Principal Component Analysis.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "ef22caf3",
   "metadata": {},
   "source": [
    "# Principal Component Analysis (PCA) with Python"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "6cc04e58",
   "metadata": {},
   "source": [
    "Hi Guys, Welcome to [Tirendaz Academy](https://youtube.com/c/tirendazacademy) 😀\n",
    "</br>\n",
    "In this notebook, I'm going to talk about principal component analysis (PCA) with Python.\n",
    "</br>\n",
    "Happy learning 🐱‍🏍 "
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7523727e",
   "metadata": {},
   "source": [
    "## Loading The Dataset"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "10a70b41",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "9d9ee6c6",
   "metadata": {},
   "outputs": [],
   "source": [
    "df = pd.read_csv(\"wine.data\", header = None)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "464bb62e",
   "metadata": {},
   "outputs": [],
   "source": [
    "df.columns = ['Class label', 'Alcohol', 'Malic acid', 'Ash', 'Alcalinity of ash', \n",
    "'Magnesium', 'Total phenols', 'Flavanoids', 'Nonflavanoid phenols', 'Proanthocyanins', 'Color intensity', \n",
    "'Hue', 'OD280/OD315 of diluted wines', 'Proline']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "87f313b8",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
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       "    }\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>Class label</th>\n",
       "      <th>Alcohol</th>\n",
       "      <th>Malic acid</th>\n",
       "      <th>Ash</th>\n",
       "      <th>Alcalinity of ash</th>\n",
       "      <th>Magnesium</th>\n",
       "      <th>Total phenols</th>\n",
       "      <th>Flavanoids</th>\n",
       "      <th>Nonflavanoid phenols</th>\n",
       "      <th>Proanthocyanins</th>\n",
       "      <th>Color intensity</th>\n",
       "      <th>Hue</th>\n",
       "      <th>OD280/OD315 of diluted wines</th>\n",
       "      <th>Proline</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>14.23</td>\n",
       "      <td>1.71</td>\n",
       "      <td>2.43</td>\n",
       "      <td>15.6</td>\n",
       "      <td>127</td>\n",
       "      <td>2.80</td>\n",
       "      <td>3.06</td>\n",
       "      <td>0.28</td>\n",
       "      <td>2.29</td>\n",
       "      <td>5.64</td>\n",
       "      <td>1.04</td>\n",
       "      <td>3.92</td>\n",
       "      <td>1065</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1</td>\n",
       "      <td>13.20</td>\n",
       "      <td>1.78</td>\n",
       "      <td>2.14</td>\n",
       "      <td>11.2</td>\n",
       "      <td>100</td>\n",
       "      <td>2.65</td>\n",
       "      <td>2.76</td>\n",
       "      <td>0.26</td>\n",
       "      <td>1.28</td>\n",
       "      <td>4.38</td>\n",
       "      <td>1.05</td>\n",
       "      <td>3.40</td>\n",
       "      <td>1050</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1</td>\n",
       "      <td>13.16</td>\n",
       "      <td>2.36</td>\n",
       "      <td>2.67</td>\n",
       "      <td>18.6</td>\n",
       "      <td>101</td>\n",
       "      <td>2.80</td>\n",
       "      <td>3.24</td>\n",
       "      <td>0.30</td>\n",
       "      <td>2.81</td>\n",
       "      <td>5.68</td>\n",
       "      <td>1.03</td>\n",
       "      <td>3.17</td>\n",
       "      <td>1185</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1</td>\n",
       "      <td>14.37</td>\n",
       "      <td>1.95</td>\n",
       "      <td>2.50</td>\n",
       "      <td>16.8</td>\n",
       "      <td>113</td>\n",
       "      <td>3.85</td>\n",
       "      <td>3.49</td>\n",
       "      <td>0.24</td>\n",
       "      <td>2.18</td>\n",
       "      <td>7.80</td>\n",
       "      <td>0.86</td>\n",
       "      <td>3.45</td>\n",
       "      <td>1480</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1</td>\n",
       "      <td>13.24</td>\n",
       "      <td>2.59</td>\n",
       "      <td>2.87</td>\n",
       "      <td>21.0</td>\n",
       "      <td>118</td>\n",
       "      <td>2.80</td>\n",
       "      <td>2.69</td>\n",
       "      <td>0.39</td>\n",
       "      <td>1.82</td>\n",
       "      <td>4.32</td>\n",
       "      <td>1.04</td>\n",
       "      <td>2.93</td>\n",
       "      <td>735</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   Class label  Alcohol  Malic acid   Ash  Alcalinity of ash  Magnesium  \\\n",
       "0            1    14.23        1.71  2.43               15.6        127   \n",
       "1            1    13.20        1.78  2.14               11.2        100   \n",
       "2            1    13.16        2.36  2.67               18.6        101   \n",
       "3            1    14.37        1.95  2.50               16.8        113   \n",
       "4            1    13.24        2.59  2.87               21.0        118   \n",
       "\n",
       "   Total phenols  Flavanoids  Nonflavanoid phenols  Proanthocyanins  \\\n",
       "0           2.80        3.06                  0.28             2.29   \n",
       "1           2.65        2.76                  0.26             1.28   \n",
       "2           2.80        3.24                  0.30             2.81   \n",
       "3           3.85        3.49                  0.24             2.18   \n",
       "4           2.80        2.69                  0.39             1.82   \n",
       "\n",
       "   Color intensity   Hue  OD280/OD315 of diluted wines  Proline  \n",
       "0             5.64  1.04                          3.92     1065  \n",
       "1             4.38  1.05                          3.40     1050  \n",
       "2             5.68  1.03                          3.17     1185  \n",
       "3             7.80  0.86                          3.45     1480  \n",
       "4             4.32  1.04                          2.93      735  "
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "069aba18",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(178, 14)"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.shape"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2ecdcdc9",
   "metadata": {},
   "source": [
    "## Preprocessing The Dataset"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "7e688e9b",
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.model_selection import train_test_split"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "1c0d8a95",
   "metadata": {},
   "outputs": [],
   "source": [
    "X = df.iloc[:, 1:].values"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "b1513a29",
   "metadata": {},
   "outputs": [],
   "source": [
    "y = df.iloc[:,0].values"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "4f46b658",
   "metadata": {},
   "outputs": [],
   "source": [
    "X_train, X_test, y_train, y_test = train_test_split(X, y, stratify=y, random_state=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "0c57542c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "2    71\n",
       "1    59\n",
       "3    48\n",
       "Name: Class label, dtype: int64"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df[\"Class label\"].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "6006e8f5",
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.preprocessing import StandardScaler"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "c54d778a",
   "metadata": {},
   "outputs": [],
   "source": [
    "sc = StandardScaler()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "4de7cb70",
   "metadata": {},
   "outputs": [],
   "source": [
    "X_train_std = sc.fit_transform(X_train)\n",
    "X_test_std = sc.transform(X_test)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9e3239b9",
   "metadata": {},
   "source": [
    "## PCA"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "c3397015",
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "3f733665",
   "metadata": {},
   "outputs": [],
   "source": [
    "cov_mat = np.cov(X_train_std.T)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "2b3cfd2d",
   "metadata": {},
   "outputs": [],
   "source": [
    "eigen_vals, eigen_vecs = np.linalg.eig(cov_mat)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "021d4321",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([4.74306501, 2.6586004 , 1.56143451, 0.8894226 , 0.81967284,\n",
       "       0.56165199, 0.48203619, 0.09956339, 0.35861154, 0.16926049,\n",
       "       0.21363015, 0.25638834, 0.28514741])"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "eigen_vals"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "d2d6ed07",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(13, 13)"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "eigen_vecs.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "1a1db1eb",
   "metadata": {},
   "outputs": [],
   "source": [
    "tot = sum(eigen_vals)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "91664a21",
   "metadata": {},
   "outputs": [],
   "source": [
    "var_exp = [(i/tot) for i in sorted(eigen_vals, reverse=True)]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "cb9c269e",
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "aee5a388",
   "metadata": {},
   "outputs": [],
   "source": [
    "import seaborn as sns\n",
    "sns.set_theme()\n",
    "sns.set(rc = {\"figure.dpi\":300})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "bf391c18",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<BarContainer object of 13 artists>"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1800x1200 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.bar(range(1,14), var_exp, align =\"center\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b8b9ec58",
   "metadata": {},
   "source": [
    "## PCA with Scikit-Learn"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "59586a89",
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.decomposition import PCA"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "e50b4c0f",
   "metadata": {},
   "outputs": [],
   "source": [
    "pca = PCA(n_components=2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "248e37a1",
   "metadata": {},
   "outputs": [],
   "source": [
    "X_train_pca = pca.fit_transform(X_train_std)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "60cff67e",
   "metadata": {},
   "outputs": [],
   "source": [
    "X_test_pca = pca.transform(X_test_std)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "id": "f118b569",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([4.74306501, 2.6586004 ])"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pca.explained_variance_"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "id": "2a995feb",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1800x1200 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "for idx, cl in enumerate(np.unique(y_train)):\n",
    "    plt.scatter(x = X_train_pca[y_train == cl, 0],\n",
    "                y = X_train_pca[y_train == cl, 1],\n",
    "                alpha = 0.8,\n",
    "                label = f\"Class {cl}\",\n",
    "                edgecolors=\"black\")\n",
    "plt.xlabel(\"PCA 1\")\n",
    "plt.ylabel(\"PCA 2\")\n",
    "plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "id": "3c8c3ed2",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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tjlufiooK5OT8goqKclRVVcJisUClUiE4OAR9+/bDkCGx0GoDWx2/tLQEOTm/oqTkDEwmE7TaQAQHh6BPn76IixsKhaL1v9qKi08iNzcHBkMZLBYzdDo9goODMWDAQAweHNshjXyfe24J8vOPeIyp1Wr85S8P4s4778HcubPbfQ5ERJ1NYuI4JCVNQnp6KgRtCCRjGXJOlGLJhjQsmjoe4Xpts2MZjGa8smU3ck6UAoIAQRsCQEBy8iQ+4EFERERE5IeYJCGiOgoL85GSsggGgwESJJgsdpgsIhzOur1HJAmwi07YRSfMVhFymYBAjQKBGiXS0lJx8OABLF36KqKion3wSrqeb77Z6rEdHz8C0dExbY6rVqsxb95jkMlkSEgYiUsu6d3mmBcrLS3B559vwq5d3+PYsaJG+9QoFAqMHZuIO+/8E0aOHN2s+KIo4ssvN+OrrzYjL+9Ig/tptYEYM2YsbrttOkaNGtOs2BaLBZ9+ugHbtn2FkyePN7hfcHAwEhN/h+nT78KQIXHNiu0NY8aMxcKFKejbt1+HnZOIqDOaO3cesrIOuHp26cIhVRuQc6IUc9duxcxJozExfhCUjZSRtDsc2HnoKN5L/dm1gkQQIOjCIciVCA8Px5w58zrw1RARERERUWfBJAkReSgszMeCBfNhNBohOpwoN9pgF50AgACtHgOHXoHwS6IQHNEXSqUadrsNlWXFMJwpxLGcfbCajagy2WGxORCqV8NgMGDBgnlYtmw5EyVNMBjKcPhwrsdYa/qQNKQtJbsas2HDv7F27Vuw2WzN2l8URezZsxt79uzGrbdOw/z5CxtdoVFWVoZFi+bjyJHcBvc5z2w24Ycf0vHDD+n4wx+ux+OPPwmVStXg/seOHcWCBfNw+nRxk7ErKyvx7bdfY8eO7bjjjrvx4IOPtOvKkqFDL8WsWQ9h7Fg+1UxEBABBQcFYuvRVLFgwz9UbTR8ByVwBk9WOldsy8OHOA0iOj0Rs3wgM6hkKjUoBS42IoyXlOFxchrRDRa4m7YCrxJY2BIJcCb1ej6VLX+XKV/IbkiTBbDZDFO1QKJTQarUdslqWiIiIqLNikoSI3KqqKpGSsghGoxE1dgfOVVnhlABVgBYJ42/FgLixkMs93zYCAOhDeqJfzEjEj7sJx3N/xMHdn6HGakZZhQVhQQEwGo1ISVmINWvW8QZEIw4ePFhnBcbIkc1bDeEr77yzGh99tK7OuEajRe/evaHRaGG1WlFaWoKqqso6+3322UYMGDAIt946rd74NpsNjz02FwUF+R7jCoUCvXv3gU6nh8PhwNmzp1FZ6Rn/22+/hlwuR0rK0/XGrqiowCOP/BUGQ5nHuFqtRu/efREYGIiaGhtOnSqGyWRy/9zpdOKTTz6CRqPFjBmz6v+HaYOrrpqI+fMX4LLLRnk9NhFRVxcVFY1ly5YjJWUhDAYDBH0EJKsJkq0alSYrNu/LaTyATAZBravtQSIgPDycK17JLxQWFiA9PRWHD+cgPz/PlWispdfrERMzGLGxQ5GcfA0iI6N8OFMiIiKijsckCRG5rVq1HAaDAaLD6U6QRPSJxrjrZ0ET2HRyQy5XIHLYlbhk0DDs/Xotyk4V4FyVFREhGhgMBqxevRyLFy/pgFfSNRUVFXhsy2QyxMQM9tFsmvbLL4fw8ccfeIyNHTsOM2fOwrBhw+s8kVhQkI9Nm9Zj27YvPZJB7733Dm666ZZ6e4msX/+RR4IkPDwcc+f+DVddlQS1Wu2x76FD2Vi9+g1kZx90j33zzVbcfPNtGDp0WJ3Yb721wiNB0r//ADz88KMYOzbRYy6SJOGnn/ZhxYrXUVRU6B7/97/fxw03/BE9e/Zq8N+oNWbOZM8RIqLGREVFY82adVi9ejnS0lIhBOggqAMh2a2QRBvgsAMOEe7maXIFIFdCUKghKANcYwB7p5FfyMjYi40bP0F2dlaD+xiNRmRm7kdm5n5s2PAxhg8fgenT72aPHiIiIvIbMl9PgIg6h4yMvUhPT4UkSSg32twJkqumPtKsBMnFNIHBuGrqI4joEw2nBJQbbZAgIS0tFRkZe9vpFXR9xcUnPbYjInrUSQR0Jm++uRxOp9O9PXHiJCxbthzx8SPqLdkQHR2DJ554CvPnL/QYr6ysRGbmz/WeY+vWL9x/l8vleOONtzB58rX1/rvExw/HihVvIyFhpHtMkiR8+eWWOvtarVakpv7Xva3XB2H16rW48srxdZI1giDg8ssT8dZb76F//wHucZvNhu3bt9U7byIial9BQcFYvHgJnnvuJYwYkeDqL6LSQKYNgUzfA7KQ3pCF9nH9qe8BmTYEgkoDCAJGjEjA88+/jMWLlzBBQt1WVVUlli59Fk899YQrQSJJkGoscJor4DSWwFlxGs7yU64/jSVwmisg1VgASUJ2dhaefPJxvPjis/WuBCYiIiLqbpgkISIAwMaNnwAATFY77KITqgAtxl0/Cwplw/0cGqNQqjDuur9ApdbALjphstgBAJs2rffanLub6upqj+3Q0DAfzaRpZWWlyMo64N5Wq9V49NFFkMma/rVy88231Vl9cfz40Tr7mc0mnDlz2r09ZEhsk+UflEolHnzwYY+xn376sc5+J0+egNVqdW+PGTMWYWHhjcbW6XR1VnnUF5uIiDpOYuI4vPbaCqxZsw533nkPRo4cBb1e77GPXq/HyJGjcOed92DNmnV47bUVfEKeurXCwnzMnj0D6empACRI1mo4q85CMpUDNjMg1q60Alx/iiJgM0Mylbv2s1YDtQ84zZ49A4WFBY2djoiIiKjLY7ktIkJhYQGys7MgSRJMFhEAkDD+1havIPktjS4ECRNuw/999xFMFhGBAUpkZR1EUVEhax3Xw2w2e2wHBAT4aCZNKy0twfjxV+P06VM4c+YUrrjiyiaTDOfJZDIMGRKLkpKz7rHfJogAQBQdHtunT5+GzWaFWt34v8uwYcPxyCOP4ZJLeqN37z7o27dvnX2cTs/Yx48fhSRJTTYtHTduPObPX4DevfuiT5++6NOnT6P7ExFRx4iMjHJ/tpAkCRaLBXZ7DZRKFTQaDZtSk98oLMzHggXzYTQaITnskMwVgOh6WCk4MADJ8ZGI6xeBgT1CoVEpYKkRcay0HLkny5B2qAiVJiskSxUkuwWCNgQGgwELFszDsmXL2buHiIiIui0mSYio9ikzwFrjgMMpISAwCAPixnol9oC4scjeswVWsxG2GgcC1Aqkp6cySVIPhULusS2Koo9m0rShQ4fhxReXubdbOledzvMp3/qODwoKQkhICCoqKgAAFRXleOaZJ/H4408iJCSkwdiCIGDatDsbPX/fvv0gl8vhcLiSJQUF+XjttZfw0EPzoNVqG5m3DrfddkejsYmIyLcEQah9L2/4/ZyoO6qqqkRKyiJXgkSsgVRtACQJOo0KM5JHYWL8ICjlnp83QwH0CdNjXOwA3DMxATsPHcW6tP2ottRAMpYBunAYjUakpCzEmjXrWKKOiIiIuiWW2yIiHD6cAwCw2V03jAfGjYVc7p0cqlyuwMChVwAArLXxc3N/9Urs7kaj8byZc3E5qM6uvqbr9SkuPomvv/6qzjVwcW+Ti1133Y0e27t27cTtt9+IJ598HFu3foGzZ8+0ZroIDNRhwoSJHmNbtnyGW2+dgueffxo7dmxHeXl5q2ITERER+cKqVcthMBhcK0hqEyRD+/fAqllTMDkhuk6C5LeUcjkmJ0Rj1awpGNq/h6uPSbUrnsFgwOrVyzvolRARERF1LK4kIfJzkiQhPz8PAGAXXTeqwy/x7iqP8/HOx8/Pz2tWaSN/ExHRw2PbYCjz0UzaxmSqxokTJ3DqVDFOny7GqVPFOHbsKAoLCxps/imdr4v9G3fffS9++CHdo6m9xWLBzp2p2LnTtQJqwICBGDNmLMaOTcSoUZc3uhLkYg88MAeZmT+hsvLCnIzGKmzfvg3bt2+DIAiIiRmMMWOuwNixVyAhYRRUqtb16CEiIiJqTxkZe12rwyXJVWKrNkHy7B3JUCtb9rU/TKfBs3ckY8mGNOScKIVkroCgj0BaWiqSkiYjMXFc+7wIIiIiIh9hkoTIz5nNZhiNRgCA6HAlMYIj6vZwaIvz8c7HNxqNsFgszb6Z7S8GDBjgsV1RUQ6LxQKNRuOjGTWP0+nE3r3/w3fffYuDBzM9eo20VUhICF5/fRWeeuoJHDmSW+8+x48fw/Hjx/D555ugVCoxatTlSE6+BklJ1zR6jfXvPwDLlq3AP/7xJE6ePFHn55IkIS/vCPLyjmD9+o+g0WgwdmwiJk36AyZMuBpKpdJrr5OIqL1JkgSz2QxRtEOhUEKr1fJhBaJuZOPGTwAAks0EiHboNCo8fvOEFidIzlMrFVg0dTzmrt0Kk9UOyWqCEKDDpk3rmSQhIiKibodJEiI/J9Y2cgSA8w/zK5Vqr56jvnh2ew1YK9zT4MGxdcaOHDmMhITLvBJfkiQ4nU7Imyi10BIHDx7A66+/hIKC/Gbtr9PpMGbMFTh79jRycppXdq1v335Yu/YDfP31V/jii88bLddmt9uxb98e7Nu3B2+/vQoPPDAHU6bc1OD+Q4cOwwcfbMDnn2/Ctm1f4OjRogb3tVgs+P77dHz/fTr69OmLRx55FOPHX92s10BE5AuFhQVIT0/F4cM5yM/Pcz8UAQB6vR4xMYMRGzsUycnXsFcYURdWWFiA7Ows1yoSWzUAYEbyKITp2vagTbhei5mTRmPltgxItmoI6kBkZR1EUVEh3zOIiIioW2GShMjPKRQXnoYXBFeixG63IcCL57DbbXXGlEqWLfqtYcPiERAQ4NGLJCsr02tJkuzsg1i0aD5GjLgMl102GiNHjsKQIXGtTpqkpX2H5557Cna7vc7PBEFAr16XYMCAgRgwYBCio2MQGxuH6OjBkMvleOGFZ5qdJAEAuVyOG2+cihtvnIrTp09hz57d2LdvLw4e3A+TyVTvMeXl5/DSS8+hpOQsZs6c3WBstVqNO++8B3feeQ+OHi3Cnj278OOPGcjOPgibre61CwCnThVj8eIFWLx4Ca6//sZ69yEi8pWMjL3YuPET103TBhiNRmRm7kdm5n5s2PAxhg8fgenT78YVVyR24EyJyBvS010lSCW7FXA6EaILwMT4QV6JPTF+ED7ceQCVJiskuxWCSoP09FQmSYiIiKhbYZKEyM9ptVro9XoYjUYo5DLYRScqy4qhD+nptXNUlhUDABRyGQDX06udvYSULyiVSowZMxa7d//gHvv++3T86U8zvBI/I2MPqqursWfPbuzZsxuCIOCzz7aiZ89eLY514sRxvPjiPzwSJFptIG655XaMG/c7DBkS1+j/xzU1Na16DQDQu3cf3HrrNNx66zQ4HA4cPpyDn3/+CT/+uBdZWQfgcDg89n/vvTX43e+uQmxsXJOxBw2KxKBBkbjrrj/Dbrfjl1+y8fPP/4d9+/YiJ+cXj94pkiRh2bKXMHbsOERERLT69RAReUtVVSVWrVruvmEKSYJkt0ISbYCjBnA4XE9DCAIglwNyFQSFGoIyANnZWcjOzkJy8iTMmTMPQUHBvn0xRNRshw/nAIDrv3UAScMim2zS3lxKuRzJ8ZHYvC8HkmiDoNI0uqqXiIiIqCuS+XoCRORb55tTA4BS4XpLMJwp9Oo5zsc7Hz8mZjDroDfg+uuneGzn5v7aYC+OlhBFEdu3b/MYGz48oVUJEgD497/fh8VicW/36NETH3ywHn/961wkJIxsMglWWVnhsd1Q4/amyOVyXHppPP70p/uwcuU72LJlO/7855mQyTx/vX322X9aHFupVOKyy0bh/vsfwJo17+PTT7/CTTfd4rFPTY0NX375eavmTkTkTYWF+Zg9e0ZtgkSCZK2Gs+osJFM5YDMDonihrqYkubZtZkimctd+1moAEtLSUjF79gwUFhb48uUQUTNJkoT8/DzXhsP1EEpcP+8+vBHbtzaew/VwTH5+Xqs/uxERERF1RlxJQkSIjR2KzMz9UCvlMFtFHMv9EfHjboJc3va3CIdDxLGcfQCAAKXriba4uEvbHLe7mjDhakRE9EBZWal77L331uCll15vU9z//vebOg3Vf5uQaYmdO1M9tv/yl7+id+8+zT6+qMgzEdfQF+2yslIcO3YUx48fw5VXjkevXpc0Gjc0NBSzZz8Eu92O9es/uuh8njf7JEnC2bNn3LFvuOFGaLWBjcbu1esSLFyYgsrKSo/X/9vXQkTU0QoL87FgwXwYjUZIDjskcwVQ23MsODAAyfGRiOsXgYE9QqFRKWCpEXGstBy5J8uQdqjIVUbHUgXJboGgDYHBYMCCBfOwbNlyREVF+/bFEVGjzGbzhX5DtatpB/YI9eo5BvWsjecQAbjK9VksFmi17C9IRERE3QOTJESEpKRJ2LDhYwSo5JDLBFhNVTie+yMih13Z5tjHc3+E1WyEXCZArZK7z0f1UyqV+POfZ+L11192j+3e/QO2b9+Ga6+9oVUxz50zYPXqNzzG+vTpi2uvbV2SpLKyok4fkGHDhjf7+P37f4LBUOYx9tsSWQDw978vxPffp1808gRuvvm2Zp1j9OjLPZIklZWVHj+///4/eazQ6devP8aN+12zYo8Zc7lHkqSqqrKRvYmI2ldVVSVSUha5EiRiDaRqAyBJ0GlUmJE8ChPjB9UpuxMKoE+YHuNiB+CeiQnYeego1qXtR7WlBpKxDNCFw2g0IiVlIdasWcfSW0SdmChe1Buu9qETjcq7X/Pd8S56qMVurwHAJAkRERF1Dyy3RUSIiorG8OEjIAgCAjWuL0EHd38Gi6ltN38t1RU4uOtTAECgRgFBEDBiRAIbPTbhj3+8GYMHD/EYe+WVF7B37/9aHKu6uhqLFv2tTpLggQfmQqFo3Rfo+kqlnTtnaNaxZrMJL7/8fJ1x1xdtT8OHJ3hsf/nl53A6nc06T3HxSY/tSy7p7bE9YoRn7C1bPm1WXFfsYo/tpla3EBG1p1WrlsNgMLhWkNQmSIb274FVs6ZgckJ0k30JlHI5JidEY9WsKRjav4erj0m1K57BYMDq1cs76JUQUWsoFMoLG7Wf0Sw1olfP4Y530WdApVLl1XMQERER+RKTJEQEAJg27S4AQKBGCaVChhqrGXu/XguxnpvXzSHaa7D3m3dRY7NAqZAhUKP0OA81TKFQ4OmnX0BAQIB7rKamBk888Sjeffdt2Gy2ZsXJyzuChx66v05zzRtvnIpJkya3en5BQcEICQnxGFu//qMmExglJWexYMG8OgkMAB79Tc77/e+vg0p14Qt4Xt4RrF37VpPzO3fOgI8//sBjbNy48R7b119/o8f2//63C1u2fNZk7OPHj+KLLzx7kFx55fgG9iYial8ZGXtdPUgkyVViqzZB8uwdyQjTNd4b6rfCdBo8e0fyhUSJuQLne5RkZOxtj+kTkRdotVro9XrXRm1S9FhpuVfPcbSkNl5tKV69Xt9k/zkiIiKiroRJEiICACQmjkNS0iQIEBCqV0MmAGWnCvDDlhWwVFe0KJalugI/bFmBslMFkMmAUL0aAgQkJ0/CFVckts8L6GYGDYrEiy8u80gSOBwOvP/+u5g+fSref/9dHD9+tM5xdrsdBw7sx3PPPYVZs/5cp/Hu6NFjMX/+gjbPb+LEazy29+79H/7+94X1zunkyRN49923cd99dyEr60C98dy1tC8SFhaOm2661WPso4/WYfHix5CT80udPiZ2ux3p6d/hgQdmePRfCQsLxx//ONVj3yFD4jBhwtUeY6+99hJeeum5enuMmM1mbN26BQ899BeYzRdKjUVFRWPChIn1viYiova2ceMnAADJZgJEO3QaFR6/eQLUytatFFQrFVg0dTwCA5SAaIdkdb3fbdq03mtzJiLvEgQBMTGDXRty1+fG3JNljRzRcoeLa+PJXQ89xcQMrndlMXUfkiTBZDK5y+w21D+QiIiou2BPEiJymzt3HrKyDsBgMCAsKADnqqwoO1WAb//9LBIm3IYBcWMbbebucIg4nvsjDu76FDU2C2QyIEwfAIVchvDwcMyZM68DX03Xd/nliVi2bAWeeebvHuWsyspK8e67b+Pdd9+GXh+Enj17Qa1Ww2iswtmzZ1FTU/9Kk+TkyXjyyX94JF5aa8aMvyAtbYdHP45du77Hrl3fo0ePnoiIiIDNZkNJSQmqqz0TIDqdHnfccTfeffdt91h9yRUAeOCBOdi//ycUFOTVOY9Op0fv3r2hUqlhMlWjuPgk7Ha7x/FKpRJLljyHwEBdndgLF6bg8OFcd0JFkiRs3foFtm79AiEhoejZsxcUCgWMxiqcOlVcp2+KTqfDM8+8AHkTpWyIiNpDYWEBsrOzXKs+bNUAgBnJo1q8guS3wvVazJw0Giu3ZUCyVUNQByIr6yCKigpZLpOok4qNHYrMzP0QFGpINjPSfynCPRMTmiy31xx2hwNph4oAAIJCDQCIi7u0zXGp8yksLEB6eioOH85Bfn6ex0NMer0eMTGDERs7FMnJ1/D3ARERdTtMkhCRW1BQMJYufRULFsyD0WhERIgG5UYbamwW/N93HyF7zxYMHHoFwi+JQnBEXyiVatjtNlSWFcNwphDHcvbBanZ9mFYqZAjVq6GQy6DX67F06ats/NoKo0aNwbp1H+PNN5djx45v65S0MhqrYDRWNRojNDQMDz/8KH7/+2u9Nq/w8Ai88sobWLRofp3G5aWlJSgtLan3uCuuuBILF6YgLCwMH374HmpqXOXcjh4twpkzp+v0DgkICMDKlW8jJWUhDhzY7/Gz6moj8vLqrkA5LyKiB5YseQ6jRo2p9+dhYeFYvXotHn/8b3VW3FRUlKOiouFSFQMHDsI//vEioqJiGtyHiKg9paenAgAkuxVwOhGiC8DE+EFeiT0xfhA+3HkAlSYrJLsVgkqD9PRU3hQj6qSSkiZhw4aPISgDIMlkqKi2Yueho5icEN3m2DsPHUWlyQrIZBCUAe7zUfeRkbEXGzd+4kq8N8BoNCIzcz8yM/djw4aPMXz4CEyffjerBBARUbfBJAkReYiKisayZcuRkrIQBoMBESEBMFnsMFlEWM1GHP75u0aPl8tczd8DNUoIEBAeHo6lS19FVFTbv6T5q/DwCDz11HP4059m4uuvv8QPP+zEyZMnGj1GLpcjLu5STJlyEyZPvtajv4m3xMcPx4cf/gdr176J7777tsFeKWq1GqNHj8Xtt0/H5Zdf+CI1fvzVSEvb4d7etGk9Hn740TrHBwUFY+XKd7Bjx3Zs3vwpDh3KanTJf0zMEFxzze9xyy23Q6sNbPQ19O7dB++99zG++OIzbN36BfLyjjS4r0wmw6WXxuMPf7geN9zwR6+syCEiaq3Dh3MAAJLoeu9NGhbplafGAVcz9+T4SGzelwNJtEFQaer0tyKiziMqKhrDh49AdnYWBLUOkqUK69L2Y3R0nzatLjMYzXgv9WcAgKDWAYKAESMSmDDtJqqqKrFq1XJ30h2SBMludf1ecdQADgcgSYAguPrdyFUQFGoIygBkZ2chOzsLycmTMGfOPD4MR0REXZ4gsbgk+RGDoRpOZ+sveafTgZISz6bTPXv2g0zW/crtVFVVYvXq5UhLq31SVZJgq3HAanfALjohOi6saFDIZVAqZAhQyqFWyd01ivmhuXkUCs/2UKLYeAN0ACgvL0dhYT5Ony6GyWSCxWJBQEAA9Pog9O7dB0OHDuvQhpoWiwU5Ob/g+PGjMBqrIZfLEBISit69+2DYsOFeTShUVlbgyJHDKC4+CbPZBFEUERwcgrCwMAwZEodevS5pdeyysjLk5R3GmTOnYTJVQ5IkhIaGIiwsAkOHDkNoaKjXXkdX0Zr3PUEQEBHhWeKsrKya9aypy+ps17QkSbj11hthNBrhNJYAoojFt07AuNgBXjvHntzjeOnzXYBCCZm+B/R6PT777Cv2IegmOts1TW2XkbEXTz31BAAJTmMZINoxtH8PPHtHcqv6FNnsIpZsSEPOidLa94EIAAKef/7lTrt6gNd18xUW5iMlZREMBgMACZLV5Crd6Gz6ewhkMghqHYSAQIAPxbUrXtPUHfG6pobIZALCw+uWSu8oXElCRPUKCgrG4sVLkJQ0GZs2rUdW1kEEqBUIUDf9tjFiRAKmTbur036B6g5CQ0MxevTlAC739VQAABqNBqNGjWmwtJU3BQeH4PLLr8Dll1/h9dgRERGIiIjwelwiIm8ym80XasXX9ksa2MO7SdxBPWvjOUQArlIrFosFWq3Wq+chIu9ITByHpKRJSE9PhaANgWQsQ86JUizZkIZFU8cjXN/8/3YNRjNe2bLblSARBAjaEAACkpMn8fN9N1BYmI8FC+bDaDRCctghmSsA0dXXLzgwAMnxkYjrF4GBPUKhUSlgqRFxrLQcuSfLkHaoyFWK0VIFyW6BoA2BwWDAggXzsGzZciZKiIioy2KShIgalZg4DomJ41BUVIj09FTk5v7aYCO/uLhLkZQ0iUvwiYiI2pFYezMLgKsUCgCNyrsf693xLnqqz26vAcAkCVFnNXfuPGRlHXCtDtCFQ6o2IOdEKeau3YqZk0ZjYvygRsvy2R0O7Dx0FO+l/gyT1e5KkOjCIciVCA8Px5w58zrw1VB7qKqqRErKIleCRKyBVG0AJAk6jQozkkfVe42EAugTpse42AG4Z2ICdh46inVp+1FtqYFkLAN04TAajUhJWYg1a9axigAREXVJTJIQUbNERka5kx+SJMFiscBur4FSqYJGo2H5DSIiog6iUCgvbAgCIEmw1Ijw5loSS414IX4tpZK9mIg6s6CgYCxd+ioWLJjneqBJHwHJXAGT1Y6V2zLw4c4DSI6PRGzfCAzqeWGVwNGSchwuvrBKAACgUELQhkCQK6HX67F06au8+d0NrFq1HAaDwbWCpDZBMrR/Dzx+84Rm9a9RyuWYnBCN0dF98PLmXcg5UeqKo4+AwWDA6tXLsXjxkg54JURERN7FJAkRtZggCLXlNvg0KRERUUfTarXQ6/Wum6ByOSC6SqH0CdN77RxHS8pdf5G7vi7o9foO7XVFzSNJEsxmM0TRDoVCCa1WywdX/FxUVDSWLVuOlJSFMBgMEPQR7n4TlSYrNu/LaTwA+010WxkZe11N2iXJVWKrNkHSmr41YToNnr0j2d23RjJXQNBHIC0tFUlJk5GYOK59XgQREVE7YZKEiIiIiKgLEQQBMTGDkZm5H5CrAFFE7skyrzZuP1xc5vqL3LVqJSZmMG++dxKFhQVIT0/F4cM5DZZAjY0diuTka1gC1U9FRUVjzZp1WL16OdLSUiEE6CCoAyHZrZBEG+Cwu/oNSZJrtZhcAciVEBRqCMoA9wqy5ORJmDNnHleQdBMbN34CAJBsJkC0Q6dR4fGbJ7Q4QXKeWqnAoqnjMXftVpisdkhWE4QAHTZtWs8kCRERdTlMkhARERERdTGxsUORmbkfgkINyWZG+i9FuGdiQqP9BprL7nAg7VARAEBQqAEAcXGXtjkutU1Gxl5s3PgJsrOzGtzHaDQiM3M/MjP3Y8OGjzF8+AhMn343m237oaCgYCxevARJSZOxadN6ZGUdhKDSQFA1vSJsxIgETJt2F6+bbqSwsMD13iFJkGzVAIAZyaOaVWKrMeF6LWZOGo2V2zIg2aohqAORlXUQRUWFTNISEVGXwiQJEREREVEXk5Q0CRs2fAxBGQBJJkNFtRU7Dx3F5IS2l8TZeeioqy+BTOZ6qrz2fOQbVVWVWLVquatMDuC6yeleEVADOBwXrQiQA3KVe0VAdnYWsrOzuCLAjyUmjkNi4jgUFRUiPT0Vubm/NrgCKS7uUiQlTeLN7W7o/PuHZLcCTidCdAGYGD/IK7Enxg/ChzsPoNJkhWS3QlBpkJ6eyuuIiIi6FCZJiIiIiIi6mKioaAwfPgLZ2VkQ1DpIliqsS9uP0dF92vRksMFoxnupPwMABLUOEASMGJHAm10+UliYj5SURTAYDAAkd28JOJ11d5YkQBQBUYRkM0O6qLdEWloqDh48wN4SfiwyMsr937EkSbBYLLDba6BUqqDRaFhOr5s7fNjVi0YSbQCApGGRXll5CLiauSfHR2LzvhxIog2CSoPc3F+9EpuIiKijMElCRERERNQFTZt2lytJEhAIyW5BtaUGL2/e1aomvABgs4t4ZctumKx2QKGsbdzsOg91vMLCfCxYMB9GoxGSw+5qtCzaAQDBgQFIjo9EXL8IDOwRCo1KAUuNiGOl5cg9WYa0Q0Wup7otVZDsFgjaEBgMBixYMA/Lli1HdHSMb18c+ZQgCNBqtQC0vp4KdQBJkpCfn+facNQAAOL6RXj1HLF9a+M5XO9R+fl5kCSJyTciIuoyZL6eABERERERtVxi4rjaMlgCBG0IIAjIOVGKJRvSYDCaWxTLYDRjyYY05JwoBYTaeBCQnDyJfQl8oKqqEikpi1wJErEGkrHM3Wj54RsS8d7cqZgxaRTGxQ5AnzA9QnUa9AnTY1zsAMyYNArvzZ2Kh29IhE6jAkQ7JGMZJLEGRqMRKSkLUVVV6euXSEQdxGw2Xyiv5nAAAAb2CPXqOQb1rI3nEAG4+iNZLBavnoOIiKg9MUlCRERERNRFzZ07D+Hh4RDkSgi6cHeiZO7ardhxsAD22htiDbE7HNhxsABz1269kCDRueKFh4djzpx5HfRK6GKrVi2HwWBwrSCpNgCShKH9e2DVrCmYnBDdZJkcpVyOyQnRWDVrCob27+HqY1LtimcwGLBq1fIOeiVE5Gti7Qo0AK6yfAA0Ku8WFXHHq40PAHZ7jVfPQURE1J6YJCEiIiIi6qKCgoKxdOmr0Ov1EBQqCPoIQKGEyWrHym0ZmLlqC9al7see3OM4dc6I8moLTp0zYk/ucaxL3Y+Zq7Zg5baMCyW29BEQFCro9XosXfoqG337QEbGXleTZUlyldiqTZA8e0dyi/vNhOk0ePaO5AuJEnMFAAlpad9h9+7d7TF9IupkFArlhY3a8leWGtGr53DHu6i8llKp8uo5iIiI2hN7khARERERdWFRUdFYtmw5UlIWwmAwQNBHuBt8V5qs2Lwvp/EAFzX4BgSEh4ezwbcPbdz4CQBAspncJbYev3lCq/rMAIBaqcCiqeMxd+1WmKx2SFYThAAdPvzwQ4wfP96bUyeiTkir1UKv17tKbsnlgOjqX9QnTO+1cxwtKXf9Re56n9Lr9dBoWpbUJSIi8iWuJCEiIiIi6uKioqKxZs06JCfX9igJ0EEW1AtCYCig1gIK5YUnfAXBta3WQggMde0XoMP5HiRr1qxjgsRHCgsLkJ2d5Vr1YasGAMxIHtXiFSS/Fa7XYuak0QBQG1fC/v37UVBQ0NYpk5+RJAkmkwmVlRUwmUyQLiqvRJ2TIAiIiRns2pC7Vnfknizz6jkOF9fGk7tWrcTEDGbTdiIi6lK4koSIiIiIqBsICgrG4sVLkJQ0GZs2rUdW1kEIKg0EVdM32EeMSMC0aXexSbuPpaenAgAkuxVwOhGiC8DE+EFeiT0xfhA+3HkAlSarK74iEN9++y0eeughr8Sn7quwsADp6ak4fDgH+fl5F5qAw7ViICZmMGJjhyI5+RpERkb5cKbUkNjYocjM3A9BoYZkMyP9lyLcMzGhyf5GzWF3OJB2qAgAICjUAIC4uEvbHJeIiKgjMUnix+x2O3bs2IG9e/ciKysLZWVlqKyshEqlQkhICCIjI3H55Zfj+uuvx4ABA3w9XSIiIiJqhsTEcUhMHIeiokKkp6ciN/fXBm9sxsVdiqSkSbyx2UkcPuwqjSaJNgBA0rBIr9zEBFzN3JPjI13l1+w2QBOIQ4cOeSU2dU8ZGXuxceMnrtVNDTAajcjM3I/MzP3YsOFjDB8+AtOn382EayeTlDQJGzZ8DEEZAEkmQ0W1FTsPHcXkhLavGtx56CgqTVZX6UZlgPt8REREXQmTJH5q48aNWLFiBUpLS+v8zG63w2Qyobi4GLt378aKFStw7bXX4sknn0RYWJgPZktERERELRUZGeVOfkiSBIvFAru9BkqlChqNhqVQOhlJkpCfn+facNQAAOL6RXj1HLF9XfEkhx0AkJubC0mSeC2Qh6qqSqxatdy9sgmSBMludSXvHDWAwwFIkqt0n1wOyFUQFGoIygBkZ2chOzsLycmTMGfOPAQFBfv2xRAAV0nG4cNHIDs7C4JaB8lShXVp+zE6uk+byvkZjGa8l/ozAEBQ6wBBwIgRCUy8ExFRl8OeJH6mpqYGDz/8MJ566ql6EyT1cTgc2LZtG2666SZkZ2e38wyJiIiIyNsEQYBWq0VwcAi0Wi1vindCZrP5wmofhwMAMLBHqFfPMahnbTyHCACoqqqCxWLx6jmoaysszMfs2TNqEyQSJGs1nFVnIZnKAZsZEEVXggRw/SmKgM0MyVTu2s/q6nmTlpaK2bNnoLCQfW86i2nT7gIACAGBgEKJaksNXt68Cza72Kp4NruIV7bshslqBxRKV9yLzkNERNSVcCWJn1m0aBH++9//eowFBwfj+uuvx2WXXYbQ0FBYLBYUFBTgv//9L3Jzc937lZSUYNasWfjPf/6DgQMHdvTUiYiIiIi6LVG0X9iovQmtUXn365o73kXNtmtqaqDVar16HuqaCgvzsWDBfBiNRkgOOyRzBVB7XQYHBiA5PhJx/SIwsEcoNCoFLDUijpWWI/dkGdIOFbn63ViqINktELQhMBgMWLBgHpYtW46oqLaXdaK2SUwch6SkSUhPT4WgDYFkLEPOiVIs2ZCGRVPHI1zf/PcBg9GMV7bsRs6JUkAQIGhDAAhITp7EUmtERNQlMUniR7Zt24ZvvvnGY+yWW27B3//+d+h0ujr7z5kzB1u2bMEzzzzjfsKsvLwcTzzxBNavX98hcyYiIiIi8gcKhfLChiAAkgRLjQhvriWx1IgX4tdSqVRePAN1VVVVlUhJWeRKkIg1kKoNgCRBp1FhRvIoTIwfVKc/TiiAPmF6jIsdgHsmJmDnoaNYl7Yf1ZYaSMYyQBcOo9GIlJSFWLNmHUtvdQJz585DVtYBGAwGQBcOqdqAnBOlmLt2K2ZOGl3v/88Xszsc2HnoKN5L/dm1gkQQIOjCIciVCA8Px5w58zrw1RAREXkPy235CUmS8Nprr3mMTZ06FS+++GK9CZKL93njjTc8SjLs378faWlp7TZXIiIiIiJ/o9VqodfrXRu1NymPlZZ79RxHS2rjyV3PygUFBUGjaX0/Auo+Vq1aDoPB4FpBUpsgGdq/B1bNmoLJCdGN3jgHAKVcjskJ0Vg1awqG9u/h6mNS7YpnMBiwevXyDnol1JigoGAsXfoq9Ho9BIUKgj4CUChhstqxclsGZq7agnWp+7En9zhOnTOivNqCU+eM2JN7HOtS92Pmqi1YuS3jQoktfQQEhQp6vR5Ll77KRBgREXVZXEniJ37++WcUFxe7t/V6PZ588slmHTtx4kRcf/312LZtm3vsm2++QXJystfnSURERETkjwRBQEzMYGRm7gfkKkAUkXuyDONiB3jtHIeLy1znkrtWrcTFxbE/DSEjY6+rB4kkuUps1SZInr0jGWply24ZhOk0ePaOZCzZkIacE6WQzBUQ9BFIS0tFUtJkJCaOa58XQc0WFRWNZcuWIyVlIQwGAwR9BCSrCZKtGpUmKzbvy2k8gEwGQa2r7UEiIDw8HEuXvsqSakRE1KVxJYmf2Llzp8f25MmTLzyp1gw33nijx/bPP//sjWkREREREVGt2NihAABBoQYApP9SBHttE/e2sjscSDtU5NpQuuLHx8d7JTZ1bRs3fgIAkGwmQLRDp1Hh8ZsntDhBcp5aqcCiqeMRGKAERDskqwkAsGkTSzZ3FlFR0VizZh2SkycBECAE6CAL6gUhMBRQawGF8kJZPkFwbau1EAJDXfsF6HC+B8maNeuYICEioi6PSRI/kZeX57F92WWXtej4AQM8n2ArKytr65SIiIiIiOgiSUmTAACCMgCQyVBRbcXOQ0e9EnvnoaOoNFldT4ErAwAAf/jDH7wSm7quwsICZGdnuVaR2KoBADOSRyFM17YybOF6LWZOGg0ArriShKysgygqKmzznMk7goKCsXjxEjz33EsYMSLB1V9EpYFMGwKZvgdkIb0hC+3j+lPfAzJtCASVBhAEjBiRgOeffxmLFy9hiS0iIuoWWG7LT9x8882Ij49HSUkJSkpKEBkZ2aLjzzduP4/L8omIiIiIvCsqKhrDh49AdnYWBLUOkqUK69L2Y3R0nzbdtDYYzXgv1bUSXFC7ngAfNWoUoqP59Le/S09PBQBIdivgdCJEF4CJ8YO8Enti/CB8uPMAKk1WSHYrBJUG6empiIyM8kp88o7ExHFITByHoqJCpKenIjf3V+Tn58FoNLr30ev1iIkZjLi4S5GUNIn/HxIRUbfDJImfuPbaa3Httde2+vgDBw54bPfq1auNMyIiIiIiot+aNu0uV5IkIBCS3YJqSw1e3ryrVf0hAMBmF/HKlt0XGi0HBAIA7r33Xm9Pnbqgw4dd/Sck0QYASBoW2WST9uZSyuVIjo/E5n05kEQbBJUGubm/eiU2eV9kZJQ7+SFJEiwWC+z2GiiVKmg0Gj4oSURE3RrLbVGzfP755x7bI0eO9NFMiIiIiIi6r8TEcbVltwQI2hBAEJBzohRLNqTBYDS3KJbBaHY30IZQGw8CkpOvwe9+97t2mD11JZIkIT+/tiyzowYAENcvwqvniO1bG89hBwDk5+dBkiSvnoO8TxAEaLVaBAeHQKvVMkFCRETdHpMk1KRt27bhl19+8Rj7/e9/76PZEBERERF1b3PnzkN4eDgEuRKCLtydKJm7dit2HCxospm73eHAjoMFmLt264UEic4VLzw8HHPnzuugV0KdmdlsvlBSqfaaGtgj1KvnGNSzNp5DBAAYjcY6pZyJiIiIfI3ltqhRZ86cwXPPPecxNmjQIEycONE3E2ojQRDQtodg+AQNEREgNPpEYX0/co3xPZS6Jl7T1NGCg0Pw4ovL8Nhjj8BoNELQR8BproDJasfKbRn4cOcBJMdHIrZvBAb1DIVGpYClRsTRknIcLi5D2qEiV5N2AFAoIdOGAHIl9Ho9XnxxGYKD6zZa5jXtfxy1iQsAQO3qDo3Ku7cI3PEuWj0iivZ2WZnA92rqbnhNU3fE65oa4utVi0ySUIOqq6vxwAMPoLy83GM8JSUFci/Vqe1oYWGBbTpeFEWcOyev/bsTACCXyyCXc1EWeY9CweuJOg+HQ8L5D6znr83w8EAoFC37CBEervP21Ih8itc0tbeIiASsW/cvPPzwwygtLQXUveC0GOGwVKPSbMXmH3MaPV6QyyHX6CDT6AEAPXr0wMqVKxETE1Pv/rym/Y9GI7h/t9tlAiRJgt3phELhve96dqcTEFw3Ps6fq3fvMGi1Wq+dozG8rqm74TVN3RGva+oMmCShelVXV2PWrFnIzc31GL/rrrtw9dVX+2hWRHSeKNpx9OhRFBUVory8HCZTNVQqNYKC9OjVqzeGDr0Uer3e19MkIiKiNoiJicGGDRvw6quvYvv27ZBp9JBp9HDWWCDVWCGJdkgOu+spfUFwledSKCGoAiBTadxxrr32WixcuLDeFSTkv7RaLYKCglBVVQVBroAk2nG0pAJ9woK8do6is64H7gS5EgAQFBQEjUbT2CFE5GOSJMFsNsNut0OpVLIvDRH5BSZJqI7Kyko88MADyMzM9Bi/4oorkJKS4qNZEZEoikhPT8V33/0X+/bthdVqbXBfQRAwePAQXH/9FFx//Y0ICmr+l93ExFEe2xkZ+1s9Z2qbzMyfsXv3D8jOzsbp06dQVVUFQEJQUDAuueQSjBhxGSZMuBqXXTbS11MlIqJ2EhwcjOeffx7XXnstPvzwQ+zfv9+VAFE1faN51KhRuPfee9mkneolCALi4uLw448/QlCoANGOnJOluDJugNfOkVtc5jqXwpUkiYuL481Wok4oPz8f3377LX755Rfk5ubWfu9wCQoKQlxcHIYNG4Zrr70W0dHRPpwpEVH7ECTpouKg5PdOnTqFv/zlLygoKPAYHz58ON5//33odP69BE4UReTl5dX+3VVuq3fv/l22/Bh1DZIk4YsvNmPdundx9uyZFh8fFBSM2bP/iltuuR0yWdOlvJgk8b0DBzLx2msvIy/vSLP2Hz58BB57bBHi4i71+lwcDgdOnz4B4EK5rcGDB7e43BYREXlHQUEBvv32Wxw6dKjBG1nx8fH4wx/+wBtZ1KTVq1dj3bp1cNosEI0GhOo0eP/hW6D0Qsktu+jAvSs+Q4XJCkVQOGQqDWbOnImHHnrICzMnIm/YvXs3PvjggzoPyTZm5MiRuO+++5iAJ6JuhUkScsvOzsZDDz2EkpISj/GRI0di7dq13aJ0z7lzJjidrb/kHQ4HSkpOeIz17NkPMhmTJNR6v+1Bcj4BBwClpSV4+ukUZGUdqPdYrTYQPXr0QGCgDjabFaWlpaiqqqx33yuvnIBnnnmhyRrQ48eP8djevfunZrwK8paPP/4A77yzGk6ns+mdL6JSqfDYY0/ghhv+6NX5OJ0OlJSc9Bjr2bPx5LAg1K0razBUg584qKviNU2dlSRJsFgssNtroFSqoNFomvWUPq9pOq+wsACzZ88AIMFZeRZwOvHwDYmYnND2BNuOgwVYuS0DkMkgC+4FQMDate8jMjKqzbHrw+uaupv2vKarqiqxcuUbSE9PrR2RINVYAdHmKuPoEN2lHCFXuErmKdQQVAE4368wOfkazJ07D0FBLOVIzcf3amqITCa0uZd0W/AxUAIAbN26FSkpKbDZbB7j48ePx8qVKzussV57kyQJbcsL8l2bOk5+fh4WLpyH0lLPxOUll/TGlCk3YeLESRg4cFCdmyEnThzHjh3b8emn//FImOzZswvz5j2IVavegVod0CGvgVpm8+ZP8dZbKz3G5HI5rroqCaNHj0FERE9IkhOnT5/Gvn178eOPe93vaTU1NXj55eeh0+lw9dXJ7TzTpt5L696gkyS08f2XyJd4TVPnpdFoPHo8NO+65DVNLpGRURg+fASys7MgqHWQLFVYl7Yfo6P7IEzX+t4hBqMZ76X+DAAQ1DoAAkaMSMCgQZHteJ3xuqbupn2u6cLCfKSkLILBYAAgQbKaINmqgfoe0pIkQLRDEu2AzQzJIoOg1kEICERa2nc4eDATS5e+iqgorlyk5uJ7NdXP15cAV5L4OUmS8MYbb+Dtt9+u87OpU6fi+eefh1Kp9MHM2ofBUN2mlST1P1HNlSTUNvWtJDl79gxmz7639oOri0wmw7333o977rkParW6ybjl5eV47rkl+PHHvR7jycmT8eyzLzZ4HFeS+Mbp06dw9923o6bmQrI6Lu5S/OMfS9G3b796j/n110N4+ukUnD59yj2m0+mwfv1mhIaGemVerXnfEwQBERGeTweVlVXzgy91Wbym6WLnG9qKoh0KRddsaMtrmi6WkbEXTz31BAAJTmMZINoxtH8PPHtHMtTKlj9XabOLWLIhDTknSgGFEjJ9BAABzz//Mq64ItHr8z+P1zV1N+1xTRcW5mPBgvkwGo2QHHZI5gpAtAMAggMDkBwfibh+ERjYIxQalQKWGhHHSsuRe7IMaYeKUGmq7YupUELQhkCQK6HX67Fs2XImSqhZ+F5NDZHJhDqrjDoSkyR+zGw247HHHkNaWlqdn82dOxcPP/ywD2bVvpgk8Y7ucHOgM/ltksRms2P27Ptw+HCOe0ypVOK5517G+PFXtSi2KIpYtOhvdRIlS5cuw1VXTaz3GCZJfOOFF57BN99sdW9HRkbhnXfeb3Il3+nTpzBr1r2oqCh3j02ffjcefvhvXpkXkyREvKbJVZIoPT0Vhw/nID8/D0aj0f0zvV6PmJjBiI0diuTka9qtlJA38Zqm31q69Fmkp6e6bpoaywBJwtD+PbBo6niE65tfVcBgNOOVLbtdCRJBgKCPgCBXIjl5EhYvXtKOr4DXNXU/3r6mq6oqMXv2DBgMBkhiDaRqAyBJ0GlUmJE8ChPjB0HZSEldu8OBnYeOYl3aflRbalz/jevCIShUCA8Px5o161h6i5rE92pqCJMk5BMGgwGzZ8/GoUOHPMZVKhWWLl2KG2+80Ucza19MkrRed7s50Jn8Nkny0UcfYvXqNzzG/v73Z3DddVNaFb+ysgL33DMN5eXn3GN9+/bDJ598Vm9fCSZJOp7NZsWUKb+HxWJ2j61Y8TZGjRrTyFEXbNnyGZYtu7A6qGfPXvj8821emRuTJES8pv1ZRsZebNz4CbKzs5p9zPDhIzB9+t3t+sR8W/Gapt9q6OZpYIASMyeNbvbN0/dSf4bJavfJzVNe19TdePuabigZ+vjNE1pUXu9ctQUvb97lk2QodX18r6aG+DpJwp4kfujMmTO49957cfToUY/xsLAwrF69GqNGjfLNxKhTas7NAaPRiMzM/cjM3I8NGz7uEjcHOiuz2YwPPnjXY2z8+KtanSABgODgENx33/345z9fdY8VF5/Ejz/uxbhx41sdl7wnM3O/R4Kkd+++zU6QAMA11/wBr7/+srvZe0nJWZw5cxqXXNLb63MlIvIHVVWVWLVq+YWGtpIEyW6FJNoARw3gcFzU0FYOyFUQFGoIygBkZ2chOzsLycmTMGcOG9pS1xAUFIylS1/FggXzXA9D6SMgmStgstqxclsGPtx5AMnxkYjtG4FBPS+U4TlaUo7DxY2X4Vm69FX+d0DkYxkZe12/0yTJVWKrNkHSmrJ6YToNnr0j2V1WTzJXQNBHIC0tFUlJk5GYOK59XgQRUTtiksTPlJWV1ZsgiYqKwpo1a9C/f3/fTIw6Hd4c8I2vvvoC1dXVHmOzZj3U5rhTpkzF2rVvo7ratQKoZ89eOHXqVBNHtU5FRQVycn5BRUU5qqoqYbFYoFKpEBwcgr59+2HIkFhotYGtjl9aWoKcnF9RUnIGJpMJWm0ggoND0KdPX8TFDYVC0fpfbcXFJ5GbmwODoQwWixk6nR7BwcEYMGAgBg+ObbeycoWFBR7bw4bFt+h4nU6HkJBQnDt3oYdNWVkZkyRERK3Q8oa2IiCKkGxmSLKLG9qm4uDBA2xoS11GVFQ0li1bjpSUhTAYDBD0Ee7rv9JkxeZ9OY0HuOj6BwSEh4fz+ifqJDZu/AQAINlMgGiHTqPC4zdPaFXfIQBQKxVYNHU85q7dCpPVDslqghCgw6ZN65kkIaIuiUkSPyKKIubOnVsnQTJy5Ei8/fbbCAkJ8cm8qPPhzQHfubgnBQDEx49AdHRMm+Oq1WrMm/cYZDIZEhJGev3meWlpCT7/fBN27foex44VNbpUVqFQYOzYRNx5558wcuToZsUXRRFffrkZX321GXl5RxrcT6sNxJgxY3HbbdObvRLDYrHg0083YNu2r3Dy5PEG9wsODkZi4u8wffpdGDIkrlmxm2vEiMvwwANzUFZWirKyUlx6acuSJIDrdVxMJmOfICKilvJGQ1vJUgXJboGgDYHBYMCCBfPY0Ja6jKioaKxZsw6rVy9HWloqhAAdBHXgRQ9L2QGHeNHDUgpArnQ/LIXaB0r4sBRR51FYWOCqDCFJru/1AGYkj2pRia36hOu1mDlpNFZuy4Bkq4agDkRW1kEUFRWyBDcRdTlMkviR1157DZmZmR5jY8eOxZo1a6DRtO2XI3UfvDngOwZDGQ4fzvUYa2mj9sa0pWRXYzZs+DfWrn0LNputWfuLoog9e3Zjz57duPXWaZg/f2GjKzTKysqwaNF8HDmS2+A+55nNJvzwQzp++CEdf/jD9Xj88SehUqka3P/YsaNYsGAeTp8ubjJ2ZWUlvv32a+zYsR133HE3HnzwEa+tLImPH474+OGtPr6wMN+jXBcA9OjRs63TIiLyK1VVlUhJWeT6DNTMhrahAPqE6TEudgDumZjg0dBWMpYBunAYjUakpCxkQ1vqMoKCgrF48RIkJU3Gpk3rkZV1EIJKA0HV9HfGESMSMG3aXSy7S9SJnK8OIdmtgNOJEF0AJsYP8krsifGD8OHOA677AHYrBJUG6empTJIQUZfDJImfyMrKwrp16zzGoqOj8eabbzJBQm68OeBbBw8erLMCY+TI5vel8IV33lmNjz5aV2dco9Gid+/e0Gi0sFqtKC0tQVVVZZ39PvtsIwYMGIRbb51Wb3ybzYbHHpuLgoJ8j3GFQoHevftAp9PD4XDg7NnTqKz0jP/tt19DLpcjJeXpemNXVFTgkUf+CoOhzGNcrVajd+++CAwMRE2NDadOFcNkMrl/7nQ68cknH0Gj0WLGjFn1/8N0sG3bvvTYvuSS3kySEBG10KpVy11Nqx1292egljS0VcrlmJwQjdHRfdwNbaVqA6CPgMFgwOrVy9nQlrqUxMRxSEwch6KiQqSnpyI391fk5+e5epbU0uv1iIkZjLi4S5GUNIk3Rok6ocOHXaXyJNH1UFvSsMg63+tbSymXIzk+Epv35UASbRBUGuTm/uqV2EREHYlJEj+xYsWKOjdfb7/9dmRnZ7c65ujRo6FWq9s6NepEeHPAt4qKPPtSyGQyxMQM9tFsmvbLL4fw8ccfeIyNHTsOM2fOwrBhw+ussigoyMemTeuxbduXHu9H7733Dm666ZZ6e4msX/+RR4IkPDwcc+f+DVddlVTn/efQoWysXv0GsrMPuse++WYrbr75NgwdOqxO7LfeWuGRIOnffwAefvhRjB2b6DEXSZLw00/7sGLF6ygqKnSP//vf7+OGG/6Inj17Nfhv1BGKi09iy5bPPMauvjrJR7MhIuqa2NCWqGGRkVHu5IckSbBYLLDba6BUqqDRaNqtZxsRtZ0kScjPz3NtOGoAAHH9Irx6jti+tfEcrgoU+fl5kCSJ7w1E1KUwSeIH8vPzsWvXrjrjL730Upvipqamol+/fm2KQZ0Hbw74XnHxSY/tiIgenToR+eaby+G8qE/NxImT8OyzL0Imk9W7f3R0DJ544ikMHhyLf/7zFfd4ZWUlMjN/xuWXX1HnmK1bv3D/XS6X44033mrwCcX4+OFYseJtzJ//EA4edJUWlCQJX365pU6SxGq1IjX1v+5tvT4Iq1evRVhYeJ24giDg8ssT8dZb72HWrD/jxAlX3xKbzYbt27fhz3+eWe98OoIoinjhhWc8Sp3J5XLcckv9K3OIiKh+bGhL1DyCIECr1QLQ+noqRNQMZrP5wuovhwMAMLBHqFfPMahnbTyHCAAwGo2wWCy17xVERF1D/XeyqFv54YcffD0F6gLa6+ZAYIASEF03BwBg06b1Xptzd1NdXe2xHRoa5qOZNK2srBRZWQfc22q1Go8+uqjBBMnFbr75tjqrL44fP1pnP7PZhDNnTru3hwyJbbKEg1KpxIMPPuwx9tNPP9bZ7+TJE7Bare7tMWPG1psguZhOp8PMmbObjN2RXn11qcf/DwAwffrd6NuXCWwiouZq74a2AFxxJcnd0JaIiKgjiLX9RQEAtav5NSrvPi/tjndRtQC7vcar5yAiam9cSeIHTp482fRO5Nfa++bAym0ZkGzVENSB7psDrFdcl9ns2Xg7ICDARzNpWmlpCcaPvxqnT5/CmTOncMUVVzaZZDhPJpNhyJBYlJScdY/9NkEEAKLo8Ng+ffo0bDYr1OrG/12GDRuORx55DJdc0hu9e/dB37596+zjdHrGPn78aLOWhI8bNx7z5y9A79590adPX/Tp06fR/dvTG28sq9OLZMiQWPzlL3/10YyIiLomNrQlIqLuSqFQXtgQBECSYKkR4c21JJYa8UL8WkqlyotnICJqf0yS+IElS5ZgyRL2gaCG8eZA56BQeDbPE0XRRzNp2tChw/Dii8vc2y2dq06n99iu7/igoCCEhISgoqICAFBRUY5nnnkSjz/+JEJCQhqMLQgCpk27s9Hz9+3bD3K5HI7aJecFBfl47bWX8NBD8xpdFq7T6XDbbXc0Gru9OZ1O/POfr2Lz5k0e4+HhEXjxxdegUvELCRFRS7ChLRERdVdarRZ6vd5VcksuB0QRx0rL0SdM3/TBzXS0pNz1F7nrFqNer4dG07YHLomIOhrLbRFRh9wcuDg+bw7UT6PxvDl/cTmozq6+puv1KS4+ia+//qrONXBxb5OLXXfdjR7bu3btxO2334gnn3wcW7d+gbNnz7RmuggM1GHChIkeY1u2fIZbb52C559/Gjt2bEd5eXmrYrcnm82GJUueqJMgCQ4Oxj//uRq9el3io5kREXVNvmxoS0RE1N4EQUBMzGDXhtz1MFXuyTKvnuNwcW08uWvVSkzMYDZtJ6IuhytJiPycL28O8IOTp4iIHh7bBoN3P7x2FJOpGidOnMCpU8U4fboYp04V49ixoygsLEBVVWW9xzR0s+juu+/FDz+kezS1t1gs2LkzFTt3ulZADRgwEGPGjMXYsYkYNeryZjcIfOCBOcjM/AmVlRfmZDRWYfv2bdi+fZv7C8WYMVdg7NgrkJAwyqerNMrLzyElZSGysw96jIeFheOf/1yNqKhoH82MiKjrYkNbIiLq7mJjhyIzcz8EhRqSzYz0X4pwz8QErzwYaXc4kHaoCAAgKNQAgLi4S9scl4ioozFJQuTneHOg8xgwYIDHdkVFOSwWS6dfqux0OrF37//w3Xff4uDBTI9eI20VEhKC119fhaeeegJHjuTWu8/x48dw/PgxfP75JiiVSowadTmSk69BUtI1jV5j/fsPwLJlK/CPfzyJkydP1Pm5JEnIyzuCvLwjWL/+I2g0Gowdm4hJk/6ACROuhlKprCdq+8jLO4Innni0zsqZ3r374rXXVmDAgIEdNhciou7Etw1t+TmIiIjaX1LSJGzY8DEEZQAkmQwV1VbsPHQUkxPa/pDVzkNHUWmyAjIZBGWA+3xERF0Ny20R+Tnf3hygiw0eHFtn7MiRw16LL0mSuweHtxw8eAAzZtyFxx//G3bs2N5kgkSn02HixEkYOrT5Txf17dsPa9d+gMcff7LJp5Lsdjv27duDF198FtOnT8XWrV80uv/QocPwwQcbMGfOfAwaFNnovhaLBd9/n44lS57A3Xffht27v2/2a2iL779Pw0MP3V8nQTJkSCzefvtfTJAQEbVBnYa2uKgBrZewoS0REflSVFQ0hg8fAQgCBLUOALAubT/OVVvaFNdgNOO91J8BwBVXEDBiRAL7jxJRl8SVJER+rs7NAUmCpUaEN9eS8OZA8wwbFo+AgACPXiRZWZlISLjMK/Gzsw9i0aL5GDHiMlx22WiMHDkKQ4bEQd7KZdZpad/hueeegt1ur/MzQRDQq9clGDBgIAYMGITo6BjExsYhOnow5HI5XnjhGeTkNL83jVwux403TsWNN07F6dOnsGfPbuzbtxcHD+6HyWSq95jy8nN46aXnUFJyFjNnzm4wtlqtxp133oM777wHR48WYc+eXfjxxwxkZx+EzWar95hTp4qxePECLF68BNdff2O9+3jD+++/i3/965065ciuvHICnnnmBa7GIiJqIza0JSIifzBt2l3Izs6CEBAIyW5BtaUGL2/ehWfvSIZa2fJbgza7iFe27IbJagcUSggBge7zEBF1RUySEPk53hzoPJRKJcaMGYvdu39wj33/fTr+9KcZXomfkbEH1dXV2LNnN/bs2Q1BEPDZZ1vRs2evFsc6ceI4XnzxHx4JEq02ELfccjvGjfsdhgyJa/T/45qa1q8k6t27D269dRpuvXUaHA4HDh/Owc8//4Qff9yLrKwDdVbLvPfeGvzud1chNjauydiDBkVi0KBI3HXXn2G32/HLL9n4+ef/w759e5GT84tHskKSJCxb9hLGjh2HiAjv9vERRRGvvPICvv76qzo/u/32O/Hww3+DTMbFoEREbXW+/1Rm5n5XQ1tRRO7JMoyLHdD0wc3EhrZERORriYnjkJQ0CenpqRC0IZCMZcg5UYolG9KwaOp4hOub//CVwWjGK1t2I+dEqWt1ijYEgIDk5Em44orEdnsNRETtiXdYiPzc+ZsDAFw3BwDknvRuw3DeHGi+66+f4rGdm/trg704WkIURWzfvs1jbPjwhFYlSADg3/9+HxbLheXZPXr0xAcfrMdf/zoXCQkjm0yCVVZWeGw31Li9KXK5HJdeGo8//ek+rFz5DrZs2Y4//3lmnQTCZ5/9p8WxlUolLrtsFO6//wGsWfM+Pv30K9x00y0e+9TU2PDll5+3au4NsdvteOqpJ+okSORyORYseALz5j3GBAkRkRfFxg4FcKHhbPovRbB7qTwlG9oSEVFnMXfuPISHh0OQKyHowgFBQM6JUsxduxU7DhY0+bvP7nBgx8ECzF279UKCROeKFx4ejjlz5nXQKyEi8j7eZSEi3hzoRCZMuBoRET08xt57b02b4/73v9/U6Rfy24RMS+zcmeqx/Ze//BW9e/dp9vFFRYUe2w0lScrKSvHzz/+HzZs/rdOToz6hoaGYPfshTJ9+92/OV1DnfGfOnMa+fXuxadMGmM31l+y6WK9el2DhwhRMnOjZiPC3r6UtHA4Hnn46Bbt27fQY12oD8corb2Dq1Nu8di4iInI532BWUAYAFzW09QY2tCUios4iKCgYS5e+Cr1eD0GhgqCPABRKmKx2rNyWgZmrtmBd6n7syT2OU+eMKK+24NQ5I/bkHse61P2YuWoLVm7LuFBiSx8BQaGCXq/H0qWvIigo2NcvkYio1Vhui4iQlDQJGzZ8DEEZAOmimwOTE6LbHJs3B1pGqVTiz3+eiddff9k9tnv3D9i+fRuuvfaGVsU8d86A1avf8Bjr06cvrr22dUmSysqKOn1Ahg0b3uzj9+//CQaD52ql+hrK//3vC/H99+kXjTyBm29uXpJg9OjLsX79RxfNudLj5/ff/yePFTr9+vXHuHG/a1bsMWMu90gSVVVVNrJ3y7z99ir88EO6x1h4eDiWLVuBwYNjvXYeIiK64HxD2+zsLAhqHSRLFdal7cfo6D4I07W+PCgb2hIRUWcTFRWNZcuWIyVlIQwGAwR9BCSrCZKtGpUmKzbvy2k8gEwGQa2r7UEiIDw8HEuXvoqoqLbfOyAi8iWuJCEi980BCILrSzyAdWn7ca7a0sSRjePNgdb54x9vxuDBQzzGXnnlBezd+78Wx6qursaiRX+rkyR44IG5UChalyevr1TauXOGZh1rNpvw8svP1xm32+v2KBk+PMFj+8svP4fT6WzWeYqLT3psX3JJb4/tESM8Y2/Z8mmz4rpiF3ts9+p1SbOPbcz//rcLGzb822MsPDwCq1atZYKEiKidnW80KwQEAgqlu6GtzS62Kh4b2hIRUWcVFRWNNWvWITl5EgABQoAOsqBeEAJDAbUWUCiB89/5BMG1rdZCCAx17Regw/keJGvWrGOChIi6BSZJiAgAbw50JgqFAk8//QICAgLcYzU1NXjiiUfx7rtvw2azNStOXt4RPPTQ/cjN/dVj/MYbp2LSpMmtnl9QUDBCQkI8xtav/6jJBEZJyVksWDCvTgIDgEd/k/N+//vroFKp3Nt5eUewdu1bTc7v3DkDPv74A4+xcePGe2xff/2NHtv/+98ubNnyWZOxjx8/ii++8OxBcuWV4xvYu/ksFgteeuk5j7JjAQEBWLZsOfr3917zYCIiqt/5hrZAbQPa2jrtSzakwWA0tyiWwWjGkg1pbGhLRESdVlBQMBYvXoLnnnvJ9QCZIEBQaSDThkCm7wFZSG/IQvu4/tT3gEwbAkGlcT/4+PzzL2Px4iUssUVE3QbLbRERgAs3B9LTUyFoQyAZy9w3BxZNHY9wvbbZsQxGM17Zsps3B9pg0KBIvPjiMjz++KOoqXGtsnA4HHj//XexdesXmDr1ViQnX4MBAwZ5HGe32/HLL9n46qvNSE3dAVH0THKNHj0W8+cvaPP8Jk68xmP1xd69/8Pf/74QDz74cJ05nTx5Atu3b8Pnn29qsDSV0WisMxYWFo6bbroVmzatd4999NE6HD1aiD//eSbi4i71WNVit9uxe/f3ePPNFR79V8LCwvHHP071iD1kSBwmTLgau3Z97x577bWXkJv7K6ZPv7vOaiez2Yy0tP/i7bdXefQviYqKxoQJE+t9TS3x2Wf/QXn5OY+xpKRrUFFRgf/7v32tihkZGY2IiIg2z42IyF/MnTsPWVkHYDAYAF04pGqDu6HtzEmjMTF+EJRyeYPH2x0O7Dx0FO+l/ux6SIQNbYmIqJNLTByHxMRxKCoqRHp6KnJzf0V+fp7H9zO9Xo+YmMGIi7sUSUmTWBmCiLolQWqoWy5RN2QwVMPpbP0l73Q6UFLi+RR8z579IJM1/IW5K6mqqsTs2TNgMBggiTWQqg2AJCEwQNm2mwMKFcLDw7FmzTo+aVIPhcJzUZ8oXliRsX//T3jmmb83WM5Krw9Cz569oFarYTRW4ezZs6ipqX+lSXLyZDz55D88VmfUZ/z4MR7bu3f/VGcfg6EMf/rT9HqTHj169ERERARsNhtKSkpQXe2ZANHp9Ljjjrvx7rtvu8cGDYrEv/+9qU4sq9WKBx6YgYKCvDo/0+n06N27N1QqNUymahQXn4TdbvfYR6lU4tVXl2PMmLF1jj93zoC//OXPdRraA0BISCh69uwFhUIBo7EKp04V1+mbotPp8Oab7yIqKqbO8S3hdDoxdep1zS5Z1lwpKU/XWTHTGq153xMEAREROo+xsrJq8CMHdVW8pv1HYWEBFiyYB6PRCMlhh2SuAETX75bgwAAkx0citm8EBvUMhUalgKVGxNGSchwuLkPaoSJXHzbAtYpWGwJBroRer8eyZcs7VTkSXtPUHfG6pu7GV9e0JEmwWCyw22ugVKqg0WjqLblM1Bp8r6aGyGQCwsN1Te/YTpgkIb/CJEnT/OXmQGfSWJIEcCUk3nxzOXbs+LbZPTkuFhoahocffhS///21zdq/OUkSADh0KBuLFs1vUePyK664EgsXpiAsLAzXXjvRvUoGAD799Ks6vUMAV/IuJWUhDhzY3+zzAEBERA8sWfIcRo0a0+A+p0+fwuOP/w2FhQUtij1w4CD84x8vIiZmcIuOq09ubg7+8pc/tTnObzFJQuQ9vKb9S2FhgbuhLSC5G9qiOb+Du0hDW17T1B3xuqbuhtc0dUe8rqkhvk6SsNwWEXmIiorGsmXL3TcHBH2E++ZApcmKzftyGg/QRW4OdCXh4RF46qnn8Kc/zcTXX3+JH37YiZMnTzR6jFwuR1zcpZgy5SZMnnytR38Tb4mPH44PP/wP1q59E999922DvVLUajVGjx6L22+fjssvv1Bubfz4q5GWtsO9vWnTejz88KN1jg8KCsbKle9gx47t2Lz5Uxw6lNXoB6iYmCG45prf45ZbbodWG9joa+jduw/ee+9jfPHFZ9i69Qvk5R1pcF+ZTIZLL43HH/5wPW644Y9NrshprtOni5veiYiIOsz5hrarVy9HWloqhAAdBHUgJLsVkmgDHHbAIQKS5GpoK1cAciUEhRqCMsDd7DY5eRLmzJnHVbRERERERJ0cV5KQX+FKkuarqqp03xwAAEgSbw60k6ZWktSnvLwchYX5OH26GCaTCRaLBQEBAdDrg9C7dx8MHToMGo2mvaZch8ViQU7OLzh+/CiMxmrI5TKEhISid+8+GDZsuNcSCgBQWVmBI0cOo7j4JMxmE0RRRHBwCMLCwjBkSBx69bqk1bHLysqQl3cYZ86chsnkepolNDQUYWERGDp0GEJDQ732OroKriQh4jXtzzIy9mLTpvXIyjrY7GNGjEjAtGl3deo+bLymqTvidU3dDa9p6o54XVNDfL2ShEkS8itMkrRcd7050Jm0JklC1FGYJCHiNU3odg1teU1Td8TrmrobXtPUHfG6pob4OknCcltE1KjExHFITBzX7W4OEBERETVXZGSU+/MNG9oSEREREXUvTJIQUbPw5gARERGR6wlIrVYLQOvrqRARERERkRcwSUJELcabA0RERERERERERNQdyJrehYiIiIiIiIiIiIiIqPthkoSIiIiIiIiIiIiIiPwSkyREREREREREREREROSXmCQhIiIiIiIiIiIiIiK/xCQJERERERERERERERH5JSZJiIiIiIiIiIiIiIjILzFJQkREREREREREREREfolJEiIiIiIiIiIiIiIi8ktMkhARERERERERERERkV9ikoSIiIiIiIiIiIiIiPwSkyREREREREREREREROSXmCQhIiIiIiIiIiIiIiK/xCQJERERERERERERERH5JSZJiIiIiIiIiIiIiIjILzFJQkREREREREREREREfolJEiIiIiIiIiIiIiIi8ktMkhARERERERERERERkV9ikoSIiIiIiIiIiIiIiPwSkyREREREREREREREROSXmCQhIiIiIiIiIiIiIiK/xCQJERERERERERERERH5JSZJiIiIiIiIiIiIiIjILyl8PQEiIiIiIiIiovMkSYLZbIYo2qFQKKHVaiEIgs9jERERUffEJAkRERERERER+VRhYQHS01Nx+HAO8vPzYDQa3T/T6/WIiRmM2NihSE6+BpGRUY3Gys/Px7fffouffz6AvLwjbYpFRERE3Z8gSZLk60kQdRSDoRpOZ+sveafTgZKSkx5jPXv2g0wmb+vUyI8pFJ6VD0XR6aOZENXVmvc9QRAQEaHzGCsrqwY/clBXxWuauhte09SZZGTsxcaNnyA7O6vZxwwfPgLTp9+NK65IdI8JgoDc3AP44IMPkJmZCaB5n6vri0XUGfC9mrojXtfUEJlMQHi4rukd2wlXkhARERERERFRh6qqqsSqVcuRnp7qGpAkSHYrJNEGOGoAhwOQJEAQALkckKsgKNQQlAHIzs5CdnYWkpMnYc6ceQCAVauWY9eudHd8p80CyWaB1MJYQUHBvvjnIOqWWO6OiLoKJkmIiLogURRx7NhRFBUVoKKiHCaTCSqVGnq9Hr16XYK4uEuh1+t9PU0iIiIiojoKC/ORkrIIBoMBgATJaoJkqwac9az8kCRAFAFRhGQzQ5LJIKh1EAICkZaWir179wAALBYLFAoZnBYjHJZqSE4H8NsHk5uIdfDgASxd+iqioqLb/d+AqLvyZuk8IqKOwnJb5FdYbos6o+aW2xJFETt3piIt7Tv8+ONeWK3WBmMKgoCYmMG47ropuPbaKQgKCmr2fMaPH+OxvXv3T80+lrxHFEXs3v099uzZjV9/PYSysjJYLGZoNBr06dMP8fHDMXHiJIwaNabpYG3AcltEvKap++E1Tb5UWJiPBQvmw2g0QnLYIZkrANEOAAgODEByfCTi+kVgYI9QaFQKWGpEHCstR+7JMqQdKkKlqfYzsEKJGrkGxadPAwD69+kDlcMCp1gDAAgJDEDSsObHErQhEORK6PV6LFu2nIkS8rmu9l7trdJ51L11teuaOo6vy20xSUJ+hUkS6oyaSpJIkoSvvtqC999/FyUlZ1scPygoGPff/wBuvvk2yGSyJvdnksT39uzZjddeewlnz55pct+YmCGYN+8xjBw5ul3mwiQJEa9p6n54TZOvVFVVYvbsGTAYDJDEGkjVBkCSoNOoMCN5FCbGD4JS3vBnDLvDgZ2HjmJd2n5Umqw4XlYJB2RQKWToEaiERq2GXhuA+68ZjaT4SDRW1OfiWNWWGkAQIOjCIShUCA8Px5o161h6i3yqq7xXt6V0HmpLb7Hcnf/oKtc1dTxfJ0mavltGREQ+U1pagjlzZuGVV16oN0Gi1QZi4MBBuPTSeERHx9T7obKqqhL//OcreOKJx2A2mzti2tQG//rXO1i0aH6zEiQAkJ9/BPPmPYiPP/6gnWdGRERE1DarVi13JUgcdneCZGj/Hlg1awomJ0Q3miABAKVcjskJ0Vg1awokAA6nEwo4EaFVQAAQGaHHWw/ciN9fFgOlovmxhvbv4bqxW+2am8FgwOrVy733wom6qcLCfMyePaM2QSJBslbDWXUWkqkcsJld5e3O3/w+X+7OZoZkKnftZ60GICEtLRWzZ89AYWGBL18OEfkx9iQhIuqk8vPzsHDhPJSWlniMX3JJb0yZchMmTpyEgQMH1Wl8d+LEcezYsR2ffvofVFVVusf37NmFefMexKpV70CtDuiQ10Ats2HDv7Fu3VqPMZ1Oh9///jrExydAr9fDaDTil1+y8O23X6O6uhoA4HQ68dZbKxEUFIwbb5zqg5kTERERNS4jY6/rRqokuUps1SZInr0jGWply25NFJw5B5kgIECpQFCAAjIA0T2CMHvCYKgER4tihek0ePaOZCzZkIacE6WQzBUQ9BFIS0tFUtJkJCaOa1E8In/hjdJ5kqUKkt0CQRsCg8GABQvmsdwdEfkEy22RX2G5LeqM6iu3dfbsGcyefW9tM0sXmUyGe++9H/fccx/UanWTccvLy/Hcc0vw4497PcaTkyfj2WdfbPA4ltvyjaKiQsyceTfsdrt7LDHxSjz11LMIDg6ps39FRQWeeSYFP/30o3tMo9Fgw4bNCA+P8Nq8WG6LiNc0dT+8pskXHn30YWRnZ0GyVkOyVEGnUWHVrCkI02laHOuJj/6LX0+UwuEQYbfboVXJ8fcpIxESqIFWq8XAgYMAAKLY/ISJwWjG3LVbYbLaIWiCIAToMGJEAl57bUWL50fkDZ35vdqbpfNY7s6/dObrmnyL5baIqMuRJAkmkwmVlRUwmUz8ZeZlDocDKSkLPRIkSqUSS5cuw/33P9CsBAkAhIaG4pVX/omxYz2ffktL24EfftjpzSmTF3z00TqPBElc3KVYunRZvQkSAAgJCcHLL7/uvgkAABaLBZ9++p92nikRERFRyxQWFriaOUsSJJtrJeyM5FGtSpAcLSnHrydKIUGCDBIUchluHjkQwWrXahSz2QybzdriuOF6LWZOcvV4k2zVgCQhK+sgiooKWxyLqLvzZuk8lrsjos6ASRIiapbCwgL8619rsGjR33DrrTdi6tTrcdttN2Hq1Otx6603YtGiv+Ff/1rDLxFesHHjehw+nOMxtmjR3zF+/FUtjqVQKPD0088hNDTMY3z16jfgcLSsFAG1n+rqaqSl7fAYe/jhR6FSqRo9Tq0OwF13/dljbM+eXV6fHxEREVFbnG/oLNmtgNOJEF0AJsYPalWsH3495vqLJAGQEK4LQGJkj9oxJwCgqqqqVbEnxg9CcGAA4HS65nrR3InIpbHSeS1NfJ4vd+dOlJgrcL5HSUbG3qYOJyLyGiZJiKhRGRl78eijD+OBB2Ziw4aPkZm5H0aj0WMfo9GIzMz92LDhY8yePQOPPvow9u3L8NGMuzaz2YwPPnjXY2z8+Ktw3XVTWh0zODgE9913v8dYcfHJOmW4yHf27/8Joii6t/v27YeEhMuadezQoZd6bB8/fsybUyMiIiJqs/MPAEmiDQCQNCyyySfNG5J3qna1dW1CZGJsb4TW3pg9v8LdYrG0KrZSLkdyfKTHXHNzf21VLKLuauPGTwAAks0EiHboNCo8fvOEFvcWOk+tVGDR1PEIDFACoh2S1QQA2LRpvdfmTETUFDZuJ6J6VVVVYtWq5Ree+oIEm2iDzVEDu9MOh+SAJEkQBAFyQQ6lTAm1XAW1Qo3s7CxkZ2chOXkS5syZx1qiLfDVV1+4m3GfN2vWQ22OO2XKVKxd+zaqq10Jrp49e+HUqVNtjlufiooK5OT8goqKclRVVcJisUClUiE4OAR9+/bDkCGx0GoDWx2/tLQEOTm/oqTkDEwmE7TaQAQHh6BPn76IixsKhaL1v9qKi08iNzcHBkMZLBYzdDo9goODMWDAQAweHAtBEFoduzGJiVdi3bqPUVRUhGPHihAWFtb0QbUcDqfHNsvfERERUWciSRLy8/NcG44aAEBcv9b1T5MkCQVnz53fcsXqHYKA8zdnaz8HWa1W989bKrZv7dwcrjKo+fl57u89RP7Om6XzLna+3N3KbRmQbNUQ1IHucneRkVHemDoRUaOYJCGiOgoL85GSsshVYxQSzHYzTHYznJKzzr6SJEGURIhOERbRAlmNDIFKLbRKLdLSUnHw4AEsXfoqoqKiffBKup5vvtnqsR0fPwLR0TFtjqtWqzFv3mOQyWRISBiJSy7p3eaYFystLcHnn2/Crl3f49ixokZv1CsUCowdm4g77/wTRo4c3az4oijiyy8346uvNiMv70iD+2m1gRgzZixuu206Ro0a0+B+F3P18diAbdu+wsmTxxvcLzg4GImJv8P06XdhyJC4ZsVuLpVKhcGDYzF4cGyLjz1yJNdju1+//t6aFhEREVGbmc3mCyvRa8u9DuwR2qpYlhrR1eQZcOdABobroFbWrkqp/QzqcDjgdLYuSTKoZ+3cHK5VvkajERaLBVqttlXxiLoTb5bO+62J8YPw4c4DqDRZIdmtEFQapKenMklCRB2CSRIi8lBYmI8FC+bDaDRCdIqotFXB7nQ9RRWg1yDq8lhEDOqFkD7hUKqVsNvsqDhlQNnRsyj8v8OwGi0w1lTDKtoQrA6CwWDAggXzsGzZciZKmmAwlOHwYc8b3q3pQ9KQtpTsasyGDf/G2rVvwWazNWt/URSxZ89u7NmzG7feOg3z5y9s9Mm8srIyLFo0v04yoD5mswk//JCOH35Ixx/+cD0ef/zJRvt6HDt2FAsWzMPp08VNxq6srMS3336NHTu244477saDDz7i8ycKbTYr1q//t8fYVVcl+Wg2RERERHWJov3CRm0SQ6Nq3a0I0aOnXm0spaLez2SS5ATQ8s9q7rld9NCP3V4DgEkSIm+Wzvut8+XuNu/LgSTaIKg0LHdHRB2GSRIicquqqkRKyiIYjUbUOGpQbquAJElQadUYddM4RI4ZArnC8wOQBkBQj2AMSIhCwg1jUfTTEez/Yi9qzDYYrOcQqg6B0WhESspCrFmzjqW3GnHw4ME6KzBGjmzeaghfeeed1fjoo3V1xjUaLXr37g2NRgur1YrS0hJUVVXW2e+zzzZiwIBBuPXWafXGt9lseOyxuSgoyPcYVygU6N27D3Q6PRwOB86ePY3KSs/43377NeRyOVJSnq43dkVFBR555K8wGMo8xtVqNXr37ovAwEDU1Nhw6lQxTCaT++dOpxOffPIRNBotZsyYVf8/TAcoKTmLZ599CkePFrrHQkJCMH36XT6bExEREdFvKRTKCxuCAEgSLDUiWrOWROFxM1YAIMFiF6FT1721IQiyVpUhtdSIF+ZaS6ls+KEbIn/hzdJ5DWG5OyLyFSZJiMht1arlMBgMEJ2iO0HSI6o3Jtw3GdrgpntIyBVyxCQORZ+hA7Dr/R0oLTyNclsFwgPCYDAYsHr1cixevKQDXknXVFRU4LEtk8kQEzPYR7Np2i+/HMLHH3/gMTZ27DjMnDkLw4YNr/NBtqAgH5s2rce2bV96fGF97713cNNNt9TbS2T9+o88EiTh4eGYO/dvuOqqJKjVao99Dx3KxurVbyA7+6B77JtvtuLmm2/D0KHD6sR+660VHgmS/v0H4OGHH8XYsYkec5EkCT/9tA8rVryOoqILCYl///t93HDDH9GzZ68G/428xeFw9QCqqKjAkSO5+OGHdPz3v9tRU3Nh9Y5Go8Fzz72M4OCQdp8PERERUXNptVro9XpXyS25HBBFHCstR58wfYtjaVQK6DQqV8ktV44ExwzVCFLXJmJqP3/K5XLIZEKrSm4dLSl3/UXu+jyo1+uh0bSt3wJRd+DN0nkNYbk7IvIVma8nQESdQ0bGXqSnp0KChEpblTtBMunBG5qVILmYNjgQkx68AT2iekOSauNBQlpaKjIy9rbTK+j6iotPemxHRPSokwjoTN58czmczgt9aiZOnIRly5YjPn5EvU/6REfH4IknnsL8+Qs9xisrK5GZ+XO959i69Qv33+VyOd544y1Mnnxtvf8u8fHDsWLF20hIGOkekyQJX365pc6+VqsVqan/dW/r9UFYvXotrrxyfJ1kjSAIuPzyRLz11nvo33+Ae9xms2H79m31ztvb3nlnNSZOTMTUqddi0aL52Lr1C48ESUzMELz55rvN7vFCRERE1FEEQbjw4I/ctSIj92RZI0c0Hiu6V9j5LVes0xWw2j1XfwQEBKA1pbYA4HBx7dzkrsRLTMxgPsVOBO+WzmtIw+XuiIjaF5MkRAQA2LjxEwCA2W6G3WmHSqvGhPsmQ6FSNnFk/RQqJSbcNxkqjRp2px1muxkAsGnTeq/Nubuprq722A4NDWtgT98rKytFVtYB97Zarcajjy6CTNb0r5Wbb76tzuqL48eP1tnPbDbhzJnT7u0hQ2KbbNqnVCrx4IMPe4z99NOPdfY7efIErFare3vMmLEICwtvNLZOp8PMmbObjN0ezp490+DPwsMjcNddf8bAgZEdMhciIiKiloqNHQoAEBSuB13SfymC3aO/SPMN7lP7mU1wfe7cefg0yqstrqHaZEZrV37YHQ6kHSrymGtc3KWtikXU3dQpnYeLytN5CcvdEZGvMElCRCgsLEB2dhYkSDDVJjNG3TSuxStIfksbHIhRU8cBAEx2MyRIyMo66FGyiC4wm80e264n4Dqn0tISjB9/NWJihkCn02H8+KubTDKcJ5PJMGRIrMfYbxNEACCKnl+cT58+DZvNWme/3xo2bDgeeeQxLF26DOvWfYIPPvikzj5Op2fs48ePNqtm9bhx4zF//gK8/PI/8dFHG/Hqq280eYw3lJQ0nCQxGMrw7LNPYvr0qfj++7QOmQ8RERFRSyQlTQIACMoAQCZDRbUVOw8dbVWsqy4d6PqLIAAQYKi2IqOotHbMdYsjKCioVbF3HjqKSpMVkMlcc71o7kT+7nzpPACu0nkAjpWWe/UcLHdHRL7CniREhPT0VACATbTBKTkREKRF5JghXokdOWYIDmzdB6vRAptoQ4AiAOnpqU2uCPBHCoXcY1sUvftUjjcNHToML764zL3d0rnqdJ41qOs7PigoCCEhIaioqAAAVFSU45lnnsTjjz+JkJCQBmMLgoBp0+5s9Px9+/aDXC6Ho/YJxoKCfLz22kt46KF5jda71el0uO22OxqN3R4uu2w0Jk++Dj179oLD4cDp08XYs2c39u//yb1PaWkJ/v73RZgzZz7uvPOeDp8jERERUUOioqIxfPgIZGdnQVDrIFmqsC5tP0ZH90GYrmU3QAf1DMWl/Xvg1xOlcECA6HBic+YxXNo3DCEKJbRaLdTqlj9sZDCa8V6qqwSsoNYBgoARIxL4vYWo1vnSeZmZ+12l80QRuSfLMC52QNMHNxPL3RGRr3AlCRHh8OEcAIDN4ar1GTVmCOS/uWHfWnKFHFGXx3rEz8391SuxuxuNxvPm/MXloDq7+pqu16e4+CS+/vqrOtfAxb1NLnbddTd6bO/atRO3334jnnzycWzd+kWjZagaExiow4QJEz3Gtmz5DLfeOgXPP/80duzYjvJy7z4V1RYPPDAHt9xyO8aPvwpXX52EO+64BytWvI2VK99BeHiEx75vvrm8w8qAERERETXXtGl3AQCEgEBAoUS1pQYvb94Fm73lDwbdOm4YnJKE0xUm1DicMNc48N7uPNSIjjqfjZrDZhfxypbdMFntgELpmuNFcyYiF2+WzvstlrsjIl/iShIiPydJEvLz8wAAdqerEVvEoF6NHdJi5+Odj5+fnwdJkvhEyG9ERPTw2DYYWtfQ0tdMpmqcOHECp04V4/TpYpw6VYxjx46isLAAVVWV9R7TUKmru+++Fz/8kO7R1N5isWDnzlTs3OlaATVgwECMGTMWY8cmYtSoyxtdCXKxBx6Yg8zMn1BZeWFORmMVtm/fhu3bt7mflBoz5gqMHXsFEhJGQaXqXPVwR44cjTfffBezZ9/rfh2SJGHlytfxwQcbfDw7IiIiogsSE8chKWkS0tNTIWhDIBnLkHOiFEs2pGHR1PEI1zfvMxwARPUKhVOSYLWLEB1O9AwKQEFpFdbsysOzg6Kha8G8DEYzXtmyGzknSgFBgKANASAgOXkSrrgisaUvk6hbS0qahA0bPoagDIB0Uem8yQnRbY7NcndE5EtMkhD5ObPZDKPRCABwSK4nQEL6NK+3RHOdj3c+vtFohMViafbNbH8xYIDnMuWKinJYLJZOX4PV6XRi797/4bvvvsXBg5koKTnrtdghISF4/fVVeOqpJ3DkSG69+xw/fgzHjx/D559vglKpxKhRlyM5+RokJV3T6DXWv/8ALFu2Av/4x5M4efJEnZ9LkoS8vCPIyzuC9es/gkajwdixiZg06Q+YMOFqKJXKeqJ2vL59+2Hu3L/hhReecY8VFOQjJ+cXDB06zHcTIyIiIvqNuXPnISvrAAwGA6ALh1RtQM6JUsxduxUzJ43GxPhBUMobXtFudziw89BRvJf6MwQAcpkMImQoM4voEahEUZkRD779Jf4yeQyS4iPR2CNZF8cyWe2uBIkuHIJcifDwcMyZM8/rr5+oq/Nm6byLsdwdEfkakyREfk4U7e6/n3+aX6n27s3f8/EuXi1gt9cAYJLkYoMHx9YZO3LkMBISLvNKfEmS4HQ6IW/ki2dLHTx4AK+//hIKCvKbtb9Op8OYMVfg7NnTyMlpXtm1vn37Ye3aD/D111/hiy8+b7Rcm91ux759e7Bv3x68/fYqPPDAHEyZclOD+w8dOgwffLABn3++Cdu2fYGjR4sa3NdiseD779Px/ffp6NOnLx555FGMH391s15De/v976/D8uWvobra6B47eDCTSRIiIiLqVIKCgrF06atYsGCe60EtfQQkcwVMVjtWbsvAhzsPIDk+ErF9IzCoZyg0KgUsNSKOlpTjcHEZ0g4VuZ40ByBXqdG3/0AUnz4NBwBlcC/IHBZUW2vwxld78H7afiQNa14sKJQQtCEQ5Ero9XosXfoqgoKCffcPRdSJTZt2lytJEhAIyW5xl8579o5kqJUtv83IcndE1BkwSULk5xSKCwkRQRAgSRLsNju8uXbBbrO745+nVHauskWdwbBh8QgICPDoRZKVlem1JEl29kEsWjQfI0ZchssuG42RI0dhyJC4VidN0tK+w3PPPQW73V7nZ4IgoFevSzBgwEAMGDAI0dExiI2NQ3T0YMjlcrzwwjPNTpIAgFwux403TsWNN07F6dOnsGfPbuzbtxcHD+6HyWSq95jy8nN46aXnUFJyFjNnzm4wtlqtxp133oM777wHR48WYc+eXfjxxwxkZx+EzWar95hTp4qxePECLF68BNdff2O9+3QkuVyOSy+Nx48/7nWPnTnTun4tRERERO0pKioay5YtR0rKQhgMBgj6CEhWEyRbNSpNVmzel9N4AJkMgloHISAQARAQHz8CgOuBFoVCD6fFCIelGhUtjAUICA8Px9KlryIqqu2lg4i6K2+WzmO5OyLqLJgkIfJzWq0Wer0eRqMRckEOURJRccqAoB7ee3Kq4pQBACAXXDfj9Xp9py8h5QtKpRJj/p+9u4+Pqrzz//86cz+TTBJIwHshIUpQgdZaDa1aCdrWm1arXbTWdotbcVtt6faHWunW3dpdWm92+8Xi7hb7Fb+9URRvW+3aahKrVOJNQRIUkDDgDd5AhpBMMnfnzJzfH5MMRAgkZMhMkvfz8fBhzuHM57oOXk7OOZ9zXZ/TTmfVquez+/7yl0a+9rV5OYnf1PQiXV1dvPjiKl58cRWGYfDII08yceLga9C8887b/PSnP+6TIAkEirj00r9j1qxPc+KJNQf8b5xMJg/pHACOOupoLrtsLpddNpdUKsWmTRv4299e5eWXV9Pc/BqpjxQOvPfeZXz602czdWrNQWNPnlzJ5MmVXHnl1zFNk9dfb+Fvf3uFl15azYYNr/eZDWXbNnfe+TNOP30WFRWDLxDan3Q6jW3bg05elZSU9NlOJvef4BERERHJt6qqKSxbtpy7715CQ0M9hq8Yw1uEbcaxrQSkTEhZYNtgGOB0gdON4fJmahX0vHxVVzcnuyzW3XffxfPPN+DwB3H4g6STMVLxGPYgY2kGicjB5XLpPC13JyKFQEkSkTGutzj12rVrcDvcWGmLtm0fcvzM3K392bYtU6PC7cjMWqmuPkFF2/txwQUX9UmSbNz4Bm++uZETTzz4A/4DsSyLp59+qs++6dNnHlKCBOC3v72PWCyW3Z4wYSL/9V+/4qijjh7Q5zs6dvfZ7q9w+8H0zqA46aRT+NrXvkF7ezsrVz7Ab397H+l0OnvcI488yKJF/zKo2G63m4997FQ+9rFT+Yd/uJYPP/yAX//6Xp544tHsMclkgt///tEDzlQZiPvu+xXNza/x3nvb+eCD9/nxjxfzmc/UDSpGb22hXuPH57a2kIiIiEgulZSUcvPNtzB79nmsXPkAzc3rMDx+DM/BX6aaMWMmc+de2edN80WLbuHSS7/Ir3/9a9asWYPD4yft8B6wLkl/sUQOlW3bRKNRLMvE5XITCARG5b1vLpfO03J3IlIIlCQREaZOncbatWvwOj3ErBihV99k5oWn43QNvXZFykoRemUTAF5nZomtmpqThhx3tDrrrM9QUTGBtrad2X333ruMn/3sP4cU989//t99CqpfcMFFhxzvuefq+2x/85v/OOAECcDWraE+2/0lSdradvLWW9t4++23+NSnzuSII448YNxx48Yxf/63MU2TBx74zV7tbdmnvQ8//CAb+8ILv0AgUHTA2EcccSQ33LCIjo6OPuf/0XM5FFu2tPLyy03Z7ZdeWj2oJEk6nWbTpr7Llx1zzLFD7peIiIjI4VZbO4va2lls3RqisbGejRvfoLV1c58XQILBINXVJ1BTcxKzZ8/pt5jzmWeeyZlnnsmWLVv405/+xKuvrmXz5jcPKZbIQIVCW2hsrGfTpg39jt2pU6dRV3fuqBpvuVw6T8vdiUi+KUkiIsyePYcVK36H1+XFkXQQ74yy9dU3qa6dNuTYW199k3gkhsNw4HV5s+3J/rndbr7+9av5z/+8Lbtv1arnefrpp/j85y88pJi7doW5++7/02ff0Ucfw+c/f2hJko6O3fvUATn55OkD/vyaNa8SDrf12ffRJbIAfvjDG/jLXxr32vMDvvSlLw+ojU984pN9kiQdHR19/vwf/uFrvPnmxuz2sccex6xZnx5Q7NNO+2SfJElnZ8cBjh6Y6dNn0Nj4bHa7oeEZvvOd7w94WbpVq55n9+7d2W2Hw0Ft7aeG3C8RERnZxsobzTI6VFZWZR8g27ZNLBbDNJO43R78fv+gxu6UKVP49re/TVtbF+l0ekixRPrT1LSahx66n5aW5n6PiUQirF27hrVr17Bixe+YPn0Gl1/+1VEzcynXS+dpBomI5IuSJCJCVdUUpk+fQUtLM0XuAJFkF2ueWM3R044nUHrgt+sPJNrRzZrHM4Wki9wBDAxmzJg5qt6eORy++MUv8Yc/PMbmzW9m991++79TWlo24Af5vbq6urjxxn/aJ0lw7bXX43Id2q+A/d1U7toVZvLkyoN+Nhrt5rbb/m2f/aa5b42S6dNn9kmS/P73j3LxxZficDgO2s727e/22T7yyKP6bM+YMbNPkuTxxx8e8N/t9u3b+2wfbHbLQJx33ue5++4l2WRRV1cXv/71vVx77XUH/WwkEuG//mtJn32f+tSZjBs3fsj9EhGRkWcgbzTX1JzEl798MVOm6G1dKUyGYRAIBICBF4AejlgikHlJaunSJTQ29rw4Zdt7JQWSkErtlRRwgtOTTQq0tDTT0tI8qpICuV46T0QkHw7+pElExoS5c68EIOAO4Ha4SUYTvHDfM1hJ8yCf3D8rafLCfc+QjCVwO9wE3IE+7Uj/XC4X//Iv/47P58vuSyaT/OAH3+dXv/ofEomBFeTevPlNvv3tf2Djxr7LMH3hC5cwZ855h9y/kpJSysrK+ux74IHf9KkBsj87dnzIwoUL9klgAH3qm/T67GfPx+PxZLc3b36Te+7574P2b9euML/73f/rs2/WrDP7bF9wwRf6bP/1ry/w+OOPHDT2229v61OTBDIJiaEaN248X/zipX323X//r/vMLtmfjo7d3HTTP/Huu+9k97lcLr79bRU6FBEZa5qaVvP973+Ha6+9mhUrfsfatWv2qVfV+0bzAw/8lssvv5xrrrmGv/71r3nqsYjIyBMKtTJ//ryeBImNHe8i3fkhdnc7JKJg9cyagMy/LQsSUezu9sxx8S7ApqGhnvnz5xEKbTlQcyNKbe0s/uM/7mLZsuV85StX8fGPn0owGOxzTDAY5OMfP5WvfOUqli1bzn/8x11KkIhIQTDsQ62WKzIChcNdpNOHPuTT6RQ7dvR9wDtx4rE4HEOv3VEIFi++lcbGeqy0RTi+C9u2mVB1FGd947xBzSiJdnTzwn3PsDP0PoZhUO4bj8vhoq5uDjfffMthPIORyeXqm6+2rEyy4ZVXmrjppu+TTPadZVFRMYFLLrmMurpzOf74yX3+zDRNXn+9hT/84THq65/Bsqw+f/6JT5zO7bf/J16vj/6ceeZpfbZXrXp1n2PuvPNnPP74w332nXXWZ/jWt76zT5/effcdnn76KR59dGW/S1OdffZsFi++Y5/9S5b8BytXPrBPO1//+tXU1JzUZ1aLaZqsWvUX/uu/7uL999/L7h8/vpwHHniEoqLiPnFuvvn/44UX/pLdNgyDCy/8Ipdf/tV9ZjtFo1EaGv7M//zP0j7LWlVVTWH58vtxOof+HdDV1cXf//0VfPjhB336dOmlf8dXvvK1PrNhuru7aGh4lnvvXcbOnTv6xFm48GYuueSyIfen16F87xmGQUVF37/vtraufmvPiBQ6jWkpZIf6RrN7r1pcn//857n66m8RDJbk6SxEhk7f1XK4hUKtLFz4PSKRCHbKxI7uBivzUmFpkY+6UyqpObaCSRP2FCp/a2c7G989cKHyO+9cst86HKNhTA916TwZfUbDuJbDw+EwKC8vPviBh4mSJDKmKElyYJ2dHcyfP49wOEwylaQ9sRvbtvH4vZx6ySwqTzvxgMXcU1aKra++yZrHV5OMJTAMg3HeMjxOD+Xl5SxbtnxUTCfOtf6SJJCp3/Gv//pDdu0K7/ezwWAJEycegdfrJRLp5MMPPySZ3P9Mk7q68/jnf/5xn9kZ+zOQJEk43MbXvnb5fpMeEyZMpKKigkQiwY4dO+jq6vsWa3FxkCuu+Cq/+tX/ZPdNnlzJb3+7cp9Y8Xica6+dx5Ytm/f5s+LiIEcddRQej5fu7i62b38X0+w788ntdnPHHUs47bTT9/n8rl1hvvnNr+9T0B6grGwcEycegcvlIhLp5L33tu9TN6W4uJj/+q9fUVVVvc/nD9Xbb2/juuvm096+a58/O+qoYygrKyMa7Wb79nf3SYABfPOb/8g3vvHNnPUHlCQRAY1pKVyhUCuLFt1IOBwm80ZzpmAuB5ndCWA4nTj9xTj8mbd8S0vHs3jx7SqYKyOWvqvlcNr7Xtm2kthdYbBtiv0e5tWdyjmnTMZ9gBenzFSK59ZvY3nDGrpiSTAMjOJyDFf/98oa0zIaaVxLf5QkERlGSpIcXCi0hYULFxCJRLDSFh2JTsx05sGzL+in6pNTqZh8BGVHl+P2ujETJrvfC9O27UNCr2wiHsksm+R2uCn1luByuA74dowcOEkCmYTEf/3XEp555k8HXdJqf8aNG893vvN9PvvZzw/o+IEkSQDWr2/hxhu/N6jC5Wec8SluuGER48eP5/OfP6fPLJmHH/7DPrVDIHNDsmjRDbz22poBtwOZGTe33PITTj31tH6Pef/997jppn8a9DT3SZMm8+Mf/5Tq6hMG9bmBeP/99/jxj/+Z9ev7LwD5UcFgCTfffAtnn31OzvujJImIxrQUpiG/0RzNvNHscHlwBseRsp26ZpMRTd/Vcjj1rrpgp0zsSBvYNtOOm8BNXzqL8cUHr73Ra1dXjNsee4EN7+zMJEqCFRhO935XXdCYltFI41r6oySJyDBSkmRgQqEtLFp0Q+YtGWyiZpRuM0raPvgDeofhoMgdINBTqL28vJzFi+/QzfYBHCxJ0mvbtq388Y+/5/nnn+tTg2J/nE4nNTUncdFFF3PeeZ/vU9/kYAaaJAFoa2vjnnv+i2ef/VO/tVK8Xi+f+MTp/N3fXc4nP7lnvdlbbrmZhoZnstuXX34l3/nO9/cbw7ZtnnnmaR577GHWr28+4AVUdfWJnHvuZ7n00r8jEDj4MnGWZfHEE4/w5JNPsHnzm/0e53A4OOmkU/jc5y7gwgu/eNAZOUORSqV49tk/8eCD9/cpMP9RRxxxJF/4wiV8+ctXUFx8eC4mlCQR0ZiWwpOLN5pf2PA2//fZvxGJJTAMBxSNP+AbzSKFTt/Vcrg0Na3mRz/6Adg26a42sEymHTeBW6+ow+t2DTpewrS4ZUVDJlHicuMIVgAGP/nJz6itnZU9TmNaRiONa+mPkiQiw0hJkoHr7Ozg7ruX0NCQWd/axiZhJUikkphpk5SdwrZtDMPAaThxO9x4nR68Li8GmTVG6+rmcN11C3STfRADTZLsrb29nVColfff3053dzexWAyfz0cwWMJRRx3NtGkn4/cP/I2moYrFYmzY8Dpvv72NSKQLp9NBWdk4jjrqaE4+eXpOEwodHbt5881NbN/+LtFoN5ZlUVpaxvjx4znxxBqOOOLIQ47d1tbG5s2b+OCD9+nuzlyojRs3jvHjK5g27WTGjRuXs/MYqHC4jfXrm2lra6OrK0JRURFlZeM48cQajj9+0mFvX0kSEY1pKTy5eKPZ5XKyKxLlp488z+vv7AAO/EazSKHTd7UcLt///ndoaWnGjndhxzop9ntYes1Fg5pB8lHhSJTr73mS7riJ4S/B8BUzY8ZM/uM/7soeozEto5HGtfRHSRKRYaQkyeA1Na1m5coHaG5eN+DPzJgxk7lzr+SMM2oPfrAcUpJEZLgoSSKiMS2FJVdvNLt66szFTYsf/e5ZXn97xwHfaBYpdPqulsMhFNrCtddenfnO7fwQ0mm+c2Et580c+koJz6zbwi+eagKHA0fJEWAYLFu2nMrKKkBjWkYnjWvpT76TJIOfFygiY0pt7Sxqa2exdWuIxsZ6Nm58g9bWzUQie4pxB4NBqqtPoKbmJGbPnpO9qBMRERGR3HroofsBsBPdYJkU+z3c9KWzDmnJFwCf28UPLjubf/zvJ+iOm9jxbgxfMStXPqAkiYiMeY2NPSsrmHFIpykr9nHOKZNzEvucUybz6+deo6M7jm3GMTx+GhvrdT8tIpIHSpKIyIBUVlZlL9Zs2yYWi2GaSdxuD36/H8Mw8txDERERkdEtFNpCS0sz2DZ2oguAeXWnDmnJF4DyYICr53yCXzzVhJ3owvAW0dy8jq1bQ3pYJyJj2qZNGwCwrUz9xdknVx6w5tNguJ1O6k6p5LGXNmBbCQyPn40b38hJbBERGRzHwQ8REenLMAwCgQClpWUEAgElSERERESGweF+o7m0yAfpdCb+Xu2JiIxFtm3T2ro5s5FKAlBzbEVO25h6TE+8lAlAa+tmLTskIpIHSpKIiIiIiIiMAMPxRvPe8fVGs4iMZdFodM8y06kUAJMmjMtpG5Mn9sRLWQBEIhFisVhO2xARkYNTkkRERERERKTA6Y1mEZHhZVnmno2e70K/J7er1mfj7fVda5rJnLYhIiIHpySJiIiIiIhIgdMbzSIiw8vlcu/Z6FliOpa0ctpGNt5eS1i73Z6ctiEiIgenJImIiIiIiEiB0xvNIiLDKxAIEAwGMxs9Sxu+tbM9p21s29ETz5n5/g0Gg/j9/py2ISIiB6ckiYiIiIiISIHTG80iIsPLMAyqq0/IbDgz34Ub323LaRubtvfEc2a+46urT8DY6ztYRESGh5IkIiIiIiIiBU5vNIuIDL+pU6cBYLi8ADS+vhWzZ8nDoTJTKRrWb+0Tv6bmpJzEFhGRwVGSREREREREpMDpjWYRkeE3e/YcAAy3DxwOdnfFeW79tpzEfm79Njq64+BwZOLv1Z6IiAwvJUlERERERERGAL3RLCIyvKqqpjB9+gwwDAxvMQDLG9awqys2pLjhSJR76/8GkIlrGMyYMZPKyqoh91lERAZPSRIREREREZERQG80i4gMv7lzrwTA8BWBy01XLMltj71Awjy0ulAJ0+L2x1fRHTfB5c7E3asdEREZfkqSiIiIiIiIjAB6o1lEZPjV1s7qSRobGIEyMAw2vLOTW1Y0EI5EBxUrHIlyy4oGNryzM/NdHigDDOrq5nDGGbWHofciIjIQSpKIiIiIiIiMELl+ozluWvzskef1RrOIyAFcf/0CysvLMZxujOLybKLk+nue5Jl1Ww669KGZSvHMui1cf8+TexIkxZl45eXlXHfdgmE6ExER2R8lSUREREREREaIXL/R/KPfPcvr7+zQG80iIgdQUlLK4sV3EAwGMVwejGAFuNx0x01+8VQTVy99nOX1a3hx49u8tytCe1eM93ZFeHHj2yyvX8PVSx/nF0817UlIByswXB6CwSCLF99BSUlpvk9RRGRMM2zbtvPdCZHhEg53kU4f+pBPp1Ps2PFun30TJhyL0+kcatdkDHO5+uarLSudp56I7CuVSrFzZ9/vvYkTj8Xh6P97zzAMKiqK++xra+tClxwyUmlMS6Hp7Oxg/vx5hMNhbCuJ3RUG26bI5+bqOZ/gnFMm4z7A9amZSvHChrf51TOv0hVPYjgcEBiP4fJQXl7OsmXL9cBORhx9V8twCIW2sGjRDYTDYcDGjndjJ7ogPYB7OIcDw1vcM2PPoLy8nMWL76Cqasp+D9eYltFI41r643AYlJcXH/zAw0RJEhlThp4kSbNjxzt99lVUHIPL5Rpq12QMU5JECpllWbS1be+zb+LE43A4+p+MqgtfGW00pqUQhUJbWLhwAZFIBDtlYkd3g2UCUFrko+6USqYeU8HkiePwe1zEkhbbdrSzaXsbDeu30hGNA+BweXAGx5GynQSDQe68c0m/D+xECpm+q2W4dHZ2cPfdS2hoqM/ssG1sM45tJSBlQsoC2wbDAKcLnG4MlxfD7cvsA+rq5nDddQsOmJDWmJbRSONa+qMkicgwGmqSxLZtPvzwHWBPjPHjj8Tj8eagdzJWKUkihcw0E4TDH/TZd8QRx2P03ODtjy58ZbTRmJZCNZQ3mg2nE6e/GIc/CEBp6XgWL75dCRIZsfRdLcOtqWk1K1c+QHPzugF/ZsaMmcyde+WAljTUmJbRSONa+pPvJIlefxcZBMMwcDicpNN7CmMmEjElSURk1Eok4n22HQ7nARMkIiIyfKqqprBs2fLsG82GrxjDW3TwN5rdXtz+omycz3/+81x99bcIBkvyeDYiIiNLbe0samtnsXVriMbGejZufIPW1s1EIpHsMcFgkOrqE6ipOYnZs+dQWVmVxx6LiEh/lCQRGSSfL0A02pndjsW6KS4u1UNDERmV4vG+RYC9Xn+eeiIiIvtTUlLKzTffwuzZ52XfaDY8fgzPwb+vTz31VP7+7/+eT3/603qLU0TkEFVWVmWTH7ZtE4vFMM0kbrcHv9+vZwUiIiOAkiQig+T3F/VJkqTTFtFohKIivXknIqNLIhHDspJ99vl8Rf0cLSIi+TSYN5qnTTuZyy77IlOmaGktEZFcMgyDQCAABPLdFRERGQQlSUQGye324HJ5+jw4jETaSadTFBeX6S0RERkVEokY7e07++xzOJxaXlBEpMAN5I3m/a0HLiIiIiIyVilJInIIAoFiOjt39dnX3d1JNNqF1+vD6/XjcnlwOByAgfImciCpVN+lLdIDKLYqkku2nXmQZtspEok48Xh0nxkkkJlFokSwiMjIoTeaRUREREQOTkkSkUPg9xeTTqfp6trdZ79tp4nHo/us4S9yYB996Kz1wKXw+HxFBINl+e6GiIiIiIiIiEhOOfLdAZGRyDAMiotLKSkpz3dXREQOO5+viNLScs0iEREREREREZFRRzNJZB/JZJIvfOELbNu2DYBNmzblt0MFLBAoxul00tXVgWkm8t0dGaFcrr75astK5aknIn05HM7sDBIlSERERERERERkNFKSRPbx85//PJsgkYPzev14vX5SqRSJRIxEIkYyGce2VVdCREYeh8OJ1xvA5wvg8XiVHBERERERERGRUU1JEunj8ccf59577813N0Ykp9NJIFBMIFAM9BZBtlF9CTkwg/Lyoj57wuFuNG5k+BkYhqGkiIiIiIiIiIiMKUqSSNYf/vAHfvjDH+a7G6OGHjbKQBiGgcvV96vY6XT2JNhERERERERERETkcFKSREin0yxbtoz/83/+jx7MioiIiIiIiIiIiMiYoSTJGNfW1saNN97IX//613x3RURERERERERERERkWClJMkal02kef/xx/vM//5OdO3fmuzsiIiIiIiIiIiIiIsPOke8OyPBraGjgi1/8IjfffHOfBInD4eD/+//+vzz2TERERERERERERERk+ChJMsZ0dnbyrW99i82bN/fZf+SRR7Js2TLmz5+fp56JiIiIiIiIiIiIiAwvLbc1xjmdTq644gq+//3vU1xcnO/uiIiIiIiIiIiIiIgMGyVJxijDMPjc5z7HggULqKqqynd3RERERERERERERESGnZIkY4zT6WTevHl85StfYdKkSfnujoiIiIiIiIiIiIhI3ihJMsYUFRXxgx/8IN/dEBERERERERERERHJOyVJZEwxDAPDyHcvRPbY33jM7NNAlZFL41pGG41pGW00pmU00riW0UZjWkYjjWvpj5HnB7aGbdt2XnsgBWfq1Kl9tjdt2pSnnoiIiIiIiIiIiIiIHD6OfHdAREREREREREREREQkH5QkERERERERERERERGRMUlJEhERERERERERERERGZNUuF3GlF27ukmnVYZHCodhQHl5cZ994XAXqhYlI5nGtYw2GtMy2mhMy2ikcS2jjca0jEYa19Ifh8Ng/PiivLWvJImMKbZtY+ubVwqKsc8e20bjVEY4jWsZbTSmZbTRmJbRSONaRhuNaRmNNK5l//I9BLTcloiIiIiIiIiIiIiIjElKkoiIiIiIiIiIiIiIyJikJImIiIiIiIiIiIiIiIxJSpKIiIiIiIiIiIiIiMiYpCSJiIiIiIiIiIiIiIiMSUqSiIiIiIiIiIiIiIjImKQkiYiIiIiIiIiIiIiIjElKkoiIiIiIiIiIiIiIyJikJImIiIiIiIiIiIiIiIxJSpKIiIiIiIiIiIiIiMiYpCSJiIiIiIiIiIiIiIiMSUqSiIiIiIiIiIiIiIjImOTKdwek8GzatCnfXRAREREREREREREROew0k0RERERERERERERERMYkJUlERERERERERERERGRMUpJERERERERERERERETGJCVJRERERERERERERERkTFKSRERERERERERERERExiQlSUREREREREREREREZExSkkRERERERERERERERMYkJUlERERERERERERERGRMUpJERERERERERERERETGJCVJRERERERERERERERkTFKSRERERERERERERERExiQlSUREREREREREREREZExSkkRERERERERERERERMYkJUlERERERERERERERGRMUpJERERERERERERERETGJCVJRERERERERERERERkTFKSRERERERERERERERExiQlSUREREREREREREREZExSkkRERERERERERERERMYkJUlERERERERERERERGRMUpJERERERERERERERETGJCVJRERERERERERERERkTFKSRERERERERERERERExiQlSUREREREREREREREZExy5bsDIiIiIiIiIiJyYLZtE41GsSwTl8tNIBDAMIx8d0tERGTEU5JERERERERERKQAhUJbaGysZ9OmDbS2biYSiWT/LBgMUl19AlOnTqOu7lwqK6vy2FMREZGRS0kSEREREREREZEC0tS0moceup+WluZ+j4lEIqxdu4a1a9ewYsXvmD59Bpdf/lXOOKN2GHsqIiIy8ilJIiIiIiIiIiJSADo7O1i6dAmNjfWZHbaNbcaxrQSkkpBKgW2DYYDTCU4PhsuL4fbR0tJMS0szdXVzuO66BZSUlOb3ZEREREYIFW4XEREREREREcmzUKiV+fPn9SRIbOx4F+nOD7G72yERBcvKJEgg82/LgkQUu7s9c1y8C7BpaKhn/vx5hEJb8nk6IiIiI4ZmkoiIiIiIiIiI5FEo1MrChd8jEolgp0zs6G6wTABKi3zUnVJJzbEVTJowDr/HRSxp8dbOdja+20bD+q10dMexY53YZgwjUEY4HGbhwgXceecSqqqm5PfkRERECpySJCIiIiIiIiIiedLZ2cGiRTdmEiRWErsrDLZNsd/DvLpTOeeUybidzj6fGQccPT7IrKnHc9U5M3lu/TaWN6yhK5bEjrRBcTmRSIRFi25g2bLlWnpLRETkALTcloiIiIiIiIhInixduoRwOJyZQdKTIJl23ASWXnMR582csk+C5KPcTifnzZzC0msuYtpxEzJ1TLoy8cLhMHffvWSYzkRERGRkUpJERERERERERCQPmppWZ2qQ2HZmia2eBMmtV9Qxvtg/qFjji/3cekXdnkRJdDe9NUqamlYfju6LiIiMCkqSiIiIiIiIiIjkwUMP3Q+AnegGy6TY7+GmL52F131oq6N73S5uvORMinxusEzseDcAK1c+kLM+i4iIjDZKkoiIiIiIiIiIDLNQaAstLc2ZWR+JLgDm1Z066BkkH1UeDHD1nE8AZOLaNs3N69i6NTTkPouIiIxGSpKIiIiIiIiIiAyzxsZ6AGwzDuk0ZcU+zjllck5in3PKZEqLfJBOZ+Lv1Z6IiIj0pSSJiIiIiIiIiMgw27RpAwC2lQBg9smVBy3SPlBup5O6Uyr7xN+48Y2cxBYRERltlCQRERERERERERlGtm3T2ro5s5FKAlBzbEVO25h6TE+8lAlAa+tmbNvOaRsiIiKjgZIkIiIiIiIiIiLDKBqNEolEMhupFACTJozLaRuTJ/bES1kARCIRYrFYTtsQEREZDZQkEREREREREREZRpZl7tnomd3h97hy2kY23l6zR0wzmdM2RERERgMlSUREREREREREhpHL5d6zYRgAxJJWTtvIxuuJD+B2e3LahoiIyGigJImIiIiIiIx4tm3T3d1NR8duuru7te6+iBS0QCBAMBjMbPQUa39rZ3tO29i2oyeeMzOjJBgM4vf7c9qGiIjIaJDbuZwiIiIiIiLDJBTaQmNjPZs2baC1dfOe9f3JPAysrj6BqVOnUVd3LpWVVXnsqYhIX4ZhUF19AmvXrgGnByyLje+2MWvq8TlrY9P2tswPzsyslerqEzD2mlUiIiIiGUqSiIiIiIjIiNLUtJqHHrqflpbmfo+JRCKsXbuGtWvXsGLF75g+fQaXX/5Vzjijdhh7KiLSv6lTp7F27RoMlxc7EaXx9a1cdc5M3D0zS4bCTKVoWL8VAMPlBaCm5qQhxxURERmNlCQREREREZERobOzg6VLl9DYWJ/ZYdvYZhzbSkAqCalUpkCxYWSWr3F6MFxeDLePlpZmWlqaqaubw3XXLaCkpDS/JyMiY97s2XNYseJ3GG4ftsPB7q44z63fxnkzpww59nPrt9HRHQeHA8Pty7YnIiIi+1JNEhERERERKXihUCvz58/rSZDY2PEu0p0fYne3QyIKlpVJkEDm35YFiSh2d3vmuHgXYNPQUM/8+fMIhbbk83RERKiqmsL06TPAMDC8xQAsb1jDrq7YkOKGI1Hurf8bQCauYTBjxkwtOygiItIPzSQREREREZGCFgq1snDh94hEItgpEzu6GywTgNIiH3WnVFJzbAWTJozD73ERS1q8tbOdje+20bB+Kx3dcexYJ7YZwwiUEQ6HWbhwAXfeuYSqqqG/sS0icqjmzr2SlpZmDF8RthmjK5bktsde4NYr6vC6B//IJmFa3P74KrrjJrjcGL6ibDsiIiKyf5pJIiIiIiIiBauzs4NFi27MJEisJHakDSyTYr+H71xYy73XX8K8Oacya+rxHD0+yLhiP0ePDzJr6vHMm3Mq915/Cd+5sJZivwcsEzvShm0liUQiLFp0A52dHfk+RREZw2prZ/Usg2VgBMrAMNjwzk5uWdFAOBIdVKxwJMotKxrY8M7OzOyUQBlgUFc3R/WYREREDkBJEhERERERKVhLly4hHA5nZpB0hcG2mXbcBJZecxHnzZxy0ALHbqeT82ZOYek1FzHtuAmZOiZdmXjhcJi7714yTGciIrJ/11+/gPLycgynG6O4PJsouf6eJ3lm3RbMVOqAnzdTKZ5Zt4Xr73lyT4KkOBOvvLyc665bMExnIiIiMjIpSSIiIiIiIgWpqWl1pgaJbWeW2OpJkNx6RR3ji/2DijW+2M+tV9TtSZREd9Nbo6SpafXh6L6IyICUlJSyePEdBINBDJcHI1gBLjfdcZNfPNXE1UsfZ3n9Gl7c+Dbv7YrQ3hXjvV0RXtz4Nsvr13D10sf5xVNNe5bYClZguDwEg0EWL76DkpLSfJ+iiIhIQVNNEhERERERKUgPPXQ/AHaiO7vE1k1fOuuQ1ukH8Lpd3HjJmVx/z5N0x03seDeGr5iVKx+gtnZWLrsuIjIoVVVTuPPOJSxadAPhcBgjWIEd78ZOdNHRHeexlzYcOIDDgeEt7qlBYlBeXs7ixXeo7pKIiMgAaCaJiIiIiIgUnFBoCy0tzZlZH4kuAObVnTroGSQfVR4McPWcTwBk4to2zc3r2Lo1NOQ+i4gMRVXVFJYtW05dXU+NEl8xjpIjMIrGgTcALjcYRuZgw8hsewMYReMyx/mK6a1BsmzZciVIREREBkgzSUREREREpOA0NtYDYJtxSKcpK/ZxzimTcxL7nFMm8+vnXqOjO45txjE8fhob66msrMpJfBGRQ1VSUsrNN9/C7NnnsXLlAzQ3r8Pw+DE8B08Qz5gxk7lzr1SRdhERkUFSkkRERERERArOpk2ZpWVsKwHA7JMrD1qkfaDcTid1p1Ty2EsbsK0EhsfPxo1v5CS2iEgu1NbOorZ2Flu3hmhsrGfjxjdobd1MJBLJHhMMBqmuPoGampOYPXuOEr3SL9u2iUajWJaJy+UmEAhg9M5KEhERJUlERERERKSw2LZNa+vmzEYqCUDNsRU5bWPqMT3xUiYAra2bsW1bD41EpKBUVlZlkx+2bROLxTDNJG63B7/fr+8s6VcotIXGxno2bdrQb4Jt6tRp1NWdqwSbiIx5SpKIiIiIiEhBiUajex7mpFIATJowLqdtTJ7YEy9lARCJRIjFYgQCgZy2IyKSK4Zh9HxH6XtK+tfUtJqHHro/U9erH5FIhLVr17B27RpWrPgd06fP4PLLv6ql2kRkzFKSRERERERECoplmXs2bBsAvye3ty7ZeD3xAUwziR4+iojISNTZ2cHSpUv21PSybeLJFAkzhWmlsVJpbBsMA1xOB26XA6/bic/jpKWlmZaWZurq5nDddQsoKSnN89mIiAwvR747ICIiIiIisjeXy71no2cpmVjSymkb2Xh7LVXjdnty2oaIiMhwCIVamT9/Ho2N9djYdMWS7GiP0R5JEI1bmFY6+06AbYNppYnGLdojCXa0x+iKJbGxaWioZ/78eYRCW/J7QiIiw0wzSUREREREpKAEAgGCwWBmyS2nEyyLt3a2c/T4YM7a2LajPfODM3NLFAwG8fv9OYsvIiIyHEKhVhYu/B6RSAQrlaY9ksC00gD4AkEmTTuD8iOrKK04Brfbi2km6GjbTviDEG9teIl4NEJnt0kskWJc0Es4HGbhwgXceecSqqqm5PnsRESGh5IkIiIiIiJSUAzDoLr6BNauXQNOD1gWG99tY9bU43PWxqbtbZkfnJlZK9XVJ6gAsoiIjCidnR0sWnQjkUiEpJliV2ectA0eX4CZZ17G8TWn43T2ffTnA4JlEzm2+uOcMuti3t74MutWPUIyHqVtd4zxJT4ikQiLFt3AsmXLtfSWiIwJWm5LREREREQKztSp0wAwXF4AGl/fitlTxH2ozFSKhvVb+8SvqTkpJ7FFRESGy9KlSwiHw1ipdDZBUnH0FD531S1UnvypfRIkH+V0uqg8+VN87qpbqDh6CmkbdnXGsVJpwuEwd9+9ZJjOREQkv5QkERERERGRgjN79hwADLcPHA52d8V5bv22nMR+bv02Orrj4HBk4u/VnoiIyEjQ1LQ6U4PEtmmPJLIJkrMv+S7+osHN/vAXlXL2Jd/NJkraI4lsjZKmptWH6QxERAqHkiQiIiIiIlJwqqqmMH36DDAMDG8xAMsb1rCrKzakuOFIlHvr/waQiWsYzJgxk8rKqiH3WUREZLg89ND9AHTHTUwrjccXYNYF1+Byew4pnsvtYdb538Tj9WNaabpjJgArVz6Qsz6LiBQqJUlERERERKQgzZ17JQCGrwhcbrpiSW577AUSpnVI8RKmxe2Pr6I7boLLnYm7VzsiIiIjQSi0hZaWZmzbpjuW+Z0488zLBj2D5KP8xWXMPOvLAHTHLGzbprl5HVu3hobcZxGRQqYkiYiIiIiIFKTa2lk9y2AZGIEyMAw2vLOTW1Y0EI5EBxUrHIlyy4oGNryzMzM7JVAGGNTVzeGMM2oPQ+9FREQOj8bGegDiyRSptI2vqITja07PSezja07HFwiSStskkqk+7YmIjFZKkoiIiIiISMG6/voFlJeXYzjdGMXl2UTJ9fc8yTPrthy0mLuZSvHMui1cf8+TexIkxZl45eXlXHfdgmE6ExERkdzYtGkDAAkz8ztwUs3pBy3SPlBOp4tJ084AIN4Tf+PGN3ISW0SkUOXmG1REREREROQwKCkpZfHiO1i4cAGRSASCFdjR3XTHTX7xVBO/fu416k6pZOoxFUyeOA6/x0UsabFtRzubtrfRsH5rpkg7ZJbYCpRhON0Eg0EWL76DkpKhLU0iIiIynGzbprV1MwCmlQag/Mjc1tXqjdcbv7V1M7ZtYxhGTtsRESkUSpKIiIiIiEhBq6qawp13LmHRohsIh8MYwQrseDd2oouO7jiPvbThwAEcDgxvcU8NEoPy8nIWL76Dqqopw9J/ERGRXIlGo5mXBgArlUlilFYck9M2euP1xo9EIsRiMQKBQE7bEREpFFpuS0RERERECl5V1RSWLVtOXV1PjRJfMY6SIzCKxoE3AC439L7hahiZbW8Ao2hc5jhfMb01SJYtW64EiYiIjEiWZWZ/tu3Mv91ub07b2F8800zmtA0RkUKimSQiIiIiIjIilJSUcvPNtzB79nmsXPkAzc3rMDx+DI//oJ+dMWMmc+deqSLtIiIyorlc7uzPhpFJlJhmAl8O2zDNxD773G5PDlsQESksSpKIiIiIiIxAtm0TjUaxLBOXy00gEBgza4XX1s6itnYWW7eGaGysZ+PGN2ht3ZxdfgQgGAxSXX0CNTUnMXv2HCorc7teu4iISD4EAgGCwSCRSASX04Fppelo206wbGLO2uho2w6Ay5lZgCYYDOL3H/yFBBGRkUpJEhERERGRESIU2kJjYz2bNm3oNykwdeo06urOHRNJgcrKqux52rZNLBbDNJO43R78fv+YSRqJiMjYYRgG1dUnsHbtGtyuTJIk/EGIY6s/nrM2wh+EAHC7MkmS6uoT9DtVREY1JUlERERERApcU9NqHnroflpamvs9JhKJsHbtGtauXcOKFb9j+vQZXH75V8fM8lKGYfQUlFVRWRERGd2mTp3G2rVr8LqdROMWb218mVNmXYzTOfTHfKmUxVsbXgLA53YCUFNz0pDjiogUMiVJREREREQKVGdnB0uXLqGxsT6zw7axzTi2lYBUElKpzGLkhgFOJzg9GC4vhttHS0szLS3N1NXN4brrFlBSUprfkxEREZGcmD17DitW/A6fx4nTYRDv7uTtjS9TefKnhhz77Y0vE49GcDoMvB5ntj0RkdHMke8OiIiIiIjIvkKhVubPn9eTILGx412kOz/E7m6HRBQsK5Mggcy/LQsSUezu9sxx8S7ApqGhnvnz5xEKbcnn6YiIiEiOVFVNYfr0GRiGQZE/8/7zulWPEOvuGFLcWNdu1r3wMABFfheGYTBjxswxsYSniIxtmkkiIiIiIlJgQqFWFi78HpFIBDtlYkd3g2UCUFrko+6USmqOrWDShHH4PS5iSYu3draz8d02GtZvpaM7jh3rxDZjGIEywuEwCxcu4M47l1BVNSW/JyciIiJDNnfulbS0NFPkdxNLpEjGo6z+4z2cfcl3cbk9g45nmUlW/++vSCZiuF0OivzubDsiIqOdkiQiIiIiIgWks7ODRYtuzCRIrCR2Vxhsm2K/h3l1p3LOKZNxO519PjMOOHp8kFlTj+eqc2by3PptLG9YQ1csiR1pg+JyIpEIixbdwLJly7X0loiIyAhXWzuL2bPn0NhYz7igl7bdMdre28Lzj9/FrPO/ib+4bMCxYl27Wf2/v6LtvS04HDAu6MXAoK5uzpipbSYiY5uW2xIRERERKSBLly4hHA5nZpD0JEimHTeBpddcxHkzp+yTIPkot9PJeTOnsPSai5h23IRMHZOuTLxwOMzddy8ZpjMRERGRw+n66xdQXl6Oy+lgfIkPhwFt723hT7+9la2vv0gqZR3w86mUxdbXX+RPv701myAZH/ThcjooLy/nuusWDNOZiIjkl5IkIiIiIiIFoqlpdaYGiW1nltjqSZDcekUd44v9g4o1vtjPrVfU7UmURHfTW6OkqWn14ei+iIiIDKOSklIWL76DYDCIx+2kosyP2+UgmYjxyrO/4al7F7Fu1SO827qWyO4dxLs7iOzewbuta1m36hGeuncRrzz7m+wSWxWlfjxuJ8FgkMWL79DMUxEZM7TcloiIiIhIgXjoofsBsBPdYJkU+z3c9KWz8LoP7bLd63Zx4yVncv09T9IdN7Hj3Ri+YlaufIDa2lm57LqIiIjkQVXVFO68cwmLFt1AOBymosxHd8ykO2YRj0bY9LdnD/h5pyNT/L3I78bAoLy8nMWL71ANMxEZUzSTRERERESkAIRCW2hpac7M+kh0ATCv7tRBzyD5qPJggKvnfAIgE9e2aW5ex9atoSH3WURERPKvqmoKy5Ytp65uDgYGxX4PE8f5GR/0EvC5cLscGAbZf9wuBwGfi/FBLxPH+Sn2e7I1SJYtW64EiYiMOZpJIiIiIiJSABob6wGwzTik05QV+zjnlMk5iX3OKZP59XOv0dEdxzbjGB4/jY31VFZW5SS+iIiI5FdJSSk333wLs2efx8qVD9DcvA6f14XPe/BHfzNmzGTu3CtVpF1ExiwlSURERERECsCmTRsAsK0EALNPrjxokfaBcjud1J1SyWMvbcC2EhgePxs3vpGT2COFbdtEo1Esy8TlchMIBDAMI9/dEhERyana2lnU1s5i69YQjY31bNz4Bq2tm4lEItljgsEg1dUnUFNzErNnz9FLEyIy5ilJIiIiIiKSZ7Zt09q6ObORSgJQc2xFTtuYekxPvJQJQGvrZmzbHtWJglBoC42N9WzatKHfB0RTp06jru5cPSASEZFRpbKyKvu7zbZtYrEYppnE7fbg9/tH9e9/EZHBUpJERERERCTPotHongf4qRQAkyaMy2kbkyf2xEtZAEQiEWKxGIFAIKftFIKmptU89ND9mRov/YhEIqxdu4a1a9ewYsXvmD59Bpdf/lUtNSIiIqOOYRg9v+9H3+98EZFcUJJERERERCTPLMvcs2HbAPg9ub1Uz8briQ9gmklG0wOTzs4Oli5dkq3vgm1jm/HMEmapZCYBZduZqrVOJzg9GC4vhttHS0szLS3N1NXN4brrFlBSUprfkxERERERkWHhyHcHRERERETGOpfLvWejZ/mLWNLKaRvZeHstr+F2e3LaRj6FQq3Mnz+vJ0FiY8e7SHd+iN3dDokoWNaeBJFtZ7YTUezu9sxx8S7ApqGhnvnz5xEKbcnn6YiIiIiIyDDRTBIRERERkTwLBAIEg8HMkltOJ1gWb+1s5+jxwZy1sW1He+YHZ+YWIBgM4vf7cxY/n0KhVhYu/B6RSAQ7ZWJHd0PP7JzSIh91p1RSc2wFkyaMw+9xEUtm/n43vttGw/qtdHTHsWOd2GYMI1BGOBxm4cIF3HnnEqqqpuT35ERERERE5LBSkkREREREJM8Mw6C6+gTWrl0DTg9YFhvfbWPW1ONz1sam7W2ZH5yZWSvV1SeMiqKtnZ0dLFp0YyZBYiWxu8Jg2xT7PcyrO5VzTpmM2+ns85lxwNHjg8yaejxXnTOT59ZvY3nDGrpiSexIGxSXE4lEWLToBpYtW66lt0RERERERjEttyUiIiIiUgCmTp0GgOHyAtD4+lbMniLuQ2WmUjSs39onfk3NSTmJnW9Lly4hHA5nZpD0JEimHTeBpddcxHkzp+yTIPkot9PJeTOnsPSai5h23IRMHZOuTLxwOMzddy8ZpjMREREREZF8UJJERERERKQAzJ49BwDD7QOHg91dcZ5bvy0nsZ9bv42O7jg4HJn4e7U3kjU1rc7UILHtzBJbPQmSW6+oY3zx4JYSG1/s59Yr6vYkSqK76a1R0tS0+nB0X0RERERECoCSJCIiIiIiBaCqagrTp88Aw8DwFgOwvGENu7piQ4objkS5t/5vAJm4hsGMGTOprKwacp/z7aGH7gfATnSDZVLs93DTl87C6z60VYW9bhc3XnImRT43WCZ2vBuAlSsfyFmfRURERESksChJIiIiIiJSIObOvRIAw1cELjddsSS3PfYCCdM6pHgJ0+L2x1fRHTfB5c7E3audkSwU2kJLS3Nm1keiC4B5dacOegbJR5UHA1w95xMAmbi2TXPzOrZuDQ25zyIiIiIiUniUJBERERERKRC1tbN6lsEyMAJlYBhseGcnt6xoIByJDipWOBLllhUNbHhnZ2Z2SqAMMKirm8MZZ9Qeht4Pr8bGegBsMw7pNGXFPs45ZXJOYp9zymRKi3yQTmfi79WeiIiIiIiMLkqSiIiIiIgUkOuvX0B5eTmG041RXJ5NlFx/z5M8s27LQYu5m6kUz6zbwvX3PLknQVKciVdeXs511y0YpjM5vDZt2gCAbSUAmH1y5UGLtA+U2+mk7pTKPvE3bnwjJ7FFRERERKSwHNpivSIiIiIicliUlJSyePEdLFy4gEgkAsEK7OhuuuMmv3iqiV8/9xp1p1Qy9ZgKJk8ch9/jIpa02LajnU3b22hYvzVTpB0yS2wFyjCcboLBIIsX30FJSWl+TzAHbNumtXVzZiOVBKDm2IqctjH1mJ54KROA1tbN2LaNYRg5bUdERERERPJLSRIRERERkQJTVTWFO+9cwqJFNxAOhzGCFdjxbuxEFx3dcR57acOBAzgcGN7inhokBuXl5SxefAdVVVOGpf+HWzQazSSQAHpm1kyaMC6nbUye2BMvlakHE4lEiMViBAKBnLYjIiIiIiL5peW2REREREQKUFXVFJYtW05dXU+NEl8xjpIjMIrGgTcALjf0zmowjMy2N4BRNC5znK+Y3hoky5YtHzUJEgDLMvds2DYAfk9u3//KxuuJD2CayZy2ISIiIiIi+aeZJCIiIiIiBaqkpJSbb76F2bPPY+XKB2huXofh8WN4/Af97IwZM5k798pRUaT9o1wu954NwwDbJpa0yOVckljS2hO/h9vtyWELIiIiIiJSCJQkEREREREpcLW1s6itncXWrSEaG+vZuPENWls371lyCggGg1RXn0BNzUnMnj2HysqqPPb48AoEAgSDwcz5O51gWby1s52jxwdz1sa2He2ZH5yZW6ZgMIjff/DklIiIiIiIjCxKkoiIiIiIjBCVlVXZ5Idt28RiMUwzidvtwe/3j5mi4oZhUF19AmvXrgGnByyLje+2MWvq8TlrY9P2tswPzsyslerqE8bM36+IiIiIyFiimiQiIiIiIiOQYRgEAgFKS8sIBAJj7gH+1KnTADBcXgAaX9+K2VPEfajMVIqG9Vv7xK+pOSknsUVEREREpLAoSSIiIiIiIiPO7NlzADDcPnA42N0V57n123IS+7n12+jojoPDkYm/V3siIiIiIjK6KEkiIiIiIiIjTlXVFKZPnwGGgeEtBmB5wxp2dcWGFDcciXJv/d8AMnENgxkzZo7qGi8iIiIiImOZkiQiIiIiIjIizZ17JQCGrwhcbrpiSW577AUSpnVI8RKmxe2Pr6I7boLLnYm7VzsiIiIiIjL6KEkiIiIiIiIjUm3trJ5lsAyMQBkYBhve2cktKxoIR6KDihWORLllRQMb3tmZmZ0SKAMM6urmcMYZtYeh9yIiIiIiUgiUJBERERERkRHr+usXUF5ejuF0YxSXZxMl19/zJM+s23LQYu5mKsUz67Zw/T1P7kmQFGfilZeXc911C4bpTEREREREJB9c+e6A5Nf69et5/PHHWbNmDdu3b6erqwuPx8MxxxzDzJkzueCCC/j0pz+d726KiIiIiOxXSUkpixffwcKFC4hEIhCswI7upjtu8ounmvj1c69Rd0olU4+pYPLEcfg9LmJJi2072tm0vY2G9VszRdohs8RWoAzD6SYYDLJ48R2UlJTm9wRFREREROSwMmzbtvPdCRl+O3bs4F/+5V9oaGg46LGnn346P/vZzzjmmGOGoWeHVzjcRTqtIS+FwzAMKiqK++xra+tCX80ykmlcy2ijMT0yhEJbWLToBsLhMGBjx7uxE12QTh/8ww4Hhre4pwaJQXl5OYsX30FV1ZTD3e280JiW0UjjWkYbjWkZjTSupT8Oh0F5efHBDzxc7eetZcmbLVu28Hd/93cDSpAAvPzyy3zxi19kzZo1h7lnIiIiIiKHpqpqCsuWLaeurqdGia8YR8kRGEXjwBsAlxsMI3OwYWS2vQGMonGZ43zF9NYgWbZs+ahNkIiIiIiISF9abmuMaW9v55prruGDDz7I7nM6nZx33nmcddZZVFRU0NbWxvPPP099fT2WZQHQ1dXFt7/9bVauXMlxxx2Xr+6LiIiIiPSrpKSUm2++hdmzz2Plygdobl6H4fFjePwH/eyMGTOZO/dKFWkXERERERljlCQZY2699Va2b9+e3Z4wYQJ33303M2fO7HPcl7/8ZZqbm1mwYAHvvfcekEmwLFq0iN/85jfD2mcRERERkcGorZ1Fbe0stm4N0dhYz8aNb9DaujlTs6RHMBikuvoEampOYvbsOVRWVuWxxyIiIiIiki9Kkowhr732Gn/84x+z2263m2XLlnHSSSft9/gZM2Zw7733csUVV7B7924gs/TWc889xznnnDMMPRYREREROXSVlVXZ5Idt28RiMUwzidvtwe/3Y/QuvyUiIiIiImOWapKMIffdd1+f7a997Wv9Jkh6VVZWcsMNN/TZ98tf/jLXXRMREREROawMwyAQCFBaWkYgEFCCREREREREACVJxoyuri6effbZPvuuvPLKAX324osvZty4cdnttWvX8v777+e0fyIiIiIiIiIjmW3bdHd309Gxm+7ubmzbzneXREREZAC03NYY0dTUhGma2e1p06YNuAC72+3m7LPP5oknngAyF35PP/008+bNOyx9FRERERERERkJQqEtNDbWs2nThn5rH02dOo26unNV+0hERKRAKUkyRqxZs6bP9ic+8YlBff7UU0/NJkkgU5tESRIREREREREZi5qaVvPQQ/fT0tLc7zGRSIS1a9ewdu0aVqz4HdOnz+Dyy7/KGWfUDmNPRURE5GCUJBkj3nzzzT7bJ5544qA+X11d3Wd748aNQ+6TiIiIiIiIyEjS2dnB0qVLaGysBzIrLcSTKRJmCtNKY6XS2DYYBricDtwuB163E5/HSUtLMy0tzdTVzeG66xZQUlKa57MRERERUE2SMePtt9/us3388ccP6vPHHntsn+0PPviAZDI55H6JiIiIiIiIjAShUCvz58+jsbEeG5uuWJId7THaIwmicQvTyiRIAGwbTCtNNG7RHkmwoz1GVyyJjU1DQz3z588jFNqS3xMSERERQDNJxoydO3f22Z44ceKgPl9eXo5hGNnCc+l0mnA4zFFHHZWzPg4HwzAwjHz3QmSP/Y3HzD4NVBm5NK5ltNGYltFGY1pGo8M9rrdsaWXhwu8RiUSwUml2RxIkrTQAvkCQydPOoPzIKkorjsHl9mKZCTrathP+IMS2DS8Rj0bo7DaJJ1KUBb2Ew2EWLlzAf/zHXVRVTclJH2V00Xe1jEYa19IfI88PbA2796m3jFqxWIyPfexjffatWrWKCRMmDCrOxz/+caLRaHb7iSeeoKamJhddFBERERERESlIHR0dXHHFFezcuZOEmaJtd4x02sbjK+LjZ1/G5Gln4HT2/w5qKmWxbcNLrH3+EZLxbhwOg4oyP163kwkTJrBixQpKS7X0loiISL5oua0xIBaL7bMvEAgMOs5HP7N3wkRERERERERkNLr99tvZuXMnppXOJkgmHFPNhV//F6ac8ukDJkgAnE4XU075NBd+/V+YcEw16bRN2+4YppVm586d3HHHHcN0JiIiIrI/SpKMAaZp7rPP7XYPOo7T6eyzbVnWIfdJREREREREpNCtWrWKP/3pTwDs6oxnEySzL12Av3hwsz/8xaXMvnRBNlGyqzMOwNNPP82qVaty3ncREREZGCVJxoBUKrXPPodj8P/pP5okSafTh9wnERERERERkUL3//7f/wMgEk2SNFN4fEWceeF8XG7PIcVzuT18+sJr8HgDJM0UkWgSgF//+tc567OIiIgMTkEWbu/o6AA4LGtyvvfee322jz766Jy3UWhcrn3/M6dSqf3uP5CPzkjxeA7tojCfdu3qJp1WGR4pHIYB5eXFffaFw12oWpSMZBrXMtpoTMtoozEto9HhGNeh0BZeeeVvAHR2JbFtmPnpS3H7gljWob806PGVMPPMy3j52d/Q2ZXE73Hx8suv8sorzVRWVh16h2VU0Xe1jEYa19Ifh8Ng/PiivLVfEEmSXbt28eCDD9LY2MiGDRuyyzh5PB6qq6upq6vjoosuYtKkSUNuq66uDsMwADAMgzfeeGPIMQudz+fbZ18ymcTr9Q4qzmhIkti2ja1vXikoxj57bBuNUxnhNK5ltNGYltFGY1pGo9yP64aGZwGIJSxSaRtfUQnH1ZxOLv5POa7mdJpffJx4NEI8YeHzumhoeJarr74mB9FldNB3tYxGGteyf/keAnlfbmv58uV89rOf5a677qKlpQXTNLMPshOJBK+//jpLly7lggsu4Ac/+AFtbW05aXcsPSwPBoP7LJXV1dU16Djd3d19tktKSobULxEREREREZFCtWnTBgASZmYJ60k1px+0SPtAOZ0uJk07A4B4T/yNG0f/S5wiIiKFKG9JEtM0ufHGG7n99tvp6urKJiwMw9jnH9u2SaVSPPHEE1x00UU0Njbmq9sjkmEYjBs3rs++9vb2QcXo7OzcZyZJRUXFkPsmIiIiIiIiUmhs26a1dTMAZs/SWuVH5nYprN54vfFbWzePmZc5RURECknekiT//u//zu9//3ts284mQ2DPDI+9Z3rsnSzZvXs31113Hf/zP/+Tr66PSMcdd1yf7Q8//HBQn//o8aWlpQQCgSH3S0RERERERKTQRKNRIpEIAFYqk8QorTgmp230xuuNH4lEiMViOW1DREREDi4vNUn+/Oc/s2LFimxiBDLJkeOOO466ujqOO+44EokEra2tPPfcc7S3t/dJpKTTaZYsWUJbWxv//M//nI9TGHEqKytZu3Ztdnvr1q3Mnj17wJ9/6623+mxXV1fnrG8iIiIiIiIihcSy9qyk0Du5w+0eXF3Pg9lfPNNMAnohUUREZDjlJUly1113ZX+2bRuXy8UPfvADrrzyShyOvpNbkskkjzzyCHfddVefZIlt2/zud7/Dtm1+9KMfDfcpjDjTp0/n0UcfzW6//vrrg/p8S0tLn+2TTjopJ/0SERERERERKTQulzv7s2FkEiWmmcCXwzZMM7HPPrfbk8MWREREZCCGfbmtVatW0dramk10OBwOfvGLX3DVVVftkyAB8Hg8fOUrX+Gpp57inHPO6bMEl23b3H///dxxxx3DfRojzhlnnNFn+6WXXhrUWqcvvvhin+1PfepTOemXiIiIiIiISKEJBAIEg0EAXM7Ms4qOtu05baM3Xm/8YDCI3+/PaRsiIiJycMOeJNn7YbthGHzlK18Z0LJP48eP57//+7+ZN2/ePomSe++9l//7f//vYevzaDBlyhQmT56c3d65cyerVq0a0GdDoVCfmSRFRUXU1tbmuosiIiIiIiIiBcEwDKqrTwDA7co8Ogl/EMppG73xeuNXV5/QZ1lyERERGR7DniRZs2YNQDbR8c1vfnPAnzUMg5tuuonvfve7+yRK7rzzTn7/+9/nvsOjyN/93d/12f75z39OMpk86OfuuOOOPrNOvvjFL6pou4iIiIiIiIxqU6dOA8DrdgLw1saXSaWsnMROpSze2vASAL6e+DU1WtZaREQkH4Y9SfLhhx9m34yYPHkyRx111KBjfPvb3+af/umf9kmU/PCHP+SVV17JaX9HkyuuuIJx48Zlt19//XVuvvlmUqlUv5+58847aWhoyG57vV6uueaaw9pPERERERERkXybPXsOAD6PE6fDIN7dydsbX85J7Lc3vkw8GsHpMPB6nH3aExERkeE17EmS3bt3A5nExjHHHHPIca699tp9lt4yTZPrr7+erVu35qKro05xcTE33nhjn31PPvkkX/3qV3nttdf67G9tbeXb3/4299xzT5/911133ZD+u4mIiIiIiIiMBFVVU5g+fQaGYVDkdwGwbtUjxLo7hhQ31rWbdS88DECR34VhGMyYMZPKyqoh91lEREQGb9iTJOl0Ovuz2+0eUqybbrqJiy++uE+ipKOjg2uvvZb29vYhxR6tLr30Ur7+9a/32bd27Vouv/xyzjzzTC677DLq6uq48MILqa+v73PcZz/7WebPnz+c3RURERERERHJm7lzrwSgyO/G7XKQjEdZ/cd7sMyDL129P5aZZPX//opkIobb5aDI7+7TjoiIiAy/YU+SlJaWZn9ua2sbcrx///d/55Of/GSfmhlvv/023/72twdUb2Ms+uEPf8g//uM/4nD0/c+/c+dO1q9fz/bt2/f5zGWXXcbPf/5zFZETERERERGRMaO2dhazZ8/BwGBc0IvDgLb3tvD843cR69o9qFixrt08//hdtL23BYcDxgW9GBjU1c3hjDNqD88JiIiIyEENe5KkoqICyBRu37hxI/F4fEjxXC4XS5cuZdKkSQDZh/ivvfYaCxcuHFpnR7F/+qd/4pFHHuEzn/nMAWf0fPzjH2fZsmUsXrwYl8s1jD0UERERERERyb/rr19AeXk5LqeD8SW+bKLkT7+9la2vv3jQYu6plMXW11/kT7+9NZsgGR/04XI6KC8v57rrFgzTmYiIiMj+GPbeUzCGwY9//GMeeOCBTOOGwY9//GPmzp075Ljbtm3j8ssvp7OzE8gkYQzDYO7cufz4xz/OHldTU5Mt9G4YBhs2bBhy2yNdJBLhlVdeYceOHezevRufz8eRRx7Jxz72MY488sh8dy+nwuEu0ulhHfIiB2QYBhUVxX32tbV1McxfzSI5pXEto43GtIw2GtMyGh3ucR0KbWHhwgVEIhGsVJr2SALTyiwn7gsEmTTtDMqPrKK04hjcbi+mmaCjbTvhD0K8teEl4tEIAG6Xg3FBLy6ng2AwyJ13LqGqakpO+iiji76rZTTSuJb+OBwG5eXFBz/wMBn2JMkf//hHvv/972cTFRUVFTz22GNMmDBhyLFfeukl/uEf/oFUKgXsSZRceeWV/OhHPwKUJBnrlCSRQqMLBBmNNK5ltNGYltFGY1pGo+EY16HQFhYtuoFwOIyNTXfMpDtmkRrAPabTkSn+XuR3Y2BQXl7O4sV3KEEi/dJ3tYxGGtfSn3wnSYZ9ua1zzz2X8vJyIPM/RltbG9/85jd57733hhz7jDPO4N/+7d+y273JkPvvv59vfetb2VkmIiIiIiIiIiKDUVU1hWXLllNXl6lRUuz3MHGcn/FBLwGfC7fLgWGQ/cftchDwuRgf9DJxnJ9ivydbg2TZsuVKkIiIiBSIYZ9JArBs2TL+8z//M1s/xLZtiouL+epXv8r5559PTU3NkOLfe++93H777X3iG4bBhAkT2LFjh2aSjGGaSSKFRm9RyGikcS2jjca0jDYa0zIaDfe4bmpazcqVD9DcvG7An5kxYyZz516pIu0yIPqultFI41r6k++ZJHlJkqRSKa688krWrVuXTVjAnqLrbrebk046iRUrVhxyG7/85S/5+c9/3idR0ktJkrFLSRIpNLpAkNFI41pGG41pGW00pmU0yte43ro1RGNjPRs3vkFr62YikUj2z4LBINXVJ1BTcxKzZ8+hsrLqsPZFRhd9V8topHEt/cl3ksSVj0adTid33XUX8+bNIxQK7ZPISCaTOBxDWwns2muvJRAI8NOf/jSbENm7DRERyS/btolGo1iWicvlJhAIZL+rRURERERGgsrKqmzyw7ZtYrEYppnE7fbg9/t1fSsiIjIC5CVJAnDEEUfwwAMPcOONN/KXv/wFoM/Fw8SJE4fcxte+9jWOPfZYbrzxRiKRCIZh6AJFRCSPQqEtNDbWs2nThn7ftJs6dRp1defqTTsRERERGVEMwyAQCACBfHdFREREBiFvSRKA0tJSfvnLX/L888+zfPlyXn75ZVKpFAATJkzISRuzZ8/m97//PT/60Y9YtWoVgBIlIiLDrKlpNQ89dD8tLc39HhOJRFi7dg1r165hxYrfMX36DC6//Ktas1lERERERERERA6bvCZJep199tmcffbZ7Nq1i1dffZXW1lZOPvnknMU/6qij+NWvfsXzzz/PPffcwyuvvJKz2CIi0r/Ozg6WLl1CY2M9ADY2CStBIpXETJuk7FR2SUSn4cTtcON1evC6vLS0NNPS0kxd3Ryuu24BJSWleT4bEREREREREREZbQoiSdJr/PjxfPazn+Wzn/3sYYnfm4zZuXMnr7zyCh988MFhaUdERCAUamXRohsJh8PY2ETNKN1mlLSd3udY27axbAsrbRGzYjiSDorcAQLuAA0N9axb9xqLF99BVdWUPJyJiIiIiIiIiIiMVgWVJBkuEyZM4IILLsh3N0RERq1QqJWFC79HJBLBSlt0JDox0yYAvqCfqk9OpWLyEZQdXY7b68ZMmOx+L0zbtg8JvbKJeCRGJNlF3EpQ6i0hHA6zcOEC7rxziRIlIiIiIiIiIiKSM2MySSIiIodPZ2cHixbdSCQSIZlK0p7YjW3beAJeTr14FpWnnYjT5ezzGT9QMqGU42dWMfPC09n66puseWI1yWiCcHwX47xlRCIRFi26gWXLlmvpLRERERERERERyQlHvjsgIiKjy9KlSwiHw1hpK5sgmVB1FBf94HKqa6ftkyD5KKfLSXXtNC76weVMqDoK27ZpT+zGSluEw2HuvnvJMJ2JiIiIiIiIiIiMdkqSiIhIzjQ1raaxsR4bm45EZzZBMudbFxIoLRpUrEBpEXO+dWE2UdKR6MTGpqGhnqam1YfpDEREREREREREZCxRkkRERHLmoYfuByBqRjHTJp6Al7O+cR4uj/uQ4rk8bs76xnl4/F7MtEnUjAKwcuUDOeuziIiIiIiIiIiMXUqSiIhIToRCW2hpacbGprsnmXHqxbMGPYPkowKlRZx6ySwAus0oNjbNzevYujU05D6LiIiIiIiIiMjYpiSJiIjkRGNjPQAJK0HaTuMrCVB52ok5iV152on4gn7SdpqElejTnoiIiIiIiIiIyKFSkkRERHJi06YNACRSSQCqTjvxoEXaB8rpclL1yal94m/c+EZOYouIiIiIiIiIyNilJImIiAyZbdu0tm4GwEybAFRMPiKnbfTG643f2roZ27Zz2oaIiIiIiIiIiIwtSpKIiMiQRaNRIpEIACk7BUDZ0eU5baM3Xm/8SCRCLBbLaRsiIiIiIiIiIjK2KEkiIiJDZllm9ufe2R1urzunbfTG23v2iGkmc9qGiIiIiIiIiIiMLUqSiIjIkLlcexIihmEAYCbM/g4/JL3xeuMDuN2enLYhIiIiIiIiIiJjy5hMkti2TUNDA/Pnz893V0RERoVAIEAwGATAaWSKte9+L5zTNnrj9cYPBoP4/f6ctiEiIiIiIiJSaGzbpru7m46O3XR3d6s+p0iOufLdgeG0Y8cOVq5cycMPP8wHH3yQ7+6IiBQU27aJRqNYlonL5SYQCPSZtXEghmFQXX0Ca9euwe1wY6Ut2rZ9yPEzq3LWv7ZtHwLgdmRmrVRXnzDg/omIiIjky1CusUREZOwKhbbQ2FjPpk0baG3dnK0DCpmXBqurT2Dq1GnU1Z1LZWXu7r1FxqIxkST561//yooVK2hsbCSVSmWzrbowFZGxLpcXXVOnTmPt2jV4nR5iVozQq28y88LTcbqcQ+5nykoRemUTAF5nZomtmpqThhxXRERE5HDQgy0RETlUTU2reeih+2lpae73mEgkwtq1a1i7dg0rVvyO6dNncPnlX+WMM2qHsacio4dhj9L5We3t7Tz66KM8+OCDvPPOOwB9kiO2bWMYBhs2bMhnN2WYhcNdpNOjcsjLCGUYBhUVxX32tbV1HfapswO56Pqog110hUJbuPbaq7Gx2RltI22nqf3KOVTXThtyf1ubNtD0wHM4DAcTAhUYGCxbtlwPFQpUvsa1yOGiMS2jjcb04XM4rrFkYDSuZbTRmB57Ojs7WLp0CY2N9Zkdto1txrGtBKSSkEqBbYNhgNMJTg+Gy4vh9mX2AXV1c7juugWUlJTm8Uz6p3Et/XE4DMrLiw9+4GEy6maSvPrqq6xYsYI///nPmKbZ538yzRwRkbHuoxddNjYJK0EilcRMm6TsVDaJ7DScuB1uvE4PXpeXlpZmWlqa+73oqqqawvTpM2hpaabIHSCS7GLNE6s5etrxBEqLDrnP0Y5u1jy+GoAidwADgxkzZipBIiIiIgVjn2ss2yaeTJEwU5hWGiuVzj7XcjkduF0OvG4nPo/zoNdYIiIy+oVCrSxadCPhcBiwsePd2IkuSKf3Pdi2wbLAsrATUWyHA8NbjOEroqGhnnXrXmPx4juoqpoy7OchMlKNiiRJV1cXjz/+OA8++CCtra0A/S6p1bvf5/MxZ86c4e2oiEge7X3RZWMTNaN0m1HS9r4XXbZtY9kWVtoiZsVwJB0UuQME3IEDXnTNnXslLS3NBNwB4laCZDTBC/c9w5xvXYjL4x50n62kyQv3PUMylsDtcBNwB7LtiIiIiBSCj15jdcdMumMWqf3MYLdtMK00ppUmGrdwOgyK/C6K/G492BIRGaNCoVYWLvwekUgEO2ViR3eDZQJQWuSj7pRKao6tYNKEcfg9LmJJi7d2trPx3TYa1m+lozuOHevENmMYgTLC4TALFy7gzjuX6PeJyACN6OW2WlpaWLFiBX/84x+Jx+MHnDXS+2b0Jz7xCS6++GLOP/98iovzN4VH8kPLbUmhGa6ppntfdFlpi45EJ2Y6c9HlC/qp+uRUKiYfQdnR5bi9bsyEye73wrRt+5DQK5uIR2JApmh6qbcEl8NFMBjc70XX4sW30thYj5W2CMd3Yds2E6qO4qxvnDeoGSXRjm5euO8ZdobexzAMyn3jcTlc1NXN4eabb8ndX47knKZQy2ijMS2jjcZ07vS5xkqlaY8kMK3MCyi+QJBJ086g/MgqSiuOwe32YpoJOtq2E/4gxFsbXiIezdQqcbscjAt6cTkd/V5jyYFpXMtoozE9NnR2djB//rxMot1KYneFwbYp9nuYV3cq55wyGbez/zqfZirFc+u3sbxhDV2xJBgGRnE5hstDeXk5y5YtL6gZihrX0p98L7c14pIk8XicP/zhD6xYsYI33ngDoN/kSO/+448/ni9+8YtccsklHHvsscPbYSkoSpJIoRmOC4S9L7qSqSTtid3Yto0n4OXUi2dRedqJByyunrJSbH31TdY8sZpkNIFhGIzzluFx7v+iq9/2/F5OvWQQ7T2+mmTs4O1J4dGFr4w2GtMy2mhM50afax4zxa7OOGkbPL4AM8+8jONrTsfp7H/xhlTK4u2NL7Nu1SMk41EcBowv8eFxO3XNcwg0rmW00ZgeG3pfMrRTJnakDWybacdN4KYvncX4Yv+A4+zqinHbYy+w4Z2dmURJsALD6S64lww1rqU/SpIM0ObNm1mxYgW///3v6erqOmhipKSkhM9//vNccsklnHrqqcPeXylMSpJIoRmOC4R8zOwIhbawcOGCYZm5IoVHF74y2mhMy2ijMZ0b2WusVJq23THSNlQcPYVZF1yDv2jgyY1Ydwer/3gPbe9twWFARZkfl9NRcA+2Cp3GtYw2GtOjX1PTan70ox+AbZPuagPLZNpxE7j1ijq87sFXSEiYFresaMgkSlxuHMEKwOAnP/kZtbWzcn8Ch0DjWvqT7yRJQdckSSaTPP3006xYsYK1a9cCB541YhgGkyZN4nvf+x5z5szB4/EMe59FRApJU9PqzFsp2HQkOrMJkkOpERIoLWLOty6k/r+fYmfofToSnYz3j6OhoZ7Zs8/rc9FVVTWFO+9cwqJFNxAOhxnvH5etgRKPxHij4bUDtuUw9tRAMTAoLy/X+twiIiJSMLLXWLZNeySRTZCcfcl3cbkHdx/qLyrl7Eu+y/OP30Xbe1tojySoKPPt9xpLRERGj4ceuh8AO9ENlkmx38NNXzrrkBIkAF63ixsvOZPr73mS7riJHe/G8BWzcuUD+l0ichCOfHdgf9566y1uu+02PvOZz3DTTTexdu1abNvOJkJ6/+ndt7eamhrOP/98JUhERNhz0RU1o5hpE0/Ay1nfOO+QiqgDuDxuzvrGeXj8Xsy0SdSMArBy5QP7HFtVNYVly5ZTVzcHA4MidxETAhWUeUvxu/y4HK5sstswDFwOF36XnzJvKRMCFRS5izAwqKubw7Jly5UgERERkYLRe43VHTcxrTQeX4BZF1wz6ARJL5fbw6zzv4nH68e00nTHMjNw93eNJSIiI18otIWWlmawbexEFwDz6k4d1BJb+1MeDHD1nE8AZOLaNs3N69i6NTTkPouMZgWTJEmlUvz5z3/m6quv5vzzz+e+++6jvb19n+RI77bT6eSzn/0s//M//5P9cxER2aP3osvGprsnmXHqxbMGtcTW/gRKizj1ksxbKN1mFJv+L7pKSkq5+eZb+MlPfsaMGTMxMPC5fJR6S6jwl3NEYCJHFh3BEYGJVPjLKfWW4HP5MDCYMWMm//Zvt3HzzbdoPW4REREpGNlrLNumO2YBMPPMywa1xNb++IvLmHnWlwHojlnYerAlIjJqNTbWA2CbcUinKSv2cc4pk3MS+5xTJlNa5IN0OhN/r/ZEZP/yvtzWBx98wIMPPsjDDz9MW1sbsGdJrf3VGqmpqeHSSy/lC1/4AuPGjRv+DouIjBC9F0EJK0HaTuMrCVB52ok5iV152om89uRLxCMxElYCn8tHY2M9lZVV+z2+tnYWtbWz2Lo1RGNjPRs3vkFr62YikUj2mGAwSHX1CdTUnMTs2XP6jSUiIiKST73XWPFkilTaxldUwvE1p+ck9vE1p9Py4uPEoxESyRQ+r+uA11giIjIybdq0AQDbSgAw++RK3E5nTmK7nU7qTqnksZc2YFsJDI+fjRvfyElskdEqb0mSv/zlLzzwwAO88MILpNPp/dYa6d1XVlbGF77wBS699FKmTZuWl/6KiIw0vRddiVQSgKrTTsTpys1Fl9PlpOqTU3mj4TUSqSQ+l29AF12VlVXZm3zbtonFYphmErfbg9/v16xAERERKXjZaywzBcCkmtNxOnNza+10upg07Qw2/e1Z4mYmSaIHWyIio4tt27S2bs5s9Nyv1xxbkdM2ph7TEy+VWb6xtXWzVuIROYBhT5L88pe/5MEHH+T9998H+p814nQ6Oeuss7j00kuZPXs2bvehrZ8vIjIW7X3RZaYzF0UVk4/Y8+dAOp0G2wbDwOFwMNhLpd54vfEHe9FlGAaBQAAI9Ol3NBrFskxcLjeBQEAXcSIiIlIw+lxjWWkAyo/M7SyP3ni98fVgS0RkdIlGo3tWVUj1JNwn5Ha1nMkTe+KlMstCRiIRYrFYzz24iHzUsCdJfv7zn2dri8C+s0ZOPPFELr74Yi6++GIqKnKbRRURGSv2vuhK2ZmLrkBFMW1tbcTjMeKJBOmeizEAh9OJz+vF5/MTDJbg9R686GjZ0eV94h/qRVcotIXGxno2bdrQ7xJcU6dOo67uXC01ISIiInm19zWWlcokMUorjslpG73xeuPrwZaIyOhiWeaejZ7noX5Pbh/RZuPttXKPaSbZ+yVFEdkjb8tt7V2EfdKkSXz+85/nwgsv5MQTc7NevojIWLb3RVcqlcKyLD7Y8QGeIu9+j0+nUkSjUaLRKLt2hfH7A4wfP56iov6LvLu9mRl+9iFedDU1reahh+6npaW532MikQhr165h7do1rFjxO6ZPn8Hll3+VM86oHVAbIiIiIrm09zVW7yWQ273/66tDtb94erAlIjJ6uFx7rZZjGGDbxJIWuZxLEktae+L3cLsP/jKkyFiVtySJbdu4XC6+/OUvc8UVV1BTU5OvroiIjDoul5tUymLHjh0kPZmb+VTSIh3wYJNJUNvsVQsKA8MwMDBwGAaxWJTt26MEgyVMnDgR534KyJmJTFxjkBddnZ0dLF26JFv01MYmYSVIpJKYaZOUncouKeE0nLgdbrxOD16Xl5aWZlpamqmrm8N11y2gpKR0SH9PIiIiIoOx94OtnudamGYCXw7bMM3EPvv0YEtEZPQIBAIEg8HMzESnEyyLt3a2c/T4YM7a2LajPfNDT82sYDCI3+/PWXyR0caRr4YNwyCVSvHggw/ypS99idNPP53vfve7PPXUU3R3d+erWyIio8IHH7zHu+++SyTSiZ3KJEM6du4mZadI2+k+CRLIJCrSdpqUncJMW6Tt3uUdOnnrrW0kEvverO9+LwyA08gkUAZy0RUKtTJ//jwaG+uxsek2u9kZbWN3ooOYFcNKW9mZKbZtY6UtYlaM3YkOdkbb6Da7sbFpaKhn/vx5hEJbhvYXJSIiIjIIvQ+2AFzOzO10R9v2nLbRG683vh5sieSObdt0d3fT0bGb7u7uPrPiRYaLYRhUV5+Q2XBmkuAb323LaRubtvfEc2aS+9XVJ6i2lcgBDPtMEq/Xm33Ytndtks7OTp555hmeeeYZPB4Pn/70p/nSl77E7NmzcbnyNuFFRGTECYVaueGGf8LpdGIDKdPC6XQReW83E048Ck+RF7fXjdPtyn4Pp0wLM2GS7E6QTqdJ2WnSto3T4cSyLN559x2OO/Y4vN49yz+0bfsQALdjYBddoVArCxd+j0gkgpW26Eh0Zou++4J+qj45lYrJR1B2dDlurxszYbL7vTBt2z4k9Mom4pEYkWQXcStBqbeEcDjMwoULuPPOJVRVTTl8f6GHgQrUi4iIjEy9D7bWrl2D2+XAtNKEPwhxbPXHc9ZG+IMQAG5XJkmiB1siQ6MaiFKIpk6dxtq1azBcXuxElMbXt3LVOTNx72cVh8EyUyka1m8FwHBl7uFrak4aclyR0WzYsw9//etfefLJJ3n00Udpbs6sQ7/3BZ9t2yQSCRobG2lsbKSsrIyLLrqISy+9lGnTpg13d0VERpTOzg4WLbqRSCSCy+PC6rKwk+D0udnVuoOPza3F6d73q9/pcuLxewmUFpGIJoju7sJOZ2ZyuAwn6VSK7dvfZdKkyTidTlJWitArmwDw9rz5cqCLrr37lUwlaU/sxrZtPAEvp148i8rTTsTp6nsx6AdKJpRy/MwqZl54OltffZM1T6wmGU0Qju9inLeMSCTCokU3sGzZ8oJfeks3ZyIiIqND74Mtr9tJNG7x1saXOWXWxTidQ7+9TqUs3trwEgA+d+baSA+2RA6NaiBKIZs9ew4rVvwOw+3DdjjY3RXnufXbOG/m0F8AfG79Njq64+BwYLh92fZEpH/DniQpLi7miiuu4IorrmDLli08/PDD/OEPf6CtLTMNrDdh0jvDpL29nd/+9rf89re/5cQTT+Syyy7joosuYvz48cPddRGRgrd06RLC4TBW2iLlyXyPGhi43E6smMn7697m2NP6fwBvGAa+Ih8en4dIuBMrYWLZKVyGC8vK1Dg56qij2Prqm8QjMRyGA2/PmykHuujau1+9CZIJVUdx1jfOI1Daf3H4Xk6Xk+raaRw97XheuO8Zdobepz2xm3LfeMLhMHffvYSbb75lkH9bw0M3ZyIiIqNL74Mtn8eJ02EQ7+7k7Y0vU3nyp4Yc++2NLxOPRnA6DLweZ7Y9ERm4fWog2jbxZIqEmcK00lipNLadqSvkcjpwuxx43U58HqdqIMqwqaqawvTpM2hpacbwFmPHOlnesIZPTDma8cWHvsRiOBLl3vq/AWB4i8EwmDFjpl7EEzmIvNUkAZgyZQo33XQTf/nLX1i6dCmzZ8/OLA/TU7C39x/bzhQZ3rRpEz/96U85++yzuf7662loaCCVSuXzFERECkZT0+psrY+ORCdOt5NgRSklE0pxODI32RufWke8M3bQWA6ng5IJpbi8maW0UunMd20k0snO93ey5vHVABS5Axgc+KLro/3qTZDM+daFA0qQ7C1QWsScb13IhKqjsO2eeD01SpqaVg8q1uHW2dnB4sW38qMf/YCWlmZsbOJWnI5EJ22xMB9Gd/BB94d8GN1BWyxMR6KTuBXHxqalpZl//ueb+OlPb6WzsyPfpyIiIiJ76X2wZRgGRf7Me4frVj1CrHtov7NjXbtZ98LDABT5M8ui6sGWyOB8tAZiVyzJjvYY7ZEE0biFaWUSJAC2DaaVJhq3aI8k2NEeoyuWHFM1EFWjJb/mzr0SAMNXBC43XbEktz32AgnTOqR4CdPi9sdX0R03weXOxN2rHRHpX0EU+3A6nZx77rmce+65hMNhHnvsMR577DG2bMn8MvroclyWZVFfX099fX12RklvYkVEZKx66KH7AYiaUcy0iSfgZdaVs1l9fyNODGw7jRlL8tr9L/LJqz+D03PgXwGGYRAsL2H3B7uw05nC7rZl88LyP5GMJXA73ATcAeDAF13769dZ3zgPl8d9SOfp8rg56xvn8eRPHyQZSxA1oxS5i1i58gFqa2cdUsxcC4VaWbToRsLhMDY2UTNKtxklbaf3Oda2bSzbyhapdyQdFLkDBNwBGhrqWbfuNRYvvmPE1V0REREZzebOvZKWlmaK/G5iiRTJeJTVf7yHsy/5Li63Z9DxLDPJ6v/9FclEDLfLQZHfnW1HRAamTw3EVJr2SALTylx/+wJBJk07g/IjqyitOAa324tpJuho2074gxBvbXiJeDRCZ7dJLJFiXNA7omsgHoiWAS4ctbWzmD17Do2N9RiBMuxIGxve2cktKxq48ZIzKQ8GBhwrHIly++Or2PDOTjAMjEAZYFBXN0crFIgMgGEXcJr4tdde4+GHH+bpp5+mq6sL2Hc5rt59vUmSmTNn8otf/IIJEybkpc9S2MLhLtLpgh3yMgYZhkFFRXGffW1tXYN+gycU2sK1116Njc3OaBtpO03tV86hunYaq/7fM2xb04qNjdUzI2Tc5Ao+duWn8JUcfBpvvDtO964Iya44rX9soWN7Oz6vj4pAOS6Hi7q6Of0udXWgfg1Va9MGmh54DofhYEKgAgODZcuW5/1CPhcF6gHcDjel3hJcDhfBYHBE3ZzlalyLFAqNaRltNKZzY/HiW2lsrMdKpWnbHSNtQ8XRU5h1/jfxF5cNOE6sazer//dXtL23BYcDKkr9uJyOA15jyb40rse2zs4O5s+fRzgcJmmm2NUZJ22Dxxdg5pmXcXzN6QesG5RKWby98WXWrXqEZDyKw4DxJT48bifl5eV5qYGY6zE9kGWAP0rLAB9+e49d20pid4XBtinyubl6zic455TJByzmbqZSPLd+G/fW/y0zg8QwMIrLMVyevI3dA9F3tfTH4TAoLy8++IGHSUEnSXrF43GefvppHnnkEV599dWDzhoxDIPTTjuNiy66iM997nOUlhbOl4Hkl5IkUmhydYHwf//vMlas+B1xK87uRAe+kgBf+percLqcJLrjPHnbQ8Q6uvskStx+NzUXfoyjPzYJh6v/i66UabG54XW2PreRVMICGwKGn4nlEw960XWgfg1Vykrx2L/+hngkRpm3FJ/Lx1e+chVXX33NkGMfqj43ZwMsUL+3lJXqU6DeMAzGecvwOAvzArc/uvCV0UZjWkYbjenc6PehrNfPzLO+PPCHsi88TDIRw+GA8cH8PpQdyTSux7Z+k5YXXIO/aOD/H8W6O1j9x3sySUsDKsryl7TM1ZgeSo2W3mdvqtFyeIVCW1i4cAGRSAQ7ZWJHd4OVedGutMhH3SmVTD2mgskTx+H3uIglLbbtaGfT9jYa1m/NFGmHzBJbgTIMp7tgX7TTd7X0R0mSQXrnnXd4+OGH+f3vf8/7778P7Lsc1977nE4nZ555JhdeeCFz5swhEBj4VDUZfZQkkUKTqwuEG2/8J9auXUNHopOYFeOkuo9x6sV7lp5qfy/MM794gmQ0gY1NKp2itwVPsZdjTp1M2fHlBI8sw+V1YSUsIh/sZvfbYbav2Ua8I0o6lca20qS6LPxeP9OmnXTQi66D9Wuo1jyxmjcaXsPv8lPqLeHjHz+V22//ec7iD1b25ixtEY7vGnSB+l7Rju5sgXrDMCj3jT/orJ1CogtfGW00pmW00ZjOnb0fbB3q8j4AbpeDcUEvLqejYB9sFTqN67GrqWk1P/rRD7Btm7aOOKaVpuLoKUNa/u75x++i7b0tuF0OKsp8GBj85Cc/G9blfXMxpj+6DHB3zKQ7ZpEawHMRpyNTd6nI78bAoLy8XMsAH0ah0BYWLbqBcDgM2NjxbuxEF6T3XbJ5Hw4Hhre4pwZJYf+30ne19EdJkkNk2zZ//etfefjhh2loaCCZTAL9L8cF4PP5OOecc7jwwgv5zGc+g9t9aOvhy8ilJIkUmlxcINi2zWWXfYFIJEJbLIyVtjj76s9x/My+y061vxem4X+eItbRDUDaTpPaT42M/baRShPvjGJFLVwOJz6fj//933qqqqqH3K+heHtdiOfv/RMuh4sKfznBYJBHHvlDXmpUZW/OsNkVa8dMm9kC9YdSf8VKmtT/91PsDL2P2+FmvH9cXm7ODoUufGW00ZiW0UZjOrf2frClh5D5o3E9dn3/+9+hpaWZrliSzm4Tjy/A5666ZVAzSD4q1rWbP/32VpKJGCVFbor9HmbMmMl//MddOez5gQ11TOeiRgsoiTucOjs7uPvuJTQ0ZGb9YNvYZhzbSkDKhJRFdtqP0wVON4bLi+H2ZfZR+LN+9F0t/cl3kqQgCrcfCsMwOPPMMznzzDPp6OjgD3/4A48++ihvvPFG9s979f6PFovFePrpp3n66acpLi7mvPPOY/HixXnpv4hIrkSj0WyxvZSdWUqr7OjyfY4bd3Q5F900l1ceWcW2v23GYThwGA7Sto1NGtu22fuyxCDzXWrgwDYMzGhmum8wWMLEiUdw5JFHD7BfNlbawsam5Mhx2D2xc6H3PHvPOxKJEIvF8jJrcCwWqBcRERGoqprCsmXLsw+2iv0einxuEskU8b2Ws+nVu5yNz+3Eq+VsRIYkFNpCS0sztm3THbMAmHnmZUNKkAD4i8uYedaXeeXZ39AdsyjyuWluXsfWraG810AciM7ODhYtupFIJDLgGi0+IFg2kWOrP84psy7uU6OlbXeM8SU+IpEIixbdoOUAD5OSklJuvvkWZs8+j5UrH6C5eR2Gx4/hOXgt0RkzZjJ37pWqHyNyiEZskmRvpaWlXHXVVVx11VVs3LiRhx9+mCeffJLdu3cD+0+YRCIRHnvsMSVJRGTEs3rWKoU933Fu7/4fzHuLfJz59XOZ/IkTeKP+NXZseQ+HYQDOA2Yu0oaB2+vGF/RzVEUmOWKaSWD/yYhQaAt//OOTvPvuOyQScZxlmWnu7773Dm1dYXxeLz6fn2CwBK938FPge/We595vnRyoX4dL9uYMm24zCsCpF88a1BJb+xMoLeLUS2bR9MBzdJtRAu7AiLo5ExERGSv292DL53Xh8x78llsPtkQOXW+djXgyRSpt4ysq4fia03MS+/ia02l58XHi0QiJZAqf10VjY/2IuA5funQJ4XAYK5XOJkgGU6PF6XRRefKnOHLyydkaLbs641SU+QmHw9x995IRsQzwSFVbO4va2lls3RqisbGejRvfoLV1c/blSIBgMEh19QnU1JzE7NlzRsS4FClkoyJJsreamhr++Z//mZtuuolnn32WRx99lBdffJFUKpV5I3o/y3GJiIxkLteehIhhGNi2jZkwOdC7JseePIljT57E7vd3se1vm2l7awe73t1JMprIHuMJeBl/7AQqJk2kovJInlv2xz5JZ/d+1vdtalrNQw/dT0tLM6lUimg0s7RXb6nyVNIinUoRjUaJRqPs2hXG7w8wfvx4iooGn1AwE2b2vA/Ur8Ot9+YsYSVI22l8JQEqTzsxJ7ErTzuR1558iXgkRsJK4HP5RszNmYiIyFijB1siw2vTpg0AJMzMzPJJ+5khcaicTheTpp3Bpr89S9zMJEk2bnwjJ7EPp6am1TQ21mPbNu2RRDZBcig1WvxFpZx9yXezNVraIwkqynw0NNQze/Z5muF+mFVWVmV/R9i2TSwWwzSTuN0e/H5/XpaZFhmtRl2SpJfb7eb888/n/PPP58MPP+TRRx/l8ccf56233sp310REcioQCBAMBolEIjgNJ5Ztsfu9MCUTDv6GUNlR4/nYRWcAmYsuK2GSslI4XU5cXnf2ouvtdSEAnEYm3REMBvH796RhOjs7WLp0STZZYGOTTCexDZtUKo3TSuFwOejYuRt3qa9nGS8Dh2EQi0XZvj3as4zXRJxOJwO1+73wAfs1XLI3Z6lMfayq007E6Rr4eRyI0+Wk6pNTeaPhNRKpJD6Xb0TcnImIiIxlerAlcvjZtk1r62aAbK2N8iNzm3Tsjdcbv7V1M7ZtF/T/w73LAHfHTUwrjccXYNYF1xxSEXsAl9vDrPO/ma3R0h0zKfZ7tAzwMDMMo2dZ6eFfWlpkLHDkuwPD4YgjjuBb3/oWf/rTn/jtb3/Ll770pbw8RBMRORwMw6C6+gQA3I7MrJK2bR8eUhy3z4Ov2I/b5+lz4d8brzd+dfUJ2T8PhVqZP39e5m0lbLrNbnZG2+hIdmK4HNjYpK2emiHv7c5s22lSdgozbZHuKR4fiXTy1lvbSCQSDNSB+jVc+tycpTMzWyomH5HTNnrj9cbvvTkTERGRwtf7YKu0tIxAIFDQD1dFRpK9azP21v0prTgmp230xuuN31sDsVAd7hotAN0xC9u2s8sAi4iMBmMiSbK30047jZ/+9KesWrWKn/zkJ/nujohITkydOg0ArzPzdlDo1TdJ9SQmhiplpQi9sqlP/JqakzLthFpZuPB7mfVu0xa7Yu1Ekl2ZJaeCfo6dPplgRQn+4gAut4vdoTaKyorxBf04HJlfQSk7jZVOYQOWZfHOu+8MKFFyoH4Np71vznoLyPcWlM+V/grUi4iIiIiMVX1rM2b+7XZ7c9rG/uJlaiAWpsNdo8UXCJJK2ySSqT7tiYiMdGMuSdKrqKiIL3/5y/nuhohITsyePQcAr8uLw3AQ74yy9dU3cxJ766tvEo/EcBgOvC5vtr3Ozg4WLbqRSCRCMpUkHN+FmTbxBLzUfuUcvvSvX+Osb3wWj9+Ly+UCwyDZnaBt0/sUlRVTdvR4isYHMRwGNjZWOvNGUjqVYvv2d0mlDpzk6a9fw63vzVnm7qy3oHyu9F+gXkRERERkbOpbmzHzb9Mc+Kz0gdhfvHzUQByo4ajRAhDvia9lgEVktBh1SZItW7bw8ssv57sbIiLDqqpqCtOnz8DAoMidWaN0zROriXZ0DylutKObNY+vBqDIHcDAYMaMmVRWVrF06ZLsDJL2xG5s22ZC1VFc9IPLqa6dhtPlZNzR5UycchQADiPzK2fjU+uId8YwDANfkY+yI8fj6kkCWPaeGSU7duw4pH4Nt743Z5m7s96C8rlSKAXqRUREREQKRW9tRgCXM3Ov0dG2Padt9MbrjZ+vGogDkc8aLSIiI11BJUl27drFfffdx4033njIMR599FH+/u//njPPPJPbbruNnTt35rCHIiKFa+7cKwEIuAO4HW6S0QQv3PcMVvLQHthbSZMX7nuGZCyB2+Em0JN8mTv3SpqaVmdrkHQkOrMJkjnfupBAaVGfOCfN+TgATsOBAZixJK/d/yKpZGaNXIfTQcmE0myiJJXuXVKqk67ufZM8B+pXPux9c9ZbQL63oHyuFEqBehERERGRQtGnNqMr83gr/EFua2T0xuuNn48aiAOlGi0iIoeuIJIk0WiUn//859TV1XHbbbfx1FNP0dXVdUixmpqasG2btrY27rvvPs477zxuu+024vF4jnstIlJYamtnMXv2HAwMSr0lGIbBztD71P/3U4OeURLt6Kb+v59iZ+h9DKMnHgZ1dXM444xaHnro/sxxZjS7xNZZ3zgPl2ffZaaOPXkSk0+tBsDpyDzkb9/Wxiv3/oV4Z+aC2jAMguUl2aW3eou5t+/aNah+5UOfm7OeAvK9BeVzpRAK1IuIiIiIFJpsbUZ35j7jrY0vk0pZOYmdSlm8teElAHw98fNRA3GgVKNFROTQ5T1Jsn79ei644AKWLVtGPB7PrEefTvO3v/1t0LEikQgbNmzAMAwMw8C2beLxOPfddx+XXXYZb76Zm/X5RUQK1fXXL6C8vByXw8U4b1k2UfLkTx+ktWnDQYu5p6wUrU0bePKnD2YTEeO8ZbgcLsrLy7nuugWEQltoaWnGxqbbjAJw6sWz9plBsrdPfvks/KVFGBi49kqUrPr5//LuqyHSVgqH00GgrDjTj54kSSwWJZFIDqhf+ZS9OespIB969c2D/l0PVKEUqBcRERERKTS9NQl9HidOh0G8u5O3N+ZmCfa3N75MPBrB6TDwepx92itEqtEiInLo8pok+fOf/8xVV13FBx98gG3bfd6KffXVVwcd7+WXXyadTme3906WbNmyhcsvv5w1a9bkpO8iIoWopKSUxYvvIBgM4nF6KPeNzyy9FUvQ9MBzPPavv2HNE6t5e12Izp0dxDqjdO7s4O11IdY8sZrH/vU3ND3wXHYpq3LfeDxOD8FgkMWL76CkpJTGxnoAElaCtJ3GVxKg8rQTD9gvb5GPun+8EE/Am02UZJbeMml5+BUaf/YHNv7xNdpDO0l0xEh2J+je1UXb5g946ZG/DKhf+dR7s+R1eXEYDuKdUba+mpvEfKEUqBcRERERKTTZ2oyGQZE/U6B83apHiHV3DClurGs36154GIAivwvDyF8NxIFSjRYRkUPnylfDr776KgsXLiSZTO6zZEim2FTroGNWV1fzrW99ixdeeIH169cDexIlALFYjGuvvZbf/OY31NTUDP0kREQKUFXVFO68cwmLFt1AOBxmvH8cUTNKtxklHonxRsNrB/y8w3BQ5A4Q6CmIXl5ezuLFd1BVNQWATZs2AJBIZaZVV512Ik6X86D9Gvf/s3f38VHWd77/39fMdc1dmCQwUal2wYQoQQWqWyFx1W4C1rXWU091cde6W7en7bYLLdaiXdhf3a76oO2CZw8utlvsFletWNAt3aN2PRrSVdfgHUhSBTQZvKloNQNJhszddc1cvz9iRiP3MMkkM6/n48HDZDLz+X5n+BKT6z3f7+fkiC76xue06V8eVrJvQKbHVM7NKevmlNmX1q4nBndL5LJZ5bI5SYYMSR6PRz6f77DzKqahX846OztUYYUUz+zTll+16+QZUw65w+ZwxlKDegAAAGAsWrDg6sGfw4OWkumsMqmE2h+5Uxde/k2Zx7DLwbEzav/1T5VJJ2WZHlUErfw4Y9nQMcBbt26RZXpkOznF3onq4/VnF2yM8dSjBQCORlF2kvT29mrRokXDAhLXdeW6rj71qU9p7dq1+tGPfnTUdadOnarFixfrgQce0C9/+UtdeumlcocOYtTg/zDi8bgWL16sTIYzEwGUrrq6aVqzZq1aWgZ7lFRYFTohVKNqf5WCZlCmx8x//zUMQ6bHVNAMqtpfpRNCNaqwKvK9PtasWZsPIgZD7FclSXZu8MzbmlNPOuJ5TTw5os9+Z4FO/cPBHh4ewyPLY8preOUxBkOR/A/Zris36yqbcg47r7Fg6JemkBUa3L2TSOvJux6Tk7EP88gDG2sN6gEAAICx6MO9GSeG/fIYUs/ubj2x8XYl9/UeVa3kvl49sfF29ezulscjTQz7i94D8WjQowUAjk1RQpLbbrtNvb29wwKSk08+Wffcc49+8pOfqKmp6biT6BkzZui2227Tz372M5144onDvvbGG29o1apVx1UfAMa6ysoqLV16k2655QeaNWu2DBkKmAFV+StVE4zopNCJmlxxkk4KnaiaYERV/koFzEB+t8Ktt/5QS5feNOwoq0QioXg8LknKuoM9N6pPjhzVvPwVAZ3/l/P1x1/9jE6cdrIkyWMY8hpemR5TXnmVeG+fEj37ZPemZMfT8nmsQ85rLPjwL2dV/sp8P5jWHz+sRN/AUdUaiw3qAQAAgLEq35vR69GkykA+KHn03pu166WnDxsUZLOOdr30tB699+Z8QDIpHJDp9YyJHohHih4tAHBsDPfDWy1GwZtvvqlPf/rTBViYjgAAoDZJREFUkpTvQzJr1iz99Kc/zZ+dOBJjfvGLX9Tbb7+dH9fv9+s3v/mNJk6cOCJjYmyKxfYplxvVJQ8ckmEYqqmZMOy2np59Golvzbt2RdXW1qodO15WV9er+bBDGjxLtr7+NDU0nKHm5nkHPc6pr69XV175OUnSOwO/lyRdccsXFawMHfO8et/eo9deeFU9r7+rPb97T6l4Unt3xyRJAcsvvz+gb3zjOl1yyWfH/DFT/f19+upX/0qxWEyZbEZ7071yXVe+oF/nXN6k2sMcTZZ1str1/CvasrFdmWQ636De5/UpEolozZq1Yy4cOpDRXNfAaGBNo9SwplGKWNeIRru1ZMlixeNxOdmc9sbTsp3BvrWBUFhTZ8xVZHKdqmpOkWX5Zdtp9fW8pdg7Ub2+/RmlEoO/H1mmRxPDfplej8LhsFauXFWUHezHuqavv/4b6uzs0L5kRv0DtnyBkC6+5iYFK47994jkvl49eu/NyqSTqqywNCHo06xZs3Xbbbcfc02UJ75X42A8HkORyITD33GEjHpPkgceeGBYk/aPfexjuvPOO0csIJGkP/iDP9C//Mu/6E//9E/zx2xlMhk98MAD+spXvjJi4wLAWFJbW5cPGVzXVTKZlG1nZFk+BYPBI9rBZ5pW/mPDMOS6ruy0reNp1Vf9sUn6xGfn5ue1962YHvrBL+TxGDqp4iQZhqFrr/2yQqFjD2JGS2VllZYvX5H/5SwSmKS+dL8yybQ2r/uNXnzoGdWdO101p56k6pMjsvyW7LSt3t0x9bz2e0Wf26lUPClJsjyWqvyVMj3mmGlQDwAAAIxVH+3NWFMd0EDS1kDSUSoR184XHj/k472ewebvFUFrzPVAPBr0aClfrusqkUjIcWyZpqVQKETPGOAIjXpI8vDDD+cvrBmGob/7u79TZWXliI97+umn62/+5m/0T//0T/nxH3roIUISAGXJMIz3Q4ejCx5CoZDC4bDi8bi8hleO66h3d0yVJxTm4r1hGNoX65fH68n3TQmHwwoGjyeGGV0f/eVsUnCiEnZCA3ZCqXhSL2968ZCPH8sN6gEAAICxbKg34x13rNKmTa2aEPSpImApnckqZWdlOzk52Vz+/qbXI8v0KGB55fd58xeUW1rmaeHCxePyTUpDxwC3tbVqYtivnt5kvkdL0yVfVnBC9RHXSu7rVfuvfzpue7SUg2i0W21trdq5c/tBT4yYPn2GWlrmj/mTGYBiGtXjtvbs2aPzzjsvH1Kceuqp+s///M/RGl779u3TH//xH2tgYECu68rj8ejZZ5/VhAnF28qD0cVxWxhrxuNW0xtv/Ja2bt2ivnS/kk5SZ7R8Qud8rqlg9bf8ql0vb3pRQTOoKn+lzj77HP3jP/5TweqPlv7+vvwvZ5LkylXaSSudzcjO2cq62fwbBryGV5bHkt/rk98c/MVDGr+/nI3HdQ0cCmsapYY1jVLEusZHbd7crg0b1qmjY9sRP2bWrNlasODqMREAHM+aHnYMsJ3Vnv6Ucq7k8wc1+4IrNaVhjrzeg79vOpt19MaOZ7XtyQeUSSfzPVp8lndcHQNcyjZvbtf69feps7PjiB8zc+YsXXXVF4q6vvlejYMpq+O2Ojs78x8bhpHvTTJaJkyYoJaWFv3Hf/yHpMFtaB0dHTrvvPNGdR4AMJ5Nnz5DW7dukd/rU9JJKvr8K5p96ZxD9to4Ulknq+hzOyVJfu/gVvCGhjOOu24xVFZWaenSm9TcfFH+l7OAGVDADBz2sWPplzMAAABgPGpsbFJjY1NBejOONx89BrimOqi98bQy6aSee/wedT698Zh7tHAMcHH19/dp9epVamt7/814rqtUJqv0h3ZKua5kGB/slPJbXgV8XnV2dqizs2PcvhkPGEmjGpL09PRI+qBh+8yZM0dzeEnSueeemw9JJOndd98d9TkAwHjW3DxP99//c/lNvzwZj1L9Ce16/hXVN8447tq7nn9FqXhSHsMjv+nPjzeelfMvZwAAAECxFaI343hEj5bSE412admyGxWLxeTKzf99Zg9wYorrSraTk+3klEg5w/4+N21q1bZtL/L3CXzIqIYk/f39wz6vqakZzeElDTZxl5T/n2Bvb++ozwEAxrO6ummaOXPWYDNAK6R4Zp+2/KpdJ8+YolBVxTHXTfQNaMvGdklSxfv9OGbNml0ygUG5/nIGAAAAjBXH2ptxvKJHS+mIRru0ZMl1isfjcrI57Y2nZTuDf3eBUPiIdgb1D9hKprOaGPYrFotpyZLFWrlyFUEJoFEOSTKZzLDPi9GIt6pq+Df0VCo16nMAgPFuwYKr1dnZoZAVUspJK5NI68m7HtO8r18q02cddT0nY+vJux5TJpmW5bEUskL5cUpRuf1yBgAAAKA4DngMsN9UwH/4S4IcAzw29Pf3admyGxWPx4f3mAmENPv8Kw7YYyYgKVx9oj5ef7bOavrcYI+Zpx5UJpVQT29SkyoDisfjWrbsBnrMABrlkOSjDdI/fNTIaPloUDN4kQoAcDQaG5vU3DxPbW2tqvJXKpbao/eib6v1xw/rgmsvOqodJYm+AT1512N6L/q2DMNQlb9Shgy1tMzjh3EAAAAAKACOAR6/Vq9epVgsJiebywckNSdPU9NnvqJgxeHDDa/XVO2Z52nyqWeq/ZE71bO7W3v6U6qpDioWi+mOO1Zp6dKbRuGZAGPXqIYkH93F8d57743m8JI+6EEy1BelouLYj4YBgHK2aNFidXS8qFgspon+au1N9+q96Nt66Pu/0DmXN6n2k6cfspl71slq1/OvaMvGdmWSaRmGoYn+apkeU5FIRAsXLh7FZwMAAAAApY9jgMeXzZvb1dbWKtd1tTeezgckF17+TZmW76hqBSuqdOHl39QTG29Xz+5u7Y2nVVMd0KZNrWpuvkiNjU0j9CyAsc8zmoPV19dL+qAfSGdn52gOf8AxJ0+ePOpzAIBSUFlZpeXLVygcDsvn9SkSmCTLYymTTGvzut/ol9+7R1t+1a43tkXV/16fkv0J9b/Xpze2RbXlV+365ffu0eZ1v8kfsRUJTJLP61M4HNby5SvY7gsAAAAAI2joGOCqqmqFQiECkjFo/fr7JEkDKVu2k5MvEFLTZ75y1AHJENPyqemSL8vnD8p2chpI2pKkDRvWFWzOwHg0qjtJpk2bJtM0lc1m5bqunnrqKX3nO98ZzSmotbVVhmHIdV1J0umnnz6q4wNAKamrm6aVK1dp2bIbFIvFNCk4UQk7oQE7oVQ8qZc3vXjIx3sMjyqskELvN2qPRCJavnwFjeMAAAAAAGUtGu1WZ2eHXNfVQNKRJM0+/4ojOmLrUIITqjX7giv13OP3aCDpqCJgqaNjm3btinLEGsrWqO4ksSxLc+fOzQcUXV1d6ujoGLXxt2zZou7u7vznkUhEJ5xwwqiNDwClqK5umtasWauWlnkyZKjCqtAJoRpV+6sUNIMyPWb+HUmGYcj0mAqaQVX7q3RCqEYVVkW+B8maNWsJSAAAAAAAZa+trVWSlMpklc25ClRUakrDnILUntIwR4FQWNmcq3QmO2w8oByNakgiSfPnz5f0wZFbK1asGLWx/+mf/knSB/1IWlpaRm1sAChllZVVWrr0Jt1yyw80a9ZsGTIUMAOq8leqJhjRSaETNbniJJ0UOlE1wYiq/JUKmAEZMjRr1mzdeusPtXTpTRyxBQAAAACApJ07t0uS0vZgiDG1YY683sIcCuT1mpo6Y64kKfV+/R07Xi5IbWA8GtXjtiTpsssu02233aaBgQG5rqvnn39e99xzj/7iL/5iRMf9t3/7Nz333HPDjtq65JJLRnRMACg3jY1Namxs0q5dUbW1tWrHjpfV1fWq4vF4/j7hcFj19aepoeEMNTfPYzsvAAAAAAAf4rquurpelSTZTk6SFJlc2N+dh+oN1e/qejX/xnKg3Ix6SDJhwgRdddVV+td//dd8YPGDH/xAJ5xwgv7kT/5kRMZ89NFHtWLFivx4hmHozDPPVFNT04iMBwDlrra2Lh9+uK6rZDIp287IsnwKBoP80AUAAAAAwEEkEon8mw2d7GCIUVVzSkHHGKo3VD8ejyuZTCoUChV0HGA8GPXjtiTpa1/7Wr4XiGEYymazuv766/WjH/1I2Wy2YOPkcjn96Ec/0re//W05jjPsa9/+9rcLNg4AHC3XdTUwMKC+vt78zrpSZRiGQqGQqqqqFQqFRiUgKafXFwAAAABQWhzHzn889OusZfkLOsaB6tl2pqBjAOPFqO8kkQaPWvn7v/97LVq0SIZhyDAM5XI5/fM//7MeeeQRLVy4UBdddJFM89iml81m9fDDD+vOO+9UV1dXfvfI0H+/+MUvsosEwKiLRrvV1taqnTu3DzuCyjQ9qqysVENDg84880zNmXOBTj21tsizHX8O9vpKHxzxNX36DLW0zOeILwAAAADAmGWaVv5jwxgMSmw7rUABx7Dt9H63WZavgCMA44fhFvHttatXr9bq1avz7yoemophGJo4caI+9alP6bzzztPMmTN16qmnHrRONpvVa6+9po6ODm3evFm/+c1v1N/fP6zeUP3zzz9fP/nJT+T1ekf2yWFMisX2KZfjHeUYXZs3t2v9+vvU2dlxwK+b5vBNfY6T08yZs3TVVV/Q3LmNozHFce1wr++B8PqOLMMwVFMzYdhtPT372NGDcYs1jVLDmkYpYl2j1LCmy5vrurriissUj8f1Xm9StpPTeZd+VR+vP7tgY/yua6uefniNLNOjE6qDCofDevDB/zuipz+wrnEwHo+hSGTC4e84Qoqyk2TIokWLNDAwoLVr1+Z3lLiuK9d1tWfPHm3cuFEbN24cnKhpavLkyaqurlYgEJBt20qn09q7d6/ee+895XK5fN0P/8P6cEDy6U9/WrfddhsBCYBR0d/fp9WrV6mtrVWS5MpV2kkrnc3IztnKulm5riuPxyPT45XlsRQw/bIMS52dHers7FBLyzwtXLhYlZVVRX42Y8+Rvr6GYchrDL6+fq9PftPP6wsAAAAAGLMMw1B9/WnaunWLLNMj28kp9k60oCFJ7J2oJMl6/42b9fWn0T8UZauoIYkkfec739G0adN0yy23KJ1OD/vH+OGww7Ztvfnmm3rzzTf323nyUR+t4fP5dP311+vaa68dmScBAB8RjXZp2bIbFYvF5MpVwk5owE4o5+b2u6/rurKzjuyso4SdlCFDFVZIISukTZtatW3bi1q+fIXq6qYV4ZmMTUf7+jquIyfnKOkk5cl4eH0BAAAAAJIGf2dMJBJyHFumaY1aL83DmT59hrZu3SK/5VUi5ej1Hc/qrKbPyes9/su52ayj17c/I0kKWINvJm9oOOO46wLjVdFDEkm68sorNWfOHN1666164oknJCm/s+SjhnaaDDnYN62hd2d/5jOf0Te+8Y1DHtcFAIUUjXZpyZLrFI/H5eQc9aX7ZecGm64FwkHVnTtdNaeepOqTI7L8PrmOo727Y3pv1zvqfnankv0JxTP7lHLSqvJXKhaLacmSxVq5chUX8nW0r68lO22rd3dMPa/9XtHndioVT/L6AgAAAEAZGw89LZub5+n++3+ugM8rr8dQaqBfb+x4VrVnnnfctd/Y8axSibi8HkN+nzc/HlCuitqT5EBefPFF3X333Xrsscdk23b+9kMluB99CieddJIuu+wyXXnllYQjGIaeJBhp/f19+upX/0qxWEyZbEZ7072DO9pCfp3zuSbVfvJ0ec0PH/lnDOtJknWyenXzDm351dPKJAZ31030V8vn9SkSiWjNmrVlfTTU0b++w2WdrHY9/4q2/Kqd13cEcc4sSg1rGqWGNY1SxLpGqWFNj4zx1tPy+uu/oc7ODu1LZtQ/YMsXCOnia25SsOLYf29N7uvVo/ferEw6qcoKSxOCPs2aNVu33XZ7AWd+YKxrHExZ9yQ5kE984hP6xCc+oYGBAbW3t6u9vV2vvPKKotGoYrHYfvcPBAL6gz/4A9XW1urss8/WnDlzdMYZZ4yJbXEAys/q1asUi8Xk5Jz8BfwT6j6mC669SKGqisM+3mt6Vd84QyfP+AM9eddjei/6tvamexUJTFIsFtMdd6zS0qU3jcIzGZsK9/pO4fUFAAAAgDKxX09L11Uqk1Xazsp2cnKyObmuZBiS6fXIMj3yW14FfN6i9rRcsOBqdXZ2qCJoKZnOKpNKqP2RO3Xh5d+UafmOup5jZ9T+658qk07KMj2qCFr5cYByNuZ2khxKNpvVwMCAksmkTNNUKBRSMBgs9rQwjrCTBCNp8+Z2ffe7fytXrvYk98rO2Tqh7mOa9/VLZfqsgzxq+E4SSXKcnCRXTsZW648f1nvRt2V5LE0KTpQhQ7fc8gM1NjaN+PMZa47t9T04Xt+Rw7uDUGpY0yg1rGmUItY1Sg1runA+2tNyIGlrIOkoewTXh7weQxVBUxVBS4YMRSKRUe9puXz5zWpra5WTzamnN6mcK9WcPE1Nl3xZwQnVR1wnua9X7b/+qXp2d8vjkWqqgjK9HrW0zBu1NwuyrnEwxd5J4jn8XcYOr9eryspKnXTSSYpEIgQkAMaU9evvkyQl7ITsnC1fyK8Lrr3omC7gS5Lps3TBtRfJF/TLztlK2AlJ0oYN6wo25/GE1xcAAAAAcDSGelrGYrH3Q4aU+gdsZXOuAqGwpv/hfJ136Vd1yRf/Qf/jyz/QJV/8B5136Vc1/Q/nKxAKK5tz1T9gq6c3JSeby/e0jEa7R+05LFq0WJFIRKbXo0mVAXkMqWd3tx6992bteulpZbPOIR+fzTra9dLTevTem/MByaRwQKbXo0gkooULF4/SMwHGrnG1kwQ4XuwkwUiJRrv113/9Jbly9V6iRzk3p8Y//2PVN844zCMPvpNkSNfm7dq87jfyGB6dEKqRIUNr1qwtWvO4Yjj21/fweH0Lj3cHodSwplFqWNMoRaxrlBrW9PEb1tPSzmpPf0o5V/IFQpp9/hWa0jBHXu/BOxFks47e2PGstj31oDKphDyGNKkyIJ/lHfWeltFot5YsWax4PC4nm9PeeFq2k5MkBUJhTZ0xV5HJdaqqOUWW5Zdtp9XX85Zi70T1+vZnlEoMNqa3TI8mhv0yvR6Fw2GtXLlqVHfFsK5xMMXeSTLmepIAOH6u6yqRSMhxbJmmpVAoRJ+eETZ0rmnaSSvn5hSoDKn2k6cXpHbtJ0/Xiw89o1Q8qbSTVsAMqK2ttawu4vP6AgAAAACORr6nZTaXD0hqTp6mps985Ygan3u9pmrPPE+TTz1T7Y/cqZ7d3drTn1JNdXDUe1rW1U3TypWrtGzZDYrFYqqpDuSPDUsl4tr5wuOHfi5j4NgwYCwbcyHJu+++q3fffVfZbFaTJk3SiSeeKL/fX+xpAWNeNNqttrZW7dy5XV1dryoej+e/Fg6HVV9/mqZPn6GWlvlc/B0BO3dulySlsxlJUt0nT5fX9Bakttf0qu7c6Xp504tKZzMKmAHt2PFyQWqPF7y+AAAAAIAjtXlzu9raWuW6rvbG0/mA5FgangcrqnTh5d/UExtvV8/ubu2Np1VTHdCmTa1qbr5o1Hpa1tVN05o1a3XHHau0aVOrJgR9qghYSmeySn2oAf2QoQb0Acsrv8+bf/NsMRrQA2PdmAhJdu7cqZ///Odqa2tTT0/PsK95vV7Nnj1bF110ka666ir6kAAfsXlzu9avv0+dnR0HvU88HtfWrVu0desW3X//zzVz5ixdddUXNHdu4yjOtHS5rquurlclSXbOliTVnHpSQccYqjdUv6vrVbmuWxY7hHh9AQAAAABHY6in5UDKlu3k5AuE1PSZrxx1QDLEtHxquuTLevTem5VJJzWQtDUh6NOGDetGLSSRpMrKKi1depOamy/Shg3r1NGxTQG/qYD/8Jd4Z82arQULruZaEHAARQ1Jksmk/vf//t+67777lMvlDnj+nOM42rJli7Zs2aKf/OQn+va3v60rr7yyCLMFxpb+/j6tXr0qfwyRK1dpJ610NiM7ZyvrZvMXeb2GV5bHkt/rk9/0q7OzQ52dHbx7oEASiUR+507WzUqSqk+OFHSMoXpD9ePxuJLJpEKhUEHHGYt4fQEAAAAARyoa7VZnZ4dc19VAcrCp+ezzrziiI7YOJTihWrMvuFLPPX6PBpKOKgKWOjq2adeu6Kif2NHY2KTGxibt2hVVW1urdux4+aCnijQ0nKHm5nmcKgIcQtFCkr6+Pl1zzTXq6urKhyMHe8fu0Nf37t2r7373u3rhhRd06623yustzFErwHgTjXZp2bIbFYvF5MpVwk5owE4o5+b2u6/runJcR07OUdJJypPxqMIKKWSFtGlTq7Zte5FzKI+T49j5j4e+X1l+q6BjDNX7cJhs2xlJpX8Rn9cXAAAAAHCkht5Mmspklc25ClRUakrDnILUntIwR51Pb1QqEVc6k1XAbxa1p2VtbV1+bNd1lUwmZdsZWZZPwWCQ0xGAI1SUkMS2bf31X/+1Xn118PiUj/6D/fBFKsMwhn3ddV1t3LhRlmXp5ptvHp0JA2NINNqlJUuuUzwel5Nz1Jfuzx8RFAgHVXfudNWcepKqT47I8luy07Z6d8fU89rvFX1up1LxpOKZfUo5aVX5KxWLxbRkyWKtXLmKoOQYmeYHF+wNw5DrurLTtgp5OKCdtvP1h1jHuE14vOH1BQAAAAAcqXxPS3vwpICpDXPk9RbmEqjXa2rqjLna+cLjStmDIclY6WlpGMb7pyHwZj/gaBUlJNmwYYNefPHF/cIPSfr4xz+u6dOnKxgMqq+vTy+//LJisVj+vkMXyDZs2KBLLrlETU2jd+4fUGz9/X1atuxGxeNxZbIZ7U33ynVd+UJ+nfO5JtUeoJl1UFLlCVWaMrtOsy+do13Pv6Itv2pXJpFWLLVHE/3VisfjWrbsBq1Zs5ajt45BKBRSOBxWPB6X1/DKcR317o6p8oTCvZa9u2OSJK8x+PcbDofLpkcTry8AAAAA4EgM62npDJ62EZlc2F0eQ/WG6tPTEhj/PKM9oOM4+pd/+Zf8Nw7XdeW6rj75yU9q/fr1evzxx3XHHXdo5cqVuvPOO/Xf//3f+slPfqK6urphO0xc19WPfvSj0Z4+UFSrV69SLBaTk3PyAckJdR/TZ//2KtU3ztgvIPkor+lVfeMMffZvr9IJdR+T67ram+6Vk3MUi8V0xx2rRumZlBbDMFRff5okyfIM7nroee33BR1jqN5Q/fr608rmBzBeXwAAAADAkfhwT0snOxhiVNWcUtAxhuoN1R/qaQlg/Br1kOTFF1/Uu+++K0n5lPXyyy/X3XffrVmzZh3wMZ/61Kf0i1/8QjNnzhyWzD7//PP63e9+N2pzB4pp8+Z2tbW1ypWrvnR/PiCZ9/VLFaqqOKpaoaoKzfv6pfmgpC/dL1euNm1q1ebN7SP0DErb9OkzJEl+7+ARTdHnX1HWyRakdtbJKvrczmH1GxrOKEjt8YLXFwAAAABwOMN7Wg7+17L8BR3jQPUGe1oCGK9GPSTZvHnzsM+nTp2qW2+9VR7PoacyYcIErVy5UpY1vFnvf//3fxd8jsBYtH79fZKkhJ2QnbPlC/l1wbUXyfQdWwNr02fpgmsvki/ol52zlbATkqQNG9YVbM7lpLl5niTJb/rlMTxK9Se06/lXClJ71/OvKBVPymN45Df9w8YrF7y+AAAAAIDDGd7TcvC/tp0u6BgHqkdPS2B8G/WQZNu2bZI+2EXyl3/5lzLNI2uNMnXqVDU3Nw87dmuoHlDKotFudXZ2yJWrgffDjHM+13TUO0g+KlRVoXMuH+zrM2An5MpVR8c27doVPe45l5u6ummaOXOWDBmqsAabpG35VbsSfQPHVTfRN6AtGwd391RYIRkyNGvWbNXWFvZM1bGO1xcAAAAAcDhDPS0lyfQOXvbs63mroGMM1RuqT09LYPwb9ZBk9+7dw855/8M//MOjenxLS4sk5Wvs2rWrcJMDxqi2tlZJUtpJK+fmFKgMqfaTpxekdu0nT1cgHFTOzSntpIeNh6OzYMHVkqSQFZLlsZRJpPXkXY/JydiHeeSBORlbT971mDLJtCyPpdD74cDQOOWG1xcAAAAAcCjDelqag5c9Y+8U9o2gQ/WG6tPTEhj/Rj0k2bt377DPTzzxxKN6fENDQ/5j13X1+98XtnkvMBbt3LldkpTODp5xWffJ0w/bpP1IeU2v6s6dPqz+jh0vF6R2uWlsbFJz8zwZMlTlr5RhGHov+rZaf/zwUe94SPQNqPXHD+u96NsyjPfryVBLyzzNnds4Qs9gbOP1BQAAAAAcTr6npTV43eT1Hc8qm3UKUjubdfT69mckSYH369PTEhj/Rj0kSSaTwz6fMGHCUT1+8uTJwz7v7e093ikBY5rruurqelWSZOcG3zFfc+pJBR1jqN5Q/a6uV4cda4cjt2jRYkUiEZkeUxP91fkL+Q99/xfq2rz9sM3Gs05WXZu366Hv/yJ/AX+iv1qmx1QkEtHChYtH6ZmMTby+AAAAAIBDGeoxGfB55fUYSg30640dzxak9hs7nlUqEZfXY8jv8w4bD8D4dWTNQArItocfi/LRRuyHEwqFhn2eyWSOe074wK5du3TZZZfJtm3NmTNH99xzT7GnVPYSiYTi8bgkKesOXgCuPjlS0DGG6g3Vj8fjSiaT+/17w+FVVlZp+fIVWrJkseLxuCKBSepL9yuTTGvzut/oxYeeUd2501Vz6kmqPjkiy++T6zjauzum93a9o+5ndyrZP9h3xvJYqvJXyvSYCofDWr58hSorq4r8DIvr6F9fS3baVu/umHpe+72iz+1UKj4Y1vP6AgAAAEDpGepp2dnZoYqgqf4BW9ueelCTTz1TwYpj/50vua9X2558QJJUETRlGPS0BErFqIckjuMc1zl9Pp9v2OfZ7KHfNYwjZ9u2li5dul+QheJynA/+PoZ2d1j+owsXD2eo3od3j9h2RhIhybGoq5umlStXadmyGxSLxTQpOFEJO6EBO6FUPKmXN7047P4f/Z7oMTyqsEIKvd9IPBKJaPnyFaqrmzaKz2LsOtrX96N4fQEAAACgtC1YcPX7IYmlZDqrTCqh9kfu1IWXf1Om5Tt8gY9w7Izaf/1TZdJJWaZHFUErPw6A8W/Uj9vC2PW9731PW7duLfY08BGm+UEgMnQx3U4XNsgaqvfhi/XWMfzQgA/U1U3TmjVr1dIy2EOjwqrQCaEaVfurFDSDMj1m/vU2DEOW11TICmpSsFonhmpUYVXke2SsWbOWC/gfcbSvr+kxFTSDqvZX6QReXwAAAAAoaR/uaTkx7JfHkHp2d+uJjbcrua/3qGol9/XqiY23q2d3tzweaWLYT09LoMSM+k4SjD2u6+rWW2/VAw88UOyp4ABCoZDC4bDi8bi8hleO66h3d0yVJxTuWKDe3TFJktcYPE8zHA4rGAwWrH65qqys0tKlN6m5+SJt2LBOHR3bFDADCpiBYfczzeF5tePkNGvWbC1YcDU/cB3Ckb6+B8LrCwAAAAClbdGixeroeHHwBILKgPb0p9Szu1uP3nuzZl9wpaY0zJHXe/BLo9msozd2PKttTz6gTDopj0eaFA7I9HroaQmUGEKSMrdv3z4tW7ZMjz76aLGngoMwDEP19adp69YtsjyWnJyjntd+rymzC3fmZc9rv5c02KNBkurrTzuuY/EwXGNjkxobm7RrV1Rtba3aseNldXW9mu81I0mVlZVqaGjQWWedpXPPPV+nnlpbxBmPL0fy+obDYdXXn6aGhjPU3DyPM2MBAAAAoMR9tKdlTXVQe+NpZdJJPff4Pep8eqOmzpiryOQ6VdWcIsvyy7bT6ut5S7F3onp9+zNKJQZ/r7RMjyaG/TK9HnpaAiWIkKSMdXZ26lvf+pbefPPNYk8FhzF9+gxt3bpFfq9PSSep6POvaPalc+Q1vcddO+tkFX1upyTJ7x08Yquh4Yzjrov91dbW5S/Ou66rZDIpx7H1sY9NUjAYzAdTPT37hvWHwZE50Otr2xlZlm/Y6wsAAAAAKA8f7WlZUx3QQNLWQNJRKhHXzhceP+TjvR5DFUFTFUGLnpZACaMnSRnat2+fVq1apT//8z8nIBknmpvnSZL8pl8ew6NUf0K7nn+lILV3Pf+KUvGkPIZHftM/bDyMHMMwFAqFVFVVrVAoxAX8AuP1BQAAAABIH/S0bG6eJzeXU9DnUU2VXxPDfoUCpizTI8NQ/o9lehQKmJoU9uvEiUFNCProaQmUOHaSlJFMJqN169bpxz/+sfbu3Tvsa1VVVfqzP/sz/eQnPynS7HAodXXTNHPmLHV2dqjCCime2actv2rXyTOmKFRVccx1E30D2rKxXZJUYYVkyNCsWbM5iggAAAAAAIx70Wi32tpatXPndnV1vapEIqm9e/comUzI6/XK7w8oEAhoUrhSfr//gDXoaQmUPkKSMvLEE09o+fLl+91+9tln64c//KH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\n",
      "text/plain": [
       "<Figure size 1800x1200 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "for idx, cl in enumerate(np.unique(y_test)):\n",
    "    plt.scatter(x = X_test_pca[y_test == cl, 0],\n",
    "                y = X_test_pca[y_test == cl, 1],\n",
    "                alpha = 0.8,\n",
    "                label = f\"Class {cl}\",\n",
    "                edgecolors=\"black\")\n",
    "plt.xlabel(\"PCA 1\")\n",
    "plt.ylabel(\"PCA 2\")\n",
    "plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "54ae6b5d",
   "metadata": {},
   "source": [
    "Don't forget to follow us on [YouTube](http://youtube.com/tirendazacademy) | [Medium](http://tirendazacademy.medium.com) | [Twitter](http://twitter.com/tirendazacademy) | [GitHub](http://github.com/tirendazacademy) | [Linkedin](https://www.linkedin.com/in/tirendaz-academy) | [Kaggle](https://www.kaggle.com/tirendazacademy) 😎"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.12"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}