1.ipynb

{
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "avs03Eqmt3rh"
      },
      "source": [
        "### Lab №01"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "# 1. Загрузите заданный в индивидуальном задании набор данных из Tensorflow Datasets и оставьте в наборе данных признаки, принимающие непрерывные числовые значения, включая указанные в индивидуальном задании независимую и зависимую переменные. Вычислите матрицу корреляции признаков и выведите названия (номера) пар признаков с наиболее низкой и наиболее высокой корреляцией.  "
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 1,
      "metadata": {},
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "2.12.0\n"
          ]
        }
      ],
      "source": [
        "import tensorflow_datasets as tfds\n",
        "import numpy as np\n",
        "from sklearn.model_selection import train_test_split\n",
        "import matplotlib.pyplot as plt\n",
        "import tensorflow as tf\n",
        "import numpy as np\n",
        "import pandas as pd\n",
        "print(tf.__version__)\n",
        "import warnings\n",
        "from sklearn.metrics import mean_squared_error, mean_absolute_error, r2_score\n",
        "\n",
        "\n",
        "warnings.filterwarnings(\"ignore\")"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 2,
      "metadata": {},
      "outputs": [],
      "source": [
        "class SimpleLinReg:\n",
        "\n",
        "    def __init__(self):\n",
        "        self.a_ = None\n",
        "        self.b_ = None\n",
        "\n",
        "    def fit(self, x_train, y_train):\n",
        "        assert x_train.ndim == 1, \\\n",
        "            \"В данных должен быть один признак\"\n",
        "        assert len(x_train) == len(y_train), \\\n",
        "            \"Данные должны иметь одинаковый размер\"\n",
        "\n",
        "        x_mean = np.mean(x_train)\n",
        "        y_mean = np.mean(y_train)\n",
        "\n",
        "        self.a_ = (x_train - x_mean).dot(y_train - y_mean) / \\\n",
        "                  (x_train - x_mean).dot(x_train - x_mean)\n",
        "        self.b_ = y_mean - self.a_ * x_mean\n",
        "\n",
        "        return self\n",
        "\n",
        "    def predict(self, x_predict):\n",
        "        assert x_predict.ndim == 1, \\\n",
        "            \"В данных должен быть один признак\"\n",
        "        assert self.a_ is not None and self.b_ is not None, \\\n",
        "            \"Модель вначале должна быть обучена\"\n",
        "\n",
        "        return np.array([self._predict(x) for x in x_predict])\n",
        "\n",
        "    def _predict(self, x_single):\n",
        "        return self.a_ * x_single + self.b_\n",
        "\n",
        "    def __repr__(self):\n",
        "        return \"SimpleLinearReg()\""
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 3,
      "metadata": {},
      "outputs": [
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "WARNING:absl:You use TensorFlow DType <dtype: 'float32'> in tfds.features This will soon be deprecated in favor of NumPy DTypes. In the meantime it was converted to float32.\n",
            "WARNING:absl:You use TensorFlow DType <dtype: 'float64'> in tfds.features This will soon be deprecated in favor of NumPy DTypes. In the meantime it was converted to float64.\n"
          ]
        }
      ],
      "source": [
        "df = tfds.load(\"wine_quality\", split='train')\n",
        "df = tfds.as_dataframe(df)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 4,
      "metadata": {},
      "outputs": [],
      "source": [
        "_1 ='features/density'\n",
        "_2 = 'features/alcohol'"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 5,
      "metadata": {},
      "outputs": [],
      "source": [
        "df = df[list(set(df.select_dtypes(exclude='object').columns.to_list() + [_1] + [_2]))]\n",
        "columns_to_keep = [col for col in df.columns if df[col].nunique() > 10]\n",
        "df = df[columns_to_keep]"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 6,
      "metadata": {},
      "outputs": [
        {
          "data": {
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              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>features/density</th>\n",
              "      <th>features/total sulfur dioxide</th>\n",
              "      <th>features/sulphates</th>\n",
              "      <th>features/alcohol</th>\n",
              "      <th>features/free sulfur dioxide</th>\n",
              "      <th>features/citric acid</th>\n",
              "      <th>features/volatile acidity</th>\n",
              "      <th>features/residual sugar</th>\n",
              "      <th>features/fixed acidity</th>\n",
              "      <th>features/pH</th>\n",
              "      <th>features/chlorides</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>1.00080</td>\n",
              "      <td>197.0</td>\n",
              "      <td>0.55</td>\n",
              "      <td>9.0</td>\n",
              "      <td>44.0</td>\n",
              "      <td>0.34</td>\n",
              "      <td>0.32</td>\n",
              "      <td>18.35</td>\n",
              "      <td>7.6</td>\n",
              "      <td>3.22</td>\n",
              "      <td>0.054</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>0.99110</td>\n",
              "      <td>92.0</td>\n",
              "      <td>0.42</td>\n",
              "      <td>12.2</td>\n",
              "      <td>35.0</td>\n",
              "      <td>0.49</td>\n",
              "      <td>0.27</td>\n",
              "      <td>1.20</td>\n",
              "      <td>6.3</td>\n",
              "      <td>3.38</td>\n",
              "      <td>0.063</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>0.99076</td>\n",
              "      <td>51.0</td>\n",
              "      <td>0.48</td>\n",
              "      <td>11.2</td>\n",
              "      <td>6.0</td>\n",
              "      <td>0.11</td>\n",
              "      <td>0.43</td>\n",
              "      <td>1.10</td>\n",
              "      <td>5.3</td>\n",
              "      <td>3.51</td>\n",
              "      <td>0.029</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>0.99672</td>\n",
              "      <td>103.0</td>\n",
              "      <td>0.41</td>\n",
              "      <td>9.0</td>\n",
              "      <td>20.0</td>\n",
              "      <td>0.27</td>\n",
              "      <td>0.41</td>\n",
              "      <td>10.70</td>\n",
              "      <td>6.6</td>\n",
              "      <td>3.08</td>\n",
              "      <td>0.110</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>0.99016</td>\n",
              "      <td>135.0</td>\n",
              "      <td>0.34</td>\n",
              "      <td>12.0</td>\n",
              "      <td>57.0</td>\n",
              "      <td>0.30</td>\n",
              "      <td>0.34</td>\n",
              "      <td>3.80</td>\n",
              "      <td>5.9</td>\n",
              "      <td>3.09</td>\n",
              "      <td>0.035</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "   features/density  features/total sulfur dioxide  features/sulphates  \\\n",
              "0           1.00080                          197.0                0.55   \n",
              "1           0.99110                           92.0                0.42   \n",
              "2           0.99076                           51.0                0.48   \n",
              "3           0.99672                          103.0                0.41   \n",
              "4           0.99016                          135.0                0.34   \n",
              "\n",
              "   features/alcohol  features/free sulfur dioxide  features/citric acid  \\\n",
              "0               9.0                          44.0                  0.34   \n",
              "1              12.2                          35.0                  0.49   \n",
              "2              11.2                           6.0                  0.11   \n",
              "3               9.0                          20.0                  0.27   \n",
              "4              12.0                          57.0                  0.30   \n",
              "\n",
              "   features/volatile acidity  features/residual sugar  features/fixed acidity  \\\n",
              "0                       0.32                    18.35                     7.6   \n",
              "1                       0.27                     1.20                     6.3   \n",
              "2                       0.43                     1.10                     5.3   \n",
              "3                       0.41                    10.70                     6.6   \n",
              "4                       0.34                     3.80                     5.9   \n",
              "\n",
              "   features/pH  features/chlorides  \n",
              "0         3.22               0.054  \n",
              "1         3.38               0.063  \n",
              "2         3.51               0.029  \n",
              "3         3.08               0.110  \n",
              "4         3.09               0.035  "
            ]
          },
          "execution_count": 6,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "df.head(5)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 7,
      "metadata": {},
      "outputs": [
        {
          "data": {
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              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>features/density</th>\n",
              "      <th>features/total sulfur dioxide</th>\n",
              "      <th>features/sulphates</th>\n",
              "      <th>features/alcohol</th>\n",
              "      <th>features/free sulfur dioxide</th>\n",
              "      <th>features/citric acid</th>\n",
              "      <th>features/volatile acidity</th>\n",
              "      <th>features/residual sugar</th>\n",
              "      <th>features/fixed acidity</th>\n",
              "      <th>features/pH</th>\n",
              "      <th>features/chlorides</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>features/density</th>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.529881</td>\n",
              "      <td>0.074493</td>\n",
              "      <td>0.780138</td>\n",
              "      <td>0.294210</td>\n",
              "      <td>0.149503</td>\n",
              "      <td>0.027114</td>\n",
              "      <td>0.838967</td>\n",
              "      <td>0.265331</td>\n",
              "      <td>0.093592</td>\n",
              "      <td>0.257211</td>\n",
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              "    <tr>\n",
              "      <th>features/total sulfur dioxide</th>\n",
              "      <td>0.529881</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.134562</td>\n",
              "      <td>0.448892</td>\n",
              "      <td>0.615501</td>\n",
              "      <td>0.121131</td>\n",
              "      <td>0.089261</td>\n",
              "      <td>0.401439</td>\n",
              "      <td>0.091070</td>\n",
              "      <td>0.002321</td>\n",
              "      <td>0.198910</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>features/sulphates</th>\n",
              "      <td>0.074493</td>\n",
              "      <td>0.134562</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.017433</td>\n",
              "      <td>0.059217</td>\n",
              "      <td>0.062331</td>\n",
              "      <td>0.035728</td>\n",
              "      <td>0.026664</td>\n",
              "      <td>0.017143</td>\n",
              "      <td>0.155951</td>\n",
              "      <td>0.016763</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>features/alcohol</th>\n",
              "      <td>0.780138</td>\n",
              "      <td>0.448892</td>\n",
              "      <td>0.017433</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.250104</td>\n",
              "      <td>0.075729</td>\n",
              "      <td>0.067718</td>\n",
              "      <td>0.450631</td>\n",
              "      <td>0.120881</td>\n",
              "      <td>0.121432</td>\n",
              "      <td>0.360189</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>features/free sulfur dioxide</th>\n",
              "      <td>0.294210</td>\n",
              "      <td>0.615501</td>\n",
              "      <td>0.059217</td>\n",
              "      <td>0.250104</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.094077</td>\n",
              "      <td>0.097012</td>\n",
              "      <td>0.299098</td>\n",
              "      <td>0.049396</td>\n",
              "      <td>0.000618</td>\n",
              "      <td>0.101392</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>features/citric acid</th>\n",
              "      <td>0.149503</td>\n",
              "      <td>0.121131</td>\n",
              "      <td>0.062331</td>\n",
              "      <td>0.075729</td>\n",
              "      <td>0.094077</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.149472</td>\n",
              "      <td>0.094212</td>\n",
              "      <td>0.289181</td>\n",
              "      <td>0.163748</td>\n",
              "      <td>0.114364</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>features/volatile acidity</th>\n",
              "      <td>0.027114</td>\n",
              "      <td>0.089261</td>\n",
              "      <td>0.035728</td>\n",
              "      <td>0.067718</td>\n",
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              "      <td>1.000000</td>\n",
              "      <td>0.064286</td>\n",
              "      <td>0.022697</td>\n",
              "      <td>0.031915</td>\n",
              "      <td>0.070512</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>features/residual sugar</th>\n",
              "      <td>0.838967</td>\n",
              "      <td>0.401439</td>\n",
              "      <td>0.026664</td>\n",
              "      <td>0.450631</td>\n",
              "      <td>0.299098</td>\n",
              "      <td>0.094212</td>\n",
              "      <td>0.064286</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.089021</td>\n",
              "      <td>0.194133</td>\n",
              "      <td>0.088685</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>features/fixed acidity</th>\n",
              "      <td>0.265331</td>\n",
              "      <td>0.091070</td>\n",
              "      <td>0.017143</td>\n",
              "      <td>0.120881</td>\n",
              "      <td>0.049396</td>\n",
              "      <td>0.289181</td>\n",
              "      <td>0.022697</td>\n",
              "      <td>0.089021</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.425858</td>\n",
              "      <td>0.023086</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>features/pH</th>\n",
              "      <td>0.093592</td>\n",
              "      <td>0.002321</td>\n",
              "      <td>0.155951</td>\n",
              "      <td>0.121432</td>\n",
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              "      <td>0.031915</td>\n",
              "      <td>0.194133</td>\n",
              "      <td>0.425858</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.090439</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>features/chlorides</th>\n",
              "      <td>0.257211</td>\n",
              "      <td>0.198910</td>\n",
              "      <td>0.016763</td>\n",
              "      <td>0.360189</td>\n",
              "      <td>0.101392</td>\n",
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              "      <td>0.088685</td>\n",
              "      <td>0.023086</td>\n",
              "      <td>0.090439</td>\n",
              "      <td>1.000000</td>\n",
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              "  </tbody>\n",
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            ],
            "text/plain": [
              "                               features/density  \\\n",
              "features/density                       1.000000   \n",
              "features/total sulfur dioxide          0.529881   \n",
              "features/sulphates                     0.074493   \n",
              "features/alcohol                       0.780138   \n",
              "features/free sulfur dioxide           0.294210   \n",
              "features/citric acid                   0.149503   \n",
              "features/volatile acidity              0.027114   \n",
              "features/residual sugar                0.838967   \n",
              "features/fixed acidity                 0.265331   \n",
              "features/pH                            0.093592   \n",
              "features/chlorides                     0.257211   \n",
              "\n",
              "                               features/total sulfur dioxide  \\\n",
              "features/density                                    0.529881   \n",
              "features/total sulfur dioxide                       1.000000   \n",
              "features/sulphates                                  0.134562   \n",
              "features/alcohol                                    0.448892   \n",
              "features/free sulfur dioxide                        0.615501   \n",
              "features/citric acid                                0.121131   \n",
              "features/volatile acidity                           0.089261   \n",
              "features/residual sugar                             0.401439   \n",
              "features/fixed acidity                              0.091070   \n",
              "features/pH                                         0.002321   \n",
              "features/chlorides                                  0.198910   \n",
              "\n",
              "                               features/sulphates  features/alcohol  \\\n",
              "features/density                         0.074493          0.780138   \n",
              "features/total sulfur dioxide            0.134562          0.448892   \n",
              "features/sulphates                       1.000000          0.017433   \n",
              "features/alcohol                         0.017433          1.000000   \n",
              "features/free sulfur dioxide             0.059217          0.250104   \n",
              "features/citric acid                     0.062331          0.075729   \n",
              "features/volatile acidity                0.035728          0.067718   \n",
              "features/residual sugar                  0.026664          0.450631   \n",
              "features/fixed acidity                   0.017143          0.120881   \n",
              "features/pH                              0.155951          0.121432   \n",
              "features/chlorides                       0.016763          0.360189   \n",
              "\n",
              "                               features/free sulfur dioxide  \\\n",
              "features/density                                   0.294210   \n",
              "features/total sulfur dioxide                      0.615501   \n",
              "features/sulphates                                 0.059217   \n",
              "features/alcohol                                   0.250104   \n",
              "features/free sulfur dioxide                       1.000000   \n",
              "features/citric acid                               0.094077   \n",
              "features/volatile acidity                          0.097012   \n",
              "features/residual sugar                            0.299098   \n",
              "features/fixed acidity                             0.049396   \n",
              "features/pH                                        0.000618   \n",
              "features/chlorides                                 0.101392   \n",
              "\n",
              "                               features/citric acid  \\\n",
              "features/density                           0.149503   \n",
              "features/total sulfur dioxide              0.121131   \n",
              "features/sulphates                         0.062331   \n",
              "features/alcohol                           0.075729   \n",
              "features/free sulfur dioxide               0.094077   \n",
              "features/citric acid                       1.000000   \n",
              "features/volatile acidity                  0.149472   \n",
              "features/residual sugar                    0.094212   \n",
              "features/fixed acidity                     0.289181   \n",
              "features/pH                                0.163748   \n",
              "features/chlorides                         0.114364   \n",
              "\n",
              "                               features/volatile acidity  \\\n",
              "features/density                                0.027114   \n",
              "features/total sulfur dioxide                   0.089261   \n",
              "features/sulphates                              0.035728   \n",
              "features/alcohol                                0.067718   \n",
              "features/free sulfur dioxide                    0.097012   \n",
              "features/citric acid                            0.149472   \n",
              "features/volatile acidity                       1.000000   \n",
              "features/residual sugar                         0.064286   \n",
              "features/fixed acidity                          0.022697   \n",
              "features/pH                                     0.031915   \n",
              "features/chlorides                              0.070512   \n",
              "\n",
              "                               features/residual sugar  \\\n",
              "features/density                              0.838967   \n",
              "features/total sulfur dioxide                 0.401439   \n",
              "features/sulphates                            0.026664   \n",
              "features/alcohol                              0.450631   \n",
              "features/free sulfur dioxide                  0.299098   \n",
              "features/citric acid                          0.094212   \n",
              "features/volatile acidity                     0.064286   \n",
              "features/residual sugar                       1.000000   \n",
              "features/fixed acidity                        0.089021   \n",
              "features/pH                                   0.194133   \n",
              "features/chlorides                            0.088685   \n",
              "\n",
              "                               features/fixed acidity  features/pH  \\\n",
              "features/density                             0.265331     0.093592   \n",
              "features/total sulfur dioxide                0.091070     0.002321   \n",
              "features/sulphates                           0.017143     0.155951   \n",
              "features/alcohol                             0.120881     0.121432   \n",
              "features/free sulfur dioxide                 0.049396     0.000618   \n",
              "features/citric acid                         0.289181     0.163748   \n",
              "features/volatile acidity                    0.022697     0.031915   \n",
              "features/residual sugar                      0.089021     0.194133   \n",
              "features/fixed acidity                       1.000000     0.425858   \n",
              "features/pH                                  0.425858     1.000000   \n",
              "features/chlorides                           0.023086     0.090439   \n",
              "\n",
              "                               features/chlorides  \n",
              "features/density                         0.257211  \n",
              "features/total sulfur dioxide            0.198910  \n",
              "features/sulphates                       0.016763  \n",
              "features/alcohol                         0.360189  \n",
              "features/free sulfur dioxide             0.101392  \n",
              "features/citric acid                     0.114364  \n",
              "features/volatile acidity                0.070512  \n",
              "features/residual sugar                  0.088685  \n",
              "features/fixed acidity                   0.023086  \n",
              "features/pH                              0.090439  \n",
              "features/chlorides                       1.000000  "
            ]
          },
          "execution_count": 7,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "correlation_matrix = abs(df.corr())\n",
        "correlation_matrix"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 8,
      "metadata": {},
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "Пара признаков с наиболее низкой корреляцией:  [('features/free sulfur dioxide', 'features/pH')]\n",
            "Пара признаков с наиболее высокой корреляцией:  [('features/density', 'features/residual sugar')]\n"
          ]
        }
      ],
      "source": [
        "np.fill_diagonal(correlation_matrix.values, np.nan)\n",
        "\n",
        "lowest_corr_pair = correlation_matrix.unstack().sort_values().dropna().head(1).index.tolist()\n",
        "highest_corr_pair = correlation_matrix.unstack().sort_values(ascending=False).dropna().head(1).index.tolist()\n",
        "\n",
        "print(\"Пара признаков с наиболее низкой корреляцией: \", lowest_corr_pair)\n",
        "print(\"Пара признаков с наиболее высокой корреляцией: \", highest_corr_pair)"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "# 2. Выполните визуализацию независимой и зависимой переменных в соответствии с индивидуальным заданием, подписывая оси и рисунок.  "
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 9,
      "metadata": {},
      "outputs": [
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        }
      ],
      "source": [
        "df[_2].plot.hist(color='yellow', edgecolor='black', bins=20, density=True)\n",
        "\n",
        "plt.xlabel('переменная')\n",
        "plt.ylabel('Частота')\n",
        "plt.title('Эмпирическая плотность распределения')\n",
        "\n",
        "plt.show()"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 10,
      "metadata": {},
      "outputs": [
        {
          "data": {
            "text/plain": [
              "Text(0.5, 1.0, 'Столбчатая диаграмма переменной (высота)')"
            ]
          },
          "execution_count": 10,
          "metadata": {},
          "output_type": "execute_result"
        },
        {
          "data": {
            "image/png": 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            "text/plain": [
              "<Figure size 1500x600 with 1 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        }
      ],
      "source": [
        "df[_1].head(100).plot.bar(title='Столбчатая диаграмма признака', figsize=(15,6));\n",
        "plt.xlabel('Индекс')\n",
        "plt.ylabel(_1)\n",
        "plt.title('Столбчатая диаграмма переменной (высота)')"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "# 3. Постройте диаграмму рассеяния для независимого и зависимого признаков, подписывая оси и рисунок, определите наличие одиноко расположенные точек и, при наличии, удалите их.  "
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 11,
      "metadata": {},
      "outputs": [
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 800x600 with 1 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        }
      ],
      "source": [
        "plt.figure(figsize=(8, 6))\n",
        "plt.scatter(df[_1], df[_2], alpha=0.5)\n",
        "plt.xlabel(_1)\n",
        "plt.ylabel(_2)\n",
        "plt.title('Диаграмма рассеяния')\n",
        "\n",
        "plt.show()"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 12,
      "metadata": {},
      "outputs": [
        {
          "data": {
            "image/png": 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30dHRkfz78ccf541vfGPbY7dv385HPvIRPvGJT9Dd3d32mLVr1/LNb36TzZs387znPY8///M/56c//Sl//dd/3fb434X4Ohw8eHDOcwcOHEjmq3luD8X27duTQsD5iNv9zne+8zsHUVdffTV//dd/zSc/+UnOO+88hoaG2u667927l4mJCc4444wF27vpppuoVqt897vfbenTAw880Pb4OB/4UOPs6emZN8d29g/viy66iH/5l39peezGG2+c9336z//8z4yOjvLhD3943j780R/9Eb7v84Y3vIEvf/nLbNq0iXe/+93s3bt33tekpBwuafCaktKG22+/nfHxcZ7//Ocv6XUf+9jH2LdvX9vKcpABixBiThHYZz/72UPeBl6Ir33tay2B9re+9S183092g+LAbfZ5/8//+T8LtnvllVeSy+X42te+xp133rmovrzjHe/ghS98ISeffDIvetGL2h6jKMqcvjz00EPcfffd8waGs3n00Ud58MEHW1IHvv71r1MoFBJdXkVRkkr6mKGhoTlqAy9+8Yu54YYb+PSnP83f//3ftz3fZZddhqZpfPrTn267CwVw4YUX0tnZyWOPPdairjAf3//+9/nsZz/L97//fS666CJg/l3Bs846a8FduGbe9a53cdZZZ80p8JnNm9/8Zmzb5jOf+QzFYnHOj63D5fzzzyeTyfDVr36VP/zDP0we37dvHz/96U+THeqTTz6ZDRs28PnPf54///M/X7BI8qabbgLg4osvnveYyy+/HF3X2b59O69+9at/p77bts2f/Mmf8IlPfIK77rqLs88+u20hUryr3a7wsZl270EhBP/2b//W9vjvf//7rFu3bsHd6Je97GV84xvfIAgCnvOc5xxyTB0dHTzrWc9qeSz+4TCbPXv28M1vfpOPfOQj8x4TH/e2t72N66+/nv/23/5bcp40eE15KkmD15SUJhzH4T//8z955zvfiaZpnHbaafz6179uOaZUKlGv1/n1r3/NaaedRrFYTJ77zGc+w4033jjv7l2xWOS5z30uN954I729vQwODvLzn/+cz33uc3R2dv7O/f7ud7+Lruu86EUv4tFHH+V973sfZ511Fq95zWsAuOCCC+jq6uJP//RPef/7349hGHzta1/jwQcfXLBdTdP40Y9+xPDwMBdccMGi+vKCF7yA22+/nZUrV86R4Il52ctexoc+9CHe//73c8kll7Blyxb+/u//nnXr1i2Y99nMihUrePnLX84HPvABli9fzle/+lVuvfVWPvzhDyf5hy972cv47ne/y1vf+lauuuoq9u7dy4c+9CGWL1/eUul+8cUX84Y3vIF/+Id/YHh4mJe97GVYlsX9999PNpvlHe94B4ODg/zt3/4tH/rQh6jX67zuda+jo6ODxx57jLGxMT74wQ+Sz+f5+Mc/zjXXXMPExARXXXUV/f39jI6O8uCDDzI6OprsNg8NDfGmN72JN7/5zbz85S9f1JgXw759+9i7dy//9V//Ne/8A0nQ/POf/7xlDR9JOjs7ed/73sff/u3f8sY3vpHXve51jI+P88EPfhDbtnn/+9+fHPvJT36SK6+8kvPOO493v/vdrFmzhj179nDLLbfwta99jYMHD/KJT3yCj3zkI1x99dUL7qgODg7y93//9/yP//E/2LFjB1dccQVdXV0MDw/zm9/8hlwuxwc/+MFD9v+tb30rH/nIR7j33nv57Gc/2/Kc4zjcfPPNfOADH2DTpk14npd8VkxPTwPyWmzfvp0NGzbwohe9CNM0ed3rXsdf/dVf0Wg0+PSnP83k5GRLu/fddx8f+chHuPnmm/m///f/Lti/1772tXzta1/jJS95Ce9617t49rOfjWEY7Nu3jzvuuINXvOIVbZURFsOXv/xlzjzzTP70T/903mPCMOQNb3gDa9asaSstlpLylHHsasVSUo4/du7cKYBF/4mrm2NlgNNPP114njenveaK8H379olXv/rVoqurSxQKBXHFFVeIRx55RKxdu7alynwpagP33nuvuPLKK0U+nxeFQkG87nWvE8PDwy3H3nXXXeL8888X2WxW9PX1iTe96U3ivvvua1ux3q6SfKHnOYSawOznHccRf/mXfylWrlwpbNsW55xzjrjpppvmVMvPR1w5/Z3vfEecfvrpwjRNMTg4KD760Y/OOfaf/umfxODgoLAsS5x66qni3/7t3+ZUbQshq7//5V/+RWzevFmYpik6OjrE+eefL37wgx+0HPflL39ZnHvuucK2bZHP58UznvGMOWoSP//5z8VLX/pS0d3dLQzDECtXrhQvfelLxbe//W0hhFR7uPzyy8VJJ50kKpVKy2sPV20AEG95y1tajp2thrF161aRy+XEe9/73pbjjrTaQMxnP/tZceaZZybz+opXvEI8+uijc15/9913ixe/+MWio6NDWJYlNmzYkChpfP3rXxebNm0SH/rQh4Trui2vm602EHPTTTeJ5z3veaJYLArLssTatWvFVVddJW677bYFx9fMpZdeKrq7u0WtVmt5fLGfFc3X8gc/+IE466yzhG3bYuXKleI973mP+PGPf9zS97e//e3ivPPOE9/4xjfm9KXduvU8T/zzP/9z0m4+nxebNm0Sb3nLW1qUUpaqNqAoirjrrrtaHr/kkkta1Ab+8R//UViWJR566KGW41K1gZSnGkWItCwwJSVm165drFu3jjvuuGPBAozFHvdU84EPfIAPfvCDjI6OLvqW8tOBwcFBNm/ezA9/+MNj3ZWUpzEjIyOsXbuWd7zjHXzkIx9peS7+DNi5c+e8gvwf+MAH2LVrV4uRREpKyuGTpg2kpKSkpKQ0sW/fPnbs2MGNN96Iqqq8613vmnOMZVk85znPWTA/d9WqVXOE/VNSUg6fNHhNSWki/kI6VA7gYo9LSUk58fjsZz/L3//93zM4OMjXvva1FiWPmOXLl8/Jh5/Nm970pqeqiykpv9ekaQMpKSkpKSkpKSknDKnDVkpKSkpKSkpKyglDGrympKSkpKSkpKScMKTBa0pKSkpKSkpKygnD075gKwxDDhw4QKFQWFCwOyUlJSUlJSUl5dgghKBcLrNixYp5nQZjnvbB64EDBxZtN5mSkpKSkpKSknLs2Lt374K2yPB7ELwWCgVATkYqa5SSkpKSkpKScvxRKpVYvXp1ErctxNM+eI1TBYrFYhq8pqSkpKSkpKQcxywmxTMt2EpJSUlJSUlJSTlhSIPXlJSUlJSUlJSUE4Y0eE1JSUlJSUlJSTlhSIPXlJSUlJSUlJSUE4Y0eE1JSUlJSUlJSTlhSIPXlJSUlJSUlJSUE4Y0eE1JSUlJSUlJSTlhSIPXlJSUlJSUlJSUE4Y0eE1JSUlJSUlJSTlhSIPXlJSUlJSUlJSUE4Y0eE1JSUlJSUlJSTlhSIPXlJSUlJSUlJSUE4Y0eE1JSUlJSUlJSTlh0I91B55OhKFg/1SdquuTM3VWdmZQVeWQz82H74fcu2eCJ4cr2IbGswa7WNudO+TrFnuu+Y5z3YCfPDHEnvEqO8aq5A2NihewsTfHqp4cz9/YzyPDJYbLDSYqDj05i/6izTmru9D11t9DjYbPN+7dw+MHy+iawnNP7uOk/jyjZYeJmkdPzuSc1V0A3Ld3kvGqmzw2u63meTnUsfEYDkw1sHSFZ6ztotM2EUDdC9rOS6Ph88379rB/ssHKLps/PHs14w1vSdeseW73TtbYMVZhvOzSkzdZ35dndVcWVVVa5j5jaChAxfWpNHzylk7BNha1fpa6rmYfv7xoc7DUaHk9sOS1erQ5UvORkpKSknLioQghxLHuxFNJqVSio6OD6elpisXiU3aebSNlbnlkmO2jFRp+gK1rbOjLc/nmZQDzPrexv9C2vdsfH+ZTd2xj60gF1w9RFMhbBhdv7OGtz9847+sW6kfza+Y7ruEH/McDB9g/WcNvszJUwNBUNBX8UBCEAlVV6MgYnDpQ5NoLB3nBqXLM/+snW/jinTspO0FLG4YKlqFh6xoZU6Ng6yCg7Ph4QYihqQz25Fraap6XL965i13j1XmP/crdu/jsL3cyXGrgBSEAuqbSldHpztv05k1681bLvPyvn2zhy3ftpuJ4hAKUaJyDvVk29OcXdc2a5/brv97Dz7eOMlJq4IcCXVXoL9pcclIfF57UyxMHy2wfrTBWcRiruDieTyAgCAUZQ2NNT5ZnrO5acP1sWl5I2lnMupp9zV0/xPFCLEPF1FVsXaMzY4ACUzVv0Wv1aDPf2l3qfKSkpKSkHD8sJV5Lg9cjwLaRMl+4cxcTVZflHTZZU6fm+hycbqBFuz5BKOY8150z+eMLB+d8sd7++DAf/MFjjJYb6KqCbagIoVB1A1QFnjXYxftedtqc1y3Uj+ZzzXfcr3eMs3WkQhAIwkWMW1XAUJUogIWsadBbsHjvizfxwN4pPv2z7fhh++WlAB0ZnYyhMlJxQcCKTpv+ok3dDRivuhRsg/e+eFMSlN7++DA3/PgJyg25Y5sxtTnHHpiqc+MtW6h7AQoCotO7oTxnZ9ZgRWeGU5blqXsh3TkTgG/9di9+KDBVBUUBxxcIZLB+ztpOzlzVueA1a74G/3rbVn67a5KK46EpCrqm4AchoZBBe9bUWdudpa9gsmW4wmTVpdTwUBToL1ggwNBV+go2HRmj7frZOlzhYKnB8g6bk/rzh1xXs695wwu4b88kkzWPzozBM9d20/B87tk1CcC5g12s6Mwecq0ebeZbu0udj5SUlJSU44ulxGtpzuthEoaCWx4ZZqLqclJ/noJtoKkKBdtgY1+OJ4fKPDlcZmNfruW5k/rzTFRdfvLoMGFTgOf7IV+4cycTVQdLk8eauoZlqHRmZJbHI/tL3PzwwZbXLdSP5nP5ftj2uKyhsn+yhrfIwBUgjIIs29AQQiEIQ0p1j8//agdfunNHEri2u2krgLrrM1H1UKJjpus+miL7vKYrQ7nh8aW7duH7Ib4f8sU7d1FueKzpylCwDXRVbTn2C7/awb/9YjuOF2BpCqqiYhoaKErSh5rjU2u4DJUcNvblGJmu8Z179+EHgqyuYOgqoQBVBV2BEHh4/zQZXZ33mjVfg5sfHmLLUAk3CNBVhZylYxsaOUvOc9XxGa84uL4MrBquL38EaCqaouD4gp68hR8IfD9kS5v1k7d0/DCk3PDwg5C8pS+4rmavjbyls2ushh8I1nRlCELBzrEKB6cbmLqKqSkMlRxUhQXX6tFmvjW+1PlISUlJSTmxSYPXw2T/VJ3toxWWd9goSmuYVnECAiFvrVdm3TpXFIXlHTbbRirsn6onj9+3d5LtoxU0RcEydZqbVFWFjKnh+AG/2TnZ8rqF+tF8rrj92cdtH61SdQO0JY7fDwSKArqm4PghGUPl0QMlyk6YBKXzZRx6AbiBvKVu6CoNL6Dc8KOxqvTkTHaOVblv7yT37Z1k13iVnpyJqrYu2/jYxw+WGS47ZAyNQICmKggBoZDnUBV5vgCFiapLxQkoOQGOH2Kosh0hBKEQqNF8q8hd2EcOlua9Zs3X4OH90zh+SBjKXdZ4iuUcqfhBiKrAgWmHkZKDaWjUvRBLV7EMuZPs+iF5W2ek4uB6wZz1U274TEb5wpM1L5mz2dc67uPstVFu+EzUXPK2jqqq5G2d4ZLsT8E2KGQMJqpu0u6hxn20mG+NL3U+UlJSUlJObNLg9TCpuj4NPyBrzq19c4OQ+L61G8zdz4wD0ao782U7XnWjHFeBpswN+4woIKu4XsvrFupH87nGq27b48qujxDMH2nOQxhlnWiK7JemKrh+iEhGPj/xMUrT671wZp4ypoYXhIxXXcarLl4QkjHbh9cZU8MNQoJQoGmyLUUBgUjGFQ8tFOCHIW4Q4ngyKIyLegTQnEgT1/rEAVG7axZTdX2qXjSPzL1+SlPbbhDiBSGqoshgWYnnQBAIgaGpeEFI0Gb9uEGIH81FEI1j9lw093H22nCDED+U+cIgd329MIxyiBUMTZ3T7kLjPlrMt8aXOh8pKSkpKSc2afB6mORMHVvXqLX5YjQ1lThkMrW5U113AyxdI9f0ZdyTMzF1meMatElH9kK505k3jZbXLdSP5nP15My2xxXiXd4l3llVowAtELJfQSgwdXXBHdeY+BjR9HqjaVe17gYYmtxV7cmZGJpK3Q3atlV3A0xNRVMVgmg3WAhQUJJxxUNTFdBVFVOTu51AcktZgZbd7vhOc8HWk/PMvmYxOVMnZ8S75XOvn2hq29RUDE2NAleFUMRzoKApSlKMprVZP6amokdzoUXjmD0XzX2cvTZMTUVX1aSYzQtCDFWNAmaBF4Rz2l1o3EeL+db4UucjJSUlJeXEJg1eD5OVnRk29OU5ON1gdu1b3tLQFCXKy2vdMRRCcHC6wcb+fCJPBHDO6i429OUJhMCJd0MjwlAkX8TPXtfV8rqF+tF8rrj92cdt6MuRMzXah4bzo0e7nH4gsHSVuhdy+ooiBUtNdlbni4cNDUxNwQ8Fnh9iG1oSJIah3HFd15vjnNVdnLO6i8GeHONVlzBs3VmLjz11eYFlBYu6F6BFgbSiyADbDwWhkOfTEHTnTPKWRtHSsHQVL5TtKIoig8lovkPA0hU2Ly/Oe82ar8EZKzuwdBVVBccLkusn5yhE12RO7YoOi/6ihesFZAwVx5e7wBlTw9RVKg2f/ryFaWhz1k/B1unKGoxXXbqyRjJns6913MfZa6Ng63RnTSoNnzAMqTR8lhVlf8oNj3LdoztnJu0eatxHi/nW+FLnIyUlJSXlxCYNXg8TVVW4fPMyunMmW0cqsmgkKh7ZNlrl5IECJy8rsG202vLc1pEK3TmTy05f1qJDqesqf3zhOrpzFk4gKDc8XD+g4YVM1eWO0+aVRa44Y3nL6xbqR/O5dF1te1zNC1nZlcXQlEUvClUBzw9peIFMc1BVOjIG//2i9Vxz4Xr0plvxs1GAjKnTnTOSALcjoxMIOeY9k3WKtsE1Fwyi6yq6rnLthYMUbIM9k/WW8cXH/vFF63nzczdgGRpOIAhFiOsFIETSh6ylk7VNBooW20ar9HdkueqZq9A1hZovg2hVgTAEX8g3yBkrO6j74bzXrPkaXHHGAKcMFDE1DT8UVBs+DS+g2vDwQ0HO0unNW5i6zvIOG9vUCYXc/QyEwNIVxisOmqqg6yqntFk/FcdPitV0TaXi+Auuq9lro+L4DPZm0VSFPZN1NE1lsDfH8g4b1w9xA8FA0UquxaHGfbSYb40vdT5SUlJSUk5sUqmsI0Sz9qTjy93Rjf15nr+pn8cOlvjZE8MMlRwMTSFn6gz25njWYDenLi+2FYq/Y8vIHJ3Xgi11Xv/sefPrvD45VOY79+5l+2iFUEBnxuCkZQUuO31G6zIMBXdtH+O2x0Y4OF1HU8E2dNb3Ztk5XuUXW8bkDuc8Y9UARZUBHsg8146swWnLi1xzQavO6xfu3EHFaW1JV8A0VAxVwdQ18raGIgQjZRc/lPmeZ6wsct3FG5K2YtH/7923j1sfG2Gi6iAAXVXI2zqnryiiKFC0DYam69y/d5rximwPIXeIi7YMHIsZQ6pB9Od59TNXcvKyotSk/dUOyu5MXw0F1vfn2difx9I1NvTlOGt1J905k1LDox7trOZMjULGIG/qCGDLcJlbHx3i3t2TjJQaOL7Mae3MGrx48wAXn9w/R+fV9Xy8UOD6IZahsbIzw2kripy7rpuMofHg3il2jFZb1tYpAzO6pnUvoOJ42LrG2as7eekZy1nT02po8dj+aT718+3sHq+iKQoZU+74ZkydDtvA0lUMXcX1w2j3WsHSVfqKllyrA8Vk93LvZI2dY1VCIeT4bWOOscKRYrbxQN3zufXREbYOlxgqNxChwob+HJdu6mPrUHXOe7B57aekpKSkHJ+kOq9NHK3gFeZ+yW4ZKvGlu3azdaQsd4MCgaHJYKsrY9JbsDB1dY5QfCysPtidW5LDVhxAbxspM1l30RSVDX15rnqWDNCaj4kDnlBI/dDunMlvdk6we7yG48kKfCFCTF0ja2nUnIC65+MFgiCUuaBSSknn7NWdvPzslbz8zBUtTle3Pz7M536xnccOlmn4AZqqsKxgsb4/z2TN5cBUgyAUOF5IqeG37NBamsJVz1rN/3zlGYno/693TjBVdxFBiGnI2/0TVY/JmkswaxVrQGdOSimpwECHTc4ycHwpYWWbOl0Zg439BS7fvIy7t4/zb7/YzsHphlQqUGB50eaqc1dz2ekDjJYdHtw7xQN7p9g6XGGq5sr8Y0hu62cMDcvQ6c3LHN3hUoPHh8pUHC8pZhso2rzp4vW8/jlrWxy2do9Xuf3xYXaO1ag4HqW6j6Gp9BUsevMW63tznL2mk96CNcdR6tv37uVLd+5i70QNNwhRI/moi07q5W3RD53YuGGk3MAPpKKCoaus68mwpjtPxtAwdKmG0PADwlAWOhmqTLlwgjAxMZiquzwxVGG00sBxA1AUunMmG/vzibHCkQoW5zMkKNg6P3hwP3sn6/iRscNgT443XrCWTQPF1GErJSUl5QQjDV6bOJrBazOxoP5k1SUIw6hgSEoeKYpCV9agI2Pih3KXqytrcM6aLmxD+52E1RdjUAC0PebBvVNsHalgaCrLihYAB6bq1L0A29A4qT/PE0MVqlEOrq7KHU8/kCX9nRmd8zb0cv0LT0r6285QYKrqcmC6AcjCNEvXGK86SToEzBR5CWRw/JIzlgPw4N4pVEWhM2sgEOydqDFV8w9ZX9Zh63RmTQxNFlDV3CAR5bcNlYPTDUbLDZ4YquAFspLd0qXeas31sXSNay4YZKLqsmeixr7JGuMVlyAUuL7UAtA1hSCQmredGYOunImuwqMHyoRCULC0qOJ9ps33XH4Kbzh/cM61yxgqW4bLVBs+AvlDp9lQYfaamG1oISvu5ThVVeFZa7s5c1UHX7prF44fYOtytzUIBYGQ8l2nDuSZqHrAjDnBganaHMOCA1M17to+TrnhkzU1me4Qhoioqq0nb7G6O8ua7uwRMQWYb00/uE/+gIjXazuzitnObCkpKSkpxzepScExJhHUr3vYuoKiKGQtjVAo6KoUzHe8gPFqg1LdY3WnjR8Ido3XyFv6koXVF2NQcMsjw9z88NCcY3Kmxki5EQU2cseuVPdRFIXurIHnhzy8bxrH81Gi3VZVUdA1FctQURSouD5bDpa45RHZ33aGAlKAP8SMtE7Hqy4dtsZ0fa46gqLIndNQwI8fPsij+yYwdRmo2IaGqSrUnGBRwghlx6c3ZzBRc5muybkOQsGu8Sp5S2d9T4ZHD5Souz7dWYOsqaGpKllToztr4HgBX757N6PTdTwvYLrmoSoKCjLHV1MVwlBKhgkhUBDUHZ8nDpYJQxEZHUjDhKRNP+Bzv9qJ6wYt125jX46haQfHC+kv2iwrWjhekBgqzF4Tvh/yhV/tZLzqYOmy2M3QpGlEV9ZAhIKH903y5bt24XgB3VmDUEiNB8vQyOgqQRDyxMGyTOGIzAkUYGjawdQUTF2NHhMcmGpEO/ICJ9q1z0cpA7qqUKp7+H7IeOXwTQHmW9M5U2NkunW9zjariI0tUlJSUlKenqTB61NALKhfzOg0fCkdFYRSW1TXVHRNoe6F+JEFqR9C3tYTYfilCqsvxqDgof1TPLx/es4xB6cbTNd9sqbsa9nxqXsBpq6iqlJSSRY/EVXuzwRqqiKD8SCUzlUP7Z9i/1S9raGAzKMMMXQVRZF2qXsm620DUBE5XClAIGCyHlCwjaTfkzUfd3aewDyEAobKDtHm95y53jEmb7VrClFgN4OqykCw0vCYdn1GKm6SZxubIMRKBrHsVc0NcfwAJxDoGhi6hh/pz8ZtZk2dkVKDnzwx1HLtKk6QmAcoivzRE/e14gRz1kSzoYVtqC3XVf5g0qm4PuWGj23IH09+GKJFP6BUVV4/J5DasrE5wcFSnYmaSyEjK/cnqi4HpxuMlB1Ami80/BAt6qOigGloCGCk4lCw9cM2BZhvTR+cbjDdmFmvblOQOtvYIiUlJSXl6UkavD4FxIL6ehTQaIqSiOXHAaBAJDqgsSh9s8D6UoTVF2NQUHMDqp4/55ha5OBk6VIg3w/CpM8gg0iYEdePhfabNVMR4CNvVVddv62hQBA5VynMaLA6bXbHRNP/45DFC2WuMMm/l7ar5ngzZhHxXMcmBWXXT04m2oTSuiYDYNcNkvMqysy1VKLOxlqygRD4TcYN8Vib27Z0mcIwNO20XLvZ5gFAS19nr4nxqitzXJUZM4VmDC3aFSaSNGtagzHx35vXYN0Nkn7E5695QaILq8UausrMmLRoAqRGrHLYpgDzrenm9RoKMUdLt9nYIiUlJSXl6UkavD4FxIL6fuSgFAiRiOVLu1Ipnh8HiLEofbPA+lKE1RdjUJA1NXKGPueYbKQj6vhSIF/X1KTPMKMoEAc5sdB+s1sVCugo8hym3tZQQIv0UwUz7leWPnf5KU3/j8MSQ1XwmnZaDXVpy9YyZswi4rmOTQoKpp6cTGljq+AHMjA0TS05rxDNQalsOnbx0hQFvcm4YSbInWnb8eWPg4EOq+XazTYPAFr6OntN9ORMzEg3tt0dei8QqKp8k/tB6xqMif/evAYzppb0Iz5/1tCSoDqI3cuadqqDaAJkACwO2xRgvjXdvF5VRZnjYtZsbJGSkpKS8vQkDV6fAmJB/VLdx9alXaqmSlcnPwjxA0HGUNF1GdLoKlQafiIMv1Rh9cUYFJy5spMzVnbMOWZ5h01HRga1tq5QsHQyhobrh4Sh3Am0NEXuFotYZUDeLg6FwA8Fmir1U89c2cnKzkxbQwFTV8kYKl6UM6lrKmu6Mm1duJRIZ1Ugd/m6Mhrlhpf0uyurY2rtXjkXVYGBgpWkIcye6/W9WUxNJRCgKq1zF4ZSwzZvG3SYOv15EwXkmCMThFAIdFVJrF6zpoqla1iagh+A5wfokfNX3GbN9ekv2ly2aaDl2uUtLTEPEFFqRtzXvKXNWRPNhhYNL2y5rkIIao5P3tQp2DoNL0BVBLoqg0uBzCv1Q4GlySAwNidYXszQnTUp1z3K0fmXd9j0F2Qxn+PJwq8g6qMQ4HoBCtCftyg3/MM2BZhvTS/vsOmwZ9ar2fQDaLaxRUpKSkrK05M0eH0KSAT1MwYNX0SBhAwe/ChwsAyNnkhzdO9UA01VGOzJUnH8JQurL8ag4PLNy7jijIE5x1TdgP6CjaVrNHxBxfEpZmQAPVHzMHSNM1Z1YBk6QiHa5ZO3hx0vRAjImzqnLC9y+WbZ33aGAlKAX8WN0il6cibTjYCOzNzdOSEgQAaeLz5jOaev6sb1Q4ZLDnUvwA0FWUtrG/jOpmDpjFVlUJbMtaayNprrHeN1Tl9RJGPqTNQ8am5AEIbU3ICJmodtaLzx/LX0dWQwDI1ixpA5vygEocxlVdU4oAeBQsbS2bS8gKoqkdGBNExI2tQ1rrtoHaaptVy7baNVBjosLENluNRguORgGVpiqDB7Tei6yh9ftI6enIXjB5QbPl4gA+7JmoeiKpy5qos3XjCIZWhM1LwoQJcFV3U/RNNUNi0vSI3ZyJwgRDDQYeEGMqdUPgYrOm2sKGfZMjQURaHiBtFaEhQzBrqu0pM/fFOA+dZ01Q3o77Cxm9brbLOK2NgiJSUlJeXpSSqV9RRy22ND/J+f72DnWJWaJ3MrzagqvGAb9OZNqfPqh5iaEvncqy3i+Uth20iZHz90kP/aMc5wuU4gFFZ12ly2eYCLT+pndVeWHWMVfvTgAX61bZxSw8XSNc5a1UFvweIXW8fYN1lPduZUBbqzBsuKGaYbHnsmalQafiL8r6nQlTU4f2MfVz1zFeev62kxW9gyVOYLv9rBE0Nl3EAqDaztybK2N0e54bN3okbNDZiqyYKkFp1XXeWqc1bxp5du4PGhErc+OsSj+0tMNzzCUCS6uBMVj/GqOydbVVehN2+Rt2Qgrqlyt9jSFXrzFhlTbzEeuHv7ON+8ZzdTNT/RsO3J6Vx93iB/8IxVbBku81/bx/ivnRPsnahHrmKyMMrQVAqWjm2oLdfX8eQPkcmaRxDKPizvkDqvsUxWzJNDZb59714ePVBiuuYyVpEmDHlLpy9vsqory/kbezlteZG8pdPwfG66/wDjFYexqsPW4QpjVRc/kD+WLF3jnLWd/NXlm6h5Ad+9bx93PD7CZN0lzkqwdJV1fTlO7i9gaAqOF3Kw1MALQgq2wfreHKqiMFX3EtH/rqzBRNXhoX0lxqqO1M1VVHoLUud1fV++xdCgXQDr+yH37Z1kvOrSkzM5Z3XXvMHmfOYfBVvnJ48Os2u8ihfI/Nx1vbkWk4yUQzNbm/pE08U90fufkpIyQ6rz2sSxCl7jL92twyUOlh1EGLKsaPOSM1Zw+ooiAqh7ATlTp9rw+e79+9g+WiEQtIjnL0Ur8/bHh/lft2xh60gZr6mmSVdgeafNi04dIGfr/McD+zk43ZBBKLKwpytr0pUxCIRguu7heGFU5CNzJxXAUKVlqu+HKJqKrckc2XzkXKWraovZQqnu8ujBEhNVNwnelhUsrrt4Pc/ftIxHD07z8ydG2DlW5cBklYmqj6Iq9OVNLtzQjaEbTNU9Gn6Apan05i2cIODeXVNMVB1CoNbwqbpBixuYqsDqDoveYob9kzUm69IkQEHueK/pzvKHz1rF+r58Yjzw4N4p2c+md4OpSbmw7ryN6/scmG7geGGSX2posKIzw3nre7j0lH6ypsYvt46xI7qOk1WXXaMValH/NAWWFS3+5JKNLcFrbMJw945x9k3UqLitgbwSXSPb0ChYOlXXp1T32zqgKdH4NQU0TYmuiVQ8qDkyMNc1qUQw2JPlgg29uH7IQ/un2TpcpurIoDxnamwaKHLNhYMtov91N+Dff7ObX24dY7LmEgpB0TbY0JenJ2/iBzOGBrHZxmxd2i/euasl6BzsyXHthfMHnfMFKEsJglPmMp8BxJE0mXgqOdH7n5KS0koavDZxLILXxRgGxB+uSzl2IW5/fJi/u+kRhkuNtsU7KrGCQVPFOIAQuKEMemS6APhBiEAGb4GQRTAoYOuxdFZIEEgJsIGivL1cbnhoqtzVfObabnaOlbln19S8Iv3Nwv+j5QZeZIsqg0NB3ZOFN7FAfjtx+omqw1BppqrcUKUUVqxUkLc06lF7hqqQszS8QKZudGZNTl6WJxSwZajEWMVtO28KYBtqpG9Ky7liuayNy/Ks780DMg92eYfN9tEKd20bwxdSMaBoaQSCOSYF20bK/OttW3lw7xQVx2e67rXtR3xObxFCCwqQMVQavgy0VWKFi6gdTaWvYFJzA7xA0FewGCs7eIG8Bs2qGF05KxH9b+5rs2HEWNlhuu5TsHUu2NCTXK/Za7idcUVqLnBsOFKfO8eKE73/KSkpc0lNCo4hizEMiAXcl3LsQsRi9WMVJ9lhBBl8JKoAQNUN8EOBEh1kaiooSrIIynWfmuMTCEGHreP4goYXoKmy4r/hy3xKvUleqeEFBEGIFwjsyF50+0iJxw6UZGFWG5H+hufzlbt3M1Zq4PuygK0nb1GwDbpzBtMND9cPMSLRfDXaCWwWp88aKqPlVjkkLwrC9ShQKzsBCEEmytP0QijYBqamMFZxeGT/NPW6I9MOmqTAmm86yh3ymd3WRJYq0lYNQsG+8SpbDpZ4cqjMxr4cWUPjgT1ThAKyuix2c/2QjKG2mBQ0Gj43PzzEk8NldEVq5TZfv9ksJnBt7rOIAtcQuWOeMTTZZyGYrnlYmoLjBeydqOEFIZ2RSUPWlCvC1lVKdZcv3bUL1w2SvjYbRti6hhpV/DtewNC0E9kGt65h1w3mGFek5gLHhiP1uXOsONH7n5KScvikwesRZjGGAbGA+1KOXYj79k7y5LB0dIqbiS9ss6xVTBApBghk8VUsWh8SSycp+JFrVBiCpsrgT4Syit0PI91QAeVGQM2TGqQNX2AaGnsm6lScAENT2or024ZOueEx3fCYrHuJKD/IFIVYacAytMRMYLY4/cFpJ7nF35ziFuehJv9GFv9oqpL0w9A1WUTnBuyYaBCGM0Fr81zNnrdYJkyNlBZAQdcUqm5IKSpKqzgB28ekla6hSaMHTZFatbK4a8ak4Jv37eHh/dORagG4UXrGkSDefW5eVkGTsUTdC6k4Iaah4gVS4zWeN0WRVfwNX6YE7Byr8pMnhpK+NhtGxOYTGVMDRWG43KDc8JN24jX8kyeG5hhXxKTmAkeXI/W5c6w40fufkpJy+KTB6xFmMYYBsYD7Uo5diPGqixOEyX3hWHt0PuLAJhatR5ml4wqEImz5d9x4CFFhGSiR0UJ8Wz523XKitIP5RPqNSPi/4c8V5Zd6oVGgqyiJQP9scfqGLzVk2w2z+Vzx35r7oRDLfsn8zJZ2FhM9NrWlqzKI90NpwOAGoSw+iwra4iabjR1ik4L9kw2qnry2cZZrs77tkUY0BfuxSYbKTFDejDQikKkhXhBKQ4Wor82GEc3XPzYpcJt0auM1PDTtzDGuaCY1Fzh6HKnPnWPFid7/lJSUwycNXo8wizEMiAXcl3LsQvTkTCxNTQIvBRaMgOIAKRatR8xy0AJURW35d9y4zJ9UkIIDSmI+4IUi0X61NDWydm0v0u9Fwv9xDm2zKL8UnY80UYVIBPpni9PbugyC2g2z+Vzx35r70byDakURZtLOYiLHprb8aLdbV6UBg6mp5C0NRSGp6o/PF/clNilY2WWTM+S11Zp+IjxVtdJxgNpskhEyE1w3I40IlCh9Q5WGClFfmw0jmq9/bFJgNv0YidfwQIc1x7iimdRc4OhxpD53jhUnev9TUlIOnzR4PcIsxjAgFnBfyrELcc7qLk5eJnVF42bicLB5xy9GU4isWmUAl0hjEQc4Aj3SLlVVCEIpgK+oMqDR1cixSYGCrZE1ZFBi6wquF7CmO0M+Ko5qJ9Lf8HwKtkGHbdCVMRJRfpC7erGhgOMFiZnAbHH65R0WWlMwNjNvtIr1I3PkglAk/fD8AEWRjmDru21UVR43s+c789pmmnds1Sjq9wNBzlQp2gaaopC3NDb05smZOl4gjR4CIXOGNVVpMSn4o3PWcMbKDjRV5sWakbrDkSD+0dG8rLQmY4mMoZK3VFxP5hZ7wYzJgRBS39XWFUoNj3W9OS7bNJD0tdkwIjafqLsyv3hZwaZg60k78Rq+bNPAHOOKmNRc4OhypD53jhUnev9TUlIOnzR4PcIsxjAgFnBfyrELEYvV9+atSChfEjYFriqy6ElXFUR0kBuEIEQS6BYyOllLR1MUphs+pi7lmYJQ5mzauoptaInRgqbI5zVNRddkQZeua6zvL3DaiiKK0l6kP2PovOH8tfQWbXRdBpTjFYdyw2Oi6tFhG9HtaimaHwgxR5y+5oX0FVp36YwoCPWjQqWCJfMw67GrlwrlhocbCPryFptXdpDJWHRnzZa0idkyVRlDTfJqEyvWyNVKUxVW9eQ4ZXmRkwcKbButUvMCzl7diapAzZf5rKauUvfCFpMC29a54owBTl5WwBfSpaz5+s3GWOS7VfZZ7qqH0bXXFSnN1vBCNEWhI2vgBALb0FjdncXQVKYik4aaK1dEww/pyJhcc8EgpqklfW02jGj4QZT/K3OUBzrk9Zq9hk1Tm2NckZoLHBuO1OfOseJE739KSsrhk0plPUXMJ65+2elzNQgXc+xiNC1vf3yYf775CbaOVmgu2laAlR0Wl29eTtbS+Y/793Ow1EjMBgxd6rx25yyyhsJwqcFU3ScMox3GqAjK0pWkQEJFOjLJYh+FDktH0zRytiY1Y7MmFcfjkf2Rzmu009uZNXnxGct500XraHghtz42zH17JtgyVKZU9wDozpuc0p8jb5lMNXxCEdKZMTlpWYGCrXPLI0NsH63gBbJYqO4F0a1wiaEprOiwyNsGQ9MNKm48FhVLV9m4LM9bLt5AxfX52ZYRDkzV2T1eZbzitWinaoo0CejKmmgqHCw5OE3nMnWFdb15LtzYw/o+KZW1c6zKWNnBDUL2TdbZNV6l7gUg5JfusoLNmy5ex+ufszbRLh0tO/z08WH+a8cEeyZrVJ02Oq8qmIZGh23Mq/OqR9cpTolQFVBVWXDnBSGeH0Y7znqym/3sdd0zOq9DZcqOvBWbMTQ2ryjw3y/ewPNO6Z/T11/vmGCiKo0UOmyDzSuLdOUspmrenDU82J1L1u6usSq/enKUPZP1RZkLhKFg72SNnWNVANb35ljVlV0wMJn9Xjl7ZSfDFed3FrJv1pnNGDLBoxZpNJ/IovhL+Yw6HjnR+5+SktJKqvPaxLF02FqK+8tCxy5W2H3bSJkfPzzETffvY/d4DT8KsnQV+goWf3rJBi7Y2MuPHoocturSYevMVR286LTlCEXw5bt2cf+eKcqORxDINIKsqbGhP8+GvjyruzI8emCa3+ycpByJ3seogGVIM4Hz1vdwxsoObnnkII8cKFF1/Ui5QMooDXTYnLe+h7U9Wb5y9252jlVbDAJUIG/rrO3J0l+w2NCX56pnrkZV4ccPH+SeXZOMVRwpvB+GlB1Z/KVrKlldpRFIqShDUynYGss7M5y9uouLNvYwVff46t172DVexfUDAiG1bauOP0eOytShaBms7snyynNW4rghv9o2xlTNRVUVxsuuDE4VMFWVYkZn88oOXnTaAFlT496d49y5fYKS41G0DC7a2MPpqzp54mC5RVy9w9YpOx7bRqoMleo0IvFdTVXI6Cod0Y+L9X05Ni0v8OSBae7cPkHV9bF0lVMHCjz/tAHOWtHJA/unaPgB03WPO7eOsXWkghutm+UFi9NXdaAgcwPdUOYoj5QcnhyWDmZBpCYxULB5+TNWYuva3L66PgempBtXd9bkjFUdXHbaABlTa1nDd2wZmbN213ZnufCkXgZ7cwuaC8TmDb/eOcFU3UUR0JE1OG99D1c/Z03bAGX2ewXA0jVWdNp05cwlC9k3B0hjFYexigsIevMWvXnrhBfFP9Edqk70/qekpMyQBq9NHMvg9UiwWGH3WLT7/r2TbBuuyBxPVZlRD0B+iW8aKNBXsOYIe2uqwtB0nccPlmWOa1RSHwp52ztjaqzpyTJZ9ZioOviBaElLiNFUsDRpk+pHrlpChEmhjkBBU6FoGwghqLgBrhe2dYsCyBoqF27sbcmbDaKczS3DZSarLqWGdIXqzOiMV1zcQI49a2r0FUwcT+adnrW6k+es6+ZLd+9O5hNg11iVmjejOtA8ptjcwTZUcpbBut4cWVMjY6g8tG+aoVKDIJQBfk/ewI3Otb5PWpjGpgXxXG8drnCw1GB5h81J/Xmyps6BqRr37JqU1fhGpJuqCEZKcmezaBt05UxOWZZntOJycLrB8qLNScvy84qzz7duhkuy6v+kZXnOWtVJ1tS5d/cE9+yaJBSCvKWTNVUcX1CJdmFP6s9z3vqelr4CLQYS7cThD8eUYD5DhFLNS67l9S88aY57V/P5AA5M1al7AbahcdHGPpYVrUUL2TcL4cv1VqHS8FEQ5GydU5YVqHthKoqfkpKScgRITQqeJvh+uChhd9cNuOWRYcZKDfaP1whCgR3ZtJqRQL+lKdRdn8cOTLO+J9si7L2xL8cTB0s8eqCEiHYvFUXefrcMDV1TcPyQvWNVRkuNpNq83a+eMJQFXqW6R931CcMAxwvRIptSKXUli7Gmax6NpsC13X5J3Qt54mCJ9T1Znhwq8+RwmQ29WYamHRpugKooGJqCpsBUTWqtyup/2b+qG9JftDE1hS1DZT77yx2U6i5rujLkLZ2pqpu4jjWPKX5jhEDDDzAUwXilwaP75fwdnG4wUXMxNJXOjE4oBDUnpK9gYWgKj+yfZstQiY19uWSu85ae5Ob5QUje0lEVODjtYERzPN3w6M4ZOJ4sMDNUmQbQ8AIOTjfwvCDJ8ctbeltx9vkMAfKWjq0rOH7ASMkhZ2ogBI8dKBGGMv2DqBgtY2hYmlRT2D9ZJxvl/R6cduS6ajKQaCcOv9i1286UIAxFW0OEjKEn1/LJIbkjGgvRzz5f3tIp1X0URVr8+oHg4f1T5ExtUUL2zUL4G/tyHJyWKSPLihb9RRvHCxkqOWzsy6Wi+CkpKSlHmTR4PY65b+/kooTdf/KEzAF1wpCqJ80BYtcjBXnr2Y+E+J0gZMd4taWtihNQd33cQBZcBaFAi/MnAT06d9WVTlNCtFb4NyOQElFxSFL3Is3XyAghFsmveQF+UxszAllz2xuvuuwYrxIIqRowVHKYqLmYhrR/tSLJrYYn9VV1Vdraaooib437IYWMQdXxGC45FG0DVVVx/ZCyE7Qfi9IUwIZQdqUUWMMP2DFelbuiUSGWqipRQZa0W7UNqTPp+FLzNabc8JmsyV3ByZpHueFHj7lYhpacq+IE1L1ABomGRsMLk1v7IxW35fVJdxdhCOD6IQ1fkDV1puseB6cbiaGCqavoqpKYKQShIBBgqgpV12f7aDXpa8E2KGSMxEBi9vn3T9UXvXbbmRLsn6q3NUSIz1PIGARC8ND+qUSIfvb5pHlCEF0flYypMVWTY16MkH2zEH7FCZisueSjviiKQt7Wmai6VJwgFcVPSUlJOcqkwetxzHjVXZSw+9C0Q8MP8P0wEsef7ToTSWNF4vrx7eAYNwjxI00tNTpGmfV6BalKsJi9pea9tEQ/tqnB+BzNiFmvayZ2rorPXvMC/DBMnK5UZcaEoLn9eNyBkA5SMiCTwvtxu2GbrJl2hgVhKAvOwlD2xY3knrRoYLGov9z5VQhDqXHbLNjvBiF+dD2DyHwhfmzmx4bAC0PpfKZILdZYpswLQ7xQvj42b2jmUIYA8XgtXcqj1bygxVCh2UwhNrDQVPlYOfpx4wdSWkvOZ3tDgqrrL3rttjMlqLp+W0OEGGlqIR3SYiH62eeLxxpfH0OdGfPsvrajWQi/edzNfYjHn4rip6SkpBxd0uD1OKYnZy5K2H2gw8LWNXRdjcTxZ2sfRnawUUCXt1rFu01NRY9UBcLoGDHr9QJF6sAuot/NiyqRoGpqMD7HYon1U+OzZw0NXVUTvdV4N7hFhF+ZGbemSB1TTZV/d/2ZwFNt05F2hgVqlD+sqrIvpjoTAMv/y13BONhUo9v9zYL9pqaiR9dTi8wX4sfiIFqgYKiq1N9tCoZFCIaqYqjy9bF5QzOHMgSIx+v4Mhc5a2gthgqCGTOF2MAiCOVjBVNP+uoFIprP9oYEOVNf9NptZ0qQM/W2hggxshBL5jTHQvSzzxePNb4+Xjgz5tl9bUezEH7zuJv7EI8/FcVPSUlJObqkwetxzDmruxYl7H7ZpgE29OWxVJWcIc0BZoIhouIt+XdLU1nfk2tpK29pZKLgxPcDtOi2uxBSz9WPzp0z1WSXc76CXpmmMLOwMkbkthVpw8Yi+VlDQ19kANuTM1nfk5M7karCQFFqs7peQMZQcSKbWduQgZgfpT0EQpAxNUxdpVz3yFkGy4oWpYZHGIaYukrB0tqPRczsBKsqFEwZlNq6xvqeHP1Fqanr+iFhKEX9M4aGoSk0PBnMWLoaBd2Sgq3TlTUYr7p0ZQ0Kth49ZuJEO4KqGl0PQ8P1Q1wvwDZUnCCkv2jRnzdbXp90dxGGAKauYusKNdenI2OwvMNODBVcP8QPRWKmIAN9cENBztTZ0JdL+lpueJTrXmIgMfv8Kzszi1677UwJVnZm2hoixOcp1z00ReHMlZ2JEP3s80nzBC26PrJgsDMrx7wYIftmIfy8JeXfKlFfhBBUGj7dOZO8paWi+CkpKSlHmXSr4BizkNSLrqtce+EgN/z4CfZM1udUbMfC7qapcfnmZRyYrrOyJ8u24QoNL2xRG3ACace6qjvLHVtGyFkG/UWTjKFTcXxOGSiQMVW2DVdx/EC+pim/1TIU+osZSg2P6bqL335DTe7cKQoFWyOItE11TRZt+WG0GxoFR1lLo9QIFkxFMFQ4ZaDAjvEaJw/Iau7tYzWWFU1GynWqbhDtZMod0UZVSl85gKFD1lQZjorMNvZnedZgF99/4EAyn505k6m6l6gNJNclHg9yx9QNFXpyFl15kzt3jBMKMBSFadej4SlkTJ2MqXBgqo4vYGN/nt68yeMHphiretS9gIyhYeuywErXVCqOT8bUGCia7BqryIBfwPaxKoaqJFJPQoBtaCzvsBmtuBQs6d71xFAJU1Pwg5DRiksxY7J5ZbFl3ewer5GNdlfDUFB2fDRFFvLtn6wRotBftCg1fBxfYESOam4ATiCD2ZVdGapugB/6ZE2VmhugKVJe7N7dk7KwT9foLVgtBhxt164TMFJxyJoaLz1zOQB7J2pz1v8VZwzwxHCZB/dOMVxqkDE0AiGoOT6qqnLWigKXb1624HulmNGpOB4TNR/bkBJmVTdI1AYWErKPhfAPTNfZNlpleYf80TNccgBB3tYZKFpsG60eUVH8IyWvd7xxIvU15fgjXT8ps0mlso4hzRqSsYZmO93Idjqv7YTd4/Z+8tgQW4fLSRW9oakUbQ3L0BivuEkRVeweNdibY9NAgVLD5/EDJUbKDRloRu2qgG2q9BdsOjIGB6bqkfHA3DGpkS7sKcsKbFpe5FdbxxguNeQOWHSMhtxhDAVt20jaQrp+nbeuh7NWd3LZ6XKsX//1Hn7+5ChDpTqOHxKGc52xQCoO5Ewd05D2rSs7M/TmLQSCPeM1RsoyN9QPQiquj+OJtoG0rcsioaKlM151KTVm9G1VZI6xpce70gpdOZON/Xn2TtTYOlyZY3xw0Um9PHuwp0U7dKRcZ7LqtcyHpkBXzqS/YNObN+nNW3RlDXaP13hw3xSlhocfzOSmNuvnXv2cNXz/gQN8+a7dVJyZdlXANlQEctc4TrdothFWI6WJgY4MV561gmrD59c7J5iuuyDA8QNKDV+eOzo+bxu88fy1/MVlp7TMXfParbsBbhBiGyprurN0ZqWMmRUpY8xe/9tGynzqp9v45bZxKo6HECQmE2+9dGNbma2FdF67c+aShezb6bwqCHoindcjKYq/2M+DpR57rDmR+ppy/JGun98fUp3XJo7X4LVZQ3K25mo73cjFOGzBzC/UqarLfXsncHzBRMXlPx8+yEi5QRAVHsX5jCAF6btyFhes78bSNf5r5zhjFRddVTBUUFRZiR5bw5Yb0kVJVxUUFGqudDOwdYWOjMmpy4vUPJ+D0w7LCiaaorBjrErd9QlCQcOXOZNxQGWq4DUFy10Zne6cgesLvFDwrhecxB+duwZVVdg2UuZfbt3KfXsmUZDBzFCpTt2Tr9ZVGTx7foAXSqWEjf05zh3sJmcZyRx3ZgzOXdfNVN3l1kdH2DtRIxAyBaBU9/BDmWvaldXpzdvsGq9Fdrry1rUazZ+qRgVEisKKDptnrOmkv2Bz2+PDbBmuADNKCnGArSrwunNXc8UZy/n33+xh63CZXWNV/HBG4gvkwZah8ifPXc/lm5czWnb4xm/28NC+aXkd6p5UWEDuFGYNlZxtoCkKy4o2I2WHhhegqzBd9xM1hjivtTmgzdta8oOlKyv1bP/2xadiGiqf/9Uu9k/V6M6aHJiqcf/eadxA7tJmLR0hoOHJ3c33XH4Kbzh/sGVN+n7Ifzx0gO/evw/PDzl1oIgbCO7dPcFU3aMra3DOmi5sQ2tZ/wCf/9Uu9k1WsXUtklqTO9Y9eWtebdUT0WFrKZ8HS/3sOJacSH1NOf5I18/vF0uJ19K0gWNAs4bkSf35RAqoYBvkLZ2tIxV+8ugw63vzLbdFn72u55Btq6rC6u4sq7uznLG6E98PufYLv2GiJnfNdFVF16RsVSgEdS/E9QWO63Ngqo4SFbqcsizP9tEqnoCN3VmEEGwfq4KQO5ENTyFnGUlQpigKOVPmfJYjS9dyw6MvZxIgktve+6fqlBwpM5U1VBp+mMh4xSoBfijoyds4fsho2WHXeC2Zt5sfHmLrSJmsqdGdNTgw1cANBCpxcCgL0zoyUk7KC0Kmax55y0CNNFHjOT44VScUMF5xsHSFnnyWA1MNbFNg67JvXiBvawehDGwFkInksYRA5tsG0nbV8UMGijZBELJtpJJcE0WZkQoLQ4Ev4Dv37aMvbxIEguHpBqGQOcVKVPDlC5ky4fgh37v/AG+5aAO3PTbM1uEKhqYkucPSvEEG0k4gyAtp0PDogWlUVeHUZXmGSg5h9LiuKVRd+atFV2bSIwIBRVumcajRtbxjyyhCCCZrLmet6iQMQ376xAhBKMgZCoGQxXIFSydnqkzUPD73q5380TNXYzapDKiqwsGpBgXL4KTV0kb3nl2TBKFgTVeGyZrHrvEaz1rbxUn9ebaOVLjlkeHk3Gev7mqRyxJCtH2PxLR7r6zuzh7yvXOo99RTxVI+D4Alf3YcK36Xz7mUlJh0/aQsRFqwdQxo1pBs/lKGuXqZh8t9eyfZPlqJdluVJIiKzgaRLJYfCA5MNRgpOeRtAy+6JSyEvL3sBYIwlIFlzZOFUFUnoOoEWIYW6ZyGmIbGcLnBaFnueo2UHUbKM23G0kzxsNUogEqKwCJB/lLdo+r4LO+0GSk12D9Vn6P/6QUyh1Pm0Up9V4TADWRghyKLjibrHgdLM3MZz/FD+6a5Z9cEgRAUMsYsbVCp3eoGIVU3wFBVqZgQ51swE5R6oSyGirVT79071bKrKeKJRAZCKuD4glseHcYJAmqerLyP14IS9dsPwTZ0RkoNvnnfHjl2IX8IVCP9WE2VPzZiSauqK9Mz3CBERf676gQIISJVg5m1ETLzAeAFIaFQyJga03UPTVV4aP8UD++fTtbp9tEqVdeXOsKqdDzzg5AgFKiqStaUff3JE0Mta3D2eo/1YvOR3m6smVpu+DPXZta5mznS75FjzVI+D47mZ8fhciL1NeX4I10/KQuRBq/HgGYNyXYcSd3I8arbosXZ/BkQZ3gKZGW+G4RRTm0sMRTLQImmf0slg3j3L0j0SOPb6bLQyI30SL2wtc1YxkuJ/hMbIMTxndydhKm6R8bUOXlZIQog/Tn6n0l7YqY9Ed3WD4VIHgtCWehTqnuMVRxKdQ/bUKl5fqR5G+nAztIG1ZL2iOP8pK+z51ONz+MFlOpzr1u715QavvyREOWsNhNrrhqanP/9kw1qruyrEunbNrcVpybIazIjTeaHIYEQTbmtTT1pCsRlzqtI9FBDgdRR9fxknZZd+UNBS4LsmdcBUj9WCIamnZaxzF7vs3VTZ2vGZkxtzrln83TSVl3K58HR/Ow4XE6kvqYcf6TrJ2Uh0rSBY0CzhmTBNuY8fyR1I3tyJqamJsVbzbue8R6sggxITE3FiPQsZYASB3FxxCv/LwNUGajK3Mk4kFKiwFYmbtbjHUtI2owNFASxlqi85R+nDIRC/r03b3H26k5pm+qFyVw0638m7UWBpRLnc0apDyI6kQLsnqizY6yGH0j725ypYRsaeUu6TXlB2KINqitKpN0azZdI4rwWrds4FgwFiY5oMTP3urV7TdHWMbQZPVW1Sc9fpmKAF8j5X9lls3uiBijJj4Tm6zmTT6tE7miyHV1V0RQlCTSVeDBxp+K/KvJ6xHqoceEdgmSdFkxd9lUIVGZ0g+N15Pjymgx0WC1jn73em3VTLV2Zoxlbd4M5557N00lbdamfB0frs+NwOZqfcylPP9L1k7IQ6c7rMaBZQ3J2vdxiNCiXwjmru9jQl492NkWitxqdLQn8dE1hRadNf9Gi0vBkUIUMTkxdjW4Vy1vzWUParuYsjZyl4XhBpHOq4noBywo2fQWpR9pfsOgvzLQZi+LLXVa5I6hrMliKtUX7CyaXntxLV9ZomYvZ+p+GplCw9EgGiiRVwNSUJIXAD2XA1nADbEOjK2di6yr7pupUHJ/1vVI/tlz3ZmmDSu1WMwp0vTAkiedFfK3kbquhytSKWDv1mas7ic2Y4pSIOJoMQ+lUZukKl5++DEvTyBrSbSpeCyLaPdVVWQjVX7T5o3PWyLErUkc2F+nHyl1SkZgJ5EwVFSnvFSL/nbM0FEWJnLxm1obKTM6roamoiqDuBnRkDIJQcObKTs5Y2ZGs0w19OXKmHqWQyHQBmXOrEIYhNVf29bJNAy1rcPZ6j/ViK5HebqyZWrD1ZP3PPnczR/o9cqxZyufB0fzsOFxOpL6mHH+k6ydlIdLg9RgQa0h250y2jlQoNzz8UBY4bR2pHFHdSF1X+eOL1tGTs0CRt5EdX0oWOV6YBKeWqbOiM8Ngbw5NVdgzWaeYMejKmgyXGoyUXbpzJsWMgRPIIFZVZDV8IEiMEWwzcnjSNYqRnumKThvL0BgpSyvQrKGhKgo1NyQUMugVQsEPBbap84y13dS8cM5cxPqfJy8r4PohI2WXnK1j62piXaspREVJAQKBHlmZ5m1ZTOYFIRXHpy8vx6KqCicty+MGguFSg6wlTRWm6j5eENKdMzh9ZQeaJvNgNUXBDWRg2/ACFEVgmbISvr9oUXUDFE1lY38+uQZCRIVagSzEUhW46pmrednZK+ktWKzqyaIqUHNDmV8c3bZv+CEZQ+e6i9Zh2zpXbB7g5IFClGogMHWFIAxpeDLYtjS52+wL2Lyig56cxd6pBpauYhsaoYC6G8o5inKN41QNTYFSI0DXVPoLFr0Fm8s3L+OKMwaSdVrzQs5a3YmmKtR8eb1NTaHuBUzUPGxd47qL1rUUa7Vb7xXHZ7A3m6wzTVUY7MlScfzkms8+91P5HjnWLOXz4Gh+dhzNcaWkzCZdPykLkUplHUOa9escP5ijQblYeayY2ULOy4s2B0sNyo7HL7aMctP9+9k9UcOJdF5VBXryJhds6KU7K8X6G57PdN2XovqmhqYojFUcQKE3b2LqKg03YLLuMln18CNvdz0qHLJ0FdPQWNeb49zBLsbKLjvGqi0amRlTY7jUYLzqEYQhCrLgyNA1iqZGLmOwLG9y8kCRi07qpb9ot8gSbRsp89W7d/GzJ0eZrnvRDmiIGwV1oZDBdX/RImvq6IoMZuNb+wVbY1kxQyZSO3j9s9fysydH+PX2ccarbqIPahsqHVlTVtNbGvsn6hwsNWbaUiBnaZy1qpPLTh+gVPdbruX20QqPHyzhNom3WrrCVc9czftfeho/eWKIR/aV2D9dY9dolS3DZZrdVPOmPPbvXnp6ct23jZT5+n/t4e7t4xycqskgPdq9zpoanVmTTcuLXHnmcnaN17jl0SFp0hAVowUCTE3mtXp+iFBkqoGiKGR0laypkbV0VndneM0zV3Pqig4cP+DWR0eSse2dqLFztEI90onVFFjemeFNF6+fI5M1e73/+OGD3LNrkorjoypEElhqNA7BYG+OZ63tIm8b0mjAMrj18WHu2TVBxfHJWzrnDnZz+eZlZAy9Za3vn66zc6wKwGB3FkWVgXXW0BBA/QjLW833vmtufzHPlR2PSlTEdu+uKUbLDdwgXFCT9lCfHU/FWH5Xnqq+LoVU5P7E5XhYPylHh1TntYnjOXiF+T9U2xkTDPbkuPbCwbbi7LOFnF0/jFytpBVnqe7hRo83vDAKeKCQMdm0rMC1Fw5iGRq3Pz7MwelGUjC0vCPD8zf1s7Y3S90LeGDvFD94YD87Rqs4QYimKvRkTbryJvsn6oxXHfxQYGrS1OC5J/fx/FP76StYLRqZGUMj8EPu2zvFz54c4Tc7J5iueXhRAZahSbH/7pyVCPTHwtS7x2t84Vc72T5aoe4H6KrKsoJFMaOzbaRKqSED2liLNWuqWLqGG4SEYubOv6aAoau8ZPMKLjyph9/snODRA9OMlBzGyw5OMFPsJEW4ZA5qs+mAbSicOlDg7c8/meed0t9yLeuez48e3M8tj45QangUbYPLT+8nQOU/HjjAaLkh84WFQI9yg2c7fanAut4sf/vS05LrfutjQ/zrbU+yc6wqA1BkXmzG1MmaKkEo0yXiNI2OjEmHbWCZKgen62wfqdHwAsJIr9bSpUVuyZlrm9aZ0XnVM1bx2mevIWNqPD5U4jv37uO+XZNMR3aphqayaVmBt7/gpLZrM+b2x4eT6+YGMiWjM2PgRc5fNcfH8QIZSJt6Yp8rhGCq5iWvWd5hs7Y3h4KSrPXJqstUzaPuB/iBXN/yzoEhdYijH1/N6+ipNhYADvnc/Xsn2TNRo+7K98Sa7izr+3I8a103pw4Uj6rD1lMpBn8sg8dU5P7EJ/3x8ftBGrw2cbwHr+24/fFhbvjxE5Qb3hxL2IJt8N4Xb5rjrNUs5NzwQu7dPcFYxSEIpbRSwwuouT6e9BNA11QsFTRNRVNVcpbOut4cWVObVwx693htTr+mai77JhtR9biKaaiYqorrB4RA3tJ51mA317/wpLZfFF+5exc33rKFuhckWq0IgRtpv3ZlDZZ3ZjhlWZ66J/Mqd47VcPxgbh9Cga6CFd3irzg+figDQD3Kg/Uik4acpREGAqHAmp4sDU+wvGhjGQr37p6i7gb4sXUX8lb8bBRkgKxrKsuKNu+/cibAnE9c+9c7x9kamRfkLR1NgelIdWAhevMmH371mQB88AePMVpuRLqtKlXHw4viTivKTw6FTAfJmzqaptCIfsg0PBnchUIghIKiKgR+yDxuvwDkTI3nbernlc9YyZfv3s1vd08QhoKsqaGpSjRXgr5C6xw0025Nj5QaHJhqgAJdGYNyw5d5y8gc3LylMVnzQIEVHTb9RZupqsuB6QaqqnDB+h76ChZ3bR9nuNRAU1V68yalunSRU5C6tnlLw9A08raerKMjIXC+kIB6XJgYhGLe56ZrnnSzCwSWoeJ4AYau0lewWdOdPaoC7E9XMfin67hSUp6OLCVeS3NejzN8P+SLd+6i3PBY05WhYBvoqkrBNljTlaHc8PjSXbvwI/WA2ULOeUtn51gVPwixdVnRXXViKZFILSD6ExcRWZoU6n90/zQbenMUbCO6vW5wUn+eiarLjx8e4gu/2tnSL02RSgAilDuafhCSM1QsQyVvGxiaiuMHPDkkdz7CsDVAc92Az/5yJ44XYGny1rUZuVXFC7Pi+NQdn6GSw/qeDI/sLzFRdeb0ASFkXmkoyFmarN5H7q5K3VP5nBpV3nuBQNVUdFVlqupSrnt4fsCWg2VcP0RXZYqBlBGbe50ikQOJEIxXHb545078qNir+ZrE85k1NPaP1/Cj/FRblwFLEB769+N4xeVzv9jG53+5g/Gqg6VLpQQ/EKiKmjhzOb7Mmy1EBV2hCJmOdt0rdQ/Hl2oLqqJi6gqKEAsGrgBVN+CxfZN84Vc7eGT/FCIUdGUNbEPD0FQKto6lay1z0Ey7Na0pCtN1P5H4mqx5BKEgY2jYhtw9nqx5IEAlOlYIHF/eThehYMtQmR2jcqfd0qUL3ETFJRTyR08gZKqEgiwCdLyAoZLDxr4cE1WXnzw6d00ulvmuccE22NiX48nhMk8OldnYl5v73FCZLUMlvEBe+568ScE26MlbMi86CBmvHF7/jtRY4vf/0erLkeTpOq6UlJQ0eD3uuG/vJLvGq/TkTFS19fKoqkpPzmTnWJX79k4C8wvAm4ZGwxeYupTJip2rYiMARSFxaKp58vGGHzBUbrScMxaDvmfXBNtHKy39cn0pgE8imUWyAxgXgoGC4wU8tH9qjpj0T54YYrTcwDY0AjETLIZiRq7JCwQBgomqy45ox1WLpLqa+5BosIbQ8AR+GGLoGro2IwfmBQIFGcA6foiqKHRlDUqNgGJG58B0g8maVB0IBDNyVG2uU5yWED+vANtGKty3d3Jece3tYxWqXoCpKkmRmxvGaQkLI4CHD5R5YriMpijYhjQc8CMVhDgNQkBSvGbqKlVXqgK4QYgfncgP4vlVFhU4A4xVPR4/WJY5pJbeMi5FUbAMKckVz0Ez7dZ0uSHtag1dvi4QskBDiXJwVUWuJ02Tu6cNL2Cy5lP3QmxDJWtJY4M9EzWEAMuQedcNXxadybRl+SOo5kqTjdgMoeIEhy1wvpCAesWRQWkgpCnHnOeiIHy0LI0ams0p8rbOZM2jYOtHTYD96SoG/3QdV0pKShq8HnfEBUOZWRXbMRlTyiqNV2Xl/nwC8GqkuRoL7Ycgd7EUkhzOxBQgCmrCUEolgZQiiUX9/UBQbvi4s/oVmxcIRKIrGjZFYrE+bIiQovOzxKSHph2pqarNaIaKqF9xgA1EOZxhJJIvEq3R5j7ATC5rsyh/8w6pDIyjvqkK3TkD29QSySc3ynGN5yzO+50XpfWv8XWZT1y7ErmBxW5YoQgXFbjGeIHcVVWjcYmma9jSjhBJMBtGf4+tbSF+TESmDIs8dxQAh6FIzAWa0aI+uU1rM6bdmvbCuNhrRnusNb6YeSxes14YJnm6sUmFG+3ySi3bpvlIlG9n1oihqfiRGcLhCpwvJKAemy0oiBaDkJnn5LzH5h3NxIYNmqocNQH2p6sY/NN1XCkpKalJwXFHT87E0FTqbkDBnvvbou5KK9GenAnMLwAfRkL2QRTsyTQBGbzJIEFJduzi41RV2oNOVB22j1SZqLn4UZARhNLZqblf0llLQYmE82FmtxJmAkwVWQk/W0x6oMNCUxT8QDRpvyqJKYBoCjR1VY1E8pUWl6e4DzCzA9osyi9bFMn4s6Ym5ycU5EwdNyo686NioHgXMJ6bZk3/OYjWv8bXZT5x7XykSRuE0s5WVVQU5VA37WcwNBUzSgUJm+Yq7mcSwDbthMc/YlRVQQli9zGSHddwvpPNPreqJC5ksblAM4GQayvTtDZj2q1pQ1WbfoRE4WbLPM88Fq9ZQ1Wj8ci7BpqiRLbEQfSDpWlNJwkJIlkjXhCiR2YIhytwvpCAemy2IFCSv7c+p6AqAkNV58xlbNgQhOKoCbA/XcXgn67jSklJSXdejzvOWd3FYE+O8apLGLaGFmGkHLCuN8c5q7uA+QXgXS/A1hVcP8TSZaCgq/KLPw4M9ShoyxrycVvXMDWFB/ZOMVJuYBuyGtwP5G6bpsBwyUn6ZepSAL95p8+INteEINoVE1iGxpkrO+eISV+2aYC+gk3DC9CUKECG5HZ2GKkOaCh050zW92axdC3aRVNa+hB//SuqVADQVTWqOo8C4yhwhWjMlp6kVHRkdEp1nxUdNl1ZA9cPk11LaHXHilGUmV3cOL7d2J/nnNVd84prb+jNkzM03FBEc6VgRrfKD4UCnLGiwKZlBQIhaHhyB1ZX1WS3MYj+r0bHu35IzpQmAqYmzQuaNwLjgrPF0JszOHV5gYyhUXP8lnEJIXA8uWsdz0Ez7dZ0wdaxDQ3Pn9ntDsM4WBWJFFkQSH1c29DoyupS3swLqTnS2GBNdxZFAceTRWO2ruEHYWS3Kw0hsqYsYovNEPKWdtgC5wsJqOctLTLckMVic56LJOX6CtKoodmcotLw6crK4rWjJcD+dBWDf7qOKyUlJQ1ejzt0XeXaCwcp2AZ7Justwsx7JusUbYNrLhhMdD/nE4DXNalhqmsKOSveWZjZbZNpBPLfTiDtWE9f2cFvd01Rqnt0ZuVOxVTNo5gxeM66HlZ1ZQHYMyH7FQhZJa2oalJ1X/WkFFelIS1XLV3j5IECl2+eKyZtmhpvungdlqHhRBqtbhAVX0XH5C2djKUzULTYMV5n88oi3TkrmZu4DyhSwF1XFapOgKrKMXqhvF2cs3QsQ8UPpXuVpSuMV5xID9ammDEwdI1Tlhcw9ei4KJhuc5ecSNFLoij05iyuvXAduq7OK65d8wJW9mTRVQUnEDT8EMvQkurzhejJm1z33I3894vX05OzcPyAiuOjawqhCKWTGFJtwNRVylGupaqodGQNTF1F17SZPF3RvhCtHTlT47RVXfzxRevZvLITRVWYrHk0vAAvCCk3fBw/aJmDZtqt6UAIOjJ6cnO/KyuLaepeQMOTu+FdWUPeLSA6Ngr6HD9AURVOGSiwvi9H0TZw/BA/FHTlTVRFFoBpinRME8BI2cUyNAaKFttGq4ctcL6QgPq20SonLytw8kCBbaPVuc8NFDhloIihyWs/XnEpNzzGK468y6Cp9OSPngD701UM/uk6rpSUlFQq65iwGM262TqvigLLO2xec+4aXvPM1XOOf3K4xHd+u5/toxVCIXNe3ahyeaLqMl33ZCVzKKSMVVQUlTF11nZnefUzV1Jp+Hz+zp34IWQNlayp0x3pYnbnTMoNj8cOTFNzfYbLrpTh0lWWFS0sQ2PPeE2mGgQCXVXozlucv6GHN1+0npMHZuRoZpsvPHJgmn/7+Q5GSk5S+W5p0JWz6MzIghZdUxjszfFnz93A/uk6/+dn29k1UUtUFVZ2ZejMmewarTFSdvBDuTNp6hrdOTPR+4x3CINI6ml1d5Zz1nRxykCBJw6W2T5aYc9Eld3jNaquTxjKnUCFmSK3uJheiuyrrO7O8vxNy7jklF4GCjaNIEx0Xn/yyDAP75+m5vlkDZ0zV3XQ8ENuuncvQyVH3toHLENBVVUqTcVn0F7n9fbHh/nUHdvYNlLB8cMkLaBg62QNHccP8KLd8o6MweruLN05k3t3T1J1/Eh9IEzSLExdRQhBo40eWMHSePHmAa69cB0Vx+eRA9Pc8cQoTxwsJTm8lq6yujvDHz5rNc/ftGzOeo7X+0+fGOYHDxxg36RUXDA0la6sCYos4Ko0vEiTlUTnNW9peIHUgfWDEEOVu/C9BTtSWJAGF5NVj6maR8MPIqtdudOes3RcX8q49RUsenIm/UWbZ67t4tTlC+uoLoaFBNSBQz53/95J9k7UqLlBy3qMBdiPpr7lUy0Gf6y0Ok80kftU0zTl95VU57WJ4y14XYpgtu+H/OChA/zsiVEmay5ZSyVrGnOOj9vcNlJmsu6hKbChL8+rnrGKnK0nDj45Q6fq+dimym92TPDQvmmmah5Vx2fnWJVKw09uaeuawsrODBds6KUnbwEwUm5w3+5JVnRlqEeOSD05i/6Cxb6pGttHqkxWZZ6srqp05mRfz1nTnfR3dlAOUHd8yk7Qkn+Z0RXOWNXBvsk641V5a1Xuxpms7c4yVfcYjXRsixmD553cx9XPWYttqGwbrTBecenJm6zvyc1xWqq6PpWGdGsq2Eby5RB/aTw+VOI3O8bZMlSh4ngYmsopywqcvaaTmuvzqy1j7JuqM+14lGseIaCpamTZqrK2J8ua7hydWQMhBAemG9Rcn6ypc8bKDg5ON/jhg/spNYIkgMya0lLW1lVGSg5uEDJQtHjNuWt59Tmr5uxm+n7I9x/cz80PDzFRdclZKrahs7wzw1mrOzl5WZ6aG5C3dQqWQbnh8fGfbqUvb+MFAVM1jzhLWFFgx1iVPePSnSrWwu3MGKztzaOrcGDKwfFlYKmrCgNFmzNXd5K3dEZKDRpegBvdtm9en83rfaziMFp2Ivc2lb68zbmDXbzotAFKDY/xqktnxkAgpMubG7B/UlaM7xyrMl5xklSSUMg1uqxgc+aqTl51zkoypsbOsSoHoyrzPRO16LrrrOnJsqorw/7JOqORAcWREqs/Ug5bs9fjsRDXf6oCp2NtFHCiBITHep5SUo4lafDaxPEUvC5VMHsxxwNLFuFubtcPQn69YzzZ8RKArkIYFb+s6Mjw3JP7APjNznHKDZ+LNkrL1gNTNe7ZNYkXCjKGzDEtR4L7sUB+1tLoL9is6cmyaaDAl+7enQjVo8COkSqNJl1QTWm9Ja8CHVkDS1eoubJ9gK6cwequLAJBqeYRCDhrdee8ZghH4ho1C897QcC9u6doeCFKVD2uqbI4ytJVTl1eZN+klOA5d7CLFZ1Zaq7Pz58cYeeYlHcyNblr6Aczpgxnrurg4pP6lnQNF3Pd907U+Jdbn6Qza7QUr0xUXX69YzzJC+wvWkzXPRpuIHdzLZ2yE+AF0gFqRZQfOF51sXSNdb1Zsqbetg/P39TPT58YYaLqkjFUtgyXqTZ8BMohDQOaxydfW2Gy6lJqeFK3tWiBkDvy8fpa6P2wdbjCwVKD5R02J/Xnj3ux+qeTuP7TaSxPJek8pfy+k5oUHIcsVTB7Mcff8sgQNz8ytCQR7uZ2N/TmeGKoLHNjVakdqqAQhGBGK2Ok3ODJoWm2DpeYqnus7cky0GGjKlLqytAUXC9guuYRRooERVvm2Apk2oIfhoyW6nz2Vzsp16VQfd7Smaq6LYEryDy15hzTELA0qUkqolQAAVQaHqamkjF0+os2pqbMa4ZwJK5RLC7/5HCZ9T0ZtgxVcP2QDlvmLcaqDl1ZAzcIeexgCUOV1fBDJQdVgYyusm+iLncNVWlNq6pqog4ggCeGSogwXPQ1XOx1b1e8IoRg63CZsYqDiHJQvUgTuCNjoCkwWpE7rt1Zmb5RinYI13RlmKg6PLK/xIbe7Jw+jFccvnjXLsYrLhv7cgxNOzheSH/RZlnRWtAwoHl8G/tyHJx2aERmA0aUE+r4gu6ckciojVccbnlkONmJbp6XvKUnuY5+EEpns+NYrP7pJK7/dBrLU0k6TykpSyMNXo8SSxXMXszxD+2b5uH900sS4W5ud6jcYLLmRvapUobIiGq7/EgT1g8EO8dr7Bir0pU12NifT8wQJmoutqEl0kVVN8SMCpakhFGIaUiLTzcQjJYaFDM6qqri+iFTdW/OPIVRQVUzEzUPx5eC/iAXrRfAZM1NxlrIGARCtDVDWCyHFJ6PcmV3jNWYrntkTJmGIG1ppUJCEIKla1QdH1WTeagTVZdyw+eRgyWcQCQ2uELMVNfrqhTUd3zBIwdLi76Gi73u7YpXJmsuB6bruH6AbagUbYO6J9UpVFXm4EpZUkEoomvqBri+FP3XFKlFOlRy5vShYOvsGqtStHUqTsBEzSVvS6mzWIx/PsOA5vFVnIDJmosVFSCahpb0IzYeiEX9H9o/1fb9II075G7/ZM1Ldu8Xmq9jydNJXP/pNJanknSeUlKWRhq8HiWWKpi9mONrnp/kUi6mzdnt1t3ImlSZEYjXFSXRVSUKrBpR3uA5a7rozsn8VzfaUVWUWI9T4EUi9n4QokaPqYqCH4Z4kQGAHulexoHgbILmKv74sVBa3MbHx6lqzQLwhiZDwnZmCIvl0MLz8vxlV/bFiBzBYrctIeRus6ZKLVoELcL4cdCkJMe2mjLE4yo3ZoL6Q13Ddswnvr6xv8AfXzjI5hUdTNU8do1XaURal8s7bAw91geOXiBmjA1EpJcaRoL/8U6zEIKaN1erVlOlrqqqKslaMZo0TxcyDGgeX2y6oaiR81qk2Rr3I25HUxV57b2574e4jYypEUTnXMx8HSueTuL6T6exPJWk85SSsjRSdeajxFIFsxdzfNbQQWFJItzN7WZMecs79GccqQQy8MjbGp4vZYnW9eQY6MhgGzOalaamRhqjgjCUTkehEFGVfyxbpUa7iipGZADgBzOOSDKHdG4AO/tRLQpc4uzsOOZtFoCXxV/tzRAWy6GF52VUVzDlbWcvKm6LNV8VhSjtQqpDoNAijF+I0ymENClQotHGRgjxuJrPfahruFTx9Y39BdZfmk92ej7/q53sn6yja1KvNzYB0CJ5hUQ/l8jIotkUQshdoawx1w0uiNQEwlCQMTR0VU2k04AFDQOaxxebbohwxkwDSPoRtxOrRyDmvh/iNupugBadc7HzdSx4OonrP53G8lSSzlNKytJId16PEksVzF7M8Weu6kiq1xcrwt3c7kDBpitrEgJ+EEa7WTKvUIVoV0znhaf2c8aq1vMUbJ3urEmp7kVyTbIKHDEjkO8HIZW6R1fWwNQU+oo2pbpPGMr0gs7M3A/pdvW/hqqiR9uBApkHa2hImaVorOW6h6Yobc0QFsshheejgHt9b5aOjEHdlXmYuqpIxydVFmA5fkDO0gkjW93unEnB1tm8vIilKYTROJXICUzuTkttW0tX2Ly8uOhr+LuIr6uqwuruLM89qY9nD3ajaQrlhoehKWQMadwQhoIwjMT+FekI5fpy99LU1cSe1dKldursPpQbPoO9uShHVqM7a1Jp+FGqhFjQMKB5fHlLoytrRuoAKq4XJP2IjQdiUf8zV3a2fT9I4w6D8apLV9ZIfkQsdr6ONk8ncf2n01ieStJ5SklZGmnwepRYqmD2Yo6/fPMAV2weWJIId3O728eqbBooYEei/A0vlMGnqjLdkLeCN68s8uIzV8w5TyAEyzosSo4PikLWlLtbcrdR5nWGQlD3QzRFoa+Y4U0XraOQkUL1FcenM2diz5KAikXrm/Gje/AKsYUs5G0DJwipez7DpQZuIOY1QzgS1ygWlz95WYEd43VOGchj6nKegsiqVAgpjm9pKqctL+JFO9IDRYsgmotV3RmZSxyC54fScSq6Pa8AmwaKoCqLvoaHI76uqgpXnDHAycsKuH7ISNklG1nYTtWlgkNf3sLSNSZqHkIQ5bD67Jms05Oz2LyyyPax2pw+9OQtrr1gkJ68ybbRKgMdFpahMlxqMFxyFjQMaB7fttEqyzss7EjmzIvSUixdYaLqoUV3AHryFpdvXsYVZ8x9P1QcX9oL2wa6plJx/ONarP7pJK7/dBrLU0k6TykpSyOVyjrKzDYT6MyYnLSsMK9g9mIEtpcqwu37If/x0AF+tmWkRee16vhSkF+RO3DPWd/NX152Kut7c9y3d5KH90/zwJ5JKg2fuh+iAAem6mQtnUakOFD3gihvUsHUFExd45KT+3jJmQNU6gE/eewgj+wvU2648ra0Aq4XUpml82oo0JnVmW74uE0plR0ZKctUc3wmqvID3tRVNg0UeOFpA1ywsYcO25yj3Tpdd9k1XkVRFPryFmev7GS44rToPvp+yC2PD3HX9nH2T9YxdQVD0wiFYHmHzXNP7mXrcIU7Hh9lvOoQhD5TtRA3CFAUmf9qaSrLOmx68xZdORNNEeydrFNpBBRsnYs29jJcdvjhA/spOTM6rxlDYWNfDhSFciOgaOs8f1M/Lz1rRdtrGIaCO7ePcfvjw1LGS1GwDY0NfTnOWt1Jb8EiZ+osL9ocLDXm6Fs2616OlR1uf2yYX++cYKIqNWZFCHlbZ0VnBk2FA1MNapG2r6GpbOjLceXZK+nKmvx21ySj5QZuEKIrECqwvCPDQNGmXHd5aF+J0YqDF4TUvJCsodFXsOjNW3PWabOBRcMN2DdRY+d4jbGKw1hZXi8vcmOzDY1lRZuzVnfy6meu5ORlxbbvB0NVyEQ7uJNVVxZ7heKwxepnm22cs7prjh7v4bz+dxHXP5p6pguda/bYipbB7U+MLGos7doFfudxLTTPrhvwkyeGGJp2GOiwuGzTAKY5Nw3maHGiGSocTX5XPeXDaTfl6HLC6Lz+4he/4MYbb+Tee+/l4MGDfO973+MP/uAPAPA8j7/7u7/jRz/6ETt27KCjo4MXvvCF/NM//RMrVqxY9DmOp+B1PjOBq565usWBajaLeXMt9g3YbBLg+gGqorC8I8PFJ/ewZajMA3unqbsBpq7Ql7dZ0WkzWfPYPyV3S/1ICsA2NLKWiueFrO/Pk7cNRssOUzUXIcAPo+KtUNCRMTgw3cD1wmRnVQXytsaqriymqjBaaTBcdglDmeOqKFJRYPbiNKL80rklQjIILGYMTlte4KKNfWxaLl2zfrVtlCeHK9RdH1WVQV7O1FnRadOVM7F1jVLd48F9k0zWPMIoijY0hb6CxdqeHJM1hx1jNZxoDPH5bEMaJ2QMDT8QBCIkCGUSqxeEkTOULG7SVZVlBYszVnfy4J5JDk43iE2tEgUCZv5dsHXeeMEgf3HZKW3X0fbRCnVPuoAt78hw6ooCo2WHHaNVGr68ve54IZYhLWNjwfN4XpqF0DsyBmXHY9tIhdGyQxCljCwr2qzuzpA1VHaO16k4HqqiYOsadpRCYEXuVRXH5+dbRhmvujIHetb10RWZfrGxv8CVZ6+Y48Y128DC0KThw8vOWkF31uSenRPsHq8yVnGZqDkoQF/BZmVnho39hRYh92ZXrx8+eJChUiNpc6Bo87Kzlrd1A1ss7fo62JPj2gsHEye0I/H6pXyxHk2B+4XOtXu81nZsb7xgLZsGiguOpV27nRlpExw7qC1lXAvN84GpOp/95U5Gyw2CqBiwr2DzpovX8YbzB4/ofC2FNJiay0LrDfid131qCnF8ccIErz/+8Y+58847Oeecc3j1q1/dErxOT09z1VVX8eY3v5mzzjqLyclJrr/+enzf57e//e2iz3G8BK/HgwD17Y8Pc8OPn0hMAjKmRt0NGC45OH6IrUtNzGLWQEHhwFSdyZqHoggyho4QAscP8APQNShmTFxfSiv5oZB5sDkTPxAcnK5Tc+UurAzq5vZHQQaISrRL25M3GSs7VNzZYc/iUYCcpbOmO4MbCExd4cBkPTFO8IMQxw8QKORMjQs39jJRdfnNzkmphqCQ5HO6Qex+peH4IX6TOkJzUZmhQcbQsQyVhhsk44lvtatRm5auUnHCqPBJar0iZApB84hV5HOekPm0f3rJhiSAnW8dzRbhb3gh9+6eYCrKOT5nTRe2obUV60/MJgKBbcjCOstQcbyAQEDDCzA0lXMHu7ANvW27v945ztbhilRREPNfb12TRXV9BZv3vnhTi+Vtu7U52wwhNiyoNHwUBDlb55RlhbZmBwu1WbCNlvMvhcNt96no19H8fFnoXDXXZ+dYDccPljy2du3GaxNazT4WM66F5jkIpTJJEIZkTR1LV3B8Qc31sXSN91x+yjENYFNmWKxxzFLX/fHwnZzSygljUvDiF7+Yf/iHf+BVr3rVnOc6Ojq49dZbec1rXsMpp5zCeeedx8c//nHuvfde9uzZcwx6+7tzPAhQ+37IF+/cRbkhTQIKtoGuquQt+cFdd30qjk9fwSJj6JiaguMFUeGOLN6S0lcqWVNFCPm8pipUHJ+G6xOGAlNTmap5BKF0mnL9mUAm3jxQFVnNLgA3EAghpY7cqPDrcBBIu9n9EzWmaw77J2p4gaBo62SiqnghFCxNwQsED+2d4tH901L6CSJ9UykVEAeoVTdIAlel6TwxXgBVx8dxA1RFHjNZ84hUyKR0FvIDNox+K8rnFClP1W4gikJGl4VcX7l7N42GP+86mi3Cn4tsUoNQsKYrgx8Ido3XyJnaHLH+FrOJIKBU9+jOSReunrwVFeQFmJrKwekGO8cqc9rN6Cr7x2tyh5n2gWs8Z0EoEKFguubwpbt24fvhvGuzYBstZgjrezIcnHZwvIBlRYv+oo3jhW3NDg7VZrnhJedfCofb7lPRr6P5+bLQuTb0Znlkf4mJqrPksbVrV1Xg4LSDqauYmpKYfSxmXAvN86oOi4kofaQrY5A1NTRVJWtqdGcNHD/gc7/aieu2u7+TcjRZrHHMxr7cktb98fCdnHJ4nFAFW9PT0yiKQmdn57zHOI5DqVRq+XOsOR4EqO/bO8mu8So9OVO6OkW4fkjdDdEUqbFaceQHdsUJpPOWVFAiCEL8UAZiiiJtOR0/jGxhBaqqUHECphseFceXqgBNmq2aMlNsFctyxYShNEkoNwKcJQYT7QiBiitTIqpukBgnBFEag64pBAJMXWUsEspXia1ppdVrbBwwm0gBK/l7jBBQ90IMXZPzJeSbK5b5UhW5s9P8USiQxW1txyAEiqJiRsVb37xvz7zraLYI/8FpaT6Rtw1UVU0MAeTjrWL9LWYTYWufXD9OkZC7xsMlh5GSM6fdRw6WqHoBhip3kWfPTYwaDbruyd2unWNV7ts7Oe/aJOpLbIawY6yWjOtQZgcLtamqKj05Mzn/Ujjcdp+Kfh3Nz5eFzjVUkm5sUsKsdV0famzt2pXrWu7YFjJGYvaxmHEtNM9T9SDRWZ79caOqKllTZ6TU4CdPDC11elKOMIs1jom/t2IOtT6Oh+/klMPjhAleG40Gf/M3f8PVV1+94HbyDTfcQEdHR/Jn9erVR7GX7TkeBKjHqy5eJNTeTCw4H0eVfpTw6YfSJrRZ0zOMhOmBpLpeVZXkVnAQhkzXZBFV3tLJWnMLH+LXNyerxKdv1nI9HGZyR0U0hvhxkYwpfjyIJKriqDS+7R0bBywl00zEighJyNc6vrkZOvOPd8bwQP4I2D/ZmHcdzRbhr3kBfhBK6TKkIUDz481i/bPNJoBESzUQMzOpqOBFZhOz2y03/GQtzIxs4XmKTQzGq+68azPug6LIeSq7fsu4mvsw2+xgoTZBvufi8y+FuF07SquouT6OFyTX9lDtPhX9OpqfLwudqxbNg6LMrKHZ/ZhvbO3ajde1oSkt13kx41ponr1wJm+9XT8tXaYNDU07c55LObos1jhmtvEILLw+jofv5JTD44QIXj3P47WvfS1hGPKpT31qwWPf+973Mj09nfzZu3fvUerl/DQLULfjaAhQ9+RMjEiovZnYsUiWvUfOWsjiouYvoViPNP6sjx2WNEV+sRRtg76CzRmrOugv2PTmTfJtxhO/vvnHbnx6NVIfOFxmdkeVaAzx40oypvhxLdK0jSNeRZnRX0UsHITNPa8SqQfMaNI2j2/2L/zEoKBdW0pseCDTLFZ22fOuo9ki/FlDQ9fUZPfLC8KWx+PjdFVhoupQdwMqzoyrV/yDRVNmZlKEUm/XaNNuwZbyWs232Ba6jHJcUrWgJ2fOuzbjPggh56lg6i3jau7DbLODhdoE+Z6Lz78U4uP3TtTZO1ln36T8/4GpOnU3OGS7T0W/jubny0LnyhqaVN1o+tE7ux/zja1du/G69gLRcp0XM66F5tlQ1WR9tuun48vd/oEOa85zKUeXhdZbs3HMbOMRWHh9HA/fySmHx3EfvHqex2te8xp27tzJrbfeesgkXsuyKBaLLX+ONceDAPU5q7sY7MkxXnWltmiEqatkTFUGclE1OMj/27qKH8hASuppRjmLURGWpUuNTVmp7rOsaLFpWZGBok3VCejM6MTKP4FoDuJad15VVZokFGyNrHH4S1IF8qaUuMqZmsyljUwEdFXBD6QzluuH9EZC+WHUR1VRUJUZ44DZNCsCND+rKJAxVDw/iIJ6mb4QRM5QoRBYutIS1MUFa23HoCgIEeKGgoJt8EfnrJl3Hc0W4V/eIc0nKg2PMAwTQwD5uDxOCMFPnxjhV1vHGCk77B2vU2m07myaupqE4Y4fRnmm1px2Ny8vkjM0vJDkercL+uMd7oyhUnN91vXmOGd117xrE2aK5yxdY31vNhnXocwOFmozDOXuX3z+pVC0DECh1PDQVTkWQ5PpKQen6wyXGgu2+1T062h+vix0roGi1ASWtr2z1VAWHlu7duW6Nik3PMp1LzH7WMy4FprnzowW/TicWa/N/ay5Pv1Fm8s2DSx1elKOMIs1jsnPust3qPVxPHwnpxwex3XwGgeuW7du5bbbbqOnp+dYd+l34ngQoNZ1lWsvHKRgS5OAZgF3xxdkTJ28pTNSdqh7Pk4gsAwtKmCSv2wVRSEUITU3RFEEOUtH11X6CxbFjImuqVRdn8HeLJqqsHeqQU/OTL4g4lgwjHJCFcDUFRRFqhXkbYPugsU88dyiUICsrbOyO0tH1mJldxZdUyg1fOqe3IVRFIETyNzXM1d3cvrKDrnDB1GBmgxRo8wBcqbW4vAVnyfGUKXCgWXIHwEC6MrKghMZwIqkcEuNdnpURZ7B88P2b0IhqPsCQ1V4w/lrsW193nU0W4S/6gbJNdgzWUdTFQZ7slTdAF1VURWFPRN1xiqyGCZv6WiR81fDC9gbrY/xikMxY2DpGm4QsrzDZrA3N6fduh+yskfOs0CZ9/rFc6CoCp1Zi2suGETX1XnXZrnhtZgh7Bivs7zDwjI0hksOw6UGlqG2NTs4VJtF20jOv1jCUHD7EyOs7LLJGBoVJ8CNZNBUBUoND5DXa752n4p+Hc3Pl4XOtX2sxuaVRbpz1pLH1q7dQAiWd1i4fogbiMTsYzHjWmie9007ifrAZN1LVAdqbsBEzcPWNa67aN0x1XtNkSzWOGbbaHVJ6/54+E5OOTyOqVRWpVJh27ZtADzjGc/gox/9KM973vPo7u5mxYoVvPrVr+a+++7jhz/8IcuWzcirdHd3Y5qLu612vEhlwbEToG7WDXxw7xQ/eOAAuydqie7hut4cLzy1n4f3T3Pv7kmqjo8WBRgrOy0mqq06r4oig7WenMnq7iznrOnilIEZ7dC6FzBSblBzAnKWvDWzY6zWovOqKTLAW92dxfFDSnWHcj3ADwJQo/w2v1VCSgFMLSq8mmfV2rrCqu4srzhzBaet7Ih0Xkd4/EBZ5i8pYGoanRmd1d1ZevIWpqYyUnZ49MC0tK+N2jJU6M1bDPZmGSk57Jus4zTdslYAWycJGl0/REEQIreYfSGouz5BVOimqwr9RZvNKzt4eO8UB0uN5Ba4otCitKBFVdVvOH9tW53Xmx8e4uH909Q8n6yhc+aqDjYtL/L4wZJ8PJIpU5GyV5auRpJTOX78yEF2T9SwNTXZCVeQu8PSJlY6VmVNjVVdGbqyJqWGR6XhY+oqmiqVJuq+zIvOWzrPHuzGCUL+44ED0vGsjc6rpkjZsbU9OV5/3hr+6FlrWr4c2mlyruvNcc0Fg6ztySbvnbGKw1jFRUHQk29vdnCoNt94/lpOOYTm6Gxx+/68xf/+6TY6swZjFYcH9kxJJ7JoVz9vybF95KqzWN2dbfv+i891x5aRBftVjgof87ZOwTIWpfV5ND9fFjpXO53X+DoeSgKsXbtdWQOB1Hld6rgWWlPtdF77izbXXXRsdV6Xwu+LJuxC6w34ndd9agpxfHHC6Lz+7Gc/43nPe96cx6+55ho+8IEPsG7duravu+OOO7j00ksXdY7jKXiFo/9h006EeV1vlpVdWTKmJt1vbIPbHx+R5gk1FzeQmnkvP3sFF2/sIwwF9+2dZLTiIIRgbVeOuh/M+WINQ8G3793LN3+zl4PT9eQLYaAjw6ueuYIOy2TLSJmipdOZM3j0QJnhUoO9E1W2jVZxZ0WkRqT9esaKIs87tZ+13TkcP4zyUgW/3jbB3skae8fr7JmoUvOknJcWmQG86bnrec76bv7XLVu4a/s4lcjRSgWKGZ3nrO/hgg097J+s89D+aZ4cKjMd2aJC7HylkjE0spZOue5S8wLi2gA1Cvr8SKEgRu4wQtbU6S+YrOrKsmmgyOZVRS7bNMAvt4/xuV9s54nIOCEAsrrKyu6s1FjVpbvZ2y85Cduem3O1baTMzY9EwavrkzV1zljZwanLizx+QAavVc8nZ+hsXlHkGWu7Eset/VM13vPth8hbGpauUXV9ynUfNwgJhSAIZAHfdRet4/SVHdz++AiP7p+OgrSQnCXTEmquz9C0dNUyNZUNfXn++KJ1XLyhl588McSBqQa6Kp3a9k/WuWf3JPsmajiBlFPrzBqct76Hq5+zpuVLYiE3pOb3TsbQUJBFQod6H81xe4rW+0LC5O2Cnr68harCeet70aL1frAkc10zpkZ/3mb3RJV3vOAkafM7z/svPtdgd65tv+7fO8me8Rp1T7a7pjvLM1Z3LUo4/Xh12FqK+9jvs8PWUvh9E9hPHbae/pwwwevR4HgLXo8mixFhBo6YUPNixdeb+zVVc/jt7ql5JaMMTTqAvf/K09ru2nzl7l3ceMsWnKhytFls3NA0BooW+6fqeIGsqE8UBoSU5+rOmXTlDPZP1Kl7wcxOKHLXV4FERkx+3ylJ8OwsUIgq81mhM2ti6Rpnre7k+heexO7xWjJHeVNjuiGr1f1IF/fcwe6kX+3mfl6TgpEKB6cbLC/anLQsP+91/PEjB/ngfzzKyq4Mnh9GzlPSwEFKHAWUGj6nryxSsEx2jFbQFOYYV2gqrOrK0Jk1FxSh3zZS5l9v28qDe6dQFYXOrIFAUKrJHwnxvBytL9vFvCear1HzOh4pOzS8gPPX93Daio45bZcbHlM1j3e/6GRWd2eXJIIeH7tnosZouYHnh1iGhuOF6JpCf8FmTU82FU5PAVKB/ZSnJyeMSUHKU8diRJhveWSImx8ZOiJCzYsVX3fdIOnX+p4Mj+4vtQ1c44XpBYLxisMX79w5R9zcdQM++8udOH5Ad7ZVbLwrY1B3fbaPVvF8aYJgRZI7liFzWF0/ZKzisG+8huvH+bBxPuqMi5Yf5bEGQhaXCSE4lIKKQKYBNLwQQ1V4cqjMjx46yBd+tZNyw2N1p43jhwSRM1lX1sALBFuGy2zozbWd+wVNCvwwydvKW/q81zGpwnYCJqoeXiDIRPMhC+oUzP+fvT+PsiS77/vAz72xvj33zNrX7q5eqtFoAATRDXDBDlqbtXEkiwJgQR5JHvtI8pE9ssZHsmgfyocjj2fOjI8kgyZIaiFlipQtmtgEEFujsXUDvVdX177mnvn22O/8cSMi38t8mfmylq7q7vftU6e6MuNF3Lhxb7xf3Pj9Pl8pWKz7vHy9jmXoV6m9xhVK88TwwwRDiG0h9Emi+NJL85xdaGKbktmqg2sZFCyTmaqLbeh++fLLbw4MfJg58aWX5vNrtHkcH50ooIAfX1kn3oTm2VzksRcIerbtSivQpg2xTofQRhF2yidOWGn5I3D6SCPA/kgjMQpe37YaBsL84rU6L12v3xFQ87Dw9a+cmc/bdWG5QzuIt8UqZT9PVMK5xdYWuPlXzsyz1PQo2uaWY6oehywgDc4ygNYGkzSOlS5kMnTRmOwJXmFjggjIHbNEWty1myQCL4y1QYJSfOfcMueXWkyWbKJEw/odU+bA/YJtsN4JmW96A/t+R5OCbr/5QN6Hm65jVoW92PLpBKEmCqS7ShJFN4ipFKzUVCHGTfFHsGFcoS19JW0/JkgD1UEQ+uvrXV66Xk8DdKuvzUIIKgWLWClevL7+psDAh5kTP7i0ml+jzWPKMAzmKg7dMOZHl9d2LPLYCwQ927bqmqx1Q8quuTFWUyOGtU5IxTVH4PSRRoD9kUZiFLy+bTUMhLkTRnnO5HbbDAtqHha+Pl/383Y1g2h7SD/9kP9BcPP5up9ilLaGv4oNN6vefWUSPb9LejbsDXgHtkuxyxb9B8mcfEDR9KIcph8rlTpvbWxupcVoWQ7l5r7f0aQg0fuNNoHcof86ZlXYRdvQtrexXvnzo4SGF+FYBg/OVnPyQu+X42bjitzgouc4vdepHUS0wyg/t82yDAloj/k3AwY+zJxo+RvXaJDGSjYFSzJTdVjvhFxabrPeCTl9oJa/qk0SxfmlFostjyhWA8wp+q9J1i4pBVGSpP2yIcuQRIl+ezACp480AuyPNBKMCLxvU/VCmCuuteX33SCmaJkg2HGbYUHNvVDwijsYGG0Zkrmas9Eu29zCfM3UG0QKwUC4+VzNSa1DFUV78+c3mKrZvnrDp17klejZcFCg27dfAUrtFuJuHCTjSSoEFddkvaP7yDZkyn/dcAALY121nuVYbu777a6pbWjebjdFYW0Gdm/e10cenmWp5fOPv3yWbhjhhZqGMFm2eeLQOJMlmwvLLaQUfYFXv3GF2DC46DlO73Uq2SYly8zPbfNDRhjrrOKi/ebAwIeZE2XHzA0PthvHBdvkL77/MAfGiluKPLIimhevr3Nxsc3NdY+ZisvJmTITPeN38zVxTYMkUZhSEsYJjrkRPIdxgiklcaJG4PSRhhrHo3Ey0ttdo5XXt6mGgTA/frDG6QO1OwJqHha+/vFTc3m7jk8VKdnGtmFg/upeSE7OlLfAzT9+ao7piq5833xM0cNpBYiSjRWwbFURwDAEJdsgihNMqYPJLD0ANlBd2gEsNSlQaijb2ASFa+mgxBCCD56c4sR0mZV2kAPu/SjJgfvdIGasaDFXcQf2/Y4mBYUNk4JKD6Fgu+v4599ziL/804d5dH+Vn31wio8/MsuffNd+jk2VchKBYxp4PdanmXFFGCuUSig5BnZOAtgKoT8wVuD0gRqGFDRTY4HedjW7IYYQPH5g7E2BgQ8zJ37q6ER+jXYax+89PMGhCU2RODRRzAPXX3/mEi/fqLO/VuDQRJE4Tlhsevzk6jqr6Yr05muStavhRYwXLFpetDFWUyOG8aJF04tG4PSRRoD9kUZiFLy+bTUMhPkTj83xycfm7gioeVj4um0bebsurHR59EB14CvlnLVqCKbKDp95+tgW1I5tG3zuQ8dwTIPVTj9sfK0bUrBNTkyXsEydz+qnNpNZdb9tSqbKDgcni9jpSpfqCV6z4NcUG9SBJNF5Zbstagh0sOtakjBRPDhX4Rce38dnP3iMimtxdd3DSZmpTS9irRNiG4KHZiucX24P7PsdTQpMbdFrSql5vLtcRykFn3p8HydnKigE1YJFAjn8+6G5Co8dqBHGioWG12dcITRuITVlUNtC6KUUfPL0HA/OVgiihIWGTzeM6YaRZsHGul8+8dibAwMfZk588vRcfo32AtrfXERTLVg8MFumUrBAKRrdkLMLTRrdYMs1ydo1WbYx0zGx0vJTo4ggdbfT7N0ROH2kEWB/pJFGqKy3vYaBMJ+db/K7z13l3FKLThBTtPU2f/bJQzw4tzNuZTNDcb0T8FvPXsn5mKYU7B8r8B88vo8Pn5rNVwO+e36Zf//qIjfrXa6utbmw3MYL+4eia0oeO1Dlr/3siR2B8r/17KUN2HiSWUtafODEBD/74DRffmWe71/U5gsqfZVfdkzee3SCjz0yw/nFNt+/tMLFpTZtP84DZwnYlqTimNQKFqstn3YUk6RGDVkRV5T0JxFIwDQ0BWCiZDFetNk3VuCR/VU++tAMP7iyxr/+4RVtehAmRImu+D86VWS64rKv5vKRh2d5+sQUUZTw5dfmOTPfpOpafPSRGeIYvvrq1mvaaxSR/fzEdIlHD1RZbgZ4UczJmTLvPTyRB199rMhQGyrsHyvwkYdnmKk6/PYPrvK9CyvUuyEAtYKdG1csNv2cgbqv5vKp03M8ur9G2TGpuBv837MLDf6Xb17guSvrtP1QG2AULB49UONjj8zx8L5qHyt4N+bi7XI7d5oTGXv1j84s8cy5ZdbaPmGiBoL2k0Rxba3DheU2S02fr74yz4HxAtXCRnrAatvn/GKbhaaHF8Y8tr/Guw6NDYSgZ+368dU1rqx2dGqPbeRGIL2febO4lneLrflO1O2wbwdpBNgf6e2mEee1R+/04BV2/pLJboDPX1nlwnJbB6+WwfHpEk8entgReD0I5H50ssQvfeAIY0WLl2/UOTvfwgtjgjjBNQ3GChYI7ZbTDbULVMEyMIDLK21WOj4gODZV4j94fD+P7q/tCpQHHbT85vcv829/fJ0rK+0Uup/axdom+8ecNBdUUHJNipZBN4pZaQX4Ucx6O6ThhXkgKgHHEhydLPHIXJV1L+TSSofllk83da8yRJpXK8E1DCbKFg/PVXji8ASuJfnd56/z2s1Gn/mCKWGsYGGbkno3JEnAsfSqackxmSjZVAsmBcuk0Q154doaax29HQJcy+Cp4xP8l586RcEyt1zT3mu91PT5veeu8Z1zy7TSwN0xdQrG3/j5k31B2DPnl/naawvcrHtIIShYup8/9sgsriW5sNwG4NhUiUPjxdy44uUbDd6Yb7DQ8Li27umcUMvg8KQG65/apwPqXgOMsmNSLZjEscJPx8WJ6XK+7V7NA45OlvjM04Mdk6YrLp/70FbHpGFcr0wpmChZfPCBaX7uoZm+YOPcYpN/+f0rOrDvhARJghfEHJ8q8/ihsb78VqUU652Qiytt/soHj/EzD0zvGizu5LB1O3D6vXx2p22BdxQg/3a107jdzXVsJ40eIEZ6O2kUvPZoFLxurxyMvtJhsakrox1L4ocxlimZrrgcnhgMRt/NkODTHzjCmflmH0T7xnqHH17SGKX3HR1n/1hx4M8y2LaR4awSNRTk/Zf/4FV+dGkNpXRKQDfQ6QEgKDkGj+6vcG3NA+DUXIUbdQ3cX20H+OFGfmP2yl+lble2IQhjRdE2CGKdlhDHigSdUuBYBoYUTJRsDo0XqRUtLi23eW2+QZykRWH0W91KQcpX1cFyxrqdq7p84MQUF5db/ODiGrFSmEKnTyggiBVSCJ44VOMf/ZnHtw0UdH+8xo8ur5IkKmXgirxPpitubvxwq8Dz3cZPyTGpd6M+44TtrvcwJgvbmQfo/FRF24+JVbLFrMIxDf7OJx7a0fJzWION7Lwz44XMwCGIFFdXOzmq6KePT/YFsJsNDG5VtwOnvxXThEHb7mVejrS3sTXSSO9kjUwKRtpVG2B0nyjRsPzJsp2C0R2iWBHFCSutrcDrXQ0JuiGf/85Flpt+DtGWAm7Wfew0GJxv+Ag07so2BLYpmW/4SKFf+Z+cLnF2ocnZ+SYnp0u7Qt6/+NJNXr7eAKBWsHTQmK4gmlJX4L56o4ElBZYheH2hiRckCAVhyirNoQNC55VJpfDCmKYfkcQxfqi5pllagEg/JNABZaMbEkQRr92o89rNBkmSphDInp1n/a/050qOSZDilBxDUvdCzi82eeV6nTgtDJNSYEhtsFAwJUopXrnR4Isv3hgIItf9Mc/L1+uoRDFetHAtA8uQVFwTxzRYaWvjh17TiL0Az3cbP2GsWKx7NLsbxglSDL7ew5gs7GQecGjMZaUd0A1jxgtmn1nFRNHCj2J+7Tv6XAdpWIONKEq08cLL85ydb2L3GDhUXZOxgoVS2lTj3GKzr+jqThTR3A6c/lZMEwZtu5d5OdLextZII400vEbB6ztUGei6kgLQyz0Q+d3A6LsZElQLJksNr88YQBcl6ZWGSsFitR1ws9FltRNQKegK+dV2kAP2W35MnGiOaMvvDzoGQd5/eGkNP9J8VJ2HqrmYQmgbWND7kULgWtoMQEho+lFemJWgi7KkQDNYDU0fiBMNqO+GOniRUui0AakLvKJEmyAo4Ebdp97V1qcARmopq9SW+BU/UjqlQOltTEOSJHBxpU0riJFpexK1wayVUmAagiBO+PYbKwNB5Lo/VrVlrmNuMQdwLG0Fe26x1WcasRfg+W7jxzEldS+iWjBz44SmFw283sOYLOxkHrDejXJWb5T0n4OUkqJtstjw+MqZ+S19BcMbbDx/dW3DeEEpKoX+c54s27iWxItirq93WesEd7SI5nbg9LdimjBo273My5H2NrZGGmmk4TUKXt+hykDXhpREcbKl4t8yJPE2YPTdDAlMQ2wB2Adxkh8n27d+ha3zvzIQewbYz/4WqD7ovkortztBnAcH7SCi5WsUkyU1JCsrzIKNvxWghC62ihMdNGZ/97Je9XE2cWFTU4E4X00j/2JPlEIIlbc73LTqpLaBgWX7zLbSu1MEkTYDyPINUjfWjf7VPq40/XAgiFz3R0SSqIEkhyxADzaZRgzSdsDz3caPENpwwey5rpmZwubrPYzJwk7mAX7P9onauoLlmHo8ztf9gec4rMHGSjugHWhjD1BbzAQKtsm+moubIsYurWw1MLgd3Q6cfi+f3Wnb7eblMG14J2ovY2ukkUYaXiOK8TtUGeg6ThJMQ26ByIdxgrENGH03Q4IoVlsA9rYh8+OAwpCSgm3kUHagD7Cf/a0Q+f+vtn3OLbRYaPp0wwgU/P7z1/nZh6YpO3oVLEyZqpn5Qa8JggCE0qughtS4gOzvnhhSpwKIfoKAFyY6Z1VBlr2avRaWQuTGBbYht/je9xvV9vxcCGRP1KzSFVjb1O3PPpKSqTb6N42sK441EEResk39ml6KgeYAcYoDK2w2jdgD8Hy38aOUNlyIUsB+dg23u967mSzsZB7g9Gwvxdbx6Ed6TMzVnC2/g+ENNiZLNiXbTIM6scVMAPQq/3jR4sB4kf/4g8c4MV2+Y0U0twOn3+tnt9t20Lwctg3vRO1lbI000kjDa7Ty+g5VBrpupgD0Vg9Efjcw+m6GBI1uxHTV7TMGqLgm40WbphfS7IZMlGz2VQtMFG2aXf2qeKJk54D9sqMLjAwhKDsGq22f711Y4fWFJqttn0Y3wo8SvnF2kX/1gyscnyrimLoQQgpyRyKlIEqdnMqOQZLmsY4VLVQCFcfMQ0vJRmAnhSCONwLOBJ27KoVOI8jSCYTQP48SnZ+6v+ZQK1i5a1acRrybg2HQK4J2BpFF5xhLCccmS5RtgyRtjxQbbmFJoohiHSR/6IHJgTmUB8YKvO/oBI5p0PE3gPfZtfXDhFgpjdXpMY3YC/B8t/HjRwk116TRjXLjhIprDrzew5gs7GQeMFYwc5tdU27OzU3oBBEzVZePn5rb0lcwvMHGk4fGN4wXhKDZHWC84EUYhuT9xyb4mQemcwODO6HbgdPv5bM7bbt5Xu6lDe9E7WVsjTTSSMNrFLy+Q7UBRncwZQZGD1Iwuo8hdQ7mZHlrrt6uhgQFi8998BhTFSeHaMdKsa/mEEQJQayYqzokKOZqDkGsX5XPVZ0cen9uqc2DsxUenKvwxmKb5y6vsdDwiZQOSIu2wUzVJVHw4rU6TS/i0f26OnG9GyKl/jLthjFRol/PPbK/Spgowljx0GwF15YoNl6t54uvSgeJcWrd6pg6z9RKV4+zQFSlH1LoHNhq0cI2TR7eX+PhfVWk1EFvlLAlctVuXYK2F2EbOjfYjxNqrsXxmTKPpgFS5gYWJ/o1bTdKEELw6P4qn3p8/8DASErBp07P8diBGkIK1johXhgTxglNL8KPYqZK2vih1zRiL8Dz3caPKQUzNZdqYcM4IVaDr/cwJgs7mQdcXfd0FbdlsNaN+swqVjshrmnwVz54bAvvdejx3GNMIKXgk4/N8eBchaDHwKEbxiw0fIIo4cHZCp94bO6OI4tuB06/l8/utG3vvDy31B4B8nfRXsbWSCONNLxGqKz7SPeC2dcLRr+62slNCg5NaE7n44dqTFecvD0Z33OlHXBpuc13zi5xZa2bswt7Qe6bIdo6dUBQ7+qcTF11blB0DEwBjW5EN4opWiaPH6zxicf0Stnv/OAK//pH1wjiBNsQFCwTy5QgwJaCKFGUHIv/6lMP8b//+DrffkNzTTPDAtuUzFVdjk+VODheACFY74Qst3yWW/5AzmvW61XXYP9YgUQpVtohHT8ijBPidDvbFNiGoGgbFGyDsmPx7sNjPH5wjC++eINnzq/i96zgSqFpCAVLakMEpSjYBhXXolYwKdgmUuj9RbHihWtrrHfCHLlVsCVPnZjk73xyMOe1dyw9c36ZLzxzkZ9cWaedVto7puSB2TL/yc+cYKxo5cD0qmPx788s8NL1ej4GHj8wti23Mxurr803+NFFXUx1ba3bN36ePDw+0DhhrGiB0g8Zu5ksnJwp89GHZynYBu0g4oWr6/y7n9zg8mpny5i7sd7l89+6wHxqVmFIwVzV5a988Bg/f2p213k1iMXZO557IfPdIOYnl1f51hvLNLohUkqmyzZPnZziL7z/cF+f7TSvbwVcvxOc/vBYka+cmef6WpduGHF8qsxcrZDvdzewfW9bl5s+P7myzoXl9pZtgREgn+Gv325ja6SRRhpxXvv0Vglebwc8frvKweh+SMuLKDu6Ejz74sraA4rLK50+Z6UjE0WefmCKo1OlgTfv3iDnq68s8MqNOuvtAD/WlfsV12K6YtMNEsJYUS2YTFUcTh+o8cnH5jg5U+Gff+8Sv/KHZ5BC5+L60UYJlEC/ti86Jv/v/8u7+ZkHprmy2ub/fPEm335jmZvrHbphjEK7On3wgWn+wvsP5YHfYsPj22eX+f7FFc4tNulscvkyUnTXkckixyaLNPyIG2tdWn5Iy9fpB6tt3W/Jps9VCxaOIWh4IUGkkBKmijZHZ8o8MFPm9MExJkt2mvsKL1xZ5+UbDdphRMky2T/mkiSKV280WOkGFEyDnz42wQdOTvH6fGvbsdI7lrphpHOQpeDBuTJPnZii4YX81nev9H2RzlQcDk8U6ARJfvzTB2p88vTcrvB6x9BM4CePaDj/ZoetQcEbMDCg27xtN4z46iv9JhXHpoocGC9SsI2+Mfe11xb4tW+d58xCK33QkRwedzk2U0EghppX2wUjm4OPKFGEUYKQOunElJKjk0X+2s+e4KOPzG3bV73Hv7zSuWVw/aA+/Rffv8znv32Rm/UuYazniBRQdS1OH6jl+90umB7U1uPTJd51aKzvAXbksKW1V+OBO+2wNdJIbzeNgtcevRWC19sBj79Z7TkzX+fZ86skSrF/zGWsaA8N2t4MdXcsyVIzwAtjNCJKpAU52v3qodkK3TBhomTz4VMz/PPvXebZ8ytIoeiG/YGrEOROWn/ppw/zy3/qdN/xpBA6vxVFo6MRVu86NMbf/OgDAPz6M5c4c7PB6wstukFEPGA2GAJc22Cq5GCnnFXblKx3AtY6Id1wa9V1Jm1GIDGlxm4JsWFmcHhSG0Bk7djN0KETRLyx0OJmw2NfzeWBma0w/w+fmuHrZxa3HUun5ir8xrOX+4Dp652AG+vaWesDJyY4NVe7JXj9nR6reznWIBD8ejvgRt1DSsFTxyd5aK56S23dvO8gSriy2iZMwJKCQ+MFHMvYMhd2an8niLmYrmjeCXD9bz17iV/98ut0Ao0Ny2gZqTEbZddgtlrYdr/32z3oftfIeGCkke68RiYFbyHdDnj8zWqPQHF2vgXo185Z9fYwoO1BUPe2n6CAqmuSoPNSBYqZqosfJsw3fE5Ol1hpBXzhmUvEcULJNuikgWvmgJUpK7j6+muLeF7El16a5+xCE9uUzFYdXMugYJnMVF1sQ3B2vskXX5rnSy/Ns9z0WGx4+GGcf+FvXjtKFARhzELTY6XtM1608MKYlhfhbQpcN0+oRGlSQdHWhUmG1GYGYRyz0vL58svzfOnl+b7+3hHmn+bLRfFWmP9Ky+cL373ESmvwWFpp+nz+2xdpdIMcmG4IgR8qnHQF6OxCC4HaM7z+To/VvRxrEAjeEAI/0jQAlSheX2giYM9t3bzvsmOy2PRRSlA0dU7yUiugZBt9c2En84cTUyVevl5npe1zaMy9bXB9EMR8/tsX8YIoH3+G1Mg6K/2BH8Q0uoP3e7/dg+53jYwHRhrp3msUvN5j3Q54/M1qz826x3o3pGAbOJZeYQjSG/NuoO3NUPcgSuiGsV7BRK8QSaAdJARRQjmF17f8mIprcmmlzUzVoexsIHt6eylJcViOIVht+/zO81f08dKUhM2A/krBIlaKH15a5aXrdYy0oEnDXjf232uKpdLjRLFu42JT80KDONlCEBj09Z4obf8qhMjPe7EZUHFNXrxW56Xr9b7+3hHm39ke5l9xTS4tt6m65sCxJA1YanpUXSsHpmfXw7GMdBU25Gbdyz8zLLz+To/VvRxrEAhen1eCa0mKjqnPq9Hdc1s377vpRXhhjGkIpNQr6l4YawOMnrmwk/nDfNPDj2IMIdgc39wKuP4rZ+ZZano4pkGUzqcMwZalpOhVYgbu9367B93vGhkPjDTSvdcoeL3Huh3w+JvVnk6oXXWsFJHTC+vP2rgdaLvph6y2dVFUkiiiJNHuVGklvUjDvWyfmYFBEGuDhDBOMA2DyaoOXrNXoam3AAJy29MEuL7m0Q51Xw0C9Fu521ZEO9SvWONBmTPpR7MJogkEEMcJ40Wbg+PFbawHtkoHvzpKyZoUpgYQnVBD73v7e0eYfwo8jwfA/LP+2i7vMEn0udo9eXZxapRgCIEltbFAJ9xwThoWXr9529vVXo41CASfnZcUehzEiaIbDD6vnbR532GiDSQyhrEUmctaku833MX8oRvouSDF4LG3V3D9fN0nTh3h+qoNU2XDQaQ545v3e7/dg+53jYwHRhrp3msUvN5j9cLDB+nNhn4Pak/R0mzHMLWFlJsMCLYDbZ9bbPL7z1/n8kqHlWbApZUOy60gDxj16/4sCND7zMwRbENzWrNgdrbs5s5Q2d9S6NejZdtIsVaCA+MuJUv3VTgggTXMma8mJctM9zcg2OsxCJCAbQlsSzJednji8BgzFUcbHAwhneagp1rWJCvl0BYtM88vzNzDWl5EkkAQabxVBu7PjB66QZz3Ua+y/tru9a6U+lyDnuU+IzVKiJXSBg9SULQ2vpR7x9+bOVb3cqxeEPzm88pWvQ0p+oKNYdu6ed+W1Ki0LOjMVv7NdAUumwu95g+bVbCN1GJ48NjbK7h+ruboh8pYbeTQ9CgbDkoxcL/32z3ofteg8darkfHASCPdfY2C13us2wGPv1nt2VdzGStYdIMYP4wp2Ea+ercdaDsrmvrG60uEkSJMEjp+xHo3JIhiukG8UXAFlGyJbUpaKby+7Bg0vYijkyWaXsTxqSJlx0QpsA2BY+pXtq5lYJsiB9H/4pOHNUReCpreAIh8N8QQgvcdneD0gRpxohgvWmibrXQ7yMkBSdpGRwrtXGWbVBxtAzpRtLbkxw4KZ7PVP6U031QAMxWbphfx+MEapw/UeGOhxQ8vrfLshRVeuVGn4YVcWe2y0gr6Yf7F7WH+TS/i6FSJhhcNHEtJDNMVl4YX5sB025QULAM/1NdkrGixr+bmnxkWXn+nx+pejjUIBK/PS+KFetyNFS32VQt7buvmfVdcE9fSGLMk0dQB1zK0AUbPXNjJ/GGu4uKYBrFSbC42vxVw/cdPzTFdcfGjGFNkbyY2DCMSpVMGwoSB+73f7kH3u0bGAyONdO81Cl7vsW4HPP5mtScBHpwrA6RFMCI3ExgE2k4Sxb/8/hVeuLpOkiTM1hydfyoFYZRo3FUYazMBBAXLQCFYaHg4lmSu6nBuqc1k2eYzTx9lsuxwYaXLI/srmKbEj1M3qnQVthdE77omnzw9x4OzFYIoYaHh0w1jumHEQsMjiBUPzlX41Ok5Pnl6jqmKy0zVxbGMfvOBTEoXvhQci8cOVHM4ezuIedehcQpW/6vDzSUaUoBrSTq+zlmNE21mYBkGk2WHTzw2x8P7qtxseFxYbmsObFEzX70wZrUdULTlBsw/LQwxja0w/8myw2eeOspkefBYmqw4fO5Dx6gW7ByYHiuFY+niJoAHZ8sksGd4/Z0eq3s51iAQfKxUWlwYI6TgodkKCWrPbd2875YfMV2xEULRifR7g+myTTuI++bCTuYP55fbnD5QY7LkcHXdu21wvW0bfO5Dx3BtMx9/caJtmrN6Qsc2qBUG7/d+uwfd7xoZD4w00r3XCJV1n2g3ePj90J5ezqsXxhhScGiiwP/1Z07y0Uc2sDBXVtr8tX/+HB1fr4YGUUI7iFlrB7SDCD9MEALGChZjRZvxokm9q/NPJ8s2B8YKPDBb4eOPznJ0osS/e/EG3zizxFonYLnV5dKqRxjFCCG0k1MKov+lDxzta/+//N4VvndxlXpX556NFSzef3ySv/j+wxyfKmv+7M0GP7q0xovX1jgznwbrPfm0riXZP1bgZx+c5i++/zDQD2dfbQecW2yy1g6JemaSmXJeS46Jn640SyEYL9mcnCnz7kNjvOvQGBNlm99/7ho/vrpOveOz2NSroo4pqbgGTS/JA3rHsnh0f4UTM2Veu9nk4nKbRClKjpkbChyfKvPM+WW+9toCN+sehtCr0ydnynz0kRkKlsnXzyzwBy/c5Ga9S5SmGsxWHQ6Na85rJ4xwTclU2eGB2SqP7q9oEkSUaPZqEPOVV+a1oUEY5aYSH3l4loYXbuFYDuJbSimGYoRm4/DcYpP1boAUkpMzZf7kE/tp+VHfPr/5xtIW7uZs1eHQRBGBGGpe9bZ1vGgxV3Hx4mSLOUKUKMJYu50ZAmxDt+szTx/rQySdW2zypZfnB5o/XFpu80+/eYGrax3idAV3L+D6JFFcXetwcbkNwItX1/g3z13nZsPbwnl9/GBty363MHWDmK++emfvQbfCgn2r8GNHxgMjwVtnvL4VNOK89uitErzC/TcJBrXn7GKD33jmMheW2iAV+youD8xW+6Dv33h9kb/3ey9Rdg3avq5mz4pnTCkxpcZH/Zefeoi5WoE/OrPIjfUufqTzO09Ml/mz7z3A1dVu/uUQpCutczWXP/3kAcYKNgsNn7maw8dPzQ20/tz85a4dtopcWG4NgOw7PHFkjChWrLUDOkHMRNFipupyYrrMwfHitnD22bLDc1dX+f7FFW6se+wfK/D+Y5O859A48029oqpSJ61qwWKlFfDC1XUuLLW5utbmtZtNukE8kDGbpTCakhT5ZeBaBobQq+C2JTk4VuQDxyd5eH81d6jqhjpvdl+twEcfmWGm4uaBiZe6nbmWwYNzZR7bX+tz2Lq62mGh7hElmpCQKIVjGhyZLHB4osRYQXNzb9S9vNisaBlcWe03sDg6WeKJw2P85Mr6FkOEI5NFGNI44Ox8k9997irnl1rECvww4sa6LgIE+uDwP/vA9C0Hyr3BSDeICGNd3HZkssjhiRLHpkocGC/kTM8ry22ev7pOy9fGHu87OsGnNpk6nFts8qWXdPDaa/6QXas3FhrcbPqQKI5Pl/j0U8c4tW/3+1Tvw9l6N0AovWL/viPjHJosESfJQIet3s8PMk/42KMzOzq37UW3YrxyL81abkUj44F3tt5q4/V+1yh47dFbKXi93zUsyPwbry/yX/7uC0Tp6o9tSoy0KCjL+TQNwd/82IO8cr2xDcQ94uJy545B3Pd6DndLvccvWJIfXVrj6lp3V3JBFj6YhsjzfveNuaA2TB7qXjTQvCArLIsTNfCce40Nojjhh5dW8aNEF3KlVfEKgWtJTs2VubamUVqZecJ2BhbX1/V1LNnaLWyvhgib+2tfzWWh4fHMuWW6YUzB0ta9wG2Pi17ofNk2qHsRfhgTJTr94H1HJzANOZQRRHYO2421NxZb3Kx77Ku6PDC71WhitzE4rAnHTgHi3Z4Dt3KMez03RxppLxqN1zuvkUnBSHdcewGZH5ksopTQnM20sEpXZAtcU2pHKgUXFprbQNyLvHy9wWrbv6MQ8HsNY+89/snpUsrPDYZCbmWIrShWCBQJevV6omQRxQmLTY9md6t5wcnpEmcXmpydb3JyurTVuKDH2ODEVInX55uEsS5iE+iqekMKaq4u6nr1RjMlHwjmGz6owQYWJdtApQVNcZK2aQ+GCJv764GZMiXb4KVrdcJY6WI5IWikdsa3My56ofOHxnR6hOYE6wK5MNYmByemNowzVlr+jmMoipKBY63smERRkudJbjaa2G0MJokayoTjyy8P3sebMQdu5Rj3em6ONNJeNBqv916j4HWkobQXkLkhBFXXwJDgRTqAUUoRJQovSjAkFGyTK6vdwRD3hp9D3Dfjrm4HAr5XGHuSKK6udjgz3+Dqaue2b0S9x2/5MYsNvw9btZNilTJF0VgxpaDtx/rVtmVQ70ZUC+YW84KWrxm9uuCrH+2z2dhgvrlhRhGnTFhTCn39AMcyaAcRQkClYLHaDji/3BpoYNHyY7wowZa6GKzpRXsyRNjcX0KIPrMMKTWdIjve7YyLXuh8lEA31DnHQgiEEHlb55tebpxR2cYIIjuH56+uDRxrTS9irbu90cRuhgC56ccuJhwvXl8fuI83w5DgVo4xMkoY6a2k0Xi99xqB+0YaShsg88G4nIJtsNDwcpD5gfEiQsBqO+wL0AQwV3WoFWw624DRO2GMUgohxbYQ99V2sGcI+F7O4W7kMvUef62jQefJLWbtCDaMHbLX+6YhtAtYj3lB9v8CtcXUAPqNDdopDSGD+iulObqxXijHSIH8Cl3k1fYjWn6UG1gIIQhUQqy0GYVSYBoQxhrubyqRGiJIpITuAEOE3jG0+Xr1mmVAyqxNj5d9/lbGRS90PoiSND974wvJMgTdQJscVFwrZxEPUnYOK+1g4FjLDChqBYt6N9xyTTb3wWa1g2goE45OMNhUYK/z+FZ0K8d4M9o10kh3SqPxeu81Cl5HGkq9IPOKa235/WaQ+VTZYapsc3PdY6HpEyW6GGu26rCv5tIOYlAM3F/RMhDp6uKdgLjv9RyWmj5fenm+J5epQCeIePlGnRv17i3nMvUe307ds3SQtPcANluB1Raj2q0ritUW84Ls/xVii6kB9BsbFOzUjCLWr/6F2IDw6xSC7P83zCSy197a4GCjTWYG80/0Zywp+wwR4l0METb3V8W1+swynPTBptcw41bHRS903k6viTYQ0L/vNTnoNc4YpOwcJkv2wLFmGxJT6mOZA4wmdjMEKNlmnwmHY/bPj8yEo2gP3sde5/Gt6FaO8Wa0a6SR7pRG4/Xea5Q2MNJQ2gvIPNu2Gya89+g4P/vgNB96YJqffXCa9x4ZpxsmPH5gjNMHaoMh7lUnh7hvXl26HQj4MOdwYrrEC1fX70ouU+/xy47BTNXZwondTqZMA0n0iqsQUHIMLEMQhDG1gkmjG20xLyg7OuAzhKDs9B9rs7HBXGXDjMJI3biiRKcOCMAPY0q2NopodkMmSjYnpsoDDSzKjoFrSoK04KnimnsyRBh0vXrNMpIkIYiS/Hi3My56ofOmhIIl8aMEpXS6S9bWuYrbZ5yx0zx48tD4wLFWcU3GC9sbTexmCHBgrDCUCcfjB8YG7uPNMCS4lWOMjBJGeitpNF7vvUbB60hDaS8g895tzy21NdO1aCEEnFtqM1Gy+cRjs3zy9Nw2EPcOjx2oMlFy7igEfJhzeNehMS4ste9KLtPmftlXc5ksOwNf//YdF72CCSltAIFEM2hX2yGmaTBTcakUtpoXnFtq8+BsJTdX2GJc0GNscH65zUNzFSxDsNYJ01QBnUJQ93Su6iP7KwRxQhAr5qoOSgw2sGgHMUJKLCkwpG7TXgwRBl2vdhBz+mAN0xCsdkKUgqpr0vKj2xoXvdD5q+sejinT4DBirRNiG9rk4Pxyv3HGTvPANOXAsdbyI0xTUk2LEDcbTexmCCClGMqE4xOPDd7Hm2FIcCvHGBkljPRW0mi83nuNUFkjDaUkUVxb6/DMuWV+dGmNphdiSEiUYP9YgY88PMNTJ6YAcqbmctPnJ1fWubDc7oOeZ7D8phfy+nyTn1xZZ77hYUhwTIPpqsN7j06w2g74gxducHml0wcB/8sfOMJDc9VdWZTbMRg3GzDYhmSm6vLk4XGaXsi//cl1jk+V04C7f79RknBpuc1/9pEHODVXJQhivnJmnmurHW7WPaIkwbVMPnxqmvcdnsw5r6CtOQ/UCnzv4gpffWWB84tN5pseS02fth/3mRxkMgQgdBDpmBLTkLiWxDEksYKibXBoosiTh8d5aK7CmZvNHOgvEMxWHR49UEMKwYWlFldWu7mHfdkxeWC2wtMnJxlz7Zzzem21w3zKeUUpvDhGIpiqOLz7YI3pagEFrHdCvDAiihWtIGah4dHxIxTk1+pdh8b48WVdvJRdw/1jLkcmS9BjHHB8qsT+8QKWKVht+Yy5NutewETZIYwU19e6XEzH0Wpb47Z6Oa8ZHP7nH5rh+nqXph/SSkkE3Tjgl//ta8w3A+aqNv/sL72HmbHSlr4exHl1LMnhiRKHJ4p9wP5zi02++OJNfnhpjVYQUrRMDoy7PDhXYbbqcmyiTMkxeO7KGt98fYn5hodlCMquxeMHxji1r8JrNxqa/xqESCTHp0t89JFZnjoxtWU8Z+Nsvq7ZxsenS/xvP7jGt8+t0PACBDr94adPTPEX339417SW7UxRsrm529zajqHcu23GuH3h2hoLTR+p4NT+Cp956jin9lUHzs9Lq+37yqxlpJF20v1mLvRW14jz2qNR8Hr7OrfY5F9+/wrfu7BCPV2RswxB0TaZKNtUXYuCZTBWtEDBejfMi5yOT+sAZrri9Ln4/PjqGldWOprXaRtMVxymyw6WIYniBD9OcE2DY5NFDk4UcW2dR1h1Lb722uKuhVSD3G8ykP1HHp7NjQZem2/wo4urXFhucWVFr/K2/IixosWh8RInZkpMlJx8v00vZL0T8rc+9iDfeH2Rz3/7IjfWO7kNZyYJVByDatEmSRRKoPuoYGGbkssrHRaaHgNqqJBohy7bhOlqgZJjkiSaKlB1da7VvrEC7zqkg6CKY+VBRgb0f/FanWtrHRpemFrcSmSae+pFMW0/Ila6YMu1DA6OFXhorkwnSGiHEQVTcn2tw4XlLkGU5I5jZcfg008d5W997CGeOb/Mv3nuGq9cb9AO9Gt0x5Icmyrzx9+1nz/x+H4urbb54ktpkOeHlB2L9x0d5xOP7qNga3pB5l51Zr5Bw4tydyiRjrOqa3Jqrsoff2I/7zo0lhtD/OT6+sDA58dX17iy2qEbxNxY7w40fzg87vKt/+ojW36+ncPW5kDua68t8OvPXOT8UouWF+VpBobUeb1GWsCWKEWSKBIFjiU5PlXiI6dmeXh/ldduNnj2wgrXVjsEcaJRcBNF3n1ovG88/9azl/j8ty+y1PQ0uixluz68r4ohJWudAMuQPLq/yp97zyEenBvuS3Mnh62d5tZ2Bgk/nbrXZdueW2zy//v6Ob51dolWEKGUngMnZ8o8dXJqi3lFNj+zB5D7xaxlpJF20v1mLvRW1ih47dEoeL099QLRDQHVooUfJlxf94iThNmqy1MnJvHCmB9e0oiiDF6/GdgM8OvPXOLKaoelpkcYJTiWgR/qCu9uqAtudvv8blDoXuD8TgYHGWS6tz22KZlvaJeo8YLFWMnmiUNjTJQclFK8sdji9IEaJcfgH3/lbB4EbicBHJ0sYJsGN9a7BLHOV9VV7dt/xrX0q29TCmoFizDR7NUnD4/jWsZAEHbv+Vxd7bDS8gFd3BXGCqUS4kTnzkqR/REICWGk3aSePjnJqbka335jkRevNbTJhNTpCnECQZoD++ffe4h6N+wbFwLBeickUYp3HRrjP3z3gV1h/pdXOvzKF8+w1PTohglxnPT1pyHAMCQFSzJdcbc1IcjPfaXDYtMjihWXV9oDV7MzbRfA7qbe8eUYgvmGRxSnlsICLAP8qKf96QNCRoQ4MFYgiBW1gknbj/rmgWkIZiouhyeLfPbpozx7foVf/fLr+CmZwzEF3SCm6Wu74fcdHec9RyZuG44+LHB9WIMEgF/+g9f40eVVkkRRTIsBu4FGqCmlV/4z84o7YUAy0kgjvbU1MikY6Y4oSRRfenmes/NNbEMwU3VxTYO2H2EZ+jV2wwu5uNzmZt3DNkQe/ElBX5HTl1+e50svz7PSCoiihChWTJYdKq7FRMmi7mmklpXC77f7/G6FVEEQ58D5nQwOgiDmyy8vbGlPtWBzcKyAFIJ2GNPo6hymRjfIc5l+7sFp/tfvXKLr69WknaSA5VZA24+005VSeOFG4DpoAiogjBJqroEX6kKkQ2MFolhxaaWjX/dvKh7LoNkrrYAw0u020/5B6WuplCYGZJ73jmVookCiA+YoUbw+3yKOIs7cbOarnwiRc1WLpqYR/O5zV3n9ZiMfFwXLxLUMZqsOtil5fb7Brz9zkZXW9tfrSy/N8+vfuUi946MShUpXKHv7RWcu6N/VO/5AE4KNc9dUizhRuCLcMXAFuLLmsbje3nmjTeo3NCiw3o1IlA7uBRol1kvHyfi8KEXFMQijhOtrXRrdgMWGR9gzDybLNnGiMWMrLZ8/fPEmn//WBfxIWxUXbQMppD6eFCilePVmQ+/7NgoKhwWuR1EylEHCF1+a5w9fvMnL1+uo9KHLtQwsQ1KyDZJEM5+jOKbsmHfEgGSkkUZ6Z2kUvI60rXIgulJUCjr/U4PmNcTdsQyU0tstNnwqBV09vdoOcvh6VuT04rU6L12vU3VN1roh5R7IexgrkpQl6ljGjp/fV3NRSnF9rcMbi02ur3XySvRziy2+cmY+B87LTSzOXpD9V87Mc36pNbA9xXRFSAqBAq6udrhR9zh9oMZnnz7KhZUWS00P0xQM8xXb9mPWuyGmIfu4rjtBsiKlV++EgChOaIcx5Z6+3Vw8lkGzq67JUku7dtnpal+sFFJCbzyQprMiMqKAIZHAWjvg2Yur+LFCknFeNdoqUSCkxJbgR4q1TpCPi/ycUuMDP0o4v6jbs13h2w8urXJ+qUXRNvGiJDdhEGnnZP0j0WYXRdscaEKQnXvF1SYNZdfiwlo4xJWB/+SfPzfUdpl6DQ3aYYwXauRVojQqrLfN2VkrINxk9GAZkno3ys0Qsn4pp+dQcU2+c26ZhaZP0TbzsRyngZ9lSExD0PYjzi+3+vp1rwWFwwLXn7+6NpRBwg8vrfKdc8t6tdjpv/5Rko479BjqNWm4HaOJkUYa6Z2lEYRspG3VDqK0uEel8HPturQBcddfSkGUoEzybVp+1AdfL9gGnRSsPl60iZIEy9gYehoyr8MWKQR+HG/7+YWGz4vX1ql3w5wVWitYnD5YQwDzdT8Hzg9SBrKfr/t4UUzVtba0B8hh9A/vq1LvhvyFnzrMzzwwjZSCb7y+lNqeDre6laC5fzr/caiPpP2S5Cujme1ru6dvN4Ows/PRrE+dGxkp/YpW0h8o6x5X+gqm/Fa9MquodzcCv0TpP34aXMoM+gp5ruJmWYZEKW2KsF3uV8E28nFSsI00kNYtzD6RBYIKhVI6j9RPXy/3KgOGV11tlWu5JuGQ12a+ceuGBo2uJh4ImT0IbPMhlZ3HhtGDQI+fzcGildIiMtpBrPpZrrov9DHNlO3b8jcCwFuBow8LXF9pB0MZJLT8KMWZDUDdqY38aaUUYbLVpOFWjCZGGmmkd5ZGK68jbauSbaYOWCINiMhB84kidzayTYktJWGcEMbJFvh6N4gpWnpfSaIw020zGT2BcKLUtp9v+RHfObfEajvANiXVlB262g545twyq+2AuZqTA+cHKQPZz9UcXNMY2B7IAjODgmUwXXY5MV3OA7GZqkOi1K4pA72SaaCxl5ehhpB5UGQauo2G0BX6yy2fxYaPbUgNrk+h2UmSPWhoZJUgNRtgIygk/X+BXlkmDaj0MfXDAOjPZKtkMjUniBNFZoplGVv7Les7IbQpwnavr7uBfmVsGzIN4rJWbQTZ2d/ZOWQGAZtNCLJzj5Mk7acNF67dNFe9dUMD05B50L9t4Jqe1majB4UOxjeXHGTzR69umun17l2tF/kxo7Tfys7Gg9etwNF7geuD1Gu80GuQsFmZQULZMam4JlIOsHcWMn8oEUJgbXo7cqtGEyONNNI7S6PgdaRtlQPRhaDZ1UB0DZrXEHc/jBFCbzdTdWh2tVf7RMnO4esZsPnxgzVOH6jR8CLGCxatHsi7ZQhk+srVD+OBn39sf4XVVoAXxlRdA8eUSKnzbquugRfG3Kx7fPjkTA6cT5LNuZEbIPuPn5rjxHR5YHuUUrQ8DfxvetEW2PRj+6sajD9kP1oSXFOyOb7JX5EPkCnAMUktViWlNJ2iE8S8fK3O9y4s88y5ZZZbAd0wyqHZDS9iumwjgCCMc4OCJNFGB5mkyFZbVbqCl5AA4yWbnz46nrtLZUVIInXcygIPQ8BY0c7HRX5OqfGBY0pOzOj2bAfx/qmjE5yYLtMJIlxT5iYMKj1w1j8Juv86QTTQhCA792Z6zVpeyPHxra43g/TP/tJ7htouU6+hQckycC2DKElSi97+Nm8E32j7XDaMHsI4oVYwc0pB1i+94+6DJ6eYrTh0gigfy4YUmKmlbxQrSo7JialyX7/uFY4+LHD9yUPjQxkkvO/oBB88OYVjGhqd1rOdKbPgHRxT9Jk03I7RxEgjjfTO0ih4HWlbSSn45GNzPDhXIYgVCw1Pv150TMJY4UcJVdfi2FSJfTWXIFYEUcJc1SFWqg/Y/InH5vjkY3NMlm3MFAK/0vJpeiGr7ZCaqxFSYQq/3/z5gxMl/CihYBl4kc77y1afvEjpn4cxLy80cuD8TgYHtm3wicdmB7ZnpRVgpDaek2VnC2w6iBXHpkrYQ8Lwi7YuVklIK/zTv4GBAbAALFNS92IKVpoHuNLRmDKldFuUzjEE+I3vXubCcis/H8s0qBYsokT3IUJfS82LzVy6dCClFEipgwlTCh6aK9OOVF9QgQKVKKJYEaUFSIcmihyeLObjohtGdMOYhYZPECU8NFfls08fY7K8PcT7k6fn+OwHj1ErOggpEFJs6ReZBc5SMFZ0BpoQZMDwybKDKfW19JSFud2TQarD4+5A3utO6jc06DJWMJECogzvlSLOMhlC9zVC0PRjLNPgwHiBasFmpupi7jDufuHxfXzuZ47jmAarnZBOEJOoBEm26ip4ZF8VJbY3ehhGwwLXTVMOZZDwqdNz/MLj+3jsQA0hteGFF8aEcUI7iJFpAG4aRp9Jw+0YTYw00kjvLI1QWSNt0SD+42//MOW8pvmQrqm5ruMlWxdvmf2c1wzYfCLlvE6lnNe2F/F7P77Gi9frOhgOYmzL4OB4gQdmSrS9mNVOSKISxgo2J2fKvOvQGGfmm/yTb55npuJQ74asdQKiWOfe1gqaWLDUCvhPfuY4jx+s8ez5Zf79q4ustHQObKw0d/XhuSqVos5znS07usJ+oc1q26fpRXhhgmMJjkyU+MDxCWZrLmcXWgRRwhNHxnhi/xhvLDX5H754htV2QCuI2a4w2hJgWzIvdjKkwDYMYpVgSUG9G20JXg10UY+RBkHjJUcXfHUCFIqpkoNjmUwWDRpeghfpXNo//cQ+/sbPP8QfvHyTb7y+yPX1LstNn7VOCEoXZJmGwJaCVpCw3pPXagAzZZO5sRLdMKLejWj5EbYpqHeivqp9xxScPlBjuuLy2P4qP7q8xsVl3T8AJcfksf01/sx7DvLUiSkuLLdyiLcXxsRpcd2HT81wZLJE24/41tklvvzKPBeX23SCuI/zakoo2iZTFZt3Hxrj9MEaTx6aYKxkb+EpZlD8Zy+scG29QxAmLDb9bTmv/+KvfmALm7HTCfln3z3PtVWPA2MuTx4dp94NubDUomCZHBgv8PFTc3z7/HLOEW55Ojc8exCQQmCm7hIZ5xX0eTwwW+ZDD0znhhK9TNqibXBgzGWm4uBaJpNlm/ccHeeNhSb/63cu55xXCVQLFkcnizimSUJCybZ4/GCNjzw8S8MLtxhzDKNhgeu9nNd6N0Apfd0f3V/lz7znIO8/MsFPrq/z8o063zizxGs3G7RSModjSh6YLfOBE1s5r5nRxJuJybobjM7tzFFGGmmknTXivPZoFLzuTb1fYL2g8o89OoNrGlvcom6mxSHZjR82HLaWmj4vXF3nwlIbL4oJogQ/TLBNXYyy1PRJlEpZrGbKNzWIlMIQMFFyKDsG9W7E9XqHl67WUYAXJluq9M00aJgo2XSCWL8ONzQdwY+S/JXuThJoRmfJNnFtg7Yf0/KjPh6rZPBqadEUHJoo4EUxN9Z8bFOzPdc7EZuzbyU6VUKkDFCBfn16bLqEFIJOEOOHMZdXO7T8rbm7pmAgBmq8aFF2TIJIM0Dnqi4fe2SOU/srSCG4sdbl9358jReurm8xVRgkCYyXLOZqLo6pcUaP7atydrHFT66uY0qRF++VHJOZikPZNTGkpGBtAO6PT5X5bvowcbOuHb5W2gF+iihLlMK1JNWCxf6qw5GpMhXH5AeXVnhjvsl808/zbAUa9v/gbIWPPzLXB9A/t9jkSy/Pa9cqP0QKiSkFlxfXubyu0VmmgAemXB4+MAFC9I3x1+YbfPWVBfxBzhFsmCbsqxX43IeO8RfedzgPUsZcCyWUttVVKnfYmm96rLT0g8fRqRI1dyPozgKnzBjjlRt1/sX3rnBltZO6m+njnZgp859/5AGiJOHlaw2u1zu0vZhra9pJzDYlB8eLzJQdrqx2WGz6A405htGwwVzmsPXM+WWev7RGoxtiGJrz2+t+Zkrt8vb4oXFOTJc4OVPmvYcnME15z4O87e51m00Z9qLdzFFGGmmk7TUKXns0Cl6H17Cg8lvZlxfGPH9ljbVOSMEy8iIpgcoB+J0wzkH8m00P5qouv/m9ywODuV4VLYEh9St6P0x0ELBHuabAj/sLsnbCWmUqOwZlx6QTamL95sC3VwKNocqKW5ZbAVIIPnBiAtc0+OqrC/g7uR9so4pj8OBcZQv0HeBXvniGyyutPBAcRgK9qvbhUzMcmypxYanJ119fAuDweIGiY7LeDrhR95BS8NTxSR6aq/aNmw+fmsnNCgqW5PWFJmudkGY3RAjBdNkGRA7orxV1OsSF5RbnFlpEscqLyrLrYEp4YK7Cuw+Nb2tgcWa+zrPnV0mUYv+Yy1jRZr2jrWWzvj41V6MTRHz11Xmurnm79gXoB46ibfB3PvEQv/SBo8N35g762msL/D/+7cssNnQbrDS/I4z0Sc9UXP7Gz53gzHxzoMmHH21QGPbXXMZK9l0H/2+e44sNj2+/sZySC0z2jbmguC/NB+7kvS7TsOYoI4000mCNTApG2rOGBZUPAz/fvK+yY3JpuUMUKw6NuTS6Iasdn5mKzXTFYbUdUk9NBaJYcWm5s8X0AKXwtiEI9B1b6SAyg+7firxoK0lgmD21fL1i+vTxiRSNtf22uuhJ4IUx9W6Ik9IVXp9v8eMra7cUuAI0/RiSJIe+r3cC/r9ff4P/+Y/eYLXZ3VPgmrWzE0Q8f3mVtZbHd89rx6Rjk0WqBTuthk9wTAOVKF5faCLYMJhYaQV84ZlLrLR8Tk6XNKIsTFKGbIq/ihQTJSslGcS8Pt/gzM0611b0mMn4qUZa7GNKfZ2vrXZYbvp8+eUFvvRSv4GFQBsuADiGPoYhBH6ocNJqtLMLLQQK14Ab6zsHrpASGoTGXPlhzK995yLBEGNyN0VRwq9/5yLLqSNaIc2RtqTEtSQSwVLT4/PfOs9y0x9o8rHSDojiBNuQ+bneTfD/5jlesk1evFYnShQT6cNHoxNRdsz7znzgTt7rMvWaV+xkjnI/nP9II70dNApeRwKGB5UPAz/fvK+mF7HaCSi7poaUo9mlYazy/Mbs32XXZKHpbTE9eO7q+q6OSaBh8GFMnoP5ZksBndTudjBptl+Jgm6gEU8F22Cl5bPY9G+rDdfWPbpBxM26TxglvHKjwUvXG7RuMdBKFCw2fV64VieKE/bXXEqODlAy0wrXknoVthNys6HHSGZYcGmlTcU1afkxq50Ax5Ta6MIysE1JN4zza7/Y1OkEDS+iHcaYxoYjmEwxbVlxWSeI8aOYF6+v5wYW2di9Wfeod0MKtoGT5m03fV1U5tgmBdvQba17PHelvqPFb6asHbHSeLjFhsdXzszv3n+J4upqhzPzDa6udrYERc9fXePsYjOnefTOvix/VimYb/j4cbzFVKMVxEQpnsxK+zMb/3cL/L95jt9sdFlP+ztzY8vacb+ZD9zJe12mXvOKncxR7ofzH2mkt4NGJgUjAcODyoeBn2/eVxAnuRGAly/9qZwTCym0XSlc0yCMdU5rr+lBo7vVMWnQq3ylUhD6PUqGieO0wh+wTIGKtme7bvBMVbqiqNms26RcDq1OEDOfWo/apsCLUi7oLcSu2dewY0oe3l9lvuEx1sPg7DWtsAxBN1B9jF0jxToZUubjwDENHdwLDbUPVc+1T7QFUxTra2hI0cOBRacPJCANQRTph59YxShUyiRO+yCMNRdWCoQQhCrROLD0uFJCN1F0wpi6N5wbV442S4kLgVLM13d+0Bgmr3KlHWijj/R8t1wDsdHXYay2mGpkfaVxc6qPwQx3B/y/eY53g7S/01VtQ5Bf17vVhlvVnbzXZeo1r9hun/fL+Y800ttBo5XXkYDhQeXDwM8378tO8T8ZZF9L80ezf6v031mRw2bTg2phg9uZWRpk2Kc++L5IQei3VzB8yzJMkVpnbsDrN7cx00ZP6JW1MNGveweYVu1JSRrkFCwj71eNJrqFnaU82IJt8PC+CrZp9AenPaYVYawdz3q/wDNjgThJ8nGg0mA3ViqF9vdce6ntUjMDgFip/muZ9mmSBrSWofNPS5bZN3aLlqED59QeN9tndtwwdWcrWgY1dzgmbP6wlOKvDCGYqznbbp/lVb50fR1DQtW1MCS8dH2dX3/mEucWm4A2PrBNmRsxbFb2IyN9QNhsqtFrlqAQeX9muhvg/81zvGCn/Z0uYfde17vVhlvVnbzXZeo1r9hun/fL+Y800ttBo+B1JGB4UPkw8PPN+6q4JhNFm5YXaUg5epXIMvSXce+/W17EbMXdYnrwnkNjea5ivgImtjobWVJgGQzNYL3TmixYPDpXoWSbmsWZ/ny7hWApoGBLojihG8RMlh1mKtsHRMPIkvr8ldKroJMlm4mihdjjim7Gg5VS8OBshV988vAWA4jMtMILEzp+xFjRYl9Vj5HMsODoZImmF1F2DCaKdsrrlfjpa+WCZeTXfqZip8YTJiXLIIo32pGkq7xZPnPRNnBMg8cPjHH6QK1v7O6rudQKFt0gxg8iCrZBxTEpWAZ+oO1Lx4oW+2ou7zlcy00ZhukPQ+h0iZmqy8dPzQ3cNsurvLLSod4Neel6gx9dWuWl6w3q3ZArK508r/LJQ+M8OFNBCE3H6B0ridJ8XSFgrurgGMYWU42ybWCmlrxh2p/Z+L9b4P/Nc3xftcBY2t9JkuTX1TblfWc+cCfvdZl6zSt2Mke5H85/pJHeDhoFryMBw4PKh2Egbt5Xy484OlXEkIKr6x7VosVE0WaxGbDY9JkoWdRSUwFDCo5OFbeYHghDcmpfNQ8GM+tSpTYCQyvFZbX8WKcd3CKv0THFlqB4mD0dmSjy8IExLq52eWR/Vb/ypt9pqXd/sVK4lkGtYOV4pofmyjxxeDwP1Pcq7earrWgbXoRjGbz7yARPHp2kVLD3NOGzHM/pssNnnz6G65pbDCBipXBMiR/FCCl4aLZCwobBxGTZ5jNPH2Wy7HBuqa1teS2pg7JEEScKxxSstkMMQ2IZBg/NVTm1r8bByWJOolCg/1YQJTqAPDhRZKri8InHZvnk6bm+sZukfQngx/oYsVI4lsiL4R6cLZMAXgz7x9yh+iNb3XQtg7/ywWPY27wmvr7e5cdX11hseiw1fVzLYLxk41oGS02fxabH81fWuL7exTQln/3gMabK+qGlG2igf5gkeGFCgmKm4vK5nznBVMUZaPIxWbIxDZ2akZ3r3QT/b57j7SDi9MEaphSsdnQaRrWoLZ3vN/OBO3mvy9RrXrGTOcr9cP4jjfR20AiVNVKfhgWV38q+/JTz6liSIEpYbgUIdNW0bcq0al3imBLbkFimJAgTumGMFIpE6cKQswtNvLDHclLAvjGXg+NFbqx3WWr6REmS5w9GscoLxXaTAGxTUHNNvEhtwV0NyrMVaMvYP/HEfi4stzi/1EagWGgE3FzvEsYbea/Z/lWiUOiV54JtcGSiyOHJEqvtgKYf0fIibqx3aAd7Wy6VafscS1Ar2Dw45bLcjqh3Q4JI0fJCvD3scrZi8b6jk9QKJq5t8uFT07T8mN985hJnF1t5msehcZcjk2U6YUwnBe4/fmBsW87rcsunHeiV1zhRuKagVrQ5Nlnk6FSZsaLFucU2L19f59xSO2f7ahaw5rx+4tG5vnE5aOwKFBeX29ysewRpNf6+MZejEyUQom+Mv3qzwVdfmd+W9JBxXvePFfgrHzzGf/T+I9syUV+9Wedv/vZPiGPFZNnuKwxSSmk3LQmf+9BxKgWL8aLF+aUWn//2Ra6tdnLjC9sQnJwt87c/9hAfeXg2P8fN5gaHJopUXYvLK+0+zuvdBv9v7vPVdtDHeb2VNgRBzFfOzDNf95mrOXz81Ny2Dwl3su073es8L+J3nr/C9TWPA+Muv/jkYVx3a1rBIM7rvTBfuF3dDfOGkUbaTSPOa49GwevedSdvXJv3ta/q5sYGBUsjrTqp33v2u9duNvjRpTWWmh5elNDwQjpBRNE2kUKw3PRY7QSgtLvWB09O8ud/6hAvXK3zhWcucnG5hR9tpBfYBriWSZIogjhGIUAoJIKCZRDEivamXDUdkJb5xKNzfOPsMqttTUuQwJXVDvXUfECS+rVLXRDVG/dYUgdaUkosKXL725Yf0e1xCTAFjBUtqq5Jw49pp37wRctgtuZipMikthfyxmJ7KOqCgU6pGGZb0CuZUrCreYEhYLpsM15yWGlrK1jblBwYK3B0okQnjGmHESXL5PSBGg/vr3LmZpPzSy26oXYDK1gGpiG4se5xfa3DeifEi+LciQyli9eqBZO5WoHpss1qO6AbRhQsk8cP1vjEY/t46sTUlnE5yB3uy6/M88NLq7R8jW5639EJPvHoHAXb6BvjF5Zb/MFPrvF/vHiTpWYACsqOZKLiUnMtHt1f5V2Hx/j4qTmurHd2LMT6wcUV/ot//QIV16QyIKf2xnqHxYZPrWCRKF3UaEiBa0miWK9IjxUt3nt0nP/4qeOc2l/dco6ZuUHZNak4FgfGCiSJetPB/5v7fLbs8JPr67fUht969hKf//bF3E3MEILpisvnPnTsjjF1d2r7oHvdP/7K6/zmdy/T8kOdRiOg7Fj85aeO8F98/KEt+7zX5gu3q7th3jDSSMNoFLz2aBS8vrW01dwg4bnLqxrDYxmYUujqagRl1+Sh2TLdMKETRJxdaLHa9kkSQOjK/ywWk0IXRlmGrpxHCIJIEUbxjgFe1TV516ExHpgps9jw+MbZJTpBjCEEZdfAjxI6O6yOCqDsGtiGpNENidVGAU62Stp7+KIlsU0DIcAPdZHHgYkCQaTwgohrQ/BI9yLBBv5pT58TcHDMZabqbgv+f2Ohxc2Gx76aywMzZYq2yY31Dj+8tEYYa1ctL9SrdRkyDXS/CEEaRChsw+jb77Ag+b2A6LNtr6x0WGx6RLHCSfNyLVMyXXE5PFHc1hBh836DKNErr0nCZNnpW3ldbftcWu6QpFa5XhjTCWP8MEFKwVzVyd889B737R44/Nazl/jVL7+On5ocOKbm83aCCMe8s6YQw+off+V1/sk3zxMlClvqYso4gSBRmFLw1372xMAA9q2qu2HeMNJIw2pkUjDSW1KDzA0uLreJE8Xh8UJqbhAwU3WZrTr4Ycx8w+f4ZIGXr9VZanqgNMyetErdTGOGrODHlBqqH0QJVUfuujLZ8CL8IKRoGbxwrY4fJZhCI42iWOHt8lpfAX4Q0/Ii4mQjcM2g+5tTW7thgmvqCvqxokWUKK6tdGh0A1Zat8d/3a59t+KHoBSsd0IkDAT/lx0zz/mL4oSyYyIFzNd9LEMQxDH1TpCvMmfKjABkWnmvyVkq3++wIPm9gOizbVdaOt0kTvSr/oprMVl2dNpJnLDSCgYaIgzab9kxOTxZxDIlq+0AP9Krzl4QcXWtS6IUZcfI834zIgQK6l1dpNh73L1C899qCoKYz3/7In4UM1G0KNoGhpQUbYOJooUf3TlTiGHleRG/+d3LujjQ1G9OjJRhWzQFUaL4rWcv43nDI7XuZ90N84aRRrpbGgWvI903GmRusNYJKLtWvjKnlK70FkKvvK62Ay4sd+hGcV68JVKQvRT9hVcCCGL9aloptSO0vzemvLDc4fxyi7VOgAQs08CQpMU0uytS+rgDMy82/UxBnnMphMAxJZ0wRgi9CnU/qRPErHXCgeB/fe10IdFaR1MjMrMK1zJyUwovTHLjgRwdlqKosoI8U8p8v/r3u4Pk9wKiz7atuCZrnZCya+WfycbZWiek4poDDREG7VcB7z40znTFZbrs4IUJ652AtW5IkuhV3YJtanycIYkShWlITEO7rrX8uO+4e4Xmv9X0lTPzLDU9nRo0APJftM2hTSHulH7n+Su0/BBbioFtsqWg6YX8zvNX3rQ23U3dDfOGkUa6WxoFryPdN9qAh+tCiCDWYHnLECnsPGNI6r8tQ+rVvSDKcyW1UntX0f9KXqFXXyGrWh8uGPSjhJavczIzPJd+oT1kMKkGF4tlwfhm9bI+pdQMWJUkwx7tTZMOtDPwv8BKDQU6YZxfu4JtECcJQZzkJgX6i1Hl/w3qnd6fSEm+30wF28CP4m1B8pvH0mb1fj7b1pAyH2+9yji1Rurq1Q6jXffbDWM+8dgshyeK1Io2pw/UeM+RCQ6MFRBCc2grrs53FWwwgaXIxmbSd9ydzvXtoPm6n5IrBufWZwSF3Uwh7qSur3kajbbNt6SR2hRfX7uzqTz3SnuZMyONdK81Cl5Hum800NzA0EVOGnaeuffovzMDg4qtX0lvrGKmK65qK55K5itquihoGDmmpOxoCDs9eC4xFEBLH3i7RddBZgq9LksZjF9IOezR3jQJwNkG/J9du26gg0LbkH0mBbr3RNqHW8+s9ydJQr7fTLuB5PcCos+2jZMkH2+9yhzC4pQtu9kQYbv9npyp8Nmnj3L6QI040egqy5A4pkGtaFGyjY1VZ5G5w2VjU/Ydd6/Q/Lea5moOxg5vF/xI7WoKcad1YNxN01cG/z5O9MPGgfHdMWtvBd0N84aRRrpbGgWvI903GmRuMF60aXlhbmYgxAaAv5UaGByfKlJIi5z0KpZKgfKqb2VTodFDUqSvg3fA7/R+hR6fKnJiqsx40SYBwigmTlKSwBDnZQp93IELvZt+pgNCHboppfCjhKJloJSibN9fAWzRNhgvWgPB//raWay0A8aLVlp1r80qvDDOTSky5msvgkylFd0i/RMlSb5f/fvdQfJ7AdFn2za9iPGiRcsL889k42y8aNH0ooGGCNvtF+DkTIW//nMn+Fsfe5D/7CMP8A//5KM8fqBGy481Js0yiOMkL0SMYs3+LTtG33H3Cs1/q+njp+aYrrh0gmgg5L8TRDuaQtwN/eKThyk7FkGiBrYpSHQO9i8+efhNa9Pd1N0wbxhppLulUfA60n2jncwNrqx1qRYsxos2Cw2PhYaPYxnMVR0urHR57GCN6YqrKQMJIPTr9mwhRwq96homGqpvm5KGn7DNW8pcVdfEsS06YczjB2s4pi7yihOFaQhce+cpJADHMii7Jobc8KnPoPubi6UKlsSLFJ0gZr0TYkrBwckitYLNwalSjhe7UxJsLRob6nMp3iuBgeD/lh/pVXHXwjQkLT8iVoq5mkMYa4JArWhTcsx+BiobK5CGEEipHzSy/Q4Lkt8LiD7bdrLsYMrMACCg6YWstHwMqa1lJ8v2QEOE3QD3UgoOTRQ5NVfl6FSZz37wWA6zdyyhzSxS0wYE1Ao6l7v3uHuF5r/VZNsGn/vQMRzTYLUT0gli4iShE8SsdkJcc2dTiLsh1zX5y08dwZSCTqRSJrEu9uxECksKfukDRwbyXt+KuhvmDSONdLc0QmWNdFeVMyn9kJanOZsV19qRHTvQ3CA1MNDmBhrCXi1op66pss0Dc1WCUDM9zy608MI4X+m0DF29bwhBolSaMyuQQjBZ0oHpfN3fknk5V7E4kVbZmoYuGvHDmGvrHi0/JI430g8SFEGk+lZXDcC2hH7V5pgUTIN2GNHoRnSCuA8NVbQlFcckVopOmJAkCsuQjBctZioOloTVdshqN2C1HW7LYxU9fxQMVVAGWXBPDsffSQVTI8f8SCGEwDIkJ6aLHJus0A4i1roBljR47ECVnzo2wZn5Ji9dr+fmBftrBUBxdrHFtbUujW6IH8aEaeV9lv9ZsAyOTZZ4YKaMkP2GAh99eLaP09rLD+7ldQ4Loo+ihP/jxRt848wCF1fa1LsR3TCmYEkOTZR46vhUbrhwfb3La/MNvn9+mRev12l5MRXX5IMnp/iFx/dtQQn1skSzh48/en2RP3jhJvMNj26gc4RFukJvGjroPzxR4Ph0mfceneDUbAWFzkscdh5tVtaOuhdwabmNSmC14zNRdpituDvySO82uzRr22//4DK/+9w11rt69dsQgtmaNoV4szFZmQZxXiuuxS99YDDn9X7XoPGYsbYz3vGdMqq5E20cmSS8czTivPZoFLzeOw1yAypYBocni7z70PiO0OvtzA1eu9nghxdXubzS5tp6l/m6T5TE2IZBwTY4PFHgobkKl5c7nF1sstYO8KNkI6hU2lDAkIKSJTk+XeGPP7EflOJ/+c4FVpoBQawG4qN0kGngmoJOGBMrsKVkpurw6P4qN+oer883aftxX9Ao0QG0DkZNKgWbjh+x2PTxoiR/TV6wDPaPFzgxVeTMfIsb6x38IchAZRvefWiCbqS4utomihNaQUySKKQCaWjzgSQZPpjdLMfQFdaZ09VmWRKOT5dJEsV6N0wfDGxO7atQcy1u1L3cvGD/mAsKbtQ9WkGIgeTIZAE/TvjBhVVuNDziWGFIqLoWH3pgmj/9noNMVxxtPBBGfPWVxRyiHvQ4t9mm3AJV3+2LMHNFemOxSdOPiKIEBDimwXjR5OB4iQ8cn+wzXHh9ocHFpTZ+lOQ5qrMVh8/9zPG+IKs3eF5u+Sy3AkAxVXaYKFoUbG0bu9rSKLROFGOgH1rs1LBgpR2w3PLxo4QoRXsNO482t+M755Y4u5CtqunkbdMQVF2Th/fV+MzTW52gBrlGHZ0sDdz2VrT5PtHxI6JEpw2d2lfhr//MSR45ULvt49yOhnXYut+103icKjv5vMke0u5F8DgySXjnahS89mgUvN4b7QX6PuwNqRegHcYxz11exwsTTKmLqmpFi/VORBgnTJdtltuBftWnII6TPCAV6CDUNiVSgG3qV5GJUsSxYrkd7NgOgc53tQ2Rv9ptelF+HL2vrTX0riXSgjFBkObNSqED2zhReRGYfnU+OIAe1BaFXv0tOyZjBRPHkszXfVp+jBAK25CEiSKKh+Yj3LLKtuT4TBmBYKnpU+9q1NNTJybZP1bMTQoA3nd0nP1jRTpBxAtX13l9QdvN2lkuqFJ0A40Je+/Rcf6bP/YIwCYTi5jnr6yx1gkZK1i858gEriWHhqp/7bUFfuWLZ1hr+yQKojjBj2KiGEwDJkoOtYJF2TGpexH7ai5RHPPclTpxnCBT5q9jSrwo6YPp947XgiV5faFFy4sQKEquyUOzFZZaATfrHvuqLg/M9hs5AJyaq3Cj3mWtHdLw9EPBdNkGGHoeZe04c7PBuSX9ViKIsvGmx6BhSAqW3t/f/dSpPCjN+qfpaexZwTboBjEr7YCKa/Vteyu6G/eJkQZrmPHYDZN7akYwMkl4Z2tkUjDSPdVeoO/DQq97Adonpoq8Pt8iiBLGCvr1aaxSWL4p9Kv9tS5BGGNIHQ72mgMIIEi91x1D282utHwOVB3WOjsHrqCDxShOKNomSkE3iAijhDBd4c15pZs+F0U6ONb5fOk2AkxD4liaZhAmOvdxWOOAbLMorWafKtu0fe3UNFE0db5emBDG6k0p9moHCXYazGXHC6KEm3UPgUYd2YYGvs83fKSAkm2w2PDoBhGgV9wsU+JaBrWCtlZ9+XqDP3zxZp9BQNkxubTcIYq1iUWcKC6ttCk75lBQ9ShK+MIzl2h0A9z0FbheBZcUbYlSgrYfEcWKxaZPoxsQBCGv3mgQxwmuqa8bCBJEH0zf86J8vJ6cLnGz7uOHMbNVh5mqix8mzNd9wijOcwszI4ebdR/blFiG4PWFJl6gg2RTihSbpYY2McjmzXLTy4PDJNFjwZIbhXFKKVSiqHd8fuO7l4iiJO+fphdyeLyg85fTPObD4wWaXphveyu6G/eJkQar9/657Xhs+JycLt0zM4KRScJIe9EoeB3pjmsv0Pdhode9AO35hl7RK9gGUoqcQNAOIrpBgm1K/FjlmKFsdbIXgh+neNGWn+TuW9fr3tBBY5xC9g1Dv0rPmLKC7V/NR6qHM9vTHqWyoPr2wstEwVIroBvG2KbEtgwKKV7KYDCW605LATfrHkGU4EWa86qAhYbPzbrHaiegUtD0gdV2QNPTqyprnTAtZhN9aCIpRc6X/M655T6DgMz0oOxqsH25Z5/DQNWfv7rGpZU2VdfCS1FMsdK4LyEEpiHSV/UJ9W5I1bW4uubRCjQpQEqROqVpUkCiRA7T/53nr+TjteXHudmGECKfAwtNj6VmsMXIYa2jVzVdS5s+SKGd1xxLvy3ohjFhrIaaR9m8MaSg3o0wpSBW5IVwGTpOCvAi/UB2cbnN81fX8v6ZLNkDIf2TJTvf9lZ0N+4TIw1W7/1zu/G42g5o+fE9MyMYmSSMtBeNgteR7rj2An0fFnrdC9DuhNowwOrJwTKEfvUeqw0nq4yduTkzJmPAKlRueKCUNiMYVtrwIMkB89khtjMeyNR7hPyzG5CooY+/XZt0fq/KWbjZcd6MwDWTFyXESpGojWsUJgmdMM7h+5nBRBAnaf5wyrPNjQs2ZEmBUoqmF/UZBGSmB1ZKke/dJ+wOVV9pBzpNwUxxXWKjWAz0mFJKm2LEiUofinSOcl//io3rmMH0r695+XjtNdvIz8nQHNcg0QF+1GvkkG4rRGqRC/k1NUSWUqKGmkfZvElSQoYQKuUfZ5MkXW1G/21IQRgnrLSDvH8K21T4F2wj3/ZWdDfuEyMNVu/9c7vxmJmJ3CszgpFJwkh70Sh4HemOay/Q92Gh170A7WLPK/ZM2YqZJgron2WByOan+Mx9SyDyIEQInTc7rHSuoMwB82IjFtgxUOw9Qv7ZbRMN9iaBPofMNKB3n29mAOuaUmOuxMY1sqSkaBk5fD8zmLAN/fMsUFS5ccGGwkRTDSqu2WcQkJkehGmw2rtP2B2qPlmysQxNsJBCoJTIA1EgD6gNoV/XB1GCY8h05X5j7OXjDJHD9A+Mu/l47TXbyM8pLXyypTZyMHuNHNJts2BSQn5NY6XHsyHEUPMomzdZbq5SIn1LsPG0JYR+qMqCZcvQq6pZ/3S3sVHuBnG+7a3obtwnRhqs3vvnduMxMxO5V2YEI5OEkfaiUfA60h3XXqDvw0KvewHac1VdRNNNK+qV0nmVJdukYMs0yBD5qk32ij5f31Qp21RA2ZE5A/ZAzR2aeWqkkP04TnAtmbt5KbafVKbocfjqaY9IUw5ut5xKCpgu2xQsgyDSuC2FfkWcsGF+cDclgH01N63611+EApitOuyruUwUbZpd/Yp8omRTcU321VzGi1b60KH67DiTROVfWh88OdVnEJCZHrQ8DbZv9exzGKj6k4fGOTpZouGFuOmKabaCr5QucHNMHSDXChYNL+TQuEvZNgjT3FFFxvyVSKFymP4vPnk4H69lx8jNNpRS+RyYrbhMV+wtRg7jRZumF+KF2vQhUZr/64earFCwDCxDDDWPsnkTJ4pawSRKFIbQ5AmVro6DTjlxTUkniDg2VeLJQ+N5/6y0g4GQ/pV2kG97K7ob94mRBqv3/rndeJwo2ZQd456ZEYxMEkbai0bB60h3XHuBvg8Lve4FaJ9f7vDQXBnblKx3I5peiCFSWH6kHYoOjhewLSOt4hd95gCKDcKAHyumKy6TZYfrDZ/x4u6rSAJdZNXxI80jtXWBkZXSC7ZLAjBNgZExZ9OZp5Re9fB7UiFMKYYOorPNzLSwYakVUHR0sdR6NyJKEqbLDgXbJEgDl7upki0JEqURYOnPbFOyr+aSoG1Ag1gD3+eqDrFStIOYmapLwTYBncsaRAleGLPeDQF47ECVX3h8X59BwGYTC8OQHJks0vKjoaDqpin5zNNHqRZsvDRlRAidDtIJNAKr5JiYpmSm4lAt2Ni2xSP7qxiGpBvp6wYKieqD6buumY/Xc0tt9tUcHMtgoeGz0PBwLMlczcEyDappIVRm5LCv5hBEusjuodkKrq3TGqKUg+uYYmgTg2zeTFVcZiouZpqrq0jxaSpbORYIKRgrOnz6qaOYpsz7JzNU6IXWX1nrUnWtfNtb0d24T4w0WL33z23HY9Xh3FL7npkRjEwSRtqLRqisd7juJgy6l994dbWTQ+oPTRR58vD4LUGvexmAV1bbXF7pEkT69WXBNjg2VeJjj8zS6EZ859wSbyy0crh4lo8q0wKvsmPy4GyFTz91FKUU/+Sb57m03KHeDftSEjJJUntZCTFgKB3cjBVtDk+WMFC8dL3OUjsgTjaCVwMwDP36uWDrCnopYKUV0vSjHHxuG4KyazFRsqh3Q1aaAeEQs7NoCT76yAxNL+HsQjMNfHQwVnVN5moFvDBmoeHhhTGdIN7W5GCQDAHTFRsFLDWDgTa3vZzXejdECMFEyebIZBHXNOiGMYYE1zIZK1qoRHGj7tEJI4qWyekDVRLgD1+8yZW1DmEaTLqm5N1HJvivf+FhHpytaIOAmw1+dGmNpaZHEGsDCy91ZGoHuljrkX1VPv30UU7N7c4H7eO8eqEmM4iM82pxcLzIB45PMF11ee1Gk5v1LlfX2lxa6eCHOu9ZShgr2vxH7z/Mf/pzD3Cz4dH0Q1670eA7Z5c4u9jCiyKiWGPapisukyWb6arDgbEC19e8/Hyy4ypgvROmPE7NeY3TAFbPow0Tg4fnqjvO3TM3Gnzh2Us8f3mVhYZHN0xyzqsh9Tg+faDGZ54+NhTn9dhUiU8/dec5r1dXO7T9iDjRBWmn9lX56z9z4p5zXt9K2umePojzKlBMppzXN9uMYJCGNRYZ6e2nEee1R6PgdXu9GTDoW3HYGnaf7SDCMSWLDY/VTtjn/LPFTSjN7TtUK3K13kEIwXTZ4clD41xabfMvv3+Fr7xyk/m6T5wGugZQcgyqRRNDSJZbPt006tMrvQYTBZtDk0WkEKy0fB18WHrls+yY2Kak3o24utqh6YV9gV/maqXQr3GjATPRSLeL0rQEQ2oXrEGT1kjzGkEHXmVHF0YpdMFTGCd00xXeOEmIEvqC7F4JwDUFTxwe4//24QeYLDl89dV5/ujMIq/caOR2sJlcE544NEbVtVntBkSRwpSCWtHCNg0SpdhXc/nIw7PMVly+8up86roV5XixOFEst3wWGj7dIEah8y9rBT1eDk8WEQi8KMYxJNMVh/cem6BgGfybH13j2+eWaPkRKH1tHpgp8zd+/uRQAVbmsPVHZxa4tMlha7KszRFcy8AyZH4uD8yU+cqrC5y52dSFLpakYJuMFSxsU7NmFxtebkQhhA7Gj02V+flT0wSRYqnp4cdJ3/lkgSiQj/OiZfQ5bK21Q567vJZ/fqe5mwWfF5dbeFGCQFF2TKZKNkGsi7iqBYf3HR3nU6e3OoRl/fNmOGz9qx9c5t88f531TpDn/M5UXD73oXvnsPVW0jD39N0ctu6Hlc2Rw9Y7U6PgtUej4HWwRjBorXOLTf6nf/8G37uwkn9hWsZGlXmi9Ct5KTQaS/YUgEWxQkhd+FN1rZSlqoHf+2sFzsw3dW6kSljrhHmO5OaVS8nOzleSjWIrpXbeVheS6dxa0xCp6YFKUx0EYbzx+jkLGjffAAQ6EE6Aom3y2aePstoOuLLS4dWbjS3V5b37eNfBKo/uH+O5y6usd0PGixZPHh7HtXQuXRZcx4nqMxlYagaaHCAFjW5IlOjrYFsyLYSKMQ3JU8cneWiumo9VQwrm611eu9kkUZoZK4TCS1cWpysuf/+PP7JrAJvD8lc7LDU9wkijqZrdiIYfYkrJdMXOz+WNxRaXVzoEUYxrSqpFCz9MuLHeJYgz7FZCGGlagESvzoK+NrZp8NBcmXcdHNvz3NvL3B1kMrDeDrhR95BSbOnPezn3f+vZS/zql1/HTyvOHVOnAXWCqM/8YaTBGt3TR3qra2RSMNKOGsGgtZJE8aWX53l9vknL07mVBVuvrplpAKsUBLHCS1cSnbRYJk7Ioa6r7YDVdsBMxWam6uKFCa8vNLGkdtJabQcksdKFXanSejHdjt3aCZjsHrhCms9r6MA7iBKiOM7RSn6UYGT4JbXRjkH70Jan2oDhN5+9xFK9SxBFrKaBqyANqukPfl+70eDcQp040cYBUay4tNKh7JicnC5xdqHJ2fkmJ6dLuclAGCtcUxDFioanV2KLtkQIgUpUaighSGLdrwLtLX9yusSZm3VeudEAyN3FbNOg4lo4hmC17fOFZ3YG6W/A8gMN54/1a9SyY6LQhVuuqQP/SysdSrZJGMWstn2CKGG64uCaBm1/wxSjG8b4aeBqyg3qRVY93w0iFuseJdvY09zby9wdZDJgCM2udUwDlai+/ryXcz8IYj7/7Yv4UcxE0UrzwiVF2+gzfwi2IR+80zW6p4/0TtMoeH0H6p0Gg04SxdXVDmfmG1xd7eQ38OvrXV66XqcdaGtXy5BbgrnefwuRQZx0yCbQuaxxopmjOldSu0utd0KNV4oT4kQXa2kzhB5zgj2cQ8zugWumMNE7V4p8pbc3EM8OLMX2+0wUGFL3R7MbUQ8iLq50+ggJgyLfIIFLK13KrrXFOKDlxzmLt+XHucmAtlbVDwfa+EGkgZ4gSjb6zLVN1jshNxt6XLZ8nb8bxAm2IfteKwoBjm1iCMG5peaOIP1sPlRdk7VuSNk1EUKjsbqh5l56kSYPrLYDbja6LLUCjfdCr8jrbePUva2fG5GoDRcrwYYpxVon5Gbd62nz7nNvL3N3kMlAdk6uJSk6/f15L+f+V87Ms9T0KNrmQEOEzPzhK2fm39R27abt7i1vtt5p9/SRRhoB096B2oBBD0aOFGyDhYb3toBB75QDFiX6lWQcJyilHbkyZcVdg76KFBsw+3z1NNkwPOiDy2e4qjTvtHf/e9FevhP7DBPoDZYVKLERgO60DzbYsErplbEgq8jf5fh+DwDdMiRtP8qNA/TnVf7vKNGrgJlJAPTgxISG86s02jOkDgwz7mgQJ7lTmjHgMdwQAiEUYaR2BOln86HqWqnpgb4tZkYLriF1rqiAOE7oBjFhnKTt3WDqhnFCEMVbHgh0CkqGRFP5ynasFJ2wfyVxt7m3l7k7yGQgOycpBJYh6Aaqj+N6r+a+zjXXJIVBckxBJ9D2wveL3oyagWH1TrqnjzQSjILXd6R6YdAV19ry+7cLDHprDliBThDx8o06N+pdPvXYHEXbxDD0K+o40at/0AP1HxDACsRGDmr6Myk3DA/64PKphWiCSoMyle9/LwGsFMMHsFnAuXlxVGhnhvzYO+0u3ybdj21ra1LoD4gHyUkB6I4p+uDnmRQi/7cpJSoNpqJE7zVJXSQ0GUKQhcxxovs1C8ZsQ+a83njAEnKsFEoJLFPsCNLP5kOSqNz0wDGNPqMFmZooGFLmqSWZqcHGCqy2Gt6cw7zh9JaOnfThxxCCotXvXrXb3NvL3O01Gai4ur+zc0oUmvna05/DHP9uaa7mpCkNikG0usz8Ya7mvKnt2k673Vve7PzSd8o9faSRMo3SBt6BeifAoIfJAXvh6jqP7a9Rsk0MoYOPzQFd77+Vyl4Hp8EVEMd61c82ZFropXNLx4qWthQ1pCYERKqPLgB789MyGH6yWmkyarYyLLP/T3Fc2YGzQGuQpIA40f1RKZjUbJNjk8WNVdxtol9bwtHJAi0v3GIcUHaM3AWt7Bi5yYAfJTrnNVGp8YNebdUPExt95gURY0WLfVU9LsuOQdE2sA1JECd9r2yVAj/Q3NST05UdQfrZfGh4EeMFi5YXoZS2gy1YOvhzTZ0rOlGy2VctMF22tQMX9NlsqtSVq1e9UyxJf6+A8aLFvprb99nd5t5e5u4gk4HsnLwwoeP39+e9nPsfPzXHdMXV9IkBhgiZ+cPHT829qe0apPsxv/SdcE8faaRejYLXd6DeCTDoYXLAzi+1eeLwGA/NVSinqxXdNIcySlmfWcCXBVd+GOu8TElupzVetJko2Sw2AxYaHq4leWi2QpgobNNgomQjDYHXA1ftjf12m4QSCNFt2W1bAQSxXmGzTYlpGLmdqGNI4mxVeNPK8eZ9KKWRXAXb5C9/4CjTtQK2aTKRrmAq9Ori5lXYh/dXOTFb3TAOkIKjqXHAuaU2D85WeHCuwrmldm4yYEqhc14NQdU1kQI6gU7lEFKkhhIKaeh+TVA0vZBzS21O7avx6H5dlbrejfBC/eq+6YX4sWKy5PCZp3cG6W/A8m1MM4Pl+7T8CIEG5Wc5uUcni7SDCMs0mCw52KZksenTCSI9JtInBkuSG0Konj9xvtppMlNzaQfxnubeXubuIJMB/Wpe4kcxQoq+/ryXc9+2DT73oWM4psFqJ6STcns7Qdxn/mDbxu47u8u6H/NL3wn39JFG6tXoHcI7VCdnKnz26aN5ztZCw8MxDU4fqL0tYNBNP2S142ObEqWgkhbhZMpywKYrDn/zow/wL7+vOaY36z5BpHIm51zN5YHZCvVOyKs367R9Xb0vUqTWWNHi0X01okRxs97FjxQCQTeIODpRJEyUNklIFPVuRKJSe061wW3VuZS6KGuzCqbAtgz8MEZK/bq95UUDmbCm1K/hpdAg/JJjEIQJXpTkRUNFUxdhhbHKma+gczIzKTRXtuYafODEJMcnSoRRiBdGTJUtEqVY64R92zsGvPvwOPvHijS6IQfHC1Qcg06Y8OPLqySJYqxoc3ymzMP7qlxZ7XBltUM3TJgs21RdEz9OaGSBi0oh+mFMwTKYrTiUHYvllk9wLWai5ORjFeB//vo5vnl2iXonyE0fDoy7/O2PneSNxTr/zy+/xmonoOpY/NTRGsema5impGSbPHlkDAnMVR0uLbeQQuexNrohpiGZKJr4kQ6KX73RYLxk8/BclU+dnuP751f4ybU6K61AGxYIQcEyKNkG3SCmHcR9fetYkkf2VfmTTxyg0Y12nXubOckly6QdRnzowSl+cH6ZH11apelFVF2TDz80zelD43zttUV+/8fXeWi2wmMHqvyl9x/m3/zoKtfqXaJYs3OPThQ4NFmiZJtcWm7vOvd7uZsZc7abXhvBYE5oEMR85cw883WfuZrDx0/N9QWfm1me/9H7jwDw+W9fZKnp0Ql0qsC+WoG/8sHhOa+DGKHA0NzQrN3X17p0w4jj02XmqoWcbXuv80u3uxYl2+TTTx3hq68s5uPKNiSHJ4q858i4zi1P1FAB7Fudszqo/Umi7iqreKQ3V/eU8/qtb32LX/3VX+W5557j5s2b/P7v/z5/6k/9qfz3v/d7v8c//af/lOeee46VlRV+/OMf88QTT+zpGCPO6856q9+kBuncYpN//cOrfPHleQwpcC3t5X1yppyvHDa9kPVOyN/62IMcmijy1Vfn+affOM/F5RbtMCFJEgqmwYnZMuNFm0Y3Qgq4tNJmsRn0vfovWAYHJwrEccJaO6AVaCelbIPs1b1rGQgBQRgTxIMr/QU6CC1YBvvHXCbK+rWyKQElMA2od0PO3GzQ7rHfEsCBmsMfe9cB/oPT+/jO+WX+tx9d5dpah6wmyJRwYLzAAzMVXrq2zmo7INzGpGA7Zbf6QW0/Ol7gv/vTp+mEMb/73DV+fHmN1XbQF7yR9kXR0ivSpYJBFCpMQ1Lvhiw0vC3bi02fLdsGP31iiv/iEw/y4Kye0//+1QX+4b97hatr3T2djyXTvNqU6ZutJLuWxjQ1vQh/Ez2gYEmmyja2aRBFCaudgKbf/+gh0QYXJceE1AJ3uuLw13/uBP/hEwf7jDS2m3u9zlNXVjs0utr9yzI0CaHRDfOHGIFe6dWFYBu5ypah8W7ZGwOV9aFj8sj+CqcPjPUZIwya+1k7zi02ub7eZbkVYAioFky6oV5TnkodmrKCpWfPr+RBaKx0EDrdYzawU7HT4bHijkHvThq037GiBQrWu+GuhVW/9ewlPv/ti9ysd/v6q1qwOL2/xmeePsqDsxX+X189y1jRGphfuvnecie11SHLBwRTZTvv/489MkvBNnhtvsGPLq6y1PR3NbLYrQ/vVSHarWhQ+1GKy6sdFpt+7hJ3dLLEZ56+My5xI90Z7SVeu6crr+12m3e961189rOf5c/8mT8z8PdPP/00f+7P/Tn+6l/9q/eghW9/SSnu+A32XiorpFhpBcxUHNY7Aa4pWWp6tPyIJw6NMV60uFn3OH2gxoGxAl97bYH/4Uuv0/RCxoo2wovww5ggUbyx0KJWsAgTRRglrKYrjtmqKUqvOp1daFG2DRD6dXse3KXBRaKgE8Q5wWC7ACv7edExubza5eqaxwdOTHBqrsaN9Q7femOZtZ6AUKaNUQpuNHz+9xduYJmS333uGosNjWHKKrjDWHFltcullS6m1C5c4R65mTvhui6tdfmbv/1jjk2XefVmAz+MtwSiWV+0ghg/6lLompQdk7bvU/cGr1T1plcI9Ge/9cYyXhTz3/yxR7i80uH//nsvstIKskyOvWHFeq6GbWi3s3aQ0A4G76UbJlxb83DSVRt/AEM2AZp+TJgkTJcdDpRspisuP7la592Hxzk5U9lx7uWmCSsdFpse3SDGCzXxoZWoPoezrLguSgdW1k8J4McKP47y7TK1/IiXrjcJYh1YH58qbRu4ZuYNKy2f62sdjVsD1Lq2Hy5aBisCpso2L9+o80evL3BmvkUY95sNzDe6/OqXX2ex6eds5O2Knf7Y4wcG9stOGlREdWO9w1dfXQDgfUfHOT5V3rawKjNJ0CkLKfkCPbca3ZCfXF3nV754hv/qkw9xYrrMyzfqlJ3+NzpZfml2b7mT6j2/giVZaft0/AiVFpBm/X+j3uXDp2b45utLWwwLdisou98K0faqQe0/M1/n2fOrJEqxf8xlplqgG8ScXWzyK188AzAKYN+CuqfB66c+9Sk+9alPbfv7X/qlXwLg0qVLb1KLRnorq7eQ4sHZMtMVm59cXaflR5Qcg5YX8erNOtNlh8myw8cfnSVJVA5yPzTmMt/wiRNFxTVRSrHcComSgIdny/z4mobhmzINDlR/MU4riDF6Kv174zYBAwO5QYoSWGsHuJYkSuDsQotTsxVurHe173u6H0vqHDulNJZLKVise/zGMxfoRipdQTTyAiJDKNpp3q1KwA/iPSO7dtNyO6TlrQOKZJcIMkyAMKacrnDuKqEftlCKKEl4+XqdP3zhOs9e0Cu8inSFGnY99nZSCoQUWy5WXqjW83cQJX0PIoMIEl6o13Lfe2Qiz0f8yisLHJ8qb/uGY8M0wSdKdPpEFGs8lxTQiTeIFVmQ2vd5BhtIZAQN7XKm8KOYxbrPVMkf2KasHVdWO6y2fObrHiCoFfT18kJdkDdbcemGMfMNnycOVPjG64sEUcJMZYMvW7S13fBqO+Q3n73M+4+Oc2pfNQ/8Kq5F2TGH6p+d+iwrosrmxXzdT4sU7jM1zAABAABJREFUBfMNn4PjxYHHiqJEmySEMQKVUiT0/NIYPPCjmHon4Leevcx//amHuVHv8saizn0tpGkimZvVnc4v7T2/k9Mlnru8jh8mzFT1m5nVdsB8w+c9h8d4Y7HFF757iZJt8uBseeg+HtSHd+LavFka1P4kSXh9vgWAY4icWlFxLUq2wZW1Lr/x3Uv87APToxSCt5jedlfL930ajUbfn5HeGdpcSDFRcnji0BgzFRc/UsQqYbHhc2SylK8g9ILco0SvqjmmRmdleaJRnHC97vUEKSI3LNgcOMRpvqXebkObK9B3UxArpNBYpvVOyPmlNjfWvZy12ish0gIsodvT8HXlvWXKvuP2xmMxcLeIj16sMAw51OpnkijWumE/Wmq7jZWu1jdSM4luGPO1M0u8Nt/QpgoiTQG4xcAV9INDtuq2WZvblRWsZb/b/Pvs5hon+jXlsMU82TiuuCZrnZC2H7HQCGgHCa2e1eDdcGeDfpelSBhSIoG1boAhxcA2XV/vcm6xScePdPGaANc2tNOb0uSCMFEstXzKjjajeOVmiyBO0rzu/h6RUuJaBi0vTDm5d67YaVARVWaCUSlYVHrMMgYdKzNJsC2Zz+FsP7LHHto2BBeX2zT8kM8+fZTH9tdY74RcWm6z3gk5faB2V1Yne8+v5cesdoLcTEMIkZuBtPyYiqvzmKub8vwHnfdufTjM5+4XDWr/zbpHvRtSsA0c29QFuek9VErJZMnm4nJ7RxOTke5Pve0Ktn7lV36F//a//W/vdTNGugcaVEgxUXIYP2rT9CK6YcxCw+NPPrE//3LpBbkHUZID3GHDJjVJ+l8NK/2ibk+rlnvNLFcAQmFJSTdRNAMN+s/2k62q9QXI9KwMphzRXiVvYnr7sEdSavtgcbvts6ujlKDhhRvmCTsQFPaiQd10K/sUAoTSxgqZKcMwxTy9pgkrLZ/lNB1i0MrubuknWxulV92zPtRWwXoVdnOb2kHEWjek5UcULIOGF2EIQaRSTm2KMeuGMYlSxElCww9zCocaQAQ2DR34BoPAvEP2zyANmvtBnPSZTrQ2mWX0HiszSbAQoLY+bGb/FEKzi1faAT91bJLjP1d+U2oGes9vrRP0nRdoM5Ds/Ayp27hdO7br43tdiHa7GtT+TlqUakkd5IcqyU1FQJ/TajvY0cRkpPtTb7uV17/7d/8u9Xo9/3P16tV73aSR3iT1grp7JYSgWtB+6eNFu6/Iohfk3gtwhw1klBDk+Y365yL//bDa68qrAFAakG9IQcU2sQ3ZF6Bt3mXfK2JB300aNpyr3gwNe6SN19jDb5+9NBcCqq61YZ7Qc91uR4O6adDK6m7KCsBA5ekMw8Dis3EchhHrnf7iwGG10+p1bx9qbJoY2KaMf+xHMbZp5BSGLP1AUx30kfxIm1FUHSuPssWAVkSxDnh7TSt6dasw/UFz3zZkbjoRxgnmJrOM3mNlJgmJ7pZtHxKU0rSGzPQiy1s+NVfl0ETxrr1O7z2/3vPK1Ht+caLbuB1ndrs+3u7+udvn7hcNan/R0mzpMHVAzLCBmbpB3Hc9R3rr6G0XvDqOQ7Va7fsz0jtDtwLq7gW56yp/iR8lqeuTDohMQ3Kg5vbZrGaGBZsnUIbB0tv1Hn9v52IbgkRpK9KxosWJ6RL7x9w8UNt8bklPsU7VkUgpCKOk77g9LH0M7t5rF9cQxHEy1M1FSsF4werbdqdVQyn0vhWayPCRU9M8PFclS1NNlELexl3NlNsH05vbleWVZr/b/ECRbd/wIr5+ZpELS82hYPHZOD631CJK0lfYA/a/mwZtm71ZiJOEBBgv2MSJGtimrB1BpBAoCpZ+OyGFwJSaeywEmELghTETJZtH95V1AKVAiv4eS5IEL4wpu1bqUDbcHB1Gg+Z+ZoLR7IY0e8wyBh0rM0kIwiSfw9l+kkTPL8sQBLHi2FRpR9OLu6He8ys7BhNFOzfTUErlZiBlR+cjH50q0Uh/36ud+vitbnQwqP37ai61gkU3iPGDiEKPU2CS6BX0e3E9R7p9ve2C15HeuboVUHcvyP3quq4gN6Sg6UWsdyMKln4qv97wGS/qFdso0X+E2MhvBY1wKthGz8rWhhRpTia7ByCmhPGSnVd1PzhbRgnB/rECJcfMg9AwgShWadCmdzxbc/n008eZKjs5/zFbefKiZCMfV4JjG7e9SrlZUyWL04fGMExj1yDSSpFgCJEHFTtKkRfPmFLy2IEav/CuA3zuZ44zUbIRpKSH28h5FQLUgBWrzfmlAp3z2bsiPygH1RCaubvcCvj6mSU6QbRrMU82jqUh84A1cxkb5hkoa9GgMZikaRpxAq5pMFNzmKo4A9skpeDPvucQ0xWH+aZPyTEwZUrNQKelJAlESlFyTOaqDhdXPR7dX6Vgm4PNBiyDv/yBI0xX3TsK0x8092OlmKs5BLEiiBLmqg6xGmzIkJskWAYqtSaOeuaXfvtiMFa0+fRTO5te3A31nt+5pTZzNQfHkiw0PBYaPo5lMFd1OLfUZrLs8JmnjjJZ3pthwVvd6GBQ+xPgobkyoMkbjinyMXBlrUvVte7J9Rzp9nVP1/9brRbnzp3L/33x4kV+8pOfMDExweHDh1ldXeXKlSvcuHEDgNdffx2Aubk55ubuvU3gSPefjk+V+eRjc3zttQWur3cxhOa89gLYB8HT+dQpvvDMJS6ttCFdnaq4BocnSowVLfwwJgGurHS4ud4lSr/cDAEVx+T4dIkwTlhOK8SDSPUtlZlSUHRMCqakHcR0g4hoE2NVAqYhKNkGZvo6suYaLDV8lptLVAs2f/z0Pq6udfnBxRUavm4TCiwBD8yV+fRTx3hsX40wSvh3L1xnsalNF0CvHJ2YLfPuQ+N8541llpqetq7dQ7DXu9K4WUfGXf67P/043R7Oq87P27ptwZLsq7lMFG3qXohrSUqOyWLD22LA0HdMATXX4ucenOZPv+cgQZRQcU3+058/wa8/c4nra92hqQ6g+zxDniVodzJIWbumQRDFBJuuU855NSRelNDwItpetKVAzTFE+jAjKFhSY6n8iKMTpV3bdXKmwh87vZ+XrtURajhSRWbwleHYJBucVy8db6DP1TIFZddgvGjyi+89iGMavHqjTsPTAacUguNTJU7OlPnPP/IA/5+vvcFS00dKiRA6xSYryqqm1ehKkc6zB/s4r4PMBs4tNvk/X7jJM+eXaXhhes5l3nNkfGD/bMfEjaKkDzz/Sx84zL9/ZZGXrtfphBFFy+SjD88gEKx3wy2GDMenylxd7dAOIn7uoRmUgl/7zgbnNUE/OFQck31jBR4/WKMbRgRBPJA9u1du9ub27wTO32wsM1ly0jcrIn3tLfruc0cmi3s2odl8jJvrXdpBzHjR2vba3E8aZL5TdW0++egsl1Y05/X6Whcrdev79FMjzutbVUObFPztv/23h97p//g//o9DbfeNb3yDn//5n9/y809/+tN84Qtf4Atf+AKf/exnt/z+7//9v88/+Af/YKhjjEwK3jnqhVN3w4gkgX21Ah99ZIanTkwhpcgh5IPg6X/hfYfzL5LxosVcxcWLE5aaPj+5ssbL1xu0w4iCIYmVYrLs8NiBKr/45GFs2+DaWofvnNOuRwsNj8VmQMMLMIVgpuJQKdgcnSpxaq7MC1fXOXOzSTeKMaUO5D7x6CyHJkp86+wyz5xb5vpah4YXESf6VXjFtXh0X5XDk0W+cWaBxVZAkq4A1wom7z40njNnu0EEAmwpqBZsnjwyxi++7xDvOzKJaco8gP/tH1zlR5dW8TZFjDULjkyXUUjGCxYrbY+bjQA/0itpQbRBWjAETJYtDo4VmShry1TH0E5fl5bbXF3vst4JNswSDB2AzlZd5qouhhT4ccLNusfNtQ7tIMn37RiCA2MuD8xUmBsr8NiBKlMVh1euN/jJ1XWurHS005NtcGjMZbJkEyvBasfnxrrHzXqXhtfPsrUElF0zX4ksWJKD4wWaXsj5pU5foGgbglOzZSzLoO1FuJZkvOTkOXKrnYBOEOOaehXs3KJ26HIt/QBimZKKa1KyTYIooelH/OM//y5+6tjkruM5CGI+9j99k+vr3bzCv1fZs5Fj6uLBsm0wW3URUlBxLH7+1DQfe2SWswstvn5mkXOLLa6stFnthH153bYh2T/mopQ+H6V0isBUxeGnj0/yF99/mIvLbf7ZNy9wZa2jC+wShWVJ5qr6tawhBSemy/zZ9xziwblK3v7tzAZ+69lL/C/fuqCDxGSjLbWCxekDtT54/HbQ/GrB5CuvLHBppZ2D52cqDocninTCmE4QUbRNHbA9MkfBNvqCygvLrYH7/fmHp7iw1M4dtq6vdfnW2WUaKRVjs+HCoPvPMHD/r722kD8w7wWcv5PD1uZg+VZNaJJE8b89d5Xf/sFV5utdknScvFXA/iOHrbem9hKvDR28DgoyB+5QCL7+9a8Pte2boVHw+s7QVji1hnJn3MXPPn2UZ8+v8Ktffh0/6oend4IIxzT4O594aIsF5TD7zb6YNkPEX19o0vY0RLzsmjw0W2apGXCz4bGv5vLATHnL/k7NVfiNZy+z1PTpBlGaeyvyANaQOidXCh3MOqagG8S5w5NtCiR6tS0rNpMCxksOf/dTp/q+dP7xV17nn3zzPFGisKUugAqijdWmJw+PcXiiyHfPr9D0Ioq2XolsBwlxonN+LalXi8NY54ruq7k8dWIKL4zyzzmWpO1FRInKEUS2IQkTXWTygRMTBJHiexdWCNPI0Uydr6K0YO1kumL84VMzfP3MIldWOyw1PcIoSR2kEkxDMFNxkRIuLndY6/i0vDhfhcyLbtCB0mzV5sB4kW4Qc2GpjZchdNhYwcyC6EPjBT72yCxF2+TGeocfXloDNPh+/1iRG+sdvnl2ibVOSK1gUrBMYqVfV1uGYK7qYpmS62td/v6feJRPPbZvqHH9937/Jf7VD67o4ig2HLQyVRwDx9RjIkq0M9h7joxhGdrBLOuv1XbAzfUuL1yr96UibBSV6WvpWgZC6pxW15QYUnJ8ukzFNYlivcrd8mNen2/Q9mPGSxZPHh7HtYyBc2KQNswAopyVLNB9LYCyazBbLfB3P3WKI5PFgfPvhavrvLHYwjIks1UnRcoF3Fj3kELkxh7DzNWd5nXW1t3uGXu5T4AOXH/li2doeiGTJTvnxK60AyqutWWuvtm639s30ttTd8Vh64/+6I9uu2EjjXQ3NAxc+w9fvMm/ee4afhQzUbS2wtM7Ib/2nYv84nsO5atDe4F2A7tCxLNCgqYXMl22c3eebH+vzzf5/BvLdIIIleiiJNuUSKFz8LwoJkiXqUwBbs6jjTGlfuXthYq5ioWRFsR0wwTXlDS6QR+M2/MifvO7l4kSRdEUCCkJokQX4KDdml66VkcCfrpk6gURQawLRHqDnzh1SBBoJ6ILS01Q5IVvrW6IQqT5rRBGOv9WGzooztxs0OiExInCkFn+rl61NJXCCxOur3Y4WHU1fN3StqxRrFe/hRCUHaXtbuOYszda+FFCkHr0ZmYOSaLylAQFrLVDDo4pXKMfhWYYIiVNKFSaMnB9vYubribfrPu66EMp5hs+B8aKzNd9HFOzU/0ooWApTCkwLINuqPM9q465p8rmKEq4stKhZKf2rkn/6qtEGyUYUo8hpRQNL+LsQos/8fg+zi21c1j98ckiX39tMX/gUANSEcIEJm0DKQXdMCvMgpev15koWXzy0TmEEPzw0hpSCA5PFFjrhFxa6fDeI+M8MFPeFWQfBDGf//ZFvCDKndCM9EFFKUWUmmc0uiFfeOYSP3V0fMv8K9kGi00PP4qpOAZlR3+N+aHCMSVhrDi70OLhuequc3WneX2wWtDGBbvcM/7cuw/uCe4fRUlujHJ4vJDvt+LK+wKcf7+3b6SR4A4UbF27do3r16/fibaMNNItaRi49nfOLbPQ9CnaZn4zziSlpGjrfMuvnJnf034zaPcwEPHFhs9iU7+yWuuEfa5SQmhs0VLTwzYEXpRgphgj/fsNaLpAB5dhrDmdekVz45wy61AhBLYp8SJF1bX6YNy/8/wVWn6ILQVSyvS1tF7llVLoICxWnF9uQ76fjdf5ecCBLmox0+KiKFHcWPe4XtfWtJYhCRO9KivSqnkpRb5y61gGK62QVqDPF9LipJQlKoXANATtIKYeRFxabiMNwVo3zPs3O9eya3Jj3cOLYmKVbFTqZ9eu5xIKtBHEWidivhH05bQOehmVKHju6hpNL2Kto1efKgVLP5Q0uqx2AqYrDq6tV4HD/BroB5COH7LY8vdU2ZwZaByaKPKuQ2OcmC4xU7ExhU51sExd/a7HmO7XzNRivuH3wepfnW/k5gHZ9oMKwDphko+bbpikK/0xfpTQ8uP8/MuuDubKPfD/YUD2mRmAYxpE6Wqy7LmGUugg2pJwbqnJDy+tbZl/GjyvUwK8SK9uB1FCN4xxLCPvg5vpGNxpru40r3/n+SssNb1d7xm/8/yVPcH9e41RBu33XoPz7/f2jTQS3GLwmiQJ//Af/kNqtRpHjhzh8OHDjI2N8cu//Mskt1PqO9JIt6ANOPXgFwmF1H40VrradJCyKtT5ur+n/WZw995tN+DoG9PLSl+TZ4YIcZJsAbUnaoNFqAO3HU5aQaKSFNuV/iBVL/Q/W920TZnD1QGur3nalUpmu0v3kx4zO7Y2AFC57S0qO97GtulCadoEDeTPzi2PGzcFjr3ti1LsWPaqXq96ZpB7XeymlF6RC+MElagt/Zv1cRAnerU0DY57+7A3Js1+HCYJ/qbrkG23ObBrdDUEPop1KoBlSOJE48yiJME2DeZqLlIIWl6EH2mnsyhWtIOYom3sqbK510BDSslk2aFasHJWZb6XnhOz0geDThj3weobXrRxnQacW6Zs7GTjRqHfQChFfl2z8wfyPug1YRhkeJApMwOQhhjI/pI94yWMFM0g3DL/MvC8Y+rV2jj9k6Q57L19kGm7uTpI2bbX17yh7hnX17yh7xPQf1232753rr7Zut/bN9JIcIu0gb/39/4ev/Zrv8Y/+kf/iKeffhqlFM888wz/4B/8AzzP47//7//7O93OkUbaVr1w6l4DgkzdQFsmGkLnqxUHvLXNPK/nas6e9tsL7R4EEXdM/QUQxgmW1KuT3SDG2ARMB70CZaSvTzcg8NuctAApZGpV+/9n78+jJEmqO3/0a2a+xZ6Re1ZWZe1LV3dXQy809MIioAFJoGWk4Yc0QkjipxltiIHhzJNmzsw7w0g/Hb3RTxIzTD8JNMBoGzTi6T2BxI5ouhvoBXrvru7at9y32H01e39ccw+PyMisyNqohrznQFdFRbibm5mbX7927+cLKJV4jx2cUsL8MJ172d6yniw7xEaV5MDGx4kditj/tQxOqQE6fxaMgbFO7y52NskRoXxWBXJ8E0cw5S2lHadIESc00s5zHBGkKC1dR8wTtS1BMqucrenfuI8twcE4wBQDi1QiGwukHex0nicVl3V07dpALQCgmCGhCENwHVklmdWMJZL25G0DY0UHkZREldBtL2Us/Oob9m0qTzAtoFFweNLeWIAicblTbwaxqEXWFB2w+qJjdIzTetMqnjvxvIkj5Yy1hQXi67cNco7Tc/liIPtEDCCK31I6O1qm5otpMBQsc839F4PnvVAl9wyAREQhSvVBbOvdqxvd15Nlp681Y7LsYLHu971O9BrX7u9/L8H513v7tmzLgEuMvH7qU5/Cxz/+cfzKr/wKjhw5gltuuQW/+qu/io997GP45Cc/eYWbuGVbtrH1A9e+Z98wxgo2FYl07Q5IKdH0Q4wWHcJmbeK4MbS7H4j4aNHGaMFKaAZptqnSD92RggM/UnAMjlBLd9K/t7ezFSjn1RSUamBwEjSIzdbemtIFQ45BMqrpLet33jqFvG3ClwpSSl3YRbr3UpJjZAuGvcM5IDkOTxaMSFKkmIEKtsJI0p85w7YBB5MlyvUlp50iejHCSWrngoHyaYfyJvIWXS9ADky8tS0VRS5zlkDJMrBrOAcZKZQzZtK/8bXW3RDbBhw4hoBgHAbvhM2jy4G2BEM5a2C8aHXK7LK1rh1nwG07yig4BspZCzU3QK0VYDBnYaKY6YDhTw1l8c9uncR9h8fwugPDuHFbEe9+9RT++W071hx3I0sLaMRztuAYcEyBIKSiOUuwJMVCSpWIWowX7Q5Y/eHxYiIeEH+fYa0TmzV5Mm8yJkVVbYOKwvK2SK6/7gaQUiZw/IJj9AWyj8UAvDCCwSjnVabGUCpKGQgksG+kgDt2ldfcfwSep4Iox6AUB8vgyJiUGxz3wYSegxvdqxvd1++8dQojBeeia8Y7b53aFNy/17imj/u9Budf7+3bsi0DLtF5XV5exqFDh9Z8fujQISwvL192o7ZsyzZj/cC1f/jIBN772j2wDdEbnm4I/NI9uzvYjZuBdvcDEZ8oOTCFQMExYWgt8vTxhgs23nvvbpSyFhjnlJep8/ncgNibGZOKhiRAOaiKlKxi5qxj0hZx04/Q9OnB44YSpUwnXN1xDLz7rp0wOEMzVAg0wUApyqflDLh5ewnbB7OwdQTLsQQck4rEFKBVlHTqAWNQYChmTeweyWNbOQNbF5TlMyY4I5yPF1D1v2NwigAyhkMTRbxi5yAEZ4hkOz0hCCXcgAqSJgezGCllCL5esGFoMYmluoeaG2Cp7kMIDlMI3Ly9hKE85Z8CnWIOsbPGAJRzJhRjcKNO+d9I5xJHKb7r5EAGbkS66BMlm8YlUhgv2pBYC8NXjCSJFRj2jRbw1psnNg13TwtonF1pJeD9UsZI8lUHcyYMzlBzA6y2QlgGx4GxPE4sNjtg9aeWmzg0UQDT/RGPXdpMDjT8CHU/ar84SGK3Hhwv4vhCA3UvxK7hLARnOLvSguAMu4ayqHthXyD7WAzAsYwkchzp8YmRWbYlUMqYeM/du/C2IxNr7r+GH2G04MA2BNxQoe7plCCTJYV3B8bykMBF79WN7mvHMUi44CJrhuMYm4L79xrX+PvXAzj/em/flm0ZsAlUVtruvPNO3HnnnfjIRz7S8flv/MZv4LHHHsO3v/3tK9bAy7UtVNa1sUvlCV5JS3MWvZC26vYM57CtnEHGEhjKWXh+poL/8Y1TmK15SYHSeNHG//navfjZO3f2vIZex903ml8D+5ZS4eETi/jqC3OYqbho+RHhnCLisA7nbRzZXsKhiSKOztSIBxlEpARUdHBkewmDeQtPnV3FQ8cXcXqxkXBeBSdn6PAEaag/8MIsZqo+ItAbaMHmODxZglLA8fkGmn4IzhnytoHRooO79w3hDQdHE7ZhPF73f/04PvfUNOp+lGzZGgyYGHBw07YSMpaBgayJ1aaPo7M1LNY91N0QbtAu3jIYMJi3sL2cgWMIBFKC6+3g5UaA1aaPuh/CDyniJzjlSmZtA9uKNkpZCzlL4MxyC+eWW3DDEJHm1zoGx96RPEaLNgZzFm6aLOL2HYP4ytF5fOXoHGZXXUilMJg3MTWYw+7hLMo5W2OhiANb1bisuK3lrIVixoAfKQQRRZ3HSw5kGOHZ2TrSKbC2wfDmG8axbcDBiYV6Eg03ONM73nGVvELTo5zGrG2g4JjImAJ7hrOYKGXRDEI4psDtu8rYOZgD52xdFuUjp5fwtaPz8IIIe0ZyUAC+8MwcZistuCFRKLKaI7tY95LPchbHZDlL8rxg2DeSw0++YjsG8za+cnQOT51fxVPnVrFY9zs4rwZnGMxZMARDrRUgUuTMD+Ut3LNvBD/76ikA6LgHvFCi5QWoeCGiiCLC9+4bxtuOTPTEZHVf61dfmMXHvnEK8zW3g/OatwV2DuXwxhtG8Jq9wyg6VBT35NlVnFioY7XlgzOOfaN5bBtw8OXnqE0xJ3XbgIOpwRy9vGmRgpsniziyYyC55t3DOUwUHPzDszP4+tEFrDR95GyOjGVi32gebzo8ioxpJG39p6Pz+LOHOtnQo0UHv3j3Lrzh0BhqboBKK8B3Ti/jyfMVeIFE3hbIWEbHOtHdB0dnq/jkw6fw0nwdQShhGhwHRwt4z927cXC8cMlraT9rcfydiuvj9GIDDAwjBbuDfdqLQ7t7OLcF9t+yq2ZXhfOatgceeAA/8iM/gqmpKbzmNa8BYwzf/OY3ce7cOfzjP/4j7r333ktu/JW2Lef16ttm4dxX09IL91PnVvHZJ6dxZrmZLL4Fx4CUCgt1D34oYRkch8YLeOtNE6i2wnWv4WIPhF4CCRlTwDAYqq0QraANTH/rTePYM5zHN08s4ivPz+PYfA3nlpuotAJIpcjRzlrYPZLHrVMDMA2GobyN0YKDW3eU8R8/+xz+5rGzyUM/toGMiTcfHsUPHRxDBInnLlTw8PElLNU9RAoJBP2+G8c6rrXlBXh+torVRqgfzoBpCOwoZ/Geu3fhp/V2dyzC8NGvHcOFVGFbbCVHoJS1sFT3EwnRfszkwEDWwnDeRhhJLDd8MKZz7zhwarmFli+TAixTMFicwZftAreibWCkYGOx7qPuhcm2eCQVAqk6nNd9o3l84C0H0HAjfP3oAs6vNjG92sR83e9wXAGgaDG8as8wCo6J4ws1nF8mRFO8bHLGESmZ8HGZvp7tg1ncu38Ez1xYxfH5RoIhy9sm7t03hB+5ZVv7BUbPN0DhsVPLmK64HRgrUwC7h3IAGCpugChSaHgBWt1SZD1MMCRpHC/NN9HwA0QhdY4puBaUUGCc8okzpoGsxWGaHIMZC0e2D+CtN4+vuQe+9NwsPvP4eczVvMShGyvYeO9r9/RkJafXBz+U8AJKJ1luBQhCyqE0BcdC3UPDi5KdhoGshf1jeewoZ4ji0aC5XM6YKOcsSKlwcrGBuhcgb5vYM5wFYxzTlVbCkW35ISqtEK4fQTHqkzjtJZ5T4yUH77xjCrfuKOPLz68vXBALLuwZyuOfXlzAE+dW8MJ0FYt1T89FkpFN3zvdL8Dp8T61SGIIXiRhC47Jcga7h2msL2Ut7Wctjr/z0PGFRNCEa1rH/tFChwjBZhTAtmzLLteuuvMKANPT0/joRz+Ko0ePQimFw4cP41d/9Vexbdu2S2r01bIt5/Xq2mbh3NfKekG256supisuoOiBPlp00PIjzFU9BJHE/tE8btkxsOlr6NUHvUD26WOmYfvnV5pYqvuJIIHggGMaEJzhlh0DeP+b9ifn/3d/9wz+6pGz6zqGOUvgDYdGcefuQXzqW2fWQMbnqi6CSGH/WB63bB+AG0T4+osLmKu5gCJJXFMwuIFEqHNw/+PbD+ONN4zh+HwNv/iJR3F2xV23L2J3frOLCgNFZIdzFgbzNrxAYrXlY6lB0qGWFkPwAoW4htwxGAayJlp+lERXTU7FUX4UdShrmRy6+p5aNpizcHhbEVIikZFcT4KVA9g/lsN8zU/IAgzkRDcD1fE9UzAdnY1TKhhsg8MxOZQi5BegMJC1sG80nwhVHJ2t4BsvLa0hUKTN5IQWEwyodKmGrden6UsyBUPJMSGVRKUVUrEcZ9hezsA2GC6suogk7QK8Zu8wHJP3vAf6BfcDa+8NN4jw3bMrWGkGGMiYuG3noBa0WEbNC5CzBMJItnOqGUPBMejli7MOUYheQhHpzxzTwLdOLGK26lLqyYADL5Q4v0LR+rxtYPtgBlBUYW8bAruHs8haxoZrWXxNZ5ebOLlQx1zFJSeYawqELjqM751eQgtHZyv41ollSKWwbcDBQNbalMhCL+tnLQaATzx8Gkdnqji+UEcYEYlEaak+wTnKOWtLhGDLvid2VUQKum3btm1bVIEfcNsMxP9aphD0gmxLKVFphonSUqUVYqJE2+oVw0fdizBf85DTkPZ+r6FXH1CRRifIfns5mxzzpbk6PvnwaWQtgSCIUGkGEFxD/MHQCqIkwvjSLEVJ9rw+D9cN8b8fO7ehY9jwI7xwYRVPn1uFG0bYOZhNWI15m6FicNQ9H/NVF1mT9OyXmz44GDiniFTWEjCFQNMLsNzw8MmHT+PevcP47BPnNnRcgc07renfRRJo+hGmbANZU+LkYqP9BY0hSLtsXqjAwDpUoiIJGFyh2up07iJFUrkG53ADUgp65vwq9g5nsdzw13VcAcovfmmugYxJRWAAzaduSd2YlGBxoBXROVWkMJw3EyCAwYGlRoDFuoedgxnkbSp0enGmtsZxjedqfJZAAhmlUPH6wxHGdIX490wpGBxo+BR5ZYqoBct1YsKauviv4gY4tVjHHbsG1wgPhKHsC9z/ztt2wDB4x70BAEdnaggjhakyCRycWqxTgVgUUZ8GpCKXsyky2fQpEu+YHNms1SEKYRG0Vn+W6bjn4uKpihtQ7jWAhheh6oaAUjAFgx9JVBoBJssZ5CyBF2ZraHgh3nXHdghB+dLd68CuwRy++Owcluo+gjDSuwSkRgaQCIbg5MAuNzx84qGTuHPPcMf6IKXES7N1ANDqaBS57ldkod91qLv9X3x2FgrAYs3FfM1FGBGFgnMGpUhMwzEodWRLhGDLrne7ZOd1dXUVjz76KObn59dUJL773e++7IZt2fVvm4H47xjMXrN29YJs170IbhjB0EgfNyDguq0h/lnLQKVFYPPJcrbva+jVB2mQPaASiHvM6Cw4Bp6bruDIZAnzdQLkx8VNABJAfDFjwgslnr6wigurLXzmu2fhdwvc97C5mo9QSmwvtx1XgIq/2tca4sRiHdM62mYIpuVYZfJ32zKg/AjHF2r40tFZfO6ZucsZlr6sFUjU3JBUxvRnRlw81PVdBaDuhR3qWBJA3ZNrUiqkov8ZnFBPbkiFP2eWXQQbRDvT52Igh1RwKk6TPbbtpVJI6UUQMiySSUFYjAGTisQcam6ImhtgsYuZqaljYKrzhcDto63Jubt+G0hy+P2I/kFwQEripiowZG1y2LxAYr7qJXM2fQ88dX6lL3D/l47O4pbt5Y57o9oKEvGOWOBgruohjCSkpN2Ghhei6Ajt7JMz3ZAKYUTStWlRiEKGsFSxel36nksfNy44rLohYZ4MKnoMJb3s+Xr+EBYrIme43L7X0+vAd8+t4MRCnYQfZioI9b0St1eA8p9ztgGEEi/O1cE55ejG9/dMxcVqK0DGIuRXy6e1KBZZMIRKRBYmy9lLXoe62//0+QqgdwMqrVDzg5n+DhJBk8FcW9DkVbuH+p5vW7Zl19IuyXn97Gc/i5/92Z9Fo9FAoVDouFkYY1vO6w+ItWHfvbE4GUtgruquCyy/WtYLsh1KmYD/GRhCpRBICUMRHso2GGqu7ACb93MNvfogAbk7BgCGhhd2RNVieHyk2wB0Vn4LxuArqR+ICk2fAOfnlzeOeqavNdLCBGmLQe7xtda9iAD9cb8waDlUctWEZroGIYk31Nygr/NfqlGUkfok7ZBCUxB6uW2hTIkmaIvWcfCVhpzGy5VUgBfJvqPFJOTAiCO73nfUWqatTLUndl4h29D/ZhAlmLC15+y0zWjAdP+WCBEyyddNUjwUEsB//M2gS3ggvgdikYGNwP1Nn+bLvtHOe6Mt3kGPnbRwR8zMjVm/sTHtvTNQCkEURUnqRnycuhdSH6buuTBpf/u6SNWNzkNyxioRBonPpbQz321xHyw1fLhhhKJjktOrFETqbSVm6TJooYVIou6FHQIGsciCyUl9z1cSgZR6DDg4B1o9RBY2uw51t78Z0G9zlpGcP22CMQRKEsfXDbdECLbsurZL2hP44Ac/iF/8xV9ErVbD6uoqVlZWkv9tobJ+cCwN8e9lFwOWXy1LQ7ZjMzTcXeqtUsYI+E45apSz1w027+caevVBGmTfDXEHkMDjSQ2IPk/7LpHOfaVnKkPWovNvH3T6un5DX5cfdno63deatwUB+lnMQ+0UB4gUOWumQeINvQDsV9KIO0p9kkZXQberV+aJwRm6Ak0dIg0dx2cx/5b+zhlgC76uI7q2fbEgxPrpEYytVRNLb/PGzg0YzRNL8IQc0PucncY3sWJ3/5YBEKwd4U/SCVgK8K8bZ64jPBCLDHjrFIulxT667420eAfQFu6g85AqVty/sSnF6OVFUx26RSGCSMLgug9T95yRPq6+LmILt6WJFVgickDiIDS+3WtAug+GchYcQ0BK/XKo+y1pL9rpI0oXSeZto2N9iEUWAl1wyPU6EI9BWmii+/ybWYe62581DYqY6+hr0PXCFBc/hpHcEiHYsuveLsl5vXDhAt73vvchm712W8Fbdv3ZZiD+19J6QbbztoBjUDFIEEo4JgHXLYPDMRiafohSpg027/caevVBL5B9LEiglCJ4/FAOoVQYzRMg3wtlAo+PAfFuEEEwhiOTA5gcyOCX79oLq4/c4bGChdGCg6oGycfWea0G9g4TbkhwhjBSCPVDXyRyrEQf2DdSwH2HxvGjN1/9Ao6MSUSIkXxbOIC4swxG93YogLxtdDi6HEDe5jC7VjaunV+lgDAipm3OEtg56KyRme1lcfETVaorKKl6OtOcMcKEpX6XfnFJInOMxBwKDhUHDXc5Ckr/X7eL6PTR1uRcrNOBNTlFRilXlPKDlXbWio6Arzm8nAOjRbun8EAsMtCP2Ef3vVFwjES8IxY4GCva2DbggHPADUI4JtcvTUgQZAZnMASl+vQShRjMWZgoOR33XPq4XhDBDyIUHYOkTUOZqLblLAHL4DAF0xFlgfGi3XFd6T64dUcZe0fyqLohtpUcGPreidsbF8EFISHwDo7lcceuwY71YaLkYCBDhYZeECFj0VrUr8hCL+tnLT6yvYSbJ0uIJLGCW36U7ArE646j6ShbIgRbdr3bJTmvb3nLW/D4449f6bZs2cvMNgPxv5bWC7ItAZSyBEZXIO5qpAhw7oYKjiEwWrDR0FuS/V5Drz7oBbKPlEqOOZS38J67d2G4YMM0BYoZE5Ekp7bhhhrxJNHyI4yXHNyyowQAyGZN/PQdOzaMFGZNjsnBHH7q9u0o2AZOLjRwbqmBC6stzFWJPesYhOJ67OwyVpsBLE4V8r5UCGSEhhdguemhEUjkbAM/9+qdsCyBt79yB6bKF4/+Xspox7SBrCVQ90IsN8MOBTIZKUiojmMLRtulsdIX9DFcHVnuOL5+OMcIr6GchZu3D8CxLAzmrERCdr22bR+wwRiDp518BcDuCtBJvb3t6YA/Z4AQDFXXR8sPUfdCVNwQhmAoZ034ETkVkQIOThTWyAXHczU2gwOBAvJWf8u27HJ+paL+4qlCLs6AvGPANgUCqeCFEiXHxK7hXIfwwJsOj+LCagsnlxv4Z7dNwhIcizUfqw0flVaA1YaPxZoPW3D85K2TOLlMc+7NN44m90a15SNrczT8EMcXGuCMKvJztgHOGAAOwTmiKNJFRSS5OuAI2KaBYANRCAkk95ynpZANHdl2gwi+5vnaBhX4+aGCJThKORN1L8TZ5RaKGRO7h7N4ZrqKaovyxlcbLr7x0jxmqy2YguHMSgP7x/OwBAlqFGyKwjb9CF5EanqBlJSz7hh4843jeOXUAMpZEy/OVPHIyUU8eHwxSWnyQgkBhZoXQDCVpMvsKGewUPcwvdrES3O1ddehMJR49NQSvvj8LFELMsa6a/FbbhrHW28ax3DBwWjBgSHIUa27IaotH1Ek4YaUa7+eCIGUCueWmzg6W8W55WZHSsyWbdm1tL5RWX//93+f/HlhYQH/6T/9J/zCL/wCbr75Zphm53biO97xjivbysuwLVTW1bd+If7X2npBtgsZA5BAzQs7wNtvPtxmn17KNfTqg3LWhAKw2gx6HjP+zRPnVnBsvo7Vhg+pKKXA4AyFjInJgQyG83YHq/Hf/d0z+F+PnEUvWNJwzsThbSVYBseLs1XMrLqId3gpUikwNZTF8bkG5btuYJwBg1kTN0yUEvbj8fkafvr//U2sNHtvT3LWmQLRj1mCYThvYaTgoBVQBXfDI+nXMFLoA2eaHGO5GcDtrtbqssGsiX/95gN4zd6hpP+fn65iruZ2cF4ZKDJnGhxeECGIJEItnsChaQLrnMPgIMGGSBJnVudBGoKhlDGxbSCDlo6yZSyBqcEsGl6Ix0+vrNnOBYCBjEH5kSHlRnqh7Luf4/zL9PdNXbjGEMvxEpd4vORg2wCpo8Xz9eB4YQ2T9rnpCo7N1TvykDkD9o/mceO2Ugdj9NBEAf/w9DQePLZIali6IVxvjQtB0UspY7Wste0/MJbH3fuGO+6lgawJKGC11f6s6vp4frqK1Sa9RDJd9RZFtC0ep6AITuk4jt6atw2BbQMUhV+s+wAU/DDCdMVDELaZxZYhsK1kQ4EK0CKpSDlOjwfT/WAaHCN5G7uHcxjO2zixUMfz09WOsTUY4Jg8SWUSmrVasNsCGqbg2DWcw3t6CAP0Wt9GCzZ2DmYBXXzWax2L150vPT+LY3O1xGE2BcdYycF779m9htWb/t31wPPesu9Puyqc1+7K0nUPqJPqrxfbcl6vjV0PClu9rBdkG0BP8PblXkOv3wPY8Jjxb2pugKob4MRCHV9+fh5KKewZziNnr2U1fuvEEn7/C0fR8KKk0IoegOSU3LJjADMVF7MVF2BAxqB8ukASTD+WSRWcKq7XM4PTFqcfKRQcE7/1tkN48twq7v/6iXULjAQ6cVbxdntstsGxZ8iBG0oIJnDfTaN47YFR3Lq9jLm6h6++MIePPXgSLT9EwTHR0FurLT/Syk+M2qwUTIPSG7hGPEnJILiCoZ3/mhugGaiEyZq3BYTgsAXHK6bKeP+b9mPPcJ763yMlsNMLDTx1fpUUwEyBr764gLobopgxKKcyjDC96mnHgGOs6CBrURX8fM2DAlB0DEwN5uCFIc4tNxFKhbxjYvuAg2orQCtQGMiauHWqjFBKzFSIeHBmqYnVpp8griKpEme5mDHxuv0klvDMhVW8MFNDFCnkHQNBJNFIOeymzrmMnX4OUt/inKEVSDBG7NmCLXDjtiIs04AfRnADickBBz9yZBuGC5Sz2vIjfOpbnezQ75xZxmOnV5LiP8GoANIPKX/zjl1l3LZzMJm3TT/EqcUGmj5t3QvOsFB10QwkDMEwkLFgCoaFmofmOi8eHMD/8aod+JXX71v3/nrq3Co+9o2TmpJA41VpeJirEdFjMGuRwwuFqhvCEhz37B/GUt0HZ8BkmRivDS/Ag8cWcHqppXNgObxQdozHQNZEQaesDOYsnFhsIIwkRvMOFQHq3YCcQ8VRL87WiUPMACGAMGqPz97hHPaP5dH0IpxcrIMxhhu3FTGQJRGGqhtiKN/Jee3FsW75hIAr2Cbe+9rdeMWOgXXXsZdma/joPx3HQt3VQhWUdx1KheGCvYYpe73yvLfs+8uuCue1O79py7YsbZyza4rD6tcMg/fEvfT67HKvYb3fb3TM9G+kVPjO6VVkTLEuq/Efn57BZ75zHn4kMVa0wBhD3Q3hSwUHCm6o8Mz5SpLvSMxJiuhIKTFbaxMD1nPLOdoO8WozwMGxPM6tuvizbxzHczMkkdormgdgTTQ4jlJyRqgmqr5W+LFXbMOJxSbytoVX7RoC5wwTRQdffWEeoVTYM5zDbNVDJAkmDxCnM4jo3EJQkUvONuCGEmEYoRVEsAyO/aNZzFY9SMVgGwxKSR1po/zS5Yaf8HN/5fX5jvG5a+8Ifgb00vMLn3wMdS/E1GAmeXmXUmC+6qGl+3akQPmRq80Aho4gRpKcuuWGhG0asPTaudIkh2lq0MJKM8CZ5SZu31nGWMHGXz16LqlKz1pc84KBmhskilNzVQ/byxksNQIYgiNjAjlboOaqJJ83flngnIHpiK/UA5GzTWQticVGgCCSsAwTdV/i9olcwic+Nl/H0+cr+Fev2wsAuP/rJzrYoVEk8fx0FVLSy0M8BnUvhOTk4D0/U8VtU2UUHBNZk+OvHzsPL4xwwziRaaZXXTDOMZgVWGoGWGn6ODSaxdnl9jMmZtzG8zhSwGe+ewH//q03rLmfdgxmEYYSv/O5F1BLjZeUEheWpS5+VPAjicEc3TPlrMTZ5Ra+dWIZh8bzODheTO63nCWwoJXDcgbXc5zBMhgQEoat7gbYO5zDcjPAdMVFwTbAwNAMIliCYahA6TWLNRdnlltJvjTjDIIBkgNC0ovk+dUW3nJ4DE+crxDWS5HDemCM+mtcj0vMeZVSreFY0zrBkbMEzq608I9Pz+CnXrl93a3/Lz8/Bz+SuH3nYActSHWdK5Yxvh553lv2g21bBOIt27LrxPphNT50fBFzNS/hbMbyp4LR7ojBKS8ziBRMg/4eSHKomn5nVfRGUdf4GeQGERq+xFDOwnMzdVR1Tq7gnVXhvSy9Jc0Yg+bHY6nhYbbqdbArgU4+byiJ+Wpr5yEu3Ik5q/F1xYgnNySnNowUVpoh6jrx1OAMphCQSiXObyFjIlIq4ef2sl6sYCDmBUtYnMELiUnra2YswGAK+nylGSTOtG0ZiCKFlYYPyxQJ4zTm/85WPbhactbQ+CQgjrxSVXsYST0/GqhoRqhtGai6ESGVdKEQ5xTRCyJFLyG63XHkUCpiSYRSgXOetCE9x+Ix6TUfTyzW0fBDWKm5FUTUTsozJTTciUWC8M9WKUotGKmb+aFM+kWBgesxO7fqrUnBiIvbuH4B8kKJP/3mib7Hq812ZjANnrCdAbpXihkDCzVS30rfbycWGmj4kc4Fp76Mc6gVqC1BBKw0SQBhtRnAMQVsg6PSCmCZAoyxJEc6Uu0XOKlIRlgqeuEQjHKxv3NuJeHUFjLmhuOy3tyMr2soZyWc1l62GT73pXx/y7bsWtglO68PPPAA3v72t2Pfvn3Yv38/3vGOd+DBBx+8km3bsi17WdqlFjW0WY29N0QylkDNDTs4mzGSJ36kxM8yivSwxAFQQAfSZyNLEEr6t6EkZq7fxUS92NHWOiMsaUdTV1l7YZSwK9N83phJS1KbOmeUJwfquC6mvxP/19fMTCCFrtJ5hZHOKU7zc3tZL1Yw0OYFx857oJm6cdGY0BFTL5KJYy0YS3iiXD/8TcETFmkziDRfV3NNk/5THefyI4maHyaMzvi4KjVg68W9qK8UYkhUPDhhiucKoGNMes3HuhclbYrHQCqZYNYMTaqoe9SvzYCccsba/R/3i0pmiILb9SbVPc9in2k91vHF2M7xuASpHURDcN2ezmPV/DC5RhmPLWszfOMXO08XgRHii/i/kWyPMUBkC6TaHx8jHrMYq1VthRpRxWAKjmiDcVlvbqa/G0RyXU5rP+tM+r7c7Pe3bMuuhV2S8/oXf/EXeNOb3oRsNov3ve99+PVf/3VkMhm88Y1vxF/91V9d6TZu2Za9bOz4fA33f/0E/vDLL+EjXz2GP/zyS7j/6ydwfL520d/2w2osOEYHZzPevo+fv/GzmbZaVcfWq2DruTadFn8r/q3BiZlrdTFRL3a07n9XaDt4WVOsYVem+bwxk5aKYFgioBA3LH1dSn8n/q+lmZlAylHQDgxFACXS/Nxe1osVDLR5wZHOfUyzgmPHnDHix6bZqTFPNHaq0yzSrCkS4QOl2r0WX3d8LktwFCxjDSOUpQZsvRcK6iumGb5tL7fNQyVLj0mv+Zi3RdKmeAw444lzFyOo4lSPrI5CKtXu/7hfWDJDYnnVVHu7/hw7e+uxjjfDdo4tjKRuT+exCpaRXCOPxzbZQWinytiCayeX0hKUpD/HYwwgUfRLO6vJCxXaL55JTvU6bOj0uKw3N9Pf3YjTulk+9/XK896yH2y7JOf1d37nd/D7v//7+PSnP433ve99+M3f/E18+tOfxu/93u/hwx/+8JVu45Zt2cvC4qKGZ6crGMia2DOcx0DWxLPTFXzi4dMXdWD7YTXes28YYwU74WwKzmDq7XQpiV9pC9q+jnmWJmc65zPtGFFB1noWP6AdUyBncSw1fNw4kUfRMchJk50w/l6m0GarErOTfjOUszFetNewK9N8XoMT89ULickaF5PEnNX4umJHyDHIeSQMlYG85liFUiGIInDGkLMFTEHa7Wl+bi/rxQoGYl4why9Jhz5mBecsAYC20G2Do5w1kTEFoZv8EEIwlHMW/CBKGKcx/3e8aMMxyMkjxTDq/Dg9wg9J9YjmRw6lmBHqk5Rq1hQAo2uVkqrYTcE6UFu2wXX+M73QUIGbXMMgTo9Jr/m4dziPnGXAT80tU+g0jkgijEgade9wHgAwXrRhG0JHvBksgyf9wkBb6IZg2DFg93jZaTuLUl/DL9+1t+/xarOdVQfbGaB7pdoKMVJwiNubut/2juSQswR8qWBw6suYkMBAbTEFUM6SfPNA1oSriQOljAlfR5uVontRMOhUAe0MA8mLWaSIv3zbjvKGbOj0uKw3N+PrWmr4G3JaN8vnvl553lv2g22X5LyePHkSb3/729d8/o53vAOnTp267EZt2Za93Ky7qKHgmBCcoeCY2D+ax3LDx5eem9swhaAfbu4PH5nAe1+7B7YhsNwM0AokLJ0X2gzJubt5ewlDOUvntSowTvmGDV8ireqpY3BrrwX0oDU4w0DWxLlVF0XHxC+9dh/efdcu2hpGbySWwTsXFUM7H4Gkc2UtgYMTeZxYbK5hV6b5vOdW3cThqmt5XcHJIQEjxiYY6cIrBQghkNHRwoV6gKxtwDJILSiS5CBkbYH5mgc/UjgwXsBbblqf39uLFRxKym1lnOsXAq7RTgqOZq8yxmgbNVLI2qQC5UUKJcfEke0lGILj7EoLQnDsHMqi7oU4sdikMcvb8ELKywwiCS8kPinnDDnbwMSAA8UYDo6TY+hFCo4lMFKw9TY8jV3WJvB+7LkSw5aQTlWXEEc5SyCUWMMgTo9Jr/moGHB4WxFczyno7X8ezzXGcHiiCMWo2OzEYhM3TRYxmLNxdqWFukckAKUUVloBHENgJG9juSWRTW2Dx4630g4eZ8BP3bYd2WxvlbeN2c6qg+1ccwOcXSGu63vv3Y3hgtNxvzUDiclyNskf57r/yGGP2bgm5mseHJPj4FiB8nkjiYPjeTiWgbmqh7mqi4xtYN9oPik6U3o3JBY0YAAOjRfABNuQDZ0el/XmZnJdzvqcVmDzfO7rlee9ZT/Y1jcqK2379u3Dhz70IfzLf/kvOz7/kz/5E/yX//JfcOzYsSvWwMu1LVTW9WHXK0qrX7tY+88tN/GHX36JEDo9ZFRrboDVZoB//eYDHdXS6eNmTAEG4OhcDY+fWsZCzYMfyZ6sxj//1ml8/MFTWKi5egs2ZlVmMJS30PQjzKy2sNIMECaAdoFdQ1lkbYFnp6to+Z05rAJALBVrMCBrGyhmTOwayuJHb9mGWzR6528eO4tPfPN0UhQVmymAgm2AM64jUVGyvcz1VvL+sTymBnPrMnSlVPj0Y+fwF98+g7maS9FjpeAIjsG8lXA1G14IV2u/Z0wDN08Wcd+N43jizDK+cXwJTT8Chy6A4pxUkEDO71tuHMe/eM1OZExjzXh2j/PR2Sr+x4Mn8NxMDUGoIDhwYDSPu/aP4Mmzq3hprgY/krAEx/ZyBuWchTNLTaw0Kd8wZxsYzlnIaBC/VOTo2aZIQPfbBjJ44w2jaAUR7v+n43hxrgY/pLHJWYaGz1swOEPeEchYJhgUTizUcW65RbmRCuSkqfilQsHgVEAlFaUpxBSEqaEc7thVBlMM0xUXzSBE1jRwZHsJb7lpfM2YxHzP4/M1rLYCcEaFfC/N1VBzI0hdaFZwCPJfzFjwQ3rZ2Duax0++cjsePbWI//71k6g0AzBOW/OObWA8b6HqRVhueDD0bsFCPejEqwmGN94whvfcvUtzUE2M5W08eWG1A3fHOcP//s45/NW3z+DUYiMpdhvKWZBKYanuJ5/duK2IX7h7D3aPZPHpR8/h6fMVRJHEUN5ExjIxWiSFum+8uIDlhkc7G4oUuCZKNizDAIPCUN7GcN5OmLPLDQ+nFutYapAYxfayg5xtYrbi4thcDW5A48pALxk3bSvCEAzzVR8GZ9g5lMFYMYOqG16UN/3VF+bwiYdP4cRCHUFI9Id9I/mOe3U9NF/DD7FY8/Dk2VWcXGxc9FxSKjx8YhFffWEOMxUXQuPWRgoOdg1nsW0gg93DOewoZy+6rkupcG6liVOLDQDAnuEctvfxuy37/rerwnlN2/3334/3v//9+MVf/EXcddddYIzhoYcewic/+Un88R//8Rqn9ntpW87r995e7nDrftp/dLaKj3z1GPYM59eoOwFUPHJ6sYHfeON+HBovrjnuYt1L4OjDeRtDOYL2376rjBsmij2dfd+P8KWjs5iteACAhuvj0dPkUFWafpsmwACTM2Rtg7bdFeAHIQJFcqODOQuOwbDUDOCFUjtJBvaOFPCq3YMII4VTi43k2qEUTizUcHqppZ0UhtGCiULGxkrDgxtKGIzBEAxDeRu3bB/AfTeMYWIwAy+U6768HJ+v4a8eOYtvn1zCfNXVFfzEqaVoImnL19wA51daJKkLyqUczFmwDYELq02kUaGxTGwYO9Gg6O9N20vYVsqsgel3w/hnKk08db6Cpi87jrlnOI+sLXB+lfrAMji2D5Bs6ZmlBpZbAaDIWR7KWcjaJhgHcqaBm7YVMVpy8MJMFTMVF5wxZEyC7i/XfTyhGcReIHUxEEW/bINjx2AGP3/XbviBxMcfPIG5GuHEBGcYy9t4041jyNkmjs3VUHUDLFQ9zNU8tOIiJAEUbBNTg1nsHMqhGURo+oTounmyhLf2cF4B4KW5Kv728Qs4sUCRt5ob0BYy44iUhAAxgUMJzFQ8SCUxnCeJ2eemq5irdtIEDAbcsr2I2aqPpYavBQToG1KPFY0tUM4ayNkWIqWQsQQypkjECgAkcP6poSyen67i+Hx9jdBBt+UsjpGCjfmaTy9BioodC46JG7YVMZa34UUSJueQkJgsZXHjZBGHtxURRCp50WwGUTKfv3Z0Hn/ywHGcW2klODlDMIwXHeRtA/PVFlZbIQzBMZyzMDWUwXPTNZxfbiXiBaZg2DuSw3vu3r2uA5q+Xz7/9AweO72Cmh+A69zhjB3LXneuU73WsT0jOdyyYwAjmuu73n0Z/64VhJCSBC1aYYRzS01UWhSRH8hYePXuQfzMq6fWXdePz9fwV98+i2+fWsZqywdTQClr4tV7hvAzd67/uy37wbCr7rwCwN/93d/hD/7gD/DCCy8AAG644QZ86EMfwo/92I9dyuGumm05r99be7nDrftt/2Yjr+njZkyOF+fqqLshGBRyjoGDYwW0AtlXH8XHOrvUxMmFOubrHqRsb0umVa8MrpFagnLvIi0LFElyAiYHHNgmR7UZEBLKENg5mMX+sTyyloGjsxV868QypFIUEcxaWG36OL/SQiSBwZyJiVIGCgrVZoBIkWjC+9+0/6LX8EdfOYanzq0ikgpuECKStBXtRxImZxjIWVBSYrEeIFQKpnY2wkii4rajwDEiKh0XFgBsk7a64xSGW7aXcM/+ETR9kkGdqbiYKDrJtT54bB5Pn68mThdltSJRlRIM2DWUxUCusw/KWVLQcoMQF1ZdRFJhvOjgNXuH4Zgcx+bqmKm6mCg52D9K55pebeKbJ5ZQc0PkbEEkBC9KonSmwWHowjxb54xGUiJrGbANKuBr+iEMznF4WxGOKbBQc7Ha9LFc9wkxpgUaGAO8MILBOV6zdxCHxksb3pNr52oNDTeE0miwSBG5IWsKKiaLFBgUDMEwV/VR89avQucMKGVMKEljGPd1xmSQivJopQIcg2GynEHDIwU2BaWj0hl4QYRpLfSQFJKhd/FazI+N/412LKh0zNdYK8EZXtUltHCx+7BbNAAApldbhAUTpLbHGEvu76Jj4rtnV+HrnG5TD26gve7RooP//OM3rVHV6jUmEyUHbiDxnTPLWG0FKGsBDMcUSdt/6NAovnZ0ftPrcK/1j+bqMmpegFLGxHDeAgPDajOAVGrd+z19j3NGKUmbXSe27PvbNuOvXTIq6yd+4ifw0EMPYWlpCUtLS3jooYeuO8d1y763diXyQL+Xtpn2b6aoIX3cfSM5zFQ8eEGEsaKN0aIDL5CYrXrYN5K7aB/Fx1qqe/DDEEtNH0gxJJOCKbTZrpGU4KBtfHIUJaC3fhseRWRGiw68kLZzw0gib9M26YuzxO+0BTlMgjG4PnkMSimqgNb4plKWlJNiQYCNruELz87ipdkaTME0HosKrJh2MyKlIMMQ83rrN2swcMa1E9d5XM6xJnoU6fMwRgU0CsALszUoLYIQhjLJ5cvbBpSMcHSmljg5nAFcMAjRPm6kgKYXEIM0aPeBp0H1DY+cbtvgqLgBTi3Wda6pPpfuV86AmVU3kelspVIiTE0hiKOrliAnoelHKGcMZC0BwTmylkA5Y8ANIjx7oQI/iBCECk0vggKDY/JU7maUzMuX5upgUOvek91zdbbiwQskRosORgsWlps+Ks0AOwYcVNwAyw0fowULIwUbi7W1jmt3ADF2TJtBZwpLK1CAksmLSCgVXD9C3SVJ1phOUGnp3QLWjq4Ltn4xYZrMQb1BVAIhKL+a6Wt+froKqPX7JW1hKDtEA/K2gWorBGMMg1kTbhhhoe5hJE/pCK4v8dyFCnw93lSQyGEKnuCvluoePvHwKYQ9YMzd61LeNnBqsYFIKkyVMwgjhdNLTUrTGc1jqe7hk988jaX65tbhXusfZ8BMxYUfRVCSUmAcg2R2x4o2LIPjpbkavvjsbMfxpFT4wjOzeGmuBsvgGCvacEyBjGlgtOjA6mOd2LItS9slOa+PPfYYHnnkkTWfP/LII3j88ccvu1Fb9v1hL3e49Wbav5mihvRx616ElaaPvGMmYPMYYF/3oov2UXysgmNgpuIh0kB1yjMljFL68Rfnn4YaLq/iD0EFWq0goqKRkHBSgjHM1zzUXIrSpAH5LT9CzQtpe58xCA40/Ainlpo4v9LC+ZUWWn6EVhBuKAhwYbWFZy5UqPDJFEkRWiTJQTQ4lZZVPIqs0QCQs+FHCq0uSVGl8xO7Lc5bTMPhn5upoOaGWGlRxGylGaDmhnh2ugYvaleYK+39d7+YVNwIdY/+x3SqhBtKLDe0SIEpYJsCUgLzVQ8zFRcrzc5z1dwQczVK/bAMjlZI1yk4zTOh30D8SCFdXB7KzjmpQEVWXiBxbqUFxkEpHIJpVBdFF6Vmh9l6+32mQuzUiwHq616E5aaPvGOAadGBeIu/4cvkz4EWyWiFPVBOam2R4GorRKj7Ov1AihFnnFEqwUorgBdSRDeUhKFqeHGEuqsv1vF/en3uazlXqVTCr637baGFi61V3aIBaSGGtChEw5cJDzbOF+csLkxrzzX6ncJLc7WeQgPd61LNDZM1pFsAgzGGgmPg9GIDRT1uadvo2nqtfzU3xHzVg5SUE98KZOKEx+eKpMLT5ysdx0vucUkvBOl2MMb6Eg7Zsi1L2yU5r7/2a7+Gc+fOrfn8woUL+LVf+7XLbtSWfX/Yyx1uvdn27xst4Bfu3oWbtpWw2gxwerGB1WaAmydLHdty6eP6kUzg5LGlIeUX66P4WIJzLSKg2s7WetEntOHyQDsqy5jSVdAqETRgTCFIwfTTgHylFEIN41dKIYra3MqMKciRCyKsNgMs1rwNr4EYkhQZTUPsYyh8HBFL2h+LEqQh/drSEPi0ydTnCRzeJZJBLMQQQ/ur3loZ3bg9aSNsV1sUwdBM0FgoIWabAtSPzSBCGAsx6HP5kUzg+YKl2hifOYUbSwtNdDvo8YuJAjnm0Ncb52DTuKtkjGLsWDNoO5kbAerjfjI1fzSKPXpQTnf857YYwdoxSG/ZxxbKtlxBes7G4xVfU4y0ivuY6T6IVCfqaqO4Xa9/S3YmUo61Um2hhV79krZu0YC1Qgx0glCPcXy++HLTfwdibiyNYS+hge51qXsN6RY5EBpjtl5B1HrX1mv98yOpOcmEPuuek/HcaAZhx/EafohGQH83OODpXGtPY8W6hUMuVehly35w7JKows8//zxuvfXWNZ+/8pWvxPPPP3/Zjdqy7w9Lw6175YFe73DrS2n/vtEC9rw+vyGZIH1cS/AETh6rZqUh5Rfro/hYkZRaRIAlfMz1nuKxk8MZBxAlyCylKFKbFjNQivTrY5h+DMiPo4KGoO3oSBKzkzF6gDFGjhwMAc8LUHVD4pGucw30gKSHYRpiH3M+FXQqgI4WJ6IEjJEqVepa09D+tMVOEF2XhsM7Bo2BFmKIof1Fuz3ebUcjrQpFRizWtihCqMipjoUS2g926sesKWDEQgwpEH0Mz9f0Ke3vaJC/isH2rGNs0kpOQOzMtaN30NvnkZbWpXkRu/5I8jvT47IRoD7up0ATMKgt1AaDt8Vo4zb28pV6DY3BGaKuXYD49zG2jem+lpL6OBaF4Exv9acjeVjfge31b4ytFftICy306pe0pUUDCg7vIcRAJzA47zhf+6Wx8z0zLtKLSQnd1r0uda8h3SIHkZbuXc8BXO/aeq1/luDa0dS5zV1zMtAOc9Y0Oo6XswzkTOIDn19xdS6zSooV845ALByyUPPw1efnX7YFvlt2beySIq+2bWNubm7N5zMzMzCM69MR2bJrby93uPWltp9zhh2DWRwaL2LH4FoETPq4eVugnLVQ19XbSqkEYJ+3xUX7KD5WzQ0xUbIhNFA9jkop1XmTxw6OoeHyLP4QFAHLmMQItQyKhERKYbRAVeMTJacDkJ+xBAq2AVtzZgGK5lmxdK2iwiBLCJicretQTA5kcPNkifJngwgZkyeoJaFTHACFks2RiA4pynW1BEPG7FzGSPVpreck2Fo4/I0TJRQcA+WMiaWGj3LWRMExcNO2AmwdyYrb3SuamLU48rZA3hY6Ek35mIM5LVIQRPCCCJwDo0UbEyUH5WznuQqOgbGCDYCibRmDrjOSOtoqyXu1BENKIAoG72wMg4KUCrbJsaOcgZKAYxAmTGquqKVTCADKzR3ImpgoOXq8NgbU522BwayFuhvqaBm1h4Gq9+M/m1okI2P0eFlha53HgYwBQ/d1OgEkduKlojzmcsaEbTCEEYkHhJFEzhYdudEdv+1hvT63BAeLHU6d+pC32kILF1urukUD0kIMaVGInMUTJa5YRCN2zONt9DhqzhnDgbFCT6GB7nWp4BjJGtItgKGUQs0NsWs4h6oet7RtdG291r+CY2C0aINzoOmFyJjxWoHkXIIzHNle6jje5EAG20oOqi0iVQje3p1p+CEurLQQRQqTpQw+/8zsJQu9bNkPjl2S8/rmN78Zv/Vbv4VKpZJ8trq6it/+7d/Gm9/85ivWuC17edvLHW59tdqfPu7xhQYmSjZsUyRgc9vkGC/aOL7QuOg54mMN5Yk9OZS1gJSDJlUqsgTashOcQ4K2RQWnYh5odaesLeCGEbXDEBjK2TAEwfgl0AHItw2KLsURHsYA0xCIJEVgGl4IqYDhgoXhgo1W0CMHUl/DW28ax4Fxgr1LRdXqDbedyygYAxcCo3ninTZDBanIUeiWvZUSa6JMQp+nGw4PTv1gGBxFx4ShhQfAOQ5NFDoihXEEOG1eqNDwI9hmHOmkXNJEpEAqUl5yTOwazqGho7sFx0z6NVIKEwMObO0EZGwDjikofzQuQuL0UuJHCuWsiawlsNIK0fQjRFKi6UdYaREr+KbJEiztGGS1Y+cGUjveDJZ2KhljODCWhwT6AtQfX2hgvGTDNjnmqi7maz4GcxaKGRKVKDkmBnMW5ms+5msehgtWR/QSWCtswRnghgpZs1N6OGMygPFErMDgDI4lkNfFRq7OsyxlTNgGR6hobjPEYgA9p1pHagD1BhBIiUhzcOMI/+FtbaGFi93r3aIBaSGG5WZbiGGhHmCu6sKxOG6cLCVOn9QpBUEkE8nX4byNX7h7d0+hge51qe6F2DWcheCMBDA4wy4tgHFsvo6hvI333LULQ/nNrWO91r9IKUyUHFhCgHFK8XHDCK0gwlzVgx9KHBgr4C03ja85HuMk4CE4g6cLLZVSkBGptVkmhwKw0nx5Fvhu2bW1S0JlXbhwAa997WuxtLSEV77ylQCAJ598EmNjY/jyl7+MHTt2XPGGXqptobK+95bmBF4Mhn092mbaH4YS39WczqGchVdMDmCu7vVMIejFeU2DzzfqIykVzq80cWy+huPzDdRbPk4tNbFQc3FqsYGVZpAUN5FTyZExKK0gVAp+EOpIHEcpa6JoC7ihRMUN4QcRLENg70gOt+8aQtbkOLXUxHLDRc2ViJRCpeVjpeFTYZGgLXw6hkJDM0Vtk2PXUA5TZQfH5xvYOZzDoYk8fvmuvTAMnjBqR4s2bpoo4th8A3/3xDk8dXYVNS9CpIgXW8hYVCSmZVhnKi4Wah6xMRUVNg3nSYb0/EoTYdfWMwc6PnMM4OB4EZYhUHdD5B0Dt0yWsGMoi1NzdXzjxALqXoSCbaCcNfHU+UoHO5aB1JosQcVGjDEUHRPbyxkMZEy8MFtDzQ1hcIahvIVy1kI5Z8E2eDJ3Do63mbLxnIo5r0+eX8Vyg/ijMUlBcNpe3T+Wx6+8fh+mV1v40weOY6biIdQOWd7i+Knbt+Odt+/EV4/O44lzKzi73MRy3UfV9RFG1B9Z28De4Sx2Dec15zVC1hI4MjmA1x0YxnfOLuPCiovJsoN33joFyxJ44Ng8Pv3oOcxUWoCOqANUYOiHIfwIKDlEPmh6RENgutBsqRkQPSBlBgNesaOEmYpHEcvUY4ilcnw5J6ld26BovG1wOAbHctOHH8XbziRgMZJ3cGy+hvMrbsdLRq9UAccAhvMOlhs+mnpwGYBixsBtUwMwDZHgv6aGsrhj9yBuGO/NW47tqy/M4ZMPn8bppUayfU7CIQ5Mwdfc3wDw1LkVnF9pJYgsQzDsKGfxy6/bg5++bce6AgM5y0ArCPGFp2fw0PEl1LwAgjMUHdrqX24FiCKFXSNZ/Mrr9uHwttKm1rH4XDU3wIuzNTx5dhWzVReCA45J98Vy08eLszVUWpQfXspYeM2eQbzrzinsGe5MnZJK4Y+/cgyAwsmFBs6tNOEGEdEmTIHxoo3BnI28Q2tk3jZQ00INMUc5lh/+wH0HO4RerrZdTYGdl7t4z5W2a8J5bTQa+Mu//Es89dRTyGQyOHLkCN71rnfBNHvL932vbMt5vT7s5X6T9tP+jR5e5ZzVM3erl8JWGny+Hpz8rx45iy8/P4e5qps8+DijB0Gs6R5IiUqLoiwGp61RS3AoKFRaYUcULK7Aj2Tn1q3JGYYLFgYyJmarHhoeVYanv8MZbUdnLAMCCo1AJqpLUqmejotjCUipqFhHqYRB6gZRAni3DFKtetedU9gzksdffusMHjuzgmorWAOhL9ocr5gaxNPnVrDq9o7wxsYQS6YiYYKaBoMhBGpuuOa7Ca5JfyYYOTlRpOBFElIqFB0TGYtrykBbRSlvCfz8XTvxzlft7EvN61N6a9QNJQQDxosOXrVnCHtH89g3msftU4MwDI4/+NKL+LMHTyaOVzIWAA5NFPCv33wAh8aL+MoLc/jYAycwXfU6rmkga+DWqTIMztEIQuRMA5WWh+ema2j65FRwRoIO20oOlpsh6l4AqfMn8xkDfhDjxXROsu5HKbuKsHrYQMbEtgEH4wW77WgNZ3HL9hL+f09O49xKC5FUyBgMI8UMxooOQqmwWPcwp5mu0HQOR+9UVJoBpisu/K7JYZOuBlI6E8kYrjTXFmAVbHLqOGOotAKYggQNhvP2RXMvN3p57XV/S6nw6JklfOm5ORybq4GDIedQDvjFBAaqLR/PzVT1i6pKXnCkjvbH9+BIwcF7792Nn3vNrr7WsfhcT5xbwdmlJlpBhIyWId4/mscbbxjD3XuHAQDnV5o4qZWyYoWtk4v1NW0tZgycXGjgyPYBrDZ9PDddwULdh5QKjkn9G2pu8Y5yFqcXm5iptmj9iug6ijrK/sG3HMR9h8c3mF1Xzq6mwM7LXbznatg1cV5fLrblvG7ZtbCNIOUZU+DufcMYKzqXLc4Qg76/fXIJqw0/SQtIb2kLBuQdQlnFBVhSF+e4QdTh+G1U3NJthKxS6EZPpsHvDJQXl7U4lhs+/JQfGat7xWZyalMYqY7IaJyXGRdYDWQtDOZMnF5swgulzoHd2Dg6nfCNvsdZZ2R2PbME5cwGGmbPtNNuCUpdWNWOr8nIiYsk4OtiqX/1ur344H0H1z129/zJWAItP8JSw0fBMfFbbzuUAOv/4Esv4v6vn1i3HxiA8ZKDn7ptO/760bNYqvuJc4lUvwgGvGp3GbftHOoQZLA4RQDDSCUOn8EZBjImGFOotsIEIxafj6G//k7/hnNgrODg9QdH4JgCT51fxbG5OkzBMFZ0kLEEVhs+pisuOGfYP5LH6aVGogIndBFSS1esQ118HPttqymAiaKjC8MIX3dwLN+3cMhm7GJCKL0EBr5zZgmPnV6FVAoFWyBjCVRbAZr6RTFjMpQyZiJeYRsCH3rLQfzca3b11Zazy7SLE4SS0mACQq6NFhxMDWU3JWrQ9EOcWKjj7FITe0dzmKv6aPkh8o4JU9D9tKJV1kYKFlp+hKYXoeFHiLQDHupggGUIvGbPEH7jjfuuuoN3NQV2Xu7iPVfLNuOv9V1d9fd///d9N+Ad73hH39/dsi17uVs3pJwxhulVN4GUV90Iz1yoYM9wDvtH8zg2X8eXnpvDnuH8pqLPMcz/xdkq6i5t1Rmc8k5jxzDOzay1QjAGKmZiQBAqCJ3vGdtGZ+52dACs7zSyzhxD1w/h+52RLgBrvORAUl5dNy3AYIBk0NB4hYWai4WaC5OzvhzXOPdR9uFNbebN3eAU6fNiD0lvbYeRRCPlNUUALMZgGQyGlGiGCn/+rTP4tdfuheOsXXK75w/XVVkFh9Ikzq608Klvnsbr9o8gDCX+58OnNuwHBWCh6uKTD51A3dfb0Uzn/AKAVElO9PPTNdyyrZgIMlABHwPnHDLFaQ2l0oV4a8eAM/0CtQnvVQFQkvIbTy00cNvOMuYrLrwwQsFu58p6IZENvCDEC7M1CM5QzppQSmGlFVKEngONoPP4672UxSmkF2trEAFzVRc3T5bAOb2IzVY93DY1gOMLjUu6f3tZtxBAXLhVcEzkbQMvzdXxyYdPI2cLHBgrgDGGKIrw/HRNY8MAqZkGbmoO+iGlVGQtDsdgWG4G+LOHTuGdt+2AZfWmfrQFT3yEIW3RD+VtYk/bCssNH6GUWKp7Pa9/o2s5MlnC9EoLT5ytYCBjYihvJf9uCRoXiwss1/2EbCGVzoXWxYqVVoiCw+AF0RXr/0sdl0tdw6/2sX+QrG/n9cd//Mf7+l58c23Zlv2gWDek3AuiBFLOOUPGQgKDnyxnO6Dgm8ndikHfDS/Scp9UxJOsb6mntQRgMSSa6QZn8KK1T+wrse2S9mUUejitqTZ1WyTlmiKeCNCKSSRaID0JibbjsZn2XMwY+ou6AuQQmEa7rl2BnPZQtdMomD5/vO3OOYfFaXv90989i5+/a8+a43bPn7RxTrikU4sNfPfcCl6YqaDqXXx9jRRQ046rYCnFsRTnVYGK1R44vgQvIrUkoVM9IrmWrNDwIo2A6vycYf0CqY1McBrjC5UWBhZNVNwQWcuAG6oEfN8KJByTQ0Gg2goT0D4V+2gaAzqdVc7Wb0+vorv1zI9IfKGYEesKh1xu7uXFhFAKjoHnpit49Z7B5N9PLDTQ8EOYgkFwTi9Pfnvex0VrLV8iawtwzpG1DMxXXXzp6Cx+9Mjkhm0pOgZOLzUSMYq4LXnHwEozwPZypuf1b3QtnHPsGclh+vgSXJOY1KagPNa6GyJrk9TvU+dW4ZgCK80Ajkn4rFDSfHA0Zq6QMa9Y/69nmxGo2Wwbruaxf5Csb9qAlLKv/205rlv2g2YbQcoByhtNw+AvVZwhhvlHWsqIa9Yp0Lltn1hS+LLxA72Xxce7FIu3Znsds9tkjxMplRJaUO3cyajPC1hPpKDnd/v7mj7/WmGAWBUN6LzmdDaW4HSdF1bcnsftnj/dlrEEgoiA9Re6ipHWs+6Cpe7P48+kAqq64EYLmSX9132eUKqeYxA78ZdkihyTukfFabbRBt/H91EsUqHQRl3RXFcJDq7f06vk//qzWFjAFDwRsLiS4ioXE0KJBQZE6qWmpgsiBWNJcVtc2Jce6/RYxWSQ2YqH9SxuC+esQ4witrgPiBbQn6hB2so5CxlTYDBnwQ0kVps+XC01/IodAyhnKd1q51COIq86JSSMFHI2ofoMztY9/5W0qymw83IX77lebAvKumVbdpm2EaTcYDHUvw2Dv1RxhhjmLzRQU0IlD/PYYexwYBXA4m1S1eZm9mM9grl9G+tR4b+exSD6TpGBlNCChtAr0MM66KNFiYPTx/k3l/O79piOGatyqY6+T0dUIknXOVl2eh63e/50W8uPYAqKwE6Wnb7anP5OL0c2HaUsZkxcqHiUF63nSRqk377+mBG79lyb6siOHzNYBrFyySlRWsqW6faxJFqajvDS6dp50f2engFQm2hrLCwQRDIRsLiS4ioXE0KJBQaiVJ5DwTJIfEIpiFhYREfW03MwjZDzQnqZHi/ZF22LlKpDjCK2uA/oJaM/UYPua8lYAofGC8jbJvyIhFUKOsI7vdqCKTiKjoHRgk3zQNBcsAyuFd7WP/+VtKspsPNyF++5XuySe6fRaOCBBx7A2bNn4fudEnbve9/7LrthW7ZlLxeLIeUvzdeQs0QCKW/4IbjB0PIjDOUtTJScBAp+82Rp0+IMMcz/5EIdyw0gjNJqVJ3GQZHCjA5beaGCLdbmK16qz7HRMQzOCCIfXPxcgnOwrtQBodtuckpB4rxd8d+PxZG6ftIHFHSKQh/fHcpZkAqU+6eo4Iwzgue7vpcwSUm9jH4jpYQvFUqOiXfeOtXzuN3zJ506ICVFXA9qYP2RiRL+7y++hMpFUgcEo6Kduk/b/0wqSh1glGMc903eNvC6fUM4udCAFykoqfR2NDmG6T7MabB+1e0svEteNDY5kSIJ2CbDZCmDvcN5PHu+gvm6h+GclTBQMyZH3Ys0vo24uSqOxjJ6SeBQHYWBMfi/lyXj0kdbLYFEWKDuhhgtOsjbAscXGpd0//ayWAjg2ekK8rbR8dKTCAwM5VDTAgOMMewdyeGbJwxiL8sItmUgZ3HUvXZahGBAxtIcWSnR9ENMlDK479D6VfpxW565UEE5Y2Kh7sHKUc5p3AcjBRs1N8SR7QPrihpseC3DOdTcCBOlzLrXGkmFcs7CQs3DoGOtc/4r0/8X64v1ruVS1/CrfewfJLskkYInnngC+/btw7ve9S78+q//Ov7zf/7PeP/734/f/u3fxh/90R9d4SZu2ZZd33YxSLkhGG6eLKHhR5ctbvDWm8ZxcLyIvH5jj5FEcbEWQA/ofMZIpFyl1FEYxhNEFLCxryGxNkc1dkq7rTuyx3Sup7jI5VEtmVoTzQx0KkEkFQIJjBYcHBwvgHOuiQcbWyiBHum9Pa3fETAZ4AYRRdFFHPGjeHdJ0xBiE6CHkB9SsZbJGX7uNTt7FmsBa+dPGiJ/dqWFomPi5+/aBcPgcBwD775794b9wACMFh285569GMrTVmyo6GUnitqOq2DA4W0FCNNIBBloW11BStkh72roqChF3zrPLdXmirXiNjIOlLMWdo/k0AwijJYc2AbxhmPxBtvg8MIIXHAcGi/AEgwrzQB1L4JjCpiCw5cUFTf6mNv9zg1TAGNFBwt1H3NVD7ZmkfYjHLIZu5gQylDewnvu3oWhvJ38u2IMh7dR8VaoAILfAU6qAyyDcpebfpQIJfzSPbvXLdZKt2Uob8EwOARnWKp7qLkBluo+hJYHHsrbfYsadF7LxmIJ8bUOFxwYPD6/r8/vkRSz4BjKX31xm6spsPNyF++5XuySUFmvf/3rceDAAdx///0YGBjAU089BdM08S/+xb/Ab/7mb+Inf/Inr0ZbL8m2UFlbdq3sK8/P4U8eOJ4wKgUntaVtJQeDOeuKiTNsxHnNWoTNifXOG14IP5RJbpxtUlrDfM3riJ5xRrmZUdSD85q3YAqGhboPP5TrFr0k+YpRrAoVFzR1fo8DcExCMcWYUsFAIPpIIpRt9uoNY3n8xpsOYudQFv/9a8fxjWMLWG4EaxzrUsbALdtLePZCFcvNrtLzHmak0xUYyahyxlD310Y0syY5zX5E1+4YHOWchTCShIxSmhOrH7ae7iPOKLL5Y7dM4MiOMtwwwr7RPF6xbQBPz1TWsEC/dnQOn3tqGrNVD4EuaNk9nMPP37ULbzg42sHn/PRjZ/E/HjrVk/O6ZzSHn3v1TvzQoTG8OFvD//WPz+PUYrOjqGwga+DWHQMIJBVt5W0DXhDiuekqmj4VyHGQ/O1kycFiI0DdCwmlJTgKGQN+EGG1FXbMI9sgRzbYwEHkoIjmWMnBzqEcOaGcIWsbkFLhibMrWKxTGoNtcAwXbIwW1nJeueA6wiwwlLdQaYWYWW2twXhlDCoyi1M74s9zFkcrkGsK0LIGkLVNkvaNJEwOFLM2Joo2btw2gFumBjCYo4jgnuEctpfbEtDdnNdbd5RhGJS/eW6liVOaiTpZcPDQqQXMrHqYLDu4fccg/unYAp65UOkQjYiZny/NVfG3j1/AiYU6pJIYyFioewGenSbOq9SR9YxOTfKCSFNIGEaLDn7pnt0XxWTF1sF5XW6ipduzYzCLW6fKHetXL25sB+c1CBFJYKKUwU3bixjKW5hZdXFyoYGzyw20AomMKbBrKIvbtRBEKwjx5edIZOPcchNNLwQYw0DWxE2TJfzcnTtRyJjJOcfyNp68sLqmz9NjUc6aGC84cCO5Kc54t7CDyRkytsD+sSJu2lZMztVtm+HpXq54z8udoZ62q855HRgYwCOPPIKDBw9iYGAA3/rWt3DDDTfgkUcewc///M/j6NGjl9z4K21bzuuWXQuLF6Jjc1XM1FxAMuwZyeHn7ppCwbau+MLSrbBlGQyzFRePnFzCbMVFIBUMwbF9wMEP3TCGPSN5lLMm3CDC148u4vxyHedXm3ADhbGig1ftKeM7p1fx4lwNrubDDuftpLJ4seGv4btezIR23khJh9pjcIasZaDm+mgFnc6ErR3a+DwMQNERePddu/HB+w7if37zNO7/+jHMV32kXUzHYDg0VsBwwcGF1RZmKy14Ol/P4sBCfa2za/E2VoyBHO+sbaDSDHrSEuIRMzipleVtAzmTQ4EeZiM5B3fsKuMNN4ziO2dIocoyGM4ut/CtE0vk+Kk4pYDDsdpR5LSQhcVJ7GH/WAE3TdLD8fRyYw3MXEHh1HwdJxfraAUUJS1lTBwYyWO46MCXKoGe5x2Ov3nsHE4vtSB13uFIwYJgHCtNP8k9nCg52D6YwZmlJlX2ZwzcMjkAIRiOzlYptSCUyNsGMibHfNVDM4gQaZECk5P8Z80NN+SomoIhZwocmijgyPYBWAbHIyeXcG4lhtLLxEm2dF8LzhKlpXLWpOgpA3K2gbGCjbFiBqZg+MaxeUyvtNDwJaSScAyB4YKFpbqPqht1vHRZgumXSp4c2/VDzNXXf/mJX7KEvtbhvI1X7xnCz9w5hTNLzQ6RElOQwtx9N47h1EID3z61jNWWTzxWL+rg7WYtgRu3FVDK2IloxM2TJbz1Ztrm/+Kzczg+X8NKK4BgwN6RPF61ewjPX1jFQ8eXUPUCFG0T9+wbwptuHMfJxTpmKx7GSzbuOzS+YcS1l6UVtuoeqdAVbHNdhcBuyP6e4TwePrGIr74wh2PzdZxfbmG1SUpqpuCJoELeMYjiIYCRgpMIQbz58BgylsBXXpjF3333POZqPgUEGCl8xffLSsPH9KqrFd+Q9Pkrpgbw5NlVnF5qoOWHCCIFy+DYOZTF1GBuU2IAcV/Qy+UMZqtux/i+5+5dCYP5Yv2ynpLZpT4fvt+EDq668zoyMoKHH34YBw4cwMGDB/GRj3wEb3nLW3D06FHceuutaDabl9z4K21bzuuWXW27HoDT/UDudw5le7bzqXOrODZfhyk4xop28ttzK03U9QPf5LR17IYbKyfFlk6BpEifiR2DGSzV6WGT/jeGzmgvB2AZgFIsgfzftXcIT5xdRdMnZbAY9xT/joIfDIM5E+MlBwwMx+braPaIpMZmcipWqrlBR87kxdI3ba0iZQqGAS392g2wB4APf+4FPH5mGVIqZC2BMJKJA2VyEhKoueGGQhYA1ozZi7NVfPPkEqRU2FZyMJCzsNqkfuWM4TV7B3FovLTu2M5XXUxXXEAB2wYcjBadDjGAu/YM4eB4EdOrTTx2egVBRCpIgjHYJsd81cVyg0rnDB4XVakNo61pswRgCgFTkHzuQs3Xx5Bo6YFI524CVLAzXrJJ1csLITjHSMHCrVPlNQIHA1kTlWYAL5TwQ0mpM+mCQHTOzZxt4HUHhvHk2VVcqPQmQnRb1mRwTAHHMnQhlIO5qgcvjDruv7mqCzcgQkEs6Tpfa9eICF3cGOj5fGR7EffuH03Wj7gQK5Kq4549Nl/HTMXFRNHB/rH8NV9z+hVWOLvcxPmVJgllaHKIHxJyLU4DytsGLEHKYgfHCsl9dGi8gE9960xb+IUBM6sumn4IxyCp5GNz9aRyf2LAARQwveqi4YfIWgLDOQsVN4Snlftsg+OOXYMwBN9UP/UrInItnwXXw3PnSttm/LVLynl95StficcffxwA8IY3vAH/4T/8B/zlX/4l3v/+9+Pmm2++lENu2Za9LK0bOF1wTAjOUHBM7B/NY7nh40vPzUFuBj66SeuG3BccEwbnKDgmpsoZ1NwAn3z4ND7/9MyaduYsgfkaRS4cgx4kBufIWQZcvx2psgSn1IM+26S6/py1BGzBsVjzehRtdf5dAolzmDUoGvuNlxbRdMNkwRJaBSpO8wsljYUbUPTB5GxDxxWgrW3XD9eiui5ybb7Og5D6224QYbbqYd9IDssNH198dhb/8NQMnr1QgZIK5SzJWra0dxfL8M5pR2kwayKIFJ65UEHOEsm8+eKzs/jCs7MdY8YAvDhbg9IV115IfFYvoII8AHhprg4G1XNsOYBKM0wK4Cot+nMsBqCkwotzNUBjlUzB4EcRqq0AgzkTuVRkVejUi0ippMCqH/MjIGcyBKHE+eUWXD9EGEXwQwXBOWxDJMVikdJCEFIm8zGIFByDlJlOLzWRNUUicOAYHK5PqQAFx+jJq2VoP/gUAC+M8OSZ5b4dV4Dyh6XSkric4dkLVSzVXewYcJL7L28bsAWp2jW8EMM5E0t1P2kD0L7GuC1HZ2tQMkLBMbFvJIeX5mp4abaGfSO55J7N2wbCUCa5knFk+lqtORdb85bqHj75zdNYqnkIggiVZpC0m4gRlGITRRKtIAKDwkjBhhfI5D5aqnn4+IOnUG35mCpnkLcNVHU6EN0vEs9cqCKUCoNZyjevNkPkLIEoIkdVSYWWHyKSCgXHQFnfZy/O1bB3ONd3P/Wzvn7qm6fh+9E1exZcD8+d77VdkvP6u7/7u5iYmAAAfPjDH8bQ0BB+5Vd+BfPz8/jTP/3TK9rALduy69k2A5y+WtYP5P74Qg2PnV5Z086ZiotKay0cfqXZmSYgodZoxm9kBmsrXTEANTfEfM1bc4y42Kzb4gK0uPBLAeACukAFCbIp3eWCA66OzJ1b6W/3pxWqzoP0YTFRQCmg6UvYgncA7J8+X8HDJxbhhRGyuprYDxVCqSB4u+Ldl7pannOSQtVCFvG8efp8Bc9cqHSM2Uy1hdVWgKxtwDY5WkGEukeiGLZldByn19jWvQhuGMEQHKbB4QYRlhtBIgaQtQ2sNgOcWKxjuemTSIROCwgiKkD0taCBQpsJG2xibgBAM6A0Ei9SMA0OL9RsZK0CpqAlflWMgWKouREaXoSMJeCGFEVbbvg4sVhPBA6avkTDJzKBH651XLuljAFyjmdrncSci1mgx45yZhX8MKICqtQ944cSzYByUcNI4nylRbLCaOPkFOgFwNB/90KFZ6drAJCwbyOlUE/RJWpuiJUWRQBXmgFqbpsHei3WnH6EFU4vNsAFw7yWJrYNDqmowNQQDIFsj0HTlwgi1SEEwQWwUHNRdExwTmkdrUDCNjg451SoF5JkLeeUXtIKqDjNixQsTmNT8+g3MY85vj9ma27f/dSviMiXjs5es2fB9fDc+V7bplBZ9Xod+Xwet99+e/LZyMgI/vEf//GKN2zLtuzlYG3gdG+sScYSmKu6VxU43Q/kfr6qUPODNWBsyllUyFr0sI/B5r7OO4xtM+B/AAADGEjeVYG2Pb1Q9oxq9jpu7BilcQAq7dWkvtd9rDCS8PpM0KVzX1p0gnBcCoxTdMaPJAayJppBSNFJjZ2C/h7SfnJXboLJGVpdQhbNgOZMesxafqTZn8S/DXRUkkQxODhHx3G6xzaUMsm9ZWAIlYKvf88ZgykYWj45S6GMOZ80EJEi2gCQ4vNq6xZvuJhF2olJukJjoBhDIjyQAghp1SjqQ4dzeKFM1BxjJy9rcTT9OLrN4Kse8411smL14TelyqZ/kghopNNY0sIAaZGFSALeRnkVrO2sVz2KMPq6rxlU8uf481BKlDImKq2g49+Aq7/mXGzNi4UVlFQIZHu+hHpcDc4Sbi1DW5DCMQQVmEYSUnZG9Nt92X5pTS8FgtG9EEQ0vw0BTdZQHdSMeH63/AhjRaevfupnfV1u+JiteNfsWXA9PHe+17apyOvw8DDe9ra34f7778eFCxeuVpu2bMteNpYGTveyawGcTkPu12uDaTAULHNNO7NmGw7PUnB4S/AOjFQMru/XeKz+o/8uOKMISI/v9jou6/E5i8O4XfmL3d8xBIfd5zY2Y72O0p9RBJZBSXQA7LOmgYJjgHOWIkEwcpzSP05ZLyGLrGkkeWyxZSyhnQNFUTzGYHCe8H7Tx+k1tgbn2kEkh4AxwNK/lzqCSlu8AgbnWimM+kcwlqgudbNUe4kXbGSCd6rDxdEjcgI75w65ONR+oUU/Yvan4J0CB2mBEKEFLroHLZ5GqcN3ODj9GE0biubFzFnK0W0fKG5LLBBimxvMyZQDXbRpG9zSfa3Akj/Hnxuc5lo879J2tdeci615sbAC4wwmT88XlogrJOOdHletJGYJegkTjCU7Qem+BNbmvMf3gqnTmyJJ50v/BmjP7zhntZ9+6mt9FZSTfa2eBdfDc+d7bZtyXl988UX88A//MD7zmc9gz549uOOOO/DhD38YTz/99NVq35Zt2XVtMXB6puKiu/YxBk7vG81fVeB0DLlfaviQXcDNGHK/b6SAO3aV17RzouSglDF0EQRLIh3lrNXBdOVgsC4GbtUmGFVyWynuZEGr5nQfgyEuyll7DKbbH2+1yqiNuIojfekujyTgmBwF28COcn+a4BmDYXMh5bYAAmOEkvIiKjDJ2wIzFRdHtpdw995h2IZA0yO4vKVRWpFsOykWpzkiJRUqDWTNDiGLI9tLuHmy1DFmE8UMBjImml4IT2OG8rZAxhTw/LDjOL3GNm8LOAYVjwVaL34wZyJjcriBRNMLMZA1sXc4j8GsBTcgkQgGiloNZk1YgkEX+ycvNWafcyO2rElb6bag3Ffb0E6nVIlzKQEdtaSQe8ERyNnkdDgGgxdSv+8dzqPk0HVmLY6cJTQ9gK1xSpN2I1W0xRjGC9am2m/qscvoQjbLEFBKddwzlsGRNRkpVgmO7aVMkgKjVLstsRqdBBUD3rSNimxip1wwepmIreAYKGfMBAFVSPGDr8Wac7E1LxYjkJHCaN4CA+VUc0ZR1zBSmvEc58NzmIKh7obJfSQjog9U3QBSSi38QhF3KSWCiD4LI7p//JDuhcGsCVtQoWfG5CjY9BulSNwivj/GC07f/dTP+rp7OIf7Do1fs2fB9fDc+V7bppzXnTt34jd+4zfwla98BfPz8/jABz6A5557Dq997Wuxe/du/OZv/ia+9rWvIYo2LpTYsi37frHrATjdD+T+PXfvwtuOTKxpZ8OPMFqI4fAKdS/Un4dwLJFEqHy9HdfPVZCYAUUHOSenSSkFL5IY0g+ztHVD4zkAzilK0gxpi/y1B4aRdYx2pEVS0UzMkDU4jYVjCrhhBF+qJIq5npkccCxjzUVd7Bpjp5zrbztdAPu33DSOH7llAjdNlsA4QfW9UCKTbIFSfu5YieRi1xOyeMtN43jrTeMdYyahcHC8AMaZZkOSI2mbLOGbHhjLQwI9x1YCKGWNRA2slDG000RiAIwzHBwrQDFgvGQTYkgIFDMmlhsBGn5EUWV9HRydEbJ+zBJAI1AwDI7tgxk4lgFD0wciKeGFUcLJ5dpDNgRP5qMhiHphcIZdQ9k1AgeORXnSNTdMlMLSFueZxmPtGAKv2DmIbaXe8r29zBCxAhlFu2+aLGIo7+DcqpvcW3UvhBcpZEyBnG1gsREkohGxu8FZ++WNATg0XgA4R80NcHyhgQNjBRwYL+D4QqPjuIbBUdSFQ/E9e63WnL7FCAo2TJPmTiRVwglmLN4hICVCBeJO2yZP7qOhgo333rsbxYzVFn7RhVnLzQCm4Lh5sgiDs4TrXMwaaPgRhBAwOAPT2DnBGeUJNwNYgub3icX+xSb6FRGxLHHNngXXw3Pne22XhMrqtjAM8bWvfQ2f/exn8fd///eo1Wr4r//1v+Jnf/Znr0QbL8u2UFlbdi3sSgGne1m/LMCvvjC3hjMZQ+5jDuF67Sw4Br7w7Axemq8jCOm3OwczGCtl8PjpFSw1PFJR0qftlSPIoJFVjJzXgmPgyPYBFBwDL87WsNoMqABFO8deoBIngjOC/weR7EAuZUyOn75tEv/Pd9yMv3zkDD7+jZOYrrSS73AGFB0T+0ZzGMhYxHmtuoikQtGhB9e55VZHfibTxwXaCmVENhCoB9SuXosiB+XSOQY5I1xJNEKKtg3nbLz1xlHcvmcEwwUbtsHx3TMr+JvHzuHF2RpVVest5jWc14sIWRyfr+Hzz8zisdPLiaBAOWfh+FyV+JcRRVAnBhzsGswBjK0Z2y8+R8UkQahgGoT4klJiruoljNNdQznsHsmBof37gawJKODMcgMnFxto+ZEWwWCYrXhoBZHGWlEBVdYSqDRDBOskkQoApkk0iwNjedy7f4Ta9+wsjs7VUHMDRJHSUW0DlkFROakU3IAKdAayFsbyNjK2AUtwRIowUoM5C4+eWsaZJQLr+7pfCrbAYt3v4M/GkeRSxsT2wQzGixlIpfDM+VVMV7yebU9+ZwAmY8g5JkbyNu7s4ryeWqzD1TnH4yUHbz48htVmgEdOrWC16WO15aPlt/NxCQ3HsXcki/2jBXhhhIYnUc5ZeP3BEdwwXsRXj87j+HwNq60AnAF7R/N41a4hHJ2trits0K9dbH1ZT3jh6fMr+L1/fAHnV1yYBscNo1lMDhVw61QZpayB4wt1PHlmFTOVFs6vtLDaDNqcV8FQdEyUMyYqLq0Lw3kb2wYyGC3auHVnGYNZC89PV/EPT89gptJKpK0dUyTjvdyD87p7OIdbdqzlvNomx9RgDlOD2U2vzVIq/O/vnMP/evQcZistvWasXV+Bq/ss6LZrea5rYVed83oxe+KJJxCGIe64444rfehN25bzumXXyq6G0slmIdTrPWgu1s5/enEen3joFF6aI0crUqQstWs4h8mSgwjkJO4cymH/WB5Pnl7BPzw7g5VmAM6B4RzxTkOpEAQSEwMZvPNVU3jt/hEAwEPHF/D3T85gerWFQKOX6l6YOCk7yhm0Aomnzq2gEXQuSSXbwBsPj+JHjmzDcxrKXmkSG3TPaA5vvGEc7ziyDX/56Bn8yddPYLFB6kyCAWPFDN79milcqLRwftnF9kEHH/yhg7BMgf/7Ky/hC8/NUIRO51J6QQCpmEbt0Pm5JgTYloGSY2DXUA7nlls4s9zscHI5gJ1DWQzlLZxZapEij6A8vIJj4M49g/jRI9vWVdhab9589YU5fOKhUzixUIcfUaGSyRkEB1ohFbeUMiZef3AEP/OqnchYYo3i0eefnsFjp1dQ8wMULBNeGOC5mRoankyqvou2wM/dtQvvvGOq4/fHF2r428cv4Ph8LQHoD+UtZAyOo7N1VL0ABcvAke0l3Ll3GHsGc3jw5DzOLDZwaqkJgzE0/BBMKbQiBYsLHBov4L6bxnHX3mFqn3bOa25AW+zlDHYOZlH3Ijx8fAEnFxrwI5VEXseLNt5waAwMDDOVFjgHMqaB3UNZbB/MwrFoC7kZRPiLb53BE2dXyTGWNJYZk2P7YBZTgxnUPUrbUFBYbvhYrLnwdEhfcKCcEYjA9Q6BghAco3kbbz48hp+8dXuHwtbR6So+8rVjePr8KtyAUhcGsjbu3FXGgYkCHj+1gplKCwIKZ1dbWG4EVIRmcjiWoavyVfJSYGkQ/psOj+LCiosTC3VESqKcoftNSYXpirtG2KBfx+Vi60uvF+JdQzlwDnz7xDK81LYJ3W8OTMETQQLHFBjIWDi8rYh7DwzrnReGXYNZnF1p4msvLGB6tQkvkvACqZUJKbra8ol/vGMwg5GCgwPjedy0rbTmfrmaClvdfdT0QzT9COWsidcdHMU7jmy7ZIWtK2VbClubsC984QvI5/O45557AAAf/ehH8bGPfQyHDx/GRz/6UZTL5Utr+VWwLed1y16udq0g1GkAd94WCeA9kgq2KXDbzgGYQnTAx+M2uUGE755dwUozwEDGxG07B+GYfF3QfsbkeHGuhoYbQoEh7xiYKNl48lwFy3V/XWUmyyAkzb6RfE8o+2DOwqe+eZrwVJYB26ACnqYfwjYEPvSWgx3ymN3QcT+McHa5CT/SjqrBEck2Hixj0hanIRiWG0ESBVqvrVQcRccpZU3UvagDZn4pYzOUoy3nc8tNNHwCvW8vZ1DMEAMzUsAtOwbw/jft74jads+hB48t4OnzFVKx0rzcSCIRhPhXr9uLD953cN3fx+IFAHDHrjK2DWTXnZf9wuy7/z2G8CslcW6Z5JYNjdGiqn7Ktd0/lserdw/1vDeAtUIRUgF1N0Sk6O+3TpUxV3WxWPfghZQXyXW+taELoapuCMGB7eUMBrJWTzh9fK1/9JVjeOrcKgQDilkTDAyrzQCeVjHbOZjF/rE85qsuHjy22AHYr7WCNeIRJHRAcsH7R/O4ZcfApsdgPbvY2HSLBMRFTqcWGwmzOHbb0vetwRkyJhUBCk6KWIKzjrnZfW43kPjOmWUs1j3NZaVcXi+IYBocIwUHU4PZaw7e/34UArie7aqLFHzoQx9CtVoFADzzzDP44Ac/iB/+4R/GyZMn8YEPfOBSDrllW7ZlKbtWEOpuALcXKA14N1HKmPBDiZfm6tg7nG3Dx+vUprxt4PRiE2GkMFXOIJIKp5cayNtGT9D+vpEcZisevEBitOhgrGjDDSK8OFNDrdXpuHKNDkpybkOJxZqLIIzWQNkXqi7+5zfPwAsiDGZNZC0BwWkLezBrwgsj/NlDp+DrauHua87bBuZrPgkjcEqJiKNAcRsiSZifphd2OK694ht+KFFyBAqOiUgRuzMNMw/7zA/t1c5KM0AQI7gURQodQ2C06MASDC/NUpRIStVzDikpcXSm2uacsjYnM2tQxPnPv3UGrkZ9df+eM2C24umCPI7ZqgfO0HNe9g2zr3f+ewzhr7YCnF9uIdQKX5ZB/2OMEGxhpHBhuZlQFdJt6C0UIRBG5JyagsELIjx5doUK13TObyglCo6JvGNC6vxSpRFdXiAhGFsDpw9DCSkVvvDsLF6arcESDKNFBxnTgGMKjBYs+EGEpYaHIIqQNQWePl/pAOxXGj5WGwE4WCIeQYVahi5OizBf85CzxKbGYD272Ngs1lx8/KFTqLU6wfxZsy22AWiBEdZ5H4RSIWdx5GwDCizp73huhqHsOHfeNnBqsYEwkjp1iBBXedvAUN6m3PZIYql+bcH7W0IA17ddkvN66tQpHD58GADwmc98Bj/6oz+K3/3d38V//+//HZ///OevaAO3bMt+EO1aQajTAO4gou1KchCoKCCBele9BD5edAi8X3NDLDd95B0DnPMEMl5zw56g/boXJd+PoeG24JqjmLq+1B/SVy4VMF1x10DZ/Uii7gXImKInRDxrGZivuvjS0dk118w5R80N4QYRhGBtOD7agHzB6YEslUKzTw3Uhh8RhsogxE4QqQRm/t1zK5semxjU3vCjhJUZiwzE/V3ImIiUwtMXVnFhtdVzDj07U4WnRQYMzhKmatxXFmeouQE+/d2zPX8fj3khQ5GxeLzjsUjPy35h9vF8ii2G8JsC8CIFQ6REKQCNW6L86oYf4cRiveO46wlFRJI4t4bQ+caMoeFHiJRC05f6RUUTDxjAODlSBqe5WveipDAtDaf/7rkVXFht4ZkLFURKoZAxO64n0GpcgjHM10hUYbUVIGOJ5MWhlohHdI6rH0q4oULWMlBpkfjEZsZgPbvY2AjOsFB1UcwYHffUTJcKWcy47baGL9vzP6Dc43hufvfcSse5qZjKh2VSYWHGEnADIggwRrszK80ABce4puD9LSGA69suyXm1LAvNJinYfOUrX8F9990HABgcHEwislu2ZVt26daGUPfm9GUsQYUdlwmhTgO4YxB4mlVpcnqYN4MogY/H+VQxLD1mf5qCI5QygabHoH1CGBlrvg8AjBP3sZ/YhdLn7IayB5Ek52AdXJNtEPdzVhfidEPHgxjcD7aWqMA0g1QXJfWbZBVHZ4XmkUaKHspBRGidfqy7nfH4xKgnOjYSEDz1q0LTp3nRaw7VXKrM1qJVJD6R6n2hI88XVtyev0+PYfd4A53z8mJzuHs+dZ8j/lR0Ow4AoIkNSgF1r/MeiOddt1BEPH4auavFEZBA8mMGQNIferDj00vVFvGIzxOPZ8MPNXNTdcxvAMmxOaOxqnthIjRB19eO7BN9oD2u8ZjbRvs+3MwYrGcXG5uYA2x0XYvbtWuw3u0QpOa/1DzheG4uNfyOc/uRRBhJzWRVMHn7ngFoXkdSapbv5a95/dq1WoO37NLskpzXe+65Bx/4wAfw4Q9/GI8++ih+5Ed+BADw0ksvYfv27Ve0gVu2ZT+Idq0g1GkAdxrwHlsaeh/Dx+NtshiWHqsuBZHsgKZ3g/a7vw8ASqI3TL6HMX3Obii7KTjxQNeRKI3h9eMle801A4AZg/uhuuD4IKdVe7QxZL0fi0kCMZBdMJbAzOPc1YtZdzvj8YndrFhkIAbBU78yZC2aF73mUMGhbWqNTtWOXPui4oKmybLT8/fpMeweb6BzXvYLs+/edo3PEX8adb0xKABgGkTPgLzdeQ+sJxSRiB+olESsdhZFooCR6o+UcAJA0d+0I50ez5xlaCeHdcxvAMmxpaKxitNe4nZFOsLfLR5hcp6MuRe278PNjMF6drGxiZ3osOtanK7ipPVuBzM1/zmLBSlobg7lrI5zW4LDEDxR0IpFKOK+jsULIqmuKXh/Swjg+rZLcl7/23/7bzAMA3/7t3+L+++/H5OTkwCAz3/+83jrW996RRu4ZVv2g2jXCkKdBnCbgiFjEuBdKcr5SqDeRTuBj1ddygMsOAYGsxbqbkj5gRoyXnCMnqD9vC2S78fQcC+S2klLXV/qDx3V/AzYVnLWQNktwZG3TarQ7gERb/ohRosO7js0vuaapZQoOJSbGOlqdgnNmtURsUiSM8oZQ3YjlaSU5SwBpSj/NWMRwzSGmd+6o7+C1u52WgYB+BmjyG4sMhD3d60VQDCGI5MDmBzI9JxDN00UYWuRgVCqRAkt7itfF8u889apnr+Px7zWClBLjXc8Ful52S/MPp5PscUQ/iACbMEQRilRCpAzKRgQSurnvcP5juOuJxQhOCmMhZGkyLhSyFkCgjFkLa7ZtypR/1JSwhSaPKEU8rZIRDzScPpbd5QxOZDBzZMlCMZQawUd12NqJmykFEYLJKowkDHR8qMEsF9IxCM6x9UyOByDoemHKGVIfGIzY7CeXWxsIqkwUnRQbYUd99REFws3VhfrtpzF2/PfpDSIeG7euqPcce6CY6Ccpbxgx6CXvDjHWSmFuhuinDVRc8NrCt7fEgK4vu2SnNepqSl87nOfw1NPPYVf+qVfSj7/wz/8Q3zkIx+5Yo3bsi37QbVrBaHuBnDbJtOA9wCrrQCWwXFgLI8Ti802fDxPbap7IXYNZyE4w9mVFoTg2DmURd0Le4L2jy80MF6yYZscc1UXc1UPjilwcKKAQsbqWIykQgLSByh3bqTgwDTEGij7SNHBu+/aCdsUWG4GaPoRIinR9CMsNwM4hsAv3bMblt5+777muhdipGCRMIKOPNpaOSluQxwZy9pGElUFem+bWgZHxY1QcwMIRmkLaZh5L7ROP2NT90KUsibMOGrHGMo5E24YYa7qwo8UDowX8JabaF70mkPgDIcmim2FKdVWKGqGtGX7c6/ZCUdHLbt/HymF8ZINP1LwQ4nxoo1IqZ7zsm+Yfb7z32MIf8xgNQRLciD9WC0JDKZgmBwkkYLue6O3UATllMYyuLZp4BVTZcoxDSVsgyRxa26AuhtQHrfOl4WeE/G1do8n5wxvvWkcB8YL8COFuaqLVhCiFUSYr1E+53DOhikEmkGEm7eXOgD7pZyFgZwJqZMWShkDkSKwvxsqKsor2EmObr9jsJ5dbGyGCw7ee89uFDKdYP5mIBNGMqAFRrpeMg3O0PAlGm6o1egUgtTcNAzece54HTEEjQMJQDDUvRBLdY9eOgTHUP7agve3hACub7tkzuuJEyfwiU98AidOnMAf//EfY3R0FF/4whewY8cO3HjjjVe6nZdsW6isLXs5WzeE2hIcI0Ubt+8axA3jxU0z/bo5sDEz8WtH5/C5p2YwW3VTgHeOqcEspgZzCfh6z3AeD59YxJefn8PpxQYiKeGGElEkSaoRtLV4684B/PPbd+LAeBuZ9IVnZvH0+VVMV1ysNj0oBRQzJkYKDvYMZXFsvoEnz6+ikdIQZwCKjoE33kCc16MzNeItegGWmwFylsDd+0fw7jt34tPfOYc//fpxzFY92oplpBL1f752L95waKyDgwhgDXQ8jmZKAGEkk8IdrvNWDc4xkDVx+84yXpit4dhcfY34wbYBGxwMiw0fSgE5Ld3KGcNwwcINE0W8+66d2F3Or2FTAsBjZ5YSBNJtOymi98BLC/jsU9M4v9JEEJJzwxmhnJQuuCplLdyzfwg/9YrtePzcMs4vt5BzBN6wfww1P8QTZ1bw7HQVDS+AHyqsND2cX3XhBTI5XsEx8a47d+DGbUXMVjyMl2y86cAYHju3gq++MIfp1RZF4qCQswzkLY6zy8SzLToW7t0/hLcd2YZdg7mOOVbMGPjyc3PEmXVJHenQRAFvPjyOuzXnNT3HKWWAoo9NX+LsYh3HFxrwwnZu73jJwdtv2QZbcIL0ByGyJrFm33x4HBlLoOYFODpTw2efvIDvnFlBU88rxoCCbWD/WB7DBcK9VVsBal6I5YaPpkcFcBmLdgpMwbHc9NHwSLHLMjj2jRTwnrt34XX7Rzqv1Tbx6cfP4aFjC1htBVAKyFoC+8dyGMk7OL3YQM0LMZQz4UtgpguwX8wYUIqK1tJCI28+PIZqK+yA0Q9kzYTzmr7+t9zUyXmNOaA1N0DVpZc7zhj2DOfghhG+/Nz8Gsj96w8N4+RCA994cRFPn6+g7voIVRvMz9hazisHMFa0YZkCqw3ivGYskQg5/B93THUwiFtBiC8/F4svkHBDpEj0Y7HmYblJggxjJQf33TCOt940sYZhzDnJ755cqOH/890LWG76ODhewLtum4JlieS6616IrC3Q9IhWUnDMvtfOiwkBXK9M117fBXBZv7/ajvpV57w+8MADeNvb3oa7774b3/jGN/DCCy9gz549+P3f/308+uij+Nu//dtLbvyVti3ndcte7hYvIi/MVPH46RUs1Fx4kbyoYEG3dQPHAcA2BLYNOCjnLFiaLrB/vIjDEwWMFx24YRvqHTsZT5xbwZnFBlaaPoKInCkvjBDqPwsODGQs3LtvGL/6Q/sSruNffvsMHjq2hPmai6YfUg6gIAnHom3AsTjmqh7qunLaEAyTAxn84r278a47diYPqv/2T8fw14+exUojoG1exjBScLBrOIsnz66g6kYJCipnC9y8rYiJgWwCYR/ImAADVptBB3T84EQRvh/hu+dWEycLUuLEYgs1L0iK2caLDm7aXsJ3Ty9jruZ3qDYBnVEoAaBbLJsByJkc+Qzln8YiBrVWgPmal/Qp1/mc2wczkBKotHz4kQQHjVO8lV7MWJgsOai2Ajw3U0XDi5I2GZxhRzmDyXIGSw0f06steCEVv+RMgbxjYP9oAXftG0QUKXzqW2exUHMp7xIMtiEoKsaBU4vNBOYfRoRUA8gZNATDRNHBPftHcHap2QG1j9MaFuu+Rk/RuBwYK+CefSN4y030UnRhtYX/9dhZ/H+/ewHLDY/SNxjDYNbC22/ZhokBG16osG2AUkDOrjbxhWdntcIUFQVuKzlgYDi70sTZ5SaqrQBuEKGpiQ8xTSJjcewezuP1B0cwV/Xw7IUKlrXDlTUFDoznkbEMPH56GcuNgCK+IIW1qXIWP/6KSQzkLHzpubmOax0t2JgqZzBX83B8oY66G8KPJCLZnhcMFMW9baqMf/fDN6Duh2teYnoJjXQ7Ey0/wpee77z+mydLeGvKeY0dryfOreD4XB3LTR9KkWTtcMHGq3s4lf90dB5/9tCpZB5wxlDMGHjDwVH85K3bk/Y8c2YF/9eXXsD5ZRe2yXForICJgQxu3VnGQJbSeBjWOslpMYSD4wU8empJiy8AA46BhbqHF2djOWTKvS3nTBzeVkTJsTp+f2iigI89eALfOb2SqO4xPb5HtpeQt02cXWqi6gYIIiqSKzompoayeOWOct9r53qO3GZFZC7HNnOuXt9Nr3uX8vurdV1pu+rO62te8xr89E//ND7wgQ+gUCjgqaeewp49e/DYY4/hx3/8x3HhwoVLbvyVti3ndcu+H+xyYdm9YPfTqy20AlKxuXvfMMaKzrrHi89/drmJhZqLhhui7kdo+mGiRgSQMyp0UZHBGW7fVca7X7MLf/fEBTx1bhVuSFGuSKqk2jupelfkHORsM6kK5wwo5+wEBv/n3zqN/9cXX1wjRlBtBomTaAuNt4oUfEkPsyPbi7h3/+i6cPdjc3XMVF1MlBzsHyURhO+cWcJjp1chlULBFrq6WKEaKzWBtvYZFIJQdURhhcY5bWQmB/aPFVB3A5xbdTXxADAFEERIOaCkbubriuxSxsBqM4ACfV7OWQgj4vHGzllcmBQfwzZYUs2esYw1/Xvn7kF89qnppF+5Th0JdEGdKXQFuIyr7juvg3GOKCIHL2cL7ChnkbEEFqouLqy6UKCIvCUYmMZ+GYJh30gehyaK+IW7d+FbJ5Z6jm0voYmNxBOCSCJjCoRSYbXlo65fZoC4EAlJoqYpiAect0SHqEDFDVDX296MKV3cRvmvgjOMFW1UWiFMwTFWtDVSjqRKAYa8LeCFEl4YddwfQBv3xRnDK3aU8Hv/7MimHYJ+1gMAyT17brmJpTrRNhgn+WbH4BCcd4gHrHd/dY/BZtaj9b7b7z3X8iPUPIoW37GrjNt2DiZCFs9cqKCi74V43qfn5mDWRM4SqPuEOTMFQ8E2kHOMyxY+uJYCBpfb31dSWORqCjNcdZGCZ555Bj/xEz+x5vORkREsLS1dyiG3bMu2bB27XFh2L9h9tUVbo4NZE0Gk8MyFCnKW6Hm8+PxLdR9hKBGEbV329DlF4o0ClnZ2njlfwSceOokXZ2swOOD5JHtpGxy2IQAGSNnOcQXooZq1aGlyDI5qy8envnkazWaAjz94Cl7YKUZgC9YR3TQFJzalphgoAEdna5BRiJmKR7B7wRK4e942kly2MJJUva4knp+u6XQBQIKBM46MyRHXr0jqAAiGNcpg/YQEAgmsNjysNIPk+wrUF4yTUwhQYVLdCyG0w1Np0va1qfNwW16I4/P1ZEySKnreXuC9UCXV/Rmzs38rTR9/+53zaPkhBrOmLtpTdL1auKAVSH3+tnMQR5pDSf0Qt931I+QsA4IxrLbaldpeRKkAWUug6BgII4X5mofFmovPPz2Dj3/j5Jqx7SU0sZF4gskBL5SouAGiSCJIOY4xT4Dpsv64ILHWCjBSsBNRgZG8ibobJIVanHFYptDFU1T1Pr3qouWFcAwSEhCMwQsULMEQSomVpg8ZRR3nT/cZBxX9PDddxeefnt4U6L6f9SAWB1mq+wjCCFUtu1twTOR1MSFnDCZHIh7gumHP+6t7DFw37Hs9Wq+t/d9zlKNsaHzW8zNVQJGAgecHyUucoaP/nLMOp2alGSTEhJgnrEA5z5cjfHAtBQw2c6717o1e696lCItcT8IMl+S8DgwMYGZmZs3nTzzxREIe2LIt27IrY5cLy+4Fu4/FCDjniRDBTMXtebz4/EXHwEorgGUKUtlRnY5MjJmKq+FtU8ANI7wwU4MfRhBcF2TwFPIp5bQx6LzTiFA5lsHhhgpFx8SpxQb+9JsnsFBzKTKYAqc3/U7XMdTMTKkIMM9Bztt3zlaw0iRZz0LGTODuBEmniPRKkyq4Tyw00PBDmILBFCLJgW0FsiMtALrqvdv6kzIAFhs+mimFBgUkUd00iMiPyIkyONMwe3Ko3ECi4Ycd46BSv0y3Ne7fSHb2L2fk8NkGQfNjmL/gDKqrDV2XnpwvcbpB/bHS9FHzSPzBFJyKemSbfxsLYFRaAQRnePD4IuZq3pqxpe92Ck1sJJ5ga2xRFCnUdXFTuj/iAiIuWILMosKo9hisNEPCcMXXxFJOJ2dJVD3uv7iQrBVEMA0BxBFqsHXnQbwz4UcSDx5b2hTovp/1IBYHKToGFmqUfx2Lj8Rj3wokbMtIxAM+/d2zPe+v7jH49HfP9r0erdfWfu85P1QI9UuXIRgaXogTi3XU3BCnl1up87Y7tnv+V9wQti6qS67b4JclfHAtBQw2c6717o1e616/v79a13W5dknO68/8zM/g3/7bf4vZ2VkwxiClxMMPP4x/82/+Dd797ndf6TZu2Zb9QNvlwrLXg93HHMW0EEGv48Xn55yiSjFMvBe0n/6uEpyRkgpuGMHVcPVYO15/S/+XjGtPSCp65JMCqoJlENPy/DLl4NlG56LazQHtaJuOFgJARUd56OFI4PNY9CCMhRr0ZzU/1NeQZoOS49dxvWhjnC7FIrk2Stt2BrvPpcCYSoQUYgGEOH+Z9zhGt8UOG9Du39iEaJ8nTitIN6G7TR1OQlc0Nu7T+DixpX8fzzupC5R6jW1saaGJjcQTYiUuqXFPidBAul9SL0zxH4IUDsqX7ReU9DUmpj9gKZh+WkAiOewG8yJ+yYMCal6wKdB9P+tBLA7COYMv4/up3bp47LluRNOPcGGl9/0VWzwGF1bcvtej9dra7z0XK8AxFkdfaRfCj2RSwBf3J/13bZ9Hsr3mpEUTLkf44FoKGGzmXOveGz3WvX5/f7Wu63LtkpzX3/md38HU1BQmJydRr9dx+PBhvPa1r8Vdd92Ff//v//2VbuOWbdkPtF0uLHs92H3s9KWFCHodLz6/lFRxH8PEe0H76e/0uaejJkGkUHVDrNR9RAqJAxjD4ONDyMTZpGUp0nmGlKvGsX3Qoe3Zrq3YbgWmjrYpfVwAJceEIUjyMwafx6IHRizUoD8rWIbOn0urMpFsZsf1oi1deikm+FpOpgJFL7tzZt0g0lHptEgBSxSduskHvVqVjiLG/RtbFMW/bTsP6bZ1X2scdY2Pi9Tf4z7tdoDTv4/nHW1hGj3HNra00MRG4gmxc8yZHit9vqSdqbYmLWFtoQcAsDjviNSuaVHs/KZg+mkBieSwG8yLJMOGAQXb3BTovp/1IBYHkVLB4vH91G5dPPZSNyJrCUyWe99fscVjMFl2+l6P1mtrv/dczCFWiqL2TKf5WILDTiHn2uO1ts8FZ8kakBZNuBzhg2spYLCZc617b/RY9/r9/dW6rsu1TTuvSilMT0/jYx/7GI4dO4a/+Zu/wV/8xV/g6NGj+PM//3MIIS5+kC3bsi3r2y4Xlt0Ldh+LEUgpEyGCiZLT83jx+atuiHLGhB9ExHpkOs8V7YgWS/236YdQIOfZMQWgN6G9kPLNuh2JeCs1Lg7yQwnHYKi6AXYP5/DLd+3FSMEhUkEqUhbnb8Zm6FxQrgtsJChqdNtUCeWshZoboNYKErg7QdJNLDV8lLOkF793JIecZegFn7bpBWfImLzz8aiooKrb+l1Yh3NW8tJwMXNDhYZWdQojSVB3k+v80qQ5nU5lZ1NhcKYh/O3+jXOQvZCg+THMn4rq2vPN6pLfjaO7saPMWXwOoJy1ULAphzTQe/CMt5XH4nzTUsZEJBXu3TeMsYK9Zmzpu51CExuJJ3j6oSsEQ14LEKT7Q4HmhdQvAXEEO2+3x6CcNaAzHeiaUtFqKVWCYYv7zzJ4ck8FYQQwpvON1brzIE7hsATHvfuHNgW672c9iMVBqi4xjJluLxVGqkQ8wPPDRDzgnbdO9by/usfgnbdO9b0erdfWfu85y6DiskCj+HK2gb3DeRQcA7sGM6nztju2e/6XHANeKCFl6rpDeVnCB9dSwGAz51rv3ui17vX7+6t1XZdrl+S87t+/HxcuXMCePXvwUz/1U/jn//yfY//+/VejfVu2ZT/wdrmw7F6we+JJKiw3AxiC4ebJEhp+1PN48fmH8hYMQ0fUUm2LLdJ7oQr0oAQjRaw7dg9iOG+DcZ5sSbqhIr6lAjgnJ4EWIwU3lEkeqxtKlDIWfv6uXchmTbz33t2wjU4xAi9SSLt/QUROOVL5jofGC2BCYKJkU45ipBK4e90LYXAqZjEEJ5wTYzi8raArzMkRkUqiFUjEQTpOHYBIrV1I+wnGmhwYyNkoZ82+ZWfDiBzKMJIIdG5vxjawbzTfGS1U0HmXZLbBtCQpXUO6fweyFn7qtu3IWAaWm4HOh2Z0vSHlDWdMjlBHsdOOMqCddx2t5AxwNHYpUgoDmXaExhY8wVZV3RCGRksNFxy87cgE3vvaPWvGtpfQxEbiCYEkR7zkmBCCw0w53LGzrTR2Ic67LWRMzNe8RFRgoR4g75j6JYj6wQ+oWt3VmLFtAw4ytgE3pPkTKQXbZPAj2p0oZy1wIWAaax1+gMaFMYYbtxXxtiPbNsXP7Gc9iMVBhvIWTEOg6JgII/pO3Y+0FK1CIJGIBziO0fP+6h4DxzH6Xo/Wa2v/9xy9AIQ6yn14ogjFKHXAtkwMZE16EVB0b0jZSf0oZ+n4ALSSG90fxmUKH1xLAYPNnGu9e6PXuncpwiLXkzDDJaGybrzxRvzZn/0ZXv3qV1+NNl1R20JlbdnL0XpxBWPO6rG5KmZrLpRk2Duaw7vv2olD46WL/v6fXpxfy3k1BbaVHAzmLFiCY7To4LadZdwwsVYAIc2MPLvcxHLDQ6Cr2L1QJukAtBXOsL2cwd37hjGYs7Hc8PH0+VWcXW6i7gUII/0QEQy2wVF0DJiCY6XhEx+SM2QtAzeM5XDPgVEUHBOOKXD7rjIefGkBH3/wJOaqHiKduztWsFDOOzg2V0uKqhiAjMmxfyQHyxCo+yEKtonDE3lwQUVqaej4wfECnruwioeOL6Hmhig4BvKWwAtzNaw0A0ipwDnDWMHBzdtLePrcKmarLYTJdjugUtvksUMe9FhhMyZD3jbJkWJEDpivemuYsL2MARgvmMjYJvyQIunDeRsMwPMzVdS9NhrKYMB4KYORAkVeFuo+PF00l7MERgoW9o0WsGckj5WGhy8+PY35BjF4OQDHYtg7WoQpGM4sNdH0oyTPNs3VNDhJh957YDThvLpBpCuVSZVspUmweCkVspaBfaM5HNlexq7hLLYNZLB7OIcHXpzHnz5wHLNVP4lwTpRs/PLr9iWYrPR8/NwT5/HF5+dRdQMUHRO37yxBcIFnp6u4UGnBCySkUmgFEfywk/N6w0QRP/aKSZxabODbJ5ew2gwQSYm8beLWnQPIWAJfeGYWK01qCwM5xvtH8ji8vQilGJ69sIq5qkecV4Nje9nBVCmL44t1nNMCDlEEdG/C0k7AAN5zz541YiPdQiIxV7XbYuGPp86tYK7mgjGOwxMF/Pzdu5L1oIPzOl/HcsMHlIKTEg/4mTunOmD7f/3oGXzmO+exrIU2OKdCnffeu6djDC4G7+9ua6/vHhwvJMIj8edV18fz01UaD0W84ULGwIGxAkbzNvxIdvz+Y984gcfPrCSFkwy0G3NzzHnVvN8wUjAEQyljYsdgFrdOlZO2+n6ELx2dxfRKC80gxM5yDlUvwFDexmjBuegYdAtldAtFXAm73P4uZ00oYM26t5nx6vXdK2lXnfP6D//wD/i93/s93H///bjpppsuuaHXwrac1y17udlGgOjTi038yQPHcW6lhVASbHzXUA7vuXsX3njD2EV/361+FCtsvTBbxeOnlrFQ8zYUQJBS4ZsnFvHl5+bw3HQF51ebqLq0zRjnlWUsAxwKB8aLODBWxGDOwnLDx7G5GuZrLlYaPqqtEEIABqf0g5xlIGsJVF2qUDd0FCDS1fFxDlzeNrF3NAvPj3B2pUURXrS3CptelDiAHIBlAEoxhLqYxhAcYwUbv3TP7jWqW3/5yBl8/BsnMVdrO8XlnIkbxgqoexGqXoCibeKefUO4cfsAnj1fwcMnFlF1A9gGx5HJAbz+4AjOrjQxs+rCMhiem67i2yeX0Ep5sBYHtg9m4QYSdTfUkWeGSoukQi/GhwXIKTcFhxdEHSD37SUbZ1dc1FqEEDIFQ842YQqSlI0f3hlD4EKlRSgl7ZnFEdu06ELREfjxV27Hu+6cgmNwzFZdLDV8PHOugm+dXMSZpSaRJQyOQ+MF/OI9ezBZdvCph8/g5EID4AoTBQd7R/OYLGdhG5yEJTjD115YwHMXKqi0AihGwhZRFOHUUgMpkTXYguGnbt+B3/mJmzv64N/93TP428fPwUt1mMkpTYVxBi+IIARH3qJ87boXwosokjxVzuLX37gf9904DikVHjq2iL9/6gKmV1vwI0JdVVshlFIIlYItOHYN5/DKHQP4zplVzFZd1NwQTU/3s8GRtwzkHQMrTVKyinfeLcEwMeAgCCUqLe2QSYWsY2LXcA5Tg7nkXjuz1Ox4wTQFX3N/p9eJj37tOL7x0gLqHrnHtkm4u199w77k+xspbG0vZztg+0+cW8Hz01Us1lyEku45y+A4OJbHb7zxwJo2XK7iUyw80v15GEr8z0fO4OFjC2hoEZGsRWzW23e1X65PLtbxhWdm8cTZJZxaakFKhT0jOXzgvoM4PFHqS2Hrz791Gh9/8BRmKk0EUWfKQXy/3DBeXHcMuoUyuoUirqRtKWy17ZKc13K5jGaziTAMYVkWMpnO/Ifl5eXNHvKq2ZbzumUvJ9sIEN30Q5xabMILIwzlrATgvdQgDMpvve0Qdg5lNw2YvhQA9tmlJs6vNLHY8Kl6NaQcVssQ2pFUKGUsDOVt7B7O4dRiAy29lXxhpYkwIpUhKpxg8KMIkaQKdMvgoApomWzJ5x0BSwjU3IC2ZrXSEWPA2aUmYloWB5CIHqSuUeiHsCl4EklIQ+97wdk74egDuG3n0Lpw9V6A+P/HZ57Bk+dWNbKLirDSsALb4OCMtuQNzjBf9zc9X7ImQzFjouVHqHr05B3ImhgpWFiqB2h4IcKIorMTAw6gGNwgwkKdlLw4IwfX7xJZsAQVv/iSnL1/9bq9+OB9BwGsFbxIz0PbENg9nEPWEhvC8//oK8fw1LlVCIZEHODEQj1BViU5tNqZ5gx416umEgf23/3dM/jrR88mEWKNbk3GfCBjYO9oHvNVl4QDdArLaNHZ8J7JmBxPn69grurql0OOkYKTIMlafqRZtRwLNT/ZwTB0CkLMtaX5xiAlIcbifOOJoo1WKOEFUeL037FrEIbgfd3f6RfUD3/ueTx+eoUUs3R+b0sfd6Tg4D++/fAaZ6uXpe/pkwt1zNc92mXQeeNCY8U2c8zLtc2IMFwOTD++72PFv258KQOJhmQtE8MFe80YfK9g/t+vthl/7ZJKxv7oj/7oUn62ZVu2ZRtYNyA6rlYuOCayJsdfP3YeXhjhhvFCwmEsOBz/f/b+O9qS47rvxT/V+eSbw+SEmUGkCBCkCIAEQYoUYVl+CnyP9pMlkqJMyn5+kmXryT//uPyzaUuWtWTJXrKsQAUmK1CingJlMYkRgREgiDiDyfHmdHLH+v1R3X36hHvnzmCQxLPXAjlz5pzu6uqq6t279v58C5bO+bUWH3roLK/eNzrw90Xb4MRinc88tcCBiWL6Br3VOXt/A8RiBS5+GLLR9tGV9FCsRy9jpI1yEJuuj2NoPHZ+DdPQGMubHJ+vEUZxkZUQuEGEFqmtwSjGDRVtJRGZbNUiwPUj8qYeY7CUsEHLC6i5YcoXlShHR4c+pZ0oLlRBSkZzBmutgN978Axvv2M3QBecXdO0GNMTYWiKjvD0XI079ox2wdUnixZFW4HPs/316ScXCMKQpy5vKMfCEPgRCCExBel2uxdETJcs3FAVYg2sbL+CtQNJWSrclIgdvaYbUDdE6jSHkfqz60fMlG2euKwim4mDaGga7Z6EhSCEnCUwNGgGko9+5Rz/1+sPYhhal+BFdhzmTY1nFuo03YB/eOdudD35t2zfzBNJBca3dMF40UYIQRiGXaxVUNvVIh6jgYSPP3KR933vUQA+/s2LCl4v1PcUsqrz241WAFHERitIC8o2WgEzZdWezpw5w6v3j7Ha8Dg0WeCb59ZYbXppukPLj2h4ITMli8W5Nl4QUbI1NuItbcfUEAiaXoibEWSI4mp2XQM/DGN+r2S96aHHkrlJO48v1Pj7t8zwsUcubTm/P/zwWe69YRJNE3zyiTmevFQFoJIz0/mcOMGrDZcPPXSGe2+YHLjdnbYzFSBx8YKAlaYHEnVdQhCEagdC18S2j/lcbTtr0qefXFA5+1ex1vWa54X87gNnaHmBEt8YAOVVOdKCMIqotvyue7DddfOlkB/6d9GuyXl9xzvecb3bMbShfcfbVoDo+aqLG4ToQm3/2plnh6ZpjBcsTi7VEMCh6WLf73sB07vH8lc85yAo9amlOiXH4MRCnSgCw9Bx3SBGSKltfscQRLoglMTswJBdoznWmj5NX1UR26aKUhgxOzYIVQQtlMSFIqoNugrC4keSpt+JxEoJ660AP4wUf3aLvfbEKZSo40hEF/Qe6IOzJ6B+U9cRIlJw9KUGM5VcH1y9nDO7+uvxS+vMx9vPpi4gLvrRulqj/tcNZFpIZWgdx/ZKljrrEpqeTBFamlSRvmpbRQjbUm19SgkNN2StGXTn6EIX8zGxiETkQcPSlLP+sUfPc+NspUvwImtBLCXbDkLma212juQ77RUdeH7LV+IBpZyZjrm5DbfrWDL5n9g51UKVV/2Bh08BSq1L1YmJzvd7fn9utaVEEmJHq+0rB7mc0zpzZrGOEIJDU0Xqbshi1SWK1PZ7CvP3QtZbKoKtaYKaG6Xytgn6S9cgW6CfOKtJXyafNf2IUctIrzsRCHlqvnbF+X1mucGjF9aYreT4xtk13CAkFxewdfpZtV16IScX6zx6YY1X7x/vu7+JJfO/5Bg8fblKGKeWdK5LETtsS0eG0baO+VxtWyIMl9ZBws7R3LbXul77zLF5lmptbEOn6W/+8qiwfxFjBa3rHmx33dzs/EN7bnZNzuv58+e3/Pc9e/ZcU2OGNrTvZOsAovsxJE0/VHmfmuyD8oN6CC5WJTXP3xIwvVBtdwGmtzrnoN+0g5CyY8bbpSpiqtqlvi/jCKOuKQ5jyTHYaAU03IAoIo5SGumWsK6pgiaJ2mqNZEeFqctk7AyoQnGi+O8yphV0fTWp1hpwjMSJtQ1B01PQe6APzp6C+jUwhMqZrXkBYzHwu5I3qbb8PscvZ+lpNX2SEiHpMFN7IeqhlBgJd1IX+NuUXcw+aBNAPqi+CeK+SQQNDE21P5RSAfjjH6Yg+E3ivcn3dA28EC6ttZkq57oEL3qvRROq6rvl9ZeeJfD8hhsCMuXTghpXfeePx1fSViRcXG13+iBzjwclv7VjNJQuBBIVvQ0yHqaaMxF1V82ZtaaXjuuEHawLgScj3FhwQTmpSgSji+/b88fkng/6LIsfM3VBy5PU2iq/Vmhi0/m92vBYaXiUcyZ110dKiTkgqpdA/v0wYqWxdSpKMv/LjqlERHquS4hkTrPtYz5X286a1PRCJPKq1rpem99Que2mIWCLS5JIkCr67MZpHOWceVXr5tCuv12T87pv374tAcxh2L8QDW1oQ9vasoDokmN2/Vve1GNnQ/RB+UHBo01DULLMgb9PvtMLmN7qnIN+4xhKEUc5HiJVCup2iNSjOm8Z3DBVpO4G3DhbQdfgoZMr6nt08hQ1kUT61D8Yg7bZBDF0vpOXpuDj/Spfmy5NogPpz0LvgRTOnreSr2bg6FJFNUuWMRCu3ttfeUuPddSVE6lrHTEH0RPf0WPHVQgFyu/dvt/MuvN5BaEQhMg0hUKxXEUKfU++Z2la6ggmjn+istTXXXGbw0jdo52jTpfgRcnpvnalXtSRfu21BJ4vUMVpflw1Dmpcgd99/oxHmNzjXWNO32dpW3suwTGUFHJy/UlKS7Y9pq5RtNWcsXQtHdfJS0UCtbdjwYUojmSLSKRjVzWmc97kj13OdeazrA6XH8o0RUEkLzGbzW9dRWALlkHRVlFrP5LYPfMlgfwn39/KkvkfRhGWrsXpO53rSl+64vGynWM+V9vOmpS3dJBc1VrXazMVW82dkE3UKJSJuJoxjFRef70dUG352HGKxrWef2jPza4pceVb3/oWjz76aPrf1772NX7rt36Lw4cP86d/+qfXu41DG9p3hG0FiJ4p29iGriIFPbD4KFLRkEOTJe7cN3pVgOlrAWDXYvC5pkEQKDJAss2ux5EjAUyVLMIIDk2V0ITg4ESRkbi4SIud1CBSToKhi7hqHvKWTuITJqxSUxPkTU1FZ1EP1JGcguBHUbcsZ68lgVgRH0cgu6D3bzk60wdnT0D9fhh24OiThYFw9d7+um3nCG88OoUVq9oQO0BR2hplgo7kpmPqXU6LoYE9QLsgwW/JzN/zViLsoPrG0gVlR4+JCcQpFZKCrTOaNzBSGVjVhl4HHNQ5NKGkv71IUnJM3n77nj7Bi6wZmnKcHENnpuR0/VsWnn/nvjF0IRQRIR5zs/FLRLZvkpuasDttQ+M9dx3kPXcdxNY19cKTqrXR9/u9YzklkhCoaLlj6qkYQTpnporpnCnaOlNlG00D1w87MH9LZyRnYOgaUSQp2Zri3kYyfXnqzbxIXiB0TaQPWQHkTS2WzZVIKVOBkJtnSlec3/snCty+e5SdIznu3DeKbaiCrigTrZdStT2UkkNTRW7fPdp3b7OWndOzFRtdVyk4SW55GBfsBWG07WM+V9uWCMPOEW7dWXlOMP1k3rtBiKFtnm+e7F4s11We8+eeWeCPvnae5brHiYX6Sx7m/3fVrsl5fcUrXtH136te9Sr+yT/5J/yX//Jf+LVf+7Xr3cahDe07wrYCRJ9abnLLzjJjBZvza62ufzu/1qLsmLzz7n3cf9vsVQGmrwWAPV60MXWdimMSxlGqIFIKNjLesi7nTExDZ6Jk88679jFetDi13ODITAlTF6y3AhWVFAIRF3sl1c11NyAXO6pJ7qNtavhRIv2qIoY5y1DOhsg4c3RyQbv6VqiUBYRgrRV0Qe8tS++Ds0cyQhMyxgUJbpotIeO29cLV+wHx03zfK3Zw844KQghagXIepezOabUMjY22yrUbK5gEseMiSPInRd8CXbA0bLPzqRPn1GpCMWYFkLd1inE+aRCRatjbpsZaM2Ci4KRqWVG8ld57HkNXTm8zUFvTP/ravTiO0Sd4kR0vF9bbTBRsbt5Z4dRyY1N4/v23znB4poQXShaqbVp+gBfRpXIFcaFWqLb7NQFvu2MX+bxJPm/ytlftSlMklLPV7cBWcgZoGpWckRbyVXIGEfTMmf3cf6uaMyeXGsxWHMbyFkEkWWv6MTNUZ6nuU7ANpaIVCSp5U+X3+hEtP8TURZcggxZH6vygk5Sha4KRvIWha9TaAWtNH0sXHJkucWa1dcX5/Y679mEYGpomuP/WWW7Zqaqx11s+7VhEodb2cYOI8YLNO+/ef8XCquyctgyD8bwFAtp+lDrwoZS44faP+VxteyIM07z11pnnBNNP5n3OMtT4Gbzho1JO4gXltl0VDk2VGC2ofpqrtvnW+fWXNMz/76pdEyprMztx4gTf9V3fRaPRuF6HfM42RGUN7eVmWwGiB3Eg908UeMddgzmvgwDTWwkgbBeA/b8eu8TfPLnA3EYbNwzRUAmiAuWEHJoqcfehCd588zREkv/+hZM8M1dVRUDAQt1PpTSjOPI4XrCotgMaXtC1JSxlJ1O0aBvcMF3C80Mur7dox+IIURQhiWUkM8VeZhwtC+LorKYJJosW/8er9vC9t8508Q9//Qsn+MOvnWO57qVKUhNFmxtnY85ry8fUYUclz2RZRWzOLDdouCElx+CeQxO89ZZZcrHC1GK1zW996TSPnFvt0ou3DcFM2cELlNKQpgkcQ6doG1TyJmtNj4urrbTN0ImSahqpTG0YQcsPkZH6x7JjMF60aXkhbhDFOa8CS1d97IUqr3fHSJ49ozm+dXGd86ut1NFP8pDTLW4UiuveI1O88+793L57FE0TXFpv8dmn5/jjr57nctUljCJsU+fgRJ5/8MpdHJgs8u0L65xeaqRj6cBEgR2jOXKWzljepOWH/MW3LvPkpQ3WYxGAgqWjC7i80e5y8m1d8MN37OKfvuEQNden3g4o2ga//aXTfOrJuS7OqyFgJGciBXh+iKZpjORNdAErTQWqdwwlUPCue/anc+bZhSof/+YlTi3V2Wh5nF9t0HAjdA2KlsFI3uKWXRWmSjZfO72acl5rMZvX0MExDYqmYK0d0s4IZdimYrUmnNyWHxKGEsfS2DteZM9Yvmt+//4Dp3l2sZ7O7yPTRd51z4EuRFUQRHzi8cv88dfPc2y+RtsPAIGpa+ydyPN9t86yf7LYJXLQbPp84OFTXFxts2vM4T13HSSfN7vWjCznNYwdOsfQOTJT5L1vOMhIzmKl4TGWN5kqOzTcgLMrDYQQjBcsZsoO7SCiYBlMF20eu7SeMqVvmirxZ9++yKW1NjtHlcys42y+rZ606dn5Dc6tNQlD2D9Z4CffcICbZkfS72wlEpBd6/KmjkTNmSy39CMPn+G3v3SaxVr3uBN05KpzlsFdB8c4MNlZC6WUfOvCeiw7q4oBk3Xg7902OxCTtV0Biu1Ycm0bLS+9B5NF+4rHfDH4rdu15x2VVa1Wu/4upWRubo5//+///VXJxH75y1/ml3/5l3nkkUeYm5vjz//8z/mBH/iBruO+//3v5wMf+ABra2u85jWv4X/8j//BzTfffC3NHtrQXhZ2aKrEgTcUBy4wh6ZK3HvD5JYL4Fa/30rA4J++4eC2FrW/fOwyH3n4HDU36ORYCoVWsnQNiWCp7nJysc5fPXaZE4t1enZVMXXQUIByJVYgYvWjCN+PUlUqQ0DBNhgtWJQctR29azTPWstjpenT9L14a1Ppy0dSw/UjBBLT0MlbOrYhqLnKoZORqjr/q8cv88j5NSaKNiN5EyQ8dGqZxaqXtjWSsNJw+ea5UEW2Yifpict1NDpV5IZQeZAXVps8fnGDcs5kue6yXHdZqbe7tnV1oXIa11s+Qaiq1nVdkDMNDk7m8aOIs8s+iQuZ7TcZf2DpSUpDRBh1otNrrYCNVoBpqJzT8bzFgckiyzWX00sN2kFIyxcEUZNL6y2Wq27X8YWEm2aL6LoWc4VDNODrZ9Z44lKVqZLN3vE8cxttvn1hnWbmSd8KAp68XKMdXuDIdJkDEwV+6PadTJRsvn1hnU88dplzq01aXpgqJJUdFQlWjE1J0w0QA4gLupCcWWrw/k88xfn4GDlTJ2fpTBZNVptBKipRsnUCiRIDiFSHVdtBp/9QzsvJpRqXY4LGycUan31qkaVam/OrDS6stfBjbrGmC3QtZF/exA8iTi832DnicGiqwMW1No+eX1MvCyG4YcBGu5OikqSF7J/IM1txcP2IHaM5pISCrXNkusSrD4x3KWydW2kiRCZHOps/EdvnnllIX2C9WNnL0JVevaULFjbUS5Ola+QsJWKiafDVU6u4mfyG3/zCGd72ql38wg/e2rVmPDW3weefWeTkonqRHStYjBdsfvuLp5WMbnwPBXFaj1SOunqp0tk7nsfUNS6vt5UENNBwg3hHQ51bE/CrnznJj921N+UH99qhqRIPOyt889waKw2fSEpOLdX59oUNfuJ1+ztqX0lnx39O7nN2rUvmIwgmihYTRZuDk0WOzpaotUNetXeEc2stfD+kkjd5/eFJlbctBJ97epEDEwUq+e5cX4USi/j2hXWCKO4DIZjfaDNasPqc1+x9u5IAxZUsubYHTy7x7EJd4b40oV7up0qbHnOr9f/lxqS9psirpml9BVtSSnbv3s0f//Ef89rXvnZbx/nkJz/JQw89xO23384P//AP9zmvv/RLv8Qv/MIv8KEPfYjDhw/z8z//83z5y1/m+PHjlErb6+hh5HVoQ1N2PaDav/KZ4/zWl04RRBIrLkRyg05kdKpoMjuSZ6nmshir9Gxlti6wTI0oIq4gVg+2TrRQfS9v6dx3ZArbEDx8apWa61OwdJWLF6ntfVftkaPrSvq0nLNYrLq4YYgdS99W2z5tL0TTVPRz/0SBY/M11mPpUuVAd6gE2zFNgGMI2oHanr9lRxk/iphbb7PWjCNz8btFEHWOa+tQdEz8eHvcD5WUqalrmLqg0Q67nEtDdED8W7XNEAqXlGx16jEv1TI0ZCRp+kGXgpWeOS4omH/LD5VClabke3OWznJdyYWGMsLfpK7M0JSgw0jeZqxgcXSmxIe/co5a26do62w01ba2G0QEcTGbjHOkhaCrXRodegIo5ayRnIltaqw2XFbqHgj1wB4rmCzVPFW1H//W0LuPB0qBCxSSLW8ZvOvufaw2PFYbHutNj2+eXSWMFPnB0BQyquUnQhWj3LF3jKYX8KXji5xZaaoiptjh7iqig9Shsg2NsYKFH0lG8ya37xnFMfW+ebeV+EMiUgB0fQfg8nqLlq8KCAVxUZmmzlvJm1xab9GO3wYTQYckP7pX/GHQGnF8vsrDp1eIIslE0aLlhdS9ADc+Zs5UeC+JKogz4kLKUKqiTR1YbnaK8bYSwMjaIOEQN1D56rah8467Oveudz3T45fuMBaaOL5Qo9EOkAiKjsGR6SJLNe+KYiNBJPm1z53gwEQxPWZij19c58ETSwQRlByDvKV1tS8rgrKde7tdBza5R8fmq5xarOOHMp3bqrBVY7Rg9R3z5SCqcDX+2jXFq7/whS/w+c9/Pv3vi1/8Ik8//TSnTp3atuMKcP/99/PzP//z/NAP/VDfv0kp+W//7b/xvve9jx/6oR/illtu4cMf/jDNZpM//MM/vJZmD21o37HWC/4uOWZc5Wxyw1SR1YbHZ55a6IoS9lq7HfCRh88RRJK8ITANrS+3dKXhKycrCq/ouIJiiUZhRCt2XCEukIirvvU4j7Pth3z7wiqX1pp4YYiMJG0/RKLkTwUyRkapoqxIwmrdI4xCNBRLdrXuIqWCupuaYLXhcXy+hibD1HFNoqib7boN2lyLJLR9mQoaPDNfo+kqPFjymwFF6fhxFLVg6kRRhB9K5TihBAV6uy+UKhXiSk51IFV/IVVkt+2HlB0lv5uz9D6HDtmhMIDatnf9kErOpOSYhFLB9E1NvSD4GU5s37kjyVOXqhwYz7Fca/O7D56h1lKCBq6vhASKtgHxvQpjla9exzXt28x5Vpseo3mDom3QjMUp7LhQbanq4vpBV98MKuMLI+XEG5oSc/jIw2dZrrkcGM/z9OUqkVQCGuq4kiDm70aR5Om5KkglOnFxrZWmliBE3z0JUWNJ1xSya6XhsXskRxBKzq404whZZ955Xtgl/lByzDS3es9ojlrb54MPnuaDD55Jv1O0DaqtACEEozmTth/S8kLKtpbet2Y7SB1X6BSRGbpIX4Y+/shFmk1/4BohgOPzNWQksQ2djaZiK2dr9dqBRMRCBoamsH7tIGI0ZxCGISvNbopEECk53byhCjY/+pVztNvdSKlEQCARDlFFnBr5OO3E9UM++pVzLFfbfevZockCz87XeHahxsGJPPMbLq4fMVV2mC7buH7I3EYbPwxVrmoYUbSNgeth3tRT8kHX/Q0jHj23Rhip6HrO1LrbF4T83oNn8LyQIIiueG8//PBZgm0smMk9Wq65LG608UOZzu18LJjiGKoYMnvM67H+v9TsmpxXIQR333039957L/feey+ve93rOHpUvRV++ctfvi4NO3PmDPPz87zlLW9JP7Ntm3vvvZeHH35409+5rku1Wu36b2hD+063qxUjGGQfe/Q8ddfH0kSqQpWA2JOFJJQwX22z3t4m3zAuYurdHk8qnjUhlMMmYaXuc2G1RRShAPx+TDeII68iTjL0Y8WuVuzcGsrDoOVH6EIVnlmmThgphZ52Vs9cdAqZrsai+LdKajWi5qo0Ay12YELZrfiVnKPty5RZm5gXKiewd3GWsK0XguTYyQ6xKhRTx6+7g+9L7/6bRCqFqzjNoe2HILQuJ21QhT9Awws5vdxE1wRL1TblnIEfSlp+iGUoAkMgSVMvNLGJRy46KLWkjUt1j5ob0A7Utmuiwtbyo66K/wgGClckSDZTV/m1tXaAG4acXmnQ8AJMXYu37WNWahwdtgxNCVUs13nycg03lGmEfiCXGFVAp2vq2vwgouGHFB2D1YaKEGfn3WeOzW8q/pCIFBxfqPPsYi39jhdEaZ/Gmw6KEBC/jFiGxlq723HMcoa1mISQiD8MWiPmqi3WWz5528DQlACFRMRR8w5zOcGQeXHxHBKCSBDJjmMfk+7S8a5pGpYmUgGMrCUCAlnhkGx/OKaSinajqG89q7uKthBGkvmqy2rToxijyIRQkdfFqstizesSG0kse18kDCQfnFquU3cDdF2lSmWjspqmdYmgPHph7Yr3NhE/uJIl98jQBBvtoEukIrnn7UBSzhldx7we6/9Lza7Jeb3vvvtYXV3t+3xjY4P77rvvOTcKYH5eKd9MT3eH0qenp9N/G2S/+Iu/SKVSSf/bvXv3dWnP0Ib2crYO+HtzqLcbhFtCtS+ttWPZS/V3mX0UZtbDpIhqO5YoOfV9nvBbMxHBIK56BommJcB31Y7kGILEEeu0LnV+UOB+6IDrQym7hAGS32zW+q2vSqaR0UTzXqTnHvzjUKp2ppxc4gI1OTiyuV2TdBxSSQcpNcjRGnRNvQzVbCHXVr8D5ZzUYq34UEoMXUuFFBQLtmePHdkXZd7M3Bh7lQgGZO91tg+3ap+Mub1SJPdKUnfD9Jh9F5k5V90NqbrKIRSiu58H9UPmEARxnmMYRam4RTLv5jfcTcUfku95cY508p1sn4aZosZkLuhC9M3D3rYm4/PianvgGtHyQsIopmCIDFO5Z3wmaR9dY05GfRip9N7EH+ua6qdLa+2u7yUCAlnhkKwZutpdGRSt9OI1AlQUOEi51MpMXcOPorS/s/cjseS+tPxwIPlgpa5y4w1N4Fh6n0OYIPDmN1xWGt4V7+12xR+Se5Q4570iFXpcAGvoouuY12P9f6nZNTmvavL3D6qVlRUKhcJzblTWBuXWbiWQ8G/+zb9hY2Mj/e/ChQvXtT1DG9rL0bLg70G2Haj2zlGnSwNcZDHymWeUY2h9+WGbWcIT7fs8KVrJOE1GDIsHEat1JVX4HTlLSafIJWldlDo1IhZQIGbRKsGH7AMgVXTapL1bX5UgjGKebPyw7HKoBvxYF6qdWSc3ifo9lw28xJlI/pxEZwYJQAy6pi7Afk9awVa/A/WyULKUipoeF7XoQt0jBf3Xen7cjwTbzGxDiUSIeBxm73XXi8IW7UvEAIRM7pWgaOvpMfsuMnOuoq1TtlWFfvKCsdnjSBNdh8DQVZFdVtwimXczFTsVfxhkLS/E0rVUrhbo6lNddOZiMhdCKfvmYW9bk/G5a8wZuEbkLD2WL5ap6EVyUd0pGp1xklyzJgbUxvS0IyuAkbVEQCBL6chaEO9qDKqqt+I1ApS4S1LcmJgfRpialvb3ZmIjyXp4aKrEu+7exy07Kqw3fc4uK5qSIYjz0/vbkBVByQp7DLKsAMWVLLlHepym0avIl4hqBKHsOub1WP9fanZVLU1yU4UQvPOd78S2O2DpMAx5/PHHueuuu65Lw2ZmZgAVgZ2dnU0/X1xc7IvGZs227a52DW1oQ+uAv5+8vEHRNroeKglU+9adlS2h2m+/fQ+/+pmTVF0fI4oQmnJSo7ATOdMFzJQdwihi3vc3PVZqQhW8BGEndUA96NWWYxjJdFtyvGiycyTHiaUGbS/EMTXCSGKZKofRFcohMTUVVc2ZOm4QoIhc6u+hlAptExcjVXImQnZ0zZOXY030b/NvZVr8Wz9UW3clW6fWEnhhItHaz5/VBDimug/ZB5Glgx+JlG6Q6SqMAdX4A9uTpCsoGlnqoBdtg5rb/xDNRs3UuRQJQoiOiAIySvsJ+p3r5O8FS+fARJ6TSw0myw7VVsBIziRnKoSYY2gYArwkdUBGgz1N2dmWTto4WVRbr46h0fBCcqZKZciZGm4QkqjMasRyuz19mBSB+WFIKFWhja3rHBgvULCMlOMLxMVYcVpKKCnlDA5OFJEy4qunV3BDhX3Ttf57BWoshpG6NtPQKJg66y2fqbJDyTG65t1bjs7wsa9f5NnFGgVL79peTkQKjkwXAcGJpToFS8cytLRPbb3zsqfH99ILIkYdkzm/E9HLqpb1ij84jtG3RsyWc4zE9AzLUPmfAlVolfRtglgLoghLF2l039AkmpDpmMmSBnStI4BRiQUwsvaWozP8culZ5qstHEP09UfbDyk5Jram9QW0inYs+CGUuMvldYvFWhuroI5RbwdMlW2klJxZaXJgojBQbCS7HvYSXCwheOeHvsFCrU0h0vra1/QCZis53nJ0Bk0T7BsvXOHelrYl/pCs449fXKfiGKw2fcyYwZ3c87ypUW0FHJnpHPN6rP8vNbuqyGuyFS+lpFQqdW3Pz8zM8J73vIf/+T//53Vp2P79+5mZmeGzn/1s+pnneXzpS1+6bg7y0Ib2nWJXI0awmTmOwY/dtRdDEzQDiR9E9H59vGDiS9A0fdOip652CYEWI33SoI5QW6ygCnyUc6Jz2+5Rdo7msXQdoQkcUz1IG20fGUdRkzxFTQhGiya6phOhUFqjRRshFNTdjySjBYsjMyUioRirgg70frPc0kH+bOKEBpF6KB+dKZG3DQq2kf5mUDTQ1MALJY2YR2rqIs2PtQ2tb3HWkwjgFfrUEConGKEidY6pU20rVJGK4PX8oCctYEfFwY4drVrbRxcK8O9Hql1mRqGr79ya4OadZU6vtJgoOfzEPfsp5ZSggW2qAry6G5AIK+jx9q+UpMft6tvMecbyFmvNgLobkLd1NAFuqFIAJss2tmn0bGX3t1DX1AM+iCBvG/zYXfuYKNmcXmly044ymoCmF8XHFRi6yifVNMFNs2WkgFYg2TWa67zgyP7SMB01lsIIcoaKgF1Yb6Frgn3jeepu0DXvLEvfVPwhESl41z0HeNc9+9Pv1N2Ack45wWstP8WHVd0ovW95x0hfkEDlmibOeK/4w6A1IkJyZKaE0ARuEFLJG5i61jXvHUMVt4UxT1kVOWmstQJ0XWc83y2famgqB7hXACNrg4RDwiii6YWsNn0cU+dHX7uXibLTt56dXGpweKbE4ekSp5abzFRsbFNjodpmoepimzqzFQdT17cUGxkk6LJ7LM/RmTIHpkv8k9cf2Lx9GRGUrYQ9egUormTJPZoo2UxVHAxdpHO76So+tsp57T7m9Vj/X2p2Tais97///fzsz/7sc04RqNfrnDx5EoBXvvKV/Oqv/ir33XcfY2Nj7Nmzh1/6pV/iF3/xF/ngBz/IDTfcwH/6T/+JL37xi0NU1tD+TtiLAYu+koDBduxXPnOcjzx8lprbERMwdUHJNjB05TKUHYtbd5Z4+nJtc85rvH1rGZrCHRUtqk2fxZqbRnVMXakZ7RrJUXQM8qbBzhGH5YbLw6dWFBpJqlSFomOia9BoB2llvmPomDq0fBlzUVW+pBWLIuwdz7NrLI+QggdPLnFqqZFGXDUUYN7UNbwg7EKCZTmvGuqBXM4ZHJlRIPuVhsdy3VUon7qLl6ZaKDnXnGnElfsRhiYYydvcsqOEG4R888wqTV+SxEeTESHjPzumoGAZyhn1oy4XTQMsQ5C3dCaLNjtjJu755WZ6v2xTRS7XGz7ZTURDwJ7xPDMVh1rb5/KaEoFI1LmmSzYzlRwrdZdn5qr0BnAtDW6YKXFoooAUgpmSjS8jqm2fJy5UWW36uH5IJJWDU8mbbLQCWn5H4jRC4gUdxSxNKEzaTbNlQqnmSxhJKjlVsb3W8mh5Yfxd1U4/kFTbflfBVvICkRxzumzzT99wiLffsZuPfO0sD55coekqx/jscoN2zHnVNeU037JzhHLO7Jozl9Zb/PW3L1Ntd1MOdNHBkxVsgwOTRUbyigYgpRKayJsGt+6s8Io9I0yW7BTq/3sPn+EvvnWR5bqKllq6xs4Rh3sOT3Lbjgo1L+DrZ1b5+plV6vF5vUClZUyVbWxDcGHNxQuU6pepa8yO5DA1wWMX1rsEHWxD8LY7dvMLP3hr11q0VHN57Pw6T17eoOmFqpLd0jm/0uzjvAZhiB/vvOiaoGTp7JssDuS81t2w6yWuZOu84+79AzFZSXs+9o3z/PmjF1lr+ml6xFTZ4d33KM7rVusZ0M15rbn4UUQ5ZzBRcLhtV4Wjs2WOzdW2LegyW3aYq7bTv3/h2CK/+4ASOEjaN112eNfd+7hpR6WLxf2lE0sDBWZ+7LV7OTJTvqrnwFac18PTpS7RmkG/ey7r//NpV+OvXVeFrau1L37xiwMLvN7xjnfwoQ99KBUp+O3f/u0ukYJbbrll2+cYOq9DeynaiwmLfq5Oc6Kw9fnjS2y0fSqOyW07y7RCyeX1Nn4YMZq3uG1XhbfcNAMy4sNfPcdKzSNnaeRMwcU1jyBS27wzZYf7bpzixtkyn316nq+dXmGh5mJogr1jeabLNvM1j6YXkLcM5tdbPD1X7do+NwV898FxpssO37qwxnLdwwsSDflOSkDqmMYORtEyeP0Nk3zfK3bw9TMrPLtQ5WJcPLJ3IsfPvOkIh6dKfObYPHPrbXRN8UGfvFTlsfNrnF9r0o4boh4cRW7bNcqr9o1ydKbEv/urJ/ni8eU+B/MNRyZ4043TPHBimY2Wj21ouEGUMmezD3nTgCgkjUILlINUdJT0aRhKcpbGwckCtmnEzFKVspGkVlxea9LuYbtOFEwcSznRyXe9IErzOxNlMsWfVU7kZNlSzmErSKVIhYCCqXNoushMJcdj59fUC0jPG4tAOc4l22DvWJ7v/64d3Ht4kvlqm5WGh5RSKVGZGg+cWGZuXSkxTZYc/vCr59MHrkSxZ/OWzmrdpemHCCHIWwY3Thd5zcFxzq00Ob5QUy82pqq2SpzMsYLF6w5N4keSv3rsMku1tpLIFQqyX3AMmm6Q8jOPTJf58Xv2c2Sm1DVn/uvfPsvvf/kUjUxeZk6He26Y5PVHpjg4VWBHOUc7jHocwljcQ4ITb/+vNTwur7dpuD4tPyQIVb6qbeoYQuCFURzdU169HudbGppA11XajKFrzFQc3nbHLhxD58vPLrHW9MlbivnbaHss1DxcP6LsGLzlpmm+/5U7AbrWIi+IaMfoOqFBIXa0v+fGaaqunypsPXxqhY994wKrDS8tHBsvWvzQ7bt4+517uhS2zi43+PLxRZ6Zr+EFEZahcdNshXe/bn+fk9W7NpoCIgQ7RnLcuqvMW47OYGW2D7Zaz5J/e2auyjfOrnJupUHLV4VLt+6s8NZbZjgwsT1BFy+IcP0I24x3NAydkZxJICOOzdWotQNKjsFMJceltWb8Et4tRtArMFN2TD73zOI1PQe+0xW2rtl5/fjHP86f/MmfcP78eTyvu0ru0UcfvZZDPi82dF6H9lKzlwMsejMb1PbL602+cXYNgDv3jbJjJD/wera67ixUfKvjfvbpeY4v1IFOFC0BroPKt6wkzEtfMS4lahu3U4OsHMiCo8c5kpKRvMWhqeKmsPLs/UiA42sNT+U0ShCaQmSZuuDgVJGjM2UurjX50rPLm/blnrE8N+8oM1txWKy2+dtnFmjHjlBS5JP1/5TDIrpFIUoWMxWH5ZrHRlttHZccI44a6yzGqKAk39CMq7sTJ36iYGKbOqsND11TUT43CLm41iaSCvCuKuRjJxbFtGzEUVxV6KQKqFw/oh1H2jaDTQhU1FPCtuDsvXB3UFD+uhvGgg7KaU0A7RK1hX3DdJFX7Bqh7Yc8en6NtabPSM7kjr1jOKbGV8+scGKhDkiKtqlU2NohjTiKO1222Tma2xQk3yvWoWsqRWAQeL933Pe2aabs8NiFdZp+gBAatqEK2GqxSIWhiTQ/FdSY1+iINxQsjb3jahd0peFhGzr7J/LkLSM+X8Qj51ZZb/l9Igm9826z/uqdC1cSELhWQP/zsTZeyzGvdM/u2DtG2w/61qdj8xt85dQqkZTsGHEYyVsv6LW+3O15Fyn4tV/7Nd71rncxNTXFt771LV796lczPj7O6dOnuf/++6+p0UMb2neCvZxh0YPargmY23CxDA1LF8xXXVVt3nM9QRBtet2HJgs8u1Dj2fkahyYLmx43DEJOLtbT9gihcrl0vRM1aHghURgQRVGmGl1B47OOK7GzVXE0gkiyUnfx/WBTWHmKmkqA4y0fx1DcyLytIOFlR/FMF6sucys1vpxxXDXR+S+x86tN9o7mKFgG376w3u24iv7c1lB22KXJv63UPSxN5SDKSNJwAzaaPmMFi4KlU215GdpCx2k14uOvNHxW6h52rOpVb/us1j1VHCYU9qwdKIi7oQnCMEpTNQxdI5LKmVW5dko4IHu+XpPAWtNj94hzRTh7L9w9gfKrY6vUAhlJHEMjn+QXRxGuH7JYbZM3dc4uNwlCyZ7RHGEkObvSIGdoXFxpEsS/zZlavAUepZSHtaaHhhgIku8V67AMBai3BoD3e+dM0Ta62hSEkscurOMFIbahio9knJeajN0gdlyTeyJlx3EFhQ+rtnyKtsGe0RyrDZcnL1U5OJGnaCveZxh1zpeIJPTOu962Jf3VK6jQbgdbCwhcI6D/+Vgbr+WYV7pnYSQ5s1xnbqPdtT4hJc/Oq/VJ7aTEksUv0LV+p9k1Oa+/8Ru/wQc+8AF+/dd/Hcuy+Lmf+zk++9nP8lM/9VNsbGxc7zYObWh/Z+zlDIse1PZaO2CtqaIKpZyZAtih+3oevbC26XXXXbUdGkrF29zsuF85s9KVjyrjYple5uR6O0RoWgr6z/i2aeWzQDkFbtAhBVzecDeFlSf3IwGOl3MG7UBtKyeXo2mCnKWz0fI5udrqgrNnLfvXr55dYa7aSnMc0/xWyUD2aW9Reyhhrtqm5Uc4ppLLVVv9krWmn27dC5LK/g46SxMdJq0RY5hqbZVHa+hqO1pGykH0Q5VykUjJKjUlpVyWOJHbec4KwAsk663ginD2Xrh7AuVXBIRO9NGPi7YMXaMdRORMnY2WEhRIAPWapqUCAU/OVWn6IZamiuzC+Pr8SKKjrtELJGtNL76v3SD5XrGOrPWC93vnTK0ddLVJaIrBaRo6YUTcp6T0gr6x0/MClNyPajvAC5RKm0JMhcxX3XQeFR2zqw9q7aBv3vW2bTNBhY89en5LAYFrBfQ/H2vjtRzzSves6BgsVF0Wq27X+nRquc56yydn6dimii578YvZC3Gt32l2Tc7r+fPn04r/XC5HrVYD4Ed/9Ef5oz/6o+vXuqEN7e+YvZxh0YPa7oVRDF8XfQB26FzPSsPb9LqT7wtk+udBx91o9feJKsSRXTmlgZSd8vlNUrlE/OMwzpqS8Tk3g5Un9yMBjquoo3IUspaglVoDcFSDrNoKaHmhavOAa9vqs+TMSRFUgssBdV1u2F3Mlfyg97gSYiWtjmhCooaUFDplRSOIv98RL5BEA1u7ubkxtH0rOHsv3D2B8ieN1uIGRjIZP6o9uq4c0rrbDag3dS2usA66RA6S60suIXEOe8dx0tZesY5ey4L3e+eMF0ZdbUpyspP0F4UGy4gB9Fjvx8k9SJzQUMpUTKDph13zKOmDZI72zrvetiX91SuocGmtvaWAwLUC+p+PtfFajnmle5YVOciuT3U3SIUDErGAMHMjn+9r/U6za3JeZ2ZmWFlZAWDv3r189atfBZSk64tY/zW0ob3k7eUMix7UdkvXYvi67AOwQ+d6xgvWptedfF8i0j8POm4l198nKjdUdPmoRuJZJd7XAJPxjxPnU8Tn3ApWDqTA8SCMUkB81hI50Zw9+GHda+WcQc5SRTmDrm2rz5Iz26aOJhIuq/pMjwUduo6xyXZ+4vSpyKrqzSjj+yeV/CLTn8n7gepmgbbZW8ImZsfQ9q3g7L1w9wTKnzQ6ihuoiWT8qPaEYVyMZ3cD6hXZQaPkGF0iB8n1JZeQRJB7x3HS1l6xjl7Lgvd754yla11tSgQpEpZxJDN9PcB6P07ugR47TLoQqZhA3tS75lHSB8kc7Z13vW1L+qtXUGHnqLOlgMC1Avqfj7XxWo55pXuWFTnIrk9JypEfv0ho8f14oa71O82uyXl94xvfyCc+8QkA3v3ud/MzP/MzvPnNb+btb387P/iDP3hdGzi0of1dsgQW3auVDR1Y9KGp4ksSFj2o7SXHYDRvUWv71Foq1zIBfmev5/bdo5ted9HW04dvMXb6Bh33tfvH0xSAiDifNXY6skcccXRkpBBUEd1b7YlDJlFbtLaRHEuwo2IPhJVn78ftu0fZN16g2gpwDBETDeI2RZKWF1LJmRway6WORu92evav371vnNlyjomi1fVvQgxenHXR//fZskPO1Gj7IUZcgW7qgtG8iZlK+arrTFIFoqiDo0qccS+IKDk6OVMjCCVhGCE0VYxm6iKOzBI7bopEYMT5tiJOQ7iSSRTKayRnsNLw2D9R2BTOnvT1SsMjiqIUyi+lVNvlJCpHKuIchBGOodHyQyqxoMBY3qLeVjnQ9XbAWMHiltkyeVOPi6uU42fqSmktRF2jZQhG81Z8X6Outr799j0UbRMvkkRRtwebgPdLMXi/d86UHKOrTTJSzpIfhOgacZ+CFd/ovrEjuz9L7kfZMbAMlbesoqI6M2U7nUf1tt/VByXH6Jt3vW3Lfjc7F95++x4mS46iJgy4/qYXMFV2eMvRmb572PvdbL8+H2vjtRzzSves3g6YLttMle2u9engRJGRnEnLC3H9kFxMknihrvU7za7Jef3ABz7A+973PgB+8id/kg996EPceOONvP/97+c3f/M3r2sDhza0v0v2coZFD2p7KCWzFRsviPBCyUzZJpSy73oMQ9v0uk8uNTg8XeLwTImTS41Nj6sZGoemiml7pFROWJjxTguWjqar3LRkWxgUbSB1JgGkKqrYaCsnd7xoY5rGFWHlKXA8Z9IOJFJKmq6ChFfbAYaueJuz4yVef3gibVdSyJR1PPaM5Tm3ppA1t+0eSbdhM6m8XaYLpTyWfAdgvGjhRRGRlAhNULANynEOXsMLKeesLk6sHjuvQXz88YLJeMHEDVW+ZMExGS1a6XccQzFhVb9IdL0TuQzCCA1Jy1eFTo6hdxWlDYrLCWA0b3FhvX1FOHsv3D2B8qtji9RpbgcRTTcABEJTogxTZYemH7JvIo+uCc6vtdB1jb3jeVpBxK7xPEb824SVa+haKvk6mreIkANB8r1iHQovppz/XvB+75ypu0FXmwxD4xW7R7AMPcaOCYSWRFDjftBEKtYQxG9f2R1729Ao50zqbsD5tRbjBZtbdpY5tdzsO19WJKF33vV9N+6vXkEFxzG2FhC4RkD/87E2Xssxr3TPdF1j30SB2YrTtT5JAYdn1PrkBlGaPvFCXet3mr2onNcXwoaorKG9FO3FgEUHQdTFGLwSD3AzO7lY45OPz/GNs2vUPZ+iZbJ/PMdSw2el7iI0wVTRpuAYHJoqMl222TdeoJKzaHg+/+8jlzm1VCeMo2k7RnK86cZppksOn3riMg+eXKHm+pRsk5tmi2i6znrTT/vp1FKdZ+aqXZKctqHx5pumGc0ZfPKpBWptHxlvoycKTlmHUNcEmqaiXq/eP8bb7tjF8fk6JxZrzFcVJmqmbHP/zTu4aWcZgcohTLiIXzi+yAcfPMPTc1UanmIZFCydmUqOG6ZKvOHIJN9/2w7+xZ88xiefmOuK/uoC7j40wbtft58HTyxzeqlOGMFGy+PUYp1qJl9WoKRPI8Dzo7TqXNegbBvousD1JZYh2D9R4Oh0iacXasyttwgiyUjORAjBpbUmTT9K+8AQMFGyOTxdSjmj602fpuenhTyaJijEkrotP1Js2ZyJlCrC3PIUoF6iJG13juQ5PFPg8QtVFmsuvbvKulDKXyXHYPdYjve+/hBvPDrVx5wEuj47Nl/lww+f5dRSHT9Q3qWtCwxDZ73h0fYDNKFU2vaO57nv6BSaEJxaVAU0rZiPWs4ZOKaezrWWH/KXj15kvtpOI5hF22Akb7LS8PAC1a+37Kjw7tcd6EJ6RZHk3//VE/zpI5doZYC2OUNw7+FJfvatR1Je8P6JAq4f8ckn5njo1DLVtp8Kaxi6oh2sNhXloR1G+IESM7ANDdvUiaTKa256IUGk1Lx0HWxdKWrpcZ61JmC64vD9t85yYa3JU3M1giBituIQyMSh0uL/VB+88cZJnr5c40vHF1lr+hQsHS/m0iKVQtdMyebwTLlrbQqCiP/8qWf4i29dptb20xScREDgR16zt+seHp+v8fsPnubpuWrKeb15R5kfv+dAP/vUNvnbZxZ44tIGTT8gbxrctqvC994ys+21sZdl2vIDPvPk1R2zd412M5xXUxM0vBBDU9K/TVdh1oq2wVje5Nxqk0vrrfRaD0+XeNfd+3ndwQk+c2ye+Q2XmYrNgfEiXzi+NPA5sGck3/XdXr7t1fbB1fJcXwwe7AvCeX3ggQf47d/+bU6dOsXHP/5xdu7cyUc/+lH279/PPffcc00Nfz5s6LwO7aVqL+Ti8LlnFvrUXRJw9laczc2O9cGHznBqqY4XqGrzKFLMTYQgCBUKRsQP1SiS5CyDXaM5yo6JZagK3uW6hy5gpqJA9NWWx1NzVaWmE+eOTpds3n3PAe47OtXVT+12wAcePsXF1Ta7xhzec9dBfuHTx/j4Ny90qQhBt0KVBhRtpTpUsAyKjsF4webQVImio/PX357j9HKdlh8iI4llGpQdJSM5UbSZKNocnCxSzhl86ok5nl2s44URUaiKlixDj/E5nf59zZ5RfuXzx3lmro7rh+ys2FTdiOW6h5Sqsr/hhrTcMC3kiKTazt8zluNn3nyE3ZUcv/q5Zzm/0sQ0NKaLNqeWG8xV2x18Vlx05VhGvM0v2DmS4403ThGF8NDpZVYbHjlT59X7R3nDkSmmyk6qHPQv/+QxPvnkXJe4gB47dAJJwwsJok3TiAHlFI8XLQxd5QTqGuwczXFkusRG0+fcSgs0yWzJYaxgg4D1pp8C2kdyZv9neZMokpxearDUaNNyQxxTxzQUb7bhhYRhhKYJKjmTveMFdo/kqHsBqw2fUEaMOCZTZYdX7R/jxply+gLy658/wbH5Gn6oop6aoC+X0xTwf7x6D7/wg7cCyqn5jS+c5IETy7FQQ6dgUI+ThDWUmEXBMRjJWVQcnbMrDVYaSvlLopzlnKmj6yrndCRvUsmZzFYcXrF7lNfuH6eUMwil5NxKk4urDb5yepWLa02kVOIesyMOSzWPi2tNVpse6w2PhtcpnxNAwdb54dt38W+/76Yudajj8zU+/LBaE7wwQkMVCmkC2r5CpBmaYPdonvfee4DvuWkmnf/JWtL2lZpd2TH43ptn+Vffc5jz680+AZbLG02euLhO05Np6k7J1nn9kSk2mn7XujRVstk9lqflh6kwSSIosB3ndZAAzEjORAKXN1pXdcxBClt/9q2L/PHXLzC/0aLph2k+rx0rBY7kTZCS5YaPF0ZYusbhqSL7Jos8eGKZpYwa12TJ4d337OO+o9Nd69sffO0cv/vAmb7v/sTr9qf83Kvtg6sRwXmxRHSed+f1z/7sz/jRH/1RfuRHfoSPfvSjPP300xw4cIDf+I3f4K//+q/5m7/5m2tu/PW2ofM6tO90uxpI+NUeywsizq828CNVaT9eMOMKY+KtZBU9avsq+pWzVGRC14gf4oKiY2Bo8NTlGpGUlGw9rrYdDD0fZO/78yf4o6+fVwUv8WfZDDuBklX1A6Xprmvw6n2j3LF3nKYX8O2L65xYqMcoIhHnFsq4oEIwVjCZLNkcmS5xbrXJiYU6pq6kIF0/5MJaCz+SmJpKB7AMvat/947nUyB5ztQ4vlCn3g7wI7XlnSB5JFC04vInIdA1jYJtsH+iQN7SU+j8555ZYLHmqqinpi4wqYkRwK4Rh1LOZKHaxg870P7NQOi9/ScEfdFiVZW/rWHCaN5kx4jDkekSS3WPuY02s2WHG6aLmwpQXOmzIzNF5jZc1W+hyq20DFUMpNSFLEBt1bZ9VQm+mWjGuZUm7//E0yzV2hiaUtZab3lk64qy40gT8I9evYd33b2P//jXT/PNs2sqV1FA0xtcuaUJ5WC2/DBVPEs2OsJMCompKRnZkqOYqVMlhz3j+S5I/VbiIH6o8GBrTZ/1lt91fuJ7ZurdwgmD1oTFapvL620QsKPiMFV2+tYJYMu15B2v3cux+VpXOx84scTjFzfSsWroQgk6xE583tTZN5EnZ6lI+uWNNpomuOvAOEdmylcF7n8uIirbsWy/WbpgqealhVxGzGlda3qqD8sOUxXVh+dXmzS9UOUXO1uLOlyNAMR2++C59uELJZ7wvIsU/PzP/zy/9Vu/xe/8zu9gmmb6+V133fWSUtca2tC+0+1qIOFXe6yibSgHSgryhnL4FmseURQ7O5IUBK/HRT4yilhveaw2fCZLNtNlm2bb49hcDSklhlBSkJoYDD0fZM2mz8e/eZFIqsifrouBOChVxa3IBFEET1+ugowoWAaLG23cONoqpSRnqgswYoZR2w9pexFzG20WNpRmu2No5E2NpZqnHsKGqvRerHkpML7W9vnQQ2f55ONzrDY8Dk0WmNtwcf2QqZKFRrwl7Aax7KskQpC31Xa/rcNK3eWpSxscnFAg+dNLNSWnSuygCMUGhU4x2kK1Tc4QOIaGGyhof8EaLMBQb3hd/Wfoom8HIOtsbccabkDbi5jfcPGDMM3pK9rGQAEKgRzwGcxvuFhxZPL4fJ22F6h+E4rv2vZDVXSkqQf8aN6g2vLxwhBzE9GMTz0xzwcfPMNqw8U2tFQUY9Dw0nWhxqSEjz9ygb985AJPXqoCKnKYSAP37pfoqPG/XGtTb/kZ5FiHjpH8JoxiNTWpiuCCKGKl7qaQ+s3EQeY3XExNpQOst3w2Ysc1OXaSv2tqqq8S4YRBa4IuBButIOYBqz9r0LVOfOihM/z+g6c3X0taPr/7wBmWa+20nTKKODZX7VDrhGLjmpl0pXYQkje1mGAQYRs6MpIcX6ipCO02wf3PRURlO2IA2X7bPeKw0QwIpcQxVSFhJJW4hZTdfZg3Nfx4hwqkirZvIurgeeG2BSC22wdXI37wchJPuCbn9fjx47z+9a/v+7xcLrO+vv5c2zS0oQ3tOtnVQMKv9li1dhBXuKsHkpapRicu3AkiFQULpXKKWkFEEG+zKri8IETghspRNA0F2g/jxbEXej7IPvDwKdx421OLnc1BS6sXREhkyuesuyGnlhrMVVtstAMcU1dbpbpGJDvYK9PQaPuq8v7Seov1pk/eUiIFa021zW/EwHpDF7R9BXxP+vfkUo1vnF1jtuJQd8MUGu+HKpfUNHS8ULXL1DvXbxkaTV/lMraDkPlam1o74PyqUofS4zzDIEMOSK81gssbbZpeRN402GgFzFU7wPMsCP1XPn+8u//gOSMPvVA5YQu1Nks1lcu41vSptYOBAhRzG+3+z6otVpsepZypiutaPpapp/1mx/clEVho+WG6ZR5FKr92kGjG18+u8uxCTeHETB0hSMUxspYU9mlxwZQbSP7y8TncQFWSe+HmamJCU+Pfi8DP3BuFJJNd34/i/9p+hK1rrDV9So6RQuo3EwdZbXrYMUqp5QddpIrk+MnLjKWRCicMWhOSuWwanTGc9Ekyjo/P13h2sb7pWlLOGSzVlORs0s4n56q4oRILMTSRMmzDqDNHo/il14uL5xxTKaatN/10zG4H3P9cRFS2IwaQ7beGF3XmfYw2S9Y/QxeqD4Mwnu8BXtwHoezmB/eub585Nr9tAYjt9kFi19qHV/P7F9KuyXmdnZ3l5MmTfZ8/+OCDHDhw4Dk3amhDG9r1sauBhF/tsfxIFQB1WIbqcSRFJ+qTCAFIqR5eMgPuTv4/dQBEN/g+sSz0fJBdXG2nv++0ot+Swq1sZKrmBWlBjxEjl0R89uS7egz/l1I5wAmgXUqZ9kESqEyqxP2oA3b3A0nNUw5vFhqfQPeT38ZB1PT6E9A5dDBcXhjhJqo96YV0fp+99tWGT90L8MIQP4z6WJsJCL23/6BDaXguFknFxPQiNWYS4P0gAYqmH/Z91vI6IgNCIy5KyvSblrlHQjncQYpjkjHLtV80o+4GuLEUbDJ2w00iSck4TPqm3g6QUhEFkvHb2+9J/2Uf/cmDVmb+S36rvq8i/kKDIIriSLLKgd5UHCSKUu5tEglLz5mZC1KClhFOGLQmZOdyIpjQ6UtiZ10RFTZbSwxdi+9N57NaW0WDk7GajO3e8eWGUdd8MPVY7CMzZq8E7n8uIirbEQPI9lvQM++BLgGPbB8ma0HCSe6NWmbXt/kNd9sCENvtg6xdSx9eze9fSLsm5/W9730vP/3TP83XvvY1hBBcvnyZP/iDP+Bnf/Zn+Wf/7J9d7zYObWhDu0a7Gkj41R7L1LQ4N7L7USwkqUZ8UoUs4iisyIC7k/9P0UqJcynokh3IQs8H2a4xJ/19pxX9polOuyTqzyXLSCu2g1hmVCbbuvF3E515IVA69jGgXQiR9kHyPFIKR6pv0v41BCXLVDmaGWh8At1Pfps6zEJFDt2gc88S6VlLV9XiEJ8z3Y/td6AMTV2HG0QEoUwLuxJLQOi9/Qfdjuy1mnJCNCxNjZkEeD9IgCJv6n2f5ayOyICM1EtEomqmRBky90iqyJCRRqtErKLVL5pRtA3sGIuVjF19k0LJZBwmfVN0DIRQIPpk/GZuQVf/ZXs7cZdE5r/kt+r7KlopIzA0jTCSKaR+U3EQTUtfbtKIOd0HTsZxlBFOGLQmZOdyIphgaN39ZiUR7k3WkiCMUuc3sZKj0gqTsZrM7d7xZeta13zww1jsI+MoXwnc/1xEVLYjBpDtN6Nn3gNdAh7ZPkzWAhkPlN6UnOz6NlOxty0Asd0+yNq19OHV/P6FtG07r48//ngKGf65n/s5fuAHfoD77ruPer3O61//en7iJ36C9773vfzzf/7Pn7fGDm1oQ7s6uxpI+NUeq+Qo9FAQKlh7JDta68QLuKEJHFPlvAahJGdoGIaI4fgqeqkjsXW1/e0HCrSfOBO90PNB9p67DmLrCicVxU+NQa6IZWgIRKqMVLR1Dk4WmC3nqDgGbV/lsSr1rI7Uqx+orUwZKYD5SF45oo4hGM2rxT6IgfVBKFMcVNK/hyZL3LlvlLmNNkVbT6Hxpi7ImRp+EGIlRSxBGEubBlRbAa4fxFXfGjMlh5JjsGdMMUrD2PkyYoGA3sed4o/KVElKIZri6HgGhP6v3niku/+gb8vwas3SlSM5XXKYLFmsNDxG8yYlxxgoQDFbcfo/K+cYy1vUWj5uEFHJmXh+mPabG9+XRGAhZ+oU4mI3TYO2Hw4UzXj1vjEOT5eUhK6vsFTFAYpoGoCIBR1QUa//7bZZbEOPnbnNmbYyUuPf0hStILulr4vunGwt/s8xNdwwYjRvUmsHKaR+M3GQsbyFGzsZOdPoSk1Ijp841l5EKpwwaE1I5rIfdMZw0ifJOD4yU+LwVHHTtaTaCpgsOSolIG7nLbNlbF2JhQRx5FwI9bKQtFcTMFWyYhEKlQrSdANG8iaz5VzXvdsK3P9cRFS2IwaQ7beCpXXmfbyzlKx/yYuiY+jxfDew4j7QRbdyW+/69pajM9sWgNhuHyR2rX14Nb9/IW3bzusrX/lKlpeXAThw4AD/8l/+S5aWlvj617/OV7/6VZaWlviP//E/Pm8NHdrQhnb1djWQ8Ks9Vt0NmCxZCCFpBiriOFmy0LQkEkYKgg9l/MDSNEZyFmMFk8Way0LVJe9YHJ0tIYQgkKAhieRg6Pkgy+dN3vaqXSrHVkIYyv5IGIlmfIwp0uCmHWWkEDS8gKmKo/If43y9li/jQij1/46p41gasxWH6YqDbaj82KYfqT6AuA8kkyUrBcaXHZN33r2P+2+bZaxgcXKpwWzFxjZ1VdwmlaOQt3UFoY9infooiiPFSjErZ+l8+9IGdTdg/2SR8YIVXxMgZZ/yliFAj7ceE4LCxbUm602/D4ReLFhd/adeRrofXLro2SK9ghVsA8fSmKnYmIZOOS7uqbvBQAGKCAZ8Jpmp2HihxAsjjswUcSwj7TdTV/cliGQcqRSsNQPKeRNLV7mxg0Qz3nrrDO+6Zz9jBRs3iGJRDMWq7bUwVHQKTcDb7tjN/3bHbm7Zqaqgq6562YF+5zWM+32i5FDMmRmZ3XjbPPMbXesUFBpxRHW8aKeQ+s3EQWYqNn6kEE0jOYXZStqS7CxIwI/Uy0QinDBoTQilpJIzYiU29ecIutaJd969nx+/58Dma0nO5Cdet5+JkpO2E01wdLbcSa2Q6iXPzxSIOoZO00/ScVSBodAER6ZLqVDEdsD9z0VEZTuIwmy/XVhvU8kb6ELQ9iNafogmlLiFEN192PQjTEOL54+g5W8u6mBZ+rYFILbbB1cjfvByEk/YNiprfHycv/mbv+E1r3kNmqaxsLDA5OTk892+52xDVNbQXg72fDNfB3Fe908UeMdd18Z5zR4riCR+qDBRhq4KZ/wgk48nJXnLYGfMebVNDS+IWK67gGCiaDFRtKm1PZ66XGW96cfb74KxvMk/fPUe/vl9N6BpYst+et+fPzGQ85qQD2T857GixW27KpQdKwWDH5jIs9L0+NKxReaqbfxA5VTmTCOF25dzivV6284RyjmDzzy10OmDMFK4MF3E8qyd/k0g7E9ernJivkorfhAt1z0ECh/W9AIurSkGpXI8VIX9eNHiFbtGFGpJwETBSvNeTy/XubjaSoUC0utFPYSEUEVLozmTjZZiTu4ZzzNVcrhz3xj339rNuHzf//sEf/rI+a6qe1NT26UIwVrTV1XTW4wNQ8B4yabsmJQdg4mS6q+D03n+17fnObvcQNdh72iekbzFudUmKw0PXRPsHcszUbSRxJxXPySUqjrbC6K4iMin2vJpBxINqVIi4siXJqCSs9g1mmO8qByWphfgxWNxumLzuhsmmSja5C2dB04s85ePXebSWjMuHlTRpSy3FZQgwg/fvpMfuH0XKw2Plhfy5eOLPHRqhVrbxw8kSZfpAFqH81p0DCo5i0pO5/RSg+W6lyLIdAF5S4kmGLpi1O4ey/Ndu0bYMZrD0gUrDZfRgoUWb6k/dn6dpZqLF6qq/EreoNYKOLlYZ6nejoUmujmvRVvnh27fxb/7/pu71pRBa0ISlVxvuGy0A6RU3N5/ff9R/v5tOzf9XXasf+Lxy3zx2BJrTY+CrZGzTOY2WjxxaZ2m22lb3tI4MlsiCCQrdZdQqjST6bLNrtGE8xqSt3Ru2znSxxhN1oKNlsfZlUaMS1NjLxU58EIcQ2Dqaiu86YVYhkbB2lqkYCtBl889s8DvP3iaZxfrNNpBmkNr6krdbbxgYWqw3gpSzuuhqSJ7xgt9nNepssOP370/5Vg7usZ8rc1ffOsSXzi+xEbTj/O7BdPXyHnNih+88egU1bZ/RaGaY3NVPvzwGU4vNRCaGChU8XzY88J5fc973sNHPvIRZmdnOX/+PLt27ULXB3v/p0+fvvpWP082dF6H9lK3FwoIfb0UtgYd67bZCh/86ln+6luXWW64SBkhNI2xvMkbjkzz/a+YpZKzmC07KSg9b6poYyujXBUEER/92jkefHaZhhcwWjAo2BYHJ4scnS1xbK62aT997pkFfudLp3hqrtp5qI7nma7kmNto0Yq3kV93aJK33jJLztJpeAGPXVjnT75xgWNz1VQqFMDUYfdInkNTBUDQDEIKZgw3v3WGfWOFvj54fG6jq3+/dGKp70E/U3b4+6+Y5Q1HplLlrvWmx+8/cAbH1FJHKm8ZzFacmOzgs9bw+Eev2UM5Z/LtC+v88dfOcWKxrtosVV5l0dKYKjvomtq2L9o6G62AC2sNXF9SdAwKluq3d92zP31xOblY4w+/ep4HTyxyeaNNGCm4/VtvmeYfv2Y/Vddnqe4ShBFtP+JPvnGeb53f6HJkdQF3HRjj6GyZcyvNtL/8KOTYXI31pp9uHduxRGbC/xVCMFGweO+9B/jH372Ph08t87dPL3JiscZitR1TIASWJqi5AS1fOaZBqI6XszTG8jYHJguMF22CUL0czW+o38oYQ+WHMi7IE5i6oGirqPBYweb2PSN4YcTHv3me+apyMnUBlZxBpWDhBzK9h3vH8tyxb5Tj8zXmNtrYhoaUSl737oPj3Hd0skth6wNfOqVerDIdZgD33TjFv3jTYRp+QNExeOLiBp947DLHFmpstHwlfSw6DNEbpgrctmuUV+0bJW/pfO6ZBb52ZpWVukcoFYrsltkKui64tNrCjyKmyxZFxx64pgxaE/7tXz7Bxx+52CVWYesab3vVrlSoYdDvsmPdi1NvZioOb79TpSr8zeOX+cLxRearbRpugBBgGyrnfDRvcfcN49x3ZKpLYavhB11zLsu9/fSTCzx4colnF+q0vABNExRttY7sGc3T9EPOrzdYXHdpB1G6ve+YGgcmlSM3SKTgSoIun3tmgQ8+eIZnF2rU3YB2vGZoQkXRk3mbt404JcVIXxZ7VbMOTBb4wjPLnFqqc361wbmVJl6gigmDIEQIjUreZEclxz2Hxvl7r9hxzSpjx+erfPjhc1cUqslef8sPBwpVPF/2vIkUfOpTn+LkyZP81E/9FP/hP/wHSqXBnfjTP/3TV9fi59GGzuvQXsr2YgKhr6ddLyGEzfrjxGK9D3Sf7aejMyU+/JVzXeffDvA8gdXPb7RSudlERz4xx9S4+9A4R2cqV3VvrqZPjs1X+bXPneDARHFg8VAQRZxdbvB/v+kGLq21ugH7lo7rh2y0QwRK7WjveIGcpbPW8Di/2oyLVeDgZBEhRJ+Awn/72xN8+8I6mhCM5E0kkmpTbae/YvcI/+J7bkivdZCgQeI8A+wezfHmm6bJWwaPnFvlG2fXusQnqi2fpq96OG8KyjmzC8L+jrv2sRq3e6nWxg8ibFNnte6x2lQpAyKtiJJpbnXBMXB9lYt9y84ycxsuaw2PaltFrwxN4IcyVW9zTJ2iZZC3lTBAyw84Nl/HDztw+Ho7oO5FCGC6bLNzNEfLC7ct/nCl/krED37hB29Nx8tyzaXp+YRRN4lD5frqHJwqMlvJUWsHnF6qowso500EQskox9G+vWP5gXNlq3G73bZezVi3DZ39E3nyloEfhjxybh035vPahnLO6m64qchBb9sBPvjQWY7NVzm1WMcPFVZORkrlzo1zxA9NFTi/2qLphUrxTyipZT+UmLrGoekiR2fKXf1xpTl7/y0zfPLJ+VSkYKHqpjsfGuBYGq4vQUimSw5vODKJY+oD+z671gVhxDfOruIGUZoOlBQo2obGnfvGMHTtmp8J212LrqegzbXY1fhrV1Uy9ta3vhWARx55hJ/+6Z/e1Hkd2tCGdmXrBUInRTIlx6RoG5xYrPOZpxY4MFF8SeQYbWa90POET1hyNAqWzvm1Fh9++Cz33jC5ZaR3s/4o2gZBnJs4WbSUXKkQaT8dn6/xuyeWafshe8bU+dX2r9pa9YKQ4ws1js6Uu/r2k0/M89XTy6w0XBXBI87LjYt0koJfL4g4Pl/nxp7fb3VvrrZPslW+SYV21pIqX9vQ+OCDZ1hpuNiGTt7SYuEFQctXeX01N2Ch1mJnxeHyRgs/jDA0yFmGOoapp2340ENnuXPvCM8u1LAMRZ1I+t0p66zUXZ6dV1GuA28o0m4HXYIGWS6sjKVjL623cHTFsXr6clWJT2iCSKp2Ziup24Gkgto+dwzBasPno185x6v3jRLExUPjRRspJRfjSKseY7OQkLd1kIqoUG/5mLpy5I/P17B0HUGcd+1LvEhiaBDQwbZJJEEY4fo+T12u4QWREkHQNKJI4sX50xIFoN89mqdoG2wYGnXXS8UfNE0MHBub9Vcy3gMJH3/kIv/6zYf50ENnqbZ8wjBESoEm4uI5lPMoI4kXRCxutNloeKy1Aio5g4mind6zqZLg1FKDWttnR8XumytbjdtesY/N2vq+7z1KPt8Zo1ca68/M12i4AW+/Yyd//cQ8Xlx8p3LLQ9xAsmc0x/nVFr/7wBmOzhQ5MlMeuB5++skFpJQs11wWN9QLRNlR/S+lZLXpxziqiGNzNcVp1gVBPEYjBCN5xT1erLaZLNhpf0SR3PI6zq00+chXzmEbGntGHZ5dqCuCCko5LYjA9dVLopSCtabHmaU6d+4f54apYlffA+lad3CiwF99+zJ+KBnJGdRdlXZlIBjJmVTbAccXavyD23Zwarlx1c+E7a5Fd+8fvy7r+Atl19SCD37wg0PHdWhDe472cgJCb2XXSwhhs/6otQPWWn4X6D4xIZS60lKtTTnXAXtvB3j+jbOrPLtYT2U+Na2DiMqeXwPWYpB+9vdb3Zur7ZPtVvkuVtucWqqjC0VxSNqpolg6Rsw+rbUCLq23afsqx882DYqOiRU/dLICCg+eXCGMJCXH7LpuIQSlnEkoJY9fWufSeqtfEGKARRIeubDGqeU6DS9IGZtBFNHwQuKd8PS7bT/BPamcwVrbZ8P1WWv5KZqq7oZx6oBSpEqQYsn/65rAj0gpDGsNH6GRik5IVO518p0gknF+doRl6lxYa+MFUUzLUK3zQ5kRgwAvkKw1FUy/Hag87q3EH67UXx3xg4j/8MmnObvSIG9quDEmKiniSr4XSJVTvtb0qbqBUnkz9a575ocyrnpXSm+9c2Wrcbvdtn7g4VNd/7bVWE+QcG4Q8tR8jfWWT87S05zsBL3lh3KgyEFv2x+/tM4TlzYwNMFGO0iPBdlxoVJm3PjcKtKu+k4JgChe6UYrQNNJ++NKczZv69TbPnlTo+Gp9YWkEDVGhCmRFiX0EESSS+tKWKS377Nr3XytnfZLJBWVwdBEii3LWTrrTZ/5WvuangnbXYs+9uj56yZo80LYi+8+D21o36H2cgJCb2XXSwhhs/5IgOxZ0H3WIqmED4wMgmY7wPO6q4p5kmquLGArW7Ij4+M1/e0D06+2T7Zb5bva9NN8wqx/IQTkLE0B/VGFWrMVJ2arKkd3LN/tnCYCClVXgeTNXmQBqggFJE1PXesgQYOkj7JWbQXU3SBmrYrU0cyKASSHCDPOuqErzqfrR6lAAZBC4XsxU70iAkKTnWPGY0BkWijjMaHeV2T8d4EbRimXODlmlISSM33tZWD6ttE/rpJ+TcbGZv2V9kH8+cXVNn4YxRHEjmPeK5WlHCSZEiF6nTzVl+oa/QFzZatxezVtzdpWYz3hHsu4wj+MlMBDYokQRzJ/e0UOetve9EIaviJW9B6ri+GQ9pvsCJOkhZsyXRMSnnLDC644ZxOuq6YJNR57zpVtiRbfr0SUI2n/IOGJRCTFjGWtk+LD3ra2vPCangnbXYsurbWvm6DNC2FD53VoQ3uR7OUEhN7KrpcQwmb9kQDZs6D7rCWV2C03oOkFuH6ookdXAJ4XbUNFIhU5vcthzTqyAvWQzZvbB6ZfS58cmirxrrv3ccuOCutNn7PLDdabPrfurKR5buMFCyuWr+19yKtqZ01FmTSROl22qTNTdsj1tDURUCjbagvYD/u9Bj+MAEHeUtc6SNAg6aOslXNGvGUdS4FmIqSJpaiojLekCrDANrVUoABIofC90qq9IgIyEp1jxuOis/muonIJQF4i4r9L7Njpz77EaEJLncakr60MTN8N+sdV0q/J2Nisv9I+iD/fNeZg6lqam5n0Vy+wNYmqKklm0RelV32prtEcMFe2GrdX09asbTXWE8W5JHVBRcg7JwjjlwddiIEiB71tz1s6BVMhqnqPJbLyD2m/iY4wieyIJCRrgqaR9seV5mziVEaRVOOx51zZlkTx/UpEOZL2DxKeSERS/DhFJXGSe9ua5J9e7TNhu2vRzlHnugnavBA2dF6HNrQXyV5OQOit7HoJIWzWHyXHYDRndoHuE5NSKs17XWe+2ubCapMLay2W616s0b458PzOfWMcTnJrpVIhSp2gzPkjYDQG6Wd/v9W9udY+OTRV4p++4SA/8+bD/N9vuoGfefNhfvLeg2mBxu27Rzk4WSSUUlU5Z9oppcT1I8o5i3/wyh38hx+4hZt3lBGIVJWrtw2HJkvcc2gcXRPUMiIGyfFqLR9dCG7bOcLOkVy/IMQA0wTcsXuUgxNFCpaRqhsZmsqd00XnQa8JcEyRtqntq8Kdim0ymjNTOdairccCEqqiO+vgJRFdUyPd5h8tmMiIVHRCoF5mku8YmnKWcqaG54fsHnWwDC3e9lWtS7BnSgwCLEMwmlcwfccQND2Vc5qMq0FjY6v+6ogfaPz/7r+JfeMFmn6EHUfaBGpXIfmeIZSK1WjepGyr/OW2H3bdM1MXaXR2qmT1zZWtxu122/qeuw52/dtWYz2RQbYNnZtnSozkTFpxAZWUpHKzpi4Gihz0tv22nSPcurNCEEkqjpEeC7LjQskE2/G5dU0JgARhFAugKEeskjOIQtL+uNKcbbohRcek6UcULCWoQPpylqRrqIh9EKoxtnNECYv09n12rZspOWm/aKKT1pI48i0vZCRvMlNyrumZsN216O2377lugjYvhA2d16EN7UWylxMQeiu7XkIIm/VH3Q0wDK0LdJ8c/1vn11mouewcc5RCUKi2dBtuQNMNaPmbA8/vv3WGH7/nAOMFW21XA36ktmSTvEyByss7MlNMoe3buTfPpU80TbB7LM/RmTK7x/Jd5zAMjXfds5/xgo0bhNTaAX6onL61po/QBLfurPAP79zDbTtH+ck3HKKU27wN77x7H3/vFTs4PF3CCyIWqi4tP6TlByxU23ih5PBMie+9RV1rryBEEFfvh1HHId05kqMdRkihhCBELPagxXj+rG67Y6jIaAphN3V+9LV7mSw7GHz3ps4AALKKSURBVIZSWlupuzQ8tcWa5K8mkTfXD1NAfDFnQhxpPjJTwrES4QfF7FWOlLqniVSxQGAYOrZpcvOOMjnLSOHwEokV554KFIA+QqmftYMIx9CZKjs0vGDTebtZfwVd4ge7KBdt3nn3Pso5E13XEUKm0fUkIC40gWloTFUcju6ocMvOCn4oWai2aflqrC/WPCxTZ6JgY+p611y50rjdbluzxVrbGevjBZtbdpY5s9ri8EwRy9BYbymxDF0o5bLNRA562/69t0zz1ltnmCjZTFUcDF1QbSt+a9MNsZIdB03j6GwJO14TwighAkjWmz6Gphir46WOGMSVrqOSt/ix1+6lnEtECkxV+IcSghCoHYMwEkRIRvMW+yeL1N2gr++za92p5QZHZkqYumC9Fagc3XjHYL2lqAZHpkucWm5c0zNhu2uR4xjXTdDmhbCrQmW9HG2IyhraS902A0o/30Do623XQwghimTK+JzbaKFr4JgGh6aKHJnpcF7dQGmtL8f5V6/cPcLZlQaPnV9nveUTxnK1o3mLO/aOcH6lSbUdUHYM3nh0ivtv3dHDeT3PsbkazQzcUhcwVTTZNZpHj/PxRnMWr9g9sinc/Gr65L4jU10cxiwDt1eAoZerud7w+c0vneT4Qg0/iBBCQe7vPjTB6w9PkrP0Lv7mBx86w6mlOn4gMQ3BockS77y704Zn5qp89ql5nri4znLDI4ok5bzFG45M8I+/ux/NM0gQwjYEb75phsNTRR44ucRqw8cxNcqOwdmVJhux+IQqNlOOpRsLESTA9nffs5/vu3man/yfj3JyuY4EirqkFWl4oeJfEqmqcT+M0q1Wx9IZy1scnS2yo5JnbqPNYq3N5fUWbqzmFP9UOQ9CpVmUbJ1yzmLXaJ7XH57g/GqDP/rqOZYbgcJDoaqtS47COQWhxNAF+8YL3LFvNHUek2s6NFXke26aImcaXffx3/7lk/zpN87jZQJapgZvvnmGf3P/jem9TsbLM/PVPs5r2TG5YbrI626Y5C03q/n0B189xwMnlqm2fQQwVrC56+A4dx2a6DCR/YAwgtmKw627Kqnowf6JArMlh8curXfxWv/dJ57qu7eWDj98+y7+2X03bCqkMmisjxYs7jo4xkTR4exSg2cXayzXXVbqir2qjq1xZLrIT77hBr7npmlOLtb45BNzfOPsGnU3oGgbvHrfGG+5ZTrt1+Way2Pn13no1DLH52s0PVUUlTN1pko2u0dztP2IS9UmqzWVJy5RL1mGJtg5muf7bplhz0RBMXqR7JsoUHEsjs1X+eADpzm2UE+v48aZIj/+uoPce8Mkv/Pgaf7ysUusNlTxXsMNUglmXVMpNjtGcuwYyWEbWtd63sd5nSjy+WcWeeLSBhfWWsxvtJQ8dZz7bJsae8YK7BnLP+dnwnbX5+spaHO19rxxXl+ONnReh/ZysOdbYeuFsucihJB14lt+SCQlsxWHN904zd0HJ/oUtqotnz/62nlGC1aKl4qiiLmNtiquknBqscbljTYNN0wjaHlb45adFXZU8qnYwf7xPGdXGnw+UbXJtEshtBR8fKpkc88Nk/zId+/Z9kNkUJ+cXW10CVN4QYTrR9imFm9LdwQYzq00ByohJcigdhBhaoLROB+27oVdEPK33DzNesPjG2fXqHk+Jcvkzn2j3LSz0iX6sNbwOLfSSB34nKH1iRkk9rlnFvidL57gqbk6XhRhaRo3zxY5OFPh88cWWKy6Km8Pxcn97n1j3H14EgnMVOxUmz37IH/L0Rl+8Lce4qnLtSv2qUApNDmGKiIRQmAbKq+ykjNZb/lcWGuSqbFDoAQHDk0VuXG2jGVoPHJuTUWYYyxXyw9T3m/v+bKf6gJKOZPJosVUyeGGqRLfc9MUUyWHzz7dLzjSDkL+4tELzFVdkhqqnKmxf7LAkelyl4BAMl4Wq+0uha194wUqOStdG04u1vjUk/M8cXGD1aaHqWvcvKPM/37Hbg7PlIgiyUOnlvncMwucWKxzabXFatMDKbEtHUfXCWWU5vMm4+W79ozw5eMLPDNfIwjVtRdsnV1jeXaM5PrG5yDRgy8eX+TBE8vMb7Ro+hFeEKl8Xk0gMxi6xAwBd+4f5T/+wK2cW2nywQfVy1aiUDVbcdg3ocRCkn49MFlgomTz9KUNvnVhneWaSxjj0FqBQqAlPF9NqCJCLwiJIE0jsQxNcWylUro7PK1SXZ6+vMFK00uZwDMlh3sOT3J+pcnZlQZuECJlnAOtCZq+msO6Jjgwkee99x7ixtly13r+B187x+8+cKZLYWskb3HjbAlD11T+q6EzWrQ4MlPiptkyMyWHdhhdt2fCdtfn6yloczU2dF4zNnRehza0l75di1jDlcD+D51c4pFz64DSdtc1tRXqxVt8t+2q8LobJml6AV89s8KJhbrK7ZP91fMAlgYjBQvb0PvA/c/lWtt+xCPnVllv+YzmTW7fM5qCzZtewJnlJm4QptDwxWqbyxttkLBjxGGq7Az8TMH0Xfww4oapIq/Y3YHpn1ioM1dV6J0bYgTXAyeW0wro2REHJAPh5JuBzM+vNmm4yls04qIxCXixCtZ37a7wn3/4tk377Pt+7cvbclyzJlAR37xtUHZMluserh+mhTy9TqcQMFW0GC/aXFxrYeoaIzmDjXbAesPrc6oGnS/N1wXGCibjRZupkkMl3k4PI9k1hpOxBZKcaaSSymHMrH3VvjFG8tZVAei3M19AwfzPrza5sNpkpe6qa9AEUQTt+AWxYOvsHs0DcHm9Td0NEELiGDo5U8cNVXRRSqWYde/hzcH70Bkfaw31AqNkesOBcyrbpwIlcEGM1krFRpoel9fbaELw2oNjqVhIMoYrOYOGG+AHqrJ/vuoSRWCbnSLLlYavoviWhq5r1NpB6rQ7hiBnGcrBjvPGEYovnbc03EBSbyvCQd4y2DOWU/Nwo83lqppzO0ccJuM5N2jOfPQrZ/nlTx/HDToCGE1PpURpQnDnvlHu2Dv2shSouZ52Nf7aSyN5YWhDG9p3rPWKEyRVyUoOs8hqw+MzTy30FZFsRWsIgpDHL24gUQ8ny9AUu1CI9GF5bL6KjCLypsallabCD8nOgzRrAlW41fZDTE2k4P7Nipa2e61F2+DMcoMwUqD2IJScXWlStA0OTuR58lKV1YbLntEcJcdEAzaaAUmt80YrQMjkM9LPdKGkMh1DOQKLNVcVS2nq8ySXLQgj8qbO4xc3CCLJWOyAVZtqu3bPaI5a2+fDD59VogE9wPNSnIecNzX8IEphRbapY+gK3ZWLpVOfulzlk49fHthnq9XWVTuuxOfShXLGVusuupBdjmtiglg5TcJK3ePiapO2H2Dril3qB9EVHdfkfMnxIqDaVk6TH4Ycn6/y7HyNQ5OFdAznTZ2LK02CSGLriTAC2LogbylqxNNzVQ6M5zcd5722nfny6ScX+NQT86zUPfwgpNryU4nZvCFo+YFSHROKMlFt+RQsgyAMCWKEVMHSMXQVKdU1Nd5WGx5nlhsUbWPg3EzGR7Xl4cRRTS8I1Zb6lvdQ/f/5tRYrtXY6tnQhcH2ZFhw+u1BHIDtjuOWnYgVjBYuNZgBSvTzpQqWWrDX9dE67QUTL7V4v/FCSM1UKSduPiOL2EJMQcqYeY9fAD0LypqbmYcsnZlSwHs+5kmP2zRnPC/ndB87gBiFjeZO8paPFlYamrnaTnp6rgpRXXPOG1rGh8zq0oQ3tRbVrFWvYitbwxOWNOOIHeoyqSbYHjRS4Lvnm+TVOLjVo+KEC/NMvD0v8d00oeoEWVzEn4P7ncq21dsBa06PomGiaRtExWG0ouPx81cUNwvghrFqkYP0hhq6Kd9p+yFLdjT/T0s9q7aAHpu+nIgvqnB3Rh1PL9Qw8XqUttOJt0F44+WbA87Vm0LXdnuW5appCO3lhxAMnVgb22c98/NtX1Y9ZS1Sw2kFEtkg6GyFNXliSYqS6G+KYBk1f0nBDvHAwHmiQJSNUQzk+IZLFmocbKAZs3e0c69RynaavCon8SHE/daHGtRBKvKHhBpxeaWwbQL+d+ZLA/MuOwVLdQwKWqSOEUoKSkeoQXVeDvuGGrDU93CBWFJOqqC2M1MuAEReLBXHaziDwPnSA+GXHpB0fK4yLvbZyw2JaHaBICcl4V2IjIbapp7D+uY12OobLcdTcNrSuuWHoqq0JKSIRmgiiTnFV53zQ8iPcsAPL0zRVvBnGqmZhfL+9ULLWDDKiGerFuO2H1GKnuHfOfObYPEu1NnmrI6KS7VfLUGPg1HK96x6+HARqXkwbOq9DG9rQXlS7VrGGrWgN51fUom/pHWKrREVPwhj7A3BivsYzc9U0PxM2h7RDDA6X6mgJuP+5XKsXRgRhlAoEmLpGGMPlmzEGKeGbQgfWr4kOQ9MN+j/zo36YfiKykJwzZ+mEUUTd7UDSIY6CxeD4pP8TOPlmwHM/irrFA/pyGpX3UnP9gX12eb3d99l2LYrB/FJ2Cx4AqfBAYlrmc1PvCFyE1xDhSsaJckQUtkwgu4QB6m4YCzV0xk52eCWf193tA+i3M18SmL+miZiVK1OebpTpo6zDmBQ1JRbFUeKkzXocLfSCweB96ADxLUNL7wuyP32j17K3LcyMvWQM60Jgap1xnIxhQ9cUVkyIrrmRChJ05YyQlTHovv6oZwzIVLskFrzo3G8/irrnYVxcFWTue3bOzG+4MS5MZA/f6dfMGMj+/uUgUPNi2tB5HdrQhvai2nMRa9gM7H9wupBuEycmMw+kxHJWwsrsIIm2qgKI2fdkwf3P5VotXcPQtTTS5IcRegyXz8fSn1J2QP4JrD+SHfUi2+j/zNT6YfpJ/l9yzpYXomsaRbsDSQfVDyIGxyf9n8DJNwOem5rWvU3f8wIQxE/qkm0O7LMdI07fZ9u15IVEnbj75gnouuFR5nM/JAXkD8qZvpIl40TXhLp+IZCILmGAoq3HQg2dsZNtYfJ50d4+gH478yWB+UeRjFXKROoQaqLbiQI1viw9A96PvyfotDmMwbqWMRi8Dx0gvhdE8XlE6jRu1cPZ8aJnxl4yhkOpIpXJOE7GcFKUJaXsmhupIEH2pLI74tp1/VrPGBCdaLCeiJjEXzY1rXsexsISWYW/7JyZqdixRG73S0Par5kxkP39y0Gg5sW0ofM6tKEN7UW15yrWMAjs/9//91dScky8SBLFUcHEwek8sBU+aPdoDk0jZYAm1chZE6hIlGNqRLFmegLufy7XWnIMRvMW9bZPFEXU2wFjBQWXnynb2IZOKDtRUQXr1wlCiR9EOKbOZNGOP4vSz0qO0QPTN1ORBXXOjujDwYliBh6vKsNzpq6iZz1w8s2A56N5AysjL5t1BKKYFWrpGq+7YXxgn/3Xt73iqvoxaxJoxFzWttcfVYx3yFNUlhE7Cm0/IG8KCraOpW+WkTn4fMlxTV2gI5gqWdiGFucad451cKJI3tTxYhEFS1dCCFIqsL0fRhRsgwPjhW0D6LczXxKYf7UdMFm0EIAXv6QZGog4lyIM1R56wdYZzVvYMXdXCFVwpxxzxen1gygG7+cGgvehA8Svtv2U4avHTt5Wzmv2pVIXIh3vlqGpojE/TGH9sxUnHcPVVkDFMXCDqGtuBKFqa5IukKQPGJpClGUjsLpQ5Ac7s0sTRWDG128ZGnp8vy1dMJo3MqIZKhLtmDol24h/2z1n3nJ0hsmSQ9ML0jmT7VcvUGPg4ESx6x6+HARqXkwbOq9DG9rQXlS7HmINvWD/fN7kx+7ai6EJmoHE8xWjM2vjRQuhaQQSynExVMw4H5zzCkoIIeoG9z+Xa627Afsm8uiaArXrmmDfeJ66G3BqucktO8uMFewUGh4BlbxBssFbyRlIkXxG+pnKvQxoB6pqfKpk0/DCjuiDptilhq7R9ENu3VXB0ASrTR+Act6g7gZ9cPLNgOdNP8I0tDSy5fohQazr3oo5tDfvKHP/bTsG9tlYOcfNO669sjqUYOk6eleaSMck8UuJUPd911gexzRwQxW5Ng0NYxu3MntsDSg7BqapY+o6R2bKHJ4pcXKpkemXkF3jeQxN4IaJMAK4oaTpqfzXm2bLnF5pbhtAv535ksD8x4sWpqFTzpkEkRLpaAaKeqAJQSCVk1bOmTS8AEPXVU64pl4I/FDhrYIY8j+WN9k/URgI3ocOEL+cs2gHistrGbra2bjC/RPAntEc4yUnHVuhlNimSFm9h6eVWEg6hnOmEivQBKsNj0regDi3Vb30aYzmzXRO24ZGzu6OZpq6oOVH1NwQJy7GCmMPPpIKn0asdmUaOs24qKuSM0mSZUbiOTcI6G9ZOj/xuv3Yhp4KYERxaNgPJZomuGm2jBTbF0EZ2hCVNbShDe1FtITbutHy+OrpVR47v8qF1RZCQDln9cHJr8Q7bLcDPvboeS6stig6OpfXWnzyiXnqXicn09RgquxQckyCSMmWlmydS+stmq4qvMj6uQIwdLXlPVtxeM2Bcf7P1+zhwERxSzZvcm1L6y3+8JvnubzeYrLs8JNvOIAuND71xBwPnlyh1g7QdajYJqYOC3WPIJDsGc/xj16zh0trbf7623PMbbQI4m3gck5tCa83/ZSFOZI3CEJU+yOJY+rsnyjw5pumWa42+cQT86w1PWxd5zX7R7nz4DhPXtjgzHIThKDtByxUXeUkx3mEk0WLu2+Y5B/duYeRgpUKKXzm6ct89OHzLNZdZKQid0dnSuydKPKFYwss1hSuCKEkWo9OFzkwVSJn6dy+d4RX7BzBi2Tab6AKkd71wa9xcqm5rbHT+5KhA7ahHAw/lF2CE4lZOkyXHO69YRzbNvnmmRUurrdxY0yS70f423giakDB0rA0aPgq1ePoTIF3vX4/3zyzwdyGQjslrOJISj79xBxL9Q5D2NJg11ie8aJN2TF55Z4Rvu+2WWaLDn/77EIX/9aKc4yz/M2WF3J+ucGjF9a7YP5vvbUjoJGwk791YY2Ti3VWG4rz6lg6dsx59UOVL2zqgp2jOUZyJk9fWmex5hOSsHphz3iR8aKdMlL3TxR4w+FJal7AwkYbTRMUTJ1AShbX6nz06xeptjpc1WRXY1D3GhrcPFvm/3nrUTbaLr/8N8e4tOEipYqKHpgsUM5ZVGO54Jmywyt2j3J0tsTTlzf44rNLXF5rx/MZ2oFMUyZyluK8brQCFf2UqpBM01SqRLL175iKc6trcHqpSb3tE8QRYUPArlGbqYLFXD1IOcrlnEEYSpbqLl6gcn1vnCkPZCN/9Ctn+e0vnmShphBimoDxgslNO0YIIpnewzv3jXH/rdsTQYGrY4Q/X9+9XjbkvGZs6LwObWgvTUserA+eXOLZhTiCFFf86hqUHJP94/k+OPkgODrAr3zmOB95+FwaoQS1JTiSMxCaoOGqXMBDkwVumC6r3LwwYn6jxdNzVVbqCkqepE9qAhwdpioO0+Ucu0YL/IPvmuWeQ5OcXq53iQz0tiu5tj/8+jkuDShGmiyqqOdao6M6ZekqwuTHfSBRUbG94zlu2TmCY+ocnilyy44KZdvks88s8I2zqzGXE3KGjmUIGn4EkeTAZIF33LWfX//CSf7mibn0uhLTBORNPRV/CCKZqh71Ws7U2DOWZ6rksFhrc3q53iUAoAH7JvK87/tu4nUHJ/j0M/Mcm6+xuNHmK6eXmdtwu14ILENww1SRI9NlRvImSCWF2Q5CZODz9EITCeyfyHPfjRP8wieOx8Utna3clhfS2g7fahOzdSXTGcQiB2Fcnf5crWhpvGL3KC0vTB2nJy5tsN7qz1FNch+RYBoqdzZCoapkXGQ1WXL4idftZ8dIrkusIogVxhLFMEsfLCqROCG1tpJkbXihymcV8O3za3zz7DrLdZelejumVEgGjYKSpbFrrEDTUyQLP4yoeyFBEKlUiGvoK1OD6bJK3Rkp2JxeqvPsQn1TBzfJwy3YBvcenuT2vaN8+sn5VNBAj9Ma3vaqXRyaLPLUXI0T81VOLzd4dr6qiqLiuXLTTJGbd4+yWHVZqLaptX0WYy5yJKHuDY4Vv2JXmZ98wyHGCxbPXK7yew+cZr7mEsVorZmSzT+59yA/+tp9Xb/76FfO8jtfPs18tZ2KH5RzBmXboOVH6UvoZsIggywr7HKl9fH5+u71tKHzmrGh8zq0ob30LIGsH5uvcmpRKWolEaDkga6qhhVOKAsnHwTx/pXPHOe3vnSqLzUg+VvF0bENxR7NWTp5y+C7do+w0fJ54MSSgpDHhRe66OB0dF0VyNy5bwxD1xgrWLzx6BSfP7a4KSA++ffPPbPAfNXdsh8qjkIArTX9tKAjWxEvUf1w684yO0byA8/f9kMePb/GWtNnJGdyx94xHFNjbqPNU5c2OL+2NW7HjKudtwPot3SBF8qBzoUAJooW//mHb+NNN07zuWcW+P/82eMsx6im3kipIeDmnRUVDQTu3DfKjpF83z0+Pl/jX3/8cQwN8raJEFBvByoKt3WTt2XJNV1Ps3QYLdjkLZ3lukKfbWVmzIBN3h10ASN5k0hC0wvQNY18zOkdL1i4fsiFtRZ+nEu7Z6yAZWgDAfmDLCtykDM1vnlujcvrbYIrUBc0AVMlG4Fkvupdl/43NcGByQKGLq7I+rUNKNoqPzuUEl1TObHTZTsVy0j64B2v3cux+RrH5qucjKVebVNPi7kiqdabG6aLjOUtvnF2NU1PaA2I2mft3sMTfM+N033CA24gaXoBtqHz/3zvkdSBHSRSUG8H1L0IAUyXbXaO5jYVORhkVyPs8nx993rbUKRgaEMb2kvWEsj6cs1lcUNJc8r4oamLjuMaRnGRlezAyQdBvNvtgI88fI4glOgiwdd0syPrbogVI6OkVFD2Z+c3+MaZZZqu2krUNBSQPI7uqEJpgeuHHF+ocXCiwErd5UMPn2WlPhgQn/z74kb7io4rqCKaKIzwMp5jkptp6AIjLnY5Nl9j/5jTd/6ibXB2WQks7BnNEUaSsysKIr93xL6i4woqP3C7gH63x3FNcoQTNu5qw+P3HzxDux3w+w+eZqWhHBwjcz+SexJIeObyBoZQhTnzVRdN0HePx4sWRccAIWL+rErtuF7u5rVgsq5kXgiTDqxUW1d0XAHCsOO4AqkyVc7UGY2L6VYbHrsqNgVLZ6mm+jVvCKQULNbcgaISgywrcnBossDl9TZLNfeKjmvSrlrLZaV+fRxXUDxV1w95ZhsiFW6gXrbKjoEfSFWVryvhjSSPe89ojlrL53cfPMNStc3ihnLKR2KBgLylRDNkfN6FjRbH5mv4oaTiGF3Iq83sS88u89tfPNklPJC8YIzlTdwg5PcePIPnhQNFCgQi5RNLYK3pocFAkYNBdjXCLs/Xd19sGzqvQxva0F5QSyDrhibYaAcKeSPVYqS2QIXa4o7xNIYuUjg59EO8P/boeequjxlXUCdbi93sSJAI8rbOSN7C0AWnlhusNWM4fxzhlaiIjB4LGQSRxDQUHH2+1qbkGJxdblB2jIGA+OTfz6zWt9UXbghNf/NIppYRVHhqrt53/lo7YLXpUXSMPpGDr55d21YbrvUxJDL/n1SVh1Ipl33s0fMcm68RyfiFBLqi6slvvUj9tpRpN3Tf45myww1TJeUcmBotL+pLgXgudp2DrqmdWfNpb7OhvS6KRPF7w0g5tRLVf+utsAPj1wSapmHoIhWm6AXkD7KsyEHdDbm80VLV+dtMZ2z66r5dT+dhrtoemKowyOpu1OXo1z0lqJGYpqlc1KVqmw3XZ6MdkLP0dL4KoUQM2jElYLXhs9JwyVl6KmKwHbu84XYJD2TPn7cMFqttPnNsfqBIgR+qNJ2EhuAFkrW4WPJq7+GVhF2er+++2DZ0Xoc2tKG9oJZA1hM4vJZ4PxlvKHnkJ9ieLGQfuiHel9baqgAihoVnf0/msAk+5+hMibsPTjBZdHBMnbG8BcSw8Rh2ny0r1+LzKy6qgr5vVriQ/HvT3Z5ikwTCqP9p2RvdBKi6ft/5vVAB082YMWnqGkEscrAxIMfyebG4fcmzzgsiLq21U4fiSupKgexud2LJPW4HEe+8ex+jBYsgAtvUsqd9yZoXRUrJ6hpN4aM6wH5JPyAfuoUpoBuQP8iyIgdeqNBoXWP+Su2K/38rMY+rtd50n61M5aV3pIhVrnL3741YBc/1oy4BjsREPM+T7yXfia7ihkXQJTyQNdtQx53fcAeKFEQySte85D66m4gcDLKrEXZ5vr77YtvQeR3a0Ib2gloCWU/g8EmUNeuxdkX1JF2QfeiGeO8cddAEcYV89+/JHNbQNXRNi3NfBZMlm5ypEyFTB1kg0mMkDYji8ytFKlXBvNm2WfLveXt73FBVhNS/DGfbn5yqbJt957d0BUz34wefHyp6gqVrVHIvEOA8bl/iP1iGxs5RByvWo78S49MQ3e1OLHuP33TjNP/m/qMcni51zkdMgniJPsUsTVM81Ws0EaetJMB+QT8gH7qFKaAbkD/IsiIHlq7kgLvG/JXaFf//9ayWMfTte8K6JtBEB8uma50+SiyIWcy2qXUJcCQm43mefC/5jnYVNyzZERlkbqCOO1OxB4oUaEJL17zkPtqbiBwMsqsRdnm+vvti20t02g9taEP7u2oJZD2IOjlmhlCRjCiScdUuqSRjEMoUTg79EO+3376Hom2q7T7ZkbXsVu1RD4exgkXR1pnbaHPnvjEOThZpeRG2LgjiHDQtrjyPUKB2P1Bw9JmSQ60dsG+ikCJ7sialTP99/1hxW31h65A3xUDnTib9gYrk3Dxb7Dt/yTEYy1vU20GfyMF37xvdVhuuNYDWFR2noyF/dKbM22/fw9GZkopay04EPdn+Tn5rxc/wWqbdMBjU/qYbp/ngO+/k1/7PVzJRtDA1Qd4UsTNzjReBavPzYftHTZxtNqz3QSxQTFJdEypfGNV/Izm9A+OPBTiCUKbCFL2A/EGWFTko2jo7Krk0dWc7ljfVfXsOQeU+my0723ZGirbW9cJStPT0RQmUSEC1FTBZdqjYJhXHoOWF6XyVUokYOIZG2w8ZK5iMF2xaXpiKGGzHdlTsLuGB7PmbXsBU2eEtR2cGihSYusDQRCqeYBmC0byZ/v5q7uGVhF2er+++2DZ0Xoc2tKG9oJZA1idKNlMVR8Ht44e8Uh8iTgOIlZpEB04+COLtOIYSJNDVw0BxG7udpKKtk7N1Zso2J5cajBUs7r91hnfds59SzkTXdQQxkDx2fom3bR1T58h0iVPLDcaLNu+8ax/jxcGA+OTfpyoOM2X7in1hmTqarmFlthQTWdsglCoXWMDRmRJnVtt95+8TOdA19sYiB+fWXfaMXvkhY2hsG9CfVSGCWIqTjirZWNHix+/Zj+MY/Pg9BxgvKHWnIHM/0ki4gBt3VAji4qSZsp2C3jcDtRuGxt2HJvnpN91AztJVzmzM7bxWuxZp2CuZpcNSG8ZKudQh37INuuhyyLS4iK3lh6y1VF72WMHi4oZLwwuZLKl+bQYq6jpZsgaKSgyyrMjByaUGO0YcJks2xjb6QRNQytlK4GO7nXEFMzWBbRncuA2RCttQOakb7QDTULshbqgYqck8PL/Wopwz+Yl79jNZdlIRg/VYIKDpKTSa0ASOqTNdyXF0poSpd3Lwr2T3Hp7gvW841CU8EEYRTS9ktenjGDrvvmc/lqUPFCmQSCxdpC9+o3krXd+u9h5eSdjl+frui20vfux3aEMb2necHZoq8a679/HpJxewdK2P85pUnR+YyLN3XHFezyw1CGPo+5tunObARCe6+a/ecgSADz90hpobpg6SBozmTcYKFo6h03BDbttV4XtvURDwBPnyoYfO8sx8lWrLJ4ykisDoGnlLY7zoUG0FHJwq8KOv3cPRmQp7x/P89WNzfOHZBartgLJj8MYj09x/2ww5U6ntFCyd//XE3KacV1PXWGt4tHzF3SxaCvDuxQo+oKJAe8fz7BsrUHMDLq41+fRTc9y+d5TLqy2+dGKJaltt/x6aLJCzDKotH9ePuHVnhZ9+0w28/xNP8ZXTq31t0ATkLR0zjgAFYTQQ7A+QNzV2ZzivZ5br9GIwp0omP3THLkqOQRBEvOnGaf7zD9/Gf/qbpzm91OzDZB2ZLbN/osDO0RxNN+DUYp1TizWVH6jrWJrg6csb7BnJE0WSjz16nktrbXaOOrz99j0A/M6XTnF5o90nKrGdIGKW82pq8UvPddgKNwTsHM1haFAwdZAGbS/YtBBIoF5UNNT9FggQyiETKDTWP3z1Hg5NFvm1z51UxTISSrYeF3Op3EpdE+wedbhppsTvPXCK33vgNG86OsWPvHovTuxAZ0UOXrV3lPMrDR45v07BNhjJGdTcYNOt8LKtM1m2aXpKhrjsGDTcYNsR20FWtHWOTBWQKEdutmwxVx2c56n6RqPphZQcg3sOTfBdu0f5i8cucmKhjh9JHEPj5h1lfvyeA7zpxmmevLjOf/3ccfKWznorpNby0TRBztS5ZUeJt966g42WzxOXNtg5kmM+JhMYmqC2Sd76a/aN8sF3vjp14H73gTMs1do0PSXsMV6wePudu7n38CTH5qsULIMfec3e+LunWai51F21uzSaNynZOl4oOb1URxeCHSM57js6hYwkH3zoNEEomR1x+J7D0yw1vVQ0YFc5x/6JPOdX6nwqLuwydI1bdpa5Y+8oe0byXFhtpt9/x117+exTi5xcrHFq0aXWCsg7BjfNFlmqKZEFteYW+dHv3suHHz7DU5c2EJpi1966s8Jbbn5+Oa9XY0PO69CGNrQXzboVtlZ47MIaF1ZaCE1Qdkzu3DfK994yw2LV5W+fXmRuoxUjrYw+aPbnnlng9x44xdNzNbxYh312xGHveFFFqfyAvGVw684Kb72lW8EmeagvbbgsN9uMFW0urDT5/LFFLq4pZaucqbNvvMA7797HYxfW+fBDZ6m7ARHKSc6ZOrfurrCjkqMdhNi6xpmVBk9f2sDLOC45HX7i9Qe5/5ZZfvPLJzm73MTQBKN5i5brs9LyY+fA5I69I8zXPD5/bIH2FtJPGsoR+MHbd/GPXrOHgmVwfL7Khx8+xxOXN9ho+l0O3XjB4B9/9x5ee3CStabPWN7kK6eW+eNvXGS57hJL3lN0dF53wwQ/+fpDXQpb/+l/Pcmnn17qq/p3DAXVT/rpTTdO8//9s2/zp49c7HLeLA1u2z2CQHB6uU61FeAPyCPWUAVaEokfyFSZqGibfNeeCk9d2mC54affF0DB0gGJG4fxw6h/i7tgCG6YLnG52mK96ROE13cb/GosUxsIgCnAMjUKtsFU2WZnJcd81eXscpO2H6gcYqHGm6XBentzxxiUk/6eew/yXbtHukUOIokfS7iGkaQdF0RKoJfQZGqK7xpJJc3a9sOB/WpqihxRbwddY14DxgoGTS+iHTfWNiBnmTFZISTZfbcNxbz1gghd19hRtrn/lmn2TpZpeiGOqXPnvlG8MOLf/cWTfOPsWpcDXbA0fvyeAwB9oiVpnxiCmZLDP3jlTmxd44lLGzT8gJyhMV6wOTxT5uhskWbL579/8RSX1ls4uuDIdJFKIde19nheyEe/do4Hn12m4QWYOqy1QkAyUbSZKNocnCxydLbEUxfX+cwzC8xvqCJThe2ChqsK8fwoxgaKWJI3vteGJsiZBvsm8uwczXFprcXZ5ebAawM1D6fLOXaMOIzGL+4HJ4scmSnxJ49c4KunVmi4QTp/DV0wVbS5cUeZsmNwbqXJYs2l5Suqxe7RPO+99wDfc9PM5gPtOthQpCBjQ+d1aEN76dtWYOxkWzeM5KbQ7HMrTX7xk8eotX3GCxY5S2e94XE5lq2868A4R2bK24Ztf+6Zhb7jJQBxN1C5paGUWJpA1xT6JhE2eMWuCvfcMMmDJ5b49sWNWClL5bmFEXiRKuY4OlNi91g+FhqIeOTcKustn9G8ye17RnFMnS89u8TppcaWkURLV9E6L44Y/WTsqPziJ4+xsNGm4QUppio5jq4J8lYHpD4Ior4ZcP19f/4Ef/T185viqkZyBrapU3JMdo44PHBiWTmdxHmvsuP0mDoIqbaCr/Qg0kVcxR0p3mzWks3V7IO8aKvCtmbG6TdjlaZEaEFDORAtP3rekFlXY0luKxKEBjNlh9mKw+MXN1JBgpKjOKJ1t3O1OrAV30IAlbyJbagiIC8IOb/SxJcJykxJ2Q7qA41Ov5ZsJb3rBtG2ots63ZKwhqbUsSSKcewFMuYpq5cS21T3QqByQKfKDkemi7T8qGvOnlys8dN//C2evlxL76PInCvZ1U7+rfe6bAMiqb50w1SR7z4wPnBdAa4I7M9+J2dqHF+oU28HCCQFx+DIdImlmsdctU0lp6LVfvx2MF91cYMoJXJIqQrwsl5ZUpgWoQQ19ozlOL/auqKwhkDxcF93wwRTZYcTi/VUIjgIo3Q9SFJ/dAGVnKlSp4AdIw4jeeuqhBOeqw1FCoY2tKG9bGwrMPahyQLPztd4dqHGocnCQGj2p56Y54MPnqHW9tkzmlPfEUpq1TZ0ZCQ5vlBD0A/AH0QNCIKIDz10tut4CQB9Z9lWkbpIkjOUTKmS2hTo8QPomfkafhDyzFwtfSgIofi1lqGRM1RU5fh8jf1jOYq2wZnlBmGkhAaCUHJ2pYmja1xY6Tium2WZBSGYhkY+Pu5HvnKW3/vyKTaaHm6gHFddxKIHqViAArT/3oNnqDe8Poj6ZsD1ZtPn49+8mPJbB9lGK2BHyWKt1uLLzyrH1YjPr2sCPfNDP6QrQreVhTJhdHafODl2bxpey426HFdQEUUjzjUE5RC4/vXlxj4X07POvYTlusvjF9YJI0neUFX2XtAtagFbO67xoVhv+uwsWxRtg8Wah0SQ04nZprKvUCnpzuztqbkKXdbbXYOGggA0XXQVTgYRtNyAnC46+dLxwXRNwwskOmqMun5Iy/WZr7ocmiykczYIIv7XY5c4Pq/mVzq29M7YiOLcd1sbnAriBWAIxVq9tNYiH1MJsuvDp5+c51NPzm8J7P/0kwt86on5VPBhbsPF9UOmyzZTZQfXj5jbaOOHKmVhsdrGDyVjBUtFr6XaHZCRTAVUso5rIv4RoV68/FByaqm5LUU4CbS9gMcvbZA3dfwgZLmu0gMSpjaQsmYjCWtNlbpl61pKTNiucMILbUPndWhDG9qLaluBsetuhwdb78lBS6DZXz+7yqmlOuMFK4WAe0FEy49wTI28bSiRg2qr63ebwbYfvbDG2ZVG1/ESW252tqiTMiH1AFY5bAo4HvG5YwtKa12oKFBCQEjOL1AOw1PzNWrtgLWmR9Exu4QGHrmwti3HLkJFpTVNw9IEtVbA03M1LF3gh+r8yYNKOdFJhbPGYrXNr3z+eB9EPbFe4PoHHj6FG0ZpFHWQSWCh7iE0LS1IyRZ49G72JQ/o7VgQyT4lqKSLeo8xyKGT0AW0B/Dl9s//fFu2oC2J6HsRqSCBrqmXsl7003ZtuRFQi7f9DV0gM2io7eaubrdUR0USu50xgChSCmRB1F9oF0QSXdcwNEE7iBCaxmrDo+6G6Zx99MIanz++RBDR5YQlbdO6jrd52/wQLE3Q8AJOLTU6x4jXh8cvbvDEpY0tgf2PX1pPv1N3w3Qei/iFtugYLFRdlmoe5ZzBRivANjT8UNKIFTp0Xai+l/S9RGWbH0kVyb6aO6/FAi+nlutc3mgrnGD8ebJmaRlah2qGxNA1Whnxh+0IJ7zQNnRehza0ob2othUYW0HrZebP3ZazdOpugBdG5KwOWzWUHeSW2q5XIgPZ320G215pePg9x0vbk3kaJg/lOHgCdHBQ1XbQhevKfidx6EAhorwwUkVDcdTI1DXCGPezXUuOrccIIzeMOopCPd8VcSOUEyu5uNrug6hnLQtcv7iaqJxtzfl0g4hoky/0fnw1D+NsP/YeYLsJcC+VKOsgyzZNZD5IxlHS79d6CW481hJ2cvZF4vlIIBzU1ggIY0h/d76vTD/TMuMrEa9I5uxKw2OjHatRDRiy2fNtda9VH6j/r/WsAzlLp+kHNL1gS2B/0wtpxLn0vfMYOuIbfhgpGkqkirqS9QlklxO21S2QgLzKIn8pSV/8EzEKmfm3zU4k4hfurPjDlYQTXmgbOq9DG9rQXlTbCoytoPUi8+dua3khRdvAiiMFiemiIzPrhzIVGcj+bjPY9njBwuw5XtqeDLom61BkndQk10zQ7dSm36fzACk5qu2GrqXRND+M0GOJy+1acuwwjkbZutbhWvZ8V8aNUFv/gl1jTh9EPWtZ4PqusYS1u7XCkh2nU2zV1vTvW19a32/7Dpu5D9uxlwDlZ1PLNk1mPsi+KGXlda/W7HispaIcmU67nopZ2WP2HlYD9BjS350SI9LPosz4SsQrkjk7XrCoODETdcCQzZ5vq3ut+kD9f6lnHWh5IXnTSHNcB1nLC8lbOgXTSAUfsvMYOuIbpq4pQYT4hSFZn0B0RVe3ugUClR9+NSaEekkp2noqRiEy/7bZiZSCW7f4w5WEE15oGzqvQxva0F5U2wqMXbQ7SlzFHtWqBJr96lhsYKXhpRBwy9DImRptP6LpBkrkoJzr+t1msO3bd4+yb7zQdbzEJmKQOECSOakiRSJFLVmGxpuOTmPpWsqd1USHjyrjFAJTE9w8U6LkGIzmLeptv0to4I7do1jbWKE11AMqiiK8SFLKGdw0W8ILJaYe5//FT3kpZZqv6gURU2WHf/XGI30Q9cR6gevvuesgtq6pwphNHqQCmC5ayChTFJLxMnq3YBNG7HbM0EQfjzTpot5jDNI4E3S/gICq7n+p+LOCTlvCSO0aWBqpIEEYSWxD65M73a5NFAxKtoFj6kqUIyOHuh3WL2w/6iuIU2R6jqtpqsjQ0ETfsQxNEMYkBMfQkFHUJSxyaKrI7btHeeORSQytI2ySbVvUdbzN22bqqniyYBkcnCx0jhGvD7ftqnDrzsqWwP7bdo6k3ynaejqPVbqEpN4OmC7bTJYsqq2ASs7ADVR0thArdIShVH0v+p3tbPM1oVJhrubOR7HAy8GJIjsqjpLQjj9P1iwlDNPpF4HCx+Uy4g/bEU54oW3ovA5taEN7UW0rMPbJpQaHZ0ocni5xcqkxEJr91kRswDE5v9ai1vbjbXANNwgRmuDIdImIrQH4iRmGxjvv3td1vOScl6ouo3kTQxO0AoXzieIHVRhHXY/OlDAMjaOzpVR5SsbbhF4Q0QoUFeDITIkzq61+oQFNsG88TzuM2D1e6EMp9bVXBz+IaAYSUxP82Gv38e7XH6SSt7ANQ0WYZCx6kIoFKED7u+/ZT7Fg9UHUNwOu5/Mmb3vVrjRvdpBVcgaXax5jpRyvPzyBJlQ+ZRCq3OUw80NTZ1sOOiTFTJKg58TJsXujcDlbI292319DI1VSgw6K66USjQ3jiKMGIGC8YHPb7hF0TdAM1BiyjG5RCxjsqGdNACN5k0tVj7obxCIHklZIrCol+nBbSXdmb0/J1vn/t/fecXJd5f3/59w+fXvRquyqu8jdgBum2pgSQ0hijHEDhy8kEAOh+RVInMLXSb4xhBTMDwi2qTY1FOOGjY0bxrKQLVlWtaSVVtvb9Lnt/P44996dmZ3ZnV3taoueNy/xskZ37j3nOWdmnnvucz4fQ5EmJVCVpoKfJBXnfYoEhHQFOUeU9PglAgDguC40hcGBmKO6KiOkqyXGIped1gpFkfC2szqwqU18voK55UzMDclLBAtu5Y2FmgLYnEGVmNAZttxJ3yuXn96Gt5zeNqVg/+Wnt+ItW9oCw4f2hA5dldGfLKA/mYeuSmhPGFBlGbGQUE9QJIaRjAlDFTfmYAzMM2QpT/b9GzsJQpFDlRnWNYeh1XDzwgAYnjRg1nKgKjKaojo0RSpJ+n2XL193VpEZCo4blAvVapxwoiGpLIIgZoSvzeqLX3fUhebEcWX/QAoP7uzHgcE0CrZ4RLi+JYrLThPSLNX+rUTn9beezqvjQpMldDWF0dkcBQML3reuOYrTOoR8Td5ysLE1inNXN5R8Kbsuxw+fP4J7f38EveM5L2mQ0dUUwfUXCp3Xu548gJQ58fUZVhnOWFWPFYkQCrYDTZZwaDiDPX0p5Cw3kO2JGjLedfZKXLS+CVsPjWIwlYfpuCjYrqeQIHl/RB97xnL4ybYjyE2h8ypKFWRcd2FXYNjwyMv9uPPJg3ixZxwpvwYX4gdwRV0IH7i4C9de0BmM573PdeOn245iNCuSfwlCOue1G5txyoo4GAMimorzOuvxjd++gh8934NCWR1ySJHQGNWwoi6Et53RjjdsbsVXH9uPHz1/tETeSpcZXrO2EVnTxr6BNDIFR+haVuiXpjLhOGZP2P7GDRVnrkpg17EkhtNmsNomMyBhCNelglfjx7hYsSpOxmIhBWeuTGBfbxIDaWva3fp+W3zm6kczqO+E96gcfkINGKqChrCOhoiKsZyFY+O5QBlBlhgShgLJS4TsKaTGptR5dYTKgO0COe/xuMN5yUYnBsBQGepCwgUqV3CQtx24Li/Z5MUAhDQJLTEdA6kCskW7DRUJaIpo0BQF6YKFgu1Alpj3ON2F5Wma+k8kwqp4aiFLDA1hDZed0ozOljgMTZQNnLOqHodGMvj8T3dg6+HRksQ7qku47NQ2jGRMPPvKMHJl5TASAEOV0BI38I4zV8BQZOzrT6IvlYfrAm0JA5ef3ormqCE2T6ZNbO8ewytDGeRMC5mCi7qQgjVNEWxqj6ElZiAeUvDIrkEcGExjKF3AQDKHVMGBrkhoCKtY2xxFU0xH/1gOz3ePYiQjdJfrQgoclyNVEPWyDnfBXYBJDJYz8XmQvdiuaoygqzGCntEsDg5lSgxZijEUhrZECG1xHSFNhsQkrG+J4uzVCXz3d93Y1j2GnOkEybEqMzTHdJzSXqrzajkuVFkKvvfmUyYLIJ3XEih5JYi5ozjBzNtOIH5dbBZwPEyVGE+XNN/+0B586+mDSOWdwDggZsi49oJOXHX+amRMG0OpAn689QiePDCCdMEC9x7zb2iJ4i9evx5vPKW1pI8500bGdFAXVvG6TS34ozNWQFEkca2nDiLp/XgwCAeiay8U13q5N4mth0ZxYDCFw0MZDGVMobUZ0rCizkBYV6ApEnRZQnNMx3ldDTilLR6YABT38ZWhNL719CE8uKsP41nbSyJlsRpnOnBcsRp3anscH7hkbfADs38ghft39OK5Q6MYzxZg2hzNcR2v3diC6169BpomTxpPlQGu99jwlaEMhlIFjOftYGe4IgN1IR2XrG/EDRd14tE9/Tg6kseKOgPnrqnHgaEM9valkbccmI4LQ5FRF1JhOQ62Hh5FMmcjHlJw3pp6qLKMkUwBvV7SIDEhbdQznsNQyhKOSaqEuKFAV4SblCQBqxrC+MSbNuL0lXUwTQf37+rF1kOj0BQJI6kCHt0zgGR+4kddk4F6Q0beYcFNTWdDCOMFB4eHs1WTvmLtWFUW9aIddSG8/cx2rGmKYH9/Gn2jaWztTiJnOWgIKzhzdT1W1YVRcF2sbY6iPqxhb18SP9p6BHv6s5PqGze1hPH2szqwuy+F7uEMBpIFDHvJKDChWWooYuOP7WXZigzEdRWxkIJ0wUHWdCAxoCOuYUtHHXqSeQBsSoetxoiGM9oTeLF3HMMZEwcGUvjhc0fQPZqfFBNDEU8vQroCzjk6G8NY1RDG7t4k9g9kYDoOQpqC13Q14Krz12B1XQjff74be/pSqA9rOHdNPV7uTWJHTxKjWROWLVREwqoCXWVI50UfFJlhIJnDYNqetHktpEqIh4QznW+Csao+jHuePYgn9o8gZ7uQwYUGrukGq7CKxNCWMPCmU1uxsTWCkYyNtoSOyza3QdNk/HpXP/6/x/fj4FAGWUuYJfifsYaojtUNYZy1qg4u5/jNngEcGsoi4+k8SxJDIqTilLY4rr+wE5vaYrj3uW78ZNtRjGQsWI4bGGswNln9QIZY+Xe52JgmMWFWsqohhENDGe9G0ruJk4G1zVFsao1DVSQULAc7j42jZzgb2EgrCkNHXMcfn78Gr9vQjP/d3oMDg2k4XEiPHRvLo2CLG0XH5YjpCl63uRlXnN6OREj1tJlDcF1eMk/OWVV/QlZcKXktgpJXgpgbpjISmE70f765/aE9+OrjB2C7E8YBviGAL9x/5Vkr8I+/3IWth0bhcvHjxBhH3hKrUM0xA39+SRd296Wm7OPPth+b8lp/dt4qAED3SBaDqTws24WuykjlbCQLFhRJQnNMC4wIporf/oEU/v3X+/DCkTHIDIiHVSRzNo6OitXgiC5jVX0YAEqExNc0hmckrl58zAtHxrBvIA0OjrzpBOYLAAK3H1WWcF5nPT7/9lODNleaH8fGsnju0CgA4PzOeqyoC0/5muVyhFQpSBwH0yZczhE3VNRHVGxqjU0SrJ9qDpjOxCpiU1jFmuYIxjImDg1nazIlUGXh5sW9ZVFZklAf0WYk1n77Q3twx2MHghuAYu1O/3H+6R0J2I6LrV4MquFrmjLGPDF/oDWmoaMhfFxi8o+83I/P/e9O9I1PTlyDa0sMF65rxPqWKPYNpNE7nkd73MCG1uiU3wXl8yJvOdjWPYrRrIW6kBqYDozlLORNB+P56iobTRHx6H04Y0JXZHQ1hRHWFLQnDPQnC3h87wCypgPZk6mSGERiLzGct6YBn3/7KSVzxjcjGc2YcLya4oIt3MNkiaEhoiERUiHLDEdHcnA5YNoOOBc1o0KiDghrKppiOl7d1YBfvHAMBduBKokx8vVsp0KTgYaIhoLNkcxbwcZLxdPGYp7jlsQYIoaoW15ZH8LLvUkUPDdBXZWRMBSkvY1tXU0RhDUZ7QkDA8k8ntg3FKi6tNcZAMcJMx+oFTIpIAhiTpnKSGA60f/5Jp+38a2nD8P2hNw1RYIsSdDKhPt/8Ycj2NmTBOC7QEnQFOEEpcsMw+k8vvHEQQynClX7eN8Lvbj7qUPVr+Vw/Oj5oxgYz8G2xepPY1RHVFfAIWryDEU8Ejw0nEVUV6rGz3U5HtjZh719QrO1JW5AlyWMpAteEimUFJI5C1FdCYTE73rqEO5/sbdmcfXiYyKajIFUHnnLQcF0glo4YTDgNcyr8d3Zk8QDO3rFho8K80NiQO94QdRoygx9yQIYgL7xAjRZxE68JmS4VJnBtByMZ4XLWMF2IXsbtCQG5C13kmC9H69Kc0CSpJI62NGcBe44yJp2zW5ajiNWPcO6AsYYDIUhlatdrF2061DRyvWEmL6v2TmatZDPm3ipZ1wkKJi4WagoBeXVTgf9ylpgnM9aTN62XXzziVcwmKyeuAJi09gL3aMIKRJs2w1qQKO6UvW7oHxeRHUFh4aysB3PkMPlePHoGGzHxYqYWpK4VipEGs5YCKsSVteHMJIpYGdPEuuawohoMl44MoqCJTZDSUy0V1dk1IfFzcdLPeO4f0dfMGcCM5KcBUNhwUZCiUkwVKFRnPXcsHqGs8gVbFi2Ezyt0RQJhiqDcyak7bImfrT1KPKmjTpDCVzcaimoMh2xUSqkyoFNrr8pUlPFxind+y5L5y3I4NjVm4TlcNSHVcQMxUu8OVYmdAxnCnipZxzrmiKIaApePCrmVoO34TSZtUu+MxaT+UCtUPJKEMS0TGUkMJ3o/3xz77ZupAsWNE/IvZhi4f5f7uhHwXZEDVixsDkDdE2BBIb+VN5zBarcx0f39CNdsKteS5WExulgpoDRnIWoIZIe3zQhpMnI22Iz2UjGRCpvV41fz1gOO3rG4XCOWEgIn6c9hyOx+ikDHMh4Go6+kPj+wRSeOzRas7h68TG94/kJIXVPYlf2lBIkxiBBbJBRJLEZ7vcHR9Ezlqs4P3zzhZihIhZSMZIx0ZvMYSRrIhYSP7gjGRO943mMZMUGFn+VKmOKeOmKBF2Vg/8uF6z341VpDjjeLupg9z4H+pImRouMJqbDhUiaGRMJS97miIeUmsXa793WLcYYYuWyeDSKp8+egQwynjSb/zrDZCkox9ts53iKERITq8ujWdt778zF5LcdGcXegXRN+rdp08HO3iRGc8I2eTRrIVWccJbN5fJ5kcrbGMmaYlVUEmUz4zkLmiqjPzUxLtUSEw54jlXck3dz0JcsoHc8j7GsFTwZULxaWl8OLKwryNsOnjs0EswZ34wkHlKQ9+TgbFfIWUmMBUYJBdtBxnKgKRJMh0P2LIZFf8UNScF24YJ7G51kOJwFNyK13s6nCzZyVmkNa6m0lfgvxwVytotMQXxOfUMETZGQsxxkLdGXvO2gL5VHbzKHsZzlfe9JwXHF3xmLyXygVih5JQhiWqYyEgCmFv2fb3pG894mlsr/LkviBySVFzWuaoXlLLHrV6wU8Sq/4iFNRjJvw0X1a/lJcc4Uu5dV70BflFyVhLON0Jh0A+OFSvHLmLanMcmD89iu62kwFmm7FomJhzQZls2RMq2axdWLyVqihtbfRASgdOmIQRgceOLuadNCxrQrzo9i0XbfeCFnOkFcfAH3rCVeEz/OPOjnhGvZ5JiVx6vSHCjW2PUpOG6J8Hot+Mf77VBkVrNYe09x/WjZtCtuhenVRpaHeiqKExurSOJspmLywxkTpjPZ8rUSLkew4hrS5MBAoJjisSmfF6ZT+rlgkucOxxjyReeZqi15W4whY2KTV9Zygnnrx2TCzEGcSZUZXJcjXbCDOeObkSiyFMyvYv1i3yjB9lzCmO9SV9YemYkNhf6KrnCvcgM3klpnm1+HWg1/FZdD6MdyXuouFqhxuK5w9fOMWXJeXbwvr+YfV/KdsYjMB2qFkleCIKZlKiMBYGrR//mmo94Q0k1Vnno5Xs1mzFDBGCrWFAqPcQZJYsGPVDk500HcUCCh+rX8H7CQJkGRJFjegb4oueX9UAt3HykwXqgUv4imeD/6LDiPIkme+02Rq1aRmHjOdKAqDDFNrVlcvZiwKjaClSRSxeHyfkH9TS1RTUVEUyrOj2LRdt94IaTJQVx8AfewKl4T2y9Y0M8J7dzJMSuPV6U5UGwc4aPLUonwei34x/vtsB1es1h7R71ROY4oTYI0WSq9YZh8+CSK3ZLUomXcmYrJN0Y0aPJk+atKSEx8jhRJjIFSNIeLr++PTfm80OTSzwX3aktdzmEUnWeqthiK5CWMQlYqrMrBvPVjMmHmIM5kOWJzVVRXgjnjm5HYjhvMr2LnON8oQfHkq/yb2vJxcbzEN9hY6nBInglDsYvYdCiS0LOuhp+4CnUA73ug6LvM8WpjFa9cRvKMWULe5k7fPME/ruQ7YxGZD9QKJa8EQUzLVEYC04n+zzdXnbMaUV2F6Qm5F1Ms3P/2La3QFVlIxBQLm3OgYNpwwdEaMzxtysp9fMOmVkR1peq1LFe4SzVHdNSHVKTzNrinzRlSxQ++oYjHjA0RDTFDqRq/jroQtnQkIDNRZ8k5R9TT2RQyRw7AgIjnnuMLia9vjuH8zvqaxdWLj2lPGBNC6l7xpeOZKricw4XYNGS74vHoq7rq0VEXqjg/fPOFVN5CKmehIaKhPR5CQ1hDKiceNzdENLQnDDSENeQtJ9D+jGgiXgXbRcFygv8uF6z341VpDsherazfO5kBbXEN9UVGE9PhyypxLkwdDIUhmbNrFmu/6pzVYoyBSVJgxdNnU0sEEc8Bzn+dY3LNq8yEOYbMEBhgaDJDfVjx3jtzMflzVtVjY0u0Jq3bqCbj9PY46kMqhjNmUG/pUz6Xy+dFzFDQENaQzgtDjILjIhFSYVoOWmMT41Kt+pIBnm4q87ScZbTFdbQnDNSFVbFS6nLY3oqq72iVLdgwFBnndzYEc8Y3I0nmbBiepqkiMa/chAdGCboiI6LKMG0XmszguAisjzkXGrO6IkECgy6LchqZiXPNxIAjqisIqXKpJFvRDYr/uZIlIUkX0RVPDo4HddAhVUZYFX0xFBltMQPt8RDqQqr3vecGxxV/Zywm84FaOfHLJARBLCl8iaoNbVHs7U9hb38aK+oMhDSRCPo7jKuJ/s+EcimfWiRaDEPBdReuwVcfP4CszaFJbokCgC/c/46zVmB7TwrPHRzBcMaEKrHAw5uDoSVm4CZPbWBvfxoxQ2xEcVwXA0mxSSpt2jhrdQJPHRhGxuJgRQqhHCK5OG9NHYYyJsZzFmzHRc9IBpbLkTFFDd5YzkLY4WiL6xjPWuhPFaCrEta3RvHKYApP7B9C71geHfUGXrexGbv7Uth+eBQHBtOi7lQGuCV20RuS+EHrT+aRs0QicMNFnVjTGEZfqoB9A6Le0FBlDKYK6B3PoTGq482ntkKSgN5kHvsG0miNaRjP2aI2TpWhq2I7EffUBri3asO8Z7KMMZzeEcdbtrQHY3756a3oGcvihaNjqA+LxLwtruPoaBbgYmVp30AKisxg2hxgIgYugLaEjiOjWcgygwyO7pEsACHv44+RoUqTBOsB4MhIFhnTxjvPXoHv/b47mAPl1qQRXcZY3gHzandr2Z4iS0DOcuALzOZtjoaIFoi1pzMmbn90D46O5LGyQbiVRSMaXJfj6GgWrwxlcOnGZvxyR29gVVxOWJOhaSpOW5HAc4dHSuSUKj1FFvWNYic7IITlOWMYzxbQN16AJAG6wvDDbUfwmrWNWNMQgSQx5PM27t3WjZ5RIW120YYmZPMOHtndh4Irkr2pNu3IDFhRF8au3iQylo2YLp5C7B9IBXJQjsvRFDPw2o1N+PbvDqJnNA9NYUjoSjAXO5vCGM4U0D2aQ11Yw/rGELZ2j+PomA1NAsyi5L2cxoiKrOUGiXNUV/HQy/0IqzKaIiKhLtguZK9mtWA7gdrAaSviOHt1HfYOpAIZuhsu6sRtv3oZA6kCTMcB9+qkTUfc/MiyhLztoi6qwU2b4GAwbQd5y3s0L6YxcpbQaI7rCkazLgbTFlRZzL9aNIQlAOM5M7h581dYXRfIFsRNnShXEpsq8w7H2uYIDg4KeTV/ldi0HeRME00RHasbQnhy/xA0T3t5LGtiJGNBVUQlbn8qj5wpynrqwxq+8vh+nN/ZgPPXNCwaI4KpIKksgiCqUq4DatouCpYLXS0V0i82C5gtj7zcXyKiXqznWIuMi9B5PYx0wQp+TGOGimsvWBMI93/7mUP44sN7J23aaQir+PibN+LaCzpL2pEzhSC7ZbvBBiCOqR/pymwi6ZjqOImJVdoViRC6miM4NJTG4eFskLxITMg0bWiNYNexJLJlFkis7FxRQ8V1RX31x+4PR0bRPZINygVWNYRx9qp6XH66iOlXHt2PJ/YPB7q3uiKhKapBV2QMpAsYy1olOq/1YaHz+uHXry8Z8/0DKXzv2W787pVhjGctgAld20RIxuHhLMY88wOZMdSFVZzaHkc8pKFgOyjYLkazJnpGsqIWsSgGmiKhJaqjsymCpqhe0bjC1xzuHcvihZ7xEoH84p9hfzVTlcUKW7mrVHFsFd/myqs5jodUbGyNBWLtH/neNty/o7dEuUBmwMUbmrCuOYrfvTKMoXQBOdNBuoqYPACoEmCoMiK6gmTOmjTO5e1SZZGYRQ0VMV2G6QgXpEzBLumPKJVR8KbNLQjpCn75Qm/w2Siun6wV/76UAQipYhd/3ts45I9rc9xAZ2MY27vHSz6HIVXB6SvjgYFHwfseOTAoJLdqaYcqC8cxVRalCsm8hbGsVVIGJEPUnPp2zIyJGJyxsg6rG8IYy1ol+tTxkIK7njo4STqNwXPmYmJzlqHKaI5pABcbxnzTkflAgrihyZhlm7cg3OsaIzoczpG3HAwmCxWT4/a4BsYYBlMFUUrD/FpXlEh3lSw1MLEfYF1LFH992aYFkc4indciKHkliNlRTdf12FgOuirjbVvacUp7fE4ctny9xVRe7GL2V3VnqkNYvLrUUW/gqnNWBwLtj7zcj7//xS4MpvKBBSeHeOyneLql113QiUd3D2A4XQDnHLt6U+hP5mH6K4+o7Qffj8ZUxyre6rDEhKtP73g+qDX1k6eiHAyKJI61nYlVQ00GWmIGFJkhW3AQD5dqkO7tT+K/f3MAw+kC2hMGWmIGctbEavnmthjufvowxnImEoaCkKbAdTmGsyaimoJ3n7cSqxtCGEwVShy2/NU8n+K50hY3hGtQ3sK+wTS6h7NQJKAhIqwpTdtFMm8hbmi46bVdaAhruG9HL46MZHBgMAPT834XGpoMMpOQCKt4/0WdeMPm1sC4odLc3NefxpGRNCRJEn3hHN1DKdgug6ow1IU1FGwXIxkT3AWaIgoKDkc67wRJQNxQsCJhIGvaInHRFDRFNfzxOSsDk4qPfG8bfvlib9WxDaky6iMq8qaNVN6umiQDCFaBGQBVYbBtXnVVWJaAC7oa8Z5Xr8Jlm9sgSQxff/IVfO23r2AsawVJafE8Lf5v302rllVnUV4h5N0yBRGdkC7qTR1XrEgzAC1x8cjedlwcG8sHqgm6XKqBLDPgmlevwdWvXo2IpuCO3+zD9587GrRZYqWWwxJEwso8PVVVkfFHZ7Yjoiv4wdajyJsTrmx+H0WiLCERUvGGzS04a1U9mqMaHtw1gNFsmZ7x0THs6UvDcoQmqyxLcBwXWdMV5TESQ1tcR11YrKT3p4TKQXvCQHvCwPOHRpAya4kkal7p9/E//5oiBfXtjuNCVWVcsLYBLTEDP/3DUeTt6t8wDEISUJYZMgU7cOirDyvQZAmDqQlnOtWzp/WfDLTEDfzTO08/4QnsTPI1KhsgCGIS5fqMvkxLzFCxsVU8Atw/kMabTpmbUoG7njqEVN7C6vpQIHUUMyRENBndoznc/fQhXLqhuaYSgusvXFvxGnc+eRAjmQJ0RUJYU4INPa7Lkczb2NmTxJ1PvoKop1e59fAo0gVL7GLG9CuuxdRynO0CugwUHKBnLA9A1JMySeyMBitNlVVJSCHZ7oQXqP9EuyVmgEd5SawkieHhlwZg2i7OWV0/MYayhKiuYE9fEt/YP4S86aCrMVwi/RXRRdx/d2AYH7z4/CnjXm2uJEIqth4aQcF2EItoaIhowb/Vh1V0j+Zw3wu9eFVnPfKmjcFUAbbDURdSIXmbb3KWg7AqIW86eOTlAVzzqjUAUPF6UV2B7brI2Rxrmwycu7oOP3uhF2AyGiJCooy7HAXTgQQGzjjyjpjTkiTBsh3xKN6rzYx78l7+4+m+8TwkiSGdMXH/jonE1Z/+xfWJOctBPVfgONVXd4P4YSL5MqdJRlwX2HksiTdtbIWmybBtF0/tG0K6YAdlK5InyeW6XNTFeu9X/KXIGmex47ho9qxe/fphiUkIqxKG0ibg9TdTsLGqPgTOOQ4MZERMICSkJCYSWMV1kbU5frb9GG65fDNcl+PH246Be+2SvE1bxU1zIYT7JUnUZo5kLTxzYFjUbVoOwPmEBBmb6K/tcFi2i+6RHP72bafh608exGi2dK5ENAX943nkTBuKLCHmSXdxzmE6ptBo9db1wl4t8nhOQrpgImva2NASxWN7h2qKo9+XWvCTXD8McUPUAY/lLPE9yzn29qcxksxMmbjCO4fu6R0nXbFhjgHI5G2YcmmbHC42MyoSkLccDKULuOupgzV95y4Ui7NVBEEsKCdS19XXW2z0fqiKmSsdwm1HRM2ozIQTTXGX/F25OdPGngFR65ouOBhIFmDbPJCmmg9cPrGCwDCRePi72ovxN+gUr85yAOM5q6Jm43RjKEsMg8k84iHluOJe7Tq9yRzG80KOK2+XCuuXa9LKEsN4zi7R4K2mrVrtekJXdkJ/9MBgBuNl+pbJvEhQFZlB9fQuU3lb1DZzkXDlbRfpgqiNjRoKRrMWYoYSzPfbH90TrBBONS9GMibsGh9sTneUP9aKJKSq7t3WDcDXaE3B9VY2/cflIsaljXOBKaWYyvE1hQu2iJevnVqwRZIIJlaK85aDVMHGQKoQJEQuJjY1ibZ4este27/29AEUHBdSUTsrhSqdd4L3hzUFveN59KeE8YUDIdkWSFt5CbbpcGiqhINDGTy0u6/q3BzLWkGNqR8W0xYbtfzSn2TehmmLTU55myOsKRjP2fjVzuqr7nOF7YoaafGZFzezuipjNGNi90Bt37vjXvttlwdPbkwX8Kum/O8RlyOQGlMVkcTv6U8tau1XSl4JgpjEidR19fUWQ94KR6VrHa8Ooa9lyRgqSiWpEhP6ibaQdDI9KaeZaoLOFM5R+VuYTU5oxONDXnwIAPGjU0mzcbox9GWolCqitbXGvdp1fH1JXWElupIl5/c0af0fz3INXiGJxD3Jran75evKhjQZjusiZdol5/R1Wjkm9GM55xMr61zIIokd6yIN8/VpZW/zT8a0cXQkP2U8fGyXw53Js+Ia8BONnlHRhuGMCdN2JxK/sqldHPFARqrGa7kAbE9PVPbloviE7q1/kyV23Iskt+TaZReSpYm2+zEs/ihWapddlGzriigf8EtthAxV2U1Z0X9bjou+8UL1uelJXE2owSJY/Q00lL3Plq/T7Lchla9lG9bM4WX/7XJXtI5P1OE6nE9pIVyM7X83eLGqVM4UvOa9KDPx5WPai1v7lZJXgiAmcSJ1XX29xZxZ+QdhLnQIfS3L4h/fYiwvgVEVkaxonoj+TDVBZwpjqPxMkU+W2BHGBKz4EADerugKmo3TjaGfwNlVRGtrjXu16/j6kgWbl+hKlpzf06SVmFdzV/ajLBIM5pkdTN0vX1c2ZzqQJQkxTSk5p6/TyjChH+uvQHOIsbC9hEbxVqJ9fVrHsxqNaApWNhhTxsNHkRikOf6F9es6O+pFGxojGjRFmkgCy6Z2ccQDAf8aryUe/YtzO75Qf9HNn0iuvHjJYgNnybXLLuQnnR31RhDD4o9ipXYpRTczBVu4X/lJsLjBK+1w8d9UWUJbQq8+N73EuzgFlrwgBYmc99nydZr9NsSMyjfaxwsr+2+JSaJ13s2s491IVDJaqYTifzd4sap0jxO85ifsXHz5aMri1n6l5JUgiEmcSF1XX29xOGNW1E6dCx3Cc1bVY11zFA7nKFhOyY+m70QT0hRsaokilbcR1WW0xHUoii+nNetLT4nEAP9nlXtt8ZMCRS5fhYRXdzixgsYgaksraTZON4aOy9EcN5DM2ccV92rXaY+HkDDE5hhDEfaV5ef3NWkdlyMRUko0eKtpq1a7ntCVndAfXdccQaJM3zJuyAipUlAXGVLlwBdeZqJe0lAkRHUZnHOk8zbqwypSeTuY73/9hk3wh2aqedEQ0aDUePMz3VH+WNuuqNG96pzVAHyN1hgkr+zB5UWriGWNk4ApRfDL8TWFdUXEy9dO1RUm+s8By+YwVBkxXUFLTA8SCgkTFqqiLZ7estf2D164DrosifICr52VQhU15OD9WdNGe8JAa0yHabuQIWqAA1MBTw1EkxlMy0VXUwSXbW6rOjfrwmqw894Pi6YIJQfHKxWKGwo0RZScGApD1rSRCCl46+ntNcdxtiiSUJaQvHIQeN9d9RENm1tq+95NeO1XJCY26nFAkwBf6tj/HvFvHjkXT58YY9jUGlvU2q+UvBIEMQlJYrj89FY0RDTsG0gHlpCpvIV9A+k503UFAEWRcMNFnYgZYhNP8bW6R3OIG2qgq3k817jx4i40RHQUbHFu03aRtxyM5UQB2Okdcdx48Vo0RoWWaHvCCKR5fGrtbS0rXJoMWK5YHVmREA5RtrfhhHNMeu5qc/HYu3jNx1AZEiEV6YI9KVbTjWFTzMBNF3chFjq+uFe7Tsa00ZIwoCuyV0dqTzr/DRd14ooz2tEUMwLVhGTeRtZ0kC0IYwZR8zp9v9IFG4okCQcoWULWcrFlZQKKzDCSFedKhDUkwiq8h7FIhBQkQio45yg4YlUtrCnImA6G02KjkiILnUx/vkcjGq7YMpG8+HXIxaMVUsUoyTLDdNN2YtVPGCJMdbwqM1x7wZpAQcOf101RPditLxJNPlGX613DqTCnprrOaR1xGJqCkCZ7tqMcEsR46J6IKWNiR7vDOTKmE5T+iJIDLux8bbFZS5Um2h4Oq/iT81ZOnvMlbRAxzZoORrIWDEXGTZesxQcvXe9d3yv1cSf6K2o2ZdRFdFx/YSc0Ta46N1sTBkKaAoAjXXBgBaUP4imMLInE3eHCVjZvuzAUGS1xAw4Xhhe1otTwxVGsSMAg+pK3XeQsz07Xe/KyqS2KzSsbEVannlgMQMHhcLkLragBDVENbYlwSZvEjZuLnCXkuZqiOm64qGvRbtYCSCqLIIgpKNZ5LdjOnOq6llNJ57WrKYLrLujEprYYMqYdiIvPNml+5OV+fOU3+7FvIA3TdgMdyIvXN+EvXr8enQ0R/OLFY3hs9yBGsyZc7qI3WcBQqoCsacNxp64bFI/6SmWKyhMbQOhR6qqEurDm6Z2qePHoGA4PZ4Ld6QxAPKTgrFV12NefxmAqH2g2qrJIsvxHtROxWoNNbfGSWL0ylMYDO/qwo2ccGdOCBAlrmyN4wykt6GyM4Dd7BvDLF46hL1mA6WlwRjQZl25qwd++9VQYhlKTeYQ/V/YPpMTuaAasa4liZV0YD+/qnzSuvl5q8Xuf3D+Ivf0ppPM2GBNJ4PqWKD546Tq8+dS2itcrn5ub2mLY3ZsKXh/JmDg2lkPWdMC50Gytj6gAmNBVNR2vnlFCa0xH3uFIebu7m2M6zu9swLvPXomIoZTE9a/u+QN+9WJvSdWHBODiDY1oimh4bO8gMgXHq5usPmdUBkQNBWubI1Akhv2DWYxlzEn6nXWhUs1iYMLU47E9A/jVjl4cHc0FOsEMYuXwTae0wNAU/GL7UaQK0+uTNkYUXLKuGTnbxVAmj2RW1BinvM0/ksQQViWEdRmWLWqeORcJ7abWGBJhDU/sHUQqbwfXiukyrruwE5+8fHPJtf7mpzvwo61HUCjanCgx4SDleKUdMmNojeu46ZK1uPaCTgBCr/kbTxxE73iuRMYupss4c1UdrnnNGpiOiz19KcQNFRtbI3jpWAqvDGZK5krMUPC/f+jB/oE0CkXfB+uaozBtFwOpQsmcffOprRjPWtjRM46sZePFI+MYz1cuy9FlhoaICtuFJ1U1fewZxMpxRFdgWlawsUpTGDa2hLG+JQEwFmjlbj04grEK11/fFEYqb2M4a4pabokFCho500HOtJC1Xdh2acKsygzrPZ3XSzc0z9gw5nghndciKHkliOPDd9iai+RxOsqTpHhIwSO7BkuE6Nc1R3H56bNPnm3bxdbuEezrT8NQZZzfWY/VDSKJ85Nn03ED/dU/O28VLuhqxIGhNPYPZGCoEo6OZvHE3kEcGc15OrEMq+vDuPo1q1AX1rGzZwz7BzI4MpzF4eFMoNcqA0iEZLx6bRPedmY7LtvcBkWR0DOWwz3PdePHzx3GYMYWCgcS0BbT8H9etwFXnbsKD7zci719acRCCt68qRUr68PY3jM2EStDxSMvD0yK1eb2GF7uTeKZV4ZxdCQL03GhyTIUiUFXJTRFdTSEVewdSOOVwTQKNg9kl6K6iks2NmE8a9VkHrG3P4kfbe3BgcE0HO6iPqRhfUsMbzy1GcmcPeUPoetyPHVgCD/cegTbDo8iYzpC+D6m44J1jXjvq1dPGvNqc7P49cFUAX84PBpIn0V1Fed31iMeUvDj53vQM5aDy4GIJqMurCGiSehLFpAt2GASQ1QXNrf1Xn1pcVxf6B7FfTt7kcrbiBkKLuhqxI5jSew6Nj5JIkstK/cIHMAYgyozxAwVq+pDOK+zAUfHsjg2lsdwugBFkrCmMYxPvHEjTltVF5xv0s2eJHRs1zZH0BQTZg6+w9Z3nz2M//7NPvQnzdK6UGmiHAFMJFyNUR0tcR0hTfF0U2WsaRQlGw5c7OwZx9P7R3BsPIvxrAXbq2WNaDK2dCTwli3t2NefxEMv9SNVsCFLElYkdFy4vnnSGD7ycj/+49d78HJfCrYjYhLVJLTXhaAoEhxn4ubyrWe0l7zXNB1869nDeGLvAAY8BYJESIMqM7x4dFzcfHr9MlQJF6xtwI0XrUVTTC+ZK/73wf6BNAxFxnlr6rG6MQLX5ZOSt0MjGTywU9wIZk0bQykTR0fSSJkTUY2qDK9e14gPXLIWr1rTCNfleGh3H/rGC6gLy9h6cARP7BsW6huujdE8xzSqVwBEjN96ejs+c8XmYL6/67+fxFDGmnwsSnWiFQasagjhzJX1+N3BIfQlJ2/EiusyzuhI4NVrG1EX0fDQS/2zNoyZLZS8FkHJK0EsTaqZJPgC+zde1Dlnq78zMUmY7tjrL1iD3X0p/OHIKPb3p+G4wufcT1pciITgU5dvKllJ+n8P7kHB2xmtK2JzSNa0oSulx84kVvv60+hN5pEIKcKByXYBBgykxIpM3JBRH9FgO0I/kkPUxCmeh7vpiEQ2rIkfr6nicrzjtX8ghX//9T68cGQMkufCxcGRzFpwOHDmqjp87E0bZjTm1dr0wpEx7BtIQ5UltMZ1hDQZY1kTR0dzcFwh5N5eF0LBcnFsLAfb5WiNG7hwXRMMVQri2p4wsKElirCm4NhYFr9+eQDJKitxgEgoZMbAmagXBYCILkFhkrepRiggbGiN4syVdVVjOJP5+u1nDuFfHtjjrZBWNtCQGRAzZNiOeFQtS0IO78J1jTBUudTU4pnD4klEQYyLIokNcExi3qZIjpAmNrdNNYbFpiGKxGCoEizH28nPOFpjBl63qbnk+sVzqNLYPn94GL8/NArHFX3SZK+0wBGb885alcA/v/uMWX1vlF/vwGAaT+8fgs3Fk4+4LsPhmPIzW3yOsWwBz3ePl0jI1cLbz2jHf733HJz3jw9VTFyLMVRfOYCXfP9UY1NrBFFdnfTZmI1hzGyYSb62eAsaCII4aSkXvo8ZqrfLVxgIjGRMPPRS/6RNKbOh3CQhZqhB7eTq+hBSeQt3P30Itu1Of2zOwjeePIiB8Rx6hrNwXA5DlYJNH4wx6DJDwXLwP08ehGk6ME0H33jiIAq2g4awirAmQ5YkhDUZDWEVBXvi2JnEyhftT+UsDIwLd6DGqI6CJTYnqZ6IfDpnYv9AOvhxA2OQJKmk1jdvugirUtW4HO94uS7HAzv6sLc/BU0RP5qGKiOkKmiJG9Bkhr19okyg1jGv1qaIJmMglUfBdmAoIk4yYyh4BgWccxQsF5rEkCk4kCUGXZGRzFk4OJRGRJOD2l3bcRHVxQplz2h+UuJa/gNrezcExRq+ps2DWlHuuihYDgaSeUQ8tYTyGJqmU/N8FXPrFeRMG4yLhK7Sk1/u1Z0Gq8HgSOYsHBrKIKor2NASxXCqgG88cRDJrAnHccAh9JHF3BZJt2mLeuVMwUZLTKs6hqbp4M6nPNMQb9VZlWXvRg+QwDCaNXFwMB1cv3gOVRpbcBe7jiUDeTLZc81SZQmGp1360rEk7n+xd8bfG+XXC6sytnePweVAWPH0ZW0XIVWq+pktPsfaxhB2HUvNOHEFgPt39GJv3/C0iSsAwHMPVLwkfrqr7R/I4NhouuSzUW1uLTSUvBIEsehYrCYJ0x0bDykYTOYxmCkgYzlBggh4Oo3eTmZDlTGQzOOh3X14aHcfBlN5hLXKZgFhTQmOrcR0ov3xkILxvA3ds2bNWQ50VSQdOUuIrzvcf9ToaaF69YbBznUAg+mJR40zNUSYbrx6xnLY0TMOx9uRXnwOxhhiIRUO53ixZ6zmMa9qnjCex3iu1DzBtF1kTAeMSYFRwWjWDmKlqxI4gP5kAb3j+RIzhFReWMAeGk6X9huV61wliDposcNbaHFaXpKR9xQQxnM2epMT/SyO4UO7+2qerw/t7kO/Z+3L2IQCQHm7OERSbTq+ygWD7XL0JwtI5W0wxiDJwGAqD1VhKHjHFUtMSUw4vkne5p90YSJxKx9D3zxAZgy653bnuGJTmJ9s2S5Hz1g+uH7xHKo0tgcGM8JcAiJB9+exiAuDIjOYjosn9g/N+Huj/HoHhtLImDZUWThYyUxsHBOWxpU/s8XneGUoi4xpzyoBczjw7q/8vqZj854ag1v2gL1a0ZfDgaHM1MYix2sYM1dQ8koQxKJjsZokTHesIjM4nCNneuLuUnki54nhe8f1jRfQN16A4wmgV0JXJo6txHSi/Yosee45LBBbF9qVQjKrRFuV+WL2HOUVZfmy1ZaZGCJMN14Z00bGEv+mypPjIFaBuVjVq3HMq7Upa002T3A86TCAB0YFluuWxAoQr2Utp8QMwXTEn3KR/moUR5V5L7h8wihBlkUiV6577Mewb7xQ83ztGy+Uumqx6hvHXG/VWfIbBQ7L6x8gZKkczsHAKs5tyXuXP8etMvm14jHsGy94GyZ5kW7shJasb0Lgx7a4/xnTrji2KXNig5jfxmIdWMUT30/l7Rl/b5RfL11wvBgEYS2xB670mS0+R8or4Zgt2ek8h4vw41r6WnVcjqmNRY7TMGauoOSVIIhFx2I1SZjuWNsRP8YhTQpWk4rxf5z949oSOtoSunhsXWXXRsGeOLYS04n2247raTjyQGxdJGxiRaxE8Jz7G4nYpBVUo+x580wMEaYbr4imIKKKf7OcyXGwPJmFsFb7mFdrU1idbJ4ge2YFAAuMClRJKokVIF4Lq3KJGYImiz/lIv3VKI4q916Q2IRRguOIxLA8OfVj2JbQa56vbQm9NMnk1VfdJCbG3PUbBQbV6x8gNhDKjIGDV5zb3t6oYI6rZavCxWPYltChKRI4Z0WOXRMuXr4JgR/b4v5HNKXi2MY0paielwfz2Mf2Cn5jhjLj743y60V12YtBENaikovKn9nic8S81ebZMp1MVjF+XEtfq47EMLWxyHEaxswVlLwSBLHoWKwmCdMdm8zZaI4baI7oiKiy500u2s+BQAw/bzloiRu4bHMbLtvchuaYgaxZ2Swga9rBsZWYTrQ/mbORMBQUbBeaIiGkyihYTlCjZ3ii8y7EI2zJswKVWdFjYQDN0YkfrJkaIkw3Xh11IWzpSECWGFJ5q+QcnAvpKpkxnNFRV/OYVzVPSBhIhErNEzRFQkSTwbkbGBXUh5UgVgXLBQPQGtfRnjBKzBBihoKYoaCzMVrab1ROElyIBEFY4opSDVUWLmKGIiFnOUiEFLTHJ/pZHMPLNrfVPF8v29yG1pguVgWLHh+Xt8uXaNJk5tXjik2GrXEdMUMB5xyuAzTHDFg2h+4dF5SVcGEQoMqiX4osjB6qjaFvHuBwjoK3CilLwiDAdsQYKBJDR50RXL94DlUa23XNEWEuAXgKCBNJm+tpwWqyhEvWN834e6P8euuaoohoCizHheu6cLiwmJYlVvUzW3yOtU1hRDRl2hrUSsgM+PFfvKqmYw2ptFzEp9rKq8yApsjUxiLHaxgzV1DyShDEomOxmiRMe2xIxU0Xd6ElEUJHYxiyxJC33KCu0hfDN1QZH7i4C5omQ9Nk3HRJF3RFxkhW6I46rlsizu4fO5NYBaL9IRUtCQOKxDCcLkBXRd2tn1hHQxrWt0QnajQ5h+u63kqZwNCE6H+1uBzveEkSw1u2tGFjawym7aI/WUDOcpCzbPQn8zAdjo1tMVx+eu1jXt08wUFLzDdPEAL0DufQVfFLz5iQEDNdjrAuw3Y5CraDeFhFZ1MEGdMpMUPw399RbyBulK7olScnircDvtg9TVOYt4rKwCQJhiqE8DOmXTGGmibXPF/F3FqLkKaAM8/EoELGJCxeGbjrJzYM8ZDob7pgY99AGo0xHTdd0oV4WIMsy2AQpQ1ibouVOk1RxOq4rmAgZVYdQ02TceNFnmmIw5HKW7AcR0hXuYALjvqwhq7maHD94jlUaWw5Yzh1RTyw5HVcDscrO8h5rlGnrYjjijPaZ/y9UX69rOXgrFV1kBiQtT1nL6+GvNpntvgcrwzncOqKWElyWCtXbGnHxrZGNEXU6Q+WJ24GGKZP+Na3RLCiPlry2Zhrw5i5gqSyCIJYtMyXSYJpOoH2YltCx2Wb2/DEgSHc+dRBHBhMw7I5VIVhfXOsorbhIy/3484nD2LvgNgxrCkSNrXGcMNFXXjjKa1Bux/aJXbQ+/WQisTQngjhpku6Jsno+MLrg6l8IM7eEjfwgYu7cM2r10yrtbt/IIX7XujFUweGAt3Ri9c3YXNbHI/uGcBLx8Yx5qme+57thiqhMaqjKaqjdzyLnT1JT7RfrA7GDBUXb5is81puMuCzuzeJu58+iFcGM2ASQ1tMx/qWGFbUhxDS5Ck1XnvGcni5L4mHX+rDSz1JjOdFW+tCKs5dI3RZC5aLiCHj9Rtb0RDVK8ZhklawruKR3QOT5lDMUCZpWbbEddSFVHQPZzGes8AYQ9SQEdMkZG0Oy+aIGwreuLkFp62sw86j43jqwBCSOQu6ImFNYwT7+lPYM5BGWamp557Fgp1coiTBRd4S9dEhVcIZK+twxZZ2JHP2pPa+6ZRWhDQ5mAN7+pK486mD2N3nzUFZQldzBG87ox2nrUggqiuIGSo66kL47rOH8ZXH9mMgWQhKIBggVt1lYf/qcrHaWRdW0Ro3IHl2oYYqAV77NFlCxrRxYCCDZMFC3vI3KQFRXcGWjgQuO60NBwcz+N3BEYznzGAMX712slbvhGlISqg9MMBQZKyo09EQNSAxUWZwRkcdXr+5GfsH04HxwJtPbYHtAA/sPIYn9w8Hcz6qS9jRk8KIp/PKAKgKw8qEhnhYR1hVsLEtir9+4yZEvcff2ayFrz19AEeGc4gZCjoadDzy8hBMy8EZHQlcff4acJlhf18S/3TfSxhIifKBsCYB3EXBgaeNzNAc1dAY1WA6HImQiv/zui5csq4ViiLBdTmePjCEX+8aQO94Dt0jaezty0wypKiExIBXd9Xjugu70BjRcGpLDK/650eq1r+q0sSNiiwBrTEd53c2YvvRMRwezk6qvW6NaThzdT3O6KhDPDT5s1HtMz+XLCud11Qqhc9//vP46U9/ioGBAZx99tn48pe/jPPPP7+m91PyShBLm7k2SaiUJDbHDPzRWSugSQzPHRpFyrQQ04SY/RVl4uiA+NH95hOvYO9A2hP9l7CxJYr3X7I2+HL3f6ge3NmLF4+OI287SBgaLl7fiLeeuaJi8l0pqe4eywYJ/FRGDd9+5hC+/ttXMFDUr6gu7E8Ltiv0OxnQGjfwrnM68IbNrWAQG5j8uJqmg3u3daNnNI+OegNXnbO6ZoetYtH8nOVA8eS6NFlCqmBXFTsvvkHJ2w50WRgndDVHsKIuhEd39+NnfziGVN4OVjIVCVjXHMUfndlREodKLm2djRFcd+EabC5zHvMF6stNMX790gBePDqGkZwJTZKRNS3sH8wgW3CCUoCYoeCs1XU4OJhBX9JztfI24vnaorbDIcsMDWEVb9vSDscF9vSlkLZsRFUFA8kc9g9lUVziq0nAn56/Gv945eklcz5n2Xj4pVIDimTOwks9YxjOWnBcsSlHlYFEWIOuyAipMlY3hnH2qnpsbo/hpZ5xPLF/ECMZEzKTsLLBQENYw7GxPA57YxZSZcRCCrJ5B1nbRTJnBQ5W5TCIhNZP+OMhDed3NuCKLW1Y2xTFkdEsDg5lAABrmyJYWR+u+Lnd3ZvEXU8fxMu9KXDOEfGkyzgAJgERVUi+VTIeWFUfQjJvYzRjBXO+PqLilNYYUgUHR0azGMuZyFuT+yAx4K1b2pEIqfjR1qMoOFM/xC+2by1HBhDWhR5qpdL1upCCv75sU3BTkrMc9CVz2NUzjkINmasMkYxGQ2K1P1MQkmRVhgZhTYLCGAqeI5rulcV0NUXxjrNWYENrBL944RiOjuaRzlsIyQwmGCKq4hlNtKGzIUIOW8fDVVddhZ07d+KOO+7AihUr8J3vfAdf+tKXsGvXLnR0dEz7fkpeCYLwqWYGkC6IlZQNrVG8pqtxSoH9WgXi58JkodZzVOpXOm8jbYpazba4hhX14XkTG68Uk4FkHsfG8wAHVtQZaIkbk66/pjE8Zf8A4AdbjwS6qH7q40IkE13NYbxmbRNuvKgTh4ezNQv31xrrJ/YN4MWjyUnmDYWi9qiKBAbuST2Jc+mK0C5NGArGciJxLzYeeHhXH/b0p4NzSP5GJe+/r37VanzhXVuqtuv5wyN47tAoXM4RUmW4nMNyXHgeFGiN64hoMlRFQkRXMJ6zJxkqPHdoFJbjwlBlyAzQVRkjGRMjGTPYpW/VkFgZCsObTmlFS9yYsYFIed/yloNt3aMYzVreinsDDg6lKhoP+E5wAJAw5GC8UwUHEmNY3xxBz1gOqVqywzmgmjSajywBZ62qw5kr69CfzOPBl/oqlnBMherpFFeyhK3UHjDxnlX1IeiqPKPP3lyawNTKsjEpyOVy+PGPf4x//dd/xWtf+1qsX78et956K7q6unDHHXcsdPMIglhCVDMDCKmy2IDicvSM5BBWpaoC+7UaGpimc9wmC7UK/+fz9qR+SYzB9OrcOICRjAUJmBex8UoxkQCMZ4WOJQMwnrMhM1Zy/bueOoj7d/RW7d/AeA4/2npUrGBK3m53L4FUvA1mR0dyGEzmcf+OPtz55MGahPtrjTV3HezuTVUwb5hYPRT/xgOXKR/LFhuECrYLXQYKtoOBZAERTYbrONg/MKEJy9iEDqnibeT60fNHkc1aVcT4uSfGz6F6G5wc14UEkdxxAKNZEw0RDZbtYiCZRypXaqjQO16AJksoWA6SeQuNUR1RXbiwOS6HwmpLXAEgb3Ns7x5FRJtsJjAV5X2L6goODWVhOxyr60NwXI4DA0ns6plsPOA71vk43kZDl4vSHM65qIU9QYkrMHXiCojNeX1jOYQUCX84NDzjxJVBaMnWkrj67TFExQcG0yYimlzzZ28uTWDmi0WdvNq2DcdxYBhGyeuhUAhPPvlkxfcUCgUkk8mSPwRBENXMABxXSCFpEhP1fIOZ4N/KxdFrNTTwRdiPx2ShVuH/e7d1T+qXaQvBd1kSCY3pcIx49a5zLTZeKSbpgoO87UCRJaiKhLzlIOX96PrX3z+QxnOHRqv2L1mwUXBc+PK3kve6OAeDBLECOp638NyhERwYTNck3F+JSrHeeSyFgsMnmTeUJx2uKzbsuNwXmBKJNXc5MgUHWYsjrCkYz1noHc/j+SNjweNeCWLF1RfiDPplu/ja0wcqi/F7AvmaIkGSRELD2MSqrczE+I9mLWie4UE8pJQYKoxmTSHt5WnamraLVN5GwXY9Mf+ahx8AMJQx0ZvMzchApLxvqbyNkayJqCHmcdRQcGQkh7Q52XigfAwK3qYx2+VQZQmyhKqP1BeS/lQBO3uTGKzFHauM2RRKORAKDnnLQbrg1PzZm0sTmPliUSevsVgMF1xwAf7xH/8Rx44dg+M4+M53voNnn30Wvb29Fd9z2223IZFIBH9WrVp1gltNEMRipJoZgC/iLUsih0iV6YIWi6PXamjQN144bpOFWoX/e0bzk/rleorpDAjkgorVA+ZSbLxSTGxXbEKSPMmtctF6//rpglW1fwVv6Y9JQW5Xgl8+WbCEsoJZo3B/JSrFOlmwJq7DJswbyt2KfBkqoDTBcMEDUwhdYXBcjqzlIJmbPOYlm2e8kxwdyVdsV7lAvucnMOEm5b3fdFyxKcxzrSo2VLAdF0yauLLDhSEB5whMGmaCMOYQ41WrgUh530xHqFn4tsSqLKHguMGKdrHxQKUx8BPb49FPnW9cF0jlLUxTXjtn+KYTIuGfMHuY7rM3lyYw88WiTl4B4Nvf/jY45+jo6ICu6/iP//gPvPe974UsV/6SuuWWWzA+Ph78OXLkyAluMUEQi5FqZgC+iLfjih++WNkXerE4eq2GBm0J/bhNFmoV/u+oNyb1S/IU04sW9YKkoLidcyE2XikmiiRMGlzuuTKVidb714/qatX+6ar4judu5YTET2p0VQo2htUi3F+JSrGO6+rEdfiEeUO5ZqZvvQqUJqESWGAKUbA5ZIkhrMqIhyaPefEZ/fFa2WBUbFe5QL6/3Btomnrv12RJOIR5pQXFhgqKLIG7E1eWmTAkYAyBScNMEMYcYrxqNRAp75smS1AkKbjJshwXuiwFyXix8UClMfB1XRfzLh5JgveI/sRczzedYEx8JoHaPntzaQIzXyz65HXdunV4/PHHkU6nceTIEfz+97+HZVno6uqqeLyu64jH4yV/CIIgqpkBCNkowHQ5IpqCdc2R4N/KxdFrNTTwRdiPx2ShVuH/q85ZPalfmiIeFzqueHyqebvey9s5F2LjlWIS1WUYigzbcWHZYlNQzNNA9a+/viWK8zvrq/YvrivQZSnYve16r4tzcLgAdJkhYag4v7MB65qjNQn3V6JSrE9fEYMus0nmDeUbriWJQWLepiuIPxIAJjFEdBlhlSFr2kiEVLQnDJy7qi6wm3XhJZ1eMhb0S5HwwQvXVRbj9wTyTduF64oNOZx7u+G5N94KQ31YhekZHiRzdomhQn1YE/JtXqKqKRJihgJdkTwx/5qHHwDQFNHQHg/NyECkvG8xQ0FDWEM6L+ZxOm9jVUMIUW2y8UD5GOiKFMx5y3GDzV2LjdaYjtPb42iuRaO1jNnk5DJEKYWhyojqcs2fvbk0gZkvFn3y6hOJRNDe3o7R0VE8+OCDuPLKKxe6SQRBLCGqmQHkLAcF39GnIVQixl8ujl6roYGmycdtslCr8L9hKJP65XIe7MpmABoiKlxgXsTGK8XEBZAICwchDiARUuBwXnL9Gy7qwhVb2qv2ryURwp+ctzLY4e+6YrXRdjhsL1lb2RBCc9zAFVvacOPFXTUJ99caa0gSNrfHKpg3TPzYi39jXnI7cT5VERuwdEVCwQF0RUZLXEfGdMBkCetbJty4OJ9wgLK9Uos/OXclwmG1ihg/PDF+BssrCZAlCS5E4soA1Ic1jGRMKLKElriBWKjUUKE9ocN0XOiqjLihYjhdQLpgC5kqicHmQpqpFgyF4czV9ciYk80EpqK8b+mCjc4mYezRPZqDLEtY2xLDqR2TjQcsl5esVsteTbIEcaPBGBNavvoMs/DjYLpcWZaAtroQcraLszsbocwwueYQNyp1Rm2roQxA3lOfaI5qyJhOzZ+9uTSBmS8WvVTWgw8+CM45Nm3ahP379+NTn/oUdF3Hk08+CVWd/u6FpLIIgiimmhnAO85cAUORazJE8E0KDgymAz3R9S3RwKTAZy5MFmo9R6V+RQ0FMV2B6fBJYuOv39Qyp/q5lTRWYyEFcFGi81oudl7eP81LuM5dU49T2uO497lufPuZ7iApBkRitbY5iivP6sBlp7VibVMUPWM5PLq7H798oRe947lg885MxNUrxbp3PIsdPclSndeQgs2tMRweyWA4bcJzVPV0XoVahSozhDQFXU0RvPnUVoxlTDx3aBRp00JUUzGWLWBXb6pEF9TXefVlsorbdd8Lx/Do7gEk8zbihoKGiIpdPeMYztpiw5gXl3hIFS5hitC4vXBdEza3x7C7N1XSr/qwCg6geySL7pEscqaDsCbDUGWMZgpI5m3PYalyrCSIG5TNbXE0RLRJ41brfCqPecF2kStYGC/YcByhqRvVZOw4lsRo1gzKJTSZYU1DCMmCHYyBxIQhwsa2OKK6gp7RLI6O5TBeoc5YAvDWM9oR1SX8+PkeVNH6Lzm+2iESRJ1o3nQqGg7EdBnXXdiJgulgT18KGctG3nLxymAK04kHKN7KuCwxqBLAmYScaZdIhZUTViWEdQWWw6FKwq630mdhb38SP9ragwODabjcRV1IQ1djCJYLpHImXu5PIazK6GyO4K/fMGHqMF8sK53XH/zgB7jllltw9OhRNDQ04N3vfje+8IUvIJFI1PR+Sl4JgiinkhmApsk1GyLsH0jh/h29IhkpWIjqnqHBlsmGBnNhslDrOSr1S5LYJLHxQyOZmowPZkolMwMA04qdFztsbT04gsFUAQXHDdr1ug1N2HpkBEdHcpMctl4ZSpf0RZOFxerGtihOX5GYsbh6eaxzpoP7d/Tg0d2DSOYtaIqExrAGzhiGUgWMZE0wAI1RHa/qbMAbT2mFoUkYzVpBfx/fNxi4t/mObGFVxnjOwljOguuKesj2uIEPXrpukvva7Q/twbeePoRU3g4SaFkBJC4k0fzXFAkIawoUmXnJpYZLNjThmtesCRL84jkEiF3/qbyFdMFG1FDw6139+OFz3ehPmYEShwwgrDFEDRVNEQ0b2xN41zkr8KrVjehPF6qOW63zqTjmD73Uhx9vPYr+VCG4CWuN6bhgXQO2HxlHz5h41B3VZSiyhOF0Abniem8A9WEF9REDiZBI8vOmgwODKQxlLHAuksEtKxJY1xrDk/uG0DeeDaTBZC9LtYrO1xLTsLEtjt3HxjCQmcg2ZQANYRljeRe2V2ysSoChKoiHRI38+tYIHJfh6GgWh4ezyFmOqH/WZLTFDRgy8MpwDnnbRX1Iwea2GFY3RdEaNxDRJFiO0J8eTZm447evoGcs6zmyycgU7KrSWW8+pQX/edXZeLF3vOJnz79p2D+QwmjOgsyAkYzprYJPTsFlJqxp/+u950w7nrNlWSWvxwslrwRBzCVzYT6wkCzW9s+mXfPdl8ki+i6ePzyCoXQBjssRM0QdacFyoCoSmmMGVjeEpzW1ODaaRV/SBAcQ1YQsVMHmyJo2dEXGpy7fFCSwtz+0B199/ABsl0OTGGQJyFs8WAWUIGpci1fimqMa2usMJLMWHA6cuaoOH3vThmljUWx2YSgSCrYbJLCKxHDumnrUhbWS2M7lGFQzEUnlbbhc1KSvahBWw4eHMhgqkpzyb+X8GMQNBasawogbMl48moTLOVbUGagLa8iZwn0rU3ACG2RdYUjmLGQ9N66Qyjx3Oo5kTsRRYUAspJaYgPjX9tU+LK92oz6s4bQVcYQ1Bbbj4rlDI0KKTGLQVRkhVcJQ2oTEGC5Y14DNbYkZGaMcHspiaBq1kGtePXkVH5jekGMq3n7G/CWwy8akgCAIYjFRq3HAYhX3Xqztn0275rsvlUT0Dw5lYDsuDEWC5QjJpqiuoDGqi5pVx8VwempTCwnCNMJfLTUdsRksrMloCKso2A7+58mDME0H+byNbz19GLbLEVYYNG/VrPjxtQtRC1rMSMaEyoCWuAFNZtjbJ1bZpopFsYlHfUj1VAsmEi3H5djVm8TaxnAQW9t252wMqpuICAczlwuzh4gmg3GhY1uMJ1sbkCnYSGVy2HUsBUBs7ivYYiU3oikomA5cr3baUCQwMOSLVnBNm4OBwVCkQMHA5RPHmkX1FBxiN78qSzBUCcwbgx1Hx9HVEMKevhQshweb5hyXYzxrQ/MysL39aTDwmo1RJAgjiun4we+7kS2L03SGHNNx/45epOdAYu94oeSVIAiiRmo1Dlis4t6Ltf2zadd896WSiP5o1oSmysjbXNQ4Wi5M2wXz6otHsxZihjKlqcVI1oLpcMhMPKK2XQ7T9k0KJIQ1BQPJPB7a3Yd7t3UjXbCgSSx4f6UaVP81/wfd4cBg2gJjDLGQCodzvNgzNmUsik08/E1ossQ8+1qxAS1TsPHKcCaI7bYjo3M2BtVMRExbrPxKEKuaIxkLg36dcRGup3VbHIOMLfRkNVmC7pWAmLaL0awJyxXH2lycN28Xa8qK9+ctF3nLDW4WXAB5W2zaK6+R9csGJMa8DWRA1rLxUl8KYzkLIU0GYwyMCQm1vO1AVRWENBljWWFgUSlulebQQKpQkwmDxYGvPX2g5LWpDDlqweHA7Y/uqenY+YSSV4IgiBqp1ThgsYp7L9b2z6Zd892XiiL6nvC/y7knUSWMCACho+u4LmSJTWlq4euYelK8gCew76MrDA7n6BsvoGc0D7fYkACYJNDvnUJQlD+a3nWEvi9H1pw6FsUmHr5xR3E+qniSXOmCHcR2OGPO2RhUMxEJDDd88wXXRb5CBl8pBpY7YUAizDLEeJlFYyDi7war18VXd4rGN3jN5XC5O2mVsnhcAv8IDqTywnK32FaYMS++EAoCvoGFz3TGKIUZeMseHcmX/H0qQ47ZnnMhoOSVIAiiRmo1Dlis4t6Ltf2zadd896WiiL4n/C8x5tmyilU0QCSlsiQer09lauGbRXg5GeAJ7Pv4j7bbEjo66g1IxYYEwCSBfu8UgmLlAu86IlkWZQlTxaLYxMM37ijO22zPhjaqK0FsGyPanI1BNRORwHDDN1+QJBgVNuBVioEqTRiQCLMMMV5a0RiI+Ivd/GVvh1w0vsFrEoPEpEnSWMXjEvhHMKGWIEusRGKNcy++EAm2b2DhM50xij6DDYgrG4ySv09lyDHbcy4ElLwSBEHUSK3GAYtV3Huxtn827ZrvvlQS0a8PazAtB4bCkDMdGKoETZHAOUc6L4wAUnl7SlOLhrAKTWZwuEiqFIlBU3yTAhdZ00ZL3MBlm9tw1TmrEdVVmC4P3l8pb/Ff85MmmQHNURWcc6RyFmTGcEZH3ZSxKDbxYOCeyYXYBOZyoUMb0RWsbYwEsT1nVf2cjUE1ExFNESYiLgBVZmiIqGiOapNMCCTPZaw4BhFFJGum46JgihVjTZFQH9agSuJYhYnzGkqxm5d4v6GKGlY/5H59rCqzSTq4ivdml3M4nu5vWFVwWlsMdSEVOdMB5zxY/TUUGZZlI2c6qAsLA4tKcas0h1piek0mDCoDPnjhupLXpjLkqAWZAX/9hk01HTufUPJKEARRI7UaByxWce/F2v7ZtGu++1JNRF+RJeRtV8hRMYZ0wcZwugBZYlBkCY3RqU0tXAjTCN/8QJNFGULWdDCStWAoMj5wcRc0TYZhKLjuwjVQJIaszYNNQsU/3BIQrBr6NEQ0WBzoT+ZhOhwb22K4/PSpY1Fs4jGas7xrcBQsBzlLlEOc2h7HK8PZILaKIs3ZGFQ3EXHBIVzMdEVGxnTAmXAQK8YzDAuI6ApikRBOXSF27BccHpRkZEwbuiZDYhN1rBwcRlHJguaVT+RtNyhZkNjEsVrRXQQDYLsuLEfUyHJvDLasTODgSA6b2mJQZYbRrIVU3oYsMSTCCjyxAmxsjQYmIrUYo7gQagbT8WevWo1wWZymM+SYjiu2tM+73mstkFQWQRAnDXOhuQoIqZkHdvRhR884spaNsKrgjJUJXH5627SyQFO1Ya7aV0v7A21Uy/Fclwy88ZRWXLSuqaZrVtJ0PV7HrukMGSrFp1jndbZGENO16YGd3lh77mUSGGzXxUjGRNYT91/VEMY5q+urmlqUGzhosoRk3kKqYMN1OSSJoTVm4KZLunDNq9eU9PMHzx3Bt545iFTegQuRsCoKwLjYWOV69ZOKzBDThc4rB5AwVFzs6bx2NkRqGi/f7GIgKYweOBeOYWsaw2iJhVAfVnHpphb80RkrJmmGTjUGtc7tbz9zCF//7QH0Jyd0XtsSBi7e0Izu4WxJDAEu6m5Nt2TFtS6koDURRlNERUhTYLsu+sbzGEgXYHk6uxtbY1jTGMGT+4ZKjD0MVdioZkwHjqe/2xrVcNaaBrx4ZNRrl7hOPKRCZgxDmYkNZDITiW9dWMPKOgOv6mxAb9JE90gWh4czMG03MLBoietYUx8GGAvitq45gjNX1aEhogXauzFdxZ6+FO562jNGsblwcWMSjo3nJm3ekgFc9apV+PDr1lfU9c2YNoZSBWzvHsMrQ5kSQ46dPUmkSOd14aHklSAIoCxhO05h/tKExkZYU7ClI4G3TJO8TtUGAPNiHFAN1+V4+sAQfr1rAL3jOUgSEFKVmq5ZKRnrbIzghotqc7Karl2VkpypYldJgH+ukv7iG5WMZSOiKjh9RRxnr6lHQ1RDOm8jqiuIGeqU1y1P9uMhBQ/t6MOT+4eRLFiI6youXt+I01bWBW5Yfj/BOQ4MpnB4OIeC40KXJZzaHsP7LlyDwZTY2NVRb+Ds1fX4xQu9eOlYEpbjoiEsVv8SIRUPvdRf83jt6hnHHb/dj0NDWbGqy4H+VB6W7UL2Eu/y90+VnM7ks/fIy/345hOvYHd/KjB02Nwaw/svWYtLNzRPSsB39yfxpYf34PBwDhzAyjodG9sSWNscwZ6+FHrH8xhKFXBoKBMYBBiqjI0tUbz/krW4ZF1TibHHYCqPrz32CvrTZnBTEFIlrGoII5kzMZyx4Hh1qroiwXQcFKbZj7ahJYz/fO+5MGQJfal8iYGFJLEgboOpAl44MobtR8bQ7RkahDQZqxvCWF0fhstdvDKYRcq0ENNUrG0Ow3U5nu8exZHRHCTGsLE1gusu6MLh4VxJvOtCKsCAsawVvLbWS5SbY3owZqbp4N5t3Tg4kCaHrYWEkleCIOZSSH2255rqff5jX8flJ8w4YLb9qCSYnjPFzvOYoeKWKzYfdwI7V21drNetdt59A2n0jufRHjewoTWKsKZgd984njkwMklkvzze1c75wtEx7OtPQ5UZWuPGtONVfp6BZB5P7BsKdqi31xkAR83jPZMYznRu1RJHXWV4/vAY8pYLRRKbnRJhFemCM+mc337mEP75/t1BkqtIgOsikJFiEBuwwp6DWvnmsqk4bUUM9/3Va6eNU/dIFoPejYKuyihYLhzOkbfEiu35nfVYURfGsbEsnjs0CgDBa9XmULVjF9qYpBwyKSAIgvCYSzH72Z5rqvetb45gb18Ke/tTWN8cOSHGAbPtRyXBdEWSEDNUrK4PIZW3cPfTh2DPQMpnvtq6WK9b7bxRXYFtu0HdaFRXwMCxpy8NoFRkvzzepulUPGdEUzAwng8cs6K6MuV4lbctoil48eg4bJejwaudTGbFSnMt4z2TGM50btUSR9O2sadPrODWhcTquMOFokP5OU3Twdd/+wrylgNVZtBlBkWSoBRtZOIQG6rAEWjz1spLx1IYSVbWu/X7Mpw2YdsubIejMaojZqhoiKhI5iyYjmhXX7IABiEtpsnCuKIvWYDkKUGUzyGJAb3jBWiKBM17v+8qthSMVapByStBEMuauRSzn+25pnpfuiBqTh2XT/IUny/jgNn2o5Jguo8kSWiMaDg4lMG2I6ML3tbFet1q503lbYzmxIqjv7GndzyPcU/gvlhkHyiN90O7+yqeszeZw3helLXkizZ8lb/fH6/ytvUmc4HAviQJZYWcJdpQy3jPJIYznVu1xPHYeAGjGb/9Qp5KU4TslOXwknM+tLsPA6m82CQlseCcTllenrddpAtOTW5U5Xz8Ry9MGae4oWA0ZyFqKMH1LcdTfHABQ5UxkjHRm8xhJGsiFhKOXSMZE6m8XXEO+eYaMUNFLKQGx1Yag6UEJa8EQSxr5lLMfrbnmup9QjCdF/337NtXK7PtRyXB9PL3WY6L4Tm0j1woY4X5um6185qOC9sVsbVdF6bjIms5QuBeYiUi+8VtsBwXfeOFiufMmY6nOzv5vcXv98ervG3++32BfZmh5DzTjfdMYjjTuVVLHE1HPHJXi+qQi+NYfE7fJEFipUYF5aYQ3LvRnA3HxiqL+/t9kSSxEVAtcqWYGDPuada6yJlOcJwqS8F8qTSHfHMNVWaBkUbx98xiN1apBiWvBEEsa+ZSzH6255rqfUIwnRX99+zbVyuz7UclwfTy96myWCVb6LYu1utWO68mS1AkEVtFEpuiwqosBO5dXiKyX9wGVZbQltArnjOkyZ7j1+T3Fr/fH6/ytvnv9wX2HY6S80w33jOJ4UznVi1x1GQJsmco4VMcx+Jz+iYJLi81Kig3hWCe/etsWFFXWdzf74vrciiSFLiwASgaM+a5hUkIaXJwnOW4wXypNId8cw3L4YGRRvH3zGI3VqkGJa8EQSxr5lLMfrbnmup9UV0WTj4SQ1QvXXWaL+OA2fajkmC6j+uKFayupgjOWVW/4G1drNetdt6YoaA+pGI4Y6I+LB4HtycMJDyB+2KRfaA03pdtbqt4zvZ4CAlDbGIyFFaiTVppvMrb1h4PBQL7ruvCtF2EVNGGWsZ7JjGc6dyqJY4rEjrqI377heyXaYuVSVVmJee8bHMbWmKGqL91eXDO8vtJUTss16SJWs6X/uTMKeOUzNuoD6lI5+3g+qrMwCAku/KWg4aIhvZ4CA1hDamcKA1oiGiIGUrFOeSba6TyFlI5Kzi20hgsJSh5JQhiWTOXYvazPddU79s/mMHGthg2tsawfzBzQowDZtuPSoLp/vu6R3OIGyquv7DzuPVe56Kti/W61c6bLthQFAlxb6NSumDDBbCpLQqgVGS/PN6aJlc8Z8a00ZIwoCuyV6tpTzle5W3LmDa2rExAkRhGshYAIB5WkC7YNY33TGI407lVSxw1RcGmthg0RcJYzkYqb0FmgK6wSefUNBl//tq1MFQZlsNRcDhsV2ye8mEQK6/wtFxnwmkrYmiIV04Q/b40RjUoirCqHU4XkMpbGMlYiIdVaLJoV1tchwuOtoQO0xF1zG1xHQ7nFeeQ0HDWYdouTO/9/hxaCsYq1SCpLIIgTgpqEVKvxFwK45e3QZMlNMV0dDVFwAAcGEijeySLnO3MyPhgtsw2Jo+83I87nxSC6abjQpMlrG+J4oaLumqSyZqNUcNs23q8zPS6tYrxVzvvprZYoPPqv87AcWg4i4FUIdBp7WqK4PoLOydJR1U6Z8xQJum8djVFcO0Fa7C5LT5trEcyJo6NCdUCAFWvPxcxrKQhPNW1dh4dw5ce2YPu4RxUWcL65ii6GkN4qS+Fg4MZAEBUk9A9kkXaFO5XuiJhy4o4bnrtemxojeLgkDhubVMEj+0ZxB2P7cNAShgPMAib2Na4gWzBDhJCmYka0oLjwrQmTBIqcWp7FL+6+dJA6/fwSBq/fKEXOdPB6sYw/vaKUxGP6oGm8DMHhrFvYAwjGbExLB5ScMUpLdB1DcfGc4ExxopECJxzvDKUEYYGuoJXdTbglBXxSXOoPqyCQ+i8+t89LXED566pxynt8XkzRJkJpPNaBCWvBEH4zNTBaj6E8f02vNybxMMv9WHnsSTG8xZsW/ywhjQZzTEdTVG9JuOD42U2rl77B1K4f0cfnjs0Evxont/ZgCu2TN/W4zFqOFEOZOXMJiGtxWii2nkrve66vCaHrGrnnGSSoKt4ZPdAzbFujerY3jM2a0e1mYxdre5ttz+0B996+jBSeQsc/sooJtWtVkJiwOr6EMK6irGcCcaBRFhFe52B4VQB3cNZZC2RPEY0BV1NYaysC8EFsKI+jC0dcVy2uQ2uy3Hvtm7sOJrEsfEsjgyO40hyIpVlAFY3hHHxhiZ0D2fx+0PDk/RhGYDXbmzC599+Kr77u8P4zrOHYVUo/W2OqjhndUNglhFWJRwezaJ3LB/cRK5rjuLGi7vw+k0tk+INCGWDl/uS2HpwBIOpAgqOO++GKLVCyWsRlLwSBDEb5lMYf/9ACv/+63144cgYJMZgqBIG0wXkTbHjuC1u4IyVCeQsd1GJiAPHF5fFZtQwlyyUkcJsWEptrcbtD+3BVx8/ANvl0CQGWQKy1szTmZAqrGI5RP3naMaCLDG0xDTkLBcFy4HtcuiKhPM7G6DI0qQY+fH8w5FR7O9Pw3E5FEmoGoAJmSsXADimXKFtimoYy5qYSia5Pqzgmld31mxeUc5iHnsyKSAIgjgO5lMY33U5HtjRh739KWiKhJaYhkzBBudAIqRClRhGPOme9c2RRSUifjxxmdaooT+FvX0nzqhhLlkoI4Xl3tZq5PM2vvX0YdguR9jbiFapvbWsyecsFxJ3oMsSCqYDzjk4dzGeFTawYsOTCsvh2NOfwrqm0s+kH8/BZB49w1k4LoehCE1cTZXBIBQM3GkSVwAYSk+duALAaNZGPpetybyi3DxiOYy9DyWvBEEQZcynMH7PWA47esa9H0bxo5izXOiKBEli0FQZHMJLPl1wFpWI+PHEZVqjBk8O6kQZNcwlC2WkMBuWUlurce+2bqQLFjSJBYYGlZK+WlOwnnET6YKDvO16mrYMOcuFzIRZAWMMIU3GWNZCXypfEiM/npbjIuO5c/nlEMz7v7nzmxP8fOdgTeYV5eYRy2HsfSh5JQiCKGM+hfEzpo2MJd6nymL3uOuJowO+rqPQZDQ90fbFIiJ+PHGZ3qgBYOAnzKhhLlkoI4XZsJTaWo2e0TxcXipjdTyLhQVP3F/oqDJw73+MTZxUlRkclyNnOiUx8uNpOt77y5PC2TerKplCbeYV5eYRy2HsfSh5JQiCKGM+hfEjmoKIKt5nOeJxn+SJowO+o47Yyax5ou2LRUT8eOIyvVEDwMFOmFHDXLJQRgqzYSm1tRod9QYkVmrdejz79nRP3F84WHEw73+cT5zUcjhkSazAFsfIj6cme+8v17OdfbOqEtFrM68oN49YDmPvQ8krQRBEGfMpjN9RF8KWjgRkiSGVt6DKDCFVQsF24bocpuWAAWiNGYjq8qISET+euExr1OCtIp0oo4a5ZKGMFGbDUmprNa46ZzWiugrT5YGhQSXhg1rz2Y6Ehqguw1Akz02MI6RKcDj3amDFimtdWEVbzCiJkR9PVZYQ8TRi/ZpR7v3fXCdaf3R6c03mFeXmEcth7H0oeSUIgihjPoXxJYnhLVvasLE1BtN2MZAyEdYVMAaM5SxYLke9Z1e5fzCzqETEjycu0xo1tMawse3EGTXMJQtlpLDc21oNw1Bw3YVroEgMWVsI9Vdqby2rniFVgsNkFBwXuip5Na4SEmHVu8G0MZq1oMkMm1pjODBU+pn049kcN9DRGIYsMeRt4UZmelJbEvP+TNOWpqhWMQkvpj6sQA+FajKvKJcXWw5j70NSWQRBEFWYT2H8/QMpfO933fjdwRGM50zhZ86BWEhFR10ITVH9hIjwF3O8Avu1tHWq9wI47njPhxbsiYjLiWaqts5Ww/hE4+u8pgsWXC4SROaVE9Sq86orEgZSBTicI6Yr2NgaxVjORs9oDjnLgcs5wpqCNY0RrKoPoTmu47zOBpzSVirs78fzoV1CScTfQKXKEtoSBi5aX5vO6/ee7cZ3nz2EQoUn+81RFZdsaKlqXsEAtNeFcNX5q/Cn566qOmZ7+1L40fNHcGAwDZcDdSEVG1pjCz5PSee1CEpeCYI4HuZTGN91OY6MZgOHn87GMCTGkLWcE540zJXAfi3MxmFrPvowH+dcKCOF2TCde9xcxXA+yedt3LutGz2jeXTUG7jqnNWwHRe3P7oHR0fyWNlg4OzVdfjuU4ewszcN03WhSRJOb49ifVsCv9kzgKG0GWzWihkKYoaCVMGG6akPrGkI4zXrmmDZHIOpfFVhfz+eo9kC/tA9ioItNFgv29wGTZOnddjyz3F0NIs/HBnGN357CMm8hc7GCL70p2eiLmpUNK/4+YvH8PieAYxmLYQ1GWFNqTpm/nzeP5DCaM6EzISxwZ+c14GNrQubI1HyWgQlrwRBEFOzmIXLa2U++rAc4jITlmN/H3m5H7fdvxupvIXGiBZsuOoeySJrOqLO2lCgKwzpgo10wfVqzjV0NISRMx30J8XK5oaWKM5cVbeo4jKTMVvs40smBQRBEERNLAfh8vnow3KIy0xYjv21bRd3PXUIqbyF1fUhxAwViiQhrEqwbNdT+OAIqTIkJsEsepw/mrXAOEdUV2AoDAXbwUCqgIgmL5q4zGTMltv4UvJKEARxErMchMvnow/LIS4zYTn2d9uRURwazqAxogVmBoBwqTIdDgmAw4XOsOm4sF0ORRL1sKbDxXG2i7wt6l7HcxZ6x/PBeRY6LjMZs+U2vpS8EgRBnMQsB+Hy+ejDcojLTFiO/R3OiI2QIa1Ufs3y5LU8P5BgZRJcJHKs6DjfRERXhElB1ip1gFvIuMxkzJbb+FLyShAEcRKzHITL56MPyyEuM2E59rcxokH1jD6KUb1VWM8PJJC8AhN6p7zoON9EpGALk4KwWpoIL2RcZjJmy218KXklCII4iVkOwuXz0YflEJeZsBz7e86qenQ2RjCcMQMzA0BopWoygwtAZsLhTZMlKBKD7QqrWU1m4jhFgqEwZE0biZCK9oQRnGeh4zKTMVtu40vJK0EQxEnMchAun48+LIe4zITl2F9FkXDDRZ2IGSq6R3NBn7KWC1WRPEtZ5um5utCUib7Vh1VwJhQI8jaHochoienImM6iictMxmy5jS9JZREEQSxjlqPAfjXmow/LIS4+tcyFmfR3LjRtT4Qu7iMv9+Oupw7h0HAGluNClSV0NUWwqiGMJ/cNYTCVh8O5J5ulIqbLMB1ecuybT21FMmcvOgMNYGZjtpjnM+m8FkHJK0EQJyvLWWC/GgvpsLWYmclcmGmSO1szg/kwlaiGbxAwnDHRGNFwzqp6KIoE03Tw0O4+9I0X0JbQcdnmNkgSq3jsYjPQKGYmbVus85mS1yIoeSUI4mRksQuSEyeOuZ4Lc3G+k2l+nkx9PR7IpIAgCOIkZrkJkhOzZ67nwlyc72SanydTX08klLwSBEEsM5abIDkxe+Z6LszF+U6m+Xky9fVEQskrQRDEMmO5CZITs2eu58JcnO9kmp8nU19PJJS8EgRBLDOWmyA5MXvmei7MxflOpvl5MvX1RELJK0EQxDJjuQmSE7NnrufCXJzvZJqfJ1NfTySUvBIEQSwzlpsgOTF75nouzMX5Tqb5eTL19URCUlkEQRDLlLkQJK+mj7ncWKzal3PFXIvTz8X5FrNg/lxzMvV1tpDOaxGUvBIEcTJzPElZJWeizsYIbrioE288pXWeW37iOJFi+QvJXCfoS8Vha7FwMvV1NlDyWgQlrwRBEDPnkZf7cdv9u5HKW2iMaAhpMnKmg+GMiZih4pYrNi+LBJYE5AlicUAmBQRBEMSssW0Xdz11CKm8hdX1IcQMFYokIWaoWF0fQipv4e6nD8G23YVu6nFBAvIEsTSh5JUgCIIoYduRURwazqAxokGSSn8mJElCY0TDwaEMth0ZXaAWzg0kIE8QSxNKXgmCIIgShjMmLMdFSJMr/ntIk2E5LoYz5glu2dxCAvIEsTSh5JUgCIIooTGiQZUl5Eyn4r/nTAeqLFZglzIkIE8QSxNKXgmCIIgSzllVj87GCIYzJly3tK7VdcWKa1dTBOesql+gFs4NJCBPEEsTSl4JgiCIEhRFwg0XdSJmqOgezZUIq3eP5hA3VFx/YeeS13slAXmCWJrQsxCCIAhiEr4Mlq/zOpIxocoSNrXGcP2Fy0fndX1LDDde1BnovPYn89AVGVs6EiQgTxCLFNJ5JQiCIKpCDlsEQZwIZpKv0corQRAEURVFkfCqrsaFbsa8I0kMqxrCC90MgiBqYPndPhMEQRAEQRDLFkpeCYIgCIIgiCUDJa8EQRAEQRDEkoGSV4IgCIIgCGLJQMkrQRAEQRAEsWSg5JUgCIIgCIJYMlDyShAEQRAEQSwZKHklCIIgCIIglgyUvBIEQRAEQRBLBkpeCYIgCIIgiCUDJa8EQRAEQRDEkoGSV4IgCIIgCGLJQMkrQRAEQRAEsWSg5JUgCIIgCIJYMlDyShAEQRAEQSwZKHklCIIgCIIglgyUvBIEQRAEQRBLBkpeCYIgCIIgiCUDJa8EQRAEQRDEkoGSV4IgCIIgCGLJQMkrQRAEQRAEsWSg5JUgCIIgCIJYMlDyShAEQRAEQSwZKHklCIIgCIIglgzKQjeAIAhiOeG6HD1jOWRMGxFNQUddCJLEFrpZBHFCoPlPnAgWdfJq2zZuvfVWfPe730VfXx/a29txww034HOf+xwkiRaNCYJYXOwfSOHBnf04MJhG3nZgKDLWNUdx+emtWN8SW+jmEcS8QvOfOFEs6uT1X/7lX/DVr34Vd999N0477TRs3boVN954IxKJBG6++eaFbh5BEETA/oEU7nzqEEYyJtoTBsJaCFnTxs5j4zg2nsONF3XSDzixbKH5T5xIFnXy+swzz+DKK6/E2972NgBAZ2cnvv/972Pr1q0L3DKCIIgJXJfjwZ39GMmY2NASBWPiMWnMUBHVFewbSOOhl/qxtilKj1CJZQfNf+JEs6ifvV988cV45JFHsHfvXgDACy+8gCeffBJvfetbq76nUCggmUyW/CEIgphPesZyODCYRnvCCH64fRhjaE8Y2D+QRs9YboFaSBDzB81/4kSzqFdeP/OZz2B8fBybN2+GLMtwHAdf+MIXcPXVV1d9z2233Ya///u/P4GtJAjiZCdj2sjbDsJaqOK/hzQZ/ck8MqZ9gltGEPMPzX/iRLOoV17vvfdefOc738H3vvc9bNu2DXfffTf+7d/+DXfffXfV99xyyy0YHx8P/hw5cuQEtpggiJORiKbAUGRkq/w450wHuiIjoi3q9QKCmBU0/4kTzaKeSZ/61Kfw2c9+Fu95z3sAAFu2bMHhw4dx22234frrr6/4Hl3Xoev6iWwmQRAnOR11IaxrjmLnsXFEdaXk0SnnHL3jeWzpSKCjrvLKFEEsZWj+EyeaRb3yms1mJ0liybIM13UXqEUEQRCTkSSGy09vRUNEw76BNFJ5C7brIpW3sG8gjYaIhstOa6XNKsSyhOY/caJZ1Cuv73jHO/CFL3wBq1evxmmnnYY//OEP+OIXv4j3v//9C900giCIEta3xHDjRZ2BzmV/Mg9dkbGlI4HLTiOdS2J5Q/OfOJEwzjlf6EZUI5VK4fOf/zx++tOfYmBgACtWrMDVV1+Nv/3bv4WmaTWdI5lMIpFIYHx8HPF4fJ5bTBDEyQ45DBEnMzT/idkyk3xtUSevcwElrwRBEARBEIubmeRri7rmlSAIgiAIgiCKoeSVIAiCIAiCWDJQ8koQBEEQBEEsGSh5JQiCIAiCIJYMlLwSBEEQBEEQSwZKXgmCIAiCIIglAyWvBEEQBEEQxJKBkleCIAiCIAhiyUDJK0EQBEEQBLFkoOSVIAiCIAiCWDJQ8koQBEEQBEEsGSh5JQiCIAiCIJYMlLwSBEEQBEEQSwZloRsw33DOAQDJZHKBW0IQBEEQBEFUws/T/LxtKpZ98ppKpQAAq1atWuCWEARBEARBEFORSqWQSCSmPIbxWlLcJYzrujh27BhisRgYYwvdHGIKkskkVq1ahSNHjiAejy90c4hpoPFaWtB4LR1orJYWNF5zA+ccqVQKK1asgCRNXdW67FdeJUnCypUrF7oZxAyIx+P0BbCEoPFaWtB4LR1orJYWNF7Hz3Qrrj60YYsgCIIgCIJYMlDyShAEQRAEQSwZKHklFg26ruPv/u7voOv6QjeFqAEar6UFjdfSgcZqaUHjdeJZ9hu2CIIgCIIgiOUDrbwSBEEQBEEQSwZKXgmCIAiCIIglAyWvBEEQBEEQxJKBkleCIAiCIAhiyUDJKzFnfOUrX0FXVxcMw8C5556LJ554Ysrj//u//xunnHIKQqEQNm3ahG9961sl/25ZFv7hH/4B69atg2EYOPPMM/HAAw8c93UJwUKM12233Ybzzz8fsVgMLS0teOc734k9e/bMed+WIwv1+fK57bbbwBjDxz72sbnozrJmocaqp6cH73vf+9DY2IhwOIyzzjoLzz///Jz2bTmyEONl2zY+97nPoaurC6FQCGvXrsU//MM/wHXdOe/fsoQTxBxwzz33cFVV+de//nW+a9cufvPNN/NIJMIPHz5c8fivfOUrPBaL8XvuuYcfOHCAf//73+fRaJT//Oc/D4759Kc/zVesWMHvu+8+fuDAAf6Vr3yFG4bBt23bNuvrEoKFGq/LL7+c33nnnXznzp18+/bt/G1vextfvXo1T6fT897npcxCjZfP73//e97Z2cnPOOMMfvPNN89XN5cFCzVWIyMjfM2aNfyGG27gzz77LD948CD/9a9/zffv3z/vfV7KLNR4/dM//RNvbGzkv/zlL/nBgwf5D3/4Qx6NRvm///u/z3uflwOUvBJzwqte9Sr+oQ99qOS1zZs3889+9rMVj7/gggv4Jz/5yZLXbr75Zn7RRRcFf29vb+f/9V//VXLMlVdeya+55ppZX5cQLNR4lTMwMMAB8Mcff3ymXTipWMjxSqVSfMOGDfzhhx/ml156KSWv07BQY/WZz3yGX3zxxcfb/JOOhRqvt73tbfz9739/yTF//Md/zN/3vvfNqh8nG1Q2QBw3pmni+eefx2WXXVby+mWXXYann3664nsKhQIMwyh5LRQK4fe//z0sy5rymCeffHLW1yUWbrwqMT4+DgBoaGiYcT9OFhZ6vP7yL/8Sb3vb2/CmN73peLuy7FnIsfr5z3+O8847D3/6p3+KlpYWnH322fj6178+F91atizkeF188cV45JFHsHfvXgDACy+8gCeffBJvfetbj7tfJwOUvBLHzdDQEBzHQWtra8nrra2t6Ovrq/ieyy+/HN/4xjfw/PPPg3OOrVu34pvf/CYsy8LQ0FBwzBe/+EXs27cPruvi4Ycfxs9+9jP09vbO+rrEwo1XOZxzfOITn8DFF1+M008/fW47uYxYyPG65557sG3bNtx2223z18FlxEKO1SuvvII77rgDGzZswIMPPogPfehD+Ku/+qtJ9ZjEBAs5Xp/5zGdw9dVXY/PmzVBVFWeffTY+9rGP4eqrr56/Di8jKHkl5gzGWMnfOeeTXvP5/Oc/jyuuuAKvec1roKoqrrzyStxwww0AAFmWAQBf/vKXsWHDBmzevBmapuEjH/kIbrzxxuDfZ3NdYoKFGi+fj3zkI3jxxRfx/e9/f+46tYw50eN15MgR3HzzzfjOd74zaRWJmJqF+Gy5rotzzjkH//f//l+cffbZ+D//5//gz//8z3HHHXfMTyeXEQsxXvfeey++853v4Hvf+x62bduGu+++G//2b/+Gu+++e346ucyg5JU4bpqamiDL8qQ71YGBgUl3tD6hUAjf/OY3kc1mcejQIXR3d6OzsxOxWAxNTU0AgObmZvzv//4vMpkMDh8+jN27dyMajaKrq2vW1yUWbryK+ehHP4qf//zn+M1vfoOVK1fOfSeXEQs1Xs8//zwGBgZw7rnnQlEUKIqCxx9/HP/xH/8BRVHgOM78dnwJspCfrfb2dpx66qkl5z7llFPQ3d09x71cPizkeH3qU5/CZz/7WbznPe/Bli1bcO211+LjH/84PeWoEUpeieNG0zSce+65ePjhh0tef/jhh3HhhRdO+V5VVbFy5UrIsox77rkHb3/72yFJpdPSMAx0dHTAtm38+Mc/xpVXXnnc1z2ZWajxAsSKxkc+8hH85Cc/waOPPloxsSVKWajxeuMb34gdO3Zg+/btwZ/zzjsP11xzDbZv3151Rf1kZiE/WxdddNEk2bm9e/dizZo1x9mr5ctCjlc2m510vCzLJJVVKwuyTYxYdvhyI//zP//Dd+3axT/2sY/xSCTCDx06xDnn/LOf/Sy/9tprg+P37NnDv/3tb/O9e/fyZ599ll911VW8oaGBHzx4MDjmd7/7Hf/xj3/MDxw4wH/729/yN7zhDbyrq4uPjo7WfF2iMgs1Xh/+8Id5IpHgjz32GO/t7Q3+ZLPZE9X1JclCjVc5pDYwPQs1Vr///e+5oij8C1/4At+3bx//7ne/y8PhMP/Od75zorq+JFmo8br++ut5R0dHIJX1k5/8hDc1NfFPf/rTJ6rrSxpKXok547//+7/5mjVruKZp/JxzzimRP7r++uv5pZdeGvx9165d/KyzzuKhUIjH43F+5ZVX8t27d5ec77HHHuOnnHIK13WdNzY28muvvZb39PTM6LpEdRZivABU/HPnnXfOZ1eXBQv1+SqGktfaWKix+sUvfsFPP/10rus637x5M//a1742b31cTizEeCWTSX7zzTfz1atXc8Mw+Nq1a/nf/M3f8EKhMK99XS4wzjlfyJVfgiAIgiAIgqgVqnklCIIgCIIglgyUvBIEQRAEQRBLBkpeCYIgCIIgiCUDJa8EQRAEQRDEkoGSV4IgCIIgCGLJQMkrQRAEQRAEsWSg5JUgCIIgCIJYMlDyShAEQRAEQSwZKHklCGLZwjnHBz/4QTQ0NIAxhu3bty90kxaEG264Ae985ztP2PXuuusu1NXVnbDrEQRxckHJK0EQy5YHHngAd911F375y1+it7cXp59++nGf80QngrVw+PBh6LqOZDK50E0BAFx11VXYu3dv8Pdbb70VZ5111sI1iCCIZYWy0A0gCIKYLw4cOID29nZceOGFC92USTiOA8YYJOn41xB+9rOf4XWvex3i8fgctOz4CYVCCIVCC90MgiCWKbTyShDEsuSGG27ARz/6UXR3d4Mxhs7OTnDO8a//+q9Yu3YtQqEQzjzzTPzoRz8K3uM4Dj7wgQ+gq6sLoVAImzZtwpe//OXg32+99Vbcfffd+NnPfgbGGBhjeOyxx/DYY4+BMYaxsbHg2O3bt4MxhkOHDgGYeJT+y1/+Eqeeeip0Xcfhw4dhmiY+/elPo6OjA5FIBK9+9avx2GOPBec5fPgw3vGOd6C+vh6RSASnnXYafvWrX5X09Wc/+xn+6I/+KOjDJz7xCdTV1aGxsRGf/vSnwTkvOX66OPj9eeSRR3DeeechHA7jwgsvxJ49e4JjXnjhBbz+9a9HLBZDPB7Hueeei61bt5b01f/vv//7v8cLL7wQxOyuu+7C+9//frz97W8vaZdt22hra8M3v/nNGkeZIIiTEVp5JQhiWfLlL38Z69atw9e+9jU899xzkGUZn/vc5/CTn/wEd9xxBzZs2IDf/va3eN/73ofm5mZceumlcF0XK1euxA9+8AM0NTXh6aefxgc/+EG0t7fjz/7sz/DJT34SL7/8MpLJJO68804AQENDA55++uma2pTNZnHbbbfhG9/4BhobG9HS0oIbb7wRhw4dwj333IMVK1bgpz/9Kd7ylrdgx44d2LBhA/7yL/8Spmnit7/9LSKRCHbt2oVoNBqcc2xsDE888QTuuusuAMDtt9+Ob37zm/if//kfnHrqqbj99tvx05/+FG94wxuC90wXB5+/+Zu/we23347m5mZ86EMfwvvf/3489dRTAIBrrrkGZ599Nu644w7Isozt27dDVdVJfb7qqquwc+dOPPDAA/j1r38NAEgkEti4cSNe+9rXore3F+3t7QCAX/3qV0in0/izP/uzGYw0QRAnHZwgCGKZ8qUvfYmvWbOGc855Op3mhmHwp59+uuSYD3zgA/zqq6+ueo6/+Iu/4O9+97uDv19//fX8yiuvLDnmN7/5DQfAR0dHg9f+8Ic/cAD84MGDnHPO77zzTg6Ab9++PThm//79nDHGe3p6Ss73xje+kd9yyy2cc863bNnCb7311qrt++53v8vPOeec4O/t7e38n//5n4O/W5bFV65cGbS5ljj4/fn1r38d/Pt9993HAfBcLsc55zwWi/G77rqrYpvuvPNOnkgkgr//3d/9HT/zzDMnHXfqqafyf/mXfwn+/s53vpPfcMMNVftKEATBOee08koQxEnBrl27kM/n8eY3v7nkddM0cfbZZwd//+pXv4pvfOMbOHz4MHK5HEzTnLPNRpqm4Ywzzgj+vm3bNnDOsXHjxpLjCoUCGhsbAQB/9Vd/hQ9/+MN46KGH8KY3vQnvfve7S85RXDIwPj6O3t5eXHDBBcG/K4qC8847LygdqDUOAEqu46+ODgwMYPXq1fjEJz6Bm266Cd/+9rfxpje9CX/6p3+KdevWzSgeN910E772ta/h05/+NAYGBnDffffhkUcemdE5CII4+aDklSCIkwLXdQEA9913Hzo6Okr+Tdd1AMAPfvADfPzjH8ftt9+OCy64ALFYDP/v//0/PPvss1Oe2990xYtqSy3LmnRcKBQCY6ykTbIs4/nnn4csyyXH+qUBN910Ey6//HLcd999eOihh3Dbbbfh9ttvx0c/+lFYloUHHngAt9xyS61hqCkOPsVlAH67/fffeuuteO9734v77rsP999/P/7u7/4O99xzD971rnfV3JbrrrsOn/3sZ/HMM8/gmWeeQWdnJy655JKa308QxMkJJa8EQZwU+Jukuru7S+o6i3niiSdw4YUX4i/+4i+C1w4cOFByjKZpcByn5LXm5mYAQG9vL+rr6wGgJk3Zs88+G47jYGBgYMqkbdWqVfjQhz6ED33oQ7jlllvw9a9/HR/96Efxm9/8BnV1dcHKcCKRQHt7O373u9/hta99LQCxCer555/HOeecU3McamXjxo3YuHEjPv7xj+Pqq6/GnXfeWTF5rRQzAGhsbMQ73/lO3HnnnXjmmWdw4403Hld7CII4OaDklSCIk4JYLIZPfvKT+PjHPw7XdXHxxRcjmUzi6aefRjQaxfXXX4/169fjW9/6Fh588EF0dXXh29/+Np577jl0dXUF5+ns7MSDDz6IPXv2oLGxEYlEAuvXr8eqVatw66234p/+6Z+wb98+3H777dO2aePGjbjmmmtw3XXX4fbbb8fZZ5+NoaEhPProo9iyZQve+ta34mMf+xiuuOIKbNy4EaOjo3j00UdxyimnAAB+/vOfByUDPjfffDP++Z//GRs2bMApp5yCL37xiyUqCLXEYTpyuRw+9alP4U/+5E/Q1dWFo0eP4rnnnsO73/3uisd3dnbi4MGD2L59O1auXIlYLBas8t500014+9vfDsdxaro2QRAEbdgiCGLZUrxhi3POXdflX/7yl/mmTZu4qqq8ubmZX3755fzxxx/nnHOez+f5DTfcwBOJBK+rq+Mf/vCH+Wc/+9mSzUYDAwP8zW9+M49GoxwA/81vfsM55/zJJ5/kW7Zs4YZh8EsuuYT/8Ic/nLRhq3gTk49pmvxv//ZveWdnJ1dVlbe1tfF3vetd/MUXX+Scc/6Rj3yEr1u3juu6zpubm/m1117Lh4aGOOecr1q1ij/88MMl57Msi9988808Ho/zuro6/olPfIJfd911JZvMpovDdBvQCoUCf8973sNXrVrFNU3jK1as4B/5yEeCzVzlfc3n8/zd7343r6ur4wD4nXfeWdKWNWvW8Le+9a3TDSdBEATnnHPGeZkAIEEQBLHo2bZtG97whjdgcHCwokTVUiGbzWLFihX45je/iT/+4z9e6OYQBLEEoLIBgiCIJYht2/jP//zPJZu4uq6Lvr4+3H777UgkEpPKHwiCIKpBK68EQRDECefQoUPo6urCypUrcdddd+GNb3zjQjeJIIglAiWvBEEQBEEQxJJBWugGEARBEARBEEStUPJKEARBEARBLBkoeSUIgiAIgiCWDJS8EgRBEARBEEsGSl4JgiAIgiCIJQMlrwRBEARBEMSSgZJXgiAIgiAIYslAyStBEARBEASxZPj/ATE2ly2Kru2qAAAAAElFTkSuQmCC",
            "text/plain": [
              "<Figure size 800x600 with 1 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        }
      ],
      "source": [
        "quantile_95_1 = df[_1].quantile(0.95)\n",
        "quantile_95_2 = df[_2].quantile(0.95)\n",
        "\n",
        "df = df[(df[_1] <= quantile_95_1) & (df[_2] <= quantile_95_2)]\n",
        "\n",
        "plt.figure(figsize=(8, 6))\n",
        "plt.scatter(df[_1], df[_2], alpha=0.5)\n",
        "plt.xlabel(_1)\n",
        "plt.ylabel(_2)\n",
        "plt.title('Диаграмма рассеяния после удаления')\n",
        "plt.show()"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "# 4. Постройте парную линейную регрессию для независимого и зависимого признаков при помощи точного подхода и при помощи нейронной сети с одним нейроном. Определите лучший из двух подходов по показателю качества $R^2$ (коэффициенту детерминации).  "
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 13,
      "metadata": {},
      "outputs": [
        {
          "data": {
            "text/plain": [
              "0.6033729394088049"
            ]
          },
          "execution_count": 13,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "x, y = df[_1], df[_2]\n",
        "reg = SimpleLinReg()\n",
        "reg.fit(x, y)\n",
        "r2_score(y, reg.predict(x))"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 14,
      "metadata": {},
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "139/139 [==============================] - 0s 706us/step\n"
          ]
        },
        {
          "data": {
            "text/plain": [
              "0.023416075426410443"
            ]
          },
          "execution_count": 14,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "model = tf.keras.Sequential( [ tf.keras.layers.Dense(1, input_shape=(1,)) ] )\n",
        "model.compile(\n",
        "    loss=tf.keras.losses.mean_absolute_error,\n",
        "    optimizer=tf.keras.optimizers.Adam(learning_rate=0.25),\n",
        "    metrics=['mean_absolute_error']\n",
        ")\n",
        "\n",
        "model.fit(x, y, epochs=100,verbose=False) \n",
        "r2_score(y, model.predict(x))"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "#### Лучший подход"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "SimpleLinReg"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "# 5. Постройте диаграмму рассеяния для независимого и зависимого признаков и изобразите линии двух построенных парных регрессий, подписывая оси и рисунок и создавая легенду для линий регрессии.   "
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 15,
      "metadata": {},
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "139/139 [==============================] - 0s 717us/step\n"
          ]
        },
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 1200x800 with 1 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        }
      ],
      "source": [
        "plt.figure(figsize=(12,8))\n",
        "plt.scatter(x, y)\n",
        "plt.scatter(x, y, c='black')\n",
        "plt.plot(x, reg.predict(x),label='1')\n",
        "plt.plot(x, model.predict(x),label='2')\n",
        "plt.xlabel(_1)\n",
        "plt.ylabel(_2)\n",
        "plt.title(\"Диаграмма рассеяния\")\n",
        "plt.legend();"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "# 6. Разбейте набор признаков на обучающую и контрольную выборки. Создайте и адаптируйте нормализующий слой Tensorflow для всех признаков набора данных (за исключением зависимого признака). Нормализуйте зависимый признак.  "
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 16,
      "metadata": {},
      "outputs": [],
      "source": [
        "X = df.drop([_2],axis=1)\n",
        "Y = df[_2]\n",
        "\n",
        "mean_y = df[_2].mean()\n",
        "std_y = df[_2].std()\n",
        "\n",
        "Y = (df[_2] - mean_y) / std_y\n",
        "\n",
        "x_train, x_test, y_train, y_test = train_test_split(X, Y, test_size=0.2, random_state=42)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 17,
      "metadata": {},
      "outputs": [],
      "source": [
        "normalizer = tf.keras.layers.Normalization()\n",
        "normalizer.adapt(x_train)"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "# 7. Используя созданный нормализующий слой и нормализованный зависимый признак, постройте регресоры на базе следующих моделей множественной регрессии:\n",
        "#     * линейной регрессии\n",
        "#     * гребневой регрессии (L2)\n",
        "#     * лассо регрессии (L1)\n",
        "# Выберите коэффициенты регуляризации `l1` и `l2` так, чтобы нейронные сети для всех трех моделей обучались (значение ошибки # уменьшалось в процессе обучения).  "
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 18,
      "metadata": {},
      "outputs": [],
      "source": [
        "linear_model = tf.keras.Sequential([\n",
        "    normalizer,\n",
        "    tf.keras.layers.Dense(units=1)\n",
        "])\n",
        "\n",
        "linear_model.compile(\n",
        "    optimizer=tf.optimizers.Adam(learning_rate=0.25),\n",
        "    loss='mean_absolute_error')\n",
        "\n",
        "history = linear_model.fit(\n",
        "    x_train, y_train,\n",
        "    epochs=100,\n",
        "    verbose=0,\n",
        "    validation_split = 0.2)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 19,
      "metadata": {},
      "outputs": [],
      "source": [
        "l1_model = tf.keras.Sequential([\n",
        "    normalizer,\n",
        "    tf.keras.layers.Dense(units=1, \n",
        "                          kernel_regularizer=tf.keras.regularizers.L1(l1=0.01))\n",
        "])\n",
        "\n",
        "l1_model.compile(\n",
        "    optimizer=tf.optimizers.Adam(learning_rate=0.25),\n",
        "    loss='mean_absolute_error')\n",
        "\n",
        "history1 = l1_model.fit(\n",
        "    x_train, y_train,\n",
        "    epochs=100,\n",
        "    verbose=0,\n",
        "    validation_split = 0.2)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 20,
      "metadata": {},
      "outputs": [],
      "source": [
        "l2_model = tf.keras.Sequential([\n",
        "    normalizer,\n",
        "    tf.keras.layers.Dense(units=1, \n",
        "                          kernel_regularizer=tf.keras.regularizers.L2(l2=0.01))\n",
        "])\n",
        "\n",
        "l2_model.compile(\n",
        "    optimizer=tf.optimizers.Adam(learning_rate=0.25),\n",
        "    loss='mean_absolute_error')\n",
        "\n",
        "history2 = l2_model.fit(\n",
        "    x_train, y_train,\n",
        "    epochs=100,\n",
        "    verbose=0,\n",
        "    validation_split = 0.2)"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "# 8. Определите на контрольной выборке (с нормализованным зависимым признаком) модель множественной регрессии с наиболее высоким качеством по показателю, указанному в индивидуальном задании, среди построенных моделей."
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 23,
      "metadata": {},
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "28/28 [==============================] - 0s 858us/step\n",
            "28/28 [==============================] - 0s 752us/step\n",
            "28/28 [==============================] - 0s 755us/step\n",
            "\n",
            "MSE:\n",
            "Linear Model: 0.24082132\n",
            "L1 Model: 0.15414475\n",
            "L2 Model: 0.27105945\n"
          ]
        }
      ],
      "source": [
        "mse_linear = mean_squared_error(y_test, linear_model.predict(x_test))\n",
        "mse_l1 = mean_squared_error(y_test, l1_model.predict(x_test))\n",
        "mse_l2 = mean_squared_error(y_test, l2_model.predict(x_test))\n",
        "\n",
        "print(\"\\nMSE:\")\n",
        "print(\"Linear Model:\", mse_linear)\n",
        "print(\"L1 Model:\", mse_l1)\n",
        "print(\"L2 Model:\", mse_l2)"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "# 9. Для лучшего регрессора визуализируйте кривые обучения (в зависимости от эпохи обучения).  "
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 27,
      "metadata": {},
      "outputs": [
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        }
      ],
      "source": [
        "plt.plot(history1.history['loss'])\n",
        "plt.plot(history1.history['val_loss'])\n",
        "plt.xlabel('X')\n",
        "plt.ylabel('Y')\n",
        "plt.title(\"Plot\")\n",
        "plt.legend(['train', 'val'], loc='upper left')\n",
        "plt.show()"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "# 10. Определите медианные значения признаков (кроме независимого и зависимого признаков) и для построенных медианных значений визуализируйте на плоскости с независимым признаком в качестве оси абсцисс и зависимым признаком в качестве оси ординат точки тестовой выборки и линии (графики) различных моделей множественной регрессии разными цветами.  Подпишите оси и создайте легенду и заголовок для рисунка."
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 25,
      "metadata": {},
      "outputs": [
        {
          "data": {
            "text/html": [
              "<div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>features/density</th>\n",
              "      <th>features/total sulfur dioxide</th>\n",
              "      <th>features/sulphates</th>\n",
              "      <th>features/free sulfur dioxide</th>\n",
              "      <th>features/citric acid</th>\n",
              "      <th>features/volatile acidity</th>\n",
              "      <th>features/residual sugar</th>\n",
              "      <th>features/fixed acidity</th>\n",
              "      <th>features/pH</th>\n",
              "      <th>features/chlorides</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>1389</th>\n",
              "      <td>0.99280</td>\n",
              "      <td>134.0</td>\n",
              "      <td>0.47</td>\n",
              "      <td>33.0</td>\n",
              "      <td>0.32</td>\n",
              "      <td>0.26</td>\n",
              "      <td>4.8</td>\n",
              "      <td>6.8</td>\n",
              "      <td>3.18</td>\n",
              "      <td>0.042</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3829</th>\n",
              "      <td>0.99250</td>\n",
              "      <td>134.0</td>\n",
              "      <td>0.47</td>\n",
              "      <td>33.0</td>\n",
              "      <td>0.32</td>\n",
              "      <td>0.26</td>\n",
              "      <td>4.8</td>\n",
              "      <td>6.8</td>\n",
              "      <td>3.18</td>\n",
              "      <td>0.042</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3752</th>\n",
              "      <td>0.99820</td>\n",
              "      <td>134.0</td>\n",
              "      <td>0.47</td>\n",
              "      <td>33.0</td>\n",
              "      <td>0.32</td>\n",
              "      <td>0.26</td>\n",
              "      <td>4.8</td>\n",
              "      <td>6.8</td>\n",
              "      <td>3.18</td>\n",
              "      <td>0.042</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1654</th>\n",
              "      <td>0.98949</td>\n",
              "      <td>134.0</td>\n",
              "      <td>0.47</td>\n",
              "      <td>33.0</td>\n",
              "      <td>0.32</td>\n",
              "      <td>0.26</td>\n",
              "      <td>4.8</td>\n",
              "      <td>6.8</td>\n",
              "      <td>3.18</td>\n",
              "      <td>0.042</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1694</th>\n",
              "      <td>0.99540</td>\n",
              "      <td>134.0</td>\n",
              "      <td>0.47</td>\n",
              "      <td>33.0</td>\n",
              "      <td>0.32</td>\n",
              "      <td>0.26</td>\n",
              "      <td>4.8</td>\n",
              "      <td>6.8</td>\n",
              "      <td>3.18</td>\n",
              "      <td>0.042</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>...</th>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3492</th>\n",
              "      <td>0.98994</td>\n",
              "      <td>134.0</td>\n",
              "      <td>0.47</td>\n",
              "      <td>33.0</td>\n",
              "      <td>0.32</td>\n",
              "      <td>0.26</td>\n",
              "      <td>4.8</td>\n",
              "      <td>6.8</td>\n",
              "      <td>3.18</td>\n",
              "      <td>0.042</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3627</th>\n",
              "      <td>0.99212</td>\n",
              "      <td>134.0</td>\n",
              "      <td>0.47</td>\n",
              "      <td>33.0</td>\n",
              "      <td>0.32</td>\n",
              "      <td>0.26</td>\n",
              "      <td>4.8</td>\n",
              "      <td>6.8</td>\n",
              "      <td>3.18</td>\n",
              "      <td>0.042</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>483</th>\n",
              "      <td>0.99380</td>\n",
              "      <td>134.0</td>\n",
              "      <td>0.47</td>\n",
              "      <td>33.0</td>\n",
              "      <td>0.32</td>\n",
              "      <td>0.26</td>\n",
              "      <td>4.8</td>\n",
              "      <td>6.8</td>\n",
              "      <td>3.18</td>\n",
              "      <td>0.042</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1585</th>\n",
              "      <td>0.99200</td>\n",
              "      <td>134.0</td>\n",
              "      <td>0.47</td>\n",
              "      <td>33.0</td>\n",
              "      <td>0.32</td>\n",
              "      <td>0.26</td>\n",
              "      <td>4.8</td>\n",
              "      <td>6.8</td>\n",
              "      <td>3.18</td>\n",
              "      <td>0.042</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1499</th>\n",
              "      <td>0.99855</td>\n",
              "      <td>134.0</td>\n",
              "      <td>0.47</td>\n",
              "      <td>33.0</td>\n",
              "      <td>0.32</td>\n",
              "      <td>0.26</td>\n",
              "      <td>4.8</td>\n",
              "      <td>6.8</td>\n",
              "      <td>3.18</td>\n",
              "      <td>0.042</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>885 rows × 10 columns</p>\n",
              "</div>"
            ],
            "text/plain": [
              "      features/density  features/total sulfur dioxide  features/sulphates  \\\n",
              "1389           0.99280                          134.0                0.47   \n",
              "3829           0.99250                          134.0                0.47   \n",
              "3752           0.99820                          134.0                0.47   \n",
              "1654           0.98949                          134.0                0.47   \n",
              "1694           0.99540                          134.0                0.47   \n",
              "...                ...                            ...                 ...   \n",
              "3492           0.98994                          134.0                0.47   \n",
              "3627           0.99212                          134.0                0.47   \n",
              "483            0.99380                          134.0                0.47   \n",
              "1585           0.99200                          134.0                0.47   \n",
              "1499           0.99855                          134.0                0.47   \n",
              "\n",
              "      features/free sulfur dioxide  features/citric acid  \\\n",
              "1389                          33.0                  0.32   \n",
              "3829                          33.0                  0.32   \n",
              "3752                          33.0                  0.32   \n",
              "1654                          33.0                  0.32   \n",
              "1694                          33.0                  0.32   \n",
              "...                            ...                   ...   \n",
              "3492                          33.0                  0.32   \n",
              "3627                          33.0                  0.32   \n",
              "483                           33.0                  0.32   \n",
              "1585                          33.0                  0.32   \n",
              "1499                          33.0                  0.32   \n",
              "\n",
              "      features/volatile acidity  features/residual sugar  \\\n",
              "1389                       0.26                      4.8   \n",
              "3829                       0.26                      4.8   \n",
              "3752                       0.26                      4.8   \n",
              "1654                       0.26                      4.8   \n",
              "1694                       0.26                      4.8   \n",
              "...                         ...                      ...   \n",
              "3492                       0.26                      4.8   \n",
              "3627                       0.26                      4.8   \n",
              "483                        0.26                      4.8   \n",
              "1585                       0.26                      4.8   \n",
              "1499                       0.26                      4.8   \n",
              "\n",
              "      features/fixed acidity  features/pH  features/chlorides  \n",
              "1389                     6.8         3.18               0.042  \n",
              "3829                     6.8         3.18               0.042  \n",
              "3752                     6.8         3.18               0.042  \n",
              "1654                     6.8         3.18               0.042  \n",
              "1694                     6.8         3.18               0.042  \n",
              "...                      ...          ...                 ...  \n",
              "3492                     6.8         3.18               0.042  \n",
              "3627                     6.8         3.18               0.042  \n",
              "483                      6.8         3.18               0.042  \n",
              "1585                     6.8         3.18               0.042  \n",
              "1499                     6.8         3.18               0.042  \n",
              "\n",
              "[885 rows x 10 columns]"
            ]
          },
          "execution_count": 25,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "x_test[x_test.drop([_1],axis=1).columns] = x_test.drop([_1],axis=1).median()\n",
        "x_test"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 26,
      "metadata": {},
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "28/28 [==============================] - 0s 748us/step\n",
            "28/28 [==============================] - 0s 715us/step\n",
            "28/28 [==============================] - 0s 738us/step\n"
          ]
        },
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 1200x800 with 1 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        }
      ],
      "source": [
        "plt.figure(figsize=(12,8))\n",
        "plt.scatter(x_test[_1], y_test)\n",
        "plt.scatter(x_test[_1], y_test, c='c')\n",
        "plt.plot(x_test[_1], l1_model.predict(x_test),label='L1')\n",
        "plt.plot(x_test[_1], l2_model.predict(x_test),label='L2')\n",
        "plt.plot(x_test[_1], linear_model.predict(x_test), label='Linear')\n",
        "plt.xlabel('X')\n",
        "plt.ylabel('Y')\n",
        "plt.title(\"Plot\")\n",
        "plt.legend();"
      ]
    }
  ],
  "metadata": {
    "colab": {
      "name": "Lab_report.ipynb",
      "provenance": []
    },
    "kernelspec": {
      "display_name": "tensorflow",
      "language": "python",
      "name": "tensorflow"
    },
    "language_info": {
      "codemirror_mode": {
        "name": "ipython",
        "version": 3
      },
      "file_extension": ".py",
      "mimetype": "text/x-python",
      "name": "python",
      "nbconvert_exporter": "python",
      "pygments_lexer": "ipython3",
      "version": "3.11.4"
    },
    "nteract": {
      "version": "nteract-front-end@1.0.0"
    }
  },
  "nbformat": 4,
  "nbformat_minor": 4
}