Facebook performance matrices.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "f28e6730",
   "metadata": {},
   "source": [
    "# Facebook Performance Matrices"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "6798063f",
   "metadata": {},
   "source": [
    "## Table of Contents\n",
    "* 1  Data Preprocessing\n",
    "\n",
    "* 2  Exploratory Data Analysis (EDA)\n",
    "\n",
    "* 2.1  Correlation Matrix\n",
    "\n",
    "* 2.2  Total Page Likes\n",
    "\n",
    "* 2.3  Category\n",
    "\n",
    "* 2.4  Post Month\n",
    "\n",
    "* 2.5  Post Weekday\n",
    "\n",
    "* 2.6  Post Hour\n",
    "\n",
    "* 2.7  Paid\n",
    "\n",
    "* 2.8  Comments\n",
    "\n",
    "* 2.9  Likes\n",
    "\n",
    "* 2.10  Shares\n",
    "\n",
    "* 2.11  Lifetime Data Analysis\n",
    "\n",
    "* 3  Machine Learning\n",
    "\n",
    "   * 3.1  SVM Feature Importance\n",
    "\n",
    "   * 3.2  Linear Regression\n",
    "\n",
    "   * 3.3  Random Forest"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "39d6ed14",
   "metadata": {},
   "source": [
    "### Import the necessary libraries"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "34ac3f8a",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Requirement already satisfied: keras in c:\\users\\hp\\anaconda3\\anaconda\\lib\\site-packages (2.9.0)\n"
     ]
    }
   ],
   "source": [
    "!pip install keras"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "87108c64",
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np \n",
    "import pandas as pd \n",
    "\n",
    "import matplotlib.pyplot as plt\n",
    "from matplotlib.pyplot import figure\n",
    "import seaborn as sns\n",
    "from sklearn.preprocessing import LabelEncoder\n",
    "from sklearn.preprocessing import StandardScaler\n",
    "from sklearn.model_selection import train_test_split\n",
    "from sklearn.ensemble import RandomForestRegressor\n",
    "from sklearn.metrics import r2_score\n",
    "from scipy.stats import spearmanr, pearsonr\n",
    "from sklearn.linear_model import LinearRegression"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "f08b190f",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Hp\\anaconda3\\Anacondanew\\lib\\site-packages\\IPython\\core\\interactiveshell.py:3369: FutureWarning: In a future version of pandas all arguments of read_csv except for the argument 'filepath_or_buffer' will be keyword-only.\n",
      "  exec(code_obj, self.user_global_ns, self.user_ns)\n"
     ]
    },
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Page total likes</th>\n",
       "      <th>Type</th>\n",
       "      <th>Category</th>\n",
       "      <th>Post Month</th>\n",
       "      <th>Post Weekday</th>\n",
       "      <th>Post Hour</th>\n",
       "      <th>Paid</th>\n",
       "      <th>Lifetime Post Total Reach</th>\n",
       "      <th>Lifetime Post Total Impressions</th>\n",
       "      <th>Lifetime Engaged Users</th>\n",
       "      <th>Lifetime Post Consumers</th>\n",
       "      <th>Lifetime Post Consumptions</th>\n",
       "      <th>Lifetime Post Impressions by people who have liked your Page</th>\n",
       "      <th>Lifetime Post reach by people who like your Page</th>\n",
       "      <th>Lifetime People who have liked your Page and engaged with your post</th>\n",
       "      <th>comment</th>\n",
       "      <th>like</th>\n",
       "      <th>share</th>\n",
       "      <th>Total Interactions</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>139441</td>\n",
       "      <td>Photo</td>\n",
       "      <td>2</td>\n",
       "      <td>12</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2752</td>\n",
       "      <td>5091</td>\n",
       "      <td>178</td>\n",
       "      <td>109</td>\n",
       "      <td>159</td>\n",
       "      <td>3078</td>\n",
       "      <td>1640</td>\n",
       "      <td>119</td>\n",
       "      <td>4</td>\n",
       "      <td>79.0</td>\n",
       "      <td>17.0</td>\n",
       "      <td>100</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>139441</td>\n",
       "      <td>Status</td>\n",
       "      <td>2</td>\n",
       "      <td>12</td>\n",
       "      <td>3</td>\n",
       "      <td>10</td>\n",
       "      <td>0.0</td>\n",
       "      <td>10460</td>\n",
       "      <td>19057</td>\n",
       "      <td>1457</td>\n",
       "      <td>1361</td>\n",
       "      <td>1674</td>\n",
       "      <td>11710</td>\n",
       "      <td>6112</td>\n",
       "      <td>1108</td>\n",
       "      <td>5</td>\n",
       "      <td>130.0</td>\n",
       "      <td>29.0</td>\n",
       "      <td>164</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>139441</td>\n",
       "      <td>Photo</td>\n",
       "      <td>3</td>\n",
       "      <td>12</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2413</td>\n",
       "      <td>4373</td>\n",
       "      <td>177</td>\n",
       "      <td>113</td>\n",
       "      <td>154</td>\n",
       "      <td>2812</td>\n",
       "      <td>1503</td>\n",
       "      <td>132</td>\n",
       "      <td>0</td>\n",
       "      <td>66.0</td>\n",
       "      <td>14.0</td>\n",
       "      <td>80</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>139441</td>\n",
       "      <td>Photo</td>\n",
       "      <td>2</td>\n",
       "      <td>12</td>\n",
       "      <td>2</td>\n",
       "      <td>10</td>\n",
       "      <td>1.0</td>\n",
       "      <td>50128</td>\n",
       "      <td>87991</td>\n",
       "      <td>2211</td>\n",
       "      <td>790</td>\n",
       "      <td>1119</td>\n",
       "      <td>61027</td>\n",
       "      <td>32048</td>\n",
       "      <td>1386</td>\n",
       "      <td>58</td>\n",
       "      <td>1572.0</td>\n",
       "      <td>147.0</td>\n",
       "      <td>1777</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>139441</td>\n",
       "      <td>Photo</td>\n",
       "      <td>2</td>\n",
       "      <td>12</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>0.0</td>\n",
       "      <td>7244</td>\n",
       "      <td>13594</td>\n",
       "      <td>671</td>\n",
       "      <td>410</td>\n",
       "      <td>580</td>\n",
       "      <td>6228</td>\n",
       "      <td>3200</td>\n",
       "      <td>396</td>\n",
       "      <td>19</td>\n",
       "      <td>325.0</td>\n",
       "      <td>49.0</td>\n",
       "      <td>393</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
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      "text/plain": [
       "   Page total likes    Type  Category  Post Month  Post Weekday  Post Hour  \\\n",
       "0            139441   Photo         2          12             4          3   \n",
       "1            139441  Status         2          12             3         10   \n",
       "2            139441   Photo         3          12             3          3   \n",
       "3            139441   Photo         2          12             2         10   \n",
       "4            139441   Photo         2          12             2          3   \n",
       "\n",
       "   Paid  Lifetime Post Total Reach  Lifetime Post Total Impressions  \\\n",
       "0   0.0                       2752                             5091   \n",
       "1   0.0                      10460                            19057   \n",
       "2   0.0                       2413                             4373   \n",
       "3   1.0                      50128                            87991   \n",
       "4   0.0                       7244                            13594   \n",
       "\n",
       "   Lifetime Engaged Users  Lifetime Post Consumers  \\\n",
       "0                     178                      109   \n",
       "1                    1457                     1361   \n",
       "2                     177                      113   \n",
       "3                    2211                      790   \n",
       "4                     671                      410   \n",
       "\n",
       "   Lifetime Post Consumptions  \\\n",
       "0                         159   \n",
       "1                        1674   \n",
       "2                         154   \n",
       "3                        1119   \n",
       "4                         580   \n",
       "\n",
       "   Lifetime Post Impressions by people who have liked your Page  \\\n",
       "0                                               3078              \n",
       "1                                              11710              \n",
       "2                                               2812              \n",
       "3                                              61027              \n",
       "4                                               6228              \n",
       "\n",
       "   Lifetime Post reach by people who like your Page  \\\n",
       "0                                              1640   \n",
       "1                                              6112   \n",
       "2                                              1503   \n",
       "3                                             32048   \n",
       "4                                              3200   \n",
       "\n",
       "   Lifetime People who have liked your Page and engaged with your post  \\\n",
       "0                                                119                     \n",
       "1                                               1108                     \n",
       "2                                                132                     \n",
       "3                                               1386                     \n",
       "4                                                396                     \n",
       "\n",
       "   comment    like  share  Total Interactions  \n",
       "0        4    79.0   17.0                 100  \n",
       "1        5   130.0   29.0                 164  \n",
       "2        0    66.0   14.0                  80  \n",
       "3       58  1572.0  147.0                1777  \n",
       "4       19   325.0   49.0                 393  "
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = pd.read_csv(\"dataset_Facebook.csv\",\";\")\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3fb67260",
   "metadata": {},
   "source": [
    "## Basic Checks"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "31506ceb",
   "metadata": {},
   "outputs": [
    {
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       "      <td>1361</td>\n",
       "      <td>1674</td>\n",
       "      <td>11710</td>\n",
       "      <td>6112</td>\n",
       "      <td>1108</td>\n",
       "      <td>5</td>\n",
       "      <td>130.0</td>\n",
       "      <td>29.0</td>\n",
       "      <td>164</td>\n",
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       "      <th>2</th>\n",
       "      <td>139441</td>\n",
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       "      <td>3</td>\n",
       "      <td>12</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2413</td>\n",
       "      <td>4373</td>\n",
       "      <td>177</td>\n",
       "      <td>113</td>\n",
       "      <td>154</td>\n",
       "      <td>2812</td>\n",
       "      <td>1503</td>\n",
       "      <td>132</td>\n",
       "      <td>0</td>\n",
       "      <td>66.0</td>\n",
       "      <td>14.0</td>\n",
       "      <td>80</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>139441</td>\n",
       "      <td>Photo</td>\n",
       "      <td>2</td>\n",
       "      <td>12</td>\n",
       "      <td>2</td>\n",
       "      <td>10</td>\n",
       "      <td>1.0</td>\n",
       "      <td>50128</td>\n",
       "      <td>87991</td>\n",
       "      <td>2211</td>\n",
       "      <td>790</td>\n",
       "      <td>1119</td>\n",
       "      <td>61027</td>\n",
       "      <td>32048</td>\n",
       "      <td>1386</td>\n",
       "      <td>58</td>\n",
       "      <td>1572.0</td>\n",
       "      <td>147.0</td>\n",
       "      <td>1777</td>\n",
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       "      <th>4</th>\n",
       "      <td>139441</td>\n",
       "      <td>Photo</td>\n",
       "      <td>2</td>\n",
       "      <td>12</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>0.0</td>\n",
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       "      <td>580</td>\n",
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       "      <td>3200</td>\n",
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       "      <td>325.0</td>\n",
       "      <td>49.0</td>\n",
       "      <td>393</td>\n",
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      "text/plain": [
       "   Page total likes    Type  Category  Post Month  Post Weekday  Post Hour  \\\n",
       "0            139441   Photo         2          12             4          3   \n",
       "1            139441  Status         2          12             3         10   \n",
       "2            139441   Photo         3          12             3          3   \n",
       "3            139441   Photo         2          12             2         10   \n",
       "4            139441   Photo         2          12             2          3   \n",
       "\n",
       "   Paid  Lifetime Post Total Reach  Lifetime Post Total Impressions  \\\n",
       "0   0.0                       2752                             5091   \n",
       "1   0.0                      10460                            19057   \n",
       "2   0.0                       2413                             4373   \n",
       "3   1.0                      50128                            87991   \n",
       "4   0.0                       7244                            13594   \n",
       "\n",
       "   Lifetime Engaged Users  Lifetime Post Consumers  \\\n",
       "0                     178                      109   \n",
       "1                    1457                     1361   \n",
       "2                     177                      113   \n",
       "3                    2211                      790   \n",
       "4                     671                      410   \n",
       "\n",
       "   Lifetime Post Consumptions  \\\n",
       "0                         159   \n",
       "1                        1674   \n",
       "2                         154   \n",
       "3                        1119   \n",
       "4                         580   \n",
       "\n",
       "   Lifetime Post Impressions by people who have liked your Page  \\\n",
       "0                                               3078              \n",
       "1                                              11710              \n",
       "2                                               2812              \n",
       "3                                              61027              \n",
       "4                                               6228              \n",
       "\n",
       "   Lifetime Post reach by people who like your Page  \\\n",
       "0                                              1640   \n",
       "1                                              6112   \n",
       "2                                              1503   \n",
       "3                                             32048   \n",
       "4                                              3200   \n",
       "\n",
       "   Lifetime People who have liked your Page and engaged with your post  \\\n",
       "0                                                119                     \n",
       "1                                               1108                     \n",
       "2                                                132                     \n",
       "3                                               1386                     \n",
       "4                                                396                     \n",
       "\n",
       "   comment    like  share  Total Interactions  \n",
       "0        4    79.0   17.0                 100  \n",
       "1        5   130.0   29.0                 164  \n",
       "2        0    66.0   14.0                  80  \n",
       "3       58  1572.0  147.0                1777  \n",
       "4       19   325.0   49.0                 393  "
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.head(5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "229b2031",
   "metadata": {},
   "outputs": [
    {
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       "      <th>Post Weekday</th>\n",
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       "      <th>Lifetime Post Impressions by people who have liked your Page</th>\n",
       "      <th>Lifetime Post reach by people who like your Page</th>\n",
       "      <th>Lifetime People who have liked your Page and engaged with your post</th>\n",
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       "    <tr>\n",
       "      <th>495</th>\n",
       "      <td>85093</td>\n",
       "      <td>Photo</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>7</td>\n",
       "      <td>2</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4684</td>\n",
       "      <td>7536</td>\n",
       "      <td>733</td>\n",
       "      <td>708</td>\n",
       "      <td>985</td>\n",
       "      <td>4750</td>\n",
       "      <td>2876</td>\n",
       "      <td>392</td>\n",
       "      <td>5</td>\n",
       "      <td>53.0</td>\n",
       "      <td>26.0</td>\n",
       "      <td>84</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>496</th>\n",
       "      <td>81370</td>\n",
       "      <td>Photo</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "      <td>8</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3480</td>\n",
       "      <td>6229</td>\n",
       "      <td>537</td>\n",
       "      <td>508</td>\n",
       "      <td>687</td>\n",
       "      <td>3961</td>\n",
       "      <td>2104</td>\n",
       "      <td>301</td>\n",
       "      <td>0</td>\n",
       "      <td>53.0</td>\n",
       "      <td>22.0</td>\n",
       "      <td>75</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>497</th>\n",
       "      <td>81370</td>\n",
       "      <td>Photo</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "      <td>2</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3778</td>\n",
       "      <td>7216</td>\n",
       "      <td>625</td>\n",
       "      <td>572</td>\n",
       "      <td>795</td>\n",
       "      <td>4742</td>\n",
       "      <td>2388</td>\n",
       "      <td>363</td>\n",
       "      <td>4</td>\n",
       "      <td>93.0</td>\n",
       "      <td>18.0</td>\n",
       "      <td>115</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>498</th>\n",
       "      <td>81370</td>\n",
       "      <td>Photo</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>11</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4156</td>\n",
       "      <td>7564</td>\n",
       "      <td>626</td>\n",
       "      <td>574</td>\n",
       "      <td>832</td>\n",
       "      <td>4534</td>\n",
       "      <td>2452</td>\n",
       "      <td>370</td>\n",
       "      <td>7</td>\n",
       "      <td>91.0</td>\n",
       "      <td>38.0</td>\n",
       "      <td>136</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>499</th>\n",
       "      <td>81370</td>\n",
       "      <td>Photo</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4188</td>\n",
       "      <td>7292</td>\n",
       "      <td>564</td>\n",
       "      <td>524</td>\n",
       "      <td>743</td>\n",
       "      <td>3861</td>\n",
       "      <td>2200</td>\n",
       "      <td>316</td>\n",
       "      <td>0</td>\n",
       "      <td>91.0</td>\n",
       "      <td>28.0</td>\n",
       "      <td>119</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "     Page total likes   Type  Category  Post Month  Post Weekday  Post Hour  \\\n",
       "495             85093  Photo         3           1             7          2   \n",
       "496             81370  Photo         2           1             5          8   \n",
       "497             81370  Photo         1           1             5          2   \n",
       "498             81370  Photo         3           1             4         11   \n",
       "499             81370  Photo         2           1             4          4   \n",
       "\n",
       "     Paid  Lifetime Post Total Reach  Lifetime Post Total Impressions  \\\n",
       "495   0.0                       4684                             7536   \n",
       "496   0.0                       3480                             6229   \n",
       "497   0.0                       3778                             7216   \n",
       "498   0.0                       4156                             7564   \n",
       "499   NaN                       4188                             7292   \n",
       "\n",
       "     Lifetime Engaged Users  Lifetime Post Consumers  \\\n",
       "495                     733                      708   \n",
       "496                     537                      508   \n",
       "497                     625                      572   \n",
       "498                     626                      574   \n",
       "499                     564                      524   \n",
       "\n",
       "     Lifetime Post Consumptions  \\\n",
       "495                         985   \n",
       "496                         687   \n",
       "497                         795   \n",
       "498                         832   \n",
       "499                         743   \n",
       "\n",
       "     Lifetime Post Impressions by people who have liked your Page  \\\n",
       "495                                               4750              \n",
       "496                                               3961              \n",
       "497                                               4742              \n",
       "498                                               4534              \n",
       "499                                               3861              \n",
       "\n",
       "     Lifetime Post reach by people who like your Page  \\\n",
       "495                                              2876   \n",
       "496                                              2104   \n",
       "497                                              2388   \n",
       "498                                              2452   \n",
       "499                                              2200   \n",
       "\n",
       "     Lifetime People who have liked your Page and engaged with your post  \\\n",
       "495                                                392                     \n",
       "496                                                301                     \n",
       "497                                                363                     \n",
       "498                                                370                     \n",
       "499                                                316                     \n",
       "\n",
       "     comment  like  share  Total Interactions  \n",
       "495        5  53.0   26.0                  84  \n",
       "496        0  53.0   22.0                  75  \n",
       "497        4  93.0   18.0                 115  \n",
       "498        7  91.0   38.0                 136  \n",
       "499        0  91.0   28.0                 119  "
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.tail()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "642b467b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(500, 19)"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "62f22d68",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Page total likes</th>\n",
       "      <th>Category</th>\n",
       "      <th>Post Month</th>\n",
       "      <th>Post Weekday</th>\n",
       "      <th>Post Hour</th>\n",
       "      <th>Paid</th>\n",
       "      <th>Lifetime Post Total Reach</th>\n",
       "      <th>Lifetime Post Total Impressions</th>\n",
       "      <th>Lifetime Engaged Users</th>\n",
       "      <th>Lifetime Post Consumers</th>\n",
       "      <th>Lifetime Post Consumptions</th>\n",
       "      <th>Lifetime Post Impressions by people who have liked your Page</th>\n",
       "      <th>Lifetime Post reach by people who like your Page</th>\n",
       "      <th>Lifetime People who have liked your Page and engaged with your post</th>\n",
       "      <th>comment</th>\n",
       "      <th>like</th>\n",
       "      <th>share</th>\n",
       "      <th>Total Interactions</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>500.000000</td>\n",
       "      <td>500.000000</td>\n",
       "      <td>500.000000</td>\n",
       "      <td>500.000000</td>\n",
       "      <td>500.000000</td>\n",
       "      <td>499.000000</td>\n",
       "      <td>500.00000</td>\n",
       "      <td>5.000000e+02</td>\n",
       "      <td>500.000000</td>\n",
       "      <td>500.000000</td>\n",
       "      <td>500.000000</td>\n",
       "      <td>5.000000e+02</td>\n",
       "      <td>500.000000</td>\n",
       "      <td>500.000000</td>\n",
       "      <td>500.00000</td>\n",
       "      <td>499.000000</td>\n",
       "      <td>496.000000</td>\n",
       "      <td>500.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>123194.176000</td>\n",
       "      <td>1.880000</td>\n",
       "      <td>7.038000</td>\n",
       "      <td>4.150000</td>\n",
       "      <td>7.840000</td>\n",
       "      <td>0.278557</td>\n",
       "      <td>13903.36000</td>\n",
       "      <td>2.958595e+04</td>\n",
       "      <td>920.344000</td>\n",
       "      <td>798.772000</td>\n",
       "      <td>1415.130000</td>\n",
       "      <td>1.676638e+04</td>\n",
       "      <td>6585.488000</td>\n",
       "      <td>609.986000</td>\n",
       "      <td>7.48200</td>\n",
       "      <td>177.945892</td>\n",
       "      <td>27.266129</td>\n",
       "      <td>212.120000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>16272.813214</td>\n",
       "      <td>0.852675</td>\n",
       "      <td>3.307936</td>\n",
       "      <td>2.030701</td>\n",
       "      <td>4.368589</td>\n",
       "      <td>0.448739</td>\n",
       "      <td>22740.78789</td>\n",
       "      <td>7.680325e+04</td>\n",
       "      <td>985.016636</td>\n",
       "      <td>882.505013</td>\n",
       "      <td>2000.594118</td>\n",
       "      <td>5.979102e+04</td>\n",
       "      <td>7682.009405</td>\n",
       "      <td>612.725618</td>\n",
       "      <td>21.18091</td>\n",
       "      <td>323.398742</td>\n",
       "      <td>42.613292</td>\n",
       "      <td>380.233118</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>81370.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>238.00000</td>\n",
       "      <td>5.700000e+02</td>\n",
       "      <td>9.000000</td>\n",
       "      <td>9.000000</td>\n",
       "      <td>9.000000</td>\n",
       "      <td>5.670000e+02</td>\n",
       "      <td>236.000000</td>\n",
       "      <td>9.000000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>112676.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>4.000000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>3315.00000</td>\n",
       "      <td>5.694750e+03</td>\n",
       "      <td>393.750000</td>\n",
       "      <td>332.500000</td>\n",
       "      <td>509.250000</td>\n",
       "      <td>3.969750e+03</td>\n",
       "      <td>2181.500000</td>\n",
       "      <td>291.000000</td>\n",
       "      <td>1.00000</td>\n",
       "      <td>56.500000</td>\n",
       "      <td>10.000000</td>\n",
       "      <td>71.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>129600.000000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>7.000000</td>\n",
       "      <td>4.000000</td>\n",
       "      <td>9.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>5281.00000</td>\n",
       "      <td>9.051000e+03</td>\n",
       "      <td>625.500000</td>\n",
       "      <td>551.500000</td>\n",
       "      <td>851.000000</td>\n",
       "      <td>6.255500e+03</td>\n",
       "      <td>3417.000000</td>\n",
       "      <td>412.000000</td>\n",
       "      <td>3.00000</td>\n",
       "      <td>101.000000</td>\n",
       "      <td>19.000000</td>\n",
       "      <td>123.500000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>136393.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>10.000000</td>\n",
       "      <td>6.000000</td>\n",
       "      <td>11.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>13168.00000</td>\n",
       "      <td>2.208550e+04</td>\n",
       "      <td>1062.000000</td>\n",
       "      <td>955.500000</td>\n",
       "      <td>1463.000000</td>\n",
       "      <td>1.486050e+04</td>\n",
       "      <td>7989.000000</td>\n",
       "      <td>656.250000</td>\n",
       "      <td>7.00000</td>\n",
       "      <td>187.500000</td>\n",
       "      <td>32.250000</td>\n",
       "      <td>228.500000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>139441.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>12.000000</td>\n",
       "      <td>7.000000</td>\n",
       "      <td>23.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>180480.00000</td>\n",
       "      <td>1.110282e+06</td>\n",
       "      <td>11452.000000</td>\n",
       "      <td>11328.000000</td>\n",
       "      <td>19779.000000</td>\n",
       "      <td>1.107833e+06</td>\n",
       "      <td>51456.000000</td>\n",
       "      <td>4376.000000</td>\n",
       "      <td>372.00000</td>\n",
       "      <td>5172.000000</td>\n",
       "      <td>790.000000</td>\n",
       "      <td>6334.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       Page total likes    Category  Post Month  Post Weekday   Post Hour  \\\n",
       "count        500.000000  500.000000  500.000000    500.000000  500.000000   \n",
       "mean      123194.176000    1.880000    7.038000      4.150000    7.840000   \n",
       "std        16272.813214    0.852675    3.307936      2.030701    4.368589   \n",
       "min        81370.000000    1.000000    1.000000      1.000000    1.000000   \n",
       "25%       112676.000000    1.000000    4.000000      2.000000    3.000000   \n",
       "50%       129600.000000    2.000000    7.000000      4.000000    9.000000   \n",
       "75%       136393.000000    3.000000   10.000000      6.000000   11.000000   \n",
       "max       139441.000000    3.000000   12.000000      7.000000   23.000000   \n",
       "\n",
       "             Paid  Lifetime Post Total Reach  Lifetime Post Total Impressions  \\\n",
       "count  499.000000                  500.00000                     5.000000e+02   \n",
       "mean     0.278557                13903.36000                     2.958595e+04   \n",
       "std      0.448739                22740.78789                     7.680325e+04   \n",
       "min      0.000000                  238.00000                     5.700000e+02   \n",
       "25%      0.000000                 3315.00000                     5.694750e+03   \n",
       "50%      0.000000                 5281.00000                     9.051000e+03   \n",
       "75%      1.000000                13168.00000                     2.208550e+04   \n",
       "max      1.000000               180480.00000                     1.110282e+06   \n",
       "\n",
       "       Lifetime Engaged Users  Lifetime Post Consumers  \\\n",
       "count              500.000000               500.000000   \n",
       "mean               920.344000               798.772000   \n",
       "std                985.016636               882.505013   \n",
       "min                  9.000000                 9.000000   \n",
       "25%                393.750000               332.500000   \n",
       "50%                625.500000               551.500000   \n",
       "75%               1062.000000               955.500000   \n",
       "max              11452.000000             11328.000000   \n",
       "\n",
       "       Lifetime Post Consumptions  \\\n",
       "count                  500.000000   \n",
       "mean                  1415.130000   \n",
       "std                   2000.594118   \n",
       "min                      9.000000   \n",
       "25%                    509.250000   \n",
       "50%                    851.000000   \n",
       "75%                   1463.000000   \n",
       "max                  19779.000000   \n",
       "\n",
       "       Lifetime Post Impressions by people who have liked your Page  \\\n",
       "count                                       5.000000e+02              \n",
       "mean                                        1.676638e+04              \n",
       "std                                         5.979102e+04              \n",
       "min                                         5.670000e+02              \n",
       "25%                                         3.969750e+03              \n",
       "50%                                         6.255500e+03              \n",
       "75%                                         1.486050e+04              \n",
       "max                                         1.107833e+06              \n",
       "\n",
       "       Lifetime Post reach by people who like your Page  \\\n",
       "count                                        500.000000   \n",
       "mean                                        6585.488000   \n",
       "std                                         7682.009405   \n",
       "min                                          236.000000   \n",
       "25%                                         2181.500000   \n",
       "50%                                         3417.000000   \n",
       "75%                                         7989.000000   \n",
       "max                                        51456.000000   \n",
       "\n",
       "       Lifetime People who have liked your Page and engaged with your post  \\\n",
       "count                                         500.000000                     \n",
       "mean                                          609.986000                     \n",
       "std                                           612.725618                     \n",
       "min                                             9.000000                     \n",
       "25%                                           291.000000                     \n",
       "50%                                           412.000000                     \n",
       "75%                                           656.250000                     \n",
       "max                                          4376.000000                     \n",
       "\n",
       "         comment         like       share  Total Interactions  \n",
       "count  500.00000   499.000000  496.000000          500.000000  \n",
       "mean     7.48200   177.945892   27.266129          212.120000  \n",
       "std     21.18091   323.398742   42.613292          380.233118  \n",
       "min      0.00000     0.000000    0.000000            0.000000  \n",
       "25%      1.00000    56.500000   10.000000           71.000000  \n",
       "50%      3.00000   101.000000   19.000000          123.500000  \n",
       "75%      7.00000   187.500000   32.250000          228.500000  \n",
       "max    372.00000  5172.000000  790.000000         6334.000000  "
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "16eef6e3",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 500 entries, 0 to 499\n",
      "Data columns (total 19 columns):\n",
      " #   Column                                                               Non-Null Count  Dtype  \n",
      "---  ------                                                               --------------  -----  \n",
      " 0   Page total likes                                                     500 non-null    int64  \n",
      " 1   Type                                                                 500 non-null    object \n",
      " 2   Category                                                             500 non-null    int64  \n",
      " 3   Post Month                                                           500 non-null    int64  \n",
      " 4   Post Weekday                                                         500 non-null    int64  \n",
      " 5   Post Hour                                                            500 non-null    int64  \n",
      " 6   Paid                                                                 499 non-null    float64\n",
      " 7   Lifetime Post Total Reach                                            500 non-null    int64  \n",
      " 8   Lifetime Post Total Impressions                                      500 non-null    int64  \n",
      " 9   Lifetime Engaged Users                                               500 non-null    int64  \n",
      " 10  Lifetime Post Consumers                                              500 non-null    int64  \n",
      " 11  Lifetime Post Consumptions                                           500 non-null    int64  \n",
      " 12  Lifetime Post Impressions by people who have liked your Page         500 non-null    int64  \n",
      " 13  Lifetime Post reach by people who like your Page                     500 non-null    int64  \n",
      " 14  Lifetime People who have liked your Page and engaged with your post  500 non-null    int64  \n",
      " 15  comment                                                              500 non-null    int64  \n",
      " 16  like                                                                 499 non-null    float64\n",
      " 17  share                                                                496 non-null    float64\n",
      " 18  Total Interactions                                                   500 non-null    int64  \n",
      "dtypes: float64(3), int64(15), object(1)\n",
      "memory usage: 74.3+ KB\n"
     ]
    }
   ],
   "source": [
    "df.info()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "24a00b9a",
   "metadata": {},
   "source": [
    "### Data Cleaning\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "f73e6972",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Page total likes                                                       0\n",
       "Type                                                                   0\n",
       "Category                                                               0\n",
       "Post Month                                                             0\n",
       "Post Weekday                                                           0\n",
       "Post Hour                                                              0\n",
       "Paid                                                                   1\n",
       "Lifetime Post Total Reach                                              0\n",
       "Lifetime Post Total Impressions                                        0\n",
       "Lifetime Engaged Users                                                 0\n",
       "Lifetime Post Consumers                                                0\n",
       "Lifetime Post Consumptions                                             0\n",
       "Lifetime Post Impressions by people who have liked your Page           0\n",
       "Lifetime Post reach by people who like your Page                       0\n",
       "Lifetime People who have liked your Page and engaged with your post    0\n",
       "comment                                                                0\n",
       "like                                                                   1\n",
       "share                                                                  4\n",
       "Total Interactions                                                     0\n",
       "dtype: int64"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.isnull().sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "24b62410",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df['Paid'].fillna(value=df['Paid'].median(),inplace=True)\n",
    "df['Paid'].isnull().sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "549d257a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df['comment'].fillna(value=df['comment'].median(),inplace=True)\n",
    "df['comment'].isnull().sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "2ec0686b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df['share'].fillna(value=df['share'].median(),inplace=True)\n",
    "df['share'].isnull().sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "6781386a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df['like'].fillna(value=df['like'].median(),inplace=True)\n",
    "df['like'].isnull().sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "3d93485c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Page total likes                                                       0\n",
       "Type                                                                   0\n",
       "Category                                                               0\n",
       "Post Month                                                             0\n",
       "Post Weekday                                                           0\n",
       "Post Hour                                                              0\n",
       "Paid                                                                   0\n",
       "Lifetime Post Total Reach                                              0\n",
       "Lifetime Post Total Impressions                                        0\n",
       "Lifetime Engaged Users                                                 0\n",
       "Lifetime Post Consumers                                                0\n",
       "Lifetime Post Consumptions                                             0\n",
       "Lifetime Post Impressions by people who have liked your Page           0\n",
       "Lifetime Post reach by people who like your Page                       0\n",
       "Lifetime People who have liked your Page and engaged with your post    0\n",
       "comment                                                                0\n",
       "like                                                                   0\n",
       "share                                                                  0\n",
       "Total Interactions                                                     0\n",
       "dtype: int64"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.isnull().sum()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "cb1528e2",
   "metadata": {},
   "source": [
    "### EDA"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "fa91a9c3",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:>"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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Zs+Gcx+k9XXOiolJ0gwJCsNUOjvLkd8bcwpT1O5ez/eh6GjWvS5B2MADwMuQlRkb6b9i1srMiVK+uhmFlp7lMGhgYsOzgErZ6bebamRvc9boHQNU6lYl6GcnjO48BCA9+SU47q3+ta2WXU9cW6rSqw93rd8lpmzOtbmCKblhQmK5tSSn5ZcMvLNy3kCJli+jZGWcyZt2RVXg282DFHM0dp6+5zjjmduBVeAR9RvegcMlCjJ07gsxZMxMWGEZOO31fc9rlJCwgLMXXwBRfe03qxerpq0lOTvtG7UadGrHk8BLQ/K6kHd18ADUAUCgU/7/IKoTwAq4CfsBqwAk4JITwAUYA7xbauqIZECClPAi80obXAsoBV7RatYB8n0jXBTgppQyVUiYCG4HqH7AdKIS4CVwEcgEFP2D3KYoAK4BGUko/oBBQHDii9XscmnMH8AY2CiHaA4npaCGE6CmEuCqEuLpq3ab0TP4Fad8eL1PNeGnTTxtNa7N44SrMLcw4dGorXXq0w9f7rm5GWWuYNsX35Lq1qE9UzBtaDpzEpj3HKJzPGUNDQ05dvkkmY2PyONp/3L90zuqdTfqua471bNKfTp49GdJuFC06N6Vq1QoYGRrRtm0zfpm64P1T/Sjv8mj27AmMHzeTZCnTnPkHfUn/BABo2rERv01aSguXNvw2eQn5i2rWBYcEh1K5VB1u3vBl1ZJ1LFoxExPT7Hq+pHfONWpW5ZbvPVyK1aKeW0umzBqri5ecnIxHtWaULVaTMuVKUKhIgY9qfTEfKYt/w7/10cvLl0KFqlCxYj2WLl3Lhk1LM+S89+05QsWynty84UvHzi0/qvWx9H7/VdPGDp/eRteebfH1vktSUhIGBgbkyZ+Lv9Zspal7O5KTk/ixVUPeE/6grpGREcVKFqFn20F0+6k/no3cMTE10bd9L+7H2lNycjK96/aldYV2FC5diDyFcpM5S2Zc67vywOfB+5H+la4mjiZS2wFtSEpM4s61O59VRu9shjcfzsAGA5nQcQK2TrbkK5LyUxLoF8jQ9qM5tP0ILbr+qEnvI1of8t/Q0JBCJX7g8umrnD54ltg3sfzU7yetgb79h+pAhVoViAiP4KHPwzTH963fR1fXrvTz7AcQCMz71Pm/w+jTJgqFQpEhxGpn7XUIIX4D5kspdwsh3IBJ7w59QEMAf0opx3xBuh/S0jfSpF8bqCylfCOEOAlk+YJ0UhOojVsGzd0IAdySUlZOx7YBmgFJY2C8EKKYdqCiQ0q5As2AgoSwx/+6x2SQxQyDLJolQjIxHgxSfgrsHWwJDgrRs38Z/gozc1MMDQ1JSkrC3sGWoCDNbFdM9GuG9U95buCC1yGep1pmYWtlSVDwFd334PBXWL/3kKhJtqxMHdz13bmyfN8lilZviG1EFJevXOWf69c5cGA/r9/EERYVS1hwmF78iJeRmJqb6PyzsbfW2YQEhmLjkDKDb+OQciwsOBwA90ZuWFpbsubPRVy+fB1HB1suXNIspc2SJTMrVs6lmmtjQt5LNzX+/oE4OdpToGBe1q77DTMzU7Jly8qCX6ewYPQizhw6R0hgmJ4v1vbWhGvXWb8f/s63ui3r4PfoBX8c1jyMmd0kGzYO1rx9m8Dbt5HYOdhy/sxlnj15Tt78ufHxup1ueb0r05Ztm7BkoWZG89mT5zz38yd/wbzcvO6rS79Zy4YU/CEff29fxbHDp3BwTLmDoyl7/frxMTp3b0O7Ti1BSrxu+OCYajBn72BHUODna6XGpWIZLl7UlNG1a944OTnojjk62hH4BbrR0ZrVe716daRLl9bkcnbg6hUvHJ1SfHX4Ql+792xPx86ajt71az7Ub1ibHJYWvHoZ8cE2Zv5+mQWmtLGh/TUPeXfq3oZGP9Zl0bKZ3Ll1n/wF8uJ9/Rag6VM7OTvo6b4Kj8DMLEXXzsGGkGCNblBAMK/CI4h9E0fsmzh8vO6QJ3/K2nxLG0uS9Abzmpl5a726akV48Es9m9dRr7l54SYubi5cPXUVsxxmVG9QnRIVS2Btb023UV3YtW7Pv9J9eu8ZoYFhFClTmDw/5ObnNj/TpFsTXoboxwkLCsPaPkXXys6KcG3bquJZBc82ngAEPA2gcLnC7F23V2cXFhzG4R3HmLd+Jqvmrv2q64yUmjt6187foEzlUqz5dT3dBnQgPjZe54fO18AwrBxS7oxY2Wt8da3vSiWPSrjUdME4szHZTLMxYuEI5gyaQ0RYRGqJlcBnb0Ch7gAoFIr/JObAu0WQnVKFnwV+AhBC1CHltuYxoIUQwkZ7zFIIkTsd3Wjg3SL4S0ANIYSV9nmBNsAp7bEEIcS7p9zMgVfazn9hoNK/OK8INB376dqBxT3AWghRWeu3sRCimBDCAMglpTyBZvmTBWCSnmBGkhwXRWKEP4kR/iTHv9YNBsqWL0l0VEy6Hd3zZy/ToEkdAFq2bsLh/ccBMDMz1e0q0rZjcy6dv0ZM9GtdvGI/5OPZs+e8CAolISGRg6cv41ahtJ52VMwb3brubYdP43ffl6TnN7GIfkLdcgX4ecQgZo/sRetmjbCyMCH8vR95gGvnblCzYQ0A6resy5lD5wA4c/g89VtofuSLlS1KTNRrwkNekiVrFrJl1yzR2bf5IP5+AfTtM5L167Zw8dJ1ihWpRueOA3j7NoEqlRp8tPMPmk5o/gJ5aFCvLaVLuvPieQCHD51kyOAJOl/OHT5P3RaaPCxatojOl7ted3HK64h9LjuMjI2o1aQmZw+fBzSDlCf3n9K1Ti8WT1lGsH8IdVvUwTJnDsq6lCI6KprMWTKTN78zfk9TBl4Xzl6hfmMPAJq3bsyRAycBzfKYqtUrAmBlbUm+Arnxe/oCy5w5MNM+N/L3hu08eeTHiMETObDvGC1bax4a1dSP6E/mRWrWrtqER7Vm1Kr2Iwf2HqNlG41WufKltFqhn1BInyuXbuge2t2z5zBt22oeSq9QoQxRUdFfNEh5t7Z/+fJ19O8/hpDgMLZv3UvrNpqZ3/IupYmKiib4C3w9dvQM1as0pnqVxty+dQ9TUxNevYygbPmSRH2ojZ1J1cbaNOHwgdRtTHOZSnibwO7tB6jt+iM7t+3DyMiQvPlzU6pccQwNDbjtcy+N7sVzV6nbSPM8wY+tGnLsgObyd+zAKcpXKo2hoSFZsmYml7MjOSzNcXJ2wMjYiEq1K/Em5o2e1oUjF/ForlmOVKRMYV5Hv+FlyEvMLc3Jbqa5k5QpSybKViuL38PnPLn7lBalf+JlyEuGtxpJaGAoYUFhHN954l/pAphZmOKUz4nfxi8mKSmJ6o2qc/HIRT3dS0cuUau55twLlSnE6+jXvAp5ReasmTm27RgD6g1geLPhZMqSCad8mpuyrvVdeR2taZvVPKvwLNWDt196nXkZ+pLggBBiol+TK68TNRvU4Pmj59RoXCONrxePXNT5WrhMYZ2va2etpUOFDnSu0pmZ/WZy89xN5gyaA/D+8ww/Ar58JiIjbr8pFArFpxBCxEgpTd4LawIsQDMIuAi4SCndtB38TWg6/qfQrPvPK6WMF0K0AsagmcBIAPpJKS++pzsA6AcEap8DaKuNI4D9UsqRWrtZaGberwNdgZ2AI9oOOzBJSnlSCPEUKC+lDHsvHV34u/PTdviHSykbCiGcgQNa7XhgEZqBhhHwK7AWOKENE8AGKeXMj+Xj59wBGDFxJldueBMREUVOSwv6dutA80aeH7Q3yJ6T50FRxMXGMrT/eLy9NDOK6zYvYcSgiQQHheKc24klq+ZgkcMcX587DOw1mrdvEyjrUoqFS6aTlJTEg3uPGT5wgu6Bx2dPT2CQzZxTZ88xffoMkhLiaepemZ6tGvKPtkP6Uz03bt59yM/zV2NgYEB+ZwcmD+yMmUnKdp9GNvl4a2RC+KsIbJJfUr3yYADmr5/J9OFzCAsOx8HZnqlLJ2BmYcZ93wdMGjCNhLcJAAyfPohKbhWIi43nlyGzuOt9Dwdne2atngqAoZEhh3ccY/gUzWMZ8xdMobZHdWLfxGKZMweVKtQjPPwV23b8Qb++owkKDKFPn84MHtoTW1trQkPDOXToJLt3HWTW7AkYGhqwft0W8ufPw9u3Cbx8EMSu9ZqJuSHTBlLRzYW42DhmDJ3DPe/7gGaHoIGT+2FgYMC+zQdYv+gvAEq4FGfQlH4YGhnyNu4t88YupEHrelSrXxUzM1P8XwTy5nUs82ctoUOXnxg5eBIhQaHkyu3I76tmY2Fhzi2fuwzuPYa3bxOwsbNm3u9TsbG1RgjB0oWr2bFlH4WLFmT+4l8QhgYYCAN27zzIgtlLAZg+Zxw1a7sS+yaOIf1+5qa2fmz4ZxnDBo4nOCiUbr3a03dgV2xsrQgLfcmxI6cZPjBlt5tkqVm7PGPueNxrVyP2TRyD+o3l5g1Nf2XjluUMHTCe4KAQuvfqQL9B3VJpnWLogPFY21hx+ORWTE1NSE5OJub1a8qUqU10dAwLFkylTp0avHkTS69ew7l+3QeAHTvW0rfvSAIDQ+jbtzNDh/bWldnBgyfo23cUvXt3okeP9iQmJhIXF8f4MTO4fOkGc+ZPolbt6sTGxtKv9yi8tL7+s20VA/uNJSgohJ59OjJwcE9sba0IDQ3nyKFTDOo/lkFDetKq7Y8kJiQQGxtPcHAIJUoUITY2jqH9xqW0sX+WMmLghJQ2tnouFjnMueV9hwG9RvH2bQLlXEqxcOkMkpKSuH/vEcMHpLSxlWsWUKueG1JKbl7zpV+n4URFRrNy00J+HjyVkOAwcuV2ZMGK6ZjnMOO2zz2G9xmvaxvd+nWgeZtGJCdLtmzcydNHfoz9ZSh2djZIKcmUOROxb2K5ePQSswZrOp0DfumHi1t54mPjmTNsHve9H5C3cF5GLRiOgaEBwsCAU3tOs2HhRl35V6jpQt9JvbFztmPz0i2smb2Whu0bALB3w76v0v3zzBqym2Ynm0lWhBA8vv2YIY2HUL+9Zmee/Rs0d4j6Tu1LObdyxMfGs2D4Ah54P8DO2Y5xK8bp2v/JnSfJaZuTcm7lMLM0IzI8kjdvYgnyDyZL1ixMGjDtq64zAAWLFWDs3BGY5zDDIqcFUS8jObTpEH4P/BgydwhZs2UlKiKKx7cfE/A0gPJu5YmLjWPBMI2vqSlRqQTNezVnUpdJmjR/HU6+YvlAQt4iefcAvdDcgf4kagCgUCj+6xBCZAaSpJSJ2lnzpe8vH/peyYglQOmR94fGGa756OKyDNcEqOE27tNGX4FvxLNvolsmx6ceU/ly/OK+bub8U7xNSvcxlH/NuwFARhL1NjbDNQGyGBp/2ugryGacdoeef0t2o6yfNvoKnLN89f4H/xEy6W8GlyG8THzzaaOvIIfhtymzA88PfNZy13eoZwAUCsV/I87AP9olMm+BHv9hfxQKhUKh+D+DGgAoFIr/OqSUD9A8QKtQKBQKhSKDUQ8BKxQKhUKhUCgU3xFqAKBQKBQKhUKhUHxHqAGAQqFQKBQKhULxHaEGAAqFQqFQKBQKxXeEeghYoVAo/of4Ftt1Ajy5vzvDNW3y1MlwTQDbbDk+bfQVmGT62hc/f5zXyfEZrhkeG53hmgDmmbN9E9182R0+bfSFxCTFZbgmwP1I/08bfQV22SwzXPPV229TD5Iyf5s2ZvB5L2b/YhwNs3/a6AspkMn000ZfQSwZvyXu16DuACgUCoVCoVAoFN8RagCgUCgUCoVCoVB8R6gBgEKhUCgUCoVC8R2hBgAKhUKhUCgUCsV3hBoAKBQKhUKhUCgU3xFqFyCFQvF/HiGEHfAr4ALEA0+BwVLK++nYWgBtpZRL/j+6+DkIYOHZq/uJjY1jSL+f8fW+k8Yol7MjS1bPwcLCHB/vOwzqPZqEhETMzc2Y99tUcufNRXxcPMMGjufenYcAzP1tKkaWuSE5icSIFx90YNz0+Zw+dxnLHBbs3LDsi5yfOWc8HnXciI2NpW+vUXjfvJXGpkevDvTu25l8+XOTP7cLL8NfAVCvQW1+Hj+Y5ORkbO1sSE5MJjIikjEDJnPb514aHUdnB+Yvn4Z5DjNue99jVL8JJCQkUqFKWRavm8cLvwAAjuw7wZJ5q8iUORMbdq3AMJMhRoZGvH79hhyW5sTGxjGo71h8bt5Ok0bXHm3p0acjefPlpmi+yrx8GQFAgYJ5+XXxdEqUKsrMqb/imMsezzo1iYuNY+Lg6dz1SVPlcMhlz4xlkzG3MOWuz33GDZhKYkIi9Zp50LlfOwDevI5l+uh5PLj9kEyZM3Hy9E4yZ8qEkZGh1l8LYt/E0avXcG56pc3bXr070rdfF/Lnz0PuXGUJ1+btO8qWK8nJUzsICw0nLOwlQ/p+rH7NJUcOc3xu3mZg7zEkJCRo6tfvmvqVKVMmMmfKRGJSEpvWb2Pxr6swMDBg9YGlhAaFMbLTzwye0p/K7hWJi41j2pDZ3Pd9AEBFNxcGT+mPgYEBezbtZ8PiTZq6MaILrnWqIKXkVVgE04bMol/fn3CtVZm42DgWTlvKnBVTWTp3NeuWbkpVF+yZtWwKZhZm3PW5x9j+U0hMSMTNsxr9RvUgOTmZpKQk5oxfyI3L3gAsWzaHevXcMTQ0JCIikjdvYunZczheXr5p8qN3707079+V/Pnz4ORUWpev1apVYsuWlTx9+hyAuLh47GysiYuNY+yAKR+st/OW/4KFrt5OJCEhUXe8eOki/H3gD4b2+JnDe48D0LNvJ9p1aIGUkju37zO431ji49/yy6yx1PKo/sV1uGYtV6bOHEtW40zs23SATYs3p4k3YEpfKrpXIC42nllD5vDA9yHW9taMWTgSS2tLZHIye//az7bVOzR1b1wP3Bu7YZHTgqTEJP5ZvpV189en0e03pS8V3V2Ij41n9pC5Ot3RC0eQQ6u776/9bF+9E4D8RfMxeOYgMmXOhFESXNh+mpodPDEwNODM5mMcXLpTT98uvwOd5/TDuVheds7dxOGVewAwymzMyM1TMMpshKGhIdcOXGT3gn908YrUKEWzCZ0xMDTgwubjHF26S0/XJr8D7eb0IVexvOyd+zfHV+7VHZt49jfiY+JITk4mOTGJuY3HAlCsRmlaT+iS4b5+CeoOgEKh+D+NEEIAO4CTUsr8UsqiwFjA9gNRLIC+/x/8+tIJmHpAQdfy9Rk1ZBIz5o1P12jspCGsXLqeai4NiIyIonX75gAMGNqDW7538ajWjEF9xzJ5+mhdnC1/7SQxMvCTDjSt78Gy+b98odvgUacG+fPnoVypWgweMI55v05O1+7ihWs0bdQRv2f6g5DTJ8/jWqkhUyfN4/HDp7x5/YYJw6YzcfbodHWGj+/Pn8v/om6l5kRFRtG8XRPdsWsXb/Cjezt+dG/HknmrAHgb/5bOzftQy/VHpk2eT/6CeejXcxTDB01k1rwJ6aZx+dINfmraled++ltGRryKZNyoaSz97Q8K/JCPfPly06RKa34ZMYcxM4enqzVwXB82rthM06ptiIqMpmmbhgD4+wXSvdkAWtXqzMpf/2TcnJE6fxvUa0vlSvWZMGE2BQrmo3vXIQzoP4ZfF6ZfPhcuXKVRg/Y8e5Z2gGdgYMDixTMID3/FuJHTGTV4EjM+cN4/TxrKyqXrcC1fn8jIKNp0aAbAgGE9uOVzF8/qLciaNQtBQSHUrNSYps3rU7BQflp2b8bTB34AVHaviFNeR1q5dmD2qPkMnzFY58ewaYMY1n407Wp2oXZTd/IUzA3AxqWb6eTRg851enLu6AVGzxmGcz4nGlX+iSnDZzH994mcPX4xjb+DxvVlw/LNNK7SiqiIaH5s2wiAS2eu0tK9I61qd2bi4OlMnDdGF2f9+i3MnPkbmTIZU7x4Dfr3H8OiRR/O1/r12/Hs2fM0x86du0KlSvWZOHEOERFR1K3YnInDZjBh9qh0tYaN78+65ZuoW6kFkZHRevXWwMCAYeMHcO5Eyjna2FnTvVd7PGu2wK1KYwwNDWjavD61PKqTL19uKpet+0V12MDAgBlzx9O2RU861+xOrSY1yV3QWS9ORfcKOOZ1pL1rZ+aN+pUhMwYCkJSUxNIpy+lcsxt9Gw+kSafGurjXz9wgMSGRzjW7sWf9Xhp3bJRGt4K7C055Heno2oX5o35lUCrdZVNW0LVmd/o3HqSn2/PnHqxfsIFenn3YveAfmo9ux8LO05jgMYQKjatiX8BJL43XETH8PekPXWf6HYnxCcxrO5kp9UYwpf4IitUoTb4yBQEQBoKWU7qyrPMMpnsMpVzjqtgVcNSL/yYihm2T1nLsPd13/NZmCrPrj9J1/oWBAW2ndMtwX78UNQBQKBT/16kJJEgpdVPWUkov4IYQ4pgQ4roQwkcI8e7XdiaQXwjhJYSYAyCEGCGEuCKE8BZC6HqvQojxQoi7QogjQohNQojh2vDSQoiLWvsdQogc2vCTQojpQohTwM9CiCdCCGPtMTMhxNN339OhCbAO4PpVb8zMTLGxtUpjVLVaRfbtOgzAlr934dnAHYCChfJz9pSm8/DowROcnB2xss4JwKUL10B+em/q8qVLYG725Xtj129Ym783aWYDr17xwtzcDFtb6zR2Pt6303SoAV6/fqPTOX78LFJKbl7zxczcFGubnGnsK7m6cGiPZoZ05+Z91K5X45M+vnkdC0DdBu5ERkQhpeT61ZuYmZthk46vvt53eK69k5CasLCXeN3wJTExkcJFCvDP35rZQp/rtzA1M8EqHX9dXMtybO9JAPb+c4Ca9aoB4H3Vl+hIzT7vPtduYWuf4se7PGnY0IOIiEgkcOVd3tql9df75m380slbgN59OhET85p7dzV3hK5f9cbc/AP1q3qq+rVpF571awHwQ6H8nD19iTLlSvDg3mOsbXJibmHGru37adGqEVVqVWLPpv0AuHpW4eDWIwDcun4HU3MTctpYUqRMYV489SfAL5DEhESO7TpONc8qALyJeaPzIWu2LNjlsmPPPwcBdHka+CIojb8VqpbjyN4TAOz+5wDudasDEPsmNpVeVqSUuu/nzl2mQoUyREREAXD58g3Mzc2ws7NJo3/z5i38/D581ww0ZfTXX9s09h+tt+V19XbX5n3USlVv23f/iSP7jhMepn/nxtDQkCxZsmBoaEjWrFkJCgzBs767rt59SR0uU64kTx774ffsBYkJiRzfdZKqdaroxalapzKHtx4F4M71O2Q3M8HSxpKXIS954KupP7GvY/F74IeVnab+vI5+jf+TAAL9gvC9epvw4HCqpNGtwmFtnbhz/S4mZtnT1X2WSldKSTYTzXsrcpfIx5uo14Q9DyEpIZEre85Ruk55vTSiw6N46v2IpMRE3if+jeadEoZGhhgaGerqQ+7SBQh9Fkz48xCSEpK4vuc8Jeq46MWNCY/Cz/sRyYlJaXTTI2/pAoQ+C8pwX78UNQBQKBT/1ykOXEsnPA74UUpZFs0gYZ72bsFo4JGUsrSUcoQQog5QEKgAlAbKCSGqCyHKA82BMkAzIPUVfB0wSkpZEvABJqY6ZiGlrCGlnAycBBpow1sD26SUCR84D0dAN80YGBCMnb3+TYwclhZERUaTlJSUykbTabnte496jWoDULpscZxy2WPv8KGbIBmLvb0t/i9S7jAEBAR9cdoNGnnQ4qfG9B/YjZ8HTwUgKCAEW3v9TpmFpTlRUSl5EBQQgk2qjlvp8iXYeWIjKzYtpEChfLpwAwMDjp7Zzk9tmnLl0g1uXNMsBwkMCMLePm3H73MwNTUlwD+lUxoSGIK1vX6n2sLSnJjIGJ2/wYGhWKfTgW/apiHnUs1wGxgYcP7iPtq1b87Fi9e4esULgAD/QBwc7D7bR3sHWxo39iQyMlo3qIAP16/I9+uXQ0r9qt+wNnb2tsTHx+OUywF7B1sCA4Jp2MSTJb8sRyZrBpnWdlaEBISkypdQrO2s0gkP08uLnqO6sv3K39T5sTahgWEEBwSTNVsWuvRvz/07D8luov8yKAtLc6KjUudtCDapBlHu9aqz88wmft8wl4lDpuvFtbW1JjFV58vfPwiHL6yzFSuW5dKlAzRuXBdDQ0NdeFBACDafrLfBuoGcjZ01teu78ffa7XpxQoJCWfr7Gq75HsP73mmioqI5deI89va2evXuc+uwvb2NXrzQoDCs3quvVu+VUVhgmK5D/g5bJ1sKFC/AnRt3NXHsrQgJDAWgXitP7ly/g5W9/gDIyi4noQGhKWkHhmFlp2/zvu6SSUvpOa4Hmy5vpFaX+ty/lLLM6VXgSyxs0w6yPoQwMGDC/jnMu7aaO2e9eeKlGXRY2FoSERCus4sIDMfc9gtekiah7/qfGbFnBlXa1NJpvkylmVG+filqAKBQKL5XBDBdCOENHEXTwU7vF76O9nMDuA4URjMgcAV2SSljpZTRwB4AIYQ5mk7+KW38P4HqqfRSL6pdBXTR/t8FWJOuo0L0PHnypKunp+eq1/EvdeHvz/xoxi/vobVZvHAV5hZmHDq1lS492uHrfZfEz5yx+rek59eXzlrt23OE82cvM3XSPAaO7v1BnY/lwS3ve7iXa0zTmu3YsGozv/85R2eSnJxM7WrNOHv6IgUL5aNwkYKpon/dDFu6Lz19X+oz8qZ8lTI0bduARdOW6vlbpVIDTp08T+FCBSha9Iev8nf27AmMHzczXV8/J2/f2fz+q6Z+jZ8ynB8K58fX+y5JSUkUK1GY2Ng47vk8+KTOp+rJill/0MylNYd3HMU+l2aQ02dEdzas+JvkpGQkn+8vwPEDp2larQ2Du4ym36geXxT3U3h5+VKoUBUqVqyHn98LpkwZ+VGtj6U35pehzJv6O8nJ+nfpzMxNqVvfnQqlPChVuAbZsmel+U+Nvtr3z4n3sfYFkCVbFqasmMDiSUt1d22EtnK1G9CWpKQkfK/eSutPummn/J8lWxYmrZjAklS6jTo2YunkZbSp0I4L205S0KXIhwU+gUxOZkr9EYys3Is8pQrg8EOuz/LrUyxoPoE5DUeztPMMqnX0JH+FIulJZoyvX4h6CFihUPxf5xbQIp3wdoA1UE5KmSCEeApkScdOADOklMv1AoUY8pX+vH73j5TynBAijxCiBmAopXz/KcN+QA/tj+UWNze3406Wxf8CzcxtcFCInvHL8FeYmZtiaGhIUlIS9g62BAVpZtViol8zrH/KcwMXvA7x/BNLF/4NBlnMOH1+NwDXr/ng6GSvO+bgYEdQYMiHourRvWd7Onb+Safz6lUEzrkdsbA0x87BhpCgUD37V+ERmJml5IGdgw0hwRqb1zG6rOf0sfNMnDUKC0tz6jetQ8v2TUmSSXhd9yU6OoaatVy5e+cB9g52ujz8HLp0b0u7Ti2wsbHixfMAHBzteHHzGQA29jaEBoXp2UeER2BibqLz19bemrDgFJuCRfIzft5oBrQbTuQrzZKUnzo3o36bugBcu+ZNVHQMtT1qcPv2fRwc7QkMDP4sX3v26kCDhrVp0LA28fFvMTY2oly5kiQmJn6wfpm/V7+CA1Pq19D+4yjnUoqho/qRv2Ae/J69oESpojg62bP14l9kypyJ7KbZCA0Mw8YhZUbaxt6asOBwjDIZvxdupZcXzTo1oXG7BhgZG2FuaY6tgy0lyhSldsOa2NhZU7RUYZKTknkb/5a//9jGq/AITM1S523a/Ae4ftGLXHkc6dyvHfV+9CA+KYF79x6RP38enY2jox2Bn1lnAdq2bUaXLq0BTRnlzl0HC0tzIl5GYudgQ+gn660tIdpzL16qCPOWa55BsMhpQfVaVUhKSsLIyAi/Z/6Eh7+iS/e2lChZlIqVyrF/71EcHFPuAn1uHQ4ICNaLZ21nRXhQuJ5NaGCotow0D5pb2VsRFqyxMTQyZMqKiRzdcZwzB87qxSlSpjB5fsjNiFajaNbtR8KDXurphgWGYe2QcnfG2t6K8FS6k1ZM4NiO45w9cE5nU6eFB4snaPZquLr/Iu6d6+uO5bC3JCJEP43PITbqDfcv3qJ4jdKcue9PRFA4Fg4ps/MW9jmJCnn1EQV93tnGhEfhfegyuUvl5861u1im0swIXwPup30G5VOoOwAKheL/OseBzEII3RSfEMIFyA2EaDv/NbXfAaKB1AvdDwFdhRAm2riOQggb4CzQSAiRRXusAYCUMhJ4JYSopo3fATjFh1kHbCL92f/FaJYdlQZ2Ah0BypYvSXRUjK6DkJrzZy/ToEkdAFq2bsLh/Zo1xWZmphgba+Z82nZszqXz14iJfp0mfkaRHBdF9SqNqV6lMfv3HqF1mx8BKO9SmqioaIKDP69TvWrFBjq1H6DT6dGzA8aZjMmdNxfRUTGEhoSniXPp3FU8G2mefWjaqgHHDp4G0Ft/X6JMUYSBAREvIzmw6wgdm/aidrVmHDtymmrVK/PwwRPKli9FdFS0bgDxOaxZ9Re1qzVj3ZrN3L39gJ9aax4tKVG2GDHRMYSl4+/Vczeo1dANgIY/1ePkQU3nyc7RlrmrpzF+wFT8Hqf8wB/ec5x6nq2pUqkBhw+ewM2tCvfvP8LlXd5+5oBlxfL1WFoUwtKiEJ07DSQ8PIKxw38hNCSMqA/VrzOp6lebJhw+kLp+GeN13ZcSpYrgc/M28XFvsbAwp0nddrSo1JaJfady7dwNFk5aTN0WHgAUK1uEmKjXhIe85K7XXZzyOmKfyw4jYyNqNXHn7OELADjldWT7n7voXKcnO9ft4emDpzT6qS5dmvZlVK8J3PO9z4YVm1m16E/+/mObzt8r56/j0bAmAI1/qseJQ2cAyJUn5UHOwiV+wNjYmLWLN9KqdmcqVarP0aOnsbAwA6BChTJERUUTFPT5A4CdOw9QqVJ9KlWqz927DzAxyU7Ey0hKlSv+kXp7TVdvm7RqwPGDmsuGh0tTapfXfA7vOc6UUbM5duAUgf5BlCtfiqxZs7Bm1V+cP3uZebMWc3DfMV29+5I67HXdh3z5c+Oc2xEjYyPcm7hx/sgFPZvzhy9Qp4VmKWGRskV4Hf2al9rO68i5w3j20I8tK7fpxTG1MCVXPicWjvudpKQkajap8QFdD61uYT3d4XOH4vfQj63v6YYHh1OqckkAMmfLTHJyMlZONhgaG+HSqCo3j1z95DkDmFiakdVM8yyBceZMFKlakqBHmudl/G4+wjqPHZZO1hgaG1K2URV8PlM3U9bMZM6eRfd/4WolCbz/nKc3H2KTxz7Dff1SxFff2lQoFIr/EYQQDmi2AS2HZu3/U2ASsAgwBryAqkA9KeVTIcRfQEnggPY5gEFAd61cDNBeSvlICDEJaAM8A0LR7DS0UghRGlgGZAMeA12klK+EECeB4VJK3dVeu0XpE8BeShnxsdMAfn/65HnfuNhYhvYfj7d2u8d1m5cwYtBEgoNCcc7txJJVc7DIYY6vzx0G9hrN27cJlHUpxcIl00lKSuLBvccMHziByEjNjPLvK2fT5Mc6IAwhOYmkN6+Q8dFpHBgxcSZXbngTERFFTksL+nbrQPNGnh902CZPHd3/c+ZPolbt6sTGxtKv9yi8bmhudvyzbRUD+40lKCiEnn06MnBwT2xtrQgNDefIoVMM6j+WQUN60qrtjyQmJGgeZkyWRL6KYuygKfje1GxVufyvXxk/5BdCgsNwyu2o2wb0js89RvSdQMLbBNp1bUnrzi1ISkrUbGE48VduXPHmh6IFmPnbJDAAA2HAm9hYLLXbag7uN1a3rebGf5YzdOA4goNC6darPf0GdsPG1oqw0JccO3KaYQPHY21jxaETWzA1NSFZJmNkaEjEy0jevI5l0pDp3Lmp2f5x0YY5TBk2k7DgcBydHZixbBLmFmbc9X3AuP5TSHibwPi5o6jVwE33cGtSUhLt63anYJH8jF0wEkMDQwwMBG/exGKZMwexb2Lp3XskN677ALBtxx/06zuaoMAQ+vTpzOChPbG1tSY0NJxDh07Sv6/+LkrXbhzBMocFYWEvGdpvXEr9+mcpIwZOSKlfq+dikcOcW953GNBrFG/fJlDOpRQLl84gKSmJV68isbbOCQI2b9zBonkrGNyrO7nyOZErnxMjO/3M0GkDqeRWgbjYOKYPnc1db832qJXdKzJwcl8MDQzZu/kA6xZtBGDaikk4589FcnIyQf4hzBm9gDb9W1G1ZiXiYuOYMHga1T2q8ub1Gyq4lmPy0JmEBofh6OzA7OXabUB97zO232QS3ibQpX97GrWsS0JCIvFxb1kw5XfdNqA/LxpFtWqVsbHJiZSS4OBQfvqpB9e1+bpjx1r69h1JYGAIfft2ZujQ3rp8PXjwBH37jqJ370706NGexMRE4uLiCAgIpmzpEsS9iWPsoKnc0tXbBYwbMo3Q4DCccjswT1dv7zNSW29TM33RBE4ePqvbBrT7sE40/rEeSYlJ+PjcYdiAcbx9m8CMOeOpWdv1i+vw/j1HmDJjDFmMMnFg8yE2/vYXjdprdqXas0GzveWgXwbg4lae+Lh4Zg2dy33v+xR3KcZvO37l0Z3HyGRNv3LVrD+4dPwyG86uJbtpdrKZZEMIwaNbj+jXaCAN22sef9q7YR8AA3/pj4tbeeLi4pkzdC73vR9Q3KUYC3cs4PGdxyRrdVfP+oPLx69Q3KUY/Sb3xdDIAPE2mUs7z+DesS7C0IBz/5xg/+Lt1GinGVSc2ngEM2sLxu2eSRYTzUPf8a/jmOAxhJxO1nSdp9l6VhgIru67wN5FW8mqnSMv6laaZhM6YWBowMV/TnJ48Q6qttMMgs5tPIqptTkjds8gi0lWkqXk7es4pnsMI3sOU7qv0Oz8ZWBowLVd5zi8eAexJFPcrQytJ3TOMF8BVj7dkt7iog+iBgAKhULxlQghTKSUMUKIbMBpoKeU8voXarQAmkgpO3yOvZNl8W9y0X5yf3eGa6YeAGQkttm+4CG8LyDibcw30XXI+vkP+H0u9yO/btbvU5hnzvZNdPNky/gHzmOS4jJcE75d3uYxzfg8ePU27UA9Iyhi4vRpo6/AIN0HY/49+YzMM1wz6zdaJBPLp3dc+xq+dACgngFQKBSKr2eFEKIommcH/vyKzv9vaPb3r/8pW4VCoVAoMgo1AFAoFIqvRErZ9l/GH5BRvigUCoVC8bmoh4AVCoVCoVAoFIrvCDUAUCgUCoVCoVAoviPUAEChUCgUCoVCofiOUAMAhUKhUCgUCoXiO0I9BKxQKBT/Qzy6uOyb6H6LLTtDnh7OcE0Aj9I9v4nuw4iAb6LrlNUqwzVNM2XNcE2A5G+0Nfj9mIzfWvNNQnyGawIYim8zNxqVkPEv3jMyMMxwTYBE+W22qkzm29Svh4kRGa4ZmRSb4ZoAZobpvXD+/z/qDoBCoVAoFAqFQvEdoQYACoVCoVAoFArFd4QaACgUCoVCoVAoFN8RagCgUCgUCoVCoVB8R6gBgEKhUCgUCoVC8R2hBgAKheJ/FiFEkhDCSwjhK4TYIoTI9oXx8wgh2n7kmBRCTE0VZiWESBBC/P6V/uqlJ4To/DVaZ6/50Kj3WBr0HMPqLfvTHI+Kec3gab/TfMBE2g79hQfPXugdT0pK5qdBk+g/eWGauDPnjOfazWOcvbiXkqWKpZt+j14duHbzGK9iHmKZM4cuvF6D2py9uJfT53dz/PQOhFHmT57LuOnzqd6gNU3b9/6krTDOipGFExvP/knbfq3TtRkwpR8bz/7J6iMrKFi8gC585Nzh7PDawpqjK/XsJywZx6pDy1h1aBkP71/k6pXDLJg/hbu3z3L92hHKlC6ebjp9+3Tm7u2zJL71J2eqPDAzM2XnjrVcu3qEm17HOXhgEzvOb2LTsbUUKvFDuloOuexZu28528/9xfRlkzAy1mzQl7uAM3/sWcr5p8do3zvlfHPnz8WRM9t1n/t+l+nRpwMAU2eN5fz1gxw7t4MSpYqkm16XHm05f/0ggRG3sbS0SNcmNRmpOX3Wz1y+cZiT53ZTslTRdG269WjH5RuHCY28h6VlSt42b9mIk+d2c/LcbvYd3kSJEim+zJk7EW+fk1y6dIDSpdOvt716d8Tb5ySv3zzVK7Nq1SoREOjNhYv7uXBxP6PHDNBp3vQ5wcVLByj1Ec2bPieIefNET/MdZcuVJDL6Idu2/8HZawc4cnY7xUumn4e5nB3Zc2QTZ6/uZ+nquRgbGwNgbm7GqvULOXJ2O3uP/k2hIin1+s6zizwOus5D/6scP7/rI7p/cebKPpasnouxtn6Zm5uxat1CjpzZzt4jmyhUpAButapy7toBjjzcz+6bW1l3fDUtujXT0xs0pR+bzq5j7ZGV/FC8oC589Lzh7L65lT+PrQKggpsLG0+vZeeNLezy2sqp50coXFK/DQye0p/NZ9fz53taFd1c2HT6TzafXU/7fm304rTo8iObTv/JhuN/MHXZBDad/pMtVzfxz5W/WH10Bcv3L6ZMldI6+wFT+rLh7FpWHVmuuyZY21sz/585rD2xmjXHVtK82486+05DO7Dv3m4uPj3OhSfHaNW1ebr56pDLnj/3rWDnuU3MXDZZ127rNfNg87G1bD62ljW7l1KwqCbN6nWqcuHJMQ4/PsD2G1voPKxjGs0vvX4VKJqfJbt/Y9WhZQBXgQrpOpsOagCgUCj+l4mVUpaWUhYH3gKf7kXqkwdIdwCg5THQMNX3lsCtL0zjS9L7JElJyUxftpGlk4awc/FUDpy+xCM//e0rV/6zj0L5crHtt8lMG9KNWSs26R3fuOcIeZ0c0mh71KlB/vx5KFeqFoMHjGPer5PT9eHihWs0bdQRv/cGFqdPnse1UkOqV2nMgD6jMTSx/uT5NK3vwbL5v3zSDsDQxIrEqCA61eyGe5Oa5C7orHe8onsFnPI60s61E/NGLWDIjEG6Ywe3HGJk+zFpNKf0/YXunr3p7tmbHTv2c8v3DgUL5KVwUVf69BnF4t9npOvL+QtX8KzXmqdPn+uF9+3TmTt37lOuvAfTpy+kerXKtKzRgWkjZjNm5rB0tQaM681fK/6hWdW2REdG06SNpspFvYpi7riFbFj2t579s0fP8ajWDI9qzfCs0YLY2DgO7D2Gu0d18uXLTZWydRkxaCIz501MN70rl27wU9OuPPf79NacGalZ26M6+fLnoUKZOgwbNJ7Z8yela3f50nWaN+mSpn75PXtBkwbtcavamPmzl/Kbtmw8Pd0oUCAvJUu40b//WH5dOC1d3YsXrtGwQXuevacLcP78FSpXqk/lSvWZOeM36ni6kb9AHkqVqMmA/mP4dWH6dfTChas0+oCmgYEBU6eOwsvLFzs7G1zL1WPU4EnMmDchXa2fJw1l5dJ1uJavT2RkFG06aDreA4b14JbPXTxcmzGozximzNDUY3ePahgZGVGuqDs/NenK69fpbzM6dtIQVi5dTzWXBkRGRNG6vaZDO2BoD2753sWjWjMG9R3L5Omj+WX2OPr3HMnAFkMJD3nJtMGzaNa5CXkK5gagknsFnPI60ca1I7NHzWdYqjZ24J9DDG83RnfuQ6cNZHj7MQxtM5LoyGju3byn51dl94o45XWklWsHZo+az/AZg3Vxh00bxLD2o2lXswu1m7rr0i9bpTSunlXoWLs7HWt3p0jpwgxrP5px3SbyOvoNU/r8wowhcxizaBSguSY45nWkvWtn5o36lSEzBgKQlJTE0inL6VyzG30bD6RJp8a664ljXkfCAkOplMedns0HUr+5Z7r5OnBcHzau2EzTqm2Iioymqbbd+vsF0r3ZAFrV6szKX/9k3JyRmnOaPJD2dbtTv1AjXoW9wrVuVYqWTRkMfs31q9fPPVi7YB3dPXsDTABmp+tsOqgBgEKh+L/CGaCAEMJSCLFTCOEthLgohCgJIISoob1b4CWEuCGEMAVmAtW0YUPS0YwF7gghymu/twL+eXdQCJFbCHFMm9YxIYSzNnytEGKREOK8EOKxEKKFNkp66TkIIQ4KIR4IIT558fZ98Bhnexuc7KwxNjaibvUKnLh0Q8/m8fMAKpbUzK7mzWVPQEg44a8iAQgKe8npK940q1MtjXb9hrX5e9MOAK5e8cLc3Axb27SdeB/v2+l29F6/fqP7P1v2z7sZU750CczNTD9pJ4wyI5MSIDmRxIREju86SdU6VfVsqtapwqGtRwC4ff0OJmYmWNpYAuB9yYfoiOiPptGiRSOMjI1Zv3ErAJcuX8fcwhw7O5s0tl5et9Lt9EkpMTExAaBhQw9evnxFUmISvtdvY2pmQk6bnGniuLiW5djekwDs/ecgbvU0ZfMqPILbN++SmJD4QZ+r1ajE0yd+vHgeQN367mz5WzMLfP2qN2bmptjYpn0Hga/3HV74fd47DzJSs26DWmzetBOAa1dvfqR+3Um3fl25fIPIiCgArl71wtHRDoAGDevw18btGpsrNzA3N8XOLq3uzZu38PNLW2bp0bChB5t0mtq2kI6m983b+H1g0NO7Tyd27TqImakpZ89cAjR5aP6BPKxavSL7dmnenbFl0y4869cC4IdC+Tl7WhP/0YMnODk7YGWdE8/67rzRtrnrV70xM/uAbrVUun/vwrOBOwAFC+Xn7KmLOt38BfMS8CKQG9d8uON1l2O7TuBSvRxPHzzDyk6j6+pZlYNbNVq3r9/BxNyEnNo2dvOSD1Ha8ilSpjD+T/0J9Avk8d0nHNxyGHNLcz2/XD2rcFDbXm9dv4OpVqtImcK8eOpPgF8giQmJHNt1nGqeVQBo2rExGxZvIuFtAkXKFMbv0XMC/AK5d/M+R7YdpWqdKjy995RMmTNhnMmYqnUqc3jrUQDuXL9Ddu014WXISx74PgQg9nUsfg/8dOfonD8X97zvA+Bz/RamZiZYfbLdHqCmtt16X/UlOlJzrfG5dgtbe2uKlynCi6cveHTvCYkJiZzadxrzHObIVO/d+Jrrl5SQ3ST7u6/mwGe/zEQNABQKxf88QggjoB7gA0wGbkgpSwJjgXVas+FAPyllaaAams79aOCM9i7Cgg/I/w20FkI4AUnoX2B/B9Zp09oILEp1zB5wRXMHYaY2LL30SqMZWJQAWgkhcn3sXIPDI7C1stR9t82Zg5DwCD2bH/Lm4tiFawD43H9MYEg4weGvAJi98m+GdmmJgYFIo21vb4v/i0Dd94CAIOwdbD/mThoaNPLg0vVDbN66kqSY0C+K+1EMjCA5pSMcGhSKtb3+j7K1nRWhASlphgaGYm33eS/hKlmxBMEhoZhkz86L5ylF7P8iEEcHu892c/GSNRQpXJDnz67TskUjFvy6QvcjHxwYio29vj/mluZER8aQlJQEQEhgKDaf6TNAk+b12blNswzMzt6GAP8g3bHAgGDs7b+s/N4nIzXt7W31tAICgrD7wvr1jnYdWnD48EkAHBxsefEipcwC/IOw/4IyA6hQoSwXLx5gx861FClSEHsHW16kbgv+gTh8gaa9gy2NG3uyauVGsmbLSvjLV7pjgQHB2L2XhzksLYiMjNbVg8CAYOwcNAPP2773qN+wNgCly5bAKZcD9g622NnbkJiYyF/bVrD/+GaklOnqRr2va5+iW6/RO93i2NhaERWV0skMDQwldwFnfihegNs37gCaNhbyXhuzSqe+pmdnnMk4HZsQ3fcQbXtNGx6GtXbw5ZzPiVIVSrBiz2LGzBlOfPzblDSCwrCyt6J6g2o89H1IwtsErN7TCgsMS+OvrZMtBYoX4M6NuwBkM8lG2apl2HxsLRPnjyE89CXW77VbC0tzYlK12+DAUJ2PqWnapiHnjl/E2s6aIP8QDAwMWHVoGe0HtOVV6Etdmu/y40uvX79PWkLvcT355/JfAHOBtLcJPoAaACgUiv9lsgohvNCsffQDVqPpdK8HkFIeB3IKIcyBc8B8IcRAwEJK+eFpVX0OAh5AG2Dze8cqA39p/1+vTfsdO6WUyVLK28DHejnHpJSRUso44DaQ+30DIURPIcRVIcTVY+eupBEQ7/Xlu7WoT1TMG1oOnMSmPcconM8ZQ0NDTl2+iaW5KUUL5EnXEfG+EOjNUH0O+/YcoWJZT9q36YNBtrRrojOSNK79C/9rNXFn8+Zd/zoP6tRx4+bNW+TKXZaz5y4zaGAPspuk3A15X+vfpGdsbIxnvZrs2XnoX2t9iIzUzCitqtUq0q5DC8aPm5khul5evhQpXJVKleqxbOlaNm1e/q81Z8+ewPhxM0lOTiat0pfVg99/XYW5hRmHT2+ja8+2+HrfJSkpCSEEY4dPpV7Nn+jwUx/sHWwpVqLwJ3XfNZzFCzW6h05tpUuPdvg989fzyziTMRVrurBo4hLexLzR6n36XDSG6Zz0+yYfOOeP5YWhoSGm5qb0bNSPg9uPUK5qGT07U3MTeo7pzvzRv34wjdQXjizZsjBlxQQWT1qqO8cQ/xCm9J1G69pdCAsJxzmvE2leYPwZ9aN8lTI0bduARdOW6vxITk6mu2dvfpuwmBxWOchbKM8Xab5Pk46NWDx5KT9VaAswBM1v4Gdh9LmGCoVC8V9IrHZGX4dI94qPlFLOFELsA+oDF4UQtT8nASnlWyHENWAYUAxo9DHzVP/Hp3brI3FS2yWRznVZSrkCWAFwefdaufSv3bpjweGvsH7voUuTbFmZOrjru7jU6z4KR1srDp6+zMnLNzl7zYf4twm8fhPH3muP+fHHZpw+v5vr13xwdLLX6Tg42BEUGMLXcP7cFYShMQgDkMlfpaFHcqLmLoAWaztrwoLC9UxCA0OxdkiZhbO2tyYsWN8mPZp1aUKDtvUocP8HLly4ilOulOcjHJ3sCQgM/mw3J44fRubMmajhVoWrV72wtspJngK5ueV1B1t7a0Lf8zkiPAJTcxMMDQ1JSkrCxt6a0M/wGTRrwMPDXrJpu+bBwJvXfXBwTJmltnewJSjoy8uvc/c2tOvUMkM0dVpScuOGvpaDgx3BX1i/ihYrxILffmHr5t3s268Ze1+7dhOnVM+0ODjaEfQFZRYdHQNAz14d6NKlDc7Ojly5fAOn1G3B0Z7AL9CsXqMyDbSz9kIIBg/uwdP7Tzm0/zj2DrYEv5eHL8NfYW5uqqsH9g62BAdqZoNjol8ztP84ADp1b0OjH+uyaNlMrl/1JkuWLACEh70kPv6tXv6+0zV7TzcoKEV3WP/xOttrt09gaqpZvmZoZEjbvq25e/Mepw+c1dmEBIZh814bC0+nvoamY5fwNkHPJiQwFBuHlOV1Ntr2apTJ+L1wK8KCw3RxTh04A8CNCzfpMrgDFpbmvHkVQ+4fclO+RnnGd51IwLNArR/v0tA8umVlb6W7JhgaGTJlxUSO7jhOThtLVmoepOXuzXtY2VkhpWT7ht106N2a0KAwPd8jwiMwSdVube2tdT4CFCySn/HzRjOg3XAiX0UREhiCnWPKOZlamPHsoR8V3Fx4cu+pztcvvX55tqjDbxMWv/u6BVj10QipUHcAFArF/zVOA+0AhBBuQJiUMkoIkV9K6SOlnIXmjkFhIBr49AJ0mAeMklK+fzU+D7zbnqUdcJaP87npfZBiBfPyLCCYF0GhJCQkcvD0ZdwqlNaziYp5Q4J23fi2w6cpW+wHTLJlZVCn5hxdO5eDq2cze2QvKpQsTMNy+Ujw86J6lcbs33uE1m00u2GUdylNVFQ0wcGfv4wnb76UmxeaHYRExnT+AZkYrxlQGBhhZGyEexM3zh85r2dz/vAFPFt4AFC0bBFeR7/mZcjLT2q/eBKA79VblCrtzu7dh+jQTvPIRsUKZYmKjPqiDu+Zs5f4a9N2yrvU4dSpC+TPn5sXfgEUL1uUmOgYwkPS/qBfPXeDWg3dAGj4U11OHTzzWWk1bV6fxYv+0D0QfGDfMVq2bgJA2fIliY6KJiQ47BMqaVm7alOGab7TqlmtKQf2HqVVm6YAlCtf6ovrl6OTPWs3/Ea/niOZPeM33UO7e/Ycpm07zQOzLi5liIqK1nVyP4d3zyGsWL6e/v3HEBwcytate2mj09S2hS/QzJ2rLJYWhbC0KMTZM5d48uQ5h/Yfp2z5kkRFxaSbh+fPXKZBkzoAtGzThMMHjgOanaXe7QiU8DaB3dsPUNv1R04cO0Ordpr2WtnVhcyZM3Htilda3bOpdFs34fD+1LqaQXXbjs05e+oiuXI7ksvZkTHzR2BqbsKSX1boaZ07fJ66LTRaRcsWISbqNeHptLG7XndxyuuIfS47jIyNqNWkJpEvo/Rszh4+T11tey2WSittXHfOHr4AwJlD53Sz/jFRMRgZG5M1e1bMc5rTotuPbFi4Ed+rKfs0nD98gTotNAOxIu9dE0bOHcazh35sWbmNnX/upodnb3p49ubmRW9dnHY9fyL2TSxhn2y39Th5UHP5t3O0Ze7qaYwfMBW/x5pNAm553SV3/twULJpfc05Na2JqborfQz89X7/0+hUeHEbpyqXefXUHHnw0QmqklOqjPuqjPv+THyAmnTBLYBfgDVwESmrDfwN8gZvAJiAzYAwc04YNeU8nD+Cbjn5n4PdUNse1aR0DnLXha4EW7/v5fnqptbTH9wJuHzvnuHtn5JGNi6WHWzXpXr2qXDRllIy7d0au+3WqXPfrVBl374y8tGuNrF3DVdapWV326dRahlw7KOPundH7nNm6UnZv20L33SJ7fmmRPb9cuXy9fPzombzle1e6uTbRhR8+eEIWzl9ZWmTPL0cOnyxfvAiUCQkJMiAgSP65ZrO0yJ5fThw3S96+fV9637wlL128LhNevZBvQx999DOobw9ZpXJFWbRIEVmtamW56Y8lH7RNiAiQyYnx8sUTf7ly5mpZw7GWnDdqgZw3aoGs4VhL1nCsJbev2SlfPPGXj+48lj3r9dGFH91xTIYFhcmEtwkyJCBEzho2R3fswOaDct6oBdLQ2EEaGjvIxUvWyIcPn0hvn9uyQsW6uvD9+49KJ+cy0tDYQQ4aPE4+fx4gExISpL9/oFy1eqM0NHaQTs5l5OHDJ6W3z23p43tHHjl6Sj5/8kI+uP1QtvfsJsvZucpydq7y7NHz0rNUE1nOzlU2rtBS+l6/Jf0eP5dHdh+XlZxrynJ2rrJOicYyyD9YRkfFyKiIKBnkHyyrF6gjy9m5yrx2ZWR4+CtZMJeLtDMvovv8sWKjfPL4mbzte0961mihCz966JQsVai6tDMvIn8eOU36a8svMCBYbvhzi57G+5+M0LQy+0Famf0gV6/YIB8/1tSvWjWa6cKPHDopi/3gKq3MfpBjRkzV01r/5z/SyuwHuf7Pf+SrVxHS5+Zt6XPztrx27abMljW3zJY1t1y27E/56NFT6etzR1at2lAXfvDgcZkvn4vMljW3HDZ0onzxIkBXb9es2SSzZc0thwwZL2/duie9b96Wly5dl+5uzWT2rHnk8mXrdJquVRvJ7FnzyOxZ88iDB4/L/PkqyOxZ88jhQye9p/m3zu7dZ/26LfLwoZOaPLx1T9Z1aykdLIpKB4ui8ujhU7JM4RrSwaKorFSqjrx+1Vs+fvRM7tlxUOaxKSUdLIrKRh5t5OOHT+WDe4/kvt2HZZHclXT24WEvZXx8vIyLjZNrV22SjjmKScccxeSxw6dk2SJu0jFHMVm5tKe8cdVbPnn0TO7ZeVDmtS0tHXMUk43qtNXp7t99RBbNU1l2aNlb+j8PkFJKGRYcLu/7PpDB/sFy6x/bpauDu3R1cJfbtG3s4e1Hslvd3rrwI6naWHBAiNy8Yqv0e/RchgWHy+ioGBkfFy9jomLk43tPZBWHmrKKQ025dc0OnVbXur104cPaj5bPHvnJF0/85bKZq3Th1XN7yINbD8tHdx7Lu9735ZLpK+SzR34y8mWkfBv/Vj7wfSiD/UNksH+IbFqyhXRzrC13rNmV6prQV7o51pb9mw6SUkr58PYj+cD3oXzg+1CO6jBWujnWloe2HpERLyNlfPxbGR0VI/u2HirL2FWVZeyqyjNHz0uPUo1lGbuqsmGFltJH224P7z4uKzi7yTJ2VeX2Dbtl5Ksoedfnvrzrc1/e8rojy9hVldNHz5XxcfHybfxbGR4SLlfPWfOvr1/9mw6Sd2/ekw9uPZRSyktSynKf+/sptD86CoVCofgfIP7+2W9y0bYr2znDNUOeHs5wTQCP0j2/ie7ZkDvfRLd0znwZrukf+3nLhP5bSJRJGa75JiH+00ZfgficBexfgXnmL3pNyWeR/orHf0/erP/u4fEPkZxmMX3GkEkYZrhmZFJshmsCmBlm+Sa6J18c/aLKoJYAKRQKhUKhUCgU3xFqAKBQKBQKhUKhUHxHqAGAQqFQKBQKhULxHaEGAAqFQqFQKBQKxXeEGgAoFAqFQqFQKBTfEWoAoFAoFAqFQqFQfEeobUAVCoXif4hKDm7f5KIdkfg6wzXtMplnuCbAEa8Vnzb6ChqX6fdNdF99g+0EIxPfZLgmQCaDNC+izhDeJidmuOa38tVQfJu50fjkhE8bfSFxSRmvCWCT+du03aC4T7+Y72v4FtuLZvtG23W+SYr7JrrPwr3VNqAKhUKhUCgUCoUifdQAQKFQKBQKhUKh+I5QAwCFQqFQKBQKheI7Qg0AFAqFQqFQKBSK7wg1AFAoFAqFQqFQKL4j1ABAoVD8xxFCJAkhvIQQvkKILUKIbF8YP48Qou0Hju0QQjRN9f2eEGJcqu/bhBDNvsLnk0KI8p+w6SyE+P1LtVNLAIuAh4A3UDY9I/tcdqzeu4QtZzfwy7IJGBmn7I4ydOoAtpzbyIajqylUoqAufMelv9lw7A/WHVnF/ps7OHRpO7tO/kXREoUA6Nq3PXdDrmBhqdkNxNHZgc0H1nDw4jbmr5iOsTaNClXKcuXhCXYc38iO4xvpO6w7ADU9q3Ho4T4OPz7A9htb6DysYxq/B0zpx8azf7L6yAoKFi+gCx85dzg7vLaw5uhKPfsJS8ax6tAyjCwcMcqRCyMLxw9m3Ljp86neoDVN2/f+cO5qEcZZMbJwYvWZ1bTs2zJdm96Te7P6zGqWHF5C/uL59Y4ZGBjw+4HfmbRmkp7thisbWHt+LX+dWEP/cb304nxNmf08fyT7vXew8fgaPa05y6bi5XcGL78zrNu5jOwm2dP47+jswN8H/uDgxa3MXzFNV34uVcpy+eFxth/fwLk7hzh95wBbjq+jcIkf0s0HR2d7Nuxfye7zm5m9fIrObzfPamw5vo7NR9fy16HVlKlQUhdn1C9DOHRpGzeenWH9ruUf0E3fv3cUL10E38AL1Gnorgtr37MV209tYNvJDew69zd7L275174f99nLgevb2Xxs7Qd1HHLZ8+e+Few8t4mZyybrdOo182DzsbVsPraWNbuXUrCopk7bOthw4Np2vJ6f5fqz0wybMOCD/m06sJr9F7Yyd8Uv6eaBd8B5vTyYOncs3s/Octv/Iiev7aFM+ZLvy+Lk7MC2Q39y7PJOFq2aqadbsWo5jl/ZxR3/i9x6fp5eAzsD8FO35mw49gcbj6+hVffmDJkygC1nN7D+yCp+KJ5SJyu5ufD36T/ZcnYDHfq10YW7N6zBxuNrOPf8GIVLavJxyJQBnLq+D1+/C9x+fpHJs8ak46sjOw5v4Pjl3fy2arbO1579O7Hv5Gb2ndzMwbPbeBhyHXMLM/IVyM3Veye4H3CVey8uc9vvIl17tU+jm8vZkZ2HN3Ly8h5+T6VramrC6o2/ceDUFo6c207Ltk0AyJw5E5sPrmHHiY3sOf03mw/+wcFL29h5cqPuGpm2/D6vjXk9PMPB01spXrJIujpf6ivAnEWTAUIA33RF00ENABQKxX8DsVLK0lLK4sBb4NO9Nn3yAOkOAIDzQBUAIUROIAaonOp4Za3NfyP1gILaT09gaXpG/X7uxaaVW2np2p6oiBgat6kPQGX3iuTK60TLqu2YMXIeI2cM0Y/XcghLZ6zkns99PCs2Y8Kw6UycPRo7B1uq1KiA//NAne3w8f35c/lf1K3UnKjIKJq3S/nxuXbxBj+6t+NH93YsmbcKAwMDxkwdSu8GfalfqBGvwl7hWrcqRcum/OBVdK+AU15H2rl2Yt6oBQyZMUh37OCWQ4xsn7ZzMKXvL3T37E1ihD/Jb1+THP/hrUub1vdg2fxfPpa3OgxNrEiMCqKXey/cmrjhXNBZ77hLTRcc8jrQrVo3Fo1aRP/p/fWON+nWBL+Hfnq2C0cuJCwojIjwCNrW7MLGpZv14nxNme3bfJAh7Ubq6VSvVYUatavSo9VAOv3YBzsHW7r1S9sBGja+P+uWb6JupRZERka/V35e/DptCb5ed6hepB5Ths9i3KwR6ebVoHF92bB8M42rtCIqIpof2zYC4NKZq7R070ir2p2ZOHg6E+dpys+1VmWc8znx15ptXL14gx+KFkhX92P+GRgYMGz8AM6duKgLs7Gzpm33lrTx7MqCqYvJbpKNFQvW/Cvff5uxHL/Hz3nzOpZfRsxhzMzh6eoMHNeHjSs207RqG6Iio2napiEA/n6BdG82gFa1OrPy1z8ZN0dTVmUrlSbQP5jSuVzp3XYI7bq1JP8PedPoDh3Xn3XL/6Z+5RZERUTTrG1jvTwYOr4/505c0oVVq1UF9zrV+eXnubRt3IOX4a94eP9xGt2REwayZtlGalVoSmREFC3bNwXA1MyEybPHYGRkRJ0qzXGv0IRGzepSu24NGrdtQLcGfejo0Y36LT0pWCw/LV3bM3NUSp00MDBg2LRBDG0/mjY1O+PRtBZ5CuYG4NHdJ4zpMQGvi97Au3rtSF3XFkwbN4+w0PS3Ax09cRCrl27AvUJjIiOi+Kn9jwCs+P1PGri1ooFbK+ZMXcSl89eIjIjCOU8ufLxu84NDedr82INMmYw5tO9YOrqDWb10PW4VGhEZEUWr9po5n47dW/Pg/iPq1WhJq8bdGDdlOMbGRsTHv6VL8778WLMd83/5nTz5czOq70QmDpvBhNmj0vX9c9tY6QLVGDN0Cr/MHZeuzpf6CrBl026AuukKfgA1AFAoFP9tnAEKCCEshRA7hRDeQoiLQoiSAEKIGtq7BV5CiBtCCFNgJlBNGzbkPb1zaAcA2r97AWuhIS+awUeQEKKOEOKCEOK69i6EiTa9ckKIU0KIa0KIQ0II+9TiQggDIcSfQohftN+7CCHuCyFOAVVT2TUSQlzS+nxUCGGrjftACGGdSuuhEMJKG60JsA6QwEXAIqeNZZoMK+9alhN7TwGwf8tBqtd1BaC6Z1X2bz0EwK3rtzExN+H9+Kltbl7zxczclImzRzFnym+Q6j0xlVxdOLTnOAA7N++jdr0aHyg+KFm2GH5PnvPk3jMSExI5te805jnMSf3emap1qnBo6xEAbl+/g4mZCZZa37wv+RAdEf1BfQCDTCYkx8d88Hj50iUwNzP9qAaAMMqMTEqA5ESNr7tPUalOJT2bSnUqcWybplNx98ZdTMxMyGGTAwArOysquFfg0KZDerYNOjRg7ay1ZDfNTk4bS16FR+j79xVl5nXJm6hX+vniXq86xsZGXLlwg5vXfJFI6japneY8K7mW15Xfrs37qPVe+bnXq86uf/YD4HP9FqZmJljZ5EyjU6FqOY7sPQHA7n8O4F63OgCxb1LedZA1W1ZdWdf0rMbpI+eoUbsqq35bh5GRIdbp6H7Mv/bdf+LIvuOEh73Si2NoaEjmLJlxr1edsJBwQoPC/pXvNT2rcf7UZZDyozourmU5tvckAHv/OUDNetUA8L7qS3Skpnx8rt3C1t4agLKVSrH5j20AXD53jcSkJAoWzp9Gt6JreQ6/y4N/9POgXfefOLL3BC/DUjrOdRq5Y2xsxD8bduJ1zQdTMxOyZE27d33lai4c2K2pv9v/3otHvZoANG5ej5vXfHn04CnPn/kTHBjK3h2HaNC0Dreu3yY+Lp6kpGSSkpIICQwF4Nb1O5iYa+p00TKFefE0gAC/QBITEjm66zjVPTWXvGcP/fB79FznQ3XPqhzYepjYN7FsWreVzFkykzVdXytwYLfmurDt793Uqe+exqZRs7rs2XYAAI96Ndm+eQ8A2bNnIykxiYSEtO9GqFKtAvv1dDV5IKXERHvHLHv2bES8iiQxMQmAN6819cK9Xg2iIqOQUuqukV9ahzU6KW3sxlVvzMxNsbG1SqPzNb5evnAN4ItesqAGAAqF4r8GIYQRmllvH2AycENKWRIYi6YjDDAc6CelLA1UA2KB0cAZ7V2EBe/JXgOKCyEyoRkAXADuAUW0389pO9zjgNpSyrLAVWCoEMIY+A1oIaUsB/wBTEulbQRsBO5LKcdpBweT0XT8PYCiqWzPApWklGWAv4GRUspkYAPQTmtTG7gppQzTfncEnqfSeGFtZ613cuaW5kRHxpCUpPkhCAkM5Z2NtZ01IQGhOtuQgJRjUkoWbZqDRxN3fiiWcks/Pv4tb2LecO/WA12YhaU5UVHRujSCAkKwsbPRHS9dvgQ7T2xkxaaFFCiUD1s7awL9gzEwMGDVoWW0H9CWV6EvuXPjri6OtZ0Voal8Cw0Mxdou7Y9hegijLMjkJMiIl0sZGOnphAWGkdNO/8c9p11OwgLC9GystL72mtSL1dNXk5ycrGfrmM+R4hWKk8MmB/PWzaBIqZRlA19bZulha2eD39MXus5scnIydg42ejZpyy8Y21SapcuXoMGPnnTo0Yr8hTQz08GBodjYW6fRiY5K8Ts4METPxr1edXae2cTvG+Yycch0AGzsrfFo6M7cKb+RnJxMfNxbbOw/3z8bO2tq13fj77Xb9eKEBIXy59JNHLq2g0Y/1eNVeAQXTl3+V77Xb16HTr3bMnnIDE0agSFY21ul0YmJTK2Tfvk0bdOQc8cvas/BiuCAEECzfMjI0JCw0PB0/EvJg+CAFP9s7KypVa8Gm//UzwPnPE68ehnB7N8msfv4X2TPno3ceZ30bHJYWujVtaCAYOy0unnz58ba1orCxQqw69hGfvypAUEBIUigdKWSmOUwI3OWzDjmdsQ4k7FOMzQwDGs7K6ztrAjRnpcmvz7chq1T5QFAZEQk2bJnTeNrVOR79eC9upIlaxZq1KrKgT1HAbC1tyHQPxiAxs3qEuAflCbO+7qBAcHY2dsC8OeqTRQomJcrt45x6Mw2Jo+dpRu8GhgYsP34Bpq2asiNyz54X7+l9Svki+ow6LexgoXyf/D8vtbXr0ENABQKxX8DWYUQXmg63n7AasAVWA8gpTwO5BRCmKOZ0Z8vhBgIWEgpP9oLlFLGA7fQrJ+vBFxCMwioov2c14YXRTMY8AI6AbmBQkBx4Ig2fByQ+hd2OeArpXw3KKgInJRShkop3wKp1304AYeEED7ACKCYNvwP4N0C+a5A6gXeAkAI0VMIcfXChQsuL2ND4H2DtOesOZbOwXfHejbpTyfPntz2uotb/WqUr1SGLFkz45jLnk1/btNPI30hAG5538O9XGOa1mzHhlWb+f3PObqEk5OT6e7Zm98mLCaHVQ7yFsqTWvSDvn0KkdkE+fbDs///mvfcSO/8pZRUqFWBiPAIHvo8TGNraGSIibkJD24+YPOqbUxbPinFJr0kP6PM0kMIWLHwT9p2bcHWI39iaGhIYkLiezYfzuvb3veoVa4x1y7e4PDe4yxYM/OD6X5MB+D4gdM0rdaGwV1G029UDwByWlsSFRnNbe+76cb5lO6YX4Yyb+rvugHWO8zMTalZtxr1K7Tg8plrZM6SmQbNPf+V71cveLFoxjL6jOyRyui9SJ9Rb8tXKUPTtg1YNG2pXpxs2bLy6+qZPNMuM/pc/0ZPHcL8XxanyQMDA0Ge/M5sXLOVxu5tSUpOplmrRp9yV6draGSIcx5Hzhy/QOeW/eg/vAdWtjmJfBXJhsV/s2jTHBZsnMWbmDckazukKRqfztNPOfK+6efo1fKswbVLXkRGROnJGhsbUbuuG2Gh4V9U9jVqVuWW7z1citWinltLpswai4mpZpY9OTmZZu7tuXjmCvl+yEPBwvk+6NeXtLGV63/9Kp2P+fo1fJv3aCsUCsWXEaud0dch0u11IqWUM4UQ+4D6wEUhRNr1Dmk5D1QHTKWUr4QQF4H+QBlgGZpnCI5IKdukjiSEKAHcklJWJn3OAzWFEPOklO/e7/6h3tpvwHwp5W4hhBswSXtCz4UQwUIId6Di27dvzwJe2jhXgFxSyhXACuBeUqTQW9cS8TISU3MTDA0NSUpKwsbemrBgzWx1SGAoNg4ps1A2DppjzTs3pUk7zbrlO153iYl+TcmyxYiKjCJbtqzMWTyF5ORkbB1s2H50Az/V7YyZmakuDTsHG0KCNbPUr2NS1uGfPnaeibNG8fr1a+wdbXXhphZmPHvoRwU3F57cewpoZ/xT+WZtb01YsP6saHoYGhpgkDkbiRH+n7T9LJITNXcBtFjZWxH+nh9hgWFYOVilsXGt70olj0pUb1SdbCbZMDA0IOhZEFYOVoQFhnHuwDnK1SjH5dNX6Ta0ExaW5kS8jPyqMkuNmYUp249vAMD3xm2klHT/aSAAR67s4PmzAD37V+ER75WfLSHBYbTt2oIW2vXgvjduExwYipGxERaW5tjaWxMaFJZGx9QsxW9be5s0NgAFi+SjbKXSbD25nuTEZMpXLs3RqzvJlCUz5jnM6Dm4M4O7jv6kfwDFSxVh3nLNsxwWOS2oXqsKSUlJuHm48kOxAizb/Cu3vO6SmJhAKZcS7Nt26It8b9WlGc3aadba3/K6S+SrKJzyOGBhaY5NOucXER6BiXlqHf3yKVgkP+PnjWb/tkMs+2ehRvfmHRxy2dFtcEf2bTtIy44/EhIUqqer8S8lD2wdUtIuVroIc5dNBcDa1oqGLeoyLGAAXpdvkjt/bm5e1z73KcHJWW+FIi/DI/Tqmp2DLcFa3aCAYC5fuIG9gy2vXkZw+fx1ihUvxL07D9nz9372/K1ZrrL20Api38TrNK3trQgLDsM4kxE2qe422bzXhpt3akrhUoWY/Ps4bly8iW0qW3MLc71lYxpfX2Fm/l49eC+fGjWry8uXr9h3UjO34n3jFvaOtphbuuLrfQfHXA5p4ryva+9gS3CQZiKlZdsmLFn4BwDPnjznuZ8/+QvmpVSZYrTtqNkQwPfGbWJiXuPqXpkHdx9j52BDaDrl9yVtLIelRbrn9zW+6sr/C1F3ABQKxX8rp9EujdF2mMOklFFCiPxSSh8p5Sw0dwwKA9HAxxZ8nwN6ATe1373RzPo7o7k7cBGoKoQooE0vmxDiBzRLhayFEJW14cZCiGKpdFcD+4Et2uVLlwA3IURO7fKh1FvKmAPveq2d3vNvFZqlQP8YGxv/DpTWfnaiuTsgtP5GhoekXeZ57dwNajbUrDet37IuZw6dA+DM4fPUb6GZFS1WtigxUa8JD3nJvs0H6d10AB09unPh+GXKu5bl/p1HZM2WlVved6lZthG1yjchOCCEZrXbExYSzqVzV/FspFmP27RVA44dPA2gt0a6RJmiCAMDLpy6Qt4CechfJC9GxkbUaloTU3NT3YOyAOcPX8CzhQcARcsW4XX0a16mc27vU65aOe2a/aRP2n4OMjEeYWgMBkYYGRtRo3ENLh65qGdz8chFajWvBUDhMoV5Hf2aVyGvWDtrLR0qdKBVyVaMbTuWK8evsGzSMmo1r8WFQxeo1bwWr6Nfk80kG8aZjIl4GanT/NIyS01URDTN3NvTzL09xw6cokV7zcOGpcqXILtJdjau/ifNeV46d01Xfk1aNeD4wVP89cdWerYepNNp3/0nDIQgVx4nYqJfExaSdkB25fx1PBpq15D/VI8Th84AkCtPyo5MN6/6EhEeQQu3Dvw2czk+N25Tu3xTlsxdRUz0a73O/8f8A/BwaUrt8prP4T3HmTJqNscOnGLLhp2Eh4TTqVEvThw8jZtnNZ48eEqJssW+yPfNa7YzvPvPtKrdmRMHT9O6a3OMjY21eRCTrs7Vczeo1dANgIY/1ePkwbMA2DnaMnf1NMYPmMryuX/QxqMLbTy6cPLAGQb+3IfHD55y46rPB3Uvn7tGnXd58FMDjmvbmKfLj9TRfvbvOMyIXuPxdPmRfTuOYGhoSN4CuSldrgQGhgbc9rmfRvfi2avUa6ypv81aN+TogZMAHD1wilzODuTN70z+H/JSulxxipcuwrGDp8iR0wLQ7GCUw9IcO0dN571Y2SK81tbJO153yZXXEftcdhgZG1G7iTtnDqfsp7Dtz53cvXmPif1/4fShc9RrUQfQLIeJi40jNjaO97l49gr1GmuuC81bN+bIgRO6Y6amJlSsUo6Jo2bqHgg+vP8EzVo1onGzenhd9yE6Klo3eEzNhbNXqK+nq8kDf/8gqlavCICVtSX5CuTG7+kL9u48TKemvWnm3p7Tx85TuZoLTx48o1S54kRHxRCaTvl9dhszMCBPPucM8/WrkVKqj/qoj/r8Rz9ATDphlsAuNJ31i0BJbfhvaLY6uwlsAjIDxsAxbdiQdLRs0MzMd08VdhI4lOq7O5oZd2/tp7E2vDSawchNNIOFHqnil9f+P1nriwHQBbgPnAIWAr9rbZoAj9E85DwHzVKhd2kbA1FA4fd8F1LKxVLKR1Iz6Clf0b6GrGhfQ547ekE2KN1MVrSvIX+s2Fr6Xr8t/R6/kEd3n5CuuWvLd3Zb1myXz5+8kA9uP5KdPHvq7O/7PpD3fR/IR3cfS5+rt+SzJ8/lvVsPZPPaHWQh6/KykHV5GfsmVjao9pMsZF1e1irfRN685iufPvaTB3YdkcUdK8tC1uXllFGz5P07j+Qd33vyxhVv2bp+V1nIurycNHKmjI+Ll2/j38rwkHC5es4aOW/UAjlv1AJZw7GWrOFYS25fs1O+eOIvH915LHvW66MLP7rjmAwLCpMJbxNkSECInDVsju7Ygc0HZWJ0iHwb+uijn0F9e8gqlSvKokWKyGpVK8tNfyz5oG1CRIBMToyXAU8D5NpZa2Vdp7py0ehFctHoRbKuU11Z16mu3L12twx4GiAf33ksB9QfoAt/9xnRYoS8eOSinm10RLT0f+Iv73rfk31bDP5XZVbRvoY8tOOoDNXmS6B/kPx50FRZ2NpFXr1wQ759+1bGx8XL7Zv2yMLWLrKwtYs8deSsrFa8nixs7SJr65XfUVnCsYosbO0ip4yaLR/ceSTv+N6XocFhMiggRN6//VC2rtNFlrStLEvaVpanj56TtUo2kiVtK8t6Ls2lz/Vb8tnj5/LQ7mOyXK7qsqRtZblg6mL58O4jecfnnvS64iM7Neqli7/pj63y2ZPn0u/pC3n1wo0v8i/1Z/umPXJgl1G670vnrpKP7z+VD+48kk8ePJXPn774176HBofJYG0etPXsKsvYVZVl7KrKM0fPS49SjWUZu6qyYYWW0uf6Len3+Lk8vPu4rODsJsvYVZXbN+yWka+i5F2f+/Kuz315y+uOLGNXVXZp3EdKKWV8fLyMjY2TTx48lb3aDJZFbSrIU0fOyRol6suiNhVkHZem0vu6r3z22E8e3HVUlnKqKovaVND77Ni0Rw7uOlr3fc/2gzIuTqN78ewVWTpfdZkvZxl54vAZWamYh8yXs4ysUbah9LrmI58+8pP7dh6Whe0ryHw5y8h8OcvIGRMXyBfPA2R8XLwMD3sl5/7yu8yXs4z0e/xchgaFyfu3Hsr+Pw2VW9fskM+fvJAPbz+Snev2lJUc3GQlBzc5pP0o+eyRn3z+5IVcOnOlLnxU13EyOCBEoxsSLi+cuCy3rtkhnz72k2/j38qoyGgZE/1aBvgHyUvnrsoKRWvJPJYlZbUy9aTXNR/55NEzuW/nIfmDXTmZx7KkzGNZUg7rN07u3nZA9/3dZ+OaLTIxMVHeu/NQNnBvJZ0tS0hnyxLy+OHTsnxRd+lsWUJWLVNX3rjmLZ88eib37jwkC9iVlc6WJWT5ou7y1PFz8s6t+/Lu7QdyUK/R0tmyhKzj2kze8r4r7966L+/ffihvXvNNdY3s+K/aWKB/kLxz636G+epsWULu3LpfSikDpZQJUsoXUspun/rdFdofH4VCoVD8h9C+T2CBlLLap2wrObh9k4t2ROKHt9T8WuwymWe4JsARrxXfRLdxmX7fRPdVUuynjb6QyMQ3Ga4JkMng26wMfpsRD2y/x7fy1VB8m8UR8clpd6f5t8QlZbwmgE3mb9N2g+K+aKOazyb5gysvv55shml3KcoI3iSlvfORETwL905v2ewHUc8AKBQKxX8QIcRooA8pOwEpFAqFQvFNUc8AKBQKxX8QKeVMKWVuKeXZ/7QvCoVCofg+UAMAhUKhUCgUCoXiO0INABQKhUKhUCgUiu8INQBQKBQKhUKhUCi+I9QAQKFQKBQKhUKh+I5Q24AqFArF/xAm2fJ+k4u2SaaM3/Iu7E1UhmsCeNiW/Ca6u28s/ia6hQu3yHBNu8wWGa4JYMgX7ST42SR9g20av5WvNkbZv4luVPLbDNc0+kZblibK5G+iG50c/2mjr+BbbLEak/httuvMbpj5m+jeCDr3RQ1C3QFQKBQKhUKhUCi+I9QAQKFQKBQKhUKh+I5QAwCFQqFQKBQKheI7Qg0AFAqFQqFQKBSK7wg1AFAoFAqFQqFQKL4jjP7TDigUCsW3QAiRBPiguc7dATpJKd98Qfw8QBUp5V8fOLZXSlk8VdgkIEZKOfffef55zJk7kTqebsS+iaNXr+Hc9LqVxqZX74707deF/PnzkDtXWcLDX+kdL1uuJCdObqdThwEc3X8CgF9mjaWWR3ViY+MY1HcsPjdvp9Ht2qMtPfp0JG++3BTNV5mXLyMAKFAwL78unk6JUkWZOfVXps5eqIuzYP4U6tV1501sLN26DeGGl28a3b59OjNwQHcKFMiLrX1xnb9mZqas+/M3ihb5AUdHe2Kj37B95Xa2LNmSRqP35N64uLsQHxvPvKHzeOT7SHfMwMCARfsWERYUxqQuk3ThjTs3plHnRhhZ2JD89g3Jb15+MN/HTZ/P6XOXscxhwc4Nyz5op0sze06OX95FbGwcIwdM5Jb33TQ2Ts4OLFw5A4sc5tzyvsuwPuNISEgEoGLVcsz4dQL2DrYkJyezaM4Kli9aS6seLWjUpj5SSh7dfUJ0RBQVargQFxvHtCGzue/7QBPfzYXBU/pjYGDAnk372bB4EwA9RnTBtU4VpJS8Cotg/5ZDdB3SkSxZM2NgaMCrsAiEEKyZ9ydnDp4DYOCUflRyr0h8bDwzUqUxat5wqtSuxKuwCDrX6k4FNxcGTumHRU5zEuITeBn2ildhEUwbMouw4HAABk/pT2X3il/lb3JSMiZmJkgpOfDPQRzzOFK45A8kS8miCYvxunDzs319R59xPXFvUpMcOS1ITkxm98od/LNgU5qy6jqpB2VqludtbDy/D/+VJ76PccjnyJDfR+hsbJ3t2Dz/L/b9sZvcRfIw+PcR2OWyIykpiX+WbmHDrxvT6Pad3EdXb+cOncdD34cYZzZm3ta5GGcyxtDQkDP7z7B+/gYA8hXJy5jFY3BwticpKYmty7by169pLlX0mtwLl5oa3fnD5uvaw5pza4h9HUtSUhLJSckMajgIgDFLx1DJoxIA/k/8GdJsGK+jXn+2r2Y5zLC2tyL2TRxblm5h85J/yFc0H4NmDCBT5ky8TUzE/1kAhUv8QFxsHFOHzNKVTSVt2RsaGLJ70z7Wa8vezMKUqUsnYJ/LjsDnQYzrPZnoyBiMjI0YNWsorh5VyJY9KyGBoYzsOZ6nD58xa8VUnPI4kpyUzOnD59i2fhczlk3G3MKUuz73GTdgKokJidRr5kHnfu0AePM6lumj5/Hg9kNGTB1Ey04/kpSURMCLQGJi3tDco6NePjg5O7BgxXTMc5hx2/suI/pOICEhkQpVyrF0/Txe+PkDcHjvCRbPWwXAhl0rKF2+BFJK/l69lV+npN15zMHZnpnLJmNuYcYdn/uM6z9F62sdOvfX+Br7Opbpo+Zy//ZDcud3ZtbyKQBeWol8wATg1zTiqVB3ABQKxf9VYqWUpbWd9LdA7y+Mnwdom+FefQIhxCcnZup4upG/QB5KlajJgP5j+HXhL+naXbhwlUYN2vPs2Ys0xwwMDJg6dRRHj57WhdXyqE6+fLmpXLYuwwdNZNa8CenqXr50g5+aduW59gfuHRGvIhk3ahpLf/tDL7xeXXcKFshL4aKu9OkzisW/z0hX9/yFK3jWa83Tp8/1wvv26czduw+QUlKtRhMMjQyp2bQmzgWd9excarrgkNeBbtW6sWjUIvpP7693vEm3Jvg99NMLK1m5JJXqVKJvnb4kRrwgOTYiXd/e0bS+B8vmp5/f7yOMsyIMjXGv0ISfh/7ClDlj0rUbOWEga5ZtpFaFpkRGRNGyfVMATM1MmDx7DEZGRtSp0hz3Ck1o1KwuFauUo0XXH+lavzcdanXD2t6KUhVL0sq1A7NHzWf4jMGApoyHTRvEsPajaVezC7WbupOnYG4ANi7dTCePHnSu05Pzxy4yYsZghrUfTSf37kSGRzKl33RGtBvN8FlDMDQ0oJJ7BZzyOtHWtSNzRs1n6IxBOv8P/nOIEe3G6NIcMm0gI9qPoa1rJ16FRzCl33TOHb1AlyEdAKjsXhGnvI5f5W/Xur2xdbLl1o3bdKzZlaYdG2Nilp3OtXswtPVI+k3oTaVaFT/L19RcO3OdxIREOrh15dCG/Xi2r4dTwVx6NmVqlsM+rwMDavRi2ZjF9PylDwABj/0ZUX8wI+oPZlTDocTHxnPp0AUA+swaQHaTbAyq1Zelk5fRqGPDdOutY14HulTryq+jFjJQW28T4hMY2WoUfTz70qduX1zcylO4TGEAhswZQnbT7PSq1Yvlk5fToEMDcr3nb/ma5XHM40j36t1ZNHoR/afpt4fRrUYzoN4AXeffwMCAouWL0rt2b5oU/hGLnBb0HNfjs30d3WYMIOlZuzcBT/2p29oT54LO9Pi5GxsWbKRP3X6cPXIel2rlaOnanpmj5jFyxhC9sh/afjRtanbGo2ktXdl36NeWq2ev85NrB66evU6HfprLcpO2DbGxt+aO113qlWtGQmIiY2cOB2D90k00r9aONh5dKF2hBFMWjWPjis00rdqGqMhomrZpCIC/XyDdmw2gVa3OrPz1T8bNGUlV90o458tFUGAIfTsOIyoyJk3nH2D4hAGsXfYXdSo2IzIimhbtmuiOXb14gyY129GkZjtd579N5+YUK1mYGoU86dViIM3bN8Y5r1Ma3UHj+rBx+WaaVGlNdEQ0P7bV+BrgF0D3H/vTyr0TKxesZdzckQA8e+RH69qdAUoD5YA3wI40wu+hBgAKheJ74AxQQAhhKYTYKYTwFkJcFEKUBBBC1BBCeGk/N4QQpsBMoJo2bMiXJCaEKK3V9xZC7BBC5NCGnxRClNf+byWEeKr9v7MQYosQYg9w+FP6DRt6sGnjdgCuXPHC3NwMWzvrNHbeN2/j914n/R29+3Ri166DhIaE68I867vzz9+7ALh+9SZm5mbY2KbV9fW+w3O/gDThYWEv8brhS2Jiol54o0aerN+4FYBLl69jbmGOnZ1NmvheXrfSHaxIKcmXLw+PHj3l5ctXREdEc2r3KSrVqaRnV6lOJY5tOwbA3Rt3MTEzIYdNDgCs7Kyo4F6BQ5sO6cVp0KEB/yz5h4S32n3EP7H/efnSJTA3M/2ozTtEpuwkx0Vrzu2aD2bmpljbWqWxq1zNhQO7NX5v/3svHvVqAtC4eT1uXvPl0YOnPH/mT3BgKHt3HKKae2UMjQzJnCUzhoYG2Dnacu7oRQBuXb+DqbkJOW0sKVKmMC+e+hPgF0hiQiLHdh2nmmcVAN7EpNwMy10gFzHRrwnwC+R19GuO7jqBq2cVMmXOxLtXBbl6VuXQVk3VvH39DibaNABuXvIhKkLzzociZQrj/9SfQL9Aol5FcUyrlTVbllRaVTi49chX+VukTGGiI6J5Hf2GxIREQgJCSUxIAiAiPIKYqBgatqn3Wb6m5nXMG/yfaPy+d+0uL4Nf4uJRUc/GxaMiJ7dp7pQ9uHGPbGbZsdDWr3eUqFqSYL8gwvxDAXAqkAu/e88IeR7M1RNXAahSp7JenCp1KnMkVb3NbmaCpdbfuDeaveiNjIwwNDLiXSY6F8jF03tPCfL7f+y9dZQUV7S3/ZzuHncXdCC4BHcI7gESQggagrsFggYIEjQQooRAQnBJQnAYgru7DW7j7tLd5/ujmp7pERgIvN+9l3rWmjVdVfv8ateuU93HK5RzB88hhKB2Nt2sz8OtC7dwcHYwPw+5UbJSSR7cfEDIAyX+5w6fo2TFEvn2tUjJIgQ/CCEyJBKtVsf5w+ep07w2UoK9kz0AlWpW5KGpEn7t/A0cXRzw8HanbOXSPHkQbL73/27ZT4MWdQGo36IOOzcpz+3OTXto0FLZH1CyCBqNhl1/BhITFUtESAQe3u44Ojly9vgFAPQZem5cCaJ0hRLs234QgO0bd9GoVX0ALp+9SkKc8oxeOXcNHz8vGrasz/ZNuwG4eukGTi5OePl45IhX7XrV2b1NicXmDdtp2rphnrEFaN6mMVcuXiM1JY1LZ66QkaGnzcctc9hVr1uVf02+btu4k4YtGwBwKYuvl89dw8cv53co0AS4Czx8rjOoFQAVFZX/45ha1FuhDAf6CrggpawITARWmszGAEOklJWA+kAKMB44YupFWJSLdPEslYaLWPYwrATGmc5zBZiaD1drowxTavwiQz9/H548CTFvBz8Nwd/fNx+nyEzfrl0Llv1qORTBz8+H4Keh5u2Q4FD8cv+ReSkK+Pvy5HFmheHpkxAKvIS/P/70O6VKFqdevZpcPL+PJVOXEBEcgYev5Y+yh68HkcGR5u3IkEg8fZUC94BpA1j+9XKMRssCfoFiBShfozyLti5C6+KH0L2+l/QIrRaMmZWh0OBwfP0sK1Ru7q4kxCViMBhMNmFmm4DiRfDy8aR0uXfYsm8NH3zchtDgcBwcHVi3ZCN/n17Plgt/otVqOLHvpFkzPCQCL19PvHw9CQ8Oz7I/Eq8sFcX+43rz95n11GlSi4snLpn3W1lb0WXgx/y+bxnfjF+EwWDE09eT8OAIs01ESIQ5tlnJbleuall6DO9K8w+asmz+7wC5+JV/f+etmIWLu4tZ68Hth5SsWAKtVoNfIV9KViiJTwGffPmal9+NP25K0IVbuOeSv6Ky6EaHRuGRrWBYt10Djm7N7FWLCo1EaJSiVoO2DbB3ss8130Zk0Y0MyczbGo2Gn3f/yMaL6zl/5Dw3L95SbEIjEUJ571P9NvWxc7TL4YunrycRIVl0QzOfByklM1fPZPGOxbTs2tLsR9bnp0jJIsRGxeXbVy9/T0pWLGH29fr5m3j4evDztCX0m9SXNadWUbF6edYvzRy6FxESmce9V/IEgLunO1HhyrC8qPBo3DyUSszt63cpWqIIkWGR+Bfyo0zFUiQmJOHll3mvHZ0dadiiPrHR8eZnLCwkwiJfPaNDl7Yc238Sb19PwoLDkVLy26Yf8fbxpHvvzha2bu4uxMcnZHluw/HJ0qhRqVoFth5Yy7L1i3mnVDEAdFY6CgcUwsXNGVs7G3RWOooUs+wNcnV3ISE+0cJXb79cfO2q+JoLnwA5x67lgloBUFFR+b+KnalgfhZ4BCwH6gGrAKSU+wEPIYQLcAxYKIQYDrhKKfW5S1pw11Q5qGSqOCwBMOm5SikPmez+ABrkQ2+vlDLvwedZePbDn5WXeav7vHlT+HLynByF4f+qmxf/Vbd584Y8ePCYdes3U7V6cwbPGIyNrQ3ZXy6b13lqNKlBbFQsd67cyXFcq9Pi6OLIqHajMCZFo3X67xWeLB7l4k82i1ze3fksNlqdlsJFC3Bk/wl6dRrC0DH98PTxwNraivot6tKpVlfaV+mERqul+nvVcmi8KO5L5/7Gh9U/4dLpKxQtWcS8P/hhMHs372NA68F0H9oVaxur5/r5vOs5uP0QuzbsIXDzv3T8rIPJJne/8uPvggnf8vTBU7PWpZOXSUlKYemunxn21WCunb2Wq18vym/PTt1jeFcMegO3zt7ImeYFMdBZ6ajWtAYndhwz79uzehcF3ynI3O0LsXOww2gw5tDN7bqfZRSj0ciglkPoWqM7pSqVomgp5T5tX7mdIiUKs3jHYuwcc9fNjWc2YzqOYXib4UzpOYW2PdtSvkZ5Cz+6DPsEo9HI47uWw/Ge56uUcGz3cbOvXn4eSCl5v0dblnz1C91q9uDB7Yf0GNolR/JX+Y7Yvn4n6WnpjF8wljHTh3Pp7FUljSmZVqtl9s/T2LxmK4ZsvZLZtavVqUyHrm34btbP5szQpU0fPmjSnRtXg2jZrgnValfOGog8/b12+SaNqrxPu0ZdWbVsIz+tVKaFpSSnsO3P3fy84Vt+XLtQmYOhN1ho5CcO1epWoUOXtiye+VN2U2ugHZBzclQuqBUAFRWV/6ukZCmgD5NSppPrTzhSSjkH6AvYASeFEKXfkE96Mr93bbMdSyIPhBD9J0yY8PDmzZvJx05sJSQknIIF/czH/Qv4ERISlm8nKlepwIqV33PtxhE6ffw+K/74jtOX9hIaGo5/gcyWeT9/X0JDI56jlDfVa1bm7JlAzp4JJDgklIKF/M3HChT0I/gl/O3VszM7dv5LoYL+3L37gNDHoQSUDSAqLMrCLjIkEk//zNY/Tz9PosKiKFutLLWa1WLF8RWM/3E879Z9l7GLx5rTHNulFNikPk1JKF79p1Fj64zOtQA61wJK678mc0qHr783YdniGR0Vi5OLI1qt1mTjQ1io0gobGhzG6RMX8PLxIiY6ltPHz1OufCns7e0IfhRCbHQcBr2BB7cfUr5qWbOmt58XkWFRhIdE4O3vnWW/J5FhkWRn//bDFMoyFtnLlP7hnUekpKQSUCqAiJBIvP29LGyyxx/I1S4yLIrAzftp2FqpB+f0K//+hodEkJqaZtby8PFg/9aD9Gk+gIm9p+Do4kjww5B8+Zrd77JVylC7aW0Wj/gGDz9PYsIs6+NRIVF4ZNF19/UgOjzTpnLDqty/epe4yFjzvjsXg3gc9IhxbUdzYMtBEuISic6mGxkSiVcWXU8/L6Ky2STFJ3H5xGWqNVQqejcvBvEg6CEj2ozg0JZDJMYlWvgCSou/V5bWY09fT3McnvkQFxXHiT0nKFmppPn5afJRE2o2qcmJwJMv5euzY898LV+jPNFh0TT7qClHTc/YjUu3CChZ1Jzey3SP88oTANGR0eYhXB7e7mRkZPBH4K/8tusXzhw5x7L5vzP6swk4OTvi4OhAhOn5mTz/Cx7de8zyxStxzPKM+fh5WeSrEmWKM3fpDACWbFxMRFgkPv7ehJtsPLzc2b/nMBUrlzOniYmKxdnZKctz6014mPJsJyUmkZyUAigThf0L+rH98HrCQyO4ee02XZv3ps8HQ7C2teb2zcxFCp7pOjlb+vrsep75OuWb8YzqNZ64mBxD2VoB54F8fbmqFQAVFZW3icNANwAhREMgUkoZL4QoLqW8IqWci9JjUBpIAPI32DsLUso4IEYIUd+0qwfwrDfgAcokLYCPXkJz6ezZs4uULl3avm7tdmzfFkiXbh8CUL16JeLjE3IULJ9H+bINKFemPuXK1GfTxm30+nQ4Nd5txu4d+/j4E2UiW5Vq75IQn2D+UXtZzpy6QLXqzalWvTlbt+6hRzflcmvWqEJ8XDyhoeEvUMjk0eOn+Pl58847AVSt+i4FixekYq2KnNxr2QV+cu9JmnRsAkDpyqVJSkgiJjyGFXNX0KNGD3rV6cWcIXO4dOwS80fMB+DEnhNUqltJEdBYAeKF8wCehzE1Hn3sU/SxTzGmJaGxVbJQpaoVSIhPJCKXAvjJo2dp1U7x+8NP2vLvroMA/LvrEIUK+xNQvDDFSwZQqWp5ylcqw749hylfpazSCwJIo9E8pKFclTIkxicRFR7NzYs3KRhQAL9CvuisdDRp35ijgcrk1IIBBczn9y3gjdAI/Ar5UjCgAE3bN+JY4HF8CnhTuFhBQh+HcjTwOC0+ag5A2SplSDKdIztZz1mkRGGamLTqN6/Dw7vK2O+jgcdp+VGzV/L35sWbFCtZlLDgcHRWOpp2aMzZw+cAqFa/Kga9gd1/BubL16w4uThRqFhBvp30HUaDkbrv1+fM3lMWNmf/PU3Djsr8jBKVS5GckExseObKWvXa1bcY/gMQ/iQcvwB/fAr50G2EMnn1RLZ8e2LvSZply7fR4dG4uLvg4OwAgLWtNZXrV+bxHaVFPuxJKAWK+uNb2JcuI5QW9ezPw6m9p8zPQ6nKpczPg42dDXYOdgDY2NlQuX5lHt56SNClIALKBPDJsE+Y0X8G9VrXeylfn9x/QoGi/hR6pxBVGlSh8DuFObH3JFFhUVSsVRGA0Cdh5jkb5bLcmxsXb1Ioy71v2r4xRwKPA0p+ad2pBQCtO7Vg16ZAPm3ej/7thnLywGlafdScmg2qYWNnQ0xUDJHhUQwe1w9HZwcWTPlOuXfHLtCkbUMA2n7cioO7jwLgW8CHBctnMarXeDo26E6XZp9xcNcR2nVujYODPe9WLU9yYhKVq1fMUVg/eewsLd9XYvFB57bs26V8zXt6Zw7FunLhOpHhUbRt8An/7jrIx92V79eGLepjZ2fLXyu3kJ2zx8/T1OTr+x+35uCeI5m+/vY1Xw6dzqN7j3OkA7qQz+E/AOJ1dO+qqKio/E9DCJEopXTMts8d+B0IQFkpob+U8rIQ4nugEWAArgO9ACOwG/AEVmSdB/CiZUCFEJVQhgTZA/eAz6SUMaaehY1AIrAf6C6lLCqE6AVUk1JaLtORC472ARJg4aLpNG3WgJTkFAYO/IIL568A8Nfm3xgyeDyhIeEMGtSLkaP74+PjRUREFHv2HGTo4PEWekt+mc/uXfvNy4DOnv8ljZrWIyU5lZFDJpqXF12z8RdGD59MWGgEfQZ0Z8jwPnj7eBIZEc2+vYf5fPiXeHl7sufAJpycHDFKIwkJSVR4tyEJCYl8t3gWLZo3JDklhb59R3Pu/GUAtm1ZSf+BYwkJCWPokN6M+Xwwvr5ehIdHsmv3fgYMHIufnw+/LVtEiRIB+Pn5kpyQxNbftrL++/W07t4agJ2rdwIweOZgqjWsRmpKKos+X8Tty7ctrrdCrQp0HNDRvAyozkrHqAWjKFauGEWK+2FIikJmpOYZ/7FT53DmwmViY+PxcHdlcJ8edHy/RZ72GgcPnoTGk5qSyrjh07hy8QYAy9d9x4RR0wkPjaRQkQLKMqCuLly7oiwDmm6alNxvaE969O2Ml5cHiYnJ/L5kDT8tWs7K9T9SumIp4qLjCLp2h5TkFGrUV67769HzuHk5CFBW3Bn+1WC0Gi3bN+xi5XfKvI9ZS6dRuHghjEYjoU/D2b/tIL1GdsfJ2REpISo8CmdXZ07sO8nCCcpyrqNmDadGw+qkpaQye/R8bpnOMeXHSVSu/S4u7i5ER8ZwaPthajWpiaePBynJKcRExCIF7N28z7ys5+hZw6nVsMYr+ZuWlo6ruwtIOLzrCHWb18HByZ7EuETGdBtP2NPwfPv6+4I/2LF+F2uPrsTR2QF7R3uEEDy4fp8J7cfQvJsyPj5wjTIptO+MAVR6rwppKWn8NOY77pqGlVnbWvPLyd8YUr8/yQmZE6xbf/Y+7Qd8gIuHK6kpqWz65U/Wfb+eNqZ8u8OUb4fOHEK1hlWVpTU/X8jty7cJKB3A2EWfo9Fq0WgEh7YdZs1iZanPDr3b8/HATriadP/65S82/LAh5/MwYzBVTbqLxijPg29hXyYvnQwow8wO/nOQDT9sAGDVmVW4eLggjZL4mHhOBJ7k7vW7+fbVwdkRT18PUpNT+XPpX6z7fj39JvXlvbYNSIhPJDU1jdCnYZSqUIK0lDRmjp5rce9HfjUEjUbD9g27+MN0753dnJm1ZCo+BbwJexrOpAHTiI9NwLegD9+unYebhxvWNlaEPg1j0tDpRIVHs/v8ZpKTkgl+HIpBb2DPln9p3Po9XFyduXn1NpOHTicjPYMvF4yjSZuGhDxR5j4ZDAa6t+zLjO+/pFm7RhiNkvDQCP5cu5Uli37j13WLmTRyBuFhynNrXgb0yi3GDPqSjPQMuvf5mC69OmLQG0hNTWP2lEVcOKN83x29sgs3d1eMRiPfTP2OTX/8A8D3axYwffQcIsIiKVDYnzm/fIWzqzO3rgYxaYji65RvxtOkzXuEPAkz+9qtRR8AbO1sOHF/fzTKEqCWEzfyQK0AqKioqPwv4lkF4LXrWmcfkfTfiUzOudrK66CZT8U3orv1Qs41uV8HpUvnu7Mn3/jauL52TQBtrqPk/juG7BM2XgNvyldvncMb0Y03pr92Td1/GK72PPT/oRfseSQY096Ibpox47VrJurzbgj4LzhoX99CA1m5EHrspR4IdQiQioqKioqKioqKyluEWgFQUVFRUVFRUVFReYtQKwAqKioqKioqKioqbxFqBUBFRUVFRUVFRUXlLUKtAKioqKioqKioqKi8RagVABUVFRUVFRUVFZW3CN2LTVRUVFRU/qdQ2a3YG9FNegPL8xW083yx0SsQY0h5I7pvYrlOgJs3/3ztmqOqTXjtmgCPjXm+kPo/4a55/Usfpr2hpSrfFElvYBnQd6zcXrsmQJTxzSyB6ad76Xcr5gsnYfXaNZOsX//SogB2/0OK3moPgIqKioqKioqKispbhFoBUFFRUVFRUVFRUXmLUCsAKioqKioqKioqKm8RagVARUVFRUVFRUVF5S1CrQCoqKioqKioqKiovEX8z5iKrKKiovK/GCGEAbiC8p16A/hUSpmch207oKyUck4uxxKllI5ZdrUEFgNaYBmQI82I6UOo1bgmaSlpfD1qHkFXbwNQo2F1RkwfgkajYfu6naz5cT0A75Qrzpg5I7G2scagN7Bw4mKaf9iUOs1r41vAh0f3npCWmsaV89f4etwC83n8C/kxe8lXuLg6cfNKEJOHzUCfoafVh83oNaQbAMlJKXw9/htuX7+DtY01O05vwsnFCQls37ib2V/MzxEP/0J+fL1kGs4m3SnDZqLP0FPkncJMXTSB0hVKcu3iTTy93UlNSeOXBcvp/3lvc/oChf1YOv93Du85ysyfp+Ds6sytq0FMG/Y1+gw9AKNnDKN241qkpaQyY9Qcbl1RYjRp4RfUbVqbmMhYzh07T81GNUhJSeWnRcvpNaArDg52PHkcwugBk0hMTKJgYX8W/zobVzcXrl2+yeeDJpNhOkfNulWZPHMMOisdMdGxdG3XD4DPBnZD51oQAGlIx5AQAUiLGEz+eiGHj53G3c2Vf1YvyS3b5EmZ997loym90Gg1HN+wn70/b7E47lPcn+7zB1GwXADbF6xn36/bzce+Ovo9aYmpGI1GrG2tkRKMWti7PpC/fsq5clG/r/pTtVE10lLSWPz5t9y7ehcAB2cHhs4bTuGShZESvh+7mFvnb9L18+7UbF4To1GSHBXPsT8P0G7Ex2i0Gg5v2MfOnzdb6PsWL0Cf+UMoUq4Yfy9Yy+5ftwLg7udB34XDcfFyRRolQaevU7p2eYRWw4H1/7Lt579z+NpzWh8qNapKekoaS8Z8z4Or9wBo+VlbGnVphhCwf91edv+mxKNI2aIM/X403oV8ADiw/l9WTPn1lXWD7z6l59Q+2NgpcU2MTSRVn86CiYu5cfEmACOnD6V245qkpqQyK8uzW7NhdUZOH4pGo2Hbup2s/nGdEv+xn1GveR2klMRExjJr1FyINuJZ0Is5+79TspUQPLp2n+kfWK4S5Ve8AH1Nsf1rwVp2mWIL0GfeYCo1rkZ8VBzrv/6DblN6I7WCwPWB/PnTphwx6P/VAKqZ8sG3ny/irikfLD/2GylJKRgNRgwGA6PajgSg66iutP20LbYOdggER7Ye4ocx3+XQ7TOtH1VMuj+M+ZZ7V+/hX6wAn/8w1mzjU9iX9QvXsv03xf/WvdrQqmcbMEie3n5ModJF0Gg1HNqwjx3Z8tfLxgCthn3rA/nn579y+Np7Wj8qN6pGusnX+yZfR2XzdcPCtez4bStFywbQf9ZgrGyskAYjx/4+SNMerdBoNRxc/y/bc/G134KhFC1XjD8XrGXn0sznuu/8IVQ2+Tqh+cgcvuUXtQdARUVF5b+TIqWsJKUsD6QDA/MylFJuza3wnwta4EegFVAW6GL6b6ZW4xoUDChIl3o9mTduIZ/PHgGARqNh9KzhjOk+gR6NetO0Q2OKligCwKBJ/fl94Sp6Nx/A8gUrGDf/cwoGFKTfh8N4+iiEhPhEujT7zKLwDzB88iDWLN1Ah7pdiI9LoEOXtgA8fRRC3w+H0blJL3799g8mz/8CgOp1q3D7xj3qFG3C4E4jafVhM8pXsXAfgGGTB7J26UY+rNuVhLgE2pt042PiWTB5MQd3H8HN3YUP6nRh1th59BranZ7N+tKzWV96tehPakoah3YdYcikAaz79U861etOfGwi7bq0BqB245oUCihIp7rdmP3FN3wxe5T53Ds27GZUty+wd7CjUEBBGtdoz6TRM5mzeArzZ3xH6wadCdxxgH5DewLwxZTh/L5kDU1qdCAuNp5O3TsA4OTsyFfzJtC/+yha1evEsN5KDHx8vfi03yfoY5+ij30CgLBxyBGDDq2bsWThzHxkCUuERvDx9N781Gs2M5uNpmq7uvi+U8DCJik2kU3TVrD/1225aizuMp25bccjtBp+6jWboU0GU7/dexQqUcjCrmqjavgV9Wdgg/78OP4HBs0abD7Wd1p/zh88x5DGgxjZchhP7jwGYPMvfzGixTBGtRrO5QPn6TlrAIt6zWJSs5HUbFcP/3cKZvM1gbXTlpsL/s8w6A1smLmCSU1HMKvjBOp3bsKaacsZ23Q4ddrVo0AJS51KjargG+DP6PcGs2zCz/SeOQCAgiUL06hLM75sN5bxLUdRpUk1fIv6AdBlwqfYOzswtslwFg+eT4OPGv0n3b6zBzHv0xkE3w3GaDDy44iFLFuwgsGT+gNKviwYUIDO9Xowb9xCxsweCSjP7uezRvB59/F0a/SZxbO75ucNfNqsH72a9+fYvyf4bFQPcz4QCCY0HcmAct2xsrXOEdvE2ARWT1tuUeh9xtE/D7Lg0xkA9Jzej296zWJwk0G8165BjnxQrVE1/Iv6079BP34Y/z2DZw2xOD6x8wSGtxpmLvwDCCFACAY1GUS3cp0pVq44BbPpVmlUFb8Af4a8N4AlE36k/8xBAATfe8rnrUfyeeuRjG07mrSUNE7tOQFA+doVqN6sJqNaDmdSy9EEvPsO3/SaxYRmI6mVS/562RiMajqEeu0a5PC1ssnXYbn4Orb1SMa2Hsm4bL72mNCLTYvXMbb1SDYv2kDn8T2Z/+lMxjUdQe129fEvkf1ZSGTV1OXs/NWyQg9wZNMB5pl8/S+oFQAVFRWV18sR4B0hxPtCiFNCiAtCiH+FED4AQoheQogfTJ8DhBAnhBBnhBDZv9FrAHeAeyiVivVA+6wG9VrUZfefgQBcP38DRxdHPLzdKVO5NE8fPCXkUQj6DD37thygXos6SiIpcXCyB8DByQEbO1uzRlpqGk7Ojnh6e+S4qOr1qrBv+0EAtm/cRaNW9QG4fPYqCXEJAFw5dw0fPy8AGrasz7b1OwC4eTUIrU6Ls6vzC3R309CkGxMVy/VLNylUtAA3Lt8C4Or56zg5K9cIUK1+FZ4+fEro0zCq1avCge2HANi5aTcNWtYDoEGLuuz8cw8A185fN8cI4OKpy8THJGDvaG+2uXjuCrZ2tty/+wiAYwdP0uL9JgDUrl+dXVv3AfD3+u00a9UIgHYdWxG4fT8hT0MBiIqMMV+fTqcFIZQNIcBoyBGDapUq4OL88uujF630DpEPw4h6HI4hw8D5bcep2Ly6hU1iVDyPLt/FoM953tx09Bl6jmw7TI3mtSxsajSvyYG/9gMQdOEWDs4OuHm7YedoR7ka5di7XslD+gw9SfHKuwRSEjPf1+Bb3J/khGQiHodhyNBzettRKmfzNSEqnvuX72LQ6y32x0XE8vDafQD8SxQiOS4JKSWGDD0nth2larMaFvZVm9XgyF8HALhzIQh7Zwdcvd0o8E5B7ly4RXpqOkaDkRunrlGtRU0A7J3siI+MI/xxGDb2toQ+DH1l3bBHYWSkpRP+OAxpNHLnwi2qNquBg5MDkWFRANRrUYfdf+4F4Nr5GzhleXafPHhKsPnZ3U9907ObnJjZqWhnb4s0dSQVLlMUfYbeHNtT245SJZ+xBbh1+jpJcYlY21oT9jCUiMdh6DP0HN52mFrZ8kHN5rXYb8oHt7Lkg+fh4etBfHQ8YY9C0WfoObrtCDWa1bSwqdGsJgdNsQ3KQ7dC3YqEPQol4mkEAC26t2LzT3+hT9dTrNI7hN4Lfu0xOLbtCNWz+Vo9i6+3L9wy54PcfI00+SqlxM5R+d4tUr4YSfGJZl9P5pKH46PiuH/5DoaMnM/trdPXSYpNyCXSL4daAVBRUVF5TQghdCgt9leAo0AtKWVllML7F7kkWQz8LKWsDoRmO1YAeJxl+4lpnxkvX0/CgyPM2xEhEXj6eua5H+C7qT8xeHJ//jyzjiFfDiTsaZjZtkBhP7x8PVm8ai6Va1Y0p3d1dyExLhGDQfkxCguJwMvXK8fFdOjSlmP7TwLg7etJeEgka/b+xt4rW4kOjyYmKsbC3sXdhYQsuuEhEXj7Wr48zN7RnoS4RPN21nM3a9+YwH/256rzzMbL18siFuHBOX3XWeksbBITkmjXsSUArdo3xa+AD27urhbnCA0Ow9dU2QkoXgRnV2fWbFnKln1r+ODjNoqvoREs+3EVOvfC6NyLgNGIzHh9LzFz8XEnJjjKvB0TEoWLT/5fDCUlDF01iZ6LhmFtl/mirqiQSDx8LCuBHr4eRIZEmrcjQ6Pw8PXAt7AvcdHxDP9mJIt2Lmbo3GHYZNHqPrYHy0/+zruNqhJ06rp5f3RING4+OSuaL6Jw2QCs7ay5d/G2SScKd19LHTdfD6KzxCU6NAo3H3ceBz2idI1yOLo6YW1rTaVGVfHwV/Lb8a1H8Sniy/cnfqXbpF4c+fPAK+uWrVXOXOFaOf03KtSvRIehHzH0y4Esmb0MePbshpu1lDzrmcv+SIv82n9cb/4+s57mHzRl2fzfAXDxcsPKxorpO+YzYcN0rO1sXym2Wp2W6OAs9zjPfJD5rESFRuJhipOUkumrZ/DtjsW06NrSbGPnaIeHjwff7/mBIfOHkxibkCO27r4eRAZn1Y3CPdu567VrwJGth83b/gH+lKlRljn/zKfP3MFkpGa+aO1V81f2GESFRObw1cPXg6gsvkaHRuWIU912DTiaxdffpy+jx8TPWHJiOS16t+XmyazPQhRuvu4v7et/Ra0AqKioqPx37IQQF4GzwCNgOVAQ2COEuAKMBcrlkq4usM70eVW2YyIXe4vB4yIXCyllHimVpB16vs/3037mo+pd+P6rnyhetjgAkeFRtK7WkWsXrrP6l43M+nEqDqYWq9xOJKXlOPZqdSrToWsbvpv1szmNURrp1qw3rat0xMHJngKF/S0vMB+6ednorHTUb16X/dsO5nG5Mi/Xc5wjO3eD7tPq/aZs2bcGB0cHMtIznquj1Wkp/24Z+nYZTq9OQxg6ph9FixfG2cWJpq0aoo9+hD76IQgNwsYxp9ArkltseP6lWbCo4xTmth1P4E+b8S1RgOI1ymTKZL8PuURZSolWp6V4+eLsXrWTUa1HkJqSRsfBncw2q+evok+tzwg6eyPHMIcX3Yfs2Njb0rJfO+5euE1qlt6FnHkml8RSEnznCduW/M2ENVMZt3IKD68/MBfUKzSoxO0LQQyr3Y9V03+jUeemr6wb8STCnLZp9xYc23KYQ5v2891XPzLhmzEmrdzj+aJnYunc3/iw+icEbv6Xjp91ACA5PomTW48xpc1Y1s1YQePuLdDqtLk4+/Jkv0W55wPl/xcdxzKyzQim9pxC255tKFdD+cq7cPgCR7YfYXjLYcSER1O/w3s5hF/0nOqsdFRvWoPjO46Z92l1WhxdHBnfYSzH/z5EmToV8kz/X8ihkw9fqzWtwYksvrbo3ooVM5YxsHYfjv55gFJZnjUl/Wtx9aVQKwAqKioq/51ncwAqSSmHSSnTge+BH6SUFYABgG0eafP66n8CFAIQQvSfrfBBaNJTs0F4SCTe/pmtg15+XkSFRRGRy/5nQw9admqOu5c7vwX+Qo9hXXFwtMfb34uM9AziYuLx9vPmzNFzPHkYTOHiytjX2KhYHF0c0WqVQoWPnxeRYZmtZCXKFOfLb8YTuHU/SzYuZt3e34kIi8TX3xuAxPhEjEYjxUoFWFxgbFQsTll0vf28iAiLolOvD1iz9zfW7P2NpMRknFwyC83Pzl27cU1uXQkiOjKG2Oi4HDrP/AsPibCIhbe/cqxjrw6s3LuMhavnYNAbLGxc3JwZ1GsM7Zt0Y9vfu3n04AnR2Xz19fchLFQ5R2hwGIf3HyclOZWY6FhOHz9PmXIlqfteTR4/fArSCIAxPQmhy2wd/6/Ehkbh5p/Z8ujm50FceMxzUljyzDb09hOS45Io+q5SGfTw8yQ6PNrCNjI0Ek+/zN4ZT18PosOiiQyJJDIkkqCLQQAc33mM4uWL5zjX2R0n8AnwM2+7+7kTm+0cz0Or0zJ0yVgu7juHNBqz6HgQE2apEx0ShXuWuLj7ehBjutaDG/Yxqc0YZnw8maTYBEIfhABQpkZZpEHRPbXjON5FfV9ZNzY8GqFRilcNOjYiNjyGmLBo9m87RNlKpYFn+dLbrOVtekZz7ve0eNaeEbh5Pw1bNwAg4kk4zp4uADy4eo+UhKTnDvnKC4PegLt/lnvs50l0eJSFjZIPMp8VD19Pok3fLdGmeMVFxXFizwlKVioFwKOgR3j6eSClZO+6QAoUK2C2fUZUSBSe/ll1PYjJkj8qN6zKvat3iYuMtUhzcrcyxv7GqWtotBqc3JVhhi+bv/KKgYefZ458EBUShUcWX919PSyel8oNq3I/m6/vdWzMqV2Kr6d3HsfF0zUzvZ8HsWEv7+t/Ra0AqKioqLwZXIBnpfVP87A5Bnxi+twt27EzQAkgQEq5YsKECVETJkxo4euQOQroWOBxWn7UHICyVcqQGJ9EVHg0Ny/epGBAAfwK+aKz0tGkfSOOBh4HIDIsivtBD+jdfAA/Tl9C2NNwWn7UHFcPVypWK09iQiI2tjYUDijI04fB5nOdPXaBJm0bAtD241Yc3H0UAN8CPixYPosvh83glwW/0aXZZ3Rp9hlnjp2nXRdlKEyVWu9iZW3NddPqJ1mx1G3Jod1H2LRiM92a9aZbs948uPOQMhWVgkT5KmVJTEgkKjya5h2aEPjPPrPOuWMXaNT2PQBad2rJkT1K69uRwOO0/qgFAOWqlDXH6K8V/9CzWV9Gdx9PUkKS2aZS1QqkJKcSERaJEIKho/uydoWyCsjJo2dp1U6ZD/DhJ235d9dBAP7ddYjqtSqj1WqxtbOlUtXy3A26T/CTUCpVq8CzJkONlR0YMvLICi/Pw0t38Srqi0dBL7RWWqq8X4fLe8/mK621nQ02DkqdNCToCa6+7iRExys9K+834PTeUxb2p/eeolHHxgCUrFyKpIRkYsJjiI2IJTIkkgLFlHxZse67PL6tzJ/wK5rZ4+NewBOEwLOgN1orHTXer8eFfPoK8NncwQTfecKGWSvwLupn1qn9fj3O7T1jYXvu3zPU76jMz3incklSEpKJNRXUnT2UgrKHvyfVW9bixJYjgFKoK1S6CF6FvKnQoBLSKF9Z951KJbGxs8GrkDcx4TE0+qQp5/aeoWq9yjy+r3wlHA08TsuPmgFQ7rnPbmOOBioFx4IBmc9+/eZ1eGiapxL5OBwfU0x8A/xx9/M0X9fLkJ6abtbRWelo8H4DTmXLB6f2nqKxKR+UqlyK5IQkYsJjsLGzwc7BDgAbOxsq16/Cw1sPAWUIon9AAXwK+VC7VR2srK04k033zL+naWiKbcnKpUg25S/z9barbzGkBuBU4Ekq1FGGKibHJaGz0mFjb4vWSkfNl8xfecWg7vv1c/h6NouvJUy+xmbxtV4uvsaER1OuVnklPg52GI1GvAopebjW+/U4ny2v/b9AvK4uEhUVFZW3lVyW70QI0R5YhFIJOAlUl1I2FEL0AqpJKYcKIQKAtSjLh/4FTM6m0xr4FmVFoN+AWQvGL5IAW1YpyxeOmjWcmg2rk5qSyuzR87l1WWmJrdW4BsO/UpYB3bFhF6u+WwtAherlGTF9CFqdlvTUdL6ZuJg2n7SiQet6OLk4EfokjOTkZH6Z/xsffdqB6Z/PITIsigKF/Zm9ZBours7cvHqbyUOnk5GewZcLxtGkTUNCnihTGAwGA91b9qVEmeIs2bQYBycHpFGyfeMuZptWFlq8eh4zPp9r0n22DKgzt67e5suhM8hIz8DDy52Vu3/FwckBa2srNFotj+4+YuqIWTy6/ZitZzZy80oQM0Yq/vkX9mOGaRnQoKu3mTZsFhnpSmF7zNcjqNWwBqkpacwcNZebpknF03/6kiq1K+Hq7kJ6egYpKSlEhkdx5MAJmrRUKhNarZbObXsTHhpJoSIFlGVAXV24dkVZBjTddI5+Q3vSsUs7pNHIhtX/sOIXJd4jxg1k2KheAEh9GobEzLHDzxg7dQ5nLlwmNjYeD3dXBvfpQcf3Wzw3z42qpizzWLZhJT6a8ilCq+HkxoPs+XEz9bo1BeDomn9x8nLhi62zsXW0Q0pJWlIqs5p9joObE/2WjjFdo4ZHl+8RUKUEBq1g34a9bPphIy27twJg9+pdAAyYMZDKDauSlpLG92O+5c7lOwAElA1g6Lzh6Kx0hD4K5bsx35IUl8S4JRMoULwg0mgk9mkUp3cco92wTmi0Go5s3M/2H/+iYTelAntwTSDOXq5M3ToPO5OvqUmpTGo2gkKlizDxz1k8vvEQKY3YOtphZW1FeloGBzfuY8sPf9KkmxKvfWuUydy9ZvTn3fcqk5aSxi9jvuf+FWWpyimbZuHo5oQhQ8/qmb9z7dgVAEpVK8OAb4bh4ecJSA5u+Jffv/z1lXWtrK3oMaUPNvZKj09CdDxWjrb8+89+fpm7HIDRs4ab8mUqX4+ex03Ts1u7cU2GfzUYrUbL9g27WPndGgBmLZ1G4eKFMBqNhD4NZ/74RbhGGajWshZdvuyltCoLOL39OEtHf0cjU2wPrAnExcuVaabYGk35YEKzEaQmpjDou1GUrlUORzcnUhKSMRqMJCensHfDXjb+sIFWpnywy5QPBs4YRFVTPvh2zCLuXL6DT2FfJi+dBIBGp+XQP4fY+MMG5Tq//Zxy1cvh7u2OwWBg54rtrJ67kubdlHkCgWt2K8/QjAFUfq+KaRnQ77h7Rclf1rbW/HryNwbV709yQuZEaJ2VjiHzhxNQNgBjhoHTO47ToFNjZZnZjfvZ9uNf/ykGKckp7N/4L3//sCmHr31nDKCSydefsvn6y8nfGJLN19LVyvDZtH5otVoMaRkc++cwzT5tbfJ1H1t/+IvGJl/3m3ydvm2+4qtRkpacyrimw0lNTGHwd6MoU7s8jm5OxEfG8fei9RzasI9VD//ObZBanqgVABUVFZX/RdQv0OSNfGknGdNeu6Ym19H5/x2deD3jm7MTkR7/RnRv3sy5pv5/5VkF4HXz2Jj0RnTdNa9v6NMz0qTxxUb/g3ioj3vtmu9Y5X/S98sQZUx9I7rWb+jZdRJWr10zSb6+3rqs2L2hV3C9bAVAHQKkoqKioqKioqKi8hahVgBUVFRUVFRUVFRU3iLUCoCKioqKioqKiorKW4RaAVBRUVFRUVFRUVF5i1ArACoqKioqKioqKipvEWoFQEVFRUVFRUVFReUtQl0GVEVFReV/EUU8Kr6RL+2olITXrulkbffaNQFcrR1fbPQKuFu9Gd3KVl4vNnpJFp2d/do1AdKXTHkjumnnHr92zdg7r39pUYDzka//fr0pWk9xfyO6l2c8fbHRK2BrpX8jugVLv/4lViPvO7x2TQD3Qm9mqV3vfYfUZUBVVFRUVFRUVFRUVHJHrQCoqKioqKioqKiovEWoFQAVFRUVFRUVFRWVtwi1AqCioqKioqKioqLyFqFWAFRUVFRUVFRUVFTeItQKgIqKioqKioqKispbhO7/bwdUVFTyhxAiUUrpmG3fQCBZSrlSCFEaWA9I4CMp5d08dCZKKb/Osn1cSlnnNfvaENgC3ANsgfVSyq9eQSNdSnk82/7PgBGmzbLALcAA7JZSjs9mWxSoI6Vc+4JzFQW2SynL57L/hukc1sBZoI+UMuNlruVlz5uXObD40JntpKSkMmbol1y9fCOHUaHCBfh+2TxcXZ25evkGowZNJCNDj5OTI98umY1/QV90Oi1Lf/yDTWu3YGNjzcbtv6PV6dDptCQlJePm7kpKcioDBozh0sVrOc4xYGBPBg/5jOLFi1KkUBWiomIsjlepWpEDB/9mwGefs2NrYI70M+ZOpEmzBqSkpDBy8ESuXMp5HZ/160q/QT0JKFaYcsXqEB0dm2tQJs76nAZN65CaksrEYdO5fuVWDpsChf355peZuLo5c/3yLcYNmUrNetWYvnAiPn7eRIZHERUZw7Fdx/j921XmdCOnD6V245qkpqQya9Q8gq7eBqBmw+qMnD4UjUbDtnU7Wf3jOgD6jf2Mes3rIKUkJjKWWaPmEhkWRZF3i9PruxG4+rojBJzbfoJVo3+08NGnuD/d5w+iYLkAti9Yz75ft5uPfXX0e9ISUzEajRj1Bua1m5hrLLIz+euFHD52Gnc3V/5ZvSRfaQC0xSpi3aIHCA36iwfJOL4th42mSBmsm3VHaLXI5ARSV80CQFe9BVaVG4IQZFw4gP70HnMaq8o1sO8zDDQa0v7dQerflo+lrlwlHCfMwhgeAkD6ySOkbvwDjX8hHMdMzfTPx5/kdb/Bt4pfdnWr4TFuEEKrIf7v3cQt35DrddmUK4n/msWEj/2apL1HAHDp8SFOH7YECem37xPx5QIAfBpVpNL0HgithvtrD3LrB8sY+LWoSrkvPgKjxGgwcGnKKqJOB2Hn70717wZh6+2CNErur97PnWWZMXhTusceRDL/0E2MRkmH8gXpXT3AQvePs/fZeTMUAIM0cj86if0DGuFia6XsM0q6rTuJt6MN37Wvkmv8XBpWpuiM3giNhvB1/xL8w+Zc7RzefYfy22dze+BConecyHHc6b0qFJjaF6HVErU+kPCf/8pVx67iO5T8Zz4Phs4nbudxhI0V72ycjcbaCnRa4nYeI3TROrO9VbUaOAwchtBqSN21g5SNlvnLqmIlnKbNwhiq5K+0Y0dIWfMHAG5/rEempIDRgDQYiBs2IPN66lfFe9IAhFZD7KY9RC/dlKu/thVKUGTjQoJHziFhzzEANE4O+M4agU3JIiAlIRO+hahzWFevgeMQ5VlI3bmD5PXZfH23Ei7TZ2F45uvRIySv+iPTQKPB7aelGKMiiJs0IVd/XoRaAVBR+V+MlDLrr3oHYIuUcmoe5s+YCJgrAK+78J+FI1LKtkIIB+CiEGK7lPLcS6RvCCQCFhUAKeXvwO8AQogHQCMpZWQeGkWBrsBzKwAv4K6UspIQQgvsBT4G1vwHvVelFVDiveptqVytIjMXTKZD8245jMZPHcnyn1exbfNuZi2YTOfuH7L694307PsJt4Pu0qfbMNw93Dhwaiv/bNpBWlo6XTr05XFkOK1aN+HXZQv5oP2nAHy7eCaN3vsgxzlOnDjLrp372LVnfY5jGo2GGTPG8e+/h3O9iMbNGlCsWBHqVGlJlWoVmfPNVNo0/SSH3ZlTF9i75yB/b/8jFxWFBk3qUKRYIVrW7Mi7VcszZd44PmnVO4fd518OZeUv69j5z16mzh/PR9070GtQVxZM/4F2H7XCx9+bsQO/JOZ+hDlN7cY1KRhQgM71elCuShnGzB5J//eHoNFo+HzWCEZ2GUt4SATLdv7M0cDjPLj9kDU/b+DX+b8D8FHvD/hsVA/mj/+WkNtPEMDMpqMx6g1MO/I9+37ZSvCtzLXxk2IT2TRtBe82r5brtS7uMp2kmJd7V0OH1s3o2rEdE2csyH8iIbBu9Smpa+Yg46Ox7TMdfdA5ZGRwpo2NPTYte5G6bh4yPgrsnZWkXgWxqtyQlN+mgkGPbdcvMNy+iIwJA40G+/4jSZj2OcaoCJzn/UL66WMYnzy0OL3+xmUSZ1kWaIzBj4kf3VfZ0GhwXfYnGaeOmLc9Jw0lpP949KGRFFj/PckHTpBx75HldWk0uI/qS8rxzK8grbcHzl078KRDX2RaOt4LJuHQqiH8fonKX/fiSOfZJIdE02TXDIIDz5MQlLk2fviRq4TsUbRcyhSi5tLhBNYfi9QbufzVGmKvPEDnYEuTPTMJO3xVSasRr10XUjAYJXMO3ODnD6vi42hLt3Unea+YF8U9MtuLPq0WwKfVlErBoXvhrDn/0Fz4B1h78SEB7g4kpeexTr9GQ8DX/bjxyVekh0RRfuc8YvacIeX2kxx2hSf1IPbgxTx1Cs4YwN1uU8gIjaLk1m+I+/c0abcf57Dzn9CLhMMXzLtkWgZ3u0zGmJwKOi0l/pxD/MHzJF+4BRoNjkNGEjfhc4yREbh+/wvpJ49heJQtf129TPyU3AvMcV+MRMZne5+ARoPP1ME8/mwSGaGRFP3rWxL3nST9bk5/vcb0JunoeYvdPpMHkHTkHMHDvwYrHRpbG+zdNTgNH0nMF59jjIjA7adfSDtxDMNDS18zrl7Os3Bv9+FHGB49RDjY53o8P6hDgFRU/hcjhJgmhBgjhGgNjAT6CiEOmI51F0KcFkJcFEL8IoTQCiHmAHamfWtMdomm/w2FEIeEEBuFEEFCiDlCiG4mjStCiOImOy8hxF9CiDOmv7rP81FKmQScA4oLISoJIU4KIS4LITYLIdxMmsOFENdN+9ebWsYHAqNMvtZ/QRyEEGK+EOKqydfOpkNzgPomjVFCiKJCiCNCiPOmv3xXfqSUBuA0UMB0zqqmeJ0TQuwRQviZ9vczxeWSKU72pv0+pmu+ZPp7dm6tEOJXIcQ1IUSgECKvt2e1B1YCXDh7GWcXJ7x9PHMY1alfg51b9wLw1/qtNG/d6Jn/ODoqL7ZxcLAnNiYOvd4AQHJSCgBt2zYjNjYOCZw5cxEXF2d8fHO+FOnypes8epT7i4IGDvqULVt2ExEelevxlq0bs2n9FgDOP+c6rl6+wZNHwTn2Z6VxqwZs2bgTgEvnruLs4oSXt0cOu1r1qrFn234AtmzYQfuPW/Po/hMiwiKRUrJzcyCNWzawSFOvRR12/6nE8dr5Gzi5OOLh7U6ZyqV58uApwY9C0Gfo2bdlP/VbKLcyOTHZnN7O3pZn79ksULowEQ9DiXocjkarISM1nQpNLQv6iVHxPLp8F4PpnrwOqlWqgIuz00ul0fgXxxgdhoyNAKMBw7WT6EpWtbDRla+D/tYZpfAPkByvpPX0x/D0LujTQRoxPLyJrrRynboSZTCGPMUYFgJ6PelH92Ndo95LX5OuQhUMocEYI8IAsKlQioxHweifhIJeT9KuQzg0yvlYO3dtT9K/RzBk60kSOi3Cxga0GoStDYbwaNwrFyfxQRhJjyKQGQYebzmJfwvLGBiS08yftfY2PLvZqeGxxF55AIA+KZWE28HY+boBvDHdq6FxFHKxp6CLPVZaDS1K+nLwbnieMdx9K5SWpfzM22EJqRy9H8kH5Qvkmcax8jukPggh7VEYMkNP1JajuLWokcPOt3droneeQB+Z+4u57CuVIO1BCOmPFZ2YbUdwaVYzh51Xr7bE7TqeQ8eYnAqY7puVzhwfXakyGIKfKq37ej1pB/djXfvl81d2bCuWJP1hMBmPQyFDT/yOwzg2rZ3Dzq3H+yQEHsMQFWvep3Gww65aeeI2mXpqMvQYE5LQlS6D/ulTjCEmXw/sx6ZO/n3VeHphU7MWKTu3v9j4eTr/KbWKisr/CKSUO4ElwCIpZSMhRBmgM1BXSlkJZYhMN9MQmRQpZSUpZc7mY3gXZXhNBaAHUFJKWQNYBgwz2Sw2nac60NF0LE+EEB5ALeAaSgF2nJSyInAFeNZbMR6obNo/UEr5IMv1VJJSHnlBCD4EKpn8bwrMNxXIx6P0RFSSUi4CwoFmUsoqpvh89wLdrNdhC9QEdgshrIDvUYZaVQV+A2aZTP+WUlaXUr6LMnyoj2n/d8Ah0/4qpngAlAB+lFKWA2JRYpobBQBzs1NocBg+ft4WBm7ursTHJWAwKIXIkOAwfP18APhj2TreKRHAmWv72HPkL76aOJdnb4LXaDQcP7mDbt07cvLkOc6euQhA8NMQ/P198xsi/Px9aNeuBct+zbuDxNfPm+CnoebtkOAw/Ew+viw+vt6EBoeZt0ODw/HOFhNXdxfi4zNjEhochrePJ6FPlXSVqlXgk14d6fzphwSULGpO5+XrSXhwZiEqPCQCL1/PXPZH4pWlktR/XG/+PrOe5h80ZZmpN8DFx52MtAwmBS5g4p4FnNh4AGdv13xfp5QwdNUkvtg2m7pdmuQ73asgnNyQ8dGZ506IRji5Wdho3H0Rtg7Y9piEbZ8Z6CoohRdj+BO0hUuBnSPorNG+8y7CWamQCXdPDJGZcTNGRaDxyFnx05Uqh/PC5Th+OQ9toaI5jtvUb0L6kX2Z9t6e6EMze270YRFofSwrgVpvDxya1CV+4w6L/YbwKGJXbKLw3tUU2b8eY2IyKSfOYefrTsrTzApsSki0ubCdFf9W1Wh+ZD71Vo3l7KilOY7bF/TEtUIRos8rozHflG54Uio+Trbm4z5OtkQkpeVIB5CSYeD4g0ialMh85uYfusmIeiXRkPeLZK19PUgPzvQ9PSQKaz/LtxBb+brj3qomYStzDvvLtPEgIySzwzYjJBIrX8v7ZeXjjkuLWkSu3p1TQKOh1M5vKX9+FQlHLpJ8MUjZ7eGJMSJL/oqMQOOZS/4qUw7Xn5fjPHMe2iJFLY65fL0A1x+WYtPq/Sy+eKAPzfRXHxqJVbb8pfPxwKlZHWLX7bS8jsJ+GGLi8JsziqL/fI/vrBEIOxu0ntl8jcjdV6uy5XBbuhyX2Za+Og4ZSuLSJebKz6uiVgBUVP5v0gSoCpwRQlw0bRfLR7ozUsoQKWUacBd49k1+BWU4DSgF7B9MulsBZyFEbs2M9YUQF0wac4AngKuU8pDp+B/As2bXy8AaIUR34FXeFV8PWCelNEgpw4BDQPVc7KyAX4UQV4BNKHMIXkRx07VGAY+klJeBUkB5YK/p2GSgoMm+vKmX4QrQDShn2t8Y+BmU3gQp5bOmrftSyoumz+fIjLMZIUT/gwcP1mvRosWyxNQshbNsPwBC5PwBf2bzXqO6XLt6i+rlmtCqYSemz52Io5PSI2A0GqlTqw2HDh6ndKl3KFu2ZJ7neB7z5k3hy8lzMBqNedo8z8eXJRepl4rJ9cu3aFK1HYtn/0zQ9dvM/m36C9O9yP+lc3/jw+qfELj5Xzp+1sGslRgVz6zmY5jXbiLlm1RFaPL/87uo4xTmth3PT71mU79nC4rXKJPvtC9NbkHNjkaDxjeA1PULSF07F6v6HRDuvsioYDJObMe263hsu36BMewRGA1562a77fp7QcT270z86D6k7fgLx/GzLA10Oqyq1yH9+MEs/ubiX7Y84DFuENGLlkG2fKlxdsShUR0etezJwyZd0NjZ4ti2Sb40AYJ3nSWw/liO915EuS86WRzT2ttQe/lILk5ZhT4xJd++vpLuSzw+h+9FUMnf1Tz85/C9CNztrSnr4/z8hLn6brlZ9KvePJq1KkecXyiULQYFpvYjeM4fuesYjdxqPZLrtXpjX6kEtiULm2Tzkb/uBBHdozOxg/qQsuUvnKdm5q+4UUOIHdqPuElfYNeuA7ryFZ+jaynsPbE/4fN/y+Gv0GqxLfsOMWt38qDDMIzJqXj0/ziPGGTz9XYQUV06E9O/Dymb/8JluuKrda3aGGNi0d8OyqnxkqhzAFRU/m8igD+klC87Oyhrs5Exy7aRzO8LDVBbSpnyAq0jUsq2ZoeEcHmObRuUykA74EshRLnn2OZGPkotAIwCwlB6CjRAaj7SPJsD4AccFEK0A+4D16SUOfuCYQXQQUp5SQjRC2Uuw/PIGnMDkHUI0BCgn6mAualhw4b7i3hUXAvg6+9DeJaWT4DoqBicXZzQarUYDAb8/H0IC1Vamjp1bc9Pi38D4OH9xzx+9JTiJQJ4t3I5PunREYM0cu7cZeITEmna7D2uXw/Cv4AfISFh5JfKVSqwYuX3AHh4uNGyZSMMBgO+ft50+1QpyFw6fwX/Apm9Cn7+PoSG5j1cITu9+nahZy9lhNfVC9fx9c9syfT19yYiW0xiomJxds6Mia+/DxHhUfgW8CEpMQkAHz9vLpy5QumyJXFxcyYuJp7wkAi8/TN7E7z9vIgMi0JnbZVtvyeRYTmnoARu3s+ClV+z/Js/iA2Nws1faTUMu6sMnZLPLSRZEheuTLJOjIrn8p7TFH23eL7TviwyPhrhnNmyK5zckQmWk7xlQgyGlMuQkQYZaRge3UTjUxhDdCj6i4fQX1Tq+FaNPjb3JsioCLSemXHTeHhhjM4Wt5TMIVQZ50/BAC3CyQWZoNSVrarUxHDvNjIu0x99WCS6LD0wOh8vDOGZlWQAm7Il8Z6nTJzWurlgX68G0mBA6LRkPA3FGKPoJ/17FJt3y5Ky+ix2BTJbee383EkJi80zZpEnb+JY1Btrd0fSoxMROi21l4/k0d/HCN55NvPyQqLfiK63oy1hCZlfZWEJqXg52OSquSfIcvjPxeBYDt2L4Oj9w6QbjCSl65m0+wqdsWzdTw+Jwto/03drPw/SQy3j7PBucUr8PBoAnbsTrk2qIg0GYnafNttkhEZi5ZfZ2m3l50lGmKWOXcV3KPr9GAC07s44NaoKegNxgafMNob4JBJPXMWpYRVSgx4pLf5eWfKXpxfGKMv8JZOz5K8zp2CoFuHsgoyPwxit9G7IuFjSjx3BqnQZ2HaXjNBIdL6Z/up8PcnIlr9sy5egwCJl/QmtmzMO71VHGoykXLyJPjSS1MvKwgQJe47i0b8T6X8dsfTV6/m+pp8+hRih+GpVrjw2depgU7MmWFujsXfAecIk4mdnqyznA7UHQEXl/yb7gI+EEN4AQgh3IUQR07EM0xCWVyUQGPpsQwhRKT+JTC3eMVnG8/cADgkhNEAhKeUB4AvAFXAEEoD8DmA+DHQ2zXPwQqlMnM5FwwUIkVIaTefX5lMfKWUIypCiCSirAnkJIWoDCCGsslRanIAQU4yzDrPaBwwy2WuFEC9ocgPgR5ShTZWAf4CeAJWrVSQhPoHwXAqeJ46eoXW7ZgB0/KQde3cdBODp01DqNlDG2np6uVPsnSI8evCE7f8E8km7PtSp1YbA3Qdo2LAOQUF3qV69EvHxCYRlK1A/j/JlG1CuTH3KlanPP5t3Mf7zGezesY8Vy9bRrP6HNKv/Ibt27KPTJ+0BqPKc68iLFcvW8WHj7nzYuDv7dh2i/cetAXi3ankS4hNznXtw6tg5WrzfGID2nduw9c+dFClWiAqVy2JlpaP1B8158ugpQiOIi1HGsx8NPE7Lj5Q4lqtShsT4JKLCo7l58SYFAwrgV8gXnZWOJu0bczRQWemkYEDmGOr6zevw8K4yETUxKh6vor54FPTCs4gP7v4enNtqMbc9T6ztbLBxsDV/Ll2/IsFBj1+Q6tUxBt9Thvi4eoFGi7ZcLfRBlhMb9bfOoS1UCoRGGerjXxzjs0nCzyYEO3ugK1UN/TXlOvW3b6LxK4jG2xd0OqzrNSbjzDELXeGaWejUligNQmMu/ANY12tCWpbhPwBpV29hVaQAugKKrkOr90g6aLnyzONWPXncUvlL2nuEyFnfk7z/OPqQCGwrlkbYKoVlu5qVybj/iJiL93AM8MW+kBfCSkuh9rXME3Of4VA0s+LpWqEoGisd6dGJAFRb2I+E20+5/csuizRvSrecrzOPYpN5GpdMhsHInqBQGha3HAoHkJCWwbkn0TQsnllhGl6vBHv6vsfOPg2Y06oi1Qu5M6tlhRxpEy/ewTbAD5tC3ggrHR7t6xETeMbC5mKtQVyoOZALNQcSvf0E9ycstSj8AyRfuo1NgD/WhXwQVjrc3q9P/N5TFjY36vXjuukvbudxnny5hLjAU2jdndE6K72WwsYap3rvknZHmYSsv3UTbYGCaHyUfGDTsDHpJ7PlL7fM/KUrVRo0GmXSr40tws7U7mJji1XV6ugf3Acg9UoQ1kX9sSroA1Y6nNs0IHHfSQvde016c7fxZ9xt/BkJe44SNu1HEv89gSEyhozQCKxN3wsOtSuRducR+ps30RUoiMbX5GujxqQdt/RVk91XofiatPxXoj7pRFS3T4ifOZ30i+dfqfAPag+Aisr/JuyFEFmXXFiYl6GU8roQYjIQaCpgZ6C0Jj8ElgKXhRDn85gH8CKGAz8KIS6jfIccRpmwmx8+BZaYJsbeAz5DKYSvNvUQCJRx/7FCiG3An0KI9sCwF8wD2AzUBi6hdKZ+IaUMFUJEAXohxCWUlvmfgL+EEJ2AA0DSy1w4SiF8GspcgI+A70x+64BvUcb1fwmcQon1FTIrICOApUKIPigt/YOAkJc4906g9eGzO5RlQId9aT6wYv2PfDFyGuGhEcz+ahE/LJvHmIlDuXblJhtW/w3Adwt+4ZsfZrDnyF8IIZjz1bfERMdSumwJFv44EykEGo3g7p0HzJs/hZTkFAYO/MJ8jr82/8aQweMJDQln0KBejBzdHx8fL06e3sWePQcZOnh8dn9zZV/gYZo0a8CJC7tJSU5l1JBJ5mOrNy7h8+FfEhYaQZ8B3Rk8vDfePp7sO/YP+/YeZszwKRZah/49RoOmddhz+m9Sk1OZOGKG+dgvaxcxedQsIsIi+WbG93zzyyyGTxjIjStBbFq1hScPgvl59UKcXZyIjYnj0/5d2Lf1AB16vM8/q7ZxYt8pajeuycZjq0lNSeXr0fMAMBiMLJr8PQvXzkWr0bJ9wy7uBz0AYNCEfhQuXgij0Ujo03Dmj18EQNEqJdFoNUzetwgh4PyOE9w7d4t63ZoCcHTNvzh5ufDF1tnYOtohpaRh79bMavY5Dm5O9Ftqag3Vaji75Rg3Dl0Ccq6clJ2xU+dw5sJlYmPjadKhO4P79KDj+y2en0gaSd/9B7ZdvgCNBv3FQ8jIp+iqKBUo/fn9yKhgDHcvY9d/NkgjGRcPIiOUrybbj0Yg7ByRRj1pu/+AVFNLptFA8q/f4jR1gbIM6L6dGB4/wKZFOwDS9mzFuvZ72LRsDwYDpKeR9E2WlYOtbbCqVI3kJd9Y+mswEvn1D/gu+Rqh1ZCweQ8Zdx/i1KkNAAmbLMf9ZyXtyk2S9h6hwMafQG8g7eYd4jftRBpcuThxBfXXjUNoNTxYf4j4oKcU66nMv7i3ch8F21SncKf6yAwDhtR0Tg409XzVKEmRTvWJvf6IpnuVxdauzt5A6P5LSIPxtevCY3QaDeMalWbw5vMYpaR9uQIU93Bk02WlotipYiEADtwJp1YRT+ysXqHoZzDyYNIySq+dgtBqCF+/j5Sgx3j3aA5A+Kq8x/1n13ky5ReKrZyG0GqI3vgvqbcf49GtJQBRa3IZ92/CytudwgtHKsPnNILY7UeJ32/qCTEaSPzxW1y+VvJXauBODA8fYNtGyV+pO7ZiU/89bNsq+UumpZEwW8lfGjc3nKfOVHS0WtIO/EvG2dOAAxiMhE3/mULLZ4JWQ9yfgaTfeYTrJ0rDQ+z6ndndtCBsxhL8FnyBsNKR8SSUkPGLcHUxkPD9t7jOXYDQaEjZZfK1rcnX7VuxafAedu3aIw0GSEsjbuZLraKdL8Srjr1UUVFRUfl/TxGPim/kSzsq5eWWmMwPTtZ5LWj033C1dnyx0SvgbvVmdCtb5VxJ6b+y6Ozs164JkL5kyouNXoG0c6+/1yL2Tu7DXP4r5yNf//16U7Se4v5io1fg8ozcV/n6r9havcoUrxdTsHTuqw79FyLvO7x2TQD3Qi/b7pQ/vPcdyu9QWEAdAqSioqKioqKioqLyVqFWAFRUVFRUVFRUVFTeItQKgIqKioqKioqKispbhFoBUFFRUVFRUVFRUXmLUCsAKioqKioqKioqKm8R6jKgKioqKv+LSDe8mVU0XGzsX7um8Q2tMmeteTM/Xdp8v0/u5XhsfP2rfryp1XqsB05/sdErcLLcy76T8MVEvqF8cN/6zeSDEcvrvXZNw+5dLzZ6BZ7IN7Milkx/I7I8vfj6V+wJ1+X7NTEvhffV570T89Vp85L2ag+AioqKioqKioqKyluEWgFQUVFRUVFRUVFReYtQKwAqKioqKioqKioqbxFqBUBFRUVFRUVFRUXlLUKtAKioqKioqKioqKi8RagVABUVFRUVFRUVFZW3CHUZUBWVl0QIkSil5RppQoiBQLKUcqUQojSwHpDAR1LKu3noTJRSfp1l+7iUss5r9rUhsAW4B9gC66WUX72CRrqU8ni2/Z8BI0ybZYFbgAHYLaUcn822KFBHSrn2BecqCmyXUpbPz/7/KQghdgJdpZSx/3/5MGPuRJo0a0BKSgojB0/kyqUbOWw+69eVfoN6ElCsMOWK1SE6OjZH2lGDJ3H1cs60hQoX4KflC3Bzc+HKpesMHziBjIwMXFyc+eaHGRQJKERaajqfD5vMrRt3zOk0Gg27D24iNDiMnp8Mfi2+Nm/ekNSUVL4cMZObV4JypC1Q2I+5S6bj7OrMzSu3mDh0OvoMPQ1b1GfIuH4YjUYMBgPzv1zMhdOXqdOoJuNmjMRKp8Pa1obbV+8w/tNJFprDpw+hVuOapKWkMXvUPIKu3gZg3DdjqNO0FjGRsfRq0tds32dsL5p90BRPXw+k0cjW5VtZPW9lDl/7fdWfqo2qkZaSxuLPv+XeVeXrwsHZgaHzhlO4ZGGkhO/HLubW+Zt0/bw7NZvXxNZNA8nxZFw6jHWDD0Fo0F88SMbxbTnOoSlSButm3RFaLTI5gdRVswDQVW+BVeWGIAQZFw6gP70nR9rcmPz1Qg4fO427myv/rF6SrzQA7o3epeTMXgithuA1+3n4/RaL454tq1Fs3MdglEi9gaAv/yDu9C3si/tRfulIs51dEW/uzdtE5LJAAHwbVaTy9B4IrYZ7aw9y8wfLGPi3qEqFLz5CGiXSYODClFVEng7Czt+dmt8Nws7bBWmU3F29n9vLlBgEvFeRplN7oNFquLT+ICd/ttQs26EOtQa2BSA9OZXASSsIv/EIrY0V3TZORmetQ+i03Np5mqOL/janO3btAfP+PIjRaOSDuuXp3byGhW5CShqTVuwiNCYBvcFIz6bV6FC7HACtvlyOg60VGqFBpxWsHdfNnE5bqjI27fuBRkPGqb1kHPgrR/y1xctj3a4PaHWQFE/Kz0oet5+4FJmWAkYjGI2kLP4cAJ9GFalkiuv9tQe5lS2ufi2qUu6Lj8AoMRoMXJqyiihTXKt/NwhbU1zvr97PnWWZecsn2/3KruufTfdiFt0aWXTvZdP1avQuZWf2RGg1PF5zgLvfb7XQ9WlZlZLjPkYajUi9ketfriTm9C0AGp35Dn1SCtKgHDvWIvP5L9CwIjWn90BoNAStO8iVHy39LfZBHSoMVvKCPjmV4xNWEHP9kZJP+rSgZNeGIARBaw9w3eTvf/EVAI2gXuDXpIZGc7b7/Bz3Oj+oFQAVldeAlDLrr2AHYIuUcuoLkk0EzBWA1134z8IRKWVbIYQDcFEIsV1Kee4l0jcEEgGLCoCU8nfgdwAhxAOgkZQyMg+NokBX4LkVgP/XCCF0Usr/vLC+lLL16/DnVWncrAHFihWhTpWWVKlWkTnfTKVN009y2J05dYG9ew7y9/Y/cqStV7UVVapVZPY3U3i/WZccaSdNG82vP69k69+7mLNwCl16fMjK3zYw7PN+XLtyk749RlC8RABfz59M5w59zOn6DerB7Vt3cXJyfG2+vl/7YypUKcfkuWPp3rpfjrQjJg9m9S8b2L3lXybPHcsHXd9n0x+bOXXkLAf3HAGgRJnizF86kw/f68bE2WMY8PEI2r7fjB7Du2LnYGehV6txDQoGFKRrvZ6UrVKG0bNHMPD9oQDs3riHzb9vYeLicRZpNvzyJ007NKFHw940b/UenYZ15tDmAzy+/dhsU7VRNfyK+jOwQX9KVi7FoFmDGdteKXz1ndaf8wfPMXfgbHRWOmzsbADY/MtfrP1mNWv7u6Kr3gKb1p+R8uskZHw0tn2mow86h4wMznTExh6blr1IXTcPGR8F9s4ACK+CWFVuSMpvU8Ggx7brFxhuX8wRy9zo0LoZXTu2Y+KMBfmyB0AjKDWnNxc+nkVacBTV98wmcs9ZkoKemk1iDl/h9O6zADiWLUz5pSM5WW80yXdDON1knFmn3qUlROw8rVyHRlD1614c7DyblJBomu2aQXDgeeKz6IYfucqePcpXnkuZQtRZOpxd9cci9UYufbWGmCsP0DnY0nzPTMIOX0U8CqH5jE9Z320OCaHR9No6ndv/niPqdmZc4x5HsObjmaTFJ1OsYUVazu7Nyg7TMKRlsK7L12Qkp6HRaen+55fcO3iJ4At3MRiNzN64nyXDPsTH1Ylu89byXoXiFPfzMOtuOHSJYn4efDeoA9EJyXSYvoI21UtjZVqT/tcRnXBztMyfCA02HwwgZelUZFwUdiMWoL9+GhmWmdewdcDmw4Gk/DoNGRuJcLRciz7l58mQnGBxvyp/3YsjnWeTHBJNE1NcE7LFNSRLXGsuHU6gKa6Xv1pDrCmuTUxxTQh6ChpBla97cdik2zQX3bAjVwnOoltr6XD2ZLlfz3SbZtMtN+czTn38NanBUdTbM4uwPedIzKIbefgqYbsVXaeyhamydDiH6o0xHz/54UwyorPEwJS/as36lD1d5pAcEs37O6fzKPAccVnyQuLjCHZ9NJP0uGQKNKpI3bm92f7+NFxLFaRk14ZsazMVY4ae5mu+4Mm+i3A35D/7GtCvFYm3n6JzypYXXgJ1CJCKymtACDFNCDFGCNEaGAn0FUIcMB3rLoQ4LYS4KIT4RQihFULMAexM+9aY7BJN/xsKIQ4JITYKIYKEEHOEEN1MGleEEMVNdl5CiL+EEGdMf3Wf56OUMgk4BxQXQlQSQpwUQlwWQmwWQriZNIcLIa6b9q83tbwPBEaZfK3/gjgIIcR8IcRVk6+dTYfmAPVNGqOEEEWFEEeEEOdNf/mu/Aghegkh/hFCbBNC3BdCDBVCjBZCXDBdk7vJ7qAQ4lshxHGTPzWy3KulQohAYGVecRRCvGfy96JJ20kI4SeEOGzad/VZPIQQD4QQnqbPo03HrgohRpr2FRVC3BBC/CqEuCaECBRC2OUW8/zGISstWzdm03qlNfX82cs4uzjh7eOZw+7q5Rs8eRT83LQueaSt26AmO7YoLa6b1m2hResmAJQsVZyjh08BcPf2fQoW9sfTSynQ+Pn70KT5e6xdldka+bp8vXL+Gk7Ojnh6e+RIW6NuVfZuPwDA1o27aNyyAQApySlmGzt7O6SUlK9clsf3n5CRkUHNRtU5tOMw7l5uFnr1WtRlz5/KtV8/fwNHF0c8vN0BuHTqCvGx8Tl8KFKiME8fPCXkUQhWNtaEPAihRvNaln42r8mBv/YDEHThFg7ODrh5u2HnaEe5GuXYu145pz5DT1K88jKxlMTMa9B4+CFTU5CxEWA0YLh2El3Jqhbn0JWvg/7WGaXwD5Cs+Krx9Mfw9C7o00EaMTy8ia50tRzXkRvVKlXAxdkpX7bPcK7yDin3w0h9GI7MMBD2z3E8W1a3sDEkp2Vem72N0oeaDff6FUh5EEbqE6Wtwb1ycRIehJH0KAJjhoFHW05SoIVlDPRZdHX2NmB6QV1qeCwxVx4oNkmpxN8Oxs7XDb9KxYl5EEbcY0Xz+raTlGhmqfn03G3S4pOVz+fv4OTnbj6WYTqfRqdFY6V7djquPgilkJcrBT1dsdJpaVG1FAcvW3YQCwFJqelIKUlJy8DF3hat5vlFNU3hEhijQpHRYWDQo794BF05y54FXZUG6K+cQMYqcZOJcc/VdK9cnERTXGWGgcdbTuKfLa5Z75c2W1xjs8Q1wRTXvHSz36/86sZn0XWt8g7J90NJMeWv4H9O4NOy2gt0nxsCADxN+SvRlL/ubTlJ4Wz+hp+9TXqckhcizt/B3pQXXEv4E3H+LobUdKTBSOjJmxRuWe0/+2rr5453s8o8XnPgxRfwHNQeABWV14iUcqcQYgmQKKVcIIQoA3QG6kopM4QQPwHdpJTjhRBDpZSV8pB6FygDRKMM31kmpawhhBgBDEOpZCwGFkkpjwohCgN7TGlyRQjhAdQCZgDrgGFSykNCiOnAVJPmeCBASpkmhHCVUsZmvZ58hOBDoJLJf0/gjBDisEl3jJSyrckXe6CZlDJVCFHC5E/+Sh8K5YHKKMOa7gDjpJSVhRCLgJ7AtyY7ByllHSFEA+A3UzqAqkA9KWWKEGItucdxDDBESnlMCOEIpAL9gT1SyllCCC1g8fpcIURV4DOgJiCAU0KIQ0AMUALoIqXsJ4TYCHQEVpMt5i8RAzO+ft4EPw01b4cEh+Hn50N4WF4dMs9P65strZu7K3FxCRgMhkwbf28Arl+9Reu2TTlz8jyVqlSgYCF//Px9iIyIYvrs8cycsgAHJ4fnnu9VfQ0LicDbz4vI8CjzPld3FxLiE82+hoWE4+3nZT7euFUDhk8chLunG0O7j8Hbz4vQ4DC+mDGSn2cu5b3W9bG2sbY4r6evJ+HBEebtiJAIPH09iQqPztNXT19P3Lzc+PPMOlISUti1cgeFShS2sPHw9SAyJPO6I0Oj8PD1wKA3EBcdz/BvRhJQJoC7V+7w67SlpKUohYLuY3tg92lTkBLDo5vm9DIhGo1/cYtzaNx9QavFtscksLZFf3oP+itHMYY/wbphJ7BzhIx0tO+8izHkft7B/4/Y+rqTGpx5n9KCo3Cu8k4OO69W1Sk+qQvWni5c7D4nx3GfD+oQtvmYedvO152Up5m6ySHReFQuniNdgVbVqDixMzYezhzpkXPIhH1BT1wrFCHq/F2cmlYgISTz3iaEROOfi+Yz3v2kIfcOXjZvC42g1/aZuBX14fzKvYRcVAr54bGJ+LplVpx8XB258iDUQuuT9yoxYskWmk1cSlJqBnP7tEajUd5MLAQM+uFvBNCxXgU+qldR2e/iYS7YA8jYKDRFSlroajz9QavDbtBMsLEj48h29OcyC5B2/b8CJBkn9qA/FZgjrikh0bjnEgP/VtUoP7Ezth7OHH1OXKPPKzGw83UnOR/3y79VNSqYdPO6X25ZdG193UjJkr9Sg6NwzSV/+bSqRulJn2Dt6cKZ7vOyHJHU3DABpOThqn08XqVUzO193UgKzswLySHReD0nL5T8pCFPDyh5IebmE6qM64SNmyP6lHQKNn6XyEv30fxHX8vO6MmN6WvROdrm6Ud+UCsAKipvliYohc0zQggAOyA8H+nOSClDAIQQd4FA0/4rQCPT56ZAWZMugLMQwklKadmHqbS8XwCMKC3xTwBXKeUh0/E/gE2mz5eBNUKIf4B/8nmNWakHrJNSGoAwU+G3OpC9idQK+EEIUQll3kBJXo4DputMEELEAc8GZV4BKmaxWwcgpTwshHDOUsDeKqV81pSaaxyBY8BCofTQ/C2lfCKEOAP8JoSwAv6RUl7M5fo3m3pbEEL8DdQHtgL3s9ifQxkWBfmIuRCiP0rlA2c7X+yt3bIfz5FGynw0b+Uz7fNsfvh2GdNnTyDw8F/cvB7E1cs3MRgMNG3xHpER0Vy+dJ3a9arnS+tN+wqwf9dh9u86TJValRgyrh9/rvoH3wI+PH7wlKArt3mvdc5OrlwkX+izEHDrUhDzxn5D3+E9qVS/EpEhUZY25O6rVqelePni/DplCUEXg+g7rT8dB3di7TerAVg9fxWt47Zh3X4QGs8Cz/UDjQaNbwCpa2aDzgq7z6ZheHoHGRVMxont2HYdDxmpGMMegdHwfK3/Qm5BzIWIXWeI2HUG11plKD6uMxc6zcyUsNLi2bwqd2ety6Kbi0gu9+bprrM83XUWr1qlKf9FJw51nm0+prO3oe7ykVyYsgp9YgrWuYnmcbsL1y5Dxc7vsbrjjExTo+T31pOwcbbnw6Uj8SxZkMigJ7lKZM+vx68/oFRBL34d8RGPI+IY+MNfVCleAEc7G1aM7oy3qyPRCckM/P4vAnzcqZS7WzljoNWiLViclF++BJ019sPmYXh4CxkZTMoP45Hx0QhHF2z7f4Ux4glcyIcmELzrLMG7zuJZqzTlvujEkSxx1drbUHv5SC6a4qpcb26yz9ct/0UnDmfTrZNNN7/5K2zXWcJ2ncW9VmlKjevEqU7KKNzjbaeRFhaDtaczNTdOJOl2MOFnb+fxfZK7tm+dMpTo8h47P1DyQtydYK78uJ0W68aTkZRK9PVHSIPhP/nq3awy6ZHxxF++j3udPNv78oVaAVBRebMI4A8p5YSXTJeW5bMxy7aRzOdWA9TOUpDNiyPPWt4BhBAuz7FtAzQA2gFfCiHKvZTXuf8c58YoIAylp0CD0rr+MuQnPpDzZ/vZdlKWfXnFcY4QYgfQGjgphGhqqkg0QInTKiHEfCll1pmdz7v+rD4bUCqDkEvMs89LkFIuBZYC+LmWlQC9+nah26edALh0/gr+BXzN9n7+PoSG5l3PdHR04K/tK9AbjLmmDcuWNjoqBhcXJ7RaLQaDQbEJUVrEExOSGD10stn25KVAHj18QrsPW9G8VSOaNG+Aq6sLDo723Lh/gh1bA/+zrw8u3gPAx8+LiFDLnoOYqFicnB3Nvvr4eeewATh/8iKFihYgOTGZwgGFKF4ygAZN6uDs5oy1jRWTv5vAzOFKoSMiJBJv/8xeBC8/L6LConJoZiVrmsP/HOT93u0I+s1yol9kaCSefpnDnzx9PYgOi0ZKSWRIJEEXlQnOx3ceo+Ogj3Kcw3DzNLp2A83bwskdmRBjYSMTYjCkXIaMNMhIw/DoJhqfwhiiQ9FfPIT+otIOYNXoY2R8NJripZ57Xa9KakgUtv6Zw7Vs/D1IC43J0z725A3sivpg5e5kHpft0aQyCVfukx6ROXwlJSQauwKZuvZ+7qSExeapG3HyJo5FvbF2dyQ9OhGh01Jn+Uge/n2MpzuV+QcJodEWQ3qc/NxJCMvpq1fpQrSa25eNn84nNTYxx/G0+GQenbhBsYYViQx6go+rI6Exme0zYbGJeLk4WKTZcvI6vZtXQwhBYW9XCni4cD8shgpFffF2VebRuDvZ0+jdd7j6MJRKgIyLQrhm5iPh6oGMt+ydkrFRGJLiIT0N0tMw3LuGxr8ohshgs61MjMNw9STaQiVJ2fnAIq52L4hrZC5xrb18JI/+PkawKa6gtKDbZ7tfqS+pm/1+AaSGRGOXJX/Z+nuQ+pz8FX3yJvZZ8lea6f6mR8YTuvMMrpWLw9nbJIVE4+CfmRfs/dxJziUvuJUpRN35fdnbYz5pMZl54fb6Q9xerzxjVcZ/THJINMb/4KtbjVJ4t6hCoyaV0NhaYeVoR6Ufh3BxyI95ps8LdQ6AisqbZR/wkRDCG0AI4S6EKGI6lmFqSX5VAoGhzzZMrekvREoZB8SIzPH8PYBDQggNUEhKeQD4AnAFHIEEIL8Dfg8DnYUyz8ELpWB7OhcNFyBESmk0nV+bT/2XpTOAEKIeEGe69uzkGkchRHEp5RUp5VzgLFDadO/CpZS/AsuBKtm0DgMdhBD2Qpl0/QFwJC/nnhPzF7Ji2Tqa1f+QZvU/ZNeOfXT6pD0AVapVJCE+4blDahITk+jYtleuaePjE3NNe/zIadq0bw5Apy7tCdyldJE7OzthZaVk4649P+LU8bMkJiQxZ/q3VC3XmBoVm/Fp1yHsCzxMmYDar83XClXKkZiQZDH85xlnjp+nWVulo6zdx604YJr4W6hoZmt56QolsbKy4uThs4Dksw6D6Fb/U2IjY7l69rq58A9wNPA4LT5Srr1slTIkxSc9d/gPQEJcAgUDCuBXyJdaLWtjbWPN6b2nLGxO7z1Fo46NAShZuRRJCcnEhMcQGxFLZEgkBYop/las+y6PbyurivgV9TenF84eIATC1Qs0WrTlaqEPOm9xDv2tc2gLlQKhAZ01Wv/iGJ9NEn42IdjZA12pauivWczzf60kXLiLfTFfbAt7Iay0+HSoQ+SesxY2dkV9zJ+dKgQgrHQWkzJ9P6hL2GZLH6Mv3sMpwBeHQl5orLQUbl+Lp3ss1zhwzKLrVqEoGisd6dFKIa3Gwn4k3H5K0C+7zDYhl+7hHuCLi0mz7Pu1uLPXMq7O/h58+MtIto9aQsz9zGE8du5O2DgrIwN1NlYUrVeeqDtKvMsV8eVReAxPI+PI0BvYc+4W71UoZqHr5+bEqVvK5N2o+CQehEVT0NOFlLQMklLTAUhJy+DEjYe8Y6o8Gh/fRuPph3D3Bq0OXaX6GK6dttDVXzuFJqAsaDRgZY2mSElk+BOwtgEbU1uEtQ3akpUxhj4k5uI9HAN8sS+k3K9C7WuZJ/w+wyFLXF2zxbWaKa63s8QVyFU3+CV143PRjbtwF4divtiZ8pd/h9qEZdO1z6LrbNLNiE5Aa2+D1kEZTqO1t8GrYUUSbj4BIPLiPZwDfHE05YVi7WvxONAyLzj4e9D415EcGbGE+HuWQ7psPZzNNkVaVePeP8f/k6+3Zq1nf+WhHKg+nAsDviPy2LVXKvyD2gOgovIq2AshnmTZXpiXoZTyuhBiMhBoKuxlAEOAhygtupeFEOellN3y0ngOw4EfhRCXUZ7lwygTdvPDp8AS01j8eyjj1rXAalMPgUAZFx8rhNgG/CmEaI8ybyDPAi2wGagNXEJpbf9CShkqhIgC9EKIS8AK4CfgLyFEJ+AAli3yr5MYIcRxwBnonYdNXnEcKYRohNJafx3YBXwCjBVCZKCsjNQzq5CU8rwQYgVKpQeUuRsXhDKZOjdyjfnLXuS+wMM0adaAExd2k5KcyqghmUvYrd64hM+Hf0lYaAR9BnRn8PDeePt4su/YP+zbe5gxw6fQpFkDjp3fRUpKKqOHZLbmr9z4M2OHTyEsNIJZ0xby0/IFfDFpONcu32CdaWJviVLFWPzzbAwGA0G37jJm2JQ37uv2k5tITUllyshZ5rQ/rFnAV6PnEBEWybczfmLeL9MZMr4/N68GsXmtMkKsadtGvN+pJRkZetJS0/liwJcYDAZmT1zIz+sWodPquHD8Iu7e7rTroXSabV21nZP7TlG7cU3WHVtFWkoqs0dnjkme8uMkKtd+Fxd3F/48u57fF/zBjvW76PdFb4RGw6pDv2M0GNmxYjuPgx7RsnsrAHav3sW5/Wep1qgaS478SlpKGt+P+das++uUJYz+bgw6Kx2hj0L5znSs5/hPKVC8IHauAmNcJGm7fse2yxeg0aC/eAgZ+RRdFaVSoT+/HxkVjOHuZez6zwZpJOPiQWSE8vVl+9EIhJ0j0qgnbfcfkJqcr/w2duoczly4TGxsPE06dGdwnx50fL/Fc9NIg5FbE36j8vqJoNUQsu4gSbeeUKBnUwCervwX77Y18e3UAKk3YExN52r/zHho7Kxxb1CBG2OW5tA9P3EF760bpywruf4Q8UFPKd5TmaR+d+U+CrapTtFO9TFmGDCkpnNi4PcAeNYoSdFO9Ym9/ojme5WhIFdmb+D+0csETvmDziu/QGg1XN54iMjbT6nUTYnrxTX7qTviA+zcHGk+oxcARoOBP96fgqO3K20XDkBoNAiN4Ob2U9zdfxEAnVbD+I8bM+jHvzEaJe1rl+Mdf082HbkEQKf679KvVU2mrNrDR7NWIiWM7FAfN0c7nkTGMnqpko/1BiOtqpembrmiGB7fAKORtM1Lses3DYSGjDP7MIY9Rle7pWJ/Yjcy/AmGWxew//w7pDSiP7UXY+gjhLsPtr1MHdQaLfoLhzHcuoA0OHJx4grqm+L6wBTXYqa43jPFtXCn+khTXE+a4upRoyRFTHFtaorr1dkbCN1/CWkwcmHiChqYdO/noVski+6JLLrP7lezLPfrme7VCSuosX4CQqvhybqDJN56QmFT/nq08l9829agYKcGGPV6jKnpnO//HQDWXi5U+300AEKrJXjzMSIOXAKdFmkwcnLyHzRf+wVCo+H2hkPEBj2lVA8lL9xatZ9Koz7Axs2RWl8reUHqDWxrrXwPNvp1BLZujhj1ek5O+oP0uOT/5OvrROR37KWKiorK/yaEEAdRJh6ffZHt/yaeDQF63WjyOS71ZTC+od8Xb1vXN6Lron31JfWeh9sb0F3b3/W1awJYD5z+RnQPl3vZUZAvJlLzZtow71u//mcBYMTyeq9d07B714uNXoHda/LVEfnSvKkSp73R+No1w3VvpmPaW/9m5tq0CVv3UhlXHQKkoqKioqKioqKi8hahDgFSUVH5P4mUsuH/3z6oqKioqKj8T0TtAVBRUVFRUVFRUVF5i1ArACoqKioqKioqKipvEWoFQEVFRUVFRUVFReUtQq0AqKioqKioqKioqLxFqJOAVVRUVP4XYZSvf7k7gGIO/i82ekmCEp++dk2AdKP+xUavgEH7ZhYpdNfYvHbNtHOPX7smwMk3sFwnQINrs19s9JLIlIQXG70CGUtnvdjoFfj9s6OvXbN78/y9u+FlabOi2RvRjZry9xvRtfd//UtrZsS8meVgrdz+Zyy/r/YAqKioqKioqKioqLxFqBUAFRUVFRUVFRUVlbcItQKgoqKioqKioqKi8hahVgBUVFRUVFRUVFRU3iLUCoCKioqKioqKiorKW4S6CpCKyv9ihBCJUkrHbPsGAslSypVCiNLAekACH0kp7+ahM1FK+XWW7eNSyjqv2deGwBbgfpbdY6SU/77O8/wXhBBFge1SyvLZ9jdE8bVtln0rTLZ//j900cysuZNo0rwBKcmpDB88gSuXruew6d2vG/0H9ySgWBHKBNQiOjoWgG49P+LreZOxsbVh397DdOs0IEfakdOHUrtxTVJTUpk1ah5BV28DULNhdUZOH4pGo2Hbup2s/nEdAP3Gfka95nWQUhITGcusUXMtVgFa/OPXfNL1A8LDI+n28QAu5+Jvn37dGDD4UwKKFaFUQC2io2MA6NjpfYaN7AeAh6cb0mAkPi6BicOmc/3KrRw6BQr7880vM3F1c+b65VuMGzKVjIzMlYPKVyrD+l2/ERkRTWpKKn+u3kJGegadu3+AlJK7N+/z9ei5DJ404D/HIDIsCq2VjpHLJ1CqZjkQcOzPg/wxcYmFz77FC9Bn/hCKlCvG3wvWsvvXrQC4+3nQd+FwXLxckUbJoXV72fv7DnM6q8o1sO8zDDQa0v7dQerfay10deUq4ThhFsbwEADSTx4hdeMfaPwL4ThmqtlO6+NP8rrf4PhR3Bu9S8mZvRBaDcFr9vPw+y0Wmp4tq1Fs3MdglEi9gaAv/yDu9C3si/tRfulIs51dEW/uzdvE46U7c9yj7Ez+eiGHj53G3c2Vf1YveaF9Vo6evsjcn37HYDTyYasm9O3SweJ4XEIiUxb8zOPgMGysrZg+ZhAlAgpz/3EwY2cuMts9CQlnyKcf8wmgfeddrNt8BkKD/tw+Mo5YxgBAU7Qs1q17IbRaZFICqb9NA0BXuw1W1RqDlBjDHpO2+SfQZwBQqGFF6k3rgUar4fq6g1z4aZuFZokOdagyWPmayUhK5dDEFUTdeASAtbM9jeb1xb1UQZCS/WN+BcIA0Javhm2XwQihIf3ILtJ3bcjhr7ZURWw/GQxaLTIxnuR5nwNg+9nn6CrWRCbEkjSlv9n+2PWHzPv7MEaj5IPaZendrJqFXkJKGpNWBhIak4DeKOnZuDIdapU1HzcYjXSdvwFvV0e+H/C+eb9Nreq4jh6K0GhI2rqThJXrLHRtqryLx/wZ6INDAUg5eISE5asAcJs8Ftu6tTDGxBLWtY9Futf9LGSs+kuJe40aOA0dClotKTt2kLzWUteqUiVcZ87EEKr4m3b4MEkrV4K1Ne6LF4OVFUKrJfXQIZJWrHgjvqZtf/mfIbUCoKLyfwwpZdZfzw7AFinl1DzMnzERMFcAXnfhPwtHshai33aEEDop5UuvadmkWQMCihehVuUWVK32LvMWTqVVk8457E6fOs/ePQf5e/tK8z6NRsPIMYMY0Gc0VatV4uMuHShZqjjGpylmm9qNa1IwoACd6/WgXJUyjJk9kv7vD0Gj0fD5rBGM7DKW8JAIlu38maOBx3lw+yFrft7Ar/N/B+Cj3h/w2ageHB86FoCmzRrQtFkDtm8NJCw0gnkLp9Gyyce5+hu45yD/ZPEX4NHDJ7Rv053q1SsxbuJwhBTMnryQKfPG8Umr3jl0Pv9yKCt/WcfOf/Yydf54OnZrz/oVf5mv//Mvh5Gels4vi37nz9X/8Pf+1Tg6OdKlfk/SU9OZvmQKA8b3fS0xmD/+Wxp2aUbxKqWY1HQEGenpzD34I//+voOntzOX8kyKTWDttOVUbl7T4loMegMbZq7g4bX72DrYMnXbfK4duQREgkaDff+RJEz7HGNUBM7zfiH99DGMTx5aaOhvXCZxluXynsbgx8SP7vssU+C67E8yTh0BjYZSc3pz4eNZpAVHUX3PbCL3nCUpKLMyF3P4Cqd3nwXAsWxhyi8dycl6o0m+G8LpJuNMmoJ6l5YQsfN0jvuTGx1aN6Nrx3ZMnLEgX/bm+BiMzPp+OUvnTsbXy4NPhkygUZ1qFC9S0GyzbO1mShcvyuKvxnLv0VO+/n45y+ZPIaCQP3/+Mt+s0+STATSpVwO2XsL6/T6krpiJjI/CduBs9DfPIiOyLGtra4/N+31JXTkLGRcFDs4ACCc3rGq3IuW7UaDPwKbzKHQV6qC/cAihETSY+Snbus4hMSSaj7ZP58Hec8TcDjbLJjyO4J9OM0mLS6Zww4o0nNubv9pNA6DetB48OniZPQO/Q2OlRWdnA56A0GDXbRhJ34xDxkTi8OUP6C+ewBjyKNNfOwdsuw8nedEEZHQEwsnVfCjjWCDp+7Zg1/eLzLgajczedJAlQzrg4+pItwUbeK98MYr7uZttNhy5TDFfd74b8D7RCSl0mLWKNtVKYaXTArD24CUCfN1JSk3P9EOjwW3sCCKGjcUQHoH3ip9JOXIc/X3LPJt28QpRn0/Kcb+Ttu8hcdM/uE8db3ngTTwLpm2nESOIHTMGQ0QE7kuWkHbsGIaHlroZV64QOyHbErrp6cSMHo1MSQGtFvfvvyf99GkIu/FmfH1J1CFAKir/xxBCTBNCjBFCtAZGAn2FEAdMx7oLIU4LIS4KIX4RQmiFEHMAO9O+NSa7RNP/hkKIQ0KIjUKIICHEHCFEN5PGFSFEcZOdlxDiLyHEGdNf3Zfwt6gQ4oYQ4lchxDUhRKAQws50rLoQ4rIQ4oQQYr4Q4mqWNEeEEOdNf3VM+zVCiJ9MOtuFEDuFEB+ZjlU1Xcs5IcQeIYRflv2XhBAngCGvGPM5QojrJl8XPC8mpvuzVAgRCKwUQpTLck8uCyFKvOh8Lds0YdM6pUXy3NlLOLs44+3jlcPu6uUbPH5kuRZ/laoVuXvnPrt37CctLZ2rV27Qsk0TC5t6Leqw+8+9AFw7fwMnF0c8vN0pU7k0Tx48JfhRCPoMPfu27Kd+C6WumJyYuR65nb0tMstS1/0G9eTChavcvHGbJ0+CcXFxxicXf6/k4i/AmdMXiIuNp2WbJqz4fT2+/t5cOncVZxcnvLw9ctjXqleNPdv2A7Blww6atHrPfKx734+5fuUm8XEJREVEk5GhZ//uw9g72GFja4NWq8HWzobCxQq9thiUqlWOyCfhRDwOIzYshpiwaBr1aGHhc0JUPPcv38Wgt6wPxkXE8vCa0mmWmpRKyN0nuPoqhTBdiTIYQ55iDAsBvZ70o/uxrlEvRzxehK5CFQyhwRgjwnCu8g4p98NIfRiOzDAQ9s9xPFtWt7A3JKeZP2vsbZT+xWy4169AyoMwUp9E5suHapUq4OLs9NK+X7l1h8L+vhTy98HKSkerhnU4cOyMhc3dh0+oWbkCAMUKF+BpaASRMbEWNqcuXKGQvy/+Pl5oCr6DMSoUGRMOBgOGK8fRlbGMga5iPfTXTymFf4Ck+MyDGg1YWZv/y3ilJ8u7UnHiHoQR/ygCY4aBO1tPEtC8qoVu6LnbpMUp+Sjswh0cTAVuK0c7/GuW4sb6gwAYMwykxyt22mKlMIYHIyNDwaAn4/RBdJUt23CsajVGf/4oMjoCAJmQef2GoCvIJMt3Klx9GEYhL1cKerpgpdPSokpJDl65Z2EjECSlZSClJCU9HRd7W7QapVgZFpPIkesP+LB2WYs01mVLo3/yFEOwkmdT9u7HrkH+25vSL17GGB+fY/+beBYArEqXxvD0KYYQRTd1/35s6ub7500p/APodKDTIaV8Y76+LGoFQEXl/yhSyp3AEmCRlLKREKIM0BmoK6WsBBiAblLK8UCKlLKSlLJbLlLvAiOACkAPoKSUsgawDBhmsllsOk91oKPpWG7UNxV0n/0VN+0vAfwopSwHxJo0AH4HBkopa5v8fUY40ExKWcV0Td+Z9n8IFDX52heoDSCEsAK+RxkGVRX4DXj2tp/fgeGmc7w0Qgh34AOgnJSyIjDTdOh5MakKtJdSdgUGAotN96Qa8ORF5/Tz8+Hp0xDzdkhwKH7+Pvny19ffh+AsaePjE/D1s0zr5etJeHC4eTs8JAIvX89c9kfi5ZtZkO8/rjd/n1lP8w+asszUEm5vb0eVqhX5dUlmq35wcCi++fQ3K35+PlSoWIYj+04AEBocjreft4WNq7sL8fEJGAwGk00YPiYfvX29aNq6IVfOXyMlOdWc5m7QfYJu3OHv0+vZcuFPkuKTkMjXFoPEmARs7W3RaDV4FvTG1ccdr8Ivf/0eBb0oXDaAexeVoUjC3RNDZKYvxqgINB6eOdLpSpXDeeFyHL+ch7ZQ0RzHbeo3If3IPgBsfd1JDY4yH0sLjsLG1y1HGq9W1al1dCGVVo/n+qifcxz3+aAOYZuPvfQ1vizhkdH4ZqkE+nh5EBYVbWFTqngR/j16CoArN+8QEhZBWISlza4Dx2jVSCnYCWf3zII9IOOiEE7uFvYaDz+EnSO2vadiO3AOukoNFNuEGDKObsP+85+x/2IppCZjuHsZAAdfNxKDM8+bGBKNQy6xfUaZTxry6ICS1rmwFynRCTRe2J9Ou2bScF5fpQcAEK6eGE0FewAZE4nG1TIfaHwKIuydsB+7AIcvf8SqdtM8zwsQHpuEr2vm6FIfV0fC4xItbD5pUJH7odE0+/I3Ppq9jrEd66PRKC/Pmv/3YUa2q4sQli/T0np7YgjLzLOG8Ei0XjkbA6wrlMV79a94LpqNLqDoc32FN/MsAGi8vDBGZMbWGBGRq79WZcvivmwZrnPnoi2aRVejwX3ZMrz++Yf0s2fR37jxxnx9WdQKgIrK20MTlILnGSHERdN2sXykOyOlDJFSpgF3gUDT/isohW2ApsAPJt2tgLMQIrfmvCOmisazv2dzEu5LKS+aPp8DigohXAEnKeVx0/6sgyStgF+FEFeATcCzZqZ6wCYppVFKGQocMO0vBZQH9pp8nAwUFEK4AK5SykMmu1V5xCCvVzdKIB5IBZYJIT4EnjUDPy8mW6WUz8bcnAAmCiHGAUWy7DcjhOgvhDgrhDibkh4LubygUsr8vV1S5PZyy2xps/9oP9PPa/8zls79jQ+rf0Lg5n/p+FkHAL6YOIxHD5+QmpKWZ7r84u7hRrMWjfhmxg956jzPxwkzR/PNjB+yXy52drYULOxPp1pdaV+lE7b2tnj55fyRf9UY3DxxhbSUVKZum0fXqZ8Rdj8EaXy567ext2Xoz2NZN/13UhNTnl1sTsNssvp7QcT270z86D6k7fgLx/HZ3nKr02FVvQ7pxw/mrZkLEbvOcLLeaC73WkDxcZbDz4SVFs/mVQnfdjJfWv+F3PKRyPaA9PmkA/GJSXw0YCxr/9lF6XcC0Gkziz8ZGXoOnjhH8/dqmRVyOZPlpkaLxj+A1FVzSF05C6uGHREefmDrgK5MdZIXDiF53gCwtv3/2Dvr8KiO9n/fsxsnQhKiBKe4BHd3hxYr0EIpFG2BFi8FWtzrSI1SKFLDihYI7hDcnbi77e78/jgnyW4EAoX3931fzn1dXOyemfnMc+Y852RmzjOz6Ks3UVTz9J28z8u3QUUq9mnG8bkblOqs9HhUKcnlNfv4rcM0DMlp1BylxtXnfVNbtolOj67EayR/MY3kZVOw6TIAnVfRvCsHZB6PvJz2H7v2kPJ+HuydNZiNk/oy/7dDJKakc+jyPVydHKhU3DOXRj4PL4uv6TduEdrtTcIHDCXxt824L/osXzvNjMvrJCx45nshP3LYa7h5k8i+fYkeMoTkP/+k8OzZ2YkmE9FDhhDZqxfWFSuiL1XqP2vrE9DWAGhovDoI4Gcp5ZSn5rTEvOdmMvtuIvsZogMa5NV5fY46jIA9ef8VzmQcyuq36mrdmdO5+ZURwJWcs/zqIKMgPbEoIOdUnRsQKaU0CCHqogyo+gKjgZbk0ybqH9GkzO9Syl+FECeBTsBuIcQQKeV+8zJSylUog56hly9eI/D8JYoW9clK9/H1JjQknIIQEhSGr1lZZ2cnrl25aZEnPCQCT9/sP96ePh5EhkVhZWOd43gRIsNyh3js+Ws/q7Z+Rd3WdSlVpgTSZGL12q+wtrbGJE0YMgyEFdDewUP68dbA3tja2eLt48nCuV8RGxMHgLevJxGhERb5Y6JicXZ2Qq/XYzQa8fb1Ily1sUr1iixZORsbG2tci7gxfcFEjEYjtRvUIDI8ithoRffgzsMMGPnmv26DxWvm8sOSn4kKjiQ2LIYlb88CYPHR5Vw7fqlA5w+gt9IzesUEjm8+zNndJ7OOy6gI9EWybdG5e2CKzmFLSnZYUsa5kzBMj3ByQSYo52pdsx7Gu7eQcUqYSmpIFHa+2TPqtr7upIXG5Gtb7Ilr2Jf0wtrNiYxoJYzEvVUNEi7dIz0irsDn+Lx4ebgTGp49Wx8WEYWnu+Wt6ljIgdkTRgLKgKH9gNEU9c5ut8OnzlPxtVIUcS2s5ImPQrhkt4FwcUcmWLaBjI/CmJwAGWmQkYbx/jV03iUAMMWEQ7LSFsarJ9EXK4fxwmESQ6Jx9M1+k+Do40ZyWO62da9QjBaLhrD9rUWkxSqz7okh0SSGRBMeqMyZ3Nlxipoju8BFkDER6NyyB6zCtQim2CgLTVNMBDIxDtJTkempGG9eRFesDKaw3CF3oMz4h8Zmz/iHxSbi4VzIIs+Wk1cZ3KYWQgiKexSmqLsz98KjCbwbwsFLdzly9T7pGUaSUtOZumYPc99uizE8Ar1XdtvrPYtgjLT0WZmU7bOpx05SeMIYdC7OmOJyh/5klXkJ9wIoM/46sxl/nYdHbnuTs3XTT55EjBuHcHFBxmX7v0xMJD0wENu6dZEPLr0UW58V7Q2Ahsarwz6gpxDCE5TQFSFECTUtQw2TeV72oHR8UbX9/4UWAFLKGCBBCJE5LdfXLNkFCJFSmlDCkvTq8SPAG+paAC+guXr8BuAhhMgKCRJCVJZSxgJxQojMAMy8QqAAbgG+ahgVartVBwKFEI6AixpyNRbwV8sUqE2EEKWBu1LKL1HeFFTLx4ZvAP9WTXqwc/s+er3ZDYBatauTEJ9AeFhEPsUsOX/uEqXLlKB4iaLodDqqVK3I7h0W4w2O7DlG+55tAKhcsyKJ8UlEhUdzPfA6fqWK4lPMGytrK1p1a8mRPUo4jl+p7NnEJm0bcunsFVo06U5J3xq8N/hDLgReYeXyn/l94zYePQomrID2/vj9rwx4cwRWVnoWz/+G5i2VMI3qtaqQEJ9IRHhUrjInj56lXZeWAHTr04n9u5QXPG3qdKd17e60qNGVtNRUvl70HYf+OUrVGpVwdnbC1k4JqajduCYXTl76123w4I6yCDPoxkO8SvlSxM+TKs38KVTYmUMbCv7q/p0FIwm+/Zg9P1juGGO4dR2djx86T2+wssKmcUsyTluG3YjC2R1O/WsVQOiyOhEANo1bkWYWRpBw/g4Opb2xK+6BsNbj1b0hkbvPWGjal8wOX3KqWgphbZXV+Qfw7tGIsL+O8Z+gSvkyPAgK4XFIOBkZBnYGHKN5Q8vdauITk7J2gfpjxz5qVa2IYyGHrHTz8B8AU9AdJcSnsAfo9eirNsRw3bINDNfPoC9RISvOX+9XFlNEEDIuEn2x15Q1AICudFVM6uLh8At3cSnpjVMxD3TWesp2rc+9vecsdB193Wn/3Vj2jVlB3L3QrOMpEXEkhkRTuLQyePdrVJnoW4qu8d4NdF5FEUW8QW+Fdd3mGAKPW9obeBx9uaqKvTa26EtXsFwknIPKxb14GBFLUFQcGQYju8/dpFnVUhZ5fFydOHlDiViMik/mfngMfu4ufNC1IXtmDWbnzEHMH9SOOuX8mPt2WwDSr13HqlhR9D6Kz9q3aUnKIUtbdW7ZAzjrShVAJ57Y+YeXcy8AZNy4gd7PD523omvXsiVpxyx9W+eWrWtVoQIIgYyLQ7i4IBzVMCobG2xq1cLw8OFLs/VZ0d4AaGj8d+MghDCPGV+aX0Yp5VUhxDRgjxBCB2SgLHp9AKwCLgohzuWzDuBpfAB8I4S4iPJcOYQS256TJmpITCazgTN55MvkXZRQnyQgAMh8An4L/CGE6IUS5pM5o/4Hykz8ZeAmTO4tggABAABJREFUcBKIk1Kmq4uBv1TDfqyAz4ErwDvAj0KIZGB3XkZIKdOEEAOAn4QQdihtN0RKGacuJt6iHhcobyeepU36AAOEEBlAKPDU993/7DlIq7ZNORm4h5TkVMaMmpqVtu63lXz4/ieEhYYzZNhbjBrzLp5eRThwbCv79h7kw/c/Yf7sLzh+bjc6nY70tHQ2/Pk9v636g/S0dDb/so3j+07SoGU9Nh1dS2pKKnM/XAgoO6Usm/YVS39dgF6nZ/vGndy7eR+AEVOGUrxMMUwmE6FB4SyanL294t49B2ndthlDh79Nelo6/ftmN8P631Yx9v1phIWGM3TYW4weMwRPryIcPLaVf/YeZNz70xg/aRSuboXp1acrPr5eXHh0hPt3HjJ1zKwsnZW/LmPauDlEhEWyZNZXLFk5hw+mDOfapZv8vm6rRfsZjUYunL3CiA8H887I/vz56zasbaz47fg6TCYTZ4+e5/MZX/P+jBEvpA0KuTqht9Ixb/+XmIwm9q3ZRfCtRzTvr3SKAtbtwdmjMDO2LsTe0R4pJW0Gd+bjNmMoVqEEjd5ozqNrD/h0h7JDzh8Lf4W4PWAykvzd5zjNWKxsJ7hvB8ZH97Ft1xWAtN1bsWnQDNv23cBohPQ0kpZ8mt0QNrZY+9cmecWSrEPSaOLGlB+psWEq6HWErA8g6cZjir6txIwHrfkHz8718O7VFGkwYkpN5/J7n2eV19nb4Na0KtfGr3qaG1swYcZ8Tp+/SGxsPK26D2Dku2/xRpd2Ty1npdcz9f3BDJ88B6PJRI/2LShbshibtimRir27tOXuwyA+XvA1Op2OMiX8+PSjbP9LSU3j+NmLTB+bvf0lJhPp23/EbuDHoNNhOHcAGf4YqzrKgNBwei8yIgjjrUDsRy0GaSLj7H5k+CMkYLhyAvsRC8BkxBRyH8OZf7La9vAnP9Nl7USEXsf1jQeJuRlE5QHKYPXK2v3UHtsD28KONJ0zSDHFaOT3TtMBOPzJz7T+agR6ayviHoZz4KNVlKmn2Ju67mscxs1D6HSkH9mNKfgB1s3U7UQPbscU8hDDpdMU+nSVYu+hnZiC7gNg/95U9OWrIRxdcFz0K2lb1oBex+SezRjx7VZMJhPd6leirI87vx1R3lz1alyVoe3rMH3tP/Sc9ysSydiuDXF1tH/yBTOaiF38FUW+XIDQ6UnathPDvfsU6qGEMyX9tQ37ls1wfKMr0mhEpqURPS07pMZt1jRsa1ZHV9gF720biV+1muRtO1/KvaDYayThiy9wXbQIdDpSd+7EeP8+9l0V3ZStW7Ft1gyHrqq96enEfaY8wvXu7jhPmQI6HUKnI/XAAdKPH8faVb4cW58R8TxxmBoaGhr/CYQQjlLKzB2JJgM+UsoxBSkjhHAHTqEseg59Upn/JrxcKryUh3ZZR98Xrmn+OwAvkiK2Li9F183a8emZnoNy1vkv9HxeltQo2O46z8r5Y94vRbfplXkvXFOmJDw903OQsWrO0zM9Bz+vtnnhmgPaPt8OME/Dune3l6IbNf3Pl6Lr4Gt8eqZnJCOmYOthnhVr15fT73b76+AzGay9AdDQ0Pi/TCchxBSUZ9UDYFABymxXY/ttgFn/S51/DQ0NDQ2NF4E2ANDQ0Pg/i5RyI5D7Jy2fXKb5y7FGQ0NDQ0PjfwNtEbCGhoaGhoaGhobGK4Q2ANDQ0NDQ0NDQ0NB4hdAGABoaGhoaGhoaGhqvENoAQENDQ0NDQ0NDQ+MVQlsErKGhofFfRHz68/7Y8pNJNKY+PdMzkpyR9vRMz4GN/cv506V/4o9PPz9p0vTCNWNv275wTYBI3ctp25exZaewd3rhmgDCsdDTMz0HcbqMF64Zf/nFb38J4N458emZnoOzD17ONrPW91/8PSZf0vNAX6Afn3922j9jfu0NgIaGhoaGhoaGhsYrhDYA0NDQ0NDQ0NDQ0HiF0AYAGhoaGhoaGhoaGq8Q2gBAQ0NDQ0NDQ0ND4xVCGwBoaGhoaGhoaGhovEJouwBpaPyXIIRIlFI65jg2HEiWUq4RQlQANgAS6CmlvJOPzlQp5Vyz78eklA1fsK3NgS3AXcAO2CCl/PQ5NNKllMfySe8AzAIKAQLYLqUc/9xG/5exZMlM2rVrQXJyCu+9N57AwMu58gwfPpDRowdTpkxJ/Pz8iYqKAaBJk/r89tt33L//CIDU1DR8PD1JTUnlkzGzuX7pZi6tosV9WLDiM5wLO3P90g2mjv4MQ4aB5u2aMGrSUEwmE0ajkUWffMH5UxcBWL5iIR3atyQiIoqAg8do164FKckpDBs2nsDAK7nqGDb8bUaNUuwtXqyGhb0bN63iwYPHABzZdZSVS38CYNLscTRu1eBf2W7vYIentwfxMfH8+dNm1n2zIZfGB5+Non7LeqSlpDFv3EJuXr6l1L9kPA1b1ycmMpZBrYZk5R8x7T1admuBq3thTAYTf3+3mT+Wbcyl+/bMd/FvUYv0lDRWjP+K+5fvAtD+nc60eLMNQsD+9XvZ9eN2AEpUKsngOcMp6mAFRiMJ2/7BuU8XhF5H/J+7iPshdx0AtpXL4bvuC8InzCVp72EAXN56HafX24OE9Fv3iPhkMQDeLapR47O3EHodd38N4PrX2yy0fNvVourEnkiTRBqNnJ/+C5GnbmLv60a9L0dg7+mCNEnurN3Pre93Z5U7ciqQBd/+hNFk4vUOrRjyZncL3biERKYvXs6j4DBsbaz5bPwIXitVnHuPgpkwe1lWvsch4Ywa2Ju3B/TN81zNmTZ3KYeOnsLNtTCb1654av5MdKWqYNOqH+h0GC4cwnByh0W6Vd32WFVqoGbWIdx9SfnqA0hNwqbDYPRlqiOT40n98ROLcqWbVaP1jLfQ6XUEbgjgxHLLtq3cvSH1h3cGID05ld0fryb82kOcfNzosmw4hTyUtg389QBnftpNXtjWr0PhD0cjdDqStu4gYc16y/Sa1XFfNAtDcCgAKQGHSfjhl1w6R288ZuG2k5ikpEedcgxuXs0iPSE1nY83HCI0NhGDSfJ20yp0r/0aADN+O8Kh649wc7Tjj3E9LMp5tqhG1Vlvg17Hw3UHuJXDv7zb1aLCpF5gMiGNJi598gvRp26gs7Wm8ebp6GysEFZ6gref5MaiP7LKFWlRnUqzByL0Oh6t28/dr7Za1tu+FuUm9QaTRBqMXP1kDTGnbgDQ/PRXGJNSkEYT0mDkaLuPs8p5tKhOpdlvq7oHuJND10vVlSYT0mCy0AVAJ2i8Zy6podGcGbAoy9aKsweCXsfjdfu5l4etr03qrdxjBiPXPllDrKrZ7PRXGMxsPW5m67OgvQHQ0PgvRkq5Qkq5Rv3aHdgipayRX+dfZWoOjRfa+TfjsJSyBlAbGCCEqPWM5ZsDedomhKgCfA0MkFJWBKqgDDb+qxBC6J+nXLt2LShTphRVqjRj9OgpfPnl7DzzHT9+ho4d+/PgwaNcaUePnqZ+/Y7MmLGI2Nh4ujTozWfjFzBtwYQ8tcZMG8nalRvp2rAP8bEJ9OjXBYCTh8/Qq+Xb9Gk9iBlj5zJjyZSsMmt/+Z3u3Qfi6FiIsmVLUa1qc0aPnsrnX8zJs44Tx8/SudOArI6+OceOnaZB/Y40qN8xq/PfuFUDipf2+1e292k9CBCMGzyF5KQUWnVvSYnXSliUr9+yLn6l/OjX+G0WTVrKh/PGZKXt2rSbCf2nkJOzh89hyDDwVvPB7F27k9YD2lP0NT+LPP4tauJdypcPm43k+ynLGTx7GAB+5YrT4s02fNJ1ApPbj6Nmq9p4l/QB4M0pA/nzi00E9RpB9LdrcBv7LqEjP+ZRt6E4dmiOdeniuRtAp8Nt3BBSjp3NOqT3dMe5X3eC+o7m8evvgV5HoQ7NETpBrbmDONR/IbuaTaRE9wY4lytqIRd++DK7W01hT5upnBq3ijpLhgIgDSYufLqOnU0n8k+nGbw2qE1WWaPRxJyvfuDbuVPZ8sMydh44yp0c1/n7X/+iQpmS/PndYuZMGs2Cb1cDUKqYL7+vXMTvKxex8dsF2Nna0Kpx3bwudS66d2zDiqV53x/5IgQ2bd4i7bdlpH7/MVaV6iHcfS2yGE7tInX1DFJXzyDj4O+YHt2A1CQl7dIRUn9bmltWJ2g7ayCbBi5kVeuJVOpaH/fXLHVjH0Wwrvdsfmg/laNfbqbDvMEAmIwm9s3+le9aTWJN95nUert1rrIA6HS4ThhD5NjJhPZ9B/u2LbEqVSJXtrTAS4S/9R7hb72XZ+ffaDIxb8sJvnmnLX+O68GuwLvcCYu1yLPx+DVKe7mwaWx3vn+vA0v/PkWGQdmWtGutsnw7uE0e9gmqzXuH4/0Wsr/pBIr2aIhTDv+KOHyZgJaTCWg9lfNjV+Kv+pcpLYOjb8wmoNUUAlpNwatFdVxrls3SrTx/MKf7zedQk4/w7dEIxxy6UYcuc6TFJI60mszFcSupuvQ9i/QTr8/iSKvJFp1/RfcdTvVbwMEm4/Ht0TCXbuShyxxuMYkjraZwcdxKqi0dapFeamgHEm8FWWhWmj+YM/3mc6TJR/j0aEShPGw92mISx1pN5tK4lVTJYeup12dxrNXk5+78gzYA0ND4r0YIMVMIMV4I0REYCwwRQhxQ0wYIIU4JIQKFECuFEHohxHzAXj22Ts2XqP7fXAhxUAixSQhxUwgxXwjRX9W4JIQoo+bzEEL8IYQ4rf5r9CQbpZRJwFmgjBDCXwhxQghxUQjxlxDCVdX8QAhxVT2+QQhREhgOjFNtbZJDdiIwR0p5Xa3DIKX8VtUqIYTYp2rtE0IUV4+vFkJ8KYQ4JoS4K4ToqR73EUIcUuu5nFlXZruon3sKIVab6SwXQhxQdZoJIX4UQlzLzKPmayuEOC6EOCeE+E0I4agevy+EmC6EOAL0ynnuBbnunTu34ddflZmvU6fO4+LijLe3Z658Fy5c4eHD3J3p/LQunbuCk7MjRTzdc+Wr26gWe7cfAGDrpp20bN8UgJTk7N8lsHewR8rsPa6PHj1FdHQcTk6O/LruTwBOnz6Pi4sT3t4ez2WvOS3aNWHbpl3/yvYqNSrx6N5jEuISQUr2bTlA43aW487G7Rqx+/c9AFw9dw1HF0fcPd0Um09eIj42PledSYnJBN0LIuRhCLfO3iAmLJpabSw7rbXa1OXwH4pdt8/fxMG5EIU9XSla1o/b52+QnpqOyWji2skr1G5XTykkJfaO9gDYVnwNU0IihsehYDCQtPMghVrkHjM79+tG0j+HMUbHWhwXVnqErS3odQg7W4zh0bjVKEPC/TCSHkZgyjDycMsJirazHLsbkrN/38HKwRbUa54aHkvMpftKnqRU4m8FY+/tCsClG7cp7utNMV8vrK2t6NC8IQeOnrbQvfPgMfVqVAWgdPGiBIVGEBljafPJ85co5uuNr1du/8mL2v5VcXF+tt8L0PmURsaGI+MiwGTEcO0U+tdq5JtfX6k+hmsnsr6bHt+ElNz76Pv6lyHmfhixj5S2vbbtBOXaWLZt0NlbpMYnAxB87jZOPoqfJYXHEnb5PgDpSalE3g7GycstVx02lSpgeByEMTgEDAZS9u7Hvumzz/FcfhRJMXcn/NydsLbS0656aQKuPrTIIxAkpRmQUpKSnoGLgy16ndKtrFXaG2f73L9V4VqjLEn3wkh+GI7MMBK0+TjeOfzLaOZfege7LP8yT9NZ6xFW+qy0wjXLknwvlJQHim7I5mN4ta/9BF1bCrIdf07d4M3Hn0nXzscNzzY1eLTuQL6aoU+x1aqAtj4r2gBAQ+N/ACnlDmAFsExK2UIIURHoAzSSUvoDRqC/lHIykCKl9JdS9s9DqjowBqgKvAWUk1LWBb4H3lfzfKHWUwd4Q03LFyGEO1AfuAKsASZJKasBl4AZarbJQA31+HAp5X2z8/GXUh7OIVsFZVCRF18Da1StdcCXZmk+QGOgMzBfPdYP2K22U3Ug8Enno+IKtATGAduAZUBloKo6yCkCTANaSylrAmeAD83Kp0opG0spN+Q89wLUja+vN48fB2d9DwoKxdfXqyBFs6hXryYnT+6ka9f26PXZLyLCQiLw9LHsXBV2cyEhPhGj0ajmCbfI07JDUzYfXs/XaxczY9xccmJlbWVhb3BQKD6+z/aDQHXr1uTEiZ38tXk1ZcqXAsDTx4Ow4LB/ZXurjk2pWrMSX69dzPyPFhMREoGHdxELjSLeRQgPjsj6HhESQZEceXJiXqZ571bcOn8TN2/LwYmrtzvRwVFZ36NDo3D1cuPRzYdUqFsZx8JO2NjZ4N+iFu6+Sn1rPvuRflMHUnzvOlwG9CD1zKWs8oawCPRelnXoPd0p1KoR8Zv+tjhuDI8idvVvFN+7lhL7N2BKTCbl+Fnsvd1ICcq2KTkkOqsTb07RDrXpcHgRTX6ZwKlxq3KlO/gVoXDVEkSdU15GhkdG4202OPPycCcsKtqiTPkyJfjnyEkALl2/TUhYBGERlnl2HjhKhxZPnHP41wgnV2R8dr0yIRrhmLsNALCyQV+qCsYb+T2OsnH0diU+JFs3ISQapzzaNpNqfZtzJ+BiruMufkXwqlyC4MDcL3r1nkUwhoVnfTeGR6L3yD1YsqlaCc+131Fk2TysSpXMlR4en4y3S/YPonm5OBAen2SRp2/DitwLj6XN3I30/HwzE7rUQ6d78o9n2fm4kmLm8ykh0dj55B7I+HSoTcvDi6m/dgLnzf1LJ2j+z1zaX15BxKFLxJxX2sDO241Uc93gaGy9c+t6dahD0yNLqL12EhfHmYeESepunEqjPXMp9larbHu9Le1NDY7CLo9r5tWhNs2OLKbO2olcGLcy63ilWW9z7bNfkabsHyqz9XbLoZm3rZ4d6tD4yBJqrp3EZTNbJZLaG6fSYM9c/MxsfVa0NQAaGv+btAJqAaeFEAD2QPgTSyicllKGAAgh7gB71OOXgBbq59ZAJVUXwFkI4SSlzPlTn02EEOcBE0pn+zFQWEp5UE3/GfhN/XwRWCeE2AxsLuA55kcD4HX18y/AQrO0zVJKE3BVCJHZYz4N/CiEsFbTAwtQxzYppRRCXALCpJSXAIQQV4CSgB9QCTiqtpMNcNysvHmg9lPPXQjxHvAegJWVG2Ztn4X5zPvTCAy8TPnyDUlKSubw4a189tlEOu3oma/W0+rbv/MQ+3ceomZ9f0ZNGsqw3mNy5f+39las0IikpGTatWvOsp/m07VhHyhAOzzN9suB13Au7My233YxasK77PptTx4az25/Zpm3PuiH0WDk1pnrlPF/7am6SEnw7cdsW/EnU9bNIDUplQdX72NUQytaD2jHL7N+pNvRfbhNGIZj+2a5ypvjPmkE0cu+B5PlL6XqnB0p1KIhD9u/jSkhEa8ln+DYuRVE5m1TToJ2niFo5xk86legysReHOwzLyvNysGWRj+M5fz0XzAkpqgSuTVEjl9afbdvd+Z/u5qewybwWqniVChbCit99jxlRoaBgONnGTOkXx5Gvmzyvt76sv6Ygm5nhf88iZznC3k2LQDFG1Skep9mrH1jlsVxawdbeqwYwz+frSU9MQUcc5bM01ktvqbfuEVotzeRKanYNayH+6LPCOv5do4iT79ex24GUd7Hje+GtudRVALDf9hNzZJeONrZ5H1S5H0/5tUIITvPELLzDO71K1BxUi+O9VYnFkySgNZTsXJ2oO5P43Cq4EfC9cd5nnZe1yxs52nCdp7GtX4Fyk3qzaleSjji8c4zSAuLwaaIM3U3fUzirSCiT9zI5ybNTdjOM4TtPINb/QqUn9SLk73m4tmmBumR8cRfvIdbw4pmjVAwW8N3niZctbXspN6cUW09aWZr7U0fk3QriJgT1wtkpznaAEBD438TAfwspcwdnPxk0sw+m8y+m8h+XuiABlLKFJ7MYSll5yyDhHB5Qt5OQFOgK/CJEKLyU7SvoAxwLjwlH1g+Wc3PTwBIKQ8JIZqqNvwihFikrqswL2eXQ9O8XXK2mRXKG5e9Uso387HJvLeQ69yllAaLE5ByFWANDL1w4Qpnz17Ezy87/rdoUW9CQgoyvlPo1+913nlHWUB59uxFSpRoS2E3F2Kj4/Dy8SAi1LIXGBMVi5OzI3q9HqPRiJePZ648AOdOBFKsZFEKu7nQrlsrOr/ZEWtrawwGg4W9vkW9CQ0Jy1U+PxISssMpSpQsho+fN78H/MLFM1fwMnvz8Ty2hwVH4O3rxbkTgRQt4Uux0n5EhkVZaESEROLpmz2L6uHjQVSOPDmJCImkUs2KlCxfksX9PqX94M7EhFnOZkeHROHmmz0r7ubtTky4svA5YOM+AjbuA6DPhP5EhSr1NX2jBWtm/kA3Z0jacwiXft2yylt5eWAMt6zDtlI5PBcqy370ri44NK6LNBoRVnoygkIxxcQBkPTPEWyrVyJl7Rnsi2bb5ODjRkqO2G+L8zxxHceSnti4OZIenYiw0tPwh7E8+PMoQTvOZOXz8nAnNDy7zcIiovB0t5xJdSzkwOwJIwGlA9p+wGiKmoW2HT51noqvlaKIa+F87XkRyIQYhHP2jKxwckMmxuaZV1+xLoarJwukmxAajbPZbLeTjxuJYTG58nlUKEbHBUPYNHARKbHZvq+z0vP6ijFc2XyMm7vO5CoHYAyPQO+V3WZ6zyIYIy3vCZmUnPU59dhJCk8Yg87FGVNcdiibl0shQuOyH1Nhccl4ODtY6Gw5c4vBzasihKB4EWeKujpyLyKOqsXyD89KCY7G3szn7X3cSA3N3QaZRJ24jkNJT2zcnEiPzp5jMsQnE3XsGp4tqpNw/TGpIdHYmev6upH2BN2YE9dxKOmFtZsTGdEJpKnXIT0ynrAdpylcoyzRJ26QGmJpr52v+xPtjTbTda1bHs92NWnRyh+dnTXWjvb4fzOKRz/tzqH5/LaG7ziNS42yzzUA0EKANDT+N9kH9BRCeAIIIdyEEJkrwTLU2e7nZQ8wOvOLEMK/IIWklHFAjFk8/1vAQSGEDigmpTyAEttfGGVeKwHIL3h3ETBVCFFOtUEnhMgMsTkGZG4P0h848iS71HYJl1J+B/wA1FSTwoQQFVX7euQrkDcngEZCiLJqHQ6ZtuaoO79zz4tvAP/69Tuybdse+vV7A4C6dWsQH59AaGjBBwCbN++kfv2O1K/fkevXb+HoWIjY6Diq1qxMYkISkeG5O7enj52jTWflJVDX3h04sFuJyipWMnvxWoWq5bC2tiY2Oo6NP/1Jg/odeb3HOyTEJ9Kvv/JSpk6dTHsjctWRH15m8d5nz14kKjyKns3f4sCuQ3Tp3R7guW2/EniN4qX9aNKmIVbW1jRq25Cjeyw3njqy5xjterYFoFLNiiTFJxGVo6OdEycXJ4qV9uPzj7/EaDTRoEtjzu61jHk/+89pmryh2FW2RjlSEpKJVQcAzu7KeNndtwh12tfn+BbF5pjwGCrWV8bHwsEeTBKrot5gZUWhDs1ICjhuUcejDm/zqL3yL2nvYSLnfEXy/mMYQiKwq1YBYafEadvXq0HGvYdEB97FqZQ3hYp5oLPWU7xbfYJ2W4a3OJbMHnS5Vi2JztqK9Gilo1p36VASbgVxc+VOizJVypfhQVAIj0PCycgwsDPgGM0bWsY9xycmkZGhjH3/2LGPWlUr4lgou9P5nwj/ATCF3EO4eiJcioBOj1XFuhhvn8+d0cYefbHyGG+fK5Bu8IW7uJbyxkVt24pd6nNrr2VZZ1933lg5lm3jVhB9L9QirePCIUTdDub095Zta076tetYFSuK3kfxCfs2LUk5ZOkTOrfsgZd1pQqgExadf4DKfkV4GBVPUHQCGQYjuy/cpVmlYhZ5fAoX4uTtEACiElK4HxmPn9uT11vEBt6hUGlvHIp7IKz1FO3egNA9lv5VyMy/XLL8KwEbdyes1EGIzs4ajyZVSLythBbGnVd07VVdn+4NCcvhtw5mus6qbkZ0AnoHW/SFlDkevYMtRZpXI+H6ozx1fbs3KLDujTkb2F9jNAfqfMD5YV8SefQKgaO+Ie78HRzMNL27NyT8OW11b16NxOu5N3koCNobAA2N/x4chBDmKyRzbzOhIqW8KoSYBuxRO5kZwCjgAbAKuCiEOJfPOoCn8QHwjRDiIsoz5BAFjF0HBgIrhBAOKLv2vAPogbXqGwKBEvcfK4TYBvwuhOgGvG++DkBKeVEIMRZYr2pJIDPI+QOUkJ4JQIRax5NoDkwQQmQAiUDmu/DJwHbgEXCZ/DvmuZBSRgghBqn2Za6Emwbk3KMyz3N/mv6uXftp164FV64cIlndVjOTv/5azciREwkJCWfkyEF8+OFwvLw8OH16N7t2HWDkyEn06NGRoUMHYDAYSE1NZffuA2w/8RupKalMH5u9Q8/X6xbz6YfziQiL5PNZ37Jw5WeMmvwe1y/f5K9fla37WnduQZde7cnIMJCWms7EYdnbHq5e/SVNmtbH3d0VN3dX7j84S3hYBMOGZ+/W8+dfPzFy5CRCQ8IZMWIQ4z4chpeXBydP7WL37gOMGjmZ7j06MGTIAIwGIympqUwaPh2Aw/8co3GrBv/adilhyXdziI9N4MC2AO7ffEDXt5SXV1t/2c6JfSdp0LIe64/+QlpKKvM+XJRVz/RvPqZGg+q4uLnw+5kN/LT4Z/7esJMPPhtFUkIS3275EiEED67eJ+jWI1r1bwfAvnW7Cdx/Fv8WtVh2aDlpKWmsHP9Vlu7YFRNxdHXCmGHgp+mrSFLjr7+f9C1vz3wXX5t3kGkZRC35Du8VcxF6HQl/7SbjzgOcenUCIOE3y7h/c9IuXSdp72GKbvoWDEbSrt8m/rcdSGNhzk1dTbP1k5RtQDccJP5mEGXeVmKN76zZh1+nOpTs1QRThhFjajrHhyt2F6lbjpK9mhB79SFt9yohG5fmbSRk/wWs9Hqmvj+Y4ZPnYDSZ6NG+BWVLFmPTNiXKsHeXttx9GMTHC75Gp9NRpoQfn36U/VhJSU3j+NmLTB/7Hs/ChBnzOX3+IrGx8bTqPoCR777FG13aPbmQNJG+dx22vT8CocNw6TAyMhgr/+YAGAIDANCXq4nx/hXISLcobtNlGPriFcDeEbuRS8g4shnjxcNIo4m903+m75qJCL2Oi5sOEnkriBr9WwJwft1+Go3pgZ2rI+1mDQLAZDSyust0/GqXo+obTQi/9pDBOxQ/P7hoE1wLtqgbo4nYxV9R5MsFCJ2epG07Mdy7T6Eeys5XSX9tw75lMxzf6Io0GpFpaURPy71LkpVex+Su9Rnx4x5MJkm32q9R1suV39SZ5l71KzC0lT/TfztMz2V/IYGxHWrjqnZOJ68P4MzdUGKTUmk7dyMj2tSgR51ySKOJi1NX02D9ZIRex8P1ASTcCKKk6l/31+zDp3NdivVqgswwYEzN4Mwwxb/sPAtT48sRCL0OoRMEbT1B2F5lYCaNJq5M+Ym6G6YqW2uuP0DijccUf7s1AA/X/IN353oU7dUEaVD89vx7XyjXy8OFWj99BIDQ6wj+6yiRBy4AAmk0cXnKaupumILQ63i8PiAP3br49WqKyWDAlJrOuffMl53l4V5GE1en/ETtDVNVTcXWYqrmozX/4NW5Hr6qrabUdALNbK1hZmtIlq3PjniWOEwNDQ0Njf+/2NuXeCkP7XIuRZ+e6Rm5HR/89EzPQVnnPLY/fAG46O1fiq6flfML15zt/PSY8+fhdGTBdtd5VnqcmvjCNYX9s+3uU1Ayfpj19EzPwRffZrxwzbe8X8495j657UvR3TMi96LmF4G1ND090zMi8w7W/9foX8aWPkD7sA3PZLAWAqShoaGhoaGhoaHxCqENADQ0NDQ0NDQ0NDReIbQBgIaGhoaGhoaGhsYrhDYA0NDQ0NDQ0NDQ0HiF0AYAGhoaGhoaGhoaGq8Q2gBAQ0NDQ0NDQ0ND4xVC+x0ADQ0Njf8i7PT/5jfc8udmXNAL19SLlzPH9LJ0Pa0KvRTdl8G5l7Rd5z2bl7P1YcaqOU/P9IwIx5dzvazf/eTpmZ6DiOVTX7jm5fueT8/0HNT7dddL0Q2y9nspuskv4ZmQKF7Odp1O8uXcY+2fMb/2BkBDQ0NDQ0NDQ0PjFUIbAGhoaGhoaGhoaGi8QmgDAA0NDQ0NDQ0NDY1XCG0AoKGhoaGhoaGhofEKoQ0ANDQ0NDQ0NDQ0NF4htF2ANDT+gwghEqWUjjmODQeSpZRrhBAVgA2ABHpKKe/kozNVSjnX7PsxKWXDF2xrc2ALcBewAzZIKT99Do10KeWxfNI7ALOAQoAAtkspxz+30f8hhBCDgD1SymD1+/fAUinl1f+UDfMXfUKbts1JSUlh5LBJXLxwJVeeocPeYvjIQZQuU4IyJeoQHRUDQIdOrfn4k7GYTCYMBiNTJ80m4MgJAJYsmUm7di1ITk7hvffGExh4OZfu8OEDGT16MGXKlMTPz58oVbdJk/r89tt33L//CIBtW3czf95XACxaPIO27ZqTkpzKsGHjuRCY295hw99m5Kh3KFOmJCWK1czSzaRmrWoEHPyL6MgYYiJjmDF2Ltcv3cyl41vMh3krPsWlsBPXL91k2vuzMGQY6PB6GwaN6g9AclIKcycv4dbV23R8ox0fL5qAtV5PYlwSf37zGzt+2mahOXjmUGq0qE16Shpfj/+ce5fv4lu6KOO+npCVx6u4NxuX/srfP26lRMWSjP16At7FvDEajWxf+Rd/fr4pl61vz3wX/xa1SE9JY8X4r7h/+S4A7d/pTIs32yAE7F+/l10/bgegRKWSDJ4zHA8bO0xGIw9+O0zZQW0Qeh33fg3gxteWdvu0q0XliT3BJDEZjVyY/gtRp25i7+tGnS9HYOfpgjRJ7q3dz+3vdwNQqlk1Ws94C51ex4UNAZxYbqlZqXtD6g/vDEB6cip7Pl5N+LWH6G2t6b9pGlY2VggrPTd2nOLIsj+zyunLVsem0zsgdBjO7iPj8JZc7aErWQmbjoMQej0yKYHUH2cCYNWgE9a1W4KUmMIekfbXt9llSlXBplU/0OkwXDiE4eQOC02ruu2xqtRAzaxDuPuS8tUHkJqETYfB6MtURybHk/pjwXf/mTZ3KYeOnsLNtTCb164ocLkKzarTffpAdHodJzbuZ//yrRbpnmV86btoOH6VS7Fj8UYCvtuelWbn7ECf+cPwLu8HEjZMXAFHbwFQpEV1Ks4eCHodj9ft595XOXTb1+K1Sb2RJok0GLn2yRpiT91Q2sfZgSpLh+FYQdG9PG4FEIqVf10c3hkNOj1p+/4mbfOvFppWlfxxnDQbY3goABknD5H6+xoAbDv1xLZVJ5BgfHiXpG8XQEY6AMWaV6PxTMW/rq4P4Py3lv71WveG1Byp+FdGUioHp64m6tpDAGycHWixcAhu5f1ASvaP/46wc7cBKNmsGi1nvoXQ67i0IYBTOXQrdm9I3RGq3yal8s/Hq4lQdQGETjBg+ywSw2L4650leV6/ss2q0V69N85tCOBIjnujaveGNB7eRakjOZXtH/9EmFkdmZRsVo0Wqq2X87C1gpmtGU+wNSEshs352Po0tAGAhsb/Z6SU5n89ugNbpJQznlJsKpA1AHjRnX8zDkspOwshCgGBQojtUsqzz1C+OZAI5BoACCGqAF8DnaSU14UQVsB7L8Lo/wCDgMtAMICUcsh/svI2bZtRpkxJalVvRe06/iz5/FPatOiZK9+J42fZtXM/23euszh+KOAYO//+B4DKlcvz4y9fUr16S9q1a0GZMqWoUqUZdevW4MsvZ9O0afdcusePn2HHjn3s2bMhV9rRo6d5443BQPZ2nW3bNadM2ZJUr9qCOnX8+fyL2bRo1iNP3Z079rFzd25dnU7HN9/MIyoqhoVTlxEeEsGU+eMZ2Cm3y3wwbQTrVm1kz5Z9TF0wnu5vdub3NZsJehjCkNffJyEugYYt6zNt0UTe6TKckZOGMGXYDEKP3WLB9mV0frcrF48E8viWMpCp0aIWPqV8eb/ZMF6rUZ73Zo9gSvcJBN8NYkLHsVn2rTz5Eyd3HwdgxIL3KeTowJhWI6nRuAa9P+rHyb+PEXTrcZad/i1q4l3Klw+bjaRsjXIMnj2M6d0n4VeuOC3ebMMnXSdgyDAwec10AvefJfR+CG9OGcifX2yizJ7reLfyp8H3Y9jTbCLJIdG02jmL4D3nSLiZvaVr+OHLhOxWblmXisWot+oD9jSZgDSYuPjpOmIv3ceqkB2tds8m7NBlxMMQ2s4ayIb+80kIjWbQ1s+49c9Zom4FZ2nGPYpgXe/ZpMUnU7p5NdrPG8ya7jMxpmWw/s25ZCSnobPSM+D3T7gbcIHg83dACGy6vEvq6tnI+Cjshs/DcP0MMsJs+1k7B2y7DCF1zRxkXBQUcgZAOLli3aADKV+OA0MGtn3GYVW1IcZbZxTdNm+RtnExMiEau4HTMd4OREZl22s4tQvDKWVbS32Z6ljVaQepSUrapSNknNuHbadnu4W7d2xDvze6MnXW4gKXETrB658NZsWAOcSFRjFu61yu7D1L2O3sNkiOTeSvmaup0rZOrvI9Zgzk+sFAfh65DL21Hmt7W8oD6ASV5g/mdO85pAZH0WD3XMJ3nyXJzA+iDl0mfJfiB46ViuO/agxHGn8EQMXZA4k8EEjgkGUIaz16e1uoqcPh3TEkzhqPKToCp3kryDhzFNPjBxY2ZVy7RNL8KZbn6VYE245vED9uIKSnU2jcDGwatSQ9YBdCJ2g6eyDb+s0nMSSants/4/7es8SY+VfCowg295pNWlwyxZtXo/mCwfzRdSYAjWe+xcOAi+we/iU6az1W9rZZbdt69kB+6z+fhJBoBmz7jDt7c/vtht6Kbqnm1Wg7fzDrus3MSq85uD3Rt4OxcbLP9/p1nDWIX/rPIz40mqFbZ3Hjn3NE3Mpu59hHEfzUexap8cmUbV6dLvPe5fvuM3LptJo9kN9VW/tv+4zbe88SbWZr/KMINqq2lmxejTbzB/NrDlujnmBrQdBCgDQ0/j8jhJgphBgvhOgIjAWGCCEOqGkDhBCnhBCBQoiVQgi9EGI+YK8eW6fmS1T/by6EOCiE2CSEuCmEmC+E6K9qXBJClFHzeQgh/hBCnFb/NXqSjVLKJOAsUEYI4S+EOCGEuCiE+EsI4apqfiCEuKoe3yCEKAkMB8aptjbJITsRmCOlvK7WYZBSfqtqlRBC7FO19gkhiqvHVwshvhRCHBNC3BVC9FSP+wghDqn1XM6sK7Nd1M89hRCrzXSWCyEOqDrNhBA/CiGuZebJLC+EWCKEOKfa4aHWWRtYp9ZnL4QIEELUVsu8qbb1ZSHEghxac4QQF9T281KP91LzXhBCHHqqwwAdO7dmw/q/ADhzOhAXF2e8vHLvC3/p4lUePcy9v39SUnLWZ4dCDkip7HfduXMbfv31DwBOnTqPi4sz3t659xm/cOEKDx8+znU8Pzp3bsP6dcpM8OlMe71z23vxwlUe5mEvwPARA0lMTOLGdWW279K5Kzg5O1LE0z1X3jqNa7JvewAA2zftpEUHxfUunrlMQlyCUv7sFbx8PKhSoyIP7jzk0N6jGDIMHNlykPTUdNy8snXrtKlHwB8HALh1/gYOzoUo7OlqUWfVRtUIexhKZFAEAH5li/HwxgPCH4VxIeAcCKjVpq5FmVpt6nJY1b19/maWbtGyftw+f4P01HRMRhPXTl6hdrt6SiEpsXdU/ui7VitFelwSSQ8jkBlGHm05gW+7WhZ1GJPTsj7rHWxBvdap4bHEXroPgCEplYRbwdh7u+LjX4aY+2HEPYrAlGHk6rYTvNbGUjPo7C3S4hUfCjp3Gycft6y0DLU+nZUenbVVZnXo/MpiigpFxoSD0Yjx0jGsKlp2cq2qNcZw9aTS+QdIis9O1OnA2ibrfxmvvB3S+ZRGxoYj4yLAZMRw7RT612qQH/pK9TFcO5H13fT4JqQk5ps/P2r7V8XF2emZyhT3L0vkg1CiH4VjzDByftsxqrStbZEnMSqeRxfvYjIYLY7bOtpTum5FTm5U/MWYYSRVvQaFa5Yl+V4oKQ/CkRlGQjcfw6u9pa65H1g52CrvmAG9oz2uDSryeJ2iKzOMGOKT0ZetgCk0CFN4CBgMZBzdj03tJ/6ZsEDo9AgbW9DpwdYOU3QkAJ7+ZYi7H0b8Q8W/bm89Qam2lv4VevYWaXHKuYWdv00h1b+sHe3xrVeeaxsCADBlGElX28A7029V3evbTlAmh26wmW7w+ds4mvmto7cbpVv5c1HVzoui/mWIvh9GzKMIjBlGLm87Qfkc98ajs7eyrsvjc7dwNqsjE2//MsSa2Xpj2wnKPsHWkDxsLdXKn0tPsLUgaAMADY3/I0gpdwArgGVSyhZCiIpAH6CRlNIfMAL9pZSTgRQppb+Usn8eUtWBMUBV4C2gnJSyLvA98L6a5wu1njrAG2pavggh3IH6wBVgDTBJSlkNuARkTm9MBmqox4dLKe+bnY+/lPJwDtkqKIOKvPgaWKNqrQO+NEvzARoDnYH56rF+wG61naoDgU86HxVXoCUwDtgGLAMqA1WFEP5qnkLAOSllTeAgMENK+TtwBuVa+EspUzIFhRC+wAJV1x+oI4TobqZ1QkpZHTgEDFWPTwfaqce7FsBufHy8CHockvU9ODgUH1+vghTNolOXNpw8t5uNv3/H+yOUGTxfX28eP86ehQoKCsX3GXXr1avJyZM72bz5ZypWfE2x19eLx+b2BoXg6+tdYE0fXy+6dm1HXFyCxeAlPCQcD58iFnkLu7mQGJeI0ah0oMJCIvDIY7DR/c3OHN1/Ag9vD0KDwrOOp6el4+5ThFuBN7KOuXu7ExUckfU9OjQKdy/LgUejrk05sjV7/BYVGonQKX9i63dqhL2jA27elmVcvd2JDo6y0HX1cuPRzYdUqFsZx8JO2NjZ4N+iFu6+ynmu+exH+k0dSMczX1J2aDsij1/PKp8SEo29t+XABMC3Q23aHl5E418mcGbcqlzpDn5FKFy1BNHn7uDk7UpCSHRWWkJINE55aGZSvW9z7gZczPoudIJ3dszhg3Pfcv/wJUIClShG4eyW3bEHZFwUwsmyc6Rz90HYO2I3eAZ2w+dj5d9UyZsQQ8aRbTh8tByHiasgNRnjHaVO4eSKjM+2VyZEIxzzsdfKBn2pKhhvPMtLzBeHi5cbsWbXOzYkGhev3B3EvHAv7klSVDx9F4/gw7/n0Xv+e9ios9+23m6kmOmmBkdj651b17NDHRofWULNtZPUMB9wKOFJelQ8Vb8YQcN/5lF56XvoHWzRuXlgisr2eVN0BMI9931kVa4STou+x3HqAnR+JQGQ0ZGkbtuIy/JNuHz3BzI5EcPFMwAU8nYlMTj7eiWGRFPoCf5VsW9zHh5QrrVzcQ9SohNoufQ9eu2cTfOFQ7LeADh5u5KQQ9fJK3/dqn2ac+9Att+2nDmAQ3PXgyn/H/9y9nYjPiS7neNDonF+gu01+zbndsCFXMcdc9iaEBKN41NsvW9mawvVVvkEWwuCNgDQ0Pi/SyugFnBaCBGofi9dgHKnpZQhUso04A6wRz1+CSipfm4NfK3qbgWchRB5TWc1EUKcVzXmA4+BwlLKg2r6z0BT9fNFlFnxAYChoCeZDw2AzIDTX1A6/JlsllKa1Hj7zN7paeAdIcRMoKqUMqEAdWyTytT3JSBMSnlJSmlCGeSUVPOYgI3q57U57MiLOkCAlDJCSmlAGbxktk86kBnQe9asjqPAaiHEUECfl6gQ4j0hxBkhxJm0jHiEyP1Lkpmz+AXl7217qVezHQPeHMHUT8Zm1vOvdAMDL1O+fEPq1evA8uWrWb9x5QvRXbhwOp9Mm6+sEskllON7Aeqq3bAG3ft14ss5yy1ss3Owo+M7Xbh2+gopiSnZBfKo11zTytqK2q3rcvzvo1nHdq/diV9ZPxZsX4pdITuMRmMuO/IwFaQk+PZjtq34kynrZjBpzXQeXL2PUZ0Rbj2gHb/M+pEdtT/gwabDFKlXPlf5nATvPMOeJhM4NngZlSf2skjTO9jS4IexBE7/BUNiSj4nm4edQPEGFanWpxkH5mWHbEmT5KeOH/NN/Q/w8S9DkXKZv/xagIun06PzLUXqL/NJXTMH6+ZvINx9wK4QVhXrkLx0FMkLh4GNHfrqOV8oPt1gfVl/TEG3s8J//tPkdb0Leh/o9HqKVinFsbV7WdppCukpabQc0U0VzqtEbt3wnac50vgjzg9aTNlJvZWiVnqcq5bi4c97OdZ6CsbkNEq93y1vI3LYarh3k7iRfUmYMITUnX/iOHG2olnIEes6jYgb1Ze4995A2Npj06SN2gZ53Z95V+fboCIV+zTj+FzFv3RWejyqlOTymn381mEahuQ0ao7qorZBwXWLNahI1T7NOKT6belW/iRHxhOmvhF7FvK7fiUbVKJGn+bsnZc7nDGvNsjvHivWoCJV8rA1/DlszYk2ANDQ+L+LAH5WZ5n9pZTlpZQzC1Auzeyzyey7iex1PzqggZl20Xw6zYellDWklLVyrFXIi07ANyiDlrNqTP+TuKLmLQjmj0fz8xMAUspDKB3tIOAXIcTbeZSzy6Fp3i452yw/25/21/pJv/GeIbP/Whgz65BSDgemAcVQ1lnkimmRUq6SUv4kpbQ6eTqAkJBwivr5ZKX7+noTGhKes1iBqFS5PA0b1eHMmT2EhITh5+eblVa0qDchz6CbkJCYNUNfsmQxihcvysnTuwgJCcfP3N6iPoSEhBVI871hb9Gpc2t2791Io0Z1ada8AVPmf0Tz9k3w9PEkIjTSIn9sVCyOLo7o9cpYysvHg8iw7DyvVSzDJ0smM27QFOJi4gkPCce7qCdWVnrGr5jM41sPuXbKci13VEgU7r7Zs59u3u5Eh2fP4NVoXot7l+8QFxmbdex24E0e3XzIpM4fcmzrEZLjkogJizaXJTokCjff7Mvt5u1OTLgS2hKwcR8fdxrPrN7TSIpNIPS+8gal6RstOL1TCWF5vO0kth4uWeXtfdxICcu2ISeRJ67jWNITGzdlHwJhpafBD2N5+OdRgncoM7QJodEWIT1OPm4khMXk0vKoUIwOC4bwx5BlpMbmDqFJi0/m4fFrlG5eDQAZH4VwyT5X4eKOTLDUlfFRGG9dgIw0SE7AeP8aOu8S6MtUxRQTDskJYDJivHoSfbFySpmEGIRztr3CyQ2ZmHcb6CvWxXD1ZL7t87KJDY2msNn1LuzjRnx47rbNi7jQKOJCo3kYqITAXdhxEr8qJQFIC4nG3kzXzteNtND8dWNOXMehpBfWbk6kBkeRFhxNnLqQNmzbSZyrlsQUHYHObMZf5+aBjLa810hJhlRloGw4fxL0VggnF6yq1sIUHoKMjwOjkYyTh9CXrwwoM/OOvmbhLD5uJOfhX+4VitFi0RB2vLuMNNW/EkOiSQyJJlx9q3Rnxyk81DZICInGKYduYh5tW6RCMdotHMJmM78tWrscZdrUZOjRZXT+ehTFG1ai4+cjcpWND43G2Se7nZ193EjI437zqlCMrguGsGHIUlLyuDdy2ur0BFvbLhzCFjNbfVVbh5jZ2iEPWwuCNgDQ0Pi/yz6gpxDCE0AI4SaEKKGmZQghrP+F9h5gdOYXs5CXJyKljANizOL53wIOCiF0QDEp5QGU2P7CgCOQAOQXKLsImCqEKKfaoBNCfKimHQP6qp/7A0eeZJfaLuFSyu+AH4CaalKYEKKial/uVadPRwdkrq7tZ2ZHfud1EmgmhCgihNADb6KEDj3J9jJSypNSyulAJMpAIC++AfybNuzKju176fumcjq16/gTH59AWFhEPsVyU6p0iazPp06eJzIymtq127Jt2x769XsDgLp1axAfn0BoaMEHAObrEM6evUBYWAT16rRn+7Y9vNn/dQDqZNobWjB7V638BbfC5XErXJ5BAz8gKiqWeZOXEBUeTWJCIpHhUbnKnDl6nladmwPQuXcHAnYpl827qBeLf5jDJ+/P4uFdZYHvlcDrFCtVjHkrPiPobhDu3kU4vdeyk3jmn1M0f6MFAK/VKE9yQjKxZn+wG3dtYhH+AxD+OByfUr54FfPi9Q+UWfeze09b5Dn7z2maqLpla5QjxUzX2V3p2Lv7FqFO+/oc36JE0MWEx1CxvtKZsipkhzSacCjmgbDWU6xb/awFv5kUKpkdwlW4akl01lakRyudidpLh5JwK4hbK3dm5Qm5cBe3Ut64FPNAZ62nUpf63N57zkLT2ded11eOZfu4FcTcC806bu/mhK2zg2KbrTUlG1ch6rYSUmYKuqOE+BT2AL0efdWGGK6fsdA1XD+DvkSFrDh/vV9ZTBFByLhI9MVeU9YAALrSVTGpi4dNIfcQrp4IlyKg02NVsS7G2+fJhY09+mLlMd4+lzvtP8SjC3fwKOmNm58Hems9Nbo05PLegoUjJUTEERschUdpZSBdrlEVwtTFp3Hn7+BQ2hv74oofeHdvSHgOP3Aw8wNn1Q8yohNIj4gjJTiKQmUUXfcmVUi6GYTx9g10Pn7oPL3BygrrRi1JP2O5l4MonN2J1ZetgNAJZEIcpshwrF6rBDZKeI5V1ZpZi4fDL9zFpaQ3Tqp/le1an3s5/MvR1532341l35gVxJn5V0pEHIkh0RRW28CvUWWi1TYIvXAXVzO/rdClPndy6Dr5utNt1Vh2jLX028MLNrGy3gd812gc20d/w8NjV9kxdnmuaxB84S7upbwpXEy5flW61OdGjuvn4utOn5Vj+WvccqLM6jAn9MJdCpfyxlm1tXw+tnZdNZadOWw9smATq+p9wPdmtu7Mw9aCoO0CpKHxn8VBCGG+enJpfhmllFeFENOAPWoHNgMYBTwAVgEXhRDn8lkH8DQ+AL4RQlxEeQ4cQlmwWxAGAiuEEA4oW4S+gxK6slYI4YIyC75MShkrhNgG/C6E6Aa8b74OQEp5UQgxFlivakngbzP7fhRCTAAi1DqeRHNgghAiA2XXocw3AJNRwm4eoeza45hn6fxJAioLIc4CcShrMgBWq22QghKulHlOIUKIKcABtR12SClz73VoySIhxGtq/n1A7qDRHOzZHUCbds05d3E/KSkpjBo+KStt0x/f88GoqYSGhvPeiLf5YOx7eHkV4ciJ7ezdfZAxo6fStVs7+vTrgSEjg5SUNN4dOAaAXbv2065dC65cOURycgrDhmXvyPrXX6sZOXIiISHhjBw5iA8/HI6XlwenT+9m164DjBw5iR49OjJ06AAMBgOpqakMevsDAHbvOkC7di24eDmAlOQUhg+fmKX7x18/MmrkZEJDwhkxYhBjP3wPLy8PTpzaye7dAYweOTkr7+5dB0hMTGTy3A+Jjoph5risjbD4cu0iPvtoPpFhUXw5eznzVsxk1KShXL98i83rlciroeMG4eLqwpR5yu4nRqORAe2H8NvPfzFu+igy0jNIiElgzBcfcf3MVR7deMiedbs4t/8MNVvU4utDK0lLSePb8dlLUmzsbKjWxJ+VU7O3pQRo2KkxVtZWfLF/OWkpqWxftYWgW49o1b8dAPvW7SZw/1n8W9Ri2aHlpKWksXL8V1nlx66YiKOrE8YMAz9NX0VSvBK28v2kb3l75ru46qwwpWVwcdavNFk/CaHXcX/DQeJvBlH67VYA3F2zD79OdSjeqwkyw4gxNZ0Tw5U63OuWo0SvJsRefUjrvUo7Xp63kdtHLrJn+s/0WTMRoddxcdNBIm8F4d+/JQCB6/bTaEwP7F0daTtrEAAmo5Gfu0zH0bMwnZcOQ+h0CJ3g+vaT3NkfqJyQyUT69h+xG/ixsl3nuQPI8MdY1VFCQwyn9yIjgjDeCsR+1GKQJjLO7keGP0IChisnsB+xAExGTCH3MZz5B2FvC9JE+t512Pb+SNle9NJhZGQwVv7NFd3AAAD05WpivH8layvKrOvXZRj64hXA3hG7kUvIOLKZgjBhxnxOn79IbGw8rboPYOS7b/FGl3ZPLGMymvhz+k+8t2YqOr2OU5sOEHbrMQ36twbg+Lp/cPJwYdzWudg52iOlpOngDixoM560xBT+nPkTAz4fjd7aiqhH4WwYv4ImgDSauDrlJ2pvmIrQ63i8/gCJNx5T7G1F99Gaf/DqXA/fXk2QBiOm1HQC3/siy65rU3+i2rej0dlYkfwgnEtjVlCrupHkH77A8eNFoNORfmAnpsf3sWmjLFNK37sVm/rNsG3bFWk0Qno6ics+A8B4+xrpJw7ivPA7MBox3L9F2j/KPSiNJg5/8jNd1ir+dX3jQWJuBlF5gOJfV9bup/bYHtgWdqTpnGz/+r3TdAAOf/Izrb8agd7airiH4Rz4aFWW7r5PfuaNXyai0+u4tPEgUTeDqK7qXli7nwaq37aena27tvP0Al3vzOu3Y/pq3lqj3G/nNx0k4lYQtfsr99uZdftoNqYH9q5OdJr1TlYdq7pYbi8rjSb2m9l6WbW1mmrrRTNbW5nZuu4ZbC0I4lnjRjU0NDReFUQev9vw/xtXx7Iv5aGdasx44ZqZ24C+aMq5FH0puqVtCrYg81mxyXtpx7/i9XSHF64JcNvmSVFsz8/7b6c/PdMzIhwLvXBNAOt3C/57AM/CpNpTX7hm25Sn53ke6jXNe/b637L+hN/TMz0HyS/BbRPFy+kfO8mXc4999HDtMwlrIUAaGhoaGhoaGhoarxDaAEBDQ0MjH/6vzf5raGhoaGi8CLQBgIaGhoaGhoaGhsYrhDYA0NDQ0NDQ0NDQ0HiF0AYAGhoaGhoaGhoaGq8Q2gBAQ0NDQ0NDQ0ND4xVC+x0ADQ0Njf8iHKxtX4qut8OL3wIzPiPphWsCpJle/JalAPGmF79VJUDSS9F9OduAjvmh8UvR/emdJ/6W33MRp3s5fhCx/MVv1wmw4Mzcp2d6RpJGvfvCNQF2Hn45W+2mvaRep+1L2LEzRvdytgG1eknbgD4r2hsADQ0NDQ0NDQ0NjVcIbQCgoaGhoaGhoaGh8QqhDQA0NDQ0NDQ0NDQ0XiG0AYCGhoaGhoaGhobGK4Q2ANDQ0NDQ0NDQ0NB4hfif2AVICJEopXTMcWw4kCylXCOEqABsACTQU0p5Jx+dqVLKuWbfj0kpG75gW5sDW4C7gB2wQUr56XNopEspj+WRNgioLaUc/S9NfeEIIXyBL6WUPV+S/mpgu5Ty95eh/2950fYJIWYCiVLKxc9ZPtd987JQfXa8lLKzEKIrUElKOf/ftMm/Pf9/ixDCCFxCeY5eAwZKKZNfZpXAF0fO7iQlJYVxIz/m8sVruTIVK16Ub39YjKurC5cuXOWD4VPIyMjAxcWZJV/PokSpYqSlpvPR+9O4ce02APOXzuCN3p3RW1kRHhrBxBHTCTxzyUK3aHFflqycTWFXZ65evMGkUTPIyDBkpVfxr8iGnT/y4dCP2bN9PwB//v0zNWpXw2SSHD96mnf7v09amuWOOM9q72fzpzBwcF+MRiPBj0NJSkymT7tBOWz1YfHK2bgUduHqpetMGTUzl62/7viB8e9NY8/2/TRuUZ+pc8fj6VWEtJQ04mPiWTJ+GdfOZbfvyE9HUKdlHdJS0lj84RJuX76Nta01S35fjLWNNXq9njtXblOuenl0eh2n9p2kvH8F7AvZEfQolE9HzyE5MZmxn42mQct6pKakMmfcQm5evgVAveZ1GPvZaHQ6HdvW72DtN+sBGDrhHRq3bYiUkpjIWOaMW0BkWBQOfkVod2gRKWEx2Pu4YUrL4PpXW7nx9TaLtvBpV4vKE3uCSWIyGrkw/ReiTt3E3teNOl+OwM7TBWmS3Fu7n9vf7wbg6JX7LPw9AJPJRI9GVRjctq6FZkJKGh+v3kloTAIGo4m3W9eme4PKAHT45AcK2VmjEzqs9IJfJ/XPvtbNq9F45lvo9Dqurg/g/LeWtr7WvSE1R3YGICMplYNTVxN17SEANs4OtFg4BLfyfiAl+8d/R1yg4r+lm1Wj9QxFN3BDACeWW+pW7t6Q+sMV3fTkVHZ/vJrwaw9x8nGjy7LhFPJQ2iDw1wOc+UlpgwrNqtN9+kB0eh0nNu5n//KtFpqeZXzpu2g4fpVLsWPxRgK+256VZufsQJ/5w/Au7wcSNkxcwYNztygI0+Yu5dDRU7i5Fmbz2hUFKgNgVb0O9oNGg05P+v6/Sduy3jK9UnUKTZiNKTxUaYdTh0n7Yw0Ath17YtOyEyAxPrxL8vIFAPg0r0bNWW8hdDrurA/gWg7fKtquFtUm9ERKiclg5NyMX4g8dROAekuH4tu6BqmR8exsOdmiXIlm1Wiu+sHlDQGczuEHFbo3pPaIbD/Y9/FqIlU/ABA6Qb/ts0gMi2HLO0uyjhdvXo2mM99CqP51Noduue4NqWXmXwFTs3UHHltGelIq0mjCZDSyqdP0rHKvNatGp+lvo9PrOLPxAIdy+FeRMr68sWgYvpVLsnfxJo5893dWWoN32lOnbwsQgjMb9nPsx11ZbdBMtfXKhgDO5LC1vFkbpCelcsCsDd45amnrhs7TeR7+Z98ASClXSCnXqF+7A1uklDXy6/yrWOz99aI7/2YcllLWAGoDA4QQtZ6xfHPgZdmWJ0KIfz1YlFIGv6zOv8Z/D1LKrVLK+f+/7XgW8vH/FCmlv5SyCpAODH/JZnQAXmtcqwOTxs5k3pK8H/ofz/yQ75avoXHtjsTFxfPmW68D8P5HQ7ly6TptGr/OmBFT+GzeFABatmlC63bNmDdtGQO7Dyc2KpY7N+/l0v3ok9GsWbme9vV7EheXwBv9u2Wl6XQ6PvrkfY4eOJF1rEvPDlSrUYWKJerTq8sg/GtUodvrHf+VvS3bNKFUmRKEhYTz/qAJJMQn5Or8A3w4bTRrVm6gY4OexMcm8Hq/rha2fvjJaI4eOJn1/eP5E7h59RYrZ31HVHg0c0bN4+Ht7A5HnRZ1KFrKl3eaDObzSV/wwVxlfiUjLYOJfSYxot1IRnUcTZNOTfhx/k8MbfkeHfp1ZPva7QxrM4JDOw/Tf0QfGrSsh1+povRp/BYLJy1l/Lyx2e03ZwwfDZhM/xbv0Lp7S0q+VgKAdcs3MrDNUAa1fY+j/xznnXFvZdmV+CAMgD1NJ7C1ynCKdW+AUznL7RvDD1/mn1ZT+KfNVM6OW0WtJUMBkAYTFz9dx56mEznQaQZlBrXBqVxRjCYT8zbt55tR3fnzk4HsOnODOyFRFpobD16gtI87m6a+xfdje7H0z4NkGIxZ6d+N6cWmqQMsOv9CJ2g6eyB/v72Q9S0n8lq3+ri+5muhm/Aogs29ZrOx7VTOfLGZ5gsGZ6U1nvkWDwMusr7FRDa2m0rM7eAs3bazBrJp4EJWtZ5Ipa71cc+hG/sognW9Z/ND+6kc/XIzHeYpuiajiX2zf+W7VpNY030mtd5ujftrvgid4PXPBrNq0HwWtPmIml0b4VXWsl2TYxP5a+ZqDph1/DPpMWMg1w8GsqDVRyzuMJGw20G58uRH945tWLF0doHzq42A/eAxJM2bTMKHg7Bp1Apd0RK5shmuXSJh0lASJg3N6vwL1yLYdHidhCnDSBg/GHR6bBq2ROgEteYOIqD/QnY0n0iJbg1wfs2yDcIOX2Zn6ynsajOVUx+uot7ioVlpdzceJqD/wjxMFbScPZDNAxfyc6uJlO9aH7cc1yvuUQS/9Z7N2nZTOfnlZlrPH2yRXmNwe6LV62+u23z2QLa+vZB1LSdSLg//in8UwZ+9ZrO+7VROf7GZFgssdf/qPYcN7T+26PwLnaDLZ+/w86CFfNFmAtW6NsQjhy+kxCayfebPFh1/AM9yftTp24Ll3T7h6w6TKd+yJu4lvbNs3TxwIb+0mki5PNog/lEEv/eezbp2Uzn15WZa5WiDP/rM4dcOHz935x/+hwcAQoiZQojxQoiOwFhgiBDigJo2QAhxSggRKIRYKYTQCyHmA/bqsXVqvkT1/+ZCiINCiE1CiJtCiPlCiP6qxiUhRBk1n4cQ4g8hxGn1X6Mn2SilTALOAmWEEP5CiBNCiItCiL+EEK6q5gdCiKvq8Q1CiJIoHY1xqq1NntAGq4UQy4UQB4QQd4UQzYQQPwohrqkzr5n5EoUQS4QQ54QQ+4QQHurxACHEXCHEQWCMEKKW2g5nhRC7hRA+edmoHmum2hcohDgvhHASQpQUQlxW0+2EED+p7XdeCNFCPT5ICPGnEGKXEOKWEGKhelyvns9ltcy4fE67tRDisHqdOqtlDwsh/M3O96gQolqOthokhNii1ntDCDHDLC2Xv6jH31RtuSyEWPC09sxRX55taZauV6+ZEEIUFkKYhBBNzc6nrJq1knqd7gohPjAr/6Fq12UhxNh82gohxBwhxAXV97zUY12EECfV6/KPEMJLCKETQtwXQhQ2K3tbTXsmv1fb+us8js9Sr7FOCDFB1boohPjULM/H6vX5Byifh4aTEOKeEMJa/e6s2m0t8r/HAoQQtdXPRYQQ983s/E0IsQ3Y86RzAg4DZfNqO1XLQwixV/WJlUKIB0KIImpanv6VB92ANQDnzlzExcUJT68iuTI1alqPv7co5v62fgvtOrYCoFz5Mhw5pHR679y6h19xX4p4uNOpW1usra34fd0WLpy9jKOzI3Z2uX9roH7j2uzepszsb9n4N606NMtKGzCkN3v/3k9UZEzWscYt6pOakoKdnR0Xzl/BxtaG1LS0f2Vvt9c78vsGZSb2yoXrODk7UcTTPZdmvca12ZNp6yZLW/sP6c3e7QeIjowGoGrNSgQ/DKFitQrsWLeDg1sPUq9lXZLis3/DoGHbBuz9Yx8A189fp5CzI26eyu8mpCanAlCxZkUy0g1EhUZiyDCg0wmKqNfn9OGzNOvYhMbtGrLr972K/eeu4eTiiLunGxVrVODx/SCCH4ZgyDCwb8t+mrRT5niSE7NfKtk72CHNtibX29mQeD+MpIcRyAwjj7acwLed5XySMTm7zfUOtmQKpIbHEnvpPgCGpFQSbgVj7+3K5fuhFPMojF+Rwlhb6WlXqzwBFy3nzYSApNR0pJSkpGXg4mCHXvfk7oSnfxni7ocR/zACU4aR21tPUKqtpa2hZ2+RFqecb9j52xTyUdrY2tEe33rlubYhAABThpH0eCWfr38ZYu6HEftI0b227QTl2ljqBp29RaqaP/jcbZxU3aTwWMIuK22QnpRK5O1gnLzcKO5flsgHoUQ/CseYYeT8tmNUaVvbQjMxKp5HF+9iMhv4ANg62lO6bkVObjygtH+GMavuglDbvyouzk4Fzg+gL1sBU1gwpvAQMBpIP7Yf6zpPfAxbIHR6hI0t6HQIG1tMMVG41SiT5VumDCMPt5zAL4dvGXL4ljRzzoiT10mPScxVl7d/GWLvhxGn6t7YdoIyOfwgxMwPQs5nXy8AR283SrXy57LqC5l4qbqZ/nVz6wlKP8G/Qs/fxtFMNz/8/MsS/SCMGNUXLm47TsUcuklR8QRdvIsxhy94li3Ko/O3yUhNx2Q0cf/kNSq1q41Xjnvh5rbctoY8h63Pyv/sACATKeUOYAWwTErZQghREegDNJJS+gNGoL+UcjLZM3r985CqDowBqgJvAeWklHWB74H31TxfqPXUAd5Q0/JFCOEO1AeuoPxhnySlrIYSVpDZAZ0M1FCPD5dS3jc7H38p5eGnNIEr0BIYB2wDlgGVgapmneJCwDkpZU3goFndAIWllM2AL4GvUEKoagE/AnPyslE9Nh4YpbZxEyAlh12jAKSUVYE3gZ+FEHZqmj/KNaoK9BFCFFOPFZVSVlHL/JTP+ZYEmgGdgBWq5vfAIAAhRDnAVkp5MY+ydYH+al29hBC18/MXoYQzLUBpW3+gjhCiu6rzpPZE7Zzm15ao7WIEbgKVgMYoA8UmQghbwE9KeVvNWgFop9o+Q+3o1gLeAeqh+NdQIUSNPM63EHBCSlkdOARkTt8cAeqrb6k2ABOllCaU0LUe6jnUA+5LKcN4Rr/PC6EM9DxVu1sDr6nn5A/UEkI0Vc+rL1ADeB2ok1NHSpkABKBcf9T8f0gpM8j/HnsSDVBCe1o+wXYrlNn5S+TRdmq2GcB+1Sf+AoqrZfP0r3yqKgo8yvwSEhyGt4+XRQZXt8LExSVgNBqz8/h6AnD18g06dm4NgH/NqvgV88XH14uSpYoTHRXL3C+n88e+XyhUyIFipfwsdAu7uRAfn60bGhyGl7cyrvX09qB1x+ZsWP2nRRlnFyf+2LidU5f+4fz1AJISk7l/96FFnme1t1iJogQHhSKB7zZ+iYdXEfq/2yuXrQlmtoYFh+Ppk21rqw7N2Phztq1e3p4kJiQRExXD+KUf0WlAR1q93hI7++xBkLu3OxHBEVnfI0MicPdWBh46nY7lu75hzi+zCHsUyvXAGwCEB0VQuY4SFtOiczO8fD3x8C5CeHB4lk54SAQe3kXyOB6Jh3f2vMF7kwbz5+kNtO3Rmu8XZT/67H1cca1WimZ/TqNIvfKkhERj7+1KTnw71Kbt4UU0/mUCZ8atypXu4FeEwlVLEH3uDuGxiXi7ZndAvQo7Eh5r2ZHr28yfe6HRtJm6ip5zfmFCr+bodMqPGwkBI77+kzfnr+P3I9mP2ULeriQGR2d9TwyJplAetmZSsW9zHh5QyjsX9yAlOoGWS9+j187ZNF84BCv1+jh6uxIfkq2bEBKN0xN0q/Vtzp2A3I9/F78ieFUuQXDgHVy83IgNzn7rERsSjYtXwTpg7sU9SYqKp+/iEXz49zx6z38PG/uX8+N9mejcimCKyvYfU1QEOtfckwP6cpVwWvg9hSbPR+dXEgAZE0nq9k04f7sR55V/IFOSMFw8g4O3G8lmbZAcEo29T+529Wtfm06HFtFszQROfpjbt3Li6O1KQg4/cPTK/3pV6dOceweyr1fzmQM4PHc90mT5I115+ZfjE/ygUt/mPDDTlVLSbd1k+vw9i8r9WmQdd/ZyJc6sHeKfwRfCbjyiZN0K2Bd2xNrOhnIt/HHxcX/mNqjcpzn3c9jaY+1k+v49iypmtj4r//MDgDxoBdQCTgshAtXvpQtQ7rSUMkRKmQbcIXtG8BJKpxOUjsvXqu5WwFkIkddQvokQ4ryqMR94jNLRPqim/ww0VT9fBNYJIQYAhlxKT2ebVIbll4AwKeUltTN3xcxuE7BR/bwWpcOZSebx8kAVYK96ftOAzF5CXjYeBZaqs9KFpZQ5bW8M/AIgpbwOPADKqWn7pJRxUspU4CpQAmXNRGkhxFdCiPZAfD7nu0lKaZJS3lLLVAB+AzqrHe/BwOp8yu6VUkZJKVOAP1Ub8/OXOkCAlDJCPbd1ZF+zJ7UnPLktzTmsajYF5qk6dYDTZnn+llKmSSkjgXDAS833l5QySUqZqJ5LXm+K0oHM99dnyfYHP2C3EOISMAFlwIh6Tn3Uz33NzrGgfp8fn6D4yDDVV9uq/84D51Cu4WvqOfwlpUyWUsardeXF9ygDCdT/fxJCuJD/PfYk9kopo/NJs1fP+QzwEPiB/NuuMcqAACnlLiBzqvxZnke5fj7SfMYNQIjcvzCZmefrz7/HpbAzew79weD3+nH54nWMRiM6nY7SZUuwYfUfvNHqLYwmE917dyqw7pTZH7Jk1teYTCaLdGsbK+o2qEl9/7bUrNgCvV5Hi9aWt8Kz2pvJgM5D6dVmIDeu3KRtl1bUqu9fIM3Js8axdPY3lrYK5TV/xarl2b5mO6sXrcGQYaTPqD7ZWfLQzJxJN5lMjGg/ii+nfIWLuwslyyuhF7vW76RUhZJ88/dXOBRyICMjI1/bnmQzwKoFP/J6nb7s+esf3ninO6DM4J+b/BPBO89wYeZa6n4zCr2tNeTwCYDgnWfY02QCxwYvo/JEywGT3sGWBj+MJXD6LxgSU8jrt09z2nfs6n3K+3mwd+57bJwygPmbDpCYoswGr/6wDxsm9+ebUT3YdOgCZ289zrcN8zAVAN8GFanYpxnH524AQGelx6NKSS6v2cdvHaZhSE6j5qguim7u2yJf3eINKlK9TzMC5m2wOG7tYEuPFWP457O1pCemkPflLtivwur0eopWKcWxtXtZ2mkK6SlptBzR7ekF/w15GZzjShru3SJ+VF8SJg4hbddfFBo/SylayBHr2g2JH/0m8cN7ImztsG7cOo+nDXk27ONdZ/i76QQOD15GtRy+VVBb82tavwYVqdynGUfU61WqlT/JkfGEq2+uLGULrlu0QUUq9WnGsbnZfvDH65+xseM0tr69iGoDW+Nbr/wTdAvmCxF3gjm0YhuD105h4M+TCL32AJPR+FxtcNTMZ3974zPWd5rGlrcXUe3t1vjWzfUyvEC8igMAAfyszp77SynLSylnFqCc+btrk9l3E9mLqXVAAzPtouqMZE4Oq+sRakkpn7bKpxPwDUon4ax49lh8cztznkN+WuaumPkeXABXzM6tqpSybX42qjHeQwB74IRQFmKb86Tfwja30whYSSljUN7CBKC8PchvljnnbSTVhZl7UUIoegO/FrQs+fvLs/yWd07dJ7WlOYdROr11gR1AYZT1H4fM8uRqq2ewLUNmP8kyy4LyduJr9U3LMJTF6gDHUcJcPFDW1WROoxbU7/PjNMosf+a0igDmmemVlVL+oKY99ckrpTwKlBRCNAP0UsrLTyliIPtZaJcjLYn8STGz8X0pZTr5t11+1+Rpz6NRQGB4ePijDRs21B02bNiapDRl7ODj60VYaLiFWHRUDC4uTuj1+uw8IcrMdWJCEh+Onkbbpm9w9sxFKlUpx5cr5vP4YTBxsfFcPHdFEZESv+IWEWnERMXi7Jyt6+3rRXhYJABVqldkycrZ/HNmMx17tGXJqtnsPb0ZnU5HYkIi0VExGAwGDAYjJUsVf2Z71635nQqVylGpSjke3H+Eb1FvItS63Yq4cWD3IarWqJylGRMVi5OZrV6+nkSEKvkr+1dk8YpZ7Dn9F227tGTaggn4lSiKk7MjYcHhXA+8gYdPEa6fv0bZKmWzNCNDIvHwzZ6RL+LjQVSY5bjw8d0g0lLSqN1cCRXR6fVs/+VvRnV6n3+27CfofgjhIRF4qm84ADx9PIgMi8rjeBEi1XM0Z89f+2neURm3mtINSthOUXdiL94n6UEYLpWLkxIWm6tc1nmcuI5jSU9s3JS1/8JKT4MfxvLwz6ME7zijtFdhR0Jjsm/fsNhEPFwKWehsOXGVVv5lEUJQ3LMwRd1duBem+KVnYUXbzcmBFtXLcvmBsug0MSQaR1+zUA4fN5LDYsiJe4VitFg0hB3vLiNNffOQGBJNYkg04YFKKNKdHafwqFISgITQaJzNwiOcfNxIzEPXo0IxOi4Ywh9DlpFi9kZDZ6Xn9RVjuLL5GDd3KW0QGxpNYd/s0LLCPm7Eh+fWzIu40CjiQqN5qC5QvrDjJH6qrS8LU1QEOvds/9G5e2CKsVy3QUoypCnhaobAkwi9FcLJGauqtTCFhyIT4sBoJP3UYazKVyE5JBoHszZw8HEjJTQ2XxsiTl7HsUS2b+VHYkg0Tjn8ICmPti1SoRhtFg5h65BlpKrXy7d2OUq3qcngo8vo+PUoijWsRPvPR2Tp5vSvpHz8q9WiIfz9brYuQJJ636RExXNn11m8/MsAEBcajYtZOzg/gy8AnN0UwDedP+b7PrNIjk0i6l7oM7VBq4VD2DbkCbbuPou3auuz8ioOAPYBPYUQngBCCDchROZqmYzM2OHnZA+QtfuOWYjNE5FSxgExIjue/y3goBBCBxSTUh5ACSUoDDgCCcCzBQk+GR2QuTi3H0oYQ05uAB5CiAaghLEIISrnZ6MQooz6tmEBygxpzgHAIdRQBzUsp7haR56o8dI6KeUfKDPGNfPJ2kuNIS+DMpOaqfk9ShjT6SfM6LZR/cEepYN7lPz95STQTI0Z16OEMWXOLj+tPfNsyzzsOYmy2Nukvg0JROlUPi3s6xDQXQjhIIQohBK287Qy5rgAmavWBmYeVAcLfwFLgWtSysy/MM/l92bsQnkT9rf65mA3MFgI4ajqFVXb/xDQQwhhr+br8gTNNcB61FCx/O4x9fN9lMErZF+35yXPtkPxgd4AQoi2KKF58OTnESgDa39PT89iffv2HbRy5cobhWxdqVm7GvHxiVmdcHOOHT5Fp27KeLLXm93Ys1OJhXd2dsLaWnm8ZaRnsPXPnbRu3IPNf/yNXq+nZJniVK9VRdmh5fLNXLonj56lXRclEqpbn07s36U0X5s63WldW/m34689fPTeNNrU6c7Bf45SrUYV7OztqFm7GtbWVlwMvPLM9v78/XpWf7+erX/uZPvm3fTp1x2HQg5Uq1WF5KRk/OtU4/Z1yxj1U0fP0jbT1t6d2L9LGTO3q9ODtuq/Pdv2M3vSIn5e/is+ft5ER8VSolwJmnVthtFo4uGt7HCl43tP0OYNZW1ChRoVSEpIIjo8Ghc3Fwo5K53jezfuUcS7CAmxCVhZW9GyR0uO7z2BEIKBYwaw+ZetHNlzjPY92wBQuWZFEuOTiAqP5nrgdfxKFcWnmDdW1la06taSI3uOA+BXKnvBYZO2DXlwR90Vx92JmIv3cCzlTZF65XEs5Y1Hg4qE7D5r0RaFSmaHiRWuWhKdtRXp0UpnovbSoSTcCuLWyp1ZeSqX8OZheAxBkXFkGIzsPnuDZlUtX0r5uDpx8oYSjRYVn8T9sGj8iriQkpZBUqqyy1NKWgbHrz2grI8SihJ+4S4uJb1xKuaBzlpP2a71ubf3nIWuo6877b8by74xK4i7F5p1PCUijsSQaAqXVgamfo0qE31Luc2CL9zFtZQ3LqpuxS71uZVD19nXnTdWjmXbuBVEm+kCdFw4hKjbwZz+PrsNHl24g0dJb9z8PNBb66nRpSGX91q2a34kRMQRGxyFh2pruUZVCLtV8EXAz4PxznV03kXReXiD3gqbhi3JOGO5SaBwyQ4x0ZepADqBTIjHFBmO1WuVwEYJU7KuUhNj0AOiA+/iVMqbQmq7Fu9Wn8d7LNvA0cy3XHP4Vn6EqtfLWdUt36U+d3NcLydfd7qsGsuusSuINbteRxds4vt6H/Bjo3HsGP0Nj45dZdfY5QCEXbhL4ZLZuuXy8a+O341lzxhLXSt7W6wL2WV9Lt60ClE3lDdXQRfu4F7SG1fVF6p1acD1AvoCQCF3ZwBcfN2p3L4OF7YeV2w1a4Ny+bRBp1Vj2TP2KbY2ybb1Wfmf2AYUcBBCmLfA0vwySimvCiGmAXvUzmsGyizbA2AVcFEIcU7mvQ7gaXwAfCOEuIjStoco+M4gA1Fi1h1QQlfeAfTAWjV8QaDEWccKZVHi70KIbsD78unrAJ5GElBZCHEWiCM7zCMLKWW6EKIn8KVqjxXwOUqcel42zhLKwl4jShjPTsB8WvFb9XwvoczADpJSpuX5ql2hKEooR+agdUo++W6gdOy8UNZMpKr2nxVCxJP/2gFQOmm/AGWBX6WUZwDy8hcp5QkhxBTggHreO6SUW1SdJ7bnE9rySo58aUKIR0Dm1iqHUQYalvsz5kBKeU4oi7xPqYe+l1Kef1KZHMwEfhNCBKl1lzJL24gyYz/I7Ni/8ftMm39TO/VbgY4ob2mOq/6QCAxQz2sjykDoAU8e1KwDZqMMAjLJ6x4DWAxsEkK8Bex/FrvzYCZ5t92nwHohRB8U/wwBEqSUkU94HuVkB9Dx6LmdpKSk8uGoaVkJazYtZ8IH0wkLjWDOzKV8+8NiJn78AVcuXmP9L38A8Fr50nyxfB5Go5GbN+4w/n1l94h9ew5x6MAxtgT8ipSSwLOXWfX5agBW/rqMaePmEBEWyZJZX7Fk5Rw+mDKca5du8vu6/CKwFH5esZ723Vtz/f4JjCYTRw+dYN3Pv/0re+Pi4un2egeOXt+NNEnCQyP4c/02jhw4wfJ1y5j+oWLr0tlfs3jlbD6YPIxrl27yx6/522o0GpkzZTHTF0zkmx1fkRiXSBFvdy6evEynAR35e+0OTu0/Rd2WdVh95EdlG9CPlD8xbp5uTFj2ETq9Hp1OcOjvw/QZ2Zs33+/Lo9uPmPHdJxRyKsSNy7f5e6Oy/V+DlvXYdHQtqSmpzP1woWqDiWXTvmLprwvQ6/Rs37iTezfvAzBiylCKlymGyWQiNCicRZOXAeBRvwKVJvQEJE02TiE9NolHm48TfzOI0m8rg5W7a/bh16kOxXs1QWYYMaamc2L4VwC41y1HiV5NiL36kNZ7ld2vL8/biJVex+TeLRnxzZ+YTJJuDSpT1rcIvx2+AECvJtUZ2qEe03/ZTc85a5ASxnZvgqujPY8jY/lwlbKdocFookOdCjSqXBIAaTRx+JOf6bJ2IkKv4/rGg8TcDKLyAGWgdmXtfmqP7YFtYUeazhkEgMlo5Hd1R5bDn/xM669GoLe2Iu5hOAc+WpWlu3f6z/Rdo+he3HSQyFtB1Oiv6J5ft59GY3pg5+pIu1nZuqu7TMevdjmqvtGE8GsPGbxDWYZ1cNEmIgLO8uf0n3hvzVRlS9dNBwi79ZgG/ZU1KcfX/YOThwvjts7FztEeKSVNB3dgQZvxpCWm8OfMnxjw+Wj01lZEPQpnw/iCb+c5YcZ8Tp+/SGxsPK26D2Dku2/xRpd2Ty5kMpHy45cUmroQdDrSA3Zienwfm9bKHEn6P9uwrt8M2zbdwGREpqeR9IUSAmS8fY2Mkwdxmr8KTEaM926R/s92pNGDMx+vpvmvkxB6HXc3HCT+ZhBl31J86/Yv+yjWqQ6lejbBZDBiTEnn6Iivskxq+O0oPBtUxNbNiW5nvuLSkt+5u/4g0mhi/yc/8/ovyvW6svEgUTeDqKb6wcW1+6mnXq+Wswep19jIr0/Z7UYaTRz85Ge6rp2oTGJsPEj0zSCqqLqX1+6n7tge2BV2pLmZf23qNB0HD2c6fTcWAKHXc3PLMR4GXAS9slPUtumrGbRmMkKv49ymAMJvBVG3v9IOp9btw9HDhZFbZ2Or+kLDwe35os1E0hJT6Ld8LA6ujhgNRrZ+8hOp8Uk4m3QEfPIz3dU2yLS1qmrrpbX7qau2QYvZ2bZu6KzY2nmVYqvOSs+Nzcd4cDCvJY1PRxQ0lknjfxfxH9wP/v8XQlm0GwBUUNdA5EwfxAv6/YRXoT3/r6MOsLpJKd96aub/AEJZvG2UUhrUNz/LpbLo95kp6lr5pTy0na0LPT3TMxKf8aQIquensM3Lub2K2uS/EO/fkGRKf3qmZ2ScyefpmZ6DTr/ku7Hcv+Knd/J6sfzviHtJMQwR4nmW2z2dBWfmPj3TM5I06t0Xrgmw87Dv0zM9B6FWzxI9W3CsXsJTMVSfq6vwQvA0vRzHHfNw7TM17v/KGwANjXwRQryNssvOh3l1/jX+txBCfIWyK0/uTef//1Ec5S2DDmXx9dCn5NfQ0NDQ0HhpaAMADf7XZ6ul8oNwa56SZzX57w70rPX9T7fn/3WklO8/Pdd/FnVXqry2YtXQ0NDQ0PiP8youAtbQ0NDQ0NDQ0NB4ZdEGABoaGhoaGhoaGhqvENoAQENDQ0NDQ0NDQ+MVQhsAaGhoaGhoaGhoaLxCaNuAamhoaPwXUc6j9kt5aL+MLTutdPoXrglgq7N5KbrlHbxfiq6Hzv6Fay6f9HK2aTTdefj0TM+jG5P8wjXjLxtfuCbA5fueT8/0HNRvHvbCNQt988PTMz0HaXPHvhTdsD1pT8/0HHg2ffHz2VHHXs52sG51Xs5WqM7f7XkmYe0NgIaGhoaGhoaGhsYrhDYA0NDQ0NDQ0NDQ0HiF0AYAGhoaGhoaGhoaGq8Q2gBAQ0NDQ0NDQ0ND4xVCGwBoaGhoaGhoaGhovEJY/f82QOPFIYRIlFI65jg2HEiWUq4RQlQANgAS6CmlvJOPzlQp5Vyz78eklA1fsK3NgS3AXcAO2CCl/PQ5NNKllMdepG1PqfM+UFtKGfmEPIPUPKP/U3Y9Cy/aPvU6jJdSdn7O8quB7VLK34UQ3wNLpZRX8/Ln/0sIIQIAHyAVSAQGSylvvMwqgS/2nvqLlORUJn8wk6sXc1fnV9yXZavm4uLqzNWL15kwcjoZGcpuFnUb1uLjOR9iZWVFTHQsA7oNA2DuF9Np3qYRkRHRNG/YNUtr9oKptGrTlJSUVMaMnMqlC1dz1Td4aD+GjnibUqVLUKl0A6KjY7PSPps3hZZtmpCSksq4UR9z+eK1XOWLFS/Ktz8sonBhFy5dvMaY4ZPJyDDg4uLMkq9mUaJUMdJS0/jog0+4ce02i7+aRffXOyB0OkKDw1jz3QZWr1qfqw2++G4ehV1duHLxOh+NmJbVBvUa1WLa7PFYWStt0K/rUJq2bMjibz7D2cWJxLhENn27iS0/bLHQHPbpMOq0qENaShpLP1rKncvK4/Onoz+RkpSC0WjEZDQxpvMYpV2mDqZe63oYMgxEPwzn2OaD9BzfH51ex8GN+/h7+V8W+j5lijJk0ShKVC7NH4t/Zed3W7PS3l04Ev+WtYmPiuPjduMsyh29H8mig9cxmSTdq/gxuE4pi/Sfz9xjx/VQAIzSxL3oJPYPa4GLnbVyzCTpv/4Eno62fNmtJgD68jWw7TYUdDoyTu4l48Afua6bvkwVbLq+C3orSIonZfnHADhMXYVMSwGTCUwmUr74KLtMldrYvTkSIXSkH95J+s6NuXXLV8Ou70jQ65GJ8SQvVMrbvfMRVtXqIRNiSZr+Xq5ymdjWr0PhD0cjdDqStu4gYY2lb9jWrI77olkYgpU2SQk4TMIPv+TSKdKiOhVnDwS9jsfr9nPvq60W6Z7ta/HapN5Ik0QajFz7ZA2xp5T70crZgSpLh+FYwQ8kXB63gtgzt5S06nWwHzQadHrS9/9N2hZL+6wqVafQhNmYwhX70k8dJu2PNYrtHXti07ITIDE+vEvy8gX5toM50+Yu5dDRU7i5Fmbz2hUFKgOgr1AT2+5DQKcn48QeMvbn4wfdh2T7wTdTAXCY9p2ZHxhJWZbtB/aNalNk8nCEXk/8HzuJ/WFTnvXbVilH0XWfEzZ+Lkl7j2Bd0g+vxVOz0q39vIn++hfi1ir3kr5SLex6DQehI+PYLtL3/Jbb3teqYttzGOitkEnxpCybCFbWOHy4CKysQafHcP4I6X+vzba3YW3cJo4EnY7Ev3YS91NuvwWwqVwOnzVfEjFpDsn/HAbAqV8PnF7vAEKQ+OcO4teptlaujV3fEQidjvTDu0jflce9UK4adn1HKPdCQjzJi8cjXD2wHzwB4eIG0kTGoR2k79ucpz1PQxsA/I8jpTS/27sDW6SUM55SbCqQNQB40Z1/Mw5LKTsLIQoBgUKI7VLKs89QvjlKx+uJAwAhhJWU8uXs56XxQpFSDvn/bUNeCCEEyrbJphxJ/aWUZ4QQ7wGLgK65S78wOgCvtanbg+q1qvDpwin0aj8oV6bx099n9Ypf+XvzHj5dNIWe/buxfvUfODk7MnPhJN7t8z4hQWG4FXHNKvPnhm2sXPkzXy2fn3WsVZumlC5dggY121OzdnUWLJlOx9Z9c9V36uR59u4O4M/tayyOt2rTlFJlitO4dkdq1q7GvCWf0KVNv1zlp84cx3fLf2HrnzuZt2Q6fQe8wS8/beT9D4dy5fJ1hrw9hjKvlWLOwo9Z9c3PFCvmS+9Og7G2tmbmgkkMeLc3RwJOcPvmvSzNidM/4KcV69j+1x5mLZ5KrwHd+fWn33FyduTThVN4p/doQoJCcS/iik6nY+6yacTHxTO8+TAW/r6Qpp2bcnrfaYLvBwNQu0VtipYsypCmQyhfozyj54xmXLfsjvjkPpOJj4m3OK/zh8+zesFqTEYToz4eyuD5I5nReSLRoVHM3LqA83tPE3z7cVb+xNgE1s78gZpt6+VqoyO/B/DPzzt5b+kHFseNJsn8A9dY/notvBzt6L/+BM1Ke1DGPXvcPLB2KQbWVgYFB++Gs+7cg6zOP8CvgQ8o5VaIpHT1ESl02PYYRsqqGci4KOzHLMZw9RQy7FF2xXaFsH19OCnfzUTGRiIcXSzsSlk+DZITLE9C6LDv/z5JSyYhYyIp9MnXGAKPYwox23bUvhB2Az4gedkUZHQEwqlwVlLG0T2k79uC/ZCJudonC50O1wljiHh/AsbwCDxXLyfl8DEM9x5YZEsLvETURx8/QUdQaf5gTveeQ2pwFA12zyV891mSbgZlZYk6dJnwXcqfK8dKxfFfNYYjjZVObsXZA4k8EEjgkGUIaz16e9vsNhg8hqQ5EzBFReA0bwUZZ45hCrK0z3DtEkkLp1ocE65FsOnwOgkfDoKMdBzGzsCmYcv8z8GM7h3b0O+NrkydtbhA+TNttX19GCkrpit+MG4Jhit5+MEbw0lZlY8ffPsxJOXwA50Oj2mjCB46BUNoJH4bvyLpwAky7j7Mlc993LskH83uEmTcf8zjniOz0kvsX0fSvqNZ9tr1GUXyl1ORsZE4TPoCw8WTmEIt/cu272hSvp6GjInItteQQfIXkyEtFXR6HD5ajOHKGTh2GXQ63Ka8T9jwSRjCIvFd9zXJB4/naa/rmCGkHM+217pMSZxe70DIgPeRGRl4fTOP5MOnQIRi3280ScsmK/fCx19huJDHvdD/fZK/mGp5L5iMpP62CtPD22BrT6FPvsFw9Zxl2QKihQD9jyOEmCmEGC+E6AiMBYYIIQ6oaQOEEKeEEIFCiJVCCL0QYj5grx5bp+ZLVP9vLoQ4KITYJIS4KYSYL4Tor2pcEkKUUfN5CCH+EEKcVv81epKNUsok4CxQRgjhL4Q4IYS4KIT4Swjhqmp+IIS4qh7fIIQoCQwHxqm2NsnjvFcJIfYAa/KzSQhRVwhxTAhxXv2/vHpcL4RYrJ7XRSHE+2by7wshzqlpFfI5rWJCiF1CiBtCiBmq5iwhxBgzG+cIISz+ogshSgohrgshflbr/V0I4aCm1VLb/6wQYrcQwkc9nl+bBQghPlfP67IQom4e/vHUayWE2CGEqKZ+Pi+EmG52PpkddkfV1utCiHVqhxkhRCu1zCUhxI9CCNt82iuzrgAhRO0cx4oIIY4LIToV0N7DQgh/s+9HhRDVhBBuQojNajudMDunmUKI8Wb5L6vXoaQQ4poQ4lvgHFDsCaYfAsqqZQ6r/nFOCNFQ1dQJIb4VQlwRQmxX27Snmpbndc2DbsAagAtnL+Pk4oSHl3uuTA0a12HXtn0A/LVxO607Ngegyxvt2fP3AUKClL3IoyNjssqcOX6e2JhYC512HVuyaYMyC37uzAWcXZzx9PLIVd/li9d49DA41/F2HVvy+4atavmLODs74elVJFe+Rk3q8feWPQD8tmEL7TopnZrXypfhyMETANy5dQ+/4kXp+noHfl3zO1cuXifw7CUKOTrw8EEQXj6W+7Y3aFKHnVuVNvhzw3badGgBQNc3OrBn+35CgpTZ1ajIGKrXrEJsTBynTpwnKSGJg1sPkpqUSsP22fMe9dvWZ98fit6N8zco5FwIV09XnsT5w+cxGZXxYlJsIump6UQ8CsOYYeDktiPUbFvHIn9CVDz3Lt7BaMg9V3Hj1FWS4hJzHb8cGkcxFwf8XByw1utoV86bgDvh+dq060Yo7ctnu1dYQipH7kXSo0rRrGO64q9higpFRoeB0YAh8DBWlS0fHVY1m2K4dBwZq7wIlYlxT2wLAH3p8pjCg5GRoWA0kHEqAKsalnNL1vVbYjh3BBkdoegmxGalGW9eQubsTObAplIFDI+DMAaHgMFAyt792Dd99vmrwjXLknwvlJQH4cgMI6Gbj+HV3uKxhDE5ez97Kwdb5b06oHe0x7VBRR6vO6CcQ4YRQ7zyGwj6shUwhQVjCg8Bo4H0Y/uxrvPEP48WCJ0eYWMLOh3CxhZTTFSBytX2r4qLs1OB6wHVDyJDsv3g/GGsqlgOTp/HD2yrlifjYTCGx6FgMJC4M4BCLRvkyufSrxuJe49gNHujaI59fX8yHoVgCFH8XVeyHKaIYGSU4l+Gswexql7foox1neYYAo8iYyJy25uWqvyvt1L+qRfUtkp5DI+CMQQp9ibtDsCheW6fcn6zG8n7jmAys9e6dHHSLl5HpqaB0UTq2Ys4tGyEvlR5xdbMe+H0Qaz8c9wL9VpiOH80170g46KVzj9AWgqmkIeIwrmfqwVBGwC8IkgpdwArgGVSyhZCiIpAH6CRlNIfMKLMZk7m/7F31mFSHF3fvmtm1t2Nxd2Cu3sImkAgRgghAgQCBAshuBMggRAsQpCgCQQI7ot7YNFFF1h3l5mp74+end1ZwR54n/d76fu6uNjpPvXr06erZ6qqT1VDupSyhpTyvUKkXgO+BKoBHwDlpZT1gJ+BnEbyD6bj1AXeMu0rEiGEB9AAuILSwBktpawOXAZynlaMAWqatn8upbyX53xqSCmDCpGuDXSVUr77GJ+uA82klDWB8eQ++fgUKJXnmGvy6MZIKWsBi4ERFE494D2gBtDT1Kj9BfjQdM4aoHc+3RwqAMtMx00CBgohrICFKKlbtYFfgWkm+6JiBuBgeoIz0FQmP09zrY4ATYUQzoAeyPnFagLkxL0mSgezMlAaaCyEsAVWAL2klNVQnjgOKES/SIQQPsA/wHgp5T9P6e/PQF9T+fKAjZTyEjAJuGCK01hMjeknUAFYKaWsKaW8/xi7ziixjwLamupHL2CBaf+bQEmU+6Y/0NDk3+Oua34CAPPwW2RYJD6+lg1fN3cXkpKSMRiUFyRFhEWZbUqWKY6LqxOrtizlr32r6Pb2G489cT8/H8JMDWWA8LAI/Pye/gVJBctH4uvnk89fV5ISc/1VbJRjXA2+weud2wBQo1ZVigX6EVgiwEIzPjaBylXK8++5YAvN5MSUPDGIxNdP6biUKlMCZ1dn1vy9jL/3r6H722/g4+fFvTsPqNewFk6uTiTEJFCiYgk8/XJ/VD19PYkOjzZ/jomIwdNX2S+lZOrqqfzwzw90eLdDobGo+3ojIu7kdpLiwuNwK6Tz9qxEpWbg42Rr/uzjZEt0auEvWkrPNnD8Xgyty+VegzmHr/Nlk/JoyH1/kHDxMDfoAGRCLMLF0leNpz/YOWI3YCp2Q+eiq93SYr/dp5OU7fXb5eq6emKMy42hjI9Bk6/hovEphrB3wn7kdzh8uwirhm2eJgxmtN6eGCJzO0CGqBi0XgU7rdbVKuO9ejme82egK1WywH4bX3fSw3Ib1xlhcdj4uhew8369Lk2OzqXW6tEED1MettuX8CYrNolqPwyg0b4ZVJn3KVp7ZdxD4+6JMTbXP2NsNBq3go03bfnKOM3+GYcxM9EUU/yT8TFkbN+A80/rcV76JzI9Ff2ls08XmOegYD2IKVgPvAOUejBwGnbD5qGrk6ceSLD7bLKyvUF782adtwf6iNx6oI+MQedtGQOttwcOrRuRtOGfIv1zfL0FKTsO5fri6okxPlfXGF+Yv8UQ9o7YDZ2F/ZgF6Oq3znPCGuy//hHHWWvRX7+A8d4Nky+eBfzVFuKvfcsmJG/cbrE9+9Y9bGtXQ+PihLC1wa5JPXQ+XoXcC9FoXPP56hOAsHfEfsQcHMYVfi8IDx+0gWUx3L1eZJweh5oC9OrSGqWBfMY0WGuH0nh5EmeklOEAQojbwB7T9stAzt3fBqhs0gVwFkI4SSnzD980FUJcAIzATOAh4CqlPGza/zuQk8R3CVgjhNgCbHnKc9wqpUx/nE+AC/C7EKIcSpffKo/9kpzUISllXB7dv0z/n0Np2BXGXillLIAQ4i+giZTyeyFErBCiJuCD0hgtbAjngZTS9FyT1cAQYBdQFdhrOgctEC6EcKHomAGsNfl/RAjhLIRwzXesp7lWQSYf7qI0xtuankqUlFLeMI1Yn5ZSPjSd70WUxm4ycFdKeTOPb4OA74uIWX6sgP3AoDzn9zT+bgS+FUKMBPqhdEJA6bC8ZYrHASGEhyl+j+O+lPLkY/avEUKkA/dQOsBWwI+mJxAGoHyeY280pRBFCNNTOJQORoHrWsSxCrzlscCb3EUBE7ONTqejSvVKfPjWAGxtbVi/8zcunr3MvfyPss1SRWs9DU9TvjAbTDaLfviZSTPGsPvwJq5fDSH4kuWPnL2DHRUql2Phd8tIScl9i3HhkoqmVqel6muV+ODNz7C1tWXTrhX8vnwdSUnJLF2wgmlrpmFrb0tSXJK5A1EUOZoj3hpBXGQcLh4uTFszjYe3HhJ8OrdD0uuLXhiNRqLuRxRa/j/iGSSO3Immhr+rOf3nyJ1o3O2tqezjzNkHcY8vnN9XrRZtsTKkL/0WdNbYD56N4f4NZEwY6T+OQSbFIRxdsP10EsbohxjvXC38wuQ7AaHRoilRjrTvRiGsrbEfuwDDnWsYIx8VUrYwiq5POWTdCCGi6zvI9AxsG9XHY85kInv0eaJMYcGO2nmGqJ1ncGtQkbKj3+Zsz2kInRbnaqW4NnYFiedvUXHqh5Qa3JVbszY8VQz0d0NIGtQbMjPQ1aiPw4gpJA/9AOHgiFWdRiR98Q4yLQWHYROxavJsHaRn4jH3phmNFm1gWSXly8oa+yFzlHoQHUb6wtG59eDzyRijHmK8c+WpdD1Hf07s/F+U+QOFodPh0KIBcd8XNqb1GDQatMXLkfbDGISVDfYj52G4ex0Z9QikkbQZX4CdA3affYvGrwRw+6n8dR85kPgffi7gb/bdUBJ/W4/PklnItHSyb95BGgxPVb/M98Lc0cq9MOYHy3vBxhb7AePJWL8YMp7vLdtqB+DVRQC/Sym/fsZyeYeXjHk+G8mtTxqgYZ7Gd1EE5Z04+oTG2BtAM5Qc62+FEFWewtfUPH8X6pMQYiFwUErZXShpRYdydlH0z2vOORso+h7KXzbnc87otC+Fj8gXVVYAV6SUFs9Kn6IBW5QfOTzNtToD1EGZsL0X8AQ+QekA5ZC3XuTE5T9937nedIz2QE4H4In+SinThBB7UVJm3jb5ThH+SNNx8j4Ntc3zdyqP5z0ppXkYTggxEYhEeVKmQZkgXNSxc7YXuK55GAR8EhUV5XHgwAHbgwcPrkzMiMbF1gsffx+iIqMtjONjE3B2dkKr1WIwGPD19zbbRIRFEh+bQHpaBulpGZw5cYGKVctZdABc3VzYF6T0by+eD8Y/wNe8z8/fl4gIy+Pl550P3qJ7jzeKKO9DZITlGENcbDzOLrn++vn7mI+RkpzKV198y4cf9+bdPj0oV6E0W/7cgX+AL1cv3GDRb9+RmZnJ35t25tNMwMnFMU8MfIiMiMmNQVxuDE4fP4+joz1+/r6MXTOFS5tP8fagt6nVrBZhd3NH7GMiYvDyyx1J9vT1JDZS6bvHRSqN58TYRE7sPkH5GuXNHYDWPVpTr3U9NsxcRaeBuWMF7n7uJEQ9odH9FHg72hKZnGH+HJmcgZdD4Vl2u29apv9cDEvg8J1ojt49QpbBSGqWnm92XWZaGzuLlALh6oFMsvRVJsRiSE2CrEzIysRw5woa/5IYYsLMtjIlEUPwSbSB5THeuaqMcrrnxlC4eWJMsBz/MMZHK2kZWRnIrAwMNy+hCSzz1B0AQ1Q0Wp/cp1Rab08MMZbrNcjU3MZSxvFTuI78Eo2LM8bE3DkcmeFx2Pnnjsja+ruTGRFPUcSfvI59SR+s3J3ICIslMyyOxPNKmkbktlOUGqxMDTLGRqPxyPVP4+FVMI0nPdc//cVTCO1QhJMzuio1MUZFIJOVtJWs00HoKlR9YkyeF5kQk68eeBZSD2IKqQelMETnqweXT6ItXg7jnSvKiL9vbj3Q+Xiij7aMgU2V8vjMUZomWjcXHJrWQxoMpB04AYB907pkXruFITbBXMaYEIOVW66uxs0TmWipKxNi0Jv8lVmZ6G8Fow0ohT4qT/1KT8Vw8xLaKnXgz9sYIqML+GvI56915XJ4zVLmbGhcXbBrUhcMBtIOHidlyy5StuwCwHVwP0VPxOS7F7wwJljG1hgfg0xJyr0XQi6jKVZauRe0WuwHjCf71AH0F47xvKgpQK8u+4EeQghvAFN+dAnTvmxTasLzsgcwrzCTNx/7cUgpE4F4kZvP/wFw2JQuEyilPAiMAlwBR5QR5qdNbCzKJxcg5+7vm8/+cyGEzmRf8Pnv42lriqkdyuTrnLt0M9ABqAvsLqJscSFEToPwHeAocAPwytkuhLASQlQpKmZ5tHqZ7JsAiSb7vDzxWkkps1BST94GTqI8ERhBbvpPUVwHSgohyhbh25OQKCP4FYUQY57WXxM/o6TfnMnz9OYISlpWzspFMVLKJJTR+1qm7bVQUr+eFxcg3DTS/wHKiD4o1/At01wAH5QJ7FDEdc2jtwio4e3tHdi7d+++S5cuveFi68VrtauSkpRCdGTBB0gnj52lQ2fl0Xb3Xp3Yv1MJ+f6dh6nToAZarRZbOxteq1WV2zfvWZRNiE+kTdM3adP0TXb9s5+3e3cFoFad10hOSi7Q4cjP2lV/WpTv0buLqXx1kpNSiIosuHjW8aOneaOrkirSs3dX9uw4AICzsxNWVjp+/2Udv/+ylq1/7WL7lj306N2FmT+MJykhiYehYUQXonny6Fle76LE4M3endi38xAA+3Yepm6DmqYY2FKjdlUO7AmiZOlAqr1WCZ2VjlZvtsIrwIvDW3Or6qm9p2j9lqJXoWYFUpNTiY+Kx8bOBjsHOwBs7Gyo2bQm928omWK1m9em54CeTPp4EjfPXMOnpB+exbzRWumo37kJF/b+5+kbVXydCU1I41FiGtkGI7tvRtCiTME0reTMbM49jKNFmdxGx5Am5djdvzk7Pm7GzNerUzfQnWkdqmF8EILG0w/h7g1aHboaTTFcOW2hp79yCk2pyqDRgJU1mhLlkVEPwdoGbJR4YG2DtnxNjBFKPAx3byhpDZ6+oNVhVa8F+osnLHUvnkBbvpqia22DtnTFZ5rcmHXtOrrAALR+vqDTYde2FelHLI+hcc+du2FVuSJohEXjHyDxwm3sS/tiV9wLYaXFt1sjonZbrk9hXzI3lcq5Wkk0Vjqy45LJik4kPSwWhzJKZ8ujaVXz5GHD7etofAPQeCkxsG7UiuyzlmtYCJdc/7RlFP9kchLGmCh05SorMQasqtbCkG/y8IvE+CAEjZc/wt1HqQc1m2IIPmVhow/OVw+Kl1cmCReoBzXMk3Ezg29gVTwAXYAP6HQ4vt6C1IOWD1lDO3xIaHvlX8qeIKKnLjQ3/gEcO1qm/wAY799E4+2P8DD5W7s5+kuWuvpLJ9GWqWry1wZtyQoYIx4ok4HtHBQjK2u0FWtijFCyLTOv3EBXPACdv1KnHNq3IO2wZZ169EYfHnb8gIcdPyBtXxCx0xeSdlC5rho3VwC0vl44tGpM6s6DGO7dQOOd516o2xz9v/nvheNoy1XNvRdKVcQYrvhk++FwDOGhZO0tuCrTs6A+Afi/hb0Q4mGez/OKMjQtszgO2GNqYGejjDbeB5YBl4QQ54uYB/AkhgCLhBCXUOrYEZQJu0/Dh8ASU4rJHeAjlEbUatNot0DJAU8QQmwDNgkhugKDi5gH8CSfZqOkAA0HDuSx/xklfeOSECIbWA78+JTnAEqDbxVQFvgjZ5RYSpllSv9IkFIWlWNwDfhQCLEUCAEWm8r1ABaY4qBDSaW5QuExyyFeCHEccEZpTD9tXPITBLQ2ja4HAcV4QgdASpkhhPgI2GjqSJ1Bmbfx1EgpDUKI3sA2IUTS0/orpTxnsv8tz+aJwG+msmmY5mMAfwJ9TKlLZ4CbPD8/AX8KIXoCB8l9gvAnStpdsEn/FEqH7HHXNT87gI77Tm8hPT2Dr4fkrpq7fO0PfDN0ClGRMXw3eSHzl01n6NgBXL18g41rlIm8t0PuceTACbYdXovRKNm4Zgsh15WlLOctnUbdRrVw93Dl/JWDzJn5I2tX/Unrts04eWE36WkZDB2UuyrJmg1LGT5kHJER0Xz82fsMGvIx3j6eHDj2N/v3HuGrId+yb89h2rRrztFzO8lIT2f4F9+ay69c/xMjv5xAZEQ00yfO56ef5zBq7GCCL19j3WrlCUTZCqX54afpGAwGQm7cYcSQ8SQmJvHO+2/SvVcnMjIyCXsYzraDa5k77Uc++LgXXw+bTFREDLMnL+CH5TMY/vUgrly+zsY1W0wxuMuRA8f558h6pNHI+tVbuH4lhEljZrFu+y9otVqSE5KZ8+UcmnVupgR99Q7OHDhD3ZZ1+SXoFzLTM5k/Yj4Abl5ujFs2DlDSiw5tOcS5w0pDccCUAVhZWzFtzTR0QkP47YeMXPktGq2GIxsO8CjkAS3fUzo+B9fswcXLlYlbZ2PnaIdRStr168TXbb8kIyWdAQuGUbFBFRzdnJh/Yhmb568HrqHTaBjdsiIDN5/HKCVdqwRQxsORjZeUhkLP6sq89YO3omhQwhM7q6f4yTcaydy8DLtPJirLKZ7ZjzHyAbqGyvwG/YldyKiHGG5cwP6rBUhpRH9qL8aIUIS7D7Z9TQ+VNVr0F45guHHBrJux5kfsh81Qlj48uhtj2H2smisPgbMPb8cYHor+8hkcJi0zLXG4E+OjewDYfToWbYXqCEcXHOf8QebfKyE4X464wUjCdwvxXDALodGSum0n+rv3cOjeGYDUzduwa9Ucx7e6IA0GZGYmceOmFgiBNBi5+vVv1Fk3FqHV8HDtQVJuPCSwj5Jy82DlPnw61ce/Z1Ok3oAxI4uLn/5gLn9t7G9U/+kLNNY60u5HcfnLJeYYpP+6AIexs0GjIevQTowP72HdRvEva982rBo0x6ZtVzAakFmZpP4wRTm1W9fIPnUYp5nLwGjAcDeErH3bser85NWXR06YyZkLl0hISKJ1t/cZ+PEHvNW5/eMLGY1k/rUUu08nKsvBnt5XRD04j/2IBUgpLetBv7G59eD8YQzXz5uvUcz0RfgtnY7QakjavIfs2/dxNs1JelzeP4CwtcG+YS1iJv1gucNoJGP9Yuy/mKosW3piD8bwUKyadgQgO2gHxogH6K+exf6bxUr9OrYbY/h9NAElseszQmlsC4H+XBCG4NNmf+Nm/ojP4hnKMqB/7yb79n2ceihxT95kmfefH++549G4OINeT+yMHzEmp4BRkPHHj9gPna4siXss515QYpB9+B/F1+CzOExYClKSHbQTY9g9tGWrYN2wLYaHd9CNXwxA5l+/og8+8/jrWVgsX0geooqKylNh6mydB3pKKUMK2V8SZU38//jZrlDWqR+RN0XlVUEI4Y+SzlWxkKU7/ysIIRyllCmmSe+nUSbgRzypXH7Ke9V5KV/aSdlPynZ6dnQa7ZONngMbjfVL0a1g7/tko+fAS2P3wjUXj/Z/4ZoAxtvPvpzgU+nGP1+e8uNICn78PI3nJfje0092fxYatIh84ZoOi3554ZoAmdOHvhTdyD2FT1L/T/Fu9uITWmKPv5zVw93r/qfZsYXjvHzPMwmrKUAqKv9DCCEqA7eA/YU1/lVeDEKIPigj7N/8b2n8m9huesoQBEx5nsa/ioqKiorKi0BNAVJR+R9CSnkVZYnMx9ncQ1kV5kUcr8WL0Pn/DSnlSp5uic//UV7V66GioqKi8r8P9QmAioqKioqKioqKyiuE2gFQUVFRUVFRUVFReYVQOwAqKioqKioqKioqrxBqB0BFRUVFRUVFRUXlFUJdBlRFRUXl/yPaBLZ/KV/ahpewYJL+JS3CpOfl6DppCn+L7n+KtXjxy6GO078cXx/KF79kKcAbK4p62fV/QFrKi9cEMv7Y9VJ0dx0LeOGanXsnv3BNAJux378U3Su1h74UXTePF7/MbHKC7ZONngMn14wnGz0HJc7vU5cBVVFRUVFRUVFRUVEpHLUDoKKioqKioqKiovIKoXYAVFRUVFRUVFRUVF4h1A6AioqKioqKioqKyiuE2gFQUVFRUVFRUVFReYVQOwAqKioqKioqKioqrxC6JxkIIVKklI75tn0OpEkpVwohKgLrAAn0kFLeLkJnrJRyep7Px6WUjf4z9wscowXwN3AHsAXWSSknvWD9EVLKTi9IrySwXUpZ9TnLrzCV3/Qi/HmK490D6kgpY3Ku338Sk//0/P9TTPFrDiQCRmCQlPLEf8OXJyGE6IsS+y/+2748K8/ruxCiDtBHSjnEVM+ypJTHTftW8D9Y9182QghX4F0p5U+PMesA/PB70G/sXLuTdT9tKGAwaNIA6rWqR2Z6BrOHz+VW8C2sbKyYv2kuVtZWaLVajuwIYuW8VeYydVvUYfT3I3H1cGXl96v57bvfC+gOnjyQ+q3qkZGeyaxhcwgJvoWXnxdf/zAKdy93pNHI9j928OcvmwH4bNwntOrSAlcPVwx6A2uXbOC3eSsL6H45eRANWtUnMz2T6cNmczM4BIAxc0fQqE0D4mMSWDRlKV9OHoRGo+HqhWuUq1KWEuWK8/EbA7h+6SYAwyYPplGr+mSkZzBl2CyzToMWdRk6+Qu0Gi1b1/7DqkVrAWjVqTkfD+9LSZOOq7sLQyd/gbWVNVJK3Dxd2bNxL4u+zb0cAycNoG6rumSmZ/JdntjO3fSdObZBO4JYNW81AKUrl2bsojH4BvoCsGfdHpZ8u7hADD6d9Bl1WtYhMz2T77+az+1g5Sf0l2O/kp6ajtFgxGAwMKzTUADeHfYu7d9pj22ssvzjgxlrSDhwHgCXFjUpOaUfQqMhau0+wn7cXGhFcnitLFW3zyDk83nE/VPwK8+nZXVqTP4AodVw949D3Phxm8V+v/a1qTKqBxglRoOBf8evIvb0Tez83am7YAC23i5Io+Tu6gPc+nm3udyxq/eZ/dcRjEZJ94aV6de2joVucnom36zcQ0R8MnqjpE+rmnRrUNm832A08u6c9Xi7OrLws865ujceMnvbKYxS0r1uefq1qG6pm5HFN+uOEJGQoug2q0q3OuUAmLDxKEeuP8Dd0ZY/h3U3l9HVqIf9R1+ARkvm/n/I3PKHhaaucg0cR0/FEBUBQPapI2RsUuq4zRs9sGn9BkgwhN4h9adZkJ2lxK5FdWpN+QCh0XB77SGu5YttQPvaVB/ZAyklRr2B8xNWEXNaqef1532Cf5uaZMQksbPVGIty2oq1sOnWHzRask/uIfvAnwWuq7ZMVay79QetDlKTSF80FgD7ccuRmelgNILRQPr8rwqULYxx0+dx5Nhp3N1c2bJ6yVOVAXBqXouACf0RWi2x6/YQtbigrwB21ctSfssc7n0xh8QdxxE2VpTdMAONtRXotCTuOEbE/LVme9tGdXEfMRC0GlI27yRpxbpCda0rV8D39wXEjJlK2v4gxad3uuPYvSMIQcrmHST/8ZfZ3rFZLfzGfwoaDfEb9hCzpPCfHbvq5Sj953c8GDKbpJ3HcndoNJT5ez7ZkbGE9p/8Un19Fp7YASgMKWXeK90N+FtKOeEJxcYC5g7Ai2785yFIStlJCOEAXBRCbJdSnntJx3pleYnX76UhhNBKKQ35No+UUm4SQrQDlgLVCymq8l9ASnkWOGv62AJIAY7/1xwyUUQ9+k9xBQYCRXUAtMAioO3HrT65vWj7Qo7vPUloSKjZoF7LugSUCuDDph9RqWZFvpw+mMFdviQ7M5sRvUaRkZaBVqfl+7/mcebgGa5duI5Go2HojCGE3golIz2Tpq834cDfB7mfR7d+q3oElArg/SZ9qVSrEsNmDGFg5yEYDAYWT15KSPAt7BzsWLrzJ84eOcf9kFDOB12g2etNeL9FP7r36UL3D7twcNth7oXcN+s2aFWPYqWK8U6TPlSuVYmvZnzJZ52VPuLODbv567e/+eaH0QyfNoRh74wiOjyaFfuW8+OkxbwzoJdZp2Gr+gSWCqBnk/epUqsSo2YMo3/ngWg0Gr6a9iVfvjOSqPBoft2xhKA9x7kXcp/b1+/y9SfjGT1zOEIjzHYyKZOF/yxk07I/cXZzNh+jbsu6BJTy56Om/ahYsyJDpn/BkC5Dyc7MZlSv0ebYzv9rLmcOnuX6het88s3HODg50r/Vp5SrUJoRC0fyz8rtPAh5YNat07IO/iX9+bTZJ1SoWYGB0wbxVdfh5v1je31NUnxSgcqw5ee/qfLTP5YbNRpKTf+Ea70nkRUeS9Uds4nffYb0kIcF7Ip/8wEJhy4WXtM0gprT+xLUawZp4XG03jmFsD3nSb75yGwSFRRM+G7lZ9WlUiD1lw1hT9ORSL2RS5PWkHD5HjoHW1rvnkrkkWCSbz7CYDQyY+Mhlgzqho+rI+99t57mVUtTxs/drLs+6BKlfd1Z8Fln4pLT6TZtFW/UqYCVTnmPwh+H/qWUrzupGVnmMgajkRl/n2TJx+3xcbHnvR+30bxSccr4uObqnrhGaR8XFvRtQ1xKBt3m/skbNUpjpdPSpXZZejeqyLgNQRYxsv/4S1KmjMAYF43TjCVknz2G8WFu/QXIvnaZ1JlfW2wT7p7YdHyLpGEfQlYWDsMmYN24FVmHdiE0gtrT+3Kw9wzSw+Not2MKj3afJykkN7aRQcHsNMXWtVIgjZcO4Z9mIwG4sz6Im7/tpcEPn1teM6HB5s3PSF8yHpkYi92wueivnEZG5tY1bB2weetz0pdNRCbEIBxdLCTSf/oGUp/tnQLdOrbl3be6MHbKd09fSKOh2JTPuP3eeLIjYim/dS6J+06Tmee+yLHz/7ovyUcumDfJzGxuvzMOY1oG6LSU2zSTpEPnSbtwAzQa3EcPJmrgaPSR0fitXkT64eNk3w0toOv2ZX8yTpw1b7IqUxLH7h2J6PMFMjsb7x9nkh50ChJiFT8mDeBun3HoI2IpvWU+yftOkXmroL8+o/qSEnSB/Hh81IXM2w/QONqbbV+0r/oHj3hWnisFSAgxUQgxQgjRERgK9BdCHDTte18IcVoIcVEIsVQIoRVCzATsTNvWmOxSTP+3EEIcFkJsEELcFELMFEK8Z9K4LIQoY7LzEkL8KYQ4Y/rX+HE+SilTgXNAGSFEGSHELiHEOSFEkOmpBUKIEkKI/UKIS6b/i5u2rxBCLDHZ3hRCFBjdFkI4CCF+NflyQQjRtRCbn4QQXUx/bxZC/Gr6+2MhxFSTmVYIsVwIcUUIsUcIYWeyqSGEOGnybbMQwq2IU20mhDguhLgjhOhhKutoOp/zphh2NW2fJYQYmO86fmX6e6TpXC4JIZ741CTn+uXbVtcUi9JCiNqm63pOCLFbCOFnsqkthPhXCHECGFSE9qq88RRCrBFCdBFC2AohfjOd0wUhREvT/r5CiB/z2G83jRgjhEgRQkwWQpwCHvcmmiNA2aJiZ9L6VghxXQixVwixVggxwrS90PqV75zqma7TBdP/FfL4/pepfIgQYnaeMh+Z6t9hoND6XlQ9fILuxybdQ6a696Npe2chxCmTzj4hhI9pu5fpnM8L5Z6+L4TwNO0rcL8/g++XhRCuQiFWCNHHtH2VEKKNUL4btgvlSdHnwDDTcZqaJArU/Xz6U4QQX+b5PE0IMcR0vDlCiGCTD71M+1sIIbbnsf9RKE8vEELcE0KMF0IcBXrmO06h3xePqa9V8sTskhCiHDAT5bvqohBiTiHhqgfcAu7os/Uc2nqIxu0sq3Ojdg3Z++c+AK5duI6jswPu3krjKiNNefGMTqdDp9OS8wLICjUqYGVjzY/fLgYpCdp5lMbtLPv2jds1ZM8mk+75azg4O+Lu7U5cVBwhwbcASE9NJzQkFE9fTwBSk1N5dDeM8NBwLp8NJiYilibtLXWbtG/Mrk17ALh6/hqOLo54mPz999RlkhKSsLG14dG9R4SHhqPP1rNr4x7KVi5jodOsfWN2mnSunL+Go4sDHt7uVK5ZkYf3wggzld339wGatVeq4v1boYTeVn7AS5cvZbZLSUpl97rdlChfopDY7gfg+oXr5hjkj61WpwNTbO2dHEiITSAiNAIbe1vC74XToF0DC9367Rpw4M8DANy4cAMHZwfcvIv6qn88jjXLknEvnMzQSGS2nti/j+LWvl4BO99+HYnbcQJ9TGKhOu41y5ByL5LU0GhktoEHf5/Ev31tCxtDWqb5b629jfmcM6ISSLh8DwB9agbJIWHY+SrnE3w/kkAvV4p5umCl09K+VnkOXb5joSsQpGZmI6UkPSsLF3tbtBqlmRIZn0LQ1Xu82bCyRZngBzEEejhRzMNJ0X2tNIeuhhaiqzfpZuNib2PWrV3aF2c7y5eqactWxBjxCGNUOOj1ZB87gHWdxzY5LI+n0SKsbUCjBRtbjHExBWJrzDYQ+vdJiuWLrT5fbPO+rDX61HWy4gu+/ExTvBzGmHBkXCQY9OgvBKGrWt/CRlerGfrLJ5AJii8ypfDr/yzUqVENF2enZypjX6McmffCyXqg1NP4bUG4tK1fwM6rbycSdx4vUE+NpvtN6LQIq9z7zbpqBfQPw9A/Uq5Z6u5D2LUoeM2cencjdX8QhrgE8zarUsXJvHwNmZEJBiOZ5/7FvpVS1u618mTeDyfb5G/i9iM4tW1QQNfjw04k7T6OPibBYrvO1wOnlnWJX7/HvO1l+fqs/EdzAKSUO4AlwHwpZUshRCWgF9BYSlkDMADvSSnHAOlSyhpSyvcKkXoN+BKoBnwAlJdS1gN+BgabbH4wHacu8JZpX5EIITyABsAVYBkwWEpZGxhB7ijbj8BKKWV1YA2wII9ESZT0kDeAJUKI/K+E+wY4YPKnJTBHKE8d8nIEyGmsBAA531xNgJzhhnLAIillFSDBdG4AK4HRJt8uA0U9YfEz6XVCaUQAZADdpZS1TL7NFUIIlFStXnnKvg1sFMrodzmURkYNoLYQolkRxysUIUQjlLrQFXgALERJCasN/ApMM5n+BgyRUj6uMf4z8JFJ1wVoBOzA1GGQUlYD3gF+L+S65McBCJZS1pdSHn2MXWeUOBcaO6Gko7wF1ATeBPI+uy6qfuXlOtBMSlkTGE+ep2EoMe+FUv97CSEChdJhmoTSeG5Lbt3Jz+PqYWG6/sC3KPdGWyBvZ+Uo0MDk4zpglGn7BNMxagGbgZyOcqH3+zP4fsxkUwUlbS/nXmkAnMwxklLeI/d7poaUMufeKazu5+UX4EOTrxqgN8p9/qYpNq8BbUwx8yvCx7xkSCmbSCkLe1ZbkoLfF0XV18+BH0wxqwM8BMYAt03nN7IQ/QCU+wqA6PAYPEyN7Rw8fT2JDosmr42nrwcAGo2GJbt+YtPF9ZwLusD1izcApXGfFJfInWtKQyw2Mg5Pv4K6UWFR5s8x4THmhn4OPsV8KFu1LNcuXFfK+HkSFa748kbv17ly/lqBMl6+nkRZ+BtdwEZnpX2ijZevJ5F5/IsOj8HL19Okn7s9Kjwar3xlAdw8XS3sosNjcHSxyHrFw9fDIrYx4dF45Int4l2L2HBxHeeDzptje3DLQfxL+LHm1Co+HtePfZv24eHjUUA3JjxXNzYixqwrpWTy6il8/88PtH+3g0W5Th92otq+eZSeNwiti3K7W/t6kBUWa7bJCo/FOs/oOoCVrzvur9cncuUeisLO1530R7k66eFx5kZ8Xvxfr0O7oDk0WTWSs8OWFdhvX8wT12oliDuvpDRFJaTi65obVx9XR6ISLRuzvZtV525EHG2//ZUeM9Yy8q2maDTKy03n/HWEoV0ao/yU5RKVlIavS+5Pr4+LPVFJqZa6jSpxNyqBttPX0+P7LYzsXN+sWxgady+MsbnXxRgXjfDwKmCnK18Zpzk/4zh2FppiJQGQcTFkbFuPy+INuCz/E5mWgv6SMoJr7+tOWp5rlBYeh51fwdgW61CHN47MofnKkZwaXjC2+REuHuaGPaCM8LtY1jWNdwDYOWI3cBp2w+ahq9Myd6cEu88mK9sbtH/i8f4TrHw9yA7P9TU7PAYrX0tfrXzccWnfgJjVhbyRWaOhwo7vqXp+FclBF0m7qKRH6bw80Ufk3seGqGi03pa6Wi8P7Fs2JmXTdovtWbfvYVurOhoXZ4StDXZN6qP18c7jb25d0IfHYJXvPtb5eODcriFxa3YWcNfv20+JmPkrGHM7ci/L12fluVKAHkNroDZwxnST2gFRjy2hcEZKGQ4ghLgN5Hw7XUZp1IDyQ105z83vLIRwklLmf2bVVAhxASWneyZwH6UBuTFP2ZzufkOUxgDAKmB2Hp0NUkojECKEuINlQwmgHdBFmEaBUeYcFAeu5bEJAoYKISoDVwE3U0OjITAE8ADuSikvmuzPASVNjV5XKeVh0/bfgY0UzhaTn1dzRmwBAUw3NeKNKI0HHynlBSGEt6kR6AXESylDhRBDTOeT8+zKEaVDcKSIY+anEkojuJ2UMkwIURWoCuw1xVwLhBdyXquA1/OLSSkPCyEWCSG8Ua7Pn1JKvRCiCUrHAinldSHEfaD8E3wzAIUnGCrMEUKMA6KBjykidigNzb+llOkAQohtpv8dKbp+5cUFpQFYDmW+jFWeffullIkmvatACcATOCSljDZtX1/EuRZVDx+ne1hKGWfavjGPbjFgvamOWgN3TdubAN0BpJS7hBDxpu1F3e/1n9L3IKAZyj26GPhUCBEAxEkpU/L/0BdCYXXfjJTynunJQk2Ua3hBShlrqkdrTWk8kUJ5SlEXKJhrYcn6x+wr7PuiqPp6AvhGCFEM+EtKGfKkc503b17bgICArr17965R0bVyzgla2BQmkTN6aDQa+bzDQBycHZi0fAIlK5Qg/H4ETTo24dq5q4WWydUtVNj8p629LZOXjWfRxMWkpaQpZVDKfDDkXQx6A8Fng6lUw/Ir9HH+Ppb8NoUISVm430+lD8odanGIomNgNBoZ0GEQDs4OTFg+npIVSnDvxn3qNK/DtfPXGfPu17Tq3Jx3vnyXS8cvWepSuO8Ao94aSVxkHC4eLkxdM5WHtx5w5fQVdqzawbof1jE225rAUe9QYkJf7gxfRCFSBc6j5KR+hE5bpeR6F0WhOgXjFrbzLGE7z+LZoCJVRvUkqNcM8z6tvQ0NfxnKxfGr0Kekm1wpqJE/rsevhVKhmBfLB3fnQUwiny/6m1qlAzh/+xFuTvZULu7NmXwpTYVd0/xxPX7zERX83Fn+SQcexCbz+S+7qVXSB0db6yLD8KQY6O/eJHFgb8hIR1ezPo6jppI05H2EgyNWdRuTOKg3MjUFh+GTsG7alqygvU8d24e7zvJw11m86lek+qieHMwT20J5wj0KgEaLNrAs6YvHgZU19kPmYLh/AxkdRvrC0cikOISjC7afT8YY9bCg3gvjyb4GTPiEsJm/F15PjUZudByK1tmBksu+xrZ8cTJuhhYRA8uPbiMGEr/g5wK6+ruhJK1Yh/dPs5Dp6WTdvA2Gx2R55vPX79tPiJi1ooCuU6u66GMTyAi+jUP9ark7/id9fQwvugMggN+llF8/0dKSzDx/G/N8NpLrowZomNMAewxBeSekCiGcgQTTaNuTkEX8XdhnAbwlpbxRpJiUj4SSutMBpTHtjjLqniKlTDY9pch77gaURtSzkLd8Tq16D6WBX1tKmS2Uybs5I+WbgB6AL8oob065GVLKpc947BzCTfo1gTCT3pX8o/xCmej4lL/ArDKdR2+gXx4/C0OP5dOsvE8FMp6Qrz0y70RSU8pHYbEr6tganq5+TQEOSim7CyWl5VCeffnrQE6df5pYFVoPhRD1i9B9XEtzITBPSrlVKClUE/Mco6hjF7jfhRDdntL3Iyij5MVRnmR0R6mbQY8rlIfC6n5+fgb6otT3X59g+7h6BJBK0RT2fVHocaSUfwglJe0NYLcQoj/KE5AiGT58+AqgZK9evdq3CWwvvfw8iY2MtbCJDo/Byz93lFKxibM8gaRU/j3xL3Vb1OXs4bM4uznT7I1mVKtfDS8/L/qP6cffK7fm043G298b5WGqMrofYzq2Vqdl8rIJ7Nt8gKCdRy3KVKpZkRLlSzD07RH07P+muUwOUeExeFv461XgnPTZhgI2MZGxlKpYyuJYPv7eeWw8iYmMwcpaZ/JbwdtUNj/xMQnUblzLonxKkuXIdEy+2Hr6eRUa20snLlGnRR3u3bhPtfpVuXJW6Vwd3X6U4fO/4tCWg5a6ETF4+uXqevh6EmfyMc6knxibyIndJyhfowJXTl8hISfFQEqi1uylwspvANOIv3/uKKK1nwdZEZY+OrxWhnKLlTkGOncnXFvXRhoMxO86bbZJD4/DLiBXx87PnfTIhAJxM5/Dyes4lvTG2t2RrLgUhE5Lw1+GEvrXMcJ25OYu+7g6EpGQG9fIhBS8nC0fmv996ir92tZGCEFxL1cCPJy5GxXHxTvhHL58h6NX75GVbSA1I4uxK/cwvUcjfFwciEjMvTUjE9Pwcra31D0bQr8W1RRdT2cC3By5G51ItcCCo/qgjPhr8oz4a9y9kHExlkbpaeY/9RdOQf9hCCcXdFVqYIwKRyYpqSvZp46grVAFgvaSFh6HfZ5rZO/nTnpE0bGNPnUdxxK5sS0KmRCDcM19uiVcPZFJcQVsDKlJkJUJWZkY7lxB418KQ3SY2VamJGK4fBJt8XJFHus/JTsiBqs8Txmt/DzJzncv2VUvS8mFypiW1t0Zp5a1QW8gcc8ps40hKZWUE8E4tahFxs1Q9FHR6Hxz73ettxeGaMv73aZyebxmKPeLxtUFuyb1kAYD6YeOk/L3LlL+Vp44uH7RD31kjMnfWKzy3KM6P0+yo/L5W60sgQuUB+ZaN2ecWtRB6g3Y16iAc+v6OLWog7CxRutoR7F5X5G+5a+X4uuz8qKXAd0P9DCN3CKEcBdC5CRTZgshrIou+kT2AOZVRIQQNZ6mkJQyCbgrhOhpKieEEK+Zdh9HaWCC0tjMmyLSUwihEcochNJA/ob+bmCwKbUG0yhjYZxAmSdxBKVhM4InNHBMo7bxIjfX+QPg8GOK5McFiDI1YFuijPzmsA7lnHugdAZyzqWfaTQbIURAzjV8ShJQGjPTTQ3HG4CXEKKhSc9KCFFFSpkAJJpGYEGJeVGsQIkbUsorpm1HcsoIIcqjNBxvAPeAGqbrFYiSyvS8FBW7o0BnoeR1O5rO90n1K79uziydvk/hxymghRDCw3Tf9CzC7mnrYQ6ngeZCCDchhI7clLP8Pn6YZ/tRlI4rQkkXy3lmXdT9/lS+SykfoDyRKCelvGM6TlH3RzLwbMmmCptROuB1UWIFSj3qJZT5SV4oTyFOozyJqCyEsDE9rWr9DMcp7Pui0PoqhCgN3JFSLgC2okw8f9L5nUF5KldKZ6WjRZcWHN970sLgxN6TtH2rDQCValYkNTmNuKg4XNxdcDA1tKxtranVtBahtx5w9/o9etR4m7ioOEb0UibZxkTEsH/zAQvd43tO0K6HSbdWJVKTU4kz/QCO+u4r7t8KZeNyy4dsTq5OBJYuxvffLMBgMNC6a0uO7rGcv31sz3E69GgHQOValUhJSiU23w9rZkYmxUoF4Bfoi85KV6hO0J7jvG7SqVKrEqkmnWsXrxOYp2ybrq0IylcW4O7NexZ2zbs051aw5WJ2SmyV6lCxZkVzDPLHtmbTmjwwTQ6MDoumVMWS+Ab6UKtZLaRRcmrvKQvdU3tP0eqtVgBUqFmBtORU4qPisbGzwc5BGQuysbOhZtNa3L+hTEDNO0fA7fX6pN1Q8t1TLt7CtpQfNoHeCCsdHl2bEL/njMXxLjYYwIX6n3Oh/ufEbT/B3a+XWTT+AeIv3sGxlC/2gV4IKy2BXRuYJ/zm4FAy94Gba7WSaKx05gZqnXmfkBzyiJCllukQVYr7EBqdwKPYRLL1Bnafv0nzaqUsbPzcnDh1Qxl9jk1K415UPMU8XBjSpRF7pvRj58S+zOzbnrrlizG9j+maF/MkNDaJR3HJiu6/d2heOdBS19WBU7fCFd3kdO7FJFHMvejbzXDrBhq/Ymi8fUGnw6pxK7LOWtYd4ZqbXqUtWxGhEcjkRIwxUejKVQZr5UGwrlot8+ThuIt3cCrli0OgFxorLcW7NuDhHsvYOuaJrVu+2BaF8UEIGi9/hLsPaHXoajbFEGxZ1/TBp9CUqgwaDVhZoyleXpkkbG0DNqZxR2sbtOVrYIwILeQoL4a0f0OwKeWPdaAPwkqHW+emJOW7L641+YSrpn+JO47z8NslJO45hdbdGa3pfhM21jg1eY3MW0p9ybpyA11gADp/5Zo5tG9B+mHLa/ao8wc86vQ+jzq9T9q+I8TNWED6IcVG4+YKgNbXG/uWTUjbpXwPpl+6iU1Jf6yKKf66dGpG8j5Lf28278/NZh9zs9nHJO08RtiExSTvPUnknN+50bgvN5t9zMMhs0k5cYmHw+e+NF+flad5AmAvhMj7PGheUYZSyqumdIo9Qsm5zUYZ4buPkiJySQhxvoh5AE9iCLBICHHJ5PcRlFzap+E9YLHJNyuURvC/Js1fhRAjUVJAPspT5gZKo9sH+FxKmZHvceUU4HvTOQmURmhhS2EGoaTG3DKlALjzdCOcH6LkEtujjA5+9AT7vKwBtgkhzgIXUfLPAaUxLYRwAh7lpF1JKfcIJZ/7hOkcU4D3ebr0rRzdSCFEZ2Anyoh9D2CBqSGlQ4nVFdN5/CqESCO3QVaU3jVgS57NP6HE5DLKaG1fKWWmEOIYSrrKZSAYOP+0fhdCobGTUp4RQmxFqTf3UVanyZmdVFT9ystslBSg4cAT71YpZbgQYiJKBzLcdE7aQkyfth7m6D4SQkxHaaSHoaSm5ZzHRJRUpkcoOfg5v86TgLVCmSx72ORPslSWgy1wv0spTz6l75j8yNkXBMzAsiOewzZgk1AmOQ8uZH9R55sllAUKEvI8CdqMkob3L8pI/SgpZQSAEGIDcAkIITcl7mko7PuiqPraC3hfCJENRACTpZRxQohjQohgYGch8wD0KAMgu389uJxd6/dw/+Z9Or3/BgDbV//DqQOnqdeqLiuP/kZmeiZzvpoLgLu3O6Pnj0Cj1SA0Gg5vO8Kp/coPmNFgZOG3i5i5ejqefp6s+2kD927ep/P7ShXatno7Jw+cpn6r+qw++juZGZnMGq6s+FG1bhXa9WjL7Wt3WL5bWRju51m/curAaQZPHkhqcio//b0AhODWldvcu3mfrh8oun+v2s6J/ado0Ko+646tIiM9gxnDc+c+T1j0DTUbvoaLuwspyaks2baQ9NQMrpy/ytw/ZuHu6caPG+Zx+dxVhr03ikat6rPx2Goy0zOZOnwWAAaDkbnjFvD9H7PRaDRsX7+TuzfvAdC8QxOGTx2Cq7sLc1ZMIyo8hu//mI1Oq8XJxZken72FrZ0Nrbq3ZFj3rzhtiu2Ko78qy4B+Nc8c25Hzv0Kj1aLRCFNslQb1/NE/MGLucH4+uByAPev3EHozlNffV7Ied67eydkDZ6jTsg7Lg35WlgEdMR8AVy83xi0zjf7ptBzecpjzh5WG4kdj+1G6cmm8jJD5MJq7o0yL8hmM3PvmZyr+MR6h1RC1bj/pNx/g/YHSUI5aVXTef16kwcjFsStounY0Qqvh3rrDJN18ROk+Sgfozsr9FHujLsV7NkVmGzBkZHHy84UAeNQrT4meTUm4Gkqbvco0p+AZ64k48C86rYYxPZoz4KetGI1GujaoTFk/DzYevQxAzybV+KRDXcav3kePGX8gkQzt0gg3x8c/FNdpNYzp0oABv+7BaJR0rVOOsj5ubDyp/Oz1bFCRT1rXYPzGIHrM34wEhr5eBzcH5QHfmLWHOHsngoTUDNpNX8+AtjV53Wgg7ZcfcPxmDmg0ZB3cifHhPazbdgEga+9WrBs0x6ZdF6TBAFlZpMxXlnc03LpG1snDOM9eDgYD+nshZO7bbo7t2W9W0OIPJbZ3TLEt+4ES21ur9hP4Rl1K9WiKUW/AkJ7FsQELzefa6KdBeDeshI27E13PLuTy3E0gt4PRSOZfS7H7dCJoNGSf3ocx8gG6hsrcEf2JXciohxhunMd+xAKklOhP7cUYEYpw98G2n7IcKBot+vOHMVw/j44+T6wrIyfM5MyFSyQkJNG62/sM/PgD3ur8hDkEBiMPxy+l9MqJCK2GuA37yAh5gMd7iq+xawrJ+zdh5e1O8XlDERoNaAQJ24+SdOCsWTdu1kK8F80EjYaUrbvIvnMfx7eU75yUP7cXqQvg9d0ENC7OoNcTN2shxuQUwBYMRsImLqHk75MRGg3xG/eSGRKK27vKfRz/R8G8/yfyUnx9dsRT50S+Qoj/Y2uM//+IqeNzGaiVk8f+30YI4WjKTbdH6YB+KqX8Tzob/xXynIcOpTH8q5Sy8AXDFXsbwGCah9EQWPyUKXX/dUwdk/NATyllyEs6xgr+B78v2gS2fylf2gb5mLzw50T/EjQB9LwcXSdNYdN3/nOsRVH93+dnnP7l+PpQPmsW6tPxxorHrfvwnKQ9X8PnSWT8UXQj9D9h17GAF67ZufezLd35tNiM/f6l6F6pPfSl6Lp5pD3Z6BlJTnjSGiPPh5NrxkvRLXF+3xMnzuXlRc8BUFH5jxFCtEHJ1573v6Xxb2KZUCZ026Lkvv9/1/g3MdEUY1uU1LotT7AvDmwwNaazgE9ernsvBtO12g5sflmNfxUVFRUVlf8fUTsAhSCl7Pvf9uFVRkq5j9yVbP7XIKV897/tw4tASjniyVYW9iEoE7z/v0JKeRUlH/9lH6fvyz6GioqKiorKi+RFTwJWUVFRUVFRUVFRUflfjNoBUFFRUVFRUVFRUXmFUDsAKioqKioqKioqKq8Q6hwAFRUVFRU0j31H3PNhfOr3/j0bERlxTzZ6Hmzdn2zzHPjpnucVFo/H1kr/wjUBZNZLkSV2/F8vXPPcfd8XrgnwyKrYS9HNfAktrsg9mU82eg6S/xz6UnSrnPv+pejqzzx+6cznwdvB+YVrAo9/E/f/IOoTABUVFRUVFRUVFZVXCLUDoKKioqKioqKiovIKoXYAVFRUVFRUVFRUVF4h1A6AioqKioqKioqKyiuE2gFQUVFRUVFRUVFReYVQOwAqKioqKioqKioqrxDqMqAqKioq/2WEEEOBZVLKtMeYdQB++D3oN3au3cm6nzYUMBg0aQD1WtUjMz2D2cPnciv4FlY2VszfNBcrayu0Wi1HdgSxct4qAD79pj8turTA1cMFg97AhqWbzPssdCcPpH6rumSmZzJ72HeEBN/Cy8+LMT+MxM3LHWk0cvn0ZWo0qoFGq+HU/tNUrFkRKxsrDHoD3439gWsXrzN08hc0bFWfjPQMpg2bzc3gEADqt6jL0MlfoNFo2LZ2B6sXrTUfu8dH3Xnro24Y9AaO7z+JtY01zTo2wdnVmYjwKFKSUpgxcT4ngk6byxQrHsDCn2fh4urMlUvXGT5gLNnZemZ+P4Fub7+BQJCYmIS7hxu1y7fAw9ONhT/PRqfR4eXriYubM7FRcYz4cKzZxwYmH7UaLVvX/sMqk4/Ork5MWTwev0Bfwh9EMO7zSSQnpqCz0vHd79Op2eA1hBAc3LSfJV//hLWtNSMXj8anuB9Go5GsjEwcnB3JTM/kxxHfcyf4Dv6lA/jqx5Hm8/Ep7su6eX+w/detAHTs+wYV+7yBNBjJCHmAXcUSCK2W2HV7iFr8Z6GVx656WcpvmcO9L+aQuOM4wsaKshtmoLG2Ap2WxB3HiJivnJNPy+rUnPwBQqvhzh+HuPHjNgst//a1qTKqBxglRoOBi+NXEXv6Jnb+7tRbMABbbxekUXJn9QFu/bzbXM6mQV1ch3+B0GhI3bqD5JVrLXRtar2Gx5wp6MMiAEg/FETyL0p9dBs3EtvGDTDGJxD57scW5bxbVqfalD6g1RC65iAh+fz1bV+biqN7gtGINBi5/O0q4k7fQGNjRZMt49FY6xA6LWHbT3FjjhK/wBbVaTLxAzRaDVfXHuLCT5aa5bo1otbATgBkp2ZweOwKYq+FAmDtbE/L2f1xr1AMpOTAiOVEnr8FQInm1Wlh0g1ed4gz+XQrdmtEnQG5uvu/WUGMSRdAaATvbp9CSmQ8f380N/f6Nq6D55jPEVotSX/uJOGXgt8PADZVyxOw5nsiR0wnde9RrEoWw+e7seb9VsV8iftxFcmLd+DUvBYBE/q/0Lr1NIybPo8jx07j7ubKltVLnrrcsWv3mf3XUYzSSPcGlenXprbF/uT0TL5ZvY+I+GT0RiN9WtakW/1K5v0Go5F3527E28WBhZ92ytUNvs3sdfswGo10b1qDfq83tNRNy+CbX7YREZeE3mCkT/v6dGtcnXsRsYxausVs9ygmgQFdm/J+qzocC77D7A37Fc0mr9GvQ4OCvv6yjYh4k2bbenRrXB2ApLQMJq/aya1HMQgBE/t05LUyAU8dpxzUDoCKiorKf5+hwGqgqA6AFlgEtP241Se3F21fyPG9JwkNyW0Y1GtZl4BSAXzY9CMq1azIl9MHM7jLl2RnZjOi1ygy0jLQ6rR8/9c8zhw8w7UL1zl/9AJNXm/Cx60+ofMHnejSpzOHtx3mfl7dVnUpViqAPk0+olKtinw5YwhfdB6CwWBgyeRlhATfwsHJgb8ubeSbD8dx8cQlNl/exNIpy9i0eisNW9Vn4Def8sfi9RQrFUCvJh9QpVYlRswYyqedB6HRaPhq2pcMfWckUeHR/LxjMUf3HOdeyH1qNapBk/aN6NOmP9lZ2bTp2ooOPdrS753B+Pp5M3jEp4weMpHfNy2mYdW2Zp/HTPiSXxavZvvmXUz9bhxvv9+dtb//SYMmdWnbsDsRYZHsP7WVSxevkJiQRGJCEm+06EX3jq/Ts9+blK9Slu/Gfs+oGcPo33mg2ccvTT7+umMJQSYfPxj0LmePnmfVorV8MOgdPhj0Lj9NX0a39zpTtXYV3mnRFzeDNYsOL+WfX7cT+SCCv5dtIfjEZeq2qcfguV8y/8u5pCam8unUAYzpNpKwO4/4quNQADQaDctP/cap3ScAqNqwGnXb1udGhyFIvZHKR5Zy651xZEfEUn7rXBL3nSYz5IFl7dFo8P+6L8lHLpg3ycxsbr8zDmNaBui0lNs0k6RD5+FMOLWm9+VIrxmkhcfRZucUwvacJ/nmI3PZyKBgwnafA8ClUiANlg1hd9ORSL2RfyetIeHyPXQOtrTZPZXII8FKWY0Gt5FfEj14JIaoaLxXLCY96Dj6u/ctXM28eJnYr74pcAOkbt9NysYtuE8Yk+/cBNVnfMTxt2eQHh5L811Ticjnb3RQMBEmf50rBVJn2ZccaDoCY2Y2x96aiiEtE6HT0nTrBKL2/0vYlbs0m/oh296dSUp4HD22T+be3nPEh4SZNZMfRLOl51QyE9Mo3qI6LWb1488uEwFoMvEDQg9dYvfnC9BYadHZ2QBK473V1A/5672ZJIfH8e62ydzee464PLqJD6LZ+LaiW7JFddrM7Me6rhPN+2v260DcrTCsnewsrq/XuEGEffI1+ogYiq1fSOrBk2Tfyb2Pc+w8hn1M2rFz5k3Z9x7ysMdA8/4SB9aQuv8YaDQUm/IZt98b/8LqVtqFGwWua2F069iWd9/qwtgp3z2VPSiN9xmbjrBkQBd8XB15b95GmlctRRnf3Hd7rD96mdI+biz45A3iUtLpNn0Nb9Quj5VOC8Afhy9RyseN1IwsS90/9rBkWG983Jx5b9oKmr9WjjL+nrm6B89T2s+TBYN7EpecRrdxS3mjfhVK+nqwYcLHZp12I3+kVc0KiubavSwZ2gsfNyfem/E7zauXLVzzix6K5vjlvFG/ClY6LbPX76dRldJ891l3svUG0rOynzpOeVFTgFRUVP7PIoToI4S4JIT4VwixSghRQgix37RtvxCiuMluhRBisRDioBDijhCiuRDiVyHENSHEijx6KUKIWUKIc0KIfUKIekKIQ6YyXUw2WiHEHCHEGdNxPjNtb2Gy3SSEuC6EWCMUhgD+wEEhxMEiTqUecAu4o8/Wc2jrIRq3sxyFatSuIXv/3AfAtQvXcXR2wN1b+fHLSMsAQKfTodNpkVJ5QVdqchph9x4RHhpB8NmrxEbG0qhdIwvdxu0asWfTXkX3fK5uXFQcIcGmUc1yxUlOTEZK0GfriYuK47WGrwHg4ORATGQsTdo3YpdJ58r5azi5OOLh7U6lmhV5eO8RYaHh6LP17P/7AE3bKz5069OF1YvWkm36gavZ6DV2bdrL1cvXObDnCM4uTsTHJ2BjY421tZXZ54ZN67Fzq3KsP9dtpV3HVrxWqyr37z7gwf1HZGfrSU5KITI82uJcm7VvzM3gEB7dD+PI7mM4ujjg4e1O5ZoVeXgvzOzjvr8P0Kx9YwCatm/Ejo3KKPeOjbtp1kHZXqvRa4Q/CCcsNJy4yDjiIuPo0Od1sjKyCD5xGYDarepw8+JNPHw9uXnhBg7ODrh5u1n4VK1xdSJDI4h+pPja/v3X2fzTn8gsPfY1ypFx5xFZDyKR2XritwXh0rZ+gcrj1bcTiTuPo49JtNhuNNULodMirHQgJe41y5ByL5LU0GhktoEHf58koL3lSKohLfflU1p7GzDVp4yoBBIu3wNAn5pBUkgYdr7K+VhXroj+4SMMYeGg15O+9wB2zSzr2uPIungJY1JSge1uNcuSejeStNAoZLaBR1tO4PtYf23N/ubdp7HSInRakBLvGmVIvBdJUmg0xmwDt7aepFQ7S82IcyFkJir99cgLt3DwU+41K0c7/OtX4Nq6QwAYsw1kJSl2vjXKkHAvkkST7o1tJymTTzc8j274hVs4+eU2YB193SnVugbBJu0cbKpVIDs0DP3DCNDrSdl5CIdWlt8PAC7vdiVl71EMcQkF9gHYNahB9oNw9OFR2NcoR+a98Bdat56WOjWq4eL8bC/PC74fRaCnC8U8XbDSaWlfsxyHLt+1sBEIUjOzkVKSnpmNi70NWo3SDI5MSCHo6j3ebFDZUvduGIFebhTzclN061bi0MWblroCUjMzFd2MLFwcbM26OZy6do9iXq74e7gQfDecQG9Xinm5Kpp1KnHo35BCNLNMvuZqpqRncj7kAd1NTwOsdFqc7W2fKVY5qB0AFRWV/5MIIaoA3wCtpJSvAV8CPwIrpZTVgTXAgjxF3IBWwDBgGzAfqAJUE0LUMNk4AIeklLWBZGAq0BboDkw22XwMJEop6wJ1gU+EEKVM+2qijPZXBkoDjaWUC4AwoKWUsmURpxMAmIfeosNj8PD1tDDw9PUkOiy3QRsdHoOnrwegjCIv2fUTmy6u51zQBa5fvGEq40GUqczrvdpz7fw1PP088ul6FKmbQ5kqZbC1s+XahesA7Fi7iwZt6vPXmXV88e3nLJnxM16+nkSFRZnLRIVH4+XrWcj2GLx8vQAoXroYr9WrxrJti/hx03xKlS9pYRseFsmbb3fiyuXrZJk6CW7uriQlJmMwGACICIvEx88bXz9vwh8pqSW2draUKB1IQr6GkJevJ2UrlWHvlv3mcy3cR8V3AHdPd2KjlDcTx0bF4eahNHgT4hKxd7BHq9XgHeiDu7cbPsUt31zrVcybEpVKcvnYv0r5iFjcfSxj26RLM4K2HjF/9i/lT6V6lSm3ZQ6BswZjzMwdrcwOj8Eq37Wx8nHHpX0DYlbvogAaDRV2fE/V86tIDrpI2sWb2Pm6k/Yo1mySFh5nbsTnxf/1OrQPmkPTVSM5M2xZgf32xTxxq1aCuPO3AdB6e2KIzI2hISoGrZdXgXLW1SrjvXo5nvNnoCtVsqDP+bD1cyM9LNff9PA4bP0KvtHZ7/U6tAr6jgarR3Ihr78aQYt90+kQvIToI5eJv3AbB183UsJy3zadEh6HQyExyKFS7xaEHrwEgHNxL9Ljkmk171N67pxKi9n9zU8AHH3dSM6n6+hTtG7VXi24a9IFaDHxfYKmr0UaLRvTOm8P9BG596g+Mgadt+X3g9bbA4fWjUja8E+Rx3N8vQUpOw4BYOXrQXZ4jHnfi6hbL5OoxBR83RzNn31cHYlKTLWw6d20Gncj42k7YQU9Zq1lZPemaDTKG9DnbD7K0C6NEMLyjehRCSn4uue+EdjHzYmohGRL3Va1uRseS9uRC+kx6WdG9m5r1s1h95lrvF6vskkzGV+3/JoplpotaymaoxbRY/KvjOzVBo1G8DAmATcne8b/voNeU39j0sqdpGc+3+u71Q6AiorK/1VaAZuklDEAUso4oCHwh2n/KqBJHvttUhkavwxESikvSymNwBWgpMkmC8j5tbsMHJZSZpv+zrFpB/QRQlwETgEeQDnTvtNSyocm3Yt5yjyWefPmtV2/fn1XIcTZRykPlY35RtTy/W6ZTBQbo9HI5x0G0rvee1SsUYGSFUqYyiiF3h38DgaDgeCzV8xlHiec18TW3pa3P+/J1fPXSEtRRi5rNqnJ5dPBvFm3NwsmLeLruSMK/LDm+FfUdgCtVouTixOfdh7EoqlLqVCtnIWdvb0dH37yDt8Mn5LH3Scfp3X75ty7fZ/MfD+cGo2G6vWqsn/7YYtzfZyPRXH++AXS09L5dedS+o3vT9i9MIwGY+6xtBpKVy3DyX+OE/kgslBdnZWOum3qcfyfY+ZtWp0WRxdHQrqNJH7zQZwavZbfMYuPARM+IWzm72A0UgCjkRsdh3K1QT/sa5TDtnzxx9ajvITtPMvupiM51m8+VUf1tNintbeh0S9DuTh+FfqUdNPWQoUtPmbdCCGi6ztEvf8JKRu34DFncsEy+Sjs2hQ22hy+8ywHmo7g9EfzqDQ6j79GyaE2Y9ld8wtca5bBqWKxIq534cf3b1iJSr2ac2L6OgA0Oi1eVUsSvHI/G18fhz4tk1qDOuc4+9S6xRpWokqv5hydoeiWal2DtJgkokxPWCx4ihh4jv6c2Pm/FF4PAHQ6HFo0IHVPTmfzyZrPWrdeJoWFMX9Yjl8PpUKAJ3sn9WX9yF7M/PMIKRlZHLlyDzdHOyoHehfULeQCiXyxOX7lLhUCfdg7ZzDrx/dj5h97SEnPfeqUrTdw+N8Q2tapVLSv+T4rmt7snT2I9eM+YubavaSkZ2IwGLkeGsHbzWuyftxH2NpY8euuk4WF5ImoHQAVFZX/qwgK/67NS979Od/Yxjx/53zOmS+VLXN/Ecx2pgZ9jo0ABkspa5j+lZJS7sl3DAADTzkPa/jw4St69ep1XkpZJ8CxGF5+nsRGxlrYRIfH4OWfO6Kq2MRZ2KQmpfLviX+p26KuuUylmhVp0Loe07+YiZevF7ERlmViCtVVjq3VaZm4bDwn952yaNxWr1+Ny6eCATiw7TCVa1QkKjwab//cH1hvPy9iImML2e5JTKQy8hgVHo2URlbsWcbo2cMx6A2UKq90Xnz9valSvRLfjpxO6L2H5vJxsfE4uzih1WpNdj5ERUQTHhaJX4AyAt/5zQ7cuXWfyIjcEWkAodEQ+TCS+Jh487nGRMYU6TtAXEwcHqZUKw9vd+JjlbIRj6KIjojlw3afMPOTaTi4OBJ+LzfXe8DML0iISeBGnrxoD18P4qNy41+zRW3uBN8mMSbBvC02PJaTu5T5ACkngxFaDVrTCKWVnyfZ+a65XfWylFw4gspHl+PSsRHFpnyOSzvLVA5DUiopJ4JxalGLtPA47ANyR3rt/dzJiEygKGJOXsexpDfW7sroq9BpafTLUO7/dYxHO87mHiMqGq1Pbgy13p4YYmIstGRqGjJdSR3JOH4KodWhcXHmcaSHxWHnn+uvnZ87GRHxRdrHnryOfUlvrN0tU0z0SWnEHr+Gd8vXlJF5/zypN37upEUW1PSoGEjLOf3Z8fF8Mk0juCnhcaSExxF1UXnycXvHabyqljTvc8qnmxpVUNezYiBtZ/dna//5ZJh0/euUp3TbWvQ7Np+OPw4isFFlOnw/QPE9Mgadb+49qvPxRB9t+f1gU6U8PnO+pvju33Fs1xSvcYOxz5MmZN+0LpnXbmGITQAgOyIGK7/cpwgvom69THxcHImIzx1Fj0xIwcvZwcLm79PXaV29NEIIinu5EuDhzN3IeC7eCedw8F1en7SSMSt3cybkEWNXKSmEPm5ORMTlpp5Fxifj5epoqXvsEq1rVlB0vd0J8HTlbkRu/I8G36ZicR88TP74uDoREf8EzeOXaV2zvEnTjQBPF+5GxOLj5oS3mxPVSvkD0LZWBa6FRvI8qB0AFRWV/6vsB94WQngACCHcgeNAb9P+94CjL+G4u4EBQggr03HLCyEcnlAmGXhc0usZlKcIpXRWOlp0acHxvZajPif2nqTtW20AqFSzIqnJacRFxeHi7oKD6YfH2taaWk1rEXpLySZydnWiWOliLPx2EQaDgZZdm3N87wkL3eN7TtCuhzLBtlKtiqQmpxJnaqSO+G44obdCWTx5CQGlAvAN9EVnpUMIiI1SfgBrN6nJg7uPOLrnOB1MOlVqVSIlKZXYqDiuX7xOsVIB+JnKtu7aiqN7FB+Cdh8jNTmNvu0+5dvPJ5OVlU3TDk1wcnbijy0/E/YwnP27D5Ofk0fP8HoX5Vhv9e7C3p0HuXThCiVLF6dipXLUb1SbchXLsG+nZVkbW2vzsGGVWpVINfl47eJ1AvP42KZrK4L2HAfg6J7jdOzZHoCOPdsTtFvZfuf6XYqXLoZfoC81m9fG2dWZfWuVfuA7I97D3sme1TN/p8VbStZX+ZoVSEtOIz5Pg7Bpl6YczZP+A3Bqz0mqNVLyfw1JqQgrHVoHO4SVDrfOTUnae8rC/lqTT7hq+pe44zgPv11C4p5TaN2d0ZrqhbCxxqnJa2Teekj8xTs4lvLFPtALYaUlsGsD84TfHBxK+pj/dq1WEo2Vjqw4pfFVZ94nJIU8ImTpTosyWdeuowsMQOvnCzoddm1bkX7Esq5p3HPTYawqVwSNwJhYMO8/LwkXb+NQ2hf74oq/Ad0aErGnaH9dzP4mY+3hhM7ZXjm2rRVeTauSciuMqH/v4FLSF6dALzRWWsp2acDdvectNB39PeiwfCj7v1xC4t0I8/b06ERSwuNwLe0HQLHGVYgLUSYkR/x7B7dSvjibdCt0bsCdfLpO/h50XjaUXUOXkJBH99isDfxcfwi/Nh7Gji8W8eD4VXYNXQxAZvANrIoHoAvwAZ0Ox9dbkHrQ8vshtMOHhLZX/qXsCSJ66kLSDuTG37FjbvoPQNq/IdiU8sc60OeF1a2XSZXi3oTGJPIoNolsvYHdF0Jobup45eDn6sipm4ofsclp3ItKoJiHM0M6N2TPpL7snNCHmX3aU7dcANM/MH1XlfQnNCqeR9EJiu6ZazR/zfJJpJ+7M6eu31N0k1K5FxlLMU9X8/5dp6/SoV6VXF9L+imaMSbNs9do/lrZQjTv59GMo5iXK54ujvi6OXPP1ME4df0+pf0s072eFnUVIBUVlf+TSCmvCCGmAYeFEAbgAjAE+FUIMRKIBj56CYf+GSW157xQcgmigW5PKLMM2CmECC9iHoAe+ALY/evB5exav4f7N+/T6f03ANi++h9OHThNvVZ1WXn0NzLTM5nzlbJEoLu3O6Pnj0Cj1SA0Gg5vO8Kp/coP+cBJA0hNTuOHzfMRQnD7yu1Cdeu3qseqoyvIyMhkznBlZY6qdavQrkdb7ly7w+IdiwD4YfM8sjKy2LNpL90/6sZHo/qiz9Yz7tOJ3LgcQsNW9dlwbDUZ6RlMHz4bAIPByPxxC5n3xyy0Gi3b1+/k7s17yvHX7WTs3JGs2v8L2dl6xg+YQouOTTly/h+cXZy4dyeUfw6tByA+LoHhA8cRFRHNzEnfs/Dn2Xw1dhBXL19nw+rNGAwGJoyewcq/lmBlZcX2zbsIuXGbd/sq6SB/rd9G6QolObQjiI3HVpOZnsnU4bPMPs4dt4Dv/5iNRqOx8HHlorVMWzKBzu90JPJRFN98NhEAZzdntFZa1h9ZidFgZOfKf3gQ8oA3B7xFz8G9eHjrAe+OeB8PPw9+O7+KhOh4fhyROyXF2taa15rWYMnYnywqwoEN+xg0ZwgV9ixEZusJn7uG0isnIrQa4jbsIyPkAR7vdQAgdk0hudkmrLzdKT5vKEKjAY0gYftRkg6cRRqcuDB2Bc3WjkZoNdxdd5ikm48o3ac1AHdW7qfYG3Up0bMpMtuAISOLE58vBMCjXnlK9mxKwtVQ2u6dDsDlGeuJOPAvGIwkfLcQzwWzEBotqdt2or97D4fuSnpM6uZt2LVqjuNbXZAGAzIzk7hxU83+uk8Zh02t19C4uuC7bT1Jy1bAjxeQBiOXxq6g4doxCK2G0LWHSL7xiJImf++t3I9fp3oE9myKzNZjyMjm7GeKv7bertRcMACh1SA0gkdbTxK59wLSSkPQt7/TefUohFbD9fWHib/5iCrvtwLgyuoD1BnaHRtXR5pN6wuA0WBg0xvjAQj69nfaLByA1kpHYmgUB79S5hxIg5ED3/7Om6sU3SvrDxN78xHVTbqXVh+g/pfdsXVzpNXUvqYyBv7oNL7I66hUUCMx0xfht3Q6QqshafMesm/fx/lt5T5+XN4/gLC1wb5hLWIm/WCh+XD80hdat56WkRNmcubCJRISkmjd7X0GfvwBb3Vu/9gyOq2GMW81ZcCSrRiNkq71K1HWz4ONx5QnkT0bV+WT9nUZ/8d+esxai5QwtHND3Bztnqz7blsGfL8Oo5R0bVydsgFebDykdNx6tqjFJ50aM/637fSY+DNSSoa+1RI3J6VjmZ6Zzcmrdxn3fgdLzd5tGfDDBsXXxtUo6+/FxsPKSko9m9fkkzcaMX7FDnpM+gUJDO3eAjdHRXN07zaM/WU72QYDAZ6uTP6w41PHNi/iSXmMKioqKir/e2gT2P6lfGm/jN+CDKl/4ZoAYRmxTzZ6DnxtC04efRH46Z5tRZOn4QlNwucmJOvF+wrQsHj4C9c8d9/3yUbPwSOrl5MckVlIWv1/Shfn6CcbPQfJyTYvRbfKue9fiq7+zPYXL+rw+PSz56aoeRj/IXYt+j1TDVNTgFRUVFRUVFRUVFReIdQOgIqKioqKioqKisorhNoBUFFRUVFRUVFRUXmFUDsAKioqKioqKioqKq8QagdARUVFRUVFRUVF5RVC7QCoqKioqKioqKiovEKo7wFQUVFR+f8Ia6F9KboB2ie9q+zZuaVPeOGaAMYnvuD5+cg0Zr8UXSflnXAvlGIVYp5s9Bw8uvji6wGAvb/hhWta3Xs5yymmiZczNmrzEqqtd7OX46vuZNpL0X0py3UCurqdXrimITT4hWsCaItXfSm6z4r6BEBFRUVFRUVFRUXlFULtAKioqKioqKioqKi8QqgdABUVFRUVFRUVFZVXCLUDoKKioqKioqKiovIKoXYAVFRUVFRUVFRUVF4h1FWAVFRUVF4wQogUKaWjEMIfWCCl7CGE6AvUkVJ+8ZyyHYAffj7yM7vX7WbjTxsLGHw26TPqtqxLZnom876ax+3g2wD8duw30lPTMRgMGA1Gvuz0JQAffPUBDdo1wGg0khGbwvFNh+j8ZU80Wg1B6/eza/EWC33fMv70nTOI4lVKseW7texZvg0AnY0Vo9ZPRmejQ6vVcm7nSW6fv8m34/ug1Wr4Z+1O1i5aX8DfwZMHUr9VPTLSM5k1bA4hwbfw8vPi6x9G4e7ljjQa2f7HDv78ZTMAHw7/gLc/64lWp0UajcyYNJ8Vy9cW0A0sHsDCn2fj6upM8KVrDBswluxsPU5Ojny/ZAb+xXzR6bQsW/Q7G//4Gxsba45d3IWLizMS2L5hJ9NGzSmg6x/ox4wlk3BxdeL65ZuMGzwFfbae199sS99B7wGQlprO9DFzCbl6C4DtpzdiSM3C2s4GN1934sNjObx+P/8s3myh7VcmgP5zBlGiSmn+/O4Pdi7fat738eyB1GhVh6TYRL5pP8yinFWdejh8Phih1ZCx8x/SN/xhub96DZwmTsMYEQ5A5rEg0tf8DoDb7+uQ6elgNCANBhIHfwaAV8vXqDy1D0Kr4cGag9xeuNVC06dDbcqPfhtpNCL1Rq5+u5L40zcAaHlmAfrUdKRB2Xes/Te5vtSsh/3Hg0GjIXPfP2T8ZemrrkoNHL+ehjFK8TXrZBAZG35H4x+I44gJZjutjz9pa3+F48cA8Gz5GpWnfmjy9wB38vnrbfIXo0TqDRb+tjizEIPZX4PZ35LNq9Nq4gcIrYbL6w5x+qdtFpqVujWi3gBl5Zms1Az2fbOC6Guh5v1CI3h/+xRSIuPZ/NFc8/biLarTzKR7de0hzuXTLd+tEbUHKrrZqRkcGruCGJPuh8fnk5WagTQYMRoMbHhjfG5MKtfGtufnIDRkH99F1p6C3w/actWw6fEZaHXI1CTS548CnRX2w+eAzgo0WvQXjpL1z2oAbBvVxX3EQNBqSNm8k6QV6wpoAlhXroDv7wuIGTOVtP1BADi90x3H7h1BCFI27yD5j7/M9seu3Wf2X0cxSiPdG1SmX5vaFnrJ6Zl8s3ofEfHJ6I1G+rSsSbf6lcz7DUYj787diLeLAws/fbrVf8ZNn8eRY6dxd3Nly+olT1WmMI5dvM6slVsxGo10b1mPj7u2stiflJLG+KUbeBgZi7W1FZM+e5tygb7PfJwX5e/jUDsAKioqKi8JKWUY0OMFSGmBRUDbz1t/fvv7bd9zcu9JHoQ8MBvUaVmHgJIB9G/Wnwo1K/DFtC8Y1jW3sTim1xiS4pMsRDct3cSquasA6PNxT96f9gmTO44kPiKOb7bO4N+9Zwm/9dBsn5qQwrqJv1KjXT0LHX1mNnPfnURmWgZanZZRm6bQpFcrBr05lOjwGJb88yPH95zgfkhuA6l+q3oElArg/SZ9qVSrEsNmDGFg5yEYDAYWT15KSPAt7BzsWLrzJ84eOcf9kFACSgUQEx5N0/qdqFmnOhOmjy60AzBmwlB+WbyKbZt3Me27cfR6/01W/7aBPv17E3LzNh+/Nxh3DzcOntrKlo3/0KhpPa5ducnQd0dRo241flw7j63rdnD5/BUL3SHjBrBm2Xr2/L2fsbNG0O2dTmxauYVHoeH0f3MwyYnJNGrVgHFzRvHhG5+ay816byLj/5rB2DZDiYuIZeLWWVzYe4awPLFNSUhm9cRfqNWufoHzObrpEPt+38mn84ZY7tBocBw0lMSvv8IYE43rwqVknTyGIfS+5fUJvkTS+K8L6AIkjhqKTErMoymoMvMjTr09nYywWJrsnkbk7nOk3HxkNok5EkzkrnMAOFUuTq1lQzjcZIR5/8k3p5Idl1zAV/tPh5I88SuMsdE4z15K1uljGB/m8/XaJVKmWfpqDHtA0vD+Zh3XnzeRfSoI0Jj87cfpt6eRERZL493Ticrnb+yRYI7m8bfmsi850uSrPP5OsfBXaARtpn7Ixvdmkhwex/vbJnN77zliQ8Jy4/YgmnVvTyUzMY1SLarTbmY/1nSdaN5fq18H4m6FYe1kZ6HbYuqHbHl3JinhcfTaPpk7e88Rn0c36UE0f/VUdEu0qE7LWf3Y2CVXd/Pb08iIT7GMrdBg22sQaQvGIhNisB/9A/pLpzBG5N5v2Dlg0/sL0n8ch4yPRji6mAKeTdoPYyAzAzRa7L/6Dv2Vs3D6Cu6jBxM1cDT6yGj8Vi8i/fBxsu+GWh5bo8Hty/5knDhr3mRVpiSO3TsS0ecLZHY23j/OJD3oFPoHjzAYjczYdIQlA7rg4+rIe/M20rxqKcr4upvLrz96mdI+biz45A3iUtLpNn0Nb9Quj5VOWQL5j8OXKOXjRmpGFk9Lt45tefetLoyd8t1Tl8mPwWhk+m+bWTr2U3w8XHj3mwW0qF2FMsV8zDY//32AiiX8+f6rvtx9FMX03zazfNxnz3ysF+Hvk1BTgFRUVFReEkKIkkKIAotJCyHeEEKcEEJ4CiHamf4+L4TYKIRwLESqHnALuKPP1nNk2xEatmtoYdCgXQP2/7kfgBsXbuDg7ICbt9tj/UtPSTf/7VvGn/TkNGIeRGHI1nNm2zFqtKtjYZ8cm8S9S7cx6PUFtDLTMgDQ6rTYOdkTHx5LeGgE+mw9B/4+RON2jSzsG7dryJ5N+wC4dv4aDs6OuHu7ExcVR0iwMnqenppOaEgonr6eABQvE8iNSzcBuHD2Es4uTnj7eBbwpVHTeuzYuheAP9dtpV3HlgBIKXF0VNa5d3CwJyE+Eb3eQNvXW7Lxj78BuB58E61Oi7OrcwHduk1qsX/7IUB5StDy9aYAXDobTHKi0oC8fO4KPn5eFuVKVi1N5P0Ioh9EYsjWc2rbUWq1q1sgtneLiO2N01dJTUwpsF1XoRKGsEfK6L5eT+ahA1g3bFLA7llwrVWWtLsRpN+PQmYbCNtyAp8OlvXAkJZp/ltrb8PTvJZBV64SxvBHGCMVX7OOHsC63rP7qqtWC0NEGMboyEL9Dd9y/D/217dGGeLvRZIYGo0x28D1bScp085ylDrsXAiZicpa+WEXbuHol9uAdfR1p3TrGlxad8iijE+NMiTciyTJpHtz60lK59ONyKMbkU+3KDQly2OMDkPGRoBBj/7cYXSvNbCwsarbAv3FY8j4aABkSp5OX6Zy76LVKf+QWFetgP5hGPpHyvVK3X0IuxaNCxzbqXc3UvcHYYhLyD1WqeJkXr6GzMgEg5HMc/9i30opG3w/ikBPF4p5umCl09K+ZjkOXb5roSkQpGZmI6UkPTMbF3sbtBqluRqZkELQ1Xu82aDyE+OSlzo1quHi7PRMZfITfCuUQF9Pivl4YKXT0aFhDQ6dtRwkuPMwknpVywFQKsCbsOg4YhOSC5N76f4+CbUDoKKiovI/iBCiOzAG6GjaNA5oI6WsBZwFhhdSLAAwD/fHhMfg4eNhYeDp60l0eLT5c0xEjLnhLKVk6uqp/PDPD3R4t4NFuT4j+/D7yd+p1rIWN09dNW+PD4/DNd8xHnteGg3jd8xh7rlfiLj9iEc3cp9OREfE4Oln2VD39PUkKiwq19/wXH9z8CnmQ9mqZbl24ToA9o721Gpck11HNjFnwSSio2Lw8fO2KOPm7kpSYjIGg/LiqfCwSHz9lBG6339eS9lypThzZT+7g/5k0thZSCnx9fMmIjyStXt/Y9/lbcRGxREXG2eh6+ruQkpiilk3MjwaL1/Lhj5At3c6cezASfNnKSV9pnxKyaqlafFOWwDiwuNwe4bYFoXGwxNjdG4MjTHRaDwLdoh0larguvgXnKfORluipMU+l+nf4frjMmxe7wyAra8b6WGx5v0ZYbHY+hbsSPq8XofmR7+j7upR/DtsaZ49kvrrv6bJnmkEfpCbHiHcPTHE5PE1NhqNRyG+VqiC87xfcPx2NtrAkgX22zRtTVbQfvNnW193MvL4mx4Wh41vwUazz+t1aXZ0LnVWj+bSsLwpFZJ668fSeM90Aj9oDYCTrxvJYbnXPyU8DiefojvT1Xq14O7BS+bPrSa+z5Hpa8Fo2dNw8HUjJZ+uYyGxzaFy7xbcz6MrpaTrmjH0+mcKVd5tad6ucfXEGJ977xvjYxAulvVL410MYe+I3dBZ2I9ZgK5+69ydQoP91z/iOGst+usXMN67gc7LE31E7vUyREWj9bbU1Hp5YN+yMSmbLF/ulXX7Hra1qqNxcUbY2mDXpD5aH+U+jUpMwdctd4zDx9WRqMRUi/K9m1bjbmQ8bSesoMestYzs3hSNRgAwZ/NRhnZphBCiyLi9LKLik/D1cDV/9vZwITI+0cKmfAl/9p+5DMDlW6GExyQQGWdp878FNQVIRUVF5X+OlkAdoJ2UMkkI0QmoDBwz/aBZAyfyF5o3b17bgICArr17965Rxa0KoDQGnkSOzYi3RhAXGYeLhwvT1kzj4a2HBJ9WHkysnLOSlXNWMmHh1/iVK5Zf4KlPTBqNTO44Ejtne0ZvnILRYPmW1vz+FvoDnsfG1t6WycvGs2jiYtJSlBHRqEdRrPx+NX8f3s+IsV/QvHXjp9LNsWnesjFXgm/Qu1t/SpQKZM2fyzh9sgdCCIxGyTttP8LR2ZHtpzZQrLg/1/69kVe4SN0c6jSqSbd336Bf14HmbR91GUCXRk2p1a4erft0IPz2o0LLPheFxtDyo/7WTeI+6AUZ6VjVrY/zhGnE91PmKyQOG4QxLhbh4orLzLkYHtyHxKdrWEXuPEvkzrO4N6hIhdE9OdVzOgDHO00kMzIea09n6m8YS2pIGHEnrz+dr3dukvCpydda9XEcM41E09wKAHQ6rOo2Im3VsjwxKMy7grGN3HmGyJ1ncGtQkfKj3+Z0z2kAnOg0wexvvQ3fkBLyiOhCr3XhcQhsWIlqvZqz9q0pAJRuXYO0mCQiL98jsEElC9vC62bhugENK1G5V3P+fHOKedufb04mNTIBOw9nuv0xmvjbYcDxwgXyo9GgLV6OtB/GIKxssB85D8Pd68ioRyCNpM34AuwcsPvsWzR+JSD5ydfLbcRA4hf8DEbLe11/N5SkFevw/mkWMj2drJu3wdRxLux084fl+PVQKgR4snxQVx7EJPL54q3UKuPP+dthuDnaUTnQmzMhjwpRerkUds+KfBWwX5eWzFr5N2+PmUfZQD8qlvRHq/3fOdb+v9MrFRUVlf+b3AGcgPKmzwLYK6WsYfpXWUr5cf5Cw4cPX9GrV6/zUso6xR2L4+nnSVyU5Qh1TEQMXnlSTzx9PYmNVEZG4yIV28TYRE7sPkH5GuXJz9l/TuBTys/82c3PnYR8x3ga0pPSuHPhJgHli5u3efl6EhsRa2EXHR6Nt3/u6L2nnycxJn+1Oi2Tl01g3+YDeHi7s3z3EpbvXkL4gwg8fT2RUrJ25Z+4ubkSFRFtoRsXG4+zixNarZIv7OfvQ6RpJLPnu13ZtV0ZPW7eqhHuHq5s27+WyIho/AOUiXopSSkYjUbKVChtoZsQm4Cji6NZ18fPi5jIGPP+cpXK8O3cMQzr+zWJeeZaxETGEhcRi5O7M+d2n6L0a2Vxf87Y5scYE43GKzeGGk8vjLExFjYyLQ0ylFSv7DOnQKtFOCv538Y4Jd4yMYGsY0FYVaxERngcdv65I722/h5kRMQX6UPcyevYl/TByl1JV8iMVGyzYpKI2HEG15pllGPERqP1zOOrhxfGOEtfSc/j6/lToNMinFzMu61q1cdwJwSZmOtPRngctnn8tfN3J/Mx/sY/xt/IHWdwrVmW5PA4nPzzpPT4uZMSVVDTs2Ig7Wf3Z0v/+WQkKClaAXXKU6ZtLT45Np9OPw6ieKPKdPx+AGAa8c+nmxpZUNejYiCt5/Tnn49zdQFSIxOUMMUmcXvXOXxqKLE1JsSgccu99zVunshEy/tNJsSgv3oWsjKRqUnobwWjDShleeD0VAw3L6GtUgd9VDQ639zrpfX2whBtqWlTuTxeM74hYPtq7Ns0w/3rIdi1UFL9Uv7eRcR7A4jsPxxjUjLZoUqD3cfFkYg8cxgiE1Lwcnaw0P379HVaVy+NEILiXq4EeDhzNzKei3fCORx8l9cnrWTMyt2cCXnE2FV7C8TvZeHj7kJEbIL5c1RsIt5ulqmCjva2TPm8FxtmDmfawN7EJ6US4PXkNK7/BmoHQEVFReV/jvvAm8BKIUQV4CTQWAhRFkAIYS+EKNg6hzNAOaCUzkpHs87NOLn3pIXBqb2naP2W8li/Qs0KpCanEh8Vj42dDXYOykREGzsbajatyf0bysRL/5L+5vIeAZ4IIfAs5o3WSkfdzo35d+9ZngZHd2fsnO0BsLKxxrd0AHbOdvgG+qKz0tGqawuO77V8sHF8zwna9WgDQKValUhNTjV3akZ99xX3b4WycfmfbPl9K5+0/5xP2n/Ovycvmcv0+/w9UlPTiIrM14gEThw9Q8cuSrrNW727sHfnIQAePYqgcTNlku2OrXtJTk7hzQ59OH70NL3e6wZArQavYWVtzZWL1wronj12gdadWgDQ6e3XObTrKAC+AT5898s0vh08hdA7ualPtna22DvYcfffW/iW8qdG6zqE3X5I/c5NuPCUsX0c+hvX0QYUQ+PjCzodNi1akXXymIWNcMttfOgqVASNRpn0a2OLsDNNULWxxap2XfT37pJ44TYOpX2xK+6FsNLi360hkbvPWWjal8yd9OhcrSQaKx3Zcclo7W3QOtgCSq69V4vqJF9XJjrrQ66j8SuGxlvx1bpJK7LP5PPVNddXbbmKIDTI5Nz0CesmrcnMk/4DFPDXr1uj5/bXs0V1kq8/IOLfO7iV8sUl0AuNlZaKnRtwe+95C00nfw+6LhvKjqFLiL8bYd4eNGsDS+sPYXnjYWz/YhGhx6+yY+hiACL/vYNrSV+cTbrluzTgbj5dR38POi4fyp4vl5CQR1dnZ4OVyVednQ3Fm1Ul9oYSW+P9m2i8/REePqDVoavdHP0ly+8H/aWTaMtUBY0GrGzQlqyAMeKBMhnYztQAt7JGW7EmxogHZF25gS4wAJ2/cr0c2rcg/bDl04ZHnT/gUaf3edTpfdL2HSFuxgLSDyk2GjdXJa6+3ti3bELargMAVCnuTWhMIo9ik8jWG9h9IYTmVUta6Pq5OnLqpnJusclp3ItKoJiHM0M6N2TPpL7snNCHmX3aU7dcANM/aMv/FFXKBBIaEcPDqDiy9Xp2nbhI89qWcxGSUtPJNs3j+evAaWpVKoWjve3/mI/PgpoCpKKiovI/iJTyhhDiPWAj0BnoC6wVQtiYTMYBN/MV0wNfALuXHljKnvV7CL0ZSsf3lWkEO1bv4MyBM9RtWZdfgn4hMz2T+SPmA+Dm5ca4ZeMAZWT90JZDnDusNJA+GvMRAWUCkEZJ0qNYVn+znKErv0FoNRzbcJCwkIc0f0/5gT28Zi/OXq6M2zoTW0c7pJS06fcG49sOw8XblX5zv0Cj0SA0grP/nGDHT5uZvWYGGo2Gnet3c+/mfTq/ryzZt231dk4eOE39VvVZffR3MjMymTVcWe2iat0qtOvRltvX7rB8t5Kr/fOsXzl14DR1m9ehYo2KhISfJTMzi0H9cleeWbFuEaOGTiQqIpoZk+bz48+zGTH2C65cvs761coShAu+W8rcH6ewO+hPhBDMnPQ98XEJ3Lx2i8pVK3Dy/kGkUbJtww6C9ikNmQWr5zD5q5nERMayYOpiZiyZyKDRn3A9OIQta5Xc50+G9cXFzYWvZygryxgMBt7v0B8PL3fm/jodW40OoRF4Bnjx/oSPObLhAI9CHtDyvXYAHFyzBxcvVyZunY2dox1GKWnXrxNft/2SjJR0BiwYRsUGVXB0c2L+iWVsnr8e/l0PRgMpi77HZfp3oNGQsWcHhvv3sH2jCwAZ/2zFpmlzbDt1BYMBmZlJ8oxJAGjc3HCeMFUJnlZL5sF9ZJ89jTT4E/z1Cuqt+xqh1fBw7SFSbjykeB+l4xW6ch++nepRrGczjHo9xowszn+6AABrLxfq/KZMYRFaLWGbjxF98F/lGEYDacu/x2mC4mvm/h0YHtzDpr3ia+burVg3bI5NB8VXsjJJnTsp9w6wtsGqRh3SluQuqQkgDUaufP0b9daNBa2Gh2sPFuJvfQJ6NkXqDRgysrjw6Q9mf2v/9pXJXw1hm48Rc/BfpI2O/d/+zlurRqHRari8/jCxNx/x2vvKnIZ/Vx+g4ZfdsXNzpM3UvqbTM7C603gehzQYOfzt73RZreheXX+YuJuPqGrSDV59gHpDu2Pr6kiLabm6G94Yj72XM28sH2qO7c2/jxN66JLyDWI0krF+MfZfTAWNluwTezCGh2LVVPl+yA7agTHiAfqrZ7H/ZjFII9nHdmMMv48moCR2fUYoHQMh0J8LwhB8GgxG4mYtxHvRTNBoSNm6i+w793F8S7mHU/7cnv/0LPD6bgIaF2fQ64mbtRBjsjLqr9NqGPNWUwYs2YrRKOlavxJl/TzYeExJSezZuCqftK/L+D/202PWWqSEoZ0b4uZo97jDPZGRE2Zy5sIlEhKSaN3tfQZ+/AFvdW7/TBo6rZav+3ZjwIzlGI1GurWoR9lAXzaYBjfebtuQu48iGbd4PRqNoHSAD5M+7flf8/dJiBeSh6iioqKi8j9Cx+IdX8qXdoDG4clGz8gtfcIL1wS4kx75UnQ9rAuu/PMiqGbj82SjZ2RuhYJPPl4Epy76P9noOWjYKOzJRs/IyeN+TzZ6Dq7avJyxUZuXcOf27Rz7ZKPnIO5k9kvR9Z7W5aXo6uo+3fsAngVDaIEF3F4I2uJVX4qulWfpZ5oZraYAqaioqKioqKioqLxCqB0AFRUVFRUVFRUVlVcItQOgoqKioqKioqKi8gqhdgBUVFRUVFRUVFRUXiHUDoCKioqKioqKiorKK4TaAVBRUVFRUVFRUVF5hVDfA6CioqLy/xFx+rSXolvW2umFayYa0l+4JoC99uW8WCdFn/FSdFOtX/ySijF3X/yyrQBROu1L0c2Of6YVCp8KyYvXBEgRL2d59HjNi9eNPa5/4ZoAKUkv5x7zdng5S+2+jCU7X9ZyncbIuy9FF8/ST7bJg/oEQEVFRUVFRUVFReUVQu0AqKioqKioqKioqLxCqB0AFRUVFRUVFRUVlVcItQOgoqKioqKioqKi8gqhdgBUVFRUVFRUVFRUXiHUVYBUVFRUnhMhxD2gjpQy5mUdAvgB6AikAX0LM/IL9GXq4vE4uzpzI/gmEwdPR5+trA4yfMpgGrZqQGZ6BlOGzeTG5RAAHJ0dGfvdSEpXLAVS8tfo5dg52fPu7M9xcHNCo9Myt+s3PLh8x3wc7zL+vDdnAIFVSrH9u3UcWL7dvG/C0YVkpmRgNBox6g1812UsI6d8SZPWDclIz2DC0Olcv3yzgO/+gX7MWDIJF1cnrl++ybjBU9Bn63n9zbb0HfQeAGmp6UwfM5eQq7ewtrFmxV9LsbaxRqfVkpaWhoubCxnpGYwdPJmrl28UOEZAcX/mLp2Kq5szVy/dYPSgCWRn66nbqBaLVn7Hw9AwfPy80Gg0RIRFMWbIRK5eKqhTrLg/85dNx8XNmauXrjNy4Hiys/XUa1Sbxavm8jD0EQB7th9k0dyfadqqIbN/nISzixOpials/mkT//y61UKz38RPqNmyDlnpmfw44nvuBt/Bv3QAw34cabbxKe7L+nl/8M+vWylZuRSfThtIcTsdUm8k6e/9uL7bCaHVkLBxN3HLNhZWRbCtVo4SG+YRNnQmybuPAaBxcsB32pfYlC8BUhL+9fdwLIqAFtWpP/kDhEbDzbWHuLxom4VW6e6NqDawEwD6tAyOf72C+KuhAFT+uD3l320BQnDzj4Nc/Xm3uZx1vXo4ffEFaLWk//MPaX/8YaFrVaMGrlOnYoiIACDzyBFSV64Ea2vcf/gBrKwQWi0Zhw+TumKFuZxXy9eoPLUPQqvhwZqD3F5oGWOfDrUpP/ptpNGI1Bu5+u1K4k/nub4aQZM908mIiOPs+3MKjV/Z5tXpMOEDNFoN59cd4uhiy5hU69aIJp93BiArLYPt3/xG5LXQAjrlmlfnjfF90Gg1nF1/kCP5dDzL+PPWnM/wr1KSvd9t4Ojyf8z7Gn7Ugbq9W4IQnF13gOO/7jLvs2tUB/dRA0GjIWXzThJ/W1/oeVhXKY/fygVEj55G2r4gAJze7Y7Tm6+DEKT8tYOkNZsBcGxWC7/xn4JGQ/yGPcQs2VSopl31cpT+8zseDJlN0s5jeeKqoczf88mOjCW0/2Tz5mPBt5m9bh9Go5HuTWvQ7/WGFnrJaRl888s2IuKS0BuM9Glfn26Nq3MvIpZRS7eY7R7FJDCga1Peb1OvgE/HLl5n1sqtyjFa1uPjrq0s9ielpDF+6QYeRsZibW3FpM/eplygb6Hn9zjGTZ/HkWOncXdzZcvqJU9d7uj5K8z6dSNGo+TNNo34+M32Bf37cRUPIqOxsbJi0qAPKFfCn8ysbD4aN4+sbD0Go5E2DWsyqHenZ/Yb1CcAKioqKv8VhBBPMwDzOlDO9O9TYHFhRoO++Yy1yzfRs8n7JCWk0OWdjgA0bFWfwFLF6Nn4PWaMmsuoGcPMZYZN/oKTh07Tu1kf3m/zMVF3wug5uR+rv/qJ2Z3GkJ2ehUegt8Vx0hJS+HPiCvYvt2y05LDwncnM7jia77qMpXKLGhQvHUjXRr2ZOnIOX88cUWiZIeMGsGbZero1foekxGS6vaP8mD0KDaf/m4Pp1bovy7//nXFzRgGQlZnFR28NpHvL95g39UdKlinB6IETmPDVDMbPHl3oMb769gtWLl1LhwY9SExM5q33upr3nTt5ke+n/UTwxWvUK9+ab7+axqTZXxeqM2L8YFYs+YN29d8kMSGZHnl0zp68QNeW79G15XssmvszGo2GqfO+ISkxmX61PiAhJp5GnRrjW9LPXKZmy9r4lfJncPPPWPL1Ij6dOgCAsDuPGNlxKCM7DmV0p+FkpmdyavcJAD74ui8bf1jLva6DiVm4Gq8RH/Hwk/Hc6fg5zp2aY10msKDjGg1eI/qRevS8xWafcZ+RGnSOux0+426XL8i6/QChETSY9iF73p/N5pajKN2tAS7l/C3KpTyIZmePqfzddiwXv99C41n9AHCtUIzy77Zg2xsT+LvtWALb1MS5lI/ZB6cvvyRh9GhiP/wQ21at0JYoUcDV7MuXievfn7j+/ZXGP0BWFvHDhxPXvz+x/ftjU68eVpUrm3QFVWZ+xOl3Z3G46Qj8uzfCsXyAhWbMkWCCWo7maOuvuTRsKdXnfWKxv9Qnr5MS8qiwSw6A0Ag6TunLmg9ns6jNKKp2aYhXOctjJDyI5re3p7C4w9ccXrCFzjM+LlSn8+SP+L3vbH5oO5LqXRrhVdZSJz0hhe0Tf7do+AN4ly9G3d4tWdz1W358fQwVWtXCo6SvObbuXw8mctBYHr3ZH4cOLbEqXbzgiWg0uH3Zn/QT58ybrMqUxOnN1wl/fzBhb3+GXdMG6IoHgEaD/6QB3PtoArfaD8Slc3NsyhZet3xG9SUl6EKBXR4fdSHz9gOLbQajkRl/7GHRl2/z1+RP2XX6KrfDLMdP1h88T2k/TzZM+JifR77HvA37ydYbKOnrwYYJH7Nhwses/fYjbK2taFWzQoHjGoxGpv+2mZ9Gf8zm70aw6/hFbj+MtLD5+e8DVCzhz6bZXzFtQG9m//53wXN7Crp1bMuSeVOfqYzBYGT68vUsHvcFW374lp1BZ7n9INzCZvmfu6hQqhh/zh/HtCEfMutXpWNvbaXj50lfsmn+N2yYO5ZjF67y743nW1ZU7QCoqKioPAVCCAchxD9CiH+FEMFCiF6mXYOFEOeFEJeFEBX/H3vnHR5F9f3h92wSagg1hC6IioLSBJSiNLEX7A177+jP3sWC3a+9F+yCvSEg0hGlNxuKNOmhJPSU8/vjzia7acDOLCHhvM+zTzJlP3MymU3uufcU79xOIjJRRKZ7X1t4+y8UkSEi8g0w3NN8S0Qme+eeVOCyJwHvAgpMAmrUrlurkG0durVn1LdjAPh+yA8cfnQ3AA4/qivff+pmYOdO+43k6snUrluLKslVaHdoG77+0A0ysrOyqbt3A1YtXMGf42ez/K8lZKavZ59DDoi6zob0DBbN+ofc7Jzt3q+DjuzIt0PcDOXsaXOplpJMnbq1C53XsVt7Rn47GoBvBw+l5zGHATBryhwy12e690+dS1r91Lz3bNro+gv0OqY7GeszUFVmTp1DSvVqpBZxjUO7dWDYNz8B8NUn39H7mO5Rx3sdczhfDf4egJlT51CtejVS0wrrdO7WkR++GQnAF598yxHH9ij252/dvhXr1mYwZdJ0NmduYsLX49iyaSuHHJU/29mxzyGM/mwUAPOm/0mVlKrUqFszSuegrq1ZsWg5q/9bBYCqUjm5CgCVWu5DTsZGshYvh6xsMr4bS/IR0bOpADXPO4HM4RPISV+Xty9UtTKVOxzI+iHeDH1WNrmZG6nTrjmZC1awYdEqcrNymP/VJJocdXCU3sop89i23vWjWDXtb6rUd89kjX0bsGraP+Rs2Ybm5LJ80h80OboDAEn770/Of/+Rs2wZZGez5aefqNi1a7H3ryC62espkZgIiYmoupr6Ndrvw6Z/l7N54Uo0K4elX/5MmnfNMDmbtuZ9n1Clovs0eVSqX4u6fdqx+INRxV67YdvmrFmwgrWLV5GTlcOcbybRok/0PVk8dR5bMtw9WTJtHin1C39OG7XdhzULV7B28UpysnKY9c3PHHBktM7G9Az+mzWfnAKfsbr7NGTx9L/J2rKN3JxcFvzyOy2Pcj9nxQNbkL14Kdn/LYfsbDYOG02VHl0KXT/l7JPYNHI8uWvW5e1L2rsJW2f9gW7ZCjm5bJk6iyq9ulK5zX5sXbiMrMUr0Kxs1n87lmp9Di2kWfuC48kYNpHs1eui9ifWq021nh1Z+8nwqP1z/l1K49SaNEqtSVJiAkd1PIDRM6JXBkVg49atqCqbt2yjetVKJISih6u//L6ARqk1aFC7eiGb5vy9iMb16tAorTZJiYkc3bkto6fMjTpn/pIVdDpwXwCaNazL0lVrSF+XWUhre3RoexDVU3auh8qcvxfQpH4qjerVISkpkaO7HcyoX2dG27d4GYe0ds5Ns0b1WLoynfR1GYgIVSq7Hg3ZOTlkZ+cgMbbDMAfAMAxjxzgaWKqqbVT1QCC8/r5aVdvjZufD09x/AIerajvgXuCRCJ3OwAWq2gu4C/hJVTsCPYEnRCSyw1NDIHIKbUlqvVQiqV6rOpnrN5CT4wYMK5etInxOar1UVi5dlXfuyqXuWMO9GrA2fR33PHM7g4a/zp1P3kKdxmmsW5qed272tiySi/jnWiwKV793F7d8M5AuZ/emelpNVixdmX/tZStJrV8n6i01alVnQ4TtKyJsj6Tv2ccz4adJeduhUIjPf3qfvmcez/RfZzNrmvvnvnzpSurWj161qFGrOhkZmXnXWL50BWkR12jb4SCOO/kozrvsTPZp4RrprFi6grR60To1C+msjDqnbYeD+HrUh7zx8bPs02Jv0urXZeH8RXTo3I7kGtVYn76OJi32onaD/HtQu15t0iN+P2uWp1O7gOPR9cTDGf/12Lzttwe8wXl3XkTzMYOoeeFJbJo8O+9Y9vLVJBV4f2Jabar16cK6j76P2p/UpD45a9dT/9Ebafrl89R7+AakckWq1KvJxqVr8s7btGwNVetFOyWR7HdWD/4bNQuAtX8sIe3QFlSsmUxCpQo06tWGqg2cPaHUVHJX5f+suatWkZBa+Hed1LIltd54gxqPPUZC06b5B0Ihar3xBqlffsm2KVPI/v13ACrVq8nmiOd2y9J0KhVhb9oxHeg+/kk6vn8rM298NW9/ywfP5/cBH6K5ucX+jCn1apGxLP8aGcvWkFLCPWl/Vg/+Hj2z0P6UtJqsXxqtUz2tsKNQFCv+XEzTTvtTuUYySZUqsF/PtlSv7+5tQt06ZC/Pv7fZK1aTUDf6s5ZQtzZVenYjc8i3Ufuz/l5ApYMPIlS9GlKpIpW7dSIxLZWkerXJWhahuazoZyvlyM6s+WBoIXvr33M5yx99C3Kjm5+tXLeBerXym4Gl1azGygID77N6Hcy/y9Lpc8vznPbAG9xyVh9CoehR7rDJv3NMp5ZF3quVazOoV7tG3nbd2tVZsXZ91Dn77dWAkd5nZ/bfi1i2eh0r1kSfEy9WpK8jrXb+85NWuyYrC1x7v6aNGDlphrNv3gKWrVrDCs+Bz8nJ5fSbHqHHRbfRuc3+tN6vWUx2mANgGIaxY8wGjhCRx0TkMFUN/8X+3Ps6FWjqfV8dGCIic4BngFYROiNUNTzCOhK4XURmAKOBSkDk2r0AiMjlIjLl559/7rhm80ooeEIBwrOjRc0MqSoJCQm0OGg/Pn/3Ky448jI2b9rMQUd1LOrkItSL5plT7+WJ42/n5QsHctj5R1G1ZhGzYgXlijBQC1yzQ5d29D3nOJ57OD/6KTc3l1N69WPSuMnsvV9T9t1/72LfLyVc47dZf9L74BOZOmk6w7/9iZfefbJYnZJsnTvrD3q2P4ETe57De28M5qV3n0QEMjM28Prz73LvBwM46YpTyFyzPnr1pJjfT5jEpEQ6HNGJn7/Lj6s+qt8xvPPgG/zT/QLWfzGSKh1aFRSI2qx75+WsfOItKDDAlYQEKrXch7Uffs+CvteRu2kLtS8/o5j7VdhOgHpdDmDfs7sz5ZGPAVj/91Jmv/gtR310O0d+cCtrfluE5pSwWlRAOPuvv1h91lmsufRSNn3+OTUeigityM1lzaWXsvr000k64AASmnmDnh2c/lwxdApjut3M1AufosVtpwNQt087tq3OIGPWzodQFHo+PJp2bkm7M3swYuDHhY6V9Cxuj1X/LGXsK99w8ft3cMGg21j++0Jyw/e26A961GatW65m7bNvFHoOsv5dxPq3PyHtlcdIe/ERsv6aX/zvrIBm/XsuY/lj7xTSrNarI9np69gy558iJAr/vFLggzBx7r+0aJzGiCeu45N7L+bRD4ezYXP+Kk5Wdg5jZs6jT4cDCkrt8DUuPrEnGRs3c8btT/PRsAns37QBCQmlNyQu+Bu85JQjydiwidNveoSPvh/N/s0a5a2CJCSEGPL0nYx4/WHm/L2AeQuXxnRNSwI2DMPYAVT1LxE5GJeQO1BEwmvb4f9MOeT/TX0QGKWqJ4tIU9zgPszGiO8FOFVVIzNOrwE+8r6fDDRW1deA14A/c9ZL1Mh63Zr1VKueTEJCAjk5OdStn8rqFS6mduWyVdRtkD/LWreBO6YKq5atYu50N4v607dj6Hj3tVRKrpx3bmKFJDasydjh+5Oxci2HnXcknc/uTbU61VmzZBVpDfJnyOvWr8uq5dGxvuvS15EcYXtahO0A+x7QnHueup3rzr2Z9WudLWdceAonnevyBOZM/40NGzbSrVdn5v0xn3oN6rIqYiYUYG36OlJSquVdo16DNFauWM05F5/Gaf365umsWLaKxMREataqTlqDNFau2J5O3bxzNm7I/5WO+XEC9z12Gxs3bKJewzQ+vfEh/vpiMidffRptDm/HsgX5/6zTl6VTu0Eq4H4PterVZs3K/Nn3dj0O5t85/7A+Iryi+6m9eOv+1zmhImQOHUet807MO5ZYrw5ZEe8HqHTgvjR85nYAEmqmULV7RzQnl80z/iB7+Wq2eMnOmcPGU/vy09k47E+qNsifla5SvxabVqylIDUPaEzXJy5lxHlPsHXthrz98z4ew7yPXTha+9vPYNMyZ0/uqlWEImb8Q6mp5KyOfh5006a877f98gty441I9ero+vzZUd2wgW0zZlCxUyf4fixblq2hcoP8melKDWqzZXlhe8OsmfQHVZqmkVSrGjU7taDuUe3p2bstoUpJJCVXpu2L1zD5/6JTbTKWryGlfv41UurXInPFukLaafs35sTHLuWDCx5n87oNhY6vX76G6g2idTJWFm9rQaYOHs3UwaMB6HPLmWQsS6chkLNiFYkRq1qJaXXIWZUe9d4KLfcl9bE7AQjVqE7lbh0hJ4dNoyay4csf2PClW9Cscd3F5KxYRdbydJIiwu4S6xd+tioftA+Nn3O5OQk1U6jWowOanUOVti1I6X0I1Xp0QCpWICG5Mo2e/j+W3PQUaTWrsTzi78qKtZmk1kiO0v1qwiwuProzIkKTurVoWKcG/y5P56BmLhdl/Jx/2L9JGrVTqlIUabWqszwi3G1l+nrq1kyJOie5SiUevNJFcaoqx14/kIapO7Ya45e02jVYkZ7/e1+RvpbUWtGrrclVKvPgdefn2XfMlffQsMAKTErVKnRotR8Tps9l372i83R2BFsBMAzD2AFEpAGwSVXfB54E2pdwenUgnFV4YQnnDcPlEIRn+tsBLwJtvdeXwPk4R+FQYH16gX/CAFMnTKfn8S6u/djTj2acV+Vl3PCJHHuaqy7Rqn1LNmRsJH3lGtasWsOKpStp4iWMdjzsYBZM+4vUpvWo1SiVhKQEqtWuzt+//l7iPQlToXJFKlatxLj3hvO/U+8lfclaEf0AAIw+SURBVNEK5o6axvGnHw3AQe1bsSFzA6tXphd675QJ0+l9fA8Ajj/jGEb/MB6Aeg3TePLNh7nnugdZND8/Cmr4Nz9xQd8rOaVXP8aOnEjnwzry77yFtDn4QDIzNrCqiGv8MmEqR53gqoCcdOZx/PTDGD5861MuP+sGTunVj5FDx9Dv0jMIhUI0adaYDRkbWLWisM6kCVM4+oTeAJx85vGMHOoGupG5Da3btSIUCjFxzK80bdaYVm0OIDEpke6n9CS1YSrjv8oP55ny46/0OLUnAPu2a8GmzE2sixgQdjvxsKjwH4C1K9fQ6tADARfHr7m5JDVKg6REUo47nA0jJ0WdP7/3xfzT6yL+6XURmcPGs+L+F9nw48/krF5L1vJVVGjmklCrdm7L1r8XsXrGfFKa1SO5cSqhpAT2PulQFg+PTh6u2qA2vV7vz7gbXiFj/vKoY5Vqp+Sds9cxHZj/5UQAsv78k4RGjQjVqweJiVTq1YutEydGvTdUK38Alrj//iCCrl+PVK+OJHuDxAoVqHDwwWQvchV21k//h6p716Nyk1QkKYEGfTuzYtjUKN0qTdPyvk85qCmhpESy1mTy58Mf81O7axnV8XqmX/EcqyfMZcY1L1KQpTPnU7tZPWo0dp+NA084lD9HRF+jeoPanPlqf7648WXS/11eSAPgv5n/ULtpPWp6n7HWJ3TmjwI6JVHVu7fVG9Sm1dEdmfm1SwzfOvdPEps0JLGBu7dVj+rBpjE/R1/7uPNZcux5LDn2PDb9OI70R55n0yh3/0M1awCQUC+Vqr26snHoKDbP+ouKTRuQ1CgNSUqk+vGHk/njL1Gaf3W/lL8Ov4S/Dr+EjKETWHrfy2SOmMSKJwbxZ9cL+evwS1hy/eNs+HkWS256CoBWTRuwaOVa/lu1jqzsHIZN/p3ubfaN0q1fK4Vf/lgAQHrGRhasSKdRnRp5x3/49TeO7lRg5SuCVs0bs2j5apasXENWdjY//DyD7gdHhwtlbNxMVrarlPb5T7/S/oBmJFeptL1fQSC02mcvFi5byZIVq8nKyuaH8VPp0bF1Afs2keVVcvvsxwm0b7kPyVUqs2Z9JhkbnaO8Zes2Js36g2aNdr56EdgKgGEYxo5yEC5GPxfIAq4Ciq6LB48Dg0TkJuCnEjQfBP4HzPKcgAVAZE2373ErDn/jyoBehFsV4On3HuWRm59g9Yp0Xnz4VR58+V6uuPUS/pozj6+9eO+JIyfRpfchfDrxA7Zs3spDNz6WJ/zU3c/xwAt3k5SUyH+LlvH9rW/x18Q53PjZgLzY/9Puv4hj+p/O2HeGMuGDH6mWWp1bvh5IpeTK5KrS4+JjeaTP/1G1ZjUufc2lP4QSQkz9agLDX/yCbvedyVc/f8KWzVu4/8b8NIjn3n+CAf/3KKtXpPPcQy8z8JX7uea2y/hjzjy+/MjFKF9244VUr1mdOwb+HwA5OTn0O/pSUuvW5oVnnyIhIURIQiycv5g7Hr6JLZu2cOcND+Zd49UPn+HuGx9m1YrVPPXg8zz16sNcf8eV/D77Lz79wJWJPPL4Xpx94alk5+RQJ7UW2Tk5PPT03dxx/QN5Oq9/9Cx39X+QlStW8+SA53nmtUfof+dV/Db7T4Z84CqHHH1Cb86+8FRysnPYsmUrN15+Jzk5OQy44wk++uZ1EhMSyFyXyXP9n6brCS7JefgHPzDtpym073kwL4x9la2bt/LSzc/lXbdCpQq0Pqwtr975UtQD88ptL3DR/ZfRMCmEbs1i5WNv0vjNhyAhxPpPh7Pt70XUOMtVgVr3cXTcf0FWPPgK9Z+8FUlKJGvJcpbd/gyaU4FJdw/iyA9vRUIh5n0yhnV//UeL85wD9ed7P9H2xpOpWDOZQx+5EADNzuGbY+8FoOfrN1CpZjK52dlMumtQXrIwOTlkPvssNZ94AkIhtgwdSs6CBVQ+0a1gbP76ayp2706VE09Ec3LQbdtYP8CVjkyoXZuUO+6AUAgJhdgyahTbfv4ZqI/m5DLnjnfo9PEdSEKIJR+NZsOfS2hy/hEALHr3R+od34lGpx9ObnY2uVu2Me3y/Pu8I+Tm5PL9ve9w3ru3IQkhpg8ew6p5/9HhXOcMTvlgJN1vOJnKNatx3IMXee/J4bUT7imk882973Dhu7cjCSGmDR7Nynn/0cnT+fWDkSSnVufqrx+iYnJlVJUuFx/Ns31uZeuGzZzzcn+q1EwmJzuHr+95my0ZG6EGkJPLmkdfIO3lga4M6FfDyPpnIdVOc39KMj+NjvsvSN2n7iVUPQWys0kf+AK5mRsgpyJL73+FpoMGIKEQa4eMYOu8RdQ85xgA1n5YOO5/R0hMCHH7OX246n8fk6vKSV1bs0/DVIaMdk7m6T3ac9nxXbn37W857f43UFX6n9qTmtVc4vvmrVlM+u1f7u53dAnXSOCOC/ty1cDXyc3NpW+PTuzTuB6DRzin6Iw+nfn3vxXc/fInhELC3g3TeODy02P6eW6571EmT5/FunUZ9O7bj6svOY9TTziqxPckJiRw56VnctWAF8jJzaVv787s06QBg4c5Z/+Mow7n3yXLueu5QYRCIZo3qscD15wHwOq167n7+XfJyc0lN1c5quvBdO9wUEy2y47GnxmGYRilz6ENesTlj3anCmnbP2knGb+1+NKKfticsy0uujlafCKoH1pX2fnl+e3xUMXswDUBft4YnzCIY/ddErjmlN/rb/+kGJhcKT7BEVkS/Ef3shqrtn9SDGzIqBgX3ebvnBYXXUkO/rlNaHJg4JoAuStiK9u5PSq26r1T9YAsBMgwDMMwDMMw9iDMATAMwzAMwzCMPQhzAAzDMAzDMAxjD8IcAMMwDMMwDMPYgzAHwDAMwzAMwzD2IMwBMAzDMAzDMIw9COsDYBiGUYaomVB5+yfFwGaCL4GZkhCfxjrp23a8Q/HOUCup2vZPioHKcfhXW6vx+u2fFAN151Tf/kkxkFQz+BKYCcSnjHk13alqijtMYhx0a3WMj60ydUtcdMmNT6ndeJTsjFe5zlBas7jo7iy2AmAYhmEYhmEYexDmABiGYRiGYRjGHoQ5AIZhGIZhGIaxB2EOgGEYhmEYhmHsQZgDYBiGYRiGYRh7EFYFyDCMmBGR2sBIb7MekAOs8rY7qeq2iHP7A6+p6qbtaI4GblbVKTuyv8A5fYG/VPW3nfpBdpKCP4uIfA+co6rr4njZo4Fn3xz3Jj989ANDXhpS6IQrH7iSjr06snXzVp666Sn+mfNP3rFQKMRz3z3H6uWruf+i+wE498ZzOfqco1mfvp4KksDUoZM4tO/hhBJCjPtkJD+8/GWUfr3mDbjwiWto0qoZXz75EcNf/waAxIpJ3PrJABIrJpKQ4HT+mfYX99x7PgkJIb77aCgfvvhxIXuvG3ANh/bqxJbNW3n0xseZN+dvAG598mY6H3EI61av46IjLss7f5+WzXns/YEkV08mNzeXO24awBeDvy2k27hJQ55/43Fq1EhhzqzfufGqO8nKyqZatWT+98pAGjSqR2JiAq+9OIghH34FwI8TvmDvfZuSnZXNhSdcyR+z/yqk26BJfR595QGq10jh99l/cfe1A8jOyuaYU47kwmvPBWDzxs08ctuT/PXb3+zVvAmPvTqASpJIpeTKpDauy8Z1G/j+ta/49uUvorTrN2/IZU9eS9NWe/Ppkx/y/Wtf5R279IlraNerAxnp67njyP5R76vQsRPJ11wHoRBbvv+OTR9/GHU8qU1bqg94mJzlywDYOn4cm94blH9CKETNl14jN30V6++6A4DUnm1o+dD5SEKIxR+M4p/nv47STDv6YPa77Qw0NxfNzuW3e95l7a9/RmgK3YY/wpbla5jS74l8W9p1osolztatP37Hls+jbU1s1ZbkOx4md6WzddukcWwZPIhQg8Yk33xf3nkJaQ3Y9NFbMHECAHV6tuGAhy6AhBBLPviJfwvYW/fog9n3tjPQXEWzc/j9nndZ59nbffLzZG/cjObkotk5/HzUXQA07d6anvefhySEmPPxaH596Zsozf37dqHTVccDkLVxCz/e9Q6rfl+Ud1xCQr9vHyRzxVq+vOipvP17dW9Nd0937sejmVJAt0XfLnTwdLdt3MKou95htad70YRn2LZxC5qTS25ODh8ff2/+PWnVgUpnXYWEQmwb9wPbfviEgiTs15pKZ10FCQloZgabnrwZqZlK5YtvQarXAs0la+z3bBv5JQCVunSk1s1XQ0KIDV8MJeOdwp9hgAotW1Bv0HOsvv0hNo0cB0C1s08m+eRjQYQNX3xP5oef550/Yc58Hh88ktzcXE7u1oaLjz40Si9z81buevMblq/NIDsnl/P7dKJv19YAZGzawoD3hvL3f6sRgfvPP5Y2zRsWaVckdz/yNGMn/EqtmjX48v1Xtnt+JOOnzeWxt4aQm6ucckQXLjnlqKjjGRs2ce8L77F4xSoqJiXxwDXnse9eDdi6LYuL7n6abVnZ5OTmckTndlxz1vE7dE0/9u4o5gAYhhEzqpoOtAUQkfuBDar6ZDGn9wfeB0p0AHzSF/gW2GEHQEQSVTV7J6/Tn4ifRVWP3cn37ywJwItAnyt6XfHPs98+yy8jfmHRvPwBR8eeHWnQrAGXHHYJ+7fbn2sfuZYbT7wx7/hJl5zEor8XUSW5SpTwl298yWevfkbjpBQeGvUsz/R7kLXL13DX1wOZOWIKy/5eknfuxnUb+Pj+t2h7ZKcojeytWTx1zgNs3bSFhMQEbv30Qbqd2YurT+nPqmWreOW7F5kwfCILI+w9pFcnGjVryLndLqBl+wO4ceANXH3CdQD8MGQYX7zzJXf+77ao69z61M2sWraK9gf04NKr+vHg43cW6QDcfl9/3nz5Pb754gcefvJuzux3Cu+/PZjzLz2LeX/9wyXnXket2jUZ9cvXfDnkO7p1P5QNGzbS7+hLefz1h7jzsZs5/9jLC+necPdVfPDqJwz7aiR3PXYLJ59zPEMGfcnSRUu59ORryVyfSddeh3L3k7dy/rGXs/CfRZx1xIUcVLk+T4x+gQ1rMnnglDu44ZVbmfbjZJbOi7637933Jgcf1anQdccNGcWIQUO58unrow+EQlS7vj9rb/0/cletouZLr7L15wnkLFwYdVrWnFl5g/uCVD7lNHIWLUSqes9FSGj16EX8csYjbFmaTrdhD7Ni2FQ2/PVf3ntWj53Dih+mAlCtZRPav3Y9Y7rdnHe82WXHsGHefyRWiyhZGwpR5fL+ZN7/f+SmryLl8VfZ9usEcpdE25r9+yw2PBxta+7SxWTcdGmeTo03PiXrl3FACEJCy0cvZvIZD7NlaTqdhz3CymFT2Rhhb/rYOaz07E1u2YS2r93A+G7/l3f811MeJGtNZt62hITeD13Ap+c+SuayNZz7zQD+HjGVNfOW5p2TsXgVn5zxEFvXb6Jpj9b0efRiPjzp/rzj7S8+mvS/l1Ih4h5ISOjx0AV8ce6jbFi2hrO+GcD8InQ/9XT36tGa3o9ezCcRup+d+TBb1m6Iuj9IiMrnXMvGZ25H166m6l3Pkz3zZ3KX5X/eqFyVSudex6Zn70TXrEKq1fBubg5bhrxG7qK/oWJlqt7zItm/TYPQImrddh0rr76N7BWrqP/+i2weM5GsfxdFXzsUouYNl7Ll5/x5maTmTUk++ViWn38tmpVF3RceZfO4X8he/B85ubkM/GgEr/Q/k7Sa1Th34CC6t96H5g3q5L3/k1HT2Lt+HZ679jTWZG6i772vc9whrUhKTODxT0bSpdXePHnFyWRl57B5WxY7Qt9j+3DOqSdy54PF/XsqmpycXB55/RNeu+960mrX4OxbH6NHx9Y0b1w/75zXP/uBFs0a8b/br+DfJct5+PVPeOOBG6iQlMgbD9xAlcqVyMrO4YK7nqJbu1a024EyoLHauzNYCJBhGIEiIr1FZLqIzBaRt0SkoohcDzQARonIKO+8l0VkiojMFZEHdvIaG0TkYRGZKSKTRCRNRLoAJwJPiMgMEWnuvX4QkakiMk5E9vfe/46IPO3Z8piIdBKRiZ7dE0WkhXdegog86f0ss0TkumJ+lgUiUsf7/iYRmeO9+nv7morI7yLyuvfzDheRyt6x60XkN0+/6Ck26AT8DczPzspmzNdjOPTI6FmzQ488lJGfucWYP6b/QXJKMjXr1gSgTr06dOrViWEfDSv2njZruw+rFi5n9eKV5GRlM/mbCbQ9skPUOZnpGSyY9Q852YX9pa2bXN3whMQEKlerwtpl6SxbtIzsrGx++mo0XY/sGnV+1yO7MOzTEQD8Nu13klOSqVW3FgCzfplN5rpMClKjdg3mTnG+3coV6QhQN61OofO6HNaJ77922p99/DVHHtsTAFUlObkqAFWrVmHd2vVkZ+fQ55ievPXqB6xfl8HWLVupllKNOnVrF9Lt2PVgfvx2NADfDP6eHkcfDsDMKXPIXO/snTV1Lmn160a9r3nbfdi0fgPLFyxj5cLlTPpmPAf3iR7oZ6Sv599Zf5OTlVPoun/++hsbi7gfifsfQPZ//5G7bBlkZ7N11E9U7NKt0HnFEaqTSsVDDmXz9/lOVI32+7Dp3+VsXrgSzcph6Zc/k3Z09HOQs2lr3vcJVSoSWY6/Uv1a1O3TjsUfjIq2dd8DyF32H7krnK3bxv9EhU47bmuezkHtyVm+lNxVK4q0d/mXE0u0N7GAvUVRr21z1i1YwfpFq8jNyuHPbyaxz5EHR52zdOo8tq53cxnLpv9Ncv1aeceS69WiWe+2zP54dNR70to2Z/2CFWR4un99M4m9C+gui9BdXkC3OBKatSB31VJ09XLIySZr8hgS23aJOifpkF5kT5+ArnELtJq5zn1dv8YN/gG2biZ32SKkRh0qHNiC7CVLyf7P/b42DhtN5R7Rn2GAamf1ZePIceSsWZd/rWZN2Dr7d3TLVsjJZevUmVTp5d47599lNK5bg0apNUhKTOCoDgcweua8KE0R2Lh1G6rK5q3bqF61EgmhEBs2b2XavMWc7K0GJCUmkFJlx3qNdGh7ENVTdr7Px5y/F9CkfiqN6tUhKSmRo7sdzKhfZ0adM3/xMg5p3QKAZo3qsXRlOunrMhARqlR29mXn5JCdnYPsYNuGWO3dGWwFwDCMIKkEvAP0VtW/RORd4CpV/Z+I3AT0VNXV3rl3qeoaEUkARopIa1WdtYPXqQpMUtW7RORx4DJVfUhEvga+VdVPAURkJHClqs4TkUOAl4BensZ+wBGqmiMiKcDhqpotIkcAjwCnApcDzYB23rFans0Ffxa86x0MXAQcAgjwi4iMAdYC+wJnq+plIjLY038fuB1opqpbRaRGMT9vQ2BxeGP1stW0aNci6oTa9Wqzemm+OauXraZOvTqsXbmWK+6/gjcfeZPKVQs3ETvhghPofWpvtqzdwLrla/L2r122hmZt9y3GnMJIKMQ93z5G6l71+H3CLDZEzKiuWr6Klu32jzo/tV4dVi1dlX/OslWk1qvDmpVrKI6lC5fS88Qe/Hz0cEIh4Y/f5pFWvy4rV+T/3DVr1SBjfSY5OW4gvWzpCurVTwNg0Bsf8eb7zzF57kiqJlfl2ktvQVWpV78uS/9bnqexYtlK6tZPZfXK9Lx9NWpVJzNjQ57uimWrqFs/tZCNfc85ngk/TYraV7NebSolV2bsO98DsGZZOs3b7fi9LY6EOnXIXbUybzt31SoSDzig0HlJLVtR87U3yU1PZ8MrL5GzcAEAyddcy4bXXkGq5K8KVapXk81L83/uLUvTqdF+n0Kaacd0YP+7zqJCnepM7vd43v6WD57P7wM+JDE5emAmteqQszrC1vRVJO5X2NbEFq1IefpNctems/mdl8hZvCDqeMXDerNt3Mj87Xq1Cti7hupF2Fv3mI7s59k7rd9jefsVpcMnd4Iqi98byZL3RpJcryaZS/Ofw8xla6jftnkhzTAHndmDBaPy/3T1vL8fYx/5iAoFPm8FdTcsW0O9EnRbFdBVVU5+/3YUZc4HPzHnQ+dkSY065K7J/yzp2lUkNIv+vIXSGiIJiVS5+QmkUhW2jfyCrJ9/jDpHaqeR0Hgfcv79g8TUdmQvz/995axcRYUDozUTUmtTpWdXVlxxCxXvzf97tO2fBdS45mJC1VPQrVup3O0Qtv7mQupWrsukXs2UvHPTalZj9r/LonTP6tmeG178nD63vsjGrdt47LKTCIWEJavXUbNaFe4d9D1/LVlJyyb1uPXM3lSuWKHYe+iXFenrSKtdM9/e2jWZPW9B1Dn7NW3EyEkzaH/APsyet4Blq9awIn0dtWukkJOTy1m3PMqi5as46+jDab3f7tEEDGwFwDCMYEkA/lXVcAD1IODwYs49Q0SmAdOBVkDLnbjONlyoD8BUoGnBE0QkGegCDBGRGcCrQP2IU4aoani6tbp33hzgGc8egCOAV8IhQqpa/OjU0Q34QlU3quoG4HPgMO/Yv6o6owibZwEfiEg/oMhQpKeffrrPJ598cpKITFm8wfMDCsxiShFTS6pKp96dWJe+jr9n/13o+HfvfcfF3S7mmqOuYdP6TYUH/LrjnVY1N5cBx97CrZ2voO5e9ahSvWrJUsXYWxJpjdL4/O0v6Nz6SAbc9QT77Ld3ofcUdx8Auvfsytw5f9KxVW+O6XE6Ax67k+RqVUt8z47ohunQtT19zz6eZx96KWp/QmICtRuk8ut3EyPeW+KPuoMUMZ1YQDd73l+kn30may+/hM1ffEb1AQ8DUOHQzuSuXUf2vAK5Djs4Rbli6BTGdLuZqRc+RYvbTgegbp92bFudQcasIjqoFqVb0Nb5f7Hu8jPJuOkStn73Gcm3Pxx9QmIiSR27sG3i6AjdoqwrfHNXDp3M+G7/x/QLn2Sf287I2//L8ffxc587mHrOozS56EhqHrp/kb/r4lYNGnc+gAPP7M7YgW7xbu/ebdm0OoOVsxcUPrnIZ6ho3UadD6DVmd2ZMDB/UXDIqQP46Li7+er8J2h9/hE06OQNunfgHkgogdBe+7LpuXvY9L87qHDcuYTSImLnK1aiylX3suWTl2HLph36fdW8+WrWPvdGoe6+2f8uIuOdj6n70mPUfWEg2/76BzzHuagft+CVJs79lxaN6zLi8Wv45O6LePSjEWzYvJWcnFz+WLScM7q345O7L6JSxSTe+mFSEYrxpaC9l5xyJBkbNnH6TY/w0fej2b9ZIxJCbnidkBBiyNN3MuL1h5nz9wLmLVxaWLCUsBUAwzCCZOOOnCQizYCbgY6qulZE3sGtHuwoWZo/+sqh6L9lIWCdqrbdAVsfBEap6ski0hQYHTaV7QYMRFHS6GlrxPc5QHh68Dick3QicI+ItCqYk3DTTTe9AzQ988wzjzqm8TFap34d0lekR57iZvwj4mjD53Q7thuH9jmUjj07klQxiSrVqnDLs7fwxA1PsG71urzzf/lyLBc/fW3eds36tVhXwmx8cWzO2MT86X+xb8d8fy61Xiqrl0fbu2rZKlIb5M+gp9ZPZXWBnwmg7wUncvw5LsWiTlptli50s4XffTWcF954nJXLV0WdvyZ9LSnVq5GQkEBOTg71G6SxwpvJPP2ck3jp2bcA6N6rC7Vq1+CbkR/xy4SpNGhYj39WOScprX5dVi2PWtxhbfo6qqUk5+mm1U+NOmffA5pz71O3c+05/8f6tRlR761dvw5bN20hY/V6AGrVr826FTt/bwuSs3oVodT8cKNQaiq56dF266b8lJttv/6C3JCApFQnqdWBVOzShYqHHAIVKhCqUpWUO+5iyzPjqdwgP/ypUoPabFm+tlgb1kz6gypN00iqVY2anVpQ96j29OzdllClJJKSK9P2xWuYcc2LaPoqEupE2Fo7ldw10bayOd/WrGm/wBUJSLXqaKa7b0ntDyFn/jx0fb49W5etKWBvLbaWYO/aCHuz1mSydYU7d9vqDFZ+P5nq7fbhnxl/U61BfuhNtfq12LCysGad/Rtz5OOX8vn5T7BlnYvLb9BhP5r3aU+znm1IrJhEhWqVOeZ/VzG0/8tsWLYmSje5fi02FqPb+/FL+SpCF2DjinXuNqVn8M+wqW71YOE4dO1qQrXyP0tSM5XcddHPV+7a1eiGDNi2Bd22hZx5swk12pvcFf9BQgJVrrqXrF9+Inu6S6zOXrmKxHr5v6+EuqnkrIr+fFZsuR+pA13SdKhGdSp364Tm5LB59EQ2fPUDG776AYAa115MtrdKl1ajGssjPh8r1maSWiM5SveribO5+OhDERGa1K1JwzrV+Xd5OvVrpVC3ZjUOatYAgD7tW8TdAUirXYMV6fm/oxXpa0mtVT3qnOQqlXnwuvMBNylwzJX30DAtOoQwpWoVOrTajwnT59KiU+FQqtLAVgAMwwiSSkBTEQmvwZ8HjPG+zwTCQY0puAH4ehFJA44J6Pp511DVDOBfETkdQBxtinlfdSCcNXhhxP7hwJUikuhphP97R/4skYwF+opIFRGpCpwMjCvOWBEJAY1VdRRwK1ADSC7i1Mm4EKJmiUmJdD+xO5NGRP/jmzRiEr1P7Q3A/u32Z2PmRtauXMs7j73DeZ3O48IuF/LoNY8yc8JMnrjBVWYJ5wgA1GlcFxDqNKpLQlIiHU/oyswRxRZciiK5VgqVU1wYSVLFCtTbuyGVUypTr3E9EpMS6XVSDyaOmBj1nonDf+ao0/oA0LL9AWzM3Fhk+M+Xg77m0qOu5NKjrmTtqrWcfukpAFxw6dls2bw1KvwnzM/jJ3PsiU771LNOZMTQ0QD8999yuh5+CADffz2CzMwNnHL0+Qz//idOPfMEACpWqsiGzA1R4T9hpkycxhHH9wDghDOOZfQw96ut1zCNJ996hHuuHcCi+YsLva/pQW6lIrWxu7eHntCNaSMml3xTd4DsP/4gsWEjQvXqQWIiFXv2YqtXGSdMqGb+gDOxxf4gITRjPRvffJ30s04n/dyzyHhoANtmTCNj4MOsn/4PVfeuR+UmqUhSAg36dmbFsKlRmlWapuV9n3JQU0JJiWStyeTPhz/mp3bXMqrj9Uy/4jlWT5jLjGtedLbO+4NQ/UaE6jpbK3TrRdbkaFulRr6tCft6tnqDf4AK3XqzNSL8B2D99H+oEmFvvb5dWLmD9iZUqUhCVTfvkFClIrV7tGbDH4tZPnM+NZrVI6VxKqGkBFqccCj/jJgWpVmtQW1OfK0/Q/u/wtp/88PHxj82mNcOuZ43ut7It9e+yKKJvzG0/8sArCigu98JhzK/CN3jXuvP8P6vsC5CN7FyRZI8WxMrV6TJYQeS/qdLIs9Z8Cehug2ROvUgIZGkjt3JnvlzlG72jIkk7HsghEJQoSIJzfYnd5l7VitdcBM5yxaxbcRneedvm/sniY0bktjA/b6qHtWDzWOiP8P/nXAe/x3fj/+O78emH8eyZuBzbB7tzgnVrOHua726VOnZjU0//ARAq6b1WbRyLf+tXkdWdg7DpvxO9zbRIVv1a6Xwyx8uOTw9YyMLVqyhUWoN6lRPpl7NFBZ4kwm//LGQvesXzgEKklb77MXCZStZsmI1WVnZ/DB+Kj06to46J2PjJrKy3JzNZz9OoH3LfUiuUpk16zPJ2Oic2i1btzFp1h80a1QvrvbuDLYCYBhGkGzBxcAP8QbNk4FwDbPXgKEiskxVe4rIdGAuMB+YUKTazvMx8LqXqHsacC7wsojcDSR5x2cW8b7HgUFebP9PEfvfwOUKzBKRLOB14IWCP0v4ZFWd5q1m/Bp+v6pO91YViiIBeF9EquNWD54pppRoNnAtMOy1Ua8x/JPhLPprEcf2czPj37//PZN/mkzHXh15a/xbbNm8hWf+75mS7hMAl9x5CXu32hsU1i9J5/07X6X/u3chCSEmDB7F0nlL6H6uG0iP+WAEKak1uPvrR6mUXBlV5YiLj+PePjdSvW4NLn7qWkKhEBISpnz3M9+/9AVPfPAooVCIoZ/8wIK/FnJiP1cC7+v3v2XST79wSK9OfDD+XbZu2cpjN+WXi7znhTtp27kN1WtVZ8jkj3j7qUF8//EPPHjtIwx4/X7mLZtCTk4ut9+Ynzv+zscvcmv/+1m5fBUDH3iGF954nJvvvJa5s//gk/ddCcLnnnyVp154kGHjPkNEePSB/7F2zTp+GjGOex++lW9+HkwoIUSVqpXpe/bxfPnRtzz/wZMMuOlRVq1YzbMPvsyjrz7A1bdfzp9z/uLLD10U2uU3XUSNminc8airhJOTk8O5R10CQKXKFWnVrQ1v3/kKt7x7L6GEEGMHj+S/eYvpde6RAPz0wXCqp9ZgwDdPUDm5Mrm5ylEXH89tR1zPlg2bufq5Gzmg84Ek16zGs5Ne5/NnPoapgyE3h8zn/0eNx55EQiE2D/2enIULqHT8iQBs+fZrKh7enconnoTm5MDWrax/qOR8e83JZc4d79Dp4zuQhBBLPhrNhj+X0OT8IwBY9O6P1Du+E41OP5zc7Gxyt2xj2uXPbfdZIzeHTa//j2r3PenKgI78npzFC6h4lLN167CvqdC5OxWPPsmFi2zbysanImytUJGkth3Y9MpTUbKak8tvd7xNh4/v9OwdxYY/l9DYs3fxuz+SdvwhNDj9MDQ7h9wt25hx+bNOMrU67d521YAkIcSyLyawetRMtGIiP90ziFPfu5VQQog5n4wh/a//aN3PpQ/Nev8nOt9wMpVrJtP7oQu9Hy+HDyLKchZ3b0ffM4i+792KJIT47ZMxrPnrPw7ydGe//xOdbjiZSjWT6Rmh+/Hx91IlNYXjX+sPQCgxgT+/nMjCMbPgKCA3ly0fvkCV/o8gEmLbhGHkLl1IUvfjAMga8x25yxeTPWcKVe97FVTJGjeU3KULSNinFRU69yFnyXwS73WOytbP34Kpv7Dmseep++KjEAqx4esfyJq/kORT3Wd4w2eFq29FkvrkfYSqp0B2Nmsee57cTLeSkZgQ4vaz+nDVs4PJzVVO6noQ+zRIZciY6QCc3r0dlx3XhXvf+Z7THngTBfqf3IOaXvWy2846gjvf/JasnBwa1qnBgAt2rADbLfc9yuTps1i3LoPefftx9SXnceoJR233fYkJCdx56ZlcNeAFcnJz6du7M/s0acDgYWMBOOOow/l3yXLuem4QoVCI5o3q8cA15wGweu167n7+XXJyc91nuuvBdO9wUFzt3RlkezGXhmEYxu7DMY2Picsf7UYJRS08+GNedvGhGH74d/PK7Z8UA7WS4lN148CKads/aSd5ap/CKxRBMHlOg7jodu4SfOzzrxPrb/+kGJhbMT5zo/FQveio+HwW1k7N3f5JMVD36XPiopt4YI/ANXNXFJHLEgChHSgDGgtJdfbewRpDnh1xscIwDMMwDMMwjN0ScwAMwzAMwzAMYw/CHADDMAzDMAzD2IMwB8AwDMMwDMMw9iDMATAMwzAMwzCMPQhzAAzDMAzDMAxjD8LKgBqGYZRTRORyVX2tLOiWJVvjpVuWbC1rumXJ1njpliVb46VblmyNpy7YCoBhGEZ55vIypFuWbI2XblmytazpliVb46VblmyNl25ZsjWeuuYAGIZhGIZhGMaehDkAhmEYhmEYhrEHYQ6AYRhG+SUusaNx0i1LtsZLtyzZWtZ0y5Kt8dItS7bGS7cs2RpPXUsCNgzDMAzDMIw9CVsBMAzDMAzDMIw9CHMADMMwDMMwDGMPwhwAwzCMcoiIhEQkpbTt2NWISK3StmFPoCw9X/GyVURqikjroHUNA+L/GTMHwDAMo5wgIh+KSIqIVAV+A/4UkVsC0E3wb12Rug1FpIuIHB5+BSD7i4gMEZFjRUQC0ENEEkTkxyC0dgUiUlFEzhGRO0Xk3vArAN14PV/NRaSi930PEbleRGrspraO9nRrATOBt0Xk6QB0RUT6hX9PItJERDr51EwTkTdFZKi33VJELgnA1sd2ZN+egIhUFpEWAerF5bktCnMADMMwyg8tVTUD6At8DzQBzgtA928ReUJEWgagBeQNGCYAdwO3eK+bA5DeD1c54zyc3Y+IyH5+BFU1B9gkItUDsG9X8BVwEpANbIx4+SVez9dnQI6I7AO8CTQDPvSpGS9bq3u6pwBvq+rBwBEB6L4EdAbO9rYzgRd9ar4DDAMaeNt/Af19agL0KWLfMX5FRWTkjuyLQbeKiNwjIq972/uKyPEB6J4AzAB+8LbbisjXPmXj9dwWIjEeooZhGEapkCQiSbh/Hi+oapaIBFHqrTVwFvCGiISAt4CPvX9UsdIXaKGqWwOwLw91pe1GACNEpCfwPnC1iMwEblfVn2OU3gLMFpERRAymVfX6WMREJBMo9nejqn6W/hup6tE+3l8c8Xq+clU1W0ROBv6nqs+LyHSfmvGyNVFE6gNnAHcFoBfmEFVtH/65VXWtiFTwqVlHVQeLyB2eZraI5MQqJiJXAVcDe4vIrIhD1XDOfKy6lYAqQB0RqQmEV+5SyHde/PA2MBXnYAEsAYYA3/rUvR/oBIwGUNUZItLUp2a8nttCmANgGIZRfngVWIALTRgrInsBfgbpAKhqJvA68LoXpvMR8IyIfAo8qKp/xyA7H0gCAnUARKQ20A83a7YCuA74GmiL+6ffLEbp77xXIKhqNQARGQAsB97DDXzOxQ2o/DBRRA5S1dk+dQoSl+cLyBKRs4ELgBO8fUk+NV8hPrYOwM2qj1fVySKyNzAvAN0sL9ROAUQkFcj1qbnR+zyENQ8F1vvQ+xAYCgwEbo/Yn6mqa3zoXoFbmWiAG6iHHYAM/K+CADRX1TO9ZwxV3RxQeGC2qq4PKNIwTLw+Y4WwPgCGYRjlGBFJVNVsnxoJwHHARUBT3GD1A+Aw4BFV3eEQGxF5HjcgaQi0AUYS4QTEOqMeof+XZ9/bqrqkwLHbVHW3ilUWkV9U9ZDt7dtBrdm4e5sI7ItzsrbiBlSqqoEnrAb0fLUErgR+VtWPRKQZcKaqPhqjXgg4TVUHR+wTIMGvrfFCRM4FzgTaA4OA04C7VXWID832wPPAgcAcIBV3X2aV+Mbt6zYHlqjqVhHpgVshfFdV1/nUvU5Vn/ejUYzuRKA3MMFbZWkOfKSqfnMs3sT9/bodOBW4HkhS1Sv92lzgOr4/Y0XqmgNgGIZRPhCRNOARoIGqHuMNrDqr6ps+decDo4A3VXVigWPP7cygXUQuKOGwquq7MZoZ1heNwz82EfmXIkJ2VHVvn7oTcbOcH3v6ZwPXqGqXGLT2Kum4qi6Mych8/Yq4gU5TIiIIVHWAD80EYJCq9vNjWxG6Y1U1iKTygrqpwGUUvgcXB6C9P26gKsBIVf09AM1EoIWn+aeqZgWgOQPogLsHw3ArbC1U9dgAtLtQ+N76/ZvQB5dr1BIYDnQFLlTV0T51q+DCwI70dg0DHlLVLT40A/+MFXstcwAMwzDKB161j7eBu1S1jffPf7qqHuRDM8HTC/QfkIjcoKrPbm9fDLqpwK1AK6BSeL+q9vKpWztisxJwOlBLVX1V1/Fihp/FDUoUF0vdX1UX+NA8FJjrhW4hItVwyYW/+LT1B1wIyVQgL5ZcVZ/yqTsMOEFVt/nRKaB5D7AZ+ITonA0/oSphh20che/BZz51iypfm+lnwC4ipxSxez0wW1VX+tCd5s2k3wpsDudsqGq7WDU93feA5rjE2vC91QBWBWvhHKBDva+TgGqq+q8PzQRgmKoGkQAeqRuXz1iR1zIHwDAMo3wgIpNVtWPkP2MRmaGqbX3qjlLVnoEYma85TVXbF9gXxCBiOG7QdzMurOQCYJWq3uZHt5hrjVfVbkHr+sVLJG0fXgnxQmKmFLzfMejOUdUDg7CxgO6ruNCXr4kerMdcXtNbsSmIBrBi4/vzVIzuAqAxsBY3SK0BLANWApep6tQYNL/DJb6O8nb1wA1+9wMGqOp7Mdr6C/A/3Oz3Car6bxDPhoj8jnNUAx2YisgE4Bj1ihaIyAHAkADs/Ro4T1X95FUU1IzLZ6woLAnYMAyj/BB00l+YiSLyAoVnU6ftrJCXiHcO0EyiS+ZVA9L9GgrUVtU3vdWEMcAYERnjV9SLpw4TwoVAxJysKyK3qurjETkRUfic9YwKg1LVXG81yC/xSi5e6r1C+E+ABkBVY0323h7fisixqvp9wLo/AF+o6jAAETkSOBoYjCsRutM5Ibgk4gNUdYWnmQa87GmNxeXKxMJFOOf6YW/w3wxXbcsvc4B6OMcnSB4BvhGRY4H9gXdxyfZ+CbQymEe8PmOFMAfAMAyj/HATbha1uTfrlYpLJvRLOB49MgxIgVjCaibi/sHXASKXtTMBX8mJHuGQiWUichxuYNkoAN1IW7NxlTrO8KEXju+e4kOjOOaLyPW4wR640o3zA9DtBlzoza4Hllysqg8AiEhVVQ2iX0E4PvsmoImqXi4i++Li1P2WfrwBuFNEtpH/rKn6K9sK0CEyeVRVh4vII6p6kxcXHgtNw4N/j5XAfqq6RkRiDi1S1d9E5GZgPxE5EJdbEFPCdgHqAL+JyK9EFwY40Y+oqn4nrrTmCJyD2VdVg6jcFGhlMI+4fMaKwkKADMMwyglePPkSIpL+gLaqOrk07dqViGvwMw4XTvE8rpb4A6rqt0FPmUFE6gLP4Rw0xVUq6e8n7tvTLTLJOIDk4s64BmDJqtpERNoAV6jq1T40P8HFUZ+vqgeKSGVclaG2fmyNF17o2khcMji4ikB9cKsAk2MJ3xKRl3CNpMKVhE7F/X24Bfg21rA+r/LPIJwTLLjP2gWqOjYWvQjd7kXt91byYtEruLrWC+cIL/B0feUWxIN4fcaKvJY5AIZhGOUDEZkKnKiq/3nbhwMv+kkC9nSqA/cB4aoqY3AxxDGHF3kJio8BdXGDiPBMl9+Z1LgQj3vg6aYCt+EqlASWtBwvvMH5Yd7mOFWdGYDmL7iVqq8jcld8xUKLyBRV7VAgH2amqrYJwN4TyX8ORgewqoCI1ME9X91wn4XxwAO4EL4mGkOvDRER3KC/a4TmZ35j7L2/M+eo6p/e9n64spoH+9H1tPYC9lXVH71VnIRwMnsMWiVVHENVB8WiG6G/L64nQsHPrt88k8A/Y0VhIUCGYRjlhyuBL8W1qG+Pi331XZoP1/l3DvkhL+fhqg0VVWVkR3kcl0Dou9QhFDnbF0UAs33xuAfg+il8guuzkJe07EdQXGfVSyhcCclXqUoRuQFXAvNzb9f7IvKaBlC7XVUXS3RDpZg71nps82b9w/kwzQmg6ZyIPAp0xP3eAG4QkW6qensJb9suqroa17SuKGJptBfuiv2p9wqSpPDg37vOX16IjS9E5DLgcqAWrhpQQ1xDt96x6Pkd4O8Ab+OctmeAnrjcCF9dweL5GSt0LVsBMAzDKD944RSv4hLUjlNVX4NJT7NQ5RO/1VBEZIKqdvVrW4ReeLavK25G7hNv+3Rgqqre6FM/8HvgaUxV1YNFZFY4zldExqhqkeEQO6g5BPgDl2w9AJfw+Luq3uDT1lm4vhIbve2quLAaX/HJ4jpKPw28gCvVeD0uJv4sH5rxqv0+CxdWl+ttJ+BK7fq9B4GXr/WKADwPHABUABKAjX5X2UTkLZxjFU4iPhdIVNWLfOrOADoBv0Ss2syOdQVTRAar6hmS3yAvigB+Z+HPbp6NIjJOVQ/b3ntL0IzLZ6wobAXAMAyjjCMi3xD9D64KLnTgTRHxnUQHbPZmOcd71+uKq7HuhylenPaXRCf8fV7sO0ogPNsnIhcCPdWrny4ir+AGgH6Jxz2A+CQt76Oqp4vISao6SEQ+xDUp8osQPTOfg88ZT48rcb0QGuJi1IcD1/gRVNURIjKN/NrvN3iz7EFQAwj3E6gekGZ4Jeh4AloJwjlUZ+FyADoA5wP7+NQEuAr3+7ked2/H4ioV+WWrqm4LrwR5lav8zFKHHd7j/RpWDFvEldidJyLXAv/hQhr9EK/PWCHMATAMwyj7PBln/auAQV4cvOAGPxf61EwBNpHfRRPcP/uYHIAIGuAqfYQHaMnePr/E4x4APORp/h/5Scu+VivIdyrWeVValuM6i/rlbeAXEfnC2+6LS971hTcwD6IsY0Ea4ma9E4HDPWfY7/M1EJguIqNwz8HhwB0+NSFO5WtV9W8RSVDVHOBtcY3M/GpuFVcWeCSu1OifGkwTtzEicidQ2VvBuRr4xoedy7yvgSfQevTHTbZcDzyISzIuMe9gB4jLZ6woLATIMAzD2CFEJAVAvYY6uyMichFwP/nNj7rjqgC9E5B+IPfAi9O/EjcjOxt4U1Wz/VsIInIp8BnQGjegSAbuVdVXAtBuT36i6lhVnR6A5uPAQ7gVlR+ANriqRTHXlvfCVFoDc3GDVHBh8b7yIDzt+rg8AMGFqywPQHOSqh4qrivyc7iVoE9VtbkPzbHAEcAbOCdwGS4MylcitLdS9QrwD+4eNMNVbRrqUzeEy1050tMdBrwRa9KyiGRS9ArC7l5wIPDPWJHXMQfAMAyjbCNeR9oi/uEF8o9ORG4qYvd6XGz9jBg1G+FmvLvibB6PC9NYEqudEdr1yG+c5GuAVszPnofG2K3WC3/KwpUsPQZY6DdGP16ISIqqZohIraKOq+qaovbvhP4MVW0rIifjZjxvBEb5GaiKyG+q2tKPXQX09lfVPyS6IVweGkNTvAL6gZevFZEmuNr/FXD3tDrwUiwVhQro/gEcH9bxEqy/U9X9/eiWNbzqR7cAexERURNL3ka8P2NFYSFAhmEYZRxV7eZ9DaSLahF08F7h5fjjgMnAlSIyRFUfj0HzbeBDXJIuQD9vXx8/horIAFW9F/jK2w6JyAeqGmuISeQ9vQKXYB0ELSMSB98Efg1IN9zx9RGggaoeIyItcYmFsYYSfIiLo55KEQ4m4KvsIRCuIHMsrpzkmgIVgWLhZxFpqaq/+RXyuAlXoeapIo7F2hSv4EpQQ9xKUEz1+SM098WFBTbHrS7drF6ztYBYWcCJmI9zNHzhOUEPkj+g3q1n6nG5Fa8Ar+O/alW8P2OFsBUAwzCMMk5xs0ZhApihHQacqqobvO1kXGnBk3GrADs90xrHqjrv4GKSB4rroDoEmKaq9/vR9bSnh6uTBKA1TSOaOxXc9qk9FOdM3aWqbbxkyumxVlOJN+JKa/bFhQB1wiXZfquqh5Twtu1pHo5zWJcTYEdVEamkqlu2t28n9AJfCRKRccC7uOTcE3HOn99ytZH6L+MG6YNxg9PTcU0HJ0Dsifwi8jeurO7sWMN+diXhKkClbUesmANgGIZRxhHXNl4pulqEqv/GNL8DbcKJft7AeoaqHhDroFhEfgTeAT7ydp0NXKSqMdX8jtAVXEWV2bja3ENV9Rk/mhHaQQ7Sc4CN4U2gMi4p2vesp4hMVtWOEt0EKwjnqivu975RRPrhek38T1UX+dH1tGsCGaqa45U+rOYzdOtv3Kz9bPJzAILoWlzoGfDzXEh0CclE4Fe/z1jB33WQz62n93YJh2POs/ASq3urV2J1dyViwuV63MrHF0RXMot5wkVERhb8G1jUviCwECDDMIwyjqo2i/MlPgQmichX3vYJwEfeQC3WEIuLcWUKn8E5LxO9fTFRIDb7WVyozgRcZZH2fmO0g0ZVE+Iov1FEapPfBOtQXM6GX14G2ojrVHorrjrJe7hE651GXDfoSFREVuOcDL+JtYv8xM8XxMsraYirUNOOfGc7BVcJJlbCFZtQ1ewAQp8AKhWwMcpmv58F9VnvvwRuBb73qh9FDqhjyrOJI+EwnfD9vYXosJ2dnnDxQsGqAHU8Zzjy+Qqiilnha9oKgGEYhrE9RORg8itTjFfVKaVsUhTe7GFxaCyJeZ5uZBOhfcjvyhpISEk88Jyh54EDcd2LU4HTVHWWT91pqtpeRO4F/lNXttLP7HdRM8m1cNV7LlHVn3zY+hIulOgbAugzIa7R3IW4XJjIZz8TeMeHbuArQfH6LMQbERkObKDwqk2Q+QuBISJnAD94ybv34FbEHozFwRLXAbg/brD/H/kOQAbwuqq+EIzVEdc0B8AwDMPYHiLSDdhXVd8W17U0WVX/jUHnuZKOq+r1sdoYD0Rkr5KO+w0piRdeOEkL3EDiT6CTqk7wqTkGV6bzIlz9+1W42fpAcwu8ez7YZw5AUc5FzOEpEbqnqupnfjSMohGRKaraobTt2FHE697t/W18BJcgfqfP5/Y6VX0+MCNLwEKADMMwjBIRkftwM58tcMmlScD7uBKeO8uVuFnpwbha54F2uQy6As7uOsAvChFJAM7AhaoMVdW5XmWV13Azy34TmM8EzsHNzi/3ykw+4VOzEKq6UESStn9miRrxClMZ7Tmx3cgvXztAVdPjdL3dCnG1+k9T1cFxkP9RRI5U1SA6d+8KwpV/jgNeUdWvROR+n5q5IlJDVddBXm7M2aoaRKflKGwFwDAMo4yzC6oAzcANHqdFJJXOiiX8xYtNPx03mMwGPgE+U9W1fmyM0C9TFXCCxKuA1BhXUvQQYCFwKHCHqn4ZgH5VYIuXqLsfsD/O0cjazlt39jotcGE1nX1ovE0RTaACWAEYgauuE25Sdi7QQ1WP8KNblhCRsap6eBx0M4GquJCtLHbzMqAi8i0uXOcI4GBcFatf1V//iqKqo8VUaGF72AqAYRhG2adgUlokQdSQ3qaqKiLhpNKqsQp5M6WvAK+ISENc9Z+5InKbqr7n006AOqo6WETu8K6X7cVZ7wl0AFqraq6XVLga2CeAhNowY4HDvFnJkbhY+DNxg+CdRkS+ofAgvRZQH9cXwg/fRnxfCVeydqlPTYBaqvpgxPZDItI3AN1A8aphNVLVxXGQHyEiN+Oc93D+gu+JBo1fH5N4cQZwNPCkqq4T1yH6Fp+aIRER9WbnvVW9Cj41i8QcAMMwjDLOLqgCNFhEXgVqiMhluGo9b/gR9BJVz8Y1/hqKc2KCIC4VcETkBlV9dnv7Splt4RKKqrpFRP4KcPAPLmpgk4hcAjyvqo97q0Ox8mSBbQXSgXnqlZyNlYJx+iLyEfCjH02PUSJyFi6EDeA04Ds/gt4gb1iQqwiew/4lbmY6aMKrKNdEXpIAmlWJSGugKdGddWNKsI43qroJ+DxiexmwzKfsMNzf21dw9/RKXN5N4FgIkGEYRjnCm53dFzfrCYCqjg1Atw9wJG6VYZiqjohR5wFcx8vfgY9xVTSy/doXoR/XCjgF9sVlaT5WRGQT0VWKmnvbQTXBmg5cjSvdeomXY5BXx353xgsr+k5V9/GpEw5TCVepCZE/Cx5zuIqIfA2cp6pBlGsNa76IC6WaHJRmPBGRt3AVoOaSf399J26XJbwciyuA3rjP7XDgDVUNfBXTHADDMIxygohcCtwANAJm4OK/f/Zb9k9EHlPV27a3bwe1coH5uHhZyA8BCaysZsEKOH5i1EXkbFziazdct9YwKUD27hT7He+KRSLSHfg/YIKqPiYiewP9d7fKTZA3UI8c4CzH5ULslhV8RGQw7vM6guiwmpjvrYj8BuyHywXZSHCO4PlF7VfVd33q/qYxdBU3YsMcAMMwjHKCV7O+IzBJVduKyP7AA6p6pk/doma/Y00CjvcgtQquA+xeqnqZiOwLtFDVb7fz1uL09gKaAQOB2yMOZQKzgly9KCuISFVV3bj9M8sn8QhT8foMFEJVB/nQLPKzFsBnLLJMZSXcbPU0VT3Np+6bwFOqGmtzwTKP9/dqINCS6FVc3+FVBbEcAMMwjPLDFi/2GxGpqKp/eKEPMSEiV+FCPvYWkcgQmmq4Lrs7zS4oq/k2Lp8gXEFmCTCE6KTQHcazd6GIHAFs9hJswxVwZgdgb5lBRDrjuv8mA03EdQS+QlWvLl3LCiMiXXE9CjaKSD9ck6ZnAxj8FhmmQkQseCz4GeiXJBsHTVT1ushtEamO6wjtl0HAzyKyHFcJaLdtthdH3gbuw4XZ9cT13Ai0VHIYWwEwDMMoJ4jIF7h/GP2BXsBaIElVj41RrzpQkyJmv/1W/IgX4jUTiozPF5GZfkrzeRpTgcNw92MSrgLOJlWNqQJOWUREfsElvX4dcW/nqOqBMepFdlkuhJ+Bn+ewtsEN1t/DOS6nqGr3WDU93biEqYjIvxRdtjTmmd+I+yu42eRmuJC4VrFqFnOdJNxq2AE+df7Grd4V7ARcZnpx+EVEpqrqwZG5NSIyTlUPC/patgJgGIZRTlDVk71v7xeRUUB1XIWdWPXW4yronA0gInVxA4lkEUlW1UU+TY4H20SkMvlVgJrjZhP9UlQFnOkB6JYpVHWxqzCZh5/kxOO9r+FqMuFZ5HOBTT50weVnqIichJv5f7O4MJud5GcRaRmHMJXIDriVcL0ySuzvsT0KJmd7CfJX+NH0dCLLtyYAB5BfFckPi1T16wB0yjJbvETgeSJyLa7PQN14XMgcAMMwjHKCiLynqucBqOqY8D7gPJ+6JwBPAw2AlcBeuCo+Mc8kxrGs5v24snmNReQDXLfiC31qgiut3hk3OL3E27db/Q8tYUY9qFCKxSLSBVARqQBcj3sOYiI8sysiXVU1sqv07SIyARjgw9ZMcb0g+gGHe6U2fXUX9ohLmIoW7iT8PxEZD9zrR7fANaaJSMcApCLLt2YDC1V1SQC6f4jIh8A3RDjtu2sZ0DjRH6iC+2w9iAsDCsJxLcRu9cfLMAzD8EXUgNwb9ARRB/whXIWSH1W1nYj0xFsV8MEFQMHB/oVF7NshxDVjmqiqw71wnUNxg7MbVHW1DzvD9AfuAL7wyl/uDYwKQDdIjt/+Kb64Evf7aYjLrRhOdC34WKkqIt1UdTyA52TE3GzO40xc9aZLVHW5iDQBnvCpCfAWzqGOClPxizc7HyaEWxHw1RhLRG4qoNkeWOVHE9zkgoik4QoOAMzzq+lRGTfwPzLycvjMrygreH+vz1DVW4ANuHDO+F3PcgAMwzDKNt5M5524f6CbyE8a2wa8pqp3+NQPx9XPBNp5ibC/qmqnGLTiUlZTRD7FJf5uwiUoT8SVq5wbi14J16mGm/HdEKTu7o43OBmkqn479BalfTBuYF0dN+BbD1ysqtOCvpZfROQnv2V1i9GNdCazgQW4DrN/+tC8rwjNz1R1S6yanu4ZOGdqNO5vzWHALar6qR9dwz1fQG/dBYNzcwAMwzDKCSIy0O9gvxjdH4G+uGTgOrgwoI6q2iUGrbiW1RSRpkAX79UZaAJMjjUROkL3IOBdXFy24GZSzw/awQgCcd2Pn8fFZlfAxWlv1BibVEXoDgNOUJ9dekvQT8GNS4Lo3HwK8BguflrID9Xxew9eAmpQhsJUgnZavYmAPqq60ttOxa0O+k20b4R7brviHMHxuBW8IMKLygQi8hSukeMQovtBBP58WQiQYRhGOUFV7xCRE4HDvV2jY61/DyAi+wBpwEm4xl034mLg9wKuK+GtJdkY17KaqrpARCrhVkMq4xIqK/vVBV4FblLVUQAi0gN4Hedo7G68AJyFG0R0AM4HfHXA9VgATBDXtTZycPK0H1EvnOQRoIGqHiMiLYHOqvqmD9nHcc5KzDkKxRCXMBWv4tZ95H92xwAD/DhDInIgLrG6lre9GrhAVef4sRUIhQf/Hum4ECO/vA18iEuABpe/8TbQJwDtskIt3P2MXGWKSxiUrQAYhmGUE0RkINAJ+MDbdTYwJdZVARH5FrhTVWcV2N8BuE9VT/Bha6BlNUXkTtyMfyrwp6c5Cbeq4KdSTVi/UCnRIMqLxoOIkK28Zm0iMjGWFZsCuvcVtV9VH/CpOxQ30LtLVduI6+Q8vWAVm53UnFAgsXi3RkQ+A+bgkozB5Rm0UdVTfGhOxN3TSKf1kQCegydw5VU/8nadifuc7XRn8AK6M1S17fb2GcFgKwCGYRjlh+OAtqqaCyAig4DpuOTVWGhacPAPoKpTvFAbPwRdVvN8XOLct7j4/1+CCCWJYL6I3EN+qcp+wL8B6gfJJq9KzwwReRxYhv+k2ryBvheqo6qa6VfTo46qDvZyWVDVbBHx67RNEZFPgC8JMFRHRN6m6Hr9F/vRBZqr6qkR2w+IyAyfmlXDg38AVR0tIkE8B7d4IVbdcKFVr6nqF351gdXimraFHYuzcbPhewzeaujLQJqqHiiu6/SJqvpQ0NcKYsnGMAzD2H2oEfF9dZ9alUo45jesJrKs5nfevpgnpVR1f1xYxhSgB/CFiPwqIq+LSBDVNC7GrS587r3qEOcqHT44D/f//VpcqE5jIOaZ5DAi0sErNToLmC0iM70EXr9sFJHa5PduOBSXCOyHFFxC+JHACd4riCpJ3+Ke1++Akd51goit3ywi3cIb4joZb/apOV9E7hGRpt7rbgJwWsXVpx+lqjep6o0BDf7BfcbOAJbjnNbT2H0/Y/HiddyETRaANwFzVjwuZCsAhmEY5YeBwHSvoojg4onv9KE3WUQuU9XXI3d6s/ZTfehCHMpqqutO/K2I/IArf3o4rvHRxbgQk53Gyye4EhdDPxv4P1XN8mPnLqCv109hCxCetb+BGEusRvAWcLWqjvM0u+Huq9/+AjcBXwPNxdX/T8UN/mJGVeMycFTVzyK3ReQj4McApK8CBnm5AOC6ePut/34x7vcfXvUYSzAD6nq4vw3TcM/EsICq1jyIy1FYCyAitXA9B/yurpQlqqjqrxLdbM9XYYTisBwAwzCMcoSI1MfV5xZcGMxyH1ppwBe4cqLhAX8HXGWZk/1oR1wjkAolXvJzF1wFkVbAXFwo0ERcf4CY6p97YSRZuJKlxwALVLW/H1vjjYhMU9X2BfZNV9V2PnULxdUHFWvvxf23wD23f/p1snZVRRkRaQF8p6q+kqxFJEFVc7zwKlQ1IwDbDgwg4bc4bcGtrlyE+5swGHhTVf/xoVnoGQ3iuS1LePkw1wJDVLW9iJyG62VxTNDXshUAwzCMcoKIjFTV3rjZ1IL7dhpVXQF0Edf460Bv93eq+lMAtkaV1RQRv2U1L8QN9m8FpgZYqrJlOBlVRN4Efg1IN3Akv8dCM69ST5gUgoml/lVEXsXFaCsu+XO0eE2sNMa6/V48eST7ich6YHaBajM7Q1wqyohIJtE5AMsBX8mvHn+L62XxVoCVi17xckHeBj5S1XUB6aKqKq4b8nLcDHVN4FMRGaGqt8YoGxKRmgVWAPa0ceo1wGvA/iLyHy5kK6bCCNvDVgAMwzDKOF6YShVcCE0P8huBpQBDVfWAUjKtWOJVoSRoCs6mFzW7vrsg8e+xUFKIlmqMDbJE5DtcBaewfg9cBaf9cKUw3yvmrSVplqmKMt5K2Fm4GfUQLrTmY78rAV5S6UU4R+hX4G1VHeFT83pceNJq4A3gS1XNEpEQME9Vm8eoez4uLPBTnJN1BvBwLL//soqINFPVf71k7ZCqZob3BX4tcwAMwzDKNl58d3+gAfAf+Q5ABvC6qr5QSqYVi5SRsppeNZpwzXshutuyqs/GUvHCC9/q6G3+6mMmPe6IyDfApd6KU9j2l4FLgbGqemBJ7y9G80fgHaIrylwU62pYhG5XYIaqbvQq1rQHnlXX3yIQRORwnN01cIPhB1X1bx96CbhGfs/h/iYIrrxvTBWRRGQALtyn0M8sIgf4WcEQ1wOil2fjSFX9LVatskgx4XtTVTWIZPvoa5kDYBiGUT4QketU9fnStmNHEJEvgGlEl9XsoKp9S82ocoKInI5LnhyNG0gdBtyiqp/61K2BK7falIjQDFW93qfubI2o+e/Fl8/2yiDGFAMuIk1wDdE642aTJ+JyAHwN1EVkFtAGl/j8HvAmcIqqdvepm4Ar43sR7v6+h+vncRhuZWy/GDRbe3rHASNwg/ZpItIA+FlV9/JjsxEcIrI/LnfpceCWiEMpuM9uq6CvuafFVhmGYZRbysrg3yMuFUpE5AavAk6J+8o5dwMdw7P+IpKKq1TjywEAvseF5swGcn1qRTJOXNO5Id72qcBYLwxiXSyCqroIODEY86LI9uLfT8LN/L8pIn6r9QDMw4VAPaGqEyP2f+qtCMTCC7iykneqal5JUVVd6pUENXYfWuDK1NbAlawNkwlcFo8L2gqAYRiGscsooqzmW0GW1YxXBZyyRBEz6iFgpvrorOvpxCX/wZvxPxVXsUdwFXs+i6W0pLjGZ/NV9ZUC+28E6qn/brVjgB9wzurhwCpcSJDfe5vstxKWUfYRkc6q+vMuuZY5AIZhGMauIl5lNSMq4HTztMOk4GZtj/B7jd0dEXlEVe8UkSdwISrh+PczcSE1sVZnCevfSH635cjuumv86AaJiPwGHKheN+yI/SFcIvRO5xMU0KmHe84mq+o4L9Soh6q+60fXMCBvte4yCofZBd4LwRwAwzCMcoI3k3ousLeqDvAGJ/VUdbcpXRk5O+3Vfv81iFnleFfAKQtEztB7pTW74WbUx2oA3VpF5BrgYVxYTnjwoKq6t0/dQ3E1+w/A9ZhIADbGkmAtInOLi5cu6Zix43jP1mNAXdzztVsnxJclvOpo43B9V3LC+7VAA7ogsBwAwzCM8sNLuNjsXsAA3OD3M/KrwewO5IX7qGq2RHe8jBkvuXOhiBwBbFbVXK8E4v64UKM9gQQRqYkbkI32XoCrqR7ATP1NwD6qutqnTkFewJXAHIJrKnU+LkQsFjaJyL6qOi9yp4jsC2wu5j07TFkc/IpIVVXduP0zd5jHgRMC7Fdg5FPFb5jajmIOgGEYRvnhEHXdI6cDqOparxHQ7kQbEQnXNhegsrcd1EBqLHCYNxAeCUzBhcDEpZnObsb+uJlDIbpZVXjb10w9rrvyJp8aRaKqf4vXDRd425sJjYV7gaEi8hDR3avvwJXK9Uugg18Ruamk46r6tA/tLrg6/clAExFpA1yhqlfHqumxwgb/ceNbETlWVb+P94XMATAMwyg/ZHnlBBXy4kmDrNbiG1VNiPMlRFU3icglwPOq+njYIdoD+C3Oyc45wAyvIVhkDoCvMqC4WfsKnvbjwDKgaixCqjpURPriSile5+2eA5yqqkGsBAU9+K3mfW2BW6kLd3A+AefM+uEZ4KiwpqrO9FFRKLJj8xQvl+dLop+DmPoKGFHcANwpIltxq6VxW2EyB8AwDKP88BzwBVBXRB4GTsOVhNyTEBHpjJvxv8TbZ//rguFL7xU05+Hi/q8FbgQa46oCxYSqzsF1qo0HgQ5+VfUBABEZDrRX1Uxv+37yy6LGjKouLhBml1PcuTtAZHnKTcCRkZciv6SvESOqWm37ZwWD/VE0DMMoJ6jqByIyFeiNmznquwcu1ffHhXt8oapzRWRvXH31PYG49jpQ1UFx0g0359qM6w2xO5NCfAa/TYBtEdvbcJVg/LDYCwNSb4XleiDmvweqehG4bsiqOiHymNch2YgRESmxEIKqTgv8mlYFyDAMo3wgIrWK2J0ZZJ39soKIVMMtnVttdZ+IyGyicwqiUNXWcdBfj8vfeEhV0/3olwVE5C7gDNwKngInA4NV9REfmnVwTuERuAmB4cD1fpPBi+m1EZceEXsKXlhdcaiq9gr8muYAGIZhlA9EZAEufGIt7h9+DVw89UrgMlWdWuybywkichDwLlALdw9WAeer6txSNawM45VYLZaIGfxY9R/HhaZ86O06C/e7Ww90U9UTintvCZpFzlIX3BeDbiNcydKuuIH6eOAGVV3iR9fTbg8c5m2OVVVfuSsicoyqDi2w78qCTdJ2Qq8z0AW3yvZMxKEU4GRVbROrrcauJ1TaBhiGYRiB8QNwrKrWUdXauEZbg4GrcSVC9wReBW5S1b1UtQnwf8DrpWzTLqWocAw/IRqqurCklz9rAeiqqneo6mzvdRfQXVUfI/YwmOd3cN/O8jYuqbYB0BD4xtsXBFWADFV9FlgiIs186t0jInkzxyJyK3CSD70KuIpCibjk5fArA5dvZJQhbAXAMAyjnCAiU1S1Q1H7RGSGqrYtJdN2GSIys+BMZFH7yjNlLURDRGYCl6vqL952J+B1VW0jItN3prJRvGepi/ocBfHZEpH7cOVKW6jqfiLSABiiqjE7bl4I0Le4ikhH48rEnuU3JFBE9grI8TNKEUsCNgzDKD+sEZHbgI+97TOBtV5p0N2qHGgcmS8i9wDvedv9gH9L0Z5dRsTgN7VAffkUXJWd3ZVLgbdEJBkX+pMBXCoiVXGdnXeGgrPUYYKapV4tIv2Aj7zts4EgchROBtoB0wBUdamXxxIzqrpaRE4EfsT1RDhNfcz6isj/VLU/8IKIFNJR1RNjNtbY5ZgDYBiGUX44B7gPV6JQcPHJ5+AGf2eUnlm7lItxlWTCVVnGAheVnjm7lHgPfuOCqk4GDhKR6rjIhHURhwfvpNYYYIyIvBOepRaREJCsqhklv3uHuBjXufgZXA7ARG+fX7apqoYH1p7zExMikunZFm4AVwHXBO40EfFTUz7sVD8Zq21G0VgVIMMwDMOIARGpBFwJ7APMBt7aE6sfQXSIRhCD3xKqAIWbFPmtAlQRV/e/KRETk6o6wIfmh7jnIQc3+10deFpVn/Bja7wQkZuBfYE+uFWPi4GPVPW5UjWsCLy8gkmqGpeu0HsiVgXIMAzDiBmv8++tQCugUnh/PP557G54zZmygHG45OcFXrjCHkfQg99dUAXoB1zFn6lENKpS1ad8aM5Q1bYici5wMHAbMDVWZ8WrVDS/YAUdEbkRqKeqt8Vqa4RWH1x/AQGG4SoBbS35XUXq7K+qfxQ3q+x3NllE3gUOxYU+jfNe41V1rR9dY9diDoBhGEY5wesm+glwM24AeAGwKojBye6OiMxW1YO87xOBX3fXpNd4E/TgN96IyBxVPTBgzblAW1xp0RdUdYyfZHAR+Q04UFVzC+wPAbP82i8ib6nqxRHbycBXqto7Bq3XVfWyYmaVA5tN9hKVT8P9vWmgqhZWHgAiciDQkuhJnHeDvo79sgzDMMoPtVX1TRG5ISIWekxpG7WLyAv3UdVsESlNW0qbJBFJAvriBr9ZRSVt7iwiciiulOYBuLjyBGCjj5jyMBNF5CBVne3XxgheBRYAM4Gx3iqGnxwALTj493bmSjAP238i8rKqXiUiNYHviLF8rape5n3tGYBdhfCSoA8DDgJW43IixsXjWnsaXjWoHjgH4HvcauZ4XG+TQDEHwDAMo/wQHgQvE5HjgKVAo1K0Z1fSRkTCAzwBKnvb4Th1v4PUskTQg98wL+CadA3Blaw8H5dz4ZduwIUi8i+wlQByC7zY+cj4+YUi4mdAvElE9lXVeZE7RWRfYLMPXQBU9R4ReUxEXsGt2jyqqp/FoiUip2znWp+XdHwH+B/wD/AKMEpVF/jUM/I5DWgDTFfVi0QkDXgjHhcyB8AwDKP88JBXSeX/cDO1KcCNpWvSrkFVd+cyl7uUOAx+I7X/FpEEVc0B3haRiQHIHhOARhTe5+A+4HBv1xhgAC7XIBbuBYaKyEO4XAVwTtAduJ4DsdoZOVj/FbjH+6oickqMg/WSOicr+RWyYkJV64hIK9y9fdhzgv5U1fP86BoAbPZWlbJFJAXXxX3veFzIHADDMIwyToEKOA2BN+O1/G/s/sRh8Btmk4hUAGZ4SbHLAD/lKnup6k+qulBEmqnqvxHHTgH8JBe/Bcwhv/ztebiOvSXOjheHqg4Vkb64plrXebvnAKf6DF0qOFifDiR5+2MarKtqXMveegPTJsBeuMpN1dlz+ozEmykiUgMX/jUV2IBzCAPHkoANwzDKOEVUwFmoqjeUrlVGaSEin+EGp4O8XecBbVQ1psFvhO5ewApc/P+NuIHfi6r6T4x6ed2JC3YqLrgdg3ZcOvYaICKzcHHp43GVipaUsknlEhFpCqSo6qx46NsKgGEYRtmnZUQFnDeJ04yRUWZorqqnRmw/ICIzAtDtq6rPAltwzdYQkRuAZ2PUk2K+L2p7Z9ksIt1UdTyAiHQlgFj9oBGRW1X1cRF5niJ6Lajq9aVgVonsrtWkygMiMjJc+SmcWxG5L0jMATAMwyj7WAUcI5J4DX4voPBg/8Ii9u0oWsz3RW3vLFcC73rhUABrcfbvbvzufZ1SqlYYpYoXxlkFqONVgQr/EU8BGsTlmhYCZBiGUbYRkRxgY3gTqAxsYs+sgLPHIyJtcGUDowa/sYYSiMjZwDm4aj2R5R5TgGxVPSJG3XXAWNxzepj3Pd52N1WtGaNuO6A5MBf4D8BPJ+QC2l1VdcL29u0OeKVgryI6F+SVPbVD9u6Mt5LWHzfYXxpxKAN4XVVfCPya5gAYhmEYRvkgHoNfL/a/GTAQuD3iUCauCVZ2jLrdSzru9bLYWc17gX64BMpDgIGqGlM9/WL0C+Um+MlXEJFvKGG1Q1VPjEXX034Dl1AcmQuSo6qXxqppxBcRuU5Vn98l1zIHwDAMwzDKPvEe/HrXSAM6epu/qurKIPX94nUA7qiqm0SkNvCDqnbc3vt2QLcz0AU3S/tMxKEU4GQfHYYDd4IitAt1PvbZDbnIPIUwu2O+QlnDq7J1JfmrNqOBV+OxamM5AIZhGIZRPjgTaBs5+CXGbrJFISKnA0/iBiUCPC8it6jqp0FdIwC2qOomAFVNF5FQQLoVgGTcuKlaxP4MXPOmmPAzwN8BckSkebhKk4jsDeT40AvnKXTFdar9xNs+nfzeCIY/XsKt2rzkbZ8HvAwEvmpjKwCGYRiGUQ4QkamqenBx2wHozwT6hGf9RSQV+DHWGeV4EJFXAIVzC3yF1Hj6e6nqQu/7EJAcVH5B0IhIb1zvg/m4e7EXcJGqjvKpOwo4Mjwr7eUaDLfeI7EjIoleAYdAV21KwlYADMMwDKN80FxEvva+lwLbvge/QKhAyE86ENQMOyJSVVU3bv/MEjmpwPaTPvUKMlBErsTNpE8FqovI06r6RMDX8Y2qjvS69LbAPQ9/qOrWAKQb4FZB1njbycSpUs0exK9Ae4JftSkWcwAMwzAMo3wQl8GviDyiqncCP4jIMOAj79CZwNAA9LsAb+AGkk28KkZXqOrVO6sV55AacD03MkTkXOB74DacIxCIAxCQExTJwbhuvYlAGxFBVd/1qfkoMN1bCQDoDtzvU3NPJ1z282ZglIjM97abAnHp7GwhQIZhGIZhFEuBjr2n4MqBCq4L7BcB6P+Ci6P/WlXbefvmqOqBfrWDxksybgt8CLygqmOCCNGIdIJU1ZcTFKH5Hq4i1AzyZ5E1iGRdEamHSzQH+EVVl/vV3JMRkSXA095mZSABV9q5ErBZVZ8u7r2xYisAhmEYhmGUREJEc6LR3gsAEamlqmuKed8Oo6qLCzSwi0vYQwC8CiwAZgJjvRKpQeQAPAMcBXwNoKozReTwkt+yXTrgViwCnekV94s6AthbVQeISBMR6aSq1oE8dhJwK2CRH4Jk72u1wqf7xxwAwzAMwzBKYn9cmIsQXQYyvL23T/3F3gy4emUQrye/Q64vgg6pUdXngOcidi0UkUCSX+PgBM0B6gHLfOoU5CUgF+gFDMD1g/iM/PKwxs6zTFUH7MoLmgNgGIZhGOWQAAe/v4VDc+LElcCzQENgCTAcuMaPYJB5BQV0qwP3Ed1ddwCw3o8uATpBEc3FqgG/icivQF7ybwDJ4IeoansRme7prfVsNmJHtn9KsJgDYBiGYRjliHgNfuOFqq4Gzg1YNh4hNQBv4WbWz/C2z8OV2jzFp26QTlDQlY8KkiUiCXirQV452Nw4X7O803tXX9AcAMMwDMMoXwQ9+H02EKuKQUSaAdeRX60G8D9THae8guaqemrE9gMiMiMAXVHVQJygcCUkEbkYGKeq84LQjeA54Augrog8jEvgvjvga+xRBJFHs7OYA2AYhmEY5YwgB7+q+o5vg0rmS+BN4BuCm0mOV17BZhHppqrjAUSkK7A5AN2JIvIvrrvuZ6q6LgDNpkA/L1F5KjAO5xDM8COqqh+IyFTcrLUAfVU1kJwNY9dhZUANwzAMoxwhIp/iSgq+AByKG/x2UNWzStWwYhCRX1T1kO2fuVOadXArF0fgBqnDgRtUNd2nbhvgXaC6t2stcIGqzvKj62l3As4C+gK/AR+r6vsB6FYGLsPVmG+oqgk+9WoVsTsz3BnYKBuYA2AYhmEY5Yg4Dn67quqE7e2LQfccYF+cnZHJqtP86AaNiLTD1dWfC/wHoKpBlAAteJ06OAfuXD+DdRG5G+iKywWZDozHrQD4qgokIguAxjjnR4AauEpDK4HLVHWqH31j12AOgGEYhmEY2yWyIVhJ+2LQHYhLpv2H/BAgVdVePjQDzSsQkXuBfrhQmkOAgar6eqz2FaGfApyMWwFojouxH+xnMC0i04Bs4DtctaJJqrolAFtfAb5Q1WHe9pHA0cBg4NmgV3OM+GAOgGEYhmGUI+Iw+O0MdAH64xKMw6QAJwfQBfcPoLWqbvOjU0BzJi6vYDYReQXhBNkY9OYCHVV1k4jUBn5Q1cDq3nvx/1/iBv0/B6hbDde5uRuuctEKVe3mU3OKqnYoap+IzFDVtn70jV2DJQEbhmEYRvniS4JNqq2ACyNJJLoraQauAoxfZuLCSFYGoBVmi9e0K0i9TQCqmi4ioQC1wXXVDbpj74HAYUB3XFfgxbhEYL+sEZHbgI+97TOBtV5pUCsHWkawFQDDMAzDKEfEI6nW091LVRd634eA5CBi4EVkNNAamExADauCzisQkXXA2PAmbmAd3vZdstSrpX8r0AqoFKHrJwwqHPozHpgcVJKul6NwH25VQTz9B3DN0Jqo6t9BXMeIL+YAGIZhGEY5Il5JtSLyIa5hVQ4uFr468LSqPuFTt3tR+2MN1/E0A80rKM7GMH5s9fSH40qA3oy7xxcAq1T1Nj+6hlEc5gAYhmEYRjkiHkm1nu4MVW0rIucCBwO3AVNVtbUvg+NAPPIK4omITFXVg0VkVvh+isgYVS3R8SgN4rFaYex6LAfAMAzDMMoXJ+NiyoMe/CaJSBKuTv0LqpolIjHPIorIeFXtJiKZQKSO4ByWFB+2xiOvIJ6Ew3OWichxwFKgUSnaUxIf4FYrjiditaJULTJ2GnMADMMwDKN8Ea/B76vAAk9/rNdhNuYcgHA1GlWttr1zYyAN+ENEAssriDMPiUh14P+A53EVlm4MQlhEqqrqxiC0PGqr6psicoMX+jRGRHyFQBm7HgsBMgzDMIxyRDySaku4VqKqZvvUeE9Vz9vevp3UDDyvoIB+0IPqwBGRLsAbuGTtJl4X4ytU9WqfupNU9VARGQY8h1ut+FRVm/u32thV2AqAYRiGYZQv7ouHqDdDfR9wuLdrDDAAV/3FD60KXCcRl2MQM0EN9AsSOagGghxUpwKXUbh3w8U+ZJ8BjgK+9rRmisjhJb9lh4jbaoWx6zAHwDAMwzDKEfEa/AJvAXNwDaXAJRq/DZwSi5iI3AHcCVQWkQxc7D/ANuC1GDXjmVcA8RtUf4Wr0f8jrspSIKjqYhGJ3OVbW1W/9b5dD/T0q2eUDuYAGIZhGEY5YBcMfpur6qkR2w+IyIxYxVR1IDBQRAaq6h0+bQtrxjOvIHyNwAfVQJU4lPxc7K1YqIhUAK4HfvcrKiJFNVhbD0xR1a/86hu7hqA72RmGYRiGUQpEDn5VNSXiVS2AwT/AZhHpFt4Qka7A5gB07xKRfiJyj6fbWEQ6+REUkfd2ZF8MRA2qReRmAhhUA9+KyLEB6ERyJXAN0BBYArT1tv1SydOa571aA7WAS0TkfwHoG7sASwI2DMMwjHJEPJJqPY02wLu4BmAAa4ELVHWWT92Xcf0KeqnqASJSExiuqh19aE5T1fYR24nALFVt6dPWOsCzwBG4lZXhwA2qmh6jXni1RoCquKTtLIJbtQkcEfkJODKc/O3d2+FAH2C233ts7BosBMgwDMMwyheBJ9WKSDugOXAW8B+AqsZcArQAh6hqexGZ7umu9UJWYrEz8LyCSFR1NXCuX50IvcBDlUTkeaJDwApe83qfl2iIc1bCyd9VgQaqmiMiW4t/m7E7YQ6AYRiGYZQD4jX4FZF7gX7AVOBxYKCqvu7T3EiyRCQBb9DqVcTJLfktRROPvIJIRKQZcB2Fq/XsTv0FpsRZ/3FghlduVnBVoR4Rkaq4JGajDGAhQIZhGIZRjgh68Csic4GOqrpJRGoDP/gJzylC/1zgTKA9MAg4DbhbVYf40AwB5wDNVPVBEWkM1FfVX33aOhN4E5hNhJMSx8pLvhGRFFw4UWaAmvWBTjgH4FdVXRqUtrFrMAfAMAzDMMoRQQ9+RWSqqh5c3LYPO5up6r/e9/sDvXEDypGq6iuxNh55BZ7uL6p6iB+NXYWIdMCVaa2Gu6/rgItVdWoA2g2BvYheBRnrV9fYdZgDYBiGYRjliKAHvyKyDggP7gQ4LGI75vCXsCMhIiNVtXcsGiVoTwvnFahqO2/fTFVt41P3HGBfXNJrZJflab4MJi/J+jBvc5yqzvSpNwu4RlXHedvdgJdUtbVP3cdwKzZzyV8F0d0sDMrYDpYDYBiGYRjli8CSaj1OKrD9pA+tSEIich+wn4jcVPCgqj7tQzuwvIICHIRrgNYrQk+97ZgRkRtwnYA/93a9LyKvqerzPmQzw4N/AFUd71Ud8ktfoIWqWsJvGcYcAMMwDMMoXwQ6+I1jfPtZuMFkIi5MJUieA74A6orIw3h5BQHongzsrarbAtCK5BKc47YR8mbZfwb8OAC/isirwEe4Z+FMYLSItAdfqxbzgSQiVkCMsoc5AIZhGIZRvojX4DdQVPVP4DERmaWqQ4PQDOcVqOoHIjKV/LyCvn7zCjxmAjWAlQFoRSJEdxTOIb+KU6y09b7eV2B/F/ytWmzCVQEaSXQYlN/yosYuxBwAwzAMwygH7ILBb6CISD9VfR9oKSIHFDweYwjQp0BkXsEffu0sQBrwh4hMJnrw6zf+/W3gFxH5wtvui6s2FDOq2tOnTcXxtfcyyjDmABiGYRhG+SDeg18ARKRqOFTFJ1W9r8lFHIu1Qkk88wqg8Gx6IKjq0yIyBuiKc9ouUtXpfjRFpDrO3sO9XWOAAaq6vvh37ZCtg0SkMtDEW8UxyiDmABiGYRhG+SCug18R6QK8gRuwN/Gq1lyhqlfHoqeqr3pfHyjiWv1jNDOeeQXxrvc/A1iGNzYTkSaqusiH3lvAHOAMb/s83ErDKT40EZETcIngFYBmItIW51hYFaAyhJUBNQzDMIxygIi0wA1++wOvFDxe1EB7J/V/weUTfB1RWnOOqh7oR7eYay1S1SY+3n9MUHkFnt54Ve3mVdGJHDgJrgRmik/963Cz9SvIj/9XPyU7RWSGqrbd3r4YdKfi8gdGRzwHs1X1ID+6xq7FVgAMwzAMoxwQj6TaIq6xWCQqNzWnuHN9ElMCbJzyClDVbt7XwFcVPG7AldZMD1Bzs4h0U9XxACLSFdgcgG62qq4v8BzYbHIZwxwAwzAMwygHxGvwG8FiLwxIvb4C1wPxSi6OdUAZj7yCPETkPVU9b3v7YmAx4Cs2vwiuAgZ5uQAAa4ELA9Cd4zVESxCRfXHPwcQAdI1diDkAhmEYhlE+iOvgF7gSeBZoCCzBdcO9JlaxIsJp8g4BlWPRjFNeQSStCmgmAgfHKhaRqzEfV6P/O6KrC8XstKnqDKCNiKR42xmxahXgOuAunJ0fAsOAhwLSNnYRlgNgGIZhGOUcEemvqv8rbTtKEz95BSJyB3AnzjHZRH6I0jbgNVW9I0bdEqsK+cnbEJE04BGggaoeIyItgc6q6qu8qFE+MAfAMAzDMMo5fpNqPY1muNnfpkREEJSV6i8islhVG/vUGBjrYH87unur6vyANYfiqv7cpaptvNWK6Zasa4CFABmGYRjGnoDfrrIAX+KaU30D5Aagt6sJYsbzLhHpBzRT1QdFpDFQX1V/9an7jog0BCYDY4Fxqjrbp2YdVR3srV6gqtkiEq+kbaOMYQ6AYRiGYZR/ghj8blHV5wLQiRvxyCsowIs456cX8CCwwdvX0Y+oqh7uJVZ3BHoA34lIsqrW8iG7UURq490PETmU4BONjTKKOQCGYRiGUQ7YBYPfZ72Y9eFEJ6pOC0A7EOJYpjPMIaraXkSme9db6w3cfSEi3YDDvFcN4FtgnE/Zm4CvgeYiMgFIxfVxiNXG5ynBkVTV62PVNnY95gAYhmEYRjlgFwx+D8J1k+1FfgiQett7ClkikkD+rHoqwYRDjQGmAAOB71V1m19BVZ0mIt2BFjgn8E9VzfIhOcX72hVoCXzibZ8OTPWha5QClgRsGIZhGMZ2EZE/gNZBDE7LKiJyLnAm0B4YhJtRv1tVh/jUrYEbWB+OCwPKBX5W1Xt8aFYCrga64RyWccArqrrFp62jgCPDzoSIJAHDVbWnH11j12IrAIZhGIZh7AgzceEpK0vZjl2OiDRT1X9V9QMRmQr0xs2q91VV383QVHWdiMwHGgONgC5Akk/Zd4FM4Hlv+2zgPdyMvR8aANWANd52srfPKEOYA2AYhmEYxo6QBvwhIpOJzgEoE2VAffIpcLCIjFTV3sAfQYqLyD/An3iz9MBFAay0tFDVNhHbo0Rkpk9NgEeB6d5KAEB34P4AdI1diDkAhmEYhmHsCCU2rSrnhLwE6P0iuvfm4adjr8e+qhp0adXpInKoqk4CEJFDgAl+RVX1ba/HwCHerttVdblfXWPXYg6AYRiGYRjbRVXHlLYNpchZQF/cuCnwZOs4DP7BDdDPF5FF3nYT4HcRme0uqa19aCcAq3D3Yz8R2U9Vx/oz19iVWBKwYRiGYRjFIiLjVbVbEWVGBTeQTCkl03Y5InKMqg4tbTt2BBHZq6TjqrowRt3HcInQc4moBrWHhIKVG8wBMAzDMAzDKAER6aeq74vI/1FELfwAQoDKDCLyJ64a1NbtnmzstoRK2wDDMAzDMHZ/ROS9HdlXTqnqfU3GhQBFvpL9iotImoi86cXWIyItReQSv7pxYj7+KxQZpYytABiGYRiGsV1EZJqqto/YTgRmqWrLUjSr1BGR/qr6P58aQ4G3gbtUtY13b6er6kFB2BgkIvIZ0AYYSXQ1KOsEXIawFQDDMAzDMIpFRO7w4v9bi0iGiGR62yuAr0rZvN2BQlWBYqCOqg7Gi6lX1Wwgx4+giFwrIjUDsK0gXwMPAhNxHYDDL6MMYVWADMMwDMMoFlUdCAwUkYGqekdp27MbIgFobBSR2nj5BSJyKLDep2Y9YLKITAPeAoZpAGEfqjrIr4ZR+lgIkGEYhmEY20VEQsA5QDNVfVBEGgP1VfXXUjatVBGRRaraxKdGe1zH3gOBOUAqcJqqzvKpK8CRwEVAB2Aw8Kaq/uNDc19gINASqBTer6p7+7HV2LXYCoBhGIZhGDvCi7gQlV64EJAN3r6OpWnUrqCIEqh5h4DKfvVVdZqIdAdaeJp/qmpWALoqIsuB5UA2UBP4VERGqOqtMcq+jWsK9wzQE+dcBLEKYuxCbAXAMAzDMIztEk4CFpHpqtrO2zdTVduUtm1lFRE5paTjqvq5D+3rgQuA1cAbwJeqmuWt5MxT1eYx6k5V1YNFZHY4SVlExqnqYbHaaux6bAXAMAzDMIwdIUtEEsiPU08lvxGUERsnlHBMgZgdAKAOcErBhl+qmisix/vQ3RJ2IkTkWuA/oK4PPaMUsBUAwzAMwzC2i4ici+sA2x4YBJwG3K2qQ0rVMKNYvNyCbjhnYoKqTgtAsyPwO1ADFwqWAjyhqpP8ahu7DnMADMMwDMMoFhFppqr/et/vD/TGxXyPVNXfS9W4coJXAeg+8gfr44EBqpruQ/Me4AzyVxH6AkNU9SF/1hrlAXMADMMwDMMoloiY75Gq2ru07SmPiMgIYCzwvrfrXKCHqh7hQ/N3oJ2qbvG2KwPTVPUAv/YaZR/LATAMwzAMoyRCInIfsJ+IFGp6papPl4JN5Y1aqvpgxPZDItLXp+YCXJnOLd52RSDm8p9G+cIcAMMwDMMwSuIsXPhIIlCtdE0pt4wSkbNwdfrB5Vd8F4uQiDyPCyPaCsz1VhcU6IMLLTIMCwEyDMMwDGP7iMgxqjq0tO0oj3h9BqqSX1UpBGz0vldVTdkJrQtKOu63k6+I7Ae8DKSp6oEi0ho40XILyhbmABiGYRiGUSwi0k9V3xeR/6OIZlgWArRnISJjgFuAVyP6QcxR1QNL1zJjZ7AQIMMwDMMwSqKq9zW5iGM2ixgQInIicLi3OVpVvy1Ne0qgiqr+KhLV/De7tIwxYsMcAMMwDMMwikVVX/W+PlDwmIj03+UGlUNE5FGgI/CBt+sGEemmqreXolnFsVpEmpPfEO40YFnpmmTsLBYCZBiGYRhGTIjIIlVtUtp2lHVEZBbQVlVzve0EYLqqti5dywojInsDrwFdgLXAv0A/VV1QmnYZO4etABiGYRiGESuy/VOMHaQGsMb7vrpfMS9Z9xZgLyLGe6ray4+uqs4HjhCRqkBIVTN9GWqUCuYAGIZhGIYRKxZGEAwDgekiMgrnVB0O3OFTcwjwCvA6kONTK4+CvSC8XID1wFRVnRHUdYz4YiFAhmEYhmEUi1eisqjBggCVVdUmEwNAROrj8gAE+EVVl/vUm6qqBwdiXLTuh0AH4Btv13HAZGB/YIiqPh70NY3gMQfAMAzDMAyjFBE3jX4usLeqDhCRJkA9Vf01Bq1a3rfXAyuBL3BNwQBQ1TVFvW8n9IcBp6rqBm87GfgUOBm3CtDSj76xazCv3TAMwzAMo3R5CdcErBcwAMgEPsOtCOwsU3ErNuH8jFsijimwd+xmAtAE2BaxnQXspaqbRWRrMe8xdjPMATAMwzAMwyhdDlHV9iIyHUBV14pIhViEVLVZsKYV4kNgkoh85W2fAHzkJQX/FudrGwERKm0DDMMwDMMw9nCyvNKf4dr6qbgVgZgRkWtEpEbEdk0RudqXlYCqPghcDqzDJf9eqaoDVHWjqp7rV9/YNVgOgGEYhmEYRikiIucCZwIHA+8ApwF3q+oQH5ozVLVtgX3TVbWdD1MjteoClcLbqrooCF1j12AhQIZhGIZhGKWIqn4gIlOB3t6uvqr6u0/ZkIiIejO93gpDTGFFkYjIicBTQANcknET4A+glV9tY9dhIUCGYRiGYRilTxUgATc2qxyA3jBgsIj0FpFewEfADwHoPggcCvzl5RscAUwIQNfYhZgDYBiGYRiGUYqIyL3AIKAWUAd4W0Tu9il7G/ATcBVwDTASuNWnJkCWqqbjVhhCqjoKaBuArrELsRwAwzAMwzCMUkREfgfaqeoWb7syME1VDyhdywojIj8CfXHdi+vgwoA6qmqX0rTL2DlsBcAwDMMwDKN0WUBEQi1QEfjHj6CI7Csin4rIbyIyP/zyo+lxIrAJuBEXUvQPrhSoUYawJGDDMAzDMIzSZSswV0RG4EqB9gHGi8hzAKp6fQyabwP3Ac8APYGLyG8OttOIyCHAa0BzYDZwiaoOilXPKF0sBMgwDMMwDKMUEZELSjoey0BbRKaq6sEiMltVD/L2jVPVw2K0cQpwBzAWtwpwqaoeFYuWUfrYCoBhGIZhGEYpEqeZ9C0iEgLmici1wH9AXR96IVUd4X0/RETu8G2hUWqYA2AYhmEYhlH+6I8rLXo9rnRnT6DElYbtUENETiluW1U/96Ft7GIsBMgwDMMwDKOcIiJVVXVjADpvl3BYVfViv9cwdh3mABiGYRiGYZQiInKgqs4JWLMz8CaQrKpNRKQNcIWqXh3kdYyyiZUBNQzDMAzDKF1eEZFfReRqEakRkOb/gKOAdABVnQkcHpC2UcYxB8AwDMMwDKMUUdVuwLlAY2CKiHwoIn0C0F1cYFeOX02jfGAOgGEYhmEYRimjqvOAu4HbgO7AcyLyR4HE251hsYh0AVREKojIzcDvfmwUkZCnaZRxLAfAMAzDMAyjFBGR1rhGXccBI4A3VXWaiDQAflbVvWLQrAM8CxyBawA2HLhBVdN92vqzqnb2o2GUPuYAGIZhGIZhlCIiMhZ4HfhUVTcXOHaeqr63k3oJwCBV7RegmWHtB4BZwOdqg8gyizkAhmEYhmEYpYyIVAD2BxT4U1W3+dQbBpzgV6cI3UygKpANbMGtLqiqpgR5HSO+WCMwwzAMwzCMUkREjgVeBf7BDaibicgVqjrUh+wCYIKIfA3k9QFQ1af92Kqq1fy839g9MAfAMAzDMAyjdHka6KmqfwOISHPgO8CPA7DUe4WAwAbtIlJkKVFVHRvUNYz4YyFAhmEYhmEYpYiIjFXVwyO2BRgTuW93QUS+idisBHQCpqpqr1IyyYgBWwEwDMMwDMMoBSJKfM4Vke+BwbgcgNOByaVmWAmo6gmR2yLSGHi8lMwxYsQcAMMwDMMwjNIhcjC9Alf/H2AVUHPXmxMTS4ADS9sIY+ewECDDMAzDMIxyhoh0VdUJ29sXg+7zuFUKcPkFbYEF8Sg5asQPcwAMwzAMwzDKGSIyTVXbb29fDLoXRGxm4wb/vpwKY9djIUCGYRiGYRjlBBHpDHQBUkXkpohDKUCCX31VHeT1LNjP2/WnX01j12MOgGEYhmEYRvmhApCMG+NFlv/MAE7zKy4iPYBBuD4DAjQWkQusDGjZwkKADOP/27v7YD3r+s7j708gKAaCyoP1CUhZEKMmIIMIUkTxYWyFskKRQhhXnE7tuiJl1+kydmXFauqsixUXulSRtbJ2ZbUIjEVQVqHgTsUgUSDEbaWAVqFGhRQMgnz3j+tKc0hPTu6nnN855P2aOXPO9buS7/358/re1+9BkqSGkrwLuARYD3wCOBj4j1V17Rg196mqu/u/FwC7VNWDE8i6Cjilqtb21wcAf1FVh4xbW7NnQesAkiRJ27nT+4fz1wF7Am8F/njMmiuTLE6yCLgDWJvk3WPWBFi48eEfoKq+CyycQF3NIhsASZKkttL//nXgkqpaPWVsVEv7puJ44K+AvYHTxqwJ8M0kFyc5uv/5OLBqAnU1i2wAJEmS2lqV5Fq6BuCaJLsCj49Zc2GShXQNwBVV9Sibtu8cx+8BtwNnAO+ie7vw9gnU1SxyEbAkSVJbb6PbT/97VfVwkt3ppgGN4yK6hbqrgRuS7EO3EHhcrwX+pKrOm0AtNeIiYEmSpMaSPBfYhylfzk56Z50kO1bVY2PWuBQ4HPg83XSlNRMJp1llAyBJktRQkg8Bb6abTvPLfriq6rgxau4GnAMc1Q9dD5xbVQ+Mk7WvvRj4bbq3FEW3g9FfVNX6cWtrdtgASJIkNZRkLbCsqh6ZYM3PA7fR7dkP3QLg5VX1pgnV3wNYAZwJrAH+FXB+VX1sEvW1bbkGQJIkqa3v0W2lObEGANivqk6Ycv2+JLeOWzTJscDpwH7Ap4GXVdX9SZ5G1wjYAMwDNgCSJEltPQzcmuQ6pjQBVXXGGDV/nuTIqroRIMkrgJ+PFxOA3wI+svn6hH7x8ukTqK9Z4BQgSZKkhpK8ZbrxqvrUdOMD1lwO/DmwWz/0U+AtVfXtUWvqycMGQJIkqbEkOwEH9Jdr+337R611MN0UnduBHwD0h4JJgAeBSZIkNZXkaOD/ARcAFwLfTXLUTP9nhlrvBT4LnAB8EXizD//anG8AJEmSGkqyCjilqtb21wfQbat5yAi1bgcOnXKg2Jeq6tDJJtZ85yJgSZKkthZufPgHqKrvJlk4Yq0NVfVwX2ddkonM9kjyHbo9/6dVVcsm8TmaHTYAkiRJbX0zycV022oCnAqsGrHWfkmu7P/OZteMcbjYG/vf7+h/T8368Ig11YhTgCRJkhpK8hS6B+sj6R7abwAuHOVgsCSvnOl+VV0/UshN9W+qqldsbUxzmw2AJEmSBtIfJvbvppwvcARds3JQy1wajlOAJEmSGkhyWVWdtKX59XN0Xv3bgE8m2Y0u8wN0JwNrHvENgCRJUgNJnl1VP0yyz3T3q+ru2c40qCSL6Z4jH2idRcPzHABJkqQGquqH/Z8/Bu7tH/ifAiwH/mESn5Fk0STqTKn3rH7B8mer6oEkS5O8bZKfoW3PBkCSJKmtG4CnJnkucB3wVuB/jFMwyRFJ7gDW9NfLk1w4btA+1zXAc/rr7wJnTqCuZpENgCRJUlvp9+5/E/CxqvrXwNIxa34EeD2wDqCqVgMjnS68mT2q6jLg8b7uY8AvJ1BXs8gGQJIkqa0kOZxuT/0v9mNjb9RSVfduNjSJB/WH+hOGCyDJy+kWAmsecRcgSZKkts4EzgYur6rbk/wq8NUxa97bb9FZSXYCzqCfDjSms4Ar6Q4YuwnYEzhxAnU1i9wFSJIkaY5IsgDYpaoeHLPOHsBHgdfQHS52LfCuqlo3Zt19ge8DL+jrrgUOqqqbx6mr2WUDIEmS1FCSzwBvp5uiswrYDTivqv5L02DTSLIKOK6qftBfHwVcUFUvaZtMw7ABkCRJaijJrVV1UJJTgUOAPwBWjXMQWJIlwDuBfZky5buqjhsz66HAhcCxwEuBDwLHTrPeQHOYawAkSZLaWphkIXA88N+q6tEk435D+wXgYuAq+h17JqGqbk5yBt2Uog3Aa6vqHydVX7PDBkCSJKmti4C/B1YDN/QnA4+1BgDYUFXnjxtsoyRX0e/803sa3e4/FycZ+82CZpdTgCRJkuaYJDv2e+yP+v9PAfan+6b+kY3jVXXLiPVeOdP9qrp+lLpqwwZAkiSpoSTPoptL/5yqekOSpcDhVXXxGDVXAqcBf8emKUBVVa8eO7DmPRsASZKkhpJcDVwCvKeqlifZEfjWODvrJLkTWFZVv5hQxhur6sgk63niVKDQNRaLJ/E5mh2eBCxJktTWHlV1Gf039f3Un3FP7V0NPH3MGv+sqo7sf+9aVYun/Ozqw//84yJgSZKkth5Ksjv9N+tJXk63wHYczwLuTHIzT1wDMNJi3STPnOl+Vf1klLpqwwZAkiSprbOAK4H9ktwE7AmcOGbNc8ZO9USr6BqUTHOvgF+d8OdpG3INgCRJUiNJdgDOAD4GvIDuAXttVT3aNJie1GwAJEmSGkrytao6ekK1XKyrrbIBkCRJaijJB4DdgM8CD20cH3XPfmlrbAAkSZIaSvLVaYbH2rM/yaer6rStjWn75CJgSZKkhqrqVdug7IumXvRnCxwyicJJjgT2r6pLkuwJ7FJVd02itmaH5wBIkiQ1lGT3JOcnuSXJqiQf7bcFHaXW2f38/2VJHkyyvr++D7hiAlnPAf4AOLsfWghcOm5dzS6nAEmSJDWU5MvADWx6kD4VOLqqXjNGzZVVdfbW/+XQdW8FDgZuqaqD+7FvV9WySX+Wth3fAEiSJLX1zKp6f1Xd1f/8EeOf4vueJCuS/CeAJM9P8rKxk8Ivqvv2eOOhZYsmUFOzzAZAkiSpra8mOTnJgv7nJOCLY9a8ADgcOKW//qd+bFyXJbkIeHqS3wG+Anx8AnU1i5wCJEmS1FA/R38R8Hg/tIBN24GOtHd/kluq6qVJvjVlqs7qqlo+gbyvBV5Hd7bANVX15XFrana5C5AkSVJDVbXrNij7aH/K8MapOnuyqcEYWZLfB/63D/3zmw2AJElSY0mWAfsy5dmsqv5yjJLnA5cDe/UHjZ0I/OE4GXuLgWuS/AT4X8Dnquq+CdTVLHIKkCRJUkNJPgksA25n07f0VVWnj1BrycY9+ZMcCBxDN1XnuqpaM6HIGxuWNwMnAN8fZ8cizT7fAEiSJLX18qpaOqFanwMOSXJdVR0D3Dmhupu7H/gRsA7Yaxt9hrYRGwBJkqS2/m+SpVV1xwRqLegP6zogyVmb36yq88YpnuT36L7535Ou2fidCeXWLLIBkCRJautTdE3Aj4BH6Kbs1IiHa50MHE/3jLctFhfvA5xZVbdug9qaJa4BkCRJaijJ3wJnAd9hyk49VXX3GDXfUFVXTyDelurvBTx143VV3bOtPkuT5xsASZKktu6pqisnUSjJiqq6FFia5IWb35/AFKBjgfOA59CtA9gHWAO8aJy6ml02AJIkSW3dmeQzwFV0U4CAkbcBXdT/3mWae5OY9vFHwMuBr1TVwUleBfz2BOpqFtkASJIktbUz3YP/66aMFTB0A1BVF/W/37f5vSRnjphvqkeral2SBUkWVNVXk3xoAnU1i1wDIEmStB1Ick9V7T1mja/QLTJeCexBNw3o0Ko6YvyEmi02AJIkSQ0k+RgzTMupqjMm/Hn3VtXzx6yxCNhAt1PRqcBuwP+sqnUTiKhZ4hQgSZKkNr45y5839re+VfXQlMtPjVtPbfgGQJIk6UkiyXqmf9APsHNVjfXlb5I3AR+iO/03bDqzYPE4dTW7bAAkSZI0kP7MgmOrak3rLBrdgtYBJEmSNG/c58P//OcbAEmSpIaSvKKqbtraWEv91B+AVwK/AnyB8c8sUCM2AJIkSQ0luaWqXrq1sZaSXDLD7aqq02ctjMbmLkCSJEkNJDkcOALYM8lZU24tBnZok2p6VfXW1hk0OTYAkiRJbewE7EL3PLbrlPEHgRObJNJ2wSlAkiRJDSXZp6ru7v9eAOxSVQ82jqUnMXcBkiRJamtlksX9Kbt3AGuTvLt1KD152QBIkiS1tbT/xv944K+AvYHTmibagiS7JflIkm/2P/81yW6tc2k4NgCSJEltLUyykK4BuKKqHmX603zngk/SrVE4qf95EJhphyDNQS4CliRJausi4O+B1cANSfahe7Cei/arqhOmXL8vya2twmg0vgGQJElqqKrOr6rnVtWvV+du4FWtc23Bz5McufEiySuAnzfMoxG4C5AkSVJD/Rz6c4Cj+qHrgXOr6oF2qaaXZDnw58BuQICfAP+mqlY3Daah2ABIkiQ1lOTzwG3Ap/qh04DlVfWmdqlmlmQxgNuVzk82AJIkSQ0lubWqDtra2FyQ5CnACcC+TFlLWlXntsqk4bkGQJIkqa35NK/+CuA3gceAh6b8aB7xDYAkSVJDm82rB/gp8Jaq+na7VNNLcltVvbh1Do3HbUAlSZIaSXIwsB9wMvADmPPz6r+e5CVV9Z3WQTQ63wBIkiQ1kOS9wApgFXAYsLKqPt421fSSfIfucLIdgf2B7wGP0O0EVFW1rGE8DckGQJIkqYEktwOHVtXDSXYHvlRVh7bONZ3+cLIt6s8u0DzhFCBJkqQ2NlTVwwBVtS7JnN2cZeMDfpJzgb8Gvl5VLv6dp3wDIEmS1ECSnwE3bLwEfm3KNVV1XINYM0pyOnAkcDiwnq4ZuKGqrmgaTEOxAZAkSWogyStnul9V189WlmEl+RXgJOA/AM+oql0bR9IQbAAkSZI0kCSfAJYC99F9+38jcEtVPdY0mIYyZ+eaSZIkac7ZHdgB+BnwE+DHPvzPP74BkCRJ0lCSvBB4PfD7wA5V9bzGkTQEdwGSJEmaA5Ismus76yR5I91i5aOAZwD/h24qkOYR3wBIkiQ1lOQI4BPALlW1d5LlwO9W1b9tHO1fSHIB3U5Ff11V/9A6j0ZjAyBJktRQkr8BTgSurKqD+7HbqurFbZPpycpFwJIkSY1V1b2bDf2ySRBtF1wDIEmS1Na9/TSgSrITcAawpnEmPYn5BkCSJKmttwPvAJ4LfB84qL+ek5LsnOQFrXNodK4BkCRJ0kCSHAt8GNipqpYkOQg4t6qOa5tMw3AKkCRJUkNJlgDvBPZlyrPZHH2o/s/Ay4CvAVTVrUn2bZhHI7ABkCRJausLwMXAVcDjbaNs1WNV9UCS1jk0BhsASZKktjZU1fmtQwzotiSnADsk2Z9uwfLXG2fSkFwDIEmS1FD/QL0/cC3wyMbxqrqlWagtSPI04D3A64AA1wDvr6oNTYNpKDYAkiRJDSVZCZwG/B2bpgBVVb26XSo9mdkASJIkNZTkTmBZVf2idZYtSXIVsMWHxjm6YFlb4BoASZKktlYDTwfub5xjJh9uHUCT4xsASZKkhpJ8DVgG3MwT1wDMyW/V+9OKD6R7I7B2Lr+50PR8AyBJktTWOa0DDCrJbwD/nW69QoAlSX63qq5um0zD8A2AJEmSBtKvV3hjVf1tf70f8MWqOrBtMg3DNwCSJEkNJLmxqo5Msp4nLrAN3S5AixtFm8n9Gx/+e99jbq9d0DR8AyBJkqSBJPlTYB/gMrqm5beAtcBNAFX1l+3SaVALWgeQJEnaniX59CBjc8RTgfuAVwJHA/8IPBM4Fnhju1gahlOAJEmS2nrR1IskOwKHNMoyo6p6a+sMGp9vACRJkhpIcnY//39ZkgeTrO+v7wOuaBxvWkmel+TyJPcnuS/J55M8r3UuDcc1AJIkSQ0lWVlVZ7fOMYgkXwY+A2ycorQCOLWqXtsulYZlAyBJktRQkgXAKcCSqnp/kucDz66qbzSO9i8kubWqDtramOY2pwBJkiS1dQFwOF0TAPBP/dhc9OMkK5Ls0P+sANa1DqXh2ABIkiS1dVhVvQPYAFBVPwV2ahtpi04HTgJ+BPwQOLEf0zziLkCSJEltPZpkB/rDwJLsCTzeNtL0quoe4LjWOTQe3wBIkiS1dT5wObBXkg8ANwIfbBtpekkOSHJdktv662VJ/rB1Lg3HRcCSJEkNJFlSVXf1fx8IHAMEuK6q1jQNtwVJrgfeDVxUVQf3Y7dV1YvbJtMwnAIkSZLUxueAQ5JcV1XHAHe2DjSAp1XVN5JMHXusVRiNxgZAkiSpjQVJzgEOSHLW5jer6rwGmbbmx0n2Y9N6hRPpFgNrHrEBkCRJauNk4Hi657Fd20YZ2DuAPwMOTPID4C7g1LaRNCzXAEiSJDWU5A1VdXXrHFuT5GBgP+B24B5gQVWtb5tKo7ABkCRJaiDJiqq6NMm/p59SM9VcmgKU5L3ACmAVcBiwsqo+3jaVRuUUIEmSpDYW9b93mebeXPuG9s3AQVX1cJLdgS8BNgDzlA2AJElSA1V1Uf/7fZvfS3LmrAea2YaqehigqtYl8SypecwpQJIkSXNMknuqau/WOTZK8jPgho2XwK9NuaaqPB14HvENgCRJ0tyTrf+TWfWbm11/uEkKTYQNgCRJ0twzp6ZoVNX1rTNocmwAJEmSGkiynukf9APsPMtxtB1xDYAkSZK0HXEFtyRJkoaSZNHW/5XmKhsASZIkDSTJEUnuANb018uTXNg4loZkAyBJkqRBfQR4PbAOoKpWA0c1TaSh2QBIkiRpYFV172ZDv2wSRCNzFyBJkiQN6t4kRwCVZCfgDPrpQJo/3AVIkiRJA0myB/BR4DV025VeC7yrqtY1Daah2ABIkiRJ2xGnAEmSJGkgSZYA7wT2ZcpzZFUd1yqThmcDIEmSpEF9AbgYuAp4vG0UjcopQJIkSRpIkr+pqsNa59B4bAAkSZI0kCSnAPvTLf59ZON4Vd3SLJSG5hQgSZIkDeolwGnAq9k0Baj6a80TvgGQJEnSQJLcCSyrql+0zqLReRKwJEmSBrUaeHrrEBqPU4AkSZI0qGcBdya5mSeuAXAb0HnEBkCSJEmDOqd1AI3PNQCSJEnSdsQ3AJIkSZpRkhur6sgk6+l2/fnnW0BV1eJG0TQC3wBIkiRJ2xF3AZIkSdJAknx6kDHNbTYAkiRJGtSLpl4k2RE4pFEWjcgGQJIkSTNKcnY//39ZkgeTrO+v7wOuaBxPQ3INgCRJkgaSZGVVnd06h8ZjAyBJkqSBJFkAnAIsqar3J3k+8Oyq+kbjaBqCDYAkSZIGkuRPgceBV1fVC5M8A7i2qg5tHE1D8BwASZIkDeqwqnppkm8BVNVPk+zUOpSG4yJgSZIkDerRJDvQHwaWZE+6NwKaR2wAJEmSNKjzgcuBvZJ8ALgR+GDbSBqWawAkSZI0oyRLququ/u8DgWOAANdV1Zqm4TQ0GwBJkiTNKMmqqjokyXVVdUzrPBqPi4AlSZK0NQuSnAMckOSszW9W1XkNMmlErgGQJEnS1pwMbKD78njXaX40jzgFSJIkSQNJ8oaqurp1Do3HKUCSJEmaUZIVVXUpsDTJCze/7xSg+cUGQJIkSVuzqP+9yzT3nE4yzzgFSJIkSSNLcmZV/UnrHBqcDYAkSZJGluSeqtq7dQ4Nzl2AJEmSNI60DqDh2ABIkiRpHE4nmWdcBCxJkqQZJVnP9A/6AXae5Tgak2sAJEmSpO2IU4AkSZKk7YgNgCRJkrQdsQGQJEmStiM2AJIkSdJ2xAZAkiRJ2o78f2GeQX97Y3TxAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 504x504 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(7,7))\n",
    "sns.heatmap(df.corr(),annot=True,cbar=False)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "309e762e",
   "metadata": {},
   "source": [
    "### Total Page Likes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "d361e001",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "count       500.000000\n",
       "mean     123194.176000\n",
       "std       16272.813214\n",
       "min       81370.000000\n",
       "25%      112676.000000\n",
       "50%      129600.000000\n",
       "75%      136393.000000\n",
       "max      139441.000000\n",
       "Name: Page total likes, dtype: float64"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df['Page total likes'].describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "c8c390c6",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([139441, 138414, 138458, 138895, 138353, 138329, 138185, 137893,\n",
       "       137177, 137059, 137020, 136736, 136642, 136393, 136013, 135713,\n",
       "       135700, 135617, 135428, 135195, 134879, 133679, 133594, 133451,\n",
       "       132817, 132201, 131956, 131808, 131728, 131630, 131300, 130791,\n",
       "       129600, 128032, 127082, 126424, 126345, 126141, 125612, 124940,\n",
       "       123047, 121540, 120050, 119198, 117764, 116435, 116091, 115893,\n",
       "       115368, 113028, 111620, 109670, 107907, 106928, 104070, 102112,\n",
       "       100732,  98195,  96749,  93684,  93577,  93470,  93363,  93256,\n",
       "        93149,  93042,  92935,  92828,  92721,  92614,  92507,  92400,\n",
       "        92293,  92186,  92079,  91972,  91865,  91758,  91651,  91544,\n",
       "        91437,  91330,  91223,  91116,  91009,  86909,  86491,  85979,\n",
       "        85093,  81370], dtype=int64)"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.iloc[:,0].unique()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "9fca5ba0",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'Total pages likes')"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.hist(df.iloc[:,0])\n",
    "plt.title(\"Total pages likes\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a3b2b21c",
   "metadata": {},
   "source": [
    "### Category"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "57a2c935",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Photo     426\n",
       "Status     45\n",
       "Link       22\n",
       "Video       7\n",
       "Name: Type, dtype: int64"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.iloc[:,1].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "33411de2",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'Different types of post compared')"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "objects = ('Photos', 'Status', 'Link', 'Video')\n",
    "y_pos = np.arange(len(objects))\n",
    "\n",
    "plt.bar(y_pos, df.iloc[:,1].value_counts().values)\n",
    "plt.xticks(y_pos, objects)\n",
    "plt.ylabel('Number of posts')\n",
    "plt.title('Different types of post compared')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "28409e16",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, 'Number of posts')"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 504x504 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(7,7))\n",
    "\n",
    "sns.countplot(x='Type',hue='Paid',data=df)\n",
    "plt.title(\"Number of posts: Paid vs Not Paid\")\n",
    "plt.ylabel(\"Number of posts\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b9993f56",
   "metadata": {},
   "source": [
    "### Post Month"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "10cc9df3",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'Number of posts for each month')"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 504x504 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(7,7))\n",
    "\n",
    "objects = ('Jenuary', 'Febraury', 'March', 'April','May','June','July','August','September','October','November','December')\n",
    "y_pos = np.arange(len(objects))\n",
    "\n",
    "plt.bar(y_pos, df.iloc[:,3].value_counts().values)\n",
    "plt.xticks(y_pos, objects, rotation=70)\n",
    "plt.ylabel('Number of posts')\n",
    "plt.title('Number of posts for each month')\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b7b04ccc",
   "metadata": {},
   "source": [
    "### Post Weekdays"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "6ab5dae3",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'Number of posts for each week-day')"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 504x504 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(7,7))\n",
    "\n",
    "objects = ('Monday', 'Tuesday', 'Wednsday', 'Thoursday','Friday','Saturday','Sunday')\n",
    "y_pos = np.arange(len(objects))\n",
    "\n",
    "plt.bar(y_pos, df.iloc[:,4].value_counts().values)\n",
    "plt.xticks(y_pos, objects, rotation=70)\n",
    "plt.ylabel('Number of posts')\n",
    "plt.title('Number of posts for each week-day')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "49495586",
   "metadata": {},
   "source": [
    "### Post Hour"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "215b5f9d",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "22\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "array([ 0,  1,  2,  3,  4,  5,  6,  7,  8,  9, 10, 11, 12, 13, 14, 15, 16,\n",
       "       17, 18, 19, 20, 21, 22, 23])"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np.unique(df.iloc[:,5])\n",
    "print(len(df.iloc[:,5].value_counts().values))\n",
    "a = df.iloc[:,5].value_counts().values\n",
    "a = np.insert(a, 20, 0)\n",
    "a = np.insert(a, 0, 0)\n",
    "np.arange(24)\n",
    "# At mindight and 9pm, no messagess were sent, therefore I added 2 zeroes at these locations in the dataset column."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "3704f93e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'Number of posts for each hour of the day')"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 504x504 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(7,7))\n",
    "\n",
    "objects = (np.arange(24))\n",
    "y_pos = np.arange(len(objects))\n",
    "# print(len(y_pos))\n",
    "# print(len(a))\n",
    "plt.bar(y_pos, a)\n",
    "plt.xticks(y_pos, objects, rotation=70)\n",
    "plt.ylabel('Number of posts')\n",
    "plt.title('Number of posts for each hour of the day')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9f59f5c9",
   "metadata": {},
   "source": [
    "### Paid"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "3be576c8",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'Number of posts: Free vs Paid')"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 504x504 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(7,7))\n",
    "\n",
    "objects = ('Free', 'Paid')\n",
    "y_pos = np.arange(len(objects))\n",
    "\n",
    "plt.bar(y_pos, df.iloc[:,6].value_counts().values)\n",
    "plt.xticks(y_pos, objects, rotation=70)\n",
    "plt.ylabel('Number of posts')\n",
    "plt.title('Number of posts: Free vs Paid')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "6c9c74b3",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'Number of posts: Free vs Paid')"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 504x504 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(7,7))\n",
    "sns.countplot(x='Post Weekday',hue='Paid',data=df)\n",
    "plt.title(\"Number of posts: Free vs Paid\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "6eb4029b",
   "metadata": {},
   "source": [
    "### Comments"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "cc7554a2",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'Comments per post distribution')"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.hist(df.iloc[:,len(df.columns)-4])\n",
    "plt.title(\"Comments per post distribution\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "97449e33",
   "metadata": {},
   "source": [
    "### Likes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "id": "dbc8e030",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'Likes per post distribution')"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.hist(df.iloc[:,len(df.columns)-3])\n",
    "plt.title(\"Likes per post distribution\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "101831b1",
   "metadata": {},
   "source": [
    "### Shares"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "id": "bff0e60b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'Share per post distribution')"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.hist(df.iloc[:,len(df.columns)-2])\n",
    "plt.title(\"Share per post distribution\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ecdd762c",
   "metadata": {},
   "source": [
    "### Lifetime data analysis"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "id": "4e451968",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 504x504 with 0 Axes>"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1800x1800 with 110 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 504x504 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "dfplot = df.drop(df.columns[7:15],axis =1)\n",
    "sns.pairplot(data=dfplot)\n",
    "plt.figure(figsize=(7,7))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ce6a3295",
   "metadata": {},
   "source": [
    "### Convert categorical into numerical "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "id": "138a90d7",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Page total likes</th>\n",
       "      <th>Type</th>\n",
       "      <th>Category</th>\n",
       "      <th>Post Month</th>\n",
       "      <th>Post Weekday</th>\n",
       "      <th>Post Hour</th>\n",
       "      <th>Paid</th>\n",
       "      <th>Lifetime Post Total Reach</th>\n",
       "      <th>Lifetime Post Total Impressions</th>\n",
       "      <th>Lifetime Engaged Users</th>\n",
       "      <th>Lifetime Post Consumers</th>\n",
       "      <th>Lifetime Post Consumptions</th>\n",
       "      <th>Lifetime Post Impressions by people who have liked your Page</th>\n",
       "      <th>Lifetime Post reach by people who like your Page</th>\n",
       "      <th>Lifetime People who have liked your Page and engaged with your post</th>\n",
       "      <th>comment</th>\n",
       "      <th>like</th>\n",
       "      <th>share</th>\n",
       "      <th>Total Interactions</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>139441</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>12</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2752</td>\n",
       "      <td>5091</td>\n",
       "      <td>178</td>\n",
       "      <td>109</td>\n",
       "      <td>159</td>\n",
       "      <td>3078</td>\n",
       "      <td>1640</td>\n",
       "      <td>119</td>\n",
       "      <td>4</td>\n",
       "      <td>79.0</td>\n",
       "      <td>17.0</td>\n",
       "      <td>100</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>139441</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>12</td>\n",
       "      <td>3</td>\n",
       "      <td>10</td>\n",
       "      <td>0.0</td>\n",
       "      <td>10460</td>\n",
       "      <td>19057</td>\n",
       "      <td>1457</td>\n",
       "      <td>1361</td>\n",
       "      <td>1674</td>\n",
       "      <td>11710</td>\n",
       "      <td>6112</td>\n",
       "      <td>1108</td>\n",
       "      <td>5</td>\n",
       "      <td>130.0</td>\n",
       "      <td>29.0</td>\n",
       "      <td>164</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>139441</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>12</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2413</td>\n",
       "      <td>4373</td>\n",
       "      <td>177</td>\n",
       "      <td>113</td>\n",
       "      <td>154</td>\n",
       "      <td>2812</td>\n",
       "      <td>1503</td>\n",
       "      <td>132</td>\n",
       "      <td>0</td>\n",
       "      <td>66.0</td>\n",
       "      <td>14.0</td>\n",
       "      <td>80</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>139441</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>12</td>\n",
       "      <td>2</td>\n",
       "      <td>10</td>\n",
       "      <td>1.0</td>\n",
       "      <td>50128</td>\n",
       "      <td>87991</td>\n",
       "      <td>2211</td>\n",
       "      <td>790</td>\n",
       "      <td>1119</td>\n",
       "      <td>61027</td>\n",
       "      <td>32048</td>\n",
       "      <td>1386</td>\n",
       "      <td>58</td>\n",
       "      <td>1572.0</td>\n",
       "      <td>147.0</td>\n",
       "      <td>1777</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>139441</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>12</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>0.0</td>\n",
       "      <td>7244</td>\n",
       "      <td>13594</td>\n",
       "      <td>671</td>\n",
       "      <td>410</td>\n",
       "      <td>580</td>\n",
       "      <td>6228</td>\n",
       "      <td>3200</td>\n",
       "      <td>396</td>\n",
       "      <td>19</td>\n",
       "      <td>325.0</td>\n",
       "      <td>49.0</td>\n",
       "      <td>393</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   Page total likes  Type  Category  Post Month  Post Weekday  Post Hour  \\\n",
       "0            139441     1         2          12             4          3   \n",
       "1            139441     2         2          12             3         10   \n",
       "2            139441     1         3          12             3          3   \n",
       "3            139441     1         2          12             2         10   \n",
       "4            139441     1         2          12             2          3   \n",
       "\n",
       "   Paid  Lifetime Post Total Reach  Lifetime Post Total Impressions  \\\n",
       "0   0.0                       2752                             5091   \n",
       "1   0.0                      10460                            19057   \n",
       "2   0.0                       2413                             4373   \n",
       "3   1.0                      50128                            87991   \n",
       "4   0.0                       7244                            13594   \n",
       "\n",
       "   Lifetime Engaged Users  Lifetime Post Consumers  \\\n",
       "0                     178                      109   \n",
       "1                    1457                     1361   \n",
       "2                     177                      113   \n",
       "3                    2211                      790   \n",
       "4                     671                      410   \n",
       "\n",
       "   Lifetime Post Consumptions  \\\n",
       "0                         159   \n",
       "1                        1674   \n",
       "2                         154   \n",
       "3                        1119   \n",
       "4                         580   \n",
       "\n",
       "   Lifetime Post Impressions by people who have liked your Page  \\\n",
       "0                                               3078              \n",
       "1                                              11710              \n",
       "2                                               2812              \n",
       "3                                              61027              \n",
       "4                                               6228              \n",
       "\n",
       "   Lifetime Post reach by people who like your Page  \\\n",
       "0                                              1640   \n",
       "1                                              6112   \n",
       "2                                              1503   \n",
       "3                                             32048   \n",
       "4                                              3200   \n",
       "\n",
       "   Lifetime People who have liked your Page and engaged with your post  \\\n",
       "0                                                119                     \n",
       "1                                               1108                     \n",
       "2                                                132                     \n",
       "3                                               1386                     \n",
       "4                                                396                     \n",
       "\n",
       "   comment    like  share  Total Interactions  \n",
       "0        4    79.0   17.0                 100  \n",
       "1        5   130.0   29.0                 164  \n",
       "2        0    66.0   14.0                  80  \n",
       "3       58  1572.0  147.0                1777  \n",
       "4       19   325.0   49.0                 393  "
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "lb_make = LabelEncoder()\n",
    "df[\"Type\"] = lb_make.fit_transform(df[\"Type\"])\n",
    "df = df.fillna(0)\n",
    "df.head(5)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f6633899",
   "metadata": {},
   "source": [
    "### Model Creation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "id": "342353c4",
   "metadata": {},
   "outputs": [],
   "source": [
    "X = df.drop(['like'], axis = 1).values\n",
    "Y = df['like'].values\n",
    "\n",
    "X = StandardScaler().fit_transform(X)\n",
    "\n",
    "X_Train, X_Test, Y_Train, Y_Test = train_test_split(X, Y, test_size = 0.30, random_state = 101)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "23a6c857",
   "metadata": {},
   "source": [
    "### SVM Feature importance"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "id": "963116e8",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['Page total likes' 'Type' 'Category' 'Post Month' 'Post Weekday'\n",
      " 'Post Hour' 'Paid' 'Lifetime Post Total Reach'\n",
      " 'Lifetime Post Total Impressions' 'Lifetime Engaged Users'\n",
      " 'Lifetime Post Consumers' 'Lifetime Post Consumptions'\n",
      " 'Lifetime Post Impressions by people who have liked your Page'\n",
      " 'Lifetime Post reach by people who like your Page'\n",
      " 'Lifetime People who have liked your Page and engaged with your post'\n",
      " 'comment' 'share' 'Total Interactions']\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Hp\\anaconda3\\Anacondanew\\lib\\site-packages\\sklearn\\svm\\_base.py:1225: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",
      "  warnings.warn(\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1296x504 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "from sklearn import svm\n",
    "import matplotlib.pyplot as plt\n",
    "def feature_plot(classifier, feature_names, top_features=4):\n",
    "    coef = classifier.coef_.ravel()\n",
    "    top_positive_coefficients = np.argsort(coef)[-top_features:]\n",
    "    top_negative_coefficients = np.argsort(coef)[:top_features]\n",
    "    top_coefficients = np.hstack([top_negative_coefficients, top_positive_coefficients])\n",
    "    plt.figure(figsize=(18, 7))\n",
    "    colors = ['green' if c < 0 else 'blue' for c in coef[top_coefficients]]\n",
    "    plt.bar(np.arange(2 * top_features), coef[top_coefficients], color=colors)\n",
    "    feature_names = np.array(feature_names)\n",
    "    #plt.xticks(np.arange(1 + 2 * top_features), feature_names[top_coefficients], rotation=45, ha='right')\n",
    "    plt.show()\n",
    "\n",
    "print(df.drop(['like'], axis = 1).columns.values)\n",
    "\n",
    "trainedsvm = svm.LinearSVC().fit(X, Y)\n",
    "feature_plot(trainedsvm, df.drop(['like'], axis = 1).columns.values)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "55a3dd78",
   "metadata": {},
   "source": [
    "## Linear Regression"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "id": "acd4162f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.9996544635817648"
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "reg = LinearRegression().fit(X_Train,Y_Train)\n",
    "reg.score(X_Train,Y_Train)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "5d2c0f2b",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "639d99ee",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "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": "3.9.12"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}