BzD+uYfPStuZM0tih9VQeH5efoljMP6bDNXLdD9146S6MC6eu4Lwu4dd9lh3dIFDh0pF/fOGlSVjyNlclzrmEYihVM0gGues0/yoqhhtaYVu9o0leO7XgOuGxmsabHlis++lgpf4yViLrXOSw59QKtcEzT2qqg/rikRpuOvk0q3OtelNsvnfE7acWj0mdutDrq3/+rtG2p1Um8t+kXS4FRViLu+39VYvTRMndddwarpPqNVtLv3o74qlQ2pfMXoGi89MU/S769zt+BUdIZv5deuGH3tLxh0rn3Se8+sHva8j9LF/y1Y8WBskOkE2+U8jvvqNmvlRwkHX9Dx+mzv9bx99MgNeh+53ZDeZ5dP5g3vsPPpy9ML9Vs7j3uF0YW+vXr86dp+F6/FwpzXLr7S4dpdPHg/xz3RTbGbW+M8du04OSxHaZ/cUapZo8d/ElYQ11prksPXDpduXtV7hhb5NOPz5yswgIedEHmGabZ2YBc/S8YDGrtWmsM3xkzZuiOO+7QiSeeqMLCQo0ePVoLFizQtm3b9PDDD0uSNmzYoClTpujaa6/VlVdeqZdfflnf+MY39Nxzz2nevO7dWGtqalIgEFBjY+OQOTmYteukqtVWNnbpIVLJQTKKO38aKFvEmqvkCDdY480177CqC/jLZRR1/kREtqiob1ZjRHprXY3CsYSOmVSiAq9dowp7dkN3fzIUY1eStjWEdPTtL2v+iRN19MRi/eq/n8iU9Pdrjsp004A+GxRx27RDClYpuekNmXaPwiOP0qp6hw4s9SrfbLJKh7pyVJfwaIdZpHe2tCrgtevwMQUqNppUaRTp44pmratq0eQRfo0vydG66hatrw7qzAN9KjbrZVv3kvVU0fgTrSfktyyxSmeWHiQlEjJ9hUo0bJPdkyuj+mOZrbUyyo+UfAWqbwqq0laqt7aE5XbYNXtsvoqT1QokG2S0VMms+VTJogNlL5mo1mhCNfZSvbuhVo2hmGZPKFFpjl2F656RzUzIGDlDZiwkwz/cunm6bblUPFFGycFSUpLdkLl5sVW+f+yxkq9I9XGXKmJeLV5XrTy3U0eMK1RxslZup01G3TrZqz+WWTRR0aKDtTbo1ihXs3Iq3pEt0izbpJOkeFTa9IaVCDB8uhRusJ7mDzdJeWVSOCjZbDJq1kjBSmnULCm3TNr4htX5P2muFG5SYtPbSnjy1Vp2uNa1elTqlYapWk5vwEpKaNwijTvO2s+mt6yqCKNmWdvILbXKzuaVZeYzNgRlInZb63bI3lKp5IbXJU9A9rFHK+r0K7eg54mhoWC9qlul5ZvrVN0U1syxRRoVcPX6iSmzboNVRWPru9bwISNnKZFTJEcXQ2Z0pr6+VjmxOiU2vClFg7KNO1ZRX5nyCrsoxduFjTVBratu0eodTZpQkqODhvk1OuCSw9XzTs3GUExVTWG9ta5WdpuhI8cXqTTPLb83ezrOu6MpFFVVc1TLNtWpqjmiWWMLNSLg0eiiTp4OzRIDGbfhxirZo81KbHpbaq2VbcxRSuYNk6cw/R1kybqNMkL10oZFksMrjT9epitPtn7ojNtYE9SGmlZ9sK1R40pyNHm4X+X5bjmd6Y2BeEu9bK3VMra8IzNYKWP0HCX9o2QvHJPW/UhSZWNY1cGI3lhbI5fDpqMnFKsox6nivPQPz7OppkUb61q0cmujRhf6dOjIgMoDbjld6X39oomEKhsjWrGlQZVNYc0YXaDRhT6VZFElkD1l4pwbqq9UNB5XTVhavLFZCcOh4yYVK2Eaent9rRJJU0eO9qo4vFn+vFwpHpN9+7vS+BNlmHGr2lSsVca445TwFmpzokirtjVpc11IR44r0KF5LXI3fCpVfCAFyqWCMda1mzvPqohpJq2hp3aslHJLrASETW9J8ZBVbcPtl6o/lipWScUHSGVTFLbnyNVaIW14TYbDI004UUrGZKxfZG1v/InW9aB/H+fTREKq3yBVfiDVrJGGHSoVH2gl7uxYbt1XK7Puq6lognX9Wr/Jur73j7AqIESbpG3LrOvTkbOs49s7MQLthRutBI8Nr0tmXBp3vPWbwJuf6Zb1yqD4ndsN9fU1qo/Y9fa6KkViSc2ZVKpij6FiqgjsVzbVNOvTqhZ9tKNJE0tzdfCwPI0tGTpJwN2VLXHbG8311aqO2PXOumpF4knNmViiUq9UUNizhHv0j3AoqOpgXB9ua9CWuhZNGVWgsYU+DS/Oz3TTAEkZThJYtGiRTjzxxA7TL7vsMj344IO6/PLLtXHjRi1atKjdOtddd51Wr16tUaNG6aabbtLll1/e7X0O5RMCMJQN1dh9ePFG3fLP1brnkpnyuRx65ZMq/en19Xr3B3NVlAXlMoGuDNW4BYY6YhfIPsQtkJ2IXSD7ELdA9iFuASC19AxC10snnHCCuspRePDBB1Ous3z58n5sFQAMnKWb6jW+JEe+nWOCTh0ZUNKU3ttUr3mH9O6pQgAAAAAAAAAAAKAztn0vAgDoL8s21Wt8ye5hJopy3Sr0OfX+lobMNQoAAAAAAAAAAABDFkkCAJAhtcGIttSHNKk0t930cSW5en9rQ2YaBQAAAAAAAAAAgCGNJAEAyJCV2xolSRNK2icJTCjJ1cqtjV0OxwIAAAAAAAAAAAD0BkkCAJAhn1Y2y+u0qzTP3W76uGKfmsNxba0PZahlAAAAAAAAAAAAGKpIEgCADFlTGdTIAq8Mw2g3fWS+V5K0rjqYiWYBAAAAAAAAAABgCCNJAAAyZE1lc1tCwJ6Kct1yO2xaW0WSAAAAAAAAAAAAANKLJAEAyADTNLW2KpgyScBmGBqR76WSAAAAAAAAAAAAANKOJAEAyIAdjWG1RhMpkwQkaUTAo08rSRIAAAAAAAAAAABAepEkAAAZsLG2RZI0POBJOZ9KAgAAAAAAAAAAAOgPJAkAQAZsrm2VIakkz51yfpnfo/rWmJrDsYFtGAAAAAAAAAAAAIY0kgQAIAM217WqONcthz3113CZ30oe2FIXGshmAQAAAAAAAAAAYIgjSQAAMmBTXatK/amrCEhSSZ41DMHmutaBahIAAAAAAAAAAAD2AyQJAEAGbKppUWknQw1Ikt/jkMdp0xaSBAAAAAAAAAAAAJBGJAkAQAZsrmtVqd/T6XzDMFSa56GSAAAAAAAAAAAAANKKJAEAGGBN4ZiawnGV5HZeSUCSSvPcJAkAAAAAAAAAAAAgrUgSAIABtqMhLEkq3keSQHGuW1vrSRIAAAAAAAAAAABA+pAkAAADbHtDSJJUnOvqcrmiXJd2NIZlmuZANAsAAAAAAAAAAAD7AZIEAGCAbWsIyWZI+b59JAnkuNUaTagpFB+glgEAAAAAAAAAAGCoI0kAAAbYjsaQinLcstuMLpcr2llpYHtjaCCaBQAAAAAAAAAAgP0ASQIAMMC2N4TbEgC6UpzrlmQlFQAAAAAAAAAAAADpQJIAAAywrfWtKsrZd5JAvtcpu83QtobwALQKAAAAAAAAAAAA+wOSBABggG1vCKuwG0kCNpuhQp9LOxqoJAAAAAAAAAAAAID0IEkAAAaQaZqqag6rMMfdreULc13a0UglAQAAAAAAAAAAAKQHSQIAMIDqW2OKJUwV5Di7tXyBz6kKkgQAAAAAAAAAAACQJiQJAMAAqmyyOvwLffsebkCSCnyutnUAAAAAAAAAAACAviJJAAAGUMXODv+CnO4nCVQ1R/qzSQAAAAAAAAAAANiPkCQAAAOoqiksQ1K+r3vDDRTmuBSMxNUSifdvwwAAAAAAAAAAALBfIEkAAAZQRWNEAZ9TDlv3vn4LdiYTMOQAAAAAAAAAAAAA0oEkAQAYQJXNYRX4ujfUgKS2ZSubGHIAAAAAAAAAAAAAfUeSAAAMoIrGcLeHGpCkghwrSaCqmUoCAAAAAAAAAAAA6LtBkSRw1113aezYsfJ4PJo9e7aWLFnS5fJ33nmnDjzwQHm9XpWXl+u6665TOEwHGoDBr6o50qNKAh6nXT6XXRWNfMcBAAAAAAAAAACg7zKeJPD444/r+uuv180336xly5Zp2rRpmjdvnqqqqlIu/5e//EXf+973dPPNN+ujjz7Sfffdp8cff1zf//73B7jlANBz1c1h5Xu7X0lAkvJ9TlU3M9wAAAAAAAAAAAAA+i7jSQJ33HGHrrrqKl1xxRWaPHmy7r77bvl8Pt1///0pl3/rrbd09NFH66KLLtLYsWN1yimn6MILL9xn9QEAyLRk0lRtMKpAD4YbkKSA16nqIEkCAAAAAAAAAAAA6LuMJglEo1EtXbpUc+fObZtms9k0d+5cLV68OOU6Rx11lJYuXdqWFLB+/Xo9//zzOu200wakzQDQWw2hmOJJUwXe7g83IEn5XpeqmkgSAAAAAAAAAAAAQN85MrnzmpoaJRIJlZWVtZteVlamjz/+OOU6F110kWpqanTMMcfINE3F43F97Wtf63S4gUgkokhkd+daU1NT+g4AQL8ZirFb1RyWpJ5XEvA5tbYy2B9NAtJqKMYtsD8gdoHsQ9wC2YnYBbIPcQtkH+IWALon48MN9NSiRYv005/+VH/4wx+0bNkyPfXUU3ruued06623plz+tttuUyAQaPsrLy8f4BYD6I2hGLvVzdbFab63Z0kC+Qw3gCwxFOMW2B8Qu0D2IW6B7ETsAtmHuAWyD3ELAN1jmKZpZmrn0WhUPp9PTz75pM4666y26ZdddpkaGhr07LPPdljn2GOP1ZFHHqlf/OIXbdMeeeQRXX311QoGg7LZ2uc9pMoaKy8vV2Njo/x+f/oPCkBaDMXYfWrZVl3/xPt66Ioj5HJ0P0fr1TVVuvvV9frkx5+V22HvxxYCfTMU4xbYHxC7QPYhboHsROwC2Ye4BbIPcQsA3ZPR4QZcLpdmzpyphQsXtiUJJJNJLVy4UPPnz0+5Tmtra4dEALvd6jRLle/gdrvldrvT23AA/W4oxm5Vc0Q5LnuPEgQkKeB1SZJqg1GNyPf2R9OAtBiKcQvsD4hdIPsQt0B2InaB7EPcAtmHuAWA7slokoAkXX/99brssss0a9YsHXHEEbrzzjvV0tKiK664QpJ06aWXauTIkbrtttskSaeffrruuOMOzZgxQ7Nnz9batWt100036fTTT29LFgCAwai6OaJ8n6vH6+X7nG3rkyQAAAAAAAAAAACAvsh4ksD555+v6upq/fCHP1RFRYWmT5+uF154QWVlZZKkzZs3t6sccOONN8owDN14443atm2bSkpKdPrpp+snP/lJpg4BALqlJhiR39vzr918r5UkUNUc2ceSAAAAAAAAAAAAQNcyniQgSfPnz+90eIFFixa1+7fD4dDNN9+sm2++eQBaBgDpU90ckd/j7PF6eR6nDFlJBgAAAAAAAAAAAEBf9GxgbABAr1U3RxTw9jxJwG4z5Pc6VUuSAAAAAAAAAAAAAPqIJAEAGCC1LdFeJQlIUsDrVE0wmuYWAQAAAAAAAAAAYH9DkgAADIBE0lRDa1QBX++SBPweh6qpJAAAAAAAAAAAAIA+IkkAAAZAXUtUSVMKeHqZJOB1qqaZJAEAAAAAAAAAAAD0DUkCADAAanZWAejbcAMkCQAAAAAAAAAAAKBvSBIAgAHQ1yQBv9epmmA0nU0CAAAAAAAAAADAfogkAQAYALU7O/gDvt5XEmgMxRRLJNPZLAAAAAAAAAAAAOxnSBIAgAFQE4zI47TJ7bD3av1dFQjqWqgmAAAAAAAAAAAAgN4jSQAABkBtS7TXQw1Iu5MEqpsj6WoSAAAAAAAAAAAA9kMkCQDAAKgNRuT39D5JYNe6VBIAAAAAAAAAAABAX5AkAAADoCYY7VuSgNchSaptoZIAAAAAAAAAAAAAeo8kAQAYADXBSFtHf2+4HXZ5nXbVBqkkAAAAAAAAAAAAgN4jSQAABkBtMCq/t/eVBCSrmkAtww0AAAAAAAAAAACgD0gSAIABUNfSt+EGJMnvcao2yHADAAAAAAAAAAAA6D2SBACgn7VG4wrFEn2vJOBxqobhBgAAAAAAAAAAANAHJAkAQD+r3dmx7/c4+rSdPI+DSgIAAAAAAAAAAADoE5IEAKCf1bZYSQKBvlYS8DrbtgUAAAAAAAAAAAD0BkkCANDPdj39n+fpW5JAwOtsq0oAAAAAAAAAAAAA9AZJAgDQz3Y9/Z+O4QZCsYRC0UQ6mgUAAAAAAAAAAID9EEkCANDP6lqiynHb5bD37SvXv7MSQW1LJB3NAgAAAAAAAAAAwH6IJAEA6Gd1LVEF+jjUgCT5vc627QEAAAAAAAAAAAC9QZIAAPSzmmBEeelIEtg5XEEtSQIAAAAAAAAAAADoJZIEAKCf1QWjytvZwd8XuyoJ1AZJEgAAAAAAAAAAAEDvkCQAAP2spiWalkoCTrtNXqdddS2RNLQKAAAAAAAAAAAA+yOSBACgn9UGIwp4+15JQJICXifDDQAAAAAAAAAAAKDXSBIAgH5Wn6ZKApKU53GojuEGAAAAAAAAAAAA0EskCQBAP2qNxhWOJ+X3pi9JgEoCAAAAAAAAAAAA6C2SBACgH9XufOrf70nPcAN+j1M1wUhatgUAAAAAAAAAAID9D0kCANCP6nY+9Z+u4Qb8XmfbNgEAAAAAAAAAAICeIkkAAPrRrg79dFUSyPM4SBIAAAAAAAAAAABArw2KJIG77rpLY8eOlcfj0ezZs7VkyZIul29oaNC1116r4cOHy+1264ADDtDzzz8/QK0FgO6r3ZUk4E1TJQGPU63RhMKxRFq2BwAAAAAAAAAAgP1LxpMEHn/8cV1//fW6+eabtWzZMk2bNk3z5s1TVVVVyuWj0ahOPvlkbdy4UU8++aQ++eQT3XvvvRo5cuQAtxwA9q2uJSKv0y6nPT1ft3k7KxJQTQAAAAAAAAAAAAC9kZ76131wxx136KqrrtIVV1whSbr77rv13HPP6f7779f3vve9Dsvff//9qqur01tvvSWn03oyd+zYsQPZZADottqWqAJpqiIg7a5IUNcS1Yh8b9q2CwAAAAAAAAAAgP1DRisJRKNRLV26VHPnzm2bZrPZNHfuXC1evDjlOv/4xz80Z84cXXvttSorK9OUKVP005/+VIkEpbcBDD51wWjb0//p4KeSAAAAAAAAAAAAAPogo5UEampqlEgkVFZW1m56WVmZPv7445TrrF+/Xi+//LIuvvhiPf/881q7dq2+/vWvKxaL6eabb+6wfCQSUSQSaft3U1NTeg8CQL8YKrFb2xJVbhqTBPI8uysJAIPNUIlbYH9D7ALZh7gFshOxC2Qf4hbIPsQtAHRPRisJ9EYymVRpaan+7//+TzNnztT555+vH/zgB7r77rtTLn/bbbcpEAi0/ZWXlw9wiwH0xlCJ3dqWiPye9A034HHa5XbYVEuSAAahoRK3wP6G2AWyD3ELZCdiF8g+xC2QfYhbAOgewzRNM1M7j0aj8vl8evLJJ3XWWWe1Tb/sssvU0NCgZ599tsM6xx9/vJxOp1566aW2af/+97912mmnKRKJyOVytVs+VdZYeXm5Ghsb5ff7039QANJiqMTusT97WdPK83Xx7DFp2+Y3/rpcXzx8lL4z76C0bRNIh6ESt8D+htgFsg9xC2QnYhfIPsQtkH2IWwDonowON+ByuTRz5kwtXLiwLUkgmUxq4cKFmj9/fsp1jj76aP3lL39RMpmUzWYVQlizZo2GDx/eIUFAktxut9xud78dA4D+MVRit741ltZKApLk9zoYbgCD0lCJW2B/Q+wC2Ye4BbITsQtkH+IWyD7ELQB0T8aHG7j++ut177336qGHHtJHH32ka665Ri0tLbriiiskSZdeeqkWLFjQtvw111yjuro6ffOb39SaNWv03HPP6ac//amuvfbaTB0CAKQUiScUjMTl96Y3HyvX41BtkCQBAAAAAAAAAAAA9FxGKwlI0vnnn6/q6mr98Ic/VEVFhaZPn64XXnhBZWVlkqTNmze3VQyQpPLycv3nP//Rddddp6lTp2rkyJH65je/qRtuuCFThwAAKdW3xCRJeWmuJJDndqqWSgIAAAAAAAAAAADohYwnCUjS/PnzOx1eYNGiRR2mzZkzR2+//XY/twoA+qa2xRr7Ku3DDXgc2lrfmtZtAgAAAAAAAAAAYP+Q8eEGAGCoqtv5tL/fk958rDyvU/WtsbRuEwAAAAAAAAAAAPsHkgQAoJ+0JQl4011JwKnGUEzxRDKt2wUAAAAAAAAAAMDQR5IAAPST2mBUTrshtyO9X7W7KhNQTQAAAAAAAAAAAAA9RZIAAPSTupaoAl6nDMNI63Z3VSbYVakAAAAAAAAAAAAA6K5eJQm88sornc675557et0YABhK6lqjyvOkd6gBScrbWUmgtiWS9m0DAAAAAAAAAABgaOtVksBnP/tZfec731EstrvUdU1NjU4//XR973vfS1vjACCb1QWjbR366eT3UEkAAAAAAAAAAAAAvdPrSgJPP/20Dj/8cK1evVrPPfecpkyZoqamJq1YsSLNTQSA7FTbEumXSgI+l10Om0GSAAAAAAAAAAAAAHqsV0kCRx11lFasWKEpU6bosMMO09lnn63rrrtOixYt0pgxY9LdRgDISrXBqPz9UEnAMAz5PU7VBkkSAAAAAAAAAAAAQM/0KklAktasWaP33ntPo0aNksPh0CeffKLW1tZ0tg0AslpdS7RtaIB0y/U4qCQAAAAAAAAAAACAHutVksDtt9+uOXPm6OSTT9YHH3ygJUuWaPny5Zo6daoWL16c7jYCQNaJJ5JqDMWU501/JQFJ8ntJEgAAAAAAAAAAAEDP9SpJ4De/+Y2eeeYZ/e53v5PH49GUKVO0ZMkSnXPOOTrhhBPS3EQAyD71rTGZkgL9VEkgz+NUTTDSL9sGAAAAAAAAAADA0NWrR1xXrVql4uLidtOcTqd+8Ytf6POf/3xaGgYA2WzXU/5+b/8kCfg9Tq2vDvbLtgEAAAAAAAAAADB09aqSQHFxsRoaGvSnP/1JCxYsUF1dnSRp2bJlmjhxYlobCADZqLbFeso/z9NPww14HKpluAEAAAAAAAAAAAD0UK96r1auXKm5c+cqEAho48aNuuqqq1RYWKinnnpKmzdv1sMPP5zudgJAVmmrJNBPww34vU41tEaVTJqy2Yx+2QcAAAAAAAAAAACGnl5VErjuuut0+eWX69NPP5XH42mbftppp+m1115LW+MAIFvVtUTlsBnyuez9sn2/x6mkKTWEYv2yfQAAAAAAAAAAAAxNvUoSeO+99/TVr361w/SRI0eqoqKiz40CgGxXG4zK73XKMPrnKX//zmEM6nYOawAAAAAAAAAAAAB0R6+SBNxut5qamjpMX7NmjUpKSvrcKADIdnUt0baO/P7g91rDGNQGo/22DwAAAAAAAAAAAAw9vUoSOOOMM3TLLbcoFrPKXBuGoc2bN+uGG27Queeem9YGAkA2qm2JKM/j7Lft+3duu66FJAEAAAAAAAAAAAB0X6+SBH71q18pGAyqtLRUoVBIxx9/vCZMmKDc3Fz95Cc/SXcbASDr1Ab7t5KAz22XzZBqSBIAAAAAAAAAAABAD/SqBysQCOjFF1/UG2+8oZUrVyoYDGrmzJk66aST0t0+AMhKNcGIDijL67ft2wxDAa9TdQw3AAAAAAAAAAAAgB7oUSWBxYsX61//+lfbv4855hjl5OToD3/4gy688EJdffXVikQiaW8kAGSbupZo25AA/cXvdaq2he9cAAAAAAAAAAAAdF+PkgRuueUWffjhh23/XrVqla666iqdfPLJ+t73vqd//vOfuu2229LeSADIJvFEUg2tMfm9/ZskkOdxqJbhBgAAAAAAAAAAANADPUoSWLFiRbshBR577DEdccQRuvfee3X99dfrt7/9rZ544om0NxIAskl9a0ymJL+3VyO6dJvf41RNM5UEAAAAAAAAAAAA0H09ShKor69XWVlZ279fffVVnXrqqW3/Pvzww7Vly5b0tQ4AslDdzqf7B2S4gSCVBAAAAAAAAAAAANB9PUoSKCsr04YNGyRJ0WhUy5Yt05FHHtk2v7m5WU5n/3aKAcBgVxu0nu4P9PNwAwGPU3UtVBIAAAAAAAAAAABA9/UoSeC0007T9773Pb3++utasGCBfD6fjj322Lb5K1eu1IQJE9LeSADIJrU7Kwnkefp3uIE8r0P1rTElkma/7gcAAAAAAAAAAABDR496sG699Vadc845Ov7445Wbm6uHHnpILperbf7999+vU045Je2NBIBsUhuMyGk35HXa+3U/AY9TpqT61qiKc939ui8AAAAAAAAAAAAMDT1KEiguLtZrr72mxsZG5ebmym5v3wH2t7/9Tbm5uWltIABkm9qWqAJepwzD6Nf9+HcOZ1AbJEkAAAAAAAAAAAAA3dOrWtiBQCDl9MLCwj41BgCGgpqglSTQ3/yeXUkCEUl5/b4/AAAAAAAAAAAAZD9bphsAAENNbTCiPM8AJAl4rTyvmpZov+8LAAAAAAAAAAAAQ8OgSBK46667NHbsWHk8Hs2ePVtLlizp1nqPPfaYDMPQWWed1b8NBIAeqA5GBqSSgNdpl8tu21lJAAAAAAAAAAAAANi3jCcJPP7447r++ut18803a9myZZo2bZrmzZunqqqqLtfbuHGjvv3tb+vYY48doJYCQPfUBqPye3o1mkuPGIahgNepGpIEAAAAAAAAAAAA0E0ZTxK44447dNVVV+mKK67Q5MmTdffdd8vn8+n+++/vdJ1EIqGLL75Y//u//6vx48cPYGsBYN9qghH5B6CSgCQFfA7VBhluAAAAAAAAAAAAAN2T0SSBaDSqpUuXau7cuW3TbDab5s6dq8WLF3e63i233KLS0lJ9+ctfHohmAkC3haIJtUYTAzLcgCTleZyqppIAAAAAAAAAAAAAuqn/62F3oaamRolEQmVlZe2ml5WV6eOPP065zhtvvKH77rtPK1as6NY+IpGIIpHdHWhNTU29bi+AgZOtsVvbYrV5oJIEAh6GG8Dgka1xC+zviF0g+xC3QHYidoHsQ9wC2Ye4BYDuyfhwAz3R3NysSy65RPfee6+Ki4u7tc5tt92mQCDQ9ldeXt7PrQSQDtkauzU7S/8PVJKA3+tUTTPDDWBwyNa4BfZ3xC6QfYhbIDsRu0D2IW6B7EPcAkD3GKZpmpnaeTQalc/n05NPPqmzzjqrbfpll12mhoYGPfvss+2WX7FihWbMmCG73d42LZlMSrKGKfjkk080YcKEduukyhorLy9XY2Oj/H5/PxwVgHTI1thd+FGlvvzQe/rDxYepwOfq9/09v2qH/rZ0iz6+9dR+3xewL9kat8D+jtgFsg9xC2QnYhfIPsQtkH2IWwDonowON+ByuTRz5kwtXLiwLUkgmUxq4cKFmj9/foflDzroIK1atardtBtvvFHNzc36zW9+kzIjzO12y+1290v7AfSfbI3dXaX/8zwD8/Ua8DoVjiXVEokrx53Rr3Qga+MW2N8Ru0D2IW6B7ETsAtmHuAWyD3ELAN2T8R6l66+/XpdddplmzZqlI444QnfeeadaWlp0xRVXSJIuvfRSjRw5Urfddps8Ho+mTJnSbv38/HxJ6jAdADKhJhiV3+OQwzYwo7nsGtagJhghSQAAAAAAAAAAAAD7lPEepfPPP1/V1dX64Q9/qIqKCk2fPl0vvPCCysrKJEmbN2+WbYA62wCgr6qbIwr4nAO2vz2TBMYU5QzYfgEAAAAAAAAAAJCdMp4kIEnz589PObyAJC1atKjLdR988MH0NwgAeqk6GGnruB8IuxISqpujA7ZPAAAAAAAAAAAAZC8e0QeANKppjijgGbgkgVy3QzbDSk4AAAAAAAAAAAAA9oUkAQBIo6rmga0kYDMM5ftcqmkmSQAAAAAAAAAAAAD7RpIAAKRRTTCigM81oPsMeJ1UEgAAAAAAAAAAAEC3kCQAAGkSjiXUHI4PaCUByUoSoJIAAAAAAAAAAAAAuoMkAQBIk9qWqCRlJEmgiiQBAAAAAAAAAAAAdANJAgCQJtU7O+ozkSRQTZIAAAAAAAAAAAAAuoEkAQBIk10d9QW+gU0SyPc5VROMyDTNAd0vAAAAAAAAAAAAsg9JAgCQJlXNYdkMye8Z4CQBr1OReFLNkfiA7hcAAAAAAAAAAADZhyQBAEiTqqaI8r0u2WzGgO433+dq2z8AAAAAAAAAAADQFZIEACBNqoMRBQZ4qAHJGm5AsioZAAAAAAAAAAAAAF0hSQAA0qSqKax878AnCRTsrCRQ3UwlAQAAAAAAAAAAAHSNJAEASJPKpkjbU/0DyeO0y+O0MdzAQIhHpWhLplsBAAAAAAAAAADQa45MNwAAhorq5ogmlORmZN8FPhfDDfSn7Sukl34kbXhVMpPSsKnSid+XDjw10y0DAAAAAAAAAADoESoJAEAaJJOmaoIRFWSgkoAk5fucqmK4gf7x/mPSn06S6jdKR1wtHfUNybBJf71AevFmyTQz3UIAAAAAAAAAAIBuo5IAAKRBQyimeNJUvs+Vkf0HvE6GG+gPH/1Levpr0qS50uyvS/adSSATT5ZWPyu9eafkypGO/25GmwkAAAAAAAAAANBdJAkAQBpUNlml/jNXScClNRXNGdn3kFW7Tnr6amnMUdKc/2dVD9jFMKRDzpLiYemVn0gjDrMSCQAAAAAAAAAAAAY5hhsAgDSo2JkkUJiTmUoCBT4Xww2kUzIpPfN1ye2Xjv5W+wSBPU09XxoxU3r261KoYSBbCAAAAAAAAAAA0CskCQBAGlQ1hWVICmSokkBhjkvBSFwtkXhG9j/kvP8Xacvb0lH/T3J6O1/OMKxlwk3SotsHrn0AAAAAAAAAAAC9RJIAAKRBZVNEAZ9TDltmvlYLdyYn7Br2AH0QCUoLb5HGHScNm7rv5XOKrYoCS/5Pqlnb/+0DAAAAAAAAAADoA5IEACANKprCKvBlZqgBSSrYOcxBBUkCfffuvVJrrXTYZd1fZ/IZkq9QWvTT/msXAAAAAAAAAABAGpAkAABpUNkUVkGGhhqQ1JagUNUUyVgbhoRIUHrzt9LEk6Xcsu6vZ3dZ1QQ++LtU/Un/tQ8AAAAAAAAAAKCPSBIAgDSoaMxsJQGP064cl51KAn21/M9SuFE69As9X3fCSZKvyEoyAAAAAAAAAAAAGKRIEgCANKhsCis/g0kCklSY41IlSQK9l4hLi++Sxh0r5Zb2fH27Uzr4TGnl41LTjvS3DwAAAAAAAAAAIA1IEgCAPorGk6oNRlWUk9kkgXwfSQJ98snzUuMWafJZvd/GAfMkm0Na+kDamgUAAAAAAAAAAJBOJAkAQB9VNYdlSirKzXwlge0NJAn02pJ7pdLJUtHE3m/DlSNN+Iz07n1SPJK+tgEAAAAAAAAAAKQJSQIA0Ec7Gq2O+cIMVxIoynFpR2Moo23IWtVrpI2vSQee1vdtHfQ5qbVG+vi5vm8LAAAAAAAAAAAgzUgSAIA+GixJAoW5LlU3RxRPJDPajqy07CHJ7ZfGHN33beWPlsoOkZY+2PdtAQAAAAAAAAAApBlJAgDQRxWNIflcdvlcjoy2oyjHpaQpVTVT5r5H4lFpxV+kCSdKdmd6tjlpnrThValufXq2BwAAAAAAAAAAkCYkCQBAH21vCKsow1UEJKkoxy1JDDnQU2v+LYXqpImnpG+bY46SXDnSir+mb5sAAAAAAAAAAABpQJIAAPRRRWNYBYMgSWDXcAfbG8IZbkmWWfEXqfgAqWBM+rbp8EhjjpFWPColGf4BAAAAAAAAAAAMHiQJAEAfbWsIqdCX+SQBn8sur9OuikaSBLotWC2tfUma8Jn0b3viSVLTNmnTG+nfNgAAAAAAAAAAQC8NiiSBu+66S2PHjpXH49Hs2bO1ZMmSTpe99957deyxx6qgoEAFBQWaO3dul8sDQH/b1hBScZ47082QYRgqynVpWwPDDXTbh09Z/x17XPq3XXKwlDdcev/x9G8bAAAAAAAAAACglzKeJPD444/r+uuv180336xly5Zp2rRpmjdvnqqqqlIuv2jRIl144YV65ZVXtHjxYpWXl+uUU07Rtm3bBrjlACCFYwnVtURVnJv5JAFJJAn01PuPSSNnSR5/+rdtGNL4E6TVz0gx3hMAAAAAAAAAADA4ZDxJ4I477tBVV12lK664QpMnT9bdd98tn8+n+++/P+Xyjz76qL7+9a9r+vTpOuigg/SnP/1JyWRSCxcuHOCWA4DaOuRLcjM/3IAkFee4tbW+NdPNyA41a6Xty6yO/P4y/gQpGpTWvNB/+wAAAAAAAAAAAOgBRyZ3Ho1GtXTpUi1YsKBtms1m09y5c7V48eJubaO1tVWxWEyFhYUp50ciEUUikbZ/NzU19a3RAAZEtsTu9p1JAoOlkkBxnlvvbqzLdDOywwdPSk6fNOrw/tuHf6RUfIC06m/SIWf3334GiWyJWwDtEbtA9iFugexE7ALZh7gFsg9xCwDdk9FKAjU1NUokEiorK2s3vaysTBUVFd3axg033KARI0Zo7ty5KeffdtttCgQCbX/l5eV9bjeA/pctsbutPiRDUmHO4KgkUJLrVlM4rmAknummDG6mKa18Qho9R3L0c4LHuOOlT1+UQvX9u59BIFviFkB7xC6QfYhbIDsRu0D2IW6B7EPcAkD3ZHy4gb64/fbb9dhjj+npp5+Wx+NJucyCBQvU2NjY9rdly5YBbiWA3siW2N3WEFJhjksO++D4Ot1V0WBbfSjDLRnkdrwv1a2Txh3X//sae4yUiEkf/av/95Vh2RK3ANojdoHsQ9wC2YnYBbIPcQtkH+IWALono8MNFBcXy263q7Kyst30yspKDRs2rMt1f/nLX+r222/XSy+9pKlTp3a6nNvtlts9OMqAA+i+bIndbfWhQTPUgCQV51oVDbbWt+rAYXkZbs0g9sHfJU++NHx6/+/LVyQNm2oNb3DYJf2/vwzKlrgF0B6xC2Qf4hbITsQukH2IWyD7ELcA0D0ZffTV5XJp5syZWrhwYdu0ZDKphQsXas6cOZ2u9/Of/1y33nqrXnjhBc2aNWsgmgoAKW2ua1VJ3uC56CzwueSwGdpKJYHOJZNWksCYoyWbfWD2Oe5YacNrUrBqYPYHAAAAAAAAAADQiYzXx77++ut177336qGHHtJHH32ka665Ri0tLbriiiskSZdeeqkWLFjQtvzPfvYz3XTTTbr//vs1duxYVVRUqKKiQsFgMFOHAGA/trmuVaWDKEnAZjNUkufWlrrWTDdl8Nr6rtS0TRp77MDtc/RRkmFIq58duH0CAAAAAAAAAACkkNHhBiTp/PPPV3V1tX74wx+qoqJC06dP1wsvvKCysjJJ0ubNm2Wz7c5l+OMf/6hoNKrzzjuv3XZuvvlm/ehHPxrIpgPYz4VjCVU1R1TqHzxJApJUmufWZpIEOvfB3yVfsVQ2eeD26fFLw2dY+z7iqoHbLwAAAAAAAAAAwF4yniQgSfPnz9f8+fNTzlu0aFG7f2/cuLH/GwQA3bC13uqIL83zZLgl7ZX6PdpY25LpZgxOyYT04dPS2KMlY4CL6Yw9Vnrz11LjNikwcmD3DQAAAAAAAAAAsFPGhxsAgGy162n9wTTcgGS1Z0tdSKZpZropg8+mN6WWKmnscQO/79FHSjantPqZgd83AAAAAAAAAADATiQJAEAvbakLyWE3VJDjynRT2inL8ygUS6i2JZrppgw+H/xdyhsuFR8w8Pt25UijZkmrnhz4fQMAAAAAAAAAAOxEkgAA9NLG2haV5XlkM4xMN6WdUr9V2WBTbWuGWzLIJGLSh89IY46WMvWejT1W2r5MqtuQmf0DAAAAAAAAAID9HkkCANBLG6pbNMzvyXQzOijb2aZNtS0Zbskgs36RFG6wOuozZdQRksMjffhU5toAAAAAAAAAAAD2ayQJAEAvra9pUVlg8CUJeJx2Fea4tKGGJIF2Vj0pBcqlwvGZa4PTI5UfIa36e+baAAAAAAAAAAAA9mskCQBAL8QSSW2rDw3KSgKSNDzg0XqSBHaLhaSP/2VVEcj08BBjj5OqPpSqPspsOwAAAAAAAAAAwH6JJAEA6IUtda1KmKaGD8JKApI0zO/R+upgppsxeHz6XykalMYd1+tNmKapLU1Jra1PKJE0e9+WkTMlV65V2QAAAAAAAAAAAGCAkSQAAL2wsdZ6Sn/YYE0SCHi0saZVptmHzuyhZNXfpKJJUmBUr1Z/bUtcJz/RomP/GtTcJ1o0+5Gg/rI62rvX1+6UxhxltYn3BwAAAAAAAAAADDCSBACgF9ZVtcjtsKkwx5XppqQ0LOBRKJZQZVMk003JvFCDtOY/va4i8OAHUV32fKs8Duk7R7j1gzluTS6y6fuvh7XgtbCSvenoH3e81LBJ2vper9oEAAAAAAAAAADQW45MNwAAstGnVc0aVeCVra/j27dUS1vfleo3SfGw5A1IJQdJIw6THL2vUjAq3ydJWlsVHLTVDgbMR/+QEjFp7LE9XvXZT2P60ZthnTbeoYsnO9ve7ynFdk0ujuueFVEF3IYWHNnD17hsiuQrllY9IZUf3uN2AQAAAAAAAAAA9BZJAgDQC59WBTU84O39Bpp3SMselja+Yf07t9RKCgg3Sqv+bo1ZP+Vs6ZCzJbu7x5svzXPLaTf0aVWzjplU3Pt2DgXvPyYNnybl9Ox1+LQ+oRteDem4UXZ9abJTxl4JIceXO9QSNXXP+1EdVmbXvHHO7m/cZrcqG6x6Upr3U2sIAgAAAAAAAAAAgAFAkgAA9JBpmlpbGdRpU4f3Zm3pk39LS+6VXD7p4NOl4dMl5x5PogdrpM1vSSv+Iq17RTr+u1LhhB7txWYzNDLfq0+rgr1o4xDSsEXa9KZ09HU9Wi2eNPU/r4RU5DV05aGuDgkCu5w63qGP65Ja8FpYs4bZVeTtwSg+40+UPnxKWvuSdOCpPWofAAAAAAAAAABAb/WgNwMAIEnVzRE1R+Iald/DSgLJhPTW76XFd0kjZlgd16OPbJ8gIEm5xdLkM6SjviGZSem5b1tJAz00It+rTyube7zekLLyMatCw5g5PVrtkdUxrapO6qvTXXI7Oh9SwjAMXTnVpWjC1M/eifSsbYXjpMLx0vt/7dl6AAAAAAAAAAAAfUCSAAD00Cc7O95HFvQgSSAZl169Xfr0v9KUc6VDzpIcrq7XyS2VZn9NKjlQeuU2ae3CHrVzZL5XayqDMk2zR+sNGaZpVWMYc5Tk9HV7tfpwUr96N6wTR9s1qcC+z+Xz3Ya+eJBTT3wS08rqRM/aOP5Eq7JEa13P1gMAAAAAAAAAAOglkgQAoIc+2tEkj9OmMr9n3wtLkpmQXv+ltOUdacaXpFGzur8zu1OaeoE0cqb0xq+lDa92e9XRRT41hmKqbOrhE+5DxZZ3pLr10oSTerTa75ZFFU9KXzxoH0kce/jMaIfK8wz9ZHG4Z0kZ40+wPh+rnuxRGwEAAAAAAAAAAHqLJAEA6KGPdjRrdKFPtk7GqW/PlJbcK218U5p2oVR6cM93aLNZlQdGzpBev0PasaJbq40pzJEkrd7R2PN9DgXL/izlDZOGHdrtVbY1J/XnD6P6/ASnAu7uvL8Wu83QBQe79M6OhN7Y1oNqAt4CadQR0vKHu78OAAAAAAAAAABAH5AkAAA9tHpHk8oLulm+/qN/SR/9U5p8plR2SO93atikQ86xxrB/5adS49Z9rlKc61KO266PdjT3fr/ZKtIsffh3q4qA0f1T3V3LI/I6pNPGO3q8yxmlNk0qsOmXS3pYTWDiXKlilbR9eY/3CQAAAAAAAAAA0FMkCQBAD0TjSa2rCmp0UTeSBHaskJb8nzT2GKn8iL7v3Ga3qhG4cqWXb5GiwS4XNwxDYwpztHp7U9/3nW1WPiHFI1YHfDdta07qiU9i+twEpzyO7lcR2MUwDJ13oFPvVyf12tYeVBMYOUvyFUtLH+rxPgEAAAAAAAAAAHqKJAEA6IGPK5oUT5oaV5TT9YIt1dKin1lP/h9wavoa4PRIM74ktdZJb/xaUtdPrI8u8mnVtv1suAHTlN673yrjn1PS7dXued+qInDK2J5XEdjl0GKrmsBvl0a6X03AZpcmnSytesKqgAAAAAAAAAAAANCPSBIAgB54f2uj7DZDY7pKEkjEpEW37Xzy/wLJluav2pxi6dAvSJvflj54qstFJ5TkanNdqxpao+ltw2C29V2p8gPpgHndXqWqNanHPorps+N6V0VgF8MwdNYkp5ZWJvTOjh5UE5g0T4qFpfcf6/W+AQAAAAAAAAAAuoMkAQDogVVbGzS60CeXo4uvz2UPSbVrdw4NsI+KA71VerA07jhp6YNS1epOF5tQbO1/5db9qJrAO/dIeSOkkTO7vcr9q6Ky26R543pfRWCXGaU2jfEb+sPySPdXyimWRs+WltxrVUIAAAAAAAAAAADoJyQJAEAPrNjSoHHFXXT8b10iffi0NOmzUn55/zZm0ilS/mjp1Z9JkaaUi5QFPMpx2/X+lob+bctg0VwhrX5GOvA0yejeKa4xYurPH0Z18liHcpy9ryKwi2EYOn2iU69tTWhVdQ+qCRz0eanmE2n9oj63AQAAAAAAAAAAoDMkCQBANzWFY/q0MqiJpbmpF2itkV6/Qyo5SBp7dP83yGaXpp4vxVqlN38rqeMT6DbD0ITiXC3fXN//7RkM3rlHsrukSSd3e5VHPowqmpA+O86ZtmYcOdyuMp+hP67oQTWBskOlwvHS4rvS1g4AAAAAAAAAAIC9kSQAAN20bFO9TEkHDcvrONNMSK/9SjIM6dDzrP8OBG++dMg50ubF0sfPpVzkgGF5endTvZLJIV7GPhKU3rvPShDo5jAP4bip+1ZFdXy5QwWe9L1ndpuhz09w6N/r41rf0M1qAoYhTT5TWvuiVPVR2toCAAAAAAAAAACwJ5IEAKCb3ttYr3yvU8P8no4zV/5NqlhlPdnfzQ7qtCk7RBp9pPTun6S6DR1mHzQsT83huD6pbB7Ydg20pQ9K0aB08JndXuWxj2NqiJj6/ARH2ptzXLlD+W5D97wf7f5KY4+TckqlN+9Me3sAAAAAAAAAAAAkkgQAoNve2VCrA8ryZOxdJaDyQ2nFo9KEE61y8Zlw4GmSr1h69XYpHmo3a2Jprhw2Q0s21GWmbQMhFpbe+q007kQpt7Rbq0QTpu5ZEdFRI+wqy0n/6dBlN3TaBIf+viambc3J7q1kd1rVBFb+LWXCBwAAAAAAAAAAQF+RJAAA3RCMxLV8c4MOGelvPyPcKL36M6lgjDThpMw0TrI6l6ddIAWrpLf/2G6W22HXxNJcvbm2JkONGwBLH5RaqqVDv9DtVf6+JqaKFlNnTnL2W7PmjnHI65DueT/S/ZUOmCd5/NJrv+y3dgEAAAAAAAAAgP0XSQIA0A3vrK9VPGnq0JGB3RPNpPT6r6R4WDr0fMmW4a/U3NKdY9ovtMa138OhIwN6a12tYoluPtGeTaIt0uu/lCZ8RgqM7NYqsYSpu5ZHdMRwu0bl9d/75nEYOnWcU499FFNFSzdfe4dHmnKe9P5fpZpP+61tAAAAAAAAAABg/0SSAAB0w+uf1qgkz61hfs/uiSufkLYtkw79ouQNdL7yQBp5mDTqcGnxXVLdurbJU0flKxiJa8WWhsy1rb8svksKNUhTL+j2Kk+uiWlbs6lzD+i/KgK7zBvnkNsh3bWsB9UEDjxVyimSFv5v/zUMAAAAAAAAAADslxyZbgDSo6WxTmasVYbTp5xAYaabk1bb6lsUTSQV8DlV6PPse4Ussqk2KNOUyvwueV2uTDcHnTBNU//5sEIzyvNlGIY1cdtSafkj0sTPSCUHZLaBezv4dKl5u/TyT6TT75Tcfo0vzlHA69RLH1Xq8LFD6DuiaYf0xq+lgz4v5Q3r1irhuKnfLI3oyBF2lfv7P1fO5zR02nin/vpxTFdPc3dvn3aXNP1L0ht3SBvflMYe3e/tHNJCzUqGa2UkTYXdBWqOGvLbo/I4bApFwkqakidQJrthSqEGRU2bGhI+Oe0JJeJxOW2Sw4wpYniUtLvkTIRkT4TkdnvlVEzyFiqSkKqDEdkNQz6XQ5F4XKFYQm6HTcmkKZvNpkQyKZthKGmachhSLJGU02FXKG6q1GdXOGmqOZSQ22lXLJmU02YonjAVsEdkS0Rk2t0KyaO4KYXjSZX4nGqJJWQYhmyG1BxJKNdpUzIRk2wORZOSw27IbhiKxpMyTVM+p6FINKo8r0ehhKlI3JTDZiiZNJUwpQKvU62xhCKJpNw2yUjEZDgciiQNOQ1D0XhCXpddiaSpWFJyOW0KR5Ny2iS3EZNkyjCcSkhKJhLKscdlJKOK2bxqitkU8Lnk93m0ubZFhmEox2WXYcbkijXLsDkUcQaUSCYViSflsNvksJlKxBOKJky5nQ5FE6b8trCMREQef4kSprHzdZdkWAVect12GTab8jwdk4AqGkOKxpPyOm2KJ6WSXLccDismw7GEgpG43I7U67aTTEqhOmunOUXp/sTut1rCITUFQ7IZhsqKCvq8vdb6CikRld2XL7fPv+8VulAfbFVzOCaXw6Zh+Xl9btvm2hYlkqbK8lzyefp2DVjV1KqWqPW5Hhbw9Wlb0WhcO5ojkmlqZL5HDsfQ/bm4vaFV0XhSBT6nAj53ppuTlarqGxRPmMrLcSvP27fPXlei0YhiTdWSzaacwhH9th9JqmsOKhhJyOe0qziQ26/7agzFFIsn5fc65HLY+20/sURSVU1h2QxpeH7/vU+SFIrG1RJJyO3sxrkUGVHfElJzJKniHKdqgjFJktthk81IKmCPKZE0ZSghR6xVUTkVduTJlQgpbLjldHkUiycVjcfktSXkTrbI4fIpmHQpmjQUjiflcxoyzKQicVN5bpt8trgUbpRhs8sRGC7Z7IolkmoOx5SMRxSOS3lel/yxOhlmQsobIdntSoYaFI2EFHfkKTd3Zywm4gq2BBVOGvJ5c+Rz9/4c1RKJqzWakM9ll8NuKBiKyzCkhCnluO3yuf4/e/cd3lZ1PnD8e7WHJe89YmfvRSYhIUCAMMLeu1BKKR10UTopLWW1PwotG8reexNmCCN77x3vvSRbe/3+EHHiSEqcxLEs+/08T56We2T5layje+8573nP3uf2+oPYXeFrAKsx/LludXppc/tJ0mtINctYTpcEg2CvBkJgyQV1373G6G3sTTUQCqG3pqPXyTVPf9Rib8Pt9aPXaUizHvm9jOid6ppaCIZCpFqTMMg8Q69T0+rA7Q9iMWjISDLGOxwhOvSKK7KHHnqIf/7zn9TW1jJu3Dj++9//MmXKlJiPf/311/nzn/9MaWkpQ4YM4Z577uH000/vwYh7D3tLA4a2Mgzf/h/qpq0E0ofjPe7XuC1FWFMz4x3eEalodrChys5T3+2mqd3L5OJUrj1uIJkWFWlmc7zDOyJlTQ6+2trAaysq8PqDzB2dzXkTCyjJOLoDUeLwbKy2U2Nzc+2MkvABWxUsvAcyh4VL3Pc2ai2Mvzy8wn7hvTDndlQqNccMSGX++lpunTt8b7JDovvsz+EJ9bEXd/lHnt/opd4Z4pYpPTdwObdEwye7/fxruZsHTuri4OzA2bDlQ/jot3DD1zKIcjgcTYRcTbD7a1SrngO/B8Ow09GOvxJvUIN70ycY1z4LQT+ekRcRGHUOus//RCBtGE0jbuDhb6vYWN3GT2YPItWs5YlvNlBv9zCp0MyPJiWTX/cBDD6eJq+BpxZX8uWWev5+9iisBi3LS5spSDXx8rJydjc6+M0pwwgR4qnvSmlxeJlaksZZ4/PYUGVjVF4y325vZ+bgTGrsHjZV2yjJSMJha2JqUi3mVQ+iai3Flz0O54Sb+KLWzMDcDL7cXMfsYdlYdArvbahjeI6Vd9dWs3x3MxkWPRdNKkCtKGRZDfgCQf72/iYmDkjluuOKcfh9LNjWwJsrq1Cp4PQxucwYlE6zw8ezi3eztsJGboqBSyYX4fT4ybDoqWxxMjjLQrJRw4ZqO0WpJhZua+DLLfXoNCrOmZBPSYYZr8/F0JQQKW3bMaz6D+rWMgI54/CMv4kPtpiZOCiPTzbWsq6ylX/OScG66UXU2z7CNeQMqof/mEe/q2ZjtZ17zh+LzeXjyW93UW/3ML4wheuOK2FtQzujrG6ytn0Eg07ins+aKW1ycu6EfApSjfgDQYbmWNhQZWNErpUUk47KZiff7GjkpaXluHwBThyWxYWTClhR2szEolRc/gCPf72LFaUtZFn13DR7MKPzk6MP+toqYP2bsO4VUGngmGth2FywHt2Jq76uvMHGq0vLmL+1BbNezbVTc5k2MIOc9EOv1ONurkKpXo1p2X/B0Yi3eDa+qT/GZ8nBZDy0QbFWp5M6u5//fbubFaUtZFj0XDejmNF5SeSnHfoAW1mTg2+2N/LK8nLcviAnj8jiosmFh3UNWNPioL7dxyNf7WBbXTtFaSZuOH4ghWkGClIP/flKGx18sK6a99fWoFLB2ePzmTs6h+L0xL7u3l95k4N1lTaeXvT99/HANK6dUUJesh7zESZs9Be1zTZWlTXz5OJqbC4fswencOX0YrIsOkzdnCzgaywltPZlzFveAY0e94RrUQafhD6tsFt/T1Orner2II8u3MnmmjYKUo3ccPxABqbpyE3r3ophje0eVpe38OjCXbQ4vMwamsnVxxZTlGZCrerea/TSJgdvr6ri4w01aNUqLjimgJNGZFOU1r1/J48vQGmTk8cW7mRNRSv5KQZ+csIQRuRaSDFJv+oN2lw+au1u/L4AJqOW99fV8uLSchyeALOGZHDq6BzcXj/Ts3zot7wN615DE/CiH3U+npEX4VNpKG228fDC3ZQ2ORmRbeInU1PIVNezI5jLQwtLqWl1M64ghYsmF/DWqiq8gSA3zBpIScMqjN/dQ2jSDykvuYhg0M/GWhcvL6vg98elkNr8Ncr65yDoh1HnExp+BqoFd2Bo2IqncAbtk2/EZcqjqsnOf7+pYneTm+HZZn5ywiAGZlk7TegfjMPjZ2dDOw8t2IFWreKq6cXsamgnI0nPy8vK2dXoYGhWEjedOJiSdBMN7V6e+nY3i3Y2kWHR87u5w1ApCg9/tYMd9Q5K0s3ceMIgBmaYSU+SydeYmnfDlg9g7SvhrN7R54W32EsriXdkfZq7qZLQ9k+xrnkaAl7cw8/DO/4SdOkD4h2a6CENra3U2n08vHA3W+uclKQb+cnxxRSlGshM7SUVUcURq26y8dWWWl5cWY/XH+TsMemcM6GQggz5G/cGFc0OdjU6ePzrXdS0uhmdn8wNxw8k26Ilw3J0E3iF6AolFAqF4hnAq6++ylVXXcWjjz7K1KlTuf/++3n99dfZunUrWVlZEY9ftGgRs2bN4q677uLMM8/kpZde4p577mHVqlWMHj36oL/PbreTnJyMzWbDaj2yFUXx5nS1od46H/07P4xo85zzP4LD5mI0Juakc0Wzg0cX7uLFpeWdjhu0Kl750XTGF6bEJ7BuUNbYzs2vrmX1fmXfc5MNvHT9VEkUiCGefffe+Vt4bnEZj1wxEY2vHT78dXgAY+qNoO3F1S2adsKKp2DY6TDtx6ypsHHP/C189POZjMxL7O8/AHYugOfPgWN/AUNO7tKPNLuCHP9KO1NzNVw3tmcHLL8o8/PkOi/vnWdmbGYXV4s1boePfg1zbocZPz+6AR4FcT3numyEmnagfHIrVCzr1OS5YQma936MumZN559JLcZ76ZssqfJwzWulBENwxdQiNGoVzywq7fRQnVrFa5cNYPzX1+M+538c/3Qll0wuYlJxKo99tZOTR+Vw23sbAfjZiYMpa3Ly3trqTs9h1ql56PKJ3PHBZv529iicXj+PLdzFBZMKWbqtgr/kryblqz90jlGlpuHsl7j+2yR+euIQ7v14C49deQylTU5+/MJKPP5gp4dfOqUQk05DjtWA1x/kn59uRadW8dhVx/DndzZQ2eICYFBmEr85ZSg/e3k1/mDnS8OfzB5Edas7nGi0oYYrpw3AatTyy9fWUGfvvI3GxKJUfn5CCZMb38H8xa2dY1dUNJzzMtd/m8SfzxxFntJE7stzwNVCKHss3057jKtf200wBPdeMJYdde08/s2uiPf9+eum8OjCnfzpuCQGfXI1joteZcJ/tuL1B5k+MJ3TxuSwtqKVq6YXs2hnI2eOzeWWN9azeFdTp+fKSNLx+g3T2dXo4MYXVuENdH7vfnbiYK6fNRDrvishWyvgmTOgtazza8ubAJe8DNZc+oKe7rul9TbOe2wZzQ5vp+Ozh6Ry19kjyM3oelUBZ3M1moV3o1v7bOcGnRnf1Z+gzR9zSLGtKW/h4seXRPStq6YN4MezishL6/r7U9bk4JY31rF0d3On45kWPa/+aBoDM7t+Deh2+/hqRyM3vriK/e/m/nbWKE4fm0VGUtcHHEobHfzgmeXsbnR0Oj40O4nHr5xEcUbfSBSoaHZy/+fbeHNVVafjJp2a126Yzuj8xB1I66l+W9fcyp0fb+Xd9Y2djlv0Gt7+8RQG5x55FZA9fE2laJ897fuVp3v5C6fjP+cJDOndkyjg8/n4ekcT1z+3kv1OgfzpjBGcNzaTtOTuWXXX4vBy9/wtvLq8otNxk07N2z+ZwbCc7lvdV9bk4PInl3ac6/cYk5/MQ5dNpCi9+wYll+xq4oonl0ZcQ/z+tOFcOW3AEa347ut6qu9urLbx6cZazp1QwJ/f2cA3Ozr34TSzjpevm8Tg+ZeiLl/c+YeTC2m5+F0m/ndLp3OOGP9ELQABAABJREFUosCDl4zn8W92s7bS1nFco1K4/5Lx/PuzbZQ1OXnu2ikcu/6PlI3/NQ2BJJ5bXst7a2t46eIipi79KeraNZ1/X8oAOP1eeOn7RHCNgcaLP2CpK5+bXlrd6fc/fsVEThyR06UEG38gyCcb67jppVVkW/X849wxvLC4lNnDs/nr99ft+/rPJeN5dUU53+0In7cnF6dy7oR8/vjOhohz770XjGXe2FyMh5Cw0G80l8Krl0Pdhs7H0wbCFW8lZKJAIowtu5oq0b11Deqq5Z0bkgvwXvWRJAr0A06Ph++21vGjl9dHfGf969zhnDQyi1RL/6kqkAj99nDUNLZy4yvrWFPZ1ul4foqRV394jCQKxFlNq4PXV1Zz32fbOh3XqBSe/sFkZg5J7EW+om84+nWWD+K+++7j+uuv5wc/+AEjR47k0UcfxWQy8dRTT0V9/AMPPMDcuXP57W9/y4gRI/j73//OxIkTefDBB3s48vhTO5rRf/yrqG36+b9CcTRFbUsEdrc/IkEAwO0L8rf3N1LZ4ojyU4lhfZU9IkEAoMbm5qWlFbS73D0flIgpGAzx9uoqppakoQn54cs7wG2DCVf17gQBgPRBMOKscMb+xncYnW8l2ajlrVWV8Y7syHna4L2fQc44GDynyz923woP/iBcMKzny5/OLlRTZFG47VsXwa7m52UMgeHzYME/wgkDouucjSi28ogEAYacQqhmbWSCAEBLKaGNb7O6UUUwBCoFThqRHZEgAOANBPn95400jbkOzYK/8/fTijl7fB5/fHsDl04dwL8+2QqEy7eOLUiJSBAAcHjDq9dPGpHFB+tqWLKricunDeCe+Vu44RgLKd/cFhljMEDmF7/i51OsPLxgB6ePzWVDlZ0HPt8WMYkJ8PKyCmYMzuC+z7Zx4oisjtjvnb+FK6ftHRi65thi7p6/JWJwH+Cxr3dx1vg8/vnJFi6dWsTX2xv4fHNdRIIAwKryFrz+IOZVj0bGHgqS+cWv+MUUC3d8sAlCIXC1AFA35RZ++3FN+H1Xwag8K098uyviKbyBILe9t5EfzRrEPd/ZaB84F83Kp/nFCcUALN7VhFmvYeG2BlDg620N7Kh3RCQIADS2e9le386987dGJAgAPLhgB03t+0xaBwOw7tXIBAGA6tWw/4C66JLWtnYeXrAjIkEA4KvtLZQ1u6L8VGwaV1NkggCA14H6s9/jaqnt8nNVNbVx23sbo/at55aUYfMcWq71trq2iAQBgIY2D099u5tWR2SfiqWmzcOf39kYMeAHcOfHm7G5ImOOxe/38/GGmogEgXDM7XyzvaHLz9XbtTi9EQkCAE5vgH98uJnqVmccokostXZvRIIAQJvHz72fbqPJZu+W3+NxtRNc9mREggCApmIx1K7vlt8DUG1z88e3N0YkCADcO38rLV3vmgdVa3dHJAhA+DN4x4ebsLt83fJ7vL4Ar62oiEgQAFhfZWNleUu3/B6AerubW95YF/Ua4t5PttLQ3o1voDgs1a1O7v54MxdPymdHQ3tEggBAs8PLU9+V4kseFPkEtgo0617ihCGdt60LheCv72/mqmOLOx33B0P836fbuHJ6Mf5giD++s4HqY//BM+vcaDRa3ltbw6BMM0M8GyITBCB8rVW2CEqO//4J3aQtuJXBFh+FaXvL84ZCcOtbG6i3d20Mpb7Nw+/fWgfAZVMH8OCXO7hoclHHdfv+/vzuRi6ZvPd6+arpxdwzf2vUc+/f3t9EbRfj6Hd2LYhMEABo3gUb3oKAv+dj6geU6pWRCQIAtkpCK5/F6ZZrnr6upc3F796N/p315w+20+4O9HxQotutrmiJSBAAqGp18fqKclxuOTfFk8Mb5IEvIsdz/cEQf3x7A6WN7XGISojO4pok4PV6WblyJXPm7J3gUalUzJkzh8WLow+0Ll68uNPjAU499dSYj/d4PNjt9k7/+gxHA3hivB63DcWRuAN630W5ad1jVXkrDk9iXsi0Oj28vSZyYHKPj9bXUN8uN0jQe/ruop1N1NjczBycFi7d37gNJlyZOHtQF00ND64sfxLN7q+YPiidt1dX4YsyIZZQPvotOBth+k/DS0i6YF1DgBc3+bhgmJZkfc9vt6BWKVw9Wsfq+iBvbD2EAeAJV4IpHd66HvyRk2i9SW/ptwC01YQndPfjGX0Jhg0vx/wx/cZXObk4nERSkGpiW13kzdYem2vasKWOQbP9IybnqHB4/JQ3O1GrFNo84e/yEblWVpZFTgrusWhnE+MKU/hoQw2Dsy3otSq8/iDJzkoIxPic2KsoMblZVd7K8BwrWo2KNfus3trfhiobBalGqlpdZCbpOmLfdwVhhkVHWVP0gaJAMER1qwudRoVapTA0x8pH62NPtL6+ugZv4XExYy82uVld0UqbOqXjcIu+oGNgddKAVNZWtEYdzADYUtuGSafm863N2IpOQb/5DU4fuDfxZ+HWBqaUpLFgSz2/OXko76yOfd4NAVtj/I1DIVhTsc8kirMJ1sb+7LDqWfAmZhJjPPuuw+Pnw42xr1nfWtP1SX2A4I7PY7apSr9B5ev638jhC3VaGbm/RTu7npDr9Qd5+wCfxY831NLs7Pq5odXliznx5vYFqWntenJFtc3DB+tqYra/s6aaqpa+MZC8YGvsz9riXU0JdY8Rr3776cbYffLzLY04vd1zjRlwNKHf/GbMdsO65/G6uuc71+byx5zc8waCMc+Ph2PBlvqYbd9sb8TWTUkCdW0ePjxAv35rVWW3/a5Wl4/y5tjXEAe6luqP4tF3Xd4gdXYPiqLm4/WxPxcfrK+jZdBZUdssW9/grCGR5fQb2j2YdJFV0nY3Osi26jv+f6tfg0ar4bPN4e/hkwYlkbkt8lq9w5YPYdAJHf+pql6BMdDGsYMyOj2syeGlKUqiYTSN7R7s7vA1+tDsJNZUtKIo0O6JPgZjc/nQqvcOm2rUSsx+0+7x09jWu+/V4qK9Ada/Frt9wxvh+7Zerlfd53aB09mOYd0LMdv1m14n2B77HlX0Dc0Ob9REbACXL0BdH09sSrR+ezhsbe28tjr2/c3b6xppaesb93GJamttG4FomchAebOTNrfMA4n4i2uSQGNjI4FAgOzs7E7Hs7Ozqa2NPvhQW1t7SI+/6667SE5O7vhXWNi9exfG1cEmxpS4F4o4bAcrFadK0P3UFeXAsatUXZ7v7PN6S999dlEphalGhm59HCqXwvjLIDXByrINPRUKJsO3/+aEpAqaHF4+3nBoky69yuoXwxN1U27ocmlvbyDELV+5GJCscEpx/EpAjsxQM7NAzR2L3dQ7ujiIrjXAzF+HV8x99pejG+AR6i39NkwBJXLAUgkFD3x+VNQdKwmDodBBz0eKAigqQuz9/t73ezwYCh34e//7JrWiEAyGUFAIhkKEVAc+h4fY+5wHO22oVcr3lREU9s0PUjo9x8HPu8FQ+HGhUIgDvS1qRQm/zzFjD7+2fd+WfZ8vGATVQa8DwjEphEBRd3o/9sSqUSkEQgd+roNVplV3+qwoB/3sJKp4990D9RHNoe7PrTrAd7yidOuFlvoQn+tAjz/YZ35/B3v0IT/fgfq0SknYa+/9qQ/wMrr543HUxavfHui8GP5e7i4H/s4NqjThm6fu+E0H+cN3pYx5V2kO8CFUdfNn8ED9Vq0oKEr37Dx5sL/CIX+P93Fx6btKqCP58oCfC5USrpwU9TlUMQe5Y/X8TteaSngr+j1z7oEQB76uUqmjxhKtIltXP2LRHnawb619366DPjZxh+COHuUg188qdUK8cfG+Vj4cwQNeE3e+fxJ908Gub/rK9X0sidhvD5VKpRzw76xWKQe/cRRH1cH6WR/vhiJB9P4rsSP0+9//HpvN1vGvoiKytF+iCpkywBhjz0dTGiFzRvS2BDBjcOzYpw1Mw6RLzI9uslHPhccUxGw/e3weOdae3Se9t+oNfbe00cHnm+s4VbsGpewbGHsJZA7v8TiOmKLAyHMgdxxFq+5lTGqAJ7/eRairJe97k4pl8MHNMOSUQ9pm4P4VHra3BPnROH3cByqvHKVDpSjcstDV9b9BxlCYdB0sfQRWx14REG+9od92sOaFk3r2o1vzLJ5xV8X8MffYK/h4Z3iFUGWLi0GZSTEHHscXWEmpX45v+Nl8VxXEpNMwKDMJjy9Aiim8sn1zjZ1jBsTen3nW0EyWlzZz1rg8djY4aPf4SNJraNHngybGliapJWxv0zFtYBrrKlvx+ANMKYn9O0bmWqmxOclNNtDsDK8kGFuQzPb6vSv7qltdDM6Kvh+6Vq2QbdUTCoXw+ANsq2vj7An5MX/fxZNy0VZ8e4DYtUwtScPq37sKO9W5u6N87IqyFsblp8R838cWJNPq8nH6yDRSdr2Pe/SlvLVl74rqE4ZnsmRXEycMy+KODzZy/sTYsYZC4eeLRqXAuMJ92kzpMPHqmM/F5OtAl5j7tsez71pMOs4dF3sfvvMndC0ZbA/V4BNjtgUGziGgi/45jyZJr2Jycey+NX1Q16sK6TQqzj/ANeBZ43LJSopcoRlLsklLjjX6d4RZp47ZFk1RupnzJsaO7cJjCshNMcZsTyQnDMuK2TZrSCZJCbRverz67amjc2K2nTYyE5O+e+7TNEmZeEZfGrPdN/5qdPru+VwmG9SdSpjvy6BVxWw7HLMP8Bk8cXgWKcbuuRfMtRo45wDn6osmF2A1dM/vSjHpGJQZ+xpiUFb/2e+4K+LRd006NUXpJvzBAPPG5cV83Dnjckjf8VbUNvuIS3lza2QFmxyrIerq+mHZFiq+r0IzLNtCqsYLQT8nf7/91afb7dQPvyJ20CPOgh2fdfxnoGgGTrWVb7d3rjqZZdGTZu7a+TMjSU/q99foG6rsTClJwxcIYjVG/+5PN+twevcmKrh8AdLN0fuN1agho4tx9CvmDBh/gL/z2EshOfZ3VW/Rq+5zu8BkSsI7/pqY7e4xl6GzJu6YseiaVJOWLEv07yWLXkNmjLa+ItH67eGwmM1cMSk7ZvtF4zPJsHb9/ld0v6HZFrQxkoQHZSZhMfT8drhC7C+uM60ZGRmo1Wrq6uo6Ha+rqyMnJ/rgQ05OziE9Xq/XY7VaO/3rKxRLNp55j0Rm3arU4ePm2AOuvV2STs1PZkfuhWc1aPjzmSPJT03MQXiAYdlJHDc4clC5JMPMhccUYtRJkgD0jr77wKcbSVW7mNn6XniyMWdMj8fQbVQqGH0B5E/kTPvLrKuyHbDcaa/UsBVeuhgyhsDUH3f5xxZW+HlkjZcLhmkpSY5/gpFFp/CjcTq+qgjwxLpDKEk5/EwYOhfe/wVs+/ToBXgEekO/7WDOJGTJjUwmKf0GMobgHzAz4keCmSNQDZvL8QUhdN8vc3p/XTU3nTA44rEmnZo756STuvlFAsf/gds+2s0LS0q567wxvLCkjD+ePgKVAr5AiEU7m7hialHEc6SYtFw7o4TFO5s4aUQWs4Zk8tLScv54xgj+u9RO80n/inxdah11cx7goeVt3DBrEF9uqWNsfgo3zR6MJcrk1g2zBvLpplr+cuYoPlhb3RH77+YO58Ul5R2Pe2ZRKX84bTh6TWQf+fXJw3hjZSV/PGMELywp45SRORw7KJ0B+2xXsMesIRl4/CEcM34fPfaT7ueh5e388YwReEJqsIQngLOW3c19p+d2vO9Ldzfx61OGRX3f/zpvFI8v3MmvplowVX2Hb+zlPPzNbgBOHplNnd3DeRPycXoDXDq1mOJ0M6eMjLxxzk8xMjgriV+fMixqmdw/nD6i82CvSgWjzoXMEZGvrXgW5B8TeTxBxLPvWk0mfjhzELnJkZPa54zJJD+l65PdAD59Gp5pN0c2GFMJnnwHpuTYE3T7y0tN4q/zRkXtWz87cTDWQxxXK8kwc9LwyN9fkGrkymnFJBm7PkBQkKznngvGRgw4KArccc5oUo2HVtnipOFZjMqL/LtPKExhSklalJ9ITMkmLdfOKI48btTy+9OGk5OcOMkQ8eq3mWYtV0+JTN5JN+v41clDSOumOHQGI6qJV0LawIg2/6BTCHVj4m5RhoV7zhvTcQ7a1+1njeIQv4YOKNtq4IZZka8pxaTl96ePIMnQPYkqGo2Kc8bnRU0AnDYwjTH5Kd3yewAyLHr+78KxUa8h/n7O6D4/CXGo4tF3c5NN3HLqcF5cUsGANBOnR0n2yU02cPnUItSeKNvsZAwhOPpCFu9u6XRYq1a489xRPLNod6fjBq2KX58ylGcXlWLQqrjrvNHkfPEzrhmtpd3l5qppRVQ0u9jAEHxFUbaoyhwOeeOhfEn4v/VWWmbfycZmhRrb3vLYGpXCvy8a27GtwcFkWQ38++LxqFUKrywr5yezB/Ha8nL+dMbIiORUtUrh3gvG8tryvdfLT3+3mz+cMSKiuohKgbvPG0tusnzWoxowHQqnRh7PHg3Dz+j5eA5Dr7rP7aJg9hj8JVGSZ9MHoxp/CXqdfF77uqxkM/++YGTEQhlFgXvPHU5KUt+enEzEfns4RuZZOW5QSsTxQZlmzhpfgE7mGeLKrFP40xmRY0h6jYq7zhvDgPTEneMSfYcSivNS0qlTpzJlyhT++9//AhAMBikqKuKnP/0pt956a8TjL774YpxOJ++//37HsWOPPZaxY8fy6KOPHvT32e12kpOTsdlsfeLk0GZrRu+sgaWPomvcjDdjJEy9AY8xF0tKYg/oVTQ7qGh28cyiUhrbPUwdmM4FE/PJs2gwGhNnAC+asiYH6yptvLK8HK8/yBljcpk9LIviDDkxxNLTfXf9hnWc9UI512i/4JQpo6MOUCakUIjQts+4Y3sBPkM6H/1uHlpDAnzu6jfDc2eD1gin3AmGrn0GdrUGOOdtByXJKm6Zqu9V5dRe2uTlo11+njrNxPGFXRwQDgbgq7ugehVc8hIMOfnoBnmE4n7OdbUSam+A+o0oK58Gv5vQiLPxDzoVt6JDW7MCw+qnIOjHPfoyVMUz0H35V7ypg6kYfSMvLK9hbVUbl00uoCjdzDOLy6i1uZlWZOLiUUlkNy1DPWAqjZoc3l9fxycb6/j5iYPITTGxvLSZ4nQzb6+uYldDO9cdV4LFoOW5xaU0O3xMG5jG8UMz2VHfRnFGEk3tHsYWJNPQ5mVLrZ3BWUk0NjUzLbWV9HVPomrZhSfnGFpHXcmXNUZKclIobWxn6sAMzDo1C7bWUZyexFfbGli6q4kMi57zJxTQ7vExMDOJxnYPj3y1kyklaZw3sYBQKMSGKjuvrahApSicMTaXodlmkvRa3lpdxaqyFnKTDZx/TAH1dg+FaSbKGh0MykrCrFNR0eImyaBhU7WdzzbVodeqOGd8PslGLQatikydjwxfNalrH0fTuhtf7jE0j7iChfUmJg7M4r01VexocHDH7BQspfPRbnkHb+FMykbdyAsrallfZee3pwxDpVJ4elEp9XY3E4tSuXBSIeUNzYwwO8m0bSBQMIU/fNFMk8PLOePzMevVmHUasqx6PP4gxRlmrAYtVS1O1lfZeHFpOU5vgFNHZTN7WBbljQ5G5FvxB0K8tryCxbuayE028MOZAxmUacYabUWnrQp2fQWrnwe1FiZfD4VTwBJ7dW2iiUffrWy08dnGGj7Y1EySTs010/IYkWMhJz3lkJ/L2VyNunkHmmWPoHY14ik+EdW4iyG5EK320AbDXC4P1W1eXl9ZybLdzWQk6fnBjGIGpOjJSz/01bFlTQ42Vtt5aWk5bl+AuaNzmDMi+7CuARvaHDS2B3hucSlba9soSjfzg2OLybRoyUs59OcrbXSwZFcTb6+uQqUonD8xn8nFaQzoY9enFc1Odjc6Or6Pjx2cxnkTCihKNaDRJE4lgf31ZL+ta25lR72DpxZX0uIKcPLQZM4cV0BhZvTKLEfC21RGcPvnGDa9BhoD7ok/JJQ7AWN67OoXh6OlvY369hDPLy5jU42dwlQj18woId+iIiu1e19Xi8PL1ro2/vftbpravZw4PJOzx+dTkGo8aGngQ1XW5OCb7Y28u6YKjVrFJZMLmViUSmFaZKLfkfD5g1S2Onl5aTkrylooTDPxw+NKKM4wywqpg+ipvuv1eqm0ebG7PKSaDGyubePlpWW0ewPMHpbJ5OI0FCXE2GQPxrIFsO41CHjxj7kYT/GJtGGmyaPi6cXl7GpwMDrbyFUTrKQFW6jQlvDkd+VUtbqYUJTKaaNzeHNlBUadhsumFDGg6n20a54jNOk6qvJPxevzUWX388KSCm44xsww3xbMa5+CgA/GXUqocCqhb+9H1bwDZ+HxhMZdilOfTbO9jSeXVLOzycOo3CSuml5MUXoSem3XE+NcvgAVzU6e+a4Ul9fPldOLKW1ykGXR8/bqKnY3OhiRY+XqGcUUphhpcHh5c2Ul32xvIMui56cnDkGtKDy9aDc76tsZmGHmmhklFKYaSTbJRExMLaXhpI/VL0AoAGMvhpLZkFYc37gOU9zvc7vI2VSFqnolhlVPQsCLe9TFMPgkDOmRCeyib2pua6OpzcdzS8rYWOtkULqBa2cUk5mkISOl+6/berNE6beHo6aplbUVrTy3vBZfIMgF4zI5bmgW+en962/cW1W1OKi1e3j6u1KqW12MLUjhsqlFZFnUpJi695pciMMR9ySBV199lauvvprHHnuMKVOmcP/99/Paa6+xZcsWsrOzueqqq8jPz+euu+4CYNGiRRx//PHcfffdnHHGGbzyyivceeedrFq1itGjRx/09/XVE4Lb2YbP7UJrMGIw9a1yfk3tbtzeACkmNWZDNy7j6AVqbU4CwVBCV0boKT3Wd0MhvCue57y322hTkvjHcUbU1sStyhHL7u2b+NOWIn6VvJCf/uAayDn492fc7P4aXr0CjGlw8t9ib7Oyn5r2IBe+5yAUgr/OMJCk6z0JAhDeT/P/lnnY3BzkpTNNTMju4sREwAcL74GqFXDmv2Fi7NL58dZrzrleF0F3KwSDePWpOLwBrJoAWoK4A0GCwRCmlEwIBsHbhj+kxhbQYFCD3+dDq1YI+V2EtEkEFA3akJeQz43eYEQT8oPBSjAYpMnhRaNS0KpVBINBbG4/Zr0ar8ePTq/B7Q1g0Gnw+oLo1eALBNFq1Lj9QVIMakChyenHrFfh8gUxahVcniDJ+iBBnxuNVo83qMGvUuH2BskyqWn3BkFRoVZBmyeAWaci4POi1uhw+oMYtSp8gfCOk6FgAKNWjcvjxWI24PGH8PiD6NQK3vDGsOjVCiFFwe0PYtRAwONBo9fj9INRo+D2+jHpNPgCAYKoMGjVtHsC6DWgDnpRq1T4giE0ag0enw+zVkXA7waNCYcvRLJRh0Gvo9bmAsBi0BAIBNH42lG0OvyKARRwewPoNCr8/iAadQiPL4Bep8HtD2FR+wkFfJitaZ3ed18ghFatoFWp0GpUUQeMW53e8HNpFAIhhfR9yrv7A0Ec3gB6Tfh1HZTbHl6Goe9b110Qv77r9/tpaXOg0ahItRz5++puayHo86BJSkGnO7JrSKfbjc3pw6BTk5p05Dfy9XY3vkCI/NQjT3xtc3lodflJMqhJNR35tfKe/plIq+oPR5PDg9sbICNJf0gTTL1VPPpta3s7Xm+AZLMBvf7orkh0tNSjqNWYrF3f5uOwfo/Lhd3lw6TXkGw+uoN2Lp8fnz+EWa+JWJnc3RrbPagVSD3K5dB9gSBObwBDjPOwiNTTfdfl9dPs8JBm1NLmCRIghE6toFbArLjwhzSEgkG0ITfekJqgzozK68ajGMLXsf4gPr8XgzqEJuhGozfj8IUIKRrc/iAGDagJ4vKHsOiUcMUbdxuKWoMmKVzePBQKYXf5IOTH4w+SZNBhCrSFr8WTvr/39rnwuF2EdGYMe75fQiG8LgeuoILRYECnOfzPmNcfxOULXxurFXB4A6hV4A+CUatGt09ljMD314g6jYJBG75nc3l8tHkCJBk0mHSJm2DW4xxNENrn75yges19bhfZbc0QDGJNlS0G+qs2lxOXy4vBoMPaTyclE63fHo5mm51gMEhGakq8QxFRNDtcODxBUo0akoxSzUX0HnFPEgB48MEH+ec//0ltbS3jx4/nP//5D1OnhktRzZ49m+LiYp555pmOx7/++uv86U9/orS0lCFDhnDvvfdy+umnd+l39YcTghB9UY/03cbt8NFv+dvWfJ4NzOX26VoGZfTdk/Yra1v4oFzLy/o7mTLrNJj56961n3bAD9/dDwvuhNyxMOt3oO/aXlqltiBXfOjA44e/HKsnwxT/bQaicftD3L3UQ2VbkCdONXFs/iFUFFj6KGz7OLzH42l398qJSjnnCpGYpO8KkXik3wqRmKTvCpF4pN8KkXik3wohRHS9IkmgJ8kJQYjEdFT7bksZfPtvWP08j3EhdznncfVoLXNL+nZpTH8wxN1L3FS0enhJewejzXaY9RuYcCXo4pxZXLYY5v8OatbBmItg/GWg6tpKkc9Kffx6gYskncKtU/Vk9tIEgT3c/hD/XuFhY2OQP0zT84Mxuq5vi7D9M1j2OJjS4NR/wMhzwiubewk55wqRmKTvCpF4pN8KkZik7wqReKTfCpF4pN8KIUR0vXvmRAghjha/F7Z8BK9cBv8ZT2DD2/zZ+g/ucs7j3CGaPp8gAKBRKfxysoFMi4GL/bfzgXEeoY9vhftGwCd/DE/Q92QeWcAP2z6BZ8+Gp+eC1wGn/wsmXtmlBIGKtiA/+9zJ9Z+4GJKq5vYZhl6fIABg0Cj8doqeU0s0/H2xh4vedbK2PtC1Hx5yMpz1X7Dmw+vXwKPHwZqXwec6qjELIYQQQgghhBBCCCGEECJxSSUBIURCOOK+6/dCw2aoWBbe437XAvC0QdpAGDKXFUmzueBDP1eO0nL6wL6fILAvtz/EY2u9LKkOMDMnwI+TvmF6w2uoPK2QMgAGz4EBx0L+MZBa3L0r1dtqoXxJ+O+x5UNwNED6EBh9HgyYAcqBJ/nd/hCLqvy8tc3Hx7v9WHUKF4/QMqtAjdKLVtR31YbGAM9u8FLZFmJ6npqLh+s4oUhDsr4Lr6V2Pax/A6pXgi4Jhp4Kg0+GAdPDf8c4vB9yzhUiMUnfFSLxSL8VIjFJ3xUi8Ui/FSLxSL8VQojourj5cd+xJyfCbrfHORIh+j6LxdJtE7Vd7rseO9odn6A4GlAcdahsFahad6NqLUUJ+gkpaoJpgwkMPg1//hRCyUUA2GqCAIxJ9eN2d3EVdx/yo5EhJmUqvLNTzeW1s0k3zGZqciujQjsYuG4DOcvuJJV2TFoFXWo+mpR81JYsFHMmIWMqIV0SaM2ENDpQ1OHJ/VAQgj4Uvxu8DhS3DZWzEaW9FpWtDFXzDlTORgCCljwC+VPxFx1HILkYPwr+NheeAHgC4PCBzQPN7hA1DihrC7G5OcTGJvAGIT8JLh6qMCsf9Go/Ho8/zu/o4RmcBH+dAivqFb6sCHDzly5UwNBUGJWuUGJVOKFQodgapV9ZB8GM36G016Ip/xZ11QrUG94EIKhPxj/8HNwn3dGlOLqr78o5V4ieE5dzrhDiiEi/FSIxSd8VIvFIvxUiMcn4lBCJpzvPueLo63eVBCorKyksLIx3GEL0C92ZndnVvnvTZC0Pnm484GPc/sivvWWhEVwV+AsAOnyHF2QfEAJ8JF4lBS0++uKlhzfK3+J0ZRH3qf/bpZ83aPa+K9VtQfLva+/Sz3VX35VzrhA9Jx7nXCHEkZF+K0Rikr4rROKRfitEYpLxKSESj1TsSCz9LkkgGAxSXV3d57JZ7HY7hYWFVFRU9LkOKK8tcXVnP9u377a1tfW5960vfhbkNfV+sV5Pd/Xd3n7O7Qt/T3kNvUNveA1H65zb0323N7yXRyLR4wd5DT0p0fttorzPh6ovvi55Td0r0ftuV/XFz83RJu/Zoeup96y/9Nto5HMp7wEk7ntwNMenEvU9iUVeT+/W114PHP1xZdEz+t12AyqVioKCgniHcdRYrdY+8yWzP3lt/du+fXfPSaYvvm/ymhJDX3tNR+v1JMo5ty/8PeU19A594TVA7+i7if5eJnr8IK8h0cSz3/bV97kvvi55Tb1PbzjnHkyiv8fxIO/ZoUuk9ywR+m00ifQeHy3yHvTf9+BA/bavvSfyenq3vvZ6oG++pv5EFe8AhBBCCCGEEEIIIYQQQgghhBBCCNEzJElACCGEEEIIIYQQQgghhBBCCCGE6CckSaCP0Ov13Hbbbej1+niH0u3ktYn99cX3TV5TYuhrr6mvvZ5D1Rdev7yG3qEvvIbeItHfy0SPH+Q1iK7rq+9zX3xd8prE4ZD3+NDJe3bo5D07+uQ9lvcA5D2Ipq+9J/J6ere+9nqgb76m/kgJhUKheAchhBBCCCGEEEIIIYQQQgghhBBCiKNPKgkIIYQQQgghhBBCCCGEEEIIIYQQ/YQkCQghhBBCCCGEEEIIIYQQQgghhBD9hCQJCCGEEEIIIYQQQgghhBBCCCGEEP2EJAkIIYQQQgghhBBCCCGEEEIIIYQQ/YQkCQghhBBCCCGEEEIIIYQQQgghhBD9hCQJCCGEEEIIIYQQQgghhBBCCCGEEP1Ev0sSCIVC2O12QqFQvEMRQhwC6btCJB7pt0IkJum7QiQe6bdCJCbpu0IkHum3QiQe6bdCCBFdv0sSaGtrIzk5mba2tniHIoQ4BNJ3hUg80m+FSEzSd4VIPNJvhUhM0neFSDzSb4VIPNJvhRAiun6XJCCEEEIIIYQQQgghhBBCCCGEEEL0VwmfJHD33XejKAo333xzvEMRQgghhBBCCCGEEEIIIYQQQggherWEThJYvnw5jz32GGPHjo13KEIIIYQQQgghhBBCCCGEEEIIIUSvl7BJAu3t7Vx++eU88cQTpKamxjscIYQQQgghhBBCCCGEEEIIIYQQotdL2CSBm266iTPOOIM5c+bEOxQhhBBCCCGEEEIIIYQQQgghhBAiIWjiHcDheOWVV1i1ahXLly8/6GM9Hg8ej6fjv+12+9EMLT5slVC7Hmo3QM5oyBkDyQXxjkqII9Iv+i6AowFaK2D3QjAkQ8lssGSBLinekQlxyPpNvxWij+kVfdfRCK3l4fOh3goDZ4MlW86HQsQQ137rc0FbLZR+E+67xTMhdQAkZfVcDEIkqF5xzj0Qtx3aa2Hnl+D3wKATwZoPprR4RyZE3PT6fhuL2w7tdbDzC+nPot9J2H4r+p6AH+zVULUCmndD/kTIHA7W3HhHJgSQgEkCFRUV/OIXv+Czzz7DYDAc9PF33XUXt99+ew9EFif1m+HZM8ODM3uYM+DqDyFrePziEuII9fm+C+HB1Xd+Er5h20NR4KwHYeQ5oJeJEZFY+kW/FaIPinvfbauFd38KOz7be0xR4Mz/wOjz5HwoRBRx67deJ2z/FN68FoKBvceLpsEFz8hglxAHEfdz7oG4WmHF/+CLv+099tlfYOwlcMrfJRFI9Fu9ut/G4mqFFU/DF3/de+yzv8CYi+DUf0h/Fn1eQvZb0fcEA1C9Gp4/G7yOvcdTi+Gqd8P/K0ScKaFQKBTvIA7FO++8w7nnnotare44FggEUBQFlUqFx+Pp1BYta6ywsBCbzYbVau3R2LtdWx08cxo07YxsSx8MP/gIkrJ7Pi4hukGf7rsAwSAs+i98/pfo7Tctg8xhPRuTEEeoz/dbIfqouPbdYBCWPASf/il6+0+WSuKrEFHErd827YQHJ0EoGNl23K/ghD+AWnv0fr8QCa5XXy9XrYQnTozedv7/YMwFPRuPEL1Er+63sVStgidOiN523hMw9qKejUeIHpaQ/Vb0PbZKePQ4cLVEtpXMhoueBWNKDwclRGcJV0ngpJNOYv369Z2O/eAHP2D48OH87ne/65QgAKDX69Hr9T0ZYs9xNERPEABo2hGuLiBJAiJB9em+C+GSb0seit2+/g048Y89F48Q3aDP91sh+qi49l1HPSx5OHb7uldgzl97LBwhEkXc+u22+dETBACWPwlTfhguZSyEiKrXXi/7vbD0sdjt3z0AA08Ac3rPxSREL9Fr+20sAT8sezx2+3cPhLceMGf0XExC9LCE67eib2opjZ4gALD7K3A2SpKAiLuESxKwWCyMHj260zGz2Ux6enrE8T7P7z5wu8/VM3EIIQ5dKAjOptjt9sqei0UIkVB2NrRT1uTgxOGSCCj6gGCg87ZZ+7NV9VwsQoiDs9fEbvPYO29BIIRIHEFfOJE9FmdT+DFCiN4v4D14fw5IfxZCiKPO2Xzgdr/nwO1C9ABVvAMQR8CUDqoYeR5qLZgkI1SIXktnhqLpsduHntZzsQghEsbSXU2cfN9Crn1mBesqW+MdjhBHTpcERcfGbh9+es/FIoQ4uEExSpED5I4HranHQhFCdCOtCYbOjd1eMgsMUp5ZiISgMx14TKlkFhiSey4eIYTorzKGxm4zpoJerq1E/PWJJIGvvvqK+++/P95h9LykLJh6Y/S2qTeG24UQvZMxBU7+GyhRvoZTBkD+MT0ekhCi93thSRl5KUYKUo3869Nt8Q5HiCNnTIaTbweVOrItpQgKpvR8TEKI2LJHQMawyOOKAqfeKaWLhUhUigLDz4jehzV6OO5XkgQkRCIZNhfMmZHHNXqY+etwIoEQQoijKykLhp8Vve3EP4Mlr2fjESKKPpEk0G/pzDDjF+HBGNP3+8KZM2DuXTDj53LBJ0RvlzUCfjAfcseF/1ulgTEXwdXvQ7Ls5SqE6Mzu9vHppjpmDsnk5JHZLNrRiNPrj3dYQhy5zGFwzcedz4ejL4SrP5DzoRC9jSUXrnwLJlwJal34WNYIuOo9yBsX39iEEEcmpQiu/RSGnb43mb1wGlz3GaSWxDc2IcShSSmCaz8JJ/909Oep3/fngfGNTQgh+gtTGpzxT5j5m71VA5IL4LwnYNS5oI6yWEKIHhajVr1IGEmZMPXHMPIcCHjCGaFJuaCS/A8hej2tEYqmwhVvgactvIrSlB5OABJCiP0s392Mxx9kakkaXn8QfzDEmvJWjh0sqzZFgus4H74d3tNcpQZjOujlfChEr5RcAKf9E46/BYL+8LYhUsVOiL4hfRCc93h4D91QMFyS3JQW76iEEIcjfRCc+5j0ZyGEiCdLDsy+FSb9AAJe0BjBmhvvqIToIEkCfYFKLaushEhk5gwpzSqEOKi1Fa0kG7VkWfSEALNezfLSFkkSEH2HOT38TwjR++mMoCuKdxRCiKNBbwn/E0IkPunPQggRf2ptONFaiF5IkgSEEEIIIRLAmopWBmaaURQFBRiabWFFWXO8wxJCCCGEEEIIIYQQQgiRYKQmvRBCCCFELxcKhVhT0cqgzKSOYwPSTGyra4tjVEIIIYQQQgghhBBCCCESkSQJCCGEEEL0cpUtLuxuPwMz9u7RnpdipM7uod3jj2NkQgghhBBCCCGEEEIIIRKNJAkIIYQQQvRyOxvaAchPMXYcy/v+/+9ucMQlJiGEEEIIIYQQQgghhBCJSZIEhBBCCCF6uV0NDnRqFRlJ+o5jucmGcFtje7zCEkIIIYQQQgghhBBCCJGANPEOQIj+yuHx0+L0EgqBxaAhxaSLd0giTpodHto9AdQKpCXpMGrlq1kI0dnOhnZyUwyoVErHMZNOQ5pJy856SRIQfUOzw0u7x49KgTSzDpNOzodC9FZuX4Amh5dAIIRZryZ9nyQ2IUTv5/L5aW73EghBkl5Nmln6sBB9UbvbR6vLRygEVoOGZBl7FEKIHucPBKlv8+ALBDFo1WRbDfEOSYgOMvImRByUNTm4++MtfLqpjkAwxJTiVG47axRDsyxoNVLgo79w+wJsqrZz23sbWV9lQ6tWOGtcHr88eSgFqaZ4hyeE6EV21Ld3VA7YV26KkV2Nst2ASGxuX4AtNXb+8t5G1lXK+VCI3q661cWDX+7gzVWVePxBRuRa+Ou8UYwpSJbkHiESQGWLk39/to331lbjC4QYW5DMX+eNYmSeFYNWHe/whBDdpLTRwT3z9449Ti1J5S/zZOxRCCF6Ur3dzUvLynnq293Y3X4KUo3cMnc4s4ZkyKJR0SvIFYEQPayqxckFjy7m4w21BIIhAJaVtnDew4soa3bGOTrRk7bXt3PhY4tZX2UDwBcI8eaqKi57Yik1NlecoxNC9CY7G9rJSzFGHE8366hske8Lkdh21Ldz/qOLWVfZ+Xx46RNLqGmVz7cQvUmd3c0PnlnGS8vK8fiDAGyuaeOSJ5awsdoe5+iEEAdTY3Nx2RNLeXNVFb5AeDxiXaWNCx9bzA6pTiVEn1HV4uLC/cYel+6WsUchhOhJrU4vt7+/ifs/347d7QegssXFz19eHf5+DgTjHKEQkiQgRI9bsLWBhjZPxHGPP8hDC3bg9PrjEJXoaTaXj7s+2txxs7av8mZnx0SJEEI4PH4a273kRClHlmHRUy2TqCKB2V0+7pm/Jer5sKLZxZqK1p4PSggR0/a6NrbWRk4khkLwt/c30eyIvM8RQvQeaytslEeZIAwEQ9z98RbsLl8cohJCdLcvttTR0B597PHhBTtw+WTsUQghjrbGdg8frq+J2nbP/C3URZkjEqKnSZKAED3I5fPz2aa6mO3f7WikzS0X6v2B0+Nn2e7mmO2fbYz9ORFC9C97KgVkWiL3is0w62lo8+D1S/axSEwO74HPh58c4LpJCNHzFm5riNm2vsqG0xvowWiEEIfqs021MduW7m7C4ZHxCCESndN7kLHHnY3YXdLXhRDiaNtRH3t70FanT5IzRa8gSQJC9CCtSkVGlEmePVJNOjQqpQcjEvGiqBRSD7DvUE5y7M+JEKJ/qWwJr/bKskRWEkhP0hEiXP5ZiESkUhRSTNqY7blWOR8K0ZtkR6lqs0eSXoNakXsZIXqz3OTYfTjFpEMlfViIhKdVq8hIkrFHIYSItxRj7LEOAL1WpmdF/MmnUIgepFGruGragJjtNxw/kPQDXMiLviMzSc+1xxXHbD9rfH7PBSOE6NUqmp1o1dEnUvcM/uypNiBEoslM0nPtjJKY7edOKOjBaIQQB3PSiGxizSFeMa2IDEvsJFghRPydfYD7zOtmlEStXCWESCxatYprji2O2S5jj0II0TMK001YjZqobccOSifNLN/FIv4kSUCIHlacYea3pw6LOH7m2FxmDsmMQ0QiHtQqhfMnFnDc4IxOxxUF7jpvDHkpxjhFJoTobSpaXGRa9FFXdqUnhSdjqlslSUAkJpVK4ZwJ+cwaEnk+/Me5o8lNib3iUQjR87Kteh64ZAL7L0CcWJTCNccWo1Wr4xOYEKJLclOM3HXemIhkn+MGZ3DexHxUsrpYiD5hQLqJ35wyNOL4vLG5EeNQQgghjo4cq4Gnr5mMUdv5HqkgNXw9lnyQSgNC9IToaSwiodTaXLQ4fdicXpJNOlJNWnKSZYKxt0o2arly+gDmjsrhq631uH1BZg/LJDfFINlj/UyW1cA/LxhLVauLb7Y3YjVqmTUkg9xkPUl6+XoWQoRVNDvJjLHSQ69Rk2zUUiVJAiKBZVsN3HPBWKpaOp8Pc5L1WAxy0yxEb2LSaTh5RBaf/nIW3+5opKndy3GDMyhMM8o9qBAJIEmv4axxeUwbmM7X2xqwu3zMHJpBQaqpU3nyVqeXpnYvrS4vyUYd6Uk63L4Aje1efIEgmUl6Mi16DFpJDBKiN0ox6bhi6gDmjMxm4dYG3L4As4dlkZusJzPKNnZCiMTl8wepanXR5PAQCEJGko4cqx6TXu6l402tUhhXkMKnv5zFyvIWShscTBiQwrBsi9w7iV5DZqESXHmTg1veXMeSXc0dx6YNTOOe88cyIN0cx8jEgVgNWjQqhXnj8yAEBq0aq2SO9Tu1Nhevrqjg2UVllGSYcPuCPPH1Th64ZALjC5PRa+UrWggB5c1OClJj3zykmXXU2t09GJEQ3avW5uL1FRU8s6iM4vTw+fDxhTt54NIJTJDzoRC9it8fZEttGz99aTUWgwaTTs2LS8q44JhCrplRLNWwhEgAZr2GXJXCaWNyIAQ6jYoU096tQmpaXdzy5jq+2d4IwNSSNK47roQ/vr2BhnYPAHqNit+cMowLJxV0+lkhRO/Q7vaxqryFW95YR06KAa1KxTOLSvnFnCGcPjqXLKskCvQn9XY3Hn8QnVpFllWPEmvvKJFw2tw+lu5u5revr6XF6QPAqFXzh9OHM3d0jiQF9QIatYrCNBOFaaZ4hyJEVDLilsBqbS5+99Z6Vpa1cMrIbHJTjNS0uliwtZ7fv7Wef180juw+kJHk9QfxBgKYtJo+U/quvNnJvz/bxgfrqvEFQswcksGfzhjBoMwkNGrZBaS/WLq7mfs/386535dZdvsDPP1dKVc/vYwPfzaTQVlJ8Q5RCNELVLe6GFeYErM9xailXpIERAJbXtrCfZ9tZ3S+lVF5yXj8Qb7cUsc1R3g+7IvXkELEW3mLk6v+twy1WmH6oHRMuvAq4se/2UVhmpHLpxahUnX//YzT40elAoMkDQlxxKpanDy0YCfLSpuZUpxGUZqRE4dnU5xhwuUL8se313ckCCgK3Dh7EDc8vxKPP9jxHB5/kH98tJmSTDNzRmQD0O7xoVGppLqAEL1AZYuLHz2/klF5Vi6fWoRGreKj9TX89b1NDMpIkiSBfqLZ4WXh1nr+9ek2qlpdZFn0/OzEwZw+Jpf0GNUKRWKpanFxw/MrCQRDHcdcvgB/fncjgzKTJEmgF3F5/bh8ASwGLVqZ/xG9iNxhJ7AWpw+jVs0TV03i4w21bKmxU5Jh5omrJvHsojJanL6EThKwuXzsamjnme9KqWtzc/zQLM4cm0tBqjGhMx6rWpxc9OjiTqs+v9neyNkPfceHP5/JoEyZGO4PKlucfLy+hvm/mMl3Oxt5bWUlZp2aW+cOx6BT8/XWekkSEELg8Pixu/2dyr/uL8Wkpdbu6cGohOg+VS1OXlxSxmNXHsOO+na+3dGISafm96ePoLHNwxeb6w75fNjq9LKrwcHT3+2mod3DicOzOH10LgWSuS/EEVtR1sIPZ5ZQkmHmw/U1VLW4mDkkk5+cMJiHvtzB7GGZFKZ1X0W7mlYXi3Y28eaqSvRaFddML2ZkXjKZFhnYFuJw1Nhc/PC5FfxgRgkjcq18tqmWihYnJp0GjVpBrYIvtzZ0PH7SgFSW7mrulCCwr2cXlTI0K4mvtzfy4boakgxqrp1RwtBsi0xACREnvkCQN1dW8uoN06m3u3l1RQVef5Azxubyq5OH8shXOxmea5VzaR/n8QV4bUUFd3+8peNYfZuHP7+7kfJmJzfPGYpZtjpNaD5fgFeWV3RKENjXgwt2MCRbEgXirbndQ0WLi2cXl1LVEl4EdNGkAgpTjVI1UfQK8ilMYH5/kHnj8rju2RUdJ4Olu5t5Y2Ul/7xwHL5g9Ju4RNDm9vHS0jLumb+149iSXc08unAnb954LIMTePJ04bbGqGWh3b4gj3y1k7+fMwqjnCD6vEAgxK9OGcYPnl7eaS/xzzfXc+6EfK6cXhTH6IQQvUWNLfz9kG6OXcY1xaRjU429p0ISolv5gyFunD2IP76zgcqWvefDLzbXM29sLqeMyj6k57O7fDy7qJR/f76941j4GnIXb/x4OgMlGVOII2LSqqmzezr1scW7msi06Pm/C8fhD0QfpDwcNa0urvjfMnY2tHccW7ClgbmjsrnjnDFkyOSGEIdsXaWNHx43kJeWlbOyrKXj+DfbGxlfkMy/Lxnf6fG5yUZKmxxRn0urVrh+5kAueXwJ1ba9Yxyfbarn0imF/PbU4aQd4BpWCHF0OL0B5o3P49+fbWPBPkk/i3Y2MSQriYcun4jT6wfkPNqXNbR7uP/zbVHbnvqulCumDZAkgQTn8AbYVtcWs313owOXN9CDEYn92V0+PtlUx+/fWt9xbOnuZp5fXMaLP5zKxAGpcYxOiDCpa5HATAYNf/9gU0S2mD8Y4o4PNmHSJe6JvqHN0ylBYA+by8ft72/E7vLFIaoj5/b5+WRjbcz2r7c1YHf5ezAiES8GnYqnv9vdKUFgj7dXV+GXazghBFDdGh5wzUiKPcCaatLS1O4lGCN7XIjeTKdSmL+xtlOCwB7vr6s55H2O69s6T17u0ezwcudHm2lzJ+Y1pBC9RU6ygZeWlUccb2jz8Nryim4rnRkIBHl9ZWWnBIE95m+sO+CAqBAitlVlLdjdvk4JAnusqbSxbHczI3MtHccqW1wxE+zmjsrhg3XVnRIE9nh5WQWVLc7uC1wI0WUmnZpam7tTgsAe2+vb+Wh9DSkmbRwiEz2p2eHF7Yu+gDAQDFEnWxYmPI1aYcgBFlIOykxCLdvuxVVju4fb3t0YcdzlC3DrW+uoapVrJRF/kiSQwNrdfpod3qhtTQ4v7e7EnWxeurs5Zts32xtpTdAkAY1KdcBM+mSjVk7e/YTLG+T9tTUx299dU9WD0QgheqsamwsFSD1IJQF/MESzM/o1gRC9mT8EH66PfT78eH3s5MpovtkeORi6x5db6rE5E/MaUojeYuG22H3sk021BELdk7DW5PDy2oqKmO0vLCnDH0jcynlCxMu4whQ+3hD73PrS0nKumVHS8d+ryluYNCAVo1Yd8dgThmfx4brY5/B3Vss9rRDx4POHE+1ieXt1lSxQ6gf0msjv7X0l8uJCEabTqDljbC5adfS5hKumD4h6/hY9Z0d9O94Y9yzb6tqxOeW7WMRfwiUJPPLII4wdOxar1YrVamX69Ol8/PHH8Q6rV1ISeK7Zd5ABn0RdLalRq7hq+oCY7T+aNfCA+06LvkNRDvw5P1gfEEL0D1WtblJNOjSq2Jdsqd+vAqm3e3oqLCG6jUalHLA8uTdwaKV1vDH2TAYIhkDOrkIcmQNNzPuDIdTddBMa4sDXw95AkAS9JRQirobnWA7aj48dmM6po3I6xpT+++V2Hr58Ivkpxo7HmXVqBmUm4T9AR/Qc4JwshDh6gqHQAc+h/kCIUDcl9YneK92si7nKPMdqOGC1QpEYdBoVZp2a+y4aT9Y+23BZDRpumzcSs15DmswzxNVB57jku1j0AgmXJFBQUMDdd9/NypUrWbFiBSeeeCJnn302GzdGlu3o6zKSdCTF2DvIoteQnsAngWkD02O2jS9MJtmYuGWxSjLM/PzEwRHH54zIYvawzDhEJOIhxajl5JGx91k+a1xeD0YjhOitalpdpB/k5j31+3LsdW1SLlAknhSzltNG58RsP3dCwSE936yhsa+lppakkmyQFTNCHIlTRsXurycMyyK5m8oXp5q0zBsb+3r44slF6DQJN5whRNxlWQ2cOTY3Zvt5EwvITzXyzwvG8uWvZvPOTTP414XjOGZACm/95Fg++vlxvPfTGXzyy1mUZJiYe4Bz+Nnj5Z5WiHhIMmg5Z3x+zPa5o3PIshp6MCIRDxkWPQ9dPjGiom2SXsMTV08iWz4DfUJ+qonGdje3zB3GY1cew8OXT+TO88bQ4vAyNNty8CcQR9WwHAuxikYXpBpJNsr4hIi/hPsUzps3r9N//+Mf/+CRRx5hyZIljBo1Kk5RxUemVc/fzh7Fr15bG9H2t3NGd8ogSzRZFj2XTSnkpWWdS0zqNSr+fvboA5Zd7u1STDqum1nCmePy+HRjLS5fkFNGZlOQakzoxA5xaJJNOn5x0hC+3t4QUeZt+sB0ijPMcYpMCNGbVNtcB9ymBuhInGuQSgIiARm1Gn524hA+31yPbb/tpGYMTmdoduw9FqPJsRq4YGIBb6zqXGJVr1Fx27zRJJsS9xpSiN6gKM3EaaNy+Hhj53LlZp2a3582HIuhe5IEdBo1Vx9bzLtrq2lo63x+G1+YwtiC5G75PUL0N0l6DaeMyuGFJeXsanR0aitKM3Ha6BwURcFq1GLdb3GG1UjEpNLNc4ayYEs99v22uzx+aCYlGYd2DhdCdJ+JRamMzreyocre6XiWRc+V0wZgkBLk/cLQbAvv//Q41lS0sK7SxvBcC5MHpJGXYkRJ5BLEokOKScd5Ewuptbn5bFMt7u/nGaYPTJd5hl4g3azjphMG898vd3Q6rlYp/P3s0RSmyfi/iD8llMD1hQKBAK+//jpXX301q1evZuTIkRGP8Xg8eDx7BxXsdjuFhYXYbDasVmtPhntUtLl9bK9r54EvtrOzoZ1BmUn84qQhDMlO6rYBmnhpavewoqyFR77aSWO7h+kD07nh+EEMSDOhlVUjfV5f77sAwWCQ3U1Onl1UyoKt9STpNVw+dQCzh2ZSkGaKd3hCHLL+0G972on/+ophORauml58wMfd8PwKbjh+EDedEFmpRoiDiXffDYVCVDQ7eW5xGZ9sqiVJr+EHM0o4fmjmYa1waWz3sHRXM499vZNmh5fjBmdw/ayBDEgzoVHLNaToG+LZbxva3Cza2cTjX+/C5vJxwrBMrjtuIIVpJtSxlsocpopmJ68sr+CDddXoNSqunDaAk0fmkJMsq99EYor3OXePmlYX762t5rUVFYRCcMExBZwzIZ+8fbYU6IpQKER5s5PnFpfy6aY6LHot184oZtbQTFmpLPqM3tJvD1V5s5P5G2p4fUUl3kCQU0flcOmUIkpkUYroBxK134q+p9bmYkOVnce+3kmNzc2oPCs3nTCY4nRzREKmEPGQkEkC69evZ/r06bjdbpKSknjppZc4/fTToz72r3/9K7fffnvE8b52Qmhz+3B5Axh16oRPDthfq9OLLxAkSa/BqEu44hfiMPWXvgvg8vhodPhQq5RDHpQRojfpT/22p4z6y3zOmZDPmQcouQxwyxtrmTMym9vm9a+qSqJ79Ja+6/UHsLn8qFWQZj7yVQ8tDi/+YBCLQSurpUSf0xv6bbPDQyAYwmrUotccvT7mDwRpcfpQKciKKJHwekPf3SMYDNHs8BIiRJpZf0RJPnvP4cpBq2AJkWh6U789VMFgkBqbm2AoXEVAL9fEop9I5H4r+qaGNg9ubwCLUUOKVDgUvUhCJgl4vV7Ky8ux2Wy88cYbPPnkkyxcuLBfVhIQoq+SvitE4pF+273a3D7G/PVTfnbiYI4dlHHAx97x4SYGZSbxn0sn9FB0oi+RvitE4pF+K0Rikr4rROKRfitE4pF+K4QQXZOQy7J1Oh2DB4fL6R5zzDEsX76cBx54gMceeyzisXq9Hr1eVhskomAwRK3dTXmTkyaHh8FZSWRZDKRKVnq/0F/6rt3lo7Hdw9baNsx6DQMzzWRZ9ejUkt0tEk9/6bc9pc7uBujSaiyrQRuxZ7MQXdUb+q6cD4U4NPHst/5AkLo2N7sbndidPobmWMhI0smKGCG6oDeccwGcXj+N7V621bURDIYYnmMhI0mPSZ+Qw4RCHFW9pd8eKrcvQEObh+31bfj8IYblWEhP0vW5CrRCRJOo/Vb0TbU2F5UtLursboozzORYDVIhTfQafeLqPxgMdsoME4kvEAyxvsrGNU8vo9Xp6zh+wvAs7jlvjOxtJ/qExnYP9326lZeWVXQcM2rVPHz5RI4dlC5l4ITo52ps3ycJdGHSxWrUsquh/WiHJMRR0dju4f7PtvHC0vKOY0atmocun8gMOR8K0at4AwFWlbXyw2dX0O7xdxw/e3wefzpjJJkWGewSorezu328vaqKv3+wCX8wXFxUrVK49bThXDSpkGTZH1eIhOfw+Pl8Ux2/fWMd3kAQAEWBm2YP5trjSmRbECGE6CHbatu48qml1Nn3zl9OKErh4csmkivbDoteIOGSBH7/+99z2mmnUVRURFtbGy+99BJfffUVn3zySbxDi6sWh5d2j58kvaZPrLSvsbm44smlnQaeABZsqefxr3dxy9xh6I7ivpc9pdnhJRgKkWrUolar4h2O6GGfbarjjZUV3H/xOAZnWQgGQ7yxqoLrn1vBZ786npIMc7xDFELEUe33SQJdOa9bDRqa2iVhUiSmL7fU89qKcv598TiGZFkIhkK8taoyfD785SwGZibFO0QhxPdqWz1c/dQyppSkcdX0YgwaFRuqbTzw+XZG5lr54cyBR7SveTSBQJAWlw+VInudC9Eddta38+LSMm6cPQiDVs2q8hYWbKnnHx9u5tiBafiTwwPWqSYdqgP051AoRLPD26XHCiF6VkWLk1+8uoazx+dxzvh81CqF73Y08vDCHUwoSuGkEdnxDlH0IIfHj9Prx6hTk6SXRLC+qrrVRTAUIttqQCvzDL1Cjc3FlU8tJRiC644rId2sY3eTgw/W1vD3DzbxzwvHYpY+KeIs4ZIE6uvrueqqq6ipqSE5OZmxY8fyySefcPLJJ8c7tLhoavewq9HBwwt2sKvRwaCMJH5ywiAGZphJS+CSJRur7REJAnu8uLSca2YUU5Bq6uGouk+dzc2XW+p5fkkZHn+Qs8flcf4x+eQn8GsSh6be7qa0oY2Pf3E8Ly4t4z9f7MCs13D51CI++WUJX26q4bpZg+MdphAijmptbpKN2i7d3CWbtLQ4fQSCoW6fnBHiaGpo87C7ob3jfPjfL3Zg0qu5bEoRn/5yFl9urpckASF6kUU7GnjlR9PY2dDOQwt2YHP5mDEonXdumsH/vt1JQ5ubnOTuWxFT2eLkjZWVvL+2Br1GxVXTB3DC8CyypbKcEIfF5fPT6vRx4aRC3l1ThdMTYMbgDF64biq+QJDPt9Tz4boaAC6cVMiZY3KjrnKraXXx8YZaXl1eQTAU4oJjCpg3Lo88WREnRNz5A0HeWVXFRz+fyeJdjdz7yRa8/hCnjspm/s9n8cQ3uzhmQKpsE9QPOD3+76/ZdrKl1k5JhpmfnjiEodlJsu1EH1LR7OTT7xeief0hThudwwWTCihOl8Vn8Vbd6ub8iQUMybbw2ooKalpdjMyz8vDlE3lhSRmN7V5JEhBxl3BJAv/73//iHUKv4fIGWLC1nt+8vq7jWFmTky+31vOvC8cyb2xewpZnrWh2xmxz+QJ4/cEejKZ71dnd/PjFlawub+04dt/n23hpWTlv3Dg9oZMfRNcFgiEumFTE+Y8u6rSlxq1vrWfmkAxumzcyjtEJIXqDWru7yysmkw1aQkCL00tGAicJiv7HHwxy/sQCLnh0ES37nA//8PYGZgxO5/azRscxOiHE/kblJ/PQgp3M31jbcWx3o4N31lTzyo+mESTUbb+rssXJ+Y8s6lSa89a31nPMgFQevnyiJAoIcRia2708+c0uvtvZ1HFsV6ODWUMyuHv+Vnbus33VPz7czMtLy3nxh1M7JQrU2Fxc/fQyttXtfexdH2/h5WXlvHz9NCmdK0SceQNBzpqQx+/fXMfaSlvH8Ye/auft1VU8e+0UPAk8riq6JhAM8e2ORm54YSWh7y/PSpucLNjawL0XjOWc8Xl9okpvf1fR7OQnL65ifdXevv7ggh28taqSl66fRrFUqY2rwPfbvfzy1TUdx0qbnHyysY77Lx7fse2TEPGUcEkCYq9au5u7P9rC9TMHMnVgGh5fEL1WxZJdTdzz8RYmDUhL2BPB6PzkmG1ZFj0mXeJexKytaO2UILBHrd3Ny0vLufnkoVISqB/QqlU8uGAH4wtTuGhSIQAalUKt3c2T3+ym1uZmcJYlzlEKIeKpxuYm1dS1jOI9e8c2tnskSUAkFI1axUNf7WRcQQoXTipEUcLnw/o2D098s4vqVheDsw69kkBTu4cmhxe3L0CqSUemRY8hQZNnhehN3P4g6ypbuW3eSPJTjPgC4Qo2b6+u5L5Pt3Hned2T2OMLBHh+cVmnBIE9Vpa1sKHKJkkCXeAPBKlv89Ds8KJSIM2sI9tqQFGk6lB/VdHs6pQgADC2IJktdW0Uphn59SlDgfC5uM7u4clvd/H55jqumDag43Pz9baGTgkCe5Q2Ofl4Yy0/OLa4T3/G2tw+Gtu9tLl9WAxa0s06rEZZBSh6D4NGzfa6dly+AHefP4ZUk45AMEQgGOKFJWW8vqKSn58klSv7unq7m1vfWt+RILCv297dyLGD0mWhWh+wsqylU4LAHtU2N68uL+fmOUMTdhFpX5Bq1vHysnJunjOE0fnJHfN3X26u575Pt/HMtZPjHaIQkiSQyFocHu46fwyvLq/gyW93EQqBosBJw7O487wxNDk8CZskUJJhZmCGmV2Njoi235w6LGEHhDz+AK8sr4jZ/s6aaq46tjhhX5/oujaPj4JUI0OzLfz29bU4vAEAitNN/GXeSFaUtnDckMw4RymEiKdam5vc5K6dD/YMTDa1e49mSEJ0O4fbT26ygSFZSfzuzXUd200NSDfx5zNHsqK0iVlDD+18uLO+nZ++vIrNNW0A6DUqfnz8IK6aPoB0SaIR4oisLGvhzvPGcMeHm9lRH54kNGrVXDezBL1ahcvXPSsTmx0+3llTFbP9leUVzBySiU4jydWxtHv8fL2tgT+8vb6jclmO1cADl4xnQlGKrB7sp95aVRlx7NhB6Zi0aiYXp0Xcm/75zJG8v6aKM8flkWrSYXf5eHV55HPs8caKSs4Zn0eauW+eb2ttbv7+wSY+2lDTMQZ38ohs/nb2qG7dakWII+H0+tlUbefmOUO544NNVNvcQDix/NenDKWy2UmLwyvl5vu4JoeXZkf08QGXL0Cd3S1JAgnO7vby9urY18sfrq/lsikDKEyXv3O8VLY4uf/i8Tz01U7u/3w7EE7EPHt8Hj+fMwS3LxDnCIUAuaNOYEl6DS8uLefzzfUdWYGhEHy+uZ6XllYk9MVettXAs9dO4cRhmexJQE82avnbWaM4eWR2wmalKyho1OHYU0xazhqbzfnjcyhIDd9MqlSQoC9NHCKtSsWANDP//GRrxyAMhFdf3PzKGmYOzYhjdCImrwuCUpZP9Iy6NjepXd1uYJ9KAkIkEo1KYWCGmXs/2dqRIADhLbRufmUNs4ZmHdLzVbe6uOSJJR0JAgAef5AHvtjOR+trCEo5PyGOyOTiVH756pqOBAEIDzQ/+OUOkgwa9N1UEU0BNKrYz6VRKXLfdBA76tv5yYurOm1tVmt3c+X/llHZ4opjZCKeNPsk1ozItXDRxGzGFySTZtbFvDe9eHIRe7qbotAxphFNhkWHTglBsO8NettdPv763kY+XF/TaQzu00113PrmelqdkqwregdFgZNGZPHLV9d0JAgA2Fw+/vLuRo4pTkMKmPZ9qoNcJ6nkQirhKSioD/CHVqsUkD9zXGVZDNz18RaW7W7uOOYPhnhzVRXLdzdjkKRd0QtIJYEEFgK+2toQtW3B1npuPW1YzwbUzQrTTDxw6QSa2r14/AEsBi3ZFj3qBL6S1WlUXD61iDlFao5LbSFr66NoAi7qTryArarBbG43kd5HM+7FfhT437e7oza1e/ysr7RxzIC0Hg5KRBXwQ8tu2PgOVK2A1BKYcAUkF4Ix9tYoQhwJXyBIc7uXNFPXkgT0GhU6tSrmSgEheiuNWuGp70qjtrV7/KyrtDGpuOvnwy21dhraoifL/OeLHZw8MltW+glxBMqbnLTsM+m8r/99u5uTR2Z3y+9JN+u4cFJBx4qb/V0+bYBs0XYAbW4f//l8W9Q2byDIK8sr+N2pwxL63locngsmFvD1tgYenZdFbtNS0is/o0F1I1d+HX0Wod3jZ0ttG8cODiexWwxarpha1GmwG8LXov+Zl89May2mD34EKHDMNZA9CpIOLeGvt2pyePlkU23Utq+2NdDU7iWli9fuQhxNBo2aLzbX4/FHX+Dw3OJSHrh4fM8GJXpcmllPlkVPfZR7I4teQ5ZUsU14FoOWiyYV8OWW+qjt507II1f+znHlDQTZUtsWte3NVZVcd1xJD0ckRCRJEkhgdpf/iNoTgcWgTeiKCNFMyQqiWvsw+gWvdRzL3vIBGbkTmHbRCwfMABR9RyAYYkdD5D6Oe6ytjNxPSsRJ7Tp47izw7HNRt+wxuOApGHIK6BJzWxfRu9W3eQhBlysJKIqC1aiRJAGRcELQaUXy/tZWth7S822Ksh/jHg3tnpiDpUKIrtlYHbuPdefqdLVaxUWTCnl3TTW799uCbs6ILIZlW7rtd/VFLl+ArVH2jN9jXWUrLn+AJEkS6HeKM0y8fWkema+fA201APhH/Ygd9e6YP7Nuv3Pr1IHpTB6QyvKylo5jj59bwIz1f0JT+tXeB256BwafAmc/CJbuSSCKJ7vLF3Vv7z1srugJVEL0NIc3wMZqe8z27XXtOLwBpH5l35Zt1XP/JeO56n/L8O9TTU2lwP9dNI4s2YatTxidn8yMwel8t6Op0/HBWUmcMz6/UwUh0fMqm50x2zz+IE5f4s/ficQnSQIJLMkQLkfyyxMHcvkoHbqQF6+i44WNHu7/cndHe0LzOaG9AQK+8EScNTfeER0xY8t22PhaxHF1zWrUW96DaTfKngP9gFqlMCDNRGGqkb+cmEmmzguKmuX1Kv7w0W6GZifFO0QB0FoO794EueNg/GWgSwqXztz0Drz3c/jRAkgfHO8oRR9U+31ZyLQuJglAOLGuSZIERILRKlCUbmJCYQp/mWXBFHKBSkOZU8+P3ixlVM6hJWINyYy932KKSYtOJdsNCHEkhmebyUs28L+LBzMkyY0S8OFWGfnnUhcfb6hFS/cl4uSlGHnph1NZuL2Bt1ZVodeouObYYsYWpJBpkYHtAzFo1BSnm6hqjZ64MTTbgl7Km/ZLaRofocV3QigAx98COWPJTErmn2dm8vjyFk4ZmcOIXCsQrs7z0tJyRudZOz1HttXAg5dPZEVpCy8uLSMv2cg01aZwgkDR9HDVNb0FQkHY9B5ULocRZ8bh1XavJMOBh1AtB2kXoqcYNSqGZZmwuaw8fHYheXo3hIK0hYz8/otmmto9mHUycdjXKYrCMUWpzL95Fs8vKWVDlZ3BWUn8YEYxRWkmtDJ53CcUpJq45/yxrKlo5ZVlFfgCQc4al8dxQzIoSpdFTfFWkKLHqFPz+MUjmJ7pQQl48asNvLQV7py/DYtW5oBE/MkVbAJL1QVZ9osxJG96Gf3zD4HbBoZkbpxyE5f+4lLQJfhKKVsVLLgT1r8aThJILoBT7oCBJ4AxJd7RHR6/F5Y/Ebt9xZMw5nxISvwse3FgBakmHrpoOCXuzRg+vBgat4Gi4vghp7Hgur/RqM2Ld4gCwNUKYy+GoB8++ws4GkFrgnGXwrwHoLlUkgTEUVFnDycJpJq6Xk3HYtDQ3C5JAiKxZKjaeP7iErJd21G9cT00bAVFRcngk/n0yr/TwKFt6zI6LUCyURt1Nd+Pp2aQpXYAkognxOGaWajjvOuLUb74E8rWDyEYwJw2kNtO/hs3ThpLlqqV7uxjuSlGLplcxBljclGrFEw6GcLoCqtRyy/mDOG7nU0RbSoFrpTtGvovZxOKrRzOehC++T9YeC8a4JyCyZx23r+4famTB74Ib/MxsSiFu88fw5CsyD6dbTVwxthcZg/LQOu1o3v1V3DCH0Cthy9uh/Z60BphzEXhBR9uOxisEc+TSDLMOmYOyeCb7Y0RbZOKU0lPkq0GRO+gDXn40fQc/jhVhTL/Zyi7vwYgJWcsD8+9h1p9MRnBZiA/voGKo06vVTM4K4k/nTEClzeIQatGJ8kBfU5BqomCVBPHDc4gEAyRLlUieo1cnYv1vxiOevEDKO+8BD4XanMm18z8NRf84nTUqjY4xDEPIbqbnBUSWIriIGXFA+i/uTOcIADgtqH/+k5SV/yXFMVx4Cfozdrq4JVLYc0L4QQBAFslvH4N7PoqnpEdmVAwXB0hFp8r/BjRLwwKlmF4+VywV0HeBMgYimbbh5hePIvsUOTAg4gDjR68bfDl38MJAhDuwyv+B2tfTtyEJdHr1drcaNUKSfquT4aEKwlE34tdiN5LIcdfherF88MJAgChIMr2T1C9cA6Zquj798WSV/c1r1xSRH6KseOYSoErj8nkgoxy1P4DXIcJIQ4qU+tC9dIFKJvfC1dXAmjehfLqFWQ5tqGojs7qdItBKwkCh2h4jpU7zx2DQbt32Mdq1PDEVZMoSItddUX0caEgnPhneONaqFjacVipXI7hubncOE6FRqVg1qnxBULc9+m2A27VY9Zr0amAnLGAAp/fFk4QgPD4xqpn4bv7wRt7+4tEkWzScc/5Y5laktbp+MQBKTxwyQTSzDIpI3qJoJ9MpRXVM2d0JAgAULsO5fmzyKEBAoH4xSd6nFatxmrUSoJAH5di0kmCQC+ToQ+g/uhXKCv+F74uAnA0oMy/laRtb6OXPil6AbnLTmAqvxvd6qejtulW/w/vtBt6OKJu1FoKNWujt336JyiaCpYE3HpAa4Bxl8H2z6K3jzwbjGnR20Sf4mhpwPjVHTTNuZ+q5GNYXOnBqleYnqcha+1DKOXLIL0o3mEKRQVLHo3etv1TOOm2no1H9Bt1djdpZj3KIWw/YzVo2FrbfftBC9ETfH4fmi//TtRNfu3VKBVLIKPrFVuUvDGMeP1S3przVxrNg3B4Q2QZAmRsf52kVUthROSWT0KIQ1C3CZp3RW1SPv8r/otflkGGXsJq1HL+xHxmDc2gzu5GrVKRadGTbdGjkSoC/ZchhdD2T1GiTdr7XGRseZGHLv0FARTWVbZiNYSr8zS0ucm0GKI/pzEFxl0CL14UvX3XV+EKbdbEr5aXl2LkkSuOoandQ7PTS5pJR3qSThIERK8S1JjCW324WiIbAz74+l/4Tvs3Xa9ZJ4QQ4nCovTaUnV9EbVO+vQ9leOJvxyQSn9y/JzJn897VG/sLBsLtiapiRew2WwV4E3cVmL9gCurMESgNmzs3mNIITL4BtUZuLvsDdcBF4zG/5JalOr7aUd5xXKXAPaffxFxPjCQZ0bP87gOvemktg5zRPReP6Ddq7W7SzIc2bGM1aGlxynYDIrGoAm6UyuWxH7Drq/Dexl1lLYDs0WR/cBXZACpNeMsYtRau/RRMkowpxJFQyr6L3Vi3AVVQzkO9iV6r7ihBKwRAu8dH0j4VBDpRFNqGnc/TC8pYsnvveJJKgX9dOI5jB6WTk2yM/DmVGjQGcLfG/sWNWyF75JEF30ukmXWkmWVrAdF7+dxt6Mu+jdmuVC5H8dqBjJ4LSggh+qFQwzZiLv1x28BzaJUThTgaJEkggSm6KDdn+9Im8EBAcjjDPJQ/mYYxPySgT8HcsBrrmifCE3bqxM133eqwEDrxKYrK38G68QUIeHANnkfd6OvZUWtkTnq8IxQ9IaQ18HZNKpvrm/i/C8cyOCsJXyDE55vr+N3Huxh/wwlY4h2kAM1BvmdNclMtjo5am5sU06ENPloMGlqdPgLBEGpV1ysQCBFPIUUNSVnhbaWiCCYXcUjFy80ZcPq/CM38LQ3qDAJoSAq2YdECKQXdEbIQ/doB+6QhmZDS/UMMLpeLVqcHBUi3mtFqE/deUIh4cnr8fLG9lTPN2VH7sX/waSxty+TciRrOnVjA0l1NGLVqxhel4PYFaHP5yLIYUEW7ztRZQFGiVwYCMGd262sRQsSm1hkJWnJj7zFsziSklgVKQvQpPhe01QIhMGaA0RrviAQQTMqJ/V2sKAS1ZtkPXsSdJAkkMIcmlZTMYXv3b91X5nAc2lQSNrc5byL157zK/OZsHl/YQmO7h8lFx3PLvHMZ3LoIY4LeYPoDQZ5ZVMobqyqZOegELpl2Glq1wvxdHt57poxBmU1MGJAq+wf1A40BM7UeHf+7ejL//XI7f353I2a9hosmFfDxz2fxxeZahgyId5QCcwaUHA+7F0a2JWVBskw4iaOjxuZmTH7yIf2M1aAlBLQ6vXIeEQmjSZ2J+ZgbSfryj5GNikL70HM5tJ4A9T4DH27X8uTiLTQ5PEwrTuW3pwxmkMmLQSo2CXFE2otOIlmljlrRzjXxetrU6WR10+8K+gOUNbXx3y+38+mWZnQaFZdOzObyacXkpcvApxCHqsnh5R+flTNl3o/I3T6/c2NyIZUn/odvv6th/sYaAOaNzeO8ifnc+uZ6WpxezptYwFXTBlCQFmVBikYPg0+B7Z9EtpnSILW4+1+QECIqHxq8Y35A8poXo7a3T/45DnV6uOqWECLxNe+GpY/B+lfDW4oMOx1m/hrSh4BKpqDjyWkqwGpKB2dTRFtw0BzsqhSk1qGIN/mWSGCNQQu2s54GS27nBksutrOfpjGQFJ/AukGzJovb1qfzl0+rqWxx4fYF+WZnC2c/t5MN2fNAe5DVvb2ULxikzu4mFIKvdzTzk/equf7tKt5c24gvEKLZ4cUfjJF5L/qUECHOm1jABY8u4pONdTi9ARraPDy0YCe/fn0Nxw+X27VeQW+FuXdB+qDOx42pcMHT4XYhulkoFKLe7j7kMqYWYzj3s9khpZ5F4nD7Q3iHnY17yH578anU2OY+RC2Hlhja1NzMre9s5PaPd1HVGr6G/Gp7E2c9sozNdYm7XZUQvUVlMAXbWc9EVHbzDZiNZ9zVOP3dN8RQ3tzG2Y8s5a219bR7/DQ7vDz0TQVXPrOKmmZbt/0eIfoLXyBIfZuHD+tSsE/7Tae2qtOf5eKn1/LaigrsLj92l58Xl5Zz4wur+MPpI2hs9/L417u47tnl1NpcnZ/YXgMb34FZv4HMYZ3bDMlw8UtgyTu6L04I0cHlC+C1DsB+wj/CFT72bRt7JcEBM3B6/XGKTgjRrZp3wQvnwdJHwltPe9pg3avw1KnQvCPe0fV7jUoatvNfDV8P7StjCI4599KuSuBK4KLPkEoCCUylUnH+6w3cOed1igKV6Fq340kdSrkqnz+8Ws8TVxbGO8TDVtvm4+ON9RHHgyH483ubefGH1oRcJWnUapgzMpuvtzdGbZ8+KB2LXrplf6BTKdz/+TbcvmBE24YqO1UtLkbkygR03LXVwBvXwnG/ArUOmraH97s2psDHv4OLnweDbAwhupfd5cftD5J6iNsNWA3hCZsmh5chRyMwIY4CvUbFHz+qZ0b+r5k98WaMtcsI6izYMiby32U25ppDDDv403Sosvv5cltLxPFAMMRfPtjOs1foSEtN7b4XIEQ/0+JR8e9V6dxy4VektqxD5WrClTOJJY1G3v2gmnvO7Z7+5Xa7eXzhTuzuyEmMnQ0OVu5u4sy0Q60zIkT/ZtJryE8xcscXtTROPZVLLj2LpLplqK05vFtloc5eG/Ez9W0elu5uYvqgdBbvbGJrXTtrKmzMTd5n4UbtOsgYDC9fAnNuDy/qaNwaTgwwpcPX/4SzHwJrbsTzCyG6X7JBw2sbXGyoncQPL/0GS91ylIAbR840PioNUf51I7ecItfDQvQJu74KJwrsz9USri4w52+gN/d4WCLMF1Jx2YdO7jzzI3JcO9C2lePOGM1WbyZ3v1zBo1d0Vw02IQ6fzEYmMJvTzY56Bxe97CDdrCPTMp76Ng/NjvKOdhJ0V/OluyNLsOyxpbYNu9ufkEkCACcMyyIjaTuN7Z1XeurUKn4yexAmSRLoFzz+IN9si54sAvDxhhrmjJRqAnHnboGGLfDuTeHqAda8cImotu8H0Bq3Q9rA+MYo+pxauxvg0CsJGMLnj1anVBIQiSMELNhWz8cbg+g1KorTx+D2ByhrKgNApavjtNFdn1T4bkdkkuke66tstPtCUs5PiCPwzbZ6Pt/WyufbWilMy8GkLaB8gQ2XrxmAUDAyAfZw2BxuPouS8LPHW+ubOGV0Pjp9Yt4TChEPOVYDfzhjODe9uJpHlzbw+DIoyRga3vLu+y0GovlmeyOzh2WxeGd4nObt1VWcPDILtUoFoRBs+xQyh4Tvk977KRhSIDk/vKKx7fvndbdKkoAQPcTp9jB/Yx0LtzXx0pomStIHolEr7G6sxRcIkZts4MczB5CSlJhVWoUQ33O1wOb3Y7dv/xSm/0ySBOJoa62djdXtnP1CO1mWJNLM46m2ubC7wvN3bR6p6iLiT2YjE5hOtbcsfZPDS9N+5YV1CbyZhEmnjtmmUsL/ElUgFOT/LhzHM4vKWLitnmAIJhSm8JMTBtMuJ4Z+xahT43VFH0hNkmSR3kG1TyldV0v43760UhZKdL+9SQLagzyyM7NOg0oh4npAiN5MhYJJp8Ht8+LxB9la19ap3Wo4tPPhgc6fGpWCSkngi0ghegHLPvlrFc2dS47rNSrCqT9HTqUc+J4wSadCpY7dfri8/iBOrx+9VoVRK9fjou8ZkpXEPeeP4aEFOylvdlLV6iTToj9gfzNq1Xj9e+9brQbN3vOpooTvibT7TEC4W8P/9qWK3p9sLh8KYDUe5LrX6wC/J1zdLeAFnRk0kiQkRDQataqjT4dCsKvR0andpFPvvwuBECIRqbR7xyUzhtA25BwCipaUsvlQtSrcpkrgCaI+wLzP+ER9m4f6Nk+ndq1a/j4i/uSuN4GlmzTkWA0dkwn7yrEayDAl7p93bH4KKiW8vcD+Zg/LQpugJ7hAMMRzi8p4fUUl5x9TwEOXTwRgW20bf3pnPfkpJp66ZhIph1hiWiQeq0HDBcfk879vS6O2nzshv2cDEtGZ0iFnDNSuj2zTJUFqcY+HJPq+Olv4vH6o2w2oVApJeg0tkiQgEohCiPMn5vPEN7ujts8dnXNIz3fckCwUZSehKNeQp4/MIM3Y/ZOKQvQnp4zM4V9flEZtO398DvpumljPSLFy1eQc/j4/SvlU4Kqp+Wg03Xe/6/UHKG928vR3paytbKU43cyPZg2kJMOMxXBoSXtC9FYun58HPt/B2IJkbpk7DJWiEAiGWFHazLxxeSzd3Rz1584an8dT3+49T182tQhl3xnGMeeBvTq8zYDPFfkEBZPD91X7qLG5WLi1gddWVKAoCldOK2LaoAxyrIbOP+tshvpNULkCskfD2pegaSfkjIXpPwnfj2llNbQQ+9KotVw2pZCPN0RuIQJwyeRC0sySZCNEwtMnweTrqBt6Gcvd+Ty7zokvEOK84SczZ4aLPOd2SCmKd5T9WnG6GaNWjcsXiGgbW5B8wCRNIXpKYs60CgBSk4z8++JxGLSd/4wGrYp/XzyOlCRDjJ/s/UqbHPz+9BERx3OsBq45thhvMPKLNRF4AwF21LfT5vHzzKJSbnxhFTe+sIp/f76dOruHihYnnih71Iu+x+4JctX0YoZmJ0W0/WjmQFITOMmnTzFnwLz/hEtm7kulgXMekQEpcVTU2NwkG7VoDiOj2GrU0uzwHYWohDg6XP4gV0wdwLDsyC2yrp1RTF7yoQ1gZplU3HHmkIjj+SlGfnPqUExJ1sOOVQgBIUXFr06O7GPF6SauP34Ibd10ClJUKs4cm8vEwsg+e8WkHAamdm9S9aryVube/w0vLi1nQ5WdD9bVcNaD3zF/Qy3uKIN6QiQitzdIaZODEHDP/C385MVV/Ozl1Ty7uAyVAiePjNwX9/ihmWjVKkqbnED43Fycvl/Z4pQBYK+B0+4F1X6D3aY0OPuh8P9+r6bVxdVPLePWt9azqryVlWUt3PzqWm58YSW1tn0WwbhtsORRWHhvuHLAi+fDhjehZg2sfg4enQFli6GbtjkRoq9w+YMMSDNx/sTIxScTi1I5dVQOjU45twnRF9SkTOTm5Sn89L0qlpe2sKailb98VsNlH3qpKjkv3uH1e6GAl/suGot6v7LYKSYtd583hmC01Q1C9DCZhUpgNW1+HvlqJ49ecQzLS1vY3djOwMwkJg1I5dGFO7l93kiKEzRPwGrUUlvWwvybZ9Lm8uPw+kkz61ABv3trPU9ePSneIR4WvVrNxKJUvt4efS/6EblWTHrJIOsPDBoV//t2N/ddNJ7djQ4+2ViL1aDh3IkFNLZ5qLZ5GJAROWEieljTLvjyTtxXvEdD0Eqb24dJryVd48Hy3d2QNSKcSCBEN6q1u0g3H97kh8WgocUplQRE4rBqFR5YsIvfnTaMdLOeVpcPnVrBrNfw7fZGqlrdh3Q+NFtTOGs0TC5O5/WVldS0+TllWAqTitPJy0g5ei9EiH6izRuejJt/80xsTh9uX4A0sw5fIMRDX+3g13MGd88vCvjJ3vgUj5x1FlvtRby1rhGTVsVFE7Mp8peR1rwa0k7qll9VZ3fzm9fX4o9Sxu5P72xg2sB0CtNkiymR+Ex6NaPzrFQ0O5k9NJPZw7JINekIASatmsnFaZw1Lo8vtzQQCsE5E/KwGrQ8t7iUS6cUcunkIgrTTKTuf51qSoPR50F7PVzzEWz5EFrLYeBsGHxSp1WMoVCITzbWsq2uPSK+1eWtLCtt5qxxeeED7fXw9T1w0fPwzo2RLygYgHd+DNcvgGSpxCfEHmadmu922Ll4ciHXzxxIk8NLIBgi3axDrYL311Zx5fTCeIcpeojL56ehzUO7O4BZryYjSd+pBLpIbKuqHCze3RpxvLTJyWuravjpCWa0GplriJd8dQtZrZ/yxS8vp9Hhp93jJ9WkJd2kIu+7v+I89jdA5AJCIXqSnBESWKPDy9fbG/l6eyMTi1LJTTawaEcjD365A4Amp4/i+IZ42IZlJ5GRpOe29zawZFe45F2SXsMNxw/k/y4cR7YlMbMfVCqFcybk8+jXO3FHqRjwqzlDpJxlP+H2B3lhaTmPf7ObycWpnDIyG6c3wA3PraTZ6eXSKYVMHySTz3HnsdEw6iqeXOHjmRVb8PiDqBQ4ZUQGf5lyE3nNuyAjcjWdEEeiptUdOfjaRUl6Dc2y3YBIIHavH0VRqGh28dvX19H0/ed3VJ6V35wyjEU7mzh2cOYhPaclOQVLMvwxP51QIIByFPYtF6K/2lHfxpwROdz65nrWVLQCkGzUcvOcIcwZkU0w0E0rE52NsPxJsr+4nezcccwcfSFKwANvPwltNTB8HpTMAvWR3zu1Or1UtkQpkQ54/EEqWpySJCD6BL1GzQ9nDuT/PtnK1TOK+d2b6ylvDlcIKEg18qczRlKQaiQYDOH2B/nVa2vRa1SML0whJ9lAcYYZqzFGnzOl7a0WUDg1/L9RNj1vdnh5dUVFzBhfWlrGicOySDJooGxRuDJBKAjeyKQCANrrwNkkSQJC7MPt8bCivIVpJRn8/q0N7GwI959sq57fnDKMujYvtnYvVqNURuzr6u1u/vvlDl5ZXo4vEEKtUpg3NpdbTxtBTnJijq2Lvdqcbl5fWRWz/d011VwwIY9CWYQWN9rWXbRkTebODzfx2dYmQiHQa1RcOyWL6/JmkeZvBeQaRsSXbDfQR/gCQfzBIL7A3tUPoQQuV+L0Brn+uRUdCQIA7R4///fpNhbvaiIYZZVHoihINfLy9dMYkL53oCndrOPRKyYyJEqpXdF37emiy0tb+MdHW/j359tp/n4FsELkgIroeW5NMk+W5/HYkjqK082cOiqb8YWpfLK5kZsXeGhK6qbVckLso9rmIu2wKwloOyZZhUgEGpWK8UUp3PbeRjRqhZNHZjNrSAY76tu5+dU1HD80svTxoZAEASG618QB6Vz99LKOBAEAm8vH7e9vwuMPotcehSEGezVK+XdQvhg89u8PhvZeTB+hgz1LAt9WCxGhKM3EL04eylVPLetIEACobHHx05dW4fIGGZ2fzCcbazFq1YzOT6bN7Wd1eetB+0oHRYmaILCn6UB9KhSC0J7fFJJtBIQ4HCFCnDoyl5+/vJoam4vZQzOZMyILfyDELW+u4/ihmSgx+qjoOxweP//36VaeX1LWMV8QCIZ4Z001f3pnPTapQNinmHVqZg/L5KQRWR3jSXIJG3+t5oH85DMXn25p6rj+8fiDPLKolmdqivBrJBFZxJ9UEkhgGWYdMwel8JdZyaRXf4W1aR32gnE0nXI8f/vaRkZS9+7T2JN2NbZ3umHd10MLdnDi8CwG7L8PXoLQqFVMKErl9R9Pp8XhJRCEVJOWbKsBlUou0vsLo1bNqaOyeWdNddT2uaNzejgiEU2DksrXZRV8dPUAshqXklK3FEfuEJpPOpW/f9tGQyiF9HgHKfqcWpubCUWph/WzFoOGLbX2gz9QiF5CUVS8vKycZy8sYhjlpJc9hV9noenY83lrp8LmGjuTS9IO/kRCiB6xsdpOQ5snatv9n29nwg+6aVs4UzqMvxysuaA1wq6FoNHDuY+F9yMvnAaa7rnfTTXqyEs2UL3vXujf02tUFEkVAdGHKAq8uM+E0b78wRCvLK/guuNKePniIgb6d5JW/jre9DQYezFmxQV0oXpHazns/ib8L2s4jJgHyQWg0ZNq0nHBMQXc8eHmqD962ZSivdUVB8wIbymgUoPODF5H5A+YM8PfF0KIDiaDkW+2l3PLrExOyfeQvuM1VH4XTfPOZq27gFeWl/Ov80fHO0xxlDW2e3hjVfRV5p9vrqfR4SXZlLhzBwJMBj1njctjdqGGk3NdpO98FXXAQ+NZZ7PGWcAmu4Hkw1yAIrpHXTCZNZVborY9uayeS6YNoqCHYxJifwmXJHDXXXfx1ltvsWXLFoxGI8ceeyz33HMPw4YNi3doPS4nSc0TJ2sxvHgy+MIT6mm8SprOzBOXvYvKqo9zhIdvY3XsCY7Gdi9uXzeVsYwTfyCIPxDC6Q0QCIawGDR4A0EMKlnt1l8EgiFuml3CtzsaaWzvnL176oh0UvWS79kbuAIanjjNSsHbZ4KrBYBkIFl9D/ec9SKlbl98AxR9jtPrx+72k364lQT0Wloc8rkUicMXDPHHmSmM/OoG1HVrgfD0Q8GKR7lm2m9YrLswvgEKITpZV9ESs213owN/dy38VWthwuXw1o+gYune4yufgWOugczh3fSLIDvZwL8uHMeVTy0jsF/Fur/OG0WmJXHvq4XYn9MTYG2lLWb7llo7mXo/ed9dC43bgO/TApY/CHPvDifvGKyxf0HDVnh6Ljj3VoVkwR1w6WtQPBNFo+WMMbm8vKycnQ2dJ/3H5FuZOnCfxEBLNhz3S1jxNJz4Z5h/a+ffpajg7IfBktvFVy9E/+DxBxmfHmR6+fOYXnu643juuhfIKDqOjCn/xB1QSI5jjOLos7l8Edc1+2ps9zAoU/ZCT2QeX4ATChSMZc9i+PaZjuO5a58no/h4jp/3MG2+EFbZWSRuylpiV+xw+4K0B6TQu4i/hPsULly4kJtuuoklS5bw2Wef4fP5OOWUU3A4omQU93FaZy2Gt67pSBDo4HVgePsaVG2VcYmrO+xbin9/Zp0anTrhProdPL4A3+5oZO4DX3Puw4u44NHFzLlvIa8sr8Dmkomd/sKgDpK/9TneviiTX87MZkSuhWMGpPLI2fncMbKaAaHYe0qJnpOrdVCw4OaOBIEOAR+ZH/2QkZbo+9cKcbhqv1/FeLjbDViNGly+QMIn04n+w6wOUVL+RkeCwL6sS/7F9PTolaWEEPExNCv2fVpGko5u220gFIJtn3ROENhj5TPQFr0a1+GaOCCVj38+k/MnFjAs28LJI7J56yfHcubYXAxaSeQWfYdOo6IoLfZsQUGKCUv1dx0JAp3MvxXsB+h7jiZ4+8edEwQAAj547UporwUgN8XIC9dN5fazRjEqz8rYgmTuOX8MT1w1mZzkfWIzJMOxP4djfwZ+N1z2Ggw/A7JGwpiL4YZvoPg4UCXu+JAQR4NOrTDJ3IBp7dMRbdrybxna8g0mnZzb+jqz/sBrQ5ONXagMI3o1rUZFsn0rhrXPRLaVLsSw4yOSpK/HVabFELNNrVISeo5L9B0JV0lg/vz5nf77mWeeISsri5UrVzJr1qw4RRUfKlcz2GNMJNoqUbuagYE9GlN3GZWXjNWowe7yR7RdMrmQnASuklDR4uS6Z1d0yub0+IP89b2NDM5K4rjBGXGMTvQUo7cFw5L7MLn/wk9LTuLKMcej9jtIXv4aNO8iMO2nUDwh3mH2e+aALVzSNhqPHUN7JWSV9GhMom870iQBiyF8adfs8JKXIuniovdLDTaiXvdMzPakLa9BycSeC0gIcUAz8jUYtCrcvsiSAT+emkGWuh3ohlVpjnpY+mjs9mVPQv4xoOqeIQ2DVs3QHAv/OHc0Do8fo06NSZdwwyVCHFSL08slU4r4cH1t1PYfzRyA5b2rYz/Blg/CWwhE42qC6lXR27zt0LIbUgqBcKLAVdMHcNa4PBQFUmKVvDalwaAToGAS+L1QNB0C3vD2A1q51hUimpDPhXVdZILAHta1T+IbdRoYinowKtHT0s06jh2UzqKdTRFtI3ItZJgTd2xdhKn8TpSVsfu6auVT6IecCoYBPRiV2FeSQUN+ipGq1shFZnNH56CWradFL5DwqSo2W7hMWlpaP9yrNHCQVeeB2OVMertCk5dnr5lEZpKezCQ9AzPMGLQqThmZzQ+OLcSoT8xsx0AwxKvLK2OWe3rg8220OhP37yYORTA8UBIKod71OWlf/5nkRXdD8y4AFHdrfMMTAKiCB/6eVfvaeigS0V/UHHGSQPj82CLnEpEoQkHwtMdsVlzNMduEED0vu+pTnr+4OGL12SXjMzgnrTy82rc7BL+/Vo7F3Rreq7ybGbRq0pP0kiAg+qw1Fa18vqmOO84ZjV6zd0hQp1bxu7nDGJqmhgNtg7h/hbV9HWyMar/zvaIopJp1sRME9qW3gDk9vNWBOUMSBIQ4gGDAh+KJvY0r3naUYOSiLNG3pJh03HvBWMYWdN5YYnBWEo9dcQwZsp1Swgv5fSieA4xLetrD99sibgKBIPddNI6CVCNpZh0DM8yYdWqmlqTx4+MHEQjIdsMi/hL6zjcYDHLzzTczY8YMRo8eHfUxHo8Hj8fT8d92+wEukhJMyJSBojFEH4jRGgmZM0nUXCRN8y6Gu+x8e8NgqN8I7eUoeePxmXIxf/IjmHc/WHLiHeYh8wYCbK2N/RksbXLiibIqpz/qy30XwKP+f/buO0yKKmvg8K86p8k5DzkNGSQnEQUVRSWYMOe4+7mru6u7htVVd3XXnFEwgAlRQBAVRERyzmHIk3PqHOr7o0jjdCMDzfT0zH2fZx6lbnfVnVBdVfeee44ZbdvRqPd+57+942WIYY9mQGtUBqGsZQ3bJAliwjNby7nS0s/bplBQZSfSoEGvObOUcBH6E5kEBOF0hfLcdWssqNqOQtqz0G+73PnSRt/Pehy1qOuKoGgr1BVDWl9kcxKqWLGCQmg5QnXeyvGd6PPjXSy88gnyfCnUOr20iVITf+AbLFtWUdfmfYIy5GyMhg5jYeOH/tu7TwJNmA5ue9xKuYTibWAthdTeEJmm3HMKLV6o75f3FNcxY+UhLu2ezJx7BlNU48Djk+mTIBHlrUB14FvkwQ8gRWfCppmw4+t673e3H8u63YV0i7RiqtiB2lGJlNYHIlPxaC1ozAnK3/VvSRIkdGqab1IQgizU521jSfoI5M6XIO1b7LddbncBLkNseE8KCKclPcbE+zf1p6TGSUG1naRIA0mRehJPkQK9pQi38/ZMaMwxyJ0uRtr/k992uf0FSOaEJu6VcDJJJfH1xiMsurktmoq9yFX7USV1xWpK4/Y523j+qp6h7qIghPf9wL333su2bdtYvnx5wNc8++yzPPnkk03Yq6ZTqYohdtifkH56ukGbPOxPVKpiiQtBv4LBodKj1unQvTuk3goSVcYgnFe8h/5Uq0qaMb1aTc+MaJbt9TPhCHRMtGAUtYKAln3uAtT6DGhHPIbpwE/gcdZr8yX1oNzSgfQQ9U04iaSGC5+BOXc2bOt/O4RtKNa50dLP26ZQUO0g3nLmkx7HMgmIIAGhMUJ57pZ7jaSMelQZ2PhN4Kuc1A1XfDcaM4TlsVWjLliH9Nn14LadaMgaijzhdaSY7KD0WxBCLVTnrSMiE53GQOrsCaRqjaAxKKv6JTWeW36gWjYRGYwDaY14hzyIescc+O0Kqdi2eDMHE5ZPTV4XHF4Js6aA+6S0o21HwhVvQURKyLomNI1Q3y/npClnqFGvYXluOW/+vI//jEshdtU0VOvfP/FClRpGP66s4N/4EQBy+nlsc8TRwbWeyC9uqfccK3cYCxc8CSMegQV/anjgfreJQBghbIX6vG0st8uNuu0opJg2SpmPk+kjYfB9VDpVmIJQHUho/uIteuIterqmBuUOLWyE23l7xjpcACuzoOpQ/e2GKBh4N2qDONFDyWp38fh5MoYPRtbLxqRJ7MqMibM44hFZXYTQk2RZDsucFvfddx/ffPMNy5Yto02bwPWg/UWNZWRkUF1dTWRkeF8cneWH0Nccgtoi+OUFKM+FuPYw7E9gScYVlYUuLjxXTDnLDqB/e3D9wd2j3H1uxT3qcUwRUX7e2fwdLLNy0UvLcHoaZgyYffcg+ma1wtIZfrTkcxegtMbOst1FDIqqJGHN82gPLAadhbruN3KwzdV4zMn0yowJdTeFysOwa54yoLXydWXFV1Qm9LtFWeGWORji24e6l81GSz9vm8KN76/B6vTw0IVnttJKlmVueH8Nj13ShZuGBL4/EoSThfLcLau2sj2/giFRFaiXPoO0fwnoLPh6Xoezzy3sdcbRIyP6tPcnl+5BenuY30xbcv878I3+B2pDROM76rKCowbUWjHJITQLoTpvD5dUUl5aRLu8OURumQb2KjxZIygd+BfWVEczqls6kWZTUI61bE8RbaViEtf/F13uQtAYsHa7hryONyJFZ9Ax6QzO5VCrPAivn9cgSBiAIX+A8x9TPmeEFivU98sFVXYmvbWCpy7P4dYZ62iXYGH28CKiv73D/xuu+RQWPERN1+vw9rwej9dDQv5iJXhn+xwla88xgx8ASxJYEo8+O22FqAwlM0HXy0CsZhTCVKjP28Zyu91QuhuttRB2zlPOVa8TOlwEfW/C7fXhyhiG2dTyV5MLrVe4nbdnrGibEti3+h3Y9qUSkNpxHAx/CNlehdRmWKh72KpZSw9hnj7ab5Ylb4eLqBn3BjGxYnxBCK2wyyQgyzL3338/c+bMYenSpacMEADQ6/Xo9WGahvB36JyVys1etwkw/jUlLbbHrtSB2zEHba/rgfAMEvDlbfQbIACg3fIJ3kEPQJgGCaRFG/nktgE8+Okm8quU1SNRRi3/vDwnPAe6zpGWfO4C2Nw+XvhxP1anhxv6Pszwyx7D7pb5cKuVn37Zz33nq0SQQHPgqoNFf4PoLOgzFYY8CHUlsHkWFG6GG+eLIIGTtPTztikUVNlpm3Dmkd6SJBFl1FJh+52asIJwklCeuzYPPDpvL7Is89zYp+g56mk8Ppi1083/XtrFXSPaNypIgMMrAtZElzZ/gmrAHdCYIAGPE8r3wc/PK/s2J8LQ/4M2w5RJEEEIkVCdtz/tKuaJhfsZ1m4UN428BItOxao8F+9/Vo4sV7GwbXxQggQq6pw8u3APh8ptXNv7PsaM/xMuj8xnO+x8N+MgV/f38uTlOahVYZbV6dCv/gMEANa+B+fdDlEin1hLFur75dRoI5/fOZhXl+wF4JbeEUSv+1vA1/v2fE/xlO85Uqehk7uc+NX/hYO/gDEGel0HA+6CeQ+Cz6NkHLjoGVjyT+g9FYY8ANZSpMOroOuEJvoOBSH4Qn3eNprPg7T6Ldg6CzpfAuOeB5VGuQZ9PhVtXAfcE2eCKS3UPRWEcybsztsz4XbAileV0kCjHoUbvgFJpQTwfXg5UkwWTPkEIlND3dNWS1Ob578ME6DO/R6TpxIQQQJCaIVdkMC9997LzJkz+eabb4iIiKCoqAiAqKgojMbWVsFbgqgM+ODihk0XPg2omrxHQVOTF7jN41Ci4sKUVqOiX3Yss+8ZTKXVhdcnE2vWkRihR6MO49+Z0Cg+Waa01onHJ/Par0W89mv99rxKu/83Ck3rWBrYqkOwpGFpF+wVTdsfocUrqLLTP/vsMspEGDRUinIDQpjwylBS48Tl9TH1030N2o9U+g8aDaj6FPeQLqsyidEYhVtg+jglCBeUQLHZt0DvG2DMk2ASGaCE1iWvxo0sw7LcCpblNrwP8snBmbR3eWVKapzYXF7eW13Ce6t/048qOx6fD7UqzIoOVB0J3OaqO/FZIwjnUHyEjqIaJaAu3ihBXXHA16pqjrD8sIMJHTRo3zz/RCBeXTH88HfoeJGSAePHJ5Q0ujoLVB2Gn545sZOIFPCJv21BaCpelx1DXb5y37vjG+XrZHXFSLJIcS0IYc9tg9pC5dr8w98btmuN4BFjQ6Hkqy0J3CjLyC4x/i+EXtgFCbz55psAjBw5st72Dz74gJtuuqnpOxRKWiOsex+u+1JJ2+aoVurNWEthwcPQcWyoe3jGVOl9AzdGpePThH9ASHKkgeRIkdqrtdKqVPRIj2ZcThJDOyRQaXOhU6vQqlW8sngPA9vGhbqLAiirTY0xykqY7KFK0IBGD2V74NeXIEakcxeCp8bhxuryEm/RndV+LAYNFTbxICiEB51Kokd6FGO6JjK8Y2K96+FrS/YyqLHXw4wBSvaXIQ9CRLIy4aY1wK5v4cByZLWe057CtJbBt3/0P2m38UMYdI8IEhBanUHZ0VTZfdw5PJs6pw+nx0ucWU9BZS3PLMxFrw5ONUOLQU3frBh6ppqYmqNHay8DlYY6TQzPLKukR2Ysek2YBQgAZA4M3BbbFrTBKdUgCKei16gZ2TGB/lkx9Gwfje/geah2f+v3tZUpw0mMiUD98z/8Z+rZs0h5VtKZlTGoiBSY8jHIPmU1Y9lu5IyBSFWHlcACc4LyGinMsoAIQhjRGCNxZA7HYK+CgXcr48fHzskNH+JRG5B05lB3UxCEs6WPhKzB4KqFAb8519dPV67NhvDMxNxSqOPbK+UKh/xBKRPucSq/pwPLYNMspDMphSgIQRZ2QQKyHJxBhxbBVQfXzIIFf1bSvR2TPUzZ7qwLXd/OkhzdBjkpB6l4W4M27+gnMMVnhKBXghA86bEmXpzcg683FTDh9V9xenwAJEXqefnq3mTFigCS5kEN182G5S/CildObE7tDVNmKnW/BCFICo6WoImznF1KvAi9loo6ESQghIe0WBP/mdiDeVsK610PEyP0vHx1L7JjGzlhltAVxr8M3/4fVOxXtqnU0PsG5MkfoIpre/r7clTXr7X8W4dWQGKXxvVPEMJcr2Q1sZGZ3PjB+uOl07RqiZsHZzNtai8SNNagHMei1/LcxZmY9s7FMO3vx0vRGc3xPHf5e9QldQjKcZpcQidlgLA8t2Hbhc9ARFLT90lolUZ3SWLmmkNc/NZGvp38R1L2fgc+b/0XGWOozLiA9pEqVFs+Dbyzwyuh943QdgTMuhps5cr2C54EjwvpoytOZIOMTIXJH0NKT1CH3ZCkIIQFjexB6n4FxKbDwkdOnJNaE4z8C1LHcRgkX2g7KQjC2VNroMfVygKm7x4B29EsXzozjPiLku3HJErZhpLPEI08+SOkhY9A0RZloyRB50uRr/8SlaaFl8QQwoLIbR7GZEM0LHwYjqyCThcr9Qs7jVMe0BY+jBzGkWIlRLHvgmm4ulyl1M0CiEim8qLXWKfpg9PtPfUOwkS1zUWFSAndam06UsXLP+6lfaKF2wcmc23fJDxemZs/WIvNJR7YmgW1VqkPu+s3K2sKNiqrS9XiZk4InvyjZUbizzZIwKCh3Bqg3rEgNENb86v57w97jl8Pr+uXhE+WuXn6WmyNvOeTPQ6YfeuJAAFQJj3WfwD7luL1NCLdsfQ7j0oaEdAntD7VcgRTp61BJcGLEzrw/pT2TOiVyju/HGDJnoqgZnwzV+7AsOih4wECAFjLMHw2iShnUdCO06QiUmDqHKU++7Fg08hUmDQdsoaEsmdCK/NrbhlvLt1PhdXNUytdlFz5pRLEEpMNfW/Gd8FTVFy7EL1WQ1r1hhPjMv5oTci9r4XPrlNWNfa9GUb+FfQR8PPz9ctF1hTAh+OhJv+cf4+C0GpJEj63E+bcpWRC7HMD9LsVojPgh3/gqylSxjoEQQh/Xhd8c8+JAAFQyuz98HclM54QUjIgzXsAyvdCtyug/23QdhTsmo+8fgZuSXwWC6EnwnbDmOS2KTd7V8+CXfOhZCfEdYBrPoU1byvtYWpXYS0PfHqAa3vfzVVX/QGN7KbYoeGlNbXkluYy995ksuPDNzXW4XIru4pq+XTtEVweH5f2SGFg27iw/p6ExjlSXsus1UeYOzWb9PIVxB6Yh1cXwf2X3cTPlUn8uLOEdoki5VDIeeyw9XP/bSU7wd6wFq8gnKn8KjsalUS06eweEiIMGiptou6rEB4KKuqYueYw30zNIr18JXEH5uHVWrjv0pv4pTqZRduLuKcR10OpcNOJ1VK/bVvxClKX8RDX7vR2ZoxVHuD3/+RnZ6pTpw0XhBZq9YEKPrs2m47qQtTrn0ZyVDKy/Rj+OWwcD/xQxsiOsWQGIWO+o6YM3bJn/Td63fg2zkQe8w8kVRiue4jOhMtfhzFPKilH9REi/brQpA6VWXl1yYlsFgt3VXGgysKMKz8mtno72s0foao+TLQliVhJgvz1ysKUnXP97s/d41rUmz5GuuwVpTzb7gVKhsulz/jvgMsKuT9C/1vPxbcnCK2eW5aQN3wCY59Tglp3zlXKZ/W5ESKSUa96nbqLX8MiKtwIQnjzepWyAj6P//afn4fkj0TJgRBS1RVDWj8Y8xTs+AZKd0Nydxh0L6qf/43KWQMkhLqbQisnggTCmdcN3Scp6dyOXQwOLoeNH8GENwJfIMLA7uJaHG4f768p4f01DdudnvDNJHC43MoT87azZFfp8W3Lc8vokGjhvRv7kRUnAgVaA68M/zo/mvYLJkPVYQDUQMru+VyWcz3rO9wf2g4KClfdqT9Lawqari9Ci5dfaSfeokd1lpMEkQYtlVYXsiwjiQkHoZlz++CfI6PpsGAKVB0Cjl4P93zLpd2uZUPHPzRuh2W7A7fZypX759NljIKL/w3vj20YeDD2ebCItOBC6zMoyUvG9mmo1rx9fJvqwDIMq17ntevnUiAH6brjdqAq3xuwWV+6FbfbgVYfpjMceovyJQhN7HCFlRqH+3i5kGMeHR5H3PcPoslbcXybKncxpPeHAXeBKRby1kJtYb331Qx6hLWHXIzOGghLn1MCCgB6T62f1ee3CjYG7XsSBKE+t8OKKaM3bP4E9v5womH/T5DYBdUFTyJ57YF3IAhCePDYofgU5fHKc5XgPREkEDIqt1UJCph1zYmNB39Rgjuueg/JJxb4CKEnggTCmc4Mi/7WcALL54FFj8LNC0LTryDolBSBSadmUr8MBreLw+OVcXq8fL7uCLuKatFpwnDFyFF7SurqBQgcs7ekjjkb87lnZDt0GlHnvKWL0MiYd753PEDgZKZtH9Or9w0h6JXQgM6ipOELNKkUldG0/RFatLwqO/EW3VnvJ8KgweOTqXV6iDSI1GVC82bRejHt/uB4gMDJTNtn0rPPTY3bYVJO4DZzPKgbeY7Fd4S7foXqPHBUgdaoBAdYEsUEn9AqZWiq6wUIHFdbhHbZ88Rf+G8gCNmwtEZ88Z1QHV7ht9mZ2BOdVpT8EITGkGWZ77cX0z7RQnqMkTizjmsHZJEcaeA86+J6AQLH5a2FbhNgz3dw80Lk/UuRds3DZ0rE2edWDnsT2XXQwfneQ0jHAgRAuW7GtYcy/8E+npQ+FFfaMOs1RJt+c2121iopkj0OpXxBRPKJ8hxNzeeF2iJw1igrss3xSvYPQWjGtAYzsqRCOjlA4JiSnch5a9Gk9G/6jgmCEFwaI96knqgPLPPb7IvvBBqjqDceQprIRJj1RMMGtw2WPI12ysdN3idB+C3xGRHOnNWBa8tYS8FR07T9CaIOiWbentqX/Eobd3+8nntnbuCZb3cyqlMi/53cE7M+PONbrE43X6w7ErD9qw35FFQ5mrBHQqhYfNUYdnwWsN2868sm7I0QkEoLORP9tyXlKCVfBCFIjlTYiLOc/d9UxNHAgIo61++8UhBCz+Ktxbj9FNfDnZ82boeRaWAOkK6v/+1I2kbWS7dVwJ5FMGsKfDIRZoyHxU+F9X22IJwNKUC6cQBp11xMnuqgHMemMuMd8Vf/jWodUs9r8MpBOZQgtBoVVhefrT3Cm0v38fyV3ZncL4P//bCHzbmH0G98P/Abt38NfW6CmGwOZU/indSn+YPjVvq9X87ds/cxpq0RafPM+u/Z+BEMuNv//nQW9kX2Z8jzP3HXx+vZX1p3oq3qCHx9D7zaB94YCG8Pgw0f1a+13FRsFbDpE6UPbwxU+vT13UofBaEZ83mcsCXw/bW0bTYql7iXFYRw5/SBvfu1yuImP1xD/kyFVwTVhlTlQfAGGJsr2YHkFlldhNATQQLhzPs75QTCuNyASe3lyXk7+HFnCb6jgz/lVhfPLtxFRZ0LfZj+5Xq9Mu5TjGZ5vD5AjHa1CjKnTnnsdTZZV4TAZFcddLgQul2h1J8+JuM8GPMkcl1x6DontDj5VXYSIoIRJKAE0lXYRJCA0PzJsgynSrHnbtz10Fe4Fa54S8kAcIxaB+fdAcZopMZcX2UZdi+E+Q+eKDcg+5S6rjOnQK24BgitUKBBLgjq86fXB2pLAlz4dP1VuxEpcOW7qLTa48+JgiCcHp8s4/HJFNU4sHt8PPr1NopqHGhVnPpa7HXjjs4mr8rOFW+s4F/fH2B7oY2eGdFISCzPLWk4PlW6G+qKYfiflSw8x0RnUXjFlzz8QyU906OQJIm7PlpPfqVNWbE/c4pynZV9yutt5cp1eM93ynW5qciyEiQ49/7f3APMg08mKX0VhObK60PyneJ67XUjNeX5JAjCOeGVZWyGZMounwWxbaD/rXDenRDbnoqLXqPa0gZJ3DCHlud3FoOG8fyd0HKE53JsQXEszZmztmGbPhJM8U3fpyA5VG4jt6TOb9sL3+9haLaZKHP4RcJFGLVc2iOFJbtK/LZf2C2JaJNIDd0auNQmVB0vRbvDf8YAR+erCNMKqy2LzgSr34ExT8LgB8BeAboI0Ohgyb/gon+GuodCC+FweymvcxEfhEwCkUaRSUAIH26NGVXHS9Bt+9xvu6PrpEZdD13JvTB+cS0Mvh9ispSAPLUWtn+Nb/s31HW8isjT3VltISx5yn9byXaoPAARSY3onSCEP7nzpUgrX/Pf1m40brWJYORZilXVIi1+kuruN6K5aQkeawWSSo3aGIVv72IsFfvQDHsoCEcShNZDkuCS7ilYDBr+893u49u/3+/g6m4Ticnf4Pd9vu6TKJVjWLqnlMwYA7MmpxJftg5j1W6s3XtSk5iBVTcJc9GW+m/8+XnoMh5u/Bafz0upU8WWCg0rc7X8YUwC6w5VUmN3M6lvOhU2F2m+w8r11Z/FT0LbkRCZGqSfxu+oLVSO6U/pTqjYr5RBEIRmSG0w48uZiMpfuQFA7jwetyFOTAoIQpjTqySmrS+gb2ZnSq/8kR+2F+L0yIwZ/xA6Nbz94xGeukyUyAklOaErkqQ6Efx4sugsfPooRNFpIdTE/UAY86r1qC96FmnufQ3a5LHP4lUbwvYXvOVIZcA2Jeo9PKPgHB4v7RLM5KRGsq2gfmqvhAg9V/fPxOkOz+9NaJxaj5qqPn8gY/+PSo3jk7iyRrLHm0KvkPRMqMfrgXHPKWmmT14tojXC5I/AaQ1d34QWJb9KSTEW1EwCVhEkIDR/dW4VuqEPwb4fwF7//k/OHkaVMaNRQQJVqli0WcPRfPeX+g0aA76bF1HhMZ5+kIDLeuqVggWbIHNgI3onCOHPZkjC3OlipN0L6jfozHDBE5R5TaQF4ThqVx0l3W/nL2sMLNl7ck3zEh4c2p+bk/cT7awDvSUIRxOElq+gys6t09fy8NjOeHwyu4tPLDbZnFeNfuJFsHUalO+r/8bYtkjZw6i0e8gtruHtC9Qkf3URuJRFHWYg0RSH66ZFsOl9JYDuZCU7oLaAYreJ4Z85GZeTQs8MI7fMWHs8McBHqw7RLTWSaROzSVZp/K+qqy1SrstNxW1TAgUCKdgIWYObrj+C0Ag2hx1Dan+0Kb2QCjfVb4xIRu5/K5V2N0ZxCRWEsGZ1OBjaPo5F24t569f849tf/+UIYzvH8ccL2mN1uokScQIhU+EzEzf8z0g/P1+/QVIhX/JfiomlicIfBSGgcJ1DFgCPT0ZTeQCmfq0MqmqN4LKBKRbpwC94MoaH7S84PdaEJMGwdrHc2stMpF5iS4mbt9ZUUmlzoVNLoe7iGdGpVNQ4PNw/uj3RRh0RBg2SJFHrcOP1yWw6UsXF3VNC3U2hCUgqib/+ZOXZSQtI2jkDXe53oDNT2/sOthjPY1OhRK8uoe6lgEoDC/6kDHyPeQpispV0k5s+ga9uh5sXhrqHQgtxuMIGQFIQggQ0KhVmnVqUGxDCgk4j4dnzC/rJHymD8TqLEmXv8yB53Zjlxk0IODQR/Jh+DyPbXoBhzatgr8CXPYyKnvfwxU6Jyf0aEYyp0YPGEDhFYHRGo/omCC2B7HYidboEel4NSMq9kqsOIlNw7fkJY/epwTmQzsTiykSW7D3coOnl5cWcf0t/ojXByFnwG3UlSkkFlQYsScrS63PA4/VRVufCJ8uYdGqiTbpzchxBAHB6vLzxUy47i2r525ytTLuxH1f0SmVYxwT0GjV2hxN5+xcw7j/gtoNKDR4XuGrAnIhPY6Cdto4Hz7MQs+0ruPw1ZSJ//1LQGCFrMLrqw/imzkG1aSZs+1I5d7peAel9Ye79qIf9i5SoBK7sk8bN09c2qBywvaCGd9dX8UjH8eh2zWn4TWgMynW5qah1yhhboFrB0ZlN1xdBaCS9Vou9qAzd8D8r1zS1Timf6LKCJR7r4U2YOowNdTcFQThLOp0Wj0+qFyBwzHe7yhnTJZ4xOWIKOpQMkgtJo4drP1cCEDWGo5/FSci5SzDH5ABRoe6m0MqF6xyyAKjsVcrEVdkeWPWmErEd2xYG3AU6EypnJRCeDy45adF8cW0bOhbOJXLJ22CroHdaX8Ze9jira1NJMIfnIIoPWLW/jMt7pfPusv3M21KA2yszslMC/zemI/tLanF5Rdra1kCtUnFV3zRy3XrmGm4kte/VuLwSpXYLXWOiGNpBlJ1oFrwuSO8HSTmw8jUo2amkuOx3K5jiwFoKiGgO4ewdqbChUUnEBGmSINKoFZkEhLBgkevQH/oJErKUAKwDy0Brgh6ToeNYLPvmQ1bP097fpkMVjG0fg2p3KXS9TBkUddURqbLSJSEOu7sRNf8sidB7Kqx9t2GbPgKSu5/+vgShhTAd+Ukp5XHgF9g8E5w1kDkIBt2PvmA12pzLgJizPk6ZHM17a3cGbP9oUzU57bOCl57TXgWHV8GPj0PpLohKh2F/gi6XgjkhWEcBoLjGwazVh/lgxUGq7W76Zcfw2MVd6JQcgVEnhmiE4Cuvc/HF+jwA6hwequ0eYs16Hv9mO3UuD99MbYt530ZI7w5r3oaDvyhBez2vgXbn49j6DTvSptAhTgelO2Dly5CYAxf/WxmL+up2UKlRdbsSBtytXD99XjBEQl0p2CpI3PoWj45+i7UHKxsECBwza20+t066kVR/QQK9b1D221QsScox17zdsE1ngZTTvzcRhKYmyT4id30BncfCrm9hxxxlbKP9GDjvDiL2zsWRPRgQqQQEIZypfG4+XJ0XsP29VQWMbB8DZlHQNlQMtYeVkuBFW2DtNGVhRFI3GHQ/KnctZl8NIMoXCaElnkDDmFqjAUcNLH5KiaiOSIaafFj4MAz9I2p1+E4yJmodpG56DNW+xSc25q8n6cvLueS6OahN4Tkp5/X5uKxnGrdMX0tepZ0ooxaLXmLxzhJW7itn9t2D8fpEuYHWwOvz0TEpgiveWInb5yPerMfp8VLjKKBjooV3rheDDs2CSg1RGfDNvcpEU0SyMoi85J/Q8xrkpBzCM6+J0NwcqbCRGKFHpQrOX1SEQUN5nQgSEMKBDP1uhk+vBZ9bmYzzuGDd+3DoV1QXPdeovV3QRof2m7vQHF6uTORrTahsZeh+fp7B18+jWtuIYEyNAYb9nxKQe+DnE9sNUXDdbIgMRlJ1QQgvqsSusPgJJdW2PhLMicrk+pHVMPnDoB3H65OptruP/zveosPtPbGtzOrC45NRq4JxMA/smAvz7j+xrToP5v9BqT0+6jFlsjMIymqdPDBrI6sPVBzftu5gJVe+uYLP7xxEv+zYoBxHEE7m9ck4PUot3L+P78pT87ezs7AWnVpFgkWPLEnQ9wb47HrwHj3vnLWw5h049CuGMc/wxi8lXNBGx2SPF60hGsY+AzOnnCid5/PA5lmw/ycY/7LSBkrQ38C7YeXrDBhewqr8wEFENpcXX2KOcp11VJ9oaDNCuR5rDMH/4QSi0cPQPyr3APt/OrH92D1AhFiZKTRfPo8Tqeul8M19UH0EYtoof9N7voODy+Hqmfi87t/fkSAIzZrH46HCHjgIvtrmxiPmGUJKpTfBwWWw9UtlsVlSDlTsh6/vgnHPIwVpDFAQzoYIEghjKrUWts2GS18CUyzUFCiDlbYy+OVFVD2vDXUXz1xtYf0AgWNkGfV3D+O4bi6GmPBLy2/QalhzoIL2iRYeH9+NCqsLl8dHeoyRRduLmPbLfh67NDwDIITG0Us+XvxuN1MHZTG0fTyHK2yY9Wosei3v/3qA/SU1ZCdGh7qbgqSC1W/DRf9SVs1V5ymD4W4bLPsP0pAHQ91DoYU4XGEjPgilBo6JMGipsDqDtj9BOGdUWuQ171Lb737K2l7BngoPJp2KtgYbiWueReus/v19nERvLUDjroWJHyhBB/ZKpVRM/gZ0Pz6GZdInQCOKMkamwsT3obYAincoKwvj2ivbVUFbwywIYUP2efBKWoonfcshZyTVDg8d4rTEH/6OqBWv4ZvwDsGYt48wahjWIYF4rYtruhkwVe8FtZ5KUxYvrqzhou4p6DVBOgfriuCHv/tvW/MOnHdn0IIEDlXY6gUIHOOT4fG52/no1vOINTdhSnWhVTDp1HRNiaSszokEFFY7ePKybiRFGiistuPQmSl2lpFkTlDGlU5WvB3cNkprNazJ8zJ5zFNQug2qjsBV78LO+bBhxonX1xZB/nrIGKAED235HK77Ela9QfTcWxh98Q98sMJ/P3tnRmO2RMJdv0L5XqX8R1I3iEgBc/w5+/kEFJkCV72nrPor3q48B8Z3EPcAQrNnsMQgb9+Ds8f1lHa9mX1ldlxeHx2TLMQX/IR5y2doRv8z1N0UBOEsmSxRXNQpml9zy/22j2gfTZQxfBeRtgSSzgy1xRTetpl8u5aSGjtZ8RaSfcXEfXcPUrsxoe6iIIgggbDmqFYitL/7ixLdfEx8Rxj/Sv3I6zAjH1oZuLFsD5K7ruk6E0S1Djc1djejOiVy38wNx6P5JQluHJRNZpKFaruHaJMYGGrpHF4YnZPC+kOV3Dx97fHtJp2af16ew95yO+eHsH/CUS4rXPICLH0W8jec2B6Vrnz+1uRDogjsEc7e4QobadHGoO0vQq+hXJQbEMKA7HFS0XESLx3M5KMPTtQeN2rVvDHhWQZVLKUx6wbl0t0w/M8w934lQOCYjhfBkAdQeRyN76Q5XvlK7tH49wpCC+OuOMjGAS9z2+dHqDspiOeKnKH8rXdXonzeoBzHpNPwxAXJqFe9juXTVzmWnzxZY+CFi15Fbt8tKMcBlM+KY6uhf0uWlbJ+ce2Ccqhfc8sCtm0vqKHO6SXWHJRDCcJxcRY9j1/WlTeX7mNrfjUvT+nFc9/tYmdh7fHXZMaamHHFl7SZe5UyKX4Sae+PTOx+G5eZtqCd9iB4jgaiShKcdwec/3cl09oxB5ZBWh8lSACg6vDRUm0ldLQ4yUmNZFtBTb1jqCT4+yVdiTHrgQyIzjgXP4rGO34PIEoMCeHDUVuJ15zBj+rRPPz6ibFHlQT3De/CzT06YHBaISIuxD0VBOGs2CsZnebjtQg9JbX1F4kYtWru6BOBwV2JqHkfOl5bBfsv+IAbPtxCUc2JsYi+GZG8NmkO8e7SoARYC8LZEH+D4UwfoTyInRwgAMq/lzyttIcplekUdSxVaiRVeMa3aNUSfbJieWLe9uM36aCMPU1fcRCLQYtOI07L1kCnUVHn8PDVhvx6220uL4/M3kL/bPGw1izozErNqJMDBOBoCto/gkXUjRLOnizLHKmwkxARvBSqkUYtFSJIQAgHaj1LHJ34aH39iTO728vtsw+Rn3lpo3anTe0Oc+6sHyAAsGcRHFmDShu8YBxBaI2KUi/ixs8PUeesn9p0zrYKvipJxacO3jkWWbIOy9pXqFfA3OMgesEdxLgKA7+xsdS6U7frglezOcYUeDWXTq1CLTKOCudITmoUfxnbmaHt43jr5/31AgRACVi9bW4ZJUOfbPBemyGOSzLdxH5394kAAVDOzdVvK6WCYrKVbZYkanNuoCxzLPaeN4HWCHqLsgr/yvdITEjk3Rv7cevQbEw6ZTV+78xovrhrMF1SwncMSxCaE5VGy5Hofvxh9q56Y48+GV75+QgbrHFIGrE4SRDCnlpH2o73+HJyEg+MyOSPF3Tgj2M6cvfwLL6+PpOMjc+LzDchVmrp0iBAAGD9kRqeXnQQuz4EmZIE4TfEbGQ487qVWpD+FGxQUqyGKWdK/4AXMVfH8VjV0U3boSCRZFiwtaDeONfJPll1SNQ3byUcXjUfrTrkt83jk1mxz3+qKKGJ+bywd5H/tqrD4ArPrCZC81Jpc1Pn9JAUGbyBmkiDCBIQwkOZz8Jrq/xf8zw+mQV77Y3an1S+V8kC48+mmajC+P5YEJqD5XnuehMOJ3t7TRllcpCWwdvKkZb9x3+bLMP6GeDz349GM8UFzhRijFEySAXJsA4JSAEe+Cb0TiXOIiZthHPDrNeQFWsiPcbMyv3+r7v7Susoi2yYpcPeZQoR2z4k4EDGhunQYzJVw55gxejZ3Lm5LZMWwKP2a9kz+Wec6UNh6tfQYxKYYkiJMvLI2M4s/r8RLH9kFO/f2J++WTEYdeG5GEQQmhuvSsvHq/MCnrKvLsvD2qhcXYIgNEs6M3S7Ap2zgiSLhkXbi5m3uQCzBiwqJ5r2F0BUM8nM00oV1HgaBAgcs3BHKRVuUQ5CCD0RJBDGvK5TD5p6nWeQTrWZWFWio3zsm0o98JPFtOFI30eo8oTnB6jN4+VQuS1ge0G1A5s7OCk6hebNLSu1IAPZXxpggkNoUh63K/BgGOCtC5wyVhBO18Fy5XxPjgxmJgENNpcXu0tcU4Tmze2DwqrA18PcssYFCcgVBwM3Omvwej2B2wVB+F37ywOfkxVWF05vkEKePU6oyQvcXr4XvEEKhjPHw5XvKsECJ9Po4eqZSj30IEmM1PPipJ4NAgXaxpt58IKOGLRitZdw7jg8PiqszlO+ptrhU/72j6oa/hQbir0Yag6e4k35uFP68olrONd+dpgV+yo4UGblqy1lXPzBPjZXGyAiqd5bdBo1KdFG0mNMxJh/J5uHIAiN4nR5OFgZ+BpZUGXHIcYeBaFFKI7qwV1LVTz67X52FNaQW1LHC0sOMXl2JfnpF4e6e61eSU3gZyefjBizE5oFEaYbxnzGGKUGnL8JLEmFzxjd5H0KFoPJxEt72vDwrcsx7fsOqTYPb5tRHNF34r75xbxzQ1aou3hGIvUaemXGsGyv/4nFbqmRWET0fKugUUl0TYlka3613/b+bU5RckNoMrI+QkmR6fZ/U+eLzm7aDgkt0qGjQQJJwQwSMCjBdOVWJ+k6U9D2KwjBplVLdE2NZNORKr/t/bNjG7U/V0rfwOuiotLxqsWqKUE4G70zY4CDftvaJZgJWuU0nQVSekHuj/7bs4eDNojnc2JnuONnOLwSDq+CxC7Q/gKITA9qmlaTTsPYbsn0zIjmu21FFFXbGdU5ia4pkSRHBf/zyeuTKa5xUGF1oVZJxJp1Qb3fEMKLWa9Bp1GhUUl4fP4DoeMSknH2uB61OR5rh/H8UqzFbI7GmzEI9b7Fft8jp/SkNqYbL87Y0qDN45N5ZPZWPrtzIIlBLK2FLENtIdjKQAbMcWBJAZVYCyUIJr2eAZlmluf6H3vskWYRmTsEoYVYl2dlU15Ng+35VXY+31jE/edHoFGLa2OoZMYHLqVk0qkx68VnsRB64hMijJXJUfhyJvpt8+VMokyObOIeBU+cRcfdfUxEfHsv6tzvUFUfQbvkCRL3zuKNKzJRB8rR2Myp1Wou65mKWddwoEklwQPndyBRDNq0CmqVxB3D2/htizXraJ8QvNqnwpmTIpKQB9ztt03OHoZsTmziHgkt0cEyGzEmbVBXD0YajwYJ1ImSA0LzppLgtqH+r4cxJi2dkhpXn1iO73iiLvJv20Y9hlWf0NguCoJwkuRIQ8DMN7cPb4s2WIOQhkjkkX/Fb25+fSRy18uCc5yTRWdAj8lw6X/hvNshtg1ogp/BzqTX0C7Bwr2j2vPPCd05v3PiOQkQsDo9fL+jiEte+YVLX13OuJd/YcLrv7LmQDkuj1i11BrpNCriLXqu7OO/hMaYTrFEYOUN/a1clzuKqXOrWXHYRVyEgZKsS5Xgnd+SVHiG/42f8pQVcf4cKLNSVnvqDAaN4rbDvp/gnZHw1jB4e5jy//sWBwzuFoTWxOHxcWnP9IBjjw+e3w6bT0wJCEK4s7s9fLEucOatORsLRBnKEIszaeifGeW37fbB6USZRakxIfTEHUEYU+GDXtdB7+tBfTQ9m1oHvadCr2vC+pfbTlNG6jeToXQHsiEWjyEetCYsq/9HVt48jOrA6b+bM4/Xh1Et89GtA+iScmLQOy3ayFvX9yVCL1H1O+n/hJbB5ZFZd7CSZybkkBBx4oagd0Y0/5vck19z/deJFJqY2w7ZQ2DgPaA9uhpbpYauE2D4n9B6xSCUcPYOlVuDvqov6miQgHggFJo7j1dm9YFy/nVFDoknXQ97ZUTzvym9WL63tFH70+GF8a9AmxEnNhpjYPTjEJGM7iziTD1eH/IpStAIQmuw8XAF/57Yg/PanMjyEWfW8fdLu5BbXIfbG8RzRFLD5W9A1EkTmsk94Kr3UJYOC6eSW1LH3R9voNLmPr6tsNrB9e+tIb9K3MO2RnUOD3HUcOeQdG4fkoX+aOoPjUpicq8E/jnAQ8r8qVzX3UK8RUdypIFx3VOos7tZWmzAdv18SMo5scOoDNxXf86MvVocbt8pj11lc1NYHaS/u8qDMHMi1BWf9M2VwMzJULE/OMcQhDAmA9FyNZ/f2rve2GN6jJHpU3uQqq4Vl9FWyOM99ee0EH58PpBOsZBSrZJwi997SCVQyysTO3FpTiKqo78qk07NH0ZlMrVXFFpv+JYLF1oOkc8ijMVSg+qTq6D7ZJj4Pvi8yuTVrvmoPrmK2DtXAUm/u5/mSFuxl9p2l5Df6SZmbbdTYIXRndUMG+4k7ZeHiep8MdAu1N1sNK/Xw5drDjK+Tyb/ndSTCpsbr08mxqQl1qTlpR928/CF7UBEkbV4eo2E3e3ly/V5PDK2EyadBo1KYmdhDX/6Ygv/m9Ir1F0UAI29DGnWNdBpHEx4U1nNplJD7mKkmVPgpgUQG57lT4Tm40C5td7kaDBEGpRbvLI6EXgmNG/RaieS18lna4/w54s6YdYfvR4W1fLnL7bw1pROjdqfVLwF5t4PfW+CAXeC163ULd/4MdLqtzDf/B2Y2zZqn/mVNn7ZW8biXSWkRRuZ0j+DjBgjFkPwVxgLQnM3ONPMwt0V/G1cZ+xuLy6PD4tBg8Pl40BxFZEqO2A+6+N4qotQ//AYOKph+MNKsI8kQfk+mP9H6HE18qhHkdTBy8LTktQ53by8eK/fNpfXx6w1R3jkok6oRfrZVsXt8aArXE9Scg8eivmZG67pjVXWY1J5iD84l2rvaBb0fI1vFpcSYdAwpWcam45UcrDMxr2j2vHBNg8TLptFsroWyVWHylYO+esZmzyCMnNKwDIGnZIiqHN5KKp2YNFpiDCexfXT44AVrynjX78l++DXV2D8S0rJOEFopUwakLZOp9uh5Xw8/t9UajvgkyGKOpJW/g2fs47Iy98CRAbLls7j9ZFfZWfBlkI2HKmia0okE3qnkhZtRKcR91DhTpJlJvRO5afdJX7bx/dMQa8V93qhpLIVkjJzCs9d9D/+fP5A7G4fFq1M4r7Z6N57Gt+dy4HGlVgUhGATQQLhzFGlPBhtnqV8+WsPU1aXl7mR1/Ho9IPHt/2wAxIi9Hwx+Q2yve7Ab27GnC43l/bJ4KUl+5i7ubBeW/e0KF69picujydEvROaksvj5c4R7bj+vdX86Yv6tRvH90whIUIXop4J9TjrlMmlHd8oX79VfQTS+zZ9v4QW5VCZjTFdgxvUp1GrMOvVlItMAkIzp/Vaub2Hlil7qvnzl/Wvh1fkxJLt3ANknP4Oi7cr98C/vuS3WfI27pw4UFbH5LdWUXpSwM30FQd59sruXN4zFZOoISi0MvFSNcgw4Y0V9banxxj58MbemLw1QPxZH0dy25BKd4G1DOY90LC9aDMelw2NsXElSVoLm8vL7qLagO1b8qqwe7xYRJBAq6LTqrHFd6e82k3n9e+QUXlQaVCpKZjyPVPn17GvNP/4679cn8+152XSNTWS3YVVvLIkl8kd2qP+4hqoOgSAFkjnWYyXzeDvl/Tk8Xk76h3ToFXx0IUdeWreDvIq7Tw+viuT+qafeaCdywpFWwK3F29VXiOCBIRWTHbVoC3cCHlriPtwJHG/aVdFJONz1xGuC8uE07ctv5qr3111PNvLDzuKeWNpLtNvPo+BbeNQq8KznK+gkIFO8XqGtYvhl32V9draJVi4vHsiLo9IGxJKcuUhJHsFlq9v9BuWJbmsTd4nQfitsx7VcrlcHDhwgHbt2qHRiEGyJqX/nQERfWTT9OMcKIvrx2Mz1zXYXlrr5Onltfz38raE43dn0OvIy7fy854y7hjelt6Z0ciykmr6k9WHWbitmKnnpYa6m0ITMOrUfLI6jxcn98Tnk3H7ZDQqCa1KxZ6SGuqcIlikOfDqItGo1P5XqgDeyAwRbSeclUqriyq7m9To4A9kRhm1lItMAkIzJ6k0ZCz/G3OufYFDnnisHuV6GKPzkVK6nKjKfGD0ae/Pl9AlcMktYwxeteG0S3LVOtw8OXdHvQCBYx6ds5XB7eLIEkECQitTLUXx2tINDbbnVdp5Z1kuj17YhmDkxpG1RojJVoIE/LUndEGlE5OAgRg0arLiTAHLCnRMikAfxisI7S4PZXUu3F4fZp2GpKjglm1quSQqpBjW5OcRM/olrBjR4iXWupcZu2BfacOB6plrDvPRLefh9vqYcVM/apwVeIc+TdKGl5AK1h9/XdzcG5lw73ZSb+jL1xvzKax20C01ijFdk3jpx73kVSp/i0/N38GIjglnHiSgNUFch8CBAnEdTpSJC8Trhtoi8DhBa4CIFCVbnCC0ECqtGW98Z9T7f/LbLse0/f3zRAh7xTUO7pu1sUE5GLdX5r6ZG/j2gWHnZBxCaDp6rZrU2i282KeWTT2ymbHVjtsrM6mzgaFxtUTsn6OUqRZCxhedFXj8QaXBo4tA5CcUQu2MR7VsNhv3338/M2bMAGDPnj20bduW+++/n7S0NP7yl78ErZOCf16NBTlrKNKh5Q3a5Kyh+LRnn+YxVFYfsRGo5OviPRWUe3PCMkjA6/Xx0+4SXrm6F+/8sp93f9mPLEO31Ej+fmlXvt9eRIXNi0Xcq7d4dpeXIxVW2idaeHnxXnJL6lBJcH7nRG4YlM1Pu0romyXSDYVapSqaqM5XotvxRcPG+A5Ua+MbROULQmPsL1MGY1POweB2hEErMgkIzV4FkRhHPctBZySPzd/B3qPXwzGd43n0ohGoqCWmEfuris4h3hgD9soGbTV978GmTiD5NPdVaXPz895Sv20+GdYerCArLnzvtwXhTHy3pyZg25wtZdx1fheCsbbfK6vQDLoPvripYaNKA13GI8uixmogkUYtf7igAyv2lTdoU0kwdWAW2jDNIlBYbed/P+zh640FuLw+0mOM/O3iLgxpH0eUUWRjOxWzXsPBchumiCgmLSjhcEU5GpXEezeMZdZ3mwO+b/GuEtJjjPxn0W6cHh/JkWb+OvIlRmQvJHrFv46/LnLnp9SYpnDz0DYs2lbEvlIrN09fi/ekEgSyDMtzy2ibcIZpzrVGGPogbJ/tv33oH0B3igGVumJYOw1WvQHOWjDFwrA/KWU8LQln1idBaGbsPglnl2uJX/eO3wUP5f3/D4c3kvQQ9E1oOhVW1/EArd+qtLkprXWKIIEwJ7tsRGx+j8hd33JhTDZD2o/Hp9IQsfNHKNoKCZ1wdL4IjGmh7mqrVaVNIj62LVTsb9Dm6DqZKinmtMcnBOFcOeOnwr/+9a9s3ryZpUuXYjCcGNi+4IIL+Oyzz4LSOX+WLVvG+PHjSU1NRZIkvv7663N2rOZO67PDmCcgvX/9hozzYMyTaLz+bwTCQa3rxENkdpyJ7mlRRBqVmBZZBk+Yjge5vTJjc1L44+ebWbmvnI6JEXRLjSS3pI77Zm7g8l5pKMmChJZOLUlclJPCA59uJL/STk5aJG0TLPy4s4S/zN7C0PZigKI5KHeq2dHt/3C3uxDM8ZDaB6IyILErBy+azo7q4NaRF1qfA0eDBJIigx8kEGnQUF4nggSE5k2W4ZCczDUfbKK8zsXlvVI5v3Mii3aWMeWDzdSoohu1vx/yNRRO+AKiThr2lFTYe9zImqhx2Nynf5/l9fkCBq2Cks5bEFqbOteJB7F2CWa6p0VhOZpRw+nx4acc+RmRfR6IaQMjHgHNSfdbxhi4/A0kjR7ZF6YPhU2kU3IET0/IQa85MewTadDwztR+pMeGZ1R6aa2TOz5cx+fr8nB5ld9/XqWdez7ZwIrchgERQkMyEn/6YjN5lTY6JUXQKyMaUJF2iomiGrub1QcqcB4diCmqcfDg3CMsNl2MnH7e8ddJzjpGd03C7ZF595cDLNlVUi9A4Bib8yyvn7Ht4KppoDsp0EBnhivegbj2gd/nqIEfn4Sfn1cCBABsFbDob7DmbXA7zq5fgtBMeH0+Pturomz8h2CMhcSukNIT9JFUjXyGeSXxeLziGtrSeX7nPskl/gbCnuzzILmPzv9UHsS89lUiVv9PCRAAcNuRZfHMGkpbqvQcGvchJHSC6ExI7Q2mONztL2ZH5/upcIpMRkLonXEmga+//prPPvuMgQMHIkkn6td069aNffv2BaVz/litVnr27Mktt9zClVdeec6OEw5UEkifTIIhD8LwP4OjGgxRULwd6ZOJqG5ZFOounrF+WTEMbxvJY8NjiKnYhNZaiC2pH9vsyby70YpeG56rHswGLZuOVDG6SyIX56SwJb8al8fHHy7owPaCGj5de5gnx3cLdTeFJqBSSUz/9QB/GduZrDgzW/KqMOs1dE2J5Iv1RyioDt8gn5YkUgePLK3gjUueJsl5GKlwE8S2pTY2h78vrOCfl4loXOHsHCirI96iw6AN/oNBpEFLYbUY7BSaN53k4b9L9rPg1i5kaSvhwM/Ihki4aBizd7vZdLiCrMTTzyXQISmSa744wOMjZ9LRYkfltmLXJ/LFTger1tTwctvTr7sZadDSKSmC3cX+63oPaCMy/gitz4iOCeSVVvJ/AyOILlmL2lGBLWUA66sj+Gq3C606OLVtVToj8vf/RlJpYNJ0cNtBpQWfG1a9idxtAprUXkE5VksVZdQxqW86IzomUFzjQK2SSIw0kBShRxOmWQQOV9jYmu8/m8UzC3bSJyvmnARethRldU5e+H43k/qmc2mPFJI0daTIpZgLZ9KnfxSlcf3436oa5u+sqve+Ie3jee67XQ3299zPxQy+9mVSPhwCsg86X0y0SUfbBDM906PYnFfttx9DO8Sf3Teit0DXy5QFMrVFSsRhZApYkkFzimwS1lLYPNN/24pXoOsEyP1BmVBN6lY/4FAQwohFryM+OoL5lelcPXU+2kPLwOPAmz2CTaV69h/2McEQntcB4fTFmnREGjTUOBqWM9VrVCSL62XY05mjcXSdhGHfEr/tro7j0ZhF/tNQSo8x8fiCOl6e8BGW8q1QcQA5tTfFugyeml/Gy1dnhLqLgnDmQQKlpaUkJiY22G61WusFDQTbuHHjGDdu3DnbfziRHNVKKtUfn1A2qHXgdZ3UHjgVZHNnUXt4bYidyC+vUurEAdFAUlIPhkz8mErO3d/YuVTj9GDQqEiKNHDz9LX12sblJDO6SyJ1Lg9iDXnL5/LKXDsgk8/W5vHswhMDLioJ/nZxF2r93MQLTS9WrmDmlQmYP58MlQePb4/WR/LG5C+RPcXQqETYglDfgTLrOXs4jzZp2Zrvf3BWEJoLl1fmxYtTiF78Z7S5JwW4SiomjXuJjabhjdqfzeWhTbyFm2fnIUmgValweQ+jVUu8fm0fvysaA4mz6HnmihymvLOqwfuu6J1GYoQYWBNanxSTzHPdC4n87NLjKYxjgMT0wYye8A5lp0q/0Qg+lw3pyGqwlsGOb5QSA7JP+QIkYzTuPrei1Ys0uaei16rJiDWREaaZA35r4+GGpWSOyau0iwwvv8Pm8jKkfTxRRg0Wdzntfv0T2sNK+cpIIFKl5qmxb6JVZzBnm/Kz7pMZRUaUhtJaZ4P9ldY6sXpVcMmLsGOekv0DJUPWU5fnMPGtFbi99T8TxnZLJjU6CNdPtU5ZkRedefrvqS0kYIogjxPKc0+Mr1kS4cb5yso/QQgzdXYnI7L0WLYvxvDOU8e3q4GB3abQZ9QT1DqcxESIslktWVKkgX+M78afvmhYTuahCzuRECEyY7YEmuzBEN8ByvbWbzDFoTnvFlQGcZ6HlM/Dq8MlImacD66645vTY9vyyZQvKfNTEkYQmtoZBwn069ePb7/9lvvvvx/geGDAe++9x6BBg4LTuyBwOp04nSceZmpqwnfivIHfRkh7XaduDyNtdFWo51x/PEDgGHXxFky/Poc86mkg/AY6DBo17RItPPX+Gs7vnMgFXRLRqFWs3l/O/C2FDGgTi+kcrCYNRy363AUMWhW7i+rYeLiS6wZk0isjGofbx3fbC3n6253Mvrv5fI62ZhqVCv23D9YLEADAWUPEV9fiu2F+SPrVXLX08/ZcyC2pI/McDdxHGXWU17nw+WRUqvAMrhOaRijPXbNejX7n3PoBAgCyD8OCB+h9x8pG7a+s1salPVLolx3DF+uOUGlzMzQrnhsGZTFjxUGeuqxLo/aXkxbFggeGsu5QJSadGrfHR6xZT6+MaGLM4XuvLYS/UJ23aeoq9PNuOz5Zf4w2bwXy+veJHPRQcA6k0oI5UQkSAPDVD6D1WFJRnYPn3UqrC4fHi1alIl4Mnjdalc2F3e1Fo1Kdk8mHU2UJ0GtU6IKUyeJcCuU1V6uSGNo+jlmrDnC794fjAQLH+bzELryLP177M2vzHNzQO4rL06143Qew6DXUOeufhxqVhM5ZhSypka56VynPdlSXlAjm3z+UF7/fw+oDFcSYtNwxvB1juiYSaz6Nvw1bhZL+X60FS5CWUegjT91+8mdKXQl8fgPcOE8JGBBatXB7zjXotBgq8jAse6ph2/bPoN1ozO0vCUHPhKakUau4sGsSs+4YyAuLdrO3pJbMWBMPjelE78zoc5LNsDkJt/P2TGlc1XDh07D/Z9g+R5kf6jgWuk9EVXkA4k9Rhkc459K1tZhmX10vQACAiv0YF/2J6EvfCU3HBOEkZxwk8K9//Ytx48axY8cOPB4PL7/8Mjt27GDFihX8/PPPwezjWXn22Wd58sknQ92Nc0OtV6KaS3c3bEvoDJrwXd2kylvTIEDgGGnrl5iH/BEIv3Q5sgw/7Cji3Rv6sWxvGf/9YQ8uj4+RnRJ594Z+fLLqIBd0FQ+g0MLPXcDncbMtv4o3r+/LJ6sP8+S8HZj1aib0SuOGQdks31tG3yyRxjjUVD4n0qHl/hutZWAXtU9P1tLP22Dz+mQOldsY2PbcXM+ijVq8skylzUWcRUx0CIGF8tzVu6owrn0jYLtq62eQevp965es5YI3ttApOYLrBmZh1mnYVVTD/TM3clWPWBJVtUDEae9PBlweme+2FrH+cCXxFj13Dm9LkMquC8IZC9V5K+9Z1CBA4BjdhveQ+94EWPy2N4ZTH4s84AGM8+7y2+7pcwvaIGaXq3G42VFQw78X7WJXYS3pMUYeHN2BQe3iiRUBQb+rzulhV2ENz3+3i+0FNaREGbn//PYM6xAf1HuQXhnR6DUqnJ6Gf4NX9UkPi/udUF5zY81aFm0v5pZeZiK+n+b/RbKP9MIfmXtJDtFr/4Fq5XLc3aYwpvPtzNlcUu+ll3SNJX7fbKT8Ffg6XszJyct1GjWdkiP575Se1Dm8qFXS6QWOOKqhcLOyor90l5IpYORfIXsomM7yntmSANFZUHWoYVtqHyjZWX9b6S7lmU8ECbR64facq5Y9SOvfC9huWPMqcvYwgnG9Fpq3SKOWQW3jmH5zfzw+GbUkEWnUhrpbTSLcztsz4nHBytdg6xfQ+VIY/wqo1LBrPsycDIndIK3P2V8/hTOmrj6kZAL3Q7V/CUZ3JYic0kKInXEBoqFDh7Jp0yY8Hg/du3fn+++/JzExkZUrV9K3b99g9vGs/PWvf6W6uvr415EjR0LdpeBx1sJFz0JEcv3tESlw0b8gjMsNUFsYuM3rUmpRhiG7x8sFXZJ45tudzFhxkLI6FzUOD3M3F3DfrA3cMLgNLo8YdoYWfu4CIHPzkDbc8dE6Fm0vos7pobjGydvL9vPaklx6ZkSHuoMCILntp36BLXDK09ao5Z+3wVVQZcfp8ZEadW5SJUeZlIf/sjrX77xSaO1Cee6q8J1YKeyHpq6gUftLLlrKtIlZ7Cmu5Zlvd/K3OVv5cOUhOiaauKurB627cffHW/KquPz15fySW4bN5eVwhY1Hv97GU/O2U2kV55YQOqE6b7XWUzynOWuQ8B9A0Fh2lxc5axiunKvrN0gqnGOex6qLwxOk0gZen8xPu0q4+p1VbDhUhc3lZU9xHffO3Mi05fsbrJ4W6pNlmRW5ZUx8ayVrD1Zic3nZV1rHHz7bxOs/5VLrCN6ze3KkgQ9u6o9eU38oq1dGNPePbh8WqyJDec31ylBW68Sik8BRFfiFdUXEbnsf1dFMA1p7Mcnm+j/brikWHumvxbT1I7CVIQcYo7HotSRHGU4vQMDrgT3fwYzxkL8eXFZl4v7zG2D12+Cs+/19nEpEClzzab2MBwBEZcDov8OqNxu+x/M7z4NCqxBuz7ketwONtTjwC6xlyD5xbWsNvD6Zw+U2vlyfx9+/3sbM1Yc5VGbF5W35Kc7D7bw9Iz431JVSMfJ5NnR9hEe3xvPwhmh+SbmJkrHvKKvXveE5h9JSSLaKU7/A63+RrCA0pTPOJADQrl073n333WD15ZzQ6/Xo9c0/mvyMGCLh67uUgAC3HSoPKDXgNAZY8Ge4Zlaoe3jmMgcGbovJDtssCXFmPflVDvaXWRu01dg9zNtSwJ8v7BiCnjU/LfrcBVQqDR+t2ovD3XAgdWt+NS4/q2OEpufWx6DTR4LT/6SSN7b9mUfbtUAt/bwNttxSZaAzKHVZ/Yg6ukKgtNZJp+TTXzkttD6hPHc9KhOajIGoDy7z2+5qeyGNOUM00akM2PIGP97zNzYXOSmpddInI5p07xHilzyEZ+KHp/25XVbn5LE52/D5mYect6WQe89vL0oOCCETqvPWkz0C9arX/Dem9MStMhCMsyJa50X104uohtyPPOReOPgLaI2QOQRVdT6mglXokyYF4UhQXOPgibnb/ba99fN+JvXNwKI/q6GTkLG7vZTVOsmvtKNWS6REGUiM1KNTB28yvajGwWNfb/Pb9sGKg0wdlE2EITirFrUaFf2yY/jx/0awNa+KolonvTOiSY8xkhARHmMEIb1flmFw+zgOVFvpldoHCjb4fVlt2nB06g0YWQiAt91opnbMpmtmAvvL7OSkRdJNOkTynCvAbcfb8RLUxqiz719dESx8xH/b+g+g5zVKGThrGUQkgTmh4YT/70nqCnf8rAQflO1VsnPayuGb+8BaWv+1ai0YxepLIfyec7XGSJxtx6Dft8RvuztzCPLvld8QWoQdBdVMeWcVNpcSFDB/SyH/+3EPH95yHv2zY1t0WcJwO2/PiNZE+ZB/8Ol+HW2IY2B7GY9PxmnQ8OEhLVMvfp8kbfiVa25REk4xz2OIxqcTn8VC6J3xk26gOi6SJKHX69HpxIDZuSZrDEjtRsGXtygPRpZk5aHKWgbn3YmsMQUxAWMTi0yDtL5K9PhvXfAkkiEID6AhUGV1smh7UcD2pbtKuWNYW+JExq8Wz+mVWLYn8MrJH3YUc2G35IDtQtMo9kaROvxh1D881qDN1/UKir0RpIegX0LLsL/Uik6tOmepcY8FCZTVichkofmqkk3EjXoc9fQxDVOYR2XgTu3fqCABOa4D2u5XkDFrFBlqPegtsOIwdLwI+fI30MRln/a+ah1u9pYEXrW45kAFnZPFQ73QuhTo29ImvoMyufYbJYMfx0kk5iAcx+CugW4Xw+75sOIVJUW4zw0/PIH28tfQqrxKeTrN2V9Dy61OKm3+V1l5fTIHyqxkxwfju2pa1XY3czbm8a9vd+HyKp+vZp2a/07pxbAO8Zh0wQl8qLG7Kan1f68hy7CnuJY2Qfz56TRqMmJNZMSKQe/GKKt1sO5QJZ2TI/k110n18CeJ+uwy5Zd0srh27CabjHgwApjiUCd0IvX1NqQmdqHy/Bf43/Y6clIPKKUB1Drk4X8CXRB+x7YK/yl5TbEw4S34fCoUbT2xPWMgTJwGUY18IotKV746jAGnFRY/BTX5DV838F5RakAIS3VON7Wp55Nhjm+YsUuto7z3/TgcaswijrxFK6lxcO/MjccDBI5xenzc88kG5t8/lJToc5PVUGgibhsF2kxio2z8+YvNWI/+rnVqFXePbEeuL44kr8h+F0r57gjS2o9Dl7uwQVvVoEeo9EXTJgT9EoSTnfFTYXR0NJIUeAo6PT2dm266iccffxyVKnjrLOvq6sjNzT3+7wMHDrBp0yZiY2PJzMwM2nHCgeRxQO+pEJWJWx+N15yI2lqC1lUDbYYiuW2h7uIZk3weGPEI7Jyn1NXxOJQsCUP/qAwgy+GZFkmtkjAdTYHYJt7MqE4JaNQq1hyoYNORKkw6NS04iFM4iQ8Zo06Ny+4/Y4A5TFcrtTRGtUdJS3nhM7jK9mEzpqJ3lmHUG1BlnIdRHZ6fRULzsK+0jtRoA6pT3E+dDYNWjVGrpjTAwL0gNAceGT49YOLq6+ej2zqTGlMmGq8dvacG93n38vFOD3cnnf7+vB436i9vBrUOOl0A+ggo3gbbvsIX1wlvTHt0+tMLO1BLEpLUcP7kGHGtFlqj7w7B6As/InPz/zDs+kpJYZrQiZKh/+TVnWZuSQlS6TS1TnkGXPospPeDzMFKkMCeRfDlTch3/IykCs5q+N+7DmvV4fmAtqOghifm7qi3zerycvfH6/nuweF0DFKWIc3R8R6tWuL8zkm0iTdRbnWxaFsRNQ4PxjAoAdDSeX0yX20sIM6sZWdBDZP7ZbAoV8XIKz4n8Ze/Q+kuUGtxdprA4V7/xxebXfxhQBesY1/BnNwW5j2o7KhkJzGfX86d1y1FVehATuuHd+y/0cS3q39AjwNcdvB5lGA9bYBJKOfRNMiGSKWGcqBzeuj/weIn6wcIABxZBXMfVAIFjNFn9sPRm2H4nyAyFX79nxKkYIqDoQ9Bz8mgE8EoQvhRqyTe3eLhtsvnkLL6abT7vwdZxpfWn+Kh/+R/6z3cOzo8r23C6Sutc3K4woZeo+LCrkmkx5gornXw3bYiyq0uimocIkggzDllDVY3PDpnK8Pax3Nd/2RUwIJdlby8eC+vXtObCreR2FB3tBU7YNVR0uMf5MS0x7z5A6UERGQqlQMf4WtbdwaKYWWhGTjjka3p06fz6KOPctNNN3HeeecBsGbNGmbMmMFjjz1GaWkpL7zwAnq9nr/97W9B6/C6desYNWrU8X//3//9HwA33ngj06dPD9pxwoLXjTP3F1RtR8KqNzCU7cQT3xX3wLvx5f6MrsOo391Fs1W8nfzovtT27YO2673g8+BSGbDEppK86RW0yd3B0ogR42ZCpZK4ekAmIzol4nB7WbC1EJfHx6jOidwzsh1F1Q4iDWLAuTUwadVM6pfOe78c8Nt+Wa/UJu6R4E+0XI23YAsHez7I9OI8Nu2qJSvWyB1DMmhT+StR5lIgK9TdFMJUbnEdKVHn9qE82qQVmQSEZs2okUlPjKUoOovvopNYuK0Ik17DzYOy6KSJpH9G42oB+/I3wqD7ICYLtnyupBDOHAgD70H98/N4cqaA/vQ+t2PMOkZ1SmDJrtIGbWqVRL+smEb1TRBagmEdEhj/5gom97ydqybch1bysbdK5pUfqunfxohZG5xJB4/bgWb9DLh6pjIxmPsDqPUw8B6l9NzmT/Fd8GRQyj4ZNGo6JFr8Zg6J0GvOWcafc6nG7ublxXv8tvlk+HDlQR6/rBta9dn/BGPMWq7un8HF3VP4dmshv+aWkxpt4N8Te7L2QDltE8IvC0NLU1LrYNG2Ap65sgf7Sq3889sd3Dm8HVPmFPHAwLfpGA0e1Px0RKa3HE9KdCX3zC0kwtCJWyxp9Oj/EPGL7lMWbPg8JOyfg7bnFCSDjKZkG0QmQlQGuGxQUwC2Mtj0iXLuRmfB4AcgvoMSDADKyuaiLbDiVbBXQadx0GMK6CIhviOU/eZvN74DFG72/83t+1HZ35kGCQBYEpR7h+4TldrAaj1EJAcOWhCEZs6gggu6JHLpzI3c2PdhLrzqMVTIrC/28sacSm4blk2iXtQpb+mcbh8XdEnk+oFZfLOpgOW5ZWTFmXjlmt7M31zot/ypEF7cPvhhZxEL7h3A3uIa3ltZgNvj48oe8dz7h0G89vMh+maIlCGhlB1nZPxrhxnRfjw3XzIZk9pHsV3i1TW1eHx2Luod6h4KwlkECcyYMYMXX3yRyZMnH982fvx4unfvzttvv83ixYvJzMzkmWeeCWqQwMiRI5EDLedpZbxqPVJMFtr3RhxPz6op3ATbPsU18SO8at2Z/4JDrDBuADPWV/HOL1vqbbfo9/PpHfeQQ3mIenZ2HG4fGdFG3lq6jxX7TnwPG49UkRVnYsYt51Fl9xAryg20eHa3j6kDs/h5d2mDAclbh7YhXtQ4bhbUksym9ndx7Wtrjqdp3ZpfzfytRTx/WQ6XqVxh+zkrhF5uSS2jOp/bgLcoozZgCmBBaA48bg9tEyxMeXslxTUn/lZX7ivnom5J/HVcl0btT6c3QG0R/PTMiY0FG2HTTLhqGqpGZKOKMGj5x6Xd2Ja/ssF59PyV3UmICL+JQ0E4W5EGDXePbMdLP+7lo5Mqw2XFmbhzeDt8HhcEoeCA5HHCwLvh24eg8qSg2kO/QtuRSP1uxeuyozKe/cCnxaDhbxd34YFZG6l1eo5v16gknry8W1gGcTs8Xo5UBA6yyi2tw+nxBiVIINas58o+aUydtgan58T98qLtxTw+vitGjZhoDTWPT+aB0R2Z8vYqqu1ujFo1f7pQy8A2sfxx/hEADFoV70ztx/99vomyuhOpiZfnljOxV2f+NuJfxC79CwC68l2w/AUlGA+UAIGbF0DlEbCXw+xb4Vh644KNsONruPQl6Hk1uO3KNXrd+yc6WLABVr8JNy2AC5+B2beAs1ZpU+tO/H8grt9pPx1qNUSlnf1+BKEZ8LjtdI7TMrZzDK/+Wsyrv55o658ZyaVd45GdVRAhAl5bslizlkt7pHLrjHV4fcpcytb8ar7dWsg/L88hOVI8y4Q72ePi6j7JPD5vFysOVB/fvvFIFW3iC3l/ak8lq48QMmatxHNX9eAPn21iwY4Tc5pRRi0f3zqAFIMI2BJC74yfdlesWMFbb73VYHvv3r1ZuXIlAEOHDuXw4cNn3jvhlLySBv239zes3yr70H17P85bfgrbyasq2cw7v2xosL3O6eGf83fwv0k5hOM66widhrUHK+oFCBxzqNzG52uPcNuw7KbvmNDkLHqJlxfv55FxnbG7vCzaVkSkUculPVNYd7CSgmoHmXFi1U2olRDHQ3O2HA8QONk/FuQy+IGBZISgX0L4q7S6qLC5STvH6f2UIAHHOT2GIJwNnc7Ay9/vrhcgcMyi7cXcODi7UbXApYgUWDetYYOjGla+jmr8K43qX3a8mTn3DGHV/nIW7yomPcbExL7ppEUbg1bPWxDCSbnVhdPt49M7BvLtlkIqrE5Gd0ki1qzjzaW5PHRhp+AcSB+JvO8npEo/Wbf2L0XudyvqIKUBj7fokWWZl6/pzda8KnYV1ZIeY2JI+ziKqh1EGbVBOU5TMunUdEmJIL/Kf6BA74yYoE3eHyq38pfZW48HCJzsXwt2MrxDAnEiqCqktCqJD349SI/0KCb3yyDapKXW4eaCrkmM6pzIT7tL6JwcwewNefUCBI75clMRN9wwglidGVxWSOgCB3858YLqI7D6bcgaAoufOBEgcLKFD0Ob4Uq2gZMDBI6xVcDS5yApB66apgQOlOxUMhHEdwz8zUkqMEQ1/ofyWy4r1JUo/9VbwJwoSg0IYUurMxN5eDF/STnM1d0G89lOF3YPTOykpbO8n8gt7yIPvCfU3RTOOYlnFuw8HiBwjCzDcwt3Mfe+ISHqlxAsBr2egwcq6gUIHHOgzMqCLfncOCi76TsmHFfrhh+2F/HZHQNZsquEA2VWzmsTS7fUSP73wy4eH9+NLDH8L4TYGYeNZ2RkMG1awwG4adOmkZGhTJmUl5cTEyOiEs8VyVah1Evzx1aBZAvP1fYAK/aVBWxbfaACa5gGWdm9HmZvyA/YPndzAdV2EeHXGtQ6fGjVEnmVdt5Ztg8kJQ3ki9/vpkd6FCtyA58DQtOpcsocKrf5bXN6fBwoszZxj4SWIrdUySCSFnNugwRizDqKq0UmAaH5qnV5WLC1KGD71xsLGrU/38mTFr91YCk+b+OL/qXFGLmqbzqvXdOHv13chY5JEZj1IkBAaJ1W7S9nULs4/vf9HvIq7UiSMvm4q6iWOIsemys4hTXVrmqkHXMCv2DL50je4Fzf1CqJ/m1iMWhVHK6wYdCqqLC6qHG4ubBbMhZD+AUJWPRaHhzdAclP9Qe9RsXk/umog5BFAKDW4WF/gHtit1dmT3EQVnkLZ8Xjk8lJj2Jg2zgenbOVqdPWcM27q3lj6T6ijVqGd0igXYKFhae4Hs/LdUH6eaAzK2V8jqyu/4Itn4EpFsr3+d+B1wWFm2Dv94E7umseZA2CmZOV16k0SrDAnu+R2/ovpyl3nwzmhN/5CfyO2iJY8DC81g/eGqL8d9HflO2CEIZcHheGTdOJ/elh+nx7Cc/7/svLmlcZvnQyifNvxLDlIzzWilB3UzjH6pxuSgNkFaxzeqi0+QnoEsKK1+Nm5vqSgO1fbCrF7hTjQaF0oNTKhD7pvLVsH5uOVKFRSczbXMCCrUVc0DWlXhYzQQiVMx7deuGFF5g0aRILFy6kf//+AKxbt46dO3cye/ZsANauXcuUKVOC01OhAYlTl10ITjXI0PhtlONvhWvBCVkG3ynKZciy8iW0fBq1RI/0aP7w2SYAtubXHG/7w2ebeGdqvxD1TDjZ752PovyNcKZyS+pQSZASZTinx4kx6SgWmQSEZkzi1PdGjb3r83hlAq6NlWV8v83A1QgqVTjfXQtCcPTPjuXuTzY0GHTeml/Nv67ICUr6eoXcMGPeSSTZG9QHpwiDlsHt4umSHInD7UWjVoV9SZF2CRbemdqPv3615fjq8PQYIy9N6XXOgxRPdurPeKEpaNUScWYdT87bUW/7+kOVPPjZJl65pjdF1Q7kU1xzfbIMkalw1Xuw9F8NX3A611ePC9ynCLI+dow+N8GmjyF/A0gS1b3upGrYBFI1T6LdO195nUqNs+tkCnr/mUSMZ17kxF4NC/8CJwcled2w/gNw2+CSF0Ev6jkL4UU5l4+ez45q2DW//hix7AvrMWPhdJ36tyyJv4IW4VTjkr6TPgqE0EiMMvCPr7exOa9+tocNh6u4ZUg2A9qIBdZC6J3xE/xll13G7t27GTduHBUVFVRUVDBu3Dh2795NdnY2AHfffTf//e9/g9VX4Tc8xvjAadUM0XiMcU3boSAa2j4+YFvfrBhM2vCsaxih13Bl78B17i7pnkKsWaxMaw1UksR7y/f7bauyucktEStumoMYg0R6gEFUrVqiTYKliXsktBS5JXUkRRqCOJniX4xJS63Dgz1IKzsFIdgMGjUXdksO2D6ue0qj9ie1Pz9gmzd7OD5N41MHF1bZWbC1kD9/sZlXFu8ht6QOm0tE/AutU2G1I+CqtHd/ORC0iXu3ORm56xUB2+We1yCfg1TgMWYdKdHGsA8QADDpNYzunMi8+4ay4IFhfPeHYcy+ezD9smPRqYP3PB2lV5EV5/93oVFJdE4WE6yh5vHKTFvup3QHyjldVutkS14Vo7skBdzHuO5p2Ic+AoseVSbvfytnojLhHpPtfwcqDZjiILV34I52uljJCnDRv+C+dXDnMrhvHWWpI7no/VxejfwDeyf/zKGJ37Fn0lJeUN/KuPf3UFZ3FqskbaX1AwROtvULpQSBIIQZrUZPXbfrArbbukzCpxcTUy1drFlHnFnnt82kU5MYGf73Oq2dQa/j6j6Bs+lM7BlPrDn8MmK1KDINAgSOmbXmCH7TfglCEzurkens7Gyee+45vvrqK6ZPn052djZTpkyhZ8+eweqfcApHXGYqRr/Y8MNEkigf/SJHXOFb0ESvUXPjoKwG241aNY9f2pVzPKdyztQ43HRLjaJfVsOb8bRoI9cOyKQiXGspCI3i9srsLAwcCLDuYIBSIkKTipdqeGFCJzR+Vo/+fWxb4rzFIeiV0BLsLa4lNfrcr+KLMSmDAiUim4DQTPk8Tq7sk0a8peEA1siOCbg8jQtwcevjcPa5rWGDzoL3wucw0rhMAofKrUx8ayX3fLKBL9bn8d8f9jLmfz+zeGcJdrcIvhFan01HAt+jHiizgi84zzLlTg1yv1shKr1Bm5w5GE9CDi7PmWcG8afK5mJfSR1rDpSzu6jm7CYemwmVSiIl2kjX1Eg6J0eSFBn8DEYZ6nL+NaErWnXD++WHxnQg1iPul0PNK0NepT1g+6a8KmLNOq49L5NoU8PJhItzktFptWitxRCV0XAHEcnQ7xbwOGD040pAwG+N/CtsngUlO6D75Ibthmi44All1b7eDLFtIKUnxLWnzOrG4fbxyvJixszIY8THFVw44wjvri7B4fZRYz+Lzx3bKZ67ZR84qs5834IQInaXi33aTnjSBzVsjM6ksO0kah3hf40TTi050sC/J/bAXzK0Z67IIbEFBES2es46eidp6ZsR2aApPcbIVb2SUdvDtxx1S5BX6b+ELYDd7cUpxhSEZuCslywvW7aMadOmMXv2bFJTU7nyyit57bXXgtE34XfIqHhxfwb3TllEwsbX0Vbsxh3XmdJe9/DaJpmb0sJztT2Ay+tjSv8MhnaI5/1fD1Je5+S87FhuGJzNjoJq4iNiQ93FM2LSqNlRWc0Lk3qycl8Zn649gsvrY1xOMpf1TGNvcQ090qND3U2hCUhAarSBIxX+B2vaJYZvkE9L4vV66J33GQvvvY13lh9kU76VzBgDdw/LoIN9Mzp34KwngnAqe0vq6J997q9lx4IEimucZMWJzxWh+ZEkmTeX5vLipJ78klvGL3vKMOs1XNYrFb1Gxf7CSuh2+tkESt0G3N3vo02ni9CsfBls5fjajMLT91Y+2yNzVXc9p7v2uM7p5plvd5JfVf9aLctKaaAlD40Q55XQ6rSPCbwaKd6iw8888RnRaSSeWmrnHzfMQ9o+B2n7V6DRI/e7DU/GIF5Z7+SPY4IXOV5UbWdHQTXD4m20MbvxqTRsKDJji40kMzb4GQtaFFmm18FpzL3nLt779TBb8qpJizZyx7As2jt3EuM1Au1D3ctWTauSiDJqqQ4wmZ4UYTiaPU3mnal9WbS9mOV7y4gwaLhpcDadUyJB9lFzcD+x/W6GTuNg25fgtkP7C/DmTELWGNGYE3Cbk5FuW4pqzZuo8tdDdCb0vxUOLIPtX8EOFdy+BHKuhF9fBq8LBt0PyTnKApjaEohIBHuVkiZdUhFlaDj5cTKT/iyGNvW/kxlOJzLHBY2zFuyVSuprY1TgzKjCWdNrtczd68La7wU6dVlP3I7p4HFR1eFKCtPH8cKvdTx/eeOydQnhR6WSGNQujm8fGMZbS/exo7CGtglm7h3VnrbxZnSa8J03EI7SGknY8iJvXHEHvxx28NG6EtxemSu6x3JJt3hSV/xDCcATQuZU2cnUKgmdJkxXwgotyhndSRcVFTF9+nSmTZtGTU0NkydPxul08vXXX9O1a9dg91EIIMqgYluphwtnWZnY437adpLYVyUze1YF7RMtROrDN13J1rxqHp69hREd4nloTEd0GhVHKmxc+fqv2D0+ljw0ItRdPCOySiKv0kFSlIkap5v7RrVHpZI4Um6lxu7G6/PhFTUbWwWDVsU9I9rx1znbGrRp1RIjOiaGoFfCb9WooomLzaBD4Xye7mimrnc6Bkcp5uLVEJ1BhS6R8AxZEkLJ6vRQWO0grSkyCRxNLVdcIzIJCM2TXm/kqh6J3DR9LcPaxzM2JxmH28uHKw5yuMLGogf8rIA6hW35VYxpo8O3cR2k9QONHpW9Cqrz6JfRgQqX5rSDBCqsbn7c6X8FrNcns/FwlQgSEFqdQe0T0Wv24fSziv/OoZlo9f7T2jaW7HFyaU4CLlshurpSpM4Xg8+Lp3gn7tTzuCgnBZ/Pi8rfiuVGsjrdRLpKGOX4BemT56HqMCpTLP0H3I039mpKa5NaRPmBc8acgLk6ly4f9eaJkU9S07M7RnsRsd/dAx473PpDqHvY6iVG6LltWBte/H5PgzajVs3g9nGoVRKLthbSLzuWqQMzmNQ3HY1aYmteNTPXHCa3uJZyaxpPjIqjW8UGTNnDQK0Frwd1TR6sfJWigf/g3Y0VzN5SwUWdbmJo77vonmohYes7mNe/qRxQawJjrFJ2IHso1BTA4qfgq1vB54U2I2DMU5D7Iyz5J6jUxE+cQ6ekCHYXN8zEN6htbMB02qfFnAApvaBwU8O2jAFgFkHhQVGWCz/+A3YvBGRoNxoufAbiO4BKTFQGm8cnM6lfOuNeW0nHxDZc0eU/6NWwaJ+LVT8e4IMbeuFVBed6LTRvJp2GLimRPDexOzanF6NWfXaBVUKz4pJ0uLtMJundHkzsPJ4LRt+GT1ITvW86qjffwTHlC+yqaERxkdCJ1GtIjTJQUN1wTO7inGTUotyA0Aw0+qowfvx4li1bxiWXXMJLL73E2LFjUavVvPXWW+eif8IpRGl9vHJ5Jnd8eZDpa0/USeuUFMErl2UQpQtu+sWmVOtwAfDz3jJ2FNZiMWgorLbjcCvfk9cXnhPpbq/MeW3imPLOKkpqnaRFG9GoJfIq7WhUEt/cOwTZG57fm9A4kuTlvDYxTO6Xwdeb8kiNMuJw+6hzevjXFTnEGcRNQnNg0GnBbYMFf0IPnDw8LHefQsT5/ULVNSGM7SutAyAt5twHCRi1avQalQgSEJotj+xhRPsobh6QysfrCjlcYcPpUVIHT7u+O8mGxqUQHpmtRzP7BtT56+pt1615m7bXfoU17vSDDrw+H6e65axxiBJRQuuj1Wp55ere/Hn2ZgwaNWa9hvxKO2NzkhnZJRWfLzirYTweHz1MFeimXQieEymRtYB2x5e0nboQn9cAmiAMdLvtGPd8jfTDP05ss1Ug/fQM6vJcIkc+DqSd/XFaKr0FLvwn1BUT8d2DRBzbHpUB138Fkamh7J0AqNUqxnZLZkdBDQu3FR3f3jHJwj/Gd+WVH/fw055S3r6+HzdPX8vV/TPIjDfz1LwdvDSlFyrAoFWzvaCGyTNr+OL66+m38l6oPACXvQqfXUfp2He460cXm/KUtMafbSrls03KcT6+5iaGlqyH8n1w7RcnyojUlcD0S8BaeqKzB36GD8YpwSXL/weuOuK/vZV3rpzHLV/72FdqPf7SnLRI/jOpJ9GmswkSiIfJM2DmFCjddWJ7Uje46l0wxZ35vgVF5SF4fwzYKiA6CyQV7FsM01bDncsgtm2oe9jiuDyQanDz2oRsHpp/mI82edCoJQqrHTw0PJkeiRrsLpHiujUxajUYtSI4oKXx+HzozdEw7gX4/lGirSWg0kLeGhjyINqEdtSIeYaQSjW5mXF1O276bH+9DIUDsyP568gkzEYRKCeEXqOvDgsXLuSBBx7g7rvvpkOHDueiT8JpUjuryPr8Yj4e+hTFEV0prPWQEqElqWYbCZ/fgeuGbyEiPB9ozsuMoFdGNHeNaEelzUWF1UX7RAtHKmx8szEfs8oV6i6ekQiDls/WHaFfdgwT+2ZwsMyKy+OjY3IEv+aW8ebSffz90k6h7qbQBFReD0/P28EDF3bhhkFZbDpShcWgISc1khW5ZWw5UkFK3KnTKgrnntlZirTkab9t0tbP0Ax9sIl7JLQEe4uPBgmcSSYBrxt2fA2HVymD7/1vAX3gzwpJkog160SQgNBsmb02DIse4LaL3uaq/m3ZePR62D01inhXHurD6yD6itPen7b6UIMAgWP0P/wV99Vfg+X0cglY9FraJZjrTUicrF+WWJMhtD67S+o4WFbH7LsHs7uwlkqbix7p0agk+PvXW/n3xJ5BOU6kHqTF/6kXIHBcTQGq/T+hG3BzUI5ldJQgLfuP3zZp6+fohvwRESTwOyLTYNIMqCtWJgQticq2SJHOujkor3Py4KcbuX5gFneOaEtxtYPMODP7S+vYX2rl5iFtuWdUexw2K7/cmoGct5YYs4XrHszh18IaxuYkc/+sjYBScufJJaXMuOTfxOol+OEx0EVwSN+RTXlH/B7/ycXFzJr8FvFGlAABlRp8Ptj+df0AgWPcNlj1Jox6FBb9FaylZM25nFmT51GkSqK4xkFqtJGkCAPxwcjyEZMNN8yF2kIls0FUGkSkKH/HwtnxeWHrF9DhQsi5Ckp3K39EiZ2VrAJr3oULngSNWNUeTJFGLZ6tXzPQksn8+4awOa8ah9tHn6xoYhx5RC79B8YLnwt1NwVBOEsGFbh2zscVlUHp7TvZfKQSt8dHz4tiSbDvx7TsRSIu/BdgCHVXWy2DvZT2y/7KzKlvUOTQUFzjJDvOSJyvnNRvJmKf9ClYskLdTaGVa3SQwPLly5k2bRp9+/alS5cuTJ06lauvvvpc9E34PdYyqC0iYeEdJKi15OgjwVmjTCAAWMshoV1o+3iGkqVK7hvVjgc/3YT1pOjWflkx/G9yDjG+SgjDJN+VVgc+r0zP9Ghu/3BdvYwIU/qlc16bWGrsXuIjTrEToUVweuGhsd14Y2kuC7aeWM2hU6v4z6QeyMEq6CqcHWc1OKoCt5ftVlaZCEIj7C2pI96iw6BtbMSwDCtehv0/Q1JXOLwCSrbDpS+BLnDK81izjkI/qc0EoTlQex0UXfQOzy3KZd6WwuPbtWqJ/0zswYjEnEYNafgOLg/cWLobjdd22vtKiNDz1OU5XD9tNb+tBjWmayLJUWKwRWh9nG4vbRIsXPrK8nolB0Z1SuDxy3JwBynjm+SqQ3toWcB2Q+63uHtdjVYfhKw8jiqlVrY/sgwV+yGpy9kfp6Uzxytf4t642bG5vOworMXm8vD9tmK6p0cx4fVff3MOJ3L/qLao9y8mZtnRrBoqNSPGPI3Nclm9e8mt+dXY7BKxtmI4vBJSe7Mqz09Az1F7S+qwVpUQ/+FVcO3nkD5AGbvavyRwpw8th+6TTvy7rpjEn/9C4pRPID36TH8UgUUkKV+pvYK/79bMWQcagxLcPHMKyCdlPB1wJ0Rng6MaLAkh62JL5LLXYovNYUFFKk9+urze2OP1AzK5p/9DRDtrQCQhF4Sw5nLU4orvytyyVB6ftareuX7rwDTu6XMPJkcNWKJD18lWzludz94Bz3L9tG3YXF7Meg3VdjcdE028d/HrxAV6BhGEJtToXIADBw7k3XffpbCwkDvvvJNPP/2U1NRUfD4fP/zwA7W14g+7yWhPGpj0usFWfiJA4LftYcaujuD+WfUDBADWHapkxq8HcGlOt5ps86JTq+iREc2zC3c1KJnw2bo89BoVBm1wUnQKzZtRp2XV/vJ6AQIALq+PP362iex4S4h6JpxM0pz6c1QyiodqofFyS2pJP5NSA7mLYd9PyoBpr+tgwF1K2s4175zybbFmXb20ZoLQnEiGaL7fVV4vQACUEk3/9/lmStRJjduh+RSr/jR6aGT98t6Z0cy+azD9smNQqyQSI/Q8ekkXnrmiO7FmUaNcaH3aJ0Zwzycb6k0uAvy0u5SF24qI0AcpZaakgVPcZ3lMiajUwUmb+3v3e7JBZPcSwptaJWHQqjBqNVzSI4X7Z230cw6XsHhXKfnpl55YQe/zolr0V0z2AtKiT5wnZp0atccOrjrlPHXWEW8KfO7rNSo0uMFlhY+vgtoC5ZpsPMXCD2MseH5z/2qKB7W20d+/EEJqLcS1h2X/qR8gALD6bTDHgVpkEQg2tVZHvqkL/5i7o8HY48erD7O+0oRKH57jqoIgnKBS6zhs6sZj8/c2ONenrcpnfU2kONdDrCKqGzd9mU+lzY3T46PC6sLrk9lZZOXxX53Y9fGh7qIgND5I4Biz2cwtt9zC8uXL2bp1Kw899BDPPfcciYmJXHbZZcHsoxCATx8duHZXbFt8+qgm7U8wbSvzYXf7r4/1+cZiKrzheYGTJImvN+YHbJ++8iAgVpC3Bla3j2nLD/ht88nw3fYiv21CE9NZIGOA/zZTLESmN21/hBZhT3EdqVGNDBLwOmH9DEjueWKFkzkeOo2D3B+VVY4BxJn1FFaJTAJC81Ril055PZz/m+CB36NuOyxgIIAr52p8+sYFd5l0GvpkxfDeDf1Y/vAo5t0/lFuHtCExInyDcQXhbPyytwxPgGwBM1YcxBHgGa6xDEYTzvPuCdju63MzalVwgqu9+ihI6+O/0RwPkalBOY4ghEq8Rc+kfhn0bxPDsr2lAc/hWWuPUOgxU9f9pnrbpXXv8/CojOP/vq53PPE7ZsC22dDzWijdxaBUFWqV/7GMiT3iiNs1U/mHxwFHVoPeAufdFrjT/W9TUtGfrMfk3/1ehWbG54VNnwRuXz8DvOFZTrQ580kqPlnjv/wHwDu/HKTSI+5lBSHcSSo1M1YHnmd445cj2Dyi5n0o5dvUlNb5z7a0eE8FVV7xWSyEXlCeqjt16sS///1v8vLymDVrVjB2KZwGg7sa95UfNFxhYYzBfdV0DO7q0HQsCPKqA6eqc3p8AR9qmzunx0fBKVZzFtc4cXp9AduFlsMrS5TWBv47P1R++umQhXNIpYVLXlRqqp5Ma4KrpoFarCIVGsfh9pJXaSMtppHBbru/A2cVdBhTf3taXzDFweZPA741zqKjpNaBR1xfhGbIi0RJzSmuhxWNux5aVZE4rvhAqXd8El9SDvKwP2FyVZxRP6NNOlKijSRFGlAFmAQRhNbgSGXgc7La7g7ec5qrDm/7C3F1uLhBk3Xo33CY0+pn0TsLmpgM5MteV2qQn0xnQZ78MURm+H+jIIQJnUbFPSPaYdFrOHyK62qF1YVOo6Kix631tks1BSSblfvIXmkWbu7iQbv3WzjwM6T3g8xBJK37D29MyGwQKNAl2cy9PSUMO2ef2Fh1dPIyrgMMurdhR7peDgkdYd/iE9sG3QtVh8WEcrhx25TMEYHUFTbMGCGcNafbd8pyc8U1DpzBiekTBCGEnG43+adYEFJc48DuFc+uoVRqDfy8Isvg8ITnHJfQsgQnP99RarWaCRMmMGHChGDuVghErUOz9m0qb1tHhUui2u4iyqgjVucj+pd/wuDAKy+au5zUwFkQUqIMqFThGQWn10j0yYqhwubi1qFtMenUeH0yKkni07WH0agkdGpRbqA1UEkSPdKjuKhbEsM7JlJtc6NRS2jUEq/8uJd+WSKNfbPgscPCR+C6L8DnAWsZ6CNBHwFLn4NRfwl1D4Uwc6DMik+mkeUGZNg1HxK7Kyk5T6ZSQ/Yw2DkXrKVgbljPM86swydDSa2T1Ogg1G4WhCBSH70eju6SyIiOCdTYPWjUElq1iteWNP56mF/nY1N1J66+Zy0qawmS24ZsSaZWiuThb4v41yVtifv93Zw7Ph/UFoGtBLwepTyCJQm0IuhMCA8906MZ0i6Ohy7qBLISBB1t0rLmQAUzVx9GJQXnWcaltvDiT/vplP4wQ3rfT8ThJfg0RqozzmfWDhe981xcFB+8lTdSUlfkm76Foi2Qt16ZoMwchC8yA7VWpMIWwl9KtJHD5Vb6Z8fSLzuWzskRONw+3B4farXERysPkVtSh1qSqPPplBry1cpkvpw5EJ/ayNd39KaLrhS9tQCuel8pcbn7Oxj5FwwaAyPKd7Lk7oEsP+Iiy+Klb7wXnaMUtacCLngcfn0Z6kog4zylU5GpMPgB6HE17F6gBAB0HKvUsK86ogQGqPWQOVDJnOWsVYK1hfBhiIaMgZC3zn97Wn8wiLGPYNNpNfTOjCbOrOOWoW1wenx4vTIRRg0LthSyp6QOrUaMPbYa9kplLMtRpYxnmROUzJhC2FNp9PTJimHFvnK/7T3So1Grw3MOpaXIjLPQNsHM05fnYNZrsLo8RBm1HCiz8sTc7eh1ooySEHpBDRIQmpguksIhj/PwVztYvq/y+OZh7WL595VPkaIO35XIOo1Ep6QIdhfXNmi7c0S7sE3I7/HJjOmaSNsEC0/O3U65VYmCN+nUPHB+B4a0j8PrEys9WwNJknj+qh58u7WQCa//erwmZHKkgZev7kW8RQxGNgvOWrj4BVj6L2WSVj4a4ZnaBya8AdUFkNA5tH0UwsrekjqAxk3WF26GmgLofKn/9pSeysBq7o/Q85oGzfEWZfKxsNouggSEZkdC4tkrc/huWzFXvLHi+PUwKVLPS1N6kxjRuMnzrUU2zk+0opl56/EyHJJKg6b37Vze8VqqvLrQBQl4Xcrk4xc3KJMkAFojXPAU9Jh0yvrrgtBc5KRFkBnXiQdmbSSvUln9qVVL3DKkDa9d2xtNkDJtVNrdzNtWxrRaJyadmi4p5+Px+ti2pBCvT2Z0jYrzuySh1QfpulZ5COmHv0NNEaT1hu1fwfrpqK98F+LaBecYghBiarVETloUBVV27vhwPflHsxzq1CruGNGW24e3RfbJzF6fT9ecq+DXl8AQhZQzkUHFG0GdAF/dd6LMlUoDfW9SAgri2mHIGEBW7o9kJWlgy2cw59MTz09JOTDhLfjlRYhvf6JTEcnKV0oP5d/FO+HtoaDRQ1I3JVB7xStKGbg7fwYpXEeDWimtHvrcCOs/AJe1fptGD4PvA0NEaPrWgrm9Pi7rkcLhSjs3f7C23tjjX8Z2ZkKvVLxi8WrrUFMA8/4Aexed2JY1BK54G6JFpqRwp9VqGNUpgQ9XHKTG4anXplFJ3DAoC71eBKOHkk4t8db1ffnjZ5vYXlADKLcy47ol8/mdg/DJ4sNYCD0RNhjGqrxaHvlqZ70AAYBf9lXwyJydVPvCNxJpT1EtfxnXmbE5ycfT1SVE6Pn7pV0orLKHbcpkSZJQSSoe+nwTGrXEpH7pXHteJilRRp77bheVNjdaEeHXKhi1KrYX1PDSj3tpn2jhugGZXNUnDZfXx00frEUO21CYFsYUqwxK7Zx3YoALoGADfHkLRKWHrm9CWMotqSPapMWib0Sc5r4lYEmAmGz/7VoDJHeHvT8ADR8w4o4GHZ0qDZ0ghIpRp2JnUS0v/rCHdgnK9XBi33Q8Xpmbp69B9vM3fSqj07ykfj3xxAQGgM+Def2bDLEvwaQ5s+urLMtYnR5cnrO4B63Kg48uPxEgAOC2w8I/Q/6GM9+vIDQhlaTipvfXUOvwcEXvNK4fkEnXlEjeXrafVfvLiTAEZx2CJEnojq5yTI020ikpgo7JEcSZlWuaQaNCkoL03GStgMVPwa5voWA9rH0P9v0E+evhixtPpEYXhDDn88kUVNm5b+ZGHG4vE/umc92ATNonWnhtSS67i2r4aNUhNBoVeJ2QMQBumKs8B8W1hc+uV66vOgvkXKVM/pbshL3fg8+HVwZnSj/kPYtg86z6z0/F2+Dbh+Di/8CpypLEtoEb5yvPWUfWKNfHtH5wy3cQnXXuf0hC8MW0gRvnKYH2xyR3hxu+UdqE4JMkvDLc8eH64wECADaXl3/M3U5RrRODWow5tXiOaljwZ9j/E+5hf6Fqwsc4z38SCjbCV7eD1f/qcyF8aNUqovQqXrq6N2O6JDG5XwbXnJfB+Z0SePnq3uhUMtEmsQgtlIwaibs/3nA8QACU26MF24p4++f9ROrFZ7EQeiKTQBgrd6n4ZZ//uqrLcisoc6oInLS/eeuXHcvlb/zKFb3Sef3aPviODsx+uvYIZp2aSF1qqLt4RrRqNd9szOfRS7pi1qn5bnsRLo+P6wZkkhChZ/qKgzwzoVuouyk0AavLy8zVh3l7al/2l9axPLcMi17DPy7tSkGVncU7i2mfaAl1NwWPHbZ+4b+tZIeSrk0QGmFfSR1pjVnN73XCoRVKtP+pVk6l9lImM8r2QnzHek0mnQaTTk1Blaj3KTQ/NpeHmasP89b1fTlYZuWX3FLMOg2PXdqV4moHP+4opn3i6a8wi6neBTb/A15Ra19B3+NK4PSvr7Isk1dpZ8HWQpbuKSU5ysDNg7PJijMRZWzkgMu2L8Hj9N+25GlI6dWwpIggNDNrDpRz85A2dEi08O3WQoprHJzfJYn7zu/AG0tzGdEhjqggDEbqjWam9EunTbyF4loHS3eXotOoeHhsJ2odHjJijKi1QQqKt5XCjjn+24q2grVErLYTWoTiGie7Cmu5b1R7kqIMLNxaiNXl4bKeqTwwugNvLs3lyj7p9M6IQvZeipTQBV/BRlTp/aB8H9gq4Lw7oM1w2PE1lO9VAgkSOmGvKuLNddVc3kam3foP/Heg8gCU7gadGaICjOloDZA1SAkUcFSDpFIy7YjU2OFLo4W0vjDlk6PPzzIYokTA/Tlk1Kj4dM0RPAECcl5bksurk3OauFdCk7OWYovuSN6tr/Lp+kJ27q+lbXw21990A2l7ZxJpLRXPHmHO43aTULQMW9wwJvRO5asN+bi8Psb3TCU12kB2zQas1b0wR4nfc6iU1LnYV1rnt+2rjXncPiybxHCdwBNaDBEkEMZq7O6zam/OorRe7j+/A//+bjcz1xw+vj3WrGPW7QOIowrCMASizuGkW1oUczbms2TXiVVkv+wto2OShb+O64LdHZ5ZEoTG8clw7/nteHTOtuOpWgEWbS/mit5pjOzUsK64EALOOiXFZQBydR7SsZqagnAa9hTXkh1vPv035K1TVhon9zz162LaKgOuh35tECQASjaevMrwLUMktFw+WeauEe34+zfbOFJx4nr4/Y5iLu+VyvmdExu1P6l0R+BGWzkqrytwux/7Sq1MfGsFVbYT99VzNuTz90u7MKV/5ulnBfG6lVU7gVTsA4/I9iE0f2a9hnJrLS/POvH3vGJfOUmRev4zsWfQ0hfb3TIX5aRw7ycbjpfqAVi8s4SLuibRe2Q7XB4fem0Qsgk4a8HnDdxeUwhpZ38YQQi1cquLjFgj3+8o5rnvdh3f/mtuORmxRv55eQ5mnRqzVsK9+AV0B39S0o92Goec1B2px2QwxSkZBY45sAzWf4D6+nl8srqI8anRp76eVecppXZ+jyVR+RJajqjUwMEhQlBZ7c56187fOlBmxXY22bGEsODzyWxsexc3v74a19GMvCv3lfPp2iO8ce2VjPRZEYnow5vLYaM2dSgvLchtMM/QJSWCt6/rT6y75hR7EM61wxWBF+u4vTJW1ymeQQShiYgggTAW+TsrNH6vvTmzuWXaxptZ8ach2N0+XB4vRq0ag8HARysPcsfAhDAMEQCLXo9GJdW7cB+zp7iODYcr6Zku6rG1BnqNxMKtRfUCBI6ZszGfSX1FVH1zIOsjkFSawIECUWJVmXD6PF4fB8qsDGkff/pvOrQSIlLB8jvvUakgsSscXK7Uhv1NyZIEi77eBKwgNBd6rZrvtxf5/fv8ZlNBo6+HcmI30Fmo630b5VmX4PRJRLjKSNrwEqrKXGT16d8fV9vdPD53W70AgWOe/nYn53dOOv0gAbUWUnvD7gX+2+Pan96kiSCEWGq0kY9XbWqwvbjGyefrjvDXsZ2CchyTTsVHK/NJjzHx4pWdUKvUqFUSlVYnTy7YR2mdk56aIFVP1EeASh04UCBSTGoJLUNShI46p49vNhU0aDtSYeeHHcU8MDIbW1EujPsPlR6osdpxeX1EREQRrXZQWlGJY+JoTLKNxG3T0O6ZC/ZKtN//hTv6P4VN1irXM3eA+86odKVcAUBdKdgrlWxZxtjGr2i1linvR1ayDZhFoL0gAJh0ejomWVieW+a3vV2CBZNWVCBu6fKkZP40e83xAIFjvD6ZP8/eytx7BpMdmq4JQaLSGthxuMLvPMPOwlrmbS3m5gEpIeiZcExmbOBnfJ1ahUUvyk4LoSfuCMJYnM7L8A7+Jw1GdIwnXhe+kUi7i2rISTbyzwV7GPPKSsa9voar3l3Psl0FTMiJpdodnvEtXq+LrzflB2yfu7kAh0OsImsVvG7mbykM2Lxoe1ETdkYIpE4Ti9zzWv+NSTk4jWIgSjh9hytseHzy6Zcb8Hkgbw0kdj691yd1hdoiZYXWbyRE6DlUbm1EbwWhacgeD/O3Br4eLtzWuOuhNbYbeVMW8X/F4xj1USkXflzCZQu0fN3lP1Rd/jFVqpjT3leVzcWvuf5LF8gyrD3ov+xXQN0ngsbgv+38x0QqZSEsLNtdGrBt0fYikIPzDOpw+0i2qLhtcBoPfLGTS95Yw9jXVvOfxQf436Ru7CuuwXuquuaNYU6Ablf6b0vpKSYehRYjM9bMgm2Br7nztxQil+ykzfxJlNTYePj7ckZ+cISLPy5gl9XMv1Y5uWBWNWM+LuHCL+y8FvEgZZd8AJKEdGg5wzM1TN9qx9bzZv8HiG0LXpdyb3tkLcy49P/ZO+/wqKr0j3/unV6STHpPCL33LoIoYgdEAQVU7L2vq67703XXvquru/aKuBYEO4odERSl996SENL7JNPn/v64QoiZCQkMmUw8n+fhgdx35t43JGfuued83+8Lzw2DZ4fC/86Hwo3gC+7idhifV3XneWuK+t5nh8G8yWrrLW/kOmoKBKHCr7iYMTQdnSZwu7qbxnfGqggBeUen0uGlsDrwGnONw0upvXUOa4L2h8fvZ/7qpus/h/hwbQHl9cI1JJwkW+Sg7YQvGJJOgk6MQ0H4ESKBiEbi1gndOPl3QoGx3RK49bRuzfcubucMyIjminnrWby1lENrP+V1bv788Q42F9VhNUamS4JfUXB7gy9mebx+FCVEi12Cdo2igMcXfKLm8kSuyKcj4UYDgy+B3lPAlqX230zsCRnDUM7+F15hyCNoBbt/s3xMa6lIoHgzuOtUh4CWENdZrVY+sKpJKCnKQEGVA3+oNlQEghDhV/x4mpkbubytux86dDYu/aiMr7eXH55Dltpd3PFZPj/Vp2PUt7yH+dGGi7u1Nq3RmXDpJ6oLTcYwyD4JolLgnKcgbXDrziUQhAm3L/iY9PqVkD3LSMDArFgumbuO/eUN7XLW5lUz47XVnNE76ahjtMXozTDubug9ufEzdOYImPoK6IXTm6BjEGc14G7mvurx+VHcdRSd/hz/t9yF3QOp0UauGtOZd37NY96vBbh+u/fVuX08s7yIl/IzcfS7RD2/UeaTTWWsTZ+Ns99skI5YckwdCFNehPShoPhhyUNqqyz5twq6wg3w+hlQncdRqdoPr58JRZsajhVvgTfOUmMCwR8cxecnWnbxyqVDSYxqMJS3GrQ8PKUv6VFa8IuNqY7O0eZJoWoRJQgffr8fTzPPpKqLhPhBhxOLr4bnZw1mQEaDJ7YsweQBaVx9cg4Gb/DWMAJBWyFEAhFMpUfDZa+vpH+GjdcuG8pzMwfz2mVD6ZsewyWvraTSHbl2JfmVTnaWBK54fPyb/bjcrjbOKDSY9HqmDwxuGX1e3wRiTJEpgBC0Dq1Wy2m9gvdYPKNvShtmIwhGrK8c6bPbYMS1MOFvkNJf/feZjyH9+E8snlZWkQr+0OwutWPWa4g1t3CT8sBqMEa33OZYo4e4LpC/skkoKcqIx6dQUhuZ909Bx0Wv0zKhmfvh2X1bZ4+4t9TO3rLAc8hHv9qNw1EfMBaIGJOWPmnRQeMjclpZ+a/VQWIvmDkfup8JmcPhwrnQ8xww2Vp3LoEgTIzrHny8ju2WiEYOzTOoTnHzzPd7Ai5w1zi8fLu1EH2o2g3UFqsbjn3Oh2t+hMs+h2t+UIUD/7sQ6opDcx2BoB1wXv/g88oz+qRgioojKimbf3bdyCvpn/HRhGom9U/i662Bx8Gbq0sp63UppPTDYDDiV+CyBbk8rZnD7hlL8V7xrTqext+nCmAlCcr3QEJ3yBkHF70LA2epJ/PUw5p5zbsJeN2w8hXwBqiO9brg15fUvwWCPzB6o5mPN1ewcE0+r106lIXXjWL+tSOZf+1I8ivqefTr3Th1tnCnKTjB2Mw6bEHWHow6maQjBCSCyMRqNHJO/+DPy2f0TonYQsuOQrE3imvnreZPZ/Tg05tO4t2rR/DZzWM4tVcS01/8hVJs4U5RIIjcEsjnnnuOf/7znxQVFTFgwAD++9//Mnz48HCn1aZU1nuwu3w8t2R30Hintk0pZGw8UBk0VlTjxNFMxVl7xuly0jfdRr+0KDYdrG0US4wyMHNENnVuP4FNaAQdCacXLh6WxfJdZdQ4Gy+CjOwcF7rKKMFxIbnrYeI/YOHlqo37IXQmOP8ltQ+mQNBC9pTUkW4zIbXU6efAaojv3jpnoMTusP1zdZFVZ244/NsCQH5lPSkxQezOBYIw4PDC9GGZLN1VSo2j8f1weE5cq+se1uVVBY0dqHTgbIUxQZzFwCPn92Paiyua9PKcNSKrUWVWi3BUweo34Lu/NRxb/m/ochpMeV51FRAI2jn1Hh/jeySxZEfj3qdmvYbLT+qEO0ST2Hq3l3X5tUHjP+2vZVZ9PWazOehrWoyrBurLYMGcwPGqPEjscfzXEQjaAUnRBobnxLFyX2Oxc7RJyyUjs4nyb0Xz+kQsv23CW3Um9p7zXdDzuX1+qnwGMsfdTb29GlD7Xb/4SwlWa2cu13yLdumD6ounz4NPboC8XxqfZPxfYMgcWDMXcpeD2x5cPOeuhbwVwb/BvBXgqgWt2PwS/HGpdbr5eX8Ny3aVsWhj09ZdydEGql0KotFVx0aWJO6a2IP7Pt7cJHbzqd2IXP9hwSFqnW76pVronWpla2HjivSkKAPTh6RR6/IRKzYawsbecgf7yuu55LWmxTwA1W7IbOOcBILfE5FOAvPnz+eOO+7ggQceYO3atQwYMIAzzjiDkpKSo7+5A2HRN6/xMB8l3p7JiA2+2GPUyeg1EfmriyJpefqHXJ6e3pf/O7MzXRItZMSauH5MBvOvGsrjX+/GpYhp2h8BPwovLd3NszMHM2NYJuk2E92Trdx9Zg8uGpbF5oLqcKcoABSDFX54tLFAAMDjgM9uRYluXYWr4I/NrpJaUlu6QW8vgep8ddO/NcR3A78PihovBCRFqwulueUtr3GMQkgAAQAASURBVKIWCNqKl5bu4dmLB3PREffDP5/Rg1kjsthSEFw4GoiM2ODtPCx6DTq5dfOsXqlRfH7LGKYMSiMtxkj/jBhenD2Y20/vjs3cyqqMqtzGAoFD7PkOtn6q9iISCNo5BRV2zuqXwn3n9KJXahRpMUamDk7nxdlDeGnpnpAtOOs0EsnRwe+Z2TYdOl3L24c0f7GjtAEyR/Y2Sp3LS2GVg8JqB07R0uwPzzdbi5k5PIs/n9GD7slW0m0mLhqWybMXD8boLEEz/+LGVfpeJ9GG5u9P5tgUWPUqWp2e1BgjQ7JjmXdxV2alF2M5JBDIGQcFa5sKBACWPKI67Gj0akue5jb4tUaIauYZLDpNfc3RqC2G6gPqnFsg6GDoNBrSbcHHUXK0EV2ErqsKWk5lnZv1+VW8dMkQxnZLIDXGyMjOcfz34kGU210U1wZwZBFEFFqthjTHTl4/Xcv/nZZKl0QLmXEmbhydzIfTEkgpWoJBG7lO0x2B6GbWDCQJtOKzWNAOiMhd5Keeeoqrr76ayy+/HIAXX3yRzz//nNdff5177rknzNm1HfF6N71So9hW2LTCondqNPG6yO0v1TctGrNeQ7276SLGjMEpJOo9Ycjq+PFLMrVOL6c9vYKLhmXw6KTuaCRYkVvLxGd+Is1mRlHEzeGPgFWvYVyPJK58cxUTe6cw56ROOD0+Fm0sZFthDZ/fcnK4UxQAfq8bOUB/dwAclSj2Ukjq1bZJCSISRVHYU2Jn0oAWtg4oWKP2cY3v2roLmePBFAcH16pW5r9h0GpIsOrZVyb6nQnaF0naOs7uauKKuauY2Cf58P3wi82FbD1Yw9fX9WvV+QZmxWHUyTg9TXszzhqaitHQuo19vVZDt+QoHjm/H3anF51GJtZyDJaNiqJWSAbjl+fVfuhRya0/t0DQhozJNDDxxY10TrBydv9UzHoNmwuquerN1dwyJplETT0QddzX0Rst3DAmg5sWbA0YnzE0EzlErQ0wJ0Dn8bB3SdNYTGbzG5LtGL9fYV95HU9+vYOvtxSjkSUuGJzB9ad0ITMuBA4Mgoij2uFGK8vcNn89fdOjOW9AGkadhnV5ldzy7joWTwacvxOrKwqJ9p1kx8cGFJsOy7YRt3shuGoo9Fp5cXYmKfatJPs2w2d/anhhn/NV8XUw9nwH2SfBqBubF+7oLXDSbbDzy8Dxk24DQzMlk3VlsOtr+OExVbyX0B1OewCyR0e8IEggOIQWH5cOjOG9VQUB4zeOiCVOrgMsbZuYoE3RSAoL1hzg223FTBmUztjuiRTXuPj7oq2U1ro4p59wMYt0NH435g2vYtu8kCsyRzJp+HQUSUts7mJ0734FyX3QZI0AjiKIFZww4i16EqMMlAZo/Tm+RxIGIRIQtAMi7rfQ7XazZs0aJkyYcPiYLMtMmDCBFSuasRzrgMS5DvLC2XFkxjX+oM+MM/H82bHEuwNPBiOBlPKVvHXZAKIMWjJjTYzKicOk13BSjo0bRqegc5SGO8Vjwqf4OX9wOgDvrTrAr7k17K5w869vduP1w9TB6WhaWeEmiEzcPoVx3RM5s08KX24t5JutRXyyroDdJXaevmhQ5H04d1B8niPEVqYE6D0FYjsfPuR1BLfBFQiOpKTWRZ3bR5qthQ9nB9eBLevo1Y2/R5IgoasqEvgdKdFG9gXp1S4QhAvJ6+L06P1M6RvLV1uL+GZrEYs2HGRnkZ3np2SRdiDIJkAQ9pY5mHvpQCx6DdlxDXPIsV1jmTE8k0pnU/FASzDrtSRFG49NIACg+JqvVnRUqq8RCNo5qYXf8vqFncitqOObLYWs2VfBV5sPMr5rDNPTy9D4HCG5jtPjJzvezJwR6gZ9vEVPtEmLTiPxz/N7UFTtwBsq9w19lNpeKqkXxHaH0x+CTuPUFiBTXwFDdGiu08bkV9Yz5dmf+GJTEV6/gsvr552Vecx4aQUFlaH5OQkiC4fbx9BOsSRaDewvq2dXUQ21DjdbCqrQaWRMvlqwZUJCD1Wsao4DcxxJy/+P1yYnk/I7d48uiRaemhBN7Pb55J36PM//Ws6sV37ly0ILflO82mZHawRrMhii1Htd0OQqYcR1kNDt6N9IUi+Y8Hc1x0NIMpx2PyT3Dv4+lx1WPAcfX68KBADKdsL8WbB5IfgisxhFIPg9fp+HrMJvePzsDLSyxPgeiUweoN5Prx6eyDD/JiRf0w0rQcci0aSQEm2kst7D99uKKK5xsGxXCaW1LqKNWlIsYv054vG5kevVNqhS/i8kbplL0ra30O1aDIofHJVIivcoJxGcSIw6DU9c0J94i57sOCNn9k4m3qKlT1o0V47JAY5tfUIgCCUR5yRQVlaGz+cjOblxlU1ycjLbt29v8nqXy4XL1TDxqampOeE5thVeg41OX1zBwotfJc9pIre8jk7xFjINDpIXX4l76usc4zJm2NGYY+lXvpTFN51JQZWDCruTvyV1J9YASZ9fgffcZyJyEzXObCTBYmDFPadQ7/Gzp6QOl9fPN7ePxaSTKax2YdSKSRp07LELIKNQ5fBw95k9uOnUruwoqsVi0NIpwUKMUSavUjywtQuMMZA1huLz5lLqgLxyO8lDTaRG6Ulb+QhyQiurvDs4HX3cHg97StQK/vSWiAQUHxSuh6xRx3ax+K6Qv1Ltr2xOOHw4JcbE7hLhJCBoSjjHrkc2Eb91Pred+SJXn0rD/TDeQqwjF11t6yrrTUYDFbW1fH3zCPIrHVTVufh7cndsBoXbPtzOI1P7tzrH8soKyusV9pbUEGs1kGkzkWSzom2N1bmshd6TYPuiwPHOp0TsRmSkYXd4KLG7yK90UFnnpnuylSijLuIqq8M1buXYbAYZPCy+ZQy5FfXUODzceno3bHqJxM/nUJ/xXEieQY06mZd+LmDOyAxmjurK9qIajDoNXRKtbM4vp6DWFzr7VHshbPyQ3BnfUVHnZn95HaljZ5IcZSCnbCnYi5uvTG6HuL1+Xl++j1pX04Xhg9VOfthRwqyR2WHITBDOe67fr2DUafj4hhF4FRmH28fesjr6pNvokWylWvGx/rSheBU/XZNjkL0OdheU0jVGIX3/h3xwzY3kVvk4UFlPVpyZKIOMZNSy74LPKax2clbfaK4/pSuxJi2KUgTT3lQ3KezFYEmA81+Gz28PLBboNQlyTgatSW0DUJWnVv0ndFPdA6oLoK5U/dqaDMOuhN7nwcENgB9SB4E16SguAqXw8zOBY9/9HXv26fxQbCArzkxKjJGkqBa2CRN0eCLtOddsjcGjkzmtRyeG9urCnhI7Lq+fm07thkUnYVv6Jo4+Z4Y7TcEJJlljZ95lA0gzutDVF+Ov2Mmf+qbjs3bhgNtCssYOdFwHlUgbt8eCzhSNs+tZyP0uhoxhKGW7UXxuNEk98VUXIG/+ADnC5rAdDUVR6J1qYeF1oyiscVJc7eS68V2IM+txOF3o5Ejc4RJ0NCJOJNBaHn30UR588MFwp3FCqJSiSTrnSZI/nklyzUGGmRPUDYHoNJQpL1IpxRCphqXu2K5sV7pw+YurqKhrqOSd0COehybPQ9boSQpjfsdKdV0d6TY9P++p5C8fbcLlVdVisgRXj+3M7BFZeHyiigw69tgF8PoVUmOM/Pf73cxffeDwcYtew9MXDWRQutgoaA/IOhMFk9/hpvc2si6/4YEi3WbizcvuI9MsFJ9H0tHH7fGwu9SOVpZIaqa/8mHKdoO7rvWtBg4R95vbReFG6HLq4cOpMUaW7SrF71eQhWuN4AjCOXZrMVB51is8v3Qv763K41BhsFmv4ekZAxmUnkViK87XPdFAnuzlnBdWUVXfUBF4Vu8Enpram/pWFh4XV1Tzl0928N2OisPH4i165l42kF6ptlYJBTwZo9HZstSNjyPR6PGOvRutWMA54dQ4nGwrrOOat9ZQ7Wj4/Ti9dxL3n9snooQC4Rq3rpQhbChycf1rPzfagJ40IJW7z52HRg6NebHT4+fO07vz5opc5q3Yj/+3sWvQytx/Xm/GdovH7fWj14ZgYc3rZv/gP3HLu+vYeKDBaj0j1sRrl51MD03kLSpX1bv5bntw95JFmwo5f1A6ZkOHXxJqd4Rr7OZV1PHo59u5+8zuVNT7+HFXMU9/uxOPT+GiYZnkltfzr6924PapzzcaWeKuUzMZ3TmJU19dz31nTmOoA3Qaibd/zWNXiZ1BmTbuPqsn18xbRVFNQ2/rYdmxPDOtN2lLLoHSbQ1JpPSHC16FhVc0bmsQ3wWMNvA4oGwXvH2BKhA4RNfTYPBlsPBy8Pug25kw6Rl1zhvX4PJ2VGoOqu8PhKuW8tJCbnpHFTB0T7by2mXDIuq+IDhxRNpzbk1tHXXdZ/DTniru+2hzo7XHa8Z2ZvbYx5GdXixi6tmhkWQLnQx29O/PguLNDYH4LuRc9D5aY6TuGrSMSBu3x4SjCqXnJJT9P2J4aRR4fxNFSDL+k+7Cf8o9aF21ENVxxSDtneRoPbkVTq56czWF1Q1zpcFZsfx7xgA0weYlAkEbEnFSlYSEBDQaDcXFxY2OFxcXk5LStJfOvffeS3V19eE/+fn5bZXqCSdWqkf6/E4o3QGuWqjcp/5dugPpizuJlZv2i4sUSlxaZr+xFqNW5uqTO3PnxO6c2z+VpbsreH35fkxyZG7MaWQtFfU+/rRww+FJOoBfgZeW7mVzQQ1x5lZUpXVgOvLYBXWz7vvtJSxYc4DxPZK44/Tu3HBKF1JijFz/v7VUOMQkoT1Qq+j5+6LtjQQCAAVVDubMW0e5K+JuoyeUjj5uj4c9JXZSY4wtaylTuA50RrUP8rGgt0BUGhRuaHQ4zWbE5fVzsFpYDAsaE86xm2A1sXRXGfNX5TGueyJ3nN6dG8d3JTXGxA1vr6XC1bpd/XqXh1lvrGskEABYvLWMt37NJ9nccoGMs76el5btayQQACivczPrjbUUVbXOmWO/x8aec+bj7DsTNGqttS9rDIXTv+DnKlurziU4NkrtXi6fu6qRQADgm60lvP1LLrWOyLGaDte4LXFIXPnmauKseq4f14U7J3ZnYu9kPt9UxIfrDxJnDo2XncUgsauwkrk/NwgEAFxeP3/9eDMut5tQFd4clFP426dbGgkEAA5UOrh63hr2eWyhuVAbotVIRBmDCwBsJh0ajRAMhoNwjN1ap5v3V+VT5XDhU9RnmX9+tQO/Auf2T2XywHQe+WLbYYEAgM+v8Ni3edidHk7tmcCDX+ymzuPnzgUb2XCgmnq3j7vP6snV81Y3EggArMqt5PGvdlKXNa5xIkUb4adn1LYAAFoDDLgIznoCPrgCKvfDvEmNBQIAu7+DvT9Az/PUr3d9qZ7H00r3vaO08VLkhrWYncV2bnl3HRV1wuFPEHnPubJWQ1m9j7sWbmyy9vji0r1sKqwlPkr0KO/o1Pp8aD+7obFAAKB8D7oFl2Dv4O0zI23cHhNaPRpHGYZPr20QCAAofgzLH0cq2oxk7dhikPZOaa2niUAAYG1eJY8t3g46IdgVhJ+I293Q6/UMGTKE77777vAxv9/Pd999x6hRTW15DQYD0dHRjf50FHTuSrVncSAK1qJzVbVpPqFka0EVN47vyq0TurPhQBUfryvApNPw2mXD2FRUT5XTffSTtEM0Mrzzay7B2me+9ONeSupEryDo2GMXIL/KyZdbinljzjCy4818uuEgP+8pZ/bIbB4+vx9fbikMd4oCoNoJX28vCxg7UOmguDYyP4tOFB193B4Pu0vtpMa0cCHm4HqI7cxx7X7E56gtC2i44Ry6vmg5IPg94Ry7BdUuvthUyBtzhtEp3sKnGw6yfFcps0Zk8cjUfizeVNSq863PraDeHVho9+avB6lsxWJ/md3JO6sD349rHF52FLWuuvjdlXmc/WYuf/dfzprJ37PhwuW8mvZ3zn2/ike+3E1uWV2rzidoPWtyK4P+fryzMo9Se+RsBoVr3C7bVcp95/TiqjGd+XVfBR+vO0hilIE35gxj+c4yCmtC839YV+fgP0v3B4wpCry3Mg8lRA5stS4vS3eVBozlVdRTUR958704i+G3PqeBmTO6U+jaNQhaRTjGbmmtm3m/5PLo1P7sL6/no3UFdE+28sacYYzpGs/bv+YGfe/zPx3kppPSAHjlx72M7aa2skq06qmq91AcZMwv2lJGeZcLmgb2/QjJ/WD6PJjyglrZ/+7FIOvUjSxnddP3AGx4D3pPbvh6zVyoC+6WERBrMliC+BMldGdjZeOCjXX5VY2cLQV/XCLtOVdC4u1f8oKuPb68dC+l9sgRRgqODYO7Ejn3p8DBkq3oneVtm1AbE2nj9ljwoUFe/VrQuOHnJ3HXVwSNC048hTXOJgKBQ3y1pYhalygSFISfiJSq3HHHHVx22WUMHTqU4cOH8/TTT1NXV8fll18e7tTaFtdRFvmPFm/HGAx69paV8f6X2w8f21Nax2cbD/LszMH4/K30im0n1LkVDlQGr+AsqHLg8UXm9yZoHRJww7gu3PLeOiqPqHZcn1/F2G4JzBqZFb7kBIepd3uDPlgDlNWIimxBy9hTUsfIzi2wePM6oHQ7dD/OHpFxXWD/T1BbqLoKAIlRBow6mZ3FtZzSIxKb9gg6KteN68Jt89c3WojfcKCaMV0TuGRU63pm768I7qRV6/LiaYUZldvnx9nMG/LKW76pX+/ykl/pwOX1887aUt5Z2zju8fnxNXfDEYSE3GZ+ZjVOr5iHt4DUGDMfrivgqy0NAp49pXY+XX+QZ2cOIlR+b16/n8KqwAtqAHsr3Dg9HnStaPkRjHq3r9n5Xmlt5IhHjmRs90RO6ZHIDzsaCyAuHZVNt2ThMf1HwudXqHF4MWg11Lt9VNZ5+Os5vbnp3bVMG5LJwWbG2oEqJwadKig5UOmgz29t8VJiTBQ2407l8ys4fEEEr/YieP/SxsfMcVB9IPDrATz1IMmNv/a1bmx6Lcl4L3gL47vnq60NDmG0cfD0F3ji46YbKXVi8V4QgTi8vqOuPbojdF1V0HKUo+wL+B1VbZOI4IThdzswVO0L/oLqA+AXgqBw0txzhF8BRxABu0DQlkSkSGDGjBmUlpZy//33U1RUxMCBA/nyyy9JTv5j2aco5jgkrRGGXgE5Y8HnVq1L9y2F1W+gmGOJVAPBhCgz769uagPk9Ph5fslu/jO9XxiyOn5izToGZsXy467Alcl9UqMx6SPO4ENwDOg0MgvW5DMw3cotw6OIk+wospYtVToeW16BUVT2tAuijVoMWrmRRd+RZMaLBVbB0alzeSmqcZJma4GTQPFW8HkgvuvxXTQ2R11ILdx0WCQgSxIZsWa2F3VsW0FBZGHQyny07gAD0izcMjzl8P1wa7WOx5ZVotO0bl40MMMG5AWMpcUYMWpaviBq0sokWPWU2QNXEfZOs7X4XGaDlsFZNr7ZWhww3jstGkMoeqsLmmVAhi1oLN1mCk1/+w6Ozaxj44Eq/n1uOgPjfWh8bqqw8uLaOt5ckcs/JvUKyXVMei390qP4YWfgKrcR2VFEmUPTKzzqaPO92MjsSZ4UZeRfFw5gf3kdizYWotfKTBqQRrrNRKwlNG0hBJGBTiOTEWui0uEi3qpj2tAM5q3YT43Dy/7yOnqnRbM2rxKAbklW7hljo6vVBYofr96G47c2BAMzbewvU8V4e0vr6JwY/FnIotdgIYBwT9aCJoC4p7oAknoH/yasSeC2N/76KO0Dfk+x3cN9SxT+euG3ZFb8jFS8CTKGs8cyiNu+KG+yqSpLECPaQQoikGiDlsHZsRTVOLn3iPFc7DXz5IpaLEYdUXqx5tThMcWCrFEdWwIgR4nCgUhHa7LizxyObC+GkTeogjtFAa8TVr2KYo5H1kfmPLajkBNvCRoz6TRYDRG5PSvoYETsb+FNN93ETTfdFO40wopHH4t+9odIvzwH712s3gQkCXqcg3LJR3j0sRjCneQxsjo3uBXO2rwqvBGqeFVctUwekMZry/ZS9zulmCTBLad1Ixk7IG7gHR0Zhd6xChdlbMa26O/gUjftOsV3ZfDkF1mYX8k4UekbdhK1Dq4clcbzy5pWtYzMsZFoEIpcwdHZW6pWrrZIJFC4HozRwa1QW4rOCNHpau/X7mccPpwZa2J7oRAJCNoRfj/dY/xclL6V2EUPgku18O8U34VBk15gfl4Fp/Zs+f2wa4KBzDgT+RVNq6f+PCGbZEPL2zol2qK5fXw29322q0msS6KF7PjWbU5M7JPCCz/socbZNIfbJ3QnPUI3IiOJbslWMmJNAavrbjmtGzkJwRdxBCqbCqpZcEEcGd9eByXbAMjSW3h05F18rIyj2ZL8VhCnqeeO0XEs3VXe5JRWg5Zzu+jA6wbt8W92Rxu0XDw8i7k/728SG90lnihjxC6bkBBlICHKwNBOLXAzEnRYOiVYuH1Cd258az2vXzGMeIuBez7cBMAPO0p5Y84wFqzOZ1hWFE+e5CP561lQ/VvRhjmO6lOf4PKhmUwdmcWfP9gIQJ3bi6IoDMiIYcOBpi0Crh2dRvLmfzZNZvBlEMj+2lkFCd3UP2VN77uMvBHWv93w9Sl/AWtqq/4fyu0ufthVyQ+7Kpk+dASndD+P/Mp61m6rYkdx04rbqYMzSLAKQY0g8vB7XZzdK57Z6UUkfT0bqlQBbbYplhfGP0FZyhgUnxux9tixcRnikPrPRr/+zSYxb49zcenjEJ9wkY3icSD3PFdt4/P1fY3u3Zz6f0gp/dF4g7sFCU48kgSDs2yszatqEps1MgtZisw9LkHHQpRKRDB6VzWs+C9s/7xhMUZRYPsiWPGcGo9QdDS/8SYpEWrFIkkYNfDWlSPomRJ1+HBajJEXZw8hyqgBb3CbXEHHQaN4uTC5ENt3dx0WCABQvpvUD6cyvVv4chM0YHCWcMUAMzednIlRp94yNbLEuX2T+PeUrsRVbQtzhoJIYE+puuiYGmM8+osPrlNdBKQQeAHF5UDhBqDhoSMj1szuEjteX6gMoQWC40OLj2nJRcR+e+dhgQAA5XtI/ehCLu7ZurGQUvA1b1/an5O6xB4+FmPS8dC5XRkXXYjirGnm3Y2RZJlTu8fxf2d2Ifq3TUJJgnHd4nnj0oFoDa0TCWTHGnn7qhH0SWvoh5kSbeS5mYPIihOLtG1BToKVNy8fzqjO8YePxZh03H9eb0YfcUwQnHOzfWR8fMFhgQAA7jpifvwb51m2owvVCoMCXXe/wesXdmJQpo3JA1I4u28ywzrF8v7FWaTtmBuaeyVQbndw5UmduHJMTqP53jn9Unh0aj8q6lreWkQgaK8Mz4nlmrHZ6CU/siQddp30+RX+890u/nPxIB4/zUbyR9MaNhkA6iuIWXQV9wyV+XhDAc9M78/4bvFIEtz67nr+NW0AE3snI/92QrNew03ju3DRsAx0er3qHACgNahVjuPuhiFXQNbohmuY42Hy8xCTBbM+hC4TGsa3MQZO/Sv4vVBzEN+gy1Aumg+9JoPcug+cIz8x3l99gD1ldtxeH+cPSuOCwenoNOor9BqZS0Zm8+czemA1CCcBQWSSpJSQ9OGFhwUCADgqifvialJc+5EU8TzY0YmOicU/7h7cQ69VP4MBZC2e/rPwnfE4UbHHWZggCDsSGtVZ+qOrm9y7WXQ7OGtQxFgPK+V2JzeO79pormTSabhyTA6d4i14PKL4TBB+IlcSLwB8SDsWB4xI2xehjL+vjfMJHSM7JwK7A8ZGdY7Dqo/MRgp+jYn3V+0mIyGKJ6cPoKreg8+vEGvWUe3w8MSX23j0/H4khDtRwQknSqrH9MsjgYOuGuKKlkN2j7ZNStAExRBNwpd/4eZTH+Sifj2xO92YDDoSjAqWnx5AOfmOcKcoiAD2lNqJs+gx648y7XJWQ8U+6DcsNBeO6wz7foTqgxCTDkBWnBm3z8++sjq6JUcd5QQCwYnHKjkw/fpY4KCrhriDP0JWy++HSkp/st4dz/Nn/oeKs4fg8vqJ1vpI3vIa8qpNOM95jpZu7RfXujj7hbXcf1Y3Ft0wjDqXD6NOg8vl4op56/n75L4kdG2B+Oc3tFot/TJsvDB7CHanB49PIdqkJdNmRKsVj2VtRZckK/+c1p86lxeHx0+0UUuSVY/VJGqpWkJc5QaoD9wCIO7Xx3F0Gwsc//2lTmtDNtkYb9rD2FMU5C0fgMGEf+QMNGVLsWeOxSJrQ9Jez2TQ8fryvdx0WjcuHp5JncuLSa8l2qjlu83FjOgqBCSCyCczzsL5A9P4elsJSdFmzu6XyqcbDgKwOreSzlsLGR/9CXgD987VL3uc20f/GeuiC/hP1njKR5+J0ythLd/EQ2fk8KeJ3al3+4gyaEgp+QnL8yfDgIth2psQlQLuOtBbAQXiu8BF70B9mbq5YbSpr5E1YIqBC19XY14nGKLBEE1RnY+NsRfx4YZiojZpmGmWyMZNXCtaZ8RbDcSadVTWqwvyT369k3HdE8lJsDJrRDbXn9IFt9eP1agj0arHdLS5u0DQTtFoDURvXxB0PFtX/BPdlFfbOCtBONBGp+Ac93/4R1wHLjuS3oLbGI/BLNYCOgKywYSy7TOkIGNd+eU55PNfaeOsBEeSHmtm6gs/c/6gDF6cPQSvX0FRYNHGg/ywo5STuw4Od4oCgRAJRDSuo9gFu5rapUUKNr3CbeOzeXpJbqPjUQYtD57bA5cUmWruGpefTknRfLe9hLsWbmwU658Rw82ndqXG5RcigT8Akt8LpduDxjUFq4Ar2y4hQUDKNMkknnIXhrkTyDiywlXWoFzwGjWaaGLCl54gQthTaietJS4ChRvUv+O7hObCsdkgyVC04bBI4JCV9sYD1UIkIGgf+D3N3g+1Bb8CV7f4dBVyItG9pxIzf0rjz2ejDc+cryjxWchu4bmcHh9V9R7u+GBrwPiO4lpGd239rE24BoSfDNHa4ZjRFK4NHqzcj6yEphqm1g2JA6fDB5ejObiu4fob30PpPwNNzkTcXj8G3fH3VNbKMpMGZTDun0uxu7xHHJd4ftZgFIQNqKADULkfIxJJMVae+W4X14/rws97yiizuwGI1vrQF68L+napdCsGbzUUrCaqYDVRK35rJWCKhWlzSXI7YOFljTcl176pzms3vKM6YAJkjYQL50J0Kphjm1xHPWeM+uc3CqsdXPH2KrYd0TJrwZoCLhuVzW0TuhPbQqFAcrSRp6YP5Mo3V3Gog+XSnaUs21XKK5cOpX9GDFqNMFwVRD4utwNrM/druXQrPnc9IERwHZ3NB2u4+OVfcHgaHHn1Gpm5VwxjRE48Gjkyi/AEKoqzFunQOlIApJJtKM4qsIi2U+FC8fn408QePPDpVuataNjnMmhl/nfl8FB1ahMIjgsx+41gfProo8Qjd/E/ylfJHO3XLJiZxZm9ExicZeO2MSl8PjuVnLWPYSGwQq69YzVqsBi0LNpY2CS28UA12wpriTIc/0KXoP3jlzQQ2ylo3JfUt+2SEQTF5KtB+vTmxhbYAH4f0ic3YvCJ3l6Co7O7xE6qrQW1y4XrwZoMxubv7y1Ga4SYDCjadPiQxaAlzWZkU0HktiQSdCwkWXuU+2G/Vp2vTLEwXzeFqhmf4O9xNmQMw3XyveRP/5JHfvWg07R8nmXQyVj0Gh6c1Juf7hzNd7eO4sc7RrP4xuEkWvXH3r/eWQuV+6F8D9SVHds5BIIw4U/sHTwYlYI/RGLuaIOEtHmh2obnd0gb52Ow56EL0WaeT4G7Fm5sJBAA8PoV7nh/A3IrLc1bhKMaynZD8Rb180AgOJG46+D7h8GvsK2whhV7yvnrx5v554UDuOGULgzOshFjteBN6Bn0FP7YHMrMXfDM+hjlt/srY26HSz4CYyz+pF54r1mOf8QNkDEUpd+FMONt1SXrkEAAIO8X2PFFi1P3+fy8vyq/kUDgEG+uyGV/ecvbgWhkiZFd4vny1rHMHJ7JoEwbFw/LZPGtYxndNSGoQKC4xsm+MjsHKutxenzg80H1ASjfrf7t8wZ8n0AQLnQ6A75mxrMSm4NW37q2WYLIo7jGyU3vrG0kEABw+/zc+PZaimvEelakI+kt+BKCu+4psTlIhhCtLwmOCaNWYk+pnZcuGcLZ/VIYlGlj1ogsXrl0KAtWH8AoizmEIPwIJ4EIplqKIi5rNFLez01iSqcxVEvREasJ9e//CduyBxlm+g99e07FnZyAtXgNmne+AyQMI64jEhWvHq+fT9YXBI1/tK6AKQPT2jAjQbiokm04h/+JuMXXNw1qDVRnTRCOEu0AvbtSXbwNhLsOqWo/JHZqy5QEEYbPr7CvrK5R/+vAKHBwLcR3C20CsTmqkwAKhzqx5sRbWJ9fFdrrCATHSA0W6offSdwX1zYNag1UZU9s1f3wl73lZKel88RWLSbjncREQ26pxLBoCx5/NU5vy3syJkUZ+ObmYaw7UMv019ZRUOXAoJWZOiCZT64fjlZzDPb0FXvhy3th11egKJDcF855ClIHgK7lrQsEgnBRnTScBL0V3E1d66qG3YZTE9filh7NYXYUwfq3g8altW8iZY8G+fjbRNidXnaXBHbhs7u8FFY56JJoPe7rHKZiHyx5GLZ+DD6Peq8+/UHIGgXWpNBdRyA4RH0FbPmQgvFPMX+VKrzJq6jn8rmrGJ4Tx+DsWErrfFQPnEX8qpchUP/isX8mYeW/0O39BnqeA5kjIGccKAoVlSV8VQbP/FzGoIzJDMi8kKyEGIYpBSQGGserXoFek8B69H7YZXY376zMCxp/b1U+AzNtSFLLqmFNOg3dU6L426S+ODw+TDoNem1gcUCNw8NPu8t4+IttHKhU5wALL+lGn9LPkX/6NzgqwRgDo2+BwZeK8StoN3j9CrW9ZpKw+mXw+5rEy4fegc+rRcw8OzYVdW4OVDoCxirrPZTWukhrSTGDoN1S51Wg36VEr3414L27ftSdVLlNpIchN4HK/jI781bk8cGaAs7om8LQTnHsK7Nz+dxV+PwK14zJDHeKAoFwEohkNFoNTPw7ZAxtHMgYBhMeRG5FpVR7Q+OtV//hqMS07jViVjyOZu+36mKq4kdSmk5yIwGPT6HOHTx3h9uH1y98Zv4IuLwK37v6YB9xB8hH6LXM8ZRMmc8Hu8OXm6AB2d+8ovPwZ5VAEIQDlfV4fMrRH75rDoK9NPQigbgu4KiCqvzDhzonWtl6sAZ3KzZLBYIThcfn51tnT2pH/inA/fA9PtjVunlRz5RoHv9yO++szOO1X4t5alkxH6wv4p4PNtE/04amhZsIADqNhrX5tdw4fwsFVeoCm8vr5901hdzw7gYUXyudrary4fUzYeeXHPYVLN4Mc8+C8l2tO5dAECY+2y9TdP4C1fnmEJJM3eBrWa47iXpPiO4tih88wedZkqdObVcSAvyBNkSPwOMN4bNnZS68dzFsWqAKBAAq98H7l0L+qtBdRyA4EsUPfi9+RWpSUbpyXwWvLtvHvF9yeWcH+Ke+om58H0JrQJnwN2TFh27TO1BXCmvmwrcPwGunobjtfF6WzL1fHqCoxsnireU8tqSIGxbs4K+r9FSd9Nem+Xgc0MI1HT9Kk5yPxO70HJNVr14rE2PSBRUIAPy0u4zr3157eJNt2oB4Ou96Dfnb+1WBAICzGr7/Byx9IqJbfgo6Fj6/n/d3y5SdO7fJeK4e9xCflyXh9YlnwY6O19/8z9gtfgciHq/Pj9lshUnPNhnrjL8PY3yGGOthxuFR15Xr3D4+XFvAK8v28u22Eny/7f+In4+gPSCcBCKYGH8N0tvT4KTbYOxd6sOJ0QYlW5Henobtiq+AlDBneWz4skYT1KgypR9ujRVDWyYUIqKNWqb2jeOHHaUB42f2iiXRJEQCfwQMWomv9rlZbzqTy2ZcgNVVjKIxkOeO5qHvK7ltQpD+jII2RWMwqxUh9pKmQUlGE9+57ZMSRBR7StXFwvSjiQQK14MsQ1yn0CYQmw2yBoo2gi0LgB4pUbh9fjYVVDEkW/SmE4QXs05iaa6bDYaJXDZ9ClHuEhSNgXxPNA8vqeLO01pnj+j1+dle1NSSGOCFH/Yw8vKW318PllXyyFd7AsbWH6jlYLWL5NYYW+1dAvbipsf9PtUGeurLoWs3IhCcILql2LjkswM8MH4BnU11SJ566o3JvLvFwZbN9TzRMzS9bb36aDTdJiKteytgXOk1GUl/jC0/fkecAeItesrr3E1iGlmic3wInzzLd0PJtsCx7x6A1H6H79cCQcgwREHmCOJlOxN7J/PKsn0BX5Zs9CHv+R7OewYkWRWy6Ex4TUnoFt/R9A1+Hyz/N3VJ9wc831fbKvjTyNOwSX9rXOHYa5K6gVGyHfYtVa/VedxvbbdiGp3DZtZxeq9kPlgb2JFx6uAM5BPQU7u4xsnDXzQeq5f0NWFZ+ErgN6x5HUbdAIYQuo4IBMeISacjzWbixl9jufvsRaRqqsHnoUqXxEtraomzKkQbQ9MeSNB+iTPriTJoqXU1LX7Ra2RSooWXRKRjM+mR1n0Au79V791IqghPZ4J1byOX7iDtjMeByG1JHel0S45BkggoaEyJNhJtjNwiX0HHQYgEIpm6MlW9/O0D6tdaA3iPqGiqLwO6hyW142WPM5ouPaZg3PFx44Csofjkh6n3WyPy9uZy1DPMVkOXROvhjaND2Mw6ruhvQnJWgTUSvztBa/D4/FwyqhPX/W8N/1tbhl4j4/U78SvVDMiIQasJ/UKHoPVIfjeMvw8+u7VpcNhVKI4qxE9K0Bx7Suow6mRiLUexQy5YC7Zs0Ib4QV2rB1smFG6AnucC0Cnegkmn4dd9FUIkIAg7Lq/CLad15fwXV/L27+6HAzOiyIxtnQXmurzKoLF9ZXUoregb7PD4OVgdvFfn+vwKBnVODhpvhM+rOggEI2+Fat8uRAKCdo7P7yfeamD2ggPIEmhlGbcvD4NW5oXZQ/D5QiN49rodaPtdCNsXNVTsHiKxJ1JUMh6XA53h+G1yU/zFPHh6Cjd93NTS/MbRScQ784AQCXj3Lw8eK9ulVlgLBKHGHAdnPYFUXcDMET34cG1BE1FMp3gzYxIdsORttdWHrAFJxpcyEN95z6Ir2hjw1FL+r/TtHbwaf3+Vh27mOHX9CsAcD0PmwA+Pwa8vNn7x2Lth5HVqvr9h0mm56dRufL2luMlGV5+0aPqmNRYVhIp6t7eJTbfFX9PgAPJ7/D6oK4c4ISIXhJ96l4v+mbH898cDTH0nH40sIUvg8eViM+v48Jqe1Do9RImlxw5NUrSR+8/rzV0Lm35+/+mMHiRGRWL5naARjjKkfT+qz5J5Kw7fuw/dq6SYDLTuKhANbcOGovi4amQ6r6xoKnb8+7nd8AUvkxUI2gwhEohkdObGX3t/Z3mqi9y+Qrtr9RR3u4uBGScTt/55qCvDkz6SsuF38fCvHu48OzK35WStjuSd7/HWORcyf28M764rw+3zc3aveK4dZCRz5UM4z3oy3GkK2gSJ15bv5cXZQ5i/Kp9lu0ux6vVMGZRO/wwbGw5UcUoP0dMw3PgVGU3+rzDzfaqqKnDo49F5a0kwKFBTgF/xi749gmbZW2YnLcaE3JzFud+rbuJ3OvnEJBHXBfJ+USu4JBmNLNE92cqveyu44ZQTc0mBoKUoisK7K/P55PoRPL90L9/tKMOq13PJ8DTO6JPC4k2F3Jja8nL9VGvwT2WjTkYrt3wDU6eR0WkkPEE2PZNbU30jayC6mW6QlgT1NQJBO2dvaR2zRmRzUtcE5q/Kp8bhYXzPRGaNyOa1ZXv5+5S+obmQRge/vgQXvg4b3oNdX6tCur4XQKcx+Hd+h9xpXGgupXgZVzyPBbMu54nllWwvspMRZ+LWkTZGuH7B6u8TkusAEJ0WPKYzN267IhCEkqTeeB0u/E5468oRzP15H99sLUarkZk6KJ2z+6WAtwh372no934DBivK4Dl4+12MtGZe8PNaEql0BrfKtcXYQG9V56G9p8DoW6E6v6lAAODHx6HLKZA9GqfHR1W9G5BIjzHy2c1jWLfnIIk6Bz4FqmUbwzsnkhxzYiphdRoZvUZuZMftk4+yoaY9iihYIGgj9DodC9bk8ursAXy0roD31hSqa499krjypGzmrsjnpnHCtaajo9PInNEnhfRYE//6age7iu1kxZu58/TuDM6OxagTzx4Rj9aEYk1qKF7y+4AjWvRYElEkrShuCiNFdXB2vxT6Zdp4bmkeB6sc9E2P5s4JndlVVIMzRAJrgeB4EE+gkYwhChK6Q9nOprHEHqCPXElolyQrF7ywkW7JPbhiwKvEmTSsLfIw971yTuuZjOYE2Mm1BX5JQ3Wvi8DtI81m4o6J3ZElcLvcKLip7j0TB1FErrxD0FL0GokBmTaufWsNkwamce9ZvXB6fHy5uYgXlu5hwbWjwp2iAKjVxCDF9mOnO5vH11jZVlhLmi2BW0bHM1rrQWdKRdR8CppjV7GdlKMtXpZuVysHE7qdmCTiOsPu76BiL8R3BaBnajSfbTiI2+tvtherQHCi0emNDEiPoqTOy8DsOEZ3beiRurvcxcQ+rWudNTwnrsmi/iFmDEohUd/y3uIWg44p/ZNYsK5piwCjTqZvRisri3tPhpUvB44NvlRsDgoigiGdYsmrqCfeoufGU7qi0UjUu7zIwLgeiWhD9JzmkCw4c87B9u5F6sbihL+pVVE7FsMvz1E9+1uilRA9E+qjiCrfxLDd5/PKgGtwDOuOvm4/8StfVh0+en8emuuAaqmu0QWuRh44E6yR2S5QEAFo9egNMp/+spcDlfVcN64LZ/dLpajGyfJdpbzzaz7n9k/l/aibueayuzDnLYWcMRjKt+PrMQF+ejzgaf3DrmZlceC5ZLxFT4ZcAaNvVkU+XSeof398XdA0lZ+fpSKmN098m8viLUXoNTI3n9KZWT38ZBf8C2nnYtCZUIZcgSRdAido9STeouf8QWnMX33g8LG15Vqyk3pDydYAb+gCWrGSI2gf+JA5p18y+yrdJNssh9cenW4fhXYvY7vaQCOqyP8IRFPHaM0uXh+Si0MXi8FTQJzBB/QHhKtgpONFg27olbBpQeAXjLgOnz5KFDeFkTiLntX77UQbdVwyKguDVkOd20uNW6LCJaGVxU9HEH7ESlQko9HDlBfgvZlQV6I+kHgdYEmCyc+r8QhlW2E1T1zYnz8v3MgdX9QcPt43PZpz+6ficLV8gbc94fL6KdBlc9tHm9hT2rjHeYxJx/yrR6P3BFfhCzoOTq+fLolWhufEMX9VPvNX5QNq39P7z+3NpoJqhnYSE/ZwU+kzscU2iZv+t+HwsV0ldm7+2M61J/dnUloMIawtE3RA9pTamdDrKHbkBWtAb4GoZqoLj4eYLHVOcHD9YZHAgAwb81fls3p/BaO7Cus5Qfiwe3z0yohn6gsrqHc3nt/1S4/miQv6tep8Kf4SXp3Vj6ve3oTXr4pgnB4/gzOjuW5sJ/T+2pbn5oZbT+vG9uJ6Nh2sxaiTcXv96DQyb1wygIp6Dy2uwfL7oGgjnPYAfP+Pxr2Ze56jzt9/7womELRD3F4/b/+Sx4q95Y2O6zUy710zMqjzRmtxeTxs1Q5kVLfJmDbOh43z1YAkUTXuIb4tNDEpw4cmFEsaGj2c9QS8fwm25X/HpjOrz9VGG8z4X2g3UqLSYNqbsGAO+I6we88YBqNvAYMldNcSCH6HQQNF1U7O6pfKZa+vbNJS5/sdJbx1+RCkH/+MMuB8pNpieGcamv4z4PR/qK0uG92/zkXuPI6rExWW7Tazv7z+cCjaqGXuhZmkfDMHag/CJZ+o97r6st9aYwZGqith4cp9zF99EFBFeaem1KN99Sxw/XYPd1Yj/fAIbPsMZi2A6NSQ/R8dwqTXctuE7mwrrGFjgbom9ejSMoZNf5GMT2eAvVht+elxgDUJznxctAsRtBucHi96vZ6H3l/H3rK6RjGbWcfCa0did3sR3pUdHJ9H/Zz89CZsgM0cr7ZwUvww4UEYfg3ozUc7i6AdI/ucSFGpcOpfYcnDjRvfD7gIMkciuarB2nJnPkFocXp87Cm1M/fn3Cax52YOxuuPzD0uQcdCiAQiGZ8LvrwHLnpHvcHXFkNUCkiSenzKC+HO8JjJjLPwzq+5LLx+FLuK7RTXOBmYacPrV3jk8228MHtwuFM8JuKsRr7eWsKe0romsWqHhzdX5HPnxK5hyEzQ1ug0Eu+tyuf2Cd24/fTu/Lq3nGiTjiHZsSzZXkxS1ImxTRS0DknW8OBn2wPGXlm+nwuHZrZxRoJIoqLOTWW9hzTbUaqKDqxWXQROlIJYo4XYTmpLg34XAmrf2Vizjh92lgqRgCCs6DUyj3y7vYlAAGBTQQ15FU56tUI/o3NXMbLsK76+dQ7Fdg81Dg+ZcWZskp2UxVehnPNki+0WjXotdy7YxFszu2P0VuOrzEcyxSBZk/hsj4vuqa2oGNRoQR+tjveZ86F4C3jqIW0QFG5UF/B6ntPy8wkEYcLp8TURCAC4fX7++dUOHm+lsCcYUQYtH2yvZ1/ydUy86FosB1fg15qoTR7Oq+vr6ZmuxWAI0ea9tw4+uwXOf0mt8q85CJZEVRzwzf1wzr9Ccx0AgxVyxsH1P0P+r+pGY9YoiMkEm5hXCk4sXr/CeQNSWbW/oolAAKC01sU3W4q4YsLfUPz1SPMvVteaNrwLfc7/7f61FTx10PV0qC8Hn4csq5b5F3diX63M5mIX2QlmeiXqSVFK8Z/9JJrYLLXljiyDMQY6jYOyXQFzdGaP5+e8htymD0ggae1/GgQCR1K8CQrXnxCRAECqzcRrc4aTX1nPurwqkq1adPo6lJnvI7ntUF+hthDxeWDRLXDRuyckD4GgtdhMer7eWtpEIABQVe/h9Z/3c/uEE+RiJ2g/1BbBT89QOHsZFYZ0imvdJFr1xPlKSf9ijvq5rs8Od5aC40BjtKFs/xQpawxcvwL2/wReJ+ScDJIWZcULSKfcE+40/9CY9RreXNFUIADw90VbePfqkW2ckUDQFCESiGTqK+GUe2DxXVCwtuF4+hA45V41HqFk2fRMG5rJtfPWIMsSMSYdL/ywh7HdE3ly+gA6GeoBa7jTbDXV9jq+3FIUNL5kRynXj82GyO0UIWghJhkeOb8f7/yayzsr88iOs+D0+Hii3s1/LhpElyRRRdQecLjclNoDV3b6Fcgts9MtWTQcEARmT6kdgPTmRAKOCrUNQP/pJzaZ+K6w+1u1alGjR5IkBmTY+HpLEfee1RNJisw2PoIOgM/LjztLg4a/3FLEGX1bbr/tL9nOrqQzuPLV1RTVqJsMkgQzBiRwZ585JPhaXq2fHGPk3+ekY/zuPozbFjYEYjI5ddI85LhWbkp0GQdL/gGbP1Bbhmn08NMzqsvANUvBKO4ngvbPsl3BK4BX7C1HJjSuaBZ3ObeMsHHu3N08jkSXpAG4vQp7y/KJt+i5YbgN3HWqE8/x4qyBcX9WK7D2/dhwPKkXTHwYqg6o7fxChcEKhm4nrs2QQBAMn5PseDNPfh2gZeVvLNpcynmDMjE760g6ciN/y0fqn4RuqoBGZ4F1b6kb5ZP+Q7LOTDIORua9Amt3qmIbnRnvOU/jS+mH5pAYVmuAUdfDhndUsdyRGGMoyTmfH7/fd/jQqdk6DN99Hfx72vAedDvjhIltE6MMJEYZGJwVC24nFBXA/Gug6ogF/17nwTn/Vp0SBIJ2gMtVz1dbmrbLOsSS7aXcMiYDokSLjA6Ns5q86V9zx4fbWZ37y+HDfdKieXbGYnIc+yFWiAQiGb+zEk1tsdq27t37VNGcrIUlj8BJtyBFJSA5ysHSyjZ5gpCxt6yukcHDkRTXuHB5vG2bkEAQANH0IpIxRsOP/2wsEADVtnjZkxG90Kg4qrnl3XUcrHZyoNLBloM11Di9LNpYyBebDuLxuo9+knaIVqPBotcEjZv1GrSa4HFBx8Gg17BqfwWvLNtH79RoxnRLYEy3BIw6DVfNW01dhLbU6GjoNM1vnJp14jYqCM7uEjuyBCkxzTiDFKwBJHXD8EQS31UVCBzRQ3VE5zj2l9ezvajl9usCQaiRUTDpgs99oo2t0zQXppzKxfNzDwsEQHVdfG99Ge8Xp+PVtVxk6nI5id30emOBAEB1PgkfXIjZGXzxNSAxmXD5YtUxoHw3FG+GxJ7qsXjhJCWIDCyG4GPSoJWRpNC0G0CSyNn4NAtn5XBu/xTO7mrm7O5WLhqSyoIZqaRtewNkXUgupRiiYN3/GgsEAEq2wVf3okQdpW2QQBAxSMiShPEoaxJ7Suuo0QaxJi7bpd6/tHq1gl6rB0eVGps/C/b+oAoEADz1aD++BqV8T+Nz2DrBlV9D5hHVczmn4Lv8K/6x3N5oMd3lA3TNbGQaolU1YFvgKIP3L2ksEADVDWj7F6oTiUDQDtDIGsxHGeeyWHvs8JTo0rlv0S5W5zYuItxysIZb3t9Cgb5TeBIThAxF1qN0Ogk+uxUsCdDlVOg8XhX0/fAoxHYO2XxZcGyYjrJurJFFwY4g/IjdjUjG74W8XwLH8lao8Qhle5VEZb0nYOzNn/Mo8kVmqb1Gq2HKoPSg8QuGZIiJ+h+EsjovH64t4LXLhjKiczyr9lWwt7SOWyd0456zevLNtlZuPAhOCDadl16pgT9vLHoNWTFivAqCs6fETnK0EZ2mmelW/krVXjgUlZDNEZUChig42CAs7JsWg9WgZdHGgyf22gJBM0gaDVMHZwSNn9UKFwGAjeUyNY7Ac+CXV5ZR5G35HFKpKUK7+pXAwfpyKA3cjqZZ4jqrlua3rIdb1sHsDyFzOOhEmyFBZDCmW/AWNef2T0WRQmNWWG9KQZvWlwHaPP6V+RM3F93LneUP8HDXneTYN6D0OBt/qBY9FT/sWBw4VroDvC13IBEI2jOK1kity8vsEVlBXzNpYBoaWWJ1vh1fv4sDv0jWQlwXdbO874XgrIbVrwU9p7TiWfA4Gg5otJDSDy5+97f74XqYPg85qSdjujeuxn97s4OavpcG/6aGzGk7kUDZLrCXBI6tfk1tHyIQtAdkLec3s/Y4dXAGskaYC3d0Kj2aoA5QmwqqqXKJzclIR9GaYPvnMOk/MPJ6KNoEB1aqDjfT30LZtBCvLjL3UDoKaTFmjEGEAv3SY9BrxWexIPwIkUAk46o5SjxyKwN3lzqCxmpdXuo8kTmRsTt95CRYmDKwaXPdgZk2zumXGrAnr6AjInHDKV34y0ebePb73azLr2L57jLu+WATv+ytIDtOtBtoD8R7injqzMQmlawaWeK/kzJJtB/DBpHgD8PuEjupzbkI+Nzqpn1irxOfjCSplcoFaw4f0mpkhufE8eHaAnz+EFV+CgStxOlVuGRkNt2Tm1b4zxndiTiLvlXn213atPfqIaodHlz+VswhfS5w24OGlbI9QWPNYohSrT3jOqsVHwJBBOH3K9xyWlOb/Kw4M9eO64LbG5pnmRqXgtL9TFh8N/LX96miuv3LkD++FmXTAlxRmXh8oWlt4HU7VaFAsLg9eIsFgSCS8CmglaBnShTjezS1xh/TNZ6+aTHUuXzsKa2jbPifwPq710kSTHwI1r4JyX0he7TqlFOxN+h1NRW7G4sEDmGOg7gc9Y8pBkmSOLNPCkOyG2yRl+2pYH/m+fhT+jd9/4jr1Pe2FRX7gsc89eBxBo8LBG2Iw+MlJdrI5AFN1x4HZdo4vVcSdrH22OGpdTZfPBisOE8QOXjdDqROY2D9u/DFXbB/uTpn/v4f8N2DSMOuwOOqP/qJBCeMOreHJy7oz+8NA2JMOh6a0hdviJ5nBILjQUhVIhmjDbRGXGc9iZQ2GMXjQNKZoGAt+q/+hGKMITK30qFbSnCVW5xFj14bmfoWq15mda6dAZk2LhicwSfrC3B6/ZzbPxWfX+Hj9QeYM1r0g/ojYNRJfLK+gIxYM3ef2ROjToNWlthVYufNn/dzycjg1R2CtkPRGumx5FqWXPkiiuLH56pHozchafVYlz2CfsyN4U5R0I7ZVWJncJYt+AuKNqmLiaHsc9wcCd1h43xwVIApDoDxPZL4fnsJy3aVckqAxWKB4ERjMWh5bsleHp7ch06GWvz1FUgaPX5THIv3uiirc9OaZhz90oK3E0iKMmDWtPwhXNEawRQLjsqAcSmldysya6Dc7qKy3oPX78dm0pEcbURqqypIgeA4UQC9RmLFbYPQOCpQvC405lgKvDG8+uNebp0QmtYZ0Xpw//I2psqmm3LS3iX4ynZjTAzN5qCij1Jtwn2BF8uV6ODVmAJBJOFwepEkeOuXPK48OYfLT+rEh2sP4FcUJvZOoaLejcvjY0Ccm3FxfiS/Hfusz/EWbsW26wP8Cd2p6XMJlW4NzpTziDFqSaQGPLXoknqrLToCoKQOQHJUq64c0anN5pgcY+T5WYPZXlTDgtUHMOk0+K2p+Ga8h1yyCTa8C8YYGHyZKhAwx52I/6rAJPUMHjPaQG9us1QEguaw6HXkVlRzcrcE/nJKAlJ9BYriQzbFsr3OwqJNhVwu1pw6PDEmHbIEweoB4q2Gtk1IEHJ0Rou6H5T7U9Ng+W6U/F/RpQ5r+8QEh7EYdCzbmcey24aid1bgd9cjm6Kp1cTz0Fc7+b9zj21NQSAIJUIkEMF4jbEo1/yM/PPT6L64TV3U0Ojw9JuJ+5qfkA3WiLWK6JZkJd1moqCqqdr85vFdyLA105OuHeP2+1i1v4KRnRN46tsdJEWZ0Gkknluyh8tGZ1Nud1Nd78ZmFpazHR2Xx0+UUcukAWk88sU2yuxuQLUaeuLC/qzaX8mYbolhzlJQr4/Hcvr9xG96FdbOA68TJBl6nI0y/Bq85iREdy9BIOrdXgqqHJw3oJmF0Pxf1Q3IqNbZqR8zCd0ASXUT6Ho6AF0SLXSKN/Pmz/uFSEAQFupcPkam6+hX8wPGb+6BulI1kDqQi897nrd3K4zu0vJq+x5RbpKjDRTXNLUHv/WULJLlaiCmRefS2dJxjr4T43d/bRq0ZaPEdWlxXqBWYO8oruWO99ezrVB1/EqKMvDQlL6c1DWh2V7vAkF7YXdJLVf2VjB8Pgc5/1f1oCkW6/i/MbnnSXh8oXGmMXurYOt7QeOWjfOQeowPSQ9wxZqEp/9sdOveaBLzZYzAbxZzckHkU1zjoL62mjq/gVN7JvHkVzvIrahnRE4cVoOGGqcHj8dDf+1+oj+5qaGlTnQ61ac/yQfZf6VHZgr/+GQrv+6rUEMmLX86vQddk7LpOeQW4rZ81NSVQ9Yi9ToPXhgBlkQ477+QNbLZDfXkaCPJ0UZO7pqIJPGbkM4GsenQbSLIYVrpis1RXYACuCb4T7od2dpGc3qB4Cg4vT5Ka+qYmV2L8cPrG43nqLP+TbG1E7UuD7FRkbm2KmgZ8VY95/ZL49MA7QXHdI1vtWOboB3irkPatCBoWNr8AfLA2YCtzVISNOZglYP7x9kwfX8n2p2fq/MknYnoodfxt1Mvp1a4ugjaAZG6hywAfMhIPzyMbv28hqoHnwfd+jeRf3gUb2vsVNsZaVI5b09LZ2Cm7fAxo07m9pNTmJRZj0yEfoAqcEafVG59bx3r8qr5aksRizYWsqmgmrsWbmR8z2QxKP8gaGQYlBXLA59uOSwQALUv2O3z1zOmq7AfbjfsXQIrX1YFAqBO6LYvgqWPo9bTCQRN2fub5Xm6LdgCqAJ5v0BSr7bro6q3gC0TDqw6fEiSJM7sm8qSHaXsKo7cNkWCyEWnlRgXfRDjx1c2CAQACtdjfOscLu7ZupmRVlJ4avpA+qZHHz5m0mm4flwXeqVGtWqepdVq8fedhuuku0DbIOD0ZwzDPesjTPGZrcqtoMrBjJdWHBYIAJTUurjmrTXsKBLjTxAZnNdJwfT2eQ0CAQBHJcYvbmUI24L23DwmDm02pg+Dqa/ApGchSrVOlhQfKKGZh0mShH/0zXgGXqb2Wv8NX5fT8U9+ASRNSK4jEIST/Aq1AMOk13Ln+xtYl19FRZ2bxZuLWLCmgPs+3sz0bgrR705q2FAEqCkg5sOZnJtez58WbDgsEACocXi5/9MtFNU4WVUTS+X57zQWv0anwZQXYOVLqotA9QF4+wKoaFm7HlmWmjrthEsgANj1CZROeQ9/xoiGg1oD9hG3sS7+bGrc4tlQ0D5QgIu7Sxj/d26T8Wx8fwbnptehidwlY0ELMUg+bp3QlckD0uidFs2EXkn0z4hhQq8kHpzcF4Mk2g1EPkqzLbNQFLFsGWYGxHkwf3Y12h2fNfysPA4MK/5N8o55JAitlqAdIMpVIhiNqxrdtg8DxrRbF6KMuxuIzKpAqXwnSeUFPD1tMmX1PurdPhIsOhL0PuK/uBLfOU9BQuuqt9oDFoOen3fnUx9AJaYo8OaK/Tx5Yb8wZCZoa2RJ4pVlgfs2VtZ72FViZ1hOG1onCgJicZcj/fpSwJiU+xNaZwUgbPoETdlVom74pQdzvinbBfXlkNSnDbNCbTmQ9/Nh9yGAk7rE8/7qfJ5dsptnLhrUtvkI/vDEKHaMPzwYOOioRN63FJJabim+vdbInR+sZ85Jnbj1tO54fH4kCT5ed5Ab1xfw0TWDaE2dnzk2BeeIa3ENuAicVUg6Ez59DLLJ1oqzqHyztZiaIL1Bn/hqOy/NHkKMWVT0CNo32qINUFsUMGb84W9EzRwCHL/ldr3Ohjzgcug3Fan6APK2j1G0Jpj+Dn5kfNUFmDW60LTXsxdjWPky/nF3ogy7XG3LY4xBMsej27sUJX0YxAgBryByKalx8uLSPdx3Ti+25ldRam/qtnNSlzjkTQvAE6B3seJHt+wJxufcyfYAorYnv97J21eNYEfVEAZdsghdfSmSzwVaA5KiQH2DsIC4HArqtaxcm8+KvRV0TbJyRu8UUm1G9NowCXJ8Xqg5ALu/g4K1kDEUupwKMRkgN+RUVufmlV+qufvsZ7F4KpA9dXiN8ZR7o7j5vf3878o0ok3CZ04QfsxaDb7NC8Bd1zSoKOh+fAzbeS+2fWKCNqXM7ubPCzfz9yn9WJdXxYb8KkZ3SWBk5zge/HQzfzunB7bg3X4FEYCkt6D0vwhp97cB40qfqSht2ZZH0ASLqwzNgZUBY4aVzxMzcDYtdToUCE4UQiQQwSj1lcGrJxRFjUcoTkx8oxnDbf/+qdG3mBFr4t05r5GulIUvueOgst7D2rzgP5etB2uocfpIEJO0Do/bR6NKwt+zen8FM0eIzedwI3nqGxwEAlF9ANIGtlk+gshhd4mdBKsekz7IYmfuCrWyP7ZTm+ZFYi/Y/S2UbIHUgQBoNTKTB6Yx96f93Di+K92TxU1I0HbIfjcUbQ4a1+cvhxFzWny+DQU1lNpd/POrHQHjLm/rthQ9Zfsw/m8SVOU1HJRkXFNewdX9TAwma4vO4/X5WbG3PGh868Ea6j0+sTwgaPfI+b8ED5bvQaO4g8dbQY0L4gbNRP7kOrS5yxoCK5/HNfwGpJE34fb6MeiOf1NRURQYNBP55XHgaHhWk7QGuPg9pNBIEQSCsOH0+vl2Wwn/njGANblVAV/TM16HpSjwIjaAXLSePiMCV/EXVDnYV1ZHL/ZieO1CcB3xnKu3wNSX4bu/g6OS3Wf8jxlvH6C8ruGz4p9f7eCNOcMYkROPTtvGTgGKAoUbYN55DRuq6/8Hhii4bFHjZz23kzty8oh+5YzD1YA6IDsmg3cumE+VQ1TlCtoHLrcDa8GvQeOa4g0onjpAbB52ZBxuLzeM78bFL//SSKhs1Mk8PWMQtU7xmRXp+Jx2vBkj0aYPQ1OwqnHQloV30GX46qrQmaIDn0BwwvGVBy4QBMBTj+S2t10yAkEQhLN5JGM4yqLk0eLtmNKoXtzx4Y4mGogDlQ4e/Xov9drInMha9BI58cF9ZNJtJqKMQrvzR0ArS6TZjEHjXZIid/x2JPw6E0jN3CotoketIDA7i+3BXQRQIHc5JPZse8vU6FQw2SC/8aLRqT2SSIo28NCirepmiUDQVkgatVIvCJ647q06XU68GY0scV7fBN6/OJNPZ2Xwz7PSyIozE2XQomuFt6qrrgrp6782FggAKH4Mn1yLZC9u8bm0GpmuiZag8TSbCb3mGD8Pagqhcj/UHAR/M3aTAkEI8Md3Cx60JKBIoXmWsRlk/Ns+aywQ+A3DyufRVOejO9Yx8zv0Ggk+uaGRQABQ7dEXXI5WJyqDBZGNTpaIMemwOzx0SQp8Lyqs8+OK7hT8JDEZFNjVOeLwTjbmXpjBZ7MzeXVqBid1iSPJIpHy5TWNBQKgbrx/cReMupmKoXfwp28qqXF6OL9/AgsuzuTT2Zk8OCGVvy/aSkltM+LsE0VtIbw/u2nFtasW3r+0kXNKqraa+C+va2rtXH2A9F/+Tro5sFuQQNDW6HQGPLbOwV8Qk4GsDb4eJegYGPR6Hvp8WxMnM6fHz/99vBmrWfwORDqy3sTGCh0rhz9N+YR/Q9pgSO5D1Zj72XrmfL7Y50MTJdYtw4kc3YyPoaxB0ol+A4LwI0QCEYxfFwXpgwMH04fg10XuJuPq/eX4/IE3Kb7aVkalJzIXaiTFx8x+UUHbT98yMhazp7ptkxKEBUmCy0cHtk/WyhKjusS3cUaCQPglHXQ/I3DQlo1fH7mfs4ITy46iWtJjg9gtV+aqm3kpfds2KVA/fBJ6QN4vHNmcTquRmTU8mx93lfH11pZvfAoEx4uk0+MadXvgoKxF7j2pVecbmKzhk0s681jMRwz//Ez6fzCWaVtvZOGZPp6alE2s1tHy3ByVaHd9ETjo9+LPC15xGYgLh2QiB5sDntaNeKuhVeejvgI2vAevTYBnBsBLY+HXF8Fe2rrzCAStofM4CLKx4BxxC3W60Mxh/fYSjGtfCRrXrnkNv7epZfox4bJDcRBHE2cV1BSE5joCQZhIijJw1ZgcYk0axnaxYQhQrf/t9nI8gy4n2GKFa/SfeH9zLc9OzuTlnus55YcL6bfwZCYsv4hX+u8gR18DVbmBE6g5COZYKpNGsLfUzieX5PCwZT7DFk2k/8KTmbnzNt6aCHV1wZ32Thh1pWp+gajKhboGF0tt8Qa1ZVcAdHu/JpYw5C8QBEDx+1CGzAk+nkfdiTDJ6fg4vH72lQVoOQGU2l3UBmmDJogcXD6FN345wMXv5jJ7TVdeyf4nc7v9h+v2jOLsuft4ftkBysMhwBMcRrGmBC2K8PachE8XvJBAIGgrIk4k8PDDDzN69GjMZjM2my3c6YQVg9+Bcva/IKlX40BSL5Sz/4XB3/JF0PZG9RE2bd2TrZzUJZ7o3yrsfX4Fb4RWSfl9XjIPfMazk7Mw6hqGnyzBbWNSGORaCf7QWHQK2jdev5+RneOYNjSj0XOb1aDlyekD0ARTkgjaFJ/LDkMuh4xhjQO2bDj333hqxGaqoCkOt4/8inoyYoMognOXg84IcV3bNrFDJPUBewlU7Gl0eGinWAZl2rj/k83UCOtBQVvhroekPriGXNN4IVNvxT3tbZTiba06XYLWSe/lN2FZ80JDVWDxFpI+vIDx0QfR0HKnDMXnbqgW1BohrjNYGvqSK86qVuWWFmvipUuGYjrCHl2W4PpxnRnZuZUbq14XrHsbProWnNUQ30XduPjqXvjx8aaVnAJBiDjgjcV18QdgtDU67u53MZ4+06jzhOY5TcLX7O+xxlWFzxeaxW0pyKbf4bgncp+rBQIAjUZmxnBVqBavVPHm9E6H11cOcX7fOBR3Hcrk5xsLgWQN3nH3ssabw0szejK+/B1sP/xFnUsC1BzEvPhWjFsXQJ/zgyfh8+DWmPjPuan0/P5qzOteg0Njq3A9yQsnk+XeE/z9JwrvUdZffA1xjbOZgg5FQYvYcBO0D3xeL0pFLq7JrzQZz64xd6OYbCgesXHY0fEeZUrm8bVNHoITh9fjpcap/iC3Fdby8JJi/vZtMb/sU92x7C4v/lY8/wpCj1xbgGfGexCT2ei4L2s0yin3ofm9k5lAEAYiztfc7XYzbdo0Ro0axWuvvRbudMKLJCF9fidMehZ8Lqg6ALZM0OiRFt2BMvXlcGd4zAzvnMAFg11cMaYzueX1lNQ4ue307vj8Cv/8cjvWyDQSwGyJxmGO5fRtD/LtxXexz2HE41PoEgPxW+ehL/Hi7ndBuNMUtAE6WeLhz7fRNTmKN+YMo6DSgUmvwajT8PryfVw2uhMDMm3hTlNgiIYFs2HYVTDmdtWO0pwArhpYdBuamR+GO0NBO2RPqR0FyAwoElBg34+Q1Bs0YZqGxXcGnQlyVzQSKkiSxBVjcvjzwo387ZMtPDVjYHjyE/yhcGutmJffi6/vBXiGXo6vbDeS3oIUnYa8+lU8nU9r1fkkezHy7/sx/ob263upv+gD9C08l6KPhpR+lPW/hiLbILaWuEmyaulqspOy/K9oske1KjeTTsO47gl8c8dYcsvrcXh8dE20Em/VE2Vs5eTWXgyrXqb43LfI13dib4WHrBgd2XIxqT/cBSNvUPspt4Jap4cyu5sN+VXIkkT/jBgSowxYDBH3yCg4geTVeHhxg5m/XLoEU10+iqMGKaEbq8t1PD1/L89cNDAk1/EbY/B0Ph3dxrcDxp09p2I0hcjRyRgNptim7QZAbTsV2yk01/kNj9dPca2THUW1lNe56ZseQ0q0gThLK91EBIJWkBRlxO50IWu1DN3yMIsvvIZ8byy1Li9dbFoS9n1C1DtP4r1hFbVXLMdUsx+94kKK74pSW8yg6rUY9AORfYF758o//RumvQFbPmoa1BogqTdxcjJxzpXIJZuavkZRMH57H8xaCJY2dNWzJoFG30gMcBidqZE4kMxhTV9ziLjOYIgJfX4CwTFgiYrB4ahEU5WL+6qlKJV5KD43moQukLcSeeN8vBMeCneaghNMvEWPRa+hzt1UDaDTSCTHiHYDkU6U2cQ5vWJZvrssYPzU7jaijS19+hWcECyJ6D6/Dde0t5HcdfjtxcixnVA8TgwLL8Ex/f1wZygQRJ5I4MEHHwRg7ty54U2kPeCqhVP/DxZervZJM0aDswaiUuHcf0d0BVFatI6pgzOZ8dIv2F0NauzhnWJ5avpAErWRaclfXuekKnY4XSr/Rcb7E8kwRKubRPUVYIiiYPqXuBxgbd2ariAC8fgUVu6v4Kc95cxbsZ9Ysx6Xx3d48p4db+a8AWlhzlKg0Rrwj7sH+ZPrQdaqvdxdteB14R96FX6t6B0laMqOIvX+m24L0G6gYj9UF0DXCW2b1JHIGtWFaP9yGDSbI70mE6wGLhvdiReX7mFcj0QmD0wPX56CPwR2nw79uD9jnHs6+Dzo4rqA2w61hShJvSkdcD2t+aSVcn8OHizdjuxredWUMTaVg+d/yG0f7mBlbt7h41EGLW9c/Bq9o2NaLDg4hF6rISPWTEawdiQtxVFN3jlvM+eTCvaW5R8+nBxt4O0L36FrXZm6YdFCqurdzP15P898twvlt2ITWYK7z+zJRcOziDFFqEJXEHJW7Cln4bpCFq4rJMGqJ9oUxf7yPRwyelP8oSlLs/uMJI65FbZ/on4mHElcZ7SdRuHy+jBoNYFP0Br8Pjj5Tvj6r01jgy8FV2Cr3mPB7fWxJreSK+auxnFECd+4bok8Ma0/ydFiwV5w4qis81JabyW7x3TSF55Hut6qbuA7KkBRcPacSoXXzOj/rOP+CWlM0ywl6v3Z6BQFHaiOP6NvgTF3wPKnGp/c68SvtQS2Kx1xPfz8LIkn/wlf4Y/BEzy4Fjx1QBuLBMbdA9//vWls/H1gSW74OioFek+GrZ80fe3Z/4Ko5KbHBYIwUFNbiydtFPE//wt+/hdEp6tOduV7wBBF3WXfUOPwYBXdEzs0iVEG/nxGNx74bHuT2PVjc0iwiM3jSMftqGZs90QyYg9woLKx81WUQcuVJ3VG4yxHDPbwcdBjJSu+K4ZXx6pObFHJagtSrxPv+a9QosSQHe4kBX94Ik4k0FpcLhcuV0OvwpqamjBmE1okgwU+uxmqflu0PNQrrSoXvrkf6cLXw5fccVLllrnqzV8bLZwArNxfyYs/7uG+U9OIxNubQaNl3hYPs896l8zi7zBqUO37XE6K0k7j0Z/rueecECx0dQA68tgF0MgSMSYdZXY3igIVdY0rF5KixAJhe0DjqwNXNVz4urq5qzeDxwnGaGStAb2nGgjcW+qPSEcfty1lZ3EtSVEGTPoAn+f7lqq/R+FqNXCI5H5Q8CZU7ofYnEahsd0S2FxQzT0fbKJPWjRdk4RyraMTzrGr00h4SndjnPEOFK4DvUXdsPP7kJJ6YpJbZ90rWRPVfyT2hL5T1Wr64i2w+QNQ/Ehyyx9/nB4fz/1UzMrcxv8ftS4vl72zk69uH8txbvUfM5W6JO78djd7f9dntLjGxRUfF7NgTm9as1Wx9WANT3+7q9ExvwKPLt7O0E6xDMmOC0HWglASrnEbb1Wr3XulRjG7n5UYAyw/YOajTeVoZQlJCk1HQ4NOxlOYh2H6PFj1Kuz+BjQG6HsB9DoPn7sebYjac/n8fjQ1BTDleVjxHJRshZgs1UlKa8Dr84Rs4aS4xsWcN1bh+p0H8NJdpcz9aT93TOyGTiOeBzsy4bznajQSfr/Cf3YncfulS7BVb1UdNArWUZUwiA0xpxLtMdE1ycJZSRVEffhA4xMoCvz0DFzwGpjjob68UbheF4M0+XUsPz0K5btVsdqI69Rilp+eRq7KhS7NOATprSC10e+/owq8TtCZYcgciOsESx6Gir0Q31UtyOl0MuiOcPgwx8NZ/4TMEfDzf1RXn/ShMPEhSO7bNnkLwkKkPefqdDp8Xgec+xQUblKLk2SNKnpLH4K3Ih9DpljH6Ojo64qYrP2FtKn9eWJ5BbtL7WTFmbl9dBxj9Zsx15vB0HG3JyNt3B4LstZAyraXefeKK9h0oIq+0Q5kSWFbrYnOyTYyds7D01s4FocTm9aNnD1KnWesfgPKdkJKfxh1E1JdORZJtJ0WhJ8OLxJ49NFHD7sPdDi8LnXRMxDFm9V4hLKxoLaJQOAQH64t4OqTcyJSJCBJPib0TqbeXYrP54P188Drxt9jEh5Jx/jeceg0ohc9dPCxi2rrfeGQDF5cujdgfHzPpDbOSBAQnwcp/1cYMBPyf4GiTRCTAcOuVvu5t6JK849ARx+3LWVbYQ2ZcYG2DhXY94O6iBiuVgOHiO+qWqjuW9ZEJCBJEleOySG3vI6r5q3mkxvHiCriDk44x67VV41p01tw0m1q66zd36hCgUGzwFWH9eCnkNGzxedzpo9Cd+7T4HXA+ndUEW3WKJjxNq789dRqbLTU0Lus1sXCtQcCxurcPrYerDl+R4BjpMJrZFVuVcBYXkU9ZW5di0UCtU4PL/ywO2j8lR/30mtGNGZ9h390jCjCNW5HdY5j7rRs+jlWEb/xZXBWMSFrPDfOuZ4v8vVIIdrgMzjLMPzwoCpm6z8DprwIfg/s+BLevQh54KUoZz0BmuMXJdh1scTk/Qo7v1KdA2zZUFeqfoZU5+O87LuQPXv+uq+iiUDgEG/9ksslo7JJswmnqo5MOO+5aTYz1fUeLhkUg3bXh7Bdtbj19J1BdfZEXv6ukguH1vHwWZ1IWn1X8BNtfA/6nK8KeA6R2AOdwYyUPQycc9TK5ZqD6oJ4yVb1Nft/RD79H6ojgRKgR/KQOWBJDNn3GxBHFRRthCWPQuU+tQXY+Huh+5nQaQz4vKDRqQ4DgYhKVp0R+k4Fv1+dT5uFkK6jE2nPuZKkELPlbeh8stpKY/1b4HVDz3NAkojZ9AZ16QMAIQbv0DgqsC2+gdMTujFo+E24Yzqhsx8kcf1f1X2Dq5dAbMcVCUTauD0W9BoZV85YMpVCMmoWIS17B3we0nueh5R6Ka7EXphM4ZK1CwAsjoPw8fWQPgROulUVHFbshe8fQlOdR3SX04ETPPcRCI5CaGT+x8k999yDJEnN/tm+vak1Tku49957qa6uPvwnPz//6G+KFNz1zcc9R4m3Ywp+Z5FzJC6vH48vwANlBOBwKwy11dF/2bVYfnhAtfqqzke/8jlyPp7M5GwP9QF6Rf0R6dBjF7XdwIAMG0OzY5vE/jSxBzuKOp7CNSJRgG4T4d3psOtrqC2EA6vgo2vUyhOEqOdIOvq4bSnbimrJCiQSKNkG9lJIHdD2Sf0ejVYVK+z9AfUXvTFGnYbbT+9OWa2bm95Zi9cXeEND0DEI69hVFDjpFlhwKaydCzUFqrr+mwdg1StoUvu16nTlHh3KvmXw5b2qsKu2ELZ8CO9djNz1FGp9Ld/odvv8QTfzAAqqgs9XTzT1R5kuVjtbPmbdXj9FNcHFxQernbib+X8QhIdwjdtofzUn73iY+G9vUzf+ag5i3Pw2mfMncml3D+4QtRvA71HHr6tW3Yj84Er46DrY+jH4vehq8vB5Wt4+pDmKPBbyTnlGfX7+9m9qO7/Ff4byXRSfO49t9aHbRCmoDP6Mbnd58frFWOvohHu+nK6poOsXF2Fd8YQqwqncj27Z42R/NoMXJ6Uwf1U+veIlNHWFwU9SW6S2YTuEOQ4mPoRh+yfovfXw1X2wYA589ZcGgQCo9/z6MrUa//dOIGmDYNQNoD2B9tceB2ycD2+eB3k/q58xe76DVyeoz3rmBIhJDy4QOIQsq20+Y9KFQOAPQrjHbWvxetzI3U+DpY/BD48cXnvk1xfVtYwR16L4RPVqh8f9m+NY2S4Svr2VtA8mk/jV9apAAMAZma18W0qkjdtjwl2PzhyH8sGVSEseUjefq/ORfn0e5k1Gn5ADjvKjn0dwwvDVlqj/KFgDX/xJfc74/h+qE7iioHjCt6YgEByiXZSD3HnnncyZM6fZ13TufGzVmgaDAYOhpfVCEYY5DiQZlAALCbKm8UNbhDEwq+nG6SFSY4yYdJFpwWgzaZH3rkQq2tg0aC9Bu/JFksbe1/aJtUM69NhFLXp6c8V+zh2QxpyTOrEmtxKLQcuQrFg+23iQETlisaFdoNGpk7dAlS4rnoWBs9o+p3ZMRx+3LaHc7qK01hVYJLBniXpvju3U1mkFJnWgKnop2aZWUf0+HGPi1tO68diX23ng0y08NKUvUoisnQXti3COXUmrQ1n7FlKgRaq8FSgn3doqOVayXI205YOmAa8Lzdd/If78t6CFNcFmvYbkaAPFQTbQ+2XEtCKz0GIz6YgyaJk1MothneJwevwYdTJbDtbw6rK9pMa0vG2R1ahleKc44q16Zo/IRqORkJBwe328uSKXodmxWAzt4rFRcAThGrcp/mI0O79oGvDUo//+bySc8zwhqUzUW/GlDUOza3HAsDP7FIzm0GzeWwxarv+qmpdmLsXpl6iud2I16rHqZf72VS53nRm6NmBDOgWf42fHmzFG6HOuoOWE856r+P2Ydn+higN+T+U+/NsWcWqX8RiL1uJJH4muaFPg82SNRskchTz8GkjoBtYUVZx3xiNgsIIpVm1jEAhLAiT0UC3793ynVvZ3PQ2syaqY1u9Xq/U1J0AsYC+Bb/4vcOzzOyBjmOoaJxD8jkh7zjUaLSj2UqRAY9hegrL9CzRj7mn7xARtiylOXdPyeZrGJAmiUto+pzYk0sbtMWGyIe36CimQ07S9GNa8ge/kPyFml+FDim+m1aghCsUgHF0E4addrPYkJiaSmChsNVqN3w/9pqlK6N/Tb1rgTa0IISvOTPdkKzuL7U1it5/enYzYCLVgdNchb14QNCxtX4Rp+LVgDd+is6BtiDLK3HJqN2a++ivRJi09U6Jxenw8v2Q3CVYDN48Pc79ygYqrVrXJDITfp/baTOzRtjkJ2jU7imoBmooEfB7Yt1TtWxqifs3HTVwndRF3z/cBRQIAfdNjuOKkHF5ZtpfMODPXjevStjkKOjxGnwN2fhk0Lm39FHqc1eLz6fb/EDQm5/+C0WcHWtbSJznayN1n9uSO9zc0ifVKjQosBmojEqx65l05nP9+v7tR66JhnWJ5fc4w4qwtXxAzaDVcPbYzy3eX8ZePNlHj9AJgM+u496xejO4chy4Elu6CjoFhdwCBwG9o9n6LVamlpWOsOSS/G/+4u9Hs+Vqdcx2JKRZNjzPxul1o9ce/+JsUZeT5i/rx0Jc7Wby19PBj9OCsGJ66sC9x1tBtVnZLspKTYGFfWV2T2F/O7kVSVOgECQLB73HVlmPc/H7QeMzOD5h+zhno596I64pvYcNbv7mnHYHWSFXfOczd4uHyblOxfXGdKjqwZUNKP7Akw7h74Mu7m14gcyREpYE1EWwZqligeAt8eJXayg3AEAVn/wt6nAPGEC+c1xwM3pazvgLqy4VIQNAhkFx2pK0fBY/v+BzD8GsBUZzSodHoYfBljVvDHKLXFJBPoHOLoE3wOmrQbg4gkP8NadtnKEOuBHPwYkzBicVjSkTbaRya/UubxFyjbkcxiZ+NIPxE3GpPXl4e69evJy8vD5/Px/r161m/fj12e9PN5A6P1wFdToXh14Dut0VKvQVGXAudT2n6MBdBZGqreGVWf87qm4JGVuvHEq0GHpnSh3EpXuRIFUBIGpTmFPFaA0p72TwSnFD8ikyqzcBLs4cQbdSxcl8FGw9UM7JzPP+7agQmvdB5tgvko4xHuV1o7QTtiC0HazBoZVKif7fIX7BatftLGxiWvAIiyaqbwL4fwRfcavzUnklMGZjOY4u38+mGIKIZgeBYUXzNVwtqW7cBKDVnUyzJTe2NmzuXJHFqzyT+eWF/En7bJNTIEuf1T+W1y4aFdTPP61d4bdk+vt9e0uj4qv2VPPz5tla3CKl1evjrx5sPCwQAquo93PvhRupEKyzBEUhyM3NUWRuggc0xoigoeStxX/whHFGB488aheeSz9BsX4Qkh8bdxuN28u/vdvPFltJGOvu1edXc+N4m3K7Q2YAmRxt568rhnNEnhUPpJ0UZ+M9FgxjZWWzWCE4wskatKg2GRkdU/vfgc5Jr11I+41NI6d8QT+lP4QUfs9UZxztrS3l1ux538kDofiZc9ilEp4FGA/2nwdn/VMWov52XgbNg2huqQOAQVfvh9QkNAgFQRdofXQul20L5nf+Wx1Ge3STxDC7oIMhy82uPGn2r5sSCCMVdq372jrkd9L85qelMMOxqGHsnOKvCmp7g+FFkDUpz93WtXuwzhBlj1W68k57HPeCShnUPUyzO0x7C238mensz7Z0EgjYi4nY37r//ft58883DXw8aNAiAJUuWcMopp4QpqzBhjFat0rJGweTnfqtMVGDzh7D1E7js83BneOyUbCM7dzmPnH4Fd56Wg9vrx6yDDIrQfnYrTH8zIhXebtmAcdAlSNsXBYz7+1+E3ZCCrW3TEoSBerePq+etZfqQDN68fDhOjw+tRkaW4L6PNjGhdzLXjBUVu2FHHwUJ3dX+2L9HZ4K4Y2uFI+i4bDlYTVa8Gfn3Gxe7v1X7lrY3S7/0IbB3Cez/GbqMD/qy6UMzKLO7uPP99aREGxkuWqIIQoTLmIC+/zSkla8EfkH/6a06n5w1Oniw2+lIrRR32cx6LhicwZhuCdS5vOi1GuIt+rDb75fb3XyxOfCCwrr8KsrtbuJb6CZQ7/I2ciM4Er8Cry3fx0Pn98WgFZsnAvD3OA/NsicDxpReU3BoorGE4DoeQzxSfRXWX/6Dc9KLSBo9kqzBX1uC8aOrqD3tMazNLYq2gjK7i082lgSMbTlYQ0mdh4QQFvlkxJp5cnp/Kuw9cXn9RBm1JEcbRUsfwQnHGBWHc9CVGA+sCvyCvheiWfUK/l6TMUXHMn+rRGrfZ+l9sio8W1cK//2kkozYfUwdlM4bv+Ry8c1Pkx6lUdenDmGOh6FXQo+zVZGs1gCWJNAf4cDj88Cq15s6hRxi6RNw4euNz3u8WFPAGBO4D7ctCyzxobuWQBBGPJIRw6BLYHvgdWFlwMU4TCkhuV8L2jHmBHj1dBhyKcz5HPwedZNy/3KYNxWuXRLuDAXHiVcyoRl0KVIQZz7/gJm4jEmEZsYsOBbc1jTMb0/CPuMj/GPuAI8TRWdBdpRjmX8BNdMWEsKZjkBwTEScSGDu3LnMnTs33Gm0DzxOtefbx9erooBDaHQw5cWIdhLA6wRJQ+wLfWm0HmOOg6mvgM8drsyOC5fHgxzXHUOPc5B2NJ6sK8l9oN80qhxebC1rlSuIYHx+hX1ldTyyeDuPLN7eJJ4WqS01OhherQnd5Gdh3hTw1DcEJAnOfQa/pBO9vQSN2FRQTefE332IO6vhwCp1obS9YYmH+C6wc3GzIgFJkrh2bGcq691cPW81H994EjkJYllJcPxUePSkjLgedn0LlfsaxZSBM/FbU1r1OatU5SGddBv89HTjgCURhl+LdAxzSFmWSI1pX/flWqcXfzMl22V2F91b2Be+3uNjR3Ft0PiO4locbp8QCQgA8BhikUfdiLTiucaB6DQ45c84fVJINh3qPAqVmZPpseNjjG9MaBRz9pjCJlcKQ7x+DLrj/72sc3rxNTOgSqod9A6xPt1q0GE1iCVbQduj6zQKJWsUUt6KxoGsUWCwgqsGRt7Ag1/u59ttgcUzbp+fs/qlUuf24VC0gdsCyJrmCzs8DijeGDxetlN9/gqlSCAqFaa+Cu9d1FicoDWo60xRqaG7lkAQRpweN7qEHsg9zkba0bhNkJLcF/pdSGmdF0v4OmcJ2oKoFLjgFXhrMix5uOG4rIGL56vCKUFEY5Ic+JJ6o3Q7A2nXV41iSko/pD7no/XUAmKwh4sNlQZ6DLuTuBcGNG4NrrdSOPVDqtwWIRIQhJ2IEwkIjkCrhw3vwsXvwY7Fam/s+K5q39YVz8NZj4U7w2PHlgnzZzU9Xl8BPz8Lk59t+5xCgMVgwJm7D+Pom2DwbFj7lmrx3OcCpJS+1O34juh+M8OdpqAN0MoSOQkWdpcEbpXSO1VMEdoDWq8Dti+Gq76FTQvg4DqwdYIhl8GBVchKZAqWBCcGh9vHvrI6TuuZ3Diw9wf179QBbZ5Ti8gcDuvfVTdoY3OCvkyrkbltQnce+GQzl89dySc3jCHGLDY4BMeHTeeF1f+D0/8OVbmw53vVDrP3JKSqfKTaIohvuWuLAmoLg+lvwdaP1blj1ghIGwRLHkY7NYhjQYQRZdQiSwQVCiS00EUAwKzT0CM5KuicpGdKlGiDJDiM1l2N1Olk6HYGrHkDHFXQbSJ0Hoey6QOiB88JyXWMWoknfqrm+jEvk+PYTOLuBfg0Jkp6XcrKumT2FimM6h8a+1SLUYtGloIKBZKi25dISCA4Hrx5KzEMnAUDLlKrjCUJ+lygtq6sPgBTXkBZ/QbdYq/g2yDn6JxgobDKgUWvwXisQh2dCZL7Q+7PgeMJ3dWcQolGCzknw/UrYM1cKNmqumoNnKWuQQkEHQSz0UBd3l6iR98Mgy6BdYfWHi9ESulD3Y4lxPSdEe40BScaSYKMIepn3rq34eAaSOoNQ+ao7ilHa8EiaP9ozShlK5HG3K6uU677n1pY2fdCpOTe+PYsxdhnUriz/EOjMxj51/4u3DDjWxK2/w9jzT5qUkZSnjOJu76p5PELhZOYIPyIu0EkY05UVwbfmQFdTlUX9qty4Z3p0Hm8WjEVqRxY3VhddST7flCt6SIQveRDt/kN2PYZJPeFYVepzg9bPoRPbsAa1xn6TQJh+tXhSY81c8upXbnlvfVNYma9htN6JTd9k6DtcdfCT/+Gn5+BUTdBv+lgL4I3zwO3HWbOVxewBAJga2ENfgU6NaqwV2DX15DUK/QLnaEiqY9apbV9EYy6udmXWg1a7jqjJ//3yWZufnctb1w+HE2IekIL/piYXGWw+nW1J2ZyH8gYplYXLv4z1FcgDb4MOjXTQuB3aFL6wBe3q4v/3SZCbLba7uOHx1AmPoRkyz5h30tbEm/Vc3a/VBZtbNpyYFCWjXhrM31of4fZoOX6U7rwxebCJtNvWYIrxuQIFwHBYTQ7v4Clj0FMJoy+Wb237VsGX92LrNEhD74kJNexKTVcOzSG6e/soUtiGmM6/QW3H75dVEW1o5Cvru6J5PeFZIE7wWpgcv8kPlxf3CTWJy2KJKsQxAk6CI4qDGteVh2ubFmQMw60RnXjyOsCvx9qDqDZ9B7TLrqBV3+V8PiarsvMHpnN3z/byuUn5ZAc3XJRWiM0Ohh2Bax+FfzepvFxd4OhZY44rUJngsQecPpD4HOq378s7nGCjoVecaPb9Ib6fHfk2uPmhfDJ9VjiOmPpdTogbEw7PBq96hx46n2qa6/GCBrxmddhUHxo17ymOkOm9IdhV6rtqDfNh4+XoEnoBr3aoaPlH4hki8zKgy4+2FzJaT1mkmKV2Z7rZsWS/Vw0LJNEnSg+E4QfIRKIZMyxakX9pzerLgKeeqguUAUC5/0HTCFsnNjWNCcCUJTgAoL2juJH8rrUfxdvhkW3NY57XaD42zwtQXgYnm7gztO78dG6Ak7unkit08vqfeU8NX0AWQYX4oEt/EiHbCgVP/z8n6bxCG19IjgxbMivQqeRyDyyXUj5bqjcr6q62yuyBjJGwO7vYdClaq/WZkiJMXLLad14bPE2/vX1Du4+s2cbJSrosBz6LC3eov4JFGsphijVSviLP0HZLvXr6gIYdpVa/dxBKmaijDr+ek5v3F4/X29t2NgckRPLU9MHEt8KJwGAnAQLz80czD0fbqTGoW7W2Mw6/jVtANlxwp5ScASHnmWq81Uxz5H4vaF7TvN76V2yiMfOOp2/f1fIm6tUp4vEKAPzZmSTvvsdyLgrJJeymM3cPbE7Lo+fDQftZMSaKK11EWPS8p/p/UiIbf6+KBBEDIq/Ya2lKk+tLj6StEHQ53zw+8jY8iLzZv+ZWz7YSaldHfcWvYZbTuvG6twKJvZO5rLR2eiOZ7PJlg0zF8CnN0J0ujonrdgHE/8BiSd4fqnRgKadCngFguPF70fy/Xa/LtsB6/8Hsg6KNqnHfG5VFCT44yBr2m/RguDYUfwNz8tFG+GzWxvHvW6xzxBmMms38vLM/ty6YAs7Sx2U1+vJr3Rwbr9UbhyVSLSnBEgId5qCPzgdY5Xsj0x0GpzzpKoEL9oEg+dAxlD1eCTT6eTgsbTBR93AaLdoDdBnqlpVGoie56gWu4KOT30FKYuv4eoznuCazkbY+QFKjA153Jn4y1ejy62FftPCnaXAFKt+ntYcbBqTNZAgNkcFDWw4UEVOggWt5gj7451fq1X68e3ccSJrhOrUs/0LGHjxUV/eLz2GGcOyeOGHPQzOiuX03sL9RHCMmGLVVlmbPwgYlvpObd35Srer57rgVdXCuLYQTroVZC18ciPM/kDtz9kBSIkx8sB5vbn5tK5U1nmIMemIs+hJiWm9NbrFoGVU5zg+vH40xTUuJCAp2kiiVY9JLx4ZBQ1IXSeoLkuB6HyqOtZCgTmOaG8ZUwsf4eQZt1CuxCDLCvGuAlJ+ugbplHvU9nshIjkumqfOTkEu2oBUsBQloTtK1miINobsGgJB2DHFQv8ZULg+YNjRaxorLBPpdO1s8ovK2Fvm4o3Lh+Lzg8+vYDVqqXN5Meo0xJp1JEYd5/jQGSFtoOrOtuNLdaNj4sOqy4HxBLgICAR/FAxWtY1IXBfoMh5yV6jtBkbeABV7wV4S2YVlAoFARWuEvufDnu8Cx3ueAzqxzxBWbJlkrX+JDy6ahpT7M3LFbpSxI/AnxqH//t7Ibhcu6DCIFZ9Ip3grvHkOOCobjpliYc7nqmVrpBKV0tA360g0elUUYYkPT17Hi9eBK3UoupT+yEUbG8esSXiGXYfObRcPxH8EPA7cZzyG9vNb0Ob91HB8yf24Jj6BM6EHYkmyHWDLxnfOv9G8d1GTyjjvyfcgmxMITTdcQUdgXV4VvdOiGw54HerGe8YIkNv5b4reovZk3fYJ9JmiWrEehfP6p7K7pJY731/P57ecTKaoNhYcCyYb3rH3oN39LTirG4V82WPwx/emVUbfNcWqYPbV0+CQG8zP/1Vbfpz+d9V5q4Owu6SWi17+hTJ7g9uC1aDlnatH0C89BklqeSuQMruLxxdvZ8GaA42OXzYqm1sndCPOcox20oIOh0djRO5+FpqdixsHdGa8pz6AVvGF5kJaA4y4Dv2rE0hfcDbpR8bSBqn3rBDiLt6B4X+ToLao4aDegnvmx3jTB6PViaUTQQdAkqD3JFj5MlTuaxyLzWF3/HiumLcTk07Dv2cMZOG6XTz4+U5izTr+PWMgN7+7joIqBwDZ8WbevnIEGccz/6uvgJ+egZ+ebjj24z/Vzc2zHgNr0rGfWyD4I+Nx4M0ahaZ4E9I7MxqO//ICdD8D/5lPIHvrgQgtwBIIBCpeB56k/miT+yIVb24csybjHXgJWo8djEIoEC48pkSU7DHoXxqttvw4RHQ6nks+RddBChgEkU07X7EWNEttEcyf1VggAOrX82c3XuCINMxxcNoDMO1NSB2oWs/1mwHXLoOUvuHO7tiR9Wyuj2PDyS9ROfU9Cqd9TuH0xVSe/w57z/+ML/INwv7pD4JXa0LZ/BHa0q3UjrqLwgs+oXDyfDzdz8PwzT3IkSqE6WBUOr08vz+Nwhlf4ul6huoqkDmC4knvMF+aSJGn9dWago5JZZ2bvIp6uiQe8fC1fzm4HeqGZSSQM07dQN3xRYteLkkS14ztgkGn4Zb31uH1CRs7Qevx+RU+2G8g94IvqB90JcRkQGJPKsY/wcrBT7DPHX30kxxJUg/4/I4GgcAhSrbBpoWgDf/nttvro6jawcEqB3ZngD7MLaDM7uLmd9c1EggA2F1ernpzNUU1ziDvDMz6/KomAgGAN1fksrWw9phyFHRM8uU0lvX4K+Wn/0cVpUen4+h3CfkzvuZ/OzW45RDKXGM7wVXfwehb1crihG5w5mNw0TsQnRqyy9RVFaP/5DrQmSk77SkKL/yMkrNegYTu6N+/CG91QciuJRCEnZgMmPEWjL4ZYnMgNoeaUXez7Yx3uOLDg/RLj+Ges3oiAQ9N6UuneDOV9R7+sWgbV52cc/g0ueX1/OPzbdhdzbSKPBqlOxoLBA6x5QN1Hi0QCI4NjR5fTTHSypdx9ZlB4fkLKbzgY+qG3gj7f8KzdxnoWznHFggE7Q+Nni11MWwY+wpVJz8A8V3BlkXtsJvZPeljvivQtIvn3z8yvroK9AtmoiT3pfjs1zh44adUnPov0OjQLLqVuqqycKcoEAgngYimrrSp+vsQFXuhriyy7VStiWo1Y87Jat88QzToI7tK0eGDTzYc5LReyTy6zcNnGwrx+PyM75nEJSPj+XJrLoOyY8kSJeQdHo+zHk3JJrZPWcxjyytZtrQKs07DrEG3ctlFtxC3/XNI7xfuNP/wVNS5eXJJPq+YtMwa+Gf65MgcqPXz5lfVFFYX8H52Jmk2MeEWwOpcVbDXPekIkcCOL9QNDXNcmLJqJSab2tJn00LV/l139Huu1aDlpvFdefCzLTzz3S7unNjjxOcp6FCU2V08+c0uKurcnNtnBqcOm029B97eWM+mgv1cO07m3rNasYhZsKapQOAQWz+G8X8NSd7HysEqB68u28v8Vfk4vX5O7ZHEn8/s0bRVyVGoqHOzLcjmfUmti9JaF6ktbDtQ4/Dw8o97g8ZfXbaXwZk2zAbx6CiA7/bU8fDiXHqm5DC7/3+J0UssP+Dl47kH0MoSZwzqTOi274HYbDjt/2DUDSDJYElUq6FDiNZRQXXWqaxNOJ/HllWwo7iWjNgEbh75NBOM27HWFkJCdkivKRCEFUMUlGyj9oJ3+Xavgw93Oln+wz4eOK8PTo+PV5bt5UClgx7JUdw4vivbi2p5bfk+MmIb31e+2VpERV1PrIZWef6oeJzw64vB4z//BzqfEjnzaIGgHeHyetFuXsCBGd/y0ob/Z+8+w+Oozr+Pf7dX9W5ZsuXeuzGYYoPpJfQOgYQWIIGE/ENIAuFJg5CQQEgICSShhBZ6770XG4xx793qXdq++7wYWbbwSpZsWatd/T7XpcvWnN3R2dUezcyZ+9x3kCeeqCUUCXHEmG/xf6efR9kXt9A07HDSHFqkJJLMgjEL/1lQy3NfbWO/obM4Y9IcbGYTL60N8voH6xhTmM7MMUPRkTSB6tZRPe82Xmkexp1v1lLe2MzYwjH87JCHmLLlUeyBWiA30b2UAU4zPcksHNhNe89WEPVb7tRZUR0IRzlyfCHXPfU1m+t8pDutuOw2Xl9ayUera7j72zMIR2O735EkPZMpxrrp1/Ot+9cRbFt92xQI849PKnlnnYf7TjiKJA7xSRmBkPG7afSFuX9BFaVZHrY2+GhsW/nZ4NuLlTOSUuavryXHYycvrS0ld+0aqFoJU85LbMd6avhhRp3aJU91u++jCtI4ddpg7nx7NXNG5TFjqC5BpfuisRgNvhDhaIxnvq7mma87tlc07OZ895t8tTv+b/cYwS6tNRCLGufOvZUKfQ9sa/Bx7r8+ZV11S/u215dV8MHqal74wUEMz+9+GshAuOvMHS2B7mcoCEWi1LfuyEiQ6bYRi+04xtW1BAlGoiR3qK70lqoW47O1vLyJ68s7BqoEgMi+uJSx2PZp8HvUbONV97e49okN7ds21/n46ctb+O7MYfygyIsKbkhKSR8Es69iU72fH720DYfVzGUHD2N1ZRMPfrKx/WErKpr4yROL+NkxY5g9PIdQJEau105da4hINEY0BsHwHg76aAhau1g956szFouISI+FwyFqxl7AWU9UGXOPLmPu8eWlNby/poEXvv1zciN7ls1KRPqPcDRKTYtxHffZ+nqWV1ixmEzUtRrHz/rWIKF9cnIu3dVqy+FPa5w8snBr+7al2xo5/3+N3HHiGRxJ7wY/i+wJBQkkM0+uMWES78LJYjdWWUi/kum2s766hWG5Hm48YRz1rSFCkShFGS5eWryNp7/cwnVHaxXmQNBqTueWDza3BwjsbHlFC0v9wxQk0A+47RaG57n57UmTcFjNbKhtoTDdictm4bcvLmNItiLvxfDpulpGFabtqAG+/EVwZkD+mMR2rKdcmVB6ACx+CkYe1e1ziROnFLNocwM//N9CXvnhIXi14li6yW42s9/QbN5fHf9GwWFjeng+O/QgogWTKD/wV2yK5VHfGmZ4tpXczW+QufJxsPe8HmNda5CqpgDrqlvIdtspznJRlOHcMd67acGGug4BAtv5QhHueGsVN588sdur9bPcNtx2C63BXYMezCZ6lOUm3WVl7uh8RhekcdLUYiqbAphNJnK8dh6fv4nxgzJI05iWNnNG5XWaeWJKSQZue+9+VppbmqlpCbOqogGH1UJZXhr5aQ7sjt5LvVZjzuV3b8d/TffNr+L8g0aS1Ws/TaQfsNihdDZZDa3cfEoOWW47wXAEu9XCqII0bn/DyPCz3d/fWcPvTp7AkBw3V80byaBMF8u2NfLk/M17fnywe2H0sZ2XFRg+D1yqly6yJzyeNF6ocDA8z9th7rEww8XLX2/j7i+b+enRgxPdTRHZSy6bhSPHFWKzmDl3VmmHsf7ioq3YLGYyXHuQ7Ud6TZ2zmEcWfhy37TdvVjJ9xHSK+7hPIt+k2Z5k5sk36jO+f+uubQf+0GiXfqXJH6KuNcTh4wr4/sNftq8CM5vgOweWUZThpCUYUZKZASCAnffX1HXa/vKyWg6bUNqHPZJ4TMT41wUzueZ/X/Hlpvr27YOzXNx9/nSslsT1TfqP1mCYxVsaOP+AtlTEwSZY+w4MPRjMSfghGXYobP0S5v8H5vy0W0+xmE1cPnc41z21iN+8sJRbTp20jzspqSIUjfLdg8r4eG3NLtmUhua4yfX2bP1uJGs4iw69l+88tpb61h2rIY8bN4sbTzmLfG/Pgg4qGv384umveWNZZfu2HI+d+7+7H+OK0jGbuxcoEI5Gef6rrZ22v7OiikZ/uNtBAvlpDq6aN5Lfv7x8l7bz9h9Ctsferf0A2CwWzptVylNfbuGy/y5o/z3YLCZ+fMQojptUhKUHpRAktY3I9zK2KG2XchdmE9xw/PgeffZ2p7a+kXs/Ws+d729i+58Hp83MbaeOY86oPNzu3slvUReIdZodKhqD9bUBygp65UeJ9B9WG8GYmX9/sI7Vlc3tm0cVeLn9zClc9eiX1LetRGzwhcjx2Ln3w3U8sWALALOH5/DPb0+nIGMPA3ZMJhh7Anx4OzRXdmyze+CAK8GqOowie6LRH6TSZ2Le2Py4c4+F6Wk0BCCj57GzItKPmEwmDh9bgMlEh7FuMZv47oFlnDerFKctCeekUsjKSl+nbVXNAeqDJgUJSMJptieZ2d2w/+Vwwl8gra3yY/ogOOEOmHUZ2FOkTnZzFdRtgmBronuy12wWEzOHZnPjc0s6pImNxuDfH6wjw2XDadOwHAhMJlOXK22z3b03wSp7zmoxcdOLyzoECICRgvbS/y7ApLRQAny6tpZwNMaEQW2rnVa9AdEwlOyX2I7tKZsTRh0N696DLfO7/bSCdCfn7z+U/32+iTeWVuzDDkoqMZlMPLFgE3edN43pQ4y1ug6rmZOnFvOrb43n4zVVPdrfVp+N8x5e3X5jY7sXl9bx4Je1hELdT10cDEe5+721HQIEAGpagpzzr0/Y1tD5Bf83WUwmMl2dH9vTnNYelVmvaw2R7bbz6xPHc8nBZVxzxCguO2QY1x09mmmlWdT3sBxORVOA299Y1SFQIxSJ8ftXVlDbonTPskNBupP/XDiTC2cPab9umVicwWOXHcC4orRe/VkLNtbz1/d2BAgA+ENRrvjfYjbX915pPaul68lT157UWxfp52qaWrnykYUdAgQAVlY0c9vrK7n4oGEdtqc7bZRm7QjM+WhNDQ98vAF/aC/K+GSWwndfhfGnGIG1JhOMOBwufhOyhu75fkUGOJvZzPShWZ3OPWZ77Jp7HGBag2GqmwM9KkkmyaEpENplrEeiMe55fy3ranbNYid9y72b6wibgvGlH9CnMNl5cmHaBXDJ23D1Irj4LZj2bWN7smvYbKRrfuJCeOgUeOVnULncqCebpGLRCC98vZVYJ+WAHvp0I+E46ecl9aTFmjh/RudLkk4al96HvZHOtASivLG8Mm7b5jofVc3BuG0ysLy/qppcr52iDCdEI7DsWSiaDI7evVnSpwZNhdyR8OFfjcwI3XTo6Dyml2Zx7ZOLqG5O3uO19J1cSysjsyz84unFHDQilzvPmcatp08G4NL/LuCYUT1b4rRwYw0tcVLwA9z78WaqGro/UVLV5OfhTzfGbWv0hVle3v2xYTKZOH5yUaftp04rxm7tfpRAXUuQt1dUUpbrYWu9n2cXbmV1ZTMjC9KYv762Q5ro3WkOhPj726s7bb/n/bX4QppQlB2KMlz8/NhxvPXjubx/7aHc/92ZzBiajasXSw3UNTTyl3c3xG2LxeDRzzcSjezFzcmdOKxmxhXFP/dOd1l7NTuCSH9R0xRg8ZbGuG1fbqpnzE5BP2OL0vBYwlw00cKw3B3l1p5YsJmqpr0838seBif+Da76ypjTOu0/kD82ObNxifQXsQgvLNrW6dzjg59s0NzjANEaDLN0ayPXPrGIM//5CT98dCELN9XT5FcQcCoIRaI88NGGTsf6X99aTX2r5i0TqTDDicce/5xmakkmNqtuz0ri6VOYCkwmSC+CrCHGvz2sj9ovNZXDB7fBo+cYNeqqV8IX98E9h0LFkkT3bo+1BqNsrOk8I8KWel+HyD9JXZZIgNP2G8b4QbtOSH7/sBFkurViqT9oCYY7PdkGIw21yHurqphYnGHUJ9/0iZEBp3R2oru1d0wmY1VXqAU++ivQxUDo8DQTFx9cRiQa47onFxHragCJAJawn7OmD6Io3cZf3lzFlQ9/wQ8e+ZKnv9zCDw4qotgS/wZGZzbUdn6zoikQJhTt/mcyEI7i62KF5Mba7me5CkeibK338+3tZUl2Mq00k7FF6fhD3T8HjMZizBubzwX/+YwXv97Gmqpm3lxeyUX3z6c0x9Ojid9AKMrmus6zImysbSXQg77JwGC3mhmU6aIk2022p2dlQbojEI6yrYtsAWtrgj3KDNKV1mCYnxw1epfzb4fVzE0nTaRS53uSgpp3s5p0+9/9TLeNXx4/DqIhPPcfzr0n5bavQA6EowTCvRCsY/dAZomRWcCZsff7ExngfKHdzz36NfeY8iLRGB+tqeG4v77PC4uM64XXl1Vw0p0f8tqSCoK98fdbEioUjrK+i2wBW3WfIeG21bfym5MmYLN0vF+X67Xzw8NH4g8qGF8Sr/dC/UV6U0sVfP6vXbeHWuGVn8Lp9xulFZJMptvO1NIs3ltVHbd9/KD0TqPLJLWErR7++foqvn3AUKxmE5+srcHjsHLQyFzeW1nF5sYIRap9mnBpTisOq7nTk+qhOb1TC1eS1/rqFlZXNnP8pCIgBl8/DtnDISMFqoq5Mo1AgYUPwZKnjf93Q6bbzsUHl/Gn11byyGebOGdW6b7tpyQ3q53CT3/FfUeegcU7glBrA2aLDYvTg2nFy6QFxgHju727SYM7z8RTlOHE2YPTLJfdQq7XTnUnWWPGxQn064zVYqa+NYjDauGeb0/n/VXV+EIRZg/PpTUQ5pFPN7JfWXa39+e0Wbjl5RXEi3n48+sreOEHB3d7Xx6HlSklmaz6Rsrp7aaVZuLW+an0MYfdyriidN5fHf+6acbQLOz23lnhb4ynZfzxtEmsq25lRXkjg7PcTCnJ5O731nL9cWN75eeI9CdZbjsmE3EDos0myEuz8/Njx1KW6+b6Z5Zwy0ljGBoJU/DlHZw+6RL+u6CSTLcNdy9mEBGR3uG125hcksEHnRxDxxWl47Vr3WCqq2z089MnFsX9O3/Ds4uZNSybwVma00pmDpuFaaVZfLSmJm77+EEZuFVaJKFyPTb+/eEG7j5/Bgs21rGt3se4QekMznJz80vLufu8SYnuoogyCUg/te69zts2fQb+nq0q6y/84SgHjsiJO9FqMsG3DxhKOKJVlwNBU9jEk19V8NMnF/H7V5ZT0xJkZUUTVzz4BQ98vIGnv1I97/4g1xHhvP13XfUJMHNoFplOHUYHuteXVmC3mJk8OBPKF0H1Kijr/s25fq9wApTNgc//Axs+7PbTZgzJZt6YfH79/BJWVXQ/JbsMQJEguLLJqv6S9P8eQc5DR5D1wFzSnzqHtOLRsHl+j3Y3ytPK4CxX3LafHJxLga3zFfPfVJDm5IeHj4rbNizXw9AcT9y2eKLRGFNLM/nf5xv5/sNfsraqheqmIL99YSm/eGYx58wa0qPV/63BCFWdlPTwh6I9KvfhtFm49JBhWM27ZiOzW8x8+4Ch2K0KEpC+FQiGufDAoXGT5HkdVvYryyHYS5kEcu0R9huWwyUPLODx+Zuo94V4Z0Ul37nvcwAyHCmQqU/kG3LSXBw3IX5U+nGTilhe3sTj8zdxyQMLWFPVzMuLt8HgGThXPMtxI50A/OCwkRSk9X4mERHZO+aIj1OmFHY693j1vOHkxGoT0DPpSzUtQWo6KUHWGoxQ2ajygMkuGIlwyKhcXLZdx7rZBOfuX6pMAglWaG6gxR/kO/d9zgerqqn3hXj4041c9t8FHDXSS4G5IdFdFFGQgPRT5rZUjxY7jDwCJp4G+eN2ak/Oj64JE68tKecvZ01ldMGOGn9FGU7+eNok3l5egQ7dA4e5bdazqinAW8sr+WhNDcG2GwSW5PyIpxxPsJbv7D+YSw4qa0+raTbBMRMK+dPpkxgU2ZrgHkqivbR4GxOLM3DaLLDwESPLTW78m4pJa9SRUDQJ3v0DbPyk2087/4Ah5KY5uPLhL/B1UiNeBJMF8sbA6zdAwQQ4+haYd6MREPrkJTD80B7trrDyAx4+NY8DhmW1b0t3Wfn1kcUcGnwXIt2/qWg2mzhuYiHXHzeWNMeOlZKHjMrjge/uR0G6s0d9e3NpBbefNZXheV4+WF3N2ysqsVpM3HzKRD5YXU2MPbsROa00ixOnDOKAYTlsv88f535/l0qz3Tx08SxKs3esJirL9fDIpfszODt+0IXIvhSLxXhnRSV/OHUShTuNtTGFadx+1hReW7Kt18rsZUZquGz/fC46cChZbjteh5V0l43jJxXyh5NGMTiypVd+jkh/ku62c8OxYzh7xqD2FLg2i4nTpw/myHGFvLK4nHGD0pkxxDieWmJhI+2AyYzZZOKnR4/m5KmDsOjCVaRfKl3zCA9fNJNRBd72bYMynNx93lTKKl4jFtX12UAX62ZJQem/TMAri8u54+wpjMzvONb/ePpk3lpascfXmNI7clpWcefhTk6cmMPZM0u4YFYJJ08t5qqDCjm/YC32UHIuhJXUorxg0j+VzoKp58GY42HVa0b5gclnQ3YZLHkKLD2blO0vHFYzU0qy2Nbg45bTJtISiBCJxkhzWqlqCpDtdiid6wDhsNk4aVI+D8/fFrf95CnJV04jFVlMUQa9/WO+O+9PHDexkAZ/GI/DQr7HRv7yhzAP3S/RXZQEWl/dwpcb6/n+oSOMLALlXxvHrl66adFvmMww8XSIReDt38F+l8LY42E3F5sOq4WrDhvJDc8u5pfPLuYPp03ClGrvjew9k8koZ3Hpe1C9HJa/CPY0OO1e8DfA1oVQun/391d6AKX3Hs0/pn+f2oMPxR+G9FgjBQt/g9UMzL6wR93L8ji4YPZQjplQSJM/jMNmIcdjJ91l2/2Td2I2m5g7Jp9rHvuKCw4Yyg8PH0k4GqMlEOa/n2xg9vAcsj3d36fbbmHuqDwumD2UBRvrWFXRzITiDC6bM4wHP95AtqdnadgdNguzhuXwxPcOoL41BCbIctvIS0vOc25Jfi6nkywn3PfRen50xCjSXVbMJhMbalq58dkl3PytUdisvTSdEYtS9OzZfPu4//JahpP5G+qZPDiDkyZkk//OtXDwD3rn54j0J7EYBdRww6QmLp9aRrMlg8aInQWb6kl3WplQnMGGmlb2K8vmykNHMMgbgwcXEp5wOhk5+Zw7Mot0d8+OhSLSN8x2N6a0fIa6/Pz1rMlUt4SJRGPkeqwUumNkLKkg7Mja/Y4kqXkcFvLSHFQ17ZoxIM1hJcvdO2WbJHFsFgtTSjL51fNLuXD2UEqy3URjMepbQ/z7/XUcNjYfl8oNJFbmEDIr13DVYQfw1BebeWtFiNlDPBy23zBylr1FzDpVYRyScAoSkP4p5DNWkz1y1o5ty56HtEI470lI0vX2LaEw44q8/OWtNfzy2SUd2iYPzuCOs6bQHIiQ4+1kB5IymkLwvTnDeXNlLRXfSPF10qQ88tw6iesPzMCy/X/HmXd8TKM/3L7dYjZxz9nHcGCsDiXYHLie+mIzbruFmUOz4JXfQsZgyE/RusVmC0w6G1a8BJ/+AyqXwKzLwZnR5dNKst1898Ay7np3DVNKMzl3VvzyHTKARcJwxK/h8QugavmO7QsfhP0ug/En9Wx/aYUw/UIyPvgNGfxmx3ZnJlz0GjjTe9xFm8VMcS/U6xyZn8bE4gx+/8ryDtsHZ7k4f/8h2CzdDxSNRGJceegILrj3M1p3ytRx30fr+Md50/EH9+xcOT/dSX4PMySI7AsNgShnzijl2a+r+emTizq0zR2Zzah8F63BCN7eKP0Ui7Ds4L9y5t1f0xwwzvdeXQL/eHct/zrtRxwYaEa3QiXlVK2Ae4/G7aujFMDqZMv5H1CT7eGSBxa0Z7gDcNnW89CFk+Hkv7PJPJTvPPg1T19+IOkaGSL9Ujjop6noYG5+YwNPLKzs0DatJJ2/n3UBmYFmbJ6ur+UkuYXCUX5x7Fj+7/GvCEd3ZA0wmeC6Y8bQGgx38WxJBoFQBIfVzOAsF799cVmHtmG5HmYMyaIlGMHr1PE6UQLY+SA6gcvu+Jjtw/DVJfCntzfw+MXfpczcgsJ1JNEUJCD9k90Dr/581+1N5fDGr+G4P/d9n3qBy2alor6ZZxfumqL8q80NvLlkM6fOKEtAz6SveSwxvF/dzVOnHsrLG828uNKH12HmoikeJoQXY/dZgLxEd3PAqzZlcs1TSzsECABEojF+8PhSXv3BfgxOUN8ksQLhCA9/tpHZw3Owb3wfqlfBzEuMVfepymw2MghklsKyZ+GpS2HKuTD6aKM8UCcOGZXHmqpmfvnsEkbkeZk1LKcPOy39ns0BHz8A4QAc+Vvj84UJ1r0LCx+CCaf2bH+uTJh9FQyfBx//zchGNeJw47OaWbrn/Wwqh2ALWGzgyQdbz2+k56Y5+N3JEzljZgn/+WAd/lCEE6cUc8S4AgZl9iylv8Vi4idPfNUhQAAgFInx48e/4vHvHdDj/on0SLAVWqohGgKHF7zxa5vvqSynGe+ih3jkuCm8VZ7JU8t9OGxmvjPJxRTLOnIbgsSyDu6Vn1VtzuPqlxe3BwhsF47G+MGzm3nlyhkU98pPEuknWmvg2SsgZzhMuwAc6RCLYI4E+OWz6zsECAD4QhGuemIZT5w7lp+/XMGgTBcOrUwU6bcsNjsra+t3CRAA+GJTI68sLuecmSUJ6Jn0JavFzHNfbeXfF8zg+UXbWFXRxJAcDydOGcSzC7cyc2h2orsoe8luNfPZulrOmFHC6dOKeeKLrQQjUU6YVMjgLA8PfbqBP50+JdHdHNCqyOIHj39C9BvVPRp9YX781FLuP2csmiGTRFOQgPRPW76AWCcroFa/DrHkjHaMRcI8+Fn89PIA//28nBMmFYJHa5NTXa65ET77G8X+3/LdktmcPuJgrOEWPO89DY1biO5/JZRNT3Q3B7z6gIll25ritrUEI2yq9TFYsRzJq3adsXLZYoOiKeDJ7fZTn1u4lermIEePzoC37oHCCZAzbN/1tT8pmmSU/1n1Onx+D3z9OIw7EUYfZaSJj+P8A4awtd7Hpf9dwFNXzGZ4nlLmSBt/I7RWw+E3wrt/gMqlRuaKkUfBGQ/AyleMMlQ9EWo1yhakD4bckVC/ydivK6vnmQR89UbAwmvXQ/1GsDqNgINDfgzpPb9tmJfm4PCxBRwwLJtwFNKd1j0qw+EPRVhf0xq3rb41RENrqMf7FOm2+k3w5m9gyZMQDUPOCDjmj1CynxEw0AvSg5Xw2d0MqlvHecXT+NbwwzFHAng/eQ7q1hEbfwrmIQdAL6y9qQ1ZWV3ZHLetKRBmS3OU4vy9/jEi/UdrLQw/zAise/smaNoGNjfVZ3xMTUsw7lM21/moaw1yYLGNySNLyVSaapF+KxIJ88Cnnc89PvB5BcdPyCfXrWuyVJbjdRCJxrjkgQUcMa6AWcNyqGj08/2Hv2REvpccr/6OJzurxcz5BwzFUruaosV3c1RJHlGTlfTKTWzLvpAfHjqix2XypHetq27BH4p/j2vxlkbqgyYFCUjCKUhA+qfQTpOeWUONyPa69RBoNIIHopHOntmvRaNRWkJG381mmDsqH6fNzLsrqmkJhvEFI0STs5KC9FQs1v45N1cvJyO9wLhR0rgFAFOgMZG9kzbh3YxHXzjW9QOkf9q2CF7+KWz8aKeNJmO18dzrYPCMLp8eDEe5481VzBiSRfHyeyHkh9HH79s+9zeONJhwCgw9GNa9B1/+F7562JhwHnciZHRcmWI1m7n68FH86vklnP+vT3n88tkU93DltKQokxnGnQT/O3dHgGg0YpS2KF8EJ93Vs/01lcPDZ0HF18bn05NvjPWvHoZzHoNRR/Vsf2vfMUohONKhcBL4G2D+v42/I2c/DN49u3PocezdZE00tuP4k+OxU5jhpKopQGVbzdFwRCeUso80boP/ngQ1q3dsq1kND54MF7wAZb2zup9YdMc1Yfli0sNBI2tB/XoATKEW4/teCBKI7LS0J8ttY1Cmi5rmIOWNfsAIyhFJKWYL2Nzw6i+MbAKFE6F2HSH/jmCZvDQH+WkOKhr9VDcbgQOhSIw5I7MoKVaKcpH+LBqJ0tp2Uyru3GMoQkRTGSkvw2Xj5lMm8sNHv+TFr3cEjYwflM5d504jx6sFaqmg1FKN+ZmTwFeHN3e0cYyvXknR4qcouOwDlKU2sfw7zRtPHpxBaY6bRZsb2NAW8B/+ZooBkQRQkEAqaNgMlcuNFVL54yB/jFEXOZkNnglDDoTZP4C6dUYqy4IJ4KuDRf8zVn0mIafTyckTsvnWmDSOLrPAuvch7Ic5B7OsycMLyxrI0jnawODMgLEn4J96EWabg+j6j8CZjuWIm4iufBVH8aRE91CADAfkeR1UNQd2aTObYFju3teolj721aPw7PeN4+Scn0LeWGMV5LaFsPwF+Nc8mHw2HPk78MSP573vo3Vsqffxg2HlsOhtmHQGuAboZKk3DyaeCqOOhE2fwfoPYMXLULq/sdo6e0d2Ba/DynVHj+E3Ly7l7Ls/4eFLZjG4F+q8S5KzOuCTv8fPINWw2fjqiZo1UDYHTvknbF4AzeUw40KwOOC1X0DRVEjr5o39xm3wzu/h+NuN43bFYvDkGQGsH91hZBboYZBASyBMVVOAT9fV0BKIsP/wHArTnWR7enajM8sBIwu8XDl3BOFolLVVLQzOcpPptnHHmysZlKbLPNlHKpZ0DBDY2as/h/Of7lFmnk45s4yMIulFMGgKbP3SGMdFk2HxE1A21yhR1wsybFFGFaTxvTnDiAFrKpspznSR43Vwx5srGaILNEk1MaD8ayN4rmqFEQBXNJnRmVYmFWdw6ZxhNPnDbKptpSzXg8Nq5m9vrybHYyc/Lx+bq4tjVqgVmiph08fQUgtDD4SMYuP4KSJ9wml3cPKELE4el86RQ0zGNVrb3OPSJg8vLW8gy2lJdDelDwzKdPHnM6ZQ2xqkotFPXpqDHI+Dwdm6Dk8JsRjmZc/D6GONxRrbvoJIEAbdAJs/x/zBbXD8n8Gu33eijMz3cNKkAn51WDa2ikWY6tfD9Ck0eMZxzUsVZDh6nlVQpLdp9ijZVa2A+0+A5ood27wFxiqOvFGJ69festhh1vfg8QuNE9ntiqbAKfcYq7CTUWstc0ttOFa+jPOfN3R4HRMnnM3YuddjD9SANzNxfZS+4fASPOzXWF76MbbVr+zYbrYQOO5v+LLHojW2iVcQq+LXRxRy+dMbdmm7bFY+Of5NgOq4JY2vHoWnL4MRR8D+V3QMOEs72ti++g344j5Y9RocfQtMPA12SgW+urKJP722kqMGRyj5+m/GzfBBU/v+tfQ3jjQYMc+4ObttIax9F577AYw4DKZ/B1zGOMnxOvjFsWP53UvLOP0fH/PAd/djZEH8EgUyQEQjsOnTztvXvAVTzun+/oItMHQ23D3XmCDZrng6nHgnhFp6tq8jfgVv/86YcNnO6oST/m4ECewm88jOmvwhnvtqK9c/s7jDqewJk4r45QnjyUvr/o3Iglgtt58+iUsf/JIt9b727VluG/ecP428WA2Q2e39iXTb2nc6bytf1DEj3N4It8JBP4I3fwXv3rJju8kEh14PJbMgHDACjfZSAbXcfuZkLntwAZtqd4ynDJeNu8+fTm60Fsja658j0m/EIlB2CDx6jhEs28Y99GAePvsu5t61hOqdyg4Upju55/yp5Jk3YVvyDkw4LX75nmArrHoVnry4w34ZfpiRGSitcB++KBFp56/n0CF2HCuexXn3LzvMPU6aeA5j5/wCu79ac48DwLrqZs6551O2Nfhx2sz4Q1GyPXYeuWQWowt7WIZN+p9QK5it4C2Eh8/oeL9k4mnG/EygUUECCZRPLbccGMNxb9vvoo0rZzj3nvUkdlM9qOCAJJg50R3oifXr13PRRRdRVlaGy+Vi+PDh3HjjjQSD8WumpbymCvjfeR0DBMD4/rE425OJ1QFPXdIxQACMGw8f3g7WJK2bZHPhClThfPP6XQId7IsfwbLxQ+NGi6S8cChEbPGTHQMEAKIRHC9cgSVQl5iOSQdmYhy89T88cW4ZM4dk4nVYGV2Qxp0nDuaS3K9Ji8WvXyv90IaP4NkrYeQRMPuq+BlpzBYjFfmJf4f8sfDUxfCfo2DFKxAOUtMc4KJ7PyXP2sqZ2/4IRZNgzAl9/1r6M4vVuGl60I+MFPIbP4Wnv2dMGGMc9/LSnPzy+PHYLGZO+ftHvL28MqFdlgQzmbteXfiN0hW7lVVqBJlGvnF9sGUBfPpPsPUgBM/mhK8f6xggAMb56bNXQs7IHnVtS72P659ZzEEjcvn1ieO5+ZSJnDZ9MK8treDNZT07b2/Aw8+fWdIhQACgrjXE1f9bRL1J55Oyj2QUd97mzABTL61MdGTAhg9h6TMdt8di8NZviPlqwdQ7ax4azRnc+OziDgECAA2+ED945EsaLZm98nNE+o1oBF68puONfMC0/n1YcB+TijvWKS9v9HPtU4tp3LICXvgRNGyKv9/GrfDEd3fZL2vegi/+CxGV7hDpE3a3Mff41g27zj1+/TCWTR+CKzMxfZM+U9Mc4PsPf8m2hu3lk4zMbbUtQS5+YD4Vjf6uni7JwGwjljMC3r911wWVXz9hHI8tyoiVSFaLGcf/zugQIABAzRqsL19DwOxMTMdEdpJUQQLLly8nGo3yz3/+kyVLlnDbbbfxj3/8g5///OeJ7lpitFZD9cr4bVUroKWmb/vTm7Ys2DVAYLvFT0AgOW/MBSNRzAv+02m747O/4guE+rBHkiihhm04Pu+kznIsRuzrp/q2QxKf2Ya3YQUzXj2Je0Z+wuvfCvPQ9JUct+Bisj++CVxaVZYUmquMm4Z5Y2D/KztkBojLlQVzroMjfmuUuXnkTDbeNJUzbnqQ+roa/i96L44xR8DE040ij7IrsxlKZ8FB1xjv+4d3wJu/NtLZAtkeOzeeMI5RBWl8577PuemlZar5PFBFIzDt2523jzyyZ/vb8NGuAQLbLXoUgj04h4yEYOmz8dtCPqhZ1e1dxWIxnvlyC3efP4PRhWnc+fZqbn55GYFQhHu+PYPXl5ZT1bRraZvO1IQdfLW5IW7blnofVQGlkJV9ZOSRRnBPPDMv7XEJjs7EmiuMUiSdWXAvkWjvLBaoDVr4fEN93LbKpgDlzeG4bSJJa9Vr8cv8AN4v/8V3p+xaymPZtiZq08YY3yy4L352x+UvdLpfPrkTWpJ4IYtIEgnHYpjn/7vTduenf8Mf6P55pySn2pYgS7Y2xm3bVOujOk5ZTUku4WgMFj3W+QO+eAB/SOexCdWwGVpr4zZZ1r2NOdiDTIci+0hSlRs4+uijOfroo9u/HzZsGCtWrOCuu+7i1ltvTWDPEiTk2017L6V6TITGrZ23hQMQTc4b6dFwEHtzeecPaKmCmA7eA4GZmPH77oS1qYc1mGWfiAWaMB10Dbz4YzI/+PWOxM3ODDj5n8QaN2MqGJfAHspuxWLw/FVtNRh/aqRi665BUwjmT+KRL8r54yInXkuIX47ZRkHJFWBXQZBusbuNNHf542HJk/DcVXDodZA3FrfdyjVHjuLFRdu498N1vL60gt+cOIGDRvZCLWtJHpEAZA83ylWsfnPHdpMZjvyNkUVqyAHd319X55AhH0R6cJ4VDRuBAp1p7n4WjEg0xv7Dcvj9y8tZXt6ExWzCYjLx/KJtvLOiirvOn0Yk2smNlThaQl2X3mrwK+hG9pH0QXDGA0bw3c6rhYceDDMvip+pZ0/EItDS+RgzNVdgCgV6lh2kE4HdTJ42tGoSXVJM45bO2/z1eO3xA2p94diO5/sbwZXR8QENXVzD+uo6DyAQkV4VCfpxtOxm7vGbGT8k5fh2E4TfEtBnINlFQkGsu7vP0FkAvfSJWEt1F40xYp0tkhXpQ0kVJBBPQ0MD2dmd14MOBAIEdoqObGyMH0GXlNw5RmrkaJyDvtlqtCerklmdt2UOSdpUOU5vFoGyeTjWvBm3PVQyG+zeuG0DTUqPXSBmcRAdPAvzxg/jtoeGzUNrAPsBhxeevAjmXGusPq9eBenFRmrst39n1NaUdv1y3H79BKx4Ceb+vEeZH7Y1R3l6VYgHlwTZ1uLl0FIL54xLw2NL4mNrIhWMhfQfGCu5X74OZl0Ko4/FbDJxwuRBTCnJ5D8fruO8f3/KnFF5XHPEKCaXZCa61wNGQseu1QULHzTqJc74Lmz90jgXKhgPXz7U80wCpbM7b8sZDpYelKyyeyFjcOc3PQbP6PaurBYzDb4QTpuFv549FYvZRCgSxeOw8tzCrTy5YAs3Ht/9oLMclwmH1UwgvOsNF5MJitOTtDSXdFvCxq3NBSOOgB8sgI2fQEu1EciTUdJrWQQAYnYvlMzCtPzF+O1lczG7M3vlZ6W7bLjtFlqD8SfTS3J0fSa9p1+cLw8/DD79R/y2oiksqdr1xpHdYsabU4xv7Gm4iieCr2bXIIER8+Dze+Lvt3jaXgX1tAbDVDcH2dbgw24xU5DuJD/NgdWirF6y7/WLcdsDNlcG/qGH4VzzVtz2UMlsTPZdM4ZIasly2zu9XjCbID8ttdOcJ9u43RN2lwd/2Tyc696N2x4qORCTyhonlDlvVOeNzkyVnZZ+IanPplevXs1f//pXLrvssk4fc/PNN5ORkdH+VVLSw7qm/Zknn+jMS+M2RWde2nV91/7OkwdFU+K3zftl0gYJ+FtbMI05FjxxVklabHDwT2hWgB+Q4mMXcJrChOf9Kn661owSTD248SD7TpM1m9jU8+CZy+HVn8PqN+D9P8Fj5xPLKCVky9j9TgaQfjduW2rg5Wth6CEwpIsbh202NUa556sApz7TwuyHmrl9foARWWZumePkkskOPLbdlCmQrrkyYObFMHg/+Pjv8MFf2qPaS7Ld/PL4cVw9bySrKps58c4POeeeT3h7RSXRaNcrpmXvJXTsZgwidugv4K3fwJMXw8rXYOFD8NDpsGU+sdIeZBEAYumDoGBC/MZ5N/ZslXN6ERz52/htxTMhs7Tbu4pEo6ytauGC2UO5/pnFXPHQF1z96EIuf3ABxZkuRuR78ceZwOtMvqmB7x0yNG7bKVMHkROr6/a+JDkldNzanJA1FCafBbO/D8XTezVAACAYjhCb87P4Y9aTR2z0MYR9vVOCLt/SypVzh8VtO2FSITlWZRKQ3tMfzpfD+RMgO/5nvmnur/n7p7seQ86eVcpdH2zm4ZwfUD/kKFj3/q5PLpwcf78mExx18x4vZKlrCfKfD9Yx70/vcOY/P+Hkv3/EMX95n0/X1RIMK3OO7Hv9Ydz2RCTQhHns8fHHnMUOB/8fsaAmH1NdXpqDiw8ui9t2xowScrypHVScbON2T5jCPixjjgV3nAW0FjsceBWOaBJnmk4BUVc24ZFHx20LHHIdJkd6H/dIZFemWCxeIbG+dd1113HLLbd0+Zhly5YxZsyY9u+3bNnCnDlzmDt3Lv/61786fV68qLGSkhIaGhpIT0/uQVjbEmT1urWMKX+e9AV3GunbXFk0zvg+ywtOYOSwMrLcSXrA37bIOJjN/49RWsCRBk2VMHKesYo3fTBkdX9itr8IBvyUN0fIC27G/sYvsKx9w0iFPWgq/iP/yEZbGfleG5kZuvGYymMXgPpNrKg3MSS8Fudr10LlMjBbCI86juCh/4/6mJtBhUWJ7uWAV1tfR7Cplvytb2B+/0/QXAF2L7FpF9Ay9WKaLZkU5naezWag6Xfj9pkrYekzRsaHTrII+MMxnlkV4pHlQb6qjGIzw6Q8CzOLLMwstOBWYMC+seUL43eTVQaH/rxDYGM0GuPTdbW8+PVW1lS1UJbr4TsHDuXUaYPxOJI+CVa/lOixG179NtZAPSx/Gbx5RvBIyAcTTiGUOQxbztBu7yu29WtMNju8/2dY8pSxr6wyOPxG8OQTyyzB1IOb+/jqYd178NovoH4jWB0w+Vw45P8go7jbu4lGYyzYWMfZd39i1I78hltOnci8MQXkpnUvELa+agsfboPVVa3c/9F6aluCpDmsnLlfCTOHZDM1L0p+waBu929nTX6jxEKas5fSxss+kehxu68FGqtYWRMmz7eGwvd/YZQeMZkIDTuSbfvfQCxzCIMz7Fjse78Krqa2hk82B9hQ08p/PlxHdXMQr8PK6TMGc8CwHMbmOyjJ6342IpGu9IexW1lVTV5wI6aP7zTOx6JhyB0J835FU/pw7v86wN2fltPoC5PltnHxQWWU5Xq48pEvicXgv+eO4WDrchh73K47r98Ib/xqx37zRsMxf4TB0/c4a+JrS8q59L8LSHNYGTsonVA4yqItDZhN8NqP5lCWqxXRsm/1h3HbE2FfE9taTeQGt3xj7nEa/iP/wEZbGaVecGaozFsqa/AF+XBVNSsrm3ng4w3UtgRJd1o5a79SppVmMXNoFjne5FyE1x3JNm73SDhA7IPbCY8+HvOnf8fi8IDJAq01hKZfAuvfwzb928Y1tiTExupG0iL1eBb8E/vCeyHYAmmF+A/+OeWFh5GZkUZmRmaiuykDXL8IEqiqqqKmpqbLxwwbNgy73bjhvXXrVubOncv+++/Pfffdh9nc/YQIjY2NZGRkpMQBYXVlE1c89AV3nzyYQZYGLOFWIlY3WyMZXPLUJu46bwYj8pM0NeLyF42Ly6EHGfVzAs3Gai6bB164Bk76G+SMSHQveywQCnHTSyt4Y3kFNx0zlCm5UYhF2dxq5/rXtmA2m/nbmRMpylaqmW9KpbELUFnbwFVPLOXOE0vxWMKYwj4wW4lanHyx1cfy2hgXzekiJZH0ifUVtcz7yyf88tiRnDMKLNEAMbOdD8qtXPbYch67ZAaThvTuyrlUktBxu/FT+M+RsP8VMPrYXZoj0RiPLA9x2/wAtb4YU/LNHDzYytQCC06rAgP6RMNmWPiwUXd6zk93ySAUi8VYUdHEq0vK+WxdLR6HlfP3H8J3Diwjr5s3UmXP9OXY9deV43z2Yjj4Gti60CgPYvfC1PPAV0/A14xjzg+7vb/Y4qcwtdbBsDkQ9htBAjYXmKzw7JVET/4H5pz4qyfjikaNQIHWagj7jGxWNjc403pUwgTgD68s5+/vrInbNn5QOv/69gyKMruXinlNRT2H3/4h+w/L4dRpxbhsVkKRKM99tZW3V1Ty4vcPYFxxz4LYyhv8fLSmmkc+24jZZOLc/YcwqyybgvTUTkWaKlLtXLm2rpaLHl7GxCInP5qVjhcfMbOZqqCD616vYlyBh58cPQ6rbe+DWVZVNPL8/DX8YFYG1fVN+CNgt5jISXPy9voghUXFTC1VkIDsG309dn2hMPWbV1D0yBEw4yIYfwrYHMRMFkyNWyEWI5heyvpwNkSCeFs3UbD6cVqsmVSVnchlL1SR4bJz2+kTKc72YjHHOW8OtBjHzWjYWPCxF5lGapoDfPe+z/nOFC8zMxtJ3/QWEauXhtJ5PLgkiDc9i6sP13Wz9K3+fswNBAL8/tVVnDzGxcgcB5aIj1g0StTmps4P179ezs0njqYgq//1XXrP2qpmDvvTu8wensOp0wbjtFkIRaI8u3Ar76ys5NWrD2FU4cCZf+7v43ZPhCNRWle9R3pmHrHqFZjm/wciQWKTz8I05GCa18+HiafhVfB3wny2toYfPfoV9547ilJXECJBolYHn5WbuOKx5Tz3/dmMKEiNz6Mkr36xHCsvL4+8vO5FNG3ZsoVDDz2U6dOnc++99/YoQCDVBMJR7jvWzaBHDwN/PQAWYKgri/tPeoK6UBKnXbN5YdBU+N/5ULfO2GYyw8TT4Vu3QzQ5X1urP8S66ha21Pm54OHlu7TnpTkIRBIetyN9IBSNcfcJ+aR/9Q/49C6IGKv28OYz+1t3klmcfEEwqag1EOaPxxZzeOglbPfeZmRssTrZb+I5PHTWJVQ1+BLdRYknEoYXfgS5o2DkUbs0b26KcvWbPhZURDh4sIVTRtko9Azc84mEyRgMB1wJi/4Hr90Ak8+ByWcYke+AyWRiTGE6YwrTqW4O8Mricu79cD3//mAd58wq5fK5w1O+juJAYIqF4KAfwbPfh8YtOxrWvg1jv4V9wqk926ErG9IK4cGTjYBTMM4hp5wL3/qLccOiJ+rWw/r34O2bjGwyZiuMPdHIgGGygLN7F/SBUIRVlZ2nRt9U2xq3XmhnGvwxYjH4eE0NH6/ZNdi6qrlnr7O8wc937/+cpVt31Or8dF0t00ozueu86QoUkD4XDEc5YbSbU60fkHHvb42gH6DYlcWfj/4Hj2xLIxjy90qQgMVs5uoxDVjuOpKiSMf0y0edcAcbLFppKanDH4xCyA8H/hBGHA4OD7z6C0yrXmt/jL1wEiOOvw3zo2dCSzUA6UD6wru595TnuOC5Wt5dVcP0ITHGDYpzHHR4jK9eEIxE+cWcbKbM/xn2De+0b8/88Dd8/+Bf8o7nGCLRKJYBPDco8k2+UIjzJrgY1rIQ079+bMxjAFiduOb8lD8c/i1awpp7THXNAeN64KM1NXwU53qhzqeSE8kuGI7iyhtK7IWrMa17p327adOnkDsS9zmPUxWMKEgggepaAjx8ej5DXjwdKpe2bz9w5PH898zr8Sfz/TtJGUl1Fr1lyxbmzp1LaWkpt956K1VVVZSXl1NeXp7oriXEUHsTg165pD1AoJ2vjkGvXsIQR+/UaEyI9CL437k7AgQAYlHjRsJXj4I9OSMdPQ47UwZ33vcxBR489qQalrKHMhwm0rZ+CB/dsSNAAKC5EtNj5zM2TbVP+4M8r5Uj/K+S/u4vd1xYh/24vvwPE7+8kamF/SLWTr7p83uMk+9Zl4PZ0qFpfnmYE55qYWNjlF/OdnDFVIcCBBLJ7oFpF8LwQ+Grh+GVn0Hzrud1uV4H5+0/hDvOnsrxkwbx2OebOOQPb3PrqyvaU6NLcrJYHbDsuY4BAtstew6cmT3bYXoRPHrOjgABMM4hv/wvLHnaWNHYXf4m2PABPH+1ESAARpDBkifhie+03zjpDofNwoR4N1LajMhPw2Xr/t+iNKc1/urNNj3NtvHm8ooOAQLbfbGxnk/Wdp3xTWRfcNmtnFxQScY717cHCADgqyPv2XO5YLwFh8PdKz+r1FSF5fmrjMwj32B+5acMsTf1ys8R6Q9cdgu5memw5i3j3Out38JOAQIAlC/C/NwP4JBrO2731VH46W+5fP981te08vOnF1Hbsm9vMnlsFsbWvNkhQGC7jPd/zWGFAQUIiHyDx26nzNGE6elLdsxjgHE8ffNXZDevJNuluYxUl+600cXlAjkeZedLdg6bBWvVkg4BAu2qV2Fa/CQZTh0jE+mAgjBDXj6/Q4AAgG3VC0xY8TeK3N1fKCCyryTVX4nXX3+d1atX8+abbzJ48GCKioravwYiZ6iu4030ndWuxR2q7dsO9abKpZ1PvM7/D4Ra+rY/vcQc9XPK5AIc1vhD70eHDiU7Vt+3nZKE8IRqMH30l/iNYT+mlS/1bYckrpxYPWmf3R63zb7mNTKi9X3aH+mGxq3GZOfoY43aqjt5b1OY815opdBj4rcHOxmbY+lkJ9KnzGZjJdvMi43f37NXwooXjRu73+B1WDlt+mBuP2sqR44r5O731jL3j+/w4CcbCEd0cZWMrOEWWPxU5w9Y2kVbPFu/7DgZurPP78EU7ME5ZEuFkUEgnvJF0Li5R107ftIg3Pb4f3d+ePhICjK6V2oAwGwycdzE+NdAs8qyuwwg+Ka6liCPfLax0/YHP9mgYBzpc2m0kvXpH+M3RsOkLX/MKFfTCyyBeqjfEL8x5MNUv75Xfo5If+AM1GB78kLY+DEMOxSWPR//gZVLjaxP3wi4ta15jSOG2Xn6yy0s3NRAwz5eiZoeqSNt4T2dtnuWPLRPf75IMjJHgpgXPthpFlbzx3/FE+p+sKskp1yvgxMmD4rbdvDIXHK99j7ukfQ2S7AZ04L7Om03LXwIZ8u2vuuQ7MLj2wa1a+O2OZb+j6yIAvIl8ZIqSODCCy8kFovF/RqILJGuVxqbd9Per9Ws7rzN3xB3lUcyMMUiDF7/FA+fNYTBWTsmgrPcNu48qZRRW57G1NM0uJKcYrHOg3wAqlb0XV+kU2ZfLXRxQ8lSs6oPeyPd8vK1YLHB1PM7bP5oS5iLX2llXI6Z62Y5SHd0/waa9JHsMph9FRRMhI//Di9dC7Xx/056HVbO3q+UP58xmfGD0rn+mcUc/Zf3eXt55YA9L0xasWjcgJB2kZ7dBDRVd3EO2VqLKdqDm90hHzR1MamyZUH39wUMznLy34v2Y0jOjtXPGS4bt5w6kXFFPcuSFQhHOHJ8Ad+aPKg9IMBkgrmj87hszvD29KLdEcMoXdCZaIwu20X2BVOotctzZXPF15iCvVX2qesPuI4rklKatkHFYuP/kVDXx+CWarB7d92FL9yeQWCfD49YpPPgP8DcXAFRBYqK7MwU8Xc9r1q7FlNEAaCpzuu08vNjx3Ly1EHtGQVMJjhyXAF/OG0SmW4FCSS9SKDr43gs1vNye9KrzA2dBCIDREKYgkmcCVxShnILJTNPrnEjJN6JncUOnry+71NvKZzYeZs7GyzJmRLJYjLBqpeZ3nA3Tx72M2o9w4lGITtaTf7n12KpW0NswjGJ7qb0BZMZckfvkm6o3aBpfdsfic+2mzS2btWo7VeWPmeshjrkWnDsmNBcVBXh4ldaGZtj5oczHNgsChDot2xOmHAKDJoCS5+F56+CMcfBlHPAsWuq9hyvg8vnjuCo8YU8/NlGvnPf5+w3NJtrjhzF/sNy+r7/0nNWB4w+Br5+PG6zaUwPz4sGTeq8zZtvnCN3u29Oo3/hTgJvM0p61DWHzcr0Idk8eNF+1LeGCUWiZHvsDMpwYrf1LLNJlsfO7+6bz7xxBfzjvOkEw1EcNjOfravlx48t5PkfHNT9fbntnDZ9MEu2xj8nOWtmCeku1bGUPma2GOfKnWWXyx+H2do7n8uoMxNL+iAjm803WeyQVdYrP0ekX6jftOP/FhuYrZ3fQPDmQaBjuY1I2VyeWW4EUY8flE7Gvj4+ONKg7BBY/kL89nEnGlmpRKSd2eqEokmw9u34D8gdbZznSsorSHfym5MmcPW8UTQFwngdVnK9dtJUoz41WOzGcXD1G/HbxxyXtPdQUkbW0M7brI64wZgifU1n0snMkw+zr47fduAPjfZklTMC0ovjt82+GrwFfduf3mL3EMsfB9UrKXjxO4x97BDGP3EIRU+dgmXTR8Syh2NyZSW6l9IHTHYvzP1Z/EZHGgyb07cdkvjcuUYaznjSCiE9fuo2SYCWGnjhR1CyPww9uH3zpsYo33mpleI0BQgklexhcMAPYNTRsOp1ePJiWPpM/MBIYFiel18cO5ZrjxpNZZOfs+7+hFP+/iEvfb2NkMoQ9G8WB0y7wAh+/abhh4Ejs2f7yx/X+XniQT+GtB6UKfMWwITT4rfZPVA0uWd9a1OS7WHi4AymDcliaK6nxwECAAVpTm46ZSIPf7qBSx6Yz5UPf8HF98/n7vfWct0xY8jzdn8yyGQycfSEQoblenZpG1OYxkEjFRAnfc/kzIT9r4jfaHUSG/stsHW/REdXzN4iYsffvktadYDY4b8iYu9Zpg+Rfi1jp3mWla/CxE6Oc8XToGZNxxWKdi/l+/+S/8yvwWE1c9PJE8npwfFmjzjS4NBfxA/yyxwCpQfs258vkozsLmITzzBuQMURO+QnmBy6MTVQeB02huZ6mFicQVmuRwECqcTmMW5CF8dZaJZZCqOOMY6jkjiePCgYH79t2gWY3Nl92x+ROEyxAZY7r7GxkYyMDBoaGkhP33VFWtJpqTYiqt/5vZE2Ln0QzLnOiBSLN9maLAItUL8env6eUfMVjIvC/a+AGd/pOgqrv6tcBv84KH60/vnPwvC5fd6lZJByYxdg8xew6RN4+3ewPb1Q9jA46e+QVgxZpYntnxhq1sCjZ3csAeHOgfOehMLJWrnShT4bt7EYPHoOrP8AvvU3I+MMUO+PcfIzLfjCMX51oFMlBpJVoMmIjN8837hpO+M7MGQ2EP/3GYvF+GJjPS8u2sqy8iZyvHZOnlLMt6YMYmJxBiaTPge70+fH3FWvGxl2Vr8Oa94youknng7ODCjd3zg2dleg2UhR/vRlULHE2GZ1GEEn074NWUN61re6DfDkRbD58x3b7F44+xEYvJ+R/SJBWoNhNtS0cufbq1m2rZGhOR6+f9gIRuR792jyb1u9j5eXlPPY55swm0ycvV8JR4wroDCjd27Eyr6VkufKWxbAps/gnZuNknNg1Eg/6iYomAA5w3vtR4Xqt2FtrYAP/4Kp4mtimUNg9tWEs4Zhyxrcaz9H5Jv6fOw2VcD9x0P1SiOLwCl3w/IXYcnTOwIChh4CJ9xOrGY1pg/+DK21hIcdRs24C/jV+y1kepxcdFAZJdku7NaeB7r1WCRozKO88nPY8IExNzTxDJh7rREoINLHkuKYW7PayBzy7JXQuMXY5syEo39vHEOLusjgKpKCkmLc7omq5VCxFOo3GsfySNBYbFE6C5xZxr+SOOEAsbr1mJ6/GjZ+bGwzW2DKucQOugZTtjKWSeIpSCAVxGLQVG4cBCx2Y3VrKkyA+5uguQL89UZNWFeW8ZXRSYaBZBHyGxe2T10CrbXGNpsLjviNMSHuykxo9/qrlBy7LTWw+k0j/TEYkzQtFcbNkIKJYFFFmH6jboNxwl3+tVE3PXeUkXpWAQJd6rNx+8ld8Mp1xiqjttVE/nCM815oZUVdhF8d6KTIq99V0msqh5UvQ9VKyBsL+10MeWO6fMqGmhbeWVnFx2tqaPCFKMlyceykIk6YNIjxg9IVMNCJPj/mttbAgvuNm4HFU41zpY0fw+G/guLpPT8e+huhpRJa6yDsbzuHzIaMPcz+Ur/JSEO+9UsjE0HheKPUQCers/paazBMazCCy2bB49i7c4dYLEZtSxCTyShDoDGSPFLyXNlXD2veBVPMuL41mY3AsexhMGhq74/BYCthfzMEm4lZXdgcaeDSSkvZtxIydmvXwWPnG9c2ZitMvxDGnQRWuxEI50g3sjfFouBIIxwKELF5CVi9BCMx0pxWHH0RHPBNvjpjnshsBlcO2BXEJomRFMfckB+2fmEsLnNlGuM5GoZgq1HCQ3OPMsAkxbjdEyE/rHsPPvwLDDnAuAG9aT6MPQ4mnGoE3ktiBVuhqYKYvw5TsIWYMwOTMwsyB6fGPTxJegoSkP4vFjNOZC0plA4pGjEyPzRXGv9PKwBPAdj6x2Rzf5SyYzfYCi1Vxs0vq8MIGEgr0kmCpIQ+Gbdr34EHT4Uxx8PMiwEIR2Nc/pqP9zaH+fn+DkZlJ2ASU/ad6tVGsEDjVhh6EEy/ANK6vvkbicZYuq2RT9fW8Nn6Wpr8YUbkezlrZgmnTR9MprsHdeoHgIQcc+MdD72FexeMFYsZ51kKupMBIGXPlUN+I+inqdy4mektMILi45QGEElGCRu7zZXGzcNAo5ElzZ0LbpU+FOmOpDnmRsLQXN429xg2zq29mnuUgSlpxu2e6DDW2+4zeAv6TVC77CQSSq17XJISFCQgIklBY1ck+ezzcbt1oZEuNWcUzLsBzFbC0RjXvOXjxbVhrpnpYFqBbiKkpGgUtn1plCEINMPoY2DSWd1aEROORlm8pYF3V1Yxf30dVrOJU6YP5tKDhzE0Tk32gUjHXJHko3Erkpw0dkWSj8atSPLRuBURiU/LakRERCT5bPoMHjrdWEE+56dgtuIPx7j6TR+vbwhz1TS7AgRSmdlspKEvnAQbPjSCBVa9DmO/BRNONtLkdsJqNjOlJIspJVk0+EK8uayCFxdt49HPNnLcxCKuPGwEYwo1aSAiIiIiIiIiIiKpS0ECIiIikjxiMfjifnj5WsgZCYddD3Y3mxqjXPF6KyvrovxYGQQGDosNhs2FwfsZdfiWPgPLnoNRR8O4E4yUml3IcNk4Zdpgjp80iHdXVvL8om08f/v7HD42n+/NGc70IVmqyS4iIiIiIiIiIiIpR0ECIiIikhy2fQWv3QDr3jVuAu93Kf6YjQcXBfjz5wG8dhM3znZSlrkXNcwlOdndMPpoKDsY1n8Iq1+Dpc9C8VQYPg9K9gObu/OnW80cMa6QQ8fk8+Hqap7/ahun/eNjJgxK59z9h3DcpCLSnaobJyIiIiIiIiIiIqlBQQIiIiLSP8ViULMG1r4Ni5+CjR9BejGRw25kiXMary4I8b/lzdT6Y8wbYuWsMTbcNq36HtDsHhh1pJFdYNtXsGUBvPdHI+NA3lgonGBkoMgsAU8+mDtmnLCazcwZlc/BI/NYuKme15dW8Iunv+aXzy5mdlk2Bw9LY3qRg7E5FpyW6I4nWmxgcYDNCTYPWHSKLSIiIiIiIiIiIv3XgJvBjMViADQ2Nia4JyKpLy0trdfSNGvsivSd3hq7PRm39vn/wPHJHZiCTe3bvoiO4OehiymPZdHE5UT4PviBlwBaADAR48icSooCAd7/aq+7LCklDaxzIaMVc3MFbGmGLcuB5d3ewzSgzJTOp5GxvLs6xrura+I+zkQUL36cBHCYQliJYiaKFx+/tP2XGeaVHR4fM1vB6iRmsYPZZgQZmCzEzBYwmY0vIDx0DoHZPwGba/evVsdckaSjcSuSnDR2RZKPxq1IckrE/JSI7J3ePObKvjfgggSamoybDyUlJQnuiUjqa2hoID09vVf2pbEr0nd6a+x2d9yagPL/85Lv6Vgm4OnIQSyPlXb5XDMR3qjJ2at+ykAwov1/JvbsQsVKhDCWuG0xzDThpgk3xDq23Rc+ihn2jkECpmgYgs277YmlZiUzLr6NxZXR3TxSx1yRZKRxK5KcNHZFko/GrUhy6uv5KRHZe715zJV9zxTbHkY1QESjUbZu3Zpy0SyNjY2UlJSwadOmlBuAem3JqzfH2c5jt6mpKeXet1T8LOg19X+dvZ7eGrv9/ZibCr9PvYb+oT+8hn11zO3rsdsf3su9kez9B72GvpTs4zZZ3ueeSsXXpdfUu5J97HZXKn5u9jW9Zz3XV+/ZQBm38ehzqfcAkvc92JfzU8n6nnRGr6d/S7XXA/t+Xln6xoDLJGA2mxk8eHCiu7HPpKenp8wfmW/SaxvYdh672w8yqfi+6TUlh1R7Tfvq9STLMTcVfp96Df1DKrwG6B9jN9nfy2TvP+g1JJtEjttUfZ9T8XXpNfU//eGYuzvJ/h4ngt6znkum9ywZxm08yfQe7yt6Dwbue9DVuE2190Svp39LtdcDqfmaBhLz7h8iIiIiIiIiIiIiIiIiIiIiqUBBAiIiIiIiIiIiIiIiIiIiIgOEggRShMPh4MYbb8ThcCS6K71Or02+KRXfN72m5JBqrynVXk9PpcLr12voH1LhNfQXyf5eJnv/Qa9Bui9V3+dUfF16TbIn9B73nN6zntN7tu/pPdZ7AHoP4km190Svp39LtdcDqfmaBiJTLBaLJboTIiIiIiIiIiIiIiIiIiIisu8pk4CIiIiIiIiIiIiIiIiIiMgAoSABERERERERERERERERERGRAUJBAiIiIiIiIiIiIiIiIiIiIgOEggREREREREREREREREREREQGCAUJiIiIiIiIiIiIiIiIiIiIDBAKEhARERERERERERERERERERkgBlyQQCwWo7GxkVgsluiuiEgPaOyKJB+NW5HkpLErknw0bkWSk8auSPLRuBVJPhq3IiLxDbgggaamJjIyMmhqakp0V0SkBzR2RZKPxq1IctLYFUk+GrciyUljVyT5aNyKJB+NWxGR+AZckICIiIiIiIiIiIiIiIiIiMhApSABERERERERERERERERERGRAUJBAiIiIiIiIiIiIiIiIiIiIgOEggREREREREREREREREREREQGCGuiO9BTkUiE//f//h8PPvgg5eXlDBo0iAsvvJDrr78ek8mU6O6JdFtdS4B6Xwgw4bZZKMhwJrpLkiDlDT58oQgAeV4HXqctwT2SeDbVthCJgskEQ3I8ie6ODFBN/hDVzQEAnFYLRZmuBPdIREQkdWysaSUaixEDynJ1vifSHeFwmM31xvmpxWSiJMed4B6JyHYd5h7tFgrSNfcoIpII66qbARMWE5RqXln6kaQLErjlllu46667uP/++xk/fjzz58/nO9/5DhkZGVx11VWJ7p5It6yvbuFf76/l2YVbCUaiHDYmnx8ePorSDCcul24QDxSNrUE21vn402sr+GB1NR6HldOnl3D+/qU6WehHttb7WF7eyJ9eW8ny8iYGZTq59OBhHDomn8FZmgCTvrOxpoUHP9nIYws20RIIc+DwXP7vqNEMSneSneZIdPdERESS1ubaVpaXN3HbG8b53uAsF5ceMoxDRuZRkq3zPZHObKpt5fWlFfznw3Vsa/AzflA6/3fkaIbneijW2BFJqHU7zT2GNPcoIpIQm2pbeWtZJfd8sJZtDX7GFaXz4yNHMTI/jeIsLfyRxDPFYrFYojvRE8cffzwFBQX8+9//bt926qmn4nK5ePDBB3f7/MbGRjIyMmhoaCA9PX1fdlUkrnXVLVzwn8/YWNvaYbvXYeXpK2YzsiAtQT3r31Jx7C7e0sCpd31EIBztsH1sURp3nTudoVq9lHCBUITnvtrKT55YtEvbObNKueqwERRm6ISuM6k4bhNlQ00Llz/4BUu3NXbY7rCaefLy2UwozkhQzyQVaeyKJB+N2z3X7Avy3KJt/Pzpxbu0ffuAIVx2yHBN4Mk+k8xjd1NdK7e/vpInv9iyS9tfzprCcRMKsFqTbm2SyG4lw7hdV93Ct//zKZtqfR22pzmsPKW5RxmAkmHcSurZUufj9jdW8viCzbu0/fmMyXxrUqHOlSThzInuQE/Nnj2bN998k5UrVwLw1Vdf8cEHH3DMMcckuGci3fPxmupdAgQAmgNh7nl/LTUt/gT0SvpaeYOPW19dsUuAAMCybU2srGhKQK/km7bW+7j55eVx2x75bCNN/nAf90gGqhXlTbsECAAEwlH++OoKttb74jxLREREdqeyOcgfXl0Rt+3BTzbQGtT5nkg8zf5w3AABgJteWsames1tiCTKh6uqdwkQAGgKhPnX+2upaw4moFciIgNLcyAUN0AA4OaXlutcSfqFpAtTue6662hsbGTMmDFYLBYikQi/+93vOPfcc+M+PhAIEAgE2r9vbNx1gl2kr9S0BHhtSUWn7e+urOJ7c4ajTPOpP3Z9oQgfrqnutP2VJeUcOb6wD3sk8TT4Q9S2xL94jsVgZWWzIvB3kurjNpFeW1readuHq6sJhCN92BtJNRq7IslH47b3NPpC1LeG4rZFY8ZqTJ3vSW9JpbG7ZGtDp20VjQEFVEvKSLZxW90U6PL68d2V1Vw2J0iW196HvRLpW8k2biU1LS/vfBFgVXOARp/OlSTxki6TwGOPPcZDDz3Eww8/zBdffMH999/Prbfeyv333x/38TfffDMZGRntXyUlJX3cY5EdnBYLXkfnsTlehxWTqQ871I+l/NiNgaeLz0K6U/Xh+gO7pevDZFfjeSBK+XGbQF39TfA4rBDTwUP2XH8au7e8vIyDbnmLf72/NmF9EEkG/WncJjvrbs73PHad70nvSaWxu7tr1t1dS4kki2Qbtw6rqcu5Co/DikmTj5Likm3cSmra3byx3apzJUm8pPsU/uQnP+G6667jrLPOYuLEiZx//vn86Ec/4uabb477+J/97Gc0NDS0f23atKmPeyyyg8dp5az9Oj8pOXu/UspyvX3Yo/4r1cduXpqDM6Z3/lk4eWpxH/ZGOpPutDGhOH6tsjSHlRLVp+0g1cdtIp3Uxd+E06cPJk+rQGQv9JexG43GeOTzTWyp9/HIZxsT0geRZNFfxm0qSHNaGVMYP1NAustKUaazj3skqSyVxu7wPC8umyVu27TSLAVUS8pItnGb5rJzzqzSTtvPnlVCWa5SmEpqS7ZxK6lpaI4Htz3+udKUkkydK0m/kHRBAq2trZjNHbttsViIRnet6w3gcDhIT0/v8CWSSEOyPZw1c9ebw/sNzeLIcQUJ6FH/lOpj1+u0cd7+pYwr2vV1ff+w4eR4lUmgPxic7eaWUyeR5e74+7BZTPzl7KkUpjsS1LP+KdXHbSJlue1cNW/kLtvHFqXx7QOG4HXpb4bsuf4ydldVNlPfGmLuqHzWVLVQ1RTY/ZNEBqj+Mm5TwZAcD388fTIZ3ziW2i1m/nrWVHK9mryT3pNKYzfbbef2M6dgNXdckZzrtXPTKRMYnO1OUM9EelcyjtvSHDdnzth17nFWWbbmHmVASMZxK6knx2uLe66U7bFz8ykTKdG5kvQDSXe1e8IJJ/C73/2O0tJSxo8fz5dffsmf//xnvvvd7ya6ayLdUpLj5oq5wzl9xmCe+XILgVCUYycVUZbjoTRHkbwDSWmOh7vOm8bKiiZeWVxOusvGyVOLyfbYGJylz0J/MX5QBk9ePpuPVtewYGMdw3I9HDWhkKJ0B26HbsxK3yjJdnPG9MEcPjafZ77cQoMvxFHjCxlVkKZjh6SMT9fVYDWbOHHKIN5eUcmn62o4ftKgRHdLRAaAMflunr5iNh+srubLjfUMy/Nw9PhCcj0O0l3K1iMST5bXztSSTF66+mBeWrSNDbWt7Dc0i/2H5yhDokiClWZ7uPLQ4Zwxc8fc43GTixia46E0W9ePIiJ9IdPtYGppJi9ddTAvLd7GhppWZg7NYv9hOQzL07mS9A+mWCwWS3QneqKpqYkbbriBp59+msrKSgYNGsTZZ5/NL3/5S+z23V+8NzY2kpGRQUNDgyLIRJKIxq5I8tG4FUlOiRq7Vz70Baurmvl/J4znx48v5LAx+fz2pIl99vNFkpmOuSLJSWNXJPlo3IokH41bEZH4ki6TQFpaGrfffju33357orsiIiIiIiK9ZHVlM6U5Rrq9kiw3qytbEtwjERERERERERGR1GROdAdERERERGRgi8VibKn3ked1AFCQ7mRjrYIERERERERERERE9gUFCYiIiIiISEI1+EI0B8LkpRlBAnlpDsob/IQi0QT3TEREREREREREJPUoSEBERERERBJqc50PoD1IID/NQTQG2+r9ieyWiIiIiIiIiIhISlKQgIiIiIiIJNTmulZg5yABJwAba1sT1icREREREREREZFUpSABERERERFJqE21Ppw2M2kOKwC5XjsmYFOdggRERERERERERER6m4IEREREREQkoTbXtZKf5sRkMgFgtZjJ8drZpEwCIiIiIiIiIiIivU5BAiIiIiIiklCb6nzkeO0dtuWlOdhc50tQj0RERERERERERFKXggRERERERCShKpsCZLk7BglkuuxUNgUS1CMREREREREREZHUpSABERERERFJqOrmABkuW4dtGW4bVU3+BPVIREREREREREQkdSlIQEREREREEiYWi1HbHCTd+Y0gAZeN6uZggnolIiIiIiIiIiKSuhQkICIiIiIiCdMcCBOMRHfJJJDpstHgCxEIRxLUMxERERERERERkdSkIAEREREREUmY7dkCMlzWDtsz3UbQQI2yCYiIiIiIiIiIiPQqBQmIiIiIiEjC1DQHAMhw2Tts3/59dVu7iIiIiIiIiIiI9A4FCYiIiIiISMJsDwJI/0Ymge3lB6qaFCQgIiIiIiIiIiLSmxQkICIiIiIiCVPdHMRsAo+jY5BAusuKCQUJiIiIiIiIiIiI9DYFCYiIiIiISMJUNwfIdNkxm0wdtlvNZtKcVgUJiIiIiIiIiIiI9DIFCYiIiIiISMLUNAd3KTWwXabb3l6OQERERERERERERHqHggRERERERCRhqpsDpLtscdvSXVaqm4N93CMREREREREREZHUpiABERERERFJmNqWIGmO+JkEvA4rtS0KEhAREREREREREelNChIQEREREZGEqWsN4nXGzyTgddioa1WQgIiIiIiIiIiISG9SkICIiIiIiCRMgy+Ex2GJ25butCpIQEREREREREREpJcpSEBERERERBKmoTWEt7NyA04r9a2hPu6RiIiIiIiIiIhIalOQgIiIiIiIJIQ/FMEfju4IEmguh4/vhFArAGlOG4FwFF8wksBeioiIiIiIiIiIpBYFCYiIiIiISEI0+owsAZ7tQQLv3QorXoItXwC0Bw/UquSAiIiIiIiIiIhIr1GQgIiIiIiIJER9W5DAjkwClca/5V8DkOY0tte1KEhARERERERERESktyhIQEREREREEqK+dacggZAPWmvaGjYAkNYWPFCnTAIiIiIiIiIiIiK9RkECIiIiIiKSEPVtN/+9Dis0bjE2ZpdBS7WxfXsmgbZgAhEREREREREREdl7ChIQEREREZGE2F5uwOOwtgcGkDkEWquBGC6bBavZ1B5MICIiIiIiIiIiIntPQQIiIiIiIpIQDa0h3HYLFrMJfHVgMkN6EURCEGjCZDKR5rRS26IgARERERERERERkd6iIAEREREREUmIel/QKDUA4G8AuwecWcb3LVUApDlt1KvcgIiIiIiIiIiISK9RkICIiIiIiCREfWtopyCBeiNIwO5p+74RAK/DSp3KDYiIiIiIiIiIiPQaBQmIiIiIiEhC1PtCuB0W4xt/Pdi9YHMb3weaAHDbLTQok4CIiIiIiIiIiEivUZCAiIiIiIgkRENrCI+9LZOArw5sHrA6wGyGoBEk4HFYqfMpk4CIiIiIiIiIiEhvUZCAiIiIiIgkRIMvhHt7kECgCexuMJmMYAH/jiABZRIQERERERERERHpPQoSEBERERGRhGj0h/BsLzcQbAGb0/i/zd1ebsDrsNLoU5CAiIiIiIiIiIhIb1GQgIiIiIiIJESTP7wjk0CwBawu4/82107lBiw0+sPEYrEE9VJERERERERERCS1KEhARERERET6XCwWo8kfwm23QDQCIZ8RHADGv/5GADx2K+FojNZgJIG9FRERERERERERSR0KEhARERERkT4XCEcJRWJGkECoxdjYIZOAsc3jMDIN1KvkgIiIiIiIiIiISK9QkICIiIiIiPS5Rr9x099jt0Kw2dhocxr/WpwQagXA2xYk0NCqIAEREREREREREZHeoCABERERERHpc42+MICRSSC4PZNAW5CA1dGeXcDjsADQoEwCIiIiIiIiIiIivUJBAiIiIiIi0uea2jIJuB3WHUECtu3lBhwQNDIJbC83oCABERERERERERGR3pGUQQJbtmzhvPPOIycnB5fLxcSJE5k/f36iuyUiIiIiIt3U6O8ik4DFCSEfEDPKEQANvmACeikiIiIiIiIiIpJ6rInuQE/V1dVx4IEHcuihh/Lyyy+Tl5fHqlWryMrKSnTXRERERESkmxrbMgO47Za2gADAYjf+tTogFoWwH4vVhdtuUSYBERERERERERGRXpJ0QQK33HILJSUl3Hvvve3bysrKEtgjERERERHpqSZ/GLMJnLa2IAGzFSxtlye2towCwVawuvA6rAoSEBERERERERER6SVJFyTw3HPPcdRRR3H66afz7rvvUlxczBVXXMEll1wS9/GBQIBAIND+fWNjY191VUT2gsauSPLRuBVJTokau43+EC67BbPJBGGfkT1gO0vb/0OtQA4eBQmIdKBjrkhy0tgVST4atyLJR+NWRKR7zInuQE+tXbuWu+66i5EjR/Lqq69y+eWXc9VVV3H//ffHffzNN99MRkZG+1dJSUkf91hE9oTGrkjy0bgVSU6JGruNvhAee1vMctC3IzAAwLpTJgGMkgT1rQoSENlOx1yR5KSxK5J8NG5Fko/GrYhI95hisVgs0Z3oCbvdzowZM/joo4/at1111VV8/vnnfPzxx7s8Pl7UWElJCQ0NDaSnp/dJn0Wk5zR2RZKPxq1IckrU2L3hmcV8sLqam06eCJ/+AzbPhwOvMhpba+G9P8KRv4FB07jt9ZU4bWYeuGjWPuuPSDLRMVckOWnsiiQfjVuR5KNxKyLSPUlXbqCoqIhx48Z12DZ27FiefPLJuI93OBw4HI64bSLSf2nsiiQfjVuR5JSosdvoD+GyWYxvQt8oN7D9/2FjYsdtt1DXGuzjHor0XzrmiiQnjV2R5KNxK5J8NG5FRLon6coNHHjggaxYsaLDtpUrVzJkyJAE9UhERERERHqqyRfCZd8eJNAKVvuORkvb/0N+ADwOK43+cB/3UEREREREREREJDUlXZDAj370Iz755BNuuukmVq9ezcMPP8zdd9/NlVdemeiuiYiIiIhINzX6w7h3ziRg2Wmlh9kKJjOEfYCRSaDBF0pAL0VERERERERERFJP0gUJzJw5k6effppHHnmECRMm8Jvf/Ibbb7+dc889N9FdExERERGRbmryhztmEtg5SMBkMjILhIwgAa/DSpM/RCwWS0BPRUREREREREREUos10R3YE8cffzzHH398orshIiIiIiJ7qCkQwr1zkIA7p+MDLA4IG+UG3A4roUgMfyi6I7BARERERERERERE9kjSZRIQEREREZHk1+wP49pebiAc6JhJADpkEtgeTNDoV8kBERERERERERGRvaUgARERERER6VOxWIyWQASXvS2xWcgPFnvHB1ns7ZkEvA7jcQ0+BQmIiIiIiIiIiIjsLQUJiIiIiIhIn/KFIkRisR3lBsJ+I3PAzix2I3iAnTIJKEhARERERERERERkrylIQERERERE+lSzPwyAy26BWAQiwU4yCRjlBjzKJCAiIiIiIiIiItJrFCQgIiIiIiJ9qrEtSMBts0A4YGy02Do+yOKAUFuQQFtZgka/ggRERERERERERET2loIERERERESkTzUHdsokEDZKCmBxdHzQTpkE7FYzNouJhlYFCYiIiIiIiIiIiOwtBQmIiIiIiEifamrLCODuECQQp9xAyN/+rcdhbc9AICIiIiIiIiIiIntOQQIiIiIiItKnmttu9rts1h2BALuUG7DtKEWAUXKgwadMAiIiIiIiIiIiIntLQQIiIiIiItKnmtqCBJx2cxeZBGwQ2SlIwGFRkICIiIiIiIiIiEgvUJCAiIiIiIj0qaZAGIfVjNW8U5CA1dHxQRb7jjbAbbfSqCABERERERERERGRvaYgARERERER6VNN/hBuu8X4ZntJgV3KDdghFABiALjtyiQgIiIiIiIiIiLSGxQkICIiIiIifarZH8ZttxrfdFpuwA7EIBIEwOOwKkhARERERERERESkFyhIQERERERE+lRzIIzL3nYpEg4AJjBbOz5oe9BAyAgi8NgtNPoVJCAiIiIiIiIiIrK3FCQgIiIiIiJ9qskfxmnbXm7AbwQEmEwdH7S9/EBbOQKPw0qjL9yHvRQREREREREREUlN1t0/RET2hboWP/W+MMTAabdQlOFKdJckQbbUtRIIRzGZINdjI83lSHSXJI7q5gCBcBSr2UR+mgPTN29mSb8Vi8WobAoQjsZwWMzkpvVsjFU2+glFY9gtZjLdVqqbg8RixqrmDLex0rnRF6I5EMZkghyPg0Z/iEA4isVsIt/rwGzW50VkZ03+EK72IIHAjoCAnW3PJBDZnknASnMgTCQaw6IxJSL7wIaaFiLRGCaTiZJMB1arpkxEAPzBCNsafcRiYDWbKc1xJ7pLItINNc1+Gv2aexQRSaRAIMzWJj+xGFjMJobkeBLdJZF2uuIVSYC1Vc38/e3VPL9oG6FIlDmj8vjJ0aMpy/bgcmhYDhQNrQHW1/j4/SvL+WRtDS6bhVOnDebig8t0stCPNPiCzF9fx80vL2d1ZTP5aQ6+f+gIjp1URK5XAR39XXVzgJe/Ludvb6+iojHAiHwv1x0zhplDs8lwxbkpuZOa5gBvLKvkL2+sZGuDn7JcD1ceOoKt9T7+/PpKZpVl8esTJxCNwU0vLeOD1dU4rRZOnV7MsROL+P7DX2Ixm7hi7nCOnzSIvB4GJ4iksqZAmHTnTpkCtgcE7Gx74EBbuQG3wwgqaPKHyHTHebyIyB7aVNvKos0N/Pn1laypaqYw3cmlhwzjiHEFlGTrZqgMbJtqW3nqy83c/9EGaluCjB+UzrVHjWZEvpfiLI0Pkf5qXVUzd+409zh3VD4/OXo0Q7JduB1dXwuLiEjv2FTbyktfb+NfH6yjqinAqAIv/3fkaMYVpTNY1xnSD6jcgEgfW1fdzPn//ownvthCIBwlGoO3V1Rx2l0fs6nel+juSR/aWOvj9H98zMdraojFoDUY4b+fbODi++ezvqYl0d0TIBKN8frSSi66fz6rK5sBqGwK8MvnlvDn11fS6FNt7P6syR/i9jdWcsOzi6loNNKVr65s5uL75/PK4m1EItFOn9sSCHPP+2v56ZOL2Npg3KBcV93C/z3+FTHgsDH5LN3aRHmDn5Pu/JD3V1UTi4EvFOHBTzZy/dOL+X8njKOqKcCvnl/KH15ZToM+LyLtmv3h7mcS2F5uwG4EUmosiUhvavYHeXN5BVc+/AVrqozzvfJGP79+YSl/f2cNW+taE9xDkcTZVNPK/3tuCbe9voraliAAS7Y2csG9n/PV5oYE905EOrOuupnzvjH3+NaKSk676yM21/sT3T0RkQFhc10rf3ptBTe/vJyqJmNeY2VFM5f+dwEfrakhEFA5RUk8BQmI9LH3V1azJU4wQGswwj/fXUNNcyABvZK+tq3exx9fXUEwzk3KVZXNLN3amIBeyTdVNPr57YtL47Y98tlGalo0Xvuz6uYgD326MW7bTS8tp6Kp899fdXOAe95fF7ft7nfXcPqMwZw0tZgHPtlAILzrOF5b3UKjP0xpW1Tw4ws2U62/7yLtmgJhXPa2IIGIv5NMAtuDBNrKDbRlW2r06UJaRHpPZVOQP7++Mm7bo59vpDkY6eMeifQfdb4gby6vjNt200vLWFet4HaR/ujdFVVx5x5bghHufncNdS0KFBAR2deaA2GeWbg1btstryxna5P+FkviKUhApA/VtAQ6vcAG+GB1tVbHDRD+cISP19Z02v7Gsoo+7I10psEXor41/piMxWBtlSbF+rP11S3EYvHbuvrdApQ3+IlE4z+5JRghGoXJJRl8vKbzcfzJ2homFme0f7+qorl7HRcZAFp2ziQQ6iyTQNu2iLFy0dMWVKBzJRHpTQ2+UKfBR7GYcT4hMlB9saG+07bNdT5agwrcE+lvqpsDvNXl3GMNda0auyIi+9rybU2dttW0BLUAQvoFBQmI9CGHxUKa09ppe5rThtlk6sMeSeKYSHN2XgMucze10qVv2C1dHya9XYxnSTxPW/3yztitnf+9bV/h3AmbxYQvGN3N33QrvlCkw/ciArFYjOadMwmE/d0qN+DenknAryABEek9DqvO90Q6k+nu/LrUZNr99ZKI9D2X1UJ6F3NKaU6r5h5FRPpAxm7m9+27uQ4R6Qv6FIr0Ia/TyrmzSjttP29WKUNzPX3YI0mUwjQ7Z84s6bT95KnFfdgb6UyWx87kwRlx29KdVkqy3H3cI+mJ4iw36a74E/sTizPI9sRJb94mL81BntcRt21EvpfNdT5e+nobp0wd3Ok+Dh2dz0drqgFjBfTQHH1eRMAosRSDHZkEIp1kEjBbwGRuLzfgtlswoUwCItK7vE4b4welx23LdNsoTHf2cY9E+o+JxRmdBtLMGZnXXgpIRPoPj9PKOV3NPe4/RHOPIiJ9YEiOG28n50rTh2SRpvMo6QcUJCDSx4qzXFw4e+gu2w8ckcNhY/P7vkOSEC6HjbP3K2VSnBvQ/3fkKHK6uHkpfSfbY+dPZ0wh19vx9+Gwmrnn2zPIT4t/E1n6h4I0B//69oxdJjZzPHZuO3MK2Z7Of38FaU7u/vb0HTcx22S4bFx/3Fj+/cE6Pl5bw37DspkxJGuX5192yDA+XVeLPxTFbjE+LwW6ySACGHX5YKeMHSH/jqwBOzOZjOCBtnIDZpMJt91Co4IERKQXlWa7+eNpk3c5/3ZYzdx5zjQK03W+JwNXptvK7WdOwWLuuOq4ONPFDcePY1CmK0E9E5GuDM50ccEBQ3bZftCIHA4dk5eAHomIDDy5Xht/PWfqLpmX8tIc3HzyRAZnazGRJJ5CVUT6WGm2h4sOGsrJ04p54att+EMRjplYyOBMN6U6MAwopdlu/nr2VNZVt/D60grSXTaOn1hEptvGIK1Q7zdG5Ht59vsH8cWGOj5fX8uIfC9zRuVRlOnEqvSa/ZrVYmZqSRavX3MI766oYlVlMzOGZDF9SDbFWV1PaJrNJiYWZ/Dajw7hg9XVLNvWyJSSTKaUZPLxmmoOH5vP4eMKGFWQxl3nTWNtVQuvLCknzWnj6PGFtARCPL9oG7/61njmjs6jKEOfF5HttgcJuLcH4YQD4EiL/2CLvT2TAIDHYVUmARHpdeMGpfP49w5g/oY6vtxQx/B8L3NH55PvteF2qAyYDFw5Xiczh2bxytUH89rSCrbUt7J/WQ4TB2dSppXIIv1WaY6Hiw4q45Rpg3lh0Y65x+JMF6XZGrsiIn0h3eVgyuB0Xrr6YN5aXsG6qhZmDM1mWmkWZXn6Wyz9g4IERBKgJNtDSTZMHpyZ6K5Igg3J8TAkx8Pc0coi0Z8VZ7ooznRxwuRBie6K9JDNaqY028P5B/T85NtqMVOS7ebs/TqmahyW593lsXlpTmYNy+mwbWZZzi6PExFo9n8jk0Bn5QYAzDYjiKCNggREZF8ZludlWJ6XM2Z0XhJMZCDKTXOSm+ZkZEEnAX0i0i+V5ngozYHJJZmJ7oqIyICV5XGS5TEWoYn0R1rSJiIiIiIifaa93EB7JgF/50ECFhuEg+3fuu0WBQmIiIiIiIiIiIjsJQUJiIiIiIhIn2n6ZiaBcNAoKxCPxQ4RlRsQERERERERERHpTQoSEBERERGRPrNLJoFIwCgrEI/FBqGdyg3YrdS3KkhARERERERERERkb1j7+gdWVlayYsUKAEaPHk1+vupwi4iIiIgMFM3+EHaLGavFDMQgHNhNuYEdmQS8DgtrqhQkICIiIiIiIiIisjf6LJNAU1MT559/PsXFxcyZM4c5c+ZQXFzMeeedR0NDQ191Q0REREREEqg5EMa9vdRApO2Gf1dBApGdMgmo3ICIiIiIiIiIiMhe67MggYsvvphPP/2UF154gfr6eurr63nhhReYP38+l112WV91Q0REREREEqgpEMa1PUhge5YAsz3+g802I9NAG6/DSpM/RDQa28e9FBERERERERERSV19Vm7ghRde4NVXX+Wggw5q33bUUUdxzz33cPTRR/dVN0REREREJIGa/WFctu1BAm0BAF1lEvA3tn/rcViJxoxAgwxXJ88RERERERERERGRLvVZJoGcnBwyMjJ22Z6RkUFWVlZfdUNERERERBKouUMmgaDxbw/KDQA0quSAiIiIiIiIiIjIHuuzIIHrr7+ea665hvLy8vZt5eXl/OQnP+GGG27oq26IiIiIiEgCNfnDOKxtQQKRtnIDnQUJmO0QCbZ/620LEqhvVZCAiIiIiIiIiIjInuqzcgN33XUXq1evprS0lNLSUgA2btyIw+GgqqqKf/7zn+2P/eKLL/qqWyIiIiIi0oea/CHc9m+WG7DHf7DFtuMxgKfteQ3KJCAiIiIiIiIiIrLH+ixI4KSTTuqrHyUiIiIiIv1Usz9MZnZbUEB7kEBnmQQ6lhvwOo3LFwUJiIiIiIiIiIiI7Lk+CxK48cYb++pHiYiIiIhIP9UcCOOybS830FZKwNxJkIDFBuEgEANMOG0WzCao9wXjP15ERERERERERER2q8+CBHbm9/v53//+R0tLC0cccQQjR45MRDdERERERKSPNfnDuHYpN9BZkIAdYlGIhMBix2wy4XVYlUlARERERERERERkL+zzIIFrrrmGUCjEX//6VwCCwSD7778/S5cuxe12c+211/Laa68xe/bsfd0VERERERFJoFgsRnMgjHt7kMD2UgJdZRIAI+OAxShR4FGQgIiIiIiIiIiIyF4x7+sf8Nprr3HEEUe0f//QQw+xceNGVq1aRV1dHaeffjq/+93v9nU3REREREQkwQLhKOFobEe5gXAAzFYwd3JZYrHueFwbr8NKfYuCBERERERERERERPbUPg8S2LhxI+PGjWv//rXXXuO0005jyJAhmEwmrr76ar788st93Q0REREREUmw5kAYoGO5gc5KDUB79gDC/vZNboeFel9wX3VRREREREREREQk5e3zcgNms5lYLNb+/SeffMINN9zQ/n1mZiZ1dXV7vP/f//73/OxnP+Pqq6/m9ttv35uuivSZ2pYW6ltjVDUFCEdiFGY68dpNFGR4Et016WPl9S00B2Nsa/DhtFnI8dgp8tpxueyJ7prsZHNtM02BKJVNfrLcdjKcVobkehPdLemm6qYA9b4goUiMQDiCLxBicIadaCxGdUuYaAzyvVYsJhObG0PYrFYyXMYpUnmjnwynDbPZhNtqxmwx0+AL4QtFKEx3kut1YDJBdXOQ8gYfdquFbI+NWAy21bWQ7rSQZ/WRZ/WBKws8uQl+N0QSq9lvBAm42zMJBLsOEthehiC8IyjA67BR26IgAZGBoKLBR3MgQnmDH6vFRF6ag1yvjXSXo9d/1qbaFpoDkR3ney4bQ3J0fSYpKBaDxm3QUgHBVkgvAk8+OLxUN/poCUVp8oepbQmS67VjMZuoawmRl+4g3WEhL92V6FcgIt1Q19pKXUu0w9xjmtNEfpqObQPJptoWmvxhqpoD5HgcpDttlOa4E90t6UXN/iCVTcEdYz3DSabbSo7XmeiuSZv11c00+MLU+4IUpDnxOCyUZOtvsfQP+zxIYOzYsTz//PNcc801LFmyhI0bN3LooYe2t2/YsIGCgoI92vfnn3/OP//5TyZNmtRb3RXZ58obW1i0qYn/e/wrGtsmyh1WM9ccMYrjJhYyWAeIAWNTbQsPfbKRf32wjnDUCKbK8di54+ypjB/kJtOtk/b+YGNNCzc8u5R3V1a1bxtdkMad505lRH5aAnsm3bGhpoVfP7+U8w8YwvXPLGZznY9jJxZy8Mg8bnpxGU2BHX+Hf3j4SCoaA9z30XpyvXZ+c9IE/vX+OhZsqGNsURq3nTmFqx9ewIryJgAsZhP/PG8aS7Y18be3VhGKGOM4y23j1ydO4JHPNvLRmhpG5Hu554Rcyl6/Go75PWSWJOz9EEm0HZkE2i5DIv4d2QLi2R5AENkRFJDmtLK6wt/JE0QkVWyqbeH5r7Zx+xurCEaiAKS7rPzp9MlMLs4kP6P3Jj431rTwi6cX8/7q6vZtY4vS+Ns50xiep8BQSSHRCGxdCI+eDc0VxjazBWZdzrZZP6clGOPHjy3kq80N7U+ZOTSLK+aO4PS7PuKyOcM5bmIRg7N1rSrSn1U0trBwYxM/eWLXucdjJxbq5tQAsaGmhWufWMSn62rbt00szuCOs6dQpoUvKaG6yc/n6+v46ZOLOoz1/ztqNMdOKKQ4S8frRFtZ0cQVD33B6srm9m2HjsnjV98aT6n+Fks/sM/LDVx77bX87Gc/Y968ecybN49jjz2WsrKy9vaXXnqJ/fbbr8f7bW5u5txzz+Wee+4hKyurN7sssk/VtUS4/KEv2g/cYNTnvfnl5azc6WAhqe+TtbX847217QECADUtQb573+dUNUcS2DPZrrKhhT++uqJDgADAioomLvvvAjZUa8z2Z5VNfi66fz6nTBvMNY99xeY6Hw6rmdOml/CLp79uDxAA4+/wLa+sYMaQLHI8dqqbg/zofwv5/qEjAFi2rYmrHvmSs/crbX/OkGw3FY0Bbnt9ZXuAAEBda4gfP/YVlx4yDJMJVlc2c+EzlVSMPBOe+R607rhAFxlomtrOf1zbMwlEgjuyBcSzvS2yIyggzWGlTuUGRFLe8vJm/vDqivYAAYBGX5jLH/yC2tbe+xtQ0dDKzS8v7xAgAMax/3v/XcD6mpZe+1kiCdewGR44YUeAABiBA1Ynjf4IP3n8qw4BAgCfr6/j3x+s4+xZQ9rmLZr6uNMi0lM1zWGueDj+3OPqSh3XBoKt9a388tklHQIEAL7e0sDVjy5ko85vUkJlU4Ar44z13724jNVVmrNMtPXVzVzywPwOAQIAby+v4rbXV1HZ2JqgnonssM+DBE4++WReeuklJk2axI9+9CP+97//dWh3u91cccUVPd7vlVdeyXHHHcfhhx/e5eMCgQCNjY0dvkQSxR8K8ejnm4jsdFN4Z39/ew2b63SSBqk/dtdXN/P3d9bEbQuEo7y+tCJum/Sten+UlxaXx21bU9VCldJdd9Dfxm1FY4AGX4hGf6g9Nfm8sfm89PU2OvkzzKOfb+LEKYMA8IeiLNrSwITidABWVjRTnOnEYjYBcPqMwTzw8Ya4+wlGony6tpaZQ7MB2FDTylZHGWyeDy3VcZ8jkih9OXab/CEAXPbt5QYCYO4iudn2LAPhQPsmr9NKQ2uoQ0kzkYGmvx1ze9ummlb+/vbquG3haIzH5m8iFOqdoNoGf4RXl8Q/31tV2UydzvekFyV87K57H4K7zjmsH38FgXCULzfVx33aB6urmVqaCWjeQgaehI/bHmoNBHjks42dzz2+s1pjeABo9Id3WfCy3aLNDR1uKqeiZBu3e6I1EOKhTzd2Or911ztr2FKnm9CJVNkUYENN/N/B819tpcGnRYKSePs8SABg3rx53Hbbbfz0pz/F/Y302TfeeCNz587t0f4effRRvvjiC26++ebdPvbmm28mIyOj/aukRCl+JXGa/RHWdRHFt6G2lWBYE94wEMauiY21nZ+orazQ6oz+oCUQ7vTCGmBbvdJd76y/jduqJj/5aQ421/natxWkO7scextqW8hP35G+eGNNC/lpO76vbQm111LP786+0nbUTN7WFAJnBgRS7+JUkltfjt32cgO2nYIEulNuYKcggTSHlXA01r4vkYGovx1ze1soGu3yGLu2qoXmUO/8DWgJhDudXAWoaNT5nvSehI/dyiXxt1tsNPhCXT41EDKyemjeQgaahI/bHmoNRVlX3cV1ak0rwXC003ZJDc27CQKo68WsTP1Rso3bPdESjLCuuvOAnw01rQQ01hNqS72v07ZwNEZrUHMaknh9EiSwXV1dHbfeeisXXXQRF110Ebfeeiu1tT1Lubtp0yauvvpqHnroIZzO3dcg/NnPfkZDQ0P716ZNm/a0+yJ7Ld1hYVxReqftI/O9OG19Oiz7rVQfuyZTjJH5ndf/mlSc0Ye9kc6kOa3YLZ2PyZJsVx/2pv/rb+O2KMPFtgY/Zbk7AhQ31bZ2OfZG5qd1CCoYmZ/Glp2+z/bYaWk7id9c28rIgu7vqyTDBr46cGXuycsR2Wf6cuw2B8JYLSbs1ra/reEAWLrKJLA9SGDHJJbXaWyrb+36ZoZIKutvx9ze5rCauzzGjhuUTrqji78dPeB1WrG2ZQmKZ1Cmzvek9yR87BZPj7vZFAmQ5e48aM9kon2uwpi3sOyT7on0Rwkftz2Ubrcyriit0/aRBV4cVo3hVJfutNHF6Q25XkfnjSkg2cbtnkh32nZ7n8Ft11hPpCHZ7k7bHFYznl66nhHZG312N/K9995j6NCh3HHHHdTV1VFXV8df//pXysrKeO+997q9nwULFlBZWcm0adOwWq1YrVbeffdd7rjjDqxWK5FIxxQdDoeD9PT0Dl8iiWK32zhl+mAc1vhD76p5IxmU2fnBYyBJ9bE7JMfL1YePjNuW5rAyZ3R+H/dI4slxWzltRnHctonFGWS7u6ijPQD1t3Gbl+agJNuF1WxmUIYRWPjOiiqOHFeAzbLr1bLJBGfvV8JzC7cAkO6yMqLAy4q2zB7TSjNZU9Xcvtrw8QWbuXD20Lg/22O3MKUkk4VtKVvHFXkpbF4KI48Ad17vvlCRvdSXY7fJH27PxgFAJLAjECAeswXMZuNxbbxtF9K1SgEuA1h/O+b2tuIsN1cdFv9c2Wkzc/LUYiyW3pn0zHJZOHlq/PO9qSWZZLp0vie9J+Fjt2QWuLJ22TxkwS3YrWYOHpEb92lHjivkozU1wPZ5CwXPyMCR8HHbQ3a7jdNmlHQ+93jYSIqzNPeY6tJdVo6ZUBi37YDhOaSl+M3JZBu3e8Jhs3DGzM7H+vcPG0lhho7XiZTjdTC2k6CtM2eWkOVREIckXp8FCVx55ZWceeaZrFu3jqeeeoqnnnqKtWvXctZZZ3HllVd2ez/z5s3j66+/ZuHChe1fM2bM4Nxzz2XhwoW9NlEgsq/kp1m47zszGZy14yCd6bbxp9MnU5Kd2lGc0tGEQen88oSx7Tc7AMpyPfz34lkM8naReln6TJbXxeVzhnPa9MHtdejBuKD669lTKM3pfIWbJF6u18Hfz5nO2ysq+f2pk5hYnEE4GuOe99dx25lTKMrYkZEo22PnppMn8sKibTT6wwzP83D7mVO59dUVABw0IpffnzqJl7/e1v6c2pYgWW4bvz9lIunOHeN4SI6b28+awm1vrARg/7Is7j42g7xt78Kxt4JLmUJk4GoOhHHbd5qQCgfAvJsbcGZ7x3IDbeMt1VNkigx0pTlubj19Ehk73aQfnOXi/u/sR25a750r56a5+cG8EZwyrbjD+d6BI3K47cwplOZ4eu1niSRcxmD4zkuQN2bHNrsHsstIt5n49UnjmTcmH1PbUDCb4JgJhZw8tZjnvtrCn06fTGmWbjiI9Hfb5x6LMzvOPf75jMkUZ2nucSAozHDx02PGcNzEwvaMAiYTHDo6j9+fMpHBXaxwluRRmO7gPxfObF8YA5DltnHbGZMpydp9Fm7Zt4bkePj7udOYVZbdvs1qNnHWzBIuObiMHI/GoSSeKRaL9UkhMZfLxcKFCxk9enSH7StWrGDKlCn4fJ3X59iduXPnMmXKFG6//fbdPraxsZGMjAwaGhpSMoJMksf66mYafEa98yy3jVyvmTSXDgydSdWx2+TzU9Ucpq41iM1iJt1pZWiubjz3N9WNLdT5ojT4QngdVtKcFoqzNGG8O/1l3Na3BmloDRGMRAlHY4RCIfI8VqLRCPWBGLGYiSwnWMxmKlujWMwWXG0p2Rp9ofb/O6xmbFYzLYEIgXCULLeN/DQHZpOJiqYAdS1BrBYTGU4b0ViM2uYAbhvkWFrJtATBnQvOztM+ivQX+3Ls3vDMYj5YXc1NJ080Njx/FbhzYPzJnT/p7Zth3Ikw+SwAAuEIF977ObefOYWTOln9KzLQ9Jdjbm9r8gWoag5R3xrCYjaR4bIxNHffnINVNLTQ4I/S6AvhdVpJc+h8T/a9hI3d5kporTGC8NzZ4C0Eq53G1gCN/ggtwTDNgTDpThsmEzT5wmS6beR7bXhcusEoA1syHXPXVTfT2Db3mOm2kae5xwGnotFHQ2uYRn+INKeVdKeVogGYxTaZxu2eWF/dTL0vTDQaI8tjoyjdidOe2tkiksmmuhaa/RFaAmEy3DYynBby0wfeOJT+qc/+UkybNo1ly5btEiSwbNkyJk+e3FfdEOk3dCNYANJcTtK0EKPfy033kJt61xADRqbbTmYnNVa/eXuxMGfPfkZxpqvDKg1gpxSOu6Z0FRmomgPh9prGAISDu88kYLF1yCTgsFqwW8zKJCAyAKS5HKT10Q3JggwPBUr2IwOFN9/4+oZ0twPNWYukjjLNPQ54BekuCjSflfJ0n6F/K1HgsfRj+zRIYNGiRe3/v+qqq7j66qtZvXo1+++/PwCffPIJd955J7///e/36ue88847e/V8ERERERHZ95r8IVy2ncqDRQJg2U3acIsNIh0DAtKcVupaFCQgIiIiIiIiIiKyJ/ZpkMCUKVMwmUzsXNHg2muv3eVx55xzDmeeeea+7IqIiIiIiCRYoy+Ma+e0h+EAmHdzSWK2QcTfYZPXaaWuNbQPeigiIiIiIiIiIpL69mmQwLp16/bl7kVEREREJIk0BUIMdu+UxzgS7F4mgZ3KDYCRSaBWmQRERERERERERET2yD4NEhgyZMi+3L2IiIiIiCSRJn94p3IDMePmv8XW9ZMs1l2CBNKdNqqbA508QURERERERERERLqyT4MEnnvuOY455hhsNhvPPfdcl4/91re+tS+7IiIiIiIiCdbkD+O2twUJRMIQi+4+SMBs3zVIwGVjVUXTPuqliIiIiIiIiIhIatunQQInnXQS5eXl5Ofnc9JJJ3X6OJPJRCQS2ZddERERERGRBIrFYjR3CBJou/G/20wCth2PbZPhslHTrHIDIiIiIiIiIiIie2KfBglEo9G4/xcRERERkYHFH4oSicVw29suQcLdDBIwWyHY3GFThtNGvS9EOBLFajHvg96KiIiIiIiIiIikrn0+o/bxxx/zwgsvdNj2wAMPUFZWRn5+PpdeeimBgOqJioiIiIiksiZ/CADX9kwCYb/xr8Xe9RMt9v/P3n2Ht3FcCx/+7S46QAAk2ESJorpkSZZkybLl3ltc4hrHJXbixHGKk3xOL/emJ065aU5vTmzHvfdux73IVrF6L5TYSRC9735/rCSSAkA1kBSp8z4PH0ozAHZIYrCzM2fPQCbZp8jrNAMLuuL9ZBMwDFj4T+jcsF/tFUIIIYQQQgghhBBipBrwIIEf/vCHrFixYtf/ly1bxic/+UlOP/10vvnNb/L4449z8803D3QzhBBCCCGEEEMonMwC4LLu3G5gxwK/ujfbDfQNBvA5zWwE/W45sPYZePLL8I/TzIABIYQQQgghhBBCCCEEMAhBAkuWLOG0007b9f977rmHo48+mr///e98+ctf5pZbbuG+++4b6GYIIYQQQgghhlB+JoEdC/x73G7ACrm+mce8DvM5/QYJrHjY/J4IQse6fW6vEEIIIYQQQgghhBAj1YAHCQSDQWpqanb9/5VXXuGcc87Z9f/58+fT2Ng40M0QQgghhBBCDKFoakcmAZuZBYDcji0E9iaTQHa3IIEd2w10xvrZtqzxHZh8JqgabH51v9oshBBCCCGEEEIIIcRINOBBAjU1NWzatAmAdDrNokWLWLBgwa76SCSC1bqHiUEhhBBCCCHEsBbZud3ArkwCOxb4NVv/T9RsOx7bs2WAw6pht6h0FMskkAxBcDPUHg7eMdC2+sAaL4QQQgghhBBCCCHECDLgQQIf+tCH+OY3v8lrr73Gt771LVwuFyeccMKu+g8++ICJEycOdDOEEEIIIYQQQ2jXdgPW3YME9pRJwAaGDrlsn2Kf00pntEgmgc4N5nfvGPCNlu0GhBBCCCGEEEIIIYToxTLQB/jRj37ExRdfzEknnYTH4+G2227DZuu5W+jWW2/lzDPPHOhmCCGEEEIIIYZQJJnFadVQVcUsyO7IArDHIIEd9blUn8f6nFbaI0WCBLo2mt+9o8xAgc2vHUDLhRBCCCGEEEIIIYQYWQY8SKCyspJXX32VUCiEx+NB07Q+9ffffz8ej2egmyGEEEIIIYQYQpFktmerATAX/RUVVK34k6AnMCCbBFvPdYPfZaU1nCz8nK6N4PCZjy+rhUizmbnAYj/An0IIIYQQQgghhBBCiOFvwLcb2Mnn8+UFCABUVFT0ySwg9l8uFR3qJgwMXe+502yESabTxFIj82cT+yaWypLK5Ia6GWIPEok4uZz8nYazXE4nkc6S0w3SWZ2srpPN6UUfn8nq6Lq+47tBJlv8sXtD33HcorJp0HM7vhd+XCqTI57qlXY9lzWfU+i1DCO/XIghkhckkE2BZS+uA3YFCfTNGlDustEcKhIk0L0FPLXmv93V5vdw0z62WAjRr1wG0olBOVQslSWZzu75gSUQTSRlvCcOPdk0uWyWTDpBOpMhmsgMdYsOerlUFEM+K8QwkEqnSaSKZN8SQggxKHK5HLHE4Fw7CbEvBjyTgBhY2WQULbwNlt6N1r4Ko2o6zP4oOe8YLI7Voea/AAEAAElEQVRhnqEhGTYneN/7N4S3wZSzYdLp4K8f6pYdsK2dUbZ0Jrj3vUbSWZ3zZ9dx+Bgv4wLD/G8m9tnmjhjvbe7i2ZWteOwal88fy2i/g/oK91A3TeyQTKRQo9vRVzyKs+kt0v5J5OZ+jIRzFD6ff6ibJ/ZSRzRJU3eSexY20hpOcvT4CmaN9tMaSRJw2zAMg6m1Xqq9DnK6wfZggiWNQWq8DrYF49T4nDyzrJnmcJITJldy+mE1jCl37fXxw4kMW7vi3PnOFtoiKc6aUcvxkyqp8zvNB4S2QdMScJZD4zvml38cHHkt+MaC3UNjV2zHz7CVdFbnf04KUBVZhWXpf8w924+8DqqmQjoOKx+BrW9C1TSYc7V57rQ6B+JXK8ReiyQzOPsECSRB3ZsggR2P2T1IwG3jnU1dhZ8TbgZXhflvd+WOsu1QMX4fWy2EyBNp6blOSwZh8tkw4USomFDyQ23uiPHBtm6e+KAZm0Xl8vn1jK1w0RAo7Vg5kUzTFE7z+AdNfLAtxLiAi8uOrKfGrVHhlXG5GMG6t5KMdmNRdDKNi2mqPpH7VsZZ15Fkdr2Pcw+vY4zfgcMm04cA2VQcLbQVPrgPrW05RtVhGLvm4MqGunlC9NHS2c3mzjh3vddMMmtw6ewqDh/jY1TAP9RNE0KIQ0Z7MER3Ise97zWysSvNMWPdnHX4aKo8dpxOx1A3TwgJEhjO9GwGbft7KHddBjnzbnRl7bPwzp/QrrwPo+EElALZG4aFVBSW3QdPfqWnbO0z4KmGTzwDgYlD17YDtLUzxi+eXcsTHzTvKntuZSszR3v501VzGSuLw4eMzR0xrvv3QjZ2xHaVPby4iWsWNHD9iROor9j7BUgxcNSu1dhuPxdSEQBsPAsL/4xxyR2EtBPweXxD3EKxJ12xFI8uaeJHT6zaVfbiqjaqPHZ+9ZHZ/OyZNXzljCnceNcifn/lXNoiKX7yxEouP2os/35zM/MayvnK/R/0ee7vXljH/Z85lknVew7uiiQz3LOwkZ8+1ff4tV4H93/mGOqVDrj/GjjlO3DvVZAI9jz53b/ARX+jqf5c/vHaZm57awsA9181nqqnPoWlaWHPY1c8BId9GMafAC98zyxb+yy89Qe4/C6YeBpY9rD3uxADKJLM4rTulklA24v3pLrjMbm+QQIVLhuhRIZkJofDutuYN7wNAlPMf+8MEght28+WCyF2ibbCO3+D13/VU7bmafCPhY89UtLrtK2dMT5/1yJWNIV3lT3xQTMXzK7jq2dNKel106rWGFf/8x3i6Z67gm97awt/uOIIjpuo4HXJuFyMQB3rSG16GzUTwVj9JG/N+jnX/2MNOd3MRPXS6jb++spG7vjk0cxrKB/ixg49I5dDa3oP5c5LdwUuKmufhbf/hHbFPejjTkSVsbY4SLR0dvOzZ9byyLL2XWXPrWxl9ugy/nzlbOoCMo8hhBADrSscZuGWIJ+/d8WuRJ8vrYZbXmnkvuuP5LAxEiQght6gbTcgBkCoEeXhT+8KENglm0J5+Ab07i1D065SiLbCU18tUN4Gz37bzDIwTG3siPUJENhp+fYwjy9tJpUanDSaYmiFEyn+9camPgECO93+9hbaI5IK7mAQ7WrC9uhndgUI7GLo2B/7NPZksPATxUGlM5rmx0+uyitvj6a49fVNHDWunOdXtlLutvHCylb+8NI6rlrQwPcfW8FlR9bzs6dX5z03GM/wnYeX0R3f85YxbeFUnwCBnVrCSd5Y1Yjxys/NTDmv/rJvgMBOz/0PrdH0rgCB2WN8TOz8b98AgZ1WPWpmDCir7SnTc/DQpyDasse2CjGQwskMLnuvGOXcXgYJFNluoMJtZhhoCxc4Z4abwR0w/21xgN0rQQJClEKktW+AwE7dW+GVX0CiNNdpqVSWR5Zs7xMgsNNjS5vY0hkvyXEAtnZE+doDS/sECADkdIOvPfABHbED22pIiINSohue/ArqmLnYnv82bUd/iy8+vn1XgMBO8XSOrz+wlC0FrlsPNXr3FpSHb8gbj5BLm+WhxqFpmBAFbOiI9QkQ2Gnp9ghPL2sim5W5RyGEGGjRlM5ND6zK2wk0ksry1YdW0trZPSTtEqI3CRIYxpR4p7mYXkikBTXeObgNKqUtbxbfR3nds5Aoklr2IBdOpLhnYfELx/vfa6QpXGRvXTGidMYyPLx4e9H6hxfLQsbBwJrshraVhSvTMejaNKjtEfvnrQ2dRU8pr6xrZ/74Ch5f2sSZ02u54+0tzKjzoakKHruFLZ0xsnrhJ7+zqYvu+J73a/3v2raidVO8aZRl98Go2eYWA4Uc8TEeWdyzl/pHZzipWHl78QOuegwmn9m3LBWRiUsx5EKJDK68TAJ7s91A4SCBcpf53Jbdx07pGKTC4Ar0lDkrzGBTIcSBWflo8boVD0GioySHaYokuf/94uPhe97dSjRZmgWOcCrHhvbCC6DRVJZtQdk7VIxAiS6wOslteh00O9uzPqJFbljY0B4jIjczoCa6INxUuDLWjhIvzeefEAcqlkhwx7tF3qvAf95rpa07UrReCCFEaWxsi5DKFg44XtEUJpzKFawTYjBJkMBwpu/hIm1P9QezdD9R6oZh3hU5DGVzBslM8bYnMzoGRVayxAijFB0kAHl3MomhYezpczQjk8bDQX/9yTDMr1RWx6IpJDM57BaFbM78fyrT/92Du99tVfD4/Qz6NQUzI1CxKAYAi41Er3OHTQUy/QSUZZKFF16zEoQmhlY4mcHdO5NAJtmzlUB/dr6fdw8ScJvPzQsS2BlE66zoKXP6ISZBAkIcsP7GPrk0GKW5694wzGujYhIZnVx/5859kNX7b3MqK+NyMQLpOTPTTiYOqqXfa1OAbE4yauxxji235+BhIQZDTtdJZoqfI5OZHEaJzqFCCCGKS/WzDgQUvSlJiMEkQQLDmOGuBGuRvRFtbgx31eA2qJTGHV+8rnYWOIbn3lkVHgfnHj6qaP3p06spd1mK1ouRw2VVOXlq8T567qzi7xMxeAyHHzw1hSsVFbVq6qC2R+yfYycFitbNqPOytTPOSVOrWLg5yIcOH8WKpjBOm4W2cIoptWVFnzuxyo3XuecFzpP66esbwirG+JPNrQAqJhR+0IqHOWdmz2fC85szRCedV/yAk88wM/L0plqgfPwe2yrEQIoksrhsvTIJ7O12AzsDCXYLdHFaNRxWlba8IIEdwQAOf68H+8006UKIAzP1Q8Xrxp8EtuLnzX3hd9s4/bDqovXnzRqFby/OwXvD57AQcBfOaqKpCuMr3SU5jhAHFYcPureijT8B0lHGenQ0VSn40IDbhs9Vmv42nBmuSrB5CldanRjFrhuFGGRet5uLZhW/Bv7QYRV4PbIPthBCDLQpo3wohYdXjPI58Dm0wpVCDCIJEhjGdHctxqn/W7DOOPV76J7agnXDgrcODr8sv1y1wLm/Anfl4LepROaPK2dydf6FZbnLyieOG0+52zkErRKDrcbn5KbTp+C25Q8Gjqj3M7GqyOSDGFRWfx2pswvsuwukjrmJhM0/uA0S+6W6zF4wQMuiKtx46iQeWLSNjy1o4LW17Vxx1FjOmjGKR5ds55MnjOftjZ1cdMTovOeqCvz4wplUldn3ePzRfidnTs+fNLRpKtPG16Oc9RN4/3Y45dugFBiaNRzHxEoXc8eWA/Dc6k5ap1wJhYIBA5PANyZ/m4wTv1748UIMEsMwiCSzuGy9giGzexskoJqP2y2TgKIoVLhttISKBAk4/T1ljvLi23QJIfZeeYMZDLA7iwPO+AGUlWaRrMJl45PHT8BfYGFyak3ZrnNiKdR5HfzvedML1t1w4gS8tiIze0IMZ55qOOsn5FJRstMupHLFv/jScYX77/+cdxijvbKgqHtGYZz+g4J1xinfQXcXD2wSYrDNHxdgcnV+kFuF28Y1x06gzFnkpjMhhBAl47Gp3HBs/pyiosCPz59CXWXprmmE2F9yy/IwZnGWkZl+EZbAJJRXfwGd6zECk+DEr5OtnonVMYwXGV0VcNZPYeKp8MZvIdYOY481F1AqJg516w7IuEoP/7j2SB54v5EH399OOqdzxvQaPnXCBOp9e7EvrxgxxlY4efhzx/GnVzbw6tp23HaNj84fy/mz6hgbkAu2g4HFYiE65liUjz+H5b8/Rm1dBv6xJI/9KpnRR+PzF4/OFwePWp+Tb39oGsdNCnDrG5vpjKaY21DONQsaWLY9xA8umMGKpm7+86mjqa9wUe6yUuuzs7o5gt2qMaPOy6wxPu55t5HWSJK59X6+cuZUJhQI+Cok4LHzk4tmcsq0av7x2ka6YmmOmRjg/50+hXGVLjCmwqX/hDXPwBV3w7t/g+2LoGwUnPAVmHAyY90efnv5bJ5Y1sw97zby5We7+PvlT1K5/FbUlQ+Zd1rPvQbmXAnRdhh3ArQuB38DnPwNqF8A9mE8LhDDXjydI2cYuO29guOySbDuZXCkZiu4ZUbAbWd7927pz2NtoGhg73VHs7O8J3hACLH//PXw4T/AysfgvX9CshvGnQQnfrXk12lj/TYe+Myx/OO1jbywqhW7RePiuaO5dN4YGgKlu7vfbreyYJyPu69fwO9eXMvqlghjyp185qSJHDHGS7Vfzp9ihKo7AkfHOlInfwvbtnf5WHY10y+dzW/fCrItmGBabRlfOm0K4wJObDaZPrQ43GSmnoelfBy8+guUjrUQmIhxwtfI1szG6vQOdROF2KWu0s+/r53Lg+9t4Z5FbaRzOh+aHuCTJ0ykoWp4ZmcVQojhpqrcxyeOG8+sMX7+8GojTaEEh48q4yunT2R0+Z5vOhJiMCjGIbYJUTgcxufzEQqF8HpHzgA+292Ekk1gWJxY/HVD3ZzSiraDnjEneu2lSV95MEikM7SEUxgG+N0WKlwSmd+fkdp3ATqiKcKJDIoC9X4HFotMwByMwsF2tGwCXbVRFhjGmVoG0cHYb7cH4+R0A4umoiqgKgq6ARVuKzZL38we4USGVCZHVjewagoZ3UAB3HYLZY79S7naHkmR03XKHNa+e7MDpGKQCgM7hmaaLS9zTjabZVt3Et0An9NKwAHEu8wwZFcVaDt+hkS3ucesxQ4uCWYR+2Yg+m5zKMExN7/EN86expx6v1n42BfMOxmnf3jPL/DKL2DK2XDE1X2K//7aRlrDSZ784gk9hS//FBb+Ay67radsw4vw+m/gO61glTGXGHmG5Jwb3AKGbm7t4Rq4u2CC0TTBRBpFgVqvE2eBTFyl0hyMksga2FSFMQEJDhAD76AYL6cikMuQSCZQVZUu3U0ip+K0qozyS/B6IT1zcA4s/vw7BMXIdlD0270UTyQIRs1A2zK3Ha9L+rQ4NA2nfitGppbOIDkdbFaVKr8Ea4mDh6xEjRAjLjCgN8/ITI/stFkZXyn7+gmo9Nip9Ej04MHOWz4yP4sONaPL935SxOu0Qon2O96p3+0J7G7zqx8Wi4VxlbstWnjzt1LA6e+bal2IIRZOZAH6brOTTZrBMHtDsxbMJFBdZmfh5q6+hbF2c9GyN/uOi/B4h7klhxDiwJU3DM5hPDbKPYOTcW1UuQQGiEPQjpsxdmYfLzCyFLsZ0XNwYkRxOZ24nLKtqRBCDLXagGwtIA5OBTa+FUIIIYQQQojSCSczALh6Z9DIpszF/72h2czH76a6zEEkmSUUz/QUxjrAsdvdIQ5fT50QQgghhBBCCCGEEIc4CRIQQgghhBBCDKhwwlzE75tJIAXq3gYJFMkk4DWzczQG4z2FsQ6wFwkSiEuQgBBCCCGEEEIIIYQQEiQghBBCCCGEGFC7MgnYemUSyO1LJoHi2w0ANHb1ChKIF8oksOP/8d22JhBCCCGEEEIIIYQQ4hAkQQJCCCGEEEKIARVOZLFqCjbLjssPIwe5jLmNwN5QbQWDBDx2C06rxtY+QQKdYPf1faDFYX7JdgNCCCGEEEIIIYQQQkiQgBBCCCGEEGJghRMZ3PZeWQQyOxb89zZIQLOa2xPsRlEUarx2tuwMEtB1SAR7thfozeGT7QaEEEIIIYQQQgghhECCBIQQQgghhBADLJzM4N59qwHYhyABW09gwW7q/E7WtkTM/yS7wdDztxsAsHtluwEhhBBCCCGEEEIIIZAgASGEEEIIIcQACyeyuGxaT0EmYX7fl0wCucJBAvUVLta0RjAMw9xqAMyAgN3ZyyAhQQJCCCGEEEIIIYQQQkiQgBBCCCGEEGJAhZMZnL2DBHZuHaBZ9+4F+skkUF/uIpLM0hpO9WQKsJflP9BeBrHOfWi1EEIIIYQQQgghhBAjkwQJCCGEEEIIIQZUMJ7Bbe+13UB2x4L/3mYSsNh6nrOb+nInAGtaIz2ZAopmEpAgASGEEEIIIYQQQgghJEhACCGEEEIIMaC642k8hYIELHu73YC9J/vAbirL7DisKmtbInvOJBCX7QaEEEIIIYQQQgghhJAgASGEEEIIIcSACiUyuwUJpM3ve5tJQLOBnoVcJq9KVRTqK1ws2x4yMwlYXYW3MbB7IREEw9iPn0AIIYQQQgghhBBCiJFDggSEEEIIIYQQAyqUyOC2FdpuoMBifiE7gwlyhbccmFJdxrubuyDeWXirATDLc2lIx/ay1UIIIYQQQgghhBBCjEwSJCCEEEIIIYQYMOmsTjydw+PQegqzSUABdR+DBDKFgwSm1ZbREkqyPRgvvNUAgN1jfk8E9+6YQgghhBBCCCGEEEKMUBIkIIQQQgghhBgwoYS5RYDbvlsmAc0GirJ3L7IzSCBbJJNArRkYsLDD1k+QwI4MAxIkIIQQQgghhBBCCCEOcRIkIIQQQgghhBgwoUQaAE9ekMBeZhEAsNjN75lEwWqvw8qYcidvBP1g8xR+jZ3BA4muvT+uEEIIIYQQQgghhBAjkGXPDzm43HzzzTz00EOsXr0ap9PJsccey89//nOmTp061E0bMkY2C6EtoOdA1cDXgGIZdn/aguKJBG3RLDnDwKHB6ECRPWaHoVAkRCSpYwAuCwTKy4e6SWKINHVFSOZAAfwujXK3a6ibJAowOjeCngVFRfeORrM5h7pJYm9F2iAVMv9tKwNvrfnvdAziXebfVbWAqoLdD3b3rqfqukFbJEUmp2O3qFR7HXt1yLZIklRGx6opBFwW9EgLip5F1xw4ykcBEI90o6ZCgIFu95FS3RiGQTqZIK0baAoEypx0pwwyOQO7RcWjZQkmMhgGOC0GgfKKPsftiKZIpHNYVIXKMjtWLT8eNJ7OEoxnMAwDr8OK19l3obY9kiKZyWHRFKrLHGiqQjqboyOaJqcbuO0aFW77Hn7nLZBNmYvAZaPMu8UzSYh3gK6bad9dFf2/hhgxuuNmJoE+QQKZZM/C/97YQyYBgHkN5Tz3wTh+altMwfAD2W5AiJIJx2J0xXV0A+yaMaDXablgI2rO3KIkZ/diKasesGMlOhtR9QyGYsHqr0MbqOvqbBpi7eYYxOYGd+XAHEeIIqLJLKF4Gh2DrA6akcGrpvEoSQzFAnqKlFaGrus49Cg2VQFnAPQ0pOPmuNldDRbbrtfc0hkjkzPQVBjtd2KzaHRGU8TTOTRVoarMhlXT+mnVDrkMRNvM/mF1gadqAH8T+yGTgvB2MHLmWMY/dqhbJERR3aEQ0fTOuUeFQLl/qJskhkCucxOKnsVQNVR/A8refBaLYUWPtKKkIoCBYXGg+uuHukmil1Q6RXMoRc4Aq6owtrJI9kMhhsCwW0l+5ZVX+PznP8/8+fPJZrN8+9vf5swzz2TlypW43e49v8AIY3RtgXXPoLzxWwg3gXc0xvE3YUw+E6W8Yaibd0Aau2Lc9uYW7lnYSDSVZVptGd88Zyozqu1UDfNB7Za2bn774jqeWN5OJmdwwsQKvvOhKdT7bbjdcpI4VLRHImztyvCTJ1ezaGsQu0Xlw3Pq+PzJE2moLHIXpBh0etdmlG3vovz3ZujaCK4A6tGfxZj1kWH/OTviZTPQsRqe/y5sfBkUDaZ+CE79H9Ds8OIPYNVj5gTfhFNhwWdh8xsw71qoGE9HNMWTHzTzh5fX0x5JMabcyVfOnMJJU6qpcNsKHjKUyPDWxk5+9tQqNnfGKXdZ+fSxo7m0uomqRy6H8nGkz/sTiqsC20s/xLL2SQD0KWdjOeV7LA77+Pbja9nQHsXntHLdgjoun1/Ptx9axc0XHsZP/7uB+5e0ksrqzBvr57sfmsykKieG5mBJYzc/emIVa1ojlNktXHNsA9ccM46aXoENW7vi/Ob5tTzxQROZnMHxkyr5zrmHMbnaQyyd4+2Nnfzs6dVs6oiZbT9xAufPruOOtzbzn7e3EkvnmFHn5bvnT+fwOh8u+25DyVgnrH8eXvoxhBrBUwMnfg2mnAWv/xaW3Gku8o45Cs75GVTPAOveBV6I4avodgMlDhJYMCHAo0uaeDM1gZMKPcDqNj8H4pJJQIgDsbUzxt9e3ciDi7aTyOSYNcbHt86ZxqSAlSq/r2THycZCaN0bUV/4LsqmV0Gzoh32YYyTv4lSOblkxwGIdzWjbX0d5ys/huBmcFeRWvBFMjMvxVFeV9JjEW6Ct/4E7/8L0lEYNRvOuhnqZhfPhCJECW3pjNEVS6EoKre/uZknPmgmndM5eryf754UYHLnS9hGTceCAq/+AmXz66DZMGZeijLnSnjoU5CKwNyPw7E3sj3nZ+HmLn7zwjq2dMapcNu49tgGLpw9mi/es4il28K4bRpXL2jgE8eNp9bXz9gv3AwL/w7v/h1SYaieDmffDKPnFd9OaDB1b4WF/zT7bzIEVdPg9O+b7fMMXACTEPtjS1s3v35+HU+uaCer98w9jq1w4HIeenPoh6Js93a0DS+gvfrLXdfnxrFfInfYBWjlsog8Uhjta1Fe/inK6sfN+a3xJ2Oc/gNyFeOwOEo3Nhf7Z1tXlAcWNXHbm5sJxjOMC7j48plTmD+2jFHlI+eGWDF8KYZhGEPdiAPR3t5OdXU1r7zyCieeeOIeHx8Oh/H5fIRCIbze4d0J9Ug7ylu3oLx5S16dcdz/w1jwedQBvMtiIG3vjHDT/ct4d3P+nV5//9g8zphROwStKo1tHd1c+rf3aQn3neR2WFWe+PwCJtVKRoFCRlLf3WnJ1iCX/uUtsnrfj+HxlW7+/fF5NEhU4ZDLpaKoS+5EefrreXXG4ZdhnPpd1HK5c6SYIe+37avh76eaGQN6c1fBhX+BOy/pW27zwOV3wKNfIPeJp/nJ6xFufWNz3st++5xpfPy4cdgsfaPvc7rBQ4u28bUHPsh7zodnVvCDmtfxv/lTMp95G+u/z8q/m9nhY9MlT3ParZvp/bFw+tQKbr5gGh/991I2tPf9WSyqwtNfWEBjKMt1/16Yd9zjJga45YojCHjsbA8muPQvb9Ic6nv+sVtUnr/pJN7Z1Fmw7efMrGV8pZs//XfDrjJFgbs+dTTHTOx152MmBe/8GV74Xt5rMO8TYOiw6LaeMlWD6182F0fEQaXUfffB97fxlfuXctsnjsJm2ZHd4vXfQOd6OPqGvXuRbBJe+AGc9A0YX3jMbxgGX/3nU8wLZPn9JUUWEO+9Co79Ipz41f34SYQ4eA3WObexM8qn/7OIVc2RPuWqAnddfzQLJpTujnijZTnKP07LDw7yjsa49jGUwKSSHCedTGAsug37c9/Ir5v9MXKnfA+nv0R3Mkdb4e4rYft7fcsVBa55HMafUJrjiGFjsMfLWztjvL6+gzHlTr7zyHIau/pu42PTVB6/dhxT3/wGzLgQnryp7wv4x8IZP4L7rwUgfebPuYez+e5jK/KOdcHsUZwzcxSfvXPRrrIjG8r589XzqCorECgYbYcHPwmbXsmvu/J+mHLmPv+8JRXaBo98rnD7Lv0XzLx48NskhsSQX+fuhW3t3Vzy9/doDaf6lDusKk9+fgETZe5xxMsmImjv/Anlvz/NqzOOup7sCd/EWnboZDIaDv12fxgd61FuO9fM5tib1YXxqRdRaqYPTcMEAC3BMD98ah1PLWvJq/vJhTO55IgaHHa5cUYMrfwctMNMKGSmD66oOPRS1irJIMo7fy5c9/afUJLdg9ugEmqOpAsGCAD89OnVNHaEB7lFpfPqmra8AAGAZEbnL//dQDgcGoJWicHWEozyi2fX5AUIAGzqiLGsafi+x0cSNdKM8nL+BRWAsux+lHSkYJ04CKQi8OYf8wMEwEzvu+0dqD+6b3k6CssfhPqjYM1TLGksfB76zQvraIuk8spbw0l++tSqgs95dHkXHWPPJnfMl9CXPVg43XkyRNXauzljWqBP8QtruuhI5AjvuBu7t6xusLY9yfcLTMwCvLGhk6Zuc/L3tfXteQECAKmszpauGDc/vbrgazy9vIUjx1WgqcquMsOAHzy+ko5or99DrAVe+VnB12Dx7TDt3L5leg6e+y4kugs/R4wY3YkMdovaEyAAkE30ZAfYG+rOTAKJog9R9DRnKu/yZEc1jWG98IPsXtluQIgDsK49lhcgAKAb8LOn17C9szRjo2ykDV77VeHsIeHtsOHlkhwHwIi2Yn/lJwXrbB/8B0uqhJ8ZXRvzAwTAPLE+801zjCLEANrYHmVshYsN7bG8AAGAdE7nV292E62aBU4/7H4HYvdWsw9WmVt+NjV8mF+/sLbgsR5b2szYgIvep//3tgTZ2hUv3Ljw9sIL8ADPfAMirXv68QZWpKV4+174npmFRIiDxH/XtOYFCIA59/jXVzYQicqc00inxlpQ3vhNwTrlvVuxJDsHuUWi1PRsFtY+nR8gAJCJw5u/R4+1DX7DxC7BpFEwQADg/55bQ0s4f55PiME2rIMEdF3n//2//8dxxx3HzJkzCz4mlUoRDof7fI0YsXZzr7ZCculhPcHwzqbiaWA3dcSIZYZnAoxILMKza7qL1r+6oZtoMjt4DTqIjei+C6RyBgs3F3+fv7hq+PbfESUZgv4CrtrXDFpThoODqt/Gu2Dza8XrN79R+A72HeXamic5sq5wKvREJkcwln/+jSQzBOPFB/jrOjNkGk7EvvH5oo/xbHmRY0bn7wa1fFuQ82ePKvgcRVGKT7YC728Jks7keGZ54QsTgHg6R1csXbR+a1c8b4uF1S0RYqle56x4F2SKLODqOTNwQ93tZ9vyWuFADjGoBrrvhuJpyhy7/e0zyX0MElDNxxd7jwEkw5ysLsFj0fnD4vxJUQDsHgkSECPCUJ1zX1vbUbRuSWM3qSLxOftKTYVR+jmPK+ueJRfvLs3BEt1mWvNCDAO9a1NpjgOwqZ+xSetySMk5caQb6vHyB9tDRFJZ3u1nzuXNTWEitcdA0yIotLXHljehdhYAoYyF7n7Gv+vboowN9E1r/vbGIgtTje8Ub3jXRnMsOZQa3y1e17116NsnBsxQ99t9FYlEeK6fucdXNnQTScjc40inxDv7vT43Is2D26BBNtz67X5JdKKsf6FotbL5VZTECPy5h5G1LcXHBsF4hpCsA4mDwLAOEvj85z/P8uXLueeee4o+5uabb8bn8+36qq8fQfvt7GkP32G8x2+lp/getRZVwaopResPZlbNSsClFa33u6yow7pXls6I7rs7+JzWonWVRfY7F4PMsofPUaek6OvtoOq3qtW8+6kYZ3nhxWlnOaSjGM4AoXTxc43dmv9hbdP6/wD3OS0o6TB6f+8bp59QgbXNcredpmDhvdgtqoJFLd7WCo8dVVP6PbfaLf23vcxhIZnO5T2nz3H31F+sDnN/vN4cfjPFshhSA913uxMZ3PbdgwQSYNnHc53F0X+QQCqCXclySUOC+1ZnWNqWy3+MTYIExMgwVOfcgKd4v3XbtBJOMKj9jrMMZwAsxc9r+0LZw+sojhKmpHX3k9bX4jC34hEj2lCPlz12CzZNxe8qfi3qc1rRMpF+xsv+XeV2S//jOJ/TmpcNq7LY54irn/6hWkAr3uZB0V//VVTQSvOZJA4+Q91v95XVqvU/9+i0MUynVcW+2MP1uWJ191s/3A23frtfLA6MfueXys3zkxgyvn7GWwCOPczFCTEYhu278MYbb+SJJ57g5ZdfZsyYMUUf961vfYtQKLTrq7GxcRBbOcAcfigfX7iuYgI4hu/i1fyG8qKBAOccXkvAOTzfug6Hg48dVfz9+qkFddRWBorWH0pGdN8Fqr12rjiq+AD1wiPqBrE1oih7GcaY+YXrnOXgG4EXGQfgoOq3vjqYf33x+hkXwpqn8stnXw4rHkY/6gbeb4wWfOrUmjICBQJ5Ktw2jh5fePujMruFBmsI+xu/InPkZ4o2q/XwG7h/ed9Ib4dVZUpNGc+sLJxiVc9lOGdmbcE6m6ZyRL0fi6rysQUNRY/rtGosmFC87Q6LRiTVN8L50rljCPQOPHAFoGpa4QN468yFWWO3TEBH3QDumqLtEoNjoPtuKJHBbdstSGBftxsAM6igvyCBHVvAnFav0eBT+NarifxtfWweM+uFEMPcUJ1zz5heUzS269J5Ywh4SrPIrVZOwJj/qeIPmPdxNJuzJMfKOfxQN7dwpSuAUVbCcfmEk4tP1s65EjxVpTuWOCgN9Xj5uEnmQvep06qLPua6eX6qVt4GtYdDW4GttKacDRvNLT/8sU3Mayg89+R1Wqjy2OmI9mSr0lSFBROKzHmMmVd8bDD9ov6DCAZD3dziwUlTzwG3zOWMVEPdb/eVw+HiY0cXn6u4/phR1FQeetv2Hmpyzop+r8/1of5MHWDDrd/uD9XpgyOvK1pvzL8eJTBhEFskdtdQ4cK7e1bFHY4aX4HPMTzXuMTIMuzehYZhcOONN/Lwww/z0ksvMX58kUXyHex2O16vt8/XSKEEJmJceqsZLNCbw49xyT+H9Ukg4DT47eVz+ux/DDCxys1Xz5iCv8wzRC07cGN8Vr54Uv5g/fSpFZw0tfiF+qFmJPddAKfNxkeOrGfe2PwJle98aBoVrmH38TwiKeUNcMHvoWy3NO9WJ8ZH7iAri5t9HHT9dvyJMO28/PIFnwWLK/9u4qkfMu8AmnYeatUUfn35HDy73f1c4bbxhyuP6Ls4voPPZePnl8xilK9vxL7dovLPS+upefP70PIBuMpJHfHxvOfrc67mA2MS24I9i6BWTeHvV87Cqur86LxJec+ZP9bLEWO8fPOcaUyo7HsngEVV+PPVc6nxmm1tCLj40mn5KWNPP6yaiVUefnZx4bb/8aq5/OO1jX1/VbUebjx1Eg5rr8UgTzVcdpsZLNDnRcrgkn/AG7f0La9fAHOvAU3umhxqA913u2LpvL60z9sNgDkx3+92A2aQgGZ38qlZNlZ36fxr2W7baNjLICFBAmL4G6pzbrkDfnrRzLxAgRl1Xj51wnjKnK6SHcuYfBbGpNPzy4//CnoJF+6d5aPIfPgv4NltXGd1kf7IXWi+EgYJlI2CS2/NDxSong4nfGXPWXnEsDfU4+XqMgeZnI7HYeXGU/LHlsdP8HF+bTfKkR+HrW/lv8DxN8GWN8zzsaJQSxc3X3z4rvHmTnaLyp+vmsffe40hVQX+cMURVHuLvM89tfCRO/K3pwpMgtO/B/YhvuvVOwou/Vd++yomwBk/yh8DixFjqPvt/qj3W/nCiflzj2dOq+CEKTL3eCiwlI/FuPjvBa/PjctuQ/WPHZqGDZLh2G/3h+FvwDjm8/nlU86B8ScNQYtEb1UelT9fNTcve2et18FPL5xJbXnZELVMiB6KYex+S9fB7XOf+xx33XUXjz76KFOnTt1V7vP5cDr3fCdBOBzG5/MRCoVGxMnByGQgtNncG61lmRnpXX80+BpQrEOciu0AdYfCdCQVXl7TRks4ybETAkyudjO2cvh/eHZ0ddKZgOdXNpPM6Jx+WA11XhvVgeGb/WGgjbS+u1NjZ4Rt3SleXNWG12nhzOk1+BwKo8pHzs84Ehgd66FlKTQuhMpJMO5Ecq5KLG6Jvu/PQdFvu7dBeDusfhI0Cxx2PjgrwOGFcDOsehxyKfPiyciZk/dlo8DpJ6cbNHcnWLilizUtEWaN8TOn3k+dv//xRnN3ghVNYd7b0sX4SjcLGrxUtr2JtfEtjLHHoIw6nIxixxJrwVj9JAo66rRzCduqSagu1raEeWdTkLEVDo6fXAOGwd2LWrhmXhUJXeXFlc10x7OcMq2ahnI71QHzfdgSSrC2NcpbGzqp8zs4cUoVNV5Hn4X8cCJDSzjJ8ytaSGR0Tp9eTX25a1fQQ3MowYrtPW0/ZmIlFS4rHdE0L69poy2c4vjJlUyu9hSf4O1uhO3vQ9NiqJluBgO4AhBphjXPmAu0k8+EwEQzsEAcdErdd8+95TVqvQ4+dUKvANZ7r4bR82DSaXv/Qu/+HfwNcOJXC9eveRre/hOc+SNQVP61LM0b27P896MeqnYG3y29G9Y9B19bv/8/kBAHocE857Z1h+lOwgurWumMpTlpShXjA07qA6W/TtO7NqNEmsz+bXXCtHPRHeVo5aWf2E53bkHfvhh1+3volVNRxx0H3jps9hIv3Kfj5jlx3fMQaYGJp0DVlPygVHFIGIrxclc0TXciTSarE8/keGt9O7FUhtMmuKm3RwlYUhjta6FuDnqiG2XtcygOD9qUsyCXgZWPQlmNOZ4rqwWbm00dUZZvD7N4a5BxlW6Om1iJz6Gxpi3G6+s6qPU5OGlKFTU+B05rPwGimSREmmD9SxDaBuNPMINovAdJ/0hGdrTvRQhvg4bjoHoGVIwb6paJQXRQXOfuhY6uLjoTxq65xzOm1zLKa6W6QuYeDyV65waUbe+Z1+fV0zEajgV/A6pleK8b7Kvh0m/3hx7cipLoMue9skmYei6U1aBU9H9zrRgckXiEtii8sb6DzZ1x5jX4mVHnZdwIWOMSI8OwCxJQiuQ2/Ne//sXHP/7xPT5/JJ8QhBjJpO8KMfxIvxVieCp1311w84ssGB/g8vm97ma68xKYcKo5+b+33r/N3Af51P8tXL/sPlj2AJz6PwBE0gZffinBRZOt/OiEHcE9q5+Ahf+E/22naM50IYYhOecKMTxJ3xVi+JF+K8TwI/1WCCEKK7whxkFsmMU0CCGEEEIIcUjrjqXxOntddhg6ZFLF9/UtRrObd+AWkwyDtSfVeZlN4ZwJVu5dneEL8+xUu1SwlYGegXTU3HpACCGEEEIIIYQQQohDkGx6LYQQQgghhBgQiXSOZFanzNErnWU2CRj7HiRgsUGmnyCBVLRPkADAmeMsaCrcvjxtFtg9OxoW3LdjCyGEEEIIIYQQQggxgkiQgBBCCCGEEGJAdMZSAJTZe2USyCTM7/scJGCHbKJ4fToM1r57h3tsCsePsXDv6gxZ3QD7jtSSEiQghBBCCCGEEEIIIQ5hEiQghBBCCCGEGBDBWAYAr7NXJoGd2QC0/QgS6G+7gUQYbO684lPqLbQnDF5tzPZsMRDv2rdjCyGEEEIIIYQQQggxgkiQgBBCCCGEEGJAdMXNNP9ljt6ZBPYzSEDbm0wCrrzi8X6VBq/Cw+syPUECkklACCGEEEIIIYQQQhzCJEhACCGEEEIIMSC6dm434CjBdgNWJ2SSYOQK1ycjYM3PJABw1CgLL23NklKdoGiQkEwCQgghhBBCCCGEEOLQJUECQgghhBBCiAHRFctgt6jYLVpP4f4GCex8fKbAlgOGDuko2PIzCQAcNUojloE3tufMbAKSSUAIIYQQQgghhBBCHMIkSEAIIYQQQggxIIKxNF6HtW/hfgcJOMzv6Vh+XTpqBgoU2G4AYLRHoc6j8NzmrBkkEJcgASGEEEIIIYQQQghx6JIgASGEEEIIIcSA6Iyl8TotfQszcVBUUC2Fn1RMf0ECyYj5vUgmAUVRmF2l8UpjFsNWJtsNCCGEEEIIIYQQQohDmgQJCCGEEEIIIQZEVyyFx757kEACrA5QlH17sV1BAgW2G0iFzO9FMgkAzK7WaI4ZrFfGQlyCBIQQQgghhBBCCCHEoUuCBIQQQgghhBADoj2SwufcfbuBOGj7uNUAmIEFUCSTQNj8bnMXffphARWbCq+kp0K8c9+PL4QQQgghhBBCCCHECCFBAkIIIYQQQogB0R5J4XfZ+ham42B17vuL7cwkkOkvk0DxIAGbpjC1QuWN+FgJEhBCCCGEEEIIIYQQhzQJEhBCCCGEEEKUnGEYtEcLZRKIgWU/MgloVlAtRTIJhMwsAmr/lzfTKzXejVaRjXfv+/GFEEIIIYQQQgghhBghJEhACCGEEEIIUXKxdI5kRsfv2i1IIB0HzbF/L2p1Ft9uoJ+tBnaaUakS0y0sS1RALrt/bRBCCCGEEEIIIYQQYpiTIAEhhBBCCCFEybVHUgD4d88kkI6BdT8yCQBYXZCK5JenwmbdHkzwqTg1nTf1GZDs3r82CCGEEEIIIYQQQggxzEmQgBBCCCGEEKLkdgYJ+Fy2vhWZKFgOJJNANL88EdqrIAFNVZjqzfBu7jCId+5fG4QQQgghhBBCCCGEGOYsQ90AceCMzk2QDEJ4O3hHg6McJTB+qJt1wNLpNFq4ETXWihEPolSMJ2PzYyuvG+qmHbBINEJ3Isf27gTZXI76Cg9eO5T7/EPdNDHI4t1tWNNh9K5NZppkbx05dwCXs2yomyZ66erqpCMBzd0xAh4HVW6NmsrAUDdL7I1ECGJtGKFtkE1B+ThQNVAsYGRQuhvByIG/AQzA5gRPrXmncryD9oyD9pyL9miGWq+DSqdBILYJEl3gGw16Fuxe9FwGIxNHVS3o4SZ0ux/dFUDJZlDCW8FTS8oRYEPURnc8y4SAA90waAqnMVAY41Go0ttJOaroSFvZ2p3G57LisGjYLQqjtW6sepI2AjRF0iTSOeor3HitBtEs5AyFxs4YLruFUT47lXonanAThruKbq2cjLWcCoKokWaMVAS1YhwxSzmg4M4GUbs3o1rt4CzHMHQUmxsll6Mta6fb8KArFtCz1FlCuBPNqJk4BCZi6DmUUCOKZsFwVpDN5tAdfrpUH349gi0TQVNy5p3jiaD5e7Y4IbgZ9AxUjEN3VKB5Kgv++Vo7g7RE0nTH0oyucFPpVPC7HRBtJZZI0aEGaAxlsdus1JW7qCmzY9HyY2CzOZ3WcJKmUJJUJkd9hYtKjx23XYbCA6l4JoH4/gcJWJxm1oDdJYLg3rvP5anl8ERwCtlIO5aqqfvXDiEOYZlEAjXehBJuNvtjxQSyNi82f+mv07LdzWiZCAQ3gmYHXz0ZVzk2V+nHYR1dXXQmDFq64wTKdoz3AhUlP46ey5EKbkeNNmMkQqiB8WTsFbh9A/AzRZN0x7M0dsXRVIUx5U6qPDbKnLY9P3lfjxUM0ZXI0hSMU+FxUO2xUhvwl/w4hmHQEk7SGkoSSmYZU+6k0mPHt/u5RhTVGUmQzuao0DuxRrZDKkQ6MJMOo4xt3QlyOXOc6bbC9qhCezTF6HIn1XYDf64dJdQIuRT4x4Fmg0yMXCJMxjMG1chhycVQAAXDfFy8C9yVKBYHWVsZ3Uo5iXSWtkiKCodBgy1qjif1rDlWt7gh0mgG8/nHgd1DyHARzFpo7Ixht2pMKLdRoURQQ43mD+UfC54asO7n+CLaZn5FmqFslPlanqqCD+2IpmiPpGgNJ6n2Oqj22Kks288MSUIMoEQ0SGeCHXOPOvUVbirsOTy+wtdeYmTa3hmmK6HTHEpQ43UQcGmMCXiHulmihNLRLizJLujeas6zlI8na/Vi89cOddPEDq0dXbTFsnRFU9SVu6hwKAQqSn+dIcT+kJnRYc7oWA8PXofSvLSnbNRsjEtvRQlMGsKWHZhMJoO1bRnKvVdBpBllR7n1sA+TO/PHaOVjh7R9ByIYCvLu5ghffnAlsXQOAIuq8JVTG7hsHlSW+4e2gWLQJLuasLz9B6wL/wyGbhY6/KQvuY3EqCNwenxD20ABQHNniK8+uJo3NnbvKhtf6ebWj81mfE350DVM7Fm0Dba+DY98FmXnnceqBT78J1BUePyLkImb5ZoVTvkOVE6B8ii89CO2HvltPvVEC2tbe+5anlvv5Q+nu6h78BOQicER18CMi1AjLbDuOVjxEBqgAXiq4fzfwcs3Q8sHaKPm4Drlzzy4Nse6Cje/fHYNqazZ9+0Wle+edxjZXJTvPb5q1/GOnxjgH2c7UNc+w3v1H+OGu98nlMiYP4oCn1xQx3XHjeXkX72FbpjP8Tmt/O2iMRzx/u+xbXmF6srJ6JfdjvrgJ6BttfkgRUH7yJ0o299DffN3oJvnI+xeOPf/YNtCNsz+Oj99fjMfPcrOM0vW863pXfie/rS5IHTSN2DLa/DWH81ACUCxebCd/TNo+YBR8z6B8sL3Yf4n4fEvmROuO007D2ZcCA99GlQN9ZRvk5v5ETT/mD5/vjXbO7nujqVs707sKjtjWoAfXzAN65pXubVjOn9+awO5HT94md3CH6+ay9HjK7BbtV3PSWVyvLOpi8/fuYhIymyrpip85qSJfPL4cVS4ZVJ3oLRHklg1BZdN61uRju3/JL7NWXi7gUQQKsbt1UscVmnn3o2wansnh0/Yv2YIcahKJSLYWpei3HdNTzYORcE652qyJ34dSwmv03JdW9GW3IHy+q93nWuwebB++I9kRh+N1T+qZMdq6gxx0/2reGdz966yiVVu/nn1bMaVcLyXyWQwmpfivPejEGvvqTj8CpKnfg9HeQl/pu44jyxu4jcvrCWTM8+VTqvGTy+eyQmTK6n07OfncAHNnSG+/tAKXtsQ3FXWEHBx68fmMLG2dL8/wzBY2RzmE/9aSNuOQDSAC2bX8T/nHka1t3Q/00jV2h2jK5picnYNlvuuhHgXsZO+xwvRaXzjkbdIZsyxqU1T+c6ZDZx+WDU/e2YT1U6dH89sR33qcz0ZfVQLnPBlmHw2FqsNy4ZnoHwsLL4TjvwEPPcdaOsZ1zLmSCwnfwuv4uB/X7dw+kQXR3hWoj55U98x+cnfhilnw61nAdB18b38u7mBP76yiZxu8KmjKrmxdhXqS9+AbNJ8nsUO5/yfOcZ07OPiV3AL3HsVtCzrKRs1By6/www+6GVbMM7n7lzEB9tCu8qmj/Ly14/No75izxmNhBgskWAHb26NcdODq4j3mnv86mkNXH4ElFdIoMChYHNHlP937zKWNHbvKptaU8afrzqCCdVyc9JIkO5uwdr4OsrjXzSvswE0K9aTvkn28MuxlNcPbQMFG1qCXHfHUrZ0xneVnTCxnF9eMoPaCpn7F0NPthsYxoyuzfDIZ/oECADm/x/5nFk/TGmhLSh3XtJ3UQFQVj2K+u7fSCcK3EE2TLTHDD57z7JdAQIAWd3g5y9sZkVzgfS5YsRSNr6E7d0/9gQIACS7sd1zGZZ429A1TOwSCXXxk6fX9gkQANjUEeMTty+htaNraBom9swwINIC91/bNzW5ajEnDh++vmcyEiCXgRe+b04wvncrHePO5Yangn0CBAAWNYb51utpQvO/ZB5j0W1mMELnWljxUN82RNvgoRvgpK+bh25ewsS3vsOHZtby4ydX7QoQAEhldb7zyAqqvM4+d8J9ZYEbx10X0jz9Oq657YNdAQIAugF/f6uJNzYEueGknpXOUCLDNfdtofnYH5oFHetQ778G5l/f07bKKWiRJtTXf90TIABmAMCjnyc752Nce8dyLp8/lq/ct5QvHumk8rGrzXp/A/jq4Y3f9SzagPl7fuJLMOtylAc+AUdcBQ/fkHcuZ/UTsG0hTD0HchmUF36A2r6qz0OaOoJc/e/FfQIEAJ5f3ckf/7uJrvqz+MMbrbsCBAAiqSzX/XshTaG+z2kKJbju3wt3BQgA5HSDP768nrc3SLr5gdQeTVHusqEoSq9SAzIJ0A4kk8BuQQKGDqkQ2Dx79RITAnZsZHhna3zPDxZC9GGNtqDceVnf7ToMA2XxHWgrHyabShV/8j5SW5eivPqLvHON8uB1WJIdJTtOd3eQHzy5uk+AAMCG9hif/M/Sko739NA2bHde2DdAALAtuxtlyX/IpNMlO9ba1ii/eHbNrgABgEQmx5fvW0pLqHR/p3Asxi+eW9snQABgS2eca29bTHNnd8mO1dSd4Mq/v9MnQADgsaVN3P7WZjI5vcgzBYCuGwSTOcZoXVjuvMi8w9/qYsvEq/jS/St3BQgApHM633t6E9uCCb519lS+Mt+J59GP9x1X61l45RcQaoSNr4C3FpbeA+OOhef/t2+AAMC29+CtP2Lb/BJfP8bNh8flUB/9TP6Y/MUfQLgJpp0PlZN5O17HLS9vJKcblNktXDcth/+5L/UECICZMezxL0DH2n37pcQ64IHr+gYIADQvMcfx8Z7+3x1P85X7lvYJEABY2RzmxrsW0RktXb8S4kC1JBQ+e8/yXQECYM49/uz5zSxrSfbzTDFStAbDfOeR5X0CBADWtEb4wj1L2N5ZIPBaDDvWeCvKQ5/qCRAAc57lpR+h7TbPIgZfS0cX1962uE+AAMBrG4L8/Nm1hMOhIs8UYvBIkMBwlgqjbFtYsEppfAfSw/hk37rMvCOsAGXRv9Fiw3MBNZ3JcM+7W+m1ptHH7/67hfZg96C2SQyNRGcj9jd/Vbgylya36snBbZAoqDMJT60o/HmzuTNOSzRTsE4cBOKdsOTOvkE4AFM/BCsfMRf4C3njdzDuODrK57CqufB59JV1XXTWn9lToFlh4a2FXy8VNic5/Q0ApL1jufOdrUWb/cD72zh/lnkXYXWZnbrkBpj6IZ5f3UG6yMT3La80csWcvneCpLI6LzXqMHquWdCxDspqzSAJgNlXwsJ/FG5ELgOrn2Jeg5/t3Qlm1Pmo2PRYzyLN7I/C+0V+Xj0Hyx+EUbPN83iRczmL74QZF/f8/43fkQs17frv5o7YrlT1u7t3UQtohZNhZXWDx5Y09Sl7bEkT2SIn3t++uI4OmdAdMO2RVH7650zC7JdW5/69qNXZd4ECzP/rub0OErBaNCZrzbzbun9NEOJQpmx6ue+CXu+6t/6AEtlekuPkuraaGQQK0XOw6D/kMqUZh3WnDJ5bVTjoYEN7jPZYtmDd/jAa3yucDQWwv/tHsuHSfDC1hBL8+b8bCrfBgDve2kI8VZqfqyua5rFl7QXrtgUTNIdKtxi1qjnSJ2Cyt3+/uaXo2EGYgvEUa1siOBpfNc/HQHr+Z7n1reL99k+vb6PSlqV63d354+qd3voDNBwL5eNh9ePm99YVhR+74SUYM59Rra+grX++nzH5b+HU79A56zPc8nb3ruKLDq+gaulfiv+Qr/+270LJnsQ6YPt7heu2vmnW79ARTfPOpsJBQ0u3heiMlS7IR4gDkUklufOd/uceu4MSLD3SBZMGb6wv/Hde0RQmmMwVrBPDRzYVg/duLX4uff3XZILbBrdRoo+mcJptwUTBuseWtRNMSD8UQ0+CBIazIpMLuySH7932dBae0AAgFUHJDs+Lr2QyyfrO4hMXjcEEmazc/XAoUNGhe0vRemuHRHseDOKpbNELa4C2UOGBnjgI6DnoXJdf7qk292krpnsrOCvoTvT/WRzL9LozWlEh2d3/a+7Y0zTpqWdzZ/H3zbZgfNeeplVldqzhzVAxgTXtxSfYtwXjqGr+ovnqLgPc1T0F8S6wuc1/7+H3YOlYRUPAxbZgguoyK2Xda3oqPTX9/w4715lBETv3iC0kHe0JWACU7q0ovRadtnUVv8M7ldVJZ4r/fVa3RNB3dFxdN1jdUny8tC2YkLsOB1BLKInftVuQwM7x6/4GCdjcO16j14dzontH3d4FCQBMtbbzbpcTo9iEihCisPYC59adom0olGaiS9HT/Z5rlK71GJnSBMXHU9mic6sAHZES3nHZ313OiaD5c5dAIpMrOiEJsKUrRixdmiCBRDrbJ7PP7lpKOF7e1FF88TeayvbJ0iTy6QZkdAO1o2dcl/RNYGNn8ff4lq4kOcPAHlxf/IW7t4JmNwMPVKsZJNufXBpb5yqUbD/vje6tgELaU9fnvVxfpmANbSr+vODGXQEQe2VP82q9br6J7SGwJposXUCREAcinUmxvrP4+aQxmCCVlTHwSBfdw2dWd3x4zq2LHkYyhhIsfk5Uurei5CSAcii1horPbeV0g0RaggTE0JMggeHM2c/efooCrorBa0up1c4qXueuxLAMz/2DHXY7c0e7i9ZPr/Vgt0i3PBTksED19KL1mTELBrE1opgyh7XfPjkmsPcLUmKQaVYYfWR+eXBTv32PmhkQaaLSVfzvrqkKXkuvC+5cGsr62UO4ahqEzOhtV/dqZo0uvvff1Joytu5YIG/qTpAKTIemJcwfU/zcMbW2jEyB4Ln5tSoEN/cUeKp7JkKDm6H6sKKvmR2zgGXbw0yq9rClK0mwan5P5Z5+h3VHQssHEJhc/DHuyj53oho1MzBsPfvHTqotvpes12HB1k+/PHp8BapqBnGoqsJR44uPh6aNKsNh0Yq3UxyQpu4kAfduY7adWQAOJEhAz/XNJpDYcVeffR+CBBzddGetrG+TrZ6E2Cej5xWvq5iArhTO9LKvDIsTo59zjVF3BIq9NHt4ehwWrJpStH5UeQn3Ga87oniddzS6VprrXI/dwtSa4uONmXU+vPbS/K3cdgsOa/Hzcn0Jx8vT64qPDyo9tn7bIUBTFJxWFX10z7jO2baYOf3MUcysdaEqEKvpp+/XzIBMDGw7+kp/c1WqBpqVZN3RGPbif09qZkIugzO4hqk1Pe1b3aWTrOpnvmjUEfsUNIjTX7xOUcDRU+9zWlGKf1TkB0YKMUTsNidzRxcfa8+o9eCUz8sRz+e0ovbzmVXpGZ5z66KH4vRijJpdtN6omYFuLeE4Vuyz+kDx8bjDquK2y3yUGHoyIhjGDJsXY9q5heumnothK/4hdLAzApN3pWbOqzvuJoyyMYPcotKw2WxcOHdM0cmLm06dQKDcP7iNEkPCFRhN+uTvFq50+FEnnjyo7RGFBZwKV88vvPg7t95LVT8LyWKIuSpgxkWw+wXR+hdg6jlQKNhMUeG4m6BlOYGm/3LipMITnJfMqqRywwM9BRYnHPuFwu3wjjYnTCMt5iF0nUvmjcFS4GpdUxUunjuGp5Y1AxCMZ9ioj4LWZRw73p+ftn2Hb5w+nt++0jdNrN9lZUFVGtpXmwVjF5j7wu5ME7v4P7Dgc4XbbPfCuONpiyTw2C20hJJ0jD7NLAdYejfMv77wc60umHLmjju7DSgfV/hxR90AS+4y/60ocMKX0bw9WQ/G+OxMrCo8wfuZ48dgUQpHW5fZLZx2WE2fstMPq6GsyELI186aRrnbVriN4oA1hxIEPLv9fndlEtjPyYqdE/87swdAz37Bjn4WG3YzxZ1ARefdzaXba1yIQ4ExZj64qwrXnfRNLIHxJTmO5h8NJ32zcKXVBYd/BE0rzaRahUPjinmFx3tHNfgJOEo43qudCd66glXJE7+NK1Ca69yqMgc3njqp4IKm3aJy+fx67LbSBAlUeZ1ce1Thn+nw0V6qPaVbOJ1Y5WFMeeGFry+dNpmaMkfJjjUSVXjsTKkpI1p1hBmwCVgX/5ur54/CpuW/z1UFPntiA41xjbZxFxQP8Dvu/8G296BpCRxxNWxfBONPKvzYmZfAptfZUjaX7OSziozJzbEhj38R/5K/8vXje8bkT6zopOPwT/XJSNXTYA2OvRGs+/A+cFdBkXk1Zlzc5/Mu4LFx3uGFPyvOnF5DQMaU4iBhsdm4eG59wblHRYH/d9oEvP5hfGOZ2CsVDoULZhc+P584uRKfvZ8IAjEsWGwOmHMVWAqc9xQFTvgqNl8/N7SIAVfj1jh8dOF5io8fVUeghONkIfaXrG4MY2r5GDjrZoyZl5oXQwCqhjHzMjjzJ6j+4bmQDqAFxmNc9QDG2F53U9vcGCd9k+xhH8ZiH77RjlVlVu755DzGV/ZEw1d6bPz1isMZWy4XlYeSbM0sUuf9oe+dFtXTyVzzBIpv+PbfkcRV5uczJ4zjEwvqdk2cKQqcNrWSP3x0FpUVcmF9UPPUwjWPQGBiT5mzwtyv7eqH+y5gl9XCZf+GluUw7+OUJ7fz8+M1zp1RuSv63qIqXDG3hq/OiOBe9Ddw+ODMH4OjzFx8P+nrfe5cMsYcCRf8Hp7/LqgamZmX88GMr/L7lzbw28vnMNrfM9E6yufg39fOpSMc65Py+M5VaRIffZC6ZX/ivk8ewbTangBAn9PKLy+cypRKOy+v7dkLeFptGfd9tJ7RL34BFIXclA+hf/hPsPaZnhdOR8nY/eQu+lvfzENV0+CSv6O99w/+dvl0Xl7dzC8uncWfF6dovvhBqJpq7s265ik4/3d9F4oCk+CSf8D7t6Ff+GdyG1+D835jBijsZHXB8V82J5k3vwZltRiX3U7O1zcwsDpQzr+vmc2xE3o+H+0WlRtPHMvlc0dRsexWfnfBWMp73bE1udrDPTcs6PN7BRjtd3LvDccwqbrnb1PusvK7j85hRj93JIoDE05miKVzVOw+Yb5zn2DLAWQSgN2CBDrM95S29+Moh8PJBEsn7xbZW1gIUZhaORHjmseg911Ldi/GmT8lU39cSY+V8zVgXPKPvHON8bFHyHpqij9xH3m8Pm48eTzXHl23K6OAosCZh1Xy24/MpDJQuvGeIzCWzNWP9c3IYPOQOvVH5CaeWbLjAIwNOPnTVXOpKuu5dm4IuLj9uqMY5S3dYrrT4eC648fzqWNH91loPnlygL9cOZuaCn/JjlXrc3DXp47myHE94wOXTePrZ03l3Fl1uzIJieIqXDa6LDVkPvaE2Y/1LGPe/j53fmJOnwCMGq+dW6+aideu8d1HVvC9VyPErni077jaXQUX/82cj6qba56jxx4DiSAs+Ky5+K7seE+oFpj9UZhxMZlZV3LL+0l+8U6K3FUPQnmv4KKyWrjsdsgmoWkRJEMcpmzllstnUe6yksrq/OD1OF2X3Ae9r5l9Y+Dqh/q+1t5w+uFDv4LDL+vVVg1mXwln/bRPAGKZw8r/nDedS+eNQduZtUqBD8+u44cfnonPJfM54uBRW6ZyzyfnMS7QE5hb5bHz1ytmMsEnn5WHgoCvjK+eOZlL547edZOCqsA5M2v5yYUzGFUh18IjQdozCuPqh6BiQk+hpwbj0n+T9o4duoYJAKoCFfz1ylmcPDmwq8xuUfnUsaO57rgGXK7he5OvGDkU4xDbiDMcDuPz+QiFQni9I+NkqIeaUVLd5p1Z9jIMux91hESJpbu2YUl3m3vKOfxkXFXY3f6hblZJtHQG6U7kyBkGfoeFQJkTh0PufChmJPZdgFQiBrF2SHSjaFZydh/OEt1BJEonFu2mM64TSWZx2SxUOAx8/sCen3iIOyj6bS4Loa2QDGPoWXNhX7OZk4DZFEoqbAYNOHzmXqoWqzk5mY5DtJ1oTqFD9xBL63jsFqocBq5Um5kq3+o2X8fuQU8nMHJpFAWMVJycxUHa4sVqpM1ztK2MlMVLa8pCKmsQcKkYeo5QSsFQVMqtGWqUblJWL+1pG8GUgs2ioapmcEK1FsNtxOk0PARTKpmcjs9pxeO0E0llMfQc4UQWm6bgd2r4jDBKIohudRPEi2F1UUYMayqIkU2Bs5yYrQIVcKU7UZPdaJoKmh1d0cDiQM2liOQsBBUvGUNDURQChPDkutFyaQx3FboBWjIIioGh2cmhkdXcdOPGoyRx5KJYjAyKkYNMEsPhA6sDJdYOeg7DWY7ia0CxFL6bsbs7SFfCIJHJ4nVYqS6zYXe4INJMLp2k1fDSnVKxWK1UuGxUlhUPIuyIpOiKp8nmdPwuGzVex64JXtFXKfrumpYIZ/32Vb5//gym9gpuYe0z8OYf4Kwf90zG74t0Al76IZz8TRh3gln2zl+gcSEc/6W9f531L3HnegsLncfx9rdOQ+kvf7AQw8Bgn3MznVvR0iHIJjGc5eTc1dicpT9uNpVCizRCstsMiLf7UAMT9vi8/RENh+hK5naN98rt4C8fmIDQWLAVS7ILI5sEZzlKWS12e+mvBXO5HFuDCUKJDKqi4HNYaagsnlr+QETjcTqjKSKJDC67Bb/TQoVvYN6LwViarliaVDZnjg+8dmzDdPugoRgvZ7JZ2iIp/EYEZ7rTnG/xVNGuewkmcuiGgd+h4bRbaU8YxFM5yhxWc4yZbkVLdcPOcbXVBekY2UySlKMKRc9iN5KoRg5QUNAhE0exOMFiQ7d56dDLyGQSxNMGVovGGDWIlgqiGLq5aO+qhfBWc7zt8IHdRwaVtqRGdyKLRVMIuG1UqjFzyyEDM+jVewDzYKkoxNrM7/Yyc5suW+G+Ektl6YimiKayeOwWAh4bHrvcCXgoOSiuc/dSW0cnwaROzjAod1ioLHNhlbnHQ0pXOEJXwiCy4zOr3AGVA3R+PpgNp367P3Kdm1BTIQw9Bw4/umc0FunrB41gsItgCuKpLF6nhQqnBU/ZyHsfiuGpNPnlxJAyAwJ6LoZG0hSnrWIM0LNgOnzzB+SrDZRTO9SNEEPO7nSDc2Am6kTpuD1+3KXbTlUMJs2yK6J6n86PNhdUNOAB8v/0+dsQ7L7UqQG730tkA3aPEe47lVmNA6jf8dWX+czKHV+9+Qq+N8sB8+78nnNNWZ//OfqU9+j9s/h2fPVtR8952ZyOr+/zfxvg2vXsvnd67vob7Ljza09/E7+/HL+/QIW3Dg2o2/G1NyrL7P0GEYjSagolAApsNxAFm3P/AgTATCGsapAM9ZTFO82MHvvC7uEwfTlPhI9kS2eccQO0aCbESGUN9L0zaaCWZy12O9gn7fr/QF7rerw+PIM0V+cur2H3c+RA0DSN8ZWDM4j1uFx4XIOz72252ybbBR0Aq8XC6HIL4Kb32LDQu7I8r0+MK/yaO772RAXMDaZ6ZxTyA7tlAHBOz3v90WUwuk+p98ACA3qze8yvveC2W3AX2cpKiINNdWWA6j0/TIxgFd4yJGnAyKft2PJr51hZ0ocfXMrLKwrMJApxcJDPCyGEEEIIIURJNXcnURUo3z31bjqy/1sNgJkD3F4G8V7bBMTawb6PM1+2MqYpW1EVeGdT5/63RwghhBBCCCGEEEKIYUiCBIQQQgghhBAl1RxKUO6y5W/pkAwVTd+71xw+iHf0/D/aCs59jMu3e3ApKcb5Lby5QYIEhBBCCCGEEEIIIcShRYIEhBBCCCGEECXV1J3M32oAIBU29y8+EHYfRNvNf2cSkAyDcx/3Dbeb2xPMLNd5Y30HhmEcWJuEEEIIIYQQQgghhBhGJEhACCGEEEIIUVJbu2JUeuz5FYkSZBJw+s0tBgBibTvK9jWTgBkkMMMToSOaZl1b9MDaJIQQQgghhBBCCCHEMCJBAkIIIYQQQoiS2tIZp9bryK8o5XYDhg7hZrPMtY+ZBFQN7GVMs3Vg1RReX9ex5+cIIYQQQgghhBBCCDFCSJCAEEIIIYQQomTi6SxtkRQ1hYIEUmGwHeB2A64A5DJmFoHuzWB17soMsE/sZdhSnUyr9fLK2vYDa5MQQgghhBBCCCGEEMOIBAkIIYQQQgghSmZrVxyAWt9uQQJ6FtIxsB5gJgFPjfm9eysEt0JZDSjKvr+OvQzincyp9/PWhk7i6eyBtUsIIYQQQgghhBBCiGFCggSEEEIIIYQQJbO5wwwSqC6z961Idpvf7Z4DO4DDBxY7BLdA5zrw1O7/60TbOaLeTzqn89aGzgNrlxBCCCGEEEIIIYQQw4QECQghhBBCCCFKZktnDKdVw+e09q2Id5nfbfuxNUBvigK+etjwEoSboGLC/r2O3Qfxdkb5nYzyOXhuReuBtUsIIYQQQgghhBBCiGFCggSEEEIIIYQQJbO5M06tz4Gy+xYAiaD53e498INUTTO3GwComLh/r+H0QzIMuRRHja/gmRUtZHL6gbdNCCGEEEIIIYQQQoiDnAQJCCGEEEIIIUpmXWuEWq8jvyLeBYoKNveBH2TMkVA3B2ZcDDbX/r2Gw2d+j3Zw9PgAoUSGN2XLASGEEEIIIYQQQghxCJAgASGEEEIIIURJGIbBmpYIYysKLNwngmDzgFqCSxCLHWZdDvXz9/81nOXm92gL4wIu6nwOHnp/24G3TQghhBBCCCGEEEKIg5wECQghhBBCCCFKoimUJJLKUl8wSKATHGWD36hiHH4zs0G0FUVROHlqNU8vbyEYSw91y4QQQgghhBBCCCGEGFASJCCEEEIIIYQoiTUtYYDCmQSibWD3DXKL+qGqZjaBSDMAJ06pQjcMHpBsAkIIIYQQQgghhBBihJMgASGEEEIIIURJrG6J4LJpVHps+ZXRtp4U/wcLVwWEzSABn9PKsZMC/O21jSQzuSFumBBCCCGEEEIIIYQQA8cy1A0QpZHLJDESERRnGZrVMdTNKal4MkUqk6XMacdiGVlv2e5ECl03qHCPrL+Z2HfhWAxNVXE7nUPdFFFENp0mk45hsTqx2qXPDiu5LGQToGfRrW4ymTQ2uwtFVSERBlUB1QqKAtmU+W8MUC2gZ83/6xmyqp2MDpoKOcPAad1xTkpFAUiqDiyKiiUVJGt1k0wlsdocJFIZnHYr2XQSq9VOJpNCs7lJZrPYLRZyeg7F0NE0C7GMjsuqksmkcFjtxDNp3FYr6UwSm9VOJp3DsFpI5gy8No1sTkfV0xiKhaSu4NAU0pkMNquNeDaL06qRyuloioqu53BbNDLpBBaHm4wOuVwGi8VKIpPDoqqouTSaxUoym8Nt1cilYmh2N6lsDrvFQiKTwWlVyeZy6JoNFYVUVseqKWh6CotmxdBzKKpGMpPGbrWRyaTRrA5S2SxlDjuqphFOZDAMHYcGhqKiZKJomp24bsGmqaQzKexWCyldxWFRyRkABulsDreWxcjmsNocoEDSUFEVlVgqg92igQI2TcWi5cfCprM6mWwOA1AAt8O6q84wDJIZ82cp9Nw8maT5nrHYD/QdOqKsbApTX+FCUZTdagyItUPtrCFpV1GuAIR6MgdcOHs0r69byp3vbOWTx48fwoYJcfBLJhNkMlnKygZ+GxE91gmqBdU5sNlIBnW8l8uYX7YCmVdKLJnJoSoKNsvA3ieSy+lEU1kcVg27VRvQY4n91xFJUGazktZz5AxQUbCpoOgpVKsdJZvEMAwwDAyrCyWbIIsF1WIHPU06q+OwWdBTMTSbh6yu47Ao6Ok4OasbchkMI4dFARUDNAcoOigWsOwIIswkwDBIZXWwOc0xXG+6TjIRQ9Us2BxOczyvZ9BzWfScjupwo2oWc+wO+zwey2VS5hje6UVVLSQyOWyKgZ42x76apdcYUddJp+JYrDY0S4EgSLH3EmFQDHAcRJmlDgGpRBh0HbvbP9RNEUMknU4TTWdx263YrdY9P0EMS/FEDD2n4/EcRFv8iV2SqQTZdAq73YXVJuMJcfAYtiuuf/zjH/nlL39JS0sLs2fP5ve//z1HHXXUUDdr0KUjHVjjbaiLbkNpX41RdRjG3GvIuKqxlVUOdfMOSGtXiO2RHHe8vZX2SIrjJgU4e0Yt46s8Q920A7alM8b6tij3LmwkndU5b/YojhxXwbiAe6ibJgbZ9o4Qb65v4/EVXXjtGtccPZqGgJOaCv9QN03skExEUaOt6Evvw9n0Dhn/RNJHXkfGVY3bXzXUzRP9SYYhvB3infDB/dC9BWXMfOyTz0DXbBDvRDEMiLbAykdAtcHMi8HqBKsb7G5IhEhpTjZYJrOhqwuHzcKjS5pIZnL86NRKqiPL0RbfDmWjsB99A2x6DdY+g+auwnP4peQsDsrsXtLBHFYjh/b+P7HF2khMPBvb5LNo1AOsaA7zyOImHFaVq44eS43HiqbC2sYm5geSKCvvwN21nsSo+YQnX8zr7U7GBMpoDSWYXV+OJ9vNwqYkFf4K3t8S5M0NndR47Vwwu46OaIppo7xs64pzx9tbOXZigHNm1uLJxljRHMNitbGxPcaLq9tw2TSuOGosEysNAukmWHwHzvZlpKpmYT3iat7rdjC6wkc62cqqbgUc5WwPxnl2RSt2i8I1c7xMtbRQqcbRbS5cDj/GIrPtqbr5JCZdxEsdbmY1BHhyaRMd0RT/e7wLy+ZXUFY9ge7wkZn5cZZlasnYy7FZFNw2K3e/u5Wm7gTfOqmSCcZWtPf/YU5ez7wUvX4BP3ktSkc0zfmz6wCo9Ngpc1hQFKgvd+G2W+iMpljTEuGOt7cQT+c4bVo1E6rcpDI6M+rKyOjw1LJmXlvXwZhyJ9ccM476CidljgITKOFm2LYQFt9uvmfmfxJqDwdP9eC+vw9S720JMm9sgWwBybA5kX+wZRLw1Jh/Tz0LqoVRfienTK3m18+t4bxZo6jxSlCYELvr6OxkayjDbW9vpyuR5eypfk6eVsPoSn/Jj2V0boStb6GueAjDYseYey0EpqAEShvEk4yFUOMdGEvuwdm8kEz5JNJHXkfaUYWnvMTjvUQQujbCO381M6xMOxemnAX+saU9DtASSrJoa5D73mvEpqlcvaCBw0Z5qSorbYBbJquztSvOI0u2s3hrN2PKnVy9oIExfid+t0yCHiw2dUQJRtNUltlZ2Rzknne3Ek1lOWVaNdNqy3BaVWa6O1E7VqEsuh0ll8aYeRnGmHlk1/2XrfUf5u7FbaxtjTFnlINLp7up6n4ZW/089O5GUmVj0CxhLIku1FWPQvNSjIoJMOdKFFRoXQZjF0C8i1ZbPUubYtz9QRhNNbj6qDHMGFNBlctCSzDM+5s7uf+DIDaLwnXH1HNkRQqt8Q3U5Q+gWt3osz9KrnIa+qbXsK57CuZdB3VzoKy2399BLtaJGmlGff9fKJ0bMGpnwpyrsGlu9Hf+iq1jOenq2ehHXA3e0RBvJ7fyCRybXiDrGUV6/vXo/nE4yioG5482UnRtgtblsPg/YOgw63IYPQ8qJCBzIGU7t6B2rMK2+HaUbApj5mXo9UejlfgcKg5e3dE4bbEs97+3jVXNESZWufnoUfVUuy0EvDIHPVK0dgZZ0xbjPwubSWcNLptTxREN5dQF/EPdNAEEg524E81o7/0TR/cmkqMXYMz6CNmyUbgccrOgGHqKYRjGUDdiX917771cc801/OUvf+Hoo4/mt7/9Lffffz9r1qyhurr/CdpwOIzP5yMUCuH1egepxQMjk0hg2fYGyj0fNe9A2EmzYnz0HrJjjsM6TO9KbguGeGBJO794dk2f8gq3jXuuP5optcP3b7elM8aPn1zJ8yvb+pRPqy3jrx+bR4MEChQ0kvruTts6Qlx56yK2dsX7lH/syFHceMp4agIH2ULKISrduAjb7edCptffSVFIXXgr+viTcXplgqiYIe236SisfwniHfDkl6H3cMfqgsvvNMte+gE0L+373MlnwOSzoHUlTD6DVMcmnnZ+iPcaY/zn7S0A3H1FA/Pf/TKW7e+A3QsfuQ0evsGc7O/t5G+RHHsSyqZXsL92c986Tw1NFz/MmbdtI5rKAjClxsM3zp7GPW9v4Gczmwg89am8trdc/CCffiHHV86cys+fXc2fr5zLlq4EX7pnMcF4ps8hbjp9Mlu74pw4pYql27q59fXNeJ0W/vaxI0lndb732Ao2dcT6POfyeXV8o/Y9Kl78ak+hZiV5+f3872IfF8ytJ5szuPnpVaxtjfZ57vkzKvjexHVURteZE4Bv/WG3tj/Ap1/Q+dkls5hk6cB210XQvaXPa8TmfJK7XVeRsflZ1xbhoUXb+c15ozmn8bc41jzc57FG9XRyl9/FpF+uBOCC2XVMqSkjnctx9LgKOqJpjpkU4JfPrOH+3faZn1Dp5ocfnomiwGfvfJ9wItun/mcXH84Fc+pw2XrF1Iab4J4roWlx37/llHPggltGTKDA/vbdpu4Ex/7sJW46fQpHjd/ts7F9FTz5VTj2i+AdVeIWH4CujfDu3+GiP4PPXKCLprJ87f6lTBvl5Y5PHoV1bzJLCDHEBuuc29nVyT/f3MafXu/7mVrrdXDf9fMYW+Uv2bGMrk1wz5UobSv7lh92AZzxQ5QSLi6ltyzE9p/zzbubd1JUUhf/G338CTg9JRrvJUPwzt/g5R/3LfdUw3XPQsWE0hwHaAkluP7291i2Pdyn/IzpNfz0oplUlZUuCGrJ1iBX/uMd4umerVoUBX5x6SzOmVGLp1DQnQAGr++ub4tw97uNXHNMA7e8uI4HF23vU98QcHH7tUcw9sXPoax5sk+dUXs4+mV3MPn/VqL3GpbaLSp3fbSBeW9/kcx5vydngCOyBR64DtK9xpeKAufdAu5KSMdoLZvBZ5/qYFFjpM9xTppcyY8/fBg33LmYlc3mGFNV4KXrJzPuySugc33fH2rmJeSO+wraKz+B1U9Cw3FwyT+LjjP0VBxl44so918Leq9thSx2uPJ+eOfPsOZps0yzkr7iQaxb30R59Wd9Xid12o8x5l6Dwy13w++Vrs3w+Bdh0yt9y8ccCRf/Y1gGCgyH+als5xa0576JsuapPuVGzUyMy+9ErRg3NA0Tg+rN9R184t8LzawtO2iqwp+vOoJjJngpcx46c9DDod/uj9bObr77+GqeXd3Zp3zGKA9/v3oOdQE5Vw2lUCSEY/0z2B+7oe/cns1D+ponsY2ZM2RtE2KnYTnj9etf/5rrr7+eT3ziE0yfPp2//OUvuFwubr311qFu2qDSYttRHvlM3wABgFwG5dHPosWahqZhJdCdUvjlc2vyyrtiaX785CrausMFnjU8bGiP5QUIgLmH76NLtpNKpYagVWKwhWMx/vn6xrwAAYA73mumNZop8Cwx2GKd27E99pm+AQIAhoH9ic+hpkND0zCxZ9E2UFR49jt9B+Jg/j2f+TqoWn6AAMC658HqgHXPgKsC+9u3MLGqbFeAwPRRXqZE3jUDBABmf7TnbsDdvfYrNJc/P0AAINpK1Ts/48ojehYerjt+PP/7yHK+eFQZgee+ULDttS98gU/PK+Pvr23iuIlVLN0W4m+vbsgLEAD47YvrOG9WHd9+eBmXzB0DQDiR5cVVrbyytj0vQADg3veb2OxfYAY/7JTL4Hjs03zteD9PfdDMksZgXoAAwOMruljvnANL74Jxx4PW6+7BTJzaF77Ip+eV8crK7Vje/VNegACAe8k/OXtMht+/tI7zZ9VR6bGxwNOWFyAAoLStRP3gHn58wTQAHlvaxLhKF/9+YzMVHjv/99watnTE8wIEADZ2xIimsvzquTV5AQIA33lkOe2RXudkw4DVT+QHCACsfRqaluSXH2Le2xIEzGCXPKEdixGuwCC2aC94aszvXZt6iuwWvnjaZBZu7uLL9y4hndXNxYS1z8LiOyHWMUSNFWLodSSMvAABgJZwkt+9uJ5wuDTXabl0ApbenRcgAKCsegw6N5TkOADxzu3YHruhb4AAgKFjf/yzqIkSjvciLfkBAmCOIZ7//q4tjA6UYRg8s7wlL0AA4PmVraxsKt31dFN3nG8+tKxPgIDZBvifh5fTFpHr26HWGkrwf8+u4fpjG9gWTOQFCABs6Yzzn3cayRRIOKq0LENd+RDXLqjvU57K6nzpyRZaZ38eyzNfw5HqhOe/1zdAAMw3w9NfAwyomcHLW1J5AQIAr6zrYMm2MJFUz3vptCkB6jfcnR8gALD8QbTgepLHf2vHD/EGbH6t6O9BiTShPPr5vgECYGY6euxGOP4rPWW5DLZHP0165kfyXsf+0v+ixQqM+0Vh29/LDxAA2PYerH9h8NtziFA7VuUFCAAorcth2f1kZO5xxNvSEeGr9y/tEyAAkNMNvvbAMjqiepFniuFkTWs0L0AAYEVzlKeXNZHN5s91iMHjSHZhf7LA3F46iu3xzxHtah6ahgnRy7ALEkin07z//vucfvrpu8pUVeX000/nrbfeynt8KpUiHA73+RoplHinubdrIdE2lET+CWK4eHNDR95n506vre8gPEzHsuFEinsXbi1a/+Ci7TRFZHEYRnbfBYjE0zywuPjEwkOLh2+Qz0iipbqhPT9gCYBMAqNzU+G6Q9RB1W+3L4ZMLD/AY6eOdZDr52Sy8jGYdDosfxhO+gbPr2zZVXXRNCeBlbf3PHbc8bDuucKvM/1CcmuK1AHWdU/yoYk9KX/9ThvBeIbKbEvxtneuZ7o/yxsbOpjXUI7dovH6+sLnfMOA1S1hasoctEdS+F3mxO/4SjePLM6fIN7p3lVpGH9C38JoG55skEk1noKTyzvdsSJNdvxpsPl1GD23YNvnBLKoH9xd9DUqNj7CkQ3lrGoOc9kRtVSv+U/Rx6pL7+bDE3oGDS+tbuOYiQFeXt3GTWdM5t73Gos+16IqLNraXbAupxss295rYSjWAQv/WfS1ePevxf9mB7lS9d33N3dR63XgdxVILR3abm41cLDt5Wtzm+3abfHhsFFevnDqJJ5Z0cKlf3qNVX+9Fu76CDz6Ofj9XNhYYLJbiEE0VOfcZ5YXn8h6bFlbn8W9A6GGt6MsLX6eYPHt6Mn8QLf9oaWCxYMO0jGMUPHzyD5b93zxujVPQKKrJIfpjKW54+3i1523vbWFZKY0f6vueJbVLfkLvmAuIq9vK03gw0gxFH03ms6xvj2G1arw2JLi15n3LWqma8rlBeuUJXdxw5z8bSq2BRN0uSegbH4NLA5oX134xbNJSIbJdWzgifXFx+B3L9zGKVN7MjN9ZLoDbWnxcSCrn0Sz98qg+e7fzC09Com2mNk8CuneambB6i3SgpIq8PcxDLKbXi/eJtEj2gaLbitev/gOCOYHDR9sDqrr3L2QSoRRFt9etF5dehdGRBamRrpgPEtTKFmwLpTI0BFND3KLBtdw67f7IxqPcvvC4uf1u95vpaNbbm4aSkbHWjMYsZDWFVhT3YPaHiEKGXZBAh0dHeRyOWpqavqU19TU0NLSkvf4m2++GZ/Pt+urvr4+7zHDlrGHi/rdo6OHkd2jHHszDNCH3y4ZgNnudLZ429NZnWG4A8iAGNF9F0BRSOeKv88TGXkfHBT29Dna3yLzIeig6rd6GnJ7uOjt7++by4BqhWwCLHZSmZ7+atOU/NfefVJxJ4vdnBTtpw2a0uu/hoFFVVB2zxK0G8XIYRhgYOzxnJjO6lg0hUxOx27RzGZpKpl+PoOSWQNDKZAaWM9hUVXzzuoiUjkDQ7OZ/UPNfw3FyKGpBX6HvWjZxK422jUFTe/nb5lL9RnQZrI6FlUlmc3hsGqks8X/zrm9+N31MPp/T+UyoA/PuzFK0XcNw+DlNe3MqCuSujG01UwzfDDyjYaOtXnFR48P8N1zp9HR1syHtlzOZ8v/zsKT78QonwD3XAFtRRZChBgEQ3XOTfUzRs3qpRy/9v+Zq2RTYJTozqg9fXbvaTyxL/obO+q5/LuM9pNh0O95PpXNleyaek+v09+1/aFoSPquYabtN+j/GjSd1TG0IltD5NJYiswg7upCxcbDvV4DPUN/75h0Vu+zzY9VU/KzZ+72mkrv92AuXbwd+h4+MwrNsRW5XlCKTfiLvvTsHsbP6ZJ97g2kg+o6d2/oOsoefu8K8tk80u3pWre047aDz7Drt/tB1/V+1xlSWX04fMSOaEa2/+sIYxiv34mRY9gFCeyrb33rW4RCoV1fjY0lvAtgqLmrwFYgnSuAvcysH6aOm1R8EnnWGB8em1K0/mDmdzk4f3bxfXjPmlFLwJOf3u9QNKL7LuC0qZw5rfj7/MLZNUXrxOAxHH7w1hWuVDXUqimD2p6D3UHVb+vmgrsa1CKfqWW15h3ExUw5E7a8DtM/DG//mdOn9/TJZzemCE26sOexrcuh/ujCr7P6SdQpZxQ9TG7scbzd1DNhmdMNVFUh6q7vt+3bkk4OH+1jY3uMrK4XX5gFZo720dgVp77cReuOVDwb26Ocfljxz5lLptpQtr3Tt9BeRtpRydrWCGfPqC363I9MtWLd+jqMOwGal+S1fXvKyfJOMKZ+qOhrdE24gMVbg8wc7ePxFR20Tby06GONqeexsL3nd3XilCre29LFKVOr+ct/13PhEaOLPlcBJlYVGUsBs+v9Pf9xVsDM4u1gzlVgL/5aB7NS9N11bVG2dsWZ11Be+AGd66Gs+BhoSPnHmVljCizeTWp+ip8rf+C6iRGWhD1c9ozC2d1f4y7OIXnfp2EPF/2DIZ7O0tgVpy2cRB/hk32ix1Cdc8+YXvzccfKkAM4SbT2vOyv7PU8Yh1+G6izNHqu6w9+z9cjuVAtqxYSSHAcwsxQV03A8OEqzR67fZeX82UXGsMBHjqzHZSvNdafXYWG031mwTlXMzCyix1D0XbtVodJjxzD0fsdw58yowrflmYJ1xrTzeXxD/qJiuctKhd4BNTMBBbxFxl2KCt5RqFVTOKau+AfFhXNG8fbGngxZT69PoU87v+jjmXQGud6BPrM+Co4iYxFvnRnAW4irIv/awO4FV+HXUiecULBc7MZbBzMuLl5/2AXFr7cPIgfVde5esLv9GDMuKVpvTDsP3V1dtF6MDBUuK74iAzO7RaXGW+TzcIQYbv12f3g9Xi6dXXz954IZlfg9hcdoYnBoNYeZY6BC/GPN6xAhhtiwCxKorKxE0zRaW1v7lLe2tlJbm3+xY7fb8Xq9fb5GiqwzgHHGDwrWGWf8kKzzINvzdR8EHAoXzsm/ULBpKt897zDqKobv33Fug5/pBSZKKj02rjmmAZ9TTt4wsvsuQIXXy/87fRJl9vzJuWPH+xhX4RqCVondWXyjSJ3zG1DyA5NSx3+TjHVkvS8P1EHVbz01EGmGY27Mr1MUOP2HoNnNYIHdVR9mPt9dA1YX6dojyGZznDjZDOx5c2OQ5vpzwbcjEv392+CELxeedBx/IrrFSWbaRfl1Fgcdx/+Av73bk1r4P29v4etnTeWfi2OEj/l6wbZ3nPxzfvNOmC+cOolHFm9nep2Xm06fbN5ptZsL54zm/S1BPnPSRN7cYO6jblEVjhxXzmVHjik4aTC/wcc0Y6P5++slefpPuXVJjAXjKzjn8FoC7vy08YfXlTHL0QKVk820rale6YcVhc6Tf86v3w4za3wd+onfNIMad5NuOIn3owFOnVbN+1uCbGiPsc4ylVztnPzfh7sS4+jPcOP95h3dc8f6yeoGc8eWY9VUTppaw7TaMo4ssHDtc1opd9n46llTsKj5v7vrjhtHpafXz6hZYO7HCi90Vx2Wvz3DMFKKvvv8ylYcVpUZdQUW7VJhc7uGsoN0ErhignmXYuuKvuVd6+GDu7FMPJHTp4/i/05x8M2j7ZTZNL4Tvohjtn2O3/37ToKxwQ8UWL49xE+fWsVpv/ov07/7LCf84mWO+umLzPz+s3zqtoU8s7yZnAQMjGhDdc4d47Ny+tSKvHKnVeNb50ymwl9kcW4fae5yWPC5ghlIjFGzzWDAErF4qkmd/evC470Tv0PGln+u2m/eMVBo4cbigHN+Zm5/UgJWTeWKo+qpLssfm0yt9XDU+Py/4f4aG3DzgwtmUOBUyg0nTqDCVaLIkRFiKPrumHI33zh7Gve/38TUWk/BcZHXYeHzJ0/E2bY4/wU8NRhHXsdPntuYV/XjM0dR/f5vyJzzK5KGCqf+T8G+xHE3QawTJdzERYe5qfM58h4yodLNCZMCtPXaX/KR5Z10zflc4b4xeh656ulo7+/YDsrfANMvALXwVKfurMQ45TsF6zjzp/B+3/TsqTNuRt38Wt5D07OuRndLUP9em3QGBCbll/vGwKzLD76tqAo4qK5z95JevwCjZmZ+hacaY/712J3DM7hZ7L0qj8Z3zzusYN3XzpqK3z7sloX2yXDst/tj/rgKptXk9+eqMjtXHN2A0ynzy0MpbisnecyX8ysUldQ5v8EVGDP4jRJiN4oxDHObH3300Rx11FH8/ve/B8zUKmPHjuXGG2/km9/8Zr/PDYfD+Hw+QqHQiDg5ZLoasQQ3wGu/ROlcjxGYDCd+jWz5RKzlw/tDZntXhLc3dXPrG5vpiKY4sqGcz58yiVFelXJPCSdqhsCWzhiPL23igfe3kc7qnDmjlmuOaWBCP3czHupGWt8FiCfitEXS/PO1jTy/JojbbuETR4/i9MNqqA2U5s4oceBi3W1YI9vQXvkZWutS8NWTOu5rZGtn4y4vfieOOAj6bawdgpuha5O5P2moEWpmwTGfw3BVwNZ3UKqmwtpnYNXjoFnNO10ajoXgVhh7FDS+T6p2Dv/t9ILFwZbOGA+8vw2bpvLPC2upXHcP2rL7oG4exrGfh3f/gbLpFXAF4IirYcxR6KFmMhUTMJqW4Hj3jxDvJNNwEvrxN9Gk1PCfhU08vawFu1XjiqPqOWVKJaFYko6uDo60bqHy/d9A91ZyNbPonP9lnmv10TCqihXbQ5x2WA1eLcXjyzuZOrqCe95t5L0tXVR67Hx0fj0+pxWnzYLLqnHTfUuY2+DnxlMmU+5QeW5lK1Pr/Dy2pIlX1rbjsml8dP5YPjSjikBoGbZXb0btXIsemEL6hG+wMjsGu9NNuTXDC2uDTBpdwzMrWnhhZSt2q8bVc3ycOzZHbfB9GD0PPdKG+mbftj/f6mXOxDG8tLqN9lCM7x3nQH3njyjrXwB7Gd2zPsWWyhNZFnLuyoDwt1c3Ek1l+OfFY6hvfhbrolshm8KYdh7G/Ov50ZspXl3XzkVHjGZ6nZeuaJq5DeVs7Ygxa2w5FW4breEkTy9v5o63thBP5zhpShUXzKljdVOIM2aMIpbK8rsX1/H+liA1Xgc3njqJIxvKCXgKBH50b4X3/gXL7jffM3OvhcMvM1PWjxD72ncNw+C0X79CTZmDL542Of8Bje/Ciz+AE74K7oMwiNUw4LX/gzHz4dgvmmW5NDxxk/n96M+aQSK9tMZ0nlq0gVe6q1Asdi6ZV88VR41lRp0XpcDiiGEYbOmMs3RbN+taozR1J4ils9gsGtVldiZVezh8tI9ptWVYtMITdl2xNE9+0MQ9CxtZ0RTG57Qyd2w5U2o8VLhtZHIGjV1xFm0Nsq4tSkOFi5vOmMIFs+tQC63eiRFlMM+5bV3dvLK2nb+/1UQokeGkieV85qQJVPuseEq86GB0rIN3/4ay5imw2DHmXA0zLkKpGF/S40SDbdgiW83xXtsy8I8lddzXydbMwl1e4sXAaBts/C+88TuId8L4k+CEr0D5eLCUdkG9sSvOXe9s5bGlTVg0hSuPGssFc+oY5SttYHp3PMXmjji3vLie5U0hRvud3HDSRObU+6gt8bFGmsHqu12xFO2RFA4V0DSeX9nK3e82EktlOXFKJRfPHUMsleGUmiQsux916V2QS2NMOx/mf4rotpV8YJvFb19pYktXnGk1bm46toIJoTdxNcwHXSdl82LLxbHGW1He/iO0LAPfGIzjbkJxBSC8HSqnQDrGdms9dy9q45EV3aiKwuXz6rhobj11LoPGUIr/vL2Zx1cEsVlUPnfCWC6dZKC8+1eU1U+CzYUx+wqMaeeTbl2N44X/gdlXmGNvf//ppHPBRtSO1fDar1CCmzCqpsFJX0d3BFCe+gpq13r0wBSyJ36LXGASlngHvPZLrI1vgbuK1IIvwbgTsPslSGCfdG2EJXeb42cjB9MvhHkfh8DEoW7Zfhny69y9pHdthuUPoC65c0d/Nq+f1MoCQRtiRGrpCrOlO80tL61nXWuUhoCLG0+ZxOQqJ3UVw3tufV8Nl367P5o6Qzy+dDt3v99KJmdw/owAVx0zjvpKmVs+GES6WrG2LMLx5v9BaBu52iPInfQNYu5xlJeXJkBYiAMxLIME7r33Xq699lr++te/ctRRR/Hb3/6W++67j9WrV1NT0/9AfaSeELLBbai5JLrmwDLMgwN2t70zTFY3KLNrVHhHziJ6KpWiKZLBMKDKY6XMObLTPB2okdp3AULRGNFEClVRGFUpg4ODVSzUDpkEqDbcFRIcsDcOmn4bD0IyBIZBTrORMRQUexl2m90MHNDsve54UkDPgMNn/r01zdxoVbXQlbVjaDYyOR1FUfA5rTjIQqQZHYjZa7DrUayZKBmsZBWNrKGStviw58JYVZVc1tz/MWVxE0lbcNo0crqBYWTJYUFRwWbkMAwDDYMsUKYkUY0cGcVGQnOTzhlksgZ+pwVFz2DPhEirDsK6A6tqYBg6Opr5swA2i0Y8ncXAwGs1sOdiYHWSwkYylUS1OEhmdQygxm2hO5EFRaWMGJZcgqzmIGHYURXIKRpePYyuWAjqLiwWlWRGx6IYBLQ4qp5BsdjIZHXiqguXnsBChoTiIKrb8dg13HY727qTqKqB06riNFI4M93kVCtBrZJsLoeqGCiGjs1qJ5XLoakqmWwOm6bgz3WiGhlwlKMbBsGc09xP0TDIGeBz2TAMA7+r711JhmHQEUmRzOZQFQXdgOoyO3arBkAslSWaymLTVMoLZEnoI5cxF3ZQzO2dityxNlzta999c30HV/7jHf73vOkFsyXx3j9hw4tw4jcK3114MFj/Amx+HS79l5nu+60/wrrnzTuZvUW2ScimCb/2F57XTuDFzEyC8Qz15U7mj6tgTLkTi6bSFUuzsT3Ksu0hgnFzT+WA20ZlmR2HVSWbMwjG0rSEk+gGOKwqM+t8TKkto6bMgapAezTFsu0hPmgMYWBmyjh5ajVz6v1oRRb/N3XEeGjRNt7bEmRmnZfvnDudYyYehAEaomSG4pzb1tFJzjBwO2x4ywbumLlEEDVmfubm/A1YLAO3PVusux2ygzTei3WY5xOnD6wDd5dXJqcTjKVRFIWA2zagQUNdsRSRZBa7RZXggL002H23I5wgkdWpdNtojaQBA6umoqFT6chBJomu2lCTQQByjgBaupusoZBzVpNORkkZFuyqjlOPoVjtZC1eXOl2jFwOw+ompetY9TSqkUVTVdBsPdtoeaogm4RUlGw2Q1fGhmKxUeH19DmnZWJhuuJpVFUh4POhpkNgKGSTYTAMdIcfm9MLcTNTFq5Kc9y+l3Ld21CySQyri5SjmkQmiz0bwZJNgNWBw9eTij0Vj2Akw6BZ+5SLfZRNQ2gbYJjZpWzD9zPioLnO3QuZVAoj0oyCju6ulgwCh6jWYJREVsduURhVfmgFB+w0nPrt/sikUnSGY+gYlHvsOKWvH3TCXa2oehrd4sbrL11WLyEO1LAMEgD4wx/+wC9/+UtaWlqYM2cOt9xyC0cfXWQ/4F5G+glBiJFK+q4Qw4/0WyGGp33pu4ZhcM2t77K5I8bPL5lV8C56Hv6MuShw+GUD1OISSMfg9V9D+QSzrRtehpmXwJgj+39e+2p4/zZyx97EMuc8Fm/tZlNHjM5YGl038Dgs1JQ5aKh0ManKw6RqD2WO/DuFU9kcmzvirGuLsLE9RnMoQSiRQTfA67QwptzFjFFejhxXUXRv0UJWt4S5852trG+LcsLkSj5/yiSOHl9R+O8khjU55woxPEnfFWL4kX4rxPAj/VYIIQobuBD8AXbjjTdy440F9hkWQgghhBBCDIoXV7Xx2roOvnLmlMILz8FNZsaOCScPetv2ic0Ns6+C5Q9A95a9CxAAqJoGo+eiLfwLc87/HXOO24sU6OkotK007yK2eaBqGnZPNVNry5haW9o7e6bVevnhBTN4d1MXDy3exkf/9jYTq9yce/gojp4QYGptGQG37ZAJGkikcyxp7GZVc5jt3QmiySyaplDpsTOxys2sMX7GBVyHzO9DCCGEEEIIIYQQh65hGyQghBBCCCGEGDrbgnG+/uAHzKn3M29ske1yVj5mpu+vnDK4jdsfgQlw0tf3/XnTzjcDIV74PpzzC3AW+V10rYdlD8KWN0HPYm4JsiOpW+1MmHEJ1M9n51YheyXaBq0rINIC6OCphurp4B296yGKonD0hABHja9g2fYQr67r4NY3NnPLS+sBsGkqZU4LLquGY8eX12mhymOnzu9kQpWHw0aVMaWmDKs2/LbW2N6d4NnlLTy/spWFm7vI6gY2TaWqzI7LppHVDULxDF3x/8/efcfJVdf7H39Nbzsz2zd9UwkQSCCE3nsRRAWRKiAXFeWC4hXF372We5Vir6CiNAFpAgIKKL23QEJJQnqym2wvMzu9nd8fk2yy2ZktKTsl7+fjMY88cr5nznxmdr5zzvmez/l8EwCM8zk5ds96TprTwOEzarFbS+89i4iIiIiIiIgMR0kCIiIiIiIyan94cTWGYXDFMTNy33kdaoOVz8Aep4KljE87bE7Y/2J4+4/wj2vg8Kth/DzABJk0tCyCJX+HDQvBXQOzToKGOdlkgmQEOpdD01vw7A+gejrMPQemHAbmPHMrxwKw5iVY9Sx0rsguc3jBZIZYEDCgshFmHg8zjgVXdr5Dk8nE3EmVzJ1UScYwaOmNsaE3Snc4QSSRIp7KkEhniCczRBIplrX28crKTjpD2YvnDquZuZP8LJhazYLGKuZPqaLKY9/lH+9oZTIGH20M8vzH7fzro1Y+3BjEZjExZ4KPCw5uZO8JPiZVugbNyx6KpVjR3scHGwI8v6ydv761ngqHleP2rOP4vRo4clYd1UX4fkVEREREREREtkcZj9blZhjZu3WCwWCBIxEpf16vd6eVa1XfFRk7O6vvqt+KjJ1C7HODkRg1HhvWTILIpruwt2bqacFlZIj7pmDEYjsltqJl8WDa7wvYlj6M+en/h+GqwrD7MIfbIBUjUzGO1F6fIVM/J3sxHyAeByxQvRdU7YU5sBbrupcwv3AjhtNPevwBZKqnY9i9mNIJTKFWzB1LsHR+DEC6Zhbpvc8iUz0TrM7sNlMJzL1rsLR/iOXdu2DhHaRr9yQ9bn8yNTMxfBMxHH4wmahyQFWDA3AM+daiyTTNPTHWdEVZ2RHm3jfXccsLqwCYVOlkr3EVzKh1M6XaxXifg7oKO5UuKxVOK+ZdVLbfMAyiyQzdkSQdfXE2BOKs7oywtDXE+xuC9MXTuGxm5oz38sXDJzN3oheXbXPShUEsFhm0TTMwu9bO7No6zppbS3NvjHebgixu6uWxxS0ATK9xMXeij1n1HhqrXYzzOajx2PA5rdtVZUHHyiKlSX1XpPSo34qUJo1PiZSenbnPlV3PZGz+hdxNNDc3M3ny5EKHIbJbCAQC+Hy+nbIt9V2RsbOz+q76rcjYKcQ+t+bUq/HMOYZ0qCdnu90C4yrMgEE6s1NCK34msOQ4GU4bRv/MAsOxmIc/mc5gYAzzmZpMDHuRvjtqEEqM8nTQBJaKGkz5Kh0UiVRfV7aSw05gdvsw25wjXr/31XsJvHLvsOvpWFmkNKnvipQe9VuR0qTxKZHSszP3ubLr7XZJAplMho0bN5ZdNkswGGTy5Mk0NTWVXQfUeytdO7Ofbd13+/r6yu5zK8fvgt5T8cv3fnZW3y32fW45/D31HopDMbyHXbXPHeu+Wwyf5Y4o9fhB72EslXq/LZXPebTK8X3pPe1cpd53R6ocvze7mj6z0Rurz2x36be56HupzwBK9zPYleNTpfqZ5KP3U9zK7f3Arh9XLgcvvPACxx57LD09PVRWVu6y17nkkkvo7e3l0UcfHfVzd7vpBsxmM5MmTSp0GLuMz+crmx+Zbem97d627rubdzLl+LnpPZWGcntPu+r9lMo+txz+nnoPxaEc3gMUR98t9c+y1OMHvYdSU8h+W66fczm+L72n4lMM+9zhlPpnXAj6zEavlD6zUui3uZTSZ7yr6DPYfT+DofptuX0mej/FrdzeD5TGe+ro6OC73/0u//jHP2hra6Oqqop58+bx3e9+l8MPP3yXve5hhx1GS0sLfr9/l73GjtrtkgRERERERERERERERERERKS8nXXWWSQSCe68806mT59OW1sbzz77LF1dXdu1PcMwSKfTWK1DX2K32+2MGzduu15jrJgLHYCIiIiIiIiIiIiIiIiIiMjO0tvby8svv8xNN93EscceS2NjIwcddBDXXXcdn/zkJ1m7di0mk4lFixYNeI7JZOKFF14AstMGmEwmnnzySQ444AAcDge33XYbJpOJZcuWDXi9X/ziF8yYMWPA83p7ewkGg7hcLp588skB6z/yyCN4vV4ikQgATU1NnHPOOVRWVlJdXc2ZZ57J2rVr+9dPp9Ncc801VFZWUlNTw7XXXothGNv9+ShJoEw4HA6+973v4XA4Ch3KTqf3Jtsqx89N76k0lNt7Krf3M1rl8P71HopDObyHYlHqn2Wpxw96DzJy5fo5l+P70nuS7aHPePT0mY2ePrNdT5+xPgPQZ5BLuX0mej/FrdzeD5TOe6qoqKCiooJHH32UeDy+Q9v69re/zY033sjSpUs5++yzWbBgAffcc8+Ade655x7OP//8Qc/1+Xycfvrp3HvvvYPW/9SnPoXb7SaZTHLyySfj9Xp5+eWXefXVV6moqOCUU04hkUgA8LOf/Yw77riD2267jVdeeYXu7m4eeeSR7X5PJmNHUgxERERERERERERERERERESKzN/+9jcuv/xyotEo8+fP5+ijj+bcc89l7ty5rF27lmnTpvHee++x3377AdlKAlVVVTz//PMcc8wxvPDCCxx77LE8+uijnHnmmf3b/eUvf8lvf/tbVq5cCcDy5cuZPXs2S5cuZc899+x/Xk9PD5WVlTz66KNcdNFFtLW14Xa7CQaDNDQ08Mgjj3DKKadw991388Mf/pClS5diMpkASCQS/c896aSTmDBhAl//+tf55je/CUAqlWLatGkccMABPProo6P+bFRJQEREREREREREREREREREyspZZ53Fxo0beeyxxzjllFN44YUXmD9/PnfccceotrNgwYIB/z/33HNZu3Ytb7zxBpCtCjB//nz23HPPnM8/7bTTsNlsPPbYY0A2ecHn83HCCScAsHjxYlauXInX6+2vgFBdXU0sFmPVqlUEAgFaWlo4+OCD+7dptVoHxTUaShIQEREREREREREREREREZGy43Q6OfHEE/mf//kfXnvtNS655BK+973vYTZnL5NvXXQ/mUzm3IbH4xnw/3HjxnHcccf1TyFw7733csEFF+SNwW63c/bZZw9Y/3Of+xxWqxWAUCjEAQccwKJFiwY8li9fnnMKg51BSQIiIiIiIiIiIiIiIiIiIlL29t57b8LhMHV1dQC0tLT0ty1atGjE27ngggu4//77ef3111m9ejXnnnvusOs/9dRTfPTRRzz33HMDkgrmz5/PihUrqK+vZ+bMmQMefr8fv9/P+PHjefPNN/ufk0qlWLhw4Yjj3ZaSBEREREREREREREREREREpGx0dXVx3HHHcffdd/P++++zZs0aHnzwQX784x9z5pln4nK5OOSQQ7jxxhtZunQpL774Iv/93/894u1/5jOfoa+vjyuuuIJjjz2WCRMmDLn+UUcdxbhx47jggguYNm3agKkDLrjgAmpraznzzDN5+eWXWbNmDS+88AJXXXUVzc3NAFx99dXceOONPProoyxbtoyvfOUr9Pb2btdnA0oSEBERERERERERERERERGRMlJRUcHBBx/ML37xC4466ij22Wcf/ud//ofLL7+c3/72twDcdtttpFIpDjjgAL72ta/xwx/+cMTb93q9nHHGGSxevHjIqQY2M5lMnHfeeTnXd7vdvPTSS0yZMoXPfOYz7LXXXlx22WXEYjF8Ph8A3/jGN7jooou4+OKLOfTQQ/F6vXz6058exSeyTTzG1hMtiIiIiIiIiIiIiIiIiIiISNna7SoJGIZBMBhEuREipUV9V6T0qN+KlCb1XZHSo34rUprUd0VKj/qtSOlRvxURyW23SxLo6+vD7/fT19dX6FBEZBTUd0VKj/qtSGlS3xUpPeq3IqVJfVek9KjfipQe9VsRkdx2uyQBERERERERERERERERERGR3ZWSBERERERERERERERERERERHYTShIQERERERERERERERERERHZTShJQEREREREREREREREREREZDehJAEREREREREREREREREREZHdhLXQAWyPDRs28K1vfYsnn3ySSCTCzJkzuf3221mwYEGhQxMZkXgyTUdfnFUdIeKpDHs0eKmtsFPhtBU6NBHJoTMUpy0YY31XhAafkwmVLsb5nYUOS2SXawlE2dgbpT0Yp7HWQ4PXQU2Fo9BhiQwpnTGyv9ndEXrCCWbWV1DndVDpthc6NBERkZJjGAatgRhNPRG6Qgmm1Xqo9zmo9uiYUKSYxZNp2jeNPSY09igiUjCtgSgbemO0B2M01nho8GlsTYpHySUJ9PT0cPjhh3Psscfy5JNPUldXx4oVK6iqqip0aCIjEomneGZZO998cDHxVAYAswm+euxMLj18GtUeDWCLFJONvVG+cs9CFjUF+pdN8Du567KDmFnvLWBkIrvW8tY+Pn/bW7QGY/3LDpxaxa/P25/xflcBIxPJL5XO8MGGAJfc/jaBaLJ/+an7jOMHn5xDvU8JXiIiIiNlGAZLWoJcfNtbdIYS/cuPnFXLT86ep8RpkSIVjqd4Zmkb1z70/oCxxyuPncklGnsUERkzy9v6+PyfB46tLWis4jfn7c/4So2tSeGV3HQDN910E5MnT+b222/noIMOYtq0aZx00knMmDGj0KGJjEhTT4Sr73uv/yAdIGPAb55byXvrewoYmYhsqy+W5AePfzQgQQBgYyDGJbe/TdtWB3gi5aQ1EOWi294ccBID8PbaHq7/x1LC8VSBIhMZWkswxgV/enNAggDAkx+2ctfra0mmM3meKSIiIttqCcS48E9vDkgQAHh5RSe/fnYFsWS6QJGJyFCaeiJ87f5Fg8Yef/3cShZp7FFEZEy0BqKDEgQA3lnXww//sZRQPJnnmSJjp+SSBB577DEWLFjAZz/7Werr69l///259dZb864fj8cJBoMDHiKFkk5nuPfN9RhG7vZfP7uCnnAid+NuRn1XikFXKMG/lrTlbGvuidISiI5xRMVN/bZ8NPVEaQvGc7b988NWukK526Q0lVPfXbS+l0gi9wWLO19bR0efvrtSHsqp34rsTkqt765sD9ETyT2A/bd3m7Vfld1CqfXbVDrD3a+vyz/2+NxKeiMae5TyVmr9VsrTht7YoASBzZ78sIWukH6LZWi/+93vmDp1Kk6nk4MPPpi33nprp79GySUJrF69mltuuYVZs2bx9NNPc8UVV3DVVVdx55135lz/hhtuwO/39z8mT548xhGLbJHIZFjTGc7bvjEQI5HSHW6gvivFIZJI5z2xBujo08Hc1tRvy8dQVTLSGYOo7horK+XUd9d15T/O6ounVElAykax9Nv1XRE6lTgmMmLF0ndHakNv/qToeCpDPKVjQil/pdZvE+kMa7sieds39kYHVBgQKUel1m+lPLUPMbaWMch7g4MUp0Akwar2EO+t72FVR4jALk64u//++7nmmmv43ve+x7vvvsu8efM4+eSTaW9v36mvU3JJAplMhvnz53P99dez//7788UvfpHLL7+c3//+9znXv+666wgEAv2PpqamMY5YZAun1cLB02vyts+d5MfjsI5hRMVLfVeKgddpxWnLv6ucUq25o7amfls+ptV68rZ57Bbtq8pMOfXdeZMr87ZN8DtxWi1jF4zILlQM/TYYS/Lpm1/lB499NOavLVKqiqHvjsbscd68bZVuG267jgml/JVav3VaLRw8rTpve3bsUcfEUt5Krd9KeWqscedtc9steJ06jioVG3ujXPnX9zj+5y/y6Ztf4/ifvch//vU9Ng6RULujfv7zn3P55Zdz6aWXsvfee/P73/8et9vNbbfdtlNfp+SSBMaPH8/ee+89YNlee+3F+vXrc67vcDjw+XwDHiKFYjKZOGPuBDz2wQfjJhN87YQ9qNDOAVDfleJQ73PwhcOn5Ww7dHo1dV7HGEdU3NRvy8c4n5P9p1TmbPvi0TNo8Om7X07Kqe/OqvcyOU8C17Wn7EmD3znGEYnsGsXQb3/z7Aq6wgleXtlJJjNE6SUR6VcMfXc0JlW52DNPosBVx8+iwaf9qpS/Uuu3ZrOJT+6Xe+zRvHns0WErQGQiY6fU+q2UpwafkwWNVTnbLj9yOvUaVy4JgUiCb/3tfV5e0Tlg+UsrOvn2397fJRUFEokECxcu5IQTTuhfZjabOeGEE3j99dd36muVXJLA4Ycfzscffzxg2fLly2lsbCxQRCKjM7HKxQNfPpS9xm850Z5Y6eKOSw9iRl3+OzdFZOw5rBYuPXwaVx47E5cte4JtMZv45LwJ/Pxz+1Ht0cGclKeaCgc3nz+f0/YZh9mUXea2W/j6CbO48OAp2Cy680SK0zi/k3v+4xCOmFnbv8zvsvGjT+3DMbPrChiZSPn595I2Gqvd9EaSLGnRPK8i5aje6+TPFy/ghL3qMW06JvQ6rHzn1D351LyJWDYfKIpIUZlU5eaBL+Uee5yusUcRkTFRU+HgN+ftzyf2HT9gbO3q42dx0aGN2FXpsCR0hhKDEgQ2e2lFJ52hnZ8k0NnZSTqdpqGhYcDyhoYGWltbd+prldwty1//+tc57LDDuP766znnnHN46623+OMf/8gf//jHQocmMiIWs4k5E/zcfdnB9ESSpDMGlW6bMvBFilSd18FVx8/kcwdOJpxI4bJZqK1wqNy6lL3xlS5+/Nm5fOvUPYkm01TYrdT7HDqJkaI3pdrN7y6YT3c4QTyVxue00eB1YLGUXH60SNFKpTM090Q576ApPPBOE6+s7GSfif5ChyUiu8DEKje/+Nx+dIUSxFJpvA4r9T4nNu1XRYqWxWxizkQ/f7nsYHo19igiUjDjK13cdPa+XHvK7OzYmsNKvVdja6UkGEsO2d43THuxK7krHAceeCCPPPII1113Hf/7v//LtGnT+OUvf8kFF1xQ6NBERqWmwkFNhe5CFikFdquFydX555ESKVcVDptKUUpJ8rts+F367orsKi2BGKmMwaQqF9NqPSxVJQGRsuZ12vA6tV8VKTW1FQ5qNfYoIlJQGlsrbb5hjoF3xTFybW0tFouFtra2Acvb2toYN27cTn2tkkz7Pf300/nggw+IxWIsXbqUyy+/vNAhiYiIiIiIiOwW1nSGgew8mzUeOxt7owWOSERERERERGTnqq2wc9Ss2pxtR82qpbbCvtNf0263c8ABB/Dss8/2L8tkMjz77LMceuihO/W1SjJJQEREREREREQKY11XGKvZRO2m6mgtgVihQxIRERERERHZqfxuOzeeNXdQosBRs2q56ay5+N07P0kA4JprruHWW2/lzjvvZOnSpVxxxRWEw2EuvfTSnfo6JTfdgIiIiIiIiIgUztquCPU+BxaziWqPndZAjEzGwGw2FTo0ERERERERkZ1mQqWL35y3P52hBH2xJF6njdoK+y5LEAD43Oc+R0dHB9/97ndpbW1lv/3246mnnqKhoWGnvo6SBERERERERERkxNZ2hWnwOgGo8dhJZQy6wgnqvJr3WERERERERMqL371rkwJyufLKK7nyyit36WtougERERERERERGbGNvVFqNs29WO3J/tsSiBYyJBEREREREREZBSUJiIiIiIiIiMiIdYUS+F02AGoqstUDWgKxQoYkIiIiIiIiIqOgJAERERERERERGRHDMOgOJ/A5s0kCPqcVq8VES68qCYiIiIiIiIiUCiUJiIiIiIiIiMiIBGMpUhkD36ZKAiaTiRqPQ5UEREREREREREqIkgREREREREREZES6wwkgW0Fgs0qXjY5QvFAhiYiIiIiIiMgoKUlAREREREREREaka1MywOZKAgAeh5XeTckDIiIiIiIiIlL8lCQgIiIiIiIiIiPSGdpcSWBLkoDXaaU7kixUSCIiIiIiIiIySkoSEBEREREREZER6Q4nMJugwrFluoEKh5WeiCoJiIiIiIiIiJQKJQmIiIiIiIiIyIh0heJ4nTbMZlP/sgqnlV5VEhAREREREREpGUoSEBEREREREZER6Qon8LmsA5Z5HVaC0STpjFGgqERERERERERkNJQkICIiIiIiIiIj0hVO4HPaBiyrcFoxgGBU1QREREREREREdsRLL73EGWecwYQJEzCZTDz66KO75HWUJCAiIiIiIiIiI9LZF6fCMbiSAECvkgRERERERESk3ER7oHM5NL8DnSuy/9+FwuEw8+bN43e/+90ufR3r8KuIiIiIiIiIiEAgmmRCpXPAsopNlQV6Igmm4SlEWCIiIiIiIiI7X2AD/P1KWP3clmUzjodP/gb8E3fJS5566qmceuqpu2TbW1MlAREREREREREZkWAsiWebSgKbKwv0RhKFCElERERERERk54v2DE4QAFj1LDz2n7u8osCupiQBERERERERERmRYDSJ277NdAPO7P97wppuQERERERERMpEuGNwgsBmq57NtpcwJQmIiIiIiIiIyLAyGYO+WAqP3TJguc1ixmkz06NKAiIiIiIiIlIuYsEday9yShIQERERERERkWGFEikMGFRJAMDrtNEbUSUBERERERERKRNO3461FzklCYiIiIiIiIjIsILRbBKAx2EZ1FbhsKqSgIiIiIiIiJQPTx3MOD5324zjs+0lTEkCIiIiIiIiIjKsYDQF5K4k4LJZ6IulxjokERERERERkV3DVQWf/M3gRIEZx2eXu6p2ycuGQiEWLVrEokWLAFizZg2LFi1i/fr1O/V1Bp/Zi4iIiIiIiIhsIxjLX0nAZbfQF9N0AyIiIiIiIlJG/BPh7D9DuANiwewUA566XZYgAPDOO+9w7LHH9v//mmuuAeDiiy/mjjvu2GmvU3JJAt///vf5wQ9+MGDZ7NmzWbZsWYEiEtk+67vCBGMp0pkMfpeNSZVOrNaS65Kyg9IZg7ZgjGA0idViptpjo9rjKHRYso1AOEZHOElfLIXHYaXSaaHe7y50WCI7pq+VVDpFc9JHIJbGajFT6bJhNpnoiSRx2y3UVNjxOm2FjlR2A6lUhubeKIFoEpvFRKXbzoRK13Zvr6s3QG80TSyZxu+yUetz43TYd2LEIrun/ukGclQScNssBFVJQKSkpTMGG3rC9EaS2CxmPA4LiVSGVAYq3XYafA5MJlOhwxSREWru6iMQS5POGPhdViZVurBo7HG3Ek2m6OhLEIql8Dgs1FY48Dj0HSg3nX1xeiIJ0hlD++si1BEI0xNNE0mk8Tmt1FbY8LmdhQ5LRstVtUuTArZ1zDHHYBjGLn+dktwjzJkzh2eeeab//7qwKqUkFk+xpLWPa//2PivbQwA0+Bz84JNzmD/JS31lRYEjlLHSF03y3Mft/O/jS+gKZ+dv3Weij1+csx8z6yt0MFckmrrD3P7qWu55cz3xVAazCU7Yu4H/d9peNNZ4Ch2eyOglY9D8Np3BMK+k9+FH/3yLjlAcgL3H+7j2lNnc8M9lLG/v48S9Gvj+J+fs0MVakeF09MV4aXkn1/9zaf/+cM4EHz8+ey57jfNiNo9uhrS17QG+9chHvLmmBwCvw8o1x03l9LnjqKvy7/T4RXYngU1JAm577koCrcHYWIckIjtJIJrgXx+1cf0/l9ITyfb1eZP8XHPiHnzvsY+IJtPc8Ol9OWR6DW5dYBIpatFYnKVtYa792wf9Y4/jfE5+8Mm9WTDFR41PYxm7g/a+GL99biX3vdVEIp3BYjZx5n4TuPbkPRnn1wXKcpBKZ1jSEuTr9y9mVUe2r4/3O7nhM/ty0LTqnFOEydha1xXi/55YyrPL2jEMcNrMXHRwI5ccNoWJ1boOJIU3uhG3ImG1Whk3blz/o7a2ttAhiYxYcyDKhX9+s/8gHaAtGOeKe96lKZAoYGQy1hY393L1fYv6L4gAfLghyGf/8DobeqMFjEw2C4Rj3P7qWm57dS3xVAaAjAH/+qiNax5YTFN3aJgtiBShnjXw7++xzLU/X3tgcX+CAMCSliBX3fce154yG8OAfy1p4yv3LKRzq3VEdrYlG4N848HFA/aHH20Mcv6tb7KuKzKqbW3s7OXC2xf2JwgA9MVT/ODJlby4vJNMOr3T4hbZHQVjKRxWM1bL4KEEt91KX1yVBERK1Ttru/nmQ+/3JwgALG4OcM0Di7nutL1oC8a57K53WNmhcyCRYrchmOCCP701YOyxNRjjy/e8y7oendvtDsLxFD/713Luen0diXR2PCudMXj43Q38z6Mf0hvRGHQ5aO6J8rk/vNGfIADQEohx6R1vs7ojXMDIBLLVXK766yKeWZpNEACIJTPc+soa7nqjiVBE4/9SeCWZJLBixQomTJjA9OnTueCCC1i/fn2hQxIZkXQ6zaOLNhBJDB6gNgz49bMrae3VDnx30B2Oc+NTuadJ6Y0keX1V1xhHJLl0hJPc82bufczCdT30RDQQLiUmGYVXf03bUTfw82dW5VwlGE3x0cYg+07M3nG9qClAm+4MlV2kNRDlZ/9enrMtEE3y0oqOUW1vZXuI5p7cJ9o/fXYtrT19o45RRLYIRpN5S9S67RZCmm5ApCR1huLc9NTHOdu6wgk29ESZXuvBMOCX/15OXyyZc10RKbxUMs0j720gmsw/9tgZ0NhjuesMxXloYXPOtn8vbRuQoC2lKZ0xeHjIvr6CUFz760LqDKdY3BzI2XbX6+toD+ncSQqv5JIEDj74YO644w6eeuopbrnlFtasWcORRx5JX1/uAb94PE4wGBzwECmUQDTJ+025dwyQvYMzksyMYUTFq9z7bjyZYWlL/gsVb6xWkkAx6Iul+isI5DLaO1zLXbn327KQCMHGhcQqJrK0Jf/fZ2lLkMYad///13Xqu17OCtl346kMy4bYHy5c1zuq7S1u7snb1hqMEU/rOEvKQ6H6bTCWxJNjqgHIJgmE4ykymV0/b6JIqSrW4+VEKsPytvwVApa2Bpmy6djwg41BInFV5pHdR7H223xC8QSLhxl7DOW4eUnKSyCaJD3EMVm5VwsstX67PeLJNO+s7c7b/sGGAGHtrwtqbVf+hKxoMk1IVdikCJRcksCpp57KZz/7WebOncvJJ5/MP//5T3p7e3nggQdyrn/DDTfg9/v7H5MnTx7jiEW2cNssTK52522fVOnCbtE89FD+fddiMTGhMv/8X3s0eMcwGsnH47BiHqJLNvg0h9vWyr3flgWrC/yNWOIBJlS68q42scpFV2jLnQUNmq+wrBWy71pMQ+8Pp9WObr7UaTX51/c5rdhzlEgXKUWF6rfBaCrvXORuuwUDCCU02CWST7EeL1vNJsYNcW4zsXLLseGkShcOm/ansvso1n6bj8tuZXJV/nO9SVUuHDomLnv5Kj9t5nfZxiiSwii1frs9bFbzkOfLEytdOKzq64U01LGVxWzClSf5WmQslfyvRGVlJXvssQcrV67M2X7dddcRCAT6H01NTWMcocgWToeN8w+aginPRccvHj2dSdUVYxtUkSr3vlvvdXLVcbNyttksJk6eM26MI5JcKp0WTtirIWfb5GoX9V77GEdU3Mq935YFRwUc9Q0mvf0jvnz01JyrWM0mjphZy5trshVNJvidQ17EldJXyL47qdrNF4+anrPNajbxibnjR7W9eVOqqcgzIHbpIROo840u6UCkWBWq3wZjSdx5BrNc9mzf69OUAyJ5Fevxcp3XwVeOyb0/tlvMzJ1UyQcbsncm/+fxs6h06zxIdh/F2m/zcdhtXHhI/rHHLx01nfEaeyx7NR47h06vztm25zgvtR7HGEc0tkqt324Pm8XMRYc25u3rV2l/XXDj/Q4m5Lnp5pQ5DVS7lCQghVfySQKhUIhVq1YxfnzuAUSHw4HP5xvwECmk+gobvzhnP5xbZd5bzCa+euwM5k7Q93Oz3aHvHrdnPZcePnXAwVyFw8rtlxyoC3JFot7v5v99Yi8OaKwasHxytYtbP7+AqbU6sd7a7tBvy0LdnjDtGI6ojXLJYY0DqmV47BZuOmsud72+joyRvcvkrssOYrw//50oUvoK3XePmV3PRYc0Dtof/v6iA5g4yv3huMoK7r50PtWegYMhn9y3jvMPasRuL+87ZmT3Uah+G4gmcdvyTzcAaK5ykSEUep+bj8lk4rS5Ezj/oMkD9sc+p5WfnTOPW19ajcVs4poTZ7H/lMqCxSlSCMXab4cyzmvjF5+dN2js8T+Pm8nciapcuTuodNv56Wfnse/Egd/XGXUV/OGiA6j1lneSQCn22+0xpcrNr8/df1Bf/+bJs5k7yV/AyASgsdbLny9ZwKRtqrscPK2ab52yJzW6iUGKgMkwjJKaMPC//uu/OOOMM2hsbGTjxo1873vfY9GiRSxZsoS6urphnx8MBvH7/QQCgbLdOUjx6wlF6Y6mWdcVIZ5MM6uhAq/dQkNl/qkIdnfl2nf7Ykm6QglWdYTw2K1MrnbT4HNgVem3otLUHaInkmJdV4QGn5N6r10JAiNQrv22LCQiEG6nM2GjFy8r2kO4N/0GGYbB6s4IdV47430uTTWwGypE3+3si9ETSbKiPYTHYWVKtYtxXieuYcpk5pJKpmgLhNjYG6U3kmBanZcql4WaSg2SSPkaq3572q9eZkKli8uOmDaorbknwjcfep8Hv3woB07NfeeaiAxUbMfLwViStkCUVR1hPHYLE6tc9IQTBGNpZtR5qKlwDFvCWqTcFVu/zScYjtK5aRwjnswws6GCKqdZF6V2M519cdr7YmzojdHgczDO56R+N5w6s1T67fZIpNK098VZ2xUhlc4wrdZDrfbXRWVdZx9tfQnagzEaazxUuy1MrFbClhSHkvulaG5u5rzzzqOrq4u6ujqOOOII3njjjRElCIgUi6oKF1UV2exN2b15nTa8ThtTRznnsoytydUVTK6GuZMqCx2KyM5hd4N9KrVALTCzYZu7C+p1siJjq9brpNbrZFbDjn/3rDYrE2srmVhbueOBicgAffEkLlvu41Z3/3QDqiQgUqp8Ths+p41ZWx8barhNpCT5PC58Hphep3O73Vmt10Gt18HeE5QwXa7sVguTqtxMqtLNh8WqsdZLY22hoxDJreSSBO67775ChyAiIiIiIiKy2wnHUrjsuYcRtkw3kBrLkERERERERERkO6ietYiIiIiIiIgMK5xI47JZcrY5rGbMJggqSUBERERERESk6ClJQERERERERESGlEhliKcyuOy5kwRMJhMeh1XTDYiIiIiIiIiUACUJiIiIiIiIiMiQwvFshYB8lQQgO+WAphsQERERERERKX5KEhARERERERGRIYU2JwnkqSQA2QSCkJIERERERERERIqekgREREREREREZEihEVQScNos/RUHRERERERERKR4KUlARERERERERIY0kiQBl83Sv56IiIiIiIiIFC8lCYiIiIiIiIjIkEYy3YDTZqFP0w2IiIiIiIiIFD0lCYiIiIiIiIjIkEKxkU03oEoCIiIiIiIiIsVPSQIiIiIiIiIiMqTNF/8dtvzDCC6bmbCSBERERERERESKnpIERERERERERGRI4XgKl82C2WTKu47TbiGcUJKAiIiIiIiISLFTkoCIiIiIiIiIDKkvlsJtzz/VAGSnIgjH02MUkYiIiIiIiIhsLyUJiIiIiIiIiMiQQvEUTtvwSQKRRArDMMYoKhERERERERHZHkoSEBEREREREZEhhePDVxJw2ixkDIgmVU1AREREREREpJgpSUBEREREREREhtQ3wkoCAKFYaixCEhEREREREZHtpCQBERERERERERlSKJbCaRt6CMG5qdJAKK4kAREREREREZFipiQBERERERERERlSaBSVBMJxTTcgIiIiIiIiUsyUJCAiIiIiIiIiQwrFUv1JAPlsrjSgSgIiIiIiIiIixU1JAiIiIiIiIiIypEhiNJUElCQgIiIiIiIiUsyUJCAiIiIiIiIiQwqPZLoB+6YkgYSSBERERERERESKmZIERERERERERGRIkUQal23oIQS7xYzZpOkGRERERERERIqdkgREREREREREJK9UOkMslcExTCUBk8mEy2YhFFOSgIiIiIiIiEgxU5KAiIiIiIiIiOQVSaYBcA2TJADZKQfCqiQgIiIiIiIiUtSUJCAiIiIiIiIieW2+6O8cZrqB7DoWQvH0rg5JRERERERERHaAtdAB7Kgbb7yR6667jquvvppf/vKXhQ6nYDr64iTTGWwWM3VeR6HDkREIRBP0hJOAgcdhpc7rLHRIUiAdfXEiiRQmoK7CjsthK3RIksPGngjJjIHZBBMrXZjNyrOTwokl0/REEmCAz2XD49jxQ7reSIJIIo3ZZKKuwo7FMvg7nkil6Q4nyBjgdVrxOgv7e9UXS9IXS2E2QbXHjt06/B2uUryC0WT2QqQJanbw7xlLpGgNxjEAu8XExCr3zgtUZDcU3nTR3zmSSgI2C5GEKgmIlJJ0xqCzL07aMEhnDEwmMIH2n3lsGYMzaSxHilpPOE5vNAUYuO0WGnyuQockIrLbSaVSNPXGAbCYYEqNp8ARiWxR0kkCb7/9Nn/4wx+YO3duoUMpmO5wnJdXdPKzfy1nfXeExho315y4B0fOqqPaYy90eJLH6o4Qv39xFY8t3kgybXDM7Dr+66TZTK/1DDvPp5SPaCLFivYQNz21jNdWdeG2WTj7gElcdsQ0HSwUkfa+GO+t6+Vn//6Y5W0hxvmcfPGoaZyyz3gmVOoEW8ZeU3eE3zy3gr8v2kg6Y3Di3g3818mzmVbjwWw2jXp70USKZa19/PAfS1m4rodKt41LDpvKeQdNocG3ZdBzY2+UP760mgfeaSKWTHPUrDquO21PptdWYLOObdJMMpVhdWeIG/65jJdWdOC0WThnwWS+eNR09csSlEilWdUR5oZ/LuWVlZ24bBbOPWgKlx0xbbv+nk3dEf761nrufWs9vZEk86dU8a1TZjOjzkOtBvJFtsuWSgLDn6s4rGbCCVUSECkV7cEYDy5s5s+vrKE7nGDeJD9fPGoG767v4YDGKg6YUkmDX8dXAD3hBK+u6uSnT3/M2q4Ik6tdfP2EPThmdh3VHt2wI8VldUeIm19YxRPvDxx7nFrjxmUv6UsCIiIlo6k7wpMftvDnV9bQFoyz5zgv3zhpD/Ye71MyphSFkr0NMhQKccEFF3DrrbdSVVVV6HAKIpZMc++b67n6vkWs744AsK4rwtX3LeKvb60nltTATDFa0xHm87e9xQPvNBNLZkhnDJ5d2s5Zt7zGuk1/R9k9rGwPc/Ytr/Pqyi4MA8KJNHe+vo7L7nynv09LYSXTGZ5d2s6X7l7I8rYQAK3BGP/7xFJ+9cxyOvpiBY5QdjcbeqN89vev88A7zcRTGVIZgyc/bOVTv32Vpp7t+934cEOQs255jYXregDojST55TMruPq+9+jsy2Y6twSiXPinN7njtbVEEmkyBrywvINP/vZV1naFd9r7G6m1XWE++dtXeWF5BxkDIok0d7y2lgv/9CYtvdExj0d2zJrOMGf+9lVeWtFJZtP+8M+vrOHi29+iNTC639n13WG+8cAibn5hFb2RJADvru/h3FvfYFlr364IX2S3EN5UGcA1giQBp81COJbc1SGJyE7QFYpz7d/e5ydPf0x3OAHA4uYAV/71XfaZ6Odn/1rOUx+1Etf4EvFkmgfeaeLKe99jbVf2uLupO8o1DyzmrtfXqYKKFJU1nSEu+vNbPLRw4Njj2be8RlOPzpdERMbChp4IP//3cq7/5zLagtnxtWWtfVx+10JeXdVFQscOUgRKNkngq1/9Kp/4xCc44YQTCh1KwXT0xfnNcytztv362RV0bBrYl+LyysoOmnMckEcSaf744ip6I4kCRCVjrbMvxk+fXkYinRnUtqI9xJKNgQJEJdva0BPlx08ty9n2wMJmeiIaAJexYxgGzyxpozU4+KJpXzzFHa+tJZEa3QBuVyjO9x77iIwxuO2N1d39iQeL1veyunNwMkA8leEXzyzvv8N0LITjKX7+7+XEU4N/P1d3hlnc3DtmsciO64sl+cnTH+feH7aF+HCU+8OW3hhvre0ZtNww4Ef/XEpT99gntYiUg9FMN+CwWQipkoBISWgJxHjh445Byw0DfvPsCi48ZAo/+/dyNo4yaa8ctffF+fm/l+dsu/n5VXSGNAYnxeOl5Z1syJE8HU6k+eNLq+kJ6/sqIrKr9cVTPPLehpxtP35qGRt0fCVFoCRrC9133328++67vP3228OuG4/Hice3HPgEg8FdGdqY6gzFcw6QQ3bQviucYHK1SpYUk95IgmeXtudtf3llJz3hBJVuTRVRzn0Xsidmr63uytv+ryVtnLLP+DGMSHLpjSbzJgIYBqxsD7FHg3eMoype5d5vCy2cSPHkhy15259d2s5XjplJnXfk09aE4imWtOT/O722sot5kyp54v2Nedd5aXknwVgSj2NsDiuDsSQvr+jM2/744o2ctPe47Zp6YXdVyL4biqWG/Hv+4/0WTtirYcTbe3VV/m0tbekjlsx97CxSasa6326+Q9ZpG/4+A6fVrMRnkTyK7Xj5nXXdedtWd4ap9zoJRlMEoglg954SrzucyDsGl0hn6AwlmFK9e39G5arY+u1wusJxnl3alrf9lRWd9ESSVGmKDCljpdZvpTx9PEQ1w85QgmBMlQSk8EqukkBTUxNXX30199xzD07n8HOK3nDDDfj9/v7H5MmTxyDKsWEfZv5fu0WD48XGbjVT4cx/EcXrtOmixibl3Hc38zpteduqXPnbZOw4hvmd9Q7Rn3dHu0O/LSSr2Tzkd87rtGIZ5ZGd1WzCPsSTKt3Z/VKVJ3/ymtdpxWIau32X2WSiYoiEhGqPQ/vSUSpk3zWZTUN+r2uG+O7lMlSipc1iwqLvhpSJse63oXgKs4kh9xmbueyWMa0wI1JKiu14udKVf79pMZswb+ryw40/7Q6G+wyGO3eU0lVs/XY4DrMJ3xDjTWN9/iZSCKXWb6U8DTX2Dzp2kOJQct/ChQsX0t7ezvz587FarVitVl588UV+/etfY7VaSacHljW87rrrCAQC/Y+mpqYCRb7z1VY4mFjpytk2qcpFTYUyQouN227lgoOn5G2/4OApNNYo8xzKu+8CjPM5+dyCSXnbP7X/xDGMRvKpdNuYO8mfs83ntDK5StVatlbu/bbQnDYLlx0+PW/75UdOo3qUd4NUV9g5c78JOdvMJjh8Zi0A5x6Yf991yWFTqR3DY466CgeXHDY1b/vnDtTJ/2gVsu/Weex8/tCpedvPOiD/vjKXI2fWki8P4LR9x1PlVhKelIex7rfheAqnzYJpBBcVHFYLEU03IJJTsR0vz59ShTXPjvP4Pet5dWUXe4/3DZlMsLuo8diZkqda53i/kxrdlV22iq3fDqfCZee84cYeazX2KOWt1PqtlKepNW489tzVPudPqdLNZ1IUSi5J4Pjjj+eDDz5g0aJF/Y8FCxZwwQUXsGjRIiyWgZ3O4XDg8/kGPMpFg8/J7y88YNDddBUOK7+/8AAafMNXWpCxN7nKzcWHNg5afuiMmlGV0y135dx3ITtX6/kHN7LvxMEXoL9x4h6M86v/FoPxfhc/PmvuoDtZ7RYzvz1/PuP9GgjaWrn322Kwx7gKLjxk8D7khL3q+y/oj4bLZuVrJ+7BtG0GiUwm+Nln51Hvy37HJ1e7+foJswY9/8DGKj61/8QxvXPfbDbx6fkTObCxalDb10+YpamWtkMh+67FYuacBZPZb3LloLZvnTw7b0JsPlVuGzd8Zi7bXsecVuvh6yfsobKqUjbGut+G42lctpFNZ+O0mVVJQCSPYjtervc5+M15+w9KsJtc7eLCQxp5flkbP/3sPCaMcn9cjup9Tm65cD7ebcbgPHYLf7jwABp8OsYoV8XWb0diSrWbi3KcNx4+s4bj9qovQEQiY6sU+62Un3qvnd+ePx/bNhW/6yoc3PCZfZmom8+kCJgMwzAKHcSOOuaYY9hvv/345S9/Oey6wWAQv99PIBAoi51DJmOwoTfKqys7+XBDgH0n+TlsRi0TK10qtVvENvRE6OiL88T7LcRSaU6ZM44p1W6mqIpAXuXWdzdr6o6wqiPEv5a04nXaOGPuBMb5HNR6lSRQTNZ2hnlrbRfvrutlWq2H4/dqYGKlE5ddGZ9DKdd+W2g94QQbe6M8tngjiXSG0+dOoLHGvUN387cGYizZGOD5j9tp8Dk5dZ/xjPc7cW81CBqIJmgNxHh88Ub6YilO3Wc8M+o91BXo96qjL8aq9jBPftiC12nljHkTGOd34tedbjusEH23PRhjVUeIpz5sxeeycfrcCYz3O/Ftx/Q7HcEYXZEE/3i/hc6+OEfsUcs+4/26Y0rK2q7utz98YglPftjKTz87b9h1n13axp9fWcPqG04bUeUBkd1ZMRwvRxMpWgMxnvqoleaeKAdOq6bB66C9L8a8SVVM1f6z3+YxuNdXd/F+Uy9zJvo5YmYtEypdmtJoN1IM/XYkmrsjdIbjPL5oI/F0hlP3Gc+kKpcqmMpuqVT6rZSfQCROeyjBM0vaWNcV4YDGKhZMrWJabUWhQxMBQFc3SpzZbGJytZtzD8pfRkqKz8QqNxOr3Ow3ZfBdkLJ7mVztZnK1m2NmK5O7mE2t9TC11sM5C/RbK4VX5bFT5bEzJ0clku01zu9knN/JcUNUtPG77PhddmaPK44T6jqvkzqvk0Nm1BQ6FNkJ6n1O6n1ODp0x+ooY26rzOanzOdmzSL6rIuUgnEjjtI2sEKHTZsEAYskMrjzlNUWkeLjsVqbVVXDFMTMLHUrR2zwGN7nazTkLNMWVFLdJ1W4mVbvZb7LGHkVECsXvduB3O5hV7y10KCI5lUWSwAsvvFDoEERERERERETKUjiewjni6Qay64XiKSUJiIiIiIiIiBSpkd0KICIiIiIiIiK7pUgihcM60iQBc/9zRERERERERKQ4KUlARERERERERPLqi6VGNd0AZCsJiIiIiIiIiEhxUpKAiIiIiIiIiOQVTqRxjXK6gUgivStDEhEREREREZEdoCQBEREREREREckrEk/hGGmSgDU7zBBWJQERERERERGRoqUkARERERERERHJK5JIj3q6gXBclQREREREREREipWSBEREREREREQkr3A8hdM6uukGwglVEhAREREREREpVkoSEBEREREREZGcDMPYVElgZEkCFrMJu8VMRNMNiIiIiIiIiBQtJQmIiIiIiIiISE7xVIa0YYx4ugEAl91COKHpBkRERERERESKlZIERERERERERCSnyKaL/SOtJJBd10xYlQREREREREREipaSBEREREREREQkp80X+0eVJGC1KElAREREREREpIgpSUBEREREREREcgonshf7XaOYbsBp03QDIiIiIiIiIsVMSQIiIiIiIiIiklM4nr3Y77COvJKAw2YmklAlAREREREREZFiZS3EiyYSCdrb28lkMgOWT5kypRDhiIiIiIiIiEgOmy/2j366AVUSEBERERERESlWY5oksGLFCr7whS/w2muvDVhuGAYmk4l0WoMIIiIiIiIiIsVi88V+56imGzATiquSgIiIiIiIiEixGtMkgUsuuQSr1coTTzzB+PHjMZlMY/nyIiIiIiIiIjIK4U0X+12jqSRgs9DeF99VIYmIiIiIiIjIDhrTJIFFixaxcOFC9txzz7F8WRERERERERHZDpFECqvZhNUymkoCFsIJVRIQERERERERKVYjP8vfCfbee286OzvH8iVFREREREREZDuFE2mco6giAJuSBOKaTlBERERERESkWO3yJIFgMNj/uOmmm7j22mt54YUX6OrqGtAWDAZ3dSgiIiIiIiIiMgqReAqnbXRDB06bmYgqCYiIiIiIiIgUrV0+3UBlZSUmk6n//4ZhcPzxxw9YxzAMTCYT6bTuNBAREREREREpFqH4dlQSsFqIJTOkMwYWs2n4J4iIiIiIiIjImNrlSQLPP//8rn4JEREREREREdkFIokUru2YbmDzc71O264IS0RERERERER2wC5PEjj66KN39UuIiIiIiIiIyC4QTqRxWEc/3QBAJJFWkoCIiIiIiIhIERrdmf4Ouv3223nwwQcHLX/wwQe58847xzIUERERERERERlGOJ7CsZ2VBMLx1K4ISURERERERER20JgmCdxwww3U1tYOWl5fX8/1118/lqGIiIiIiIiIyDDC8RTOUVcS2JwkkN4VIYmIiIiIiIjIDtrl0w1sbf369UybNm3Q8sbGRtavXz+WoUgpifZAMgquGrA5Ch3NThUOdmNk0ri91Zgto7s7R8pHJmMQjCWxms1UOMf0Z1lGIRUJQjwIdjdWT3Whw5Eil0ilicTTOOxmXLZR9utkNLvvs7rAXbVrAtzJ0ukMffEUNosJj2MEZaVjQTAy4Krc5bFJCclkIBYAixUc3h3eXDQUIJ2M4/BUYrPbd2xj6STE+8DqALtnh2MTKSXheIoGn3NUz9k83UA4oUoCIiUhGcsef5rNYHWD00swmiSSSOFz2nA7dJ4qUqoSvS2YjAwWbwNmq/qySNmKBcFIg6s0xpF2N7FwgEwigsXpw+HSmIIUjzE9Mqivr+f9999n6tSpA5YvXryYmpqaEW3jlltu4ZZbbmHt2rUAzJkzh+9+97uceuqpOzlaKbjARuhYCm/eAuFOaDwM5l8C1dOzg8clLNq9EdP61/G89ydIxYntfQ6mPU/DUTOl0KHJGGvuifDE4hae/LAFt8PKZUdMY79JldR6yyshppSlIgEsfc1Y3vg9ptb3MSonYxzyVVL+qdgqxxc6PCkyiXSa5u4od762loXre5hc5eZLR01nel0FPtcwF8+TcehZA+/8CZrfgYpxcOhXoHYP8I4bmzewHZq6Izzy7gaeWdaG32Xj8iOnM2eCj5qKHL9jfS2w9lV4+0+QScJ+F8Ksk8A/cewDl+LS2wQfPQxLHgWbJ/vdn7gAKupHvalwbxvW9iU43vod5kgn8anHktj/IsyVU7CONmknk4bedbDwTljzInjq4fCroX4vcCthTHYPoXiKxu2cbiCiJAGR4paMQ2AdLL4PVj0HrmrY/wLS/kbWR3x899kOptdVcNnh05hc7aLCOYJkUBEpCumutZibXsf+3l2QimPM+TSZ2Z/AXDO90KGJyM7U1wrrXoO3/pgdZ5l7Hsw+VeMsRSLS0441sBbbG7/BElhPYsICkgd9kYxvIg5XRaHDExnbJIHzzjuPq666Cq/Xy1FHHQXAiy++yNVXX8255547om1MmjSJG2+8kVmzZmEYBnfeeSdnnnkm7733HnPmzNmV4ctY6muDN26B13+9ZdnG9+Ddu+CSf8D4eYWLbQdFujdgf+wrWNe+0L/MuWEhLPwDiQv+jl2JAruNpu4IZ93yGu198f5lr6/q4oy54/n+J+fkvsAmY87SuhjTPWdBOgGAqWURLH0c62k/Ibn3WdgqRpbkJruHD5uDnHfrG8RTmez/NwR58sNW/u/MOZx1wCTc9iEOvdrehzvPyFYS2Gz5k3Ds/4MFl4Gn+L5razrDfObmV+mJJPuXvbyik/MOmsy1J+9JlWeru7f7WuGhL2RPXjdrfgdqZ8FFj4J/0tgFLsWlZx3cdlL2O7LZ2pdhzqfhtJ+Ap27Emwr1dmJ97Vc43vpd/zLHxvfg3T+TuPhpGL/X6GLrWAZ/PgkSoS3LVjwNR38LDv0qOP2j255ICYok0v0X/UfKtWn9kKYbEClunR/DnadnK/lstupZLAdcwp71c/ji/IP58qPNPPreBv588QKOnj365D0RGXvprrWYH78S09qX+5eZNizE9M5tZC74mxIFRMpFXyv87XJY+9KWZc3vwJs3w+cf0zhLgUX7erAsfRT7v77Zv8zesggW/4XEBX+HaYcWLjiRTUY3seAO+r//+z8OPvhgjj/+eFwuFy6Xi5NOOonjjjuO66+/fkTbOOOMMzjttNOYNWsWe+yxBz/60Y+oqKjgjTfe2MXRy5iKdA5MENgs3gdPfXvgIHKJMbe+PyBBoF/3ajLv3UMykRjzmGTsxZJpbn5+5YAEgc0ef7+Fdd2RAkQl20p3rcX0+FX9CQJbMz39/7DEugsQlRSrjr44//Xg4v4Ega394PEldIaG+H0PNMMT1wxMENjshRuy+8UiE46n+MnTywYkCGz217ea2BjY5r00vz0wQWCzzhXwwd+ypeZl95OKwau/yn1s99Ej0LVqVJuzR9twbpUg0C8WwPLv7xAOdI18Y5HubL/cOkFgsxdvglD7qGITKVXheKr/ov9I2a3ZoYZIXJUERIpWYCM8872BCQKbLbwDa9UU9nNsoMHnIJUx+PbDH7C+Kzz2cYrIqJlaFw9IEOjXvRrTontIJXKcd4pI6dn47sAEgc26VsH7D2Qr40nBWGLdOJ65bnBDKo79iSuJdjWPfVAi2xizJAHDMGhtbeWOO+7g448/5p577uHhhx9m1apV3Hbbbdi3Y57QdDrNfffdRzgc5tBDc2fdxONxgsHggIeUgNUv5m9b91ruk9gSEI9FcS6+K2+788O/kghqwBnKv+/2RBL8ffHGvO0Pv6uDhGJgivdmy7/nkk5g6lw5pvEUu3Lvt8PpjSRY3Zl74DSVMVjZ1pf/ybEAtL6fu83IZC+wF5neaJKnP2rL2/70h1td9E1E4J3b829s0V+KMhFid1HQvhvphg8ezN++6N5RbS694tm8bZY1z2NNjOK9xXqhaYhE5FxJLyJjZKz6rWEYmyoJjG7owGwy4bSZCSc0MCmytaI6Xk70wern87c3vU19++scPTM7t3FLIJYzOVSk3BVVvx2BZCSIeXH+Y2jThw9BsGUMIxIZe6XWb7dLMjr0OMt7GmcptEz7x5DJkzTdtRJzvDSvcUl5GdMkgZkzZ9Lc3MysWbP47Gc/y+mnn05jY+Oot/XBBx9QUVGBw+Hgy1/+Mo888gh77713znVvuOEG/H5//2Py5Mk7+lZkLBjD3E1oGGMTx85mGMO8NwNMYxZNUdsd+u5QX+NS/YqXnWH/ELrzeWu7Q78dyg59W4Z7cjH+KBgGxhBxZQY0DbP/K8b3txspeN/dmd+NYXauxrCdbev1h2vXPkAKZ6z6bTSZxoBRTzfApueEVUlAZICC73O3ZhjD7GezbRqikN1dUfXbETEY8kBW516yGyi9frudhr2GMjZhSD7DjRnoDySFN2ZJAmazmVmzZtHVNYoSn3nMnj2bRYsW8eabb3LFFVdw8cUXs2TJkpzrXnfddQQCgf5HU1PTDr++jIHpx+Rvm3wwOCvHKpKdyuFyE5t3cd72+N7nYPdqjj8o/75b6bJxxtzxeds/vf/EMYxG8jGclVCZJ5nNYsOo2WNM4yl25d5vh1PpsjG1xp2zzWo2sUe9N/+TnT5o2Cd3m8kEkw7cCRHuXJVuGyfuPS5v+yn7bNVm98ABl+Tf2H4XgLtm5wUno1LQvuuqhn3Ozt++33mj2pxl1vF529LTjiZt9498Y67Kofte4+Ej35bITjZW/Ta06SL/9iQJuJQkIDJIUR0vO7ww7ej87ZMOpL3uEF5a1QtAg89Blds2NrGJFJGi6rcjYHP7MebmP4Y25nwafPnHo0TKQan12+1ic8EBl+Zvn3ceuGvHLh4ZxFy/F5ituRurp2M4RjE+IbKLjFmSAMCNN97IN7/5TT788MMd2o7dbmfmzJkccMAB3HDDDcybN49f/epXOdd1OBz4fL4BDykBnlo46IuDl9vccMqN4Mt/UaLYGePnkZp82OAG/2RMB3we23ZMvVGOyr3vuuxWrjxuJjWewX/vk/ZuYGqtpwBRybYsNdMwTv9lzgM64/jvk3ZWjX1QRazc++1w6n1OfnL2PGyWwfdbXXfantR6h/h9r5wMn/gpWB2D2474Rna/WGQ8DhvfOmU2Ptfg/nH2/IlMqHQNXDj5YJiY44Jr1TSYew6YR38BSnaOgvZdmxOO+Bp46ga3zf4E1Mwc1eYS7gbi8/9jcIO9gvSJN+DxjyIZxV0Nn/h59vhzW4d/DSoaRhWbyM40Vv02Es9OF+Aa5XQDsKmSQEJJAiJbK6rjZf9EOPF/wV4xuG3eeaR7m/koNZmWQAyL2cT1n96XSVWuweuKlLmi6rcjlJmwP8bkgwc3VE6B+Z/HaldflvJWiv12u0xaAJNy9fXGbMK9ReMshZRyVBE79vuDGyw2Ep/4Dc6aMq1wISXFZAxVJ3Ynq6qqIhKJkEqlsNvtuFwDD0i6u7u3a7vHHXccU6ZM4Y477hh23WAwiN/vJxAIlO/OoVwENmTnZ37jFgh3QONh2cSBqqm5L6KUkGh3M6Y1L+N891ZIJ4jtdTbmfT6NvWb002/sLsq17zZ1R3j43Wae/LAVj8PKfxwxjQVTq6jzOgsdmmySCvdiCTbB67/B1Po+hn8KHPafpKqmY6tUxYehlGu/HUoilWZ9d4RbX1rNe029TKpyc8UxM9ijwYvfNcydV4ko9K7N7vea3wLveDj0Sqjfu2jv9DAMg6aeKPe/tZ5nlrbjd9v44lHT2W9SJbXeHPvqYEt27tu3b4V0KpvZvvcnwT9p7IOXvArSd3vXw6K/wtK/Zy9WHPIVaDx0uy7ER3raMLcuwv7mbzFHOok3Hov5oMugcgo22yjvgEynoHcdvPlHWPtSNpnhiK/DuLngUfULKR67qt9+uCHA6b95hR9+ah9m1G1zITEdh4+fzvbVHIk+//vER+w5zscvPrffTotHpNwU/Hg5Gc3ugxfemT1Gc9fA/heSrp7BsoiPb/+rnel1FVx+5HSmVLvxDXc8K7IbKHi/HaF091rMq1/A9N5dkE6Q2etM2OcszDXTCx2ayJgrlX67XYItsPqFTeMsCZh7Lsz5lMZZikSktw1r90osr/0SS7CJ5PgD4NArSXsn4vSU2XdRStKYJgnceeedQ7ZffHH+MuybXXfddZx66qlMmTKFvr4+7r33Xm666SaefvppTjzxxGGfX9Y7hHIV6swOQLmqwJ67jHOpCvV2gJHB6a3Bas1TekaA8u676XSGQCyJ1WzWoEsRS0V6IRbAsLmxeXPc8SqDlHO/HU48lSYcT+GwWvA4Rvn7nghBtBesrpK5CJlMZwhGk9gsI/wdi/Zk58J0VWWnU5CiUrC+m05DrDdbVcJVucObCwd7MFJxbJ5KHI4dTL5LxSEeAqs9W55ZpMjsqn771ppuzvnD6/zss/MGV4hZdC8suic7pcxZfwLHwNf98VPLqPU6uPXzC3ZaPCLlpmiOl+Ph7D7YZMpW0HFV0htJEEmk8TqteJ06TxXZrGj67Qgle5rByGDyjcNqVfVS2T2VWr/dLtEeyGSy4yzmMS0gLiMQ7evGSEaxOH043BpTkOIxplclR5IEMJz29nY+//nP09LSgt/vZ+7cuSNOEJASVVF8JZZ3lopKXWgUsFjMVHtKuzrG7sDqrgR3ZaHDkBLhsFpwWLezrJu9InfZ1yJms5ipqRjF75hLU3VIDhbLTk2M8fh24vfM6ij5SlYi2yMcz04X4LRts09LhOGDB2HiAbDxPVj7Csw+bcAqTpuFUEzTDYiUBIcn+9hKpdtOZXndpyGyW7JV6W5ikd2CxlmKmstbXegQRHIq2K3LsViMRCIxYNlIsrj+/Oc/76qQRERERERERGSTcGJzksA2dyO1fZQtZzr9WEj0warnciYJdIbiYxWqiIiIiIiIiIzCmNYdCYfDXHnlldTX1+PxeKiqqhrwEBEREREREZHi0F9JYNvqOK3vZ+9WcldD/Rzo+BhSsQGruGzm/ueLiIiIiIiISHEZ0ySBa6+9lueee45bbrkFh8PBn/70J37wgx8wYcIE7rrrrrEMRURERERERESGEI6ncVjNmM2mgQ0ti6F6Wnb+ct8kMDLQvXrAKk67hUgiPYbRioiIiIiIiMhIjWmSwOOPP87NN9/MWWedhdVq5cgjj+S///u/uf7667nnnnvGMhQRERERERERGUI4nsJl36aKQDoBPWvBPyX7f28DWGzQuXLAai6bRZUERERERERERIrUmCYJdHd3M336dAB8Ph/d3d0AHHHEEbz00ktjGYqIiIiIiIiIDCGUSA2eaiCwIVs5wDsu+3+zBbzjoWv5gNUcVgvhRArDMMYoWhEREREREREZqTFNEpg+fTpr1qwBYM899+SBBx4AshUGKisrxzIUERERERERERlCJJ4eXEmgd13234r6Lcu84wdNN+CyW8gYEEtmdnGUIiIiIiIiIjJaY5okcOmll7J48WIAvv3tb/O73/0Op9PJ17/+db75zW+OZSgiIiIiIiIiMoRwPIXDus2wQe86cPrB5tqyzFMHwY3ZCgObOG3Z54U05YCIiIiIiIhI0bGOxYtkMhl+8pOf8Nhjj5FIJNi4cSPf+973WLZsGQsXLmTmzJnMnTt3LEIRERERERERkREIJ1I4bdtWElgPFQ0Dl3lqIJ2EcGd/hQHXpueF4ynqvI6xCFdERERERERERmhMkgR+9KMf8f3vf58TTjgBl8vFr371K9rb27nttttobGwcixBEREREREREZBRCuSoJBJqhcsrAZe667L/BDf1JApuTC1RJQERERERERKT4jMl0A3fddRc333wzTz/9NI8++iiPP/4499xzD5mM5iYUERERERERKUaheAq3fatKAkYGQm3grhm4oqsKzJZsksDmRVtVEhARERERERGR4jImSQLr16/ntNNO6///CSecgMlkYuPGjWPx8iIiIiIiIiIySqHYNtMNRLuz0wq4qgeuaDaDu3ZAksDm54UTShIQERERERERKTZjkiSQSqVwOp0DltlsNpLJ5Fi8vIiIiIiIiIiMUjiexrV1JYG+1uy/7urBK7uqoK9ly3/7pxtI78oQRURERERERGQ7WMfiRQzD4JJLLsHhcPQvi8VifPnLX8bj8fQve/jhh8ciHBEREREREREZRiie6r/YD2xJEnBVDl7ZVQnBLdUCHbbsPQkRTTcgIiIiIiIiUnTGJEng4osvHrTswgsvHIuXFhEREREREZFRMgyD8LZJAqE2cPjAYh/8BFcltCwGDMCE2WTCZbMQUpKAiIiIiIiISNEZkySB22+/fSxeRkRERERERER2gkgijQE4t60k4K7K/QRnFSSjkAiB3ZtdZDMT1nQDIiIiIiIiIkXHXOgARERERERERKS4hDdVAHDZt0oSCLeDozL3E1ybkgdC7VsW2S2E4sldFKGIiIiIiIiIbC8lCYiIiIiIiIjIAH2bkwQGTDfQAS5/7ie4Kress3mRzUJIlQREREREREREio6SBERERERERERkgMGVBAyIdoMzT5KA3QMW28BKAjYLoU3bEREREREREZHioSQBERERERERERkgFNumkkA0AOkkOPIkCZjM2QSC8JYkAafNQiim6QZEREREREREio2SBERERERERERkgM0VAJybkwQim6YRyDfdAGQTCCJd/f912S30xVRJQERERERERKTYKElARERERERERAbYnCTQX0kg3Jn9N990AwBO78AkAZuSBERERERERESKkZIERERERERERGSAcDyFxWzCZjFtWtAJZgvYPfmf5PBvSSYA3HYLfXFNNyAiIiIiIiJSbJQkICIiIiIiIiIDhOJp3HYLJtOmJIFIZzYJwDTEMILTB9FuwADAZbcSUiUBERERERERkaKjJAERERERERERGSAUT26ZagCy0wg4fUM/yeGHdBJiQSA73UA4nsYwjF0YqYiIiIiIiIiMlrXQAYzWDTfcwMMPP8yyZctwuVwcdthh3HTTTcyePbvQoRVEMpnEGlgL616H1g9g/FyYcggp/1RsNluhw9shyWAr1lgvxvKnMAU3wrSjydTvjaVmWqFD22Hru0MEomme+rCFeDLDiXs3ML7SyZTqIUp3Sllq6uxjXU+U55Z14HNZOWXOOKoc0FA9xFyvMubWdIZY3NTLoqYA02rcHDGrltoKM363+myxS4W7MUc6Ma15ETpXYExaQGrcfNak60imMzzzYTPJtMEJ+0zEZTPz2OIWfA4zJ85wU0OQblcjKzvC1FY4WNzUQ0tvlIMnu9jLl6Da6MaobCRiqmBNd5Rnl7bhdVo5ce/x2C0mnPEOaqJrsLirYMO70LseJi+Ahn2JmRxYot1Ylz+BKZOG6UdDJoPJPwmCG2i2Tua9DljcGmdmvZcDp1Zjt0IonuHpj1oJRpMcu2c9U6pcNBpdEFoPK5+B8fvCuP1g40JoXgh1e8C0o0nZvFhi3RjLnsAU6cKYeQJGzSwCtnFUe50AtAdjdEcSLNkY5IMNAWbWVXDErFom+F3YrEPklfa1QucKWPFvqKiDPU4B73hwVIz677WxN8ri5l7eW9fDzAYvh06vYbzfidWivNZyF+negKVnLSx/CsPpx7zXJ4jbq/BWjxv1tvp6u+iMm3l+aQutwQRHzqphVn0F42qqtiu2eNd6aF+Kac2LZHyTsOxxIil3Pa6K0e+rN3b10RPL8NRHrUQSKU7Yq4FJlU4m14y+vwCs7gjx3vpePtgQYFZ9BYfMqGG814rb6Rz1ttZ3hekIJXj6o1bMJjh5zjhqPQ4m17i3K7Zi1RqIEoimeGZpGx19cY6YVcvMugqm1mqfvq1wPD0wSSDcDY5hkgQ2JxFEOsHpx223kDYMYskMLrtl6OeKyJjoC4Vp60vwr6UdBKMJzt+3ggqXg9awwdPL+0hkDI7eo45QLEksEmK/OqhKttFtG0e3uZpEPMYkr5nx9jihtIXWjI+XVnSyvivCAY1V7DvRx9S1D4GRhsbDwF2bPUbcLBGiuy/Cht441bYE48wBzMseh3QS056fyB5HVk8dEHNbdy/re6I8t7Qdj8PCSXMm0GDtw//hPYABe30C/FPAXT3kezcMgw29URau6+GDDQH2meBnwdQqJvhdmM2mYT87IxaEvhZY8S/obcq+v3H7YvinYLaW9hiclJ/m7hA9kRRPftRKYtPY4zi/k8YaHfPsTpp7ItnzheZe9hzv48Cp1UyodGEZwW+elIZ49wbs0XZY+jik47Dn6aS8E7FVTyl0aAL0RiJ0hjK8vKKDdV0R5k+pZN9JfqbVbt8YgMjOZjJKLKX/lFNO4dxzz+XAAw8klUrxne98hw8//JAlS5bg8Qx/kBMMBvH7/QQCAXy+YQY4SoCx4V1Mf/kUxAJbFjorMS56BNPE+QWLa0clAm3Yml7F9PB/QCa9paFmJsb5D2KqmV644HZQU3eIu15v4taXVw9YfvQetfzwU/swWYkCOZVb3wVo7g5z1X2LeHd974Dl3zltT87ct4aGqsqCxCUDLW/t48I/v0l7X7x/mcNq5vZLDmTepAo823EhZndR6H6bDvVg7vgA073nQDLav7z7xF/yu+4D+fOr6wasf8Je9Ry3ZwPfeeQDAL5/xt4k0xmqKxx866H3SWW2HDJNqnLx18/UMunlb7H2mF9zwp9WkN6q/TunzOJc+6vZ9/3oFZDa8v3htJ+Raf0A87t3DAx47udg5oksd+7D5+5roieyZQ7np792JC+t6ORH/1g64Cn7T67kV+ftx5TfTIf6mfCpW+CesyDUvmWlU36MYbVheuLrA55rjJuLcc5f6LSOI5XOsKYrwjceWExrMNa/jsNq5s5LD2LB1KrcF+oDG+C+86Bl8ZZlJhOceTPs9clRJQqs6ghx7h/eoCO05bNy2szc+x+HMG9ypQYxxtBY99149wYsj/wH1qbXBi4/4XqSe59FxSgSBYK93by8Jsh/PvARW3VJZtV7uOPz+zOxdnQX9pNda7Hd+xnoWrVlodlC4qy/kGk8AucoEgU2dIe4f+FGfv3sigHLD51ew4/P3nfUx4BLWgJc+Ke36A4n+pe57Rbu+sJBzJvoHVXCcFN3hB8/tYzH328ZsPycAyZx5fEzyyaRtaU3yuuru/ivBxdv8/2o4NbPLyjpRIFd0W+/8cBiPtwQ4PufnJNd8MiXoLIR9jo9/5NiQXjhBjjhezDpIN5d18NP/vUxb/2/46n36phJZFtjvc8NhkI8uLCZ/3syu1/7yiF1XLqPhZsXZ7j97fYB6548p4EjZ9Xx0399zP3nTmbWm99hxUHXsyTsZZo7wqzUSt6xLeCLf1lIPJXpf954v5O7vnAQsx49HbpXw2fvgHH7QEUDJEJ0tLfwoxc6+dKBVcxe9SfMb906MMjZp8EpN0DVVABau4N846EPeHV174DVvnXMOM43nsD/5s+zC/a7EE78PnjqyGdpS5DP/fF1gtEt06D4nFbu++Ih7D1hmH16PISx5iVMD1wEma2mUamahnH+A5jq9hj6+VI2Cn2eOxLru8Lc9fo6/vTKmgHLj51dxw/OnFM2x3YytOWtfXzuj68PGFvw2C389YuHsO9E/5YppXYDpdBvt0eiuxnbm7/F9OYtA5Ybs04mc+pPsFQ3FigyAQhEw7zfHOE/7nxnwLFSg8/B3ZcdzKwGbwGjE8kquduynnrqKS655BLmzJnDvHnzuOOOO1i/fj0LFy4sdGhjLtO1GtNDlw5MEACI9WJ66AtkulbnfmIJsCUCmB6+fGCCAEDXSnju/0gG23M/sQRs7I0PShAAeHF5J88v6yhARFIIkWiU+99pGpQgAHD9P5fRGRn7mGSwpu4w3374/QEJAgDxVIYr7nmX9pDm2C1mplg3pgc+PyBBAHc1KyoWDEoQAHhmaTvxVJoZddkL299/fAlHzKrjOw9/MCBBAKC5J8oPXgkTHn8QdUtu4+Q9awa0X//UCjZMOhWe/NbABAHveLC7BicIALx/P2mThR+8FBhwEt/gtZFMG4MSBADea+rlvreaCF/9AZz0Q3jsPwcmCJit0HgIpn9cM/jzaX0f0xu/w5aO8NrqLn717IoBCQKQ/a5fftc7tAXjg55PKgFv3DwwQQDAMODvX8lWGBih7nCcr9+/aECCAEAsmeGyO9+mbZu4pHwkEzGMRfcOShAAcDzzHeyx0R0b9SRMXPXgErbpsqxoD/OrZ1cS6guOeFvRYDc88/2BCQIAmTT2hy/GHO0cVWxtfYlBCQIAr6/u4h8ftJJKjXyfsq4rzDX3Lx6QIAAQSaS54p53aQ7k6LNDWNzUOyhBAOCBhc0sbwuNalvFLBRP8c2H3s/x/Qjxm+dW0Nk3us+t3IXjKZz2rYYMIt3DTzdgrwCTGcLZ/rG5ekAopmMmkWLQEkj0Jwg4rGY+v4+NlX32QQkCAE9/1EbGMKhy2/nK4210zTqHKR/dwpq2bvaKf0hr/RF89d73Bgx6Z18jxv/8/UNaPnEHxIPwxNeg/ePsVCShLhY2R1jcEmMPS8vgBAGAj/8Ja18BIJVK8Y/3NwxKEAC46YVWmhvPApsru2DR3dnqXXm0B2N86S8LByQIAARjKb74l4XDHm8afS2YHrpkYIIAQM8aTM98l0zP+iGfLzKWNvZGByUIADz/cQcvfayxx91BZ1+cr9z77oCxBYBwIs0X71qY+xxfSo41sHpQggCAacXTmFc/X4CIZGtdIYOv3P3uoGOltmCc7zzyAc094QJFJrJFySUJbCsQyF4gr67OXVIsHo8TDAYHPMqFKdoNPWtzN/aswRTtGdN4dqr1rw8+8drEtPQxLPHesY1nJwnFEtz7Vv4Tx7+8sY61neUzELsjyrnvAnSEU9z7ZlPe9kfe2ziG0Ug+ffFUzkQOgEA0SXNPNGfb7qqo+m0mBcFm2GZfGNvjTG5fnP/v9vC7Gzht3+xdy/VeB0tbgoMO5jd7bnk33Y2foOL9u/j8vq5B7Q+81w4T9h+4cK/T4YOH8r6+5Z1bOXj8wLt/f3fBAh5btCHvc+57u4n2pBucfmhZNLBx3nnw8ZPZC/c5mBbdiy/Tg89p46013TnX6YunWNuV48Ql3AELb88dlGFkB3hHqDuc4P3mQM62nkiSloD62q5UyL6b7OvA+W6OCwSbLb5vVNt7fUX7gKoeW3v0/XZ6R3Gh0hzvxfbxY7kb00kyzSNPUk6n09z3dnPe9nveXEdz78i/532xFMta+3K2dfTF6Qwlcrbl0twT4c7X1+Ztv+u1tbSVSR98ZWVn3u/HE++3EIgmc7YVo7Hot33xJE7rpikCklFIRsAxzN0uZnO2isym/W9/kkBcSQIiUPjj5b+9u2VfdOiMGrx9a/jz4vwZ6g+/u4FT9xnHqo4wXb69cS25j/P3tuNY8U/WdEby9u03VncTtGwap+tdD4kQRHsJdLXwx3dDfO2oiZjf+XP+QN+6FbrX0tHbx+1vDk5i2+y+pXGYdvSWBa/9OlvRJIeucIL13bnfa3NPlK7QMBfMWhYPTP7d2vKnMSU0llOuCt1vRysUS3D3m/nHHu/S2ONuoSscZ2V77r9zazBG53C/eSWu1Prt9khGg5jezr8vNb19K4muwTfIyNhZ1x2hL8+x0ttrewjF0jnbRMZSSScJZDIZvva1r3H44Yezzz775FznhhtuwO/39z8mT548xlHuQvlOTvrbS/euOyPSlb8xk8qbQFDs4ukMvZH8g4+BaJJMnoHL3U1Z991NgrH834Wu8MgH92XXiSdzXxzerJQuJoyFouq3mfTgSjtAyu6jJ5r/IDwQTeKxWwHwOKz0RPL3xYwBiQyQCOG0Di7T1xFKYti2KeNor4Bob/64o734HAP3A36XdcjfhEA0CSYgnWMdd3X2zs98EiFMhjGoUsK2grm+60YaEkNkPYdGXvUnXyLGZn26A3WXKmTfNWNArDdvuzUyuupRXUMcZyXSGdJDf9UGSicGV7XaihEeeSWBRDpNIDp0Px7NIWA8OfRgQngUF2RTaWPI/VkgmiQxqg+ueG1beWFr8VQmbwJBMRqLfhuMpnBv2icS3bQvcYxgig2Hr399l02VBES2Vujj5a0roXnsFtKZ9LDHxpt/B+JpIBXHThpsbnqHORcacHyXzo5fJdNpAtEUVY4MptgQN7bEeiGTIgMEhti3d0QhY9tqeqtob7ZiwXDxbEc7Q41TGZncx+JSFgrdb0crlkznPn/bJBBNki6t2YdlOwz3mxZJlPexWan12+2RScUxDXEuTawXk6GL0IU01DEMjODYQ2QMlHSSwFe/+lU+/PBD7rsv/x1G1113HYFAoP/R1JT/zt2S46kDiz13m8U+5Dxsxc405bD8jTUzMazusQtmJ6rxODl2dv6/y2Eza/E5rWMYUfEq674LOC0GB03LXQEF4IS9Srf/lhO/y4bflX9O51n1I59vfXdQVP3W6sBUM2vQYs/GNzhpuiPv0w6ZXsMHG7LJBRt6osybVJl33Ql+J95YC5mJB/Fe2+AD/0/MqcHUuk0p/o2LYOrhebeZmXkiC1sHniQ89E4zx+1Zn/c5B0+rxm42gc2dvTCzteVPw4xj8z7XmHQgKbMDwzCo9uQ5pgD2yDVPmr0CJi7I+xz2OCl/2zYq3fa8+z+TCRprNGfmrlTIvpu2ukg3HpW3PbHHEHOf53DojNq8bbMbvLhHcZiVsXmgenredkvjISPelstuH7IfHza9hgr7yE/Nqjx23Jvu0N6W2QQTqwZXN8mnxmPniJn5P7ej9qijrqI85pI/bEZN3rbZDV6cttyfaTEai34bjCW3fM82J5xtu5/JxeHtv5i2uZJAvjtoRHY3hT5ePm3Olt/7jzYGwV07zLFxNR9uDOC0mamxxGDcviwPmEk5/ew9Pv/vQW2FHa9jUxKtxQbuGrDY8Pn8HDPNzZOr4mRmnJA/0GlHg7uaCoeNw2ZU5l3t9OkWzK2LtizY49Rsda0cajx27Jbc+1q7xUxtRf7PAYBJQxz3VjZmq6hIWSp0vx2tWq+LY4YYezx8Ri1+jT2WvWqPvT9Zc1sWs4kGX3kc3+dTav12ezi8dRgzT8zbbkw7moyragwjkm3NHpf/2KDaY8fn0m+xFF7JJglceeWVPPHEEzz//PNMmjQp73oOhwOfzzfgUS7Sdj/GIV/N2WYceiXpPCdGpSDtHY/RmPsiinHi/2GpmTq2Ae1ER8+uY7x/8IGY02bmiqOnU+sb+aBuOSvnvgvQUOXj2pNnYzUPvvt4Rp2HfSaU1/stVQ0VFq45cY+cbZ/ef+KoLujsDoqt36bsXox55w9YZmp+k5MnZ6jLMQjosVs4fe54/rWkFYDGGjcmExy9R+4Blu8eV0/Du7+g4/Dv8fu3Bt6t31jjZr+qBDTMGfikNS/0D3oO4qyEPU9j3/qBiSl/eHkNcyb4mFE3+OTCajZx7cmzmfjOTbDkETj6WwNX6FgGnnqMcfsOfj2TGU74Ad2WWuoqHHz12Bk53+eZ+02gpiJHAoG7Gk69MbudbY2bC7W5+04u9V4H156yZ8628w6akvv1ZacpZN/1+OtIH/fd7AWEbdXMGDxlxzAm+e0cOGVw/CYTfO+0mdTV5E/Q25arZjKJE2/I2ZaaegxpT8OoYjt4WjWTcly8d1jNXHX8LOr9I0+GqfGYufLYmTnbzj94ChW2ke+fvC4bFxzcmDNRp8pt49P7T8SZJyGh1EyodLH/5MpBy00m+M5pezKlpnQSkcei3/bFUlslCWy6g9Y5gotgDi+EB1YSUEUYkaxCHy/vO8nPtNrs/mZtV4SPk3V8YqaD2hzHWl6HlVP3Gc8zS9q46vAG6j78I+2H/4C/LUsQ3udCKo0Ap26apmtb3zx5NpM+viv7nwWXgaceXJXYvbV8fv9Knni/NZsIWJFjX2qvgEO/Au5q/N4KrjlhVs6L+5OrXRzgC0DXyuwCVxXMvxAsuQfcayvseY93v3z0jJyfwQCeOowZx+dsMo7/Lml3/mRAKW2F7rfb49jZ9YzLcRHYZbPwpaOnU+vV2GO5q6tw8LUTBt84AXDZ4VOHT4wqcaXYb7eHMftU8I4f3GD3wGH/icOjJIFCqnBaOX1ujr8P8I2T9qDBm//GNJGxUnJXNwzD4Morr+SRRx7hueeeY9q0aYUOqWCs/gaMAy7FOO1n4JuYXeifhPGJn2MccClW7+gGLouJtboR48xbMA67eksW+Lh9MS54mGT93MIGt4Om1VZw938czJn7TcBmMWEywZEza3noy4cxzl8eA7AyMo1+Cw986RAOnJo9YHNYzZx74GRuu3gBjbXDzPcqY8LjcnH8nrX8+tz9mLrpwkFthZ1vnjyba06cxcRq3S1SzGxVk8gccx3G8d/bUl2nejrjaefe/1jAJ+eNx2rO/g4ft2cdf7p4ATc9tQyL2cTFC+r580X78XFLkPMPmsIXj5zeX1Vij4YK7jpnKofFXiJ58o+JV+3BtE3fD4fVzPkHjOPuS+bjaV8Ic86CI7+xJSmgZiaYzKQveYr0XmeC2ZK9yL7HKXD+A5hifZzt/5hfnjG5/2Jig8/BqvYQf754AecdNBnnpot/CxqruP9LhzDRZ4Xmt+Dln2e3/+k/bLn7uaI+W73gnL9gHHh59kQRMCYtwLjkH/T5ZlLtsbPXBB8HTa3mJ2fPZfqmgeNqj51vnTKb//7E3lS68wyaNuwDX/jXlooCdg8c8lU4/z7w5h40zvm3spg5fe54br5gPo2bPsu6CgffPWNvrjlhD3xOnTiVs5R3EolL/k2m8YjsAquT5P6Xkjj/EZw1U0a1rfqaan5z7lyuOGISFY7sRYI5E3zcf9l85jSMfiAsNf4AEhc8mv2uAzj9xA//LzJn/g5X9cRRbWtqbQV/uewgzpo/EYc1248PnVHDg186lEmVo/uO+91uzpg3np+cPbf/t6Le6+D/fWIvvnTUdMZXja76xpQqBw9++TBO2Ksesyl7d9Epcxq4/0uHMj1HglKpaqzx8Ktz9+eyw6f2fz/2mejjL184iJkN5fM+d5bQ1kkC0W6wOsA6grvOtppuwGYxY7OYCA0xzZaIjJ3x1X7uvnQ+Fx6U3Rdd8VgLDlcFD31+D86Y24DVbMJsyl5g/N0F87ntldX8+LSJnFe3huCci3gjNoVT9h3HqoiLcZY+vnPKLL5+wiyq3Nn92Iw6D7dcMJ8j6yLY3r4FTvphNkmgqjEbgHcck2t9PPKFvfn1wgTJix7HmPMZMFuzGVszT4QvPAX+xv6YJ1e5eeTLB3LY9C3nzectmMhfPzeF8U9/KXssvdcZcNm/s3f05+GyW7no0Kn8+Oy5TNh048Z4v5ObztqXiw9rxGUf+m4+U+UUOP0XGEd+I5vcC1C/N8a5f8WYeCBWV3legJLSNK2ugnu2GXs8alYtD335UMZr7HG34LBZ+OyCyfzyc/sNGFv40af24UtHz8Dj0B3M5cBcM4PM5x/H2OfsbOK9yYQx43iMS58i4c1/Y62MjclVHr51yp5cc+Ie/dU7p9d6+N35+3PUrFrcjvJO1pHSYDKM0pqE6Ctf+Qr33nsvf//735k9e3b/cr/fj8s1fBZkMBjE7/cTCATKKoMs07kKk5HGMFkw1+bOjC5FqWgAc7gTMMiYbFhr8p/wlZrOYJRgPI0BuGxmJlSWzp1LhVCufRegpaePaCqbtVXlMuOvUFntYrS2M0TaMDBjYoLPhkMHcsMqln6biUcwQq2YjDQZk40uawPpVBK/LUVvPFvNw2vLYBjQl7FjwaDGFsOeCpNyVtMcsWC1mEmmM1hM4DASVJkjJM12PJXZO4Z6g0HCiQwmE1R7nPQlTWQMA3+yA4fFhCkdI3vAZSZp95HJgMlqxxTvxWqkMJnNmAwje2ElFgCzjda0hxjZk4hKl5VANInHbqMvnp2f1W41MdmRzCYaZJKQCGUHST0N0Lcxu8xkAf9ksFhJRYKYox1gGKTNDhKuBjyugRf/e8IJ+mJJUhkDl81Cvc+JJUfFk0Ei3Zte35JNyLBu/53/7X0xEqkMVrOZeq8D80heX3aqQvXdcE8b1nQUAxM4K3FWbH9VrGgkRE8kQSZjwmnJUFuTv8z8iLbXvRFzJo6BGYu3AZtj+8tz9vRF6I1nf3NcVhhftWMXp9d2hkhlDCxmE5MrnVit2z/g1xqIEklk56302K005Kh+VQ6CkSRd4TgZI3sRu5QqCOSzs/ttPJVm9n8/xZePnpGtqPP2n2DtK3DkNcM/uektWPJ3uOhRMFu44u6F/MeR07jyuNx3s4nszgq1z43H43T1xcgAFaY4fmuaUMZCIO0ghQWzyYRBBoeRotYaIZY202PyYjMZmNMJ6its4PRBqIMEVjZEbWQwsJlNTHElsolCJjO4asCVY3+eShAK99GXtOC3JnGlApgwwOYB/4ScMXcFgkQSGcwm8LvtVFgyEOslu0OtGlW5/7ZgjGQ6g81iHn3J7WQcI9gERgZMVqhsxGTRRdfdSbGc545ERzBCXzyjscfdXHswRiKdwWox0+B1YDLtfufYpdRvt0e8rxNrPLsvTVk92Ctz370uhRFNJGgNJkhnDKxmE1NrlaAuxaPkUsZuueUWAI455pgBy2+//XYuueSSsQ+oSGxODCi3XbzV5e8/oSy5shfDqPW5yD/7q+xOxlepakAp0AFc6TI73ODI3llvBrJ1drKJhdum5GwZwsyeNFqBqTnHUarZ+jJ4pc9H5Vb/d/aPNU7uX7Z5Hz3g8rknx8mpJ3sxc9v78Cs92Y3m3XdsPYVB1eCkOqvbB+7s65mBXPctV3nsVHm24wK/uzr3FArbod5bnhclZXieqp1XBcvlrsC1E8dAXdW5L1hsjyqvm52569+Z+6dx/t2j9KzPbcPnVoWSoWyeHmBLJYGekV+Ac/iyF89iveCuwWW3aLoBkSLjcDiYsE3Ss3fTY7AqKoCcvwAVddiBads2DndcaLVT4a/Zapv550/frMbvY1DK3ygSA7a2Q3Nx2xyYanJP+SNSbOp87hH0Lil39TvymyclweGtBW92tEiTNRYfl93OtFr9ZaQ4lVySQIkVPhAREREREREpKYOSBCLdYB9hdotj03qRLnDX4LZbCCpJQERERERERKSolNvN2SIiIiIiIiKyA/piSQDcm+fojnZvufg/HMemKjnRnv5tBDdtT0RERERERESKg5IERERERERERKRfzukGnCNMErB7snORR7r7txGMKklAREREREREpJgoSUBERERERERE+m2pJGCBdBwSYbD7RvZksxnsFQMqCQSUJCAiIiIiIiJSVJQkICIiIiIiIiL9gpsqCbjslv6KACOebgCyVQei2ed5HBYlCYiIiIiIiIgUGSUJiIiIiIiIiEi/vlgKh9WM1WzurwgwqiQBe0V/koDbbqVPSQIiIiIiIiIiRUVJAiIiIiIiIiLSry+WxGO3Zv+zPZUEHL7+53nsFoKxFIZh7OQoRURERERERGR7KUlARERERERERPr1xVLZqQYgW0nAYgOba+QbcFRApAsAt8NKKmMQS2Z2QaQiIiIiIiIisj2UJCAiIiIiIiIi/fpiSdybkwQi3dnpA0ymkW/A4YNYAIxM/3aCMU05ICIiIiIiIlIslCQgIiIiIiIiIv0GVRJw+Ea3AbsXMmmIBalwZKctCEaVJCAiIiIiIiJSLJQkICIiIiIiIiL9AtEkLtvmJIHu7PQBo+H09T9XlQREREREREREio+SBERERERERESkXyCa7K8AQLQLHN7RbWDz+tEe3PbNlQRSOzFCEREREREREdkRShIQERERERERkX6BaBLP5iSBSA/YR1lJYPP6kS48DlUSEBERERERESk2ShIQERERERERkX6ByKZKApk0xILg8I1uAxYr2D0Q7cZuMWM1mwhGlSQgIiIiIiIiUiyUJCAiIiIiIiIiAKQzBn3xVLaSQKwHMMA5yukGIJtYEOnBZDLhcVgJxjTdgIiIiIiIiEixUJKAiIiIiIiIiADQt2lagAqHFSLd2YX2UVYSAHB4IdIFgMduoTeS2FkhioiIiIiIiMgOUpKAiIiIiIiIiADQG8kmCXgcli1JAttVScAL0ezzK5xWeiKabkBERERERESkWChJQEREREREREQACEQ3JwlYsxf5TWawe0a/oa0rCTisqiQgIiIiIiIiUkSUJCAiIiIiIiIiAPRGt5puINqdrSJg2o6hA4cXor2AQYXDSndYSQIiIiIiIiIixUJJAiIiIiIiIiICbFVJwG7NTjdg923fhhx+yKQgFsTrtGm6AREREREREZEioiQBEREREREREQGySQIWswmnzZxNEnBUbN+GnJuSCyKdeDXdgIiIiIiIiEhRUZKAiIiIiIiIiAAQiCSocFgxmUybkgS827chx+YkgS4qnFYC0SSZjLHzAhURERERERGR7aYkAREREREREREBspUEPA5L9j/R7i0X+0fL4QWyiQZeh5WMAX2x1E6LU0RERERERES2n5IERERERERERATIJglUOKyQSUMssP2VBMzm7HM3VRIA6NGUAyIiIiIiIiJFwVroAEbrpZde4ic/+QkLFy6kpaWFRx55hE996lOFDqugjO612Ts8+lrAOwFclZiqpxU6rJ0i1rkec7gNI9qLuWoKSbsfd9W4Qoe1w2KRXuyRTgg2QyoBVVNJ2Ctx+usLHZqMsXBvB/ZkgEz3OrC7wTseo6IBp9NV6NBkK0b3WogHIdAEnnpw12CqmV7osGQkepsxEiEItZLJGCR9U1gfc+F1O6mjF0vvWjDSUDUVTBboXA4OLz3ePehO2kikDRIZ6A0nGO+1UeuxUlO56Y7KZBRC7USiMTrMNZjSceotEQyLFWsqSiawAZNvHGaHFyPSTSbchblyEmmHH2toA6Z4CMM/CbPZQjgap8tahzUdo84Sxm7Es3GF2sDTQMbpJ5NK0J7x0xq1EEmkmFTtwWKxYKTiGFho6g7htlup8zpIZMyYzGbi6QztvRGmVjsZZwliDrVgxMOYqqbQZ6nCbiSoMELQuw5sLnBWZl/X6iJldpLChDXSiSXagamqMfu+wx3Z9149AzAwBZrBYiflnUibUcnqzgiVTgv1tij1tjhps5VMqBMjFsBcOZmovZrlvWaSGYM9q034MwHMvevA7sn2r0wqG0/lVNpM1bSHUvRG4kyo8lDrtuL3DbxYFYwm6QonaO6O4HVaafA7GedzZstkb5JKZ2jri9PSGyWeyjC5ykVthQO3o+QOhctWuncD5kQf9K4Fmxt8E0i767C6/KPeViKRwBZcD+F2iPVC5VQydh+WqknbF1tPE+ZEMPu9dFZjVNRhrpmxXdvqjcTpDidpDcSIpdJMqfbgsVsYX7l9+/313REC0SStvVHqfU4q3TYaazzbtS2RzXojSdx2a/Yc08iAc/T9sJ/Tl00ScGxJEpiKvqMihRSKJnHEO7AmQ9ljzWSUTGUjMYsXRyaMObCejNVNwj0OTGZswXUYBlA1DQspLMFmjHQcKsaBkSHkqKcj5aG5N4rXYWJORRRbohcCzeCpw+SuyU5dQgZ8E8i4G2gLhmkJxInEk0yqqaDGZcXrrcgGGOmCUDsEN4KnDrzjoKKezp4A7aEknX0xZtQ6aTD3YQ1tyD7HPxkqGsDmHP4D6F0PoQ4It2XH0Dy14M99jBDv68Yc6SDT24TJ6cfwjsdRvX3HE7u1VDz7Xettyu5XKqdARX32/EN2mXSoA3MsMGDs0bB5MVeOL3RoMoaausP0RlM6Xyhj0VAv5lgPBDZAJompspGkw4fHV1vo0GQTo2t19vgm3J7dBzp8W8bYRAqs5EZGw+Ew8+bN4wtf+AKf+cxnCh1OwRldK+GhyzC1LNqybML+GGf9GdN2Dl4Wg2QyCe1LcN5/bvbEcLO9zyZ+4v/iqJpYuOB2UDTQgbP5VUx//yokQtmFFhuOo64lMfcC7CX83mR0oj0tWN+4Gdtbv82eKAO4qkicdSeRcfvhrtiBAVnZaYzutfD4VZjWvLhlYc1MjM/djal+r4LFJSPQsRw2vIPpyWsh3ocFsFhsTPrkrZi601j/eRUkwtl1LXY46r8gEaFl8ml8/8U1XHDoNK7/51KWtfb1b3LBlEp+/bl9meABPnqY7liG27v3ZcHEFAetuxXz4V/B8uR/YVn9THaw8oxfwkOfh+7V/dswzTgR47SfY733HIgHyBz2NT4edw4Y7cxb8lNs88+FF38MzW/3P8fSsA+JT9/OhfcsY01nBACzCb5w+DSOmlnNJXe+weZpnivdNn5/3r68vrqb/RrrePS9DXxnvyjOf1wC4c5NQZioPOdezBsXYnr1F9m7RSF7Iei0n0LTm1gXXIrt/ouysc88HuaeC//8r+xdpUdfC+tehdd+k72oD1gdXhwn38wDH9bx+JJujpxZw22nOLA9cP42+/KzaDzy+7y+ppe5S/+KeeHvB/wGcvovYP2bLN/3G3zhnvdo7on2P/XkvWr4v0/Oob4qmyjQ0RfnJ09/zIMLm7KD10Cd18FtFx/InAk+zGYTiVSaN9d089V73iW4qcy1xWziq8fM4NLDp1LlcWzf90t2GqNnLea3bsX05i1bvouuKiyf+RPp8fthqRj54EYyGsXW9SGm+y+Evtb+5eZ9P4tx3P+M+kTc6FmH+V//g2np3/uXmXwTMc69B2rnYLLbR7ytzr4Y7zX1cs39i+mLb+o3ZhNfOno65x44hcnV7lHFtq4rzDUPLGbhup7+ZbMbvNx8wXxm1FeMalsiW+sOJ/A6rJsu6rH90w1AtpJAuAuv0wZkExBEpHC6+mJUpjqwdCyFR7+cHbAGLCf9CHdwA6a3/gCZNGbA6qqCT/wcFt6ePUacdTI89W1IhDABWGxkjvoWS6rP4Lx7F+JxWHnzilnYnvjaNudOM+Czd8FjV0HPatKfvZsfvGzlqaXZ1zaZ4MIDx3P1cTOpNfXBw5dnjzM3m3wI6z95P1+8532WtfZx2YF17DN+Kdbnv5VNXAWwOrPHsHufmU1OyqdzBTx4MbR9tNX2D4JP/xG2udkm0duC+V//jW3JQ1sW+iaQ/Nz9WMfvg8ms4qwjEg/B8qfgsf+EZPY8BqsDTrkR9jlrxxLRJK90oAVz0xuYHrtywNgjR3+LzD7nYK7WxandwdrOMNc8sIh31/f2L9trvJffnj+fGXU6XygHod5ObE2v4nj8KwP6unHMd4nM+SzuaiUFFZrRtgTT/RcMGBc0ph+DccavMFVNLVxgIpuU3BHtqaeeyg9/+EM+/elPFzqUgjO618GjVwxIEAAwbXwP/v6V7IWtEpUJbMB295kDLyoAtiUPYXr7T8QjwQJFtuOc0VZMD126ZccNkE5iev5HWNsWFy4wGXOm1c/jePPXWy6OAUR7sP/1bGyRjsIFJv0ygRZ45rsDB7kAulZiuu98jK5VhQlMhhdozlZ++PtXIb7lIj8mC26XC9ff/2NLggBAOgHPX09myqH8bLGVg2bUcuOTywYkCAC8s76X7zy6hEAoAm/czOvmBXzYkWJ+1+OYGw/G/NJPswkCAMd8Gx7/2oATAQDrqn9jevFG4mffmR2EfeVnzE58xD5tj2KrnQav/25AggAAbR/i+vt/8J8HV/Uvyhjwp1fWsLwjwl7jtwyG9kaSXHznIs6YO55rHljED4+tpOGRc7YkCADUzMIS2ojp5Z9uuSgL2QSAv38F9r8I01/Pz8ZuMsMhX4FHr8i2VzZmM59f+UV/ggAA8T5qn7iEbx7swmo28Y1DKrDd+5kc+/K/4V/7JCdaF+F55+ZBv4E88iWSB3yBC+5cPCBBAODppV387oWVxGIx0ukMD7zTxAPvbEkQgGziwPm3vsHGQPa5G3pjXHr72/0JAgDpjMGvn1vJ66u7kSKw9hVMr/924Hcx2oPpvvMwRzrzPy8Ha3gDprvPGpAgAGD64EF47y+kY+E8zxwsHe2FN38/IEEAgOAGTHd/BoLrRxVbVzjBFXe/258gAJDKGPzu+VUsauod1bY29ET47t8/GpAgAPBxWx9fvfdd1nWN/H2KbKsrnMDrssHm/rdDlQT8EOkcUElARArHmezG0rcBHvx8f4IADfuA2YzpjZsH7Yt55Etw2NUw//Pw+FWDxjHMz/+QqclVjPM5+eUZU3C99L85zp1Wwf0Xwmk/hmgPtns/w38dsuUuVsOAv7zVwhPvt5D5+OmBCQJA514XcMVfP2BZax9eh5XL9k5T/a+rtiQIAKRi8NiV0LUi/5vvbYKHLh2YIADQ9Bb84xvQ17Zlc8k4xpt/GJggABDciO3uT5Lsacr/OjJQ92r422VbEgQgW1ngia9D+9LCxVXmzJFOTH/7wuCxx+d+iKljSeECkzGzoSfC/3v0gwEJAgBLW/q46q/v6XyhTDiibTgevnhQX3c8+z9YOvUbW2hG12pMfz130LigafUL8OwPyQRbChOYyFZKLklgtOLxOMFgcMCjbCSCmJreytlkWv8GJPpytpUCo+2j7AlpDvaFt2JsPpktMalkHBbeMfCCyFbMr/6CRHfz2AZVpMq67wLRriacr/4kd2M6QXrZP8Y2IMnJFA9gWvp47sbu1dkymNKvqPptXxsse2Lw7+3sU+GjRxhwVXkrpjdvYVIFNNZ4WNKSO/4XVnTRlbDQOffL/PL1Hi7fz4333d9jGj8X65K/ZVeyubOPQO4BROtHD2Dybsno9r75M5wuN0xaAKtfyP2eWhZzYF160OK7Xl/H2QcMLHsaT2V48eM2zjtoCramVwYOygHsdz68/afcr5NOwrJ/bim72nhYNqbNCQHzPgfv3Jb7uZk0tSvu5/R9xzEutnrLXajbsFstuF7/We5tpOKw4t9M8OcuF3vfwlY6+mK098W59eXVOdfpi6dYvOmi62OLNpDK5P57/+qZFXSG4rnj2I0Usu8aXasxvfKL3I3pBCx5dHQb3LAwm8ySg+mtWzGHRn4Sbg61Y3r3ztyNkW5oH90A69/ezf9d/P2Lq1g/ioG6UDzFi8tzJxQua+0jENXd2uVuV/bb7nACn9MK4a7sXYc7Ug7a4YdwJ3arGYfVTI8qCchurpD73EAkgSMTzV6E3/oC+37nDXFcmMgmr7YtyTuO0fDeL7lkfiWHTzAwLX0s93Z61kAylq1M8v/Zu+84uep6/+Ovc6bv7M723ZTd9IQUQkgghF4kokgH6R0VxYLYxZ96vYoi6uVyAQUbvVtQQQUFpUgvaZSE9L69zM7u9Dm/P07aZmc2u8lkZ2fn/Xw89gE539kzn5mdz5z2OZ9vIkrl5n8zp653AdLPX9xI8+hj+/xqa8U83t1iv09nzq6gesmdmV/ki7f0LgTeVU8rNCxLP7b62Z1FE0Ay2IDnrV+nf2y4nVTDu+nHpLdExC6AzuSF/+ld0D1MDavj3AFIRnvsDiAZcpb//C+p9vVDG5QMua5IgpdWpT9//u6WIF27FNGPRPmWt3sjGg3DG3dlPL/leuln9LQ3pB2TIdK11Z62MA3jvccxMpy7EBlKI75I4MYbb6S0tHTHT319fa5Dyp7IHjZuexofzvq7OzfahZHIzztQkpEQRtvazA9oX4+Z0sUKGOG5C5ikMu4kALhU2T08xEKZD6wBurZkHitAwypvI53pc6y41p6HNAOjfR0TAsYeD5i7owniJWPZ1B4m4LIg3I4Vj+y8kO4rh1A/B2PJONauJ2fb10NRlX2BvB/OWAdO0+i1bFN7D9XFfVvmf9AcYWptMWbL8r4rKq61nzOTluX2Y9I9tnhUv+9hUedKplS6cXWmv4BvP6iy3+9As/l9qkvSTwMQTaSIxpPEkql+21avagqRSll9ukHsamN7D/FkPzleIHKbu1a/nydaPhjc6lr6uYMw0gGpQVygTEYzX2gAaBt4N5nuaIK1LZnXtbGtJ2MBQTqhPXxHtYbyc19ZBm5/5W0imaIzHLenBwi32Bf0DGPPv5iJt9Ten0pECPhctHfrsymFLZfb3HA8gZFK9N3uFo/qf7+wbXX/+6jt66kvMTHjPb07EeyuazMExthP2bG8z75ec1eUuGO3oiSHm47ozu3juBIDV0c/+5jtq3sXQOxqTzeb7HqxOhHtfVfm7gaxD1DQ4hFoW5V5vGNt5r/XMDKsjnMHwIh3Y7RlzhOjYz1GUtvjkS4U7f94YaR3d8q3vN0bqUgPrvbMx79m+zr7mFZyp7Ofm0FTCYiro4fk3ogvErj++uvp7Ozc8bNx4whqCeYrzzxmGP2PD3PGqAMzD/qrsJz5OX+ww1OCNeqgjONWzUySjsHNRztSjejcBZI4oWZmxvH42AVDGI1k5Cmx50vMpGzCkIWSD4ZV3vqroHpG3+Xta9Mv38aqnc3ytiSlPlfGxzhMg4DXiadtBdNqi2mKGFAyGsPp3Xm3ZU8LBOoyrmNHp4Htz1sz027L7/TY7f0ziHkq+1xInFZbwsb2nj6PnVdXzJvr2kmNObTvitrXQU3m94G6+dCxLv1j9/AeBqsPYcnWMLHKftbf1dDvOlJ1C9jQ1vc1AZR4nPjcDjxOB6MC6bsNAMyuK8U0DeZPrMj4mANGleB1OjLHWSBym7tm/5/FsYcMbnVj5mQeKxmFZWbO7T6cPijK/Pmhtp/91d34PU4OGpu5Zfu02hJcjoEfmgV8Lhxm5gu3tYH83FeWgdtfebv9Tn+7k0Bb/3N7D4Rv2+e+u4VSn1PdW6Tg5XKb6/e4SBmOvtvd9nX9Hpsy6iBwZz5PkayexfK2JElX8Z6PnbYVKARrDu2zrzeuogh3bLebXZIxKnfZ3VveliJSnfmcCqPngjvDPNvbC2DTMR3gK9v5b6fXLmrNoN9zVrKT2w9j5mUeH3VQ5r/XMDKsjnMHwHKXYo3OvE9s1czEcurc40gX8Lno53CBqjQ3Gowk+Za3e8PpKyY6KvN3bLLmwF7nnSQHKiZmHnP5wF0ydLGIZDDiiwQ8Hg+BQKDXz0hhuYuxDjgl/dgBH8Py5PFrrZxiz3ecRvTIr+LaVn2eb5xuN9acCzK37Dzu63jKR6cfKzAjOXcBiirHEjvuO+kHvWWYU44f0ngkPctbgTX30vRjYw/p/+JRARpWeVtcDVM/3Pf7dtUzMP1j4HD3/R3DwDrsUyRSDpZt6uDIyelPDJ41p4YqT5KKtFYNZQABAABJREFUJb/mG0eXc/sbXbQv+BrGuheJzfuk/aBE1O4kkOEiYuzQqzFbVuz4d+eR1xPCZ7c6nXVW2t9JTDqRZzf2vev9E0dP5JE3eh/wlvpcHDKhkhdWNhOumWsXTexq8YNw+DVpnwdPCUw4xp52AOz27XWH2ssBljwMh30q/e+6imiZcCrPLG9irTUGysanfVjUFSB0zLfTr8NXDuMOJ5nhrupPH11HTamf2oCHL580Le1jagMeZoy2P38LZ9TumAt7d1//yHTK/Wk+CwUml7lrVE7EOv769IPeUph60uBWWD1zx12Ku7OO/jKpQRR3pQJjsY68Nv1g+QSsismDCu3k2aMpcqcvSrlu4TTqKwZ+AifgdXHGwelf5xGTKu27wGVE2195u/2usoDPZRe8ufdxvZ7tRQLNBLwumrpUJCCFLZfb3BKvi6izGGvMvN4XwBc9kHm/0FsGVVPtwoIM5zGa53+F+95u48m1Fta8K9KvZ8zcbXfM9YCvnMbKw/igsfed+l9fOIGallf7/Grl5n9z7BT7Jpgn322lZfYnwUyzb2c64MjPgytDEWlRBUw8Lv3YgeeAv3rHP51lY4ke9bX0jy0bD5VT049Jbw6XfdzgSLNfYphw9Jf7LUAZLobVce4AONxumHOhXeySzrFfxywbO7RByZAr8Tg5bU7644VjplRRkuEYeaTIt7zdGy63B3Puxelz3TBIHvt1ikqr+47J0PFXZyzasuZdgbX7uTqRHBjxRQIjmVk+Dj7yI6xZZ+2869B0YM06G076IWZZP3cwDnOeynHEL36cVP0ud1O7iogd+y1SM86wd3jzVNQ/GuuSP0LFpJ0L/VVY5/yWSGk/1WUy4sRr5xA95Vb7xMt2NTOIX/okRunIa4OVj8ySajjiWqxDrtp5YsMwsKYshLN/g9FfRajkVsloKJ+Ide69vb9vfeV0xqDrvD/0voBdXAun/xzzrXu4elIzHV3dXHXURD48s3ZHl2WnaXD+vNF87aRp+EtK4bRbmN30JJfOCfCsdSjhcDfWnAuIzf+MXYTw7x/Bwu9hTTp+5/M43MQO+yzWvCtw/e5S8JWTOu02VlljeNl3PN1GMcw4DWafa5/oBDBMrOmnEv/oT3n8/Z2tyAI+Jz88cxZjAq5erQIPqC3h4U/M43dvb+WHZ87mU39uZNOZf4BRs3fGEQkSd5dhnXlH785DVdPg7F/DW3djffweUpM+ZC//1w1w9m/s8e4W+OApOPV/excfVE6m8ew/8LV/dmBZ8MC7EeIXPoZVf9jOx7h8RI/5FuvLj+SuDbV0fvjm3b4DZ8JZv8L1j29xzyWzOHziztg8TpPPHVPPBfPrcblcGIbBwhm1fOvk6fh3ufB6UF0pj1x9OKNL7RPZdWU+Hv304Uyu3nmXUlmRi/89/2AOHDPyThTko1T1TKxTb+n9WayejnXpn0iUThjUuoyqyViXPA5jd7mjwu3HOuFbWFM/itM58JNhDrcPa+bZWMd8tdeFEat+AdZFv8OsnNTPb/c1OuDlgU8sYFKVf8ey8iIXP/34QUyoGtwJ8tpSL9ctnMrH543dMQWJYcCHZ9Zw0zmzB1VwILKr7VNVlHid9vf9vnYS8G4rEuhpodTnpllFAiI5ZfkqSBSPwbrgoZ37hu1roXk51im77ZdVT4eP/xae/T48fxOcc1ef8xips37JJmpJWhbfeHINbXM+jXXoJ3oX5E4+Ec68Ax7/NNTMJH7pE9z2ZmTHcLHHyfc+NoWjJ1fCASfDIVfuLAIwDMpb3uams2bxsVnVxJMpvv9SD81nPgylu5zzCoyBi/8A5f0cnwXGwOm3wfRTdk6jYjrti6kf+k6vAnCHw4F14NnEjv1Wr7swU/ULiF/8OJ6K/D3fNuTKJsClf4Zdz3GUjIaLHuv9eZKsShbXpjn3WI11zm+xSvX5LQSjy3x85aQDOGvu2B0dyEwDTppVyw1nHUidjhdGhERxLbGL/9x7+1dcQ/Sc+4gF0t+0IUPHqJgIH78ba9IJOxc63FjzPwWHX4Opm89kGDAsyxr45JfDQCgUYtUqez6ruXPncvPNN3PCCSdQUVHBuHHp7zzfVTAYpLS0lM7OzhFTQZbq3IoR7bDnT/MEsDylmKUj4270cPtWHNEOe55nbykUVeLxZ27Vmk8SrWsxIx1gJbG85aRK6nB5Rnarp30xEnMXIBruge4mCLdjOFwkveX4KlTRPdykgk0Y0XZ7nnt3MZa7BLNchRx7MizytqcNq6cFot2kMIi6y2lIlODzuqmxWjDDbWBZdntRh9tug+/00O0dTWvcRcKCpGUSjScIeEyqi90UFW07mLYs6NpKMhahMVVKwjKoNjsxHC7MZBQrErTvvncVYcS6sGLdGN4ykp4Azp5GzFSCpKcMh2mSioVpMirAgkojiJsEBkmIdWO5i0m4SjATUdotH+0JN7GkRZnPhelwkkolsVIpguE4LodJscckhl3UkkhahKMxyoscVJo99jY1EcXylhN0VWKSpCLRghHpBIcTHB77pKnpJGG4ieDCEw/iiIcwvaWAZc+Zlkxg+WvAMDAj7WA4SPoqaEqV0haK4HVYVJohAo4YcYcPI9qFFQ9j+MoIe6rZ2p3CsqDG76DCasfoabPff2+pPWd8uB28ZXQYAVojFpFYkoDPRU3Ai8fTu0o+lkjS1BWlMxzH43RQ4XdTkaY7QHNXlPbuGIlUirIiNzUlHpyDaO9eSHKRu8lwCLN7q/23d7jBU4pRufeFWKnWdRjxLnueW28ZyeIqnL69OwBPdrdh9rRApANcRaQ8ARzlez7uyGRdSzdd0QSJZIoyn4vagJeivbyTpzEYIRiO0xVJ4Pc4KPG6GFOWoWOVjGjZytu/Lt3K5x56m99cdgj+x86FaR+F8UfuW3D//hHMOIPHEkfzyppWXr3+xH1bn8gIkqv95Z5gK754J8S6IBkn4Skn5KqgJNGOI9pO0vTQ46rAwMITbQUg6avG47Awe5qxUglw+cF0EHEGaEoU0RVN4jYt6n1xvPGdx06GJwDRoH1zS1ElFFfT2tFJW0+CWCJFWZGLmlI/Lte2ouxYN4Sa7N9xF9t3+HsDhLq7aQnF6I4mKPd7qDGDOGOd9j55UYV94Xn7xf/+hFrsTinRLrsQyl8DRemn64xHw1hdDVjhTgyXl1RRJd6A7srcK8Gt0NMGDPLvNQwNi+PcAbJaV0MkCFZy2z5xHU5v5inbZOTZ9Xih2OOkxOfcUVBfSPIpb/dGuHUjjkgH1rbrDI7iWlzK9WEj1b4RIxa093G8pVi+cszimlyHJQLkYZHAc889xwknnNBn+eWXX84999yzx98f6RsEkZFKuSuSf5S3IvlJuSuSf7KVt/e/so7/fuI97rtwGsZjl8DcS6B21r4F98rPoXYWT5eex4OvreeDG07GyNMLQyLZpm2uSP5R3orkH+WtiEh6eTf5zPHHH0+e1TWIiIiIiIiIDHut3TECXhdGT7O9YNfW43vLWwqhJspGuYgnLYLhBKVFaeanFhEREREREZEhox6rIiIiIiIiIkJbd4wSr9NuxQ32dDz7ylcOocYdhQHNocgefkFERERERERE9jcVCYiIiIiIiIgIrduLBELN4HCBq2jfV+orh+5mSr12I8Omrui+r1NERERERERE9omKBERERERERESEpmCEUp8LupvtaQIMY99X6quAZJwyugBoVpGAiIiIiIiISM6pSEBEREREREREaOqKUu537ywSyAZfOQDeSDMep0lLKJad9YqIiIiIiIjIXlORgIiIiIiIiEiBsyyLpmCU8iI3dDWAtzw7K95WJGB0N1Fe5KYxGMnOekVERERERERkr6lIQERERERERKTAhaIJwvEk5UUuCDVCUUV2Vux0g6cEuhqpLHazuSOcnfWKiIiIiIiIyF5TkYCIiIiIiIhIgWsMRgEod6cg2rWjA0BW+CogtJWqYg+b2nuyt14RERERERER2SsqEhAREREREREpcE3bpgEoszrsBdnqJADgr4TOTVQVu9ncPshOApFO+Me34Z7T4NU7wLKyF5eIiIiIiIhIgVKRgIiIiIiIiEiBa+zaViSQaLUXZLOTQFE1dG6isthNSyhGNJEc2O/FeuD+s+GN30K8B576Jvz1q9mLS0RERERERKRAOXMdgIiIiIiIiIjkVmMwit/twBvZDA43uIuzt3J/FcS6qXbbxQFbOyJMqPLv+fee+xE0LIWP3gRVU2H53+C1X8CUD8H0U7IXn4iIiIiIiEiBUScBERERERERkQLXGIxQ7ndDcCv4KsAwsrdyfxUAVVYbAJs7BjDlQOtqeOUXMOcCu0AA4ICTYewh8PT/g2Q8e/GJiIiIiIiIFBgVCYiIiIiIiIgUuMZghDKfC4JbwF+Z3ZUXVQIGlYmtAGxuH0CRwAs/AV8ZzDxz5zLDgHmXQ/taWPpYdmMUERERERERKSAqEhAREREREREpcBvbwlQWeyC4CYqqsrtyhwv8lbg611NR5GJje0//j+/cDEt/B7POZkO3kyv/3s0xD3XxvZciBP0Toe4wePXnYFnZjVNERERERESkQKhIQERERERERKTAbWzroabYCaHmHdMDZFVxLbStZUyZj9XNof4f++Zd4PSwsXYhp/0xxHstKWZUOnh0eYxPPtVDZNrp0PgubHgl+3GKiIiIiIiIFAAVCYiIiIiIiIgUsFA0QUc4To2zB7Cy30kAoGQUtNtFAisaujI/LhGDt+4hMelErnnOwuswuOEYL1fOdvPNBR4WNSW5ZfN0KBkDix7IfpwiIiIiIiIiBUBFAiIiIiIiIiIFbGOb3f6/hjZ7wX7pJDAaIp3UFcP61h5iiVT6x33wd+hp4WHH6bzbkuLz89wUuw0AplU4OGOqi18vjbFq7Onw7h8h2k/BgYiIiIiIiIikpSIBERERERERkQK2vUigOr4FXD5w+7P/JCWjAKgzW0ikLNa1dqd/3Fv3Eqo8iP95t5jj6h1MKXf0Gj5tspMKr8Gt7UdBPALvP5H9WEVERERERERGOBUJiIiIiIiIiBSwje1h3A6TstAa+2K+YWT/SYoqwO2nLrISgJWNob6P6dgIq//FvZ6L6I5bfPwAV5+HuB0Gp05x8uQGB2sqj4Ulj2Q/VhEREREREZERTkUCIiIiIiIiIgVsY1sP1SUejPa1UFy7f57EMKBsHCWt71BW5OL9rcG+j1n8ID2OAL/ePI7j6p1U+tKfsji+3knAbXA3Z8DaFyC4NSshrm/t5qdPvc8NT7zDsk2dWVmniIiIiIiIyHCkIgERERERERGRAra+tZuaYhcEN0PxqP33ROXjoWUF02qKeW1ta++xZALeupdHAlcSjMHpU5wZV+N2GJw43sHvG0fRaQTgnT/sc2hPvLmKE3/2L+577h3++NIyTrv9P9z59KJ9Xq+IiIiIiIjIcKQiAREREREREZECtqKxi7qiOFgpe7qB/aV8IiQizCjuYfHGDsKx5M6xlU8TDTbxq45DOGqsg+qi/k9XLBzvIp6E3xdfBEsf3aewXly2hi/+/n0ON9/ntgOWcduslZzlfo0f/3sLj/z77X1at4iIiIiIiMhwpCIBERERERERkQIViibY0hGhztEGGPtvugGA0jrwlDAz8S7xpMWiDe07x16+nceKLqAx7OCMKa49rqrMazB/tIMHug/D2roUmpbvVUgtnd1c98jbHOjYwDVH1+OZdgLmpGM479h5nOh+l+8+vZGVGxv3at0iIiIiIiIiw5WKBEREREREREQK1MrGLgDqY2uhuAZc3v33ZIYJNTOoa/w3pT4nz7zfZC/f+Do969/i9p4Pc+RYB2NLBnaqYuF4J2t7PLziPBSWPrJXIf3w3j8RS1pcM68IM7BLFwVfKZcdPp4qo5Pr7/snqZS1V+sXERERERERGY4yT/I3zP385z/npz/9KQ0NDcyZM4fbbruNww47LNdh5UQs1I4z3AKxELiLSfircReV5TqsrGjpDNIegWg8SbHHyehSNx63J9dhZcXGtm5C0STJVIpij5MJVcW5DklyZHNLO93RJE6HSYnHQXV5aa5Dkt3Ee4KkulshFsJwF2F5S/GUVOU6LMmWrkaIdNgXLnzl4M/8tw2G47R1x4jF45S7ocpox4j3kMIkXlSNM9qBEe8h4fDR7SyjLeklGk/hc5uUm1F8iQ5IREi6A7Q7KkilDBIpi0g8icM0cTsNLAywUqQsA58Zo9LqwEyESTr9NBtlxFJOwMJpQl3ASTK4lRYrQBQ3lmUQTSRxOhyYBhgGFLmddIYTxJMp/B4HboeJZYGLBMFYiqRl4nQYGAb43Q7CsRQu4lTRgRnvxnL56XJV0hYxSKaSBFwpfE6LroSThOUglkziNlKUOaKUGyEAEpgknX488U77/XEX02pW0ZN0UOW1aAwlsCyLcp8DvxXCTMZptkoJxg2cTic+p0EilcLnNAjHEoQT4PO4qDBC+BIdOFJxLHcxIXcVTaEElunc9noN3A4DwzCoKHJT5Nm5q9vRE6MlFCOWSOJ2mpiGgdflYEyZj2QyRWNXlFA0gddpUlnswe/pZzc51Ajh7Z+ZCvBXZuWjWOi2trQRiqZwOgwCHpPK8vK9XlesowFnrAMSESx3CVZJHU7P3u1DRmIxGjqjdEWT+FwmpV6D6tKSvY6N4Bb785NKgDcA5RP2fl0iWfBBYxcGMLZrqX2n//42eg7mxtc5rj7J797cyFc+PBX/P7/Lbc4raAu7OPeAPXcR2G5GpUldscH9jnM4csmt8KHvgOkY8O+//vYiHt9SxtW1H1A26uA+4+7SGj4xaRk/WD2Zvzzzb8486UMDXrfIcBONJtjaFaHK56IjmqA7liSRsvA4TNxOk4AzQWmqw94+xcNgJcFdQrd3FJs6Y5QXuYjGE/TEU/idFpVGFw7DwumvJBaP0G15KSKGGQtixLtxeAM4UlGI9YDLB04PRlElDaEEwUgCp8Ok2GVQbEYpMpNQOtYOtLuVeHcbqUSElKuEuLucgBG2z3nFe+wcdxfbU6M492LbHg9DqAniPVguP+2Oclwk8Ee3n1fzYxWPwuELZPX9L3idm+z9HyzwlkFZfY4DKgyxto04Y0FIJUh5AjgrJ+Y6JBliwe5uOrpj9MSSFLkdBHwuykp0DnqkaW1rpTMKyZRFqdegplLnKIaTrmAHrkirvQ/iKcby1+DzFeU6LBEgT4sEHn30Ub785S9z5513smDBAm655RY+8pGPsGLFCmpqanId3pBKtq3H9erPMd6+FxIRcPlwzb2M5BGfw1E+Ptfh7ZN1LSFu+OsK/rW8iZQFFX431504hQ8fUMHoyvy9iBoOh1nVGuX//ekdlm7qBGBCZRH/ffosptX6GV3mz3GEMlSa2ztZvKmT/3pyJVs6IwAcPrGcH54xg8mj9v7CiGRXpH0z5qIH8bx2K0S7wOEiMes8Ysdfj7tCJzbyWjwCW96Gv3wBWlfZy8bMhdNvg5qZfS4yrG/t5tt/eocXV7Zw3ORSfna0hfGvr0DzCsxz78MTfhX+/UPobsZtGDimnET7Yd/j+//q4K4zR+F56ps4Vv8DLAuKa3Ce8N9sqj6WKx5ZyYa2HgDmjSvjxrNn84e3NnHKRIO65bfjefdRSMZxeUooP+SzvFp+Oqu6fVhYjKso4qDRFfztvVZSlsWvXlhDe08c04APTa/h0sPH8+zyJi5eMI4Lf/0qpmFw7YlTOGJSJV98ZDErm+yL+jNGl/DTj8/hr0u3sqA6wewN9+Fdco99AOPywcFXsnzMJVz+u/WUF7m44cwDMYw4P/zr+ztin1sf4McLK5m2/E7cC67GeuPXGG/+GpJxHO5iqhZ8hpZpF/L7lQ7m1wf4w2sruXZSA+HuFv6enM9PX1i5I/YTZ9TwrZNn8LNnVvPHRZuZWuPn7lNKCDz3Vdj8lv0HqZhEyck/4e3u8Vz5yEoOGV/OtR+awt+XNXDVMRN58LWVXHbEBEaX+ljV1MU3/7CMN9fbba3ryn18aeE03t8a5NxD63hldSv/+8xKOsNxHKbByQeO4lsfm8GYMt+ePzOjD4Yzbk/7mZGBaWtrY9HmEN/96yo2d4QBWDCxjB+dMXOvtoepltW4nv4mxqp/2vnmr8Y64f8Rm7Rw0N/bm1uD/HN5K//3bO/P5//72IzBF3imUtD0Ljz5Jdj0hr2sfAJ89MdQvwCKKga3PpEsWdEQYlTAg7tjNYw+ff8/YflEKBvPScHHeTJ2Jv9z72PM3OTkl/FjOecAF7X+gTc8NAyDhROc3P/uOBrdYWpXPQvTThrQ76aSKX7w58VMdlgcN29mxsfNnDGLwzau4Kbny/josRG83v3YaUFkP9nYFuLNdR0cN7WSDZ0RvveXd3l9nb1fNLbMxxcXTqXEZfDRqjaMv37Z3t8BqJiE/2M/Y0zFbG761wZ+99ZmYskURW4HV82v5or6RkrCmzAOOJUiK4ax7FG8b/wCPvYzWPVPWPY7SETtC++HfZqWWVfw8XtXs2mX7f0Np8+gItVKZc8SUp4A/OM7uFb8FawUFFXCqT/Hcjow/vZV6Fhvx1V/GJz0Q6iYPLhiza4GeOFnsOg+SEQx3H7KF3wGJh6L8dAFkLD3fa15V5A8/Jq8P682LCSi0LDU3v9pWGYvqz4ATrnZPvZy6xzY/hANh3G3r8D95Jd25LNZMQnrYz+ju+ZgigO6gFgIGtqC3PfKOu5+dQvheBKP0+SCQ0bxmeMmM7pChVAjQSwcZnVrD19//H2WbbavM0ys8nPj6dOYXevBX6pcz7Vo20a8//4hrnd/ZxdiegJEj7iO7jkX4y8ftecViOxneTndwM0338ynPvUprrzySmbOnMmdd95JUVERd911V65DG1LRzgbM536I8fov7QIBgHgY4/VfYj53I9GOhtwGuA82tnbxyfve4pn37QIBgLbuGN/9y3s8v7qDRCKR2wD3wZauJBf9+rUdBQIA61p7uPKeN2jsiucwMhlqa1rDfOrBZTsKBABeXdvOBb95i03NHbkLTHaIdXdgvHU37hd+aBcIACTjOJc+iOOJa4m0bcltgLJv2lbDvaftvNgLsGUR3H0ydGzo9dCtHWEu/NWrvLiyBY/T5IfHFVP9+7OheQXMOsc+ofjkddDdbP+CZeFY+TST/n4xvz17LEWPnoNj1dP2BUuAUBPuJ66htPFV/J6dF5an1JRw10vrqPNGmPnG/8Oz9AFIbts2RLsofvkmDm/5PSu2tOB2mvzmxbW0hlN4XQ5uemoF7T32Y1MWPPN+Ez/82/vMGB3gR397n9sunEtnOM4PnnyfF1e2UF2y886rsWU+/rp0K9HuIHM+uJWiN++wCwQA4mE8b/yCQ9f8nKsX1BBLpnA6TK554K0dBQIAizYGOfeRjWyafiU8fAFG/fydscdCmC/+jOr378Wd7GHplhBfPjxA6Vu38wzz+dZTm3rF/s/3mvj0A28xb3w5yZTFbSdXMfoPZ+0sEABoW4P50HkcXxVk+qhi3lrfzpceW8KJM2u5+r43+diBo7nukcWsb+3mvF++uqNAAGBTe5iv/n4JH55ZyzPvN/G9J96jM2w/fzJl8eTSrXzm/jdp7oru9plZ0/czs3Ux3PXRPp8ZGbjVbTE+8eCyHQUCAK+t7eD837w56O1hsnUt5sPnYqz8x858627GePI6XBteGtS6EokE//6gje898V6fz+fV97/FhtauQa2P9rX252d7gQBA+zp45EJo+WBw6xLJomWbO6j3x+0LcmXj9v8TGgbMOJXK0Aoudr/AXWvL+Gr8Go4Y6+TMqYO/j+GYOiduh8GDrnPhzd8O+Pf+8uTjLIvWcMl0E9Pp7idekwvnlNOULObe3/1h0PGJDAeLNnRS4nPSHk5y2V2v7ygQANjcEebrv19KVbEb44+f2lkgANC2BuOhc/H3bOKZ5U3EkikAemJJbn+pgTvX1pDa+g6O1U/jWPcCvuf+G+ZeYk//segB+wIxQKwb4z83U7boFxw/eWeR3WtrO7jwt2/R6agiFotjPHIR5vIn7O8jAMPAZyQwHj5vZ4EAwMbX4eHz7f35WPfA3oRwB/z9G/DGr3vH9eL/YLz7JzjwbHtZPIzx2h2Yz99EPNg0iHdZ0mpfB/eevrNAAOxjqPvPhLa1uYpqxHOFNmHce1r6fO5al7O4ZOi0dXZxx/Or+cWLGwnHkwBEEynufW0LP/rbclraO3IboGRFQ1eUc3/95o4CAYC1Ld1cfM9iNgzycFWyL9TWgOPPn8G17GG7QAAgGsTz3PdxLr6fnnBP/ysQGQJ5VyQQi8V46623WLhw4Y5lpmmycOFCXnnllRxGNvRc0Q6MZb9LO2YsfRRXrGNoA8qi9W1hVm27u3F3//vMSjZ35OcXaCKR4ImlW+iK9i1ySFlw27Mr2Zqnr00Gp7GtgxufXp12rDkU5fW1rUMckaTV04bntZ+nHXKs/RdmpD3tmOSBaDe88NOdO+m9xrpg6WOQSu5YtGxz546CnjMOrKRq2a8gGbMHF1wN//5R+udxenG2fmBfXE6j8uUb+MJhOyv4Pzyzlsff3sTxY8G19tm0v1P89p1cdZCPX72whvMPq2dLZ4Tb/70q7WM/aAzhdztYtKGDSr8bc9ue353Pr+bjh+xsKX3mwWO575V1nD3NjffdR9Ouy/vOw5xzgJuz59Zx/yvrSTc1czCc4Kn1FgTGQKSzT9tq4/VfcdYUJ7c8u5JWo5TGedfx0xea+4392KlV1Gx62p4SYndWCp77MT8/cwJgFxR+0NiF3+OkIRihwu/mxZUttHXH+v6qBV2RBL9+Mf3fZunmIFt2uWhNrAde/Fn6z0wsBEse7vWZkYFpbWvjxn+k//y2hGK8ujr95yMTo/UDaE2/fTWe+yGJ1oGfjN7U3sP//Stzbm1sj6Qdy2jF3yCcZrthWfZ3SJcuRMjQiyaSLN3UyQGOBvtuzpLaoXni0jqY/0k+Ni7JDTM2cMPRHj43141pGINeVZHL4Nh6J/dHjiay4l8DuugU6ergJ6/1MN+3hemT9nyn8KhRo/hQySZ+/p6LzvbBfS+J5Nq6lhC/fGENB48N8OLKZlpCffeLAH789Eo6Zl7SdyCVxPzPz/jhR8b2Gbr3zSaaZ1yK67kf4nFuy9/xR8KKv6d9Dudbv+XSA3t3amoJxVi6sR0zGcFoeq/3Lxx8Mbx2587Cv131tMHaF7a1sB+A7mZ470/pxxY/ANNP6bXIWPoIDh3v7Zt4FN68254mYnfJOLx8K0SCQx/XCJdIJDDe+T1E07y3qSS88DMindrvHOmC0QQPvrE17dgT7zQTjKb5XpW8kojF+PPiTYTSXGdIpixu+/dqQp1tOYhMtnOFm3Cu/0/aMc8rt2CGGoc4IpG+8q5IoKWlhWQySW1t75MXtbW1NDT0vXM+Go0SDAZ7/YwURk/rzurq3VkpjJ783Qgs2diZcawxGCUSz88dmY5wgrfXZz7IXLa5k3A8w9+0wIzk3AVIpOCdzZk/5y+tzTwmQ8eKBNOf0NgmleHCb6HKq7yNhWDTm5nH172480564NU1Owt35tQ48Dbs8rtOT+87m3ZVvwBr4+uZn6d9LfW7dCyPJVL43E5coU2ZfyceppgeGoNRAl4XWEbfO953sao5xJgyH5s6wowO2C2S23vieJw7OxiYpkF3LIk30dnvvoUv0cmUmuL+v782J4hWzrDvFqqY3HswEcEZC9IYjBJOuejxVNPUT+wrm0IcNs5PacPLGR9jbF3MaO/Ok93vbO5kUpWfRRs6OGZqFS+tasn4u4lUio6ezF18VjTsUnofDe7hM/Offr8vhrNc5m4sZfDO5sy3OLy4dnC3Pxi73qW/u44NmMnMn7fdhRNWv7m1bNMgttWJKGzop6B56xKIpy+QFUknW3n7zuYg0USKAyJLoGIKGEN4iqCsHqafwuQp05lc7sDYiwKB7U6e6KQj4eJ3xknwSvoCz13d/fADNKRKOf/gqgE/x9nz6ohaLu58WN0EZO/lYpsbT1qkLAvDMHh7Q0fGx72zJUi46sC0Y8aWxcys6HseJp606Ey67QvwLh84vekL4rZLximh7/bug5YoNCzp+/iqafY2MpOtS3Z21tyT/k7EJ+M7O2Btl0pihPP3vNqwEOmAzf3sm215O30h8DCTV8e5QCISxNiU+RjU2LIIR1y3GI90nT0xEukq+7dp7hpkwXOeybe83RuRcDevrM98DLl4UxfdMd3IkEuplvQ3MAD2ecmovosl9/KuSGCwbrzxRkpLS3f81NePnPmjrT3M27Wn8eGsrtyXcczrMnE59v4EUi753Ubf+Y13URvw4szT15ZtIzl3AQwsagOZ5zOdWN5Py1MZMoa7yG6Jm4FZXDOE0Qx/eZW3TjcERmceLxtnX/zfZkLVzm3q1m5IFu/2u+4Mc5N3bLDnHM/EE6A7sXN3zO00CceSpHz9z02edPjwukxSKQuHw8DjzLxLV1PipaMnTqXfTXuPfTHd5TB2dBUAcJoGpgEJR+ZtFNjjbd0xRpVm/v4aHzBx9jRDyShIc2LVchXhdZm4HeAmtsfYN3bEiRT30/66ZDQ9yZ3tqWsDXtp74tSV+9jY1sOEqqKMv+p29L9P0et1Or17/sw4PJnHh7Fc5q5JitrSzO/bxHLX4FZY1s8dwe5iLHPgrcw9DrPfz+fYfvbp+nB6INDP+1oyCgYRm0i28vat9W14nAbjO9+Eysl7/oVhqtZvcsRYB79InUXsrQcgmHlKqKYVr3P7mlGcVNnC2KqyAT9HWaCEj1U1c9eGWrasfjcLUUshysU212kaxBN2EeiYssz7cDUBD46eDJ0ySkbRGkm/z1TksOztnGVBMgqekn7jiZt9t5+VPqA0zXvR0wYl/ex/lYwCxwCPnT2l/Y+nm3Ykj8+rDQsuHwT6dqDYoWQ0OAexP5UjeXWcC5guL9Ye3veUmZ/HLTJwRe7+j6NKfIM8zsoz+Za3e8Pt8TCuLPM2sDbgzdtrKCOF2V+XNsPEcA3/baCMfHlXJFBVVYXD4aCxsXcFcGNjI6NGjerz+Ouvv57Ozs4dPxs3bhyqUPe7pKcCRs1OPzh6Dklv+dAGlEUH1ZXidzvSjn18Xh3VxenHhjufx8NFCzJf6PjUMZMYV6GDUBjZuQtQU1bCZ46uSzvmMA1OPqifAzoZMilPgOTkk9IPBsaSKu673SlkeZW3vnI45quZxxd8Bhw7D5qPm1a94+Dq0SXtNB/8uZ2PXflPmHd5+vVseBlj/OH2BeY0QgdfxV1Ldt59/t7WIAeOLWVluCT9iVIgOelE/r42wZkHj+Xv7zRgYPWaOmBXxR4nVcUenA4Dl8OkJ2afID71oDH86/2dLSZfWt3Kh6bX8Gazs999i9ebHPxp0WbOn58+NsOAi2Z5cax7HkbP6T33KGBNOoGlbQ7OnjeWivhWqt+/P+NdnMUeJ9UlHv60pIHmAy7KWLBjHfF5bnrZvivANODYadUs2tjOwePKeXzRFs44eCxmhuPiFHDy7PQnnsuKXEyu2aX4w1fW/2fm8GvSn1zOA7nM3dqqSj57VObt4WkHD257aNUfbp+QTjc273JS/oEXd1UU2Z/VdIo9TmaNDaQdy2jeJZkLz474/NDMBS8jRrby9qVVrUwtjuM0UlAzI8tRDq2zp7poiPm4P/UReOZ76R8U6+EHjzyLw4Bz5g0+506dOx6vEecnj/4jfftzkT3IxTa3qtjFiTNqaeyKcupBYzLuF3322AnULL0z7VjqiC/w/ef7dgg4bEIZlVufJ3nQRaQ6N9l5EdySsejIGnckz27ofVejwzQ4ZlotqfJJfQsMlj4Ch2TYzzYMe4qAgV7IL66Byinpx8YdDlsW9142Zi5Jb9nA1i3peQOw4JrM40d+AYqrhy6evZRXx7mA21MEh16Vcdw68gt4KtLvf8vIEfCaHDKuLO3Y5Opiyr35eW59oPItb/eG21vEpYdnLn74/LF1VFQMvGuWZF8qUGcXNKaRnHoyUW/lEEck0lfeFQm43W4OOeQQnn125zy9qVSKZ599liOOOKLP4z0eD4FAoNfPSOGqHId19m+hYlLvgYpJWGf/BldF/p5orC42ueuK+QS8ve+oOnJyJZ85biIlRfl7Ib3C7+JHZx3Yq5LPMODyI8Yzd9weKtsLyEjOXQCn08lJM2s59+DeFys8TpM7LzyQsqKRvbOeL7xlo0id/FNSo+b0HigZRfyCx/BW7XkO20KSd3k79lD7ou+uF+1MJ5x2W5+7/0eXernrivn4XA6aQ1GeaKwkeOT1dlvm52+CuRfDlIW91+8pofnMR3jgnRiRC37f56RncupHaZ1xGc+s2DmVwYOvrOf7Z8ziN4sjbD7l/j53TqVqZrPm8BtY1Jji+ANqcDkMZo4u4dhp1Rw+qXf3gYDPyc3nzeHh19dz5yWH8KO/vQ/A/AnlXHXUBJ5YuvMuyz+8tYlrT5zKnz+Isv7EO9PuW6z/0C+46cUW1rR0U+ZzcfmRvd8jl8Pg5lPrqfvgHjj3blj8UK9xq/ZAYh/9GXct7ubTx05iSYsDCwefnRnhqEm9t38Bn5O7rziU+19ZSzSR4pdLE7SddHuvwg0Aa/6nCI5awO/e2oTHafKDMw7kiSWbufOSQ/jT2xu5+8r5jKso4vaL5va5I/zseWNp7IzwiaMnctiE3u9deZGL+z+xYMf0DDuMnQfHfi3NZ+b/oHwi+SrXuXvijBrOn9u7wt7jNLnjgllUegd3uBIvqsa68DHw9H4N1uQTsRZ8Gpdv4K+trLiIzx4/OW1u3X3FoYwqGeTdN4GxcOadfe94nHc5TDphcOuSgpeNvO0Mx3lpVQuHGCvs7zBPhq44eWJsicmHxju5JX42TUueghVP9X5AKsVT9/yQJ8IHccl0g+K9ODle5HVz7oQIfwpO481/PZ6lyKWQ5GKbW+LzcMnh43jszY2U+5z87/kH99kvOn3OGOaMLcGad1nv/S3DwDr8s8THHMLm9nCv35lSU8zNJxZTvPVlUkd/hdjUU0iOOQRevBlO/mnfgtfqA2g/6f/4v5d37vva2/sD8Rth3MGNpC7+A+x6Yb7xXVIlY7F2v+Dp9MApt9j7rEX9d+Da+UbUwoWPpI2LE/4fvP6rncsqJ2Od9Suc5fl7Xm3YqJgEJ90A5i7fuYZpH4fVZihOHmZyva+8N8JFo7FOvaVvPi+4hsSYw3IWlwyd2ooy/vfcA5lc3Xv/rq7cx68uPojRVfl7c+FA5GPe7o16P9x0xjScZu/rDJ85aixzx+b3vv1I4KsaR+zC39uFirtIjp5L8iM/JlA6wH0Ykf3IsKz8K39/9NFHufzyy/nlL3/JYYcdxi233MJjjz3G8uXLqa3tp4UHEAwGKS0tpbOzc8RsHJKtazGCmzBaV2NVTsYK1OGozN8T1dv1hHtoDCVZ09JNc1eUGaMDVPsdjKnI/7/b1o5uemIW72zpJJpIMqeuDL/HQV15/hY/7G8jMXcBmto76IykeHdTO8VeF9NGBfB7TCpH0GscCSJtmzC7Gkg2r8Asq4fycXgqJ+Q6rGEvL/I2ErTnUN26xD6BMmo2+GvA3bdFfTyRorErwqrGLtq7oxxV56SSIGbTMiyHB0bNxoh0kmp8j1RRNfHyKayKBPigqYeDxvoZ5wxC6wdY3a2Yo2bT6aggaBQTT8LyxiBep4NJ1cWksIjFk1gWjDHbKYtuwQxuJFE+hRZHNS2UkUgmKXY7CXgNvF0baXVUEUo6wTBZ0xyivMhNVbGHeCJFRYmbtlCMVc0hDhgVoNjtwDQtsOCdLV2AwaRqP+FYguoSL93ROBVWO+WxBhyd66B8IrHiOt5u99AUjDCz1off7aS5J4Hb6WRNcxc+p8H0CpOq+GZ8bjdJwHT7MTo3Qvt6qJ5O2FfL+mQFAZfJisZOwtEER43zUJzooCNm0GSVsbw5Spnfy7jKIqykhdNpsKUtxNauOHPH+BjjDOJsfg8z3o05Zg5hR4B/rk/idbsYU1ZEdyyx7XUnKS1y75jiJxpP0hCMsLyhi1AkwdTaYqLxJOV+NxVFblJAY2eEDxq7qA14mVDlZ1TAi5nuVru0n5nqEdWONhe529rWRnsU3t3UtmN7WOIxKQsMvoAyGu7C1d0ILSsxuptg1EEkfFW4KvauxeTmti5auhO8vzVIdYmHSVV+aoqd+H170RowErTnRG5YBvEeGDMPiirtCxci+2Bv8vbxRZv40qNL+LnrVipmnQj18/dzlPtfV8zia8+FOdDcwH2uH+G46GGYcDREQ6z6/Xc5a9nhzCi3uO6oaox+ppTqT8qy+K9/bMZIRPjr10/FXdZPK3SRPRjKbe7G1m7C8RSlHpNQPMUHjSG6Ywmm1JRgWBalPid11mYcAI3vQCICYw8h6SrmpUYXE6r8NAYjbGrrYUKFm9GuHiodYVLecoIE8BsRjFQUM9QAnZtw107F6GmD9nV2ZwFvKUF3Lc0Rk3e2Hf9OrS3Bb8apcvTYBX7uEpKdm7Ba15DoasSqnkGyqBaPmcQV64SGJXaHrpqZdmewDHfn9Su4xd4/7VhPsmIy0aIxuElgdq7HaFszos6rDRs97dDTAlsWQSppF94WVYI/P+9wzYvjXCDU0UJRvA0almIkIjDmECLuMnzl2m4Vkq0tHWwNRlnXHKSuspi6Mh9jBjHd0kiRL3m7N7o6W2iPOnh/SwexRIoD6yuocCUorRj+nVoKRbhlA0b7WqzOzZg1B5AoHo2/YkyuwxIB8rRIAOD222/npz/9KQ0NDRx88MHceuutLFiwYI+/N5I3CCIjmXJXJP8ob0Xyk3JXJP/sTd5e/JtXad66gf/mTjjuGwOf13uYe6c5yY2vRjnV/x4/TvyUojHTWdRi8unQJ/F6i/jucWX4Xfs2P+v6lhDffsXiE5XvcP1XvtH7DlmRQdA2VyT/KG9F8o/yVkQkPeeeHzI8ff7zn+fzn/98rsMQERERERERySvLNnXy0qpWrnU9A5MWjJgCAYADqx1ce4ib2xfN5Dnz14za0sUH0XKmBFJ8eYF/nwsEAMZXFXP++K38cv0cDn7wFk6+5Mu9p6IRERERERERGebytkhARERERERERAYnlbL48d/fZ5SrmwXudTDxrFyHlHULxjiZVGby7w0JglEvH640OXyMo9d8rfvqlNmjWNO5hevenYT/0Zs59rwvgWnu+RdFREREREREhgEVCYiIiIiIiIgUiEff2MBLq1v5puNPmLPOAJc31yHtF9VFJudN338dEgzD4DNHjuGWFxu4avEUrm/4HldcehWOygn77TkHKxJP0hSM0hmOE0+lcDtMyopc1Aa8uBzZLWjoDMdp7ooQiiZJWRZFbgeVfg9VxW4MdVkQEREREREZdlQkICIiIiIiIlIIUkneeOGvTDVM5kyfBrUzcx1RXnM7DL587CgeequRHzQs4JGfPc3FY7Zy9IzxTBg/HqcvAKkkRIPEgs0EO1ro7Owk1B0iEouRTKYwDAO3y0VxURFlZWWUV47CXTUeyidA8agBdSeIJVKsbelmeUOQ97YGWb61ixWNXTR0RtI+3jSgrryIqbXFzBgVYMboAAeMKmZ8pX+PxQMdPTFWNoVYvjXI+w1dvL81yKqmEF2RRNrHe50mE6v9O55n5pgAB4wqodKv4gEREREREZFcKrgiAcuyAAgGgzmORGTkKykpydqJH+WuyNDJVu4qb0WGjra5IvknF3lrNr0D7esJOw7ijYgT3ludlecvdDP84KmN8UTjGL63uQ42A4S3/WxXuu1nINq3/YCLBAG68RoJnKaFZTiI4qIr5aEn5Ur72wYWdZ4w80siVLpi+B0JnEaKeMoklHTSEvfQEArzbFsPz77flDEKl5HEsgwSZC4c8BOmzmihxmij3AhRhF2YEMVNp+WnKVnO5q1VvL+1CxZtTvsclc4oAUccr5nEaQAGpCyDmGUScZbSg4dwPEkkniKaSGWMxWGA1+WgyG3/+FwmPpf9X7fTxO0wcTkMHKb9YxoG22egOGJiOQunV2Vc9660zRXJP8pbkfyk81Mi+Seb21zZ/wxr+zdkgdi0aRP19fW5DkOkIHR2dhIIBLKyLuWuyNDJVu4qb0WGjra5IvknF3k7oczgk5/9NL9OnpqV5xUZSTb877lYsfAeH6dtrkj+Ud6K5CednxLJP9nc5sr+V3BFAqlUii1btoy4apZgMEh9fT0bN24ccQmo15a/splnu+ZuV1fXiHvfRuJnQa9p+Mv0erKVu8N9mzsS/p56DcPDcHgN+2ubO9S5Oxzey32R7/GDXsNQyve8zZf3ebBG4uvSa8qufM/dgRqJn5v9Te/Z4A3Ve1YoeZuOPpd6DyB/34P9eX4qX9+TTPR6hreR9npg/59XlqFRcNMNmKZJXV1drsPYbwKBwIj5ktmdXlth2zV3t29kRuL7pteUH0baa9pfrydftrkj4e+p1zA8jITXAMMjd/P9vcz3+EGvId/kMm9H6vs8El+XXtPwMxy2uXuS7+9xLug9G7x8es/yIW/Tyaf3eH/Re1C470F/eTvS3hO9nuFtpL0eGJmvqZBknlhORERERERERERERERERERERhQVCYiIiIiIiIiIiIiIiIiIiBQIFQmMEB6Ph//6r//C4/HkOpSs02uT3Y3E902vKT+MtNc00l7PYI2E16/XMDyMhNcwXOT7e5nv8YNegwzcSH2fR+Lr0muSvaH3ePD0ng2e3rP9T++x3gPQe5DOSHtP9HqGt5H2emBkvqZCZFiWZeU6CBEREREREREREREREREREdn/1ElARERERERERERERERERESkQKhIQEREREREREREREREREREpECoSEBERERERERERERERERERKRAqEhARERERERERERERERERESkQKhIQEREREREREREREREREREpECoSEBERERERERERERERERERKRADLsigRdeeIHTTjuNMWPGYBgGf/rTn3qNW5bFd7/7XUaPHo3P52PhwoWsXLlywOu3LItgMIhlWVmOXET2J+WuSP5R3orkJ+WuSP5R3orkJ+WuSP5R3orkH+WtiEh6w65IoLu7mzlz5vDzn/887fhPfvITbr31Vu68805ee+01/H4/H/nIR4hEIgNaf1dXF6WlpXR1dWUzbBHZz5S7IvlHeSuSn5S7IvlHeSuSn5S7IvlHeSuSf5S3IiLpOXMdwO5OPvlkTj755LRjlmVxyy238O1vf5szzjgDgPvuu4/a2lr+9Kc/ccEFFwxlqCIiIiIiIiIiIiIiIiIiInll2BUJ9Gft2rU0NDSwcOHCHctKS0tZsGABr7zyStoigWg0SjQa3fHvYDA4JLGKyL5R7orkH+WtSH5S7orkH+WtSH5S7orkH+WtSP5R3oqIDMywm26gPw0NDQDU1tb2Wl5bW7tjbHc33ngjpaWlO37q6+v3e5wisu+UuyL5R3krkp+UuyL5R3krkp+UuyL5R3krkn+UtyIiA2NYlmXlOohMDMPg8ccf58wzzwTg5Zdf5qijjmLLli2MHj16x+POO+88DMPg0Ucf7bOOdFVj9fX1dHZ2EggE9vtrEJG9o9wVyT/KW5H8pNwVyT/KW5H8pNwVyT/KW5H8o7wVERmYvJpuYNSoUQA0Njb2KhJobGzk4IMPTvs7Ho8Hj8czFOHlVlcjxELgLoaS2j0/XmSYK5jcBYj1QHczmE4oHZvraCSTaLf9Pev0gq8019EMSwWVt/mmqwGSUXB4wQC8ZeDU30pswyZ3o90QagTThPIJuY5GZFgbFnnbuQVScfBX2seh+0syAeE2MEzwV+2/5xEZAsMid0VkUPI6b5NJ6NgAWFAyGty+XEckMiTyOm/3RjIJnRvBSkFgDLi8uY5IRPJEXhUJTJw4kVGjRvHss8/uKAoIBoO89tprXHPNNbkNLleCW6FtDbz4P9C6CqqmwtFfhvJJUDp6z78vIrmTSkHbKnj917DqGfvk6qFXwpSFUDYu19HJdvGw/f36ws9g62IorYfjvga1B0FRea6jE+lfcDNsfhtevs2++DpmHsy7DJrfh2kfhbLxYDpyHaUUumQS2lfvsj30wyFXwOSFUDEh19GJyO46NsLaF+CNX0O4AyYeB4dfAxWTwenK7nO1r4e374f3/ggOD8z/JBzwMQjoWFdERKRfbWth+ZOw+EFIxuCAU+GQy6Fycq4jE5FsalsL7z8BSx6yc336aTDvUqickuvIRCQPDLsigVAoxKpVq3b8e+3atSxevJiKigrGjRvHddddxw033MDUqVOZOHEi3/nOdxgzZsyOKQkKSqQLVv0T/vKFncs61tsnV8+4HWadtX/v6BCRfdO6Eu76CITbdy578ksw6Xg4/TYVCgwX61+BB8+xq3EB2tfBuhfhwz+A+Vfpe1aGr1CTXRzw6h07l7Wvg+VPwDl3waOXwsfvguoDchaiCGBvD+/+aO/t4V+/AhOOtbeHKhQQGT46N8HfvwEr/rpzWftaeOf3cNVTMGp29p6rfT389sN2kdt2f/0yLH4YLrjfviNSRERE+mpbA7+70r7RYbuX/w+WPQaXPwlVungoMiK0roHfXwFbl+xc9tItdq5f9oRyXUT2yMx1ALt78803mTt3LnPnzgXgy1/+MnPnzuW73/0uAF//+tf5whe+wNVXX838+fMJhUI89dRTeL0F2EIl1ABPfyv92FPfgmDD0MYjIgMX7oDnbup9QWS7Nc9B6+qhjkjSCW6FJ76ws0BgV8/+N3S3DH1MIgPV3dK7QGC7ZByeuxHmXADPfA+iXUMemsgOPa12R6x028N1L9idXERk+Ojc1LtAYLtYCJ79PoSytG+UiMHrv+pdILDd5jdgy+LsPI+IiMhItOnN3gUC23Vthbfutqe9FJH8t+n13gUC2wW3wNv3QSw89DGJSF4ZdkUCxx9/PJZl9fm55557ADAMg+9///s0NDQQiUR45plnmDZtWm6DzpXulswn9qNB6NHFK5FhK9ye/gTrdst+P3SxSGbhNvtkeDqpBLSsHNp4RAZj4+uZx5res6ca+OApiHQOXUwiuwt39L89fEfbQ5Fh5f0nMo+t+idEs7RNCbfCO3/IPP72vXYhgYiIiPQW6bTvIs7kvT/bxQIikt962vrP9ff/DF1bhi4eEclLw65IQAbB2NOfzxiSMERkL5n9zPjiyPJ8rrJ39vQ929/fUCTXHHv4fBoGmI6hiUWkP/19l5raHooMK/3lpJHNbYqx5+8GQ8e7IvtqVVMX1/9xKamUletQRCRbrD1tQ3UeQ2RkMPeQ6w50fUhE9kRFAvmsqNL+ScdfBf4MYyKSe8XVcODHM48fdP7QxSKZFVVAZYb5u5xeqJg0tPGIDEbd/MyFLnWH2t0EZp0NvoqhjUtkV0XVMOuczONzLhi6WERkz2aennlsxunZ26YUVcO8yzKPz/+kimpFsuDHf1/Ow69vZEWjpp8SGTF8ATj40szjB11gd5UTkfxWVAZz95DrpfVDFo6I5CcVCeSz0no44+d97wI0HXD67VCqHT6RYctdDEddm35n7aDzoWzc0MckfRXXwlm/tAsCdnf67fa4yHDlr4IPf7/vck8JHPt1eO8JOP56cBcNfWwi2/kCcOTn02/3Dvw4lNYNfUwiklnJaPsC/e6Ka+CE66GoPDvP43DAwRdD1dS+Y9NPg5oZ2XkekQLnMO07DF9f25bjSEQkq2pnwZSFfZdXHwBzzt9z1zkRyQ+1s2Hyh/our5kBs88Fp4pqRaR/2iPIZy4P1B8OVz8Pb9wFLcuhajrMvwoCddoIiAx3lZPh8r/Yc4Iv/6tdODD/E1AzC0rH5jo62W70wXDNy/D2/bDpNaiYAguuhvKJ4EpTPCAyXBRVwuzzoH4BvP4rCG6GusNg6kkQ3AQXPgxlqiqXYaByMlz6J/jgaVixbXt46JVQPQPKVfQqMqwERsPRX4Hpp8Ibv4Fwu71dmXGancvZVDoWLv0zrH0eljxsF20e9mkYfZBdlCAi+2xDW0+v/4rICFExAT72P9CwFN6+F5Ixu3vXpGOhYmKuoxORbKmYAKf8LzQsgbfvs3P9wI/DROW6iAyMYVlWQU08FgwGKS0tpbOzk0AgkOtwsifWA5EgeAO6I1BGpBGbu9t1t9otU70j8LWNFMkkxLvtE9ROd66jyQsjPm/zSawbYmF7H8FK2hdhNZezZJDT3O1qBIc7e3cjixSInORtpAuSUXuKAXM/NymMhuwpdHSsKyNMrveXD73hn7SEYpw9dyw3n3/wkD+/SD7Kdd4OWncbWAkV2ElBy7u83RvdbWDF1fVURAZFnQRGCneRTpiI5DN/Za4jkD1xOMAxQg8kZORz++0fkeGuRCc0RPKGtwQoGZrn8hQPzfOIFJiuSAKA9p5YjiMRkf3GX5HrCERkKCjXRWQv7OdyfxERERERERERERlOIvEk0UQKp2nQ2q0iARERERGRQqMiARERERERERERkQKyvYtAbcCrTgIiIiIiIgVIRQIiIiIiIiIiIiIFJBiJA1Ab8NDRHc9xNCIiIiIiMtRUJCAiIiIiIiIiIlJAtncSqCnx0hVNkEimchyRiIiIiIgMJRUJiIiIiIiIiIiIFJBg2O4eUFnsBqAnnsxlOCIiIiIiMsRUJCAiIiIiIiIiIlJAtk83UOm3iwS6o4lchiMiIiIiIkNMRQIiIiIiIiIiIiIFpCdqdw4oLdpeJKBOAiIiIiIihURFAiIiIiIiIiIiIgUkHE/ichgUuR2AOgmIiIiIiBQaFQmIiIiIiIiIiIgUkHA8icfpwOfaViQQU5GAiIiIiEghUZGAiIiIiIiIiIhIAQnHknicJh6nfWpQ0w2IiIiIiBQWFQmIiIiIiIiIiIgUkEjcLhLwbZtuoEedBERERERECoqKBERERERERERERApIOJ7E7TRxO0xMA0JRFQmIiIiIiBQSFQmIiIiIiIiIiIgUkHDMLhIwDAOvy0GPphsQERERESkoKhIQEREREREREREpINs7CQB4XQ51EhARERERKTAqEhARERERERERESkgkXgSt8MBgNdpEkmok4CIiIiISCFRkYCIiIiIiIiIiEgB6Ykl8WzrJOB2mkRiKhIQERERESkkKhIQEREREREREREpILtON+B2moTjKhIQERERESkkKhIQEREREREREREpIOFdOwk4TMLxVI4jEhERERGRoaQiARERERERERERkQLSp5OAphsQERERESkoKhIQEREREREREREpINFECpdj1+kGEjmOSEREREREhpKKBERERERERERERApILJ7cUSTgcTrUSUBEREREpMCoSEBERERERERERKSAxJIWLocB2J0EIvFUjiMSEREREZGhpCIBERERERERERGRAhJN7NpJwCQcVycBEREREZFCkndFAslkku985ztMnDgRn8/H5MmT+cEPfoBlWbkOTUREREREREREZFhLpSziSWtHkYDboSIBEREREZFC48x1AIN10003cccdd3Dvvfcya9Ys3nzzTa688kpKS0u59tprcx2eiIiIiIiIiIjIsBVL2lML9JpuIKYiARERERGRQpJ3RQIvv/wyZ5xxBqeccgoAEyZM4OGHH+b111/PcWQiIiIiIiIiIiLDWzSxvUhg53QDEXUSEBEREREpKHlXJHDkkUfyq1/9ig8++IBp06axZMkS/vOf/3DzzTenfXw0GiUaje74dzAYHKpQRWQfKHdF8o/yViQ/KXdF8o/yViQ/DZfcje1WJOB2OogkUliWhWEYOYlJZLgaLnkrIgOnvBURGRgz1wEM1je/+U0uuOACpk+fjsvlYu7cuVx33XVcfPHFaR9/4403UlpauuOnvr5+iCMWkb2h3BXJP8pbkfyk3BXJP8pbkfw0XHI3mrC7BmyfbmD7f7d3GBCRnYZL3orIwClvRUQGxrAsy8p1EIPxyCOP8LWvfY2f/vSnzJo1i8WLF3Pddddx8803c/nll/d5fLqqsfr6ejo7OwkEAkMZuogMgnJXJP8ob0Xyk3JXJP8ob0Xy03DJ3dXNIU78n+f57qkzmTE6wGtrW7nlmZUs/u6HKStyD1kcIvlguOStiAyc8lZEZGDybrqBr33tazu6CQDMnj2b9evXc+ONN6YtEvB4PHg8nqEOU0T2kXJXJP8ob0Xyk3JXJP8ob0Xy03DJ3T7TDWz7rzoJiPQ1XPJWRAZOeSsiMjB5N91AT08Pptk7bIfDQSqlAxkREREREREREZH+RHcUCdjTDLid9nm2SDyZs5hERERERGRo5V0ngdNOO40f/vCHjBs3jlmzZrFo0SJuvvlmrrrqqlyHJiIiIiIiIiIiMqxl6iQQiesGHBERERGRQpF3RQK33XYb3/nOd/jsZz9LU1MTY8aM4dOf/jTf/e53cx2aiIiIiIiIiIjIsBZN2B0DdhQJqJOAiIiIiEjBybsigZKSEm655RZuueWWXIciIiIiIiIiIiKSV6Lx3aYbcKhIQERERESk0Ji5DkBERERERERERESGRiy523QD2zsJJDTdgIiIiIhIoVCRgIiIiIiIiIiISIGIJXoXCbjUSUBEREREpOCoSEBERERERERERKRAbC8ScG6fbsCpIgERERERkUKjIgEREREREREREZECEU2mcJgGprGtSGBbJ4GophsQERERESkYKhIQEREREREREREpEPFECqdp7Pi3aRo4TYOoOgmIiIiIiBQMFQmIiIiIiIiIiIgUiFgyhcvR+5Sg22kSiauTgIiIiIhIoVCRgIiIiIiIiIiISIGIJ1I4HUavZXaRgDoJiIiIiIgUChUJiIiIiIiIiIiIFIi0nQQcJtGEOgmIiIiIiBQKFQmIiIiIiIiIiIgUiFgyhdPs3UnA5VAnARERERGRQqIiARERERERERERkQIRyzDdgDoJiIiIiIgUDhUJiIiIiIiIiIiIFIh4MoXT7H1K0OUw1ElARERERKSAqEhARERERERERESkQMQSKVyOvtMNqJOAiIiIiEjhUJGAiIiIiIiIiIhIgYgnLRzmbtMNOEx1EhARERERKSAqEhARERERERERESkQsUQKV5/pBtRJQERERESkkKhIQEREREREREREpEBEEykcu0834DQJq5OAiIiIiEjBUJGAiIiIiIiIiIhIgYgn+3YScDsMoioSEBEREREpGCoSEBERERERERERKRBpOwk4TCJxTTcgIiIiIlIoVCQgIiIiIiIiIiJSIOxOAr2LBNxOk2hCnQRERERERAqFigREREREREREREQKRDSRwunYfboBk0hCnQRERERERAqFigREREREREREREQKRDyRwmn2nW4gFlcnARERERGRQqEiARERERERERERkQIRS/YtEnA71UlARERERKSQqEhARERERERERESkQMSTfacbcDkMonEVCYiIiIiIFAoVCYiIiIiIiIiIiBSIeDKFy9G3k0DSskgkVSggIiIiIlIIVCQgIiIiIiIiIiJSIOKJFE5z904C9r815YCIiIiISGFQkYCIiIiIiIiIiEiBiCctnLt3EthWJBCNJ3MRkoiIiIiIDDEVCYiIiIiIiIiIiBSIeDKF0+w73QCok4CIiIiISKFQkYCIiIiIiIiIiEiBiCctHLtNN7C9k0BEnQRERERERAqCigREREREREREREQKQDJlkbT6Tjfgcm6fbkCdBERERERECoGKBERERERERERERApAPGkXAfSZbmB7J4GEOgmIiIiIiBSCvCwS2Lx5M5dccgmVlZX4fD5mz57Nm2++meuwREREREREREREhq2dRQK7TTfg1HQDIiIiIiKFxJnrAAarvb2do446ihNOOIG///3vVFdXs3LlSsrLy3MdmoiIiIiIiIiIyLAVT1oAfacbcGi6ARERERGRQpJ3RQI33XQT9fX13H333TuWTZw4MYcRiYiIiIiIiIiIDH97mm4gqukGREREREQKQt4VCfzlL3/hIx/5COeeey7PP/88Y8eO5bOf/Syf+tSn0j4+Go0SjUZ3/DsYDA5VqCKyD5S7IvlHeSuSn5S7IvlHeSuSn4ZD7sYS24oEHJmmG1AnAZFdDYe8FZHBUd6KiAyMueeHDC9r1qzhjjvuYOrUqTz99NNcc801XHvttdx7771pH3/jjTdSWlq646e+vn6IIxaRvaHcFck/yluR/KTcFck/yluR/DQccjdTJwHXtukHInF1EhDZ1XDIWxEZHOWtiMjAGJZlWbkOYjDcbjeHHnooL7/88o5l1157LW+88QavvPJKn8enqxqrr6+ns7OTQCAwJDGLyOApd0Xyj/JWJD8pd0Xyj/JWJD8Nh9xd0dDFR255ge+fPouptSW9xi676zW+fcpMLj9ywpDEIpIPhkPeisjgKG9FRAYm76YbGD16NDNnzuy1bMaMGfzhD39I+3iPx4PH4xmK0EQki5S7IvlHeSuSn5S7IvlHeSuSn4ZD7u7oJODo21zU7TTVSUBkN8Mhb0VkcJS3IiIDk3fTDRx11FGsWLGi17IPPviA8ePH5ygiERERERERERGR4S+WYboBAI/DQSSeGuqQREREREQkB/KuSOBLX/oSr776Kj/60Y9YtWoVDz30EL/61a/43Oc+l+vQREREREREREREhq14InORgNtpEkmok4CIiIiISCHIuyKB+fPn8/jjj/Pwww9z4IEH8oMf/IBbbrmFiy++ONehiYiIiIiIiIiIDFvxpAWA09G3SMDlNDTdgIiIiIhIgXDmOoC9ceqpp3LqqafmOgwREREREREREZG8Ed823YDD7HvfkNthqkhARERERKRA5F0nARERERERERERERm82LYiAVeaTgJup0kknhrqkEREREREJAdUJCAiIiIiIiIiIlIAdnYSSFMkoE4CIiIiIiIFQ0UCIiIiIiIiIiIiBWB7kYAzzXQDLhUJiIiIiIgUDBUJiIiIiIiIiIiIFIB4wgLAma6TgNMkrOkGREREREQKgooERERERERERERECkAsmcI0wNR0AyIiIiIiBU1FAiIiIiIiIiIiIgUgnkzhcqQ/Heh2moRjKhIQERERESkEKhIQEREREREREREpAPFkKu1UA2AXCUQSKhIQERERESkEKhIQEREREREREREpAPGkhbOfTgLReGqIIxIRERERkVxQkYCIiIiIiIiIiEgBiCX66STgMInE1UlARERERKQQqEhARERERERERESkACRSKZwOTTcgIiIiIlLoVCQgIiIiIiIiIiJSAOJJC6fZ/3QDlmUNcVQiIiIiIjLUsloksHr1ar797W9z4YUX0tTUBMDf//533n333Ww+jYiIiIiIiIiIiAxSf9MNeJwOLCCaSA1tUCIiIiIiMuSyViTw/PPPM3v2bF577TX++Mc/EgqFAFiyZAn/9V//la2nERERERERERERkb0QT2aebsDjsE8ThmOackBEREREZKTLWpHAN7/5TW644Qb++c9/4na7dyz/0Ic+xKuvvpqtpxEREREREREREZG9EE+mcGToJOB2bisSiKtIQERERERkpMtakcCyZcs466yz+iyvqamhpaUlW08jIiIiIiIiIiIieyGetDIWCXhUJCAiIiIiUjCc2VpRWVkZW7duZeLEib2WL1q0iLFjx2braSSDzs5OSMXBdFFaWprrcERkEFpDUULRBACjAl48LkeOI5K0Qs2QjIDphpLaXEcj+SaZIJWI0hF3EE1Y+D1OAj4XJKJgWeDyQqQTYj2QSoBhgOmE4lr7/yWtUDROVziBYUBlsQeXI2v1r5LnUimL5lCUVMqiyOOk1Ofa1xVCNAguHzg9+7SqZLQHQg0YQNJdiqukct9iE5GsSYaaMJJRLMOFIzAq1+FkRU8sQWc4jgFU+N24nTrWKHSxZAqnmX6faUcnAU03IDIihHt6iMaiGFg4nW78xcW5DklE9pdYt33c6i3JdSSSRmNLK0lMPKZFZUVFrsMR2SFrRQIXXHAB3/jGN/jd736HYRikUileeuklvvrVr3LZZZdl62lkN8GOVpw9TbgX3Y+v9T16qg6k5+CLSRTVECjTCUeR4SwcTbC2tZufPf0BL61uocjt4NxD67nk8HGMq/DnOjzZrrvJLhBY8ig0LIXSeph3GZSMgrL6XEcnw100BB3rSb3+G8yOdbhGLaBzwml04MaXWIVr0T2ABQdfAsXVEGqBl/8Pti6G4lFw9HUw43Qorsnt6xhmEskU67Z9f/57RRM+t4OLDhvHpUeMZ3SpL9fhSY41BSM8vmgzv/3PWtp7YsyfUMH1J09nam0J3r0pxGtdBe/9Bda9CP4amP8JKJ+wV3mZaluL+dqdGEsfhXgPxpSFWCf8P5IVk3G6vIOPTUSyIhFsxBFuxrHkEWh4B8rHYc29jFTxaBxl+XnTg2VZrGvt4dZnV/L3d7biMk3OOaSOTx4zkbryolyHJzkUT6RwZuoksG07GVEnAZG819O6mUTDewSW3YOZiBCccT7h8YfjKh2N07WPBbQiMnx0bITGd+Hte+2bSA88F8YtsI9ZJeea29r514oWbn9xI1s7IswcE+D6kyYxo8ZHWVl5rsMTwbAsy8rGimKxGJ/73Oe45557SCaTOJ1OkskkF110Effccw8Ox/CoVg8Gg5SWltLZ2UkgEMh1OPsk3NOFtfENih47D5LxnQMOFz3nPYZRfxi+IlWIysgwknJ3u3e3dHL2L14mmkj1Wj5zdIA7Lz2EcRU6eZdziThsfgMeOAfiPTuXGwac/nOYvBAC6iqQyUjM20GJR+D9v8AfP9V7+Vl3Yi1+BGPtc72X1x8O86+CP17de/lBF8BHb4QiVRpvt6opxGm3/adPK9xptcXcd9VhjFKhwD7J59xtCUX5ymNLeP6D5l7LTQMe+/QRHDphkHnU+C7ceyr0tPVe/uHvw8EXg79qwKtKta7FfPg8aPmg94Dbj/WJZzFqZwwuNpFd5HPe5loyHsPc/DrGgx+HeHjngGFinXkHqYkn4MjD/b31rd2cdvt/CIYTvZbXlft47NNHMKZM28rhIBe5e+Xdr9MVSfCVkw7oM9YSivKFhxdx/ycO45ip1UMSj0i+yYdtbk/rJhxPfxPPB0/0Wp6qnU38vIfwVI7LUWQiuZEPebtXOjbC374KHzzVe/mo2XD+AyoUyLH2jnb+55m1PPDm1j5jvzh/Fh+dXYfpzNp93CJ7JSs9WS3LoqGhgVtvvZU1a9bw5JNP8sADD7B8+XLuv//+YVMgMNIYPW0U/eXq3gUCAMk4RU98GqOnNTeBicgetYai/OzpFX0KBADe2xpk+dZgDqKSPjo3wpPX9S4QALs9/N++ArHOnIQleSLUCH/+XO9llZMhEuxbIACw8VUINUHNzN7Llz5iLxfAbpt8yzMfpJ0r94PGEMs2KS8L2eb2cJ8CAYCUBf/1l3dp644OfGVdjfDUN/sWCAA8818wyH1tY9PrfQsEwG4L+eLPiHe3D2p9IpIdZnAjxhPX9i4QALBSGH/9MmYs//bLY4kk97y8rk+BAMCmDN+TUjhiyRROR/pOAppuQGRkMJqX9ykQADAbl5Fc9gei4e4cRCUiWdf4Tt8CAYCGZfDOH+3pByRn2iNW2gIBgP/62yoaO/LvOENGnqwVCUyZMoVNmzZRX1/Pxz72Mc477zymTp2ajdVLBmZPK3RnOLgPNWGGVSQgMlyFogleWpU5R596t2EIo5GMokFoXpF+LB6G1jVDG4/kl+b3IRnrvWzqR+C9P2X+nXf/CNM+2nf5lkVZDS2fBcMJnluR+eLGn5dsIZXKSqMsyUMvr27JOPbuliBdkb4XzDKKdMDaF9KPWZY9/cAApeJRjOV9T9RuZ6x+FjOsIgGRnIgGoXV1+rFYN3SsH9p4sqAzHOef7zVmHP/Lki30RAfxfSgjSiyRwmmmPx3o2V4koOkGRPJWtDuIZ/HdGceLlt5HqlvnjEXyXjQEb92TeXzJQxDcNGThSF8rGzLfxNLcFaUzov0tyb2sFAmYpsnUqVNpbdUOxpCy9nBQn9KXjMhwVuTJ3GWl1Kv54YYFaw8Vt6l4/+NS2BKxvsscrr6FA7tKxsGRptWYpyR7ceU5w4Aidz/fnz4XZoZ5dmXkK+ln++k0DRyD+WxYe9iXTkQGvi7TgeXuZxowdzGWoc+tSE7saX8vmX8X003DwO/O3Lq0xOMc3PehjCjxpIUzw9/f5VAnAZF85zDA7G8/NRnDQEXVInkvlezbYXpXiZg6CeSY39P/+f3t+10iuZS1T+GPf/xjvva1r/HOO+9ka5WyJ/5qyHSy0VOCMYg5UkVkaNUGvJx7SH3G8TPnjh3CaCQjbykExqQfMx1QNW1o45H8UjvLvqK9q3UvwtSTMv/O1I/Aupd6L3O47fnk8kkyDuHO9IUS+6iq2MNlR4zPOH7B/MzfrTK8WakU0VA7sXDXXq/jqClVfdJuu1MPGk2F3z3wlXkCMOqgzOMTjh3wqkyHE+ZdnnHcmncpZqk+uyKZREPtRHv2UztObxkU16QfM51QMWn/PO9+VFns4RNHT8w4ftVRE/G4NC1koYr3M92AaRh4nKY6CYjkMWdRgNjsizKOx6efibe0dggjEpH9wlcKB56TeXzGqVAyaujikT4mVPkz3uQyt76UMq+KBCT3svYpvOyyy3j99deZM2cOPp+PioqKXj+Sfc7iahIn3Zh2LHHSjbgC2uETGa68LgeXHTGemaP73h187YemMLrUm4OopI/yifCxn/W90AtwzFfBVzn0MUn+8NfAUV/uvWzz21AzK/0Fh7JxMO5wWL9LkYBhkjrnLijOk216PGJP0fHU9fDgOfDXL0Pju3a75ixxmAYfP6SeOXWlfcY+e/xk6iuKsvZcMnRireuJvnwHnkfPx/n7y4m+/zSRjsytsjOpLfHw47P7FtXUlfv4ykkHUNTPnbV9lNbByTfZHUB2N+dCu2B3EJKl47AO+3Sf5dbYeVizL8B0DiI2kQIRa9tI5NW78Dx2IZ7fX0r03SeJtqef13NvGWXjsTLs71nHfROrKD/3944/oJqjp/S9ceCC+fVMre2ns4mMeLFECkeG6QbAnnKgR50ERPKaUXcoqdo0hebFNRjzPwEunXMSGREmHIVVM7Pv8uJaOOQq5XqOVRV7+MX5B/bp4FThd/OTs2ZSWV6eo8hEdsramahbbrklW6uSAbKcXqwJx5C4/K+Yz/8Ys3UlqcqppI77JlbJGJKmG90bIDJ8GQZ85rjJhOMpXlndSrHHwXEHVNPeE8eR4c4OGWKmCdUz4Kp/wvM3QeMyKK2Ho78MVVPAoxOs0g9vCRz5OaifDy/8BIJbSI6eS6ioDvcFj+N57zHMJQ/ac5sfdD7Rgy5mbVuUqpNup2zLC/SUTKBtwqmsS5QzP+XEn+vXsyeWBRtfgwfOhtS21syb3oDFD8C598EBJ6e/2LoXRpV6+dVlh7KioYsnlmyhxOfknHl1jC3zUVY0iDvFZViIt67Dfe/HILgZsKuYPaufJTbz40RO+hHesoEXyRR5nJxy0BjmjSvnz4s3s7UzwsIZtRw8rozRpb7BBzd6DnzyX/DCT+3Ps78aDv8sTDgGAqMHtSpn2VgSR3wRx+xzYekjdvHMzDNJVU/HUZG5O4ZIoYq3bcT94BnQunrHMs+a54hP+QiRU/8Pb9ngcjAjhxPGHY111T/g+ZswGt+BsnFYx3wFq3Y2pj8/iwRqAl7+9/w5rG7q5vHFm/E4TM45pI76iqLBdVWRESeeTOHq53jT43IQUScBkbyWcnoxznuA1Ht/xrnoHkjGSM44C+vQq0i5h/2RpYgMUNT04j73Hnj3T/YxZjIG00+FQ64k7i5Bk9nmltdXxGETkvzz2sP5+7ItrGyNceSEEo6YXEVdtQoEZHjIWpHA5Zdnbp8p+0eicwueuz4ExaPg1FvAG8CMBDGfvA5CjUQ/8RyOynE5jlJE0okmktz53GoeeG0Do0u9HFRXSntPjM8/tIhoIsXjnz2SSr8n12FKV6N9N7SVgo/eZLfpinbBsz+AhsXwuTegXBd2pB9FlfbF8foFkIzicBdT6tnWQaTyK3CIvf/U5Sjlot++wbLNQabUjGNy9WfoaI3xxnObgE38+6uV+D3D/C7jrq3w+NU7CwS2syz48+fgmpehLHvt1GsDXmoDXo6dNri7uWV4ScQiWC/dtqNAYFfu935P9LBPwSCKBACKPU6m1pbw1Y9M3/cA3X4YfRCcditEOuzpP0r3fkogZ/lYKB9rFw9to6Jekb6SiTipt+7rVSCwnWvV06Qa34NsFQkARnElFFfCWb+0C3hcXoziWvK9bLe6xEt1iZfDJ+dnoYPsH/Gk1eeOtl2pk4DICLBlMc5Hz7M7253/ABgmjvWvwB0LiB71NZLHfQWHQ3uhInlv8yKMxy6Awz5tXx8yTNjwCvzyGFLHXE/qmC9iKtdzqshfwkQ/fHaUuq3L8LRfzjZHIhFisd5z0AYCgf3xVAXN6G6Gnjb7566+8xsbPS2gIgGRYamtO8bji+wLIls7I2ztjPQaf/ztzcwdp4rCnAu3Qdsa+/8fPr/veNsaFQnIwBSlORhwOKDEvvjZ3Bxi2WZ7ruVVTSFWNYV6PXTppk7GVw7zOz56WqGrIf1YNAihhqwWCcjIkAw143n3sYzjjiUPwYTDhzCiDIrK7R8RGRLxYBPedx7KOO5afA+JScfgdGX5jnh/lf0jMoLFkwOZbiCRcVxEhrd4NIxr8T32P1662f7ZhWfZQ0TmXoKjfMzQByciWROP9OBZdJf9j9d/af/swrPsASJzLsRbnr3CWhEZeTIfFQxSd3c3n//856mpqcHv91NeXt7rR/YHaw/DqaEJQ0QGz4KklTmHEynl77Cwp+/RlO6wkezYwxadZGpPjxgG9pgv+l6TDPr57Bi7d6YQkcLRz3eDmUrYnWpEZNDiyRTO/qYbcDrUSUAkr1n2djLjcFLbUJERwMLq/zxMKoWlXBeRPchakcDXv/51/vWvf3HHHXfg8Xj4zW9+w3//938zZswY7rvvvmw9jezKXw2eDB0avKVY/pqhjUdEBqzM7+KU2ZkrOc+aWzeE0UhGRRVQlqEji8MFVVOGNh4ZsUq9Lg6oLUk7Zhgwp75saAPaG0VV9vQK6biKBj1/uxQGw1dOfPoZGccTsy8cwmhEZLhwllQRm3FOxvHonEtxujU1l8jeiCVSmm5AZARzeYqIHnRJxvHozI/jKtE5Y5F85/b6ifSb6+fiLlGHLBHpX9aKBJ544gl+8YtfcM455+B0OjnmmGP49re/zY9+9CMefPDBbD1NHz/+8Y8xDIPrrrtuvz3HcGUGRhM9+ea0Y9GTb8YZGDXEEYnIQPlcTr7woamUF7n6jH1oeg0Tq4Z5W/FCUTIaTr8NzDTzd334+6BiLMmSqhIPPz5nNm5H312zL5wwhariLLdT3h9KRtn5YqQ56fyxn0Lx4OaVl8Lg9hXDMV9JW2CSmLQQS8VYIgXJ6fJgHPZJCPRthZyoPwJGz8lBVCIjQzxp4Uqzz7mdW9MNiOS/ukNJjp3fd3lpHeYhV+Bw9T0XJSL5x6g/jOSYQ/oOlNZjzrsER7an5hKREceZrRW1tbUxadIkAAKBAG1tbQAcffTRXHPNNdl6ml7eeOMNfvnLX3LQQQftl/UPd06Xm8TUk4hf9QKG2wWmE5IJrHgcq3KCNgIiw9z4yiL+/PmjeX5FI+09CQxgam0x88aXU1WiO6OGjfoF8OkXIdwOTh+k4mA4oGoquItyHZ3ki0QUEhFwFYMjTdEJMGtMgL998Wh+9cIa3lzXTk3Aw+dOmMKBY0sp8e48iROOJ0gkLYo9Tox0F+QHIxqy/+sp7juWjEM8DC6f3TljT0wHTDoern4BXvwZNL4LlZPhmK9C9XRw6ntN0nNVTyZ+1bMYHetJessxLItUpB2j6gC8ZfvQgSIetj/H7mLoZ+5lEdk7ie4OSERw+KswnFk7tbCDq3IC8cufIrX4YTzL/whOL5F5n8ScciKe8rFZfz6RQmBZlj3dQD+dBLwuB8FIfAijEpFs85SPJfbxe0m0b8BRbN9JbIXbobgWV+X4HEcnItniKR9L7Nz7SbSvw1FcY09B0NMOJaNxVWbojCoisousHclPmjSJtWvXMm7cOKZPn85jjz3GYYcdxhNPPEFZWVm2nmaHUCjExRdfzK9//WtuuOGGrK8/XzisBE6XAa/dgdGyAqt6Osz/FFiq+hYZ7gzDwGEYWBj8Z1ULJR4nc8eV4djXi36SXakkGCa8/wRsXQyl42DBpyEeAV+ug5NhLxKEtjXw6h3QsQ7GHQlzL4Gy8eDovRvmdjqYUlPC9884kK5IAq/L7FUc0BqK8n5DF3f/Zy1d0QSnzB7Nwhk1jC3fi2KV4FZY/xK8fa/9+T7kKhi3wO4GEA9D+3p44zfQsBRGHQTzPwnl4+2Cgf64/TD6IDjjDoh329MMpCtAENmNZZgkm5bjXfFnUu5i4odczV7PntjTBi0r4JU7oLsRpn0UZp1tTx+jbazIPku0b8RsXYHjjd9ihNtJTVmINfMszKrJWX8uV+V4ksd9hfC8K8A08ZWqi5PIvkimLCzA6djDdANRTTcgku8cVhwz3Ijx0k8gGcOadTZWSXWuwxKRLHNYccyeJoyXfmbn+oHnKNdFZMD2uUhgzZo1TJgwgSuvvJIlS5Zw3HHH8c1vfpPTTjuN22+/nXg8zs03p2+Jvy8+97nPccopp7Bw4cKCLRJIxiI4N72K8dil9kUswNj4Gix+AOd5D5Cc9CEcbm+OoxSRTDa29XDeL19ha2dkx7Jnlzfx8Xl1fOuU6VT4ddftsLB1CTxwtn0XOACvwrLH4LRbYcbpUFSe0/BkGIv1wLuPwxPX7ly24VV47Q648u8wZm7aX/O6HHhdvbsNtHXHuOmp5Tz25qYdy15f28adz6/msU8fQX3FIAoFglvgkYtgy6Kdy9Y8B+OOgI/fZXcAePj8HfsWbHwN3roLLnoMJp2QfvqN3Xn89o/IAMRb1+G+7xTotD/fJuBZ+Q9is84jsvC/8Zb3bTeeUbjTLsp54Sc7l214FV76P/jEP6BqWnaDFykwifaNOP7zPxhv3b1jmbnhFXjtTqwr/opRfUDWn9PhdOEr11R6ItkQT9oleM5+Oux4XQ564rrxRCSfJdvWYf71yxirn92xzFj3H4yqaaQufBSzclIOoxORbEm2rcN88osYa57bscxY9x+oPoDUBY9iVk7MXXAikhf2ue/m1KlTaWlp4Utf+hLXXnst559/PrNnz2b58uU89NBDLFq0iC9+8YvZiHWHRx55hLfffpsbb7xxj4+NRqMEg8FePyOFEdyE8ZfP7zyJv10qifGXz2N0bc5NYCJZMJJzFyCaSPKrF1b3KhDY7vdvb2JDa08OopI+2tbAE1/YpUBgF3//OvQ0D31Mw9hIz9tBCzXB377Sd3k8DH/6LIQG/vnZ2NbTq0Bgu62dEX75/GqiiUHc7bXyn70LBLbb8Aqsewme/3HafQv+eDV0NQz8eSRv5DJ34+EQ1su37SgQ2JX73ccwOjYMboWhht4FAtuF2+Hpb9vdPURGgFzlraO7uVeBwA7dzfDvG4kHtW8k0p9c7y/HkimAfqcb8DhNemLqJCCyXa7zdm+Yje/2KhDYoeUDjKWPkIzHhj4okSGUj3m7N8yGpb0KBLYzmlfAO78jldD0QblmWRZbO8K8vKqF37+1iSUbO2juSnOeWSRH9rlIwLJ6NwL929/+Rnd3N+PHj+fss8/moIMO2ten6GXjxo188Ytf5MEHH8Tr3fNd8jfeeCOlpaU7furr67MaTy4ZPa12O9V0eloxuluHNiCRLBrJuQvQ3h3jj29nLuT5Qz9jMoQiQWhdnX4sEck8VqBGet4OWvP79nzo6TS9B+EM2/A0Hl/U//dFW/cAT/L0tMKbd2Uef+suqJuf+Xe7dfFnJMpl7qZ62nC/+7uM446lDw1uhavSnAzdMfYPu1hAZATIWd6+/+eMQ8byJ3DEOocmDpE8lev95fj2IgFH5tOBHqeDsIoERHbIdd4OVqInCIvvzzhuLH0MK02BrshIkm95uzcS3R0Yix/IOG4ufYRUh3I915Y3dHHa7f/hot+8xld/t4Qzfv4SV9z9Bls6wrkOTQTIQpHAUHvrrbdoampi3rx5OJ1OnE4nzz//PLfeeitOp5NksveBzPXXX09nZ+eOn40bN+Yo8v3A2sNMrVZqaOIQ2Q9GdO5ip2+ynxzefvJGcmxP36MpteHc1UjP20Hb/W783e1pO76LWD/fCSnLYsCTt1v0/7lNJcHoZzoB7VuMSDnP3X4+k8Zgv2etfh5vWQw8WUSGt5zlbX/bNisFmW9OFhFyv82NJfbcScDrMgnHkn1uChIpVLnO28GzMPrbXus8hhSA/MvbvWEN4PyOtuW5tLUzzGV3vU5LqPeNPe9uCfLfT7xLKKLvY8k9576uwDAMDMPos2x/OfHEE1m2bFmvZVdeeSXTp0/nG9/4Bg5H7xPbHo8Hj2dkzutt+aswPAGIpmmX4y3F8lfrHI3krZGcuwAOExbOqOXJpVvTjp80q3aII5K0vKVQWpe2DTamE6qyP+9uPhvpeTtoNTPBMNNfWK+YBL7yAa9q4YwaHnotfdv1D8+oxdHPid5efOVw8EXw9LfSjx98MSx5JP2YtxSKawb2PJJXcpm7UVcp5gGn41r2cNrx+IHn00/ZSl+TPgR8J/3Y+KPtz7HICJCzvJ1+KrxyW9oha8pCYo4S9tzvT6Rw5Xp/eWcngf6KBBxYQDiepMi9z6cNRfJervN20DwlpGafh7nyH2mHrZlnEC+q2feLAiLDWN7l7V5w+suxZp+PkaGbnjXjDIziUUMclexqc3uY5q5o2rF/vtdISyhKsVffxpJb+/wJtCyLK664YseXbiQS4TOf+Qx+v7/X4/74xz/u61MBUFJSwoEHHthrmd/vp7Kyss/yka7ZrKTmYzdjuDxQPh6iXeApgbZ1WMk4zWYFuswoMjwlU3D+ofX8Z1ULHT2925EfNaWSVEqVnsNC5WQ45RYIt0LtLIh0grsYQo3Qtm5QF3mlAMQj9mejpxVcPvCWwfHfgn/f0PtxphNOvx1KBr6VTqYsjplaxYsrW5g5uoRvHl3KBG8Y07AoqSgnzgDv8DdNmHkGvPEbaFvTe6x6OkxZCK4i2PCy/fle8BkYPQcSUSifCJ7AgGMWGYhuy43r6K/gqp4CU0+y92cdLrAsEsv/Tqd/4uAuOAbGwLzL4O37ei93+eDkm/S9LbKPeopGUzTvCozaGXYhZTIBpgPe+zPWUdfRbpQwOptPGI9CcJO9bTUd4KuEignZfIYdOnpitHbHaA1FKfW5qPR7qCoZ2SeXpfDsKBIwMzcW9brs8rxQNKEiAZE8FE9aOMYciuuIL2DMOtO+09hKgcsPy5/EOugCggknvlwHKiL7LFW/AHP0wRhbF/ceCIyFQ67A4SnKSVxia+6KMn1UMQ+dV0e52QPREJavnFUhN2fc8wGRhKZ3ktzb5739yy+/vNe/L7nkkn1dpQxQLOWG+vlYT30DY+XTdgtVw8Ca+lH46I3ELHeuQxSRDLxuB4++sYFbL5jLP95r5KVVLRS5HZw5dyzlRS56Ymo3NGxUT4N//wj+/NmdLXbHHwWn3wbF1bmNTYaP7hZ4/dfw0v/aF9TB7iRw/oNQPx9e+BkEN8PYQ+GYL0H5pAGvem1ziK0dEU6fM4ZLDh3FYc5VlD91PnRt60TiKyd16i32BX5P8Z5XWFoHlz8By/4ASx60ux3MvcwuHigdCwd8FK5+HhIR+Od34bkb7d8zHfbjjr9+UAUOIv3xuRzEwk68riKMu0+GWMgeKJ+I4+xf0Zb0Dq7otagCTvwuTP2InY89bTDpeDjic1A2IfsvQKTAvNNZxPz5n8D4wyeg5QN7ocuHdezXWN5VRI1/UL0/+hdqgg+egn982y7UBHsbduad9vbUnb3LGw2dYb71+DL+tbx5x7JZYwLccckhjKvQyVUZOWIJuxi9v04CPpddQNATTULJkIQlIlnkdZmsCnuZMvXD8Nhl9nEogLcM6yM/oi3upLhEBUAiI0G8pB73uffCir9hLH4AkjGsGWdgHXwRYX8d/j2vQvaj6bUl/O2SsRh/+SzGhlcBMEwHU2efz9IvfoMmU9/FknuGVWCTjAWDQUpLS+ns7CQQyO+74ZIdmzCfvA5j1T/7jFlTTyJ1yi04ysbmIDKR7BtJubvdiyubueLuNzhxeg0H15cRSSR56p0G2nviPHb14UysHsDFPtm/etrgme/B2/f2HRs9B867D8onDHVUeWMk5m1aqRS8dTf89ct9x4pr4ernwO23Ow14SsA98IsNWzrCnHbbf7jhrAP5/hPv8cfzahj90AmQjPd98Kf+DWPnDS7unlb7//1VsOt0UaFGuO8MaHq/7+8d8Xk48TvgVEPpkWqoc9d6/y8Yj17ad8BdjHX1vzGqpu3disPtkIzZUwzo8yoj3FDlbax1Pe7fHGfn1+5jp9+Je96F2XuyNc/Dfaf3Xe70wqdfgOrsTPvUHY3zjT8sSzsN2AG1JTzwyQVUq6OA7CdDvc1dsrGDM37+Ej8+ezbjK9NfOljdHOLbf3qHJ79wNAeO1TQ9IrvLh+Ncq+l9jF8ea+8L7z52+ZMYE4/JQVQiuZMPebs3VjZ28dH/e5EfnDGLMyamMK0Ur7e6+cRDS3nwqsNZMKky1yEWtFTbWsxHL4bGd/uMWYd+AuvE72L6yoY+MJFdZO4vJsOeGe1MWyAAYKz8B2a0Y2gDEpEBa+6K8uIHzfz47Nm8tzXIT55ewa3PrqLS7+F/zp3Dm+v7nniVHOhuhiUPpR/busS+e1wk1ADP/zjDWCNsXWpfpCypHVSBAMAHjV20dsf44V/f5zeXzqX8/QfSFwgAPP8TiIYGvnLTtLthFFf3LhAA6NycvkAA7KkKuhoH/jwi/Ui1rcd4/ifpB2MhWPHU3q/cV24X6qhAQCRr3FveSFsgAOB+4UboasjOE3U1wvM3pR9LRGDJw3axWxa0hGL8bVnfAgGAFY1dNHdFsvI8IsPBjukGHJlPB/q2TTfQE1MLXJF8lEzGYdEDaQsEAHjhpyQ7twxtUCKSdYlkiode30AyZfGtx99h1s3vMeN/l3P5fUtJJOD/nl1JMJzh/JEMCTPUlLZAAMBY/IA9LpJj6meRz8Id+zYuIjmTSKb47UvrOKC2hM8eP4VSnwunw2DJxg6++MgiPjS9hnMPrc91mBLtynxBFqBjPdQdOnTxyPCUiNgtkTNpWGq38N8Lq5u7AdjUHuZfy9Yzq3lp5gc3vQex7oFNObAn7esyjyUi9vOIZIFhJaB5ReYH7D63oojk1pZFmcc61me+IDFY8R5o6ee7oWGZ/ZgsbPO6owlS/fRXbOqKMnOfn0VkeIhtLxIwM0834N1WJNAd1RR4InkpHMTIcFEKwGhZgRHvGcKARGR/iCVSrGjoyji+tqWbcDxJwOcawqikl37PrUUhlvnvJzJUVCSQz7x7aI3jVVs4keHK5TSZUl3Me1uDfOvxZX3G540rz0FU0oen2J6HPZXhLppSFXII4PDY86D3tKUfr5mx16ueVrvz4seK1jjhsgPwrX85/YMrp4ArS/Mm9/fZdrjt6RNEssAyHBgVEzMXCtTo0pzIsFI7K/NYYAyYWToJ6fRC+cTMXZuqpoPTl5WnKvY4cZoGiQyVArUBdSORkSOetD/n/RcJ2F0GumMqEhDJR4anBKtyKsaaf6cdtyomYanTlkje8zhN5tSV8fLq1rTj02pLKHI7hjgq6aWsv3NrLnBrqmHJPU03kMcsTynW+KPSj004BktFAiLDVlWxh699NP08qsUeJ8dOqx7iiCQtXyXMPDv9WNU08NcMbTwyPJWMgqO+lH7MVw6jD97rVU+pKWZ0qX0C55/LW2mdeRkYGXbfjvs6eEv2+rl6KauDiknpxw6+GIr12ZfsMCsmYB3zlfSDTi/MOG1oAxKR/o0/CjwZtjXHft3eJmZDYDQc89X0Y6YT5l0Cjuyc9Kwq9vDxQ+rSjh1cX0pNiScrzyMyHMQSe55uwOtUJwGRfGa63HDI5fYND+kc/WUcZem3eyKSPxwOk3MPrcOdYZt+3cKplHjVRSCnSkZnPrd24LlQVDW08YikoSKBPGaWj4PTb8Mad3iv5da4I+D0WzH7q1QSkZw7dHw53z99Fv5dqjrHVxbxyNWHM7YsO3dGyT4qroYTvwPTPtJ7ee2BcMGDUDEhJ2HJMGM6YM6FcNjVvS/gl42Dy5+E0r0/ATO61MdDn1rArDEBookUP3sjQutp94C3bOeDXEVw2m1QvfcdC/ooGQ2X/KFvF4SZZ8Lx3wCXvqMke6z6I7CO/ZpdSb+dvxrrot+RCozJXWAi0ldpHVz+hN01YDvTAUd+EWacCkbmu5MHbcwc+PAP7IKh7XzlcMFDEMjexY0ij5MvfXga58yrY9ebq4+cXMnPLz6EymIVCcjIER/AdAOmaeBxmoSiGbqpiciwlyoei3XeA/Z2czuXD+ukH5HK5nGjiORUXYWP+z9xGKN26XxV6nNx24VzmVqju9RzrmIiXPBI3w6JB5wCx38T/JW5iUtkF4ZlWf3MvjfyBINBSktL6ezsJBDYQ7v+PJFqX48R6YRwGxRVYnlK7QICkRFkJOYuQCyRpKkrSlt3DLfDpKLYTU2J2r4NO52bINIJ3c32xVlfGZRPyHFQw99IzduMoiHoboJQI7j84K+274TMgtaQ/T0Rjiep9TupMtpxhBrBStl3bfprwLUfvjtCjXar50gQ/FX2a/KVZf95ZFjJRe6mQs0Y4XYIbQWHF4oqMcrGg1N3PogMxJDmrWVB11Z7vyjeA8Wj7O2DZz+ciIwEIdRkP5/DZT9PaR04s3/hPhSN0xKKEQzH8XucVPndlBa5s/48Irsa6m3unxZt5rpHF3PvlYfhdma+b+iaB9/iqqMmcu2JU/d7TCL5Jm+Oc+NhrM7N9vY6lYCSWlK+ahx+TW8phSdv8nYvWJZFY9A+Z5S0UlT6PdSUePrtGiRDrG0dRNrtc8v+avCWQ6luiJDhwZnrAGTfmeXje/07i/duiMh+5nY6qCsvoq48S/OIy/5RWrdPd4NLgfAU2z+ZWontg8piz253Mhb3P7dZthTX2j8i+5lZXG13b6melutQRGRPDMPuJDAUnT68Afunasp+f6pij4tijwqTZGTbMd1AP50EAIpcDk03IJLvXD6Mqim9tqGanVxk5DEMg1GlXkaV6qazYatiAjAhx0GIpKdyIhERERERERERkREulkxhGvaUAv3xuR10qUhARERERGREU5GAiIiIiIiIiIjICBdLpHANoP2w1+UgFFGRgIiIiIjISKYiARERERERERERkREulhxYkYDP5SAUiQ9BRP+fvfsOj6pKHzj+vXd6em8koffeOyIKNlRUVEBRXOva1t11111/rrrurq5rWdfeKyoWQBQrSFME6b0TCElIL5NJps/c3x8HCCEzIZHIZML5PA8PcM/MvYcwd+6957znfSVJkiRJkiRJChUZJCBJkiRJkiRJkiRJkiRJbZzH60eva7zUAIggAVluQJIkSZIkSZLaNhkkIEmSJEmSJEmSJEmSJEltXJMzCRh12GS5AUmSJEmSJElq02SQgCRJkiRJkiRJkiRJkiS1cW6vH4N68kwCZoOOGplJQJIkSZIkSZLaNBkkIEmSJEmSJEmSJEmSJEltnMvrR9eUcgNGHTUyk4AkSZIkSZIktWkySECSJEmSJEmSJEmSJEmS2jiPz49BPflQYIRRZBLQNO009EqSJEmSJEmSpFCQQQKSJEmSJEmSJEmSJEmS1Ma5vX70TcgkEGHU4/VrOD3+09ArSZIkSZIkSZJCQR/qDkinyOMCay7sWABF2yCtL/S8BOLag8EU6t5JkiSFP78fKnNgz3eQvwYSOkHfKyEmE8zRoe6dJEF1IRRuhK1zISIJBs4Q9wGWuJY9jr0CqnJhw2xwWaHvVeK+Iya9ZY8jnZmqC6FwM2z9VHx2B14rPscR8c3fl9MG1fmw6QOw5kGPiyF7OMRmtni3JUn6ldmKoHg7bPkIDBEwcCYkdICIxJY9jt8vvi/2LoLcHyG1D/S+THxv6OVztdR2uH1+9E3JJGDQAWBzerAYdb92tyRJ+jVY86HqkLgn9jqhz1RI6Qnx7UPdM0mSpDOHsxqqC2DLx1B5ALJGQNeJEN8RmnBPJkm/NhkkEM78fihYB+9fAR6H2LbjM/jhSbh2nvjCkV80kiRJp6Z4K7xzCTir6rat/B9c9R50OhuMlpB1TZKw5sPsqVC6s27bmpdh/P0w/NaWCxSwV8CPT8NPz9Vt2/oJpA+A6R9CTEbLHEc6M1kL4IOroHhb3ba1r8GYP8Kou5oXKOCqge1z4Yvf1W3bPh/isuH6LyC+Q4t1W5KkX1l1IXx8PeT/XLdt/Vsw9CZxnYtswUCBkh3w9oXgtIq/b58Py/8NMz6BDmNBJ4dOpLahyZkETCIwoNrpISXG/Gt3S5KkllaVD8v+JQIEjtr6iRgrvvxVGSggSZJ0OrjtcGA5fHI9+H1i29HnjOu/EAtvJCnE5AxyOKvKhXk31QUIHOVxwNybRLskSZL0y1nzYcEd9QMEAPxemHcz2ApC0i1JAsDrhtUv1w8QOGrZo+Lz21IqD9YPEDiqcBNsfB98vpY7lnRm8Xlh3Vv1AwSO+vEpsB5q3v5qimDhPQ23Vx2C7/8Brtpf1E1Jkk4zTRMDaMcHCBy19nUo39tyx6opEc/VRwMEjvJ54OPrwFbYcseSpBDzNDWTgFEExlQ7vb92lyRJ+jWU7akfIHBU3mrY+blYeCZJkiT9umyHYd4tdQECRzkq4fO7xYIJSQoxGSQQzuxlUH04cFt1AdjLT29/JEmS2hpHJRRtDdzmrhETp5IUKvYy2PBO8Patn7TcsTa8G7xt3etgL225Y0lnltpSWP9m8PZAg5uN2b9MTC4GsuMzcMj7Y0kKCzUlIqNIMGteE0GbLcFeASUBAu4AXNWiDIEktRGuJmYSiDxSYqDa4fm1uyRJUktzO2D928HbN7wjSnNJkiRJv66yfeCxB247vKHhojRJCgGZMy+c+U7ysOZzn55+SJJ0SspqXNS6vOgUhfhII5Em+dXcapzse9RVc3r6IUmBaBp4GlkVfeKKyBNY7W6sR1aHxUcYiPZUiOAXnQEik8FwpJSG3y8CZoJx14LWQpkE/H6oKQSPU9SAjkoV/ZHaME18htqPxnnWA6jmGFBUtOLtmBb9FRxVzdud2xa8ze9tGMEvSdIv47aLYDW/F4xREJXSsvvX/OKaFIyrWpzPagvcN/tPeK5WlPrBRidm7pOkMOb2+jGoJw8SsBwJErDJTAKSFH78HvA0cg1118p7YkmSpNOhsecZkPN3UqsgZ6LCWWSKGMAPNGhhsIh2SZJaLYfHx9b8Kh5csJ1dRTZ0qsIFfVK57/yeZCVEhLp7EoA5XkyW1gZYJa2okNzj9PdJaj5bEdSW4nPZ8VqSKPHH4DdEkBhpJMoc4glojwtqiqG2REx0RCZDdDpWp5eyWjdWh4dos57ESBMJkcb67zVFQ+dzYe+3gffda0rAzV6fn30lNTz0+TZ+PlDJjUOTuLtLGSx/ACpyQGeEftNg/H0QmwmqCv2uEquwA+l2AZjjfulPoE5tOez6ApY+Kn4mphgYfpuoPR2deur7l1onUwyui19Cl9QJs6McKktAZ8AfEYvnhkUYaoubt7+OZwVvyxgI5phT668kSVBdKEqE+DxiYMsUAxHxkNgVTFEtcwxLPFq3C1E2vB24vd/VIpishY5FdBrWfjdSnn0+VW6VKINGYukaElf9CxI6tsxxJKkVcPv8mA0nv/81G3SoClQ7ZSYBSQo75hjxLLjv+4DNWrfzUaKST2+fJEmSzkSpvRsGIB8VndYyY2mSdIpkkEAY85ji0J/9fyjfPdCgTTv7AbzmeOTaO0lqvfYUWpn26mr8R+4TfH6NhVuK2JRn5eNbR5ARJwMFQi4mHe28x1Dm3dSgSRv+WxSTnGxq1TQNSnbAnGug8gA6QKfqSBhwEytSZ/JTIfzu3G4kRbXQJENzOapg66ew6IG6gL/IJHyXv8kbexJ5dnnusZcO6RDP/64eQLv4474XzDEw8WE4sBy8zvr7bjcEUgIHseRXOrj8pZ+wu310To7itk5lxM6fUfcCnxs2vguFm+CaT8UEfcZASO3TsG68MRLO+rP4/VR43bBpNix6sG6bqxpW/AcqDsBFT4hJHKntMUWhT+uFbtvHsOp58LoAUKPTUC98Ck/agObdz8Zl4e96HuqJwTOqDt95j6OLSGyxrkvSGclWIq4FC39fl4Zf1cPQG2HQLEjt1TLHMZjxjLgT4475DTPjJHXFlTGMFrt6R6dTNGMJD357iO++ryst0C+zOy9MX0ZWZEJLHUmSQs7t9aNvQiYBVVGwGHVUO2QmAUkKR1r7MSiJnaF8f/0GcxwM/63IAiRJkiT9qjyGWPRDbkIJUEZNO//f+KMy0IWgX5J0PDXUHZB+OcVtQzFGwiXPiYF7vRnS+sIlz6MYIlBcjaRblSQppKrsbh77ZtexAIHj5Vc62JRbcfo7JTXgqylDcVph6puQOUR8zyZ1hfMfQ0nthT9YXSmpdbDmwzuTofJA3Ta/j8gNrzDK/j05pTbmrDmE1+cPTf8KN8FXf6yfEai2DN0HV3BFZz/Hj9+uO1jJXXM2UlFZBUVboWA9VOZCbDbcshx6XgqGCJGe/+wH4OrZIir5BG6vj3dWHcTuFuklfzcihuSVDwXuX9EWKN8n/hyTATM+hrPuE9kOjJHQ5wpx7IROp/6zqCmC5f8J3LbtE6gtO/VjSK2Sy1aOWrAWfnjqWIAAIDKAzLsJnbN518N8h4F1/R6matwjIhOGwYK34zkUXv0NSyoS8XhlalVJOiX2Uvj0N3UBAiBKDvz8CuxfAvZGytM0Q63dzpOrHeRN/RJXr6vEZEZEIrZhd7Nz4nt8vrflUnNa7Q7+vayI73bV/77Zkm/llnkHKa6Rk6RS2+H2+jHomjYUGGXSy0wCkhSGNJ8PXDY4/3GRlS0iQVxH+1wBV74F1QW4ahsvTSdJUhjxeaE8B/LWwKHVYhzHLccrWwOdz46SMRDO+xckdhHjylnD4Mq3UewVaIEy10rSaSYzCYQxndsmVnAkdIKB14oBfGsB/Pg0VOSgu/XHUHdRkqQgHA4n6w5WBW1fsruUC/tnnr4OSQEp7hr45j4x8TrwWvGAXVsGG96Dkh0oN3wDSV1C3U0pmMLNYA88wRi79lluO2c+dyzM4fJBmWTEWU5v3xyVIq1+ID4PifvnMrrLBfywt/zY5g25VZSVFpLwwRixQW+G8X+FQdfBlBfBWQ2qIsoNqYFjkW1OLz/srZtw7xSrQNne4P3M/Qk6jBZ/jm0H4/4Mg28QtaItcaeeQeAoR1XjtdoqD4oAHanN0XtsKKtfCNzocaDs+QbS+zV5f9sLqrj1wwMMbj+Em0acRYxJZV2hm7c+qkBVrHyRlUi7JJmVQpJ+sUOrRaaXQFa/CD0uFKUHTpHN4WLu5mLeXevl6v63MPG8O3H74aMdDhb9kMO4bslcMtCFyXTq+QQq7R6+2Bq4tMnOQhtldi+pMgmJ1Ea4vH4MupNnEgCINOqxOmSQgCSFG6/LjmHTbFj3BnQ9D855GHR6OLgSPpyO0m4w6qUvQ2RsqLsqSdKpctrg0CpY8Nu6xRXGKJj0L3FfHiXLUYeSUlMEC24XC3wHz4LIJJHh5Zu/gr0M9dbRoe6iJMkggbDmOjKYXpED3z/SsL2xwXZJkkJKxU9CpJESmytge0aUTPTSKnjsYnVcdQEsf7xBs1ZTTNOG2KSQKN4evM1eTrxRo9rhxekJwcpijwPKg0/OR1VsJyvm4gbbKx1ekdbZ7xUlBhY/JGol97q0SXWgjXqVxEgjR/ID4PKrYLDUz2ZwvJj0+n/X6RtuawknqystS3u0XZq/LmNFIKW7m7W7PcUik9b63CrW51Y1aHf7AqTwkSSp6Ro7J6sLxDndAvSqSkKkkfJaN++sK+GddfXb06IM6IMExDVXrdOLL1B6ryNKrA56Z7XIoSQp5NxePwZ90541I0w6GSQgSWFI07wiENzvg91fiV/Hq9gv2iRJCn/WQzBnuhgjOspdAwt/B4mdZJBAiGnVh8W4cfE2CFAyPOhYnCSdRnIWKoz5T1Kb12+OOz0dkSSp2ZItGjcOSwrafknf5NPYGykYvykWdI1Uw47NPn2dkZovrW/wtqgUKlwKcREGzIYQVAAzWCCpe9BmW2J/cq0N0xsnmJX6D38AS/4JNSVNOmy02cBvx3c+9vfZ2xzY+1wT+MU6A7Q/TVHNehNkDQ/cFpUKJ7nnkcKXarBAUrfgL2g3qFn765EWPKAkKcqIsYmrJyVJCiJjYPC22CxQWuaamhQfy21jgmfVunZ4JjpDy6x5iDTrG63Rnnq6sw1J0q/I5fVhUJs2FBhp1FMtgwQkKeyoxkj8jTwLa0nd8RlOHmAuSVIr5/XA+ncajhEdteLJJo8VSb+S+I7B23RG/Mbo09cXSQpCBgmEMY8pHq3zuQHbtC6T8BjlgLoktVZqRDyX9U3m/B7xzBiWzX+m9uORS3szunMiT03OIj0qBJOWUgMeYyz+/jMCN6b1xRUhI3JbtfR+EBk44MY69Pe8uL6W357VmdToU09V3GyWeJgQIIoYQG+ivNMUVu0vr7d5eMc4EosClBIq3we+kwzg2orFw2FVHv1SDNwwqj0AX2wrJ6fbzXjTB9d/vc4AV38A0b9C1oBAXLVw1n0Qd0LgjTkWLv4f1MoH27ZKUVS08fcHbjRGonU+p1n765keQ1KUMWDbHeOySIuQmQQk6ZSk9AgeuDXuTyLbTQsZ1y2ZS/vWD6pVFPjb+Z3Ijje32HESIo1M6R/4nq5vuxgSIxoJGJWkMOP2+jHomhgkYNJTZZdBApIUbvTeWrT+14Au8D2xf9x9mJUgk4qSJIUPtw1Kd4Kqx3PWAxTdvIXCW7bhvOg5kY2xfB+4a0PdyzOaJzIDknsEbPMPuh6vHFeWWgFZbiCMmV1WPBc9g/6rP6Ds++7Ydq3reXgveAqz2wqkha6DkiQ1KiEmir9c2BtbeSEWrRR0enqNTaVdcgKRsTKquzWwuCtxj/0zeo8Tddsnx1Loalkj8E15BYvbCgRf5SaFWGwmXL8QPp4JZXvENp2RmiG384NhDP2yDFwxOBNdEwdKW5o/pQ/axc+j++6v4BIp0onJwHfZGyzYo3L8VObYLgk8fpaFhLwKmPY++P1gLxd1Jr2u4Bkvakpg7/cQEQcF62HzhyQ4rdwz8b9Mv/scVh6wstmq0uGK94ioOYSat0rUSEvtK/ZbWwox7aCJK84AEbBgKxLlOgwWkd5Of5LJHGMEfPE7OOdvIgq+bK/4/4tMEZkSLnu56ceXwouq4jfHop7/b5TvHxGfG4C4bPxXvIVacUBMSjZRpieXD28cwm8/3MK+ElF6y6hTuWlMNhf1iEPn/QXp/Px+qCkUpb50JnGONKG8hyS1SdXF+K/7AvWT60TZOwC9Cf/Ye9GSe6FrwfTFyXExPHxhN24b15mV+0owG3SM7pJCcoRKVHTLrbqJiYzk3ond8Hg1Pt9WgnbkAjysQzxPT+1NaoKs2Sy1HS6vH0MTs+pEGGW5AUkKS8YovP4StGvmop9/s3g2AzDF4Dv/cVzRWUS0UOYfSZJCyBgNHcdz+KJ3eW/NYT5+cw8ev58Levfjtzduof2mZ1GMkaHu5RnNlNAO79Vz0H92E+QfqZ+mqPj7TcM76veYI2VpTSn0wi5I4LHHHmPevHns2rULi8XCqFGjePzxx+nePXjK3rbKFZlKhbWK5EHXoR92k6hhYrDg87opc/hJiE0lBGsjJUlqogq7h+iCVXRY/n9QlQuAr8NZlIx7lFJjV5Kj5UNbyEWnYbQV4eo9FXX078FZDcYIfA4rZpcNooKXjJBaiZQeMGsh1JbhczvwmhOo9MfST29mQrSJCGPoboUO2Q08saMrN1/8NUlUo6k6cuwWPvrJywMXdeSSQR2odnqIMulJNLiIq9wGeathxeNiB3HZcNafISFInTlHJXz/iMiosPIdOLTqWFPswpuINUTS7dblYEmABbfD8NugcDMUb4Xy/eKF5ji4bgGk9WtaoEBNCax9HVa9IOrg6c0w+AYYcw9ENxK4GJUCHcbAvFvEBGxslghQsOZDWn9RckBqmyKTOWDR89x+I7dctogk1YZf0bPDauTT5R4evmAEzfrfj0qjq6uUDyf5KNdl4fRCgtFHslKGBR1ENVLaIBB7Bez6Er5/GGrLQNVBz0th0iPicypJZ5iK1BF4a8tJOudhVJ1eBHbpzdRqFmpNWaQltGCQek0p8T/8g/gtc+iZ3EMEoX2/GyY/Db0vB3PLDaqlJcTw8OQe3HNuF6x2D5FmPfEWHUlxMkBAajv8fg2vX2tWJgFZbkCSwpDOQLUpDYNXI/bCJ0U9bE0DnQGHMQW7EkVEdEKoeylJ0qnSGyjsfSMz3tzIwXL7sc0frSvg2x0lfH7bPWRHyXvZkHJWo1dBG3kXit4MXicYIkDzYfTZxXezIksiSqEVdkECy5cv54477mDo0KF4vV7uv/9+Jk2axI4dO4iMPLMioxxuD/Gr/4N+6/v1tuuB+H7X4Rj/oAwSkKRWqtblwVi2g7gF19bbrju4nPSyy7HN/BaiG6lbJJ0eTit8/SdMOcvqbTaAmLSc9VUoeiU1V1QqRKWiA3RAa5jWc3p8vLoihy+3l/Pl9vIG7Rf1Teeifhl1G6oqYf4tdatAAKoOwYI7g38Oa0pg10LoNL5egMAxnlr48l4YeiMkdoZVz8O+xSd0tApmXw63rhAr+xvjtsMPT8PPL9Vt8zrF32vL4KKnwBLkAdUYCec+JF6/4zPxeoDMYTD19cBBEFKbUFtTw9OL9vHV9jIWbC1r0D5tcAapic0ooeW1w5zpJJfvo0GxkSkviqAaNXDq1QY0DfZ8C5/fWbfN74Pt80R2kmvnQbQMYJHOLAZ3FQmfThHXoONEA77L52CLGEt0dAtl2jiwHDa8I/5cuLlu+xe/g3aDoZF6y79EfGw08XIcVWrD3D6RFc2gb1qQQJRJT7XTg9+voapyAFuSwonZWUL0+5PEmMZxolQdvpnf446MwGhuudI9kiSFxk85FfUCBI6qsnt4Z3Uu953XHaNJzhCFjL0cFtyJklu/dKgKMP6vMORGiApcJlWSTpfQ5Nc9Bd988w2zZs2id+/e9O/fn7fffptDhw6xfv36UHfttDO7KzFv+zBw29bZmD2Vp7lHkiQ1lWavJOaHRwI31hTDodWnt0NSYC4bnBAgcExNMdQUBW6TpJOosntYtKM4aPu8jQW4vf66DXk/1w8QON6iB8Vq5xMVrBcTKIECBI46sExELbcfBfu/D/wae3mDyaCAaoph3euB27Z/KjIDNCY6HS7+H9y5Hm76Hu5YA9PnQFz7kx9bClvVTjdL9jQMDjhqwZZmfs+W7hG1FwNZ9jhUFzR9X7ZCkUEgkOJtUHmgeX2TpLagaEvQa0Lcj39H565qmePUlsGPTwdvX/umCNqRJKnJXJ4jQQJNnPCPNunxa2BzydrlkhROXA47yq7PGwQIAOD3EbH6aVz26tPfMUmSWpSjtobPtgQfZ/l2ZxlVtprT2COpAUclnBAgcMyq50W7JIVY2AUJnMhqFTc8CQlnXpok1Vl5rD52A5ofVX7JSFKrZdRcqIUbg7ZH5i07bX2RGuFpGI1bT23J6emH1OboVDAbg9+GRZn09bP7718afGeHN4iSQycyRILPDQZL8PfqzeI1Pi/HijAHUnOSCX4QWQd8QVLSapoIIjgZc6zIapA5BJK7Q2Tiyd8jhTUVsBiCl9eJMTZz5WJBI4HDVbngczV9X+7a4ME5AIc3NX1fktRGmAsaCWQt2Ylec7fMgXzuxq8b1Xmi1IEkSU3m8onAmuaUGwCw2mXJAUkKJzqfk6iCIJNSgOHwGgz+k4x1SJLU6qn4iTAEv6ZbDDpUgswdSadH2d7gbS6bKNMpSSEWduUGjuf3+7nnnnsYPXo0ffr0Cfgal8uFy1U3GFhd3XYiJVVThPiDosLwWyGhi0h9uvY1ESRgOrPKL0htS1s+dwH0er2oz23NF6mP2w0Wabb3LwV3DVpC51B3UQIwxYAxSty0DbpO1Eavzhf11n1ukP9P9bT18/YYTQPNB+oJt1F+L6BSf3Y/sMRIE9eN7MC/vtwZsH3miPboj99PYiOfteg0USf9RBkDoHALjPk9/PQcRCTCiDtEDec934jSAv2nQ/5ayBwqJugDrTYBSOpy0n8ThojG21uwdrTUskJ57iZEqMwYmMQLKwsDtk8d0Mx0/vEdxO9x2TDlZTBFw77vRUYAYxTompFqUW8SgTReZ+D22NZQvEQ6U4XqvFUTOgRvtMSja6mamqYYyBohyuYE0mWiOEd/DW47GE9yTZOkXyiU19xjmQSaWm7ALO51K+1ushPlOSGducLtOVdvisQfkylWBsZ3gCE3gd4IWz8Rz37R6ZgMhhD3UpJ+XeF23v4SJnMEs4Yk8+2OwAuYrh+SSFKULCsSUkfLE+qMMPIuiEkTiw02vS+yep5sHE2SToOwziRwxx13sG3bNubMmRP0NY899hixsbHHfmVltZ3BPJ0lDib8DW79QawW3P+9GIC/9Qc4+2/ogtX9laQw0JbPXQA1Og3/uPvgijdgxO1iAsIYJeolj70Xel8W6i5KAJHJMPl/8NufxMN1zhKxUvqmxXDZS2COC3UPW5W2ft7iqBQ38wt/Dx9fLwZZrPlipfHOhfDJDfDFXZC/LnD6/+OoqsLF/TIYkBXXoO2a4dl0Sjoh0K/nJYEDAQBG/x6iAkykRqXAJc/D3kXwm+9g2vsiPXrOMuh1qfhcn3UfdBoPmz6A4bcF3n/ncyAqrdF/DwCRSSLYIJDELhCZcvJ9SCERynPXEBHHtSPa0z21YXDrbSNTyYxp5gBm9gi4ZQVc+bY4R5f/W9wf37UeJj8LsZlN31dkCgy4NnCbMQrSW7YeuiQ1R8jO285ngy7weekfcTu62HYtcxxTFIy/v2FAHkBEAnS/oGWOc5TbIQLuVzwF826C7/4GxduhprxljyOd8UJ5zXX7mlduIOpIJoEqh8wkIJ3Zwu4512BCG3ITXLcALvovFG2G3JUw8g64eQm+s/6C0lLXa0lqpcLuvP0ldHq6pUYxtV/DDIxDs6OZ2CsdzNEh6Jh0TFx7OO8xuHEReB1iPC6pqxiPG/83iEgKdQ8lCUXTGsst23rdeeedLFiwgBUrVtCxY8egrwsUNZaVlYXVaiUmJsxXtHm9aIdWonxwJXiPS52qN6HN+AQlezTowzpZhHQGa9Pn7lEVB+CDq8SA5HG0EbejjLwT5ENb61CwAd69FFzHRR2rOpj6lljFJleaHdOmz1tHFax5FZb+q/72+A5wyXMw+wqRXeKo4beJCfiIxsshFVc72VlYzdz1+USY9EwbmkX7xEgSIo31X+hxwP4l8OkN9a/5fa+C8/4lAgICcdeCrRg2fwArnmjY92vniYeSA8uguhA8tbD6RVELWm+GgTNh7B8hJr3Rf8cxlQdh9uVQvr9uW0w7uO4zSOrWtH1Ip13Iz11XLUWV1WzNK+ezPU5iTQrT+saSnRRNXGIzMwlY82HbXFj0YP3tMRkw8zNRxqI5qg/DvJvh4HEpW00xcO1cyBgEOnmvLYVGyM5bVw3+Q6tQP55Zr9SN1v0ilAseh7gWHID1OKFwMyy8B0p2iG0dx8OFT0ByC19T8tfCu1Pqp/xUdXDlu9BxnMyGI7WYUF5zdxyu5sJnf+CfU/rQOTnqpK93enzc8PZa/jdtAJcOkM+m0pkr5PfKv0TFAbQl/0DZNrfeZq3dIJQr3oSE4GPpktQWhOV5+0v4/VSUl3CgtJqPttlweOHKnhZ6ZMSREh8LRplpOqQclbBviQhCPr5suDkWrvtcZACVpBALuyABTdO46667mD9/PsuWLaNr167Nen91dTWxsbFt44JQtg/euShwrdTodJi1UKzck6Q2oE2duyDSmC5+GNa8Erj9psXBV+RKp09VHnx4tVhJdiJjJNy6Qn7PNqJNnbclO+DFkYHb+k8Dv0+sWj7ezUtEKZEm8Ps1VJdVTOoriljBfOLko9clrvnF28BZDRkDRXBARIL4u8t25L3J9Vd5Fm6BV8YG6fsMuOA/Irq8uhD8HhHs4PeBwSL2r29mejpbkQgWKN8H8R3FAFRMRpPfXl7jwu31o1MVUmJkarxQCNW5a6u2YvOAAiRF6DBYTj6B0UDxDngpyLnaYzJc9HRdyr+mqi0VwQJF20TWjuTu4jMdLLuHJIXAaT1v3XbxXV+yA81RgZLeX1y3mhpQ1lw1paIcjqoDSzxY4lp2/0ECdwFRsuTmpWLFjyT9Ck7nubspr4opL6zk35f3pX3iyScNNE3jujfX8LfJvbh+VIdftW+SFE7C4jl37yJ4f2rgtnMfhhF3yYVl0hklLM7bU+CyVVDhEpmCYgwakbGNL1iRTpOyPfDKuHrB1cek94er3oP49qe/X5J0nLC7G7jjjjv44IMPWLBgAdHR0RQViQny2NhYLBZLiHt3mjkqAgcIANgKRarjhtlmJElqDWqKYctHwds3fyyDBFoDZ2XgAAEQk7kVB2SQwJlixxfB27bPhykvNQwSyFkhVtH73KL+WHSQlP0eJ2rZbpHa+OAPIqJ42K0weFb9CRe9SexDZwQ00FvAFCk+o4sehJylYIyGIb+BYTfXTczvWNBI3+fCuD+Bs6ouOMHwyyfmy2pcOL0x6GP7k9xuGDpd0ytbWR1uNh6q4t9f72J3sY12cRbumtCVc3umkBj1K9WdlloFj9dPTlktj3+9m+V7y4g06pgxLJvrR3UgPa6Z9/f7vw/etudrMSja3CCByGTxK71/894nSW2VvQw2vQc7F6L4vSIzzdkPiDIcv0JK02os2DCgaArxGGnxp35XdeAAARABeNZ8GSQgtQkujw8AYxPvzxRFIcZsoNLuPvmLJUlqPZzVsOGd4O0bZ4tydomdT1+fJEn61RSUWVl1wEaE2YgCVDvcDG+vkp0QiWpoZvk+qWWV7QscIAAiY9rxWWslKUTCLkjgpZdeAmD8+PH1tr/11lvMmjXr9HcohDS/l8YqyWl+X6PtkiSFmMcetEnz2OX52xr4vI23N/J/KLUxx6cfPpHXBcoJK4on/VPUUX5tAlQXQGwm3nF/wdlxEvroJMyG415fsgPemAj+I583R6Woo56zFK5+T6xcBjFJ8eMzsGm2eMjIHgkTH4Hl/4F9i8VrnFXw49Pi79d8LDILnazvlQdEiQC9CfpPh7H3NjtddLXDw8ZDlfzzy53sLakh1mLgpjEduXpoVpOyAfh8fhbtKOHeTzYf25Zf6eC+uVu4cUwH7jm3G9Fm+XDbVuWU2bjk+Z9weUX6vWqnl5dX5LB0dwnv/GYYabHNmBJ0NfJ59/vEL0mSfrnKQ/D1n6nIOofyCa/i9kGcYiNl+RMYxv0RslouyNXr8bCvpJp/fb2HH/dXYFBVLumbzO/O7UpWUmyLHUfzneS52uOQ9+VSm+D2ieusQd/0IM5os57KWhkkIElhxedpfKzC46if9lqSpLBVXGnjYJWHpXvK+W5HEV6/xtguSaTFWtDrdWQmynGUkDrZuLHPc3r6IUmNaPqTQSuhaVrAX2dagACAFpkChiC1sA0RaJHJp7dDkiQ1mdMQi7/reUHbvb2vOI29kYIyxwWv9a6okNzjtHZHCqEeFwVv63gWHN5Q9/d+V4nU5N/8RQQIAFjz0X9xJ9ra11i8JZcym1Nst1fAN3+tCxA4Xt7PUL5f/Ln6MLx3Gax9rS4K2eeGihyRCWDaBzD5GUg6UqO5aItIuw7Q/cLG+35gufiz1wXr34Z3LwFrQWM/jXo0TWPlvjKuf2ste0vEBK3V4eGpRXu4f/5WiqudJ91Hsc3FPxbuCNj21sqDVNTIwem2qsbl5alv9xwLEDje7uIatudXNmt/Wpdzgre1GxT83lmSpKaxFXFo9KMUZF2CJzoLT1QG9oTebB32BFWF+4NnuvsFcstrmPLyGn7YV4GmiQnOTzcVc/Vr6zhcbm2x42iWOIhMCtyo6tDkSkupjXB5xLVWrzY97CXKrKfCLgewJSmsRCai9bosaLPW7Xw8FjlmLEltQZndxx8+3sSXWwvx+DQ0DVbsLeO22RsorvHidsrFTSGV2ltk7QwkJkNkEpWkEAu7IAGpTqUuEf/4/wvY5j/7ASp1svaMJLVWlV4TFcPvE3XtT+DNGEKZpVMIeiU1oOpE+txAht4kAgWkM0NCJ+g4vuF2vQlG3QUb36vb1vvIZH4A0Wv+R+eIWt766SBur0+s8s9bHfy4e74VvxduqZ8Kuc8VMPgGWPQ3eHMSzJkBP/4XJjwA7UeL1+z8/EjfO0KHsYH7PvKO+n0HEXiQvzZ4n05QUu3i718EnuBfvLOEfSU1FFqDpFc7osruxuoIPADt1+BghXywbatstXaW7y0L2r5wa/MmHJ2WVLRAQXiqHv/ER6lS5UO4JJ2KMlMGDn0cf/l8Dxe+8DNTXlnHZa+sY/PhWqqyJrTYahi73c7zS/fh9DQMIDpsdbJyb0mLHAegiGT8E/8VsM0/8i7KfFEtdixJCiWn90i5gWZkEogyyUwCkhRunE4n7qxRdQHkx7PE4x92GxVuOZYhSeHO6XCyYm8ZxdWuBm0Oj48Pfs6lyiEz6YWUKRaG3hy47bzHILb96e2PJAUg7wjCWE6Vn42x5+Cb9iFkDBKRR+0G4Zs2h/UxE8ip0kLdRUmSgnD7/Nz2dSX5V32Dq9eVYImH2EyqxjzIllHP8czPsiZRq2AvFxO4V70L7UeJ79nU3nDRUxCbCaU7Q91D6XSJSoHLX4Hz/w1x7UWWid6XwS0rRJ3irueL8zimHegtwSdJfG5i/Fbe/PEgJTaXCDQxNJJKPSJe/L5rYd02c5wIEvjiLqg5bpKkKhfm3Qxj/ygCXCyJYntcNkx5UZQmONr3XlNg2ocisMBe0fC42+eD1rT7CJvLQ1Ej2QK25Ffx1Le7Gx1gNpykNm6EUddouxS+VL+PKFPwCmjxluY9rry7uZbKs/+N/7zHRHCPOQ6t63l4f7OY53ZYqHLKQRJJOhV2JZIZb65n++G6e9Ual5e/f72frYdrsbZQII7N4eaH/VVB27/cWYnL1XBA9Jewuzws9vTBN3MBWvaII/d7ffBd/gY5Ha8ht0YWG5DahqNBN8Zg913WQ+J+krp7wGizngoZJCBJYcXr8/HAMhvOq+bgH30PRKdBRALagGvxzPqWP35vw+WVY8aSFO7cPi8/7gsecL9qf3nAjH3SaRSbASPvhCkvQ0ov8ZzRYQzM+gqyhoM+7KrBS22Q/BSGMbNe5eLZOQxpH88/JrxESgQU2+GB7yvYcCiHhXemhbqLkiQFYVA0DpS7OPedAqYNuJWzJtyJ3aPx3lYHqxcf4NZxHUPdRQlAZ4RNH4j67gOuFfXaa0vh55ehbC/MXBDqHkqnU3QaDL8Nel8Omk/c3B/NBjL5KXD8TUz6Vx9udDd+1YjD46PW5YWkJPHZCpJ5gG5HSgVEpdZt6ztVlAUINInvdcGer6HzBPG6o+KyYeRdIjhA84HOBO9eCuV7Ax83Ki14SrQTGHQqihI8piDWYmD5njJ+O95NfKQx4GsSIo30So9hR2HDAKkYi552cc2oSS+FlSSDg5mDEnnmh8KA7VP7xDdrfzFmPYOe3cnlg0bx+4snEKGD7RUa9717mPJaN1cMlZH6knQqNudVUh5kwvCJ7w8ypH0cLREmoFMVYi0GyoKUm0mM0KHXtUwAWbzRz39/quAZVB6d+D+yoqHSCX9fYWVz/gG+uW1gixxHkkLN6fGhKuL8amDLHNgwG9Cg89kw5g+gqESbDVTYZQC7JIUTvU7B5fXT65ld3D3uSqZPnY5Oge/zNR554SDt4s1YdHLiUJLCnVFViLcYgrbHRhgw62SQfMjFtxe/skeIUqN6M8RlhbpXknSMDBIIY8kRkJVgYV1uJRe8Vb9ea3ZCBElyPF2SWi2TQc91I7L57/f7eHttCW+fkNn70v7poemYVJ9qgMwhkL8Ofny6fpslHiJkWZczjqJAdGrD7YaIulrnrhqxYr8qt+Hr4juyw2pCrypYjDrxcDDmHjiwAsp213/thU9CzJHvgr5T4Ycnj+yjA+z9LngfS3bCyLtFVoPjqap4MAHw+2HQdaJcQSCDrg2+/xMkRBo5u1syS3aXNmgzG1SSokyU1rgoq3XRmcApmxOjTPz36gFc/eoqqo6re2vUqbw6cwgp0aYm90cKLzpVx7R+sSzJqWFLga1e2x/GptLO0rzVi8M7J6NT9zFvQwHzNtRvu2pgGiaDfPyRpFOxpSD4ZOGhCjsttTAxKT6WG0dkcP8XgYPZrhueha6FVt4kRup55qIMrv4ghynv7j+23ahTeffqjqRY5GpLqW1wenwY9SrKiYGgRVthw3vQ6WzxfLN9PsRmQb+riTaLcgOapjV8nyRJrZLfB9eNyOLzzYU8syyXZ5bVb79xdHuMxsDB25IkhQ+vX+P6kdlBS/TdOLo9RoMcS2k1EuSCQKl1kqNkYUxT9Lw8vT9PLd7HrL5mEswaFU6Ft7Y6+NPErmiq/O+VpNbKr6hc2i+VH/aVsS63ql7bgxd2w++VKR1bBb0Rxt8Pq1+EHhdBRCJ4HGLgbMAMsWpckk4UkQgXPwOfzAKntW67OY7C81/jXwsqmDKwHUmRRx7WYjPhus+gaJsoKxCVKsoJxLQDU7R4TUwmXPAEfP0nqCkWmQGqDgU+fmJXEaFsaWQtp6pCv6tg7yI4uKJ+28R/QGx2k/+50WYDD1/ahz2vrSa/0nFsu0Gn8NhlfdlVUM4n07PoG1kJNm/gIAugW2oUC+8aw+qcCtYcKKdHWgzn9EwhPc6M/iTlCKQwpiikOQ/w2gQje52ZfJnjIc4El3Y1ka6VEGsthoyuTd6d0+3l2St78f3OYq7pY8Gkauyr8rNgr5vfju+MV5OlKyTpVHRNjgzalhxtwhBohfIvdG6vNNbkWumbrGN4uh4fCl/udRITFUH7BHOLHQdLPN0Sqlh4dSKri1XWFPnoEa9wTnsD6TEa+qikljuWJIWQy+sPUGpAgzWvinvLrueK55uaYtj6MXSdRIzZgMvrx+72EdlIeSBJkloPk9FImqWGe87uhMNRw0VdTKjAqsNedlYqjOsUi+aXq4slKdyZTSbSIx3cOrY9r/xQf5HKpJ7JjO4QA8isIa2CxwXV+SKTgM4ECR1C3SNJOkbe4Ycxk04jwmfjtZ4b0S19UqTAjkphzJh7OehNxaQmhrqLkiQFkRxt5ucDFTx0YRdq3X6W7i4j1qLnnB4p7CioIjIy+ACsdBpFJouVNb2mwPJ/gzVf1HMffiuYYiBSDhpLAUTEQ3IPuGo2Xms+noKt1CT0piRuAH/4qpzOSRHce24nIo4faI3JEL+6TRJ/9/vAVgS1JaA3ifT/A6ZDp/GQs0zUMDv4Y8NjKwoMu0UECPj9IhjgqBP/Hp0GU9+AigOw+yvxme45GaLTwRwT8J/m92uoASaAshMimHPLCFbnVLDpUCXJMWYGZMaSZbAyqeBdIhe+Cx47JHaB8x4TQQwnHENRFDLjI5g6OIKpgzOb+MOWwl5UCjirSXWUkxqdzpgOxaDqwdAOdn4Jo+5s1u5ioyIZobdxweFPUL+YDR4HfZK7M3nio6yvqGRIt19ebiDY51+SziQjuyRjMezH4Wk4uXDn2ExS4wNfP36JlGgzT51lQP3mPpSVq0HV0bfHZLSBD6GLabnjACgJHcnUGZiq38PUqMMi4C+5lwjYU2VwkdQ2HM0kUE/JTqjIgSG/qQuA7nQ2FKyH7fOJSb8CgPIatwwSkKQwoTPo8SpGbh+gQ7/sf6jzvgK/j97Zo/Cd9xg7q+307dTu5DuS2hS/34+qyuD7tkRvMGD36bisTyKXDUjj2+3FuLx+JvVMId6skFtmZ0QPea6HXFUerHsD1r0pFhLFZcNZfxFlQmNkJmEp9OQdfhhLMPqJ2z8bVdHg0ufB4wSDBTV/DR32v4866o5Qd1GSpEaM6hjHaz8c5NsdJUzomcKhKg8z39rIs9P60S5e1gtpFVSDmKitPAAXPQ1eJ+iMULIDts+DlAdC3UOptYrJANWAPjYTW/a5VLj0lFXW8vxFOpIKvif+g9/BxL9D9igwR9d/b20pbP0EVjwJ9nIwx8LIO2HIjSKzQPuR4LbDTYth1YviswhgjILz/iXKHvz8KuSuhJ4XQ0pP2PqpGADuMhE6nSVeU7IDNs4W7xtyg5gIiWhY/93m9FBQ5eCTdfkUWR2c1yedoe3jSY+r/z2VGeFnTKcYthdY+W57EZ0sdrJ33Ic+f1Xdi8r3wQdXwvQ50P2Clv6pS+EqvS+sfU0EY6X0EhlbKg7ARU+BPqJZu8ow2OCb+1G6TIAr3gCfB/Qm9DvmMqT3Feh0zU/xd7jKweqcchbvLCYrPoIrBmfSLs4iJ0ukM1K6xcenNw+mpKSQLpFOVL8bmxrLLquRMV0SUVpy8LnyALq3JoHXJf7u96HuWAB5P8ONi1u+lmdspvglSW1UwCCBPd+KEgOJneu2GSOg3SDY+x0x7S8HoLzWRXZi867JkiSFTra+EnXhn2DANOh3NWgaCqBf9hi9z30YkBOHZwKf14u/6hC+nV9hLlyLK7kvap8pEJuJwdiCWZmkkMmKM7Mpz4nRXcRvujpRND8FrnJ2VZkY3lEuIA256kL4+j7Y/WXdtqpDsOB2uOA/MPgGkcVWkkJIjmyFMa2mFDVrKKx+SUwkHNXpbNQRv0WrKUOxNBzslySpdYir2s6d3o+ZdvE15Nt9WPQ67u6qkvrz3WgJ/4GEpqf7ln4l1fkiqjP3R/hQPFgDkDlElCFwVAZNnS6dwdy1UFMiIoSNkcQbPMQvmEX34i3grqn7HH1wFVw7D7qcU/dejwNWvww/HHddd1ph99eQORQ+vwuseWK73gzj/gQjbhNZLlSDiEw2x0NyN5G+LCJRBAiseVUce8dnIkPGle/AJ9eBvULsa93r0OtSuPBJsbL7iBqXl3kbCnjo8+3Htn25tYjMeAsf3jyCrIQjg8U1JbDkX6Tt+Iw7Rz9IRY+RZBmq0X93XIDA8b75C2QMFNkMpDObwwpf/Rk6nw0zF4jPu84gsgn88JR4TeyUJu9OsebDsJvEg3j5PrFRZ4BB16Ozl4kUylFN/94+WFbLVa+sosTmOrbtlRU5PHllfy7sm0aEUT5OSWcWXdlueml+eq+8UwRRAuiMdB/9O5S8jmA5HyJbYEDSVQvLH68LEDierQj2fw+DZ536cSTpDOL0nFBuwOcWmak6jGlYRi1zBBxcSUzZJsBMeY0shydJ4UQ9vAEGzYRv/yqe1UAEh4//C2reahHU3lh5OqlN8BduxvDexRjctQCY+Ax+fBz3jLn42o9Cp5fPMuHO7CplhLYd5Zu7xYIToLspmm4T/wHeMUBcSPt3xrOX1Q8QON6yx6DLufUDNSUpBOSVIJz53aJOdvk+MUkQmykmCTZ/CD+/DJP+FeoeSpIUhK+2HHXxQ0TmriRyw6u0N0SA3yNWPAJavytlkEBr4PPCzi8g9ycYdTckdBIP2FvmwKK/waUvhLqHUmtjK4YVT8D6t0StMYAOY2HcH2DuTXUBAkd98xeY9WXdxHxNMax6ruF+x98HH10jAhCO8jphyT9Elot1b0LpLrj8VVE6YNsnomQBiJSxV74Fn94Irmrx4LjsMRh0vbiP6H0ZZA4Dn0tkGzguSKCk2lkvQOCo/EoHT367m8eu6EuE6hMZDTa8DUDi938gMa0vdDs/+M+p8qAIWgCRFcFZBYpOBDDIFIhnFncNpPUVpTLWviGyCnidkL8eBl4LeWuh95Sm70/zwfxbobasbpvPA2tfFyViPKOavCub08M/vtxRL0DgqPvmbmFoh3jaJ8rHKekMozeizL5cBPQc5XOjrHgCLnwKzeOgRYpyuKxwYLmY0JjwgAgs03yw+1txndy1EPpPFyV5JElqkgaZBIq2imtuau+GL45KgoSOROctBS6grCZAwI4kSa2TvUosZnjvMhEENPY8EVCeuxK+/ztc/rpY8CCDBNo0Z0UB5nk31h9DAPC5Mc67AddvlqJLlOOOYc3vh9pSlI+vg07joOt5okzWwZUoX/8J7erZEJkKlpYt0yU1Q8nO4G2OSjEWJkkhJkdhw5nmh9Q+MOFvsH8JLH4YcpbCOQ+K1MKaP9Q9lCQpGGc1St7PdX/3uY8FCACw97vT3ycpAE1MXE7+r6jLufhh2Pm5SP3eZ2r9/zMpvHicUJkL+5fC3sVHJq1rT/q2k+7zp2dF2vSjAQIAB38Qk+gXPgknZvgp21N3XLddBBmcuGoyvT8Ubgnev59fhv7TYMAM2LtIBLH4j6sVnbNUrMYc96f6fep4Fkz/SLx26b9EZqJ9i0XA4RE/7D1uovUEX20rpKDSgd9WDGteqd/orBapa4PRGUBnhrK9sPD38PJoeHOS+LdUFwZ/n9T2qAZRQiO1twhiWfJP8VmM7yA+mz0vat7+qg7VDxA43trXxfW2iSpr3SzZVRKwzefXWJdb2by+SVJbULa7foDA8Vb+VwS9tgRVD90nw42LoGibCJSbe7O4fvz2J0juBUoLB+nUlkHxTji4Egq3iowFktSGOL1+DMdnEji0GiwJwTPspPVDX7SRGJOO8lqZSUCSwoaiwr4lcNW7opTXymdh2aMiE92Mj2HXlyJAV2rTVEd5XdanE9WWodQGfs6RwoffaUXZ8QVMmw3JPWDlM7Ds36Js0IyPUbbNx++oCHU3z2yRSeJ3RRVBW72mQFq/unaDLOUkhZ5c+hLWFDEAP//Wuk3568Svcx8GLegbJUkKOQ0ik6id+ATFqWdRUuPBpFdJMvtpt/rvKAHqgksh0n4kfHRt3d8dlWJSc/htMhgrXLlqxGr7z+8Sq6dATEac8xAMnAm/9PyrKRaTkMfLGAjj7hUT31WH4ILHRXDJ4ofEJGjX88QAjaZB/lrwBAgEiGkH5XuDH7d8n3hNQkf4+PrAr8lfh2/iP8m9agluH8RqVaRFpaC8eb6YmAWwl4ssCPu+h+kfQHQ6NU5vg12N7JTItSPaoyhQWuPCHB1FauYojIeWi+AITYOqXEjsCjpj4EnZ/teI475xbl3wg71CpMPc+bkohxCdKoImakvBbRMD2PZy2Pg+eOzQ90pI7g6xWXKQK5z53GCKhg+urssuYS+HH55EyxyK0szMWFr5vuCrmGvLxErkJvL6tQbJP+rtztXw/JCkNq9wS/A2a379ILlTEZUCI2+HN88T915H/fCkuIZfPRt0upY5FkD1YTi8SWQwKNsrsvTFtBOBe/HtW+44khRCTo/vuHIDGuSvEZMKwe6jUvvAzi+I1bsoDZBVR5KkVkrzQvtR8N39ULq7bvum92HPNzD1TTmWcSY4yaIWzSuDv8KezyMyCHzzF7EA5aiNs0XJyqlvobTUvbn0i2jRGSi9r4AB0yFnGVQXiEyJZ98P2xeg6c0tk4VNkk6BDBIIZzojrHgycNuKJ6B7M1deSZJ02viNUZTNXMH7m6p46aOVeHxiFiI52sTz0x9iUKwdQ4j7KCHSdC35Z+C2Na/C4CATslLrVnkA5t1cf5vfK0pIZAyAjuN+2X7dNXVBByBSqI+7F+bfBi5b3faMQXD9QjEZvvNz2PEZ/v4zUJO7Q1W+iCouOm4SRvNDWn/Y8nHg4yZ2Fg8acdmNTs5UVVYw5TM91U4vt41K5097/4fuaIDA8Q5vECsoo9MZ2zWJJ76rG1i6pH8Gwzsm8Je5W7AdmSCNNOp49JKnOGdcGVGuIrHCtPqwCLy47GURzHjcAIWW0gtl+K0i1WWg7AiHVh3JsFADH14tJmsmPADl+0VJpaO2fASZQ0SGhqgUMZkjhSE/2trXUY4GCBxHyV+L5qho3kNzco/gbZFJaKq+yfuLsRjomhLF3pKGfQMY2qGRbBmS1FYFSkt+VGwmLZas0F2DtupFFEeAjB0lO9AK1qO0VP1Op01kF/r2ryKz0FGWeJGS2RABUcktcyxJCiGnx4fhaLmB6sMieK6xcSNTFMR3JNZaRaksNyBJ4UNnRLPmoRwfIHCUvRxtxwIY92c5MdXWRSaJYOzjxyKO0hlRYtJPf5+kFqVa4tEqD6IcHyBwlL0cbedCtHH3yXM9lJxV0OcyMbZ1NOPn9vniOWPmAnA7Qto9SQJZbiC8OSrESrpA3LWiPcxVO1wcKKthX4mN3PJTTAMtSa2JzsRP+R6eXbLvWIAAQKnNxXVvruWQT2YSaBXcNWJ1eCCaH8pzTm9/pFPndcPPrwRvX/4EOIKkUT4ZQ6SYGD9qzB9gwZ0NH8pH/w4+vQGWPipqwRZvR/3u/0T0d0ovSi95n7yrF1N42ad4Bv0Ght4o0kQaIwMfd8zvxcN/YheRwiwIhzGRWrd4KBmVoUO35+vg/5Ytc0DTaBdvYXx3MTFiMei4ZEAGDyzYdixAAKDW7eN3n25nv90C838rUtcaIuC9KbDhPbj6fTj376JMxzWfoJx1n1jNvW9x8ONvmysCIcv2ioenhE71AwSOyl8nVpQu+rsY7JbCj9+Psueb4O07FjRvfzHtICIxcNuQG0Wa1SZKijLxzyl9OLt7MnNuGc7Cu8bwxV2juXdSN6YMSCc1pun7kqS2QssaAebANYy1UXehBWlrtppSlEauU8q2T0+9TNBR9jL4/uH6AQIgMhh8fkebeK6WJDghk0DRVnHfGN+h8Tel9iLWXUxJlRyPkaRw4fe5UXYtDNqu7PkWPHJiqq1TY9JxnfOPgG2uMX+GSBkAGe78Lmvj5/reb1Dcv3B8S2oZlniYd0v9kqBwJEvtPWAKMs4nSaeRDBIIZ41MBIj2Fky/GAKHKmp5etE+Jj/7I+c+vYKb3lnHoh1FFFQGCYyQpDBS7FB5fuk+AAw6hfaJEaTGmABwef0s3ilrg7UKJ/ue1RtPTz+kluN1QsX+4O3WQ/WzATRHVDL0myb+bIoRadRPXAGZ1k9kMijZ2eDt1Z0ns8iawVUf5DD2nRImzfNT0u82+Oy3sPQfcPmrYgI0Ol1Mmhuj4Kz7wOvGljqMHLsZT/eLA/ctuQebrRZ8fhGU5PZroDcF/7cYLKAoJEaZ+M8V/fjTed2ZPiyLBRsLgqZff3m9DXvvadD9Qlj8sNiYsxQ+uAo2fyBS2i56WJQZqMhpfLLWGAE1R2pBd54AO4M/+LL1U0jvC/uXBH8N4PB4Kai0k1dhp1LW1W01/Jq/8c+C3tK8HZbthcteERk2jlL1IkAgKgW/p3nnd3aChRnDs3ngs+1Mfu5Hpr2ymopaN3+Y1IOESHkNkM48vpyV4noUd1wKfp0RRtyO4vPicbXMRKLm94trUbB2vQV/S62LcteKADeA+E4w4Jq6WqG2IqiR9+VS2+Dw+DEezSRQuEXcVxpOEvCW0otYqimtrPrV+ydJUgtR9GiN3UMbzLJC7RlAbzCi9bwE9/S5ogyiIQJSe+O64j20QbMwWqJC3UXpFGknO9f1ZvxhPj8U9qoO1S3yje8IHcfXBegc3oDWUkHPknQKZLmBcGaJF/V5A61yjU4DS9xp71JLOVRu556PNrPhUN3kyt6SGm5+dz0vXzuIdvERIezdqSusdFDr8bHpUCVOr58h7eOJMunITJDRY2cKnwZ5lQ7umtCFAVlx7Cm2EWnSkxFn4b1VuewqCpACXDr9DJFiBXfJjoZtxsj6A+RSeDBEQuZwyP0pcHv6ADH5/ksYI0VafEcFFG4KvPKw01li5fsJtIzBLIufyt1z6oIHzEYdurLdIhVsbRlWt46qmavYcbgam9ND/6w4Yk0KaSsfZo3hLG7/ZDefzPgrPV02DAeOmzBP7c2Bc17loY8Lj236cLuDEX2uJern/wb+t/S8BDQNFIWUGDMX9kmjoMrB498ESFl5xL4yF44OXYlwVIoAieMdn+rSHAfbPhU12da8FnhnPSbD2jfEn/VmscozGHeNmKDa8K54X4D7n7wKO88s3sPnmw/j8WkMbh/Pwxf3pntaFEa9fGgOJZ/OjNrnClj7euAX9JzcrP1pyd1QPpkFo+8Wqc99HvH52PkF7Psef6eJNOd/fGOeldvf33Ds77VuH2+uPMi2AitPXdWfLHnvFnYq7S4qaj3sLqqmpNpN/6xYkqKM8v+yifwV++HnZ2HMPeJZ1O8FnQG2zYPVL0K3lil55zNFoes/A2XZowHblUHX4fX6UVsiVsfnhnZDyb30Ew7bfOwustG+RwQdEsx0/Omv4jojSW2A0+07EiSgiUwCaX1O/iZLHHFmHaW1vpO/VpKkVsHtB/OgmbDri8AvGHANHkMMjYSMS22EOToRup+LM60/iteJpjNgjksLdbekFuLCgGnQdeh2fxmw3T9wJjW6BFooz5f0Szit+Lucz6EJ/2N/lZ/8Sic9xkTRzlBD5vzLwCvLOUmhJ4MEwphXH4nhsldETZPjv1D0JpjyMl59VNjWNC+qdrDhUCV6VWFYxwRiLAb2FNnIKavl31/vokdaDB2SwnMgr6DCzve7Svj7wh3HVnQCzBiWzW/HdyYrIbwDIKSm0QH/vXoAn286zHNL9h3bbtSpPHxJL7k6sbXQG/Fe+hL6dyfXTxmvqHgvfRV9c1e4SqGn08GgmfDzSw0zBigqjLv31NJ9xaTDlBehtgzNZWu4xlHTAmaoKB5yL//8un7QX0q0CaN1GwAVl33IT1p//vDMT7h9/mOvuaBPGvdf+CgPv/4zLq+fqz48yJ/P+hvnjHgQo7MMNSKBWkMCV763j/LjVs8v3VNB7sir6ZnzDWrpCVkNBlwjUkkrdb1PijKxv7SGzslRbC0InK6uZ6qFCIN68kxGigK7v4ZbV4jV/+UnZHYYfY9Y5XD0/yd/LQy5AfZ8G3h/nSeI16i6gD/bw1UOpr+2mvzKupSa63MrufyllXxx5xh6pMc03l/pV+XSdOj6TEU9sAJOrKU46Ho8pniac0XUbMUw8Br46k/1G6LT4dIXAH/A9wWSW1bLY183zPoBsOZgJcXVLjmxHGYqbC62FlZz23vrcXjqJrxGdkrk8al9yZb/nyfl63Ie/PwcLPx9w7b2Y/Co5haZdPB4NdR+V8HuL1EKN9dr0/pehTeuE9rJVkA3VVQKOVPmc8t7G9hXUhcQkBxl4q0bHqVPlFzhI7UNdo8Xs14VC00cFScvNXBEQlwctYcN1NodREbI5x9Jau10Oj3OxJ7o+1yJftsn9dp8GUPw9b4Sjx8ZJHAGMcfK0gJtkUFzY4vuRmyvKSg7PqvXprUbhLPLRag+OyDHPELFnz6IbbFnM+v19VTaPce290iL5pXpy8jSVzbybkk6PWS5gTDm1Ay4vT64aYmoR9ztfBjzR7hpCS6vH4cWriECsPZgBdMHJLLk+nRezfyaF0wv8dHow8y/tr34t3nCN4q9rNbNg59vrxcgAPDBmkOsz5UXhjNFtEnlcJWDb7cX1dvu9vl54LNtdEiUg9StQTlx/GOtyr4rvsU69iHodj72oXdyaNpSHtmZSr5PxuOGpbj2MGshJHap2xabCdfMrb/tl7LEQ1JX8vxJuDtNrN+2bzH0bFgSoCamMyW2+hHEhVYnrvjuoDNSmjqGu+dsrBcgAPD1tiK+2lrE9KFZADg9fh5ZXMhZbx1m/Cdehr9RRI0ujhqXt977/BrM+CiP4snvol38LPS4CPpeCVe+LbJnxGTWe320xcDwToncPK4jOrVhemdFgdtGpGCx7ofU3sHTx8d3FGmbO58NWz6CCX+DCx6H7heiDbhW3NOM/p0IpkjoJN5Ttgei0iCpa8P9mWOh39Wibv2QG8Hc8OF3fW5lvQCBozw+jacW7cbm9DRok04fsw5cxjgY/1e48AlRrqLfVXDlO/hT++Azxzdrf57YDiL7xrQPYOC10P0COPfvcNGT+LZ8gktt+vXV7vGRVxG8Xus6ed8WdiodHm55d12DZ4lVOeW89eNBqhxyJcdJJXTEmz2q4XadEfeERzAaW2bKwWGI5+/Lq6ma/Dq+K96CHpPR+kzFO3MBOf3vZf5+MBpaZs3DYX8c//fZ9noBAgClNS5ueXc9B9zyfk9qGxxuHya9rq7sVVx2k94Xn5QOQPHun3+trkmS1IK86Nhtj+azlDspvHw+vt5Tocdkiie/w8rBz7AoX4/OJBcoSVK4M+gMVHj1HBryf/iumY/W5wroeTG+K9+l8oJX2V+tEh2+00NtQh4p3PTuxnoBAgC7imz8/at9lOhSQ9QzSaojMwmEsUKHSnpCDxwFG4iNSIRuF4CrmuriA5AxkCKHSkzzxlVbjcHpJqab9pAw526OFj9O3v4JybGZfDj1Y3z68IxvqXV5eP/n3KDtr/+Yw6DseLIT5c16W1fh1HjzxwMB2/waLNx6WK5ubQXKnfDO6jzeWQ2D24+gc+I4iot9rFx5GK9f48JBHclMCnUvpWbT6SFzKMz6Sqyi0jQxsR+T3qKHyXdHUDLoEXoldCFi8zuiDpnTiidzFLp2Q1AL1h17rSEiBkU5dskDoKLWzUElm/QLnmDhlkL8QQpHvrXyIO/8Zij/+bb+KmyXVwQUVFVX887Vnbj504PYjgsWmNgtDr3RjLL7KzG57nWLlOxn3w9x9YMEAKLNBjonR/HWrKH88ePNlNaIybSESCP/OT+dDusfhR0fQfleOP/fsPCe+jvQGeHch0Va+bF/hAV3wo//xdNvBtpFz2KMSgT1yPXdUQUXPglL/wkFG+Cre2HKy5CzDLbMERmUuk4SWSG+ewAtfQBliUPYva+MjomRpMaY0OtU/H6Nr7cVEsxP+8qpcXmJNssn51BRfG68fqiJ64bp4GoMEYkA1BTvQ+1zOUZ/8yZtD7sj6KA3o869UWSZMMXA1k/Amo//ui+p8plpakERo05Fryp4g5x8STLrT9j5+UD5se/GE328Lo+ZI9sTZ5Hr6hqnw33xyzi2fEr0ptfAWYWn/ThcY+/HF52B3WOiJa6mHp/Gl9tLeOdnN0M7pHF5/7/j9MHb8/LILd/H+O7JXDo4W0x4nqJqp59V+8sDth22OimrcdNRLsCT2gCH24fJoELxDohKEaWymiA+IQlwUbRzFZ0Gjv81uyhJUgvwavDe6kN8ur6A+AgDY7rcjlGFn7+3kl95iL7trPRtN4BsmRhEksKbopAZ4WXjYR/3rjRzUd/7Majw7epypvZycHZ7E2gtlHlL+kXyKx3Hxs5OtHRPCVZnD2QBECnUZJBAGPP5/Px9WT73ThgK9EXVfGiKil2z8MSiXG4a2znUXfzFBiW4MX70u/qzJQDWfLLWPYbromdD07FT5HD7KbI6g7YXV7vw+pueBlcKX4qiUGoLPvFREGDVq3T62d11Kw3X51ay/oQYnzLbCXXXpfASnSp+/Ro8DtrHGbnio0LO63k1Uy65BhMeSpw6Xv26lvvHvUAvx3rUzR+AppGgc3JOtwQW766ot5s/flPCojunUPD1waCHKrE5MehU0mPNOD2+ehHKRp1Kx1iV9K/u4JsrH+KQJxar00fXBD2JuV8Rt+ALuOINqD4sSmrUlkFMu8AHclRh9Lrplmzm0cv7YNKrJCg1JNj3k7rm9+gK1ojX7V0EkSn4bvwe7edX0FfloKUNgH5T0Vw1KJP/K0oMnPsw/uReeI2xGKOS4PgMBZGJYmK3+0Uw7k8igEHzQlwWXL8Q/B6RleGn57EOuZutut7c8vIu7G4fMWY9b8waysCsOPQ6ldSY4A/F8ZFGdErDzAjS6aNqHqJ3zMGdMRR7/1moOjHh56utIq7mENr+5TDxoSbvL9ngQjVFwSXPibIWrhroci50HIu26UMiRvyhyfuKs+g5r3cqX24tatBm1KkMzA7TaNwz2OGq4PfhtW4fHl+QaCzpmBJ/FKmU4+03A1vvS0EDn2rEZFDZX+6gW4oKnHpGLJ2qEGsxUlbjZu3BStYerJ+5IyXaiL6Fvr9PlqWuvFZmmJDCn9+v4fT6RWBN6Q6IbVoWAYB4iwjiLM7dcaR0lrx3kqTWzOPzU1wt7nkq7R6+2FL/Xra42hk0CFaSpDDic2Hcv5hh6f15brSdCr0dn1/j7BFuUgw29MXFYBoR6l6e0YIFCIC4pXJ6vEHbJel0kUECYSzBDDlVPnYXlNEvyoq+Ohd3THt22WI4UOUjMYwjQvWHfgQt8GS5bs+XREx8CEg4vZ1qAXEWHUM7JLBib1nA9gFZsUQYT301jNT66VWFfpmxbDhUFbB9TBe5XKk1iDHriDDq6gULHK9jksz6IZ3A44TKA7D+HdI7T2D5tCishVvxKB3Y7Yjjvu9KMOlVzLFpqGs+gdQ+YIwiWu/jobFR7C1zkltuP7a78lo3RVYHIzslMm9DQcBD9suMw6jT+O4yHeboZPxeFxUeI4tyfXRun0WqxYm+cB3tPp1MO1O0KAVgLxfX2VF3Qe5PYIkDnxvajwTDCTcQtWWQvxZW/g/VXk5M9tl063UdtR6VXnPPBm+ASbdN76MkdWffiEfZfKCIIqdKSoGBS6PLsbw85th7dKoey4S/weDrRTaHo8yxMPQmKFgPPz4FtiLIGiHKKyV0Ar0RX1wHViVcxkPfHGJ/6aFjb612epn5xs8s+v1ZZCVEcNWQLN5aeTDgz+43YzqSHC1XDYeSojNCzlJ0Xc/HbIkAZxWKqsefkAGb3212ho+IvBWw5zsY10+U9nBUiprLBesxbnyT2GG/ARKbtK/EaDN/Oq8Hu4pq2F9al4bcoFN4fsZAkqNlJoFwM7h98MCO7IQITGGarex0inUVUKRLIt3oRPW60LwuFEs8bsVMQqweg8cKnHqapSSzxo1j2nP//O0B26cPzUana5n/rxizHrNBxekJ/PyZnSDv96TwdzQYxqR4ofIQpA9q8nvNeoUovY+iWg1Kd0FKz1+rm5IktYAYg8LQDvH8EHTsMY4YeRsrSeHPFI1WnY9yYAVpY35Hmt8hxnkM0bDhMzRrHkqXc0PdyzNa5+TgeQyjTHqiTXJ6Vgo9+SkMY4kWhTlTUzEuuBX6XQlxHYis2sb4rZ8wauorqObwje5WnY3UeNX84A/PKCu9Xs9F/dJ57cccqh31/w06VeGuCV1Jiw3j6A6pyfSKn7+c352rXm1Y1zEl2sSQ9nGnv1NSA6kGOzeN6cizS/bRp10MHRIjKKtxs+ZABWO6JpFgkLXMpRMUrIe5N8KlL6B+dS+mihxSjjS1S+zMjzd/TIkunVi9FxQVknuA3gQeJ1n5X/HRpIHs9mSyrtBNZrSOkWmQtuYfqOP+Q2qMieLqhlHIfzqvO5lFS8VE/trXwOMgHZiZNRz6v4ASnSlS9X92m8gW4LIBoA28DvpcgfL9IyKNv8ECA66F0XdD7JFyA04bbHgPvn/42PEiyvbQftv7uH/zvZjYzxoGPg8c/OHYvgFU6yFSqARzLFGqj7HxZVjmXFO/834vLH4IMgZAp/H12yITodukI/t3gSkaDHUTNcUuI7/9eG+9EgpHOT1+1h+qJCshgsw4Cw9e3ItHvthR7zXjuiUxuW86ilwNF1JWJQbT1A9QDizF9NF0MakPkNwD95RX0cWk05zwScVgFsEkK5+Fob+B6HQ4sEJMakx5EdXfvO/tDkmRvDFrCDmlNazOqSA91szYrkkkRZqIscjR1XDTMSmSzsmR7C+tbdB276RudEg69RXwbV1cfApRtmIMn9wCRVvERlM02rj7Se55KXZTCi1RMKuqxs45XWKY1D2ezYV2BmXH4/VrrN5fzm2j0siK8OL3ulH1p34eJhs9zBrVkZeX72/QNqFHMrFGudpSCn9Hg55NjiIxphKX1az3J0XoKXCkwa6FMkhAklo5xetkcr8MXv/xAJofRnRORK8qrM+tpKLWzV0TuhDvqwSiQ91VSZJOgcfjQT9gBrwyDnZ9Ub9RUeA332HTzPJMD6EEi8rITon8fKCc4R0TSYg0cLDczvbD1dwyrhNpZpmhVgo9GSQQxnRuG/q8n+Di/+Hf/RXq5g/wp/ZFnfw/jPk/oXUYS0us4giJDmOCt6X0anLtvNYoS2flwxuH8uAXu1ifKwbCOydH8cglPcg22oC4kPZPOj3iIgxYqnN4+6oOfLnfQ2ZCJC6PjzKbg9sHmkhXK6HJVZOlX0uk5uS6gXHM6tUNZf9i4otXY2vfFfd5l6FEp5LgtwIy64N0hK0IPr8TRt4Bix+Gipz67eX7Mc2/kU19n+OHAo1bJ75B+zWPoN/4FlzyAsRlk1awiLT9izkrpQ8U5cOBCLjgcSJx8c4Nw/jnlztZub8MTYOsBAv/d2FP0qINeEq8WI0Z6If9kbhdc6B8H0rez/D+VLj6A3HtvGkJ2qHVIotA9giITEJ58/y6TADuWljzCtjL8J/1V/y7vkJfuB4Su8I1n8KKJyDvaGCThsFbgzbxEZQ934jr8iXPQ9luWPaYyJuWPZL4+dPpOO5tSo2xpPuLYdr74PeJoIIN74jJW4DlT0D6QLDENvy5WuIC/rg9Pn/AAIGjcsvEJGC0xcCVgzM5q1syS3eVYHN6ObtHMpnxESRFySwCoWY2qCiFOzF+eTfezhOxZo5H53UQt2sOxvcuxn3TMnTRKSff0RFK1lBRPmPSI7DlE6gthU5nQd+rxOfXHOAzdhIdYvV00PuYkBYtgnsMHoiQQy3hqENSJK9fP5THvtrJ4p3F+DVIjTFx76TuDMiOC3X3woLHUY3xvclgisE6+n48hlhiC1di+v4BXJEpRPa6sEWOo6oqKRtf4PkJk1DsXnTbX0LTW/DfMAPNXoChLB9X9LmYW2BEI8ZXybWDk4kw6nj9hxyqnV5MepXLB7Xj9rM60s5fjHxGk8Kd40iQgLkmT2SVimz6tRUg0aJy2NcRdn4kSkFJktRq+QwRZOlLWPbbPihVuUTvfAfV48B2yVR8yX1QFRuYZdksSQp3PhT0Xg9c/jos+psY01H1Ysxlwv+h+NyYlMbLakm/riRsPHdFZ9TaGCJ3z8NUuZfawWNwXXE2Xn0kBmQwshR6MkggrCn4EzqivnEuqkfUL1d3LIAfn8I/41MUwnhlXHQ6dJ0Ee7+rv11R4bxHIa7p9fNaE5/XjX/92/Te8zkvnvss1qjh+Pwa0d4KMn+8FZ+m4LzkZcxxv1KNbKn1qCkl9qfH6Dz8IZIjNb7YfJgok54bhqYQWbMPf0UxDJsV6l5KqkqS/RDMngrOKuBIrP3P/xV13FN6hbJ3UmvjtIpAgcQudasrT1S4iX5nebjr8yI+33KY+Tf8np59LoWaEjBEiiC5PlOhfC9EpUJMBmxfwFL1fJ79uZL/u7AXf7mgB16fH5+m8fmmw3RJNPPMgWy+3ZdItEnPjYMnMtx4kOSvb4LKg1C8Faz5ULIDpWwvZA2FiERY/njDUgEpPaH3Zaivjj12b4HOCJvehwufgCXWIyuyX0L5+s8ic8JRmz6A/tPh7P+Dvd+Lh9PyfXRQDtM9XkFd+BgUbxOvtcTD2D9Cam9Y/RJY88DrAJo+gWs26MiMt5Bf6QjYPui4evHRZgPRZgPt4sxU2T1sO1xNkdVFz/RokqJMRMoUbyGj2aswbXiLvBnL+WiXm2821BJp1HHjwAmMsOQTs3cJJHVq+g59XijZAd89ULdtx2cQmwUzPgJvMzPA1JbB+rfhh6fAc6QUSPYomPIiJHRs3r6kVqFjUiR/v6Q3957XHbfXT6RJR1acGb1efg80hT9/A2XjHmW91oNXNtRidXiY0GkwM2fcR+bqR3BnDUeXeOrp+SN9VSjtBmL87r561xrdpnfFtabT2RjVwOUBmi02m8zNH3JzgpmLfnseTq+GSa+QXLWZ2PVPiAw7khTm7Edq3pqqcyG2HajNK9eRaFE4WJsKhZuh6lDYjslI0plAhw/K9hC3fS7qptnHtsdu+wQtayTahPtxm7qhk0GvkhTWjH4Hys8vi+yUV74DlTngdYuMlfsWwaYPMFz2CuFYsrmt0HmsJJTtQp13kwjeACJ3fEakJR7t6tl49FmE7SJfqc2QIyFhTNN8qPNuBs8Jg+MeB+r8m/Ff/2X4hgnEZsJFT8P2ebDmVbEKLHMYnPM3SOoR6t79Yl5nLaai9VC6i9QPJ3FiKIAuKhW3N/Bkh9S2KGjkDn2Ay97Po6K2LrXQ7/KqOLdbHI+NiMIcwv5JR/g8sPD3xwIEjvF7YcEdcPPSkHRLap7iaifFVielNS7axVlIiTaTENW09MQlNifF1S5Kqp2kx1mINukpsTmxOrx0TIogMdKEqkBZjZuDZdGYL/qWIUZbozdYep/4nnd6/Px9UT4vd1lP3KrHYeYC+P4ROPSTeKHOANM+hOKtrFMnUVDp5Pb3Nxzbj9mg8urMIUx9bS1V9rqJzzvzqjivewr/mvAUSYvuhvJ9Iuju7Pvhg6tFAEO3C+DADw07N/JO+OpP4t4irj3FY/9FkakjZXYvmaqJ5MlvkLDsr1C0tX6AwFGbP4QZn0BqX9CJn0KcqxDD18cFCIBIKf/dA0cmWjvhT+mDamreIFVqjJm/XNCDOz/Y2KAtOyGCrqn191ft8DB/YwGPLNyBzy+itVVFlGuYPiybuAiZOj4UFHzkDrmfy+cUUn7c9fDufCsTuibw+Mi45l0PFUWsojiRNQ+WP4428V9Nvz/2+2Drp7DkH/W3H/oJZl8Os74UgTxtRHG1A5vTx4GyGlRFoUNSJHFmA4nRbS/jRnqchfRQdyJM2YzJ/Gubns+25R/btr+0ho8265k342GyaZnVSjpFJyYjg1xrtJ4Xo7bUyhu9ATqNx1i2h84LLoXi7RCXjW/MH2HojRApB+5aE03TKLI6KbQ6qbS76ZAYSWKUUV7HT+JYuYGq/ZDZvFIDAMkRCiudFjSjEWXnFyJzliRJrZLP7UKnUC9A4CglbxX+ou0Q1zUEPZMkqSWpfh8kdhZjR2+cK8YwQTwTD70Zek1B0WQmgVBSFBV1wR3HAgSOcVSifPcAusvfCE3HJOk4MkggjPkd1ai2wsCN1YfxO6w0Lza8lYnLgpF3Qc9LAQ0MZpFhIIzpTBG4E7pi3P994BfEtwdVDm6cCZyqhefWFdYLEDhq8Z4qbhndRyaxbw3cNWIyNFhbVS4kdzu9fZKaJae0hhveXktuuf3YtmEdEvjf9AGkx1oafW9ueS03vrOOfSU1x7b1y4zlDxO7cfeHG6l1e3l15mDWHqzk9R9yODLvzNIbsuioKCLl/okUFYcuBrACsPpAJbbRI4nrexWse70uQABEmv+CdVBTTI8ODac1L+nfjjlrD9ULEDjq292V3DpkEEnmWLHSy1YE9gowRh357B4Cc4z48/HMsWArhPgO7LvgQ2bNLyK/MvdY85jOCbx24WNY5s4M/oPb/KF4KE3pCal9UBM6QunuwK9d9SIMnEll+jgMPmOz61iP6ZLEf6b2499f76Ki1o2iwFldk3lkSh/SYutPLeeU1vDQ59vrbfNr8Pg3uxmUHc/wTonNPLrUEty6SF7YUFIvQOCoJXuryGnu9TBnaeBzD2DXlygTHgjcFoitCFb8J3BbRY741UaCBPIr7XyzrYj/fLMbt0+szjbpVf42uRcTuieTEX/qK8OltqHQ3InPtm1qsL3a6eU/P1Xzn0uSaZGnGc0LWz4O2qxsmwcdx7fEkcBRxeGqWv6xOpZRnZ+i2zADhTU+Pt/s4W8xTjrqiyFaZnprDfx+jR2F1dzw1lpKa1zHtl/YN42HL+5NSowMsw7maLkBk6sMYkc1+/0pEQq1XqjIHk3i1k9lkIAktWKqXoey4Z2g7br1b+DvftFp7JEkSb8KYyRa1jCUt084nzUN1ryKdtmrKKa4kHRNOsJaUJeR8ESHN+L3utGd3h5JUgNhPYd8pvP7Gk+XerL2cFBhtbLXGc1WWwR5DjNOe22ou3RK9AYTyqDrRdmEAFyj/4QloW0MNkuNs/rNLNxeHrT9s+3W09gbKRjtxEjPE9tPzOQitSol1c4GAQLt4izYXB7+/dUObKV5UJVXF219nDKbi1veXV8vQABgS76V137I4bqR7emaEkV+pYNXV+Rg0Kl0T42mY1Ikc3e7cfa6GsxxIqL7OM7e05m7u24yVFVASWgPw26GHQvqd0LziVT/Bes5N1uPSV//2jGmSyKLd5QE/fcv2OOCLueAKQZqikFnROsyEV/faZC/DgbNavgmzQ/mOIrOfY7r5hY2SOX/4/4K9lYpotZdMJ5ake6uuhB/u8EoXlfwh6KSHXg6T+L5LeD0ND/CPS7CyBWDMll41xi++/04lv5xPM9OH0h2Qv0JTafHy6s/5ATdzwvL9lHjCv/7pnBk8xv5spHr4bxtVc3boauRz6bfGzyAIBCPHezB+0bRtuBtYSavws4/v9x5LEAAwOX188Bn2yisdjXyTulM8+2e6qBti3eXU6O1YOaJxq41bpsISGsBVruLf6yoJjHKTHpGJuW6ZKITM+iRFsOdX5ZQZJe1QluLQquDGa+vrhcgAPDV1iLe+ukgHp9cLRfMsUwCeCAus9nvT40Q96G5SWfB4Q1QcaBF+ydJUsvx+fyoblvwF7jteFuoYo8kSaHjQ4HNc+o2xGVDfMdj8w7K2tfwehoG40unj7ex8QnA7/Oepp5IUnAyk0AY81mSwGBpWG4AwBCB15LUMqs4QuRAcRV3f7ydMpuLpGgTh8prmTkimxuGp5EYH3/yHbRCDpeHA85YOk99D9Pnt4HryE27zoBr3P9RGdsTT7mdrBao4ym1bioaaiMDm421SaeRKRoik0XJkxMpKiTJLAKtWVG181iAwNguidw8rhO55Q5KbE56Z8RQi57okvUiDXlMO4jLprTGxaEKB5qmsbvYRqCEACv3lXPD6I7EWgzMWZvH7yd2o1d6NNsPVxNt0nNBJyMqd6B1PwfFYBGp9Vf+D0eHc1mfeR2vflK3Mv+8XinEbX0Lsvo2DFYo2wNp/UBRSP/pb7w747/c+un+Y5kDNBqfH9GpCgy7Ez77LRgjcST35R+7OlBuh4s6GRjaLZP0grWwdxF0Ox8GzsQbnY5n5lcccCRz2Lo24H4/2GanT7cLUDe8HfjAnc6GdW+gjf49hUkjiDqwiNhgnYzLZlURHK5ViDQ1vC2tsrupqHXj8PiIMRtIiTFh0tePs9apChlxjWeFcHr8DQIejldY5cTl8RPV9rKqt3qK39foNU+nNHNyrvMEWP5Y4LaMQfj0kU1/ANKbwRgJnc+BvleKIBq9EQ5vhDWvQULH5vXtV3CwrJYDZbXsLKymU3Ik3VKj6ZQc1ax9lFSLYKdg3vwxh46JfUiQJ4gE6Bo5X5WWvH+NSBLXpmArIftMBWPLPDNVuPVc0D+T73eVcNeHG4k1G7A6PAxqH8e9k7pT7oK0FjlS21Zc7eRgWS3bD1eTlWChV3oM6bEWVLXlPhc7CqupdgQeTH33p4NcO6I97U5yT3CmqnWJn1uExSKecZopNVL8Px6y9GSQ3gJbP4Gz/tyifZQkqWVoOjPVXS8nZl/gLKbOzhfgMsYgvy0lKbxpbgdK1SHsvaZR2v+37K8x4tegY7SP5P1zidn9Cfidoe7mGc2f1J2AA4sA0Wl4jTHIp2wp1GSQQBhzGBLwjL6fmGUN665Wj/k/vIYEwnWqubDcyhs/HuSdKzIw23LRagtRU3qwz2Hiyx1VXDM8Cp3ecPIdtTK1bj9FTj0V+kH0mbUCU+1hNJ8Hf2w2myr0RHmiiNHLcN4zgVGvZ8qADD5Ykxew/bKB7U5zj6RA3PpoTOf/G+be2LBxxO14dWbC75vozFFmc5EZb+HFi9PpaqrAVvI9nWI6sFGL4M+fHqRTopmXJsaT/u5kiEjEN/lZ3tuXzNtrS/j0hl4su6EdRncVXkM0PxerPLq8lMojE/Quj5+kaBO3jO3E19sK+e+iPZj0Kp9e04GU7+5Bn7u8riPxHfBe/SFPr3HzxscHj5UlSIoyct8IC1GfvgzpT4MlXgQUHKVpsH0+jL0XX/E+fH6NRy7tg6qI43dIjGRyvwzmbsgnkEv7pcHnV0HZHhyXvsFtX5SyfL/IUvLtdshKKOfDa58lc1wB2oHlKPNvRe+uQR+TQfmo4Cme520p45Hf3YVxx3xwnpD1JKkbRKWA2449YyQ/5uq5vOdEWPEgeBuuRq4Y8nuW5/t57Lw0Iv01QNyxtrwKO/fN3cJP+8VKbrNB5Zaxnbh+VAcSmzlZGWnSMbRDAlvyA2dpGdw+PmCQgvTrizVqTBmQzns/B74eXj6geaWmvFFp6LtOQtn7Xf0GVYd23qPUGJKO+5SdRFQqXPku5P4I82+ty4iRPRKmvgXJ3ZvVt5a2t9jGDW+vrRcAkxBp5J0bhtE3M2hoTgN2d+NBNHmVDmpcXhkkIAEwqVcKzy7dH7Dtgj6pxBhaaNW9ORr/yDtRd3wW8FrjzRzRYoMZms7AzwcOMzFb5U99YzFUH8QXlc5+dwTvrTnE787p0kJHarvyKuxc/+YacsrqVkvFmPW8f9NwemfEtligwMGyIJmJgFq3D7dcGhuUzeVFhx9D7C/LXGjWKySYFXJsOmg/GjbOhrH3gioTlEpSa+PRQGs/WtQqLz/hmm2JxzXkVhSZXFiSwp5qicE65G5yjV3oFO0l2bNHjLvE9GZf11m0yxpNjLHpz4VSy3MZE9AG3ETkxtcatFWNfwy3MZnIEPRLko4nR0PDmAEPFR0uwnVxB5LX/gfK90FiV0qH/Rl7Qi8SCd+0uRV2Lw8MdmP+bAa2ThfiNiURvfcrerhryZr0JMVWJxmJ4Tc1F2PSExth5IqXRM3pSKNIH11h3wXAE1P7cU6PlFB2UTpN9HqFm0a3Z8muUoqq60d1XtY/jeSo8Pt8t0UeTcVYW4oy9S1Y/SIUb4PYLBjyGzBYkMlnW7fsBDNzLksgc+EVUF1wbKVERtoAus14mctn5/LcFgsP9roK87YP0K17jVvHP8y1/buQtPFp1PVv1u0rYxCDpz/P1DmHsTo8GPUqVQ4X1Q4vi3eKlP8zByfRfeuT9QMEACoPov/wKm6f/iWFNX4qat2c3T2ZCzLdZC6cIbLKbPoAht8Ky/5d/72b3sd/ziMcHv8U1z67mvaJkVzQJ5UIo55vthVyz8Ru/LC3lBJb/Qn4ywdmkOHJhazheC59mQeX1bB8f0W91+RVOPh8h5XfJuxCWfKPugZ7OR1igv9c9TqFAlKIv+ZbYtf+F2X3V6A34e0/E3f/mVTbqkm54k0iTXquHpYNPjdcOw/mXAPOKrETRaV2zP2YOo3ir46P0H/6pVjVNuIOyB5JiRbLDW+vrVfuwenx8+ySfZgMOm4d1wm9rukDWwadjmtHtGf26lxcJ0wgGHUqN43thNkgK8GFgtcQyS0jUli8q5RCa/3r4aW942kf27wBzM3WKLpNehqt3WfEbnwF7OV4s0ZhG3M/zoiOeF1e4pq60F5RoGw3/Pjf+tsPrYIv/wAz5zerby0pr6KWez/Z3GByv6LWzW2z1/P+TcPpkNS04YZos57eGTHsPaG8ylG9M2KIi5CPjZIQZTYwfVgmH66pH6CWGGnk1nGdcbVgLjt3VSHmK98Wk5F7vxOlbPpcAZ3Pwed2ttxghqJwfS8dXZbeiVq06djmjNhMOk7+gJoWXAkP4Pf7yat0UFztwurw0D4xgvgIA8nR5hY9zulS7fDwwGfb6gUIAFQ7vVz/1loW3jXmpBl/mqp3RvAblOQoE2aDnPQKpsbuJAInyi8oNXBURpTCvio/9DsX9i8WQXQdx7VgLyVJagkmnUqVPoq8yR8Sv+M9orZ/AD43zq6TqRh0FzpTAma9DP6UpHCn+TWcyf3odmgR5jn3iLEXAEWh28g/UjPgRlwY5eKmEFIVjdJ+t+FM7k/ihv+BNR9/an/KRvwVd2wHYpXwnb+T2o6wHe154YUXeOKJJygqKqJ///4899xzDBs2LNTdOq2MzlJSVj9J4bD7qbpgDjERJqodLvReB2mr/4l61p+B5FB38xfpaKrGsXc7a4a/ykvrayir8TC6/VCuHxRJ+t4v8PS5NtRd/EU8mp8P1xwiMdLIjOHZ9GkXi1/TOFzl4L1Vuby18iDDOybIlVpnAJdHI7l4BR/dNJYV+6s4VGFHpygM7RBHz2gnFkc+0DPU3TzjWTxVKN/eD9FpMPoemPA3sBXByv9CyU50Ny6GxA6h7qYURJauEtNXM6G6oN52tWgTnbf8l+enPYhb05Mb+zBJY/6KZq+kyubFoHNQ22sa0ZmD4YvfiTrmhzfQafEtzJ05mxJ/DH5NIykqlrvnbDy236ndTRg/DTJpaM3DZD/MgMwUuqfF0D3WQ8o7E+vqnecshU7j8Z77D/Q/PilWTSoqnm4XU9b1SjYX2Hlu+kCqHB7mri+g1uXlnJ4pWAwKc24awqKdpXy7o4Qok56L+2dgc3qoTehEcl+FV7fBJ1sqAnZrSLIf5ftH62/0ukizbqVfu0y2FDSsZXntiPbsLbXTN9aEfsCNFPX9PbmVLj7a4WTx0l3ERRh5/Yps+tk2oY/LBp1RlE24ZRnUFONz1eKN7YBZ0dC9NRHsx/Utbw30uYq8IY/VCxA43ivL93N+7zQy4i1YmjGxHxeh561ZQ3n4i+3sKRb77pwcxYOTexIfIR+bQ0XvKCfrmxv59LJHWFOVjlsXhaZptNPb6OneQsL2VXDWH5u8P5NBZcRz2+mRNoibhr9HjEllXaGXt2eXc/WQCK4dntX0zlXlwQ9PBW6ryEErz0GJ79D0/bUgm9PH5nwrZ3dPYcrADPSqiobGN9uK+HpbERV2Nx2auCYhMcrEzeM68cWWQnz++uFvRp3K9SM7EGOR96aSsGR3CR0So3h95iBKa9yitA0a7eIjuX/+Np6dPqBFnkBtFUVEL30YSneKwIDz/y2ux7u/gg+noQy9Dc/Ef2AwnPqQRpRWS+LPf8MfmULRZfOw66Ix4yZ553tkfvMbyq6YC8EL5zSL1+tnS4GVW99bT2mNCPBTFLi0fwZ/Oq877eLDLxdgRa2bFXsDlOY60pZXYW+xIIFOKVFkJ0RwqKJhRoF7JnYlNUwDLU6HmopCInCKesW/UEaUyt4KP6T0FoHTa16TQQKS1Ar5ND9Ja5+iLGUkB7reQMLgu1BVhRJrDSmuYlK/fQjbhS9BRHiOGUuSJNhdHmLdRZi//SMMvBb6zxAZfnZ/jXnNa2jthmBrN5bmFaOTWpLJmkPCts8p6vkbis4fQ4RBh9XpIcHgI33x3fgv+i/EyGwPUmiFZZDARx99xB/+8Adefvllhg8fzjPPPMN5553H7t27SUk5c1ZhKy4bFqOBThFOtJxvoHgbKWl9UTqOB4MBt6vhwH64cNhreKm4N68fl4p9b0kNH23SMfeac+jkq6alBmpOJ4fbj16Bl68dRHmtiO7TNGifEMG/LuvLx2vz8AWqUSO1OdHecqqSBmFyV3Jx1B6iSr7CZ4qjxjQFhy4Nryt4Kk3pNPLUQlJXfJOfg7I9KFs+RkvsBpe8gO6HJ0XAgNRqGWsKoOpQg+3+1P7s63sPz32fy4ZDVQD0SIvmj5O68dbKg6zKKWd810QeuHAy7uvOxqi5iHaXElGdg9mo4/XFOSzZVcr/pg2gzOY+tl+D3wl+X+DO9Lsas9HEDOcHmHeU4Oh0Llz6Anx+J9SWidcsfojSG9ZScMF44nQuTBExROh9xOz+lCmVe6hJG0Ze7CDedLjZX1rL7mIbc9bmMX96OjfnPcSVw6/Bnj6cO+cfYFOeFe95nbmliw6rvWGaf4AL+6bRLT2GgkmvUkEMehUSanNIXf1Pkpb/hZcv/4y//WRmye5SNA1MepXpw7K5qG86RVYn1U4/3+YaeXhR/VrmFbVurvnwAN/d3JckWyXm4g0oK/8HNcXQ+Vx0w27BposlatGf6wcIHFW4nn1F1UH/X6udXnIr7CgKzaq9vr+klvvmbeG6kR3IOjIJU2h18NDn2/nnZX0Z06WJk6A1JSJt57ZPQWeCfldCXHuISGhyX6Q6Js0FVflkxJqZouTCrq/AFAV9r0SpjkHbsaRZ+9tbUoPd7WPDoSpuP3J+H/X+z4eYPqzpQQJ+rxP1aCBPoPaSXei6TGhW/44qrnbi8flJizai1zf/kczh9vLPKX0oqHTwwPxt2FxezAaVKwZl8szVA7A5mrciITXaxBvXD+GBz7Ydy06QnRDBY5f3JTWm5VaGS+HPandz15AIdM5iKJgngt26ToS4PkwbmISqtUy6d9XvAesh8DhEJoGNs+u1Gyv24PA4MRhOfdgzTqumqtvlzK3uxfOflVDtKBXXvIE3c/vZ04nzlgMdTvk4AHlVdq57cw01R+rDg3ge/GzTYTokRXL7WZ0x/gqZbUptTlRFaXa5nqZwen2oisK0YVmM756C2+vHZFDZXmDljZUHqKh1n3wnTZQWY2b2TcP586ebWZ0j7iGiTHruPqcLF/RJa7GyBm1RTUUxFsUNMb88SCAzWmFJrh+XH0w9LoY1L4t77VMIPJAkqeUpHidq6R5SOo0jxVyKtuFl8DpJ73kJREZDZS4mXw3hurBMap7DVQ5sTi/VTg8xZj1RJgPt4lsmeE8KLVUF3fZ5aLcsx2evQt02F7wu/D0vRe17NZafnsOTPhhkmEDIqLYiYqp2EkMuWv46qMyFdgNRotPBlofbI8f/pdALyyCBp59+mptvvpkbbrgBgJdffpkvv/ySN998k7/85S8h7t3po4ttB4OvhzcnobiPpPbb/CEYo+DaT9HF/LJac61BuZLAm+s2cc+EjszobcGo+jlcq/DQ4iIeXFrGK1fGE45rBKLNOn4zphP7S2t4ZOGOY2l1Yyx6/jCxOzeP60iEXqY7PiPoLcT4a4iaPwu1cJPYBJhWP0PtmPtx9J8Vyt5JR/gtCTDlNXTvX1a34htAZ8Q3bQ7EygGxVs1R2XCbopB/zvNMfT+v3gD9riIbt7+/gdevG8KGQ5Us3VPOruL1PHBRLzbluRjasT1zd+ko+vkQA7LjeGvWUPaW2BiYHcdP+8VnoxYzGCxiQuN4fa6AtL6or5/N0fWBkZveFTUiL3tFpOH3iutBxJ7PeDFvLL3SY7mnayH6d648ljIuhvfoHZHAu1PmcfmnXoqrXVTUunlubS3/iMok4YsbSIhK5dHJn3Hh21b2l9ZC3F7+MG48fxgeiep14tZF8HOFGZ9iIjPewsL9Ffz7Gzs1LjEpn5UQywsXv0+vvDlkeA7x8sQO2M/ric2YhM0NBhUURSHKrMcUncgLqw6SGGnkpiEJjGlvITFCh92vJ7/CjlfRY7bmoLhsopTCnm9gw9sU9b4Jk74S/a7PAv+/2SvIjNKIsei5fmQH+mXG4fb60esUvtxSyLfbi3B6fMxZm8dt4zphd/vw+jV8fg0NjYRIIwmR9SdB7G4vr6zIIa/Cwb++3NngkC8u3Uf/zFiizSfJKGArggV3wb7j6t2vfgEG3wATHoDIpMbfLzXgVw2oMz+Dub9BOXI9BGD1i2hj/4R/1D00584ot9yOqsDZPVK4qG86ZoOO/aU1zFmTR0GVA4+v6cGYHp0FkzES3LWB22M7NKtvAIfKa9mcb+WDNYdweXxM6p3Geb3T6NjE0gBHpcSY+HxLIe/8dPDYNqfHz/s/H6Ksxs1fLujerP0lRZsZ393MezcOo9rhRVFEPfEOSXJASarvriGR6HZ9jvLd/9Vt3DQbkrszY9qHVKpBguWay2DBn9JXpP8feC1kDhWBeHu/g+3z8GSORKdvmQAWn2Lg3fIe/O+Hw8e2ubx+3l5bzOHqeP49KYaWCgNbn1tZ7/7jeG//dJDLBrajfWLLVSbNLa9lya4SFm4pxKBTuGpIFkM7JJCV0HIZC6KMOv57VX+W7Snlttnrj2UkGdohnuenDyItpmUDE7ITInj52sFU1LpxevzEWPSkxpgw6ORzdGNs1nIsehPofvkwYIdYFa8Geyv89Ok8ATa9Bz89Dxf+pwV7KknSqVJ1OrRzHkTZ8Dasf4tj4VMb3oUO49Cuegf0cpL4THCows6/v9rJ19uLOLom7axuyTxyae8Wvd+QQkPnd6MOvg7/qufRr3/j2HZ1/Zv4Ok7AO/m/6P2BF41Ip4ea2h36TYMPr0bxHQnk3/w+RCaL8UBzI7U+Jek0CbsgAbfbzfr16/nrX/96bJuqqpx77rmsWrWqwetdLhcuV92XYXV18JVp4Ub1u2DezQ0HLt01MPdm1OsWhKZjLWBDoZP1v+tL9LZ30b/3GjiriEvvz/sT/8mC4mSqfUYSQ93JX8Dn8+Hw+PjTp1uY0COFCT1S0KsKa3Mreerb3TwzbQDJkTLlMbTtcxfAiZGYze8cCxA4XuSPj6J0Px9IPe39kurTFD26L38HljjKRz2AK64LOnspKZtfRPfpLDw3r2j2BFFb1urO2/j2DTb5OpzF/L3ugAP0Hp/Gp+vzuahvOnM3FFBodWI2qJgNKre8u/7Y6zbnW/l4bT7PzxjIbWd1ZnVOOX4N3tzs4PEht2FadVz9ckWB/tPhgysb9q98P9rWT1D6Xgkb3wMgduvbPHv9tVicJejeu76uptxR9graLbmbRTd/yGG7wlPLCvhiezl/vPJiLJvfhppi0guXMDBrAKOyzBCXjWn5Iyjb5oLPgzEymQlj78Xe/TKW59t5YMGOervPq3Aw7cODfHPTLLJnj8ag+XFcPo8P9tfw3tpCbC4v/TNjuf3sLvhjzPTPsPDPUXpSVj+EumYlmGOh/3S6DJ6FtuR+lF1fiCWSOgP0m4bj5h95d52La3upxI/+PRxYBodW1/83OirpGOXhxRmDeG7JPp5bsg+oy2TwyszBzN9YwPc7S7iobzqzV+fy+ebDTO6XziX9M3jkix08fEnvelkG3F4/xdX1690fr9Tmwu1twurX/UvrBwgctf4tEQzScezJ99EKhfLcdRtj0a96un6AwBHKD0+gdr+gWfvrmxHL69cPIdXoJcJsQAN6JEQzrlM/PtlYiL4Zq0wrlARSBv8G3arnGjZGJGCP796soNXc8loe/nw7S3fXpeXecKiK2atzee/G4c0KFHD7NOasaZgpBeDb7UX8YWK3ZvSsTkcZFBA2QnXe6tzW+gECR5Xuhp+eI3Z8gLZfoNprwj32QeJ95bD6RVj1PKgG6HUpTP+IKmMWsbRMBrZS4nhl9S46J0dy1ZAsMuMjqLS7+XR9Pt/truRP5/dosSCB/aXi2T0j1syVfeOIN2v8fNjLd7sqqLJ78PhaJhMDwKGKWn7z9tpjxwRYnVPB8I4JPHll/xYLFDCqsPZgJfM21C/vtPZgJY9+tZOXrx3UIsc5XlyEkbiI8MxyEqpzt6bGhtlwahNCWdEqKrCtzEefZDP0vFTcA425B8J4kYoknUyre849Ca9iwOCyivPzRAdXQM4K7H1nEZ7folJTFVY5+PdXO/lqW/0MmMv3lHLf3C08MbXl7gVao3A7b38JvcmMVpxfL0DgKN2BJXhylmHofVkIeiYdozPCl39ASx9ESf/b8FmSMFXuJXHj82jLHsNzxWz5XSyFnBrqDjRXWVkZPp+P1NT6k2epqakUFTVM+/zYY48RGxt77FdWVjPqkLZ2jkqw5gdus+YFXkEZJiZ1MhP3zZ3of3gCnFViY+FmjO9dzGVJ+USYwvPr06spLNtdwgszBmLQKfxl3hZ+99Em8irsvHDNIBbvLMbVQotvwl2bPneBSF8Vxo0BHtiOMO/45DT2RgpGcVVjzZrAslHvMn1tZ0bNtnHp4jje7/IkZef+V3zXSse0qvNW01AcVWidxtfbbE8ewMr84Gm4N+db6ZoaDYj5/RiLgeeX7mvwOofHx/++30t5rYtnpw2kW2oUh20+invOonbonaA/MnWY2hetaCsEKSWjbJuHc/jdWKd9jnbNXDzTPsawcx66in11178TFW2hrKyEf32Xy+/OyuIfF3SE4yZK4nO/YUKnSAZ3yYDFD6FsngNHI5ZrS1G+uQ+ntZiXlu0PuHu728d3e6yQ0oPSc//HnUs8vPhjHrYjgRWb863cNns9RdVO/jNWR9rHF6Ie/AE0v7j3WP0ifHYbSucJdf9unwc2vofp5+e5vWMBGd/dKupKdxwH0z+EqPrlorymeB76fDs/H6grR+Dy+nn7p4Nsyqui1uWlxuUlv9LBhJ4pRJn0zN1QwIOfb+fKIVlMf201h6vqMjpEmfSM7hx8lf+ITgknzyJQe2SiKpjVL4EneCBCaxbKc9fsLEM5EiQT0OYPm7W/numRdE0w8P3uUi57fRMTnl3Lnxbsw+d1ctvIVGLMTY+R1qsKSvcLocfk+g0xGXDZq5iNzQvszCmrrRcgcFR+pYP3Vh2kxtn0EgFVtW5cjQS2FFodQduktiFk5+2uL4M2KVvmoLqtLXIYPxqqwQQfz4T9S8T1xOeGrZ/A53fh9WvBLq3NVuWCa0e055Zxnfl0fT53fLCBF5fu47zeqfzj0j7kVbXcCqy+7WJ58sJ2zJ9k5/dlDzJrz508kbCAJTdkc1aXBIy6lhmi8fn8zN9QQEWtm1vHdeKlawfx4jWDuGZ4NtsKrGzJr2qR4wBYnT4+Xhf4nnhXkY0SW3heG38tITl3rQXY3GAxn1o+RrNeIStGYWPJkUGLnpeIe94l/2yBTkpS69WqnnObQNXcsO7NoO3K+jeJdBafxh5JoVDt9PL19sAlMlfnVGBrxrNHOAq38/aX8HtcqOsaBggcZVj7Cn5n2wuOCCe6qlxKJz3Pe50e55JFMYyabeOa9V1ZMWY2tvRRmD0t8+wkSaci7IIEmuuvf/0rVqv12K+8vDY0oeM9yWDFiasPw0ic6zDKgeUB2/Tf/oVYf9Xp7VAL8fk1BreP5/8+28bcDQU4PX58fo0lu0r47ez1TO6XcSw945muTZ+7gBEvuGxB25VGaiBLp49P0bM4egqzPsllT3ENAEXVTh749jDPHMzGZgjHnCa/nlZ13npdsPoFlIueRpvyMlw9G656F1OnsWQ0Ul87OdqE1S4eltvFWdhTZAs6CbEl30p8hJFXVuznjRl9+Pflvbn8nb08XH0p2y5bxIGp35J3/hv1otcb8Lmxu71YDckoH89E0RswrX4OTlKXTPF5+GF/JZe/tok+WQkklK2r26UlgWn948goXx00YNChWNhXUhN0/+uLvPiTenDI0pN1eQ2/qzQNikuKiF/xEPgDpE0u2CDqykfUX3upbnyHKM0u2ou2wPL/wLf/Bxc/e+w17v4zybVRb+Xj8d744QCX9M+gX2YsOWU1vLsql8sHZQIi1XxFrRuLQceuorqHYb1OZdqwLCKNDXN/mPQqvxndEaP+JLfF/sa/t3FZA/8swkAoz10Ff+M/12DBMkGoPjf3zd/B08sLqDpyLq8/ZOWKNzaTb3Wj05p+f5xIFeqcadB3Kty2EmYugBsXw1Xvwo/PYCzd1uR9ub1+5q4PEtwL/8/efYfHUZ19H/9ub9Kqd8m9gxs2NqaEZjCQ0AkdjAkdBx6c5ElIKOl+3hRCCgkJYAidhBpKgGAwoZhmG2xsbNwty1avu9L2ef9YW7aQZEvyWtJKv8916QLP7MycWe2tmZ1zn/vw4mc7qWzqekeky77vZAevS5WpBro+i9t9JaKHWzpNiuuuTGsYz4e/bz+FD0BDKVlVH8Sz+RIg1WUjJ8XB959Zyfpd18YdDQH+36vr+HxHA/npiRtld1SRha+3vEieUQVH3ADHfp+UMccy9MsHueeUVIYkqPTvjoYAa3c2ctf5U1hZ1sD1jy7n20+soKopyF8uncaSdVU0BhLzvCAQie47aaleSQJ765PYLf2AJty43Af+WR6VYeHjnbuSBOxumHIpfPoYbF+27w1Fkli/+p7bBTYjEp/yrTPBJiwk5/cW6bqmQHift2U1/uTtN+iKZIvbnohGopiD++hkDjYRUz9Dn2q05/Cb9QXc8foOKhrj3/fXljdx+T+28FbGeQn7PiNyIJIuSSA7OxuLxUJFRduMx4qKCvLz89u93uFw4PV62/wMGJ5ssHYyv5/VCe4knhd36/udr6vZgD2cnFlwTquZDVU+tte1f9jlD0V5Zvl2nLakC8uDYkDHLoDZCsOP7Xz9qBN6ry3SqRpzNj9/s+PM68eWV1FvV1nNvfWruLXY4MQ7oaUe02dPwFOXwj8ux/7u/2PeEUWdbvbN6cX867P4nMRWswmb1cTxY3O58PASjh6VzVcrlae5bNxwdBGFr15FuGYrNc0h/rO+nnOfKOP4R2s47cHN1OQf3Xk7C6didqXhSU2DM/+EpWEb+MohNb/zLwuuDKqi8TkkQ9EYv/rPRkIlex1j6qXkPHMeprUvQXbHJcdjjnSGZnX+oHhsXgrm7NG8X9r5g/3hqTFMpR90up5tH0DeoW2XRcPxOaX3VrsJtn+MMevbNH/zKT4e+W1WlXX+UKspGMFqMXPdsSN54sNtfFneREnmnjk1P9xcw6FFaaza3vbLcnGGm6evP5LDhqa3LptUnMbT1x/ZtTKLrgwYe0rn6w85J54YkYT6MnbDFg/GiM6vh8a407u1v52NQd7f3P5BiWHAT1/dTDDU9Qei0VAzzPkFrP8P/PUYeORMeGA2PH89HHMLsZba/e+kTSM6XxXrZsdqisPCYUMyOlxXkukiXUkCA16fxe3okztfN+SI+PU3Aezheqyb3+x8/boXsEQS0/lsGHDPkvZVgwD+8UkpVlPivp+lRRtwjZgJ7/0BnrwY/nkFPHkJGDE8jZsgkLjRRJcdOYwbHlvO0o3x5ONozOD1NRV85x+fce5hxWAk5qFkisOKzdL5voozBm4p457ok9jd9gH1pnRSnAdekXF8lplNDTEq/bsSQ8bMgaxR8WtjklZUEtmffvU9twsMi4PA2DM7XR8acTIRe/8+BzlwqfupoJaZpNP2dFWyxW1PmB0p+Ed3/n05OOJkoor1PlVtK+SpzzoeCPizNyuoTMoJtWWgSbreSLvdzrRp01i8eHHrslgsxuLFi5k1a1YftqwPWGxw9IKO1x29IN4JmaRMznipZ1Lz8c24mdqv/Yzw2DPj52S2gjk5ZwFvjsRYsrZ9mdnd3ttQTSiqDL/BIIQVZs3vONEn7xBIH9L7jZJ26oMGdc0dl2AzDNhUo3LO/ZbZEv95/DzYuzLN9o8YvvZv3HHamHYd/pfMHEKdP0RZfQt2i5nbvzGBQwrTKEp3sqO+hbH5qTx4xeHMGB4fHT+hwMuHm2pJcTmwNG4jJzODJVcU8+qpzbx1gYunLiyhKN3B8kYv4SEdJAqYzFQc9VO+sWgdz65uIFa2AtPuKkBfvgZTL+/w1OqO+TG//3BPJ/o7G+vwpQyP/2PaFVh2LIeaDZA+BN9h17HjojdoOu3P4N7z5cMSCzH3yGEd7t9hNTPn0AKqRn2T86bkcNUR+R2OwI8YJrC5OtjD7h2ltq+IYDJ33IG05gXqJn2L5Y5p/OadavLTOi+H67CaGZLp5qWVO9jREGl47VQAAQAASURBVKAk003VXiOwvU4bzaEoo3LbdthbzCbGF3h5YO7hLPnucSz57nE8NO9wJhalYe1KeWerHWZcC8609uvSivfdcSadspkiGMf9qMProZE7HuOriSb7sXRT55V41uxspKUb0zpF7V6o+pJAJEbpN19l1blvs+GC/1I78Sp4/XYshd2bZ/v8KZ0n8J41MYssR9fnInfZzfzfuRMZ9pVkn5xUB3++ZBqpjuT9HiD9XEo+FE1rv9xshRN/nLCO55jJ0vHf210MdzZGghISfIEwjS0dJxAZBmyv23d1n24JNsCz10Dd5j3LYhH4ZBGmyjUQSsyxMj12nl2+nZZw+z96Vb4gn22v32/nQVflpbk4e2rHCZjDsz0UD+D5jpPG1vdoIIUU+4HH56HZ8XvCd8t2xYzZAkfdEv9Mv/bDA96/iBy4YCTGjswjIH1o+5WOVKomXk1dQKNXBzq71cxxY3I6XDelJB1XB9/xJbnEQn4sI4/r+Bmyw4sx81qskc4rSMrBt6Gq83v7al+IxoFd0EOSRNIlCQAsWLCA++67j7///e988cUXXH/99fj9fubNm9fXTetVhgEMORLOujeeuW0yxf971r0w5Ih9DVbq/4oPp/aEX/HuCc9y3Y7TuHjlFP7PdQtbLvov0Vnf3jPXc5LxWMDr6vxhTKrThp2BPSeU7GKx0Zw6hPCVbxIddXL84YozjfCsmwld8BRRZ+b+9yEHnWM/35lS9/cC6TvN9bDuVWhuP9LX++FvucD2Lsu+M50V80ezYv5oln9nKlfPKiDDaeJPF03hH9fNxB+McMaf3uPRD7fx3/XVPPDuZq55ZBnzjhrG+IJUbp49mkc/3MrC1zYSOus+0t/5MUOf+Br5r11D9trHGN34AQ+dW8Qza1v4fOZviB73o3gVIJMZY+jRRK78DxXu0fz5ksM4ZWIx9flH0Zx1aHz0/ycPQP6hcNJP4w93TCbIO5SqMx/jwZoJvLepvvV8Up3WeNGBi56Id6gsWQgmM8FxZ/HdT1JZ8HaEl4yjWX/5ChrO/QdYbNh9OwhHY9xw3Mg28x9neez8+eKpZAS2k/b2bRS8cBG3Ru5h8SWZXDC57d+lTU02YlMu7fx3MPRI2LGi7bKxp7ZN2tjNZCJmstIcijL/hFFMLEojN7XjaknnTy+hrr6OGl98tNrFM4fw7PKy1vUnjMtlZWk9k0vS223b2BIvuViS6WZYtodMTycVmTqTMQyuehMOPRcsdrC5YfqVcMW/IX3gzXHYG6IWNwGzB+PK1zFGzW69Hhozr8e44Am6mzuZ4e78d2qzmLCau/71xxwLUZMxiXscVzP78VpOf6yM2X/fzpWfT2TLSfdBc+eJn+3EIow3b+PoEe07PXNTHVxxqA1npOuVsnJSXaQ6LNxzyWE8fOUMbv/GeO6fO52/zzucbI+dHG9y3itLEihfSeyc+zCO+p94hRWTGWP41zCufBWjfBXRBI26j9q9xGZc1+n62GFzMSXoWC7rvv/QpCZyoF31+s6nbPj4fgh3PNVOd/mDET7Y1Hm1kyXrqmgOdSNrah/cdivfOWkspxyS12b52Lx4cmWe/h71reZaIuVf0BSz47EdeKdgmsPEqHQzr2/ZK7EmYyjMuCZ+/7rsoQM+hogcGIvFyqJVITac9iTNU64EuwcsNsJjz2D7eS/zs/dasFhVdWqgM6IGP/z6eGaNbDtSeUpJOr86bxLRaNcTlKV/stntGKUf4b/wWVqmzGuN9dDYM/Fd9irhnasxd+P7ryReinPff2ttXRmwInKQJeUQkwsuuICqqiruuOMOysvLmTJlCq+++ip5eXn733gAMTKGYzTXYNrwHzj99+DwxssTfrIIY9aNGBnD+7qJPdZoz+fepqP52ytbWpetLW/iieUWnrn224zbz4Oc/soSDXDpzBL+9dlOslPsHD0qB5vFxEdbatla08wVs4aQa+/6fLSSvByxFraacvnW459wxfQfc8QxdxGOxLj/o0oCr1Rw66ljUS2BvpfhNDGpOI2V29uXfvU6rRSnd7ODUXpPNAibl3S8LmsUntzheP5zc3zEvhGDoUeRefQtDNv6CGSOZFvu9Vz+wudEvzJ/WzAS4xcvf8F9l03jzhfXsLMhwHGjC7GufwXz508TGv11yo/+OU+uaqS60sQZBWn84XQXrlAtZJxKaOIFxAzY7rfw9pYQR4328Nrqcl77vAKH1csZk2PMPvdlSh4/Bl6/Hd/Jv6XstKfI8zp5dW0df3mjga01bTsmL59RiCfmozpsJ907lMgRt2BMvoh/b3dw6qEpOKxmtlT7Wby2Cqd9DF+74jNsZoPckIWPN9dyzyWHYQIcNjOhSJTDop+T8fB5rfNKWyrXkL/6Wf736w+wpSGPD7c0MDrXzXFFBhUjbqFhxBVYjBAZ9Z+T/dFvoH4rnPor2PJem6kFjOHHYpp6GTzdPqkzPOlSnlsX5JkVm8lOcfDN6cU8fvVMrnjw4zZT9JwyIYdvHxIgd8m3mTjqdEJfP5PnNsarPwBcf+xIVm6v53cXTqG+OUSq00aay0ZlU4CPN9ex6L3NBMJRTptYwFlTCinaqwSyYRgEwrF4R3JnX9RMJsgeBaf/EU76GZiIV2hI0uTFfiHsp9qay/wnyvnJyb9hxClOMAye/6KRD/5dw09OGUZuN3Z35KgczKYv6WjqxTMm5uJ1dCNJAINn60byx/d2tln+aWk9lz4b5J8XDaGgi/uyWCxkbXiOuw4/kfcnFPHQZ35aQlFOH+vhrJEmiv/7vzSfeV+X2wZQkO4mZjRjt5jI9tixWsw47WYK0vdR4UPkANWVnMjCxWUMz7iAi6+8FpPJRFlDgFufL+Ous8+i2J2WkIcMpliYmqITyB55IqaNi9usix39Haot+WRGwmA/8HuxDGuIQwq9rN7RPlEnzWWj0HPAh9ijdmPn6/xV7afk6SGrxUSay9bhNHcA2Sn2hD6UzEtz8v/OncT/nhKi2hfE67KR7XGQ3UnCn/SiLe/QQPxDnJKgPsHDCyw892WYppBB6u7qBKPnxKeQemkBeHJh3GmJOZiIdJst2szpkws49YGP+PqECzn/1CuxmuE/m4I8/shOfnjaeDKtevY40FmtJu5+/Uuu/9oI/u/sQ2kJx3DazOxoCHDX6+u49dRxfd1EOUDRUBBX/lgi/74F3wn/R+SY78cHjQb9ON5diGPyeQQTVOVLeqY404PHbsHfQXLutCEZpO1jMKlIb0naT+H8+fOZP39+XzejT1nMJoI5E7Efdyvs/Ax2roKUXDj+h4RSSnB8tY5yEqkIWvnbO1vaLW8ORbnjX+v42wVj6XgW1v4tanGRn2Zh0RXTqW8O8/qaChoDMb519HCK012MzkuhLhKm82K0MlDUmDN5eOkWvnPyOHY2tLDwzXI8DgtzDiliU7Wf8sYQQzQtUZ/LNPlZePZELl/0ETX+PTWg7BYzd184hXST5t3s17wdl77llIXwzJXQvFdZ8q3vwY7lcOHj8MRF1Iy4utPSw9vrWthW18IRhRZ+c1whBc4w5qf/Dmf+CSN9DCkbX2Z+cSGBnElEo3V4n7qUukMuZ23eN3jg40pq/WFmDMvgnGnFXLHoI3Y07PkcrSit573xudx2+cfUN/kw25yccc9SLj1iKBluD1tr2nZWTizycu7hw/nfl9dy6ZFTWF07gvd3VJPTFODrkzLY2dDCkEwvZfUtvLyynKlD0tmenUK2x47dEmBotof5jy/n9xdO4ca/L+fx84vJeOVbrQkCrQyDrMXf4Tfnv8bmWi+jvTFWVhv88LUvqNxV6n9M3lDuOvNlxtlrMHwVhIYcT2D4Nwg1VhFJKSA7MxPbSzdjDX+lwyJ7NOtz5/CLh9btWtDEuxuqueLIYTx4xeFsrvZjNRsMdfjJ2vQC6U8uhGiY9LLlsOpBzjn3GcInDOP4QwoJx8BmNvP2l1X86rV13P6N8Xx9YgE/eu5zFq+tbD3k6h2NPLx0C09dM4uhWW6217XwyqqdvLuhmqJ0F5fPGkpJppvUzrK+HZ74jxywgNXL398r5ZpjR7CsMsAf3t+O225hziF5TCi0sLEBcrtxY5Rj9fPbcyew4Jk1bT7Gw7M9LDhxJI6oH+javIyVsTTu+WB9h+u217WwudnV9SQBk0Fo8kXkLjqRs3LGcdzY84lanKRv+w+Wj94iNPsXOJ3dLMkdDlAUKYWP/wqVqyF9GMy6EYIjwJGy381FeqLUbyPH62JoXhp3vFFOYyDMzOGZ3HD8KO7/cCc/ON6Cw3HgHcONERtuowXT6JPhsMtgy7vxhKxhR2MuW4bFiGBYEjPEP8sa4u7T8rjgiQC1e93vOaxm7junhLxEJnHnTeh8XUpevEpNAmR6HFx77EhuemJFh+uvOGo4dmtiRy6lue2kue2MyNHfn35l83+p84yEIHs69A/QUUUWnvwizEsbw1w0ftdn1mSKT8sUaIB/zoXzH4GxpyTkeCLSPVGrB6ethfOmFfPER6U8v2rPuiNHZjE2P5Wg2YLSSge2Wn+Y208bjS8Q5ZmPN/PZzhbG5Tj45vQh/PwbY9ncEGKoHkAnNcPmwqjeSP2cP7Gu0caj/y0jFDP45uRcphzzY/Iq38cgefuHBgKzycQvzp7I957+jPBeZRJzUhx85+QxRJXEIf1A0iYJSJzV7mC7uYj3Whx8Xt7AxOI0jjRnU5SAERV9aemmTkowAh9vraMubEnOJAEjRkvY4JllZby8ak9Hz5trK5lQ6OX3F0wh3aPy5YNBIGxw3Ngc7vjXarbW7Jmf6KWVO/nm9GIqG9X51B9Uhmz87OU1LDxnIqV1zazd2URRhovJxek88O4mRn1jBPpN9VORIEw4C5Y/3Hb50CNh24dtEwR2C7fAyn/A+DMIB/dd7jfNYeYaniPliT/DNx+Gr/8W4/0/4di2lN1XYLfVCWfeQ8P0b/PXivHc+9qa1u0zPTYeXbq1TYIAxEcsXj5rGNc++ikGBt+YVAjAox9s5dKZQ3hg7nTe31hDUyDCzBGZjM1L5ZEPtnDt8SO48qFP2nRu/HPZdr5z8hgeen8L04dmkuq08sC7m3nio23ce+k0yhsDbK7y86eLDyPTYyMYiZFvaYRAfccn3VJHtqkRj7WSbaHhXP3M5jadsF9W+LjgodU8OG8Gn+xMoXFzmL/9txKnzUJLeAd/ubiAlMk/Z+y4VeSs+TvEwkQmXcLmjKO49Mlt7Q730PtbOHNKITkpdoY3fUz6w+e3b1P9NnJWP8h8s5mddady6rPN1DeHueG4kVw0o4S/vr2JsXmpbRIEdqtoDPLoB1s5d1oxF/xtaZukkCc/LmXhORM5c0ohbrtulw+mhpCFr43O4c5/rWbLXtfDl1ft5LxpxQzP6l7HubtmNXNqPuCNG6/h1bV17GwMcvzoTA5JbSb/xYuJnvGnLu/LF7VS39z5NFBrqwIc2eUBOGZi0QjBY36A453/I73qp61rIkO/BqNmY451oyPSMGD7R/DI2fH5zAG2fQCrnoJzF8G4b4A1kTXSReJ2NARoCUe58fHlrcuWrKuiMM3JwnMn0hB10H5Sje5zWmK4l/4G1jwXn0qnYApEQ/DR3yAaIjMln0jOJQk4EhANMtzp48XzvHxc4+DjnRHGZJo4vthCjrEDI5jAioX5k+NTD/mr26878ubOExx7YNaILE6fVMCLK9smGN543ChG5ugOdtDY+BYNGUdCLXgSlCSQ5TJzWJ6FRatCXDDOhtm0a79mCxzzXfjvr+GpS+Hc++CQsxNyTBHpukgsyu8Xr2dcfir3XT6Nd9ZXE4rEOGpUNtW+IP/79Eoe+9Y0XLoUDGgjc1JYt7OWSxYtJxiJTy3w9pfwwNIyFl02mUM7mJ5Pkky4mZq0CdyxuJJXVu+pOLn4i0omFqZy33mzSI9q0vu+9EW5j38uK+W+y6ezYls9O+pbmFDopSDNxQ+eXcW9lx5Gbnpft1IGO016keTW7Gzk1N+/ww+eXcWjH27j+8+s4tTfv8OanV2f07Q/Cu9nWqRY0n50TexsaGmTILDbmh2NvL6mnIChzojBwGI28+rq8jYJArv985PtpLk0P1x/UB+28sGmWq55ZBmPfbCNKl+QxV9UMu+hj3l3Qw2b6zoeaS79QKAO1r4EJ94Be89ZnD8Rtr3f+XbbPoC8QyhwhHF0MsIu3W2jwBkmZdmf4wvsblj/BqZtS9u+MBKAf91ERfEp3Lu0bSf1UaOyeX1NRbt9X3nUMP745nrWVTS1W/foh9u47tFlrN7RQGVjgP97ZS1l9S3YzGZ++9q6NgkCu/3uP19y1pQifvHKGq48ehgQr8rz29fXMbEojfqWEA++t5lafwir2bTfLPOYYWKZeSK/XdrQrtgAgD8U5a21lbz9ZRXThmZis5hpDkUxDIhhMPef27jwvULuzv0FlWc8xpZh3+SkBzZ02HaAZVvr2FLdhHfVwx2uB2DNC+AtJnvVvZwxIZ5C+OclGzl5Qj7Th2bwzPKyTjfN8Nj50XOrOqwacdvzn1PVpDKcB5vJYuY/ayraJAjs9vSy7aR283polC3DvfS3jHxgPDeW/S8/j/yOE984jfyHZsK29zHFuv5322w24bF3nrxZkNGNBAazGafNCpkjCV/9NsGj/5fQjBsIXfYS0eNvx755cbw8c1c17YTnrt2TILCbYcC/vg2+9n9fRBIhK8XBg+9tabd8R0OAZ5aVYU5QCXtPtAHT1nfi/wg0wOa3YdvSeKIAYF7/KlYjMfdhVbFUfvhujJjVxSnhN/iF9zku5jUssRC/WZNKhSknIccBIK0ELnkGssfsWWaxwxE3woQzEprck5Pq4CdnHsJL3z6aBbPH8P1TxvH6LV/jmmOHk+5WEtGgULMRajdSm3YIAKm2xI1WO2OUlfV1MZ758ivJdBYbHPu/MOwo+Oc8+OTBhB1TRLombFgwmeLfib79xAo2VPrY2RDgtuc/5ycvriEcixGKavTqQNfk93HzP1a3JgjsFokZ3PTP1TS3dJ4MLcnBanfzRUtamwSB3VbtaOLVDc1YXV2roicHhwG8t6GGKx78mLfWVVLlC/Lw0q1c9+gyttU2k5wTastAo97IJFbRGOD6R5fhC7Z9OOILRrju0WU8c/2R5HmTc47cw4d1XidgxvBM7AmcP7E3RYEnPyrtdP0/P9nOaRMLyEntvTZJ3whFY7z0Wftkkd3e+KKSY8Yk8IGk9NCe27VN1X42VbcdXW7S7Vz/VbYCPlkEE8+Di/8BlV/EO+1HzYbGzmMPdyaEmshu3sD3TxjOT19vP8L9x98YT9HKP+5ZEIvCyqc63l/OWN5a1/4LW2cOKUrjd2/Ey5tvrPIzsajteMxw1OCDTbVA/Fq5qqyBKUMyuPe/mzrcX8yAdeVNFKa5iMXAZbPQEo7y2fYGzGYTw7M8mEwmsjx2zphcSEXUQrErA1o6qOjjyiDkzKK6Etbs9HV6Dl+UNzIky80Hm2qYVJzGx1vq8NjjD6qiMYONVT7e89gYPSRGUfq+5162WcyU1vphX8kLu0av2XxlFBTved2K0jqKMlxU+zrPnB+bl8KvX1vX4bpozGBVWQNDszTE5mCKRIx2o1z39vrqCo4d043Oc2+8+gZGDDb/t+06q5OIxUFXu8YcVjPnH17SYYdolsdOSXeSBAAyR+D4/Gl4+dsw+QKwueGF6+LThV34WHwEZlc110Djjo7XhXzQWAbpJd1rn0gXvLuhgxHwu7z6eTm3nDQ6IccxYQJ3Vscj7gHc2RimxHRw1Ecc/OPTCp5daWL2uGMYm2lhe63BK0tqaAlHOXnSUIoTciTiSQC5E+L3Js01EPLHpxlwZUJqN/7WdVGmx0Gmx8GhRYmo7yBJZ/3rYLZR6RyGmRjeBBacHJNp4egiCz95L8C4TAsTc/a6hpmtcPQCsKfAS/8Dvsp44kCCYlZE9s1kgtMnFbL4i0oC4Rjvb2xbRe+0QwuwJnjKGel/6luilNW3dLyuOUy1L0SxHjsmtZYoPPxR59+lH/m4gjkT8inQI40+MyzLjdVsIhIzWLm9oc26EdkeXDZVlJa+pzuCJFbjC7G9ruOL/fa6lk5H5SUDr9PK5bOGtlvusVu4+cTROOzJ+dGNxmiXwbm3YCSG+hwHj1C0889CS1gj1PuDdFuUIZkddwLZLWaGp+tmrt9y70o2W/U0PHYeLHsQPn8aHj9/32VPJ18EW97DZbNwjuNjHp03jelD08lJcXDUyEyeuXYGJ3rLsG5+c882kQCE24+CBsBkIhprH+v//bKaUw7Nb7c8uFcpnWjM4K11lcw9cli713nsFq4/bhRPfrSNFIe1w1H9rfuMRLFaTMQMA5dtz/VzW20zj364jUc+2MoFf/uA8w8vYfF2MzWzf9f+Ia7JRM3s37HW56aiKUBheuczWBalu6jxhYjEDCzm+H7+95RxPPrB1ta2/+jr4/l/r67ls+31TB/aeWLgtKEZPPnJTirHXNj5CY77BmxcjD9/Jquq9iQdBMMxNlQ08c1pnXft7G8qgdA+rtmSGAb7fp9bwvtOJPmqSMlR8c6JDsQmX0yTNbPL+4oZcPKEPE6fVNAmJIozXNx1wWQs3e3scGfC174H8/4NJmu88/OM38NFj+9JbkgUQ59dOTgCoc5jMhyL7fN61B0RawocdkWn643JFxE2JWY0fDQWP6dIzODVNdX8/t0KnvmssvXvT6ibf4f2y2qHzOFQPB1GHAu54w5KgoAIX74G+YdSGbSS5jDtmRYgQeZNtJPnMXPmc36Oe6KJWY82ceazPl7dHI5X8ppxLUy9DJb8El5eEE+sFZGDLhozcNktzBje/r53SKabo0ZlE4nq4eNA19FziL1F9rNe+r9IJLqffoYohr4X9qkaX4ibZ7dPorZbzHzvlLGE99E3INJbkrOnVQBoDu27E9EfTN5ORrvFwrGjs/ndBVM4dkwOhxR6ueyIofz1smnkpjpwJGklgRSbmdMmtu8U2m32+FzSXOp0HAzsVgsnjOv8YeCcQzr/nEjvybSF+e1pBdgs7R+o/eTkQrKsKkXebxVMiZfv3a12E1StA39VfNTe0be03+aQs+NzAR/7fahYTfqhczh6bD73zz2cF799NH+5dDrTChykxhqgaPqe7XwVkDmi43ZUfM5xY7LbLX77y0qOHZNDcUbbzna71YzVvOfz9vDSrWS4bW2uh5ceMZS/XDqNu/6zDhMmclIdTCjovITcoUVplNW1kOd1Et71MGhcfiqltXsSDcNRg7mLPuK86UOpyplF87y3iU26EAomEzr0fMou+A+/Xl+IL2zwwqc7uPG44R0ey2yC2ePzeGd9FceMyqYo3cUz182iORShvjnMt44axgvzjyYYinLj8aMZmZPCraeNw91BSfcbjhtJRUOAHQ0BPouUEB56XPsDpg+FUSfC1vepGXcxr63dM0pm2tAMTpiQz8hcDyeOb//3Nt/rJN1tY2ROSqfv3WTN03jQOa0mThjX+RCWUztIptmXCjIJn/dwu0QBI38SzTP/h+ZI1+8hbRYzoXCMmSMyWTT3cH53wRTuu3wat8weg81sxm7tQWeLOwuKDoNv3AXn3BevbpJa0LP9pHRyH2FzQVrCxj2LtHHc2M7j9eiR2Z1O1dNdzbY0jBHHw5hT2q885jsY3iKcjsQkCaS7bOSkdDzE2mo2MTRbw68kCTXXwpZ3oGQmlc0G6QehyKTbZuKOIx1cNcnOhGwLMwvj93PXvd7CP9eF4kmnky6AI2+CZX+Hpy6FUCeJtSKSMG6rmY2VTZw/vZg7T5/A9KEZTC5O45bZo7n9G+N5fsV2PHZV9hjoMtx2vK6Ok6cdVjO5SVp9WPbwOB2cM7HzJPhvTMggxaHpbPtSqtNKjS/Eny85jJMm5HFIoZdvTi/m/rnTeeqjbdhV1UX6AU03kMS8LhsOq7nDjDGH1Yw3iec0f3t9FUeOzKK8McCxu0que+wWCtJcLN1YyREjc0lPwmc14ZjB9GGZjMtPZW152/mmszx25h45HPt+5oOWgcFuMXHTiaN5Z311uylDpg/NYGROEn7AByCTK4NJ0Q95de44HvrMz4ryIMPS7Vx9WArDm5Zhtp3c102UzqTmw/mPwFMXtx21lD6UUNEMGvKOImPiBVg2LsYUDcHIE8CZvmcu4KFHtf5/23l7bfF16UNg9bMQbolXKThmAbwwv10zjMyRFFgauWByFk99tqcDO2bAnf9azaIrDue/X1bx0sqdOKxmUhwWzp9ewuMf7Znm4O431pOdYufmE0czbWgGL67cyW9eX8vRo7I5cmQ2LpuZO0+fwCX3f0gk1nZEyBmTC1m+rZ5rjx1JKBKjKRjBbjHzo9PG88PnV7V5bTAS48WVOzCAh96r4NTx32LEMDMb6g3+9VgN3zpmOM8uL2NcfirpHiffPmEUf16ykeiuY7psFm7/xgT+uayUE8blYjGbMJlMLPjnp1wwfQiXzByCx2GhKN2J22bhzhfXsLa8iYlFaTwwdzr/WVPBh5tryUl1cOHhJVQ0BklxWrGYTdz04g7+etbPmDJxLekrF0EkCKNPgsIp8P6fKD/7ab77RkNrW+ZMyGNYlocjRmThddn48emHcNL4PJ5bUUZzKMrXxuQwbWgGv3tjPT8/6xAufeCj1m13u/KoYWSnaM7mg81uNTH/hNH898tqmr5yPTxsSAajcjtP4uiIYbHzin8sJ1z1Afbt72HylRMbchRl5kJ8QS+HFHZ9ioDCdBdVjQFWbA9RmO4mGI5gs5gwmWDZtlrOn3aA5fwPZERnSj6c+ed4dZSvjg457Tfg0ahkOTiKMlwcMzqbd9a3nQbAaTPz3Tlj8XaQ9NUTaW4HgRYPjqNuxnTY5VD6IVgdMGQWMUc6fouXRM3Qlpeeyi/OGMs1j69st+6WE3QtkCT1xb/i14ehR1G5OUa64+A8Z7BbTBw/ZM+jRcMwuG9liNvfCTAj38rQNDOMPhlcGfD2r+DBU+Hip+L36iJyUMQwMeeQAs685z3yvA6OH5eLzWzm7S+r+P3i9Tx3w1EqOjUIpLrs/PTro/mfp79ot+4HJw3Hk6B7Nuk7JouFGSNyGJtXxrqKttOj5qQ4uHjmcEy2BM41JN2W5rKxekcDz67YzmmHFjA6N4UtNX6+9fePueG4UaQlcf+dDBwmw0hUQcDk0NjYSFpaGg0NDXi9nY+6SwZryhr418od3Pt2+3mIrz92JKdPLmBCYXLOPXjPW+v59WtfctKEXL5z8hisZhOVjUGueXQ5vkCEf998DOP3MWqyv2r0t2A2m6n0hXl2eRkvfFZGKBLjxHG5zD1yOIWpVmpbIgzNTtQjr4FjIMUuwNYaH3azmbqWMA+8u5n/rq8mxWHl3MOK+MakQsxGjCE5+hz0B8G6HdjWv0Jk5yr87hKcgSocLjeRad/CnqGRmvvS53EbDsTn7F7/GtRvg+HHEsk7lCZ7Dh67Fbv1AL4URyNQuSZeOnX7x3D4VRiFh2F6+//ix7LYiE04h+ZjfsimBhO5aS4+Kw/yt/dKqfOHOHJUFpfMHIovECI3xUkUqPWH+N0bXzJ31jA+2FTDYx9uIxiJYbeYOX1KAdd+bSSbq3xsqYmPwHLbLRwxIotQJExzyMAAFr27mWVb68lKsXPh4UPI8zqIxAwi0RhbaprZVuvnW0eP4NevruXt9e3neZ5Sks7840dS3xzmL29vYnO1j+HZKcw7ahg1viBvf1nFnacfgtdhAaJU+aPUN4eJxgwcNguLv6hgVG4KM4dn8rf/buKllTuJxAzcdgtXHDmMy2YNpSAtXj1hR30Lb3xRwfMrynDbLdwyewwF6S6sZhPPrSjjT29uYMaITE6ekM9tz68iHDUYke3h8sMymD3CQ36qDXMsQJMplbuX1vHSZzvJ8Ni4+pgRHDM6m/y0tlUaKpsCfL69kbXlDXy2vYGSDDeXHzmM3FQHW6r93L14Pcu31pHrdTD/+FEcPiyTrE5Glg50vRm7W2t8eGxQ6YvxwLubWq+H5xxWxOmTCrCaoDir64kC0ZjB9rpmlm2t48PNtZgw8NisnD2tmGyPjfz0ricJAATDEbbWtvDgu5tZV9GExxGfEuvQwjQK9jHtRq8INcerpLz7OyhfCVkj4ZjvQPZYcCb/vZJ0T2/F7abKJixmM6+tqeCpj0tpbAlzxIhMrvnaCHI9FlpiZoZlJSbZ1RcIE/FV447UYw03g9lE2OKh2Z5FRmb7Kj0Hwt/cwvpKH799YwNflPsoznBz83FDmVqSTrq3e8lKIt1x0GL3oW9AyAcn/YyvP+0j12Pimsm9c18TiBh8b0mA6XkW7p2z13W3ZgO8+TMw2+CCR6Hk8F5pj0ii9fn33P2obgoQikSp9oe59dlVrN7RCMSnzPrF2YcyPtdFUxhG6pnTgFdZV8+WmgC/e3MT6yv9DM108z/HD2NMnoe8zPS+bl6v6u9x21ONvmZ8gSDPLdvKk5/VEorEOH1CBpfPGk6ay06a7mP71LItNWSlOPjt61/yyuflRGMGHruFq782gjMnFxKKxRibN3A+j5KclCSQxDZW+Xh9dTlOm4UH39vCttpmhmS6mXfUMFrCUeZMyGdkN0df9RfLttZx7l/e73DdyJwUHpg7nWFJWvbxsQ+2MHtcDjarmdrmCIYBaU4LTpuVn738BbedNoY0Tx8/dO6HBlLsApTVNfP397Zw7rQiHDYroWgMM/E5w4IRg4qmACdN0OiK/iIUCGDyl2OEA5isDnBnY3PrC/X+DLS47VBzLQTqMQwIOTIwQn7MIT9Y7fgsaTQbTlx2M1YjQtQwiMQgGjPhMIWJRUKkuh2ETE6McADMFmoD8dLGXpedKn+I5lAUt92CEYvx7oZqThyfRzRmxOeZtFl4/KOtrCxr4pdnHYoJA7PJRE1ziMrGIOWNAXbUBxiS6WLqkAxihoHXaeWfy7Zz13/Wd3g61x87kk9L67nmayMYluUGU7zCQHlDgGyPnXSXlTSniXCLn6g9lXAMItEoD76/hbxUF/5QhFdWlVNa28zZhxVxwrhcCtKceF02CtOc7RIzDMOgMRDBYjaR4tgzCi0cjVHVFCQYieK0WghHY6worafGH+LwoRkUprvadOA3ByM0BSJYLCay99GxH40Z1PiDGAZkuG1t2uMPRvDtqrSQ4Rnco0Z7M3Z31vt58N2tXDCjBIfVTEs4htlkwmkxqGuJUtbQwpxDuleOPxYzqPEFaQ5FCEUNPHYzXpedFGfPs/SbgxHqmkM4rGayU/tZac5wMwT9YHeDPTnvj+XA9VbcvvNlFSlOCzkeG8EoRA0Dt81CKBLjsY9KueLIoZRkJvZzuLO+pbVSjtNmJucgxmCTvwV/IITTbiU9VfEkB99Bid2ajfDHw+DoWzBGnMCkB5s4baSNs0b33mi1t0sj3PtpiJfO8XBozl73f821sGRhPGHghNvgyG+DWaNZJbkkw/fcf3y8jUOL0nBbIRA1EY3F8NjNRGMmXvisjCuOGkqmnj0OCo3+FlqCQUKRGDaLGZfLSZq7n32f6QXJELc90RyM0BIOYo+G8IeixAyDVIeFmNWNYTJ/pTKm9La15Y2s2t7A0Cw3XpeNUDiGw2bG1xLhjbUVnH94CcOzk7P/TgYOTTeQxNKcVppDUV78bCfzjhpGntdJRWOAf3xSykkT8kh3J++vNyfFwZEjs3h/Y02b5SYT/Ojr45M2QQDgqFFZnHPvh5TVtzAsy43TZmFdRRMum4XnbzxSCQKDRFGGm9OnFHL5oo85e2oRU4dmEIrEeGnlDrZU+/nr5dP3vxPpNXanE5zD+roZ0h+5M8GdiQmId01ntK7K3PVT1RTk+idXsbbcx5i8FC6fNYxgJEYgHOWwIS6K0i2kpqUD4HUF4eMH4LVb2ftr65b5O3jio+38+MW2pQJtFhNPX3ckxZl7RmkVZLip9gYZF41hMZuwWeB//7mS/66vIRKL8dC8GaS7bdQ3h9vsKzvFzozhmby2upymQJgfPLuKey4+jOHZDsblf+VLtKftdfjIEdlc/ciyNsue+riUpkCYX5w9kYxOvpiaTKYOy6vZLGYKvzJKe8g+Rqa6HVbcjv3f91jMJnI76VzyOKx4urAPSayCdA+nTyni4vs+5KypRRy263r48qqdbK7289dLD+v2Ps1mEzkJnmOzq5+xPmFzx39EekFJloubn/iUrBQHZ04pxGWzsHJ7A/9cVsqfLj4s4QkCQK9W7Uj1uEjV9zFJdp8sAocXhh1DfdCgKQz5nt6d1vDoIgvPrzfxh+VB/rZ3NQF3JpyyEJY/DG/8OD4twtd/C4VTe7V9IgPd4cMzmffgx0wuSefkCXlYLWbe31jDq6t28shVM5UgMIh4PS68+n0PWG6HFavFRGWTibKmFqIxKM5wkO3sx99fB5EUh4X3NlTz5MctnHtYEWkuO6W1zTz58TZuOH4Uhf1tAIIMSqokkOS21TazdGMNf3prPaW1LQzJdDP/hFEcMSKLIZnJ/bCwtLaZf3xSyiMfbKW+Oczk4jS+f8o4hmW7Kexmqdj+ZnOVj3uWbOTFz3YQjsY4bkwu3ztlDCOyPDjsuoB3ZKDFLkCVr5kddSH+36trWbqpBpfNwrnTirnq6OEMTVCZVpG+NBDjtqcqGgM89uE2Hnp/M40tEY4alcX3TxnH6NwUXF/9u99cC5vfgTd/Eh8Jlj4EznmArZ5DWPTuZp5etp3mcJQjRsT3UZzhIDtl31/6yxsCPLx0C48s3UpempNfnH0ojyzdyqufl2MywZxD8rnw8BLe31jDESOyWL2jkXMOKyKvix2tTYEwq7Y38ItXvmD1jkayPHauPXYkZ08tPKgjPuXg6O3YrfW1sL0uyP97bS3vb9x1PTysmKuO0fVQpKt6M2631fp5+P2t8WSwYITDh2Xw/VPGMSTDSW5acn9PE+ltCY/dljq4exKMmg3Tr+TTyihnPefnl8c4GZ5uPvD9d8OSbRH++lmIV8/zMC6rg2oBlWtg6T3xqbomnAlH3gTF03q1jSI9kSzfc7/67PH4cbl89+SxFKe7SNU82DLIJEvcysBTWuvnlVXlPPDuZiqbgozNS+U7J49hQkEqxQchwVqku5QkMEBsqfYRM8BsMiX1KPuv8reEqPSHAQOryUxJ1sB56NTgb6auJQoGpNjNZKcNnN/bwTBQYxegrM5PMGJgMkGmx0KaSxm+MjAM5LjtiUg0RrUvSNQAt82y/5L2vgqIhsFshdT49CMNLUFq/WEMA+xWM8UZXb8uhqMxanYdP8VuwWY1U98cJhozsFpMRKMGNqsZwzDITnFgtXT/QXKtP0hLOIbVZCIn1YHZ3Luj1iQx+ip2d9T5Cey6Hqa7LGRoxItIl/V23PpaglS1Xo9MFGfou4xITyQ8dt/8Bbz/ezjnfnBl8I+1Ib7/doBFp7pwWnv3viwSM/juWwGm5lm49+RO7lljUdjwBnz+NDTthLxD4NBzYexpkDMuXk5SpJ9Jpu+5Nf5mGltiYIDTbqZAyXwySCVT3MrAE4lEKK0PYBhgMcPQLE0xIP2HhiwPEMMG6NwlHped4a6BOXdOmseN8gIEoEgPVUUGBavFTH5aNzo9U/LaLUpzOUhzOXp0fFsHx3cnuHpNpqdnbRMBKNT1UCRppLgcpPTweiQiB0ntZnj/DzD26+CKT4G1qipKYYqp1xMEAKxmE2ePsXHvpyGWlUeYlt/BfafZAmPmxCsf7FgOGxfD27+CxT+F1AIY/jUYdgwMOxoyhilpQKSbsjxuVJhLRKRvWa1Whg/Q/jtJfkoSEBERERERERERSVbRCLwwH5xemHxR6+LlFVGGp/XuNAN7O6bYwuubTfzwvwFeOMfTebKC2QLFh8d/IkGo+Bx2fAply2DlPwADvEUw8ngYeQKMOB7cmb15KiIiIiIiA46SBERERERERERERJJRLAavfAdKl8JJPwNbvHJUpT/G6poYN0zpu+qMZpOJayY7uP3dALe82cJdx7tw2eKJAoGIQSQGHhuY9q4QYHVA0bT4D0DQB5WrYedK2PwurHgUTOb4+tFzYPRsyJ8M5r5LhhARERERSUZKEhAREREREREREUk2/hp46Wb44iU48tuQP6l11T/XhbGZYUqepQ8bCEPTzHz7MDt/XB7iyMd8DE8zscNvUO43AMh1mzhluJWLxtsZn9W+rYbdw6bU6Xzsm8r6SIyQt4Uh0VKOC7/L6Hfvgrd+Hp9eYdjRUDIz/h5kj4lP3dVR4kAkBC210FwDzbVEm+upb/ITDTeTZgrgMEUAAzDFkxHMVrBYweIAqxPsbgKWVML2dDwZOZg9OfH1IiIiIiJJZtDdxRpG/EtIY2NjH7dEZOBLTU1tOyLgACh2RXpPomJXcSvSe3TNFUk+iluR5NTnsRtowFK5CuvG/2D//CkwmQke+R2iRTOguRmAVdUG96yIcnQh2GJBAoGENLfHJmbAz2aZeKfMoD5oMC0H8oeZsJhga6PBixvCPLw6zOh0mJZrIt0BvnB83eoaqA2CGch1g91iodw/jF/EhjEh81LOKa7kRPMnlFQtx/Ll65iiQQAMsxXDkRbv2AeIBmkORvgynM1nsZF8GhvFKmM424w8IqQCqQDkm2oZY97BcHMFmaYmDAPqYy7KjQy2GbmUGjk0AdCElc2MNpVxhGMzR3prmJID3sw8Yt4ijNRCYin5GO4cDFcmWGy9/8b3tmgYU7ARU7ABU0s9pkA9BBswhZowhZshGgYjFk++sNgxbC4Meyo4vBjOdAxnWvy/Di9YElsBo8/jVkR6RM+nRJJPIq+5cvCZjN1/IQeJ7du3U1JS0tfNEBkUGhoa8Hq9CdmXYlek9yQqdhW3Ir1H11yR5KO4FUlOfRG7Pz7OwZ3HOjpct6E2Sl3Lnn//3X0ZL7m+AUBRZDsOI5iQth5MMZOFLdZh+3xNcWQ79l3nEjVZ2Wod2gstOzDfMC/lT/Y/9nUzBrRTHvXz2sbofl+na65IctLzKZHkk8hrrhx8gy5JIBaLsWPHjgGXzdLY2EhJSQmlpaUDLgB1bskrkXG2d+w2NTUNuPdtIH4WdE79X2fnk6jY7e/X3IHw+9Q59A/94RwO1jW3t2O3P7yXByLZ2w86h96U7HGbLO9zdw3E89I5JVayx25XDcTPzcGm96z7eus9Gyxx2xF9LvUeQPK+Bwfz+VSyvied0fn0bwPtfODgP1eW3jHophswm80UFxf3dTMOGq/XO2D+yHyVzm1w2zt2d19kBuL7pnNKDgPtnA7W+STLNXcg/D51Dv3DQDgH6B+xm+zvZbK3H3QOyaYv43agvs8D8bx0Tv1Pf7jm7k+yv8d9Qe9Z9yXTe5YMcduRZHqPDxa9B4P3PdhX3A6090Tn078NtPOBgXlOg4m5rxsgIiIiIiIiIiIiIiIiIiIivUNJAiIiIiIiIiIiIiIiIiIiIoOEkgQGCIfDwZ133onD4ejrpiSczk2+aiC+bzqn5DDQzmmgnU93DYTz1zn0DwPhHPqLZH8vk739oHOQrhuo7/NAPC+dk/SE3uPu03vWfXrPDj69x3oPQO9BRwbae6Lz6d8G2vnAwDynwchkGIbR140QERERERERERERERERERGRg0+VBERERERERERERERERERERAYJJQmIiIiIiIiIiIiIiIiIiIgMEkoSEBERERERERERERERERERGSSUJCAiIiIiIiIiIiIiIiIiIjJIKElARERERERERERERERERERkkFCSgIiIiIiIiIiIiIiIiIiIyCAx6JIEDMOgsbERwzD6uiki0g2KXZHko7gVSU6KXZHko7gVSU6KXZHko7gVST6KWxGRjg26JIGmpibS0tJoamrq66aISDcodkWSj+JWJDkpdkWSj+JWJDkpdkWSj+JWJPkobkVEOjbokgREREREREREREREREREREQGKyUJiIiIiIiIiIiIiIiIiIiIDBJKEhARERERERERERERERERERkklCQgIiIiIiIiIiIiIiIiIiIySChJQEREREREREREREREREREZJCw9uXB//vf//LrX/+aZcuWsXPnTp577jnOOuusfW6zZMkSFixYwOrVqykpKeG2227jiiuu6JX29leBxmosLbUYgXpMznSi7iycqVl93ayEqK6to6Y5Sks4SqbHTrbbjDslra+bdcBaWlqo8Eeoaw4TjRm7zs2K1+Pq66ZJL6tr8tEUiFDrD2GzmMhw2SjMTu/rZslXVNY3UR8wqG8Jk+Kwku40UZjp7etmSTdVNwWp8QdpCUfJTXUQM6C+OUzMMMjy2Mn1OglHYlT5goQiUWIG+INRvC4rmR4HmR77vg8Q8oOvCowYRIPQUgfONGrsBdSGbDS2hEl1WjEZMbwuKy0RqPGHAYMst5UCSwMOqwVSC2gIRKjxBWkMhEl12Mj02Mnw2Gmu2Y6lpQaiIfBkE3JkUR+IUdUcI8VhxWwyUd8Sxmkzk+GAIks9OLzgzuy4yZEolU1Bqn1BzCYTKXYr/lAEi9lMrtdBdooDgMrGADX+EMFIlEyPg5wUOy574m4jm4MRqn1BaptDuGwWsjwOslMdXds2FKHaF6LWH8RptZCZYic31dnudbGYQUVTgFpfiOiu33mO14HdYknYeUjP1fqbqfdHqfGHsFnMZLitDM1O7fH+SqsbqQ/ECOy6h8xwQqa3Z/sL+2qwtNRgaq4Gm4eoMwNr5pAety2RdtY30xiI0rDr70uqw0pxpruvmyWDwI7qOupbogQjUbJSHHidFtJTex6znanzB6hrjlDjD2Exm8hw2yhOc2Cz2RJ+rMaWMDX+EA0tIVIcVrI8DjL2d+2XVk2BMDW+EPUtITx2K1kpdjI9XbuWS+8KhkJUN/qpb44Qjhlkuu143TZqmmPYLBZC0Si1/jAOq5k0l41h2Z6eHafFh8lfCf4asDmJubJwZhQm+GxEREQGt9Z+Bn+YqBHvZ8hyW0jz6HuhiOxfnyYJ+P1+Jk+ezJVXXsk555yz39dv3ryZr3/961x33XU89thjLF68mKuuuoqCggLmzJnTCy3uf8K1pdheuhnLpsWty8wjZxP++t3YMkv6sGUHbsPOWq57YhUbKn0AWM0mLp9RwA3HDic7I71vG3cAan1+VpX5+e4/V1LlCwLgsVu49dRxnDgui4KMxD9ck/6psrae5z/dyW/f3EIwEgOgMM3Jny+ayOh8Lx5n+04u6X3ba30s/PeXvPJ5OYYRXza1JJ3fnj+JETmK12SxodLHdY8uY0OljxPG5fKNSQX84uUvqPGHAEh1WHn86iN4fsV2pg/L5PlPy3h9TUXr73za0Ax+f+EUijM6+ZLlq4IP/wKHnA3v3g2rnwFPDlvPeIb5r61hVVkDAGYTnDG5kGuPHcGl93/Uenyvy8rPzjiEr8WWEiz5Gre/uoX/rKls3f1btxyFp2Yl7meugIbS+EKrE475PmkTL+HdiiCfldbz9LLtRGLxRo/OTeFPF05k7Hs/h6P/B9LbdmrWN4d4/tMy/t+/19ESjgKQ73Xy4zMO4b53NuEPRvjzJYdhGHDVw5+wudoPgM1i4qqjR3DVMcPJSjnwh//VviD3vLWBR5ZubdP2ey+dxsjclH1uW+MLcv87m7n/3U2Eo/FtR2R7uPfSaYzJ3xOfoUiUT7bUcdOTK6j2xd/zFIeVO0+fwCmH5pPqTHxnk3RdWU0TL6ys4A9vricQ3nM9vPvCKYzLd+J1da9zYs2OBuY/voJNe31mLztiKN86aghFmd37ux2tK8X63l2Ylj8MsQgA1pxxGOctwpR3SLf2lWjbav389MU1vPHFnr8VM4Zn8qtzJ/W4Q0dkf8LhMF+WN3D9E6vYVtsMgN1i5oZjSrhoRgl5mYlL6N5e28ybayv5f6+uxR+KX6dyUh3cdf5kJhamkZ7ADvyKxgA/fXENr3y+s+vXfmlV2Rhg4b/X8vynZa3v36TiNP508WEMUeJSv1Ln87Olys8NT65iZ0MAAKfNzHdPGMZpk0t4alkp9769qfX7aXGGiz9cOJVD8lNwOLp+vxSsr8C09I/YP7kXouH4wuzRhM99GFvBhISfl4iIyGBU0+RjZZmf7z29ss2zjh+eNo4TxmSSr34GEdmPPp1u4NRTT+XnP/85Z599dpdef++99zJ8+HB++9vfMn78eObPn895553H7373u4Pc0v4p0FiN+aVvt0kQALBsfAPzy/9DoKmmj1p24HZW13HRouWtCQIAkZjBog928M9lO4iGQn3YugNT5Yty1cOftCYIAPhDUW57YTUbqwN92DLpbcu21fPL1/c8gAHY0RDg4kXLqW7UZ6E/qGvyc/cbG3h51Z4EAYAVpfXc8NgKttc09l3jpMt21rdw8X0fsKHSh81i4vJZQ/ne0ytbO+gBpg3L4KWVOwhGYry8aievra5o8ztftrWO6x5dRvVef7tbxWLw+TOQWggf3QefPw2GQeWx/495/6ptTRAAiBnw/Kc7+Pv7WzlmdE7r8saWCP/zj8+oLprNj/+9qU2CAECRuRb7o2fsSRAAiARwvPUTbHUbqWgM8OTHpa2d7ADrK31c/tByth72PXjy0ngiw15WbKvnx/9a05ogAFDeGOB/nlrB/ONHsba8iUvv/5A1OxtaEwQAwlGDv7y9kZdW7iS21/F6IhKN8dRHpTz43pZ2bb/4/g/YWd/S6baxmMGLK3fyl7c3tiYIAGyq9nPhfR+wY69tS+tamPvgR61fmgF8wQjfe3ola3c2HdA5yIFbsb2RX722rjVBAOLXw7mLPqaqKbaPLdvbUtXEZQ981JogAPHP7KL3tvDiygrC3biHjIYCmFf8HdMni1oTBACoWovp0XOJ1WzqVtsSqbyhhYWvrG2TIADw0eZabnnqU0pr/Z1sKXJgyuv9XPTAstYEAYBQNMbdS7by9pdV+9iy+zZV+7njX6tbEwQAqpqCfOuhT6js6HrcQ/5ghF+9upaXV+1sd+2/9pFOrv3SqiUU4Y+L1/PcirI279/K7Q1c+dDHVDXpe01/0tAc5uJFy1sTBAAC4Rg/f20Ty0ob+NdnO9t8P91e18Lliz5ie2PX4yAWjcKqf2D/8I97EgQAqtdje/R0gjXbEnIuIiIig12VL8bVDy9r96zjh899zuZa3cOKyP71aZJAdy1dupTZs2e3WTZnzhyWLl3aRy3qW+bmaiyb3upwnWXjG5ibq3u5RYnzZYWPqqaOL2T3vredigZfh+v6u0AoxD8/2d6mM2Nvf3xzAzvr1FkxGJRX1/HbN7d2uK45FGXJ2vJebpF0pKY5yvOf7uhw3dryJqr90Q7XSf/yZWUTlbuuKSeMy+Xfn5cT/Urn9llTinjio20cOzaHf3/ecfx9XtbY8bXJVw7v/BpKDofPnogvs7nY4RzdpqNyb8+tKGPOoXltlhkGVPsjvLa27fX73zcfTWz9G/HpDDpQF4RF727ucF1FY5AN9QaEm+Pt3KXWH+Q3r6/rcJtAOMbHW2o5bEgGOxoChKMGaa72I8f++OZ6Kg/wwX9lU5C/vrOx87ZXdn69r2gK8Kc313e4rtYf4vNdyRnRmMFTH5d2eu393Rtf0tgS7nCdHHylNU388c2OPwMt4Sj/WVPRrf19vqOxTQLQ3u57ZzM7Grr+mTU1bsf00d86Xtm0E6q/7FbbEqmxJcJrqzv+W7WitJ6GlkiH60QO1CdbamgMdPz5uvutreyorkvIcbbX+fnD4o7/xoeiMZ5Ztp1oNDH3YdW+YKf3e6t3NLbeQ0jHqnwhnvpke4frNlT62nRGS9/yBcIsXrOzTYLo3v705kbOn17cfrtghHfXd/35Urh+B46lnQzm8VdjlK/q8r5ERESkY82BAE9+vK3NgIu9/fHNDVTUJWcfioj0nqRKEigvLycvr+0D9by8PBobG2lp6XikWTAYpLGxsc3PgBFo2Pf6lv2s78e+rOj899TQEiYQ6d6osv7CHwyzrqLzJIBN1X6CkQMblTlQDOjYBaKY2ozM/aqVO5s7XSe9xxeMdHqzDbC9Tr+nvfXXuP2yfM+XosJ0F5uq2n9JslvNNAYihKNGuwSCvVV2VOUjEgB/NYRbILqrc9KVSWlD5x3PwUiMWAeXsqZAuM0oPIDidDe28hWd7isQs3TaYQPwZYUfcsdD054OxWAkxqaqzv8Gba72U5gen/KktK6F7A6mFaj2hdqMNOuJQDhK4z46M9fvI0kgFIm1yZb/qi92xj9/wUiU1Ts6vyfaWOXr9GH5YNGXsRszYFN157/nNd2s9LC2vPPX1/hDhLrzkY0E9n2/XbW2GztLrMZAmH0V8ugs2VYGjr6K29U7Oo+xHQ0BEvVVJhQxOk20A1hX3kRjMDHJMP5gpPvXfmnVHIoQinb+x7WsrvOqQINRX98vf7aj89/H5mo/BWmuDtftvq/qkmgQmvdR2bJiddf3JdIP9HXcJkKFrmUyyAyEuN0ffzDKuorOv0tvrvbTkqR9KCLSe5IqSaAnFi5cSFpaWutPSUlJXzcpcZz7me/Rlbj5IHvbmDxvp+u8LitOa3J+dD1OO2P2Mb/yiGwPDqupF1vUfw3o2AXMGAzL6ny+4IkFmruzP0hxWLGaO4/JovSOH6INVv01bsfk7fm7u6M+wPDs9n+Hw9EYXqcVm8WMZR+/8xyvs/1CqwM82WBzgWXX/MgttRSndT5vq8NqxtzBpSzVacX0lcNvr28mnD+l0305zVG8Tmun60fneqB6HaQW7Dm+xczwfcxZPjzb0zryryTD1WGp5ewUO/YDvB47bZZ9tn3UPq6ZdquZ7JTO56MeXxC/l3BYLUwo6Py+YmROCi6bpQutHbj6MnbNsM/P4viC7s2hOC6/89dneezYuvORtTr3eb9tyhnbjZ0lltdpa/e3Ym85qe0Te2Rg6au4nbCPmCxMc5KorzJ2q2mffxvG5KXidXR+/egOj8O6z2t/bmoH135p5bZbsVs6/+NaqPvlNvrymmsCJhV0/vuI3/91nESwr+trO1YHuLM6X587oev7EukH+uv33K566L3NzPzlYn703KoDni5OJFkke9x2RYrTus9+huHZHpzqZxCR/Uiqntb8/HwqKtqWHK2oqMDr9eJydfxF59Zbb6WhoaH1p7S0tMPXJaOYO5vo8OM6XBcdcQIxV3avtieRRuelkNPBqEWA644qJi+t8wtgf+a02Tj/8BJslo4v0POPH0VBRvcehg9UAzl2AQqyM/jOCUM7XOeyWTh+XH4vt0g6kuUyc+aUwg7Xjc1LJSclMQ+nB4r+Grej81JbO8zeWlvJaRPz23UGPL9iBxfOGMLbX1ZxyiEdx98hhV5yO+p4SymAY74D2z+BSRfGl4VbKApu7LSD46ypRby+uu09jckEWW4bJ49r+1D11N+/i3n0SWDveF/pDph31LAO1+WmOhidbgaLE1L2VGPKTHHw3ZPHdLiNw2pmxvBMlm2toyDNid1ipqGDcvzzTxhN3gF2nOSmOrj6ayM6b/s+vvDmpTq58fhRHa7LcNs4tCjeuWsxm7jw8CGdJvzcMnsM3g6mUxhM+jJ2S7JT+fYJHf8eXTYLJ03I63BdZw4p9JLp6Th55KpjhlOU1vXPrOEtxphxTccrU/MxsvswScBlZU4n782UknTSXLo+DXR9FbeHD8/qNLnr5uOGUJidkZDjFGd4uKmTvw12i5nzphdjsSQmwSs7xcEZkws6XDehoJNrv7TKSbXzzQ5K1EM8Ea+gG393B4O+vOZ6nDZmH1KAs5OMufknjOSfHUwd4bFbOGZMTpePY00rJDjrlo5XurMwF0zq8r5E+oP++j23KzZV+fjJi2s4tCiNxz7cxtvrq/q6SSK9IpnjtqtcDgcXzSjp9FnH/ONHkq9+BhHZj6RKEpg1axaLFy9us+w///kPs2bN6nQbh8OB1+tt8zNQOL3ZxE7/U7tEgeiI44l94w84vfvI3O7nCrMzeOJbhzEyZ0/ngMVsYt4RhZw/rQiLvfORg/1dttvEfZdPazP60W238NMzJjAqWw9QdhvIsbvb9KHp/OCk4Tj2GolbkObkiW8dRmbq4O6w6i8yvCncMns0px6a32bE5uTiNO699DCKswbe5/JA9Ne4LUx38cTVRzAyJ4VQNMajH2zlV+dNIsO9J84+2VrLGZMKsFpMnDG5sF3H5GFD0/nrZdM6LLuP2QwTvwkN22HmtXDIOWAykbvkf3nozCwOKdzzPphMcOaUQq44chhvr9vzgMbrtPK7b04ie8eb/OS0kZw4PrfNIXbEsghd+i/wFu1ZaHUQPO4OIukjKUx3c/70kjbJDyNzUnhk3jSGrvgVXPgIpLR9uHvY0Azu+MaENg+K87wO7r5wCve8tYExeSk8dtVMxhd6GZq1p7qJ1Wzi2q+N4PRJBZj3MfKyK6wWMxcdPoS5s4a2a/sTVx9BwT5GH5rN8d/VtV8b0eZL8bAsN09eM6vNyMWSTBcPzZtB1l6dxx67hV+dN6l7I+MGqL6O3WklXr578pg218N8r5O/X3k4eand+7oyPCeVR741o02CjtVs4oojh3HGpHxs3biHtNidxKbOxZg2D8x7dUZmj8G49FnMWR0nuPSG/DQXPzxtAieMa/u3YvrQDO6+YAolmZ2PwJaBoa/iNj/dwxPfmkZxxp6/sXaLmZuOHcLxY3P3sWX3jcjx8OMzJuC274m/nBQH98+dTnYCEzU9Dis/OHU8p01se783dUg6f7t8GtlKEtgnl83KTSeO5swphW3ev0OLvDw473ByO6rCNIj19TU3zW3j8XmHkb/X78VhNfPDOSOYVuLltEkFba7HRekuHvnWTAq78Xu0WCww6XxCM24E816xmjWS8GUvYs8akpBzEektfR23B+LllTtx2ix87+SxFGe4eG55+0QgkYEomeO2O7JTLPztsmntnnX84qxDGZGlezAR2T+TYXx15tve4/P52LBhAwBTp07lrrvu4vjjjyczM5MhQ4Zw6623UlZWxsMPPwzA5s2bOfTQQ7nxxhu58sorefPNN7npppt4+eWXmTNnTpeO2djYSFpaGg0NDQPm4hBorMbcXB2fM9WZRsydjdObvFUE9lZVU0tNS4xAOEqGx062y4InNfl/by0tLVT4ItQ2h4nGDLJT7GR4LKS7VWK+MwMxdgHqmppoCkSp8QWxWcxkuq0JG4EliVNZ30R9wKC+OYzHYSXDZaIwc+B8Dg+W/ha3VU1BanxBAuEoOakODAPqmsPEDIPsFAe5Xseuee6DhCJRokZ8nmKvy0aWx06mZz+dBCE/+CrBMCAagOY6cKVTYyugJmSjKRAm1WkFI4bXZaUlDLXNITAgy2OlwNyAw2aBlHwaghGqfSEaW8KkOm1kpdjJcNtpri7F0lID0RB4cgg4MmkIQpU/umuqAhMNLWGcNjPpdii21IHDC56OEweD4ShVviBVTUHMJhMpTivNgQgWi4ncVGdrx0hlU4AaX4hAOEqWx052qgO3PXEdNP5ghGpfkDp/CKfNQlaKo8vl0pt3bVvTuq29w9LQsZhBRWOAGn+o9dqb43VgT9BI1IGkL2K3rslPXSBGtS+E3WImw22lMM2JzdazpLnS6kbqWqIEwlEyUxxkOiAzrWcJIeGmGiwt1ZhaasDmIurMxJrZcTWg3rajvpnGQISG5vjfilSHlZIs3U8ORr0dtzuq66hriRIMR8lKceB1WchITXzSVV1zgDp//JpoNZvIcNspSLXjdCY+obaxJUyNP0h9c5gUh5WslC5c+6VVUyBMtS9EfXMIj8NKlsdOVifVAWWPvrjmNjcHqGtuoa45Qjgai8ew00p1i4HNYiIcNajxhXDYzKS7bAzrYKqurgg2N2HyV4G/GmzO+LOqjI6rtIkkk/72PXdfTrn7v2R67Hz7hNG88GkZz68oY9ntJ+FJ0JQ9IskimeK2uwKBAOW+MLX+Pf0MWW4rXo+mfBKR/evTJIElS5Zw/PHHt1s+d+5cHnroIa644gq2bNnCkiVL2mxzyy23sGbNGoqLi7n99tu54oorunzMgXxBEBnIFLsiyUdxK5KcFLsiyUdxK5KcFLsiySdZ4nZHfQtH/t+b/M+Jo5k5Iovtdc187+mVPHbVTI4aNTAGl4l0VbLErYhIb+vTtMHjjjuOfeUoPPTQQx1us2LFioPYKhERERERERERERGR5PRZaT0AY3ZNr1aY7sJtt7BiW52SBERERASA7k3yKSIiIiIiIiIiIiIi/dbKsgayPPFp6wDMJhMjc1JYsSt5QERERERJAiIiIiIiIiIiIiIiA8RnpfUMz/a0WTYqN4UV2+r3WdlXREREBg8lCYiIiIiIiIiIiIiIDACGYbBqe0O7JIEROR5q/SF2NgT6qGUiIiLSnyhJQERERERERERERERkACirb6EpGGHYV5IEitPdAGys8vVFs0RERKSfUZKAiIiIiIiIiIiIiMgAsLnaD0BRuqvN8txUB1aLiY2VShIQERERJQmIiIiIiIiIiIiIiAwIm6r8WM0mslMcbZabzSYK01xsUCUBERERQUkCIiIiIiIiIiIiIiIDwqYqH/lpTixmU7t1BWlONlT6+6BVIiIi0t8oSUBEREREREREREREZADYVO2nIM3Z4bqidBcbVUlAREREUJKAiIiIiIiIiIiIiMiAsLHKR7634ySBgnQXVU1BmgLhXm6ViIiI9DdKEhARERERERERERERSXLBSJSd9QEK0lwdrs9NdQBQVt/Sm80SERGRfkhJAiIiIiIiIiIiIiIiSW5HfQADyPU6OlyfsytJoLRWSQIiIiKDnZIERERERERERERERESS3Pa6ZgCyUzpOEkhz2bBZTK2vExERkcFLSQIiIiIiIiIiIiIiIkmurK4FE5DlsXe43mwykZvqZHudKgmIiIgMdkoSEBERERERERERERFJctvrWshKsWO1dP7YPzvFrkoCIiIioiQBEREREREREREREZFkV1bfQlYnUw3slp3ioLRWlQREREQGOyUJiIiIiIiIiIiIiIgkue11zWR3MtXAbjmpDkpVSUBERGTQU5KAiIiIiIiIiIiIiEiSK61rITt1/5UEmgIRfMFIL7VKRERE+iMlCYiIiIiIiIiIiIiIJLFINEZlY4Ds/Uw3kLmr0kB5Q6A3miUiIiL9lJIERERERERERERERESSWJUvSMzYkwTQmd3rKxqVJCAiIjKYKUlARERERERERERERCSJVTQGAchw7ztJYPf6naokICIiMqgpSUBEREREREREREREJIntnj5gf5UE7FYzXqdVlQREREQGOSUJiIiIiIiIiIiIiIgksYrGAFaziVSndb+vzfTY2dnQ0gutEhERkf5KSQIiIiIiIiIiIiIiIkmsvDFApseO2WTa72szPPbWygMiIiIyOClJQEREREREREREREQkiVU0BMhw73uqgd0y3XZ2KklARERkUFOSgIiIiIiIiIiIiIhIEtvZECDdbevSa+PTDShJQEREZDBTkoCIiIiIiIiIiIiISBLbPd1AV2S47dT5Q0SisYPcKhEREemvlCQgIiIiIiIiIiIiIpLEKhu7Pt1AmtuGAdT4Qwe3USIiItJvKUlARERERERERERERCRJNYci+ENRMrpRSQCgsjF4MJslIiIi/ZiSBEREREREREREREREklR1U7wiQLrL1qXXp+16XZUvcNDaJCIiIv2bkgRERERERERERERERJLU7s7+tG4kCZhQJQEREZHBrF8kCdxzzz0MGzYMp9PJzJkz+eijj/b5+rvvvpuxY8ficrkoKSnhlltuIRBQ1qOIiIiIiIiIiIiIDC5VTfHO/nR315IELGYTaS5b63YiIiIy+PR5ksBTTz3FggULuPPOO1m+fDmTJ09mzpw5VFZWdvj6xx9/nB/84AfceeedfPHFFzzwwAM89dRT/PCHP+zllouIiIiIiIiIiIiI9K2qpiBWswmPw9rlbdLcNqp8ShIQEREZrPo8SeCuu+7i6quvZt68eUyYMIF7770Xt9vNokWLOnz9+++/z1FHHcXFF1/MsGHDOPnkk7nooov2W31ARERERERERERERGSgqWoKku62YTaZurxNmsum6QZEREQGsT5NEgiFQixbtozZs2e3LjObzcyePZulS5d2uM2RRx7JsmXLWpMCNm3axCuvvMJpp53WK20WEREREREREREREekvqnxB0lxdm2pgt3SXjcomTeErIiIyWHW9/tBBUF1dTTQaJS8vr83yvLw81q5d2+E2F198MdXV1Rx99NEYhkEkEuG6667rdLqBYDBIMLgnI7KxsTFxJyAiB41iVyT5KG5FkpNiVyT5KG5FkpNiVyT5JEvcVjb1IEnAbWdTtf8gtUik7yRL3IqI9LU+n26gu5YsWcIvf/lL/vznP7N8+XKeffZZXn75ZX72s591+PqFCxeSlpbW+lNSUtLLLRaRnlDsiiQfxa1IclLsiiQfxa1IclLsiiSfZInbysYgaS57t7ZJc9mobtJ0AzLwJEvcioj0NZNhGEZfHTwUCuF2u3n66ac566yzWpfPnTuX+vp6XnjhhXbbHHPMMRxxxBH8+te/bl326KOPcs011+Dz+TCb2+Y9dJQ1VlJSQkNDA16vN/EnJSIJodgVST6KW5HkpNgVST6KW5HkpNgVST7JErdHLFzMEcOzuODwrneGvrehmj+9tYHVP5mDx9GnBYdFEipZ4lZEpK/16dXfbrczbdo0Fi9e3JokEIvFWLx4MfPnz+9wm+bm5naJABaLBYCO8h0cDgcOhyOxDReRg06xK5J8FLciyUmxK5J8FLciyUmxK5J8kiFuDcOgxhck3d296QZ2T09Q4wspSUAGlGSIWxGR/qDPr/4LFixg7ty5TJ8+nRkzZnD33Xfj9/uZN28eAJdffjlFRUUsXLgQgNNPP5277rqLqVOnMnPmTDZs2MDtt9/O6aef3posICIiIiIiIiIiIiIy0DUFI4SjBl5n95IEvLuSBKr9QYZkuQ9G00RERKQf6/MkgQsuuICqqiruuOMOysvLmTJlCq+++ip5eXkAbNu2rU3lgNtuuw2TycRtt91GWVkZOTk5nH766fziF7/oq1MQEREREREREREREel11U3xsuppru496t9dSWD39iIiIjK49HmSAMD8+fM7nV5gyZIlbf5ttVq58847ufPOO3uhZSIiIiIiIiIiIiIi/VONPwRAmsvere1SHVbMpj3bi4iIyOBi3v9LRERERERERERERESkv6nxxSsBeLtZScBsNuF12lRJQEREZJBSkoCIiIiIiIiIiIiISBKq9oUwm8Dj6H7RYK/LpkoCIiIig5SSBEREREREREREREREklCNL0Say4bZZOr2tl6nlSqfKgmIiIgMRkoSEBERERERERERERFJQtW+IF6XrUfbel2abkBERGSwUpKAiIiIiIiIiIiIiEgSqvEH8ToPIElAlQREREQGJSUJiIiIiIiIiIiIiIgkoaqmIF6ntUfbpjlt1PhCCW6RiIiIJAMlCYiIiIiIiIiIiIiIJKEaX6jH0w2kuqw0tISJxowEt0pERET6OyUJiIiIiIiIiIiIiIgkoRp/z5ME0pw2DKCuWdUEREREBhslCYiIiIiIiIiIiIiIJJlINEZDSxivs2dJAruTC2r9ShIQEREZbJQkICIiIiIiIiIiIiKSZOqawwB4ndYebZ+6a7san5IEREREBhslCYiIiIiIiIiIiIiIJJndFQB6Ot3A7goEqiQgIiIy+ChJQEREREREREREREQkydT4g8CeigDd5bZbsJpNrfsRERGRwUNJAiIiIiIiIiIiIiIiSaa1koCzZ5UETCYTXpdN0w2IiIgMQkoSEBERERERERERERFJMrX+EFazCbfd0uN9eJ1WTTcgIiIyCPWsDhFQVlbGM888w5dffondbmfs2LGcf/75ZGRkJLJ9IiIiIiIiIiIiIiLyFTW+EF6nDZPJ1ON9pDptShIQEREZhHqUJPDnP/+ZBQsWEAqF8Hq9ADQ2NrJgwQLuv/9+LrroIgzD4NNPP2Xq1KkJbbCIiIiIiIiIiIiIyGBX6w+R6urxOEAAUp1Wqn3BBLVIREREkkW3pxt4+eWXuemmm5g/fz5lZWXU19dTX19PWVkZ1157LXPnzuXdd9/lkksu4cUXXzwYbRYRERERERERERERGdRq/SFSnQeWJOB12qjxqZKAiIjIYNPtO4hf//rX/OAHP+DnP/95m+UFBQXcdddduN1uTjrpJPLz81m4cGHCGioiIiIiIiIiIiIiInHVviCpTtsB7SPVaaW2WUkCIiIig023KwksX76cyy67rNP1l112GcFgkLfffpuhQ4ceUONERERERERERERERKS9Wn8I7wEmCXhdNhqaw8RiRoJaJSIiIsmg20kC0WgUm63zGw+bzYbL5WLIkCEH1DAREREREREREREREelYbXMI7wFON5DqtBI1DBoD4QS1SkRERJJBt5MEDjnkEF544YVO1z///PMccsghB9QoERERERERERERERHpmGEY1PvDpB5wkkB8QGCNX1MOiIiIDCbdvoO48cYbuf7663E4HFxzzTVYrfFdRCIR/vrXv3Lbbbfx5z//OeENFRERERERERERERERaAxEiBrGgU83sCvJoM4fgpxEtExERESSQbeTBObOncuqVauYP38+t956KyNHjsQwDDZt2oTP5+Omm27iiiuuOAhNFRERERERERERERGR2l0j/1VJQERERHqiR3cQv/nNbzjvvPN44oknWL9+PQBf+9rXuOiiizjiiCMS2kAREREREREREREREdljT5LAgVUSSHFYMbGrkoCIiIgMGj1OMzziiCO6lBBwww038NOf/pTs7OyeHkpERERERERERERERHZJVCUBi9lEitNKbbOSBERERAYT88E+wKOPPkpjY+PBPoyIiIiIiIiIiIiIyKCwe+R/ygEmCQB4nTZqfUoSEBERGUwOepKAYRgH+xAiIiIiIiIiIiIiIoNGjT9EisOK1Xzgj/hVSUBERGTwOehJAiIiIiIiIiIiIiIikjh1zSG8CagiAJDqsKqSgIiIyCCjJAERERERERERERERkSRS6w+R6rQlZF+pThvVfiUJiIiIDCZKEhARERERERERERERSSK1viApiaok4LRSpyQBERGRQaVfJAncc889DBs2DKfTycyZM/noo4/2+fr6+npuvPFGCgoKcDgcjBkzhldeeaWXWisiIiIiIiIiIiIi0ndqmkOkOhKYJNCsJAEREZHBJDF3Eftw6aWX4vV6O13/1FNPsWDBAu69915mzpzJ3XffzZw5c1i3bh25ubntXh8KhTjppJPIzc3l6aefpqioiK1bt5Kenn4Qz0JEREREREREREREpH+o9YcYmulJyL5SnTaaQ1EC4ShOmyUh+xQREZH+rVtJAitXruzyaydNmgTAX/7yl32+7q677uLqq69m3rx5ANx77728/PLLLFq0iB/84AftXr9o0SJqa2t5//33sdnicy4NGzasy+0SEREREREREREREUlm9f4wqQmabsC7az/1zWHy05QkICIiMhh06y5iypQpmEwmDMPAZDLt87XRaHS/+wuFQixbtoxbb721dZnZbGb27NksXbq0w23+9a9/MWvWLG688UZeeOEFcnJyuPjii/n+97+PxaIbGBEREREREREREREZuEKRGE3BSMKSBFKd8cF4tf4Q+WnOhOxTRERE+rdu3UVs3ry59f9XrFjBd7/7Xb73ve8xa9YsAJYuXcpvf/tbfvWrX3Vpf9XV1USjUfLy8tosz8vLY+3atR1us2nTJt58800uueQSXnnlFTZs2MANN9xAOBzmzjvvbPf6YDBIMBhs/XdjY2OX2iYifUuxK5J8FLciyUmxK5J8FLciyUmxK5J8+mvc1jeHAEh12BKyv93JBnW79iuSzPpr3IqI9Dfm7rx46NChrT+//OUv+cMf/sC1117LpEmTmDRpEtdeey133303P/vZzw5We4nFYuTm5vK3v/2NadOmccEFF/CjH/2Ie++9t8PXL1y4kLS0tNafkpKSg9Y2EUkcxa5I8lHciiQnxa5I8lHciiQnxa5I8umvcVu7O0kgYZUE4vup8StJQJJff41bEZH+pltJAntbtWoVw4cPb7d8+PDhrFmzpkv7yM7OxmKxUFFR0WZ5RUUF+fn5HW5TUFDAmDFj2kwtMH78eMrLywmF2t/E3HrrrTQ0NLT+lJaWdqltItK3FLsiyUdxK5KcFLsiyUdxK5KcFLsiyae/xm2tf3eSQGIqCbhsFqxmE3VKEpABoL/GrYhIf9PjVMPx48ezcOFC7r//fux2OwChUIiFCxcyfvz4Lu3Dbrczbdo0Fi9ezFlnnQXEKwUsXryY+fPnd7jNUUcdxeOPP04sFsNsjuc4fPnllxQUFLS2Y28OhwOHw9GDMxSRvqTYFUk+iluR5KTYFUk+iluR5KTYFUk+/TVu6/xhIHGVBEwmE16XrTX5QCSZ9de4FRHpb3p8F3Hvvfdy+umnU1xczKRJkwBYuXIlJpOJF198scv7WbBgAXPnzmX69OnMmDGDu+++G7/fz7x58wC4/PLLKSoqYuHChQBcf/31/OlPf+Lmm2/m29/+NuvXr+eXv/wlN910U09PRUREREREREREREQkKdT6g1jMJtx2y/5f3EWpTit1zUoSEBERGSx6nCQwY8YMNm3axGOPPcbatWsBuOCCC7j44ovxeDxd3s8FF1xAVVUVd9xxB+Xl5UyZMoVXX32VvLw8ALZt29ZaMQCgpKSE1157jVtuuYVJkyZRVFTEzTffzPe///2enoqIiIiIiIiIiIiISFKo9YfxOq2YTKaE7TPVYVUlARERkUHkgOoReTwerrnmmgNuxPz58zudXmDJkiXtls2aNYsPPvjggI8rIiIiIiIiIiIiIpJM6ppDpDptCd1nitNKjU9JAiIiIoOFef8v6dwjjzzC0UcfTWFhIVu3bgXgd7/7HS+88EJCGiciIiIiIiIiIiIiInvU+kOkOg9o/F87qU6bKgmIiIgMIj1OEvjLX/7CggULOPXUU6mrqyMajQKQkZHB3Xffnaj2iYiIiIiIiIiIiIjILrX+EB5HYpMEvE4rdc1KEhARERksepwk8Mc//pH77ruPH/3oR1ite25Ipk+fzqpVqxLSOBERERERERERERER2aPGH8R7ECoJ1DWHMAwjofsVERGR/qnHSQKbN29m6tSp7ZY7HA78fv8BNUpERERERERERERERNqr84dJddoSus9Up5Vw1MAfiiZ0vyIiItI/9ThJYPjw4Xz66aftlr/66quMHz/+QNokIiIiIiIiIiIiIiJfYRgGdc2hhFcS8O5KOqj1acoBERGRwaDHdxILFizgxhtvJBAIYBgGH330EU888QQLFy7k/vvvT2QbRUREREREREREREQGveZQlGAkdlAqCQDUNocYkuVO6L5FRESk/+lxksBVV12Fy+Xitttuo7m5mYsvvpjCwkJ+//vfc+GFFyayjSIiIiIiIiIiIiIig16tPz7SP7UrlQRCfqjdBGnF4MrY50t3Jx3U+VVJQEREZDDocZJAY2Mjl1xyCZdccgnNzc34fD5yc3MB2LBhA6NGjUpYI0VEREREREREREREBru65t1JAvupJNC0A16/HZrKwe6Gk34GOeM6fXlrJQElCYiIiAwK5p5u+PWvf51gMAiA2+1uTRBYt24dxx13XEIaJyIiIiIiIiIiIiIicTW7OvG9+6wkYMB/74JoBGZeB55cePNnEG7pdAubxYzLZmlNQhAREZGBrcdJAikpKZx99tlEIpHWZV988QXHHXcc5557bkIaJyIiIiIiIiIiIiIicXX+LlQS2PwOVH0Bh5wFGUNh0gUQ9MGa5/e5b6/L2pqEICIiIgNbj5MEnn32WRoaGrjkkkswDIPPP/+c4447josuuojf//73iWyjiIiIiIiIiIiIiMigV+sP4bSZsVv38Wh/zb8gaxRkjYz/25UOJTNg9fMQDXe6WarT2pqEICIiIgNbj5MEXC4XL7/8MuvWreP888/nxBNP5PLLL+euu+5KZPtERERERERERERERIR4koB3X1UEGrbFqwiUHN52efHhEPJB2SedbprisKmSgIiIyCDRrSSBxsbGNj9ms5mnnnqKDz/8kHPPPZfbb7+9dZ2IiIiIiIiIiIiIiCROXXOIVKe18xdseAvsHsiZ0HZ5aj6kFcGGNzrdNNVppVZJAiIiIoPCPu4m2ktPT8dkMrVbbhgG9957L3/9618xDAOTyUQ0Gk1YI0VEREREREREREREBrtaf4gUxz4e65d+CDljwdLBa/Inx5MEokGwONqtTnXa2F7XksDWioiISH/VrSSBt95662C1Q0RERERERERERERE9qHGFyK1s+kGfJVQvxWGHdXx+uwxsO4VKP8ciqa1W+1VJQEREZFBo1tJAsceeywAkUiEX/7yl1x55ZUUFxcflIaJiIiIiIiIiIiIiMgeNf4Q4/NTO15Z9jGYzZA1uuP1KbngyoCyTzpJErDR0BImEo1htXRrpmIRERFJMj260lutVn79618TiUQS3R4REREREREREREREelAnX8flQR2fgZpQ8Dm7Hi9yQTZo6FsWYerU53xMYX1LeFENFVERET6sR6nA55wwgm8/fbbiWyLiIiIiIiIiIiIiIh0IBozaGgJk+rqqECwEZ9GIGP4vneSMRwayqClvt0qryuefKApB0RERAa+bk03sLdTTz2VH/zgB6xatYpp06bh8XjarD/jjDMOuHEiIiIiIiIiIiIiIgJ1zSEM4tMCtNNQBoEGyBi2753sXl+1BoYc2WbV7koCNb4Q5B1wc0VERKQf63GSwA033ADAXXfd1W6dyWQiGo32vFUiIiIiIiIiIiIiItKqbtcI/w6TBCo+B5MZMobseyeudHBlQPnqdkkCu/erSgIiIiIDX4+TBGKxWCLbISIiIiIiIiIiIiIinahpTRLo4LF+5RfgLQCrc/87yhgGlavbLXbbLVjMJmqblSQgIiIy0Jn7ugEiIiIiIiIiIiIiIrJvu0f4p3ZUSaBqHXiLu7ajtGKo3QzRtskAJpMJr9NKrU9JAiIiIgNdjysJAPj9ft5++222bdtGKNT2xuGmm246oIaJiIiIiIiIiIiIiEhcjT+E2QRuh6XtinAzNGyHkhld21FaCcQiULcZsse2WeV12qj1BxPUYhEREemvepwksGLFCk477TSam5vx+/1kZmZSXV2N2+0mNzdXSQIiIiIiIiIiIiIiIglS5w/hddkwm0xtV9RsAIx4539XpOaD2QzV69slCaQ4ra3TGoiIiMjA1ePpBm655RZOP/106urqcLlcfPDBB2zdupVp06bxm9/8JpFtFBEREREREREREREZ1Gr9IbwdTjXwJVgc4Mnp2o4sNkgtiCcJfEWq09o6rYGIiIgMXD1OEvj000/5zne+g9lsxmKxEAwGKSkp4Ve/+hU//OEPE9lGEREREREREREREZFBrcYfItXZQXHg2o2QVhCvDtBV3qIOkwS8ThvVPk03ICIiMtD1OEnAZrNh3nXTkZuby7Zt2wBIS0ujtLQ0Ma0TERERERERERERERFqfMHOkwRSCrq3s9RCaCiFaNuqAV6XTZUEREREBoEO7ii6ZurUqXz88ceMHj2aY489ljvuuIPq6moeeeQRDj300ES2UURERERERERERERkUKv2BRmW5Wm7MNICDTug5Iju7cxbCEYM6rdC1ug9i5026vxhYjEDs9mUgFaLiIhIf9TjSgK//OUvKSiIZyf+4he/ICMjg+uvv56qqir+9re/JayBIiIiIiIiIiIiIiKDXa0/hNdla7uwbgtgQGo3Kwmk5AEmqN3cZrHXZSVqGDQGwgfSVBEREennelxJYPr06a3/n5uby6uvvpqQBomIiIiIiIiIiIiIyB6xmEGdP4zX+ZUkgdpNYDbv6vTvBqsdUnLi2+8lbdf+q30h0t32A2myiIiI9GM9riSwW2VlJe+88w7vvPMOVVVVPdrHPffcw7Bhw3A6ncycOZOPPvqoS9s9+eSTmEwmzjrrrB4dV0RERERERERERESkv2sMhIkaBl7XV8b91W4BTy5YejAeMCW/XZJA6q5KBbX+UA9bKiIiIsmgx0kCTU1NXHbZZRQVFXHsscdy7LHHUlhYyKWXXkpDQ0OX9/PUU0+xYMEC7rzzTpYvX87kyZOZM2cOlZWV+9xuy5YtfPe73+WYY47p6SmIiIiIiIiIiIiIiPR71b54p33aVysJ1G3ufhWB3VIL9kxXsIvXGU82qPEFe7ZPERERSQo9ThK46qqr+PDDD3nppZeor6+nvr6el156iU8++YRrr722y/u56667uPrqq5k3bx4TJkzg3nvvxe12s2jRok63iUajXHLJJfzkJz9hxIgRPT0FEREREREREREREZF+b/fIfq9r7yQBA+q3QWp+z3aakgchPzTXtC7yOKyYTVCjSgIiIiIDWo+TBF566SUWLVrEnDlz8Hq9eL1e5syZw3333ceLL77YpX2EQiGWLVvG7Nmz9zTIbGb27NksXbq00+1++tOfkpuby7e+9a2eNl9EREREREREREREJCnsHtnv3buSgK8q3smf0sMkgdRdFQjqtrYuMptMeF02TTcgIiIywPVgoqK4rKws0tLS2i1PS0sjIyOjS/uorq4mGo2Sl9e2HFJeXh5r167tcJt3332XBx54gE8//bRLxwgGgwSDe0ojNTY2dmk7Eelbil2R5KO4FUlOil2R5KO4FUlOil2R5NOf4rbaH8JiNuF2WPYsrN/VuZ/aw+kGXOlgccSnHCia1ro4zWnTdAOStPpT3IqI9Gc9riRw2223sWDBAsrLy1uXlZeX873vfY/bb789IY37qqamJi677DLuu+8+srOzu7TNwoULSUtLa/0pKSk5KG0TkcRS7IokH8WtSHJS7IokH8WtSHJS7Iokn/4Ut7W+EF6nFbPJtGdh3RawOsGZ3rOdmsyQkhufsmAvqU4r1aokIEmqP8WtiEh/ZjIMw+jqi6dOnYppr5uQ9evXEwwGGTJkCADbtm3D4XAwevRoli9fvt/9hUIh3G43Tz/9NGeddVbr8rlz51JfX88LL7zQ5vWffvopU6dOxWLZky0Zi8WA+DQF69atY+TIkW226ShrrKSkhIaGBrxeb1dPXUR6mWJXJPkobkWSk2JXJPkobkWSk2JXJPn0p7i944XPefvLKv7vnEl7Fr7zW6jZAEdc3/Mdr3oGWurgjD+0Lvrjm+uJxgyeunbWAbRYpG/0p7gVEenPujXdwN4d+Ylgt9uZNm0aixcvbt13LBZj8eLFzJ8/v93rx40bx6pVq9osu+2222hqauL3v/99hxlhDocDh8OR0HaLyMGn2BVJPopbkeSk2BVJPopbkeSk2BVJPv0pbmt8IVKdX3mcX78VPLkHtuOUXChfCUYsXlkA8LpsrK9oOrD9ivSR/hS3IiL9WbeSBO68886EN2DBggXMnTuX6dOnM2PGDO6++278fj/z5s0D4PLLL6eoqIiFCxfidDo59NBD22yfnp4O0G65iIiIiIiIiIiIiMhAUNkUIM1p27PAiEHDdsgee2A7TsmDaAj8lZCSD0Cay0aNT9MNiIiIDGTdShLojM/nay37v1tXy7ZccMEFVFVVcccdd1BeXs6UKVN49dVXycvLA+JTGJjN5kQ0U0REREREREREREQk6VT7QozPT92zwF8JkWC8k/9ApOyqRFC/bU+SgNNGfUuYcDSGzaJn8yIiIgNRj5MENm/ezPz581myZAmBQKB1uWEYmEwmotFol/c1f/78DqcXAFiyZMk+t33ooYe6fBwRERERERERERERkWRT4wuS5srcs6B+W/y/KQc43YAzDawOqC+F4hlAfLoBgDp/iFyv88D2LyIiIv1Sj5MELr30UgzDYNGiReTl5WEymRLZLhERERERERERERGRQS8UidEYiJDm3mu6gfrSeOe+M+3Adm4ygSd3T9IB8ekGAKp8QSUJiIiIDFA9ThL47LPPWLZsGWPHHuCcRyIiIiIiIiIiIiIi0qEafxAAr3PvJIFt8c79RAzeS8mF+q2t/0xzxbsNanyhA9+3iIiI9Es9nlDo8MMPp7S0NJFtERERERERERERERGRvVQ3xTvrd4/wB6ChFFJyEnMATw40bAcMYM90A9W+YGL2LyIiIv1OjysJ3H///Vx33XWUlZVx6KGHYrPZ2qyfNGnSATdORERERERERERERGQwq95VSWBPkoAR79QfdnRiDuDJhXALNNeAOxuH1YLLZlElARERkQGsx0kCVVVVbNy4kXnz5rUuM5lMGIaByWQiGo0mpIEiIiIiIiIiIiIiIoNVddOu6QZ2Jwm01EHIH68AkAi7KxLUl4I7G4gnJKiSgIiIyMDV4ySBK6+8kqlTp/LEE0+Ql5eHKRFzH4mIiIiIiIiIiIiISKtqXwiPw4LNsmv24Ppt8f96chNzAFcmmK3x6gSFU4F4kkCVkgREREQGrB4nCWzdupV//etfjBo1KpHtERERERERERERERGRXap9QdJd9j0LGraD2QLurMQcwGyOVxDYnXzArkoCTUoSEBERGajMPd3whBNO4LPPPktkW0REREREREREREREZC/VviBe117j/Rq2xzv1zT1+vN9eSjY0lLb+M81to1JJAiIiIgNWjysJnH766dxyyy2sWrWKiRMnYrPZ2qw/44wzDrhxIiIiIiIiIiIiIiKDWWXjVyoJ1JdCSk5iD+LJgR2ftv4zzWVjuaYbEBERGbB6nCRw3XXXAfDTn/603TqTyUQ0Gu15q0REREREREREREREhKqmIKPyUvYsaCiF/EmJPYgnF1rqIOQDewrpLht1/hDRmIHFbErssURERKTP9bgeUSwW6/RHCQIiIiIiIiIiIiIiIgeuyhck3bWrkm+4GZpr4iP/E2n3/hrKgPh0AzEDavyqJiAiIjIQdTtJ4LTTTqOhoaH13//3f/9HfX19679ramqYMGFCQhonIiIiIiIiIiIiIjJYBSNRGlrCpLt3TTfQsD3+34RPN5DdZv+7pzeoalKSgIiIyEDU7SSB1157jWBwz43BL3/5S2pra1v/HYlEWLduXWJaJyIiIiIiIiIiIiIySFX7QgB7KgnsGunf2qmfKFYHuDLiUxkA6e748ZQkICIiMjB1O0nAMIx9/ltERERERERERERERA7c7k763Z32NJSCKw2szsQfzJPTmiSQ5lKSgIiIyEDW7SQBERERERERERERERE5+HZ30qe59koScCd4qoHdPNmtSQI2i5kUh5Uqn5IEREREBqJuJwmYTCZMJlO7ZSIiIiIiIiIiIiIikjhVTUHMJvA6dyUJ1JfGR/wfDJ5caCqHWASIVy+obFSSgIiIyEBk7e4GhmFwxRVX4HA4AAgEAlx33XV4PB4AgkHdNIiIiIiIiIiIiIiIHKjKpgDpLjtmswliUWjaCUVTD87BPDm7jlEOacWku22abkBERGSA6naSwNy5c9v8+9JLL233mssvv7znLRIRERERERERERERESqbgqS5d1UR8O0a5X+wKgmk7NpvQymkFZPhslPeGDg4xxIREZE+1e0kgQcffPBgtENERERERERERERERPZS0Rggw73XVAMQnxbgYLCngM0VTxJgFhkeO5u31R2cY4mIiEifMvd1A0REREREREREREREpL3yhgAZbnv8Hw3bweoER+rBOZjJFK9S0FAGQMau6QYMwzg4xxMREZE+oyQBEREREREREREREZF+qKIxQIZnd5JAabwT32Q6eAf05ED9NgAy3HaCkRiNLZGDdzwRERHpE0oSEBERERERERERERHpZyLRGDW+0F6VBEohJefgHtSTs2u6AaM1OaGiKXBwjykiIiK9TkkCIiIiIiIiIiIiIiL9TLUvhEG87D8Y8ekGPAc7SSAXwi3QXEu6ywbEqxmIiIjIwKIkARERERERERERERGRfmZ353yGxw4tdRDy90KSwK79N5SSvquCQUVj8OAeU0RERHqdkgRERERERERERERERPqZ8l1JAplu+64pAIiP9D+Y3JlgtkJ9KXarmVSnVZUEREREBiAlCYiIiIiIiIiIiIiI9DOVjQGsZhMpzninPWZzvBP/YDKbwZ3dmpSQ6bYrSUBERGQAUpKAiIiIiIiIiIiIiEg/U94YIMNjx2wyQcN2cOeA2XLwD5ySHU9KID7VwY76loN/TBEREelVShIQEREREREREREREelndjYE4lMNANRtg5Sc3jlwSl5rJYEsj52dDaokICIiMtAoSUBEREREREREREREpJ/ZUR8g07MrSaBhW7zzvjd4cqGlDoKNZCpJQEREZEBSkoCIiIiIiIiIiIiISD+zo76FrBQ7BBvjnfae3qokkBv/b8N2Mj12av0hgpFo7xxbREREekW/SBK45557GDZsGE6nk5kzZ/LRRx91+tr77ruPY445hoyMDDIyMpg9e/Y+Xy8iIiIiIiIiIiIikkwMw6CiMUCWxw4N2+MLPbm9c3B3NpjMULe1tZJBZWOwd44tIiIivaLPkwSeeuopFixYwJ133sny5cuZPHkyc+bMobKyssPXL1my5P+zd99xctXV/8dfd/rM9p5ks+mdVBISAigtgDSlI0WaYAGUr/wUREUsCIqKWNAoSFFEIyiKdAgdAoEQIKSXTTZle5vd6TP3/v6YJGTZ3WQ3md3Z2byfj8c+ILeee+eeuXfuPffz4YILLuCll15iyZIlVFRUcOKJJ7J9+/Z+jlxEREREREREREREJPWSb++bFGa5oaUq+dA+q7h/Vm53QFYRtG6lKNsNJFs1EBERkcEj7UUCd955J1dddRWXX345U6ZMYeHChfh8Pu67774up//b3/7G1VdfzcyZM5k0aRL33nsvpmmyePHifo5cRERERERERERERCT1qlvDAMnuBlqqwFcIdmf/BZBVmmxJwJdsSaDGH+6/dYuIiEifS2uRQDQaZdmyZSxYsGD3MJvNxoIFC1iyZEmPlhEMBonFYhQWFvZVmCIiIiIiIiIiIiIi/WZ3kUCWC5q3QHZZ/waQVQotVXhddrJcdna0qEhARERkMHGkc+UNDQ0kEgnKyjpe4JSVlbFmzZoeLePGG29k2LBhHQoN9hSJRIhEPu4vye/373/AItJvlLsimUd5K5KZlLsimUd5K5KZlLsimSedeVvdGsJhM8j1OqFlCwyb1W/rBiCnDDY1QcRPUbZb3Q1IxtD5VkSkZ9Le3cCB+OlPf8o//vEPHnvsMTweT5fT3H777eTl5e3+q6io6OcoRWR/KHdFMo/yViQzKXdFMo/yViQzKXdFMk8683Z7S4iibBe2aBuEmvu/JYFd62upoiTbzbbmYP+uX2Q/6XwrItIzhmVZVrpWHo1G8fl8PProo5xxxhm7h1966aW0tLTw3//+t9t5f/GLX3DrrbfywgsvMGfOnG6n66pqrKKigtbWVnJzc1OyHSKSespdkcyjvBXJTMpdkcyjvBXJTMpdkcyTzry95uH32NIQ4LuzE/DMt+HI/0u+3d9fEnFYfAvM+wr3N0yhsiHA89cf3X/rF9lPOt+KiPRMWrsbcLlczJ49m8WLF+8uEjBNk8WLF3Pttdd2O98dd9zBT37yE5599tm9FggAuN1u3G53KsMWkX6g3BXJPMpbkcyk3BXJPMpbkcyk3BXJPOnM261NQYqy3dCyGmw28BX1bwB2B/hKoXkLJTmzeH1DA5ZlYRhG/8Yh0ks634qI9Ezauxu4/vrrueeee3jwwQdZvXo1X/3qVwkEAlx++eUAXHLJJdx00027p//Zz37GzTffzH333ceoUaOoqamhpqaG9vb2dG2CiIiIiIiIiIiIiEjKbG8JUZLjhuYtkFWWfGjf37J3FglkuwlGE7QEY/0fg4iIiPSJtLYkAHD++edTX1/P97//fWpqapg5cybPPPMMZWXJppOqqqqw2T6uZfjDH/5ANBrlnHPO6bCcW265hR/84Af9GbqIiIiIiIiIiIiISEqFYwka26OUZLuhurJ/uxnYU84Q2PIGxTkuIFm4UJDlSk8sIiIiklJpLxIAuPbaa7vtXuDll1/u8O/Nmzf3fUAiIiIiIiIiIiIiImmwrTkEQEm2E1o2w5ij0xNIzlCIBii2te+Oa2p5XnpiERERkZRKe3cDIiIiIiIiIiIiIiKStK05CECJvR1iIcgemp5AcoYAkBuowu2w7Y5LREREMp+KBEREREREREREREREBohtzSFsBhSEtiUHZKepuwFPHji9GC2bKc11U9WkIgEREZHBQkUCIiIiIiIiIiIiIiIDRFVTkNIcD/aWSnBlgSc3PYEYRrI1geZKSnM8bGlUkYCIiMhgoSIBEREREREREREREZEBYktjgNJcNzRtgJyhyYf16ZI9BBo3UpbjZnNjIH1xiIiISEqpSEBEREREREREREREZICobAhQluuBpo2QOyy9weQOA381ZVl2tjeHSJhWeuMRERGRlFCRgIiIiIiIiIiIiIjIAGBZFlWNQYb4gPb6ZEsC6ZRbDliUGs3ETYsdLaH0xiMiIiIpoSIBEREREREREREREZEBoK4tQjhuUkpTckC6WxLIKgGbg7LYNgCqmoLpjUdERERSQkUCIiIiIiIiIiIiIiIDwJbG5EP4IfHtYHeCrzi9AdkdkFNGSWA9NgM2NwbSG4+IiIikhIoEREREREREREREREQGgM0NyYfwpe1rk0392wbALfycYTia1lGW66GyXkUCIiIig8EAuMIQEREREREREREREZGN9e2U5rhxNa1JFgkMBHnDoaWKITkuNta3pzsaERERSQEVCYiIiIiIiIiIiIiIDAAb6tsZluuEthrIGyBFArnDwTIZ5g6xUS0JiIiIDAoqEhARERERERERERERGQA21LUzzBlM/iO3Ir3B7JJTBnYnw2hgW3OQcCyR7ohERETkAKlIQEREREREREREREQkzSLxBFubggyjDpxeyCpMd0hJNjvkDGNYdBOmBVsag+mOSERERA6QigRERERERERERERERNJsS2MQ04Jh4Q2QVwHGALp9nzecYf4VQLK1AxEREclsA+gqQ0RERERERERERETk4LTr4fsw//uQPyK9wXxSwUhyg1vI89hZV9uW7mhERETkAKlIQEREREREREREREQkzdbUtJHvsZEXqx94RQJ5yXgqfDHW1PjTHIyIiIgcKBUJiIiIiIiIiIiIiIik2epqPyO8UcBIdjcwkHjzwFtAhb2JNdVqSUBERCTTqUhARERERERERERERCTNVlf7qTDqIHcoOD3pDqez/BFURDdS1RQkGI2nOxoRERE5ACoSEBERERERERERERFJo7ZwjG3NIUaG10DB6HSH07XCMYwIrMQC1tW2pzsaEREROQAqEhARERERERERERERSaO1Nckm/EdENwzcIoGCMQynFhuwaoc/3dGIiIjIAVCRgIiIiIiIiIiIiIhIGq3Y3orDsCinHgpHpTucrmUV4fb6GO4Ns2J7S7qjERERkQOgIgERERERERERERERkTT6cFsro91tOPKGgCsr3eF0zTCgYDRj2M4HW1vTHY2IiIgcABUJiIiIiIiIiIiIiIik0fKqZsaYlVA0Lt2h7F3xBMZE1rKu1k84lkh3NCIiIrKfVCQgIiIiIiIiIiIiIpImraEYmxuDjE1UQvH4dIezd0XjGWPsIG7Cqmp/uqMRERGR/aQiARERERERERERERGRNPlgawsAY+31kD8qrbHskyeHkXl23EaC97Y0pzsa2Yf6tghvbmjgtfX1VLeG0h2OiIgMII50ByAiIiIiIiIiIiIicrB6u7KRfFuIoSVFYB/4t+wdJeMZ17qDtzcN4cpPjUl3ONKFJRsbueuFdbxd2dRh+MyKfK47fjzHTipNU2QiIjJQDPwrDhERERERERERERGRQeqt9bVMtCoxyianO5SeKZvCxPUf8eKmEZimhc1mpDsi2SkcS/CjJ1bx8NtVjC3J4qtHj2VCWQ6GARvr23lhdS2XP/AOn50xlNvOmk62W4+IREQOVjoDiIiIiIiIiIiIiIikQSia4IPtbVxs2wolJ6Y7nJ7JHcYkzyv8O2ixob6dCWU56Y5IgOZAlC8++A4fbfdzxZGjOX5yKTbj4wKOslwP88cU8cbGRu57vZJ1tW/y4BVzKcv1pDFqERFJF1u6AxARERERERERERERORi9u6WJuGUwOT8Brqx0h9Mzho0JZXk4ifPaurp0RyNAUyDKBfe8xYa6dm4+bQonTCnrUCCwi2EYHDWumB9+9hDq2yKcu3AJ1a2hNEQsIiLppiIBEREREREREREREZE0eOnDzRTRSkXFqHSH0ivu8mlMNrbw8vvr0x3KQa89EueSP79NdWuY7506hXGl2fucp6LQx/dPm0IoGueie9+msT3SD5GKiMhAMiC6G7j77rv5+c9/Tk1NDTNmzOC3v/0tc+fO7Xb6Rx55hJtvvpnNmzczfvx4fvazn3HKKaf0Y8QDSzwex9a6BSMRw7I7MfNG4nAMiI/2gAVDQeraE8RNC68Dyoty0x1SytT6g7RHElgWeJ02ygsypFJYUq6tuRZnPAiGjZi7gJycwXOcDybVDU1EEwYOG5TkeXG51BRbRkjEsAL1EA0AFnGbl3qjEJuZIN8ZxRZtAyxMu5cwLtpiNmw2KHRbuCPNmO4ctoW9JCwDmwFup4EtHqHAFiBhOPDZ7RD1E8VOxF2IL9aMzYxhYsO0u4knTELuAryRZmxON1YshGGZRG1e/LY8TMvCAhIJC4zk+YBYBIfDQTQex26zkWe24MAkioM2ZzHBaAITcNuhyGvHHm7Ab3ppM104DIsSr0ldyE7UNHAYkONx0hKOY1kWXjuU2NuJWwZhezahmEkWIbxmEMuwYXqKaAxb2Gx2CsxGHFaMuOEk7CqkLWKSZY+Ta7ZiJ0HIkUfQdBJOmNiAfGcCb7wNw+EgGjeJuQvxReqwYWJhI2F3E7NsOFweCLcm97szB5sZxZEIETcc+G35tMXtOGw2TMuk0OegMRAjbho47QYFzjjeWDN24iTsXoKGj+aYA8uwYbfZME0Tr9OOCZRmu7HbP66H9YeiNAZiJEwLl93AZhh4XXaKst0A1LdFCMcS2G0GpTluHPa91NKGWiHSSvJDKwD3vm/AyL5Fm7fjiAexDIOYpwhPdsF+LysSaqOxPUbcBJ/Dorio6IBiq21sIhxPngMKs514vfv/mTe3tdEeTiRz0mmjpCDvgGKrbGgnnrBw2A3Kc924XM79XlZ1S4hgNAEGZLnsDMnzHlBsA1VzIEJzMPl94HbaGFGo6/DeCgf9OIN1GJZJ3O7FVVjRZ+sym7dixENgGFiuXGy5ZX22rj3zaUiuC6/L1SfriQVasYfqwUxgOrw4Ckf0yXoAdrQECcVMDCDb7aC0D5sTrmpoI5qwcNgMhuS68bj7aP8lEtS3RUmYFl6XneKd53LZt6rGAB6nARaE4xamZZEwwWmHHCcEI3Gy7DGyzTbsJIjbvdiwIBEl7CkmFo/jjbVhGCY2u5M4dvDmUd1mETctXA6DYV4Te6gew0yAYQOHCyMeBYcbPHk0R8AwwB+FBFDmCOON+zGwwOkDXyFxfw1mwiRud2N4C/DGAoSxcEb9GIZBwpGF0+WBUCNYgCcfsot7tA+seAyrdQuGGceyOQlljSCRMMkKbcewYliGE1v+CIyd99XCLTXYYkEsmwN7bhk2TGKttcn8tbtx5w3BNkjuwfWp9rqdvwEAVzbkDk1vPAPMi6u2McO2CWPIoekOpXfyRzDD/TyLdowiFE3gddnTHdFBKZYw+cpfl7GpIcDNp02hotDX43lLcz3cdMpkfvi/VVzx4Dv846r5+hwzkNlajRFrB8vCcnixFfTdtbn0XigcprEtRMIEl91gaHF+ukMS2S3tV7GLFi3i+uuvZ+HChcybN4+77rqLk046ibVr11JaWtpp+jfffJMLLriA22+/ndNOO42HH36YM844g/fee4+pU6emYQvSy2zagn3dUxhv3AVtNRg5QzGOvA5zwinYCkemO7wDsrWpnfvf2MKid7YSiCaYUJbNtz8ziWlD3JQU5Kc7vAOysa6dXz63ludW1RI3LQ4fU8h3TplMRaGLAl/PL+Qks7W2teJtWkfW8zdh2/YOONzYDjmP6Ke/hasos/N3MGloauKtza387IVKtjaFKPA5+dKRwzlrVjllhQf2YEf6mL8GK9yM8crPYPX/wIzjHHUUZSf/goThwPb8j3CsexIsk8ToY2DBT/jxq2Ge+KiOc2aU8dXjJvDkezXc89oHNLRHGZrn4YtHjcbtsDHM2c5hgVexhozGWP4QrlFH4Swah/HCD6D2I+yuLOzTz8d52FW4VzxOfNxJ8PrduN//C8SCuIdMw7XgJ2z3TuI7T27irU1NOGwGp0wbwv8dP55la+oo90aY2vAUnmV3Q7AJR/5IzE99l6ebx/ODF6qZWZHPd0+dTHluPlf//X3e3+bngcvnsMQf5Tcvrmdbc4jCLBeXHzmKYyaUcubvX2dkURY3fmYi44qc/Hd5JReMDpD7+i3Ytr1Fy5HfZUnBmTisCHNCb+B7505oq8GVMwTjiG/hHH0szpfvwLXmX8RmXUbV9Bv40dMreauyGYfN4NRDSvh/C0YzYtX9eCaegvvDxzDe+DUEmzDyR2Kbfw1Oy8TKGYqxcTG01WAddhW88jOM7e/icrjJmnI+LdOuZtEG+PxhI1j46hb+smQLOR4H/zx/KFnv3Yl91WNgxjFGHkXuiT/m3+s83P7CFj4zdQjnzh7Okk2NnDGrnKdW7OCzM8opyfFQ2RDg1y+s48kV1cQSFrNHFnDTyZNYW+Pn8DFFbG4M8pMnV7OpIUCux8FlR4zm4sNHdH6QkohDwzp49juw6SWw2WHS6bDgFigck4aDfHBob2skq3kDzue+i7HtHbC7sE09G/PTN2Ar6v1+rWls5d7XK3l4WQ3BaIJJQ3L4/snjmFrmJDe/pFfLamxqYmVtiB8/vYH1de1kux1cfNgQLj1iNEMLe1/UV1Xfyl0vrON/H9UTS1jMHZnP90+dSEWhl7zs3j2ormoK8MaGRn67eD07WsMUZ7u44qjRnD59WK9uDAJEIjE2NYX46dNreHV9PQZw7KRSbjhpEmOKPDid+194MNBUNQX482uVPLJsG8FogslDc7jp5MmMKclieIGuw3vCbNqM+/VfYaxYBLEQrqEzsU74MYGCSWQXdP4Nv7/iwQbszVUYz30PY8sbYHPA5M9iHXsTRvGElK0HYGtTgCWbmvjN4o7nzzNmlvc6n/bFbNqMY8nvMN7/G8SC2MqmYp3wY6IlU3DnDUnZegLhKJWNIW57ajVvbmzEbjM4YXIp3zxpUo/eLuyN6qY23t7Syp3Pr6eqKUi+z8kl80dy/uzhlKe4CKfWH+a+1yt56K0tu+8T3HzaFGZV5JPtGTzfVam2vaWdzQ0hxhX7aGyP8dSKaqaU5/H7lzbSHonzw88ewtMf7eAr0x343r0Dx7r/gZnAMerTGCf8kPYYJCJxfK//FNfax8GMY436FJx4G4+sCfHT5zbSGopx22eGc3bBBpwv/xiaK5PFlLMvg6EzwF+NlTec7LIZ/OLtAGtr2rjnlFwcL9yKse5pMBNYY46BBT/E8c59sPxBXCWTCJ18F6bLhfu572JULYGyQ7Cd+kusN36Nse5ZwIKxC+CEH0LJZLB1X+hpNldhrPw3tiW/g0A9Rm45vk9/C4bPxXjoTGivhZyhWEddT3zCyZj16/A8/x2oXwPZQ4ld8RyJZffjfvdeiPiheAKh435MYshMsgtTl7+DTt1qWPwjWPcMYMGYY+GEH0HRBHCqyKeyvp3NARdnFcfAmWEFmobBzGFZ/HWTnVdWbuYzs8amO6KDjmVZfPexFby1qZEbPzOJUUW9P+8OzfPyrZMm8uMnVvGNRcv5/UWzsdk6d1MgA5NVvxbjxVsx1j4JZgJGfxrrhB+TKBiNw6v7lulW09TKo8u2cc+b22kNxRhR6OPbJ45mzoh8Sgvz0x2eCIZlWVY6A5g3bx6HHXYYv/vd7wAwTZOKigq+9rWv8e1vf7vT9Oeffz6BQIAnnnhi97DDDz+cmTNnsnDhwn2uz+/3k5eXR2trK7m5mf22btxfh33JbzCW/LbTOOuIr5M4/Gs4clN3k6Y/bW/0c90/P+LdLc2dxv3p4kM5cWrmVhxX1rfz+XveotbfsQknt8PGf685kklDM/u47CuDKXd3iW5bjuu+BWDGO44oHEPoosfxFqnqM93CoQCPvred7/2vc9N5Z88o5TufGUdRwf6/6TrYpTVvAw1Yrdsw/nEB+Hd0GBX76js4/3IKBOo7zuPKInTFy8z+/UbOmjWcuGnxj3e2dlr0NceOY0NdO58b7+KUFdfBibdCpA0ePq9zHOWziXzuHhz/uRL7jvc6jjMM6s98lHOetbOlMQjAyVOHMKY4C1e8jS+F78P70cOdFtl67O18Y+MsXlzXhN1m8OhX5vPn1zcxqiiLbI+Tnz69ptM8Z80q57hJpVz79+UA3HH2NI4paaf0r5+GRIzEyE/xr7E/4f2aCN/JeZLst+/qvC2HXw3BRtjwAusvepvT/vAukbjZYZIhuR7+dcUUyh87Gw7/Kvz32o7LOO57ULUEZlyQfOPr7+cnf8TuqWgcS456gF+93cZJU4fw4ydW88Qlo5j6zDmdPkscHswrF3PU/bXsaA0zvMDLt0+exJ9e3cQPTj+E+96o5JsnTuTiP7/NtuaOfSw67QZPfu0o3t3SzHce+6jT5h47qZRfnjudwqw9blw2boQ/fmpnyxR7yCqBq16E/L57E7Q/9XfuWtuXYfz5xC7Ph4mL/oW9F4UC9Y1NfOnvK1m+zd9p3EOXzeSoSeW9im3xR1v54kMfdhp+xOg8fnXOIZQV9fwcsK2hlfPvXcb2lo7Hostu439Xz2NieWGPl9UUCPHw29v4xXPrOo27YG4FXz9uHEPze/5gc0NdO2fe/QZtkY6fQb7Pyb+/egRjSgZHaxlbGgJ8/R/L+WBba6dx9192GMdOyszfTtB/eZtorMT2z4swald2HGEYWJf8D2P0p1K2LqvmI4x7j4d4uOOI3GFYlzyBUZyaBxFtoTB/f2c7tz3V9fnz/504PmWtviWaNmN79DKMHcs7jbMu+jfG+ONTsh6AdbVtfO53bxCKdTzPlmS7+eeXD2d0ivI6Gkuw6N2t3PzflZ3GnTxtCN8/ZQJDC3JSsq6GtghX/+09lm5u6jTugcsP45iJmZfD/ZW7r66rp9YfYmZFAVf95V1uOmUyX31oGaaV3HfX//MD/nbuMCY/sfNB+Z6cXqwrF2M8cjk0rO04zuGh8eLFHPnnrRw2Io/fTlpJ/uJvdg5gyueSBZWGHULNLCm/nEOHeXD/5eQur8m54jm476RkSwTn3Af/uAASsWQTBBc9Co9+EcItHefz5MGVi6F4fJf7IOGvwfbKzzCW3dd55DHfAbsTFv9w9yDryG+QmHQajj8n8zL+1bcxnrkJe+WLnWYPnPkgxrgF+LIGx/kypRo2wH0nQPATeevOSX5eJRPTE9cBSHXe/vZfL3D3O34WHt6MuyQDC4/Dfm58oZEZw3L47dfOTXc0B50/vrKR259ew1eOHsvRE3pXEP1J725p4s7n1vHlo8fy7ZMnpSjCgWEw3lcGsBo2YDxwSjfn7hcxyqakJzABoK6phVufXsfjK+o7jfvp5yZwxuyRePqo5TKRntpLO6p9LxqNsmzZMhYsWLB7mM1mY8GCBSxZsqTLeZYsWdJheoCTTjqp2+kHM3ukBWNp14URxtsLsUda+jegFNrhj3VZIABw29Nr2NrQ+cZvpnhpbV2nAgGASNzkD69spMEf6mIuGWzamuuxL76l8wMRgKZNXd44lP7X0B7ljhcquxz3rw/qaFF3bQNXsAFj29JOD5XN2V8kseapzjcjAaIB7G//gZtOGMNxk8v457udCwQA7nu9kjNnlfPjl+qonfV/yTcbn/9+N3E0Qlt15wIBAMui5I3v87V5+bsHnTGrnPverORz411dFggA5C35KdfOST6sSJgWdzyzlm+dOIHPTB3K717c0OU8j72/vcNDvjufX08i5E/ebAVqD72O21+u5dLpXrLfvbvrbXnnXjjkDIILbuN3L1d2KhAAqPGHeW1T8q0qbI7kw/M9vfEbmHkxtG6H1+/qXCAA0LiBMYlNbG8JMyzfy+wR+QxteLNzgQBAPIzx2i/547njANjWHKK+LUJ7OE4gGsflMHh3S3OnAgGAWMKiqinEbxZ3vc9eWvOJ83U8DEt+17lAAJLH0+r/QXprbzNSuKUaFv+42/OhbfuyXi1vS0ukywIBgB8+tYGGxsYeL6umoZkfPtX18fFmZSs1bbFexfb2pvpOBQIA0YTJXYs30Nja8+vb5kCCu1/a2OW4Re9spT3SRW51oy0U46G3tnQqEABoCcb413vbCIajPV7eQLa9JdRlgQDA7U+vZktjF/ktHRiN6zoXCABYFsYL3yfa2PW5s7dMfw28+ovOBQKQPB9sXJyS9QDUt8f5bTfngsfe396rfNoXo3lzt9f5xgs3E2/akpL1NAci/OmVjZ0KBADq2yM8s7KGeLyL7939sKMlyJ3Pdy5YAnh6RQ0toc7XC/trW0uoywIBgB/+bxV1bV0cL0JVYzt3Pr+WT40r4r43KjljVjkLX96IacHhYwp5e1MTIwq9lNW83PkhA0AslLyGm/ulzuPiYfLf+y3nTi/ma3OzyX/zJ10Hseq/MPIIeHshjD2WQ2xbcG5+qdtrct5eCMd+F2acD+/cs/ualbHHw/rnOxcIQLIp+2UPQKzr48AWbsF474Gu43vjLhh/QodBxtu/x+bZ+QamJx9ioS4LBACyXvwehLo+Ng9q8Sh8uKhzgQAki6zf/lPyvwcxy7L474e1zHFV4S4ene5w9o8nl8NzG3hhh4PQILlmzBTPrazhp0+v4YyZwzoXCFhmsrDro3/B67+C529J/r1+J6z4J9StAqvjdcKckYVcOG8EC1/ZyCPd3A+RgSMej8Pap7o/d7/5G8y2Ls6z0m9aI2aXBQIAP3u+kobWYD9HJNJZWosEGhoaSCQSlJV17FOwrKyMmpqaLuepqanp1fSRSAS/39/hb9AI1H/8Q+mTEtGuf2xliO5++ANsbgwSjGXmTfjGQJhX1jV0O37Jxkb84dTcrMl0gzp3AacZwl71Zvfj1z/dj9FId/yhOP5Q9zm5qW5wHZcHakDlbVsdrHu20+DYqE/h2fRct7O5Nr/E3KF2/KEYZjenmlAsQcK0qG4N0+YZknzrqL7z24cAjDkGq/LV7uOsXcnEgo+b8YsnLJx2G+62qu7nCbdSYPv4QePSzU2YGIRiCdq7eMgHyWfXW5oCDN3ZfH6NP0zA/LjXqTZ7Ic3BGNnxlr1fW8Sj+Itm8UZl1w/ZAJ5d6ycyegFsfQdKJ3ccGfEn3wjLHwF7+Q4sqHqeSUNzWF3t5+hxeRRt7f4zMza/xpjsj29GvbO5iSnDclmyqZEzZ5bz4poufjDvFDdNavzdP1D4aPse2xlqhY1d3xgGkj/Oo+3djx/A0pm7zkQIYy/HAus75/HevL2p+yKA9XXtBOI9bzYzEDOpaur+R/vyLT0vOAhHIzy3tqXb8W9UNhOO9vxBZEsw2uXDPwDTostihO40BqK8ubH769PX1zfQGOxdQcRAtWQvx8e62nYisdQ9zOxr6cpbY2/fg9vfw2GlpoLSiLZjbHm9+/EbnsMMdl1U3lutoViXRTKQPH9ubkzdzTtjH9cEtq6KIvZDSzDGW5Xd/6Z+dV0DTSnKa384TvNelrW2NnUPAJd18yIBQGVDgEAKCzr6SjpyN5qwCMdM4qbF6xsamFCWw/KtLQAcMiyPpZubmD3MQ2HV890uw9j8WrdvfNsrX2Z+uZ0iexhCe8nLlipwesAyya58FltbdffTbn4NSqckuynYssdLQUNnQNVb3c+36WUIdnNO829PPjTrSiwI4U98FvEIxq5lVczF2t5F0e8urVsxMvQ6sE8FGpJddHVn86vQPvDvXfZl3q786EM2RPKZX+FJtpSRoY4YP4yQ5eLJ53Qvq798tL2Vr/9jOXNHF3LunD1aIg01w/t/g0cvhyeuh+V/g/q1ye+5WBAaN8AHi+Cpb8E/L4Fl93V4hnDqtKEcN6mUm/69giUbe/57Z6AZUPen+ogt1JjsyrEbxubXMCLd37uRvrehtvv93xyM0RYeHL+zJbOltUigP9x+++3k5eXt/quoGETNdzs9+xifYf1Y7aE4u/s+yZx2A4c9My+c3XYbBb7u+0ks8LnU59NOgzp3AdMykm8jdCOepf4MBwK3077X8XleNQm1pwGVtw43+Io7DbaF20h4i7qfz1dAe8zA69r7Z+9yGNgMcNms5ENvRzfnrUBj57fpO8TpIWp9fDnmchhEYiaWe+/N8pr2j4+9fK8TrGS3NXuT53HuLkSzGeByfLyNuzbXtO+jT1C7E0c8sNdjvyTLjiPSCr6Crh+a250QC4A3v9tlRHxlBCMJ8r0uGoMJop7On+VuvkJie+zDfK+LQCRBcbablmCMoqzuY3XZbezttFuw57x2Z7Jf3W7jKAZ7Zn4npDN3LcvY+37dW/50oXgvn7fbYWMfadKB027DsZcDpCir533oOu0Oin3df68U+Fy9ui+8r/NTtsex1/F7ctoN8n3d77cCnwu3Y+/ryxSF+zg+7Bl0HZ6uvLW6OLfu5srGIkX70Nj7d4PlK8ay7+P3cA959pFPub3Ip33K2sv+c3jAlppcs9sM8rx7+d2Z5dzndvfUvr4f8vfy+7e39nZOd9oNnBmQw+nIXZthEEuY2I3kdVI4liDbnTyu2yNx8n1OWiMWcc/erpELId5NEZC3EH+k4/Vplzx5ybf87U4S2UOw7Hs5NryFyZZEIu0dvwsibXu9hsRXCN1dz7r20RWAo4vvlF331QKNe89fmx0jQ68D+5TDs/frPG9B97+jBpC+zNu/PPMqJYafGeMzsJuBPZQNLWe6awd/fbe269biJKW2NQe5/IF3KM/38tVjxmIzjGRrKu/cmywOWPGvZBcvc6+C42+G+VfDoV9I/s37Chx3c/K/pVNgzVPwry8mW80LNWEYBpcfOYrJQ3P58l/fZUNdZrb2MaDuT/UVhwdrr9+xhclufiRt8n17P8ft63e9SH9Ia5FAcXExdrud2tqOb3jV1tYyZEjXD8iGDBnSq+lvuukmWltbd/9t3Tp4msqxPAXJE35XCsdg7eUB5EA3Z2QBzm4KAU6eOoQi78D/8d+VbI+LC+d131/xF+aPYFSx+rCDwZ27APbcUiKzv9zteGP6Of0YjXQnz2MwZ2R+l+PyfU6G5WduMVZfGFB5mzMk+QP4E5xv3kl8zpXdzhaacw2/ebOBtnCMstyuL+YnDcmhsiHIgomFFG5+Itl85tRu+l5c9xT2scd0e9M/dMgFPLzy4zd+q5qCjCzysc0sAl/XN2rNYXN4Y8fHzRxcMK+CpkCE1lCMGcPzupynKMtFjsdBIJosEjhuUhm+xMeV9IXbX2L+mAJWtbr2em1BWzXF7/+eqw7vvpDp4sOGYn/rN1BxOHyySeXy2VC7Evw1cOhl3S6jefRpfLC1hRFFPh59r5r6SRd3O60150r+9MHHLQkcO6mUtyobmT+miNueWsM5c7q/GWABx3bTf7HXaWdS2R7FGr5COOLr3S6LeV/JiJucXUlr7uaWY82+ovvx08/v1eIOH1fS7YPes6aXUriXB/WdQvPYOeWQrosUXHYbM0YU9nhZdrudCw4b3u34K+YNpTS/531253ocTBnadV+apTnuvT5I+6TyAh+Xzh/Z7fhLjhhFaW5qHsam21Hji7s9Pk6fMYz8rBQ+DO5j6cpbY9Kp3b7paM28iHhWWZfjer2eorFYh13V/QSzL8PuTs11WJbbvtfzZ1kqj/+xx3d7TWBNO5eEdy8PIXthRFEWlx0xqtvxFx8+ktwUFbvmeWzMG93192Gux8HIQl9K1gNw6Ij8bu8TnD59GEU5A/8hbTpyNz/LwdzRhbTHTK48ajRPrajm7NnJc9ILq2o5ffownlvTRN2US7tdhnXYVcm3TbsQmvNVHvywnVe3mZgVR3S9AG9BsrC2YBQ0bKB+5KkkRhzZfdCHfRGW/glW/htmXvDx8NX/g2l76fN87pcgu5sCw6xiyBna9biyQ5Jv2O6paByma+e5eccyjLKpXRcSALEJpxJzDZ4+rlMmq7Drbip2mftlyCvvv3j2U1/lbcO6pfy3cTjHDw1jd6auoCpdThiXzQfRct5b/M90hzKoNQWiXHrfUmwGfPPEibhtFqz6D/z7Klj7NIw+Go6+EQ45M/kbvqvrDpsNCkbC5NPh6BuS3a1Uvgr/ugo+/AcOK851x48n3+fkC39eSnVr5nWNO6DuT/URmzcP5nyx2/HW3KswijK0G5NBoqLA123B8eGjC8hxq0hA0i+tRQIul4vZs2ezePHHzaKYpsnixYuZP39+l/PMnz+/w/QAzz//fLfTu91ucnNzO/wNFraiMVjn3Ne5KtdbgHXO/diKMrcKtcib4LcXzOr09ta40mz+3wkTyM/p+U3UgWZonoerjxnbafjxk0o79x91EBvMuQvgdrlh5oXERxzVaVz4pF8QdKfmBqscmOKCAn5+1hSGfOLmsNdp588Xz6A4O3MeJvSHAZW3uUOTxXJH39BxeHMllsNHZN7XOs0SnXw29UVzeGV9A394eRO/vWAWOe6On3FxtoubTp7EcytruPkIH9m1y8CMwpFfS95c3JPNDmf+CbN6BZHP3ZO8MboHq2waDbOu4fGPPm7C797XKvnpWdP41Vtt1J72F3BldVxmzlC2Hfsrfv1mcp45Iws4b3YFn//zW/z4iVXcftZ0SnM6Pqj2uezcfdGh3P1Ssr/lkUU+rj12LJVmGdGRxwCQt+x3/PTYXO5dHmTHSfd0eW1hnvEHePO3sOIRjhvl4oSJnR8IfPO4kYwMfgTHfQ9WPJpsp3mP2Dn2u7BhMQybCcNnQ8W8TstoPv7n3L8iyq/On8lDS7YQiCZ4bLML/xHf7jStNf5EomNP5PcvbwLguuPH89r6em4/cxovrKrh1xfMYmiuhxs/07l53CPGFjG8wMvVx45lZFHHBxguu417L51D6ScLRUYdBVO7KOI66hvdNsGbCdKZuw6XC3P657FGdn5QYJ34E0Le3p0Pi9wJfn/+IZ0eBE8qy+Zrx4/Dm9X1g8Cu5OfmcsNJExhb0rGA02EzWHjBVPJ7+dywNNvJTSd0vklzzLgCTpo6FIej5+eUEUVZ/PK8GZR8ovWtbLeDP1x8KOW5vXtQNm14HmfOGtZp+AVzRzCudPAUsOZ67PzqvBmdj48hOXztuHEUZWVOMUS68jboLsY6/TedCgWsYbOwDr8atzeFx8v4E7HGn9hpsPXpb2GlsNWtEYVZ3HFO1+fPhRcfypDs1N02iXoKsc5Y2MU1wSFYn/p/OLPyU7aueWOK+MwhnffTlUeNpqIgdYWuQwqy+ckZUxmW1zF/PE4bCy+ezZAUPrgvy/Ww8OLZne4TjC/L5v+dNBGvc+Bfm6cjdwt9Hr5y9FgeeGMLh47II8vt4KhxRcwYnkdjIEpVU5DTpg/jie0+2uZd32l+a+IpmKOPpq1gSqdx5qTTed89h9XVbfxuSQNbP30H5H7ioa/TC6f/Gpb9BU74IRFvKX96P8yaWBnmvKs7Bzz5s8nrqo2LYetSGDINa+zxyXFt1ckC3RkXdJ5v5oUwbFa3+8HIH4V13l/B/Yl9nlUCZ/wBnr/542G+Qqyz78P+0aO7BznWP038vIeSrUvtqWgs5vE/Iqeg68LTg17JRDisiyLtqefA8Dn9H89+6JO8TcRZ+MgT2A2L4w4ZHG84HzqmjOFOP79+ZWsyTyXlWkMxLvnz2zS0R7nxpEnkt62Hx78OS++Fsqnw6W/CuOPB1YvzvMOTLCz41P+D4Ycluyr4z9VkNXzAjZ+ZTDxhcuE9b1PflpoupfrLgLo/1YesvBFYXbzMYE08FUZ9Og0RyZ5ys53ce/EMPM6O1/7D8jz89MwplBT0/P6ESF8xLMtKa+fuixYt4tJLL+WPf/wjc+fO5a677uKf//wna9asoaysjEsuuYTy8nJuv/12AN58802OPvpofvrTn3Lqqafyj3/8g9tuu4333nuPqVOn7nN9fr+fvLw8WltbB8XJIRaL4WjdAtuWJt/MK5sKww8jnjcSZ4ZXoTa3ttIYsfHqunpqWsPMH1vEuBIfFUWZWyCwy9amAG3hOM+tqiUSS3D8lDJKs92MKMra98wHqcGWu7sEmnbgaK3CWv88licP+8TPEHAWUVC4l6Yepd9tb2hhdbWf5VtaGFPi47AxxZRmO/Ck8kb4IJT2vI1HsPzVEG1LVtRHA1jjTyLkHULQ8JGXaMRa/RSWGcM28WSCnlLuX95KrtvOcRNLKXaGaIj7eG9rG+vr25k0JJeKAi/xaIAKZzulNj82XwGsfgLTmYV9wgJo3gybX0/ebKyYSzwWxcgqJhZqw+HJIbHxJYy2GqwxxxDKHUOdlUdrKMZr6xvwOu0cO6kEh2HhMiyqm9sZ6wuS17AMe+N64sNmEyuZxn83Jfsb/9T4YsrzPXgiNVS1O3mlMsDEshwOKS9g5Q4/729tYWxpNnNHF7K1McCSTU3MHV3I+CInWVaQ2pgPW6SZYVY9vi2LsbKHUj/mDKpa44xytZLX+CGuho9IlE3DHHoo6/x2Rjj9ZG1ZjC0eovGQy6gOGry4pgav087xk8ooNWvJJYgZj2DLLk3e2G1cD0OmQV4FiUQcW04Z8bXPYkWCuKZ9DgL1WBteJOEpoH3k8axp8+LJzsNhs/C5XLy+oZ6tTSHOn5bLKHcbxrpnsMUCGONPIJY1lD8tD+B0ODlsdBHNwSjDC3w7W4LwMDTPg8Nuo6EtTEMgygurammLxDl2Yil5XifxuElprhsLg7W1fpZuamZEkZf5Y4sZkuvu0CXDboFG8G+Ftc8kuxeYeHKyAGJvTd9mmHTkbrxxCzb/Voz1z2J58jEmnkzIVYCvoJs3/vaivaWexqiDV9fWUuuPcMS4YsYW+ygr2ktTjHtR3djCxrp23trUyLB8D0eML6PQC7k5+b1eVm1jC21Rk8WrqglEExw7qYyhuW6GFPV+WQCVDe18uK2VFdtaGV+WzWGjChma7cTr7X2rFlWNAZqCUZ5fVYvNMDhxyhDyvQ4qBtn1aXVLiPZonJfX1FPXFuHIcUWMLs5iZIZvZ3/mbaClDm+0CdY9gxFoxBp3HGb+GBxF3bdIsb+spkpoq4V1T4PTB5NOwXLmYCsalfJ1VTa089F2Px9sbWFsaRZzRxdRluMg25Pa4pFIWwOuUCNseB7aarHGHI1VOBZ7H7zpVdUYoKE9ygura3HabZw4pYw8n5PhBal7u3+XLQ1trKpuY9mWFkYX+5g/poghuS58ntS2shOOJaj1h3l9fQPVu+4TlGantsWHftSfubulMUBTMEJJlovmYJz2SJxQLME7m5s5fHQhxdlu2lvrmZQVImvzc9jiIYwJJ4LDQ2LH+7SPPAFnuAnb+mdwmGGM8Sdi+YqoMkt4c2MjWxqDHDW+iMOLI7hr34fty5JvqpZNg1Azhq+QhLeQdrw0xH28tK6BEyoMKlxtGGufgkQUY+IpWFnFJDa8TKK5iljFEdhKJ2KzO3G1VSW/d5xemPI5iIcx1jwFZhwmnQo5ZZ0LFD7BikehZQtUvQX1a2DoTCg/FMvuxdj8CtR+BEOmY5XPwcgfSbStNtmXd+VrWLnlOKacihUNYm56BVq2Yo6Yj1E6GVfeUGy9KPY76LRshWAjrHky2RT9pFMguxTyu29pcyBLRd5ufepOFrw6mtNGJDhnxuC5/7NkSzu/+dDGQ+Nf5agrftpt60PSe7taENjcEOC7CyoYuelh2PAC5FUkvxNT1SpHex2sehyaNsLoT1Ez6RJ+9EI1BVkuHr7ycIbk6Xw70JhNmzEirbDmaUiEYeIpkFWKUTgq3aEJ0BoM0NoeY+mmeiobQhw6Mp9JQ3MpL85Pd2giwAAoEgD43e9+x89//nNqamqYOXMmv/nNb5g3L/lm2THHHMOoUaN44IEHdk//yCOP8L3vfY/Nmzczfvx47rjjDk455ZQerWswnxBEBjPlrkjmUd6KZCblrkjmUd6KZCblrkjmOdC8tda/wKX3v8Mq+wTuWFCA1zF4HqRblsWPX2ki1N7K06fG8R7VfTeb0nNbGgNc/sA7NLZHuWliLSPXPwBYMO5EqDisUwtFB8yyoPr95MsWZozq8Rdz28aRuOw27r98LhOHZN4LfDrfioh0bUAUCfQnnRBEMpNyVyTzKG9FMpNyVyTzKG9FMpNyVyTzHFDebn2H39/7B+6InM2NhzmZOSSzW4HtyvY2k+++0s6pxpv88vOHYUzvors26bEX19TyjUUf4DOifMv9b4a2r0521THhpM7dE6ZaLJTsLrBqCY3eUfw8cQH1USc/O3s6p8/o3FXZQKbzrYhI11JcZiYiIiIiIiIiIiIiIrut/h///PNP+XnkLM4YawzKAgGA8hwbV87w8m/z0/x00WKsN36XfDNdeqUlGOWmR9/nigfeZaxZyY+iv2CoJwbzr4WpZ/V9gQCA0wuTT4Mjr6Mo28MPwncw01jH1/6+nK//7V3q2sJ9H4OIiPQpdZglIiIiIiIiIiIiIpJqbTWw+Ifc/W47P49fwfEVBudOzsx+3XvqqAon/qjFH1edxtYn3+Inaz9Pwek/gpKJ6Q5twGtuj/DQi+/xp6V1JOIJrrC9wIJ8P8a4L0DhmPQElV0Kh34BT8tWrt3wEjPrVvDXj07k+ZU7uPzQfC47cS6luYP7mBYRGaxUJCAiIiIiIiIiIiIikiqBBnjuZvjoUXC4uc/4LUdX2PniDBeGYaQ7uj53ylgXRV4b97x/GEevn85ld93BOeNgxGGnwtjjwJuf7hAHBtOkeut63nx/Fc+va2FxYyEGFsc4VnDmiFbyRx8FuUPTHWVSfgXGnEv4VHsdsza/y+PbvNz37nT++O5zHF3QxGfG5zB/xmSGj5qAYddjJxGRTHDQfVtbO5s38vv9aY5EZPDLyclJ2Q8f5a5I/0lV7ipvRfqPzrkimUd5K5KZlLsimScdeetY/SS+Dx4mPuIoYmNPJPq8g3AoyKatDSmJIxMUA1dPtPHENi+/8Z/Fb9YCa2GcsYhRRg1lngT5Xic+jwuP243D6cLhcGKzOTDsNmw2G4ZhAwwMw8ACkh/jnp9lfxZcWLv/a1l7DrKwSB4blmliWRZx08Q0E8TjCWLxBOFYnGA0QVvUpClioy7qpiqWRyN5OxfkwkUB892VHFkaJbtgBI2GncYWE1q29+M29lDuNA6fbDK9dSNLah0saR7Bi0s9sLQSqKSANkY4milzRRjujXJF+TZKclzgzCI+6mgSw+b0aDW6PyWSeVJ5zpW+Z1jWwdUp0LZt26ioqEh3GCIHhdbWVnJzc1OyLOWuSP9JVe4qb0X6j865IplHeSuSmZS7IpknHXl7xiQHj53v2/3vo8J3sY3SlMQgkmlucPydqx3/A6ApZFF0R1uP5tP9KZHMk8pzrvS9g65IwDRNduzYMeiqWfx+PxUVFWzdunXQJaC2LXOlMs/2zN22trZBt98G47GgbRr4utueVOXuQD/nDobPU9swMAyEbeirc25/5+5A2JcHItPjB21Df8r0vM2U/dxbg3G7tE2plem521OD8bjpa9pnvddf++xgyduu6LjUPoDM3Qd9eX8qU/dJd7Q9A9tg2x7o+/vK0j8Ouu4GbDYbw4cPT3cYfSY3N3fQfMl8krbt4LZn7u46yQzG/aZtygyDbZv6ansy5Zw7GD5PbcPAMBi2AQZG7mb6vsz0+EHbkGnSmbeDdT8Pxu3SNg08A+Gcuy+Zvo/TQfus9zJpn2VC3nYlk/ZxX9E+OHj3wd7ydrDtE23PwDbYtgcG5zYdTGzpDkBERERERERERERERERERET6h4oEREREREREREREREREREREDhIqEhgk3G43t9xyC263O92hpJy2TT5pMO43bVNmGGzbNNi2p7cGw/ZrGwaGwbANA0Wm78tMjx+0DdJzg3U/D8bt0jbJ/tA+7j3ts97TPut72sfaB6B90JXBtk+0PQPbYNseGJzbdDAyLMuy0h2EiIiIiIiIiIiIiIiIiIiI9D21JCAiIiIiIiIiIiIiIiIiInKQUJGAiIiIiIiIiIiIiIiIiIjIQUJFAiIiIiIiIiIiIiIiIiIiIgcJFQmIiIiIiIiIiIiIiIiIiIgcJFQkICIiIiIiIiIiIiIiIiIicpBQkYCIiIiIiIiIiIiIiIiIiMhB4qArErAsC7/fj2VZ6Q5FRHpBuSuSeZS3IplJuSuSeZS3IplJuSuSeZS3IplHeSsi0rWDrkigra2NvLw82tra0h2KiPSCclck8yhvRTKTclck8yhvRTKTclck8yhvRTKP8lZEpGsHXZGAiIiIiIiIiIiIiIiIiIjIwUpFAiIiIiIiIiIiIiIiIiIiIgcJFQmIiIiIiIiIiIiIiIiIiIgcJFQkICIiIiIiIiIiIiIiIiIicpBwpDsASY1YJEg8HMDhycLp9qU7nJRqD4UIR+PkeFy43e50h5NSjYEwCdOiNMeb7lAkzWr9IVwOKPDpWBiootEIoVAIt9uFxzO4vmcHPcsiEWzCSiSIu3IIROLkuB1YVhwSccDC7XQCBoGYhd1ux7BMHDYbZjxI3J5FIJrA63IQNQ18dpNELIrHl43NbodoEAw7TWETj8OGzxYjipNwOIDL7SUQiZHldhCPRHG6nMRiEQxnFqGYhdtpYFoWNsvEsNkJx01cDjuRWJwsl51wJILb5SIYNcl2QSJhkbA5CMdNinxOItE4BiamzU4kGsfjtGFLhMHhIRhJ4HE5CEZNvC4bsVgMj9NOIhbB6fISToAJuOw2glETpwN8hDFtbvwRi1y3DTPSht2dTSgSx+5yE43HybPHMeNhTG8BdqA9HMFlM7BZMew2OxYWNpuDUCSK1+XAjIWwubxEo1Hc7iwcJAjGE1iWhcPpIZowsQwbboeNuGnhNCxc8Xaidh+BuIHbbiOSMHHZDaKmRTYRrEQMl9sLlklLwoXTZmAYYDNsJKzkPnTaO9fCtodjxE2LfJ+r0zjTtAjF4jjtdlyOHtTRRgNgGODU90EqtflbsDsc+HzZB7ysUKidWDSGLysHh+PAfvbEolFaQxG8LgdZ3gM/V/sDARJxk4K8nANeVjAcpi1ikuWyk+098GvlxvYwYFCUPbiuuz+pJRQlHE1QnOU84OPjYBUMtpOIx/D6DjzH9sVsqwWbHVtWcZ+uJ9X5tDfRUIBELILbl4utj/dfY3sEmwEFWX28TbEE/lAYn9uJz935XJvSdcVNYokEXqcDm83o03UNJvF4nMZAlGy3g2jCBAsSloXPYeA2EoRxYMXCeO0mUdOG6fBiS4QxTQu7y0fMNHHEQzgMCwsDu8sDsSBhw0cgZuF12XFbYYx4CLsrG+IBbE4fxELg9IK7m/N7oAEsC7JLkv+OBiHaDu6c5Hw7RdqbMSwTuycHu9MFodbkCG9e73bE7uXnYdpdvbsGBKKRCOFIGI/bg2uQ3aeSwccfCJAwTQpyDvy6U0RERAaXtN4NefXVV/n5z3/OsmXLqK6u5rHHHuOMM87Y6zwvv/wy119/PStXrqSiooLvfe97XHbZZf0S70AUbG3AGarHevc+vPUriZZMJTbncmJZpfhyitId3gGpbmpla2ucvyzZQkN7hPljijh9xlCG57lxufr2hkNf29IYYE11G/94ZyvRRILTpg9l/thiRhVlpTs06WeVDe28tLae51fVku12cOG8EYwtzmKEjoUBIxhopbbd4tF3q1i2PcCoAjeXzB/BsGwb+fmF6Q5P9sFq2gx1K7EtexAjESE08VyaiuZiy/HibfgQz/L7wEwQnnYhsfJ5fPv5RhKmyWXzhjKu0EFTSxsrWgIUZnt5/IPtVLeGOWKEjzMmeilpeQ5HxRxqrQLe2drGnPwALo9B1GGHD/5O7va3SBxyDvlDphG1DJzxMI5378EdrCc85iR8k05nW7CI96paePyDHXgcdi6cN4JheW6cNpM/vVzFipoQF8wZzrACH3VtEQD++/4O2iJxTpxSxjETS/E6bDz+4TZeWlvPaVOHcNjoQha9u4mVO/yMKPRx8eEjqWkNcd8bmzliZA5nTnTjcLh4r9HBP97dhs0wOHX6UEYU+sjzOlm3rZr5Re0Yqx7CV/8RibJpeGZdxtYGN4XBDdhW3I/Dk0v1UT9hyeYW/vVhA267jUvnDmFKQYKS1lVY7hxy3Nmw7AGMpo1YQ6bjnHQqiaYqrPIZ+JbeA82bCU27EKt8HjsS+Ty3qo43NzZQluPm8lk5lOUE2BHPSl4HtEW4+dhixiYqcbx7D0YignXIWZijPsUvXw1Q7Q/zuZnlOOwGTptBIJpgfGk2I4qyyHY72N4cYm2tn7+9XUUomuAzhwzh6IkljCzKwjQttrUE+c/yHby5sYFh+V4uP2I0o4p85HidnQ8q/w7Y8iYsfwhsdjjsKhg2C3LK+vfgHmQijVWY658nZ+1/MF05hGdfRbx4EtmFQ3u9rKbmRjY3xbj/ra3UB+IcPy6Pz0wbRkVJfq+XFYvF2NoS5vEPdvDWpiZKst18Yf5IRuQ5GVKY2+vl1TS2sK62nQeX7iAUMzljWhFHjiuhvLj3sTW1h6hvj/GPpVtZXeNnVFEWFx8+kuJsB0Pyen8dsaUhwLKqZh5bvh2bYXD2oeXMqMhn5CC7JtnaFGBbc4i/vrWFpkCUo8YVc8q0oYwpOfDClINFW1MtruYNuN/9I/ZQE+Fxp2BOPhVX0ciUr8tq3ASVr2Jb9RiW3YV16GVQNgWjcHRK19MSDFLflmDRO1v5aEcrIwp9fOHwkRRlOxiWn9pjI9hcjb2lEsc7f8K185rAPuV0nMWp3SaAzQ0Blm5u4vH3d+CwG5w3p4JDhuWmPK9D4QjbW6M8smwbH2xroTzfyyXzRzIs10lJXmr3X2soRmV9O/e/sZnatjDHTCjl1OlDGV7gxTBULLA3m+rb2doUYFRRNsu3NpHrdbC8qoW3NzVyyfyRRBMW/3xnK3HT4vPTcpiT305ZtArDV0Soeg3RCadC7UrcH96PLREhPvU8EiPmszZcyP1vrGFHa4hZFfmcfegwRq79G0bTeow5V0JbDSxdmHzgP/sKKJ0EecOTQTVtguoPYflfwUzAtHNhxDx4ayHUr4aRR8H084gbDmybXsK98t/gycf69Dexmiox3nswuZwZn4eKuVAwau87IdAA/u3wzp+haSNW2VSMQy/lnToP/1nZymVHjmJ0cTZ5XV0DAqFAOzv8UR5eWsVHNSEmlXq4eN5IhuY6yM7u/XWBSF+qbmxhTU0bf1laTTRhcs70EuaOKdqv604REREZnAzLsqx0rfzpp5/mjTfeYPbs2Zx11ln7LBKorKxk6tSpfOUrX+HKK69k8eLF/N///R9PPvkkJ510Uo/W6ff7ycvLo7W1ldzczL6Aj4bbYcsSXIvOT/6Y2sXmIHr+Imwjj8Lh8aQvwANQ29TK39+r5a4X1ncYnud18o8vzWPy0F5WiQ8gWxrb+cHjq3hpbX2H4eNKs/nzpXMG3Y3YVBlMubtLZUM7F9+7lO0toQ7Dz5pVznULxutYGCDe31zH5/+8jHDM3D3MMOCusydz3MQCcnIK0hjdwJbuvLWaKjGe/Q6sfarD8MhVr2N74fs4K1/sMDwxZDr+M/7KrLtWAnDxnCFcedQoHl/ZxJ3Pr+swbY7bwSMXVjDppS+x/cR7MM04FTueJTr6WFx/OQ1iQZh4Cow8gnD2cIyaj3C/+YuOAWYVs+Ps/3LSg9tpi8QBmDQkh+tPmMA1D79HLGFx3pwKirNduBw2NjcE+c/72zssojzfy1+/OJdzF77B1GH5fOWYcVx2/1Ii8Y7H6y/OncHa6jb+9Nom7r5wFve8ton3t7bunmZ4gZdbz5jKwpfW87vD/RQ/flGnawvz7PuwvXEXVL/Pjq+s4QsPrWZjfaBDPCdPLuTHR+dQvPov4PDAG7/+eKTDA2ffC6/dCcd+Bx77EgSbsMqmseLoP/HZv1R2WNb/O3ECVY1BHlm2jV+fXs5nNt+Be/2THfdh8QQSFyxiwp2rSSTg5KlDmD48j4b2KLGEyfTyPOaPLeL2p9fwxIfVHWYdUejj4Svn0R6Nc84fltC+8zPY5cefO4SzDx2Oz71HTa1/B/ztPKhd0TGOsQvgjN8PmkKB/s7daOMWXH89HVq2dBgemXYh0WNvIadwSI+X1dzcyF+W7uBXL1V1GF6Y5eLRq+YwZkjvvrNX72jl/Hvewh/qeHx888QJnDerlNKCnl+T1jS2cNvTa3n8o4YOw0cV+fjb5YdSXty769s3NjRw+f3vJN8E3clmwG8+P4tPTSggrxctHmxpDPC1vy/nw22tHYYfNrKAX5w3Y9Bck2xrDPLwO1X8/uWNHYYXZrn4+1WHM3FI5r5h119562+qx/XWnXiW/r7jiOwyopc+jatkbMrWZTVVYjx8HjR0PAdbE06Gk27HKErdQ/W3NjVy6X2dz5+/PHcGR08soCgrNTkQbKnDvvSPXV4TxC59GmfphJSsB5J5/eW/LmNNTVuH4Z8aX8ytZ0xNaV6/t6WJi+5dSiiW6DD89rOmcsqUEvKyU9PqTls4xkNvbeFnz6ztMDzP6+RfXz2CcaWZV+zTX7m7rraNh97awhVHjub//rGc60+cyLce/YBaf4Sfnj2N/yzfzlubmjrMM21YDvccZ1L26k3Ezn0I65nv4t74dIdprJJJbDjxQU7488ffqz6Xnb99cQ6znr8Ati2FE29NFljuuiafeREc+11IROGJ62DTKx2DLZsKZ/0J/nAEGDa48BF4+lvJggKAMxfCu/fB1qUd5yufDefcDwXdFCxF2mHD8/DoFWB9nOvYXVgXPsKPVpZw/5ubuenkSVw0bwTZno6FAvFYjLc31XPpg+8TNz++lWq3Gfz5ounMH1eM252Z9+Ckd9L9O7cnahpbuPnx1Ty/tmNeTyjN4v5LZvX6ulMk02VC3oqIpEPP2tHqIyeffDK33norZ555Zo+mX7hwIaNHj+aXv/wlkydP5tprr+Wcc87hV7/6VR9HOjBZ7Y24/vvljjfxAcw4rse/TCJQm57AUqAlanQqEIDkWwM/fmI1tc3+NESVGuvrAp0KBAA21LXz2PLthKLRNEQl/a0pGOZPr27qVCAA8O/l26n1R9IQlXxSTWMz1z+6qkOBACRbwrzhP2tpCettpQErFoKG9Z0KBBhxODRVdioQALDXfIhnw9OcPzv5ZtND79YQxcldL6zrNG1bJM53FjfRMvF8yt77FUNrX6Z9ygW4/ndNskAA4NBL4JWfYS8a1/lhAECggZIlt3HxoR+3/HPFUaP5/n9XEktYGEbyofeDb25m4pCcTgUCANtbQvzp1U386ZLD+PqCCdz4rw87POCA5PH6vcc+4oxZwzhkWC5VTcEOBQIAlx4xitueWs03Ds+h+Llrury2sD11PRz+FRLzr+PR9+s6FQgAPL26iXWh3OTN3hGHg2OP5lfjYXj++zDzAnjzNzDrEgCM2hVU1LzAoSM63qi68/l1nDJtKCU5bub6ajoXCAA0rMP2/sPcevqk5Po/qmF4gY9Hlm3lmIml/PGVjWxpCnYqEACoagqyqtrPTf9e0alAAOAH/1tFffse38WWBav+27lAAGDjC7Bjeefhsk/tgTasJXd3KhAAcK94GJe/qou5utcYNjoVCAA0BaLc9sxaWlube7ysmmY/P3xiVacCAYBfPr+OlkjvzgFbGoOdCgQANjcG+cfSLQTCna8JurO5oZ0bHv2wQ4EAgGnBt/+9gsb2RDdzdu2VtfWdCgQA3tnSzLube77PBjp/JNapQACSx8fPnllDdWvPP4ODlTtU3blAAKC9FuPln9LW1pKS9SRCgeSbxQ2dz8HGuqehsfNvxf21paG92/Pndx/7iJZA6t6rcIQaur0mMF74ISF/U+dx+yEej/PEh9WdCgQAXlvfwKrq1P2e3tbYxo3/WtGpQADglv+uojHUu++jvalvi3QqEIDkfYIf/m8l/lAsZesaTGpag/zi2TVccFg5L6yuZVxZDo+8u5Vaf4QRhT7iCatTgQDAih1tvFCXi+Hw4Fj9X9zxzucJo34NI7c/yRFjPi7CC0YTfOc/q9hx7M57dYt/lLwu3uX9vyULL2s/6lwgAMnh659PXiuOPxHWP/NxgUDJRAg2dS4QANi+DDa91P2OaKuBx7/esUAAIBHFePwabjo8ed3602fWUN/e+b5MfWs7//fIqg4FAgAJ0+L//rWKRr/OITJwrK1t71QgALCuLsDj728jqnuPIiIiQpqLBHpryZIlLFiwoMOwk046iSVLlnQ7TyQSwe/3d/gbLIxgAwQbux4ZaMDoblwGWLKx8w3UXd7c2Ehbhl7L+kMRHnl3a7fj//3edmpaM3TjUmww5y5AazDO/z7o/NBql/8u7/wwUPpfazjBpobOD0IBInGTLQ3t/RzRwDag8jbchrH8r50GR2d9EfcHD3Q7m/fDB/nCjOSbdcMLvLy7pRmzm2cD71W10lJ2OI7V/8aRV44z5oe61cmRWcXQXgsTTyWxYXG363NueJrPjP34QXqux0mNPwzA2JJsVlX7mTOqkNfWdX9efPyDHRT4XNiM5IPvroRiCer8EU6eOoSnVtR0Gj+i0Me62nbKnYG9Xlvg9NE4/hz++X7nYrddHlpWR/ywL8Hm12HYoR1HNm2CnKFQ+SoMn7N7cMHqhzh3cse3ni0LVlX7OXfmEErXPtzt+owVizht5Mcf0otr6pg/ppj3qpr50tFj+Neybd3OazMMlle1dDkuYVodH5oGGmDZA90ui3f+lOzfNgOlM3dt4RbcHy3qdrz9g+4/+668trbz8b3Li2sb6U0NXluULh+aQPL4fGtTz6+14/E4f1/W/Xl/0fI6WtrCPV5eayjeZaEhQHskTq2/58uqagzy6Hvd58k/391KdTfryjQvd1Go+/G4OgKR1D3M7Gvpyltr1RPdjnOueQxnpPNDxP1hC1RjrHik+wmW/xUz3PU1Wm/5w3G2NHZ//tyWwuPfXPd8t+Mc65/CFk3N/tvWEuHf73X/e2LRO1tpDqSmKNkfSbC+rutr4mjCZH1t6q6Xu/tOBnh9QwMtGVAkkI7cDURNNjUEcDkcLHpnK8dMKOGZlcnz5dETSnj6o+7PT39b0U7T+LOxffAQTPhMl9O4Pvgr503u+Ab96uo2Wt07WwJKRJPXxb49usT86F+w4/3ug/7g73DIGTDhpGSR5i7jT+z4709a/lfwd7M97TUQ6WZ/t27DuTP/LAve7uIc3xSMdywg3UNLMEZDcOAff7J/BtTv3B5oD4X427vd5/U/ltfR0Jqac6jIQJVpeSsiki4ZVSRQU1NDWVnHZlzLysrw+/2EQl3/cL/99tvJy8vb/VdRUdEfofaPT1Y/f5K5j/EDWDSx97c10tdJxoFJWCaxvWxbPGGSoZuWcoM6d3eKJbrP0VgG5+9gYu7jy2Zvn+HBaEDlrWUlb0h+crDNDonObwXvlohh2/lysM0w9vkZmxbJt+4NG5a1x8Mlww6JWLLP+i7i+DggE2OPb35rj/+3GwbxhJmMYy/fCYmdVQxmd9UMO8VMC4cd4l0sa9exbrCPY9qysAzbXvdLNGFhGo6Pt7+LZXT4L0AihqOLl7LjCROHHezWXvZhIoZhWB3msdt2zmsz9nreTfQqxy0w93LzNxFPTpOB0pm7hsVe96th9u4h1t6uIU2rY47ty76uNz/5Fv/eJEyT6F6eP3/yrcR92df5KdGL5VlYxPey32IJa5+5kin29pmZFqSxJ75eS1feGom95KS5l/Nrr1nJ80h3cZgxsFKzvn2lSzyV13v7uCZI1Q9dC6vL8/0u8YS1z+3uqX0tpzfflfsSTXT/RWplSA6nJXctMEheaMVNC8Mwdp8n7DZjn+eA5HVdPNn0f1fMGI4uRnW4Nv3kdWEiwl6vm8xYcn27rql3Mez7vh7r7l7Zvr6j9riW7+pad1/X2vsaL5lrQP3O7YFEwtzrNXE8Ye28CBcZvDItb2Xwaw3FuPulDTz8dlVGXLPKwSOjigT2x0033URra+vuv61bu3+LO+NkFYO7m34z3blYWcX9G08KHTG2qNtxM4bnke3OzCa+C3xePjdzWLfjPzN1CMXZzm7HH0wGde4C2W4bJ0zuvu/q06Z3f5xI/8n3OBia13W/kg6bwZhS9WO2pwGVt+4srOnndx686hHCh3Qevkt48jk8uSH5AGRbc5DDRhV2O+3EshzyWlaRGHciZut2Eq58yN/ZB2p7bbI/1LVPYxt3fLfLSIz8FG9u+/iGZSxuku9Lngc2NbQztTyP97c2c9S47s/pCyaXEoolcNhtlOa4u5zGaTeoKPDy4poGjpvU+bunqT3K8AIv9VbuXq8twKJg6wucdkj35+nzZxbjWvEPGPWpzm+I5QxNvsE17NAOTUj7J5zFU5s6PziZNjyfx1fUUzvuvG7XZ00+nbfqXbv/ffTEEt7d3MzskQX85c0tfHYv513DgPF76b94VkX+x//wFsG07uPg0EvAlZn9tqczdxOuXGITTu92fGzq53u1vE9PKO123LxR+fTmMivbZTC1vPvv+SPG9vxa2+1yce6s7mM79ZAicrK6zt+u5HudFGW5uhzndtgYmu/tclxXhmS7OWXakG7Hf3bGUIYXpKY/8XQ7ZmJJt+Pmji7E5+qisGmASlveTj6t21GJsScSdaSmT3gzqxhrL+uypp2HzZua/pRzPY69nj9HFaXuu902/oRux5mjPoXpTM3+K8tx85mp3ef1GTOHUZTd8++cvcl12xle0PV3js2AyUNTd708f0z337uzRuST6xn4v6XTkbtup0FZjgfThNOnD+WdzU0cvfN8+XZlI8dN6v78dNbkLAo2P4V5yJmw+bUup4lNOZsnN3a8jhtZ5CPX2vnWpmGDglHQXvfxBIecCcUTuw968ueg8hXY/GrHFgw2v9ZtiwYATD0reb3ZldxycHT92w5fEQnPx9f9h4/pfK1bmOUk1+PoenaXneLsrs/LkvkG1O/cHsjLzuK8md1f83x2ahF5WT2/VhTJRJmWtzK4WZbF1/++nF+/sJ7vPLaCX3XRzbZIumRUkcCQIUOora3tMKy2tpbc3Fy83q4vbtxuN7m5uR3+BgvTW0DkxDu6HBc56Q7I6v7BxkBX7DM4Z3Z5p+Fuh41bTp/C0IJuHmBkgJnD87u84Vya4+YL80eS603NzZpMN5hzF6Akx8fXF4wn19v5JsP8MUWMLNIPtoFgaHEBPztj0u43y/f0zeNHkedS5eeeBlTeurNh6AwYNqvj8LVPYxs+G7P0kM7z5A0nPv3z/OG1zQAcPa6AHKfFRfNGdJrUaTe47YRiij74Iw2Hf4fakvlkbX2Z6Km//vgtqVWPw8wLMCPtRKec23l9Ti/1R/2Qe975uDnTv761hW9/ZhKQfHPrnc1NHDuplKZAtMsCulyvg+sWTOBrD7/H/W9U8sPPHoLRxfH6fwsm8Nr6epZWNnHoiHwqCjt+xzy4ZDM3fmYSv13aRtMxt3deAGAdfwu8ex+ul3/MZYdXUNLFw4WZw3OYXgx4C5JdC0T3aGLYMOD4m+Hd++HT34R379u5EeXUjjmbl9d3bEL4/MMqeHtTI5sbg6y1jSc+dHbnoLLLsOZ+ma89kuzmYc7IAqJxkzmjCli5w8+xk8qYWJrNYSMLOs1a4HMysSyH28+ahtPeead9+dNjOj5Asdth5kXJG8yfVDYVRh7ReXiGSGfuZufmYR39reQx8wnxUceQKBrfq+WV+mycM7Pzww63w8Ytp06ksKDn18fDCnP4wemH4LJ3/sl0/pzhFHh6V7Q6aUgOh43ovG+LslxcedRYcn09fxA/LNfVbb5/86SJ5PQiNrfbwWnTh3X6XgAYW5LFMRO7f3iUaQp9Lj47o/PDI4/TxndPmUx5BhVDpCtvYzkVXRf2uLJJHP8DcvO7LyLrDbu3AOZ+BbI7H3/WsENh6MyUrAegosDDjz7XdT59Y8EEslypu22SyC4jekjX1wSJE27Dm5+afPO5nXz+sBFdFrtOHprDnNGpu1cwojiHH3/ukC6vl685diz57tTtv7JcNxfO7fwmoNth40efPYSCboqnBpJ05O7wgixuPGUSj72/jTMPHc4bG+q5/MhRZLsdrK5uo7zAy4SyzgUqwwu8fG4M2BvXkZj5BRJtXXTZkjOE2gkX8ezqj69n7TaDH312MhVvfCc54PCrO3YRMOZYKBgNww+Dsi6uyXPLYfp58Mavk9fT08//uKuC7cugdAoUje08X+EYmPxZsHVzzPmK4fhbOg83DKyTf8YDK5OFuxcfPrLLwqGSXA+3nj6hy0X/8JRxFGfA8Sf7Z0D9zu2hmSMKmDas873T0hw3Fx4+iqxu7qOLDBaZmLcyeL20to5X1tXztePG8dkZw/jTqxtpDqjLaRkYDGuAtG1hGAaPPfYYZ5xxRrfT3HjjjTz11FOsWLFi97ALL7yQpqYmnnnmmR6tx+/3k5eXR2tr66A4OQSba3C0VGJ/7Q7sTRtIFI0ncdQNxPNH4Svo/s2BTLCjqY13q1r58+ubaQxEmTOygK8cPYZheXZyfal5wyJdtjQGePajGh5Zto1owuTEKUO4cF4Fo4sze7v60mDLXYBYLEZVc4QH3tzMy+vqyHI5uGjeCI6eWMKIwsx8G3Uwam1tZps/wW9e2sjK6gDl+R6u/fQIppRlUVTY+aGWfCzteWuaWC1bYO1TGO/9BeIRghM+R+OUiyn0ubCv+R+eDx4EM05kyrmYMy7ka0/Vs70lxBcPH8qnxxWxtbaRqrCHmAn/WFpFXVuE2cOzuWZuPuW1L+GeeCw1lPHs6lpOGR4hKysHT9yP/fVfYK9ejvWp/4fpKyWeNxKrdhWed+6GYBPRkUdjHXEtW60yHllezdMranA7bFw4bwRHjS2kPRThty9Vsr4+wA0nTcRuA4fdTlVTkH+9t432SJxjJpRw6RGjyXPbuOvFjbyyrp6vHzeOcaXZ3P3SRtbWtlGe7+UrR4/FYTe46d8rmF2Ry9cPL8DtdvOfNUH+tXwHNgNOnjqU4yeXYloWW7bX8Kn8RgqX/Qp743qsogmEj/wWzY4SfFUvkf/hn6FkMluP/gV/X7qNJ1Y14nbYuOSwMk6YkMeQrc9D2WSsUAu8cRdGaxWUHgKHXYHVsAEq5mEs/SNse4fw5HOwZl7Eplg+9762mXc2N1GU5eLqufkcMmoIK2pj3PPaJtoicRZ+dhgj61/GsexeiEewJp+Gdehl/PCNEG9tauasQ8sZW5JNXVuYHI+TPK+T6cPzyPe52NoUZPHqWv6+dCvBWJzjJ5Vx6fyRjC7JJhpPsLkhyN0vb2DZlmZKc9xce+w4Zo7Ip7CrN7tbtsL7f4MPF4HNAbMvT/aZmzt4WoDp79yNRqPg3wZv/wnXhqfBlUV49pdg3Al4CrsoytiH+qZmlm5uYeEb22kORjliVB5fPnoMw3JseLN69+ZxW3sb29tM/vDKRpZtaaE4280XjxzFoSPyKC/s/XVbdWMrL66u4cF3agjHTE6eXMhFh49iREnv34je0RKgujXC717cwPq6dioKfHz1mLGMKfYxfD+uIzY3BPjXe9t44sNqbAZ8buYwPjeznJEpfIt6INjaFOSdzU3c/8ZmmoNR5o0u5EufHktZjov8XrTmMND0Z94Gm3Zg2/wqnnd+D6EWoqOPx5h/DdGcYWR5U1toYTVsgGX3Y6x5EhxurFlfgEmnYhSOTul6alqCVPuT+bTn+XN8WRbDC1KbA+GmHVD1Jp6lv9t5TfBpjCO+hpU/Epe7m7ec91NlQ4BF71Tx9Ec1OGw2zpldzinThqY8r1vaA1S1JJtQXbnDz9A8D1/+9BgOGZLF0MLUFvg3tkd4d0szv39pA42BKIePKeIrR49lZKEPZ1dt3g9w/ZW7raEwta0xWgIRSvO8vLa+jnGlOfxn+XZWbG/l2ydP5qPtrfzrvW0kTIuzpuZz9gQHw6oXY1TMpa2uEkYcAWufJmfFg5CIkph8BuasL/BWcw6/fmE9Nf4wU4flcs2xYxhZ9Ri5a/4JR10PsTA8f3OytarDvgjjFkD+ziLcpkpY+Rh88PdkdwBTzoCZF8Lrv0q2GlAxD46+ARM7LLsP25onILcc66SfwMaXMN7/G2DB1HNgxgWwr++G1u3J1qxevxOaN2MVT4RPf5PVkSJueraWq48dx5yRBd22tNHa0sym5ii/frGSDQ1BRhd5+b9jRzO2yE1+vn4bHizS/ju3h3Y0tvLcymoeereWWMLks4cUcd7ckVQUp6YlHpFMkil5K4PTl//6Luvr2vnJGdPwh2J8/R/L+frx47nm2HHpDk0kvUUC7e3tbNiwAYBZs2Zx5513cuyxx1JYWMiIESO46aab2L59O3/5y18AqKysZOrUqVxzzTVcccUVvPjii3z961/nySef5KSTTurROgfrCSHUUocVD4PDgy9Fbx8MFNWNfmKmRY7XTkH24HmIHo/H2dYSxrSgJMdBjie1N4QGm8GauwDNgRAtwQQ2G4wsGjzH+GDT2tpCMJrA5bBRVKAbQD0xYPI2HsZsrQYs2hxF+GOQ6zLIctqIBZowAKfXRyJu0ppwYrPMZCsf0QA2TFrIJmzaMQwbFgZZRgRnPIQ9Kw+P2wPBRoK4aQgbZNtNCh0J/KaBLRbEsruJ2Lx4zCB2G5gJE6wEUUc2/rgdl92OZZnYrAQJdrZAYBgYhoXLShBNxHHaHZg2B4YZw+Fw0R41SZgWuR47lmliWSYJbIRjJl67RaEjSqvpJBADj8MGdgeJuImNBB5bHHsshOXJJZCwE0tY2G1gYRBPmAzPhtawSSBhI98ewZkIkrB7COMmZtrAsFFkNWEzo8Q8xSRsTvyBEA4b5Dri2MwYht1F3EwQMrzkmAFsZhTT7iJqWhgOL26HQTgUwrIs4t582sMWTocdu92GaVq4rCj5tBGwXARtOUQTye11OgzsQF6iEZsVx3DnkEiY1CeyMAwDr9NO3LSw2wwcNoM8X+e3ubY3B0lYFiU5brzOji25BKNx2sNxXA4b+V3M20EiAcGGZOsIWSV0+fppBktX7gZC7ZiBVjBs5BR101RwLzQ2NhI3TbI8brJzDmw7mv3t+CPJc0AqWrSqaWzGNC1ys71kH+CbXNUtQUKxBB6nnWH5B/aANhxNUN0aAgOG5Xhwu7tuVnkwqGoMEDctcj1Oirtpaj6TpCNv25pqIBHH8OaRnd13Lb0lQq3YAvWAQSJ/JA5H3x2XNa1BgtEEboeN8hQXB3xSsKkazBg2bx6eXhYw9Wo9kRi1bREMDIbnu/t0/zX6A7RH4rgddoYU9O3vmpZglGjcJMfjwOvK3O+q/s7dxkCQQNiiMMtJczCGgUHctPA5Id8NLaEEJOIUOJL3KsKOXFxxP/GEheErJGYauCON2DHB4QTDgQOL2riXcAKynDYK8GOLBzFcXmyJKIbdBfEw2J2QN7xzUPE4tGxJ/n/uMHB5kw/z4+FkYcHOa61oOAiBegws8BbidGdB23awrOR89l50N+HfAbEQuLIIeYppC/XwGnCn1tYWQrE4XqeDvLz8nq9XBoUB8zu3B+LxOPUtbViWRV6OlyyPWhCQg1Mm5a0MLv5wjDk/foHzD6vglGnJ+xy/fXE9raEYT379U2mOTiTNRQIvv/wyxx57bKfhl156KQ888ACXXXYZmzdv5uWXX+4wzze+8Q1WrVrF8OHDufnmm7nssst6vE6dEEQyk3JXJPMob0Uyk3JXJPMob0Uyk3JXJPMob0Uyj/JW0uXxD3bw9b8v5+4LD6VwZ9dEr29o4O6XNrD0O8dTmqsXRyW90lpufcwxx7C3GoUHHnigy3mWL1/eh1GJiIiIiIiIiIiIiIiIiOyftzY1Up7v3V0gADBjeB42A15eW895h1WkMToRyLwO20REREREREREREREREREBqi3NjYyaUjHrtlyPE5GFWXxzuamNEUl8jEVCYiIiIiIiIiIiIiIiIiIpEBDe4RNDQEmD+3cxcXY0myWbWlOQ1QiHalIQEREREREREREREREREQkBd6vagFgQllOp3HjS7PZ1BCgNRjr56hEOlKRgIiIiIiIiIiIiIiIiIhICqzc4SfH46A429Vp3LjSbACWb1VrApJeKhIQEREREREREREREREREUmBlTtaGVnkwzCMTuOG5HrwueysqvanITKRj6lIQEREREREREREREREREQkBVZsb2VUUVaX4wzDoKLAx9qatn6OSqQjFQmIiIiIiIiIiIiIiIiIiByglmCU6tZwt0UCABWFXlarJQFJMxUJiIiIiIiIiIiIiIiIiIgcoPV17QAML/B2O01FoY9N9QGicbO/whLpREUCIiIiIiIiIiIiIiIiIiIHaGNdOzYDhuZ1XyQwosBH3LTY1NDej5GJdKQiARERERERERERERERERGRA7Shrp3SHA8uR/ePYIcX+ADYWBfor7BEOlGRgIiIiIiIiIiIiIiIiIjIAdpQ186wfM9ep8n2OMj1ONhUr5YEJH1UJCAiIiIiIiIiIiIiIiIicoDW17UzLL/7rgZ2GZLnobJBLQlI+qhIQERERERERERERERERETkAIRjCXa0hHpUJDA0z8vGBrUkIOmjIgERERERERERERERERERkQOwrTmIBQzJ3Xt3A5BsSWBTfQDLsvo+MJEuqEhAREREREREREREREREROQAbG4IAlDWgyKBoXke2sJxGgPRvg5LpEsqEhAREREREREREREREREROQCbGwO4HTYKfM59TrurtYGqpmBfhyXSJRUJiIiIiIiIiIiIiIiIiIgcgKqmIGW5HgzD2Oe0JTluALaqSEDSREUCIiIiIiIiIiIiIiIiIiIHYHNDgNKdD//3xedykOtxUNWoIgFJDxUJiIiIiIiIiIiIiIiIiIgcgM2NQUp3diPQE6W5HnU3IGmjIgERERERERERERERERERkf1kmhY7WkKU9bAlAUh2OaAiAUkXFQmIiIiIiIiIiIiIiIiIiOynurYIcdOiuBdFAqUqEpA0UpGAiIiIiIiIiIiIiIiIiMh+2tacfNhfkt2bIgEPNa1honGzr8IS6ZaKBERERERERERERERERERE9tO25hAAxb0oEijJcWMBNa3hPopKpHsqEhARERERERERERERERER2U/bmoPkehx4XfYez1Oc5UrO26IuB6T/qUhARERERERERERERERERGQ/bW8JUZLT81YEAIp2tjqwo0UtCUj/U5GAiIiIiIiIiIiIiIiIiMh+2toU2v3Qv6dcDhv5Xifbd3ZVINKfVCQgIiIiIiIiIiIiIiIiIrKftreEdncf0BvFOS52tKhIQPqfigRERERERERERERERERERPaDZVlUt/S+JQGAwiw321qCfRCVyN6pSEBEREREREREREREREREZD+0BGOE4yZF+9OSQLZb3Q1IWqhIQERERERERERERERERERkP+xoTT7kL8renyIBF9WtYSzLSnVYIns1IIoE7r77bkaNGoXH42HevHksXbp0r9PfddddTJw4Ea/XS0VFBd/4xjcIh8P9FK2IiIiIiIiIiIiIiIiICFS3JJ9RFmbtT3cDLiJxk5ZgLNVhiexV2osEFi1axPXXX88tt9zCe++9x4wZMzjppJOoq6vrcvqHH36Yb3/729xyyy2sXr2aP//5zyxatIjvfOc7/Ry5iIiIiIiIiIiIiIiIiBzMdrSGsNsM8r3OXs9btLOwoLpVL0NL/0p7kcCdd97JVVddxeWXX86UKVNYuHAhPp+P++67r8vp33zzTY488kguvPBCRo0axYknnsgFF1ywz9YHRERERERERERERERERERSaUdLmKIsFzab0et5C7OSXRTU+EOpDktkrxzpXHk0GmXZsmXcdNNNu4fZbDYWLFjAkiVLupzniCOO4KGHHmLp0qXMnTuXTZs28dRTT/GFL3yhy+kjkQiRSGT3v/1+f2o3QkT6hHJXJPMob0Uyk3JXJPMob0Uyk3JXJPMob0Uyj/JW0qG6NURRtmu/5s33OrEZyUIDkf6U1pYEGhoaSCQSlJWVdRheVlZGTU1Nl/NceOGF/OhHP+Koo47C6XQyduxYjjnmmG67G7j99tvJy8vb/VdRUZHy7RCR1FPuimQe5a1IZlLuimQe5a1IZlLuimQe5a1I5lHeSjpUt4Qp8O1fkYDNZlCY5aJG3Q1IPzMsy7LStfIdO3ZQXl7Om2++yfz583cPv+GGG3jllVd4++23O83z8ssv8/nPf55bb72VefPmsWHDBq677jquuuoqbr755k7Td1U1VlFRQWtrK7m5uX2zYSJywJS7IplHeSuSmZS7IplHeSuSmZS7IplHeSuSeZS3kg6fvuMlpg/P46J5I/dr/h88vpKp5Xn88rwZKY5MpHtp7W6guLgYu91ObW1th+G1tbUMGTKky3luvvlmvvCFL3DllVcCMG3aNAKBAF/60pf47ne/i83WsXEEt9uN2+3umw0QkT6j3BXJPMpbkcyk3BXJPMpbkcyk3BXJPMpbkcyjvJX+ZlkWtf4wBb6S/V5GQZaT6tZQCqMS2be0djfgcrmYPXs2ixcv3j3MNE0WL17coWWBPQWDwU6FAHa7HUgmooiIiIiIiIiIiIiIiIhIX2sNxYjETQqz9q+7AYDCLDc7WlQkIP0rrS0JAFx//fVceumlzJkzh7lz53LXXXcRCAS4/PLLAbjkkksoLy/n9ttvB+D000/nzjvvZNasWbu7G7j55ps5/fTTdxcLiIiIiIiIiIiIiIiIiIj0pRp/GOCAigQKfE7q2iL7nlAkhdJeJHD++edTX1/P97//fWpqapg5cybPPPMMZWVlAFRVVXVoOeB73/sehmHwve99j+3bt1NSUsLpp5/OT37yk3RtgoiIiIiIiIiIiIiIiIgcZKpbD7xIoDDLRTCaoD0SJ9ud9ke3cpAYEEfatddey7XXXtvluJdffrnDvx0OB7fccgu33HJLP0QmIiIiIiIiIiIiIiIiItJZbWsYA8j3Ofd7GQW+ZIFBTWuYcaXZKYpMZO9s+55ERERERERERERERERERET2VOMPk+dz4rDt/yPXXa0Q1O3sukCkP6hIQERERERERERERERERESkl2r9EQp9+9/VAOzRkoCKBKQfqUhARERERERERERERERERKSXav3hA+pqAMDlsJHtdqhIQPqVigRERERERERERERERERERHqp1h/e3RLAgSjMclHnj6QgIpGeUZGAiIiIiIiIiIiIiIiIiEgvJVsSOPAigXyfk5pWtSQg/UdFAiIiIiIiIiIiIiIiIiIivRBPmDS2RynIOrDuBgAKfC51NyD9SkUCIiIiIiIiIiIiIiIiIiK90NAexYKUdDdQ4HNS16YiAek/KhIQEREREREREREREREREemF2p1v/qeiSCDf56K+LYJlWQe8LJGeUJGAiIiIiIiIiIiIiIiIiEgv1LVFgGQrAAeqwOcilrBoCcYOeFkiPaEiARERERERERERERERERGRXqj1h7EZkOs98CKB/J2FBrXqckD6iYoERERERERERERERERERER6oc4fpsDnwmYYB7ysXV0W1PkjB7wskZ5QkYCIiIiIiIiIiIiIiIiISC/UtUV2twBwoHa3JOBXSwLSP1QkICIiIiIiIiIiIiIiIiLSC3X+MPleV0qW5bTbyPU4qGtTSwLSP1QkICIiIiIiIiIiIiIiIiLSC7UpbEkAIN/nok4tCUg/UZGAiIiIiIiIiIiIiIiIiEgvpLK7AYB8r1MtCUi/caRiIeFwmEWLFhEIBDjhhBMYP358KhYrIiIiIiIiIiIiIiIiIjKgJEyLxvYI+b7UdDcAkOdzUquWBKSf9LpI4PrrrycWi/Hb3/4WgGg0yvz581m5ciU+n48bbriB559/nvnz56c8WBERERERERERERERERGRdGoMRDAtUt6SwOaGQMqWJ7I3ve5u4LnnnuOEE07Y/e+//e1vbNmyhfXr19Pc3My5557LrbfemtIgRUREREREREREREREREQGgjp/sluAfG/qWhLI97mob4tgWVbKlinSnV4XCVRVVTFlypTd/37uuec455xzGDlyJIZhcN1117F8+fKUBikiIiIiIiIiIiIiIiIiMhDUtyWLBApS2JJAgc9JOG7SFomnbJki3el1kYDNZutQwfLWW29x+OGH7/53fn4+zc3NqYlORERERERERERERERERGQA2VUkkOdNXZFAns/VYdkifanXRQKTJ0/mf//7HwArV66kqqqKY489dvf4LVu2UFZWlroIRUREREREREREREREREQGiLq2MLkeBw57rx+1dqtgZ8HBrq4MRPqSo7cz3HDDDXz+85/nySefZOXKlZxyyimMHj169/innnqKuXPnpjRIEREREREREREREREREZGBoL4tQv7ON/9TZdfy6trCKV2uSFd6Xd5y5pln8tRTTzF9+nS+8Y1vsGjRog7jfT4fV199dcoCFBEREREREREREREREREZKOrbI+SnsKsBAK/LjsdpU3cD0i963ZIAwPHHH8/xxx/f5bhbbrmlw7+vvvpqfvSjH1FcXLw/qxIRERERERERERERERERGTBq/RHyUlwkAJDvdVGnIgHpB6nrKKMbDz30EH6/v69XIyIiIiIiIiIiIiIiIiLS55LdDfRBkYDPSYOKBKQf9HmRgGVZfb0KEREREREREREREREREZE+Z1kWdW1h8n2ulC87z+tUSwLSL/q8SEBEREREREREREREREREZDAIRBOEY2afdDeQ53VS6w+nfLkin6QiARERERERERERERERERGRHqjb+RC/oE+6G3DR0K6WBKTvqUhARERERERERERERERERKQH6nd2B5DXB90N5PucNAdjxBJmypctsicVCYiIiIiIiIiIiIiIiIiI9ED9zjf9+6QlgZ1dGDS2R1O+bJE99XmRwMUXX0xubu5ep7n77rsZNWoUHo+HefPmsXTp0r1O39LSwjXXXMPQoUNxu91MmDCBp556KpVhi4iIiIiIiIiIiIiIiIh0UN8WwWW34XXaU77s/J2tE9S1hVO+bJE9OXoz8YcfftjjaadPnw7AH/7wh71Ot2jRIq6//noWLlzIvHnzuOuuuzjppJNYu3YtpaWlnaaPRqOccMIJlJaW8uijj1JeXs6WLVvIz8/vzaaIiIiIiIiIiIiIiIiIiPRKfVuEfJ8TwzBSvuz8na0T7OrSQKSv9KpIYObMmRiGgWVZ+zzwE4lEj5Z55513ctVVV3H55ZcDsHDhQp588knuu+8+vv3tb3ea/r777qOpqYk333wTpzOZKKNGjerNZoiIiIiIiIiIiIiIiIiI9NquIoG+kOtxYgB1KhKQPtarIoHKysrd/798+XK++c1v8q1vfYv58+cDsGTJEn75y19yxx139Gh50WiUZcuWcdNNN+0eZrPZWLBgAUuWLOlynscff5z58+dzzTXX8N///peSkhIuvPBCbrzxRuz2zs16RCIRIpGPE8nv9/coNhFJL+WuSOZR3opkJuWuSOZR3opkJuWuSOZR3opkHuWt9Ie6tgi5nr4pErDbDPK8ThpUJCB9zNabiUeOHLn777bbbuM3v/kNX/7yl5k+fTrTp0/ny1/+MnfddRc//vGPe7S8hoYGEokEZWVlHYaXlZVRU1PT5TybNm3i0UcfJZFI8NRTT3HzzTfzy1/+kltvvbXL6W+//Xby8vJ2/1VUVPRmk0UkTZS7IplHeSuSmZS7IplHeSuSmZS7IplHeSuSeZS30h/q2sJ91pIAQJ7PSX27igSkbxmWZVn7M6PX6+W9995j8uTJHYavXr2aQw89lFAotM9l7Nixg/Lyct58883drREA3HDDDbzyyiu8/fbbneaZMGEC4XCYysrK3S0H3Hnnnfz85z+nurq60/RdVY1VVFTQ2tpKbm5uj7dXRPqXclck8yhvRTKTclck8yhvRTKTclck8yhvRTKP8lb6w5xbn+eYiaWcfejwPln+7U+vZliel4VfmN0nyxeBXnY3sKfJkydz++23c++99+JyuYBk9wG33357p8KB7hQXF2O326mtre0wvLa2liFDhnQ5z9ChQ3E6nR26Fpg8eTI1NTVEo9Hdsezidrtxu9292TQRGQCUuyKZR3krkpmUuyKZR3krkpmUuyKZR3krknmUt9LXEqZFUyBKvrcPWxLwOqlrC/fZ8kWgl90N7GnhwoU8++yzDB8+nAULFrBgwQKGDx/Os88+y8KFC3u0DJfLxezZs1m8ePHuYaZpsnjx4g4tC+zpyCOPZMOGDZimuXvYunXrGDp0aKcCARERERERERERERERERGRVGgKRDGtZJcAfaXA56K+Td0NSN/a7yKBuXPnsmnTJm699VamT5/O9OnT+clPfsKmTZuYO3duj5dz/fXXc8899/Dggw+yevVqvvrVrxIIBLj88ssBuOSSS7jpppt2T//Vr36VpqYmrrvuOtatW8eTTz7JbbfdxjXXXLO/myIiIiIiIiIiIiIiIiIisle7Ht73dUsC9e0R9rPHeJEe2e/uBgCysrL40pe+dEABnH/++dTX1/P973+fmpoaZs6cyTPPPENZWRkAVVVV2Gwf1zJUVFTw7LPP8o1vfIPp06dTXl7Oddddx4033nhAcYiIiIiIiIiIiIiIiIiIdGdXNwD5vr5r3Tzf5yQcMwlEE2S7D+hRrki3DujI+utf/8of//hHNm3axJIlSxg5ciS/+tWvGDNmDJ/73Od6vJxrr72Wa6+9tstxL7/8cqdh8+fP56233trfsEVEREREREREREREREREemVXSwJ5fdiSwK5WCurbIioSkD6z390N/OEPf+D666/n5JNPprm5mUQiAUBBQQF33XVXquITEREREREREREREREREUm7+vYIOR4HTvt+P2Ldp7ydrRTsKkgQ6Qv7fQT/9re/5Z577uG73/0uDsfHVSxz5sxhxYoVKQlORERERERERERERERERGQgqG+L7H7Tv6/sWv6urg1E+sJ+FwlUVlYya9asTsPdbjeBQOCAghIRERERERERERERERERGUjq2yJ92tUAgM9lx2k31JKA9Kn9LhIYPXo077//fqfhzzzzDJMnTz6QmEREREREREREREREREREBpS6figSMAyDAp9LRQLSpxz7nqRr119/Pddccw3hcBjLsli6dCl///vfuf3227n33ntTGaOIiIiIiIiIiIiIiIiISFrV+cNMGZbX5+vJ9zlVJCB9ar+LBK688kq8Xi/f+973CAaDXHjhhQwbNoxf//rXfP7zn09ljCIiIiIiIiIiIiIiIiIiadXQHiW/j1sSAMj1OKlTkYD0of0uEvD7/Vx00UVcdNFFBINB2tvbKS0tBWDDhg2MGzcuZUGKiIiIiIiIiIiIiIiIiKRLOJagPRIn39f3RQL5PifbW0J9vh45eNn2d8ZTTz2VSCRZweLz+XYXCKxdu5ZjjjkmJcGJiIiIiIiIiIiIiIiIiKTbrub/832uPl9Xvs+l7gakT+13kUB2djZnnnkm8Xh897DVq1dzzDHHcPbZZ6ckOBERERERERERERERERGRdKtrCwP0S3cD+V4nTYEoCdPq83XJwWm/iwT+/e9/09raykUXXYRlWXz00Uccc8wxXHDBBfz6179OZYwiIiIiIiIiIiIiIiIiImnzcUsCfV8kkOdzYlrQGFBrAtI39rtIwOv18uSTT7J27VrOO+88jj/+eC655BLuvPPOVMYnIiIiIiIiIiIiIiIiIpJWdW0RHDaDbLejz9eV7012aVDnV5GA9I1eHcV+v7/Dv202G4sWLeKEE07g7LPP5uabb949TW5ubuqiFBERERERERERERERERFJk/q2CPk+J4Zh9Pm6Cna2VlDfriIB6Ru9KhLIz8/v8sC3LIuFCxfyxz/+EcuyMAyDRCKRsiBFRERERERERERERERERNKlzh/pl64GAPK8O4sE2lQkIH2jV0UCL730Ul/FISIiIiIiIiIiIiIiIiIyINW3hcnzuPplXQ67jVyPQ0UC0md6VSRw9NFHAxCPx7ntttu44oorGD58eJ8EJiIiIiIiIiIiIiIiIiIyENS1RSjL9fTb+vJ9LhUJSJ+x7c9MDoeDn//858Tj8VTHIyIiIiIiIiIiIiIiIiIyoNS1Rcjrp+4GINnlQF1buN/WJweX/SoSADjuuON45ZVXUhmLiIiIiIiIiIiIiIiIiMiAkjAtGtuj5Hv7p7sBgHyvk1q/WhKQvtGr7gb2dPLJJ/Ptb3+bFStWMHv2bLKysjqM/+xnP3vAwYmIiPz/9u47PKoy/f/4e0pmJr13Qu+9I7AKKgqKhV1XXSvWtbHqz7Iua931q2Ava1cUV7G7FrAiCgqC0rtIDy0JkN5mMjPn98dAICSBJCSZzOTzuq5ckFPvMzN3njPn3Od5RERERERERERERET8KbfEhccwiG3OngTCQti+s7TZ9ietS4OLBG688UYAnnzyyWrzTCYTHo+n4VGJiIiIiIiIiIiIiIiIiLQAB7v9j2nGIoHYMBs5ReUYhoHJZGq2/Urr0OAiAa/X25hxiIiIiIiIiIiIiIiIiIi0ODlFvm7/Y8KacbiBsBDKK7wUO91EOpqvOEFaB7O/AxARERERERERERERERERaan2Fh4oEghtvpv1B/d1sEBBpDE1uCcBgJKSEubNm0dmZiYul6vKvJtvvvm4AhMRERERERERERERERER8be9xU6iHFasluZ7/jr2QK8FOYVOOiVGNNt+pXVocJHA8uXLOfPMMyktLaWkpIS4uDj27dtHWFgYSUlJKhIQERERERERERERERERkYCXU1jerEMNwKGhDXKKypt1v9I6NLjc5f/9v//H2WefTV5eHqGhoSxatIjt27czaNAgHn/88caMUURERERERERERERERETEL3KKnM061ABAqM2CI8TMXg03IE2gwUUCK1as4Pbbb8dsNmOxWHA6nWRkZPDoo4/yz3/+szFjFBERERERERERERERERHxi+zCcqLDmrdIAHxDDuSoSECaQIOLBEJCQjCbfasnJSWRmZkJQHR0NDt27Gic6ERERERERERERERERERE/CinyElsMw83ABATFkJ2oYYbkMZnbeiKAwYMYPHixXTp0oVRo0Zx3333sW/fPt566y169+7dmDGKiIiIiIiIiIiIiIiIiDQ7wzDIKXQS64eeBGJCbWQXqicBaXwN7kng4YcfJjU1FYCHHnqI2NhYbrjhBvbu3csrr7zSaAGKiIiIiIiIiIiIiIiIiPhDQVkFLo/Xbz0J5KgnAWkCDe5JYPDgwZX/T0pK4uuvv26UgEREREREREREREREREREWoKcIt+T/LHh/igSsFXuX6QxNbhI4KCcnBw2bNgAQPfu3UlMTDzuoERERERERERERERERERE/C37wJP8/hhuIDYshGKnm1KXmzDbcd/WFanU4OEGioqKuOyyy0hPT2fUqFGMGjWKtLQ0Lr30UgoKCuq1reeff5727dvjcDgYNmwYv/76a53We++99zCZTEyYMKEBRyAiIiIiIiIiIiIiIiIiUrvsQt+T/NGhzd+TwMEhDnIK1ZuANK4GFwlcc801/PLLL8yaNYv8/Hzy8/OZNWsWS5Ys4brrrqvzdt5//31uu+027r//fpYtW0a/fv0YO3YsOTk5R11v27Zt3HHHHZx44okNPQQRERERERERERERERERkVrlFJUT6bBiszb4tmqDHRzi4GBvBiKNpcGf5lmzZvH6668zduxYoqKiiIqKYuzYsbz66qvMnDmzztt58sknufbaa7nyyivp2bMnL730EmFhYbz++uu1ruPxeLjkkkv417/+RceOHRt6CCIiIiIiIiIiIiIiIiIitcopdFY+0d/cDg5xkF2kngSkcTV48Ir4+Hiio6OrTY+OjiY2NrZO23C5XCxdupTJkydXTjObzYwZM4aFCxfWut6///1vkpKSuPrqq/npp5+Oug+n04nTeShxCgsL6xSbiPiXclck8ChvRQKTclck8ChvRQKTclck8ChvRQKP8laaQnZhOTEHbtY3t9AQC44QMznqSUAaWYN7Erjnnnu47bbbyMrKqpyWlZXFnXfeyb333lunbezbtw+Px0NycnKV6cnJyVW2e7j58+czbdo0Xn311TrtY8qUKURHR1f+ZGRk1Gk9EfEv5a5I4FHeigQm5a5I4FHeigQm5a5I4FHeigQe5a00hazCcmJC/VMkYDKZiAuzabgBaXQmwzCMui48YMAATCZT5e8bN27E6XTStm1bADIzM7Hb7XTp0oVly5Ydc3u7d+8mPT2dn3/+meHDh1dO//vf/868efP45ZdfqixfVFRE3759eeGFFzjjjDMAuOKKK8jPz+fTTz+tcR81VY1lZGRQUFBAVFRUXQ9dRJqZclck8ChvRQKTclck8ChvRQKTclck8ChvRQKP8laawvApcxjWIY4Lh7T1y/4fnLWOzkkRPHvRAL/sX4JTvYYbmDBhQqPuPCEhAYvFQnZ2dpXp2dnZpKSkVFt+8+bNbNu2jbPPPrtymtfrBcBqtbJhwwY6depUZR273Y7dbm/UuEWk6Sl3RQKP8lYkMCl3RQKP8lYkMCl3RQKP8lYk8ChvpbF5vQZ7i5zEhtv8FkNMWIh6EpBGV68igfvvv79Rd26z2Rg0aBBz5sypLEDwer3MmTOHSZMmVVu+e/furF69usq0e+65h6KiIp555hl1GyMiIiIiIiIiIiIiIiIijSK31IXbaxAb5r8igdgwG6t3Ffht/xKc6lUkUJvi4uLKJ/oPqmu3LbfddhsTJ05k8ODBDB06lKeffpqSkhKuvPJKAC6//HLS09OZMmUKDoeD3r17V1k/JiYGoNp0EREREREREREREREREZGGyirwPcEf58eeBOLCbeQUlmMYRpVh4UWOR4OLBLZu3cqkSZOYO3cu5eWHurg4+AH1eDx12s6FF17I3r17ue+++8jKyqJ///58/fXXJCcnA5CZmYnZbG5omCIiIiIiIiIiIiIiIiIi9ZZT5LsH2uCeBPK2QtYasIRA+iAIT6z3JmLDbJS7vRSWuYkOC2lYHCJHaHCRwKWXXophGLz++uskJycfV+XKpEmTahxeAGDu3LlHXXf69OkN3q+IiIiIiIiIiIiIiIiISE2yCpyYTRAdWs+b8x4XLHweNn0HZisYXjBbYMBl0PtPQN3vqx7sxSCrsFxFAtJoGlwksHLlSpYuXUq3bt0aMx4REREREREREREREREREb/LKiwnJsyGxVyPh6W9bvjuAchZB73+6OtBwFMBW36AJa+DswgGXVHnzR1eJNAtJbJ+ByBSiwb34z9kyBB27NjRmLGIiIiIiIiIiIiIiIiIiLQIOYXlxNb36f1fX4XsNb5CgIyhvh4EQhzQ7Qzodias/hC2zK3z5g7uP7ug/BhLitRdg3sSeO2117j++uvZtWsXvXv3JiSkaoL07dv3uIMTEREREREREREREREREfGHPQXllU/y18nu5fDbLOh5LsR1rD6//R+gaDcsegFS+0Jo3DE3abWYiQkNIatQRQLSeBpcJLB37142b97MlVdeWTnNZDJhGAYmkwmPx9MoAYqIiIiIiIiIiIiIiIiINLfd+WV0TIyo28KeClj4PMR1goxhNS9jMkH3s2HB0/DrazDq73XadFy4jT3qSUAaUYOLBK666ioGDBjAu+++S3JyMiZTPcbiEBERERERERERERERERFpwbIKyxncLrZuC//+NRRnw4i/+YoBamMLgy6nw5qPofefIL7zMTcdG2Yju6CsjlGLHFuDiwS2b9/O559/TufOx/7gioiIiIiIiIiIiIiIiIgEihKnm6JyN3ER9mMv7HHBqvchrT9Ephx7+bSBsO0nWP42jHngmIvHhtvYmVd67O2K1JG5oSuecsoprFy5sjFjERERERERERERERERERHxu6xCX/f+ceG2Yy+86TsoL4COJ9dt42YzdBgNOxdD7tZjLh4fbiNLww1II2pwTwJnn302/+///T9Wr15Nnz59CAkJqTL/nHPOOe7gRERERERERERERERERESaW/aBm/LxxyoSMLyw9hNI7gXhCXXfQWpf2DQb1n4MJ95x1EXjI2zkl1VQXuHBEWKp+z5EatHgIoHrr78egH//+9/V5plMJjweT8OjEhERERERERERERERERHxkz0HigRiw45RJLB7ORTuhh71fIDabIG2J/h6IRh8DYTG1Lrowd4M9hSU0yEhvH77EalBg4cb8Hq9tf6oQEBEREREREREREREREREAtWegjKiHFZs1mPcTl0/E6LTIaZt/XeSPtj376Zvj7pYfLjdF1N+Wf33IVKDehcJnHnmmRQUFFT+PnXqVPLz8yt/379/Pz179myU4EREREREREREREREREREmtvugnLiI+xHX6h0H+xaCulDwGSq/05sYZDSB37/BjBqXezwngREGkO9iwS++eYbnE5n5e8PP/wwubm5lb+73W42bNjQONGJiIiIiIiIiIiIiIiIiDSzPflllTfna7X5e9+wAan9Gr6j9EFQlAVZa2pdxGY1E+WwsqdAPQlI46h3kYBhGEf9XUREREREREREREREREQkkO3MKyP+qEUCBmz6DpJ7Q4ij4TuK7QBhCbBpzlEXi4+wqycBaTT1LhIQEREREREREREREREREQlmWccabmDfRijYBakDjm9HJhOk9YPMBeBx1bpYXJiN3fnqSUAaR72LBEwmE6YjxtQ48ncRERERERERERERERERkUBUVF5BkdN99J4EtswDeyTEdzr+Hab0B1cp7Pi11kXiI2zszFORgDQOa31XMAyDK664ArvdVzlTXl7O9ddfT3h4OABOp7NxIxQRERERERERERERERERaSYHu/VPqK0nAcMLW+dBSh8wN0LH7REJEJ0BW+ZC+z/UuEhChJ2fN+8//n2J0IAigYkTJ1b5/dJLL622zOWXX97wiERERERERERERERERERE/GTXgW794yNq6Ukgey2U5UFK38bbaUpv2PQdVJRCSFi12QkRNoqdbgrLK4hyhDTefqVVqneRwBtvvNEUcYiIiIiIiIiIiIiIiIiI+N2e/HLMJogNq6VIYNt8CI2BmIzG22lKH9jwFexcDB1GVZsdf6BXg935ZUSlqEhAjk8j9H8hIiIiIiIiIiIiIiIiIhIcduWXEh9ux2I2VZ9peGH7AkjqBaZGvNUaGusbcmDrTzXOPjj0wa68ssbbp7RaKhIQERERERERERERERERETlgZ14ZCZG19CKwb4NvqIHk3o2/4+ResGspuMurzYoJC8FqNrE7X0UCcvxUJCAiIiIiIiIiIiIiIiIicsDHj8sUAABkUklEQVTOvDLiw+01z9y2AOyRENO28Xec1As8Lti9rNoss8lEfISNnSoSkEagIgERERERERERERERERERkQN25pWSGFlTkYABmQshqQeYm+A2a0QCRKbA9oU1zk6IsGu4AWkUKhIQEREREREREREREREREQFcbi85hU4SImooEsjbDkVZkNSz6QJI7AE7fgWvp9qshAg7O/JKm27f0mqoSEBEREREREREREREREQkQLncXn+HEFSyCsoxgIQIW/WZOxaB1Q5xnZougOSe4CqGnLXVZiVG2tmRq54E5PhZ/R2AiIiIiIiIiIiIiIiIiNTPl6v38MS3G9i8t4SUKAc3jO7E5cPbYTKZ/B1aQNt54En9GocbyFwECV3A0oS3WKPSIDQaMn+BlL5VZiVG2MktcVHm8hBqszRdDBL01JOAiIiIiIiIiIiIiIiISAB5/odN3DhjGdGhIVx7Yke6pURy/+dr+ftHqzAMw9/hBbSdeWWYgPjwI4oEynJh30ZIbMKhBgBMZkjoBpkLgarv5cHChV35GnJAjo96EhAREREREREREREREREJEJ+v3M1j32zgz4PacN7ANgCc0j2J3unRPP/DJjLiwrj51C5+jjJwZeaWEh9hw2Y94lnrHb/6buAndmv6IJJ6+PaXvwNi2h6afKBIYEduGZ2TIps+Dgla6klAREREREREREREREREJABkF5bzz/+tZkSneP40IL3KvD90TuBPA9N55ruNrNqZ758Ag0BmbmnNQw3s+AVi24ItrOmDiOsEFhvsWFRlcmyYDYvZxI489SQgx0dFAiIiIiIiIiIiIiIiIiIB4P9mrcNiNnHlyA6YTKZq8/84IJ2MuFDu/XQNXq+GHWiIzNxSkiIdVSd6nLB7BST2aJ4gLCEQ39nXm8BhzGYTiRF2duSqSECOj4oERERERERERERERERERFq41TsLmLlqDxcOySDCXvOI4lazmcuGt2flzgK+WL2nmSMMDjX2JLBnJXhckNi9+QJJ7A57N0B5QZXJSVF2tu9XkYAcnxZRJPD888/Tvn17HA4Hw4YN49dff6112VdffZUTTzyR2NhYYmNjGTNmzFGXFxEREREREREREREREQl0T87eQFpMKCd1STzqcj1To+ifEcOzczaqN4F6KnG6yS1xkXRkkcCOxRAWD+FHf+0bVWJ3MLywa1mVyUmRDrbtL2m+OCQo+b1I4P333+e2227j/vvvZ9myZfTr14+xY8eSk5NT4/Jz587loosu4ocffmDhwoVkZGRw+umns2vXrmaOXERERERERERERERERKTpbcgq4ocNezm3XxoWc/VhBo70xwHpbMwp5tt12c0QXfDYked7Qr/qcAOGr9v/xG5QwxAPTcYRCdEZsPOXKpOTo+zsyC3DMFQAIg3n9yKBJ598kmuvvZYrr7ySnj178tJLLxEWFsbrr79e4/IzZszgxhtvpH///nTv3p3XXnsNr9fLnDlzmjlyERERERERERERERERkaY3bf4W4sNtjOgUX6fluyZH0i0lktfnb23iyILLwW78k6MO60kgdyuU7oPEHs0fUGI3X08CXnflpORIB2UVHvYVu5o/HgkaNQ9Y0kxcLhdLly5l8uTJldPMZjNjxoxh4cKFddpGaWkpFRUVxMXF1Tjf6XTidDorfy8sLDy+oEWkWSh3RQKP8lYkMCl3RQKP8lYkMCl3RQKP8lYk8ARr3uaXuvhsxW4m9E/Haqn7879n9Erh6TkbWbe7kJ5pUU0YYfDYtq+E0BAL0aEhhybuXAxWO8S2b/6AErvDpu8gZx2k9AUg6UABQ2ZuCYlHDosgUkd+7Ulg3759eDwekpOTq0xPTk4mKyurTtu46667SEtLY8yYMTXOnzJlCtHR0ZU/GRkZxx23iDQ95a5I4FHeigQm5a5I4FHeigQm5a5I4FHeigSeYM3bj5buxOM1OLl7Ur3WG9w+jrhwG+/+mtlEkQWfbftLSYl2YDp8WIEdv0JCF7D44dnrqFRwRPliOCA5yjcUwsFeD0Qawu/DDRyPqVOn8t577/HJJ5/gcDhqXGby5MkUFBRU/uzYsaOZoxSRhlDuigQe5a1IYFLuigQe5a1IYFLuigQe5a1I4AnGvDUMg3d/zWRI+7iqT7fXgcVsYlTXRD5ZvotSl/vYKwjb9pWQdPjT+eUFsHeD74l+fzCZIaEb7DxUJOAIsRAXFsK2fSX+iUmCgl+HG0hISMBisZCdnV1lenZ2NikpKUdd9/HHH2fq1Kl899139O3bt9bl7HY7dru62hAJNMpdkcCjvBUJTMpdkcCjvBUJTMpdkcCjvBUJPMGYt8t35LN5bwkXDK6hV4SKMshZC6W5YI+EpJ7giK6yyOgDRQJfr8niTwPbNFPUgWvr/hKGdThsiPOdSwADErr6LSYSu/uGPCjcBVHpAKREh7JFRQJyHPxaJGCz2Rg0aBBz5sxhwoQJAHi9XubMmcOkSZNqXe/RRx/loYce4ptvvmHw4MHNFK2IiIiIiIiIiIiIiIhI8/l46U7iI2z0Tjvs5r+rBFa8Axu+BI/r0HSTGTqOgkFXQlg8AElRDnqmRvHR0p0qEjiG8goP2QXlpEQd1nv5zl8gOsNXhOEv8Z3AEuIrFOh5sEjAwVYVCchx8GuRAMBtt93GxIkTGTx4MEOHDuXpp5+mpKSEK6+8EoDLL7+c9PR0pkyZAsAjjzzCfffdxzvvvEP79u3JysoCICIigoiICL8dh4iIiIiIiIiIiIiIiEhjcbo9zFy5m9HdkjCbTb6JuVvg+wd93eB3OBFS+0NoHDgLIXstbJ3nG79+9D8gbSAAJ3ZJ4JUft7CnoIzU6FD/HVALt31/KQYcKhLwVMCuZdBupF/jwmqHuA6Q+Sv0nAD4Yly0ZT+GYWAymfwbnwQks78DuPDCC3n88ce577776N+/PytWrODrr78mOTkZgMzMTPbs2VO5/IsvvojL5eLPf/4zqamplT+PP/64vw5BREREREREREREREREpFHN3bCXwnI3J3ZJ8E3Yux6++rvvqfIRN0PnMRCeAGYzhMZA+5Ew8laIbgOz74dtPwEwtEMcVouJmSt3++1YAsHmvcUApMUcKKTIXuMb0iGppx+jOiCxB+SsAZcvxtRoB6UuD3uLnX4OTAKV33sSAJg0aVKtwwvMnTu3yu/btm1r+oBERERERERERERERERE/OjzFbtpHx9Gm9gwyNvmu/EfmQIDJ/qeLq+JLQwGXA5rPoQfH4OQMMLSBzGwbSyfLN/FX0/q1KzHEEi27C0m0mEl0nHg9unOXyE01vea+1tid1j3ma9ngw4nkRLt6+1gy94SkiIdx1hZpDq/9yQgIiIiIiIiIiIiIiIiIoeUON3MWZ/N8I7xvqEE5vwL7FG+AoDaCgQOMpuh9/kQ3xnmTYWCXYzolMD6PUWVT8tLdVv2lpAa7TjQfb8Bmb9AYjdoCd35h8ZAVJpvKAl8ww2YTej9lAZTkYCIiIiIiIiIiIiIiIhIC/Ld+mzK3V6Gd4qHn54EVwkMvBxC6vjUuNkMff8CtnCY+zD908IIDbEwa+WeY6/bSm3MKSY1+sBQA3nboDjb181/S5HY3de7gdeN1WImJdrBphwVCUjDqEhAREREREREREREREREpAWZtWoPXZIiSNz9PexcDL3/7HuavD5CHNDvYijchW3V2wxuF8vnK3c1SbyBzjAMtu7z9SQAwI5ffD02xHX0b2CHS+rhKxbJWQtAWnSoigSkwVQkICIiIiIiIiIiIiIiItJCFJVXMG/DXoalh8DiaZAxDJK6N2xjkSnQ+TRY+yknxJWweW8Jv2cXNW7AQSCrsJxip5v02AM9CWQugoQuYLH6N7DDRaVDaLRvGAQgLSaUjSoSkAZSkYCIiIiIiIiIiIiIiIhICzFnfQ4uj5cT9n4EIaHQbdzxbbDdSIjJoM/mlwizWfhilYYcONLv2b6b7RmxYVCyF/ZthKSefo7qCCaTb/iDzIWAQXpMKFkF5ZQ43f6OTAKQigREREREREREREREREREWogvVu+hS7SX+OyfocfZYHUc3wbNZuj1R0KKdzIoqpBZq3Y3TqBBZGN2EXarmcRIu2+oAbMZEhrYe0NTSuoJxTmQu6Wy1wP1JiANoSIBERERERERERERERERkRag2Olm3oYchjoX+W4IJ/VonA1HpkDbkQwr+IrNe0vYqCEHqvg9u4g2saGYTSbY/jPEdQJbqL/Dqi62g693icyFtIkNxQRsyCr0d1QSgFQkICIiIiIiIiIiIiIiItICzFmfjctjMMy7HLqPb9yNdzqFPrY9hJrdfLFaQw4c7resItJjQsFZCFmrIamXv0OqmcUKid1g28/YrRZSoh38lqWCD6k/FQmIiIiIiIiIiIiIiIiItABfLttKZ9MuEtv3gbC4xt14iANb11MZyHq+XLalcbcdwDxeg43ZxWTEhcGOX8EwfL04tFRJvSF/OxTsIiM2jPV7VCQg9aciARERERERERERERERERE/K3G6mbsxl6HWzdBxdNPsJG0gw8Ky+D3XwyYNOQDA9v0llFV4aBcfDtvmQ2w7cET6O6zaJXYBiw0yF5ARF8qGrEIMw/B3VBJgVCQgIiIiIiIiIiIiIiIi4mff/7IMp2FhWKdECHE0zU7MZvr17EkoTr78YV7T7CPArNtTCEC7SAN2L4eUPn6O6BgsNt+QA1t/om1cOHmlFeQUOf0dlQQYFQmIiIiIiIiIiIiIiIiI+NkX8xfTyZJNUqf+TbofW3IXBjr28MWaHPC4m3RfgWD9nkLiw21E5SwBrweSevk7pGNL6Qu5W+jg8PUGsXZ3gZ8DkkCjIgERERERERERERERERERPyrZtIAfCtMYmmoBs6XJ9zesYwIb3Mls+um9Jt9XS7dudyFt48Jg648Q1w5Co/0d0rEldgWLnYSchUTYrazZVejviCTAqEhARERERERERERERERExF8Mgzkz38GJjeFd05pll/3aJxJqquCLH3+FirJm2WdLZBgGK3cW0D7GAntWQEo/f4dUNxYbJPfAtGUuHRLCWLNLPQlI/ahIQERERERERERERERERMRffv+aWXsT6RzhIjHc2iy7tFlMDEoyMbOsNyye1iz7bIl2F5STW+Kio3cbGAak9PF3SHWX2g8KdtAu3M1qFQlIPalIQERERERERERERERERMQfvF4KZj/CD94BDG8b3qy7Ht4unE1GOr/NfQfKW2d39at25APQaf88SOgMtuZ9D45LfBewhdPJtYE9BeXsLXL6OyIJICoSEBEREREREREREREREfGHNR/xbVYkbiyckGZp1l33TTQTEWIws6wvLHy+WffdUqzcWUB8mIXY/cshdaC/w6kfswVS+tB53/cArDhQ8CBSFyoSEBEREREREREREREREWlubhd8/398GnImPeItxIU27207q9nE0FQrn5pOwfj5P1C8t1n33xIsz8yjo60ArA5I7uHvcOovbSDx5ZnE2X3HIlJXKhIQERERERERERERERERaW7L3iQnv4iFZRmMSLf6JYSR6VZ2ucJZ5ukEPz3hlxj8pcLjZeWOfLqWr4KUPmCx+Tuk+otugykymU4h+1iWme/vaCSAqEhAREREREREREREREREpDk5i2HuVD6PuQyL2cSw1OYdauCg7vFmEkJN/C/yYlj8GuRt80sc/rBudyHlbi/dKn6DNoP9HU7DmEyQPogu5atYsSOPCo/X3xFJgFCRgIiIiIiIiIiIiIiIiEhzWvgcOAv5qHwIA5ItRNhMfgnDbDIxIt3CzLy2OO1x8P1DfonDH5Zsz8Nm8tAh0gvRGf4Op+HSBtDDlEl5hZc1uwr8HY0ECBUJiIiIiIiIiIiIiIiIiDSXomxY8Azr2l7Cb/lmTmrjn14EDjqpjZVCF3yXdj2s/gB2L/drPM3ll9930ZmdWNsO9j2RH6jsEbRPjsdBBb9u2e/vaCRAqEhAREREREREREREREREpLn88BCYrXzAacTYTfRL8m+RQHqkma6xZj4o6AEx7eCbe8Aw/BpTU/N4DRZuyaWnJRPSBvo7nONmbTeUrqZMFq7d6O9QJECoSEBERERERERERERERESkOWSvheVvUd7rIj7eDCdlWLCa/f8U+6gMKz/u9LKr5zWwfT789oW/Q2pSazL3UuS20DvJBiEOf4dz/GLb08uxn192OXG5vf6ORgKAigREREREREREREREREREmpphwFf/gKh0vrSdRpELRmdY/R0VACPSLTis8H5+D0gbBN/eDW6nv8NqMvN//gkHTjp16eXvUBqHyUSftgmUeUNYumqNv6ORAKAiAREREREREREREREREZGmtu4z2PYjDL6K/65z0zfRTGpEy7hV57CaGJlu5Z31FbgGXgMFO2Dhc/4Oq2l4vfzwWw69HfuwRiX5O5pG065jN6JNJfy4YJ6/Q5EA0DL+8oiIiIiIiIiIiIiIiIgEK2cxfPNPyBjGKvtAVuR4GdOuZfQicNDpHazsKzP4Ki8Fup8DPz4G+Zn+DqvR5a36imWuNvRPj/R3KI3KbA2hb1QZ3+22Q+Fuf4cjLZyKBERERERERERERERERESa0twpULoPhlzLtFVOksNMDEqx+DuqKjIizfROMPP6KidGv79ASDh8cYdvmIRgYRjMnTMLL2YGdAieXgQOGtwhkY1GOtu+e9nfoUgLpyIBERERERERERERERERkaayaxksegH6XsQukpi12c3pHayYTSZ/R1bNmR1DWLnXy6/77DD0r7DxG1j7ib/DajwbvuSL/Sl0iXQRFxp8t0n7pjqwmTx8u2ILFOz0dzjSggXfp19ERERERERERERERESkJXA74dMbIa4j9JrAq6tchIXAKW1b1lADB/VPMtM20sQLK5zQbgS0Gwlf3gHFe/0d2vHzuCn6dgrzvP05ISPc39E0CYfVRL8kC5+5R8APD/k7HGnBWsRfoOeff57HHnuMrKws+vXrx3/+8x+GDh1a6/Iffvgh9957L9u2baNLly488sgjnHnmmc0Yccti7N8M+zfD3t8gsTvEd8IU38nfYR03Z0k+trK9sGclFO2B9MEYEamY49v7O7TjlpNfSKHTxOJtuTjdHoZ2iCfWYSI1LsrfoUkzy96fz/4yN8u37SfSYaVf23gi7SbioqP9HZocJnt/Lpl5Tn7bk09GXDhdkiJJiokgJCTE36HJ0XjcULQbygowcjf72pLk3hjRbXBWVGDFgJ2LsXhdmFL7YbjL8EakkuONJrvcQoXHwGYxs7/Eyc68MromR5Ia42BTdiHZBWWMaW8jwVSAZdevGJYwjLZDMRXnwM7FEJEMaf2oMNvI8UTze1YRO/NL+UOHaDLsJVh3/QquEkjtBx4XWEPBWwHhSb6Yd6+AxO4Yse3x7t+CJX8bJHSBqHSM7LUYJfvxtBmK1xGHZdsPGBY7+9JOYVeJibV7CkmMsNMzNZIwi0Ge02BjTjH7ipz0SY+ibbibOFMxZm8F+UYoe93hLN2eS7jNSt+2cZQ5KzBZ7URb3SRlz8MS2xbDEYN7zxrMpXspyBjDflMsS3cUAjC0XRRJFFJeXspOdyRrsspIjbLTJSkCr9dDekgR5pw1mIuzMKf2h7A42P4zeCowOo2GsgLIXAihsbjTh7KxLIJfdpTSNi6M7gk2UvOXYd67HtIGQEwGxLSt8jbvyi8ju6CcpZl5JEXa6ZMeTUqUgzB71dPcEqebvcVOisoqWLEjH7PZxOB2ccSFh5AY6WiWj6TUbm9uHvtKPSzbtp8Ih5X+beOJsXmJjomr97acRfsJKc/FtGclFGdBmyF4IlKwxrVrUGxG7lYoyoJdSyAqHVL64AlNwBoe26DtNaZt+0rIzC1lQ1YR7RPC6JwUSYeE4LzIIS1HSWEeuU5YvSOPvBIX/dvFkxxuIiE+ofH3lbcHW3ke7u0LMVlDsbQditMWRURM43cJ6tm/FVP+NkzZazHiOmAkdMcblUGIzdbIO3JB4R7f99ySHEgfDNHpEJ7YuPtpZjmF5WTmlrI+q5A2sWF0S44kNdqBqQU+GdeaFZZXUFFaQpHbYOX2/RS7PAxsF09ySBmxphJKvRasJgPvjl8xe1yY250A1jC85QW4QpNwF+8lJmcxpPUHZxFY7BCeAPmZeGM7sM8TSaypCGvRTkx710FUG4hKhQonRCSSb02gwgOlXjOrdxWRU+Sib5tokiJtxNs8RETFUJC7l71lsHjbfuwhIQxsH0+ikU/45lmQPgii2/jOCRtoT0EZW/eWsGlvMZ0TI+iZGklU+U7YvwnT3g0YST0grjPm+A4487MwFezAu2s5RKZizRiIxVOGKWs1FOyC9IEH4ml77B23ZkV7oCwfti8ArxfajwRHjO9vnzQZT94OzBUlkLkI3OXQfiSGLQpzA8+JJTBt31fE9twyNmQV0TExnE6J4bRPCK7x1wPGDw/B/k0w/klyysy8u97FWZ1CcFhb5rmSyWTinC4hPLfMxYocD/2HXQ+fT4KZt8BfZkAgn+Mtm85XOfG4sTAsrWUN9dCY/pBh46nstmxa9iydh630XYMUOYLfiwTef/99brvtNl566SWGDRvG008/zdixY9mwYQNJSdW/+P/8889cdNFFTJkyhbPOOot33nmHCRMmsGzZMnr37u2HI/AvI3sdphl/hsJdhyZGpWNc8hGm5J7+C+w4OUtzsWWtxPT+Jb6bKAe1GYzxp2mY4tr7LbbjlZVbwJfr9vN/X6zHe9gwPhcMasPNp3SkTbxO1FqLrNwC/v3FBr5ct69yWojFxFPn9WR4B4P42Bj/BSeVdu4rYOKbq9m8t7hyWmxYCDOuHEjn5ChsjX3hWBqHxw1Zq3zjvH1yPabS/ZWzTPGdcfz5dUz/Pcd3serg9IETMSf3xJV+Do9+k8n1J3Xkpo9WsbfIWblMRlwoD03og81dQtiy17Es/g9YbJj+Og/TpzdC5s+HYggJJeSC//LxxmSe+nEnlwyI5yzrYkJm3wJez6Hlep4LnU+H5B7w4RWQtRLiO8G4qZhePx3zYbET3xnTGY/CrFuxlOdT0e1sjNMfIndvFpM+XMeyHUWVi4bZLLxy2SBenLuZBZsPbaNPehQv/6UXIe4CHpqbw6erD1WBW80mHp3QHae7gLCwMDpHD6Vb6W9Yp4/H5i4nf+S9vLsilyd+WldlKLobRnUgLTaMez9dUTkt0m7lv1f0p+2iJ7CsfOvQwm0Gw4l3QFQ6pq//Cb9/degls4SQPO5FVm5J518z84gLtzHjgjb0WHonfLsZUvrCBW/BgfOAnbml3P7hSn7Zmlu5DUeImRcvHcSw9rGE2X2FPEVlFazcmc9PG/fxyk9bqsR+/aiOTBzentSYUMQ/snML+L8vfmfm2kPtodVs4snzenBSJ4ipR6GAqzgXW9ZyTB9cChVlldMtbUfgnfBSvS+KGrlb4eOrMe1aemiiLRzLX97BndzPr4UCm3KKuWr6YjJzSyunJUbYmX7VEHqlqdhQmkZpUS6/ZJZww3trcLq9B6ZuZnTnWB75UwjJcY332SvP3UXIvCmErHyLyrJMkxnvuCco7jqeiNjkRtuXd99GLO/+xXfhFjABhMVjvvR/vpuhjcXt8t0ke/cvvhs2B7U/Cf70iu9magDamVfKlW8sZmPOofPl6NAQ3rlmGD3TolQo0ELklbgwnMUs2JzLbZ/8jrvygsQmzu6dyN3juhC54V3s398NhrdyPfegq7GMmEToV7dQPvZxcl0hxL96iu8c9sQ74J0L8F7yERvyTXSOzMf2wSWwd8OhHYfGwh9fgi8eIXTsY6wuiOLat5Yf9jcERnaO5+9ju5HuzuWZOVt5a+mh81OzCR44qxt/TOhH5BvjfIUCf34DYut/o3PL3mIufe0Xdhf48u+P/dN48mQ7phnnQeFu4ED+R7fBuOQjrKs+xDL/Cd/K/S6C8Ch472JwHfqskzYAzp8Ose3rHU+rULATlr8N86ZWHcv6hBtg2I0QqwKLpuDN3YH5t88xzb6nSj4z4DKME+8I6OuqUnebsou4YvpiduYd+l6UGGnnv1cOoYe+LzSvzT/Agmdh0ESI68Bz88sIMcOZHf1+e+6ohqdZ+OR3E4//Ws7bZ8XCCTfB3Idh6XQYfKW/w2uYkn0w59+8F/IAfWItxAfhUAMH9U+yEB4CH4aczeQv7oCrvgFz8B6vNIzfPxFPPvkk1157LVdeeSU9e/bkpZdeIiwsjNdff73G5Z955hnGjRvHnXfeSY8ePXjwwQcZOHAgzz33XDNH7n/G/q2YPr6qaoEAQOEuTB9fjbF/q38CawS20v2Y3ruoaoEAYNq5BH56Alfx/lrWbPmyir38e1bVAgGAD5bu5Nft+X6JSZqf2+3my9V7qhQIAFR4DP724Vryyr21rCnNKT9vP5M/XVelQAAgr7SCK/67gv2FxbWsKX5XtNt3of/zm6H0iDZj/yZM394Lg66qOn3Zm+QnncBdX2zl7L5p3PvZ2ioFAgA7cst4avbvjGgbSuTi//gmnnwPLHmjaoEAQEUZpvcv5fqBDkIsJq7vbyPum0lVCwQA1n0GYfEw/xlfgQDAibfXGjvzn4IhVwMQsmEmzuyNPLPaVqVAAKDU5eGvby3lipHtq0xfvauQd5flMHu7t0qBAIDba3D7J+vp3zaOez9ZQ47TRrY7wncjIyyOjcnjePzHrCrX9wBenLeVMJuVpEh75bQip5uJb64g64R/Vl145xJfccbGb6sUCADgqSD+y79y69BwzCbILXFx5ce7yRp5oGu0rFUw519QmkeZs4LX5m+tUiAAUF7h5br/LiWr8NB7tzO/jPzSCl7+cUu12F+at4Xfsqq+dtJ83G43X6/ZU6VAAHyfxVs+Wse+slpWrIW1bB+m9y+uUiAAYMr8GdPC/1BRklfnbXlL9sK8R6sWCAC4SjC9dzGWsn01r9gMduwv5e8fraxSIACwt9jJ9W8vZds+tU/SNHJKTfz1ndVVbu4BzN2Ux7u/ZuIsL6llzfozbV+A7fAiMwDDi/2r/4etNLvR9uPK24Vp5i2VBQKVDnwn9ezb0mj7omg3vHNB1QIBgG0/+sandbsab1/NpKi8gvs+XVOlQACgoKyCy1//layC8lrWlOZmMxvsL/Nwy/82HFYg4DNzzV6+2bCfsN8+rnpDEbAunQa7V2LtNIqQJa9Q0PYU3w3xdZ/B5jlw1tNk7S/A6XQR8s3fqxYIAJTlwed/gwEXY591I5m79lT7G7Jg035mrtrDvnIT32+pel7mNeC+mRvYHtbDd868aynMewTKC+t1/PuKndw4Y1llgQDA1FNjMH04sbJAoFLBTkwfX4PR/5JD04bfBO9fUrVAAGD3ct/ToWUF9Yqn1cjdCnOnUO0kfNGLkL3GPzG1AqaSLEzf/rNaPpuWvwU7fvFTVNKcduUWcduHK6sUCADsLXJyw4xlZO7Td+BmU7gH/netr/C015/Yku9hxroKzuoUQlhIyy6kNJtMXNg9hPm7PPy00+0bdqDrGfD1XbBnlb/Da5hv7+Z3dzLLypIZndGyizSOl81i4qQ2Vj6o+APOHctg2Zv+DklaIL8WCbhcLpYuXcqYMWMqp5nNZsaMGcPChQtrXGfhwoVVlgcYO3Zsrcs7nU4KCwur/AQNZz7krK95Xs46cAbwF5RdS6td3D3ItPoDQsoCs0ig1Olkxi+Ztc6fNn8bO/cH0Wf0OAR17gI5+UW8+vOuGucZBnyxaneN86R55Tnhp025Nc7LKXKypyDwLuQ2pRaVt9lrwWLzdW1Zk63zIGNItcm5Hju/bssnMdJW7ebbQct35FNWcdjFlo6jYOWMmvfjdmLd+TN/PbETCZs+rD1eiwU2zDrwfxvYImqPfdtPvqfxDygwRfK/lVk1Llrq8rCnoJzU6Krd6ceG23h5Qc3tkWHAZyt2ccnwdmzMKSbTHQMRyZR2/zOvLK/95s//lu3krL5Vn4AsLHezKbcC4rtUXTi+Myx+teYNGV5iM79mUDvfE9pZheVk2zLAcuA50vWfQ+lesopcfLBkR42bcHm8LNriO1dwe7ys3JHPJytq/psL8NpPW9hf7Kx1frDzZ+7uzS/klZ9rbvMMAz4/yvtWE1Pmz76xHmuat2IGlrKa/6bXuHxpHqY1H9U801XiGxbET4qcbpZl5tc4b0duGXmlFc0bkDQ7f+XtvA1Z1W4uHvT6L7vJbaS/paX7d2Jf9HSt801LX6eionHOw6yuAkzbF9Q8s3A35pLGK0hg2wLfcAM1WfK6b/iBALO/2MUPv9c8Nu3+Ehc78mo+n2qt/JW7JU43eF18vmJ3tXu1B706P5O9fa+rcZ514bPQeQz25W8Qa60gv9dE34xl/4WoVDJLrPSMcWPa8kPNGy/OAbMVU/ZaRqbWHMAHS3aQXVTBrSd3qHH+fxftxP2Hv/t+WfORb5v1sL/YWa0w1ObKh32/17xC9hosFQcKApJ7+5Zz1nJTbe0nAZm/Ta40D355qfb5i56vXqDRArWo77l14Ckr8rUptTAtegEjd1vzBSR+UVDuZdXOmu8NbNtfSl6Zu5kjal4tJm/dTvjgcl/Bzh9uw8DE/y0sJ85h4owW3ovAQYNTLHSLM/OvBeVUeAwYcg1EZ/gK50oC7B7Nhq9h5Xu8HnkjsQ4TQ1KDd6iBg05tZyXPZWFm4rXw7T2QX/u9KWmd/FoksG/fPjweD8nJVbsJTE5OJiur5ovdWVlZ9Vp+ypQpREdHV/5kZDR83LIWx3WML9uuxnuKo9kV7Kx9nru89gsrLZzT5Sa7sPYnKfYWOXHrAXIgyHMXMDBVe0L5cDvyA/MzHmzKXJ6jzs8t0ZNRh2tReVu8D8rzj75MDU/rlbs8hJjNFDuP/t6XuQ7/Qm0ctc01FeyiTayd0OKjtW3OQz0MhIRVGQah5uUPxe7yUO1prMPtK3YSHRpSZVpUaMjR/wYVVJAQ4VumyGWAIxqXI5HsotpvPO4tqr4f8I1RTFRa1YkhDiiu/aZLaNGOKtvKK3P7XhcArxvc5bg9XkqPkqO78n3FhhUegwqP96jHm1PkpLzi6O95MPNn7noxH/W9yaxve3i0c8iKUvDW4+a5x3n0c87Co+yriVX9G1RdQZmKBIKdv/J2Z37t+VpY5sZjNM7TUCav56jtREjRTjwVjVTcdYzv1caRvfocj4Kai9t8cRSDJ/Byt9ztqfWmM/iKCOQQf+Wu0+3B7PWQWVh7+7G3yInHUcsQP8XZYACuYiyGG1dowmHTTewrdWNyl1V/WvxwZXm+IXs8NX+HKixzYxgQ66j5gv3uAicVEQfGsHcfo42uafc1nTdWHOO62cG/D1FpR7+Z7amo3kOI+M69imu+Xgv4Pj+1FHe2JC3qe25duMswHet19wb3DWKB0mN8XygqD7xzjvpoEXlrGL6edPasgNH/hNBYvt3m5vtMD5f0DMFmadm9CBxkMpmY2NvGlgIv01a7wGqH0ZN9Pfq8fwlUBEj7V7gHPr2BnJTR/C87idPbW7GaA+M9OB7pkWYGJpt5sehEvCER8NHVAfmdQ5qO34cbaGqTJ0+moKCg8mfHjqN8KQ80YfFgrqXayWzxzQ9Ubao/3Vkpug2GNTDHDY4MtTOsY+3j6g5oG0O4LejTsk6COneBEDP0z6h9/K+TOsU0XzBSq6hQK+G22qtK2yVENmM0LV+Lytvk7hB5lHF9beFQw/i4UQ4zZjPEhIbUNBsAu9VM1OE3wyvKIa5jrbsyMoYx57cc9qeNrj0es/VQu+0sgMiU2pcNCasSeyjlpEQ5al28a1JktS4Gd+aVMTAjptZ1TuoYxa9b8uiRGklauAGFuwjfu5wRbWrfT7+MGH7Prt7FeffUKNizsurEkn2+8WRrkZ/2hyrdFreJsoDzQOV/eALYInDYLLSPD6t1G0Pa+9pbR4iZ+Agb/Y9yvEPaxxIbZqt1frDzZ+46LAYDMqJqnT+qc0y9tme0PaH2mbEdMCz22ucfKSS0eoHL4Y7yGW5qMWE27NbazxlTowPzXFnqzl95O7xDbK3zuqdE4jA3TsWzYQvHnV57PjvbnYwjrJHOwxzRhwrRamBqzHHG2w6vfV58p6PG0VJF2kOItNf+JFzHxIhmjKbl81fuRtituM0hnNyh9vejf0Y0oXtX1DjP02aYr9AuvhOl3hAic5b5ZqQPAgw6xdupsEaC/Sh5GZUOrhKKzTUv0y05EpPJYMXumm/cn9Q5FkfmgZ4KotJ87XQ9xIbbsBxxM8AISwBTLe2p2YoRduD6ze7lkDag9o1HJPu+X0hVYQmQcZS/e22GQmjt18haihb1PbcOjNA4jHYja5/fZjBefV6DXmyYDZul5r9vJhMkRdb+3T4Y+D1vDQNm3wur3oeRt0BiN/LKvdz9UzkDk8wMDbAn2DtEmxnXwcpTS5xsyvP42r2T7/b1Bv2/a8DTwguP3C74cCKYTDzvuBabBU5rHxg9OTSGczuHsLkAZna4x/eezb7P3yFJC+LXu5EJCQlYLBays6s+IZCdnU1KSs0Xx1NSUuq1vN1uJyoqqspPsDDs0Rj9Lql5Xv9LMeyBe6xGdFuM5N41zzv5HswJnZo5osZhtVo5o3cKMWHVn7S0mk387ZTOJEbrIgoEd+4CJMXFMHls5xpvQqZEORjYvuV/UW4NEiOsTDqpbY3zxnSLJyG4v1PVW4vK25h2vi60upxe8/xh18PqI7r/t9hItLu5YXgKCzbv48zeNRcZ/GVoW2w2G1gPfAAWPg+n3FvjskZiN/LD2/Pd+r1kJZwAEUnVFzKZwRHj++IIvi+TOxdD17E1xz702kOxm0zEx8Yy+dT0GhftlRZFQVkFxc6qX9jax4Rw52mdqKloOjHSzuD28WzeV0KYzUJK+RZwlRCy+Rv+0stBWA2FM3armbP7pvHtuqpPrAxuG02qUUOvDmV5cMp9NRZqEN2GneG92b7f9+TWuB5xJOz87tCTaaP+AdFtyYgN4+/jutd43J2TIuh04KaEyWSiT3oMp/dKqbHox241c8XIDoQd5QZHsPNn7sbHxnJXLe1hcpSdIR3qV/RqxHbCSKz5c2Gcci+W+Jq7MK5x+ej2GCffXfO81H6+Lhb9JDYshMuHt6tx3vg+qUTYA+uik9Sfv/K2Z1oUbeNqvpF9z7hOJMQ3TqF6WHQCxqi7fEV01WbGYe5+ZqPsB6AiLBHjhBtrnGd0O5MKe0yj7YvEbpDQteZ5pz8Ekck1z2vBkqLs3DKmS43zRndNJDGyHsVZrYC/ctdmtVBSYWJwpySSo6q/JyYT/GNsV2J+e7/6ypYQjD/cBvMeofyUB/GazISue893DjviZtjwJcnWMr7fbcE74paaA+h0CmStwjv0OmZuqbn3phtGd6JzYhivzd9WbV50aAhn9ErEtGSab8LJd/vO9+shIcLOJcOqfrfb6wnH6HdRjcsbAy7Hc3BYk5K9vr9HaQNr3vjJ/4SY9vWKp1UIscPAy3xDqR3J6oDhN0Fo7Q9PtBQt6ntuHVitVuh5LoTWUNhntsKJd2KJOkpBvQSFGIeZS06o+XrWOf3SiLIH9xPUfs1bw4DvH4Sf/wND/wodRmEYBnfOLafcbXB1Pxum2p5KacEu6BZCQqiJSd+VUe42IKkHjLoLNnwJn1zXcp9ONwyYeTPsWsamQfcy43cT4zuFEB4SeO9BQ3WNszA42cKjv8VTPuhaWPTCUYelkdbFr0UCNpuNQYMGMWfOnMppXq+XOXPmMHx4zZWmw4cPr7I8wOzZs2tdPpiZo1PhpDsw/vD/DlVr26N8X95OvB1z9FGefGrhzPEd4MK3MXqff+jCUFQaxoQX8LStvRo2ELSJtvPuNcM44bAeBbqnRPLW1UNJi9IF3dakXZyd/17enw4JvgpukwlO7RbPe9cMok1CjH+DEwDsoVFcMDCZ+8/oROyB4h5HiJkrT0jjoXN7EBsXwD22BLuIJOg6DkbeCoOuPPSkUVgcxukPYfS7GG/JYWOTp/SFP7+ObeUMzhuQSrTDypl9Upg4on3lTfGoUCu3nNqZzokR3Pp5Jnsv+Nz3RNFvM8HjwvjTqxDdxrc9sxWj5wT4y3v8d40Lu9XMDTNz2DnhE7ydxhy6OZ7QFc57DdbPhM6nYYx/0hf7gmeg/yUYQ649FHtoLJxyj2/++pkQ3wnXXz7EW7CbUQWf8vSEjpUXfUMsJv40MJ1nLxrAmt0FlU8QJEbaeeRPvRjVNoSu++cw44r+h91Mh9Fd4nnnqkF8tjqHR8/rQ39HNglRERg9/whAxvd/4+NLOzKw7aGLeX3bRPPhVf1wFucTc+BpfJvFzF8GpfLshX2IWfMmWA4Ux0WlwfgnYfcyyF4LF75zqBcGkxlPl3Fknv0BN83KxhFi5urh6fx7kJOYnx/yVaqPfxK6jweL79xgSPtYnv5Lf9KifQUbFrOJM3unMG3iYDIOu4nVJjaUNjEOXr58EAPbxlSJ/b2/nkC7OD117U8dYqy8NXEAHQ9rD0/pGs/7Vw+ud3toie8AF73ry7+D55DRbTD++AoV6UPrtS2z1YrR/kSMc5471DOJJQSjz/lw/nRMcXUvOGhscRF2Lh/ejttO60pUqO84w2wWrhrZnn+c0Z302MB7GlkCQ0p8LO9cNZAzeiZWFpplxIXy2iV96JPUuD2yOCPScV06E5J6Vk7zdBhFxcSvCElovPyzh8fgGXAFxpgHDt1QCQnFGPJXjHFTscW2abR9EZkCl/4Pep93qFfA6Ay44L/QdkTj7acZhVjM/GlgOv8+txdx4b7PgN1q5vLh7Xjkz30rp4n/JUQ6iAq3897VAzmla1zl6WjHhHDevmIgHdhJ+YTX8bT7w6GVknvjvmwm1vJ8ynucR2FcXxJm3+L73J73mq/QNXsNcdZyhqaGkNvlPIzTHjrUQ5bVAQMnwpBr8JqsFPa7hotO6Mi43slV/oY8cX4/+qRFkGCtYMbEPnRPOdTbwAkdYvnor0No8/0tvvb43Oeh06lgrt8lzXC7lZtP6cKtY7pU9n4x/rV1eEf9A2PkrVWvq514B94//D+82esO9Sr08TUYf3oZo+9fDp3bRqbA2c/4CpPrGU+rEdMerpgFGYedh6X2h4mf17vQQ+quIqodxsRZGO0Pz+deGJd9hicAC9Kk/uKjwrlmZDtuHdOl8vtCuM3CtX/owN9P70pKrHrGbBJeD3x5J/z0BAy6CnqcA8Dzy118t93NDQPsxDkCs72wW01MGmhnS76Xu38qwzAMyBgGJ/0d1n0C713S8oa/Ngz4ejKsfBfviFu4e00qCaEmzuzY+h4SuahnCDmlBs8Wj4HuZ8Gs22D1R/4OS1oAk2EcbcCwpvf+++8zceJEXn75ZYYOHcrTTz/NBx98wG+//UZycjKXX3456enpTJkyBYCff/6ZUaNGMXXqVMaPH897773Hww8/zLJly+jdu+Ynzw9XWFhIdHQ0BQUFLb7ys648ZYWYi7PBXQbWULwRyVhCg+PYKgqysbrywe3ECAnDG9PeVxEbBLLyiih0GngNgwibmTbxOjk7mmDM3YP27MujxOXFajETaTcTH9PyK+lbmwpXOXsLSimr8GK3mkmIsOIIC67PYVNoEXlbUQrF+8BdhuFxYYSE47QnYHUV4MGM2V2KxfBgsth8NwRtEex1h+I6MI69xWTC7TXweA3C7VYiHVbySlxUuN1E27wkUFg5/qgrNBlzeR7mimKw2PA6YvE4y3DZIshzmnG6vYTZLCTbKzCX5WIy3GCx++6IGge6Zw6Lg9I8X7wWB2UhcVgqCrF5yzFZQjCsDqgowe0x8IaEYwmLxijMwjCZKbPGkuux43J7sVlMxIa4CTHcFJpCKXV5cXu8RNsg3lKCFxMmswWLt4I8j4OiChNms4lQq5kyrxmbBWJNpYS6CyEkjAprGEZZHngqcNsi2WfEUF7hxWw2ERduI64iG6+ngmxvNKVuEyEWE3ariQq3QUyoCZszjxCjApM9Aiw233ADhhcikvA4izG5isEcQrktluyKMJxuDzaLmdRwCC3L8r3GtgjfBWlL9fOAzP0llLh868RH2CqLFY5UUOYir7QCZ4UHMBEdaiVF3bJX46/czdqfR7HT1x5G2SAutvZuzY+lojAHS3mer4DHFo4lvvYhQY7F63ZjKtjmG5fY6sBwRGNuIRdXS50V7Cl0Ul7hwWG1kBQZQmSontptjZo7b4sKcskrhwqPlwibieSEpiucLMvdhdlVBCYLHlsUYbFNk3+ushIsJXswVZRhWB14whOxhcU0yb5wlfieTPa4wBYJQfBEp8drkF1YTpnLgz3ETGKkHbtVRfDH4o821+WqoLC4mOIK3zluZAgkWErAMDCZTJR6rVjdJZgML9jCwGylwu3GZY8jypWD2V3mG4/Y6wbMGLYITBXFmCwOyrFSbgoj0r0Xs7vcd95ntoDXg2GPwhyVwv68Aswmg3yXiXK3QWiIhTiHiajIA0+bu13sLyigwGXCYjYTbTcT480HV7GvS/+Ydsd1Q77C4yXnYNtpM5MU6cBcUYapeLdvGLGQUIzINCz2MAyvF2f+bkyuYkwWO0ZEInY8UJIDbmejxNNq5O8AZxFg+M7rYwO3QKBFfM+tI2/edkyuUjA8EBKOqR69aklwKC4vZ29RBWUVHhxWMwmRIUSFtr7vwM2St6W58L9rYfP3cMKNvgdXgI82uLhjbjnndQ3hz92q9y4caObvdPP8chd/G2jj9iEHetjctRTmToWEznDh29CYw3U1lMcNX94OS6fDsBt4xTmGhxc5ufsEO70TW+c56ie/V/Dx7xW8c1Yow7Y8B1t+gLOegkFX+Ds08SO/FwkAPPfcczz22GNkZWXRv39/nn32WYYNGwbA6NGjad++PdOnT69c/sMPP+See+5h27ZtdOnShUcffZQzz6xbd4OBdCInIocod0UCj/JWJDApd0UCj/JWJDApd0UCj/JWJPA0ed5umQuf3ugrhjrxDkj3DU/z/m8uJv9YzugMC9f0DcxhBmry+aYK3l1fwU0DbNwxxO47rtwtMPdhX3H9mY9D3wtqHmKyORTvhY+vhm3zYfgk5tpP5qqvSxnf0crFPVtvL1cer8HDi5xklxp8cm4obde/Chu+8A3JetqDYG29r01r1iKKBJqTTuREApNyVyTwKG9FApNyVyTwKG9FApNyVyTwKG9FAk+T5W3BTpjzL1j1AaT0g5G3QEQSLo/Bo786eW2VizHtrFzZJwRzkBQIHDRrcwUz1lUwvqOVqaNCibSZfL3+/PKSr2ii48kw9mFI7nnMbTUaw4A1H8NXf/f1Xnnincxz9+S6b0rplWDhtiG2oHsf6qvQaXD/gnIsJpgxPoz2e76EJdMgsTuc8yykD/J3iNLM1B+WiIiIiIiIiIiIiIiIyLHk/AYzb4VnB8Dv38Lwv8HpD0JEEov3uDnnfyW8sdrFZb1CuCoICwQAzuoUwq2DbHyf6eb0D4r5emsFRki4ryeFU+6DfRvgxRHwweWQuch3A7+peL2wcTZMO83Xg0BiNzzjn+XF7G5c9VUpPePN3DxIBQIAUXYTd59gxwDO/bSEb0PHwZlPQEUZvHoKfHQ1ZK/zd5jSjIJjcHcRERERERERERERERGRxmQYkLMeNs2GtZ/C7mUQGgv9/gLdz8JpDmXuNjf/XVvGgl0eOsWYefAPDjrEBPczusPSrHSIMfPGahfXf1tGr3gzV/SxcUaHIUScMwA2z4G1n8DrYyGuI/T6I3Q+zfe0+vF2be/1QtZK2PAVrHof8rZBQjcqTv0/Zrt68cwXTn7Pc3J2ZysXdAvBYlaBwEEJYWb+NdLByytc/PWbMl48rS1njH/S9/le9QGs+QjaDoc+50PXcRCd7u+QpQlpuAERCQjKXZHAo7wVCUzKXZHAo7wVCUzKXZHAo7wVCTz1ytuS/ZCzDvK3w76NkLXaVxRQlgcWG6QNhI6jWWEfwqJsWJLlYeFuNyUV0DnGzPhOVoamWlrdU+tr9nqYuamCVfu82MwwNNXCkFQrPeNMdHRvJH3P9zh2LwRnoe91TOkDyb0grhNEt4GIJF/hhS3cN99kBq/b94R7eSGU7IXCXZC7FbLX+t4TZyHFIfFsSzyVddEn8WtJEnO2e8hzGvRKMHNRjxA6xVj8/dK0WIZhcO03ZfxtoJ3r+9t9E71u2L4ANn0He1aB4fEVeGQMg5PvhpgM/wYtja7V9SRwsCaisLDQz5GIBL/IyEhMjXRCpNwVaT6NlbvKW5HmozZXJPAob0UCk3JXJPAob0UCkz+uT0W8OBhzWW616d6wBLzx3TAsNtj+CxN+61tlfidbHukVRaz4DVb8dtwhB6RYoJc9lLXORObv8jB/l+fAnAxg4oGfAzYf+KlUdODnaNIO/Iw8NKn88NXcAHQIySehrJDZy2B2g46k9SipaItny49UFKyqOsMWgyl1IJac1Zhyt0DuFsoS+1LR99JjbrMx21xpeq2uSKCoyPcXIyNDFS8iTa0xq6qVuyLNp7FyV3kr0nzU5ooEHuWtSGBS7ooEHuWtSGDyx/WpV852cH7PELbneylzH94Jd9aBH58RET3IsqRgxuubUAG7jjvSYFBOZ/IAMDCRZ44j1xLf5Htt496Bwyjz/VIBu0qbfJdBoQsbiNg4i6XrNxx1OY8XJp3/N1Zk3XTMbaqnncDS6oYb8Hq97N69O+iqWQoLC8nIyGDHjh1Bl4A6tsDVmHl2eO4WFRUF3esWjJ8FHVPLV9vxNFbutvQ2NxjeTx1Dy9ASjqGp2tzmzt2W8Foej0CPH3QMzSnQ8zZQXuf6Csbj0jE1rkDP3boKxs9NU9NrVn/N9Zq1lrytiT6Xeg0gcF+Dprw+FaivSW10PC1bsB0PNP11ZWkera4nAbPZTJs2bfwdRpOJiooKmj8yR9KxtW6H5+7BRiYYXzcdU2AItmNqquMJlDY3GN5PHUPLEAzHAC0jdwP9tQz0+EHHEGj8mbfB+joH43HpmFqeltDmHkugv8b+oNes/gLpNQuEvK1JIL3GTUWvQet9DY6Wt8H2muh4WrZgOx4IzmNqTcz+DkBERERERERERERERERERESah4oEREREREREREREREREREREWgkVCQQJu93O/fffj91u93cojU7HJkcKxtdNxxQYgu2Ygu146isYjl/H0DIEwzG0FIH+WgZ6/KBjkLoL1tc5GI9LxyQNode4/vSa1Z9es6an11ivAeg1qEmwvSY6npYt2I4HgvOYWiOTYRiGv4MQERERERERERERERERERGRpqeeBERERERERERERERERERERFoJFQmIiIiIiIiIiIiIiIiIiIi0EioSEBERERERERERERERERERaSVUJBAEfvzxR84++2zS0tIwmUx8+umn/g6pUUyZMoUhQ4YQGRlJUlISEyZMYMOGDf4Oq1G8+OKL9O3bl6ioKKKiohg+fDhfffWVv8Nq0XJzc7nkkkuIiooiJiaGq6++muLi4qOuM3r0aEwmU5Wf66+/vpkiru7555+nffv2OBwOhg0bxq+//nrU5T/88EO6d++Ow+GgT58+fPnll80Uad3V55imT59e7f1wOBzNGO3RNeRv6dy5cxk4cCB2u53OnTszffr0Jo+zPup7THPnzq32HplMJrKysponYD/Ztm0bV199NR06dCA0NJROnTpx//3343K5/B3aUdX3b0pLEoxt/NSpUzGZTNx6663+DqXFC9T2sCGf25bW9j3wwAPV4unevftR12kpr/9B7du3r7Gtuummm2pcvqW9B8EkkNuhIwVju3SkYGqndu3axaWXXkp8fDyhoaH06dOHJUuW+DusoBJM+d0cGtK+tjbH+m5qGAb33XcfqamphIaGMmbMGDZu3OifYANQoJ5fN6Zguj5VX8F4PaupBPr15WDL9WDK22DLQ11Tbj1UJBAESkpK6NevH88//7y/Q2lU8+bN46abbmLRokXMnj2biooKTj/9dEpKSvwd2nFr06YNU6dOZenSpSxZsoRTTjmFc889l7Vr1/o7tBbrkksuYe3atcyePZtZs2bx448/8te//vWY61177bXs2bOn8ufRRx9thmire//997ntttu4//77WbZsGf369WPs2LHk5OTUuPzPP//MRRddxNVXX83y5cuZMGECEyZMYM2aNc0cee3qe0wAUVFRVd6P7du3N2PER1ffv6Vbt25l/PjxnHzyyaxYsYJbb72Va665hm+++aaJI627hrYPGzZsqPI+JSUlNVGELcNvv/2G1+vl5ZdfZu3atTz11FO89NJL/POf//R3aLVqSP61JMHWxi9evJiXX36Zvn37+juUFi+Q28OGfm5bWtvXq1evKvHMnz+/1mVb0ut/0OLFi6vEP3v2bADOP//8Wtdpae9BMAj0duhIwdYuHSmY2qm8vDxGjhxJSEgIX331FevWreOJJ54gNjbW36EFjWDL7+ZSn/a1NTrWd9NHH32UZ599lpdeeolffvmF8PBwxo4dS3l5eTNHGngC+fy6sQTb9an6CsbrWU0lkK8vB1uuB1veBlse6ppyK2JIUAGMTz75xN9hNImcnBwDMObNm+fvUJpEbGys8dprr/k7jBZp3bp1BmAsXry4ctpXX31lmEwmY9euXbWuN2rUKOOWW25phgiPbejQocZNN91U+bvH4zHS0tKMKVOm1Lj8BRdcYIwfP77KtGHDhhnXXXddk8ZZH/U9pjfeeMOIjo5upuiOT13+lv797383evXqVWXahRdeaIwdO7YJI2u4uhzTDz/8YABGXl5es8TUkj366KNGhw4d/B1Greqbfy1dILfxRUVFRpcuXYzZs2e3qHanpQqm9rAun9uW1vbdf//9Rr9+/eq8fEt+/Q+65ZZbjE6dOhler7fG+S3tPQgWwdYOHSmQ26UjBVs7dddddxl/+MMf/B1GUAv2/G4K9W1fW7sjv5t6vV4jJSXFeOyxxyqn5efnG3a73Xj33Xf9EGFgCabz64YK5utT9RWM17MaS6BfXw62XA/mvA22PNQ15eCmngQkYBQUFAAQFxfn50gal8fj4b333qOkpIThw4f7O5wWaeHChcTExDB48ODKaWPGjMFsNvPLL78cdd0ZM2aQkJBA7969mTx5MqWlpU0dbjUul4ulS5cyZsyYymlms5kxY8awcOHCGtdZuHBhleUBxo4dW+vyza0hxwRQXFxMu3btyMjICPjeM1r6e3Q8+vfvT2pqKqeddhoLFizwdzh+UVBQ0GLbm4bmX0sWyG38TTfdxPjx46v9PZDqgq09rOvntqW1fRs3biQtLY2OHTtyySWXkJmZWeuyLfn1B99n6u233+aqq67CZDLVulxLew8CXTC2Q0cK5HbpSMHWTn3++ecMHjyY888/n6SkJAYMGMCrr77q77CCRmvI76ZSn/ZVqtq6dStZWVlVPnfR0dEMGzZMn7tjCLbz64bQ9an6C7bPQF0F8vXlYMt15W3Lfn+Oh64pBx4VCUhA8Hq93HrrrYwcOZLevXv7O5xGsXr1aiIiIrDb7Vx//fV88skn9OzZ099htUhZWVnVuqaxWq3ExcUddVybiy++mLfffpsffviByZMn89Zbb3HppZc2dbjV7Nu3D4/HQ3JycpXpycnJtcaflZVVr+WbW0OOqVu3brz++ut89tlnvP3223i9XkaMGMHOnTubI+RGV9t7VFhYSFlZmZ+iOj6pqam89NJLfPzxx3z88cdkZGQwevRoli1b5u/QmtWmTZv4z3/+w3XXXefvUGrUkPxryQK5jX/vvfdYtmwZU6ZM8XcoASGY2sO6fm5bWts3bNgwpk+fztdff82LL77I1q1bOfHEEykqKqpx+Zb6+h/06aefkp+fzxVXXFHrMi3tPQgGwdYOHSmQ26UjBWM7tWXLFl588UW6dOnCN998ww033MDNN9/Mm2++6e/QgkKw53dTqW/7KlUd/Gzpc1d/wXR+3VC6PlV/wXg9qy4C+fpysOW68jb48lDXlAOX1d8BiNTFTTfdxJo1a4JqTLdu3bqxYsUKCgoK+Oijj5g4cSLz5s1rVYUC//jHP3jkkUeOusz69esbvP3Dx5Tq06cPqampnHrqqWzevJlOnTo1eLvSMMOHD6/SW8aIESPo0aMHL7/8Mg8++KAfI5ODunXrRrdu3Sp/HzFiBJs3b+app57irbfe8mNkDVPXvzHdu3ev/H3Xrl2MGzeO888/n2uvvbapQxQCt43fsWMHt9xyC7Nnz8bhcPg7HGlmdf3ctrS274wzzqj8f9++fRk2bBjt2rXjgw8+4Oqrr272eI7XtGnTOOOMM0hLS6t1mZb2HkjLF6jt0pGCtZ3yer0MHjyYhx9+GIABAwawZs0aXnrpJSZOnOjn6KS1Crb2VSTY6fwwuOj6cuugvG3Zgu2acmuiIgFp8SZNmsSsWbP48ccfadOmjb/DaTQ2m43OnTsDMGjQIBYvXswzzzzDyy+/7OfIms/tt99+1Ce/ADp27EhKSgo5OTlVprvdbnJzc0lJSanz/oYNGwb4nhJuzpO4hIQELBYL2dnZVaZnZ2fXGn9KSkq9lm9uDTmmI4WEhDBgwAA2bdrUFCE2udreo6ioKEJDQ/0UVeMbOnRowF4kr+vfmIN2797NySefzIgRI3jllVeaOLqGa4z8aykCuY1funQpOTk5DBw4sHKax+Phxx9/5LnnnsPpdGKxWPwYYcsTLO3h8XxuW1rbFxMTQ9euXWuNpyW+/gdt376d7777jv/973/1Wq+lvQeBKJjaoSMFcrt0pGBtp1JTU6sV1vfo0YOPP/7YTxEFl2DO7+Z0rPZVqjr42crOziY1NbVyenZ2Nv379/dTVIEhWM6vj4euT9VfsF3Pag3Xl4Mt15W3wZeHNQnka8qtiYYbkBbLMAwmTZrEJ598wvfff0+HDh38HVKT8nq9OJ1Of4fRrBITE+nevftRf2w2G8OHDyc/P5+lS5dWrvv999/j9XorT8zqYsWKFQBVvnQ2B5vNxqBBg5gzZ07lNK/Xy5w5c6pUQB5u+PDhVZYHmD17dq3LN7eGHNORPB4Pq1evbvb3o7G09PeosaxYsSJg36O6/o0BXw8Co0ePZtCgQbzxxhuYzS33FKkx8s/fgqGNP/XUU1m9ejUrVqyo/Bk8eDCXXHIJK1asCMgbL00t0NvDxvjctrS2r7i4mM2bN9caT0t6/Y/0xhtvkJSUxPjx4+u1Xkt7DwJRMLRDRwqGdulIwdpOjRw5kg0bNlSZ9vvvv9OuXTs/RRRcgjG//eFY7atU1aFDB1JSUqp87goLC/nll1/0uTuGQD+/bgy6PlV/wfYZaA3Xl4Mt15W3Lfv9aSyBfE25VTEk4BUVFRnLly83li9fbgDGk08+aSxfvtzYvn27v0M7LjfccIMRHR1tzJ0719izZ0/lT2lpqb9DO27/+Mc/jHnz5hlbt241Vq1aZfzjH/8wTCaT8e233/o7tBZr3LhxxoABA4xffvnFmD9/vtGlSxfjoosuqpy/c+dOo1u3bsYvv/xiGIZhbNq0yfj3v/9tLFmyxNi6davx2WefGR07djROOukkv8T/3nvvGXa73Zg+fbqxbt06469//asRExNjZGVlGYZhGJdddpnxj3/8o3L5BQsWGFar1Xj88ceN9evXG/fff78REhJirF692i/x16S+x/Svf/3L+Oabb4zNmzcbS5cuNf7yl78YDofDWLt2rb8OoYpj/S39xz/+YVx22WWVy2/ZssUICwsz7rzzTmP9+vXG888/b1gsFuPrr7/21yFUU99jeuqpp4xPP/3U2Lhxo7F69WrjlltuMcxms/Hdd9/56xCaxc6dO43OnTsbp556qrFz584qbU5Ldaz8a+mCtY0fNWqUccstt/g7jBYtkNvDunxuW3rbd/vttxtz5841tm7daixYsMAYM2aMkZCQYOTk5NQYf0t6/Q/n8XiMtm3bGnfddVe1eS39PQgWgd4OHSlY26UjBUM79euvvxpWq9V46KGHjI0bNxozZswwwsLCjLffftvfoQWNYMvv5nCs9lWO/d106tSpRkxMjPHZZ58Zq1atMs4991yjQ4cORllZmZ8jb/kC+fy6sQTb9an6CsbrWU0lkK8vB1uuB1veBlse6ppy66EigSDwww8/GEC1n4kTJ/o7tONS0zEBxhtvvOHv0I7bVVddZbRr186w2WxGYmKiceqpp6pA4Bj2799vXHTRRUZERIQRFRVlXHnllUZRUVHl/K1btxqA8cMPPxiGYRiZmZnGSSedZMTFxRl2u93o3LmzceeddxoFBQV+OgLD+M9//mO0bdvWsNlsxtChQ41FixZVzhs1alS1nP3ggw+Mrl27GjabzejVq5fxxRdfNHPEx1afY7r11lsrl01OTjbOPPNMY9myZX6IumbH+ls6ceJEY9SoUdXW6d+/v2Gz2YyOHTu2uL9P9T2mRx55xOjUqZPhcDiMuLg4Y/To0cb333/vn+Cb0RtvvFFrm9OSHS3/WrpgbeOD4eZLcwjU9rAun9uW3vZdeOGFRmpqqmGz2Yz09HTjwgsvNDZt2lQ5vyW//of75ptvDMDYsGFDtXkt/T0IJoHcDh0pWNulIwVLOzVz5kyjd+/eht1uN7p372688sor/g4p6ARTfjeHY7Wvcuzvpl6v17j33nuN5ORkw263G6eeemqN7bzULFDPrxtTMF2fqq9gvJ7VVAL9+nKw5Xow5W2w5aGuKbceJsMwjAZ2QiAiIiIiIiIiIiIiIiIiIiIBpOUOuCsiIiIiIiIiIiIiIiIiIiKNSkUCIiIiIiIiIiIiIiIiIiIirYSKBERERERERERERERERERERFoJFQmIiIiIiIiIiIiIiIiIiIi0EioSEBERERERERERERERERERaSVUJCAiIiIiIiIiIiIiIiIiItJKqEhARERERERERERERERERESklVCRgIiIiIiIiIiIiIiIiIiISCuhIgFpcUaPHs2tt97q7zBERERERPzOZDLx6aefArBt2zZMJhMrVqzwa0wi0rzmzp2LyWQiPz/f36GIiIg0qQceeID+/fs3ybaboj3V+bmIj3JXJDCpSECaxBVXXIHJZMJkMmGz2ejcuTP//ve/cbvd/g5NRI7T3r17ueGGG2jbti12u52UlBTGjh3LggUL/B2aiBzFwoULsVgsjB8/3t+hiMhhjtWu7tmzhzPOOKNe2/zkk0844YQTiI6OJjIykl69eqkIV6QR6fuuSHA4PJcP/9m0aZO/QxMJCLXl0Lhx4/wdWov25ptvMmTIEMLCwoiMjGTUqFHMmjXL32FJK6LcrT99x5ZgZfV3ABK8xo0bxxtvvIHT6eTLL7/kpptuIiQkhMmTJ/s7NBE5Dueddx4ul4s333yTjh07kp2dzZw5c9i/f7+/QxORo5g2bRp/+9vfmDZtGrt37yYtLc3fIYkIx25XU1JS6rW9OXPmcOGFF/LQQw9xzjnnYDKZWLduHbNnz26K8EVarcb6vuvxeDCZTJjNeoZDxB8O5vLhEhMT67UN5bG0ZjXlkN1u91M0tauoqPB3CADccccdPPfcc/zf//0fEyZMoKKigrfffptzzz2XZ555hkmTJvk7RGkllLt1p+/YEsx09ipN5uCTUO3ateOGG25gzJgxfP755wAsWLCA0aNHExYWRmxsLGPHjiUvL6/G7bz11lsMHjyYyMhIUlJSuPjii8nJyamcn5eXxyWXXEJiYiKhoaF06dKlsoFzuVxMmjSJ1NRUHA4H7dq1Y8qUKU1/8CJBKj8/n59++olHHnmEk08+mXbt2jF06FAmT57MOeecU7nMNddcQ2JiIlFRUZxyyimsXLkS8D0tmZKSwsMPP1y5zZ9//hmbzcacOXP8ckwirUFxcTHvv/8+N9xwA+PHj2f69OlV5n/++ed06dIFh8PBySefzJtvvlmtK7f58+dz4oknEhoaSkZGBjfffDMlJSXNeyAiQaYu7erhww0c9NtvvzFixAgcDge9e/dm3rx5lfNmzpzJyJEjufPOO+nWrRtdu3ZlwoQJPP/885XLHOwK8uWXXyYjI4OwsDAuuOACCgoKmuW4RYJBbd93n3zySfr06UN4eDgZGRnceOONFBcXV643ffp0YmJi+Pzzz+nZsyd2u53MzEycTid33XUXGRkZ2O12OnfuzLRp06rsc+nSpQwePJiwsDBGjBjBhg0bmvuwRYLOwVw+/OeZZ55pcB7fcccdpKenEx4ezrBhw5g7d67/Dk6kGdSUQ7GxsYDvPPbll1/mrLPOIiwsjB49erBw4UI2bdrE6NGjCQ8PZ8SIEWzevLnado92nrp48WJOO+00EhISiI6OZtSoUSxbtqzK+iaTiRdffJFzzjmH8PBwHnrooWr7KC0t5YwzzmDkyJGV331fe+01evTogcPhoHv37rzwwgtV1vn1118ZMGAADoeDwYMHs3z58jq/VosWLeKJJ57gscce44477qBz58706NGDhx56iFtvvZXbbruNHTt21Hl7IsdDuVv33K3Ld2yRQKUiAWk2oaGhuFwuVqxYwamnnkrPnj1ZuHAh8+fP5+yzz8bj8dS4XkVFBQ8++CArV67k008/Zdu2bVxxxRWV8++9917WrVvHV199xfr163nxxRdJSEgA4Nlnn+Xzzz/ngw8+YMOGDcyYMYP27ds3w9GKBKeIiAgiIiL49NNPcTqdNS5z/vnnk5OTw1dffcXSpUsZOHAgp556Krm5uSQmJvL666/zwAMPsGTJEoqKirjsssuYNGkSp556ajMfjUjr8cEHH9C9e3e6devGpZdeyuuvv45hGABs3bqVP//5z0yYMIGVK1dy3XXXcffdd1dZf/PmzYwbN47zzjuPVatW8f777zN//nw95SBynOrSrtbkzjvv5Pbbb2f58uUMHz6cs88+u0rPA2vXrmXNmjVH3camTZv44IMPmDlzJl9//TXLly/nxhtvPK7jEWnNDn7fNZvNPPvss6xdu5Y333yT77//nr///e9Vli0tLeWRRx7htddeY+3atSQlJXH55Zfz7rvv8uyzz7J+/XpefvllIiIiqqx3991388QTT7BkyRKsVitXXXVVcx6iSKvR0DyeNGkSCxcu5L333mPVqlWcf/75jBs3jo0bN/rpSET878EHH+Tyyy9nxYoVdO/enYsvvpjrrruOyZMns2TJEgzDqPa98ljnqUVFRUycOJH58+ezaNEiunTpwplnnklRUVGV7TzwwAP88Y9/ZPXq1dXazPz8fE477TS8Xi+zZ88mJiaGGTNmcN999/HQQw+xfv16Hn74Ye69917efPNNwFd8f9ZZZ9GzZ0+WLl3KAw88wB133FHn1+Ldd98lIiKC6667rtq822+/nYqKCj7++OM6b0+kKSl3D6nrd2yRgGSINIGJEyca5557rmEYhuH1eo3Zs2cbdrvduOOOO4yLLrrIGDlyZK3rjho1yrjllltqnb948WIDMIqKigzDMIyzzz7buPLKK2tc9m9/+5txyimnGF6vt8HHIiJVffTRR0ZsbKzhcDiMESNGGJMnTzZWrlxpGIZh/PTTT0ZUVJRRXl5eZZ1OnToZL7/8cuXvN954o9G1a1fj4osvNvr06VNteRFpXCNGjDCefvppwzAMo6KiwkhISDB++OEHwzAM46677jJ69+5dZfm7777bAIy8vDzDMAzj6quvNv76179WWeann34yzGazUVZW1uTxiwSzo7WrhmEYgPHJJ58YhmEYW7duNQBj6tSplfMrKiqMNm3aGI888ohhGIZRXFxsnHnmmQZgtGvXzrjwwguNadOmVWlr77//fsNisRg7d+6snPbVV18ZZrPZ2LNnTxMfsUjgO9r33SN9+OGHRnx8fOXvb7zxhgEYK1asqJy2YcMGAzBmz55d4/5++OEHAzC+++67ymlffPGFAagdFjkOEydONCwWixEeHl758+c//7nacnXJ4+3btxsWi8XYtWtXlXVPPfVUY/LkyU13ECJ+VFMOhYeHGw899JBhGL7z2Hvuuady+YULFxqAMW3atMpp7777ruFwOCp/b8h5qsfjMSIjI42ZM2dWTgOMW2+9tcpyB9vT9evXG3379jXOO+88w+l0Vs7v1KmT8c4771RZ58EHHzSGDx9uGIZhvPzyy0Z8fHyVtvfFF180AGP58uXHfL3GjRtn9OvXr9b5UVFRxg033HDM7YgcL+Vu/XK3Lt+xRQKVtVkrEqRVmTVrFhEREVRUVOD1ern44ot54IEHGDJkCOeff36dt3OwumvlypXk5eXh9XoByMzMpGfPntxwww2cd955LFu2jNNPP50JEyYwYsQIAK644gpOO+00unXrxrhx4zjrrLM4/fTTm+R4RVqL8847j/Hjx/PTTz+xaNEivvrqKx599FFee+01SkpKKC4uJj4+vso6ZWVlVbqgevzxx+nduzcffvghS5cubZFjXokEiw0bNvDrr7/yySefAGC1WrnwwguZNm0ao0ePZsOGDQwZMqTKOkOHDq3y+8qVK1m1ahUzZsyonGYYBl6vl61bt9KjR4+mPxCRIHW0dvXw3rMON3z48Mr/W61WBg8ezPr16wEIDw/niy++YPPmzfzwww8sWrSI22+/nWeeeYaFCxcSFhYGQNu2bUlPT6+yTa/Xy4YNG0hJSWm6AxYJErV93/3uu++YMmUKv/32G4WFhbjdbsrLyyktLa3MP5vNRt++fSu3tWLFCiwWC6NGjTrqPg9fJzU1FYCcnBzatm3bBEco0jqcfPLJvPjii5W/h4eHNyiPV69ejcfjoWvXrlW273Q6q30/FgkmR+YQQFxcXOX/D8+T5ORkAPr06VNlWnl5OYWFhURFRQHHPk/Nzs7mnnvuYe7cueTk5ODxeCgtLSUzM7NKHIMHD64x5tNOO42hQ4fy/vvvY7FYACgpKWHz5s1cffXVXHvttZXLut1uoqOjAVi/fj19+/bF4XBUia0+jAM9+tXGZrPVa3siDaXcrXvu1vU7tkggUpGANJmDDY3NZiMtLQ2r1fdxCw0NrfM2SkpKGDt2LGPHjmXGjBkkJiaSmZnJ2LFjcblcAJxxxhls376dL7/8ktmzZ3Pqqady00038fjjjzNw4EC2bt3KV199xXfffccFF1zAmDFj+Oijj5rkmEVaC4fDwWmnncZpp53GvffeyzXXXMP999/PjTfeSGpqao3jLsbExFT+f/PmzezevRuv18u2bduqnGSKSOOaNm0abrebtLS0ymmGYWC323nuuefqtI3i4mKuu+46br755mrzdGNC5PjV1q7WViRQF506daJTp05cc8013H333XTt2pX333+fK6+8svECF2nFavq+u23bNs466yxuuOEGHnroIeLi4pg/fz5XX301Lper8gJiaGgoJpOpclt1/Y4cEhJS+f+D6x8soheRhgkPD6dz586Vvzc0j4uLi7FYLCxdurTyxsVBRw4dIhJMjsyhI9XUdh1vezZx4kT279/PM888Q7t27bDb7QwfPrzyWvHhsdVk/PjxfPzxx6xbt67yelRxcTEAr776KsOGDauy/JE53VBdunRh/vz5uFyuasUAu3fvprCwsFqhkUhTUe7Wn75jSzAy+zsACV4HG5q2bdtWFgiArwptzpw5ddrGb7/9xv79+5k6dSonnngi3bt3Jycnp9pyiYmJTJw4kbfffpunn36aV155pXJeVFQUF154Ia+++irvv/8+H3/8Mbm5ucd/gCJSqWfPnpSUlDBw4ECysrKwWq107ty5yk9CQgIALpeLSy+9lAsvvJAHH3yQa665psa8FpHj53a7+e9//8sTTzzBihUrKn9WrlxJWloa7777Lt26dWPJkiVV1lu8eHGV3wcOHMi6deuq5XXnzp31pINIEzjYrtZm0aJFlf93u90sXbr0qD16tG/fnrCwsCrbzMzMZPfu3VW2aTab6dat23FGL9I61PR9d+nSpXi9Xp544glOOOEEunbtWiXPatOnTx+8Xi/z5s1r6rBF5BgamscDBgzA4/GQk5NT7XxZPfSI1M+xzlMXLFjAzTffzJlnnkmvXr2w2+3s27evztufOnUqEydO5NRTT2XdunWA76notLQ0tmzZUi2HO3ToAECPHj1YtWoV5eXlVWKrq4suuoji4mJefvnlavMef/xxHA4HF154YZ23J9LSBGvu1qSm79gigUg9CUizmzx5Mn369OHGG2/k+uuvx2az8cMPP3D++edX3kQ8qG3btthsNv7zn/9w/fXXs2bNGh588MEqy9x3330MGjSIXr164XQ6mTVrVuVF0ieffJLU1FQGDBiA2Wzmww8/JCUlpcoTzSJSd/v37+f888/nqquuom/fvkRGRrJkyRIeffRRzj33XMaMGcPw4cOZMGECjz76aOUFlS+++II//vGPDB48mLvvvpuCggKeffZZIiIi+PLLL7nqqquYNWuWvw9PJOjMmjWLvLw8rr766spu1g4677zzmDZtGh988AFPPvkkd911F1dffTUrVqxg+vTpwKHK8LvuuosTTjiBSZMmcc011xAeHs66deuYPXt2nXsjEJHqjtWu1ub555+nS5cu9OjRg6eeeoq8vDyuuuoqAB544AFKS0s588wzadeuHfn5+Tz77LNUVFRw2mmnVW7D4XAwceJEHn/8cQoLC7n55pu54IILdCND5Dh07tyZiooK/vOf/3D22WezYMECXnrppWOu1759eyZOnMhVV13Fs88+S79+/di+fTs5OTlccMEFzRC5iBzU0Dzu2rUrl1xyCZdffjlPPPEEAwYMYO/evcyZM4e+ffsyfvz4ZohepPk5nU6ysrKqTLNardWu8dbHsc5Tu3TpwltvvcXgwYMpLCzkzjvvrFfPteC7Ke/xeDjllFOYO3cu3bt351//+hc333wz0dHRjBs3DqfTyZIlS8jLy+O2227j4osv5u677+baa69l8uTJbNu2jccff7zO+xw+fDi33HILd955Jy6XiwkTJlBRUcHbb7/Ns88+y/Tp0zU8iTQb5W7dc7eu37FFApF6EpBm17VrV7799ltWrlzJ0KFDGT58OJ999lmV3gYOSkxMZPr06Xz44Yf07NmTqVOnVvsDbrPZmDx5Mn379uWkk07CYrHw3nvvARAZGcmjjz7K4MGDGTJkCNu2bePLL7/EbNZHX6QhIiIiGDZsGE899RQnnXQSvXv35t577+Xaa6/lueeew2Qy8eWXX3LSSSdx5ZVX0rVrV/7yl7+wfft2kpOTmTt3Lk8//TRvvfUWUVFRmM1m3nrrLX766adq42CJyPGbNm0aY8aMqVYgAL4igSVLllBUVMRHH33E//73P/r27cuLL77I3XffDYDdbgd8vQDNmzeP33//nRNPPJEBAwZw3333VRnCQETq71jtam2mTp3K1KlT6devH/Pnz+fzzz+vvJgzatQotmzZwuWXX0737t0544wzyMrK4ttvv63SS0Dnzp3505/+xJlnnsnpp59O3759eeGFF5r8mEWCWb9+/XjyySd55JFH6N27NzNmzGDKlCl1WvfFF1/kz3/+MzfeeCPdu3fn2muv1ZNJIn5wPHn8xhtvcPnll3P77bfTrVs3JkyYwOLFizU8lwS1r7/+mtTU1Co/f/jDH45rm8c6T502bRp5eXkMHDiQyy67jJtvvpmkpKR67+epp57iggsu4JRTTuH333/nmmuu4bXXXuONN96gT58+jBo1iunTp1c+jRwREcHMmTNZvXo1AwYM4O677+aRRx6p1z6ffvppXnjhBd5991169+5Njx49eOyxx/j++++59NJL630MIg2l3K177tb1O7ZIIDIZhmH4OwgRERERaTkeeughXnrpJXbs2OHvUESkCTzwwAN8+umnrFixwt+hiIiIiIi0Wtu2bWPUqFEMHz6cGTNmNPoY6iIiIkejx6lFREREWrkXXniBxYsXs2XLFt566y0ee+wxJk6c6O+wRERERERERIJW+/btK7tMVwGviIg0NxUJiIiIiLRyGzdu5Nxzz6Vnz548+OCD3H777TzwwAP+DktEREREREQkIFx//fVERETU+HP99dfXul6HDh144IEHGDRoUDNGKyIHNTR3RYKBhhsQERERERERERERERFpoJycHAoLC2ucFxUV1aCx10Wk6Sl3pTVTkYCIiIiIiIiIiIiIiIiIiEgroeEGREREREREREREREREREREWgkVCYiIiIiIiIiIiIiIiIiIiLQSKhIQERERERERERERERERERFpJVQkICIiIiIiIiIiIiIiIiIi0kqoSEBERERERERERERERERERKSVUJGAiIiIiIiIiIiIiIiIiIhIK6EiARERERERERERERERERERkVZCRQIiIiIiIiIiIiIiIiIiIiKtxP8H5slaUcCzO2AAAAAASUVORK5CYII=\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "#Splitting the data into x and y"
      ],
      "metadata": {
        "id": "22uBQ4suyHE3"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "from sklearn.model_selection import train_test_split\n",
        "from sklearn.linear_model import LogisticRegression\n",
        "from sklearn.preprocessing import StandardScaler\n",
        "from sklearn.metrics import accuracy_score, confusion_matrix, classification_report, roc_curve, roc_auc_score\n",
        "import matplotlib.pyplot as plt\n",
        "\n",
        "X = df1.drop('Survived', axis=1)\n",
        "y = df1['Survived']"
      ],
      "metadata": {
        "id": "AgLq8ZXyZUWa",
        "collapsed": true
      },
      "execution_count": 25,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "source": [
        "#Model Building"
      ],
      "metadata": {
        "id": "_fTwgnf2x9EI"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "#Splitting the data into training and testing\n",
        "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, random_state=42)\n",
        "\n",
        "#feature scaling\n",
        "scaler = StandardScaler()\n",
        "X_train_scaled = scaler.fit_transform(X_train)\n",
        "X_test_scaled = scaler.transform(X_test)\n",
        "\n",
        "#Model training using LogisticRegression\n",
        "model = LogisticRegression(random_state=42)\n",
        "model.fit(X_train_scaled, y_train)\n",
        "\n",
        "#Model evaluation & Predictions\n",
        "y_pred = model.predict(X_test_scaled)\n",
        "\n",
        "#Check accuracy & classification report\n",
        "accuracy = accuracy_score(y_test, y_pred)\n",
        "#Getting the output\n",
        "print(f'Accuracy: {accuracy * 100:.2f}%')\n",
        "print('Classification Report:')\n",
        "print(classification_report(y_test, y_pred))"
      ],
      "metadata": {
        "id": "9vfsM-PjXzEO",
        "collapsed": true,
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "acbfb521-6b4b-4147-bf6a-219b9e2ca077"
      },
      "execution_count": 28,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Accuracy: 81.01%\n",
            "Classification Report:\n",
            "              precision    recall  f1-score   support\n",
            "\n",
            "           0       0.83      0.86      0.84       105\n",
            "           1       0.79      0.74      0.76        74\n",
            "\n",
            "    accuracy                           0.81       179\n",
            "   macro avg       0.81      0.80      0.80       179\n",
            "weighted avg       0.81      0.81      0.81       179\n",
            "\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "#Visualization of Classification report for better understand\n",
        "report = classification_report(y_test, y_pred, output_dict=True)\n",
        "\n",
        "#Converting the report to a DataFrame\n",
        "df_classification_report = pd.DataFrame(report).transpose()\n",
        "\n",
        "#Plotting the Heatmap for precision, recall, and f1-score\n",
        "plt.figure(figsize=(8, 6))\n",
        "sns.heatmap(df_classification_report.iloc[:-1, :3], annot=True, cmap=\"Blues\", cbar=False)\n",
        "\n",
        "#Adding the Title\n",
        "plt.title('Classification Report Heatmap')\n",
        "#Adding the Labels\n",
        "plt.ylabel('Classes')\n",
        "plt.xlabel('Metrics')\n",
        "plt.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 564
        },
        "id": "oAUHQT3pUN3u",
        "outputId": "98f4498d-cd41-49f1-d13c-b3a93320552d"
      },
      "execution_count": 29,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 800x600 with 1 Axes>"
            ],
            "image/png": "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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "#Confusion matrics with heatmap visuals\n",
        "import seaborn as sns\n",
        "import matplotlib.pyplot as plt\n",
        "from sklearn.metrics import confusion_matrix\n",
        "\n",
        "conf_matrix = confusion_matrix(y_test, y_pred)\n",
        "\n",
        "#Plotting the heatmap\n",
        "plt.figure(figsize=(8,6))\n",
        "sns.heatmap(conf_matrix, annot=True, fmt=\"d\", cmap=\"Blues\", cbar=False,\n",
        "            xticklabels=[\"Did Not Survive\", \"Survived\"],\n",
        "            yticklabels=[\"Did Not Survive\", \"Survived\"])\n",
        "\n",
        "#Adding the title\n",
        "plt.title('Confusion Matrix - LogisticRegression')\n",
        "#Adding the labels\n",
        "plt.ylabel('Actual Label')\n",
        "plt.xlabel('Predicted Label')\n",
        "plt.show()#showing the output"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 564
        },
        "id": "qhas2pT-RFid",
        "outputId": "375062b6-986a-4747-8a8e-3572ed861153"
      },
      "execution_count": 30,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 800x600 with 1 Axes>"
            ],
            "image/png": "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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "By. Girish Kumar (Intership_Trainee@CodSoft)"
      ],
      "metadata": {
        "id": "kPChAMb1yY0Q"
      }
    }
  ]
}