disney.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": [
        "**Disney and hotstar data analysis**"
      ],
      "metadata": {
        "id": "ia4127Y9ZYFE"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "![download.png](data:image/png;base64,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)"
      ],
      "metadata": {
        "id": "IKcQDZaNanXH"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "Reading data "
      ],
      "metadata": {
        "id": "a7E2TYr9Z4N-"
      }
    },
    {
      "cell_type": "code",
      "execution_count": 5,
      "metadata": {
        "id": "2E87WJaSXSIU"
      },
      "outputs": [],
      "source": [
        "import pandas as pd\n",
        "import numpy as np\n",
        "import seaborn as sns\n",
        "import matplotlib.pyplot as plt"
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "df=pd.read_csv('/content/hotstar.csv')"
      ],
      "metadata": {
        "id": "5mSZbgdgXi8F"
      },
      "execution_count": 6,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "df.head(5)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 337
        },
        "id": "FqMGPVsfYGou",
        "outputId": "88d531b8-7acd-4bec-bf73-61713fd7aef8"
      },
      "execution_count": 7,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "   hotstar_id                                           title  \\\n",
              "0  1835064133                                        The Ring   \n",
              "1  1260015636  Jesus: Rise To Power And Birth Of Christianity   \n",
              "2  1000070418                                     Yama Muduru   \n",
              "3  1770000804                           X-Men: The Last Stand   \n",
              "4  1770005017             Mangalyaan: India's Mission To Mars   \n",
              "\n",
              "                                         description        genre  year  \\\n",
              "0  Mutually divorced Aman emotionally struggles t...        Drama  2021   \n",
              "1  A journey across the historic landscapes of th...  Documentary  2019   \n",
              "2  Krishna Kumar is popular in college for his mu...        Drama  2009   \n",
              "3  When humans find a cure for mutation, Professo...    Superhero  2006   \n",
              "4  In this special, watch the 650 million km jour...  Documentary  2017   \n",
              "\n",
              "  age_rating  running_time  seasons  episodes   type  \n",
              "0    U/A 13+          17.0      NaN       NaN  movie  \n",
              "1    U/A 13+          42.0      NaN       NaN  movie  \n",
              "2    U/A 13+         129.0      NaN       NaN  movie  \n",
              "3    U/A 13+         103.0      NaN       NaN  movie  \n",
              "4          U          44.0      NaN       NaN  movie  "
            ],
            "text/html": [
              "\n",
              "  <div id=\"df-4329c77c-93b9-46df-b039-a00f70e24685\">\n",
              "    <div class=\"colab-df-container\">\n",
              "      <div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>hotstar_id</th>\n",
              "      <th>title</th>\n",
              "      <th>description</th>\n",
              "      <th>genre</th>\n",
              "      <th>year</th>\n",
              "      <th>age_rating</th>\n",
              "      <th>running_time</th>\n",
              "      <th>seasons</th>\n",
              "      <th>episodes</th>\n",
              "      <th>type</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>1835064133</td>\n",
              "      <td>The Ring</td>\n",
              "      <td>Mutually divorced Aman emotionally struggles t...</td>\n",
              "      <td>Drama</td>\n",
              "      <td>2021</td>\n",
              "      <td>U/A 13+</td>\n",
              "      <td>17.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>movie</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>1260015636</td>\n",
              "      <td>Jesus: Rise To Power And Birth Of Christianity</td>\n",
              "      <td>A journey across the historic landscapes of th...</td>\n",
              "      <td>Documentary</td>\n",
              "      <td>2019</td>\n",
              "      <td>U/A 13+</td>\n",
              "      <td>42.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>movie</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>1000070418</td>\n",
              "      <td>Yama Muduru</td>\n",
              "      <td>Krishna Kumar is popular in college for his mu...</td>\n",
              "      <td>Drama</td>\n",
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              "  "
            ]
          },
          "metadata": {},
          "execution_count": 7
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "df.info()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "HH9E8Y6zYIGd",
        "outputId": "85d9cbdb-a55d-4559-e87e-16f34b69abb5"
      },
      "execution_count": 8,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "<class 'pandas.core.frame.DataFrame'>\n",
            "RangeIndex: 6359 entries, 0 to 6358\n",
            "Data columns (total 10 columns):\n",
            " #   Column        Non-Null Count  Dtype  \n",
            "---  ------        --------------  -----  \n",
            " 0   hotstar_id    6359 non-null   int64  \n",
            " 1   title         6359 non-null   object \n",
            " 2   description   6359 non-null   object \n",
            " 3   genre         6359 non-null   object \n",
            " 4   year          6359 non-null   int64  \n",
            " 5   age_rating    6359 non-null   object \n",
            " 6   running_time  4188 non-null   float64\n",
            " 7   seasons       2171 non-null   float64\n",
            " 8   episodes      2171 non-null   float64\n",
            " 9   type          6359 non-null   object \n",
            "dtypes: float64(3), int64(2), object(5)\n",
            "memory usage: 496.9+ KB\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "We dont need index as hotstar id is already provided. So set hotstar_id as index"
      ],
      "metadata": {
        "id": "67b49vxjYyZG"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "df.set_index('hotstar_id',inplace=True)"
      ],
      "metadata": {
        "id": "0sqJf-wfY9ne"
      },
      "execution_count": 9,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "df.head(5)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 368
        },
        "id": "e1E5jzqPZHlw",
        "outputId": "236071b0-7691-4eb0-d72b-ab6c3df1188d"
      },
      "execution_count": 10,
      "outputs": [
        {
          "output_type": "execute_result",
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              "                                                     title  \\\n",
              "hotstar_id                                                   \n",
              "1835064133                                        The Ring   \n",
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              "1000070418                                     Yama Muduru   \n",
              "1770000804                           X-Men: The Last Stand   \n",
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              "                                                  description        genre  \\\n",
              "hotstar_id                                                                   \n",
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              "1770000804  When humans find a cure for mutation, Professo...    Superhero   \n",
              "1770005017  In this special, watch the 650 million km jour...  Documentary   \n",
              "\n",
              "            year age_rating  running_time  seasons  episodes   type  \n",
              "hotstar_id                                                           \n",
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              "1260015636  2019    U/A 13+          42.0      NaN       NaN  movie  \n",
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      ]
    },
    {
      "cell_type": "markdown",
      "source": [
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      ],
      "metadata": {
        "id": "IxBiYdNRaH7a"
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        "id": "rB4cmu82ZJSI",
        "outputId": "b4df623c-44a8-4656-e98c-d1a4d0e17228"
      },
      "execution_count": 11,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "(6359, 9)"
            ]
          },
          "metadata": {},
          "execution_count": 11
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      ]
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    {
      "cell_type": "code",
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          "height": 300
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        "id": "1eQTTWQfZNPH",
        "outputId": "39e7dbef-bc65-4e39-8e05-cf0d8e1a068b"
      },
      "execution_count": 12,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "              year  running_time      seasons     episodes\n",
              "count  6359.000000   4188.000000  2171.000000  2171.000000\n",
              "mean   2010.908162    104.016476     2.744357   126.118839\n",
              "std      12.025939     45.989765     5.065703   253.941213\n",
              "min    1928.000000      1.000000     1.000000     1.000000\n",
              "25%    2008.000000     87.000000     1.000000     6.000000\n",
              "50%    2015.000000    119.000000     1.000000    24.000000\n",
              "75%    2019.000000    136.000000     2.000000   131.500000\n",
              "max    2022.000000    199.000000    73.000000  3792.000000"
            ],
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              "      <td>6359.000000</td>\n",
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              "      <td>2171.000000</td>\n",
              "      <td>2171.000000</td>\n",
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              "    <tr>\n",
              "      <th>mean</th>\n",
              "      <td>2010.908162</td>\n",
              "      <td>104.016476</td>\n",
              "      <td>2.744357</td>\n",
              "      <td>126.118839</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>std</th>\n",
              "      <td>12.025939</td>\n",
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              "      <td>253.941213</td>\n",
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              "      <td>1928.000000</td>\n",
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              "      <td>1.000000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>25%</th>\n",
              "      <td>2008.000000</td>\n",
              "      <td>87.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>6.000000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>50%</th>\n",
              "      <td>2015.000000</td>\n",
              "      <td>119.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>24.000000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>75%</th>\n",
              "      <td>2019.000000</td>\n",
              "      <td>136.000000</td>\n",
              "      <td>2.000000</td>\n",
              "      <td>131.500000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>max</th>\n",
              "      <td>2022.000000</td>\n",
              "      <td>199.000000</td>\n",
              "      <td>73.000000</td>\n",
              "      <td>3792.000000</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>\n",
              "      <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-5eba871b-b503-4932-bf3b-e8f0b0cd2dc8')\"\n",
              "              title=\"Convert this dataframe to an interactive table.\"\n",
              "              style=\"display:none;\">\n",
              "        \n",
              "  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n",
              "       width=\"24px\">\n",
              "    <path d=\"M0 0h24v24H0V0z\" fill=\"none\"/>\n",
              "    <path d=\"M18.56 5.44l.94 2.06.94-2.06 2.06-.94-2.06-.94-.94-2.06-.94 2.06-2.06.94zm-11 1L8.5 8.5l.94-2.06 2.06-.94-2.06-.94L8.5 2.5l-.94 2.06-2.06.94zm10 10l.94 2.06.94-2.06 2.06-.94-2.06-.94-.94-2.06-.94 2.06-2.06.94z\"/><path d=\"M17.41 7.96l-1.37-1.37c-.4-.4-.92-.59-1.43-.59-.52 0-1.04.2-1.43.59L10.3 9.45l-7.72 7.72c-.78.78-.78 2.05 0 2.83L4 21.41c.39.39.9.59 1.41.59.51 0 1.02-.2 1.41-.59l7.78-7.78 2.81-2.81c.8-.78.8-2.07 0-2.86zM5.41 20L4 18.59l7.72-7.72 1.47 1.35L5.41 20z\"/>\n",
              "  </svg>\n",
              "      </button>\n",
              "      \n",
              "  <style>\n",
              "    .colab-df-container {\n",
              "      display:flex;\n",
              "      flex-wrap:wrap;\n",
              "      gap: 12px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert {\n",
              "      background-color: #E8F0FE;\n",
              "      border: none;\n",
              "      border-radius: 50%;\n",
              "      cursor: pointer;\n",
              "      display: none;\n",
              "      fill: #1967D2;\n",
              "      height: 32px;\n",
              "      padding: 0 0 0 0;\n",
              "      width: 32px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert:hover {\n",
              "      background-color: #E2EBFA;\n",
              "      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
              "      fill: #174EA6;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert {\n",
              "      background-color: #3B4455;\n",
              "      fill: #D2E3FC;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert:hover {\n",
              "      background-color: #434B5C;\n",
              "      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
              "      filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
              "      fill: #FFFFFF;\n",
              "    }\n",
              "  </style>\n",
              "\n",
              "      <script>\n",
              "        const buttonEl =\n",
              "          document.querySelector('#df-5eba871b-b503-4932-bf3b-e8f0b0cd2dc8 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-5eba871b-b503-4932-bf3b-e8f0b0cd2dc8');\n",
              "          const dataTable =\n",
              "            await google.colab.kernel.invokeFunction('convertToInteractive',\n",
              "                                                     [key], {});\n",
              "          if (!dataTable) return;\n",
              "\n",
              "          const docLinkHtml = 'Like what you see? Visit the ' +\n",
              "            '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
              "            + ' to learn more about interactive tables.';\n",
              "          element.innerHTML = '';\n",
              "          dataTable['output_type'] = 'display_data';\n",
              "          await google.colab.output.renderOutput(dataTable, element);\n",
              "          const docLink = document.createElement('div');\n",
              "          docLink.innerHTML = docLinkHtml;\n",
              "          element.appendChild(docLink);\n",
              "        }\n",
              "      </script>\n",
              "    </div>\n",
              "  </div>\n",
              "  "
            ]
          },
          "metadata": {},
          "execution_count": 12
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "No of null values present in each coloumn"
      ],
      "metadata": {
        "id": "noyCpKdya08B"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "df.isnull().sum()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "DOxrn9wEZQlJ",
        "outputId": "d198c5ba-105a-4595-c34e-05114b890d40"
      },
      "execution_count": 13,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "title              0\n",
              "description        0\n",
              "genre              0\n",
              "year               0\n",
              "age_rating         0\n",
              "running_time    2171\n",
              "seasons         4188\n",
              "episodes        4188\n",
              "type               0\n",
              "dtype: int64"
            ]
          },
          "metadata": {},
          "execution_count": 13
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "sns.heatmap(df.isnull(),cbar=True)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 344
        },
        "id": "IQ_i47mja8v2",
        "outputId": "bc64552c-0f5b-4145-9450-d5150f0fe6ef"
      },
      "execution_count": 14,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<matplotlib.axes._subplots.AxesSubplot at 0x7f6aab4b55b0>"
            ]
          },
          "metadata": {},
          "execution_count": 14
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 432x288 with 2 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "As length of the shows can be estimated by running_time column, seasons and episodes columns can be droped."
      ],
      "metadata": {
        "id": "56WQWurqbaXB"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "df.drop(columns=['seasons','episodes'],inplace=True)"
      ],
      "metadata": {
        "id": "A0hL97s0bNVY"
      },
      "execution_count": 15,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "df.head(5)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 237
        },
        "id": "9_-edggDbnCS",
        "outputId": "e2f2a6ed-3bbd-4c63-aaa5-5e3fe4ae30cb"
      },
      "execution_count": 16,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "                                                     title  \\\n",
              "hotstar_id                                                   \n",
              "1835064133                                        The Ring   \n",
              "1260015636  Jesus: Rise To Power And Birth Of Christianity   \n",
              "1000070418                                     Yama Muduru   \n",
              "1770000804                           X-Men: The Last Stand   \n",
              "1770005017             Mangalyaan: India's Mission To Mars   \n",
              "\n",
              "                                                  description        genre  \\\n",
              "hotstar_id                                                                   \n",
              "1835064133  Mutually divorced Aman emotionally struggles t...        Drama   \n",
              "1260015636  A journey across the historic landscapes of th...  Documentary   \n",
              "1000070418  Krishna Kumar is popular in college for his mu...        Drama   \n",
              "1770000804  When humans find a cure for mutation, Professo...    Superhero   \n",
              "1770005017  In this special, watch the 650 million km jour...  Documentary   \n",
              "\n",
              "            year age_rating  running_time   type  \n",
              "hotstar_id                                        \n",
              "1835064133  2021    U/A 13+          17.0  movie  \n",
              "1260015636  2019    U/A 13+          42.0  movie  \n",
              "1000070418  2009    U/A 13+         129.0  movie  \n",
              "1770000804  2006    U/A 13+         103.0  movie  \n",
              "1770005017  2017          U          44.0  movie  "
            ],
            "text/html": [
              "\n",
              "  <div id=\"df-08e774d5-4070-40d8-94eb-dd9bcd5b388f\">\n",
              "    <div class=\"colab-df-container\">\n",
              "      <div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>title</th>\n",
              "      <th>description</th>\n",
              "      <th>genre</th>\n",
              "      <th>year</th>\n",
              "      <th>age_rating</th>\n",
              "      <th>running_time</th>\n",
              "      <th>type</th>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>hotstar_id</th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>1835064133</th>\n",
              "      <td>The Ring</td>\n",
              "      <td>Mutually divorced Aman emotionally struggles t...</td>\n",
              "      <td>Drama</td>\n",
              "      <td>2021</td>\n",
              "      <td>U/A 13+</td>\n",
              "      <td>17.0</td>\n",
              "      <td>movie</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1260015636</th>\n",
              "      <td>Jesus: Rise To Power And Birth Of Christianity</td>\n",
              "      <td>A journey across the historic landscapes of th...</td>\n",
              "      <td>Documentary</td>\n",
              "      <td>2019</td>\n",
              "      <td>U/A 13+</td>\n",
              "      <td>42.0</td>\n",
              "      <td>movie</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1000070418</th>\n",
              "      <td>Yama Muduru</td>\n",
              "      <td>Krishna Kumar is popular in college for his mu...</td>\n",
              "      <td>Drama</td>\n",
              "      <td>2009</td>\n",
              "      <td>U/A 13+</td>\n",
              "      <td>129.0</td>\n",
              "      <td>movie</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1770000804</th>\n",
              "      <td>X-Men: The Last Stand</td>\n",
              "      <td>When humans find a cure for mutation, Professo...</td>\n",
              "      <td>Superhero</td>\n",
              "      <td>2006</td>\n",
              "      <td>U/A 13+</td>\n",
              "      <td>103.0</td>\n",
              "      <td>movie</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1770005017</th>\n",
              "      <td>Mangalyaan: India's Mission To Mars</td>\n",
              "      <td>In this special, watch the 650 million km jour...</td>\n",
              "      <td>Documentary</td>\n",
              "      <td>2017</td>\n",
              "      <td>U</td>\n",
              "      <td>44.0</td>\n",
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          },
          "metadata": {},
          "execution_count": 16
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "Creating a dataset where running_time column is dropped"
      ],
      "metadata": {
        "id": "jJvZ3aOicskZ"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "df1=df.dropna(axis=0,inplace=False,how='any')"
      ],
      "metadata": {
        "id": "I9vwnD88byEz"
      },
      "execution_count": 17,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "df1.isnull().sum()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "kP6kPin8c2GJ",
        "outputId": "ff1eda5e-29e7-4668-c11d-8826bbe9cdea"
      },
      "execution_count": 18,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "title           0\n",
              "description     0\n",
              "genre           0\n",
              "year            0\n",
              "age_rating      0\n",
              "running_time    0\n",
              "type            0\n",
              "dtype: int64"
            ]
          },
          "metadata": {},
          "execution_count": 18
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "df.age_rating.value_counts()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "5FeFG8Jqc6VM",
        "outputId": "17588db0-5d73-45ce-b7a5-d7565d358a3d"
      },
      "execution_count": 19,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "U/A 13+                  2598\n",
              "U                        1062\n",
              "U/A 7+                   1045\n",
              "U/A 16+                   998\n",
              "A                         271\n",
              "PG                        252\n",
              "G                          81\n",
              "12+                        20\n",
              "15+                         9\n",
              "English                     6\n",
              "Kannada                     4\n",
              "Star Sports 1 Marathi       3\n",
              "Hindi                       1\n",
              "Tamil                       1\n",
              "Star Sports 2               1\n",
              "Star Vijay                  1\n",
              "Star Sports Kannada 1       1\n",
              "Star Suvarna                1\n",
              "Marathi                     1\n",
              "Star Sports 1 Telugu        1\n",
              "Telugu                      1\n",
              "Star Sports Hindi 1         1\n",
              "Name: age_rating, dtype: int64"
            ]
          },
          "metadata": {},
          "execution_count": 19
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "English, Star Sports 1 Marathi, Hindi, Tamil, Star Sports 2, Star Vijay, Star Sports Kannada 1, Star Suvarna, Marathi,Kannada, Star Sports 1 Telugu, Telugu and Star Sports Hindi 1 are not age_rating of shows. So, these instances can be dropped."
      ],
      "metadata": {
        "id": "gQj_Q6brdUlx"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "dropped_age_rating=['English','Kannada','Star Sports 1 Marathi','Hindi','Tamil','Star Sports 2', 'Star Sports Hindi 1', 'Star Vijay', 'Star Suvarna', 'Marathi', 'Star Sports 1 Telugu', 'Telugu', 'Star Sports Kannada 1']"
      ],
      "metadata": {
        "id": "ZYRptWyhc_HN"
      },
      "execution_count": 20,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "df=df[df['age_rating'].isin(dropped_age_rating)==False]"
      ],
      "metadata": {
        "id": "6Zdk89DIfkFP"
      },
      "execution_count": 21,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "df.age_rating.value_counts()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "jKC_lqCneR62",
        "outputId": "46dced20-d265-41a8-d63d-26bb90cbdbb3"
      },
      "execution_count": 22,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "U/A 13+    2598\n",
              "U          1062\n",
              "U/A 7+     1045\n",
              "U/A 16+     998\n",
              "A           271\n",
              "PG          252\n",
              "G            81\n",
              "12+          20\n",
              "15+           9\n",
              "Name: age_rating, dtype: int64"
            ]
          },
          "metadata": {},
          "execution_count": 22
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "df['age_rating']=df.age_rating.str.replace('U/A 13+','13')\n",
        "df['age_rating']=df.age_rating.str.replace('U/A 7+','7')\n",
        "df['age_rating']=df.age_rating.str.replace('U/A 16+','16')"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "TzK57-OmfRRl",
        "outputId": "589b3595-ecf9-4fd2-fd17-16c22cd8cf72"
      },
      "execution_count": 23,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "<ipython-input-23-1ff025fbba2e>:1: FutureWarning: The default value of regex will change from True to False in a future version.\n",
            "  df['age_rating']=df.age_rating.str.replace('U/A 13+','13')\n",
            "<ipython-input-23-1ff025fbba2e>:1: SettingWithCopyWarning: \n",
            "A value is trying to be set on a copy of a slice from a DataFrame.\n",
            "Try using .loc[row_indexer,col_indexer] = value instead\n",
            "\n",
            "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
            "  df['age_rating']=df.age_rating.str.replace('U/A 13+','13')\n",
            "<ipython-input-23-1ff025fbba2e>:2: FutureWarning: The default value of regex will change from True to False in a future version.\n",
            "  df['age_rating']=df.age_rating.str.replace('U/A 7+','7')\n",
            "<ipython-input-23-1ff025fbba2e>:2: SettingWithCopyWarning: \n",
            "A value is trying to be set on a copy of a slice from a DataFrame.\n",
            "Try using .loc[row_indexer,col_indexer] = value instead\n",
            "\n",
            "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
            "  df['age_rating']=df.age_rating.str.replace('U/A 7+','7')\n",
            "<ipython-input-23-1ff025fbba2e>:3: FutureWarning: The default value of regex will change from True to False in a future version.\n",
            "  df['age_rating']=df.age_rating.str.replace('U/A 16+','16')\n",
            "<ipython-input-23-1ff025fbba2e>:3: SettingWithCopyWarning: \n",
            "A value is trying to be set on a copy of a slice from a DataFrame.\n",
            "Try using .loc[row_indexer,col_indexer] = value instead\n",
            "\n",
            "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
            "  df['age_rating']=df.age_rating.str.replace('U/A 16+','16')\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "df.age_rating.value_counts()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "mxkVAMHIgYbE",
        "outputId": "6e6a8730-6371-4c76-aef9-0c7adfbc04ab"
      },
      "execution_count": 24,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "13+    2598\n",
              "U      1062\n",
              "7+     1045\n",
              "16+     998\n",
              "A       271\n",
              "PG      252\n",
              "G        81\n",
              "12+      20\n",
              "15+       9\n",
              "Name: age_rating, dtype: int64"
            ]
          },
          "metadata": {},
          "execution_count": 24
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "df.genre.value_counts()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "4WMm5elMgqL4",
        "outputId": "75174fb9-72b3-4f0e-a73c-e626a93599a6"
      },
      "execution_count": 25,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "Drama               1806\n",
              "Comedy               754\n",
              "Romance              606\n",
              "Action               583\n",
              "Reality              377\n",
              "Thriller             315\n",
              "Family               247\n",
              "Animation            223\n",
              "Sport                208\n",
              "Documentary          177\n",
              "Animals & Nature     119\n",
              "Kids                 104\n",
              "Horror                96\n",
              "Crime                 89\n",
              "Talk Show             80\n",
              "Mythology             76\n",
              "Superhero             61\n",
              "Standup Comedy        51\n",
              "Adventure             44\n",
              "Historical            41\n",
              "Biopic                40\n",
              "Science Fiction       38\n",
              "Science               34\n",
              "Teen                  31\n",
              "Awards                27\n",
              "Mystery               26\n",
              "Lifestyle             26\n",
              "Musical               15\n",
              "Concert Film          12\n",
              "Shorts                 7\n",
              "Travel                 7\n",
              "Docudrama              6\n",
              "Food                   6\n",
              "Fantasy                3\n",
              "Kabaddi                1\n",
              "Name: genre, dtype: int64"
            ]
          },
          "metadata": {},
          "execution_count": 25
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "df.type.value_counts()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "6bTauTjrhCFw",
        "outputId": "65fa5a50-49ae-4507-a71b-b2483aafcdb5"
      },
      "execution_count": 26,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "movie    4188\n",
              "tv       2148\n",
              "Name: type, dtype: int64"
            ]
          },
          "metadata": {},
          "execution_count": 26
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "df.year.value_counts()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "IoNd1nH8hHoi",
        "outputId": "5dbb3eb2-9657-4b2e-b316-65000ff893d4"
      },
      "execution_count": 27,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "2017    517\n",
              "2021    510\n",
              "2019    503\n",
              "2018    452\n",
              "2020    432\n",
              "       ... \n",
              "1958      1\n",
              "1950      1\n",
              "1951      1\n",
              "1960      1\n",
              "1942      1\n",
              "Name: year, Length: 77, dtype: int64"
            ]
          },
          "metadata": {},
          "execution_count": 27
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "df['year']=df['year'].astype('Int64')\n",
        "df.dtypes"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "KzJOdjYhhOpz",
        "outputId": "fc55a7ad-f619-4c7a-b5a2-b4b213b87a72"
      },
      "execution_count": 28,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "<ipython-input-28-dbf9000a1103>:1: SettingWithCopyWarning: \n",
            "A value is trying to be set on a copy of a slice from a DataFrame.\n",
            "Try using .loc[row_indexer,col_indexer] = value instead\n",
            "\n",
            "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
            "  df['year']=df['year'].astype('Int64')\n"
          ]
        },
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "title            object\n",
              "description      object\n",
              "genre            object\n",
              "year              Int64\n",
              "age_rating       object\n",
              "running_time    float64\n",
              "type             object\n",
              "dtype: object"
            ]
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          "metadata": {},
          "execution_count": 28
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "df['year'].head(5)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "vdmAoT-xh8La",
        "outputId": "85ed5b47-4485-407c-d1cb-e92f864d01dd"
      },
      "execution_count": 29,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "hotstar_id\n",
              "1835064133    2021\n",
              "1260015636    2019\n",
              "1000070418    2009\n",
              "1770000804    2006\n",
              "1770005017    2017\n",
              "Name: year, dtype: Int64"
            ]
          },
          "metadata": {},
          "execution_count": 29
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "'Movies are from year {} to {}'.format(np.min(df.year),np.max(df.year))"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 35
        },
        "id": "WKWQC8pojHCX",
        "outputId": "2c5f865c-ba8c-47b5-bf09-a67d2647cde0"
      },
      "execution_count": 30,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "'Movies are from year 1928 to 2022'"
            ],
            "application/vnd.google.colaboratory.intrinsic+json": {
              "type": "string"
            }
          },
          "metadata": {},
          "execution_count": 30
        }
      ]
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    {
      "cell_type": "code",
      "source": [
        "plt.figure(figsize=(12,4))\n",
        "plt.title('Number of shows increases per year',fontdict={'fontsize':25},fontweight=\"bold\")\n",
        "plt.xlabel('Year',fontdict={'fontsize':15})\n",
        "plt.ylabel('Count',fontdict={'fontsize':15})\n",
        "sns.lineplot(x=df.year.value_counts().index, y=df.year.value_counts(), color='r')"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 326
        },
        "id": "cKgXuSbajizj",
        "outputId": "1ad0de23-a6b9-4fb6-a89d-65ce48c3acd8"
      },
      "execution_count": 31,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<matplotlib.axes._subplots.AxesSubplot at 0x7f6aab74fa60>"
            ]
          },
          "metadata": {},
          "execution_count": 31
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 864x288 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "Number of Movies/TV shows in hotstar from year 2006"
      ],
      "metadata": {
        "id": "ZS_USif2mlRH"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "plt.figure(figsize=(12,4))\n",
        "plt.rcParams['font.size'] = 14\n",
        "sns.set_style('darkgrid')\n",
        "plt.title('Number of shows over the year',fontdict={'fontsize':25},fontweight=\"bold\")\n",
        "plt.xlabel('Year',fontdict={'fontsize':15})\n",
        "plt.ylabel('Number of Movie/TV shows',fontdict={'fontsize':15})\n",
        "plt.xticks(rotation=90)\n",
        "sns.countplot(df[df.year>2005].year,palette='viridis')"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 407
        },
        "id": "gUuwpheJmALV",
        "outputId": "972f87af-80b9-4112-877a-b9d9df7d1209"
      },
      "execution_count": 32,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "/usr/local/lib/python3.8/dist-packages/seaborn/_decorators.py:36: FutureWarning: Pass the following variable as a keyword arg: x. From version 0.12, the only valid positional argument will be `data`, and passing other arguments without an explicit keyword will result in an error or misinterpretation.\n",
            "  warnings.warn(\n"
          ]
        },
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<matplotlib.axes._subplots.AxesSubplot at 0x7f6aaaa57790>"
            ]
          },
          "metadata": {},
          "execution_count": 32
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 864x288 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "Top genre in the dataset"
      ],
      "metadata": {
        "id": "KI9UqMg8F5CA"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "plt.figure(figsize=(16,8))\n",
        "sns.set_style('darkgrid')\n",
        "plt.title(\"Top 10 genres present in Hotstar\",fontdict={'fontsize':25},fontweight='bold')\n",
        "plt.xlabel('Genre',fontdict={'fontsize':15})\n",
        "plt.xticks(rotation=75)\n",
        "plt.ylabel('Count',fontdict={'fontsize':15})\n",
        "data =df.genre.value_counts()[:10]\n",
        "sns.barplot(x=data.index,y=data)"
      ],
      "metadata": {
        "id": "i6lSKIEnnEof",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 629
        },
        "outputId": "dc8dd952-e2d3-4290-ff45-2c4fd979fbf4"
      },
      "execution_count": 45,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<matplotlib.axes._subplots.AxesSubplot at 0x7f6aa7461df0>"
            ]
          },
          "metadata": {},
          "execution_count": 45
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1152x576 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "Distribution of running time"
      ],
      "metadata": {
        "id": "juEkAx5pOoAU"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "'Runnig time is distributed in between {} to {} minutes'.format(np.min(df.running_time),np.max(df.running_time))"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 35
        },
        "id": "FQ81aiIVGX0C",
        "outputId": "68579667-2a21-4236-837f-7c62cc7fae1c"
      },
      "execution_count": 50,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "'Runnig time is distributed in between 1.0 to 199.0 minutes'"
            ],
            "application/vnd.google.colaboratory.intrinsic+json": {
              "type": "string"
            }
          },
          "metadata": {},
          "execution_count": 50
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "All the null values present in running_time are removed earlier"
      ],
      "metadata": {
        "id": "P2Bw3TwgP1Qv"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "sns.boxplot('running_time',data=df)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 359
        },
        "id": "aQomgTNGO9FJ",
        "outputId": "b4533ba2-5fa2-4af2-c9c2-88e27442e9e7"
      },
      "execution_count": 52,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "/usr/local/lib/python3.8/dist-packages/seaborn/_decorators.py:36: FutureWarning: Pass the following variable as a keyword arg: x. From version 0.12, the only valid positional argument will be `data`, and passing other arguments without an explicit keyword will result in an error or misinterpretation.\n",
            "  warnings.warn(\n"
          ]
        },
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<matplotlib.axes._subplots.AxesSubplot at 0x7f6aa4a9b490>"
            ]
          },
          "metadata": {},
          "execution_count": 52
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ],
            "image/png": "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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "Outliers are present in runnig_time column that should be removed"
      ],
      "metadata": {
        "id": "-dRErFGAQFx_"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "# Calculating interquartile range\n",
        "Q1 = df.running_time.quantile(.25)\n",
        "Q3 = df.running_time.quantile(.75)\n",
        "iqr=Q3-Q1"
      ],
      "metadata": {
        "id": "Cw7bsyKcPsj-"
      },
      "execution_count": 56,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "source": [
        "All the outliers are removed"
      ],
      "metadata": {
        "id": "B3h_jPwjQwU0"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "d=df[(df.running_time>Q3+(1.5*iqr)) | (df.running_time< Q1+(1.5*iqr))]\n",
        "sns.boxplot(d.running_time)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 359
        },
        "id": "5nvRlCtlQei7",
        "outputId": "a2b0b82f-9ac6-47e1-823f-a3069624bcdb"
      },
      "execution_count": 58,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "/usr/local/lib/python3.8/dist-packages/seaborn/_decorators.py:36: FutureWarning: Pass the following variable as a keyword arg: x. From version 0.12, the only valid positional argument will be `data`, and passing other arguments without an explicit keyword will result in an error or misinterpretation.\n",
            "  warnings.warn(\n"
          ]
        },
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<matplotlib.axes._subplots.AxesSubplot at 0x7f6aa4a46730>"
            ]
          },
          "metadata": {},
          "execution_count": 58
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ],
            "image/png": "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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "plt.figure(figsize=(16,8))\n",
        "sns.distplot(d.running_time)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 577
        },
        "id": "55yAMDGsVDUx",
        "outputId": "b23eaf21-9a98-474f-b0ce-d5f26ce6668c"
      },
      "execution_count": 62,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "/usr/local/lib/python3.8/dist-packages/seaborn/distributions.py:2619: FutureWarning: `distplot` is a deprecated function and will be removed in a future version. Please adapt your code to use either `displot` (a figure-level function with similar flexibility) or `histplot` (an axes-level function for histograms).\n",
            "  warnings.warn(msg, FutureWarning)\n"
          ]
        },
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<matplotlib.axes._subplots.AxesSubplot at 0x7f6aa2788580>"
            ]
          },
          "metadata": {},
          "execution_count": 62
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1152x576 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "Different age_rating present in dataset"
      ],
      "metadata": {
        "id": "FtWPXwi_fkMe"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "data= df.age_rating.value_counts()\n",
        "plt.figure(figsize=(16,8))\n",
        "sns.set_style('darkgrid')\n",
        "plt.title('Age Rating of Hotstar Shows',fontdict={'fontsize':25},fontweight=\"bold\")\n",
        "plt.xlabel('Age Rating',fontdict={'fontsize':15})\n",
        "plt.xticks(rotation=0)\n",
        "plt.ylabel('Count',fontdict={'fontsize':15})\n",
        "sns.barplot(x=data.index,y=data)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 548
        },
        "id": "-GdLNgZPZpP_",
        "outputId": "c2cbc1bc-b375-4ab2-ca0f-2a8a7f3b6371"
      },
      "execution_count": 64,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<matplotlib.axes._subplots.AxesSubplot at 0x7f6aa26a9220>"
            ]
          },
          "metadata": {},
          "execution_count": 64
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1152x576 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "Types of Shows in Hotstar"
      ],
      "metadata": {
        "id": "jUW--MsejchN"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "data = df.type.value_counts()\n",
        "plt.pie(data,labels=data.index,shadow=True,startangle=90,autopct='%1.1f%%',wedgeprops={'edgecolor':'black'})"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 352
        },
        "id": "nD9kAgdyhyYq",
        "outputId": "932c4467-6d56-4107-c323-d1ad567cfb34"
      },
      "execution_count": 68,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "([<matplotlib.patches.Wedge at 0x7f6aa2471b20>,\n",
              "  <matplotlib.patches.Wedge at 0x7f6aa247f250>],\n",
              " [Text(-0.9622930979272468, -0.5329089919316263, 'movie'),\n",
              "  Text(0.9622930480327018, 0.5329090820280065, 'tv')],\n",
              " [Text(-0.5248871443239528, -0.29067763196270524, '66.1%'),\n",
              "  Text(0.5248871171087464, 0.2906776811061853, '33.9%')])"
            ]
          },
          "metadata": {},
          "execution_count": 68
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "Words that are mostly used in describtion"
      ],
      "metadata": {
        "id": "ve3aswFJnSe2"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "from wordcloud import WordCloud\n",
        "image1 = \" \".join(i for i in df['description'])\n",
        "word_cloud1 = WordCloud(collocations = False, background_color = 'white',\n",
        "                        width = 1920, height = 1080).generate(image1)\n",
        "word_cloud1.to_file('ima1.png')\n",
        "plt.figure(figsize=(16,16))\n",
        "plt.imshow(word_cloud1, interpolation='bilinear')\n",
        "plt.axis(\"off\")\n",
        "plt.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 533
        },
        "id": "YpZ_kEZ2jyQn",
        "outputId": "326d3940-91de-466e-c2af-c207b1eaf02c"
      },
      "execution_count": 71,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1152x1152 with 1 Axes>"
            ],
            "image/png": 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iIgTXzW3Er+vMry6nNlKAR5/4djA0jaqiMHcsm091YZivPPQ0Lf2DQM7Kt725jb5EksrCqXcmkpwQFALWz6rnszdvmNCl1G/oNJZF+MR1a/HqOv/1/CtYjjN8PjYeOMbq6bUTzupMRFP8cQ4M3J9zf36DUxe8miXFd6OST/bzh4CULqabIGV3E7faSdt9WG4SFwdFaBhKCL9WSkivxq8Vowl/foA9Cabl0NTeR2vPIJmsRc9AAtN2CPoMbCf3co2nsvzPY6+QMi2CXoPO/ji/eXEvn3vfNTRUFp9xH1JKWroH+M+HN5PKWjk3pr44T207zKfftZ6ywrN7p10MpJTYMkPa7mPAPE5/9hDR7DFi1kkyziCWmxOG57j1oT8uSHAwp/CaFGjCi64EMNQgAa2CsF5L2KglrNcS0qvxqoXoiv+cPHn+UBECli9voLg4N7l4Sky2tuXCWebPq0bTVAoL/cybV83WrU1kMtYZt1sQ9jN9eimaplJeVkBNTYSTLX04jot2msnj5uZeogMpXtl2nD17W7Eth2Qiw/ETvZeFWMwks9z77UeJ9ye56a4rUVSFp+/dzD3/9Bv+8jt/THFlIZZps+2pvcxYVIeqqcQHUmx6ZAdX3r4cz1Ainw13rGDBFTP59qfuYbD3zKE2Z4OUks5EnGP9/Vw5bdoF3fYpVEXh1jmzL8q2L3dM20FTFQLeiT3XHNfFst3cuHmS1+zC6goqwyGEENRFCnGlxLRPP/YUQNjnJZE16RiMkciaZB1nTFLHqsIw8yvL0VWV8lCAsNdLKmshpWTHi4f49y/cRyKWJljgZ7AvgW6o+AJeErEUUsKCVdNR1bOzZl/imMUpCCxhcE7NHH6RCBBnaeIXGojRA/BTd4LESf0SmX0pZ0lUCobiJM/PSqWrKutmThvnTllZGGJeZdmwWAQIegxumD8D4zUXurIgRE1RwbBYTGRMosk09SWTZ3ktDQW4fencKQ8oVUVhRUMNNy2YxY9f3Ibj5o67O5akYzBxVmLxFA0lRXziurWnjT0UQuDVNd6xYj7PHWpiX/vIDM/eti5SpjUsss+E6cSJmS3IKUwaXO5knP5cEOmbSA84boxY8ufo2jQC3hsRQsN2OhhM/gJFBAkH3oeqhJHSYTD5MxThJeR/J0JouDJL1txLxnwVx+1DVSJ4PSvx6PNRxFBMsjQZTP4MQ5uFogRIZZ5D0+oIem/EdtpJpB9DEX4CvpvR1CqEEEjp4ri9ZK29ZK2DuG4UIbwY2nR8nrWoSvnwvZtr/y8wtJl4jWWkspswrYOAg6414veuG7P8VJDSJWl305J8ntbkZgbNE5huAsc1cbHJ9T8KitDQhAePWkDEM4vawDqqA2vxKOcWfP9mJugzePfVi9lzvJM9TR3cdcNy6isjCEZif0J+Dx+7fS1Bn4GhabT2DPDlHz/OvhNd1Fec2eXLdlx+u3k/Evj8nddSGPTS3hfj//7w9zyz4yjvuWbJxT/QCZBS4kqLuNVGd2Y3nekd9GcOkXJ6LwOvC4kt09hOmrTTy6B5gnZeRkEbtkKGjWkUGQ1EPLMo9DTiV0vQlUD+HmfyK6coAsMYb5099fvoRCajcxgIMfZ303RwnRFLRc7leNRvUk75daTrKj6vkUvG49G57dalzJ9fPcW1Ly6tRzvZ9fxB3veZW6luzIUorbxhIfd89UE6TvQwfUENy6+Zx6ZHdnDzH2+gqCzMsd0nScbSLL1qZExVUBzC6/dM6IJ6rjiuy86OTvZ3d7O1tZXeZIqnjzXRnUwOL7O4soJbZs0abkc0neZXu/ewrKqKRZUV7Gzv4NX2dtKWRXkwyPr6adQXjYwV93V18+ihQ1hDVqmIz8d7Fy2kcBI3VMd1OR6N8kprG+2xGF5dY0F5Ocuqqgh5xo7NpJT0p9O82tbO4d5ekpZFQNeZVljIoooKagrCp03O+HpRVhQka9kc7+ijojg05jspJe09g7R0Rblh1WzEJHf9aIE32TITsWFGPc8cauLrTzxPgc/L+sZpLKurGr6eHk1DPeXdIkTuOUViZixefHQnCMHH/+FdzF1ez/e/8mtqppfxlvdfwbG9rTzy0xdZfvVcps87u2ftkopFodYCOm72GRTljiE31AQoYYQ4e5fOi4+FzL6AMFag+N8P7iBu9nnO9+Xq1VVmlZeM68g1RaGxrJgn9x8d/qw0HKB+Egtc0ag0urbrMpA6fQzNubxcdVXlihl13Ltl17Cl07RteuPJM6w5HlUR3LxwNrMrxh/7RG0tDQZY2VA7Riz2JVIMpNJTFot5LnccUpnnECKA37MBCJC1DhCN/weqEsHv3YCqhHHdAWLJn+M1VhLyvxvXjRNN/Dex5C8AUEQAV6Yg8SMKAndRGPwQihJESot46teoSgkSF9M6jCtj2ME20uY2LPs4jtONaR+lpODvEMKPlCl6B/6eVPYFFBFACC9SZnDcAbzGEsqKvo6u5dJeu26CWOp/0dUa4umHSGe3oggfrkzhuoP4PKspLfznYSF6xrMhLVoTL7J34BdEs0dwpDnJki6uNDGlienGiVuttCU3U+FbxqLiP6HEM/cNZ4lxHJdo9yCdzb20N3XT3zVIJpkdHqzOWlrPlbcvP6dtCyEQQqAIkXvZKmLcAEUA6YzJC7ub6OiLkUhn6Y+nSGUmuwZjSWctth9uJWPafP+3mwFw3Zxb6tHW3tzA+nUUOFJKLDdJd2YPzYmNdKV3kbK7T3NPXT642JhuHNONE7NaaE2+hCa8eNVCCoxpVPpXMrvgDjTlwmQ2fyNiGBrJZJZ02hq26p2pDENdbQRFFezZ28oVa2cSj6fZs6eVGY3leL0GoZCXpqYekikTTVPYt6+VVGrkfhkcSHPocCelpWE6Owdpbe1n8aK6M+63vr6EgrCPefOqmDe3GteVxBNpCsKX3htCSklf5yA97VEe+v7TGENWWMdxCBcHcWwHRVFYvH4OT927maO7mllx3QK2PL6LGYvqqGoovajtMx2HRw4d4mBPD92JJLbr0hYbHPa4Aijy+ZCMzCPHs1l+tWcPg5kMOzs6uHf3HiQSx5WkLIuwxzNGLFquQ1ciSXcywZ7OLiJ+H2+dPXtCsWi7Lr8/dJjvbdlKPJslaBhkHYef7tjJtdMb+Yt1aykP5rwopJS0xWJ89dnn2NHeQciTC3fKWDbxbJarp0/nH2+4Dt9lIBbnN1RQXhTiv3+3Bcd16Y+lcvfGYIpEqo2fP/Eqlu2yfvF0LuQtK4QgZVpoqsLHN6ympjBMwGNMkERy/E4t06b1aDfLNsxm/W1L8Xh1QkUBDK9O3cwKaqaX4Tguj9zzAiuvmUf1UKKqqfC6isXd0VZ+3vQyC4tqeF/DKhS1EjXwYZzUT3AyzyCEDsKHFvosaHXkTsbEN41rN+Omf420jyOddpz4d3C1OlTfu0etN+qnGNmWax3ETT+MtI/mEtrE/wWh1g8lzhHkstmNvhCntqUjPOtx048grSND1kcxkoXV7cdJ/hLpnEA6LTjJe3Czz6P47kDR5jDZHRXyein0j3/JCSEoCfnHfFYeDk4ojHRNHTOL4UpJ2jqzG8m5UB4OEvQaw2LRkZK0efb7igT8XDmrfsqZVDVVob60CFVRhjNSpbIWqezFOc48rz+KCKBrjaTNrbgyhSr8ZM39qEop4GJaxzC0OdhuL47bh0efB7jEUw8ykPgBAe/1FAY/iqaWYTvdDCZ+RDTxfVS1mLD/PUDOUpe19lBa+FVUpZTu6GeJxr9HUehPKS34Cn2xb5DKvojj9qAo0xDCR8B3HQHfTXj0OShKIa4bZzD5EwYTPyWeephI+JNjjiOVeQ6vZzkVkX9F1+px3BgD8e8TTz1AIv0ohcGPcCaTsOOaHI49xO7+e3JW5LPElmlaU5uIW62sKvsrKn0rLnvBKKXEsRyO7W1h430vs/vFQ3S39mNmLVzHRbpyeBB04/vXTSoWraxFT1sUe8jlxzA0Ss+yhtm2Q638269fZOnMKhY2VCKlZN/xrimv77gu6axFXXkRc+tGXsrz68tpqLzw8UWTIaXEdOO0p7ZwNPYovZl9mG6SN3bcds4CmbDTJOwOQGF2wTsudaMuKXPnVvH0xv187Ru/Ixz2cfNbFrF0yTQQAkUREw4/yssLuONty3nk0V1sfGZ/LvlNUYCbblyIqgquWDOTHTub+aevPkQg4MHr1QmFvLkJFqCkNMSr24/zwouHGBhIUVMdYfmyegC2vXqcLVuPcfhwJ/39Cf7zBxupn1bCW29ZzPSGUm66cSG/vPdlDENDSonHo/GRD11FTc3r92xMhqIqFJaEuPsf3kVl/Yj4E0IQHkreUzGthOkLa9m2cR+1Mys58EoTd37mVrQp1OA7H7yaxmfXX4krJY8dPsKXn3qa9y5axAeXLhkW2pqijHu7uFLy+JGj1BcV8tkNVzKrpASkpC0eZ05JyZhlF5aX8083Xk/Wtvnzhx6mM5GYsC1SSna2d/DtlzbRGInwZ6tXUVsQJmGa/Hrffn62cyclAT+fXLMaQ9OQwFNHj7Gp+SSfWLOam2fPwqtpxLNZmvqjeHUNr3bJizQAUBEJc/dta/jOfc/zdz98DI+ukcyYfO1nT5NMm6iq4MNvXc3caRN7CilDE5KnECL3GeRydtz36h6O9fbT1NvP/dv3sKutgxvmzGBZXRW269IaHeRfN75EwDAIeT1cN7uR9TPrc1Hgo7d7al8M9fVZi1ChH30oaZI/4GGwP4mUEkVVmL2kjnv/LU3rse7LVyz2ZOI813UIVSi5WVVFRfHegGIsGSpF4YBSDGoVAIqxGKF+fkzCm1MIpTDnCmqsRfW/j5xo00AJo3ivz8UToqEGP4FQS4YS3vwtqOUIN4HivRrk+qEk5yJn1RQBhBpAC/89Qj1VdsJADX4EgQdQUP3vRzHWgowjlNJcxlUZB3JCV/GsBbkc1XfqxSVyy52GoMfAO0GReQH49LGflwQDE5roBYytdyjlcPbQC42uqnhf0y7nbOpvDFEbKaCmaOouckIIQh4DXR0Ri5bjXLTjzHMp0DH0GSQzT2M7XahKIVlrFz7PCiy7FdM+DNyMbbciZRZDn43j9hFL3Y+mlBEJ/SW61oAQAlUpoyj8F2SsvcSSvyTgvR5F5NJTa2otXmMFihLCo8/FcXsIeG9A16bhNZaQzm7CcfvRmQYoBH1vB0Z1/mop4cCdxFO/JWvtHW8lEjqR0KfxGquH2lJOQfADJDNPkjFfBT7EZBNhkCspdDL5HLv7/4eMM3GZnKkhGbSa2dbzXdZV/F8ixszzmrmXo/oVTVGmtK2snUtipZ8hRkJKSV/HAL/94TM8+ctNRLtj4+p8DS9Lzko3Gcl4hu9/8Vcc3XUSgMLSEJ//4UepnVk5Zrmcm51ETrCtp7cfoTjs5xNvX4dH1+iKxjkbra1rKqWFQcoKg7ztygXDCcDk6Cn/i4iUEkdm6Ehv5+DA/XSnd2PLN1/GVoAK/1JU8Ycduz2trpjPffYWOrsGURSF2iHRFfAb3P3hqyh+jSsd5CyPG9bPZs6cKnp6YngMnerqIvx+AyEEM2eW88XP305X9yAej05FeQE9vXGKIwEKC/z8zWduoTgSpLWtH0VRqKmJEBiK16uuKmLdFTO5Yu1MIPes+XwGqqqiqoKb37KI5cvr6e1NoCiC4kiQ0tLxbXy9EUJQWV+KP+Sj+WA7s5c1oOoq0nExszbaUG4Hw6uz+saF3Pdvj/PyY7swPDpzVzVOntgHJvYmkIzM20wlMkuI4XGhV8vFyxmqSsAwTt8fS0jZJh9btZLVNTXDy06fIDGOqiioioKCQDlNp2c6Dg8fPEjGtvnzNatYUlmZ8wKTkg8sXcKLJ5p54shR3r1wATUFBUgpGchkEEBdYSEVwSCaolASCNAwZNm81JblUyiKYPW8aXzt47fy1LbD7DraTiKdxdBUGiqLuX7lLBbNqJq0zvgH1ywd886bWVbCF95yNcVBPwLBimnVzKss47aFc4Dc81FVGCaRNbl/+x6unzODuZWlKELQ1NvP957fQmNphKW1VVQVhggNxVL6DJ2/uXEDlQUhVEdQUBykryuGmbXx+g1Kq4vY9syBXAxj2Idju5gZk0z67DxKLrmEF0IFtcDov8cAACAASURBVAKhVoz/TilCKBPH3AmlAGGsmGSrI7FzQp816v/zcv9RvTkBOVmbjEWj2qcgtMZR3xoIfc7Y5TmV7MCHMJZNut3J8OjauBjEU7w2617I6xkzqzDSzrGzGLmO6aybkltXShzXxXYlrpRDMS65n1JCPJMdztB6PtQUFRA4y7IXmqqMOf5THXCeNwdCCAxtBmBhO+1oajmWfZKw/48QwodpHULKNFnrIIoSQVMrse1WLLsZv3cDmjpSwkUIgaZW4NUXkcw8gWU3D1kiQVUKUYQPgY5Q/CgihKIU5J534SMXfzO6M3Vx3D4suwXH7UfKDLbTCdhImQVcRtfX09UqDH3OmLYoSmHOPdYd5HSjAiklcaudvdFfnKdQHCFqHmN/9F5Wl/0fDBE48wqTtQ34zYEDDGYzfHjpsikllvqPrVuoKyzknfPmT75dKWk50smPvvIArzy157Qpv6dCsMBHw/watj65B+lK+rsGeXXjPmpmjC3xE/Tl0vS/cqgFRVEASXVJAYauEfZ7OXiymxOdUTy6ytPbj9IdHZlhd6UklTHJmDaZrE3WshlMprEdF79Xx+8xuGHFLH7+5Kv8dlMh8+srcjXt+uPMry+nqmT8JOiFQkqXuNXG/oF7OR5/EtOd2DLwZsBQQpR65/OmCt4+B4QQlJaGKS0dmztA01QaGyevuawoChXlBVSUTzApLwRlZWHKyka2GR5VNL5hyOo2Lzw+/qmyspDKysJJ96uqgsqKQiorJl/mUlFZX8qtH76KR+95gcM7TlBUFibWl8Tw6nzkK+/E48sJs9nLp+P1G/zuR89yzbtWUTCqZEh8IMmelw4z2Benv2uQQ9uPs/H+LZRUFTFvVSNCEezbfISetn6O7Gqmu6WPZ369lUhZAQvWzpywLuP50hgpZm5p6WssXuf+3CRNk10dHWiKwu7OLo5HR95XGdvBlZJoOk13IklNQQGKEKypq+XX+/bx9eefZ393N1c3NDCzpJjgmcTuJUBRBPWVET5y62osxyVr2miqgneC+N/XMr1krAgPez3DdRIhl/xmIlqig+xr7+bPr1rDwupybNclazsYWq6sUCTgIzIq5ExTFOZV5iyEtuUwc1EtW57aR7Q3RmVdCbOX1vPgfz/HQz98lgWrG9n8+B4syxlzr06FSy4W84CuKiPBqmcgd8Nc2P1LKUlmTbrjSZp7o7QPxOmKJYim0iSzJhnLxrRtTNvBtB2SpknHwPln9ioK+M6q3EaePww0rQYhvFj2STSlFMeN4jEWIHGJpx7AcQcx7SNoajmqWoxpH87VYFUiCDG2SxPoqEoRrkwPibShz4XOiGUvlwRLjEuElRN0UqaIpX5FPPVrHDeGEAaK8OXqxLoTPwdC+FHE2M445ygiONP0scTlZPJ5otmjp13u7JC0p7bQm9k/5I567p1IVShEgffMhbdPcXJwcJyHxJiWSUlPW5Qf/f0DbH1i94QWQ01XEYrAytoTbGE8mq6xcN0sHvnxc8SjORecbU/t45Y/uWo4BgmgqjjMOzcs5Mlth9m4/Sg1pQV88o4riegab107l5aeAb5537OEfB7mTivnmqUz8A2tn0yb/OB3L9Pc1U93NIHjSr7606cpLwry0dvWUF4U4tplM7Fsh2d2HOXRLQdRhKCsMMiM6sknK88XV9p0pLaxs/+H9GYO8MZ2Nz0zIb2asD718kl58pwJTVe58c51TJtbzd5NR4gPJKmaXsrCK2ahe0beMYWlIW7+4AYObT/OVe9YNeYezCSzHNtzkmQsw8rrFwBwdFcz6USG2cvqUVSFk4c6aD/eTXltMeW1xbQe6aK/c5DGhbUXRSyGPMYFdfNMWhbxrEl3MsF/vLxlwmcwFz+Z64OEECyvquIfb7ieX+7aza927+H+PXtZXFnBHfPnsb6+Hv9p3hWXitwktvq6jFfLQgFumjeTe7ft4r5XxfC+71y5mMrw6S3vqqaw6rr5mFl72KgyY2ENi6+Yyf/+50Ye+u/nsCyH1dfPZ/rcqrNq1wW5a6SUpByTuJXBch0UIfCqOmHdhyYmdlWSQMLKErfSOFLi03QKdB+aMvHFcKVL3MqQtE0c6aIrKkHNS0AbPxuRtk36skmKDD9+zSDlmMTM3H68qk6B4UOfZD+njiVmprHk6JpROXRFo8wbQn2Nad52HQbMNBnHQhWCkO6bsG0ToQgxobVwsmUvFK6U9MSTbDrSzPOHj7O/vZtoMk3KtC6I5fB0CMCraxf0ePKcHYmsSV8ySUU4NFyG5XJAVQrR1BosuwlFCaGIAJpag6GlcGUa0z6M7bRiaLMQeBBoIBSktJC8NhufRGIjUHJu6qOZwr0npSSefpi+wW/g86wlEv4MhtaAEB5su52O/o9NvKIQU9r+RJhunJbEixc8Y2/GGaA9uYVy35JzLreiCHGOadonPxdW1ubR/3mObU/tHSMUQ0UBZiyqo3FhLaXVEVLxDPf922OkE1NzpaydUUFJVRHxaC75VuvRTvo6BsbEIBm6xnuuWcINy2dhOQ5eQ6cgmIsfn1ZexBfvuo7BZBZdUygK+khlreEwAL9H587rlo5JLAE5F67IUKy536Nz+7r5XL2kkWTGQhGCkN9D8AJmRxyN7WZoij/B7v7/IWl3XpR9XG6UeudjqGc3sJYyi+v249qtOE4LrtuPlClypbW03GSPEkFRK1DVypyXkwhdlJjf3KRTD459HNdpxnWjSGki0BBKAapajapNR1HLgalP0kxt39bQeTiJ4zTjun1ImcnVxlRCKGoVqtaIqlTmPC6m2Ge6bjfI1PBnQoQRyukzCEvp4rpdQyFEI+TO/enDVaR0cJ1O4JQ3iEAoJShKgHO1OOsenQVrZrJgzcxJl1EUhQ1vX8GGt4/3ciutjvCBz7/ttPu47e5rzqlt58prPdDOF3Vo7DqzuIQvXXM14QnyaaiKQnVoROToqsqG+nqWVFayr6ubZ5qO80xTE//3iaf40PJl3L1iOcZlNB45HV39cfrjKebUlV2w82qoKnetXsItC2YPh3AEPR7Cvom9CkcjhGD2kmnMWFiLPhQ76w96+dDf3kbjghq6W/oprytm3c2LCRWdnYfReV+RhJVlY+cBnuk8SHOin6SdRVMUij1Blkbq+MiMKwkbr6mdKASbe47xm5PbaYr3YLoOJZ4g68pm8O76lRQZIxmxpJQci/fwePs+dkVb6EgNYLoOfs2gPljMLdWLuKp8FoY6cih7Btr45z2P8MeNV1DlL+T+E9s4Eusm69oUewJcUdrIu+tXUuIZW9Dcch029xzjoZM7ORrvJuWYY1wcFSGYW1DJPy55+/AxSSk5meznwZYdbO09Tn82iaFoTA+VcEv1ItaXz8SrnmFgdh4Dy3PFtB1eOHycn2zawd7WTtLW5DP2QuRM3aqiDMUpQTJ7foIyF8d1eSfbeLNzcmCAv330CRZXVXLtjOksrCinyO+75AJeESEMrQHLPgFCRddqUdUSdEwEKllzN7bTQ8ifiwvW1ApUUYDlnETKDIzKpOzKFJZ9EkUJo6lTD+YewSaZfhIhdCKhT+Exlg73GY7TO+SCemGJW20Mmicu+HZB0p3Zg+kk8GmTl9SZiFg2y4MHDtCVSGC5DjMiEd4+d96w+/xAJsMzTU0c7usj4vNxdUMDjZHI8L2UMHPZ+JoHB5hdUsI1DdMJezxIKTlxoI2nfrUZ28qJLqEI5q1q5I8+dRNzV80gWOAbnoV/8AdPT1kshooC1M2q5Pi+VgCi3TG6TvaOEYuQiy0sj4yfsRVCEPJ7CY1KPmaMqkWrqoLK4jOXC1IVhaKQn6KLHI5lu2kODf6GPdGfkXUGzrzCmwBVeCj1LUSZ0uSHxHVT2OYrZDOPY5vbcdyOnEiUFjmheCqgVAVhIIQHRRSiatPR9IXonrVo+jyEmLzU0+kRnBp2Seng2E1k07/BzD6D47Qg3RRgkXNrV8gJVx+KWopurMDjezu6sRIhzi/rq5RZbGsf2fSjWObm3L5lCqQ5tG+G9u1FKBF0Yyke7y3onitRRPgM4xVJKvFdzPTvhz/x+G4hEP5bYOLSC7k2xUkM/A22dWDM597A+/EHPwmnucau00ls4BO4du5ZF8JLsPD/YXiuPP2JeFMghsMeX+83d9AwKA8GaY/HKPb7aSyeWnIiIQQFXi9XTKtjRU01d8yfyxcef5L79+zlrbNnM63o8nNNnoiXdh9n874TfO3PbkVVL8zZF0Px/eXhc7Msq5qKOsoCKoSgrDrCOz52DY7tomrKUMjF2XFeYjFhZfnuwY081LIDXVGZGSpnZrictJOlJRnlRKJ3Qgve0VgXu/pbKPYEWVXSQMqx2NZ7gv868gJpx+RTc65DG+UStq3vBP/bvI0KXwFLInUENA8tqX5e7mliR38LXlXjyrKRxA2mY9OdifNwyy76swnCuo+VJfVkHZttfSf40dEXiVkZ/nrejXjUUx235OWeY3x19yMYqsbbapdQ7AmwJ9rGY217UYTgwzOuZGmkDp+WmxWWSJoSPfzznkc5ONjBwqIaFhZWM2il2d53kh39J/m4eQ3vrFs2qcUUXv8H3HIcHtqxn3/fuJnu2NiSFwGPTk1RAQ2lEeoihZSGAoS8Hjy6iqHmzPB9iTT/8tjz9CZSk+xhauRtipcW23U53h/lQFcPjxw4xOzSEq6aXs+GxgamR4owVPUSuXapGNoMMuZ2XDONz7MagQdViaBpVWSs3bgygTEUS6ypVXg9K0llniNjbsfvuQohlFzWU3MXGWsnPmM5mlp7Dm2RSCxARQjfqEksk2TmSZxRrq0XAiklMbOFrBs788LnQNLuJG33nLVY9Kgq80pLqQwFee7ECZ5uauLW2XMwVJWkafKdzZvpSSa5oq6WlsEYX3vhef7PFeuYW1qKlPBCczM3zphBWSDA/Xv30hFP8JFly1ARvPzYLnrbR2Jd5q+ewae+dRd1MysRU3TPn7DNPoPyuuLh323Lpr2phyUb5p7zNi9Xcplzf8ue/p9ctHvncsSnRqaUtElKiWMfI538HtnMk0i3n8ndcyVgg7SRMoVDFMc5jpl9FpG8B91YSrDgq6hD5XLODoVcOR6TbOb3pOLfxbEP5/Y3DhcwkdLEsQdx7GOYmY14/e/FF/xTFFFw1pPMOatfJ+nkj8mmf4PrdMGkHgxWzlvDiZNNN2NmNmJ4NuALfhxNXziB234OIRQUpTRnJRwSnra1F+mmEOrkYtF1OrGsPUi3Z2wrzFeQMjsUOjDJum4HjnUIKXP3vqJUoijFvNlHGT5dR1MUuhIJbNedNPfFxcJvGFzVUM//t/llfnvwIB9buXJMVn7Tccja9nA8opSS2FB5jVPGAkNVmVlcTF1hIVtbWzGdN04N7IFEmuRZJoq5VCiKgmKcu4HmnMWilJLH2vbwm5PbqQtG+My8m5hfWI2uqEgkMTON6ToTWtUOx7q4s2E1d89cT1D34krJq30n+NLOh3iifT9/NG0lNYGRzEg3VM1jdkEF9cESAmrupss6Fj8/voUfHH6Ox9r3sba0cYzABNjRf5J3TlvOn8++mrDuxZWwO9rCl3Y+yNMdB3hP/Uqmh3KzzGnH4tG2PQxaKf5x/h1cWzEHRQhurJqPAB5s2Um5L8ySSO3wiyltm9xzbDP7B9r5xJxreVvtEryqjiNddkdb+ftdD/M/R19iWaSOGaELZ6Y+H6SUbDvexveeeXmMUPQbOtfPm8HtS+cyq7yEkNeTy4aliDGFqgFO9EbfMG4Cec6MBGKZLK+0tLGjrYOfbt/FsqpKbp47i+U1VRT7/ePSQF9MhBAY+ixspxdJlqLQx3IJYghiaDOJp36NooTQ1MqhNvkpDH6IrLWfnoEvE/a/C0OfgWk1EU89gCICFAQ/jCKCQ65mZ4OOz1hFOvsS0cS/E/K9A3BJZZ8jlX0ZRTmzZenskMSsFi5WnJnlJknaPUSYdeaFR+HRNFZUV+cKKqfSbDzeNPzdgZ4etre38823vIXGSIS0ZfG1F1/gd4cOMaM4J9ZmF5fw0eUr0BSFUn+An+zayR1z5xJ0VXY+d2D4cIOFft71qZvOWyhCzkJZUlWEZmjYpo3rSrpaes9rm5cjrnRoTjzDnv57/qCEIkCRZwZ+7fTZxnNCcT/xgc9jWzsZsZxNxOliih2kjOK6fYhzTRIlFITwkEk9QCr+ddzXCKPTtyHn3plKfB8pUwRCf3NW7cidh8MkYl/Bym5iYoE6+f6ljJHNPIJtHyAQ+hyG98ahGPHxz6mmzyc3vBwqr+W048oBFIrHLXsKxz6MnGDyzbFPIN1eUCa2tOSO6+RQVvocilqBMkHSxDcb0yMRqsMhHj10iIjPx8ziYlKWRVU4xMqamnPapuU4tMfipCyLpGUSz2bJ2Db7u7uJZbMYqkplKEjAMFCF4La5c9je3s5Pd+zkWH8/K6qr8Woa3YkE+3t6WFRRwd0rlqOrKrbr8p2XNhHLmiyurKA8GMByXHZ2dLDpZDOramqGazK+3iRSWbKn8bCbiL5Y8qKHbF1osmmTTY/tpmFeNfWzK8+8whDnPOKPWWkeb9+Hi+TPZl3NqpKGMYNJr2/yWaAKXwHva1hFkWeko1sSqWVOuJytfSfoyyaGxSJAxAgQMQJjtq8rKleVz+IXTVtoTfbjTtC5lXpD3Nmwasy6CwqrmV9QxcbOg/Rm4zQEcwXh045JS7KfQsPPrHD5SFyKajCnoBJadtCaiuIiUYc6x6ZEL5u6jzK3oJJbaxYR1HKZ9XRUlkbqWFvayH0ntvFqXzONobLLYo4rZVrc98puOgdHsuN5dY2PX7OGO9csxqufOcsTMBywnOeNixj17yls16UrnuD3h47w9NEmGiJFXNVYzzWN05lVWkLQY4ybPLgYaFodqlKIlOmh7KgAKh59HnEeQFenoSq5JCFCCDz6YsqL/oVo/PsMJn+BKxMoIoDXWERh8G68xoqhmU1QFN8YN66cq5mfUwlvhNCHfs9ZVsOBO7GdTpKZp0llnkUIP4Y+h9KCrzCY/DmjB1a5Qu8+hPAwfhAlEIp/KNvqxEgkafviCRrbzZK9wNbQtlgMn65RFQ5zKq17Q2ERr3a0YzoOQkBdYcHwrPe0wkKyts1AJoMZteluHakhOX1BLXNXTj9voQi5axEs8KNqCraZG1QmBs7PG+JyQ0pJT2YvO/r+64Jlzn2jIFAp8y1CV/ynXU66URKxf8a2tr/mGwNVrULR6lCUMoQI5mKf3Tiu24vrdOE67UiZJOcamturx/vWSbO0TwXL3IGZfWqUUFRRlDJUrRFFrUQoQZBpHKcLxz6Ke6qs2DBZ0qmfo+nz8fj+aGrvaylxnCbig5/DNl95zbcqilIytP9qFCWElCau043jNOM4J0GmT20Jxz5GYvDvCOJgeN86oYVRVetQlKIh6yJIN4Zrt8CYzPJj22eZOxg5z6O+c3tw7GYUddokxyqx7YOM7oc1fTZCnP6+eDNQWxDmL9ddwQ9f2cY923fgSJeg4eHOJYvGiMVT/fJUktt0J5P87RNP0DYYw3Qc0paFBL701NN4tJyH2RevvpprpufG/BXBIF++9lp+sWs3zx5vYktLK47rEjAMqsNhagrCw+EIQgjKQ0G2th3ipZPNZG0HVQgKfV7eMnMWH125gtBZZsi/UPz40a28sKvpzAuOoi+WvKjJyi4G6WSWR3/2Erfcte71EYv9ZooTyT4qfQUsKKw+q8FjXSBCmXfsjLyh6AR0D5brYLrjzdAZx6IrE6MzHSNhZci6Nh3pQSzXwZbuhOq+1l9EpW9sYLShaAR1L7Z0x+xHEQoeVcd0HFK2OVwPRwJxK4OU5BLWjBoANsV7iJopagJFPNG+b5xlsycTByTNyT5GSklfWtqiMXa1jE18sKqhhvesWohvglqPE2HaDqb1xnEVyDMxJYEA189sZFtrG72JJNZr6lWajsOhnl4O9fTyq517WVRZznUzG1kzrZbqgjCei+imqqvVVBb/JxIXXasHci+agO8mPPo8hBJ8jeBT8BpLKI98C9vpQLpphPChqRUoio9haSy8lBV+DSEMBAYgKAr+KW7gLtShAWDQeyNefTG6lkvkoioRSgr/jkLnblwnSdPxGINmERXzZ1FSMA2JzSmhqSrFlBV9M5cggrEvPU0tpyLy3aHPJ+t65UUtcyBxsN3MxPW+zpGw14PluKRME5+m4UrJYDaTczUa2sdgJjsc/x03s7kkaJpGYmBwjICrn1uNPzS5mD5bPH5jJD5D5mZV30yknT529f03Cbv9UjfldcejhinxzDtj0hkz++yQJW0EVa3HF/gIhvfaIQuUZ9TzIIcSv0RxnXZscwem+TK2tRtQMLzXcs7vcpkhk75vWHwpSgVe/7vx+G5HVafBGFf3DI59kkz6f8kkf46Uo+JQZZp08icYnusQ6uTWuuHF3Sip2DewzW1jPhdKKV7fO/D47sgl0RH+YdfW3DnowcpuJp28Z8gqm3vvu24nidj/I6xWoenLx/UlilqOolaMiEWZxHFOTtrvSJkYI/iEUop040AGKVPY9mF0z3omPu82jnVw9N5RtdnApREdkyGlJGs7pEyT/mSavkSKeCZL2rKwHRdEzghiaCpBj0GB30sk4CfoMfBoGro6Plmkqihc39jI8qpqepJJHOni03RKAmOFcnkgwHdufSs+XUM7Q7xaid/Pl6+9BsuZ3AJfUzCqPJ0QVIZD/OW6tXxg6WKi6cxwO4r9fkKekUSPmqJw94oV3DFvPoOZDKaTS4gZ9ngoCwZOW4s3a9kkTfO8zBQKgqDXmHA/Xf1xYskMM2tP76kwmnR2/OTGpMua1rDwPlcUIQgPef2dK7btkEllz7q03jmLxZRtkrZNSj1Bgvr4DEino9Dwj0uiMdbKMXIUrnTZP9DBfc2vsKP/JLbrIshlYHKlJOVMnmCiwPCNLyg6erejTlZI87CyuJ7d0VYeOPkqdzasJqh5OJ7o5cmO/ZR6Qywqqh2zeszKYLk2e6NtHIl1TdiGkO7NCczLQyvSFUswkEqP+ezKWfX4z2I2p3MwTtqa+kNyOeFViwgbtVhuElfaI3+xkdJBntZF6c1FZTjEV2++nuP9UTadOMlLx09yoLubaDozbvJlMJPhhePNbG5uoaYgzBX1dVzT2MCCynKKfL4LnqxICB1DH+8qqSoFqMbE9ekyGYvBQZPS0gYUbeKHTQgVQx+b3U7XxrrrqGox6qgBmBAC8f+zd97xcVz3tf/eadsLeu8gAfZOimJT76Isy5J7j3scpzrl5SVx4rw0++UldmI7iWPFTe6SiyRblqhKSiJFUuwdAAEQvW+fnZn7/thFIwASJMGiRIcfEOTulLuzc+/c3/2d3zm4MLQabOFw4MAuenrP0Di/Hrd78r5CGLimaXfmPReuszxap4MjL+9CzFzf4wsLCgm6XTx65Ai31tXROjzM7o4O3r54CS5NQ0rY29nBrjNnCHs8PH7sOHW5ueR7vZxKdZM2x8eSYK5vUnH+peJaoP5fLjjS5sTIL+hK7L3aTbkqCOhlBI1z1yFLaWOmnmVcJROECOENfjaTITxbITmzBUIYqGoRqlqEpi/H7X1HNsvWgarVXsJ9JccDRbUaf/BPMdw3I8TU568QbjR9Pj7td1CUPGKRL4IcLx2xrGNY6dcx1JvPfUZpk0w8Sir1DBMnPYpaji/wR7g8d04rmCOEnsm8et6KZqwgNvI3mMlfMkrjdexW4pEvEcj5J4QIn7WvH1WrwUrvG20tttVChvo6dVE6owbbkv2fhst9C2bqJRy7LbN3eh+ZQHXqc0Y6w9j2mQnn9mW/o2tDQM+yHTqGR9hzuoO9rR0c7eqlLxojlkqTSlukHXtMBVpRFDRF4NI03LpGwO2iJBSgtiCXhuICFpcWUV+YN8l/WwhBrtdDrnfmRTZD02gomF0GzKVpNBTMPmAahaooFPr9FJ6HRprZzkeh/8Ko3NtPnub/Pb39kny1vS6DP99685gv4dlYu7CSP3jXTbOeqv/7z1/hWGvPrLZ98uAxHt6+55Lan+Pz8tf330ZFbmYOlDYtjrzWTCqZZun6elRN5cT+VhKxmeOiob4IIwOxGd+fCRcdLI5K5tpZw/YL23f2nfh0tJ+/OfgETZFetlYsZ2PhPEo8IdyqTnt8kD/Y/cMZ91WEMusvXVNU7q9cwelYPz9re50dPSfxagYxy8SrGXyy4QYaQ5MNnVUhEAg2Fc3n/soVaDN8riJP8KorTI4imU6TtsYnowIoDPpnfZ0sx2H36TMXzO2+VlAduIkS7xosmSRtRzGdKKYTIz36245iOpHs61HM7DaWk8TBxJFpbJnGkWkcab3hg0uPrrOwqJDGwgIeWLKI4319bG9uZcfpVk71DRA1J2diLMehZXCIlsEhfnHkGI0FBWyqrWJTTRU1ubl4Zkljvhw4fKSD3XtaeP97N2AYl6emVlEEd9+5DNuRuFyX6RwzCEdcq8cv9Pn47fXX870D+/n88+24NJU7583nxpoalCxNaUFhAT89eoSuaJR8r5cPrVyFV9fnXMr9bMRGEjjZFXIhwBecu6zl1cZg6gQnhn825xYrbwwI8lyNuNTpF45GIWUiS+Mch6pVYxjXzRAoTnMmIUB40ZQFaPrciCMJEcIX+AyG+9bztkMID27P20inXsZM/Xr8DZnENF9Fd910zj7k2G2kJmQzM8f04fV/ApfnnnMKx2S2FahqDb7AH+LY3Vjp3WPvmeZ2zOTTuDwPnNUGgaYvJpV4bOwV22rK2HJMcz7bakY6/dldXejG9VkrkUywaKdPIGUUIabSfx2nd1Ltp1DCmSztVYaUku6RKD/fd5THDxzldP8QyfPMm2zHwXYgZdmMJFP0RGKc6h3gpZOnMTSV+1cs5E/uugFDeWNpRji2Q1/HIG3HO/GHvcxbXk10OI4v6Jn14uBIMsXJ3v4LzohNhN9lkDSn5AwjmgAAIABJREFUT3QYukpeyIffMzvLO4BwYPbq8YPxJCd7+i8ps1iQTGHa4/fQQM8I//a5RxnsG+FzD3+Mooo8vv75n9J6YmbbJMeRxGepKD4RF33H+TU3IcPDgBmjLxUloF+alPNM2NXfwtHhTm4qXsCnG2+e5F04YMaYSyGIkOGl2BOiyB3kvsoVBDQ3YZeHhmAx5d6cKYqmhe4gHk1HAKvzqvFq1xbtYTpoSkY2184qTklmn0qXEpp7B3juaBP2G6yodxS64kNXpl/RkkiQEgcLR9oZ/ytsHGlhS5O0Exv7yQSYcdJ2lJQTwbRHsr8jmE4Ey0lgS3PCTwpbXrsUOEUIcrwe1lVWsLKslHevXMa+zi5eONXMq23tnBkemUJLGUmm2NnWzp4zHTyydz8ry0u5ub6O1RVlFPp9c7pAkk7b9A9ESSRMNFUlFPIQCGQ8x1KpNAMDMV7ZeYqOjkGamnvRdZWA301BQWBsvEim0vT3RbEsm1DISyg0kfIl6eoaJhz2IiX0D0SRUpKb48PnyzAnotEkPb0ZEQW/z0XA754iRmhZNv39UeKJND6vQV6eH1UdX0RyHIfBwTiRSBKhQMDvJhTyTtpmpvtzLqCgoU2gul0oJJCybdQJC3FCCJYWFVGXewPxdBpdUQi4XGN0p0+sXYtb00jZNknLwqvr+LKBouHRMdz6mG3GyEAM27JR5iDYdxyHrtY+0tnxTSgK+aUXX2t2LcFyUhwb/ikxa3pGy5WAgo6ueNEUN6pwoQodVbhQhD6W1ZHSxsHGdkwc0lkmRzozJjopLJm8qAU3bcwy43z3iT1NMK0BV1Y18mwYrk0Y7ttnH7AqORjuWzBTLwCjWQMH2zpFJms6PbtLSgcz9TxW+sSk13VjHS7P1vMGimPnFwJVq8Xjex/R4aPZOk5AJkgmfpwNeicH7prWSCaLmOl/GRpqDJjsISOlzKiljlFzQ2h6A6o2n7T5SmZfpxPH7kSZplbUttsnCeOoallWCfXqwZGSQ2e6+edndrCzeW4UPi3boa4w75zK+tcipCPZ++whfvCPjzPQNUTj6jo+/g/v4cf//CQbtq5m/sqaq91EAO7fshSv68L8hwvDfgpy/FeNNRgIe7n5wbVEh2LkFYeRUpKIpWhYUUXjDNc1NhLnmR+fXbd8flz0Eznf7WdhqJSnOg7x647DfLB+w4xG95eCYTOB5TiU+3LwqPrYJMdyHF7rayFmzd0E/OhwJz9te50HKlfygbrrz9sp5weLKPfmsG+wjSPDnazMrZwyCXOkvCKCILNFjs+D32UwOIGK+npbB3ctazgnX1xKSX80ztdfeI2m3oEZt3sjQ5Dxu1QxmI1lToZOIJE42UmRg5QOEhtbpkg7CSwnTtqJM2CeZF//1zGdyHmPe7WhqypFAT+3+uvYXFNNZyTCnvYOtp1s4vWOTnqjsUlLNJbj0DESoePwMbadaKImL4dNNdXcXJ8RxbnUbGM8bvKDH+1kz+unkTITBBQWBPjNT9xCXp6fY8e7eOxnezhytBPTtPjafzyHIgSrVlbxzrdfB0Bn5xDf/f4rtJzuQyDweA3uu3cF69bUoqoKlmXzlX97ljWrazh+oovTrf0kk2nesnUld9y2GCEETc29/PAnuzhzZojGhhI+85u34naPP1yi0SSP/nQPu/e0YDsOQgg2b5zPvXcvx+XSsW2HZ7Yd5pe/PoBlOTiOxOs1+MB7N7JwQSmQuQe9s6hBulhoihu3emEeVrbjsL+7m5RlkbAsnjp5kjVlZbgmiCUIIfAbBn5j6oJZyJ1ZSHRpGkHX5EltMNdPIMdHPJJZ6Ww91kEimkTPvXRFvNhIghN7W8YoXpqmUtVYesnHvRbQnzpKe2w7l0s1dzq4lBB+vYQcVx1hoxa/XoJbzcFQAhiKD1VxIVAn1fWPS6E5ExbdMuOi6cQwnQgJq5+43Us03Uks3U3SHiLlDJF2ZhYj8mh55Lnmn3dcEcKNIiYHJ7Z9Gss6iq5suCrPZSF8GJ67EGL2SspCKGh6I0IJIJ1xipl0BpAynhXUmgopo2cFmAAuXJ57p83Sna8NumsjqtY4KbtomQew0kcwXNdN2FZkxXLycJyubFsHcewu1LNVSmUiW3OYCagUpRRFKUHT6slMUS2kM4htNaPpC6e0y0ofY6IAkKrNQ1zGBbfzQUrJ0c4ePv/4sxw403VJmbCJyPG6WVxaNGWBcq5g2UP0RL9N0L0Rv2v5nB13ZDDKE994lvV3r8QTcLP76YPohkYynuLUvtPXTLC4pHb2Yi+j2LKijrULK68ac9Djc7H1A5uQElRNITIUR9NV1t+2lNvftX7affo6h3h9+4lp3zsXLjpYdCkab6taxZ7+03zz1A5iVpItRQ0EdDdpx6Y7OUJHfIitFcsvKetY6cvFoxm80tvETcWNlHjDxNMptvee5NG2PXMa0CftNKZtsWeglW1dRwnqbkCgKQq5ho9SbxiXMj7xLfGEebB6Nf905Bn+z4HHeV/teuaHitGEQtwyaYn20xzt5T2115HvvsyOzLNEeW6I8tzgpGDx6cOn2NJQy8Z5VajK5CJqKSVp2+F4Vy///sKuTFbReWNmFecameskECggtHOuVWuKF1W4gGs/WByFEAK3rlGTm0NVTpi7Fszn9OAQL7e08fSJUxzt6SViTi6UjqfTHOrq4Uh3Lz/Yd4DFxUXcNr+e66oqKA0G0JSpRfrnQ8vpXp5/8Rgf/uBm5s8rIpEwGRpOEAhkxpUFjSXUVN/G1x9+keHhOJ/+5C0YhoaWpbckEibffuRlotEkn/nNW/H5XLz8ykm+9Z0d5OX6mD+vOGMfEknw5K8O8MD9q3jobWtJJtOEw95xJeVF5cyfV8w3vvkSPb0jk2oPbNvh188cYt+BVj74gU0UFwY5fqKbrz/8AsVFITZumM/gUIyf/mIvWzY1sGVzA1baoW8gSlnZxEmbQsCo4NwS/hcPQwng0y9MUl4CpwYGeK65GYAtNdW8dcHCOXlA5hSGKK0ppLs1Q0FrPtTOqQOtLN+84JIm8lJKju5q4tju5rHXckvCVDa88YNF20nRFHmKhN1/2c+lK37yXA1U+DZQ6FlGQC9DUzwoqGRq+y7tHpi84OZgS5OUM0LC6iea7mTIbGIgdZKo1UHc6sNyEkhscox6vNr0dUeTYaDpyzFTzzFaayedPmIjf4cv+CfoxipAv6JBo6KWoOvLLvicilKAEO5Jo4KUCeQ5GCsZ2ujhs85fhJZVh75QKEo+urEuqywrs20YIW2+gm6sm3TMcZGbTLDoOMM49hmknPzZHTmIZY1PXlWtCqGEULV6hPBnhX0c0unXMdx3nTU/cbAnKaFqqNo8rpa4jZSS/licf3n2FQ60d81qBBcT/5Iz68xX5eVQlRe+bPeqxMZ2hpBybvUoYsNxkjGTjfetpvVYhhKuagpur4vEBdAhw143DUUFxM00yXSaRNoilbZwpEQikZKx31cKfo8Lv2d2mi35fi/zi/Oz7bdImGlSlo28hPZnMv7jM09FERSU5ZBXEprEVpoIw6Xh9lx4/7joYFEIwcq8Kv5oyV189fhzfLd5J99veQ23qmE7DknHYkGomLvKllzsKQBYV1DLbaULearjEL+18xHChpeUY6EieGvVSp7vOk56DgQhpJSUeXNoCBWzu/80rw+0MppbVoQgqLvZUtTAJxtuIM/lz3xJimBrxQpsKflu06v89YHHcas6ihCkbAtbShaFS3nXNWQzEfZ4uG3xfI529o7RCvujcf78sae5Z1kja2vLyfF6URVBMm3RORzh5ZOtbD/ZQs9IDAEsryzBdiQH2mfmRb+J/15QstLbDQX5NBTk8+CyxRzr7eW5U83saGmjeWCAmJkeq192sn58LzS1sL35NCXBABtrqrhtfj2LigsJud2z9m70+9243ToHDrRRkO+nojyPyorx7Juua6iqiq6raJqKz+eeVE/Y3TPC4SMdfPTDW6irzUwwb75xIdt3nGT3ntPMqx8PnhobirlhcyOqqowFg6NtVFWBy6WPBaETEU+YbH/5JKGgl4GBKIODMdJZauW+A21suH4eLpdOfp6fI0c7mVdfRF1dISUloSnXIKRX4lKCc25xARAyai44c6kKwQMLF/LWhZlV/bmcqhhujTW3LmHfi0dxHMlwf5Sf/ts2KueXkls89drMBlJKOlt6+dGXn2K4f1xZdsn6eRSUnT+bkvFts0mbGeEJRRHohoaqXfhCx+XAcLqNjvirXM6soqEEKPWuY17oHgrci9CyNgRz/fknL7iBioGh+vFrJRS4FwMgsUjaw8StHvpTx+hLHqHYswJtGlGW6Y7v8txBMv49HGe8dtFK72Fk8OO43Hfj9t6Pqi1ACO8VEUVR1VrExdAkhT4lgyilzbl8I22rCelMZgKpahWqUnTh58/snfFQFB4Y86y1swFpEhivCRbCg6rNz6qoAqSwreZse8fHUNtqHQsoIZtBFUo2aMxB2hkVWCt9kLMpt1KOYFutE87pR9Pqr1o/daTk6cOn2H7y9Iy9UwA+l0FFTojy3BCFAT9+t5GZN1oWsVSawXiCoXiC3kiMgVicRNpiVVUZAfeFiUleCDQll/LwnzDXnEqXx0DVFdqOd2KZFlJKhvsi9LT1U7+8etbH2VBfxdLyYpJpa+wnbqYZTiQZSiQZjicYiifpGonw3LFmIsmZRV4uBFJKbEdiWXaGKSgEmqqgTaNOey7csXg+G+urM2230iTNye0fiicYTiRpHxzhuWNN561vnQ5ev5tP/NXb8J1DUdzlMVixaT4FpRfGMLqkwhBVKNxY3MiCUAmv9bfwen87/ckYXs2gMVzE2oIagsZ4o0u9YW4tWUxjsHjKRRYC1uXX4NdcFEzIwoUNL7+38DbWF9Txak8LNjbV/jzWFdQyP1BE2PDSn4pNEs0p8gTZWr6cukDBFDVUgWBVXhUCQZEnQwORUnIq0suXjj5D3DJ5b+16Ct2BMcXVkXSSXX3NPNa2l3JvDh+o38DoI86j6ry9ag3X5deyq7+F09E+TMcmZHio8xeyOKeUPNfVMRmdDpqqcPfSBl5rbufF4y1jk/veSIxvvLSb776yD58rE/Calk00ZY5towjBsooS/vjuLexqbudwR/ebWcb/YRjtt36XwaryMlaUlfL+1XEOd/Wy/XQre9o7OD04SCRlYmWtOGwpaR8e4XuvH+Dnh4+xoLCAm+bVsrG6iprcMC7t3DTVstIcPvaRG3jyl/v55395muLiELffuoSVyyunDdzORiRLcQyFxrOEhqERCnsYGIxiZxdNFEVQWBAcW5G7kAeBlbYZGIwxMpLguReOjb1eVZVPRXkuUmbqHD/8wc384ol9fP3hFwkE3Ny4pZGNG+bjza70CSEIGOUEjUp6kwdmff7ZQEGj1Lv6gmsiR6/D5Zh+CSFYc+sSnvyvF2jLFuXv+vVBvvH5n/Cu37+H4sp8lBlWSKeDbdm0HDnDt/72ZxzYcXzsdX/Iy83vWH9eMQUpJW2nenjmJ69xbF8byXgKf9DL5nuWcctbVyNmw0+/jJDSoSP2KvH07BT4LhyCHFc9S3LeS7nv+vN6GF4uTOx7Ah2vlo9XyyffvZD5wfuQOLPun6rWgMf3AWLRf5wk8iKdPpLx/yKV/AW6sRaX+zZ0Yw2KWsJkK425haIWc/EegLPvC1LKrE/kZDqvqpXBRZ4/k8moQAjPpOM6dgfSiSDUiZNUDU1fRGqC+Homg2gxGixKKbGsI8gxuyANTVtAxpM2jKpV49gZdoBjteHYvagT1Ksdp39CoJmp7VS0yov6bHOBoXiSx/cfJWVNn8AwNJXr6yp5cPUSFpcWkevLLMxPKV9ynGwgkaI3EuNkbz8LSwqntb2Q0sG0O4mbh7GcIVTFi0efj1urRQgV0+4hbh7E71pF3DyMaXWgqTn4XavRlCBSOgwnnyNtdwMaAdda3HrV2LGj5h5U4SVldaAqPjz6PKKpPSjCQ8C9FkW4Mgw0p5e4uR/LHkRXi/C5lqGKIOGCIKtvWcq3/8+jeAMeOlt6+epnv4Pu0li8fnrl8Omgqyq5vvPft13DEY529s5JsJi2bI639fLywRZOtPUSSaRw6xoVRTmsbqxgxfwyfO7ZCeK4NA2X//whV3PfAHtbO0imL9xCS1EV8orOLfrl8bl49+/eecHj2yWrCChCUOoNc4drMbGooKO3mT7T5MN1DdSHJq+eNQaLqVLLiEadKVYSilB4oGoVD1StmnKOkOHljtLFHDwzSE0ol7fNWzz23v2VK6dsPy9YxB8tuXPG9m6tWM7WinFOdsq2+HHrbnb3n+Yvlm/lxuLGScGnlJLXC+r49M7vsneglfdz/aTGq4pCbaCA2sCFyw1fDRQF/fzu7RtRFYXtJ06TssZXMFKWNen/o/AaOhvnVfPxG9cxvziflGXj1nViqWtXtOVNXH4oQpDv87G5zseGmkr64wkOdnXzQlMLz59qpn14ZNL2MdPktfYz7D3TwXeD+9hcW83WRQtYXFw4qQZuIlRVYdmSChrnl9DWPsDT2w7xlX/bxp/9yVaqq/LPoiXB2RkXr9cAAfF4aszny7IcYrEUleUZGXJ7TLr84iaIqqrg97lYtbKahx5YM+k4iqogRGaiVVmRx0c/vIWu7mF2vHySR77/KrqmcsOWxvFAVglQ4dtAX/LwnCpdBo0qynzXXTOS8pD16Kop4K4PbObhzz9GKmFiWzbbfvAKrcc6ufmh61iyfj55pWHMpMnZHB3HdkibFolYip62fvY8e4hnfvAq7Se6xjLDiiLY8tY1LFhde972RIbiPPyFJzm4s4nl18+jprGERCyFpquIi7w35hIpJ0JHYhcOl0ONWlDiWcXqgt8kx6i/pu6TiRBCyWQiZ7s9Km7fe5HEScS+jXT6Jr0vnX7M5JOYyW2oWiW6cT2G+0Z0fQVCyZ3j66CgKDlMZ2Q/93BwnH4mZx4VFKXokgJhoeRMocM6zsCYQM2ELdG0OoTwjgWWGUXU1IQMaSpbr5ihPipKGEXNBIOZLGEt6dSz2XP0YNvtk4NFuwPHGfefVLWqaUVwrgSklBzv7uNYd9+076uK4M7FDfzurRsoCPjO+R0oioLf7cLvdlGWE2R55fT1dFI6RFKv0jH8JcBBU3NxnBg+10pKgp9EoJJKt3Bm+B8JuTeRTDdBNtXh1urQlCAgsexB4uZhhhJPUx7+47FgEWz6oz/CdHpRhYdE+hQ+YymOjJNIH6My5y8JuNaRtE7RMfz/sGUcTQQx7U7cWi1l4d9D1/K5/X2bKazIY9/zh8kvy6WysZQNW1cRLpx93e6VRtqyefzlw3zj8Z0MRuL4PS50TcW2HfaeOMMvth/izvUL+MjW9QS9l29xaa5xsQrkc6a/qysq99Q1Uh/O43MvP0PKnv5htqQgQ3+4mMauKS4nzzP3K52mY9EaG8CjGVT58qa19khLG4nErV6YWtJ0MDSNytzQGKWgOBRgpnmI3+2iOn988Mv1ec4SEBhHvt9LTX4OEnDrGv4ZvBOFENQX5vFnW2/iqUMneOrgCVr6BokkUxnVLpkJgF1Zn595RXnctmgeNzTWZs4vBBW5IZZXlHBmaASXphJwn5sDrSoKZeHg2IqbIgThc/gCzQSvYVCVlzPm8+g1dIwZgow3cWUgpSSaMmkaGGRXVh31RG8/A/GzJw/jGM02PrJ3P8+ebGbrokbesWIpZcHAWcGfZGQkQSyWIhTyUl6Ww/XX1fPS9hOMRMbrHYQAj8fgVFMPw8MJAoFMUOh26xQWBqksz2P7yyepqSnA7dbZf7CN/v4oCxeWZoPFWX9assUFk+DxGCxfVsmevadZt6aW8rIcbEcSiSQIh7zofjeJhElff5RwyENeXoD16+p4cftxevsm17EKFCr8m2mOPM2geXK2DTsnNOFhXvBeAnr5+Te+wtA0lZseuo7mQ2d45gevYFs2ji05vqeF5oPt5BQGKa4uwO0xSETHV4tPvH6a//jzHzIyEKO7tZ/O5h4Ge0ewrfEvUwhYdN083vrJWzHc5x+7O073cWzvadbeuICP/e/78AXdWGlnLNi/2hgxTzOYmpt74mzkuxewtuC3CRk118RnnTMIgSICeP2fQtOWkoh/k7S5cwKNchQpbOsEtnWCVOIxNH0JLs89GK6bUNSSOQoalQyF84rARsqp2QmhXJp+gsBgii/jNLWTGZGbcoSSi7Qz1zpjc9GHomRZXU4Eyzo6to+iFqOoBdn9VVRtPhnaaQopU1jpw5OEdOz0cZhQY6dptQhxdZhcjpQcONM1Y0arMjfMBzesPG+geCGwnEG6Rr6GSyujNPRpNCUXR6YAZZLSrmmdARQqc/8SVXhwpImmZDJQQqjk+x8gaF1P1Jzq2Sqx0JQQZaHfp3XwL3BknIqc/03rwF8QM/fjd62gN/o9hDCoDv8vVCVEMn2S5oE/YDjxHGHXWzATJuvuWM6a25biOBJNzyyWJGMp0ikLX9g7Y43d1cLJM31888nXCPs9fOTe62isKsLr1jEtm7buIZ585QiP7zhMQ0Uh92yYKrx0JeDYDvFYCnkRDD+310C/ANXxOZtlZ+hTLvI83inUz4nbrCs5t4nuuY5/Q+X5V4YvBoaiUuIJsauvmW1dRwnobgK6GykhYZs0RXr5xsntmI7NhsJ6Zu/eOD1qCnL453dvHaN36qqCW59+IrOhvoqlvzFeU+UxdNQZIssPbVrNu67LZEwFmUBzJgghKAz6eee6Zdy1tIHW/iE6hyJEUyZSSgxNI+R1URoOUhIK4He7Jgla5Ad8/P1Dd2I5TvZc5w4Wc30e/uqtt41REyET6F0oVleX8bX3v2Vsri6AkPfy2La8iXMjbdu0DQ3z8uk2nj/VzKHuHgbiiUnf8ShUISjw+4imzEnejRLojET4+s7dvN7RyW9tXM+q8lLUCXSbU009PPyt7QQDHlRVMDgUZ/GiMqoq88YpkkKwamU1O3c18Q//90kCATcrlldx793L8ftcvOOhtXzzOzv4+y88gculMTgU5+YbF7JkcfmsHtypVJqfP76PM2cGOHDoDPF4in/56jby8/1svXs5OTk+7r5jKf39Ub78lacJ+D04joMEPvKhLcyrdzMwGONfvvpMpo7K0IhEk/iy2chJtDshCOoVLAg/yGt9X75kBV0FjZrAbdQF70CZpVT/lUYw18+7//BeLMvmxcdeI21mFhvTpkVP+wA97VMVmJsPtdN8qH3GYwohaFhdw4c/9zZKawrP+z1LKYkMJzBTFmU1BfgCbhRFwXBdG5MYKR16k4dI2XNfy+rVClmR+1FCRvV/r0BxDAIhvBjuW9GNlZipF0gmfoJl7kbKqf1LymHS5kuk06+haT/A7X07Ls/dCHHpAiNXJqsIGbmMs8VKBJc+7Zt6jAwDYmqCQFELUNRSHDvTT6UzgGN3g1YDCGy7E8c6M7a9qs2boBIr0LQGhOLLKsBaWOkDSGkjhIqUzgRaK4CR3f/qWEvYjuRIZ++07wlgXU0FtQW5c9q/UlY7KbuDosAHMdSKDE2YqcGyIrzkeG7DUDM1+9NfoZnapeBSS9DV/MyPko+m5IxlMW0nQjS1C4FGx8iXAZDSwrIHSKSPYfUN8OTDz7PxvtWomkppXRG6odHd2scjf/cz+rsGufGh9dzwtusuqOTgcuNISzfxlMnvv/MGrltUPYktVFWUQ315Ph19I+w42Mxd1y9AvQrjZl/XEF///E+JDs+sHD0THvzUrSzfMHsa8BWbOZwa6ueRI/vpT8bZWFbN/fMWoAiFeDrNd468zsK8Qq4vzVhPmLbNd468TkUgxM2VdRzs6+ZHxw8SMU3urm3g5qq6seP+5PghfLpBTzzK/r4uirx+7p+3kNpQplN2RiM8euIQrZFhElYaTSgsyi/iXQuW4c5mpAxF476K5Rwa6uA/T77ErzsOk+vyZbIa6QSdiczD+R3Va7mpuHHazyelZCASp3soiqYolOYFZ1RJ0lWVPP/5M6SjapRufXZfU8DtuuACaFVRyPV5yfV5WX4BVH9FCHJ8s18hVRXlgrafCS5dwzXL6/EmLg+iqRT7O7t58uhxXjndRsdIZEYfKa+us6i4kDsa5rGusoKuSIRfHT/J9ubTdEYiY6xCy3HY2drOn/3qGf70li1cX101tjixoLGUj3x4C4MDMRxHEg57qa0pGFNDHcXihWX84e/fRVv7AAJBVWWGBi+EoGF+Cb/3mds51dRDKmVRXByiqiofI3svaarCe955Pfl5069KK4pCVWUeOTleFi8ez865DA3DyNRcFhYG+cTHbqS5pY/+/iiaplJSHBoT4yksDPIbH9xMV/cIadPC53dTU51P3jQ2EYpQqQ7cTNzq5dDgd0lPyYLMDorQqQvcyfK838C4xIzC5YQQgsLyXD7ylw9SXJnH4w+/wHDfxQfJuktj7W1Lefdn76V6Qek5KaSDvRGe/slr9HQMcvp4F4l4ihef2Mfp410gMqIB7/zUzRRkPRpffHwfu54/ykMfv5Hy2nFFznTK4mff2k5/1zDv+NTNBHN8xCIJfvRvz1FZX8TS6+rYue0Ixw+0gYS6RaVcd8si8opmJ+RjySS9yYNzSk0GEGjMC26lyLv8mqWezhWEUBBqAS7P/Rjum7DMvaQSj2OaL+HYHUwRi5FJrPQeoiNHSadewBv4XVSt4Q0SUAvEtFO8C/e1nAw5zTEE04UgQnjQtPlY5s7MnjKGY7cjJQghsa1TOHKcRqrrK5gYtChaKYpShJ0V6bHtZqQzjFBzkTKKbbcxSvMYFdS5WqZ3pmVxZnD6hRxdVVlZVXpOe7KLgSNjCASqcu4xRBEulIu2ExEIYZC5rgpC6GPstox6p4Ut43j1Bbi1cRsMjz4Pr7GIkT6bHT/fza6n9qOqCmvvWMY7fv9eXn/uMJGhGNffu4pt39vBko2NFJTlXmQb5x7JVBro8l04AAAgAElEQVSf26CmNG9KeYoQgoKwn7KCEJFY8ko6GE2CbTkM9kYYGYyNvaYogqG+CEN9UYI5XvxhH6qmYCbTDPaOAIKFa2pwnSfBczau2Ky7yBvgvvqFfG3fqxzq7+Yt9QtAgEtVMW2bx04cZkVhCR5Npz0yzOOnjvFH67YAUBkM89Z5i/j7XS9yaqh/UrB4sK+bF9pbuLeukZsr63ii6Rhf3PUSf7P5dtyaxhdfe4mg4eIt9Qt5+vRJ9vZ08MHFq9AnrGAIIVgULuMLqx9ke89J9g+2M5CKoSiCeZ4i7ixbwqq8KuYFiyZZZ0xEc9cAf/+j59AUBb/HxbtvWsmS6vNL1I8qLU1X5Pwm3sS1gFH7lPbhYV5qPs2vjp3kcHcPMdOcdozUFIWigJ8N1ZXc2TifJcVFBNwuBDC/II/1VZW0DQ+z7cQpHj14hKb+AeysZPip/gG+8Px2vhgIUJuXWfDxeAyWLDo/fVJVFWqqC6ipnlo7rCiC/PwA+fnTB0yKorByRdW07wHousqa1ef2gxJC4Pe5Z2yrrqnU1xVRXzc7JUJNeFiU8048Wj6HBr9LJN0+awNzgYJPK2JB+CHqg3ejK3NHfbpcEEIQLgjwzt+/h1U3LeYX33iOfS8cZbg/Molaeq79XR6d2sUV3P7ejVx/1wr8E6xPZkIinqLtVA+phJn1ZBRZcRAHRIbqM/E+bz7WyYtP7OP2h9ZSPoHsYtsOB3c20Xqym7d8aBPBHB9mymLPi8c5vLuFbY/tobdziFCuj9hIghcef51XnznCb/31A+SXnD9jlbSHGEydOu91uFDkueZnss5ceonFXMBybPb3dhM1TVRFkOv2UhkM4dXmzuJCCAUhctBdN6K7NmLb7aRTr5BKPoll7s3aNUz41mWcVPIJbLuDQPiLqNr5PR6vPpRphHTkBDGZi4U1pT5RCDdCTHf/6GhaAxlhnkwftqwTuJBZ24sTILPlBMKLqi+Y/AlELqpWh20dAbIiN04PipqLzFpxjG2rFqCqZZf42S4eMTNNdAYNB0NTqc6b+1pKTckFJKbVjjSWIsS4ijdMpM5fvntVES50pQC3VkNh4H0TFigyY+kIPYTyg7z/zx7AH/Ly3b/7KT1t/Qz1jVDZWMpNb7+efc8fobd94JoKFiuKctBUhYGROMW5U8tjookUAyMxFtWUXLWxoLA8lz/99w+P0VAlkpYjHXzzHx7n9nesZ8Pdywnn+9E0lWTc5PTxTn72ny+w5Lp6ahddWF+5YsGi3zBYUlBEkS/AxEFYEYItFTU839ZM8/AgC/IKeaWzjQKvj8bcjHhFyOVmWWEJue7pM1NVwTAfXbYGt6oRdrn5250vMJJKkXYcmocH+YM1m1hXUo4QsK+3k1yPZ0pdoiIEpZ4wD1at5sGq1dOe51w3xIuHmvG7Df7q/XegKcqshTJsx+FHLx7gxmV1FOVcuyv/b+J/HmzHYSiR5EBnN08dP8mOllY6I5Ex+vRECDL1pA0F+dzeUM+NdTVU5IRRpymmNjSV2twcatat5vaGefzHq7t59OBhkllhpSPdvTx28Aif3rQeY45XYt9IEEJkaw3vociznKbILzkTe4VI+gyWTCGlNSF4FCioqIoLv1ZCqW8ddYE7CBsZute1P7HNQIiMTcXCdXXMX1lN24kuDu44zpFdTXS39jHcHyURTZJOWwghMFw6/pCX3KIQVQtKWXnDQhpW1RDI8Y0d73woqczjd/7uIQBee/4of/fb32XLvSt46GM3zpmozaHXmtl05zI+8RdvoaA0THQowSNffpqnfriTPS8d57YH155zfyklI2bbnHsrKuhUB27Gr12a6MlcIpZO87nt21CEIM/jZcRMURkI8amV11EdnFufucyxDFS1BtVbg9vzFqz0IZKJRzGTT2WVNkfHO4mV3kss8n8Jhr8IV6k2bvZQEUo+EwM1kDhOz5jQ18XAcUaQcrI/nqKEYRorE4FA1WoRIoCUmaybbZ0EHKRMYlnjytGqUpxVWp3QLuFG0xsxk08CNo4cwbZOoemNWSXU8f6gqhmrjauFZHp6cUDIlNz4ZtCQuBS4tAp8xkq6o99CEW4MrQJbRgGJ31jObKb4Ulo4MoEtR5DSxpExLGcks3g0i7IFVQmS472Dvuj3cOlVePWFSGli2l34jKUoqiC/NIfKxlI8Pjdun4vB7mFScXNsvNcMjfQ1Jpa4tL6UxbUlfP+Zvbzz1pWU5YdQlYxDQv9InF++cpR4Ms2WFXUkUpPp3oauos9Cqf1SoaoKwZzxjLGZTPPSE/vIKw7ztk/cjDfgntSfiipycWyHb/7DE6y5aSF1i2evYXDV+XxCCGpDOVQEQ+zoaKUyGOa5tiZurarHp8+uc1UGQxiKmslCaDoKAls6BA0Xi/IL+cmJQ/QnYuzqOsO8nHyCxvRUzYsZPJOmRTxlcqZvmKDXTTSRQlMUgr7MwGk7DvFkGtOysgpXBrqmIqUkmbY40zfMs/tP0lhRgKIouHQVvydTHyilJGGmSaQsNDWz77VWBPwm/ntBSknKsmgdymQRf338FEd6eomZ0w/kmqJQ6PexpqKM2+bPY1V5Kblez3n7khAZIktlTpjP3rgRTVX4zp59OFLiSMnzTS28e+UyioOXdwFFSsmQeYohs4lS7zoMJXjNTJpHIYRCyKhkee5v0Bh6gJH0GYbNFuJWD6YTxZE2mnDh1QoIG9WEjGo8Wj7KVardmQuMTiJqF5VTu6icuz+4hdhwgng0SSpp4liZrJ+ma7i9Br6QF4/v4hTppttHZP+aq3shGPZy3wc2UpKts80pCLD+tkU89/O9nGnuw7acMdGH6SGJpNtIOxdHR54Jfr2EMu91l1znJaWkJxJjd+sZlpQVUx6+tH6kKyofXrqKGytraI+M8KU9r/Cl3S/zlxtvwafrRNMmuqIikcTSadSsZsJ01gKzwVhbhRfdtQbNWI7lfSvx6L9iJrfBhNq/dOo50uk9GK7NF/35rgSEEKhqWVaNdDSbKLN02xRwcbX+jt0+ng3MIqOwOk3wLASKVolQwshsra1jdyJlHCljWd/FDFStBuUs/0khRNbX0ZURJJIpLOsohrwL226dELSOBqUXS7W8dNiOM6OVmKaqM2pNXAoUxUtp6FN0R75B58hXAQchdILuzfiMpRndU6GjqbkzUJIhnj5K58i/YtlD2E6U3uj3GUo8Q8C1jkL/e1GVAIrwZQJ/kfk3gKoEUBVfRiDHdz9SWvTFfozjfBshVAy1BI8+D3+4ACEEP/nSL/EFPbQe6+AX/7GNrpZeapdW0nW6l9hwHNcsze2vFJo6+oklTXbsb2bXkTYKw37cLo1U2mJgJE7vUIzyghBfe2wHtuNMIiK8/ZYV3LCi/oq32UylOXWwncVr63BP8zwUQlBUkUd0OE5na98bK1gE8Gg6N1TU8uiJQzTkFjCUTLI+W784G0ynXgpgqCo3V9bx7/t30TQ8yIK8AjaX18w6CJ0NXjvRxq92H2N/UydSSv72+0mKcgJ85I61hP0edhxu4Ve7jzMcSyIErKwv422bluLRdba9fpKn957gaFsvX3viFbwugyU1xbxjy3JcusbR9l5+9OJ+eoejGJrKpsU13L6qAfdFCMPMNYb7Ijz7/R0UVRWw/p6p9iWXG9F0EgdJQHNfc5P7NyIcx2EgkWB/RzfbTjXxyuk22odHMoPgNPDqOvX5edxQV8MNdTXU5+fiPo9f4kzwGQbvW7WcF5taaBnM1K90RiK0DQ1f9mDRIc3Roe/THPkVG4v/igrftTsBFELBo+Xh0fIo8iy92s25olA1lWCen+AMNaXXOnIKghRPEGSCTC2kpqukkulJ1LHp4GAzaDYx18UxBe5F+PXpZfkvBBJ44WQLf/3Es3xiyzo+snHNJRPfVKHg1nTqc/J436Ll/PELT9E8PEhDbj4PH9yLXzcYSMY53N+LR9P47NpNVAYvzGh6Jgiho+mr8If+iihgJp9i9NpLGcNMbb/mg0UAVavOBmrj1FPbbsOx+yZZUMwWGVGZ42fRUM8dqClKLqpagWOfBsBxBpHOYFYZdTwzqBnLYBoqtKrWoIgwjowDNrbVBKSyQevoIqaOpi+8qnMBKeWM/VgIZlSxvxQIBC6tgvLwH5K2+7O2JAaakoPIXkuP3kht3hfQ1enLotxaDWWh35vyuip8CGFQEvxo9lgqxcEPZYNOleLAhxitU1WVAEWB95PruxfHiWaUbJUwqgjgCsPWj9/Cr771An1nBnjXZ+/D7TUY6B7m5L7TfPm3/wu3301JzbVlPXe6a4CWzgFKCzKqsRNt5bxug6riTBzRNxybsm/KvBzWRrOAEGi6Snd7P4loEn9oMg1dOpLOlj4s07rgxNOcBYumbTOQjNMZi2DaFl2xKDluD/keL7qiMmymiJopImYSCbRHRwgaLsKuzGR/TXEZPzh2gEeO7GNJQRElvswk0ZGSoVSCWDpNLG0ymErSHhkmYLhmzBBOxP7eLioDYW6rrkdVMn5ntpRoczSoLK8rZV5pPv/+5Ks4UvKxu65DU8czi7kBL/esW0BJTpBj7b3851M7WVJdwsr6MjYsrKYg5KNzYITfuHMd5XkhXLqGoWsMx5J85Rc7WFRVzDtvWE5rzxDfemY3+SE/1y+ouuoB0lDvCI/8/c9YcdOiKx4sSin5+ZndjKQTfKjuRvQ3cAblaiNlWbQMDGV8EZuaOdKTMbOd7pEngDyfl1VlpdzWUM+ainIK/L6LXs0fO64QlAQDrCgrHQsWYymTvvjcZlGmPTcqYaOOPNcCvNq19bB6E28sZMQepp8sur3GlMzh2OTxPIEigCMtRsy2S27jRKjCRZFnOaq49BV9AZSFAiwtL6Y2P3fOp8VlgSCGqtEdjzI/J4+O6AgnBvt5z8Jl3Fkzn2jaJGeGMpWLhRACRSnF7X0n6dTLSDnqGSuzfoEXT+W8UlDUEjStEdMeVw127A4s69BFBosjWOZumCiyJNzoxuoZxZGE8KLp80ibL2WO4QzhOEPYVjvSGRWEcaFpC2Ea/0xFLUTVKnDMDgBsqxXHGcS2zzCqhCqEF1Wbd8Gf578LFOHCpZVO+56qeFCVmdULVcWHR6mb8X1dLZzw74Jp/w1ks4kFcNbrCGhcU0ftkkqkI3F5Myb2UkqWbV7AyX2nKasvJph3bZVh3bamgesXn1unYCYEvFcnS+py6yxaW8uT39nBj7+6jU33LCeUF0BRBalEmlOH2vnRV54hkOujfJbaCaOYs2DxTHSYbxzYQ3c8ikfT+d7R/eS4PXxs2VoqAiF+1XycHR2tdMcyK1xf3PUSK4tKeffCZehCpcDrY1NZNc+1NfHhJavHpPNTtsWjJw6zr6eTiJlif28XHdERtpTXcF/9Aop9/syAnR2zPZpOTTgHQ1WJp9NY0uH13k5adgwCGQn/9yxcwa3VdTNafFwIRo1TvW4Dx3EoDPsnPUAaKwoZjCQYiSfJD3nxGDoDkXhGzMHvITfgRVMV8gO+STWLzd0DtPcN87aNS7Fsh7ygF5/b4PVTZ1jXUImmXtsPqcuNVbk1pB37qsgV/3dBTzTKl156he0trXRFIqRnMBvUFYWq3BxuqKvmpvpaGgsK8LuMOZ0oaYpCTe54vYnlOGOenJcTilCZF7qf2uCd6Ir/mp/8vYlrB2cHhlbaJpU426ogg0u9rdJObM7rFQ3FT557bpQ9hRCsrS5nYWkRPmPuhGhGoQiBIgROlungSMmivELurm2Yc4XJichQOcsRwjchWCRLw3SYyYTgWoEQAXTXJszUC0AmCydlnFTiSQzXZsQFeD5KKbHMA6TT+ya9rqqVaPryc+ypo2p1ZLKGaaRM4Nhd2HYTo/ReRc1D1ab39xQigKrVZ7wxkTh2Z/ane2wbRS1CmSFz9iauPtIpi+7WPqJDsUmegEWV+ay9fdlVbNnM8LoNvBeoGHq1oekqtz64jubDHTz29ed4+kc7ySkIoOkqsZEk/d3DeHwu3v07d1BSlX9hx56rRlYEwnx27aYpGQmPpqMKwdb6BdxV2zD55EJBywZsqlB4/+IVvGvBUjzaOBXBrWq8s3EZDzUsmbSvrqgoQvC+RZms1qj3YV04l7/ccAseTefxpmOcHOznX2/Zit9wYTsO3zq8l22tp9hcUY1Hu7z1f0kzzQ9f3M/+5k4CHheKIhiMJmazkEwknmIomuCR5/aiZdPFpmUT8rm5ajq9Vwgyq4w5ERnuvRh7rz5QMmn1evT10e1GX5v2+Gcd838quiMxfnboKPH09BPcgMtgeWkJdzbO57qqCooDfjRFuSzXTAgxyXdTEQLtMtR4SCmJWh0krL4p7/n1Mjxq3pTPl7m3HJJ2PwlrAImDSw3h1QpRmEy9TVqDRNLteLVCvNpkbz/LSTJkNqEJFyGjduw9044wkm7Dr5fiUkKknShRqxNbmujCh1crRFcyqp5pJ8aw2YpPK8St5pCwB0hYfUhsXGoOPq0QgTrtZ7BlkpjVTdqJoQgdn1Y0qUZTSkkk3U7KHiJkVGOoU1d6LSfBkNmMJtwEjao3dF3kxcLtMbBth1gkOZZdklIy2Buhu31gzkRxJiJlD2Pal6piORl+vQSPmpkwJMw0J3r7KQ76KfBnlHNHEkma+wfxuQxq8nJQFYW0bXOip5+A20V5OIjlOJzqHSBuZsYQIaAsHKQwMJUu3B+L0zkcoSYvB11VODM0wkgyhUvTKAkFCLqnrzmVUjKYTJK00uR6MrQqRQhyPZ7zshpGnwEXO2ZJKXGc/imCLkIJMV0W7FqDEAqG+0aS8UewraPZVyVm6lnM1EsYrptnzAhORIZiOUQy/m2kM9HzVMHlvhVFnZnKLIRA1eqzAfcQ4GDbLdjpE2PbqGr5jMGeEAqavhT4HmAjZQzLOjYpWFTV8in1jnOBs+cQErBsh7hpEkuliZsm0ZTJQCzO0a7esX5wNkzL5lBHN33RC2fLaKpCXUHunAvkjH62pGXRG4nRMxKlbWCYzuEI/bE4sZSJadkoisBQVQJuFzleDyXhAGXhEMUhPwUB35gI3Ux9LG1aPPavT7HtezvQXdqk8XHrx27hlndtnLGNVtrmwM4m9u9sYum6WuYtKmdoIEppZd4V8WTM3PfQOxSlvWeI4VgSj0unOC9AaX4IQ5v6rL2aEEJQWlPAp//27bz81AH2PH+Uvs4hkok0gRwvKzY3sPGuZTQsr0a9wPjnooLFlGVxsKMbRQiWlhWjKkrGMuIctNCJAeBMcKkaLnVyk4QQeGcwrAfGvBJHoSoKPmW8U/XEoxzo6ybsctMTj3Gwr5sbKmrRlcs/yWnpHuSJnUf4nbduZnltKT1DUU6cmTxJzQjZgGXbkwamohw/pXlBPvOWTVQXZeSEHcdB09RJhuWQnQhaDn0dA/S09mOlLUL5AUpriyYVuTqOQ/OBNmzLpmZxBSMDUTqbM5LxgRw/5fXFeM5ST8qsJtp0tfTQ1zGIpmuU1BYiHeeydBJHOhwaauepzv0MmFEi6SQuVWNTYSNby1fTFu/ney076EoOsSavjgcrr0MTKinH4pGW7VR487ipeDGKEFjS4dvNL1LiCXN7yTIiVoKnOw+yZ6AZTVHYXLiQDQXzcalXvwb0akBm/0yEriiUBANsrKni7gUNLCwqxGvoY56HlxPpCV6NmqpO6dtzA4fmkV9ycuQXODKNLU0cmcbBYnX+Z5gfemDS1lJKUs4wR4d+SGt0G0l7ECkdXGqQEu9aFua8G79WOtYXOuM72dn7BRbmvIvFOe9jYuYhZnXzQuf/ImhUcFPpF8dqSgZSx3mp689Zkf8JfFoxBwa+wZDZhC1TaMLD/ND9LMp9Hyo6Q6lmXuz6U+qDW3GrYU6M/JSY1Y2UNi41RKX/JhbmvAu3GmKUbuFIm77kQQ4Pfpf+1FEsJ44iNAJ6OY3hh6jwb0EVmTGzI/4yr/d/jWW5H6Ux/NCUPt6d2MtLXX9GTeAOVhd8hms9s3I5UN1QjGFo/PpHu6isLyKY42WgJ8JPH36JgZ4R8opDc35O04mQdqbWxlwKAnoZLjVjgN4Xi/HHj/2K2xfO49M3rEdKyYsnW/jc49uYV5jHv7zzPsIeN53DET77kye5a3EDH9+8jriZ5isvvMrBjm6i2cnl7926kfesnZpp2n7qNP+0bQefvnE9e9s62H6qlUgyhaYI6gry+OTmdaytrpiwh8SWDjHT5NHjhyn2BagLj0vri1mo/Dr2aWy7E01fgBABMnYSsxvLMhPFEVKJ/8/ee4fJcV1n3r9boXOanHMEMMgZIBEIkCAJkmIQSZGisqyVvbQ+OXyyZVtayZLXeb2SZSvSCrQoi0kSkwgGAASITOQcBpMwOU/n6gr7Rw8GM5iAATAIlPnyafCZ6q7q7uqqe+855z3v+9JgkHMeEoo686ZaJE4EWS7G4XqE8MA/AMmg1zK7iAT/GUlKR1FnTShwlDwPIaKhHxKPvcnwZLUsl2B3PnJJgSRZLkSSUjGMpCWJoZ/BMIaJ26g1jLb5uIBkP6ILywpiWVGMxHFMs3PwWYGsVjNWv+PVoCsU5mRbJ92haDKYCoboCIbpDkUIxTXCcY1wPE5YS6Ab5pA421joDIb50guvX1HfYqrbyXcev4+avMujDY6FpFWbSW8kxqn2Lt6rP8f+xlbO9fbTHY6QMMyh3svxEvZCCGyDbLjS9FSWlxextKyQwtQAqjz6/upt72fPm4d47M/uY/riCqRhrDiXd+LK9ntbTvDWr/bi9jg4c7SZnII0Xvn5dj76h7fj9V/aq/xqcN4e49dbjvDytqO0dg9gmhZCgM/tYPH0Ij5+10KKs1NuqrFACEFatp/1H1vOnY8tHbKEstkVVJuCNMZvNBlc0WqsNxLlG69twibL/OQTD+Gy3Zyl2rWDfox7Ws8RN3T8dgdPTJ/DstzCq+6zmgxcdht2m8qeU0109IU4ea4T7SJqXcDjxOuy8+zWg8woyiY7xcu88jxKslJZVFXI91/bybzypB9KV3+YdQuqmF54YdCwLItwf4TXntrEW8+8S19nENMwsTttzFhWyWNfuo/iGfkIITB0k1/+08u0N3Rx16dXseGnW2ir70SLaciqwpyV0/jk1x4mp/RCRSQaivHit1/njae3EO6PotoVsoszuOX+hUjX4Bx2xUN87/Rb3JpZzfq8ubzYtJvueJBlGcmqdJbDz2PFy/hZ3VYawl1DwY5NUvCqTt5qO8yi9HJ8qpP2aB9bO47zxeq70UyDn9e9S22wnfvyFxA24vxn3VYMy2Bt9vtn4r8WEIDPYWd6Via3V5azorSYfL9vVFLiWsK0LILx+NDfLlUl4JzaHqQkJCr9D1LkXTMYLOo0BN/kRN+zWNZo2qtuRdjf9e/UB98i172Iaa5HkYSNzughGkIbCSbOsSzrK0P9jhYmhpXAssyhSvfI75nAtEY2vyf30WgJ7ySkt+BR85jhXgYI+rU6/PZSpMGgzMJEN2PUDryCLNnJdS0m1V5N3OjjbPB1TvT9F3bZz7TAR5BEUnW5O3aMHe1/g4VFme9u/LYSonoXdcEN7O78Zywsij1rEUIix7WY432/pDG0kVLfXUPBRPKzGzSGNmMBue6lSGP6qt1csCwLLZbAMEwEYHfarjojPWNhCSvWz2HLawf4y0/8ALfXiRbTyC/LZM7yCs6d7bz0QS4DlmURN4LoF1W3rgYCCY+agzQoje93Osn0uDnZ3oU5mE0/2d6FKsu0D4RoHwjid9hpHQgSimsUpQaQhMBjt/EXd64iFNd4+2Qt39m8Y1xRLNOy6ItE+ddNOyhM8fMHKxaT5nGxr7GZZ/ce4V82buP/PnwPLoeKYZlsOVdPXX8vhzrb6IpG+OOFywnYHWjG5OnpeuIYwf4/R1HKkp6KtgXISimS8IGwwUVV+GTC1gArjmHUEQ3/jFjkBUbYfUmZ2Oy3XslpvyEQQsbh/DAJbQ9abANDfoeJwwT7/gSX5/ex2VchpAAMY0pYljl4Hs4SDf+YWORFkiqq5w/swun5PPIwI/ZxP4MUQFaKB6mnFgltH5bZO/isiqLMYKJgT5JzkeRsDD0IJEhoe7HM87TgaxO8b69t5C9ffAN9nOv5cqGP0+ZxKSQuKiRcCSzLIhjXONHaweaTZ9le20hDV9+QXdWkjjF4HCyLqGnS1NNPU08/W07Xke3zcseMCh6eX0NxesqItYNhGLg8DmqWVZKWc3nWJkf3NrD+saVomk7j6TYcLhuJuE7iOgjIxBM6T7/+Hi9sPkRFQQYr55QR8DqJxBKcae5k+5E6WrsH+Npn7iQr5eZqYTkf1Es2CdU2NUn3m0IN9VrBqajcW1bNvWXV477GsnQSRguylIYkLm3gPB7mlOaOyirlpfv44v23sP14Aw0dvdxSU8Kc0lxy0y9knlM8Tr7woVvYfKiWMy1deJ12LMCmKnxm3SK2H6/nWEM7ICjPTSc31TfiPRKazss/eJvf/PsbLF0/j6X3zsPmUDm6/RSvPrWJp/7ql3zx3z5N+jCz0/pj53j2/7zK4jvn8NEv3w/Apmd3sOWFXaTmpPCZbzyCalexLIvNz+7k+W+9Rs3SSu781CrcfhdHtp3ktz/ezEDP1NKiAAYSESJGnIVpZZR6MpmTUsxrLfvxKknBILusUuBOJ9Xmpj9xQZFNEoL5qSW81XqIs6F2ZgeK2NdTR6rNS5k3m674ALu6zvBI0VKq/XmYlsmRvka2dpzg1sxpOC6qLlqWRcLSiRsxDMvEpThRxdT34txIyEKiwO9nTl4Od1SWMzs3G7/jxqjLWpaFU1WZk5ukImV6PORcAyVUIQQOJQUHFyat7tixcZvKWsK7aQi9TZ57GYszvzQUPBV71uBWszjc81NqB16lJuXjk6JzTYTmyA5mp/4eFf4PoUjJ6/18YHnxsWNGL/NTvkCZ/x5kkbxXA/ZStrZ9ldbILsp992KXfRhWnON9vx+/P18AACAASURBVEQzgyzO/HPy3bcMBZHpjhq2tH6ZU30vkO2cj1NJw6vmkeNcSH3oLbpjx8h1Lxl6z4jeTkf0AH5bMen26Vf1Xa8XIsEYv/yX12g42Ypqk/nkXz1Afvn4vU2ZeSnc+ehiymvyGYjF8djtQ20AMJiZVwUf+9M7mb2snNqjzViWRWF5FvNuraLuZCunDzXhdCdZNnaHyq13z0aWBaptZPUlkO7hjg8vpGxG3pAvr2VZRAatIBzDGDWaOcBUth8IZDzDBDE8dhsFqQGOtnQQjGtIQnCqo4slJQUcbmmjqbefysx0WvoGsCyGDMZlSSLL5yELON7Wccm6iW6aOFWVv7hrNeUZqclex6J8esJRfnv0FGc6u1lQnMe6kgpaQkG6Y1FuyS9mWV4hBV5/ktIoCZbmFuCzTc76wTLDJLTdJLQ9COEfFH0pTwaNclay4ihUsHQsK4JptqMnTqAnDgzaTAw/7woO14eRlesvi381kOQ03N4/xTRa0RMHhrYb+kmC/X+Bqtag2hYjKcXJCp+lY5rd6IkjJLRdSeXREefBjtP1OA7nfZMa94RwJ4PKuCBZWTw9dDwh+VHU8gnnHUlKQ5YLB/cDPXGE8yI7QniR5SsTIpkISSuMqQkUbySiWoKtp+t56cBx9jY20xeZuqQTJPW5WvuDPL1jP7vrmvjCmmXcUl48NG76Ur1kFqRxaOsJ5q+diaLIQ1lU1aai2scPQ3wBF61N3bjcdrS4TuOZdiRZwma/9onK001dbNh9kvXLpvOp9Ul3g/MtB/GEzqZ9Z/jWs1t4Z/8ZHrltop7d6wvLskjEdXo6+unvDqGPo/2QV5pJ4DJEha4uWPwdWDebVoSW3v+FJLnxOtbgti9ISgwL5bIoA7fNGT15yJLEnLI85pTljbufEILphVkjqoXn4XbYuH1uJbfPrRx3/3OnWnnjZ1uYtWIan/7GI3hSkv0m05dUEotqvPTdNzm45Ti3fWTZ0D5aLMG822r4+FcfwulxYFkWBVW5nNhTy7Edpwj2hEnNCRDqDfPWz7cSyPDx6W8+SklN0jC3ZnkVWlTj+W+9NunzM1lk2H0UuNJ4tmEHVb4c9nTXsjC1DGUStOFcZwqlnix2d52h3JvNu50nWZFVjUu20ZToolcL80Ljbja0HsSyIKhHKfNkYVgGw7OahmVwOnSWHV27aYycI2pEebTgQeYEZhJMhDjSf4x8Vx75ztz3dfBYEPDzrfvXUxDwY78mlM/JQ5EkHp87m4dmzgCS947fcWN9l0xLpyWyA9NKUOq7c0SVTZbsFHnWcLr/ZZrDO6j0Pzji+SuBV82nxHvHUKAIDFV+LobPVkieexnyYHVPCEHAVoZTTiWqd2EMSsqH9VY6ogdJsVeS7Zw31GMohCDVXonfVkKvdoaBRBNOJQ1JKBR5b6M+9BaNoc1kueYng1EsOqIHCOsdFHvvwC5PjUXBtUY8EufAlhOc2l+PzaHy4SfXTfj6oopsPvvle4jrOj/ZtY/7Z00na1j/XcIweH7/UW6vLmflPXNYec/IRUJalo8FKy705rs8Dj78uVVjvldmXgqf/P/vHrHNtCzePHGGwpQA8wouBHNxo//i3a8KQki4lAsCB5IQVGams622gZ5wBFmSaB8I8cCcGbQPhDjd3s2K8hJqO3vI8LpJ91y5n92SkgKKUgNDY6dDVSjPSCNhGPRHYzgVlc/PWTTu/ookc1/5tCt452TfnaH3YejHB7dJgApCAsskqa45XuVSxe68G4f7U0w15fF6QFaq8Pj/mlD/1wYDxsFAyIoMBtO7ASVpxG5ZJAVxRicohHBjdz2Cy/OHMElfQyGUQbVSG8nq5IVzLMvZSPKllFkVFHUWWvztwb8vVJYkOQtZvnqK5u8qeiJRvrt5FyfappbxcDFMy+J4ayfffGUTf7l+NSurSpLtQAmdSDDGf3z1Wd78+bu4fRcYQ7c9umxCNf3l62p49vubaG/uJR5N0FTbwZoH5uPyXPu1wammDgDWL5s+FCjCYMLZprJidhm/3Xmc/aea+fDq2TeN2GJfV5Bf/2gzOzYcJjQQxTLNMXVSnvzfj3DL+skHuVe1QhQkx5TeSJT+aCzZdO52jauGZloW/dEY/dGkfYbfYSfgco7ohwrHNdoGggRcTtLcoznJsUSClv4gbpuNDK97CnqpLBJGM7HYMYLRN7AppXgct+JzrsWhTkMS3ps2ILAsi9P76+lu7WVV+RK62/roabvQW+FP82IaJmcPN7LyocVD251uOwvvmIVjMPsthCCQ4SMjP5X2hi60eLJJu7O5h3Nn2pixtJLC6guBkWpTmL92Jr/57ptT/p08qoNZKYXs76nHtCzuzpvH3JTiIQGjiWCTFJZlVPFsw3YO9jbQq4VZkFqGEAKP6iDN7uHR4qXMClyQkbZLCk75wsBjWRaH+o7ydMMvCRsRHJKdHq2XiJGsYhqWwYb2jZS6i3ms8CHU9wEVbzz4HHZ8NzggOw8hxOBnuTk+DyTFXMJ6G6rkwa2MFnBwyKm4lDQiegdxo/+qg0WfWoAqTW7x5VayUaWRIiKSUJCEim5GOb/Ii+jdxI1eIno7h3qeYrgoh4VBWG/HMDVi+gWlzTT7NFLtFbRF9xFKNOO3FWOYcc6Ft6NIDvLcy27aMfFi6LpJPKqN+VzCMNjTcI4jrR1YWCwozGNOXg6doTAbjp/h9WOnGYjFSXe7uKemGizYcOI0rx49SUcwRLrHzb011WR63bQFQ2w5U0dfJMaMnEwWFxdwprOb2q4eeiJRqjLTOdXRxYycLErSUni3tgGHqlDX3UNxWgoryooxTIu3Ttby/P6jFKX62dNwjhXlJVRnpaGZU8viEMijrteKzDQiWoKOYJiEYRDXdWpyMzne1sGxtg7ius6Zzm4KUvxXNW7kp/hGVGuFEEN/T3UlRwgnQjhGCdRcgAnEL1m0FVI6DudDOD2fHTSgf39c/8ORNLifizfwj0RC30GLvYllXXxd6WCNR/ETSHIhTvcncLgeRQj/ZZ0HWalECCeWFR+1XRKXHjsVdSbJHumRwbwsFw5SaKcWgqQC72Tr+UnrnAmOd4Vei1e7xs3yullUks/J9s5JiSuef0/7MH2MhGGg6cakzkVz3wDffnsbhal+yjLTkGWZOSunUb2wdNRrM/JTxzjCBWTnp/LJP7mLxjPtJDSdnMI0svJTr0kL1MWIxnVkScLnGpttZbcpeJ12BiKxm0Zz0tANNr74Hi//ZCsF5VnMWlqB3aUyVmUvu/DyBKGuKliUJIm3T9by4oGjNHT3ocgS07Mz+cTSeczJzxlxkYfiGq8dPclrR07S2NOHaUF+wMddNZXcN3Ma3sHJp6m3nz9+4TWWlhTwZ3esxKZcqChZlsXOuia+8dtNfGT+LD69bP7Va5IPg2lFiCWOEEscoy/8HE7bbLzOtXjst2BT8hE3WWBgGhad57qJRzR+9Z0NvPrDjSOeT2g6WjxBuC+CaZqIwRtMtauk56eOvAFE0vjaNMwhaeNgb5h4RCM9NwVFHXmp+NK92JxT36uaMA1ODrSS60xhmj8fRZII63Fcih0si75EhH4tQq8WJpSI0xDuIqC6SLMng/rp/jxUSeG5hp1U+3LJciYpvxl2HwvTynmr9TCKkHDKNlqjfRR7Mphnv7DoDhthXm3dgFf18Inix1AllX89/f2h512Kk2xHFvWRRqJGDFW6ua6JDzB1MDEwLG0wCBs9VJ4PzkxLG9WHODYsJppVZMkx6fFMkRyTsv4xzBgmJhG9i3PhbWO+xmvLGxK4AVAlD0WeNezt+g4t4V341CKCiXN0xY6Qaq8iYJt6yte1gpEwxg0WzcE+nqLUAH3RKD/Ytoev3b0Gp6pSkOLDZVOpycki0+vGpSb76PIDftw2lek5meT6fbjtKsF4nKe2v0eWz0NRaoBn9x1BkSTaBkJsqa0nz+9j+9lGlpQU8Nz+w3xm6QJ+/t4BVlWUUpKWwmtHT6FIEstKCskPJI9ZnpHGjJws0gcTpskEwNRBkezIYiSNM8fvxeuwUdfVQ8Iwcdts5AX8VGSm88rhE7T2B2nrD7G6qhSHeuVLB5usXDdSkmJbgDfwd8Sjr5FIHMQ0O8Ca7LlUkeRcbLYl2F0PoKrzQTjfl4HieQghDVYYv4lmX0M8+jwJ7SCW1TvBXgqyXIDNcRt254ODYjOXP/fLci6SnI6hDxcLklHUahATU4qTiqpFSFJa8jcc/unUGq6F0Na8olz+5sE7Jh0IdARD/GjrewzE4qOeS3E5+eytC8YsgFwKNlUhP+XKRbMUWeaeWdW8eugk3eHRaqwCSHE7yQ34KMtIpSQ9hSyfF6/DPrT+jmoJukIRTrZ1cqCpdWiMGA+n2rt5ZvdBvrRuBZ6Ai9ufuBXTMAkPRJEkgXuS4jQbX9oPwKxFpaRn+6+LAup5pPlcaAmdpo5estNGF416BiK0dA1QUZAxlWHIVSEWTbDvnROUzsjjC3//EbIL04ZaHC7G5Z7LqwoW67t7+Y/te1lWVsjdM6qo7ezmtaOnaOrr5+/vv3OoJyGu6zy9az8/27UvGUwumYciSWw/28h3Nu+kYyDM/7h1ES6bSmFqgIIUP1vPNPDYwj7KMy5Ev7pp8vaJWmIJnTkFOVNQVRwPJrrZRTD2NqHYVlQlD7d9KX7nXThtc5ClpNLgjZ80LEzDRLUr3P7ErVQvHNtYNbc0C1lVMAdvbiGJSTW9mqYJ1tgXlSRJ416EVwrLshhIRLAsi709dRzrP5eUqjYNPl95O7MChWzvOMmOrtMMJKJYWPy4djPTfHk8WrwMVcgEbG5WZE5jY/sR1ubMHKpI2iSFx4uXs6n9KBvbjqKZOrnOFGYGCkZ8hs54N62xdh4r/DCz/DNoi7WPWJTLQibVFuBMqJaEObZM9gf43YAsVFThwjDjGNboBYBhxdHNGIrkRJZGLp5Ga8klrTMmF1ROHRTJhSRkclyLmJf+JNKYcv9iVJUpx7UIl5JOc2QbJb51tEb2EDN6qfF8YlSQcTMjkdDRYmPfpzZZZnFRPm3BEP6InaiWIBiLk+PzMi0rkxSXk1l52eT5L5yb6dkZpLidzMzNoiQtmRU/2NzK2e5elpQUEnA6SHU72Xa2kbKMVMozUllQkEdY01hRVsyx1mSFzmu3c9f0SgpT/AzEYuxuOMeKshKmZWeS4XFTlZnBoqIkNc+yTPQxrr+rgSTUUQmQNLeLDI+H0x3d6KZJSXoKPqed6qx0fr47xvG2TsKaRkXmaHuZy8J1nDYlyYvNcQ82+1pMsx1Db8AwGjCMRkyjA8vsx7KiJKtVEkK4k55/chGyWoWsVCDLucDYth6Xgt2xDlkuZojyiYSsjt9WMvF3ScHj/2usYVVmIfmQpMsTDUmKXwSwOz+EzXEbhn4aPXEYPXEc02gdPB8qkpSCrBShqDNR1OlIci5w5X37kpyJx/93w4RtACGjKDMm1fcoK0V4A/8XyxqpCpwMFqf+oipMDVCYOvmKZW1HN/+588CYwaLLrrJ2WjmFaTeGvl+VncGy8iJePpikX0tCkOF1U5OXxa0VxczIzSIvxYdLVVFkCUmMXN+eV0fVDYPuUJQtp+r4yfZ91HePnWQwLYtNJ87y4NwZTM/NpPNcDy99/y2O7TpNzdJKHvuz+3j31+8xZ+U0MvLHr3AVlGaw5bVD7HzrKFn5qSxcWUXZ9Dw8/muftJlRmo3P7eCpV3YhCUF5fgYOu0pCN2jrHuD5zQdp7urns/cuuQligSRMw2CgN8yspeXklWRetj3GRLiqYDEc13hi7RzunzUdWRIkDJO8gJ9/2biNVw6f4AurlyIBR1ra+cV7B5lXkMf/Wn8b6R43AlhfU8U/vrmV5/YfZl5hLivKi3GqCutrqvj6q2+z9Uw9pempQ0Fh20CQnfVN1ORmUZWVfl1+IAsNTa9D0+vpi/wah1qJz7kOr2M1dqUUIRxXLWxxpZBkiZSsZOCaX57N6keXTnhOzMv0OPcG3Kh2hd72AUzDHBE0RkLRcRdhk8Fwda8haw8sftP0Hg5Z5f/M/xh2SSVu6nz7xGvs7T7L3JRi7sybw7rckSau5+kikBwE782fx/q8ucjigkSwEAKf6uS+/AXckzdvaNvF9Na4oaFbOpn2ia+vK6GTfID3FxThJGAvpzW6h974aVJsFSM8CUOJFsJ6Gyn2ChzyoOCHsCOQ0Mwgw1PSlmXRp52d8kX/peBWs3ApmUT1TmSh4lTSx7h2Rwa2Qgjcag55rmXUhd6gPbKftshunHIa2c751+/DTwHikTjGOA3+jb39fO/dXeT4fPidDmK6fmFcOn+KJlFViGgJgrEYe5uasSsKfqeDmpwsIloCm6wgSxIONfl/IZKHVBUZm5xU4vTY7UQT+pgJhvOY6iSDhIy4KHHgsqkUpwWo6+5FNwxWVJTgUJJVDVWWOdLShm6alKZPTB272SCEAOFEloqR5KLBbkOTCz/u8PMuRjyudo0hKyWTUgudDIRwYrOvmJJjJY8nJamk6nwUdR4XmA8jnIhJBtHn/76a97Njsy+95OsMw0Q3TGzqSKVaIZzYHCuH/tZ1A2swmT18XNYSRpJJJQQ2VRk3qW1ZFvqgVYR6k/nlTTVUWeLBedPZXddEYWqAtdPLWV5WSH6Kf6h6OOF6RyRnDZuikBPw8vDCmdTkZ/GNlzdy8FzbmPt0BsNsPV1Pid/PL//pZUL9EaYtLKOtoROB4PjuMyiqzOpHxr8mKmcVUD4jj+6OAY7tref15/YAe/iDr34IX8qV901PBnkZfj61fhHfef5d/uy7r5CZ6sVpSwaLXf1hErrBo2vnML/6Uv221w+yIpOa6SMW0TAMY0qDxas6UpbPw+LiApTBm9WmyKyoKCbD42Z3fROxhI5pWexpOEcoprFuegUZHvdQ1sLvdHDXjEoMw2RbbQMJI3mDLyzKpyAlwOZTdfRGLlBG3mtopisUYVVFCV779e5tsrCsCFHtAO39/0B958do6vkifZEX0fRGTEu7annjy4UQgoq5JQQyfezZcJCetv6h7edvfD1hYJnWFQ2EaTkpZBVlUH+0ibaGzqHvZxomR7efQouNTe+aDKIJnTdP17K/pZWeSGTIY8+jOmgId7Gp/Rib24/x66Y9tER7mZ1SlKSiCAlFkkc85IuM4qXB11z8nYUQg2bvg/uJ0X4zLsWJTbLREmsb8/eMGTEaI+dIs6dhl2+e/roPMPUQQqLIsxqnnM6p/l/Rp9Wim3EMUyOid3Cy/3l0M0axZy2KSDbte9QcVMlNe2QvwUQThqmhm3H6tTrqgq+PWaG8lnArWRS6V9Ebr+VE33NEEh3oZhTdjKEZIQa0JnpipzAvsg2RUCjwrEQgURd8nZ74abJc83Er2e+rRVU0HMc0xh6XT7Z3opsmjy+YxeLi/BHf67y1Um8kSiiuDfXSKZKEQNAdvrA9L+AjL+Dn9qpyPrNkPk8snMPSkoIJl9Y94QhnOrvpi0Q52to+ZEUhiWTFszsSIRSPJ2Xzsca0dbkaCCGPSnIKIZiWnUFdVw/tA6GhhGya20VewMeOuibS3K4RVDpN1wnFNQZiMaJaAguIJXQGojFC8TixhH5N5kXTtBgYiNLXG76sR39fhP6+CJpmIoQy+FCHPZShczPWdW5ZJobZj2F0Y5gDSXuJ6wDLSmAYvRhGN6YZntJzmlwvSIPfWxnjXJwPGq8PDh9v5jtPbSQUHn+stCyLNzYf4/lX9mIMo0Nqms5LGw7yzX95jb/+p1fo6g5OcAx4Y/MxnnlhN6Z5kzSdXSMIIZhTkMu/PnYv//r4vXxsyRzKMtOwq8qI9eJkIQnB9JxM/nTdCnIDY/eb6qbJgaZWms910dbQyce/8hDz184EBKpdwRtw09sxsXCXZVqEQ3HazvXQ2tgNWGTlpSAr197fV5YkbptXwTc+dxd3LKrCZVeJxjVkSbCguoC/+uTtfGzdAhzjaLTcCDicNpbeOYtTBxs5/l4dWjwxZWPFVVUWPXYbAedISpLXbifd4xqaZBVJorGnH4eqkBfwXZQpEuQGfLjtNhp6+tAMHZsik+Fxs7qyhP/ae4gjLe2sKC8mYRi8fbKWTK+bJaWFN/jHsdDNTgairxGMvo1NLcHrWIHXcRsOdQay5L9u1caSGfnc9pFlvPrDt/nRX/yClQ8vISXTjxZL0NnUTWt9B7d/9BayijIu+9j+DC+3PrCQX/z9Szzzt7/h7k+vxuVzcPpAA5uf23lV/PEz3d184+1NaIZJaWoKy4oKeWLebO7Jm0eqzUNtsB3DMgnY3DxZdSfVvtxLH3QKkG5Lo9CVz8b2d0i3pWGXbFhYaKZGj9bLju7d1IbquSd3HS75WvgAXj9YlsXhtnYUSSLP78Njs03KW9GyLPYebUI3TBbPKrppBsprgRR7JTWpH+dQ91NsbfsKGY5ZyEKlJ36Kfq2OUt+dFHpWD50Dn62IfPcyzgZ/y7ttXyfDMRPTStATP4kquXEpmdf18wtkqgMPE9JbOd3/K1oju/HbipBQiBo9BBPNZDpnsyjjT0bQEoUQpNgrSHNMozWyGyFk8t3L3xfeisMRC8fHFU2pzs5gy5l6vr9tD05VoSQtBUVOLkICTgfzC3J5es9+srwenlg4h0yvB5/DzsLCPJ7dd5gMj5snFs4h1+/jnpoqfnXwaDJxheAj82fhUBXcdhuqLOO125Elgd/hQBpMrG48VcsbJ84A8MjcmYPbFZaVFvLbY6c41NzGfTOrmZGTgcUUC78M/ncxyjPT6IvGyPYm+y8hWXEsTU9lZ10Ta6vL8A+b83998DibTp0dEqZL6Aa/fO8Q755pwGVTmZmXxe+vWDzlSoHBYJR//NtXaGudqNdufDz2xHLW3F5z2fuZVpC+4PeJJQ6hSBmkB76OPAlxlqtFQm+kL/QjtMQpXI6VpHh/n/ejIutkEArHaWrpHREEjoXMDB9ez0jxEVVVWLtiGvk5AX7w9Fa0xPhJFguL7p4QbR391z3RfyPgUBVm5o9vG3S5EEIwKz+b9TOreOrd90ZZxwE09vQxEIsjhMAcxvBIaDqRYJTskonXpbs2HWfbhsNIskTVrAI++uTtZBekTpl34KUgyxKzynKZXpxNMBIjnjBQZQmvy35TVqMtC/LLMnF7HXz7z3/JgtXTyC/NHNNqZObScnKLJx8XXJ3AjRCj+gaTPkgShmViWiYWFgnDQBICVR6dDVCkJD9aM4whpSZZEqysKOXFA8fYfOosi4sLaOrt50hLO8tLi8gfJ5NxI2ARJ544QTxxkt7w80lRHMdqPI7l2JQixBX2OkwWdpedB//wTmRFYvOzOzmw+RiSJA1Rmgqr81jz2PIrOrYkSdz5qVW0NXSy85X97Nt4BLvDhsvnZNUjS3jz6a1XdFzLsjjR2UVHOIJhmnRHIkT1BI/PnYVXdY2imV5POGUH9+TcyU/rn+G7tU8RsPkJ6xHebn+HtzveoT3WyUz/dJamLZyUwMjNjEgiwbe27uB0VzeV6WnMzctlTUUpVRkTU3AtCzbuOkk0prN4VtF1/MRjQ9N02ruD5GT4kh5OUwhJyJT51uOU06kPvkF37BgWBm41hzlpn6fYu3aEgqkiOZmZ+mmcSjqtkT20RvZgl33kupZQ5L2NY72/wMJgeKZeEQ48ai4OOeWS+XtZ2PGoOTjkVC7O9gskXEomhhUfohgKIXApWSzM+CMaQ5tojeymN34G09Kxy36ynXMp9KweMwi0SR7yXctpjewmRS0mzTF90mNZeCDKkR2naTzVit2hUrOskuLq3FEJJsu0aKnvJDZBFeFq0HiyFWOcBWNBwM+frrmFYFxLCqxZFi5bsvdUlWUemz+b7kgkKQDhSiaGFFnmw3NrWF1ZimVBuseFIkmsrihlbn4uES2BXZFJdSWrcYZpYlcUClL8eOw2Prd8IaG4RsDp5KML5+BQFbz2pCrxearXqvISZuZkkzCMKxLEuBqUZ6Tx5KolBJxOMrzJ61oIwfqaSgIuBzW5WajDfsMMj5vp2eMnQHL9vqGgtDorg8+vWMzM3NE2BzPzsvn8isVUZU1+8SKG/QsgSYJ4XKe1pReHQ8XrdWIb9HCLRTX6B6IossTM2YWkpnrGPOalIAkPfs+nUWJvEoy8AFNc8R0PqlJAqu+L9Ax8C91o56aRX7xBEEKwYPbouUeSBCl+F5npPuQp1lT4AKOhyhIrq0p4cd/RMcVz+qMxEk6Z3LIsnv2XV8nIT6Ovo58NP91Ca10Hd3/mtgmPb3eo3PnoYoors3F7b4wHNIAiS6R4r+9YfCWIhmP817c2UHu0mXhU47f/uR1JEmMWdr74j49dv2AxrhtEEwnc9gviDgnDIBSP41BUHKqKLEmkup1ogx5KF2MgFieuG6Q4nUNVDSEE5ZmpzC3IZWddE839A+w420g4nmBtddmYQeeNh4Vh9hCKbSIc2zYoirMYr2MtLvs8FCn9mlUbAxk+HvvSfdz6wCLqj54j2BvGZldIz0+jqDqXtNzBfipZYu0TtzJn9QwCmSPVtRRVZv1nbyPYG8aXdmEi9ad7+ez/fowVDy6mta4D1a5SNruQ/PJssgrTcXkvv7qmmyYnO7tGZPyXFhbid9x44QwhBFXecj5X+km2du3gVPAMKaqfkBHGr/q4J2cdt6QvIUW9OX3mYgmd/Y0t1HZ0s6y8iBS3E90wkn3CFw20zf0DHG/vpDMcpnUgyO6mZrK8Hqoy0sc5+s2JupZuXtp4mP/xyC34PFczNow9EcnCRr77FrJd89HNCBagCDuq5B5N5UPgVrOYmfpJqvwfxkRHQkGVPUjIzM/4AlgWYph6X6q9itW5/zjY7zjxkBywl7Iq9x+QhQ1ZjKRBq5KbJZlfBqwRPojJgDGDKv9DlHrvGuybtJBQUCQXsrCNOwkLISGQyHEtxilPrlctoem89pN3eO7bGwj1hZFkicKqXP7o0IKzvgAAIABJREFU25+gYs7IBZ5hGPzwr57l5L66SR37cqHFEsTHocsLIQi4nARcY49hDlUZIW5zHnZFIfei7bIkDVI0L2zzyBfmxfPqoekeNxEt2evttdvJ8o0OWhRZHrH9YorwtUS6x81nly8ctX1OQS5zCkazO1ZXlbK6arQk/liozs6gOnvsxcmsvGxm5U2+6uH1OviTP1s/ovrU3x/lh9/bSHa2n/X3zaOkNAOnM8kMCQVjHD18jt++eoCamQVMnzHa+/h8dWni3i0ZRU5Hli5Pdv5qIYQNRc5CkjyYZvjSO9zksCyLto4Bdu+vo7W9H5tNYdb0fObNTArOmabFwaPnOFPfgRCCRXOLmV6ZgyRJtHcO8OY7x+gfiDKtIoeVyyqRJ8lyCoXj7HivlrMNneTnpBCLfyBSdzUQQlCUFiAvxTdmsJgwDKKWwYNP3slvvvcm7715iFg4zqGtx7nv87dTWDXakmo4Zi8tp/ZYM68+swMtrlM+I4/ZS8txua9PC5BlWXT1hzlwupm61h6w4IGVM8kIeAjHNIKROKleJ7arUIeeStgdNu75xK2sun/0b3ExKmYXXvI1w3FV37A7HOFc3wBpbtfQANvY20f7QIj5RXm4bCqKJDEjJ4vn9x3hcEsbS0sLh/pBTMviaGs7YU1jRk4m9mFVAbfNxprqMnbWNbLtTAPvnq2nMNXPrPyJL66bAcNFcfojr+JQK/A4bsPnXItdLUe6BmqCNoeN0pmFlM4c/wKQZIlF68au2smKzLJ7R4tXCCHw+F3MWzOasrNimHfj5UA3TZr6LnDV7bLMnNzsm8bUVBISJe4i8l15RPQIESOSDAIUN27FhSxuxmRFcoLdcOQUm07UEtcNMr0esgNetp6s4/OrR1PBart7GIhdSOCkuZzMyrkcDzGLUCROx2BfSGaaF4/rQiXdsiyC4RgdPUn1vsxUL173hedNy6I/GKW7L4xpWvg8DjJSPEMTv2lZnGvrI9XvQgho7wpiWhYZKR58HgcJ3aCjO8TOA/XUNnZxsr4dj9OO06FSmJs6abVk00qAZSFNYIMihEAVLlRpctlFSag4lNEqhY4xzOxlyYZLmlyGTxYqLmXs1woh4VTGD+iEkLHJXmx4J/VeuhmlJbIbVXKT6148IsCdCJGBKNte2c/A4O9umgb1x87x7st7RwWLlgUDvWF6OwYmdezfBaS6XXx0wWx8zg96nq8UkiQRGCZwYVkWu3bW0tLcy5e/8iGqqnNGjGMZGT4Ki9KxgJd/vZeFi0sprxgZnO7ecIhEPMGye+ePEEVpqW3nwJbjrH54CU7PxHO3bnQQiryMpp9ClrPwOO/GplQihIRlWSSMBsLRDST0swjhwGlfhtuxBhBEtd1EYu9gmF0oUhYe53psavUNE9C7VrAsi5a2fr71w7dxOW1UV2QTiWp0dQeH2GXNrb28u/sM0ytzqG/q5jtPbeIrf7yevJwUXE4bVeXZvPzGQaKxBLcuKZ9UsJjQDX7z+gHeO1DPLYvL6ewOsXNvHZWl17c14HcNTlUlL+Dj0BhCN4ZpEdF0sqrS+eTXPkywO0QioeMNuHH5nJf0SzxxoJGXn95G6fRcvH4nO98+RkdzL3c/vgT1GgdolmVx+Gwr3/3VNo6ebSOW0PG67KyaV0ZGwMOZc118+7ktfO5DS1k07Ua3xiWh2hWW3DHzmhz7qs72QCzOz3bu48lVS8nwuGkPhnh6137ihsG6aRWog2pvi0sKmJ2fw68OHKMkLZXFxflIQnC4pZ2f7z5IUWqAVZUlIxZ3QggWFOZRmBrg1SMnaOrt5yMLZpE6Thb4yiFjU4qI6/WDktFTSe+wMK0gEW0fEe0gPaGf4bLPxee8C7d9CaqcDdx8vOdrDdOy6ItdEC7yOxzk+Xw3xXlISkRbCAQ2ScVm8xNgbI+jsRRdbyR002BvQzO/t3IRe+ubMbHwO+20B0OYljVqqV/f04s+rLpblZFOjm9ygQRAa+cA//yTjXT2hAiGY2Sn+/jix1eTk+HDsuDAiXM88+p7hMJxTNPC47LzqQeXUFORXMjtP9bE0y/tITbYhJ3QTe5dXcO9q2pQFBlDN/m3Z7Ywd1o+Zxo7OdfWRzSe4P41s7jvtpm0dPTzk1/v4lR9B919YX7yq10oskRJfhr/8/EVSBdRUpO/rTmCvqaZQTpjhxFCxqOOrjb8d0Pymk7eA23RfbRH95HtXDBCCfZSME0L7aKMvWlZhAem1ivw/QqP3cbi4oJLv/ADXBb2760jPcNL3sUewoOQZYnSskxCwRhnaztGBYsNx5uJReIsu2cew1kGkWCMbS/tZdG62RMGi4bZT1f/1xE4cDlWoumn6er7a9L8f4FdnUHCqKej90soci5O+2JMMzS45gALnbh2FFlKx65OIxLbRFf/X5Od+m/I8vWtYl5rWMC7u05jWRZf+L3bCPicQ0Hi+SDdbld5+N75lJdm0t0T4q/+9tc0t/aRl5OC1+Ng4ZxiDh07R2//pSso59HbF2HHe2d56J55rFxaSVxL0NjcM+p1wb4wHY3dlNYUIIYlDRKaTnNtOznFGdivgcf0+xWqLOF3jX1fmJZFR0sPL2x6nelLyimpKcThGp/JcjH2bj3J6g/NY8GKqmTC+Fwvz/1wM+GBGIG0K6OSTxYdfSH+/cVttPUEeWLdAjRd58V3Dg89nxnwEIrE2XWskYXVhdwES8BriqsKFldWFBPXDZ78r5dw2W30RZIKaI/Mq2FlRcnQcJvpcfPHa27hn97ayjd/u4kMjxshoCsUIdPr5o9uW05JWsqoCyjT62ZVZQnf37obl01ldeXk6C6XA0m4yUv5O6LaQQaibxCO70TTz2ExmjJ7dTDQzQ4GohsYiG7EphTgdazA51yHQ52JLHkRN2nF6lrAGKY+5lRVfI6bI8veHu/kQN9hVmfcMq7aqWVZ9CcGOBU6Q1iPkOPIotRTjE260RNIUjgjFNMwTQvdMGjs7sdtH3tw7giFh5rSBVCWnorbNvnv0Nzex4O3z2b+jELaugb4+x+9yeY9p3ns7vm0dwf58Ys7WTK7mNuXVWMBz7z6Hj94bhvf+MI9BLxOivPS+MxDS8lOTxrevvrOUV7adJhlc0vJSvNiAdF4gg3bjvPJ+xdTXZpNXNPxuGxIQlCYk8Kff/Z2XnzzINsPnOWrf3AXfo8TIZI9BhfDwuBQz3+QMCM45VQsTDqjh2iP7ifHtZg0e/V19YC7GdEa3UNf/AwRvZPG0GZskocq/0Mj+jIvBafHwYzF5TSeaEEf7Bf0+F3MXFpxyX2FJJAVecp+BtM0MfTro1j5AW4sNE0nFtWSiQrv6MWrZVmEQzHimk5CM4a2mYaJoRtDDy2eGApaLAt6O/snZRMV0/aT0OvJSXsKWcrCIk6n8RVC0Vexq1WEo28ghJ2MwNeRxPkEpEWSvC4T8HwSy0oAJoqcR2ffX6Kb3b97waJl0djcQ3FBGil+15hzU3qKm/Q0D5IQOB0qDrs6oVjNZBAKx0gkdHKz/EhS0lajIDeF9s6RrIb6o+d48Tsb+Muf/U8U6cKaLBaK8dRXnuVTX/swpTUfJHvOQwiBbbzWMAtkVaa7pZcffPkXpGT5Wbp+HjOXV5Gel4qiTlwskSQJXdMxDRMhCfSEkTR0uQ7z9OEzLTS29/LHH1nF6nnl7DhSPyJY9LrtZKR4qG/tHtQIuTGLB8MwiUc0HC7bpEQnLdMiFtVQVPmyhIKuKFh0qiprq8uYU5DDtKxM3jldx7G2DmyyzLzCXJaUFOIZ1scohGBGTiZ//8CdbK9t4HhbJ6ZlUZ6RxvKyIvICvjEpY7IksaAwn5+q+5mZm01ZxtgZw6uBEAJFTsPrvA2PYwUJo5VwfCcD0beIavvQjS4spprXnkDTz9IdOktv+AWcthp8znW47cuxK0UIce0NR28kBGJEUCIEk6YMXmv0aD1s7HiHIlc+USNG3NRItaVQ6MrHISUplCE9zDONz7G398AgPVHl7pw7uCt7LYp047jrqixxW3UZv9h1kO5QZEiN8ePL5o5J8Y3p+lAdXZFlsjyey/odyosyuGVeGS6njYAvGfy1dPRjWXCyvp1z7X3ohsmuQ/UAyEJwtqmLrt4QAa8Tv8dBNJbgTGMXoUiccFQjHNWIX1SVml6Wza3zy0ZRVoQQ2G0CedC6x64q2Ccc/ASGGaclvJOEGQYsHEoqFf4PURV4GJvk/W/vn9kbP8mJvucBC59aSFXgYTKcMy9rPLI7VR7+wp0E0r3UHWtGtcnMXTWdJXfNueS+FbOLWPuRpaj2qbmPTu1v4K1fbCehTa1P4Qe4+VBekc2+vfW8ueEw6+6ejdfjQFYkLCvpydfe1s/rrx1ECMjJu0AHP7ztJFte3MOp/XXomkFHU/fQ9W7oBudOt1E5vwS3b2JWk643IwkvspQ2KFbkQJXz0PSzWJZOQm/AppQgS8Op6IOUfDNCOPYGUe09LDOGaQ1gWiGYYhXcmwECgcftoK8/gm6YqGOIkkmDxvBTCdugTUQkmrQ5syyLcHR0P7NlWYNWGhexzERSQEQbY58PMD68qW4++jeP0tHUzf5NR9n56j7e/sU2KuaWsPbx5RRPH9+ncNHqap7/4TucOnwO1abQ2tDF7KXleC5xL04F2ntDOGwq04uzxlSJlyUJm6oQ1xI3VG+qpa6Tn/7DK/zeVx8gK//SugLhYJQfffM3LL9rFgtvmzHp97miGdnvdPDkqgtGmg/OncGDTPymQgiyvB4emDODByb5PpZlUd/di2GarK0ux6FeW6loIRRsSgGqnI/fuZ64XksotoVgbCuxxDEMs4+pHrxNK0g4voNwfDeqnIvbsQSfYw1O2zxUOZPfRZqqLAnyhwlExHWdsHbzNJp3xrv53tkfE9GjWJjYJTtL0hbwYN69uGQXdeEGjgwc59aMZcz2z2B79x7eat/MbH8Nhe4bZ9AqhGBxaQHZfi8n2zoBqM7JoDA1MOY1NDwbKAmB8zLvL7/HiWNQklmWJBRZwhyktQ4EY0RjGqcaOnDYLhx31cIKXA4bum7wxrYT/PbdY+Sk+0jxu+jqDWGaI63JhYCMVO8lexsmA4HErNRPUxV4CMNKTviK5MIhpyC/zywhrhXKfR8i3500/rbLfuyS/7LHHyEEmfmpPP6n95DQdIQkLplBPo+SGfmse+KWKaN5pWQc5J0Xd38QLP43wIpV03h3y0meeXob7+2po6IyG7/fiWlZdHYEOXq4ieZzPaxeM4OKygvaBwWVudQsr6StoZPwQBRvimeociEkQeW8EpbfNx/HJUQ1ZDkN04piWiFkkZL0RjR7kaUAQkjIcipaohbTiiMNE6eyLIuotpve4PdJ9X0Rm1pFQq+nq/+b1+Q83WgIAQvmFPGDn23h9Y1HmV6ZQ1zTMU2TaZUTa1JYlkUsliAaTxCNJYjHEvT2RXC57LhdNnTDJBKJ0z8QRTdM+gYieD123G4HKQEX+bkpbN5+kpSAi77+KEdPtFA0uMDu7ejn5N46zh5upKetjx2v7EcaNDW3LIumU62E+6N4AtfWDP5mgWlZGKaJYSb/bw4G2OZFj4RuDIl2jQdZkckpySS7KIMFt89i56v7eOVHG0nLCUwYLJbPyOPxJ9dyaFctibjO2ocWUDWr4Kps2yYLmyJjWRbxceaOaDxBfyhKbrrvhjKS4rEEZ481T7rNIx5LUHe8mVmTYPoMx80h4TMOusIR3jh+mhy/l8UlBdet+pQ0KXXhtM3Eoc4gxf0RYonjBGNbCMW2oum1mNbkufKTg0HCaKIv3MRA5DXsajkexyp8jtuwq5VIwvM7EzSqskxNViYvSBKGadIfi9M6EKQyPe2m+I66qeNTvNyRuRq34qYpeo5d3XspdRezLG0x3Vqyz2Fp6kKqfBVkOjL455P/xqnQmRsaLFqWRWcwTLbfS2lGcgIMRuN0BcNk+kZfP2luF5IQQ5NAXL+8BXXyPhn7ObfLRorfzafuX0Jh7kihF0WW6e4P88KbB7h1fhkP3zkPl0Nl+/46jp5pHXWsSymgT/aKEUKgym5U+b/HZH8lsMs+7PLUWBMJSWBzXF4Q7vY7p9Rw2eG2X5eFxQe4sRBCUFCYyh/+0Tqe/+Uujh45x5HDTUM0aLtdIS3dy333z+f+hxbi8diH9kvLCbD64SUYCYPutj4e/v/uQpxXZh/8Z0iUy4xgWv0YZheWFUc3WrHQkaVUHLY5SMJDf/gZ3PbVaPoZ4omjpHj/ALDhsq8kHH2L/tCPcdoWYVpRwMRpX4I1yHSQJT+WGSIW3401mNBKLtAHMM0QphnEtCIkjBZk4UeSxk4E3swQQjB7ej6P3LeArbvP8M72k6iqwqK5xVRX5OB0qGSkeYeowJKQyEj34nSoGKbFu7vPsGtfHW0dAxiGwfd+toWq8mweWj+XpuYefvP6QTq7gggh+MWv9pCe6ubR+xeSk+nn0Q8t4PlX9vHdn7xDdqafJfNL0DQDIQTxiMbRHac48M5xmmvb+cU/vTJiflNsCnd89Bayit5fauGXgmlZhOMa/dEYncEwrf1BOoNh+iJRBmJxoppOLJFAMww03SBhGGiGQUI3hrZ1hSZeDyc0na7mHg5uOc7+jUfo7w4xb00Ns26dNuF+TbWd7Hz7KLFIMhg9uKOWuhOt3PnIIlyXEJu6WpTmpWGYJu8cqCUrdaSWg6Yb7DxaT2N7L+uXTb/hzLh4VKP26Lmh8W4i9HYMMNB7+fHLTRcs9kdjnGjvRNMN3jx+hiMt7XzuloXk+icvvDGVEEJCkdPwyLfgti8m4fkEEW0vwegmIvFdaEYLMLVZa9MKE9UOEtWO0Bv+L1y2uXgda3A7lmKT8xDv8yqIJATz8/PI83lp7Osnkkiw51wzt5QUodwEE59bcfNIwQPM8FUjCYm4oREz4hzuP86ytMUYloGENNTTmGFPJ9UWoDXWfkM/t26a/OeOA9w3dxqVWckJraV/gN8ePsWTa5aOOrfl6WmokkTcMNBNc6iHcSoGvoqiTNxOG2/vPMn9a2bhdNiIxDSisQSFuSlJEZSEgcOuIkuC7r4w2/bXjpvFmwhOh0p/MEpHTxBVkbGwcDkm30T/AaYGA5EYZ9tGC0ZcjOwUL9kpY4/nHp9r0jL4k4Hzg2Dxvw0kSWJGTT5F/4+9946O67zP/D+3Te/olQBIAuwdJEVSJNWbJVmyLSe2I9fY2dhpdtaJczbrxFlvfk7Wdpyyv9iOW1wUWbYkS1axRIliEUWKYAN7AQkQvQ4wfW57948BQUIECRaABGU+5+AMOXPn3vfeueV9vuV5puXT0tJHR3uUZCKLLEsEQx6mVeVTWhbG4VDPuzdIksSCW2eRGEohD5e1j4WMsZd48heYdg9gMxD/FppaQdj3hyhyEXnBLxJLPkF/9mvIkp+g93HczlVIkoTLsYhI4M9IpF8gld2KJLnwOtfhdq7E5VyOx7iVaPw7yHIAt6Mej/NWJMkJmCTTL5PKbsmRU2HTP/QPuBwLCPk+zZWlNXIBQlNksOwsljCwhYGNiRA2YqSCShouqVWQJRVF0oZte1wXtdwZDw6Hyh1rZ7FyWQ26biLLMh6PA0WWmDe7jBnVBfiGM7kul8bnPnkbblfu81uW1bDoHT2DDk1FUWTKS8I8/oGVowziJUkiGMi19syoLuSPP3U7mayRe/YoMoZhIcsSRdPy+ciX3svCW2fz3Hdf4w++9qGRwJVEjiz6w15U7cbXlrBtQX8yxdGuXna1tHOkq5eW/kEGUxmypoluWqPE764G8WiSH/+vpzm04wT+iJeld8xn4a2zKJqWjzaGWfy52Pqb/SiyxIIVNSPnmtOtXVav3ZViVmUhq+ZV88SGPZzs6MehKhimxYadx4insmzZd5LpZfmsnl896WMZD9m0wXf+5ulL8pm2bUHiCsTmphxZbO6P8sWnXyZlGLhUlYcWzOa9C+eM2G1cT0iShkMtQ1NKCbjuQrdaSWZ3EE+/Skrfi2WPP1G6PFiYVjex9MvEM2/gUCrwulYRdN+L27EQRfZzoypyVIVDPDh7Ft/esRPTtvnNseO8b/5cqsPXN1IqIeNTPRQ685GHJcudioNiVyFH4ycAOFMoeaa/TZVU3IqbtHl91R5tIRhKZ3CfIynt1jQGkqlRyq1nMKewgAKfl7ahGLYQHO/rJ6nr+J1XLzZUVhjkY4+s4IkXdrH7UCuapmCaNvNrS/n0Y6sJ+d2sq5/BC5sOsvtQK7IsURD2EbnMEh9JkphfW8or247wtf/YQNDvoq6qiE++7xYU5ca8Nm5UNPdE+T/PbBpp9c+aJgPxNGGfG01RiKUzKJLMH9y3kvuXzTrv+7Ii4wm4JvSW5vI6J5R8XmvYwsKwkyNl0zdxcUiShD/gZt78CubNr7gk78QzKKrMp2icZVyOpTi1OYxuUpJHKn+c2gLyg7UIskiow/oDw4RD0vC67sLjXDOsgyAP22ipKHI+kcCfI0QGCRlJciNEFklyATI+93vwuu8eva+oXMrFIoSNbsdJW1FSZi8x/TQJo4O01U/GimHYCUw7gynSWEJHCAsbO+cHO4ooOlFlF5rswSH7cCpBvGoRfq0cv1aKW83HrYRRpEszT5dlGf8Y2SGnY3TvuSxLhAJnLYt8Xhc+79hZJYdDJS9yYZVMSZLwepx4PWefca5zCIvT7WDa7DLm3VJLUUXehFY5TAWYts2p3gFePnicLceaae6Pkszqo8j1RMPImngDbj7ypYeZvnAa3qDnkttKaueXs+2VAzhcZwmi1++iZlYp2iTrCXpcDj7xnhU4HQqv7jzGQCzXY/vj3+zC5VBZUlvO7z90C4Xh61/1Jysyc5ZWEcwbP6mWTmbZvenIZW/jisiiLXJ1zKo8OgKXi1TZyJKEPByRulxML8jjHx+9D8OyiHjdVEXCuLTzI4HXE7nyOzcueSZOdQYhz6O5/sb0RmKZDWSN49giV1YyURAiQ9Y8TjZxgsHkL3E55hBw34PftQ6HWoWEc0odo/HgUBR+d9F8jvX18dqJk7REB/m/b+3gf9y+nqDr+u2LR3FjCYuWVCt5jgiyJJOxMjQnTzOgR2lNt9Od6UUgsIbNsgUCU5jX3X9RliT8Lgd7WzvJ8+VI1762TnxO55jZwvJgkPXTq/np7n0IYH9nN8f7+llcWnLR4y9J8P67F49StAX40APLkOVcaaosy6xaVMOs6iLaugeHVUydVBSHc0qlCnz4wXpWL64hnswQCXopKQzQ0hGlcPhhryoyn3lsDcFxyk0qSyP89X+7l9bOQSzbpjDiG+WTdjWIG+0kjE7E9exgnyB41QICWuWk+bbVlRXw9U++B8iV6Ty5ZR+FIR9r51Tj1FQ6o3Fe2HmYqsLz/ScBVE3BGxhbHfFKoTlUHONEr68FzgZrcvYtApETPbHTGHYSw05h2EkyVpSU2UfK6iNt9pOxBtDtBDG9dULHY4oMPelGYkbbhK53sqBIDiLOmeP6nOaES3J9ObFYGl03CYU8+IbVUYU4q6T4zvPMMi1OHWhl1+sHGeyNjQqwBSI+Hvz0HfhDXpAuHEw7MzeAsQU4JElGksYOiEk4R61bktRz/u0Fxg+k5eyBLLLWEEPGafozR+jPHCZmtJIy+9DtBLYwhzOHV39Py8305JyvrBLGqxUSdFRT6JpP2DkDn1qCJucI740yP8kvDfPoZ+9+V1UkCCHojiV4cud+nt93mK6hONYkEsRzESkK8tBdK7BMm1h/HNOwCBUEsC37oll8gKZD7QgBHp9zhGA6XNo1yZFIkkRByMtnH13DQ2vmcapjgGg8hcupUVkYoqYsH597alQwub1OfueP72H6vPHboPq7hmg72XPZ27gisri9o41fHjvIF+rXUOo7y2SH9Czf2Pkm6yqquL3yymwufE4Hy6uuX9/X5SFHiBXJi1ubj1ubR8T3OBljP7H0qySyb6GbLSNeShMDgS0SpLJvk8o20Kd8F69jOQHPvXgcy9CUAmBqkeuxIEkSRT4ff7E+J6bxRtMpXjh8FIDPrKinKhw6LxhxLVDoKqDSU8FPW55i/9AhAqqfllQrTYlTlHtK+dbxfydpJlEkhZPJZkrdJfTr/fRl+5kdqLumY30nVFnmgQWz+Pamt3mp8ejIe5+5bcWYZFFVZD68ZCHbT7dyom+AnmSSn+/dz4y8CH7nhQm7JEnUVJzftzFj2mizeFmWyA/7yA+PHel1OzVmTx/tdTZn+P8dQzEO9fRi2jazHRcni7IkURjxUxiZ+FL1k7Hf0DjwQ2yuTrZ9KqA2+F5WFPwZEpMzCXJqKkWh3G/QFY3T3h/jw+sXUxzKWaMUhfw0Nneyq6mNOZW5HI4kQWF5hKG+Itw+J5HisT1NrxSqpuD0TG4I+qw3pY0tLAQWtjAx7CS6nUC34uh2gow1SNrsI2X1kzb7yFjRYZKY+zPt1PB5NvmTuJTZy5bur0z6diYKXrWQ20v/kYhzxgWXEUKQiGfY/MYRNr5+iJ7uIXTd5GOfXMc99y3AMCze2nosJwS2agbOdwQRTh1o45t/9AM0p0Z+cWikbxHANm1sa2oqk+Z6GnVSVh/9mSO0p3bQlzlEwujEnNC5xxjbxh4+700SZpqE2UF3ei/Hh36FUwkS1KZR7FlKsXsxIWfNsOL0FCeOEqPIiBCCbFpH2AKn24EkX1ki5HrBtgX72jr5xitb2X2645KziBI54TpFlpAlGXk4CKwpMpqi4FAVHIqCKst0xxMMpi5sN9d+ootf/PNLHN/dzLzVdXzibz/AKz/eQv3dCyidfuF8fijPh20JCkpCIxUiTrfjmlWLSFLOYqWmNI+a0rzzPpsKkKRcttXjd11Sea7L4yAQ8iBfZuXVFZHFaCbNob6e8wQxVEmiMhAk5Jx8WduphtyJI6EqYXzKWrzO1RhWF6lsA/HMaySzOzGtbgQTWU5kY1pdDKWfI5b5DU61Br/rdvzu23Ggd6v3AAAgAElEQVRps5Al/6RlESYCkiQxLRziy3feTmmggV/sP8CvDh2msbOLu2fOoL6ijIpQEL/TiXKF++FQlFE2LuPBJTt5X/lDPNP2PHuijRjCwK/6ub/kbm7Jq2db/9tkrSw+1cur3Rs5FDtKvz5A1taZGzi/tO5aQpIk5pQW8j8fup2OwTgIQWk4QJ73wtmamrwIX1i7hq9s2EhnLM5LR44zLRzmI0sX4nNcv6hZXNc52tvHswcP8/iSRfze0vFtFyYDYpgEXFdt7ImCGEMOfpIgyxJZw6Sps5+gx4UiywylMjR3DzCrvHBkOUVV+PTfPTbibRfMn1jCr2jKVSmr5jI1NkKY2JjYwsQSxjAJjJG1YmTtGFlrkLQ1QNocIGMNkLEGhwlgrrzPtDOIKRdwuHHO6fGuQSEgldL50fc38/JL+3A6NdxuBwP9CTLnWB00Nrayc0cT06oLmFY1OuB1uKGJSFGIP/rm4xSURUYZsk895HoOM9YgfdnDtCW20pXeQ8LsxBbXX1lcYJOxomSsKN2ZvRyWfYQdMyjz3kKZZwUBRyWKNDWroVLxDC/9cBPr37+cvJIwzYfaefIbvybWn+A9n7qdlfcvviY+fxMBWwjePtXKV1/cyImei7dJKbKEz+mkOOCjPBKkJOinNBQgz+ch5HbhdTpwaxqqIqMOq5+rwyKF39zwJi/tPzbmetOJDE9950U0p8bqh5dx+kg7kixx+mgH3qD7omTRH/LQdLiTnZuOjlQLBSNeKmcUXZO+RRiumLRsMrqJZecqJx2agnOKVDwWlIT40J/eS94lBlo9fhePfuZ2ymsKx1/4HEzo0fY5nHxqwbKJXOUNC0lScKhlONQyAu67yZrNJLJbSGQ2k9EPYNoDTKQNhxBZMsZhMsYRoskncTsW4Xffgdd5Cw61fMqVqUbTaZr6BxhIpYmm03gdDkIuF0nd4ORAlG/v2MlP9+4j6HLh1Rw4VOWKPPDWVFfy+VtXX/LykiRR4S7j92s+Sp8+QMbKEtT85DkiqLLKgyX3ApC20mTsDDsH9qDJGo+UvYdpnsrLHt9EQghBxjDpHIwzlEojgMF0hqDbxfzy4jGzi7IksW56FX9lr+OftmzjZP8A39m+k+5Egg8tXkBVOIzjOvRt1BXkU1eQz4Gu6ysadBNXhrDXzS2zpvHtl3dQWRDC5VDpHIgjyxIr6s5eJ5IkTXg28Vw43Q7mLJ+O25eLunr8lxbIHMyeIqqfIGMNkbUGRya+GXOQrD2EYaexRBbTzmKJ7BQkgr9tEOzd3cyGVw6wanUtD753KXrW4H/97bMjS2iawsyZxbzx2kFaW/vPI4vCFhRV5hMq8E9pomgLi5TZQ1vyLZoTrzGQPY5hJ673sC4K3U7QndlLT6aRY0PPUupdSZXvNvJdc1CnmK90T2sfW5/dyS0PLCab0nn+u6+RSWaZNruMZ/7tFWbVTydSNHn3rImCEILj3X1849WtFyWKDlWhriifNTOrqK8qZ1peiJDHjfsSyVB6WF/kQhjqjzPQNcjnvvlROk/1cPpIB5pDxRfyEOu/+Hm76q55rLpr3rhjmCxkDZP9TZ1sbTzFyY4+kmkdh6ZSXhBk2awKVs6dRsB7aT26k4VAxMeaBy49mO5waiy/49L9Fc/gkshifzrFxtMnaU/EqAlGSBr6qDS9blk8c/wQLbFBJODuqhksLBztl2MLwamhKNs7TtOdTOLWNOoi+awsqcBzjr/bYCbD252tHIv2YwtBidfHrRVVFHn9SIBumezr6WJ3dweGbTM7r4AVJRV4NQ1T2GxobsISgnuqZqAN+8jplsVzJw4TcXlYX1mNLEmkDYPtna0c6OtBk2WWFpWysLBkxHvOsCyePn6IRYUlZE2THZ2tZC2LxUUlrCqtvKyTQ5bduB2zcWl1hD0fIGMcJZHN2XDk+hsn8kYvMO0+4pkNJDJbcKgVeJ234HffjsexGEWOTIls49ZTLfzd62+gmxZZy8R4R4mPAOJZnXj26jKxFaHLtwGQJAmP6qFSPb8/5szv7lE9vKfkXtYVrEFGxq/5rnvPoi0ET+8+yLYTLRT6zzZdV+YFmVdWxIXCoZqicGftdPK8Hv5l61vsON3GE3saeav5NLdUVbKgpIjKUIig23VVQlPFft+Il+NgOoNAoEgy0XQat6aR53GPaX77TgghSOo60XQGS9j4nU7CbvcIGc7ZgFj0p1IYloVLU4m43ThUFSEEhmXRm0xh2jZht+uiJbc3cWXQVIX3rZpPTXGEg6e7yegGs8oKWVFXQXl+aPwVTBA8fjePf+lhTNMCpHGN1c+gKf4yRwafwhLGTSJ4g2DnjpOEwh4+/PgaKqfl0dLcN6p3WZIkInneXBAtmjzv+zMXVbH/zaM0H2qnem456hiZi+t5nxDCJml205J4g1PxDQzqTTec8JHAJmF2cmzoWVoTmyj1rKAmcC+FrvlTJtOYiqVxehwE83y0N3XRfLCNT37lMUpqCvnq4/9Gf0f0hiCLKd3gJ9v3crDjwv1pJUE/H1qxkPvm11Ec8F3S8/dycaYvMZvKjrynZw3i0SRlF8kqwvW93nTD5NnN+/nPlxtIpnWCPhdOTcU0U5xo62VDwzHuWFbLZx9dTcg3tQIek4FxyWIsm+VrOzZzdKCPJUWlvBE7xenYIOY5k3tZkihwe+hOJnjicCNlvsB5ZPHk4ABffvM1fJqDykCIzmScA73dzAzn4dFyF15fOsnfb9/Mkf5eaiP5qLLM/t5uakIRirx+TNvml8cO8sThRmZFCnCpGhtPn6Shq50/XnILDlWhO5XguROHWVJUQqkvRxTaEzG+t38Xn1qwDAnImCbf3reTrW0tzCsoJGUYvHjyGB+du5iHZ85GlWUM2+bpYwfZ3d1BXM8ScDhJGgZOReWW0sor6q/N2XCE8Skr8TqXkud9nJS+b7hMdRuG2T6skjYxEGTJmifImk0Mpn6FyzGbgOt2fK71ONXpyPLk+tRcDGnTZCB1fdVDrxaarBFxjC3WcT1g2jYH27v51Np6aovyR7hhrt/g/DM2kc3S0NZBdzxBbzJJbyKJblnIkoRp25wciHJqIMovVRWXqqIqMookX3EJztcfvI/llbl+5BeOHKWxsxu3ptI+FMOybR5bOJ+7Zk4f94HVk0jyb2/toCMWx7RsNEXmY8uWsGpaBZIk0RGL8923GzjVHwXA7dD4zIplLC4rJZbN8v23d3GguwdbCMJuNx9ftoR5xYXv+pv9tYbHqbGyrpK6sgJ00yLkdeF2aNf0OMuyhDd4cVGUsWCJLKa4cA/OTUw99PXGKCgIkJd/YXVCWZGRyGUR3wkhBP0dUb7+375HzbwK3L6zyrzBPD+Pfu5u/Bfov55MCCHI2kO0JN7gROwFotnjNxxJPB+CtDVAU/xlOlJvU+G7ldrAewk7pyNf56CroqkIW5BNG+x+/RAF5RGq5pQhAEVRhgNPUxtCCBrbuth49OQFexQrIyH+4r613Dqz6qr1IS5W0B4qCKDMKefH//sZCsvz6Wvv55f//DK9rf08+tl7rnibk41jrb387NXdlOYF+N27llBbUYDbqWGYFu19Q7y47TAbdh5jTlURj6ydf72HO+kYlyw2dLWxvbOVv197N/XF5SR0na9uf4OeVPvZlcgyt1XWMDe/iFdbToy5nuPRfvpSKf7q9vXMDOdhCZuMaeJ35NS/hBA8f+Ioe3s6+f/W3s28giIkJHTLxK1qSEBbfIgfHtjDh2Yv5AN181BkiV1dHfz11g2sKq3k1ooqVpZW8OSR/ezr6aLEm+t/2d3VgYxEfXEZkiSxp6eDF04e5curbqO+pBzTtvl+4y5+engvt5RVjJDMjGVyItrPV9bcyfRQGHtYSW0ipjqSpKGpxQSUIvzudRhmB8ns28Qyr5DO7sG0+5i4npKcqW8qu4NUdhda4kd4HMsIeO7F61yOKhfCFarXvhshRE7pNGEmMYU55q+gSDJBLXDds4nnQpYkCgO5yYzHMb4CZEt0kL944TcksjqWbY+pjibIBVcy5tV7iWats+tIGQZ72jv48l23U1eQz4bjTfxg527mFxdRFrx4NtjvdPLIvDkUDSu+fnt7A786eJjFZSVossx3dzTQn0rxF7fdSsjtZiiTodTvRwjBcwePsL+rmy+uv5Wgy8VPdu/lu2838NV775wQy5CbyEEIwUAixX9t3sfO460YpkVhyMcHVi9gRV3lpESwb+K3G16fi2i0Hz1rwhicTghBX28cAQTGCCCkYmnKZhYjLBsBZDNnCZmeNbhG4pEjOKNs2p3ey8HoE3Sn97wLAxiCtNXP8aHn6EztpC74PmYEHsAhXz87gsKKPATwr5//T3pa+3nsz+7H43fT09aPnjVwTbJg1kTAsGw2HT3FQGJs83Wf08Fn1i1n7czqnDr5VUAIRiWP3gmHS+PRP7qXl37wBrtfP0A2bdDR1M0H//zBi/YrXm8caelBNyw+/fAtLJtVMep8LIr4qSwK09I1wI6DLTx86zyUd/n8eVyy2NjbTcTlYUFBMQ5FIexysay4jMberlHL5SSjL0ykasN5+J1Ovr5zK4/MnEN9SRkFHu+IcEnWsni7s5UlRaUsLiodKXc7txb6eLSftGGwpnzaSOnqosJiSn1+tnWc5taKKir9IebmFbKptZnbKquRkNjQ0kR9SdkICWzoascWgoRhsKMjJx0ugJ5UirZ4bGQ5CYmlxWXMziuYEKPysZDzMXLh1KpxqFWEPA+RNU+RyGwhln6FjHF42IZjovobTQyrIyeKk/4NDrUKv3s9Afe9w6I43hGxnsnEvKJC/nTNqkndBsDM/MhlLS+EoC3dzvMdL9OSasWwTd5J2iVJIt+Rxx9M/wRhx7UrqRsPEhIOVeFrL26itjgfj8OBBJSHg/zOigXn3cwsIUgbBrp1fSKlM/PzWFhShNfhYP30Kn7eeIBTA9FxyaJLU6kMBumIxUgZJl6HRncigWlZDKUz7Ovs4gtrVzO7sABJkigN5IJGhmWx+VQzxX5/LpOaTBF0u9nYdIrueOImWZxA6KbFT97YQ1c0zsfvrMfj1Djc2sMPX2sg6HUzt3LqThJu4sbEwkWV7Nh+gje3HOWuexeMWF8IcoqQPd1DbHztIOGwl5rp54s7LLl9LovWzR75zqi7pSShqNcuwCFEjkQdGfwFx2LPkbUGr9m2rwcENnGjnd39/05nqoGFkY+R55qFLF17K/BwQYCP/fWjbHm2gVXvWcKKexchyRLxgQR1y2ooKM8bfyXXGbFMht2n2y+YbqivKuf2WTVXTRQBLNsmOU67ULgoyO/89wd572fvxjIsXMM95FM5QWGYFl6Xg/LC872/JUki7PdQlBcgkc7eSFphV4xxr8SEnsWpqDiV3KKSJOHTHJetTlkdivC1dffwzPFDfG//Lr6/fxcfqJvHI7VzcKsaum2RMHSqguELErOYnsWpqriUs8N2KioeVSOayZU0ulWV9ZU1/PveHbQn4pi2zYnBfj4yZ+HIZHkwk6EvneI/D+wZta05eQW41bMZGVmSCDrG9qibeEjDhNuDS5uDS5tDxPdh0voB4pkNJDNvkTVPTqh/Y65M9SjZ+FEGEk/gdiwk6L4Hr2sVDqUC6RLNda8EswsLmF1YMP6C1xgZO8uTrc9wOHaMam8lDtnB8cRJqryVqJLC6VQbIS3I2oLVeJTLL2+bTEgSLK4soTp/dGls2DN2Pb3EhUtUJ2V87whAqMO9DJIkockKiiSNS1yFELzVcpofNeylwOcl7HZxciA6HIXPleJaQuAdQ8nVtHPVDEd7+8iYZ8u9l1eU49Ku/aTk3YzBZJoTHX382cNrqS7KnY+LakqJpbPsaWq/SRZvYsKxctVMNm08zA/+YxON+1opLgmi6ybHj3by1H9tZ+uWo7SdHuAjH11DSen5QT5JljDSJif3t9LT2kfdsumUVBeQjOXmFpfa73q1sIRBT7qRxoEf0J3e91vVM2sLnfbUNgb1k8wLf4Qa/91osvfakgoJ5qycyZyVM0e9PX3hNGoWTLshlFB7Ykl64uf35UJOo2D1jGkE3RPThpQ1zAtuC8DImjQ1nqakuhBvYGrNmS6G6pIIqiLTPRCnOOI/z1N+KJGmdzDBsrqKKU16JwrjzpBCLjdp0yBtGjgUBSEEMT2LaV9epkuWJKaHInx+2Wo+PHshv246wrf37aQqGGZVWSVOWSHgcNGZiOfkaZXzy/vy3R4ypklcP9somzINhvQss/JyxEOSJJYUleBQVHZ3t5MyDPJcHubmn+1Jynd7qPAH+cf19xI8J5sgIeE8J5Mp5VZ4Wfs5ETgzTkXy43Pdgte5HNPfR1rfRyKzmWR2J7rZMqHE0RYxktktJLPbcChleF2r8bvuwONcjCrnjTIInghM1YurL9tPc/I0txWu4b1l7yFuJPjXE9/hfWUPUe2t5HD8GM91vIRTduCQr7/Z97lQZJn6qgrimSzGOaRLU5Qx88QFPh+fXL4U0742k5GK0GhRgNbBIfpTKdyaRnN0EN2yKPFf3DrBsm1eOHyM4oCPL922FkmS+O6OBvYPq6YGXS7yPG52trVRV5iPQ1EwLAtFlnGqKrX5eciSxJ+sWYVLUzEsC8sWeC+hbPcmLh1nSva04ci1JOXsu7VhqfWbuImJhCRJhCNe/uBzd/LT/3yT3Q0nSSSyWJbNKy/vR9MU8gv8fPBDK7nvgYWoYyg8p+IZnvqnF9n6qwb6OqJ87hu/R3FVPttf3EPrsU4+9MWHrsqGZTwIITBEipOxVzgQ/TFJs2v8L71LkTS72NX3fxnSm5kX/jAe9Rr2lIvcc0Z5h2H8meq5GwHRVJq0Prb+hcehMb0wMmHHszuWoDd+YZHGaM8QP/7x63z8bz+Ad86N4qEOc6qLWVRbxn9t2INtCyqKQqiKjGUL+gYTvLT9CIZpsXLuNIaSac6tRfA4NZzXyNrjWmHcvVlUWMJTRw/wVkcra8qmEdMz7OhsxXjHBDNnDCsQIqfKaAuR8zYdPiG7kwkM2yLodBF0OqkvKefJoweI6bkafIeisLqsku82NrC5rZklRaXIkkTS0PFqDoJOF7XhfAo8Xn5z6jiFHi+aorClrYXeVJJVpWfl2As8XpYVl7Hx9ClShsHaiiqCzrNRlJWlFTxz/BBb2pq5u2oGqqyQMQ1SpkG5f+qpXEmSgqYUobnvxu+6DcPqIa03ksy+RSq7C91qwbJjTEypqoVunUZPnmYo9TwubRZ+9534h0VxJjPbOBWQslIYwmBxaCE+1UvKTCFJEpYwcSpO5gVmcyR2jC19bzEnMAuPOnU8RW0h2HzsFE/vPkg8nUWWJQzTYs3MKn5/Xf15ZajFfh9/tGbldRotJLI633t7F/leL/s6ulhZWU5VJIRuWuxsa6N1cIjWwSHelttwqiqzCwuYU1TA9LwIr584yQ8b9pA1TY739eMcnvz5nQ4+vHgh3327gdPRIUJuFynd4IHZtSwtL+OxhfP5+uY3+d+vbyLicZPQdcoCAR5fumhUoOgmrg4Bj5OikI+n3mzk3qV1eJwax9r7aGzp5ON31I8sJ2xBb0cUf9iDyzM11BBv4saEJElUVRfwJ1+4j2NHOjl+rJPBwVSul7sowNz5FVRV5V/Qn+3w2yfYv/Uon/q7x3jh+28AORPyUL6f1598K6eSOUlk8UzZ6cHoExyPPT/lrTCuBUyR4tjQsyTNbhbnfYaQo/qa3B8GuofY+NR27vzdVYQKLl9NfSogY5gXTOhoikzIPTHzFlsIDnZ0E01duJdWWALLsnF5b6w2jyMtPXQPxGk40squo23kBTy4nCpZw2IonmYgnqIkL8A//2LLeQHQj9y9lDuW1V6nkU8Oxp0dLS4q4Z7qmfzzrrf4ddMRhMiZd3qHewaFEJwYHODpYwcZyKTpSMT49cmjNMcGqQqE+EDdPJyqyvaOVp440kjE5UaTFbqTCeZEClhcWArkbvT31dRyfLCf/7NzK0UeH4osoZsWn1lUz5ryKoq8Xv5w0XK+09jA/r5uHIpCZyLO+2vnjlJf1WSF9RXV/OWm36DIMv99+ZpRN5l5+UV8Yv5Snjyyn5dOHcOhqKQMnVmRAj5fvxpVnroNzJKk4VDL0JRS/O47sKwBMuYx0tk9pPRdZIzjmHYvYgIa4W2RIKU3kNL3MpD4KT7XaoLu9+BxLkaWAu/qid2ZXVNlFRmZuJlECIEiKRS5Ctk7uJ+MncHD1CGLpmWz8UgTDy+aTVs0RmHAS9YwSRvmJHegXhnmFBVy+/QamqODPDp/DqumVeDWNLKmSUo3yJgmD8+djTRsdZMxTWRJ4gML5lERCtIRizM9L8IDs+vojMVxqbkeiPXTqykN+Gns7CJtmMwu9DItnCuFnJmfx1/fsZ5dbR1E02lqIhEWlhaP2OzcxMTA7dD44K2L+MGGBr7689cRQuBxOnhg2SzmVxWPLGdZFt/7m18gyzL1d81j7ooZ5JWGx8z83MRNjAdJkvD7XSytr2bJsqrhvsVhPYVxnldtx7uomFXK4tvmsvHn20fe9wQ86Blj0lQwhRAkzE729H+HlsRGbDFxiug3OmxMWpNbyVox6gv+mDznrEmfd/S09bP56R2se7R+/IWnKMY7RBN1COOZLG8cPTWqkumdCOT7qawr5WTjaQrKIiNWGlMdPdE40XiK6WWje1SdmkJhxEdhJKeiZY6x7+/GFsZxyaJXc/BHS1aypmwaPakkFf4AFYEgB/t6yPfk6o9dqsq0QIjKQIhF55C2PLdn5KRYW1FF2OWmJ5XAFoJCj5f5BcVEXGcn22GXmz+vX8Ohvh5Ox4eQgCKvj/n5ucmFLMmsr6yhOhThUF8Phm1RHYwwO68A5zsmewsKivmLFWuHy19H/9iaovC+urksLirl6EAvWcsi7HQzKy9/pGfRoSj8waLlI2I3Uw05YRwHslqMphbjc67GFkkMq4uMcZSMfoBE9k3S+n646p4HE8NqJZp8klj6FTyOZYS978fnuhVZun6qZZMBr+LFJTtpT3cyO1CHS3YR0Pwcjh1lSXgBiqQQ1QexhD0ioDBVIMj17dUW55M2TJyqyoLyYn68bQ+WEEw1/UlVlqmvKGfd9OpR7ztVlbtqZ1zwewGXk7vf8fnM/LPXuCrLzCkqZE7R+SIWsiRREQqeVxJ7ExMLSZKYUZLHlz5wGx0DMXTDpCDoIz/gHSWqIAT0tkc5tOMEb720l9LqQhatncWKexYwfUEl3sC737/qJiYHZ/qhLxUOl4aRNbDPUXYUQtDbPoDT7bhgRvJqETfaeLv3n+hI7UBMmJDduwmCnkwj23v+kRWFXyDfOWdS7wmKIuPyusb02bxR4Na0kRaAd8KwbIbSE5FMEOw42UpDS9tFlxOWjcvj4Gdf+xXbX9wzyspoxb2LWLR+zlWPZTJwZ30taxbWXNF33e/CtpZLuhr8DidrK6pGvXcuiarwB/md2Qsuuo6wy33eOsaCV3NQX1JOfcnYtc2qLDM9FGF66OIqlz6Hgwem113wc01WqIvkUxfJv+B27qq68IR1quCs4puFZQ9hmJ3oZgu62Toh2cV3bA3LHiCeeYVk9i28zpXk+T+O17kciXdHCVmeM0Khq4Dj8SbWFazGrbio88/kxc5XEAicspMdAw1UeytxK9fPp3IsKJJMdX6YaDJNeTjAz3bs480TLbg19ZqJ2FwqciXq13sUl4obZqBTCrYQdA7E2HWijWRGp6Y4j2UzyglcoNw0k8xy8kArzYfaePWJbcxYUMkt9y9i8fo5FE/LR9WUd8U95iYmHkIITjb1oCgy06ryL3iexONperpjlJSG8HhGl8XNrp/Oxqe28/KPNjM0kKCntZ8tzzbw3L9vYOmd8/CFJlacQwhBzGhlR+836Ezt5N2Zj5goCPqzR9nR8/VJJ4ylNYUUVuRxtOEk9XcvQB6DdE31+1DY48alaQyls+d9ltYNmnoHqK8qv+L9EELQFh3ie1sbiGcuroRqmhYOp8b8NbM4z39mCh9Gl0PD9S4kfVeKGzd08luMHEG0sUWCrHGKlL6TRGYbWeMYhtWNQGfirDbGhi3ixDOvktJ3EnDfQ57vE7i0OuDGntC5ZCePlD2IIskoUm5fVuevoCl5im39O7CFTZGrkLuKbsOtTJ0SVMiVhz9WvwBFlpEluH9+HR2DcdbXVU85snhfXS3raqpHeg2nKiLOmVT61qJbcUyRwbTTw68ZTJHBFmYuGyDEcGbX5uakL2dV8Mb+Jv5z427CXjcuh8q2Iy1sPnCSP35oDXn+sxPvd56ati2IR5Ps2XSYxjePEikOMe+Wmax+YDGz6msI5QdQ1BujlOkmrh3+49sb8fmc/OX/eBhFGfvcOHGsi3/91it8+g/vYMXK0cHgylmlPPan9/P0v/2G5oNtNB9qwxf0sOK+Rdz/8fUoE3ivEkIwZLSwo+frdKV3c/OecSk4Qxi/wS2FXyTirJ2Ue4BpWhRV5vPDr/ySLc82ECkOnhUdVBXu/ehaiirHTjJMFRT4vRT6vXTHzu991S2LrcdbuG9eLSHP5c9hhBB0xxL848ub2d82vghTIOLjoS/Un08UAemm3+4Ng0smi7YtaDzdSfdQgqU1ZeT7vZM5rpsYA0KcIYhNJLJvEs9sJGscw7Kj121Mlj1INPlzktnt5Pk+QcjzCIocvmEncpIkMScwOiMdcYT5VPXjtCRPYwiTMncJeY6JUxObSPTGk+w93UHaMGFYZOpQZw+lIf+UGu94XopTBZW+tVR4b0VgYtpZLJHFFLlXy86i20myVgzdjpG1hob/HUe3Exh2CtNO515FGsNOYwsdW9gILAQ2QtjvSoI5lMrw4q6j/N5tS1g/rwZFlukdSvKt57ey/WgLDyzL+dnJisyKexaQSWbpONlDOjXas8oybXrbBtj41A62/moXZTOKWH7XfJbfvYCqOWV4/C7kmxOOm6gXyqIAACAASURBVAAs08K6iDk4gMvlIJXM0t8XP+8zRVVYdtd8ZtVPp7etH0M38Ye9FJbnTWhJohCCuNFOQ++/XHeiKKMiSSqypCAhI0sasqQiIcNw8MsSBkKYw/ctE1tY19HOQ9CfPUJD37+ysvDPCWiVE/5cG+qNc/pIB2UzismkcvelM1BUBT0z9XtKfS4HCypK2N/ePebnO0618vKB4zy6ZC6OSwyCCAGmbXG4s4d/ee0ttjWdvrQzV8qV9t7EjY1LvgOats0vtu/njUMn+frvvWfKkcVUVqd7KEF5JIg2xbMVlwMhBEJk0K3TJLM7iKdfI603Ytp9TJ0JpkA3W+ga+ntS+m4K/Z/DqdUhXaYX51SGT/UyNzj7eg/jojAtm5+8tYegx0VF+GxPXk7lc+oQxRsNuf5gDYeiAb5xl895PlpYQj/7Z+deTZEia8XRrThZe5hYWnEMOzn8lxomoEMkjA5szMnfwUlAWjfI6ibzK4tRh/vJ84NeZpTk0TVwdqKuKDLv+9w93Pb+FRx6u4mGDQc4uOMEve0DGNnR+27oJs2H2mk+1M5vfrKV2iXVrLhnAfNX1VI8LR+HS5uwiaNLCRPQKiZkXROBtNmPIVITtj4ZFY9aiCzdGM9Kt5qHIl298Jxl21iWjWmcTyptK9eH7gt58IcnZ35zRvV078B36Ui9zbV8hsuoaLIXt5qPXyvFqxbj04pwqwW4lBBO2Y8iOZAkBQlpeGQ2trAw7QxZe4i0OUDK7CFhdpEwOogbHWStIUyRuYb7IuhO72Fv/39QX/CnuJWJDdxW1JXyxf/49AU/vxHEtxyKwurplTy/7zCxMUpRk1md//+N7Vi2zb3zagl73ResPhJCkDFM2gdjbDh0gmf2HKJ1YHDk15bIlWxmDPOa6TiccV+wbIElbGxb5K5tIYim0hdUghXAUDpLNJlGliUUScpVYslSrppMzh2DyQ6sjxr/8Lht28ayBYOpDPYFjqM9/PnI+GV5eB8k5OF/T9bY3xVlqEIIdp9q58eb9/B3H7ybwuD4E7qpDiFsTLuPVHYX8cxrJLPbMcx2BBMb1ZIlH4rsw7QGhstXrxxCZBhKPYdunKIo9Jf4nKuRbpDJyOXAEhZZW8clO5GnECGWZYnpBRGSuoHf7RqxyvC5HDe54jVEjlyqyJKKxvh9TjlyaWMLA0sY2MIgZpxmc9ffkjLHjgxPdbg0FYemcKS9l7DfjSrL9MVTNPdEWTZjdD+6osgUlEVY+94wK+9dSNfpPvZvPcbO1w5wbPcphvri2Pboh+dQf4Kdr+5nz6bDFFVEmL+qjvo75zFrWQ3hwsCYfUaXg7rgI9T4776qdUwUBDY7e/+F1uTmCVunRy1gTfH/xKsWXNb3LGETM5JkLH1YTivnTxxx+nHKDgSCrGWQMNMYwsQhawQ1L+rwcyBlZTBtG0mCrGUQcvjIWgZJK0NQ8+I8x7vWsE2GjCSmsPCpXrxqyaixCCFIpXR0PVdFYZg2hmExGE2O+ftnMwY7tp1ANywCofPL747vaeb43mbu/NBqXJ7Jkfk37BQHo0/QknjjmmTnZEnDoxSQ56qjwDWPPNcsfGoJTsWPKrmvKKArhMDGxLCTZMwoUb2J3sxBetP7GTJOXxPbD4HN6eRmfFopCyMfQ5UmriVEliXkG1jcBnLPoMWVpSybVs7GI01j0vieeJKvv7KVjUdPcuvMKmqL8inwe4eDy4K0YdIXT9LcH+VAeze7T3fQHo2dR8Sq8yO8f9k8fvjmLnriyQndj2gyzdHuPpJZnbRukDKM3Kt+9jWl68Ovub94Jkv7YGzM9aV1g6+9vImI14PHoeHWNDyO3J/7nNcz77s1FbdDI8/nYVZxAcplVrH0xpMc7+4bGXf6nHGmDWPUuFN6bh+HhsngWBhMp/nyrzYQdLvOG7PHoeHRhsc/vA9n3i8K+JhZmHdVRPLGviLOwc6mNnpjCawpplB5eRDYIkvWOEki8wax9AYyxmFscX7JzNVBRlUK8TlvIeC+B4daTSrbQCzzCmm9Ecse5MqjhIK00UhH9EsUB/+KgPseJGn808y0LHqSKdpjMbrjCVKGMSHm3dPCIVZNqxx/wctAW6qDN3q38t6yBwhqU6ec0haCtmiM/mQKw7JHIoUlQT+LKkquWFFGiNyDI20YGJaFLQSyJKEpCi5Nxa1pU64n8kZCjlwqyJKCSk40ybCTyFz7QEvS0Nnd38ahaDcJMztmpNipqDxWs4git/+C6wl6XaydW8MPX2vg9cYTuB0a7f1DBDwuVtSOfT1KkoTT7WBaXSmVtSWsf99yWo60s2fTYXZtPMTpIx0kY6MfoqZu0t7UQ3tTD5ufbWDarFKW3jGXZXfMpbKuFLf3yoS3nEoApzI1rm1bWGjyxPZHy5KKVy3Ap5WMv/AwDNvk1a4G3uw7gGGbRPU4Gdug0lPIp2oeoNpXQnuql6da36Qt1YshLGQkVubP4eGyNbgUBzsH9rBvsAlJkmiKt3Nn8VLaUr0cjp1mfeEiHipbhSopDBoJnm3fyqFYM6Zt4dc8PFC6kmWRWSjDBMc0LJ5/dhfb3zoBQnDqVC+KIvOVLz+NdF50LEcsOzuiTKsqoLb2/P0+suskB7Yd4/YP3nI1h/aCsIVJU/xFjseem3R7DE32UuCaS7l3DcXuxfi0YlTJMyFZB0mSUNBQlBAuJUTQUUWlbx0ZM0p/9gitya10pN4mZfYymdlGWxgcG3qWsKOGav9d16SSqWHDfqrnlpNXEp70bV0tgm4XH1m5iCNdPXQMjj2HTBsGb55oYcfJVrxOBy5NRZVlBALTssmaFildx7hAeXdZKMCf3rWKxZWlbDp6asLJ4t7WDv7muddI6cY5WbhcBu5KYAtBS/8gLf2DF1xGHs7Unc3aycwrK+JfPvQQHsflnWNvnmjhay9twrTt3NjPySReCSxb0NQ7cNFlRo8/ly1dM7OKr73vnpEqnyvBFZFFSYKMbtA9lCBjmPhcDgqDvgt6ldlCMJRM059IYdkCv9tJYcA3SkL9XFi2zUAizWAyl052qApBj4uw1z2K2eumxVAqQ28swdsnWskYJsc7+4gmzpbrlEeC+N1TW6lTiJzKaEpvYCj1Msnsdkyra8KziBIaTq2WgPtu/K47cGozkCUvkiTh0mYT9DxExjhEPPM68cwb6MbJKx6DbrbQOfgVBDZB9/0XzDDats2xvn5+eeAQb7WcpjOewLAsLGFPyHPmvlm1E04Wo8YgR+PHMeyp1bsgAV6ng7llhdQWFYwQOJfj8tVQLdumfSjGvs4uGju7aBuMMZBKkzYMTNtGkWU8mkrI7aY06GdeURELSoqYFg6hKZMjchRLZvjpy7tQZInfu68et+umUtlEImFk+daBLTzT3EjS1Ecm5e+ET3NwZ2ntRcmiIsvct7SO4rCfXSfaSOsGty2YzurZVRQExy/xkyQJX8jDnBUzqFtWw/0fW8eJxtM0bDjAnk2H6TzVg2mMzsyk4mkO72zi2J5TvPTDzdQtrWb5PQtYuKaOwvLIhAqU/LZBCEFzsounWt/gg5W3sTg8k10Dx/lpy6s8Un4rFZ6cTY1TcVDrr2Bd4SK8qpu90eM8276VOn8li8IzyNg6+wZP8HjVPaiSwhMtr/GRqrsIO/xs6W3k9qLF+FUPv2jdxNF4K49VrCeoednWd5Dvn3yJQmeYKm9xjrAoMgsWVpLJGBzc34Zl5kpMowPnT1glQNUU6ldM572P1lNcfL51juZQcfsmpwdWCEF3eh8HBn6MYU/shPpcqJKbEs8yZgTeQ6F7Pk45MOkk6gx59GqFeNQCSj31RPWTNMVepDn+Oll7aNK2rdtxGqM/IuycQdg5fdK2cwYbf74d76duuyHIoiRJLKsq4/dvXc4/bdg6pjLqGZh2zk5jaOyE1pgoDwf44r1rua1uOkgwq6SAt0+1Tmh4QLcshtIZspPkcToWbCGwLTGKIMczYwdOx0PWNBmcAJuSy8FY409kL/zbXyoumyxKErT1D/GrhkPsOtlGMqsT9LhYN6eGj65dSkHAOzJRFEKQzBr8etdhfr37MO0DMSzbJuR1saaumsfXLaEoONqnbyiV4Wdb9/D6gSZ640kM08apKeT5PayureLTdy7H43QghOC5hkM8tb2RnqEkA8ME8Ys/eXHUxPirv3MP6+demVfKZCJXemagm83E0q8SS/+GrHEUW6SY2GichCIH8TiWEPQ8jM+5ClUp4J2qpZIkoyphvPIqvM7l5Pk+Tiq7k6H0r0lmG7Dsgcsel2G10z30NVQ5jNe56ryHlmnbbDjexDe3bONUNHrBOu2rwcXMYuHM7yBGRaLFOPuZtbJY4no1+F8ciizx8v5jvHH01Mh1UJ0f5tPrlo+UpV4IYriG/mhvL7/cf4jNJ5vpisfRTeuiR0Qi510a8bipryjjAwvmsaS8FMcEk8Z01mBjw3E0ReaDdy3GzU2yOJF4u/c0Tzc3Uhss4IM1i8h3ecfI0OSIYIUvNO76HKrCshnlLKgqxrYFiiwjSblAxKVGOCVJQlUVIkVB6u+cx+J1sxnoGuTgjhNse2Evh3c2Ee2JjfLGs0yb/q5Btr2wh50bDlBUEWHB6jrWPLSUuStn4HRffe/bbyO6M1EkJBaFZlLkirA4PINftL5B1jJGAgt5jgD3liwHck+LsMPPa927aU/3sSicUx/1ax6WRmrxqC4aBo6wJFzLgB7jzb4DpMwMGUvnrf6DfGTaXSwJ1yJJENC8bOs/yN7BE1R5h32XFZnZc8uom1VKJqPz1a88C8Dn/uQeZPn881bTFLw+F06nOuZ9ae7KmTRuPUrrsU5q5lcgvWMdl+vbeAZCCFJmD3v7v0PK6rvs718KJBTyXbOZHfogZZ7laPL18T+WJAlVcpPvnEM4fzqVvvUcjP6MrtRu7AkOfp/BkN5C48CPWFX0F2jylfWaxqNJ0okM+aVhDN2kt33gvOmOEIKBrsEp5698MWiKwiOL5yBL8K8bt9M7AZk/WZKYV1bE5+9ew7JpZSiyjBCC+WVFuDQ1J653E+86XDZZTGUNfripgWn5YT68ZjGyJLHp8Eme3NZIKqPzhQfX5XqkyGX+fvhGAz97cy9zy4v42PqluDSVPac6eGbnAToHY/z1++4g4sv19dhC8NMte/jR5l2snFnJI8vn4tRUugYTHGztIqXro8RrltaUURT0kczqfOulN7FtwWfvuYWw92zJzuyy8425rxfOWF5YdpSUvoeh1Asks29iWN1MtNWFhAOHWoHPdRtBz/24tLnIUu44X+whkvtMw6GWoyllBNz3kjGPE0u9kCO0ZjNchuiGbjbTPfQNKvIq0JTKUYGEvR2d/MOmLZwenNjIoyxJaLJMxOOmKnzxCGB7uoPXezZT5Z3GqrzlDOhRNvdtu+gDoS3djmFPvRuiIsv87opFuDRlVFZIkhg3syiEIJpO8/O9B/jZnka64vFLDg0IchHArniC5w8dZfPJFh6cW8cn6pdSHgxM6az+TZzFwWgXTkXlLxfewYJIyVX9brYQ7DvVwVNbG+mLJUedSw8tn8ODyy/fiFmSJDSHSmFFHoUVeax5cCkdp3po3HqUhtcO0rT/NEN98VEZRyNr0Haim7ambrY8v4u/f/rzzFgwsZUGvy2IOPxYwqY52YVf89Cc7EIgCDlyGgFCCFJWhj3RExwcamZAj5GysvRlh0YF19yKE0VS0GQVj+rCIasow5UnFoIhPU5vZpBn2rbwSldD7n1hEc3G6c+O7kWSJAlFlfB4ncyYWUxbaz9FxcErUl8UQuDyOPjm575P7ZJqfEHPSOl+IOLl/o+vxxe6fDJiiSwHoj+lN3Pwsr97KXApIWYGHqIu+CgetWB4yNf3npsjjS5K3MsIO2ZwbOgZjgz9kow1Gcrtgrbkm5yKb2Bm4MEryqS++fwudr12gD/554/ReqyTf/jUd1DUd6xHwGDf2L1wUxlOTeXRpfOYlhfmu1t2sud0Byn98om7IssU+r3cP7+O312+cJTCuiRJzCouIOx1k75AyetN3Ni4bLKomxZVBRG+/P47ifhypOzOBTP50s9e4rUDTdy1oJZbanOk4GBbN0++1cjS6rL/x957B9Z1Xle+v1Nv7/eid6IQAHsVi0hKItUtWbLcux17nHhipzqxU2aSF8d5iV/eTMYpju3EJY6LomZZhaJEkRLFLvYKgAQBEL3dXk+ZPy4IEEIhSEESlXj9Iwr3nnO/077z7b3XXos/feQOgq581fHBVU38zdOv8IvDZ3j51AUeXrsIQRDI5DReb+8m5HLwu/dvoiI4kb3O5DSymo48RhERBIHqAj/VBX4iyTTf23kI3TBYXVtOsXdmetQ7gbyiaYqM1j7Wi7idVO4spnkdNf85QUAS3NjUpbjt9+CybkaRSm9YZCafSbVhV5dgU5rxOT9MJPkLwonHyWjtMMcG/WT2dUbi/06B53cQyAsHJLI5fnz0+JRAUZUkvDYrfpsNiyyT1jRah4YxTBO7olDmcSOJIoZpkszmiKTTJLLZcQ64LIpsrV3AvQvraQgFKXbNfi90Ji/z2vAB+jODrPItZyg7zFPdz6JKKiLTv3Q0U7upehWvQDMMfrj3CO9ZtpDqoH/O25mmSXckyv//6l6eO9d6zWrstRBJp/n3IydoGxzhK7fdSnNRwa96Gt8F0AwDj2ql2P7mA/xoMs2/vniYgMvOg2ubJ1USFxQH3tS+r4xNtSpUNZZS1VjKXR/bSO+lQU7ubeHorrNcONnJ6EB0QubehEwyi5a9+ZI87wYIgkCNs4R1wSa+feEXFNsCaIbOvcW3UOssQRAEcobG45dfZc/gSe4sWsUtwSYM06A3NbmaJl5Vr87/a2oFTxUVNgQXU2qf7GdXapvZ327V6hr8AeeNtmbT2z5AMpqirLaIZDRF8qr+2Gw6e01bjulgmgaXE69xMbZ9zCJnPiHgVatYFvg1yhwbkYSbj2khCAI22cci/8dxqxUcHf4OsVzXvP+OZqY4G36UAusSPJaqaRkRs2HlHYuoWVyBzWEhl8kRKvPz8a+9d9I8aJomP/jzx2fch8tq4e5F9UTTUyl/PrsNh+WdYzTIosia6jIWFofYf7GTl85c4FRPP0PxJBlNQ9ONcWaXQF7kRxZFFEnCbbNSHfSxtrqcTfXVLAj5pmWGFHlcfGDVYi5d1Q+oSCIV/muzUGZCidfNe5Y2zqhu+nahzOeZsW1uNlQFfbx3+fUnRucbDYXBN/1Ov+5gUZUlNjRU4nfaxn885HJwx6JajrR3c6Kzl1vqyhEEgVfPtpPK5rhraf14oAj5TMdtzTU8cfAUhy92c//KRiyKjCyJBF12znYPsOvMBe5aWk/A6UCWRCyKjEV5d+nxmKaOZoyQyh4lmnqeePo1cnov811FBAVVKsZhXY/Hdi82dQWS6JnXio4gSFjkKkKu38Bt3cZw/AeEk7/AMOeSadMJJ5/EbbsHm7oUQRC4ODLCwa7LE/sHaoMBPrhkMWsryvBarciSSNvQMF988pdEMxlqAn6+cfc2fDYrhglZXaMvGmdvZyfbW9poH8lTWRPZLAsCfmr81/Z7XOJdxK/Ln8WverFK+UDWpbj4aMUjBNTpA67T0bPsGz4011P3tsE0TaKp9HUFZqZpMphI8M3de3j+XOuUxmuLJOGyWvDZbPhsNuyqgiQI6GPB+mgqxWgqRSyTJaNNLMQN0+RAZxff2LmbP7vzDmqDc5c3N02TWDLD2fZ+ugcjqLJEXUUIp02ddh8jkQSvHrvIwqpCasuCdPWHOXupj3gyi9thpa4iRGWxb1K/s6Yb9A5FaekYYDSWxKoqLCgLUlMWmDLPGIbBaCxFe88IPYMR0tkcNlWhrNBLXUUIhzU/LtM0OdHaw3AkyYrGMo6dv0wilWN5Qykhn5Nzl/pp6xqiJORhWUPpTTefVTp9ZHWNgXSckNXxpuaPZCYvhvSZbaspD974YmGusNhUqhpLqVxYwrYPraevc4gTr53n0I5TnNrbQirx5ns2fgVIaGluK1jOraElOGQrftWNLOYXjmk9y+GR86zyN/DesluRBJGORB/Z62Rh+FU3AYsbp2xlfXDROEtCN418aDnNfSkIAouXlrN4afkN37dr717G6m1Lpv9QEKZWmuaAWK6H0+GfkjXmu9oiELI2szr4JYLWppvepkoSFCqdt6GKTg4N/m8iuY55/41ItoPW6C9ZHvg8snh9arahUj+h0vz7XrEoLFhSweINk/2WTdMkUDLzXFbgdvLVe7dc97jfLgiCgMdm5c6mOjbX1zAYi9M1EqFzJMJQPEEym8M0TRRZwqYo+B02ijwuyn0egk4HLuv0798rcFhU/tvmtfM65sWlRSwuLZrXfb6dWFtdztrqm8eC6c3ghoLFojcYfIuiQKnfjSrL9IVjZHUDVRBo6R3CMEwOtnXR+Qb1of5wDBAYjidJ5zQsiowiSXxo/TI6h8L80wsH2HG8lQ0Lq1hfX0ldcRCrMn2vwc2EK76I+SriK8TSL5LKnpljUHV9EAUHVqURl20rLuttWJQFCLy1Yj6CIGNVGyny/gk2dSkD0b8jp187U5jTe4imnsWmNmOYMmf6BxhKTAgRVfv9fP2urSwrKZ4U7IwmU+PCSQIQsNspcE5Qgap8PlaVl3JXfR3f2nuAnRcusudSB3/58m6+ftdWSt2zV0mcsoNl3sWT/uaQbNS7aglZps9ix7UEh0aOXvOY325IokhTSSF72zoREMYp26ok4XfYpj0POV3nR68fY/v5tkmBos9mZW1FORuqK2gsKCDksI8rpV0JjDTDIJ3TGEomOdc/yP7OLvZ3dDE4dl1N4PXLPXx7/yH+ZNsWPFbrNY/BNE36hmN898l97DneDqaJqsg47Sqbli+YNl/cNxLj24/v5eHbltDZN8oPnznEYDiOrucFL+5e38iXPrQJaUzJLJvT2HHgPD994ShD4TiiIKAbJlaLwn0bm/jQtuW4HBNjvdg9zP/3411c6sn37QqCgKYZSJLApuUL+PVHNuJ15VkWe45dZM/xdjZequGlgy2MRJOsbirn9tX1/GT7EfqGo0iiyO9+dAtb1zZMczTvHG4prOTpztP8qPUQX2jcQLHNhSrJM+boZ3uubKqM32knkkhTFjDflnnbNE1S8TR9HUOcPXyRtmMdDIyZq/8Kbx6aqdOXHiWcjWNgIgoiXsXBCl89pbYgsiARsnhoi3dzZLQFTNg7dJq0fn2WTEGLmzsKV/BM735SepZSe5CUnqE/PcptBcsptk1fmX6z95goieOWG6ZhgvDm9qkbWdqizzCSPv+mxjUVAgXWxawN/Q4+S91Nvya6AlGQKLGvYVXoN9k/8E0SWt+87t9EpyO+kwrnrRRYl97wealZVE5R5dR3vyAIbHhg5btC3GY25AUNZcr9Xsr9Xta/0wP6Fd4VuO5gURQE1GlU5VRZRhLzVFJzzGAync3bH7x2vgNlmqxcgceB1z55Abm0spi/+sg97DjZysunL/KjV47w2P6TbFxYxSc3r6QydO1q0TuBCUXT14mmtpNI7yen98y7oikIyGIQh3Udbtu9ONRVyFJwTvYU8wlJdOBzvB9FKqQ3/P+Q0VqvsYVJNP0SfuenEIRCWoeHJ1FHP7Z8KUuLi6ZUxSRRHKceZ3V9WjsNWRRpKgjxB1tuJZHNsrejk30dXXz34Ot89bZNY75Bc4NbdrPKvxy7NLNUvSqq4z02NxNM06Q/GuO1tg52nbs4XrlaEPLzxTvWIU/z3Bzv7ePnx0+N0zxEQWB5aTGfW7uKNRVlONXZs4kAJR43i4sKua+pgeM9ffzz/kPs7+jKG82aJjta2tiyoIp7GxuuWfXM5DR+tuMoOw6cZ+OyGh7YtAibVeVsex9P7jpJz2CE8sLps7v7Tl5i/6kONiytZtGCYiRRoHswSmnIM34uTNNk38lL/P2jeygr9PJbH9lCachDJJ7mqd0n+ffnX8duUfngncvHaSd2q0pZgYfNyxdQUxbAYVPpH47xk+1HePa1MzTWFPHezRMJh67+UQZGYnz101t5bu9Zduw/z+BonIe2LMZhU/m7n77CjgPn2bKq9k1JWc83wpkUpQ4vT3ec4sRILws9BXhU65RrZpFkPlG3mmL7ZCr2QDjOvvP5ioFh5O1VvvXMXtYvrMRjt46zDRtKQywsm59ectM0yWZy9F0aGqOgnqHlWAfhwSi5zK+CxPmCaZqcj3ahijIWSWU0G0M3DY6OtrJv6Ax/0PhhPIqDR8q38GT3Hn7euQuPYmdNoBG7bMEl5/vlXbKdQmueZWCTVEpsASRBxCIqFNsCKIKEiMj9JetxyQ4Ojpxl3/BpVFGh2lGEKk5PtTRNk4H+KN2XR2hoLMHhmFpZ0nWDlvO9pJJZmheXYbEoU/Yx0hdm/3PH6WrpYcsja2lYUUN/1zCmaVJUOXcql2maDGXO0h57AeM6evznAr+lntWhL7+rAsUrEASREvtalvo/w+GhvyM7z56MCW2AC9Hn8FsaUG7Qe9FiU2cUwdr44Kp33Tm/Ebzcf4qUnuGu4uUzqmL/Z8TlgTCP7Tw+DeVc4JE7llJRND+JAtM02XmoleOt3bjsVt6/ddl4wvlmxXVHGIZpkp4mU5vO5dB0A5uqjPl8iNgsKlZV5g8e3Ex98fTmv1ZVHhfEgXyVsiLo5VObV/HAqiZOdvTx9OtneeboeQaiCf7yw3fnFx43CUwzR0bryNtNpLaPVRHjzL+/kIJFrsZt24bbdicWpWHc9uKdgiDIOK2bKfIa9Ix+jZzeM+v3s7lLZHLnkOUQ3ZEJWk6B08G6yrJpAwlJFFDGFu1ZTZuRuy4IApVeD59etZyzAwOMptI8c+489y2sZ3V52bTbTIcSWxEPld6PMkv/R7m9lIdK78cp35jy2lsFSRR5ZNViHlg2mSOvytK0Sqg5XefR46cZSU705qypKONPt93Gp50a1QAAIABJREFUgoD/uuisgiDgUFXWVZZT7vXw9Rd3sbPtIiaQzOV47OQZtiyoxmmZnR50uT/C7iNtlBf6+ML7NlBe6EUQBJqqC9F1g3/4j9dm3PZi9zBf/tBm7t3QiCLnlVgN0wRzorKVSGV59MVjyJLIFx/ZyJK6kvFKaWnIw2/97RM8+9oZbl9dR3EwHwwVBd387kdvQ1XkcZXFpuoiFFnij/7xWY63dPPgpkXj4zBN2LxiAasay9E0nZ2HWigMuNm2tgFJEnlq9yn6R+MkUznczpsnWHypp5Xtl88hCAI9iSg9ienZEE5F5YHKRVOCxaFYgheOtoxPfSZ5uu/esx1IVylLypL4poNFQzcY7s2roh7YfoKzhy4w3BeeMUCUJJHi6hA2183z7ng3Ialn+Hnny6wNNnFP8RokREygJdbFN8/9jKFMBK/qpMFVzpfr30fO0JAEEatkIWvkkMb6v9cEFrLcV4dVVKlzlvGl+vdhlyw4ZRtfrn8fNinPjHHIVu4uXs2WgqVopo6AgEVSUGZJiu7d08LPf7KPr3ztAZavrJryuWmaHDpwgZ0vnuaP/sdD1NVPpreFB6N8909+zqUz3Yz0haldWknDihpOvHqOswfb+Pxffgibc273j2amaI08TXyeq2dOuYSVwV8nYGl41wYtgiBS7bqDSPYSZ8I/w5yj9sHcYHI5sY8a990UWpfN+RyN9IXJpHMUVgQwDZNcRsNin5oofStsVW5GHBm5SDgXZ1vR0v9SweJwJMETL58gmZ5c5BEEuHVZzbwFiwCHz3bx2M7jFPpd3LO+8T9fsJjOanQOh8eNuSEvhd4+MEpONygLeMYXas1lBexv6SCSylAZ8k558K6w3q78eeL/BWRJoMDt5PZFC1hZU8qf/nwHB9u6uDwcxmOfPMlf6WMwzCuKo28d8vs30Y0IqexRIqlniKf3viW+iOOCNZYVeO3vwWFZjyIVAjcPHVcQJJzWTQScn6Y/8k1MZu4NMsmQyBzAJW0gnJ4IUEIOByHH9FLfkjBRWUxrOjlj5heLIAisKC1hSXERuy9eIpxKs72ljZVlpXMOfERBRBVmb0T3Kh5W+pbNaX9vJwRBIOi0M5JI0RPOL/RLvW58M1BQuyPRSX2jRS4n/339WmoDc+8vnG4MZR43v7nxFi4Mj3BpNE8/P9Hbx8WRURYXFc6674vdQwyHE6y/tYqiwATdXZElli8sw+OYebFWWuBlw9Jq1Kt6AUVBmJhggJ6hCC0dgyyqLaa6NDApg1jgd1JZ5OP0xV66+kfHg0VRELCo+X3qhjE2T5kU+l3YLArxZAbTnPgZu1Uh6M3fzy6HFYuqUBJ0Y7cqgIDNohCOJcm9jd5Rc8FDVYtZX1B1ze9Jokilc+pLs6E0xDc/ff81t78RoYA8vd8kEUlx4WQXe585yrFXz9J3aYhsJjdtbk4UBdwBFwtXVrP+/uUs2VBPQdmbE9e5ejyGbiCK4iSLhSsWHoJ4YzYLNytM0yRj5IjlEiS1DIooEddSHA234ZBteJR84ixfMbRgkyaSQlf/WxWV8eqgLEg4xfwCSRQY//cViIKIXZ57cN/a0ockSwRD04uaSZJIaZmfaCTF5a7hKcHiyddaCA/G+IPvfp5/+8ZT+eMRBQrK/bz0swGSsfScgkXTNBlIneBy4jXmM2msiE4W+z9BkW3FTd+jOBsEBCTBykLvIwxlztKfmt+WjpQ+RHtsB0FLE7Iwt97Fvb88Qt+lQT7xJw/Tea6HXf9xgE//j/f9ypv1vxhqSoP89ZceIJbMEI2nOXCqg91H2t4SW7d3G647WNQMg52n2tjYUJVXKxXg0uAozx8/T9BlZ0V16bgS1W2Lanny0Bn+Y98JagsDLCwNjXuyZHWd/nCcgNOOb0xVNZ3L0TUcocjjxDpWoTTJU9nyjbfitLQtiyLjsllo6xvi8nAk7/VIvqogi+K0nkvXi7wfX4as1kks9TKR1LNkcmfHfBHnFwIKilyGy7oZj/1BrEoTomC/KSSxp4OAgtf+XqKpF0hmZxd+SeVO4TBzk0xWnao6HhC+EYokjtNIU7ncNT183BYLS4qK2NPegW6anO4fIJrO4LXNX0XhZl0EmqbJqe5+vv/aEXK6hmnmfZY+c+sqmksKpoz77MAgQ/EJ36UNVZUsKSl608cnCAJ1oSDb6mv57oHDmEA0neF03wCLiwpnHf9oNEU6q1EYcCO/4UXtc9mxWmau+Bb6nGMB2cwYjaaIJtOcvtjH7/6vJyf7a5omHX2j5DSDSHzCSFfXDbr6wxxr6aa1a5CRSIJ0ViOaSBNPpnnje0SWJBQlP3ZREBAFsKrKVTLj5BNb884+eHMoc3gpc9y4GM1wNMn+8x3XPKqFZQU0lE7PNLkaVwLEVCLD5dY+jrx8hoMvnOTSmcszCtYIgoDNZaVqYQmrty1m9bbFlNcVoY7dF5lkdpInoyAKWOyW635HpOJpvve1n3DnJzfTsGrB+Hif+95OEOCez95+084TNwKHbOWR8k08fvlVjo22jVft7ZKFT1XfTcAy1eT+7UY4nMDrteOcIaATBAGP1w4CxGJTjbKHukcoXVBASU3hJOsNxaKgazrGHBUZc0aClsgv5tWMXkCixnUn1a6tiG9zy8lbgXz1uJBm74cJZ9rJGOFrb3Qd6E7so979IH5L/Zyew0Qkia7nBZSSsRRdLb1vuvBgmCbhbILO5CCxXAqrpFLpCBG0uMeT14PpKP3pMDXOQtoT/YxmE3gVB3WuYiySkhd701K0xweIaSl8qpMaRwFWKV/1HEhH6EwMsthbiUXKz3ED6QhdySEWefIWQeei3ZTZAwxnYgykIzhkCwtcRbhk2zirJq6laY31ktazlNuDU7yn/6vAZbewumnCWsk0Yc/xixg3WWL3ncB1zzr5HkOBP/n5CyytzPcF7W/t4vJwhI/euoyFpQXjGfbawgBf2LaWf9i+j6/8+FkWlRcSdDlI5zQuj0QYiSX56kO3cUtd/uKMxJP82aM7kCWRuqIgXoeNTE7jzOUBTl/uZ9uSOsoDUxczqiyxpamGEx29/PUvdrOuvgJVlomnM7xvzSLqS669MJkJpqmP9SIeJ5raTjz96hjdcv5lsCXBjVVtxm27C5f1NlS54m3vRbwR5CvBhbhtW0llj81aYc1pfehGZFKlTzfNGRfOqiRjGwsWc4bOQDxOc+HMFDZBECj3upElCV3TGIgniGbScw4WDdMgqaewiCqycPNUcOcCzTB45sR57l1cz/raSkzgtdZLPHviHAuLQ1N6FtuGRsiNLYAsssyKsmKsyvzIr6uSxPLSYhyqSjybF7hoGby2IbVh5scjiVNfVXl6+8zXQ5bESVXE6aDpOph5+rvHMZX2saTWhqpIBDz5SolhGLx0uJXvPLGXZDpHXXmQAr+L4pCFZCpLa+fglH0I0/haCmNiGe8mQ+fpoBkG0WwKl2pFEScH88OxJDuOt41RRARG4kkGwjEqQj4sisxgJE5W0/nSezbOGiyapkk2nWOga5gTe1s4sP0ELUfaiQzFpgTmV6BaFQrK/CzZ0MC6+5ZRv7wat38yTT+XyfHo3z7NxRMdjPaFcQfdVDaW8oHffxCX7/oo5YZucPFEB4nwZJNrd9A1JpLy7pk35gJBENgQXEyzp3q8X9EqqfhVF3bJelPMk4oioWn6rBYXmpZ//qdLDnhDbs4caCMRTY6/jXKZHG3HOnB5HVjt17Y+ME2TwfRp+lKHb/QwpoXPUkuj9/0oon1e9/tOQhAEiuwrKHdupC36DPNZhU1oA3Ql9uCz1CJw7epgoMTHwRdO8OpThxntjxAdinFs99kplUVBFKhdWpn34LzmGNJ87+KLdCYGsUoq0VwSq6Tw5Yb7qXHmq9qnI538pONVVvoXcC7ajWboOGUrv9v4IKoo05Ma5bsXdtCfDuOQrURzKRrdZXxmwe24FTsnwx38sH0Xf7P8kxRI+YTNyXAHPxr7G8A/tj5Psc1HLJdnc/WlwyzyVvAbdXfjVuxEckm+1fIsF+J9hCweVFFiIBOlyPrWq1jfjLh6LrsJprWbBnOORAQBPHYra2rL+dwda9h+vIV9LZ1EU2mCbge/cectPLi6GetVFDBZErlvRSOFXhfPHT3H+Z4hznYPoEgShR4ndyyupSo0QWfy2K1sbqrhYFsXBy9cJpPTUCSRQo+LT2xawdbmWizK9A/+A6uaSGVzvHK2nRdPtCFJIiGXg9wNeSPlFU2zWgfxzCtEUztIZU9hmG+F2aiEIpXgtK7HbbsLu7oSSbxxGuA7BUEQcVhuQRI9aMbMQYFuRjHNGK6rPIci6TTZGbz97IqCy5qnkmQ1nUujYUxzdnVFm6JwZS0Qz2ZJa3MXGAjnIvzg0k9Y4VvKpuC7SyfMME1S2Sw1IT82NR/01YT8vNbWMW2QMpRIjNMrLJJEmcczr0vcIpcLm6KMB4sD8cSs3xcEAYfNgiyJROJpdMOYxCRIZXNkchrqDHPAXOCyW7GoMs01RXz1U1unVC+v4IqS7MBonO//4gDpjMbXPr2VZfWl2MckxFs6B3jpUMsNj+XdiO5EhD8/up2vLt1KrWeyYmB9aZD/95P3AHnrjH/ZcYgl1StYW1+BIouMxJL87NUTeKehEpumia4ZjA5EaTnazuGXTnPi1XP0dw2j5aafG0RJxBt0Ub+8ilVbF7H01oUUVQaRFWna+UFWZO773FY6zlzm27//Ix76yEYWbViI3T0/vSKCIHDrw/MrHX8zQRAEfKoLn3pz+RhfQUmpn1MnL9N9eYRAcGpbg64ZtF8YwDRNfNMkB5rX1fHqk4f4wZ8/TndbH6ecVjrP9fD6S6d48AtbcbivHSDoZpaLse3zKtwiCzYaPA/hVv5zSPBfDVmwscB1N92J/aT0aycT5w6TrsQeGjzvxSZfm3q+bHMTp/e18vO/fZZUIk10OM53/uhnU3I+iiLz23//GZxLKqbf0VWwyxY+ULEeu2TBIVvpTY3yjTOPcXj4AtWOiXaM9vgA64IN/GHTw1hEmYyh4VUd6KbBk5cPEM4m+ErTQ4Qsbi4nh/nrs0/yYt8JHiqb21yTMXIMZqL8fuN7CVhcHBxu5Z/bXuBCrI/l/hr2Dp3nTKSLP2x+HwuchVyM9/NXZx6/6Zgvv8I7izkHi7Io8tnbV2MYJn6XnZrCAB/ZuIyspmNVFLwO6yQfsytQZYl1dRWsqCohmsqQ1XREUcCuKjhtlkn0Q6fVwmduW80H1i0hlc2hjynq2SwKoyMJvvfYPn7r47cR8jsn/YYgCLhtVj5z22oeXruITE4blwd2Xwf90DQNdGOUVPYY0dQLxDN7yGlvhaIpCIIdq1KHy7oNt20rFnkBgmh9V5f+FbkMRS5Fy8486RtGAoEUhc6JaxhOpRlKJAnYp76MLbJE0dh3c4bBmf4BMrqOdRaF01ROwxib5zTDwDDmPumNZMOci7WwyNM4521uFsiiSE0owKOHT7JuQQUmsLetk4ai0LRN6lcH6KIoYJ+nquIVWMcUkq8gM4egvbzQi9th5eylfuLJ7HjTt2maXOoZIZ7M4LJfn4fW1SgOuikt8NDeM8JwNEll0VR15avj6pFIkt7hKIsWFLOmuXI8iMyPZ5RUZv7nhpsZCS3DhegwmWm88yRRxD6WBIok03QPR/jE7SvH2wzsFpWg287Jjj5W1uZFp0zTJB5OcvF0F0d2nuHoK2e53NpHchqa4BXYnBYq6ktYeUczK29rprKxBId7+r7cqyGIAv4iL6lYCtWqECz1EyjJJyu1rMYrj+2ntK6YzrPdDHQNUVxdwJp7luPw2MHMm7YffuE4qXiaBUsrJyVg+i4N8NpTh0iEkzSurWPVnUvHexlzmRznDrZx/vWLpONpiqoLWHXnUrwhN9GROAeeOUL14nJOv9ZCMpaibkU1SzY1olrfORPvdyNWrKzimaeP8tijB/F47ZSV+8fppJmMxsnjnezYfpKCQg/VNVPZKQVlAT7xxw/x3PdfQZREzh66QLDUxwNf2MqtD60et9WYDZHsJXqSB+b1uEK2RVQ4N5ExMiT1BB7Fd1Oqcd8IBEEgYF1IkX0F7bEdzGd1MZK9xFD6LGWODdecGwLFXj739Q8RGYpx5kArO368h//2jQ9PrSwKUFAxvaXWGyEgYJVUTkW66EuPEs+lSWgZYlpq0vfcip3bCxdTYJ1M5Y5qSY6PXuL2okVU2kMIgkC9q4Ql3koODLXwntJVcxqHaZpsDDVSbg8iCgJN7jJUUSacyydvj4+2U+UsoNlTjiSINLhLqXeVoJmTk3Q5TWdgNG9JFfQ6sF81P+VbSJLEU/nEcIHPOallxDRNhiNJkuksTrsF/xsSL4ZhMjAa49ylfrr6w6QzGnabQnVxgIaqAvxu+6zXUDcMBkfj5DSdgCc/Nk036Oof5czFPvpH4himiddpo6bUT11FwZtaR8wFOU3nUu8Ipy70MhxOoMgS5UU+mmuKCHod89Ie93biOiqLAn7nxAVWZYmQ2znLFpO3taoKVvXai1FZEvE6bHjfQBGTTLhrQyPOGS6wIOS3DbquX6HSMLP5KmJ6F9HUi6Rzp9GNCPOvaCogiwHsljV4bPdgt6wZE6yZPhOeH5tGZ3wPA+nTiIJMg+cBXErxPI9rfiAJbhSphBTHZ/yOSRZJ1Kn2T1SUR1JJOkbD1AcDU86DIAjUh/KTnGGaHOvtoyscoS44fbbQME3aR0bzdENAFoXrUvXUTR3ThID67qvuioLAA8saefbkeV443YqAwKKyQu5aVD8tnUK9qmpnmOZ1VWDngrSmoV8VqCtzsImoKQ3QvKCII+cu88s9p7l7XSMWVaJnMMpTu0+SepN2CH6Pnfs2NvOdJ/bxnSf28eG7VlAUcCOKAulMju6BCMlMlvVLqvPmxFYFu1VlKJygqz9MWYGHnKbT0jnIoy8dnZXydrPDHLM2EYW5i7FkDX1OJuuqJKEbJvvPd3JrczWKJDIQiXOqo5+NTVXj39N1g+//xRPsefoIsZH4jIkdSRYJlfpZvL6eNXcuoXF1Dd6QG/lNVJmvhpbT2fHDVzAMg4VrarE6LDz5recZ7hnlkd++n6HeEb77tR9jc1ipWVLJnscPMNA1kRSz2i0UVYb45fYXScXTrNy2ZDzxl4gkOfj8MSw2FcUi8/y/vMyl01188n9+gPhonMf+9zMUVoZYuLqWZDTJ9//0Z3z8Tx9h7b0r5uXY/itAEASaFpWxactCdu44TW/PKI1NpQRCLgzdoKd7lJMnusikc3zqs5spKHRP3YcoUNVUxmf//P0kYykM3UC1qjjctjkFiqZp0pl4hbQ+f/13kmClzv0AFtHD8cjrvDr4Ep+s+gJu5Z3vEZ0vyIKNSucWLif2kDPmTwNCNzNcTr5GmWM916KFC4KA3WXF7rKSjKcoqAhS3lDypuaXC/Fe/r7leXyqgwZ3KT7ViUWUp6wq7bKKTZqaGMoYGhkjh1uZCJQEQcCrOGjVeqYV+8vP6VPfSX7VOX4GJEFEYKIlIqalcMq28YSyIkg4ZAuR3ORrEY6n+Pr3XqCjb5Qvf2gT29ZOKPJmshr//MQ+Xjl6AUkU+b2P3cbmlbXj22ZzOv/w6KscPN3JB+9czsfvXT3+WSqT44X953h85wk6+0bHLPfMfPLRqtBQWcCH71rBuiVVM1pNxZMZvvGvL3Kpd4Tf+egW1i6q5Kldp/iPncfoH46RyWlggixLuOwWvvrprWxeUTvtvuYDsWSGx3ce56ndJxkYjZPL6QiigE1VqC0P8vF7V4+L5r1b8K4ZrdtpY9Oq+b+4hpFiIPq/iKSeGasiXp+B8NwgYZGrcY3ZXliVhWO2F9d+AQmIeNRKMkaMM6OPUuHYeNMGi4JgQRL9s3/J1BEFg7pgALuikMzlxW5e7+7h9tqaab0AFxcVYlMUEtksXeEIj586w5c23IJtmkpYTzTGvo7OcQ9Ht8U67fdmglt24pTthHPzJ07wViOr6URTafxOOw6LwgdXLyar6SDkexFnCgaCDvt4EJ7VdLoj01sl3Cj6YjFSuYnKW4Hz2okct8PKx+5eRc9ghO89uZ+XDrVgUxWGIwlqSgPUV4byfUc3CFEQeM+tzYxEEjz96mmOnr9MyOdEEkViyTSj0SSbVtSydlEVClAS9HDbqlqe2nWKP/6HZygr9JLK5OgbirKysZxofOYK2M0M0zR5pusMu3sv8P7qZawpqGBH93n29XfMut1AKkZav3aw6HXauHfVQn68+yhP7DuFIkvEUxkWFAdY31g5MQ7DpP1MN5Gh6Sn+To+d2mWVrLtnGUtvbaCoMojFdm3vzxuBrutUNZfz4a8+hGJRUG0qR148yUNfuocz+1qIDsX4/F99jILKIO0nOjn68umJ4y3wsOG9azjxytkpiRl30MVH/+hh5DHrlWCJnxd+tJtkLF9hyKayrLt/JVs/tolsOstIX5izB1pZc/fySUqrv8LssNtVPvmZTTidVl7ZdZbtz50YXxBLkkhZeYCPfGwDW+9aPE4/777Qj81pxV/oIZvOASaqVZnRZ282pPWReVdADVjqKbHnvf1yRpa4FsOcJhh4N0MQBELWRbiVSoYzZ+d13wOpk6T0Eezy3KqBACXVBTz8xTsniRzdCF4dOEtSS/O15vcRtLiJayl2DZya8r18Umnqc26TVByyhaFMbLz1xjBNBjIR3KodVZTH39/aWOBoAkOZqXPpbPOlV3EwnI2hGTqyKJEzdeLa1PeaTVWwWRUGR+O0dA5yx5r6cUuuK6JxQ+EEAnCirWdSsBhNpGm7PMRINElRYCJRk87m+PFzh/nJ9iPEkhmCXgdNNUW4HRZGoyku9gxz+GwXHX2jfPH9G7nrloXTXhfDMAnHUvQORekZjPL4zhN896n9iIJAWaEXh1UlndUYDicwMceVzt8KZHMaP3vhCD969jCpTI6Ax05teQiHVWVgNE5b1xB/86OdVJfOjzL324U5BYumafLo80ex21VOtvSwrKGUTE7nVGsPD21dStOCIvqGorzw2jkudA0hCAJL6ku4e2MjdptKNqfx1M6TlBf56B4Ic+J8D0Gfk48/sBqf286J892cu9hPVZmfXQfbSKaz3Ll+IeuX15DO5HjypROcbuvFZlX5wgc34h9rLjZNk1giw4v7z3P8XDc2i8yWNXWsbK5AkfPN7gdOdvDK4TYSySwhv4Ot6xbStGBC8dEkSyy9i6x2aZ5PrYAouLCrS/DYH8BpvRVFKma2KuK0exFEfJZqZNFKS+TpeR7j/EIQRCTRSX7im+mFmZ8Y64NBStwu2oZHANjb0Uk4lSJgn0o3WBDws8Dv40RfP5ph8NPjJ1AlifcvaabA6UREQDcNOsMRvr3/EKf6B8a3Lfd68Nvn3pMUsgRZ6VvO0dHjLPE041f949YsNyu6RyM8ffwcv7ZpFT8/eJIHVzThm8Mx1wT8yKJIVtfJaBpHunu4r6lhVorvXJHVdY5095DITiRfGkLXfmELgsDS+hL+4tfv48WDLbR2DmK1yNy9vpF1i6t4bu9ZLg+EJ2UYHTaVZfWlVJcEZhXAubJ/l93Cr713HeuWVLPr9Vae23+OZDpLod/FJ+5bw6YVC8b7IlVF4vMPrae2LMSOg+c51tbD2qYKHrptCWuaKvj37a9Poq2WFXrH+hqVq8ZWRmnBRCWgrjyE12Ufp7S+U9jT186zXeeodgVYU1DB64OX+be217FK8ox5eN005+S7JYkidy6vp6mikEv9I6SyGoVeB7XFQVy22ek/qlWhpLqA1dsWse6eZVQ2lmJz5v333srnUFZlqhdVYB1jr/iLvGhZDT2nM9g1jK/QiyfkRhRFguUBPCHXnMKCTCLDkZ2nOLO/hVQ0RX/nEFpWxxyrSjvcdioby/JVDFPBE3KTSWUxTBPpXdyW8HZDEASCQRef+dwW7r1/Gd2XRwmPJvIBeshFeWWQQMA5abH52P95nsbVC9j20Y288sRBsukcd39y03XfZ6Zp0p86TiQ7e7Lluo4HkWrXnaji5IWtiYluapimiSiICIgT65kxsbh8dclEEETEqz7XTX3sjhImxMSEiTWJYRqYGIhIGORZNuJYJSofrBgYpjFpm/xvGpiYiNe5vrkCm+Sn2L6C4cw55jPYjuW6Gc20XlewaHNaqWqauzfzTJAEkZypk9DSyKLEvsFzXIoPsMxXPbdxSCq3hprYPXCaJd5KSu0BLsT6ODHawceqNyMJIkGLm5ypsX+4hVvFRgYzUXYPnL6ua7AmUMc/tD7PvqHzLHSXcSHey7loN/WuksnjsSpUFvvZc/QiF7uH0XWTK49S71CUgZEYIZ+T0WiStq4hMlltvHo2GksxMBrHYVOpHPMqNAyTlw+38dMXjhJPZdi0YgGfe+86Kop8SKKAphu0dg7yj4+9xtFzl/n243spDrpZVl866/HtPNRC71CUdYur+OC25VQW+7Cocp5GOxKndyhKReH8+SVeDdM0Od7aw+MvnyCVydFUU8TvfnQLteUhJFEgndU4fKaLb/38VQ6emr+54u3A3IJF4Fx7P4ZhUl9dwA+eOsi29Q24HFaefOkEC2sKicbTyLLIvZuaGI2m+LdfHMTlsLBt/UJ03eTMhT5eOdzG2iVVbF3XQCKVHffbGo4k+OXuUyyqK2FFUzmGYeAZ61VSFYkta+oI+hz86BeHyGQnstrZnM4PnjxA90CE+zY1MRRO8C+P78cwTdYtraazd5TvPLqX921bSmHQzeW+UbLZ6bLi8zc55W0vSnFabsVjvx+buhRRmPCgmm+YpkFCGyCcvYRpGngtVTjlIgRBxDQN4lo/kWwnmpHGJvvwW+pQRBvxXB/xXB8hWxOSoGKaJml9lNFsOwXWZiTBQtaIM5JpI2vEccqFeNUqJHH2jKuAzKzBoiAhIBFyOlhdVjoeLF4YHuFoTy9baxdM2cRrtXJ3Qz2n+gcwTJNYJsupijOSAAAgAElEQVQ/7T/Is+daqAsGcFksDCeTtA4N0RuLj4u2yKLIxqrK6+rFMzBY4VvKUz3d/NOFf2GVfwUB1Tell9QiWah31mKZhj7ydsMwTXrDUQaiCS4MDjOaSE2i3sqiiP0q64YrWBgK4rfb6IvFMYE97R2c6u1nZVnJm7pXTdOkdXCIHS0Xxu8Cj9XC4uKZbTOuhiiK1JQG+PxD664Ia46f/Y/fu4qxP42jotDHX/z6fXNWLhPG+qBXLiyjsthHVjC52DtMe98ItyytmtTHeCW4fHDzIgJ+B/+6/RCfe3g95aF88Pe5964bH49umKxdXMW9G5rG57aKIh9f/43JY/u1h9bl9z234b5l+M3mjdxX0USjN39dTEwavQV8bdlWrNL0z8y5SD/fPLFrTvuXJZGqAh+VoQlVvZxukNH0SUJoAiArEv4iL01rF7DhvuU0ra3FV+B+ywPEqyEIAtJVtLPxZ14QsNhUsuks+lhVW89qaFn9mtfQMExe+vc97H50Hw99+V6KKkOc2nOOVx7bP/E7ooAoTwQwApP7Zt8pXAkCrg5G5rwtJoapk9ITxHKj6GYOVbTilH1YJdsN7XMuEAQBVZWpqAxSXhGY8tkbER2JI47ZeY30RUgnMze0HDDQ6ErsQTdn9hm+XjiVYkrsayb9zcTgbOwUrbFzxLUopbYKNgZvx6/mWzj6M70cGnmNntRlDAwKLMWsC9xKsbUMQRDYPbgD0zRRRQvnYqeQBIkVvrUsci9FFhW6kpc4MLKHelcTpyPHiWkRqhy1bAhswaW46U51sXPgObYV3k+xNb9oNzB4dfAlYlqUu4regzpHb8OrIQgiJfY1nAs/jmamrr3BHKGbWXpTRyix3/K2J3w3FzRzKtLJX55+DKdspcTuZ0NoIao4MfdJgohNUpkuxykicF/pKuJamn9sfT5PHcXkruJlbC5oQhAEal3FbCtaypOXD7C99yhuxc4SbyUX4n3jx2uTLchX9bjmvVBV5DE167WBOs7HevjehZewyxaKbV6WeaumnC9REKgu8aOqMr1DURKpDKpixzRNLlweJpHKcvf6Rg6f6aR7MMJINDlewevqHyWVzlFa4CHoy7evjUQTPPHyCaKJNDWlAb78oc2UFXjGf1dVYEldCb/14S185e+eom8oymM7j1NfUYBjlsr/8dYebl9Vx1c+cTtux4RSs3VMJ6XmLazoZXM6Lx44z1A4gcOm8oWH17NoQfFVxySzZWUtsWSGv/7hS+8qS445lxBEUWBRXQkbllfz6uE21i2rJp7I8rPn85n1+qoCqkoDpLM5NM1g//F2OnpHx7fXNJ26ygI+eM+KSabZV+MDdy+nsmRyr5goihQF3UTj6SkNob2DEQ6f7uQzD6+jqbaYnKZzpq2PvUfbWdVcgSyLWBSJdFajOORm2cJSFPnGMl/XPD+CC9u47cXtY7YX8ysY8kaYpkl/+iQnR348LqmdDkdYEfgsIVszGSPG6dGfkdGjCIJMJNtBuWMdS/wfI6kN8/rwd1hX8Dv4LDWAyaX4bnqTrxMsbCBrJDgy/D3S2giq5CKpDVLp3ES95z1IsxyXeQ1LEQEFQVCwSBJbFlTzzLkWEtksAbuN4cTML4l7F9bz3PkWTvb1A/kKR/voKO2jozNuUx8McFd97XVd785kN99t/wEJLUlKT9MavzieVb0aITXAVxb+FhbpGrTbtwGFbic+h51vPLOLC4Mj9IRjWK6qWi0oCPDlbRumUHzLvB6WlRTz/PlWAHqjMf5h7wH+eOsWqv1ThV/mAtM0uRyJ8q3XDtA5OtG7s7y0hGr/3PtAr/YknPLZNN+9kUdaEARCXidf/cjtnGzv5Q/++ZlJv/3GsayoL6Oq2E+RzzVZXnvsv73DEf51+yF+86GN46IubxybINwcElaCIFDq8FL6Bl/FYrubJf4SbPL0z7gggEW6vsrz1efqcGsXQ9EED6xtHv+seV0dG96zghW3NVFSU4A6i5fmm4FpmqTiaeLhBLqmk4gmSUST1zRaFwSoWVrJjh+9wpGXTrJwdS1HXz7FSN/o+H4zqSzZdI5MOoskicRG4ljsKopFYaBrGE/ITXVzOVpO59KZyzdFMHgt5MwMJ8J7sEkOyu0NOGUP4hyEVUzTYCTbz7HwK5yPHiaaG8UwNWRRxacW0Ohew2LPetzK1B71+YJhGOSyOrphoCgysjx9NbyoIsirTx3G5rLS3dZHNpPjyM7TU+i/FptK/YqqGUWH4rleBtOnp/3sRlFkW4lDmeyPG8mFORY+zDLvKkzTYPfgi2SNDA+VfghZUIjmIuimwUrfLRgYHBjZw7N9T/LRis9ik+wMZgY4HTnGCt9aVvnW0ZW6xNM9j2IRLSx0LSKpJzkWPkw0F2GxZzm6qfPq0Euk9AQPlLwfn+IjrsU4GTlKobUYCYm4FuNI+AArfetQhBtPnnrUKhxKIZHspXk4e1dgMpw+S85IoEpz09iYL1Q6Qvxx8/sZykSRRJFCi4eUnpukMrrMV02FI4hHmdqiIQgCbsXGp2pu576SlST1DE7ZSsjqGWd32CSVj1dv4a7i5aT1LF7VgV2yMJKN4x3b5x82PYxPnTh2r+Lgq80P4x9TNbbKKp+uuZ17S1aQMzSCFndew0DPTgkyq4r9ecHJaJLhaBKf205O07nQNQQCLKsvpWcwwtn2fvqGohQH3ePidNmcRknQg2dMDfvcpQEuXM73fd+xup6SkHvad29teZD1S6p5/OUTHDvfTWffCI3VRTOed5fdwiN3LJ0UKF69v7cSo9EkJ1p7AKivKGBRbfGU3xRFgbWLKigKuOjqn19/0bcS1yVwY7cqiJKIqshYVYVUOodpmJiGyemLfbx8oJVYMo0oCLR1DFISmqBeiaJAScg9I/XK47Lh88yuePRGROP5HqOfPnt4XHkpHEuxqLYYXTcpLfDyufdv4MV959h/vJ3aihDv2bKY0kLPPN00EopUhMOyFrftbhyW1Uhi8G3LYGlminPhJwlY6lns/wgCIkeGv8fZ8BMErA2oopOl/k+giDZEQeFi7CXOR55ioee9eNUqHHKI3uQRfGo1OSNJd/Ig5fZ1KKKDC5EXSOYGWF/4e9jkAF3xvZwa/Qkl9lV41Jllo00z3/cxE0TBhiDkH+JlJcXc3VCHy2LhnoY6Ggum914TBIESt4v/vn4tf/biy/REr21hUuB08MX1aylxX5/Mu0/xcmfh7deUjbZJNhzy/Ejuv1k4rRa+ePst9EZi/Oue13nfymb8jgkxKosij/cWXA2LLPPQ4ib2tHcQz2bzvoyXOvmfL+zk19auYmVZCXZlakVyOpimSSqncaK3j3/ef4i9lzrHz6DLYuGRJc045iBwdQWRRH4esVsUIok0WU3HZpFx2azjSSPTNEmksyTSWURBwO2wosqT6VFZTSeWzKDpOrIk4XFYkaXJVQ1BEMaUnKc/zqymMxJNYJh5dd43ng9NN4glM7zeepm27iF6h6OkMjlkUSQwpuIWTqSQRBG33TJB+TJMRuMpFEnEddXf3ynUewootrsnKVS/ERZRxiJO/9rQdCMvJDALukeiRJMT/TCSLPKR37vvLetDnDS+rMZTf/88rUfayaZzPP1POzi7r5X3/fZ9KBYFb4Eb21W2HlaHBW+BBwSB2mXV3PmJzWz//i52/mQPC5ZW0bSuHtWqouV0dj+6j+O7TnO5pRcE+Pbv/4jm9Q3c9enb2PDgah77X8/wT7/3Q1w+J5VNZXkKoSQiyfmKqnJF7EAAp8+BaZjveFJhJNPP7oHHiGtRiqyVLPXdykrf7SjizJUj0zTpSrayve/f6Eycxbg6eahDJDdEV7KFC/ET3F38CQos5fN63TVN51L7IK8fbqerc5hUMstd9yxh9doF6LpBV+cwkiRSUupDkkTu+PB6vv9nj/GDv3ic6FC+N6z91OUpU0GoxMdv//1n8BdNDYZM02QofZqkNjDlsxuFJFgosa9FZPKcKQsKm0NbaXQtxsQkpSc5HnmdlJ7CJSrUOhuotNeQNdJopkZCi7N/+BUyehqbZAdMXIqHOwruwaW4aXQvpi/dw7HwYepdTUC+or42sJFF7mVAnoa6o/8ZNoe24VX8LPIs4+joIW4JbMQte+lMtJM1MjS4mt7UtbRKfjxK5TwHixDNdZHUBt72YFEQBDyqHY868S62yZOfHZdiw6XMvo5QRIkS+8xJaVWUKbNPrpbZr/qdSsfkdZUsSlQ6JtSABQRUUabc/kaq7tQANuRzEvA46OgdYXA0Tm1ZkGQ6R9vlIVx2K9WlASqL/Rxv7aala5DlC8vIaTpd/WF0w6SuIoQoChiGSVvXEPFUFqsq07ygaEYhQkkUWN5QxhO7ThCJp2jrGmJhVdGMCeKioJua0rcuETUb+kdijIz1oi+sKphR1DPgcVAUcP/nDBaBaddSJpBIZfj+Eweory7g4W1rURWZv/u3XVM2no1SJArCddtGOO0WAh4HH75vFbUVEw+EzaJgUWUEAVY2l9NcW0xn7wg//uVhnnzpOJ//wIYZq5tzgSDYxmwvtuKy3Y5FrkMUri/QnQ9k9CijmYvoZo7jwz8EIJLtJK2H85k00UlSG2Ioc46sHieW68EwcxhoWEQPpfY1dMRfodZ9F5FsJxk9QrF9JQYaw+kW0nqYs+EnEBDIGFGS2jDxXP+MwWLenzLFrMGiaEMU8pOjz2bjD7dswirLKNLstCRRENhUXcUf376Ff9p/kLMDg+OG8ldDkSQaC0J8bs1Kbl9Qc93XJGDxcVfRHde1zc0Ah0WlKuhjW3MtdYXBcW/Ka2FtRRl3NdTxxKkzGGPqmPs6umgZHGZdVTkbqippLAjht9uwKjKKmL9Opgk5Qyed0xhJpjg3MMj+ji72dnRO8lOUBIH7GxvYUFVxXdfiZy8fQxQFfE4bu49fJJpMU1sa5Dcf2ojHYc33Blzo4dHdJxgMxxFFgabKQj542zIKvHmPtYFwnH978QgXuofIaDqiILBmYTkfuX3FrDSWN6JvJMr/eeI1BsJxFEnkLz5zD0X+iSREZ/8oP3rxdU6199E3EuObP9uFLEsUeJ389iObcNktPLrrOMOxJL/18K3jkuOj8RTf+PeXuHVxNe9Z3/yOBwf3VzRhYiLP0pNYYHPxhcZ1/5e99wyP6zzvvH+nTe+YQW8ECIC9UxQpkSJVrGZVW3KPFdtrv97YSa6ss8lmN5t9r+ybbLLX7ibOprpXJZZlS1axuiiRoiQ2sVeQRO9tejnleT8MOCCIQoAAKUrm7ws5c84cnDlzynM/933//5Q4J07CNHcP8K0Xd0/7NzqHomxbPlZqLklSoUfwSqNqKh/5ra1s+8RNhfcUm4LT40CWZb70F5/G4R7bl5Vbl9K4rh7NpiJJEnd9YRubHliPaZj4iryk42mcXieqqrDhnjWs3LJk3N+zu+0oqkzj2jq+/n+/QDqewebMq2smY2ncATcun4uv/90X8RXlB7KKqvDRL9+RL21+H8VthBC0pk4Q1QcxhUFb6gROxc3a4NT3RiEEQ7keXur5MS3JY0z1HDCFwan4ewA8XPk7eLX56R8yDJPXXz3GT3/0Ft1dw3lRGN1k+Yq8P6Gum/zql/toaxvgj/7kfiLFPmqXVPKNf/4S8eEUv/7+djKpHPd96dYJx17VFHxFk088Wuj0pg/OawmqWy2hyNE44Z7pUt2U2EezFQK8mh/d0rGw8lUd6VbeHdxJzIgihEVUHyFn6VgX/BZ+LYBbzZ9vdtlOsb2EtlRLQTjHJtsI28YymqWOcrJWhqSRJGQLs9i7nHeH3uJsopnl/lUcjr1HtauOsG3yyd6ZIksKYcdi2pJvzGk7F5M144zkWgnY6+Z1u7+J+NwOKiJ+znQM0No1xMbltQyMJOgaiBL0OSkOemiqKcayBKfb+jFNi2Q6R1d/FFmSaBwdpxumSe9QfnLG7bRNa40hSRLhgDufoMrq9AzFEYgp44Wg1znOtuNqMhRLkc3lRf1Ki3xTB8CKTJH/0r6t1xLzooYqRF46V1iCRCrL2Y4uOnpHqCwNXPrDlyCT1fNeZ/0xcjmDrr58JF4UcFEW8bOiqZzX3j2FoshoqkLPQIyF1RGCfhenW/s43dpPdVkIfbQ2eC7lP4ocxGVbj991L277jWhK8RUvNZ0eCVlScalFeLR8Wt6jleJQAqiSg87UHo4O/4wK1zo8Wlk+CMzmTcQlSaLUtYrTsV8zlG2mO7WfInsjHq1kdLmMXfHh0UqQkPFQSsSxFL9tamNggYEppjdelyUviuwd/b+Eb4ZBDeQDwdsW1tEYLuLNcy3s6eikfSSKblo4NZWaYIB1lRXcVFtNhc83qe/nhxlFkthYVz0r4RSXpvGVjetpGxlhb3tnYUgxmErx7LGTvHLqDF67nbDbRcCZV5ZVZAnTEqR1Pe+RmUoRz2QnWG/IksTNC2r40oa1uG2zK0+KJtO8c6yNGxZV8+jWlaiKjCVEodetcyDK3/5iJ2saKnh060qiyQw/fmU/+iv7+dqDN2HXVDRVobo4wI2Lq/G7HRw628OPX97HoupiNi+f+cChvMjHH31yG9sPnuGnr+zHuMguo7TIx2N3rufXu0/w6v7T/N7HNuP3ONEUGb/bgSJLLK4u5u+f3kVL7zCLq0sAwcn2Ptr6RmiojMzK3uVKMZPy0qDdySN1qyZdNhRPMZJMc+eaxik/f+Cc+r5lUCVZKvgqTkawZPzzyulxjCtRVTWV0AXPtAsVMwMRH0SmUNiTwBv04A1eUAoWGX1uKIzbJ0mS8IaubgZkMnSRoyN1GlOcv6YlGr1rUKd53hlCZ+/QK7Qmx4uUSEiokg1D6Be0KQjOJA6xb/g1tkQeQp6BaNJ0CCE4e6aP73/nDRwOjc89thnNpvLjH+worGOzqVRWhXjzjeO0tw0SGe2JPf/bVC+qINofo7KhdEZWGefJGMPzruJZZG/COUmLg4yMKuWv04uvo7gR46nOfyNsL+YjJffh0/wcjR7g9f6Xxq0nhDWucsYaVdosLM93nI57DWM9vCFbmHp3A4ei+yh1lNOWOsdHyz6GKs99LBS0L0RCQTB/vVyWyDGUPUWNZ+v7cu8RQmBaFol0jlRWJ6cbGKZVOO6KLKEpCg6bitOu4bRr1+zYxWnXqC4NIksSZzoH85NK3cNEExmW1ZXidtpYUBHCblNp6xkmnsoSS2boHYrjddsL1YamJUhn8+J3mqpgv0Tyxm5TsakK6axOKp3DsgSyMvlvadfev2dMJmdgmvnrxeXQpsx+SoDzA+ajO6NgUQIqiv0EvPkBUG1FCIddxe20U1sRwuOy87kH1vPCjuP88OndLKor4f5tywsnvCxLVJUGCAUml873eRzUVoRQJvnx23uGefKlAwzHUng9Dn7+4gFCARefvncd5cV+Pv/gBl7edYLn3jiKaVpUlgRY3pC3llAVhaPN3bw+GkzWV4W5Z8vSWaoQKtjUaryO2/A778JhW4IseZiJ7cV8MGb8PPbv+ffsio8iewOq5KDGswVNdpGzEgDIksZA5gQ22TPaZ2jj2MiTiAuMVt1qMWHHIloS24nm2lgR+hyypCKEIOJYSkLvpcy5Bo9WiiGy6FZqWlUxITJY1vQloqoSQpYuf0ZFkWVqQ0GqAn4eWbGMnGlijXry2BQZ26hVxOVy/ti+3yWBl4NpWfxsz2G2LlpAVWhmEzWSJFETDPBfbt/KX7z6BnvaOwsCQZD3SswYBv3J6ScBLkaRZbbW1fKH2zZTFbi8sm8BfPaONZQXTRyE7zh8DtOy+Oztawh4nAigdzjOz984RP/WlVRGAgQ9Th7evLxwPlSXBHl53ylaeobZvHzm+6EqCmG/m5B38tlPl12jpiRIkc+FXVOpjAQoush0eNmCMkI+F28fa6WpMoIlBLuOtlBfXkTtFVJmu1zENDNq0/2Odk1l06IaHr155ZTruO02+qKJOe3fda48WTNFT6al8NqleKh2N035++f751s5OLID64KBfpGtlA1FdxOxVxAzhjkwvJ2W5HEEFqYwODj8JisCNxOyzUz8ajre2nESPWfyB394D6vW1NLeNsi//fTtwnJZligp9ecNwPsm2gStvW0ZelafdUZ3JHeOhN4z5/0/j4RMxJkXmZsNKTNJf7aXW4vvotJZjYVJVB/BsPRx6w3lBonpUQJakLSZoifTSamjvDCmyVlZutKdlDnyiqDtqVZcigvPaDZSlVVWBdbxRMeP2Tf8DnbZQa17ojDd5eBSi7EpXrLz6FUpsIjprZgiiypN3588L39v9P4ZTWY43TnAwTNdnGrvpz+aJJbMkMzk0I18P60sy6iKjF1T8Tht+FwOIgE3taUhGisjLCgNEQl4sGtXRmvjQiwh6OyPsuPwOc50DWCYFlXFAbasqGNheRHyaFVRfWUYVZXp7BshkzM42zVINqezsCqC3aZSGvIRDnjoHsiL3PQNxUmkskSCHiKjVT8SFCaIhGDcmGOqY3p+jUv2/b+PQzdZukCN7yr1pfcMxfn2c++QyEy0/fO7HXzh7hsoCc6uHWsyZpxZ/Ox96/OqbZLE1z5zC4oiUxqG+uowqiKzflkNqxdXIUR+4I40lsWz21Qee+jGKQfxqxZVsqKxoqAgeCH1VWH+4PO3jjvukpQfwEmSRNDn4pE7V/PQ7fkBiixLhSC1tiLE7//WNixLIEn5Aawsz0RdT0KWPDhtK/C7PorXsQVNKQeu/oxFyujnRPRpYnoHSb2PQ0M/xqOVsSjwIH6tmqXBT3Bo6Ee80fPnSOS/9wLvrTT47qHUuZLu1H529PwlqmzHoQRHg738d5AllRrPZt7q/Wt8WiVh+6L8t5ckaj23kNB7eKf/b5BQAEHAtoBVRY9hV6YoxxFpDGtqwRkAm7oAmLtlgCLLOGV5Vh6KM8EQBq2pDopsQQLafPW2Xh1MITjTP8gtTQtm9TlZklhcHOF/3PMRvrN7H88eP0k0nbmse50EFLldPLJiGZ9du5KI233Zx7Ai7Cv0/F1Mc+cAnf1R/uwHLxXuzYOxFPF0llgqmxcd0Q0ONHex/3QHvcMJ0lmdjv6RQpXB1STgdbJ5+QJe3d/MA5uWYpgWB8908+nbVuN8n0pmJkMIQVzP8t5gJ/sGOuhLx7EpCnXeItZHqmnwhdHkyQcuS6pKqCudXmmuqbKYiqKZG4rnS9vBNEyy6RzJWJpMKotpWMiyhGbXcHvzGUBVU5AvUc5+nZmRMEZIGGNes0W2smkDOlMYHBh+k6g+UHgvoEV4qPLfU+NegizlFUcXuJfyVMc/cDaZ95sbyvXSkjhGMFg859/t3Nl+KqtCNDSVTemR53DakIBsNh9AZdM5VE1BURWCU2WGp0EIi8HsSXRrdpNp02GTvQRs9bM+Hm7FQ8Rewq7B7aTMJH2ZXpoTJy7K+EnEjRjPdj9JtauWjlQrI/oQd5U+gDw6frCE4O3BNxjKDWBhsnfobdaHbsKnjU1AVjprCNuKeWfoTbaE78A9T/2ADiWAQ/bPa7AIkNB7yFkJVPnKBouWJegdifPy3lO8vO8053qGyGT1SwZDFyNLEqoqE/a5eezO9XxsyyxmNy8DIQRHznXzP376Gqc7BzFHW3xkWeLpt47yB49s4ZaV9QVFVKddYyiWon84wZmOAZx2G/WVYWRJIuhzUhHxc/B0J+29wwyMJMnkDKpLg3hc+Wyaosj4Rqs2srpBOqtPu2+pjE42ZyBJ+VLYi8UurxWcdg1VkckC8XQWISYX6cu3782Pp3sineX1A2cYTkwUiCwOeHh068qrFyxKklQwsQXGMnMSyPIk70/CdMsUWWaqqg9ZlrHZps7ine+DtE2StpckaVZZRAkNVSnD47iJgOt+nLZVyJKnsK33A5vipcazBUsYLA08WnjfqeSVJQO2WjaVfIOE3oMpcmiyG49aki8zda7iltI/JW0OockuXGqElDGAXRl7KIbti7il9M/QZFdBURVAk92sKvo8Cb2XrBVDley41Ag2eeqHgmUlMa0oElOn153aYt5/04Cp6c8O8PfN3+KWyE08UH7P+707s0KVZRaVRTjW1Yff6SgMmBRJwnGJ0gxJkqjw+/jjW7dwR+NCfnH4KLvbOhhMpcmZ0wdXEmBTFSJuNxtrqnhk5TKWl5agyHMbuGvK1LOpEhIlIS/3bFg0rnfBpilUFOXV3H658wi/3HGYO9c3cfeGRWiKQtfgxIzC1UCWJDYtreWZt49x6Gw3pmkhS7CmYXrPqKuJEIJz8SH+1+Ht7Og5iyDvqSiEQBcWPs3B5xau5bHGG3BrE6/x8yVU01FfGprRJIQQglxGp6O5l+O7z3B0dzMdzT0khlNkM7mxYNGm4vQ4KCoL0LCqhqUbGmhYVYO/yDOrUsLrjCeuD5M1xwYfJc5qtCkG2vlexV5OxPYU3pNR2FB0FzXuxYUMgiRJhGwl3FB0Jx3p5lERlhxtqZOsDG5GmWNXjKJI02bFhRAkEvlJMNdon+xT//gylQ2l3HTfWk7sPYOhmyzb2DjjR5Qh0gxlT15SBXw2ONUifFolF+9EyBZmiW8F2gX2VUW2MIt9y9EkDafi4uOVn2X30E5Oxo9S4azmY5Wf5mjsELYLPlPrrmOZbxXH44dxKE4+WfUYte6x4NSlurk5cittyXPEjRi3l9zL6sD6caXCNtnOIt9SWlNnWeZfNW/3MJvswa4EQG+dl+2dJ2UMkDWjs/JbnA1CCAzTYtfRFr713LucaOubdYB4IZYQ5HSTkUSa8FXobcvkDH7yynucaO8fvx+WoHMgyo9f3seKujKKfG7CAQ/FQS/9I3nPwrbuYQJeB7Vl+TGpqigsXlDC7qOtNLcPkM7q6IZJY3WkMCZRFZmqkgCqIpNIZekZjLG0rnTK86ijb4SsbuC0a6OexdfGM/NiIkE3TrtGMp2jvWdkNHs8MQbRdZOBkQ9Whc289Cx+sJGQZS8u23p8znMYHAgAACAASURBVNvxOm7DrtWN9iK+/yekJjsJO5qmXC5JEprkGrW/uHiZjFsrxq2NKV9d3HOoyDaKHA2TbldCxWerACpmtK+K7KfY9ztY0zT6exxbZrSt94uEkSRpJCm2Xz1V2/lCCIhncjy1/xjPHDxeyLouiAT5f7ZumFQR9UIkScKuqmyqrWZNZTktQ8Mc6OzmWF8/3bE4w6k0KV3HtCyUUe/GkNNJZcDH0tISVpaVUh0MFERwriSNVRGOtfWyqr6CkqBnVHRHYFoCRZbI6gY7Dp9jZX05n79zHaqi0D0UQ79E4DsXZEnCtKzCrOzFVIT9rKwvZ/uBZiwhWNtYSdg/eWn++8FILs3/Oryd/QMdfKJuFTcUV1Nkd6NbJi3xIV7uOsV3Tr1L0O7ik/WrL6vc+1zvMIlMlhW1ZVOuY+QMmg+18eJPdrLnlSMMdo8grOkHXq0nutj/+jEc7teoX1bFrZ+4kY13ryp4NV5ndmSsFIYYm+2P2CuQp3keNicOMqKPDTQjjgqW+m+cYLUhSRKVrgZ8WhED2U4AhnI9ZM00LnVus9/1C0t55ql9NJ/uYdXq2gnLU6kc+/eew27XCh6MzQdbiVTkewMPv3WKTCrL0hsbZiy2lzVjjGRb5rTfF+PTKtHkifeFek8j9Z7Gi95rot4zNj4od1byYMUnx61T5aq94JVAlhRWB9ezOrh+ij0QVDiqWB2YajmYwqQ73Um9p5Fi+9Q2BrNFllSc6vz74BkiQ8roJ2ifn3LZi7GE4NX3TvN/nniT/uj8ZZmLgx4WVkSu+D1sKJ7iRFvvlMtbeobpHIhR5HMT8DooC/to6xnmVFsfw/E09ZVFBH3n7aIoCNmc6RhACIGmKiyoKCo8MyRJYnFtCUV+N71DcXYfbWPL6oXYtImBVSZn8O6ogX0k6KGhKjJlL+D7TSTopSTkZWAkybFzPcRTWYJe54Tfr3coTlf/+zNxfbl8KILFY7HTnIidnWB3oMkaNxWtocg+dU+QJDko9f8xNrUaVY4U6vaFECSMJPuHj6ALg9WBJYRsgesDj2lQlRBB96OXXvEaRpYUFEkZNxP7QUGWJbYtqmPDgvETAm67NuuBvUNVWVQcoSkSxhKClK6T0Q10y8QSAlmS0GQFp6aOit5c3SzOlhV1vPbeaf7vUzu5ZWU9DptK/0gSTVW4a30TsixTEvRwrmeIPSc7UBWZt46cYyQxZtsghCCWyhJLZejoj2KYJh39UVx2Da/LgW80+zCSSJNI5+gZipMzTNr78yVSAY8Dt2PM8qGsyEc6q/PC7hMsqc1nVpfUlBSa9zVV4dbVC/mrx19HkuDjW1ZcU0IGe/rb2TfQwdeW3MyjdauwKWMP7hsi1dxa0cCf7HmeX7Yc5q7KRYQcs5/xPt7RS99IYtJgUQhBYiTFSz99i2e+/To9bQOz7vvIJLMcfbeZ04da2f3iIT7x+3fTtK5uyrLE60yOYeWwLuhv96hBprSWsdIcj+4eJ4SyyLeewBTqmC7Fi/+CYDFpRNGtLDC3YHHjTQ289MIhvv1Pr3Pfg2twu+1YpkU0mubY0U52vnmCHdtPcPOWJqpr8gGJw2Wn/VQ3Q71RMqks2VSO2FBiQt+iLMu4fc4J2eqE3k3GnL71Yrb4bFVXvFzyckkaCfqyPXSk2jidOMFDFZ9EmYH35syRcCrzHyxaIjev1iYXIgQca+nlH57aNa+BIkBjRYTIFFof80kykyOdm9r2SDdNoqM+2JqqsKA8xDtHWjjc3E0ilaWuIlxQ+ZYkicriAAGvk9aeYYQQ+D0OysPj23pqy0PcsLSaZ3ceY8d7Z7ltfSPrl1SPKzE1LYtdh86x73g7siyxcXktZeHZl4tfLfweB+uXVHO8pZdzXYO8uf8M921ZOm6iXjdMXt1ziv7rmcWrz+HoKZ5of35CsOhWnDR5aqcNFmXJhts++Qza/pEj/MvZf8UUJo9U3cODFXegzEO/3XVmhhi1cjDFmKiPIsvT+sDNlbAtRNheRFuqgzXBlXNW6buayJJEfSREOqcTy2TxOx3Y1bld4pIkoUgSXrsdr/3qWBwAhHxuzGm85kqCHr7x6FZ+ufMwT755GNO08LkdbFuVL6dSZYlPblvFj1/Zz/df3IPP5WDD4mru37iEgCc/A2oJwSv7TvH6gTNkcjoBj5PHX3sPu6Zy6+qFPHDTUmRJ4pc7j7D/dAepjI7TrvG9F3Zj11Tu37SU21Y3FGY5V9aV8fDm5bx9tJVdR1tYWBFmYXl4nNLb4uoSQl4nmqbSUDk3qfn55mS0D49mY0tZ3bhAEfLnQcTh4Y6KRv7P4TcYzCYnBIuDsST7znSyaXEtsgRvn2gjnRvfi7K3uYPy0OQP++hAnMf/9/O89JOdpBNzsyHIpXV2v3SY3rZBvvjfPsaaW5deDxhngYVZKK2UkNFkbcpCm95MO92Zc4XXHjVAk3cN8hTPSptsx3lBj1vWSmOI6f05L4UkSdTWRnjsi7fww++9yT9882VsdpVEIstTv9jLM0/vI5PRWb2mlkc+eSPOUSXb9Xeu4Id//gsOvHGckf4oliloPtjCxV+2qCzAl//ik3nV21GEEMT09nntV5TR8KhlozoB849P9aNIUz8T7LKdsK14ygBwMNfPK73PkbWybA7fxkLPonmdQJeQxrXJzBem0EkZ+SzXfE/4pzI5fvTyPjoHotOup8gSfrcDr8uBx2HDblML5abprE4mp5PK6iQzOQwzX72zqqEC26wEGS8PVZFRpukDlCWp8ByTJImG6ghCwIGT+Qmf+sqicZojxSEvkaCH1u58sFhTFqL4IpVnp13jY7eu5Ni5Xs50DPA3j2/n03euZUVDOXabSjqjs/d4O4+/uJ94KktTTTEP3LJsTrZ305HO6gyMJAq/R3rUP9KyBAg4cqYbScqrmDpsKjZNJex343SMtV5oqsJtNzSyfV8zLd1DfPdX72BZFuuWVGPTFOKpLDsPnOWJVw7gtGskUvNnt3Ol+VAEizeEVhDQvMSNJAk9yeHYKVqSHXPapkCQNFJkrWy+GdVI5wOW64nFK4YQgoxh0DI8wvG+fs4MDjGQTJE1jVHFU4l7FzVxe8OVKSUB8Gle7iq9ndf7drDAXcNiXxN2+cobhs8HQgjO9A/xw1376RqJ8dimtYS9bjqHo2xbXP+BOnU/uW0VliWm7DmWJIn68iJ+9+HNpEcFBDRFwWXXCiJWjZUR/tOnbiWjGyiyjNthI2cYhRIzWZK464ZFbF018Xxy2MaysY/cspIHblo6YR2X3TauHMbttPOpW1dz/6alWEJgUxXcF8ljG6aJaQk+sqoe1zUkbANgWBaKJGObpMfiPA5FxRTWpP04Q4k0rx1qZkVtGaZl8Z2Xd+Nx2sdN7vSMxCmdpNk+FU/zxDdf5Nc/eJNcZnyA6fI6CJcHKakqIlwexO13odlULNMincgw3B+jt22Q/s4hRgbihZJVIQQtxzv51n99gt/3u1i8fva+q7+pyKhIyAjyNguWsPJZ3osOnxCCE/G9ZMyxgKnCtZBiR9U0vmnyuL470zLmpedPUWW2bF1EZVWIt3ac5NiRTqLRFJIkUVziY/0NdWy8uZFw2FvYtxvvWoU/5KGjuYfdLx7C1E3W3bF8wr67fU5sF13LFgbRXCsWcwt0x30H2Y5LK7li5+m24jsnTKpfSLVrAb9V+xVcyuRVA+WOKj5V/QUkJByKsyCKM59MJaA3NwQZcwSBiTTPw96DZ7vYfaJ9yqOqKjLLF5Rxx7oGFleXUBz0XPB8EVhWPnOXSGcZiqXoHU7Q0jNEa+8wa69ST3vQ4yLsc9M7PHm2K+RzUXbBJF91aRCnXWMkkSbkc1FfOb5tx+XQqKsIc6Iln82tKQ0WMo/nkSSJptpivvbIzXzz33ZwpmOQ//mj1wj5XDgdNpLpLMOxNDndYGFVmK9/YjN1FeErVoJ6uLmLv/rBqyTTOUzLwrJEweYE4HvPvIumKgURTbfTxjc+u42NK8YLCtZXhvncvev5+5/toGcwzt88/gZFoz6R8WSGaCLNkrpS1i2p5lu/fHuyXbkm+VAEi7WuSmpdlVgITGHyeNszcw4WJSRWBZawNXIjhjC5ObxunsstPhhY1nkriSsn8iOEIGeavN3azs8OHeFgdzcj6Qy6NX5Qqsoyi4oj3M7kwWJ3LM6ZwaGCAXF9KES5zzur/Y7pceJGAguLb5/7IZXOcryad8JD0ad5eaD8Hrza+++Jdh7Dsnhq/1EWl0UIupwkcjlKZS+7zrRxS1PdlL5E1yIXB1mTIY3Odk7l0SRJEi6HbdxDSlVs45a7HbZL/i2vyw7MLKuqqUohc3keSwiS6RyZnM4Le05imBY3La295gKXKk+AaC7D8ZE+SpzjrxshBDnL5J2+ViIOD37bxDK5utIQf/qJ23HaNLqGYtQWB/nd+27G6xw7ds/vPUEsnRn3Ocu02PnMfn79wx3jAsVQiZ/ND6xlw50rqWosxRNwoYw+rJEkECAsgWla5DI5etsHObLrNK898Q5nDrdjjT7k20528+O/+hV/9C9fwj+Fsfp1xmNXnKiShi6ygCBpTN5fEzeGOBXbXwhAVEmj0bsaxyQ9d+eZKEIzf9eBqio0NJZSV19MLmeg62ZeAE9TsNlV5IuqUmwOjRWbF7Fi8yIswyI2nOS+f3frhPUm20VT5IjpcxtnTNh/yY5LuTIiLAAOxTntclVW8chTXyOXWj53JFRp+n28XHJWDEvoyNNkVmeLbpi8cfAM8YvuaedRFZmPb1nBb9+1niKfe1oVz+KAh7qyokLvvW6Yk/bwXQm8Ljt3rGvkdOcAuYvUwu2ayl3rF1EaGvvdi0NeblxWQ89QnMpiP+UXlYaqisKGZdV0jPqir19aPel3UWSZjStqCQc9/PzVA+w51s5gNIk+FMeuqRSHPGxYWsPDt66krqJoyuOnKjIN1RE0TaG2rOiy+ultqkIk6CHom9nElarIk2Y5VUXmzhub8Hsc/OuL+znd3k/PQBxFkSjyu7n35qV86s41ZHMGB0524nbartrvPBc+FMHi+UGNUsgYzH22S5IkyhzFfHXhZxACFOk3U5J91/bjHN7fyqOfv5miyPw/JIQQdMcT/Mu7e3j62Ani2ctPy7eOjPAfn3+RoXS+tv7BpYv573fejjqL360/O8ALPa9gCRMZia50N6R7JgwWimwhdDG13PP7gSUE0XSWj62r5q3T+YZwSQLDtKadTb7OlSWnGzz+2nu8deQcphD89p3rKZ2iFPP9ZEOkhjKXl78+9BrRXJrloTLcqh1TWPRnErzQcYKXOk7yW43riTgnTpKcz95C3t/pgQ1LCXld48qoKop82GNjjx0hBH0dgzz1T6+QiuevW0mSWLaxgd/+rw/TuLoGRZ3eY0wDHC4bvpCH+uVVbH5gLb/61ms8+93tpOL5QdzBHSfZ+av93PPYlt/I+/hs8aoB7IoD3cjfj3syrViY4xRLhRCcir9H/2jvIUDIVkq9Z8W0x1hgkTPHBteKrBRsn+aD8+rt6gzL987va+PaBSRGUnk/uRlI8xtWhoTePad9vRhNdl+RMswPEsoV6tfMmnFMoaMyf8HocCLNkXM9TFJoAcANi6r50r0bCHomipxMRV5RVJrUSu5KocgSD960jJxh8uKek/SNJBBCUBr08tGNS3h483LUC1oTgl4nf/bluxACZIkJJf6SBB+5cRG3rc+LLymKNGUAJ8syjdUR/vBzt9E/nGAgmkQ3TOyaSiTgpijgRr2EJZLHZeePPn9bfn9kadqS2qlY0VDB3/3hx6b8LS/mvB3fZNg0lc2r6ljTVElnf5REKouiyIT9bopDHjRVQQB/8x8eAriqv/Xl8qEIFq8UkiTlexR/g8cWe3c1c/RgGx/7zMZ537YQgtaRKH/x2na2n22Zk9Q0QGM4zMJwiF2t7QC83dpOZzRGTXBmBvUA1a4q/qjp9y4ZWqmSgk+9th7qqixTGw7yzIF89mYkleFoZy9NpWGUD1Dv5YcNm6py38YlbF6+gIDHSUnQe036RFW4/fzB8q385YFX+M97nydgc+JSbZjCIprLYAiLe6oW87mFay95PnmddjY0VU94f93CSswLrnMhYM/LR2g53lV4r2ntAr7+vz9LVcPUUupTIcsy4fIgn/7GR1FtKj//5ovksjqmYfLaE++w9eH1uK+CFP0HHb8tgkcNFrwWW5JHieqDBa9FIQRRfYD9Q69hiLxfmIRMk28NQVvxlNsFyFkZUuZYuZtNcsy5akcIwchwklQqR3GJH+0yZuqb1k5UFJ+OjDlIzppfRUO74kORrl5v+LWGJDFlr+tc0a0UQsyvGnbPUJzuofikyxw2lfs3LZlVoPh+IUkSPreD375rPfdvXMpwIoUQ+fLTsN89IdC7lC3dea2DmcZA57P/FcX+UWuM2e//bGzyJkOWpUltLi4XSZLwuOw01Ux+P5QA+Sr0o84Xlx0smsIiqsdpT3UzkB1CFwZOxU6po5gKZwluZeoLxLAMYkYSGQmv5kZGJmmmaE9105MZIGvlcMg2IvYiKl2leFXPZaWVZ0vO0kkaqYllMhK4FCcOZfqbuBCCuJHEEAZOxYFTcaBbBr2ZAdpTXfnvLEn4VS+VrlIi9iJUafpZc8jLVI/kYrSnexjMDqNbOi7VSZmjmHJnCS7FccVuRslElkDIg8c3/6Uhw+kMf/fW27xxUaAoSxIuTcOhqSBgMJWaUV7M77Czurycd9o6sISgL5ngSG/vrIJFu2KjzDl/UuBXE1mSeHD1Ep7cd4TmvgT9iSQrKsu4Z0XTNSs1/ZuALEuUFfkoK7q2JhcuRpYkbipZwN9ufIjn249zdLiHaC6DJsusC1dxc2kd28rq8WgzG8wapkUslSGdG29K7XM5cNry/Zp6Vufdlw4VSkZdXgcPf/V2KhfOPlC8EIfbzj2f38LhXac4/NYpAFqPd9F+uodF62YXFPwm4lI8VLka6cm0ADCQ7WZH31NsLn4Qp+ImacTY2f8rOtLNhc/4tRDL/JumFVABSJtJ4saYgqhDdaPOg/r0C88fYvtrx/iD/3gPTYvK57y98+QyOs0HW6hbXo3DNXbup40hdCs1b38H8tmv5thz16wa6tVgKHv6imzXEBks5jdY7ByIkp1CRbQ44GFJzZXrP70SKLJMcdBDcfDaaa+5zrXBrINFgSBlpNk1uJ/tfe/Ske4hbaYxhYUmqXhUN03eBdxZuoUlvgbUSSL1jnQP3zz9AxyKja/Wf4aEkeaZrlc5GT9DwkhhChNFUnApTuo91Xy0/DaW+xuveM/gqfg5ftDyJGlzfCmkBHy86m5uiWyY9vOGMPneuZ/TnGjlI6U3c3N4HS/37mTHwF4Gs8PkLH1U7UsjbAuxObKeO0s341Zck95QhBCkzDQ7B/ayvf9dutK9pM1M4Vh7NTeLvPXcVXoLi3x1V+T4lFYE6O0eIZczcLnnb8bTtCxeOHWal0+fKWQaZEmiMVzEtvo6VpaVUu7z0hmL8R+efYGUfumST0WWWVZagkvTSOTyimL7Orq4u6nxqkw2vN9IkkTI7eSzG1fRG8sLTpT6PDg0ddLzK6PrtEdjeSsMJMIeF0Hn/EwKCCFI5nQSufy1pMgyIafzmrKKuM5EZEmiwR/h674wSSNH1jSQJQm3asMmX3pi6zymZfHqwdM8uesw6ZwxbrLioRuX8dDGZQAM98fobB7z96pZVM6yTY3zknkNlfq54SMrOL47b7aeTmY4e6R91sGiEAJTGOhWDoHIC3t8yPvXVcnGIt9ajkR3kTYTCCz2Db9KW+oEXi1ENDfAYK4LczRTIyGz2LeBUkftJbc9kusnoY8UXnvVADZ57s+W06d6yGZ1vPM8sZmMpXj6n17hS3/+iUKwKIQgY0YxrMl71S6XmN7K/sF/nNdtXiePaWXnPbM4GEtO6d1bXuTD774y/ZfXuc7VZtbBYtJI8WTHC7zc+xZpM4NHdVHhLMUu20gaKQZzI7wzdIAzyTY+V/MQG4tWT+gh1C2dnkzewPeN/t0cGDlGW6qLgOaj2lWBLEkM5aIM56K8N3KMnswAv7PwcyzyXlk1O1mSUSQFgUC3dNJmlpSZHv3e6RlsQTCYG6Yr08uh6AnaUl3sHNiLKqkU24twKg6SZoqB7DDt6W5+3vFrdMvg45V3oU4yG5syM/xb+3O82ruLrJXFq3mpcpajySpxI8lgdphdg/tpSXby+dqHWRNcOu9WDxtvWcTut05z9EAbG29pmtj4f5n0J5P88sixQhCoSBIfXdzEv9+4gZqAv1AfL0Y9/WbKglAAr91OIpdDAOeGh8noOi7bB883cbYIIWgZHOGJPYfoiebLvMoCXj6xfgVVIf+Ea+fc0Ahf++UzZAwDTVH42qYNfHzlsnnbn5dOneb7e95DIAi5XPz5nbdRPYss79Umk87xzC/3MTiQoLo2zG13LsN+jSmWXi1kScKr2fHOMIt4MSOJNE+/e4x1DVWsW1g5ThG15IJZ69hggtjQWEli3bIqPPNUJirLMgtX5LNBiWgKyxR0np2d11rKSHA8tp/m5DHi+jBOxc3dZZ8kaIuQNpJ0pVsI20sJ2K6cKMn7gSRJ1LiX0ORdy8GRNxHkA+aeTCs9mdYJ60fsFawv+giqPP31IoSgI32anMgHWRISIVsp2jyUXuZyBh6vo2CLMRPiw0lkWcLtd5FOZAo9rhcy1DtCbChxUcWRIG0OIOY5U3WdK4eFPu+9+/FUFtOcXBAl7Hd/IHrRrnOdmTCrYNGwTF7re4eXenaStXKs8C/ivvLbWOCuRJUUUmaGo9HTPN31Mh3pHn7S+jQRe4hG74JJt5ezcvy6+w0USeaesm1sCa8nbM+b//ZlB/l193Z2DOylO9PHSz07qPdUY5Ou3OCt0VPLf1r8VTJmhrSZ5b2Rozze9mxh9nQ2HImeQgANnhruK7+NencNNlkjbWZ4b+QoT3a8wGBuhFf7drGxaDU17opxn7eExWt9u3i5dyeWsNgUXsudJVuocJagSAoJI8ne4cM83fkKXZleftb+HGXOYsqdxQVrgPmgqjbMHR9dxc9+8Ba9XSMsWl6J3THxNwiG3ITCMxPAEUJwpKePk/0DhffWVlbwjS03U+r1zGlCwGe3E3a76I7n+wgGkini2dysgkXDMuhId9GW6iBtZpjMGdypOFkfWoNTuXbKhQzL4ok9hwm6ndy9PN9Yvqu5lSf2Hub377hpnDEsgG6Z9CeTpPV8sDiT7O1sMC3BmcEhcqaJJsu0R2NUBSYGrdcKuZzBy78+zLkzfdywaSFbti3+jQ0W50rWMJEkuG/94nGS6xPWS+XIpnOF18ESP5pt/lrpg8U+1NHtCSGIDc3cEy+uj/Bc9084HN2NIXRAwqv6yY6Ks6TMBE91fZ/F3tXcVTbf5uTvPw7ZxebiBxnO9dGaOsFk90EAj+pnW8kjROwVky6/kKyVpjV5HGv0mapKNsqd8zMJXF1TRGf7IOl0jmBwZkbmT/zN89idNj7zxw+w81f7+NU/vzJhHSNnYF6kECmwSBkDE9a9zrWLEBZTncOXtz1BzjCn3KJz1MbpOtf5MDDjp7IQgq5MLy/17CBjZWnw1PKlBY9S7hyryfZqHiL2EEGbj79v/jG92QGe6XqV31n4uUn7/QSgC52PlG7j0ap7ccj2sW2pbh6tupeOdA/NiVZOxs8ynItS4rhyM7iqrOKXvfi1fNDTmxlARrqsucOcpVPjquCLCx6lxlVxwTFyc1vxJqJ6nJ93vMBILsbx+JkJwWJPpp8Xet4kZ+msDS7jsdqPEdTGBtoe1cVdpbcgEPy09VecS7aza2AfD1feOa+Dln/7/k527zxFT9cIzSe7sdnUvPLVRffAhz99I5/+4i0z2qYpBAe7ewrBiUNV+dTK5XMOFAEcmkbINVb6Ec1kZhUEWcLizYFd/LLzWRJGEiEEAqug1pcvQ7NT717ACv/SaypYFEKQzuk8un45NUX5DJ7bbuNHb783iVz9lUWSJIIuJzZVIWea6JZFy9Awm2qqrup+XGdyBHCh7JskSaPn+uw4f7UWPj+6Abddo9jvobVvmGL/+Ov6QhsegRinPjfZvWUuyLI8rgTWmqJk7GIsYbJr8CUOR/ewzL+e5f4NnIgf4ETsPSCfEfNpATyqn9bUadJmEs81Jng1VyRJosRezQOVX+HNvl9wMr6fjJks2C2qso0KZz2bIw/S4F11yaoWIQQD2S46U2cK7wVsESqcC+dlf2/ZtoR3327m3beb+ej9a1DVSyuYr79zBcpoFctwb5TS2gib7l0z7hyMDSXY/sS7F30Xi4w5zHU+OOTvNXP38xzb3pi12GTIsvybrI14nQ8ZMw8WERwcOU5Pph9NUtlWfCNlzuIJN2NZklnmb2JNcCmv9u3iSPQULclOFvkm7xMJ20JsLb5xXKAI+QdV2BakyVtHc6KVmBEnqsevaLA4n8iSzObIOqpc5ROOkSqrrPAv5rnu10kYKTpTPeOWCyHYN3yE/uwgDtnObcWbxgWKMCqvjMK64Ape6tlJd6aPfcNHuLvsFjzqzGZVZ0J5ZZBV6yfPDF9IXcPMRWF00+TM4FDhdYnHzYqyUuZDhUWTZZzaWDYoa5jo1szD/age46We13AqTh4ovwdN1ni68znuKN2GT/Xx7tBeUkaKR6sewqddW55tyqga6vOHTrKhrgqBYOepFvxOB0c6+9AUmbri0LjjcyXx2e3YLpDbbhsZmWbt61xVhODgUBcHBju5ubSOhb4w27vPsKe/bcabcCgaDf4wN0SqCdldtPWP8NQ7RwvLo8kMf/2LN1ixoIzgBb07NzZVF5RSNbuGZlcLmZvESArTsFDnyXcqMZLEOJ8VksDlmdnkTtyIciy2j3rPEh6q+AJ22Ul/tmvcOoqkEraVcjpxmKyZ/tAFi5B/zhTbq3ig8qv0ZlrpTreQMmLYFRfFTfAo5gAAIABJREFUjkrKHLU4Fe+MA/z+bAd+WxiPFkQCFvtumLcS3uqaIj7x6Y384ondDA4kWLtuAW6PfdKAMRLxEgi6WbaxsfCezaGx/KZGtj4yXptgqDfK/teOjntPYJE1o/Oy39e5WojrFlLXuc5lMuNg0RAmx2LNCAQ+zUOTt27KmURNVlkZWMwb/e+SNNOciJ+hybtg0pt2jbucYlvRpMsUWcGveZGQyFkGOeva8rWbDo/iotFTN6XEvFdzY5dtJEiRNMcrqunC4FisGVNYlNj91LorJz0+kiTh09wU20N0Z/oYzA0zlIvOa7B4z8Pr5m1b57GEYDA19p1DrrywynzMwsmShO0CUSXDsqad/buYodwwI3qUT1d/nM3hTfRl+3lZdbHAVUOTt4GlvkV859yP2Dt8gEpn+bz3iM4FIQRpXedoVy/NfYMIBFnDxGXT+Om7B3DZNL6ydQNO/9UJFt0227hetf7E/CoHXmdu/Oj0Xp5rP85Xcxl+b9kW3ulr4XunduNUbTO6Fi0hsIRga3k9f7rqI5iWRTKbK1R6hX1uwr78vSiZGSs1vdD02et34fG7yCTzQkhtJ7tJJzN4A3O/hwkhaDnRRTaV/9uyLFNSM7PAJGOmiOkjrA7cjF2eStlbwqbYMYWBxfxlLK41JEnCJtmpcjVS5Wq89AemYYlvA43eNYXXNtkxb2JB3/3Wdt7b10JfX4x//ckufvnkHhz2ycW9vvDvtnLPfavHLdvy8A3IkjRhfYfLxqpbFmN3jbUyCEyy5vzaZlznanA9WLzOdS6HGQeLWTNHX3YQAJ82Vqo5FaWOMNpoj153pg8LgTLJECRkC2BXpu4nUyQZifMlTh+cC92h2CmyTS3mISEVAg3zotKIpJFiMJsvcdGFwY7+PVPaduiWzoief2hlzNxoj921jYBxCmJOTWO+SvstIcZlEjVZnpVBq27pWFiUOkpGvYLyA5mslR9w+jQvS3xN7B7azx0lW/HL1042QZFlPr9pzTgfuwuRAKd29axVbYoyTpwokc1Os/Z1rjaP1q1igbeI2yoaCu8t9EX4xoqtOJRLTyikTZ3Xu07zbNsxXuw8yWcXruVPHrl1VvsQKPYRLg8y0JW/35053Ebr8S6W3rhwziXpyWiK/a8dJZfJTzLa7Br1yyd6P06GTF7sTBe5KdcRwiKuj+BQXKhXsJf+w4IkSdgVJ/Z5NEW/EJ/PSVV1EVXVRZdctygycfwSKpnc383ldXL/V24f139mihymuH4/+01ACIFpWeiGRc4w0Q2TdFYnmszQM4XHIkA6m6NvJHFZ/n+qIhP0uObc82iYJsPx9Jw9rB02DZ9r8iz9fKIbJiOJiftr11T87qkt4oQQ6KZFPJWhP5qkbzhBNJEmoxuYpoWiKDjt+W2UBLyE/W48LjuaculS9SuBGJ1oTaRzDEaT9AzHGYql8jZTlsCmKXiddoqDXkqCHvxuJ3ZtGjXyq/AVZh4sWjmyZv7B6VIubaJrl+3YZRtpM0PSSGNYBspFQaGEhENxXFPZmflCkzVU+fIG5jlLJzUa9PVnh3i8/ZkZfc4UJsYkJZdZ/SzxzOsIMTEzqyph/K77kaWrpxYqQd5DcZS0rs/5ZnaejG4wlB5TrnXbbdjVmQ/kNFlDQSVuJAqvbbKNvmz/6L5L2GQbCSOBYU3ur/R+IUlSwb/uWsAU1rh+tPNBrGGYDPbHQZIIR7wkE1n2vnuG3u5ovux5bS0+vxPTtDh5vIujhzpQVYXFS8tZ2FQ2qeG2EIJ0Kkdfb4z21gH6emNk0jlUTcHvd1FVU0RVbRivd+6epJZpMTSUJJvRQQKf34nXO/kA2DQt+nqjNJ/qpadrmGzWwOWyUVUTZmFjKYHg5LY5VxpJkthQXMOG4ppx7xc7PdxYXINLndn9YFmwlOboAO/0tfDJ+tXYRp8LOd3gwLlu6kpDheyibpjsa+6gtiREaTA/WHd6HCzb2MCJvWcBGO6L8dz3tlPVWIYv5L7sY2PoJm//+iAHdpwovFdeV0zt4pn577lUL0W2Uk7HD3NDaBs+NThuuRCCnkwHranTVLsacCnXfcnebx791I0zriI5fw+JDyfIZS99H1cUGW/Ig6Lkz0fT0rHEtXX/v87cMEyLoViKeDrLSCLNcCLNSDw99v9EmuF4muFEikQ6SzZnEk9PPWHw2nvN7D/VeVkD+QWlIf77F+7G65qbSnDXYIw//e4LDCdmouY/NbevaeB3HpwokjffnOsZ4v/78SsT9nf1wgr+82duw3bRZLcQgmgyw+Gz3bxzvI2jLT30DMVJZXNkdRPTtPLWYJKEqsjYNAWX3UZJyMuy2hLWN1Wzoq6MoHdqX/j5JmeYtHQPsfPIOfad6qC1d5h4Oks2Z2CYFkIIFEVGUxVcdo2w382SmhI2La1ldUMFQc/4fVVk+aqo7s6qZ/F8vbc8mu2bDkmisI4Q1pS14lOVaX7QUWZwjKYiP+uQzza6VRfVrnIULn2cNFnFrU4ctKZzB+mN/jWWmJh1dGpL8TnvhGmCRdO06Gwb5OiBNnq7R/D6Xdz7sbXY7RqxaBpDNwiEPHlxihmgyDLF7rHB1VAqzUgmg88xd7GY/mSSjpGx8qCIy4XPPvNAOKD58ahuziTOsTqwApfipMRRzDuDe2n0LMQm2zgeO4ldsX/o1A/nm8FkiqwxNqCyj86wDg8l+cv/9hSWEPzuN+7m+aff45UXDpPJ5HC67Nx6x1Ie+/JW9u85x3f/+XX6eqL53qlSP499+RZuuXXJuHMtlzXYteMkb75+gtMnuolGU+Sy+RlFWZZQVQW3x07T4nIe/cxGlq2oQrrMGVvLsti/r4Xv/8t2BvvjVFaF+PLXb8fbNP66E0KQTGZ58dmDvPzrQ3R3DpPJ5GcNFUXG5bZR31jKgx9fzw0b69GuYsZ3OpyKNqv7VtDmosLtpyMZHVf5EUtnefzNA3zxjvWFYNESgp3HW+geifPQjXmLFlmWuPHulbz8+C6iA3GEELz17Hv4w14e/b27p8z2TIUQglxG5+3n3+Mn//MZEiP50mdJlrj5vjUEwjOrBHApHtYEb+a57p/wZMe3WR3YxHBuAFOY9GY76Uq38PbgK+hWjjXBmyb4BBqmxb5DrcQTs6/0qCwLsmjhzHvArzOatbwM5eKf/NWvOPZOc34bcr4E1brICkGWJcrrS/jyX3ySQCR//pgidz1Y/JAxEE3y//7gJc72DJLTTXTTRDcsDNPkcuayE+kcifTUlQnT4bJrhTHgXDAMi87BGEOxubWAzPXzMyWnm5Pur8tuI5bKEvaPPSezusG7x9v42faDHDnXTTyVnbLI2BpVrs0ZJol0PuN75Gw3z759nCW1JTx40zI2L1+A065dsaDREoL2vhGefusIr+w7Tc9QHMOa/Dc2TAvDtEhndQZjKU629/PS3lMsX1DKI1tXsnFJDY7RxICmKjiugg7FjEcoNklDG/UCzJq5S/ZoGJaJPnoztSk21OsD6xmjyAraqF9VlbOU32v4PC5lJqU7Eo5JSnpNkRjNKk7MOopL/I6mafHmy0f56XfepKdzGN0wqa0v5o6PrsRm03j7jRO8/sJhfvdPPkpF1aXLfyBfGrowPLZuXzLJib4Bqvxzs1WwhODd9g4Gknl5fAmoLwrhtc98ds6v+VjqX0TGzKJbBjZZY11wFd8++0P+9vQ/osoqA9kh7ijZiludHz+4DyOGabK/s4v4BaWnEXc+aDBNi+GhJLFoiqd+voeD+1upbyihvz9Gb3eU118+SqTExxuvHkOWJZYsr6TlbD/dncM8/cQeVqyqIXxBGVkuZ7D9lWO89eZJFEUmVOQmWF2E2+Mgm9Xp6RpheCjBO2+dprcnyn/584eprp29qIZlWRzY18I/f/NlWs72U1kV4hOf20T9wpIJ62bSOj/89ps8/6v3yGV1giEPNQsiOJwa0ZEUXR3DHNjbQkfrIL/9lW3cdueyGU+2XClUWcFvc8zK19TCQrdM7Mr4JoOcbpLO5vC7xiaAVEXG47AxeMFAQJIkFq6oZtO9q3nhRzsQVj7Ye/a722k72c09j93CkhvqCUS803q8CiFIJ7O0nuji1X/dxY6n9xEdHPNvXLCkklsfvXHGkwSSJLEqsJGoPshbAy/SHD+CQGAInZ+3/wumMHAqbm4veYgGz/IJ9y1dN/nhE+9w6mzvjP7e6F9F0xQeunvV9WDxKnHjXatYuDKfXc+mcrzxi934ijwsv6kJp9tOX8cQ+187QsPqWlwXVA9YQsfierD4YUI3TDoGRugfmbm9znWuDoOxJCOJNGF/fgwxnEjz01f284udhxmOX17WVADxdJZ3j7dxvLWXAzcs5kv33kDIO//VPoZpsutoK99+/l1OtPVhTOHNOR3JTI53jrdxor2f+zcu4bN3rKXI58auKTivgsXXjINFh2InYPPRnu4mqsdJGelp+xaH9ShZM4uERJEtcD0LMwucigO/5qEjDUkjDUhzCkwsK3nJoHAqzpzs4Xt//yqhiIcv/u7tHNrXSld7vndVkqCkLEB7ywCnj3XPOFiUJYmVZaX47HZi2SxpXefJI0fZUF3J/8/eewbIcZ1nus+pqq7OPd0zPTknDAYZRCYIEswUKVKkSJGSbVGyZMmUZEuyd+217/putNd3tde71ytbtmSvkpXFYIlZDABBEpHIGTMYYHIOnWPVuT96MMBgegaTAALkPH8ITldXVXdV1znf+b7vfT3W2dXFSyk5NzTMs8dOkBjth9Q1lS3VVahTTDIvRxUqHy99EFWo6EpmlWl5zlKeKP84bw/sImWmuLvwdu4tugNNXB/ZoOuJTH+HZFdrO88dOzmuf7I+f/z9EYkk2LfrLF/62t2s31TH2aZevvFff0VPd4Bf/mQ3NXUF/F//+RH8BR5e+tVBvvftbbS3DdJ2fmBcsOhwWrn97qXYHTrrNtZSW19IXr4bTVPHsuI//v477H63ifMt/bz2ylE+9/tbZ3SfmabJwf3n+db/+g3trQNU1eTz5a/fw4rVlSiXBXmmYfLyC4d46dcHMQyTu+5bziOfWE9JWS6qphCPJTl0oJXvf3s7nR1D/OQH71BR5aehsfh99aD8RPVK0tLEokz/WR1LpxhOxCh1jl/osWgKiqLQFwhT5s9kBxMpg4FglNri8feB1a7zyFN3cfZoO2cOnAMgnTQ4sO0EJ/aepaSmgOolpVQuLqWgLBeX14FF1zAMk1g4zlBPgPbmHs4f76D1dHfGQP2SckRfgYff+bMHKSjPndH3YVXt3F7wMWpdSzkZPEBXvJWkkUBXrJTYK1mWs54ye03WdgOLpvDEx9YSCF4ykZGw70grR092ctPyCmqr8nHadeKJFGfP93PgWDu3bazngTuWzeg8F5g+qZRB05kecnOdFBV7WbV1ydhre189TEF5Hp/7z5/Am+9BiMxvuXZ5BXteOUQqkUIf9RiWmPNqw7DAAgtMTiSepHsoSG1JHgOBCN987h1+896ZcWJpcyEYTfD0jiMMh6P8yRNb5y1gvNBL+fKek/zDr3fRNxK+8puuwEg4xk/fPEjXYJCvPboFt92KI4v3+Xwz7dmupqg0uGs4GjhNMB2mLdpFkS0/6xcqpeR0sAVDGuiKhVpX5XVrxH094lBtVDnLOBFsZiA5TFu0C7/um/V3aMowzDJY3Ln9JBZd5ev//iEqa/IZHoxcEiwK/AVudF2jp3P6nlNCCJYWFrCiuJB3zmek+ne0nOe7+w7we+vX4NL1mU3kpaRtZIS/2fEux3v7xv7e4PezrvzKRtGXn9vllhi6YuG2/M1szFuHxMSqWBFMVM27HukNhekLh7OWZzQPDI31ikop6QqGONLdk2XL6WGYkkAszp72dl44cZqe0MUHY47NlrFHuQQpobo2n3Wb6rA7rNQvLmb5qkp6uo8QjyW5+yMrxjKAq9dW8ezPHQwPRejrDSKlHPv+FUWw+bYGNt/agKplArdLr0394mKe/L3baGnuo6d7hFPHO4nFkjim6Ae59MqapsnB987zzf/3Fbo6h6hbVMSXv34vS5aXZRUg6Owc5oVn95OIp1h/cx1f/IO7yPFeHHysVo1bb1+MkTb4/77xEl0dQ7zxylFq6grQ59GQfqZUuWcWTEHGPuP3Fm+k0O5Gu6SlIMdpZ0lFIf/82l4+FlyKx27l8PlumrsHeGzz8nH7EEJQVl/EF/7LY/zDn/2Uc8c7xsq+4pEELUfbaTnanvn+xOi1EQIu+EJKJhU/yy3K4bP//hHW3z0x+zcdLIpOjbORGudiTCSmNFCESsZBbfJngKoqbFk/3j/w+Jlunn7pAH/0xTu5eU3NuEyyYZi8s+8sP3pmD/deEsAsML9EwnG+8w9vsPX2Rh5+dN241zrP9mK16zg99rHftaIq5Bbl0HO+n1gkjjMns2grM3fDNT//BRaYCVZdo6Esn97hENFEilgiRSptZJSsTTnuv9czacPkXPcQK2pK+Mfnd/HKvtNXzM5dqJCZrn+wYZq8caAJr9POVx+9BccM2pcmwzQlv9l3mr999m1GptmScKGF73IP4ktJGSZvHmrGME2+9vEtOG1XX3Nk2jMTBYVV3kZe632HQCrErsGDLM1ZhFMd32wppaQ3McB7w0cxkZTYC6l3VV2Nc//AogiFdbkr2N63h6gRY1vfLupclXi0yU3rL/wgLi8hk1JimhFmKxnd2TZEcVkupRXZ7U0sFg1FESSTMyvJ8dptfGL5Mo729BKIJ0iZJv+8bz/dwRCPr1zGIn8eDl2f9KyllKRMk5HR4OSH+w9xuLtn7KFn1VQ+tWoFufaZK+9JKUnLNCkzPTopGE/UiKHcIOJMvzp+ku/tO5BV+CFtmiRGV+bSpslPDx7huaMnZn0sY9S6I5nF+HxDRRm1ebkT7qGKqnx0XUOIjOhEcWlGQdjltlNR5R/bPsfrwGqzYBgmkSwPXW0KxTkhBCWlPsor8+jpHiEUihGPpaYMFi/c15nS01b+7m8ygeLiJaV86Wt307CkNGugKKVk/94WurtH0HWVe+9fidc33gZCjMrzr7ypitKyXM429XLowHkCI1HyC64fdd3pYNcs3FZcO+HvuqbyyS0r+dnb8PO3D5MyDPI9Tj5/z3rqSyaWACuKYOnGOr76Pz/ND//6Vxx99wypy54pUspMYJj5vynPS1EVqpeU8ql/+wAb712JNsOe0LSZIpQO4Na8o5lDgQpZK2RMaZI045jSRFMsWET2xa6d77Vgt+msWV4x4X7VNJXVy8r5l6f3sPfgeRbVTCxtXmDuGGZGCCvbJCy/NJe3nt7DobdOsOimGjSLQmg4yo5n92Jz2rDaL7HOkCYLNgwfLBw2C7evqmMoNM3+PAkn2/s41z2U9eXKQh+NFQWzUjQtyvXMSkV14n7c/NXnP0I8mSaRSpNIpokkkgQjcYLRBMFInEAkTiAS4/DZbs509M/5mFeDtGHS1DnAr949xst7T00IFIUAp02nONdDaX4Ofo8Tp11HEYJIPMlAIEJ73whdg8FxNk6XY5iSl/aeZEVtMfetXzyjlozLkVJy6GwXf/+rnVMGigJw2a2UFeRQnu/Dn+PAatFIpg0C4Ri9w2Ha+0cYCkbHZVJNU7LjyDlynHZiiatvKzjtEVQIQbWznE15q/lNzzvsGzpCmb2Iuwo347FkghhTmvTFB3mm4xVao13oioU7CjaSq89MpGCmSCkxpDnaP5MeU6mUSOJmkriRQBUKilBQmFwqV0qJiYkpTQxpkjRTY8NB0kwRNxIoQsnsa4r9zAeLXNWsz1vJ9r7d7B8+hqf9Re4rupUCax6W0bInQxokjCTDqSDN4VZqnOVUOcsu/1SYMspsBzarzUIwECWdNiaoUEopCQZipFIGHu/MgjJFCG6rqeJjSxr52eGjJA2DRDrNc8dPsOP8eZYWFLC0sGCcFYaUkrODQ7x06gxD0Rjnhoc51NVN08Ag0VRq3L7vXVTPvYtmLr9vSJNTwTPsGz5AX7x/1DJj4nfnteTw6cpP4r3K9/ZciaVSDEWnJ50dTaXGfY/zRVmOh8+sXY0jSxO213dRHlxRBPbRCZnNbsHjuXhPaZo6lolJpYxxmcXpYNFVHKM+aUbaxLjCqqTVlilBPrS/lW/9r1fp7Bhm6fJynvra3dQ3FE86AUglDU4d7ySdMsgvcFNTVzDpMZxOK0UlXs429TIyHKG/L3jDBYtT4fc4eeq+jQQiMVKGicuu47ROXjWgKAoNa6r5o29+ltd/upNtv9xD1/l+0jNYiFJUBX+Jj033r+IjT26hYlHxhDLh6TCU7Oe5zu/yUMmTFNhKMWUaVWgTPAGTZoJDI7s4FthLzIjgtxaxxruFGlfjhG1HAtGp71uZyTCOBOemXPhhQEpJLJYilUrjctlQFEE8nsJIT/27DgVjxKLZJ4srtizm2M4z/J//8EvsThuarhINxdFtFn773z00llUcPQMWgsUPFrluB197dMu0t5dS8rfPvjNpsLihsYKvfXwLehb17isRMwK0RXdTY1mHrkycW8WNMK2Rg1Q4VmLXJh8zVEXB67ry3CxtmPzTi7uv22AR4O0jLbxz9Bzxy8YDv8fJLcuruX1VLXVlfrwuOzbLRX9VKSWJlMFwOMrxc728sPsEe062kUhlH1fCsSTPvn2U9YsrxnokZ8NwKMY/v7SH3uHJ7VWcNp2bl1Zx/8bFNFYU4nXZx+w85GjWNxxP0jccYt/pdl7Ze5qTbX0Yo8I4hmnywu4T16TKbUbLrVZF54HiO+iJD3Bk5CTPdr7K8WATda5K7KqNQCrEyWAz56OdgOQW/1puzd9w1bIvUkreGz7KmdA54kaCuJkgbiQ4F2kHMnYfT3e8Qp7uxaZmrDzsqo2NeasmBFXnwu3sHTpM1IiP7ac3nlG/A9jRv5eWSBs2xYpV1bEpVhZ7alntXXJVPp9V1Xm09F4GEkMcC5zh9d53OBY4TbWzHK8l83CIGDEGEkP0xPsJp6N8qfa3J3wuSRpTzn7y0bi8jIN7Wzi87xxrbx5fVhWLJtnx+nGklNQtnp4k/aU4dZ0vblhLIB7n5dNNJA0DCQxEorx17jxvnTuPKsRY35shJS+cPM0rp5tIGGmMLNkyRQi2VFXy1Zs3zkjY5gIDiQF+0PoT4kaCCkcZPt2bVR3SY3HfEEq+K0uK2VJTRVP/AIPR6Fgm8VoggKpcH394y0ZWl2bvx7PZxquPXfi3pino1vGPpwtbXcgwXY5pSsKhGAP9IXq6RggEosSiSZJJg2Qixflz/aPvv/K522waTae7+ae/f53W8wMsWlzMV/74XmrrC6d8MEejCfp6Mmq8iUSaXz+7H7s9ez9BOm3S2T40tm0k/MHzbdNUhTzP9AdcIQT5JT4+8dX72PzgTRzYdoKjO8/QeqqL0HCERDRJOpXGNCVCgGpRsdoypYOltYUs21TPmjuWUtlYgnUOpTmGTNMTb+dYYB/x4beIpEP4dD/LctZTbKtAEQpSSk4FD/Ji14/QFAtO1c2JwH7OhU/xyYovU+VsGLfPkqIc3tnXzJ6D59i8tnZcyXEimWbX/hYGhsIUXQcLBikzSVPoIHEjk2UpsJVTaq+dl0lJ0ozTHTtH2kwhhEK+tRS3xXflN15CPJ7ih9/dQUtLH5/9/G00LinhZz/eSXPT1IJCiUSKwcHskze3z8mn//0jbPjIKlpPdpKMJ/EV5LB4bQ0ltYWXCSwpXBNzswWuGRlf5Zm1v0yVeRJCoCpiTDPBlAbnwvuRmNS41o0tJiWNKCeC2ym1N5JvqwYgngrRFNpFuXPZpMFiU2gXfmvVlMHidLkR7uRgdPz4KASsqCnhCw9sYHVdKTbdQrbLIYTApmsU53oo8rm5aVEpv9h+mB+/fmDSLOOp9j72n+ngnrWLZvXMM02Tl/ae5EBT56Tb5HkcfP7+9dy/vhF3Fg9LIQSqKshx2shx2qgt8XPrihp+8sZBfrXz+Fg2cTZiObNhRsGiEIJiWz6/W/Uoz3S+yntDRzgSOMWRwCkUxFjBXo7FzS3+tTxceg/Oaal4zp59Q0d4o29n1tcMaXIi2DTub6pQKbT5JwRVLZF2nuv8zZiC6+W0RjtpjY6/8PcaW1jlbZzD2U9NkS2fL9R8kl93vs7eocN0xnrpjE0cDFWhUmjNw2PJ4vUlU1ktM6bL+lsWsf03x/jH//kK6/csou1cP6FgnJefO0BLUw8Hdp9l673LqV00c/U+IQSFLhd/unULeU4HTx85TvAy4/bLDeaThpG1zBHApmncXV/LH968kUqfd1Y/8mAqRCAV5MnKT7LKu2I0IJy4HwHoyrXzppwtW6orWV1aTE8wxKm+AY5093Cku4f2kQDDsfhV6VVwWCwUuJxsrCzn48uXsqyoAIuafXVVVZVJH/DTLd+RUjI0GOatN06y+90m2lsHiEaTpNMGpmFimjJTpj2Dj9rXF+T739nO2dHJp8Oh45uG718qZRCJZH5vwUCM536xd1rHMw2T9DUM5K93NItKxaJiyuoKuee3biY4FGGga5iRgSCxUJx02kBRFWx2K548J/6SXLx+N47RfrP5CGoMmebNvn9FCAWLopMyE5wOHeaxsi9QbKvEkAbHAvvQFJ3Hy75Isb2S1sgZftX1Q/YMvkG5o25c2eot62p5bcdJvvndbeza30J1uR+H3UI0lqKlbYB9h85TVOBh/aqqOZ/7XEkYUd7s/QUDicyYd7P/o5TYq0eLcedGJB3kxa7vMpTsRRUqtxc8zgb/fTOybEmnTTo7h2hrHWBkOKNeefJ4J8ePdeD22Cfdk2FIUqnsvzMhBE6PndVbl7D6Cn2jQiiIadhZLbDABQQK4fQgTaGdlNgbcWg5SCkZSLZxePhlim2LxrbN1Uu5q/jL2JTsC20eSz53Fn0Jq/LhVGQXwNpF5fzpJ2+npnhie8uk7xMCn8vOp+9eQyKZ5sdvHMgabEXjKXYTjF7GAAAgAElEQVSdaOW2lTVjFhUzoXMwyPM7T5CaZEx32nS+9NDNPLhpybTLjRVFUOrP4UsPbcJh0/nx6wcmzY5eDWaspiCEoNRexOerH2dz3hoOB07SHu0maSZxaU6qnWWsyGmk1lWBVcleclRoy+fLdb+DKU3KHVNnpNb4lpOrZ/qYyhwTA5I7C29mac6iCX+fDAVBvbtqwt+XeOr5St2ns3SoTU6JrWDcgKEKlUfL7uPO1Gacqh3XFAqmXouH3616jLiZpMCaXUVUCEGJrYDPVj/KrfnrORY8w/lIB8FUCDGqkFpky6fGWU6tq4JCW/6Efcw1s+gvcPPUv7mPH//zW7z5yhEi4TjSlPzLt7fh8ti5/SMreOIzt2CbJHtyJYQQFLhcfH3zzdxUUsK/HMj0HsbT0/8RqEJQ58/jiRXL+GhjAz777A1W861+qh2VDCQGMaSB/QboS5wKVVHIsdnIsdlYlO/nI4vrCSWTtA8HePVME9/fd5C0aaIKwZ31tawtm5kg0Bgicx2cuo7f6aDS56XI7cKqaVNfizlO6qWUdHUM8+1vvs7+vS2kUmly81wsWVZKeaUfr8+Bw2nFYlF56VcHOXOqe1r7PfTeeaSU5Oa5GBmOcuxIOz/94U4+9/tbcTgnz1hfKB0BcLqsNC4tHRPdmQqLRcPnm33JywcVRVFwuO043HaKKmdudzJXCmyl3FnwCB6Lj954B9v6fs3B4XcpKCpDYjKc6idPL6DUUYNL87AkZy1N4WOci5winA6QY7koGlRRmscf/d6d/ODp3by9p5nXdpxEGS03slktLG0o4TOf2ERZ8cyybFcDCaRlkpTMrLxfqLCZDyxCBwQxIyOA1RM/jykN1BmoSzudVp76yl0EAzGqakbHPSFYdVMVn/vC1kkfK0ODEf7mGy/O8RNkJv7zHSwKFHzWOhzqxHF8gbljU71oWbJ014rM3HkJR0deYyjZgUPLASSd0RN4LPl49RJMaTCc7CJpRlGFjm61jfPYDqUGCacHMvtDwaeXYFUz44aUkpgRIJweQkoTh+bFpeUihEIw1Y8pDbz6xTl0ND1C3Ajj1WdeFfZ+U12cx9ce3TKjQPECQggcVguf2LqSg82dHGnJPic42drLcDhGce7M5ramlLx9pIXW3uyij0LAg5uW8JH1i2fclyqEwGW38lt3rKatb5g39jdds2L4WUnvCSFwaQ7W+JaxyrsEE3OsF2M6/Xwei4tb/GundaxyRzHljuJJz6PBXUODu2Y2H2McxfZ8iu1ze0grQmHlNDONDs3GhrxVV9xOCIFdtbHEU8diTy2mNMayQdP5vqVMI+cQLAohqKkv5N/8h4dpP99PZ9sgkXACt8dGRXU+5VX5WHR1Tiv5AnDoFu5ZVMeGijKOdPfwVst5jvb00hsOE4jHSaYzJaqCTKmpQ9fxO+zU+fPYWlPNpspyCl0uFEWZU0mFx+Lm/uK7+Un7M+wZ2k+OxZPxF73s8+VoHj5R/vAE5dTrGSEEuqaRp2nkORxYVIVfHj5OIB5HURTWV5Tx6TVXvienPMYlx7oWJBNpfvmT3ezZ2YSiCO66bwWPfWoDJWW5aJqSKRMSgnTKYN/us9MOFq02Cw98bDVb71rKz3+0i7fePMGrLx4iz+/i0Sc2TCiRvYCqqlhHZawLCnP44z//KDne6a3+atMIKhe4dggEt/rvZ3nOeoQQlDtqGUr20RptIi2TqEK7uKA0mnFThUqFo55jgX3E0pFxwaKiCFYuLeO/VD1IW+cQfQMhYvEUdpuFwnwPFaW5OB0zU4K+EbEoVmzqxd/ESHKApBHHrmWpjJkERRGUluVSOloglJl/QFGxl5rawkmDRU9OCJdr5u0JE44vNMQ824EpwsLinEepcd87r/vdffw8T287TNoweerhm1lc+SEVTxKgcPUtBqbCoxfg04vpiB6jxL6YtEzRFjlMtWsNumInLZO0R45wLnKAYKqPj5f/R9yWi4tkQ8l2mkN7iKZH6Ik3cU/xH1DpzIzZgVQPO/q+T9KMYUqDtEywIe9xalzr6Iqe4ERgGw+U/ilW1YEpDd4b+lcMM8WthZ+FeagYuFY4rBaevGcNDeXZ3RimgxCCIp+Le9c1cLK1l1SW7OJAIELXQJDi3JmV+QbCMbYfOjuprUdVYS6Pb12JbZbK50IIfG47n7p9NUfOds+LHcd0mJNOuxACTajcSDfajYoQAhUx4z65uWYWLxzb6bLSsLSUhqWlE16bLxQh8Nnt3FpdxZbqKiLJJIPRKMF4glAiQSJtjAaKFjxWK7kOO7l2B+o8lZ0BjKQCPNv5PIOJQfKtfpJmkhQTRV90xcL0BJmvX/KcTvJdDgLxTNnkhUD8RqK3J8D+vS2YpqS+oYjPfuE28gs9E+6HtGGQTEw/W93QWMInfnsTHo+dz3/pdoYGwxw52MozP9tDnt/NHfcszarAandYyMvLTHpDoRjxeIr899EOY4HZIYRAUyy4Ld6xvykoODUPKTMx2q8kxyw7Lr3bnJqbtEyRlhOfG0II3C4bSxYVs2RR8YTXPgxYFB3rJRmeiBEgKRPYmX6wmI3FjSWUluVOWaygqgoOp3WuBQ2oQkeZd59dicREnef2hoGRJPuOd5NMG/z23ca873+B6WMRNsodK2kK7SThixJK9RNJD1PhWJF55qCz0nc/hfZ6Xuv++wlzjArHSiocK4kaI/xr+1+O8/p0aXncWvBZHJoPKQ3e7vshTaGdVDhXUu5cwcHhF+mKnaLatZpQaoDu2GnW5z2Ggjajirr3m9V1pWxZXj3nii8hBDfVl5HrcWYVoYkmknQNBljD5aKRU9PcNUhz10DW1xQhuHddA2X5s2uTuoAQgsWVBWxorOD5XbNXsJ8JC7OYDzhSpjDN+VHXu1aTGSEy3Stuq3VWIjVzYTAxRFesl0dKH2RT3jp0Rc/aSyOEwHqDD7o+u41Cl4vmgexqbjcCI8MRwqOy1DV1heT4spvpBkdi9PcGp71fVVNQlUzGvrAohy9+5U7+x1/9mtZzA/zouzvIy3Oxel31hL5Ku12nrqGYPTubCQxHOXOyi7LymZfKLJBhzD8xu6bRjMkkmq98LXTFhk2x0xZtptrZiIZG3IzSHW8lkBqmM9aCU/MQNUJYVRvmJZ57STOBGFXfnvh5MiFBOm1ktbOBTEAzH7L51ysCBYty8bkeN6IY5txVmD/9mS2IK/Q52+06H3lgFZVzLGlWhY4q5jdLJaVJ2py9vsAC1z9CCEodjRwLvMZwopPeeDMeSyE5evHY68Ck/bsXn13Z5iQKaTPJ+fAB0jJBwoxiyBRSGjhUL1XOmzgdfJtyxzI6Y8fRFQdFtvrRfd4YwaLVonH76jpyXPY5L/gIISjwOin1e7IGi8mUwVDwCgrWl2GakkPNnRPEeC6Q53Fw89JKtFkodF+OzaJx89Iq3jjQRPR6ss5Y4MZkrpnFk0c7sFhU6hZnLwWOx5Kca+qlqMyHL3duK8PXA3nWPOrcNThUG1ZFR1f0SVewZiLIcD2iqypVuT7ePd/2fp/KrFFUZSxgS6eNrCI2hmGyd3cz3d0jszqGEIL6xUV87qnb+bu/eZXurhG+953teHOd1NQVTFBzXb+xlpd/fZD+viCvPH+IZSsrKMiS7bzABQEedR4GkBsZKSWxcJzhviC9bYMM9owQDkRJxlMYk1zbmaBqCnc9sQl/yZV7At1aDlXOBt4deJVwOoDX4qc30cHJ4AF8egHPdX4PRSgEUwFUodGf6MKu1mPIFC3hEzhUF3Z1fA+qlJLu3gDvvneW9q5hEsl01jnaTSsquPe2qQVWbmSEEONsRdIyNS7Ynu0+tWlYFNhsFu67f+WcjgUXgsX5XSyUmKTMaXr8LXDD4rEU4LUU0RE9NprpWzNu8WQ2SCk5HXybE4FtFNkXYVfdGHK80medeyOv9fw9vfFmWiOHqXSuwqreWHO2fK+TVXUl81YBZdMtFPqytxJJMgqspilR1ekdL5ZIcrq9f9KFwNpSP+UF89OTLoSgsaIAf46Ttr7ZzW1mwkKw+AFHyhRSTm5CeiWe++lu3B47f/hnD2R9PRiI8c//+zXue/gm7v7o3PrdrgdUoVBmL+HF7tc4MHIEryUHi2KZEBi6NCd3FW7Fpd24oiRCCBry/Td0yOv3u/H6nAQDMU4d7+J8Sx+LFpegKBnhkGg0yd5dzTzzsz0zKkO9HEVRWLehlk89eTPf+/Z2zpzq5nvf2cbX/uR+/PnucYFgdV0Bd967jKd/uptjR9r5zt+9zqNPbKCiyj8mBJVOGUSjSfr7gpw81kHdoiKWrayY8/dxIyKlJBKIsfe1o+x66SBnj7ZnbDJiSdLJ9KQD70zRbRZWbVk8rWDRouhsyX+AkdQg+4beIi1T6IqVpZ413Jb/IKdDh2mJnGRFzkYGkt38uuuH1DiXEDPCHAvsY0nOGtyad9w++wZC/I9/fI2jJztx2PUJvrUX8H8AFt2mwpQmqUsyaDfi80cRGroyvxYnmWAxMmMP2QVuLDShU+FcyZGRVzFlmjLHsjnv08SgKbSbfGs1m/yfJGUmGE50EjUCwGifm15CvrWKwyOvEEkPs9658oYT76styaPAO3/PR01V8DgmD9STqYxGyHTrPILRBOd7Jq/UaqwowDkHS6fLyfU4qCjwLgSLC8wdU0aRzH6SnIinsE4i5gGgWzUikQR9PYFZH+N6Yig5zInAKQC6Yz10x3qybper+7gtf/O1PLWrQp0/j0J35uFrs9x4j4Ncv4tNWxbR2T5ER/sQf/uNl1i3sY7cPBfhUJymMz0cP9KOy2Vjw+Y69u5snvWxLLrGXfetYKA/xNM/28N7u1v4yfff4QtfuXOcQqquazzy+Hp6ewLsePMk72w/xYljHVRV5+P1Zew3YtEEAwMh+nqCRCMJvvT1ez6UwaKUksBAiB/81b/y1r++R/Q6MqQvtJbyRPmX6Ii1EEmH8Wheyhw1OFQXBbYSNubdiSZ0euPtPN/9I/YMvQFAub2W2/I/iqaML1N8d99ZTjZ188hHVnHrxnocdj1roORxv3+KjdeCaDrISPJiT49Fsc1ICRUyVQSdHUMkk7NTac3PzywyzRaBgu2yxYD5IGmGkaQR77MQywJXjwulqHsGfkmutYwcy0XBoeFkF03BnQwk2wil+tk78DRevZjGnFtxarmT7lNBpdTeyOngO7zZ8x1AEjNCaJdkv1Vhoc69iVe7/zeL3JvIsczc7uz9RAhBTXEeDuv8BVuKItCnmPekDfNiK8Q06A+EGYlkLyW3WjSqi3JRp2kJNh0cVp1Sfw7XopD4xpsdLjAjTDMKXB3/NikliXiKVDKNOUNj0LODQwxGoywpKMA56mNzPaymltlL+OOGr1zxl6cIBXc2X8sbjKWFBXzr4w8hkZR4rnNl1yy3h8Wi8tDH1zLYH+Lt7adoPtNLS3MfiqogRzNSdYuK+MwXbkPTFI4cbJuy1+HCa5NtYrNbeOSJDfT3h3jz1aO8/spRikq8PPrEhnFlcL5cJ0999W6Kir289soRBvtDDPRN7IvQNJXSch/5Bdf5d3+VME3JS9/fwWs/20l6lhP/q4UQAo/FxxLLmgmvqWioamb4LLFX8qmKr9Cf6EYgKLCW4spilN3SOkBxQQ6fengdud4btyJhLpjSpDl8hP5Ex9jfXJoXfYZleKFQnG/89Qt0tA/O6jy+8NQdfPShm2b1Xhg1+lbn3+IkaQYxZAplmv2QUkoMU9LSOcDu4620dg9hSklZgZcNSytpqCgYVYSeej8dfSMMh2Lke50U5roxpaS9d4S9J9po7ugnnkxnjMFL/axuKKW8wDeuX/vChDqWSNHaM8yp1l7OdQ0RiMRRlYx6Y11ZPstriynx50zoHTZNSXvvMJF4kuqSPGKJFL/Zc4ozbf2UFXq5b8Niiv0eYokUOw6d5b1T7ThtOltW1rBqUelYf/nl30v3YJDTrb00tQ8wEAiTNkycNivlhV5W1pVQV+bHos1NzX02eCwF3FX8JeyqZ1zvq0VY8VlL8VgKqHauQSDQFGuW/tjxExQhBCt991ForyOWDuCy5OHUcomlA+MEjbx6EU7VS7Vr7bz33F5tLJpCqT9n2v7L00FwJfeumYVgfcNhYpP0DzqsFkryJm9HmQ2KIijx56CqSla/yPlkIVj8gGPKyDjFrOkwNBCiryeAlBAOxjBNycmjHRO2S6cMdm4/SWA4SuE0Srsu5WBnF/9t2w6WFOZzd30dt1RVUpbjQVev/YP7UiyKhVz9/fc5u1Y4dAvLi6+tlLov18m//YsHScRTVFSNF5q45bYGKqv92Ow6npyL8vout40/+ncPEIslKS3PHROyEEKQX+DmK390L7fe0cjBfefo6R7BlJDnd7FkWRmr11bhz/eQSKT4r994HFVVyMmZaGfhcFr52p/cTzSaIMfryOodKoQgJ8fOF758J3fftxzDkLhc1glDihACX66TT3/+Vu64ZylHD7fTdKqboaEwSHB77JSW5VLXUERNbQF5+R/OYHG4N8D2Z/eOCxQtVgvFVX6Kq/PJL8nFmWPHol/Br3MaqJo6rRLUmSKEQo4ld5xNRjYUVeCw6zinKHu6lkjAkOmsK+emTI+7p01MDJnGnOFYcunRYkaEM6GDbO97msQlomsF1jJs6syCZ4umsrixBH/exQU7RVUYHAzTdKab3FwXBYUeHKPfdSgYo7trBCkld9y1lKXLZqZweDkCFYc2/36IcWMEw0xgmYbZupSSWCLFM9uO8PM3DjIwEsY0MyWsQsAv3jjEQ1uWUZznuWI240evvMeLO0/wyG0r+Mpjt/DKrpP84OV9dA8EMYyMVqYQGd/e37rnJp56ZDOKcnFxTErYe6KVH726n9OtfYRjCQxTjsWokkzJX7Hfw5P3reX+m8ebkacMg3947l32nmjjP33+PnYcOsvLu0+SShkoimD/qXb+4rP38Pw7x/jxb/YTT6SRSF7dc5o/f/JObl1VO+7z9A6F+O4Le9hzvJX+kQjGJRNpiUQRAo/Txj3rG/jdj24g15NdGO1qoQrLmOXFpbgsedRbNmV9T9pMkjLjqIqFgUQraZnApl4cNyyKjfLLSlpzLAWj702RlkmaQ7vx6AUU2xddF4vzM8GiqpP2F14PSCkZDEUzvehZsOkaeZ75XyQs8LpQlYVgcYE5YsqZZxaPHWrjx//0FiPDEULBGAI4fqh1wnaGkRHmWLm2mtXrq2d2XkAwkWB3Wwd72jsodLnYVFHBvYvqWFFcRK7DjirmzxJjgesHq9XC8iwll0IICou9FBZPLO+yWFSWrijPuj8hBC63jY2b69m4uX7Sbex2nRWrKyc9L01TWbL8ypPIC4GgL3fqe14IgcWiUlmdT2X15BPLD/M9PtA1TH/HxR4Pb76bT/7xA2x5aA2+As8V1S2vNqY0SJrJTFA1ySqzQGBXnVfs/2msL+bA0Ta6ekaoKs973697MDXItr7niaYnqgSnZIpQ6uJ1ORPaTzA1OKv+QokkYcYJJPsZSvaOsxSxKQ7q3avGfCqni9Nl5Q++ds+4v3V1DvONv36ej9y/ikceW0dhYQ4WPbPfeDzFuZY+fvSDd0BAYVHOLD7JpQgcWgECbU5tHpcTSw+RltNTRDVMya/fOcZ3frWLRDJFUZ6HVfWlFOS6GAnFONbSzc9fP0hNSR7GFfp+04ZJPJmmayDAy7tO8q1n3kHTVNYsLifX48AwTXoHQ/SPhGmoKJig5igEjIRjnDjXg6IIGqsKqSj04fc6SadNmjv6OdbSQ1vPMN98+m2K8jxsWDr+WZwyTCKxJL948xCBcIyP3bqcnoEge463sv9UO//nhd3sO9HGxqVV5OU4efdIC10DQZ7edpj1SyqxWy8u7hmm5FhLD8OhGOWFXqqKcinKc6NrKt2DIQ41ddI7FOKZ7Uew6hZ+/+Gb0achkPR+MpzsZOfAT0kaMdIySb17M3nW6bUunA7u4ERwOwLY5P8UVuXGq4rSVAWvy/Z+n8akSCkJRuJjPuiX47Jbx92j84XXZZvXbOtkLASLH3BMM4qcYbC4fnM9FdX5NJ/q5ufffwdFEazLMglXVYXiUh9rNtbiL5h9s7+U0BMK89zxE7x6polF/jy21lZzS1UltXm5uPQPvlH1AnNnpvdI2jTZ3dXOuZGLk+JCp4vbKqqxqjN7NLaMDLGzs42VBUUs8xdOUEhdIDvJRGqc8NCG+1Zy36dvwXYdZN9i6Qj7h3dwPLifcDowabDo0nJ4vPwpcvWpM03rV1Xy9p4m/unH7/DoAzdRXuLLKnJj1TUc9qtvyxM3IpwKvkcgld0T7FIGEl0MJLrm+QwENa7lVDuXzvg3cvn2Ukre2naSSDjBY09soKR0fAbZbtdpXFLKffev5P98ZxubtzSwctXkC0fTOb5d9WFR7CTNieXlsyVphkkYAVyW7OrjF5BS0t43ws9fO0g8maKuzM8ff2orq+pLsWgqhmnS3jvCPz73LtsONI9lHK/EyfO9NHcMsKq+lN+5by11ZX7sVgtSQjAap3cwRFGee8K+hBBsWFLJU4/cTG2Zn5qSPHKc9jGhsVA0wbPbj/DdF/YQCMd5ZfdJ1jaWoyrjg05TSk639fF//+493LKihoFAhL/49oscPNPJK7tOcf/NjXz9iduw6hql+Tn8/TPvcL57iIGRMOWFF695cZ6bz9y/DkUIltcWk5fjRFNVhIBU2uBQUyd/9f3X6OwP8NbBZh6+dTnlhfPfgzqf+PRSbi34LGkzgUWx4bb4p11KWu1aQ4GtFrvqwan5bsgxSVUUbPr1WzprmJJwbHIxSYdNnxfLjGz7vRb+2NdtsGiYIdLG7PoRFrhIyuhAypkFiza7TlVtAZU1+Zw+1kE8keb3vnr3vJ6XTdNwWCxEU+Pru6OpFIe6ezjS08tPDx3lptJittZWs76sjCK3C4t6fa/+LXDjYJgmB3q7eKXlDIFEgp5IiLVFpWwoLp9xsHiot5v/+M4bfH3tZpb5r21Z742Mw23H4bYRGo4AkF+Siz6PanGzxZQme4be4De9T6MJHY/FR8yIEDOi+HQ/SSNBKD1Cnl5IjXMxVuXKK977DrUSCMU4frqbIyc78eU4sFknltduvXkRv/XI+qv10cbQFB2PJZeYESJpZvcFu3oISu213F74iRmXoE7GmdPdeH0OPDnZBYKEEPjz3SQSaTo7huYULALY1TwsinNeg0VDxgmne8hj8RW33XnkHJ39Aay6xmO3r+SmhrKx4EtVFCqLfHzm/vWcau2js396AnR9w2FW1Zfy1cdvpTQ/56LvnwCvy47XNbn4ktdt5xN3rMoaSHqcNj66eQk7Dp3l6NluzncPE4kl8Tgn/m7K8r0sry1GUQR+r5Ml1UUcaupCUQR3rV2EY/T50FhViE3XCEbiBCPj719FUbhnfcPY8S/FoqmsaSjj7vUNfP/FvQwFo3QNBK77YFFTdHx6yaze69C8OK6CINO1RFXFvIrDzDdSSpKpyasMrBb1qmQAdU39cAeLofg2ekb+8v0+jRsewwwDszPsFEKwaGkprS3983tSwC1VlfzlvXex49x59nd00R0KkTYv1lybUtIbDvPy6Sa2nz1Hpc/HLdUVbK2pprEgH4/VekOuji1w/aCrKr+7/CaeWLyc9lCAr77+wvt9Su8rx0bO0Rzu5P6SjejK5EODlJKTwVbaon1sLViFTZ19cFdU6aduRQUH3zoJQOfZXuLRBI73udwoYoQ4GtiHR8vlY6VPUmKvYs/gG5wJHeGx8i+ioHBg5B1Ohw6z2LMaxzT8ynoHgiBh6aKps0bXym/Ta8nn0bI/pDt+js5oMx2xZgYT3UTSQcyrJIoGAqfqpta9ki35D1Nsq5q357iqKowMRwkGYriy3D9SSvp6gyQTaRRlHkyxNS821UcknV0xezakzQThVPcV7TPShsneE21IoNDnZl1jxYQsnRCCyiIfS6uLph0s6prKvRsWjwsUp8uVtvd5HFQU+jh6tptYIkk8mSZbC1dejgP3aGWBIgT5XheqInA7rBTmXaxg8jhtqKpCLJHKOkmf6nyEECytzqiBpg2TUHR6pb8LvH8oQlzX3tZSZkqpJ0NVlasyZ1WE+HCXoZpmlJQx32UvC8yUm7c2smZj7ZU3nCG5DjsPNjZwV10t7YEA+9o7efPsWY729DIcG//gjqXTnOrv58zAAM8dO8HSwkJur61mc1UF5Tk5mfKSeT/DBT7oCCFw61bcupWUaaDNwwTyRqYp3MG23oPcU7R26mAR6EuMcDbcyZb85XM6ptNj55Ev303bmW4Gu0c4sP0Eu148yK0Pr8VyFfo7pkssHWEkNcBNvltocK9CEQoOLSOu4NJycKpubsv/KN2xNnYO/IaPl30OXUwd4D7+4Boeue/KXrSWa2RhowqVfFsxfmsJSzwbSJgxhpO9dMfOczZ8hFPBfaRGPXp9lgL81pIrSQdOcSwNp+oh31ZKmb2eYnsVVmV+RUWWrShn984mfvaTnTzy6DoKi7zYbBpSQiSSoOlMD88+vRerzUJlpf/KO7wCqrDhsZQymDg5D2efQWIQTLZhyCSamLwUOxCJ0zOU6TUtK8jB58me8bNZLVQU+aZ92Rw2naU1RVdlUqsqyljPlmHKKXu7Lg18dUtG9M5h07FfYuOlKgJVZMpcL11ong5CCOxWy1imKm1cbeOBBeaFhYneBIQQH+7M4gLXB06XFafr6vQPCSFw6BYa8v3U+/N4aMlimgYGePt8K2+1nKd5cJDYJSuGppQMRmPsOHee3W3tFLvdbKgo4yMN9SwvKiLHZh3b7wLXlssVFd+vayClJGGk6QyHCCUSWFSVIqcLn80+KpM9t/OSUhJLp+gIBYmmUritVsrcng/VICaAW/zL2ZS3BF2ZW0AnhOCmrY089def5Ef/z69pO9PNd/7vX3Ji31m2PLSGkpoCPD4Xus0CYgQUGLwAACAASURBVB7WlcX07gETA0Om8Wi+sdVsXVhJyozYjRACq2Kn2rmYfUPbiKRD6PrUwaLdpmO/DvUZhBBowoKmWHBobkrtddS6ltMTbx2zuFjsWcddRZ9EzFCIBkZ/GiLjTagKDcHVES7bctti9u0+y2uvHOXAvnMUl/pwOKwZL89AlI72IVLJNI8+voGa2oI5H08VOh59bqWs2RhJnidtxtCmsBOJxpJERvujvG7HpL1cisjYVqiKckWRGwCHzYJrlv2yUkqkhJFwlLaeEc51D9I/HCYUTRBPpkikDI6d7b7kDdn3Y71M+fjCvzRVmZA9HSe3muV8YokU7X0jtHYP0zUQIBCJEY2nSKTS9AwGMc3JOpEXWGBmCAGWKapCzFFByPlGcvU9FmEhWFzgCly4ubMJChiGiaKIUanuuQ3+ihB4bFZuKi1hVUkxT960iuO9fbzefJbdbR10jARIGBdLo5KGQevICG0jI7xw8jQN+X7uqKvhtuoqqnJ92LW5S+1/GJBSkjJMNFWZ8erUhRXdvnCEzkCQYDyOqij4nQ7KvTl4bLZrsuJ1AVNKDvf18J3D+zjc100klURTVMpcHp5oXM7H6htxaJZZ3xdSSk4N9vPNA7t5r6eThJHGrdvYUlZJdY5v4kTmBkQIQSAVoSncCVJS5iggV78oaBFIRTgdbEMi8WhO6tylWC4xVJdSEkxFaY/2ETXiY6IwDtVGg6c8a3CpWTQ2P7CaqsUlPP/P23j957t56Xs7eONnu8gt8pKT58bldeD02NFtltGSm5lfQ82i8ugf3ENx1ZUtDzRhwarYCVyiCOqyeEiZCYaS/aNBZCZjFjdjpOX0FDEvTKhN05x0gFeEuGalqJcjMlEdDs1Nrl44FiyqQkNXbCji+uwZF0KQl+fij/7kfl58/iB7djXTcraPeDyFEOBy2qipLeDue5dzy62L0a1zn/oIFLx6FZqwk5axK79hmoTT3UTTfdim6DFLGQapdGY8tFrUKXu5dIuGoohpBYuaqs6qRFdKyVAwygvvnuC1vado6x0hlTYuzg/IlOElU1cub55szJjJPCORSrPneCu/fOMQp1p7CceSmTLGUVuRjPDOtZlkL/DhQAiBPkVVSCKdxpzGb3CmGIZ51W0zYCFYXOAKBIajtLb0sWhJCfbRPoJ4LMl7O5s5fqSdwqIcNt/RiL9gfsxGhciUluQ6HGyprmJzVSW9oTD7Ojp5o/ksh7p66IuEx2rDJRlRnINd3Rzq6uYH+w+yprSEu+vrWFdWSoHLiaZcnVrxDwJ94Qh/9+5uVhQXsaGijCK3G8s0auullHQGgvzi8DFePdNEVyBEPJ1GAB6blXq/n0dXLOWeRbW4r0F/qRwNFP/d9lcIJhM8XL+Exrx8huMxXj3XxH/fvYNAIsHnV6xBn4VIkpSSnkiY/7prO0f6evhIzSI2lZYTTib5zblmdrSfvyoDwbUmmIry3ZaXiRlxAqkoTs3KF2ofpMZZjBCCYCrCuwPHOBNqx6Ha+A9LnyRHz/TrSSnpS4zw7eZfEzeSODQbp4JtpGSaj5VsptZVkjVYlFISDcdpOd5Bb/sgpmEgpSQeTdLV0kdXS9+8fDbdZuGuT26aVrDo1Dzk6YW0RZtJmHFsqh2/XoxAsG9oO24tB1ManAodxKG6sIgrZ2OklLR3DbN7fwudvQHS6ewT59XLyrlrS+OMP998YhFW/NZSTof2v6/nMRMynqsenvzdW3n442sZHo6MBosCp9NKnt+F3T5/ytpCCHL0Kqyqh3R6/oLFhDHCcPIsPmv9pOd6aZ+SaWYWICbjamQzxu8fhoJR/tfP3uL1984ggLoyP2sayqkr85PndeK06egWle8+v4dtB5qv6vmk0wa/fvsY//jcTkKROEV5HjavqKGxqpCiPA8epxWrRePEuR6+8aM3r+q5LPDhQVWUsV7bbETiyasS1MWTqTn4306fhWBxgSk5sPcsP/jWm/z5f3uMxcvKME2THa8d55/+92tIKTENk9PHO/nyn9yPexIVurmgCEGxx82DjQ3cU1/H+eFhdra28875Vk709TEcjWGMDoYSGIhEefVMM9vOnqMm18fWmmpuralikd+Px2a9ppmuG4EDnV08c/Q4zxw9QZXPy8eXL+F3blqFbYoVMiklZweH+MvXt7O7tX3s+4fMNQjEE7zX0cnJvj5O9vbx5Zs3kOuwX9WAMZpO8aPjh+gKh/hPt9zBw/VL0BQFKSW3V9Twp9tf4QfHDrClrJKl/oIZn4sE3mo/x/6eTj5W38hfbNqKx2pDSsmWsir+4PXn6QxP9Ku70QimImzMa2SDfwkjyTDfav5XXuzaxe/XPoRVtVDuKODrix7juY63eXfg2IT3Hxk5S298mD9f8tsU23J5ve8Av+p4h3uL1+PQsouOjPSH+PE3nueNX+wmFr4+hCZsip0G90pOhQ4RN6LYVDs+3U+DexV7ht7gbPgEIAmmhtmYdxdO7cpm0b39Qb7xrd9wqrkHh10nkUyTThs4HVaSqTTxRJraSj9L6qcWwLkWKEIlz1qEIlTMGappv98oisDrc+L1zb8B9uXYtTxclhIi6d5526chkwzET1LluhN1kkUIq66NPaMj8SSptJE1Gy2lJBJPYlzFnjwpJTsOnWXb/iaklNy3qZEvPrSJIr9n3HgrpcR1DSxxWnuH+dnrBwlG4tSW5vFnT97F0uoiLNrFRUIpJcOh2EJmcYF5QwjwODJzzGz9uOFYklhydmKTUxGIxK/JQvVCsLjAlJw+3ondaR3zURzsD/HSc/spKfPx2S/fyckj7bzwzHucOt7BupuzG6LPB0IIbBaNxQX5NOT7eXT5EpoGBtnV2s6e9naaB4YYicfHGt2ThsGp/gFO9w/wy6PHWVFUyNbaajZWlFPuzcGykG3EME22NZ8by9I2DQzSPhK4YoVfMJ7gb9/exc7zbVMOtpFkip8fPorbauWpTeuwWa6eYEl3OMS+ng5qvD62VtSMidUIIajw5HBPdR3/fc/b7OxsY6l/5v1KKdNgT1cHFkXlzspa3PrF/tgyj4dbyio5PjA/GbD3E781h1W+elyaHadqY62vgW19B4kacazqxes32W8nbRpoioquaAihYFd00tLAmCTgMA2Tl77/Fq/8y9ukJylRU1QFRZ27Ep5F1xDTVI0TQrAudysrvBvwWDL+bZpiYUv+/RgyTXP4OADrc29nS/79WJQrZxb3HDzP2dZ+Hn9oDbdtXMS2d09zpqWXz31qMyOBKM+9fIiK0lxu27Ro9h9ynhBCkKsXYVXsxIzw+3061y264iTP2kBv7BDzWdTYHz9KwgziULIL8eQ4bXjdDjr6A/QOhYjEk9iyCEIZpknfUBjDNK/aeJdMGxw43UEybeD3Onn8jlUU+ydWGiVTBuHY1bdoOd3aR99Qxs7kwVuWsrKuJOtnHw5Fr/q5LPDhQQhBrtuBVdeIJSYGhfFkiqFglMpCX5Z3z56BQGRaJeZzZSFYXGBKBvtC5PndeLwOpJQcO9hGV8cQX/jaPaxcW01hsZc3Xj5C69m+qxosXooQghybjbVlpawuKea3Vq/g3NAw+zu7ePtcK4e6uomnMz1EEhiMRtnWco6drW2Ue3O4raaKBxsX05Dv/1D7Ng7H4pzqu2iL4tJ1bq6qwDrFd2JKycunzrDt7LlxUyMBuKxWBBBOJsdW1hJpg58fPsrGynI2VJRdtQlLTyRMMJFgRX4RrsuCUiEEtd48dEXl9NAAkpl3vBmmpD0UwG6xUO4eLyuvCYUKz43tYXUBi6JhGw0KhRA4NRsJM4UxzTKXZd5q3uw7wHfOvkChzUdzuJPN/mX49OyZt6GeANuf3TsuUNQsKiU1BSy6qYrSmkLcXicWaybQm8vdo6gKRRXTV8F0aC4cXLTEEAh8Fj8fLfltoukwIHBo0ytBBWhpG6C4IIdPfHQNvhwHx051cr5jkKqyPJyLisn1OvjGt17jVHMPa1fOv3DKTPHpBbg0L2mZQhULU4VsCDT8tkY0YZvXvsVgqpORRAt2NS/rM9Nu1VlUkc+xlm46+kY43z1ErmeiumwgHOdM29VdxDJNk8BoRcD/z955h8d1lnn7fk+ZPtKMerUkS7Lk3mI7dtxS7DTSSYMACywJux8LywdbLthl2QLLUpYtH2UXlrChwxIIS3riOMUtbnHvtqxeR9P7Oe/3x8gjyZJs2ZYcO9F9XbokzZzynplT3qf9HofVQoHHOeqYO30hmjp8I16faELRRDbdr6Jo9Il52jDZebh10scyxbuLIq8bu1Uf1ViMxVO09wVZMIbz4mKQUtLRF8KYqlmc4kpAVRVURZCIp9ix5Th5BW7mLa5GUQROtxVdV4mEL3dT5wxJw6A7HOFgVzcHurrpDme8qKORMAyO9/k46evnhaMnuGt2Iw/Om0uJ2/WujDJ2BEO0BwdTJ0vcLmYVnztFsysU5hd79pFIDwp65Nqs3Dd3NitrqhBCsLO1nV/s2UdPONNovTcS5Tf7D7KwvBSrNjm3nISRxpQSu6aPGoGyDQgeRdOpAdGVCxfzSRhpFCGwnXUMQgis6uVpjDvZJIwk0XQCp2bHlCaBVAS7akUbh7CJEIJ8Sw5l9gIsik61s4QleY3McFeMuX5vRz89rf3Z/x1uG3c/diM3PbyCvOJcLFY9YyReIZ+tEAKLsJ1X+XQ04vEUDruO05ExLq1WnVg8iWFkoj7VlQU4nRb2HW67IozFXL2AO8sfJWFEybOWIrj6BZwmGiEEedZ67FoeoVTbhG03ZYZpj26nxLEIMco0TQhYvaCWZzYfJBCO87s39lNXUUCua7AUJG2YbNp3isOTbCyqikLuQF/LaDxJT3+YQs/wZ2oomuA3r+6ltcs/qWMBcDusaKpC2jBp7uof8b5hmmzed4pNe09O+limeHdRmOvE47TjC46MWsdTaU51+jBMiaZOzPMskTJo6fGP2YZmIpkyFqc4JyXlXnZtO0FPd5DujgB7dzWxdv0c8goykYJkIo1hmGja5YnQSSkxpKQzGGJrSysvHjue6c0YjZEaxUh0WizoqkIgnsgW+ptS0hII8B9bt/NmSyt/unIFi8vL3hFqlhdCqz8wrDVJY1Eh+Q7HmMtLKXnp2AmO9vRlX7PrOh9fvpT3L5qfNaKWTqugwpPDP7y0kXAiI+++rbmVzlCYaZ4Lb/Y8HtwWK5qiEEjER71xBhMJTGnisdouKp1REQKHrmOYJpHUcK+hlJJ4On1ZbtiTTW8ywKbe/awunIcvGWRb3yFm51bj1DL1mZJMfzRDmkgyvw1pogy0QwikIhwPtbG2aAFFNi8Kgr5kkFJb/qgGYzplkB7ieFi6fh73/p/1OHMmt8Z1oogZUXzJboqsZedNRc3NsXPsVDeRaBJLroY310EgFKe3P0yO24YgI68eukLqNnXFwnTXnLd7GFc8Dq2IfGvDhBqLAO3Rrcw07sehFo64FoQQzK8vY+X86by0/Sgvbz+GlHD7ilnk5zqIxlNsO3Cap17fj0VTiavKpNU16ZrKwhkVvLzjGL5glMeffpNHbr6G4jwXacOkrSfI05sPsGnvKTxuB72ByU1rbqgqotDroqXLz5Mb91KS52ZmdTGKIgiE42zed4rfvroPRVGwXqaeplO8O8hx2qgpzeNkR9+o7x9o6iQST5LrnJgeSv5wjNOjOEQmg6v2SlGVfNy2tShi4kVV3knEU4eJJncBFxemXnJdPS89vYd/+ItfEgknsFg0Vt80G03LiIf0dAaJRZPkFbjOv7GLJDNJhVAiwcGuHl44dozXT52mLRAc1UDUFIUSt4uV1VXc3jgDp8XCxpOn2HD8JCf6fMQGJqcp0+TNljY+99yL/NUNa1lVU/WuMhhbAoFsFFYVgrqCPOzneHj6ojGePXyU5JAWJsurKrlv7mxsup41wXRV5ab6Wl48eoKXj50AoDMY4kRvH9M8uZNyLBXuHEpdbk74ffTGolRogzUzhmmyr6eTlGEyr7DkolIZNUWh3pPPvu4ujvX3MmeISE7KNDneP/npVZONKlQWeOo4GWnnjd59RNJxKuwFvKdsOZpQMZH8svkVDgVP0xHrI5iK8tXDP8NryeGByrVUO0sIpaM4NRsbunfxRu8+TGkSN5LcV7mam0uWjpj05ha4yc1309eRiThU1JfgdF8dhiJAS/QE/9v+BB+s/r8UWs8tTNNYV8LzGw/S0ubDm+tgWnke0pQ8+cxubrtxDk0tfbR1+lm1rO4yjX6KiUATdkoc19ASeQNDJidsu4Hkabqiu6lxrx/1fafNwh/ecS19gQh7j7fz3JZDvLLzGHarTjJlkEylmVldzN1r5vGdJ9+gNzA5NXpCwOqFtWw/2MzG3cd5bfcJdh1pJddlxzBM/OFMeu76ZQ0sbqjkKz96aVLGcYaqYi8P3LCA7/9uK63dfv72v54nL8eBqgpCkQSReJK6igIeu3sF3/3N5ss22Z7inY/dqjNzWhEb3zo+ah3h8bZemjp9zJteOiE9n4+39dLRd3mE9a5aY9Gq11Hq+QKamj/h2870wooiZRJFcSHE5AlzjH9MJlJGkBgowo0YZ7+rvvCPiCX3Irm4h9isuRU88rE1bHx+Pzm5Dm69ZzHT64sRQmCaktOnunHnOqhrnHgFPyklScOgPRhi8+lmnjtyjP1dXYQSI4/lTM1cY2EBN9XXsnZ6DVVeT1boZE5JMQ8vmMe25lae3H+Q7S2tWaOxqd/P1197g/LcHOry866aieql0heNZaNhFk1jmtcz5rFLKdnd3jGsxtFttXDv3Fl47LZhBpgA3FYry6sq2XjiFIZpYkjJkZ4+rq+bPinHUuhwcktNPd95601+emgPfzjvGtwWC2lT8lZ3B8+cPEqNx8vy8spzbmesBreaorCqsprfHjvEb48dYkFRKeXuHEwp2d/TxastpybluC4nqwrnsrxgFi7NTle8HyklRTYvzgEVU0XCysK5LPIOr01WhEKRzUsoHeWHJ5/j2vxZXF+8EE2opKXBU22b2ND1FtcXLcSqDo++lUwrYOn6eTz3o9eRpqSzqYd4LIF9gjyvk03SjBM3Y5yzd8EAcxrKWLaoOnt+FRe6WbN8Br/43Q42bjlKMpmmvNTLskU1kzvoKSYUIQTF9gXY1XzC6Y7zrzBOTNKcCD1HpWsVuhiZ8SGEYHp5Pn/z0Vv47Wv7ePPAaXr8YaSEimI3SxoruXvNPDwuG209froH0kNHY15dGYZpkpfjxGG7sPmOEIL8HAeffngttRX5bN7XRLcvRDSexGHTmV9XxtrFdaxb0kDaMLl3zTw0TcU+pNelKgRLGivJcViZUzt8LlFVmsdty2dS4HFi0QfnPS6HlXVLGojEkxR4BpVvNU3lnjXzyM918vTmgzR1+IglUuimQkWRhwUzyrl79VwqinLp7AtxtKWb8sLJcWJO8e5CEYKFdeXkOu34RhFQ8oWivLb3JLOqioep814MqbTBpv2nCMcvTwnYVWssqsI9iUacJBD+DtH4Rgo8/4jVMneS9nMBI5JRfIEvkzJOU+j5GppWPq71FOEAoV60UJtu0bjtnsWsvmk2iiJwuGzZ/k5CwLJVDcy/poai4om72ZpSEojHOdDVzSsnTvL6qdM0+wNZpdOhqEJQ4naxbFol6+prWVRehtduH1E/pghBodPJ7Y0zuK5qGk8eOMj3tu2gN5q5oI/29vHUgUN8auXyd43oTTSZzJ4WuqKcMwU1aRi8euJUNq0UYFZxEUsqRxetUYSgyuvBqesEE5mbWWsgMKHjH4quqDzQOJfj/T5+enAv+3q6qPPkE0jG2dHRhgA+veS6YeI0J/0+9nR3Ek2n6IqECCYSSAk/ObiHPJsNh25hcUkZFQPrXFtWyR11jTx1/BCf3vAM8wtLiBtpDvb2UJmTS1fk6laNHCpCU+0sGfG+EIJKx9hKsp0xH73JAIU2Dy7NjkAQMxLEjQROzYoiRkbtdavG/X9yM30dfna9coCdGw6w5Zm3WHH7QqwT2BPvfJjSIC3T51/wLGJGdEyl17MpyHPx6Y/dmFWttOga992+EE+unUPHOnE7rdxwXSM1lRPvAJ1icnFppRTZ5xEOTZyxCNAT309XbA/lzmtHTZ8XQlBemMtjd6/gwRsXEI4lkVLitFvJy3GgDbTT+Pg9141Y93BrN72BCMsapnHnqjncueriU46FEBR5XXz4Pcu4d+08QtEEhiGx6Cq5Lhsu+2Cv3U89uGbE+pqm8tC6RaNue8nMaSyZOW3E64UeF5953/WjrmO1aNy0ZAbL51bjD8VIpgxUVeC0W/G47NnP5b03zL/YQ55iilGpKc1jRkUBWw81j3hPSnhp5zFuXtJAfXnBRT/fpJScaO9j84Gm8fgpJ4Sr11hU3KMWfk8UaaOTVOoYcgIVzi4FiUHKaCWVOolk/L1aFOFAoF6SqLeiKuR4Rvds5uVPXPpp0jBo9QfYfLqZDSdOsa+zC39s9F5Idl2jLj+f62truKF2OrX5eVkRk3MhhMDrsPOBhQuwahpfe/V1IskUppS8eqqJDy1eSKFr8vtzXQmkhqSTKkKcMwW1PRhie0tb9rvQFIUb62vx2seOAOU57BlBmwFjsT82ubVYRQ4nn1+xlrnHinnh6BGePLiD8spCrquYxp11M1lSUj4szXhnaytfeuZ54skUqIKCMi+KEPzqyD5UoWBVVT6zdCUV7owjJMdi5U+vWUGFO4dXW5rY0t5CsdPF+2bNozG/kC9t2YjHOvl9xK5UvBYXi70zeLL1dd7qP46mqPQlgviSQd5XdROaMtIJI4SgtKaQ//O19/Hcj17n1Se38/0v/A/7Nh9lweqZVNSV4PY40K0aqqaiKMq421+M3BdYHdZR+9F1xJt5reeZC95mX6ILxqkUqygCu214ZDXXbeeeWxbwnhszffJGG9sUVz6aYqXSuZrT4Vcx5MTd51JmhGOB31Fkn4dFGfu5pKkKBR4XBRcgyrzreBt7T3WwsLb8kqMcZ1AVhbwcJ3k5b/8zVAiBy27FZX/33pOnuPzkOG2smV/LruNtJEdpB9Xa6+dnG3bz2fvX4rSPT0n7bMKxJP/z2l7aLlMKKlzFxqKi5FwR6aFXOoriRHDlRsqklIQSCQ509fDiseNsamqmNRAgYYy8yASQ53BwTUUZ6+rrWFJRTrHbhSouXC3Roqnc3jCDDcdP8Nqp00BGHbQjFHrXGItDI6gSxuzVY0rJm82ttAYGb0yFLmdW/XQsbJqGOmRiP1RBdTIQQlDkcPLhuYuYH3XwzX/axZ99/x4a51RjU0c6Epa6irhln8rpgx2k0waf+/EDlNQMRs4EkGu1Ddt+sdPFo/OX8PDM+aRMA6uq4rZYkUi+s/4uHJOk9no1YFF03l+9jkOB03TGfZhIZuVUUeeqoMSeN2pkREqJrytAoDdEWU0RVY1lbH9xH88+8Tob/+dN7C4bzlw7rlwHVrsF3aKhqBfXI1WzqPzBX91DRd3IqKk/2cfO/tewKY5RI6BjkZZpbMqlpcwKIbBYrp7zJiMyliZqBIkZEWJGhLSZwEQiEBRYS/FaiidgPwapdBPRxBZS6dNIaaCq+dgsc7BZFqAquUOWlRhmN9H4JhKpo4DEotfhsF6Hpp5dHyQxzACxxDbiyX1IGUfXqnBYV6JrVYiB71/KFP7IT1BFLg7bKmKJLcSTBwATq96Iw7ZmWBlMsX0euZZp+BJHL/nYh9IZ20l7ZBtVruvfNSUSU0xxtaIIwaq5NTy1+cCoSsRSwgvbjzKtyMv7bliI9QLv/dFEil+/tpcXdhydNNGq0bh6nlBnoQo3V/HwLxuXmoZ6PgzDZN+uJixWnVnzzl0PNmw906QtGGJT02lePHaC/Z1d+OOjK1mqAymNN9RN56a6WhoKC3BaLJfcqiDHZuWaivKssRhOJvHHrwwlwstBrs2GIkRG3dI0CYxx7KFEgg3HTw4z9haVl1HlPZ8be/j3Iy9TvoSqKLiEhh5K49Fs2LXRnUqVlUX81b8/xq6X9vHfX/wlhTYHpa7R+wEORVdV8uwjhbWKHO8OJ8NYCCFwaXaW5DeOex0jbfL9L/yKXa8cJB5LkkqkMQd6RsUiCWKRBL6uiUlftth03vuJm8d836Y4uKv8Q+SP09CRwNHQXrb7Xhn3GKSUdPYE2X+4neY2H7F4CofdQnVlPnMayyjMu3Lb+EgpCaZ9HA/t4UR4Dz2JVoKpftIyNXBtS4RQuLH4QVYUvGfU9U1M5JBIrCrUrHF29rKx5Ha6+/8G0wygKt4BJd4ggbBBcd7XcdpWZZdPpg7T7f8iyfQx1IFG9sHor9G1aoo8f41VnzcoSJVupSfwFaLxzQPGnoZh/g6/+lMKcj6L07YWIVQkBuHos0gZJxJ/iXhyP4rixDTD+MM/wmVfT5Hni6hqppefTc2jyrUWX+IYE/nATZphDgd+TaFtDk597DTw0ZBSEojE6Q6EkVKS47BRmOvKpmECBCJxWnsD6JpCeX5uViE0ZRj0+CMEonF0VaHE685G6dKGQbsvRGGuk0Akjj8cw+2wUuJ1oyoZ8TtfKEpvMIJF0yjNy8F2FTlEppjiUijJy+Hu6+bwz+2vkkyPDHzEkil++Nx2ookkD6ydT0HO6L1JhyKlpNMX4uevvMVv3thPJD5xYlrj4Sq9elVUJecyPVQFhuknnW5GyjiK4kXXpgHD62kyD0sT0wyQNtoxZRiBiqJ40bRyBLZRx5sR04mRNtowTf+AgI0DVS1CVQqBc3vRpZSYpp9k+ihCWLDos1DEYNrFmTTUySKdMnjp6T0UFudekLH4RlMz/7BhI22B4DB1zTNkBGsszCku5rbGGaysrqLE7UJTLi6qMBqKEBS7XOiKQso0M0IsY/RofCdSluvOGouJdJrT/X6klCPO673tnexua8++ZlVVbmusx3Ke2s54OjUsWmkZSHUyTRNpShRFyfwtQVEF+5W/3QAAIABJREFUypAUUWlKTNNEUZXs30KIYVElKSWmYWbHfHbEaWApjLSR2YcihvXsU1QFl8eJM3dkM+uhx5/dP5l9IDKG0Rmj5owRrKhK9rWLjX6925BS0tXiI9D39td72lQH1c6G86qankFKSSQdYOc4I5GGYfLK5iM88T9b6egKYJqZ81bKzLUwrTyPjzy0nGsXT7+iVJmllCTNOHsDm9jW+yw9iVbScvRSCIGCcY7az73+N9jT/yomJopQWZZ/C43ua0a5VlIEI7/BNP0U530dmyVTW2YYPaTSzdj0wfo6w/TTE/gnUukmirz/iMOyFIBYcjc9/r+jx/8lSvO/g6bmY5pRfKHvEI2/Tn7uZ3Dbb0UIG8nUEXr8X6Y38BV0rQKLNiO7/XjyLVTFS2n+v6NrNZhmgL7gNwhFn8Flvxm347bMsQvBNNdajgZ+RyTdeTEf9Zj0xPdzLPgUc70fQj1Pi5YzSCk51NLN957bRiptgMg40v7kjuuoK8sY1G19Af7td28QS6ToD8e4ZkYFj96yDKuu8dLuYzyz/TAAkUSSEo+bP717FUUeF4FIgn996nUaK4o43NpNJJ5kWqGXT9yxArfdytbDzfz4lV1AxrCsLyvgI+uX4nVdPUrHVyuZOSWZfsJyQLRtwCGcTBkk0xml3Mxvg2Q6TSyZpq13bKdcTyDCrqNt2CwaFl1F11QsWuZvi5b50TU1+92e+YqVi8j6eiegKIJbljSw+UATr43RzzMUS/DECzvYcaSF25fNZGF9BcVe14BTZVDJPRRN0OELsv1wCy/uPMrxtr5h89T8HAdpwyQQmdxAx1VpLAq0YSkok0kiuY/+4L+QTB1AyjhCceK034LH/Uk0tYjB6EmKQPhxwtEnMYwu5EDdglCc2K3X4s35c3RteKNlKQ3iyTcJhP6DRGov0owgMRHCgqaWUOD9GlZ94Zhjy9wAOvEFvkIsvpFc98ex6MO9+oqwTWq6rikl4VCc/MLzR2SG0hUOc8o3UrJaVxTKcnK4rnoatzbUM6ekGJcl83Cc6JuOEAJNUbIRSk1R0Eepq3qnUl+Qj1XTSCeTpEyT7S1t3DdvNrm2TFpdJkU4yZP7Dw6rN2wsLuSayvMLLPljcRLG4MTRZck4MQ5sOsKW3+9k9vIZbHtmN8G+EPNWz2L9h9bgGlC1O32wld//50vc8uG1vPbrrTTtbyG/LI8HPnsHpdOLMU2TI9tPsOGnb9DV3IO32MPq917LvNWz0M94sIXg8Lbj/O47L+Dr8FO/qIbbPnoD3pKxVV+HImVGnfPlH7/Gsd1NWO0Wrrl5PtfdvQSH285LP36dSDBK1+keEtEkax9cweanthMJxnjoz++kvP7S5bHfDVhtOjbHxdVuXAgWm54x9kfBobmY7mzEqoy/FZMQAl2xoo7z/nr4eCffeeI1nA4rH7p/OTNqi7FZdaKxJIePdfDCa4f4f49vpDDfzYzpl57GORFIKQml+9nQ9Qve6n+V1CW2hsjRvLTFThI1MintFmGl1jUPixhZVyaEjikTGEYvIFGEG0Vzo2vDFZXjyb3EElvxuj+My7YuG6l02taSdB2jN/B1YontuB23kEw3EY69jNO2mlzHexEi4yiyWa7B6/4Inb4/JxLbgMU92L5EKC487o9i1edmnFLChdtxD6Ho0yTTx4cfn15BlWsNB/2/ZCKji6ZMcTTwO/KsjVQ6rxs1Gjsab53MOPk+/9CN5Dpt9Idj5LsHMyD6wzE+ccd1zK8pY/eJNr7x5KvcvmQm00vyWDpjGguml5HndtDWF+Cvf/Q8+5o6uHFBPRJJjz+C2x7gs/euwWW3kkwbOG0WeoIRvv/8Nt6zdBY3L55Btz/CV361gQ17jnPvdXMvqnXRFOPHH47x1OYDdPnCROKZViHhWJJ4Kp01ElNnjMYBwzGVNkgbYzvKtxw8zfYjLeiqOsRYVLPGoq5pWHUVh9WC027BZbPgclhZOaeGxTMqLuPRXzm4HVYeu+Namrv6aRqjPUsqbbLnRAf7T3XidTso9rrwuh3YLTqptEEoGqc/HKPHHyEcT4wQs8l12vjUfavYerCZZ7YdmtTjuTqNRaGhKDmTvh9TRglGHsduXYnb+TBgEIn9nlDkZ4BCXu7nhvR5VDBNH7pWg9vxAJpWiZRRIrFniUSfRhE55Hv+IdvyQkpJPLGFnv7PImUUh309Vn0+QlhJGy2kjc5Rai0GkVJiGB34gv9ILP4GHvcncDsfGdF3Ugh93L0oTdOk+WQP/b4I9TPLcLltNJ/qIRQcW+QnEU/R1xOianrhuPYxGgJwWizMKipk3Yw61k6vodKTm217MVmcac1hDFyBVk3D9i5q0lvt9VLpyc22w3izuZWnDx7hjtmN2HWdaDLJr/cdZMPxQc+YpijcNXsmnlHSMIcipaQjGCI2pIF9vjOzTqA3xMafb6a31cfSWxcSj8b5/XdfJBaO89Bf3IWqqURDMXa+uBd/d4Da+VWsvGcZIV8Yy0BB+PFdp/h/n3yceatnsu6R1TQdaOXxv/o57//8vSy7PaOqFw1G2fTUdlbesxQh4OnvvYy/O8BjX/sAuvX8E3xfh5///LMf4XDbWfvAcvzdAZ761vMEeoLc88lb6W7pZfNTO7j5w2vZ+IvN/OCvfsaa+5ez5X938uqvtvLQX96Nqk5Njc6Fqql85Iv3ETnHPWaiUBRBee3oRtg0Rx2lFVVYlQsTw8i3FLHYuxKbOraS8Bk27ziJlPBnf7SOOQ1lw+7tyxZWM6exnL//l6d5c3fTFWMsRtIBnu/4EXv9b2AyPtXXsRBCUGKvpthWyanIAQBaYsfwJTopsVedtbROrvMBEqlD9Pj/jmD0VzhtN+GwrcSiVSPEoHMhkTqKlHFslkXDjCghFGyWBQgEidQB3NxCKn0a0+zHqs9GCPuQSIjAojeiKE4SqUNImcr6gTWlYGCfg8tmyjt0pBwuWy9Qqc25ldPhVyc8uhgz+tjr+wEuvQSvpW4cjijBwullvHmkhW8/vYWlMypZMqNyWPuJ2tJ8Zk0rxmbRqC72YtE1ogOK11ZdpbXXz4HTXdnXwmelvt0wv44Sr3vYWFp7AnT2h/CFojy/8+hAxo7kSGsPqbSRTXOdYnLwh2P8auMeOnyhCd1u2jBJGyax5PgEFlVF4LRZ3rXGohCChooiPnXfKr7681fO+X0YpqQ3EKE3EBn39p02C4/ctIibFtXjC0Z57k0xahnXRHGVXrWZNNTJx8BmuYa83M+jKBnVT5t1Gem+DiKxZ3A77sdqmQdkDFiP+08AFWWId9pqWUQqdYx4clem9kLNA0DKEIHw9zFMHwWev8PluAcx4F3NNKFPIBhl4iIUQMUwOvEFv0wssQVPzqdwOx4ctt/s4miIcRqLsWiSH3zrZY7sb+P//PltrF43m58//jo7t5wYcx0pJZFwnEXLLrx/nqooFLucLK2sYF19LdeUl5PnuHxpKhIy7RLI1EV67Da85zGC3knkOx2srKniSHdP9rP4l9c3s72ljQpPDif7+tnc1Ex0yMOhsaiQG+qmn9c7nDZNTvb5SA3xVpbnDF6ziqpw60dvYMH1s5ES0kmDF594lVs+vJb8ssw1EvZHuObm+az/4JpMOurAjdA0TV7+yRsUlHn50N8+gM1h5dr3pIgEozz/+EYWXJ9JUVM1lZseWcWa+5cDYHfZ+eEXfkF3Sx/lo4icnM3uDfvoONXNJ7/1UQrK8jANk57WPl5/chs3fWA1AIUVedzy4evxdwc4ubeZm/9gLZFAJtooDROm1C3PiaII6ucPGgqGadIfj5E0DDRFId/umJSUTCkl/ngcXVVx6jqq0FDVC38cFtnKWV9y/7iW7Q9EKSnMob6maMQ9TghBQ10x+Xku/MHJaZ5+oaTMJNt8z7M/sHmYoagJnVw9n3xrKS7NS9yIcCj4Zibt7TzYVRdl9uk0RQ4ikUTTIdrjJ0cYi0IIrPocSvP+jUj8ZcKxl/CFvo0//ENynPfjcX0wm12UzeIRI4WGFGEDBKbMfKaS5ED2Tub14ctaEaiYMgaYgDK43RHRY5FNcz973LmWaqrdN3Kw/2dIJrasoS9xlN1932NZ4f/FqRWf81kpBDRUFvG5B29g+7EWth5q5oVdR/nTu1dRW5oR5rFb9GxmjRACITICHKFYgu8+s5X+cIza0nx0VSGVHn4siiKwWfQRYzBME9OUtPuCBKKZ72ZmZRGzq4qzbbemmOLdgKIIrptTzafvX8O3fruJ5q7+Cck3yHXaePiGhTx4/QJsFp3asgI0VRm1PnKiuCqNRSE0VDH5xqIQNmzWlVlDEUBVirBb1xAIfZtEan/WWARQFBdSGhimH2lGkaQwZRShuDDN/uxDDTJF9onkHqz6LJz227OGYma/AsHoCnsCHdMMEQh/l3hiG96cz+By3DvwUBztGMYfWdQtGktX1lNUkktFVeZhEgnH8Ra4WLSsdtR10imDza8eHtf2h1KRm8MnVixj7fQaavPysOvnb3sxGSwsK+Uv12SEEnLtNkrcE9cK5EpHEYK7Z8/k+SPHaPFn6hX6Y3F+f+jIqMs7dJ2HF86lxH1+EY5wMsmBrkElME1RqMrzZv+3u2wUVxcObEdSNauCoC9MJBAjvyyzjCvXQe386mzq4Jl9JqJJWo62M2PxdKwDkUbdqlMzdxp7Xz1I2B/JvlYxJBW0oqGMZDxJsDd0XmNRSknzoTa6m3v53l/8JDuGaDCG3Wklncyk17rzXKiait1pw+11olt0LFYdI2VMlqbUO5p4Os2Thw6yvb0Vw5R8ff0t5NnPH7W7UBKGwbe2b6OhoID7Zs6+LKlxJUU5HG/qJpkysr0Wh41pQNynuPByOELPjZSS9thJdvk2ZOsTBYISWxXX5K1jumsubs2Drlhpjh7hcHAHchyRR0UolNvrUIVOWiZJyyTt0RMs8KwZoUIrhIKulZPr/ABux10kUofwh3+EL/gtVMWLx/V+QKCphSAUDKNnxP7SRg8SY6BkBFTFixBWDLMXMBg6BTLMfkyZQFMLMqJw2St4NB3fcxwjOrXum2mNbCKQbLqANceDpC2yhbeU77O44I+xa3ljLykl4VgCp83CrYsbWdYwjc/98Fn2nGrPGotj0eUPs+t4G5++ZxVL6is43e3n+V2jPxfOpiw/h5I8N6vn1LCsoQohIJpIYtW1d00P4ymmOIOmqqydX4vXZefx595kx5HWizbqhIDq4jw+sH4x66+ZgcOamf+U5rlxO6z0TaKj8eo0FtFRlAurkbs4NDT17HQgga5NQ5LCMLqyr0ppkkwdJhL7LYnkPgyzD0gjpUHaaEVTSxnqhTTMLkwZQddrEWL8KopSJgmEv0sk+hQO+8247HeMaSieOYZxG4u6yq13LcIwzMG6LwQLltTwkU/cOOo68WiStpa+cY//DEsqyllaWTHpqabnQhGCReVlLCove9vG8HZTW5DHHy5dzNc2vkE4OXY9kqoo3D6zgfUz6scV6Wnu93OybzBPP9/hoDJ3UJRKSpmJvA0gTZkpih8yK1M0BVUbuS8hMh67s2Wj5cD/g3345LBlpDkQ+xjvzE9ARX0pj331EazOQWeObtHwFGWiGtkaOMGAeM44tz3FqNh1nffNnUdDfgH/vHXTmO1cLhUpJX2xKKFE4vwLn4OEESeU9uPR89GUc6c2X7ekls07TvDKpiPcuLIBpyPTqNyUklAozguvHsRht7B0Qc0ljWkiMGSag4FtBFK92demORq4o/xjFNuqhhl2F2ZKQb61FF2xkDYy95v+VA9JMz4slXdodo0QItO+wnotinAQjb9OIjVYn2PT56EqBYTjL+Ky34KiZLZjyjiR+AYUYcVuyaSmW7RaLFoV0cRmco33Z0s9pEwRjW8aTGdFR3Jx9Zlnoov1Oe9hd99/YlxinefZSAxOhV5AERoL8x/DrnlHXS5tmjy38wi7T7ThsluJJ9MIIZhZef4U5zyXncrCXH752h5e33+KRCqN+xw9dYdS4nVz33Xz+MVre3hx9zGEEKQNk/tXzmVR3eSmJJ7JPpmqFZ/iSkJTFRbVl1NRuI6Xdh7j6a2HONHRlxGeGgdCQGGui1Xzanjv6nnZSOIZ8nIcFOQ6p4zFs1EU5zDFz8lCwEDa59mc8ToOTnaTqX309H8aw/DjtN+My3I3iuIFJP3BbyDl8C9RyhQgEVyYsEPaaCWR1ND1emKJLURiz+Jy3IsQo3+VmfrO8RmLQghUTUUd0qDXnWOnuMSDNkbTXk1XcTgv/LuY8jBeGahCcPecWSQNg/96cyedoZGqlG6rlTtnNfLo8iXk2s7/XRsDYjl90cFzfkZhPiXuQQdPNBij5Ug7ZXUlSCk5vqcJT2FuVuDmXFjsFqbPr+L47lPEwnEcbjvJWJJjO09SUl2EK9dBD5CMp2ja30z9whoQcGp/MzaHNWvonQshBDVzprH5qR0omkr17MrMpNLMqKuq+tT5OxkoQuCyWMmxWq8KIYzW2Eme7fgZD037BAXWwUl4KmXw62d209070JtUCBQBVovG937yOq9sPkJJYS42q0Y0nqK908/J5h5uXNl4RdS5Ro0QJyP7sqmldtXFjcUPUWKrvuSJuEN141DdxIzMvSaU6h/FWIzRG/waqpKPTZ+NongwZZBQ9PdImcKqz84ua9FryXU+hD/8A3oC/4jLfjMChUj8FULR3+Oyvye7vKYW43E+Qk/gq/QE/o4cx/0oiptYYhv+8BM4rNfitK1GCGWEmMSFoAiNatdNtEY20xnbdfEbGgOTNCeCz2LIBAvzH8WplYz4XjRFYfWc6ZR63YTjmcheXVk+FfmZlkfLZ1Yxs7IoW0OY67TxR7ctp7LQg8dp4zP3ruFIazdpw6S2NJ9EysAxEBF32608euu1TC8ZGdlUFYVbFjfQWFlEU5cPKSXFHndWgXUyMGWaYLKFjtgOiu0LyLPWT9q+ziCAW5Y0MKNidL2G6hIv6iSXIUjAH43RG4lQ4cnFrusUelx85oG1xBLjqy0ci1AiQdOAQjpk7s3luTnjLtVRBNSP8dmMRUVhLn/58A0kkiMVle1Wnfycic0yEUJwy5JG6ssn/zsUQlDsdfPg9Qu4YWEdu461sfXQaY629NAfihGOJ0ilDUwp0VQVu0Uj12mjotDD4hkVLJs5jdqyfKyjZOG5HVY+ee8qfGcZizaLRpFnYgJrV6WxqArXpCp8nkFiYBh9ZC7JwWiFYXQCGopypv7QJBT5OanUSfK9X8bteC+QyeU3TD+KsGOcZSyqSj5CWEgZrUAaxmk0qkoeBZ6voKp59Pg+TX/wG6hqIXbrmlEV0oTQx12zOBofeGwtNvvYY1M1hfrGUtw5755av3cSQgjsusb7F83nmspyXjx6gj3tHUSSSayaRkNRATfW1bKgrHTcqcKhRILXTjahCoEqBJqqcktj/TDxICNt8L//8SJtxztJRBNs+Nkmbn/0JjzjSMETQrD+Q2s5tPV7fOtTjzPr2hk0HWjhyI4TfPjvH8I60AtM01Ve+flm+rsCCEWw4WebuO7upRRW5CNNSVdzD12nezi68ySxUIz9bxymv9NPWV0J+aVeFq+bx44X9vDtP32cJbcswOqw0nGym5q507j1I9df/Ic+xUUhpWR/dxfPHD9KSzCAy2LhpppaVlfVYFFVntizG4/NTnsoyMGebopcLt47czYN+ZlJapO/n58f2Ed3JMz84tJh4ksXS9yIEkz3I+VwD3HaMNmy8yTHTg1vyizIKEgfOdHFkRNd2dYZZ9i45Shul41H37+KtxNfsotAcjBjpNo5i0pnw4REbHTFgnWIYZgwoqO02xCYZpRw7Hn6zVCmzhANTS0gL+ePcTvu4MwzWQgLee6PoQgrgeivCUWfAjIpp7nOh/C6P5Z9Bgqh4XbeA0LFH/4Rnb7PAAaKkoPLdgNe98dRlaLsGITQBuYaZx+3IPPMHttp5NAKme19H4HkaWLGhWffnA+TFKdCLxFN97Ag/1EKbbMQDG1fICjxuinxjj5ZrCnOgyFBRrtFZ+Xswaj2uda16horZp4tSjSIpirUleZTd55014vlTF/PhBmkN36IptDLdMZ2kpYJVhb/9eUxFoVgZlUxM6vePjGqVNrg+9t28Ou9B/nC+rXc2jgDl93KDQvrzr/yedjc1Mx/HtxJMJ4kZRjoqsoX1l/P7bPH30f3QvG47Ny0aPK/uzMIIWicVkTjtHP3Lz3TI1Y5Tyu78aCpCiV5bm5b1si6a2YQjibwhaKEogkS6TTSlOiait2qk+d24HHZsejqOduQqIrC8lljX48TwVVpLCqKa3TxlwlGyjjx5Hac9vXZmkJThoklNqEqOVj1WQNLGhhmDwz0OTyj1CalJJU6TirdjKIMj5ho2jR0rZZkcg/xxA5s1muHGXuZyYcYYQAKYUfTytHUKvI8f0Nv/5/hC3yJQq8Xiz5/pHDCBaShjkZx6bkbr2uayn2PrLgqogBTjI4QAl1VmV1cxOziItKmSXLg4aArw+sFx4NF1fjkyuUk0pkJoK6qNBYVDjtHPMW53PqR6zmw+Shhf4T3fe4errt7aTatMyffxZKbF+DMHd2TWF5Xwqf/41Fe+flmDmw+Qn55Hn/y7x+hbtF0hCJw57u5/dF1zF8zi61P78LX0c8dj61jzYMrULVMP8RDW4+x9eldGGmDxmvr2fHCHva9fogbHl5JfqkXd56Lj3/9g2z9/U72bzpMMpGmbHoRs66tR1EVqmZW4CnKQSiCyoYyHG47QlGobCjD7rJNiTlMAp2RMBXuHFZNq2ZvVyff3LqZIqeLecUlHPP1sa2tlQdnz+W9s+bw28MH+ddtW/inm24G4B/feI1il4v7Zs5hX1cn+7q7WFqeSYuT0sSQFy5GkjBjGHJkKpHVovGZx24ifhHefc8Ee88vhlDKR8IcdHBWOWeiT5CDVhUa2pBtpWUK86zPUAgbRd6/JW10YpoBpEwPtJQqHDDmzhYIcuF1fxy3414MM2Ogq0o+mloCQwwoAEXYyXE8gNN2E2mjHSnTqKoXXS3jjJMXMuUuhZ4vIKWBqgxP9bTqMygv+EG2FnI0hBCUOq6hLuc9HOj/KSaX7pw4G4lBZ2wXr3d+kdneh6lxr8Oq5L4j0zAzqckmKTNKINlER3Q7rZHN9CdPYAyo0louS3nSFYTIPF9tk1APOr+shG/fdyeheIKf7NrLy8dOvKv6UA/laPgIu/p3srJgFZWOaZe8vTPXp0VTyctxkHcF3PPPxxVrLCrCiqqMXrytqyXDpLMncRTE4i8TUCuwW1cAkkjsaeLJ7Ths67DoMweW09C1OpAvEYn9fkCpVSeVOkIg8vhACupwY1FV8slxvo++wN/SF/hrcpx/gEWfAeiYpo9k+gRO2zp0fXSV0UxvqKV4c/6cvsDf4At8hQLvV9DUqrMeFEpG5nuSEEJcEWlTU1w6Z84bXVUv6cHjsOjn78MoJfWLprPynmWjvl0xo4yPf+OD5xxrWW0J7//8vaOvX1/Kw395NwCzls8Y8b6qqVz/0HVc/9B159yHO8/Fug+uYd0H14x4f9V9g2Nffsc12b9X3LVkzG1OcfEIIbixppZYKkXCMChyOnml6STtoSDzijOCRQ35BXxg3gIsasYT+82tm4gkk3RHwrSHgnx+1VqqPB5mFRayqaU5u+2uRDvbfa9c8Ji64q3IUYxMRRFMKx9bfORKJ2nGh0X7cvQ8xl/se24yrSeGOEYxRyipnhF5s2jV494mqOhaKTqlxNNpEqaJpqqjGk5CCDQ1H03NRL5MKQkkEtg1A6umDSyjYNUbRt2foriwW8fugXwGVVho9NxLX+IQ7dE3x3UsF0Mk3cnO3m/TEd3JLM8DFNhmo11gG5grFVMapMwIwWQzXfE9dES340scJW743+6hve1YVJUPL1nEXXNmUpbjnlAngdNiobGokJRhsPFE04Rt92rDlCZv+raxufcNGt0zJ8RYvBq5Yo1Fl2011QVPjPqeqnguKVo2XnStDrfzAcLRXxMM/wBJCimj2KzX4s35VFZkRwiB23E/ieQuQpGfEok+nU2TddhuQlPLiSe2Dtu2EApO+12ZXo7h/8YX+PLAOgpgIIQdm3Up5/LlCqHisN+MYXTRH/om/cF/Jj/3iyiKd3hPKMU5sN13p1doiimmuPpJGQavNJ1kU0szSSNN2jTpiUYYqoFTkZOTFc2ya5m0aUOa+BNxLJpGjjUzgbZpOnmOwWdIX6KTV3t+j0WxIhh/jYoh0zjU8QuUXS0MNd4EAuUc6ZYXimGmSZuDoi+asKCIwe1HUykiyST5DgeKEBimiS8Ww65rOHXLeSfEUkqeO36MY319fGLpMuz6+SOiwUSCL722kXtmzmJF5cROBu1qAfPzPkow2UI43TGh2x6KIRO0RF6jN36Qatf1TM+5BY+lBlVYr6pIo5QSQyZJGH78ySZ64wfoiu/BnzhJ3Oif8HYkVzu5dhu54xQfmuLCiaQjtERPj6s10DuZK9ZYHOr1u/wInPbbsFtX4bCtw2FbSzy5G9MMoqll2KzLRqTCaNp0Cr3fJJbchmF0IYQdi96AVZ9LKt2E1TIf5azekIpiJ8f5AezW1SRT+0gb3YCJoniwaPVDIpeZtBy34wFM0zcgnDOwDWHF7XwIRfFgmD5MGUFheMqMKi7eWEzEU4RDcTx5zmyhr2matDf7aDrZTV6Bm9oZJVhtk19DOsU7A4fbRnF1EdpUc+YpLoAmv5/v7niTR+Yt5NqKCkKJJE3+F4cto44xKXZbrCQNg3AqidduJ2kYI5RQrYqdm0vux6OPX4jjZOQQe/1bz78gkEymCYbjeHIdWSU705S0d/k5ebqX3Bw7M6YXY78C7qUWxYoiVAyZRiKJG+NvFn0+4maUSDqY/d+hudGHZAptbW3hd0cO8+Ub12HXNHZ3dvDfb+3mowsXM7/k/P1RAerz8smz28ev5cgHAAAgAElEQVSttm2YJu2hEJEJqGM9GyEEBbZZzM37INt7/p20nNw+mjGjl8OBX9MSeYMy5zKmOdeQb2vAquSMqmvwdiOlxJQpEmaQcKoTX+IIfYnD+BJHCae6SJnhCTMQDdOk2R/grbYO2gJB0qaJ22qlJs9DQ1EhJW5XVu271R/gfw8eYdm0CuoL8tnZ2sah7l6QkhlFBSyuKCPXZhthiEsp6Y/F2dPewbGePuLpNCVuF4sry6n2ekZVE5dSEkokONTVw+HuXvyxOIoiKHI5aSwsoLG4MBvxllJyvNfHUwcGFYEVIbh9VgMNhaPfu0xT0h0Oc6i7h5N9/YQSCayaSqXHw6LyUkonOCr5TqI32UN3YmRbnncbU7O1URBC4LDdkP3foswcZriNtY6mlePWRqbFWS1zsFrmjLGejkWvw6KfuyBZEVZcjjtGf09x43aO3RhaES4EykX5RQ7saean//Uaf/SZW6htKEVKyYG3WvjuN56lrcWHw2nlzgeWcu/7lmOxTp1OU5yfOSsbqV1Qjcv77ulpOcX4iKZS9EWjtIWCxNNpmgN+kgMpp4Y0iRsGpjTpjUbZ3NJMYJytL2o8XvLtdn689y1urq3nYE83p/z9rJpWnV3GrjpodC+kyDa+VjqZGirJ/sD40guPnOjiP378On/0wdXMbihDSsnh4538639toKmlD6tV485183jkvmWj9mG8nDg1DxbFllUs7Yw3YWKiTkCEsTveSsQYNBY9euEwwZtoKkVPJIKUkqaAn+/v2sl1ldOYVVQ4rgmtEILZRecWrLjcCBRq3OsJpVo52P/LSalfHIrEJJzu4GjgKU6HXsFrrafUsYhS+xLclgqsivttMxxNaZA0Q8QNP+FUB/2J4/iTJwkmmwmnO0maYUw58Z+PYZq8ePQE39q0le5QBJuuIYF4KoVhSm6on87frL8B10Dvuo5giB++uYv2QBAhBK+fbAIgmkxhSMn1dTV8evUKynIHgwBSSo709PJvr29hZ2s7uqqiCkE0laLI5eRj1y7h9pkzhpV5nFnnO5vfZOvpFhJpA6umYkpJMm3QUFTAN++6jfIh+wklEuxp7yQYT9AeDBJOJJlZXDimsXjK5+Pzz77E8V4fuqpgUVWShkE8laahqIC/XreW2SVvn1CPRGKYBl2JTpoiTfQkuokaUQQCh+qgwFpIub2cQmshDtV53vtA2kzTEW/nRPg43YluUjKFQ3VQbitnuquOPEveiL6uQ8diSpOYESWcDvOWfzcxI+Pg6U320Bw9PWIdXegUWovQlHfuHPiKObJwMslP9+3hmK+PYqeTxxYvxW19Z+Tcv90oijPTAuQirMV9u0/T1xPC5sjcQCPhBL/52Vb8/VEe/INVnDjSwTO/2cnCpTU0zJ7cHkpXOvJStNYnYb9XqqfQYrNgsV2OmuPRP5sr5XORyIu6Ji9tn1f2+XK0r5ef79+LLxYj12bjv3bvpMjp4uPXLKHG4+WjCxezsekUb7ScZnn5NO5pmInHlknBqszJxWmxZPM9nBYLM/LysagqHpuNz65YyU/37eV7u3awuLSMextnU+zMOCwsio1iWwVWZfzpXEIIdMWCOkbborPZf6Sdju4A9gF16Vg8xa+f2U1XT5CH7rqGtk4/T7+8n2vmV7FgduX4P7RJwGspwqXlZo3FU5EDhNN+cvVLy/ZJmQkOB98kaWaMfAWVUnvNsMjiGfrjMf5zxw5qvXncM3MWFlXDlJLfHz2Cy2IhkU7zRvNp7LrOB+YtoMrjoTMc4ok9b9EVDjO3uISH58zNRmRMKTnu6+OZY0dpDQbJsVq5rnIaa6sHFUBbAn6+uWUzHaEQs4uKuGfmLHKsVjacOkl/LIYQgjfbWnFbrNzV2MjswoxRetzXx/MnjtPk9+OyWLi+uoYVldOyRoEQAg0bszwPE0n10BR+6TKlU0oSZoDO2A66Yrs5qP6SXH0aedYZFNhm4bFUY9PysCkelFEEjMaT8jvWftMyTsqMkDQjJAYMw2CyhWCqlUi6i0i6i6QRwpApJCNbJUw0PZEo39u6g3AiyedvWkNDUQFCCPoiUfZ3dlHsdg9T7M4cheSZw0dZXFHG36y/gbJcN32RKE/seItnDx+l0OnkU6uXY9U0pJT0RCJ8/ZU32NfZxSOLF7BmejVWTeNoTy/f2rSNf3ltE8UuJ9dWVWaVkDtDYb780qvsbutgTW01t89soNjtIm2aNPf7MaWkwDlcd2JeWQnfue9OkobBv7y2mV/t2X/OY/fY7cwsLuTO2Y00FBbgtlkJxhP8cs9+/vfAYZ7Y8RZfunXdsN59lwspJcF0kOc7n2Vn/3aCqSBpaWSvDwUFVajYVDuV9kreU3YnM9yj1xJLKelP9fNi1/PZbRnSQCIRCHRFp8hazA1FN3Jt/gp0oQ87x6U02RfYx1bfFnzJPvqTvuw2AH7T9iSqGOkwK7WV8ke1n8BrGb3n6URz5rrzxWIc7enjWG8vvmgMQ0rWTq9hcUXZiGXPcLHP+SvGWLRpGjfW1GLXNZ48dJAPL1j8dg/pHYNdn02B+1HkKM2BzycW1N7io6gkl/wCd8YDdqCNg3uaufvha3nvB1Zw+kQPf/8Xv+DIgfZ3hLF4RpIbztTtyOxvBuSTTZnEOPNjDvlbJkibcVIymnlIGhFSZpikGSGS6iRphiZ0rJ2x3Wzp+SpWxY2uOLM/FsWJpjjQhBVVWFCEBVWxoIrBH0XoKCiZbq+IgcbaZ37DoCz9229AXAopmeLV7tc5Gj6GJjTur7yXPMvECY9c8Pky4pyJkzQz50vmnAmTMiNE0z3Ejf4JGydAR2wHW7u/ikVxoysOdMWFJXveOAbPD2XgnHkbzpe5RcXMXHvj8BcF6EpGsOaexlncMSMj3a4pCqaU2RF8ZOEihpYGzMgv4Itrb0RXMnLncwqL+bu1N2Ii0YSSbYgkgGrnDB6y/TFO7cLUFHP1PGa452JRz29ktnX6yfc6KRq4lx5v6mb3/mZuv3Eu7793Kd29IQ4caWf/4fa33Vh0aR6mORrpSbQB0BNvZZdvA6sL70G9SO+5KU2OhnZzOLiDM9eMU8uh1jVvxHmTMNL891u7CSbifGbFCpwDdYdn2qfs7uhgSXk5SwfSkc+k9nlsdu6Y0cgvD+xjT2cHD8we7McYSiT4xuZNVHk83FpXT1ckQu+QXrCxdIrnjx/nnpmzmO718sO3dpM2zf/P3nsHxnWc596/OXV7waJ3EAAJgiTYxGJSYhHVrGrLjrvjEjuOS+LkJk6+VOd+yefcdN84xS1O4tiO3ItkqzeKpMQm9gKiEb0Di+3tnPP9sQuQEAAS7KSMRwW7e87OzDk7Z2aeed/3efno6jW0j4/xraNHuLe2nh01i3ilq5MvvPIyX7zvfgocTjonJtBkmfvq6jk1Mszf7N7FF3bcxcrikqnyhRDYZD9r8j9BxorTE919XePvLAySRpAhI8hQ4hjSxE9QJDs22Y9dycOpFOJSSrArAWyyH1Vy5p59JRvHKwTkrOkWBqaVwbQypM0YKTNCygyTNCZIGOPEM2OkzBApI/t5yoxiWpnc9d6YTdVIMslINEqFz8vmmiryHPYsYcu32FBZgYWFNMv4ZVcUPrlpPatKS6bODzgdtI6O8syZVt7R1EhtfgALeKn1LHu7enjv6iY+vmEtei5uuj4/QMow+POnX+Dxk6dZVVaCXVWxgGfOtHKgu5d7G+r5k7u2nWuXZbGuogzTmt4uIQSKELh0DcM0sc8jnCPPYeePdmxFlqSpsizLIs9hZ39XD2eGR5hIJAg4r78qZ9yI8/3ux9g3thcAv+YnT8tHl3QMK0MkE2E8PUY0E2EgOYA2h3CTZVkMJ4f4n+5vc2LiOEII8rQAeVoeilCIZqIMJQfpiXfzve7HCKaD3Fd8P9p5618L6Il30xo5M5VnVZEU0kbW0q1J6qwbW5qknTcXXltYlkUsnebJ02f4zuGjtI6MZVNuAKosUeB0TCOLhmXx9b0HOD44xPbaGt62bOmsrtAXw01DFhVJojYvj5FY9JZfoN5s0NUGitTLy42TThnYbCqqppDJGOzf3YLNobFxyxJkWSJQ6MZmUwmOXb2YlsvFpKVmckKyMLGsSaU9M5crJ4NhpshYCQwriWEmyVjJ7OtJsmfGSOUW79n/Yue9jmNaaQwrlfubzpGB7GcWM2X0rxUi6T4i6b45jgokFGShIgl1asE/9V7SUIQ9RxrOEYZz7x0owo4i6TnCoGfJp6QjT5FQFSGkHGXI/kVI514zd16g6wVFKNyWtwa/5ucnvT8laZy/YWLlJoRcX8n1kWz/mewvBoaZ6xu5/jL1eqq/vLGPnOs/GTN+Xl9J5frLuf5jXocd9UmE0z2E0z1zHD2vv0i5/sJkf9GQJTXXX5xTfUSTHChTf8/vL9n+ce715H9Krn9M9pfsAvT8/iJL0gUnMkkItPNcuM5fRCmSfMFzJ1PEzAZVaKjSpVu7S21VPFr2sXmdm04b6JqCrikYhsm+Q2eRJIk7NtShKjJ5PidOh85Y8MaPparQWObdwKnQPmJGGBOT3SOPY5ddrPJvRZfs8362LcsiY6Vpixzl2YFvn+eCKqhzraTINpMYdwaDGKZFXi6+9HyYlkXA4eBT6zZMkchJ2BSFpQUFlHu8BBOJGeVKQqBIEpVeH5sqKrEp55ZAAsF9dfW8a9lyBNATCnF0cAAzt2oscrr42Jq15Dsc1Pj9/M5TTzISi1HodLGjZhG3V1aRNgwa8vN5tbubzomJaWQRsn3QqRRzW/5nMKwU/bH9N0iwJTsXZolcmFC6a5ZzBJJQkJBnIYtmjvxdv/nuSpHvdLKsuJDdHV389Yuv8LblS2ksKsCt67kxZ/b+XJXnp9o/XTSw3OthRXERz7e00zE2Tm1+gIxhsudsF4oksbK0mKRhkDyv75b7vLh1nRMDw0STKeyqSsYw2d3Rha4oPNTYMEUUJ+uBueOwLwUi1+9NyyKRyZAxLSzLQpEkPDadRMYgbdyY3/JMpJnDwUNYWKzP28gDJQ+Rr+ejChUTk1gmxlhqlDORMxhmhhJbyazlxI04T/Q/zvGJY+iSzo6iu7k9/w78atblNGEkaIu28uPeH9IV6+T5wWcpsZVym3/deelyBHfkb2WN/5y6+UtDL/DC0HMIIfFI6dtZ6lk2o25FKLjVa5+2xbIsoqk0X35tH988eJhYOo0kBKoskTZMTMviDYbE3HGZp5pbGI5G2bqomnznpYuy3TRk8WKIp9McGRygcyKIR9dZVVxCsdNFNJ3mlc6z3FZaRkHuBsTTaXZ1d7IkkE+Fx0s8k+HI4ABdE0G8uo01JSUUOLJ+zyOxKKeGh6nNy+P40BDBRJz6QD4ri4pn3WW6FXElC3Z/wEVHywDRSILgaJRD+9pZsbqKkrLs4GkaJqZpcTPcqqQRojuyk7gxllu8x8jk/matfTEMMzG1YDetDCZpDCsz9f5WmvwuDAuT7HVe7kauQMpalISCRO6vmCSgCrLQs6RSsqOKLGFQpUlCYafAtoJC+4qre1mXCElI+DU/xbboNMVFgLQZpzPyIrHMaK6fRKf6TdqKkzFjObKX6x/k+ox1rs+8KfvLZV7StP4i1PM2K5SpDQs1RyzV3EaFMrVB4aDQ3kSBbeZEfDPjUsZWv89BS8cQ4UiCeCLNa693sGxxCRWlubHUzE72N8NgKoSgytlIg2cdh8ZfwsIkbkR4euBbdMWaWem7gxJ7NTbZOSvZyYqWGKTMBKOpfo5PvMrh8ZcJZ85Zy71qgPWB+1BnsRSUeTz8xZ07+OrBA3zvxHF+47b1U8ROIChze3Cq6iXdf7eu85sbNvLDkyf4q10vU+b28s5ly2gqzMZq6YpCqduNlLPquDSNjGlODZ8lbjeOXJ26rCBLEhnTJGOa7O3p5uXOs4STSTKmyUAkjDlH3k4hBG61nHUFn+XA8Jfoi+29SRU+ralxL/f2lobXpvPbWzbh0nReaT/LS63tLCksYEf9IrbW1lDp8866UeW322ZsMqmyTL7LSSKTIRjPulQblklvKEQ8neYfd+7hy69Oj2VOZgzG43EcmjJFIpNGhqFIBLuqUuG/dvkxM4bB6eERXj3bzZnhEUaisWx6mXSGjrEgZV73Dft5e2LdpMwUmqSxrWA7pfZzVjEZGbfqxq26qXRUTbmTvhGWZdEcPsXh4CEANuVv5v6SB9HPG1scioPlnhVYlsXXOr5M1IiyZ2QXSz2NuJRsOEL22XRPI37OyWOAT/VTbJufyNa1gAU819rGf79+mKRhsLy4iNurK6n2+/nG/oN0jM/0RhJAU0kxbl2jcyxIdzD05iWLyUyG/zj8Ogf7e6nLCzAWj/NUawu/veEtFDpd/KT5FOOJOO9dnnVnaRkb5euvH+DPt95JyjD4j8MHOdjXxyK/n6FolGfaWvj9zXdQ5HTRGwrxpf2v0RDIBgYblkXKMLITyE0wad9oNK2pYtcLJ/nml19kdDhMOBRny13LpsRsxseiJBNp3N5rn8rkYohlhjk8+nVixoJy1dWAhTllcb0cLPO/f95kMZQO0RxuocpRQWuknVAmRIW9nKWeBgSCmBHjdKiZoeQwHtVDo6cBn+oDIJKJ0hJpYSgxjCQEVY5Kal21Fw02Txohjox+45rK2f8y4cr6i6Ap78O3HFlMmQnC6WwsnyJdWJSmaWkZT75wgn//n91EokmGR8N84NENOHIxjMFQnFgshdd948dSyKrDbs5/iOFkD92xMwCkzDhHgjtpDh8koBVToJdh5qzykLXRd0ZPYVkm4UyQ4UQPg4kuwpnxadLzqtDZnP8g5Y7aWet2qhrVPj8faFrJ3+/ZzdqSUjZXVk0dl8Sley0IYGl+Ab+/+Q56wyF+dOokX3xtD1+87/6p49IbyML5C+i56uwJTfB/977Gg4uXsLWqmqSRoeuF5y/cFiHwqlWsL/gs+0e+RG/01ZuUML55MOkO+vl7tnN8YJAXWtvZ3dHF/935Kj89fopPbd7AnXWLZhDGSe+TGeWdO2PqvElrXU2eH98s6SxWlhYTcDimXEcnvyMESNfIjdEwTX5+6gxf2vUaqYzBitKibNyirmHk4ixvJCaFZkzLJJgOYlrmrOIz2dyrs9+jtJXiSPAwMSOKR/GwMW/zNPfS88uod9VTYiulPdpGV7yL4eTQFFm82RFNpfjB0RPEUmm219bwB9u3UO33IYTgpydPzU4WhaDE4yLP4WAoHKEzGGR12ezW2QvhliCLLWOjPN3Wwue33snKomJCySRf2PUyj59p5pO3reeuRbU809bKI0uWYlMUdnd1UuP3U+Xz0x4c55m2Vv50y3ZWFZcwGInw+889xa6uTh5dml2YjMZiNDUWc3/9EmQh5vRd/2XEmg21bLxjCbteOIWiSNz78GqWr66c8qlvbxkknTaorCm40U1dwM2GS9iqnEiHeLL/KSoc5dhlOwKBLmk0sISkkeSnvY8zmhqj3FFG50QXRyeO8f7K9+BW3PTGezkaPI5f8xHJRNg1sof3Vr6HpZ7Zg+AXsICrhZ5YO08NfI93V3ySgH5hNcGVjRXcefsSXtzdjCQJ7tnayG0rq6bG0o7uUWLxFLVV80/dcS0hhKDIVsF9Jb/KL/r+g95429SxhBGlN9427bMsLE6HDnDqvLjEN0IVOhvz38ravLtmWPun1Q+sKi5he80i/vvoEeoDAQocc++IW5ZFJJViIplgPBEnmk7TGwrht9vJszsYi8V4taebco8HXVFwaRppw7hiYbK0YRJPp3GoKolMhn29PYwn4hf9XtaKUcH6gt/hkHDQGXnxurql/zJCCIFT11hfWc6a8lLetybM06db+Ma+g/zr7n00FhVOUx0FGI/HSRnTiXzaMBmNxtAVGU9OYEvOpbroGB3nfWua2Fg1e9yxOM89Xldk/HY7PRMhBsIRavOvXjz9JIYiUb6+9yCxVJq/fOtdrK8sw66qSJLESCTKs2dayZg3bqOiylGNXbYTNaL8vP9nZKwMyzzLcCueeW8IRTJROmIdAAT0fIpshXN+V5N1CvRC2qNtxI04Q4lBapyLrtr1XEv0hcK0jIzgsdn4wJpVLMrLeaVcZAzz6DZcmka3YTAWu7zUPbcEWTwbHEdXFBYHAsiShM9mY2l+AYcG+kkaBm8pr+C7J45xZnSECq+XA/19vGNpI3ZFoSsYpD8S5jvHjvCjUycwLIvecIiO4PjUJOHWNNaUlOKYR/LeWx3pVIYnf3aIQL6bzdsuHsfo8tj42Gfv5t5HVqMoMhXV+aTTGb7/tZe4Y/tSqmoK+OTvvZUly8pm/X5wPMozPz/CurfUUVN7ZXLm8XiKn3x3LytWVbF81dVNnLyAG4+oEaXeVcf6wDokpOymDRIdsbO0Rtr4SM2vUmYvYzQ1xr+1fYUz4RbW+tdQ56ql2lmFJmmkzQxfbf86HdH2BbK4gGuOuBEjmB7FtC7uu+t0aHzsvZu56/YGhCSoKsubsioClBZ6+ezH7qSp8eYRChNCosrRwNvKP8lzA4/RGjmMYV2Y0FwoebVb8fOW/PtZH7gXXZrdgurVdap9vqmY00eXLqVrIsjBvj7uqauj2DW7FcACdnV18kxbKyOxGCnD4J/2vkZ9IMCvr70NBJwaGebxM82Ypkm+08mn123Ao9sIJ5NU+3x4tHO/R8DhoMLrzb62Oyj3eKY2kVVZZpHfj11RqPB6+UDTSl7saGdn51nWlJTw0OIGvPrFRY+EELiUEm4r+C102Udr6HEy1sxYywVcOSbXeyJnIVZlmSq/j3evXsHrvX0c7htgOBKdQRa7ghP0BCfw27M5FS2yBOzk4DB5DgdV/qyHiypJbKgsZ2f7WQ5297GpunJKiXe2NkBWq2NtRSl7u3p4vqWN1WUlOLSruw6dSCQYCIWpCfhZX1k+lRrEyl3bUCRKnuPGeTPUuuq4LW8du0ZeoSfew7c7/5sqZxVN3lUs8yyn2FaMLOQLEseJdJBIJisgGEyN893ux2ZVLc3CojN2FgDDyhC9ijlkrzWC8QQTiSRVfh+LAv55k2lZyo6lpmWRzFxenMk1IYs/On6CF9raUSSJz2zaSF3gyuS2JyWzM+akAAWkDANFkpAElLjcNBUW8VxHG2tLyjAtkzUlpdmgXjlLLjdVVOLKTQTbq2uo9p270bIkIc9i9o6kUvzw2HFOD4+wo66WbYtq5p3kdz7onpjgn3a/SjydZmNlBe9ftfKaC4JkDJPX97VTWZM/L7IohMDtsdPYdG6XLNQfY+fzJ2lYXs66jbUsbpw7L1kmbTDYHyQRn6nEeqlIpzLs2dmMz+9cIItvQtgkGzWuGrTzhEYsy2IwMcRwcpgf9f4URSiYlslocmwqUW4oE+Zo8Bj9if5cfqV+Khw3z4J7ATc/Lte6lDJTFyVP58Pp0Fm2ZOZ4KYSgtrqA2uqbz0NDCIkSWw2PVnya48E9vD7+AoOJbjKzqGvPBbvsZJFzBRvy76PK0YAs5o433FhewdrSsqkYxQKHkz/dsi2nAinxgaaVs7cTuDMnNHM+ZCkbY6jbFT674S2kzawAmiLJ6HJ2EerWdf54y7Zpgkj31Naxo2YRshA8sHgJpmWi544XOp385Z07pmIX39m4jAcXZzendEXBMM15eycJIbDLeawOfBy3Wsbx8W8RN0bm9d0FzB8nBoY42NPHipIiitwubIpCMpPhWP8gLcOjBByOWdVAx2Nxvvrafj6+cR0lHjcT8Tj/uf8QneNBHm1qpMKf3VAQQrCjvpanmlv5/tHjaIrMjvpFeGw2MobJWCzG8YEhlhTmT1kdJSG4b0k9T55q4afHT6HKEvcvXYzfbsewLEajMbqDE2yvq8FnzxK6yTUwQMY0Mczs+4xhYpjmeWItOUuqpuGz2xgIhTnaP8CK4iIypknryChfeW0/0WRqBlk8vw7DtDCsbOyuYc5ex5VAl3TeVvoOvKqPXSM7GU+N0xw+TWukheeHnqXB3cCmwO0sctXOSHUxiVgmRtrMxtaOp8fZM7prXnVbVvbabhVkBWws1Dk4y1xIGyaJTAZZiBkbGPPFNSGLp4eHefpMC6os8/7Vsw/sb4SRCxRPmVm3kKSRIWUYqJLE0vwCFCHx8tkOttcsYiASYX9fL3fWLMKmqAjg7to6/mnvqwxHo6wpKSU/566yOJBPnt2R3cEpKcPCYiwep9jlvuhgfnJwiH9+dS/j8Tinh4ZZVVIyI9/NlSCcSPJcaxvhZBKnpk1JuV8fXJ+aAgVuPvk7986IBVnAAt4ISUjZ9AxvgCZpBPQAt+dvxp5LUbCjaDuFegEJM8H3ur+PLulsDGzALtsYTY1e76Yv4BbHRHqMl4YfJ08rYGPgLhJGnL2jz5O6SPzlQKIb6xZabFwuhBA4ZQ/rA/eyzLuRnngLreGjDCTOEk6PEzeiZKxkLv5KQhUadtmFRwtQ5Wig3r2aYlsVmmS76OJSleVpgiJCCOznef3MtdgRuYXQhRZDuqIwm/C+JMQ0z6IpV8FcO7IkUn7D+ec2tWRJwnmeVfJSN5WzOTudNPjejler5MjYvzOSOP0mEtC68RiLx/n63gMk0hl8dhu6opAyDMZicXx2Gx/feBslnpmKlrdVlBFPZ/itHz+BS9cIJ1NMxBNsqq7go+vWYp8UXhKCUq+HP96xlX/cuYf/3P8633n9KA5NJWOaRFMpNFnmj3ZsnSpbCMGiQB5/cvc2vrhzD48dOsaPj53EqWmYlkUkmaLM52F9ZfkUWRyMRPnynn0MhMNEkyk6xoIYpsm/7N7LD46ewKmpNBQW8OF1a/DYdErcbt65cjlfe20/v/f4UxS7XZiWRSiRZHtd1gDSNT4x7ZqHo1G+vGc/faEQkWSKzvEgKSPDV187wOMnm3FqKrWBPH79LeuuOB961rru4oGSh1jjW8v+8X0cCR5iMDHIWGqUPaO7ORI8zBr/bdxX/FYK9YbdEvkAACAASURBVKIZY4hhnXMn96t5VDoqZ417nFE3EoX6lXm8XU+4dQ2npjEeTxBMJGbtr2+EZVl0BYMMRaLYVIXSeXxnNtw0bqjHhgb58emTdE0EGYvH+atdO6n0evnIqjWUeTx8at0GvnX0MD9pPoUFrCwq5oH6xVOEb1lBIV7dRuv4GB9sWjU1WJe5PXzytvV859hRfnjqBAKBz2bjM+s34rPZkCUJt6YjSTMnMFWW0ORsfi+7qjLLKbcsTNOkrWWAnq5RnE4bi5eW4vacm8jTqQxdZ0fo7R5DViRqagspLvEhTSZtFZBKpjlxtJuRoRBuj526JSV4vFnpZyNj8vr+diaCMRRFYllTJQVF59w7RoZD9HSNUl4ZoLN9mHAoTkGRl7olxei6OtXG/t4gHa2DyIpEcen8ze4LeHNACEGNswqbZCOaiVJhL8fEZCI9gV22kzSSjCRHuT1/M+X2MgYSg0ykQ1PfNyyDtJkmYSYxMUmYCRJGYpr1cgELGEkNcGD8ZQJaEU3ejcSNKK+M/IKUmbzgosOwDJzy/MQRBoYmCEUu7mLo8zgozL/2MuyXikmBCbfqZ6m6ngb3OlJmgpgRJmnEyVhpTAwkZFRJQ5fsOBUPitBuynE7lc6QThvYbdqs8/+lwDRNovFUlkTaL+96s/dXpdSxAY9Wycnxx2gPP33V8/P+smJteSn/54F7ONo/SH8oTDKTwa5mSc/GqgoWBfyzqqEGHHZ+Z+tm9nf3cLRvELBYXlKcS0HgmPZbS0KwrLiQv3voPg729HG4r5/RaAxVlqnweWgqLWFZ0XRyIksSb6mqoO7tD7K/u5fjA4OMxxOokkS5z8va8lIKXefF6uZyy7o0HZemU+SeOVZY5/1fkSU+vG41SwryebWzi4l4Ap/dzvrKcjZWlfNqZzeHevunbchMijJP1lE8Sx3nVXHFEEIgI1PuqKDUXsa2gjtpiTRzYOwAZyKnc1oEOxlLjfLBqg+Tr0+P61YldWqcrnEu4tdqPo4uXxmJvRlR6nFT6ffRPDzMcy1tLMrzX9RSGEml+MGxE4zFYtQG8mgouLyY+JuGLNb4/Lxvxcpp7kDKJJETgjsqq2gsKGQ8HsemKBS5nGjyuea7NJ0/27qdRCZDhcc79bkkBFsqq2kqLGY0Hpsii/6cUlWtP4//vW0HRc6ZE35DQQGf23I7HWPjbFlUjdd28RiEWwFCwIkj3QwNTGBZMNAXZFFdIR/7zF24PXZSqQxPPX6Inc+fxJN7n0xkeM+HNrN63aJcGYLnnzyKZYEkS/R1j9HYVM5HP7kDl9uGaVn0947TfLKXQwc6+M3P3T+NLLa3DPGNf3ueqpoC0mmDTNqgr3eMh9+xjgcfXYsQgtMnevn3f30BVZXxeO1ZAYPwxYUDFnDrQRYybsU9q2tFka2Yt5bcy+6RPewd3YcQAr/q421lD+NVvWwIrOfA+EGOThwjT8tjsbseh5zbhU0M8uLQy4wkR0ibKR7vewK/lsd9xXdjXzB2LyCHMns1by/7CE7ZjUvxEs/FsdxRcD/l9rnFD9qjpzgW3DuvOh772QFefrXlgudIkuCBHSv46Hs2zb/xNwjZFBJ2dPnmUG+9FJimxU+ePcreI2f57Q9vp6LEf0XljQaj/O3XnsPvdfAHv373FZHjrPBNKWvzP0WBfRknx7/LWLJlwco4T8x1552axuaaKjbXVM1xxuwwzGzy+kdXLOPRFRdXaxZC4HfYuWtxLXctnl3td7bvFLpdPNC4hAcaLxxrX+xx8/l775xXuZPQFYVtdTVsq6uZcWxHfS076qe3s8jt4k/v3n5JdVwtTKa7Wp+3kSbvKs6Em3m8/6d0RNtpDp/mUPAgOwrvnraJ51E96LKNqBFlPD1Gxkqjz+pDcGvDa7PxwNLFNA8P851DR3HrGvcursdnt03Lr2iYWbfTvlCI7x05wY+PnUSRJO6qr6X0DTG588VNQxa9NtsFyZgQgnyHg3zH7G6gkhCUume/CUII/HY7fvvMSc2uqlT5fLN+z66qvG1Z4zxaf2vBsrKT5Xs/fAfFJT7aWwf5xy88zuv72tl61zLazgzw3C+O8r4P38GK1VWkUhm+8x+v8OPv7mXx0tJcGdnkn5/63ftwuWzs29PCt/59J92dIyxdXo6qyjz8znX09dTS1jI4azvGRsJs2rKER965DlmR+cF3XuXFZ46zNZea4+c/Pog/z8knfutuHE6dXS+d5sjBzut5qxZwnVCg5/Oh6g/gVb0zjslCosm7gjpXLdFMDCEEDtmOQ87u6m4v2Mpa/2oypoFLcQICMydDH9AC3F20A/O8LVCBwKt6SRlj1+vyFnCTwy47WevfMu0zWSgsdq2gzr18ztxeACcm9s+rjvqaQtLp6Qt+y7KIJ9J0943T3TfO5nW1rFt5aYvZBVw6TNOkuWOQY819BEOxKyaL6YxJZ9848UT6quWrUyQbNa67ydcbORP6GR3hZ4llhrnlEx5eEwgccoBSxwbc6kK8+psFNtnGCm8TiqTwlbZ/JWpE6Yx2kjbT0yyHXtVLgV7AWGqU0eQIQ8khqmXnVfFoOL+EC4l3XQ9IQvBI41KO9A3w7JlW/n7nbn52spmlhQV0BYOYpsWus50MRaN0Byc4OThE90TWKLSpqoJ3r1wxLS77UnDTkMUFXF/UN5RQURVAUWSWNJZSXOrn1PEetuxo5PTJXoaHQuzd08KR188C0NM1Sl/3GOFwAlkSYMFbtiyhoDArb1zfUIIkCcKh6Za/rGvN7HC6bGzYXI/Xn3WxaFxRzq6XTpFIpEinMnS0DvHQO24jP1fHqrXV+PMuPZnoAm5+qJJKQJ9bCEsIgVNx4lRm/v6KpJCnzS45rss6hfLsMQmphY36BcwBWSgU6qXYZdecub2ycWYaspjfNHrv1kbuvmPpjM8NwyQUSfCTp47Q3DZAfuDWyPl1K0OWJX7lvtVsWFnNosqbT1RoEkJIuNVyVuV9jHLHJlpCj9MbfZWkOXHxL/8SQELFo5VT5txEpfMO/Hodirj1LN0LmBtCCPK0PGw5y6FhGTNIm1120OhZRmukhXAmzL6xvZTbK1DFlSvL6rKeU8G1iBuXl3biakEIQYHTwee23o5L03j6TAtH+wc42j8wdc6LbR282NYx9V6TZe5YVMX/2rKZ8su0KsJlkkXLsggnkwxHYyQyaTRZId/pwGebjHmbP5vPitkYjESjhJMpLMvCrqrkOx24tEv3/TdzbRuLxYln0lnlIFnGpWn47XZsinJd4ydShsFQJEI4mRVK8NhsFDqd2QB+cWkyM6ZpMhZP5PL+ZFAlGZ/dRsDhmNXX/kKw2VTkXPyhJEnYHRqxaLaN0XASTVPw+Z1oeraLNK2pYuPt9bhcNuKx7Hk+/7mFuyRLIASXIiqoqDKu8xJQy7KU/b6VVfZKpTLYnfrU72Wzq6jawv7GAhawgGuLPK2Q91Z+Bpdy4cnVq+ZR716BJl88REFR5t7RtdlUHrpnBbv/v1b2HTrLI/fOTxhuAZcHIQQNtcU01Bbf6KZcFFkVWJ0i+yrybIsZjh+lNfQL+mL7fknjGQU22U+BrZEK5x0U21fjUItymzY3X2zsAuZG2kxzNnYWr+IhoAWQpZnru4yZ4XToFKF0CIGg0FaIKk0ngZKQWONby8HxA3TFOtk98gr5Wj6b8m/HLs9Uek2YCYYSgwghqHRc2JMjoOUjC5mUmeJU6BRr/euwzWO8v1YQQlDp8/JHd25he20NTza35OJc48TTGSzLQlNkPLqNmjw/9y2p557FtQQcjiviPpe08s6SxBRPNp/hZ6dOcXY8SCydwqaoVHi93Lu4nrctW4omXzgnymRZ8XSGV86e5WcnT9E8MsJ4PIFpWbg1jSq/j3vq67i/YQl5dvsFy7MsC9OyaBkZ5YnTzezv6aE/HCaSTGFhocsKXpuNUo+b28rL+JUVyymcJVdTVzDIl/a8RiQ5UwGvqaSYj6xdg22euRgN0+TYwCDfOXyEQ339jMVjQNaVdk1ZKe9d2YQqS/NSTTNMk7axMX50/CR7u7rpj4RJpjNoikKh08naslLesWIZjYWFSLkcQhdDaCJGOmWg6QrpdIbQRIzSsmyuRH/AidOlc88DKyksnu4WKEliiiyKKxQFyMouz35MVWXsDo2J8SimaSEERCNJksn0FdW5gAUsYAEXgyIp+LSLp3wqsVXySOmHUK5wB1sIgddtR9MUuvvGr6isqwHDyjCS7CNtptAknXy9FGnOvGVXhqxMf+4fy0QICZH7J/vv3PNMOJrgv3+yj7IiH/fcvpRDJ7vZ83o7E5EEAZ+TLevqWLW0bEqNu61rhP95/ACReBIssNtUPvauTZQVzR6KYlkWoUiCQyd7OHK6l5HxCJIkKMn3sGZ5BasbK1DP3wQQgqGRMDv3t9LcMYRlWdRVFbBtQz2lhd4rjmXUhJNSx0YK7SsZSZyiPfQkffEDxDMjWLyZVXkFuuTGr9dR5thIsWMtXq0SRdgv2UAxX7h0ndVlpdTm5807DcoCLg0ZK80zA0/SG++l0lFJtXMRRXoRDiUbbhZMjXM6fJpDwddJW2kK9AKavCtnqKYLBEW2Yh4oeYj/6fo2wfQ4P+r9AUcmjrDYtZiAFgAB0UyMoeQgvfEeBhMDbCnYdlGyWOWoolAvpCfew+Hg66iSyirfahyyg7SVzuV3FKzyrb5uwnlCCDw2G/csrmPLompGYzGGIlGiqRSmBTZFIeCwU+R24VDVefOCC2HeZNGyLIKJBF/ctYcfHj9BIpNBkSRUWSaaSnFscJDjg4Mc7e8n4HRc8OGyLIvxeIJ/fvVVfnj8JLFUaqosgJFYjL5wmAO9fbxytpM/2LqFRXlzK2GmDIMfHj/BV/ZmpX4tQBYCWZIQAhLpDKOxGG1jYwxGIjzYMHt+wUgqxd6ubkbjMUwra8kzcqYyw7L44Or5mc0ypslzrW389Us76ZnIuotoioIsBD2hEGfHx9nX3cP7Vq28qJJRxjB4rrWdf9i1m7Pj4wiy0uKyEERTKZrjcU4PD/NSRwef3byJBxuWTJMdnwsnj/VwcF8bNbWFHD/SxfBgiPd++HaEEKxcU82zPz/CT763j3seWImuqwSDUSRJsKSx7KJlW5aFaVqkUxni8RSGaZFMpInHUyiyhKJevH0ej53lqyp55YVTLG4oxet3sPP5k0yM31g3gAUsYAFvfliTLg5ceJKVhIQkrnyBYFkWg8NhQuE42jzGx2uNuBHlh93/zEiylwK9nA9W/yEudXZCdbmwLIukGac71kxr+CiDyS5SRgJFUvBrRVQ5llLtasSn5s9JVNNpg8OneugZCDIeivHEC8fxuLIeTsfP9JHvd7Gy4dyc5bCplBZ5GRoN8/qJboLhOO95cO2c7evsG+NfvrWTwyd78Lhs+L0OTNPi8Mke+odDrFhcNo0sToTj/NWXn2E0GCXP5yQSS7Jzfys797Xy+d+6n9LCmTHZlwohBKpwUGxfQ6G9iXCqh57obrqjuwmm2kmb0TcBcRTIQsUm5+HTaihxrKXIviZHEG1c7Lm8GmgozOdfHn0IIbgssmhYKcYSp0maE6iSk3zbcuTzxopIuo+JVAdg4dfrcShFV7H1twqym0LDySGGkoMcHD+Q/SR3vy3LwsREQqLYVswjpW+n2lkz628vCYlVvtVISDze/1N64z2cDB3nVOjE1IbT5KYUZFNyvdFCORuygngP8L3uxwhlJnhl5GV2j7yCJCTMXNqkamcNjZ5l111lfTKtULnXS7n3yseWC2HeZNGwLH54/ATfP3aclGFQ5fPx6PJG1pWXo0hSzqp3mufb2nGoKoZlzfmAJQ2Dr+zdx3cOH0USgk1Vlbx1yWLq8wPIQqJ9bIwnTjfzWlc3L7a1IwuJv7hnx6xmVMM0+fGJk/zNy68QSaWwKwpNJcVsrKyg2p+VlR2LxWgeHuHE4BAbKsspds8eE1Lt9/PFhx5gNBYjGE/QMT7GY0eOEZrF0jgXrJyF84u79tA9MYFdVbm7rpb7G5ZQ4HQwGouxs+MsTza38G+v7SWRmTuhs2VZvNbdwxdefIm+cJgKr5cHGpawoaIcr83GeDzO7s5OnjjVTM9EiL95+RUCDgd3VFfNOZAKsu6jZRV57Hz+JD/8zmukUhkefPtalq3IJootLc/j1z69gx9/dx//9De/yLryajLb7lrGksbsLq3LbUdVzu3uSJLA5bZNEcHmk718/9uvEgkliIYT/Oixvbz4zHHWbqjlwUdvQ1ElXG7btPyLiirjdtsQkkDVFB5+xzq+9Y2d/NsXn8bp0qldXMyKVZVTrrELWMACFnAtEM4EOR06TIWjloBehHoV0j+caulnYDg067FINMnzu04TiaVYWl9yRfVcDViWRcqMkzTjhDJjRIyJq0oWLctiPDXI84Pf5VRoH0nzjSrXx3h97AUKbRVsDNxPk+/2C+ZoPHSyh1g8xR/+xj0sqshHkgRjEzE8Ltu0tBglhV4++s63APDXX32WF15tnrONsUSar39vD4dOdPO2u1fywPbl5HkdmJbF2HgUSZaw6dMXm2d7RrlrcwO//+t3ke93EY2n+NZP9/Ojpw/xyv5W3v3A7MT0cpBNN6Di02vwatXUex9mPNlGb+xVBuNHCKW6SJtRTOZeY9w8EMhCQ5NceNQK/HothfaV5On1OJUiZKFfc3I4o0VCoMiXX6dlGYRSZ+mP7yWS7mVbyT8gK+di65PGOMPxw3RFnmdF4OPUuN96NZp9S0GXdN5a8iCFtiK6Yp0EU0HiRpyMlUESAl2ykaf5qXXVsz5vAyW20gumMpKFzCrfaiocFewf28ep8ElGkv3EM0GEcKLLNjyKl2JbCUs9S1nqubi6rSQk1uWtx6W42D3yCr3xXqJGFNMy0SUNt+phsXsJynmx65aVwLKSCOFGzCPf45XCupT4L7isZ2leq27LsuiZmOCxI0dJGQYlbhd/fOc2ttZUT8XKrS4t4fbqKv7yhRd5rrVtTs0gC9jb1c0Pjh/HtCweaFjC57bcQZHrnHLRypJiNldX8YUXXuYXzc283NHBsy1tvHvlihnOBmdGRvnavgNEUik8us7H1t3Gu5pWEHBMd101TZPxRAJ5MtnuLHCoKmvKSqfet46O8vPTZy6JLKYMgx8dP0H72BiyEPzKimX89uZNuPVzg93mqioW5+fztzt3XZAsjsfjfGXvPvrCYap8Pj5/151sqqqc5rr6lqpKluQX8IWXXmY4GuUbBw6yqqQEj2122WBNV3n/r23B4dQxMiYTwSiaphAocE/F1EiSYPnKShbVFTE+FsUwTBwOHV+eA1mW8Oc5+dyfPYz/PCGGvICb3/3jh6cEaKpqCvjQx7fNqN/ptiEENCwr43f/5BECBefy9yxuKOVzf/YIeXnZcotL/Xz6f93H2GjW9SeQ7yYciqPbZt8Nssle6r0PkTKjc97TBVw/FNlv7rgrVXJQ53mQpDn7An4B1w8CKLAtv9HNmELMiPDUwHeRhcIi11KWuldT5azHrfiRxcXDLGbDz545yvO7Ts96zLIsHHadB+9awZrcpt0kBIJSx0Z0+eqRNZvsQ5XmJxaWNGLEMtlnxLRM0maStJnExAAEilDRZfu8hX4AokaIJ/v/i1OhfXMqDJqYDCQ6ear/vwhnxrk9/+E5Y0NT6Qzvun8Na5ZVTP02XvflC51YlkVH9wj7jnSydnklH3zb+mnl+T2zq7J73Xbe88Bayouz6qo2XeXuzUt48uUTnOkYuuz2XAzZNCYeih2rKbKvJGFMEEp3MRw/xmiymWCqg3hmlLQZw+RGh3JkiaEq2dFlH261DK9ahV+vxa/X4VAK0CXPdVlkX0sokp1a78O4tQoOjXxpxvGAbRk+vZ7R5Kkb0LqbA5KQqHHWUO2oJm7EiRtx0lYqZ7ETqJKCQ3Zglx0XJInnQwhBvl7AfcX3s7VgO8Ho40Si38Ph+U00pRSbbMepOJEvwa1eFjLLPMtZ7F5COB0mZSaxsJCFgk224ZAd06yUqcRzpOJP4PT9FUJcmdLyG2FaVtaYNTZOz8QEoWSSdMaYpvg+F1yaxv0NS+bkBxfCvEf3fd09dAUnEEJwV10dm6oqp4mqCCEo9bh5/+pVHOjtYzw+ez68ZCbDj06cZCKRpMzj4cNr10wjipNlFTqdvKtpOXu6OhmPJ3jyzBkebmzAqZ0z8xqmyS+am+mZmEASggeXLuFDa1dPO2cSkiQRmCPtxtXEUCTKK2fPYloW1X4f71nZNI0oQjbnzYMNS3ihtZ2XOjrmLOtAby8He/tQJImHGxt4S2XFjBhHTZa5q76Wp1taeKGtncN9/TSPDLOufHb5aEkSFBSeE23weGefUIUQOF02nK6Zk7OiypRVTI/nUVWZsopzu2ZzfXcSDoeOwzG9w9odGmWOc+UKAQ6njsN57ry5iCKAQylgVeBjcx5fwALOhy57WBn4yI1uxi0Hy7IIj0UwDRNvgeemTLh+pfAoeWwteIBT4UOcCr3O8Yn95OvF1LtWsMS9klJ7FQ7ZdUnXfufmJdRWz1TeFICmKVSW5bF4URH2N4xxQkjUeu6llnuv9LIuCykzQSg9zlCimzPhQ/TEzjCeGiZpxpGEjFvxUWKvod69mgpHPZp0YfEHyzI5Mv4yzeGDsxBFwRtTQyTMGHtGniBPK6bJd/usi8YCv4v66oKr2hc7ekZJpNKsWlqO5wJz2fkozHdTVjTdHcxp19E1hVgiddXadiEIIWFX/NgVP4W2JjJWgqQxQTjdw0TqLBPpbkKpLqKZQVJGhIwVxzCTV9kCmSWEstBRhI4qO7HLAZxKIS61BJdailstw6kUokluVMlx05JDy7LIWFGSRhiwUCTHFJm1LIu0GSVlhhDI2BT/NFfTK6nTIkPCGMe0Mrl7dG68MS2DpBEkY8WZVBWUJRt2OT93PEXCCGJhoMteFHFl4ibXGkIIHIpjKlbx6pVpR3OsIqBKaLZ6hHT5StPZmGHtgqrtk7DMCQyjE6yra9U3LYt93T189bUDnBwaIpxMkTKMeVsWS9xuNlVXXjuyaJEli6Zl4dI0NlVVos9inRNCsCQ/n2q/b06y2B8KcaS/H4ClhQXUBfJm7cRCCGoDeRS53IznWPRQJEpN3rkHMZhIsL+nF8PKJU1dtmxWoni9YFkWHWNj9IayCmUrS0oo984e1O7WddZVlPNK51kMc+YPbVkWL7V3kDIM8ux2bq+unjMW0aPrNBYW8lJ7B7F0mmMDg3OSxQX88iISjLHnF4foOt2HJ+Bix7veQqDk6sYhXU1YlsVEOkYwFcPERJdU/JoTu3zlLoELuHxk0gY/+IcnkFWZD/7ZO9+Uv4VDcXJHwQOszdtKX/wsZ8JHaYkc59XRZ9k/9hKl9ioaPKtY7GoiXy9GnUesyrpV1axbVX3tG3+VYWFxcOw5Xs5MMJrqx3jDAmiQTtoiRzk0/hLLvZu4veBhfOrcxC2SmeBocNe0cvK0Iho8t5GnFWNYBn3xNlrCR4gZWYtm3Ijw6sgT1LiW4VVnLtZ0XcGmXblM/vkIhuLIkkSeb/752uyaiq7PbIcQU2v664psfKMdVbLjUosptq8lY6XpDg/hUmEwNsBooh+XlsSmJEkY4yTNCeKZCL2RYULJEC5NJmDXMawMfZEwhQ4XuqwyEI3jUB0UO/KIpSUMS6PMVYgiXAQTEhnTTrGjmFJXKXbZiyLZCKVMsFScqs5gNEI0aVHo0NDk6UQxkzYY6BohnbwxLrQ2p0ZRRQAhYDhxlNbQj0lksnl5XWoZTYFPoEs+RpMnaZn4AUkjCEjk6Q0s8f3KFXsBZKwYzcHvMZI4hoWJLntZ4n0XeXojYNEdeZGuyPNIQiac7kYgUeO+nzrv20kaEzQHHyOYasXCwi7ns9T/fjxqNQCh8ShjAzcm9YoQUFCWh9NzvdKbCBR1CYq65DrVd20xEo3y9y/v5lBfP6osk++w49Q0VFmel8RTvst5bfMsxtNpOoNBIGvGrPbPLTbj1nVKPR4O9fXPerwzOMFYLI4gq9jTMjI6Z73hZDKb0w8IJZNMJBLTjo/F4nQHs52+0utlUd7VNfdeKiyga2KCeDrr5lEbyMM2h4CNEIK6QB6KJGGYMxO+RdPpqXtjU7Nxl+fnUnkj4pk0khAYpjklqrOABUzCNExe/MFeXvnpAe545DZsTh1ZuTl3ciHrNfDS0Am+3/UaPbExMqaBW7XxqzVbeaBszYJA+g1EPBzn8EsnaFhf96bODy4JCZfiod61gkXORm7PBOmOt3E6dJiO6GmeGfg+u5WnqHc18daSd+NSrq3AwI1Ee/T4BY9bWEQyQfaNPU0oPcr9pR+ZkzAOJXsYSfZNvfepBTxc9uvUOJdPubKmzAQtkcM83f9NxlKDAPTFO2gLH2W1f9uMcieVU68mNFXOivCk5u+2KcTcCt/zhWVZRENx2o/3cObQWQa7R0nG0+h2lcLyPOpXVVG3ohKn98Iq8bO3T5BMw9/te51Sl4eBaJhgIoFH1/ndddtZ6vcQSSX49slD7Oo9C5gI4O2LG7mjvIq/an+ZpsXLqPMH+L1jT7HIF+CdG7fx3dMnCKVS3FW2lsdOnWBXbxeWBYo0xvuWlrO9sgBZknih8xgnR4awKQrNYyOYlsVHV6xhW+Wiae0MjUf4u0//J/3X0HX3QmhcX8sffPnXMLRxjo/9OwFbI8v8H0JCJW1GUSUnSWOck+P/hV9fQlPeJ0ibEY6NfY220BMs9b3viiylXZEXGIwfYFXgM+iyl7bQTzg5/i3WF/4hFgYtEz+kzvt2Shwb6Io8R3fkRSpc2wFBW+hnhNJdrAx8CkWyc2r825we/w63FX4OCZVdj7/ON7/w06t3sy4BsiLzW3//fjbeN3eIimVZmEYPqcRTGJlWJCkfzX4/srIUISRMM0wy9i0UbR1Gpp1M6hCSXIhuewhJqZ16JjLpFhLRLCCsHAAAIABJREFUr4KVRshF2F2fRJKmk3jTDJFOvkQmdQDLiiNJJai2bSjq6nNWXHOMVOJZMqkjCGFH1bei6hsROQtytr1nScZ/hmkMoKgrsKzwLNfUm7umFiQpgGZ7K7K67JL6SXcwxKmhYZyaysc33MZdddmUGIo8vzIkIXBdpkFt3mQxmsq6ULhtOs4L7OBpiozXNrfLRn8oTMbMetc+daaF59va5jzXsrIxgABpw5h6PYnRWGyKmBW4XLj0SzetXk1YlsVINKvWqcpZt9cLDeUBhwNZSMBMshhOJgnGs+S4PxTmd574xQUnoYxhkjGzykyx9PTJLZY8zFj021jWTDcYTSmnwP0ZJOnSdnom05VYppXTDASEyEn0XjyA1rIsrJzirCRl1a/mM/FZloVhWrOa3YUQyNK1V0m7FZHJGJw+0M6a7Y08+NFt2Q9v4tvUFRvh3848iyQEH160Fb/mJJSOs9hTcjM3+4YjkzboOtWDrMqULy4lGUvS1zpALJzA7tIprMjHE3BPpb2xcs9waDTMYNcIqXgKh8dByaJC7K5zgiKWZRGdiDHaP87pva30tgwQKPVz5KUTU2W5/C5qV2bFtdLJNB3Hu7BMqFtdjXyeYmQqkaL9aBeyIlO7siqboxUIDofoax2goqEUp8fBcM8owz2j2bQS+R4KK/PRbCqWZdF9uo9UMk1VYzmxUJzBs0Mk4ilcXgcli4qwOae7/luWyWzj7DnIc07a2Tx3Cj4tH68aYKl7DRPpUU6Hj7B39HlOhw+xrfDBi5JFy7KIJ9KcaR+ku2+ceGJ2ElJXXcCaFZUXLOtGI6suOKkweE5507QMTocO4Fb93Fv8QXR55rwylOgifd5cVONaRo1zGcp5MT+6bKfRs56kEePnfd8gacYxMTgZeo0m3+1XnKpkPqgo8WMBLWeHSWeM6SkyrhEyGYNju8/ww399ltMHOkjEkhiGOSnMiyxJ6A6Nxaurefdv30fTpsVTz8/8YTEUi+JUNf544zYkIfibfa/wzeOH+bPN29nT28/O7n5+f8Nd1PnyeH2wj396/VXqfRUUOYroDRsEbBKScDEcM4mmZTpDcZoKitjd28uzne38wfotLPL5ebqjha8ePcCSvAIqPF6SRoadPWf5vXW382tNa0kZBm5t5rrNMrPjTWjsxugPREPxbAaAVCsZK0Gt5xGcSsm0MWU03U08M8KqwKdzSqZFlDm30Bl5llrPw+jy5SVAN60MfdE9OJQi0maUjBnFJufRk95FLDOITfZjksYm+1ElJ5rkxQIkoWBYCQZie8nTG0gaE6SMCRxKAV2RF0gaQexyAalE+obdV1mVSacuLOpoGm1EJz6PEC4UdSWG0UYk+Hs4vf8vinobWAlSiWdIxZ9GVpchy+WkU6+RTu7B5ftrZLkmuxaV89Fs95FKPE868Rw254cB33l1pUlGv0ky8Qs0/U4kuRgj3Uom9TqKugoQmMYosdBfYBg9qPoWLHOCWPj/YDPeje54H0KoWOYAkeD/gxAyqraJTPoImdQRJueb7DV15K7JjqKuwjA6iEx8Dqfnf6No6y95zVridvO2xqWU+67fBuW8yGLaMEkZ2QlBl+ULJoAXuXPmQjSdwswt9BVJQpMv3ITJ1BKaLM+I14un01NluTTthufCsThH1GQhoV8k36Qqy1OW0zfifHIs5UR5LlSWdt4ttyvTJ9JkpoVg7MdYVoI3wqYuJ9/9G3OW+0ZYlkUsnuJ4cx8Hj3fR1TtGNJZCliV8HjtVZXns2NxARenc1meAVNrg8eeOsvfwWW5bUcUj9zTNUJabDbFEim98dw+nWmZaWWsq8/nE+2/H47peLg63Brqa++huGaCvfRBFU9jzi0P48t0sWbsIWZFIxlN0nu5jfHACt99JdWM5DrcNy7Q4faCdvGIfxVXZWIiRvnH6zw7TuL4WgLMne3HnOUnGU/S1D2NzaCxZW4PNcWUbN23hQYaTIT5RfxePVmyYRhAXNgPmRiKa4Bt/8hiaTeXdn3uE7/7tTzm55wzxaAJVU7j3w9v41T9/F7pd+//Ze+8wOa463f9zToXOYXp6ctBolHOWJQfJlgO2ccAG4yUvS1rYJSxc0i53I/vb/bGwXLjAYlgWWAxLDsYY2+Ag23K2JCvnGYXR5Ni5K5z7R/eMZjR5JFvG6H0ePc+oq6vqnOqqU9/4voV+m6zFYz97mnu+9iBtxzuxcxamz2T+mkbe/De3s2DNHIQUOJbDT77wa5781XP0tPWR6Eny7H072PXY/qHfZtmmxXzmhx9B0wSJ3hRf+eC3sW2Hf/vd/yYQOdOL0tcxwBfe83XCsRD//JtPDd0re7Yd4D/+6ru8/wtvp68rwa++ej/dLT24SlFeF+ev7noviy6Zh3IVP/78PTTtOcntH76R+7/9CCf3t5DL5DE8OiuuXMI7/+lPqGosH7pXHPsQqf6/A0YHzAQe/JG/RzfGllSCYpBKOSTtPk6mj7IvsYPm1EEGrF7KPFVTcl4SySxf++5WHnnyEI7jjmDpHI6br13+inQWpdAo89RQ659HmacGj/RjqzzduTZOpg/Snj2BrSxcHHb1PcGi8HrmBleMel77rW5cVXy3oVHhrUcb4/pJobEwvI7dfds4nNwJQFv2OAN2DzHzpZcZmNdQzpy6OI8/f5S1S+tZv2IWhq6hANt2yeUtQkHvhPbQdOA6Ls/9bjdf/+sf03GqZ/QXFDiOSzqRZedjB2g52s4HP/8W1l69ZNproik11lfVUhko9HBdPauRb+/eTn82y/NtLSwqLWN5WQW61Li0pp7/3ruTXZ3tzApHOZUYQArB6ooqjvT2cHygj9bkALfOXcivjhzAIzVOJwfoSCfJOQ7dmTRN/T3UhQuGbW0owtWz5oxbdfVKgq2ySKGjidFMvK7KUejNLASmlFLo0ourLJSaKDA1MZRycFSWZK6FI+oXgx8S9yxBEx48Wgm1gc3s6rmLqDmXrNPN7ND1GDKI5aaxVYau3B7STufQvmXe5QguvCTP5LDJpX8K6AQin0XIOKg0yb6/Ipv6PsHo8sLXlIvUKgmEPw0igOncSKL3A+Szv8cbeDcCgZQlGJ4tKLcXO//c6FOpPLa1F91Yjjf4XoQIAi7gDvWj5nMPY1u7CZZ8GU1fBLjk0j8lm/4uunkpujGPfPZhlNtJMPZNpNYIKkWy/1M41r5hc/o5AIHIPyFkOZAj2ftRsunvETRXAFPriW6MlbCuroa97R3s7+ikPBTEkPJlsYmm9LRKKdAGX7pq7KzOcLgTbNeFRFBwgN64fCl3LJsaA55AUH+WFz2oowgF50opdUENyYIGYuHFUTAuJr5Og9m1MY9VzNIBzCkt5TNbrqTEN7Ub6uzMruumQJ0f3aW+gQz/9aMnefCxfaQyBcNLSoFShfmYhsa82eXUVU9cEtzVk+Rn9+3gZGsvx091s3HNbOqrYxPuA4VpdPemON7Sg+O6OI5LNmcXM44utv2Hri91/tG8r4V9zx6lvzvJ6WPt7HrCpHZuJXNXzsK2bH78pfs5+MIxYhVREr1JKurjvOl/3YQ/5OWH/34fG1+7khvevgmAA88f455vPsw//vBDIODe/3oUx3ZQCuy8jZCCqoayGTmLtuuSc/NYrkNHbgBHuXilQV++EAXVhCRoeBlenV94zlwyTh5buWhC4tPMwjpztsyOcklYGXyaiSl1LNch4+RRKAyp49OMERpPQ/u5heNbykEAutDwagbaOOfI2IXvDo7FkC/jS1oVovLH957iO3/7I8KlIf70n+7E4/dw6tBpGpfNwigGZZSrePznz/Cfn/oBC9bP5bYP30CkNMSxXSf41dce4Ksf+jaf+M5fULegGk3XuOFdW9j0hg0c3t7E1z7yHTbevJY7PnbTUGbRF/SdcYCUwnVdlDv286jcwvazx55N5Xjwv7eS6E2x+Y6N1C2oJtmXovt0LxWzykbsf2LfKb73jz9l5ZVLuO2DNyA1yWM/fYqtP36KSDzE+/7tbWfmqpJFg2EMkhHhRankmON0lUPKTnI628yhxIscSuymO9+BKU1qfY1cHr+eecFlhI3J166nXjjGI08eYvWyejZdMpdQcGwpiMphBGSO45JO5fAHPGjTziBND/m8TS5nEwx6OLu+2BAe1pe+ho3xG4kY8REkM0opEnYvz/f8jm2d95J1U2ScJHv6nypkDM9yBPNudojYRgqNoB4d973t14LMCS3naHI3Lg5Jq4++fOeMnEXbdjjY1EHvQJpczuZUay+W7fD0zmZaOwbwmDqzamJUFUmbSqMB3n7bJXzle1v5t2/9nhULa6mtjOI4LifbeomEfHzo7VcSPMfAGBSuYcepHn74xd+O7SiOgc6WXn7whftoWFRDWc30WnCEKGhRD153U2q4RZvFcl28+pngtBACXUryjsPieBkvdrYxkM9xeU09KSvPC20taFIS9wXIOzadmRSPn2oesl8ur5lFqe8M827AMEYF/l+pCOhV2G6WvvxhTG01AoGrLDThwa9XIoVOX/4oPr0MV1n05g4S0KvQ5cyJWqQwiZizCRo1rCj9AJrwoJSNi4MufIDClEFinoU0hm7Co0Xw6eVIoaFLb3HfOhZF34wUJq6yUbhFfcpXNpTKYOW3I4SHfPZ3DBJeKZVDuR0o90x5p26ugCJxj5QVaPpcHPsQkAMKCYMJ/QHhxfBeTTZ5F+n+v8fwXothrkXIwZ5oB8fajdRq0bSGYuWJRDfXQOobOPYhdGMetrULqdUhtfrC+UQQ3ViGYx0uTiqHnX8BhCCffejMnMii7E6Um0CMw/J8NqI+L5++ahP/d9vTfOGxbWxvaWVpZTkxvx+vrk+aMDM1jcbSkkn13cfClPbwaPpQFCidt0aVgw6Ho9SoMsjhKPEXDArbdtGlZGHZzBnMwl4PetEQ681ksVx3xs2b5wNCCMLFUljbdUnm8hM6sGnLwhnHmPLrBv5iua/tutRFI9TNUHTTUedHpNd1XR5+8iC/fXQP2ZxNXVUJa5bXUxoNYDsuA4ksectmbkP5pL+paWiEQ160dkFJJDBlcgK/z+D9b9vEm27JkEhl6elL8a0fPklLe985z+/Vik23reOSG1bQ3drL0o3zufV9Vw9t273tIM//fjcf+uLbmb24hs6WXr7ysbt57sHdbLpt7aTHzmctEr0p3vcvd1JWHSOfs/AFZmY8HRxo4e7mx+nKJmjN9GG5Nt859ig/PfkMAFXeKJ9e8jri3oIxrZSiPdvPg627eL7nKD25JCHDx6qSBm6sWUWNbyR5Vnumn/9v7y+4tXYts4Pl/LrlBfb2ncRyHap8Jbxv3jU0BM44JK5StKR7eLh9Dzt6mujKJYq03CHWl87ldXXr8Gln+ha680l+37qbZ7oP05kdIKh7WRWbzY3VK6n1l76sgayWI62svmYZf/qPd+IP+4Yi38pVQw5df9cAv/zK/VTNqeADX3wH5fVxhBCsvGopptfgro9/jyd+/gx3fvJWpJRUNpQDkB7IIDVJpCxE4/JZMyiDGx+2ZdO05yT/61vvZ9kVC5FSDo1bnJWJy2XzLL1sPu/+1zcTjBaM0bkrGzj0wjH2bjtIf1eCeM3kTtxYcJTN6cxxDiV2czCxk9bsSZRyKfNUcXn8ehaGVlLlq8crp84yuO9wG/FYkA++80qqK6dGgHH6dB/f/tZW3vf+LVRUvLQlR7tePMEjj+znwx95DWm3QA8/iCWRDWypeCNebbQRLIQgbMS4LH4LaSfJ012/ReFyMn2QjJMidFafkBoWuBSICdlThZBUeRvxaD4yThJH2XTnWmkMFoLMUgpikQB5y5nUUMrkLP7n189z7FQ3tu1gOy6RkI9fP7QbXZfomsYdN6zilquXDR378jWNhINeHnh8P4ebOzh4rB1Nk8RLAqxeUj9UmqrJwmclkdGtJ7omiZcEiU5A6qGUYvvW/Rzbc2rCOZyNpr0n2f7oPq5786XTWl/yjsPBnq4hroOdnW1UBUNEPF4WxuI8fOIYHakUFYEAJwb66UynWBArpS4UoTuTxpCSWZES0rbFzw/toz4cpdTnZ34sTlcmzUfWXkqZP1AIADoOIePCEQ+eC6JmI9X+jezr/S5t6WeQwkAplwXROwkYVdQHr+Zw/8/oyR3AdlP05Y+ytOSdaMIkabXSld1Nb+4AWaeX5uSDBPQqKv1rkeh0ZHeQslrJ2B20p18ApSjxLiRizKYxfDM7u77Kjq4v4dVKsdwUPr2U+ZE3Fo99moR1irbMc0ihE9ArqfCtwZAh5oRfx97e77Cj+yt4ZIS8myBk1DEv8noEr3Qn3UWpFMrtxco/NfSpkGF0bSkIA4ZK2IfZGUIihBc1yA47hUdBCA2P72Y0rZZ89jdkk18lJ0vwBf8C3bykOJYsQvhBDFd+KK5XqkDiqVQGITwMd6eE8A01L6uhOaVHzkkE0D0LCnOaBmJ+P0sqynmh5TTffPZ5TE3DZxhTyjBWhIJ89XU3UROZfon0lJzFgGlQFgxAR4FopiOZoj469ssuY1l0pcavh54VjeLTDXK2w7GeXtKWNWMG07jfT8znozeT4fTAAJ3J1IwuwvmCAGoiETQpcFxFy8AAtuuOy2J6emBg3Oxj2OuhKhTiYGcXPek0Lf0DM3YWXZWC8+AspjMWz+5sJpuziYZ9fPQ9V7NqSR26rg31Eubz9pTKSWPRAB9422YONbWzcG4lpSVT0/ySUlIRD1MRL/zOmWyen9y3nZb2c5raHwwKhnPHOJkQgdSqCgvVFHFs7ylKyiM0LCpkjyrqS6lfUMWhnc1cfuvq0ec/+4wCFqyZTfXsQoDAHEb7r5SD67YPLaojoSO1yuIiW8Cgo+cqxZ7+kzzctofVsUYWhKsRxe0+/cz3O3MDfGH/vezpP8nqktksCtfQlUtwb8t2dvWd4JOLb6EuEB/6vqVsTqS62NZ5kPtadmAph3mhKvKuTWd2pNaiUoqjiTb+/cBvOJxoZUG4mmXRelzlciLdTUt6ZPS/N5/iqwcf4LmeI6woaeDysoV05RIFh7T/JB9fdAt1gckpt88XgiVBNr9x45CjCAWjXmhnehBPHWrl+L5TbL5jI7lMnpbDZ0jJwvEQuqFz9MXj5DN5vIGXKSqtYPmmRSxcNwdZzD4MH/cQBHj8Hi65cc2IEtdIWZiKWWUc33uSXHrq+rhnoyffwf+c+Cq9+U4iRozlkfUsCK2g3j+PkBGdlkbXIGzbIRrxEY9Nnb7dytu0tvZh2zMva5sqUqk87W39uK6iL99J1im8x71agNWxq/BM0tduSi/LI5ezp+9JEnYvCauPhN1DyBjfMRZCICcxYKNmHI/0k3GSKBT9VtfQtlDAy8fedTVKKXzeie0Iv8/kQ++4EmuCaxk+6z7XdY1Vi2tZMq+SRCo35JR6PTrBgHeIWKK0JMDf/uUNaNpog608HuKzf3UzhjH+PWPnHV58/CC2Nb3fOZex2Pv0Ea56w3rMKbx3ByGFYG9XB1947gnyjsu+7g4+uHoDpqaxZVYjL3a28a/PPEZVMERTfy9rK2tYVV6NoxSG1Mg5NpWBIDnHpnmgjw3VdXg0jesa5rGvq4N/fmor5YEAOdsmbHr485XriXr/8NpDdOljUclbKMsupy93DICwOQtThtCEwZzwLUTMRnpzh/AaUWaHbiJiNiCEwFFZck4vHi3KnPAtuMoi5/TiKgchZKGn0E3RELoBISRZpxfbLXBehI0G1pR9lI7MdrJOL369nLh3KZowGbCOk3V6CRl1WG4SV9mcSj1Gym5nfuQOyrzLWB3/CJ2ZF8m7AwSMKsq8K/4AHEUQGEitEinL8Yc/jRjhSEnARKnC8++6HRTsWolSeVynE02fBdPQexXCg+HZgG6uwrVPkk5+kUzyawRLliBEACnLsewmlMoV7SqF63YCqlAiC0hZhmPtKdg5wl/oUXR7oFiKLAZtHRnBH/7MEDHO8DlNFWnL4ktPPMXP9+wjZ9tFno5iyewYRJlnI+/Y4+raToYpXVVdSpZWVPDosSaSuRy72tpYXVM9ZiSvM5WiqXf8LE99NEpjaYztLafZ39HJoa4uVlZXz4i0otTvZ0FZnKM9PZxODPDUiRPcvnTJBetdFELQEI0S8/npTKXY1dZGfzZLPDDaEXJclxdb27DGydLqmsbG+jq2HmsikcvxeFMzq2uqp505Ldy458dZzOYs2joLRnV9TYwlC6rRi5FVIQS6JtB9U7vxNU2yYnEtKxZflPiYHlwyyW+Qy/xy1BYhDAKRf8X0Xjnlo2maLJAUDa4fClxXFZ+hAsOgGibtkkvnRpShDzqIY0W0lNtHqu/T2NZoJkVNqyJY8tXC4l5EfSBOfdG5u+fU82xt38fG+Hyuq1o+6vhKKe5r2cHzPUd5z9yruaV2LX7NJO86PNFxgM/tv4cfn3iKDy64AVOeWeYUiie7DvHmhsu4pWYtQd2Li0vWsQjqZ8oCM06eHx5/kgMDLbx7zhZurFlFQPOiUKSdfIHNuUjI4SiXh9v38ETnAd7RuJnX1a7Dr5vkXZv7Tu/kKwfv57end/Bnc64aqoR4qREI+yitmrhvuOtUD5lUlq0/fYrn7t85Yptt2WRSWdIDGay8jXdqsZzzgqrZFejmJK8mBYapUz4rPmKOQoBu6LjO5O0SE0NQ42vgsvhrmBtcQolZhiHOTbJlVk2MvYda6U9kKCsNncPYXnqknQSWWyS100so89ROOnchBCVmBREjTsLuJedmhhzOiXeceLMpvfj1IH1WR/H5O1OKpmmSsik635qUlM/gugsh8JgGngmqX3RNDgUwz4aha1SWTRzEzmbytBydWcSz9XgXmUR2Ws6iITWunz2Pcn+AnmyG2+cvZkm8UDlQ4Q/y8fWXs73tNF2ZNBuq6lhdUU3ANHFcl7cvWYmtXAKGyexICR9deylL4xUIIajwB/jEJZvY2dFKWzKB3zBYECsjWCSxWV9ZS30ocsH5JaYDQwao8m+gyr9h1DZdeqn0r6XSP7oKJ2LOJmLOHve4DaGJdVODRjVBo3rU5y2pbSgcVpS+H114sNwMu3u+QdpqAxRC6ETMBiJmw6h9z21NfBkgvJiea8imv4udf/oM0YzbixA6mt445OpYucdxfDcjtVrs/DM4ThMe/+3A4HOginqVDoX+jJGtakrlcayDCC2GECGELEFqNdjOiwz2LRqeK8hn7yeffRDTcw2KDPnMr5BaFbqxCADDcyn57P1YucfQPZfgOu1YuacYIlQTXgzvNWST38LOPYVuri7OqQ8hNDR9JBPwRGjq6eW+A4ewHIeVVZVct2Au9dEoPkOf0rvJq+kz1pufsgt+2ax6vrt9O4lcnvsPHubauXOpO6uH0HZdHjpyjNMDA+McBUp8Xm5cMJ/drW10plJ8+/ntfGZLmPLg+At+1rYLxDln1dl6dZ3r5s1la1MTqbzFd1/YwYKyOEsrKsa9cK5SBR63l2ixqi+JsrSinEeONbG/o4PHm49z66KFQ1FyKGRnjnR3s+34iXF9fAFcNaeRu3e8yMn+fu49cJD1dbVc3jBr3IZ6VynS+TwBc7hR4+KOmdmZPhzXJZsrlBiHhkVVL+LlhEDIEModbVgoNFyneVpHm7eygQd/sI3DO5qZv3o2rc2dNO09xfVvuwJdlwTCPk4eaiObzmHlbHZvO4Q9AZvZiPGoDI7dNPZYZfxMOccMkHZyPNF5gBpfjKsrlhHUC8fyapLLyxfwy1NVPN11mD+ZdRk1/jOliAqo9kW5uWYNMc+ZNcerjQxytGX7eKHnGEsjddxcu4aQfiZD59FGGmVZx2Jr+37inhBbKpYQNLxDx9wYn8f3mx5nR28zSTtL1Hx5vC4p5QgG0rFgWzZSStZet4I11y4f8ztltaV4zkNP1nAU2OHGD17p5sRkXkAhjiEKDuNLgZhZzutr34MpPWP2sc4El62fy2PPHOEnv36BN9y0htJYYMrkKPv3n+ZXv9xOPm+zenUDGzbOxTR1EokMW7ce5PChNlzXZcHCKjZtWkg47ON4cxfPPHOU+lmlPPfsMZSCDRvnsHp1A7qukcnkeXLbYXa9eIJ4WQif/8wzYLsFohoAr+afsFR0OHSh49MLz5WjLGx36rIT40ET+oisZs45P+8z5fbgJr8ObjFTKUyk7w6Euea8HH86yCSzZJKjCeimgmRfinxu+tc54vFy3ex5oz4XQhD3BcbcpknJxpoz5Esh08Pr5i0esW/M62NL/dgG8MLSMhaWlo257SKmhlLPIk6ntvFcx/+PJk0sN4PjZllc8rY/EBKb8SGEhum7EddtI534EmLI8XPxBN42wrHStGrSA58Dlcd1uzA9WzA8m4stFy7Z1Dewrd04dhOu00Kq/28QMoLXfye6eSlKZcmkvolrN4PwAw6obJHsphBU0s1VeAPvIpe6u0i8YyOEF1/wQwhZuI8N8xJM7/WkE/+GTJWB8KLp9dhWsjgniem9HtdpJZ38vwh0Cha+iyfw5mk5i6m8RTqfpyoU4jPXXMmyygqklC8LQ/yU3rRCCBZXlLNlzhzu2befF9va+NzWx3jP+nU0lsbQhKA7neahI8f4zgvbJxy4EIJbFi3iiebjPHqsid8dPkIyn+dNK5YzPx4nYBq4SpGyLLpSafa1t/PUiZO8ddVKLm+YNepYmxtnc83cufx6/wEOdHby8fvu580rV7C+tpYSnw9NCrK2TU86w+Gubo70dPPONWsoD4402hzXJWPZ5BybnG2TdxyO9/YNZf6S+TzHenqIeL14dA1T0/HohVrh4VGyoGny+mVL2X76NP3ZHF/e9hRSCC6bNYugxyRrWezv7OTrTz9Hy8AAmhDjlqLOikZ517o1fG7r47QMDPB3v3+IN69YweWzZxVlNwQ526E/m6W5r4+nT5zA1HQ+feWmIUIihV2o454mBllPB5JZUuk8qUyOU629pIukNv0DGV7YfWKUw1jsocnsAAAgAElEQVRXXUJFPDzKuLIdl6PHOxlIjB5LwOdhfmP5UJbypUQyleVQUwdBv4c5s8o4cLSN+x/dS09/mmULa3jNpsVEwz56+9M8+Ng+dh88TSToY/OGeaxeVo8+RpnRywuBpo3HlOji2CfH7JMVCDRdG9Vf1risjmvfdCnf+5df4fF7yGfzLFrXyLprl6EbOle9/hJ+8Pl7+ezb/wNvwEMo6scX9A5lA8Y65iCU6kep9JjbpFYOYuZOSH8+TVcuQWOwgqg5MlJmSoPZgTL297fQlUuMcBYFUOmNUmJOnI1oy/STsLIsCNfg1zwT/uZJK0tbtpfefIrP7vn5iOyh7Tp05xLoQiPvTuxkF5yo0yM0moSMIGXFuLIO42IKt2hJRbRQejyrjOv/bMu47JwzQpE8Y5D4ajgGDePIJNmWCaFgMPP9UkATGtoYsg9TRT5v892fPM3pYb3Ug32jP//tTp584RjVFRH8Pg9n31rrVjRw49VniN/6+tI88fghNm1eSFdngrvv3obPZ7J23WwGBrJ0dgywcmU92azFvb/eQS5r87rb1tDbm+KnP3mWdesbWbe+kRPHu/nPbzzKxz/xWubMLeeh3+/ldw/u4YYbl+O68Pvf7WawhV4KiUCgULjKnXLpUuH7g9Uyo3+fQqR/ehAI5LDSMkedL6F2HSFLUG4fyt4L9gmUuRHBy+8sOrZTkMiYAWzLwXWnd1UNKV/R2T1fwMtr3noZLUc7GOhJkurPkE3nyKbz5DLFf+k8Vt4e6mkeJAx8xWfPzhHlvlVsqPgMKasNFxtD+gnoNXi18YmihmPBqgZufe8WBnqSJHpTZJLZoeuaLV7XfDaPY7sjrqlS6mXR1RUijC/4F3h8t+A6xWypLBtRhQSgm5dhejfjOqcRIoSmz4OhFhyBYW5A0xeMOr7UZhXPEyQQ/msc5yTKTSOEUSSqqR563wph4vHfgeHZiOu0AAaaPhshS8+8k0UAf+hjOL5bUWqguH8ExzmOkJHicUL4gu/H47sZ12lFoZAyPmpOk6EuGmZuvHQoKSSFeNmkxKYclvUbBu9et5aj3T3sbW/n/kOHee5UC9XhEFJIejMZWhMJ5sRiXD9/Hj/atXtcVtQSn5dPX7kZy3F49uQpHmtq5pkTJ4kHAviNgrOYsSz6slkyloUuJbctWTzmsYKmyUcvv4xkLsdjTc0c6e7hsw8/SonPR8TrQROSrG3Tn82SyOWoi0R484rRgqDPnWrhS9uepD+bJV+UrchYhf0AdrSc5r2/+CUeTcfUNUxNoyIY5DNbrqQxdsYYlUJwRcMs7li2dCgr+DcP/I76aISg6SFjWbQMDOAqxZtWLOeJ5sKYx4IUgtuXLKY/m+U7L+zgVP8An3/8Cf7z+ecp8fqQQpB3HAZyWQayORyluHrOyCiFUtaMMotKwfd+/gyPPHmIdDZPOpMnb9lD5Yp7Dp3mE//881H7feAdm7nzprWjDKBMNs/X736M5188PmqfBXMq+OLf3kEo+NI7i00nu/n0v/6S2fVx3v0nl/HFbz3EiZYelIInnj3C8VPdvPONl3LX9x/noScO4DgFTdBHnznEJ//8OjZdMjra+nKj4Gj5YZQjVnA2CuUPIx9t3dR46ydvwR86qyfH0LjxTzez7ppl9Hcn8Yd9VNaXDpUBrr1mKbMWVdPXmSAQ8REtC9PT1jdU8nTHR67HM07psev2ghq7b0zK8nPKLLoUdD41IUcwMw7NS2ooFPYYFOaGnJw1zHZtXFw8ms5ky7GtHBzlYggNv+5BH97PpsGG+HzKvGFMOVmZWJb0wD9g5Z9j8K3s8d2KP/xppkqtPR3ULqimanY5ux/fT+uxdmrmVg4r0Slk/4QQo4IBmqGh6ZJMMottO5hjBAt0UycQ8dNypI2+jgECkQIRjOu4HHjmMMneFIxfoTU5Xrl2LlCo8jjc1MHR452jtkXCPjJZi6PHu8bYE6orRvb4aZrkttvWsnxFHZlMngMHTnP8eBdr182mujrKW992GXbR2Th5sofjx7uGHA/To3P77WtpnFPOwECGF3cep+V0L7W1MbY9cYgrtyziNdcXssr9/WmefbbQl+XR/OjCwFJ5Mk6CtD2AT5s8K553sySsXqCQZdTQRwSvXBwsd/q9pOeDoG0URAgR+HMELir9XdzEF8//OaYITdcmrQQYD4ZHnxbJlE83+PSGzcT9L2Nt+TThC3p4/QeuLfynKBmSz+bJZayCo1j8O5PMkuhNDTk+A70pEr0pUv0ZMqkcmVSORE+StmHPxB86hJAEjRqCRs2M9l+0rpFF6xoLlZkorJxdvKYW+cyZa5zsTzPQk2SgJzV0bZN9KdLJLNlUjkwyR/vJbhK951ezsbBWmGj6HDR9zgRflEitYczMnBAC3Vw52ZkQWiVSq5xkPDqa3oCmN4w/XuFHN0dW50itdOR3MNH0xmllEs9GZSjEX2/ZxJe3Pc1dTz/HHcuXUh+NEDCNQoBv0oIcgdeY3P4ZC1N2FoUQLCiL8w/XbuHrTz/Lc6da6Mtm6Uqn0YQgYJpcOqueP79kPR5d5/Hm42Qsa0zaeCEEjbES/uX66/jRrt08cOgIrYkB2hIJnGKZqC4lHl2nNhJhRVUljbGxqaGFEFSHQ/zTddfwo127uf/QYVr6B+jPZulOF4xpTRR0CuOBACuqq4ZYRocjY1m0J5Ok82fKOTQhiPmGRZcV5OxC5nHw/2P1HAZMk/ddsp6g6eHne/fSnkhyuKsbKJTSVofDvGnFMm5bsoTeTIa+TJbgGCQ/Qgj8psm71q5hTizGD3ftZl97B8lcnt50BlUco6FpRH0+ZpeUcPXcOSOiSwp7xmWoXo9BrCRAjMJLxbIcjp3oJG85hINe6mtioyJZ45E3mIbGZWvnUFoSJJ3Jk0hmOXisnXQmP658yEsFpRQtbX3c/YtniUUDrF02i90HWzjc1MEjTx5C1zW27z7BlRvn4/MaPPXCMbp6U/zqd7u4ZNXsKRH4vFQQQiBkocZ+rKyd63ajVBohRmZtpJTUzhu9KApRyDhWNpRR2TC6PEhogor6OBX1Z4higsMIRWoax6ewV24PirEMQ1FweKfR2H02/JqHoOFlwEqTcfIYw8rUlFJ0ZgfwagYRY2b1+WHTjyl12jJ92MpBm4AcwK97COpeSswgn1ryOkonyVqOB9dpxbZeRLlnHIwCVfj5f0CEEJTVxrjxPVdz92d/xjc/cTeveedVlNeV4tgO3a19nNh/ivU3rqbxLM2/WGUJscoS9jxxgOd+u5PZy+qwLQdNk1QXHU5/yMu81Y3sfnw/v/rq/Vz/Z1swvQZHdjTxm28+9KqP/puGzkffezX5aRKWAATPYhMOBj2UlgYLz6om8flMrKJcTWtrH488vI+OjoECKdPRDmbPLhu6vtGIn2i04KgbhobHYxQ1Am1SqRwV5ZGhNbyiIjyUXQ7pJZiaD8vOM2D1cjJ9iJhZOWq9Hw6lFKczxxiwCu86R9kcS+1hVmDRkHxG1kkPbR/cx54k4+4oe4SDacjzUxY9NBclUBc4+uAPevEHZxYQipSGxg3YjQVNSubH4pN/8QJixH0mCsE/3fDhD02e7R8MdOVzNvmsxZFdx/n8B75DX1di0n1f7Tj7ugoEHp855ftHKYWVL1zXbCrH3Z/7NQ98/8mXaLQXcTaUUmQsm4aSKA8cPMIjR5uI+X0ETROfYaDLItfEOCj1+/j0lk0Ttv2Nh2k1fEghWF5Zyb9cfx2729s50NHJQDZHwGOyMB5neVUlJT4fluvyjdtvxXUVVeGxG8oLTl6Yv9y4gduXLGF/ZyfHe3tJ5vJoUhLxeqiNRGiMxagKh/BNoAsihKA8GOT9Gy7htiWLOdDZRXNvLwPZHApFwDSpDAaZUxqjPhodkrcYjnV1tfzn62+blhGjSUlVaOz5lfh8vPeSdVw7bw47TrfSmkggENRGwqysrmJWNIqhaXxi8xUkN6wn5PGM+xN7DYPXzJ/HJfV1HO7q5lBXF52pFK5S+A2DimCQ2bEY9dEIJT7fyKiBsnHd6TuLQsAdr13NrdedycJ2dif468/9irbOARbNreSTH3jNEHX4IHxeY8zohsc0eP0Nq3BdRd5y6OlP8ff/fi/7j7RNe2znA339afJ5m8986AYqyyLs3HeSf/jib+juS/HA1n288aY1vPW29Wia5DvRp7j7F8/SfKqbrp4ktVXT07Q635AyhpQhnLF6Ad2eIlPqhWMFhkHW1vEyiwZSm0Fp5TBETD9LI3U83rGfQwOnWRNrHCrzO5Xp5sDAaeYEKyj3zuw61Ppi1PpL2d7TxNFkO4vCNSOzbihksZctoHtYUTKLB07vYk/fCa4oX4RWnJtC4boKFxdDTrzc2tZ+XGfsbNNLAU3XuP6dV2FbNg98+1H+z/u/WWA2pmBslZRHWLVl2aj94jUl3PS+a/jxv93Dlz7wTXxBL1KTrL5mOX/55XcCBZKZ696xmWO7j/PQD57gyXuex/Do6IbOxpvX4PGZ5xbpf4X7mlIKKsvPj9RFIUB01ofFbMv/FA2129+wDr/fw89++izp9BktSSHH6LdUBdIV06PTP5AZeuclEtmhv0vMMiJGKSm7H1vlebr7t1T75lDmqRnTYVRK0Wt18FzPg2SLjI4KxbPdDxA2YiyNbMQQHppSe2nLnhjaz8UhZfdPOP+8myVlD/IgCAL66GdaKYXKPwpuEuG5EpzjKGsPqCxoDQhz1VBJ2IygVCE45xxH2YfB7QY00CoRxjKQlUPrmVIWKvcQIBHmpWAfRdn7CmyJWiXCWAVnlZZ7fCY1cys4suvE2OcfB0II6uZVztjRfDViMADq0zV8AQ/RePi8yvv8MUMIgekxMD0GXr8H38vFkj1iDH48/tvRjKW84ktMzjNs1+WuZ57jhVOnhz4brH6cCqpCIbL2zMr4p80OIIQg6vNxRUMDVzQ0jPkdU9NoKJmaQW1oGrNKoswqmZru1ETQpaQ2EqF2BhITQdMkGJuZJtd4MDWNBWVlLCgbv6G7IhikYgpevhCCEp+P9XW1rK+bOoOoUjPrWRRCEPB7GF6oksvbQ5Fnw9CIhn2YxnRoigWaJvBpkpD10otMTzgWKVi1tI6qYmR9bkMZ9TUxuvtS+H0mV26YN5RBXLqgGtPQSCSzDMyQhOB8Qohgkbb5yKhtrttTyEZd8D53t0AfzejMihAmQk5fVHs4NCG5tW4d23uauOvw77lz1kbqAnG6cwl+cfI5UnaW19WtI6TPrO+sxBPkltq1fOXg/Xx+36+5qXY1s/xlOLi0ZfrIOHluqV2LTzMxhMZrq1ezo6eZuw7/npZ0L/PDVUgEXbkEx5LtLC+ZxWVlo/snBqGUO75o/DRg+gyue8dmEr0pAtHJs6qBiJ/bP3Qj629YzZEdTfR19CM1Sbwmxuxl9VSNkTnWDZ3r/2wLc1fO5uiLzWTTeQJhH3NWNYz4Xu38Kj5613vZ++QhOk50YfoMGpc30Lisnhe37iM1kEYfJicwa3Etb/vbN7D40vkTZrCEEFzxhg3MWdlA7KySTSkl17z1ClZfvYzwOOyUrxYopUgks5SVhdGk5HhzF83NXZSXTz5vj1dn+fI6Hn/sADU1UZSC559vwnUKzqJfCzM7sJTWTBMKxan0YX7Z8h9sLL2ROv98vFoATego5ZJzM7Rmm3m66z6OJHYNnUMKjbST4IHW77Gv/2n8epiT6cOknTMEeI5yaM8ex3Yt9DHKtJVSdOZOkS46iwJBiVk+9vXI3ofK70E6J3CzDxTK9FUOyCM8W5DBjyK0mZGrKCxU+m7czA9B2UV6fhdUBqHPQ4Y+idKXFe9bC5X5BcrtRlh7UbkHC9pwygKVQhhLkaFPg7GAQWNXNzVWXDafbb/ePi35jEDYx5qrFo94ji7iIl7NEDKAN/COCz2MCwJNSm5etJDV1aNZcqeCsNczZrJsKnhpqOQu4hWDQhnqhXdwXmnQpKSu+oy0gN9rUlIsr4zHgpSWnHHgo2E/mpTk8jaZ7Lmz+50zhI7UxulXUGmU2wWM75i8PLDHz5IJE6mdm7MIsDBczUcXvZb/PvYY/+fAfTgoJFBiBvnA/Ou4omzRjMmINCG5rnI5rnL5xclnuevw7wtZFyEwhMaaWCM31RSIMIQQzAtX8bFFN3F38xP8z/FtWG6BeEGXGjEzyNJo3YTnU6q/KDFybikz02uy+Y6N09rH8BjMXlrH7KUTj3E4PD6TJZctYMll499nQghKq2NsesNoyvmNN48mEalbUE3dgslfgkIKNrx2tAYogNQkV9x+yaTH+EOB6dGprYthFINyQgjKy8OUlATQdY3Xv34dv7l3J9/+r8eorY1x+eXzyWTyCCHw+Uxqa2NoeiEoJ4WgqipKKORF0yQ3vnYltu3y4x8+Q2k8xIYNczl8uA0pBZrQWBLZwN7+p+izOlEojqf205ZpJmqWEzFKMaUXVzkk7B66c22knSSD929Qj7I0cik7eh8l56Y5ktw1am6a0IulqnvpzJ2i0tsw6nm13BwHBp4nV6yOMaRBuWeC+9Rpxs3+Dhl4F8JYCiqNm/4RKnsPSquGwPsR09BhOwMd9Eak701gLENoFQUWxuz9qPS3cdM/RIbnM6K32NqHUimk/20IYx1g42Z+gUr/ADfzE6T+CQZ1ZqWUrNq8iDnL6ji4vXlKIxJSsO7apSzdeOH76C/iIi7ipYcmBG9aueycrARthjbRRWfxVQ6lZt6z+GqGEBAd1v+gaXKopDbo9+Ab1peo64ONw2pCQeeXDzqaNnZ2WSkbx2nlwnVVDg7ERrndY24qiN1OXHmwJtbI3y9/I0si42fRNSHZEJ/HgnA1TckOElYGn25SHyijwhsZKgUdRNwT5hOLb5myfIVPN7mldi2XxudzIt1NwsoghSBqBqj3x/EPk9vQhGRlSQNzQpWcSHXSlUviKpew4aPGHyPumTjb49qncOxjUxrXRfzxoKoqyl999Aa83sKr2jA07vyTDUgpEAKWLa9j/oJKHEdhGBpSChzHxTA05s6r4IMfug6vt7AaeLwG737vlUOs06WlQd729svJ5200TaLrGluuXoxhFKRLanxzWF/6Gh7p+MlQz2DOzdCePU57djRR2SA0obOmZAuXl92KKT1s67oXR40MspnSy6qSq9jZ+yjduVYeav8h11a+paDnWMy22SrPi32Psbf/6SE21qhRTtwzcUBBem9AeG9CFImmZDCOY72Am30QzfcG0Kqm+zMUSkY9W8BDQdxcCEAhZRQntxVl7S+UvI4g7VJI760I3x0IYaCUQgbegZPbCtZucJOgnYnyl9fGuPPD1/Mff/0jOlt6Jx6PFKy8fAFv+fhNo0jLLuIiLmLmcJUia9t4dX2oyPXCMuCfgRBiTGdPAaPIP84zU+pFZ/FVDkUOpc6ttO3VCCEEnrOJaopPlqHLoWj8sI9RvFJoubViZlHCKJZAq0DxXMyCXSgoLFx37MyilHGEmNhhq/HHRkhejAcpJKWeEKWeycW2A7qHK8oXTfq94dCEpMIXpcI3eZm8EIKw4WNpdDxpk7GhlCoS20zcu3URf3zQNIl/mP6hEGLI+RuE1zuSnGLQGdQ0MWpf31lEFoahYQwrYdT14QEQnUtKryfvZnm6+7dknclZDz3Sx+qSq7is7GZ8WpDN5a/Hr4d5oef39OW7AEXEiHNJ/HqWRDbSlmnmeHo/Bwaepz17kobAYso8Nbg4nEofoSm5Z6gHEmB+aDUBfYI2E+EBc+WQowiALEfoi1G5reC0zshZLB4IyKKcTnB7C3+7/RTW4DyjSu5lGGGuH8pkCiFQIoyQpSjVA4zsHZKaZN21yzB9Jj/9yoMc3N5MLpM/o0kqCvdDtCzMFbes4fb3X018WHXMRVzERZw70pbF3219CNt1WVJWzoLSODWhMOWBID5dRyvqGr4SnjtXKVL5PKcHEnQkU/RnsrgoQh6TUr+fmnCYiM+LJs5dK/iis/gqh+umUZwvXapXF8bTlRMvo3bNTCDEoHyGD9TZBpxT1PFxL6xAr8qh3LElYYSMD9NDugjIY+d3wJjMsRdxERcGQgg80seV5W+g0tvAM93305ppIu9mcYc5RgKJKT1UeGexLnYtSyIbMKV3aP/L4jezLHIpfVaB5TdixIkYcQSwOnYVpzNHsVSennwbPfnxCc9iZiWrY1dNImWjjWKCBgGyDLBQbt+M1nalbFT+GVT6f1D2EcCGIsMrTguM2RZggowxmoRDFrMAowOPuqGx+spFzF81i6O7TnLghSbaT3STy+bxh3zMWljF0g3zqJtXgaZrrwiD9SImxtHObg52dLG4spyG0umT4+VsmxdPteHRNZZUVYzStr6I8wtXuRzo7mRfVyf3HD6AISUxn5/KYJD5sVIWx8tpLIlREwoT9/vxajqm9vI+i0opejMZHjpyjF/vO8Chrm5605khzXYhIGR6qI2GuXruHF63ZBF10cg5aatedBZf5XBVitHZp4uAP2QeLYGUZQgRQI1yFsF1OwvMe2JmEg7nA647MKa0B4DU4oiLzuIQXLcH2953oYdxERcxCkIIDGGyNLKRxuBSWjPNnM4cpc/qJO9mkWiEjRi1/rnU+OYR1CMjjKZC4E0QNcuImqPJZRaHL6EpuZddfU+McEDPRkALc2X5G8ZlYz0DxVikWoUsngAxgwCaUmDtxB3420K/deAdCGNFYX1VKZyBvwWVHGNHwUyYxoQQhKIBVm5ayMpNC6c/3ot4WaCUIu84aEJO6MA9fPgYX370KT517eYZOYtN3b38zb0PEvZ6+dqdt1ARunDv9VciBtnJ864NCjyacU5O0dmwXJf2VJL2VJIX29uAvfgNg5jXR1UoxIJYnAWlcRqiJdSFI0Q9XnyGgSHlS+JAKqU41tPLl554ioePHBtiN9WlxKNJQOC6LgO5HPvaOznQ0cXWY018bNNlbKivQ5MzCzacN2dRKZd+q5NT6UMM2F1IJKWeamp8C/FpwYsRsAsEV6VRYwiTX8QfNoQsRYggio5R25TThVIZBBfupaJUP2pMYiWJlOUjy8T+yOHax3DtUxd6GBdxEeOiIBETZm5oOXNDy1HKxcWl4AqONor6c7tJ5Y9RGbwRKcbvoPZpQa6u/BN0abCv/xnSzkgtPE3oxD01XBa/meXRy5CTrhs2yulg5CkdcE6D8CBk6Xg7jguFi5t7Epw2ZPh/I3xvPCOT4XQUWE4v4o8OqbzF95/byeq6atbNmjpD/XQR9Jg0xmOU+Hx4J5CQ+2OE5Trs6TvFs91HOJ3uI2T4eNfczZSYATJ2nuZUF2WeEHHv5G0qgxAIQh4PHk0jN4aOOhRKVdOWxanEAM+dbkEKQcj0UOL1UR+JMLckxpziv5pQhIjHg98wZuyoDUIpRXsyyecefZxHjjZhaJIlFeWsqK6kPhopSvAJUvk8rYkEe9s72NvWwa7Wdv75oa388/XXsLK6akb+2Hm58wpivEd4qP2/Sdv9eDQ/Srlk3TTV3rlcXfl2Qsb0F+mLOHe4bpqxI60X8YcMIQNIrQzXGU2K4rpdxYzjzGjizweU2zeOZIuO1Ko5n3ndQh9pHuWmUGQLdPnKQaGKRp0GwkTgQcgA4HnFBK+UcrGtXSj1ahaMVijlFjLNKoNSOcA+6zfSC7+R8Bazzq+c36gAhVIOSqUKz5bKFyQUoJCtEiZC+BAiBOgXfOxKuaSso/j0OjR5/glQhJBIJUjbzZhaHEOMNMZ6sztoTz1AeeDaCZ1FIQQlRjk3VL2DxeFLaE7toyffju1a+PUQ1b5G5gSXUeqpRptKgEllUfltKM+liEGyGftYQedQawA5k35FBWQplLNGGFy7lHJQ1g5wToI2tpzHRbx60TaQ4Gc79xIP+l9SZ7E6EuZfbr4OXUpC3pnJHrwaYbsu95zazreOPEpvPoUCKrwR3jL7UgASdpbP7/sNq2IN/Pm8LehyagFqn2HwqUs3cbinm+N9fRzr66G5v4/udJqBXI6sM7qty1WK/lyW/lyW5v5eHjvRjCk1AqZJqc9HQ7SExmgJc0tKmRuLUREIEvX68OnTe1e4SvGLPfvZeqyZqNfLn65bxS2LFlIeCo7IZCrAcV36MlmeaGrmy9ue5nBXN999YSdz46WEZiCfcV6cRUdZbO99gLBRyg1V7yWgRwFFV66Fh9u/x/6Bp1hfetM5nUMpB9vtwXH7UCqPQCJlAF3Giy/pV5Jh8cqBq9Koi87iqw4CEzkOUYNSSVy3F42Gl3dQQ+dXKLevwA54NoQx7rindXyVxHVO4VgHse39uPYJXLcT5fajVLJI6lTs2xQmQvgRMoyUcaRWh24sRjMWo2n1IPwvc7+BjXL7cN1uXLuZfPYhzia7GITr9mJbexGcg5EgBFJWIGeoMTcTKOWi3B4c+xi2vRfHOlDopXV7cdVAoadV5QGFQC9mfQIIEUbKGFKrQtPnoukLkHotUpYihDnpec//PHKFOeS3Y1s7cZ1TuE5X0Wks9JgKYRS1T0vQtGo0YxG6uQ5Nn4+UQS5Ewbvl9nOs75vMK/kwPjmOzM45wlZJmvq/TV3oTiKeJTM+jhACrxZgfmg1c0MrsF0LhUITGrowRojXTw4dlduKKzwI8xJwU6jMT8DtQwbeB4MszEqhVB+4CQqBpg7ABacNZR8FDJAhhCwBNIS+ECV0VPpnCBFGiQDKehE3ew9cgPtyuujrTvLL7zxOJBbkdX96+Uu63vX3prjvB0/TML+CDdcseVXaZkopDrR30p0eu9XifEIKQSwwuWbuHxsOJ1r5r6NbqfPH+MD8a3i+p4kdPWdYmiOGj5gnyM7e4yTsLCVTZEHXpWRlRRUryitxlCJn26Qsi7ZUglMDAxzv7+VwTzfH+nrpTKXozWbIjCF0n3cd8tkMvdkMR3p7EIBH1/HrBuWBALMiUeaUxFhWXsGm+tn4jck57HszGX574BAAd65cxt4oGkUAACAASURBVDvXrsY3xn6iOI94wM/NixcihOB/P/AQz548xZGublbVTF+n8bw4i65ySFg9rI3dQNxTN7Q41GohGoMr6Z2gaX0yKGWTye+iN/0z0rnt2G4Hys2C0NBkBI8+m4j/ZsK+G5AiMO2FSSmbrLUfd5z+qj90ZK0DF8tQX40QZjFDNwZUDteZ+TN37lC4bg9jZbSFMAvkPNM5WpEMQqkEjnUAK7cVK/88jn0E5Q5QYCIcuy93bO5aAZhIWYJmLMb0Xo/p3YKQFcUxnrtxo4YILPK4bg/K6cRxmnGsgzj2ERynBddpQxUdp/Fg5R7Bzj91jqPR8YU+hC/43nM8zsQozDmLbe0ln/ktdv4ZHLu5mOUev1Rv6DcacbsIwEAIb9FxnI/h2YhurkfTZwPmeTNCBXrBYR0xjzx2/nmy6R9j557Edbsp3GcTjJ+iy5/RETKMbizH47sVw3sNQkRfFqPZVTZZu5W+3A4G8nvpz+8m67QjhUnQnIcmPCjlkLSO4dUrUcohY7cA4NOrMWQUR6VIW8cJGI1ostBbbLtJUtZxgsYcpDDIOu0M5PbRn91JxFyGq3IINILmPHR5xrB13DRp6zgKG49WgUeLj+v8CSHQ0NG0czBLZATpfwtu9neozC8Kz5aMIAPvQ3hvOVM+io2b/Boq92ghqKUSgIWbugvS3y8ELzxXo4U/VfjdPJsR/jejMvfi9H244CDKMqT/jSj7/7F33nFynfW5/76nTd+Z2d60K616r7bk3rGxacY2AZJ7Q0tuAoSQcmnJTSMhCTdwQwIhgQQwoZMAptnGGOOGbSTLalYvK2l7nz5z2nv/OKPVrnZ2d3a1a62Nns9HtjSnvTNz5rzv8yvPcxZpPnXhuwGhlI4TiOK2lxDZdIEnfryPhpYqXv+b186rUHbHyX6+84UnWLN1MVfetAZVe+WQxeFsjkePnOBI3wDPtZ8lUzD52q69PH7s1Og+S2uqeOdVWwmPyd6cs9463j/Io0dPcHJgCEUIVtfXcuvKpTRURMY9H1wp+Zcnn+Vo3+CoJUJLZZzfvfZKQr6JwYnn2s/ynb0v8o4dWwkYOo8eOcHRvgFcKVlWXcXNK5eypCo+rpdPSknBdth1ppOnT56mJ5XGcVzOP9EEEb+P916/g4Zo+WWcLxWe7j+KAP5g9atZWdFAfyE1jiyqQmFRsJKjyW6ydqFssngOQgg0IdAMg5BhUBsKsb6mDldKLNclb9sMZDN0p1OcGhnm8OAAJ4aH6MukGcrlSFumF9gunk8Cedsmb9sM5XMcHhxAEYKmSAWrq2tpjU6vuN6VTHE2kaAyGOD2Fcvwl0EwFUXh2iWttFXFOdo/yNFLSRYVoVHjX0TaHsbFQZFeutdyC2TtBLX+xbM6r5QWI9nv0pv4BJbTxbhpWYLjDmHap0gXniZT+CX10Q+jqdPL7Y+FKzN0Dn2IvPXKFJjwsoqXVuBGSolpOViWg2nZmKbNUCJLoeBFYwqmTUf3MLFoEJ+hYegqmqZi6No4xdLR89gOpmljWg7JdG78eXpGKJg2hq5hGCp6ifO8MqAVM3QqF5IyKQu4Tjfe7+VSvG8H15nYSwkUF81Tew6eg7dot3Ds01iFn2HmH8KxDiPlefPv2UECBVy3B7fQg1V4knx2FYHQb2P47yh6pV3c52YVnsTMP4hjH8N1+pBuf7Es15nh2O3i+70YaPNqn+N9TwVsczf5zJewCs94WZuL/o5MpDRx7CSOfQQz/2OEUkUw8sf4gm9mzu5tYYxmh6SUuM5pcunPY+a/j3Sn9rsrDRvpDmEVfo5VeBbd9wCB8HvRjG2zNIQvH5ab4EzyayTNA+TtXs4mv4Ei/PjUapZXvh9V9eHIAkeG/p4q/9WkzEPknV4cN0tLxW/QGH4dKfMoBwf+ko21nyRsLAUgbZ7gwMCfsqXuM+hqnI7UfzGS30PO7qIr/T00JYKmhFkef/8oWbTdNEeG/oGC04ftplGEzvLK9xP3bZs/4ixthHEVqv914HQAlqeEqjYixpXDqiiBe5G+myc91bj+RlGBEv59CLwR6Q4h0EGt92w53D4I3AmjzzUfSvj9ILNFFdaxJw2gRD7k9TlO4zX7ckVDSyW3vGELKze1oKivrHm3N5nmoUPHsByHjGkigaxpM5I/H/DLmOYEyzspYW9nD996YT8Z06LC5yORz/PDA0d46OAx/vo1t9JWPX7tGjJ8KEIwkMmyr6uHFbUp3nXV1pLj6kqkeOjgMSqDQXad6WQwkyUa8JMpmDx48Bjf23+Iv33tq9jQVD96TN62+dzTO/n6rr00RCtoilYwlM1yqLefgmWzqbmRtupKDG1h6gt0Zkeo9kVoDVWXfJ54FQs6luvgzpHl2TmfQ1VR8GsaMb+fpfFKrlnU6pFIx2E4n2Mwl6UnnebUyDCnEsN0pVIM5XIM5bMM585nIl0pMR277PFlTJOMadFYUUFlMFjWDCiAoK5TH4nwYk8fw7lSWhLTY47IokK9v42dQz9mxOqj0mjAlQ6duaP05E5R6Wti38hjAASK2UZ1mklTSknOPEBf4h+xnM5p9i0wkvkvdLWWmorfR5lhWYjEQk4R+b6Mi0MileMz9z/OiTP9RcLokb3hpJfN7ege5iMffwDD0NB1FUNTqaup4H1vv4mG2vOeWulsgf/374/S3jGINUo+HYZGPEXQ9o5B/uwTP8BnaOia5x9WWxXhD951C/U15RGUlwtEsbQQ4S9hn2Hhuj1IKS9RCZCD65Ymi4pSOa3H4jlIt49c+nOY+R953pEXRT6mgoVj7Sed+BB++yCB8LtRlBgXQ0bM/IMUsl9h/sa8MCCli+t0ks98gULuv2ZJrsqFAzKPqi1mLoMgAgMhjGL/6Atkkx/DNncyN0G2PFbh5zj2cYKRD2EE7rqAtMwtDKWSFZV/xHB+F4cG/4o11X9BQGvCk204v+hz3Bx92UdZGns3EWMljsyjKxG8z1XiYjP+3pVe+TQSTYRZGns3KfMI+/s/wIrKPybqWzfhGnmnl2bfvTSEP4Dlpjgy9Pd0p39A1FiPKubLSN4LkAm1CtTJdRKEUEBfWfZd5D1HfaAtm3iM2jDOu1EIFfTSKqZCaKDPvmT35YDKmgp+5/+8/lIPY16woq6az7zptbhS8m9P7eTfnv4lb9uxmTdsWDO6jyIE2gVCJrbr8tixk7xx41retGU98YCfkVyef3nyOX588CgP7D/E79949WjmTxGCt+/YgpSS9qER3vnV70w7Ngl8c/d+bl+9nL957W1Uh4KkCib/ufMFvrFrH197fi9rG2pHRVb2dfbwzef3sa6xjr9+zW3URcKkCyafe3on9/9yNzevaOPtO7ZctCjLfCGoGViug+naBJi45rddl87sMFEjiE+dv2fuOau1c997QNdpCEdYU11LwXHIWiadqRTHhgY4PDDA7t4u9vX24siZzy+qoqApCqbj4LjlHy+lJG/Znrr1pVRDdaTNmewhpHQ5kX6BE7wwuk0IhX0jP+NcMrbaaKI1uLaMUhObZO4RTKc8lUCJxXDmu0QDr8FvzMx4+zLKg6oIKqMhTNOhIhyYxu/qPBxHMjCcZmh4fKlvLHK+XElKKBTs0Syhoghse3zGzHUlA0MlzlMxpp7/gvMIwBpzHl1TqYqHcV05al59DpGQn+p4mIqIf5yhvap6x+QLFoa+cNTIFLUOIQIl7TOk04fn2ze9RYWUEsc+jFV4tvR1lCi6/zYUpcxSFOkg3f6Sm4RSiVDKU2mVMo2ZfxC3zGfARUNmyKe/CFISjLy/7HH+qkJKB9vaTTb5D9jmc0zWdzmX0PQNqPqauQ2CCB9g4Fj7yCT+DMfaO3fnLsJ1OsgkP4pQAui+22bYh1c+vIWLViRtHnkrLTAjiPs3UxW4asZjOXcNpUgMFVH6Gn61nrrQqzDUSnQlRtTYwEhhDy4WKvNFFi9jKiiqIJPKcfzFTnrPDqH7NNpWNbJoaS2aPn4+PH2sl2P7z3LFjavRdJVj+8/SfXYIRVGoXxRnxYZFBIJeqaVtO+x/7iRnT5wPEja31bDl2hUTxpAYzvDcowdZtamFeHWE4y920NsxjFAEzW01LF3ThD8wfvHvui79XSMcO9DJyGAa1xm/UK5tinPlTatQ5pnYKELg0zRcKVGL1UqaouCbRqVUAqvqavitq7dRHfaCpZWhIG/ZuoGfHT3Jkd4BcqY1ocRUCIEiRNllw/UVYd57/Q6aYhWj1/i1LRv46eETHOsbJF0wiQa8396LPX0k8wVuWbGUuojnWBDx+7hpRRvf3nOAfV09OK5kodo6bogt4pHu/TwzcJyb69aM22a5Di8Mt7Nz8CRX1ywnqs+vVZeUkoJjkzZNejMZ2keGOTkyxNGhQU4ODzOUy5Io5Ev2Ns4E8UCAqN/PYCbL0YFBmqMV086FUkq6kinah4cJ6BqNsywpnpOVryYMbqx9K24ZvXGKUNGV6cUaXJkjZ+1nJtFd2+klYz5/mSzOE+KxEH/+B3dh2y4Bv46mlfcUiVUE+ODv3o5lld87qaqCmsrxN3U46OMj770Dyyr/nrjwPEtaqvm/f/pGkFBTNf78/+ON27nn1Zvx+/XRiQCgqT7K33/4bqSUVMUXDoFQlOqifcbAhG2u24uU+TL9DG0K2W+Rz3y+5FahVBPRWlCMbWWNS2LhOkOlx6zWQIkoYOl9W9H9t1DIfInyMnQKCD9C+AAdgYLEBWkWS0DLMb3PU8h+HVVfji9w72WLj0kgpYNVeIJs8mM49mFml0EVxT/l/p41dP/tRcXRuYMQBq47SDb59zjWvimvL0SwSC4VQBbvrSyT9TOOhXR7ySb/gUh8Gaq+dI5GPzsIoeBTa8ominIWWVZNCaIVAy5CKChCL/4eX9nZ9oWMXKbAF//vg+z/5Uks06aQtwhVBLjvt2/kltdvGUcYD71wmq986ieEo0Gef/IIux4/gmXa2LZDVV2UD/3jW1nU5vWfS1dy8nA3z/z0RRJDabpOD3LjazaWJIuDvQnu/+RDXPfqDWQzBV7cdQrHcSnkLFRV4fb7ruC+374Jf/B8afiBnaf44j88SCqRJRILkhrO0tMxjKLA0jVNbL9pNVfcuHA9KVUh2NhUT9UFQjXxYICwzyBrWZiOw8y66iZiTX0tDRXj1ygVfh/RgJ+8bVMYQ1Ys28FFYlxAdHVVQUAxc7Vwf6vbq5eyLraIfz7yE/YNn6ErN0LGLvBQ1z5GzAyP9R7Cr+q8tnkzhjK3QX5HumRMi5F8jtOJEY4ODXJ0cIBjQ4N0p1NlEUO/phH1+VlVVU2gTEuUxooIa2preOJUO1/dvZcl8RiLK+OT+kpKKRnK5rj/+RfoSqZYUVPN2rrZKTfPnc+i50ZUcpuh+AmoM1tkS2ljOxMXwVOPwcS0z8zomMsoH5qqjCsLLReqqsxJGah3nplffyx8hkZz/cReESEEVfEQVfGJj2tD12iqn775+KWGECEUpRrXaZ+wzXX6JvE5nAgp09jm7sm3uwlscw+avrWsjI50UyWznaCgqNOZap+HEBq+wN2YuQeQbinyqSKUKlS1BVVfhaq1oagNY0pdNcDGlSlcpwfHOohlPoNjHWWqxb2UCfKZL6Mb24sljzOHZmwukohpJltpY5s7cd3ukpsVtRXN2MRszL3PQ0XTV17E8eMhpYtt/pJs8qM49tEyjhAIEUVRG4vfUROKWgX4EUJBStNTh3V6cJzTuE6XJyhzgeiYojaj+66ZcwIvZZ585gtFIaELvy8NRWtFN65E09d7968SK6rTOrgygWt3Ylv7sMxf4NrtTGVV5NhHyGe/RLDi/8yzums5v7HJiKL3ujvGP9B0Bpn42ZyzkJhqDC9hGbxSD9rSl4U66aXCiYNdxKoivPvP30C8JsLZE31847M/4yuf+gmLl9excmPLuP1zWZPvfvFJKuJB3vnBO6mqi5JO5kiNZKmuPz8Xa7rKXW/Zwa13b6H9aC8f+73/nHIcjuPyswd2s2pTK7/9kddS11zJQE+Cr376EX74tWdYe8UStlzjEc3USJavf+ZR0skc7/voPSxaWktqJMt/fuonvPD0MX7td25m89XLFrQugSIENeGJAoznShjlHAVQzmUIx10Dr1BqrNgKwLKaKkKGwTOnznDryqVEA34Kts3O053kLJs19bULtgQVIKoH+f1Vt/Mfx3/OIz0HSJhZHOnyr8ceRRMqKysaeMfS61kXW1T2mmMyWI7DSCFPbybNsaFBDg8McGJ4kFMjwwzmcmQsE3uKslABRAwfVYEArbE4q6tqWFFVxdJ4FQ3hMHF/eZnPgK5z38Z1vNDdzdOnT/Phhx7h7rWr2dLUSDwQGO0vtRyXVKHA4b5+vn/wMI+fbMenabxx3WoaI7Nbi88JWbRkgYe7P89A4eyEbarQWRe9nh3VL1UN+8KNhFzGZcwlPKXI+pJCk9JNIt3EuF6ayeDaZ3BKEM7zsLCtPd7ivYx+QymTRaJ0IRRUdWYy/pq+Gt13PWbue8VXBIpSi2psxPDdgKZvRFEXFf0TjUkzJVJKCFi4Tj9m/kHymS/gOpMHlhzrEGbh5/jV/zErcuILvAGff3q7ICnTpEc+gFsoTRZ1YyvB6F8gLrZsb4765DwBmHayyb/DsY9Ns7eCqrVh+O9A912Hqi1DiHBxMa8WJ3BRXCg5gFUUZxrAtU9gWbuxC894qrcyhe67BlVbNCfvYyxcpxMz182FJE9RF+EP/gZG4NVFMSl/yUWHNCQ+7saxz1LIfotC9mtImZjsapi5h/AF7kMzNsz5ezkHVQngSpOs1Y6hxpHSRVNCZd3LuhJFoDCc34Vfa8BxM/RmHplgwaQIHxJJxjpFyFgCUqIqQZR5FvGZDErof0HoHTDHmedXEgJBH2/6XzeyfF0zQghaltVhFiw+/Wff5cmH9rFiw/iFtW3ZFHIm7/q7N1Hb5Cn6SiknaKcJIfAHDfxBg2hlGjENcZNS4g/6eMt7bmHVphaEELQuryM1kuWTH/oWR/acGSWL/d0jnDzczXWvXs/6K9oQiiBWFebaOzaw64kj9HUNY/j1BW/RUa7P38Vdo3xyt62lidtWLuMnR46TfsCkrTpOfzrLc+1n2NhUz11rV06asVoIEELQEqziA2tfw/FUL6dS/YxYWQxFozEQY02siRpfxYzfg5SSvG3Tn83QkUpysL+PQ4P9nBwepjOVJG0WyNsOcgquoQpBPBCgIRRhZVU1a2tqWRqvpCUao9IfwK9paGN8EcuFIgTXL1nMb27dzBd++TzPd3TxYk8f8UCA2nCIkKEjEORsi4FMlsFslqxpYWgq965fwxvXrUWbZV3xHJWh6mytvIO8cz6bYLkFzmYP0Z8/Q0to5g3dQmhoatVUiusTj0FDU6pnfK3LuIyXJc6RxRKQMlcUmZm6NEdKiW0dmCRzdx6OdQDXHUBVyiCLbnJCVsiDOrndx6Tw4wvci1X4Baq6CCPwanTf9ahqK4gAXtZq+geut49nN+IPvQ1NX+f1p9mTqSCbWPmf4gvcjRAzz2aLMQqbU0G6jmfqPim0oo/s/PZclA2ZI5f+LLb1AlMF5oRSgz/4FnzB+1DUZqYyqvde1zj3XhUlhtSWovtvQYaTONZRLPM5dGM7zEuvm8v4UlgFzbiKYMUH0fQNnCe2peFt86NqywhW/BGqvoxs4qNFRdgSV3P7MPMPo+rr5q13MaS3Uum/kqPDn0RXKgnqTSyP/wGG6lVVCBQmy/oF9CYaQnfSkfo2vdmfogofQb0VXYmN61P3a3XUBm+mPfFFutIPYKhVrKj8QwJaAwIFgTq+r12I4nXnHkIIEAunRWChorYpRvOSmtH7WVEEKze2EK0McfxAJ5ZpY/jGB5a23bCSmsbo6DHeZ33xY2ldXkfr8rpx561rjqPpKskxugSWaePYjtfHOOa6viJBtEz7kgh/j73cpROTuwAzGEKF38dbtm1kT2c3nYkkBdsm4vPx9h1buW3VMprK6Ie71BBCENb8bIy1sDHWgotEFJ86sx17zrb4yycf47nODgayGQqOM2XWUBGCgKZRGwrTUhFlbU0d62pqaYnGaAxHCOo6uqqOZpEvFgFd451XbKU2FOLLz+/h1PAw3akU3alUybE1R6P8+pYNvGnDOiK+2fs1z5Eaqsri0PrRf59Lqa+q2MFPe75Ed+4EjYFlMzxngICxgXT+CcrtaVGUMAFj/fQ7XsZlvCKgFsmiV245FlLmiyI3082iNlbJ8rvx8Mo4D6GoLVM+hKWUSDdR7BEcD6GEEMrMrG2EEOi+7UQqP4+qLkEUVUpnOxGcIyaacSXBig+RGfnfuG5vyX0d6wiufRbFuLjS51cKpJSYhcco5B5g8meyQNVWEaz4ELrvOjyvxJl/V+e+JyEqEcZ2NONKLuZ7n8GV0Y1rCMX+BkVdMqPrnSONvsAbcZ0ecqn/R2nRHwfLfAa/O4RQ5ye4qYoQq6o+TMZqx5UFdCWGVhSoUoWPlZUfxJjEZkrBYHH0HdSGbsV2U+hKDL9WS9Y6i2+MR6oi/CyLvYeG0F04MoumhPEVFUjrQrcS928dp0xeH3o11YFrUJXLBuOXCoGgD98F4jGBoEGowk8mnaeQsyaQxZqG+fEIjcSCE4RsRFHMZayVQFVdlLrmSg7uPk1v5zCVNREKOYs9zxxH1RSWrGy4JETR0DQkklTevGQmVReDvGXz1V170BSFf77vtTRFI3BOUIe58RueT7hSIpEoY+YFdcy3IKXEkS6KECgzCMrZrsuBvl5OJyYG+zRFwaeqVAWCNEYqaIvHWVdTx4rKKhrCEaoCQY8YMn+fnxCCkKHzpo3ruG5JK8+cOcuzZ87SmUiRsywkENA06iJhtjU3ce2SVlpj0YsuKZ6XepHzX5xOWIvTX5h5H6EQGhX+20hkv49pt5dzBGHfNQSMdTO+1mVcxssRQgivPE4YIC9clBZwnd5pI57SHcSxXrzgVR2EBmMIn5QZbGsPuv8Wb/sUcN0BSvVtCRFDKDOvlxcigG6U9peaLYRQ0H1XYwTuIp/5EqXIj+sO4TinUOXaBT9xvhTwejnvnyRr7EHVVhCKfazY3zo3WaRz5aovBRS1jUDFB2ZMFMdCCA1/8Ncw8z+ZVFnVsU/iOB0o80QWPUPpcNHS4sJtKhW+yUXgPC8xHxFj+bjXLzzG2y9Q8lx+rR6/Nr7qIaA1ANOXxV/G/MErIZUXvOYJ1AitdDBGmSc5TFVVpi1XBaiqq+Ded93Af3z8R/z1e75My7I6EoNpOtr7ueNNV7J6c+tL/nwWQrCkKk7E5+NHLx5mcVWM+ooIpu1gaCrLqqtmXe4HULBt8pbnvzeUzeG4EstxGcxkkXjK9H5NmyBOMxOYjsNA2itV/OGBw9RXRBDCM7OPB/2sqK2mNhJesKWoJ9N9/KL/KHc0bqDWPzGgm7ELfO/s8zQF49xQt2pGhPFCVAUCbGtoYnN9A+tr62mOVFAVDBLULk358zm/x+ZYlPtiUe5Zv5asaZEviur4NJWgrs9pz+mckEUpXTJ2AmfMglUiSdmDnMrsoy28cRZnFQSMddRE3ktf8pzX4mTZD5WQ7wpqKt6HWq68/4xGUlw8vwwhpcVLIWl/GZcGitqAEL4SPYIS1+3B++4nL4f0Fq3jfUyFUommr8AqPMX535zEMnfjl2mEmMpMWk7hsRidcyXLi4EQfgz/7RRy35ukDLeAa5/FI5K/6qqoEqvwlNe7OgmEUkkw8sdTEkUpHaRMFcWXFBQR8bxCATBx3RRgIfAhlOhoj52UEimzSJn2riUCCBEevY533iRSFhAiiBCRWUziPvyhX0fT11/kAkAglBp8/rvITqLoLWUG1z4OxqaLuM5lXMbMkEnlyaYLRGLBMa/lSCVytCyrwxeYPz+62UJRFFZsWER9cyWhigDxmgjNS2q4+53Xs3bL4lHV1JcaV7Q28dp1q/jxi0f40AMP49d1hIAdixfxJ7ffRFid/bh+eOAI39n7IpmCScY06U9nGMpmefe3fkDQ0Ij4fLx52wbuXDM74TIviOzZeew608G/P7MLBVGc7SWKUFhRW80Hb7uODY31CzJY+tzAcb544kk2xltLkkVVKDw7cBwXyZbKxUSN2Vc0eD2MWU4nEmiKQtayaLFtKgNBQrqOX5u8zeKlgCIEYZ9B2Dd/v4U5ErgxebjnPyYI3DjSpkKrYmVk+6zOK4ROLPRGDG0RI9nvkS3sxnGHkVh4Cw0futpI2H8dsdA9GGorcx+BVokGX0/Yf80cn/elQTr/BCPZ7zOVQt9lTAIp8RZ6pYIUAs+q4dI+RD37jBCSiWbortMD0pyyd84yd43LIIJnb6H7bsQqPMPYQINrnyyWZU5FFl1cp3RZp1AqPeuBBQRVW4aituBM0rPpEV+HX3WyKGUeM//gFFlFgRF4Pbr/5smJopsln/sB+fxPkTKDQMUXuJNA8M1ImSWbuR/L3A0yD0IlELwPn/9OhBA49gmymS/iOB2ARFFqCUXeh6a1IGWBfO7HFPIPId0sQokRCL0Fw9gxo+ymqq/A8N+JmIPAoEBBM7YhlFjpQIQs4DhnJ838m3mLp3/0Ap0nSv+WLkTbukXsuGPjvCpCJofS/PSbz5JNTSwxnwrNy+q5/vVb5y1DBZBN53n0m8+SGJzYt3MhfH6D616/lfrWi8/q5tJ5HvvvXzLUO5mg0fyipqmSG+7ehj9YXi9Sb8cwJw52svGqZd7vynHZ99xJkiNZVm9umeC1uFDws+/tZnggxbv/4g0sWdmwIMhL1O/n/TdezQ3LlnB8YBDLcYj4/aypq8E/xo95y6Im3n3ddtY31k04Ryzg5+07thIN+MYd0xiNcNWSlklVUhUhqIuc79FdVVfD7157JZubJ2buQ4bBm7dswHFdQoa3FkgVCnz6iWd5+uQZ3rZ9Cytqq9EUBYmX1dzX2cN39x3ki8/u5uOvv2NUZXMh4Uxmyya5GgAAIABJREFUiLgRpL4EUQTQFZW2SC1P9h0hYxdmQBYF+gViRBnLYndPF7t7ulCEIKTrRHw+GkIRlsTitMUrWV5ZRVssTmUgSMQwFrSS7GwwJ2RRFTpb4q8i76THvCowFB81/hYiWtWsz60Ig5DvaoLGFmx3CNvpx5VZBCqqUoGm1qAqUaYSULgYCGEQ9l9DPHTfnJ/7pYCUJonsjyco2V1KOK7LiZEhgrpO3B+4ZKl8pPQCD+4IuANIpwfcPqQ7ADLtES1pUSozIJQYIvgOhDr7e3suIES4aJ8x0bjedXqRmJOGT6TMY5u7uJAMq2obmr4BIYJImTx/PncA23pxGmEOOSlZ9MRtFtYDVCgVqGozziQZM+kmuaywDI59Btt8ftLtilKPP/hWJstiSykpFJ4gm/kywdBvohkbkW4KUawEEUJDNzbg812LUCLkc98nk/4Chu9aIEoh/1Mcp5twxYcQ6DhOF0qxpNk0d5HNfJlQ+J1o+hoKuYfJpD6FFmtF1cpV31UxfDcVVU/nAEKgaotQlOpJAhEu0jlXrj1xGhZCsPepIzz8lafLutz2V61n0/WrCIbnx+xeSknH8V6+8vEfkEuX41d6Hqu3tbHlxtVUVM6fAM1g9wjf+McHGeqZnrTVNMW54ra5aVfJZQo8+OWnOL7v0lh2rbmyjR13bCibLApF8LXPPMpgb5LapjjtR3r43v1PUlMf5drbN8x6Hs7nTFIjWWzLobdjCNdxyaTydLb3o2kqhk+nojKEOsuAgeHTSA5n+cqnHqGmwRPb0XSVuqY4W65bSWNr1SUpRa0I+Llh+RJuWL5k0v22Lmpk66LSwm7xYIC37dgy4fWrlrRw1ZKWEkeUxur6GlbX15TcFvIZvHnreOXlPR09PLDvEG/YsIbfuXY7Pm28iNeOxYvY29nDqcEh0oUCldrCCvIC5B0Tn6rjU0tnwz3xGx95x8KR5fvEBjSN916xg93dXRwc6KM9McJANkPG8tQ2XSlJmSYp06QrleL5ni5UIUbXs4tjMZbFq1hTXcvK6mrqQ2Fi/sCMlGong5SSguOgKUrZ5xu1TCk21s5WaGeOyKLKkvCG4sBcLGkiEGjCmJMfsNf0HMBQmjDKnvznBgINdRZ9VnOBrGXRl03THInO+kZTRBAh1AXlg5y3bf7i6Z+Nvrcl0TirKmtYUVlFXShClT+AoU6tQDh7SKSbAecU0tyJtPYg7TPg9ngZNmnjZdOmNqSVSiNq4D7gUpPFIEIpbbLqusPee51EVMZ1ekraH6j6KhStFUWtw7GTY7Z4noC+4BuBSRYn0kS6gyU3qWrzVG/lEsE3peiOpMBlsgi2tRd3Ct9b3X8TqrZ0it+shVl4HN3YjD94N2KClYeBYWzDcXqRbhpVbUbKDFJmESKKqi3FzT9MIfcgPv+tGL7txfJrB7PwCzzP0Sqkm0TVWnGzfdj2sbLJohAhdN8NzKmHowgVf5ulvShd6ZXclpqGNUNl0bJ6NF3FtqYP9PV1DpNJ5OaNLAK0H+qcMVEE6D07yFBvYl7JYn/nMOnhyXtpx6KmqZLYHPj+vhxx51t2gJR8/bOPkk7kcB1JfUslb33PrSxaNjuzboAXnj7Gf37qJxRyJrlMgXQyzwu/OM5H3vbv+Hwa9S1VvO+v76G6buZiYamE16enGxrtR3s4c8ITbrMth3Qyx6MPvMAf/v2baFk6+/G/kiClxHF7kNJBm8TXuD+dJmdZNEYjGNrEtVbesslaFiHDU/JciIjofjJ2gYydJ1Yia+hKyWAhTUDVUWdQYaKrKrcsbuOGlsXkbZvBXJb2xAhHBvvZ29vD8eEhetNpUmZhdGXgjCGQZ5IJnjxzGp+mEdYNFlVEaYtXsq6mljU1tTRHKqgOhtBnYZ3hSslXd++lO5XitatXsq6+btoMpgR+dOgIPzt+krX1tfz65o0E9JmXm89ZI54rHTqyR9g38hhDZhcChYbAUjbHb6PSaFwQZQOzgRAairg0E8vhoX7+6fln+PiNd1AbnN6yoBQUJcRCK6HzaRrv3LCVF3q7ODo0yM7uTn5y6jh5x6bKH6QhHGZprIq11bWsqqphVWX1RaX0R33cnC5k4Ulk4WGkfRjcJC/7fk4RQFFLT5JSZoolcKW96WzrIK7Tf8H5gl5pplKLorZOIJO2tRfpDiMmtexII2XpUjBFnXuPvIuFEApC+PHKikuQQmmXfv1XCFKaxaxivvQOIoDhv5WphY8krptE05Zx4bQjpcRxzpBJfRop0yhK3OtdlBYUyzR9/htQ1Rry+YdJJT+Gqi0mHPkjz2bDTeLYx0mnPuvNM1Kiaq3F77U8KGozqjZ5dmA2EKgoyhQl27IA0inZOSGEoHVVI4ZfL4ssDvcmGBlIUtM0VYn47CElHNp1albHZpJZzh7rYfHq+Qv0nj7chW2XVz2zaHk9gfDsJeRfjqisjfC+v76HRW01RGJBbnjNJgb7kui6SmNrNZU1kQllwluuXc6ffvp/snhl6Wf9WCxd08Rv/uEdE8RzzsEXMAhXePY/9c2VfOATbyVWPTF40NxWw0c+9RtUN8QAMAsW3/zXx3jmkQP8zp+9jhXrFqFqSnGbzfNPHuFLn3iIpx/eT8u7b5nRZ/LKhclI8p9QlDDxig9T6gGzKBYl4vfx8KHjbGiqZ3FlHFUR5EybsyMJvr5rLx3DCX7rmisIzWMf3MVgdbSJBzp281T/Ue5ZdAWqOE++pJSczQ6ya/AULaEqIvrMrKeEEOiqiq6qRHw+WqMxrlvUiuW6JAp5OpJJjg8Psqe3m8MDA3Smkgzncziui8RbMeRtm7xtM5DL8kJvNw8cPYRf06grWmysr61nY109i6MxWqLRsnw4M6bJjw4f5UBPL7bjsqq2Ztq1sQBUReHBI8fY193LzUvbaKuamSo9zJnAjeR05gCP9t5PpdHIktBGXDzy+KOuz/KaxvdQ6Xt5qqBdysziyspq/vSqG6n0z95jTRFFI+YFtN5VheDmljZuamkrpvQLDOSydKWSHB7q5/DgAE91tPO1g3tZW13L/XfdQ9iYzeQukdIFpwM3/31k7vvgnGGh9G9KdwRp7mYqaxih1oG2ZoqMh4KiNlHKPgOZxZ0kyyeli20+B4zPFChKvJghUtGMTViFn47b7jgd2PYxdKWuZADIdVO4bnrC657H4UKN/C6s0tiFBummcOwTk25X1SZUbc00AUEVVVuMZR9GusOgRPEeSi6gUcg/iuN0Eo3/A4pSi1l4nFTysHf94gJU09cS1tfjOB0khn8fs/AU/sAbULXF6MZGItGPFsmZi5QOQpT/zFC1xQhljqsEhDLNGGwkctKSoIbF1VTEQ2RTk5D0MchnTbpO9rN8Y+ushjodsskcpw93zepYq2BzfN9Zrn3tlnkJGruupP1QJ64zfamZqim0rKifYA/xSoc/YLDpqvP2ZYtX1LN4xdQksLYxTm1jecGH2sYYtY2xsvYNhv1svW5FyW2RaJBtN5z3Bh4ZSLPz54doW93IVbesRTfGL1kt0yYQNEgMlppzfhUhcdwEeXMnAd+1k+61vqme39i2ia/t2sv7vv1DKkNBFCEo2DYjuRyqULh38zp+fdvGBWsJckVVG23hGj5/7DGGChm2Vy+lQg9guQ5nMgN88/RzDJgp3r70esLaxQWHzqmPqoqCXwtTGwyxpb6B+1avI2OadKdTnBwZYm9vD0cGPfLYl8mQtS0sx0UisV2XtGmSNoc4MTzEz0+fQlMUlldW8293vo7miumz7n3pDD2pFIaqsra+FqPMrO/SqkqqgkEGs1lODA5dOrLoSIv9I4+zPHIF11Tfg6Z4kYisneTHXZ/laGonO3yvm4tLveQQwlfMzo1HwbGxXXd0IePXdNJmAZ+m4dd08raF7bqEda8U13FdUpZJSNfRFRUpJXnHJmdZXuRc1fBrGooQowTKcl2qA8EJ0sVSSmzpkrEsXNdFUzyZ3FKlqooIstAyi0KIYqmES862SBTy9KRTnEoMc3JkmI5UAgnUBEO0RmOzlDyWSDeNzD+Im70f7GOU69f5ksFN4qY+ViSwk0Bfhxr7Z1BLR+WFEKiTkEUp80h3uKSIhnRHsK39XBhFUNTWIqkTaPpmvB40c8yBGWxzN7pxDaUilp7S5cTMolAqiuqWC3XquYzJIGUC9wLF3LFQtGUo0/pnqvgDryGV+EuSiT9H09cgZQZVbSQQfDOqWot0k+RzPwR0LGsv5zOVFrnst3GcLlS1HtfxAiCq2owQAr//VVjmLtLJv0PTVngZdRxCoXchJvESHA+BqrXNbQnqKGYfiKioDFPXUk3PmdIBn7EwCxadJ6e3ypkt+ruG6e8oLQI1HVxXcuZIN/lMgcA8lMnm0nl6Tk9eIj0W/pCP5uULU93xMiZCKAJVU0kOZ0glssSqPHsH15VkU3l2/vwwuaxJ6zTEd75gWocxrWME/Nch3SwFax+um0JV6/Dpa1GUynH3mpQurkxg2e3Y9lmkzCFEEF1rQ9eXoggfY+dVTwU6g2kfw7bPFPcPoKlN6FobihJDCMVbEzqdWPZJCuYuLPsMqnKYVObroyJ8mlpPwHcTQggCus47rtrKVUta2HWmk65E0luv+gwWxaKsb6xneW0VhqYtWLJY44vweytfxScPPcT9J5/kG+3PENAMb61t5wlrPt7cehU3108XyJw5zp1PABGfj4jPx4qqam5vW47pOAzlc/Rl0hwbGuTI4ABnkgm6igQybZpkbc8P0XJdBnMZLLe8tWkiXyCZLxDQdZZXl9enK4SgJhQkFvAzmM3Sk55dYGVOyKIrHdL2MKuj14wSRQC/GqY+sJQRqzxFt4UIRYQQJUQbdnZ38sjp4ziuS9a22FbXxOMd7SyPVfHuzdt56NRRjgwN8P5tVxPQdAZyWT76zGO8d/MOVlbVcHxkiK8d3MvZVAIhoLUizm9t2EZdKEzetvjqwb0839uJT9X46LW3UhU4X5M9lM/xzcP72dPXjek4xPx+3rF+KxtqJj4wFSWIWGBk0XIdftp+gt3FMtTeTJqCYxPQdJbE4lzT3MrKymraonFqQ2ECM/QSklKCcxo38zlk/odT+sJdUqgNCOMaZK598n3sY0jzOfDfPemDQVEbEUIv2hGMO7joeTjRMth1zuLYE8vKNH0NQnjBEVVbjKLW4TrjVY69jORvAxMz3tId8dQsL4AQEYQyf+b2UrpAwfsMpImUuaLVQg5kASlNwPSsZKSJxBMvktLEtvbN27heCXCdvlHLilJQtWUwoQdxPIQQaNpKKmIfo5B/AtfpRighNH01IDB8NwECyzqIosQIhX8Ly3oRoYQBDV1fh+sO49inESJCpOIj6MZmwCshjUT/jEL+5zh2O0IJYxibi8eWB2UB9tMGKwI0LKlh71NHpt3XdVy62wewCjaGf+6zZmePdpNOzP452nWqj+RQel7IYnIozUDXRDXoUohEQzQsLi0EchkLD7GqMDtuWcMPv/IM//Sn32H15hZ0QyOTzHHiYBdH9p1l446lXHnT5L6h84ls/nESqX8lVvFesrmHsezTxXnYxe/bQbzig+hjerltp4OhxEcpmHuQ2MVYrYMQASKhtxANvwul+NzyAup9jCQ/RTb/qCfGd06hXaiEAndSWfEnCBEAbFKZr5LN/wzHHUDKNAXzBawxHuV+33YCvhs5txbwaRqbmhvYVEJB9eUAIQRbKpfwt5vfxNN9Rzma6iZp5dGESkMgylXVy9lc2TqpAM58jcmnadSHwsT9AVqjMa5ubqE7neL48BDHhwbZ1d3F/r4enFkIiZiO7a35A36i/vKfpT5NI6BrHl8xrRlfF+aILAqhEFAj9BfO0BbeiFqUHjfdPAOFDmp95as6LTSoSriEGAOkzQL7+3p5z5bt/OeLe3i26yxvXrWeT+9+lrtXrGGkkKcnk8Yt3hC263I2mfBMM6Xk+8cPMZjP8odXXIPrSnqz6VFS5Nd03rp6A0uicT63dyf2mKiD7bp88cBu9vb18I71W6gJhBjMZyftaRT4EFNYJ1wKFGyHf9vzSw4N9rOptoE72pazqbaB5fEqYn7/RamjSumAtQ83/QmkuZOFUnJaGhrCfzMy/4CnvloKMocsPIbwvQpE6cWvZ58RLpnRc51z1g/nMxxSymLv4QXKgSKApq/jXEZHUWtRtWUTyKJjHcN1ulC1pSWu10upDK6iROe091dKB+mO4DqdOPYxHPskrtOF6/TguoPeZyGtogqw4/WG4SJxi/92i+M89+cyJoP3eZqTbFXGZLanhhAKmtaGFm4rsS2EP3AX/sBdo6/p+trzfzc2ohul/Xq97HoDwdBbph3DJCNDUS7eRmGuoaoKi1c1li1y03N6gFw6P+dkUUrJkRfacezZ/06G+5L0nh2krmXuP+fB7pGyyxDrWqvmVWjnMqaHlBLLdtA0dVrDd93QeMPbrqOqtoKdjx/h8R/txbFd/AGDuuY4b373zVx92zoqay6df68rR0ikPkck9CbiFR8EXDK5H5PKfA0hQlTH/mY0AKsUs4h+40oMYy2KiGI77YykPksy/QX8xhYC/uuLZ5Zkcw+Tzv4XkdBbCAVegxBBHHcA03oRreix7EEjGn4nkdBbKZi76R/+Y0KB1xCreB/n5v7zvfmvHChC0BqqpmVxFaZrY7kOihD4VB0F8ZJUENiuS8Y0SZoF+jJpziQSnE0m6Ewl6Uqn6CmK4eRsi4Ltkb3ZdoWJ4ntyXIldRtn9ObhS4rgX14s2J2RREzqrKnbwVP+3SVtD1PhacLDpyB4mYQ1wbc09c3GZSwJFiaBMQrYaIxGuqG/m8bOnaAxXsKm2AUNVPUI4DRZXxNnZ3cnO7g6ubV7M9YsWj3q7KEIQ8weoDAQm2PgN5bM83XGa3910JTcuWjLtj8ET6Jl9z+N8QFcUrmlqRQKD+Rw/OXWMfX09LInFWVtdy4p4NXWhMDG/H01Ry368SekizWdwU38H9hEWVKNmCQghQFsD2lKw9k66nzT3gnMalLUltwsl4ll4uN0Ttp33CRy7gCxgmy8wrryUYr+iPrZkw0AztmMVHrvgnP3Y1qHSZNHtKT1GtW5Kv8dy4JXkJHCsA5j5J7Ct3Tj2ySIxzLPQv++XK6Q7XLSQKQXDs5F5WZf1iVELj4WGxWua0A2tLLI40DVMKpElWj237yWfKdB+sHNSz7eyz3Goi/VXr5jze+Xs8R7MQnnR8qa2WkIVc5fdVBSFUEWAQNiHmbdxyhTZ+VVGoWDz/Uf2ctv1a4hHp7dkqIgFefWbt3PjazdhFmykK1FUBcOv4w/oKJfYz05KG5+xkWj4d0ZblnRtKZZ9klz+USz77fiMDXhBqSpiFX+IQB+1nzLkalw3xcDIRzCtI/h91xV/Iy6WcxpQCfpvwWdsK74uCfiuA9zRc3gBs2pUvOylQEFRImjqohl5zb5cIYoEcT6ziFLKUYGb4VyOjlSSk8NDnBoZHiWHI/m8RwodZzRRNOmY8TwwG8MVGGWI21DcP6Tr5CyLs4kEy2vK67MfzuUYyefRVIWIb3b9m3OWWVwW2YaLy76RxzidOYAQglpfK7fVv40q46W1u5hLKCKMmETlz1BUVEWgCmW03xAoOam6UuIWF7NCCO5cuoLaUIhH2o/zk/bjbKtv4h3rtxL1TT2R5YuRiZpguMx65YVHFg1V5fe2XsXb12+hq9ir+OJAHy8O9PJUx2kKjk3MF2BxNMZVjS3cvWLNtI28UrpgPY+b+tsiUXyZQIkhjKuQU5BF3D6k+Txoq0s++D2vxaqSOVTpDExQXHSdQWzrxQn7qtqKohfi6ODQjY3kReSCrKWNVXgGw3/XhHvQyyxOvP+97NPsJq1zJNHKP0oh9x1scx9SJricEXxpIGWOyT5rIQzEJBnvlw9U5lAYfE5R01RJtDpCLjO9ZUUmmaO/Y4jmpRPNvy8Gw/1JutvL6wmcDJZpe4qlljNBpORiIF3J2aM92Ob0JE0zVBataECdQ4PxcCzAb/3VvYwMpMhlCmSTOVLDGVIjGe//wxlSw1kyqRyFnEkhZ2LmLQo5CzNvlhUEeKWhpz/JU88d57rty8s+RlEUQpEAoYUZ08Hv21EsB/WgKHF8xjay+ccwrWMY+gbEqMedgSvz2PZgUT3c8tSfEbjjWmZUfPpGUnyFoeQnqAj1E/BfjarUFdcBr3wSeLFI23k6skMsDtXgnwGRlFKSt22G8jkGshlOjYxwdGiAUyPDdKdS9GTSpM0CpuOU3W/oU1WqAkHqwxFWVFaxpqaWJbE4iyqi1IXLm0NrwyFqwiFODQ3zxMl2rm5twa9P/TyVUrLrbBe9qTQh3aA1Xp4Q1YWYs6e2rhisqbia5ZFtmE4OIRR8ShBVaC/rqPNkZajAlO9LV1QylukpIWlemWmy4E34Ukp0ReXqxha2NzRzaLCfv3j6Z2ysaeDm1oklWmMRMXxEDIPDQ/2sr6lDKYrFCCFKlnQIdBRlYZFFIQR+TRv98aypruW2xUsZyGU5OjTI4cF+dvZ08Ej7cU4lhrlz6YopyaKUEuyjOMm/eXkRRQA0hLENmY3AJJYTYCPN5xCBe0CUKDcWAZRJvRaHkFhjW+Zx7GMlBEtUNH0TYkypqBACVVuOoi7CsQ+O29ux9iLlCEKcV8uT0i2SxYnwesJmPrlJ6Xk75tKfwTKf87wwL+OlhTSZnJgrkz4fXz5QYIFG32M1EWqaK8sScMml83Sd6mfT9avmdM7tPNnHSH9y+h2nwZkj3WSSOWJzmPnMZQt0t/eXlfX0BQwWr5pbGy9N11i6/rwlkBfYkkhXIiWjf7dth0LWJJ8reP/PesQxm8qTGs6QHErTd3aQx/5756x6Q03TZufedp7ZdZLhRJaKsJ+tG1u5fvtyDENDSkn/YJpHnjjI0RO9BAIGV29r48rNS/AZGiBwXZcjJ3p54tljdPUMo+kqq5bVc9ct6wkFfQwnsnz9u7/klutWcfh4D3sOdGAYKvfcuYUVS+uQUjKcyPLzXxxh/6EuVFXhyk2LufbKZQQCOsl0nu8/vJfn953h6MlePv6Zh/H5NKrjYd711muJlZFlXJgQqEoVYyOyQgg0tRYhVBy3H0+Z3bOWSud+SCb7fWyni3MtIl5//bnqGE9jQAgI+m+hMvonJDP3MzjyEa/c3n8T4eC9GPpKhFiYQa6FgqPJHj5x8Mf87eZfoyVUXhYuZ1t8euez7OrupC+TYTCXJW/bOFJOmy0ET+1fV1TigYBnAxevZG1NHcsrq2gIR6gJBvGpGqqiTFuGfSEqgwGual3EicEhfnT4KKvranjtmlUEtIk8SxbHu7e7h8//chem47ChoZ4V1bNT/Z4z64ysk0QXBrrix9Dnzxj4pYYqKpjNx7SqsppvHdnPf+zfRUtFjGe7zo7eaAXH4dtH9pO3bWqDYTpSCTRFoSrgkbrBXJajwwPs7eshUSjwTNcZmiNR1lTVEvP5uXflOr784h56MilqgyEGczmubW5lS13jhHEIoSHEzB/C5xRXVaEgmJoYzxSulJxJjtCRSnA2meT4yKBndJpJk7YK2K5LVSDINU2tbG9snp4ouoO46U+BPTFbNjMoY/64vBQejF4p6gpQG6ckutI+CG4PKBNLP4VQULRFnB/3mONkFummQIkV/+1iW3sm9DcKEUIztkzIXAoljmZsnUgW7XYcux3FGCOtLnNIOVJi9CqKWs9M+yWkzFPI/jfZ1CeR7kxEsjQQmlcRIPwIEfT6NYTPE6sShtfHKwwEOrZ1ANc5PaOx/SpBMoXXpBC87CPcYvQ/Cw6BkI/mZXXsf/rotPvalkP3qX4c20XT5yZ7JqXk+N4zmPnZiSKMRc+ZQYZ7E3NKFtMjWXpOT68WCxCtilDXMnf2KI7rMpLMcaZ3mEQ6j5SSUMCgripCbTyC3zi/gDPQCV4g7nMhwe3vHGb344dmRRb3HOzg8199ihuvWsHGtYvo6UvQ05cYXXMMjWT4p39/FMPQ2L5lCQNDab70rWcYHsnymts2oCjwwoEzfOrff8byJbVsWtdCvmCRzZqj78E0bXbvP0Nnzwi11RE2rm1maDiDVvQ9TGUKfP4rTzKSzHH1tjayOYtv/WAX3X0J3vrGKzF0lfWrm1AUQUf3MK++aS3xWAi/TycYWFi6CjNHqWDaudfOPVssEun/IJH6l6L4zR+ha0sQwk++8ByDiT+/4HiBEEEiod8g6L+VXOEJMrkHSWW/RSb3Q+IV/5tw8I2XCeMUyNkmWaeAnEGLiuU4/Pz0KQ4O9E+7ryYUDFUl6vfTFInQEo2xuqqGVdU1NEUqqAmGCOr66B1wsetoTVG4d/1anjx1mtPDI/zdY0/yfEcXr1qxjMXxGBGfDyEEOcuiN5Xm2TNn+c6Bg3QkkkR8BveuX0NVaHZBmTm5y2xp8UTfN6gPLGVT7JVkjKqiKBUlv+Dmiig7GhehKQpb6xqpDAQxFJWbW5YS9wdYGazmj6+4lqc6TnNyZIj7Vq5jXXUtVYEguqKwLF7Fkx2nOZ0cIe4P8MHt17O22isf6s2kefJsOxnLYntDM3v6ejibTNBSESWo67xu2WrqQxF+0XWGo0ODNEUqphC4mV0Zas6x+MbxPdQFwty+aBXaHJLFnG3xV08/xv7+HhCCumCIRRUxbl3cxsrKGtpicaoDIeJ+P7qiTvMDc5C5byMLjzGznjXhZemUaoTaDGq993clDiKAtPYgc9+5yHdaJpQ4QluDnCor6vQj7ROgtpX8PFS1NFlEZscRQykz2OaeCfspagOqVqosyEA3tlHIfouxnoxSprHN54vZyHPl1xmPmF4AIYIoSnkyz+fPb1LIfpNs8uPFktOpoCGUGKraiqotQ9XaULRWFLXeU2EVviIx1IqqnVpxgvUi6pnEhylkL5PFySD+P3vvHSbZVZ77/tbaqXJ1znFy6BnNSBpppFEOZAwCLIJtjH0AY8C+vsb2MddUi76/AAAgAElEQVQ2xxzf43D9XIdrMMGAjTGgAwYLEIgoIWmURpqoyaGnp6dz7urKO6z7R1X3TE9XV1f39CQx7/Po0XTVDquq9l57fd/3fu+b/54K3l9K5UWEruNSQAjByo5mpCbw3IXnt97TQ2TSWfRFmlDPh2za5vThXtwiYgpSk7RvaKTzYE/RCl98MsnZk4O0bWhctuTj+FCM8RKrnnUtyydu47guT+/t5Gs/2s3ZwQlsx0UphRSCSNDH625bz/vedEu+alcYF34HF/OVTMXTaFKydVMLa1fWYuWridP9fLv2dtE/NMnHf+f1VJQFZwLdnz5zlHt2rCXgM3n0h/tZs6KWj33owZng7cLfM52xqauJ8IFfuROfZcx6/9DRXo6eHOB3338/rY0VKKXI2g4/23mU1927kdrqCFs2NuM4Ln6fwaYNTdTXXDqF7MsHheMOcL7qeM7KYhClXPS8FZXrjZFIfQ9Nq6ci+uf5QFHkv6dDeRG22chdIwJdbyCsv4ug/82kM88zMvEJJqc+i9/aga7P1+b16unhV0qRcDKk3CxlZjDH3HMy2F7xhP5YNoHtLc/zScsz4sKmRUM4TEukjFUVlayrrKI1WkZVIEDYstAuIUtFCMG6mmp+5/Zb+X+ffpb+qTjfPniYHxw9TkXAjz8fmGZdl4l0mql0BgUEDIN33bCJ161ds+hq5jSWqbLoMpbtoyW4/H4mVxICDW0euf+Oqlo68sHdm1adM5H9wA03z/z77uZ27m5un/l7e8M5usptDS3c1lBYJXZDVQ0bquY3MDc1jTuaWrmjqQQDZmEsKVgcSyf5+sm9bK6s57XN6xbeYRHQpeQ17at46+r1tJeVUx0IErV8+LQlUJad43jJRyi9CmiA3oowdyDM2xD6KpDlIEL5qlru/F5Sv3zBIhbCWIdKa8yv3ppG2UcQ1v0U8s3M0Tzn8VpUiZm/PXcA15lbpdCMdUhtrqS8EALN6EBqNReoojo42Zch+KuAL3+uBErNXbgJEcoF4SVCKQ87/XNSU//fAoGigWZswPQ9iGHuyBurl5ELBku7jlSBB/R1XABhUjARAYADauF+uutYOlrX1WNaBunkfIq05zBwZoR0PEMwvDzBYmwsTs/J4lX9SEWIN/3m3Xzxk98mPjF/VSyTzNJ9rB/PU2ja8qwT+jqHyCQXvv6EgIYVtfhDF2fODTn3gu6BcT71jacBeOcDW2ipq8BTHn3DMY52DRIN+TCWsTdyIWzZ2MSBwz189t+fYkVLNbfdvIItG5sJBS2UUnSeGWZgOMY/fuFnM3PjVDxNwG/iOC5TiTT9Q5M89Lots6p8F86jpqGzblUdPsuY9b5Siu7ecQaGY/zLV59B13IL5mQqixSCrH3pWTpXEqnMs4SD70ETufWi542Qzu5Ck+UY+mqEyCVAPZVCk9Vo+SLEtI9iKvMcitnXce69FEL4Zhg/Ugbx++7CMjeRzrx4QY9jDjn2jI7rTaLIIrj2mX625/LZEz9j91gXv736fu6qXcdXOnfy/MjJovtNZpOz3ARKhRCCgGEQNk1qgyHayypYWV7B6opK2vKBYcTyYUh52WMeXUresH4tEZ+Pf9+9lwP9g0xlMvTF5ibqLV2jtayMh2/YxNs6NhCyll7BX5ZgUQqNqFFD2k1eMlPgKwIxf7B4rWDplUWHWDbN6mj1kjMR88GUGu9ctwmAuJ3l+NgIT3V3EbczhAyTlWWVrK6oJGJaRa8lpbJ4ya+C11fCWQVoLUj/2xC+14HWfNVYigghUfqanDVGseDIOQTYFAoWhaxEyBDKm+1xqFQK5cXz/1a4zhE870J6hYFubAUKL6SkVo9mrJ9roeEcxXOH0PRc0kN58cKVRRkswbT9HDxvgFTic3hFqKdCVuALvBcr8DBSa+TSGKpfB5CXfdcolJBRKlvwN7+O5UNVfTllNREGShCZiY3GGR2coLJ+aSIGF2Lw7Cij/YWo5edQURthzdY2yqsjRYNFpRRnjvSSSWXnUDKXAs9T9JwaJFMCRVbTNdo3Ni6TcqaiZ2iS/pEY77h/C+994y0zwZFSimTaRkqBlJdvHVRRFuS3fu0uTpwe4sU9p/nKf77A3le6+c137yDgN1EKWhoq+OCv3oVxHkXZNDQiYT9TU2koYe0mpZg3CFYoaqoi/MY7byd83u+ra5KayuWzTbraINDIZg8xEfs7Ar7XAJBIfZ905mVCgbdg6CvJKaGWYeqrSGd3E099B7+1A8+Lk0g9TjrzLGLO89dmMv5ZQGIaG9G0KlA2mex+0tmXMI31+V7J2dC1enStkXTmWeKJb2IaGwEbIXxY89gPXe1QgKsUjudi5xO8Z5OjnI4P0RiYf23hLCEZbGo6v75pK35Dpy1aTk0wSMi0CvYFXimYmsY9K9vZXF/Hgf4BDvQP0D0xyWQ6jacUAcOgLhxmXU0VNzc10lwWRb/IuW9ZgkVNGHRE72L/xBNUmg1UWPWI8/pYDGnh0wrTJK88JKbemjPrvvAd4cfQ5hrdX1sQSBFgXhrZPLA0jaBhLVsJf9aIhMBTimNjw3x270s819fNVCaDm++RDJkmt9Y38aGtt7Cxqnb+YNU5jsr8nIU/l4aw7kQGPwJGR56CeHXc9NMQWjPICLjzB4vK7QEvDtrchZaUEaQsw/UuXFBmUSqWpwvZONn9c0Ricv2KW+edCIUIYhg3Yad/xvmVz+kq5XSw6HnjBf34hKyEEvtmc1XFn+bGOQ+ErCQQ+WMs/0NA8YRCaXj10HUuBaSsQAgDVbCCaOdElNQ5GffrWF6UVYepbigvKVhMxFIMnR1j9Q2tF31fKKXoOtxLKp4uul19azW1zZXUt1Vz9kRh65xpnD05SGIyuSzBYjadpf/0MKoE/zDTZ9C6dvnMxyNBH37L4JVT/ew91kPHinp8Vm4xGbwC/Xeup/D5DG7Y0MSGNfWsaqvmC1/byVtet4VgwGJFaxW79nURDlm0NlXOVLVc10PTJKGQRU1VhP2He7jvjrX4fbnP4ClVQLOggJCeELQ0VOB5HqahsXZl7ZxzTENKieN6OBfh23lVQWiEg+8mk91DIvV9PJVGIAn6H6Qs/JEZlVQpQkRDH8SN/RXjsb9ngk8jhImht1MW+RgTsb+fc+gcdfVxUNlp2RsQOqa+nvLI7yMLMHY0rYZo+ENMxP6BsdhfIdBAmAR9r71mg0VTavz2mvuJ2zuotM5RyW+uXMGfdLxl3tXczuHjfP7EE4s6l6VpvH39xmUvkiw3pBBUBQPct2oFd69oI+M4OF7Oc0HL91Ia2vJVPpepZzHL0ann6Uq8wsmplwnq5cjzFg7ro7dzZ/XDy3GqZYcUQRrL/wZFoeykRJOXNiOWcibIuJNEzZZLkrUQQuS9fySLMaiv8YXYXtPCy8M9xO0MYWM5FuU5KKU4G5vkz3c+QefEODuaWthcXUfYtIhlMxwYGuDZ3jMMJOL87b2voz1aXkDpycVL/wDmVMkuhIbwvR4Z/kOQy6uEt6yQEYSsR11QvZsFbyz3ebW5xtZCRuelenreGDk1tjiOvXfuqfVWNG1+SrMQWi6YlFGUNzbzulJJnOweDOs+hJB5T8e5CwCp1c1rP3MhlIqRTf8YmG+BauALvg/L/1CuF/Gig34P1KubInWxEFpVjopacE2u8uJADnB1VOpfbTAtg9a1Dbzy3IkFt82ksgycGUF5CnGRVE8n63L6cC92tvj90b6xEdNn0L6xkV0/eaXotuPDMQbOjFDVMHdOXyxS8Qx9XQuLUACU10SpaiidCl8MQgjWtFTz1ns28+hTr/Bnn/0BHSvrufvGlWzb0EJNRXjZReGKQsHPnzvGic4h2ltyz4bnd3dSWx0hFMxVq269cQXPvXSKf/iXn7Fj2ypMU6Onf4KVrdU8eNd6DF3jLa+9gX/60pP83ed+ysa1DWSzDrF4mne88caSlEo71jfSsa6Rz37lae64ZRXhkI+BoUnKo0Eeev0W9HxFsqoihBSC/3xsN5vWN2LoGrdubcfnu0ZVlZWDaWwgEnofWfsoSsXRZBWGsRYpzmleCCHxWbdRU/E5bOc4npdCk9HcdjKMLqvRtFrOPdMMyiN/RDjwMI47lKekamiyGkNfhZzH31YInZD/zVjGDThOJ57KIGUAQy+utD/nY6lzVm9XGkIIIoafyKxebEG1FabCDM47xkozNONfvphzXflPvDhoUhIwL+3zd5loqDprwrfSEihsGl5uXr3VOSEkulY6RW45oZTieOwxhtPHuK/+z3MZoEsAKUIsNli0NJ0PrL+Vv977BP/wytP88oobqPaH0AtUDyxNx6+XPtG7SvHdk0c5E5vgk3fcz32tKzA1bab2mXVdnuzu5JPPPsH3Th7lIzdunyuw4w2jMs9S3GtPIMzbkOE/All/VUx680IEQGukYM5iGt4kyhudhy7kQ8rC/mrKzQWLnnMW1+me875ubEQsQBPV9FVoWhvOecEieDj2AZSKIUQZnjtEoWtMag1QomKb53Tj2kfnH4exDsv/DnKU2WX4PZWNKtD3cR3nIGUNQpSjGCv4vmMfQ6n0VUPrfrVBSMGqzc0Lb5jH2RMDOLaLqV1cpTcRS9J1pDjFX2qStvWN6IY28/9i3oHxiSQ9JwfpuK10j735MDEcW5AiO42a5oplVWH1WwYfeOtt3LSuie8/e5j9x3vZdegM9VUR3nTnRn7pzg4iQd/leeYIaKov58jxfnbuOokA2loqeeDO22dM7yvKAvyfv/UATz57jEPH+nAcj4a6Mtpbqmbostu2tPHHH30tTz1/gpf3d2GZBh3rGrCs3Nxtmhob1zZQUVY4cAwHLT70a3fxzK4T7Dt4llTaprY6wpqVtbPov411ZXz0N+/liZ1H+flzx1nVVs3NN5Sgv3CVYjqHpms1eTGb+SGEhqE3YehNc97z++68YFuBJiJo5uZ5GkSKncfANFZiGnPV00uBUi6x7BF8ej2mrLgq106vbdhEQCv+zfh1k5DuQy5T+KeUwlWKlG0zkkoymUnnbDXyfZGG1FhXVU1kicb3VzOWJ1hE0h7cvByH+oWCq2wGUvsvWZA4DU0GEYhFke2G0wm+emIPY9kUPz9xisfOHKHCCqAVmDTe0LKej3TsKPnYWdflpf4ettY2cFdzGz793GUoAJ+uc1dzGzfWNvDyQC8Z10GXsxeiyj4IC9kdyGpk6P+4+gNFACzIq6bNT4u0562kCiGQeuEH7nRl0XVO5ILNWdAxzNsWpBDmLDS25iuT58aX82wcRIho3t7iwuBdIGU9pU01Ctc9jTdv36bAsO7Mq5wu1+SfwpvznVzH+RAyiqa34LmnCr7vOafx3D6kCF+cpON1zIvGVXX4Q74FKaEAPScHyGZszIus1Iz0TzDYXfzeiJQHqWnOJZrq26oJlwcZH5pfndRzPToP9uBkHQzr4sbX3zVCcqoE31UBrWvrL/r7mHVIIfBbBrdvbmfbhhbODIzzzN5T/PiFY3zu288xPJ7gw+/Ygc+8PNWytStrWbtybrLwXFVLUFEW5O1vvJG3v/HGgttomqBjXa46WAhlkQC/94H51e6FEETCPt54/ybeeP+mgueAXN/j9hvb2X5j+4WHuI6rBBl3lMMjn2Rl2YeoDtx3pYdTEHdWr11wm7WRev7H5rdR47s4hqBSing2y4GhAZ7q7mJ3fx8D8SmmshkyrjsTLFb4A3zm9b/ETfVzbewgJ9Rjn6csrUmBuaDif3F4SmG7Lq6nUKg8/XT5Y4rlUUPFYzTTR7lZO2dR7ymXuDNO1ksR0iuwZOCyLtyV8uhOPI8AGoO3oAkDx0tzNvECtpegJXQnPi2CUorB9Csk7GFaQzvQhEXWixOze4hle7G9JJo0CRsNVJgrMbQA08XqrJugO/EcZWYrEaOR0cxJpuxeFIqI0UCltQYj/7lznpSjTGROM5btZDR9AkuLcmTy0Zk+T0tGaA3dgS6XJzshZRRNRvAKGJrPJ36Tdm06p8ZAweaKwhf+NIr5IBaCUoqEnaUhHJ53X0NqRC0fA4mpOfLdSnkoezcsUBESvjeBsekaCBTz1AdZjUKnWHlRuf3z5sjmo5LmqKM2jn2AC0VKhKxAMwozAmaPz0A3b4LkI3C+uqo3jmsfQdNX5oOuCwNdC6lVl/QbKEWuOqnmWRALH7q+juU0gVfeOJ5bikDSLy6ECKHpa7EzT1Goku95QzjZPWj6Gq49As/VDyEE1Q3llFeHSwoWxwZjTI7GCV2EyblSiu7j/Qt6/pVVh6mqz9HhqhvLKa+OFA0WAU4f7iGdyl5UsKg8RV/XEOnEwkqoUghWbrp0bR6mobO6uZqVjVXcvrmd//6p7/HMvlM8/MAWmmqWR2iolHFc6m0uxzmu48pDoUg63aScnis9lKIo5ToK6harwoUZV6XC8Tz2Dfbzb/v3svNsF5OZ+eccV3kU00A4MDjAV17ZR9rJrcM2VNfwgS034zcWNxcqpcg4DsdGRtnT08fJ0VHGUzmv13ds2sj9q1fO2jaWyeC4Hn7DILDEBNby9Cx6WXaOfJOO6J0oIGpUU2U1IdE4nTjA00OP4HhZqn0t3F3zbsqM2ss2YSgUXfGnGM+cpsq3joBeScIZZtfIZ0g5Y4SMehoCN+KoDEcmHiXhDNMcvBVHZdk1/Gn6kntQeIDIy+wrWkJ3cHPV+/FpuQdB2ptkz+iXqPNvxpABziZewFMObl7soz10DzdVvR9LC6Pw6I7v5ETsh6TdSdLuBFkvweHxb82MOWI20xTchr5o8kFhBM2b832Zc+lBmowgxVyxgYZAlL/d/uaSzEx92uIuI01K6kNhuiYnGE+nqA3O9b4aT6c4PTlOQyiCdqGKk4qDc4KiFFRRgfS/iULKoVctZEWOrllAbGkG+SphIQqm1BrJfd7Zv7NSEyiVxrEPzdlH09vRtPl8mmZDNzqQsgbPPX3ewVM4ziEMdQ/Km1sRFNKPLKDYVhhe3uaj8DUnsBBybr/mUqGUwnEOXwWVxWJzoZrv575syPWs3gzJr8xKFJyDQzb9OKb/zQixfFS/6ziHSGWImqZK+k4v3KMXG08w0jdOQ3tpSZpCcB2PriN9ZFLF7Trq26oJ5G06/CEfTatr6TxUfJE51DPG2MAk4bKli95lsza9p4bwShC38QUtmldd3ILxfCiliCXSSCEIBqwZIQwpBVVlQYI+k0Q6W9Rz8jpeHZAyjKE3I+XsxEyOrpggljlM3D6B62Xx6XWU+W7Ap9XNMHmS9hkGEz8ham2m3Ldt1v2qlCLl9DKU/AkhYzWV/tsQQstZamATz54kljmM7cUwtChRq4OgsQJ5XjJ1MvMKk5mD1AYexFEJJtJ7yLrj6DJE1OogZK6e2d5TWWKZwyTs0wwnn8Lx4gwkfsSUfc6eosK3jTJrfjG8VxtSts13jh/hM7t30R1byO95YZT7/RwcHuLUeK6l48DQAPe2rmBTTenzk1KKwXicf9+9j8eOHGNgKo6Xn2sMTbK9ZXbLgqsU//Liy+w8fYbXrFnFB269eUmVx2WqLMJYpo8f938JQ/rQhMbdNe+mLbiZAxNPUm21sD56O7tHH+fQ5E5uq3oIbYmLeKUUtuPOmAQbhj4jW10IAkmltYre5Mtk3EkCeiUxuxelPAwZZCxzkobAjdhekim7j0prNZo0kcojarZQbq2g0lqDT4uSdic4NPEtTsZ+TI1vA2uib5h1rq7401RYK7m56gOUmS2knHEOjD/C8dgPqAvcwIrwfQgkK8L30xy8jbg9wJMD/5Oo2cKdtX80U1mUQseUy2MeDGDo9Rj64pTgdCmp9C09M10MpqZxd3M7f/3CU/zL/pd55/pN1ARyRqu25zKYiPO/j77CyfFRHl63CevCYNSbRDnFKajC2ADaymtrUpMRFgxuCwRkM7vLCoQIo9TsPh7lxfHcPjy3d84+unkTlGitImUdurGe7PnBIgrXPoLyRgsHiyKwyACvSF+tkHkl2+VCGjvz9Bx12MsJgSgq/qNUmuJ9uZcHurERTWvCdY4VfN/OvoST3ZUXO7qG7rlrBIap07ahgX3PzN/PO43UVJqhnotLgKSTGU4vEPQBtK5vQM9bMeQURxuA3UX3mRyN039mhJa1S28PyKZsek8V93+cRkVtdNmsRCC33nn8+SPsOtjN+vZaGquj+EydWDLDS4e66Rma4P5ta6iMXq0K8NexXAj530zAuusCayhFxh2kc+LzDKeezrcZCTyVxq83sbL8w1T6tudE4ZRDd+xrRKwDRKyN6CI46zjDySc5Of5p1lb8IeTXh55K0x37Gj1T/4nCQaDhqSxS+miL/DqN4bfNBIAT6f10Tn4ex5tiKPkktjuOQuF4cQwZZmXZh6kPvREhNGw3xtmpR0jYZ0g7/ShcJjJ7idvnhLUsrYIya+sl/16XC/2pCZ4dOs6D9R1EzcWtZzOuwzePHOQfX3qesdTyrBEaQxG21tbTOT6GAkaSSZ7v7aajuqZE9pViLJnib3++kx8cO4HtujnnAstkap6KpyYETdEIh4aGUMDbNm2gLrz4pO6yrbw0oXNjxWtYG76VE/HdHI49R3NgPQl7gi3lD7IiuIWsm+JwbCeustGW6IvmuB6P/vQALx/KCXW8/TVbuHVzW9F9omYLSjlM2QOUme2MZk4QNurQpZ/RzAk85ZJxJ0k6o6yKvBaJAQI6yh9Gos1kgRQKgUZ/cjfD6aOsjrx+zg+8peLXaAzckqOcmgoPj6H0QQZS+3PBohBYWhhLC+MpB4FEFyZBvQb5C+IVJ4Xg/raV7B3s45EjB/hp10maI1H8ukHSsTkbm2Q8neLtazdyf+uKuRLG3khxP0JAmNugQMX0qoYIsWCwqOLMW3mTZTnFUveCYFGlcJ1TeHNsNQwMcxsll62EH928Oa9Weo7O6jqncZ1elJpLPxMijCzZq1QgKBK4KmfZxGiUUjj2IezMM1xR6wyhIYrYinjeSN5Y+couPKVWj2HdiTtfRV/FSSe+gG5sQWilVpKvo1Roek5IRkqxYDVNKUX3sQE810NbojH8xMgUvZ1DRbfRDY3mVXVIbdowXNC0qhZfwCSdnL8imU3bdB3u5ZYHOpas2Boby1VPS0FNUwWRyuVLvgqgLOSne3CcAyf7ZvqVZN4243W3refX3rAN/0X2ZF7H1Q8pw0g5e+HtemlOT/4rQ8knaI38KlWBu5DCJJY5xKmJz3By7B/x1zQQNNrw602U+W5kPL2HhH2aqNVx7jgqyXDyKSy9ZqbqqJRiIPFDuib/ldrga2gMPYShRUk5/Zye/CInJz6N32imyn/7zHEcb4ozk1+hIfxW6oNvQJN+JtL7ODn+T3TF/o0K/y349DpMrZy1FX8MeHTHHqFz4rOsKvsoVYFzwjvaEjy7ryR6kmN8o/tFbqlasahg0VOKnd1n+MzuXXMCRV1KKv0Byn0+QqbFqfExxtOlBZOmprGtoYnvnjhK1nWxPY89/X0kNtqESlAz9ZTiO4eP8PixE0gBr1mziteuWUVDJMJfPvEUR4cLM0/W19RQ5vPRF5uia3ziygaLlhagPbiFCquBNpXlTPwVPOXi4aGJXANn2Kgk7Sbx1NIz5a7rsf94L8/szokt7NhaXA5YCEFIr0OXAWJ2D67KMp7pJGq2ENCr6EnsIutNMWXn+pYiRuOMxohEx1VZUs4YWS+Bp2wSzhACDUeluJAfFjbqqfKtn9VUHtJr0IWflFPag+1qQo5K4dE5NcbR8SFG00k2VdZzU1UjQghSjo2rPAK6uWhPmnLLxx/ccifrK2v4fucxuiYnyLgOlqbTGinjIzfeymvbVxMx51JxlTcMBfz8zsECfQ1wbfm+5awgFhhzkc89HSxeWJyboaBe0AsotTo0fXXJ2X0hBIa5DSEjsy00vHFc5wieNzdYlFoNiFLp1AIhy8hNS4UM4FN4bh+qBPPoYlBKodQk6cSXr4J+RbNocOW5PXjuMFKWcSW5qELomL43kUn9VwGRpBzszAukE5/HH/49hPBxtXmZXuuob6smGA0wNV6ICjwb3cf6c/52SwgWlVL0nRpicmSq6HbBaIC61qpZz7uGFTUEo4GiwSLAif1ncF1vJtBc7PiGekaZmigtcbRiY9OMbcNy4f5ta9i0soHBsRjxVBbX87AMndqKMI3VUSzz6jHwvtLY+8RBfvDFJ7jv3TvY/sYbX9Xfi0IxlT3OYOLHVAfuoTnyHjThzwki6U2knH5OTXya0dQLBPQWpDCpCdzHcPIpxlIvEDE3IITMCarYncSyR6gJ3Idfz7WK2N4kPVPfwm80sbLsw5haZf7YOerhvqHfpT/+GBW+W5B5Fo5SHmHfOlZE34+h5RK3fr2Bicxe+uM/IOX04NPrEELDzLdW6XlarS5DGPLibW6uFNKuTcZ1FpUOVkoxnEjwhX27GUjEZ143pca2hkbesnY9HdW11ASDWJrO7/7oMZ48c7rIEc9BCMHG6mrCpsloPgg9mQ82SwkWJ9MZvnf4GI7n8Y5NG/nY3Tuo8PtRQMgqvL8QgtpwkHK/n95YjJ6JGLSUNNxZWCbrDI2gVsaJqZeQQnJqag9j2X72jf+UKXuUpBvDUx4pdwpN6BclguApRXKBPooLEdAr8WllTGZ7SLljTGS7WRt9IyG9juOT3yfpjBKze9FETsAGBa7Kcib+DCemfkTcHkApd4Y2kPUSBS8+U4Yw5ewKgBA5U8xSev+uNiScLP969CW+dnIv45kkrvL48MYdbK1qQEPww7NH+W7XIf7Hza+hLbw4+xEhBOU+H7+y8QYeWrOBsXSSjOvi03Qq/X58ujG/V5U3WjxYlGGEdvn6YpcPOgsvsOfvZxTCQmr1uPaB2W+oNG4Bk3tNXzev3cZ8kHo7mr4CJ3u+32IcJ7u/oDCNlLX5IHhhCCGQWiNChOZQaXOwsbMvY/nfDmJplTalFKgU6cS/k00/zhWtKgIg0bRmch6Fc8hLRyQAACAASURBVK9pzx3EyT6Ppq9EXGHmgW5uxvS9lkzy6xT+3mzSiS+DCOIP/gaI0LLfg1eT99flhBCC2pZKopWhkoLFwbOjJGMpzOrFV7eUp+g60ktyqriYTrQyRHXT7Hm/sq6MqvqyBS0tek4OMjWeoKK2VNbBbPSfGSEZWzibL6RgxaZmhFy+60UIgaFrNNZEaaxZ2vh/kTDQNczOR19i7c1Ls3G4pqBgKnsU2xtHCoPx9C7Of6Y7Xi4Bk7A7cxRSYVDm24pfb2Qk9SyN4bdh5q3cRpLPoJRNTeAeZN6WKOX0krA7iZjrmcwenLWWzrjDSEySdjeul0Bq567NSt929PMqoAIDn1aLwsbxrlwbRqlwlUdXfIS0u7i1/6mpQRxVumUc5J5sT3d3sXfgXCLZrxt88Mabed/mrUSt2ZY4czQ1FkB1IERdKDwTLI6mkvRNxWiOLDyX9MVinJmYoMLv55c3d1Dh989UnIshZJoETRPb9ZhYIqV2WYJFXRh0lN3Nk4Nf4ZXJp7Ckn5sr3sDZ5GGaA+vpjO8j46Xoih+g3r8SXV6cCloyvbgLRhcW5WYrcWeAyWw3tpekzGzFr1UihcFYppOY3UtQr8aXv8FOTf2UF4c/RaW1mi0V76XcbEWXfmJ2Hz/v/4uC5xFCe9WoAXrK41udB/jisV1sqqhjXdl6Hj19cKaRFqAxGOXAaD97RnoXHSzCOfPTkGmWlFWZgUpRvLfND+LipJKvDERx54wFIdG0ljnhpFJJHOfInHMZ5i05s/XFjFBE0Y0bcbK7zxuoh2Pvy/fXXTAirY7FmLVrehtSq8Z1Ci827cxObHsvhnn7gnYfc6AUSk2RTnyZVPyf51ddvYwQQqAZaxEyPE/FLks6+QiGtQN5hXtwhTDxBd+HndmJ587164Rc4iAV/xSe24c/+H6k3pYPci+mEuyBSuO5fbhuD4a1HbjGKObLgHBZgPr2anpOLtyrNzEyxdhQjLLqxc+D2YzDif2Ff9/z0dBeQzA8m5bmD/toXl3HsT1dRfcd7Z9guHd8ScGiY7ucPT5QkrhNOBqgoW3pQj/XcR2Lg0fGHcFTWXqnvk1f/HtztpDCAhRKKaQQWFoVVYEd9E49ylT2KBW+23C8GCOpZwiaK4ham2euX9sdw1VpxjO7mRyeK1iXO76OdwEzx9KnbblyyB1P5B/hVzphujAyrs3/c/gxjsX6F7Wf7bmE9MUJRaZsm592nSLj5taYAnho7Xo+uHUbgUWqlhZCxLKoDpxLdmcch/54cRbHNKYyWRKZLHWVFdSGS0/GCiHQpcRTCsdbGrNzWYJFIQRtwU28rfkPmLJHCeuVRM0abii/D4XiaOwFjk4+R4VZz5byB5AXoVDpeop0uphz+VxIoVNurWAk9kNGMycwZICw0YApw/i0MkbSR5my+ymzWtGFhadsOqd+hi4stlX9FtW+DTM/SsadmnMjXgyu1uByLJPisTNHuLmqib/e/kYAnurrnLVNjT9EyDDpjF0aNcnOiTFOT45zV1PbbPUmlaG46Idx7fUrAmDn/COKotgtK5HaXPNupabmPA+EiKCbm1gsVVcIgWHdnqsgca6h2nN7mPub6AhZMyPcVAqkrEY3b8z3xs2F8oZITf0jMlqBpq8rOWBUysZ1TpCOf4lM+tGrIlCchqatQNNX4WQL30eufYhk7G8IRD6O1NoWHyQvIzR9Lf7QB0nE/nJ+6xqVJJP8Ok52D1bg7ZjWfTml3jwdayEo5QEZlBfHdc/i2gexs7twsnsRMkrE/Gqe5vqLhWkBmZd+cnDBbeMTCUb7J1ixca7594L7TibpPr7woqx5Td0c70LLZ9C8OtfH6Lnzz9HJqRRnTwyw9sa2RY/PyTqcLWF8AGU1Eaoayxd9juu4jqVCIJHCpD36fir9hf2nTa18RoRGoFPlv4PeqUcZTT1PuW8bsewREnYXLZH3YJ7fppAvSFQH7qc18usFj61JP4acnSS61F7elxoKSDhpGvxlbIiWpt4O0Jsc53RiYQXp8zGcTHBs9Jy+Q3UwyDs3bsKvL0/XnqVplPvOJdlszytZQEeK81k1pQf5Kdsmns2iS0lwMYWZ87BsPYtSSMrNOsrNuvNey0X0HdG7WBu+BU3oaMK4qCxf1nbIOosrK4MgajThehmG00dnKoiaMCkzWxnLniLljNMcvBUpDByVxvZS6NKHpUVmxusph97ky8tWtpdCRwqDrJfA8dKY2tWjnjaZTdObmOQtbRuptAKMZuYuDH2agSE14vbiKr2l4sW+s3z7xGFuqW+6QOo3Z2EyL4TkmrLMyKMk5UsRYP4qjUBq9YDBbLrq3O9Kag15auPi70VNX4fU6vHcrvNeLTBuYeV7FhdxDuHHtB4km/ohah4RIyf7IvGJP8QffD+GdTtCVszxXszRMhyUN4nrnMbOPEE2/Tiu03nBWHU0Yx2uc+qKqaIKWY5h3YuT3UNhmrFHNv0jPHcAK/BODPNWhFaFwAKhkbPX8FA4oBwgi1IZlBfD80ZR3jiGtT1/bVzkWIWG6X8Ixz5BJvm1ecYL4OI6h0nGTpDW/gPdvAnd6EDT25GyBiFDnHv85ISLPG8c5Q7juT24TheucxzX7UV54zPn0cT6i/4M1yo0XaN5dR2GqWNniycsXcej+3g/2x7oKLrdhVBKMdg9wthgcQExw9RpXFGDps9OXAghaF5dhy9gFqWxKgUn9nVx/8O3LnoOik8mGeoZW3hDoKG9mmDk0qh6X8dsuI7L2WN9HHnxJFNjcSobyum4Y13BbZVSJCaTnD3ez5nDPUwOx5CapKqxgnXbVlLbWj3Tzzo+OMkTjzxLWXWEex6+bU4frud5vPDYHnpO9HPHW7fRsLKu0CkvEyQ+vQ4QCKETtTYu2D4ghCBsriVsrmE09SLNkRFGUjuR6FT775qVHLS0KjQZxFMZIta6GXrqpcHV1T4lheTe2nW8b8VdJe/z1NAR/v7IDxd1nsFEfJZgzZqKKtrLlq9vUwhBxDJnSGSu55G0SyuARX0+Ij6L0WSKgak4DZGFmSNKKY6PjDI4FSdgGDSXLY06v5w69PNCComlLc+EnbEdHGdxZVQhBCEjt1AaSh9iTeQNaMJEIKnyreHs6HNIYRAxmnPlWiwqrdWciD3O8djjtIfuxlMuvcmX6Jx6Aq1kwY7isLQoUbOZgdQBDk98i7rAlnxWHWr8G9GW0Xx8KRCiOB875dhkPJewcWkmrLidxS6YnZ6mtc0zkSmPojTVqxXeOIWEXWahiLKoEAIpK/M9f8UFlXRjU15MZvGQWi26sYHsrGCx0Hh8SFm9qGMLIdCt7RjWnWTT36fwb+zh2vuJT34cXV+LZmxE01sQIpoLnlQWzxvDc3txnVO4zqm8IM+F14TEsO7BH/oQiclP4DqHFzXW5YIQGpb/9WRT38GdQxeehodj78WZPILUatG05nyQbJKjNGVRKoVSCZSaQnkxlErlenuFRrj8s8sSLObGG8Ef/ihKxcimHqNYHy3YeO5psqnTZFOP5pRfhZUP7o2ZbZRyQGVRZEpgDvxiYlpAJhDxLyg+A3DmyBLEoBScPT5AYrJ44iQQ9s3r49iwooZgxL9gz+PpI31kUja+wOKeHyP9E0yOlkbbat/QhGFee4nDaw2u4/LMf+3i63/9KCO94/jDPqQmqWutpm1j05ykQmoqzZf+9H/zwg/24LkehqnjuR6pRIbGlbX8xl+8k633deT72AXPffdlRvvGWXfLKhpXzQ4Gp8bifP1vvkNyKsXtb775cn7sORBCELU24dcbGEr+jJrAfQSNFTP3SU40MIkU5iw/RENGqfLfwenJLzGW2sVEeg9hay0hc82s4/v1RqJmB5OZVxhLvUSlf/usYNT1cvecJi+OeTEtypNxiysiXy4IIGL4qbLCi+oR9Gsmhlzc/R/LZGYFb+1l5XPt2y4S549JAU6Jop8NkQirKivZ3dPLdw8fZXVVJWGreDwylEjwld37iGUybKqrZU310tTKL0uwuJzIZl3sRVcWIaBXYGkREpkhys32mbJ81GjBUVn8MkDYmF5MCTaUPcSU3cuxye9xfPIxtLy9xZbK93J4/NvL8ll0YbGp/F2k3DFeGX+EVya+gYZOjb+DSt/qKxoslpk+GoJRXhzs5q1tc7PTrvJ4brCLuJ1hQ3nxTJ7tuQwlEriLVMEdiMcLK+cKH7mAcb7AyskvOK8xeEOgFsgwLRB8Sa0SIUMot1iwaKCbW4GlJj10DGvHggIxQviR2mI8Fqf3i+ILfRDHOYLnnJp/QxXHsXfj2LvJTWXT01muqlg8YSAwzNsJRD6OprejGWuvWLAIILU2fMH/RiL253l7lPmQxnPP4LnFfUZnI8By9qXkkhJ1BCIfRwgfmeS3OZ+SPD+cnL2Kuha6ZK5O1DRVEK0MlRQs9ncNk03bWP7SgzHP8zi2t2tBwYRweZCapsJ96tGqMDXNlQz3Fk9YDZ0dZXxokvq20hNKOSXUMeILBLMAuqnTsqZuSYqr11E6lFJ0HTrLf/zf3yadyPC+Tz7Mhu2rSMUz/Pybz/PkN57HsWfPxYal07S2njfU38e6W1ZRURvFzjrsfPQlHv3UD/mvf/ohq29sJ1weIlIZ5vZfupkv//k3efnHB2hYOVu87uS+Ls4e6+Pud2yntnXxz5vlRsBopTn8bk5NfIZDI5+gNvggPr0e10uRtM+QdgdYUfZbBI22mX2E0Kjw30p37Gv0Jx4jYZ9mZflH51hVaCJAa/TXOTTyZxwZ+0vqgq8jZKwEFCmnn6nsURrDb5tlnbEUhM21GDLK2alvoMsQllaD4yUIGm2EzMsvVGRpBh9Z8yDV1uIsH6JmgPZQNaYsPdSxPXfGDgcgbJosoz4WwKy+QQEYJQbAIcvk7Zs28MrAAI8ePIJE8LZNG2gui86as23XZSKV5sjQMF/du5+nOrvw6Tpv2rCWmtDSbIRK+gaVUvQNTZLKLK5X8FKgq3eMzAIUnEIwZYjt1b9DxotRZa2bmWyqfOu4v/6T+WAwpwwphKDMbOPuuj9jInsG20tgSD8Rswm/VkHEaMj3YeWO4dcq2FHzMXRpzbw2jaBezV21f4ylzS0XCyGo82/mgYb/xWS2G8dLowmLoJGz27iSKLcCvKllA586uJO/2fckt9e2knEdxjJJ9o308cLgGf7jxG42VdSzrWZun9z5GEok+N2ffZ/h5MIqfudjMp2iqZBClAgzn70CkKMTFvD8u5qhlItyzlBIEfN8CK2BYmIhQpbn7TPOFt1GMzouqvdNN7YgZPksC42556lALEG1VAiBbtxAMPxxEpOfwPNKsbdwWLAqOwMdw7qXQORP8lRcMMybyKa+y5WqSOeqi2/Bc8+Qin+e0oKvK4dcwFhPIPJ/oekrSMW/gPJKM0m/jqUjGPHTuKKG7mML9+yNDk4yOTJFTXPpmeRUIsPpQz0Lbjdt41FsjIdeOFn0GBPDUwycGVlcsOgpuo/1F+2HnMa0INAviriNUgrlKRACIZgRABL5vyH3mpRiVqVr+rXpv6efL9OLz+n35vsePdfjhR/sZeD0EO/+47fyut+4B8PUUUrRsLKW7iO97H9qdiJON3V+6UMP5iuHcubY9e017H3iIF2HzhIbiRMuz4l43Pr6rXznn3/Ec997mfvedTvhitDMuZ/77m6EENz25pvQzStf/5DCoCn8dgwZ5uzUNzk9+SU8lUagocsIZdZmtAI910GjnTLfFoaST2JqFVT6ts/5zoUQVPhupqPqL+ia/DJ9U/+FoxKAQBcB/EYTxizVU5EXXpz7rM8p9RcWHwtb62mPvp/u2Nc4MvqXCASaDLGq7KNXJFjUhGR9tGHR+60O1/GJTQ8RMkqvtGpSIoXAzV//tuctLCWxCHhKMZpKzSRMdSkJF7CIKwRBzlvx6NAIX9u3n6/u3c8Pj5+gORrl1OgYjqf45oGDPNXZxXAiQc/kJPFMFk1K3rBuDW/buAF9keqt0ygxWIRPfe1p9h9d+CFyqeG4HvHk4hdSUujU+DfOed3SQjQFb53zes67pgy/PpeqV+2b3TdjSB+NwcL0B0MGCh7/3HkkQb2aoL44ut6lhhSCd6zYzEg6ziOn9vGtzgOkXJvvdB3ke2cO43gumyvr+e9b7qXSKk4xtj2XvqkYZT4fNYHSg4cu5gmLtCoQxvwiJd4Uyh0G/eL8+C4rVByKVdEAMEEr3twtmLbPmF8EQ9Pb0bQlGO1Mn0MIpN6Gpq+cZaFxIaSsWbLQkBAahu9BgsIkGfsrXOcYy0FNFCKKFXgYf+i3EfLcQlIztiBEMFf5ukIQ0o8/9BEQftKJL87rZ3i1ILcILcMXfD+6cRPpxOexMztRKsGlqR3KHI31KhUFuxzwBS2aV9fx/A/3L/gVT+YVURcTLI70jTN0duF+wKZVtfiChRc4uqHRurYe3dDmVJTOh53Nqa5uuWtdyfO063qcPtxb0rblNRGqGxev0n2twnM9vv7vz7FydS227fLcM8fIpB3uuHcdd9+3nonxBF/45yd4+FduY8WqXGJ8aDDGv33+5/zye7bT0lbFtx55kVDYj+d67Msr2m7fsZq77luPZRVmOmUzNkdfPEkg4mfznevQjRxrSwhBtCpMx+1r5wSLuYRgLqB0bRfX9VCeQkpJeW2U4bOjZM8rTtSvqOHG+zfxzLd3cezlU9z0YE4hdLh3jANPH6Z5XQPrbll11TzvNemnPvRmqgJ3k3b6cVUCgYGplWFptTN6HrP2EQFWl/8ezeF3oskAAaO14LGF0Cj33ULE6iDt9GPn/Y11Gcan16GLc5WjmuADhMy1BM32OcepD72ZMt9NhIxVBcZi0Rx5D9WBe8m4w4BCl0F8+uIDtisJQ2pEzcW1wIUMC79uzGhxDMSncJSHsUw6GJOZNL1T59YZlqZTV2K1TwhByDT56I5bqQoGeGTfAfqm4gzFzxVijg6PcHR4JL89lPv9PNSxng/cuo0y/9LpySWnYeKJDOMl+Bpdx6sHQcPkdzru4M76FTzV10l3fBzbc4mYPrZWNnJf4ypq/KXJ95qaxu/cuJ0H2+ZOTPPhM3t38dMzcwMoIWtz9hhqPipWGtxTwD1cMwtLtxc1jwLoDGTFwv6RwkDTmoq5MaIbNyDkxVmLCBHEMG/Fyb407zZSq0ZcRIVcCA3DupdQeTPpxL9ip3+M5w2z+OqfQIgwurkFX+C9GL5753g/alozUmvGdQrLkV8uCBnCH/oQurGJdOLfcLIv5wPYpQZfIq8ceqn6tgRCGOjmNkLGBuzMs2TS38HJvIznjbBQpXxhaAgRRGrNGNZ2TP+bEWJxVKRXEzRN0ry6DstnkEkVZ/pk0za9pwZZd9PcheJ86Dk5yORYMRp0jkLYuLIWbR56pxCC1vWNmD6jaLDouR6dB8/iOi66UdpSJDmVZuBMaeqGzavr8IeunGqu43lkHIeAMVvUTynFVDZLxnGoDi6fqJ1S0N01zIF9Z6hvLGfz1lbSqSzBoIWUkkzG4ejhPhKJc8n2TNrm2JE+4vE0SkFX5zCHXulh2/aV3HH3Oro6h/nyvzxFWXmQbdsLV5Rcx2N8cBLTZ1JeWzbrs0pNUl4XnfMYVp5itH+cA88c4fjLnQyeHSE1lcbO2Jw50pu/ttSs49z9ju08/Z8v8Nx3d7P57g0Yps7BZ48y1D3KO37/jUSrrq55QQiJqZXNGN0vvL0gYDQTMIoztaa31UWQkFl8PeXTa/Hphb2U/XoD/iLBnxQaAaOJgLF4ReXLhVwPqMdIZore5DhxJ40hNWp8URr8Zfg1c9EJhJpgkKjPNxMsHhsdZSKdxh9anrawk2NjdE2co+hHLIu2aOmKzUIIoj4f/+2Wm7hnRTs/O3WKvb399MWmiGcyeAr8hk51MMj62mpes2YVW+rrMfWLWwNc+Zr9dVzVMDWdW2pa2FbdjO15eMrDkBpSiJJvQikEUctHmc9/gappcYRME63QOWRFrnfPm7/5WmVfRgR+jWvBj00pD5XdDQtUkoRWD7JmgaPpGNYDzB8caJj+1yHExd76GqbvDSiVZb6Kn2HdzjkRk6Uhl4FeRTD6CZzA27HTP8XOvoTndKFUHKUy5ILH6TFogI4QJkIEkFoTurkJw7oT3dyGEIVVzYQsxxd87xzLDs3YwOWeJoUwMax70M2tONnd2Jmf42T347o9oJL579zh3GeWuf+EgcDMqdDKirzi7YqcAJCxZv4TLsuYBYgQhu81GNaduG4ndvYlnOweXOcUnjsAKp3/vabHPr0YzKsXCz0/fh9SVqLprWj6OnRzK5qxLqeiusTrVsoafMHfpDBVWc9VwZcdOoZ117yJGc1YN0fFtxQ0rarDH/QtGCy6rkf3sf6SRW6UUhzb07UgxdMXsGhaVTxpVddSSaQitKDITV/nELGxRMl+i+PDMSaGF+7XFAJa1tTPsfa4nBhNJvnWoUP8ckcHVYEA0+bZQ4kEX9i9m7VVVbxj41y208XCtl1+44P3UFYenKGSlvqsVkpRXR3mPb++g8qqMKlUlsMHezhyqHfeYBGlcv7LAkSB5q7zaabT5zhzpIfP/sFX6Dx4lrYNTTSvayCyIYRpGcTG4sQu6MkVQrBqaxurtraz/6nDDHQOUdtaxa7H92EFTG553Zarpqp4HZcPMTvFd3p283jfAQZSE2Q8B01IIoafmyraeXfbbayN1CMXcW3UBkO0Rctmqn/dkxM839PNW9duWNRxCiFl23zvxFEmMufmxTWVVdQuoY9Ql5K1NVWsqa4kadvE0hnSjoMi1wMZtkzClrUoQaCi51vqjrnv7ErcnKok/rBju0zFUuiGRijsQ3kKIUsPcK5jNoQQmJrGUioUlf4AH9u2g7UVi2s+rwoEqQ2G5npRyghCX4EqUgVS9iFwe0BbuTjrhisBNYHK/IwFqzDG5lxFtQiEkJi+uzF9dy/f+AqeR6Cbm9HNzZf0PPmzIYQPw7wJ3bgBnzeJ5w3gOt0obwjlxVHY+e0shIggtSqk1pi3aYjmF+VFej2FxBf8lcvwWUqDUjAxItH0W4mU3YlSE3juIK7bg/JG8oFylunKHlhIWYaQ5UhZjdBy/aJChHL9KpfpHsgFjQF02YGmb4TAu1DeJJ47jOcN4rkjed/PbP43kwhhIEQAIcIIWYHUanKfQ4RBBJdlztb0FoLRP734D7gICGFgBd6KxVuX9biV9VHKa6NMLCByozxFb+cQju1ilNDLZWccTr0yf6/zNCIV84vbTCNaGaa2uZKBMyNFtxvuHWd0YLLkYHGkd5zY+MK975Y/F9DK5VamWAR8uk7n2Bif2bWLj27fTrnPx6mxMT794otMZTK8fcOGS3LelatqCUdyz4ml3DuNzRWUlecqnj6fQSBokk7P/2zSdI1IeZCx/nGmxmdXpZWniE8kc72UeXie4rHP/4xDzx/n4Y+9mTf91gNEKkJITeJkHQ7sPDonWAQIRgPc+dAtfPFPH2Hfzw+x6Y51HN11ktVb22lZV7r33nW8OpB2bb546im+c3Y3raEqHqjvIGL4yboOZ5OjPDd8nNPxIf6k4y2sjdaX7GkeNAzubm3nhd6zuEqRdh3+df9eNtfUsbK8YsnPI8fz+Mnpk/zg5PFccoUc4+6ulraSexYLQQhB0DSX7J9YKpYULK5ureb1d27AvALNxIMjU3z7J/tIpOafvOJTaX7w6G5e2dvNhs3NvOGtN/LScyfZcc86/IuU6f5Fhqs8OmOjvDjYzUBqapaC0/nYWtXIa5vXznucoGFyd0vpVKhp3Nvczk21DQSMC7PDPoTRgUr/kHll+71BVPpJCK68qomoSnmozAsoe/8CW1oI8yZ+0ckAQugIrRKpVaIby5+Vv1qQTWf56j/+mIqaCO/88P3oRg1Sq0Fn05UeWsnIPVT9CM2P1OrgGhr71YxQNEBDW3VJQjTDvePEJ5KU1yxMOx8fmlwwuAOobakiVFa8DygQ8dGwoob9zx4ryqBOxtN0H+tj9Q2l9VB3H+vHLUJtnUYw6qdhRc0VTQ5HLIuPbN/O3z37LJ976SXuam3lcy+9RHUwyJ/ccw9tZUuzLloIhqkXzA3NWHmf93vYWWdWIAe5ntPzRW0EouhvqJs6Kza3cuj545zY08WaG1fMKNCmkxlO7e+atb3nenQdPosVsLj1DVsprzmXKBgfnGSou/A1KIRg630dVDaUs+dnB0klMkwMx/jlj70JX2B57Myu49rB/vEzPN63n4eab+ZdbdspN0PoUqKUIuVm2TXSyd8dfZz/Ovsyvx96PZZWGstACsE9re184/ArnBzP9W8fHh7ifz7zJH+w/Q42VNcsSiRGKUXCtnn85HE+9fILjKbOeZavKq/gvrYVF12xvBxY0spzZXMVb33gBvzzNDxfSpzsHuZHOw8XDRb37OpkeDDGbXet5eyZUXRdcvjAWTZsbsIfWL6Gd6UUCjtnKK0yea+znGR/zsz06vcKE1iYejMXGscqpdjZf5r/tef/Z++9w+O67jP/z7n3Ti8YYNA7QQIEG9g7VanebJXYsh07yTqOk3XJWs6WZ72Jsyle/3Y3eeI4TmxnbcUptmPLqras3imKYhN7J3qfGcxg+txyfn8MCBJEGQAskiy/z6NHxODOPXcG955z3m953xfpSozkRU2muaFzljkjWZwvfA7HlB4yQgiwrQHFP0PppsTKPIbquqOgKMy7BwnWEDL1rzP0X45BrUVoy3+dGYfxqJxgfpHz9wOkhHgshcP17nqt/hrvPTjdDmoWliMUMWmjfzHCA1FGRxKzIov9nSFGhmIzHySgZmE5bt/MFQ6KorBweS2qqmLOYHWlZw3aj/RiWRZKgQ2YlJL2Y7MT2QtWBWadrbxSEELQGAjw5a1b+d9vvMF/e+45blm0iD/YsIHgWFnq1YSmqWiaQnisjNeyJGfPDJHJXJrKvWZTWX/bSl780Q5++f2XqG2pU6d0VwAAIABJREFUYmFbPXrO4K1f7OPga8cmkFdFEZRUFnNy71mO7z5DbXMVqk0l1BvhZ994mlBPZErxJCEE5fWlrLu5jdce3UVkYISiUj9t1y5930gTXAzTsjjSPYimKrRUlaH92uZl1ng7dBa/5uKjjZuodF0QeBHgU1xcU7GYfSMd7A23E9VTVKizmw/OPbcPLmvjr956g7RhYCF5o7uTrtEYdyxqYXtjEw1FxQSc07c56aZJKJXi8PAgT548zmvdHYxmz/cLuzQbn1i+irqpFP/niJxpkshmyZkmUuYzlh67HYemXrZ5Zl5k0et2vGs3tdOuoRVo1IyE4rQuq6G2oZTe7ki+VwCwzLmLRORr/iWSHIYZQjd7yert5Iyz5MweTHMEUyaQMn2eMGKOGcNb73k/MaetlYbS/4cqJtZMx3IZHj6xm5Fsis8v38bKYNW05qYVrvn5thSCNdYLoU7VH6ktRGhLkbnXpz+BcQYr+c8ovi+NiXy8tyBlFiv1A6S+r8CRAuHYCurUjeofBEgp6UuP8Mu+/RyL9XFXzRquq1hKdzJEwsjQ6q+ZV3TunHT8uU23oogJ5ern5OgtK9+ToyrKeF+OlBLLtBCKMrbZzb/PNK18T+8UEvXSkggxuY8H8iVb5/ydLva5s0wr/yxc9L7pXv81fnUhFEHDkmrsDhvZGYKmAKnRNINdYRoWz6xiKKXk1Dud5LIz28/Y7BoLl9fNqryzaXkdDpeNVHx6siilpOtkP6l4Bu80VhznkElm6W+fpbjNogrcvqs/5yeyWdpHRiat+/cuWcJAPE6px0NfPE5fPE6Vz3dZBW4KIVDioXlxFT/78VtER5Lkcgbv7O285FJdIQRLN7Vw3xdu45G/eZr/77e/RVldEDNnIqXkmns38MIP3xg/XlEVbv2tazn21kn+5c9/xis/eRPNphEZjFLZUMYND25h51N7pxzL5tDYfPdaXvnpTk6/08GNH9tGRX3p+3buC40m+dOfvkBdsIi/fPBWvK5fZ0hni0gugd/uIjCN2qkmVGrdJbwyeIycOTe7PU1Rua91KScjIR49fhTDyu/lO2NRvrNvNz86fJBqn58Kj4ejofNzUkrX+aeD+/nJ0cMMJhP0xkfpjcfJGPqEOUEVgg+1tPKhltZ571vSus6RwWFea+/g6OAQoWSK7FjPokNVKXI5WRQMcm1TA2tqqvE7HJf0nMyPLHrePbLosNuwFSCLtfVBdrxynEQ8w0gowWsv5mWbAyWzn5illFgySVY/RTK7i0R2BznjLLo5hJQZflVspU0rylSfJZJNcToW4oGFK/n9pZtQxdXfjL7R08nrPR08tG4rrotLUYUP4bwFmdvF9L1+JjL9CFJbBK4Pz0tM4kpByhwy/TNk6ocU9AdUShCOm4APbgl1OJfgG8efJpJLEskm6EuPAJL2xBCPd+/mq20PELDPbeOl5wyO7mlnx7OHGeyJoNlUFi2v5a5PbsFX5EZKSX9XmJce38fZo73YnTbWXruYLbeswO11MDIc52f/+CpNS6vY9eIx2jY2UVFbwouP7aV2YTn3ffpa3F4nlmlx5mgvLz+5n76OEL6Am2vuWMmabS3jMvPZdI43nzvMzucPIxSFto1N6Lnzm+w9r53g9acP8On/dheB4JjHmGXx1L++yXBflE89dBt2xwe7RPmDhPqWKpweR0GyqOcMuk8NsP6mmasSDN3k9MHuguI2bq+TBctqZ7UWlNUWE6wKkIoPzHhc79khRsOJgmQxGooT6o8WHFdRFeqaq3C4rv58eSoc5r8+99ykYI+mKOiWxY8OHuTRI/le+8+uX88Dy5dftrGFIli8tGasX3Hy38dmU/mdz17Pc08f5MSxPsorivj4b21l/952iorcKEKweEn1JIuMJctrKAnOHBC2O218+PO3sWj1AnY/+w7R4VGqFpSz7cMbcHoc5LI6NYsqx49fdf0yvvLDL/Lmk3sZ6BjC4XJw7f0b2XLPOgY6hpBS4vZPvh+EECxYVkfd4mpO7Wtn811r3lURo0tFx/AIXaEoFUXeX5Ed5dVDicPLgZFuRrLJKdvLDMukKxnCb3PNugT1HAQQcDh5aMNWTEvy81PHyZr59diSkmg2QzSb4ehFFdMZw+Dnp07MeG6bonDbwhYe2rR1iharwrCk5NRwmO++vYeXT58lns1Oe+/s7OzmpwcPs76uht/ftIG1tdVX1mfxQqiKwOu+NIZ6KbDb1YJkccWaBkYiSXbtOEUinuH0iQHueWAdHm/hqE2eJCZIZN8kmnyEZPZtTCvCrwo5nC3OSRIv9AffFaII0B4bYc9AL4acvIERQoDjetB+CMax6U8iY1iJb6AIOzhvm2SZ8G5AWklk5gms+N+ALCzWIOybELYV79vo6eXA0VgPSSPLn7Y9wL+ePZdNFlQ4A8SNDAkjMyeyaJkWO58/zL994zla2upZf8MSshmdbOr85nu4L8q3/+fj2OwaW25ZQTyW4ukfvsVwX5QHfu96clmDd948RSqZpWZBGT/97ius2NjEwmU1PPvvu1i1ZRHL1i3gzNFevv3nT9DUWs11d6+i58wQ3//6z7H+8x1s3L4UJLzxzCF+9M3nuf6e1VQ1BHlnx2lOHuymqj5fNl/dUMrJg90c2dPOllvyG/9YOMnrTx9gyy3Lx0nnr/HBQHG5n7LqYmIFRG4M3aSvfRjLlKja9PNHLJyg98xgwXHLa0sorZpdr12g1EdVQyndJ2cmi7FwnL72YaqbZlakDQ/EiIVntvUAcLrt1LVUIoTg2OAwaV0n6HFzZGAIwzRZVBqkuSyITVWRUmJYFqdDEc6E8i0NLWWlLAgWowjBmx1d1BcHaCgO0BEZ4cjAEJsb6wi4XBzuH0QIWF55Xhl2cWkp37r77omNgdOg9DJnFVVV4f4HZ/J0FpRXFPGbv3PNhNdXrDrfL3rvRzZMet9Hf3NLwbGFEDhcdtbetIK1N03uTf7SP3xm4rVqKq3rF9G6frL1Q0llgKWbpldvTsRSRIdHqW+tYfG6he/bdVFKyf6OPrL63LJev0Ye64NNPNG9lx917OTjC7ZQbHejCnW8Z/Gt0GleGTzO9sqlBGxz81qE/D1d4fXyla3XUePz8+MjBxlKFd6vzYRip4v7Wpfy2TXrKXXNvRRdSsnpUJivPPs8B/ry86rXYafC66XM6xknnxnDIJxKMxiPE8tkeb29k86RKH96841sW9Awr2zm3MmiquB9F5uJVUUp2CvpcNi46Y42tly3GF03cbsdCIWCEuJSWmSN04Ti3yGW+iXWu2jQ/W7Db3dS7Sni7GgYU0q0d2FCTum58f60KaFUoLjuxYqfYsbsnDWAFf86ijkIrvvzmbp34fNIaYHZh5X6N2T632E295cSRLjuBXFlSn3fLxjV05Q4vATtPi6MmgsxVio6x1hOYjTNM/++i+UbmvgP//Uu3GOBpHOqyVJK3n75GOHBUf77332S6sZSpJQESr088p1X2HTTMtxeJ4ZusvXW5TS2VPL2S0dZsrqR6+5exd7XThDqj2LoJq88uZ9A0MunHroNX8CNnjMY7I3y4mN7WbW1GUM3ef3pA6zc0sxv/P6N2B0arasaOHGga/x6q+pLWLqmkR3PHGL99a3Y7BqnD/eQimdYvbXlqgn+SmlhyAymlcFCz2+KhYIq7GiKGwXbFX22pJQYMo1ppbEwQEqEUFGEHU1xXZHx8585PfaZJ45pU9wItKs+n/iKPVTUBzl9sKvgsUPdYdLJmcs8h3sjDPdGCp6rZmEF/llW6Gg2jaYVdbz9/OEZj8skc3Qe72PtjUtn/B67T/Vj5ApvrD1+FzVjxPPVM+28ePIsVX4vdlVlJJ0mnEzx0PXbuKapAVNKnjh8nEcOHKbC50VKyQ/3HeTB1Su4efEifnHkBIsrSvnt9Wt49vgpvv/2Pv7P3bexsaGWf99/iMXlpSyvPN8e4LbbaQ4GJ12TJSWGaaIoytRtFb/GrGCZFgdfO0qoJ8L9f3g7gVn04l5umJZFKJ7i7GCE/pFRktlc3izdaacy4KMuWETQ55myX+xccCKd1RlNZ9l9Oq8+nNUNBqNx4pnshOMVISjxuqf0yJNSks4ZDI0m6BqOMhhLkMnpaJpCscdFQ2kxdaUBPI6Z58RYKkMqm8PtsFPkdiKlZDSd5VR/iI6hEVI5HZddo6rYz8KKEiqKvAX7i68GVhbXc2t1G0/07GVPpJ0WfyVFNjc506AzFeJErJ8mXzn31a/Hrs6/6qbY5eJz6zayvqqGHx89xNt9PUTSKcxZbjoEUORwsrqyio8sXcG19Y24bLZ5tdnmTJN/2rOfA30DuGw2blzUxD1LW2kpC+KzO7CpCiAwLJNkTqc7FuPZE6d54ugxuqIxvrtrD63lpZTPx6pjtgeWFnuoqQjgcmiUFr97G1dFCNyzEH0QQuAZM+Q1TYtdb5xkUWsV5dM0vUtpkcq+zUDsa6Ry7/B+EKe5nLi4bKbE4ebexuX86PR+Vgar2Vhej9fmmNr3kJmFRuK5LC91niWlz62Rfs9AX75XbBoIoYDzTsg8A4X6/qxhrOQ3Efo7CPcnwLYaocw92jQfSClBjiCzO7BSPwJ9P9OquE6AgnDchLCtn/D96lmdUG8EVVMJVhejXqLZ6kwwDZPhngh67vz1Opx2SmuDV1WWvtThI5pLMpwdHROPgpylsz/SgVdz4rPNrT8pGkoQGRzllt/YgNt7vlJCqPn/G7pJx4l+KupKCFYW5VUBhWDRshoM3aS3fZjmFXVodhVfwI3NoeHxOSkq8eSFJGwquZxJLmtw6nAPetbgZ//4yjl2y0B3GCNnkk5k0XWDge4wm7Yvw+7IE49AqZfK+vObTkVV2HZHG9/9iyfpOTtM3cJy9r5+ggVLqqlqCF5xgmbKNLHcGYbSexnJniRlDKCbcSxMVGHHoZbgtzVQ6lpJqXMVbq08/3zOEpbU6Um8QjSX97m0KV6a/PfgGDO0NqVOPNfOYGo34ewRkno/uhVHYqIKJ061GK+tnlLXSspda3GppXMaf9JnRmJYKaLZkwyl9xLNniJlDKJbCSQWqnDgVIP47Y2UOldS6mrDpZZd0phzgc2uUb+4ip1PvzPjHAl5RdRCPYEdR3tJJ7PT/h7y9+DCtjo02+w3Xs0rG1BVBXOG8lbTMOk80Ucuo09bOiqlzCuhGoXX5fK64ASD9p5ojM9sWsvWpgbimSx//vwrvHDyNBsbaumLxfnn3fv5xNqV3LG0BST8/OgJHn57HyuqK1lUFqQjEiWRy9E3GqelNMiZUJi26gr6R+PctWzxjM+eaVmcCIV4pb2d3tFR3DYbq6qq2NbQgN/pfL/qslxVWKZFNp1DWpLuk3088/ArlFQF2Hz3uiu69k2FVDbHz/ce54k9R+gcjpLK6himCQJsqorLbqPM72FTcz2/c8M6yovO75V1w+SVo2fZc6aH7nCMnnCUnnA+YHywa4DPfe/xSfeS1+ngax+/jZaqibZjumnyxrEOnjt4isNdA4TjKdK6nu+XVwR2TaPI7WTdwlo+ee1qWmvKp80m/ctr+/jFvuPctKKZP7xjK0d7BvmnV/aw92wvo+kshmmhKQpuh42trY388f3b8b0Heitdqp3PLLqBcoef5wcOsWPoJDnLRBWCIpubW6pW8JHGjSzwlF3yWHZVZWtdPSsrKjkeDrGrt5sDQwN0REcYzWbJmAbmWF+jIgR2RcVts1Ht87OqopJNNXWsrKii2Om8pLW6bzTOGx2dKIrCvcuX8J+2bSHgmuqcNvxOJ1V+H22VldQW+fmr13ZwZHCIQ/2DbG++QmRRCPj8J64jqxsoQhAooIR2JSEUgds5eUGRliQSTqBPIattGCZHDnRTUzc54gf5hSijH6Y/+mek9UN80EpOAU7GhvnXUxMJl26ZjOYyfOXtX7K0uIIqt2/KCM2GsjrubpzexiCSSfPXu3cwkCxcQnQhDMukNVjgQVfKUDyfxoqdAVlAyU+mkdnnkfp+hH0rwnk7wrYin70Tl3/RkTIHZj8y9xYy8yxS319Y9fRCaAtR3L+JEBM3eYNdIf7Xp/6OYGWAh777WQJlVy66moyl+cbnvkfHke7xgELzmgX8jx/+4VXtCVrir6HSVcz/PfoUw9lR+tIjnI4PcCzWyyebrsFvm9ucpOtjjeDOqaOuUsq8P51tYnT43EbZGJtnzgniQH5uUsbIpsifBCkletZA0ZQxkZz8d7h0bSPBiiIcThu5rI5pWNjs5+9BIcSkn1tW1FFS5mPPK8dxeRycOtTDPb+1DccV7NmxpEEkc5Qzo48ymHqbjBnJC3hNwhmG0rvpiP8Cv72JBb47qfPdgl3xz2pxtKRBb/JVuhLPAnmyWO5ai10pImOGORN7lM7EM6T0/nx27yLEgMH0bjrjTxNwtNBS9CDVnmtRlbnfo5Y0CGcOczr2M4bSu8maI8gpgocxTjOY3kX76FMUORbR5L+HWs92bMrl8YacCUIImpbVomoqVoFsWywcJzo8Oq03omladB7vK5i1szs0mttmZ3FxDtULyvCVeIgOzzzvdZ8cIBXPTDun5DI6A52hSUHNKcdsLMPjPz8f1BT52dhQh8dux22zsTBYwplQBMOyOBUKY1oWWxfUjytvb2tq4F/2vMPp4TALgsXs7+2nLzZKOJnixuYmjg+FGIonMaVFTdH0c6+Ukl09PfzNm2/iUFUqfT5G0ml2dndzYGCAL2zaNKXa968xEaG+CP/y5z9jNJKg+3gf8UiCT3zlXhqWzq539nLBtCx+svMg335uF6lsjqDPQ2tNAJ/LQVY3CCdShEaTnB4I459iA6+bJq8ePcuO452c8ws/dz9bliSrm5MqROyaOuU9rxsWT+8/zjPvnMSmKgR9bhrK8teSyup0h2MMROP8Yt8x+kdG+YsHb6WmZOq5OJrM0BOO0TEcYV97L3/989c52TdMiddNY1kxAPF0lkgiRbHHheM91PJQZHPxiQVbuL2mjb50lISexa6oVLiKqHAW4VAuX9WHEAKfw8H66hrWVFaR0nVGc1lCqSTRTJasaWBJiU1R8NrtlLrdFDvd+Ox2NOXytHKFkklCyRRBt4v7VyybhihOhENTuWvpYh4/coxjQ8N0Rgv3fU+FWZJFQTBw9VS7ZoKqCBbUBukbk/guGiOuOd3ge996kfhoetzj5xykJRkJJ7jlrlVTntO0IgyNfvMDSxQBBtMJnuyYbHIvyH8jB8J9HJjGpcKhajOSxXOlF/e1LKWtbPaKni90nmEoOXONuBAKOK5FuD6CTD1MQbEYJFjDyMwTyOwLoC5A2JYj7KsQ2iJQSkH4YcoN8fTnlNICmQIrmrfD0I8i9X1I/QiYvcDMUfvJH8yL4v5d0FomGaqbhkl0cBRNU5HTeF9eLri8Dj7yR3cTGRih61gfj33zl3nD5Kv8mPhtLn5v0Xae6z/I2+HTJPQMWc3F77fczObSZpQ5ZnT8AQ82m0ZfZwjLtCbNGZqmUlYdYP8bp8imczicNqSUYwIbkmDF+U3iTFO1ZlMpry3B6bLz4OdumiBCc04VNZvV8Rd7GOqPYlkSVRXoOYNoOEFFTfH48R6/k43bl7HrxaO4vA5UVWHJmoYrtmEyrSwd8V9yPPoDEnovs/mjGzJNJHuEWO4sw5kDLA9+Fq82902dbiVJGQO4tFLeCX2D3uSrWHJmMZdz44cyB4jr3WTMCE1F96LOQdjKsDJ0xH/B8ZF/Jmn0M7vPnCKcOUgse4ZI5gjLSn4Pp3pls70A1U3luH3Ogn18mVSOgc4QLasbp/x9OpGh9+xQwVLu4vIiKhpKZz7oIgSrApRWFRcki8N9I0QGo9NafCRiKUJ9hTc5qqZS11I1oYfXZdNw2fP3gBACVRHjOuXxbBaHpuHQzj+XDk3FoanEs1mWVVaQ1nVODIWwqyqraqrY2dHNqVAYt91OwDV9kCqRy/GTQ4e4prGRT7S14bLZsKTk2PAwf71jB+/093NNY2PBz/RBgZ4z6OoKkxvr4VOEQmVVEYqiYORMRsMJFiyvY+uH17P5rrXYrrLP90A0ziM7D5HK5tjUUs9/vHUzjWXFaGO9r/FMls7hEd7p6KOmpIgS78R7w2HT+Mz2DXxs60oAEhmdrz32EmcHIyyrK+eLt2/FfVGLlaIo1JdO7hF22jVuX70YRQi2Lm6ktbaccr8HTVUwTItTA2H+4dmd7DnTwzsdfbx69Cwf27ZqxrWqfWiEv316B7FUhj+8Yxsbm+so83sAQSie5GR/iIbSADb1vUMWhRBoQqXcWUS58+pZ5aiKMm7tVuO7eqXQxphierHLRZlndkFJIQReu51qv4+jg0PoBUTMpsP7Tj7Ppql86kMb+fid6wCwj00Y0pL4fE5+45Nb8F0kmW0YFr94dM+U55PSZDT9HPHMK3xQiSLAqmA1P7jhwXm9t9RZOJDgUFW2NzSxvWHhrM8bzWZ4pv3ULI50onh+B8vsRmafY3YlxBJkAoxDSOMwMv1TEC5QSkAJgFUgAyjjWMnvgbCBlQArhJQxsCL5/2SWwsR1OmgI14MI151XJOM5F9gcNlbfsAwpJWcPdvH0/3vxXbkOCQQdPh5s3MID9RuRSBShYBv7fiwp8wuhIG8iXQBFQS/rrlvMS4/tpby6mAVLqjF1k3g0RdPSatxeJxtuXMrO5w7z3CO72XbbCtLJHL/88S7qFlXQuLiKVKJwAMDusHHN7W38298+z6tP7Wf5hiaEEIyE4jhddppX1OILuGnbtIg3nz3Mig1NlFUF2Pf6SfraQyxuqxs/lxCCtdcu5qXH9/LiY3tZvbWZkiuQVc6LfOU4FfspR0e+jz7hWRDYFA8urTyfNUTBlFkyZoSMEcr3MQKmTNOVeJ6MGWZt2X/DZ6ufI3mShNIH6U/tpCfx0lg2U6AJJy6tHIcaQKCOjR0iY4QnZByzZoSjIw/jsVVR5d5WcGyJxLSynIr9hGMjD6Nb5wmYQMGm+HFrZWiKG4GCIdOkjWGyZnQ802rIJGdHn0S3kqwp+8/jJbRXCiUVRQSrAgXJYi6j09cxPG3P/mgkSd8sLCkqG0rn7F3o8jhpXFJdsLcyEU3RfWqQpuV1015jeKAwWbQ7bSxYWj3xHGL6gE6Vz0tKzxHLZCj15Cs4YukMyWyOCp+Xcp8Hu6qyp7uX+uIA9cUBVEVhf28/VT4fXsf0met4LkcoleLT69ZR7HKNX9PyigqaiovpiEa5Ztp3f/AQG03z3e+8RFdXmFQqhyIEX/xPt3L9DUt46DufwbIkiiJQbeq70jM3EE0wGEtg11TuWruElQ1VE+4zn8tBVcDHhkX5OVu96BpVRaGh7HzwbzSVGQ9ieJ0OWmvKZ13eqQjBtUsWsHVxI/YpeiPXNdXw2Zs3cmYwQiSRYu/ZXj6ypQ1lBqLXNTxCrtjHH9+/nc0tDagXWD8FfW5aqkqRvLe8jaWUJIwMHYkQ3akIcT2NXdWodBaxwFtGmdOPepVaA64G/M48Qc0aBro5+4SGJSWJXA6HplHmmV/71fuOLAohcNg1HBdFlWx2jTvvX0d1bfEkH0bTtFi2sh73FEavphUjmnoMKdOXeGUKoCDIN5heNcWJS4Qypg7qtztZVXplzOvtqkpLSSml7rmVZ3ls9ml7JC+EEAKplKH4vowlE8jcm8yt51QCRr5E1IyD2TmLt8SR6R/NYYzZQkU470DxfvY95Q15rmfv3cLxWC8pM8vK4kYUIdBEvrzElBanRvs5FO0mYPewLthEwFZYZcxmV/nQ71yDJSU/+fbL48I2lXUl/P6ffAi310nTkmo++dBtPPHw6+x45hBSSqobSvnkl27FF3CTSeVwuR0oYyUmTrcdVVMRAhxuO5ot/+8NNy4hlcjwwqN7ePpHO4H8pvbuT26leUUtqqpw5yc2Exke5dv/83HcXie1C8tZd10r9gsizUIIKmpLaF1Vz5vPHWHdda2o2pVYCCU9yVcnEUWb4qfOu51G3+14bXXYFR9CKJgyR8aMEEof4OzoY4QzR8YIlMVQeg8HQt9kfcVXcKrF0w85BdrjT2KO+dbaFA9V7mto9N1BkWMhdsWPIlRMK0vaDDOYeotTsUeI6/kSL4CMGeJ07BGCzjYchQyZpUVP8iWOj/zTBKLo0app9N9Ftfsa3FrFGFkUmDJDyhiiP7WD9tEnievdjFFOuhMv4rFVs6zk9+aU1Zwr/MUeKhtKOXt4ZqN6y7QY7AyhZ40pbQYGOocZjRRuEVjUVj/nbI6qKrSsbuSFf39rxuOy6RzdJ/uxTGvKPrSh7jCZAj2VAP4SD5WNs+9Raq0opy5QxA/3HeSjq1YAkh/vP0RtwE9reRkuzUZNkZ/dXb38h41rKHa7KPW62dvdy8fWtM2oKqgpCpqiEEml8ptszvujjWazeOwfXCukqVBc7OGhP7qDZCLLs88e4qkn92FZ+QCHrYCo4dWApiqoikJWN+gajpI1zEkiNkKIWe1ZLs/1qEzXsimEYFFlkLpgEZFEiuHRZL4NYobYsxCCW9pa2NRcP6U1nhCzCcNePVhScnCki388/TKHoj1kTX3MU10iENS5S3igfgN3167Grf1qlHvXFvlZXFbKkcEhDg8OURsoKqhsKqXkTDjCmXCEKp+X5VXz8+t+35HF6aAogorKIvScOcGf7BxWrWucsPGC/JeY1U+S0SeXX84EgQNV8WNTq9C0SjSlFE0pQVWKUBQvinAgsIFQAUnOSmJJHVXYsSn5tP57AZbUkdintJO4sE7+UklCudvLX1xzE37H3MhPS0kp19U1zcoXRggBaiOK779jxb+GzO1kbqWk7wVoCMd2FN8fgZhFVkIIDN2k63gvHUd6SI2m8QbcLFhRT2Vj2ZSbLsuyiA6N0n64m3DfSJ4gNZaxYHkdnqK5SzlfjFQ8za5f7Ke0toQlGxfRd2aQjsPdpJNZglXFNK9pxB/0zXmcU/EBXhk8whtNA7q5AAAgAElEQVRDJ5BIbqpcwbJAHd3JMP/76FPYFJW0kePgSCf/seUWXNrMGzEhBMWlPj71pdu48xNbSMUzqJpCUYkXfyAfeVNVhQ03LKF1ZT0joQSaTSFYUYRrLOhUXObji197gNKqADabymf/x4coKvFgc2h8+r/eOd43ZXfYuOn+9ay/YQmxcBKQeIvcFI+JcAghKK0s4g/+5EMMj/nIlVYGSKeyY5YH5+9/RRF4/C5a2mppGLMHuNxIGn0cu4goutQyVgT/gHrvLSiKfUL2VhE2bIoHr1ZLuWsthyP/SFf8mfEsY39qB2djT9Ba/EmUOWTKz5E2hxJgacmnWeC/e2z+PA9FtWFTvfhsdQQci3l76M9J6OezWOHMEaLZk5S71k37XUkpievdHBv5AbkLPnOxo5XVpV+m1Nk2SbhGxY5d9VNkb6LMuYp9ob9iJJu38JGYtI8+SaV7M+Wu1Vyp+V5RFRYur+PNp98pWBQz1BMhm85NIotSSrpODhQkYoqqsHhN49zvNwF1LZW4vE7SicyMh3Yc7yOb0XF7J98jfe3D6LNQQq2oC1J0gSeg22Yj4Jy47njs9rxBNYJil5OHrt/G93ft5c+efQmASr+Ph67fRonbhQQWBkvY091Lc1kQRQhWVVexp6uX1vKZSWnA6WR1VRXf27uXSDpNtd9PWtfZ0dlJLJtlTVVVwc/zQYKqKlRUFGGVScrLfIXfcJVRFyxiUWWQA539/PvOg2QNk9tWtbCgvBiX/cqqQM8HNlUdz1SaljWzsjzgsttYv6i2oDXdewWdyRD/68hThLNxtpW10OyvxGdzkjMNelMRdkfa+fuTLyCE4P769b8SGUafw8En167iT59/iYd376Pc62FZRTlObXJvppSSnGnSORLl73a8RTKX41NrV9FYPLeg7Tn8ypBFwzB5/CdvM9gfAynJZPISwqqmkssa+AMuPvKbWyieYC4rSetHMK3ZWWSoShEexya8zutx21eiqeUowocinGObiYv/WBa9qV2cjv8cQ2YJOlpYXvwhbFdJhbMQhtIHOR77GRuc23CqEzfXkWyKxzsOs72mmUbf1MIIcT3L890nWF5SRUtg+oVTUxRK3XPved1QVcu6yprZR+qEQGjNKP6vYiX+Bpl5Hijc5/TegB3hvA3F9xAoVbNbeKTkxR++wcs/fpPo8ChGzsAwTKqbKnjwv9zDtns3TCCMpmGy/+Uj/PSvfk774S4sMy/AYrNrrLx+KQ/+l3toXDZ1GdhsMRqK8/BXf8LCtnrW3bKSn3/3BUYGY+QyOYQiWL61ld/66gMsWDG3skSJ5HCsB6/NiZTw3dMv8scr7qMjMYRdUfkfK+5jJJvk704+S3cqTIt/dhsxzaZO6Au8GEIIioLeCRvQc7DZNWov8Iarbjzfz1V1UW+XouTJaXHp9Jsgp9tB3cLzUT/XBZUQhm6g6ybdp4d4583T3PmJzXh8lz/zLKVFR/xpRnPt46+pwsni4k9Q77sVVUxPwoUQuLVKlpf8HhkzxEAqn0WVGLTHn6DGey1F9qY5XY+CjYVF99Hk/zCaMv3nFUKh1NnGoqL7ORD6xrggTc4aZSR7jHLXGqYLq0smf2aXWkZb8POUOlfOeJ8KoRB0rmBp8e+we+gvyVn5XvqMOULH6C8IOpahKlcuqr1gWT4zXUglNNQfJZPK4iueOA8bOYOeUwPjgk3TwV/iGbejmAuEEFTWl1Jc7i9IFnvPDJEaTeP2Tvw7W6bFQOdwwWuEvKDOheI2dy9r5aaWhRMCjve1LSNnGDht+Q1Wa3kpX731RiKpFAAlbjeesc2/AO5a1sq2pgYq/fln99bWZtbVVY//PB3sqsrHV64kZ5o8vG8fumkihKAhEOBzGzdSH7hyZcpSSgzDIpnIkB0j2Xa7hsfjmCTaBZDLGSTiGXTDxG7X8Hqd2C4SMslkdGLRFB6PA493otd2Op1jNJbG63Pi8TiQUhKLpbEsi0DAja6bxOMZLEvidtvxeC6PV7eUknQ6RzKZRVoSp8uO1+u4ImWqxR4Xn75xPf/nyVfpCcf451f38uw7J1i3sJZrlixgzYJqSv2eSeWnVxKWZRHP5AiNJumPxomlMqSzOXKGRTyTpTeSn49m4/Jg11Qqit57JH06vDp4jKHMKA8tuZ2bq5ZPELMxpcWZ+BB/cehxnu07yE2VyyhxvH/sx0LJFEcGhya8JsgXLLpsGjc1L+SJw8f48s+fYXN9HUvKyyjzesYtOfI+iylOh8K82dlN10iUu5Ys5t5lS7HN8/78lSGLiqKwYlUDTc0ZujtCnDjax5qNTXh9Tno6w/T1RKYwrrbI6qco3KsocNpaKfN/Hq/zOlRRNKuJLmclOBF7lDLnchq9N475kb130uGGzJDUB/PiLBchlEnynaNvsdAfnJYsZgyd7x1/m7sbl81IFucLRYi5m4cKgVAbUXx/jKXWIlM/nJsC6bsB4Ue4fgPF82lQyma9iHaf7Cf6/ZfZeMdqVl67FEVT2P/iYZ79wav88OtP0NTWQN3iaiC/qB5/+zT/8OV/xjIs7v3C7TStqEfPGex9/iAv//hNkrEU/+nvf5fSmqn/3nPBoTdO0N8+zNYPraN5zQL0rMGOx3fz+mNvA/Clb39mziquW8ta+KMldwPwtSOP0ZsaIWsZeDQnxfa8B2Ox3cNwZnTWZPH9ggM7z/DyE/vo7wrT0FzB+uuXXJFIdtocpjfxygT1z6BzOfXemYniOeQJYwWLih4gkjk6Tp6Sej89iZfwFzfOyV7Cb1/AAv89MxLF82MrVLo3c0L9V9LmuR48yWiuE0saqNNkNdPGED2Jlzm/DghqvTdQ5lw1SwEBhXLXWoLOFfSn3hgfdzizj6TRj9/eWPAc80VlfRBfwEM0NPMcl4imiA7HKbvo2U4ns/ScGSw4Tll1McHq+ZEbf9BLVWMpfWeHZjwuFooz1BuhtHpi8CaTyjHcO1JwHFVTWLCsdgJRKHa7KGai0EiJe+LPQgi8Dvu0/Yd+pwO/8/y6PdOxF6PM4+GLmzfz0bY2RlIpnDYblV5vPrN5hTJRliXpaB/m+ecOcexYHyMjSZAQCLhZ3lbHxz6+Ge8YIbcsSXv7MM/88gBHDveQTGTxF7lYtbqB225vo7q6ePw6jx3t5Zt/+xx33rWa++5fN2HMd/Z38t1vv8RvfHQjd9yZFxL80b+9ycBAjI8+uJGXXjrKoYPd5LIGtXUl3HHHKtZvbJrUMjQX6LrJ3j3tvPD8YdrbhzENk4rKIrZuW8wNNy7B6700m4KLIYTgmiULCHic/HTnId482clANM5Te4/x4uHTNFeWctuqFm5ua6a8yHvF7YyGR5M8f/AUrx9rp30oQiKTQzdNDDOfRZSSgtnEC6EqypR+ju9VdKXCVLsCXFfRilOdWDGhCoWFvnKuq2jlse69pMwcl76ruXo4NDDAH/38mSl+I1Dy7ltkTZPe2CiPHDqCqig4VXU8UGFKi5xhoo8JIApgX28f33lrN1/YtoniGYS5psOvDFlUVYWlbbUADA3E2Li1mRtuXY4QgtSaLA///UvER9P4Log6Six0s7/gue1aA1WBP8Xj2DQnwRHdSpEz41S4VuKz185KeOP9BLuqoQjBcHpulhjnIKUkls1yJDTIiUiI0VwWn93B4pIgy0orCDjmOdkLgVBLUTyfQ2qLsJIPg3Gc96R3ptqE4vldhPMOxBxLlNPxDHd++kY+/t/vxTmWhVq2ZTHDPWH2PHeQk/vax8liNpXjyX94nuhgjM9/47e55v5NaLa8itvKa5eQiCZ56+f72P3cAW777esveaFLJ9Lc+OAW7v3CbdgceSXRpZubCfWPcODVoxx87RjX3Ldh1uPYFQ2P5sSh5iNnCgqRXIK0mRvzXZRoioomFHT5fis/LoyK2mLaNi9i883LWbquEX/xlalOiGSOE9fP98Ap2KjxXItTnf1SK4Sg1NlGsaOVwfQuIF+aOZDaxcKi++fQu6hQ6d6ER5s98Xdr5bi08gvIYr530cKctl0nnDlCUu8d/9mu+KjybEOZBTk+B5viI+hczkBq57jgTdoIE82euqJksaQyQElFUUGymEllCfWP0LyqYcLr8WiKoe5IwXEal9bg8swvk2132GhaXsfel47OeFwilmKgI8SSdU0Ts1bJzJgK8cyw2TUal1yZvvtLgSUlqVxeRCdnWQScTnwOxxXbDZw40c83/vqX9A/EaG2tZuOmRSAl3d0RRiLJ8YyhlJIzpwf5xt88QziUYOOmhZRXFNHTHeG5Zw5x6uQAX/jDW6muDiCEIJs1GByIkZwiQ5zJ6AwOxkhdUM4ci6U4dLCLWDSJz+9m2zWLSSaz7HjjJN/82+f40pdvY936pnmtNaZp8eorx3j4e69SWubjmmsWo6iCI4d7+Kfvv0poeJSP/+ZWnJfZVkhTFVY1VtNcVcax3iFePXKGHSc66Rwe4UBnP8d7h3j1aDufv30LK+or5x7sngWklPREYvzvJ15l58kudMOkIuBlVWM19aUBir0u3Pa88u6juw5zZrDw8/1+RJHNjaaoKNM8SYI8afRojnEhvPlCSknaMBhKJhhOJQmlUqQNHXMOZHw6uDQb1zU04rOfD0jppkUsM3sFfdOySM6gjC+BzmiM50+d4bfXr/5gk8UL4XBoHDvcy4JF5bjcDno6w4yEk5PKKkBiyZmtGUCj2P0AHseGWRNF3UpzKvYEw5kjxPQuDkZ+gEstocazhQW+7UhpEc6epDPxMmkjTImjhQW+m3Cq+Shef2ovKWMIt1ZGZ+JVwKLJdyvlrjaklKTMYTrjLzOSO41ApdzVRqN3O6qwk7PidMRfIJQ9hkMposF3A0FH65gYRI7u5A76UrtwqEV4tIllRdN5WE33elzPkjRy85oQLSk5NDzAN/e+xe6BXlK6Pq7W59I0VldU8YW1m1lTUT3vCVcobnDeg2pbhZX6ETLzFFiFVf+uCoQH4bg5n03UWualelpU6mPbfRtwXlDS4yly07xmAW8+uYfoYGz8Ox3qDnH4zRPUtlTTdu1SVE0Z/7t6Am5W3bCM13+2i+O7TnPjg1sv2UPRV+xl7c1t48IEQgiKK4rYcs9aDr12jGO7TrHlnnVTZPunRoOnlEe73uYfT7+IlHAmMUi0K0kkl8Cl2hlMx3CoNkZyKbzae0cY6HKhtql8QsnrlYCUklDmAKY8vxm0q36CU/TsFYJd8RN0rmAovXs8SxnXO0nqvbMmi6qwjfUazn5sVeR7CS+EYaWZLlAkpWQ4s3e8vxLApZVTZFswp02sEAK/vQFV2DHGxNIsmWU0d3ZaFdLLAbfPSXVTOWePzCxyk0nlGO6LTrqWwa4Q8WiBNVBAy+pG1ClEL2YDVVNoXFKNza7N2Hdo6CZdJwcmidwkY2lGhgq3ihSV+iirnV8/zpWAlJLBRIJv7drFzu5uBGBKSdDl4nfXrWP7woWz6sefC9KpHD/6tzfp64/y6d+9nhu3LxsnTPpYKfs5Bfl0WufRn+2mr3eEP/zSbWza3IzNppDLGrz00lG++52XeOqJfXz6M9dPsXeaHUZHM1RUBviDz23H53NhWZI1axr5+tee4skn9rF0WS2eKYQHC6G/P8pPfvwW1TXFPPRHd1A+ZrkyEknyzb99lqd/cYD1GxayfEXtvK57Jggh8DrtrGuqYVVDFR/btopdp7p5dNdhDncPsOtUF6a0+NrHbqMycPnLOk3L4p9f3cdrR9tRFYX7Ni7nY9tWUVPix66qKEq+IiuWyvD6sY5fWbK4tayF14aOczTWy7pg0yTKGMom2BU+w/pgE8X2+Vn/SSmJpNO82HGG586e5mQkTDSTxphFD+hsUe7xsrysfAJZXFpexp/fuv2ynP9CuG02SuZBFOF9SBalzOcRzhVhT6XSuGFrMwN9MR7++5eQ5Gv1b75zJSVT9AsVMvlVlSK8zmsRYvZflSo0KlyrcWllRHPt1Hm2EXA04dEqxjYnR9gX/jY17o2UeZfTk9zB3tDfs77sizhUPwm9jxOxxyh1LqPMuQxTZsZLwNJmmLeG/i+acFDr2YJ5gfeYKbPsD3+XrBmjwXsDo3o3e0PfYm3p5yl1LKEnuYPDI/9CS9GH0YSDs/Fn0a3zKrC6ZbE31E1Cz9GXjJE1DfaH+sZT2RciY+g833OK4XSSlqK5laBKKTkTjfAnb7xIKJXinkWtrCyvxG93MprL8M5gPy93neWrb7zIX91wO4tLSue92RJCRaqNKL4vg+turPSjyMwLYA1x9QVwBAgfwr4W4foYwr4JhGveny1Q7idYVTzh/YoQ2F12pATDOL8xC/eNEB0aJZvK8fXf+tYkFc3IYAwpIToUw8gZl0wW/UHvpP4oIQRVC8rR7Bqhngi5TA7NNruJq8VfxQMNG3mm7wAC+L1F2yl3+ulMhojkEvzl4ccwpEWZw0eT98qSql9VmDI9QU0U8sTJrc2nV00h4FiEKhzj5MmwUozm2gk6l8/qHHalCI+teq4jTyr1l5jTdhoYMs1ormPCa26tHCFsmNbcvFE14coHfeS5cS3SZgiJibhCS62qKSxsq+ONp/bNeJxlWgx1hzENE802ZjclJX1nh0jHZ+4l9PhdNCyumrdOjxCC2oUV+Io9RAZjMx7bcawXPWdOIIuhvpFZKaGW1ZRQfAWsZOaLnGnyT/v3M5xK8Wfbt1Ph9ZIxDF7v6OB7e/dSHwiwpOzytm/09EQ4fKiHFSvquPW2tgmZtYsJ3+BAlAPvdNG6pJp165twjHnAOl12Nm9p5oXnD/PWW6e59751VFTOz8PO4dDYdk0LRWPiaaoKK1fV09xSwckTAwwNxlgwxyCYlJJDB7vp64ty592rKS72YBj5tdznd9K2sp5db53h6NFeli2/cplmIQQ2TaWmpIgPb/CzrbWRv/3lDp7cc5RDXQPsa+/l9lWLL3ugaHg0yZsnOrGkpK2unM/evJGKKcpeDcsilXu/aDbMHQ2eIBuCC/n6kae4sXIprf5q3JqDnGXQnYzwyuBRRvU0d1avYl+kY8J7ix0eFhdoVTEtiz39vXzj7Z3sG+gjOwerirkgZxqTlqeaIj8PrlxxRcabL953ZNG0JG8f7OB0VwiAzasaaW4ozzd06yaWlDicNh74xCYS8Qy5nIHH68Tlsk/x0Aq0Al5YquJHU0uZy0qpCBtB52Icqh+b4qHE0Uy5qw3IK5B2JV4hYG9iaeCjqIqDoGMxrw78McOZI9R6NgP5jcaKkk/iVif2sA2k9pI1o2yp+l+4tOCEccOZkwymD7C5/D9TZG+kzFpGOHOc3uROShzNdCReotazjWZ/vu/LkFlOxh4ff3/WMnjk7EF2DnQykk2TtQz+/siOKctnhRA4FJUbahZxQ82iWX83kK+nfvLUMUKpFH957c1cU9swoSn83ual3NyziK+89jxPnT7OwnVbLskINv/9OcC2AkVbAu6PI7MvY2VeBuMkyCTz90ScDZygViHsGxHO2xG2VQjhvmR7FYfTjjKldcLYeS+YgfSsgZEzECJvfmyaE8f2Btws29pCbUv1JIP6+UDVVMRF5xFCYLNrqJpCLqsjrdlH5myKxq1VK9lemScamsiLNCwL1JE2cjR5K4jmkqwuWTCnKGLWzHE4doa4UajC4P0Bh2JnVaAF1zyyq7qVImOEJ7zmUkvRxPwikW6tMl/KOUYWTamT1PtmnWmzqz7synxECS4SGpvhSN2MkzEnRt7DmSO83v+lMRuk2cOwUhhWatJrljRQ5hBsnAuEEDQuqUGzaxgF1EIHu8PoWWOcLBo5g65TA5gFTJqDFQEqG2bfSz0VympLKK0uLkgW+zuGSY6mcLrPB6uGeiLkMvoM78qjfnHVJQe5LieimQxHh4b43KZNbKipGf/+GgIBToXDHBwYuOxksa9vhEwmx+LFVQVLMAcGYyQSGRoay8aJ4jl4vU6qq4s5c3qIUDg+b7Ko2VQqKiZqPNhsKrW1JRw72kconJgzWbQsSW9PhExG59FHdvPcs4cm/D4WS2EYFpFIIm8XcRWgCEGZ38Pda5fw0uEzxNNZhkdnXlMutNmYjVrpOcTTWeLpfPCkoayYEu/kgLOUkv6ROP0j73G9hkvAv7bv4Pn+Q4zqaX5w9o0pj9GEwtcOP4khLS5cCa6rWML/WfOxac9tScnO3m7+5NUXaY8W7pe+3HivKevC+5AsGobJM28c4/k3jwNQ5HXS3FCOYVg8+chuhgZG85KxOQNVVVBVBT1n4itycu+DGykuOb/5EKg4tEIm8Zd3sjGlQcoIUeJoHu+Jsate7IqHlHG+RNKlBnEqk4V0ksYgbq1sSt+wjBkmY4bZH/5HVGFDIkkZIfz2ekwrS9aM4bWdl9t3a2UoF/iAeTU7X117C33JUV7rP8u3juzg9vpWFvqDk8bShEKtN8C6slqKHXPrn8qZFvuH+llVUcX6qpopzWvXV9WwuqKad4b6yVnmJZHFCyGEBlozqItQXb8B+kmkvg+pH0Iap8AaGdvczi2rcMEIgAMUT17V1LYEYd+AsK0BtRpxOX3XZjCbvhh2lw2bQ6N5zQK++Hefxu2fmgBoNhWn+9JFmLLpHOZFm1cpJZlUFiNn4PQ4piG600OSj5bmexLPbx4Fgo2li+YljZ000vxLxy84lZjZNPz9gqC9iK+v/OK8yKIlc+jWxA2OTfFOmCPmApviuUgUxyJrxWDcdW5mqMI57gN7pWDI9ARfRYCcFSOXnZnUzBaWzPtNXimc894sKvEQHpj5mkO9I+g5Y1zuJZvR6T45UHCMuuZKfJfYI+vyOGloreLk/o4Zj4uF4oT7owQr80Fcy5IM942g5wqTxUVtl6bkfLmRFxmROC9au1QhsKsqxgw9RvNFZoxUu92FSbOeM7Esid0+WR1VUQQ2u4ppWrNSobUsOaXipoApvWDtdm08wD9XWJYkmzVQVUFlVYCyqWw2VsHixbNUFZ8lYqkMqiLwOKZKPOTXt6FYkpxhYtNUilwzz8FOm4Z3zNpiIJogkkjhdxUWPrJr6rgQTSyVIaMb2LXzW3kpJaOpLI+/fYRwPDXdad73WFXcMO+WkwZv6Yy/70/E+bvdb01LFG1jHqqXoyfVbbNfkd7Wy433HVmUUpJKT06tK4pg4eIqKqoC9PWMcOJIL2s2NOH1O+nuCBMejk+hvKXgsq9CCCdSTl2KY1mpWVtrzAaK0HBqAdLmCBYGKhqGlUa30jgvIID5qPbkG8ihBsiaMXQrjUOdOEnaFT8utZQVJZ/Co1Vc8LoXTXFiU9xkzJHx0tuclUBeIAaS77tx4rc78drsPNZ+iNvqFnN99dwyh4Vwzpi4xuvHpkxNAjVFxWO30ZswCpYKzwdCCBDF4NgI9g0ImQIrDGY/0mxHml35n60I0orms48yBxggLfJMTSFPDL0IEQC1FKFUglaHUJtArQKlZMxz892dDEprSiipDDDUHcbIGfhLrqyM9Gg4Qbh/hMoF56PG0pJ0He/DNC0qGsqwO2efBchZBjuGTvDy4BGiueSEEI7f5uKLrbdT4Zxf9PvXyMPCxJITN+WKsM25X/EcBOokomnJ3FhZ5my8U5V5jz1bWNKY9JkvN650buOcyE0hsjgaSfz/7L13fFzXeef9PbfOnY7eG3sn1ShRlWqWZFuWa2JbtpPNpnqzm2zavrv7JrtOc7LxJvab4tjxxvG6JrYsV8myei9UYe8FBED0Mr3cdt4/BgQIAhgAJNgsfD8ffmY4uOXMmXvPPc95nuf3kEsXJu79TCLHUM/c+UzLN7Wcd1F0I6DTvqYJRVXwy3gy04kcgz2jrNzShhACp+gwdGpsTul/M2jQsvLyUkCOmCZ14TCPHD5MZTBI1DRxfZ+dfX10JhK8b926RT/naQXQsbHsnB780+Ux0qlCKU/0jEgQ1/XIZoqYpoZ1hrdWiOnX8+nyFTN5qH1fksvaZ20P6XQBRVHmZdSejaoKwmETVVW4975N3Hrbmhm3K6UoLfjws/LImwd54/gprlnexOqGGmpj4QmjLVe02XWyj6888yZFx6WjtpJ1zXVl+19TFTa3NfDyoZP0jCT52nNv8XM3bqIiVFrOcVyPguPSVBUjoE9O1aujIdprKxhIZtjV2cejbx1i+7plBAwd1/PoGUnx8I69PLH7KEFTJ1P42QxFvb1+HbfXL/495Pk+T3ce562BqeKXmqKwvKKSaxuaWFZRQYVpYajqeV9jAVWj2ro8yumV44ozFn0pyc1w8auqwpZr2gF45HtvcuNtq7nj3o0lNdRskS9//ikyqcIUNVQhBJaxGVNbQcHZO+P5PJmm4BwkoK9flFUqBY2m4I3sHfsqJzNPE9Pb6M4+j6GGqQqsnXP/OmsLx1KPsm/sazSFtuFLF9cv0BC8lpjRRtxcRk/2RVpDtwKCrDtAdWAtllZJY3Arx9OPU2muRBUmp7Iv4s0yUYqbFhsqG6ZJEi8GqqLQHIlxLDHKSD5HQ3j6yuBIPsexsVFaIrFFFwE4m5LhGCp5A7VWhNw6LsrhlAzE00YiPkiPUq6jAFQQGqCB0EGYgHHBJ7jnQm1zFdfctYnHv/48P/mXp/nQ77ybaFUEIQRSSpyiQ3IoTbgihBU+f4GYbDLHCw/voGNjK8FI6Z7r7xzixe/tIFIRYsNNqxckmHE03c8/HX2S5eE6rq7smOJFtFSDgLL41+nbjQuj1nz21FIwf3+4uDgK0mdZIoYSxZy3Ymt5LK1mweGsCyUQMmheWc+RXeW94/lMkcRwmvrxGqBDvWNzitsEQiZtaxpRlPP7HRRF0LKqnmA4QCY5u7fD93y6j/RPGDp2wWG4b+4wsIqaKNXnWNrjQhHSdT68aRN/89JL/Kcf/YjKYJCC65IqFLh/zRo21tXNfZAF0tRcSTgSYN++UySTeeLx2SehjY1xqmsiHDnSTzpToPKMBcTR0SwnO4eprYtRM54HahgaqqqSSZsjujAAACAASURBVOdxXX8iB9JxPI4fG5wx5NO2XU4cH2TDxuaJ+VMuV6Szc4hYzKL6HHJMhRB0LKtF01T27zvFTTevmhDtuZAkcwUe332Ep/YeJWKZhAMmIdNAIknni4xm8uRth5poiE/cdjUdteXHECEE925ZxRN7jnKkb5jvvraX5w+eoCJUEgLKFm3CAZO/+vg7aauZPFbINPi5bZs43DvMWDbPZ3/8Ag+/to94MEC26HBqNEmmYHPvllWEAwbffGHXhe6anylyrsOTncexz8hRtDSNj27YzIMbNtMUiaAr073xP+tcecaiL8nPkb+gaQpHD/Wzal0jAcugd1wyeqZwCF2tIx58HwPJQ0imH1fKPOn8U0Ste1DFwpStFKETM1rRlKkGan3wKjxZpCvzLJ3+E4T1Rq6q+lWCail/wVRjRIymGb1RUb2Za6r/A8fTj7J39GsoQqfO2kwD16ArIa6q+hWOpn7M/sS/TmxfE1gPQHvkLmw/w8HEQwTUOPXWNWjCQplBiTOoGfzBlu2E9cUPAzNUldvbOvjjF5/mb998hQfXbaJx3Mto+x696RRf37+LE8kxfmHDVRjq4lymGTfFjtHn2BK/gQqjTBiCEAhUSsbg3IaTlD6vjT5HpVHDysj6RWnrYqMHdN77m/dw8kAPP/rCkxzf3cXq65YTjFhkEjl6jw0w2p/gV//yQVZfWyqcLqVk+NQo6bEsdt7mxN5uXMcjm8yx58WDRCvD6KZOZX2c2FniUaGYxSs/fpPkSJp116/EdVxe+uEbnNjbzR0fvpH121YtqP2dmSFqAzF+a+07qTIubA2rtysCdVotRV/apTqs59DdEnfaYpQijAtuPC0EIdRp4mVNoe2sr/yVRckzVIVxwWvr6rpGx7omnp5ju3y2QGKoFCUjpWSwe4RsKl92n2hlmKbl5T0k86VxWS2RylBZYxHg5MHeUj6zAoW8zeg8ymbUNFUQn0HA7lIihODqxkb+7K67eP3UKXrTaUKGwca6OjbW1WHpi7/A1dgY5/rrl/PkE/v4+ldf5N3vuYrKihASyGaKjCWyLF9ei2nqVFVHuPW2NXzn317lhz94i/vvv4pQOEAymeMH33uDvr4EH/vETURjpflLbW2UeEWQt946yeFDfaxYUYfjerz1ZievvHxkRg+L63o88cQ+Vq9poK29BsfxePyxvXSeGOaOO9dRcw6/mRCCDRubWb+hmaef2k9rWxU3bFuBZRm4jkcylae/L8G69U1EIueWbz0T21a1crhvmIOnBknkCvSNpXB9H4HA1FXiIYub17Tzvq3r2bqiBX0eNQvbayr5f99/B//yzBvs6epjOJWlP5FBVxUsQ6c6GpqWpiOE4LZ1y3Bcj2+9tIvjA6McODUIEixDp7Eiwkdv3sL7tm6gazjB/p5BGiuis97D9fEwa5tqqQhZmOeoevuzxGA2y9HRydx9AXxg7Xp+67ptRMzLp076xeaKMxYd18N2yifyX7dtBT0nR/ji5x5HCIGiCO64ZwNVMw5MKvHge8gUnyNTeI6ZgoYyxWdJ558kFrx/QSUOLLWSrTW/M20CpgqDltDNNAa3IvFQ0MfDvUo3c1NoG43BrSgz/DxCKNQE1lNlrhqXexcoQkdBK0k6a41sqvx3E6FVCtpEKJihRFhf8VE8aSNQUIROR+TuGYttK0JQY5VWGmcKAz2fyYMiBLe3LmP34ADfPrSHp04eoyEcIaDqFFyH3myaguvy4LrNbG/tWLR4bk+6jNnDuIscdiaBlDNGUD03eeZzQSgCoczspRHizL+f/kzQsqaJ3/78L/ODz/+U13+6m/2vHMFzPDRDI1oVZt0NK4mdkf/hOh5f/ZOHeOVHb+I4Lp7rY+dtTh0d4E8/8jkUVcEwdX7+9+/nff/xviltaOio452/fAePf+15djy2CztvE4xa3POLt/GRP3hg1pzJ2TAUjahuYakz54sscf6owkRXI2emg2L7aTxpo7Lwh6TtZ6aEeAoUTCXGOctqXgA0YaIrIQre8MRnEhdTjU1Z5LucEYqgaXkdgaBBITd7yFkxbzM6WMrp9z2fnqMDeG75vLmG9moqaxdHYTRaGaJpWS19J8qXL+rrHKKQswlFLVIjGTJzGLQAHeua0S+Cd2mhKELQXlFBWzyOJyWKmPSVX4iSKoah8ZEHbySRyPHoI7t4+eUjVFWGkUAykSMWD/LHf/IBTFNH0xTeff9VDA6m+P7Dr/PKy0eJxSzGRrMMDaW48671vOOeTRNe5bq6KO94x0a+9a1X+PSf/4Cmpgps22NsLDuhQHo2kYhFJBLgLz/9I6prIhSLDp0nhunoqOF9H7gO3SjNpzzP54XnD3H4UD/ZbIHDh/txbJcf/fBN9u7tJhg0WbOmgVtuLYWcVlSE+He/dCtf/Men+NIXn+EH33+TcMjEtl1Gx7LEY0H+6FPvX1RjcVNbA3/64XsYTmcZTmXJFIo4no8QJSOtLhamPh7BMvR5/66KIriqo5GVDdX0jCQZSmdxXA9DU4lYJvXxCDXR6fMKU9e496rVXL+qla6hBIlcASklUcukuSpGTTSEqqjEQwH+/t+/tyRIOIvx+vFbr+bDN21GILCMpQidgWyGRHEyLa0hHOHB9ZsJG5ePeNal4PIbXeegaHs4bvmk6HhliE/86nYSiRx20SEStQgGTRR1ZlVPTa2nLvq7uN4ABefgtG08P8lA6jMoSoRI4FYYN8zmQggFfRYlQSEUtFm8VqrQS2GNsx5XlFasmX7xCiFQ0UvHmOFvAm3KivlMXsXTSCkpei4HEoPsG+1npJjj2poWttW1IYCUXcD2PSoMa9rq11xEDZPfue5GNtXW8+Njh+hKJRjL5wloOlfXNfKeFWu4raUDS1u8SzSqVfBA08dRFtmzIRDcWfceLtYkuK61mv/6f38T3dQIn1WeAgG3vH8ryza10bh8apiToghaVjfya3/1cT74n8cY7U/gFB2MgEFFbZTKhviU3CRVU3jvb97L7R++ada2CKC+Y7qin+/5XPuOTWy7/xoGTg5h5x2i1WEaOmrRzfk/TE+zNtbEE/17eG7gAFurl2OpZ+bRCExFvyKSxC9ndCWEpU39LfPuEK7MY7BwD0DO6ZtS2kcROiF9cUUnzhddiWCqFeMlQ0pk3QE8WUTjCjEWhaCxvYZIRaissSglDPWM4o+Llpw82DvnsZetbyZwDnXwZiIYDtC2uoHXn9pXNpFzbChNYjhNKGox0p+gkCsvNiaEYNnG5kVRcb5QCCHQzrjuX+3uBuD6lpZFP1d9fYzf+4N3sfPNTnbt6mJ4OIOiCNaua+SaazoIRwITbYrHg/z6b9zJ9dcvZ8drx0kkcmzY2Mw11y5jy5ZWrODk4pymq7z/g9fR2lbN6ztK2zY3R7jp5lXU1UdRNZX6hqmhwIoi+MhHb2RgIMkbb5ygkHe4/vrlbL99HQ2N8YljSyk51TNGZ2dpISEeD3Hd1mWAYHAghRAQjUyN0Fq5qp7/9ocP8PqOE+zZ3UUymScQ0Nl20yo2b2mlunpx8/KFEARNnVYzTmv14oU8CyGIWCZrm2uZOxFpElVRqI6EqI7MvkitCoXQHNoApq5h6lecKXDBSNtF8s7kIufa6hpaYtPFJt9uXHFXSNF2cOZYDRVCoOkq1eNeEs/z2fn6CdqX1VI1g3JWKXdxCw3xT9GX+BQF5wBnP81st5NTY/+FmsivEQs+gKZUX5a5aYtJ0i7w+f0v8Z1ju0k7RTzp88n1N3FDXSsgeKLnMP92bBd/uvU+VsTKq0udjRCCsGHy3pVreeeyVSSKeWzPw1Q14mZgQeqnKWeM4eIgIHGlS63ZQE++k6gep9nqACTdueMM2wOoQmNleD0h7QwPmu8yUOxhqFBKaI4ZVTRZ7RiKgZSStJugJ99J3ssRVIPUB1qJ65UIIRi1hziZPYovPZqDHdQFJus6SSlJOqP05E/g+A61gQbqzCY0RSfrZjiVP0GVUUdv/iQ+HvWBVmrMepQ5rqtAKMD6G2cO4xRCUNtSTW3LzL/H6fIV9e011LeXl21XFIVlG1vLbjMbktKqebwmSnwRap8NFpL05RP89YEfURuITcmljRshfn/d/dRbl1fO0pWGIgxixnJO8fR4zi7kvSFyTt+Cay1K6ZOwj+LJyYm+pgSJGh2L2ubzRVdCRI02hgs7Jz7LOj3k3EHMOcoqXU5U1MWobqxg6FT5/L7BnlE81yefKdLXOVx2WyOg076uCW2RQtNUTaV9bRNmwKA4g0jdaVIjGcYGkzR21DA6kKRYxgCGUsh707LaK2YyJ6VkZ38/uqJcEGNRCEE0anHr9rXcur28+SGEIBQyufmW1dx8y+o5t7Usg1tuXc0tt07f9vf/4F3TPvN9STBkcOdd67nzrtlTNDRN5aMfu7Hs+WdqT2VlmHfcs5F33HN51aRb4srl7DImrbH4rEKMbyfmZSyeViB156jHdDEYTeZmDEOVUpLP2ZgBHcd2JySkAVzXZ/ebJ6muic5oLELJ0xcyt9FU8RcMJP+KTPFlzq6953r99Cf+glT+CeLB+wma16OrDSgi+DNnOHrS59vHd/Fvx3ZxQ20bq+M1fPPoW1O2aQ1XcCQ1zM6R3rLGopSSvOuiqwqaUKY91A1VpTZ47quA/YVTPNL3LZqsdk7lT1Jj1iMoGXIPtv0mUT1OzsvSlT3GgfROPt72HyeMRSklB9O7eH7oJ1SZpQmx4zu8o/791Jj1ZL00P+z9Bq50CWkR8l6W5aF1bKu6HRA4vs2oPcjrY89zQ+UdU4zF/kI3j/T9GwHVQldMdow+y5b4Nq6pvIkxe4iHT32FJqudgGKRdpPkvMd5f9Mv0mAt/gTiSieqB7m3cfOMfwuoBkHt7ZtLsFgIIagJbEFTQjh+qT6X7aUZLuyiKrBhQSH4RS/JSGEPZ5aNiOgthLTGxW72eSGEQq11LZ2pH+OPj/cFd5Sh/JvEjeUL+s6XkkDQoGVlPQd2HC+73UhfAs/zGRtMkhwpX4MtFLVoXbW4nuDW1Q0Ew4GyxqJddOg7McS665Yz0p+cs7xCvDpCTVPlorXxfEiO11YshwSOjoywZpFrLC6xxBLnj6aoqIoyUdomoGmXWsz+smB+xiLwpYde5vCJgQvcnLnJFmxSmellLlzH4yfff4tb71rHm68d58VnDk4oZPlSMjyQ4o45Vp+EULCMq2iq/AwjmS+TyH4X15868EuKZIsvkivuQNcaCegbsIz1mNoKDK0VTalAiACKCIzX1JtfyOrlxmghx0+6DrKtro0/23ofnpQ80jU1RLfGChPWTU6kRmY5SomMbfP5na+xurKady9fjZSSXYN9VAQslsUX5yGvCZ3ba+/nuaFHcaXDPfUf5Osn/460k6DCqGJtdAvVZh2duSPT9h0o9BBQLe6ofQ8xvQLbLxJQSypyeS/LYLGXO2sfYHVk07jHRUwsDtQFmqgxG+jOTZ2kedLjpZEniemVvLvxI+iKzv7kWzw3/Cgd4dUTx94Qu4YN0evIuEm+0fV5unLHqA80X5HXzIVkeaSO5ZFSWO2ZObRL/bS4xM1VxIzlE542icup7PO0hu8hqM9PvVFKyXBhF4ni4YnPBAq11nWXpbeuOrCZkN40EYrq49CV+SmNoVsJaZdX2Oxs6KZOy6oGFEWULUSeHMlQzNuM9CdJJ8oLzdQ0VlDTtDiqsKepaohT3VTB2NDs5aiklHQf6cd1PIbn8JQC1LdVEzk7HP8ScWh4mD947DFigdmF0SQwnM0uGYtLLHEZEjFMLE0jbZcWtLK2PWfpnrcD8wtDlXD05BBvHui5wM05d1RN5abb1xCNBclmi2y7ZTWr15dWsV3X5/Efz08+WAiBrjZSF/1dwoFbGct8k0zxeTx/qiKbxMZ2O7HdTlL5R1BEEEWE0NRKNKUKValAUSKoSnjc82giMMZXqmeuoXgp0NRKotZ9KGeJ3KTsAr25NB9Ytom4YTFSnD6xMFUNXShk3fKCMWmnyOOdRzHGQ0uLrstnXnuBbU2t/Kdrti3K9whqYUJaGEsNogh14tWjvBgSAtbHrmGw2MsPer9Ks9XBxthWrHGxmpheydUVN/PKyFMcSu9mbXQLK8JzK54WvTz9hR5urLoTUynVvmoOLsOTHqPFQUJahJAapcVahqZoWGqIsBal6M8t5vB2RErJmJ3lxaFDHEsPcHPtaq6uXMZQIUnBc2gJVl0Rk/rLHUOJ0ha5j9HCvnEBLRgt7qcz/Qir4x9FVcp7cKWU5Nx+jia/g31GfVpLq6U5fMdlGYFhabW0hO9i/9iXOe0JHS0c4HDi62yo/HV0ZaHquxJflo5TLid8MVEUQfPyWgIhk1x65prBALlMgUwiS1/nEK5dfmxsWd1AOLa49b8i8RBNy2s5svPk7BtJ6D0+SLFgM9Q7t7HYvrYJw7w8Mmpc32dFVRV/cMstsz7hJfDN3bsvZrOWWGKJeVIfDlMRsCaMxc5kAtvzJuavb1cujxF2EVAUQd14cvVV13YQjVlUVk/mLK7b2IwZmJ/SU6mYq0XYvIWgsZlc8Q1GMl8mXXiWM8OqJvHxZQZfZnD9mbyvJeNwUjL+8pnUBoz1RAJ3wFnGohBiTsGQnGtT9Fyic5TXcH2fnOsQNcxSXT8kGcem4M5hyC0AMVG/TUzN+ZtjRUggqDObeG/TJziVP8mB1Fs81PNl3tv0CZqD7RiKyU1Vd7M2soVj2f28MPwYfflu7qi9H1WZ/fYRQkFBwZOTIVQSf1wBr9Q+VagTk8mS+NDlc12cK9HqCL/85x9BM2YQ3zkP0m6BfzzyOLvHukg4WWoCUa6u7GB/socn+vbyX9a/h4h+ZQiSXM4IIWgO305P5gkG8juAUvmMw8lvYqhR2iPvQhXmjMbTaUNxz+g/Mph/Y/KYKLRH3knMWHbRvsdCECh0RN9NX+4lxooHgJJH9Xjq+/jSY03FxwhpjXMaulL6FL0ESfsofblXaIvcQ4VZPg9sMWnoqCEcC5Y1FvOZAqmxLF2H+mbdBkDVVdrXNGLM85k5X3RTo31NI6qmlFViHelPkhxOMzqQLHs8TVdpXVWPOo8yBReDoK6zpb6eNTU1sxuLUtISjf7MC3K9811buG7rcmpmSf1ZYonLkdpgiLXVNXSlSmPPkdFhulNJ1lRVv60XpH9mjMUzaVtWg2N7pFP5cfexZMt1kypgcyORslRjseAcJWu/geP1n0eL/PGjls+9uBTIWcpIxE2L1nCcF/pPcH/7dE+a43s83XuUjGuzsaqh7Dk0oWBpOt3pJLbn4cuSMp9ETkkkng3B+YUbSinPOFdp1d+XpfpIkpIIjSY02oMrqTJq6cz+HQPFUzQH28l7WXJulrhRydX6TRS8HMcyB7GlTUCq48f1kZw+h1equ6QE6AitZn/qLVZFNmIqAQ6ld2OoJjVmA1l39jCs82VHfw//svdNHlixlne0r7xg55kJKxzglvdvnfX3Krgu/7R7B72ZFL973c1UW/MzKPcneziZHeaPNn6A73a/Nv6poDYQY6CQIOXkl4zFRcJU4qyv/BUyA6fIuiXFzKI3xq6Rv2W4sIv2yLuI6u0YagSBiidtCt4ow4WdHEt+j7HigSljXa11LStiH1yUuoUXAiEEIa2RDZW/yhtDf0HOLS34ebLI8dT3GCq8RWPwZmqta7C0WjSl9BzxpYMnixTcMTJOF6PFgyTto2ScHqT0aAjecFG/R7wqQm1LFYM9o7Nuk88USAyl6T5a/nlmBU2WbVj8cPiScmkLhqmTd2dXOU0Mp+k9MTRnHchQLEjjZSRus762lpVVVWWX/YQQ3NLefrGadEkQQrBp87mJoy2xxKXE0nXuXb6K57pOkncd+jNZvndoP797w02LVvP7SuScvnlNRZh1K+rRLoFUdSpTYNehU9hlkt4P7+/lh999A9/zJwZtK2Ty4V+4ieo5akZJKfFljmzxZUYzXydn78Dzk8zpovoZI25YvK9jI5/Z9Qz/8/XHuKmug7zn0J9P83zfCV4e6OSh43vYWtvKdTXlBVliZoC1ldV87/B+0naRaivIYC7Djr5TfPb1l8ruWxcM8cE1GzDL3KQKCrpiIABNaKjjk1JdGChCYcwZ5qXhJxgu9pNyxnhi4GEqjVpurL6LKqOWnYlXOJTejSJUfOlTadSwLFSq5zRcHODxgYdx/VJNSx+P6yu3YyoBHGnz2uiz9OSO01foJuUkGCz2siaymQ2xa7mx+i5+2v8Q3+j6BxShoKBye827iekV5LwMumJO8SZqij7R9mlIOT4BV+ecGPVnMzzZdYwtteWN+AtBbybFYC7LltqZc7086fPWYC+Hx0b45FXzn0wPF9LUBqJ0hGvRzgjt0xUNX06G/S1x/gghqA5sYnP1b7Fz+LPk3JIXyvWznEw/Sk/mGYJaDboSKYV6jxuLBXcUOSXsW1AV2MiW6t8moC5MLfliI4RCffAGNlf9J3aP/P2EkSzxSNnHSdknOJz4Jroanih55EsXTxZx/Nz4vTn5jFDFxRdcsiIBmlfUsffl6XnZp3Edj84DpxiZo9B9RW2Uxo6FKeDOl8aOWmLVEfLZ2Y3F1GiGzgO95GfQJziTeHXJQL5c0FV1Xkreq6sv7/thiSXerihCcFtrO9vb2nns+FF8KfnW/j2sqqrm/pVr3rbhqOdkLG5Z28z/8yt3E5yjfsuF4MjJQX7nLx9meCwz6zadx4dobq3kxtvWoI4btKoqiM0RFielj+2eYCj9BZK5H+LL8mpxP8soQvCetnWMFnN87fAbPNp1kKLn8aPOffz45H4UIbi+tpXf37yduFneoxPUdX5hw9UM5XI80XkMx/fJuw6JQoGDI+ULNK+truGBlWvLGovNwQ7uNT6EoQTYWnUbAoEmdN7T+CBRvSTQcFXFjfhyciIrUIjqFahCY1vVHayLXoXt2+iKToVehamWvlOj1cZ7m36BvFu63sJalIgeRxEKGhqrwhtpCy7npuq7J44d1mIIBFE9znuaPs6YPYQrXaJanLAWLalOmvV8qOXfE9ZiQEmg5x1178NQpnu/pZTgDyCLzyKs98I5FEi/GEgp+dahPRwcGeIf734AdRFX+2NGkIxTIOXkOD0p96TH4VQvAVU/ZzVUXdFZF+vAVA3yXoG8WyTvF3F8F1/6eONeaA//bWWQCqHSFLoNTZjsHf0iY8VDE95CT+ZJO11l91dFgPrgDWys/HWixrLLxvNTDkVoNIfvxFBj7B/9Z0aKe/AnIi8kPg5Fb4zyVf9OH+t0fvrFQzc0WlbWo+oqXpnF1Gcffn3OXMCm5bXEqha3Tt1pKmoi1LdV039y9tIdhZzN0995tWxILZTaGVrEwusXiyvhflhiibcr8UCA/3jdDQxms7w10EeqWOTPX3iW3nSaB1atoSEcQVOmK/v/LHNOxmI4aF4SryKAaWjoWvlzt7RV8eIzBxnsTxIYN2gDls79H7iWilkegFL65Owd9Cf+gpz9BjPnJr69CGg6/37NVrbVtfHywEm6MwlszyVmWGysauCm+naqzLkFEIQQXF3fyN/e/W66UgkGc1n+8tXn2FBdxwdXlxeLCRsmAW163oyUBZB5EHECqkVg3LiL6ZPqqjWBSc9ak9U2+/dUgxPqp2ejCpVKoxqM6SvBilCpDZT33hmKMaWcxuTnJvWB5jOOpVBlTleblNIH9wh+5nNIfxg1cP/llPI6hYLn8tZALwFt8UM11sWaeFQz+IfDj9OTGyXtFvjnY8/w/OAB3t10NXHj3PIjw5rFJ9rvx/YdHN/B9l0c3yXvFci4eTJu7ozXHDm3QM4rTL6Ov3eki+d7uNLDkx6u9Kfkq16JKEKlPriNkN7E8dT3OZV9hpwzMCF8MxOaCBI12mmL3Edr+B2YasUV9UBVhEqdtZVoXRsnM4/RnXmStH0SV5ZXDoWSN9FQYsTNlTSGbiFuXNwQcCEELavqCVgGWWf28M258hUVRdC2ppFA6MIsSlnhAK2r6tn1/MFZVQZ9z6fzQO+cx2pd1YBpLW5e5WIgpSxFKbk+nlf6N/new3f9UomvnE0hV6SYsxk8NVrW2zoTqbEsbz5zgIraKAHLwAyamJaBYWoomoKqKiiqgqqqE/9XVQWhiCvqvjyNlBLpy1J/ej7eeJ/6njfx3ik4FPI2xfG+PXmwF7tYXoTvbFKjGd54ej+ReAgzaGBaBoGggW5oqJqCoqqTfaud7uMru1+Bs/rUx3O9ifeu41Gc6FebXDpPX2f5xf5p5/ElR3aeJBixJvrUtAxMS0fVxvtUO6NvVWXiur2Y/SqEYHVVDZ+67Q7+9ysv8lxXJ6OFPH+742V+cuwwt7a2s7mugbZYnHgggD5uOJ5LCxUhiBgmqnL5ib+dyTkai8alMxZ1DX2OZPauzmGaWirZdusq1HGXsaYpWLM8/KSU5O1d9I19iryzh7dbyGk5dEVlc1UjmyobcGWpWKmmKCgsbFBUhKAmGKImGCLn2Hxt3y5ao3G2t56j6IXXi5/7Fkrol5FKzRU5QM+FlC7Sfh0/8zfgvAXaVMPal5L+bJrX+no4lUkRMwNsrW8uiejMcDxfSvqyad4c6KU7lUBVFFZWVHFNXRMxc6pH0/Y8TmWS7B0e5FQ6ieP7VAQs1lfXsq6yFkMthcNKKelKJ9k91M/BkUH2jwwSMwN89o2XJmoTVVshPrhqA0F9clInKKni7ujrYc9wPznXoTEUZWtDM43h6eIPlUaYX11xFw9376AzO8iRdD+jxQwPNF/HfY1bUM9RZVMIQUA1CKhzR0lIKfGkjys9XN/FlR6OLBmXBa9I1s2TdQtkvfz4+/F/3vjn4//PeQVs38H2HVJOFnkZjzdCKESNdjZW/gbtkXcymH+D0eIBsk4vtp9CSg9VBAholUT0NqoDG6kKbMTSahekBKoIjZbwnUSMyUWdoFY3Z55j6TdJ4ft5dLUagUJr+G7i5qShVjrObxWCbwAAIABJREFU/KNghBAE9XpWxz9Ga/geRgp7GSvuJ+10kXP7yTnHAYGltaEpISytmqBWT9TooMJcRUhrRFcil2RMamirIRwPzpnrVw7d1FixqfWCtV8IwYrNbShqeZGbuTAtg+YVdSgXaS7i2i6psSyu4+E6Hk7RIZ8tUsgVKWSLFLI2+Yn3xcn340ZLIVuc2L6Ys7GLTmky7pYm5Y7tUVigsdh7bJC/+/1voOlqabKtKaiaim5oBEImgaBJIGhMvp79WWjq59b4/w3LQNNVNE3FCpsEI9YFux7sgkMmkcN1XFzXo5h3Jvs0Z0/pt8L4az5rT/n/6f4u5mycoovnergT/epSyC2sX7uPDPA3v/1VtDP6VNUUDFOf6DszNHvfWjP0bSBkYgZ0NL1kcFqRAMFw4IL1q+9LsskchbyN55T6oZg74xo985o84zqd7Gt7St/aeRvXGTcgXa/0W+Vmr5c6Y5s8nx986Wke/eoLqJqKdrpvdZWANd6vE312um9NAqGp762giXnG9RoImuimNnHtRypCaPq5RXb4UtKbTnEymeBkMkHUDKApCp7n4fg++4eHODA8RFA3iBgGEcMkZBgTBuNCqQhY/I9bb6chfHkLQS3YWFSEIBycWQ3vYmAYcxuLkajF0GCKXW+cLNVaFGAGdOqbKgjMoO7m+oMMpj63ZCieQd516M4kaItUYKqlWpH6DJM/KSUpp0DKLhJQNSrN4JwrJIpQaAiH0c5nJUU6yMIP8WUOJfJ7IC6/+m3ng5Q2svA4fuZz4J3g7OtSSsnB0SE+/cqz7B0ZIKKb6KrCtw/tYV1V7TRjy5eSV/q6+ezrL9KdTmJpGp6U5F2HGxvb+L3rbqY5EpvYftdgH3/44uOMFQpYWun3z9g2uqrwyxuv4xPrt6AJFV9KXjx1ku8fPUCyWCBtF3F8n6e6j03kY7ZF4zywYi2gT2nP1/bv5PlTnSDB9j1SxQJrq2r5w223s65qqmiFEIK2UDWfXHU3GbeAK31MRSOiW+dsKC4UIQSaUNFQYZ7GpT9uXHrjnkZX+rjSpeAWOZHr5QtHHyLhXP7h7qpiEDdXEjNW4MkCnizgSxeJRKCiCh1VsVDOsa6sInSaw7fTzO0L2s+XBU4l/550YQftlZ8ibG6iNXL33DvOq00qIb2eoFZHc3g7nl8g5x7nyNAn0ZQqVtV8pvSdhVFSiJ1HPvGFJloZoq61ioGu8rVvyxGOBWlZWb+IrZpO25pGrFCATHJuj+1sBCMBmpfXXbQ+7zrcxxf/6DuMDaZKRontTnpgxj2H/mnPoedflNpsvi/nDNWdjQnPzVnesdL/VUxLx7QMbnzXVXzkP9+HUC9MP+979Shf/8yPSY1mKOZsXMeb8L5O6d/x14sxRfM9n9y5LLgIUJWSN2xKf46/arqKESj16+0f3Mr7fu3OC6bkW8gW+Ppf/YjdLx2mmLMpFkqLE2f255meRFmmPutiUsw7FPML8/QCCEVM68/T166qKuiGjhnUqW6o4Nf+7OfOeQzLOTZ/+OyT7OzvI+86FL3pEUISyDo2WcemPzt7Stx8qAuF5lUZoGA7pHJFqmMhhpNZdE0lYpmMpHNUhi0yBZuxTA5NVaiJhbEMvVRjPpklbBmMpEpjbV08jKEv3E+44D1UVbmkxqKuqZhG+WY3t1Zxwy2rpqho6oaGNkP4qpQeydwjZArPs2QoTnIqm+S/v/Yof7b1PlrCcYqei6XpGKo24bXypeSVgZN88cAr9GQSRI0A97Ss5sGVVxMuU07DUFV+aeM18xICKIt0kPnv4osASvi3EMrlvTIzX6QsIHPfws9+HvyZJ31px+bzO19l11Afv755K/d0lK73p7uO88XdO8ifMfhIKelKJfjzV55BUxT+5Oa7WFVRje15PNZ5hC/seo2IYfDfbtiONR7y2xCO8J7la1lfXUdLJIauqhwaHeJ/vfYc/7L3Te5oXUZ7rAJFCN63ch3v7FhFdzrJr/30e6ysrOavt79zImdRURTC+lTjaiCX4aXeLj655QauqWvE9X2+c3gv/7LvTb59aC//9frbMM8KZxVCYKo6pjrV6BwrZgjrFrpyeSWeCyFQhYrKDO0yS2rARpnyK5cjJYPZQuNyyRNzsd0+bPcU/jxCRc+FUniRhqKGMf0oKiWF54BWiSLmq7A9nWwqTyaZo6axYtG8Y6GoRWNHLbtfOHzOx6hrraayLjb3hudBTWMFVQ3x8zIWK+tiVDVevEXCXKbAsT3dZBIX5jq72Jw2FuaiY13zBTV8kyMZju3pXrBX9bJEMhF2PBfrti6/oP3quT49Rwc4se/UhTvJRUT6Etf3oEw+NpSup4V6ks/El5LBbIZE8dwWYS4U/WNp/u2F3fyHd93I3/3oRTrqK7nvmjV89ak3eHD71Tz00h6S2TzpfJHlDdV84o6rEULwT4+9SmUkSCZf6pOP3X41DZXlhT5nYt4zFUUtWfWmoREJnfsD8nwRQswprNPaUU1rx/zUxlx/mETuIeS8ZAtmbBGgIFAQwkJRLAQmQmjjdRVLE+bTJRZAlmoYzjSBBHy80rEWKTHtdDkHmKz9dyaG1gpMn6h40qc3l+JLB1+lP5ciZReptcJ8cNkmtjeuwFBVRgpZ/veuZ+nNJdlS3cRgLsPn972Mpep8bNU1s9aRUoRgXfViKe3ZyNy3kEKH0CcRIgyXeHX/XJFSgkzgZ76AzH8TZHbm7YDDo8O83NvFjU1tPLhuC1GjZJzXrd3EvpFBvntk35R9fnLiMF2pBP/rtnu5s3X5xCJKfSjMi6dO8mTXMR5cu4U1VTUANIWj/NrmrShiMty4KRzljYFevrznDQZyGdpjpXw0S9OxNJ1EsYAiBLqiEDcDZT3MCoKfX7ORB1asRVMUpJR8bN0WHj95lD3D/WQce5qxOBMFz+ZLx57mo+030RSsnPZ3KSV7+wcZzGRYVVNNYzRyUXMDHM8jVSgSswLn50lfYkYUEaIl/rs4/ighfd2lbs6COPxWJ6/+dA+/8N8emDVFYqEoqkLbmkY0XcWdY1I1IwJaV9UTis2di34+RCtDNHbUcPLg3HmJs9G0vI5Q9MK2c4kllljiciAWssgVbbqHEni+z0gqR/dwAl1TqQhbPLj9Kkxdo2sowT/8+CVSuSKxUIC+0RSrmmr4xbuuBQnGOYbnzstYFAJ+4+dvJpkpoKoKy5ovneyzIgRBq7yxOF+vZylXcQ8F59CC2iDQ0dQaTG05pr6agL4KQ2tBVeIlg1EYwLixON6WlDPC80MPM2r302St4Jaa96MrU79Hzk3z3NBDbIrfQqO1fEFtmo2e3BFeH/0pCWeIqypuZ3P8trO+i4YiZvYSFDyHH3Tuoy1SQcywOJoa5lNvPI6qKNzRuILuTIJj6RE+uW4bv7RmK2PFPH+44zEe7tzL/e3rqZhDJXXxKODnvoaCBqFfRXDlGYxSSvA68TOfRRZ+CmVERJCS48lRksUCW2obiBqTnv6gprOltoHvHd0/sbnr+7zc142uqAxkM/ykc1Ja35cSRQhSxSLd6eSEsQjgSp+hbJaBbIasY2P7HkO5DJ70Kc4jbKIcMTPANXVNE4abGE/yrgxYJIvFUm6g7+HP4e3PezY9uZHSiuMM2J7Ht3ft5Tu797KlsYG/fuA+6iMXzwN9bGSUz77wMv/9jttoiV9Yb81cSGQpvFn6KMIsvaf0HhQkLlLa4wtdxpRxtCSA4I6rg/qAQAgdgT5tvC2JexTHj22Nn9ser+kqph2/VAfVRkp3fHuBxJmoAVvaXkeMhxuXtndLIleArlaV8hVFeaGTs7+DQEOI0+2YPl5MtssBlAXlPZZrg11w8H1Zyn2z3VJZHClxiqWcLV3X0IzSA90puiiqwLFdhBAYAQNFmX1sE0LQvrYJI6Cfk7GoKgqrr+4oe47FQFEVVm5p4+VHd53b/oqgZWVJzGeJJZZYYrFQFYVNtfVEzYvjFKsMWFjzWBiPBQNYhs6+7gEaq2I4rsf+rgGaq2IUXZcndx2lbzRFruiQyObx/JJ329A11rbUYhnnJwQ2T2NRsGbZhc1hmC+KIqiuCBEfl8s25ghJLY9P3t6NlPOLTReYWMYmYsH7CQduRlebUERwXsZpXKnitrpf5o3RJxi1+1GVanR1qjFlEqY6sIGQ3oauTlXGdPwiQ8Ueas1WNGXqjy6lZLh4ClMNEtWneleaQjGixnIe7ftncp6Gpsy/gLEA3tu+gd/ccBNRI8BAPs1fvvU0j5w8wI117eQ8B9f3aI9UoikqNVaY+1pX8792PkN/LnURjUVA5vFz/xdF6BD8JYQIcdnKhp6FlB44O/HT/xvpvM5cSrwSSI578SrMqQnyQgiihol+hher4LkkCnkSxTx//caLM3p8Y2YAb7w0hJSSztQYX97zJq/2deP4Poaqoisqw/ksvjx/SRZDVUttP+tzIcS4UQM/6dvF3kR32ePYnkt/fvaacTnb4ejwCI7nUxm0iAUublREqlCkc3QMZ4a8h0vBYPpb5Jx91IQ/zEDqK7h+gprwh4iY1zGY+QapwitY+moaY7+OqTUC4PsF0sXXSRVeJuvsw/USKCKApa+gIng30cAN4wZnCYlDX/pL5OyDtFd+irxzlOHsw+SdIwh0gsYa6iO/SEBvH9/DYzD9TZKFF2mv/BSON8Rw9mGy9j4ECpa+nLrILxA0Vk+cI5l/gVPJzwEeEommxGit+O+EjJm9i1L65J3DjGR/RMbehe9nMbQG4tZ2Kqy7xhf6Jq9GXzqkCzsYyX2fvHMMVYSJWTcRMjafV0mME/t6eOQrz6OoCkIwEa7WfaSfx7/5MplkjoraKHd/eBsVtTEe+ofH0XWVwVNjOEWHuz68jQ03rCg7htc1VxKripxTLlsgZNKxfrp684VgxaZWVE3Fcxd+bxiWQevqBsQFNmqXWGKJtxdBTeePbrkd/2IkHVPya8yk+H82iiKor4hwsHuQ61a20DeWYn/XAPdfv44X93ey83gvv/HObSQyeU4MjE7uJ8SilDG7shJmKOUsfvw9W3nP7RsBqKteeOztJD5F99i8ttSUGqrCv0hF6OfQ1PoF52yqQqPCqCOsxxm1+2fcJqCG2Fb9rhn/Nmr38+rIo9zb8ItoTL2wfOny5tiTtIc2TDMWDSVAldkwa2mIcgRUnXe3raMpFCt5fnST7Y3L+VHXARzfm5BbPjO8ri1cQdFzyTgLU8laFGQWP/tlFAwIfgKhXP4hSlLayOIz+JnPgnuE+ebNqkJBSvBmGNDkWUc5HUraEI7yP2+8g7rg9PIxihA0hUv3UrJY4NOvPsuOvh4+sf5qbm9dRmWglBP41f1v8U+7Xz+HbzoVIQTKHGGZr48cY7CQosGaPS/J8d2yPWZ7HqO50mLQurra8yqo6/r+go2+VLGIM4/8lYuF7Q2QzD+P6yUBSd45SnfiM8QCN1JwTiCEynD22+hqnKbYf0YIge0N0pP4G2yvn4DeQUBrw/XHGMn9mLH8E7RXfooK6+4Jzx/Sp+j2krV3M5L9MUOZf0UIFV2txvWSZIpv4Yc/MtEmicT2BsjauxnL/ZSR7A/wZRFDq8XzM2SKO6kJf2jK9wjoLVQG78X1xxjLPUXOPYjvz5xLJqUkXdzBydE/xvFHCBprMbQmCm4nJ8f+lExxDy0Vv4cmouPb+yTyT3Jy9E+RskjI3IwQOsOZh0moz+LLc8tlcWyXH3zpGVZd1c5Vt67hx195jkwyTyFv870vPMnqqzvYfMtqXnl0F4985Xk+8B/u5tieblpW1vGBT97F60/t4+nvvMbKzW0EgrN71KJVYWpbKhcsaw9Q3VhBTdP0cO7FRghBXWsV8ZoII32zL/bMRjAcoHn5YqUyLLHEEkuUEEJg6ZdfOR6A9tpKntx5lA/fugXP93lq7Cj1FRFsx8NxXQ50D3BiYBT3Asw5rjhjUVEE9dVR6s/LSCwh8XG92QsDn0ZVKqiL/R7x0AfOS9BgNnzpcyK7l67sQRShsCF2E1VmqX6f4xc5nH6TQ6kddOcP89zgQ+iKSUdoA+2h9QwWuziUep1D6ddJOsP05A8T1uJsid+GOYeBKKUk4QxxNL2TjDtGjdnM8shmLDWMpqgYqop7ViFyV/oUXAfb9yh600MRdUVFIie8VBcdmcbP/lMpZCz4IEJcngXsAaTMI3Pfwc9+AfyZFxBmQgDVVsmjPZDN4Pn+RDinLyUj+RyuP9n/pqrRFI7SnUpSFQiysaZ8lMCJVILX+nq4vqGFT265fiJ30JcS1/dnLfVwevnkbGP1XFFQ+HDbjdxQM3u9urST5493P1T2OKfXdWJWYNY82vmws7ePf921d0H79KfTM94nlxLbG6TW2EBd5BMMZx+ma+zPydoHWFb1aRRhcWToN0gX38CXBVRhYWh1NMd/G02txFAbUYSJLwuMZL9Pd+IzjGS/TyxwC6qYOt443hCDmW9QF/kYFdadKEoQX9p4fhJTa5nWLtdLMJj5BtWhD1AVeheqEkFKB9cbw9Ama5KWHuYrsGIr8PwctjdIMv/crN/X8Yc4lfgcrp+ko/JPiQSuQ6DjeEP0JP6a4ex3CZtbqAm/f7zdg/Sl/g++zNNW+T+IW9sRKBTck3SNfRrHG8ZQGxfc75lEjsRQis03r6aho4b116/gtcf3kBzJMDqQ4qrb1lLbXMnV29fxL3/2PbKpPIapcfVta6lvq2bFxhYOvdmJYztljcVgOEDTslp2vXBowTdi07JaopUz1yJebKrq49Q2VZ6TsVjTVEG85vznAEssscQSVwprW2r50M2bqK+IYOoqnr+ZxsoojZVRPN8nlSuwZVkj61rqiFil2o33XbOamvj5j+lXnLG42Eg5lwdMIWa9k1jwgQtiKEJpkh3SYgS1CDtGH6PJWjFhLAJoQkdTDFShEdOr0ZXAGZ5CgaGW8nxCWoy4XoOlhidX+cswZg/wWP9XCGpRKo16diWeo7dwnO21H6LCsKi1Inz72C7qrDBx06Ivm+Kn3YfoySb48sEd9GQTeFIyUsiVavsJwXAhiyoUAuolvLRkEj/zD6X8J+uDc+YyXQqkn0Rm/w9+7qsgF1Y6QQjByooqaoIhXu7t4ufXbKQhVMrDSxQLvNzbNSWEQhWCO1qX8XTXcb5/9ADL45VT4vFd3yfvOoR0A0UIXM/Dk5KQrqOrk3li3ekkO/pPzRqeoasqpqaRKhbIOva02o0L5e6GjbSHa8oqhgZUg+ZQFdosSqimplITCnF0eJRUoYgv5TmHZHSNJfnh/oNUBa15i+QUHPeS1aSdDUVYhM2rUJUoQWMdihIkaKwmoHcACoZWj+0N4cscKhaKMIlZt0w5hkqQuHUXA+mvUXC7JvILz8SXBWKBG6kJfRBFOeNaUGumbQulvMaQsZG6yIOoyuTDTVfnypEv/3umCzvI2LupDf88cev2iTBSVWmlJvLzJPJPM5b7CVWhd6MIg6y9l7xzmFjg5vEQ1dJYG9TXUR16H5nim3O0Z/ZmlhZSTt8/pVdlvJjzael635cTBZ5VTUU3S3mh804fUATL1jejnkMdw1VXtaHOoBp+ITAtnfZ1TRx4/fiC921oL9WTXGKJJZa4nJDSo5Sbv/jjaG08zP3Xl1ItQgGD5urJqKu7r1o14z53bpl9sX0hvO2NRUUpn1enighR614UEbpgbRBCoT7QRlCNsDfxwpS/6YrJ6ui1FP0cSWeYzfHbsLTJiVRdoJWQGuVg6jWWhzezJnrdvM4ppWR/6lUkkrvqPoqlRmgJruYnfV9mQ+wm6gMdfLBjI5/e+RS7nu0lZgQYLebQFZWPr7qWJ3qO0JNNsL6ijke7DrIsWoWl6Xzn+G4qTIu64CUuYyET+JnPlgzGwLsRcxT3vnhIpNePn/n/kPkfAgsIaRP6hJusI1bBOztW8bX9O/mzV57hXctWowjBk13HOJYYmRZueUfrcp5tO8F3j+xjKJ/lxsZWwobJWCHPgZFBKgNBfuuabQQ0naZIlJZIjJd7u/nOoX2sqKjiVCbJw0f2kyzmZzW2KgNBVsareOHUSf5h5ytsa2zF80sCOjc1tS04BPT66pVzZp1aqs4vLd9OVJ954hg2TK5ubuS1rh729A1QdD2CxrkP4i3xGH/8jjuoCs0xUR23B17vOcUXXz3/sN3FRBEBVCVcCgUWJgIdXalEUPJWCTSQLpKpIbe+tHG8ETw/g8TG8YYBgZQucoY8W0UEiJjXzdu7LzAIm9cs6lgrpSRr78aXeTQ1TtbeM+XvrjeGEAZFrxfPT6Go1RTc43h+lpCxecoCoRCCoL4aRZybkRKJh6huiPPaT/fg3Oay6/lD2AWHeE2E+vZqXn50J1dvX8fLj+6kdXXDeSmSrrqqnbXXLsOx5+/VVhSF9devOOdzLhRVVdly6xqO7y2fl3w2QhFs2LYS/bz0ChaOFQ6wYlMr+czlJal/oWlor76genHRyhArN7eRzaUZLvZMqLcDGKpFldGIch55wpca2y8wXOxByjOjfYLUNFdc0H5VNYXmFXXnVZ7mSiRSESIQvDQRZVL6DGR/QrK4h4rAdUTMNQTUusto/jkVz0+SSH+RSPB9GHr5sf/y/AYXCYGKobaW3UZVYhhaxyUvtrzY+NJjpHiK/kIn3+v5+1Jukl8k56bIuGMoYhn3t6/n/2fvvMPjuK6z/7t3yvbFLjoIggB7byIpUZREiaKoakm2JFfZiWuKk9hxk+0vTpzYsR3H+ZI43+PEjp2425KLbBWr90aKFEWJFDspFhAg+mL77rT7/bFLkCAKARIUJVvv8/AhCcydMzM7O3Pfe85536jp555DO+gpZJkTr+PmqQtZVjOZG1vm01fIETX9/P0LD/GnT/0KTQgKrsNH56+ixv/alDKNfpK9eOl/LtmU+K85519YpTxwduKlv4Gy1gPj6H/TmpGhD0B5Qu/TdD6yaAUeigcP7OXZtkOEDJPzGybz6RWX8PWNTw2QOiEEMZ+fL6xcQ0tFnIcO7mV9+2Ecz8On6dQEQ9w0c96AuX19KMKnV1zMNzc/xz9tfBKBoMLn57Kmqbx7zmK+8MzDw5Zz+jSNvzzvQjK2xa/3bOf2XdvwaRrn109mRf3kAbKoSw1TyqHiNpTKmA2pIQRjKhkVCGJmiKF7K182KXjLvNk8tf8gm1qPsOFQK5fNmHpa5ahCQFUwyKzq6lOTxTJ6c/kz6pM8GxBCG/RdEMeUTcviQiU1UkCVyJanciTyj9CbvYei01rqDRSl39luF35jGsPVOwphosnI2DNiwkCXFRP8rPVw3ATg0Z78L44m/3vQb48rxNaglI1SCsfLAC6GFufkrKWUodNWRdUNjZv/4kru/9FTPPjTZ2ma1YDruPgCJrf85ZU8fPt67vruYzS01HDle1bhD5o0z5lEKFpa0AxGAzTPbhiTiff0RU384y8/Nu4yVMPUX7t3nYCLrlvCBVcuHPdQzdBe83fy1HmN/P1PPzqhdszHiNHrjQx5ePQUDpNx+vEZfhxhYXJ84UQpRa91hJTdi0BS759KQD+9BeLFl8xh/soZ9BSOcMfhr5B1knjKQ+HRFJzLzU1/TkB7HcwnThOdhQPccfirFNzMwHm1hBq5ruWiCfNXHQ6BsJ8PffFmPG9iWoKUUiT7snQe7aeQt9ENjXhVmLpJMbSTzkMpRdvhXmzLZcq0miG/Hy8y6QL7dx+luiZKY3PVqNsKIQbUpF9rOCpLR/Y+unOPcyR9O36tnsbI22mu+MC4M41KOThue1kj5eyoPitVIFd4gqB/NfAmWRwFGgFzCWR/zogTd6GfkfrdxGGUF+PArxQKNSaPRiFK5auTAtNZWXUtWnnyKJBUmaUSWJ+ms27yLK6YPAtXeWiiNCUXQtASqaQlUolSii+tuIp7D+2kr5hlWXUTaxtnTIj60ugnIEHop35xe1146a+XCeO6c1aSqpSNKj6Ll/kGOHsY+4xDgrEYLXIbGMsGPlshBNWBIJ9dsZr3zVtKfyFP0DCYHKlAIGipiFMTOJ6hEUJQEwzx8WWreO+8JXTnslieS0AzqAmGiPsDA3eNFII1TdNYXNPAkVSSvXs6KPQVaLJjzI3W8j9X38SUSMkGItGXZdeONqyiw+QplcybXsd/rbuRtnSKgutgahrVgSDBcsO4X9O5bcUlFFyHmuDgDFLQMPnihZfjKG/MSrqW5/C7ti1cWjeXKt/QyYoQgmlVlXx+7Wq+9uhTfP3xp8jbNqtaphAyTbQxqCkeKwmcWV3FTQvmEhyHBHXQMIj6fWfUK3l2MEZ7IRw60z+mPfmfBMyZ1EXeV8quyRCul+RA7xdOEWO85z3R10mUibGgPvJBgubcYbfSZBhNxsojStt7w5TWgjdsFnWsaGip5oN/d9OQn1f6K3jnx68e8vO3/9WVA/9umllP08yxqZJLKfGdwo/4XEMIgaZrYyK/rwdM9DXNOAme7voxhvRzSc17T6kx8FrCcvM83/0bdqSexa+Fea/vH5gUOF7O5iqHJzp/xo7Us5gywDun/A1Tw4tOK5amSTTNpNZs5F0zP0fOSdGa28mG3rvRfALTb+DTX9/38mio9zXznpl/Q85NcSj7Cpt670X3CfSzvOAhhMDwTcwU3/M8Xly/n598+3GOtvbhuh6aLpm7eAqf+OKNBMODW07SqTzf/sYDpJI5/v7f30PD5DMTzdqzs51/+vyvuOqt5/Enn7p6XPZ4VrFUXWH6zv5CmOX2krFKQoWeKpJ32jG1Sk7nvea4XfSlvklVxW3oJ7kjnAv8QZNFIQRB3zJMvQnLOTjsNp7K4akzS+MrpXCUje0VsdwCjrLJuxlAYcpASQ3Qy5N3M7i4FL08eSeDqfmRlB4ofi1I3k3TVWwlpmowpX9gtU0TOoYw6SgcpME/DSEEYT2GQGJ7RRxl43g2tiqQdzMY0kQXJtPDi3i2+y7yboZaXxNFr0DRzQ2y5jg2UR5p5VMIwbTYT1hGAAAgAElEQVRoFR9bePEZXaNxQzYg/Negcr8AiqNv63XgZf65ZKvhW/PaZhiVQlFA5e/Gy3wLvPGYUBsI36XI8CdBnznkQSeEwNA0mqMxmqODFUMXVA99uAgh0BDUBsPUDqOIevK2VYEgMdNPYX+GTfs7eXTjFm772xtYMP+42EixYNN6qJcnH9vBoiVT+NCf1xAxfYP8Gk+EJiUz4sOvDOpSMqtyfB6ulufwbPdullVOHZYsAqQKBQKmwY0L5vKd9Zv4m/sfYV5dDXNqa6gKBUbsdzyGhkiY6+bNZkF9HQvqx/fQnlYV5/NrVlMbfmOujDtugt7cvWgyRHP8i4TMhQP3YcE+jMJ7XRvUCCHx6c0IdAy9lsrgtaecMJhabak01TlMaRHx+PPCdntOWw21dDynf7V+36pbxgNPuXQWXiWsxwnrVb8X1yLr9LEvswmfDLKi6q2vK7J4DJowsL0CvcW2QWQx76bpszowZYCJSrUa0jcQQxMGL/TdPyH7PdcwpZ/G4LF+MsXmvgfP6fGcDjKpAr/+0bN0tid4+wcuYea8SRQLNpomCUeGahNomqSyJoIvYJyhvV0Z6oQ/44DjePzmp+vxBwxueNfKs26/nbePYHvJgf+bWhUV/qXDehF7KkPBehHHPYoQPkx9Gj5jHiAoWC+RKzxOwdpCOncnUkQxjZn4zeUA2M4hivZ2PJVCk5X4zfPQZA1gkSs+h6FNwXYO4Hg9GFoTft8ypPCXuIjbQcHajFJFjGGE5kbCHzRZBDD1KVQErqU7/R2Gyy56XpqivRefPuuMXlD70lvYmXqehN2F5eZ5uOPH1PibuKj6Bgpujud67iFhdWC5eTb3PcKe9GZWVF5FY6CUGm4MzKApOIfHu36BIU2WxdcxJ1q6cXwyyJL4Gl5MPEprbjd1/hZW19yMJjS29D9Ga24PCbuLjNNPv9XD9PAiFscuZVpoITknw9b+pyi4eXSh0xicSUNg2oA5h1KKfivPvmQPR7IpbM8lZvqZHq2iKRwrlwy+9i9uIcPI8F/hKReV/yWjmtgDuEdKGUZhgHnJa5YtViqFyv0QL/tDUMlTDxhAABF4GzL85whZz1l/yo0ATZNcsGomzS017N45lOjWT4rxjlsvpKc7PeFJob2po3QVU6Nuk3WK9FvZUbf57Ss7+d6GzeQdm2zRwlWKTa1tbGptG9NxLJs8iWvmzuJ07piIz8eyya+Nb93ZgMLB83JIESwb35c+ZE/ZpIobsN1ufCcolb4eEfVfiKHV0pe9h1hgDT5t8sB5HCuzBYlW7l8PmvMxZBXJwjPUOrfi00vbe6pIsvAsnjf6/TZRUEpR9DK4yiGoVZwVwYQ3CrJOP492fpclsWuYX3HZuT6cCUHMaOCSmlsxZYCwfvbtSk4HQS2Kh8vR/H4WVFw68L1JO32k7R7q/C10Fg6e24N8E2cdyUSW9tY+Zi9s4pqblhEahiCeiEDQ5M9vuxbP84i9RurKwyGfLbLp6T3MXzp6u9lEoSQMd3wxMWg04deGqwZR9Ge+R8HagqnPQKkclvUKRrQFKQI47hFstx1PZXHcHqTMo6t6QKFUkXTuVzheN1IEKdo7MbSHqYl9GYVFIv2fSBFCLyt2J60fEAt/mGjoFhy3g57klwEbQ5tCrvgkrtc3zPENxVkhi/tbezjaPZ6J8eljxpSaM7LREJjEQ+8kU9xA3hqqcuepHOnC40T8a8pG76eHlvB86gMtg36mCQNdGAT1CCurrx3U2A0Q0ioG/h3Uoqyte3cpI6kYJHIjhWRu9HyaQ3NxPBtD+vCV1QfnV6xiVmTZoP2a5UmRLk0WxS5hVmQplldEExp+LYRero92lcemrla+u3MDW/uOkrUtPKUwNY0af5jrmufyx7OWU+U/e+I/o0HISmT443g4qPydwCnEHNyDeKmvoUVNlLnyLE++FMrtxMv8Z/nYxiNkE0UE348M/TFCVpx6+zKKRZtEbxbHdfH7DaIVQQxDoz+RwzA0MpkC4bAfISCVylNZGcb0GSilyKTzpMsm3tFogHDEf85X73/dupFNvfvxayOXfbqeR94dXdG4YDtky76fgXGUkB7DWMtOPaWwXbfUe6mdm0WUiYYmwwSMWSQLT9OV/gmxwFoULuniJhK5B8+aQvRo8JSN4/aWbDhUGtdLoXAoOkcw7GqE0NFEGK3c/xg051AXuZX25Lc50HMbseAVmFo9StlY7lGy1g6qQzcSD14BQMCYQTx4Jd2Z2zmc+CpVoRuQwkfWeon+3COnfc6uslGqVAkylnvD8nI82fl9+u0Orm74OBXmuS9FOldIWEfpLh7CHbY0+I0JnxZkSXxo6fHrCab0Y8oA3cXDOMrGKM8NeoqtKBQxo24IWSwtcuTKmggHyNh9eHgE9Sj1/qk0+KdjyIl5vxyL1VM8QmfhAGm7D1AE9Sh1/mk0BKZjCN/xagg3w0uJR7G8Akvj64gYQ0m6p1y29T9Jn3WU2dELmFResFdKUfCyA7EydqIcq4J6/zTqA9Mw5cQ8D0uxMvQUjtBZPFiOBUE9SkNgOvX+aRjyuIhL1kmyJfEwLaGFBLUoe9IbAZgZWU7MrKM9t5cD2a0E9SizIiuIjCE777oe6WSOQt7m8IFuioXSd+9oWwKfTwchiFeFB2UWs+kCfb0ZKCumG4aO53nIEap3lFIU8hbJRG5YMa7YSftHlNSi0/1ZstkiUgqisSDBkG/QAqBlOWRTBXZvb6PtcC9N02poPdg90A7iD5pU10Yn/B3teNlB7QsBvQk5rMCbwrJ34jPmEQt/BCmCKGykKDkZRIJvRcoYjnuEeOQj6IMIp59Y5E8QmAhhki+upyf5ZVyvBymjpYyhMY+q6KcRwkdv6l/JFh4lEryJvPUcrtdNXfwb6FoT+eKz5Ivrx3RuZ4Us3vfkdu56bOvZ2PUQfOKPL+e6S+ef9nghBKY+lbroJ2nv/8Iw5aiKdP5RMv51RAJXnhbBEEIQ0MIjNmlrSCqM0cvvhBCYwj/iw0gKjbA+1Lx8uJ8NHicJ6lGGK4B5qaedv930AEXXYc2kGUyNVGJIjb5ijpd62vjh7hdIWQU+s3gNIeMc9RTISmT4r/HwUPnfcmrCuB83/RW06JfBWHpWMnZKKXD24WX+FVV8glNmPU+ErEWG/xIReBtCjK1vD0oN4D/94TMcPtiDUgpNk1xz/VIuvHgmv/nlRgp5iyOH+6isDhONBti9s53Vl8/jLW89j4MHurnjx8+RzRaxbZdw2Mf7Prialmk155TwFF2bd7esYlnltBG3ydgFvrVn9LKeq+fMZE7t8GWxY0FF2a9oOCilyNs2G1vb2HColc5MBiGgIRLh4qnNnNc4acCn8o0ITYSpj34Ix0vQlfk5XZk7kMLE0GqpDd9KxnqRTPG1edYfQ9Fp5UDv57DcLjyVx/GSKGVxKPEPSBFCigCVoauZXPHXgIYUJnWR9yFFkO7MHbQnv4VSpeeEECam3oAmj5cwS+mnIfoRPFWgP/coqeJ6pPDh0yZTF30/PZk78dQpSt9PglKKbf0PIxAsio2NILjKJmG1028fxT6D0tfXE5RS2KpI1klgewVAYEo/Qa1iCIHwlEfRy5J3U+zPbMJy86TsbrqKx602NGEQNycN9Nwfj+ORd9Pk3TSuspFCJ6BFCGrRYd/hrnJIWO2YMkhEr0LhkXH6KLgZBJKAHiGoVQxqxyiNOYop/eUxioyTKI8RpXj64DGecum3OgZ9nrrwETcbhm31KN0DRzFlgIheXb52fdheEV2YhI2qEecEpWtdIDNwrQfX8Ek0Ksz6UQmOJnQqfQ10Fg6Qc5JUmDUo5dFVOIRfCxHShy5m5t00D3d8n/2ZFyl6+dLiCALHszCln3kVF7Om7r34tTNfZM65KR7u+B/2Z17C8gqDY2kBFlSs5rLa9wyU+Eqh057fx87Us1QYNSyOXz5knxknwbM9v6Lo5pkdPX/g51k3yUNHv8eB7FbscixOiLUotobVNe/Cp439vT0SMk6CB49+l0PZV7BVceD+djwbnxZkcWwtl9S8vWybVrrmL/TdR8rqJu30cTi3A8srcCC7lUWxNTzddQcpuwdXObTl9nBVw4dPef17OpN862u/o6MtQSqZJ9mfY8uG/ezZ3oagJNj1gY+t47KrjwtUvfzCAX78n4+RyxaxLYfG5mo+97VbqKodmtDxPI9dW49w9x3Pc3BvJ1bRoVCwUZ5C1yXBsJ9b//QyLllXnt8LsC2XB+7czOP3baWrox9N15g6s463vmclC85rRkqJ63rc+ePn2PjUHjrbEyQTWZ58YBubnt4zEPu8C6fzib9/61mY3wz+jpnaSGI8korQH9Gf+T7d/Z/Db64gHLgGqY1FJMrDdg6TLz6P5yVwvG48lR+wrxLCj89YhCy/0wytCcveCdjYziEMbTKarEMIDUOfjibHVtVwVmYxRcshmz+Vf+HEwHHGoSg5AoSQhP0X0xD7Ih39/0jR2T84htdDR+obSBkm5LsQkL8XWYPRkHMsfrznBaQQ/NuqG5lfWVcqOUXgKo+0VeR7u57nV69uZW3jLC5pmHpOjlMIgZI1yPAn8JRCFe7ilITR2Y2b+hJaxVdAnzeBn6VCKQ9lv4CX/gbYW2E8YhjadGTk0wjfZWWRjbHjSGsvL20+yCc+ex01tVESfRkiZRXFbKaI63rc+v6L+ea/3M8NNy1n6vRann5iF1dft5jq6gg3vfN8amqj5PM23/6Ph3j2qd1MaalG087ufb51wz42PPwKnusxa/EULn/b8oHfTQ5WMSfaSEu4ZkTRprRdGNE24xhaKuO0VMYn9LiPIVko8G9PP8e9O/fgeB5Bw0ChyFo2v9y2nXcsWsCfrVxB2HdupLxPRnXoeiK+pfi0UumoX29matVX8OnHy3Qaoh/BVVl0WZpYR3zLmFH9TfL2XhwvjSaD+PVp+PRJhO2lWMGOQb6IQhjUht9FLHApQXP2KY9JoFEduoGwbzEh89QiGYZWRX30Q8N6Ox5DqTT2+D0jRYi6yK3Eg1dQsA/ieikQGoaM49OnYJzwUhcITK2B5vgXqA2/A8vtQgo/AWMGhlZDQJ+GpwoIxp6ltrwcu1PPUGk2Qllx9lTwa1Euq/swtioQNyeNOdbrFZ5yOZTdypbEfXQVDwyQKr8WpsKoZ3FsHbOjFw2QprbcDp7q/gkpu4uM04eHw4beX7Gp77cD+4ybDdzS9EUiRunzU0qRsNp5qf8BjuR2kLK7cVQRTZhEjWpmRVaxJH41/rJ1zDHknCT3tP0LkwJzWFX9Trb2P8TO1NNknD4kGpW+Sayp/RCNwTkDY/JOmnvb/i/1/ulcVPNutiUfZWfyKdJOLxKNuNnAmroPMjk4b2CM7RV4tPO7tOV34pWtFGr9Ldzc9HcEhpkoZp1+7m77BvX+mSyOrWNT390cze+m6OUwZYCGwEwuqLqFBv/gnnalPFpz29nUdxddhVcperlBlUtCSCqMOq5t+Bj1gZFVEBUe9f5pvJp5iZTdQ4VZM2AFUWHUDUs4DOnDlH6mh89jangRUaP0/O4qHGJD711sSTxMY3AWi2JrRr5ZxghT+jGEn5nh5eVY1YCgq3CQ9T2/5cW+B5kcmM38WMkn1hA+5kZXsSe9kR3JZ5hXcdGgDJ1SitbcThJWJzMjy6n2HS+x90k/hvQzK3I+LaGFRI0qQNBZOMD6nt+wue8BJgdmM7di1Rmfl08GMKWf2dGVNIcWlGNBR+FV1nf/hhf67qMxOIs50ZWDxu1Kb2Bp/EqWVV7N+p7fcjCzlYR1lIUVl1EfmMYTnT9jf+ZFeottJ/RRDo9wNMB1b1+Bbbl0tie4/X+eomVmHdfevBzD0BESZsxpGDRm3uIpfPTz15FM5PjRtx4l1Z/D84ZvNGw/3Me3v3E/tuXwtveuoqo2wisvHubu2zdQN6mG9330cmbOPf7cE8Dm5/ay/aXDLL1gGpdds5BD+7tKxPFokv/z9bczaUoVUgoWLZ9KU0sNB/Z28KsfPsvSC6az5tpFA9+RyprwWZnDazKAQEeVEwSC4ReZhYCAbxU+Yy4FeyuZ3L10F5+nNv6Vk7KIg6GUomC9SE/ya4QDV+P3Lcd1uyhYm4/vGzFYPVUIjpFYgYbC4TipHXsj6Bt3yZuy+MoY1AzHti+diP9y9MpaOlP/QrbwLIrjhLdo7+ZI3yepCn+YWOhGdFnN7zNp7Mlnebn3KDdNW8jS6sZBao5SaFT6g7xrxhIeaN3F5u7Wc0YW4RhhrEVGPo0nZDnDeIpsnrMdN/VFtOiXUPrcM/4clVKAhSo8gJf5JriHxzFaQ5jLkeHPgLHwtPopa+sqqKuv4Ne3b2DV6tnMXzCZyupw2cwbmqdWM3lKFfHKENNm1JbKd4o2nlKEI37ilWE6O5JYRYdA0CTZnyuf09nFzs0HuecHT+M6LmtvXjGILL536sXoQhtV3devGbyz+cIRxW3OJlzP40ebX+L+3Xu5acE81s2aTjwQQClFTzbH3Tt2ccfLr1AbDvPepYuRE/SsOl0IBEFz7iBFUF2LEQ+uG7RNxL988DghMfV6TH3oSyxoziLIrJO21wj7FgFjU0cUQg45rtGgywoqg1eNadvjMQSg49Mb8emn7iEVQqCJEGHf0iG/O/n6jASlVFmf2iVhtdNbPEzMqMdRFqiyqjECrWxbcmyMhzswsa/yNSEQyGFe1Up5uMpBEzoKhadcpNDKExSFqxxADFv2Wjo2rxxHIYREopcLLc7Gfao4mt/Dgx3fwvEspoeXEzPrsb0iPcVW+qxWil520Hc9atSwOH4lSil2pZ5mX2YT8ysuoym4YGAbnwwOISz9dgd70xsI65XMiV5ESI+TtnvYl9nEM90/A+D8qrehnXBNFYqil6eneJinun9EW24Xdf5ptISWknH6sLwcQX1wduSYMF2P1crT3T/lSG4Htf5pNIeWkHX6KHpZAtrgMYb0c2ntH5N1+umzjvBM988ouvmBsr0hV015FN0ch7Iv0Z7fhSkDzI1egi59tOZeYW96A2m7lxsbbxsoU1ZK0V08yP1H/x+usjkvfh21/qkk7U429d5Fv93ByspbmB1dVV68GO1TU1T7mpBodBYP0hSaWxa3OcrsyPnIYcTidGGytu6P0ISOPOHeawrOReHxcMf/ciCzlYUVl53xe1cXJuvqP4AmjQExwGOxXOXwSMcPOJDdyryKi8vvQsGU0Dzq/C0cye+mo3CAphMWAFzlsDO1HoFgduQCjBNKznXh48r6D6EPE8v2ijze+RMOZrcxJ3rhGZ+XIf1c1fAnw8Sah+XmeaLr5xzObmd25IJBsUwZYGl8HRVGDSm7h8O5HQS0KMsqr8avhWjL7WFD72/ptztpZHSyGAr7uWB1abFv/+6j/OYn66ltiHHhZXPwB4avJItVhohVhsjnLH77k/WkU/lht1NK8fKmV2k90M2ffuYa1t2wBCEEcxc1ceRgN/t2HqWmroJoLHjCGMjnLD78yau44JLZaLrEshz8AZO7b3+eV7YcLpNFyfwlU8rn4OM3P13P5JYqLlo776y/g31aLZoM4Hil+aflJUY4fxvLOYgmKwmYKxDo9KT+CcftGSCLJUGaHI57FCnClPiGH8vZX0pwBa5Fygjp3G9HXTg9DolpzCVbeISivQPTmE3e2ojjdo/p3M4KWTQNjeBpSUyXXL48T+G6Ho47NCvjM3VaGqtoqInSVB9n/oyGobs5TQihEfQtpqnyP0hkf0Ei+3OKzkGOZapst52O5Ffoz91JReBqgr7z8elTkTJa9t7SQTAm64rXOyzPJefYNAQjI55N1PAT0AxS9vhKss4GhBCg1SDDn8IDVP4uYLTstgL75VKGMfpFlD7ntB/wSilQaVTuZ3jZ74HqH8doE+G/Chn+BEJrOu2y2MqqMH9927W8sPFVnn1yNw/c8xK3vGclS5eVSLxhlL0LpUDTSqUaAJ6rePiBrTz9+C7qJ8UIh310d6WoOAND8PEglynguh5KDZ0v+UbpVTwGQ2osqxq5TPVsojub5YHde3nL3Nl85rKLB/kpzqqBRQ31ZC2rvM0sKoOvP7XDN3H24CiLHcnHaMvtoLPwKlknwd70eroKrw7wsahewxUNf0FooF1AsTP5BC8n7sMrr/qG9DhX1H+UqDG4lLqneJgnu/6XC6vfzeHsy7TmttEUXMCi+DW053eyNfEghvSxtPJ6JgfmDZRfKuXRax1hT+oZ2vO7sL0CUaOW6eHzmRpehimDE74IqhS05XeStDq5rO79rKh860AG0VMuWacfUwYGlYhWmHUDBKi32Mr+zCYaA3NZUHH5iMcnhKApuICbm/6OqFGNIUqlrUp5tGSW8ru2f2NfeiOLY1cSHFRCWXr4tOV3IoTghsbbqPVPRQqJpzysciZvOLTndyMQXN/4aer805FClkjeMGOk0Kj1l57JFcU6nu+9c0zXr9/uZFbkQtbV/xkRvZRlyrkp7mn7Bkdy22nNbT+hp1WxN72RpN3J6pr3cX7VTeVjUpgyyO/a/5W8m6LG1zImf8cKo5qQHqMzfwBPefRbXRTcDPWBaSStoRPNY7ZcxxY+XM8pVdygiBrVCCR5N81YM+yjYbRYFUYNQgyNFdSizIleyGOdP2Jn8jkaAzMHrkOfdZQjuV3EzDqaQwsG3WdCCHwjxIoZtQDlWGeOQbGUg6vc4+dV/pyHixXSKwjpFWVF/Ep0YVLtm4wp/QgkIT1WKu92hydxrxWUUiR6M2iapKa+Allu8zB9BnWTYrzy4iEywxDNmfMmsXj5VHSj9HmZps7cxU3c9fMN9HS9NjopoyFotODTqnG8kjBfzj6Ip4poJ/W5e6pIMvO/2M4hQAIuIf8VmPrxpIupz8ZnLKSn/0sIGSESeAuR4M0EzOVk8w/T1f85pAhj6M2Y+vSSnRwCIcKcaBFX6m0sLagFfRdStF6mN/lVpIyWxhqzYAzyfWeFLN5w+UJWLh5/pkmhcByXTN6iN5GltTPB/sM9HGzrJZ0tEZJIyMctVy7h8gtmEfAbE/5SA9C1ONWRDxMJXE4ydy+p/P0U7F2USgpdCvYrFOztSBHF0Oow9RZ8xlQMbTK6Vo0u40gZQRNhhAgghI5AY8B3TIjXEaHUkCI05DoGdIO4L8DORBdOi4cxzEulPZciaRWoD7z2WZ2RILRqZPiTZcJ4qgyjAnszXvpryMgXUMPYU5wSSoHXjZf9dtnGYzxCNiFE4F3I0J8gRqxtHxusooPPb3D5ugWsvGgmP/juEzz75G4WLhpdBaxYtHnkgW1cdMlsrr9pOcWCRWfHa/PQVUqRzxRRI5SpnLytrVwydgH7JCEoiSBuhk5pgTHR6Mvl6c3luLileRBRPIaQaXBh8xT++/lNpIvWm2TxDwxKuaTtHqTQCetxeouHCGhRavwtHJu4hvQY2qBnqyBuNtIcOo+cm2B/eiNZJ4Grhi582V6BI7ntbO67i7ybJO+m2dD7SzJOgu7iAQzh42B2Bzmnn+snf46QHkcpxZHcdh7t+A5Zt49qXzM+LURnYR/708+zKH4Vq2puxRxHv/RYYZTJYHfhECm7m6hRgxQaUmgDZaQTE8dHtW+wJLwQkkmB2YT1SrJuopTdHbwFUOrRWxq/lrqyBRWU+vr9o5jCS6GxJH4N9f4ZA2PEKcaMFz4ZYHHsykHCJAEtQktoCQeyW0janSilSsSYUimuJnSqfVOQZQIuhKDSbMQQfjJOH46yMcdAFgNamEpfPb1WO0UvS3exFV0YVJoNJK2eIdsrpQY8Bdvye+i3Osm7GWyvONBDqsqJgTOdBSmlyLpJDmVfoT2/h4TVScHNlmOlcJUzJJYQglmRFWzsvZdXM1tI2tcRN+tQSnEg+zJZp5/Z8QvKJa0nxXL6OZh9hfb8Xvrt47FybgoPl2O1BGc6v1Oq1P96aCBWiaDbnkXOTaLwho2lCxO9TBSkkOUy79DAIowUsjzq9L1iJwJCCOLVEVxP0XEkget6SCko5Iq0t/YRCvsHZRWPobYhRiDoG7QfXS9lXl3n3J4TlDKLcf8KsvYBQJGzD5JzDhE5qR1DijBV0dtwvV4UTlm9tH5Q+aiUMaorvoDjHkXhoctaQGLoM6iL/wuO14MUJpqsw/X60LRqBDo1sb9DyuNtNyH/WgK+8wEdKSPEo39FxL0FlIuuNZTGjqFv8ayQxZbGKloaz+zhr5TC9RTJdJ4d+45y1+Pb2Lj1ID2JLP/z6/UYumTtytnoZ8HQVykPpYposoJo4CoEGpZzGE9lTtwKTyUpOkmKzh5KQpICIfxI4UPgQwgDIQyk8COEr/QHvVxmKF8XhNHUW6iv+DxCDP5iVvtDrKht4oHW3SyorOfi+qmEDBOJwPJc2rJJ/mv7c2hCsrKu+Rwd/fAQWk2JMCoHVbib4SxRjkOhrA146X9GRv8GpbWMmTAqpcB9FS/z76jCI4xLyEbEkaGPIIK3IuSZN/rveOUITzy6g8qqMI7jcuRwH6vXzEXTRxdk0g2NKc3VvPjCAYpFm0ymSLI/R7ScWUwmc7y46QBtrX0k+rI8/fguDh/sYdn504lXhtjxyhEOH+xh/75OpID7795CU3M1i89rPuV1VEpRyI0tK513LX5xaD1Pd+0i4xQGVspd5dESruHT866nzj825VilFAXHIW/bOF7pBVPh949biEaWy5psd/j7SwGW6yKFGFTG/Sb+MGDIAKtqbgUUBzKbacvvoCm0kLX1f3bCs3/wwqEQgsbgXBqDcym4Gfqto/RZI1u8eMol5yS4ZtInyTi93NP2z+xMPcGauo8wPXw+z3T/mD2pZ0lanYT0ODm3n2e6f0zBS7Ou/i9pCi5ACp2M08tTXT/g5cT91AdmMyd6yYReCyEELaElTAkuZFfqGXqKh5kZuYCp4fOoNqdMmDomlBeWvAL9dgcJ6yh5N4nlFSm4GfJeGkP4UGr4iWVAi1LrmzquY4U3Yr8AACAASURBVAlokUHk8mwgoEWpNCcPinGs3xPUSeRX4NcipYyt2z9AIgHybgpH2fhkCG2MZkBCaDT4Z7Al8TBpu4+eYitBvWIImYLSte+1jvBox485lH2FoB6lxjeFKl8jpvSTtnvptzrP5FIMitVTbOXRzh9yOLuDkB6jxt80ECtl95AYIVbMrGdaeAnb+p/gYHYrMeMKil6OfenNaMJgdvT8AZJ9LFZ38TCPdPyAI7ld5VhTqPY1Ykg/Saubfqtjws6rq3CQhzu/T3tuL2EjTo2vaSBDmLA6RzyvUob0JD/mEfrmziWEECw5fxrTZ9dz9+0byOcsKmvC7N52hN3bjnDlW8+jpn7o+9wwdeRZ1lE4E0jhoz78Fnryz1Bw2ii6PXRm7icUn1aybStDCIGmVaJpI5O0Utl0GFPOHPK7k8dKebyc3NCbT9o2jsZx8iiFf1AGU45x/vm67VkUQqBrgqpYiIuXTWfejHr++xfPce+Tr9DRk+J7v1pPTWWEpXMnn9FDupTmT+N6/dhuJ5ZzkKJ9AMs9hOW04rgduF4aT43FW0uhVB5XndsU/3jgNxaghiFTPk3nfTOXsTPRyZc2P8yMaDWTQlEMKem3CuxL9pC1Lf5iwUXMjdeegyMfHUKrQUY+VbLVKNzH6ITRQ1lP4aX1UoZRaxwD0XHBfgk3/X/B3nyK/Z8EbTIy/DGE/zoEE6Mi2zKthsWJZvrKpR3vfO8q5s6bhKZJVq2eTUVFAJ/f4Jrrl1JTG0V5imtvWEogYHLr+y/mpc0HSacLzJzTwKVr55HLFpFS4rmKQsEmEDS54eblaJqkULDLpaMliWrLclh5UemB5rgexeLYSLPreANy3KfCrlQ7j3RsY13DIl5OHKIlVMPkYBVPdG7nvPhU4uapH3iu53E4keSJ/QfYdrSDzkyWnGWja5LPrrmE5U3HH7gF26E7m0UpRU04RMAYWhJbFQxSFw7z8N79rGxuosJ/vNREKUV3JssT+19lWmWcqP/1IXDzJl47iBMqSE78WyJPS1V72BgIav3TiRq1GDJAzKgnZXfRFFxAQItS55/OzuQT5N1StUBrdhsd+b0sqbyWGZELBsrvTC3Akvg1HMy+yJ7UM8yMXDhEYfRMETPquarho7ySfJzdqWdZ3/NLtiTuZ0poIYsq1tEUmo8mxm9tcyKUUnQWXmVT3285ktsOlCyiNHQQkqKbxdCHl7KHUmZxpHLTkaAx/jHjhSH96HLotRluwVkgmB5exivJR9maeIiIXkXMqCfnJnmh7250YTA9smLYfsPhIBDU+adieQU6CwfoKR6hxjdl2HN2lMXzPfewN72JeRUXcUnNO4gYVejCRBMa+zNb2JXaMP4LMAwcZbGh9y72pV9kQWw1F1XfQtSoQhcGUmjsTW8eMZZEMq/iIrYnn2ZPaiNzo6voKh6mo/AqNb4p1PtnDIm1vuc3vJp5iUWxNayqeRsR/Xis3emN7EqNzYLgVLBVkWd77uRgZhtL4mtZWf1WInrlQKydqecm7BqeSzRMjnPTe1fxX1//HQ/d9SKhsJ9IRYB3fmg1l129ENM39P58/dLEEoQQVPgWMSV6K/sT38JVWdozdxHzn0dV4OIJe+6fC7xuyeKJEEJQFQvzgZtWsvdwNzv3d3Cks59fPriFmc01REKn723jqRxH+79Mtvg8rpfAUwWUKjIuFcvfU8yoqOZrF1zLT/e+yHOdhzjUmcBTHgHdZEa0irdPX8zljTMwRin/U0qRKOZ5+shBtvV0YnsuTeEKrp02m0nhaGlSnc/y6KH97Ep0U2H6uXzKdBZU16FLSW8+xy/3bOPixhY2Hm3lcDrJrHg1V7XMpNIfGJ3UyTpk5DOlgo3C/ZySMBYfxxMmMvK3oI1staCUjSo+hpf5d3D2MVY1KRCgzyspnporB9WVnyli8RBrrhjeQua85cdXkVavOS4icunlJZW+quoIa69aOGQcQLwyxDVvWTJi3GUrprFsxen1DDq2izVGsng0n6ApWM3NTReQtHLMq5jM2voFtIRr+M3hjVzjLME0R36cFWyHe3fs4vubXuRAXwL7hH5ov66TKQ4uS+vOZvk/9z1EWzLNpy69iGvnzhpyr1WFglw3dzbf2bARy3VZM30qk6Kle/pwfz8P7tnHru4evrD2MqKvEzXUN/F7BiEI6TGEEEghB5QofeUSSF2YKEpCOEop2vO7cJVNUIvRVTgwaFeWV0AXJkm7k6KbPamnbyIOVRA3J7Gq+p0srFjL4dw2dqWeYV/6eVpzr7Cm9oPMiV4yKKMzXmScXh7v+h/a87tZULGWOdGLqDDqMKSfgpvhV61fwlPDqWWfyTT07E9hx1OFJIRgcnA+q6rfwbM9d3B32z9jyhBKuZgywMU172FGeMW4FtnjZh2m9HMw+wpJu4uZkeUD5Y4nIu9maMvvQZcmyyuvocY/uA0i7SQmrAQy56Roy+3BlP5yrMGlx2mnb8QMshCCSYEZNASm05bfQ1fhEAeyL5N30pxf+RYCJ4kmZZ0kbfm9+LQgy6uuHVLmnLb7ysWuZ46sk6Q9v5eAHmF55bWDFFkBUmUvyTc6Cjmb9U/uonlGHX/yqauIxkIYhoY/aKJpE0OqpFaq/rEsF+V58Bq0qkhh0hh5O7aX5nDyhxTdDvb0fYMZcYuqwCVo8o05F3hDkMVjqK2McO0l89j9aieeUry4o5VdBzpZPn/KGWQXHfLWy1jOq6fe9A8MUghmRKv5/NK19BVz9BZyuMojbPioDYQJ6eaorzAF9ORzfPX5J3g12ceK+slETR+7Ez1cbLUwCejKZfnShsfI2TYXNEymI5vhH9Y/ykeXrGTtlOlkbIs79+7g2bbDLKqpp8of5Jd7trGrr5vPnr96VH/HkkpqAzJyW5kwPsDohNFFFR7Ew4+MfhZE5Uly5ApUHpX/FV722+B1jeNqaghzFTLyadDnvqFXmCYKjuNSHKPFjkSgCYkUgqgRoLPQj0LREIjRZ2VJ2wViI2QXbdfl51u28q1nnydZKCCFIOIz8RsGfdncsGOqgkGqQyE2HDrCg7v3ceXsGRgn9SVKIXjX4gWkCgV+tW07j+17Fa2stuZ6itpwiI9fdCFXzJz+e6ua/CbOLQQMycZJoZ9QelZWWaVkg5Bzk3i4PNf9Mzb03DFonMLD9oq4nl1WUj070IROhVnHQqOOWZEL2ZF8kie6vs9LiQeYFl42bK/fWL8/XYUDtOV20Ricy0U17yakxQb6+CwvP8g+YjDe+JPvE6EJHV34CGgRFsXWUW02oUsfcXMSUaNm3FnjiFFFWI+zL/0CQIksDfOZlBR2PSQSTRjH+yiVIu+m2ZPaOGH31rHeOyFGiJXeiDfK+94vQ8yLXszDHf/LrtR6jhb2E9AiTI+cx8kLAKpsi1U6L31QrJybYk9644SR4JKQjYcYNlaSvemNE0ZMJxJKqbJInRpQgoaSYKXneZTatErbCiHI5y0O7OlENyStB3qoiOdACAxDo6omWlJzl+KM3p0V8RChsJ/d245w6NVuGiZXlsT9lCIcPXvVALoM01LxYUwZ50Dyu2Ttfezo+SI1wTXUh68lZMzA1OJlLZMzwZldn/HgDUUWhYD5MxuIRQP0JXOkMgW27W7nvLlNZ90P7g8VJVUunYZglIbgUGPV0aCU4rHW/ezo7eLrq69mQXUdAvCUQpOlnrOHD+3jSDrJv695C83RGLbr8u2tG/nR9i0sqy157Fiuw4r6Rj66ZCUCmF9dy1eff4LdfT2cVze6/9hxwvg5PESZMI72snJRhXvwhI6MfAqoLN14SoFK4GW+g8r/HNTwJGN4+BCB65Hhj4FsOKfEwfMUxbw1JlGZs41Mf458dmw9i5OClSTtHEk7x+zoJH6w/0kmBSo5kuvD8mzMEVYMlVK83N7B9ze9SLJQYEZ1Je9YvJDzJk8ib9t85p4H6M8PFSUKGDoL6ut4YNde9nT30JfLUxcZOomN+Hz81UUruXr2TLa0H6U9mUZKQUs8xrLGSTTHY2jyzYWBN3E2MVwp4nBbiZIMP5KllddT7Rte/MqnhSfEMP1ElPqL7QFrDyEECPDJEM2hxfi1CAUvPSKZM4QPgSTr9jOaiqajLFzlENDCpTHlSbbC43B2Kxmnj7B+djxXX0/IOH28mLiXGl8L58Xfgu8MFW4NYZbtJnZRaU6i0tcwbLYzoEWo9U+hu3iYzX0PIKu0cv9gLy/3P8rRwr5hiapSCkfZuMrGURZZN4lSHo6yyDh9JYEPYaIJfcAKJqhFqPZNoafYxua+B1heeQ2G9JGye3kp8TCdhQOnKLUVTAsvIWbWsju9kZzTT0toMdXm0DaUoBal2t/E3tQmNvfdz3nxq9ClScruZUviYbqLh5HDTPxL51W6Jx3PIuukSosyyiLt9JWtbwz0E2xGQnoF1b7J7E9vYXPfAyyJr0OXBim7hxf7HqK32DZsrHON/r4sd9/+PL1dKdKpPIf3d+M4Lv/vK/cQqwwRCJm85e3nM2VaTUmZ19SZs7CRh+7awjf+9s4BIqnrGtW1Ud5664Vcft1iDOP0z7VhciWrr5zPfb9+gS9/8ufEqsJ4nmLx8ql88OPrTr2DcaJkZ5TH8dI4XpqwOYf60HUcSd+O7fXRnrmTzuz9+PUGfFoNhlZZdlIYP0wtTkvFRzC11+Z59gYji4LqeJhoyE9fsjRZ39faje24E5a2fhMlOJ5HyioQNkxMbfjbxFUeOdvCp+nDbmN7Ljt6u5kZr2JmvAq9PGk+9tW3XJddfd1Mi1VSHwojhcCn6yypaeB3r+6mK5clYBgIBItq6gfGz4pXI4WkLZM6JVmEY7YaJxLG+xmdMNqo/G/w0JGRjwOV4LbiZf51DGTz5OBRZPCPEKEPIuT4yPbZQKovw3987g6628dj73F24DguRw/1jmnbGZF6bp5yASHdx6J4M3MrGvnm7vsxpc47pqwc0WfR9jwe2r2PjlSalso4X7/uKhY21CGEoC2ZGrinToYQgpbKGD5dpzeXozeXG5YsivI9u6C+jgX1dcPs6fcbSpVX3T11gi+nQNNeuxXPNwQGrsW5W6QRQhIzG5BCUmk2Mr9i7Wv2GTnK4oW+uym4mbIqaRwpdPJuip2pp8k6/UwPL8eQw7eU1PqnYcoA25OPU2VOJmrUDGSo6v0zBvr5YkY9YaOSttwudqefY1JgFo5n0Zrbzkv99w9bOvla4RhxcJSFp1wyTh+ecnGVTdrpLSlbCokhfIO8N08PpaWBzsI+Xui7i6hRU+qWFZKAVkGNr5mwHh9zhYsUOvWBaYiEpMrXSFAb/l1mSh/nV11Pn3WUV5JPsTf9Aro0cZRF3Kznirr383T3L4aMy7kpHu74Pl2Fg7jKpuDmKHo5ugqHuOPwVzGEiSYMZkVWsLr2XaVYmp+VVTeQsDrY2v84u9PPo4tSrEpzElfUf4AnO3828hUSggqjhpmRFWzo+S1S6MyJXjDsPejT/FxYdSP9VicvJR5lZ2r9QKwqs5F19R/gsc4fDxmXdZM8ePS79BbbcJRN0c1iewWO5vdx+6EvlwiwNJgfvZgLq99WjhXgwqq30W9182LiIXaknkUTBo5XpNrXxLqGD/JIxw/H9LlNFCLRABdfMY8p02tHnGt7rkc2XbLCCoZ8nL/6uI+jUopcpohtlxaDMukCP/nO4+za1sa7PrSayS3VSE3iuR593Wkeufclfv69J5k5bxLTZtUTqwpz6dULmTl/qC9odW2UNdcsYtqsoT7APr/Buz98KTPnTWLHy60UchaRiiCLV5wdX3DL62Nnz9+RtQ/gejkcL1vWMDmWdVa4KkfW3k/W3n9Gsfx6I02RW+FNsjg8fKY+aKWhrz+H+zrIkvy+4Ui2n89t+B2fXHwp59cOvwLdV8jx5c0Pc82UuVwzZc7QDRQ4noshRzJWV6Uso5CDfntMOdI9od9gkGJg+X/eOE3jhVZfLkn1xlCSaqPyv8YTJsK3Bi/7HbA2MK5eVlmLDH0UEbwFIU6/r3Yi4dguh/Z00H5wqOT56xkh3cdldfMG/v+nM6/grU0rMKRGrb9iRNuMbNFie2cXCrh2zkzm1deOeRJWGQxiSEnOsslZI/dWKqWwXJf+fIFUsYgAon4/sYAfQ8pzTpqUKvnWZtIFHMclFguh6RLPU8hxlvkoBZ7nkcoUaO9M0nY0QV9/lkyuiGOXnAGjET9vuWIhFZGzK/rxRsKxzFjOSeLhoZ0jhcLm0BK2JO5lZ+pJpoaXET7BiqFkT1NEItHlxAhvHYNAUPSyvNz/AFsS96ELsyR3rxwEgpmRC1heeSP6CKvsTcH5LIitZXvycX7X/u8Y0ocAqn3N3ND4GXRZ6q+s8jWxvPJ6NvX+lkc7/htfOUOqCYMlsavoLh6iNffKhJ7bWKHweLHvXnamnsZWRWyvQNZJkBP93Nn6j+jShyF9LKxYx5L41aetlq6UQhMa9YGZbE8+xvqeX5b3VSoM1IROnX86q2vfV/bfHBpHCp0ZkWXU+aeWrrUQNAXnsbL6RiYFZmKWCVVDYBrLKq8mOmB9ImgMzOKmyZ9mf+ZFElYnUmhU+SYxNbSIsF5Jzk2VsoMnnJ8mdGp8Tfjl6PZCMfPEBTnB5OAcbm76NPszW+i3utCERpWvkZbQIsJ6jKydKPl3jnAtNaHTFJzDZukjatTQFBz+eoCgKTiXm5s+w/7MFpJWN5rQqPZNpiW0iKBeQcruJaBFTjovjVpfMyFt9P7fwcqygubQfG5puq1s7dFTtkGZTEt4EUEtQtLqJmzEB2IFtDBLYlcQNo4ThwqjlvMqr6IpOGegLL3W18yKymup9Y1Pwb62Icaf3XbtqNtU1Ub56OeuG9P+9rzSxhMPbOPm963i5j+6aBABLTkhePzsv5+kuyPJtFn1NLVU8/G/vWHYfU2bXc9ff/HGEWOFIn4uvWohl46gyzCRUMomY+0j77Se9VivNd5wZNF1PFzv+IS9aDsnrGi/iYlC0XV4Nd1Hzhm5p0yXklfTfWxPdAxLFnUpaY7Gue/V3XTlMzSXhRiOfV6G1JgWi/Pwof0krSI+TcdTin39vYQNk6pAkKJb8i7a29/L6sktALRnUzieR21w/KVSQmtARj6Lp1xU8SFGJ39FVO52VOFe8HoZn5DNdGT44wjf2kHeOW/i9OEpj6xTxPJcQBExShOWjJ0nagSHLfe0XJfebA7t/7P33mFynGW+9l2pc/fknGekkUYaaZSjJctyDmCwSQYWdoE9y1lYdoFz2Pxt+M7ut3tYNnDgA3bJYDDJxgFbzkGybCuNNJJGkzU5p86pqt7zR49aGk1PkDSK6L4uXZemu6q6u7r6rff3Ps/ze2SZpTnZKBcgjBJCD4ypm1fq9yRoGRnlFw0nONjTx2QkkdKa6bCzrayU96+upTwj/aoJRiEgFIrx3JNH2PtqE6oq84W/eBe5+Wk8/8xRVq4uoaJqYW7GpinoH5rkjbdbeetwBz39E/gDEWLx6YsuhXlp7NpanVIsxuI6A0Pe5Aqz1apSmJd+w2eGeLRcPFpuIsI18Sy51opEZEyCYvvKpDjTzTgRw48hdCKGj7gZxRQ63tgwMiqypGCVHWgX6b6ZZ6tidfrdHBl/ij0D/8FS9xacaiaG0AnERxmKtLMibRcVrg2L+fFRJI1Nme+hzFHHeKyPiBFAYGJTXGRbS8mzVWGTXcn7w2Q0gjeaqC/OsTuxa0525vwOla71jExFn6yyk2xrCVblrMBQZQvrMh6g0L6MgXAbMTOEXXFTaF9OrrWcvkgzebbKpIg8g1V2sD7jASSkBTubWmQb6zLvRwiBdR6Rk0Aiw1pE5TznNt2Sn5QbVsXJhsx3oUhaytfIs1WxPfvDlDpqk48FjQleGfoOI5EutmS9nwxLAbKkIADdjDIQbuGk9zUOjv2anMLylCnHqqyxJuOOaY/l2kq5M//3pj1W4aqjwlU3/VNKEpnWAjKtqYXDpqwHZjxmU5xsz3k45fZzIUkSWdYisqwzI04Am7NTC4wzCEzGowPoZpwK5+pzRG+q15LJthbPMJw5w9bs98x4zK642ZH7gTnfw2yvlWMrmWHac4ZtOQ9N+9upprMr78PTHsuxlXBH/senPVbirKHEWcPVxu8LE4/puNw2ZHn6vTEa1Rkd8qFpCg7X9WkGcyNy3YnFCX+IYOisgNFUJVWd9U2uABKJG3swnlpQypLErpIKXupq458PvMEdpUuwqQoDQT/bC8upycphd0kVr/Wc5mtH3mJXaSWDQT9PtZ/iXZXLybI76A/4kSSJ5ztbSLNYcVusPN56kiUZWVRnzOzztCDkKcGIgYi+zNyCMQLmzJq2OQ6OpK1N1Dtq65AW2X7+t5WoEefFweO8MngCbyw0TbanWxx8acW7ybenp9x3qjzqgtfpfZEouimwKsqsPRhPDY/wV3teos/royIzg/LMDEwhGPD5+dmx4zQMDPF3d+2mKmv+preXAyEEb77exGsvNbJqTSnHDneixxNp++2tg3gnQwsSi9GYzhtvt/Kzpw7R3jWCfpENkEOhGN/80V5OtQ4AkJ3p4m+/+ADFBalTaYQQxCJxRvvGGe0bJ+QPY7FZyC7MIKc4C7t78frzXSy6afLC6TacmsaOkvKUPTXdWjabst7HW6OPsW/4RyhSQvjl2irJK6xKisWhSBuvDX2bsOEnboYThjTC4Df9/4JFtqNJVuoy7mVNxtyr/LOhyhY2Zj2ERbZxYvJl9g7/MOkYKUsKLi0bdRGyICYiYUZCwRnLa3a1gjXpdfPW8R7o7+WZ9ma6fZP86ZadbCsqxao4qHJtoGoesaXJVkoctZScI6DOUOqonSaszmBVnGzMmj06kQqr4mBD5txi5FxkSabavYVq95YF72NTXGzMmilCICGU8u1LyLdPb/PQ5j9Ai+8tduR+hA2ZD06rERRCsMS9mf5wM6PRbmJmaNHrU68nwoaf1sBhrIqDJe4Nl9y65SYLo6gsi7QMJy89fRR3moPi8ixAYmzER/3b7by25zi1a8sorbz22rLNhYSKU6tEkRayeHRp2NS8ab0bLzfX1UzWFIJT7UPJekWAdLcd+RIMJCQseOz3YrfUzb/xDYimFCVbOCR6Tk45WAmR/DtVVEUXJg3jA4xEgngsqScXkiSxJD2Tv9m6m1+3neLpjlMAFLvS2F2SSBssT8vgLzfv4petJ/lxYz1OzcKHa9Zwb/nSZEsORZK4u2wpR0cG6Av4KPOk85Hla8i0XdzquiRJCKV4qoZRIKKvsDitUlQk623Irs+DuuS6cDwtqsihoqYwpbPd5SYejdN46DT+yfnNgpp9/fy4Yy9rMsvZmVuDcs65tSoaLjX1NWhRFbKdTtpGx+mcmJhKe57/s5pCcHJoiEg8Tq7bRaZj5rUW0XW+feAwoXic/+++O1lbWIhVTVyz4bjOm51d/Mvrb/LTow186dYdWNQrb0pgmiaH3m7njntWsXn7UlqbEiJNkqCgMIPuBaQjhyMxfvnMEX7+9GEmfZfWQ9blslFVls3+Q+2YpmDSF+ZQQ1dKsSiE4PTxHp742h6O7z2Fb8yPYZjIkoTDY6d6QxXv+oM7qLt1BcpVOLdnMEyT/X1dZNsd3FJclvK3JEsKNWk7ybMvYSzaTdyMoslW0rR8LOdExjxaDmsy7pvTxTHHWgFIpFsKuDP/s+RNiQVNtrI+8z3oIpYUn4WOGu7M/+y0vnFW2cmGrPdS7dnOeLSXiBFAkhScSjoZ1kKc6qUvbLzV18NPGo8RM3T6/H7SbTbcFitLM7L40uYduOdpJbOrtILlWTl84eVnieqXz5n1RmQyNohAkK7lpzST0c0IcRHDKjuuSaOUK4Uh4jR699MfbqXSWUeRfWZ7pJtcHsqrcvmd/34bT/7kbb755Wcxjak+p4qM3Wlh++0reM8jW/CkXV+lDBYli9qcf140Z9y5kJBR5Zk+CpeL60YsCiEYGPbyxEvHiOtnb6SlBRmol5DCJEk2cj2fTX65hin4wYEjHOsfRJIkPrxuNZvKUqcdpCKmG3zvwBEK3G7evSpFHd81RiKXPXEZBPQYXzn2Gj0BL4F4FF88yleP7+PR1iMz9oubJu2+USRgS17qmkZIrKauyMqlOiObuJn43hRZTrpXypLE8swc/nTjTnTTmHJfVab12jKFYEVWLr+zci2GaaLKyiXXgiUEYymy+88xARF9lblrGOfDhmR/GNn1hyAvvC7uarP9vjoe+dxdV+X9+sYD/NNnf0jjodPzbtsTGqPIkcmnl95BmrZwZz+XxcKqgjwOdPeyp6mV+2uWUTZPWqgQgvaxcZ491ULcNFmRl0tuCnObQZ+fo339/M76NdxWVTktouS0WLhveTWNQyO81d3NeDhMfopjXHYExKI6GZlOZOX8dJ/4vE5z8bjBUy808OgTBwmGZjrXylNhW2EuzMxdkSXW1pbwxJ6j+KbMEA7Ud3Lf7los2vQISF/bIP/66f+kt3mA8toS6m5dgSvdQSQUo7eln+N7T9HR0MVn/+P32HDX6mv+NydLKtnW0lldSCERgVyZfvuCjudQ01iZvjv5tyJplLvWTtsmw1JAhqVg2mOSJKGgkWEpIsOSOn3vUrmttIJNBUUE4jH+5KVneWTFanaXVaLJMk6LJVmKYIrEdSNLieorSZKSplFui2VGitqZBcxEX0np7DGESBxjKo31zHGTn3nqNebb90bgzPV1wvsKaVoebi0bCZm4iOCNDXJ4/Bn88VGWZz6ITUltDHajEjGCHJt4mbARYDI+RJv/MA7Fzcas+7GnaNlyk8uDZlG59e5V1G2oYKB3gmAgkb3lcFrJzvWQletBsyjX3W9SkmS0eepTLyfnluQt9rm7LGJxsWoIBVNW/7E4LZ0jfPfxt2hsH0g+b7OqrFxScIliUQK0sylqsuD26uWUZebylVffZNAfQ5YWnjdtijjH+8cJZ3NB+10MQghOGPhkNQAAIABJREFUDY1gVRWqsmfPtV8oFllhbXYR/liU3uAkpjAZCPmYiM6MJiiSRLEznQ9U1bE+O3Ve/RkkSUJTlBl96s593qIoWGZ5XkDCZl1RWcyF0LOC8S8TLqnRV7gowSilITs/heT4GJLkuCpRuoslI8eN1XapznsXh91lw+ZYWD2nQ7HiUCwJM6QLeK+qLHNX9RL2NLXSPDzK3zz/Cn+4bRMr8nKJG0ZyQmkIk5hhEInHaRgY4pv7D9A4NILbauXh1Suwprg2g7E4gViMpdlZKVMPVVlmSXYmzza3ENFnN8i5nMiyROXSPA6900FufhqmaRKNxmlrHuTwOx088N71s+4rhKDhVC8/e+rQNKFos6qUl2SzsrqAyrIcMtIc/PzpQxw92Tvv+5EkiZLCTPJyPPj8iQlCZ88Yo+NBCvOm32Rf+9l++tuH+MT/+iC7H9mO3W1PjtOxaJz6V07wjS/+iD3fe5WVW6txnNc360ztW8v4KP5YLBlVrkjPoDI9E9006PJ66fF7sSoK1ZnZZNrs0+rmmsdHCcfjFLvTKE9LT45hUUOneWyUsXCIPKfrgs22bnTsmoZd07BEVTRZxm2xknNOjXncNNjb08VzHS0EYjFqc3J5qHol+U7XnL9vQwj+9cCbrM0v4M7yRLT00GAfz7Y386ebd2JRFA4P9vNMexPj4TCT0Qg2VeXuiqXcU7mUfz+4n7sqlrC5MHHPeqWrnfqhAT6/cTvqdTRuz8US90Zqw7tp8u2jv+fvpkxXZHQRI2z4kCWFuvS72JD57gvut3i9o4s47YF6esPNyMhkWYvZkv0gZc7a606YXO8oikzWlDC8yeIggNbRMXTTpDo7a9Y598VwWUaK4639dPYuzBJ/NgSJOpmxySAtncM0dQwx6Z8uWpaU5LByyeL2rZMliYqsTFxWKw7LtZ2/HtV1fnnsJKsL8xZFLFoVlQfLa3mgdAXHxvr57L4n+JPVO9mcwg1VliQ8Fise7fLWDCmSRLrVlkxJXWwkSQK1GNn9F1MRxgsUjHIRsvtzSLZ3XZdGNp6Mq1evoqoKVvvs5yyoR4gaiRS0IkcmUVPnuf6jbM2uxqmeXYiRJQm3Zp+WmnoGSZJYmZ/L725cy1f3vs3+zm4aB4epzs0mz+XEG4mgmya/aWxm3+kuWoZHaR4ZxRuJYlNVPrRmFVvLSlNe4zZNxa5p9Hp9ycbJ52IIQa/Xh9sye/uZy40kS9x572q+9dUX+eqXn2N40MvX//V5goEIy1cWsXn70ln3DYZiPPVCAyNjgeRjhXlpfOShTezYtJT0NHvyM7+879SC35PHbaOsKJPWjmEAxiaCDA57Z4jFtqNdVK0uY/cj23GlT79ObQ4rG+5czZb71nL09UbCwcgMsTgeCfPld/YS1nXSrTZe7e6g1JPOH2/YSqknnafbmnm8+WTSSEuVZf5kwzYq0zPo9nn5yoF9RA0dh2ZhPBzi/qplvLc64Zb4WONxnm5rotSThgS0Toyxu6xywefgt523erv5P4ff4sMr6sh3uvhF0wn+/yPv8Gdbd+LUZh8ThBC0jI9S5D47wZwIh2kcHcEQgqFQgP84tJ+7K5eyoaaIH588ymg4xG2lFeimSdPYCBsKzkZTh4NBWsbHrskm5xeLVXZxe96nWO6+hb7wKQLxMUxMrLKDdEsBRfblZFtLF93x9nrAobi5r/DThI0gsiTjVjMTYvqmULzJDUAkHudrb7/NZDjCvz9wH1mOxaudvCwzmBf2NfGrF49ejkMncTmsPHj7arLOm+yaQjDg9dEwMMRoIIRNU6nOyWZlQS6qLGMKwaDPz5HeASbDYQo8btYVF5JuX7jo0Q2TttExTgwMETMMqrIzWVWQj30qjUoikaZ5qKePluFRPDYrm8pKyHEm0udMIXirs5sMux2nxcLh3j6icZ2avFxWFeahyDLecIQTA0N0TUwigNL0NNYUF+CyJAb4hv5BjvYN8mZHF95wmIlQQkjvXlpFaUYakiQR1XWahkZoGh5FCEFNXg4r8nPnXW1QZJkSVzqFTg+5didl7qvXxDjX4eJfd91P3kU4ny4cCSkpGM2plNQF5JxLacjuLyHZ7r4ujWwkWcJ1FWsCVE3Gapt9QebR02+yb6Qp+bcvFqZ+opPHuw9gkdWkY0265uTPax+kwJ76OtUUhffX1aJIMt89cJger5cD3dOjYE83Nk/7O9Nh532rV/LJzRuSv+vzyXO5WJqdxS8bTlKTm8PS7KykEU4kHqe+f4Bnm1rYXFJMpv3qnGdJksgvTOez/+Mejhw8TffpUSQJKpbksWFzFS536lpPIQSne0apP3nWAjwz3cEffeI2tm2ovKQ6catFJS/Hk4zgxXWD/iEv685zNre5rOhxHc2S+vxLsozdZcNqsyCnyC5pnRijbWKcr+y+lxJPGtlHHHR5vazPL6LH5+WxxgY+WruGeyqWEorH+d8H9vLYqQa+uGk7v2o+iSxJ/OOtd+GxWtnb08U36w+wNr8Qm6Lyq+aTfGbdZm4vr6LbN8nnX372os/HbxuGafJ0WzM1WTlsKypFkuD28ir+6+hBBgJ+lmRc/MLnZCRCSI+zpbCEpRlZrM8v4qnWU7itVkLxqxPdv9JIkoRFslPhWkvFeWnJv+3IkkK6JY/UVmg3ucn1Tdw06fP6qMzMwKEtbrDr+pvhAg67hYfurGPXpqXTXNWEENT3DvB/3ngLQ5jku92E4nFOj41Tk5eDkAQtw6P8xxtvJSJWdhvPN7XxcksHX7htO9nO+VW4KQSvtnXwgwP15HtcKLLMk8dPcdvSSn5v87rERpLEwe5eRoMh7KpK++g4r7R08Fd37SLT6cA0BXtOtRLVdYRIZC2G43GCsTi1BYk+Qu909fKLoyfIdTmJmwa/qD/OXcuX8qkt69EUhT6vjwGfj0AsRiAaYyyYEIsxIxEVixsGvz5+imdONlGY5sE0Bb86dpJH1q/mwdqaed3o0iw2PlC1hmLn1R1WLYpCRdqVEKtnBONfYqIhoi8B8xkrxEB4uXCfzWsDi1XF5rBetVVVZZ7I4qasKgpnEYDnYlU03OrcYsyuaXxwzSpqC3J5prGZA929DAWCROJxdFMgAVZVJcNuY3VhPvfVLGNrWTF2i2XWb9dp0fjY+jX8zQuv8Pmnn6OuIJ88lxNTQL/Px7GBQXKdTh5ZszppfHM1kCSJ7BwPd91XlywRmO87FwJOtQ4yOWUmJklwx44aNq0tvySheOa1c7PdqKpMPG5gGCYjY/4Z262/YzW/+vdn6W8fory2ZNp7FkIwMeSl5chpam9ZhtMzc+x2aRYkCbp9k6iyzFAwQIYtIY57/F5ipsH6/EI0RcEjy2zML+LxlkZGQiFOjY1wa2l5Mi11dU4esiTRMTlOlt2BIUxWZicWIAtc7ot3Zr5IhBAYwiBm6sSFjmEa6MJIGHYJkYyUSSTq8xK9ExVUSUGVVayyNq0u/EoSNw1GwkF6/T7633gRgJih49A04saFlwGcmwJc4HJTnpbB9xqOUJOVw1v93dxSXI42yzVr3EwfvskcGIbJpD+My2HFoinJBa5xb4jWrmFURWFpWQ4e19V3Zb7cCCGImzoxEUefGm8MYSKEyZkRJ+E6nqj/VaSp8UZS0GQVTVaTz93k8nCm3tuiKClLYy6F60osyrJEWWEmD91Rx9231OByTK8JDMRifO+dw2Q67Xz+1u1kOR3opokpBJoiE9V1HjvSQI7Twedu3YrLYqV1ZJQ/f+ZF9rZ38t7VK2Z55bOMB0N8/0A9962o5sHaGmRJ4pXWdr76xtvctrSSkvS0RN8lReUzt2wm3+2mY2yc//nkHvZ2dPHgqrM9bo71DfL3991ObX4eJgIJCWWqoH9reQlrivJx26yYQvDTww281NLOh9atIsNu556aajaUFHOwu497aqp5d23CTOdMof7psQl+dewkn9i8jp1V5Qjg5/Un+NHBo2wrLyXfM3dhuyYrPFy56qIbA1+fSKCUIHv+EjOQhgj/Gphp6pFEhDGDP0LRNiLUJdfNIHjGRMJmtyy4ZvByvQ+704okJcTJ+azJLGdNZvmivZ6qyKwuyKcmN4fxUJh+n5+xUIhIXEeWJdJtNorSPOS4nDi0+es4JUlie1kZf3fX7Tx65BiHe/sJxmJIEritVraVlfLx9Wupycu5Zq6Nc9/H2Iif7q5R1m6omLGdbpi0d44kvxeXw8q2DZVoiyR6XQ5r0rxECJHSPKfu1hoOPFvPt/70UXZ/aBsly4uw2S3EonH624fY+/g7+McDrLplOX3tg9PaoLoznVTlZrK5oISvHX6bEk8aaVYbH1m5JiGezjE4OYMpxJTJCsjSWfOVRDvzxPuUzhkRp12yl+nrFUIQM+P44kF8epDhyDjDkXHGYl588QA+PUhYjxI2okTNGHFTxxQmBiaIRJaIIilokopNsWJXrDhVO2mai0yLhxxrBgX2bDIsHjyqE4dqX/RJxvloskKO3Ulleia/X7cheepkSSJ9AQ7XiiwR1uPJhY/BYCDp2O22WFmTW8DR4QEsisKHalazPr9o6ntLjHsR/Wxv5v6Aj4X3z73JbxuDoz7+9QevcPf2Gu7YugyAoTE///bDV6k/1YMsy2xbU8FnP7yTzLQbowWJEIKwEcWvB5mM+RmMjDEcGWci7sMbDxCIhwkbUcJmlKgRw0iKRjElEhNjjlXWsClWbIoVt+rArTnItKSRZ8skz5ZFhubGrTmxK7bLPub8tmBTVdYVFnB0YABvJEKua/FMmy6LWHTYLWSmXXqurCRJaKqC026hOC+d9bWlbFpVRlFeekpTm2F/gK6JSf7wls0Up3tmTNB8kSj1fYmbyD+/tBekRARuJBikY2w8Zd3R+fR6fbQMj+K0aBztG0ged9DnZ8jvpyQ9UXdTk59DcXoaqixTnZNNSUYax/sHp4nF5XnZ1BUWYJslza2hf4gTg0N4wxFOj08QiEbRDTMx2YfkZEuSmBFhbR0Zo3N8gqdPNvFyawcAo4EgfV4fY6HwvGIx4Zj32/cDliQJIecju7+IKachQo+CCM6+g9GGGfoBsuevgEvvT3a5cac7+NRfPUg4GMFi1Sgsu7IRkfNJiEVpXlMsbyxET2iMandBsv5PCMFgZJKxaICatKKUNYvnI0kSFlUl3+Oe9zewEFRFZkdFGWsL8+n3+ZkIh5EkiRynkwK3G7umXjNC8Xx6e8Z45fkTKcWiaZoMj56N9qV57BTlz+0ieyHYrFpygiBEohHz+fz6a8/TdLCd4Z5RTr7ZjGbTkGUZ0zSJR3Vi4Rh2t42v/tF3MXRz2orD7R/ZwUf+4f2MhoN8aMVqdpVWYFfVhEkWUO5Jx6FqvN3Xw7uWOgnGYuzv66YmO5cch5O63ALe7uvhnoqlZNjsHBroQyBYkpGJRVFQJZljwwPku1z0+/00j41S5Lr060kIQdSMMxKdoDs4QFugh+7QIIORMSZiPqJmHN3UE5OzSxQ5Z6KNFlnFrTrJtWVS4shjqauUKlcxubZMHMriR0wUWebdS2v46qH9vNjZRrknndFwCEMI3rVkObppMBAIMBT0E47H6fX7aJ8YJ9fpxKFqLM3I5uXOdqrSMwnrcV7t6khGCOOGQePoMAUuN8uyslFlGV80gkPTsKoKpZ40nmtvIdvuYCwc4p3+3quWIn6Ta5+O3jFauka4b+fKZAnRnn2N1J/q4c6ty1EUmRf3N7G2ppj7b629LkXPGXE4FBnndLCP9kAPPaEhhiLjeOMBYmYcXSTGnEtFkWRUKRFlTNOc5NqyKLLnUO0uo9JVTK4147KMOb8taLLMQytX0jo2xmMNx/ng6lXkOJ2Lcl1eFrH4vrvXcOe2ZZd8HFmSsGgqLocVh92CpiqJBtuzfPBIXMcUAo81dWqdbppEdZ3agjzqCvOTj28rL2VZ7sImzVFdR5El6grzyXGdXUm6fWnlNJMZi6om+7nJsoRNVQnFp0+IPFbbDGtwgGA0xv9+ZS9dE5Pcv2IZ64oL8PRYea1t/hYDZwjF49g1jbVFhXhsZyOw766tuToW/tcRkiQhyEB2fgYhZ2IGvgViYpatBSLyDMK6A6xXpwXFhWC1W9hy58ym1FcLl8eOZtUwdANFnV3sNXp7+Unnm/w/qx4mRzlrbtEdHOWnnfv561UPkWW9OjbwsiThsdnw2K6NxQJDNxka9GIYc9/cB/omiUVT13EJAaFILPm3zaZht12+KLSUYhxMy3ZTu70aqL7g45WvKMIwBYFYjB8cP8Jz7S1YFIV1+YU8vGwleS4Xn6xbzw9PHOX5063ETZNsu4OPrKjDIiu8b9lK+gM+/udre7DIKlFD53dq11LqSUcCPrKyju8dP8JTbU14LFayHY55U/tTcSZlNKCH6Q4NUD/RzCnfafrCw3jjAXTTuGzmKyYmMdMkZsYJ6GEGIqM0TLagSAou1UGRPYflngrWZSynwlmEW3NccBqZKsvU5uSRdZ4g21pUgipv59mOFvb3dpNhs3NbWSWKLOGNRvnRiXr6A34y7A729XZSP9TPh2pWs7GgiI+urEOS4GdNxylyeXhk5WrqBwdQJInxSBgBHOjv5fjwYMIoz9D54qZb2FxQzO/XbeCnjQ082niMirQMPlm3npbxUeTzFkYDepgfdT7DUOTSjPqmI7HMXcb7Su5Ak6+rpK6rjhCCZwfe5OD4iUU9rl2x8aHSuylzFqR8fmTcj6bKlBdmIkkS4xNBXn67mfUrSvn0B2/BMAWdfWMcOtHNvbesQL6K5QYLRQiBiSCgh+gM9lM/0USj7zT9oWH8emhRFqJmwxAmhogRNWME9BB94RGOTjSxR9qPS3VQaM9hZVoVa9KrKXcW4tacyDdTVxdMzDA4OTyMx2rlh/X1PN/aSoHbk7IM5nfXrWVj8cLbAl6WESs3001u5pWfuKXb7VgUhdPjE2wpL0GR5WkRC5umkeNyUuBx897VK1Cnbu5nUo0W9ho2XFYLtQV57Kgqn5aSJJFoxg2JKF5E17FrGuF4nNFgiM3Z5zU7nuVFB3x+9nV08bf37E6mkHaNT86wZz+zu2GKGVHRM6l0m8qKWTVVB3mhn/W3mcS5dIDjY8hyJqb/38AcSL2xCGAG/xNFWw1K6pvOTVJz67vXsWxtGUII0rNnHzPGYwHsigW7clawSJJEhsVFIB4hpMfIurydalIihCBmGEyEIwSn2jOcjyrLFKV5Zm0Ns9iMjvj5wT89SzAQnbOLSygYZcXq2dveKOdkbwiTRZ1A+AKRZOqgLEu4nDO/vPd/8YGLzhA0hOBnzcfxWK18eslm7KqKLxbl+8ePkGV38ODSGnaVVrIyO4+BgB+LolDqScc5lX6c43Dyl1t30embJKLHyXO6yHe6knV+Dy1bycaCYiajYfKd7sS5ESx4BdcUgrARoSc0yKHxRg5PnKInNETYmCPt/QogAF0YTMb9TMb9nPR18Jv+fRQ7ctmQuYLNWbWUOPKxyZYFTeDsqspfb79txj1HkSS2FJawubAkee86s02mzc6fbt0547s/c27znC4+v3H7tP3urliKKQSPnWrAZbHwnXvfi1VNiPy/f/NVDg70sqWwhPK0DP5s663T9r23snrG+3MoVgxhcnC88cJP4hz0hIa4JWcNJY78+Te+SRKfHuSFwbdoC/TMv/EFUOOpIE2bffE8bpgosoxjqrb+RGs/Q2N+Pv7gZlyORIlQbpab/mEv5jWezSyEIGRE6AoOcHD8JEcmmugNDxO5xsacRl8HT/e9TpEjl/UZK9iYuYIKZyE25er5K1wvRHWdXzc20jE+gVOzEIjGaI2Optx2MhK5oGPfUMtb2S4HOyrLeKKhEZfFQmV2JqFYnJihs6WslDSblXtqqvlF/XFy3U6W5+YQ1XUGfQE2lhaR73ETNwwC0RjjoRC6YeCPRBgLhrCqKk6LRmlGOlvKSvjeO0cwTJMclxN/NMp4KMLt1QnrdEmSaOgf4vmmVpbl5nCwu5exYIjtFWUL+hxWVcWuqTQPj1KWmU73hJeXWztmTEQtikKGw86hnj6W5+UgS1CU5sFjs1FbkEdldibffusQ719bS7rNxngoTNww2bWkAlW5+aObF0lCwgK2dyNL6Zj+fwKjI/W28ZOYoUeRXZ+7LltoXC2y8tPIyp+/ia0qKcRNA/2cVJhEPZeeqPed4yYSMwziU60RLMrCG/0apolumkhIaErq/o7dk16+feAQB3v6CMXjKWsvs5x2vvrg/ZSmXxmzKEM3kCSJj3xiBy7X7NHOpsY+ejpT30hkWSLNfTYaFI7E8AeipKcwkrlQTFPQOzCBHk98l4osk5c9vdfWmbra+ZitCXEkHuPY8CD5Thdr8wpQJIlevw+7qmGZasMjSxJ5Thd5zpmTRUmSsGsaNVk5KV9XlWUq0jOACzPfMoXJRMxPw2QLe0fqafJ34o0H5t/xKhIxo7QFemgL9LBnYD+1aVXszF3HSk8VHs05p1HOuSLw/MdhauEyxfesIM25qnn+fhKJayHdaqdheJCn25qwqSoDwQD9AT/vW7Zy+vs5b9+Zx5fYlrWaV4YOEjVjKba4OMaikxybbKHYnndz4nsBtPq76Q0NLeoxZWQ2ZK6YUyx6nAlBOOELke5x8NLbzRTmpFG3rCiRgWQKzGtcJZrCxBsPcGyyhdeHj9DkP40vPkdpzTVAxIzRHuilPdDLnoE3WZW+hJ0566hNWzLvmHMtksggiWMKnQU57S8ICUWyI51zLpwWC//rzjuSRpdzke28sBrbG0osWhSFj21ci0VVeeJ4IzHDQJMV1pcUsbmsBEVWeLB2OQh4oamNJxoaUWWZkvQ01hYnIkItI2N85+1DjIfCRHSdp0428ebpbjaWFvHRDWuwqSqf2bGFHx86yvcP1hM3DCyKSl1hHruXViJJkO92UZOXQ33vAE80NCIEfGLLelYVTkX4JEiz2aaco2aS73Hx8U3reOZkE2939ZDrcnLnsiUc6Oqd5kTosGh8ZH0dPz50lH988TWcFgt/cus2VuTbyHLY+fyubfzk8DH+c/9BdMPErmnsXFJ+2UOLQu+ecgm9VlFBsoNkAZSpv5Wp/yvJ/0soCcEoqWDdhSw7MX3/APopZoY8dET4CYRaDerMGrBFQbKDUjltcPhtocSZxVjMz9ujLWzLqUaTVYLxCK8MniDD4sSjzV539FJLG881tXJLeRkP161ccPPtjvEJfl5/nAyHnd/btA77eVbUkbjO1958mz0trdTk5rIiLzeZen4uHpsVu3rlerbKikxpefa8rTEURaavZzzl84osUVxwVtxOeEN0941TXHDpdYs+f5imtsHk4pfVolJWnDnPXqnpbx/ixJvN7HhoE45zxK1N1Xj3kuX8vOkEf/3GS4n6d1lmR3EZ24tn9o293JjCZDzm452x47w2fJj2QO+iipArxWTcz77RoxyZaGK5p5zbcjewPmMFHs151cWPLEm8f/lK8pxOWifGMEyTTLuDP9+ykxXZuRd0LEmSqHKXUO4soNnftWjvMS50Do83sSt3I655HJwvBt0wmfCGUFWZdLf9qn8ni4FhGrwzdnzRfy9pmpMNGSvmPEdVJTmoisyjzxwiJ8PF4cYePnTvOrLSEwIzFI4xNhkkw+OYM4vjamAKwUTMx8Hxk7w2fJgWf9d1Oeb49CBvjh5LjDnucnbnbWRtRg3pmuuav751M0Qw1oYvdoJQvJOYMY4poohFEIwWJYslGX+MRTlb/qbIMoUezxx7XTw3lFiUJIlsl5M/2LaRD65dRVRPRBM8NmsyBcxltfKhdau4d8VSQrFE/aHbasVpSUzmKrMy+MKu7TMiBHZNRZuKSuS7Xfzxzm1MhsPEDAOLouCx2bCqCgL4zC2bsWkapjDxRaJoikKmw56saVEkiU9sWQ+QTIU9F01ReLhuJbctqSBumrgsFhwWjbuWLSHDfnbyp8gyO6vKqSvMJxSPo8oymVNNOCVJoiorky/t3sFkJIpuGFhVlTS7LeVrLiZm8JtTvQqvVWQSotACkg0kO5LkmBKQ0/9Jkh0kx9Q/G5J1F8LoATHT6h9zCNP3tyBdnnxISa1Bzvg68NtnyFDpymNnbg3faXuV5/uP4dbsDEW8+ONhPl19J2519gha2+g4e5paSbfZF+R4fIZQLM6vT57CZbHwwMplMyKDA34/B3p6uW/5Mj6/Y2tiASjFzUuCeXubLiZZOW4++okdOOZwupUkibyCNDZuqUr5vKLILKvKQ9MU4nGDcCTOG2+3sn51KTbrxQtf0xQcbeylpeNslKAgL43igotrj9PR0M2vv7aHdXesmiYWZUlie3EZq3LyCMRjIBJOcek2+2Uf/85FCIE3HuDA+AleGjxAa6CbmHn99/sLGRGOTDRxynea2rQq7inYTl16NXblKuSCTyFJEh6rjQeWLF+U47lUB5uyamnxdy9qCnZboJue0CA1ngtfVJyv9c3ImJ+/+/pzlBdm8qf/7c5Lep/XCiOxSY572xa9iq7aUzZvOnBZYSYP3raaX75Qz5FonDXLirhv58qk18TQmI/eoUkevG1V0sn+aiNEoh7x4HgjLw6+TfN1KhLPJ2xEqZ9spsnfyQpPJfcWbGdNxrIFp8RfSYQwCcbb6fb+kNHwXmLGGGLeVmwXhk0toiLtDxIxjivADSUWz6ApyjTzmfNRpkRVZoqMKrumUZw+d1pcwlFRITeFUYwEZJ7Tr9FlnXnzlCSJTMfcE35VlmccP9VnUmSZTKeDVOvykiRh0zTyF7k557yYPjBHruxrXiKz3YgEMmfFpQJIIMJzHMh32ZzYhZmfcB65tsbFK4JVVnmkfBvV7gIaJrsJxMNsyqpiU/YSajxFl+Vm4bJasCoK3kgEbzjC+Z2cQ7E4oXicu5ZWke++OuY6qdA0hRzP/Km9+YUZ5OWnTo2VJInlS/Ipyk+nsydh8rH3nVY2rinjtu3LLtrMpbtvnF8r4INbAAAgAElEQVQ8fRh/IDr1OrChroyM9ItLb42Gowkn1BScacWwkHYMl4OYGefEZBtP97/BcW/bVa9HvByEjSgHxxtp9nWxNXs1DxTupMxZsCBn4msdGYm16ct5xrKXiZhv0Y7rjQeon2ii2l12Qecprhu8sO8U+dke1q0sSTnm6YbJ8KgPd4oa4OsRgaDR285wJHUGxMUiI7M1qw6rMvfcyGpReejOOtatKCYYiVNRlEnGOan4ToeVTz68lTXLiq8JwaKbBs3+Tp7se436iWZCxoXVpV0PhI0ohydO0eLvZlv2ah4s2kWJI++aSU0VQuCLnaR57B/wRo+zeGmnF0ZU1xkLhQjG4zg0jUK3+5Ku0QWJRSEE4UgcgcBhu/ZU/E1ucvkwp/7pN9txXUUkScKp2tiRu5xtOdWYQqBIcrKv6OVAk2UsqspYKJw0rjoXm6bi0DR08+rcDBaCaZocOXCa5SuLZqSkGoZJR+sQE+MBSsqzKShMn5bmnpft4dYtS+npG8cwBf5glG/+8A2iUZ1d25fhtC+8NtcwTE61DfLtn+zjRHN/8vHsTBd37liOBPS1DeKfCFK+ohirw8Jg5wjhwNyTnb62QQz9whu5X06EEIxGJ3my7zVeHT7EZDxFFsINhk8P8uLg25z0dvCuwh3clrcRh2q7rvv0SpJEiSOP5e5y3hprWLTjGsKkfqKZewu2k2FZeMqYLxDhyZcbuGPrctatnN2Y6kYiasQ4ON5IdJGj8Xm2TFalpc6qOB+bVWN5ZeoIZGFOGoU58y/MXQl88QC/6d/HnoH9jMUmb/jpin9qzGnydfJg8S525qy7qpkNZ4iZ43RMfB1vtIHLMWlUZQ92tYgM2wZUeWbAyhSCltFRflR/lCN9/UxEItxSVsaX772bmK7zXEsrUV3nwRU1WNWFxwsXvOWvX27g9YOtrKouZENtGXXLCme1Uk/VM+2mwLzJTW5yqUiShCpdmbyLM8Y4s9UWF3rcrC0q5LnmVjaVFJNmn6pDvobGOsMQPPPEIbpOjxCNxikqyWLDliocDgv732jm+996FYfDgqIqfOozt7NqTWny/auqzL27azlyvJvjTQmBNzTq5z++8wqv7G9m19ZqllXlkZnuRNfPNR4CXTcIhWN4/WH6BibZ+04be99pZWT8rJmLqsg8eHcdlWU5BL0hvva579Faf5rPf+P32fbgBv7rz35Cw+uNc0bSY5E4mbNER680AoFuGhybbOEnXc/R6u/BvEqrylcDE0FveIjvnn6SE952PlB6F+XOggtut3EtYVesbM5axeGJU4uaPtwVGqDV383GzJVznhshBEIkFn26+sbpG0q0xInFjeTPQpYllFkMuAzDTLoOK7KMLM/8LhLbCLSp1kWGKTBNE5BQZCnlPkIIDMPEFAIJCUWRZjWlOvMZDPNs43Z1lvd7Pv3hEU75Ft4ybKGszVhGtvXiUt+vNXTToMXfxWPdz3NssgVdXFuLZ5cTE0FXaID/an+cJt9p3ldyJwW27KvW71IIwWjodSYiB5guFGUsSiZ2tQhNTkeWbMTMUSYjhwFQ5TQ8lpqEPwYmhhkhaowSNYYxxdkF0zznfZR5PoZdK0WVXUjnSTghBK2jo/z58y/S6/VSmp7OSCiEP5rIalEVhR6vlydPnWJDcRGVmQv3CliQWDQMk0Mnu2lo6aehpZ+9h9v5ypceojg/tVhsbB+kuz+RNuB22diw8tLqXG5yk5vc5EohhCBumhzo7mUyHMFpseC0Whjw+Tk1PD29em1hAd85eJgvPPMcty+pJM/lmpGiaVUV1hYW4LBcHZdcny/CU786RElpFvtea2J81M+7Ht7A/teb2Lm7hnc/vJEnf3mQ1146ybKaQqy2xFgtSRKFeWl88pHtfOVbL9HTn+g1Go7EOVDfycGjXXhcNtI9dsYnz7rrjU8G+eevP49umHj9YcbGg0Rj0yOziixx69alvOfuNciyhMVmYc1tK0nL9pBXnnAgDfnDeLLcrNi2dNbP1tM8gG/06kfuhBD49SDPDezn132vXvNug5eTqBln72g9HcE+PlZ+P5uyarFI1+f9X5IkatOqKLBl0xWapXXSRRDUwxwaP8WajGVznpu4bvL83kaONfXR1DGI1xfml8/X8+qB1qRY3LlxCY+8a8O0NRUJaO0c4YU3T9HWNYIAqstzuWfHCipLsqYJtdcPtvLSm8185qM78QUiPL/3FO09I2iKwvKqfN5/z1oy0hKpl2eyzA6d6Gbf4Xb6h73YrRp1y4vYtbmawry0aRN1IQSDoz7eONBG/aleAsEoOZkubtlQxZa6chz22TPVzKkI7GKmAENiAWBL1uoFpwALIYjGdPqGJhka82OYgjXLi3A7beiGSVw3sGjKRaXmXwpCCMJGlNeGD/OLnhcYjs7WC/rGJ2xEeXHwHTqDA3ys/H5WpS1FkeUrntlgiCCjodcwzilVUmU3Ba73UOh6Lw6tFEWyAxJj4Tepj/wBYOLSqliV+y9ociYgMEWUmDGOL3aSfv8TjEfexhQRJiIHyXHswm1dgZxi3IibJo+fbGQyHOYf776TraWlfP43zyaflySJ6uwsAtEYPZPexReLvmCU4bGzN+TsDNecOfHPvdHIr148CsDSshyWfSnvhhKLZ2xwhYhgmkEM04thTmKK8NTjOtdLzqIie3BatyBdpzfzm1xeTMNkciyA1aZhd1qRlWujLmA2dMOkYWCQyfDZ1bjT44mbaL/Px+ttp+e9qccMg+bhEX51vJGIrlOdk02+282+zi7+as9L07aVJQndNBkO9PBWVw+qLM9Y1cxxOvjO+99LeebVEYtWi8rHf/9Wtu9azsljPTz3VD13PbCGYDBKcWkWWTluNm1dws8ffYtoNJ4Ui5C4uaxZWcIffeI2vvWjN+joHk2afwkh8PrDeP3Ta3ijMT0ZiUyFpincsrGK//bRnXjcCVMgq93C+7/wAKZpokw1EJYkiY331PHfv/KxWY+15/uv8ct/+80lnJ1LRwhBX3iYx7qf583RYzeEgc1i0Bce5uutP6c/PMq9BdtxqdenO2eWNY01GdV0hwYX1eimwdvCaHSSQnvq9iyQiCh6AxEcdgvZGS66+sbJy3KzpCw3GXHPy3afNyWWGBjx8eXvvIQsS+RneZjwhXjixWPUN/bw93/8AIW5Z1MnxyaDHGvqY9/hDl588xQSkO5x4A9GaWju46G76pLbhiJxHn3qAM+8eoKCnDTyczwEglEee/Ywbx09zed/dzdVpdmJthJC0Nk3zr//4FW6+sZZUppDVoaT3qFJ/uU7L/HAbav43Ye2zJrOHtBD1E80LXqkrMJZRJVrYTWGQggGRn389DeH2HeknXFvCJtF46t/8T6WVdho6xrmZ3vqefjOOlYuKbhi17cQgvGYl8d7X+WFwbduyNrEC0UgaPF38dWWx3ik7B525azHMk9N6mITM0bxx5qTf0tolHo+Rnnap1Dk6WUgsqQhoSKIYYgIQphT10+iJYZdLsKmFpJh20iP78d0eX9IzBihdfwrKJKDHMdtM5zxI7rOscFBtpaVsrO8HKuqzlhEyrDbMYSJP3ZhpkcLEov+YATfObUj+dlurJYb0htnVhKpFGFiRh/h2FHCsUaiehtxvRdTBDFFZEokGlO2uNeHWLRrKynP+THKTbF4kxRMjgX46p/9DEmSWLGhgmVry1hSW4zdeW02yI3ocb6x/wAHe/qSj53pObS/s5vDvX3M5xBkmCZRXUcADk3jvatqSLfbWJ6TzR9t33LB78lh0Ui3Xx2TFQmw2S3k5qVhtWpkZbsJh2OEQ9ONYRxOK3pcT9kzTFFkNq8tJyPdwU8eP8A79Z2Ewhfnrped6eLuW1fw8P1ryc6cbn0uK3JyMUIIgdNjJ6tw7lQxm8OKql45p9nzMYVJi7+bH3Y+w/HJVszrZNy/Uvj0II91P89odIIPlN5JluXSW69caTRJZX3GCl4ZOoRfX7yI8WB4jEZvBwW27FnPic2q8dF3bwTg+X2naGjqY9fmat5/79o5zqOge2CCh+9awyMPrCfNbScUjvPjpw7wyz317K/v4H13r522RygS48mXG3jf3WvYsWEJDruFWEwnFIklo4qmELxVf5qnXj7O3Ttq+ND960lzO4jGdF57p4WvP/oGv9xTzx9//DbsNo1oTOfRpw7SMzDBn3x8FxtXlaFpKhO+EN96bB9Pv3ycFUvy2bVpaco019PBfjqCfSwmMhIbM1fi1hZmqBUIRfnur95i/9EOVi0tRFZkDp3oTj7vcto41THI/qMeaqryU7ZOWmyEEPRHRvhR5294a7ThtyrtdCEMR8f5bsevCegh7ivYju0K1jGG9X5082zbOJdlCcXuD8wQigCSpCJLCoZg1nYakiRhUTIoS/sEcdNHr++nRI0hTk9+A6dWgdNSOW17IQRRXcdjtc7q+h0zjETv6AuMhC9I8YWjccLRs5ODNLcd7SreoK8kQggMc5JQ7ADe0HOEYgeJG0MIcWOs5JjixnPou8niIISgp22IEwc6CPrCHHilkez8NP7Hv3+U2k2V8x/gKmBVVR6sTYi7k4PDDPkD6FNiUTdN9NjCasgsikKBx83Dq1fw4MoaJKA6J5vqnOzL+O4XH0mWKC3P5qnHDzE85OVkQy9jI36++41X6e0ZZ6B/kmg0zkD/BJpFRZklcizLMssq8/jip+/kQH0nr7zZRFPbEBPeEIYx9zlVFZnsLBdra0u4a+cKapcXLijT5INfejfuzNkbZgOk53ooXlZwVQSjKUyOTrbwvY4nOR3suykTZyFqxnhh8G288QAfK3+AQnvOdSUYJUmiylVMhbOQBm/roh03LnQOjp/klpw1iz6hzc1085476sjJTLg0WzSVWzct5cmXGjjdMzpje9MULK/I5YHbVmHREr8lp92SFIoAkWic1w604rBZeNfuVWRnJBZ7LJrC9vVVPPPaCepP9TI2GaAoL53ewUneOdbJ1rUVbFtXiUVTp96bi7tvqeH1d1o52NDFLeurZswnDWFwdKJ50dO5My2JKLHMwibKzaeHOXSymw/eu5733l7HqY7BaWIxzWUjP9tDe88opim43Ik3QiRq9L7d/gTHJltuLk7Ngl8P8dOuPUSMKO8p2oXjMvQ0TUXMGMM4Rxtk2DZiUVLPGSRUJEkBAaaII5hd9Kuyk1LPRxkL7yMU78Qfa2Yw+BsqtE9PS0fVpvosto2N441EZ3Rd0E2TYwODWBSF/BTdHOZiQWJR1w3i56xC2yxass/MjYwpYoSi7zDm/z6B6NuYwsf1EjG8yU0uFSGgs6mf4FSaoWmYONw2CkqzrtnJnqYo3F9Tze4llUyEw7SPjvPDw/W83t7J2qIC7qxeMmfxuySBJif6oi7NyaIsIx3LVH/V6xFZlrjr/jp+/N03ePxn75Cbl8anPnsHPZ2jVNcU0HCkiy//v08x1D/Jtp3LsM/hcCpJEmluO7fvWM6W9RX09k/Q1jnC6Z4xBoa8THpDRGI6EgKLppKe5qAwL42q8hyWVeVRlJ+Bzaou6FxKksTStfP3oVu5tZrK1WW40i6u9cbFkqinauJb7b+iL3x9tQm6GsSFzv6xBiJGjE9WvYcSe9519ZvyaE7WZdbQ6OtY1EjOKd9pBsKjlDsLF/V85Ge7yc2aPhl02DQ0TSEcTd3vbfXy4qRQTEUwFON0zyjBcIwf/foAlnOyy3TdYGTMTyxuMOELU5SXTt/QJBO+EK1dI/zb96f3XZ70hjBMk9GJRD3z+WJxMh6gfqJ5UdN+AZZ7yim+gGuvZ3ACRZHZub4Kj8s2Y96rqQoOu4UJb2hGb+7FRghBZ7Cfb7b/kpPejkU/NzcaISPC472vYArBQ8W7cczRi3mx0M0ApjhbhuCyLGW2TCZZUpMGNULomObcASi7WkKW/RZC8U4EOqOhvRS7P4hVzU1uY9M0dldW8i979/GfBw7y4IrlRHQdRZLo9np5p7uHX5w4wdrCgguqV4QFt85I7XB6oyKEwBR+xvzfYyzwA3RzhJsi8QJQ8kFZskgHO3Per5+JxeVCUkvgCvYSMg2TrtahaZd+zfoKPPNEe642kiThsGg4LBqFHjedExPsP93NspxsPrZhDZoydxRKOuc4cyGEoGN8gky7nXS7bcb2ccOgc2ISl8VCvtt1VSbHkiRRWJzB5750H6FAFJvdgsNpYc36cgBqV5fyzv5W1m2sYPvOZSjq/NeXLEm4nTZqlhawfEk+um6iGyamaSbTWGVZQpZlVEVGVRfmfHgxaFYN7QrXw5tCcHSyhW+0/ZKByMwozU1SYwqTwxOniLfpfLrqfZQ4rh/BKEsy6zKW85v+vYwsopHIeMzHsckWypyFi3qHs1m1ZCTvLFOvkGoqIzFvb8ZINE40phOL67R1j85oQp/uceB22pKC0x+MIkzBhDdEc8fQjONVlmRTkOPh/EtAiETtWW945j6Xwv9l773j7LrKc//v2uX0Pr03TVOXRhoVS5bkjo0bYAiYFiAQCARuKnDvL6R8bhIgyU0hBUgghGDAYIML7kW2ZVvN6hqV0TRN7+30c/Zevz/OaFSma85YcpLH/1jn7LP2Pmf2Xmu97/u8z2NVdDYGVizIXsGUEkWIGZkLScMkGk3gtFumfI90IkXL7eSfz/2cU2Mt/xMozhMRI8YvO19GEQrvKdyFVVla6z9TxrnUV1FXZrZVEUKfUD8FkzhJGZzx2NTxykT/4kOASTTZSTjZflmwqAjBrcsqODswyM9OnODx06cIxuIoQvCJRx6lPxSmJiuTT9dvxLVAwb15BYuaqqCpKvFEKqM2Ho6SNMz/klTUFO10mJ7RP2ck9CiSq+vN+e8MxfUFcH46LWMlY7sxky1YnB+DeVJHrmcMD4VoaeknM9NNUXHGwhYYoQNvH/9empL+rosbI0URVK4qQre8c557IQSlfj92XYcJCf90yWqPRqP80bMvUp2dyVdv2oE2TbD4jd2v4bXZ+NPbbsZhefv7gqWUDA0E8fgcZGS5J19X1ZQARX6Rn3fdsw6ny4rFMr+q36UQQqDrKvosFYnFQEqJaZgYSXPGhKUQAn2eFcvFwpQmx0fO8S/XWaAoLvwnLr6SQsq2QE78d60hkRwbOcs/N/2M3678NXJn6de73lBoz2a5p4xX+tMXLEokbw4e59bczTjTSZUTLDh4mUs50qKraJpCaWEGf/Lbd+F1T71eIcA6EaTabTqKqnDnjhU8ONF3eSVURUzRv0iYSQ4MNRAx0tsik2fPYoW3YkH3W0G2l6RhcPxsF3lX+CmaUtLUPkBzxwB371q1ZGw7KSXnwz18u+mR6yZQTMmwXGqVcnG+gQsikNfDlaYCxl90vIRDtXFn/g3oQlsylVQxabQ18TvMYp2kChuKSO3nLqifzgWbmosq7BgyRFKGiSa7gLrLjnFbrfz21s3UFxbwbGMjrcMjJEwTr83KAytXcldNNQUez4Ln3XkFi3abjsOmE46mAqfWjiGC4Rh+z9tL/Xk7YMpxeke/wXDo58D0dI3/wewQs2RTFgIpkyTjbyHNcVAyrmvF1gu+UwIxa3Xm+MlTfPPrr3L7u1bz2c9Voc1R5bqWkEgiwYsLts1hITPP+47Z3F1Aoc+D32FHU9K7RAyEwrSNjHBDWfG0zeQWTaM04Of1ljZGotFrEiwaSZMf/tur3HzHKqw2Da/XQWa2B0URtDT18f1/eZnRkTCVNXl84MNbycpZ+CKyVDANk6Zjbbz2yD6aj7cTDUWZriySmR/gN//6o/iy5m9wfjWQUnJmvI3vND9CZ6RvSc81ExQULIqGQ7Pht3jw6x48uhOfxY1Lc+BQrWiKhoqCiSRhJokaMYJGhLF4kNFEkJFEkKH4KMFkmLiZwJBvrxekBI6NNPLtpkf5rcr3k/kOEb2xqhY2Z6xm7+AJYmb6ksgtwQ5aQl2snMMkfkIoccKvcOHB4GLhclgpyvPT2NrH6Hhkoio4/UVIKcnP9uJyWDjfNYQAHLNQ3C/9XF9siOMj6esNhdQmfp2vmkzrwjxZa8pzqS3P5XuPvsnQaAgQmKZJY1s/Z9v6+MULx7DbdHZsmL294WohpaQ7OsC/Nf/ymlBPBQKLomFTrfgtbny6G4/uwqu78OhO7KoNq6KjChUBGNIkZsaJGDHGEiFGExfmnHGG42NEjBgJM/m2f4+wEeWn55/FozvZkb0edYm8mlXFMaFwmqKixpMzJxQ1xYUmUjGUYYaJJjsnfUhngiIsKMKCIUOYMk7CGJ1yjBACp8XCzcsq2FVRTjSRIGlKbLqGrqpXvQeaV7DoddvxeRwMTHhpnWnt4+CJ8+yqr7ymSnTphpQJhoI/YTj8CP9dAkUhVEBimkMIbCBUpDmOEHYQDiCBNMcQwgLCNSnVK81xpIwgFP9lQZyUJlKOgjQn3lMueU8CMaQZAgxAQQgbCMfF46RMNfrKCKbRiZE4gaJkI40+5ETJXggrCM8U2eBrCdOUvPjCSRwOK9tvrL7Wl5M2XGqVoekatnks+Ncbct0uvnTjVrKczrQu6NFkkkgiSZF3+uSIIgQ5TifjsRjx5LWZTyTQ2T7IP/zV0wjA5bbx4CduZG1dKc88cQRFEdz3wEZeeu4ELzxzjPd/eOt1MadLKWk92cE3fv2f6W7pw5vhxuawTLtD1q0WpLm0AY+UKcP5f295grZQ+vz25gNdaPgtbkqc+SxzFVLuKiTfnoVbc+LU7FgVfd42AAmZJJyMEkyG6Y0O0RzqpCnYTmuoi/7YCNE0V3Nmw1tDp/hh66/4VPl9ePTrm9p+Acu95eTbM2kJzWwNs1CEjCj7B0+w3FM+6/zkddmw6Brnzg8wHoriclhTtG/B28Lystss7NpUxbHTnfzsmcN84r2bJ0VukkmD0WAUwzApyPGhKIKS/AAbVpbw1snzPPf6aXZuqsRu1Sd9CwdHQgS8DnxXFB1OjjbRF5u7yrIQuDUHdYHl6MrCVPy9LhuffM8Wvv2z1/nBY/sxDJNoLMHf/eduDNMkP8vLZx7YRllB+vv4pZSMJoL8uO2ZJenfnAmaUPHqLoocuVS4CqlwFVLoyMGjO3GoNuxqSgl9PqlXU5pEjThhI8JoIsT5UA/ngu00BdvpCPcylgy9bcmqsWSIH7U9TbYtwApP+ZIkqHTFjyKsGBN9i6Fky4zHqsKeEr9JNCIxGI+fwZQxVDFzb6UkiZyMTUzMOZiPihBp83ee15PjcdooL8rg3PlUI/94KMq3H36d3sFxNq0uwe9xoGkXI9Z44uLGyDAk46HorI3Ti4HdNh03f+GQUhKOH2Uw+H2kjMz9gXcoBDqq4kPX8rHpNSmPRSA2+sco+hqQQRLR51H15VicnyYZfZZE9CkUtQir+wuo2nIQgnjoBySiz2H3/Q2qfkl/oowSG/1TpBzH5vsmQqSk76U0MBJHSIQfwUycRMogCDuKWoxm24luvxchrEgkRmwP8fDDmMlmzGQjpmghPPRRLlAdVOsWbO4/BHH9bDDCoRhPPnGYVauK/ssEi0IIPH7n5L8vUALfaXBYLLx7efr/JqqioCmCUHx6Xz0pJZFkMmUOfC0rJ0KwfmMZO25ezpG3Wtn9/AmWryygp2uYLduq2HXbSmx2Cy8+e5xoJIHLnZqrL8zjuqa97VUMgFcf2ctA5xAf/MN7ueHejdic1mlblzVNxZPhnvpGmiClZDgxzkNtz9Aw2vS2bNkEAo/upNpdynp/DSu9FWTbAjjUqb2x8x5TCCxCx2LR8VncFDpyWO+vIWYmGI6Pcnb8PIeHT3Ns9BwDseEl38SZmLzWf5hMi48Him9dUC/ZtULA4mGtv5rWUFda74MjI2cYTYzjt8xcHS8vyqKqNJvXDpwjHk+Sl+0hFk+yqiqfW7bWpPFqpoeiCLZvqKC5fYCnXjlJ8/kBlpVkoWsqw2Nh2ruH2bW5io/dvwlFUbHbdD5ybz1DoyG++9PX2b3vLHlZKVpn78A4I+MRfufXb2LtJcFizIyzd/B42u+9MlcBFa6CBX9OCEF5USZf/tRtHGpo51RzD6PBCBZdoyQvwMZVxZTkBWZUkV4MYmaCxztf4bX+w5iz0BnTAQF4dBeV7mLW+WpY4S0nx5aBS7OjLCIprwgFh2bDodnItPqpcBWyI3s948kwneE+jo00cmj4FM2hzrTTjqdDT3SAH7Y+ye9Wf4Rs28IEXuYDm5aHpjgxjFT/YTDeiCmjqGI6yraGUy9nKPomACPRw8SMPhxKETNpdMSSfRhm+MIIRBImb7SdJ2EsXHSrJjuLHNf899DzirIURXBj3TJ272+c7Fvs7B3hOw+/zsPPHCLT58Rht0zeVG1dg5Of7RkY5ZvfewFdWxpfxl+7cz1b1y1ext+UIYaCPyJhpNfX59pDQ1P86FoBdn0lNstKbHoNFq0IVfEisKaqeMl2jMRpVEsdqlZNIvIUptGDEDY0yyYSkV8SD/0Em/f/ILAizUFkshW48gE3MY1upDkKl6jGmclzREf+D5BEs+5CKG6kOYiRaMBMnAL7PZPHCsWPZt2C1KuIB7sQWiEWxwe40LMo1EIQ10+FS0pJd/cIXZ3DrFpVdK0vJ21QVIXCiovN07FogrGR8JxUif8u8NlsBBx2DrR3cN+KGmz6pRV2SSge51BnFzkuF840ZfeuBjabzo6bl1O7shCX28b3/uVlEgkD05DoE32KObleIuE4yeTFZ/bIyQ727D/Hlrpyapbl4vXYl4RqNRNaT7ZTvrqYuz9zy5IGg3Mhbib4VddrvDlwbMml6gWQYfFRn7GSbVlrqXAW4lxCM3shBDbVQp49i1xbJpszVtEZ6WPf4An2DByhPdyzpEFj3Ezwq+49ZNsC3JKzCU259lXt2aAIhc2BVTzXvZeQkb6kcmekn9NjrWzJXD3jMRk+J5978EYef/EYZ1v6ON81hNdjZ8WyvMljdE2lMNdPzjTPi0VXKc4LkHmFQF++6VAAACAASURBVJnHaaM0P4DTMfcc5XJY+fj9m6kuy+H1Q820tA+QMEx8bjv1q0vYvKYUdYKSL4RgWWkWX/70bby09yxHT3XQcK4bRVXIzXCzeW0ZRXmX+6h2Rvo5O94253UsBJpQqfPX4taccx88DYQQBLwObtlSza76SpKGOSF6s3RJQFOavD5whCe7XiMhl5aVkmHxsiljJdsy11HuKsCpOZZ0nleEgld34fW6qPaUclveZk6MNvFS7wGOjzQSTSPFezo0jLbwaMdL/HrZPVjV9K7LVi0bm5ZLzEiJM4UTbUSSXbgsUynmAg2PdQViXEOSJJxoozf0LCXej19mh3EBpkzQH9k9abGhCAtDYZWvvfAig+HwlONngiDVIvNnt97MrcvmL0Q57wiubkUxdcuLefPoxbJqImnQPxSkf2hmFZ9wNMGR00sXgN28uSoNo0gi8aMEo7thERkcgY6iOBBYJ+idFx84U0YxzJmoFQqKcDJVwEVCqvMEKeMsVJFVES6y3J/FZbsRi1aIorgnru1KA9wL5xJYXb8JQsdMnsNMNGAPfBdVW4ZptGMmzyDNIOIqMsBG4jim0YLN+6fo9vsBFUgizQv3TmpMIRRUyxpUyxrMZAvx8MMoagm640ML6ln81ZOHicWSbNtezQvPnyASjrPtxmrKyrI4sL+ZI4fbKCj0s2vXcry+i5lNKSWDg0EOH2qjuamXWCxJdo6HdetKqViWfRlFLxpNcORIG83n+jh+vJ3R0Qj79zcxNnZxE+H12nngA5vw+S5fqISAoaEQbx1soaW5D8OQFBb62VhfTn5BYEqzvJSS3t5RDh1spaW1H2lKCgoDrK8rpagogHJFz1xPzyi/eOQAG+vLWbO2hDNnujh4oIWRkTBul43a5fls2Fh+mfz5lVAUQfXaYqx2nVgkQTyaoP1cb8pPSv2fYDHL5WRTcRFPNJzhewcP8e6aavwTvkaD4Qg/P3aCw53dfHzDOnz2pZftng5CgM/v5NTJTrJyvDSe6aG7c5i9rzcyODBOOJRK9sRiSYS4XAF2cCjIL585wguvnaK8OItN68vYsr6M4sJAWtgcc0HVVBxuO1bHtas4mVKyf+gkv+ras+SbNodqY2vmGu7I20q5swDLPOml6YIQAqtqocxZQLEjjxuz1vNq/yFe6N1HT3Rw7gGuEsFkmJ+3v0CBPYuV3mXXfSKqzFVAmauAE6Pn0jZmzIixf+gkG2ahSiqKoLosmy9+bCfRWBIpJaqqXOZZmhVw8WdfevdkwHYp8rO9/OXv3TOFsrqjvpL61aXzChaFELicVm7ZWs22ugpiidR1aKqC1aKjXxFAKUJQmOvjwXs28t7b104ko1KiWDardtl1SiSHh08zmphdFXKh8Fs8rPfXpOW+UlVlSaqIV6Il1MVPzz+X1oTElXBqdrZkrOb23C1UuArf9vkGQBUKAYuX7ZnrWOur4uBQA090vca58fYlq6aamLzcd4Aqdwk7szekNTDWFQ8eywpGY0eBlO/iSOzQ9MGiELity7GqWUSNbiQJzo/9EKuaTY7zNlTlYjXSMKP0hp6hL/TC5GuqcJLnruTDa51EEhPsJgFJw+DFpmYGw2HqCvIp9vmwqioj0Rgnens5PzLCg2vXsCY3d0HfbV4rfspfy8ZvvH8rY6EoDU09/6WsNEwZZyzyLElzoep2Krqaj92yCodlPVa9AlXxoQjHhCTuxZswHNtP5/BXmC7g09U88nxfQ1OzrnhHImUSKeMYcpREsoNI4hSxxFniyVZMOXs2wZRRYslmfOp7UZW5VecUNQ+hZAESoeYiZBRFKwVhRSjZmEYnV9vLqSjZCGEjGX0OVatG0asBK4rqZylsMY4eOU9LSz9nz/TQcLKDoaEgRw63sf3Gap555hiRcJyx8QijoxEenOjTklJyqqGLb//Li7Q09+Ny29A1lfHxCL989CDved9G7rt/w2SANToa5ulfHWFwMMToRMVtZCRMU9NF8YuMDBeJxFSKwPBQiL/+5q9oae7H4bAQjSYYG4vwzDPH+NL/uoOa2ou+W6ZpcvBAC9//3qt0dQ3j8aQmkfHnT/DE44f42Me3s2179WWL2OhomJdePImmq7S3D/HwT/ZOZkTD4RhnzhSwanXRrMGiEIKqNcWU1xZw6lArAIf3nOWuj9yAx++87jd1l+LCfBWKx+kLhgjFEymhiHl81mXRqcjMmLKoaIrCx+rWcbqvn396Yz+/OH6KLJcDKaEvFKJ3PMjm4iIeWL1yWgGctwOqqrB9Vy3/9s8v8sJTx0gaJpu2LuO1lxrwBZwcO9yG1+/k0P5mMrM8WK2X3w9SwngwxtGGDk6c6eIXTx9hdW0+N26uYlVtAQFfKgu9FPdC7aZKnvvhq/R3DFKwLPdtv9+klHRF+vhx2zOMJ9NrDn4pBIIyZwEfKL6NukAttiWWd5/zeoRAEyr59iweKLqFDYHlPNrxEnsHjxM3p6dcLxbd0QEeanuGL1U/SLbVf13PLQ7VxpaMVZwcbUpbH5lkolcvOkSBI3vG44QQWC061hnEslRVmVal9MJ7V/YHQspmw7ZA+xkhBHabjt029+eEEGiqwDVH0iecjLJ/6GTaa/e1nrJZf9PF4lxbPy2dg9y0qSotgeRoIshDbU/TtUQiWgoKle5i3ld0M2t91ZM9iNcSQgg8uoud2Ruo9ZTzZNerPN+7j1ByaYLlYDLCLzpeotJdTKE9O23fX6Djt9fTFXwMQ4Ym/BBfJtd5F5oy9dmza0X4bRvpDj0OQNzo58zQn9MffhGfrQ5d8ZIwRxmNHmYouo+EOTL5WadeSoG7mo+sy5h8zZSSJ0+fQVUE33jX7azNy5sUtTGlZCwW49v7D3C6f2BOC7ErMe/0sBCC6rIcvva5d/HI80fY81YT/cPBCX+td3bgmDB6CEZfY/6VOxWbXoPf+X7ctpvQtXwEF6X5pz9H72UqSZdCoGKzrMCqlcxwPnlJ9c/AMMeIJk4zFnmG8chLxI0OYDrOcpKR8C9JmoPk+f4Iq1Y5+0Mh7Cl7BpkAVISwp2iqpPjVKVrp1f2tVctGLM7PEA//J+GhT6Hqq9Hsd6BZtyGUnCURq2lvH6S+voI//8sP8MTjh3j8sUOMjUf4zGdvJiPDxdf/4gkOHmjm7nvWEQi46Osb4x+/9Ty9PaN8/BM3Ul9fgW5R6e4e4cc/eoP//OHreL0Obrt9FUIIsrLc/OFX7kZKeH3PWb7xl0+wa9dyPv6JGyevQQiBbZoFde/ec6xdW8LX/uQ9ZGW5CYXjPPHYIZ761REefeQAf/Dld6PrGlJKmpr6+PY/v0giYfDFL91O7fJU78XpU138+/df5bvfeZncXB9V1VM31G/sOYvNbuGDD25hxcpCNE1laDCVuZ3NgP0C/Jlu7vroDZw/10toLELj0fPsf7GBm9+74ZovMPOFlJLRaIynTp3hyYYztI+MEozHJ1UF58L6wnz+9f33oUwzuZb6ffzVu+/g0eMN7D3fwUgktbjluly8b9UK3rNqOdnOq6M/pQt19eVkZrnp7BgiK9tDeWUO8VgSkLz8/El+8dN9eH0OPvTr27HOsvkzDJP+wXFe3HOG1/adozDPz6Z1pWzdWEFFaRZOu3VKdXK+kKYkFo0jL1lLNt25jn1PHebf/+hh7vv8HRQsy8HqmLqxEYrAarMg0ixdHzPj/Kz9Bc6Hl07QxqpYuDFrHe8vvo1cW+bbSvOdC6mgUWOZq4gvVP4atZ4yftb+AkPxqQp86cDJsSYe73yFj5behUXVl0zePh1Y568hw+JlID4y98HzRH9siGOjjeTbs94xc2s60RzspDWYPuEgAIuicUPmGnSxdEyII2c62H2gkR0bly06WEyaBs91v8mh4VNLQni3q1Zuyt7Ie4tuJtsauO7uM0Uo5Noy+Gjpu6lwFfKjtmfoWSKLotZQN493vsIny+/FlqZ+aSEEXusanJZyxmLHAUEw3kQ02YnLUjnleFXYyXPfy2D0DeJG6nsmzTH6ws/TF34RgZhISF1eZVWElWzn7VjUwGV752g8ztNnz7IiO5u6/Hwsl7T/qUDAbueOykp+7+lnONXXz9aS4nl/twU9QYoQFOX5+fyDO3jf7etobO2jqX2A/qEg0XgCKVOyzicbu+kdHAdSHPf1y4umeOmkCwU5C5NCvhJSSiLxYxMB19xQhBO/8wEy3Z9BVwvn/bAJNBDqRCB2OUwS075+6adTpxGAgqZm4FJvwGndRMD1UYaDP54ICqfLRBkEo6/QOfRlCgJ/gVWrmuWaFS6r8l3VRDL1xgYQih2L69NotptIRp8mGd1NbPTPSGilWNxfRLPunKDupg+6prJtexWFRQE2bCznmWeOUVaWxfr1pSiKoKIih4aTHUSjCaSUvPbqGZrO9fK+B+q59766yYk/J8eL22Xjf3/lYZ54/BAb6ysIBJwoioLDYUVKOVmR0XUV5xzmxgBut51P/cYuSssuVnzvf+8GDh5spqmpj7GxKBkZLpJJk5dfbKC7e4TP/tYt7Ny1fJKimpPjoa93jO9/7xVefeU0yypzptBD+/vH+d3fv5MdO2snP1dSkjnv31BRFbbevprzZ3t57PuvEovE+cm3nie/NJPautIp9NfrEaPRGH+9ew+PHm8gPtEILph/UDNb87gQgkKvly/csJlP1icIxVP9Fi6LFbv+9nj/zQYhBKomKK/MobwyZ/L1CxXlu+5bz46bl6PrGjb75TSkzICLksIAPX1jxOKXMwriCYPm8wM0nx/giReOU1Wew42bK6lbVUxutgfrAj0bx0dC/N1v/Ru9rRfnMCEEobEIx/ec5vBLJwjk+rBMY36dVZjBF//xk/iy02PZA6ks7J7+I+wZOLJkXYpe3cX9Bbu4M39bej320gwhBA7Nxl352ymwZ/PvLY/TEupKuzqjIU2e793Lcm8ZWzPWLAXhJC0QQpBry2CVbxkv9x1M27hxM8nBoQZuzFo/7/shmTRo6xyirWuIeDw50UwC2Zke1i1P7U8SCYO2riHau4YRiqC8KIOCHN9lgU0iadDaMUh71zCqqlBenEl+tnfyGCklwVCMxrZ+BoeDqIpCdoabipIsbGnwODWkyd7B44SN6KLGuRL59myWL9BbcaEIReIYxuKfBSklp8ZaeKp7D3Ez/ZR3n+7mA8W3cVvu5rQFR0uBC3T4ndkbyLT6+U7TI2lVH74AE5M9/YfZEKilPrAybfeIVc0i23EzsWQ/flsd+a77sWuF0x4rhMBnXU+B6320jf07prz0/p+J+aSQYd9OruvOKXvmpGnSFwpR7PNNuzcTQqCrCpFEguHowqq2VxXBaapCYY6PwhwfuzZVpQw4J4x/DcPk6//6Ak+9ehKA3EwPv/Pxm8j0T82uG2aEztArxM1RVGElz7kdm5ox5bjZsNhMrCRBOHZoXgqoQjjIdH+GTPdnUJWFVQuE0CYqi9Ncg4xfIoe7sDFteiU5vj/EadtM3+jfEkmcYGqwJgnHD9A9/McUBL6OrhWlIWs7kfG4ojQjZSTlizjt9aqoejWKVonu+BDJ2G5i4/9AbPz/oWq1CC1/kdd0ORwOCy5XqlfM6bSgaQo5ORcXQLtDJ5k0MAyTRMLg5IkOFEWwob58SoawpCSTktIszpzuoqtzmEBgcdWiiops8gsu9xdzOW14vQ6GhkLEYqnkQTgco6GhE6fTSl6ej8HBy/s5AhlOdF3l7NluDMOcct15+T7Wri1elGGw3WnlvZ/ZhWGYPP3QG3S19POtr/6MD33xdtZtr8LpWToBjsXClJLd55p5ouEMccMg4LCzviCfIr8Xu6bNKyFS4HHPOc9c8Da6lkI208E0JSeOnmdsdPr5LSvbQ/Xy6Z+7tSuL+Muv3s+Rkx3sO9RCQ2M3g8MhjCsUcYOhGIeOn+foyXZys72sW1nElrpyaitz8fucqMr8aKrSvJKlIrE5rZSvvpj9vLDWXPkd0x3Q9UQHeKLr1SWzkghYvDxY8i52ZW/Eql6//rGXQhUK6/w1uDQ7/9b8GA1j6fd9CyUj/Lz9RarcJWRZ/XN/4BrBouhsyljFGwPH0uq52Dh+nvZwLzWe0jmPNU3J62818+MnDlKQ6yMWT3LwWBslBQHuv20tkFI0furlkzz9SgNetw1TSsKRBB+4az3bNlagKgqJpMGTL53g2Vcb8HnsxBMGsXiSj9xfT/3qVGI1GI7x7R/v4VxbPwGfk3giSTgS5/Mf2UHtsoX1Pk2Hofgox0Ya034/1flr8C3AlqW7f4yzrb1UlmSTn+2ld2CM9t7Zq8ctHYOYaWjLGkuGeKxzN/2x4UWPdSUCFi8fL7ubHVl1172I1AUoQmGVdxmfXfYA32r8KefDPWk/x1gyxNPdb1DtLsVnSY+ImhAq+a77Cdi34NIrUcTsCtaqYqPY+2GSMkjX+C8x5Mw9uwILGY4bWOb/EhZlaqykKQq5LheHOrtoHBikKjNjsi9YSkkwHmd3cwumlPjtC0tQpqXcJ8TFypciBD6PHSGYNI5VhJi24dpEIEWM8UQjfZGD+G2VOPUr+/aWFlJGiSZOzONIFb/jvWS6P4UipnKP54JAQzD9QyplArkI8QRFWHHbbkFX8+ke+WNCsX1MpYtKgrE36B39Bnm+P0FbYFB+JYTiB+KYRgeKXIEQImWtkGhAGp0I9XKZailjgIYQKkIoCDUb3X4vRvwgyejLSDkEXLlpVRHoSDlGima7sE2Vpqlo2kVlNgFYrNol96ZAkvr/2ETPoM1uweuZ+hBpujrZfzg0i6DTfJGZ6Z4S2AmREjG4dEMcjyUZHgoxOhrhb/7q6cnvcwGxWJJIJEEwGJuyiQfweh1p8Ub0+J188LdvJbvAzyPfeYnWM938/VceZvWWZazfXk358nx8WR50Xb3qwNFq13F5F/5szYZIIsGrza2E4nFy3S7+9y072VZWgtPy9jfzXwuYpslzvzrKubM9l7wmCY1HUVTBPe/bOGOwqGsqhXl+CnJ93HRDNe2dQxw42sa+wy00tQ0QDEYvm2UMU9LZM0Jnzwgvv36G0qIM6teVUr+ujLKiDBz2mXvxXF4HX/iHT2AkFy4Brqrptc6Imwme69m7JNlsSGX4P1J6J7uyNy7Y9+1aQxGCKncJn654D99pepSGsfRbiTQF23muZy+/VnQb6nW6sRVCUO0updCRTVNwfqyk+WAkMc6RkTNUuotR52jNiCeSPPHScWoqcvjMB7djSsnffu8lEkmDW7elBF3OtvTxi+eO8t471rJzcyWmCb966QT/+dgByoszKcrzc7alj0efPcLH3rOJzWvLiCWS/PAX+/jJE29RVZZNwOukp3+Mg8fP89kHt7NhVTGGaTI6HiUzDb3rUkpOj7XSHe1f1DhXwqnaqM9YtaDE+JOvnOCnT7/F3btW8cUP72TP4Wa++7PXZ/1MNJakqnRxPZGmNNk3eJwjI2fS/jz5dfc7LlC8ACEEtZ4yPll+H99q/OmSBNLHRxo5ONTATTkbF2UTcimsWjZWbf73hEXNoML3BdyWWrqDjxOKn8OQYSQGAhVV2LHrRWQ7biHXdQ9WdXqqul3TuaOqiv/78m6++tzz7Cwvo9jrRVcVRqJRDnd180pLC3X5BVRnzp9hBmkKFi/FBZlhVVFIzuHJpisOyj334bNUMhQ7me5LmReSRj/x5NyTvU2vnQgU3Vc1OQpxgYY63bvGhNrp1UMIBZu+gjzfn9I59LtEEsenPc9o5BksWhlZns+jiKunIqiWDQhsxEPfBaGgKDkYySYS4YeRmFOm50TkccxkK6plNYqSB5gYiZMY8QMoWglCmfpgCcWLopViJI6SCD+Mqq9DEkcIO4pWNSEiNAtSXMPLX5rpbzcRTCJn7spMZ9ZzvsbnF85ot1tYX1eKfQbFuuwsz7T9EotVLQ2ORWg/18vIwDjD/eOMDIzj9jro6xgmOBrmjWeOceDlBhwuGw6XDZvDctV9G/U3r+Ajv/uuRV3vlYgkErQOpzLD715ezU2V5VgW2Ng9G/qCQWyajtt6MRAaj8U40tXNeCzOytxsCr3ea9aLpqoKn/qtm0nELwRhMkVLaxngqccOUbtibu8xIQQOu4XqZblUlmdz580raWzuY/+RVt46dp6O7uEpNNVQJM7Js92cOtfDE88dY0V1Pls3VLB2RSHZme4p97+iKvjTSCO9WkgpaQp28ErfWxhy4YHrXLCrVt5ffOtlgeJwLMxDTYcYjqUEy+yazntKV1PmXlxCL504M9LHL9uOc0tBFXWZRVS4CvlE+T38Y+PDNIfSq3ZuSJPne/aywV9L9TwqbNcKAYub9f4amoOdaVsbDGlyePg0t+dumdVzEVLJmWAoRlbAhW2iDSLD7+Rsc18qcSslJ852YdFVtqwvx+OyIyXs2LSMZ15roKGxm6I8P4dOtCOAnAw3fRPtQ/nZXt441EJP3xgBrxOv206Gz8kLr5/BZtWpqcihMNeXloRb3ExwcKgh7VX8ClcRpc68BV1j3fIixkNR6lem9CPi8SQWXePWLdUzigAdbGifwrBaKHqjQzzd/UbavQadqp0PFN/O9qx177hA8QIUobDWV8UHim/je82PpZ2qHDXjvNi7n7pA7ZzP3FJCVz3ku+4jy7GTcKKNaLIHU8ZQhA2rlo1DK8SiZgAzW7YoiuDWZRWMRaM8dPQY391/AEit4YaUOHWdrcUlfG5zPYFrUVm8En6PA1WdO1hMYfYH2ZBxIsl+EuY4itCxq9lYVBeGTBBKdOHQclCFjajRT8IM4tKLECiEkt3oiguL6p01s5QwejDM2WkGAgt+53uwaCVXPTkK9FTf4rSQmPOgwc55DiGw6TXk+L5Mx+DvkDR7p55JRhkKPoTdsha37aar/j6qZR0W128QD/+I6PDvgdARig/dfg9CzcZMXCErLqMkIk+QCP+YFE1WABYUfRlW1+cRyjRZDuHB4vwk0fFvEBv7q1SwjQXdfhdWz++TztvXZtPxB5xETnYyMjJVZTaRMBgcCKJPVBgXjXn+7Farhj/gJBpLcPe96ykvn77yLoRYEknvo2808nd/8BOSCQMjaZBMpvz5LkUilmQ0FmR0cHEV15LqvLkPWiAMUxKKxdEUhRW52ehp7LGMJZN885U9+O12fu/GbVg0lVA8zj+8vneyP7IqK4Ov3bKLVXmLp2pdDYQQ+KZpAcgr8HO+tZ99rzeycs38m9wVRSHgc1K/rpR1q4oYHApx8mwXbxxo5mhDB/1D45ftm0xTMjAc4pW9jew93EJBjo91q4rYtnEZ1RU5uJxXp8R3Qd023dXhmBnnhZ59S5LBVlC4LXczt+duuayiKIGokaAnMkbDSC+jsQibs0uvq2DxfHCY/zx3kCKXj7rMopRSsruEj5a9m78/+5O0i94MxEZ4uvsNSp35afdCSxdUobLeX8tzPXvTavfQGuqmOdjBen/trPe3VVdZVZ3PviOtVJZmkzRMDjd0sK2uAkVRME3JyFgEl9M2qRkhBLhdKZXvodHUOjc4HKR3YJx/+I9XJs+XSBp4XLZJemWm38XnP7qDJ146zr889Bo+j507blzOzs1Vi9aj6IsNTVCa0wcFwaaMVTjUhVkWra0tZGVlHtolCcWiXD8P3l2P1zX9WIoiOHjy/FVfqyEN9gwcoTmNFWpI+UvekbeVm3PqsSjvDKr7TNAUjRuz1tM03sGzPW+k3e/29Hgrh4fPsCv72gr3CaFgUQNY1MBVj+G0WPjgmtVsLy3ldH8/PcFx4oaJz2ajLOCnOjMTj3Xh6+6SBIsBr3Na2ulCkTQjnBn5AX2RA4DAkHFsagarM76ARfFwbPDvqPJ9iCxbHaeGv8dg9Chbcr+Jrrg5PvgtSj13k+vYOuP4UkqSRj+mnF0WXdcKcdluWpwAi9Bm/LxMU7AIqZvNad1Chvtj9I3+v2nVV5NmL4Pj/4rdshJdzQFhwer5KkLYABWEFavrN5EyCsIKCHTHB9FsdyAU38R5bBOCNbchjZRaoFDzULQSzGQ70hxAKBezNLrjAVTrVqTRO9EfqqAofoRWghDeadVQhRCo1m04tGWYRgtSRlNVRbWYC76M6YKmKaxbV8rre87y5uuNrFqVUg69QK9tOtdLa0s/xSWZ5BdM7aXRJ3znotH4tL2DVwun08qqVUWcOd3NkUOtlJdnX2YGLKXENOUEFTz9k1wilmB8muD5nQJFCGy6NiH8kN7fpz8U4khXD7dVLUNXFaSUvNnWzmMnT7G1tJi6gnx+8NZhfnT4GH+cmYntbfAmvBIzWRxJmXpveOjqLCGEEFh0jbwcL7nZHrbXL6Ozd5RDx9p4bX8TjS19BEPRywLHWCxJ8/kBWtoHeXZ3AxUlWWyrr2Dz+nIK8/1olzwzUkoGOodoPNTCqu01uP2pBE0yYfDW88fY/fAbqLrGjvdtZt2uFWhpEFCTUnJmrI19g8fT3jsFsMZfxXsLb8GqXB78+C12fnvFjSRMg38+9ToPnXsr7edeCihCYb2vhgeKbuH7LY+n1VZDItk/dILto+vS5pGXbgghKHPms8xVxFvDp9I2bjAZ5q3h06z2Vc2q4qmqCnfuXMGJs9089PhBvG47t95Qw23ba1MtDQicdiuRiTUJUvd4NJbAMEycE+0JToeVojw/X/3c7ZdVz8RESxGkAqKaihzKizPp6h3llf2N/OvDb2Cz6txYf/XemFJKjo00pj05k2n1s9ZfteA5X5mY1y7AYbdQmOvDZtFmXNOd0yg0zxdSSrojg7zYu59kGpkMgpRi770FO7Bfx2I2C4FDtXFP4Q7OjLfRHEpvYB03E7zUu59NGStxaLbrWol5PtBVlbKAn1K/b6LVSi7a4mqJKot2dG3xm2VFWMh37qTQeTNWNYOYMcRbA39Oe/B5qn0fRVdcBBMd+Cw1hJM9KMJKMNGBSy8gbo7gUHPm+KPLCRXU2SugDss6LGo+i5FnS1EmZ/q5zStU/fw84wAAIABJREFUkBYHgY7f8QDjkd2E4/unPSYUP8BY5HkCzg8ihIZmrb/kXRXVsvqy41W9Zup5hAVVrwK96opjlwHLrjjWhqpVgDbVnHTW7yIUhJaPkmbxm6nnEWzdVsmrr57mhedP4PU52Lx5GVarRlfXMD9+6E1i8SR337MOn29qX11Wlhufz8Hhw23s23uOkpJMDMPEMCWFhQF0/eoSDaqqcMutKzl0qJWHf7qPSDTB+rpSHHYL8bjBwMA4Z053ceOOWqpr0l+ZezslCZdiP+iw6JQF/DT09tM0OIQhJVqaTjQWjTEajbIqNwchBOF4nKfPnCXgcPA727dS6PMyEA7z8rlmhiMR8vT09dXNF1IyVeBGSvr7x3nx2RPcee/6RZ9DCIHVqlNWlEFZUQbvumklLecHePNQC4eOnaetY5BQJD4pXnNBWfFoQwfHT3fy+HPH+Iuv3EdJ4eWVtIPPHuXf//hn/H8/+RIrb6hGSsnR3Sf528/9K4lYAkVVOfLSCb74j59kw+1rFh1QxMw4L/UdYDgxvUDXYpBjDfCh4jsIWDxTrT+EQBcqCgJtCSyElhKqonJLziZOj7XySn96g9zRRJDnet6kxlN63arFOjUHGwMrODbSSGIRugNX4vDwae4p2EGubfbq8qmmXuxWnf/1yZvweeyoijK51ggBy5fl8tyeUzSc62bj6lJAcqShA9M0qalIqSOvqS3gpTfP0t03Rt3KIoQiMAyTWDw5uY+LxhIkkgY2q05Rvp9337SS/UdbOd+1uCAvZER4a+gUiTSrf67yLSPXNre39Fy4aVMV29ZXzOpDWZofYLgy/6paDUwkr/a/RUd4KgtsMcixZfD+olsJWLzXZaLlaiCEoNCezV352/hu06NE0ygsBXBqvJUz462s89Vct0rMc+HS5PCFAkJKTmbxX2hJgkWH3YLbZSMYiacqjFd5nQIFl17IeLyNwdhRkmYYBY2oMYAqrLj0IoKJDkLJLgSCLPs6RuNnESiowoZNm6uB0yRpDM5xjI7dsgohFrdYCWauLCIlUqavepMywc3B73yASOJYqkI45ZRRRsOP4bHfjq6+vaJC1yt8Pief/dwtfPc7L/Pzn+3niccOoWkK4XAch9PKRz66jR07p1KDhBAUl2TwrjvX8uQTh/nG15/E5UxRVnLzvHz1/9xLIHB11NULY3/+C7fyw//Ywy8ePcgvf3EQXVMnVVwDARdbb6iae7CrQF5JBnd8cPOSjH0lauvK0j6mQ9fZUVHG7qZWnj3dyLtqqliWmR5/KXOiquuxpjK3bSOjHOro5o6aSgq8HlQhKPX7GIlGiSXTL4U+r2s0TZ598shlAjeQss7YuLmCm25dkbZzXfhNnQ4rK2sKWFGdz9jddbScH2D/4VaONHRwvmOIYPiiGJNpSgaHQ1N6HgFOH2wikOsjtzQ1P4XHIzz5nRdQVIXf/7fPYrVb+Kff+QG7H36TVdtrsc3DsmYmSClpDnamtUJ0AbrQeFf+NqrcV9/GcCmklISTcc6NDdAeGkECBQ4vVd4snNrlIkKmlIwlopwPDtMZGiVqJHBoFsrcAUpdASyqNmXs8USMUyO99EbGcWgWanzZs1Za7aqV9xXdwtnxNrrT7Il2bKSRhrFmNviXX5ebXkUI1viqyLL56YqkT6ClOzLAqdEWcmbxwpNSoqkKzR0D/Nm3nsaiqWiaSnV5Dg/cuY5Mv4sVVXns3FzJDx7Zx8Fj5yetze66aRVlRan90ZraAm7eWsV3f7qHl/dmY7fpDI2Gyclw88n3b8Fus9DY2scPHtlHYZ4Ph91CV+8o0ViS9SumtwSYD6SUtId7aQxePYVzOthVK/WBFVjTQL10O+emsW5aXUr9qqt7tgdiw7zSdyitTAZdaNyeu4VqT3rmm+sJilDYnLGKPf2HOTxyJq1jR40Yr/YdYo2vCnUGMcrrHaaUnOjtJW4YrM7NxaqlL8Rbsp7Fj9xTz+h4BL/HgdN2dT0HEaOPhqHvEjX6cepFaMJGwgxNRM8Cj6WMztDLjMXPYVUz8FuX0xfZj4KOQ8tDE3M96BLDnD0zpgg7Fq100Q+dEHP0LJpXRweb+XwKLtsNWLUKoonpxYMi8ZNE48fRbLv+y00q9ZsqKC7JmPQ8DARcvPvu9dQuL5hQHIX160sJBFy43Rfvk+KSDH7/D+7i+PF2mpv6iMeTZGa5WbmyiNKyzBmFaSwWjQ8+uJWVq4s4e6abSDiO3WGhrCxr0r4DoLAwwH3311Fdkz/FzsJq09m5azmhYBSX6+LGVwhBTW0+f/jlu2k41UnTuT5CoRg2q0Zuno/KylwKiy7nuPv9Tu66ex2ZGa55i+lMh+q1JVSvLbnqz19rCCHYtayctzq6ePzkKf7vC7v5zJZ6anOycFks87Z1mA4OXcdpsdA+Oko8abC7qYW4YbCjrBRtgoafMIwUu+EaPV6qqvAbn7/lEoGbidc1BY/HjpoGBshMEELgddtZu6KI1bWFjI5HaOsY5PCJdg4ebeNMU++0QeIFDHWPkJHvxzXRc9l87DwNexu5+UPbqLt1NdI0WbNzBaf2NhIJRhcVLCalwWv9hxmOj131GDOh1lvGruz0KBFKKekMj/Lt02+wp6eZpJnq3lGF4IacMj5bewOFzovCI72Rcf7i6AscG+oiaZqAxJAmDs3Ch5dt4EMVdVgvCRj7okH+5vhuXu1pQgBWVSPf4WVdxsxCSEIIShy53Jm/jf9oeTKtFbaxZIhX+t5ihacCh7aw/rO3C7m2DFZ6l9Ed6U/blj8hk+wbOs7WzNXT9mxKKWntGOKlN85w782rKS7wI4TCeDDKo88ewe208uH76rFZdT509wZqy3M5ea4bRQh+80PbWV1TgD6xLlgtOh++r57VNQWcONtFNJZkVVU+a5cXTPYjFucHuHlrNe3dwyQSBtXlOXzong1UFE+vyjgfmJgcGT7DSDy9lfxCew7VnsXv2eaLq20BkVKyf/BkWpMMkBL2uSmnHjXNvtXXC7y6i105Gzk11pL26uKx0XP0RofIt78zCyjRZJLvHDjIWDTG3737zus/WHQ5rNyza9Wix+kL72cwdpyNWX+Ez1qNxCSYvKi85tZLSJjjDESP4rfW4NKLaA8+y6hsxGOpQBGzB6kSiWHO3pivCCu6unhxCoEGM/QfSEyMOfomrwaamovTuploooHpND5NOUYw9iYu23YWaktxveOWW1de9u+cXC8f/8SNl722Y2ctO674nBACr8/Btu3VbNtePe/zCSFwOCxs2lTBpk0zU20rluVQsSxn2vfsdgv3v2fDjON7fQ62bKlky5bKOa8nO9vDx3/9xjmP+6+CsWiMX506QzA2dfFQhCDb5STH7eaN1vOc7htgeU4W5RkBfHYbFk2dla6e63ZxZ23VlD7sHLeLyswMfnToKOcGBnm+sYm6wnyW52QjhCBpmrQOj+CxWS/bkL/dcLpsqKqY1qT37YCUEsM0iceThMJxEgljXptqoQgEAkURJBMGB549ipSSrfdsQNUUpCnwZroJj0euynLj0uvrjw1zYCj9itxO1cbtuVsIWHxpGS+YjPFPDXt4taeJj1Zu5IacckCyu/sc/9F4EFUofHnNzTj1VODs0HSqvFlszi6h1puDS7fSGhzi70++yvfP7mdTVgnL/an1zTBNfth4gGc6TvFA2VruLl6Bqii81tPMw82HZ+2pUhWV7ZnreHPgGA1jzWn5rhdwdOQsraEuaj1l12VSU1c16gMreK3/UFrVLBtGW+iJDlLsyJ32ex9uaCccTfC+O9dNVsASSYMDx9oYHLm4n7DbLGytK2drXfmM57JZderXlFK/pnTa971uO+/amT4WAsBYIsSh4dNpFStREKz31+DX06NquVRCWpDqTX2l/y3MOdqgFgKLonNH3hYyLCll6dFQlJHQxRYEp81CpmdxHtHXGkII1vmqKXHmc2a8Na1jD8ZGODpyljx75juybzFpmnSNjbMsI4BdT++e/pqbPEkpLynBS6SUkw+mIeMIBKpiw5RJRmKnGImdIsuW2lBb1QCKsDAcO02J604cWg5JM0rcGCXfuWta0ZQrzj4tRfNSCGFFURavfimEZdbKomGmP6Mt0HFYNzAc+smMIj7h+EFMGUIV6dnM/A/+B9cCo9Eo3917kK7RaZ4jIVCFwJSpmWYwHOa1ljZea2mbcFeZfVmoKyzgjprKKcQUh67zifr1fP3l13i84QzlAT8f37AOtzWVpArH4xzt7qE84MdjuzYiA9KUPPvkkVQCZOfbKxRimpLh0RBnzvWy70grx0910t03Sigcn1F451LklWVz9JUG+toHiUfi7HvqMFV1FZSuSKlxGqZBNBhF01WEsrjvdXj4DL3RoUWNMR2WeytY769Jm3XK8aFuXupq5N6SlXx02UZsWmpDUOzy0zjaz8vdjTxQtpbVGakeb49u49PVW9CVi/6nFZ5MusKj/NWxl2keH5wMFnuj4zzXeYZqbza/WbuVTFtq3VvmzuTcWD9Ptc9O0c2werklZxNNwY60GtUPx8fZN3iCSnfxrIIv1woCQbW7hCJHDmfH00epvGBUX+yYPlmdk+lhYDjI07sbKC/OIBZLcrKxm/NdQ9y1K72BXbpxgfbdFupO67ge3cU6f01aBBYBOntHePVgE1vWllFakJ72hQs4Pd5Ka5q9XMuc+dQHVkxe58vHm/jJq0cIxxNE4wluWVPJH7x3Z1rPeS3gs3ioz1hB4/j5tAbbSWlwaPg0N2VvvG5VmGeDIgQOXUNTZrbXuFpcs5lXSpO+yAHaQ88TSfQQTvZwcug7OPVc8h07yHNuJ9O+jo7QCxzq/wtsagAhVALWixUji+pBFw6CZgSHnocm7Di0bPqjR3Dp8+PST6cWeimEsM4S5M0fAhVlRlqsiWEOIaU5jwB3AecUAptejap4MY3pg8V4soNEsgc1TZnv/8H1g1gyiaook5TI/7aQEmMiOFGvZgKd0ZpTsKmokH+8/930B0PketzkuFyTk7SqKHyqfgN5bheONGf55gvTlBx48xwbNi9MWOpqIaUkEk3Q1NbPmwebeetYG22dQ4Qj8WmtyISAgM95mQLhBdTfsZYXH9rDX3/q28TjCQY7h/jQV+7DMaHQGI8m6GjswZftRZ9FgGIuRM04bwwcSeumA1K9U7uyN+DW0pPJN6Xk5HAPoWQcn9XOmdG+yfck4NStDMXCnA8NTwaLQgh0RSViJBiKhQknEyRMg7hhYCKJGBfXv+7wGH2RcW7IKSPDevGabZrO+owinuk4Pev1KUKhLlBLRW9hWquLEsmBoZPckbeVPPvlOgSxZJL+YIhstwt9CTZI84XP4madv4Zz4+1pq5RJJHsHj3NL7qZpFS3rVhbzkfvq2Xe0lb1HWtA1lZxMN5/78I3UrZy/Hc61QFIaHBxqIGSkRwX+AirdRZQ689NWFTrZ1MNDTx2kIMdLacHV2xlciYSZ5I3+o2n1lhQIdmVvwKNfLG7cUFtKSbaPtr4R/vbx1xiLpNejsLVvmJPne7h59TJslrdvjVOEYIN/OY93vpJW2xqAc+Pt9MaGZkzSzIakGaQ7+CTJieKPx7qKgG1zenrVkYxEDxE3UrRlq5qLx7oS5ZIEmk3T2FBQwL6ODkYiEXLd6RPVu6ooSErJcCTKy2ebOXi+g7FoDJfVQl1xAXevrJln+VPg1AsocOwEJBV8YOLxFrj0IgA8eikbs7/GeDyVrXNbJoxS/3/23jtOrrO8+/7ep0xvO9t7V1/1ZhVbLtgYbMA4YAihkwRIwvN5EuBNSHtS3yckTwIkpDyQvCQEAqGDMbjLli3JsorV20pbtKvtO7s7fU653z9mtdJqd7ZpVpIT//6w9dk5c597zsy5z31d1+/6/azsF6Ggs7TgQxhWFJdaiEBhaegD1FoP4Z2jeqacpb8ib6VooaAoU1U0r8CyR5EyfcNCOtdDU8LoaiWGNX0Gy7KGMazLOOXS25Li8wYWBsOy+ObJY6wrLWdt2WKopN5eKPZ6+N9vvX9RhGQCLlfOTLWqKFQFg1QFpxrKex0O7m3KTf26KRBZ+5Ub6VudDVJKDNPicu8oB4928NKrrbS2DRCNpyYUUCdNSWSpcY21Rezc0syW9fVUVUy1o1m1Yxnv+ezbefabLwHwrt96iM1vXjvR6zvcM0JfxwCbHliDO4cH2lzQGe/hQp49zgAafVWsCS3J27pqSZvBVJykZfD3p17mK2f2TXrdsG0EgrSVvQeuiNU8fukkT3adYSAZQ5LdaEWN8U3qNV/PWCaFJSVFLu+UOYedHpQ5PAvDjgA7i9dxPtqZ197F7mQ/p8YuUOYqnDS33rEon/3xkxT7vNzd3MCGqgrKg34cqgqzMAbyCUUobCls4ec9e/O6eb0Qu0RHvIdlgbpJfxdC4HJqPHDnCu7dtnTCD1FVFTT11gXNc4GUkuHMWN4FSnShsTG8El8elXPHYilURaG0aKqK8Y2gLzXE8dHWvBr0lLkK2RheMelvxUEvxUEvhX5v3q2bbFuy70w7e062s2N5/U0NFgGqPKXUeSs4OnIur+OOGGOcHWun2l067+/ctKN0jn6NpJl9ntQE3k/YlT+BwO7od+mLPwESgq51rC7560mejJqi8OiqlbQODfO1w0d475rVlPl80zJbVEWZF+NlQb+epGHydy/s4wfHTlFbEKLI52UsFSU8GJmuNW5aCCHw6VUzVgCFUPBoZXi0yRG+R7va8xV0TM6Y+x11+Kmb82fJ1Ud4BVIazGatMccToYrcPHrTHsaWCRTyGywqwoOmTt8jByBJj9uHZEWD3sDrG1JKDNumNxbl+faLVPoDRDNpBAK3pqEqWT/AtGWhCoEiBGnLQkqJrqroioIEkqaBU9VQx5v3bSlJmQYOVZuoVF4Zx7RtVCFwatqslM7FgkvX2VyzcGW+/6pQVYWd9yxn/0vnWb+pnlB4ciCgKGJBgWTWo9ZmOBLn1Lke9hxo5ejJLgaHYxMb1+vhdGiUlwRZv7qGnZubWNpYim9clGY6hWGHS+eRTz3Ife/bgQQCYR/KNV5n4bIQn/7qxyksD6Et0JpGSsnByGliZn4rHJpQ2Va0hqB+4y0MVyAAXVHxaA5+Y8UO1kwjOiMQ1PmymwdL2vzr+QP8y7lX2FXexIeaN1PuCeBUNfb0XuQvjj07ec7jAjyGPfV5Z8m51cuuVBd/1vMynYne2d8wR5jSYv/gcbYXrcN1DT2s2OfjlzauZff5Nr667yBfkZJlpcXc2VjHmspyKoJ+nJqWNxrwTKjzlLPEX8Orw6fyNmbMTHJg6ARL/LVTPkNWWCUrrvZ6w+mxNnryLOxS7CpgbR6TMwABnwtNUzCt/LEOpJQcH21lMDOStzEB1hcsp9hZcEOej7aUZExrIsmnqwq6pk4aU0qJYdkk0hlePddFxjSJpzOo6jijRii4HNqU91h2NqloS4mqCByaNkXkT0pJKmOiKAKHpmLb4/ORElVVcKjqxHucis6a0JK8B4sZ2+TU2EXuLtmItgDau8RGYk38O18QCJxqEbbMUvyTRicZa3hSsJi2LF7u6ERRBN86downz5+n1OfLJs+uw8c3b2Zb7dwZCAtaZXpGx9h9vo0VZSX877c9QInfi2FZSMktMZ5eOAQKM/OSbTLjAeONn0lVc3smmdbAeF/hzL5K8z6vcKEpM1NMDfNKsPjfARIpbcAEaZJNBEheH59fBTE1638t0pbFN04c5aVLHRzp7SGSSvLvx1/DoWr89radNIULsaTkK0cOUubzoQrBM20XiRsZ7qtr4D0rVxNJJfnDF5/jY2s3sL4sW6Hvj8f505ee50Or17OxohLTtjnY082Pzp6mJxbF73ByX0MjDzQ04VS12zqz/d8JUkrisTQdbQP80e98h9q6YnTH1QfH0hWVvPUdc/datGybsWiK1rZ+XjnSzqtH2+m6HCFjTC9+oiqCUNDDyqUV7NjUyNpV1ZQU+nMaXF8LIQSqKgiVTK3aAngCbhrX3JhSb8xMcjRyNq/S9QCFzhAb8mz3oAqFOn/BuEqpzoaiatQZ2haiRpqnu89S5Q3xm6t2Ue3LVm9tKXlBXphyfLHLi0fTaYsOYdgW+njwKKWkMxbBlnPb+JQ6w6wJLeFSoi+v1/V0tJ3e1CC1nvKJ6+px6Dy8ahlvXt5Mz1iUo9297Gvv5N9efQ37lcM0FxexvaGGtVXl1BSEFpWS71QdbCtaw6HImTlfq9kgkRyOnOHhyjspcORHtOVWw5Am+weP5dmEXtASbKJ0Fl/K+WJFQxmFQS/HznaztK5kQkH2RpCy0hyJnM2rt6RbdbKpcMWCFVBtKWm9PMiLJ9s40dHL4FgcXVWpKy3g/nVL2NRchTYecHQOjPC9vcc52z3AsfYehBD85ld/MrGmL60s5nd+4e6JayWlpGtolKeOnONQaxfRZIbSkI8dK+q5u6WRgMc5cT8n0gZ/+f3d1JWGuX/dEp48fI4D5zpJpA2qi4K8/+4NLK3KKpUKIVgRqMepOPLaIw1wMdbNqBGj0Hl7tWc51Ks0fFMmSJm9+BxXPc0zpsWLbe20RyKU+7IU1NEc1OPUPFlY847srlBQE4bB0pIiygI+dFXNq0TrzYSizNxPImVmVsXUOZ4JTcnt+2jZI5jWIA4tv70GQijjn1GQKyAyrIGcr73ekRXSSIM9jLS6wewAuwdpDYKMgEyDzAD5e3AtGtR6lMDngNxiKbqicFdNHVX+AG0jEd61fBXryspRhKDiGv765egYz7dfZE1pGQ82NZOxLIrcHlRFIWNZtA4PEctcXYAN26I1Mkw0k0ZKyamBfv5q30vcWVvH/Q1NXIgM84+HDqArKg82zq7WejORyBikTAO/04k+TYZtNlzJuJq2jaooE9XW1wOkhJFInIbm6dkFcwnarvQhdvVEOHSsk32HLtLaPkA0lrv/xetxUFdVyKa1dWxdX099TRFul37bXbfLyX66kv2zHzhPLA/UUebKX48TZDdHG4qqqfOH+UH7MVYUlLE8WIKuqJjSJmqkGcukqPOHJwI9AEtKDDvLHrCkpD02zM+6Tk9hAFR6QywLlXJkqIuDA51sKKpGEYJL8RFe6L2Qs2J8PTRFY2N4Bc/1v0o8jxXbkUyU02Nt1Hqm0up1VaWmIER1KMgDy5vpj8Y43tPHC61tfHnPK3gcOl9451tpLMrvd3I9WoLNlDgL6E3N5t88d3Ql+zkX7WRL4arZD34doC81xOmxtryO6VIdbClsQVfyuw8tLfLz6P1r+eGzR9E0hU0ra/G4HVPuHV1TCQXcc1rf+tMRLsQu5XWeFe5iGryVC68q2pK9Zzr46cHTNJcXsba+gqRhcODcJV4518mfvO8BNjRdZe4UBbx4nDoXeodw6Tp3rqzHOU5DLQv5Jqp/Ukra+yN8/nu7uTw8xrqGChrKnHQOjPB3j79Ma88gH39wK75xAThbSjr6I/SNxjjT1U/fSIzqohCWbTMYTWDak/dpZa4iCp3BvNuP9KeH6UsN33bBon5N4ceWaTL2ZFE2n8PBH913z7TskOtR4J4fi3HOd9ZwPMGeCx0MxOKc7R8gkclw7HIvX9q9D0UIdE3lgeXNNBdnMztSSiKJJGf7Bzk/MMRoMoVDVakJh1hfXUGJb2qFRErJSDLF8cu9tA4ME0tncOkalaEAa8cpJVfeI6Ukls7O4UzfACnDpDzoZ0N1JVWhwJzUsAQKmjLzw0PKDKadD6NhBU3N7d1iyyRpsw2Pc+5Z/rlC4GCmYDGrxPpfK1iU0gZ7AJk5gMzsQxrHwe4DOwbkNwt106BFQVozsoVVRaEpXIiqKLg0jfpQAS0luRu1P7FhM8WeqwmTuTxsJPB461m8Dgdvqm/MerH5A+zrusQTrWd5oKFpYUIyi4THT53hJ6fO8j/v3Mb6qrn1Ml9BPJ1hf+clDnVdZjSZwud0sKK0hDtqqymeZg273aAogkce25JTfXQmep5hWvQPRjl2uptXDrdx8uxlBoZjWDkoWZqqUFoSYN3Karaur2fFknLCIe+cAtLpIKVkbCjGqf3n6DrfSzqRnnaZ8oe9vOmX7pwQvpnP+KfGLuadgqoKhU3hlWhz2Lha0ubo0GXaokPEzDSHh7pI2yY/7zpNR3QYj6bTEq6gwZ/t1avxFvDJ5Tv4mxO7+cwrP6IlXE5AdxEzMnTGI1R7Q/zJhregO1R8upM7yxr5eutB/vzoM7QUlJMwMxyL9BDUXXi0yawan+bgg82b+cNDP+MPD/+cLSW16ELl3Gg/fn1+9i+Nviqq3CWcjXbM+/rlwpUq25tKt+Skh9lSMpJI0jE8wtm+Qfqj2QpJbTiE+yawnoqcIdaEltDbu2/2g+eIlJXm1eGTrC9Ylvdg6GZDSslrkXMM59nPtNpTxlJ//v2AD526xLP7z9LdP8rf/8ceQv6DOB3aFC2LJXUl/P4n3jxr5VFKyfloZ979XFcEGiYJ28wXiiJ4aNNy7m5ppDjoxeXQsWybPSfb+INvPMXeMx2sb8wGo7UlBXzgng3EUhl2H79I0OvifbvWEfROXX8zpsV3XjpG58AIv//YvaxvqkJXFUbjKf7x5/v56aunuWNpLduW1056lr528TJv27KCTz20g6KABxtIpDL43ZMT5UHdR7mrKO/BYtJM0xHvue3serRrnBlsaWDakz1KFUVQ4stf68Okc8/1wIFYnB8fP00snWEslc76eYxG2dvWiSDbM7SxpnIiWEwZJn/13Eu82NqOU1NxqBoZyyKaTrOqvJT/9eA91ISvRslSSk71DvB3L+7jyKUeNFXBoamYlk3KNPnEjs18YPM6VCGQQO9YjC/v2c+eC+24xnsSYukMJX4fv37nVu5sqptDwChmDOCy80phmJfJR0+frhYjhGtauw4p06SNs0hpIfJupjpzIJjLVuN1CSmRchiZehI7+UMwz4BM3OpZ3ZZoDBcScs2yLjn5AAAgAElEQVQtGyqlnPgZSSk5OzTAuaEh/teLz00cE01nWFJYiI2cYjORC/3dEbov9iOlJFwapG5p/sV4eqMxDnR20REZYW1lObF0hrRp4tRUfA5HTv/BsVSaL7/8Ct8/dpLRVGriLvLoOhurK/mtXdtZXrJwU+qbgStUzoXg6Kku/vafn+dy3wipdG7Kit/nYmlDKTs2N7K+pYby0mB2Q3UD10VKSaR3hH/4ra9z8OljZFIGSo7PUdFQyvZ3bJp3sJi2DU6NtWHlkQ4HEHYEafbPjSFi2jYv9Layt68NS0pM26LOF+bY8GVORXpRhML7gHp/IYJsMujeimbK3AGe6j7DseHLdMYi+DQnqwrKubu8Cfe4nYYmFD64ZDN+3clLfW282HuBYpePR2pbWF9Yxd+ceIGg8+o1E0Kws6yBP934Fn7UcYJTkV6CDjcPVC1jXWEVf31iNwWO3CJt1yKo+1geqOdctDOvVNSLsS4GM6OUXUM3tGyboXiC030D7G3r5Gh3L9F0mspggB0NtWysqaQuXIDPufhS+JpQ2VLYwgv9h/JmGC6RnBhtZSAded2ahV9BykpzYPhEXpWHBYKNBcvz2h98BZmMiWVLmmtLZjyuOOyb0+7QsE1Oj7WRtm+8tekKHIrO0kAd2g3sG4UQFAW8FHjdjCZSDEUTGKaFpio4dY3haGJBO+ChaIL9ZzupKgriduq09V2thFWEAyQzJicv9bF1Wc2kBHPQ4+Kdd7RQHr5aIJquxU1VVGq95RyKzGzrM18Y0qQj0YMlrQX1LS4WxKS5WNgyf2q6s2HOV6GxuJC/efStgOTwpct89kdPcv+yJj511x1oqgKISZk7p66xubaKTTVVLCstIuR2E8tk+M/Dx/n24WM8fvIsn9y5ZeL4vmiMzz/zIid7+njvhjXcvaSBoNtJPG3QGRlhZXnJRBY8lTH46r6DvHC+jY/csZFdzXU4VI3Tff18cfdevrB7L9UFQZqKZ+OvK+jqzJtTiUHG6hoP4hb+oxFCoCklqMKPOa23o03SOI0tY6hi+h6dhSBLoUsyk0iPxEAiJy0EmYzJwFAUp1MnGktRXhJkYDiGIqCsJIiqKti2ZGAoyshoAo/bQVlJEF1XkVLS3TNCMOAmnkgzOpbE73NRWhyYqDLYts3AUCz7Xo+TspIAuqYSj6fpH4pSVV6APi5akcmYdPVEqCgN4XLlVtyS0gLjCHbsH5DGAZD5rRj8V4OeI0i6kjW9thqVtiysa/pwVKGwrbqG/7HpDq59hDg1FW0e9i97f36Mb37xSUzDYtc7NvCp//fd8/wUc4MtJUcv99I5MsrBS93E0hm8Dp1V5aU8smoFzcWFk6psUkqePX+B/zx6nFg6Q4HbRdjjIZbJMBCLs+diOwCff+gBCr1z20DfCkhb0tkxSHFJAI/3alZWSklkOI6UksKi6eW1BwajXOycnlWhaQpV5QVsWVfPto0NNNYV4/c6x0U38hM87/nhq+x7/BAb71/NjndsxhvyTDu2y+PEXzD/jeKIEaUznj8Rliuo81ZQ7Jyq7jodHIrKry7bxkeWbMl5jFPVJ63NmqKyOlzOioJSUpaJLW0UoeBQVBzX+CkKIShyevno0q28r2ljViRCZBkHAsFfbH4YhzJ5g6krKneWNbK5uBbDtlCEwK3qCAFfvOMRHHOsbClCYXVoCU/0vEwmjxvjofQonfGeiWAxkkjylb2vsr/jEmOpNDUFIe5f1jQeIIbwOhwoN5E2LoRgib+GGm9ZXj0X+1PDnBi9QLmr6LZOTs2GzkRv3pWH/ZqHTYUrF+W6bFvXwKZVs1csFUXMiUERNeOcj+XvdwHZxEy9t+KGPr8tJee6B/jh/pOcutRHKmMiRLYyOBJPZm2PFhAtDo3FGYknuTQ4wm/804+4doqGZZM2TMYSWdXsay9fYcBLUWD69f5aKAiqF2BxMRdcTg6QtDL4b6NqvmVfW9gRXP+F2FIylkphTqNCfj38Tse82gfnfKSmKBPG0h5HlrPtUFX8run7gBQheNuqZZM2D1JKHlvfwjNnWznZ04eUEiEEUkqeP9/Ga109vGfDan7tzq04r1FgaqnI9ttcOfZs/yBPn2nl3qWNvGdDS/bhJwRlAR/dI2P8n+de4uWLHTQUhWdVQdPVCoRwI2cILNJGK7ZMzKhmOhdoajGKEgB7+pJ52jhHxuzC7chjsIiBZc+iujXN72pwOMbf/NMzFBX6aesYYEljGSOjCSKjCT754V0saSzlZ88e59k9Z3A5dQzDYllTGY+9YyM+r4t/+Y+X0DSVZMognTYYHUvyzreu5013LceyJD9//gTPvXQWXVNJZwzWrqrmve/YTGQ0wZe++hwffs82WpZnaQ8nz17ma9/eyx/85kM5gkWJlAYy9QR27Itg/XcS7JkeqhAgIZbJYI3z16/fNOW6M3RVwaXpdIyNYkuJLW1O9PcRHe9hFEKwobyS59ovIoGq8V7IrHT//BAdiRMfS2ZVz1L521ROh+8eO4Fp2ROeiwCvXupmd2sbv/emXWyrq5lYL+IZg2fPXyCWzrCkuJA/euBeagtCjKZS/OD4Kf790FH2tney+0Ib72zJr5BJPmFaNv/yD8/x2Pu3saKletJre184S2/PCB/7tXvnNJaiCMJBLy3LK9h1xxJWLaskHPKgLpJU//E9Z6hZXsnH/+oDlNbmf5PclehjOJOPfvTJaAk2zTkbLYSYQged6/t0oU7qTcx1nCZUfNMc59On730WQuDWdNxMXmv9+vzsSeq85RQ6gvSk8tHGkYUpLU6MXmDTuPF4ImPQG43xlhVL2VpXTX1hAW4tG9zeqnsyoHvZHF7F+eilvFVV07bBweFT7Chai0dbuE3MrYQtbQ4MnyRq5JfpszRQS800faz5gK6peRG1uYLLyUEG0vlVQa1wFxO+gT2jlJL2vmH+4BtPkTEtHtuxmuXVpXhdDgZGY/zBN55a8NhX+py3L6/j0W0t6NME1GUFUwXP9Hk8U4qcIVyKI2+V/CvoSw2RsJL49dsjGSylJJq5WkEVqGhi8tximQyfe+oZ2iORGccSQvCZnTvY1VA/5/MvasgsgZFkip7RMUaSKVKGSX8sjmVLUoaJlFnPLcOyONbdi6Yq3Le0cVKgCFMX/bP9A0QSSUzb5vlzk81/e8digKBtKIJhWTNGzkIINLUUVQlizmAOmzYvYtoRVOXGgkVVCeLQqsmYU5XoIKuIGk8fwKUvR8yjOjMTbDuGYfXMeIwinFM4+FJCNJbifY9uof3SEE+/cIrf+dSDfON7r3CxfQCHrvKjnx/lkx/eRcvySnr7x/jSV57lpVdaeeDulaRSBhkjxWd+7QFCATf/+eNDPLX7FHfe0Uxn9zCPP3Wcj75vO2tWVtPeOchf/v1TtCyvYs2KKpobStjzSivLm8tRFMGL+8+zYmkF4YLpxYikNJGpn2BHPw92/oQFXs8IuVw0hQv5t+Ov0T4aQVNU3rZkGaXe2SswBS4326tq+MaJowwm4kgJp4cGcI4nhQTwjqXLOdJ7mc89/zRrSrOZvc7REX5h+Sruqqmb8zwTsXTOfrp8I2NaFPm8NBaG8Tp0oukMFwaHuTg0zP/Z/TJNj4Yp9fsQQhDLpGkfzj7U721qZF1lOaqiUOT18PFtm7k8FuWnp87y9LlWHl65bFpp6tsFpmFN63doS8nw0MyecEIIvB4HDTVF3LGhgTs2NlBTEUbTFt/LzUgbFFWGCZeF8n4uKSWt0UukrPxuMNyqk2Z/zRsmREChI0i1pzSvwaJEcj7WSdJK49FclPi9/O79uwi6XbeN8JSCwvqCrH3IUB6TEWfG2ulK9o3/vm7955wvRowYRyJn80pBVYXC9qK1OJWb6/G3EEgpaYt3EzfzGyzXeStwq7lF7+aCwxe66eiP8OlH7uLR7S3ZmpUQmJad0zZEjP9HytwpkbDfg9/txDAt1tSXE/DkN9EhhCCo+/BoLlKZ/K7lUTPBYHok7wq7C4GUkoTZwUBi98TfVOHCeV0bnQIUuF3EMpODSHtc46V7bAzDtthV30CZf35snEULFlOGweMnz/KDo6cYiifQFGXCN2UkmQ3M5HhdO21ZjCST+BwOCjwz91DZUjIUT5KxLH528hzPnp0aeHkd+rif3Ozz1NVSdKUE08pNRzKtQdJGKw615oYeRopw4dKXEUvtnvZ1SYZo6llCnrejqflRbTPtATLmzLQHRZk+c+L1OCku9BNLpCkK+ygM+/B4HGQMk9a2fnxeJ6uWVqBrKlXlIZobSjl59jL37FyGoiisWVlOaXE2wG6oLeKVwxcxDIu2jkFi8RQXOwbp6RvFMCwyGZML7f1sWF3D9k1NfO1bL9PTP4quqZy/2M8nP3zXtNdeSonMHMKOfvGNQPEa+B1OPr11Oz+7cJ7eWJRij3dCZl8AmyuqEOM+i9dDV1V+df0maoJBzg8PUezx8j823cGRvh4q/Flz4gqfnz+7+03s7mjj3FB2M7itqoYVRTP3dlwLKSWpRHpO9+lCYUtJxsr2pK2rLOfTd+9kWUkRLk0jaRgcvdzLXz7/Eqf7B3ils4u3rVwGZCty8fGHT1UoMHGdhBD4nE7etKSJZ89fpG04QiSRpHSeC+9iw7JsLpzrZXgoxuhIgjMnu0kmrj5MMxmTfS+eZdnKqV59V1BY4OPtD6xh+6ZGljWVEvTPrb81X6hZVsHRF08TG4kTLsuvKl3aNriU7M3rxhWy/YrXG8f/d4WmaDT5azgwfDKv4/Ymh4hkxvBoLvqiMf7quZf4jTu30lh06zd1kF0jqjwlLA3UsXfwaN7GHTHGeC1yjkZf9W0lIDYXXBF26cqj9yZAqbOQVcHGRb3fpJQkkhnauoe4PDCGbdvcsaaeoN9NxrBIZwzcLsd4O1ZuZGyDi7GuSe0cNwpNqFS6S26oXxGYpHR8hfEXT2V49uh5RhPTq16risDj1BmOJonEkgQ9LiSMU0rFRB/k5iXVPH3kPM8fv8C9a5px6VrWo9k0GUukCfvcuBwLD/Z9mgfXDQbL0yFtZaZN9khpI5m+h9+WBtey2iQ2tswsMLkjx9vI0sSNi7SPfpW4cbU4pqsFuPXJFGmvw8Hv3b1rinK1lJKkaXJ+cIivvHqQ6mCA2tD8nqmLEixKKXnm7AU+/8weWspL+ex9O6kvDOPSNPpjMX7r+z+bdLxAoI4bf1tz2DmqisChqnx02wZ2NTVMe0zQ7cIxB/qAIrw49SUkjWM5j7FllGTmGH7XXdzYJdNw6UsROJA5FDkT6SPE068QcD9ww9VFKSWJ9OFZ1Vyzlh5Tf8xCCBRFIBAoijLBN5cyu7hc35+kKGKigiEEuF2OSWNdgWXbWJbN4FBsoi9x++YmmhuydOOm+mKKCv0cfK0Dp0OjsMBLfU0O2xF7CBn/MtiXZ70er0+4QAkhtBqEYyfMg95WFyrgExs2T3lNVRQeWbZixvcXuN384qo1k/62uvRqb4AQglKvj8dWtMxpPtPBMm3SycWlnsYzGVoHh/E6dD6yZQMbq672duiqyvb6WjpHRvnzZ17gSHfPRLAoYWItcuuTH2QCaC4qJOB0MpJMMZK8/YJF25ZcbO1j7wtn6b40zE++fwiX++rnkBIqqwq4+/7ccvxrV1WxblX1xD16s7HznVt49alj/OxfnueBD91FsNCPpms5+dPz2TDGzSTdifwq6EGWEhbQZ7Zj+u+EZl/WCzKfG+QxI05PapBKTwkZ06JtKELKyJ9nXT7gUV1sCq/g4PCpvPVsWtLmcOQM95dtJeSYvs/4doUpLQ4NnyJh5VeQY23BEooW0d5ASklnT4Sv//gArxxrZzSWwuXU+NvPvYug382FSwN8/ccHePeb17Nm6czWFSk7Q2eiL6/zc6lOKtzTU/THEilOdvYRTabpHholkTboHBjh8VdP43JoFAe8rKwpRVUUVtaUEfZ7+PZLR4nEk3gcOme6+umJRCkKTr+e6arK1qW1fO2Zg/zNj/bQUluGLSVFAS+PbF2FEFlRmsd2rqGjf4S//cnLvHSqnarCIBnL4vLQGIl0ht999z3UFM+tx3s6eFQnbiX/wWLGNhhOj00Ez1cQNy5wOfoDrGnEZSwZJ2NdpRlHUq9ybvjzC5yBxJYZ0lYfscx50lY/1waiQecaXNrkfk0hxJT9yhX4nE6KPB5GUym+8PJe7m9uoqVs7v2eixIsXqGHSin5xM4tbKi+ukGLptOkrckLu0vTKPH7GEunuTwyxpLi3JlZRQjKA34UIZASlpYWzckmIxeEcOB2rGIk8X1yi8BIEplD2DJ+Q+IzQghc+jJUtRAzBzXUlqMMx/8dj3M9mlpyQ3QTyx5hLPnUtOqr10JXy8gWsOeOhtpi4onXaG3vZ0lDKUOROBfaB9i0tnYiw5Zr3aytKqQw7GPX9iU0N5RmjcMTmQmBDI/bwR0bG3hq9ykAdm1bgss59QaQ0kamnkBmDs5r7rc3nKAUIrRa0FcitOUIbQmopSD8iMVljt9UmKZFOrW4NiZJw6RrZJSQ201T0dR1RRGClaUlODWV3mh02jGmW4u8Tp2g20lnZJTkbbZRBdB1lfseXM2mrU188fNPcM8Dq2hedrWvR1EEPp8Lnz83LchxE6wGZkIylqKsrpjv/PXjHHzqKLXLq/BM42UWKPLx0C/fhzc4996SSGaMoUx+e4cg26d3O6nn3WqUugrxa15GjOnvrYXAkAZtsW42hJcD2cTlYDxBz1jucwig0OtZkM/qQiCEYGWwkTJXIZ15rKa1x7tpi3ezVl/6uqpeD6QjHB9tzasybjYgX7mo99tYLMU/f28fh09fYtOqbE/7i4eustkCPhdt3cPsO9pGy5KKGSu+w+nRvK85HtVJUQ4xrZ5IlK8/f5iReBLTsgn7PcSSGf79+cOoqmBZZQmN5YX4XE6WVBTxmUfu4scHTvHs0fO4HTrLqkr4zN3r+eH+k/hcjilJOkURvPOOVUgp2X+2kycPn8Pj1Nm5sp4rajhCCBrKCvn9x+7lySPnOHj+Env6htEUhYpwgF2rGijwXV23FSEoDweQMOd9vSpUvNr8lLDnAhvJcGYUS9qTKrdJs5vu6Hcw5cwtHACxzFlimbN5n5tDLaLc9zCqmF8/pRCCuoICYkaG7rHorQ8WpYSMZaEpCh7HVSNmw7LYc6GdkevK2qoi2FxXxY+Pn+a7r51gVUUpxb6r2QzbtjFtG13N9jK2VJRSXRDk2bMXuHdpI0tLrmZWpJTEMwYOTZ1bH5EQuPSVqEoQy87dFJoyTpM22/E41uQ8Zi7Q1SpcWhOxGfoI46l9DMe+TnHg1xFiYRxvKS2iqeeIp1+Z5UgFh17PfGWuGmqL2LVtKf/yzZcpKvQxFk1REPSwY0tzTiuCK2iqL2HHlia+9u29BP2e8cwNfPg926mqKEAIweoVVTz+1DHiyQxrVlZPPz97ADv5PeBGMrcaCNf4/6+Zt5Qgx4BcsvrOaeYkx4+3mL/AjkA470S43oHQmkEtA+HNBoevo03BfGAZ1qJXFpEyWwWHnImX7NohsK7p65vNgFxTFByqiiXtCQGh2w2aplIQ9rJhSwPVtYVUVi2uIXm+8dOvPMuJl86AlFw83snF49PT6cvrS7nvF3fOK1jsSw2RzHOVQxUKVe7SCbr3G4ACh58Chz+vwaIlbS4l+ybuu9Fkij97ajeuGfQJXLrOnz30pglrr5uBYmcBq4PNXEr05S1IipoJDkfOzEtE6VZDSsmp0Yv0pYZnP3geqPWW0+S/sdag2XCmrY9j57r5pYc28fDdLZxsvTwpWAz63JQV+bl4aWiKoue1kEj60sN5F/cJOQI5A6WG0jB/+ksP5HyW6aqCZ9xORtdUdrU0snlJNWkzq4Lsceo4NJVff+s2YOpuRwhBod/DR+7bxGM712DZWVVm93W2SYoQVBeH+NC9G3n3jtUYVlYIz6FruB3apKDQ7dT5fx7dBYDfNbdqoSLEook+jRqxrH3GNWZginCiKh5Ma/ZgcTGgCg/V/vdS4No879++lJKBeBzDmr9d1KKsNrqqsKaynBda2/n/9h/mkTUrQEpebuvkpQsdeK/jJwsh2F5fy/3Lm3ni5Fk+/YOfcWdTHUVeL2OpFOcGhlhbWcY7Vq9AFYLqUIgPbFnHF57fy+d+/BT3Lm2kKhQgaZi0DUXoHYvyG3fdMQfrjOwG0qk34FBrSM4QLJrWAIn0Qdx6yw3RQ1XFj8e5kVj6ZXJVMiUZBqP/jKqECfveh8Ax5x+FRIKUJDKHGRj7Mrac2fxVVYI41Oop8Ug45OH979pKQcjDUr2UgpAHh67x4D2rcLsc6JrKow+tZ31LNf1DMfxeZ1Y+35e9aR97+yZC12zeljSW8pH37shy+zWFR9+6nk1r6+jtH0VRFEqLA5SVXBUQ8vtclBQHCAXcFBX6pswv26v4Mpitc7ouV6GDWoXQWxB6C6iV2YqdcMI1C4KUY9hjfwjWNBtUEUTxfxam2K5IkCbIFNiDSOsS0jwDZgfY/eQOPLPvlfYIiloF2pKJAGYxIKXEtmySiQyapuB0Zx8YuXpCFwumYZFeZAVUXVUJe9yc7I3SPhyhPjxZLEVKyZn+ATKmyUgyRSSZosDtYjiRIGNmK4bTBYOWLTFtG00oN8RsWGwIRfDg29bNSdb9dsO7P/0wD3707lmPc7qd+AvnTgOWMrtxS1v5/e25VRfFroLXVcVnseFWXRQ7w7TF89smMJCKkLCySWe3Q+fB5UuoCOamZmqKctMtbnShsbFwBbsHDhHLo6jJkcgZ3lZ5F0WO/As/LQZSdppDkdOk86hWqSDYWLCC4CJTvrv7RtBUha1r6/C6p+7DNE3B43IwPJqYsfdeyqz9ST6vAUCB7s8p7qNrKmH/3H/ziiLwuZ1cv5L63LmDNiEEuqYSmkNlT1OVWQVuFCEIeudXJRQIXOrieKiOGXFMaXHtFQg6W1hV/HlG08cYSR0iZrSSNvty9jHmDwK3VkVN4ANU+B9BVaZeS9O2aY9ESJtT5yKBy2NRvnb4MLqqUhmYn2DngoJFRQhcmpazoVcIwTvXrKBrZJTd59vY09qGU9epLyzgN+/ezuMnzhC7TrnI53Tw6Xt2UBUK8uTp8/zzvkMYppX9wXvcrK8qn7hRNVXh7S3LCbpcfOvQMf7z8HEShoGmKATdLtZWlc/LgFdVQnicG0gaMzWj20STz1DgfdcNWmio+Fw7GY79O2YOCw3I9kn2jX4ew+qh0PfBcT/ImRUIpZRImSKW3kPvyF+QNs/NOhuHWo1Dq+H6wMTtdrB2VVZq3+1yUFyYfRBf6SsEcDo0ljWXs6x56rirlk8WzigK+ygKX12GHA6NpvoSmuonC6JYlk06Y3L2Qh+9faM8fP/q6X9nMolMPQPMtTrgBMc6FPe7EI5NoBQDarbaNN01tSOQ63sWGkJfg9CXTfuyHDclEtiAAVYPMvMaMv0EMnN4vGI5DYyjWKO/jRL4XXBsR9xg03quubWf6eH7X91N57leHE6NHW9ZwwPvuQOXZ+o903G2h5eeyJ9Iw7VIJjL0duRPKXE6eB0OVpSWcOBSN//8ykGKfB6aiwpRFQXLtjnR289/HDlGxrI41dfPHz/1HA8uX8Jz5y8ykspuRrtHxyaUm69gJJliOJHE43DguYHm/JsB7brebcuyMU0LVVUWzfZiNlxJQlzZYF1vdSCEoGlt3aKc25QWfamhvIvbeFUXhXm0PfqvAEUoVC6CkfxgeoS4mQSyvpH3LW1kZdncxbVuBoQQNPtqqPdWcHx0vknN3OhK9nNmrJ0dRWvzNuZiQUrJ5eQAp8fa8jpu2BFkXXgZyjzbZ+YLkV2YcrJSDMMinkyPt9DkHseSFt3J/rzPL+TIHSz+d4EQAsciXYOoGZ/Sb60pPgpcmylwbcIOvJ+01U/cuEAkdZBI6iDR9KmJwFFXCnBqC1+XBEpWGFMrJeTcQKFnOx6tJufeMJ7J8LtPPc35oalVfCnlhEPE+9etpblwfiyLBQWLy0qL+fJjb6PA7UbLkVUPez187v5dfHDLemLpDE5NpSzgx+900FRcSNo0JykxCiEIez18fMdm3r1uFYPxBIZlTVQGCr2eScc7NY37lzWxvaGWvmiMRCYzESwW+7zz6k0QwoHPtZ1I/DvYMjddJpE5RipzGo9z/uXfaz+nS1+K27GGaOqZGY+1ZYzB6D8RS71AyPMOvK5tONQaFOECoZIN8GyktLDtMVLGGUYTjzOa/NmsFcUr8Dg3Zb0fbxO0XxriX/9zL6OjSe7atoQlDaXTX2urG2nMUWVPKUHxfAjheRdChOZI6xQI4ZiePCTtbPUw1zsnqoIKoIHWgNDqka43IzMHkIl/RWYOMG2ga13AHv19lMAfgnNX3ixUriAZT/Otv32KF3/62gRT9uKpbkJFfu562/opx7ef7eEbX3gyr3O4mXBoKm9a0siTZ89z4FI3n/juj1lSXETI7SKSSHJ2YJDBeILaghDLSop48mwrT5w+h+QqTefZ8xd5eOUyqoLZ+yRtWjx7/gKRRJLm4kKKbnLFYr44eqiddNpgy7ZmMobJkz95jb3jSqi/8It3zNi3uFjIGBb7Dl5kMBJD11Tu3NpMwTQ0UikllmER6R+lr2OQZCyF7tQoriqkqDKMw6XPey3O2AYDqZl9qBaCgO7D/4a4zSQoCCoWIViMmgkimTHcogCnpk3xkL1dENR9bAyv4NRYG5acP/VrOhi2yb7BY2wpXIVD3N6Bgo3kaOQcQ+n8+pkuC9RT7c6xN8gjqspCWJbNoVOdlBdPTgRZts3pi31cvDTELzywDlXJPRdL2lxO5ldQS5Bdc9RFSCq/3rBY1yBppbGnEee6ssdThQuPUoNHr6HIvYu40cqRvo+TMrNMilLvm2gs+NQNzEDJ0l6Fa057QV1VuaexkVWlU3sRFQFBl4v1FRWsqyjHNU9NggUFi2fzuVMAACAASURBVD6ng1XlpbMe59BU6gunNt9WhnIHJ4oQFPm8FPlmf+hmZewd+Jw31osjELj1Fpxa/SyqqKOMpZ7G49zItZTF+UIRAYKetxJP78WWs9FTbFLGKXpHz6BFC9G1ShxqNapSgBAatkxhWv1kzE4M6zL2HJpur84jiN91F4Lb54FTWR7io7+4A11TKS7051RilOaJuVllKKUo/s8iXG9BzOvBKkDkol/YMI0S1mzjCcWDcN6F1FdhJ7+BjH8d5DQN73Y3dvTPUYUH6dic14AxGU/Tca53UktlIp7m1KH2aYPF/wpYU1nOx7Zu5B/3HqA/Fqc/Fp94TQAVAT+/tn0L2+pqKPZ6ea71IraU7Gyoozzg56v7D/J7TzzN/cuaCTidnO4f4PvHTmHaNltrqwm6bl+TbNuS7H7mJCVlQbZsb+bU8S5+9pMjrN/YwKEDF6mqKeS+B1ff9HnF4mm++YMDnG7txeN2sLy5bEqwKKVkpH+MJ/91Ny98Zz8DXUNkUgaqphIqDrDh/tW87VffRPXSCsQMG7XrYdgmw8bckmnzQdgZQH+d9JHdTBQ6g2hCxcxTsARgSJOhzChrA5V8YsfmGSmotxJCCNYXLOcnl19kMI9m7KfGsj2A1Z7Z92G3EnEzycHI6bxW8Z2Kg43hFTfsLTgXLK0rZc3SSr7+41cZGI6hqgqWZXPs3GWOnOnipy+cJBRws3P9zPYdaSvDcCbfa46gM9HLT3v25Hnc1xcsadMZz68lyxUYtoEh50YvFULgUAtxqRUTwaIiXOhK+KYlsjy6zq9u3rQoY7/xZBuHphbjdW0naZwgtyoqRJPPUOj7EA6tasHnEkLgc92FS19FInNgju+yMe0BzMwASV5b8LmvhcexBrdjzW2VkXU5dWqrZi6PS2khjdPMTkF1oXh/ZQGBImSrgrmozDaS9MI6CoVAqEUo3o8jlSLs6BdATlPlsNqxYp9HDfw5aEvzJnKjaSqe6ypJihB4b0F16WbBoaq8e80qagtC/Oz0Oc70DxBNZ/A6dFaWlfLwimVsqK5AVxQ+e89O3rdhDbaUVAT8xDMGr3RcYm/HJV7p7EJTFDKWhQSWFBfyzpaV03pV3i6wpWR4KMbGrY0YhsW+PedYvbaWD/zyXfzgPw9w8njXLQkWTdMinZn5IRwfS/Kvf/QdXvzeK1QvKWf72zfhDXpIJzN0neth97f2cul0N7/+tx+mqrl8zutY0koTNeKzHzhPhB1BNOXGM9wjmQTP9Zyl0hNiY2HtrD2xtpT0Jkc5FummJzGKLW0CDjctBZUsC85d7W4xIITAr3lxqc689u2ZtslQehS/08ndzdPbZ90uqHQXszxQz56BI3kbcyg9wrGR87d1sCilpD1+mYuxrryOW+ZafG/FK/B7nXz4ka38y/f38YNnj5FOG6QyJv/47ZcAqK8M89FHt1FTMXOvcsxMkDBnVqWfLySSV4aO88rQ8byO+wauwpQ2GXvuvYiq8ODRqxlJ3zqFfiklhm0TS6cxbDun7kTQ5cppszEd3ggWxyGETsB1LyPx78zoS5gxO4ilXiTs+8UbOp+mFBH2vZdU5MQcqov5hyJ8hLyPoioL97e5ZZBxsC4ym+KocN6BcD+ygEARspXF3MHiTDTUOY0unOD+BRSZxo59MfuZrodxAjv+ZRT/HyLUHD6T84Q34GbX2zfQ1zXMyEAURVWoX17BHffP7pcoFEGo0IfDlZ9KtG1JRgajGLMEDfmAU9PYWV/LpupKYukMxrhas9/lxKVdVW9z6zpN15h7ex0OPnv3Tr60Zx/He/tIGSYFzmwf5K9s3UhT0c3LGi4EQoDuUMmkTfp6Rrlwrpf3fmgHDqeGz++ioy3/XoNzgTnem5wLUkqOPHeCl3/4Km//xP285WP3ECwKoOkqlmUTH02w7yeH+Poff5dnv/ES7/vdd6I75vY4GzPipPPkfXctQro/L3SoUyM9/PXJp1lVUMmKUDn+aYQMrkBKycXoAH967AnOjvbhVDVUoWBLyfsbt9zyYBHAp7lxq478BovSIpIZxZbytk7WADhUna2FLewfPD7nKsVssMcDhXtLNy+auMeNwpY2hyOniebxexcIVoeaF9VbcdL5hKCmvIDf+tC9nGi9zNm2fkaiSZwOjZryAtYuq6KiODCrAnzUTEwIMr2B1w+ktLHsuTMiFOHErdeQLTbcfJV0KSXnh4b49rHjnBnIJsVtOb0W86d3bufuhrkn2t4IFq+By7ECt2Md0dTT076uCB8e5yYcWu0Nn0sIhYD7AcaSTzKW/PkNjzfPs+Nz7cTvujvvPXE3BTKOnMF6BADhRrjfA2Kh9KTZgsUbl90XOMD9LoR1CZn4JlPVUm1k6nmkvgY8H1xg0DsZmq5y/2NbaFxZSW/nEJqu0biykor62YNRr9/Fx37v7SxdU3PD8wAYiyT48u9/lwsn8pt5zoUrhrXzyaYJIWgpL+XzD7+Zi0PDjKXSBF1O6goLKHC7b/uNqqIIlq2o5PEfHML3zEkKwl6WjPst9veOEpyH3UQ+MZfK4qGnjlFWV8JDv3IfhRVXk1qKqhAqDrDr3Xdw/KUzHNtzmkfGkgSL5navx60ERp6DRYHAr3tQ8qBgXO4OsqmonpaCSpzKzI9oG8nPu0/y2vAlHqlZxztq1uJSdaJGigrP7SG249ZcOJT8BzRjZgJTmrd9355AsCrYRJm7kEt5NGVvjV3iUqKXZn9+1uN8Y9SMcWj4dF7H9GouNodXos9yX+QTQggCPhfb1jawdXUdliURStYHcC6JQiklMTNBKs9WPW9g8WEj50WhFkLg0WpRhQvrFhSBkqbJPx54lT1t7ayrKKcxXJizl7bIM79n/xvB4jVQhJ+g5yFi6ZeQMjn+V4GqhPA5dxDyPorHufEG1VAnn6/Y/+ukjNNkzI68jDkXOLQ6ivy/+vqsKgLYo1m10pmgNSMc6xde9REz0FClvOHKYvYcAvCheD6IZRyFaftlU9iJb6M6tiG15XmpYrncDlZuamDlpvnRtxwunerGUiob8qM6GBhJ4A/m30w33xBCEPa4CXsqZz/4NoMQgvseXE0qaRCPp7j/rWvxB9yYpoVpWqzbXH9L5pUxLDLGzMHiUG+EgrIg/vD0thgOl05ZXTHnDl3EnEd1Om6mMOZBLZoLNEXFp3nycn/W+gr58/VvR1NUtFmSebaUtEYHcKsOHq5ezeqCytuu0u1WnItS/YoZCUzbWjQlxHwi7AiwLrQsr8Fi1Ejw6vBJmnzVt913LqXkfPRSXj8vQJ23kiZ/dV7HnA8URWEhTkkxM5nXnt03cHMgpZxW4GYmePQaVMWDZSVYLPuzXDAti66RUd7U3MRv33ln1ns2xxRyiZPmwryCRSklpjQnXTxVZGkvt9titRAIIfC77sKtrySROYKuluF33UPI+07c+kqEcOf1cwohcDtWUxL4ND0jf4A1WwCUB2hKEaWB38LjWPe6/c6kPTBrZU84tt5AVRFmrSySH0qJEAKp1qC434NtnoeJJMU1sDqwkz9E8TcCi9/Unwu6Q8Pjy9/5NV2d8Hh8A4sDIQQFYS+/9JGdSLKVRiEEmqby4Y/fg6remjUgmTKw7Zlp5AUlQdpPdhEbiRMum0o7y6QN+joGCIR9aI650T+llCTMZP6DRaHiVp2cG+0jkkmwuqASt+ZASklHfJiO2BBVngLq/UUoQpC2TI5FugjqbhoDWbXQY8PdjBlX7/9il5+lgVLU69Zp07a5nBhhOBNnJJOgOzGCJW1OjfQQNbLrkkvVJ+Zw7WdPWQaXEhEGUzEEglK3n0pPCIeiLdrzQBUKXjX/SaGYmZiW1mnYBh3x87hUDxXuahShYkmLjngrGTtFpbsOvx4cH2OMS4k2Ktw1BLQQEknKSjKcGSBmRpHYuBQ3hc4SfFoAZTx4vzKeKQ1qPU041clUYSklo0aEnlQnBY5iSp3l3FG0mqf79pPMU4XJxuZw5AxvKd9ByHF7CfzY2OwdPJo32i1kf0ebwyvxazdPcVhKiWFaaKo6Ye8jpSRjmAxE4qiKoCjkQ9Nm3gOPGbfGwP0N3DimJ3Hmhlurojb4YQwrQsi1YZFmlePcus6blzSz/9IlWoeGaAhn1aKngyLEvJhR8woWM3aG73Q9zrnoRWxpY0ubt5Tfy/aixVHfuRVQlUIKfR/EZ24n6HkYp9aEWESFOyEUgp63YNuj9I39NZY91R8lX1CVQkqDnyHoeeuiePjdNNijwEw0Mg2hr+JGFGtBmUEN1cpPZXEcQijg3AXJH4Dx6jRH2Mj0s+B5N2iN3Oxs1RU4nDoub/6CRVVTcOap/3EmpAyT1DQmtXOFpih4HbktGiKpJFEjTY3/akBjS5tL0VHKPP6ci/XNghACcV1QKITIqTR8M5BMZmYNFjfc18LLPzrIT7/yLG/52D34C7woqoK0JclYin0/OcSRZ0/wwId24Q3MnVKTsNLY89wAzIYrweLPL5/ku+2H+b/bfollwTIM2+LfLuznW22v8mDlKv58/TtwqhpdiQifO/xD3lrVwq/778aSFt9sO8DhoU5iZpqYkeLNlav4k3Vvw3MdhTNqpPjSmec4OtxFwswQNVJY0uaLp5+bCCwrPCG+tPkxqsaDRSklbbFB/vn8XvYPXCRuZgMWv+7i3vJlfLDpDspcgUUJGIVQ8Gj5F9BKWKlp+4nSdoqf9nwHh+LkQ/Wfwq16iBqjfKvz/zKcGeQXqj/ElvAuhBCcHjvK97q+xkfrfxO/L8iJ0UPsHniCwXQfGTuDlBJFKBQ5S7in5CFWhzahCg1b2rw6vIcjI/v4xZpP0BLcMOna2djsG3qOZ/t+wjurPkCps5wGXyWNvipOjF7I2zXoiPdwLtrJpvCK2yr525+KcCKP3pIABXqAjTf5cw5G4nzth/u5c2MTm1bVApKxWIqv/XA/Lx68gKoqPLB9Ge95ywa8OczrJZLRN4LF1y3m+6TQ1SB1wY8sylxmg6Yo3NvUyIGuLj75459Q6PHg1jSUaaiov3HHVnbW1c197PlMRBUaq4PLKXQU0BprZ//QIUYWQYL8VkIIQdDzMFmfvZuzmVKEkwLvYwih0z/2ZQyrM89nEDi0GkoC/5OQ5+156X27pZBRmCljqQQQStkNPlQEM6qh2gmmOLXfCJQiFOdd2MYRYJrPZnUjMwdBbbhlmwKPz4k+T2+emXCzKos/PHGKb7+2cMW45aUl/PED96LlqMIdGbjMob5uPrPxzom/Wbbky0f388urNtFckB9xonxASsnIWJKOriHSaZOykgD/P3vvHR7Xdd95f86t0zEz6JUoBNiL2ERSjeqSbUmWLct2bCdx2dh5d5O8ibPJ7uZNvE+Ks+8m9u6mx47jEseOm2zLtrpEq1PsvQBgAYjeB9Pv3HvP/jEgSAgYECQHEpPo+zx4SAzunHtmbju/8v1+a6vCaNrse13WskmlrUWZx8h4Atct3N4jhGDDnWvYct96HvuLJ9n7zCGa1zTgD/vJpi26jvdw5lAXbZuauftjt6AtUNzGRZJxiv+ZVKHiUQ3aQpWknRyD6UmWl1SRsLOciQ8TNf10JUZJ2llMVaM/FSPr2DQGSlGFQBUav7P6HhJ2lqPjffzp4ScL7iugm/zqsttI2RaOdPnCsWfpmBzi99a+i8ZAXpzJUDQqPBerTf3pGP//0Wc4PtHHA/VruSHaQM51eHGwnce6DpB2cvz2qrsJ6sUP6gQCn1r8cbOONcswG8BUTCo91ZxJtJNxUngUL2PWMCkniaGYDGR6cXFQ0ehLd+PXgkSMMgQCy7XwKD62l95JlbcOBZWzyVO8MfoiT/R/nypPPdXeOjShsTa8mYMTuzg2uY/loTUYlyQXE/Ykp+JHCBulNAeW5wNm1cPW0jUcj50pWrIi7WTZO3aMGyLLrhvbFiklR2KdRbUKAVhR0rQonp3z4UzPCC/t62RlSxVC5B/5O3e389MXj7GypQpFEXz/2YO01Jdz2+alBZ/NxRR3egfvoBCyjsPX9u1nV/d5mqIRqgLBgu2mHu3K4oArurtoisra8ErWhleyd+wQe8cKexL+a8ZiVhILQVG8RPyPomt1jEz+HcnsbuRlrSEWMK7wE/DcTFnwV/AZG9+Wz1Z0yDSzxWAugfCBcq3iDvNVFiXIFBKJKFKVTwgFjK2ghGFONV4bab2O8L4XeHtsLvwhL4pWPEEkIQQe3+IHi0OJJEcHhq76/T5dn7cVxXIcUrmZlW4XyVAqScouvurmtaB/MMZff+1FDp/sxbEdSqMBfvGRrdxx0zJUdeax3X+km69/9/VFmUcsniZrzc/hCUT8fOJPPkTlkjJe+8k+Xv7hHuycjaoqlJSFuPMjN/PAp++munnh9gFSSrJu8YUmFCHQhU6j34dX1TkdH+a2qjZGMgnGsklurljKvtEuBtKTRAwfPalxBHl+4oUFZrknSDlBYlZ6XrsMXVFpCeYXzTnXIah5UIXC0mA5K8LVs7Z3pMuzfSfYN9LFJ1q384nWm6aFc7aUNRK3MjzTe5z7alaxtbyp6MkoIVgUXqHl5ubkgWlCp8Ks4fjkQWK5ccJ6KQOZXnxagHKjioF0D1kni6kKBjN9RPRSAloQIQTrwptZFVqPR73IP10WXE3GSbF77CX6M+ep8uR5ofW+Jup8TXTEjzOcHaDWmxe+k1LSkzrHQKaH9eGtRI18skggWBdeRqkZZjhbHMqJRHI0dpqR7ATV3usjKZV1c+wePVpUjp4mVLaVrntLhW0ABkYm0VSV5voyhBBMJtI8+fIJ2paU818+dQ8g+YO//Bm7Dp3l5o0tcyYUJRSt9fgdvIP5YNk2x4eGuaWpkd+99RbCXm9B0TVjjgTxfPg3EDn824EQOgHzFjzRZcTSP2Mi9RiZ3EnkVShvqkoYr7GesO+9BD23o76FxqCLDplj/uYAIx8wXhMUhPAU3ouMk2+FLSKHUK0HtbFAsAgydxLcCVDfOjn8yrootz+c77tvW9eAscAKzkIghMAb8CAUgbxMS+K1oDoUZEPd7EX0pbAdl3TOZjKbZSyVIue4lHhM7lveyi3NjahzCI2MZVL89MxJDgz30z05wd8eemP6byPpJBNWhojn+hLweePAWV7ff4ZcLr+Qiyez/OCJ/WxYU09pZKaQzEQsxbH2y6gOLyKEEJTVRPjIf3uY+z6+g8GuEVKTaQyvQdWSMsrqSjE8hduD54JcpMqigoKuaJTofso9AU7Hh6dbP10puamihd0jZ+lKjrI0VM7ZxAgR00eVpzhiafMhaVu8NnyGoG5ye9UyzEv4iaWmnw2lDbw81MmRiV62lDeiFrnNXSAWJVh0pDunqq0QggpPNa50GbdGaPC10J06TblZRZO/jd2jL5J04jjSZiI3xhJfC6aSv051xUB/U9uvoZhUeepxpSTjXKwQ+dQAa0o28ZO+f+HU5BGqPXVT/Eibk/FDSGBFaB36FPddCEG1t4xVoWZ+PryvaN/DQGaUY7HTVHlKr4tnfG96kPZ4cQX7qr1lrCx568W4MlkbTVUIB/PnR3vXEF19o/yHD9xEVVkQx3Wpr47QOxTLP8MKrL/fUUJ9B28FvLrOnS3NdI6OkXNdFAS6qszJTbzSe8WiBotSSlJOmqOxk3QkzpJxspSZUdaFV7HEVztNFoe8qtuENUFH4ixnkt3EcwkM1aDBW8Pa8EpKjZmmpyk7zZMDL1DrreKG8GpOxk9zNHaKtJMmakTYEl1PrTffitiT6uP5oVfYUX4TQsCB8aMMZUfwql5WhdpYGWrDvE68ioRQ0LUqSgO/RIn3fpLZN0hkXyNtHcZ2hnFkbI7gUUMVfhSlBEOrx29uwm9uw6OvRFXC/zrtMeaFzfweNgrXemoLQArvhf/N3sCN5YPWgtXHq4BSgtCWIHMFDF3dYXD639JgsW1dA7/+p48CoKrqgoVEFgqf30QRAqfIHLJL8cDK5dzTtnTebSSSnOMynExypH+QHxw+xqmhEby6zrYlDXP2/BuKStj0krAsYlaGjomLQb6pavzHtTdS61/8YOBKMB5LY9szM/4jY0nSmeurAnoBQgh0U6eqsYKqxmtX4ZVInEVQJRRCoAmVsOGjxhemJzVBws7SOTlEQPewLFRJhSfEiYl+bq1o5Ux8hAZ/dFHaPt+MtG3RmxwnaVt8qf3lGaI3AGfjI0gpGc7EcaWk2JpHArEoFSEXWbB6VWZUoik6I9lBMk6KgUwPTf42ar1LsKXNSHaQsB4lYceo8TZMry1c6TJmDdOTOstQtp+knSAnLfrS3UjcGR0GilBYFlzNy3qUo5P72RK9lYAeYtKeoD1+jEqzhiW+mebxHsVgc+kqXh89QtYtTtIi61rsHz/JTeXr8apvnwAa5Nd8+8dPMVFkjt6GyAoi+lt/L/WYWr4ymM3huC4v7ukkFPCweXX+nBFCoCgC25nvCbY4Cap38A7eDFdK/IbByeFh/tPjP6EmGMKn63OuXz66fh0baxeu8L6oweKYNcE/dX2fE5MdRIwwuqJxaOI4zw++wgfrH2R72abpgNFys3zn/OMcmDhGiR7Eq3pIOxleHHqdxpHd/ErzR6nylE/feC3XYv/4EQYyw3Snenl1ZA+mYiKRpJ0MVZ5yar35RfW4FeOl4TdI2ml6Un04uJiKwZg1wc6hV3mg5m7eU30X2lvc4jAfhNDQtRpK1PcS8r0L142Tc4Zx3BEcN4ErU4CLEB5U4UdVSlDVMjSlFEV4APW6yDIuDi4XWEiu2RBVCBBe8pfI7IW0dMeA4j4ABCpCbUSiMmebrYzn/SXl+hnHNmfZnDvZj+HRaGjNJ0jGhibp7xqhrqWCkgLWAwuBqqmoV9iucCVYvaWF93/mDlzHpXXN4kiie3QNzwK5luUBP8srytlcX8sfPPU83zlwhMZIhA9vWDsrOxcwTB5oXk7U4+W1/m5+44bt038T5Nv2r7crcEldFJ/XIJm6eO7WVUcIFFG46K1EbGSSvjNDtKxdgrFAsaS5eG7XCkFeWU4TCq2hCp7pPc5AepKTk4O0BMuo8ZWwxB/lRGyAMSvJQHqS26uW4btC3sjVIOc60z9nEiNzVsnbSiopNQOLdr7Otc9rRT7wn/tY+rUQUaOMwWw/Y9YIk7kJ6ryNlJmVqEJjKNOHIx1sN0eNN3/fsVyLXaMv8PLws1huhrBRil8NYKqeggmGUqOCFaG17B57ia7UaVaG1nMu2cGYNcyO8vsJ6jNVfIUQrAw1U+st50yyt2jfxYnJs/Slh2n2v73WKZN2kv3jJ4qakPFrXm4sXb0o59DlsKQmiuu4PP3KCeqrIry0r5Mdm1upqcjTXDJZm1g8TcDnmVe+oNjqy+/gHcwFy3E40NePriqoUmEkVZgrm7SuLEG8aNGRIx0e73uG45PtfKj+vWyOrsNQDAYyQ3z13Hf4Xs9PaPTXU+fLt4eZislt5du4rXwbNd5KfJqXlJ3mZ/3P8+TATg5OHOXeqh2zOGIHx4/SEmjkMy2/SI23EilhMhcnaoZnLqjdHPvGD/NQzb3cWr4Vr+qhN93P357+BjuHXmVL9AZqvJfnvkgpsV0Xy3YQgK6p6Or8i2kpJZbtYLsuAoGpq3NyUqSUpK0c/eNxhiYTZHM2pq5RWRKkOlKCRy+dlm6e/d686qPtSDQFTL3wnct2XCzbRgKmpqJdMn9XSrI5GyklhqahKgLbdRmOJekdnySVtVAVhYjfS11pCUGveVn5XSklmZzNwEScoViCTM7Go+vURkNE/N5Z4p6GqqLPG6Do5KuHhRZ9zlSr6jVCBEDoc4/lDoNMAdFr38/0/sRU1bBAsIgE5/ysV+MTKf7m97+PP+jhD77yKTRdY+eP9vL9v32B3/ifH2Lr3auLN8ciY+XmJlZsagQoGv/zWqEIQVM0wqPrVnO4f5AfHDnG/SvaiPpmt5QKIVhTVkW1P4ipXj/JpkLYuqGJj7zvRl7be5ps1qa6soQPPriJkuD87bIeU2f75mYiV6A6Oh/O94+z73A3jnNtgduxV9v51v/4Ef/9+79FWe3lr0UpFytYzHeFCCFYUVLFd8/t43xyjJ7kOA81rMOvmSwvqeKH3Qc5FRsk7eRoCZa/Jee8qWr4NINKb4j/ufH9VHrntlkwFG1RFuRCMKOLqFjIe6DNnTj0ql7KzWqGMn0MZftxpE2Vtw6/GqTMrKA/00PWzeDTgoT1UqSUdCaO8/TAD4ka5Xyw/pPU+hoxFBMBvDj8FD2ps7P2owqN1SWb2D/+Oodje2gOLOPwxF5MxcuK0HoUZn/uqBFiQ2QFZ5N9VyzLXwij1gSHJtpp8te8bfdRKSVnEj2cTfQVddylgbq3LQhuXVLBTRuaeey5Q9iOQ0N1lIfvXDe9ZhqdSNDdP86Oza1zVm8gf8+5EmP3d/AOrhYBw+AP777zskrjkF/7XwkWbXUzlBll79ghVoWWcUv5FvQpzsISfx23l2/nH85+i8OxE9PBohCClSVtM8YwDIOtpRv5+dDrDGSG57yxSiQP1tzD8uBFJaqwMbtdQSJZGmjk9ortBPXA1FzquSG8mucGX2YkO7agYBFg/5le/vLJ13BcyaPb1vDQ5pUo8wgSWLbDnz3+Ike6B6gKB/ndh3ZQE704xwvB5N4zPfxg11GOdPczlkiTcxwMVSUa9LGxqZYPbFvLmiVVcwanfeMx/uj7zzOeTLNjZQu/eu/WgvN5rb2Lv392F64r+cw9W7lt5UVz9lgyzZ88tpO+8Uk+c89WVtZW8J3XDvH0oQ4GJ+JkcjaKIgh6TNpqyvjIzTdw0/LGgmRZx3U5dn6Qf3n1EPvO9DKWSGHZDoamUh7yE/CYMzJyqqLwyNY1vO/GeQIcYTJvsCizIJOF379QKGHyiqhzZGdkApwRUOuufT+XQoSZz/JDuoMIJG+OsD0+g8RkmonhOKFogIHuMcJlAaSU+UWVI8mksti2g6qpeH3GdMVQSkk2a0iZ4QAAIABJREFUk8OaakU0vTqGeWVcsKvFhVae6w1CCJZXlhM0DbrHJ+ifnJwzWAQI6AaGqiKlnP4sjuuSdWy82lvzPS4Ufp/JRx7ewkP3rsO2Hfw+E3MBPNSSkIdf/sA2mhqKI6Lx8hsdHDnRS/oag8V0MkMum7uCJbcs2gJ9BoSYXqTX+6MYisqBsfNYrk1rqCIfRIar+PrpNCdiAziuS3Ow7C05NwKayYqSKnYOtDOQjtE2NZ9LceE7WaxAY7HGLXQsVaFRadZwLtnB6cRJSvQoJXoUU/VQ5anjXLKDrJOmRA9Pey72pbtJ2JPcUfEemgPLpwNc280xbo3MueAXQlDvbWSJfykd8WOcS7ZzLtlBg6+Zam/9nMdXUzQ2Rlfw3OCuorVrOtJl79hx7qzcQol+9Z0k1zYHh31jJ4qq/KkKhRtL1+DXFp/7LaWkO9U1dUzzbaZ+r8GnHtnODSvqmUxkWL+8liU1F5NS2ZzDzRtauP3GtoJJc0nhpMY7+LcHKSUSJ98pdhX3dykdcu4EGXsQ202gCANTLcdQS1GEOe+YQgh8+uJ0qyxesJgdZtKOk7CTPDPw4oy/DWSGcKTDQGamQmHOtRmzxulLDzJpJ7Aci1FrnJzMq57J2WtkokaEOl/1ZQ+KQFDnrcav+S55DQK6HxcXa4H8ASEEddESEhmL04OjBL0GO1a1EAkUvpl1j0zwwtHTDE8maSyPEPbP3NayHR7bfZQvP7eb4ckkHl0j4vfiM3VS2RxjiTQ/3X+Sg139/Np927l7XeusgDGbs2nvH2F4Mklb9fzy0rFUmuM9Q7iuZCI50wTedl1OD47SOTDKqyfP8dSBUzx18BSGphEJeNE1lUTaYjyZ5o2O85wZHOO/vHcHd62ZnVlzpeTA2T4+/9gLdA6MEvZ72dhcS2nQTzyd4UTvMCd7h5CAriqEfB4ifu/ljUJFgHxAVaC1Q6ZBXruli1DCIIy5u15lEun0IFhHUX0PhZlPxRd6trhzq+h5/SaO7TLcN4FuasRG45RV51ugpJS8+Ph+9uw8RnIyg25obL17Nbc9tAHd0Og7O8zjX3uZoZ4xHMelprGM935yB5X1/4ZEka4CpqphqCpjqfS8LRvnJsf56dmTfHzVRkJGnoM2kknxtWP7+NTqzZR6i1ONKxYURRAKXBlXztA1fEW0OfF6jBn3CyklsZE42XSWSGUYTVdJjCfJWfO3b40PxmZxMOeHmLPac82YSsoAlHsCRA0/+0e70RSVBn9+cVnrC+NVdfaNdhExfJR7Zi/q5+oauVZ4VJ17alfx6tBpvtr5GiHdQ3OwHFUoONIllkvTm5pgVbiG0GJwKBepspKv5s59fxJCUOWpxZE2Z5InqfE04FP9U6/XcTi2h5STpNm/bFqAxlRMFFQmcmNk3TSG4iHnZumIH+fY5MGC8/CoPtaUbKIzfpw9Y6+QdOKsDK3HoxReEzT5a2gJ1LNv/MQ1fQeX4kyil3OJPtaGW9+W+/aoNcnhWEdRkzFlZoS1Ja1Fq0xnnSyKUKaLF2/GkdhhFKFS562fTnCUBLzccWPbnNu3NpTT+pHb5t2nXKwE1Tu4LuHINH2JH6IrJUQ8mzDV8gXZ8EkpsZxRBpJPMJh8iozdiysthFDRlQgRz0aqAw9TYq4uOJ6U8uLaVwSLqleyaMFi0k7jSpezyfMMZWerO5abZXgv8V66EFS+PppXCQtoPkzFJOfmsOfp9zYUHW0BdhACgVf1zLrpXE3Gs6IkwC0rGjkzOMqJniFO9A6xra1hzhu0lJI3OroZS6TwGjq3rmzGe0kmX0rJKyfP8XfP7GI8kaa1uowPbV/LhuY6fKZOMmOx53QP333tEKcHx/g/T7xCadDHlqVzZy2LiZ/uO0HWdtjYXMej29fSVl2GrqmMxVM8ceAU3991mOHJJP/88kFuaKqhPDRz8RNPZ/nGi/voGBilKhzksw/cwra2JXh0jZzjcKJniC/85GWO9QxSGy3h9953Bw3lYcK+yyxYlPBUe2gBhTGZRLpjiGv1QVRKQPgL7CODdM4ipVtcP87LXdwyQaFIsqG1krMn+zA8Gh6vMV3tFgjC5UHu+eA2ohVBDr7awU++/grLNzRS11KBbmqsvrGF2g9tJZXI8I0/e4JXnjjI+/7D7bPM3P89YSydImXlUBWBWqDFCKA7HuPE2PCMe4tX1Tg6OsRgKnHdBYtXA9PQMM3iPS58XmNGUigdz/Clz/+Q0we7+PSffZT1t6/iq5/7Lid3z2/sHRuOoy+QqwhTnd6Lwp+7GBCFdC9V3hCvDp1mW3kzYSN//MvMAJXeEIfHe7i5Yikl+sVg4tDYeY5O9JHMWXQlR0nZFu2Tg3yp/WVCuoeg7mFHVRvlnrlbSOeDEIKt5U18svUmvnb6dT679/u0BMvxaQbJXJb+dAyfZvKFzY8sSrAoYXEqK0KgzhP4l5oVSCkZyvRzY/S26euzylNLzrUYt0e5tfzeqaEEzYHl1Hjr2Tv2CvFcjBI9wkRulJHsIPXeJhK5WIFpCNoCq4ga5RyJ7SWkhWkNrpr3+RzQfGyMruDwRAe5+TyDrwBxO8m+8ROsKmlBe4s8oi9ASsmpyXP0pYeLOu6qUHPRLEGklOwef4Myo4wVoZWz/i6E4PaKOxGIolbCiz3eO7i+kcqdoyv2j+SccfxGK1X++6kNfgBNKbCWZIqCZp+nc/x/MZzaifumta3ljJLMnWY0vYulkV+jwn8vypxxj4VMfhncMUTwd6Y61YqDRQsWfaoHVajcVr6Nd1XfMec2FxRIpZS8NrKXx/ueYWt0A/dV307ECKMKhd5UP39+6u8L7udKLsFiBVeaqnDbymYe33uc8USal0+cZVNLLYY2++tMZnO8fPIcjitpKAtzQ1PNjHmMJ9N848V9jCXS1EZL+J0Hb2Pz0roZnMbmyigNZWH+8HvP0Tce5+sv7mNlXSVB7+KKUkyms6xdUs3vv/9O6stKpuddEwnRWBGhfyLOc4c76BwYob1/ZFaweG5ojENdAwDcs66V21e1YE4JjZi6xsbmOh6+cRWdAyMMTMSxXZfqcPDyVWIlSr49tBBy4Jy/dh9E4UeoFUhnNlcFJOSO56uYoohtP9JiXgEfWbgCvmRZNd0dAwRLfEQqQsRGp1qcBKzdtpTYSIJUMkNdUzkgiU8kEUJQXhPBF/QSH0+iqgpV9VFG+idwpVyMGsy/CiSyWZ440c5kNkvE66XEU3gR7UgXTVHQLjlvVUVBIrHd4itvvh3w+0w0tXhng8fUZvo6CoFu6Kj6xdadvs5Bhs+PUtVUWAVVuYpkxqLw55C4U1xIVShsLmukJzXBhtIG/FPqox5VZ1NZIzErzfpoPR71YpB7cKyHn/UcwXYdXCR1/ggAPx9oRxUCr2qwKlwzK1gUQI0vTMLOzsuZ9ag6H2zaRGtJJc/3n+RUbJCxbBK/ZrKxdAk3ljdRZi5e+6K7GAq0U6JChRDQQjT6WxnI9LLEf1ENOWKUscTXyrg1PO2NCFDtqeP9db/E7rGX6Et3M5IdpNxTxb1V76fCrCLtJPGpc39HYSNKa3Al/cM9NAeWUWrMr9wrhGB9eBllZpj+zNxWSVeDA+Mneah2B6XmtfoMXxmybo794yeK6ifoUU02RVdiKhfXiTmZI5aLYbkWpmJQoodnVAkd6RDLxcg4aVShEtRCeFUvWTfLcHaIwxMHaQ20EdSCaIpOmVGGpmhknAxj1iiudAloQbzqzKqw7dpM5MaxXIuAFiQ45ct54fWgFmIyF8OWNkE9hH+qig2XP0/fwb8dSCkZz+wlaw8jyTGZPYyuBKkNPjLv+2w3xpmJv2Eo+SyyoIe4JG130TH+RTSlhFLvTbPXyjIL1j5QosxHZ7oaLFqwWOkpJ6gFGMgM4dd8eOaRdLalTWfiHKpQuaPyZpb46qaFXOJ2klwxxEqKCCEEbTVlrF1Szc+PneG19i5+YWI99WWzo/gzg6Oc7B1CEYIbW+upLJn5sDncNcCx84MoQnD32qVsbK6dJX6jKgpbltZxx5qlfPuVg+w73cuxnkG2tjYs6udUFYVHt62dESheQMBjcsfqFp473EHasukenuCmZRf/LiUMxBJMpjIYmsrymvJZvEZFESyrKcdr6kwkM5zsHeKmZUu4LJQyUILgjBXcRNodCBy4lnBHeEAp7M8n7XZwh0Ap4iLLHYd5BTgK/62iLsrxPWc4c6KXmsYy4hN57kg6keWxL+/kfOcgvqAHO+eQSmSQEqQr2ffSSZ773m50Q8PjMzh3qp/lGxqL95neZowkk4wkF8ajcVyX/skEz7Z38kx7J7br0lZeSlWwcEWnwhdgKJXk1PgIa8ryCsxHRwZJ27nrzmfxahEMmPPysq8UmqbO8Oz0Bjx86k9/ASttESrLX09CgZse2swnP/+hguM898+v8LMvPbfg/S6ajYO8aOMggA82beKhhnWoqJweHUcATdEIn1y6nY82b8GjzuSyPtq4kYca1s07b782O0GmCoXfXHkntnQJaPMnD01VZ2tZExuiDWTdvIiZIgS6os7wXiw2JBJrEdQgFcS8XUU+NcAH6j+BIx08lyz+g1qIX1jyaVzp4lG9059bESpN/mXU+Zqxp2gpqtAxFAOJ5Jcbfx1NKZyktKWNruisKdm0IGX1vHdgc1GDxZ70EB3xbqLG6re0FXUoM8bR2OmijlnnrWBFqOkiD1zaPD3wJGeSp3Flnjq0umQN91Teh67opJ00O4ee5/jkMS5YXm2IbGRH+R2cTZ7hlZGXOZM8TSwX43Syk7Ae4YGaBwkoQcasMV4c/jkdiVOsK7mBB2oemk40J+0kzw0+y5lk55RFjsatZTtYXbKG8dw43+r+JyrNKkasEdJOCr8W4H2176fKc0GPY3ESVKpQiRhB1Le4ivzvCRE9iL6AzsULcGWayexR5LSCvkLUsx21UIcaeY7iYOpZhpLPzREoKuSLBxcLCBm7j67YVwgayzC1N1POJJADpbS4tm5cQbB4gUtxodUmn0XNZ1Md6UyX2gViyhS3jBtLN/Dzodf4Sd8z3FS2hYDmw5Eu8VyCgcwQy0OthPQAilDwqR5ybo7+9CBL/HXgQm+6n2cHXyJ7HXrUXAiWdrV30z0ywZ7TPdSWlszIILlTLaaxVIaAx+CO1S0zAkEpJbs7u8naDkGPwda2hoIqoLqqsq2tgR/vOUYiY/FGRzc3LnIrannIz9olhT39qkoCaKqC47rEM2/OKOZFexzXRVO1eT/Xhc+QXSj3SAnkVUOdwsa/Mncqr1YqriXDaoLWQEExHacfmTsMalNxjoOUSKeHglxMYL6KarQihJW1aT/Uzda7V3PqYDcApw51sevZo/zmn3+YuuYKujsGOHcir1iXSVv86B9+ztrtrbz7Y/lM1Zf/8EfTY06MxjnfmecWV9ZFKK+JLMo5l++1B8dxsXM2ju2i6SqqrqKqyjXt87HDx/nyGwW8K98Ex5VYjo1l532zIl4vH9m4Dr9RuNWxNVzKDeXV/LdXn2FpOK+s2DExwrubllN9nfksXgl0XZ3mNlaUBmdWAq91bE3Fc0mwKAQEwj4I51s2pZSoqkppTZhgpHAypqQseEXWLgoCzyJ46krcaXl8IQQeVcej6owmU/zB08+jqyp/9d73EPKYeOe4hr2aMefrl4MQAr++8EWBEAJT1d5S5V6JXBTrAFUoGPMEZfnjMJeCsYJXnbs1XAiBIQyMNwWFAoFXK7zgG7NGOZM4SYVZTZN/bn7bm6ELja2la3l1+CCZInkuWm6O10cPsym6YkH0nGLAlS5HY50MZ+fm018NFATrI8uIGhef34pQ2RTZzLbSm/CpXo5NHuPJgZ+xKbKFCrOCg+P7OTRxkIdqH6bOW0fWtdCFhkDQFlxGpaeSr5/7KttLb+KGyEbEJcmGKk8Vj9Q9ynfPf3uGfoWUkn3jeziT7OSRug9SakQ5EjvC0wNPUumpRCAYzAxQ46nlY0t+kYyT5dvd3+TQxEEqK6umn1tXEnAsFGVmmN9s+wXKzEjRx34HeahCITKHYGYh5NxJEtap6d81JUjEu6Xg+kUiydgD9E5+D+cSUUZNCVEdeJBS7zYcN8tw6gWGU8/jyLzGSCx7iJH0y9QEHp45tjBAbQF3BGQm/3uRcEVn8PHJdt4Y3U/KyTCQGcJyc7w0vItzqfP4VC+tgSa2l21GFxqqUHmo9h6yTpZnB1/ipeE38KgmrnRJORmCmp/PLvtMPlhEYWvpRo7ETvKt7h+yc/g1FAQJO8WyYAv1vpqifeBiQRGCLUvraSyPcLJvmGcOtXPvujb8nosHZyyR4vX2bhxXsqKuguU1M1tTbMfl7FD+Bhv0eqiNFg5shBDUl4bxmwaJjEVH/8iUgfLiBYsRv5fSoL/gia6qCqoicFwXx50dTEX9XnymQdrK0TsWmzVfKSXnRyfI5mwEUBtZ4EUpAgi1Hskbhbdx+vI/InTVvEUhFITWihTeAuqqFjLzLMK8qyitqBIL7A7mts24MKnC7ZCGqVFeE+H0sR4iFRe/S1/Ag+u4HN19hu6OQY7vOYM9pUKpagqBEh9d7QPsf+kUg+dH6e4cYOmU5+Hh1zr5s//3mwA8/Kkd/OJvvwtNL24m03VdhnrH2ffzkxx+vYOh3nFs28EwdaoaSlm7dSlrty+lojZ6VQFLxraZSGcWtK0gf217dJ3maIRP3LiR21qa5n2PR9X4tfXb2FRZx+GRARQB71u6ihur6xf1+lxsbFnfyP/+w0cBKAl60Yt43DVNwTTn5xq+59N3UVYzvx2Gv8RHMBpYcJuXEAKvUvz2fUe6WO4cfqxIso49xdn79ylyISVFM6C/FIaiv21VFSnldOI851rsHXuZUWuI+6oeIaAt7DkmhGBFqIl6XxUdie6ize3IRAeD2XFqvfML3RULaSfLG6NHpyvrxUBID7A5umoGv1ggCOohhjKD9Gf6SDlJXOmSdbPY0uZU4hRtwWUsD66YVclTUdGFka8MKtqsZIAilOmfS2G5Fh2JDloDbdR6a1GEwuqSNbw88iJdqS4afY2Yqod14fWEtBL8qkO1t5rJ3OQlNBgxQ5+jmCg1w0XjdL6Da0fWHsJyL3a8+bR6fNo8HYDSZTj9c+LWyemXVOFlaeQ3qA0+giD/jCzz3YY5UU537BtIHByZZiT1IpX+e9BmrD09CO9DyMT/But1pLkDMIqS4L+iYDEnbXLSRlc06n01M4I4RzpTD8uLD8SQFuRjjY+wtXQjp+KnmcjF0BWNCrOMZcEWSo18RkQIQVuwmV9r/QT7x48wZk0Q0PysCLWyNNDIayN78agz/fwMxWBTZN30xT8fIkaY2yq20eifafotEDT4armtfCtl5pX75VWUBLhpeSPt/SMc6R6gY2CEdUuqp1toT/QMcWZwFEUIbl/VMiOQhLwvYiKTf4j6PQbmHJzHS+HRtfwYsbx4TDZn4zOLnyW/AJ+po19lNUEIwdLqMpZWlXKoq5+nD7azZWk9y2oq0FUFx5X0jsX46b4TpLI5aqMh1i4p3PI5c2wdobUh0YECLcpyHJk7Dtrya6KWC7UZRLCgFYe0dkPuKNK48dovSKcfmbuMOp5SypuZuqZH54ZblhEM+9l272oa2qooiQZYtbmZitoIDa1V/OJvv4vDr3cyMRLnlvfcQOvaesJlQXRD42OfvZ+XfnKAY7vP0LK6jo/+5v0kJtMoQuC6LnYuvwgYPD9GzrKLGiw6jsu+F0/yzS8+yeljvbhvslI4vvcsL/54P0uWVfHgx2/l1vfcgPcKDeTXVlfx0Y2FW/wuhaYolHg8LC0rZW1NJVXB4GUDkXx1x+CO+mZuqV2CpqhoRWzZfLsQCnoJXcZ/8WphGhpNDaU4jovXo89oSYUpUZZ3b7jsOKtvWkZtSxUlZQsTfhGIeSkRVwtHumSuww6Y6wESl5S9sGTNlcBQ9UVp71sIHOmwe+xFxqwRhrMDtMePssTXysbITVc0TlgPsDG6gs7E+aIpZo5YExyZ6KDGs/jWLFJKzqcGixrsAiwN1tPov6hyL6Vk1BrlBz3fw1B0IkYUy7Wwpc2FNj3bzaErepHFZCSudNAUbXrcPAdRmRZe1EQ++BRTKubiTdQXAfgu0yJ+NbBde5onXQzkuwdtpExPeUvLKcE9HSE8wAJa1aVEkrtkDAHCQAjflDLn5Y9Nfh4ZpJsCoSFEYPq9UtpImQDpIoQXhOeyc5LSBZlGks1TfISafy/z21BcDbLOEI570WHArzejzUNTyrkTDCWfvqRtFUq9N1MdeAjlkqqgJnzUBT/McPIFUna+oy5uncJyRt80vpvnK+obkPEvgvUGQluGnKvCqG9CaPWzXy+ABQeLeUL2KtaHVy148HwbiMma8HLWhJfPu60iFBr99bMCOoC7q26d9ZpP8/Jw3f0Lmkedr5pPNM3mvQghWBdeybrwbGWshUBXVW5d2cTje48zPJlk59HTrF1SjSBfNXztVBfxjEVliZ9tbbOzC3lT4akKjyKYR3Bxar5MVyqceQyJL4eFvu1aF7xlQR8fvnk9vWMxTvYN83vffpptbUuoKAkwmcqw93QPx3uGKPF5+NitG2goCy/w4hUIbTkI79QNaS5IpLUL4X0v10T0VSsRWjPSGiiwm3Hc1DdR9JX5KuZVQkoXab0KTu+82wm1ijffcP0hLw/80i1AvhV13fZ8G9Sd7988vc3We9aw9Z4107+v3XZR8KG2uYIP/8a9l53jSP8EOcvG4zNwbJd0MouVzeG6ElVV8PgMvD4TcbkTeQpSSo7s6uTvPvcD+rtGC27nOC5njvfxD3/8OBMjcR76+K14fAt/+O5Y2sSOpfNXB68FUkp6EjGeOtdBZ2yUh5pXsLK0gpNjw2yqrLuuAkdH5hjLtjOe7cR2MwT0aiq96xFCpS+5m2rfRlRh0JXYSYnRSKm5nOHMUYRQiRgtjGSPM5E9i8QmqNdT6V2LrvgZTh8l48ao821DCAUpJWPZdpL2AHX+m2YptwX8Jv/xl3eQyzkIIYiEr04x1h/y4Q8t/L1CCHyaB02oRa2EONIh484j7jHlhpPIWiSs/HZ+wyBgzJ31daUkkbVI5fIBaMAw8M+x7Xg6Tda2KfX5ZtgpuVIymkyBgFKvdwbfVEpJKpcjkbVwpIsqFHyGjt8w5kyMSClJWBZJy5qed6Ft54IrJSmn+MGiT/WgKW9TZRGXntQ5TsWPoCk6q0s2sKP8XZToV9amL4RgS3QVP+t7hbhdBG9g8omLXaNH2FGxaVFari+FRHJg/CSxIvlFQr5lc3N0Jf43tRCfS55lxBrm083/DxEjwonJ4xyNHQHyLao13lpOJzoZtUYJ62FcHFzpYiqeaT9fgULaSU+vuy7QpgrORTGo9dZxPtVN3I4T0AIMZPrJOBmqPFVTY1wevkWoLOZce85uhitF3os5iW3tx7JewcmdxHWHkNJCCA+KUoGqNaMZ6zHMW1CUudtepZsml9uPlXkeO3cU1x1DCBVFrUU3tmB47kZVG2epx0vpYmWewXG6MT3vQmKRTn4F29qHEGE8vvdjeh8EmSOT/hHZ9I+RMoGmr8Tr+ziqPrfysJQS1+3HyuwkZ72GY59DygxCCaJpyzHM29HNbSgieG2q+Zcg58ZwLxEh9BstFDpDpJTEskeYzF4sEKjCT23wEVQx+5nm1WoImaung0XbnSBt9+LTL9H5kElk/Atgn8gr56e+h0TM+flE6POwGMHiO5gbbdV5oZvnj3TyyslzfPTWDZSH/AxPJtl7pgcpJRuaaudsMdU1dVpB1co52HO0cl4Kx5XTvD5DVWd5LS4EUkpsx8V1F78lSlUU7lzTQs5x+OunXufs0DhdwxNTfCQFv2mwpqGK921dzT1r265MbVFrBLUa7MJ+ijJ3GNzhPL/xaiFCoK8BaxeFxGVk9ufI9GPg+whCXIUhqpTgdOGmHwPmW1Qp+c/9NmFiLMHESJxzJ/vZs/M4Z0/0MT4cJ2fZeP0mlfVRVm1qYvOdq6iqj15WECU2muD7f/fCvIHipUjEUjz25Z9TVV/KLe9ej1JEDt21YCyT5gv7XiGeyzKUSrKmtJIloTBfObqX+mCY2sD1w1u0nEnOxZ/PP8RR6UrsZDx7mtaS93Au8Tw+rQxTDXFk/JvU+bYRNprpSuwkYi7Fq0Y4F38OQwniYnMm/iwtwftpK3mInExxbPyfKTWX4dPKcKRF++SP8apR6vyzqy2KohANF+aALSb8qhdd0bCd4gWLtuuQsgsHiwqCN7p7+OmJU3SM5M/3lmiUR9au4uamJTMSComsxbMdnTx9qpOuiYn8tqVRHly5nNuaG2d0oHxp1152n+/hCw/cR2Pk4iIuZeX4g2eeR1NU/vi+O6fVfG3XZVfXeR47epyOkVFSuRw+XaeuJMTtS5t5eNWKGc+VdC7Hz0+f5acnTnFmLE+ZaI5GeM+KZdze0oRnAQbQzhT1pNjwa9633CLiAjSh8+6aR7nLeRAhFHyqH0O5ukpFg7+a1mA9+8dPXn7jBaIzfp6e1ABLg4srgpewU+wZO17UMcvMMOvCy2Z9l6VmKQDPDj6FR/WSyMUxp7oEFBQ2RjbTleri293fpNQsw3Zt6n317CjPq/Gbikmjr5Fdo68zkOmnRA9zc9mtGIpBe/wUPekeulLnUFB5fuhZar11LA+uYFNkC73pHr7f8x2CWoiBTD9rS9ZR56tnwloIT1MQnIfverVwcYugPitxnW5Sib8mm3kK6Y4xZ7t8FtRsC5rWNkewKHGdMdLJL5NJfRfXHZoaQ83/mzuKlXmebPpH+AK/heG5AzEjeeiSSX8XK/MCQqjkrANk0z8lT8dxse3jCBHCdYdJTn4+X1nEwc4dwbHPE4r8NUKd2XItpYud209y8s/IWXvJr6uUqR8b29pDNv0TTO8D+AK/jqJe3qt9IXBldoZIjakWVkWW5BhJvYgjLyZaSsyXekVLAAAgAElEQVS1lJjr5pyLECpBYzkDyZ8B4MgMWedNVjXCRPgeBXdum58Z0NdcfptL8E6weI3wmwa3r27h1ZPn6BqZ4MDZXu5e28qR7gG6RyYwNZU71iydpQQKefuIsmA+gzCZzhBPz3/hT6YyJKaEZMpC/jeNOZMLWAhSQiyVydsivAV8KoEgkbHI5GxW1FXw0KaV6KqKR9eoCAdorohSGvTNUoC9LJQyhLYCaZ8qvI3Ti8wdmarGXeX8hYIwtiBT3wIZL7BVBjf59yhKCXjejbgSUrGUSHcMN/klyB27zGRCCLWuWEmwK0ZsJM4//MnjnD7aw/hwfNZ51n6om13PHOW5H+zh/b9yBzfdvxbdmPsWI6Xk6O4znNh/bvo1RVVoWVXLDbcsI1oRIp3McmLfWY7sOk06mT/vJ8eS/PirL7FyUxPlNdcHsf/k+DDJnMUfb7+Hrx/P+8SGTS9Zx2E8k76ugkWPGmFd9JOoioFA0Dn5M7oTL9Ja8iBeNULCHiDrxAgbjWScCdLOCBlnjJBej0+rYEPpr6IpHiSSo2P/xHDmKC2h+yn3rEIXPvpTe2kJ3UvC7mfS6mZp6bsQV1HZl1LS2zGAZmhUNc7NvXJdydjAONKVlNZEFqzW6tc86EIjTfFk/m3pkLRTSCnnfNB3T8T4P6+8zsrKCt6/ZhUD8ThPneqgfWSELz5wP6uqKhFA1rb55v6DfG3fAZaXl/HAirzE9Cvnuvmj53Yytv1GHlmzejqxNpZO0zcZn+YgX4CUksFEAl1RZ3SgnBgc4r8/+wIhj8k9bUsJGAbDySRHBgbpjc1cYOQchx8cOcbf7drD0qlg1ZWSV8918cfPv0jCsnh49crLVs4zbnZRWnQDmm9RhEMWAiEEfi2IX7ty38s3w6MYbCtdy8HxU7hFakWdtBPsGz9JS2BxRfDOJHrpSvUXdcxVJS1UeUpnvCaEoMG3hF9o+Bh96R4MxaShdAmj1ggRPZoXVTQr+HD9RziXOstkLpYPDv0XO0o0oXFn5V00+BqYtONE9Mi0wI0iFEzFZGt0+9TvKsrUmqrcLOcDdR/kdPI0KTvJmpK1NPmbMBSDgB7k3qp3ETVKp8fZENnIBXdFyK/MwkbxbWkc6ZKw05ffcL4xnAESsc9hZV8AHBSlEs3YiKYtQygBpDuJbXfg5E6g6TegqHWzxnDdJKnEX5NOfQNkFk1bieG5B0WrB2lh545iZZ7Dzh0hMfn7BIWBbt42x3lpk05+C6GE8If+K9JNkE79E9IdJpX4K5AZdPNmDPNWctZesukfk7P2kbP2YHrfNfNz2e0kYv8fdu4oQolgmO9BNzYghBfXGSKbfRbbOkAm9S8A+EP/FXFNYohT34XMcWlRYT5vxaw9zFhm1/TvAo0K/91oSuF7iqldXMu6MoftzFyTCmGC5+6rmPnl8U6weI0QQrClpY4l5WFO9Y2w89gZtrUt4Y3OblLZHG3VZdM8xjdDEYLV9VU8fah9SrRmlGU1FXMGA1JK2vtHSGVzCGBVfeWMMVVFTPMLMzm7YDCYcxzODhW2nCgmpJQcPNfHP76wB1URfPY9t7C5pR5lgW2K80EIPR/EZX5GQd4iWWR2J9LccXUVvwv70laB1gK5g4U3codx4/8DxekB76MIpeKyrQ1SuuCcxU38LTLzJPOroAJqLah1XJm7aPGQjGfY88L8WeScZdN5pIcv/eEPSScz3P2BG+fkODq2w5FdnaQSFysOa25s4T99/gNU1ZeiagrSlSQTGV756UG+/udPTPtGdhw5z4FX2rn7kS0LbnldTKTtHAHDpNTjm+ZQyQuCJm//9GbAkTlGMkcZyhzBcpPEcz04MoeCQlCvJZnrJ+emqfFtoT+1l5jVje1a+LVKHJllIL2fkcxxbJllPNuJqZYALprw0RC4je7ES9T7b2EgtR+fVkGJefVKwV/5vX8hWh3m1/7i43N/Ftvhp3//HH1nBvn1v/okgZKFtaMGNB+Gql/2crsSSCRxO4WLRJ3joI+lUnx4/Rp+edMGfIZOznGoCQX5Xy+9xu7zPaysqAABJ4aG+eaBQ2yoreH379xBRSC/2Hhw1Qp+76ln+cc9B7ihtoZl5VcnanF4YJDBRJL/vOMW7lrajCIEtuuStHIoYib14PToGF/fd5DVVZV87q7bp+dy37JWfveJp/mn/YfY1lBPXXj+RVbKziyKwE1A871tbajFxtpwK+VmhMFscZ7NjnTZP36C+6q3U6Ivjn+mKyVvjB4hU0RvRVPR2Va2dk57G1WoNPmbaLokAKz0VE7/XwhB2Aiz3rhhzrGFEAS0IDdENs7627LgcpYFC1OlwkaEjcamWa/7VB8bIxdfV4TC0kDrrO1CemDKzKN4cKTL5DW0/0ppkU5+FSu7E3DRje34gr+Npq+a4ihOqcDLLI47NNWy63/TGC657M580CUzGOYd+Ev+YLrdNJ+nypDz3Esi9vs4zjmS8S8S0ttQ1TcLV0pcp49g8LMYnnsBG9cdI5P6BnbuAJqxmUDocyhqDYZ5M3buMI7dTi53YEawKKeCVzt3FEUpx1/yOUzzbhC+KT0RB9P7EInJP8LKPEE2/SN0cxum54EpbuTVI58YvaieLwt1o0nJRHYf6VzP9GserZqIZwvzLRpmBp8uLm8dT/766OMqACltcs4grptCSmfeitnbicqSALesaEIRgsNd/Rw7P8iBs30I4JYVTZQGCy9itrY1UBrwk8nZvHC0k8l0ZtbnlFISS2XYeew0mZxNNODjxqUze409hk7Il2816hufZCI5O+MkpaRvfJL9Z+fnxRULUsLR84MMTyYJ+zzUl4URYv7K58IhEMZmUCvn2UYirTfAOX9tu1KiCPM2Lst9dEdxE3+DM/5p3OSXkdZhpDOClBmktKZ+MkhnGGkdQCb+Emf808jM47CAKocwNufFdq4jKIpAUWbzPsaH43z7L57h8K7OOY93KpHlfOfg9NNTM1TuemQztU3laFPG7IqqEAh5uesDW3jkM3dMVylty+HVpw5jZa+Mr+FKSdKy6IlNcnpkjI7h0QX99EzE5j1nG4JhhlIJnu3uJJbNMJHN8HRXB6qiUOO/fo6XlJIz8ac4Mv5NSoxGmgJ35vmKUw+nsNnMZO48iVwvUXMZfq2C/tQevFoUXfFxYuJ7tMd+TLlnDU3Buyj1zBSPqvFtwXInGUjvYzB9gFr/VvQ5uBcLRTqZIZuap7VTyZ8j3Sd6sdILf2gGdf+icIjGrUlsd+7W1spggHctb8Nv6ChCYGoaa6ur8Bo6A/EEjnRxpWRXdw/xbJZ3L2+jKhhAVRRURaE2FOTBlcsZiMfZ3d1z1ffQ2lAIQ1X58dETHBkYJJXLoSoKJR6TkOeiWISUkr09vQwlEty1tIWIz4vtutiuS1UwwPqaarrGx+kcvXxwk7BTRQ0oIC9pHzVCM8RMpMzb3lwtl//tQt5qLMq6yMIsNxaKc8l+OuPnF23dNG7FODjRXtQx631VrAguHr/87UA+SPVhzuPReTVwpMNELnHVx9exO8mmHwdsVK2FQMkfoRtbUJQAQmj5riqhIRQ/mtaEqjXOes5LOUk69R2kjKGoNfiCv4Wqtky1mU7xRIUX3dyBN/ArgIGdO0I2/bM5562otWhGnkMvhIlhbgV0QMEwtqOoNVNrg0pUtR6QuHZfPvE+hVzuAFbmBUBg+h7B9LwboVxU9c/zKOvwBX4FoZQjZZxs+kdIuTAv5vmgKYEZ/HzLmbtN2ZVZBhJPIi/JWEa9N+LVai+TXF144jXPRc1NrTtnio9eDa7ryqLl9NI79p8RwsBvbsNnbMDUl6IqJQj0q85YFxuKonD3mlYee+MYw5MJnjhwkoGJOJGAl1tWNM7bptNcEeX+G5bxzy8f4NVTXXzntUM8um0tIZ9nOhMVS2X47muHeL29C0UI7lnXSnPlzDaNsM9DS2UpJ3uH6RwY5elD7bx38yo8ev6idaXLyGSSr7ywh/MjC+hnLgKEgLDPi66qnB+N8cWfvMzWtgb8pjFddNMUhZDPQ31pCeWhAOocgUdBqHUIff2UN2EBOH3I7Mug/l/23js+ruu88/6eW6fPoPdKgL0XsUgk1YtlSZZlK+5OnMQtm+p9825iO97NxsmmbVzivMnGG6esY9lS5Fi2JUuyJYqSSImi2CtAEoVEBwbA9HLvPfvHDAGC6OTQkp33p48+HwJz5865F3PPOc/z/J7fr/Gas0ZCKCiu+7CTT8wrQANZsE7gxE7m+h3VcoRSnLfWkEgnBk4YnIE5aK0zDSKAMG/l7fDIGi6dxmVVNK+sprQqhKqpRMJxutv7aT9+kUg4J9Qw1DvGD/7pFVrX1OG/SsAkncoSHpq8frfHpGlF9bS/vRACTVe59cGNvPrMUc4cyjV3d5zqYbh/nJqm+eXhpZSMJlP88PRZfnSmnf5IlLRlzZLzm451VZV85eH7Z+0Rbg4W857W1Xz9xBv0xaOYqkqVx8+vrd9OkXlj1ESvBRKH8Uw3Hq2MCvd6HJkllu2fUGH0a9XEsv2Yqh+/Xk3IbOb02OM0+u5AFQZjmQsEjUbK3KtJ22MksoMT7xVC4NZKqfJs5szYE6iKiwrX+hs6R0spyaazZDMWchE92KaiU2QE6E7MIlp1jQhnxrGkhcl0FkOR202xxzPlfhiqiioElu0gJThIukZHMTWN+tBVYl9CUBMIoKsKF8fHsaVEm1eZcPqvttXX8omtm3ns6HE++eRTrCwv5+6lLexsapgITiHX23hxLEIqa/H3Bw7y7aPHp5ynLxollbUYT83diyilJJpNFKC3aio0oVFsBKfco6FUjL84toePL99OS/Bny05AFxpbS9bw8tDhgt2ruJXkYPgU60KtN8RzsS3aTX9qYf3mC8WW4lUE9Leml/lGIqB78WguUpnCVYJs6RBOj19h0bFw5ObO/Tj2ACAw3Q+hatP7ROcdg9WBlc3NDbqxDU1bOku/nYJh3o6i/i8cu5Ns+iVcnkenUT8VtRRxRUJcUSpyiqxSQ9Varji3OVHllDJJrr9RyYvlvIiUEYTwY7rum5FVJoRA1VrQtGaymUGs7GkcewBlDuXShcBQS1GEa0LkJp49N+NxkcwJxtKHJ37WFD+l7ttQxNzCfbZzpQiWgphpPyglUo5D+mVkZh/YfaCvQ/h/CymtvD2bBG3pVb2jc+Ot33nOAokknT1LMnMcR0aJpfagiiCG1oDH3IjH2IzLWImh1iEWIJ97o7GksoT1jVXsOXmBPScvEE9l2LC8kZbKueWrNVXhgzs3cH5ghNfauvn6T97gWFc/W1vrCHpcjMdTvNbezRvnL5LKWmxuruVDuzZOs7QwdY171y/llTOdjCdS/M2z+2nrHWJ1fRW6qjAwFuPl0x2c6R1keU0ZHYOjpLOFN0q+EkIIti2t46aWOva3dfHs0TaePTo1E6kIgcfUqSoK8K4tq3j31lX4XAtTuhRCR5h3IVPPwazl+CxO+nlU1ztBLZnlmAVAbUKYdyMT/8jCMjQS5DhY4wWhnghjI0Jf/VP9nucyU1N/V1IR4L2fvpOd968nVOqfoBRLKUklMpx84wL/8pfP0HY0J6V+8uAFLpzqYe32liljty2bdOIK1TC/G49v5mqPEIKiMj8bdy3n7OHuXPA3FGXgYpjqxvnl4SPpNH+191WePHaKzCJETRQh8Bo5S5u5FmNNUXiweQVbKmq5FIsgBDT4Q5R7fG/5vHQlBAr1vp2cHP0W+wf/DEPx4ddrcPQahFAw1RAutQiPVoKueAnodShoBI16FKHT5L+bs2P/xr6BP8FUA/j0amyZ4nK2U6BQ49lOe+SHtPjvw60tzo5ISkl8PEkimgQpyaSypOJpBi9O35A6tkNPex8Hnz9GSVUR+jyejVdCV3RKjOvvT7ka4UxkVvN5Q1XnVbuGnIiZgGlU/cv+nwKB48h5qwmzqWW7dJ2P3ZTzDv1J+3n2dnTxl3tf4fFjJ/j1m7exs6kBVVGQ5AJGVVGoDwWp8E3dRC0ryz139aHQvNc0khnDLqDEP4CuaJSYk73AUkrOR0Z4pb+DD7VMpxm+3ZGzD6unwVPFmWhnQc4pkRwfb2c4Mz6tB/B6YTk2B8OnyBZAjfMy/JqXLcULV9v/WYJf8+JV3YSZXZDvWjCaiZBxstdgB2RhWWeBDAg3urFj0WuVlBLb6kA6o4BA01fN6QOtqBWoWh2O3Yllnc+J6ShT52EhvFM1H4ROzn5DQVGKrzhOwIS4VU4IJzemOLbVBjgIpQjQcOzBWcafQCi5OUQ6URxnCFiyqHtwNdx6DboSxHJyf+ex1BGyThjjir2n7STpiT45cQxAwFhF0DWzsM2VuFLQRqCiKtPvt3RGkLG/gtSPABVkIucckHsVUj9EZt5AhL68KPHHt22wiHRIZc/gXKEUZMtxktljJLPHCIvH0NUqqkJfwO+64y0caA6mrnHPuqW8fLqD0XgSQ1PZuaIJ/zyBjxCC6iI/v/vgbv72+dd4+XQnL526wN5TF1AVBdvJtbx7TJ3bV7fwqbu3UVcSnPFLtX1pAx/etZFvvnyY0XiSJ147wXcPnESQ60txGxp3rW3loS2r+K/feZ6ecGEnrishpSQcS/DiifOMxOKYuobPZeSqrOLyMTmLkXg6Q3vfMH/9o1exbJuP7N60YGVUYWwBrQnmErqx2pHWGYS6OA+sKZ8jVBT3o9jpF8DuuubzXNuHBxDuR67LmuNaICWMDU8+f6bb4NFP38l9H9wxTbhGCIHba7Jp93JMl86f/sa/MNI/TnQ0wdnDXazeugRVFVPO7Vyh/mu4tFnFcABUTaVldS1un0kimsLK2vR2DrFh59zULSklr3Z08cNTbWRsm5DbxfrqKmqCATK2zY/OtKEpCncuXYKqKIwmkpwdGubSWISgy8Vv7NzGbS3NqHPs9LO2jSUdav1Bav3Bic9N2Ramqv1UhKQWghzdbS3B8gYyTgxNcWMofjJOFF3xIRBsKft1FDQECiXmcnZV/SEuNWcHUOvZTom5HMtJoCs+NMWF5STRrtggKELDo5ZQ4902zS5jIdjznX384H/9hHQizXBPGFVTOXf0i9MPlJL4eALbcrj3F2/FG1x4BddQNMpdi/fVnQ/RbJxINk7IuDbqsSIE1QE/GdthMBZjVcWkkp6UkpFEgoxtU+qbFART8p6+VweGiWyGWCYzo3evpigsKyultbSE965bzcsXuvjqvtf46quvsbqynFKvF01RKPN6MFSVR1av4p5lLdPOsxA4SPqSw9f03rngVk2KjCCOlCStLHErzasDncSzGQaTMS7GxiaOLXF5cKtTmUhSShJWlmg2J/bm1nQChmuKCfzVx8ayabLSQRMCn27i1SatTHJWMYmcDYlmMJpOoKsqIcM98ZqDpMScvc8yoOU8F9uiXQUTuulLDnMm0kGFWVzQxFU4M86ZSEdBe/CW+Ruo81QUPMEmpSRuR+mMn2co3T8twDUUk01F2/Drl+duh9FsmK74eUYzYTRFo9JVQ72nacKGY7HwaC6Cho+LyYGCXNNljGTGSdmZRQeLUqbywREoIoSiXEslXuI4A+SCNReKUjone0sIPVcpBKSM4TijqEylHOcqZTM9Hzm/xik/XzGOiX/JOI6Tm28cu5fI6KemWXVccXBeuRUgA/L6xIIATLUUn7GMpJVrfYpn2+mJ/hu1gfejCR+2jNMf+yFDiRcmxq0IF+XeezBmsSSZHK4kke2c+FkROvpVe0IpbUg9A+kXwfMowrwDGfvyxOtCaEitBZJPgd1944LFRDbLnu4LJK3cJsilqYwkE9y/ZDmOdNjT3UFPNIJb17mtvpm6QJBD/b2MpVMMJeJE0im2VtexpqyCZzvaaS0qpbW4BEdK9nR3UOr2sKYsN1k4MkUqc5rZqjhSprCdUZTrrCpKaZO1e5BytsqUQFVL0JT5M6gbm2uoLg7QNTRGZcjPlpbaBYm5CCForijm9x++nf2ruth3tosLg2ES6Sxel0FTeRHbWuvZvrSBYp971us1dY2P7N7Isuoy9p6+wPn+MNFUGl1VqCsJcfPyBm5dtQSXrvGJu7YSjiVZWTu1589rGnx410ZG40mqiwLTKphXoroowK/fezO247ChaWqzciSZ5ks/fJUfHTlLbXGQzzywkzX1lXkKat4r0nFIpDOc7w/zz3sPcbZ3iO8dPMU965fOaDUyI5SS3ANhtTH9u2KCvgLF9Q6Edm2bnSnQmlA8H8SJ/iUL6TEsDBSE606EcfN1N18vFo7t0NU2qXTXtKKKHXMonEI+Q76+gc23ruDZx15DSklnWx9WxkJ1z96zoSjKvM9KZX0JHp+LRDRHfRu4OH+/VNqy2dd5kWg6TZnPy+/dvotdzY14DJ3BWJyDF3vQFIXf3LmDIo+bjGXTG4nw2OHjfO/EaV7rusSdS+fONh4d7udseIgPrlg/8TvLcfinU4d4oHnF20oNVQgFl1aEi8mFSVMmNxoebZLWqwoDv1I95b0erQSYzJLqSi5IS1jDJK1h2iM/oNhsJWQ0zzmOdDrLK2+cZzgcQ9dUbrt5GaGAmy33rMPtc3H24AX2fGcfqqZS3TxdflwIgb/Yx4bbV3PLu7agzqA2Pfs9EFS6SjAUvSA+ZZeRsFOEM+PUe69NfVkRgs21NXzz8FFe7uhia10dHkOf8EV86UInHkNnXVXVRAKi2OMmaWW5NB6htbQkv3ZKjvXlhGxKPFPp38lsNkd/VRQUISjzennH8lb2dnTy5qVeIukMpd5cf8+66ircusYL5y+wvbGOgDlpDeFISdqy8lX32eFIh97U0BxHXBuKjQA+zU1PfJy/OfUqZ8eG6IiOELey/MGbP8K4QiDlC5vu5taqyWc469i8NtDFdzuPc2ZskIxjU+UJcGdNKw82rCJkTK6xsWyaZy6e4eX+C3REwsSsNG5VZ0mglEea1nBLZTOaomBLhy+deBm3qlHnK+I7549Q4vLy6ZU7GErF+MbZN8g6Nh9q3cTDjWtmbE1RhcKGouU80/cq4UxhErkpJ8Oh0TNsK1lzDdWn2dEe7S6YGA/kxGu2lRZ2jJAP4jPDPNXzGF2J8wT0EBLJQKqXpJ2k0lVNs3cpVmhz/niHtugpnu77N0YyQ+hCx0EipcPK4DrurXx40V6aAJpQqXKVcWL8fEGvbyQzRtxKXkOCykLKPIVcmDkVzUVD5img5I3u5+sDF4jLPezSnnzvFCjM3pe3gHsur7gusjh27wLeZ5Lri7z+1IcqvJS6b2Ek+QqOTOHIDJ3jXyeSPolbryVl9RFO7se6wtrCbyynzLN73v2dI1PEsxcmflaEOaViCYBMIjMvg74B4f0EQgkhp4gSCVAqgWyuHWoRWFSwmLKyPH7mBNuq63j5Uhdbq2tpD4/QGCyiMVhEyrZoChVxZKCfrx89yOd23MqhgV5e6LrAe5evRlMU/vbIAf7wljuIpNP8e/spfmfLzYyn03z/3Bk+snpys+XIOGnrwhyjAU0pxbhO3zlHxukJ/y6p7MyN2kJolAd+k2LfB+c9l2U7ExLmm5prqF1owEOeaudzc9+GZdy2egmpjJUzTFYUXLqGS9cWNEG5DZ3dK5vYtrSeVCaL7TgIITB1DXdeXAHgoS0z0z08psG7t65e0JgrQ34+eut0yo+Uktfbu3nm8Bl0TeXjd23l7nWts9pjrKitIJbO8Gffe4nB8Ri9o9GFB4soKK67sZP/lusDBBBuhLYG4X4IYe4CpXz27NIiIFDB/S5E9nhehbWw1KoZoa1A8fzSWyJs4ziS4b7JDH3rmjoCRfNz+g1TY/nGBp5//ACO7TDcN45lOcy5HAnmndP9QQ9ev4vhfPw6NjJ/z2cym+VCXoTjHcuXcveylolqi6YoGKpK1rFxpMRQVQxVpbW0hN/YuY1oOs0zp9tYXl7KJ7ZvQZ3l+RtOxjk3NpUqqQjBwYEedlTVv62CxRuFgeRhOqLP49UqWRF6FHWezUc8meGJHx7izLl+vG6TNctrKAp6qGgoo7y+lJ2PbCXcN4qqq7Oqoaq6iuk2FmyZcRkCQYWrBJdiFDZYtNIMpUdntc+Yd1xCsK66knuXtfL0mTZMTWNXUyMAL5y7wE/OXeCdK5axtmoywXdTXQ3fPHSUvz9wkKxtU+r10jY8zHdPnEabIfny+LGT9EejrKuqpNznw3YcjvX3c6S3j5bSYko8ueBfAGurKnhg5XK+e+IUluNw65Imgi4XkVSKcyNhBPCrWzfjNWZPAiXtNEOphXjRLQ6lZgiP6sLRsmwrb2BDSQ3f6zrJkZEe3tO0jlrf5PrREpismtjS4flLbfzFsT0UmW7urFmKqWocHunhqydeoSc+zm+s3olPz31/k1aWZy+eJW5l2FbRQKnLS18iwrOXznJ6bIC/3PYg60qqkUA4leB4uI+t5fVsq2jgqa6T/PnRFwkYLrZVNPBS73n+4ezrbK9ooNY7PfkshKDOU8lSfwOvjRyf9vq14tT4BQZTYeq9VQU5X9axODrWVlA7lHKziNXBlvkExBcNieT1kb2cjh7nnVXvYX3RVgRwZOwNvtfzLZb7V3N/9Xsx8wmzgVQf3+35Jra0ebjmg9R6Gsg4GY6Pv8neoedRhcq7aj6Avhh7LHKJgDrPXGJ814aElWIwPUqNZ3Y/v5khmNS3nKRxLh6XQwhniljL7Lg83wpuDLFx8roUtQGP/9cRYn7WiUBF1a+fAi2EQqlnF32xHzCWPgiA5UQZTDw34/Gq8FHrfxRzTqHGHFL2wBT1VF0JYGpXv88GexjM7bPvGS/vhRfZGrDov5ZXN7ijcQmXYhE2V9agCoXhZILNlTXsqmsknEyStCz+ve3URJ/CmrIK3tW6gnAqyaGBXkaSCbbX1LP3tb30x2N0RcZwazotRSUTi6xlD2I5czdPG1ojqnK9vScSywljOTPzmkHDWYBKkpSSA+cu0j8Wxecy2LWiCWbxAeQAACAASURBVFNf/MMghMBt6LiN67B6EGIiwHwrIIFDHb2kLZvq4iBrGyrn9FFUhKDU70URuQBlMb2UQgik1oIwb0OmnkYYWxDudyH0m0C5nAEs0AokBFCE4vs1HLsfmT1IYcWwr4Jai+L/HbiGxvPCQE74GwIUlwfQZ7DBuBpCCIJFPnRDI53MkIylkM71B9aaruLxT2Yv45H5jb6zts14KoUqBGurKjCuEKlRhMDQVOKJDClr8jsnhCDocvHuNSvZc66DZ8608d51qynzTRVeSFsWF2Pj9MYijKaTnA1PVlCGUwlGUgkM9e3L9C8k6n27qfHsQBUaijDm/b5mszaJRAbLcsha9oRQDuTuv25oNK9roPf8AL5Q4QUvyswi/LqXiBWf/+AFwsHhYmIAWzpXmMWLvOR87t9XQyCm/NpnGPynHdvwGSbPt53jiWM579Wgy+QX1q3mo5s24NEn14YtdbX86k2bePz4SX7/R8+jKgqlHg+PrlvDwUtehuNT1y5HOjzXdo4njp+cSCS6dZ3VFeV8esdWAuYVVWZd55PbbqLY7eap02d5paOLrGOjKyoBl8m9y1rnpViPZiKMZgvb7iAQVLpKMRSdEpfBQ42rc76to/2cGu3nzppW1pZcLcufQ188wt+feY0Kt48vbnkH9b4QAkE4neCLR37Mkx3H2VnZzC2VOcuXYpeHL2y6G59u4tMNVCHIOg4tgVL++PBP2DfQydriySAsaWf5UOsmlgRKGE0nebr7NJ/dcAfvXbKeKk+APz/6Ij3x8RmDRQCv6mJz8UoOjZ4pWCJjKD3KycgFaj2VBaHEj2YinIp0THlmrxfrQkspN4sWLdQyHyxp0R47RbFRwprQRgJ5quna0Cb2Dj3HQDonciWEgpSSN0f3M5Qe4H31H2Nj0daJak+5WclwepBDo6+zpXgnjd7F9bYJBJXuwrMZknaaS4kB1odmFpaZfTwGSp7CKGU8b3S/WCgoaikgQGaQzviciTIpHZz8nl4IM+dLXWDkzhvABoRwYZq3o6iLDaSvD6ZaQVPoVzk1fIm0PbuImkCl0vcOyr13zVtVlFISSZ8gbU/GRB69EX0a41EBJZCvGma5mtIrpcy7A6gwD+31aix6J6Orai4jr6gTam62I3n5Uhffaz9Na1EJSStLNt9rpwhBiTvXY6EpCqpQcKSk2uenOVTEy5c6GYjH2FxZjVfPZWskkqzdj+PMXTkwtMZrLJ8XHpFkmu+/eRrbkSyvLmND03Rlx/9IuBzwCZg3nrJsh9M9g9iOxOfSKPYtVkHSRPH+MrgfAm0FCO8Nu/dCCKS6BCXwBziR/54PGG9AhVFtQAl8DmHc8lOnn16JqT6Gi5BtvvLfM4lxyMVvNYQiMK4QMslm5k8qXBbquBwYXglNUfAaBn3jUaKpqbRiIQQNRSHK/V56x6MMRGPTgsXxTIp/OX2Y1/q6GU4luDA+SetwkOyoaqAhMD99/ecBqjBQ1YVn2y3bIT3P3++2X9jB+PAiFIMXAb/uocZdRk9ytiThtaEz3ktWWmj5RTrgMvmDO29DCPBclQBsKi7iSw+9g1KPZ6JHWwhBuc/Lb+/awS+sW81gPI4Ayn0+qgN+NEWZMre5NY2Pb9vCO1YsYygWz1Fs/T6q/H52NTcQS2fwXVH5+8CGddze0sxwPEHaslCEIOR2UxMI4DWm9vUJIShyu/iVrZt5aNUK+qLRCeppmddLuc87JfkyEwbTYSLZwgXkkBO3afIufn2VUnJ4pIcLkRH+06pbqPT4sfJJLJ9usrWsgecutXF4pIftFY1oQqAKhVpvEEmuKnl5X9MaLMNUNYZTU6+txOWh2hPAoxnU+0J4dYOloTJ0oVDjCeS88TKztzAIIVgbaqXCVcLFAqn1WjInRrO7bBMe7fosY6SUeRXUwvWhelQXW0pWYSjXniCfDVI6WNJCEWreAy8HJf+flM5E0JtyknQlzuPTAjR5W6esu4Zisty/hiOjB+iItS0+WMxT3/2ah5FM4dToLWnTnegjKy2MxXhJCxeKVg8oSCeClW1D1VYu+plS1QaE8CNlBNu6QC5AmXkdkHIsTwsFRa3KC9AUFkLxo6j1wAEcZxDb7v+pB4tCKBS7d7C85LOcG/0KiewFJFcK6wl0JUCl70GaQ59AFfMnQyVZhhMvIfNCjgKVkGsD2tXqrcKNMLYgk09Aeg/S2Mnl3ZiUGbA6kIknc57d2uK+w9eZ9s73nkmH13svsry4lA+uWsee7g4O9ffO9RY0RWFXfRPfOHYIXVF4eOnKyayXBMsemKeip2Jo9YgZZMpvNC5vfkVeXCCRzvLE/mMc6+rDbeg8sHklxb5r9xf7WYcAmiuKEUD/eJR9bV08sGkF5hVUWinzjefpDK+c6eAHb57CkZKVteWLou9CXhlLa4KrmqVvFHKftxwl+Mc4sa8i088VpDk6Bx1hbEbx/Q5CX5eTjX6LIITA658M3EeHIliWPWfPIuSzYOHYRDDn8kyvNGUzFtJefJB9ZeC5EH8pVVHwGQZZx2E0ObUSaWgqxW434+kUl8YjrKmaKq6gqSouTSORzZLITs8Gl3t8fG7rbTzd0cZrfd18cu1Nk+9VVMrcXvRFUiT/o8CybNKZ2TPsQgiqmsqparoxC71HdVHnqeSN8MmCcgN6k0OMZ6K43bkkpqGqrKueuYfRb5rcVFc77fdCCAxVpbG4iMbiuTdUQgh0VaWpuIimq45tLp4u4mOoKvWh0DQVU0emiadfwbJHUJUQXtd2FJHrUdSEoCrgp9LvIZE5jK6WY2gLm6Pbo90FV0J1qSZ119AX6iDpio0St7L86/lDPHPxzJTXxzJJsrbNUCqeqw6T60XsiY/z2kAXJ0b7GUrFSFoWY5kECSuDc1XSy6XqmGquj1MTuaS6Jy+EowoFgZj3fpSbxawLtXIpMVCw6l1btIue5CAtvrrrSqRmpcWxsbaCWqE0eqtZ6m+4IQleTdFp9LTwRvhVzsfOsDK4DoGgPXaa8ewoK4PrMfOKkhknQ9yK4VbduNSp+zchBCGjCASMZq+tV7PULKLULCposAhwIdZD3EpiLIKNJoSCbmwmJXxIGSGdfArDdSdiEe0uOfuJVlRtCVb2MNnMfhx7EEWd7hUopcTKHMO2OgEFzdgwRd20UMh5M24nnfwB0hknk3oOTV/JYiwiCgFFaJR57sBnLGUw8WPGU8ewnCiKMPDqjZR6biPkWjevVcZlJLMXiWXaJgJLl1ZBiXt6IUEIDel6EDKHkJH/BtpysM6D0JDj/wWyx0BaiMDvwSJFjRZ1BxUhCJomqlDwGya6ouDRDby6wdaqWr7bfpovH9yPpijUBYIIBB5dx857YAkEQcOFpuZMt5cXlyKASp+fyinm1TZZe4C5SlKKcKGrhVfOWgj6RqPsb+tCV1VS2SxHu/p44cR5srbD7pVN3L56yX/oqiLAzcsaeaLiOBcGwnzt2f209Q6ztrGKkCc3McfTGfpHoxzq7OXN85eIJNNUhvx8cOcG/O63R7V4TgiB0BpRAp9HJtfjJB+DiczatUAHtR7F/WBO+VSpoOANHIuEUAQVtZMb0PbjF4mMximpmHujmElbnDnchZMPBiOjCUYGxvH4J8WowgMR0unJe+XYDo4998bIsSXp1OR7jAXYJbg0jepggGN9A5wdHMZynAm/RJemUV8UxLIdXr7Qye0tzVOo25FkitFkCkWIWelbuqKyvqwKt6bRECh8pvTnFZmsTSa7cBsTKeXcDAXBouZcRSg0eWswFIO0U7jeq9FMhL7UCBWukhnH48gUkeSz2HaYnOCDga7V4THWoQj/W7duSIesPUgstZe0dYFG4x9RrhIbkViMxr+Nz7wZQ6uf95SWY9MevVjwoZaZIYqvwfpE5pVTVSGo9Yao9U4/x9byejaU1EyozB4e7uGLh3/CcCrG2uIqmv0lBA03w6k47ePT22QUmDZXKIukVuqKxpbiVewZPEjMKkwScjQT5dhYO0t8tddF9bxMQS0UVKGwqWgFwRvkraigcHPZHfQku/luzzd5I/wKQigMpHpo8i3l5tLbUfIbboFAEUquejxDQO9IByQzKuYuBG7FpMlbzdkCWaNcxkAqzEBqhCJjcb3xur4RzVhPNr2XTOYVUvF/weX9EGKGeUjmBWmEcE/Rf1CUYkz3g1jZU1jZNlLJ7+DxfhLJpEiUlBLH6ScZ/wZSxlGUMkzX/czkf1gI6OYuNH0FVvYwqeTjaMY6DHM34qo+01yy2UY6YyA0lAWIWC4GQgg8ej0NgV9CBiwcmUagTSThFgNdLWZZyWcnKpS64sdntM78uWotBD4PiX9FZl4Fmc4VMzIHcy1NnveBuWvRjLVFBYt+w+TTG7dSZLr58Or1eHWD+kAITVFwaRrLS8rIOg4hl4u0ZeHSNO5fsmzCq81vGPz6pm0EXbmAQQJB08WuusYphtcSB8uem+YghIl6A8rYC0Hn0Ch/+r09WLaD7eRky1VFsKm5hk/dvZ2g5+1jxP1WQAhBQ1mI375/J3/73Gu09Q3x2L6jPHngxIS4SNa2SWetnC2IobOhqZpfvHUz25femAzjjYJQQuD5AKq5A5n6MU56D9gXwBkD5tsMG6AEEVprTu3UvB20xhs2iS4WqqLQtKIGRcl5u3Wc7mX/s8e55/3b0Gfph5VS0n7sIm++NJm177kwyLf/+sf84n95J6WVQbIZi2Ovn5tQNQVIJTJk0nMH2qlkmujoJO3LXzR/9d6taywvL+P5s+c43NPHWDI1QSdVFYW11ZX4TIMft51nY201d7Q2Y2oa0VSaJ4+fYiAaI+R2EXLPTt+q9wep9eWsOOLZDEKQ729Sfqa+yz9NJFNZHGfu5ICUkqGLIxx7+TSDF0ewZqGtBop93PWR3XgDi5t3m3zV+HUP6XThgsWUk+FctJt1oaUzbskdJ8Fw5O/QtWoMtR6HFKPxx/GYm6kI/mfE3DJQNwyK4qbI+wi6WsnA+J/NeIzAoDL4u5OKhvMgnBmnp8BWAQB1nkqC2uKDC0UoOXsMReHBhlU83LhmluNy4VTasfjG2QN0x0b5/Ma7uKtmKR4tR9U9OHSRb184cp1XMjtafTnPxZORuUX+FgqJ5GD4FPdW7cCrXdv+RErJ+dilglJQQ7qf9UXLUAsgQDcThBAE9RBV7loyTppqdz2GYrKleActvhX4r6iQu1QXQb2Izsw5YlZ0wkoD8nNRvr+x1Lw2oRpd0Wjy1aAKFVsuPFE2HyJWjHOxiyz1Ny6qJ1UoxXi8v0I024bj9JOIfQXLOoPhujNPL3UjZQLH7sOyzuLYl/D4fgtVm2RDCKFhuh8gm95HJv0TkrGvI50YpvudKEo5YGNZ7aQS3yKTfgnQMT3vRTc2Fuz6r4aiVOLxfZro+O/j2JeIjX8el/td6Mb2PCVVIGUU2+7Bzp4mmzmM2/thTPcDN2Q8QggEOsp17OsMtYhi903zH5j7QITWiPR/BuF8BOxBkBlQQqBWIkTwmgoRiwoWVUWh3JPjyJa4cwuG6wofp0rfZHXQb+QWvaDpmvp+rw8pJS92XeBgfw8B02RdeeVVC6uDPY+sqxAGaoEzAQtFid/DTS31DI7HcKRDic/LhqZq3rFxGXUlobe6IHRD4UhJ3IoTt+M5BUlFx6/5Ma/qV1IVhZ0rGmksL2L/2S6OdffTGx4nlsogpcRl6JT4PTSUFrGmvoJ1jdWUB31vG0+6+SClJGJFsRyLIiOEoi0BbyOq+xGwO5DZM0i7G+xekLFcdkcogCvXWKxWINRGhNYKWgOIYEEUWwsKAa1raikqCzAyME4qkeHbX/sxCLj53rUES/wTdhdSStLJLGePdPFPf/7DKSqqjiN56fuHGR2OsuGWpUTHErzw5EFsazJ7Gx1LMNQ7RnVj2bRhXEZ/1wjRsUlqennN/MkiVVHYUldDyOOma3SM9uERSr2eiSBuXXUVKyrKOdB9if/xwl6eOnmGIreb/miUM4NDZGybNVUVVAXmpud0Rkb5dttx2kaHEQJWlVTw/mXrqPa+hdWitzGSqcycwaKUksGLI3z501/nxKtnEUJgZS0cR2KYOplUFtuy8Rf7WLNzObe9bwewuE1wiRGixl3OcHps/oMXgZOR8zwkb521h0gInSLvo/hddyCxiCSeYSj6t5T6PoaiVeX6rJwRHCeCIjxoalmOXiRzjBtVCeI4ERyZQFWCqMpkFdORaSx7EEemuFyK1ZRiNLUUKa38eaMgNDSlDFVZWNBlO2Nk84bQ+gJ7Uy8mBhhJF5Zyp6CwItCIOoNXoSoUJJBxZt6IC2BpsAyXqnFkpIf761fg0eZQcrUsOqOjVHr8bC2vn9RUkJLO6ChJq3BJhqsR0L1sKl7J6WhnrqJVAHTEe7iUGLhmymdWWhwfO1dQCuqyQOMNUQm9EpcSXRwde4O7Kh7klrLbUVBnvH5dGCzzr+ZM5DgnI0cod1VNBLExK8KJ8cN4NR9N3pkrOvNBCMESXy0BzcNotnC92LZ0ODF+njsqtuJehPWIEALd3IU38P8Sj/5PHPsi6eSTZFI/yieE1FwlSyaRMoGiVuL2fWraeRSlEm/gd5GRDNn0qyTjXyeVfBJFCeQqks4oUkYAE5fnETzej99QrREhFAzXnXidMRKxL+HYF0nE/gYh/iX/uQJJNmfdIZOAhsvznhs2nrcKQpig1ub+LwDeMqk+n2GyrryK9eWV+PSrJmzpYMu5HyaBjnp1c+dPCS2VJfzJB+7FsnPN0bqq4jZ0VEX8XG8MbWnzRvgwPxl8icHUELa0Ceh+Hq17mPWh6VlaVVFoLCuivjTEu25aRcaysfOCAooQaKqCqWlo6s9eBSZpJ/lW9xOEM6N8csnHKDaKcsGeWpr7X9+MIAsyy6Q09WVZZ5WcwezMi9bbBUIIaprLWX/LUn7yb28AMNw3xv/+4lO8+N03aVldS2lVCE1XiY4l6G7v5/SbnYSHJtUP65aUIxRBd/sAh18+y7H97UjJBEX1MtLJDK//+CSrtjShzVC1zGYsjrzaRjySo2UJRdCwdGFS8MvLS3lw5XKCbte0vq5Sr4eP3bSRi2Nj9EVivNY1lTZXFwry0c0bpyhQXo1wKsmXDu/Dbxg80LwcW0r29XbxlcP7+ML2O/Bob49KMUAqnSWzAGGgG43waBxnHoXc/d9/kxOvnuWOD9zCTfeu54XHXmV8KMJDv3YPkXCMFx/bhxCCX/pvj+IvXvxa4NXctPjqOD7WXjATdIDOeB9Dqfnk7BUue4o5MoGmFCGECymzjCefYSz+XSRZkJKg5z6KvI/iyCT9Y/8dXasia/ViO+MgVCoCn8FjbsB24ozE/oFk5hgClWT2FIZaQ6n/4/hctxJJPsdY4kkcmUbKNKbWQkXwd9DU+XtXUtl2RuOPkcwco9T/SYq8j8x5vJSSY+PtpAuo/AjgVk1afDNTYGu8QdK2xf6BLpbmBWgyto2pahj51pd1JdVsK88J2SwJlHJv7TJ8uknWsRnLJOmOjbGuuJpilwdDUQmaLjqjo3RFRyl3+bClw8nRAf713CGcBfRMXyuEEGwuXskPevcWzHMxaiU4MtbGUn/DNb0/ko1xYvxcQcYCYCg6m4tX4lGvT3RnPuiKjiIU9o28SFfiPJrQEAh8eoClvlUs8S1FU3IV4/WhLZyKHGXP4I9I2ymafK1k7DRHxg7QEW/ntvL7qHBduwVJpauUKndZQYNFgLZoN0Op0UV7vAqhY7ofRtWaSSW+TTb9Go4zlFctlYCOUHyoai2GuXvGPsNc7+IK/ME/JZX4NunU0zj2JWxrmNwex4+mb8LleQTT/QBCXF3kEahqA5q+BkWru+rcHrS8pYW4KrGlqnVo+hpUrZGrxfcEOi7Pe1G1FtLJ7+SvaxDHyT9LwkQRARRtOYZ5C7qxwKrdzwJkfq9Z4L3lWxIsCiHYUlUz6+sSiePMzdXPUfXemlhXVZQF99VdKYZzvehPRPjbk6/xwdYNtIZmr8AsFlcKhcw1zr7kAE9eegpFKLyz+h4Cmp+YFafKNfcEpRTADuTtBlVoVLoq8KgeTGV6djp3Hw0kOgPpQU5HzrK9ZGvBTYdvNFweg3d8aAenDnbQ15WjH6USGU4d7OD0mx0o+UDfcab3HHoDLt7zqTsIFHn5688+zkj/+JRqIkBRmZ+SiiDnTlzipe8fYuXmJrbdtRpVUyYEpKQjOXHgPHueOjxRjSoq9VPXsrCMtN80+e3dO9AVdVpCRxGCXc2NfPG+u/jHNw5zbniEtGXjNXRWVZbzoU3r2Vg7t/LimdEhbOnwu5t3ETRyG5/bapv5zN6nuRgdZ1nR4hrJbySe3XOSH7146q0eBmORJOnM3FSsMwfO0bCylg9+9mFKqopoe/MC0pFsvnsdhqmz+uZlfOlTX2ff99/kva1VLFZLSBGCdaGlPN33SkGrJeHMOG2xbqrdZbP0LWYYinyN0fjjOYU6bEoDn0RVgqSypxiJfoNS/8fwmttJZo4zMP5nuIw1GGo9WbsHgIrg/4OieOkf+xNG49/BbawnnT1DNPkCVUX/FVNrYjDyZWwngs91CwBuYw2m1oSmVpCxuugZ/X0SmUME3HfPe00eYwOm1sLF8G8g5fz3KmLFOT1eWHsFgCp3KTXumde+3VXNPHHhKP9w9gCvDnTg1nSyts1vr9nFprLcJrTIcPObq3fyp0df4KsnXuHxC0cJGi7StsVIKoHfMPnKjocpdnlwaxoPN67hfxx5gc8dfIaWQClZx+ZSfIxNpXWE0/Nbal0P6jwVLPM3sL+Anotvjp7mndU7F01FlVJyIdZDXwEpqBWuEtYEW25owtRyLMYyYdyKh7Sd5FKik1xlySFhxXlt+CXeUf0I20tuRREKPi3AI7Uf5rn+73Eg/DJ7h55HEQK/FsxVJkvvQOHaGUB+zc1Sfz2nIxcK+mQMp0c5FblAradi0ewsIXQ0fRO+4Goce5B09iKd0S6KTRf9yTTFrmpKPM10x8Edl9T5nFwVX0qi2TS9iQgJK4NL1an1foKg533YdhfSiZJxoDMOjYF1JKWP9rEoghQ13iDFZo6dmLBtup2P0lz0m4ymM5wL92MoKnW+InxaCwnX14hk07Sqk4GklJKw8hFi2iMs9VfB1UKXeeqnbmxBN9bi2P3Ydg/SieVfdqOopShqZV7U5+fD4kpKB9LPgd0H7vcgFP9Vr1uQehppdSC8v4RQFt7n+ja9Q3JCInY2KMJA8PZWGnSkw8HBSzQGiil3X38VNJbN8HJfB/fVLy/A6CZhS8n+gS7Wl1RP0IdnQk+yl9HsGO+pfYg7yncX3BPpZwmGovNg9X1IJMo838OT42fYP/IGm4o2/MwFi0IIlq2r58OfuY9/+JPvT6GXSsm04O8y3D6TB39xFzvvX49hanzyCw/zz3/5NL2dwzi2g1AUQqU+fuHX7iJQ5OGv/vO3CA9E+JvPP8Hx18+zafcygsU+rKzN6UOdPP1/9jF4aZKavmJTI5V1xQvaaFz2kpsNuqpyS1MDm2prGIzFcsGiqVPq9WKq81d/U5aFW9Px6pOqrwHTRFMUMvZbX8W7Ev1DUU6cnUWp+m2G6Gic4soQgZIcldflNYlHkvnvj6C6uYJ1u1fy5vPHeMcv306wdOFKfpfR5K2mylXKhXhPwcZtS4cDIyfYWboebQYVPiFUfK6bcRvrcWSMWGof44kf4NbXkswcx5EJpLRIZI7gyCQSi2TmGIa7HiEM/O5bMbTmnICCsYFY6mXARubZC4pwIdAmKFeXvbY0tYyMTJHKnsWRMRRhYjsLo+AKoaEo7in2A3OhM95Ld6JvYTdsEVgVXIJXm94zKYRgSaCUv9r+EM9cPMP56AgKgppggNIr1l4hBEuDZfz51gfYN9DJ64PdjKTiuDWdO2pauamsfkL4RiB4sGEVpS4vL/S0M5JOUOMN8r4lG9hSVsc32g5Q6fbn+SKC1cWV1HgDEwIoDf5ibq5swqfn5vxi08OuqmbKXAvbC+hC4+ayDRwInypYj1tXvJfuRD8rAotTDrelzZECqqAKBOtCrZSbhVfEvBInI0d44tI/c3Pp7WwpvgVTyT0TDg4j6UG+1f113gi/ytrgZvx6ACEEJUYZ7637KOHMMDEriiIUQnoxAT2EwvWxoFShsibUyvP9rxO3C6WgnptzXh0+wq6yjddkj5K7JheqVk/CKuErbb0Umybt41FUpZsd5QqvDnSQti3+cPO9rCmqYjAV448OP09fIoIqFKLZNLXeIJ/fcDe13h0IIQgnIvzR8X/nvrqLHBjqZjAZI21bfKBlI+9fkutb7IqG+dzBF3mkaS3PXTpLLJvGkpLfWr2L26pbODkW48sn9vLVHe+mOVAC5PqJ/+L4fkKGmz/Y2DTr32TyuhrzFcifd6SQqWfBvohw3Q9cvSaqubao5JNg7gJjw4LP/DYNFmF+7zr1LVeLnA/j6RT/ePYgv7Jia0GCxRuFwWSMfzh9gD+86Z5pwaIjHTJOBlvajGXHkUg0oRG3cllVVSi4VfeM77GkBQhUoWIqxoTqmJSSrMyScTK4FBeaMvVrKKUk5aRxpI1bdU95ny0dMk4aByd/XjNvej35XUjbabLSwq26pjTOO9IhaadywYMyqcyZcTJkndzxAOn89SoIDMVAFZMBg+VYpJzUhGiTIhTcqmta4Hz5GlN2mhOR02RllrgVnzhOEQoe1T1l3BKJ7Uy9PkMxr1l9rVBQNZWd71yP1+/i8f/vJ7Qfv0g6OTO9TNVUqhtLefCXdnLHu7fg9ua+Tzfft47GFdUcfPE0/RdHCBR72XDzUlrX1hGLJGleVcuZQ52MDkV56ht7efqbr+Jym9i2TSqe5krGly/o5q73bsVwFa5Sndt46/NaFcyEOn+QgUSMH3edY0N5NY6U7OvrxpGSSs/iA5j/Hzn4gh7CA2NkkhkMUydUHmR0YJzISBSX10RRFTx+N+NDnyBhTgAAIABJREFUkVnFb+ZDyPCzMthc0GAR4Eykg97UMPWe6awLgYrbWE/AfScALn013cMfJ2214cgUtjNKNPUCIr88u/U1GPm+k5ya3hV9sELLV+8kLn05LmMFfaNfQNfqsJ0oZf5PIISC7cQYinyNtHU+ZzklDGwZLXjlD8B2cr5+8QIpeV6GLjQ2hJbNmqJUhGBFUQUriuZmHAghKHF5eaBhFQ80rJrzOFPVuK26hduqW6a9/ttrdk/8WxWCT63cMeX1++tXcH/9iomfVxVX8tc3v3vOsV39+asDS6hylXKpQEJBcSvFm+HTLPc3LiroiVhxjo21F2QMAB7NxfaStWgz9J4WEifGD6EJjU1F2yk1p9LC3aqbIqOEaHYcW07OH0IIdGFQ4aqm0N2UQghafLVUuUs5FyusUvDZSBfnYxdZfd3VWkk4naDRV8wfbr6X39z/XS7Gx/ijzffxx0d+zJGRXlYXVREy3Hy4dTOVbj9+3aQ9Msxn33iaF3vb+VDrZgT5CmA6wXOXzvLJFTtYFionaWUnEii5T4OexDivDnTwmbW3UuH2k7AylJg52unG0lrcms5Lfedp8ucSxJ3RUc6MDfK5DXctWm345xoyC/YlUJtAmb73yPmENwAZcBbnMfw2DRbFvP6JUmbz3NyfPqSUpGyLE+F+zo+PYEmHUpeXDaXVlLt9ZB2HQ8OXODh4iaPDffyw6zRHR3oxVY176pZR4vJwKjxARzTM3XVL0fMT5olwP73xCLurmyf6LY6O9NI+PkzIcFPsck8JSi4/iIeGehlIRiky3Wwqq6XC7UMIQUckTGc0THOghGMjfUQyKZoCxWworcGt6SSsLG8MXuT1gW7Ojg3xxPljhEw3ft3k3vpcL8dAapAne77PaGacofQwKTvNU73P8MLgXgAavHV8qP5RPPls71B6mIPhw5yNtjOcCSMQFBtFrA+t4abiTXjygeXRsZP8sO9Z3ll1D5uK1k+Z3OJ2gm92P07WyfKRhvcR0P1IKRlID7Jv+ABno+3E7QQBzc+60Gq2lWwhoPsn7s1PBvdycPQQH2v8MLWe6onzRq0o/9j5r/g1Px9tfD9qPkv++sibHAi/yYcaHuVCvJPXRg4SzoziUl1sL9nCrtIdExWCi8keHut+koSdwJIW5WYZv9L0Efz61GTAQGqQHw/uoStxiQuxDiTw5fa/mwj8atzV/HLThyeEgSaub+QAZyLtJKwEISPA2uBqtpZsJqC9tUIpmqay5faVNK+q5dBLZziyr42ejiGio3Esy8HtMSivKWbVliZ23LOWmiXlqOpkkCsUQW1zObXN0/u4gsU+3vWxXfz1+QFi47kNppWxiWWm07w0Q+XO99zE2u03lr60GDQFiniweQX/++RB7BO5zbdL1fjVNVsodf/H9Vu9XixZ18Cpv2tjuCeML+SlYUUN8fE4e76zn7s+vItkLMXJfWdx+92o2rUlVBShcFPxan7c/zqpAlpohDMRDoVPU+eezd7JQcpcL7NlDwE2AhNTb8bQGijz/xqmvgSJg5QpFOHBzlOoZoNARREGfved+Fw70ZRS1HyPUdbuIZraQ2Xo9/CZN5O1e/IVycJjODPG0bG2gvaBAlS7y2jyTfdw+3lGkRFgQ9GyggWLEsmxsXYeqtmNf4F2FVJKOuN99CWHCjIGgEZPNUt8dfMfeJ0wFJO0k2YkM0SxUZZPHksyTobzsbP0JS/R5G3Fpf70FOxDeoBVwSWcj10qaLImbifZM/gmKwLNaNcplicQrCyqoNlfQqU7wNJgGfW+IsrdfiKZFFJKTFVjU2ktCStD2rapcPup9gbpS0bJhYCTPuy7q5Zwc2XTrIlv23F4qGE1a4urp71WbLq5taqFF/vO8a7G1YQMN/sHOyk2PawqqvwPNR/MDwnSAuGG2RhvwsgbnS8uwfq2DBYFl3sSZ4eUqZwAwFsAR0q+13GSx88foylQjCoE/YkYGcfigYaVWNLmQiTMpfg4CStLOJVAUxTcqo6VV2o7MHiR73ed4tbqJRPB4v7+Ll7u62BreR2GovLDrtN8/fTrLAmW4lI1IpkUKTubv35JXyLC/zz6MuFUgjK3j/5ElO91nORzm++k3hfiZHiAr514laZAMR7NIG1b/NPZN/nosk28r3U9advi/PgIvfEISctiKBknZVukDAs7X8oxVZNW3xIcHM7HOngjHGF5oJUmb65JvkgPoSmTf6veZD97h/dT5SpnTWAlDg7tsfN8q/sJLGlxR/luFKFQ6Sonko1wcPQwq4MrJ+iZUkouJXo4NnaCW0q34VHdSCnpTw3yjc7/w2B6iJWBFSzRmxhKD/P93h/RlbjI++veMxGwjWfH6Un2kblq82c5Nv2pQdJ6TpH1ctwdtWJ0Jrp5pv/HdMQ7qXZVUewrYiQTJm2np0xGpUYxd1XcSjgzygtDe+lPDeDMUAVXFZVKVwVFRojB1BCKUNheshkzf51BPTBR9ZRS0pca4J+7HiOcCbPCvwyf5qU/NcBTvc9wMdnDL9S9G981yMUXEkIISiuD3PXoTex+cAPxSJJMOqdQqekKHp8Lj9+FssjmMSEE2+5azcClME/+/R7GR2beFLt9Jrsf3Mh7PnE7Ls/CFBl/GtBVlYdbVrKlooau6BiqUGgOFlH5NldCDfhc3HJTCy7zp78MXOob483j3dj27Am//8vee8fHdd1n3t9zy/SO3kGADQA7QbFIpEg1S5blHrkrsR0nu3HidTavs7vZbJLdbPyuk9ebTd84yXpjO3GTi2TJVrcoihLFXsEGAiBA9DYzmD733vP+McCQIAASoAYUKevhB58Zztx77p2Ze885z/n9fs+zZkcTr/zgDcb6w9S31FCzspLmrcv57p89yd4nDpJJZejvGOL9v/kgbv+Nk/KlnmqqXWUFXek3pMm+0RPsLG0lYLuqboQs4fgPSKQPYck0qWwbbvs27HojIHHZNjAY/TNsWt2kv1maEt/nUcS1s1MkWTJGH1lzENOKIoQNp96M274NVQmgq+WE4z8imTmKYY5MG2PT2U7i6TdIZk+QNQcZi38bm1aD13EPQtiIpfaQMTrJGBeJpfcgMXHZ1uHQW6b5dUkpORY+z6XEwlat54O1geUE9LdXpF5KSfvQKKU+D/5Z7HlUobC5aBUvDu4nYaZmaWHh6EkM0J0YpMXfML9zRHJ0/GzBFlMUBHcUteC5QQuPhWBd4A5ORY7wo0v/wnJvCx7NiyENRtJDdMbP4da83FVyL3ZlcUV2roSmqGwKNfPS4H4mjMLWvR4Ya+PdiX4aPW9OAVMVCnZVQ5DzEp4SaVMQWJMUN5xO8kT3SU6M9ZM0shiWxfnIECv902uKbYpKhct3zQwph6pR7py9fk4g2FW5lJ/2tHFirJ+1RVW8NtjJ9vKGvEbAO5iCllPbt/pBpuBq1VkpwRycJFkLGzNvSbKYMyu+9kVgyTSmVRiVsIUia5m8PniRlcESfnfdTmyqRjybwTl5QzlVnY8uXcu6okoODl3iE8s3sL64EsT8DXrH00m+de4wD9Qs5zNNd4CEb507zKHhXLqUJSVPdrUxnk7yX+94gGKHm9FUgi/ufYInOk/xW6vvBGA4FecjS9fxoYbVSCR/fWIvz/Sc4+G6JgI2B7+8ciP7Brs5OTbAr7dsydVrXHGeIVuQB8rvAWD38F6OhE+wxr+KO4s3z3reK7xL+cLSXydg8+eFX3qSvfxt+z9yaPwoO4rvxK7aKLWX0ORbQVv0LEPpYWpduc7NlBYnIm1IJGv9q1CFioXkxaGX6U708ljdR2gNrUcXOmkrzUtDr/Dj3qdpcC/h3tIdNzw5j2Yn6Ix38anaj1LjqkYVChkrgyKUfBosgFf30hpaT8JIcjJ6msHU7JOiEnsx95XtJGNl2D92GFWo7CrdgW+WyY4hDX4+tIfB1CCfXfIpVniXowmVpJnkyf5n+PnQK6zxt9AaXH9LkA8hBHanDbuzcITN5tB576d3ULO0jJd+dJALp3pJxlJIS+Jw2alZVsaO96xny/0tePyuGd9DOJnkXw4dI5IqnFDJFGoCPj6+YS3qHCQ4bRrEMhlqfQGW+Be3BqeQKC/18Wuf3I7Pc/MH3FcPtHPiTC/JOciiEIKGNXX8h//7G5TW5gSCXF4nn/i9D6CqCmcOXECzabz7V+/hPb92L5rtxocyr+6mNdRc8LSwC7FLnIi0c1fx5cwJRXFR5PlVTGvK0F3D49iGy7YpTwZLfL9JMnOUtNGJQMOuN6KppYAk5HkMh345tdFt24g+6R0WT+9HEU5sWhVC6FhWjKHoX1LqA49jJxWB3yeROYSUBl7HTvzyEdS8wIEFmNi1RuzeJQi0nBjCZORDSgOBTsjzCXIr1nIyMjodUSPO3pGjpAsYpQVwqQ42hpre8pT8QiNtmPzDngN8css61lTPVNkUQtDgqabBU8XJyIWCHDNuJjkWPkezb+5arysRM5KcKGAKqt/mZWOw6aaMZQ2e5Xy87nMcGd/PpUQXKSuJKjT8eoCtRbtYHdhAhaP6po+rjZ4alrirOB4p3PcKOXGt5wf2UdvwfnTlxvtEIchnagmu1hrNpb1/v/MYT1w8wa83baM5UI4qBH90+NnZWruu6I4QAmWOTYQQLPGGaAqU8VJfO7qiMpyMs7284ZZLQZXSJGON5/tGVXGhCU9Brq+c8Gc6Z2fCZB05tultCztCX41Mfh/Se5GO+y8vCkqJtAaRqZ+B8II2u6r0XLg1yaJQ0K7joWjJJFlzACerbtJJXYauqNxZXs8/nz3Enx/fw/3Vy1ldVJ437IXcjTZ1gyhCzDnRnAuDyRiDyQm2VzTgnczv3lpex3fac0bAWcvktYGLDCQm+Ivjr+byw4GBRIy2scG8rHfI7uKuinq8NjtSSppDZbwx1EPaNHKSxwiUyW7hRs7zajhUB+UOO3EzzlA6QtYySBhJnKqTiWwMa/Imsik66wKrOTh+lNPRs1Q7K1GEwoQxwfHIKepdtdS6c514LDvBycgZal3VrA2sxjZJQh2qg82hVl4aeoVj4RPcWbw5X3e4UEgkW0KbaPDU58nh1bWUi4WcJHkbRbYQqlDpSVzKvxfQfRiWQUe8iw3BtfnU2bcbhBA4nDa23LeKtduWMT48QXQshmVKvAEXoTI/Lq99zqjlRDrD946dpC9aWElygI3VlXx0/Zo5v/mTI4P86EIbv9u6A981BKJuNTjsOh6XDV2/+deU1+3Ie3TOBZtDp2bF5bQkIQQ1Kyr5rb/6DNGxGKqq4A15sDn0NzUYCwRbilbzTP9rhAsoaZ8wU7w8dJB1gRV49dwqriIcBN3XrltThRePYzsets94z+9697T/O2xNOGjCtOJEEj/Doa+gyPsZBBpZc5Bk9hSGNYIQCna9cTJ6ORPXei933Aev93GRUnIqcoHT0c7rbrtQNHqqWeqpmfN3ThsGveNRKvxeIskU4UQKn9NOmc8zbUwzTIuRWJxwIgUiZ51T5Jm++NQXjqKrKn6ng75wlFTWwO9yUOp159uypGQslmAknkBXFCr8Xpy23HVoSUl/OIpd17BrGgORiVz9st+bjx6alsVoLMG5wRFOXBrk/ODo5MKkoCromxZl9GguNoVaaIt0FCS115QWpyIXiBmJeaWi9iQGuJQsXKR4pbeeSue1bGUKB1WoLPM0s8S9jKyVxcJCTOoo6JN6BG8FvJqLzUWrORXtKJh4EeTmMa+NHOOu4nWsCsyssy3cceDoaC8N3mIeql6Jpqh0x8YZTcXBXzil/ik4VZ37q1bwD2f2kbVM6r2hfP3irYSMOc7p0T8gZQwAUOF5hFrfrxSs/YvRrxNJHQPAZ19Fnf8zaFdECAUa0nE/pJ9DTnwFskdAX5NLSzX7kOmfQ/YowvXJBfsv3pJkUaDkay3mgiXjpI0OpLSmpcHcDChC8L4lLSzxhfhZ91n+v6O7KXK4+O21O2gOlt7QBZwTb7k8EGQtE0uCU7v8E7k0HXXKfBlJPJuh1hvIRS0nsb64kmqPP/9/XVHzZsJCiLzk8WJASslwepSXhl7hzMQ5UmYKRShYUjKSGaHMXpof6nKF3g1UOMo4PH6MO4u34FZdXIh1MpQeZkfxNtxqbiCLGXFiRow6d02+5nEKPt2LV/Mylh0nZaZumCzaFJ1SR8lbovA6YUwwYcToSw3w5+f+bppukyUtTGmSMtNY0nrLBrebBaGIXDqrx0HVkvkPOooQeO12fI6ZEQ1VCOyaRjSVJpHN5rdXhMCmqmiKgoUkY5gYlpVfaLFrGktCQVprrl0nNZ5OEk2nsKu312/jctrQZ/G0vBlwOm0LlniHSWVbjwNnAaOhQghqXOWsDSxj9/DhgrULcCLSztHw2WnRxcWAIuy47ZsJJ35IMnsCgYppxdHVcjz2maSz0JBSMmHEeW5gX8GFbTShsrV4Db5rEJuhaJzf+9Fz3NlYy4neQaLJNIZl8mjrGj6woRldVckaJt85cJyfnTyLlJA1TXRV5d/s3MyOZZcFX/7v3sPYdRVFCA529ZLIZFlWVsR/fngXfqcD07J49tR5vrP/OFnTxJKS2lCAz9+zhbpQgKxh8rVXDpA1LUzLojccZSKVpszn4T8+dDcNJSEmUmm+8foRjvX00x+J8q9vHMPrsOPQNT67vZVN9ZcncgqCdYEVPGXfw3B6vCDfaVe8j0vJIZr0a6uiSik5Mn62YCqoqlC5s3gdtpu0EAuXBWv0WSyu3ioIIdhctIqf9u+ht4C1oJCLLj7R+zJ17op516UuFAJYFSzn8c7j/PP5g7g1G4dHLpEys4vSzwkh2FBcjUPTeGXgAr+zeidu7db5PacgyRLLtJM0clkqQWNTwdoWCFLGICPJ3QCkjD6qvB9CU65IJxUCtJUI739Cxv4Gkt9DJr6be11aOdEb56Pg+mUEC/v+bkmyCCq6ej1zUTNX8+H+OOp1ajkWA7qi0lpSzfriKvriUf77oRf4p9P7+eq29+S3yd0zEktaSCmn3USaomBYFmnTwK3byFgm/fHLabVu3YauKAwl46wM5Cavw8k4mUkja1UoVLn92FSVDzasxqHmfso8Gbvi8XoESIgc+XyzJHLCiPHNi9+hI97Fu8rvpdm3ApfqImNl+ObF75C6asDx6z7WBVbz7MCLXIz3sNzbyMHxI3g1L6v8TVdEaefGZJLUvCieJKemOhsEyjTV05uJqSL31f5mHiq/b9aIZkD3v+2J4ptBidvN/3zfQ2RnSWsUAk4NDPFXr+5DCGitrmJbfS1LS4rwO3IWF5aElJHlUjjKgZ5e9nZeJJ7J8OjaVfzS2lX5RZrZUOXxoSoK46kkZa7CpJzcDPg8jrdMUNpp16YJIN0owsNR+toHWLq+HpvjxicPdkXn7tLWnIpngWrDAOJGkp/176XZt4SQzb+I14ZK0P1B3PbNGNYIIFEVPza15rolHYWARLJ/9FRBFTOnUOEsZkOw6ZrjmJSSkYk4bf3D/M4D2/E77fzs5Fm+vvcQLZWlNFfmBLc21lWxqqqMCr+XjGHyv17Yy7deP0JrXRVue+76yZgGL565wEdaV/PfP/AAQoBpSdy23PttfUP8791v8MtbN3DXsjoiyTT/6/m9fG33fv7gkXsAQSqb5fWOHr5w7zZ+e2kdo7EEf/DECzx+6CRfetd2fE4Hv7FzM+eHRvnid5/m3z9wF2urKxAit0h1JYQQVLlKafE38PLQoYJ8pxNGnJPhdlZ466+5aBM3kxwPnyuYEEuVs2TetZJvd5Q5QmwtXsvjPS8UtF0JHBo/w0tDB3i4YvuCFWdtikZrcQ2lTg+KEKwvqqLaHUAROdGboD0Xif/Y0g3YVY0T4/34dAfvqW1me3nD5Bwrd005NJ1tZfVz1iMCeHU728sb8OnX7qdCdhcbi6qJZlK0lsydZfB2hkO9HJHPWOOkjSEc2vT0dSE0pG07ItAMxmkwOkCmQS0GrQm0BsC2YDeJW5QsKuhaNQL9miI2icwh0tnzOG2Lu2p7NTKWyYuX2ilyuAjZXUxk01hS5ouAp+DW7NhUjdcGLuKzOZBArSeAU9Op9waJpFP8tPsMrSXVnIuMsH+oO2+xUenysaaogn89fwSfbkcIwU8utuV922yKyiP1TXz12Cv8y7nDbCqtwULSG4vQHCrL+9HMB36bE8Oy2DvQRdrMpUTUe4PoC4yU9CX7ORdrZ0toE+8uvz9PesYzYbLWTOUlRSis8bfk0kgjJwnZApydaGe1v5li+2Ujc4/mwad7Gc+MkzATuK8QeolmJ4gaMSod5Tgmo4qqUPMRuStJesyIEzfiFNtubl1Zbs1g7sHWp3nxaG7SVpoaV/WsdY2zIWOaxDIZ7KqKS39zqXi3O2yayvKS4hmvS6BjdIzvHDlBLJ3ht3fcyYfXtuQnfldjUw080rKSI739/MkLL/N3r+2nJuDn7sb6OY9d7HDj1m382aE9bCmvwT65cKMIwZ2VdQQdN09pbyHw+96689I0FfubqDOcQtvr5/j2V57gD7/32xRX3fh9LYSg2ddAi38p+8dOvunzuhJtkQ5eHjrE+6p2vmmVwrmQu/d17Ho9duoX5RhzQUrJYGqMJ3p3F7xWUUFhS9Eayh1F1+3fVEXh3qZGVpTn+oEHV63gJ8fOcLSnn+bK0py1RkUJGdMkbZg4dIvW+ip+cOgU8Uw2TxYBQm4nj25aQ8A1cwL787MdeO12tjTUoKsqxR4Xm5ZU8/ihkwxPxCnxepBAU3kJ9zcvxe90UObzsKamnO6xMFnTwqapuOw2XDYdBXDadDzXWOxwKDY2hVrYN3KiIEIzprQ4Fe3gITOJZxbfyilcSgzRkyiMEivAhmATIZvvF3qsmoIiFHaWbOTngwcYzUQK2nbayvBk724a3FULttLw2RzTbGE+33JX/vmnlrXmnwdsTj6zYnbtiimE7C7+YMMD19ym1hPky5sevu55xY0MXbFxdlQ0UuZ8ewldzRc29fK83rSSpMwh/LNsJ4TIkUN1OxQos+SWJItCCHS1HEXxXSEEMBOGOch4/HvY9WU3NbpoScmx0T5OjA5gSYkiBNUeP7+ysnXadmUuD48t38iPO0/x2sBFKtxefnfdTpyazvriKn5p6Rqe6DzFz7rPUOsJ8GDtCvrjE7lUK03nN1dt469Pvsb/OPJzgnYnG4qrGCuuxDZpFL69soGEkeWpi20823MORQhCdhcN/twF5dQ0ip3uaVERp6pT7HRPE21Z4g3yaOMafthxkp90nabRV8TvrNtBYIFy0lN0yMLEIhdNzVgZjoZP0J8aoNQ+M62w0lnOMk8jpyKnKbIFSZpJNgTXTivO9mhu1gZW8fOhVzkSPsGm4AZsSk7gZv/YQaLZKA+W34tDmTQ/tgUxpMn5WAf17lo0NBJmgv1jh4gZ8QV9pjcLBQWH6mQ4PUI4G8areXKFylKiipzBr0/3sibQwu7hvewbPcC24s04FDuSnAfkhBEjoPvyZHgKh/p6+dO9r/LgsmV8Zt2GBZP7XwSYpsVPT5/l1OAQ725afk2iOAVNUdhYXcnH16/hj59/mW8eOkprTRUe++z79cWjjKUSxLIZnuo8k1+p1xWVplDJLUUWXQ6doN8FAkpvwMS+UNALRBaT8RSZZKYgcQ+P5mRXWSsnI+0FU54EyEqDn/XvpcXfyApv3dtuopyVBk/17aGrwF6VAKWOIHcWr52XWIciBKXeywuJbptO0OVkaCKWEwG0LA539/Hy2QsMTcTJGGa+nvDqrJpynwe3fXZF9u6xMJ0j4/ynHz6Xfy2WTqMKQSp7eVG01OfBqV9uw6XrWJbMp7kvBEIImnxLqHSV0hG7dP0d5oGueC+DqTE8ntnJopSSE+HzBTOP92ouWkPN72TIXIFqVxl3laznyd6XC+54OpAa5dvdz/KbywJUOIpv236nLxGhLx5l/3A3vYkwn1u5Je8g8IsGTbkcobVkhqwVvnnHvmlHWiBsag26WnJNsgiScOIJHPoKgp6PoVwtE7tIcKga/27NXUTSKbKWhaYI/DbnNIEbyE0WP9y4ml1VjaRNE4emEbLnOma3buNzTXfwoYbVGJaJ3+ZEFYK4kcnXGC4PlPDlzQ8RyeTqofw2B+9vWIVvUvDGoWo8Ut/MjsoGYtk0AoFXt+GdlBPeUlaXTxuYwtbyOlpCZQTtlyewdlXjc82b+WDDagxp4dT0GxLqqHCUUe+q5dD4MXRhI2gLMJAaZDA1RIl9ZtQHwK7YWR9cw7e7H+eloVeodFbQ6K6fto1AcE/pDroTl3j80o9pi54hoPsZTo/QFj3LhuBaNoda8999s28FlY5ynu5/loHUYN6GIpKNErJdWzjpWjAsg7MT5wlnI0wYMYZSw8SMOHuGX8dv8+FWXTT5luO8gmQrQmGtv4XHLz3Jty5+n0ZP7rP5NB/3l+1CEyqa0Lin9G76k4P8uO9pjkdOUWovxpAmo5kxUmaaTy/5BNXO6R5EsUyGC+NjjMQTi2Ct/fZALJPhYE8flmWxpa4al35tS54pKEKwprIcr93OqYEh+qLRWSOXAE2hUr585+yrp1eaD98KeNfOFlrX5mxv3kqyqGkK9ism45YpCQ9HsYyFeeeOD0QwjMIIRAghWOtfzip/I/vHThWkzSn0p0b4Xs/zfGHZR/Hrt0+q8vUgpeTgWBsvDr5RcF9FBYU7ilZR556pEjrruSBJG5fJmiklWdPEpmkg4PzgCH/6zG5a66v5+B1rKfK4ePlsJz8+0jajrWsJvdk1jYaSEL91z9bp472qUBW8PJlTFaWgad5FNj/rAsvpivUW5LsOZ2Kcm7hIg3v2muyEmeJk9MKcpRsLRYOnioZfMJ/M60ETKveWbeL1keMMpccK3v6JSDvfvvgMn214/23b7xwb7eNf2w9jU1U+u2ILTYGbI450K0JVLs8tJQamtXDrFSkzkD0KajVCnelrORduWbKoKn4cehOp7Jlrbmc9EjX3AAAgAElEQVTJKIPRr2JYowTdH0VXKxZd8EYIgUuz4ZpHga2mqJS5Zp+U2VSN8qvec+mX2xRC4LXZ8V5B3KbSVKegCEHQ7pxG/qbg1m154nmt14QQ2FSNCvfceeUAbs1FtbNyhsjMFPy6j4/VfpiXhnbTHutAEypVrko+XP1+epN9nJk4N6M+QghBk3c5De56RjNjbAm14tE8M7YpthXxy3Uf5/XR/bRFz9CduIRf9/FI5YNsCW3Ce8U+5Y4yfrn+Y7w8/Cpd8W4UobDEXce7Kx7gjdGDZKzpRdhezUO1swLHdbyWstJgz8g++lMDWNLK/T6al31jB1CFglt1U+WsnEYWBYK7irdiITkePsnx8Ckcqp1VvuZpn6/MXsKv1H+cA2OHORU9w7mJCyhCocRexPrAGoL6jZPcX2SkDYPBiRiqouC12Rc0WDo0DZumMhSLEUnOHWmyqSo21YlpWSSNLAiBS9NvSMBlsVFa7H1LSeIUbDaN6oogyVQGp9NGJpHmb/7oewx2LUzsYXwoilpANVef7uaB8q2cjnYxUeAshENjbfyk7xU+WvsA+nV8hG8HSCRd8T6+ffGZgvvFQS6qeG/pHfO2ADAtyaneIe5Z2YgiBP3hCYYm4jSWhBBA10iYSDLNBze0sLysGMOyGJ5Y+G+8trqCtr4hSrxu6ooCCCGQk8RUV1XSC1i8UIQAIUhlru8ZrSoqG4NNvDC4n2h2di/ahSArDdoiHewq3YRDnTmXGUyN0hXre9PHgZzGQmuw5Zopr7+IEEJQ66pgV1krj/e8UDBiPgVLWuwZPoJbc/LJ+odvirdlobGzYikbi2vQFQWf7njTiv23M+S060PmbTQW1kgMGft7hPND4HwbkEUhHLjsm4gknkZy7Rx90xpnOPo3TCRfxOu8H4/jLmxaLaoSRPCLXctVSKz1r2Kld3neP/FqCCGoc9XwybqPkLVyg5+u6OhCp8FTz9aiO7ArMyMtQVuQf9v4WSxM7MrsE3ohBCX2It5T+S7uL9uFhZUzjlXsCMS0fRShsMzTSL27dvI8BDZFRxMa1c5KJBKFyx3O5qKNrA+uyaexzgWHYuexuo/MLZIjxDSiOPWaR3PzYPm97CrZnpfu1hV9mmeYEIIie4gHyu/h7tK7MKWJAFShYVP0aWnD72D+EICqCAzLon9iAsuS17VsmMJIPEE8k5lxfV0NS0pOjQ7y/fMn6YyMIRCsCBXzsRVrWeILvtP/zAKv286/+9V7yGQNFCEQGYPOEz3EowkCJddetLoSpmEWlCwKIVgTWMbGUBO7hw4VTNgDwJAmT/XtocJRzK6yTbe9Z+BIKsw3up6mM14YQnElFBS2l2yg3l05b4VqiWRfRzc2TaXU5+H5tvNUBnxsqM1NiMr9HlRF8MPDp9hQW8n5wRGOXxqYd38whXtWNrD7XCf/7amXuGtpHQ5dpy8cJeR28qmt6xfUVsjtojrg45v7jjA8EUdRBBtqK6kKzqxEEuQ8FxvdVRwJn13QcebC+VgP4cwE5c7pGgdSSk5HO4kUgJRCLiq6Nrj8tr/mFwO56OIdHBo7XXCvV8gtCjw78DqaovGx2nfhvs0Io1PT8x7mi4GpFPTbYZzOmFda2CiIG6Fw0gAZBmbqiFwLtzBZVHDb70BXy8mY3dfdXpIhmT1OMnuKkYl/QFfL0dRSdLUEVQmhCAcIdcawY8k0hnktDyGLieRLmFZhJKtvNWhqGUH3R+eVwqsrOrpy7ZtWCIFN2PJeiFOwCR3bHPsqQuCaRweW84VU573tbOdxdd0fgE2Zud1cbbpuYGV0IeetCGXh9h8CusJhXuhop214GAE0lZTwrsZlLAkG8xEuKSUTmQwnhwY50NvLhfEx0oZBkctFa2UVO+rqKXI6851mTyTC/9r3Gvc2NLK+vIJn2s9zdKAfgWBjZSXvWrqUEpc7v/1IIs5XX3uN9RUV7KpfwnMX2jnY14spJatLy3ho2XKqvN4ZnXLGNDk2OMBLHR1cjISxqypry8u5d0kjVT5f/vzjmQxfO3QQIeCxtevZ33uJ3V1djKeSlLjd3F1Xz7aaWpyalj+GU9epCfg5NzzKU6fOsmtpA/XBwDUHBikl0XSaH588TTSVptTjJuSa+7e7NBHh/z2wm1qvn/c2NGFJyWv9F/ny/pf5s+0P3VI1i7cKFEWhKHi5vmx8MIKqq3zwCw/x0Gd2zbudF761h6e+Vlg1QZfq4JHKHZyOdDBY4NSwmJHgG11P4dQcbCladVvWb0kpGc9E+eeupzg03lZQQj2FOnc57yrfuiAlR11R+eCGVfRForxyrpOlJUV8cGMLJd5cH9VSWca/v/8unm9r56cnztJSWcYX79vGi2cuYNMuH2dJcYhYOjMnSS3yuPiDR+7hmZPnONbTT9owqfB7aakqy1lTCYulpUXYNW1aG7VFAWyaOi3jIOBy8KUHd/D4oRM813aeUq+H5oq50+y8motNRS2ciLRjFMCfbyQ9Tle8jzLHdM+6lJXhZOQCWbmwCeVcaPE3UuksvP8ewEBfmO/831dp3drInTtXXrdvn8KtQg6EEFQ4inm48i6+duGHBbMpuRIZK8tTfa+QNFJ8rO5BihZVmfnWxtQ1kLGy9CQHOR4+z8Zg07zT3d8qWDLDWOqN/P8VoaMrXqTRAxig1gACrCGQ18hUsIbAWrif8C1LFgFsah0ex92Mxb8F8x6QTCwZJW1ESRvnCnAWFrH0HmLpPQVo69aDQ19FwPVBuEn1nu+g8OgYG+NLzz1DLJOh2OUinE7xYmcHz7Sf5yv3PcDK4pJcqhTw3IV2vvLqHnRVocztwaaqnB4Z5ken27ivoZE/3HkPxa4cIY5lMuzpvkgkneaHp9vojoQJOpyMp5I839HO7oud/NHOe6jy5tTtklmDfZd6uBgZ55WLXZwdGSHodDKRTvNixwWe77jA/7jvfpYELkfbUobBN44d5R8PH8ShaZR7PKQMg5e7OvnRmdP8t533sKasHCEEWcvi2OAAvdEoQ/E4u7u6KPO4EQgO9fXxxJnT/NvWO/jsho3YJsV+3HYbOxrq2dvZzcmBQX7v6ef57OaNrKksw2u3T4oM5XoXy5KkDIMLo2N8/+gJnj59DktK7qitpso/d7SrPTJKwO7gv2y+J6+I/GD9cj7/0pP0xqLvkMX5QIDDZaOoMognMH9vMF+RF1UrLOESQrDMW8O7Krbxrxd/VpBJ+ZUYzUT4hws/xJIWW4pWzzvN8laAlJKRdJhvdD3FK8OHC542BznP2/dW7aTcMX9F7ylUBb18uHVV7oYWk9ZRU4JTqsL9zUu5r3kpyMvK8etqK6fRwqno4FxTaTEppPPY1vXILZORRHF5e11V+NXtm2a08Uutq2e8liOxpTRX3jvtnOeCEIINwZU8YX+ZwdSbX8hImmnOTHTRGmqeptQ7mg5zfuL6i/TzgVO1synUgmORfA67O4d5/qfHsCyLrTtWoKpzf4Ph8QTdncM0r65GL4DAVqGgCIVtxWs5EW7n5aGDBa//BchaBs8P7mM4Pc4n6x+m0VN1Wy5W3ShyXuYWkewEbdFO9o4c5US4HYlkqafmrT69OSGlxCLDUPw5RpOv5V9XhRunoiMjvwvWKCLwV6BWICO/D2bHNRo0wRpZ8HncOnfLLFAUJ37X+4imnscwB97q03kH7+CWxOuXenjvipV8bkMrJW4XkVSafzpyiG+fOM6TZ8+wNFSEruZWtFsrK/kPd22npaSUUrcbTVXoiUT4k1d283JXJw/1XuLdy5bn25ZS8lpPNx9qauY/b7+bIpeTSCrN3x86wONtp/jXE8f54pZteXIGcLi/n3cvW87fPvwIpW438WyGfzlxnP9z5DD/ePgQf3j3LuyahpSSl7s6+fuD+2mtrOKLW7ZR6fWSMU1e6LjAV1/fy5/ve52/ePDd+B2Xo62d4XEkkv+66x42VFTkyGJ/H3+8+2W+e+oE71q6lIZgzkZBEYIHVixjf/clnj3bzsFLvbQNDlET8FMbDFDiceHQNExLMp5M0j0eoXs8zFgypwC4rLiIX9m0ftrnuxpu3YbPZs+lU07OQBUh8NpsOLVbuou9ZeD0OPjgFx5i2YaFebB5Ai58xd4FpxJeD6pQeaB8C8fC5zgWLsSi43QMp8f5hws/JGYk2FnaikOx3fIr/VJKLiUH+UbnU7wxdnJRiCLAxuBK7ixee8PfR64OcObr03x7r3j/6k3nU2ucb2uOTa9+WYi5k2nz783z45Y7imnxNRaELAKcjnaSMtN4Js29pZScn+hmLBO9zp7zQ5WzlGZfw6Jd343Ly/nIY3eyrrX+mv2AlJIDr53nqR8c4o///GP4byGyCODWnLy/ehftsR66E4sz3zWlxaHx0wymRvlg9b3cWbwWt+a85fueG0WOaEliRoKL8X6Ojp/l4Hgb3YmBvJ2bT5v/4iSAYcVIGf1X1Q/mkDaHseTlsrmsNU4sc5Z539zTzx4Lg4w5wlhyHwPxpzCsy/ekU6/GqS8HsxmsMRBuwAJrGIQftPo5mk1CZv+Cz+bWultmgcu+Dr/zEUZjX2ehObbv4O0LaUWQ6VeBOVI2RABh346YFJKQQDSdQhECj24jns2SyGYpcjqRQDiVIuBwoApBNJMmkc1iU1X8dgeaopA1TSYyGTRFkDFNfHYH0XQKTVHw2x0IIbCkZOKKfQP2XDG2JSXjqSRu3UbSyJIyjJzirN0+LUUUOQ5yLqEIFZTi/Oe5ElVeH7++cRP1gVx6pc/u4INNzfzs/DlODQ+Rtcy8rUZ9IEh9IDhtf2+JnUeWr+BQfx/dkfA0b0qAEpeLT6xZy5Jgbj+vzc6n123glYtd7O7q4pNr1lLpvRx589psfGrNWpYV5SIDfoeDX167np93drC3u5u+iQmWBIPEs1meOHMaIQT/pvUOmkoupym9b2UTuy92sbf7ImdGhtlcPX3l7yMtq9lVvyRf7L69to4t1TX85NwZeqPRPFkEKHI5+Z2dd+G123n27HnGkynODo9wdnju1TWHprG+uoLf2LaZ5rLSaw6mtd4AScPgaycO0BwqwZSSQ4O9WBI6ImP0TERwaBrrSipxvEMeZ4XDZefuX9q64P2aty7n87XF+IoKL9oT0L08WnM/3fEBxrOFmThfidFMhH/u/AmDqVEeqdxB6BZODTMsk1ORC3zz4tOciXYtSuopQJk9xIdr7sO1wFR8VVUo9blnGNq/HaErGluL17B35Chp6/rCONdDX3KYofQYHj1HFrPS4HS0syCemQqCtYHlhGzzr0NeKIpKvDz2azuvu52RNTnb1kc6/ea/s8WAQFDvruQD1bv4xws/LphlyWy4lBziHzt+xPHIeR6p3EGjp/q2ynC4HkxpEcsm6EkOcDJygePh83TGe5nIxt90zxVJn+Ds6J9gWDPFsSQmWfPyIs5Q/EXGkgdu+FgSE9NKYMoEV2ZXCnRKnHdj0xsQ+pdAWiCcICOAhnB+AOF6dPY2zUFk+DcWfC63/NWhCAdFnsdIZo6SyNz4l/4O3mYwh7Amvgxz+czoTai2TXAFuXq6/Swpw+BTq9bx+JmT/Ly7k6/sfIBENsvXjh7gS1u2c2Z0mO+dPslEJo1NVbm7dgnvW9bEQHyCvzjwOkVOF12RcbZW1XJ8aABFCP7j1h2Uut283tvD42dOEkml0FWVB5Ys473LVmBYkj/d9wpVHj8Xo2FGknGcms6/XX8Ha0rLJyeIBlb868jUT2b/PEoI1fcnoDfNeKuppIRyz3RZ7JDTiUPXmUhnsK7qHaWUJA2DWCZDxjQwLUnGslBEjghfjWqfnzL3ZbVZIQQVXi9LAkHahocYiMWmkcUyj4cq3/TJQbHLxbJQES91dtATjbAkGGQsmeDMyAghpxNFCDrGp6+UBxwO0qZJ+9jYNLLos9tZV14+LQJgU1WKXU4ypknSmL6oJISgOuDnP9yzg11LG3jx/AWO9w8wlkiSNkxMaaEg0FUVn8POsuIitjfUcXfjEsq8nutGGnpjUfpiUdrDo+zp7Zr8frM4NJ1/OHkQgFKXm8ZA0TtkscDwBNwLSltdCIQQtPgbeXflXXy3+9mCp6MCTBgJfnzpZbri/Xy45j5WeusXVKe32JBSEs3G+PnQQZ7s3V3wGs4rYVd03lt1N0s9tQsmzWVeN1/50IMEXAus975N0eRbQqWzlM4CeFtGshNcTAywZNJCI5qNc3biYgHOEjy6m02hFtR5XtPZrEF35wjn2voYHY2BlPiDbhqWlrK8qTKfOppJG7zyUhs9nbkFPyGgeW0Nd2xbNq09KSVjozFOHevhYscwh/ZdIB5P8+2v78lb9zjdNh58ZD2BkJuhwQgvPH2c2iXFs9Y/jo5M8OxPjlJVHeLOXSvRCpwCr4qcsFNHrJef9r+6aNF7yFmj7B46xOloJ3eXbODu0o1UOUtvS9IopSQrDcKZCXoSA7RFO2mLdNCdGCCajRU0rdeSadLGIIa8vviTKROYZuGVov321ZR7HkYRGqDlA5dSClACoJbMXVomnLm/BeK2uCpsWh3lgf/IpbH/h4zR+Vafzju4JWCBTDNnZFFmmL4SAyUuN893tpMyDU6ODJLMZumZiBBJpxFCMJJI8JcHX+e9y5rYUVPPxUiY/31kPyGHkzp/gHNjI3xp83YsafFydwe/tXErf3v4Dc6NjZC1TP764D4ealzO3bX1nB4Z5u+P7KchEGRFqJiLkTAD8Tj/rnUrAYeDvzq4j385dYw1peWTZ6jlztLsnXbeeZhDSLMTtJkDWJHTNYuctEBBTBpA59qTUjKaTPLchfO81tNDbzRKIpvNpWmkM2RNk9n8ot02Wz4yOQVVCEJOJ1nLIpKa/hs4NR27Or1rUYSgyOXClJJwKmdDEctkmMikiabT/NpPfszVqRrxbAZrUmzm6vZ9k9Hc/Ke9IgX0aoNtJlv22G3sWrqEbfU1RFJphuNxoqk0acNAUxTcNhulHjcBpwOXzTZv64vVxWX87T3vu+Y2qiLw234xJrKFhpSSbNogGUshBHiCbpSbJJ+uCZWHKrbRFe/ltZHjixJRy0qDA2OnuBjv577yzdxbegeljuBbqoAskaTNLKci7Tzd9ypHw+cKEmmaCwqCrcVrcyqxN/DbaqpKuf+tt4S5WfDrHlpDTQUhi6a0OBftYkfJelRUehKDDKau5W89fzS6q1nimZ88fzKR4UffeYNnnjxCIp7G4czVOKZTWapqQ/zBVx4lVJRbtJRSMj4a58L5QUaGonR1DPGBj2yeQRYBLpwd4KkfHCQRTzM+Fsc0LY4duoiq5a4zv9/J3fe1EMCNpqm8tvsMr+8RrFpbSyA0fSHq6IFOvv31V3nsc3cvmoWDU7Xzoep7uRjv53jk/KIcYwoSyWBqlB9cepG9I8fYFGphW/EalrircKoLs5q62TAtk0g2xmB6jPaJHs5NXKQz3stwepyEkVqUuk8Ah1ZJyLmNiUzbZNpp4QWJ5obAZ1vF0tC/x6nNUmcpXAjvF0GpukYTNtCWglhYf3lbkEUhFFy2TVQG/zv9439I2mh/q0/pHdyGqPcHGUsl6YlGyJgmrRVVnB4dJmOY1Pj8nBsbwZKSR5auxGe3U+nxsvfSRV69dJFKj5eAw8Hq0jL6YlFSpsGqklICDgfxbJa2kSHGU0lqvD7Gk8l8aurRwX6Wh4pQFYUdNXWsL6tACMG26lqePH8GQ1roQs2RHaUEiQ6zWsVkIHsW7A9w9W2rzXPQGk8l+fKe3bzU2cHasnIeXr6cSq8Pp6ZxqL+Prx06OOt+pmXNSsDMydeuJlWWlJMk9ep2JOKK7aeqeCo8Xj66ajXqLPUmglyd5bTXxPzqimaDEAKHruPQdcq8nuvvMA/YVY0S123Rld5WkFKSnEix94kD7Hv6MGP9YUrrivmtv/w0noCb8FCEswc7qGuuprx+cZQWhRAEdC8fq32Q/uQIHQWYnM+FofQY3+t+jn0jJ9hVupFtxWspdYRuKmmUUpK2MpyNXuT5wTc4PH66YPYJ18JSbw2P1tyPT3PP2yrjFxkCwR2hVfy0b29B0hXPx3pIm1nsquD8RDcx4823qQqFO4pacM/hy3wlLMvimSeP8L1v7GVZUyXv/8gdVNbk/DFHhqJksyZ+/2Ulcptd432PbuI9H9xI24lL/NGXvjtn2+s3LaF5TQ2RcII//aMfE4+l+S//45fw+XPnJQQ4J4lpMORmy/blPP4v+zh1ooc7716ZbyebNXlt91n8ficbtzQiClwnfSWK7QF+ZckjfPXsN+lNLsx79kZgSove5BD9vcO8PHSQZd4aNgabWR1YSrmjeFYfzpsJKSUJM0U4M8FQeoyOWC8dsUtcSg4xmBolaaYXJfNjNnj0pbSUfJm0OUQ80044dZRw+jCJbDdZa5z5i3HOHwo2HFoFxa5dVPsexaXVzeonL4QO+pprNya8CO9/WrCo5W0zwxFCwWPfTk3RXzMU/QsmUi8j5eLldL+Dtx+KnE5cus7RwX5cus76sgpe6elCFYI7KmuITaaeTqUKKkLgsdkYiMewpEQTCqpQUBWBTdFQhIJg0pIim2U4EeebJ4/myZvf7sgrYWpCIei4XEiuK+pkneIVJ6gWg9Amo6IzIY02BAY3cttKKTnc38+z7efZXlfPH++6lyKXKz8tG00mZyWEkCOZSSOL1365c8laJgOxGA5No+gqW4lIOkU8myHovPy6aVn0xaJoikqpO7da67PbCTmdqELhl1pWEXLOPql4O00dp75jCViLVPklJ8n61Pd2K68Oz4Upovh//st3eeFbe9BsKkbGJDGRxDRyqVmJiRT/9PvfYcu71/PYH34YTV+c4UwIQZ27gsfq38Pftn+foUVMxTSkSUf8Et1d/fxs4DU2BpvYWryGJe5K3JoTBaWgv6eUuWvQkAYj6TCnIhfYM3yEsxMXiRuJRVqbn45Se4hP1j1Mjat8QZ/t8EsneeLvnuehT+9k80Prbsvr/EYhRK6+bZm3lqMF8FwcSo0xmglTZAvQFu0oSM9UZAuwIdg0r99ldDjGc08dJVjk4Td/9yFq64vz+9U1zFwIEkJgs2lgA6dTn1toSAh0m4Zu0zCyJqoqUBWB22PH452Z6SGEYNvdK3n6R4d59aXTtG5pzKer9vaMcuZkLy3raqiuW7hS70KQU2Su5dNL3sfftX+f0UxkUY83BQtJODvBgbE2Do+fwa97qHaW0eRbwnJvHeXOYkI2L07VkRN0Q5mmOLwQXB4Lc/9yi8wWSTPNhBFnIptgJB2mJzlIT2KAwdQYY5kIE9k4WcvEYvFSdK8FIRQ04UZTluDS6il27cKUSVLZXkZTr9MZ/juMSWuKgGMjJc57bvBAIFDRFR8OrQKnVoNdK0Wgvam+TggFxMJriG8bsgi5D+nQW6gOfZVo8lnGYt8hlT2JdVXx5zt4B7PBZ3cQcjh5rbebTRXVNARCfP/MSSwp+Yg/SCybJpbJcCkaoT4QJJbJ0BEep94fmJGGeTWDqfX5aQiE+L1tO1kyKSCTNXPCMul8Dd21b3ChFANz+1hKsxesOCzUh3ES48kkScNgSSCYrxOUUhLLZNjfeykfKbwaF8MRzgyPUOxy5/c5PTxCx/gYy0JFVHimpzMMxGIcHxyk0uvLb39hfIyzwyNU+3zU+HKG08WT/o4/OXuGvd0XeXj5imlRUktKMqaJTZ3pj/pWYWpyLbHySmvTHy2ylkHGypK2smTM7OXnVoa0lSVlpkkYKQZSo8QLsIJ/JRJmiqf7X6XEHsSlOnCqdmyqjl3J+Zxe+WdXdPTJRQ8Fgcg/CgRicjIg3rJJ+KEXjvPSt/dy3yfv4oHH7uapr73I2QOXs0oCpT4qlpRy9lAHiYkUvlBhIsWzQREKG0Ir+UTdQ/yfzicWPdpmSJO+5DB9yWGeH9hHtauMFn8jzZO1asV2PzbFhibUSfuX6/9GuWs3Jx+ftQziRpKB1Cid8V5ORNppn+hhJD2+aOlbs8Gne/hk/btZF1yx4GyB0f5xDr90ktb7Vy/S2d3acKj2nN1C5Pybrm0LZycYSI0Cgu54f0HOb7V/KRXO+ZGq3p4xBvrC3LWriZq6Yq4uMbiZqKkrYu2GOk4c6aana4SlKyqQUnJoXwexWIrt9zSj64tfVyyEYFOohXh9kq93Pkk4u3BvvDcDU1qMZaKMZaIcj5xHQcGnuwnYvJTag1Q4iym1FxG0eXFpDhyKDdsVY8pUhoA1OS6a0iRrmWSt3JiYsjLEjSSRbIxIJsZYJsJYJkrMSBAzksSNREEEnBYTubFSQxFeNNsKdDVA/8SPiE2SRZ+thTr/pwt2rKshpQUyBsIB6It6r9xWZBEmDc6Fj4Drw3gdO4mn9xNNvkAyc4ysOTBJHN9RTX0HM6EpCnX+ILu7u3hs1XpKXC4smfPWK3W7qdMCtFZU8T8P7GVDeSU90QiRdIqHGjfNWst3JVqKy1hbVs7/3P8qLSVlOSuGVILHVq+nzDXPSazw5/LJ5zqWFQZrFNQbW9Ws8vkIOBzsu9TD6z091AT8jCeTPNt+njcu9aDPkc6aMQ3+96EDTGTS1AUCDMXj/OPhQ6QNk/csXzEtggi5Sek/HT5ExjRpDIYIp5J86/gxRpIJPrp6TT6yaNc0PrZqDYf7+/jq63vpm5hgVWkZdk1lIp3mYiTMUDzO5zdtnhbVfDOYmjBb0sKSEhMr/9ySFiYWWStL2syStjKkzRzBS1sZUmYm/5g0UyTNNAkzRdJI5/+fNNNkrCyGNDEsg6w0MSwTQxqTj+aiKUlCzjftid6X8/8X5GwgdEVDE2rub+q5oqELFYdqx5n/yxFMp3b5uV3RsSs27Kot93zqUbFhU3U0oaEKgYKSI55CTBJQ5U0RzoPPHaeysZSP/u77KK4K4Qm8Pu19TdcoqQ5x7JXTZG+CwqEqVHaUbiCcneC73c+RMFOLfkzIGaS3x3poj/XwdN8e/FYsOukAACAASURBVLqHkM1PhbOYckcxRXY/Ps2d+63UHIFUhDKNGKbMNAkzSTgTYzg9Tl9ymMHUGOFslLiRWtRrci44VTsfqNrF9pL1qG9hfebtCkUIVvuXUmoP0Z9auG/alTClRVe8H8MyGS8AKdEVjW0la+ft4xcZj2MYFmUVgTmjhDcLmq6y474W3th7ngOvXaBhaRmJRIYDr7dTXhmgeU31TSGwAoGm5PqcpJnmXy/+jKgxU4HzZsHCIpydIJydoCveN+08dUXLjzGqUPOLjiCRMhextGSOME71SYs9Ft5sCCFQFTdOvZpY9vyM9xYFMoyMfgVhvxMc70HKDKRfBbUGoS+//v4LwG1HFqcghEBTS/C7HsbrvBfDHCKdPU8qe56McZGsOYBpjWNa4ckCVAu4LPYxBUtmMK2xGa9fCUX4UJXFUdx7q6GpJby9Ev2ujbuq6zCsHIlx6jofWtFCxjTx2mzYVI0vtG5ld3cnHeFxlviDPLZqPXX+AKPJBI8sW4lD02guKqXY6UZXFO6rX0pjMIRb1/lC61b29fZwdmwETRFsraqlzO1BV1Tes3QlK0KXSd7yUBGPLFs5fTVdOCe9cuaoUbAiSGsUIa9wlJ4nhBCsKSvjoy2r+cHpNn7nuWdw6ToCqPT5+PwdW/jrN/bNuu/6ikpqfX7+7LVXMSyLZNZAVxUeW7uOR1bMjAisKC5mfXkFf/nG62RMk5RhIIAPNbVM1iZenhi2lJbyRzvv4W8P7OefjhzKnStgydxk6M7a2huuT7QmJ0C9yaEc0TPTpKwMKTNN0px6TJOafD1ppkiZmfxAZkoTQ1qYkyTPnPy7nYa3XIqhiTGLyu18oaCgKQrq5ERAyz8qqIqKTdFxqnYcii1PPB1q7rkj/3ruz67YqXWVzSvlcGwwTKgiOKcthhAgFCV3sdykH8Wm6DxcuZ2UmeGHl15aVNGX2WBIk9FMhNFMhPOxy6bpuqKhi9xkTYhcclhutMsRxtzChbGo6ooLga5oPFy5nUeqdmBT5s6meAfXRpkjxOrAUvoH3hxZBDg3mXqcKUA0p8ZZxgpv3by3V1QFIcA0bk7d2bUghKBpVRW19cUceK2dBx5ZS/+lcTrODXLfw2sILmIGw2ywKTr3l2/BlCbf7Xme6E2oIV4IJJLMZLTwFx2qcOLUam/eAa0JyB4E23pAgEwiY38Dzve8QxZngyIc2LRabFotHsc9SLJImULKNJbMAiZSZpHM7IiSmeP0jf8+lpxrNU2lyPMpAu4PL+pneKugCDvKDcjo3q5YFipi2RWk7aHG6TeU3+7gvctm2lOUuNw82pRLd1pbVpF//ZFlK6ft+66GZbyrYaYi24dWNtEWPcrp6AArvatpLi6lubh0+kbCBuJaA1EarBEkOUK1rKiIL27ZxsriYtSrJt5+u51f29iKXVOxTSqTunUbv3HHZu6qq+P86ChZy6Lc42FDRQV+e64GoT4QmHFUt67zW5u38NCyZbSPjSGEYEVRMavLynDpMyd6NlXjcxtbub9xKedGc6JBDcEg68or8NimF8orQrC5qprGYIhTw0N0RyJkDAOP3UatP8DyUFH+GA5N49HmVYynkhS7XDOOu6OuHq/NzvKiYiDnDffswOu8OPgG5hWrmu9gYbCwyFgWN5qxkRM1yqVLqkLhvVV384m6h1C5dtTBX+yj7/9n77zD7Cjve/95p57etvfV7mrVu0ASSCAsimgGTDM2LrFv3GLHcWznPrHvtX2dm3qTJ4mT2E7iig0GAwYMpiOakIRAjaLetb2ePWdPn5n3/nFWu1rtStpFqwb7eR4MPjtnZk6beX/t+93XTjqRwXCN/J6lExma97YRKQujj/L3M4VbNbml8goyTpbHm18hJ899J0vOschdIB01utC4pnQZt1Wuwq1OTMdAy752tr68na6WXjw+F9MuqmfaojpM9/DrTS5rcXhnM9s37KWnPYo34Gb6RfVMXTBlcFvbdlhz/zoCES8lNUVsfHob4eIAS69bQLI/zbrHN+HYDstuWEjZlCEPVikl0c4Y77y2i8O7WpCOpLy+hDmXTqOwPHJGBFEMReeiyCxe7dxCyj49VcZNPdvZJiZmSbg4MpOAPvagqrDYj2HqHDzQiWU5Z6bNU+T/RzK6YvaxBEIeLrl8Og/eu56d7zSzd1cbjuOwdHnjOal8ulSDa8suRRMq9x1++qyITk0yfgQqHr0agY7kbATPdl7jQrjy+hmDj038Oud9ESweS76H2MgvvMeAlDkUxYtjnyhYFGhqIS59ZAAwyflPworzcsdTxK0YAtBVk3JXFbOCC/FpZ84o+Hgc6bA7/i66YjDNP3v0Wq4wQIwMgobvaKjqWBsK85kF4VE385smd80ZroolBgR7Lqmq5pKqkdmv22bOOsG5S3yGwaXVNVxafepssSMlbl1jSWUlSyorT7m9EIIir5eV3ikn3c6laVzXeOJs2cUVlVxcMXS8fMYze9qLqElODwmDVVmArD22m+iCK2ax8aktrH10Ix/66KXD9piMpVjzwDr2bNrPzV9ejdd/dhNeHtXFHVVXA/BEy6uTWfUxYig6q0sv4c7qq/Fpp7jWjQFFVdiz5SBr7l9HrKcfRVGI9fSj6iq3ffVabvzclYPefJlUlmfueYXHfvQsmVQWt89FNp3j0R89x5V3XcptX70WX8iLtB1ee+xNUok0/rCXfdsOEe9N0LS3jc6mHvZsOUB3a5Rdmw7w1R98Gm/Qg5SSQ9ub+el3HmDftkN4/G6klCRiKaoay/jsX93JtMV1E96OJoSg0V9DlaeU3afpjZhxcmQmYIEb0LwsjswckD4ZG+WVEeoainl32xG2bNzPoqX1qGq+A0VKSS5no2nKaVnmqIqCy6XT2R6jP5YmGPKc8PNQFMHiZfX84ZFNvPbSTlqbe6mtL6ZuavF7+gz7+5L0R5OUVBcMe34ua9HdFqWwLHRKgS5TNbi6bBmGavCrg3+g5yyJ3kwydoQQePQaVMWNdTbuCcIE4UPmtoG5EmSOo/J5+f8+GSqMo/3/fRcsjhdVCaCcaoE+yQVL2k7xTmwz0/3zKHaVkbITbOh+mabUQW6uuBt1gjKpE4OOEJ6TdtRJp2sgN/rBaR2e5IPJRdfMY/0Tm/jFd3/L+ic20dXUQ297H7/83kO0Huhg1xv7aFhQyxV3XoKind2ZNyEEPs3NndVXYyg6jzW/NJmUOAUuxeCG8su4tWoVfu3EC/XxIB3Ja7/fxOpPXcZVd6/AG/Swb9shfvK/7ufx/3qBRatmUzOjEulI3nzuLe79u0eZtrCOO75+PaU1RcR7Ezz185d4/L9fwBt0c8ufXDO4771bD/KFf/g4d37jRn745/fw+H+9wFUfX8537/8zHvmPZ1j3+CbaD3dRN6eaWHc/P/vub2na08YX/uFupi2uQ0rJ22t3cc9fPczPv/sgf3nPlwgVTnyCMqT7WRiezt744bMqTnQipvqrqfGWjevzDQTdfOSupfzr3z7Bv/3Dk1xy+XTqGopBCNpaeunrTfKJP76c8IDPYn88TbQ3QS5rceRQF44j6e3pZ9/uNnRdxeU2KCzyo6hD1wW316BhehlvbT7Er37yMpetmomiKlg5i4UX1+H1DQnHCSGoqIowb1EtG9ftIZ3K8anPr8TjfW+V8O0b97HuqW185R/uQtWGqqaxnn5+8r3f8Znv3EL5GOx/DEXnQ8UXEdC8/OzAo2fFVmOS8eHWKnFrVWTsNrQzPb6mRMCYB6nHkLld+VEmuwlSj+LkNp/0qcL7GYRx8ZgPdcqVspQSS+ZQhXZuTYKlxJYWckAuN38+p9+qoCg+VOXs9qCfLnmRDpuM3U7aasV20ijCQFfDuLUyVOEd1hojsck5UVJWC5YTR6BiqBHcWiWqyNs5SClJ220ksvvwGnW41OEXeyklWbuLeG43bq0Cj1aNEMpAO4dDxu4iZTVjyzS64sej1aAp/vNCzlwTOjMD86j3zUAiCephXu54mrSdwqN6iVl9dGfayTpZvJqPElcFhpK/KdjSpifbSW82PxMS0MMUGiVoipZ/T5wM7elmUnaSoB6m0CxFU/I/K8ux6Mi0ELf6CGihvHLVyRDaqb1vnIkxS55kkvMZIQT+iI8v/OMneOyHz7LusTfpau7Bytk89+tXCBT4WfGRi7nta9dTVvfesv0TcY5e1c3tVVcSNvw8cPhZerKxs34eFwIh3c9tVatYXXoJrgk0+5ZS0jCvhtu/dj3Bwvz9JlISZMfre3n0h8/StKeNmhmVpJMZnvrFyximzse/dTONC6cghKCgPMxdf/Fh9r11iOfuXcslNy6mpCo/phAqCjL/8pmES0JMv7iBQztbuHj1PCoaSpizfBprHlhHT3sfU2ZLtr68nbfX7uST//tWlt+8eLACVlgeYc/mAzz1i5fYs/kAF109b0Je97GoQmFxeAbPtq0/598/TagsLZiDZ5yK3UIILrqkga9/5yYevf91XntpJ88/uQ0QeHwmM2dXDgv8XnlhOw/9ej2ZTI5MJj8T//raPWzbdAjD0KipK+Ib37lp0EsRQFUVrr9lIT1dcba8cYA31+9F01Vq6oqZPrtyWLAIYLp0Lrl8Gmtf3EEg6GHBRe+9MmxbDpnUyPlmIQS9nTHSibEnmlQl718ZNvzcc/AJ3u7bOzlecR7h0sqZW/xPODKDroze+TVRCFzg/SISDXJvg9MBMgOyB041/+uMr5X5lMFi3Orh6dafsrzoFsrdp9eKeVSJ8GTqeI60894txxt9Y/NK529pTu3BkTYrim6nzncK88kxINBRlTPrmTNeHEeSs20MTR31fXJkhiPxB2iKP0TO7sXBQqCgChdh10XMKPg2uprPYEpyNMUfpin+EBm7C0dmBmTxTSLupTSE/gS3lm/dS2T3sa3zG1T4bqYx8uf5dt6ho9LS/xj7oj9mRsG38fiqAYkjM7Qm/sCR2P2krTYkFkLoBIxp1IW+SMicP6p56NlEIkk7aZJ2gqyToSV1hDJ3FabiImknea79MWLZXoRQ6Ml2MCe4mFUlH0ZBYVfsLV7sfBKv6hv47ipcX34HRWYpCTvOM62/ozPThqm6SVhxFoSXsiSyEkUINva8wsaelwnrBShCpSvTRoN/9FbPPOqp26ed5IS+N5NMcr4ihKCwPMKnv3c7N37+SjoOdRGPJjDdBkVVBZTWFg+2GJ7Lc3SpJqtLLyVsBLn34B84nGx/X6n8nQ4CqHAXc3ftdSwrmDuYSJtIZi6bij88lCBVNZVwaRDHcUgn84vwnrYoh3c2Uz2jgvK6ksFtjyYlZi1r5PH/foHDO5oHg0VvwI3b70bVFDx+Fy6vSbAwkP/MPSZIyGVySCnZuXEfuaxFX1ecl347XCgsHk1gWzZHdreekWBRCEG1t4xp/lrWd7814fsfDyWuAuaEpqIIhXg8xVvvNDFzRjnh0KkrLKqqsGhJHbPnVdHVGSeZyOTb+rwGBYV+zGPmkpdcOpW6qSUjhK2yOYt3tzdTXV2Axzv8XiqEoKQsxFf+53V0tPWRSmRRdYVAwEOkYPSCQSjixTB15i6soawyPO5gsa+7nyN72ji0q4VoV5x3NuwdTCRIJPveOkI2ncU9jorl0fVzo7+GP5v2cR46/DwvdrxJwp70HT8fUISORx+7uNNpIQRCq4HA98DpA6cT2fdNMD+E8Hz05M9VRupTnIxTXrltmaM9fZD0BHwR+3JdtKX3M9W/CHWUQ9vSYkdsA1O8c/BqwWF/U1BZGL6aas8Mnmn7OakTzhiODyFUdPXU5f+zSXNvH2ve3cfHLp0/0t8PiGY2sz/6Y8Kui6kI34SuBsnavcSy21GFiaoMZdMEKiAJmrMImQtwaxVYMklb4inaE8/iUktoCH8ZRej4zRn49Kn0pDeSsTpx6xWD+8k5MbpS63BpZYRcCweqig5tiafZ2/sDQq6F1IU+h66E6M/t4VDfr9jZ/TfMKfp7fEb92XjbTkjGSfN028N4VC85J4uhmFxXdjuq0HCrCleV3IRLcaMpGlt6N7C26zkuKViFV/NzOLkfnxbgpvKP4dH8pO1kPnCUkrf7NtGeaeH2qs8Q1gvZHtvC8+2P0+CbiaEYvN79EpcVr2Z+6GJ6sl38+uAPT3qeAgVOIfoBGc6W9GPY7eb2WbOpCgSH+R+eCJ9hcPP0GfhNA2OU7+0kk7wXVE2luKqQ4qrCc30qJ0RTVJYVzKHYDPPrQ0+ytXcXljz3yo7nElUozA1O5e7a62n0V5+xzqRQ4fB2QxiSqj+qY5KMp0gnMvjD3hFiSYqqECoOkMtY9HUPrStUXR2cmwOBoipoxwqviPz+raxNX3ccK2vzxE9eQNNGrm1OpOg7UXhUF4sjM9nUu+Oczs/mrTzy1ZS29hg/+q81/MXXrxtTsAgDyRe3QWX1yRP4BUV+CopGvqfRaJKHHt9MYWnwmM9uOKapU1Vz6muJY0u2vnEAK2ezdEUjpjn+REdvR4zn7l/P9o376Ono44d/eT/HjpComsKqO5ZSWD7+CpQQgiIzzKem3Ei9v5JHml7kyGSi6gOJEBqoBUhhgFIMwo9Qy079xHEw5m//6TaNSCk5lHyXQ4l3qffNH3VWrN+KsqX3eUpdtSOCRSEEISMf1Gli4pTvBCqaMr5gMZXNkcrmcBs60WQaTRGEvR60gYuT40ji6QyJTBYBBDwuPEbeMNNxJNFkCrehY9kO8XQGXVWJ+PIBXl8yzfo9h9l8oIXLpk9B11RCHhc+11DmKZE7iCOzlHmvpchzxeCNsdjzoXxl75iPVQiVCt9HEEJBDJh2SiRevZZY5l2imc04MosidHQlSJFnOQf6fkZf5m1cWvlgi2p/dg/92d2UeK/BpZYCkLV7OBy7D49WzbTIX+BS83L4YdciBBo7e/6W9sSzePXPn9PqoiFMlhdeSZV7Chknwzt9m3ip8yluq/wjXKqbpNXPntS7pOwkXZl2bGlhSQsEzAwuoK29icda7mOKt5GZgfn4tQAONk3JA6TtFJt6XkMRCgkrTr/VR0+2E4/qxZI5qt1TUIVGSI9Q7p4ASWV59uaiSn0+/uLSFWPePux289Wly87gGU3yQUFKiZW1kFKim2fWbHiiUIRCg6+KL0+9k8eaX+b5tteJn0NftHNJQPOysngxN1deQbE5/orMeDg+UBwNVVNRVAU7Z+M4x7XsSYmVs1EUgaYdl+QSo/7n8E0UgaoquLwGX/iHu6mbVTXqduHS4KiPTwRiwHOxxBXhSLL9jB3nZHgHAtZBK5Rz8JP1B1z86Z9chcc9NoHD43EciW3ZSAn7drfx0nPv0jCtlFlzq97Td7hmehmf+/5trHtqKxue2sbdf3HDMd9XgenWKSgJnVaHhEdzsapkCXXeSh5ueoGNPe+Snpyf/mAidNBnIJTIhO96TN9QIQQJO8amnmfpy3VSaFbQ4FuEW/UhhCDnZDiS3ElLai9pO4FPC1Hnm0+Rmf+BdWda2B1/kx2x9aTsOC+0/woFlVJ3HXOCl5Fz0uyKv8HBxDu0pfbzWucjuFUfLtXLosg1IwLHE2E5WZqSuzic3IEtLcrc9UzxzsVQXCf5oato6vgy1tsOtfLghreoKQqzt62brGWzanY9Ny2eha4qvH2kjfvXbaMvmcZybEqDfr549VLKQgFSuRw/ffFNSkM+DndFOdLdR8Tn5mvXrUARcN9r23h15wG6+5P885NrMTSVj1w8m0sah8raXr0eRZgcjt0LQMi1EFMtQAj1uNbRgVeouJDSwXL6sJwkDjlydhRVuLGcBHJA+l0IlYhrKYdj99OVWkuR53JU4UZi051aj8Sm0LMcZaBVMmkdIpHbT4n3aiynn4Szb/CYmuJDQSOe3Y0t02jnUERIEQqFZgkVnloATNXFLw/8gGium0QqzgvtjzPF20jEKMKtDmVABYIq9xRurfw0B5N72BHbxvbYVm6uuJsiswQAXTHQFR0hFIJGhJXF1+VbVK2RlW9xirtn3trlwpC/n2SSM81rj73JO6/t5I6v30hx9flbVTwWIQSFRoi7a65lqq+KR5rWsK+/GYcPxkyRKhTqfVXcUnEFFxXMwqUY50WgHyz0Eyzw09ncQyqexu0dmk+zcjYt+9pxeUyKKse/yNJ0leLqQqycja6rTJnz3gKL06XYFWF2sIGmZMc5qS5VeUpp9Fcf99oFUkJ3dz/JVBav1yQU9KAow/UQUukcvb0JpJSEgh683uFzrY4j6Y0mSPRncI6xvSiI+PD5TKSEjs4Y6XS+qmoa2nHPd+juSeB25RNPvdEkQkAk7MV9TGDZ2d7Hg79eTzqVZdf2FtKpLJ/+whWEIu9NqEQIgTfgpnF+Db0dMaoby1HPgBhX/ndXyZcabmdeVyNPtLzKoUTrB+a6817RhUaFpxj/BCgznx+YCO/nOHWH2vgZWzpDwqaeZyh21aAJjde7n6AtdYCVJXdhCBf9VpTNvc/hUQO4VC/7+reyI7aBWyq/RsgoQuKgK8aAkbNBQC9EFRqewbm6/I/fUPIXcJ8exqeFMBTXmNUqHWmzNfoib0Vfotxdj0BhbedDtKb2saLo9pNUIwWqEh54K8a2UE/nLDYfbOGyGXXcsXQubx1u5Sdr3mB2VSnTy4soDvq4bclsysIB+pJp/vqRNazddYjbl8xBSklrNMbutk4+fdliqgqCJLNZAm4TTVX45GULMXSV7U0dfPuWKzBUFbcx/NxD5nwawl/mcOxe3u3+Hl59CoXu5ZR4r8Kn1yOOEf6R0iGR209L/+P0Zd4i60RBOkhsUlYLXm0oCBUIvEYdQXMOvelNpKxWfEYdOSdKV+o1vHodQWPW4EU4bbVjyyTtiWfoSr4y/PPAwpJJLJlAnlLC98zjSCdfMXQsWlKHUYSCLgwOJfaiKwYriq7GUEzWd6/BGRgWd6RDvxVDV3RmBRZS4a7hnoP/TmvqMCVmOdWeOnqyncwOLiJiFJFzcmScNAE9OPBd1zmU3E/ELKIv10tL+jD1vpEejoPIbN5k9WRMYFV9kknOZ954eis739zHbV+7/lyfyrg4Ose4omgB9b5Knm5dx4sdbxLNTczoxPlKxAjwoZKLubpkKWXuwnMqiHc8gQI/C66YxfP3rWXbKzu47NYlqGpeoO3wzma2vbKD2lmVVE2vOPXOjkMIwYKVM3nyp2t47t61zL50OgVlQ/NAjuOQjKXy849jqIK+V3RFY0nBbF7qePOsK/OqQmFBeDoh45jWUJl/7evW7+VIUzd9sRSGrnH7rRex9OJ6FCXftXTgYCcPPPQGra1RHCkpLPBx520XM31aXmTPth1eemUnTz/3DkhJT2+CWCxFdVUBH79rGQvmVWNZNn94ahvvbG+mra2PT33iUlZfNWfwVNIZi1/cs5ZAwE0slqKppZdUMktDQzGf/sRyiovya1HHkbS3RunrTVJbX8yq1XNYtKRuWHD7XqisL6H4MwUo6plLIggh8OteripdyqxgPS+0b+TljjfpyPSesWNeqHhUF1P91SwvnM+C8HSKXWdWiOZE5HVcLKR0Brr/tNNKNAkhQJwZS7gxRWIONhXuqVxe/FEUobAr9gYvdtzLzOClVHoaCeqFXF/2eTTFRCDozBzhoSP/j55sC0G9kAKjgohRTlemmYQVZXFkNfqA6qMQAkNxMzu4gqBexO74G8wNraTQGN9FO5rrZHPvs1xScDPTAnk52N3xN3mh/VfMDq6gyDV6a4gQAlUJoQgXjhy7OlBp0M/SqdWUBH343SYPvf4OO5o78sFiwIuqCLrjSTI5i6DHTXdsqB3JkZIl9VUsnVqFetwsWNDjwm3oGJpKyOPGOL4tBlCEQaX/Dgrcl9CVXEtH8nkOxX5NS//vqQt9jnLfTSgir9YZz+7m3a7vkLE7KfNdT8hcgK4EsGWKPb3/PGL8TRM+Cj0r6EltIJrZNNCuup2kdYiawCcx1KFZAomNQKXIcwVFnstGfZ9MtXjYDOXZRiDIOhmebH0Ir+rDlhZJu59LCq+kwCyixtvA9tg2HjjyEwxh4FI9+LQAgrwS6us9L7O/fxe6omM5OYJ6mCpP/UDbz2I6M2083PRLNKEjcSgyS1ldeitBPcyywitY2/Usb0U3YqouPKr35N5Tsh/pdJziFbmZtM2Y5INArKefSEkI3xjnnc43FKFQ4S7mE7U3cFHBLJ5oeZXNvTvfdy1iR+flbii/jKn+KnRxegueM4Gmq1z3mZXseGMvv/z+wzTtaaVubg3dLb08d+9acukcN3/pakJFfhxr/NWYxkV1XP8/PsTv/v0Z/u6PfshFV88jVOSnvy/F4Z3NpBMZvviPdxM8w7OLjf4aajxl7IwfPKPHOZ6g7mNxZCaqGD7Tmc5YNDX38LGPLsPrMXj62bf5+T2vMqW2kLLSENFokp/98lXCIS9f+dKVKIrgsce38JNfvMK3vnkDBQU+2jti3PfABm64bh4rL5vO3n0d/PuPXuCaq2Yzd3ZenE/XVT5+1zI6OmL81d8+TjYzPPEvpSQWT/Hm5oN87KNLueO2i2lu6eVH/7WGNS/t4M7bLh4UwPn2X9+K40hUTcHQNcRpBoqQb5U2XDodR7rpbOmloDREaU2+Gu04DsYEttqrQqHSXczHa65leeF8nmvfwPqut+jJ9n2gpxlVoVBkRpgfbmR54XwafFV4NfdZSWrJgWq4LRMkc4fpz+4int1Nxm7DcpIwsJZWFQ+mWoLPaMBvTMetVaMpPjiBKKiUWbD2gFKU/wcAZ2D7iX1dY2tDRVDlmYGu5Mv1Ze46BIJotp0K91QsmeNIaieHEtvpt3pJ2wkSVh/WQEVJiPwk+NE2vOPVUI9VJjvarDeeH46Ukt5sG12ZZjb2PMnW6IsAZJ0UKTtOwu6jiNGDRQBVCY87WNQ1BW3gIqKpCqamkspaWI7DY29s5+Ud+ykMePGaBu19cWZVlQw+VxEKQY8L5WSv8SS/aiEEx5HIfgAAIABJREFUAg2PVkN1oJpy/4fpTb3Jnt5/ZV/vDwmbC/EaUwBJR/IF+rO7aSz4BlX+OwczF2mrA4E60Po4fN8R10WYWjEdyZco8a6mM/kKqnBR6F4+rGppqoUIoWKqBZR5rwfOn0zyUfx6kI9W/zFZJy9brQiFgBaiwCxGFSoNvpncXVNMX64HU3ETMYuIZrvxan5UobGs4AoafbPJOhkMxaTQLMEz0KrqVr2sLr2Vrmw7CSuOLgzCRiFuNa/Md1HkMqZ4G+m34oT0CEIoONIZELIZibSbwG47+QtSzy/l3kkmOVMUVRWwd8tBcpkLtzVbCIGp6swNTqXRV82W6C7+0LKWXfGDF7QvoyDvMzkrWM91ZZcyK9iAqZzd2VJVU3F5TFR9ZEJV01RMjzlYyRNCUNlYzlf/7TM8/IOneOE36/j9j5/HcOvUzKjk7m/dzKJVs1EUBUc46C4Nw6UPrlk0XcV0G4MVJkVVMN3G4P4Nl85tX72OgrIwz/76VR754TNkUzl0UyNcHGDhqjkY5pnvCgloXi4qmMWu+KGz2oo6zV9Ltad0+IMyH8RdvmIas2aUA3DDdfNZt2EvO3e1UlYaYufuVpqae/noHUuprAiDgJWXT+ef/uVp9u5vp6DAR29vgnQ6x5xZlYRDXqY2lBAKeYjFUqjqkHK+y9Txec1B7YjjkUDj1FJWXTETr8egrDRIQ30Jhw53Y9sOmqaiKHmBnYnGsR1e+t0bPPyj5+lo6uHmz32Iu752LTs3HeC1J7bw6W/dhOs9ejiOhhACXWjU+yqp8d7CNaWXsKZ9Ixu636Yz0/uBEd/ShErYCNDgq2JJwWxmBxsoMsOoYqTjwplCSoeM3UlX8iXaE08Tz+7CcmIDNoCj/UYFAgVN8eHVGyj2XkmRZxVurRyEMnycyelBxr6HcN0Ank+ATCL7/yXvn+i6ekJfx5inao/NGCkogMDBBiRbep9nc+9zLAxfzfTAEjJ2ks7MkQk90VPhSAtDcTE3dDl+bWjuQCAoMk8cKAJoSgghxucL1BVL0hFLEPZ66Iwl6O5PUlmQbzt9dNN2br14Nh9eNINUNsfBzuFtAEc/6hN9WTVFIWNZ2I6DI/MXvmMDS0dmB4K+/OegiwBFnpX0ZrZwOHYfWacXL1OQOOScKELkA8ujgaKUDv3ZPaSsVlxq8Yjju7Vywq6L6Ey+RF/mbXozbxIw54xQNfXqtXi0anrSm0jkDuLVh3yIjvo75hMD504ZU1cMar0ntnxRhEKBWUyBOfQ+uN1D/es+LYBPG72sL4RAEzqlrspR/64KlRJXBSWj/nU4UtrI7DqQJ29VE0oxk5XFST4IXH7rUra9vJ131+9m2Y2LzmgL35lGCIFbc7GsYC7zQo28Fd3Dix1vsL1vP325/vPCTH0saEKlwAwyLzSNlcWLmOavwTxHc4mLrpzD3/z+mxRVjkygXfLhRTQumkLJMbOuiiKom13FV3/wR3S19JCMpTBcOoXlEdz+IV0DVVX59Hdvw7acQeXUq+5ewZJr51NSk8/ez1zSwP/93dcpPcZI3eU1Wf3py1l+02J62qNk0xa6oRIo8BMs9A8zYz9T5JOUs3i8+ZWz1vZsKDoXF8zGrR4X7Ih8Ir2ocMhvOeB34fe76ejI+0F2dMTo7Izznz95EV3PL0czmRw5yyYezydTwgNzhe9sb6Yg4mPv/g4SiQylpUHGey8sKwviMvPrIKEIPB6DXNbGcc7s76/1YBdP/OIVrv7YJRzc3oxj56vX/rCXXVsO0t3eR0XdyLXY6XI0aKzzVVDjvYlryy/lzZ7tbOh6mwOJZhJW6oK59owFARiKQcQIUO+rYn64kdnBekpcBUPCS2cRW2boTr7Cwb6fEcu8gxzTqNtRb/Q+oplNRDNbaOl/lJrApyj2Xo0qPEPXW5kCuwMUPwKR33/2DaRSOuGrxDEFixLoyjRT71sA5L0XHWy8WggHyd74Zqo9M7koci0CQVt6P5ZzvAGpQCCwpXXCjFf+xTqDM2NjRQiBTwtjKC78WgGN/sWDb2a+knPyt01R/CiKF8aRbMlYFr9Zt5UpRRF2tXZSEvQxu7IUQ1cpD/nZsOcQqWyOzlg/8VRmXB/c1NICfv/mdv57zUYiPg9L6quYWjZ002vpfwJbpvDrjRhqBJAkcgfpSW3ArZViDgSAAhWPVoPEoTO5BrdWgSoMYtmdHI7dh2T0WUJFGBS5V9CeeJrW/ifIWO1U+z+GKoa3g5lqMZX+O9kX/Q929fw/Knw349LKkdhkrHb6c/so9qwiYE4fx6v/ICLBPoxMv8DJ52YFqCdPfEwyyfuFunk1XPOplfzuX5+kpy3KtEV1wxb1R9EMjaLKguG2BucpQgi8mpulBXOYF2rkQKKZDd1vs6V3F23prvOy2qgg8Goear1lLI7MZFF4BhWe4nOy+DqWYIH/hG2d4eIg4eLRhfEMl0553YlTeEIRVNQPr5IVloeH2Rv4Ql4a5o9sjz7q2+iPjO7bdzaodBczPVDLhu63z8rxis0Ic4MNIxMGMr92tOyh9ZzjSJyBKh7kK7SBoJsbrptPKDg0rqIoCrUD9hklxQGuWz2Xhx95k9c37gfgQytnsGBeDePNUWiqwrifNAG0He7CG3Cz6rYlPPKfLww+7vG5kI4kkzp+vTzxqANt8eXlRawsXsy+/ia29O7kregeWlNdJO30BWm7oQsNn+am1F1Iva+SGYEpNPiqKDLDmOrEV4nHiu0kORK/n4PRn5BzTmdu1KE/u4ud3X9NIneA2uBn0dXjrm0ye8Y/uTEFi4pQ2BV/Hb8ewVQ8bI2+QMQopcSsyVtD6IV0Zo5wOLkdR9q82/cauVEk/kNGMXv7t7A7/gZ+LYJL9VHiGhJYcat+FKGyPfYaKTuOQFDmrkdXTHJOhoTVRzTXgSWzxK0eerNtmIoHt+qnwKyg3jefdd2PkrJj+LQISTtGxk4yP7wK/SRm5wIdTYkwntt0ZSTIh2bVc6Cjl/k15SyfVjtof/Hlay5h3e5DJDJZFtdVsmL6lEEFL0NTuWruVKoiJ1Z4nVdTzldWX8L2pg5sxxkxt5i2WmmKP0i+L1lDMFBZVUPUh76EW8v7qwghKPZ+iN7MZtoTz9GVWociDAQKRZ4rcGnFxLO7Rz2HoDkHj15Le+I5TLWAiPviETcDIVQq/DcjsWmOP8SOnr85psVSYqpFFHkuH8e7+sFEOgmc5P1g7Tr5hsKLUCvOxb3ugkQIQVD3Uea6MJQ0LwSyThJbWrjV0avtGSeJlA4u9cSL5YDuZSwVgUf+7Sk2Pf82B985wu5N+/GFvGiGNuKZJbVFfOvXXyFSOj6T4XOJEAKP5mJWsJ5p/lpuKF/BrtghtkZ3sSt2kM5M9Jwu3jShEtB9VLqLmRmsY06wgVpvOQHdd/LxifeAlJJUziKZy5G1LGxHIpEoQqCrKqam4tF1dFU972Yhz0cMReeyooUcTrYNzkqdSZYUzKboBAIhuZzFgYNdLFpQgxCCto4YsXiKqgHV2arKCC5TJxT0cNGiKYOiN7btHGNen69ALlvSwI3Xz8flym+vXwDJoaMctctwjvs8Yr15LQvTdfYSL0fviwvD05kXnEpvLsb+/hZ2xPazM3aQllQnMStxTv06T4RA4FINfJqbIjNCrbeMOl8lU7wVlLgi+DUvqqKcskB0prFlhiOx33Ag+mOsUcbbVOFBVbyowo0qXAihIqWFLdP5f5x+bJk6bp8JDsfuAWBK6AtoigeED9RiZPpJhFqdF0CUGXA6kblTrCfVMoQydjGcUwaLqtCodDdS55vHnvgm4lY3Ab2QSwpvxqvlb85LCq5nXdejvNr5IB41QINvISAxjzWHF4LpgaVEcx1s7nkOVWhMDywdFiyGjGKWF97Ku31rOZLcSYFRQaFZia6YtKcPsa7rEdJ2AlXo7Ohbz/7+bdR557I4ci26MLms6A62RV9ke2w9OSeNqXio9c4ZaJs9MULoqMr4ZsEURTC3uoyVM0cazlcXhqguHH3hYmgaq+c1nnTfhqZy6bRaLp1WO+rfawIfJ+K6iJTVjOUkEELBUAvxG9NwaxXD2j5dahkzCr5NX3obabsNRZj49Hr8xjT6c3tJ5g6hjNKCa6gFNIS+RH/uAC6tFLc2uuCQpnipDtxFkXs58exusk4PoOBSi/AaDfk+60lGR0qk7Ecm70WmHuSUarxKCajlTLahjg1daNxaeSXXl4/dK3KSIRxpk7SieLXw4LD87tgrxLJtLC68Y+QTpORQYhM5J01DYPkJ9+tWXScXehpA1VSKKiIUVZzcziBcGkI7DZ+yc42mqJS4Cig2IywpmE0018/hRCt7+g+zr7+JpmQ70Vw/yTPYMuZSDPy6h0IzzBRvOQ2+Kqb4KilxRfANiEBM5ALsaIC4o72DjYea2NXRRVusn75UmrQ14K+pqXgNnZDbTanfR20kzNyKUhZVlWOOYnx/oRJPZ3h57wF2dXTh1nWWTaliTlnpCWfvxsKywrnMCtaf8WSDIP97VkcbNRH5dd+GjfswDJWA380LL26nsiJCY2O+ctvYUMKiBTXc+5v1HDrcRUHERzSaJJnK8uHrFxAMukFKon1Jmpp68kGkKgj43SxeWEvj1FIURZBK5Wjv6KOzK04qnaW1rY+9+9rxek1Kis+MOiTAjrYOnnh3F1l7qC1tRkkRN8yejqEOvSeV9SU4tsOaB18n2hVH01V2bTnIEz9/hfK6omHquWcTVVEpNMMUGCEWRaaTsFJ0ZqIcTrRxINHMwUQLbelu4rkECTuNfRZnHQ1Fx62aeDU3BUaQMncRle5iytyFlLmKiBh+3JrrvBPUktKhM/kih/p+PixQzK+9pxJxLyNgzsKtVaIrIRShk/8lSRyZI+v0kraaiGXepSe1gf7cHpyB4psjMzTF78ejV1PuuwWUMMJ1DbL/x8jon4FQwemD1G+R6SdOep4i8N1xzTUKeYrUkyMdsk4aQzHJOVlsaaEpOroY8sGRUpKTGSwnhyLUwW01RUM5RgpWSoktc2SdfFumppiDojlDx7PJOmkcaaMKbcAjUcFycmSd1IhLnyY0DMU9aB7vYJNzMjjSRhEqumKicPKMpCMztEb/Dz3994zyV42y0Lcp9P/x4CMvbd/PL1/ZxD/dfT0R3/vFn+XCQuZ2Yfd8HGR09A20maiRX48rc3I2kdICazdO8pfI9NMgT23eLVw3oAT/HiEmbhD+vZCzbVqjcfZ1dHOgs5fOeIJENovjSAxNJeB2Uez3UlUQoiIcoNjvw3uBGKufK9r64nTFkxwdeFcUhcpwgIB7fLPUE0k028LOvjUsKrgNfcDW6N3oM/Rmm1le/JkR2x+9voNEU07vOyqlJJvODc72nAyhCEyXMSGqhecL+XuZQ8bOEbcStKW76Uj30JLqpDXVRVc2Sr+VJG1nyDoWWSeH5dg4ODgyX5kTCBQhUFDQFA1D0dAVDZdi4tVchI0Apa4CytxFFJthil0RIkYQl2qc0QWYlJJdHV38dMMm1u4/RDSVwh7DzJiqCGaUFPOfd95Eke/CVMg9Hst2+I9XN/CLjVtIZrMoQlAdCfH961ZxcXXlBX3NPNLUwwMPbWTZknreePMArW1RSkuD3HTDQqbUFg6u2fpiKV5+ZRebtx6iP5Em4HexYF4NV185G9PU2L6jhQceeh2PxyQYcOM4kpbWKL3RBN/82rXU1hSyY2cL99y3DivnkExl0XUV09CoqS7gM59aAQJ+8avXKCkOcNMNC1BVBcuy+c1vXyeXs/nExy55T5XKp7bv5i+feJZkdqgKt3rGVP7uxmvwHGN55tgOm1/ewYP//iyHdrXi2A7egJuqqaV85n/dTM308vPqs85fy20yTo5+K0VnppfuTJTOTC9t6W66Mr1Es/2k7DQZJzd4/clJC0fmR8nkQKriqKylIgSqUFGFgiZUdEVDFxqGqg8kq7xEjCARI0ihmf93yPATNgL4NDe60NEV9byy5BmNVK6Ztzu/Tl9m2+Bjbq2S6sAnKfZeiaEWntIi46ilRtbuoiPxPIdjvyJlDenA+IxpzC3+Z7z6FKTTD9l1yNxWsLsg8yJotaCdfPxLuG9DGPPG/LpOmZ5ThIJLzQdEpjq6BYIQAkO4Bn0ST7RtXhDEQFNO3BKqCBWXOvJGoCk62ilmJIQQqGio6viyjvk21LG3qs2uKuFPV1+Kz3VuF+0XLFIiSZ/aU/BkOL2cVDIWC5wupEy/92NMKPZAe0Af0t6HzKxDZl8Hpx3GZJyrI8wVwLmbE7Jsh3ea23nwjbd5Y38TXf0JLNvBlg7HppwUIVAUgaYohNwuVs6o5xvXrhh285xkOA+8/ha/Wrdl8BvtMw2+/5ErWdZQyp74WtrTu3GrAWYGr8al+nmr9wmmBlYQMsqxnRybeh5mqn85Pr2I/f3raUm+i664mRFcRcSoJmn3sie2Fq8WpiW1HbcaYF74Rt7te5YK9xyK3Q1I6fB29A8UmQ0AvB39Ax3pvSSsHvx6MfMjNwHQn+tkQ+evSdi9VHnmUe9fhkDlnehTtKd3U+1ZwLTgSgBakztoz+whZyeJ5Tooc8+gMXA5itA4ktjK4eQWUlYUR1o0Bi5niu/ivN+UEJhnQJXwKI4jcRwHZUDo4nxaqMHRe5mKR1PxaC5KXAX5AFI62DhYjk0imyJhpcgJi4yTI+fksI9ZqAmUwQWaoWgYio6pGHg0Fx7VhSqUwcXb0WOeaaSUbDrSwvefXsOuzi7G0yVpO5KqUJCw+9xZMU00Hf39PL1zD4lsfmbNlpID3b2s2b2fBZXlw6pTFxoV5SG+8sUr0XWVixZNwXYcNFVB04aS90IIQkEPN14/j9VXz8ZxZP7eMaBMmslYPPL7zVRXFXL3XcvQBgztm1t6+au/fZzW1ii1NYVMayzju9+6acQ5CEVgDnQdfOZTKwbvTQCqqnDnbXmbtaP7PVMoqsLCy2cwZUYFTfvaSfWn8QY9VE8rIxD2npfXH01oaIqGV3NT4ooMBDBy8BpjSZuUnckHjHY+YMw5FpYcmbQSCNSBa5F2NEhUNEzVwKUYmKqBJvKB4NEE19HzuJCQ0qEj+Tzx7I7BxzxaDdMLv0vYdRHKGH3j844HOi6tjMrAXfiMqezo/j7J3AEAEtl9dCSeozb4WYTiQ5pXIcwPgRNF2gfAvBLh/aNTHGV8cdL7p5fjtBBoagFCuPIVn2P/InRg+AW70O+l0P/+yGyeK2R6DU7i3zgm9TQU+wmGHj92MTHs8czJlUOtg9i9nwfUMe7vmPNglMdP9byT/RsJOCDT+XOWScYWIB6DVovQF5+zi2cmZ/Ho5u38+MXXaY+d3GLGkRLHlli2Q1uuH5euoivndzbwXJO17WHZaUUILNtmZ+xFujMHmRm8mtbUDl7vuo/LSv6YnExzJLGVoF5Kb7aZ9vRu5oSu5UD/Bg4nNjM7dC09mcNs6LqXK0v/lJyTZnfsJRr8y5kRvJJ89c+FqXjZE3+VItcU+q1ujiTeosa7CJcaoMo7H0tmmRe+EVP1oQkTiaQne4QZoatwZI5tvY9TYNYQMapp8F9Kyo7Sm20afB0Jq4d3o0+zrPCTlLinsbnnYcJmFT4twrbe37Oo4DaSVpQdfc9T5KrjbLVYb1u3h4d+/AIrrp/PVXcsQT2DZtnjRUqJdOSgYuNRxNHMPCrpaJb7/u4ZbNvhc9+5GV/wwuhwae6L8U8vrmVnR9eIv6mKQFdUNCWfLHCkgy0ljiOxHAcpJZfUVaO+jyrI/ZksvcnUiMdbY3Es27mgg0VFUTDNAWuRU7SJH7vt8QgBHZ0x2jv68HhMEokM69bvRVUVSkqC+d+FKnCfIrlkHncOQohTntdEIhRBsNCHP+wdVnPLZSw0QxsMYs9X8gGMGKzsmYBXe/8kbiaCnNNHV/IlHHnUqs3NlNAXibiWvGffQ0VohF0XUxf6Eju6vostk0gsulKvUuG/FUMtGFgXakjhBqUYhIY4iU7Le2HCfymW45Cx8wGXoapoZ9HP5L0ihMBrLqM0+C1GSqIqeM2LzsVpvb+RfWDtPYMHyIJ94Azu/2yiopirz9m8ouM4vLhzP//2/Dp6EiMXNooQAws8kBJs6Qy2lbkNnfnVZac1f/NBJSfTtCTfwa2FiGabkNKmL9dC1k5Q6ZnLrthLNDqXcSS5lRLXVHTFRVPybQQKfdlWLJmlP9dJv9WNKnQ0xUWdfykhY2iOuNIzl0OJTcRyHbSndxM0SvFrxaiKjleLYCgegkYp+sD8uUBQ6p5OtWcBWSfBnthaUlYfwhS41QAuxU/Kjg17HQVmLTW+xTjSIqCXkrB6cKl+JA4BvQRNmGiKiSrOngVDX3ec7W8eoHFeNeMqb50F0sksa5/cRuO8Kmoay0bdJpez2PtOE5ZlY+UuDM8023F4esce3moZ7iWrKQozSotY2TCF2WUlFHo9qIpCznaIpdO0xuIc7InSFouzsPL9NQOfF/AZuQwLmOaECwldiJimxkduWsT9D27kn3/wbH4OEoHPZ/KJjy2jpvrC8B22bYddmw+y7g9b6G7rG2bVYbp1Pv716ym5QF7LJCcmbTWTyO0f/P9+YzpFnivec6B4FCEUijwraTZn0Zt+A4Bk7iApqxnjWO9tYSBc14BSdII9vXcmPFjc3NnEvXu2kLVtPjp1PpeVTZnoQ5wRXHojLv3kwjOTTHJO0BoR7usGqtxnn854kvvWbx0RKIY8LhZUlzOtrIgivxddHVjgpdJ0xhM098awHIfpZcXnfcLoZBwV48hZNkKAxzDOTvA7MINtyywZJ4Gq6MwOXYup+ilS3OyQz9OR3ktbaicLIx/J16+ljS1zZJz8DOzs0Go8aoiMk0BXXGjHZRt9eiFho5JD/W/Sm2um1rv4mFaZ0T8zQznq85Rv3zyViIaheAbEUY62F0l8WgFBo5zXu+5DV1wD1czRbRA+aLQf6eHh/1zDx7+2+oTB4oVINJXmpb0HyB0zhyoEXN4whf955Qqqw6ETBkhSSjKWja6e/8nn8VDs8zKnrIS2WHzwVxR0uVg2pXqECvoHESEE06eV8c0/X000msSyHAxdJRBw4/WaF8x3oeNIN//9nYdw+UyqG8tQj2l7NUwd9TSVXTPJDId3NmPlbCKloUE/0EnOLkmrCcsZ6rwKuxahKRNzX9MULyHX4sFg0XYSpHJNBM25g9sIoYP7wxNyvBHHn8id2Y7Dq60HeOLgDhwkl5bVTuTuJ5nkg4fwo3juBrXunBxeSsm2I61sb+kY9nhp0Mc3rr2M5VNr8LuG37Tzw/GSZCZLxrKJeC/sVhVbSn76yhu8daQNn2nwhSuWMK3szN+MNcVFyDWVjN1PrXcxAgVLZjEGqnxFZh07+9bk21TMKlShU+pupDN9gGrvAjRhkHWSmKpvMHg8HgWNKu8CNnc/jK64KXIN+aXpwkV2YNbQrQZPaJcBeSG0nJPMC53JLBk7MSiKMxpHLXYKzGoKzTqCRhmTKr/5386BHc1Eu0/e6n0h0tIX42D3cL+xiMfDHy1ZSE04dNKFvxACl/7+m5rxGDpfWrEEQ1PZ3dFFwOXiulmNXN4wZbKyOIAQAp/Xhc977sS+TpeWA50IVfDlv7+LstqiCW853bv1IP/42R+RjKe58fNXcvf/vm1C9z/J2MjZ0UHlUgCvPtIt4b0j8OpD60BHZk/t3ygleZV9B9DhNCqcE3r17c9leLun7YzJe08yyQcLA+G+FeG6bpgdytnEsh22Hm4ZNk8ngFsWzeLq2VPRRplFzA/Hi3Oq5DmR9PQnefadPezr6CHkcfHRpWNXEDsdFKEyI7iK7X3P80b3A3nfWc8sQkYFilCo9i7kSPItpgVWoou8WX29/1JyTppN3Q8BgiJXHSGjElXoBPTiEQP2QggKzVoUoVLomjIsIMwHcrX5OUOjamB20Y9Xiww8V8GnFaErbpJWL29Hn6Q7cwgHiy09v6MxsBJD9eDT8m0yAoFXL8BQvCSsbtJ2nKydpDfbTM5JMyt4NZXeuZxNFFWho7mXrWt303KwC7fPZNbiKUxfWDtCYKf1UBfPPPA6S1bNpGFOFTs3H+StDXtJxtOECv3MWVLP1HnVqANVZyklqUSGnZsPsWvbIfr7UoQKfMy+uI762VUY5tBnkYin2PbaHg7vaWPjmu3096V45oENvP36vsFtGudWs+oji0fMMWZSWTa9vJOdWw6S7E8TKQ4y/9Kp1E4vHzyXoziOQ+uhLrat20vroS5UTWHK9HLmLG0gXOQfFrDlshYv/34Lfd1xbvjUcvq6+3nzpZ20HOhENzSqppaweOUMAuGxze8fifbRnxluPl5fGGF6SeEFUyGaaIQQzCgp4q+uu5JkLoemKPhNc7Jt/32GUASBiI9ggW/CA0UpJdvX76btQAe25ZCMny+ifh88HJlFHjPKNlFVxaH9DfkXS2zsUfzsYUhtn8zavOCNzIESQegLwVyCECHGa9g9ocFiW6qfvX3dE7nLSd6vCG/eUHQUw9JJAHSE+yYU7+cRyokNzs80WdtmT/vw37TfbXL5tLpRA8X3I4e7o7RGT0O59zTwqGEWRm4hd4zd0FG/u4hZwzXl30Q/xqbCpfiZG74Ry0kjAU0YKKh4tQKWFX5y1Gqf5WQHWkEXDpMlNxQviwpux5IZFFQ0YVLrXYwcEGfShYtFBbehCh2BYEHk5sGWVIFAV1wEjVLK3DMQKKhCYX74JhShsrXnMYpd9cwKXgPAW9EnaE3vPOvBYsvBLv7lm/fT3tyDqqnEowmeuGctN356Bbd8diUuz1DA2NMR4+nfrMfjM9mx+SCP/uwVHDsvvJLqzxD92DLqZ1eiqgpSSnraY/z6n59m/bNvo+kqptsglcjw+1+8yrV3LePm/3E5Hl/+8+hsifL4L18lGc/Q0dKL4zg07esg2jn0vfP6XSN0uKyczYM/XsPrz7+LYWrYlkOsN8Hwo9LBAAAgAElEQVQffvUan//uzVy8atZgIGbbDhuefYd7/+Vputv78AXcWJbDk/3raJxXzWe/9WFqp5cNbW85bH51J/u3t1A3q5Lf/OBZjuxtR9NVMqksgbCXuhnlYw4WexIpMtZwAbnKUACf+cFWFc9rJhh4zTOn/jvJuaV6aimGqbNt7S4WXD4Dl8ccsVZ/rwmTTDLz/9k77zA7rvruf87M3F63967dVe+yZclykXshgGkxJomBEBIglSQvAfKGdELekEJIAjgE4hBCB9vYsS1blrvVe92i7X1v7zNz3j/u6q6udldbVCzZ+j7PPnp079wz596Zc+ZXv19O7G5Hzxhv26DLlYJsMFbhDIGheZHZ+E3z7PEUlGlcOCnTkPgpMvYNMIZB2LP6izKBTPwIbJvB/XsItW5eDuNFcxallBwdH2IsObte3DW8/SClxNBNFGWCqt62FbWgGpk5hEzvROqnwBgA0sybKfStBuFBcT6IcH0sGwF6E8vz0rrBaCR/TRe5nZT73jwH9nJCSsnern6SGX32gy8BshIKFlR1ar9qVtbIPc3xGuq5ryOwqvmMmaY0OBJ8hoHEUYptDRRaazn7XstJHTFpxJ7d85iVTJosMZ6p51A9q9fWIrLOUaGtlmOh50gZUXSZIa6Ps6rg0vRanA87nzvCHe+7jl//0wdweuz0tA3x6Jef4sdf3059SwUb71w+xQDb8dhe7C4bv/zpe2haltXCG+kPUFjmRZvoPUonM3zvq8+y47G93P7eDdz5gevx+l2Mj4T56b/v4MePvIDdbeMXHt6CpqnUNJXx+a9/BCNj8N2vPMv/fvc1PvS7d3PDnSty59Us6pRn+0DXKIqq8NHP/gKtq2sxTcnrzx7mu//4ND/8t+dZtqEJt8+R1Tbc18W//9XPcHkcfPrLD1HbXEYmrfP6M4f5wb8+x7e+9HN+/+8fwuPPv0/Gh0J862+eYMm6eh7+w/tw+xzEIkmCo1HK50jKIaUknslgnEUmJAT47fZr5ZbX8JZHLJwgNBbhq5/5HyobSnG6bTlD3e608uHPvYuK+oW1NowPheg82H0xp3sNC4RF8aEIa85JjOsX77pIKYnrXbn/K8KCpvqmHEP6NWT0q6A1IzyfBrUG0ECGkKlXIfEjZPRfwPt/EWLudtxFcxbTpsGBsQGSxptjVF3DwmAaJqlkBpvDgnIJM0XpZIZH/+Zx1ty8hLW3LEEoHqRlLcKyFuF8CMxR0NuR6V3IzAGk3gHmOJDi/HqKbyXYwLIMxfVhhG0rAuu8SwUuNlK6TlrPZ1t0WCw43iaaiSndYF93P+YVxph5MSAQVDmXUe5oxW+tynPqLjXqXOsotNYQN4IoaHgsJTjOefBdDlTUFfO+37iNwlIvQghKqwpIRFP8wx/+Dy88tpd1tyzGasv/XUYHQvzBP36IdTctzpWE1rWWA+SExrtODfLiE/tZvKaOB3/rLvzFboQQlFQV8PAf3k/XiUGe/d4bbLx9OZX1xaiagsvjQM8YWCbo/G0OKy7v7P2+7/rITdz8jjW5udzz4A3s3n6UzuMDjA0GcfscZFI62364k9BYjF/7v+9mw61LcnO9/5dvpO1QD29sO8Kpg92s2dKa5yBHgnGuv6OcX/mD+7A7rbnPzReGmf8ZgbhG4nINbwsIRbBkfSNL1jdOMWcsdg2rfWFZZSklpw/3MNY/fhFmeQ0XCrtWiSZcpCecxWByD6Y3iSounLfBlEkCyd25/2vChUOrPueoJDL5JKjlCO8XQK2aMCGze7awrAHFg4w9mlUjsK6e8/kvirMopSSUTnJgtP9iDHfVQ0qJLk2Suk7GNDCRKAhURcGmqFhV7aJFU6WUpE2DlKGTMbNizApZKQObqmFV1POWJgx0jfLoFx/jw3/8bspqLh11s2GYdJ8YoHH55M09OS8LqBXZP+tmhIyDOYjMHENm9kLmWLbu2gyTzTy+lWABxYfQliLsd2aFVZWSK6acxDDlFEdJVRTUK2R+lxpD4Sgdw2/NB7EQCoW22jfl3IpQ8Vkr8PHmsn02La3C43fm1psQgkUrqiko9dB1YoBYOIG1JN9ZrGspZ/Gauim9g2ej40gf0WCcpRsac47imeOKynws3dDACz/dy+kT/VTWFy94/r4iN8s2NObNxeG24S/xktrXRSqZ7TWOBOOcPNCNr8hNSaWf4Gh++X9pdSGZtE7nsX7WbGnNe89i1bjhzhU5R3G67zs3TOdgvj32kWt4e6O2pYKHP/vOiz6uaZic2NVGPHqtT/FKgEOrxm6pJJ3Ktu6EUocIJHdR5NhyQTadlJJAcieh1MHJc1lqcGrnPL9lGvQOsKzJOozi3GeUBWm9HmL/AWa+hNFsmLezKKUkY5rE9TSRTIr+WJiuSIDD44O0hfOFdl8e6CSWmd24t6oqt1Y2Ue8tnPGYWCbNz7uOEUhN0vevLq5kQ2l1Xp/NbIikUzzVfTw3jhCworCCG8rrZv3saCLG411HSRsGAlhRVMHGstrcBZFSEkwn2D/az+7hXk6GRhlJREkaOhZFpcDmoNrlo9lfzPLCchb7S3FbZtYW2zvSy67hrMC1TdXYWrWIWo8fyLIPDsQj7B7uZd9oH53hccZTCdKGjk3VKLQ7afAUsqq4gnUl1VQ6vajTZA7TyTQ9pwbJpC9tRniuy0QIke1nVJoQWhPSfg+YQTB6kZmD2bJV/RgYPbP0OyrZca4YY0TJ/gkVhCPrEKp1CEtrNtqjNYHwXjFO4vmQDVRd+fO8GGgbGp1ShnsNbx34ilxTKipsDisen5PASIRELEXBOdVhBaVetPOIeUsJIwNBVE2hqGzqmlY0heJyP+lUhsDIhfXCujwOnJ78PlQhBKoikJJcBjARSxEajxEai/LXn/z2lO8cCcQwTUkkGOfcxki704qv0DXnvcmUkoxhkDEM0rpByjCIplIMhvP3awlEUin6QuHpBzoLCoICp2NejKiJTIZgPJkj3LOpKoVO5xSCkTMlsoPhKD2BIMPRWI7Qy2GxUORyUunzUOZx47XbJjRl577/ZQyD0Vh8ztUJAihwOC5L9YZumAQTCfpCYfpCYQLxBCndQFUEbpuNMreL2kI/xS4XDou24OfTtNfC5cwLmkspiaczDEaidE9ch0Q6g5QSu0Wj0OmkpsBHhdeD126b1p5ZKKSUJHWd4UiM0+MBBsNR4pk0ilDw2G1U+TzUFfhzGqDzDZpIKdHTBuFAlExaz5N2VRRBYZkvV1Ewl7HSyQyJSIKR3jGOvHICeVbWPh6OM9Q1Mus4QhH4i71YzyLy0jM6weEwxkQ1kWbVKCj1ocxAuJTt104SGc9f255CN07PzNk00zAJDIfQJ+xOzaLiL/WhzlJpYBom0WCM4Z4xBjqGCA6HSCXSqKqKu8BFWV0JlU1l+Eu9qNr5EyWXAhbVT6H9esKpI4CJbobpDH4Nu1aBy9K0IL1FKU2i6VN0BL+Gbmb3SoFKkWMzFrXgnKMFWVvTYMaKPKmfddzcMS9nMWMabOs9xSsDp+mKBumLhgilE0QzadLmVGHgp3tO8nTPyVnHdWtWqly+8zqLkUyKrx99g/bwJNnGx5dez9qSKuZDLhVOJ/nG0TdomxhHAB9dct2cnMXBRIQvH3iR6IQD/GDzataXVmMRKoZpsnukl0eOvcGu4V7C6eSMxZOaUCi0O/m/62/n3trFM57v5YHT/P3BlwCwqxpeq40at4+kofNU93EePbmXE8EREnpm2s/voANHm4VF/iIeXLSaX6hfhlOzzGsBRQIx9mw/Sl/7EL5iD2tvWUJ5XZb6OTQaYffzR2hd28Dh108xNhiiaXk1G25fjqIqjPYH2PnsYSKBGA1Lq3Ib0HwghApqUfbPshJBCsxxZPx7mLGvA9N/d9RqFM8fZh2zNx0CUBHCCsIJwpv9V3EBV4ZWlJQSw5SkdJ1URiep6yTSGdqHx6f066V0na7RwKyGm6oolPvcWKcRnZ4NppREkylGI3F6AiEGgxGC8TMEGQKbpuFz2Cjzeagp9FLqdeO2X7iQ9Rk9t2gyRTCe5PljHaTOum8NUzIYjNA5Mrdso9NqpdQ7d0P7fPNKZnQGghHaR8YYCEaIJFMYZtaQKnI7qSvyU1vkp8jtvOiGVErXGQ7H6BwZpzcQJpxIkjFMrJpKgdNBTZGP+uKCCb3NCystlFIyEokRm2DOVISgxOvCabVOOS6aStMXCNExEmAoFCGWyu4HLlv2d68p9FHh81DgcqIqYsp1mMl+P59Zr6rKrCEogciOcYmrlxVVTGE8nQ4y6zni8tpZtakZbYa1u3ht/ZT4mhBiVgbH8VicVzq7GYnGCMQTBBIJAvEkgXicQCJJLJUmnMpn7pNS8tih4+xo65x1/k6LlS/cs5X1tVWzHnsGu7r7+JttL5LIZO+J5RVl/Nm9t+F3TD4TYuk0r3Z089SxkxzsHyQQT5LUM+gTWpCaomCzaLisVqr9XlZWlvPOFUtYUjb36o+eYIhP/+QpQsm5ZX9smsYf3raFW5svnVxSStc5MTTKtpPtvNHVQ28gRCydIaXrmFJm+5UVBceEk7aqqpzbWpvYWFeD1z7/Z9bOrl7+9rmXiE9ci8VlJfz1/Xfic9hz6/jVzux1ONQ/RDCRIKnrueugKgo2TcVjs9FYXMjNixq4o7WJSp/3gvf8ZCbD3t4Bnjxygt09fYzG4iTSGXTTRAiBRVVwWqxU+T1saarn/mWLaSwqyM1pLudPJzM89u8v8PIT+4hHEhNBcdDTOpUNpXzyi7943p7FWDhOf9sQ/e2D9J4coL9tkP72QYZ7xhgfDOaOk1LywvdeY8+zB2cc6wxcPief+spHWb55spIgOBLmbz/yL/S3ZbNOFY1l/J///BRFFec6JRPnMyXbHn2RH3z5idxmKhSF9/zufbzzE3fNeO7xwSBfevirDHQMAVC/rIbPPPqbuHzOaY83Tclw9wivPbaHN57aS9fRXmKhOOlEBsPIEvtYrBoOj4Oy2mLW3r6CWz6wifplNbM6oBcTitAodd7BYOwpknofAMHUfo6NfoF6/8cosG9AFc45rZ+sBFmM8cQbnA49kpdVdFrqKXXdOYXdHGEFrRnS+0DvRGrN+bJmZhxSO0DYQJ37XgoLcBZ/3nWMn3cdn9dJ3qoIJBOkDB2B4OmeE/ztvhfoigZn/ZwuTTKmQYlj7s2lSUOnOxokpqf55rFdfPP4LkLp2R8+CSPDobFBOsPP0x8L84nlm3Boc4tYJmJJ/utLTxAYCbNkfSO9pwbZt+MYv/LZd1LTXE44EOOxR16gfslJCsuyUaHgSATTlMSjcb71lz9DzxgsXtfAnueP0H1yfmnvc5G96e2gViKtGyH+n1lK4GkPdiOsmxDKzNpw1wC94yGeO9rGaDROIJYgGE8SSiQJxZOEkymSmQzRZH51QPvwOB//1k9m3fCK3U6+9IF7aCqdOwlGNJXm5OAor7V1c7BnkM6RccLJFKkJw+FMdF4RAk1VsKoqHoeNRaVFbG6u47ali6j0e+YV8Q3EEvSHInSNBmgfHqd7LEh/MMxgKMr4ORmBaDLFF3++Y869Vlta6vnCu25HU+dn0AjAMuHwpXWdPaf7+dm+o+zt6icwwSppGNk4vSIEFlXFabVQU+RjS0s9961aTG3RzCLnc8GZSP+uzl6eOXyK/d0DjEVjJDMGumkg5eR1sFs0Knwermus4d6VrSytKl2w0ygl/PNzr7HjeNaJcFotfOa+W7h5cUNuXomMzksnOnniwHGO9A0TTiRJ6waGOWlcWrTsb1JV4GV1bSUf3rKOMm/+nhscjWKaJjA511QiTTQYx+6y4liAtpsQUFLlxzRMxobC2V6Rs66DqZuMDgax2iwUFE9DCnQJYkcOlw1PgQs9rfP+T9xOYen0++JMGYTZ0DEW4C+feYFwMoVuzp2gLJJKEUlNT/9+NtxW67xJphLpDH2hcC5L6LRYiKcz+B0OJFndx6+9spOnjp6a0ZHLmCaZVJpoKs1QJMqBvkGWV5SxpGzuZCS6YdIfjhCIJ2Y/GLBbtJyDe7EhpWQoEuW/9xzk8cPHGQxH8kiHzj4ubRikDYNQMkXneIDnT3WwqaGWj1y/jhWVZfMKSCUy2WsRm7gWUkIgkcBrt3F6PMjXXt3JcyfaCSWnvxd000RPm8QmMo+7u/t45vgpfuPG69nUULsgZm4pJaOxON/euY+fHjzKSDQ2JbZzJniY0rMBkGNDIzx3soOPblzHPUtacNusc/odetuGeOHHu7j1PRs4fawft9/JknWNvPzEXhqWVVNU4T/v53c+uY9H/ui/iYxHSSXSmMbMaywWjhMLx2edk9vvIp3If7bbHDY0i8bg6ZGJsRIEBoMzOovpZIbDr5xgsDNfh/nwS8e5/9dun9FRG+oaofNwD8HhEADN6xrzMpxnI5PWeePne/n+/3uMtv2nySSnro0z2dZ0MkNoJEzb/tO8/JOdvPOTd3PHL9+Eyzu9E3rxIfDYFlPpfheng9/AnCBsDKb2cnTk8xQ4NlDkuBGvdRkWtRBNcSCwIISClCYmGQwzTtoYI5w+wlj8ZQLJXXl6iqpwUu19cAYNRxvCfhcy9TIy/AWE416ktgiwgjmcJbhJbQP7vaDNLxg1z5C/wKVZKbRN/eENaRJOp3LU6QAuzYJtGha/c+GyWLEqV1+j+3gqTlLXeW2wi7/a8zz98clyGk1R8FhsWBUVQ0qimVQe+U+9p4BGb+G8InTtoTG+c3IfjxzbSSST3VRVISi0OSm0O7EoKhnTIJBKMJqM5Ru5mTTfOrGbWk8B72lcMScjsv1gD8d2d/AH//phqhrLSEQS/Nvnvs/Lj+/l/b99N5DdmFZsaubmd29AUbJNtKqmcvpoHz0nB/j9f/kw1YvK6e8Y5uCrp+b8XWeDUCtA8YHx5kgavFVwfGCEv3/mFTKGMWOW5VzopslodPaHkYBcZHg2xFJpth1t48kDJzjSN0QokZxCiHE2TClJ69kyt2gqzUAwwhvtPTx58ASf2LqRzc11c3qIG6bkmy/t4cd7DpPMZMl8zlcuJoFQYu79IaFEMm9PnCsUReCwWgjFkzz66l6+v+sQY5H4tCOZE5m/lK4TiCc42jfM9mMdfOr2G9jSUr+gLKOUkvbhcf79xd28cLyDcGL6Somzr0M4keLU0BjbjrbxwNplPLhxFQUux4KyquFEipGJ8l+rpjIUnlzno9E4//L86zx54ASRWYzLRDrDWDTOWCTOQ9PoY3Yc7SMciFFc7s9977bDvQRGIqy/ZTEuz8K0Qhctr8Zb4OLo7g5CY1H8E06hlJLxkTBHd3dSXOHLEeOcgRBgsWiYRtb4OdfRXCg8BU5aVtXy4hP7OHWwh833rJwmyzqRGVjA+Qxpkshk5uUoXm6EkikSEw5n11iAv3p2By91dOUCDHNBodNBS8ml6+2/1GgbHeOLz77I66d7yMzzWoWTKZ4+doqTw2P87q2buK2lacHyScFEguFIDMOU/PnT23njdM+0TutMSBsGe3r6+ZMnn+ML92zlpqb6ed23ZxzFv352B88cbyNtzK3qyTAlJ4dH+eKzOxiLxdlQWzWn32BsKERBmZe7HtrMU4++jMvr4KZ3raNuSSX/+cXHiIzHzuswxiMJAkNBMqlL2y7kcNupaa1k51P7AEhEkwx0DrNoTcO0x8dCMU4f6Znyel/bAJHxKP7SqaRlUkoGT48QC022dyxa3TBthUQmrfPkN57jv/7iRznH8lwomoI0ZB7plmmY9J4c4Juf/y4DHUM89LkH8BZdXM3DmaAIK9XeXySWbmMo/ixn2P3T5hhDsf9lJL4dTfFgU0sm2FNtCKEipYEhk2TMEGl9BF1GMGW+My/QqPQ8QKX7nVOzikwQrFmvQ7h/Exn7OjL8pWzrE4JsaaoN7PcgXL+KYH7Ptnk5i3ZV4zdX3MjDi9dPee9UaJQ/3bWN8dSkEfnw4g3cVzdzmeUZKEKh0nn1ZYDGU3H2jvbxdwdepD8eRlMUWn0lbK1exLqSaortLmyqiiFNQukUHaExXhvq4sBoPxvL6vBa5nexdvR38NJAJ5FMCk0orC6u5H1NK1ldXEnRxLnShsFoMsbO4R6+M1GmemYJRTNpvn18N5vK66hyzc482N85gsvjoLymCEUROL0OqhaV0XNyED2d3VztLhuLVtbm1dtLKRkdCOLyOiks86EogoJSL0XlF5HtUPGDUglG78Ub822IbH+ROWdH8VJhLBrn69t30jkamPGYbOXOZH/wuVNOGwYHewb5k59s488euIMbm+tmNSAkkrFonGD8yiIIUIWCbpp89bnX+MGuQ3mlsEAu2CORU66dbpoc7R/mz372PH/+wB1sWlQ7L0PKlJLdnX188ecvcGJwZNp7Y6bzm1IyEIzw9R276BgN8Om7bqRiHpne6ZAxDMai8ayREYry10+8wPbj7ecNJpyLlopiSrxTKzkGu8f4/le3ce+HNuPyOuhtH+bH33gBoQhu/oW1WGzzL6EWQlCzqIyt717PU999je9+5Rnu+sWNeP0uAqMRfvrIDoZ6x/nAJ2+nrDrf8VBUhYq6IhDw+rOHaVpWhafARSatY7VqFJYtbA+12izc+f7rOfR6G9/60hPEo0laVmX37VQizVDvOL0dw9z1gY1z1k08Gw6LhcaiQpL6zMZsIJ5g/Jzsmt9hp8g1e9TfabHgvMAevmQmQyiRpD8U4YvPvciL7adzgSFVCOwWCz6HHYdFQ8psNiyUSGaz+BPHtZQWU+X3zet+LvO4+fStmxmKRAnEEwQT2eqNWDpDMpOhKxAilr60xG1SStpHx/n8z7exv3cgb+9UhMBts1Lh9VDgdGBTVTKmSSiRZCAcIZhI5n4nCXSMjfOXz7yAKgRbm5sWJDKfNgx2dvdyYmiU10/35MbXFIUSt4syjyunvxlPZxiKRBmORsmcE3zsC4X5u+2v0FBUQG3B+bNzZyORyfBPO17jqaMnpzipmqJQ5nFT7nXjsloxTJPwRM/teCyOISWBRJKvvbKLkWgMdQ7fX1EEisiWwbt9Tkb7A+gZg8JSL/FIknDg/M5iy7omfumP3zullScRS/H8f7/MaN9kW8Syza2sv2N2vVqrw0pFU1nea6qmULukCqvdQjqZwdQNTh/p4cZ3XzdtcGmgY5ix/uwz+2yW5OHuUUb7xqd1FrOOXH/O8bXYNOqX1+SRdAEYusFz33mJb3/h+3k9kXaXjea1jay9fQUNK2pxehxkUhkGT49w8MWjHHrxGIGhYHYNR5I8/rVnEULwS3/yXpyehQUv5wurUkRL0f9BIhmJP49kcl80ZYq0kSJtjJ5nhKlQhJ0qz3tp8n8KVcy8RwthQzreibCuhcw+pN4GMo1QysG6BrQl2fasef4O83oSKkJQ7fYBU28A3TSnRFjKnR4W+0uviJ6sS4GBWIS/2/8ip0Ij+Kx2Hm5dzwdb1lBiz17IvFphKdlQUs17m1YyEA9jVdRcmdlccSabaFEUPrBoNb+14kaK7c78c1mgwOag2VfM+pJqPvfG/7J3tC83Rlt4jFcHTvPepqmR5XPh8jrIpHVSyQwWmyVbXhpJ4nDZcg8IRRHTSm7YHFYyaT3XwGzoxsWNigkPQq1GZnZevDHfhij1urh9adOMVPiJjM7ern4S6cnSD6/Dxrq6qlkfkj6HHbd9boLbFT4PN7bUc3o0kDNkLGqWXKC60EeV30uZz4PXYcuVjnaOBjg+MMJ4LJ7nsAyFo/zzttdoKS+eUnZ4LhQhWFZVSmyGUrij/cP0ByezWhZVYUV1OYWuufXCrqypWFApqCFNHt9/nKcOnsg5im6blabSIppKCyn3edBUhUgixenRAMcGhhkO51cTDIYi/NOzr7KotIiyOepiSik52DPAn/502xTH3WPPlvs2lRVS5nVjUVWiyRQ94yFODI7SGwjlMskZw+DpQycByWfvv5XCBWYYs3PKCrqPRuP8wzOv8PyxdkwpUSbEzCv8Hko8Llw2K1JKYqk0w5EYw6EosXQaKWHToroppcM2u5V7HrqBwzs7+MJHvoHFohEOxFBUwQMfu4W1N80e6JwJFqvGe399K+lUhhcf28erTx3E7rIRj2QztO/4lS3c96HNqFr+3imEYM2NrWy4ZQl7dhzn+L4uHC4bpmmy5b7V/Mof3Leg+QghWLymjl//0wf4zt8/zde+8BPsLiuapmb3+ESGRSuqueO91y1o/MWlJXztF991XkmNR3ft4+uvTlK/K0LwjuWL+bVNG2YdXxEC7xz3kpmQMU26AkGeOHKCHW2dmFLisFhYVVXO1uZGVlWVU+RyYtc0JJDM6IzG4hwZGGJXdy+HB4bZ1FCLYx4kOwBeu433rV6e95okW16eyOh8+qdP8XJH1/QfvkgYicb50nMvTXEUyzxu7lnSwt1Lm6kv8OO121EVke0ZT6XpC4V55ngbPz5whMHIpME+GI7y/55/mRq/j5bS4nmv7Yxh8u039hJLZzClRBWCJeWlvG/1cjbW11DqceGwZIMDKV1nJBrjlY5u/mv3ftpGxvK+w4nhUX64/wi/c/OmOTmuppQ8ceQEPzt8LF/3E6gvLOCD61dxy6IGyjxubJqKlNne1sFwhO1tnfxg/2G6x4OEkkm+s/vAnLLpZ9iGA8NhGpdVsf3HOyn9/uvEIknikSR25/mlMxatqWfRmvoprweGQxx44UjOWRRCsHRjCw99/j2zzmk6CCGoXVKFw23POoumpPtoL6ZhTi0pldB1rJdIIHtf1C+rJjQWYXwgSDySoPNwz7QZyUxKp+vIZJDfV+ylvKF0ir18fGcb3/mLH+c5ihWNZXzwj97FjQ9cP21/470f3crJvR3815//iD3PHsQ0TDLJDE8+8hxVzeXc89Hbclq4lxJCCGxqOUuKv4Ar3Eh/5MekjBEW0sQuUHFYaqn1fohK97tQxOzPUiE0UOuRan1eV8OFkBNeNM7bqX8AACAASURBVJ3FtyNiepqToRHcFiu/teJGHmpZg02d/ic9c3E1Iahxzz0CNh1urmzid1duodA+fUT2zLla/CV8dMl1tL3xJOF01hhOGTq7R3p5V8PyXE+RYZgM94zlPmexqhSV+2leXYdmVXnxp7tZt3UZ/Z3DnNx3mvsevvm8zF1CCGqay9EzOjufPcyqLa0c39PJQNf8IinngxAqQmtEopJNr1/DQrCypoK/+8V7Z3y/Pxjh1771E7rHJntx64r8fPF9d+OYlb1NzCnqCqCpCnevaOHZI6fIGCbLq8rY2FTDuvoqKv1evE57XjDqTD/dsf5hvv3KXl480ZkXdT4xMMKLxzt574apoupnQxGCBzeu4hevnz4S+yc/fY6f7DmS+7/TauWTt93Ahoa5NYcLIRbkLEYSKZ7Yf4yMYaIKweq6Sn5p0xrW11fhdzkmM3sSUnqGU0NjfOvlPTx3pD2vpOrYwDDPHW3jwY2r5mTQDYai/MPTr+Q5ihZVYUNDNR+8YTVraivxO+15Y2V0g/5gmMf2H+N7bxxkPJbNHplS8uyRNlrKivnoTevRLoD4ZiAY4Tuv7efZI6cwpaTY7WTr0ibuXNZMY2khXocd24Qxk8zohBNJusdD7Oro5Vj/MKtrK/IempX1Jdz7oU3c+f7rufvBG9j1/FH6Okdwum0sv66JpesbsJ3TQ1NQ4uX2926gdlE5inb+QJ8QAl+Rmw9/5h3ccOcKju7uJBKM4ytys+L6JppX1WKzT58pKyzz8ht//h727DhO14kBDN3EV+Rm9ebm3DF2h5Ub712FaZpYpxln1aZm3D4n/rNKrxRVYf0tS6hrqeDQG210nRgkGU/j8tqpWVRG66ravKyiqims3txCYYkXf8n5S7ismkqpe+Zot5QSl3WqQeyyWinzzL13/0KQ1g2+v+8Qp0bGMExJlc/Lxzat594lLfgc9mnXR12hn7XVFbx/zQp6gkG8dvu81/N04wrAbrFg1TSsF0gINRsyhsEP9h/i1c7uPFO1tbSYT2+9kU0NtVPmoAqBz2HH57DTUlrM2ppK/vKZF+gcm9wXOsYC/MfOvXzh7tvmxVJ7Bmf6Ey2Kwj1LW/jNm26gtmBq1tZhsVBb4Kd6rY/lFaV84annOTQwlHtfSsn2Ux08tG7VrMFByPaqfmf3gSk9sMsqyvjcnTezpqoyz+kUIhso89htNBUXcV1tNX+9bQf7ewfmXL5aXlfMuz9+G74iN6XVhay7ZSk/+frzCCG4+6HNlFRN3xM4OYfp77mZ7sQLSdCUVBfhL/MRGs0GSYd7xogG4/jO6a82dIOTuztyTKwrb15K9/E+xgeC6BmDtn2d3PbQlikOfCKWpL99kr+iqLKQ4sr87x8PJ/jZV5/OY3UtqizgY3/zEJt+Yf2MvZCaVWPpxhZ+66sf5csf+xr7nj+cPWc0yc+++jQrtiyhbmn1ZUlgCSGwqgU0+n+DIseNDEQfI5B4g6QxjCmTnN9xFKjCicNSTbHjJsrd9+O2NGUJH+c+gYva/n7NWbxACODumlbe17RyRkfxYqLA5uDDizdQYJs9s6EIwfrSahZ5i/Oyi93RIJFMikLViWbRsNkt/PffPYk2sQDLaov46J88QEllAR/89H3873+9zBtPH0Szatz4jrWs37oUoQg0S9apVKeJ1FTUl/DOX9vKCz/exWtPHaB+SSUrNjXjcF1YdDgP2iKyt/A1Z3GhUIRAOY+xoipTmR8FWQbGCzH+z4UQgsUVJfzunTdS7vPQWlGCxz6zrIyYyCqtq6+iqsCHlLD9WHtu+00bBq+2dfGONUvOa8gIIc6rGXmurytENpt+Mb/7dJBko++KENyyuJFP37OFuiL/lN9DiKzRubyqjM/cezNSwtOHT+Yyrbphsv14B+9cuxSX7fzR64xu8INdh9jbPamXqyqCu5a38Nt3bp6ROMiiqdQWFfDxW66jzOvhy0+/RDiRyp3/+zsPcfPiRhZXzJ0U5FzsOd3H7s5ekhmdRWVF/M4dm9ncXIdtmmvrslknMo5eNtRXE0mmcNryWaBbVtXSsmpSo+r+X75x1jlU1hfzq5+bu1aaEAKHy8aaLa1TtAtn+1xRmY8733/9jMe4vA4+8Kk7Znz/jvdfz3TvCiEorSrgtgdmz+ZZrNp553C1QTdN9vRk7+0av4/P3XkLNy2qn7XnTAiB3aLRXLJwPcw3EyeHx/jpwWN5jk25x83v3bqZmxrrZ83GaYrC5oZaPnnj9fzp/z5PJDVZMrv9ZAfvW72cdTXzY1Y8AwFsaqzl927dTIX3/OXqihAsqyjjY5vW8/mfbyN8Vr9yTzDEqZGxWZ1FU0qeP9lB+2g+m3WJ28Vv3rSRNdWV5w0GKIpgZVU5v3frZj7z2DNzkn2BbBn4dXesyP3/gV+/nVvevQExIZsxEzvxmwFPgZvKxrJc9m+0b5zwWGSKs5iIJWk/cBoAi81C89pGhBDsf/4I0pR0H+8jEUlMyQCO9QcIDE/+bnVLq7A5J+1CKSUndrez7/lDuUoFVVO4/UM3sfG+tXNiNy2rK+HBP3o37Qe7CE84vT0n+nnpR69T3fLAZckunoEirPhta/Fal5PU+winDxNJnSCh95A2xjFkHCkNhNDQFBdWtRinVovHthSvdSk2rXza/sTLjTd/Blc5iuxO3tO0Arfl/IbYxcKqokpWFJbNOTJSYHPQ6C3McxYDqUSObKe8rpjP/8fHMY3JKIdmUXH5nAhFsGJTM43LqonHklitGp4CV26xllQV8qm//SC+oqkbtGZRuemd61lz02IyGQOP30l6opz1YkGo1aC4wZydTe8arnzYLRr3r148r6ifEIJyn5sP3rCKA90DjMUme6ZPjwYIxhOU+y5PY/ulwKKyIj55+w3TOopnQwhBscfFQzesZu/pPobP0obsGB5nOByjoeT8e1T7yDhPHjyRR0q0tLKMX996/awMs0KAVdO4b1UrR/qG+OGuQznHfTAc4ecHjtNSVryg/iaYJBWq9Hv5zH03s7Gxdk5jKYrA51wYSc01vDXhtFr46A3r2NJUt2CClqsFGcPgmeOn6A1OkoOoQnDv0lY2NcxtDUE2aHjTogY21Fbz/KmO3OvBRJKnj52ako2bK4rdTh6+bu2sjuIZKEKwobaapeWlvH56klglrRscHx7hxqbzS6CFkym2t3XmOc5CwO0tWVmQuWSNFSFYXVXB3Uua+Y839s5ZP/NsWO0WyuuKkVISCcTAbZ+zzuKlht1to7qlAqEIpCmJBKKM9o5R01qZd9xo7zjD3dlqMZfXQdWi8my5qkVFT+v0tw8RHAnnOYtSSkZ6RomMZx04IaBheT7nhZ4x2PPMgVxmE6CoooCtD26es/0ohGDJ9c2s2bqcHd9/Dcj2Sr72+B7u/djtM7K7Xipkg9I2XNZGXNZGyl0GhkxgyhRSGkgkAoEQGoqwoQrHgjQZLyWurNlchWj1l9Lqn7vm0oXi+rIanPNwTM9oOp49u6Sho0/oYlqsGiVVhZTVFuX+iir8OWYqIQRuv5PSqkL8Jd68qM6ZzOJMUTFVU/CXeCmpLMDutOEtdONwXURdQaUIlNKLM9Y1vOkQYqoO3lw/t7iihEVl+WQh47FETqvvaoRVVXnnmqUsKiua0+8ihKC5rIglVflrIpRI5rGJTgfDNNl+rIP+wGTE16ZpvHvtUuqLCuZ8XZxWC/eubMV/Vk+nlPDKqa48R34hsKgqH7xhFRsaqhfsdF7DNayrruSuxc0XrAd6NWA0FueljtN5vXmFLif3LmvBNk/9W6/dxpamujyuBQns6e0nkJibLMi52FBbzeqqinnt+z67neUV+cQshmnSFwqft2cWoDsQ5ORwfjuM127njsVN8yqltaoqtzQ34HdcWCDK0E2+/09PM3gRW3QuFIqiULesJueYZVI6PSf6846RUtJ3aiDn0HmLPZTUFFG3rDpXvh8aCed0FM/+XM+JgRx/hd1tzzmmZxALxjjy2slceStA0+p6qlsq5vU9bA4r192zJq/yrefkAD3H+2a9Ty41hFDRFDdWtQibVopdK8OmlWJVC9EU1xXnKMI1Z/GC0eovwW25iKWV54FTs9DoLWJ2SehJCCGwq1q+zpc0L7VW9IIhpUSacm6LWfEj1PLZj7uGtzzcNhs1hfnEW2ndmLc225WEMp+bLS2zl8mdDZfNyqJzdC0N02T0rEzjdAglkrze3p1H1lDp93DDorlnHyC73zSVFlJbmN+X3Tseous8TLdzQUNJAXcua37LZ4OuZEgp8/6uNlhVlVtbGilwzo2g6mqGlFmZh+5AvuRAc0kRTUWF8x5PEYLmkuIppGW9gTCDswSjpoNNU7mhvnbeLLeqIqjyeaY4reFk6vyyR1JybHCE8DmamrUFPlpK5kfSI4SgsajwvAys566V6f5Mw6SnbYj0NNqBbybqllRjnygNNTJZZ9E8h8jn+K72nN5jZVMZLp+T4qpCCieydsl4io6DXVMkLToPd+f+7y30UNGYXyk3NhDI61UUQtCyrmneVWlCEdQtqc6TzEhGk7Qf7FoIz8zbHldG3vsqhSIEFU4P2mWKAjg1K8V217yzL4KL2+h6KdF+YpD/+toLbLl9KbfdN1UX7WwINFCbgO2XZ3LXcMXCoipTjBiJnJeG2pWGxRUlVPjnV0KrCEGBM0uAc8ZwMqXMiWHPhJ7xEJ0j+X08zWXFCyrhddms1BcXcKBnIPdaMqNzYnCU9Q3V8x7vDK5rrKHU637LsmtfDZAYDMZ3EEm3Uet5Fw6tbPYPXUHwO+ysqVoYQ/HVBlNKjg2N5GmRCqClpHjBMiSlHhdOi4UAk5nERCZDdzDEsor53Qtum41lFfNnyxdC4LJaURUlTytSN0wMmaW8mw6GlLSPjk2RIVpUXITfMf/ggcdmo7GogP19A9O+v/u5Iwx2j3HPhzbT2z7MM999deqcdIP+cwTtrwQUVRZQXFVIeCyClDDQOUwimsyJ22dSGU7ubs8dX91SicNtx2q3Ul5XQs/xPoyMwenDPaSTmVy2MRVP03tWlrK0tpiCc+SARnrHiYcn7y+hZBlaF7LvF1UW4ClwERicJOjrOtKb1a+9aqziKwPXnMULgCYUnJaZSTguNqyKiusy9Ua+WYiEEhzcc5rmJXMoORACYWlFonBG+HShkBN6g2nDwDSzmVdVZIlMrJo6UU8++zhZkXKdtG4iyVKC2ywamqLMWzTYlJJkRs85PJqiYLNoOb2ma5iEEAJtmgzYVZj8ACZ6OUoKcczTqBMT95uqiLw+ZMOYeX1IKekcGSeSnCzZVYSgvtiPdZ6lapAtFz1XWsSQJn2B6UWV5wKrprK4ogTLNMLN13D5YJhxOkPfI5LppMx501XnLJZ63JSch7X1rYS0YdAxOj5FU7HU48oxkc4XGcNAO2cNGtJkZJbKhelQ7HLOSWNzOmiqOsXhl8jzbvjJjM5AOJr3mioENX7fgvYVm6ZS4fMgmD5RFY8mCY1Fstqzp0d45ef7aFlTl+ekGIaZkxe7kuAt8lDRWErHwayky9DpEaLBeM5ZHBsIMjDh5FrtFmpaK1E1FVVTqV9Rw+5n9iMldB/vIxqM5ZzFwFCQsYHJCpP6ZdXYzyE9jIxF8jKtqqrgX6C+rN1lw+3PX++jfeNXZVXEm41rzuIFYj4loRd8LiEuWxbzaoFQ60DYQS6sH0pO6EntPd3H6+09tA2PTQi0Szx2G5V+L60VJaysKWdJRcmMxrOUkuFwlFdOdbOzs4eesRBJXcfvtLO8qoybWxtYVlU2LXujlJJDvYMc6h2iobiADY3V9AcjbDvSxt6uPkbCMRRFUOp1s66uituWNlFV4H3LO4xSSnTTJJHOkEjrhJNJIokUiYxOStfJ6AYZwyRjGGQMg6P9I7MPepXAoqqU+9wLyoDM9xOSrERK6hxB9c7RAP/9+v55n19Kycmh0XNeg1A8mY3oLuA7OSwapZ75V1Vcw8VFXB8kmrm0moCXEoVOx7x79a5WZAyDgXPKQw0p+c9d+/jZoWMLGlM3TQZC+WNmKxfm3xvud9hzWoqXA2lDn9JbqakKJe6F7StCCAqdTjRVJTONhMaN71iLNGVWS1XA2luW8Km/eTDvmExK569+7ZF5n/tSw2q3ULu4ileV3UhTEhwOERgMUlabZQQe6BjKZescbju1iyfZcJvXNqCoCoZuMtIzxmjveI5QZrQ/QGgk2xevaio1i6umlJemEmmMs7K/qlXDalvYmhWKmOKMJmNJTHPmDPRM0M0YSb1/9gMvE4TQcGjVKOLyrKG3x675FsI1U+kcKCVZohtj/s6ilJKRSIx/2/4GTx08SSiRRFUEFlVFSklaN3IZxobSQv7xg/fTUDK118OUkoM9g3xl26vsPd1PStexqAqKUMgYBq+3dfP4/uN84PoVPHj9KrznNMVLCTtOdPKvz7/BxqYsI9tXtr3Gwd4BBAJNzY5zsGeQF451sP14O5+57xZay+cvhnw1IK0bDIYiHO4b4kjfEO1DY/SHIsSSaVK6gW4aGKbENLNlR6aZzcIuhJXuSoWqKHjtl4fFUzdMxqP5RtQZjcRnj7RdtPNkDDMnwD1faKo6q/THNVxaSCmJpNtIGWNY1cvLJnixYNM01LdJz6tumAQTySmvD4ajDJ6TYbsgSOYkTH8uHBbLZa0U0A2T6DmEZ4oQeO0L55xwWS2oQjBdkb+qKpzxSKqbytAmMm9nQ0pJWU0RmvXKIlsSQtC4qh5VyzKbJuMpBjqGWHzdIgBO7ekgM5ERLaoqpLRuUlampqUSl89FeCxCLBSn+3gvLeuzshq9J/pJp7K/lsNjp6alcooNI6XMS9UKsXDdSIFAOWe9m6bMI8+ZK8KpQxwZ+eyC5nEpYNPKWVn6Zeza5eHteNs5iyYSXV69fUwXE8HxGE/+aDfLVteycn09AG3HBnjx2SMsWlLB5luXoFlUhvqDbPv5Aa7b3Ezz0ix9ciya5Mj+btqODZBK6ZRV+Fixtp7K2sIck+oZHDvUw8Fdp7njHauRUrL3jQ76u8ewWDUaW8pZu7ER63mal6WUjA1HeObxfdhsFrbeu5KCM3IdShFCW4SU+WU1QilkNv4m3TD5wa5D/Hj3EYQQ3La0iesbayhwOdCNbGnNicERjvQNU19UQOkMGk7tw2P85ePbOdo3hN/l4L5VraysKcdhsTAUjrLjRCcHugd45IVdGIbkw1vWzVheeGJwlL964gUGQhHuWNbM+voqvA47gVicF453squzl12dvTyyYxd/8q7b8FzAg+5Kg26anBoc5Yn9x3np1Gn6A2His/TavVWhCLBdJi0owzSJLyAzMF9cSOlPtsz4yjLydTNOXB/Aoriwq6Uk9EEG4y+SMkbxWJsodWzGqnoxZYZA8hCjyd2ApMC2giL7WlRl5mCAlAZxfZBg6gjRTBe6GUNTHLgstfhtS3FqVXPS3pJSYsgkkXQ7wfQxkvoQUhpY1QK81hZ8tlasyvlkWSSm1MmYUdJGgKHEK0h0pNSJZXpRxFQHXlOcONTS+QlIXyZkS/jf7FlcHpxpq7hSoSnKggJHC4Up5ZQMoBDigjLNVm1qOex0qF5URvWiqSXbqqby4O/eg9u/sHLcS4malgqcHjvhsSjpZIb+9qEcKU/b/tM5cpua1kq8hZO97cXVRZRUZ/sdU8k0XUf7MHQTzaLSebgn5wh6C91UNE5ls9esGooqMPSJnnvdxNAXZrNLKcmcY0NoFg1lAUEKQ6ZIGtP3p74pEApSXr71/bZzFjOmkdMYfLtD1w1e3X6c4HiM5Wuz+kS7X2vjh4++wqr1Day7oQmXZqezbYjHv/cGy1dnRaxHh8J8+1+eZ/erp3B77KgWlVg4yePeXXzwYzex6dYleQ7j6VPDPPHDXRSVetjx9GF6u8ZQVYVEIk39olKWrqo5r7M4PhrlG//wDEcPdPMrv7EVl+csI0s4UDyfA3lOpFTYQZy/aT2cTPLC8Q7ShsGdy5v5/DtupcjtRAhBNriV7RkcDkeRUk7r4CXSGb754h6O9g/jdzn4/bu3cNfyZhzWrAi4aUruWdnKPz77Ck8eOMF33zjA8uoytrTUT2ugBWIJEukMn9i6kQ9cvxK3LdsTa0rJ7cua+fyPn+G1tm52dvTQNjTGmrrKKWNcjUhmdB7ff4xvvbSH7rFgHtX72VAVBYdFw6apaKqKpipoioKmKoxF4xMlxG8FXL6+VInM01a8YnGFGfnB1BF2Df0hxY4NNPs/wrHxf2Y0uRNTZtCEkxrPO1hc8AmG4i9xPPBVEvogErCpfhb5HqbR9+C0JUQZI0x39HG6Iz8jlunFlEkkJqCgChsOrYIa933Ue9+DRfHNeJ9IKYlk2mkPPcpw/DXSZhBTZgCJICsA7bcto8n3ECWO66c4n4ZM0x99luHEayT0fuL6ACk9W16cNoMcGP1zxDTFXKXOTaws/iMs4vwC6ddwaWHOwFiriItL7aHOsx//DLIfuXyLWjI1YCXIBuYWClUoc/oKM/0+QggKF9iPd6lRWOGnqLKQ8FgU0zAZ7Bwmk8oQDycYnOhXVDWFhuW12JyTQSO330V1ayXtB7Kso11He0jGktidNvpOTTpbFY1leIqmEqi5vE4sVguGnk0A6BmDWHhhbUaGbhAL5VfNeIvceVId1zA3XNXO4kLi1MFUgtQ1ZxEAj89BRU0B3R0jGLqJYZh0nByktqGU4HiMwFgMp8tOz+lRXG47pRU+UqkMP3z0FV7dfowPfGQLN9+1HJvdQm/nKP/5b9v55j9to6zST/OS/PKCWCTJ9/7jZTbdspiHP3UbHq+DSCiBYUqc7mmyY0Igpcw6in//NMcO9vCrv30nm7dms52ThwnQ6hf0/eNpnUgiuyHVFfnxO+25OQuRLWFwWi3UF89ccnVicISXTnYCkjuWLeLela15fYmKIqj0e/jVm9ZzqGeQrrEgP917lHX1VTOW1a2rr+L9163IyxoqE+Lz71q7lDfae4gkU5x6iziLumHwg10H+edtr+cx90GWRKCuuIBlVWUsqSihssCL127DYbVg1VSsqopFVVEVha8+9xo/3H34TfoWVy8EYkppnioEW1obqC28eIbM0qr5Mx9eDBw63MOzzx0lGktx710rWL+u4aKMa8oMaTNAMHWU9tCjRDLt+KxLiOt9pIxReqNP4tBK6Y0+BUCBbQXRTBcpY5zO8PcocWzEZ2vJjSelJGNGOBH4V7oiP8WQSayKD7elHk2xT2Qy+4lmOjgR/DpxvY+lhb+DRZkqaC6lJJQ+zoGRPyeYPo5AwaGVY1eLAIW0OU48089I4lWimQ6WFv4Ola47UM7KBkqZYTS5k5H4qxPPWslUy/ia0XWlQlWVrDNz9muK4DdvuoHFpSUX7TxCQH3hlV+WrExTnSAleYyq84V5TsnkTDAMk2gghqfAhaIqZNI6ve1DGBmDmpYKbPbL17s5V3iLPJTVldB5KCt1Mdw9SjKWIjAcYrhnDACrw8qiNfmBb0VVaF3fxI7vvwZA36lBosEYmZTO+FmspNUtlTg9U6srCsv92F02kvGsLSBNk+EF6lCGx6NEg/nkS2V1JQuqLrjSdrrLzeZ61TiLyjSR9rRhzKu0SUpJVyRIUr/mLAJYrRq1DSW8tO0o4VAc05QM9QXZeHMLrzx/jP6ecSqrC+k8NUR5VQFev5P+7nFe3X6c5WvruP99G3A4s5kvn9/J+x/ezBc/+yO2P3WIptYKVHXyeqXTOnWNJbz/wzfidNkQQlBSPr0hqgiBxaIyOhTmkX94hhNH+vj4p+9m482tU0pcLwRum5VCt5Pu8RAvnTzNTa0NrKgux6LOLVIqpeT19h5CiSR2i4U7ljVj1aZG2oUQ1BZliWu6xoLs7x6gLxCmpbx4mlFh65KmKTIQZ8apK/LjsGokMzqBCxQ5vxIgpWRvVz9ff2FXnqOoCMGyqjJ+5ca1XNdQjd/pQFGy2+N018YwzXmJKl/DJFRF4Dons68qCvesaOHeVa0X7TxvloRPXW0x99+7iq/8yzYGBhfOyDoT4no/WsrOmpI/pcC2gtHkbvYNf560GeZk8D/wWVtZW/IXuCy19Mee4cDoX5I0RgikDuK1Ned+FYlBV+RHnI78CCklla47aPI9hMfSiKrY0M0kofRxTgYeYTS5m57I47gtDTT5HuJcUyZljHNk7MsE00exqcU0+X6JStdt2NViQJA2AwzEtnMy+O8k9EFOBP4Vt6Uen7U1t75UYafV/3EavQ9NzE/n6PhXGEm8hlXxs7L4M7gtUx1vi+JGm6Wq4xouPSyKMkUiQyBoKSlia0vjmzSrNw+qEFOqg0wpiaUWXoKf1PU59coPdY3yrb/+GQ9/9p2U1xWz4ye7+N4/PY1pSu568Abe84k7pvQzvtlQVIWm1fW8/sQeAEZ6x0hEk/SdGiQWytoe/lIf1S35zPVCQOPKOmwOK6lEmtBohMHTIxSW+XLkNhabhbqlVdN+59LaYvylXoITx5pS0nbgNNKU88oISikZOj1CeGySkEkIQcOK2gUFLe1aJdWeB2c/cBoYMsFI/Dl0MzsXgYUS11asyvz1Ts/AovrRlMvH7HxJrauLSThhURWsSv6NNZ6Ko5smc+0N1qXJkfFBksbbsw/qXAghaGgu439/sofAaJR4PEUikWbZ6loO7e2iq32YZatr6e8eo3VZFQ6nje7OEcLBOMtW12J3WM7KxAlqG0spLvVy/FAvmbSO6pjMnAkEqzY05BzFM5+ZDooiiMdSfPMr2ziwu5NP/dH93HBL65RG5QuFx27jnpWtnBwc5fjACJ/+nye5Y9ki7lzeTGt5MW6b7byC5BnDpG1oDMOUFLoc1BTOXBJm01RayopRhGA8Gqd3PERzWdGU4x1WCw0lBTOa1RZVRVNUpNSnZWC72pDWDb6/8xBj0XzH9/qmGv74HVupKz5fP1U+FtCzfg38//beTNYEQwAAIABJREFUOz6O+77zfv+mbW/YXSx6LwQJ9ioWUSIlWdWWJdlOHDcpduLEvksuduLknjh2Lo5zjx/7Ljlf7HPOJY4T11i2JYXqXRRV2AkWgABB9N6xfXfm+WPBBUEUgiCoOm+9XpKwZXZmtszv2z6fjHiM3+mYIQGvGwZD4cg7QgzE7bbhcllxOq7VfK9OwLYFv3U9klAJWjfj1lYwGHsV3UhQ5LwNt1aDEIKAdQs2OUQ41UE42ZkpbUx1UYST7bSO/xzdSJBr2069/3PYlFwuBIKarBGwbkb1OznY9+eEU+20TTxIgeMm7Or0gs0wDLrCjzIUO4IkLFR7P0G5+7dmtJnapDzK3PeRNmKcGf4Wk8k2OiYewe2vRJBZUAshY1enOxfSRgJVck7dp+BQS2ZURk3eWqiyPMsmxDCM5RW3eRuhKTKeS0TDUrrOUCQ6zzMWxgDGY/FFifv0dQwxMRLG7rIx3DfOUz9/lds/totAgY9ffedpbrhnC7lFSwwcLrk8LpcthBCCqnVlSLKEntYJj0UYHRintaE9OwdYWJWHL+Sd9by88lx8eV56W/sJj0foaekDAyangkyrw0LpyqI5r+1uv4vqDRWcP9k5dUDQdPAco4Pj+HIX3+mip3VOvdI0w7PRE3RTvrrkSk8FAE6tmrrAXy3pufHUAGPxY9lgUZZslHs+hduyaknbezNYtpWAKsmzhpVH40v7Es6FXdFwazMv9ufGhxlPLt4vqDcywav9HUtqX32nUljixwD6ekbpaB3EZtcoKQ9SWOKn5UwPg33jjI9FKa8OZYO4dFrH6bbN+qKrqozNrhGLJklc4h0kJIHDaV3Uwl/XDZ5/vIFDB5pJJXWikcQ18ctTZIn3rqvj/l0byfO4GJiY5N8OHOWPf/wIf/bzx/jloQa6RsbmNXaPJVOMTanNOS3agkbHQgh8DhuaIpNIpxmepypoVRTsmvauEWHoHZuYYd4O4LPbeGDnxisKFFO6TixpJoGWgiQEhT73jPbptK5zfnBk3s/+W4kzjT00nOzkREMnD//HUV4+cJbJycXNriaSKU6e6mLfo8d46JEjHDzUSiSSqTQ0NvXy6uvn0KeyEIZhcK61n5dfaSaZnE7USELDqZVn5w8loeFQiwBQJQeeqUARQJVdKFJmTiepj2MwvZ2+yH6iqV5kYaPIeTtWeTpQvIAQApdWhd+2HoBIsovRxEwbhKQ+Rk/4GQxSuNRyChw3zSmGIwmVkH0XFiXTkjgYe41EenxR583krY9FkSnNmbmQ1w2D5sGhd5Ry9GKxKgq5rplztGldp3t0fEm/c7qeEcFbTLCYiCex2C1oVpUzh84BsOuuDazcnFEJXepMnpAklIt+tw0MIuPRZQsY8ytycfkyCYd4NEF/2yDdzb3oKR0hCcpWFWNzzm4l9YU85JVlflfSyTRdzb10NfegT1li+HI95BbP3VllsWtsuGn1DMuLjsYuGl48vejjMgyDkb4xDjx8aMbt1RvKKagIvSNV5K81yxYsujULNmXmYvnUSN9V9YNfjCbJlLtmZl7OTwxzeKBzUT988XSKR86f5uzoO8eLbTnw+R0Egm7aWvppPdtHYYkfn99JWWUuPZ0jdHcMEY8mKJlSrbLZNSRZIjIZmxXApVJp4rEkmkVBvUTJ8Uq+mum0TiDXzR9+4XYqakL82z89R8PhtmtipOqxW/nk9Zv52gdv5QObV1PoczMejfFCYytfffhZPveTffzq0EkmY/FZr68belYYRJGly1Zh1IuMhOOp1JxJC0kSs0yP38n0jE0yEp6ZVKrI9bGi4Mrm22KJFH3v0oz5clCZm4PnIksXA2jqHXxbCAYdOnyeb//Tszz3whn6+sf51UOH+dkvXiMev3zyYGQ4zONPNdDWMUxH5zA/+OFLPPFUA+m0zsRkjB//9ABDw5nPVTKZ5pF9xzh1umvGNiQULNLMmS11KiCUhW2GzYSEkg3cdCOFMaXMbZBiMPY6YKDJHryWuvk7L4SKQy1BIKOTYjzRNOP+SKqbiUQrAC6tCos8/3yaRc7BNnV/LDVALG1eH98pKJJEbW4Ay0WtfgZwum8gm+R8N6HKMiU+z4zrtAG0Do/MstRYDNFkio7R0cs/EHB67EQmorSc6GD/fxylflsV3qA7k4haovcsgKLKuHwXBcBGxgMxMrE8hRp/vo+cKY/EeDRBR1M3fVPzg4oqU7upcs591ywqlevKsn93NvXQ0didVVDNr8jFlTO3AJYQgrW7V1G5dvr50YkYD3/nSQY7hxe13+mUztM/fonW49OesBabxu4PXIdtjjlJk8uzbG2oLtVKqdPHufHpN/PQQBevD3SwPVR61ZG8EIJteSX8ouV41vpiMpngB2cOUu0JUOWZ23POMAzi6RT/0XaaHzYeJK6//Vv3lhOX20ao0EtbywDjYxE2bK1EsyiUV4d49MFDnD7eicNlI5CbWfwUlwZwuW00newmmUjNGMzu7RxhqH+C625cgaYt/aMlJMGaTWVcf3M9eQU+/ud/+w3f+19P8rm/vpuS8uCyZ4UsqsLGskLqi0K0Dozw0tnzPHPqHI29Axzv7OXcwDBdo+P8/g1bZ8zFyZKU9YlKpfXLZicTqXQ2sWFRlDkD6Hdbvms8GiN9Sf9ortuJ7QrnD3vHJjg/OLKcuwbMbpU2DONtUW27Uop8HqpD/hkB97mBYU509rK7tvwtn4mVhOCD924mGHRx7HgH3/nuc+y5sY7ysoWFPAIBF7/3wG6sVhXDgJ/94lUaTnZyy031rFyRj9Nh5fCRNm65qZ6+/nHOtw3yiY/tRFEkLpirCSHPssEQU8IisrBeUtW7+DwaXGj8TeoTRFO9AKT0KM1jP0IR88vpjyUaMTAAnXh6aMZ94WQnaSOzWJxINHNy6BvzbidtJIim+qb+P0pKD8/7WJO3F0IIVuWHCDqddI5Oz+q2DA7T0NPHrsqyN2/n3gSEEKwIBXFoKuMXzce3DA7TPTY+I1m2GIbCEZoHFxe8FNfkE8j38o9//lN8QRcf+qNbkRWJga5hDMDhXtqMr9VhoaAqxMUzBC3H2jj+/Cm23rHhqkd3HB47hVV5tJ5oJ5VI0XGmi/72wan7HJSuLJrzebIqU7GmFFmVSSfT9LT2kYwn0fVMYFxYk79g0OYv8HHbJ/fQ2tCebSNteOkM//a3v+QjX7wPf4Fv3mtSMp7kxQdf48F/2Efqog6Q1bvq2Pyetcs+zvRuYdmCRbuisi1Uwos9rdlgbjAW5quHnuYP67ezKViM12JFERJpwyChp4ilUkRSSRJ6igKHG7uysOnypmAxFR4/TRdVBw8PdPHnrzzK79ZtZn2wEK9mQ5VkUrrORDLG+YkRftN6kn3tZxiJR7HICrIQRFJmyxpkfH7KKkM899gJJFlQUZuX6Tkv8iErEg1H2wjmufFMtSIUlvrZvKOa/c+c4sWnTrF9KjDs6x7loZ+9BgJ23bxqST42FyNJAkkS1Kwq5P7P3sQ3v/ow//y/n+azf3EH/qB7OQ59BkIIrKrKivwg1XkB3ruujucbW/nnlw5zfnCEn75ynF3VZawvnVZ5taoKPkfmR34iFiecSDJ3Y8VUW0QkSiKVRpVlfI63nq/Sm8Fcvmdp3biiVvFUWuf5xlb6r0Fl0aaqM2b5kmmdsbdBte1KcdksXF9bzmutnSSmWoUmonF+degk60ry8drf2oIl+QVePB47kiRRXJzxeh0YmLhssJhIpmg42cWZph5isSQt5/qx2TQMw8Bu19i1s4aX9jexc3s1x0904PM5qCi7NGElEPNcSjNeg5cPtFN6JBuoJfUx2id+vdhDn7LDmCaeHs76b40lzjCWOLOo7RjoUxYdJu8Uir0eNpcUzggWJ2JxHjx2inWF+e8on97FUBXIodDjZjw2vYYcDId56VwbNbmBRc9oG4bBkc5uuscmLv9gwOW188AX76G9qYdQsZ/80kxxwxd08+E/uR1f7tLWNLIiU799BY99/9lsUDU+NMEP/upnJBMp1u5eicvnRJKlTKIzmSYeTRANx0jGk/jzc9AWUGKVFZnKdWW89KvXADj5chMjfZlqam6Jn0Dh3HOWQgiKqvNx+ZyM9o/R3zaQFbdRNIXy+pIFgzZJlth59xZOvdzEYz94Fj2tk4yneOJfXqC/fYg7fv8mVmyuxBP0ICsShgHRiSjdLX0897P9PPmjFxjpm/7M55YGuO9zd86arzRZPMsWLEpCsLeomt+cP8mpkf7s7adG+vnCgX0UO70ErPZMIGfoxNMpwskEk8k4FlnhGzvuoj4nb8HXCNmdfKxmI3976CmiU/YXOgaHB7s4c6CfQoeHoNWBJsskdZ3heITu8DgTiTg6Bpok8zvV6+mNTLCvfXEX0HcDlSvy+NkPXiQ330NBcebL7/U5COZ5OPZ6K3d+YDOaJfNRsVhVPviJHYwOTfLdv3+CR391CItVZaB3jEg4zofu38Xq9VdfSb6AJAk27ajitz+5m3/+x6f5yXdf4BOfvQmH03JNqh1CCBQhCHlc3LupHo/NyhcffJKxaIxjHT0zrCoUSaImL4giNTESjtExNErJPCI38VSas72D6IZB0GGjyOd+y1dr3ghyHLZZcuZdI+OE44l5rUUuRjcMjnb08ODBkySvgVdgyO1ElqTsXEo0meJUdz83rapCld9a6nVXgyQEN9ZV8NCR0zR0ZSpNBvBi03l+8soxPr5jQ9Y79ErIVGINhOCaiuUkEimMKV+5VEpH141ZrfCXousGDz1ylEOHznPHbWvw+RwIIejuzlSohRBs3FDG4082cPR4O0eOtrN5YzmOOYRyrlbn1UDPBniq5JpSJb28nL4A3FrlzOMyklxItzjUEuxK4aL2QRIKmrT8iTiTNw+bqnDHqlpeaG7NCrkYwHPN5/jlsTx+e+MaNFle0rXIMIysmcrb5VqW63SyrayYxv7BbJdPMq3z8MlGbqyuoDKQc9ljMQyDwXCEhxrOEF3knLwQgkC+l0D+dLBiGAahEv9UoLi08yeEYPWuFazaXsvrjx/NZjVbj7fzjU/+H4pqCvAX+LBYVZKJFPFIguhkjPB4BJvTyue/9weUrJj/9+HCXKKiKaQSKXpa+7KvUVpXhNM7vxpnqCyIP9/LaP8Yk6MRJkdnittcDrvbxke+eC+j/WO88sghdN0gGU/y+hNHadh/hrzyXIJFOdhcNlLxFKMD4/S09jHaP55td4XM/OTH/uoDrL1+pemveBUsW7AohKDM7eOzq3fwlUNP0x2eHpQPpxKcGe2f97m5Nuei5g4lBO8rX0nH5Cg/ajo0ozoYSSU5OzbI2bG5/VisssL7y+v5g/rr+HnzMZ7oaMpWQN/tlFXmsnPvSkIFXnz+TB+5za5x3e4VWCwqm7ZXzVAwzSv08V++9D5ee6mJE4faiMUS1KwsYMvOaqpXFqBcIoecm+9l6+5agqHLL0Q8Pjtbd9VQVDZdo5NliZvvWkc8lqT5dA+tZ/uoX780RauLuTCDON/FQZYkKnJzsGkqk/EE8eTMFmYhBNdVlvAj52EGJsI8ebKZTeVFsywcDMOgbWiE11sz6l6ri0IU+t6aRrxvNHkeF0G3g8mB6ZmR1oFh9p9t4651dQvObybTaQ6f7+b/e/QF2ocXNztypdTmB7GoCqmpmRbDMHj6VAt7V1axpjgvO4P6TiDf6+Yj29fztw8/m7UxiSVTfP/Fg4xH43x421ryvW5kabaN0QUMw0A3DJLpNIMTEU529fF6aycf3bGBUv+1y+qeOzdAY1Mv5eVBXj/YiqrKFBT4poLHNOl0JmhNptLEYslMGynQ0tJPSUkO69eXMjkRY3g4PGMW25/jYOOGUn71m8Ooqsy6tUuTXb8cmVnGTHDoUIrZkPuVBWcNL+bSQFWWrAgEBhKFjlup9f3+ovdDLJ+MgclbACEEm4sLubWuhp8eOZ5t+Q8nknz7pVdJpNPct3ZVxppokXZRKV1nMp6gsX+Q1qER3r9m5dvGtkiWBLevrGXfqSb6JqY7UZr6B/nWS6/yZ3t3EXI5F/x9G4/F+efXDvNaW+cVv75hGBi6QTQcp6ulj2P7mzh98Bz3/+XdFFctXCyZD0/QzYf/6z30dwzSdqozG8xFxqM0HWyZ93m5JQHSqYXXwBeUTT1+F0M9I9MtNgLqtlUvGHw53DbKVhXTcqxtxu2BAt+8FclLXztQmMNnv/kATp+DF/79FWLhOBgQnYzReqI96wE55/MlQVFNPh/70gfYcfcWlKsYjTJZZusMWUjcXFSDRVb4zslXODHcS/Qy7Z6CjHjNYn6ohBA4VQufWb2dfIeLn5w9yvnx4QXnEFVJotjp5UNVa/lg5Vq8FhuVbj+aLJO6zBfl3UJeoY8/+8o9M24TQnDHfZu4475Nsx4vhMDttXPTnevYe8daxpJREnqaXKtrzu1vvK6SjddVznnfpVTU5PGFv7131utZrCp3/842uqNjhKyzTaiXQu/YJJ0jY1QEc3BZLTP8FQ3DIJxI8lLTeSZicRRJojx3tvFwVcjPTauq+ekrx3jy5FnWFOdx6+oa7FNVGF036B2f4PsvHKRjeAyv3cr7Nqyc5Wv3biXodrChtJDzAyPZ61AkkeTbz76KELCzpgyX1ZKtPqZ1nXgyTffoOE+dauaXBxvoHZtEmlKbHQ1HSS+jEFJNXoDygC9bbQNoGxzhq488ywO7NrGhtCD7Xmf2LzPTGE0mGYvEcFg0Sq5hkLScSEJwS30VZ3oG+LcDR7PWLOF4kh+9fISXm9u4eVU160ryyfe6cE69LyldJ5ZIMhaNMTARpm1wlIauPs70DNA9Mo7DqvGBzauv6b7n5Dh47IkTjI5FSKV07n3/JoIBJ7FYkkf2HaO5pZ++vjGef+EMzc39bN9Wyfbrqrlx9woe/M0hvvb1fThdVvx+J7FYIpvoF0KwbUsVjz52gj031hHwzy3KcLWokhNVdkMKEvooKT2KbYm+azY5hBAKGEliqb6pys87pwr+didTAYe0kZlzn5UoNzLVrkQqnRnHEPP7yy4Gm6Zy/7YNNA4Mcqi9K/s7OxKN8c0XDvBqWwd3rVrBusL8qU6PC+uxTOInpRvEUyn6JyZpHxmjoaePg+1dNA8OURHI4a76FVdzOt5QhBCszAty56pa/vnVw9lrhW4YPHb6LNFkkge2baQuFMSmqtl1aVo3iKWSnBsa4ceHjrPvZCOJdBpFkkjr+oJjExcCxMhEjK5zfTS82sKR50/T3zVMTq6HtTtq8Mwj9rLoY7qumj/5zu/zo7/5d07ubyR6OTVoAaqmLGgNdoFgYQ45+d5MsDiFzWGlYk3pgs/TrBrla0oQPxUYF+kShMpy8QTmXivO2s2pgPEP/+cnqNtWzaPfe5b2052ZoHEeZEXCE3Sz5dZ13P2fbsu0vL6LRAOvFcseaiuSxI0Flazyhdjfe55X+9o5PzHCUCxCLJ1EILDICh7NStDmoMjhYWVOiGLHwguqhJ5iLBHFp9lxqRY+Ur2B6/Mr2N97nsMDXbRNjDASzwQtihC4LVaKHV7WBgq4saCScndOdsFZ78/j/hWbiaVTCGBraHFVKr/VzsdqNmaDU0VI1PoWl/1dCusDhfxu3Zbs317Nisdy5UpOG4KFPLBic3YaxatZcanLM6tgYPB41yli6RQfr9q2LNucj8F4mH888zz/ue5GCuxXX5lr6h3kr3/zNPkeF6uKcin1+/DYrEhCMBqJcqyjlxebWoknU2wqL2J9ScGsC7amyHx8x3rO9g5y8Hwn/+OxFznc1s3a4nzsmkr/xCTPnTnH0bYeLIrMfZtWs63y2lQn3o6ossw9G1fxYtP5GTOHncNjfOWhZ6nND1KbF8DnsCEQjEVjtA2N0tI/RN/YJLqRaXFcX1rA3RtW8vdP7J/l2Xg1+J127lpfR1PfYHaWzwAaOvv44oNPUuRzk+d1YVUUkmmdSCLJRCw2VYlO8b71K/mjW3Ys2/5ca6yqyqd2byYcj/ObI6ezx6wbBmf7hjjbN4TTouG2WbAomcWGrhsk0xnrksl4glhypm3OG2EbXJDv5f6P7yIaTWC3aeTkOJAkCU1T2Lmjmk0bZ5rHezw2hICtWyqors4jEonjcFiw2zQikQS2i+Z4NE0mJ8fB1i2Vs7omlgtFcuJSKxiNnySRHmU8cRanWrak3wmHWoJF9hFJRRlPNhNPD2NVrv46JS76d4Z3n/3ClTAZT9AyOMREPEE0mSSaSBJNpogmk0QSScKJBOFEgqb+md1QyXSaB4+d5ERPHw5Vxa5p2DUFm6piVVVsaub/vTYr1UH/otrhi70e/mzvLr6072lO903P68VTaV5saeO1tk5CLieFHjcBpwOroqAbBrFkktFojIHJCKOxKGPRGPHURcn5t+FHQJVlPrJpHUe7ejjU0Z29PaXrPN10juPdfawrzKM2N4jHaiE9pTdwdnCIkz399E9MYgB2TeXOVbW80HJ+Xu/KyGSMrpY+Thxo5sSBJoZ6RlE1hf7OYX73S/ewYXcdrqn296tBkiTqtlXzhR9+lqPPNHD0uZN0NnYz0j9GPJJJfmlWDZfPgS/kIVQapHpD+aIqfHa3jbv+4JZM1XIKp9dBUXX+As/KzB1u2LuGic+HSU1dEwSCuuuqUaeS5YZhMBaJEU2kECIzO3/p+IkQArvbxp6P7aZm1wrOv36Ok/sb6WzqZqRvjEQsiazKOL0OQiUBKteVsX5PPZVrS7HY310zudeSa1KXFUIQsrt4f3k9d5TWMZlMEEsnp2dXhECTFKyKgk1WFzXL0jo5yNdP7eOvVt9NsSMHWZIod+dQ5vJxX8VqJpMJ4ukUacNAEqDJCg5Fw67MnrMpdHj4/Lrdiz6elJ5GIMi3u/nT9Tdc6elYMrsKytlVUH75B16G6wsquL6g4oqfZxgGY8kY48koGOBQNDxaJvMIEE7G6Y9N8FJfC/l2D+cnM6p8btWKT7Mjpsymo+kkY4lMIG+RFfwWB6o0fYFLpFMMxcMErU4iqSRjySiykMix2LHKKmldZyQR4eBQG2dGe2kPD5PQU8hCImR1oclL+xhb1cwF8Uh7N0fau5GFQJ1aDCbTadK6gVVVuK66lP9803UEXXMve4t8Hv7rnTfwzade5kBzO786dJJHjp5GliQSqTSGYRB0O7hnYz0f3b4eu3b5Wbx3E6uLQjywayP/+PQr2fZHyFQYj7R1c6Ste97nykKwsayQz922i3yPi18ebFjWYFESgrvWreBERy+Pnmicodwajido7B2ksXfu1ncBi55peSvhtVv5o1t24Hfa+cXrs8/nZDxxRVLzIvuva4vbZSV4ScZaliXy8+ZPRAohMtXCiyqGNlvm+zkyEmZ4JMxjT5ygrDRAZfm1SwyCIM+xm67w46SMCF3hJwjYNmORZ3czXA67kofPupbIZMZCoy+ynxLXXctQXRQoIiN0ZBgpUvry+Si/Ezk7MMhfPPwkQ+EIKT1TRbzw34VirLRhcOB8BwfOd2RvEyKTiFekjEWTIklU+HP4X/feMcs7cC6EEKwpyOPLt+3h68+8xOGO7hkdGPFUmvaRMdpHxhbYyjuHAo+Lz+/ZyV/te5qzAzPVhAcmwzzZ2MKTjS0zxM0uxqIo3Lt2FR/ZtI624dF5g8VHvv88j/7rS4SKc9i0t57V26owDPjWX/yU4uo83FdRUbwUIQTeoJvdH7yOHXdvJjIeJR5NkE6lQQhkWUK1KFhsFixTFmiLCVJVi8ptD+xZ0j5VbyinesP8a1jdMNh3pJEXz7TSPzbJ/Tds4s6NdbMeZwDPnjrHgaY2/vS+3dzwoe3Z49NTaYSUOTab04rVYV1UxdTkyrimTbxCZKqIliUu5i8mqafojY6RMmbPjVkVFatybdr60obO072nKLT7qPdefij3nYJuGLzc38JPWg8ylsiYvFpllQ9XbmZPXi1CCP6js4Fnexs5PNSBS7XSOJaRfr+lcCW/Xb4JgaAtPMz3mvbTFh7OioRcH6riY1Xbsuq37eERvtbwBB8q28ijXSfpjowihODTtdezK1RFX2yc7zS+yImRbtrDw/z9yaenqtN2Pl9/EyWOy2fH5mJ1cR5/e+/NHGnr4dzAMAMTYaKJzOLeZbVQ6veyoayArRUlBN3zZ/+EENTkBfjy3TfxcnMbB5rbOT84SiKdwmuzsbIwl101ZawuysOmzf6cCgHX15aT47BhVVXyPPNfQEIeJ39y604SqTSri0JLOu63GrIkcd/m1aiyzA/3H6ZjeHSWh+dcuKwW3lNfzf27NlIa8KHrBlW5fo619yxrwttjs/Jf3rMTh1XjseONjEXnb4F5JyCEwGe38andW1hTnM/PXzvBofNdMwL5xWBVFYpzPOypqyTkvjbtmwBer51EMrXs1fqjxzt46pmT+HOcfODezVgXUA28WoQAv3UjfutGBqIH6I/sp2XsX6lwfxiLPFN0w8BANxLEUv3E0yP4LKtn3C9LFkpddzMQeYWEPkLz2A+xyD6Ctm3I0sxMu2EYJPUJwsl2LLIfuzp/tUAgYVczYhhJfYLh2FFyrGuys5YmM0mk04xEoozFrl492ZhqTb1YxGskemUt95IQrC3M56t33sK/HjzKvpONDISXnlhzaBoVgRyUt+HCXAjBusJ8vnzbHv7h+QMc6uie0xJprrPrsVr44PrVPLBtI26rhQLP/FoMqkVBsygk4ykmRyNEw3GUazzfKYRAtah4gm/976UkBHdtqmN7bSl//uNH501CCmBFYRC3zYJNU9AUBe1tcHzvJMyJz8sQTsZ5uvcUtxWsebN35Q1lLBHle2dfZoUnxHtX3ICBQVdkdEZgdlPBCtb7i/ni4YdY7y/mo5VbAXAolqzogkPR2Bgo4e6SdThVC68NnucHZw+wNqeI63Iz1c6UkaZ5vJ+fnz/M+0rWUGT3MpGMU+HKiNwELE4+XXs9z/ee5QfNL/On9beQb3fChwj3AAAUuElEQVQjCQm/ZelNbnZNZXtVKVsrSkik06TT0/MjkiTQZBlNWZxSnBCCgMvBnevquKW+eqqimBmot6gKijR/Fk8IwdrifNYWL9zWAZDjsF/z+a+L0RSZmrwAbtv0IrMy5F9WYRchBDZV4b7N9awryeeJhrO83NxOz+g447E4yVQ6cwGUJRwWDb/TzuqiPG6pr2ZjWWF2ZlBIgm1VJbT0D5HSdRwWC/ZlmA0VQpDncfL5W3exZ0UFT5xs5nhHD4OTEcKxRGa2T4AiyVhVBadFw2u3Uh7MYUfVwnMdF8j3uFhTlJdVsbRpKu4lytr7nXbqC/NIXWiXl2T8ziuzahFCYNNUrq8tZ31JAQ1dvew/28bhtm76xiaZiMWJp1KkdQNJCFRZxm7J7HPI42RVYYj1JQXUFQQJupxZP9LFvTiU+r0zkiFeuw2bOvd7edOelYtSP71SdlxXxaYNZaiqjMWiXOPWcYEmean1fopoqpvJZBstY//KcOwoQds2HGoxklBJ6ZNEUt1MJFoYTzTj1mrZlPt3zCzdCvzW9VR4PkzT6P9lMtnK0cG/IWjbSo51LRbZj2GkiKdHCCfbGE80M5lsZ3XgzxYMFkEix7oeVfKQ1MdoHf8ZBmkC1k1IwkLaiBJPj6DJXvzW9Zf4S5q8FZCEoMTn4U9u3MEtK6rYd6qJA63tdI6Ok0gv7EEtALfVSqHXzcbiAnZWlLKuMB+L8vZ8n2VJYmNxIf/9rlv49fHT7DvVyPnh0WxS+1Icmsqawnw+snEtOypKs17AZTleZEnM8gsGuOPj17N5bz2nD53j8HOn+e6Xf0k6bTA2NEHLiQ5yQh68fte7VqVTCIHLakEis95a6HGVIT+VIf8buHcmF/OmfMtj6SQv9Dfy2uA5RhMRfJqdG/Lq2OKvQJXkjDRxfJJHuo5yZryHQpuXSldu9mLdPNHHz9te47fLtlHmDCAQpA2dx7pP0B4e4uMVO7HJKgPxCR7rPsGpsS5sssau3Bq2B6uwSCqD8Ql+1Poyu3NreWWwhbbwECGrm7uK1lPlCqEbOo90HeXlgWZeHWyhOzrKQ52HkYTEp2v2UO0KcXj4PE/0NPDp6j14tcxi7NBQK0/3nuL3qm/Eq9k5O9HHvq5jvLdoPU/0NHBuop88m5cPl20jZPNgGAbt4SH2dR+ndXIAr2ZnT6iOjf4yFLE0Sevl4MLLRtNJXKqFPJubOk/e1H2ZO3MsDjRJRpMVXKqVAvvsdq+Axcl7i9egG5mMuFez8ev2Y7SHh7mO6dbYaDrJzQUruLVwFdJU++oFNFkh3+7BZ7GjCJmQzTXnay3tOAWKLBZU3bwSpCm/Rus8C9u3G36nnf/3g7fNeD8kIdCWeXZLTAUcK/KDVIcCfHznBvrGJxmLZGZkBJnA1WWzEHQ6cNusMwSJMtuAW+qruXFFRfbvpbYoz7V/DovGzpoytlaWZMVcJqJxEunM/imyhF1TcduseO027JqSbdm+HB/auoZ7N9XPOJalWnPsXVnF9bUzW3+Wui1JCDx261RSpZhIIsngRITRaIxYIklK15FEJiHimAqSvTYbmiIvqJq6EAL4zN7r+PSNW6dvE/MvJizXSCxK0xS0N1BBTwhBjnUtawJ/yZnhf2Qk3sBQ7BDDsaNTKqXiIi9EHZDwWGa3bAEIVCo9H0YSMufGfkIsPUjn5D66Jh+f2pYx9U8aMJCFDcHCnxEhBD5LPaWu99M6/lNi6X4aR77DWfH97L5h6BQ5b8dnqZ8VLN6+spa6vNyL9hFKrqEq9IbiAr55750zqm9Bh+MNC25qcwP8j/ffRnKe4ONqsasqOUvwP80k51Q2FReytjCfwckw54ZGaOwb4PzwKEPhCLFUCowpL2G7jXyPi/IcHyU+DwUeN+4pcavFfr83FhfyzXvvJHXRexFw2K8siXQRW0oK+eZ9s99b5Qp/5yQhKPS4+fSOLbx/7UpO9/ZzvLuPtpFRJmNxJEkix26jKuhnbUEetbmBTHBz0XG/b3Udq/JD2URz5jOW2Q/NqlJYmUthRS7Xv3cjA10jnD54jtefbuCX336K//jhC9RvreIDn70F7zXwj74aUuk0337iFXasKGNgPMyLZ1pJp3Vu37CCHTUZe7RwPMnzU+2hybTOmpI8bltfm9EYEIKhiTDPNLRwvL2HcDxJoc/NHRtWUFtwqVft/LT0DvF/nnqFWCJFRSiHT+7dMsMfNK3rHD3fzVMnmukbm8SmqawpyePODXU4rBnP3NFIjKdOnOXwua6MaFl1CXvqK3FYNFM/YpG8acHi0eE2Cu0+1vqKOTHayTdOPcqX17yfNb5ioukE3256hpbJfu4oXEM0neTB9kPZTLlPc9A2Ocj+/rOUOvyZD20qzkOdR9jiL8cqqwwnwnz91KMIYFugisH4BP909jkG45PcU7yJaDrJc31nODHSybZgJdsClTzZc5JvnH6Mv1v3ATyajSpXCEXInBrrZkewmrW+EgSQa8l8qQdiExwdbiehTws6DMQnODIyfdt4IsqzvafpiY5SbPezPqeUiWQMWWR+JLsiI3y14WEK7TnsCFbTFh7iG6cf4w9q9nBDqO6NGPWZE49q4/dqdvJ/m17ij1/7BRv8JdxWuIpV3vxFL8ANw2AiGeflgXMcHepgKD5JJJWgLzpO+hLbEqusUuEKZI/X/AK/NcgEv2/sglmRBV67bUlG8IokoWjXTvlMTAXKQZdj3hnWpaDK8rL5NiqytGzJjwtk3hcZt03Gbbtyka0rfa1MMuKtreBpkf0UOG5CFjY0+eJWeIFLrSLfcRN2pQBZTJ8vISQCts1YlVy8llWz5giFkAlYN7Ep9DV6wk/TF3mRyWQ7SX0C0JGEBU3yYlcL8FvXk2e/kbkGQoUQyNip9HwUv3UzXZOPMhw/Riw1QNqIAhKKZMcqB3CpFeTat+O3brjsMcvCSo3vd3GoxXRNPk441UFKDwOgSHY0yYdLq5zjuASlOV5Kc944ZeCg00HQ+UbIK82N12ZjR8XiOgveDC4kYAo8bvLdLnaUl0y3XV5kkXDRf7LPu1KW+73IdTkXNau5GC5ccwo9bgrcLvbUTCm3X3QOFlqXFHjcC7aiCpHZgMWmZQLHylxuuGcz/Z3DnHy1mYZXmglPxN5ywaJuwLG2Hs72DuJz2llZGGI8mlm7CiFIpnV+9MIhXm/pZG99FbIs8cSxJpp6BvjC+27EblEZnIjQ2D3AisJcHBaN50+d47//+jm+/rE7CCzy+pnndfHRXRt49Ggjx9t7SaZmVsDP9Q3ztYeeZ1NFEXtWVTI0GaFreCxbIZ6MJfjW4wfoHhnn+rpyEqk0P9l/lPbBUX7vpq2LTnzrRoJkemkzvYn0cNZHd2prJNIjxFMD8z7ncggho0qeN0zp+k0JFj2qjT9e8R6SRpqknqbGncfxkQ7awkOs9hbRFh7i0HArn6u7lV25tRiAJin8y7n9AHg1O1uDlbw62MKdRevwqDaaxnsZik+wI1iNJASvDDTTHh7iS2vuJtfqJm3ojCejPNZ9nJvzVwGZjMSOYDX3V+1CFhIlDj9fOfEQPdFRciwO6r1F5GhOHIqFFe58tgerlnS8o4kIO4M13F64dlbV7ImeBtKGzv2VO7ErFrbqaboiwzzSdZSduTVob1IrjxCCbcFyVnjyODTUzuNdp/jS0Yf5dO313Fq4EklcfjGaNNL86NyrPNPTyD0l67i5sA7DMPjKsUdnzQIIRPZHyMTExOStjsdSy+bQ12fdLoSg2HU7xa7bZ90nCZWVOf9pwe0KIbApuZS7f4sS1/uIp4dJ6RHAQBIqiuRAk7xIYuGsuBACgUqOdTU+y0oS+hiJ9Bi6kQAEsmRBldxoknvRCw4hBKpwUeq6h0LHLcT1YdJ6ZiZPFhYU2YUmuc05xrcZWR/l7A1v2q68qQghruk5uHCeVU2hsCKXgvIgN9675S1r7aAbBroBn7tjF267dYY3defQGE8cO8vv37yVTZVFCMDnsPH1h1+gbXCEusJcqvMD/Ol7d5NMp0mmdYJuB1/55TMMjkcWHSw6rBqrS/I41dXPme7ZwVU4niCRSrOxooit1cXYNRXdMLLV31OdfRxu7eLzd11PTX4gu/b8xSsnuHvzKor8i+tuGIsd5/TQlxf12EsxjDSxVE/275Qe4czQXyOJpau1WuQQq4J/h1XJvfyDl4E3JRIJp+I80dPA8dEOoqmMimlfbFq8ZjA+gW4YlDoD2S9vjSsPeerNl4WUrQSenehjY04pL/U3UeHMpdQZwDAMzk700RMd5eunHs1+aMaTUayyRnKqQikJQb2vKFvl82mZD+/FlcIrwZhn2Nyt2qjzFGT342Ivv9Nj3ZwPD/HfTvwm+/jheJg8m2dW9e2NRJ8y1/ZqNvbm17I5UMpXjj3Ki33N3JhXg025oOiZCfLi6dSMLyhALJXk5f5zbAuW81vlm5AliZbxAWLppSlEykJCx8i+fyYmJibvVIQQKMKOIl3ZvOnc25KxyDlY5KWJgc3enkCVXajy4vzSTExMZiOEQH0Lm8VLQlBfFMJtz3RHXLx27R2boGtknH954TC/OHAcyKjqSgIi8WTmMaMTPHa0kZa+YeLJFBOxOJFEkvQyruGq8vzsra/iB8+9zlMnzrK9tpTrqkvIcdoxDIO2wVG6R8b51hOvoE0F5ZFEElkI4snFr/VTRphwsmWZ9lonmuq8/MMWIG3EMIw3Tm39TfmU7us+zi/bX+eByuupdecTTSf4m4uCpemYazrwyAQh03+XOgKUOvy8MthMicPP4eE2fqtsK1Zpyr8FKHH4+UztXizS9GFqkoJXs9MbHcsoqUrTGdArTSQJBAYzg8R4evaHT5akbEB6KQZQ7y3kk1W7Z7y+VdbQpDfvR2QgNsGDbUcpcnjJ0Rz0xcbpjIywO1Q9Yw5LlWQqXQFeHWjlsa6TOBUL+XYPVa4giiRTYPNwarSHF/ubAXi+t2nJwWKezY2E4MG2o2wJliEhWJtThHOZPCNNTExMTExMTEwyaPONoRjgsmp8YvdGCnKmW2gFgtKgl1gyxfefeZ3O4TE+umsDxQEvHUOjfOWXzyzr/jksGp/cu4UbVlXwcmMb//7KCV441coX3ncDOU4bhmGQ63byezdtweeYHm1RJGnGfpsszJsSjRwbaafMEeDm/FUIBE0TvYwlpz2bAhYnQgjaw0OU2DOZ0JaJ/hmVNrussSNYw687DlHqCKAbBhtypk2Mq1y57O9vwqVYqXKFsp5/aUOfGbhdJkLMBKkGcT2FYRgz2n40WSGlpxlPRgnZPCSNNI3jPXNuZ66XEUKwwpPPi/2N5Frd5FozH9xMVU9HehN7QTRJIZZO8khHAwk9hV3R2Ju/gveVrEW56PxpksyHKzbzo5bX+Pfzh7HIKneXrKXSFcQmq9xffR0/Pvc6/9ryKl7Nzg15NXg1Oz5tOltukRSq3EGs8sKtS9XuXD5Zs4Mnuk9xarSHUmcONZ5cM1g0MTExMTExMXkDEEIQ8jhxWDSSaZ2VhaGst2EynUaRJEYjMU529vGetTVsr83M7p7tGczaky0HxlQHnCbL1BfnsaIgl00VRfw/P32ctoER/C47JQFvVq18VdF0LJDSdZRFeLybZHhTgsUqV4iHO4+wr+s4spB4aaBpRmthqTPAWm8xP2h+gYHYOHE9xYt9jTOCPCEEG3JKebD9ID9ve411OSXkWqdbYrYHq3m+r5GvndrHjaE6LLJKR3iICmeQO4rWLXpf7YpGns3LI51HSRs6AtgSqCBgcVHuDGCRFb7b/DzXh2rpDI9wdKR9RjB1Od6Tv5oDA818teFhrgtUIQnB+clBtgYq2JVbu+jtLDdezcZnVuwmoV9oL5WwysqsuUIhBOXOAF9YfQsJPaMKaZVVxNR9dZ48/nLtbST0NLIQWGWVpJ6eEQiXOHP4xuZ7sckLm9VbZIX3Fq/h5oI6dMNAkaTLBpgmJiYmJiYmJibLR3HAw63ravnBcwdpGxwh3+ticCJCNJHkU3u3YFFkSgI+9je2UZjjYTwa45mGFlRlen0ciSfoHBpjJBxlMhanY3CUE+29eO1WCnLcSELQOTzGaDhGx+AoE9E4pzr7CLidFOd4sFtUDrd280xDMysKgqiKzJHWbhxWjRxXpiBRX5zH5soi/vdj+znVWYXPYaNndByHReN3dq5HXaTAjSb7CdhuuBancklosh9ZurZicxfzpgSL7y/eiGEYPNt3Gp9m5/aCNdS487Iqo3ZZ47O1N/FQ5xEODDRTaPfxicpdPNd3ZkZAEbJ62JNXx+tDrdxasHqG6EqO5uALq+7gyZ6THBtpJ2mkKbL7qHSFkMgELet8JbiU6ZNtUzTW+kpwqdO3uRQrn6nZy687DvFUz0lyLA7W+UoAKLLn8PmVt7Gv6xjP9J5mhTufz9Ts5fWh89kWUpdqZa2vZN6gpsju48tr7ubxngYODrdiGFDmDFDiCCzfCV8CGaU0ZVHKp2IqCJzrGOe6T75kmFsW0oxzvhCyJOGUzEqiiYmJiYmJicm1QAhYWRSi0Dd3q6Yqy3z8ho1U5vnZ33ieM10D5Dht7KwtQ5Uz1kmfvnkrD77awL4jZyjwufnU3i0809CCY8r6omdkgn954TBjkRhBt5PW/mG++8xrrCoK8ZFd67GoCo8dbaKhI6OC6nfZ+dnLx3FMtb/WFgQJeZyoiszzp1tJ6zqFOR6+eM8eSqaEa5xWjc++ZzvPnTrHa80dhGMJQl4XmyqKkK+gsujWVrI29A9Xf2KXEcEbVywRxnyqLNeQy73khTLxQvfPtZ1LleHm28al259rexdva67tzLcPi3mdS1loP01MTExMTExMTEzeKK5m7XrhOVdz/2JYaBuXW8Nf+hiThXlTgkUTExMTExMTExMTExOTtzbmdKeJiYmJiYmJiYmJiYnJLMxg0cTExMTExMTExMTExGQWZrBoYmJiYmJiYmJiYmJiMgszWDQxMTExMTExMTExMTGZhRksmpiYmJiYmJiYmJiYmMzCDBZNTExMTExMTExMTExMZmEGiyYmJiYmJiYmJiYmJiazMINFExMTExMTExMTExMTk1n8/xdfQt20AourAAAAAElFTkSuQmCC\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [],
      "metadata": {
        "id": "0gLa0cEHm-ZY"
      },
      "execution_count": null,
      "outputs": []
    }
  ]
}