fan_experience.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "\n",
    "%matplotlib inline\n",
    "sns.set_style('ticks')\n",
    "\n",
    "import warnings\n",
    "warnings.filterwarnings('ignore')\n",
    "\n",
    "from collections import Counter"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Timestamp</th>\n",
       "      <th>Age</th>\n",
       "      <th>Visiting the Quad</th>\n",
       "      <th>Visiting a local bar</th>\n",
       "      <th>Visiting a local restaurant</th>\n",
       "      <th>Attending the Walk of Champions</th>\n",
       "      <th>Attending the Elephant Stomp</th>\n",
       "      <th>Visiting the Bryant Museum</th>\n",
       "      <th>Tailgating or visiting a tailgate</th>\n",
       "      <th>Visiting the Supe Store and/or other merchandise vendors</th>\n",
       "      <th>Watching the Million Dollar Band at halftime</th>\n",
       "      <th>Watching the game inside Bryant Denny Stadium</th>\n",
       "      <th>Watching pre-game activities inside Bryant Denny Stadium (warm-ups, flyover, highlight videos, etc.)</th>\n",
       "      <th>Watching ESPN College Gameday, SEC Nation, etc. (on television or live on campus)</th>\n",
       "      <th>Watching other games</th>\n",
       "      <th>Visiting a fraternity or sorority house</th>\n",
       "      <th>Listening to the Crimson Tide Sports Network</th>\n",
       "      <th>Autograph sessions with other teams or celebrities</th>\n",
       "      <th>Visiting corporate activations (Coca-Cola Kickoff Zone, Mercedes Benz Fan Fest, Nissan Heisman House, etc.)</th>\n",
       "      <th>Optional - Please enter your email address if you would like to receive information about the findings.</th>\n",
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       "      <td>2020/04/03 3:06:04 PM AST</td>\n",
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       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>ejchambers87@gmail.com</td>\n",
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      ],
      "text/plain": [
       "                   Timestamp    Age  Visiting the Quad  Visiting a local bar  \\\n",
       "0  2020/04/03 3:06:04 PM AST  18-24                  5                     3   \n",
       "1  2020/04/03 3:17:07 PM AST  25-34                  1                     4   \n",
       "2  2020/04/03 5:18:43 PM AST  25-34                  5                     1   \n",
       "3  2020/04/03 5:30:50 PM AST  25-34                  4                     2   \n",
       "4  2020/04/03 6:09:21 PM AST  25-34                  5                     4   \n",
       "\n",
       "   Visiting a local restaurant  Attending the Walk of Champions  \\\n",
       "0                            4                                4   \n",
       "1                            1                                1   \n",
       "2                            2                                1   \n",
       "3                            3                                5   \n",
       "4                            4                                4   \n",
       "\n",
       "   Attending the Elephant Stomp  Visiting the Bryant Museum  \\\n",
       "0                             1                           2   \n",
       "1                             1                           1   \n",
       "2                             1                           1   \n",
       "3                             2                           3   \n",
       "4                             4                           3   \n",
       "\n",
       "   Tailgating or visiting a tailgate  \\\n",
       "0                                  5   \n",
       "1                                  5   \n",
       "2                                  3   \n",
       "3                                  5   \n",
       "4                                  4   \n",
       "\n",
       "   Visiting the Supe Store and/or other merchandise vendors  \\\n",
       "0                                                  1          \n",
       "1                                                  1          \n",
       "2                                                  1          \n",
       "3                                                  4          \n",
       "4                                                  2          \n",
       "\n",
       "   Watching the Million Dollar Band at halftime  \\\n",
       "0                                             2   \n",
       "1                                             2   \n",
       "2                                             4   \n",
       "3                                             4   \n",
       "4                                             4   \n",
       "\n",
       "   Watching the game inside Bryant Denny Stadium  \\\n",
       "0                                              4   \n",
       "1                                              5   \n",
       "2                                              5   \n",
       "3                                              5   \n",
       "4                                              5   \n",
       "\n",
       "   Watching pre-game activities inside Bryant Denny Stadium (warm-ups, flyover, highlight videos, etc.)  \\\n",
       "0                                                  4                                                      \n",
       "1                                                  5                                                      \n",
       "2                                                  5                                                      \n",
       "3                                                  3                                                      \n",
       "4                                                  2                                                      \n",
       "\n",
       "   Watching ESPN College Gameday, SEC Nation, etc. (on television or live on campus)  \\\n",
       "0                                                  2                                   \n",
       "1                                                  5                                   \n",
       "2                                                  2                                   \n",
       "3                                                  3                                   \n",
       "4                                                  4                                   \n",
       "\n",
       "   Watching other games  Visiting a fraternity or sorority house  \\\n",
       "0                     2                                        1   \n",
       "1                     5                                        1   \n",
       "2                     5                                        1   \n",
       "3                     4                                        1   \n",
       "4                     3                                        3   \n",
       "\n",
       "   Listening to the Crimson Tide Sports Network  \\\n",
       "0                                             1   \n",
       "1                                             4   \n",
       "2                                             1   \n",
       "3                                             2   \n",
       "4                                             3   \n",
       "\n",
       "   Autograph sessions with other teams or celebrities  \\\n",
       "0                                                  1    \n",
       "1                                                  1    \n",
       "2                                                  1    \n",
       "3                                                  3    \n",
       "4                                                  3    \n",
       "\n",
       "   Visiting corporate activations (Coca-Cola Kickoff Zone, Mercedes Benz Fan Fest, Nissan Heisman House, etc.)  \\\n",
       "0                                                  1                                                             \n",
       "1                                                  1                                                             \n",
       "2                                                  1                                                             \n",
       "3                                                  2                                                             \n",
       "4                                                  2                                                             \n",
       "\n",
       "  Optional - Please enter your email address if you would like to receive information about the findings.  \n",
       "0                                                NaN                                                       \n",
       "1                             ejchambers87@gmail.com                                                       \n",
       "2                                                NaN                                                       \n",
       "3                                                NaN                                                       \n",
       "4                                                NaN                                                       "
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "survey_data = pd.read_csv('data/Alabama Game Day Fan Experience Survey.csv')\n",
    "survey_data.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
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   },
   "outputs": [
    {
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       "      <th>Age</th>\n",
       "      <th>Quad</th>\n",
       "      <th>Bar</th>\n",
       "      <th>Restaurant</th>\n",
       "      <th>Walk of Champions</th>\n",
       "      <th>Elephant Stomp</th>\n",
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       "      <th>Radio Show</th>\n",
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       "      <th>Optional - Please enter your email address if you would like to receive information about the findings.</th>\n",
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       "      <td>5</td>\n",
       "      <td>5</td>\n",
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       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>ejchambers87@gmail.com</td>\n",
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       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
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       "      <td>3</td>\n",
       "      <td>2020/04/03 5:30:50 PM AST</td>\n",
       "      <td>25-34</td>\n",
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       "      <td>2</td>\n",
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      "text/plain": [
       "                   Timestamp    Age  Quad  Bar  Restaurant  Walk of Champions  \\\n",
       "0  2020/04/03 3:06:04 PM AST  18-24     5    3           4                  4   \n",
       "1  2020/04/03 3:17:07 PM AST  25-34     1    4           1                  1   \n",
       "2  2020/04/03 5:18:43 PM AST  25-34     5    1           2                  1   \n",
       "3  2020/04/03 5:30:50 PM AST  25-34     4    2           3                  5   \n",
       "4  2020/04/03 6:09:21 PM AST  25-34     5    4           4                  4   \n",
       "\n",
       "   Elephant Stomp  Bryant Museum  Tailgating  Supe Store  Million Dollar Band  \\\n",
       "0               1              2           5           1                    2   \n",
       "1               1              1           5           1                    2   \n",
       "2               1              1           3           1                    4   \n",
       "3               2              3           5           4                    4   \n",
       "4               4              3           4           2                    4   \n",
       "\n",
       "   Attending Game  Pregame  ESPN Shows  Other Games  \\\n",
       "0               4        4           2            2   \n",
       "1               5        5           5            5   \n",
       "2               5        5           2            5   \n",
       "3               5        3           3            4   \n",
       "4               5        2           4            3   \n",
       "\n",
       "   Fraternities & Sororities  Radio Show  Autographs  Corporate Activations  \\\n",
       "0                          1           1           1                      1   \n",
       "1                          1           4           1                      1   \n",
       "2                          1           1           1                      1   \n",
       "3                          1           2           3                      2   \n",
       "4                          3           3           3                      2   \n",
       "\n",
       "  Optional - Please enter your email address if you would like to receive information about the findings.  \n",
       "0                                                NaN                                                       \n",
       "1                             ejchambers87@gmail.com                                                       \n",
       "2                                                NaN                                                       \n",
       "3                                                NaN                                                       \n",
       "4                                                NaN                                                       "
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "survey_data.rename(columns = {\n",
    "                     'Visiting the Quad':'Quad',\n",
    "                     'Visiting a local bar':'Bar',\n",
    "                     'Visiting a local restaurant': 'Restaurant',\n",
    "                     'Attending the Walk of Champions' : 'Walk of Champions',\n",
    "                     'Attending the Elephant Stomp': 'Elephant Stomp',\n",
    "                     'Visiting the Bryant Museum':'Bryant Museum',\n",
    "                     'Tailgating or visiting a tailgate':'Tailgating', \n",
    "                     'Visiting the Supe Store and/or other merchandise vendors':'Supe Store',\n",
    "                     'Watching the Million Dollar Band at halftime':'Million Dollar Band',\n",
    "                     'Watching the game inside Bryant Denny Stadium':'Attending Game', \n",
    "                     'Watching pre-game activities inside Bryant Denny Stadium (warm-ups, flyover, highlight videos, etc.)':'Pregame',\n",
    "                     'Watching ESPN College Gameday, SEC Nation, etc. (on television or live on campus)':'ESPN Shows', \n",
    "                     'Watching other games':'Other Games',\n",
    "                     'Visiting a fraternity or sorority house':'Fraternities & Sororities',\n",
    "                     'Listening to the Crimson Tide Sports Network':'Radio Show',\n",
    "                     'Autograph sessions with other teams or celebrities':'Autographs',\n",
    "                     'Visiting corporate activations (Coca-Cola Kickoff Zone, Mercedes Benz Fan Fest, Nissan Heisman House, etc.)': 'Corporate Activations'\n",
    "                             },         \n",
    "                    inplace = True)\n",
    "\n",
    "survey_data.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
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   },
   "outputs": [
    {
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       "      <th>Million Dollar Band</th>\n",
       "      <th>Attending Game</th>\n",
       "      <th>Pregame</th>\n",
       "      <th>ESPN Shows</th>\n",
       "      <th>Other Games</th>\n",
       "      <th>Fraternities &amp; Sororities</th>\n",
       "      <th>Radio Show</th>\n",
       "      <th>Autographs</th>\n",
       "      <th>Corporate Activations</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>0</td>\n",
       "      <td>18-24</td>\n",
       "      <td>5</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>5</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>1</td>\n",
       "      <td>25-34</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2</td>\n",
       "      <td>25-34</td>\n",
       "      <td>5</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>2</td>\n",
       "      <td>5</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>3</td>\n",
       "      <td>25-34</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>5</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>5</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>4</td>\n",
       "      <td>25-34</td>\n",
       "      <td>5</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>5</td>\n",
       "      <td>18-24</td>\n",
       "      <td>5</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>6</td>\n",
       "      <td>35-44</td>\n",
       "      <td>2</td>\n",
       "      <td>5</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>7</td>\n",
       "      <td>35-44</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>8</td>\n",
       "      <td>55-64</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "      <td>3</td>\n",
       "      <td>5</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>9</td>\n",
       "      <td>25-34</td>\n",
       "      <td>5</td>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>10</td>\n",
       "      <td>25-34</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>5</td>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>3</td>\n",
       "      <td>5</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>11</td>\n",
       "      <td>25-34</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>5</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>12</td>\n",
       "      <td>25-34</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>5</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>13</td>\n",
       "      <td>25-34</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>14</td>\n",
       "      <td>45-54</td>\n",
       "      <td>3</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>3</td>\n",
       "      <td>5</td>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>5</td>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>5</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>15</td>\n",
       "      <td>45-54</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>16</td>\n",
       "      <td>45-54</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>17</td>\n",
       "      <td>35-44</td>\n",
       "      <td>2</td>\n",
       "      <td>5</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>18</td>\n",
       "      <td>55-64</td>\n",
       "      <td>5</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>5</td>\n",
       "      <td>3</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>19</td>\n",
       "      <td>25-34</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>20</td>\n",
       "      <td>55-64</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>21</td>\n",
       "      <td>18-24</td>\n",
       "      <td>5</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>22</td>\n",
       "      <td>25-34</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>23</td>\n",
       "      <td>25-34</td>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>24</td>\n",
       "      <td>35-44</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>5</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>25</td>\n",
       "      <td>45-54</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>26</td>\n",
       "      <td>25-34</td>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>5</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>5</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>27</td>\n",
       "      <td>25-34</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>28</td>\n",
       "      <td>18-24</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>5</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>29</td>\n",
       "      <td>35-44</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>30</td>\n",
       "      <td>45-54</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>5</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>31</td>\n",
       "      <td>25-34</td>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>5</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>32</td>\n",
       "      <td>25-34</td>\n",
       "      <td>5</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>5</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>33</td>\n",
       "      <td>25-34</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>34</td>\n",
       "      <td>35-44</td>\n",
       "      <td>3</td>\n",
       "      <td>5</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>5</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>35</td>\n",
       "      <td>25-34</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "      Age  Quad  Bar  Restaurant  Walk of Champions  Elephant Stomp  \\\n",
       "0   18-24     5    3           4                  4               1   \n",
       "1   25-34     1    4           1                  1               1   \n",
       "2   25-34     5    1           2                  1               1   \n",
       "3   25-34     4    2           3                  5               2   \n",
       "4   25-34     5    4           4                  4               4   \n",
       "5   18-24     5    3           4                  3               2   \n",
       "6   35-44     2    5           3                  2               2   \n",
       "7   35-44     4    3           4                  2               1   \n",
       "8   55-64     3    4           4                  3               3   \n",
       "9   25-34     5    4           5                  4               4   \n",
       "10  25-34     5    5           4                  4               4   \n",
       "11  25-34     3    3           5                  1               1   \n",
       "12  25-34     2    1           3                  3               2   \n",
       "13  25-34     2    2           1                  1               1   \n",
       "14  45-54     3    5           5                  3               5   \n",
       "15  45-54     3    4           2                  1               1   \n",
       "16  45-54     4    1           4                  5               5   \n",
       "17  35-44     2    5           4                  1               1   \n",
       "18  55-64     5    1           4                  5               3   \n",
       "19  25-34     3    1           1                  5               3   \n",
       "20  55-64     4    3           4                  4               4   \n",
       "21  18-24     5    2           3                  4               5   \n",
       "22  25-34     4    2           2                  3               2   \n",
       "23  25-34     4    5           2                  1               1   \n",
       "24  35-44     4    3           3                  2               2   \n",
       "25  45-54     4    4           5                  2               3   \n",
       "26  25-34     4    5           5                  3               3   \n",
       "27  25-34     2    4           4                  3               3   \n",
       "28  18-24     4    1           1                  2               5   \n",
       "29  35-44     2    2           1                  1               1   \n",
       "30  45-54     3    3           4                  3               3   \n",
       "31  25-34     4    5           5                  4               2   \n",
       "32  25-34     5    3           4                  1               5   \n",
       "33  25-34     4    4           5                  1               1   \n",
       "34  35-44     3    5           4                  3               3   \n",
       "35  25-34     3    2           3                  2               1   \n",
       "\n",
       "    Bryant Museum  Tailgating  Supe Store  Million Dollar Band  \\\n",
       "0               2           5           1                    2   \n",
       "1               1           5           1                    2   \n",
       "2               1           3           1                    4   \n",
       "3               3           5           4                    4   \n",
       "4               3           4           2                    4   \n",
       "5               1           5           1                    2   \n",
       "6               1           4           3                    3   \n",
       "7               1           4           2                    5   \n",
       "8               3           4           5                    3   \n",
       "9               5           4           3                    3   \n",
       "10              3           5           4                    5   \n",
       "11              1           3           1                    1   \n",
       "12              4           5           3                    1   \n",
       "13              1           1           1                    1   \n",
       "14              1           5           1                    2   \n",
       "15              1           5           5                    1   \n",
       "16              5           3           3                    5   \n",
       "17              1           4           1                    3   \n",
       "18              3           5           3                    5   \n",
       "19              3           2           2                    4   \n",
       "20              3           4           4                    4   \n",
       "21              2           2           3                    5   \n",
       "22              2           4           2                    3   \n",
       "23              1           4           2                    1   \n",
       "24              2           5           4                    4   \n",
       "25              2           4           4                    4   \n",
       "26              3           5           4                    3   \n",
       "27              3           1           3                    2   \n",
       "28              4           4           2                    5   \n",
       "29              1           3           3                    3   \n",
       "30              2           4           4                    3   \n",
       "31              2           5           3                    4   \n",
       "32              1           4           3                    5   \n",
       "33              1           4           3                    5   \n",
       "34              2           5           3                    4   \n",
       "35              1           5           2                    1   \n",
       "\n",
       "    Attending Game  Pregame  ESPN Shows  Other Games  \\\n",
       "0                4        4           2            2   \n",
       "1                5        5           5            5   \n",
       "2                5        5           2            5   \n",
       "3                5        3           3            4   \n",
       "4                5        2           4            3   \n",
       "5                4        2           3            4   \n",
       "6                2        2           5            5   \n",
       "7                5        5           4            2   \n",
       "8                5        4           3            4   \n",
       "9                4        4           4            3   \n",
       "10               5        3           5            4   \n",
       "11               2        1           1            4   \n",
       "12               5        4           2            5   \n",
       "13               1        1           1            5   \n",
       "14               5        4           5            4   \n",
       "15               5        4           2            3   \n",
       "16               5        4           3            3   \n",
       "17               3        1           3            2   \n",
       "18               5        5           5            5   \n",
       "19               5        5           5            4   \n",
       "20               5        4           3            4   \n",
       "21               5        5           3            4   \n",
       "22               5        5           4            4   \n",
       "23               5        4           4            3   \n",
       "24               5        5           5            4   \n",
       "25               5        5           5            4   \n",
       "26               5        4           4            5   \n",
       "27               1        1           1            3   \n",
       "28               5        5           3            3   \n",
       "29               5        5           4            3   \n",
       "30               5        4           4            4   \n",
       "31               5        4           4            4   \n",
       "32               4        2           1            2   \n",
       "33               5        4           2            1   \n",
       "34               5        5           5            5   \n",
       "35               5        5           5            5   \n",
       "\n",
       "    Fraternities & Sororities  Radio Show  Autographs  Corporate Activations  \n",
       "0                           1           1           1                      1  \n",
       "1                           1           4           1                      1  \n",
       "2                           1           1           1                      1  \n",
       "3                           1           2           3                      2  \n",
       "4                           3           3           3                      2  \n",
       "5                           1           1           1                      2  \n",
       "6                           3           1           1                      1  \n",
       "7                           1           5           1                      2  \n",
       "8                           3           4           3                      4  \n",
       "9                           2           3           2                      2  \n",
       "10                          1           3           1                      3  \n",
       "11                          1           1           1                      1  \n",
       "12                          1           1           1                      1  \n",
       "13                          1           1           5                      1  \n",
       "14                          3           5           1                      1  \n",
       "15                          4           3           1                      1  \n",
       "16                          1           5           3                      4  \n",
       "17                          1           1           1                      1  \n",
       "18                          1           4           1                      5  \n",
       "19                          1           3           1                      2  \n",
       "20                          3           4           4                      3  \n",
       "21                          1           3           1                      1  \n",
       "22                          1           4           2                      1  \n",
       "23                          2           1           1                      3  \n",
       "24                          5           2           2                      1  \n",
       "25                          1           5           2                      3  \n",
       "26                          1           3           3                      3  \n",
       "27                          4           4           5                      2  \n",
       "28                          3           3           3                      2  \n",
       "29                          1           5           1                      1  \n",
       "30                          4           4           3                      3  \n",
       "31                          4           4           1                      2  \n",
       "32                          1           1           1                      1  \n",
       "33                          1           3           1                      2  \n",
       "34                          3           4           3                      4  \n",
       "35                          1           2           1                      1  "
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "consideration_grouped = survey_data.iloc[:, 1:19]\n",
    "\n",
    "consideration_grouped"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "scrolled": true
   },
   "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>Quad</th>\n",
       "      <th>Bar</th>\n",
       "      <th>Restaurant</th>\n",
       "      <th>Walk of Champions</th>\n",
       "      <th>Elephant Stomp</th>\n",
       "      <th>Bryant Museum</th>\n",
       "      <th>Tailgating</th>\n",
       "      <th>Supe Store</th>\n",
       "      <th>Million Dollar Band</th>\n",
       "      <th>Attending Game</th>\n",
       "      <th>Pregame</th>\n",
       "      <th>ESPN Shows</th>\n",
       "      <th>Other Games</th>\n",
       "      <th>Fraternities &amp; Sororities</th>\n",
       "      <th>Radio Show</th>\n",
       "      <th>Autographs</th>\n",
       "      <th>Corporate Activations</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Age</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>18-24</td>\n",
       "      <td>19</td>\n",
       "      <td>9</td>\n",
       "      <td>12</td>\n",
       "      <td>13</td>\n",
       "      <td>13</td>\n",
       "      <td>9</td>\n",
       "      <td>16</td>\n",
       "      <td>7</td>\n",
       "      <td>14</td>\n",
       "      <td>18</td>\n",
       "      <td>16</td>\n",
       "      <td>11</td>\n",
       "      <td>13</td>\n",
       "      <td>6</td>\n",
       "      <td>8</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>25-34</td>\n",
       "      <td>65</td>\n",
       "      <td>57</td>\n",
       "      <td>59</td>\n",
       "      <td>47</td>\n",
       "      <td>41</td>\n",
       "      <td>39</td>\n",
       "      <td>69</td>\n",
       "      <td>44</td>\n",
       "      <td>53</td>\n",
       "      <td>77</td>\n",
       "      <td>62</td>\n",
       "      <td>57</td>\n",
       "      <td>69</td>\n",
       "      <td>28</td>\n",
       "      <td>44</td>\n",
       "      <td>34</td>\n",
       "      <td>31</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>35-44</td>\n",
       "      <td>17</td>\n",
       "      <td>23</td>\n",
       "      <td>19</td>\n",
       "      <td>11</td>\n",
       "      <td>10</td>\n",
       "      <td>8</td>\n",
       "      <td>25</td>\n",
       "      <td>16</td>\n",
       "      <td>22</td>\n",
       "      <td>25</td>\n",
       "      <td>23</td>\n",
       "      <td>26</td>\n",
       "      <td>21</td>\n",
       "      <td>14</td>\n",
       "      <td>18</td>\n",
       "      <td>9</td>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>45-54</td>\n",
       "      <td>17</td>\n",
       "      <td>17</td>\n",
       "      <td>20</td>\n",
       "      <td>14</td>\n",
       "      <td>17</td>\n",
       "      <td>11</td>\n",
       "      <td>21</td>\n",
       "      <td>17</td>\n",
       "      <td>15</td>\n",
       "      <td>25</td>\n",
       "      <td>21</td>\n",
       "      <td>19</td>\n",
       "      <td>18</td>\n",
       "      <td>13</td>\n",
       "      <td>22</td>\n",
       "      <td>10</td>\n",
       "      <td>12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>55-64</td>\n",
       "      <td>12</td>\n",
       "      <td>8</td>\n",
       "      <td>12</td>\n",
       "      <td>12</td>\n",
       "      <td>10</td>\n",
       "      <td>9</td>\n",
       "      <td>13</td>\n",
       "      <td>12</td>\n",
       "      <td>12</td>\n",
       "      <td>15</td>\n",
       "      <td>13</td>\n",
       "      <td>11</td>\n",
       "      <td>13</td>\n",
       "      <td>7</td>\n",
       "      <td>12</td>\n",
       "      <td>8</td>\n",
       "      <td>12</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       Quad  Bar  Restaurant  Walk of Champions  Elephant Stomp  \\\n",
       "Age                                                               \n",
       "18-24    19    9          12                 13              13   \n",
       "25-34    65   57          59                 47              41   \n",
       "35-44    17   23          19                 11              10   \n",
       "45-54    17   17          20                 14              17   \n",
       "55-64    12    8          12                 12              10   \n",
       "\n",
       "       Bryant Museum  Tailgating  Supe Store  Million Dollar Band  \\\n",
       "Age                                                                 \n",
       "18-24              9          16           7                   14   \n",
       "25-34             39          69          44                   53   \n",
       "35-44              8          25          16                   22   \n",
       "45-54             11          21          17                   15   \n",
       "55-64              9          13          12                   12   \n",
       "\n",
       "       Attending Game  Pregame  ESPN Shows  Other Games  \\\n",
       "Age                                                       \n",
       "18-24              18       16          11           13   \n",
       "25-34              77       62          57           69   \n",
       "35-44              25       23          26           21   \n",
       "45-54              25       21          19           18   \n",
       "55-64              15       13          11           13   \n",
       "\n",
       "       Fraternities & Sororities  Radio Show  Autographs  \\\n",
       "Age                                                        \n",
       "18-24                          6           8           6   \n",
       "25-34                         28          44          34   \n",
       "35-44                         14          18           9   \n",
       "45-54                         13          22          10   \n",
       "55-64                          7          12           8   \n",
       "\n",
       "       Corporate Activations  \n",
       "Age                           \n",
       "18-24                      6  \n",
       "25-34                     31  \n",
       "35-44                     10  \n",
       "45-54                     12  \n",
       "55-64                     12  "
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "consideration_grouped = consideration_grouped.groupby('Age').agg('sum')\n",
    "\n",
    "consideration_grouped"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "age = pd.Series(Counter(survey_data.Age.str.split(',').sum()))\n",
    "\n",
    "age.sort_values(ascending=False)\n",
    "\n",
    "age.plot(\n",
    "    kind='pie',\n",
    "    figsize=(10, 10),\n",
    "    fontsize=14,\n",
    "    title=\"Age Range\"\n",
    "    ).yaxis.label.set_visible(False)\n",
    "\n",
    "plt.savefig('images/age.png')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "consideration_grouped.sort_index(ascending=False).plot(\n",
    "    kind='barh',\n",
    "    figsize=(10, 10),\n",
    "    cmap='rocket',\n",
    "    edgecolor='black',\n",
    "    fontsize=14,\n",
    "    title='Most Important Fan Experiences By Age Group'\n",
    "    ).yaxis.label.set_visible(False)\n",
    "\n",
    "plt.savefig('images/age_grouped.png')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "def plot_counts_by_age_group(groupby_count_obj, Age, ax=None):\n",
    "    \n",
    "    sort_order = groupby_count_obj.loc[Age].sort_index().index\n",
    "\n",
    "    sns.barplot(y = groupby_count_obj.loc[Age].index, \n",
    "                x = groupby_count_obj.loc[Age].values, \n",
    "                order = sort_order, \n",
    "                palette = 'rocket', edgecolor = 'black', \n",
    "                ax = ax\n",
    "                ).set_title(\"Age {}\".format(Age))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x720 with 6 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(nrows=3, ncols=2, figsize=(12, 10), sharey=True)\n",
    "\n",
    "for subplot, Age in zip(ax.flatten(), list(consideration_grouped.index)):\n",
    "    plot_counts_by_age_group(consideration_grouped, Age, ax=subplot)\n",
    "    \n",
    "plt.tight_layout()\n",
    "\n",
    "plt.savefig('images/age_seperate.png')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "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>Quad</th>\n",
       "      <th>Bar</th>\n",
       "      <th>Restaurant</th>\n",
       "      <th>Walk of Champions</th>\n",
       "      <th>Elephant Stomp</th>\n",
       "      <th>Bryant Museum</th>\n",
       "      <th>Tailgating</th>\n",
       "      <th>Supe Store</th>\n",
       "      <th>Million Dollar Band</th>\n",
       "      <th>Attending Game</th>\n",
       "      <th>Pregame</th>\n",
       "      <th>ESPN Shows</th>\n",
       "      <th>Other Games</th>\n",
       "      <th>Fraternities &amp; Sororities</th>\n",
       "      <th>Radio Show</th>\n",
       "      <th>Autographs</th>\n",
       "      <th>Corporate Activations</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>5</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2</td>\n",
       "      <td>5</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>2</td>\n",
       "      <td>5</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>5</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>5</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>6</td>\n",
       "      <td>2</td>\n",
       "      <td>5</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>7</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>8</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "      <td>3</td>\n",
       "      <td>5</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>9</td>\n",
       "      <td>5</td>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>10</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>5</td>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>3</td>\n",
       "      <td>5</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>11</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>5</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>12</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>5</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>13</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>14</td>\n",
       "      <td>3</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>3</td>\n",
       "      <td>5</td>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>5</td>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>5</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>15</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>16</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>17</td>\n",
       "      <td>2</td>\n",
       "      <td>5</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>18</td>\n",
       "      <td>5</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>5</td>\n",
       "      <td>3</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>19</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>20</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>21</td>\n",
       "      <td>5</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>22</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>23</td>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>24</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>5</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>25</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>26</td>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>5</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>5</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>27</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>28</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>5</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>29</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>30</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>5</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>31</td>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>5</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>32</td>\n",
       "      <td>5</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>5</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>33</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>34</td>\n",
       "      <td>3</td>\n",
       "      <td>5</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>5</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>35</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    Quad  Bar  Restaurant  Walk of Champions  Elephant Stomp  Bryant Museum  \\\n",
       "0      5    3           4                  4               1              2   \n",
       "1      1    4           1                  1               1              1   \n",
       "2      5    1           2                  1               1              1   \n",
       "3      4    2           3                  5               2              3   \n",
       "4      5    4           4                  4               4              3   \n",
       "5      5    3           4                  3               2              1   \n",
       "6      2    5           3                  2               2              1   \n",
       "7      4    3           4                  2               1              1   \n",
       "8      3    4           4                  3               3              3   \n",
       "9      5    4           5                  4               4              5   \n",
       "10     5    5           4                  4               4              3   \n",
       "11     3    3           5                  1               1              1   \n",
       "12     2    1           3                  3               2              4   \n",
       "13     2    2           1                  1               1              1   \n",
       "14     3    5           5                  3               5              1   \n",
       "15     3    4           2                  1               1              1   \n",
       "16     4    1           4                  5               5              5   \n",
       "17     2    5           4                  1               1              1   \n",
       "18     5    1           4                  5               3              3   \n",
       "19     3    1           1                  5               3              3   \n",
       "20     4    3           4                  4               4              3   \n",
       "21     5    2           3                  4               5              2   \n",
       "22     4    2           2                  3               2              2   \n",
       "23     4    5           2                  1               1              1   \n",
       "24     4    3           3                  2               2              2   \n",
       "25     4    4           5                  2               3              2   \n",
       "26     4    5           5                  3               3              3   \n",
       "27     2    4           4                  3               3              3   \n",
       "28     4    1           1                  2               5              4   \n",
       "29     2    2           1                  1               1              1   \n",
       "30     3    3           4                  3               3              2   \n",
       "31     4    5           5                  4               2              2   \n",
       "32     5    3           4                  1               5              1   \n",
       "33     4    4           5                  1               1              1   \n",
       "34     3    5           4                  3               3              2   \n",
       "35     3    2           3                  2               1              1   \n",
       "\n",
       "    Tailgating  Supe Store  Million Dollar Band  Attending Game  Pregame  \\\n",
       "0            5           1                    2               4        4   \n",
       "1            5           1                    2               5        5   \n",
       "2            3           1                    4               5        5   \n",
       "3            5           4                    4               5        3   \n",
       "4            4           2                    4               5        2   \n",
       "5            5           1                    2               4        2   \n",
       "6            4           3                    3               2        2   \n",
       "7            4           2                    5               5        5   \n",
       "8            4           5                    3               5        4   \n",
       "9            4           3                    3               4        4   \n",
       "10           5           4                    5               5        3   \n",
       "11           3           1                    1               2        1   \n",
       "12           5           3                    1               5        4   \n",
       "13           1           1                    1               1        1   \n",
       "14           5           1                    2               5        4   \n",
       "15           5           5                    1               5        4   \n",
       "16           3           3                    5               5        4   \n",
       "17           4           1                    3               3        1   \n",
       "18           5           3                    5               5        5   \n",
       "19           2           2                    4               5        5   \n",
       "20           4           4                    4               5        4   \n",
       "21           2           3                    5               5        5   \n",
       "22           4           2                    3               5        5   \n",
       "23           4           2                    1               5        4   \n",
       "24           5           4                    4               5        5   \n",
       "25           4           4                    4               5        5   \n",
       "26           5           4                    3               5        4   \n",
       "27           1           3                    2               1        1   \n",
       "28           4           2                    5               5        5   \n",
       "29           3           3                    3               5        5   \n",
       "30           4           4                    3               5        4   \n",
       "31           5           3                    4               5        4   \n",
       "32           4           3                    5               4        2   \n",
       "33           4           3                    5               5        4   \n",
       "34           5           3                    4               5        5   \n",
       "35           5           2                    1               5        5   \n",
       "\n",
       "    ESPN Shows  Other Games  Fraternities & Sororities  Radio Show  \\\n",
       "0            2            2                          1           1   \n",
       "1            5            5                          1           4   \n",
       "2            2            5                          1           1   \n",
       "3            3            4                          1           2   \n",
       "4            4            3                          3           3   \n",
       "5            3            4                          1           1   \n",
       "6            5            5                          3           1   \n",
       "7            4            2                          1           5   \n",
       "8            3            4                          3           4   \n",
       "9            4            3                          2           3   \n",
       "10           5            4                          1           3   \n",
       "11           1            4                          1           1   \n",
       "12           2            5                          1           1   \n",
       "13           1            5                          1           1   \n",
       "14           5            4                          3           5   \n",
       "15           2            3                          4           3   \n",
       "16           3            3                          1           5   \n",
       "17           3            2                          1           1   \n",
       "18           5            5                          1           4   \n",
       "19           5            4                          1           3   \n",
       "20           3            4                          3           4   \n",
       "21           3            4                          1           3   \n",
       "22           4            4                          1           4   \n",
       "23           4            3                          2           1   \n",
       "24           5            4                          5           2   \n",
       "25           5            4                          1           5   \n",
       "26           4            5                          1           3   \n",
       "27           1            3                          4           4   \n",
       "28           3            3                          3           3   \n",
       "29           4            3                          1           5   \n",
       "30           4            4                          4           4   \n",
       "31           4            4                          4           4   \n",
       "32           1            2                          1           1   \n",
       "33           2            1                          1           3   \n",
       "34           5            5                          3           4   \n",
       "35           5            5                          1           2   \n",
       "\n",
       "    Autographs  Corporate Activations  \n",
       "0            1                      1  \n",
       "1            1                      1  \n",
       "2            1                      1  \n",
       "3            3                      2  \n",
       "4            3                      2  \n",
       "5            1                      2  \n",
       "6            1                      1  \n",
       "7            1                      2  \n",
       "8            3                      4  \n",
       "9            2                      2  \n",
       "10           1                      3  \n",
       "11           1                      1  \n",
       "12           1                      1  \n",
       "13           5                      1  \n",
       "14           1                      1  \n",
       "15           1                      1  \n",
       "16           3                      4  \n",
       "17           1                      1  \n",
       "18           1                      5  \n",
       "19           1                      2  \n",
       "20           4                      3  \n",
       "21           1                      1  \n",
       "22           2                      1  \n",
       "23           1                      3  \n",
       "24           2                      1  \n",
       "25           2                      3  \n",
       "26           3                      3  \n",
       "27           5                      2  \n",
       "28           3                      2  \n",
       "29           1                      1  \n",
       "30           3                      3  \n",
       "31           1                      2  \n",
       "32           1                      1  \n",
       "33           1                      2  \n",
       "34           3                      4  \n",
       "35           1                      1  "
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "benefits_encoded = survey_data.iloc[:, 2:19]\n",
    "\n",
    "benefits_encoded"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1008x864 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "corr_matrix = benefits_encoded.corr(method='spearman')\n",
    "\n",
    "fig, ax = plt.subplots(figsize=(14, 12))\n",
    "\n",
    "sns.heatmap(corr_matrix, cmap='RdBu', annot=True, fmt='.2f',\n",
    "           vmin=-1, vmax=1)\n",
    "\n",
    "plt.title(\"Correlations Between Aspects of the Alabama Fan Experience\")\n",
    "\n",
    "plt.tight_layout()\n",
    "\n",
    "plt.savefig('images/corrmatrix.png')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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Vkow4B6gM1PRff25m05xzPxVNpCIiIiIiIkc+JSQkomLiwpeQOIBpwAXA2/4cEvNCyjYBO4BdzrmgmW0GykQgRhERERERkSOGEhISUXElik0VnAScZWbTgQBwo5ndAyxzzn1oZmcCP5hZFvA98EUEYxURERERETnsFZvWoBydYmKjIh0CAM65LODWXIsXh5Q/DDwc1qBERERERESOYEpISESFcw4JERERERERKT6UkJCIKkZzSIiIiIiIiEgYKSEhERVbQgkJERERERGRo5ESEhJRGrIhIiIiIiJydFJCQiIqQUM2REREREREjkpKSEhEJSohISIiIiIiclRSQkIiqmR8bKRDEBERERERkQhQQkIiKqGYzCFhZlHACKAJsAu4yTm3LI91PgE+cM6NDH+UIiIiIiIiRw4lJCSiitGQjYuBeOdcazNrBQwBLsq1zkCgXNgjExEREREROQIpISERVYwmtWwLTAZwzv1gZs1CC83sciAL+CwCsYmIiIiIiBxxlJCQiCoZX2yqYClgS8jrTDOLcc5lmFlD4GrgcqBfRKITERERERE5whSb1qAcncLZQ8LMugJdQxaNds6N9n/eCiSHlEU55zL8n68HqgJfAzWANDNb6ZybXMQhi4iIiIiIHLGUkJCIio+OCtux/OTD6H0UTwMuAN7255CYF7Jdr+yfzaw/sE7JCBERERERkYJRQkIiqkRMsZlDYhJwlplNBwLAjWZ2D7DMOfdhZEMTESk+AoFAbyA+0nEcBmoEAoH+kQ7iMLAzGAwOinQQIiISGUpISEQlxoavh8T+OOeygFtzLV6cx3r9wxKQiEjxFR8MBvtHOgg5MihpIyJydFNCQiKqGPWQEBERERERkTBSQkIiKj6mePSQEBERERERkfBSQkIiqrgM2RAREREREZHwUkJCIqpEtIZsiIiIiIiIHI2UkJCIiosJRDoEERERERERiQAlJCSiYqOUkBARERERETkaKSEhERUXrYSEiIiIiIjI0UgJCYmoGPWQEBEREREROSopISERVVyGbJhZFDACaALsAm5yzi0LKb8ZuAXIAAY65z6OSKAiIiIiIiJHCH3nokRUTFQgbP8O4GIg3jnXGugNDMkuMLNjgTuBNkBH4AkzK1FEp0REREREROSooB4SElHFaA6JtsBkAOfcD2bWLKSsBTDNObcL2GVmy4DGwMzwhykiIiIiInJkUEJCIqq4DNkASgFbQl5nmlmMcy4jj7JtQOlwBiciIiIiInKkUUJCIioqmBm2Y5lZV6BryKLRzrnR/s9bgeTQ0PxkRF5lycDmIgtURERERETkKKCEhERUIDM9bMfykw+j91E8DbgAeNvMWgHzQsp+Ah4zs3igBFAfmF+UsYqIiIiIiBzplJCQiApk7Ix0CNkmAWeZ2XQgANxoZvcAy5xzH5rZMGAq3kSwDzrnik3gIiJSPAUCgd5AfKTjKOZqBAKB/pEO4jCwMxgMDop0ECIihU0JCYmoQEZapEMAwDmXBdyaa/HikPKXgJfCGpSIiBzu4oPBYP9IByGHPyVtRORIpYSERFYYh2yIiIiIiIhI8aGEhERUILN49JAQERERERGR8FJCQiIqkL4r0iGIiIiIiIhIBCghIRGlHhIiIiIiIiJHJyUkJKKC6iEhIiIi6FtJDkDfRpI3ffuIyGFOCQmJqOCuHZEOQaRADqMP0IfTh1l9wBQ5OulbSeSgHEZ/10RkH5SQkIgK7kyNdAgiBaUP0IVMHzBFREREjg5KSEhEBdN2RjoEERERERERiQAlJCSiivOQDTNLAMYCxwDbgE7OuX/yWC8RmA70ds5NDm+UIiIiIiIihyclJCSiinkPiW7APOdcfzP7D/AQ0COP9V4AgmGNTERERERE5DCnhIREVNaOlEiHsD9tgaf8nz8D+uZewczuxesdEQhjXCIiIiIiIoc9JSQkosLZQ8LMugJdQxaNds6N9su6AHfn2uQvYIv/8zagdK79nQHUdc7dYmZtiiZqERERERGRI5MSEhJRmTvTwnYsP/kweh9lrwCvhC4zs/eAZP9lMrA512ZdgOPNbApwAnCKma1zzs0pzLhFREREDsVh9NXUh+pw+krrQ6WvwpYjmhISElHpKcV3UktgGnAu8BNwDjA1tNA5d3X2z2b2GjBByQgREREpRvTV1Ie5oyDhIkc5JSQkosLZQ+IQvAi8bmbfA2nA1QBm9hTwrnPup0gGJyIiIiIicjhTQkIiKqMYJyScc6nAFXks75XHshvCEZOIiIiIiMiRQgkJiahi3kNCREREREREiogSEhJRxXwOCRERERERESkiSkhIRKmHhIiIiIiIyNFJCQmJqOI8h4SIROwr48L9NW76SjURERGRCFBCQiIqY2dGpEMQkf074r8yTl+pJiIiIhIZSkhIRKVtT490CCIiIiIiIhIBSkhIRKmHhIiIiIiIyNFJCQmJqIwdxTchYWYJwFjgGGAb0Mk590+udYYCbYEsoKdzblrYAxUROYBCnguksOb40NwdR4BiWrdA9UtE5LCghIREVHrx7iHRDZjnnOtvZv8BHgJ6ZBeaWRPgVKAlUAeYADSNRKAiRxs1gg5asZsLRHN3HDGKXd0C1S8pOhGY7FkTPcsRTQkJiaj0lGL9LRttgaf8nz8D+uYq/xNIBUoApQBNiCESPmoEiYhIJBTLvz+FRX/HJNyUkJCIKi5DNsysC3B3rsV/AVv8n7cBpXOVZ+AN1Vjsl91clDGKiIiIiIgcSZSQkIhK35UZtmOZWVega8ii0c650QDOuVeAV3Kt/x6Q7L9MBjbn2uX1wDqgo1/+vZnNcM79WQThi4iIiIiIHFGUkJCI2pGZFbZj+cmH0QexyTTgXOAn4Bxgaq7yTcB251ymmW0DdgElCyNWERERERGRI50SEhJR2zPCl5A4BC8Cr5vZ90AacDWAmT0FvAuMB9qY2XQgGhjnnHORClZERERERORwooSERNSOzGCkQ9gn51wqcEUey3uFvLw1fBGJiEhR0ze4iIiIhI8SEhJRxTkhISIiR6ViOYO+Zr4XEZEjkRISElHhnENCRERERORIo55dcjhTQkIiKkUJCRERERGRglDPLjlsKSEhEaUhGyIiIiIiIkcnJSQkooZlrghEOgY5+qhro4iIiIhI5CkhISJHI3VtFBGRsCrkZHh+FWbSPD+UWBeRg6KEhIiIiIhI0SuWyfDCpMS6iBysqEgHICIiIiIiIiJHHyUkRERERERERCTslJAQERERERERkbDTHBIiIiIiIkcpffOUiESSEhIiIiIiIkevYjnZpibIFDk6aMiGiIiIiIiIiISdEhIiIiIiIiIiEnZKSIiIiIiIiIhI2CkhISIiIiIiIiJhp4SEiIiIiIiIiISdEhIiIiIiIiIiEnZKSIiIiIiIiIhI2CkhISIiIiIiIiJhp4SEiIiIiIiIiISdEhIiIiIiIiIiEnZKSIiIiIiIiIhI2MVEOgARkTBruWTJkhuA/mE8ZhQwAmgC7AJuApaFlJ8DPLxixYpqwDFAd6AsMBYoBWwAbgb+LsygzGyvuJxzoXERGxubaGZLgUbOuZ1mFg0MBZoBJYD+zrmPCzOug4nRzLoDNwBBYEAkY/EFzOwz4APn3EgzCwCrgaV++QznXJ8iiO0CoB+QAYxxzr20j/WeAZxzbqT/ehjQBtjmr3KRc25LJGPyl0UBn+Cfx8KIJ2S/B1vni/wa5qee16xZ82YzOxe/nptZb+Df/iplgGOdc8eGIZabgVvwrutAf1k5YAkw319tknPuOTO7H7gK2Ao8VdDfzwPVKTOrA7wGBKtVqxZvZgOcc1khZe875xr6r48DxuB9Fg4AXZ1zrgCxFcv7aT6u5901a9a8yczOAT51zj1iZknAeKAckAJc55z7J9JxhZSdAPwIVHLO7SzEsA70t3oY0GbJkiXlgQ7ARUD2/fIu4FigdyHGAxSv+0NB4wopK6prKIch9ZAQkaNJL+Dl2NjYcCdjLwbigdZ4H1aGhJQlA4OB82vWrPkysBKoADwAfA+0BZ4HHi+quJxzecWFmXWsVq3adUClkMXXAbHOuTZ4H8bqFEFc+YrRzCoAtwGnAmcAL/qNx7DHkq1KlSqn432Iz1YbmO2c6+D/K4pkRCzwDHA20B7oamZ7fPD0G0KfARfm2vwUoGNIfIWVjChITOA1dMvlsbygDqXOF/k13F9c2fV85cqVrxBSz51zg7JjwkuYdApDLMcCd+IlsToCT0RFRUXj1aO3Qs7Rc2bWCLgaaIVXDwaYWeKhBpWfOoXXuH/IOXcaXpLhIn/b64AJePfWbI8Cw/3z9zjwxKHG5iuu99P9Xc9awDUrVqx4Be/v09lm1hgvAf6zfx4nAA8Vk7gws1L+uruKKiby/lsN/v2yXr16r+ElJLYACXgPD7oXQTx7xFVM7g8FissvK8priJndb2ZrzSzef93IzNr5P7fLrksF2P8gM7vBzE4ys34F3FeMmT1sZj+a2bf+v64F2efhSAkJETmaLAcujcBx2wKT/Z9/wHsalu1UYB4wZNmyZTcCfwH/AA2Az/x1pvn7KLK4nHO54wLIWr169RvAxpBlHYHVZvYJ8BLwURHEla8YnXPrgSbOuXS8J1ObnXPBSMQCYGaXB4PBILuvG0BToKqZfWNmn5qZFUFc9YFlzrlNzrk0vETWaaErREdHx+H1CnozJN4ooC4w2symmVnnSMfkx3U5kMWe57GwHEqdD8c1PGA9DwaDWeRRz83sUmCTc+7zoo4FaAFMc87t8pNXy5KSkirhnaNT/A/T75hZZbw6MMU5t9N/AroUKEhD4IB1yo/jW4CUlJSlwJn+8k14SYxQPfF64YDXS6KgT2mL6/10f3H9gfcUPej3JIkFdjrnngUe89c5Du/vUsTj8hu0o/ES9qlFGRN7/63OuV8uX768M5B9v4wH3mD3+SoKxen+UKC4wnANAa7BS6T9x399Gd5nKvCuW5XCOIhzbo5zbkABd/MYUBI41TnXHjgPuMbvQXLU0JANETma/BeoUaNGjdVhPm4pdnfrBMjEu/9m4D2x+xdwUu3atbcDU4EZwBy8J8e/+P8f8pPFg4nLzGKccxkAzrkvgC/M7MqQdSrgfSg7H2gHvOr/X1TyjDEYDPb3Y8wws9uBR/C60xalfZ4vM2sIXJ2cnNwBr0t5trXAE865d8ysLd6TtOZFHNc2oHToCjt27LgLwO/+nC0Jr/fNUCAa+MbMZjnn5kYqpuzzCFzOnuexsBxKnY/ENcwdV4aZrcdrJOWu533whkWEI5a9rmvlypXfxqtLPzvnvjSza/DqVV+gj5klA3F4ydfRhRjXXnUKCGQ3xipWrPgSfqMxu6t4aC7JbzDhJ5iexnvaWxDF9X66z7j8ZO56M3vEzJ4GfnHOLfHjzTSzr4FGwFmFHNMhxWVm/YFPnHO/Fk1ecL9/q3Pul7Vq1YoGvgFmAXOB/+ENHSwqxen+UNC4HqYIr6GZdcB7+DQSGGtmX+BdmzQz+wUv0XWKmS0EWgL34F3n751zvf06VhNv+OzxwN3Ouc/N7DK8nkL/4N3PFvvHutU59x/zhmJNAwwvgXeZv94beAmQP4B2zrmcZIiZxQBXAnWcc5kAzrntZtbBT95EA6OA6kB54DPnXF8zew1I9+MrgZd8uQAveXiRc265mT2Bdy+JAoY6594prHNcFNRDQkSk6G3FG5qRLQrvAw5480PMBNYB24HvgJPwug/XAL7E+2P0Rzjiyv4gsR8bgI+dc0Hn3LdAvSKIK9QBY3TODQcqA+3M7F8RiuV6oCrwNd6Hn3vM7N94H1g/8OP8Hu9Je6EMKzGzgWY2BfgQ74NhtmRgcz52kQo855xLdc5t82NvEuGY9nUeC8uh1Pkiu4YHE1de9dzMGuA9ecw9l0lRxZK7LPu6fo3XQAOYBJzsnFsEDMfr6TIEb7z4+oMN5iDrVNYBynPv+1/A+3hzJBzy/BG+4no/3W9cfrf2cf46t4Vu6Jw7Ha8Xyn+LSVzXAl38+nAsXiKgSGNi99/qVOA5//9CuV8WJK4I3h8KGldRX8ObgJf93+ddQDW8eWWGOud+xOvR0Qvv89YjwBnOubZ49/XsxNsu59w5QA/gbn/ZU3g9rjqSd8+OWoEBjpIAACAASURBVEBff/hKRbykdVdghT8kqz97DtcCLyG5MfucmVk3/7zMMrO78D77/eCc64jXG6VbyLYrnXNnA4uAms65c/F+Ty/wk/w1/eP+C3jQzMrk9wRGgnpIiMhhIe7kzoXSFf/4yuUZO+hWTuv0WIH31/jCKw+8EnB6/UqcZhV55P35ExtWK83NHWrTY+zsIECZxFhe79qK60f/ENy+M4NXurTg0Q8W3Hls6Xh2pmfx88qNnF6/0hkNq5Vm2BdL8hXzuO6t8xVX70ef5Kdp3+H+3jpx8YJ5nNKyNe7vrXsd45hjKzNi7Ds73N9b6XrXffy21F3p/t7KimVLqFu/QZ7b5MWtP/jemdf1GsDCmdP5cOG6ib+7BdjJLfhw4bogwN9/ruKzN0dz/f2P8tR7Uxgz8H46XHL16R8uXHdQx/j5j/y0k6FN5/v5c/5MHv588cT1KxyV65/Cw58vDgL8Z9gHOevN+/QtEkqVoU7bcz6b88HrlEhK5uHPF7PpzxWUP74eZ/UcnPXw54v3e6y+J2YeMJ4FX70HQHpGBhd27vHv9Qt/CCYmxNOgbi2GP9rnrozVC/ba5rbr/48K5cqSsXrBix+OGca9A4ew6/e5ZAWDnNTAeKRnNzJWL3gjXyekCGLK3h7ghdcnUKFcWa68oONneW0XakXccfmKr8+jT/LTtKks/XvbxMUL5tG05aks/XtbnnV+5Nh3dyz9exuXXX09yaVKs/Tvbfy2bAnWoCFDRr2WtfTvbXkdYg9TV23KV1wX9+jHstkzGDNr1cQ/ly6kZuPmjJm1KgiwYc0ffDfxFS6+62F6jf0f7w5+kJYXXHn6mFmrOOO628jKysxZNz8usgr7LX/sycFMm/odG7alTpw/by6tTj2VDdtSgwAfTf6CHt27sWb9pm7p6Wkcd3wNXh8/4eKB/fvR4fQz2LAtlaeGPsvkTz9h2arVwW6338l1N9zI9u3b2tzV/TZGjXntsg3b8r4PJEXn/RZ+/WU2AOnp6Vx62eX//mvtmmBiYiL165/Ac88+e9fO1JScddu1O42p330bbN6sGZdfdhnNmzdjZ2pKztj+8uXLszM1JQjw08yZ1K1bh2HPPkuVKlVmhu4n1O/bD/y7COG/n27dmb+47uz3OL/M+J6ZqzZNXLZwPo2bt2Lmqk1BgGAwSKOmLWlwUlMu+M/1AF1nrtrEh2+9TrkKx9D2rHN4btwHPNHr9pxtDiQ9K+vAKwHdH3qMOT9OY/rKDROXL5pPo2atmL5yQ05cJzZtQf0mTTnvyusAuk5fuYFXP58O3pwu3Hv9pTzx8lunZW+zP2/Oyl+nyJOrlqZR5VK8MeuPiTXLJXJeg0oM/35FEODY5BJ0aXk8j3+5hEAA7ulQh3E//8HarbveAGh1fFmOTY7n/flr78/XwYDmNcrma71w3h8A4qPz97z6irsfZsnPMxj/y+qJq5cupE6T5oz/ZXUQYP2aP/jqrZf5v3v60++tLxn/5AO0ufA/p9do0AT8a/js7Vdz+9DXTsve5kAe+c8Zt+A18rONds7l9Loys7LAucAxZnYHXg+q2/F6TORWBy9x8KnfUyMZL6kAXs9U8B4ExZtZJWCrc26Df5zpeexvvXPuj9Dt8IaZZQ9pWWxmuSeG3QCUN7No51ymc+5FvLk2bsVL1mwEmvuJnK14vSGyzfb/3wxkf6DY5B+3EdDUT26AN+TpePL3UCAilJAQESli3yz+i5a1y/NKlxYEAgEeeX8+17Q+nj82pvKd+4cXvlzK8OuaAvDlgr9Y/vd2dmVk8cglDQH4Z9suHv1g/v4OcUhatevAnFk/0qtbZ4JB6NGnH+9PGEflatVo2Tb3cGtPxwsuZsSQQdx7y40QDHJbz6KY32+3hi1PY+mcWQzvfRvBYJAr7+jNtx9MpELlapzYog2Va9ZheG/v4dkJp7SkdsOTiiyWao1bsc7N4YuhvQBoec2dLP76A5IrHkvVRi3z3KbBWZcx442hrFkwi0B0NC2v7VHoccXGxNDr1hvo2nsAwawgl/z7DCpVLM+ylX8w/oNP6dfjljy3q318Nc4/ox1X3dGb2OgYLjy7A3Vq5K9hX1QxFbXW7f7FL7N+5N5unQkGg9zV52EmTRhLlWrV91nnr7j2Bp4e0JdZM6YRFR3NXQ/0L/S46jVrw8p5P/Nm/x4QDHLuLffy06fvUrZSFeo2PZWKx9XmzYfvJBAIUKtJc46r7z2Y3bj2D2o0alqosbT/1+nM/PEHunbuRDAY5MGHH+GtsW9SrXp1TmvfgSv+cxXdbu5MMCvILbd1p0SJEnS7/U4eH9Cf9955m/iEBPr07UeZMmVZ8+efdL7+GmJjYune4y6io6MPOa7Y2Fh69ryHbrd1JyuYxcUXXUSlY45h+fLfmDBxIg8+0Iee99zDgAGPMiw9nZq1anLWmWfuc3+DBz9NenoGffs9DMDxNY6n30OHPndjcb2fNmvTgfk/z+SRHjcTDAbpeu9DfPrueCpVqUZWVhaL5/5Cenoav86cAcCVXW6j/b/PZ+RTjzJl8odkZWXR9d7Cn9PylDbtWTB7JgPv6goE6XLPg3z+37c4xo/LzZ1DRno682b9AMDlN95KnQaNCj2OUHP+3MIJx5Tk3n/VIQC8MesPzqhbgX+2pzF37VZ+WrWJXqfXJTMY5MffN7F2a5HMybiX4nR/CFW/eVt+m/czr/S9Awhy0a29mPHJO5SrVBVrdiqVjq/NK33vIBCAOie1wE9GHDI/+bC/YV/XAq845+4DMG8S3RV43wSSnWXJ8n9egZc4OMs5l25mN+ANlb0Y71u7Qm0ASptZRed920xzvIlCQ+WVVJmPN0Hq+2ZWmz0n1cU/7n+BgWb2oHMuy+8Z1MqP7wa8Hi63mPctQV1DeuftL4mzGPjGOdfVnyuqL/DbftaPuIA3/5aISPFWWD0kClN+e0iEW357SITbofSQCIf89pAIp/z0kJDd8ttDItzy20MinA7UQyJS9tVDItLy20Mi3PLbQyLc8ttDIpzy20Mi3PLbQyLc8ttDItyuPrnafofKmdmveMOv5oYsGwH8iTfRZXe8YVHd8eZuaIo3HCga7xvObsQbzrHOeV/bfQIw0jnXwcza433Lz0a8+Rsm+ttkzyGxzvlfq2pmE/DmsPgRb7hIZeB34BLnXMlcMcf4xzwXb3hQKbxhb0Pxhu1OwBsilII3hOMMvIkwJzjnJpvZIGCxc+41f5hHPPAk3jC55ngTZk4qhMk3i5QSEiJyWFBCIv+UkDg4Skgc/pSQyD8lJA6OEhIHRwmJ/FNC4uAcKCFR3JjZqUBJ59z/zKwuMNk5VzvScRVHGrIhIiIiIiIiUnh+A94ys4fx5nHofoD1j1pKSIiIiIiIiIgUEufcOrxvuZADKJ59ckRERERERETkiKaEhIiIiIiIiIiEnRISIiIiIiIiIhJ2SkiIiIiIiIiISNgpISEiIiIiIiIiYaeEhIiIiIiIiIiEnRISIiIiIiIiIhJ2SkiIiIiIiIiISNgpISEiIiIiIiIiYaeEhIiIiIiIiIiEXUykAxCRw0MgEOgNxIfzmMFgsH/2z40vvDKch86XuR9OjHQIedp+U8tIh5Cnk44tGekQ8vS/RX9HOoS9pM+eEukQ8hSVmBzpEPKU2LRGpEPIU4XEuEiHsJdSO9dHOoQ8BXZti3QIeTq+fK1Ih5CnnYnF8yN8elakI9jbMcklIh1Cni6oVyHSIeQpKhDpCORoUzzvZiJSHMWHJghEREREREQKQkM2RERERERERCTslJAQERERERERkbBTQkJEREREREREwk4JCREREREREREJOyUkRERERERERCTslJAQERERERERkbBTQkJEREREREREwk4JCREREREREREJOyUkRERERERERCTslJAQERERERERkbBTQkJEREREREREwk4JCREREREREREJu5hIByAiUlgCAeh9XgPqHptMekYWj364gNUbU3PKT61TgZs71AZg8dqtPPnJIkolxPLopY1IKhHDlh3pDPxwAZtS0sIee/OGtXi8x+WcdfNTYTtmVlYWrw57it+XLyU2No6bez7AsVWr55R/+u5bzJjyBQAntTiVy66/idTt23lh0MPsSE0hIz2da7vdRb0GjQo9rmGDB/HbsiXExsZxT5++VK1efY91Nm/aRI+uN/LS2InElSiRs/z7KV/z3ddf8sCAxws1plAB4MqTq1K1dDwZWUHG/bya9SF15vImVahVPpFdGVkAjJq+kp3+z0Xl24UrGPXFLGKiAlzUoj6XtTxxj/Llf23k0XenEAwGqVelAr0vPo3oqCi+X/w7o76YCcAJVSvywCXtCAQChRLTlHlLGfXpNKKjo7i4dWMub3PSnjGtXc+A8ZMJEqRe1WPo839nER0VxZtf/8RnsxYBcNqJtel2XtsCxZGVlcVzg59g+VKvPt37QF+qVj8up/zj99/j4/f/S3R0NNfeeBOt27Zj7Zo/GTSgHwSDVDq2Mvf0eYjVq1bxwjNP52y3cME8Hn1yCC1atylQfLljnTTqGdasXEZMbBxXdL+PCpWr5ZRP+3QSs775jAABzvy/TjRofmqhHTvUlO9n8OJrY4mJjuaS8/7N5Reeu0f5qtV/8uBjgwkEAtSpVYOH7rmDqKgonnj2BX6Zt4DEhATu6XYTjU+sz+Kly3j8mReIiooiLi6Wxx+6nwrlyhY4xm+mz+TFsW8TExXNJeecwRXnnZXneoNGjKFm9apceUFHAB4f/jK/zF9MUmICAM8P6E1yyaSDPv6Ub79l9KhRRMfEcPFFF3HZZZftUb5q1Sr69uvnnaM6dXigTx+ioqIYOXIk302dSkx0NPfddx+NGjViw8aNDBgwgK1bt5KVmcnAgQOp7t/zNm7cSKdOnXj33XcpEXKv25+srCyeGvQ4S5csIS4ujgf69qN6SJ1//733mPTeu0RHx9C5y020bdcup+yX2T/T76EH+ejTyWxYv56HHuidU7bEObrfcSeXXn7FQZ+v7LiGPPk4y/zfxd4P9aNaSFwfTnqPDyZ5cXXqfBNtTmvHjh07eHrQY6xds4b09HTuvu9+GpzYkEULFvD8s0MIBoOUL1+evgMey/f52ZdgVhaz3hnJ5j9XEhUTS4urbie5YuW91vlu1KNUbdSCOm3PIRgM8mG/zpSsWAWACjWMJhdeX6A4oHDP1ZSvv2Tsa68SCAS48JJLueDiSwsU19ODHmfp0iXExcbRp++ecX0w6T0+8OvWDV12xzX4id1x3XPf/TRo2BCAnTt30OO2bvTp9zA1atQ89BMmhzUlJETkiNHhhGOIi4mi88s/0rBaae7uaPR86xcAEuOi6XF2Pbq+NpMtqelc36YGZRJj6dS2JnNWbeLVqStoUasc3c+oy8APF4Q17p6d/s01551Kyo5dYT3urGnfkp6WxoDnX2HpwnmMG/kcPR/1Glx/rfmTaV9P5tHnx0AgwIC7b6F52/b8NPUbGp7cjHMuu4o1f/zO8Mf68vjINwo1rmnfTSEtbRfDXnqNhfPnMer5Zxjw1NCc8pk/TOeVEcPZvHHjHtu98Mxgfv5hBrXrWaHGk1vjKqWIiQowZMpyapRL5NLGlRk94/ec8uplEnjh+xWkpGUWaRzZ0jMzefrD7xl35xUkxMXS6YX3aF+/BhVK7W5kPf/ZD9xxTiua1qpC3wlf8e2ClbSsW41nPp7Oy90upmxSAq9+M5tNKTspVzKhUGIa/O5XvHX/DSTExXL9kDfp0LAOFUqXzFln2IffcseF7WhW9zgeeuNjpsxdilWrxCczFzLuvusJEOCGZ8Zyxkn1qFf1mEOO5ftvvyFtVxrDX36dhfPn8uKwZxg4+BkANm5Yz6R3JvDiq2NJS9tFj1u60LRFK0Y9/ywXXnI5Z3Q8h08+mMQ748dxXeebeObFlwCY8tUXlK9YsVCTEQALfvye9PQ07njyRX53C/jo1RHc+ICXXEvZupkZk9/n7qGvkJ6extN3XE/9Zq0LLYGULT0jgyefH8mEl4aTmBDPtd3uokObVlQoXy5nnaeeH8kdN99Ii1Oa8MjgZ/l66nRiYmJYuWo1E14azpat27ilZx/efmUEg54bwQN3d+eEunV4+/2PGTNuIr3uuLXgMb74KhNHPEVCfAmu7fEAHVo3o2JIomPj5i30GTSM31evoeaVVXOWL1z6G6Of7EfZ0qUO/fjp6Tz99NOMHzeOhIQEOnXqRPv27alQoULOOk8PGcLt3bvTvHlzHh04kG+mTKFK5crM+vlnxo0dy7p16+jZsyfjx4/n2Wee4dxzzqFjx478NHMmK1asoHr16kybPp3nnnuODbnudQfy7RSvzr/y2hvMmzeX554ZytNDnwVgw/r1vD3hLV4bO460Xbvo2qUzLVq1Ii4ujr/WrWPc2DfJyMgAoHyFCrw4+mUA5s39lRdfeIGLLjn0xuxUP65RY95g/ry5DH92KIOG7I7r3Ylv8fIb40hL28VtN3WmectWjH/zdWrVrkPfRwaybOkSli1dQv0GJ/LkYwMY+ORgqlU/jo/ef4+/1q7luBo1Djk2gNXzfiQzPZ2z7nmK9SsccyaN4bSuD+6xztxPxrErdVvO6+3r11G2Wm3a3fJQgY6dW2GdKzuhPiOHD+PlN8aRkJDItf93Gad1+BdlyhxaUvC7Kd+QlpbGS696cQ17ZihPhdStdya8xZg3vbhu7eLFNe4NL65+A7y4li5ZQoOGDVm0cAGDn3iMv//+u1DOmZl1AN4GFgJBIAEY55x7vlAOIEVGCQmRYiIQCPQG4iMdx37UiHQAB3LScWWZsWw9APNXb6F+ld0fOBtXL8Oyv7dzd0ejatlE3v95NZtT06lVsSQjvloKwK+rNtPr3Pphj/u31f/wf/cO59VHbw7rcd38X2ncvBUAdRs04rcli3PKyh9TifufeI6o6GgAMjIyiI0rwTmXXUVsbCwAWZmZxMbFFXpcC36dQ/NW3pPfBg0bsWTRwj3Ko6KieOr5Edx2w7V7LD+xURPatOvAJ++/V+gxhapdIYlFf3kfSFduTOW4sok5ZQGgYsk4rjqlGsklYpixciM//L6pSONZ8dcmqpcvQ6lE7/Zxcs3KzF6xlrOb1MlZZ8j1/yY6Kor0jEw2bEulXHICv/6+jrqVyzPko2n8uXErl7RoUCjJCIAV6zZQvWLZ3THVrsbs5as5+5QTctYZevMlOTGt35pC+VJJVCqbzIvd/4/oKG9EaUZmFnExBfuoMv/XOTRvnV2fGuMW765PixYsoGHjJsTFxREXF0eVatX5bdlSfl/xGz379AWgYeMmjHhuSM42O3bs4PWXRvLsyJcLFFdeViyaywkntwDgeDuR1ctdTllSqTLc/cwrREfHsPHvdSQklSz0ZATAbytXcVzVKpQulQzAKY0b8vOv8+h4evucdRa6pTQ/uTEAp7VqwfSfZlHl2Eq0admMqKgoypYpTXRUNOs3bGRw/wepWKE8AJmZmcTFxRY8xt9Xc1zVYymd7CW4TmlYn9nzFtGx/e4eI6k7dtK905VM/Wl2zrKsrCxWrV5L/6Evsn7TZi4750wuPeeMgz5+dsKgVCnvb8zJJ5/M7NmzOfvss3PWWbhwIc2aNQOgbZs2zJgxg+Nr1KB1ay+JVLlyZTIyM9m4cSNz5syhbr16dL3lFqpUqUKvXr0AiAoEGD1qFFddddVBxffrnF9odap3Lho1aszihbvr/IIF82l80u46X616dZYtXUrtOnUY9Phj9HmoL52uvXqP/QWDQZ5+6kkGDHycaP9vwqGY++svtPTjatioMYsXhf4uzqdRk91xVa1eneVLl/LTD9M548yO3HPHbSQmJdGzVx/++P13Spcuw9tvjee3ZUtp3fa0AicjANYvX0jl+icDUKGmsfGPZXuU//HLNO/a1W+as2zTH8vYsWUDXw97kOi4Epx8SWdKVapGQRXWuYqOjmbs2+8RExPDpo0bCRIkISFxX4c9oF/n/ELL1nnHtXDBfBo32btu/fjDdM48qyN33X4bSUlJ9Ly/DwDpaek8MXgoA/oVajLna+fcfwDMrATgzOxN59zmwjyIFC4lJESKj/hgMNg/0kHsSyAQ6B/pGA4kqUQM23dm5LzOygoSHRUgMytImcQ4mtYoxzUjp5OalsnLnVswb/Vm3LpttDvhGO9/O4b42EP/sHWoJn31M8dXLh/24+5ITSExafcT66ioKDIzM4iOjiEmJoZSpcsQDAYZP3oYNerUo3K13d0yN2/cwAtPPMz1t91d6HGlpGwnqWRIXNFRZGZkEO03TJu2aJXndh3OPJtfZ88q9Hhyi4+JZkf67iEYWcEgUQHICkJcTBTfLt/A10v/ISoQoEe7WqzatIM1W3cWWTwpu9IombA7MZRUIpbtO/ccdhQdFcWaTVu5ZfSHJMfHUaNiWaa535m5bDUT776SxBKx3DhiEk2OP5bjK5YpcEzbd+wiOWF39+mk+Di25eoBFB0VxZoNW+j6/ARKJpSgxjHliY2OpmzJRILBIEMmfcMJ1SpRo1K53Ls/KKkpKSSF1PPoqOic+pSasn2PssTERFK2b6d2PWP61G/peN4FTJ/6HTt37MhZ57MP36f9GWdS+hCfMO7Prh2pxCfu7tkS+jsJEB0dw7RP3+N/b71Km/Mv29duCiQlJZWSIUMYkhIT2JaSssc6wWAwJxniladidWvz+oR3ueqyi1j31z8sW7mS1J07Oa6q15X9l3kLGP/eB7w+fCgFtT11B8lJuxtVSQkJbNu+Z4zVKleiWuVKeyQkduzcxdWXnEunyy8kKyuLG3v248R6tbHaNQ7u+CkplAy5RyUmJbF9+/a91ss+R4lJSWzbvp2UlBTKlC69O25/uzVr11IqOZnRo0YxctQoXn31VbrfdhutW7c+qLiypWzfM76oqGgyMjKIiYkhJSWFkiWTQ2JPZPv2bTz95CCuue56jjlm795IU7/7llq1anN8ARv9Kbl+F3PHlRQaV6IX15bNm9m2bStDnx/BZ598xPDnhnLRpZczb96v3HVfL6ofdxy97u6BnVCfZi1aFii+9J2pxCbsrvuBqCiyMjOJio5m85rf+f3n72jT+X7mT56Ys058qXLUP+tyjju5Df8sX8gPbz7D2fcOyWv3B6WwzlXfRwYSExPDt19/xdCnBtG6bVtiCpDkTc1V96MPEFdKSFzPDh/BZx9/xPBnh9JvwEAan3RSXocoTMlAJvClma0AygLnASOAunhzKT7knJtiZucDA4AtwCZgLvAoMAqoDpQHPnPO9TWz14B04HigBDABuAA4DrjIObfczJ4A2vnHGOqce6eo3+zhTJNaisgRI2VXBokldicUAgEvGQGwZUc6C9dsYcP2NHakZTL7903UOzaZ16b+RuUyCbxwfTMqlY7nryJsOBY3CYlJ7EzdPcdGMJiV0/ABSEvbxQuP92NHaiqd7+yVs3zVb8t47L7uXNmlG/WbnFLocSUllWRHSAMomBXMSUYUBzszMikRs/vPZwAvGQGQlpHFlGXrSc8MsisjC/f3dqqWKZqOT8Mn/0CXFyfR49VPSQlJQKTsSic5Ye+eK1XKluKj+6/l8lYNefqj7ymTGM+J1StRoVQSiSXiOKVWFRav+adAMT3/0Xd0fnYcd4767x5JkZSdaXskKHJiKl+aj/vfwhVtT2bwe18BsCs9g96vfUTqzjQe/M/Ze21zsBKTktiRurs+ZWVl5dSnxKSSpIb8DqSmplIyOZlud97N9Knfcv9d3QlEBSgVknz48vPPOPfCSwocV15KJCSya2fo72Rwj99JgDbnXkrfMe+xYsGvLJs3O/cuDtmw0a9yw+09ub13P1JSdseQkrqDUiENEPASJXuWJ9GmRTOaNmlElzvv442J73Ki1aWM34Pgs6+mMODp5xjx1GOUK3voCa/nxoznhnv6cnvfJ9iesjtJlLJjR77mgYgvEcd1l55PQnwJkhITaHFSI9xvK/N9/OHDh9OlSxd69OhBSsg9KjUlheTk5D3WDe29kl2elJS0x3Yp/vLSpUvToUMHANq3b8/CBQUbNphUMonUkGuYFczKaYQmJSWRukfsqcTGxjJnzi+88tIounW9ia1btvBgn/tz1pn86adcfGnBE2BJSUl7/L4F9xdXairJycmUKl2GNu283jltTmuPW7SQ0qVLU61adWrWqk1MTCwtW5+KW7yowPHFxieSsXN3vQpmBXN6Ca6c+Q2pWzbw9fC+rPjpa9w3H7J24WzKHVeHqo28Xk0VazcgdfMGgsFggWMprHOVrf3pZzDp089JT09n8icfH3Jcibni2qtupe4ZV8nkZEqXLkPb7Ljatd+jV8XBMLOuZjYr5F/XPFY73cymmNnXwP+zd99hUVxvG8e/2+igRo0NVIqOCgJ2o8aWxFSTaDRqNPbeSCzR2MXesPdu7D09b0xibygWsI0NazSxIk1Y2Hn/WATWkKKsYPJ7PteVK7JzZufmTNmdZ84Mq4BeQBywWlXVV4H2wG1VVWsD7wGzFUUxADOAN1VVrQc82gi8gAOqqr4O1AK6ZVrOJVVVGwCnAW9VVd8CNgENFUV5M+21mkA9YLCiKNmv9P+HSUFCCPGfcfzKfWqWKghAgGcezv+ecZ/n6V9j8H3RjTwuJgx6HeU98xB9K54KJfLx7bFf6bHiML/eS+T4lf+dUX2KfyDHwvcBcO5UFF7eGUP8NU1jytD+FPctRcdPP0//Unbt8kWmjxpEz0GhBFd9Ng/U8w8M4uD+vQCcOhGFt6/f38yRsy7ejse/sPXko+QLLjajH150d+TTOr7oAL3OenvH1XuJf/JO2dPzjeos7taIn4e348qdGGISHmJOSeXIxV8JLFHYpm3I0m+5fMu6bbs6mtDrdJT1fJHzN+9wLz6RlFQLUZdv4pvN0Qi9GtZmySct2T6+F1dv3SMmPhFzSioR568S5FPMtu28jVz+3XpvVd2p8gAAIABJREFUvKuTA3qdDk3TCJm/CaXYiwz76I30WzeyIyAwmIP7Hm1Pkfhk2p7K+vsTdfwoyUlJxMXFcuVSNN4+vkSEH6R1h85MmDYbvU5P5SrWK69xcbGYzcm8WKhwlsvKrpJly3M64iAAl9WTFC6e8ZC3369fYfn4IdYihdGI0WRCp7Pf17jenduxbNYUdn69nivXrxPz4AFms5mIY1EEBZSzaVumlB/hR44DsPtAOBWDynPpyjXy58vHijlTad+yGTqdHg93N77+v59Ys+lLls2cjFexIlkt+h8Laf8Ry8JGsWvjEq78epP7D2JJNpuJiDxFcLm/f3bMpWs3aBUyiNTUVMwpKRw9cZpypXz+8fJ79uzJ4sWL+eXnn7l65QoxMTHWPjpyhMDAQJu2ZcqU4dAh6wNj9+zdS8WKFakQHMy+/fuxWCzcuHEDTdPIly8fFSpUYPeePQAciYjA19f3CXrljwKDgtm31/p+UVGR+PllbPP+/gEcO3qUpKQk4mJjuRQdTTn/ADZs3srcBYuYu2ARHnnyMGbchPR5zpw+TWBQULYyAZQPCuZAWq4TUY/viwFEHkvLFRfL5ehovH39CMw0z/GjEZT08aVoMU8SExO4dvVK2utH8fbJXp8BFPApy6+nIgC4Ha2St2iJ9GnB77WlQd/JvNJ7DN5V66PUe5ci5Spy4vu1nN3xNQD3rkfjmq+gXW6lsldfxcfF0bNzB5KTk9Hr9Tg7O6PXP32+wKBg9mfK5Ztp2yrnH8Dxoxm5LkVH4+PrR2BwxjzHjkQ89bpSVXWBqqqVM/23IItmv6iqWldV1fqqqr6uqup3j2ZP+3954C1FUXZgLSAYgcLAA1VVf0trszvt/3eBKoqirAKmYh0N8cijavB9rM+sAOvICqe0ZVRKW8YPgAnraArxJ56fS05CCJFN28/8RjXf/CzuUBWdTsfIrSdo+VIJrt5NYJd6i9k/nWPWx9Z7P386+RsXfo8jKcXCyEbWpz3fik1i1JcncvNXyFGVa9Ul6kg4w3t3RNM0uvQfyrcbV1O4qCcWi4UzkUdJMZs5Hr4fgGYdu/P1muWYk5NZMdv6UEAXV9f0B2HaS8069YgIP0hIp3ZoaPQbPJyNa1ZS1NOLGi/X+fs3eMaO//qAMoXc6VPXWnhYGXGN+qUKcCsumagbDzh89T796vmRqmmEX77Hzdhn+7BSk8FAv4Y16bbwazRN470qZSmUx40Lv91l7d4oBjeuQ7t6FRm27mdMRgNOJiPDm9bjBTdner/1Et0XWr9MNwjyw6+wfW4dMhkM9PugPl1nrcOiaTR6KZBCed25cOM2a3ZGMKT563RoUJ2hX3yLyWDAycHEiJZv8svxsxw+d4XklBT2nLoAQMi7df9QzHgSterWI+LQAXp2aguaxmdDRrBhtXV7qlm7Do2aNiekawcsFgsduvTAwdERr+IlmDRmJCaTAyV9fAjpb/1LA9euXKFwkaL26KIsBVR7mXPHDjNrYHc0TaNZr4Hs/HIdBYp44l+1JkW8/Zg1sDsAZSpWwzfA/kOeTUYjn/XsSuc+n6NZNBq9/TqFChbgQvRlVm/6kqH9etO/ZxdGTAxj+vwUvEsUp0Hdl0lJSWXPwUNs/uZ7HBwcGNKnF6mpqYybNocihQoSMmgkAJUrBNKzQ5vsZ+zals4DQ60Z33iFQgXzc/7SVVZ/+R3DQrpkOZ9vCU/eeaU2LXoNxGQw8m6DuviVLJ5l279cvslE33796NatGxZN4/333qNQoUJcuHCBtWvXMnjwYPr27UtoaCgzZs7E29ub1159FYPBQMUKFfi4dWs0i4XPP7feS9+3Tx9GjhzJhvXrcXN3Z/y4cdnqn7r16hN+8AAd27VB0zSGDh/J6pVf4OnlRe06dfmweQu6dGyPxaLRtUePv/zrFPfu3cXF1cUuJ9m169bn0MEDdG3fBg2NQcNGsnbVF3h6elGrTl2aNGtBj07tsWganbtbc7Vu14Hxo0Pp0r41RqORISNGYzKZGDhkOCOHDELTNAICg6hR6+Vs5/MMrM5N9RjbwqwjAqu17M2ZX77EvWBhipXP+naQcq99wP4VYfx68jA6g4FqrUKynQPs11eubm689sZb9OjcAaPRiK9fKRq8+fZT56pTz5qrc3vrtjV4+EjWpG1bL9epS9PmLejWqT2aRaNLWq427TowbnQondpZcw0bOdouffSEHt1neQa4pqrqWEVRnIHBwA3AXVGUgqqq3gKqA5eAtsB9VVW7KIriB3RWFOXRjvBXw2DOANtVVe2sKIoeGApctPtv9B+is8ewIiFE9ul0uhHP+zMkcjNf5eH/99wdrCK/Wvf3jXLB/q+yf4/2s1DQ9fmsgU/c/vx9T5hk2pHbEbKkd3H/+0a54HalD3M7QpYibsT+faMc9mbBnP+zxv+ELun56yuAlPz/fARFTnqY+tx9JAJgfrZ/4fipzNp/JbcjZKnnS09eDMsJ2RhA8Uzld3f5y2Rpf2Wj66OHWmZ6fUfa62fSHnS5EOuIBQ9gjqqqC9Nus3j0DAk98DOwFevzIWKBeKy3cLwCjAHWqqr6g6Io44EzqqouUxTlE6wjJCYAU4AqgBuwRVXVUDt0wX/W8/ntUAghhBBCCCGE+AdUVd0B7Mji9bqZ/p0EtM5i9mCglqqqSYqirASuqqp6EuvtF49rm+n9Bmb697RMbfo8Wfr/bVKQEEIIIYQQQgjxvyoWOKAoSgLW2zWezyGw/1FSkBBCCCGEEEII8T9JVdVZwKzczvG/Sv7KhhBCCCGEEEIIIXKcFCSEEEIIIYQQQgiR46QgIYQQQgghhBBCiBwnBQkhhBBCCCGEEELkOClICCGEEEIIIYQQIsdJQUIIIYQQQgghhBA5TgoSQgghhBBCCCGEyHHG3A4ghPjXeKjT6Ubk5AI1TcvR5QkhhBBCCCFyjhQkhBD/iKZp43M7gxBCCCGEEOK/Q27ZEEIIIYQQQgghRI7TaZqW2xmEEIBOpxshtyj8OfX3B8/dwSouyZLbEbL00rt9cjtClrZtnJjbEbJ04V5Cbkf4g489zbkdIUuG+Du5HSFLlrj7uR0hSzqTQ25H+IPUImVyO0KWYgweuR0hSx7653NfvG1+Pgc5uzk8f9c6nZNjcjtClpIc8+R2hCwZ9brcjpAlZyen5zOYyLbn76ghhBBCCCGEEEKI/zwpSAghhBBCCCGEECLHSUFCCCGEEEIIIYQQOU4KEkIIIYQQQgghhMhxUpAQQgghhBBCCCFEjpOChBBCCCGEEEIIIXKcFCSEEEIIIYQQQgiR46QgIYQQQgghhBBCiBwnBQkhhBBCCCGEEELkOClICCGEEEIIIYQQIsdJQUIIIYQQQgghhBA5TgoSQgghhBBCCCGEyHHG3A4ghBD2YrFYmBc2gejz5zCZTPQcMISinl42bWLu3eOz7h2YuWwNDo6OpKamsmTWVM6dOU2K2UyLdp2oUvNlu+daOmMily+cw2RyoFPfQRQulpHru41r2L9jGwDBVWvwQeuOJMTFMXv8cBIT4kkxm2nV7RNKlytv11z/RJUAH8aGNOG1ThNzbJkWi4XVsydzLfo8RpMDrUMG8mJRz/Tp27as5dDOnwEoX+UlGrZsj6ZpDGj9Pi8WtfarTxl/GrfrZtdcmsXCj0tn8PuVixhMJt7s2Id8hYulTz/y45dE7f4RHTpqNGqFX8XqWCyp/LJyHjcvniU1xUzNxq3xq1jdrrkAduw9yNzlqzEaDDR6qwFNGr6RZbsJsxZQ0qsYzd57O/21u/djaNW9L1uWzsHR0cFumbYfPMKc1VsxGAw0blCbD9+ol2W7cQtW4l2sCM3ffgWAhRu+4bud+3F1dqZDk7epV62C3TIBbD8cxdxNP2DU62lUrzpNX61pM/30pWuMXbIBg16PyWRkXI+PKZDXg9U/7GLrzoPogG5N3qRupQD75jp0nLnrv8Wg19P4lZo0bWB7HDodfZUxC9di0OtxMBkZF9KOAnk9WP7VT3y35xAAtSsF0KNZQ7vm2rF7L/OWLMdgMNDonbdo8r7t+1+5eo0ho8aj04GfjzeD+3/KvoOHWLxiNQAaGkePR7Fl1VJ8vEtmO4/FYmHKhLGcP3cWk8mBgUOG4elVPH36V1s28+WWjRgMRtq070jNl2szfcokzp1VAbh75w5u7u4sWLoi21ke2bFrN/MXLsJgMPD+u+/SpPH7NtOvXL3K0OGhoAM/X18GD/wMvV7PlGkzOHrsGKmpqXzQqBFNGr/PhMlhqGfPAnD79h3c3d1ZtXzJE+WxWCxMnzSOC2l91G/QUIpl6qNvtm7mm62bMBgMtGrXkZdq1ebGr9cZHzoMNI1ChYvQ5/MhODk5s2bFMn7Z9gMurq40b9WGl2rVfup+slgsTBg3lnNnz+LgYGLw0OF4Fc/ItXXzJjZv2oTRYKBdx068XLs2t2/fZtjgQZjNZgoULMDwEaE4OTunzzN2VCgeefLQs3fIU+eCp9vO9Xo9W7/5nvWbvyTVYqFe7Zp0bd+GGzd/4/ORY9A0jTweHkwIHYqzk9MT99X4sda+MjmYGDrMtq+2bN7E5o2bMBgNdEjrq5s3bhA6YgQpqSmgwaChQ3Fzc2PQwAHp851VVXr2DqFJ06ZPlGXsmDGcPXsWk4MDw4cPp3imLJs2bWLTxo0YDAY6depE7Tp1uHfvHp8PHEhSUhIFCxZkZGgozs7OrF27lq+++god0KVLF2rXqcOSxYvZu28fALGxsdy5fZuff/nlifpL/LtJQUII8Z9xYPcOkpOSmDRvCWdORrFk9jSGjJuSPv3Iwf0snz+L+3fvpr+24/++IyUlhYlzF3Pn1u/s2f6T3XMd3rsTc3IyoTMXc+5UFKvmTafvqMkA/Pbrdfb+8gOjZi4BnY7QT7tQpVYdwndvJ6BCZd78oAW/Xr3MrDFDGTvPfl+g/4m+bd6g5ds1iE9MytHlHtu/C7M5mYFhC7h45gQbFs2kx7AJANy6cZ3w7T/y+dSFoNMxqX93KtSojYOjE8V9FXqOeHaFk7MRe0kxJ/PxyBlcP3eKX1bN54O+oQAkxMZw5KevaTd2HinmZBZ/1hHfCtU4ufsnLKmptBoxndi7tzlzcJfdc5lTUpgwewFr50/DxcmJVj36UbdGVQrkfyG9zd37MQwaM5lL167TrvkH6a/vDY9g6vyl3Ll3z+6Zxi9YxfppoTg7OdKyXyj1qlag4At5MzLFPGDg5Plcun4T7w+KAHA2+irf7tjHuqkjAGjRN5TqQeVwdnK0U65UJizfzLpx/XF2cqDV0KnUrVyegnk90tuMX7qJQe2bUrakJ+u37WHxlz/RuVED1v64m00TB5JsNvNunzHUqeiPTqezW67xSzawftLnODs60mrQROpWCaRgvjzpbcYtWsfgTs0p6+3Fuv/bxeLNP/DRW/X4ZtdB1k74HJ0OPh48mVerVUAp6fkXS3uSXClMnD6bNUvm4+LsxMede1D35RoUyJ8/vc2k6bPp1aUDVSpVIHTCFLbv2sMrdWtT66VqACxduYYKgQF2KUYA7N6xneSkZOYvWcGJqEhmTQtj/JRpANy5fZuN69awaMUqkpOT6N6xPVWqVSekb38AUlLMdOvYngGDh9olC4DZnMKkKVNZ88UynJ2dad2+I3Vr16JAgQLpbSaFTaNn965UqVyJUWPHsX3HTtzd3bl69Sorly0hOTmZRk2b0+DV+gzo1yf9fdt06MTwIYOeONOendY+mrVoOadORDJ3xlRGT5oKwN07t9myYS1zl64kOTmJkC4dqFS1OvNnTuPdRk145fU3+fbLLWxYvYqatevw84/fM2ex9bOnZ6d2VKhcBScn579a/J/auX07yclJLFm+gqjISKZPDWPyVOu6u337NuvWrmH5ytUkJyXRqUM7qlWvzoqlS3i7YUPefqchC+bNZfOmjXzU6mMANm/cyPnz56lYqdJT5Xnkabfz0n6+rN/8JUvmTMfBwcTshUsxp6SwYu0G3nilHs2bNGLG3IVs/upbWn74wV8k+KMdaX21dIW1r6aGhRE2LaOv1q5ZwxerrH3Vob21r+bOmc2HzZtRt1599u/bx+yZM5g0JYwFixYDEHn8OHNmz6JR48ZPlGX7L7+QlJzMii++IDIykrApU5g2fXp6ljWrV7N6zRqSkpJo17Yt1V96iQXz5/PmW2/x3nvvsWTxYjZu3Mg777zD+nXrWLd+PcnJyTRu1IiXa9emfYcOtO/QAYBePXvyScjTFZcURfEGJgP5ARNwHBigqmqsoijFgSBVVb9WFGUH0FVV1TNPtaCM5b0KfA44AinAJSBEVdWY7Lzv/yK5ZUMI8Z9xOvI4FavVAKCMf3nOnzltM12n1zNq6mzcPTJOPo6EHyB/wUKE9v+EWRPHULXm01/9+TPqieMEVrFeFS9VrjwXz2Z8BuZ/sRADxk1HbzCg1+tJSUnB5ODImx+04JV3GgFgSU3F5GC/K9f/1MVrt/iw36wcX+75k5H4V7L2l0+ZAC6fy+ivfAUL0XtUWHp/paamYDI5cPncGe7ducXkgT2ZMawvN69dtnuua+pJvIOqAFCsVDluRp9Nn+binof24+ZjMBqJj7mLo4srOp2O6KjDuL9QgA2TBvPDorBnMjri4uWrFC9WlDzu7phMJioG+hMRedKmTUJiIt3btaRhg/o2r+t0OhaFjSWPh7t9M139leJFC5HH3RUHk5GK/qWJOKk+lukhPVo24t36GSMULlz9larly+Lo4ICjgwMlihZGvXTVfrmu36R44YLkcXPBwWikouLDkdMXbNpM/qQtZdNO6FNSLTiajOTzcGPzpIGYjAZu33+Au4uz3YoRABev3aBEkYLkcUvrr7J+RJw6b9NmSt9OlPW2jgBKTU3FwcFE4QIvsGBYCAaDPu34kYqjyWS/XNGXKe5ZjDwe1m2rQlAgEccibdqcUs9SuWIwALVeqsb+QxHp027+/jtff/8j3Tq0tVumyONHqVbDepwPKB/ImdOn0qedPnmC8kFBODg44ObmTjEvLy6cO5c+feO6tVStVh1fv1J2yxN9KRovL088PDysfRQcxJGjx2zanD59hsqVKgJQq0YNDoQfIiiwPKHDrYURnU5HqiUVozHjOuGadeuoUb0apUv5PXGmE8ePUeUlax+VCwhEPZO5j04SEJjRR0U9vbh4/hyXoy9S9SXrvhgQGMSJyKNcuRRNcMXKODg64uDoiKeXte3TOnbsKC/VsC6jfGAgp09lHKdOnTxBYFCwNZe7O55eXpw/d5ZP+/XnzbfexmKx8Ntvv/FCWpEg8vhxTkRF0viDJzvRz8rTbuf7D0VQrqzC4FFjadetNxUCAzAZjZQp5ceD2DgA4uLjMRmf/PrvsaN/3lcnT5wgKFNfeXl5ce7cWT7t05datawjq1JTU3DI9L1B0zQmTZjAwEGDMRgMT5Tl6NGj1Ezb5wIDAzl5MiPLiRMnCA62ZnFPy3L27FnrPDWt+WvWqsXBgwfJly8f6zdswGQycfv2bdzd3W2Ooz//9BMeHh7UqGk7au2fUBTFGfgKmKiqal1VVWsCB4E1aU3qA0/+xn++vCBgItBaVdVaqqrWxVoA+cxey/hfIiMkhBD/GQnx8bi6uab/rNfrSU1JwZD2ZaBClWp/mOdBzH1uXLvC0IlTOXnsCNPHhTJ+1gK75kpMiMfF1c02V2oKBoMRo9GIR568aJrG6gUzKOlXmiKeGUMh79+9w+xxw2nd/VO7ZvontvwcQYki+f++oZ09TIjH2SVjPer0Bpv+ck/rr42LZ+PlW5pCnsWJuXeXNz/8mMov1+fcyeMsnhTK4OmL7ZorOTEeR+fMufRYUlPRp3250xsMRPy4lT2bVlCpgbWYlBD7gLs3r9Ok32iunonku/mTaTkszK654uMTcHN1Sf/Z1dmZ2Ph4mzaeRQrjWaQwuw8etnm9RpWKds3ySFxCIm4uj2dKtM1U+EU8C7/I7sMZX/xLl/Rk4fqviU9IJDklhWOnz/Hhm1nf6vFUuRIf4u6SMXTa1dmJ2ATbXI9GJRxVL7Lm/3axfKT1ap3RYGDVDzuZvf47Wr1Zx26ZAOISHuLmknHV2dXJibjHc72QluvMBVZ/t4MVY/phMhrI5+FmPdlYvokyPl6ULFbIbrni4+Nxc83Y5l1dnImLs922NE1LP6lwdXGxmb5i9Xo+btHU5sTIHplcbY6nBlJSUjAajdZpbhnFNRcXF+LiYgEwm818uXkTC5d/YbcsAHFx8bi7ZeRxdXElNi7Opk3mPrJmisPR0RFHR0fM5hQGDx9Jk0aNcEnbZ8xmMxs2b2H18mVPlSnhsT4y6A3pn4UJ8XE201xcXIiPi8O3tMK+3Tt5/e2G7Nu9i4eJiXj7+rF6xVIS4uMxp5g5GRXJO+8/2dX1zOLj43HL1Fd6Q6Z1F2c7zcXFlbi4OGuxJiWFls2bkZScRMdOnbl96xYL589j0pQwftr241Pnscn1FNv5/fsxRBw7zsoFc3iYlETrzj1Ys3Q+hV4syLQ58/nux59INpvp3qnd02X6s76Kj8fN/bG+io0jb758AFy6dIlpU6cyOWxqeptdO3fi4+tDyZIlny6Le8Z+ZbBZb3E2OV1drestc35XV1fiYq37odFoZO2aNcydO5cWH31ks5zFS5Ywfvz4J86X5m1gp6qqBx+9oKrqckVRuimK4gsMBFwURdmXNnm4oiiFAFeghaqqFxVFGQfUxnrBPkxV1Q1poyluAfmA11VVTU2bvyswWlXV65mWl97hiqI0AXoAjyouTYAArCMqkgAvYB7WQkkQMF1V1bmKotQBxgCpwAWgC+ANLAPMWEditM683P8CKUiI55JOpxsIPNkNd/9+JXM7wL+di6sriQkJ6T9rmpZejPgzHh55qFLjZXQ6HQEVKvHrVftfWXd2ceWhTS4LBkNGruTkJBZMGo2Tiwvte2cU169cPM/MMUNo2aU3ZYOezYnj88jJxZWkxEz9ZbHtL3NyEsunjsPRxYWW3fsCUKJUmfSrPqX8g7h/55bNF0h7cHB2JflhxkmiZtHSixGPVGrwPsH132bDxEFcPnkMZzcP/CpUR6fTUbxsEPduXrNbnhmLlnMk6hRnL0QTWFZJfz0+MRGPTF8Qc9K05Rs4cuosZ6OvEqj4PpbJ5S/mtPItXoyPGr5K52GTKV70RQIVX/J5ZP93mb72G46euYB6+VcCS5XIlOsh7q5/HH7+/b4IFmz+kTkDu/JCptEjLd+oQ9NXa9J17FwOnjhLtYDS2cu1aitHTl9AvXyNwFLeGbke/kmuPYeYv/F75g7pyQt5rLmSks0MmbUcF2cnhnX+6A/zPI0Z8xZx9HgUZy9coHy5shm5EhJxd7ddHzqdPtP0hPTpFouFXXv307trJ7tkesTV1ZWEx46nj0YWuLq6kpCpGJeQkIB72onU4fADBFeoiJubfUYDzZwzl6PHjnP23HnKB/invx6fEJ++zEd0+ow+ypzpwYMH9PlsIFUqVaJj+7bpbQ4cDKdShQp/6Ot/yvpZmNEPFosl/bPQxdXNpv8SEhJwc3enW+9PmTF5Ar9s+4EKlavikTcfJbx9eL9JMwZ+2otinl6U9Q8gT958T5UJrOsnPtP60SyZ1p2bKwkJmdddxkmw0WRi3abNhB88wIhhQ6n/yivE3L/PJ717cufOHR4+fEjJkiV55933nihPdrfzvHk8qFIhGFdXF1xdXfDxLsnlK9cImzmX0UM/p2b1quzau59BI8cyJ2zCE2Wzbud/0ld/2M4ztrnDhw4xftxYQkeNtik+fP/dtzT/6OmOD4+vN4vNenMjPtP2FB9vzfIoo5OTU/prjzRv0YIPmjShR/fuHAoPp0rVqly4cAF3d3ebZ1M8TlGUzkDnTC8tUFX10RUkH6wn8I+LxnryPx4oo6rqV4qi9AG+VVV1paIoI4AmiqJEAd6qqtZUFMUJOKAoyra091itquqWx97XGziflssbWIq1+GBQVbUWUBp4W1XVBEVR5gOvA9cBTyAYqARsAHyBYsAWRVHmAQuBWqqq/q4oyiigLeAARAB9gJexFkekICFEDnDSNG1EbofISTqdbkRuZ/i3K1s+iPC9u6hV/zXOnIyihI/v388TGMzhA3upUbc+0efPUrBQYbvnUvwDOXJgD9Xrvsq5U1F4eWcMwdU0jSlD++NfoTLvNm+d/vq1yxeZPmoQvYeMpoRv9k56/m18y5UnMnwvlWu/wsUzJyhWMmM9aprG7NCBlAmqxBtNW6W//s3qJbi65+GNpi25evEcLxQsZNdiBIBnaX/OH9lP2ep1uH7uFAW9Mk4g7/x6lV3rFvP+J8PRG4wYjCZ0eh2eij8XjoWjVH2Z3y9fwCP/i3bL07tjG8B6//N7rbsS8yAWF2cnIo6foG2zp7+KmR2ftGmanumdrgO5HxuHi5MTh0+otG/81t/OfzfmAfcexLFq8lBi4xPoOHgCpUp4/e18fyek+TtpuVJ5t88Y7sfF4+LkSMTpC7R79xWbtl/vOsT6n/awdERv8qaNuIr+9Temrf6KaX07YjIYcDAZ0euzv32FtHw/PVfD3iO4H2vNdfjkOdq995pN2692HGD9j7tZNqoved2tuTRNo+e4OVQrr9CxcdYPMn0avbt2TMuVwvvNWxMT8wAXF2cijh6n7UfNbNqWLe3HoYijVKlUgT37D1K1ovUhpOcuRONdojhOdnr+xyPlg4LZu2sXr7zWgBNRkfj4ZhxPy/oHsGDubJKSkjCbk7kcHY132vTD4QepXsNuI7bp1d360FyzOYVGTZsRExODi4sLEUeO0ebjVjZtyyilOXQ4giqVK7Fn3z6qVK7Mw4cP6di1B21ateTtt2zX3YHwcGrVrPHU2QICg9m/Zxd1X23AqROP95E/S+bPJjkpiWRzMlcuRePt48uOn7fRukNnfEuVZv2qL6hcpRr3790j5v59ZixYQlxcLJ9DlWXWAAAgAElEQVT17kHJf/C5+meCgoPZvWsnrzV4najISJtbZ8r5BzB39izruktO5lJ0NL6+fkwYN4ZXXm1A5SpVcHFxRa/X0azFRzRrYT25/uarL7l06dITFyMg+9u5j3cJ1mzaQlJSEqkWCxejL1HcsxgeHu64pR07ChbIz4O00QHZ6Su/TH3lHxDAnEx9FR0dja+fH4cPHWLypInMnDWbIkWL2rzf6dOnCQoKfuIcAMEVKrBz505ef/11IiMjKVUqI0tAQACzZs4kKSmJ5LQsfn5+BAcHs3vPHt577z327tlDxYoVuXTpEjOmT2dKWBhGoxGTg0N6se7ggQPU+ptbNdKKD382hPU6UDWL10sBV/jjRb9H95bdBAoD5YFKaSMiwPoMikfVa9v7Da2uYi1KRKqqGg3UTStkPLrH9HdguaIocUAZYH/a6ydUVTUrinIfuKCqarKiKPewXoQtCBQB1iuKAuAM/Ih1xMQA4AcgBnjyB8s856QgIYT4z6heuy7HDh/ks27t0TQI+XwYW9euooinJ9VqZT3E+vWG7zNnynj6dWkHmkb3vp/bPVflWnWJOhLO8N4d0TSNLv2H8u3G1RQu6onFYuFM5FFSzGaOh1s/r5p17M7Xa5ZjTk5mxWzrCEAXV9f0B2H+11WoUYfTRw8xvm8X0DTafDqYbZvXUrBoMTSLhbNRx0gxmzlx+AAAjdp25Y2mrVg8OZSoQ/swGAy07TPE7rlKV67JpagIvhgRAprGW136Ef7dRvIVKkqpSjUoWNyXL4b3RqfT4RNUheJlgyjqV5Yfl85gxbBeADRon70nwWfFZDTyWY9OdO43BE3TaPTWaxQqWIALl66wevPXDO3Tw+7L/CeZBnb6iE5DJmLRNBq/VptCBV7g/JXrrPp6G8N7tM1yvnwe7ly7+TtNQ4ZhMhrp16EFBoP9HndlMhr4rHUjOo+Zg2bRaFSvOoVeyMv5azdY/cMuBrdvytilGylSIB+fTF4EQOVyfvT88G2UEsX4aEgYOqBWhXJUKWe/5xCYjAYGtGtC59DpWCwajV+pQaH8+Th/9VdWf7eDwR2bM3bxOooUeIGQCfOsufxLUdbbi0Mnz5JsTmH3Eet93Z+2ep/gMk9/0miby0j/kB50+aQfFotGo4ZvUejFglyIvsSaDZsZ8lkf+oX0YMS4SZjnLsCnZAleq2891l66cgXPYkX/ZglPrnbd+hw6eICu7dugoTFo2EjWrvoCT08vatWpS5NmLejRqT0WTaNz9x44OloLIlcuX+aNt+z7F0gATCYj/fp8Qteeva199F5DCr34IhcuXmTNug0M+XwA/T4NYeTosZhnmfHx9ua1V+qzeu06rl+/zqatW9m0dSsAocOH4lmsGJcuXaHh22//zZL/XK269Yg4dICendqCpvHZkBFsWL2Sop5e1Kxdh0ZNmxPStQMWi4UOXXrg4OiIV/ESTBozEpPJgZI+PoT0H4jBYOTGr9fo1q4VRqOJLr1Cnvj5A5nVrVefgwcO0KFtazQNho0YyaqVX+Dl5UXtOnVp1rwFnTu0Q7NodOvRE0dHR5o1/4jxY0ezeOF8dDo9nw20/7nY027nBoOBxg3f5uPOPUHT6NK+NXnyePB53xDGTp5GqsWCpmkM7vfJE2eqV9/aV+3bWPtq+MiRrPzC2ld16taleYsWdGrfDoum0T2tr6ZMmoTZbGb4MOuzSUqULMngIUO5d/curi4uT12kr1+/Pgf276d169agaYwMDeWLFSvwKl6cunXr0uKjj2jXrh2axULPXr1wdHSkU+fODB0yhM2bN5Mvb17GjRuHs4sLpRWF1h9/jE6no2bNmlSuXBmAS5cvU716tp6x9CUwWFGUqqqqhgMoitIRuJV2O0YtbJ+dqD02/xlgu6qqnRVF0QNDgYtp0yxZLG8eME9RlHBVVW+kvVYP0BRFyQOMBB4N99hGxq0bjy83s9vANeA9VVVjFEV5F4gD3gN2q6o6UlGUFliLE09+H9BzTKdpf9UvQuQOnU434n9xhMT/2u/8JNTfHzx3B6u4pKw+o3LfS+/2ye0IWdq2Mef+dOiTuHAv4e8b5bCPPc25HSFLhvg7uR0hS5a4+7kdIUs6U84/jPbvpBYpk9sRshRj8Pj7RrnAQ/987ou3zc/nNUU3h+fvefnOyc/nHz1Icszz941ygdEOo7+eBWcnp78MlvasiKlY/8qGEYgE+quqel9RlArAWmA41uc/dFVV9YyiKF2xjpAYCUwBqgBuwBZVVUP/6i9yKIpSF+toBRPWZ1FcTnv/08A6QAHigXvAPmBv2ns1VxSlDDBPVdW6iqLkBQ6oqlpGUZQGwDCsxZMHQGvAHViJ9fkRFuBTVVWPPGn/Pc+kICGeS/+LJ+f/i7/zk5CCxD8nBYknIwWJf04KEk9GChL/nBQknowUJP45KUg8mX9rQUL8ez1/Rw0hhBBCCCGEEEL850lBQgghhBBCCCGEEDlOChJCCCGEEEIIIYTIcVKQEEIIIYQQQgghRI6TgoQQQgghhBBCCCFynBQkhBBCCCGEEEIIkeOkICGEEEIIIYQQQogcJwUJIYQQQgghhBBC5DhjbgcQQtiXTqcbCDjldg570DRtRG5nEEIIIYQQQjwbUpAQ4r/HSU7khRBCCCGEEM87uWVDCCGEEEIIIYQQOU4KEkIIIYQQQgghhMhxcsuGEOJfQb2dkNsR/iC4sFtuR8jSto0TcztCll5r8lluR8jS9LnDcjvCH3xz2yW3I2TJL3+B3I6QJbc8z+f1Fc+U33M7wh/c1J7P41axa+G5HSFLqUXK5HaELMUmP5/HCA/H529f1IzP52O1rj4w53aELBV0eT5PD52fz9Uo7OD5O2oIIYQQQgghhBDiP08KEkIIIYQQQgghhMhxUpAQQgghhBBCCCFEjpOChBBCCCGEEEIIIXKcFCSEEEIIIYQQQgiR46QgIYQQQgghhBBCiBwnBQkhhBBCCCGEEELkOClICCGEEEIIIYQQIsdJQUIIIYQQQgghhBA5TgoSQgghhBBCCCGEyHFSkBBCCCGEEEIIIUSOk4KEEEIIIYQQQgghcpwxtwMIIcSzYLFY2DJ/Kr9eOo/R5EDTHv0pUMQzffre77ZwePv36NDx6odtKFelxjPNMmPSeC6eP4vJ5ECfz4dSzMvLps39e/cI6dyOhSvX4eDomP76nh2/sOuXnxgUOvaZ5Fo9ezLXoq191DpkIC8WzeijbVvWcmjnzwCUr/ISDVu2R9M0BrR+nxeLWvP7lPGncbtuds/2V6oE+DA2pAmvdZqYo8vVLBZ+WTGTW1eiMZhMvNb+E/IWKpY+/fhPX3FqzzYAqr3fEp/g6iQlxPPdnLGkJD1EbzTyRpcBuOZ9wW6ZLBYLXy6cyo1LFzCYTHzQzXY73//9FiK2/wA6Ha80bU3Zyhnb+YmDu4nat4MWnw61W57MuRZOncDlC+cwmhzo1n8wRTxtt/mY+/cY3KMjYUtW4+DoSOyDGGaMGU5ifDxuefLQrd8g8uSzX189yjVr8ngunj+HycHEpwOHUtTzj/tin67tmbdiLQ6OjjxMTGT8iMHEPniAk7Mz/YeGkjdfPrvmAtix9yBzl6/GaDDQ6K0GNGn4RpbtJsxaQEmvYjR77+301+7ej6FV975sWToHR0cHu+R5Xo9bANsPHWfu+m8x6PU0fqUmTRu8bDP9dPRVxixci0Gvx8FkZFxIOwrk9WD5Vz/x3Z5DANSuFECPZg3tkmfH7r3MW7Icg8FAo3feosn7tu975eo1howaj04Hfj7eDO7/KXq9nq3ffM/6zV+SarFQr3ZNurZvQ0zMA975sBV+Pt4AvFL3ZVo1a/LU2SwWC/PCJnDpwjlMJhM9PxuS5b44oFsHZixbg4OjIxtXLuNo+H4A4uNiuXf3Dsu3/t9TZ8icZfzYsZw7exaTg4mhw4bjVbx4+vQtmzexeeMmDEYDHTp24uXatbl54wahI0aQkpoCGgwaOpSSJUumzzNmVCgeHnnoFRKSrWw7du1m/qLFGAwG3n+3IU0avW8z/crVqwwdEQo6HX6+vgwe0B+9Xs+M2XM5EH4InQ4G9utL+QB/bt++w8ChwzCbzRQsUIBRI4bh7OT01NksFgvzp07gUtpxq0f/rNfh5907MG2pdR3Gx8UxZeQgkh4+xGgy8sngUPLlL/DUGTJnmTJhLOfPWY8LA4cMw9MrYx1+tWUzX27ZiMFgpE37jtR8uTaJiYlMHj+GG7/+itls5tP+AyhUqDDDBw9Mn+/8WZWuPXvz/gdNs51R/PvICAkhxH/SyYN7MJuT6TVhLm993Jmvl85Jnxb/4D77f9hKz3Fz6Bw6lc3zw9A07Zll2btrB8nJScxYuIwO3Xsxf+ZUm+mHDuxjYEgP7t+9a/P67KmTWDJ31jPLdmz/LszmZAaGLaBxu65sWDQzfdqtG9cJ3/4jA6fMY2DYfE4dCeda9Hlu3bhOcV+FfhNm0W/CrBwvRvRt8wbzh7XFycGUo8sFuHBkHylmM82HTaNW0/bsWrMgfVpibAzHf/6aD4dM5YMBE/hl+Uw0TePUnh8p4OVN08FTKF2tDhHfb7BrplPhezAnJ9N93BzebNWZb5fPTZ9m3c6/pNvY2XQaEcbWBVPTt6WvFs/k/1YuQNMsds3zSPienZiTkxk7ZwmtOvdg+dzpNtOPhe9nVL9exNzL2OY3r1xGmfJBjJ61kLcafcjqhXMef9ts27drB8nJyUxbsJT2XXux4LF98fDB/Qz+1HZf/P6rLZRSyjJl7iLqvNKANcsX2z2XOSWFCbMXsGDKaJbNmMCGr7/n9h3b48Hd+zF07T+U7XsP2Ly+NzyCzn0Hc+fePbtmel6PW+aUVMYv2cDC4SEsH92PDdt2c+tejE2bcYvWMbhTc5aP7sur1SuwePMPXL15i292HWT1uAGsGT+AfcdOo166Zoc8KUycPpv506ewbO4MNn75Nbfv3LFpM2n6bHp16cDy+bPQgO279nD12nXWb/6SJXOms2bJPMzmFMwpKZxSz/Lma/VZOnc6S+dOz1YxAuDg7h2Yk5OYOHcJrbv0ZMnsaTbTj4TvZ3jfntzPtC82adWWMTPmM2bGfPIXLETIoBHZyvDIju3bSU5OYumKFfTqHcLUsLD0abdv32btmjUsXraMWbPnMGvmDJKTk5k7ZzYfNm/GgkWLadehA7NnzkifZ9PGjZw/dz7bucwpKUwKm8b8WTNYumAem7Zs5fbtx9Zh2HR6duvK8kULQNPYvnMXp8+oRJ44wapli5k4djQjx1gLcIuXL+fdt99m+aIF+Hh7s3HTlmzlO7jHug4nzF3Cx517snSO7To8Gr6fkY+tw19++JoSPn6MmbmAmvVeY+vaL7KV4ZHdO7aTnJTM/CUr6NqzN7OmZazDO7dvs3HdGuYuWkbYzNnMnz2T5ORkVn+xHB9fP+YsXMKAwUO5cvkS+QsUYNb8Rcyav4iuPXpRukxZGr7f+KlzKYoyRVGUHYqinFEU5Urav7P8wFUUZbCiKJUURemoKMrop1hWXUVR/BVFMfzZMsSTkYKEEOI/Kfp0JGUqVAWghOLPtQtq+jRXj7x8OnUxBqOR2Ht3cXZ1Q6fTPbMsJ48fo0p165XpcgHlOXv6lM10vV7PxJlzcPfwsHndv3wQvT/7/JnlOn8yEv9K1QHwKRPA5XNn0qflK1iI3qPC0BsM6PV6UlNTMJkcuHzuDPfu3GLywJ7MGNaXm9cuP7N8Wbl47RYf9puVo8t85PrZk5QsXxmAIn5l+S36XPo0Z/c8tBo9D4PRSHzMPRxdrNtUAU9vkhMTAEhOTEBvsO/AxEuno1DStvPipf25/th2HhK2KH07d8q0nZco48/7nfvYNUtmZ6KOEVz1JQBK+5fnonraZrpOr2f4lFm4uWds89cuR1OhmnU/UcoHcjrquN1znYw8RuXq1lxlA8pz7oxtLr1Ox7jpc3DLtC82avYRzdu0B+DWbzfJZ+dRGwAXL1+leLGi5HF3x2QyUTHQn4jIkzZtEhIT6d6uJQ0b1Ld5XafTsShsLHk83O2a6Xk9bl28doMSRQqSx80VB5ORimX9iDhle1I6pW8nynpbryCnpqbi4GCicIEXWDAsBINBj16vJyUlFUdT9gubF6MvU9yzGHk8rOuuQlAgEccibdqcUs9SuWIwALVeqsb+QxHsPxRBubIKg0eNpV233lQIDMBkNHLqzFlOq+do2603fQYN49ZjJ8ZP6lTU8Yz9yr8859XHt3k9oWGz/7AeAfbv/AU3d3cqpu3L2XXs6FFeqlETgPKBgZw+lbGNnzxxgqCgYBwcHHBzd8fLy4tz587yaZ++1KplHQGTmpqCg4N1BFDk8eOciIqkcZMPsp0rOjoaLy9PPDw80tZhEEeOHbNpc/rMGSpXqghArRovcSA8nLJlFObNnI5Op+PGjZvkf8F6bPisz6e889YbWCwWfvvtN17In71jxunI41SomrEOLzx+PNXpGRE22+a4VcLHj8QE62dPYkI8BqN9Pnsijx+lWg1rloDygZzJdFw4ffIE5YOCrOvQzZ1iXl5cOHeO8AP7MBlN9OnVnWWLF1KtesZIPU3TmDp5Av0GDMJgMDx1LlVV+6qqWhcYD6xWVbWuqqpZDrdQVXWMqqoRT70w6AgUUVU19c+WIZ6M3LIhhPhPSkpMwMnFNf3nRyfVhrQTQoPByN7vNvPjmqXUfCf7X2j+Snx8HK5ubhlZDHpSU1LSvyBUqlo9y/nqvtqA40cOP7NcDxPicc7URzq9Ib2PjEYj7nnyomkaGxfPxsu3NIU8ixNz7y5vfvgxlV+uz7mTx1k8KZTB0+1/xfjPbPk5ghJF8ufY8jJLTkzAwdl2m7KkpqJP+xKlNxg4tu1LDmz5guDXrMN9ndzcuXLiCCs+78TD+FiaDppi10wPE+NxcsnYtnRZbOf7vtvMT+uWUePtjKtPQTXrc+HEUbtmySwxPh6XzNu83nabD6pc7Q/zlPQrzeG9u/AppXB4726Skx7aPVdCfDyurn++L1b8k33RYDAwoFdXLl08z9ips+2eKz4+ATdXl/SfXZ2diY2Pt2njWaQwnkUKs/ug7TGhRpWKds9jzfR8HrfiEh7i5uKc/rOrkxNxCYk2bQq+kAeAo2cusPq7HawY0w+T0UA+Dzc0TWPS8k2U8fGiZLFC2c4THx+Pm2vGccHVxZm4ONt1p2laejHQ1cWFuLh47t+PIeLYcVYumMPDpCRad+7BmqXz8S5ZnHJlSvNS1cp888M2xk2ZTti40KfOZ93mH/sszLQeg6v8cV98ZOOqZfQbNuapl/24+Ph43Gy2KQMpKSkYjUbrNPeMaS4ursTFxqXfHnXp0iWmTZ3K5LCp3L51iwXz5zF5Shjbtv2Y7Vxx8fG4Z8rl6upCbFycTZvM69DF1TV9HRuNRmbMnsvqdev5vH9fwFokTElNpWmLliQlJ9OlU4ds5UtMiMflCdehu0cejh0+QK/WHxIXG8OYmQuzleGR+MePoXrbdejqllEYdXFxIS4ulpj794mNfUDYzDl8/+3XzJoextCR1oEJe3ftxNvHl+KZbsOxF0VRjMACwBPIB3yrquoIRVFWAsseazsCaAjcAtyBAcAVYA7gABQAhgO/Aa8B5RVFeRfYq6qqp6Ioe4BDQCDgBjRRVfVqVu+rquoeu/+y/3IyQkII8Z/k6OxC0sOE9J81TUs/SXuk5luNGbpkM9Enj3M+6sgzy+Lq6kZippMLzaLZ7WpFdji5uJKUmKmPLBabPjInJ7F44kgeJibQsrv1i1aJUmUIrm69WlXKP4j7d24909tdnicOzi6YH9um9I9d0Ql+7T06zVjD9bNRXD19jANbV1Hp7aa0HreQRv3G8u3MUXbN5OT81+sQoMZbjRm0aBPRpyK5EPXsihCZObu68jAhY5u3/INtvnHLNty6eYORfXpw+/ffyP9i9k8WH+fi6pp+1RCebF+cMHMek+csYvTgz+yWZ8ai5bQNGUDPQSOJj8/IFZ+YiEemE6Tc8Lwdt6av2kqbIVPoMW42cQkZxar4hw9xd3X+Q/vv9xxi5LxVzB3SkxfyWE+SkpLNfDZ1MfGJDxnW+aNs5ZkxbxHtuoXQ67NBxGXqp/iERNzdbdedTqfPND0Bd3c38ubxoEqFYFxdXcj/Qj58vEty+co1qlWqSNVKFQDr8yNOnz1Hdvxhm9f+2Xq8cukirm7uf3hWQXa4urqSkJB5m7JgTMvi6upKQqZ+TEiIx93dut4OHzpEvz6fEjpqNCVLluSnbdu4f/8+vXv1ZNnSpfzww/d8/dWXT5xn5px5tO/cjd59+tuuw/gEmwIFgE6fMYoy4bECRu8e3fj5+29Y9sVKrl6z3gZkMhrZumEdwwd9zuDhI584W2bOLq48fMJ1uG7ZQhq1aM3MFesZPnkWE4cOyFaGR6zrMHOWv1qHCbi7u+ORJy81a9cBoObLdVAzjar4vx++491Gz+yiUHFgj6qqDYDaQI+sGimKUgl4BagKNAaKpk0qA0xIm/8ToLuqquHANqAvcP2xt9qvquorwA6g2V+8r3iMFCSEEP9JJcuW53TEQQAuqycpXNw7fdrv16+wfPyQ9A91o8lk84XR3vwDgzi4fy8Ap05E4e3r98yW9SR8y5Un6rD1wWUXz5ygWEnf9GmapjE7dCCePn583Ouz9BPvb1Yv4aet6wG4evEcLxQs9Exvd3meFC1VjuhI6wPxbpw/TX7PkunT7t64ytczQtOKFEYMRus25eTqhmPaqAoXj7w2RTJ7KFEmgDNHrM8UuHL2JIVL+KRPu3X9Cl9MHJqxnRtNNl+qn6UyAUEcObAPgLMnoyju4/s3c8Cp40ep8/pbDA+bTaEiRSkTEGj3XP7lgwhP2xdPn4ii5D/YF9euWMpPP3wLgJOT0x+KUNnRu2Mblk2fwM6tq7ly/QYxD2Ixm81EHD9BkH8Zuy3naTxvx62Qlu+zfHRfdi+dzJWbt7gfG0+yOYXDJ88RrPjYtP1qxwFWfbeDZaP64lW4IGA9pvUcNwelpCcju7XCYMjeMb93144snTudHd9t5eq168TEPLCuu6PHCQrwt2lbtrQfhyKsxcA9+w9SKSiQ4MAADh09RlJSEgmJiVyMvkRxz2IMHzuRbdt3AnDwUATlypTOVs6yAUFEHLCuR/VkFCX+wb4IcPxwOJWq2fdhz0HBwezdY704HBUZiZ9fqfRp/gEBHD16lKSkJOJiY4mOjsbXz4/Dhw4xedJEZs6aTTl/a782/+gjVq5ew4JFi2nbrh1vvPEmDd9974nz9OrelSUL5rL9x++5evUqMTExaevwKEGB5W3allEUDh22jvLfs28/FSsEc/DQYcZMsD5c2cHREaPRiE6nZ/T4iYQfto4ScnF1QZ/Nz8iy5YOIOJixDot7//06dHP3wCVtJEOevPlsCkHZUT4omAN7revwRFQkPpmOC2X9A4g8lrYO42K5HB2Nt68fgZnmOX40gpKZtkH19GnKBwb9o2UritJZUZTDmf7r/Dez3AFeUhRlFTAF60iHrJQFDqbdgpEAPLqd4wbQXVGUFUBn4O/u8XpU8b8KOP3F+4rH5P4lOiGEeAYCqr3MuWOHmTWwO5qm0azXQHZ+uY4CRTzxr1qTIt5+zBrYHYAyFavhGxD8zLLUrFOPiPCDhHRqh4ZGv8HD2bhmJUU9vajxcp1ntty/U6FGHU4fPcT4vl1A02jz6WC2bV5LwaLF0CwWzkYdI8Vs5sRh6wlvo7ZdeaNpKxZPDiXq0D4MBgNt+wzJtfw5za9STa6cPMK6UZ+gadCgYx+O/LCJPC8WxbfiSxT08mHdqE8AHSUDK+NZJpC8hYrx05KpRP78NampqbzaLntPgn+cf7WXOR95mDmDeoCm0aTHAHZ/tZ78RYpRrkpNipT0Zc7n3dHpdJSuUA0f/2e3nWdW9eW6HD98kEE9OoCm0WPAML5ev4r/Z+++o6Oo2jiOf7elF1oIaRCS4NASepemYkFRQLCBICBIE5BeA4L0Kr0LSFUEKyqK9F5CD0MgIXSlhJYEssnO+8eG1EXQLAnyPp9zOLB77+z8mJmd2X3mzmwRvwCq1KpjcxrfgGJMGz0MgAKFvOjc1/7bVs269TmwdzeffGT9xZheg4byzcql+PoFUOMB78WXXnudCZ8N49cfv8OSYqHnwHC75zIZjfTt0p4Ova2F0iYNG+DtVYjTZ86yfM0PDOlp88TeY/Wk7rdMRgP92jSjw/DPsVg0mj5fE++C+Tl17iLL121i0IfvMGrBKnwKFaD72NkAVC5TglLFA9h77CRJ5mS2HrDeu+CTlo0pX/LRvqA/OI+RPt278FGP3lgsGk0aNcS7sBenY86w4us1DO7bk97duzBs9HjMs+YSFFiMBs/VxWAw0LTRq7zfoStoGh+1bYWnpwc9unxE+GdjWPXNdzg7O/HpwJyNyKlepx4H9+2mbyfrfVC69Q/nu1XLKOLnT7VnH7weL5yN/dvLOf6N+s89x+5du2jbuhWaBkM//ZSlX35JQEAAdevV451336V92zZYNI3OXbri6OjIxPHjMZvNDA23/hpQscBABg227y8DmYxGen/Sg44fd8disdDk9UZ4Fy7M6ehoVny1msH9+9K7R3c+HTkK84yZBAUG0uB5671c1v++gVZt25NiSeHt5s3w9/OlxTtvMWLUWObMW4BOr2dQ/5ytw2q1reuwf+e2aBp8nLoOffz9qVrL9jp8r11HZoz7jF++XU1ycjKdew/KUYb76tR7jr27d9GxbWs0NAaGf8rKZV/i7x/As3Xr0eztd+nSvi0WTaND5y44OjrSqk07xnw2nI/atsJoNDJ4mPVyjbi467i4uDzySQ1VVedivQTjUbUD/lJVdZCiKArWooItR4EOiqLosRYt7h8oRwLTVFX9TVGU9sA7qc9bsH1SP+tw0Qe9rshC9/8y1Fb8t+h0usHOP+4AACAASURBVGGapg3L6xy5SafT9cdaUc2pQE3TPrDD6zxRvj9++YnbWZUvkrdDqh8kJs7+197bQ4Nm9hvqbk+fz7L/F8ycKuLm+PBOeSCkoMvDO+UBN9OTOeDTP/mvvI6QzSUH+18KYw9+lx/ffSdyIsUnb0eqPEh00pP5XvRzz/1fQHoYh5R7eR3BptPxT+Z+y8vlyTxf7eXh8tDKhaIoHwAlVVXtryhKGLAcuAnEA4FAbayjJRalPg5UVXWwoihDgYbAVaA40AYogfW+EZex3k8iTFXVUEVRumAtbjQH/shwD4kPVFU9pShKVyCfqqqf2XpdVVV322N5PE2ezC1OiP9DmqaNscfr6HS6YfZ4HSGEEEIIIf4rVFVdlOHfh4GyNrq1zPhAUZQiwJ+qqlZTFMUJiATOpxYOltqYxwzg/t2N/VOfezZD+/S/e91//797eklBQgghhBBCCCHE/6MrWO810RbQATNVVc16w8on6XWfOlKQEEIIIYQQQgjxf0dV1RSg9X/ldZ9GT+bFS0IIIYQQQgghhHiqSUFCCCGEEEIIIYQQuU4KEkIIIYQQQgghhMh1UpAQQgghhBBCCCFErpObWgrxf0an0/UHnPI6x6PQNG1YXmcQQgghhBBCPB5SkBDi/4+TfNEXQgghhBBC5DW5ZEMIIYQQQgghhBC5TgoSQgghhBBCCCGEyHVSkBBCCCGEEEIIIUSuk4KEEEIIIYQQQgghcp0UJIQQQgghhBBCCJHr5Fc2hBD/CfvP3cjrCNmsj/wrryPYVLFYvryOYNPns8LzOoJN3TsNz+sI2fzy9di8jmBTiXwOeR3BJl3yvbyOYFO0xSuvI2TjpOV1Atu0fD55HcGm6CSXvI5g05V4c15HsMnL5cn7arHw8PW8jmBT45KF8zqCTcevJOR1BJvqejyZ70WRczJCQgghhBBCCCGEELlOChJCCCGEEEIIIYTIdVKQEEIIIYQQQgghRK6TgoQQQgghhBBCCCFynRQkhBBCCCGEEEIIkeukICGEEEIIIYQQQohcJwUJIYQQQgghhBBC5DopSAghhBBCCCGEECLXGfM6gBDC7u7qdLphf9MemEs5hBBCCCGEEOKBpCAhxFNG07Qxf9f+kGKFEEIIIYQQQuQKuWRDCCGEEEIIIYQQuU4KEkIIIYQQQgghhMh1csmGEOKpoVks7Pt6NjcunEFvNFH13a64e/lk67Nlzgj8QqsS8uwraJrG9+FtcfPyBaBQoEK511s9tow64O0Kfvh5OpFs0Vi2/zxX45PS2puV8yWooAv3ki0AzNlxhrup/7Y3zWJh/RdT+etsNAaTiVc+7En+In5p7QfWf8eRrevRoaNmk5aEVKyOxZLCH0tnczn6JCnJZmo1bUVIxep2z/XHkmlcORuDwWSiQdse5PNOz3Xo9+85vu03AKo1bkFQ+ercS4hn3cxRJN+7i95o5OWP+uGar4Bdcz1MlbJBjOrejAbtx+XaPC0WCytnTuR8zCmMJhMtu/WnsK9/WvuGtavYt+V3AMpUqcFr77XFkpLC6vnTiI1SSTYn8VqLtoRWrZWjHJs2b2bunDkYjEYav/EGb775Zqb2s2fPMiQ8HJ1OR0hICAMHDECv1zN79my2bN2K0WCgT58+hIaGpk0zfvx4igUG8lbz5pw4cYLx48entR0+coQpkydTq9aj5d60ZStz5i/AYDDQ+PVGNGvSOHO+c+cYMmw46HSEBAczqF8f9Ho9U2fMYteeveh00L93L0LLluHq1Wv0HxKO2WzGq1AhRgwLx9nJKQdLz7oeZ08aS8ypKEwmE137DcbXPyBTn5txcfTt3I5pi1bg4OhISkoKC6dPJupEJMlmM++2aU+VWrVzlCNrpmkTxhAddRKTgwOfDBiCX5ZMN+Li6PFRG+Z+uQoHR0fi79xmzKdDSIiPJ9ls5qNuPSkdGma3TPdt3LGHWUtWYjQYaPLKCzR/7SWb/cbMmE/xAD/efv0VAJav/Ylvf92ATqejU6t3qFejit0y3V+HZ06nrsO+g/HJug5vxNGvUzumZlmHp9RIzPfXYU37rcP7uZbNmMC56CiMJgda9xiAd4Z9xPq1K9m72bqPCK1Sg9dbtEtru3TuDKN6tGfSih8xOTjaJcuEMaOIijqJg8mBAUPC8Q8omtb+3do1fLdmNQaDkQ/afUit2nVITExk/OiRXLp4EbPZTM8+/ShdtiwAd+8m0r1zJwaEDyUwsHiO82WkWSxsXjqDa+eiMRhN1P+gB57evtn6/DRlKIEVqlO2/qt2nX9GT+p70WKxsHzGhNTjjwOtumc+/vy2diV7N28ArNtWoxZt0TSNfq0aU9jXmj+oZBmatulk11ziv0cKEkKIp8b5I7tJMZtp0HMcV2NUDq5dSO0OgzL1OfzTMu4l3E57fOfqZfL7B1Pno8G5kjHM1wOjXsfETacJLOBC0zAf5u6MTWsPyOfMjG0xxCelPPYsJ/dvJ9mcxPufTuVC1HH+WDaHN3sNByDh9k0O/P4DbUbNJtmcxIK+HxJcoRrHtv6OJSWFlsM+5/b1q5zYvcXuuU4f2EGy2cw74VO4dCqSLSvm8nqPTwFIvH2TQxt+oMWIWaSYk1gysD3Fy1Xj+Lb1FAooTu23P+TIpnXs//lr6rz7kd2zPUiv1i/T4tWaxCfey7V5AhzauRVzUhJ9J84h+sRRvpk/nU7h1tvIXLl0gT2b1tNv0lzQ6ZjYtwvla9Th3KmTpCQn02fCLG5cvcL+bRtzlMFsNjNhwgSWL1uGs7MzrVu3pm7duhQqVCitz4SJE+napQtVqlRhxGefsXHTJnx9fNi3fz/Lli7l8uXL9OrVi+XLl3P9+nUGDxlCbGwsrQMDAShZsiQLFiwAYP369Xh5eT1yMcKcnMz4SVNYseQLnJ2dadWuPfVq16ZQoYJpfcZP+pyunTpSpXIlRowaw8bNW/D18eHw0aMsW7SAi5cu0b1XH1avWMaCxYt5/dVXef21hsycM4/V36zl/Rbv5mgZ7tq6iaR79xg/eyEnjh1h4YwpDB49Ma39wO6dLJ4znRvXr6c9t+nXdSQnJzNu1gKuXfmLbRt/z1GGrHZs2URS0j0+n7eIyKNHmDt1Mp+Om5TWvm/XDhbMypzpm5XLqFC5Kk3ffo9zsWcYPXQgMxctt2suc3IyY2fMZ9XsSTg7OdLy437Uq1kVrwL50/pcv3GTAaMnE3v+IsXfbgJA3M1brPxuHd/M/5ykpCRe/6ArdatXRqfT2SXX7q2bMCfdY9yshaip63BQxnW4ZydL5kznRlyGdbh+HSkpyYydaV2H2+28DgEidm7BnJTEwMnzOB15lK/nTaXrUGvR9MqlC+zeuJ5Bk+eBTsfYPp2oULMuAcVDSIyP56t50zCaTHbLsmXTRpKSkpj3xRKOHjnM1MmTGDdpCgDXrl7l65UrWPjlMpKS7tGxXVuqVKvOsiWLCQoOIXz4Z5yKOknUyZOULluWyOPHGD96JH/99Zfd8mUUHbGTFHMSbw6azOXTkWxfNY+G3YZm6rN77RLuxt9+wCvYz5P6Xjy4cwtmcxL9J80l+sRRvp4/jS7hY4HU48/G9QxI3bbG9+lMhZp1cHB0omiwQtdh9i3cK4pSD/gKOJ7h6SuqqjZXFMULmA24YT0vFAt0U1U1UVGUJGAHoAEmIBLoBLQEhgFhqqreSp3HSmC2qqqbMsxXD0wAQgELkAR0V1U1WlGUM0BJVVXv2vU/+xSSSzaEEE+Nq6eP41OqAgCFiitcP3cqU/u5iO3odDp8SlVKey7u3CkSb17jj6mD2Dx7OLf+PP9YMwYXciXyT+sHmDPXEyia3yWtTQd4uTnwbkV/PqkbTPVi+R/wKvZxXj1G8XLWM4R+JUpzOeZkWpuLuydtR1vPeMffvI6jiys6nY6YI/twL1CIr8cP4pf5k+w+OgLgwsljBIZWBsAnpBR/xkSltTm7e9Lys9mpueJwdHFDp9NRyL84SYkJACQlJqA35G69Pfr8Fd7qPT1X5wlw+vhhSleqBkBQybLEnjqR1lbAy5uPh09EbzCg1+tJSUnG5ODA8QO7yVeoMDOG9mHptLGEVcvZ6IiYmBgCAgLw8PDAZDJRoUIFDhw4kKnP8ePHqVzZuk6frVWL3bt2cSAigho1aljfkz4+JKekcP36dRISE+nYsSOvvZr9jGNCYiKzZs+mX79+/zCff3q+cuU4cPBgpj6RJ05QuVJFa76aNdi1Zw+lSirMnvY5Op2OS5cuU7CAdcRN356f8FrDl7FYLPz5558UKJjzkTiRhw9RsVpNAEqWCeXUichM7Tq9nhGTZ+Du4ZH23IE9uyjo5c3wPj2YPm4kVWvVyXGOjI4eOkjl1EylyoZy8sTxTO06vZ6xU2dmytT07Ra82rgpACkpKTjY4ax6VtGx5yjq54OnuxsOJhMVQ0tz4PCxTH0SEhPp0vpdGjWol/Zcfk8P1iyYislo5Or1G7i7udqtGAFw/MghKqQuL6VMKKfUzOtQr9MzfFLmdRhxfx327cGMcSOpYud1CHDq2CHKpu4jgkuV5UxU+j4iv5c3PUZMSt9HJCdjMjmgaRpLpo6h6QcdcXDM2eifjA4djKBaDesyKhsaxonI9G3q+LGjhJUrh4ODA25u7vgHBHAqKordu3ZgMpno0bUzX8yflza9OcnM6PGTKFYs0G75MrocdYyiZa2fFYoEl+LKmahM7af3bUWn01E09Vj1OD2p78VTxw5TppL1M0BQybLEZtm2umXctlKs21Zs1Anirl1hQv+uTA3vxeXzsQ96+X/jD1VV62X40zz1+T7Ab6qqvqSq6otAPNAxte16at/6qqo+C3gADVPbXIDJD5nny4CvqqoNVFV9CVjwCNOILKQgIYR4apjvJmBydk17rNPrsaRYRxrcuBhL7P4thDZ8L9M0Th4FKNWgGc91G0npBs3Y9eXjPY44GQ0kmtMvwbBoGvrUz8QORj2bT19j8d6zzNweQ53ggvh62O/DYFZJifE4PmB5AegNBvav/5Yvh3ZDqWr9oJxw+xbXL1+gWe/PqNbobdbNmfAYciXgkCGX3kaug799x6rh3SlR2Tq82cnNnbNHD7BkQHv2/7yaMnVetnuuv7N2w37M5sc/qiWrxIR4nF0zL6uUlGQADEYjbp750DSNb+ZPJyCoBN5+Rblz6yZXLp6n87BxvNisBUsmj8pRhjvx8bi5uaU9dnF15c6dO9n63f/y5+Lqyu07d4iPj8c9w3SuqdP5+/kRluHSjYzWrl1LgxdeIH/+Ry/W3ck2HxduZ8mnaVqmfHfuxANgNBqZOmMWXT/pRcOXX0r7f6RYLDR9+1327N9PhXI5HwadEB+Pq1uW9ZicnPa4QpVqeHjmyzTNrZs3uHT+LEPGTebN91rx+ejhOc6RKVPCHVwzLDe9IXOmSlWrZ8vk5u6Oo6MT169dZeynQ2jbqatdMwHcSUjEPcM27+rszO34hEx9/H2KEFZayTat0WBg2dofebdLH16sW9OuuRLi43HN+l7MsLzKP2AdXjx/liFjJ9O0RSum2nkdAiQmJODsmmE96g1p+wij0Yh76j7iq3nTKBr8DEX8i/L9sgWEVa1JQFAJu2ZJyLKvMOgNJKcuo/j4eFzd3NPaXFxciL9zm5s3bnD79i2mTJ/Js7XrMH2KdWRAWPnyeBcpYtd8GWU9DmU8Pl47f4aTuzZRtfH7j23+GT2p78W7CfE4u2RcRra3ra/nTycg+Bm8/YviWaAQr7z1Pr3HTOeVt1uxYLz9t3kbYoFmiqK8oCiKM9AbmJq1k6IoJqyjKO4fIBYDpRRFee1vXvscUFlRlLcVRSkEfAc0z9A+S1GUTal/8iuKYlIU5UtFUXYoirI7dbryiqL8mJrhXUVRDqX++1lFUeYqilJLUZRdiqJsVRTle0VR3LPH+G+TSzaEEE8Nk5MLyXcT0x5rFg29wQDAmb0bSbh5jT+mDyH++l8YDEZcC3jjFVIGnd5am/UKLk3CjWuZvpzY293kFByN6bVgHWDRrP9OSraw6dRVzCkaoKH+dQe/fE5cvPV4Rvs5OLuS9IDldV+lFxtT/rlX+XrcQGKPHcTZzYOQCtWtZ4ZKlSPusv1HlDg4u2C+m/4FQ9Oy5yrf4A1C6zfk24mDORd5kIO/fU+lV5sTVv9VrpyN5qdpI2g5crbdsz1pnF1cuZeYYVlZNAwZRoeYk+6xZMponJxdeLdzLwBcPTwpW7UmOp2OZ0Ir8NeFc/9q3tOnTyciIoKTUVGZ7v2QEB+Pu3vmz0sZ30/3211dXYmPj097Pt7GdFmtW7eOiRMerQg2beZsIg4e4uSpU4SWLZNhPgmZChQAOn2WfBnau3XpRLsPWtGyTTsqVihPgL8/JqORb79exa7dexg09FO+mJuzbc3F1ZXEhMzbvMH49x/RPDw8qVKzNjqdjrIVKnHxnF3PNOLi4kZiQvr60SwPzwQQczqKUeEDad+1B2EVKj20/6P6fMFSIo4cR40+Q1ipZ9Kej09MxD1DMedhWjR5jeavvUTHfp+yO+Iw1SrY57r6f7MO3T08qVIjdR2Wr8RF+54tBsDZxYW7mfYRlmz7iC8mj8LJ2YWWXXoDsOuPX8lfqDBbf/2Rm3HXmTSoB/3Gz8pxFhdXVxIyLCOLZsGYuoxcXV1JyLC9JSQk4ObujqdnPp6tUxeAWnXq8uXiL3Kc41FYj0MZjo+aJe04pO7YQHzcNb4b35/bV/9EbzThUcj7sY2WeNLei/c5ZTv+ZN+2Fk8ejaOLCy1Sjz/FSpTEkLocS5Qpx41rVx75M5eiKB2ADhmemquq6twMj59TFGVThsc/qao6HpgFJGIdKfE1sA3ojLWYUCB1Gi31z8+qqv6hKMoHQArQGvhZUZSdtjKpqnpEUZT2qbmmAueBnsDm1C4LVFXdpijKIqABUBi4qqrq+6mFhQNADaCYoihOWEdcaIqieAOvA2uAxql/T0h9Lj/w+K8VykUyQkII8dQoFFSKi8f3A3A1RiWfb7G0tvJvfMCLvSbwfLeRFK/6HEr91/EpXZGjP6/k5KYfAIi7EINrfq/HVowAiL4aT5ki1i9dgQVcMhUbCrs78kndYHSAXme9vONcXOIDXinn/J8pQ/TB3QBciDqOV0D6TcGuXTzH2snDUosBRgxGEzq9Dn+lDKcP7gHgr9jTeBQsbPdcviVKE3N4LwCXTkVS0D8wre36pXP8MHV45lw6PU6ubmmjPVw88nHvboKtl37qBJUO5ejeXQBEnziKb2BQWpumacwaMQD/4iG0+Lhv2ofpkNJhHNtr/Wx1PjqK/IW9/9W8u3btyoIFC/hjwwbOnT3LzZs3MZvN7D9wgLCwzF/ySpYsyd691nW6bft2KlasSIXy5dmxcycWi4VLly6hadrfjny4ffs25qQkijziWdGPO3dk4dxZbFz/M+fOnUvPFxFBubDMIzBKKgp791n3Hdt27KRihfLs3ruPkWOt1zk7ODpiNBrR6fR8NmYce/btA8DF1QW9HfYXpULLsW/ndgBOHDtCsaDgh08TVp59u6zTxJw6iZe3fc8Wlwkrx57UTJFHjxAYHPLQaWJjohkxqB/9h42kao2cXQqUVfd2LVk0ZRRb1izh7IVL3Lh1mySzmf2HjlG+dMmHTh9z9jzdw0ehaRomoxEHBxN6nf0+BpcqW479qetDfcR1WDq0fNo0MadO4lXY/mf8Q0qHcST1/X468ih+xdNzaZrG9E/7EVA8hFbd+qXtI0Yv/Jq+42bQd9wMPPMXoOfIKXbJElauPDu3bwPg6JHDBIekb1Oly5TlUEQE9+7d486d25yJiSEoOISw8unTHDywn+KPsFztoUhIaWKPWPdZl09HUtAv/fhY8612NBsyhcb9xqHUakC5F5s81ks3nrT34n3BpUM5ss+6bUWfOIpfYOZta8bw/vgHhfB+huPPj8sX8vu3XwFwLjqKAl7ej/yZS1XVuaqqVs7wZ26WLlkv2bh/J+T6wJLUSyqKAHuA+xt1xks2nsswzf15RgGfAzNtZVIUJczaTX039bUHAF8pinL/P7U/9e/LWC8BKQVsSX3t21jveREM/ArUAwKAZcALQB1gAzAKayFjA9AMMD/SAvsPkRESQoinhn9YdS6rB/ltUl8AqrXoxok/vsPdqwh+odVsTlO6wZvsXDKJi8f2oTMYqNay+2PNeOjiLUp6u9OznrXwsHT/eZ4rUYgrd5I4cukW+87doHf9EFI0jT2xcVy+/fhukvhM5VqcObKfL4d1B02j4Ue92bNuNfm9fSlRqSZeRYP5cmg3dDodQeWqULRUOXxDSrH+i6ksCf8YgBfb2n95hVSqxdljB1g1ogeaBi9+2JMDv3yDZ2FfgivWwCsgiFUjegA6AsMq418yjHzefvy+cDKHN/xASkoKL7R5vOvxSVG+Rh1OROxlfK+OaGi06jGQ39euxMvHH82SQtSRgySbkzi231q0aNy6I7VebsSKGRMY27MDaBrvpZ4V/bdMJhO9evemU6dOWDSNxm+8gbe3N6dPn2blypUMGjSIXr16MXz4cKZOm0bx4sVp8MILGAwGKlaowPutWqFZLAwYMOBv5xMbG4uvr+/f9rGZz2ik9yc96PhxdywWC01eb4R34cKcjo5mxVerGdy/L717dOfTkaMwz5hJUGAgDZ5/DoD1v2+gVdv2pFhSeLt5M/z9fGnxzluMGDWWOfMWoNPrGdS/779abhlVr1OPg/t207dTWzQNug8I59uVy/Dx96fas3VtTvNSo8bMnDiG3h+1AU2jc6+/X37/VK269Tmwdzc9OrRB0zR6DRrK6hVL8fMPoEZt25kWzpqOOSmJWVOso1hcXd0y3XzPHkxGI307t6ND36FoFo0mr7yAt1dBTp05y/K1PxH+ie079hcv6o8SXJz3uvRBp9PxbNVKVClf1m65Mq5DgG79w/lu1TKK+D14Hb7YqDGzJo2hT0frMu5k53UIUKFmXY5H7GV0zw5omkabnoNYv2YFhX39saRYUI8cxGw2c2SfdR/xZpuOBJeyfclUTtWt/xx7d++iQ9vWaJrGoKGfsmLpl/gHBFC7bj2av/Mundq3RbNofNS5C46OjrRu047Rnw2nfZtWGI1Gwj/97LFkyyqoYk3OHY/gm5E9AY3n2vbk4K9r8CzsS/EK9r930t95Ut+LFWrWJTJiL2N6fQSaRutPBvHbmpV4+fqhWSycPHKQZLOZo6nbVpMPOvJy85YsmDCcI3t3YDAY+KBnrtxQvDsQBMxTVfWeoijHsBYGHtV04A0gDOvNMTN6ASinKEpbVVVTUl87XlVVTVEUsI66yCgSqA2sTR0hEQrEAGuBkcBBrMWJOUCUqqpmRVFaAItUVe2tKMoArKMxPv0H+Z94Ok3LupyEyHs6nW6YpmnD8jrH0+i/umyH/nriidtZXbuT9PBOeaBisXwP75QH7j2mny/Nqe6dcuUa1n/kl6/H5nUEm2r6uT28Ux7QJefur5s8qjOJT95AVCfDk5cJwO/ehbyOYNMpg8/DO+WBK/FP5knS0l7OeR0hm6WHL+d1BJsal7T/CEN7OHPjyfxRiLrBhR44lOIBv7IB8ArWSxxmAsWwXrpxBeikqupFRVEuq6qabWhS6iUbJVVV7Z/6uChwBHgjy69sGLFeSvEccAvrL20MUFV1e8Zf2VAUZQxwAlgOzMM6KsIZmKqq6uLUERUXgXaqqq5TFOUi0EVV1bWKolRLzX8H6694dFBVNebRltp/g4yQEEIIIYQQQgjxn5RaJHhQhScR630YbE1n8zopVVUXZXl8FvC00S8Z6PGA1wjM8O/+GZpa2+irAT4ZHvtm+PduwP43AXmCPJllciGEEEIIIYQQQjzVpCAhhBBCCCGEEEKIXCcFCSGEEEIIIYQQQuQ6uYeEEP9/7up0umF5HeJR/BdvvimEEEIIIYR4NFKQEOL/jKZpY/I6gxBCCCGEEELIJRtCCCGEEEIIIYTIdVKQEEIIIYQQQgghRK6TgoQQQgghhBBCCCFynRQkhBBCCCGEEEIIkeukICGEEEIIIYQQQohcJwUJIYQQQgghhBBC5DopSAghhBBCCCGEECLX6TRNy+sMQmSj0+mGaZo2LK9ziCdH8vljT9zOynxgQ15HsMlY9dW8jmDTj1dd8jqCTZ5OxryOkM3LzfvldQSbOoV/ktcRbJpYzSGvI9ikS0rM6wjZTL/gkdcRbOoYViCvI9ikGUx5HcEm05VTeR3Btvi4vE6QzXX/qnkdwaYbd1PyOoJNFp64j1sAKIU9dHmdQTweMkJCCCGEEEIIIYQQuU4KEkIIIYQQQgghhMh1UpAQQgghhBBCCCFErpOChBBCCCGEEEIIIXKdFCSEEEIIIYQQQgiR66QgIYQQQgghhBBCiFwnBQkhhBBCCCGEEELkOilICCGEEEIIIYQQItdJQUIIIYQQQgghhBC5TgoSQgghhBBCCCGEyHVSkBBCCCGEEEIIIUSuk4KEEEIIIYQQQgghcp0xrwMIIYS9bdyxl1lLv8KoN9Dkledp/moDm/3GzFxI8QA/3m70EgCjps8n4ugJXF2cAZg2vD/ubq52ybT5eAxzftuHUa/jjaqleLNamUztp/+8zojVm9A0jWd8C9G/cW0Mej3bTsQy57e9AJT082JgkzrodDq7ZALYtH03sxYvx2gw0KThizRr9LLNfmOnzyUwwI+333g17bnrN27SsnMv1n4xE0dHB7tlslgsfDdvMpfOnMZgMvFmpz4U8vFPa9/581r2b/wFdDqeb96KUpVrprUd3b2VIzs28e4nQ+yWJ2OulTMncj7mFEaTiZbd+lPYNz3XhrWr2LfldwDKVKnBa++1xZKSwur504iNUkk2J/Fai7aEVq1l92x/p0rZIEZ1b0aD9uNybZ46oHl5X3w9nUlOsbAy4gJX45Oy9elQI5Cjl26x/cx1XEwG3q8cgJNJT3xSCisPnOdOSv/34AAAIABJREFUUords23csYdZS1Zat/lXXqD5ay/Z7Ddmxnzr/uH1VwBYvvYnvv11Azqdjk6t3qFejSr2zbVrP7OWrcZgMND0xfo0b/i87VyzFxPo78s7rzUg8vQZxsxenNZ2KDKKaUN7U7tKebtm0ywWNi+dwbVz0RiMJup/0ANPb99sfX6aMpTACtUpW//VB7xSzmzaspU58xdgMBho/HojmjVpnKn97LlzDBk2HHQ6QoKDGdSvD3q9nqkzZrFrz150OujfuxehZcswduIkVDUKgKvXruHu7sayRQtzlm/zZubOnWfN1/gN3mzaNHO+s2cZMnQYOh2EBIcwcEB/9Hp9WluPnr1Ys/rrHGWwZePOfcxa9g0Gg56mL9WnecMXbPYbM2sRgQG+vPPaiwBs2RPBzKWrASgdUpwhH7ez6/Fn495DzPrqJwx6PU2fr0XzF2tnao+MOcfIeSsx6PU4mIyM7t6GQvk8WPz976zbZj0u1qlUli5vN8pRDovFwsSxozgVdRKTyYH+g8PxDyia1v792jV8t3Y1BoOR1m0/pFbtOiQmJjJhzEguXbyI2Wzmkz798PYuwtBB/dOmO3VSpWPXbjR+s3mO882cNIaYU1GYTCa69RuCr39Apj434+Lo3bktMxatxMHREU3TaN20YVq/kmXC+KBj1xzlsJVr9qSxabm69htsM1ffzu2YtmgFDo6OpKSksHD6ZKJORJJsNvNum/ZUqVX7AXMQ/y+kICGEeKqYk5MZO+sLVs0ch7OTIy27D6Rejcp4Fcif1uf6jZsMGDOV2PMXKf62X9rzx6OimTs2nPyeHvbNlJLChO+3saxbc5wdTLSesYa6pQIp5JFe7Jj28y4+fqU6lYJ8GbJyA5uPnaFaCX8m/7iD+Z0ak9/VmS82HiAu/i4F3Jztkys5mbEz5rJyzhRcnJxo2aU39WpWpVDBAml9rt+4ycCREzhz/gJt3nkz7fnte/Yzec4XXIuLs0uWjI7v2YY5KYnOo2dy9uQxflo8i9b9RwIQf+sGO3/5ju4T55NsTmJS99aUrFQDnU7H9wumEXVwDz7FQ+yeCeDQzq2Yk5LoO3EO0SeO8s386XQKHwPAlUsX2LNpPf0mzQWdjol9u1C+Rh3OnTpJSnIyfSbM4sbVK+zftvGxZHuQXq1fpsWrNYlPvJer8w319cCo1zNl82mK5XemcagP83fFZurzamlvXBwMaY8bKF5EX4vnt5NXeMbLldfKFGFlxAW75rJu8/NZNXuSdf/wcT/q1ayaff8wenLq/qEJAHE3b7Hyu3V8M/9zkpKSeP2DrtStXtluX87MycmMmb2Yr6aNwtnJiZY9h1CveiW8CuTLkOsW/cfPIPbCJdo0sxYDSgUHsnj8UAB+2bKTwgXy270YARAdsZMUcxJvDprM5dORbF81j4bdhmbqs3vtEu7G37b7vO8zJyczftIUViz5AmdnZ1q1a0+92rUpVKhgWp/xkz6na6eOVKlciRGjxrBx8xZ8fXw4fPQoyxYt4OKlS3Tv1YfVK5bRr1fPtNdt3a4DQwcPzFk+s5kJEyeyfOlSnJ2daf1BG+rWqUOhQoXS+kyYOImuXTpTpXJlRnw2ko2bNvH8c8/xw48/snz5Cm7cuJGjDDZzJSczZs5ivpo22rptfTKEetUrZ9+2xk23blsB1m0rPiGRCfOWsnjCUPJ7erDgq++Iu3mbAvnsc3w0J6cwZuHXfDV+AM6OjrQcOI56VcLwyu+Z1mf0/FUMav8OpYoHsOrXLSxY8wvvNazPj1t2s3LsAHQ6eH/QBF6oVgEl0P9v5vb3tm7aSNK9JOYsXMLRI4eZPmUSYyZOAeDa1ausXrWC+UuWkZR0j84ftqVKteos/3IxQcEhDPn0M05FneRU1ElKlynL9DnzATh6+BBzZ82gUeOmfzfrR7Jr6ybM95KYOPsLThw7woIZkxkyelJa+/7dO1k8Zxo3rl9Pe+7ShfMEP1OSoWMn53j+f5cr6d49xs9eyIljR1g4YwqDR09Maz+weyeL50zPlGvTr+tITk5m3KwFXLvyF9s2/m63PIqi1AO+Ao5jrXmbgLaqqp6w20zEYyGXbAghnirRsecp6lcET3c3HEwmKpYtxYEjkZn6JCTepUvrt2nUoG7acxaLhbPnLzFs0ixadBvAmp832C1TzJ9xBBTMh4eLEyajgQrFfTgQcylTn4mtXqZSkC/m5BSu3U6ggLszh2IvU8KnIBN/2E6bmWso6O5it2IEQHTsOYr6+eLp7o7JZKJiWBn2Hz6WqU9CYiKd27Sg0YvPZXpep9Mxf9IoPD3c7ZbnvjORR1AqVAWg6DNluHBaTWtz9chH90nzMRiN3I67jpOrW9qXwmIly9C4Q0+757nv9PHDlK5UDYCgkmWJPZX+GaeAlzcfD5+I3mBAr9eTkpKMycGB4wd2k69QYWYM7cPSaWMJq5a7oyOiz1/hrd7Tc3WeAEEFXYn80/rlNDYukYB8mbfbcr4eWDTS+gAUcXfieOrjmGsJBBV0sXsu6zbvk75/CC3NARvbfJfW79KoQb205/J7erBmwVRMRiNXr9/A3c3VrmeKo89eoJjv/f2WkYplSrL/aJb91t27dHm/GY2ez342MeHuXaZ/+TUDO39gt0wZXY46RtGylQAoElyKK2eiMrWf3rcVnU5H0dDKj2X+ADExMQQE+OPh4YHJZKJCuXIcOHgwU5/IEyeoXKkiAM/WrMGuPXsoVVJh9rTP0el0XLp0mYIFCmSaZsXKr6hZvSrPhOSskGnNF5Cer0J5DkREZOpzPDKSypWsy/HZWrXYvXs3AB4eHixYMD9H83+Q7NuWkn3bSrxLl/ebZ9q2Io6rPFM8gHFzltCyZzgF83narRgBEH3+EsV8vPB0c7XmKhXC/uOnMvWZ2Ks9pYpbz7inpKTg4GCiSKECzA3vjsGgR6/Xk5ycgqPJlKMshw9FUK2mdaRd2dAwTkQeT2uLPHaU0HLlcHBwwM3NHb+AAE5HRbFn1w5MRhM9P+7MogXzqFY9faSepmlMnjCW3v0GYjAYss3vnzp2+CAVq9UAoGSZUKJOZF5/er2OzybPxN0jff2cUiO5fuUvBnT7iKF9unH+7Jkc58gq8vAhKlarmZbrVJZcOr2eEZNnZMp1YM8uCnp5M7xPD6aPG0nVWnXsHesPVVXrqapaFxgGTLD3DIT9SUFCCPFUuZOQiLtr+hcZV2dnbt+Jz9TH38ebsFLPZHou8e493mvSkDEDejB3TDgrv/8F9fQZu2SKv5eEm3P6JQ2ujibu3M08fN2g13Mx7hZNJ67gRkIigV75iYtPZO+p8/RoWIMZ7V5j2dZDxF6x3xm0+PgE3LIuq/isy6oIYaVLZpu2ZpWK5LPzSJL77ibG4+TilvZYl/oF/z6DwciOdWuYOaAzoTXSi0rlaj1nPSfymCQmxOPsmj6qRZ8hl8FoxM0zH5qm8c386QQElcDbryh3bt3kysXzdB42jhebtWDJ5FGPL6ANazfsx2y2/2UPD+Nk1HM3OX2+mqahT103Pu6OVArIx8+Rf2aa5sLNREJ9rNtUWR8PHAz2/4hi3T+kr0PrNp+QqY91m1eyTWs0GFi29kfe7dKHF+vWzNae01xZ34t3suYqUphyJUvYnP6bXzbyUu3qdh/ddV9SYgIOzunLTafXY0mxrt9r589wctcmqjZ+/7HM+7478fG4u6XvF1xdXbh9506mPpqmpRWKXFxduZO67zcajUydMYuun/Si4cvpl+iYzWa+XrOW1u+3tEs+twz5XFxcuXM7cz4y5UvPX7dOHVyc7VdszpQr67blYmPb8ilMuVKZt624m7fZfegYPT9syZyRA1mydh1nzl+0Y667uLmk/59dnZy4k5CYqY9XAetoiYgTp1m+bhOtG72AyWggv4cbmqYxbtFqSgYFEOjnnaMs8fHxuLqmrzu93kBycnJ6m1t64d3FxYU7d25z88YNbt++xaRpM6lVuw7TP08fsbB9y2aKBwVTNDAwR7nuS4yPxzXDtmXQ60lJTj8mVqhSHQ/PfJmmKVCwEM3fb8PoqXN46/22TBwRbpcsGSXEx+PqluWYmClXtWy5bt28waXzZxkybjJvvteKz0cPt3uuDPIDZxRFqasoyh+pf3YpivKMoiiBiqIcURRlk6IofR9nCPFwcsmGEOKp8PnC5UQcjUSNjiUsw4f2+MTER7oPhJOjA+83fQ1nJ0cAqpYPRY0+gxIc+K8zTf9lFxExl4i6dI3QoukfmOLvmXF3zn7PBd/8HvzQryVrdh9nwg/beKV8CcoEeKdd2lExyJcTF69QzCtftmn/ianzF3PgyHFOno4hrFT6F6/4xEQ8MnzoyStOzq7cS0z/wKxZLBgMmQ9XNRs2pWqDRnwxsh+nj0QQHFrhsedydsmaS8uUy5x0jyVTRuPk7MK7nXsB4OrhSdmqNdHpdDwTWoG/Lpx77DmfBHeTLTga088M6nQ6LJr131WK5sfTyUSXZ4tTwMWBFE3jWkISv528wpthPnSuVZzIP28Tl2i2W57PFywl4shx1OgzmYqRj7p/uK9Fk9do/tpLdOz3KbsjDlOtQljOci1ayYFj6r/eb9334x/bmDL4kxxl+TsOzi6Y76Z/WdQ0C/rUM7/qjg3Ex13ju/H9uX31T/RGEx6FvO02WmLazNlEHDzEyVOnCC2bfu+d+PiETAUKAJ0+vSKZkKWA0a1LJ9p90IqWbdpRsUJ5Avz92bV7D5UqVsj2Ov/E9BkziIg4yMmoKELLlk2ff0I87u6ZR5Dp9OlFtoT4hGzt9vT5Fys5cOwEakwsYUqGbStLUe5B8nm4E/pMcNqlHZVDSxF5+gyB/r4PmfIhuZZ9y4HI06ix5wkrUTw91927uLtmL8r8vG0vc1b/zKzBXSngaV1e95LMDJ6+GBdnJ8I7vJejPACurq4kJGTYt2sWjEZjeluGQn1CgnW9eXjmo1Yda0G8Vu26LFv8RVqfX39ZR/N3cp7rPmdXVxIz5LNoGgbj33+FCylZOm10Rpmw8ly78lemgp09uGTJpT1CLg8PT6rUrI1Op6NshUpcPBf7t/3/hecURdkEOAJhwKtAGaClqqoXFUUZCDQHlgFFgEqqqiY96MVE7pAREkKIp0L3tu+xaNIItqxeyNmLl7lx6zZJZjP7Dx+nvI2znVmdOX+Jlt0HkpKSgjk5mYijkZQuEZSjTF1frs6CTk3YMLQNZ6/d5GbCXczJKRyIvkhYsSKZ83/xU9roB1dHE3qdjlL+hTl1+Rpx8Ykkp1g4EnuZYO8Ctmb1j3T7sDWLPh/L5m+Xc/bCJW7euo3ZbGb/oaOUK5N9NERuK1ayLCcO7ALg7MljFCmWvh6uXDjLl+OGpH3wMRpNmb6EPE5BpUM5uteaK/rEUXwD03NpmsasEQPwLx5Ci4/7pn1ZCykdxrG9OwE4Hx1F/sI5O5P3XxFzLZ7S3tYvD8XyO3Px5t20tu+PXWby5tNM3xbDnrNxbIq6yom/7hBc0JU9Z28wc3sM1xOSiLmW8KCX/8e6t2vJoimj2LJmCWcvXErfPxw6RnkbI4Cy/X/Onqd7+Cg0TcNkNOLgYEKvy/lHqO4fvMPi8UPZumpu6n7rDknmZPYdiaR8llFcD3I7PoEksxmfwoUe3vlfKhJSmtgj1psIXj4dSUG/9C+SNd9qR7MhU2jcbxxKrQaUe7GJXS/d+LhzRxbOncXG9T9z7tw5bt68ad1fRURQLiw0U9+SisLeffsB2LZjJxUrlGf33n2MHGu9oauDoyNGoxFd6rrbtWcvz9askaN8Xbt0YcH8efzx+2+Z8x04QFi5zAWrkiUV9u7bZ823fTsVKzy+Qmr3Nu+weMIwtq6al33bKv3wbatMiSCizpwj7uYtklNSOBQZRUjRf3+fhrRcLRqz+LNebP1iAmcvX+HG7XhrrmNRlFcyH3O/37SLZes2sWhELwKKeAHWfW3X0TNRAv35tFNLDHYYSRVarjy7tm8D4OiRwwQFp1++U6pMWQ4fjODevXvcuXOb2JgYigeHEJZhmkMR+wkMCk6bRo2MJDSsXI5z3Vc6tBz7dm4H4MSxIwQGPfzyohVfzOW7r5YDEH3qJF7eRexajAAolSVXsQzL4IHThJVn3y7rNDGpuR6VoigdFEXZl+FPBxvd7l+yUQOoCKwBLgBTFUVZBNTHem8JgBgpRjwZZISEEOKpYjIa6dvxAzr0H45m0Wjy8vN4exXk1JlzLP9uHeHdP7I5XXAxf157vg7vftwfk8HI6y/WIySwqM2+/ziTwUDvRrXoNO8HNE3jjSql8PZ04/Sf11m5/QiDmtalTf2KhK/agMlowMlkZGjz+hRwc6Zbwxp0nvcDAC+WCyGkSMGHzO0f5DIa6dulPR16D0bTNJo0bIC3VyFOnznL8jU/MKRnF7vN658oU602pw7vY+bALqBpNOvSj63ff0VBHz9KV6mFT2AwMwd0to46qFCNoDL2v4mfLeVr1OFExF7G9+qIhkarHgP5fe1KvHz80SwpRB05SLI5iWP7rUWLxq07UuvlRqyYMYGxPTuApvFel965kjWvHb54C6WwGz3qBIFOx/L956kXUoird+5x9LLtGx/+deceLStZv/DcuJvMigPn7Z7LZDTSt3M7OvQdat0/vPJC6v7hLMvX/kT4J51sTle8qD9KcHHe69IHnU7Hs1UrUaV8WZt9/22ufh+1osOgkVgsGk1fqo93oQKcij3P8u9/IfzjDx847ZnzF/Hz9rJbFluCKtbk3PEIvhnZE9B4rm1PDv66Bs/CvhSvUP2xzvs+k9FI70960PHj7lgsFpq83gjvwoU5HR3Niq9WM7h/X3r36M6nI0dhnjGToMBAGjxvvffN+t830Kpte1IsKbzdvBn+ftaz/GdiY2n0akP75DOZ6NWrJ506d8GiWWj8xhvWfKejWblqFYMGDqBXz54MHz6CqWYzxYOK0+AF2792YU9p29bAkVgsFpq+nGHb+u4XwrvZ3rYK5PPgk7bv0X6A9YbCL9etQYni9jkmWnMZ6NemGR2Gf27d5p+viXfB/Jw6d5Hl6zYx6MN3GLVgFT6FCtB97GwAKpcpQaniAew9dpIkczJbD1jv//JJy8aUL/nwL8MPUqfec+zdvYuObVujoTEw/FNWLvsSf/8Anq1bj2Zvv0uX9m2xaBodOnfB0dGRVm3aMeaz4XzUthVGo5HBwz4DIC7uOi4uLnb98l+jTn0i9u2md6e2aJpGjwFDWbtyKb7+AVR7tq7NaZq3/IAJw4ewb+d29AYDPQYOs1ue+6rXqcfBfbvp26ktmgbdB4Tz7cpl+Pj7PzDXS40aM3PiGHp/1AY0jc69Bjzy/FRVnQvM/QcR718XOB8IUlX1tqIoi0m/uNPyD15LPEY6TdPyOoMQ2eh0umGapg3L6xziyZF8/tgTt7MyH7DfjS/tyVj18fzkXk79eNX+Nym0B0+nJ682/3LzfnkdwaZO4Y/vsoCcmFjNfj87a0+6pMSHd8pl0y88nvtM5FTHsJyP/nocNEPObpj4uJiunHp4p7wQb/9fXsqp6/5V8zqCTTfu5v79fR6FhSfu4xYASmGPv63yZPmVjRTAHZiJ9dKNl4E4rEWKa8BIYKWqqrlTURV/68n7FCaEEEIIIYQQQjwiVVU3AYUf0GzrJ7ikGPGEkHtICCGEEEIIIYQQItdJQUIIIYQQQgghhBC5Ti7ZEOL/hE6n6w845XWOf0LuIyKEEEIIIcTTSwoSQvz/cJIv+EIIIYQQQognhVyyIYQQQgghhBBCiFwnBQkhhBBCCCGEEELkOilICCGEEEIIIYQQItdJQUIIIYQQQgghhBC5TgoSQgghhBBCCCGEyHVSkBBCCCGEEEIIIUSuk4KEEEIIIYQQQgghcp0UJIQQQgghhBBCCJHrjHkdQAgh/qv0Lu55HcEmQ/y1vI5gU0jBQnkdwaYS+RzyOkI2ncI/yesINs0aPjmvI9jUYPnovI5gU4mCPnkdIZu3yhjyOoJNd9DldQSbdsbezusINnk6+ud1BJt8vILyOkI2cTfu5XUEm5xMT+Z54R1nb+R1BJuUwh55HUE8Jk/mO0EIIYQQQgghhBBPNSlICCGEEEIIIYQQItdJQUIIIYQQQgghhBC5TgoSQgghhBBCCCGEyHVSkBBCCCGEEEIIIUSuk1/ZECKVTqfrDzjldY7HKDCvAwghhBBCCCHEfVKQECKdk6Zpw/I6xOOi0+mG5XUGIYQQQgghhLhPLtkQQgghhBBCCCFErpOChBBCCCGEEEIIIXKdFCSEEEIIIYQQQgiR66QgIYQQQgghhBBCiFwnBQkhhBBCCCGEEELkOvmVDSHEU2fjjr3MWvoVRr2BJq88T/NXG9jsN2bmQooH+PF2o5fSnrNYLHQaOJLnalXN9HxObToSxZx12zEY9DSuEUazWuUztZ++dJXhy39BQ+MZv8IMeKsBBr2eL//Yw8/7IgGoXSaYTq8+a7dMABt3H2Dm8m8xGAw0fbEOb71c32a/0XOXUtzPh3defR6AeV//yLrNO3F1dqZds1epX62C3TJZLBbmTR5L7OkojCYHOvUZhI9/QKY+N2/EMajLh0xauBwHR0du37rJ1JFDSYyPx83Tk069B+KZv8C/zrBp82bmzpmDwWik8Rtv8Oabb2ZqP3v2LEPCw9HpdISEhDBwwAD0ej2zZ89my9atGA0G+vTpQ2hoaNo048ePp1hgIG81b86JEycYP358WtvhI0eYMnkytWrV+kc5dUDz8r74ejqTnGJhZcQFrsYnZevToUYgRy/dYvuZ67iYDLxfOQAnk574pBRWHjjPnaSUf7yMcqpK2SBGdW9Gg/bjcm2eFouFNXMmcfHMaYxGE2917UshH/+09s3ff8XBrRsAKFmpOi+904aE27dYNnkEdxMTcHX3oHnnvrjny2/3XLMnjSXmVBQmk4mu/Qbjm3Wbj4ujb+d2TFu0AgdHR1JSUlg4fTJRJyJJNpt5t017qtSqbZcsk8eN5nTUSUwODvQZOAT/gKJp7T9+u4bv136DwWDg/bYfUvPZOly6eIHRn4ajaRrePj70HjAYJydnAG7ExdHlww9YuPwrHB0d7ZJvwphRREWdxMHkwIAh4Znyfbd2Dd+tWY3BYOSDdh9Sq3YdEhMTGT96JJcuXsRsNtOzTz9Kly2b4yxZcz2p29ayGRM4F23dn7buMQBv3/Rc69euZO/m3wEIrVKD11u0Q9M0+rz/BoV9rdtgcKmyvNmmk91zzZw4Jm2b79Z/iM1tvnentsxYvBKHDNvOudgz9OzQmmXfr8/0vD0yLZo6nrPRURhNJj7sOZAifumZfv5mBbs2/QZAuao1afr+hyTE32HWmKEkxieQnGymRcfulCgd+qBZ/OtceX1MtEWzWNiweBpXzkZjMJlo0O4T8nv7pbUf/P17jm1dDzodNd5oQVCF6txLiOenmSMx37uLwWDilY79cM1n31ziv0dGSAghnirm5GTGzvqCeWOHsmjyCL7+aT1Xrsdl6nP9xk0+6j+CTTv2Zpt+6sLl3Lx9x76ZUlIYv3oDcz5+hy96tOCbbQe5ejPzPKZ+v5mPX6/Dkl7vczfJzKbDUZy/eoOf9h7ny97vs7R3K3aeiOHkhb/slys5mTFzlzH/s34sGTuIr3/eyJXrNzL1uX7zFh2GjGfjroi0507GnOOnTTtYOWkoC0b2ZdrSb0i8e89uufZs24w5KYlRMxfSskMXFs/6PFP7wT07GdH7Y27GXU97bs3SRZQMLcdn0+fRsMlbLJ8381/P32w2M2HCBGbPns3CBQv45ptvuHr1aqY+EyZO5H/s3XdYFOfax/HvNnqxYwEVRAcb9t7TY8p7NBpNYqyxt9iNxhITu7H3Go0tMWqiKcYUexc74giCYu8FlrILu+8fiwsIxsICnpz7c11egX2e2fllZ3bKPc8MvXr25Jtly7BarWzbvp2wsDAOh4SwauVKJk6cyPjx4wG4c+cOPXr2ZPuOHfbpg4KCWLJkCUuWLKFVq1a8/NJLz1yMAKhY1Au9Vsv0HefYHHqN/1QskqHPW+V8cHPS2X9/VSlI5G0jM3ZGsvPcLd4uX/iZ55tVA9q9wYKR7XFxMuTofE8d2IXZZKLPxHm81bYrm5bNsbfdvnaFIzv+oPeEufSeOI+zxw5x5fw5/vzhW/zLBtN7/Bzqv/Uev65c6PBc+3dtx5SYyOT5S2nbrRdL50xP137kwD5GDujFvTup6/z2338lKSmJSfOWMHz8FK5cvuiQLLt3bMNkMjF3yXK69OjNvBnT7G23b99i/fdrmb1oGZNnzmHR3NmYTCbmzZzOu81bMGvhUipXrc73q1cBcHD/Xgb26cHdNLmzaud2W75Fy1bQvXcfZk6bmprv1i3WrV3D/CXfMG32HObNnoXJZGLViuUElApk3uKlDP18BBcunHdYnode1HXr6L6dmE0mhk1bxHsdurNu0Ux7282rlzmwbSuffb2Az6YuJPTIQS5GRXDj6mWKl1IYPGkOgyfNcXgxAmDfru2YTCa+XrCM9t16s3j2tHTtIQf28Xn/nhnWnThjLItnT8NgcHJ4ppA9OzCbEhk9czGtO/Vk9YLUz+rG1cvs/et3Rk1fxKgZizl5+ADRkeH89sMaylepwedT59Fl0Ai+mTX5H+bwfHJ7n/g4ESF7STKb+GDUDOq/34mdq1PX3/iY+xz/azOtR0yn5ZCJ/Ll8JlarldBdWyng60+r4VMpU6sRh39d57A8iqI0VhTlhqIo2xVF2aYoSoiiKOsURXnqlUVRlOKKorzjsFBPN8+GiqIE5+Q8XzRSkBBC/KtEXrhE8WKF8fb0wMlgoGqFshw5GZauT1x8Aj3bteKdVxule/33HXvRaLU0qOm4q/0AUddu41cwL15uLhj0OqqU8uXIuUvp+kzt3IzqpYtjTkrm1gMj+b3c8cnrybye76PTatFqNSQlW3CnLi/sAAAgAElEQVTSO25gW+TFKxQv6oO3pztOBj1Vy5chJFRN1ycuPoGeHzXj3ZdST5bPXbxCzYplcXZywtnJiRJFC6Oed8zJEMCZk8eoXLMOAGXKVyRSTb/8NFoto76ejYenl/21SxeiqFKrLgBKxWDCTh5/7vlHRUXh5+eHl5cXBoOBKlWqcOTIkXR9Tp8+TfXq1QGoX68eB/bv58jRo9SpUweNRkORIkVISk7mzp07xMXH061bN95+660M84qLj2fe/PkMGTLkubIG5Hcn7HoMABfuxuOXxzVde6WiXlis2PsAFPZ04XTK71G34wjI7/Zc886KyEs3eX/g7Byfb1TYSYKq1gKghFKeixGp63ueAoXoPGoyWp0OrVZLcnISBoMT1y+eJ6iabRr/oIpEhZ10eK6wE8epmrL+BpWvSMSZjOv8l9Pm4OmVus4fObif/AV9GDPoU2ZPGkvNeg0dkuXk8WPUrG3LUr5iMOqZ0/a2M6GhVAiuhJOTEx4enhTz9SMyIpwLUZHUqmPbRlQMrsTJ47YCplaj5evZ8/D09so4o+d0/NhRatWx5atQMZgzYan5ToeeIrhSaj5fPz8iwsM5sH8vBoOBT3v1YNniRfbpHelFXbciQo9TIWUepcpW4Hz4GXtb3oI+fPrl1NRcSbZcF8LPcO/2TSYP6cX0EQO4dumCw3OdPnGMarVs2/mgChnXea1Ww9jpc9Ot81arlVmTxtKuS0+cXVwcnkkNPU5wDVumwHIViDqb+lnlK+jD4PHT0yzDZAxOzrzxXmteeus/AFiSk3FyctyIjYdye5/4OJfPnqJksG0/WDSwLNfOn7W3uXp68/FX89Hp9Rjv38XZzQONRkMBv5KYEuIBMCXEodU5fLD+36qqNlZVtYmqqtUAM/DuM0z/EvDsVweypiNQNIfn+UKRWzaEEP8qsXHxeLqnnmC5u7oSE2tM18e3iA++RXzYdTD1JDM86gK//r2LaaMGMe/b7x2bKT4RT9fUgxR3Fydi4tOPKNBptVy5fZ8us9bi4epMyUL5Meh05PVww2q18vXGbQT5+lDSx3FDG2Pj4vFwe+SzMsan6+NbuBC+hQux6/AJ+2tlSvqy6PvNGOPiMSUlcSwsnPffzPxWj+cRbzTi5uFh//3hgbIupRhTqXqtDNOUDCzD4T07CSitcHjPLkyJCc89/1ijEY8083dzdyc2NuOoGY1GY2+PiY3FaDSSx9vb3u6eMl3x4sXxLVaMPbt3Z3iPjRs38uorr5A37/MN03bRa0lISr3dwmq1otWAxQpFPJ2p5peHZQeieT2okL3P5fvxVCzixeX7CVQo4oWTLuevTWz8K4QSRfLn+HwT4oy4uLnbf394cqjT6dHp9Xh45cFqtbL5m7kU8y9NwWJ+FPMvTejBPfgGlOHUod2Ys7BuPU6c0Yi7xyO50qzzVWpkXOcf3L/H1UvRjJg0jdBjR5gxfgwTZmf9CrvxkfVfq9WRlJSEXq/HaIxN/91wcyM2NpbAMgp7du3gjbfeYc+unSTE27Yj1WvVznKeR8U9kk+XLp8Rdw/PdPmMsTHcv3ePmJgHTJ89l99+3szs6VMZOeYrh+Z6Udet+Lg4XN3TL8+HufR6PZ7etlzrFs+meKkyFPYtzoO7t2naqi3VG7xE+KnjLJ70BZ/PXOrQXHFGI+7uj9/OV6mRcd1ZvXQhNerUJ6B0GYdmeSjeaMTNPfNlmPazWrNwFiUCy1DEN/VWoXt3bjNvwmjadP80e3Ll4j7xcUwJcTi7pvm8NFosyclodbYReVqdjqN//MS+DSuo8pqtaOPq4cWFUyF8M/QTEowxtBo+NdP3doSUkRFFgLuKoowHGmK7GD9VVdV1iqL0ANoBFmA3MDTln5uiKHuB+8ColLdzA9oCJmCtqqq1U+axH2gNtAfqAh5Ap5S+1QFPIExV1Q6KoowG/IFCQAmgH3ALeAOoqijKaVVVo7PtA3mByQgJIcS/woylq2nffwS9RownNs1JtTE+Hs80B/qP89PWHVy/dYeOA0fx4+/bWL5uU7qCxfOYtXknHaevos+C9cQmpN7Xb0wwpStQPFQ0vzc/j+5Ky/pVmLzBdq9xojmJod9sJi7BxPDWr2Upz0PTl6+j7ZCx9PxiGsa49J+Vl8eTr5aXKl6MD995hS4jpzBp8WqClVLk9fJ44nRPy9XdnYS41CKSxWK1H3g9TvOP2nHz2lW+6N+TWzeuk7+QzzPPd/bs2XTq1Im+fftiNKbOP85oxNPTM13fh8WItO3u7u7ppjNmMt2jfv31V5o3b/7MWR9KSLLgrE+9HUOj0WCx2n6uUTwv3i4Getb3p2bxvDQuXYCgQh78cfYm+dwM9KjnTx5XA3fjzc89//82Lm7uJMbH2X+3Wq3o0lyhM5sSWTX1SxLj43iva38AXmrRhrs3rjF/ZD/u3bpBngKFMrxvVrm5uxMf90iuJ6zzXl7e1KjbAI1GQ4Uq1bhy0TFXsd3d3YlL9/2zoE/J4u7uQVyanHFxcXh4etKjbz/27tzBoL490Wo0eDv4OQhpubm7p8tgsabNlz77w3ze3nmo39A2Iq5ew0bpRlU4you6brm6uZGQNpfFkiHXokmjSYiPo03PgQCUKF2WyrVtzyMpXaESd2/fwmq1OjTXo+u85SnW+W1bf2Przz8xtFcX7t65zef9ezk0k6u7O/Hx6dettJ+VyZTI3PGjiI+Po0PvQfbXL0ZFMH5wL97v2I2ylao6NNPDXLmxT3wSJxc3+2gHSCmI63Tp+lR59f/oOmstl9STRJ8+xr6NK6nRtCXtJyzmvUHj2TxrjKNjvZRyy8Zp4AiwEXAC/FVVrQc0AYYripIH6AD0VVW1DhCJ7ZFLE4DVqqpuAsoDbVRVfQnYBLR8wrzDVFWtC1wG7qqq+iq2IkVtRVEePlwjUVXVN4G+QD9VVUOALcDg/9ViBEhBQgjxL9G344d8M/VLdv6wlOgr17j3IAaT2UzIidNULqc8cfqBXduyds5Evpn6Jf95vQntWr5Lg5pZO7Do/U5Dln76Edsm9ObizbvcN8ZjTkomJOIilQKKpe87/wcu3LDd/+nu4oRWo8FqtdJ3wXqUYoUY+eEb6LSO2WR/2q4lKyYOZ9fq2Vy4ep17MbGYzEkcPqVSOSjwidPfuf+Auw9iWTVlBMO6fsy1m7cpXcLvidM9raAKlTiyfy8AZ0NPUjyg1BOnOX38KI1eb8qoqXPwKVKUoArPfjtmr169WLJkCX//9RcXo6O5f/8+ZrOZkCNHCA5O/35BQUEcOmR7BsnuPXuoWrUqVSpXZu++fVgsFq5evYrVav3HkQ8xMTGYTSYKF37+ZzhE3TZSzsdW9CiR15Ur91Ovgm0Kvca0HeeYvTuKg9F32R5+izM3YimV352D0feYuyeKO3Emom7HPe7t/3X8gyoQFrIfgAtqKEVKBNjbrFYrS8cNo6h/KVr2GGQ/sI4MPU71Jq/Tbcw08hcqQskgxz6wDqBsxUoc3rcHgDOhJynxFOt82eDKHN5vmyYq4iwFfRzzLJAKwZXZv9f2vqEnTxAQmLpNCCpfnhPHjpKYmEhsbAwXzkfhH1CKwwcP0O6TLkyeMQeNVkv1mhmv2DpKcKXK7NtjG2106uQJSqXJV658BY4fTc13PiqKgFKBBFdOnebYkRD8n+LzfVYv6roVWC6Yk4f2AXAu7BTF/FP/361WK7O/GIKffyBt+wyx59q8agl//PgdABcjw8lf0CddEdYRylWsxKGU9ffMqZOUDHjyvmfxdz8yYfZCJsxeSN58+flqqmNv+ypTPpjjB2z7nojTp/B75LOaNnIwxQMC6fTpUPtndflCFDO/HE6Pz8ZQqabjbwWC3NsnPknRMuWJOn4QgCsRYRTwK2lvu3P1IptmfJFSpNCj0xvQaLU4u3vglDKSyM0rD6b4p9//KIrSRVGUw2n+dcmk29+qqjYGGmAbzRAFVASqKYqyHdvJvwHbCIUOQDdFUXak/P7oSn4ZmKkoyjfYChmZPfQo7TQP79OKBwopirIGWIBt1MTDaR8+kOsi4Pj7jv5LyS0bQoh/FYNez+Bu7ekydAxWi5Vmb7yMT8H8RJy/yOqffmVk3645n0mnY+B7L9Ft9ndYrFaa1QnGJ48n567eYs2OED5v/TqdXqvNiG9/waDT4eJkYPRHb/L38bMcDo/GlJTE7tPnAOj7buMMxYznzqXXM7Tzh3T+fBIWq5XmrzbEp0A+IqIvs2rzH4zq2T7T6fJ6eXLp2g1a9h2JQa9nYKcP0Dlw2H/NBo05fvgAw3p2AquVnkNGsvn7VRQu5keNx9wnX9SvBLPGjwYgX4GC9Bj8+XPP32AwMGDgQLp3747FauU///d/+Pj4cO7cOdauXcvw4cMZMGAAY8aMYeasWfj7+/PqK6+g0+moWqUKH7dti9Vi4bPPPvvH+Vy4cIGiRbN22+iJKw9QCnnwacMA0GhYHXKJxoEFuBWbyKlrMZlOcyM2kTbVbE/Zv5eQxJojlzLt929UoXZDzh4/zMwhtof0teo9lB0/fUf+IsWwWixEhh4n2WzmTMgBAJp+3IVCxfxYPX0sAN75C9Kq1/M97+Of1G7YmGOHDzC4e0esVuj72Uh+XLuKIr6+1KrfKNNpXn/nP8z9egIDu3YAq5UeA/55fXtaDRo34fDB/fT8pD1Wq5UhI0bz/eqVFPP1o17DRrz3fmv6dO2E1WLhk249cXZ2xq94CSZ+9QVOTk6U9A/g08FDHZIlM42avMShA/vp0rEdVquV4aO+YM3Kb/H186NBo8a0bP0B3Tt3xGqx0rWHLV+7Dp0Y/9UYOndoi16vZ+QXjr1dA17cdatK3UacPnqI8f27YLVa6dB/OFs3rKFQUV8syRbUk8cwm82cPGwrprzXoRtvvv8xiyd/wcmDe9HqdHQYMNzhueo0bMLRQwcY0K0jWK18OmwUG9eupIivH7Ufs85nt+r1GnMq5BBf9O2M1Wqly8DP+fWH1fgU9cVisXDmxFHMZhPHUwo8rTr1YPPaFZhNiXw713brgZu7B/3HOPbBlrm9T3yc0tXqEX3qCGvGfApWK693HkDIbz+Qx6cYparWoWDxANaM6YsGDSUr1cAvKJi8PsXYumQqx//ajCUpmVc7Pv0tLqqqLgSe6r40VVVvK4rSBtgGDAa2qaraRVEULTAC24iIr4BuqqomKIryO7bRDBZSL9gvBgJUVY1RFGU5tuJDArZigw7b7Rj+aWZrSfnvm4CfqqqtFEUpCDQjtXCR2VCjtPP8n6Rx9BAsIRxBo9GMtlqto//t88xJ/+3/f0mXQl+4jVXymYO5HSFTBv/yuR0hU6FuTx6pkhtK53H809qzasiWiNyOkKl5Y6Y9uVMu2LB6fG5HyFTp/K5P7pTDvJx0T+6UC5x0jr0C7yj7LmVe2Mtt3s4v5jXFIp4v3vb0bnxSbkfIlIvhxTwH3Rt978mdckHXWiX+cSOhKEpjbAWG1mleGw5UxjYioQa20QobVVUdoyjKJ9hunbiJbTREZ6AssBbbsyNqYnu+w13gOnBbVdXOiqIsSHmvCMAX+BDbMySuqao6X1GUwsBmIBlIBFyxPS/i1TR9goD5qqo2VhSlK9ATaKWqjzyx9H/Ei7k1E0IIIYQQQgghnoKqqtuB7Y+8NvYf+i/GNgoiraPAw6sna4H+mUyX2VDb0Wnar2ErWDxqT5o+Z4DGKT8vwHZrx/8sKUgI8b8jQaPRjM7tEM/iv3lEhxBCCCGEEOKfSUFCiP8RVqt1Qm5nEEIIIYQQQoiHXsybl4QQQgghhBBCCPGvJgUJIYQQQgghhBBC5DgpSAghhBBCCCGEECLHSUFCCCGEEEIIIYQQOU4KEkIIIYQQQgghhMhxUpAQQgghhBBCCCFEjpOChBBCCCGEEEIIIXKcFCSEEEIIIYQQQgiR46QgIYQQQgghhBBCiBwnBQkhhBBCCCGEEELkOClICCGEEEIIIYQQIsfpczuAEEI8jSin4rkdIQO3aiVzO0KmfKL35HaETHl4v5g1cE1SYm5HyODrWk65HSFTr64en9sRMtX8w89yO0KmWvTrntsRMvi20Yu5biV7FsztCJm6YUzK7QiZOn8vLrcjZMpi9cztCBnU9YjJ7QiZeuDmk9sRMlU6v1tuRxD/Y17Mo0MhhBBCCCGEEEL8q0lBQgghhBBCCCGEEDlOChJCCCGEEEIIIYTIcVKQEEIIIYQQQgghRI6TgoQQQgghhBBCCCFynBQkhBBCCCGEEEIIkeOkICGEEEIIIYQQQogcJwUJIYQQQgghhBBC5DgpSAghhBBCCCGEECLHSUFCCCGEEEIIIYQQOU4KEkIIIYQQQgghhMhxUpAQQgghhBBCCCFEjtPndgAhhHAUi8XC3KkTiIoIx2Aw0GfICIr6+qXrc//uXQb26Micb9bi5OyM1WqlXfOm9n5B5YNp362Xw/LMmDyec+FnMRicGDhsBMX8itvbf/5xAz//uB6dTkebDp9Qp35Drl65zIQxI8FqxadwEfp/9jmXoqOZM22KfbrToSf5cuLX1KxTL8sZtx0+ybz1W9BrtTRrUpuWr6R/z7Dzlxi3dB06rRaDQc/4nh9TII8Xq7fs5McdB9AA3Vu8SeNqFbKc5SGLxcLsKROIjAjH4GSg39CMy/He3bv079aR+StsyzEhPp4Jo4cT8+ABLq6uDBoxhjx58zokz/adu1iweAk6nY7/vPsOLZr9J1179MWLjBg9BjQaAkuVYviQQWi1WmbOmcf+g4fQaGDowAFUrFCeW7duM3TESMxmMwULFODL0SNxdXHJcsZtew8yb8Va9Dodzd58hZZvv55pvwlzFuPvV4xW774JwOqNv/Dj73+h0Wjo3rY1jevUyHIWsC3DDQumcuX8OfR6A+/3GkyBIr729h2bvufYrr8ACKpWm9dbdyAu5gGrpn1JQnwc7p5etOwxGM88jlmGz6JGhQDG9W3Bq50n5dg8NUCHWiUokc8Nc7KFRfvOcz0m0d7etkZxlEIexJuTAfh6W4T956BCHvRsUIre649nS7Zt+w4zb9V6dDotzV9vQsumr2Tab8K8byjpV5TWb78GwM6DR5m78gcAygX6M6J3JzQaTZaybN+1l/nLVqDT6Wj29pu0+L+307VHX7zM519NQKPREBjgz/CBfdl74DBLvl0NgNVq5eiJU2xctRRvLy9GT5jCg5hYLMnJjBv5GX6+xZ47m9ViYeuymdyIjkRnMPDmJ/3JWzj1/Y5s/YmTu7aiQUPdZm0IrFobiyWZv1fO51rkWZKTzNRr3pbAqrWfO8PTZNy+Yja3Lkai0xt4qWM/8vgUzdBn07SRBFSpQ8WX3sq2LBaLhdVzpnApKgK9wYm2fYdSqGjqNuKPjWs5tMO2jahYow7vfNQRq9XKkLb/oVBR2/4gIKg8zTt0z7aM2/fsZ97yVbbtatPXafHOm5n2mzhrASWL+9Lq/xz3eVksFqZMGEd4+FmcDE58NmIkvmmOH37auIGfNvyATqenfadPqNegIfHx8UweP5arV65gNpvpP2gI5SrY9s0JCfH07dGdz0aOomRJf4dlXDv365RlaKBNn/TL8K+N33F4558AlK9Rh7c/7IglOZkfFs/iQrhKktnE2x91pGLNrB/LiP9uUpAQQvxr7N+1HXOiia/nL+NM6EmWzJnGiPFT7e0hB/axfMEs7t25Y3/t6uVLlCoTxKiJ0xyeZ/eObZgSTcxevJzTp04wb+Y0vppsm8+d27fYuG4t85atxGRKpG/XTlSrWZsFs6bzbrMWvPz6m/zy00bWrV7Fxx0/Ydq8RQBs/+sP8hcs6JBihDkpmYnLN/Dd+EG4ujjRZsQ0GlevSME8XvY+E5atZ1jHlpQt6cv3f+xmyU9/0qXZa6zduov1k4ZiMpt5t/9YGlUtn+WTjYf27tyOyWRi+sJlhJ06ycJZ0xg9MXU5Hj6wj2Xz0i/H3zZtpLRSlo86dmbrL5tZs3wJ3T8dmOUs5qQkJk+dzpoVy3B1daVtp840btCAAgXy2/tMnjqDXt27UaN6Nb4cN4FtO3ZStEgRTpw6xapvlnDl6lX6DhjED2tWsWT5ct596y3efbspcxcs4of1G/n4ow+ynHHinMV8N38qri7OtOk9hMZ1a1IwX+rJ/J179/ls/DQuXLqCf6tmANy9/4C1P/3K+sUzMJlMvNu+F41qV3fIcjx1YBdmk4k+E+dxQQ1l07I5dBw2HoDb165wZMcf9J00HzQa5gzrRcXaDTm8bQv+ZYN5peXHnD1+mF9XLqRVryFZzvIsBrR7g4/eqosxPvHJnR2oevG8GHRaRv0WRmABdz6q7sfUbRH2dv/8bkz48ywxiUnppsvn5kTT8oXRaR3z3XuUOSmJCQuW8/2s8bi6uNCm3wga165OwXx57H3u3HvA0EmzuXD5Kh38bCe3xrh4pixayfIpo8jr7cWS73/i7v0Y8qXZtjxPlkkz5rBm6XzcXF34uGtvGtevS4H8+ex9Js+cS++unahRtTJjJk5l2849vNy4AfXr1ARg2cq1VAmuQEDJEgz/cgJvvfYKb7zShIMhR4m6EJ2lgsTZkD0kmU18/MVMLoef5u9VC3hvwBgA4mLuc+TPzXQYN58ks4klgz+hVJVahO76E0tyMm1GzyDmzi3OHNj53PN/GueO7CXJbKLliOlciwhj99qFvN13dLo++zYsJ9EYk605AI7t24nZbGLo1IVEnjnFusWz6DlyIgA3r17m4LatfDZtEWg0TB7Ugyp1G+Lk7ELxUgq9Rmd/sdCclMTE2QtYu3Ambi4utOnZn8Z1a6Vb3+7cu8ewsVM4f/EyHYq3cOj8d27fhslkYtGyFZw6eYKZ06Yyaep0AG7fusW6tWtY+u0qTKZEunXqSI1atVm1YjkBpQIZOeYrIsLPEn72LOUqVCDsdCiTx4/lxo0bDs14fJ9tOz/46wVEnjnF+sWz6T5yApCyDLdvZcjUhaDR8PXgnlSu05CLEWdJTkpi0JR53Lt1k5Dd2xyaSVGUasB4wA3bnQDbgC9UVTU95/sFAfNVVW3ssJAiA7llQwjxrxF64hhVa9UBIKh8RcLPhKVr12o1fDVtLp5eqQfFEWoYd27e4LM+XRk1qA+Xos87LM+p48eoUacuAOUqBKOeOW1vCwsNpUJwJZycnPDw8KSorx+REeFciIq0FxsqBFfi1Imj9mni4+NZvmg+vfsPcki+yMvXKF64IN4ebjjp9VRVAjgSdi5dnymftqdsSdsVj6RkC84GPXm9PNgweSgGvY5b9x7g6ebqsGIE2JZj9dq25Vi2QibLUaNh/Iy5eKRZjs1afUjrdh0BuHn9Gnnz5sMRoqKi8PPzxcvLC4PBQJVKlThy7Fi6PmFnzlC9WlUA6tetw/6DBykbpDB/1gw0Gg1Xr14jfz5bnsH9+/F20zewWCxcv36dfPmznjPywkWKFyuCt6cHTgYDVSuW48iJ0HR94uLj6dnuA955tbH9tbzeXmxYMhODXs+tO/fw9HB32HKMCjtJUNVaAJRQynMxQrW35SlQiM6jJqPV6dBqtSQnJ2EwOHH94nmCqtmm8Q+qSFTYSYdkeRaRl27y/sDZOT5fpZAHJ67cByDilpGA/O72Ng1Q2NOFTrVLMuqNIBoFFgDAoNXQqXYJlu2/kG25IqMvU6Jo4ZR1S0/V8gohp9J/H+PiE+j5cUveebmB/bWjp1XK+PsxacEK2vQfSf483lkqRgBEnr9Acd9ieHt52r6LwRUJOXYiXZ/TZ85SvUolAOrXqcm+QyH2tms3brJ5yx9079QOgGMnTnH95k0+6T2AX37/k+pVK2cp3yU1FP9KthFGxUqX41rUWXubm6c3HccvQKfXY7x/B2c323ct6uRhPPMVYN3k4WxZPDVbR0cAXA0PpUTF6gAUDizLjajwdO0Rh3ah0WjsfbJTROgJylez/f8GBFXgQvgZe1vegj70+XJqhm3EhfAz3L19kylDezFz5ACuXcrGdf9CNMWLFcXb07a+Va1YgZATp9L1iYtLoEeHNrzz2ksOn//xY0eplXL8UKFiMGfCUo8fToeeIrhS6vGDr58fEeHhHNi/F4PBwKe9erBs8SL79GaTmfGTp1KiREmHZjx3+gTlUrbZAUEVuBCRugzzFfSh95iv0y9DJydOHzlAngKFmDNqECtnTSS4luNGRyiK4gusBHqpqlofqAckAo6/4iQcSgoSQoh/jXijEXcPD/vvOq2W5KTUK4pVatTGyztPumny5S9Ay487MH7mAt7/uCNffznSYXnijEbc3dPm0dnzxBlj07W5ublhjI2lVBmFvbt2ALB3104S4uPtfX7b9CONXn4FbwcNY4+NT8DTLfV2AXdXF2Li4tP1KZjXG4CjaiRrft9J27ebAKDX6Vi1ZQcfDP+a12pn7UD+UY9+blpd+uVYtWbG5Qig0+kY0rsbm9Z/Rw0HjCABiDUa8UyzTrm7uxETG5uuj9VqtZ/Iu7m7ExtrBECv1zNzzjx69RtA0zdst1BoNBqSLRaat/qAgyEhVKkUnPWMcfF4uqeewLq7uhJjjEvXx7dIYYLLKRmm1et0rNr4Mx/0HMRrjepmOctDCXFGXNxSMz08IAXQ6fV4eOXBarWyadkcivmXpmAxP4r5lyb04B4ATh3ajTkxwWF5ntbGv0Iwp9wKkZNcDTriTKnztVitPBz04KzX8vuZ68zdHcnEP8/yaplC+OVxpX2tEvwSeo278eZsyxUbF4+Hu5v9d3c3V2IzrFuFqFS2dLrX7t6P4cDxUPp/0oYFY4exYuOvnL90JUtZjMY4PDzSrOdursQajen6WEn9Lrq7uaVrX7Hmez5u3QInJycArly9hpenJ4tnfU1hn0Is/XZNlvKZ4o04u6YpJGm1WJJTl6lWpyNk6498O6oPSs2GAMTFPODOtcu0GPgVtd5pxa8LpmR4X0cyxcfh5JZ5xtuXzqPu30btZlIyozQAACAASURBVG2zNcNDCXFGXNNl0dm3EXq9Hk9v2zZi3eLZ+JUqg49vcbzzFeDN9z9m4ITZvNmqLUsmj8m2fEZjHB7u6de3mEfWN9+ihQkuF5Qt848zGvHwSH/8kJSyHzQajbh7eNrbbMcPMdy/d4+YmAdMnz2X+g0aMnu6bWRhcOXK+BQu7PCM8XFGXN3/YTufsgzXL56NX0BpfIoVJ/bBfW5euUSP0ZN4rcVHrJg2zpGR2gKLVVU9C6CqqhX4EmiqKMqBlNEOKIrSTVGU0Sk/j1cU5Q9FUfYrirIs5bUiiqL8rSjKNmCUIwOKzMktG0KIfw1Xd3fi41IPli1WKzr9P2/mAoPKodPpACgfXJnbN2+kO8HMCjd3d+LjUg9gLBaLPY+buwdxabLGxcXh4elJ9z79mDllIn//sYUq1Wvilab48OfvvzF6fNaHqs5Y+zNHz5xDvXCF4NIl7K8b4xPwdHfN0P+3vSEs3LCVuUO7kc8r9SDoozca0fKVenQbN48Dp85Sq0KZLGeDh59b6mdjtTx5OT40cdZ8Ll44z8iBfVm27qfnzjBr7nyOHjvO2YgIKlYob3/daIxLV6AA0KQZLh/3SAGjT8/udGrfljYdOlG1SmX8fH0x6PX8uO479h84yPBRX7Bs4fznyjhjyUqOnjyNGnme4LKpn70xPh7PNCduT/JRs7dp+fbrdBvyBQeOnqBWlawXSVzc3EmMT7MMrVZ0utRlaDYl8t2siTi7uvJe1/4AvNSiDT8umsH8kf1QqtYkT4FCWc7x3yLenIyLIfUakQYNFqvt58RkC1vCrmNKtgAQeu0BJfO5oRTywMfTmeaAh5OO3g0CmLUr0iF5Zixby5HQM6hRFwhWUosNxkeKX4+Tx8uTimVK2W/tqF6xLGHnzlPSt+gTpsxo5oIlHD1+krMRkVQsXzZ9lke/i2m228a41O+qxWJh55799On6ib3d29uLJg1sRbjG9esyc8GSZ86WlpOrO6aE1IKu1WJFm7Jveajaa/+h8ktvsW7SMC6EHsPVw4vAKrXRaDQUL1uJu9cuZSnDkzO6YU6b0Zqa8cyePzHevc3GiUN4cOs6Or0BrwI+lAjOntESGbYRFkuGbcTyaeNxdnPjox4DAChROsi+vy5dvhL3bt902P76oZmLvuHIyVDOnotKV2wwxsXj9cj6lp3c3N3THSNYrBb0KftBd3d34tIcWzw8fvD2zkP9ho0AqNewEd8uX5atGV0zLMOM2/kV08fj4urGBynL0N3Lmwo166LRaChTsQo3Ll986vkpitIF6JLmpYWqqi5M83sJYEvaaVRVtSqKch0oksn7eQF3VVV9VVEULRCqKEoxoB+wRlXVRYqitAKy70ElApAREkKIf5FyFStxeJ/tCuuZ0JOUDAh84jRrli3kp+9tDzyLjDhLQZ/CDju4qRBcmQN7bXlOnzpBQKnUPGXLl+fk8aOYEhOJjY0h+nwU/gGlCDl4gLadujBx+hy0Gi3Va9iGQ8bGxmA2myjkk/WrHH1bv803o/uyc9E4oq/d4l6sEVNSEiFh56hcJv3DrjbvPMTqLTtZNroPfj62oeJRV67Td8oirFYrBp0OJ4MerQPvYS9fsRIHU5Zj2KmTlCz15OW4dsUy/tzyCwAuLi4ZTgSeVe8e3Vi6cB7btv7GxYsXuX//PmazmZCjR6kUXDFd3yBF4dBh29Dw3Xv3UbVKZQ4cOszYibbikZOzM3q9Ho1Gy1cTJnHw8GEA3Nzd0GZhXevbqQ3fTB/Hzg0riL58lXsPYjCZzYQcD6XyU1y1i4q+RN+R42zLUa/HycmAVuOYwwL/oAqEhewH4IIaSpESAfY2q9XK0nHDKOpfipY9BtmXVWTocao3eZ1uY6aRv1ARSgZVzPS9/43UG7FULmY7eQ8s4M7Fe6kH+UW8XBj1Rlk0GtBpNCiFPIm8bWTgT6f4aqvKV1tVYk3JDitGAPTt0JrlU0az67tFRF+5xr0HsZjMSRw+GUblck8uPJYvHUD4+Yvcvf+ApORkjoeFE1jc94nTZaZP104smzud7b9u4OKly9y//8D2XTx2nEoVyqXrW7ZMaQ4dsd1StXvfQapVtq1D4ZFR+JcojouLs71v1UoV2bX3AAAhx44T6F/yufI95FumPJHHbO93Ofw0Bf1St6W3r1xk47TRKQUAPTq9AY1Wg69SnnPHDgJw48I5vPJnbxGuSGB5zh+3ze9aRBj5fUva2+q1+oT3R86g+WeTKVv/VSq/3jzbihEApcpV5OThfQBEnjlFsZKl7G1Wq5U5Y4biGxDIx70H27cRP69eyp8/fg/Axchw8hX0cWgxAqBP5/Z8M3MyO35aS/SlK9x/EGNb346fpFKaglh2C65UmX17dgNw6uQJSgWm7gfLla/A8aNHSUw5fjgfFUVAqUCCK6dOc+xICP4BpTJ9b0cJKFeRU4ds2/nIM6coWjL9dn7el5/h6x/IR2mWYWC5YEIP2Zb7pchw8hbyeer5qaq6UFXV6mn+LXykywUgIO0LKYWG4kDaB2g8XGnigUKKoqwBFgAegAEoDxxM6bPnqQOK5yYjJIQQdhqNZiiQ9Uf+O4jVah39LP3rNGzC0cMHGNjd9jTuTz8bxca1Kynq60et+o0ynaZlm/ZMGTOCw/v2oNXp+HTYM83yH9Vv3ISQQ/vp1bk9WK0M/nw061bb8tRr2IhmLVvTt1snLBYLnbr2xMnZGb/iJZg89gsMBidKBgTQd9BQAC5FR1O4yLNfXfwnBr2OwW2b0WXsXKwWK82a1MYnXx4iLl1l9ZadDO/YknHLfqBIgbx8OmUxANXLBdLr/bdQShTjw8+nogHqVylHjXKl/3lmz6BuoyYcOXSAfl1ty3HA8FGsX7uSosX8qNMg8+X4+tvvMuWr0fz+809Yki30H+aYW28Mej0D+31Kt959sVgsNHv3HXwKFeJcZCRrvv+Bz4cOZuCnffli7DjMc+YSULIkr75su594659/0bZjZ5ItybRq2QLfYkX5qPX7fDluIgsWLUGj1TJ86GCHZBzcoxNdBo+yLcc3X8GnYH4izkezeuMvjOyX+cUd/+K+KKX8+bDnIDQaDfVrVqNGZcf8tZQKtRty9vhhZg6xzbtV76Hs+Ok78hcphtViITL0OMlmM2dCbCdwTT/uQqFifqyePhYA7/wFc/yBlrnpcPRdKhbxYnRK4WHBniialvXhWkwiRy7dY0/Ubca8WY5ki5Vdkbe4fD9nbmcx6PUM6dqWLsPGYrFYaP5GE3wK5CPiwiVW/7SFkX0+yXS6fHm86NfxQzp/ZluebzSqQ2n/4pn2fZYsg/r0oGu/wbbv4ttv4lOoIOeizrPmh418PqgfA/t0Z/T4KZiTkggoUZxXm9i2F+cvXMS3aPoLpAN7d2fU+Cl8t2ETHh7uTPzi8yzlK1O9HudPhvDt6L5gtdK060AO/voDeX2KUrpaXQoWL8W3o/qg0WgIqFSD4mUrUTSwLFuXzWTFyN4AvNaxb5YyPEmpanW5GHqEdV/1A6uVlzsN4OiW9Xj7FCWgSp1snfejqtRtRNjRQ0wY0BWsVtr1G84fG9ZSsKhtG3H25DGSzGZOHbad8DZr3403WrZhyZQxnDy0F51OR/v+WVtm/8Sg1zO4Vxe6DBxm2642fQ2fggU4d/4CqzdsZkR/x/w1rsdp1OQlDh3YT5eO7bBarQwf9QVrVn6Lr58fDRo1pmXrD+jeuSNWi5WuPXri7OxMuw6dGP/VGDp3aIter2fkF19la8bKdRpy5ughJg/ohhUrbT8dxp8b11KwiC9WSzLhJ4+RZDYRmlKc/k+7btR74x3WzJnCxP5dwGrlw55Zf/h0Gt8CWxVF2QTcBL4HLgE/YytKFAHOAFWBy8CbgJ+qqq0URSkINMNWrDgD1AGOA47501PiH2msVmtuZxAiA41GM/pZT0b/G+f5onmRP4PwGzEv3MbKzfBiDjLziX4xC/oXi+XsAe/TKuqc888MeBJdzPXcjpCpLfczPrvjRdD8w89yO0KmWjymGJSbvm3klNsRMpXsWTC3I2RqZWTSkzvlgrhceNbJ06hYyPPJnXJYXY/s/6shz+OB29OPDshJx68bn9wpF7wUWPCJw2FS/srGOGyjHdyAa8B1YCvwOXARWzEiGpgPbAaSsT380hXb7RrHge8AdyAK8Je/spG9ZISEEEIIIYQQQoj/aqqqhgCvp31NUZRgIFJV1dWZTPK4ERBvOTqbeDwpSAghhBBCCCGE+NdRVfXEk3uJ3PRijjcWQgghhBBCCCHEv5oUJIQQQgghhBBCCJHjpCAhhBBCCCGEEEKIHCcFCSGEEEIIIYQQQuQ4KUgIIYQQQgghhBAix0lBQgghhBBCCCGEEDlOChJCCCGEEEIIIYTIcVKQEEIIIYQQQgghRI6TgoQQQgghhBBCCCFynBQkhBBCCCGEEEIIkeOkICGEEEIIIYQQQogcp8/tAEI8RoJGoxmdw/MsmcPzE89gV/Td3I6QQQE3p9yOkKm3DC9mLt+kG7kdIVORloK5HSGDQFN8bkfIVOn8RXI7QqZa9Oue2xEy9cO0ebkdIYPlb4zM7QiZuqfzzu0ImTp0PiK3I2SqbkD+3I6QqauxibkdIYONRufcjpApN0NMbkfI1Lk7xtyOkKmXAl+8fbVwDClIiBeS1WqdkNPzzI4CiEajGQq4OPp9s1HJ3A4ghBBCCCGE+N8gBQkhspeL1WodndshnlYujEoRQgghhBBC/I+SZ0gIIYQQQgghhBAix0lBQgghhBBCCCGEEDlOChJCCCGEEEIIIYTIcVKQEEIIIYQQQgghRI6TgoQQQgghhBBCCCFynBQkhBBCCCGEEEIIkeOkICGEEEIIIYQQQogcJwUJIYQQQgghhBBC5DgpSAghhBBCCCGEECLHSUFCCCGEEEIIIYQQOU6f2wGEEMJRrBYLW5fN5EZ0JDqDgTc/6U/ewsXs7Ue2/sTJXVvRoKFuszYEVq3N/k1riTxxCIBEYyzG+3fpNff7bMtosVjYuGAaV85HoDc40bLnIAoU8bW37/l1I4e3/YYGDa+8345yNepmWxaAbYeOM+/7X9BptTR/uR4tX2uQrj0s6iJjF61Fp9XiZNAzvm8HCuTxYvmmP/l1t+1za1itAj1bvePQXNv3HGDe8tXodTqaNX2NFu+8kWm/ibMXUtKvGK3+7y37a3fu3adNjwFsXDYXZ2cnh2WyWCzMnzqRqIhwDAYDvYZ8TlFfv3R97t+9y+AenZj1zRqcnJ1JTk5m6exphJ8JI8ls5oMOnalRr8Fj5vD8tu0PYd6qH9DpdDR/rQktm76cab8J85dT0rcord9+lbBz55kwf7m97XhYOLNGDaRBjcpZzvOiflYaoEOtEpTI54Y52cKifee5HpNob29bozhKIQ/izckAfL0twv5zUCEPejYoRe/1xx2a6WnUqBDAuL4teLXzpByZ3/Y9+5n3zarU79+7TdO1R1+6zPBxX6PRQKB/ST7v3wutVsv4GfM4ejIUN1dX+nfrRHD5IG7fvcfoSdN4EBNLcrKFcZ8Ponixos+cyWKxMHXieCLCz2JwcmLI8BH4+hW3t2/6cQObNqxHp9fRtsMn1GvQkJlTJxN+9iwAd27fxsPTgwVLV7Bh3Xf89vNmNBoN7Tp1pl6Dhln6vB6lAVpXKYZvHleSLFZWHr7ITaPJ3v5+paKUKuBOQpIFgHl7ouw/O5rVYuG3pTO4Hn0Ond6Jt7sMIF+a/eLhrT9yfMdWNBpo0PxjSletY2+7dTmaZSN60W/+D+idHLctBdvy/GXxDK5dOIfeYODdbgPJnybXgS0/cmzH72iARi3aolSrgykhnh9mjiU+NgYnZxea9/4Md688Ds308+LpXDt/Dp3BwH+6DSJ/kbSZNnJ0+++AhiYtUzOtm/EV8bExGJxdaNF7GO7ejsuUWcYNC6Zy5fw59HoD7/canO4YYvevGzj89xbQwGvvt8/2Y4iHrBYLO1bO4fbFSHR6A03af4q3T9EMfX6ZPoqSVWpToclbj3kn8b9IChJCiH+NsyF7SDKb+PiLmVwOP83fqxbw3oAxAMTF3OfIn5vpMG4+SWYTSwZ/Qqkqtaj9bmtqv9sagB8mf06jDz7J1oyhB3ZjNpvoPXEeF9RQNi+bS4dh4wAwPrjHvi0/0m/qEsxmE1N6t6Vs9TpoNJpsyWJOSmbC0nV8P/kzXJ2daTNsEo1rBFMwr7e9z/jF3zG8c2vK+vvx3e87WbJhCx82bcLPOw+wduJnaDTw8fApvFKrCkpJ33+Y27PkSmLinIWsXTAdNxcX2vQcSOO6NSmQP5+9z5179xk2dgrnL12mQ+v37K/vORjCtAXLuH33rkOypLV/13ZMiYlMnr+UM6EnWTpnOp+P/9refuTAPpYvmM29O3fsr23//VeSkpKYNG8Jt2/eYPe2Px2ey5yUxIT5y/l+1jhcXVxo038EjWtXo2C+1IPiO/ceMHTyHC5cvkqHFraDxLKlSrJ88igAtuzcR6F8eR1SjIAX97OqXjwvBp2WUb+FEVjAnY+q+zF1W4S93T+/GxP+PEtMYlK66fK5OdG0fGF02uz5Lv6TAe3e4KO36mKMT3xyZwcwJyUxcdZ81i6aZfv+9ehP43q1033/Js1eSO/O7ahZpRJfTJnB37v3odfpOB99kbULZ3L/QQxdBw7n+8WzmTp3MW+9+hJvvNSIg0eOEXXh4nMVJHbt2EaiycT8pcsJPXmCOTOmMX7KNABu37rF+u/Wsmj5SkymRHp27kSNWrXp038QAElJZnp07sTgYSO4d+8uG39Yx7JVazAlmvi4VQvq1m/g0O1spaLeGHRaJm+LwD+fG+9VKsr8veft7X553Zi5KxKjKdlh83wc9bBtv9hhzGwuhZ/mz5XzeX/glwDEPbjP4a2b6DxhIUlmE/MHdqRPldpoNBoS44z8uXI+OoMhW3KdObSbJLOJzmNnc/HsaX5fMY8PB38FgPHBfQ5t/YnukxaRZDYxu38HylStTchfv1A0oAyNW7Tl6PYt7Fi/kqYdejksU9ih3SSZTHQZN4eLZ0+zZcVcPhoy1p7pwO8/0XPyYpLMJmb2a8/AqrU5nJKpSct2HNm2he3rv+Wtjr0dlulRpw7swmwy0SflGGLTsjl0HDYegNgH99j7248MmLYUs9nEpF4fMyIbjyHSijy6j2SzifeGT+PauTD2fLeIpn1GpetzYOMKEowx2TJ/RVEaA9uA1qqqfpfm9RPAEVVV2yuKskFV1eaKomwHugGtgWvAfuBdVVXHZGH+54FowAK4ACHAAFVVE/4hbzdVVVsrinJNVdXCWZinFXAHlqmqOuc54qd9z/3YPsPzWXmfZyW3bAgh/jUuqaH4V6oBQLHS5bgWddbe5ubpTcfxC9Dp9Rjv38HZzT3dTlo9tAsXdw8Cgmtka8aosBMEVakJQAmlPJfOqfY2d6889Ju2BJ1eT8zdO7i6e2TrgUTkpauUKFIQbw93nAx6qpYNJOR0RLo+Xw/oTFl/25Xt5ORknJwMFC6Qj4Uj+6LTadFqtSQlJePswIPWyJQTFm9PTwwGA1WDyxNyIjRdn7j4eHp0+Ih3Xnsp3esajYbFU8fh7eXpsDwPhZ04TtVatqtNQeUrEnEmLP28tVq+nDYHTy8v+2tHDu4nf0Efxgz6lNmTxlKznmOvxAJERl+mRNHCeHt62JZj+SBCTqXPFpeQQM+PW/DOyxlHHMQlJDD723UM69HeYZle1M9KKeTBiSv3AYi4ZSQgv3tqJqCwpwudapdk1BtBNAosAIBBq6FT7RIs23/B4XmeRuSlm7w/cHbOze98dPrvX8XyhJw4la7PaTWcGpWDAWhQqwb7Dx8l8nw09WpWR6vVkjePNzqtllu373D0VCjXb9zik0+H8PPWbdSoUum5cp04doxadWzrVPmKwZwJO21vCzsdSsXgSjg5OeHh4UkxXz/ORYTb23/47jtq1qpNqcDS5MmTl2Wr1qLXG7h9+zYenp4O386WKuDO6Wu2E6+oO3GUyOtmb9MAhTyc+KiaLwMbB1KnZL7HvItjXFRPUiplv+hbuhxXI1P3OW5e3nSZuMi2X7x3B5eUfY7VauWXxVNp0roTBifnbMkVfeYUgZVtufzKlONKun2hN90nL0an1xN77w4ubrZcdd5qQcPmHwFw/9YNPLzzOjZT2EkCU/bPfmXKcflc6jGEu5c3PacsyZCp7lstaNS8TUqm63jkcWymR0WFnSSoai3AdgxxMSL1c/PwysOA6UtTjiFuZ/sxRFrXwkMpXqEaAIVLleXm+fB07ecO70Kj0VC8YvXsjHEG+ODhL4qiVMR2og6AqqrNM5tIVdVjWSlGpPGaqqqNVVWtDVwBxjrgPZ9mno2AukB/RVEK5cA8HU5GSAgh/jVM8UacXdOcYGi1WJKT0ep0AGh1OkK2/sju9Suo9lqzdNPu37SWd3sOy/aMifFxuLilZtRqtSQnJ6HT2TbHOp2ePb9uYOuaZdR7+73HvY1DxMYl4OHmav/d3cWF2Lj4dH0K5rONljh65hyrf93OirEDMeh15PXywGq1Mnn5eoIC/ChZzMdhuYzGODzcUw/g3V1diTEa0/XxLVIY3yKF2XXgcLrX69ao6rAcj4ozGnH3eGTZJSWh09uWXZUatTJM8+D+Pa5eimbEpGmEHjvCjPFjmDB7oUNzxcbFZ/i8Yo1x6fr4Fi6Eb+FC7Dp0LMP067ds4/UGtcnr7ZWh7Xm9qJ+Vq0FHXJqr0harFa0GLFZw1mv5/cx1fj19Ha0GPn8tiMhbRt4o68Mvode4G292aJantfGvEEoUyZ9j8zPGxeGRZtm5u7kSE5v++2e1Wu0nOu5ubsTEGlHql2L52vV88N67XLtxk4jzF4hLSODK1et4eXqwePpE5i1bydJV39Hrk3bPnstoxMPDw/67VqsjKSkJvV6P0RiLe5o2Nzc3jLGxAJjNZjZtXM/Cb1bY2/V6Peu/X8vShQto0ar1M2d5EleDlvikzNczJ72W7RG3+DP8JlqNhn4NSxF9N47L9zO9kJplifFxOLul3S/qMuwXD/3+Izt/+IYar9vO13auX0Fgldr4lCiVLZke5kq/L9SRnJyMLiWXTqfjwJaNbPt+ObXebJau3zdf9Od6dBRtR0zO5kzaDJn2/7aRv7//htpNU89ttTodS0f353p0JO1HTHFopkclxBmfeAyx+5f1/L52GfXfyt5jiLRM8XE4Peb46/al85zdv503egzn0KbV2RnjOFBGUZQ8qqreA9oAq4DiAI8bifDIaIWPgE+BRCAc6AJ8BDQF3IBSwERVVb95QpapQBgwQFGUV4GvgATgNtAxswkURWkEPBxW4ga0BUzA5pTpflVV9XH37bmlvP89RVG8gMVAHqAAsEhV1XkpI0OOARUAL6ClqqoX/p+9+w6L4lz7OP7dAtLtHZSmowJi7z2JmnaixkRT7Rq7sRu7ib333ruxxNQT04xdxIKIOqIiWJPYpShl5/1jcGGVxMIC5rz357q8Enae3f0xfe555kFRlLFAU+BiavtsJz0khBD/MxydXUm8n3ZBrVk060nXQ5UbN6PH3I1cUo8THaFfnF2/FE0uFzeb8SaySi5nFx7cT7tY1DTNeiLxUO3XWjB82VaiIsI4G37E7hlmrv2KNsOm0n38XGLj006C4+7fx93V+bH2P+w5xOgFa5k/rAf5cus9Dx4kJjFw+lLiEu4zovP7dsk1a8lK2vYeRI/PRhOX7oI6LiEBj3QXGznFxdWVhPhHlp35n+v6Hh65qVpL7w4eWLEyVy7a7y77zBUbaDNgNN1HTrIpJMUlJOCe7oLySb79dQ8tmzZ6csNn8KLNq4cSklJwckg79TFgwKLp//8gxcJ/T/1BYoqF+8kWIq7dxTufC0ohN1oEF2NYYwU3RxM96/raPdeLYNbiFbTtOYAeg0fabn/xj29/RqMx3fR4PNxdqV2tMpUrBNKh90BWbdxCQOlS5PHwIHduDxrW0cclaFC7BhGq7Z3Tp+Xq6kp8usKkplkwp65Trq5uxKdb3+Lj43Fz0/dVoSEHCa5YyfrzQ2+/25qvftjBsaNHOBJ66Lky/Z2EJAu5zOnXM6zrWWKyhV/PXicpReNBsgX1r1iK5358v2svuZxdSExId1zULI8dF6s2aUaf+V8Sc/o4FyKOcmLPzxz77QdWjelL7J2brB0/MEtyPXgkl+mRXNWbNqf/oi+JPnWcqBNHra+3HTmN9mNmsnGq7SMB9smUfr/1eKYarzZn4KLNRJ8M43y6TO1HTaPj57NYb+dMj3JycX0k4+PnEHVef5uRy7ZxPovOITLi6OxC0v2M1zN13y/E3brB9smDUff+RNiObcSEh/7dR2XWVqC5oigGoBqw72nfqChKfmA00EhV1TrAbaBL6uTcqqq+AfwHGPykz1JVNQFwSs2xCGiR2pPhd2DY37wtAPhQVdVGwNfAO6mvF0HvCZFRMWKHoii/AyqwG0gC/IENqqo2Bt4A+qZrH6Kq6svAT8B7iqIEAvWAqugFEPt3L30K0kNCCJHefYPBMCqnQzykadqoZ2nvWTqAs0f2U7ZGfS5HnqSgl4912o0rF9m1cSnN+ozEaDJjMjtgSH0e/MKJI/gGZ+2jGg95lw3i5KF9BNduRLQaQZESaRn/vBzDD6sX8fGgzzGZzZgdHDAY7F837v1BM0AfQ+LNXqO4fS8OF6dchEZE0u6tV2zafr3zAJt27GbF5/3I465f5GqaRo/x86gepNCxRcaDTT6PXql3TZOSk3nr40+4c/ceLs5OHA47QdtWGfa0zFZlg4IJ2buLOo1e4XREOCV9n3z3sGz5CoQe2EutBo2IOnuGgoWf+THRv9W7rX5nNyk5mTc79eP23VhcnJ0IDT9Fu5ZPN8jovbh4EpOSKFrIvjdFXrR59ZD6ZyyVPPNwMPoW/gVcuXg77cS+qIcTPev6EQ3xHwAAIABJREFU8dl3ERgxoBRyZ9e56/Tfnva4wrx3KjB793m753oR9OrUFkjd/j7qxJ27d3FxduZwWDht32tp07ZMKT9CjoZRrWIwuw8eolrFYC7EXCJ/njysmjuNq3/8yWdjJ+Ph7kaloAB27Q/hP01fJjQsHD/vks+VLyi4Ant376LRK42JCD+Or5+/dVrZcgEsnj+XBw8ekJSUSPSFKHz89HUuNOQgNWqlDewXE32BhXNn88XEKZjNZhwdHTEY7bufPX8jjqCiHhy5dAeffC5cuZtW+C3snosO1Usy7uczGAz64x0Hom/+w6dljmfpQCKP7KdczQZcijxJoUeOi79uWELLT0fpx8XUY073GautbWb3fJ8Phth/MNUSSiDq4f0E1mrAxTMnKVQirdB3/UoMP69bQqt+ozGZUo+FRiO7tq0jd/4CBNdrjGMuJ4xG0z98w3NkKhOIGrqfoFoNuXjmJIXTZfrrcgw/rVvCe/1HYzKbMTk4YjAY+H3bWnLnK0iF+g8zZe29Xp8ygUQc2keFOvo5RNGSaRn/vBzD96sX0mbQF1l6DpGRIv7luBB2EP9q9bh27hT5i6etZ7Xe7WD9/5Cv1uCSO+9zPbqhKEpn9B4LDy1SVfXRbnTrgPnAefQL9GfhC0SoqvpwoItdQGPgIHrPAtB7ETg9RVYP4B56j4O7qqpeTveZ44BvM3jbZWCWoiixQHFgb+rrUaqqJmbQHvRCxX1FURyB79F7c/wK9FEUpQVwF0j/TO3DKtpF9EJHABCqqqoFuKsoSviTfresIAUJIYSVpmkTcjpDZpSuUpsL4YdZPao3aBqvdelPyPebyVu4GKUq16JgCT9Wj+yFwWDAN7gqJcrqzzLfvHoR76DK2ZIxsHpdIo+FMmdwNzRNo1XPwfy+fSMFinoSUK02RX38mTO4GwBlKlXHL9A+gwxmxMFsYlC7lnQeMxOLRaPFS7UonD8vZy9eYd33OxnasTXjlm6kaIF89J64AIAqAaUo6+PFoYgzJCYls/uIPrbDpx82o0IZ+3TvdTCbGdi9E537D0PTNJq/9gqFCxbg3IUY1m39huF9u9vle55VjXoNOBZ6kIFd26Np0HvICL7asJainp5Ur1M/w/c0ebMZ86ZOoH+XdqBpdOs3xO65HMxmBnX5mM5Dx+rLsUlDChfIx9noS6z7+r+M6Pn3A7VeuHSF4oUL2j3TizqvQmNuEVTUg1FNy2IwwMK9UbxWtjDX7j3gyKXb7I26wZhXy5Fi0dh9/nqWdaN/kTmYzQzs0YXO/YaiWSw0f72Jvv1FRbNu69cM79eTAd07M2rSDGYmL8enpBeNG9QlOTmFPSGhbP3uRxwdHRmWup0O6NGZEROns3H7t7i7ujJx5BNvLmaoXoOGhB48QNcObdE0jSEjRrFh7Ro8vbyoU68+b7dqTY/OHbBoFjp17U6uXPrYBzEx0TR9/Q3r55Qo6Y1/qdJ80qENBgxUr1WbipXsu/8/dvkOZQq50b+hPwZgVehFXipVgL9iEzl+9S4hMbcY2KgUKZrGwehbXL2bdQOWlqlah6jww6wY0RMNjTe7DOTAd1+Sr3BxSlepReESfqwY0RMM4BdcjZLlnm+Mj2fOVa0O544fZsmwHmgaNOs2kH3ffkm+IsUoU6U2hUv6sWRYD8BAqYrV8C4XTIFiXmybO5Ejv/6AxWKhWVf79twoW60u544fZtHQHqBpNO8+iL3fbCJfkeKUrVqbIt5+LBraHUNqJp+AChQsXoItcyZw+Nfv9e2lm/17k6QXWKMeZ8JCmTWoK4D1HCJ/0eIEVqtDUW9/Zg3qisFgyPJziPR8K9Xi4smjbBnbF9Bo1L4vx37cSu5CxfCpWMMu35FafPjH5/hUVT2vKIor0AsYgl5keFpRQDlFUVxVVY0D6gMPBxLRnjHuQGAjcB3wUBSlqKqqVx/5zEctAXxVVb2nKMpK9M5VoA+U+Y9UVU1UFOUPwBHoD+xPfUyjIZD+T5o8+nuoQC9FUYyAM1Du6X49+zJo2rPOXyH+NxkMhlHPekc+Jz7z/6tloTEv3M6qgIt9/wyavbzO6ZyOkCFLPq8nN8oB5432vyDPLP/4F/Mu/FmXF/NxhdH/VZ/cKAdsnj4/pyM8Ju7HETkdIUO3cr142yHAyJ/OPrlRDqjlm33jijwLB1P2/yWaJzFm08COz8rFwb49POzl3M24JzfKAb1r+/7tgnxkHIiewEeqqlZTFKUp+l+NaPtwDIkM/srG6XTvfR99DAkLcBbomNqujKqqgxVFcQJOq6rq/cj3X0D/ixcpgAm9R0X/1ELBy8DnqZ95C2iLPo6DzV/ZUBRlGvpYDreAP9DHjRiL/vjFY1WdDL7zEtAOfYDL+ejFkBup31UO+DH1O08rivIJUERV1VGKovQBPkIfiNMLaJbdf2VDChJCpJKCxItNChJPTwoSz0YKEk9PChLPRgoST08KEs9GChJPTwoSz+bfWJAQ/24yqKUQQgghhBBCCCGynRQkhBBCCCGEEEIIke2kICGEEEIIIYQQQohsJwUJIYQQQgghhBBCZDspSAghhBBCCCGEECLbSUFCCCGEEEIIIYQQ2U4KEkIIIYQQQgghhMh2UpAQQgghhBBCCCFEtpOChBBCCCGEEEIIIbKdFCSEEEIIIYQQQgiR7aQgIYQQQgghhBBCiGwnBQkhhBBCCCGEEEJkO3NOBxBCiKfxllIgpyM8xuP+9ZyOkKEUc5mcjpCha5pbTkfIkJOW0wkeN+eyR05HyNC7AaacjpCh1fUdczpChlY2HZHTER7j2mRMTkfI0LyFI3M6QoZaVyye0xEyVK6gS05HyNDN+8k5HeExCUmWnI6QoSNX7+Z0hAw18X/xzrfE/zbpISGEEEIIIYQQQohsJwUJIYQQQgghhBBCZDspSAghhBBCCCGEECLbSUFCCCGEEEIIIYQQ2U4KEkIIIYQQQgghhMh2UpAQQgghhBBCCCFEtpOChBBCCCGEEEIIIbKdFCSEEEIIIYQQQgiR7aQgIYQQQgghhBBCiGwnBQkhhBBCCCGEEEJkOylICCGEEEIIIYQQIttJQUIIIYQQQgghhBDZTgoSQgghhBBCCCGEyHbmnA4ghBCZZbFYmDJhHJGRZ3B0cGTI8BF4epWwTt++bSvbt27GZDLTtkNHatetx907d2jVohm+fn4A1GvYiFbvvc/qFcv5ecd/cXF15cOP21K7br1MZdu5Zz/zV6zBbDLR/PWmtPzPazbTYy5dZujYyRgMBvx9vRnWtydGo5HxM+ZyNDwCF2dn+nbtSPmAspyOPMu46XMxGo04OjowbtggCuTLm7l8u/eyYNlKTCYTzd94jZbN3rTNd/ESwz6fgMEA/r4+DB3wKfsOHmLpqnUAaGgcDQtn29rl+Pp4ZyrLQxaLhVmTJ3D+7BkcHBzpO2Q4xb28bNrcvnWL3p3bsXjNRhxz5bK+vmfnr+z69Wc+GzPOLlkezTV7ygTOR57BwdGRT4cMp7jn47n6dGnHotV6rrjYe0wYPZz4uDiSk5Lo0qsv5YLK2z0bgGax8Puaudy4eB6T2YGGbfuQu3Cxx9p8N2Mk3hVrENjwdbt+v8ViYfqk8ZxLnT8DPhtusx1++9VWvt62BZPJxEftO1KrTj2uXrnM+NEj0DSNwkWL0n/IMJycnAF9Xnbv2JZl6zaRK90yzqzf9ocyf+0WTCYjLZo05J3XXs6w3YT5K/D2KkbrNxoDsCvkKPPWbAagnL8Pw3t2wGAwZCrLzr0HmL9irb5/eK1xxvuHcVP17c/Hm2F9e+j7h5nz0/YPn3SgfEAZbty6zahJ07l7L5aUFAvjhg2gRPFiGX+xnVQN9GVc75a80mlSln5PeprFwk8rZ/NnzHnMZgeadPyUvIWLW6cf+elrInbvAIOBWs0+wK9iDQ5+s4Go46EA3I+PJe7OLbrP2WjXXBaLhXVzp3Ap6ixmB0c+7j2YQsU8rdN/2raBQ7//AkBQ1Zq8+UF7NE1j0MfNKFRM34/4lgmgRbuudskydeI4zkbq+9DBw2yPiV9v28r2bfoxsU17/ZiYkJDAlAljuXrlCklJSXw6YBDlAgLZ+evPrFmxHIPBwH+at+DNZi0yne9hxgXTJhJ1NhIHBwd6DBpGsUf2p3du3WJgtw7MXrEex1y5SElJYdmc6USePkVyUhLvtetE1dp17ZIno3xLZ04i+lwkDg6OdOn/GUWKp+X77sv17PvtJwAqVK/FO206ZkkO0Nf5Hctn8WfMeUwODrzasS95i6Rb53dsJ3z3DgwYqNX8Q/wr1cBiSeHXNQu4dv4MKclJ1G7xMf6Vatg118NleOFc6jIcOIyijy7D27cY1LUDs1KX4eY1Kzgash+AuNh73Lp5g5Vf/WjXXOLfRwoSQoh/vV07fyMxMZHFy1dxIvw4s6ZPY9K0GQDcuH6dLzesZ9nqtSQmPuCTDu2pWr0G6ulTvNKkCX0HDrZ+zrmzkfz04w8sXrEagC7t21K5alXrBdKzSkpOZuLsBWxYPAcXZyc+7NqHBrVrUCB/PmubSbMX0LNTO6pVCmb05Bn8unsfZrOZCzGX2LB4Dnfu3qNLvyFsWjqPCTPn8dmn3SlTyp9NX33LsrUbGdjzk+eeb0nJyUyaOZf1yxbi4uzER52706BuLQrkz29tM3nmXHp26UDVyhUZM3Eqv+3aw0sN6lGnZnUAlq9ZT8XygXYrRgDs3bWTxMQHzFq8gpMnwlk4ezpjJk2zTj90YB9L583h9s2bNu+bO30yhw/sx6+0Yrcs6e1LzTVz8QpOnQhn0azpjE6XK/TAPpbOt821ZcNaKlapRotW73Mx+gLjR37GvBXrsiTf+aP7SUlK5O2h07l27hR7Ny7mtV4jbdoc3LaK+3H3suT79/yub4fzlq4kIvw482dOZ+yU6QDcuHGdLZs2sHDFGhITH9CzcweqVKvB/Fkz+E+Llrzc5FW+3b6NTevW8nH7joQc2MeiubO59cgyzqyk5GQmLFzJptnjcXZy4sNPh9OgRhUK5stjbXPz9l0GT5pD9OWrtPPSL+jj4hOYsngNK6eMJG9uD5Zu2s6tO/fIl8cjU1n0/cNsXJyc+LBb38f3D3MW0bNTG6pVDGb0lJn8umc/ZpOJCzEX2bBolr5/6D+UTUvmMG3eEl5/pRFNG9Un5MgxoqIvZmlBol+bpnzwei3iEh5k2XdkJPLwPpITE/lw5EyunD3FznWLaP7paADi793h2C/f0OaL+aQkJbJscEd8K1Sn+putqf5mawC2TB1O/Vb2v3g8tn8XSUmJDJ62iPOnT/Dlktl0HzERgL+uXibktx0Mmb4YDAYmD+hGxVr1cMzlRAk/hR6j7FvQ2b3zNxIfJLJwmX5MnDNjGhOmph0TN29cz5JV+jGxW0f9mLhu9Up8/fwZPvoLzkae4WzkGZQyZVkwZxZLVq3F2dmFD999m7oNGpInT+YK4QAHdu8k8cEDJi9YxumIcJbNncGw8VOt048c3M/Khbb7050/fk9ycjKT5i/lxl9/sue3nzOd4+8c2vM7SYmJfDFnKWdOhrN6/kwGfDEFgD+uXGbPL/9l7NxlYDAwsncXqtWpT0m/UlmS5czhvSQnJfLR6FlcjjzJr2sX8na/MYC+zh/5+RvajVtAclIiSwd2xK9idSJ2/4wlJYUPR83k3s3rnD64y+65Du7eSVLiAybNX4aaugyHpl+GIftZtXAOt2+lLcOWH7al5YdtAfh80Kd8/ElPu2RRFMUbOA4cSffyr6qqjnnK9/dQVXVOJjNsAD4GigDBqqp+oyjKDGCaqqoxz/mZhYGNQF5gm6qqozJoUxBYALgBBiAa6KWqasJz/SKPf34RYISqqt0URakH3FZV9biiKFtVVbVLhVIKEkL8P2EwGAYDTjmd41lomjbqadqFHTtK9Zq1AAgMKs/pUyet005GnKB8cDCOjo44Ojri6eXF2chITp86hXr6NN06dyBv3nx8OmAgF6KiqFi5ivVurFeJEpyNjCTwOe9on78QQ4nixcjt4Q5ApfKBHA4Lp0mj+mn51EiqVtQ/v26NauwLCaVYkcLUrl4Fo9FI3jy5MRlNXL9xk8mjhlKwgF4sSElJwdHR4blyWfNFRVPCs7g1X8Xg8hw+dpwmLzVMl+8MVSpVAKBOzersO3iIlxrovUau/fkn3/ywgw3LF2Yqx6Miwo5RtYa+PMsFBnEm3fIEMBqNTJo9j25tP7R5PSAomNr1GvDdV1vtmuehE2HHqFJdz1U2MIgzp21zGYxGJs6aR/d2ablatPoAh9TlpC8z+93pf9S1yAhKBFYGoIhfWf66EGkz/VzobgwGAyWCqmTJ94eHHaNa6nILCCqPmm7+nI6IILB82nZY3NOL82cjiY46T/XPhgMQVD6YOTP0k1mjwcjUOfPp3OYDu2Y8H3OZksWKkNvdDYBKAQqHT5yiab2a1jbxCffp/tE77D501Pra0ZMqpX28mLRwFRev/UnLpo0yVYyAdPsH99T9Q1AAh4+foEnDtF5ZJ9VIqlZI3T9Ur8q+Q0coVrgQtaul3z8YuX7jJkdPRFDaz4eOfQZRrEgRBvfO/J32f8x/6S/e7T+H5Z93ytLvedSlMyfwKa+vw8X8y3It6ox1mot7btqOXYDRZOLu9T/I5eJm04vlzKE9OLm6Wd9vT2cjjhNQWb8D7VsmkOjI09ZpeQsWptfn0zCaTACkpCTj4OBIdORpbt34iymDe+DomIt3O/eiiGfJTGc5HnaU6rUyPiaeijhBULpjYnEvL85FRhJyYB8vvdyEvj274eLqSr+BQzCZTKzZtBWz2cytmzfR0HB2dsl0PoBTx8OolLo/LRMQxNnTp2ymG4xGPp8+l74dP7a+diTkACV9/RkzoA8aGp37DLBLloyoJ8IIrqovz9Llgjinpi3P/IUKM2TizLTlmZyMQxbu2y+pEfgEVwWgeKlyj63z7ccvxGgycef6NXK5uGIwGIgKD6Wglw9fTh4KmsbLbXrYPdfJ8DAqpi5DJSCIs6rtMjQajIyZNpd+nT5+7L37f/8VN3d3KlWr+di0zERSVbXBc753GJCpgoSqqq0BFEVpBJQBvlFVtU9mPhNoARwChgJXgFEZtBkA/KSq6oLU758BfAJMz+R3A6Cq6jWgW+qP7YENwHF7FSNAChJC/H/i9LQX+P828XFxuLm5WX82GU0kJydjNpuJi4vD1c3dOs3FxYW42HuU9PamTNmyVK1egx9/+J5pkybSuWs3Vi1fRlxq9/rw42G81fz597dxcfG4ublaf3Z1ceZeXJxNG03TrCfM+vR4lFJ+rNywmffefotrf/zF2QsXiL9/33q382h4BOu2bmflnGlkRlxcHG6utvliY/8pn4vN9FXrNvHRe+/g6OiYqRyP54rFNd3yNJqMpCQnYzLrh6zK1TLudtrg5caEHQm1a5b04uOfPZdb6sXmzRvXmTh6OF379MuyfIkJ8Tg6py1Pg9GIJSUFo8nEjUsXOHNgJ027DeXQ11nTQyPuke3QaLMdxtpMc3FxITY2Fv/SCnt3/07T199k7+5d3E/Qb+hUqW7frsUPxcYn4OaadkHl6uJMbFy8TRvPooXwLFrIpiBx6849DoZFsHX+ZL03Ud8RVChXGm/P5++BEBefwf7hCdvfvdg4lDp+rNywhffe/g/X/vyLsxeiib9/nytX/8DD3Y0lMyYyf/kalq3dSI+ObZ4735Ns++UwJYvmf3JDO0tMiCeXS8brOYDRZOLIT9vZu3UVlV5pZvPeg99s4I3uQ7Ik1/34OJxtcplISUnGZDJjNptxz50HTdPYvHQuXn6lKexZgju3bvLqux9RpW4jIiPCWDp5DENnLs10lri4OFxd/25bfPyYGBt7jzu3b3Pv3l2mzZ7HD999w5yZ0xg++gvMZjO///oL0yZNoGadOpjN9rl0iI+LwzXd+m802u5PK1at/th77t65zdVLMQyfNJ2IY0eYOX4ME+Ysskuex/LFx+Hi+sj+Pt3y9EhdnmsWzMK7VGmKpXskxt4SE+LI9Tf7dj2bicM7vmLPllVUbtxcz3/vLjevXaZl/y+4ePo43y+cwgcjMnfO8Kj4uDhcXf9+GVbIYBk+tHntCvqPGGvXPBlRFKUBMBFIBBYBCUB39J4EAC2BLkA+RVHmAb3RexuUQh9rcZiqqjsVRTkBnAEeACrgAxQCSgKfqqr6o6IoF4AAYDDgoijKPqAvenHgKrAUeLjT7KWqariiKCsAP/QbhlNUVX30WbL/Aj8DBYC/W4DRQEtFUc4Ce4H+gJb6+/cDWgPJwC5VVQcpijIKqIXeo6ID8NpTtFmeOt+aApUURTkJhKiqWkRRlCBgVuo8vYFetHBE79lhBByAT1RVDf+b/DKopRDi38/F1ZX4+LSLCotmsZ40ubq6Eh+fdpIfHx+Pm7s7latWo1IV/Y5D/YYNOaOqePv40vLdVvTr1YPZM6ZRLiCQ3Hny8KxmLVpO2x796DF4BHHpLnbi4hPwSHdRBvoB3Ha6K7WrVaFycBAdeg1g1cbNBCilyOOh34394ZedjJkyk3mTxpIv77NnA5i1YAntuvam58DPiE1XIImLT8Dd3TafwZA+X7x1usViYdfe/bz68kvPleGfuLq6kZAul2bRrCc4OcnFxY2E+GfPFXUukkG9utLuk+6Ur1g5y/I5OruQdD+th6amWawnrOq+X4i7dYPtkwej7v2JsB3biAm3b/Hm0W3NYkm/HbrZbKMPt8NuvT9l367fGdC7O0aDgdx26AqekZnLN9Cm/yi6j5xIbFzaPIqLT8A93Qn138nj4U5QaT8K5suDq7MTVYLKcurchefKMmvxCtr2HECPwSOfcf8Qj4e7K7WrVaZyhUA69B7Iqo1bCCit7x9y5/agYR39bmOD2jWIUG17yPyvcHR2ITH9em7RrOv5Q5VeeYtuszdwSQ0n5uQxAK5fjiaXi6vNeBP25OTiyoOEtOWpWSyYTGn7h6TEByydNJr7CfF80E0vTJYsVYYKNfQxEEoFBHP7xl9ompbpLK6PHBO1R4+JcbbHRHd3dzxy56F2Pb33Xu269VHT9aqo3+gltn3/I0lJSfz3u28znQ/043aCTcYn7089PHJTtVZdDAYDgRUrc+VitF2yZJjPxZX7/7A8ExMfMHvsCBIS4unYe2CW5QBwdHZ94jpfuXEzeszdyCX1ONERx3B288C/Yg29V1zZYG5du2T3XM+zDAFiLpzH1c39sfEmnkRRlM6KooSm+9f5kSblFEXZme7fw43dSVXVuqqqrgZKA6+n9qRQgSaqqo4Fbqqq2g3oCFxXVbUe8BYwN/Uz3IDPVVV9L/XnB6qqvopewPg0XYYUYAKwTlXVr9O9/hnwi6qqDYHOwHxFUdyBhui9IF4FbBeqrgV6waEBsFhRlLKKojw6k+cD69B7SlwBtgHFUgsF76IXFmoBpRRFeSP1PadUVa2F3jnhSW0SAFRVPYxeIBn4yCMoi4HuqfP0e2AgUA24k/p79QL+sUuhFCSEEP965YMrsH/vHgBOhB/Hz9/fOq1cQCBhR4/y4MEDYmPvcSEqCl8/fyZ8MYadv+oDjIWGhFCmbFlu3brJ7du3WbB0OX36D+DPP/7A188/w+/8J706t2PFnKn8/s0mYi5f5s7duyQlJXH4WDjBgeVs2pYp5U/IkTAAdh8IoVJwEBdiLpE/b15WzZtO+w9aYTAY8XB345sff2b9lu2smD0Fr+JFn3d20euTjiyfP5Od33/FxUuXuXMnNd/RMIIDA2zali3tz6HD+p3iPfsPUjlY7z4eeS4Kn5IlcHKyfzfVgPLBHNy/F4CTJ8LxeY5lkBUCygcTkprr1IlwvJ8iV3TUeT4fOojBo8ZSrWbtLM1XxL8c0eGHALh27hT5i/tYp9V6twMth8+g2aBJKLVfIbhxc7s/uhFYvgIH9unzJyL8OL7ptsMyAQEcP5a2HUZfiMLH14/QkIO06diZyTPnYjAaqVLt7++oZUbvdq1ZOWUUuzcuJubKNW7fjSUxKZnQ8FNUKFf6ie8PKOVL5IWL3Lpzl+SUFMJOReJfwvOJ78tIr05tWTF7Mr9/vZGYy1fS9g9h4QQHlrVpW6aUHyFHU/cPBw9RqXygvn/Ik4dVc6fR/v13MRgNeLi7USkogF37QwAIDQvHzzvzXf9fRMVLB3D+mP57Xjl7ioJe3tZpN69e5KuZo9E0DaPJjMnsYC2qRp84Yu32nhX8ygURHqoP1nf+9AmKe/tZp2maxtwxg/H09eejngOtF5PfrlvGz19tAuDi+UjyFSyc6YFSAYKCK3Ag3TEx/XGsbECg7bYYFYWPnz/l070n7OhhvH39iIuNpUfnDiQmJmI0GnF2dsZozHw+gLJBwYSm7k9PR4RT0tfvCe+AsuUrEHpAf0/U2TMULFzELlkyogSW5+jBfQCcORlOCd+0eahpGpOHDaCkXyk69x3yWHHA3jxLB3D+2EEALkeepKBX2r79xpWLbJs+ynadNxrwVAI4l7qd/Bl9Do/8heyeq2xgMIdTl4f6lMsQICw0hMqpj3o8C1VVF6mqWiXdv0e7x5xUVbVBun+XH741XZs/gZWKoiwHyqPfvU8vCHhNUZSdwBbArCjKw14N6T/nYRe6izzd49BBQPvUz10M5FVV9R7QA73nxkbA5oRKUZQ66D04XgbGA18DP/H4Ew4NgVWqqjZBH78iBJiB/tjIAVVVk1RV1YDd6D040v8uT9PmScoC81J/t/ZAMeAH4HdgOzAGsPzTB+T8LSchhMik+g0bcejgATq3b4OmaQwdOZr1a1bj6eVF3foNeKf1e3Tt1B7NotGlW3dy5cpF1x69GDdmFFu/3ISTszNDho8gT568XLl8mfYff4CD2YHuvftgysSJhoPZzMAen9C57xA0i0bz15tQuGABzkVFs27Ldob378WAHl0YNWkaMxcm41OyBI0b1CU5OYU9Bw9TD7qQAAAgAElEQVSx9dsfcHR0ZFjfnqSkpDB+xjyKFi5I78/0AdyqVCxPjw7P3yXbwWxmQO/udOnTH4tFo/mbr1G4UEHORV1g/ZdbGTawL/17d2fU+MkkzV+Er3dJXkkd/+JCTAyeWTRgXu36DTkccpDendqhodF/6Eg2r19DMU8vatWt/+QPyCK16zfkyKGD9OncDk3T6Jeaq7inFzX/Jtey+XNISkxk/gx9MDRXVzebgTDtybdSLS6ePMqWsX0BjUbt+3Lsx63kLlQMn4pZ8whEenUbNCQ05ADdO7bV/3rA8FFsWqfPn9r16vP2u63p1aUDmsVCx0/07dCrREkmfjEaR0dHvH186ZNukNms4GA2M6jLx3T+bCwWi4UWTRtSuEA+zkZfYt32/zKiV8aDHebL48Gn7d+n0xC9i3HT+jUp5ZO5Ltr6/qELnfsNRbNYbPcPW79meL+eDOjemVGTZjAzeTk+Jb3S9g8hoWz97sfU/UN3AAb06MyIidPZuP1b3F1dmTgya+dlTilduTbRJ46wdrQ+jsCrnfpx6IfN5C1cHP9KNSno5cva0b3BYMC3fFW8yupF1JtXL+EdWCnLclWsVZ9TRw8xoV8X0DTafDqUn7ZuoGCx4mgWC2fCj5GclMSJ0AMANG/7CU3f+ZClU8YQfmgfJpOJtn2H2SVLvQb6MfGT9m3Q0PhsxGg2rF2Np6cXdeo3oGWr9+jeqT0WTaNz6jHx43YdmPDFGLq0/xiz2cywUV/g6ubGK01fo3vnDpjNZvz8S9H4Vfv8dZ4a9RpwLPQgA7u2R9Og95ARfLVhLUU9PaleJ+P9aZM3mzFv6gT6d2kHmka3flnz+A1A1ToNOH44hOE9OqKh0XXgcL79ch1FinlisVg4FXaU5KQkjqX+xYj3OnajdEBQlmQpXaU2F8IPs3pUb9A0XuvSn5DvN5O3cDFKVa5FwRJ+rB7ZC4PBgG9wVUqUDaaYf1l2LJ/FqhH6oJGN2/e2e670yxCg1+ARbN+4liLF/34ZAlyOif7HxzmygAVAUZTcwGjg4c77J9Ie3Xj439PAJVVVxymK4ow+dsOt9J+T6p+6Mll4/Kb/aWCNqqrrFEUpBHRUFKUoUFlV1eaKojgBFxVFWa2qanLqe3KhP2oC+iMTvYFLGXx3b8AXWKyq6gNFUSLQiwSngX6pPSpSgHrAKiA43e/yNG2e9LupwMeqqsYoilIbKIreo+OqqqqNFUWpCYxDL5xkyGCPrmFC/C8wGAyj7D3GQlZ85vN6kbI8jxv34l+4nZXH/es5HSFDmtm+YzrYyzXN7cmNcsCLeBj86vSfOR0hQ+8GFM7pCBkqdOdsTkfIkMU5d05HeIxrk6cadD7bzVs48smNckCp/E9+pCcnlCton8El7e3m/eQnN8pmCUn/eHM2xxy5ejenI2SoltfzPQ6a1coU9vjb7jmpf2Vjg6qqNR55vQH6+AWtFUUxoPdEUIA49ELDPlVVxyqK8htwGX28hMXoY0N4APNUVV2cOj5EGVVV76eOr3BNVdUFiqKUARaoqtrgYRv0YsAGYCT6+BGfAH+hjyGRJ/VzRwHfoD9uUR2IBb5VVXXiI/knoF/cG4C1qZ8foarq3HRtigHzUjMnpH5XV1VVryiK0hdohV5E2IM+psXIh/lT3/+PbdLPW0VRuqCPJdEK+C11DInKwFTSHjnpgD6WxEbAFb3QMUZV1R0ZLz0pSAhhJQWJF5sUJJ6eFCSezYt4GJSCxLORgsTTk4LEs5GCxLORgsTTk4LEs/mngoT4d5MxJIQQQgghhBBCCJHtpCAhhBBCCCGEEEKIbCcFCSGEEEIIIYQQQmQ7KUgIIYQQQgghhBAi20lBQgghhBBCCCGEENlOChJCCCGEEEIIIYTIdlKQEEIIIYQQQgghRLYz53QAIV4g9w0Gwyg7f6a3nT9PCCGEEEIIIf4nSEFCiFSapk2w92dmQYFDCCGEEEIIIf4nSEFCiBxmMBgGA07Z8FXe2fAdQgghhBBCCPFUpCAhRM5z0jRtVFZ/ifTWEEIIIYQQQrxIZFBLIYQQQgghhBBCZDvpISGE+FdwNWk5HeExhgf3cjpChm7n8snpCBkqfikkpyNkSMtTNKcjPOaT8oVzOkKGYjHkdIQMpbgXzOkIGbptyp3TER4zb+HInI6QoW5dRud0hAxNmzc8pyNkKMny4h0TAZbtv5DTER7TvqZ3TkfIkIPxxbwvvOn41ZyOkKERr3jkdASRRV7MLUEIIYQQQgghhBD/06QgIYQQQgghhBBCiGwnBQkhhBBCCCGEEEJkOylICCGEEEIIIYQQIttJQUIIIYQQQgghhBDZTgoSQgghhBBCCCGEyHZSkBBCCCGEEEIIIUS2k4KEEEIIIYQQQgghsp0UJIQQQgghhBBCCJHtpCAhhBBCCCGEEEKIbCcFCSGEEEIIIYQQQmQ7KUgIIYQQQgghhBAi25lzOoAQItvcNxgMo3I6xLPQNG3U07bd+fvvLFq0GJPJRLNmb/F2ixY202NiYhg+chQGA/j7+fPZkMEYjUbrtD59+7F185cAXL16lZGjRpOSkoKmaYwYPgxvb+9M/z6/7TvE/DWbMBtNNH/1Jd55/ZUM202Ytwwfr+K0erMJAOPmLOHoidO4ujgDMHvMYNzdXDOdx2KxMHXiOM5GnsHBwZHBw0bg6VXCOv3rbVvZvm0zJpOZNu07UrtuPWZOnUzkGRWAmzdu4ObuzqLlqzKd5VG/HQpj/qbvMBmNtHipNu80rmsz/VTURcYu3oDJaMTRwcz43u0okMeDlV//zPd7DgFQr3Ig3Vu9ad9c+0KYv2oDZpOJ5q++zDtvNMmw3YS5S/Rl+J9XAVi37Tu++vEXDAYDXT9uTYOaVTOdZeeu3SxcslRf5//zJi2bN7OZHnPxIsNHjQGDAX8/P4YOGoDRaGTW3PkcCDmEwQCD+/cjKDCAiVOnoaqRAFy/cQN3dzfWrlj23NksFgtTJowjMvIMjg6ODBluu25t37aV7Vv1dattB33dSkhIYPL4sVy9coWkpCT6DhhEucDA586Q3s7d+1iwfBUmk4nmb7xKy7fesJkec/Eyw76YgMFgwN/Xh6H9e7PvYChLV68DQNM0jh4/wba1y8jt4cGoCVO4ey8WS0oK40YMwcuz+DNnslgsTJs4Xt/+HB0ZNHS47fb31Va+3roFk9nEx+30eTRr2mQiz5wBHm5/bixctoqtX27kh2+/wWAw0KZDJ2rXrZeJuaXTLBZ+WjmbP2POYzY70KTjp+QtnPZ7HvnpayJ27wCDgVrNPsCvYg0OfrOBqOOhANyPjyXuzi26z9mY6SzPqmqgL+N6t+SVTpOy7Ts1i4Wdq+Zw/eJ5TGYHGrX/lDyFi1mnH//5a07t/QkwUO2tD/CpUJ37sffYsWgSiQlxOLl50KhdH1w88tg1l8ViYeO8qVyOOovZwYH3ew2mUDFP6/Rfv9pI6K6fAQioUpPX32/Pji9Xc/LwQQDi42K5e+smE9Z8bddcBqBd9ZKUzOdCUoqFxfsv8Me9B9bpH1ctgVLIjYSkFACm/nbW+v9lCrnRva4fPbeE2TXTizqvNIuFH5bN5I+Yc5jMjrzRuR/5iqRti6E7viLs9x0YDFC3xUeUqlQTTdOY1b0VeYvo+T1LlaPRex3tnitk4wJuX47CaHagxgc9cC9Y7LE2vy0Yg2dQdUrXfdX6+p1rl/hxSn/eHr8Kk4OjXXOJfx8pSAjx/4SmaRNyOkNWSUpKYsrUqaxbswZnZ2fatG1H/Xr1KFCggLXNlKnT6NG9G1WrVOHzL8by286dvNSoEd98+y3r1q3n9u3b1rZz582ndetWNGrYkL379jFz9mymT52auYzJyUycv5yN8ybh7JSLD3t/RoOaVSiYL6+1zc3bdxgyYRbRl67g0yrtZONk5HkWTRxB3twemcrwqN07fyPxQSILl63iRPhx5syYxoSpMwC4cf06mzeuZ8mqtSQmPqBbx/ZUrV6D3v0GAJCcnETXju0ZNHS4XTMBJCWnMGHZl2yaPATnXLn48LNJNKhanoJ5c1vbjF+ykaGdWlPWx4uNP+5i6db/8v5rDfl210E2TByCwQAfDZ3Cy9Uronh7/sO3PUuuZCbOXcLGBdP0ZdhzEA1qVXt8GY6fnroMmwNw685dNmz/ni1LZpKYmMh/2vagfo0qGAyGTGWZPG0G61ctx9nZmY87dKJB3boUKJDf2mbytJn06PoJVatU5vNxE/jt910UK1qU4ydOsHbFUq5cvUrvfgPYvH4tg/r1tX5umw6dGTnss+fOBrBr528kJiayeLm+bs2aPo1J09LWrS83rGfZan3d+qSDvm6tXbUSXz9/Roz5grORZ4g8c8YuBYmk5GQmzZzL+mULcHF24qMuPWlQpxYF8ueztpk8ax49u3SgaqUKjJk4jd927eWlBnWpU7MaAMvXbKBi+UB8vUsy9PMJvN74ZZq+3JCQw0eJio55roLE7t9/40FiIguWrSQi/DhzZ05n/JTp1nm0ZeMGFq9cQ2LiA7p36kDV6jXo1Tdt++vWqQMDPxvO7du32Lb5S5avXU/ig0Q+atWSWnXqZmr9Aog8vI/kxEQ+HDmTK2dPsXPdIpp/OhqA+Ht3OPbLN7T5Yj4pSYksG9wR3wrVqf5ma6q/2RqALVOHU7+VfS+Anka/Nk354PVaxCU8eHJjOzp3ZB/JSYm8M3wG186eYs+GRbzRexQACffuEP7rt7QeM4+UpETWDu2Md3A1Qr/dQNFSAVR9szUxEUfYv3k5L7X/1K65jh/YTVJSIv2nLiTq9Am2Lp3DJ8P104Hr1y5zaOcOBkxdBAYD0wd1p0LNejR+5yMav/MRAPNHD6RZ2652zQRQpUReHExGRv5wCv8CrnxQxYtpv521TvfJ78KEn89w70GyzfvyuTjyWkARTMbMrd8ZeVHnlRq6l+SkRNqNmcOlyJP8vGYB7/b/HID4u3cI3fE1nSYsIjkpkQX929OrYg1u/XGFIj6laDVgrN3zPHTx+AEsyYk06T+Z61GnObJ1GfW7DLNpE/btGhLjYm1eS0qI58i2ZRjNDlmSS1GUQUAfwEdV1fv/0K4zsFxV1aQsCfL4940CrqmquiA7vu/fRB7ZEEL860VFReHl5YWHhwcODg5UrFiBI0eP2rQ5eeoUVSpXBqBO7docPKjf0fDw8GDp0iU2bfv1/ZS6deoAkJKSQi7HXJnOeD76EiWKFyG3uxuODg5UCizLkfBTNm3iE+7TvU0r3nylvvU1i8VCzKWrjJo2nw96DWHrD79kOstDx8OOUr1WLQACg8pz+tRJ67RTEScICg7G0dERNzd3int5cS4y0jp988YNVKteAz//UnbL89D5S1cpWbQgud1ccXQwU6msP4dPnrVpM7VfJ8r6eAH6MnJ0dKBIgXwsGtEbk8mI0WgkOTmFXA72O+E5H32REsWLpi3DoHIcOR5h0yY+IYHubd7jzVcaWF/Lm9uDrUtn4WA2c/3mbdzdXDN9saiv855p63xwMEeOHbNpc+r0aapUrgRAnVo1ORASQtkyCgtmz8RgMHD16jXy58tn8571GzZRq0Y1Svv7Zypf2LGjVK+Z8bp1MuIE5dOtW55eXpyNjOTggX04ODjQp0c3li9ZbH1/Zp2/EE0Jz+Lk9nDX51X5IA4fO27T5uTpM1SpGAxAnZrV2H/osHXatT//4pv//kTXDm0AOHb8BH/89Rcde/bjux9/pkqlCs+V6/ixY9bfMeDR7e9kBEHl021/nl6cO5t++9to3f7y5MnL8rUbMJsduJHaaymz6xfApTMn8ClfBYBi/mW5FnXGOs3FPTdtxy7AZDYTd+cWuVzcbL7zzKE9OLm6Wd+fnc5f+ot3+8/J9u+9GhlBySD99y3iX5Y/o9KWl7N7bt77fD4ms5n4dPPr5pUYvB/O41IBXDkTkeFnZ8a5iOOUq1QdAJ8ygcREnrZOy1ugMN1HT8VoMmE0GklJTsbsmHa3+ti+33F2c6dc5ep2z6UUcuP4lTsAnL0eh2/+tF5/BqCIuxMdangzsmkZ6vvrNxccjAY61CjJ8gPRds8DL+68uqiG4xes96rzLFWOq+dV6zQXj9x0nrhY3xZv38TJVV+3rkad4d7N66z+vC/rJw7hxpWLds/117lTFC2rH2MK+JThRoztcTrm6F4wGClWrpL1NU3TOLh+LhXe/AizHc6t/sYHwAag9RPafQaYsiqEeHrSQ0II8a8XGxeHm5ub9WcXF1di79lW5NE06wmzi6sL92L16fXrPd61OW9e/Y73hQsXmDZ9OjOmTct8xvgE3F1drD+7OjtzLzbOpo1n0cJ4Fi3M7pAj1tcS7j/g/eav0ablf7BYLLTrN4KA0n4oft6ZzhQXF4era9p8MxpNJCcnYzab9Wlu7tZpLi4uxMbeA/QeKdu3bmHxytWZzpCR2Pj7uKU+ngLg6uREbHyCTZuC+fTeEkdPn2Pd9ztZNbY/DmYTeT3c0DSNySu3UMbXC+/ihe2YKwF317STZldnZ+7Fxdu08SxaBM+iRdgdctjmdbPJxNpt3zJ3xXo+bGH7uMBzZYmLwz3dOu+abp1+SLNZ512JTV3fzGYzs+bOZ93GTQwZ0M/aPikpiS+3bmPdquWZzhf/yDZpesK6FRd7jzu3b3Pv3l1mzJnHD99+w5wZ0xgx5otMZ4mLi8ct3SNOri7OxMbZbnsaafPK1cXFZvqq9Zv4qHVLHFMvPq5cvYaHuztLZk9l/tKVLFu9nh6d2z9HLtt5ZLv9xeJqs09zIS51+SYlJfH1ti0sWpH2qJTZbGbLpg0sW7SQlq2edA7+dBIT4snlku4i0WjEkpKC0aSfvxtNJo78tJ29W1dR6RXbx4UOfrOBN7oPsUuOZ7Xtl8OULJr/yQ3tLDEhHscnzK+wn78mZNtqyr/yFgAFSvhy/ugBCpb05/zRAyQn2r9Xx/2EOJzT7beMJiMpKcmYTGZMZjNuufOgaRrbls3F068UhYunPTb045eraTdglN0zATg7mIhPTLH+bNE0jAawaJDLbOTH03/w/ck/MBpgWOMynL8eR9Oyhfku4hq3ErLmhvaLOq8ePLYtmh5btw79+BW7Nq+gahP9cVW3PPmp9db7lKtRn5jT4Xw1dzwdxs6za66k+/E4OGe8zt++Es2F0N+p22Ew4T9ssLYJ/349xQKrkNfTx65ZHlIUpQFwDlgArAFWKIqyE/hEVdXTiqJ8AhQBLqb+dwPQTFGUqUCd1I9Zp6rqTEVR/IEVQBIQDXirqtpAUZRo4DRwClgCTEO/yZ8H6KWq6j5FUc4DBwE/4ATwsLvYW4qivAPkB4arqvqNoigrUts5AVNUVc3+59xymPSQEEL8a82ZO5cOHTvRu8+nxKW7uI+Pj8Pd3d2mrcGYtruLj4t/bPqjQg4dok/fvoz9/ItMjR8xc9k62vYdTo/h44mNS7uojktIeKpxIJxyOfJRizdwdsqFq4sz1SoEoZ6/8Nx50nN1dSU+Pu2CWtMsmM3mtGlx6edp2jwLDTlAhYqVcHP753n4rGau/Yo2w6bSffxcYuPTelnG3b+Pu6vzY+1/2HOI0QvWMn9YD/Ll1rM8SExi4PSlxCXcZ0Tn9+2Ta+ka2vb5jB5DvyA23fx62mX40AfN32Dn5hWEhkVw8OjxJ78hA7PnLaB956706jvA5qI5Li7epkABYEjXpTn+kQJGr+5d+eWHb1mxeg0XL10C4MDBECpXqvjY5zwPl0fWLcuj61a87brl5u5O7tx5qFNP7x1Uu159mx4Dz2PWwqW069aHngOGEpuucBQXn/D4vEp3dz8uPm1eWiwWdu09wKsvN7JOz53bg4Z19Z4NDerUIuL0GZ7Ho9uY7fbnZjP/4uPjrdtbaMhBgjPY/t5+tzVf/bCDY0ePcCT00HNlSs/R2YXE+2n7LM2iWS+AHqr0ylt0m72BS2o4MSf1HjrXL0eTy8XVZryJ/w8cnV1ISj+/tMfnV/DL/6H9zHVcUU9w6VQYVV5vxb3rf7Bt0mBib/6Fe76Cds/l5OzK/YR0+3mLhsmUdj8yKfEBK6aM5n5CPK27phUor8ZE4eLqZjOGgj0lJKXg5JB2XDZgwKLp//8gxcJ/T/1BYoqF+8kWIq7dxTufC0ohN1oEF2NYYwU3RxM96/raNdOLOq9yObuQmJB+3bI8tm5VbdKMPvO/JOb0cS5EHKWYb2mUKvp+qkSZIO7dvI6maXbN5eDkQvKDjNf58yG/En/7Jj/PGsb5g79y+tftXDl5mKhDOzm37yd+mvEZCXdv8cucEU/9fYqidFYUJTTdv84ZNOsILFFVVQUeKIqSYZcVVVWXAteA1oqivAH4ADXQixLvK4oSBEwGxqmq2hDYm+7tXsD7qqr2AQKAfqqqvoxemGiX2sYTveBQDXADHlZtL6uq+hL6IyVdFUVxBxoCLYBX+X/aY0MKEkKIf60e3buzdMlifv35Jy5evMidO3dISkri8JEjlA8ub9O2TBmFQ6H6YGt79u6lUsWKf/u5IYcOMWnyZObNmUNAQLlMZezd/n1WTPucXZuXEXPlGrfv3iMxKYnDx09SoZzyxPdfuHSVD3t/RkpKCknJyRw9cYpypexzEhYUXIEDe/cAcCL8OL5+ad30ywYEcvzYUR48eEBs7D2io6LwSZ0eGnKQGrVq2yVDer0/aMbKL/qxe/kUYq79xe17cSQmJRMaEUkFxfZ3/nrnAdZ+v5MVn/fDq4h+Eq9pGj3Gz0Px9mR01w8xmexziOvd4UNWzBjHrq2riLl8NW0ZhkVQoVyZJ74/KuYSvUeMQ9M0HMxmHB0dMBqeL1vPbp+wbNF8ftvxg+06f/QoweWDbNqWURQOheo9Nfbs20+lihU4eCiUsRP1gf4cc+XCbDZjSM1yIOQQdWrVfK5cjyofXIH96dYtv3SPgJQLCCTsaNq6dSEqCl8/f8pXSHvPsSOH8fH1y1SGXl06sHzeDHZ+v5WLly5z585dfV4dCyM40Ha7Llu6FIeO6BfUe/aHULmCPi8jz0fhU7IETk5pXYsrBQexe5/+yNfhY2H4+3g/V76g4Ars36ef40Y8uv2VC7Dd/i5E4eOnzw99+0t7nCUm+gJDB/ZD0zTMZjOOjo42BdjnVbx0AOePhQBw5ewpCnp5W6fdvHqRr2aOTr0AMWMyO1jXo+gTR/AJzvygrf82Rf0DuBCmz69rZ0+R39PbOu3W1Yt8N3tM2vxycMBgMHBZDadM7ZdpPnACHgWKULRU5o43GfEt93/s3Xd4FFXfxvHvZje90QMpkAYTamhRmlSxK0VQHh8BAem99450aYIUBVFpiiL6WAEp0nsgBDIQEkgooYaSTUg22Xn/2CWNIEqWBH1/n+viIplzZubOzMlk9uw5s1WJPLQPgNioE3j7Z11LNU1j6eSR+AQE806fYTle5EaFH6JSrTo2z3OfejWJ6j6WB3gGl3Al/lZWR0AZDyfGv1QRnQ70Oh1KKXdibhgZ8v0JpmxSmbJJJSktg492xtg009N6rHwrVCE63HLNuXDmJKX8skYX3LgUz/o543O1LTv++PYL9v/8LQBXzp/Fs0Qpm0zlyq5kYEUuRVruq67HRlHEu1xmWc2WnXhp6GyaD5hK4LNNCWnaAu9KtWgxYRnNB0yl+YCpOHsUpVmfSX95f6qqLlNVtXa2f8uylyuKUhR4BeivKMqvgCfQJ9dm8joIFYGdqqpq1udJ7AMqWZfvsdbZma3+dVVVb1i/vgiMVRTlc6ANcH+eaJyqqvfnsOwB7t/w3R8+mQC4qKp615pxGfAV8MTmsTzNZMqGEOIfz97ensGDB9GzV2/MmpmWLVrgVaoUZ8/GsO6rrxg9aiSDBw1i0qTJLDCZCAgMoPnzzz90e7NmzcZkSmfsuPEAlPMvx7gxYx5a/y9lNBgY1uM9uo2YhGbWaPVSM7xKFif6XDxrvv+Zcf2757leUDlfXmvWkP/0HYG93sAbLzQm2L9snnX/roaNm3Jw/z56dO6IhsaocRNZt/pLfH39aNCoMW3e/g+9u3bGrGl069UbR0fL38m48+d56RXbfnpFdvYGPcM7taHbpPmYzRqtm9XDq3hRouMvsebn7Yx+vx1Tl39FmRLF6D/D8myo2pXLUzHAj4ORp0kzpbPziGUu9sB3W1I9JH8vbLNyGRjWqwvdho23nMOXn7eewzjWfPcT4wbm/TCzgLK+KEEBvNN7KDqdjgbP1CKsev4e1mhvMDBk4AB69O2P2Wym1RuvW9p8TAxrv/6GMSOGMWRAfyZ+MBXToo8J9PeneTPLu/ybtvxOh85dyTBn8HbbNvj6WJ6Kfu78eV5/9ZV85bqvURNL2+rWuSOapjF6/ETWrvoSXz8/nmvUmLbt/kPPrp3RzBrdrW2rY6cuTJsyia6dOmAwGBg3Mf/TNcByrIb260X3gcMsx+q1l/EqVZKzsedY+813jBk6kCH9ejJh2mxM6ekElitL8yaWkRrnzsfj610mx/aG9O3J+Gmz+WrDD7i5uTJj4uNdGxo2bsKh/fvo2eU9NE1j5LgJrFu9Cl8/Pxo0bMSbb7ejT7cumDUzXXtm+/2LO89Lr2ZN+ylbzp/g8hXo0aUjOnQ8W68+NWrWeryDlU2FWvU5f+IIqycOQEPj5a6DOfjLNxT18iG4Zl1K+gWyemJ/0OkIrBaGX0VLJ/DNyxfwr1LzEVv/9wmqVY/4yCOsnzIQNI1mXQZz9Ndv8fTyJrBGXUr4BbJ+8kB0OihXLQyfkGrcunKJzZ/MAixD7Jt1se0DLQFC6zYk6uhBZg/pAZrGuwNG8ft36yjp7Ys5I4MzJ8JJN6Vx0vpC/I2OPQisWIWrF+MIqf7kOpYOxSVStYwHE6wdD0t3x/JKRS8S7qZy5MItdsfeYNLLlcgwa+yMuc7F2w99NqHNPK3HKiSsAbERh1k5ri8aGq93H8a+n9ZTzMuHCrXr4VU2iJXj+oIOgr25IrcAACAASURBVEKfoVylUEqVDeT7RdOIProfO72e13sMs3kuv9A6XI4K57cPh4GmUefd/pz6fSPuJcvgW832z9L4C94FlquqOhRAURQXIBbLlIkyWKZZ1MTSiQBgxvLm/CksIxvmKopiD9QDPreuVxf4BcvoCbKtd98C4L+qqp5SFGUi4G9d7qMoSmlVVROA+sCX1n3nGKaiKEoZoJaqqq0URXEC4hVF+VJV1ZxPc/2X09l6+I4QIotOp5vwqI+u/Ct1BNxLNj51FyvDzXOFHSFPiR5PZm5mfhW7cKCwI+RJK1Lm0ZUKWIa77Z59YUtJPJ0fz+ZuuvXoSoXglt7z0ZUK2A/q9cKOkKde3ScWdoQ8zfnY9p8kZAshJfI/tepJWLH3XGFHeEDnuv6FHSFPl+8W7CfB/FWxN4yPrlQIxjVX/nSIh6Iox4D2qqoez7bsY+ACls6KeCydEXGqqk6wjmooh2XKxCwsHQcOwNeqqs5QFCUIWAGkA7cBd1VVmyuKkqCqamnr9gcBPYAr1v2UsNa5BWzBMr1jH5YpGuOxfsqGoighWJ5z0QRYDDwLJAE/qqo6I7/H6p9GRkgIIYQQQgghhPjHUlU1NI9lvaxfTs2jrGO2b4fksck6QBdVVaMVRXkfy8gJ7ndGWL+eg+XZEbndU1W1Ta5lE7KtFwU0tn7bI4/1/1+RDgkhhBBCCCGEECJLPLBOUZRkIAPoUsh5/rWkQ0IIIYQQQgghhLBSVfUPoPZjrlv60bXEffIpG0IIIYQQQgghhChw0iEhhBBCCCGEEEKIAicdEkIIIYQQQgghhChw0iEhhBBCCCGEEEKIAicdEkIIIYQQQgghhChw0iEhhBBCCCGEEEKIAicdEkIIIYQQQgghhChw0iEhhBBCCCGEEEKIAicdEkIIIYQQQgghhChw0iEhhBBCCCGEEEKIAmco7ABCCPFXnE/KKOwIDyhXPLCwI+TJIyOtsCPkKaNMSGFHyFNMmkthR3iAv15f2BHytPf83cKOkKerxvTCjpCng+eiCzvCA9rV8CnsCHma8/HYwo6Qp0G9Jhd2hDw16dqlsCPkyXj36fv7c/luamFH+EdxMMj71aJgSYsTQgghhBBCCCFEgZMOCSGEEEIIIYQQQhQ46ZAQQgghhBBCCCFEgZMOCSGEEEIIIYQQQhQ46ZAQQgghhBBCCCFEgZMOCSGEEEIIIYQQQhQ46ZAQQgghhBBCCCFEgZMOCSGEEEIIIYQQQhQ46ZAQQgghhBBCCCFEgZMOCSGEEEIIIYQQQhQ46ZAQQgghhBBCCCFEgTMUdgAhxD+HTqcbATgV1P40TZtQUPsSQgghhBBCFCzpkBBC/B1OT3MngdlsZsmcGcRGn8He3p4+w8fg7euXo87txESG9erCRyvX4uDoSEZGBisWzuVM1CnSTSb+06krYfWfy1eO7Tt2sGzpUvQGAy1btODNN9/MUR4XF8fYcePQ6XQEBwczauRI7OzsWLJkCX/s3IlBr2fo0KFUrVqVGzdvMmnSJO7cuYM5I4MpU6bg52f5mW7evEnHjh355ptvcHR0/HsZ/9jJ0k8+Ra/X0/KNN2jTumXOjPHxjB0/CXQQHBTE6BHDsLOz48N5CzgaHk5GRgZvtmpFm9YtmTF7Durp0wBcv34Dd3d3Vn++4u8ft527WbLic/R6Pa1ee4U2LV/PlekCYyZPR6eD4MAARg8diJ2dHRt//IWvN3xPhtlMk4b16dG5I7dv3+G1t94lODAAgGaNn+Pdt9v87UzZ3W9f585a29ewMZTJ3b5uJTK8ZxcW5Gpf0eopTPfbV738ta+8bN+xg2XLPrGcz5YteLN16xzlcXFxjB0/wXLsgoIZNXIEdnZ2mWUDBg1mwzfrbZbHbDazYekcLp07i8Fgz1t9hlGijG9m+Y4fviZ85+8AhNSqw4vtOpF89w6r507mXkoyru4etO01DPciRW2WCUAzm9n02QKuxsWgt7fn5fcHUbS0T2b5kU3fE7FzEzp01Gv1LsE162A2Z7B11RISYk6TkW6ifusOBNesY9Nc2emAdjV88C3iTLpZY9WheK4Z0zLL3wr1JqiEK/fSzQAs3h2b+bUtmc1m1iyazYXYaAz2DnToP4JS3lnncPN36zi4w3IOq4bV5fX/dkbTNIZ3aEkpb8vvRWBIZVp36mnTXJrZzPYvFnI9Pga9wZ6mnQdSxMs7s/z4lh84tXszoOOZFv8loPqz3Eu6y6ZlM0lLMeLk5kHTTgNw8Shi01x/RViVQKb2b0PzrjMLbJ86oG+jIAKKu2DK0Ji3LZpLd+5llvdsEEDl0h4kmzIAmPDLKdwdDQxtVh4dcCUplfnbz5Jq4zamAwa/UIHgUm6YMsxM/0Xl4q2UzPI6gcXoVN8fgNMJSXy4+XRmWdliLizrUIs3PtpNWobtcmlmM7+smM+VuLPoDQ681m0wxbJdHw5t2sixHZvQ6eC51u0pX7MumqaxoPfbFC1t+d3wLV+Jpv9532aZnvZce9d+zM0LsegN9tRv3w+PUt4P1Nm8aCJlQ58lpOErmFLvsWP5LNKS72JwcKJhp8E4uXvaNJf455EOCSHEv8a+ndtJS01l1pIVREVGsGLRPMZM+zCz/Mj+vXy+dCG3bt7MXLb9t59JT09n5uLl3Lh2lV3btuQrg8lkYvbs2axZvRpnZ2c6duxIo0aNKFGiRGad2R9+SJ/evQkLC2PylCls274d7zJlOHT4MKtXrSIhIYHBgwezZs0a5s2dyysvv8yLL77IgYMHiY2Nxc/Pj9179jB//nxuZPtZ/nrGdGZ9OJe1X67E2dmZDp3fp3HDBjkyzpozjz69ehBWuxaTp05j2/YduLu7Ex8fz6qVK0hLS6NV23a88HxThg8ZlLndjl26Mn7MqL+fKT2dmfMXsXbFUlycnWjfrTeNn6tHieLFszLNX0Tf7l0Iq1WDSTM+ZNsfu6gQHMTXG75nxcfzcXCwZ9Enn2FKT+ekepqXmzdl1JABfzvLw+zfuR1TWiozF69Atbav0dnb14G9fLF0IbcSs7WvTT+TkZHOjI8t7Wt3PttXXkwmE7M//JA1q1ZZ2tx7nWjUsGGuNjeHPr17EVa7NpOnfMC27dtp1rQp//vxR9asWcutW7dsmunE/p2Y0tLoN2Mx59VIfvhsEZ1HTQPgRsIljuzYTP+ZS0CnY9GoPlSt05BD234loGI1nm/bntPHDvHzqmW83We4TXOdPrybdFMa7Scu4OKZk2xdvZQ3B08CIPnubY5s+R+dpi4h3ZTG8mHvE1TjWSJ3bsGckcG7E+Zz9+Z1ovb/YdNMuYV6e2Kvt2PWtmgCirnwZqg3S/acyyz3K+rCgp0xGNMynmiO8L1/YDKlMWLOMmKiTrD+04/oPW4GANcuX+TAtk2MnPsJ6HTMGtqLGvUa4uDoRNkghT4TntwL7rNH9pBuSqPt2HkkRJ9i17plvNZ/AgApd28TsfVH2k36mAxTGqtHd8M/9BkO/biOMuUrE/Z6O+Iij7D3m89o1nngE8uYl8EdX+K/r9bDmJJaoPutF1gMe72OgRsiCPFyo1t9fyb8EpVZHlzSjVE/RnLnXnrmskFNgvkpMoFtZ67zUkUvWod6s/bwBZvmeq5CCRwMdvRYdYTK3h70aRrEyA0nAHB20NOrcRB914ZzO8XEO8+UpYizPbdSTLg46OnTNBjTE+iEUw9Zrg+dJi3kwpmTbFm1hLeGTAYg+c5tDm36ga7Tl5FuSmPJkM70q1GHxCuXKB1QnreHfmDzPE97rvPH9pFhMvHa8A+5GhPFgW+W83yvsTnqHPnhS1KNdzO/P73rN0qUC6b6q//hzJ4thP+8jjpvd893FkVRGgNfAyezLb6mqmpbRVG2Az1UVY3Ka92HbG8CkKCq6pJ8ZKoKFFVV9Y9cy18GhgBmQA8sV1V1taIoxYCXVFVd87j7/KeSZ0gIIf41Th0/Rs1n6wEQUrkq0VGncpTr7OyYPHcR7h4emcuOHNhH8ZJeTBo6gIUzP+CZ+g3zleF+h4GHhwf29vbUqFGDI0eO5Khz8uRJateuDUCD+vXZv28fR44epW7duuh0OsqUKUN6RgY3b94kPDycK1ev0q17d37++Wdqh4UBYKfTsWzpUjyz/Sx/OeO5WPz8fLMyVg/lyNHwHHVOnYqidq2aloz16rHvwEFCq1Vl0njLzYZOpyPDnIHBkNWvvfarr6hX51kqlA/+25liYs9T1tcHTw93S6bQahwOP56jzkn1NLVrVrdkqvssew8eZu/Bw1SqqDB68lQ69exHjWpVsDcYOBl1mlPqGd7r2Y9Bo8Zx7fqNv50pt5MRx6hhbV9K5apEqznbl53Ojklzcravo/fb17ABLJr5AWH5bF95ebDNVefI0aM5s586Re1atQBrm9u/HwAPDw+WL//U9plORRBS81kAyimViY9WM8uKlChF1/GzsNPrsbOzIyMjHXt7B67EnyOklmWdgJCqxJ6KsHmuC2okAaGW3yGf8pVIiM1619XF3ZPO0ywjm4y3b+Lo4opOpyM24hDuxUqwftZofv10zhMdHQEQVMKVkwmWG/jYm8mUK+qSWaYDSrk58N9avgxpHExd/2JPLEd05HEq17L8rIEhVTh/JutevmhJL/pNnvPAOTx/JorEG9eYPaIPC8YNJuHCeZvnunwmknJVLdfP0sEVuRp7JrPM2d2T/0xejN5gIPl2Io4ubuh0Om5eisO/mmUd7/KVuXQ60ua5HiXmwjXeGrKwwPdbubQHh+IsHY5RV5IoX9Its0wH+Hg60b9xMHNaVeWFkFIAlC3qwsG4RAAiE+5Qpczf/zvzKNV8i7A/1tJ5G3npDiGls/ZR1ceTmGtG+jQJYtE7NbiZnMatFBMAw15SWLbjLPfSbd8hF69GEGS9PviWr8TlmKzrlouHJ91mfGK5Pty6iZOrpW1djj3N3ZvX+XLyINbOGMmNS/H/b3JdjY7Ep7LlPqFUYAg3zp/JUX7u8C7Q2eFbuVbmssrNWlDt5bcAMCZew9nDpqPgtqqq2jjbv7a23PhjeBOolMfyJcCbqqo2B1oAkxVFKQVUA94owHxPDRkhIYT410g2GnF1c8383s7Ojoz0dPTWF801wp59YJ07t29x+UIcY2fOJTL8CPOnTWL6wmWPnSHJaMTNLeuGz8XVlaSkpAfq6XS6zPK7SUkYjUaKeGYNW3S1rnfp8mU83N1ZtnQpS5Yu5bPPPqN3r17UrVv38TMmGXHPltHVxZIhO03TsjK6uJCUlISjoyOOjo6YTOmMHj+RNq1a4eJiebFkMplYv+E71ny+8rEyGY1G3Fyzzp2rizNJScaHZnJ1cSEpycitW7c5HH6MVcs+5l5qKh269WbtZ0sJ8C9LpZAK1H2mNj/+uplpH85nzrRJj5XtvmSjEVfXh7ev6g9pX5cuxDF2xlwijx1hwbRJTMtH+8rLA23OxZWku7naXPbz6eqSeb4bNbR9BwnAvWQjTi65jlVGOnq9Ab3BgJtHETRN438rP8YnoDwlffzwCShP5IHd+AZW4MTBXZhS7/3JHh5PWooRR+esXDo7O8wZGdjp9Zacej2HN21k17dfUOuFVgAk373DzYSLtBkyhfio4/y8dDb/HTfH5tnuc7a3IyXbiy2zpmGnA7MGDgY7tkdfZ8uZa9jpdAxsGERcYjIXb9v+WN1LNuLskv1Y6TPPocFgwN3Tcg6/Wb4Iv6AKePmW5XbiTV5+qz21n2vKmchjLJ81idHzl9s0V1pKMg4uf34Oj235gQPffUm15i0AKFE2kJij+yhZLpiYo/tITyvYUQoA3/1+mHJlij+6oo25OBgwpmWNfjBrZLYnJ3s930dcZsOxS9jpdMxsUYUz15KIuW6kjn8xtqjXqOtfDCeD7d+/dHXQY0zNnktDr9ORoWl4OttTo2wROq08REpaBov+W4PIi7dpXsmLvWdvEH3N+CdbfnypKck45mrzudvWwd828sc3Kwl70TItzq1Iceq1eIdKdRoRFxXBxkXT6PLBx/8vcqXdS8HBOe9ciRfPcfbgDpp2G0n4T2tzrGdnp+eXuaNIvHiOF/tPsWmmP6MoiiewHLj/i9hPVdUIRVFigP1AEHACuD+3pYWiKG2t9ceqqvo/RVH6AK0Be+C29et3gFcAF+s2ZgCbgfeANEVRjqiqeiBblCtAf0VRvsEyoqOiqqqpiqKsBkIVRekGbLJmtQc0a9ZjiqJEA3uA8sBWwBN4BlBVVW2vKMpKLH2NfoAb0OHvjAwpLDJCQgjxr+Hi6kpKcnLm95qmZb5YfBgPD0/C6j2HTqejSo1aXIp/vHf0Fi5cSJcuXejfvz9GY9bNUrLRiLu7e466918YZi93dXXNsZ7RutzT05PGjRsD0KhRI05GPv47ex99vJjO3XrQb9AQkrLvKzmPjHZZfx6Sk5Mzy+/cuUPPvv0ICgjg/c7vZdbZt/8AtWrUwN3djb9jwZJP6dSzP32HjcqVKeWBbel0dtnKk3F3d6OIpwdhNarj6upC8WJFCQzw53zcBZ6tVZNnatUALM+POHU65zs3j+Nx2pe7hydhda3tq3otLtnwHeOFixbR5f2u9B8wEGO2zpvkR51PY/ID5bbm5OJKakquY6XPOlamtFRWz5lMakoyb3a3TPlp2uZdEq8msGTcQG5dv0qREqVsnsvB2ZW0e1nz1DWzlnlTf1+tF1rSZ9FXXFCPcz4yHGc3D4Jr1EGn01G2YiiJCbYdup5bismMY7YXgDosLx4B0tLNbI2+jilDIzXdjHotCR9P5yeS44FzaDY/cA6Xz5zIvZRk/ttrMADlyodQvY7lGSnlK4dy68Y1NE2zaS4HZxdM2c+h9uA5DH3+DTrPX8Ml9QQXTh2j9qtvc/f6Fb6bOYKkm9dwL1bSppmeZslp6bjYZx0fnS6rPaWmZ7Dx+GVS082kmDIIv3iLwOKuLNsTS13/YnzwWiXMGtzONp3DVoxpGbg45MyVYW0rd1JMRCXc5aYxjRRTBsfib1Hey40XKnvxWrUyfPSf6hRzdWDO26E2zeTo7EJaSva2ZX6gbYW92JIBi9cTF3Wcc5FH8Q6sgFLbMnKubEhV7t68bvM2/7TmcnByzvW7mJUret9Wkm/d4Ne5o4je+zuRWzZyIfJwZt2XB07llSEz2LZ0qi0jNVUUZXu2f0NzlY8CfldVtQnQDVhsXe6LpcPhGSwv4u8/VOuiqqrNgAFAT0VR7LB0TjyvqupzWDoLwqx1PVVVfQ3LCIcRqqpeBFYCc3J1RmCt4wKsBS4DIxVF0QEfYBnlsQyYDSxQVbUh0B9L5wSAPzAGaAj0Az4GngUaKIpy/8E4Z1VVbQpMAArugTX5IB0SQoh/jYpVQzm0dzcAUZERlAsMevQ61apzaJ9lndjo05T0Kv1Y++7Tpw/Lly9n6++/Ex8Xx+3btzGZTBw+coRq1arlqBsSEsLBgwcB2LV7NzVr1qRG9ers2bsXs9nM5cuX0TSNokWLUqNGDXbu2gXAkcOHCQp69M/0MH179WTFsiVs2/Qr8fEXsmUMJ7Ra1ZwZlQocPGS5edi1Zw81a1Tn3r17vN+jN63eeIPuXbvkqL/vwAEa1K/3tzP16/E+ny2ez/afNxJ/4SK3b9+xZDp6jNAqlXPUrVghmIOHLVMRdu3dT63QalSvVoWDR8NJTU0lOSWFmNhzlPX1YfzUmWzetgOA/QcPUymkwt/OllvFKqEctrYV9S+2r0pVq2euExt9mpKlHq995aVP794s//QTtm7ZTHx8fM42F5q7zSkcPHQIsLa5GjVsliMvASFVOHV4HwDn1UjKlAvMLNM0jRVTR+EdEETbXkMzb2BjIo9Ru8mL9Jg0l+KlyuAfUjXPbeeHb4XKxIRbpqtcPHOSkn4BmWU3LsXz3dwJ1he4BvQGe3R2OnyVypwNt9xPXj1/Fo/itu8oyS7mhpEq1uHrAcVccjyA0MvdkSGNg9FheZc7qIQr8beSH7Kl/AmqVJWIQ3stmaJO4OOf1d41TWPRpBH4BgbTvu+wzHP445oVbNn4NQDxMWcoVtIrRwesLZQJrsy5Y5bzkRB9iuK+/plliZfj+emjSVnn0N4enU7HRTWCkPrP02rYdDxKlKZM+bxGUf87nUy4S1g5y7D4EC83zt3Iai8+RZyZ06oqdjrQ2+moUsaD6GtJ1PQrwqpD8Yz+8SSapnEk3rbPmAGIuHCbOoGWN6ore3sQk23Ug5pwl4ASrng626PX6ajs7Uns9WTaLdtP37Xh9F0bzk1jGoO+OmbTTL4VqhBtvT5cOHOSUrmuD+vnjM/Vtuz449sv2P/ztwBcOX8WzxKlbN7mn9ZcpYIqceGE5e/K1Zgoivr4Z5aFvdmZ10fM4eXB0wmu24zKz7fEt3Itjv/6NdH7tgJgcHDK0Vn+KIqidFMU5VC2f91yVck9ZWNWrvKqQGfrMyU+Ae7PF4lTVTXa+vUeQLF+fb8HJQFwUVXVDKQBaxVFWY6lI8PeWuf+vNd4/uTT6BRFKQqUU1V1uKqq1YBawEvAa7mqVgT+AFBVNRzLiAeAG6qqxqmqagKMqqqeVFVVwzJa4/5+t+bxszzVZMqGEOJfo07DxoQf2s+wnp3RNOg/chwb162mjK8vzzZolOc6L77eko8/nM6Q7p1A0+g1eGS+Mtjb2zN4yBB69uyJWdNo2aIFXl5enD17lnXr1jF69GgGDx7MpEmTWPDRRwQEBND8+efR6/XUrFGD9h06oJnNjBxpyTF40CAmTpzI+q+/xs3dnenTpuUrnyWjgSGDBtCjTz/MZo1WLV7Hq1QpzsbEsPar9YwZOZwhA/szccpUTAtNBAYE0LxZU9as+4qLFy/y7caNfLtxIwCTxo/F18eHc+fieP3VVx8/k8HA0P696T5giCXT66/gVaokZ2PPsXb9BsYMG8SQ/r2ZMG0WpsXLCPQvR/OmjdDr9bR+/VXad+sDmkb3zh3w9PRgQO/ujJsyna++/R5nZycmjhqW7+OWvX0B9Bsxju+/Wk1pn4e3rxdeb8niOdMZ2qMTmqbRM5/tKy/29vYMHjyInr16Y9bMljZXqhRnz8aw7quvGD1qJIMHDWLSpMksMJkICLS0uSepSp2GnD52iAXDLZ+w8HbfEez4/iuKl/FBM5uJiTxGhslE1GHLTfYr7btRysePNfMsD2DzLF7S5g+0BKhQuz7nIg7z5YT+oGm80n0IB37+hqJe3pSvVY+SZYP4cnw/dDodgaFhlK0YindwRTZ9toAvxvUF4IXO/W2eK7vwi7cJKeXGkCaWjocvDsXTrHwJriWlcfzyHQ7EJTKsaXkyNI395xO5fOfJTD+oUa8Rp44eZPrg7qBpdBw4ms0b1lHS23IOT0eEk24yceKQpeOp1Xs9eKntuyyfPYmIg3vQ6/W8N2iMzXMF1apHfOQR1k8ZCJpGsy6DOfrrt3h6eRNYoy4l/AJZP3kgOh2UqxaGT0g1bl25xOZPLK9N3IoUp1mXgn2gZWHaHXODmn5FmNva0sE3Z2s0rUO9uXT7HvvO3WTr6WvMe7MaGWaNLeo1ziem4GSvZ1CT8pgyzJy/mczCnTE2z/XH6WuE+Rdl8bs10QFTf47i7TA/LiQmszv6Bkv/iGHOW5YREFujrhJ7/clM08guJKwBsRGHWTmuLxoar3cfxr6f1lPMy4cKtevhVTaIleP6gg6CQp+hXKVQSpUN5PtF04g+uh87vZ7Xe+T/b80/JVe56nW5dOooP84cAppGg44DOLHlOzxKelM29MEpjADl6zVn58q5nNm9CU0z06DDX3/wtHXkQH7mPEYBq1RVXWN9ZsP9qRk+iqKUVlU1AagPfAnUxDJVIpOiKNWAlqqqPqsoiguWDov7vTx5DT8x8+Cb/47A14qiNFBVNR7LCIkEIDVX/VPAc8APiqJUt9Z52H5yqwXssv4sBf/AnMegs/XwHSFEFp1ON+FRH5P5V+o8LQozq3r1zlN3sSrnbv/oSoVAl5H26EqFQGdKeXSlQhCT5vLoSgXM313/6EqFYMv5B5+H8jS4aiz4ZwL8FQfPJRZ2hAe0q+Hz6EqFIOLq3UdXKgSDek0u7Ah5apJrlNrTwnj36fv70715+cKO8I9y8fbT+bd6RJPyDx3i8ZBP2QB4GfgF6AFcwzL1oQjgAUxQVfUHRVFuAVuwjELYh2WKxnisn7KhKEoIlgdRvgL8aF031frv/nMeQlRVHaEoihMQpaqqv6IorwKzgN6qqm7LlvUNYCyQjuVTNn5UVXWSoig+1hxLgY1YRnE4WrffV1XVQ4qiJKiqWtq6nexfh2MZaTEdKA04WLf9nqqqsX/1GBcWGSEhhBBCCCGEEOIfSVXV7cDD5tM1zvZ1yzzK76mq2ibXsgnZth2VbRtNH5HjHpbnPKCq6k/AT3nU+QH4IY/lF7FM1biveR51Sj/k6+oAiqIAzFNV9dc/y/m0kWdICCGEEEIIIYQQosDJCAkhhBBCCCGEEP/vZB9p8E+nqup7hZ3hcUiHhBBP1j2dTjfhEXX8CyCHEEIIIYQQQjxVpENCiCdI07Tpj6rzFzoshBBCCCGEEOJfR54hIYQQQgghhBBCiAInHRJCCCGEEEIIIYQocNIhIYQQQgghhBBCiAInHRJCCCGEEEIIIYQocNIhIYQQQgghhBBCiAInHRJCCCGEEEIIIYQocNIhIYQQQgghhBBCiAInHRJCCCGEEEIIIYQocIbCDiCEEH/FnXsZhR3hAfdcns5LqNH0dOa6m+ZS2BHydM1oKuwIDyh/L7awI+TJ09G3sCPk6dyt5MKOkKd6gcULO8IDKpV8On8PTWatsCPkqUnXLoUdIU/bPlle2BHyFNiwRWFHeEBRZ/vCjpAnJ8PT+b7wofOJhR1B/D/zdP4mCCGEEEIIIYQQ4l/t6XwbTQiRJ51ONwJwKsQI/oW4byGEEEIIIcS/iHRICPHP4qRp2oTC2rlOpyu0fQshhBBCCCH+riaugAAAIABJREFUXWTKhhBCCCGEEEIIIQqcdEgIIYQQQgghhBCiwEmHhBBCCCGEEEIIIQqcdEgIIYQQQgghhBCiwEmHhBBCCCGEEEIIIQqcdEgIIYQQQgghhBCiwMnHfgohbEKn040AnGy5zcL8iFMhhBBCCCHEkyUdEkIIW3GSDgQhhBBCCCHEXyVTNoQQQgghhBBCCFHgpENCCCGEEEIIIYQQBU6mbAgh/jXMZjMrF8wiLuYMBnt73h80itI+fpnlv3y7ln3bNwMQ+kw9Wrd/n3spKXw8bRxJd+/g6ORMz+Hj8ShS1GZ5Zk6fypnTp3FwcGDU2HH4+ZXNLN+4YQPfbfgGvd5A5y7v06Bhw8yyo0cOM27MaP7386/cuH6dMaNGZJadVlV69+1H6zZtHyvT/FnTOHvmNPb2DgwZNRafbJl+3LiBHzd+i16v591O71O3QUMuX7rI9EnjQNPwKl2GQSPH4OTkzNovVrJ186+4uLrS7t2O1G3Q8E/2/PcyLpkzg3Nnz2Bvb0+fYWMo4+uXo87tW4kM79mFBSvX4uDoyDerVnL0wF4AjEl3Sbx5g883/maTPNlzrV40m/iYMxjsHeg4YCRe3r6Z5Zu+W8fBHVsAqBpWlzf+2yWz7HL8OaYO6MqctT9i7+Bo01wA2/YeYvHqb9Hr7Wj9YhPavvJ8nvWmL16Jv5837V57AYA/Dhzl41XfAFApOICxfbug0+nynedxjpWmaQxt34JS3pZzHVSxCm926pnvLA+jmc1s/2Ih1+Nj0Bvsadp5IEW8vB+o88PccQTWqEvVpq8+0Sy/rJjPlbiz6A0OvNZtMMVK+2SWH9q0kWM7NqHTwXOt21O+Zt3MsusX4/hsbB8GLvkGg4NDvrOYzWY+nDGVaOs1YsSYcfhmu0b88N0Gvv/Oct3q2Pl96j/XkJSUFGZP/4DLly5hMpkYOHQ4lSpXYfvWLaxa+Rk6nY43WrXm9ZatbZLvq48/5GJsNAZ7e97pN4JS2drW1o1fcegPS9uqXLsur77TmU3rv+Tk4f0AJBuTuJN4k+mrfsh3lux0QN9GQQQUd8GUoTFvWzSX7tzLLO/ZIIDKpT1INmUAMOGXU7g7GhjarDw64EpSKvO3nyU13WzTXI8SViWQqf3b0LzrzALdr04H49tWI8Tbk7R0M2PWhRN33QhAiI8Ho1pVzawb6l+U3p8e4HDMDca3DcW3uAv2ejumfHuciLhbNstkNpvZsHQOl86dxWCw560+wyhRJqtt7fjha8J3/m7JWKsOL7brRPLdO6yeO5l7Kcm4unvQttcw3G10D5E919Pa5ttW98bb05n0DDPrjl7kujHtgTrd6vpz4vIddp+7iYu9nva1/XCyt8OYlsG6IxdISsuwaS7xzyMdEkKIf43Du3dgSktlwoJPiT55gjVLFzBo0iwArl6+yJ7ff2PiR8tBp2PywO7Urt+Ik+GHCSgfQqv2Xfjjtx/ZuPozOvQeZJM8O7ZvIy01jeUrvyAi4jjz585h9px5ANy4fp2v161l5arVpKWm0q1LZ56pUwcHBweuJCSwetWXpKenA1C8RAkWL/sUgIjjx1i8aBEtWj3ejf2uHZZMCz/9nJMnjrN4wVymzJoLwM0b1/lu/ToWf7aKtLRU+nfvQq1n6rD0o3m80aoNzV58mZ++/471a1ZTv2Ejft/0Cx8v/wKAPl07UaN2GE5Ozvk9bOzfuR1TWiozF69AjYxgxaJ5jJ72YWb5kQN7+WLpQm4l3sxc1ubd92jz7nsATB4+kA49+uY7R25H9/6BKS2NUXM/4eypE6z/ZAF9xltu4q9dvsj+bZsYPfcT0OmYMbQnNeo1wi8gmBSjka8/+QiDvb3NMwGY0tOZvvRzvv5oGs5OTrw7cCyN69SmZLEimXVu3rrDiJkLOX/xMp38LC+6jckpzP5kFZ/PHk9RTw+Wf/09ibfvUqyIR74zPc6xcnB0omyQQr+Js/K9/7/i7JE9pJvSaDt2HgnRp9i1bhmv9Z+Qo87eDZ+Tarz7xLOoh3aTbkqj06SFXDhzki2rlvDWkMkAJN+5zaFNP9B1+jLSTWksGdKZfjXqoNPpSE02smXVEvQ2bFs7rdetpSu+4ETEcRbOm8P0D7OuW998tZZPv1hNWloqvd7vTNizdVjz5ecEBgUzduIUos+cJvrMaZSQiixZuIBPv1iNs7ML7771Js81bkKRfL5YO75vJyZTGkM+XEps1Ak2LF9Ij7HTAbiecJGD2zcx9MNloNMxd3hvqtdtyAtt2/NC2/YALJ44jJbv2b6jq15gMez1OgZuiCDEy41u9f2Z8EtUZnlwSTdG/RjJnXvpmcsGNQnmp8gEtp25zksVvWgd6s3awxdsnu1hBnd8if++Wg9jSmqB7fO+56uWwdGgp928nYSWK8rwlpXp/ekBAKIu3qHDwt0AvFjdm6t37rEr6ip9XlI4c/kOI1YfoYK3ByHeHjbtkDixfyemtDT6zVjMeTWSHz5bROdR0wC4kXCJIzs203/mEtDpWDSqD1XrNOTQtl8JqFiN59u25/SxQ/y8ahlv9xlus0zw9Lb5qt4eGOzsmLfjLOWKOtOyahk+3Xc+R51XK3nh4qDP/L65UpKYG0Y2n75GhZKuvFa5NOuOXsx3FkVRtgIjVFU9oCiKA3ANmKyq6mxr+Q6gn6qqx/JYtzHQQ1XVdoqiJKiqWvpv7jsA+A44pqpqx2zLnYApwLOABiQB3VVVjVcU5RwQoqrqvQe3aBuKoqwDOqiqmvbIyoVMpmwIIf411MhjVAuzvHMYXKkKsaezbgaLlfRi2LR52On12NnZkZGRgb2DIy+1bkeLd94D4MbVK3gWLWazPMfCj1KnXj0AqlatRtTJk5llkZEnqFY9FAcHB9zc3fH18yP6zBlSU1OZPvUDho0Y9cD2NE1j9swZDB85Cr1e/0D5X3HiWDhhdS2ZKlWphhqVlelUZCRVqlkzubnj7etHTPQZzsfG8Ezd+gBUqRbKieNHiTsXS/WatXFwdMTB0RFfP0tdWzgZcYwaz1oyKpWrEq2eylFup7Nj0pxFuHs8+MJ5746tuLm7U/OZug+U5Vd05DGq1HoWsLx7f+5MVvsqWtKLAZPnZLWv9HTs7R3QNI0vFkyn9Xs9cHC06YfQZIqJu0g579J4urvhYG+gZmWFwydyHrPklHv0bt+W15s9l7ns6EmVCgF+zFz6Be8OGkfxIp426YyAxztW589EcevGNWYN78O8sYNJuHD+YZu3ictnIilXtTYApYMrcjU2Z/uNPrgTnU6XWedJilcjCAoNA8C3fCUux6iZZS4ennSb8Ql6gwHjrZs4ubqh0+nQNI2fPp1Dk3ZdbDrq5vixozxrvW5VqVqNqFPZrxEnqBqadY3w8fPj7JkzHNi3B3uDPYP69mLl8k94tk499Ho9q77egJubO3du30ZDw9nZJd/5zkYep1JNS9sKCKlCXPa2VcKL3hM/zNG2so8aCd+zA2c3dypZ26YtVS7twSHri+OoK0mUL+mWWaYDfDyd6N84mDmtqvJCSCkAyhZ14WBcIgCRCXeoUsY2v39/VcyFa7w1ZGGB7vO+WoHF2HnqKgDHzidSxa/IA3WcHfT0fTmEKd9GANAgpBSmDDOf9qhLrxcqsCvqqk0zxZ6KIMTatsoplYmPzvo9LFKiFF3Hz8p2D2G5bl2JP0dIrfvtsSqxpyJsmgme3jYfWNyVU1csHbbnE1PwK5LzDYlQbw/MGpl1AEq7O3HS+n3sjWQCi+f/mmC1Cbj/B+454DfgVcjsGPDLqzPCRuoDv2fvjLCaB1xQVfU5VVUbAp8AXz+hDA9QVbXdP6EzAmSEhBDiXyTFaMTF1TXz+/s3DXq9AYPBgLtnETRNY+2yjygXXIEyvpZhyHZ6PVOH9iY+9iwjpi+wWR5jkhE3t6ybUjs7Penp6RgMBoxGI25u7pllLq4uJCXdZfaM6fy3fQdKlSr1wPZ2/rGDwMAgyvn7P3amZKMRV9esTHo7PRnp6egNBpKNSTnKXFxcMCYlEVRBYc/OHbz46uvs2fkH91JSCAgKZs0Xn5FsNGJKNxEZcZzXbDAcOytjrvNozQhQPezhN1bfrF7JkHEf2CRHbinJyTi75jyfebWv9Z8upGxQBUr7luX7VZ9S7Zl6+AWWfyKZAJKSU3Bzzbqpc3VxJsmYnKOOb5lS+JYpxc6DRzOXJd6+y/5jkWxYPAsXZyfaDxpH9UoV8PfNOW3hcTzOsbqTeINX3u5A7eeacubEMT6dOZExC1bkO8vDpKUk4+CS1c50dnaYMzKw0+u5ceEc6r5tvNJ7DAe+X/3EMtyXmpKMY44s+swsYLlGHfxtI398s5KwFy2/Z398+wXBNergVS7IplmMua4Rua9brtmvWy6W69btW7e4e/cOcz76mF9++h8L589h7MQpGAwGdmz9nTkzp1O3QQMMhvzfdt5LMeKc/fqgz7rO6w0G3Kxt67sVi/ANKo+XT9Z0k9/Wf0mnoRPynSEvLg4GjGlZox/MGtjpLP872ev5PuIyG45dwk6nY2aLKpy5lkTMdSN1/IuxRb1GXf9iOBkK9n3C734/TLkyxQt0n/e5Otlz954p8/sMTUNvpyPDrGUua1OnHL+FX+SWdRpAETcHPF3seX/JXlqE+TGsRRVGrD5is0z3ko04ueR9D6E3GHDzsLSt/638GJ+A8pT08cMnoDyRB3bjG1iBEwd3YUq1/RveT2ubdzLYcS89a7qFpmmZbb6MuyO1/Irw2f44XgzJup+5eDuFqmU8uHj7HlXKeOCgt1mb3wyMBT4EXgE+BWYoiuIJ1AR2ACiK0gbojaWfEKBNXhtTFGUq4An0UVVVy7b8Q6CB9ds1WEZGjAFcFEWJVlV1sbWeA9ACyByaoqrqd4qi/JFtN4utoysAWgEZ1txFgBLAJ6qqLlYUZTtwDKiCZZTFTuBFa70XrPtpAXhY15ukquq390dhAKWB5YA9lpEa/VRVPaYoyhlgN6AAV4A3gSBgJWAC0rGMsMj/EJZHkBESQoh/DWdXV1JSsl6ImTUzen3WDXBaWiofTxtPSkoynfoOzbHuqFmLGDtnCfMnjbRZHlc3V5KNOfPcvyF3dXUl2WjMLEs2JmNvb094+FGWf7KUnt3e587t24wemTX089eff6Zl6zfzlcnF1ZWU5Kz9ms3mzBf6Lq5uJCdn5U1OTsbN3Z2e/QayZ+cOhg/ojc5Oh0eRopQLCKRlm7cZMbAvS+bPpWLlKnjaaN6sJWNWDk3TMjP+mbhzMbi6uT/wvAlbcXZx4V629qWZc7YvU1oqn8ycwL2UZN7tPQSAfVt/Y+dvPzJzWG9uJ95kzugBNssz/7N1dBwygd7jZ5BkTMlcbkxOwT3bzevDFPFwp2qFIEoWK4KrsxO1q1bk1NlzNsn2OMeqXPmKVK9jeYOrfJVQEm9cR9M0nhQHZxdM97KOm6ZpmR0AUbu3YEy8wXczhnNq12bCf9vA+eOHnlgWR2cX0lKyZzFnZrkv7MWWDFi8nrio45yLPMqJXVsI3/YLX0waRNLtm6yeNswmWVxdXXNcB7Q/u24lJ+Pu7o6HZxHqN2wEQP3nGqFmG1XRqGkzvvv5N0wmE7/+9GO+8zk5u+ZqW9oDbWvl7IncS0mmXc/Bmcsvx8Xi4uqWY+69LSWnpeNin3XOdNYXZgCp6RlsPH6Z1HQzKaYMwi/eIrC4K8v2xFLXvxgfvFYJswa3s03n+Lcz3jPh6ph13ux0OTsjAF6r5cv6vVkjpW4Z09gakQDAthMJVCn74KiK/HBycSU1Jdffnlxta/WcyaSmJPNmd8vUzqZt3iXxagJLxg3k1vWrFCnx4JsJ+c71lLb5e+lmHA3Z27wus82HlS2Kp5M9vRsE8EzZojQuX4KQUm5sPn2NYi729KofQBFnexJTTA/Z+oMURemmKMqhbP+6ZSs+CoQoiqIDGmLpgNgCPA80Bn611qsAvKqqamNAxfLCPvd+ZgMGVVV75+qMeA0IAOpg6ZR4B0unxXRgzf3OCKviQEL29QFUVb2R7dvl1hzngOZAMLBOVdUXgNeA7POHD6iq2gxwBJJVVW0OnAQaWcvdrNt4AZijKEr2m6bZwALrKI3+WDonAAKBsaqq1gVKAmHWbRy2HrcPANs+EOUhpENCCPGvUaFyNY7t3wNA9MkT+AVkvXOoaRpzxw2jbGAwXQaMyLzZ/2Ht5+za/AsAjk7O2NnZ7rJYLbQ6e3bvAiAi4jjBwcGZZZUrVyH86FFSU1NJunuXc7GxVKpchfUbNrJ42acsXvYpHp6efDBtRuY6UadOUS00NF+ZqlSrzv49lrm5J08cJzAoK1PFypWJOHaUtNRUkpLuEnculoDAIA4f2E+HLt2YMW8Rdjo7aoc9y63ERG7fusWCZSvoPWgIV69cwT/QNu/UVqwSyuF9loxqZATl/uJ2jx06QC3rVI8nIbhSNSIOWh6cefbUCXxyta+FE4fjFxBMh37DM9vXtBXrGTZzEcNmLsKzaDEGfTDPZnn6d2rH57MnsPOrT4i7lMCtO0mkmdI5FHGK6pUqPHL9yuUDOXMunsTbd0jPyODYqTMEl7XNjevjHKv/rV7O5o1fARAfc4biJb1s8oDNhykTXJlzxyxz1hOiT1Hc1z+zrP7b7/PWuPm0HjmLig2aU/3F1pSr9uSmbvhWqEJ0uOUBdBfOnKSUX0Bm2Y1L8ayfM97aYWJAb2+PTmdH73lf0mHcHDqMm4ObZzH+O9I2DyWsGlqdfdbr1omI3NeIKhwPt163ku5yPjaWgKBgqmVb59jRw/gHBmFMSqJPty6kpaVhZ2eHs7Mzdnb5P5+BlaoSeWgfALFRJ/D2D8ws0zSNpZNH4hMQzDt9huXo1IkKP0SlWnXyvf+HOZlwl7Bylnv3EC83zt3IegHpU8SZOa2qYqcDvZ2OKmU8iL6WRE2/Iqw6FM/oH0+iaRpH4m33PISn3ZHYmzSq5AVAaLminL50J0e5m5MBB4MdCbeyRhwciblJQ+s6tYOKE3055zr5FRBShVOHLW3rvBpJmXI529aKqaPwDgiiba+hmW0rJvIYtZu8SI9Jcyleqgz+IVXz3HZ+PK1tPvaGkUpelhFT5Yo6c+l21rn6ITKBuTvOsnBXLAfiEtl+5jpRV5MIKu7KgbhbfLw7lpvJacTeSH7Y5h+gquoyVVVrZ/u3LFuZGcsogpewdASkAr9gmU7RAMsICoCrwOeKonwGVMMyaiA7L+tyNx5UEdipqqqmqqoJ2AdUekjc60ARawdJJkVR3lEU5f4+D1v/TwBcrP+3VBRlFZZRF9mz3R8KdAtLRwRAInB/LugOVVXNqqpesS4vmSv3HwCqqoYD99+1ua6qarz163jrtpZbs/8K9MEySuKJkykbQoh/jdr1G3Pi8EEm9u+Kpml0GzKGn79Zg5e3L2azmajjRzGZ0jhmfaH0dpdeNHrpNZbMnMz2X3/AbDbTbcgYm+Vp3KQpB/bv4/1OHdE0jbHjJ7Jm1Zf4+vnRsFFj3mr3H7q/3xmzWaNH7944Oj58Hnhi4k1cXF3y/QKtQeMmHD64jz5d3wNNY9iYCaxfswpvXz/qN2xEq7bt6N+jC2azmS7de+Pg6Ihf2XLM+mAi9vYO+AcG0n/oCPR6A5cvXaBnp3cxGOzp3rf/Yz/XIrc6DRsTfmg/w3p2BqDfiHF8/9VqSvv48myDRg9d72Lc+T+dzpFfNeo14uTRg0wb1A1N0+g0aDSbNqyllLcv5gwzakQ4JpOJCOuN45udehBU0fY3p7nZGwwM796BbqM+wGw20/qlJniVKEb0+Qus+f5XxvV7P8/1ihXxYGDnd+g60jLF5aVGdSkfUDbPun/X4xyrl99qz6ezJhJxYA92ej2dBo+2SZaHCapVj/jII6yfMhA0jWZdBnP012/x9PImsIbtn0HyZ0LCGhAbcZiV4/qiofF692Hs+2k9xbx8qFC7Hl5lg1g5ri/oICj0GcpVyl/H5J9p2LgpB/fvo0fnjmhojBo3kXWrv8TX148GjRrT5u3/0LtrZ8yaRrdelutWh05dmD5lEt07d8BgMDBmwhRc3dxo/tIr9O7WBYPBQFBweV54Of+fVBJatyFRRw8ye0gP0DTeHTCK379bR0lvX8wZGZw5EU66KY2T1rb1RsceBFaswtWLcYRUD8v3/h9md8wNavoVYW5ry+/8nK3RtA715tLte+w7d5Otp68x781qZJg1tqjXOJ+YgpO9nkFNymPKMHP+ZjILd8Y8sXxPm83HL1NPKcnaAc+hA0auOcp7jYM4f93IthMJ+Jdy4+LNnC9Wl24+zeR21Vk34DlMGWabTtcAqFKnIaePHWLBcMso+7f7jmDH919RvIwPmtlMTOQxMkwmoqyfXvFK+26U8vFjzTzLNdSzeEmbP9ASnt42f/zSHZRSbgxoGAg6HWsOX6BxcAmuJ6VyIiHvhwFfTUrl3VqWju9b99JZe8SmD3HdDIwC1lq/3wWMAzJUVb1pnb4xESibrX7um6orWEZNbFcU5SVVVX/NVnYK6ATMtXYq1AM+x9KBkYOqqiZFUX4D+gILIHO6yABVVdcoigKW6RPZDQH2WqdpNMH6DAyrRw0XrGXdhxeWqRvZH7ByCstzNX5QFKU6lo6Ph22zBZZOl4mKovwHGG79mZ8o3ZMcDimEeDSdTjdB07QJtq77JPzZ/p90toNxiU/dxap8Mdt/fKMtGE1P3aEC4O5T+tFe14x/fchoQamnL7gn7f8fe/cdHkX1tnH8u9ndBFLpJSQQksBQEqp0qf5ULCgqKoJKRzpI770EgdB776A0u6DSRHonQCYJBAhVAgRI3U123j82pBEVwiZB3udzXV4me6bczNmdzDx7ZuZp7E/KnqG/z+rULdt+U2orbg7Z82SVZ9HU13Y37rWlU7di/n2iXDDl15DcjpCpXYuX/vtEucC7wbu5HeExU7tk3yiBZ5HT9wx5Ut8H3fz3iXLBzPf8//EbGUVRSmG9/KG0qqqXkl/bBpxIPsHWARux3jMhButIgv1Y76OQ7ikbiqL4YL0xZq20l1kkX85RD7AHvlZVdbKiKG2xPjEj9fns1mkdgUCsBQsteX1dMz5lQ1GUACAYuAzMxzpC4Q7We0ZUSM7RRVXV4OQnZyxQVXW3oigzsI7SyAN8AcRivYRkuKqqv2S4h8RirJd7GIGeqqoeTftEkUfLxTpSYg3WkREW4EtVVW1b+cuEFCSEyGVSkHgyUpB4clKQeDpSkHhyUpB4OlKQeHJSkHg6UpB4clKQeDr/1YLE/1d/VxD5L3k+PwlCCCGEEEIIIYR4ock9JIQQQgghhBBCiP8YVVVX5HaGZyUjJIQQQgghhBBCCJHjZISEEOJpxOt0utF/0+aVgzmEEEIIIYQQ/3FSkBBCPDFN0wL+ru0fChVCCCGEEEII8Ri5ZEMIIYQQQgghhBA5TgoSQgghhBBCCCGEyHFSkBBCCCGEEEIIIUSOk4KEEEIIIYQQQgghcpwUJIQQQgghhBBCCJHjpCAhhBBCCCGEEEKIHCcFCSGEEEIIIYQQQuQ4Q24HEEKIJ2G2WHI7wmPMz18kAJztn89as6vD85mrsONz+Kcw4l5uJ8hU8cLeuR0hUxbNJbcjZOpGdEJuR3jM3fjE3I6QqWUHLuV2hEzFPDTldoRMeTd4N7cjZOri3m9zO8JjXHrVy+0Imdpz8U5uR8jU7YfxuR1B/D/zfB4dCiGEEEIIIYQQ4oUmBQkhhBBCCCGEEELkOClICCGEEEIIIYQQIsdJQUIIIYQQQgghhBA5TgoSQgghhBBCCCGEyHFSkBBCCCGEEEIIIUSOew6fdSaE+I+K1+l0o225QE3TbLo8IYQQQgghxPNDChJCCJvQNC0gtzMIIYQQQggh/jvkkg0hhBBCCCGEEELkOClICCGEEEIIIYQQIsdJQUIIIYQQQgghhBA5TgoSQgghhBBCCCGEyHFyU0shxAvDYrGwevZUIsJDMRjtaddnCEVLeKS0b9+ygcO7fwPAv2Ydmn/aIaXtxpVLjOvdiZkbf8Bo72CTLNMmTyQsNASj0Z7Bw0fi4Vkypf27rVv4dusm9HoDbdp3pF79BsTFxTE1YAI3rl/HbDbz5YBBVKjox/mzZ5k9YxqaplGwYEFGjJ2Ag0PWMlosFiZPmkhoSAj29kaGjRiFZ8nUXNu2bGbL5s0Y9HradexE/QYNiIyMZOSwoZjNZgoVLsSo0WPJkzdvyjwTx43F1c2NHr16P9P2CphozWW0NzJiZPpcW7dsZsumzegNejok57p54wZjR48mMSkRNBg6YgReXl4p80wYNxZXVzd69n62XFMDJhIaGoK90Z4hI9L347dbt/DtFms/tu2Q2o9TJqX2Y98Bg6jg5wdAfHwcvbt1ZcjIUXh5lc5yrox2HTnF/K9/RG9nx/uv1OPD1+qnaz8fHsGExRvQ29lhbzQwqXc7CuVzZeV3v/HTviMANKjuR/ePm9kkj8ViYd60AMLDQjEajfQaPAJ3D89009y/d4/+Xdszd+UG7NO8nyMuX6Jv5zas/W5HutdtlWvd3KlcDQ/DYLTn896DKeKeuo/4desGjuz5HQD/GnVo1ro9mqYx6PPmFHG35vcuV5H323W1ea4fl8zk5uULGIxG3unSn4LFSqS0H/plGyf3bEcHNGzxOUr1Opji49g0awJx0Q+xd8jD+z2H4OSaz6aZFgROTunDHoOGZ9qHA7t1YPaK9dg7OJCUlMSyOdMJDT5PotnMJ+06UaNe/b9ZQ9bogHa1SlGqgCPmJAuLD1zi1sOElPbPa5REKeJMnDkJgGm7wlJ+LlfEme71fei5+ZRNMz3K1e+1svgWccacZCHgZ5VrUXEp7bW9C9CunhcAITejmfZrSEpbyQKOLPq8Ou/M/hNTksW2uXQw6sNKlHN3w5RoYfiGk1yJjAGgXAlXhr7nnzJtZa/8dF9ymGMX7zDqw8p4FHR1432KAAAgAElEQVTEqLdj/ObTnLkSZdNc/6aGnzcTe7fg1U5f5dg6s7J/sCQl8fXi2VwODSbRbKJZ6w5UqlXPprk0i4XDGxcQdS0cO4OR2q174FLY/bFpdi0Yi4d/LcrWfyPl9fs3r7J9an8+mLQKvdHeprmy8lm000Fgc38ikj8bR69E8UvwLZvmEv89UpAQQrwwju/fi9lsYviMxVw4H8SGRbPoPcZ6MPPXjWsc3LmDETMXg07HpH5dqV63IZ7evsTFxLBh8WwMRqPNsvyxexemBBMLl60i6Mxp5swIJGDaDADuREayaeN6lqxai8mUQLeO7alRqzbrVq/E28eXEWPGExYaQlhoCOUrVGTyhLGMnzwFD8+SfL9tC7du3KBkmhPvp7Fn1y5MpgSWrVzFmdOnmTk9kKnTrbkiIyPZuGE9K9esw5SQQKcO7ahVuzarli/jrWbNeOvtZixaMJ8tmzfR6tPPANiyaRNhYWFUq179mbbX7uRcy1dZc00PDCRwRmquDevXs3qtNVeH9tZc8+fN5aOWH9OocRMO7N/P3NmzmDItEIDNmzYRFvrsufbu3oXJZGLxcms/zpoeyFeBqf34zYb1LFtt7ccuHaz9uHaVtR9HjrX2Y2hICBX8/Dh/7ixTJk3gr7/+eqZMGZkTkwhY9g1fTxlCXgcHPh36FY1qVKJwfreUaSYt2ciwTi0pX9qTjdv3snTLL7R6szE/7D3EhslD0Ongs2FT+V+tqiheHv+wtidz4I/dmEwmpi1cTnDQGZbMmc7IgMCU9mOHDrBiwWzu3b2bbr7YmGiWzJmO0cYHzo+cPGDdRwwOXMTF4CC+WTKb7iMnA3D7xjUO79rBkOnWfcSUAd2oWrcB9g55KOmj0GN09p0YBR/ZR6LZRKcJc4gIOcf2VfNpNXA8ADEP7nNkx7d0/WoxiWYTc/q2o2y12hz7/UfcvcvSqMXnnNj9C3s2r+HNdj1slungH7sxJSQwZcEygs+eYdncGQyfNC2l/fihA6xcOIeoNH24e/tPJCYm8tX8pdy5/Rf7dv1mszyPvFQyP0a9HaN+Po9vISdav+RJ4K6wlPbSBR0J+C2EhwmJ6eYr4GjPmxWLobfT2TwTQP2yhbA32NFlzXEqurvSo4kPQ7YEAZDXXk+3Rj70XH+S+3FmWtUsSb68RqLizDja6+nRxBdzom0LEY/8z784DgY9LWf8QeVS+RnUvCLdlxwGIPjaAz6f8ycAr1dx568H8ewL/oseTRVCbzxg8NrjlHV3pZy7a44WJPq1aUrrt+oSE5fw7xPbUFb2D1fCVJKSEhk0bQH3Im9zbN9Om+eKOH0QS6KJ1/tPITI8mONbltHwi+Hppjn1wxpMMdHpXjPHxXJ86zLsDLY7tkkrK59Fv+Ku7L90l5WHr9g0i6IojYCvgXNYayVGoL2qqsE2XZF1XZ2B5aqqmtO81hZYDtRWVfVQ8mtG4AYwR1XV0bbO8SKRSzaEyH3xOp1u9JP8B3jlctbnWujZU/i/VAsAn/J+XApN/TtUoHBR+k4IxE6vx87OjqTERIz29miaxoqZAXzQtgv2efLYLMvpUyeoVbcuAH7+lQg+fy6l7fzZIPwrV8be3h5nZxdKeHpyITSUwwf3YzQY6duzGyuWLqZW7bpEXL6Mm1s+vl6/jh6dO/DgwYMsFyMATp48QZ261m9v/CtV4vy5sylt584GUalyFWsuFxc8PD0JCw3hy/4DeOPNt7BYLNy6dYsCBQsm/xtPEXTmNO9/8EGW86TkOvH3uc4GBVE5TS5PT09CQ0P4sm8/Xn7Z+u1rUlIi9vb26XO1ePZcp06eoFadzPvRur1S+9G6vUI5dHA/RqORPj26sXzJ4pT5zSYzk6YEUqqU1zPnSuvi1RuUKl4YN2cn7I0GqpX35di5sHTTTOvXifKlrd9uJyUlYW9vpFihAiwa2Ru93g47OzsSE5NwsFFR7tzpk1SvVQeAcn7+hAWfT9duZ6djwox5uLi6prymaRqzv5pAm87dcbDhZzGtsLOnqVi9NgDe5fy4nGYfkb9wUXqNS7OPSErEaLTncmgw9+7cZurgHswa2Y+bVy/bPNeV4CB8q9QAwLNsBa5fUFPanFzd6DplCXqDgeiou+RxdEan01HnrRY0eL81APcj/8LZLb9NM50/fYpqtazv3XIVH+9DnZ0d46bPTdeHxw8fpGDhoowd0Ic5X02gZr0GNs0EoBRx5vT1+wCERcbgXdApNRNQzCUPHWp7MappORr6FgLAaKejQ+1SLD9o+757pJJHPg6FW4szZ68/oFyx1O3iX8KNi7dj6NHYh7mtqnI31kRUnPVcZmBThUV7LhCfmJQtuap7F+CP89Yi6KnL9/DzfHwUTV57PT3fKMf4zWcAeLlcEcxJFpZ0qUO318qyL9i2RdR/c/HqbT7qPydH1wlZ2z+cPX6Y/IUKM2tUf1bPCrD56AiA2xfOU7x8NQAKlS7HnSvp9+9XTvwJOjvcK1RLeU3TNA6tn0uVZp9hsMGoz8xk5bNYuoAjXgUcGfGaQu8GPuTLa9NiyU5VVRupqtoQGA1MteXC0xgK6DN5PRj4JM3vTYH72ZThhSIjJITIZZqmBTzptMlFCfE34mJjyevknPK7nZ2epKRE9HoDBoMBF7d8aJrGxsVzKOlblmIeJdm2egmVa9alpE8Zm2aJiYnBKUOWxMREDAaDtc3ZJaXN0dGR6OiH3I+K4uHDBwTOnsfPP37PnJmBvPt+C86cOUWfAQPxLFmSgV/2RilXnpdq1spyLmfnNLn0aXJFp29zdHQiOjoanU5HUmIirVt+TIIpgY6dOhN5+zaLFy5gyrRAfvt1R5ayPHGumBicXTLkehhNvvzWE7BLly4xY/p0pgZOJ/L2bRYtXMDUaYH8aoNcsRly6f+lH2PS9OOMOfP4+YfvmTMjkJFjx1OpSpVnzpOZ6Nh4nB1TL6FxypOH6Ni4dNMULmAdLXEi+ALrftrNqgn9MRr05Hd1RtM0pqzcTDlvT7xKFLVJptjH3v/WIqDeYD3sqFqj9mPzrFu2iBp1Xsa7TFmbZMhMfGwMeR3THDT/zT5i09K5ePqUpahHSe7fu8sbH33GS/WbEHr2FEunjGXYzKU2zZUQF0ueNLms+64k9HrrMa9er+fQL1vZ9fVKar3xXrrpVozpy60r4Xw+YopNM8XGxODknDZTxj58fB/04H4UN65eYcRX0zl78jgzJ40lYM4im+bKa9QTa0o9ebdoGnY6sGjgYLBje/Atfjp3CzsdDH+tHBcjY2havig/nr3JvTjzPyz52TjZ64lJ802wRdPQ63QkaRpueY1ULZmPdiuOEmdKYm7rqpy9dp9XKxTlwIU7hN2Oyb5ceYw8jE/9dydpGno7HUkWLeW1FrVLsf3kNaJiTADkc7bHzdFIxwUHeLeGJwPf9WPw2uPZljGjrb8fo1Txgjm2vkeysn+Ivh/FX9eu0nP0FEKCTrIycCIDpsyzaS5zfCzGvGlz2WFJSsJOryfq+mUuHd1D/Q6DOfPzhpRpzvy0Hne/l8jvYbtLAzPKymfx+oN4wk9dJ+jGA+qVLkCbmiWZuedCdsTLD1wCUBRlN3A7+bXbwBpVVX9UFKU81qLFJ8ASIB9QCFisqur85PlOAn6AK/Ah8D+gGLABaJ5hnT8DryuKYqeqqiV5ueuTM3gBG1RVrZ38+0GgJVACmAaYgXtAayAeWACUwTp4YLiqqrsVRbkElFNVNV5RlACsBZBLwBAgAfBMnq8JUBmYqarq/GfZiDlFChJCiBdGXkdH4mNjU37XNAt6fepuzmxKYOm0ieRxdOTzHv0BOPD7dvIXLsLe7T9w/+5dpg7pw5Bpz77/dnJyIjZDFkPygbyTkxOxMakHoLGxsbi4uODqlo96DRoCUK9+Q9auXI6bmxseHp6U9vYBoFaduqjB57NckHByciImzbo1S5pczk7ExqbNFYOzi/WE22A0snHzFg4fOsjokSNo8sor3I+Kok+vHty5c4f4+Hi8vLx4+513s5wr7brT5Xpse8Xgkpzr6JEjBEyayNhx4/Hy8mLDunVERUXRq2eaXKW9aJbFXI4Z+tGSsR9j0/ejs4sLbm75ePlRPzZoyOqVy7O07n8zc+02jp+/gHr5KpXKpB50xsTH4+KU97Hpf953hIWbfmb+8B4UcLNuvwSTmeFzVuKYNw8jO7eyWTZHJyfi0m03LeVE9u/s2vEzhQoXYccP33Lv7h2G9+3BV3MX2ywTQB5HJxLi0nwuLY/vI1ZOn4SDoyOtu/UDoFSZcimFgTIVKxN15zaapqHT2W7ov0NeRxLiUotI1n1X+i/gajV9j+r/e5s1EwcTHnSC0n5VAWg7KpDb166wNmAIfWavtVmmjH2oPUEfurq6UaNufXQ6HX5Vq3M9wvYjEuLMSeQxpg7w1aHj0bl1QpKFX87fSrkPw9mbD/Aq4IhSxJmiLg68Dzjb6+lZ35vZf1y0aa4YUxKO9ql9ptNZT/4BHsSZCb75kLvJJ/ynIqIoU9SZ1yoW5fbDBN6uVJwCTvYEflyZHutO2DZXvBknh9R+s9OlL0YAvF3dg97LD6f8HhVjYueZmwDsCrpJp//ZtmD/vMrK/sHJ1Q3/mnXR6XQo/lW5dT3C5rmMeRxJTEi7f9CwS94/XDy8k9iou/w2azgxd//CTm/AuWARwo/sxjFfIS7s/5W4B/f4fc5IXvvyib//eiJP+1ksVcCRo1fukZD82pErUbSoUuKx5f6d5EslOqd5aZGqqmkrnk2SiwgOQCXgrTRt61RV3aooSmOgK/Aj0B5YCvhiLRZsURTFHdgDPDoQPKyqah9FUSYAn6iqGqAoygisxYSMTMABoKGiKEexFjGuYi1g/J3mwBashZF3sBZN3gIiVVXtoChKQWAvUPEfluEBVAGqA98APlgLHVvT/Duea3LJhhDihVGmQiVOHzkAwIXzQXh4+aS0aZrGzNGD8PT2pW3vQSl/zCev+IbBU+YyeMpc3AoUoP+kGTbJ4l+5Cgf/3AdA0JnTePv4prSVr+jH6ZMnSEhIIDr6IZfDwynt40ulNPOcOnEML28f3Et4EBcXy9WIK8mvn0gpTmRF5SpV2J+8jjOnT+Pjm3qgWaGiHydPJOd6+JBL4eH4+PgyedIEjh6x3vjQ0dEJOzsdH3/SilXr1rNg8VLatG3H603fyHIx4lGuP/el5vJNk6uinx8n0uQKDw/Hx9eXo0eOMHXKV8yeM5cKFa1/q1u2asWadetZtGQpbdu1o2nTN7JcjACoVLkKB9L0o49vaj9WqOjHqROp/XgpPBxvH18qVUmd5+TxY8/UX/+kd+vmrBzfjz+WT+XKzdtEPYzBZE7k6NlQqije6ab9bvdB1v60mxXj+uFZrDBg/Uz0mDQPxcuDMV0/Ra+33SFBBf/KHDlovTY9OOgMXt6+/zIHLNm4jYA5iwiYs4j8BQoyPtD2Q7Z9Kvhz5qh1H3ExOIgSGfYRc8cOxsPbl896DkzZR/ywbhm/bfsagIiLoRQoXNSmxQiAkoofoScOWdcRco4iJVP7L/L6FTZMHWktCOgNGIxGdHZ27N26jlN7raOA7B3yYGeX2QjirCvvX5mjB5L78OwZSj3B+7h8pSocTe738LAQChf9p+PwrFH/iqZKCetlB76FnIiISj2BLO6ah1FNy6PTgV6nQyniwsU7MfT/NojxO1TG71CJNiXZvBgBcObqfWp7W7/Vr+juysU0ox7Umw8pXcgJt7xG9DodFd3dCI+MpeWiQ/Rcf5Ke609yN8ZE3422v9nm8fC7NKxgHflUuVR+Qq4/SNfunMeAvcGOm1HxqfNcvEuD5Hle8ilI2I3087yosrJ/8K1YiaCjB4HU/YOtFfYuz/WzRwGIDA8mn3uplLZqzdvRdMBUXu0zEe9aTSjX5F3cK1Tn3dGLeLXPRF7tM5G8rvl5pcdYm+d62s9i+J0YOtUtTc2S1tGNfsVdCL8Tm+myM12fqi5SVfWlNP9lHH716JKNOkA1YIuiKI+q84+ug9sNlFcUpQjwGvA9cBNorijKGmA41vtPPPKoQhgBPMm1hOuwjox4H2uh4e88+iMyESgC/A60wDpSwh94M7m4shkwJBcmMpsfICj5fhZRwAVVVU1YR1tkz7WP2UBGSAghXhjV6jXk7PEjjO/TGdDo0HcY2zevp4i7BxaLBfX0SRLNZs4kHzy0aNcF3wr+/7zQLGrQqAlHDh2kS/s2aGgMHTmGDWtX4+HhycsNG9Hi40/o3qk9Fk2jc7fuODg48Hm7DgSMH8sX7T/HYDAwfPR4jEYjg4ePYszwoWiahl+lytR9Oet3rW/UuAmHDh6kQ9vP0TQYOXoMa9esxtPTkwYNG/Fxy0/o3KEdmkWja/ceODg48HHLVgRMHM/SxQvR6ewYOHioDbeUVeMm1lzt21hzjRozhjWrrbkaNmpEy08+oVP7dlg0jW7JuaZNmYLZbGbUyBEAlPLyYtjwETbN1bCxtR87t2+DpmkMGzWG9WtW4+HpSf2Gjfiw5Sd07dQezaLxRXI/tmnXgUnjx9KpnbUfR44Zb9NMGRkNega1a0HnsTOxWDTef6UuRQvmJyziOut+2s2wji2ZuHQjxQsVoPfkBQC8VLEM5Ut7cuRsCCZzIn8ct96z48tPm1Ol3LMXUOo0aMyJI4fo16U9aBp9ho5i64Y1FPfwpPbLDZ95+VlVtW5Dzp84QkC/L0DTaPPlMH7dsoHC7iXQLBZCzlj3EY9OMN5r24WmH37K0qljOXNkP3q9nrZ9h//LWp5euZovc+H0MZYM74GmQfNuA9n/wzcUKOZOuZfqUbSUD0uG9wB0lKlaE68KlSnk7snWuZM5vvNnLBYLzbsOtGmm2g0acfLoIQZ2bY+mQe8hI9m2YS3FPTyo9Td9+Hqz5sybFkD/L9qBptGt3xCbZgI4euUe/sVdGZ18srPwz3DeLF+Umw8TOH41ij/D7zD2jQokWTT+uBjJtfvx/75QG9gbcpsaXvmZ/2k1dMDEn4L5uIYnV+/F8mfYHRbuvUjgR5UB2Bn8F+GR2XeZRlq/nr5BXaUw6/vURwcMWXeCto18uBwZw66gm3gVceba3fQnhQt/DWFcyyps6FMfc5IlRy/XyE1Z2T/Ub/oOa+dMZdKXndA0aN1jgM1zeVauzY3gk2yfNhA0jdqf9ub879twKVwcj0pZGy1pC1n5LG44HkHnuqV5VSlCQqL1yRzZJOOjOywAqqpqyYWHmcAOVVXNiqL0Bw4kX6bRmPQjKzQeZ+Hvv9TfDcwA3IFWyf+B9TKMIoqi6AEX4NGwxtbAClVV+yuKMgTrCJBg4KqqqhOTCyrDsBYY4oHiyZduVAEe3dgns4z/KTpN+8//G4T4f0On043WNG10bufIDfsv3XnudlZlCjw+LP55YK/PnrvIP6tsurn9MzMlPXdvLfJFHP73iXJBeOFne2pJdrn2IGfvxv+kbkQ/f7mqFnf594lywZhf1H+fKBdcuRH97xPlgsjrz+eohYt7v83tCI/5dVPOPTr0aey5eCe3I2Qq+DkdEbPu8xp/exSR4SkbSVhP+uepqroieaRBl0dP3FAUpSjWEQ+VVFUNTi5CzAcigTtY7xlRAdj+aD5FUboAxVRVHa0oykqgFNBYVVUteZltsd7fYbCiKNMAT1VVP8ow30KgBhCG9TKLVkBRYB4QjfWSj87AdWBx8jpck/8dixVFaQ8MwHrfiPvAL8k/d1FVtaWiKOWABaqqNlIUJR9wUFXVclnd3jlJChJC/IdIQeL5IgWJpyMFiScnBYmnIwWJJycFiacjBYmnIwWJJycFiafzTwWJp6EoSglglaqqr9hieeLZyT0khBBCCCGEEEK80BRF+QDryALbX08mskzuISGEEEIIIYQQ4oWmqupmrDeKFM8RGSEhhBBCCCGEEEKIHCcFCSGEEEIIIYQQQuQ4KUgIIYQQQgghhBAix0lBQgghhBBCCCGEEDlOChJCCCGEEEIIIYTIcVKQEEIIIYQQQgghRI6TgoQQQgghhBBCCCFynBQkhBBCCCGEEEIIkeOkICGEEEIIIYQQQogcJwUJIYQQQgghhBBC5DhDbgcQQognsfro1dyO8JgiLg65HSFTw2rmy+0ImdIMeXI7QqaWnb6b2xEe08q/Zm5HyNS9qITcjpCpus4PcztCprbGPH/7iDizJbcjZKp9Ha/cjpCpGw+fz/d8/rzG3I6QKZde9XI7wmNebTEwtyNkas3K8bkdIVNJFi23I4j/Z2SEhBBCCCGEEEIIIXKcFCSEEEIIIYQQQgiR46QgIYQQQgghhBBCiBwnBQkhhBBCCCGEEELkOClICCGEEEIIIYQQIsfJUzaE+H9Ep9MNBp7PRx1kQtO00bmdQQghhBBCCJE9pCAhxP8veeQkXwghhBBCCPE8kEs2hBBCCCGEEEIIkeOkICGEEEIIIYQQQogcJwUJIYQQQgghhBBC5DgpSAghhBBCCCGEECLHSUFCCCGEEEIIIYQQOU6esiGEeGHogJZVS+CRLy+JFo01RyO4HWNKaf+osjs+hZyIT7QAMP/P8JSfm/gWwjWPkW1BN2yeS7NYOPrNAqKuXcLOYKTmJz1wKVz8sWn2LhxHCf+a+L78Bpqm8d3I9jgXdgegkJdC5Xc+t0me3X/8yYJlK9Hr9bz39pu0aN4sXfuViKsMHxeATge+3qUZNuBL7Ozs2PbDz3y95VuSLBYaN6hHl/ZtuHHzFkPGTEDTNNxcXZk8dgR582TtybK79/7BwiVL0ev1NH+nGS3ea54hVwQjRo8FnQ5fHx+GDRqAnZ0ds+bO5+DhI+h0MLh/P/z9KhIZeYfBI0ZiNpspXKgQ40aPzHKujDSLhT1r5nIn4iJ6g5HGbfvgVtT9sWl+nDEKr6q18Wv8lk3Wm5bFYmHa5ImEhYZgNNozePhIPDxLprR/t3UL327dhF5voE37jtSr34C4uDimBkzgxvXrmM1mvhwwiKJFizFq2OCU+cJCVLr06EXzDz585nwrZk3hysVQDEYjHfsOpVgJz5T2nzev5+DuXwGoXLMu73/WkdiYaOYHjCIuJpbERDOtu/SmTAX/Z8rxb3b/eZD5K9di0Ot5783XadHsjUynmzx7IV4lPfj4Xdv3JVi31w9LZnDz0gX0RiPNuwygYPESKe2HftnKid3bAR2NP/wcpXodTPFxfDNzPHHRDzE65KFFz6E4ueXLtnxLZ37F5QuhGI32fNE/fX/++M169u+y9meVWnX5sE3HbMnxKMvGedO4Fh6GwWikVa/BFHH3SGnfuW0jR/f+BkDFl+rwVqv27PhmNeeOHQIgNiaaB/fuErDmO5vm0iwWfl42k1tXLqA32PN2534UKJbah0d3bOPUnh3odFD//c8oU60OmqYxq/vH5C9mze9RpgJNPrHttrNYLGxZGMj1SxcwGIx81GMghYqnbq89333NyT9+B6Bc9dq83rIdsQ8fsHb6OOLjYnFyceXDbgNxyZff5rnWzZ3K1fAwDEZ7Pu+dvh9/3bqBI3usufxr1KFZ6/ZYkpL4evFsLocGk2g20ax1ByrVqmfTXP+mhp83E3u34NVOX+XYOrOyf4iPiWbT7IkkxMaQlJhI0zbdKKlUtGmu5+3YRvx3SUFCCPHCqOzuhlFvx5RdYZQu4MgHld1ZsP9SSrtnfkdm/XGRGFNSymtGOx2tq3tSuoAjJ67dz5ZcV88cIsls5tW+XxEZrnJy6zLqdx6WbprTP64lIfZhyu/RkTfJ7+FDgy+G2zSLOTGRr2bOZf2yhTjmzcNnnbvTqH5dChUsmDLNlJlz6flFB2pUr8rYydPYtXcfZX19+HrLtyybNxN7eyNzFy/HnJjIqg3f0PSVxrRs8R6z5i9my3c/0vqjD7KUa0rgDNavWk7evHn5vEMnGtWvT6FCaXIFzqRH1y7UeKk64yYGsGvPXtyLF+d0UBBrVyzl+o0b9O43gE3r17J05Ureeest3nn7TeYtXMymzVv5rPUnNtmGF08cIMls4oNh07l54Tx/blzMm71GpZvm0NZVxMc8/JslPLs/du/ClGBi4bJVBJ05zZwZgQRMmwHAnchINm1cz5JVazGZEujWsT01atVm3eqVePv4MmLMeMJCQwgLDaFCRT/mLFwCQNDpUyyaP5dmzd9/5nzH/tyD2ZTA6FlLCDsXxLqFs+g7dgoAf924xv7ftzNm9lLQ6Rj35Re8VK8hR/7YTcWqNWj6fkuuR1xm7sQRTJi/6pmz/B1zYiKT5yxkw6JZOObJw6fd+9Kobi0KFSyQMs3dqCiGTpjKpYhrtCvZItuynD+yj0STic4T5xIRco5fVs2j9aAJAMQ8uM+h7d/SfcoSEs0mZn3Zlv7VanP09x9x9y5L4w/bcHzXL+zevJq32vfMlnxH9u3BbDIxfs5SQs6dYfX8mQwYPxWAW9evse/3X5gwdxnodIzq/QU1X25IKZ8y2ZLl9ME/MJtN9J+2kPDgILYsnUOXEQEARN68xpHdOxgwbRHodEwf1J0qdRrw2oef8dqHnwEwf8xAmrftavNc6tE/STSbaDd2DldDz/HbmgV81H8cALEP7nN0x3d0ClhEotnEgv7t6VW1NvduXadY6TJ8PGCCzfM8EnToD8wmE70mz+eyepbvls+l/dBJANy5eZ3je36l91cLQKdj7tAe+NduwNFdv1C6fCX+9+FnhJw6yk9rFvFxj0E2zXXywF7MZhODAxdxMTiIb5bMpvvIyQDcvnGNw7t2MGT6YtDpmDKgG1XrNuBKmEpSUiKDpi3gXuRtju3badNM/6Zfm6a0fqsuMXEJObrerOwf/vzhG7z9q1H3rRbcvnaFb2aOp9tXi2ya63k6tlEUpRHwNXAO0ABX4CLQWlVV0z/M+mj+pkBLVVXbKoqyRVXVJ/pDqCjKYOB/gCV5vUNVVT2mKMpuoIuqqsFZ+ff8fyOXbAghXhg+hZw4d9P6hywnktAAACAASURBVC/8biyl8jumtOmAIs72tK7uQf9GvtTxsp50GPV2HLpyl5+Db2VbrsgL5yhevioAhUor3I0IS9ceceJPdDodxctXT3ntXkQYcffvsHPWMPYsGMuDW1dtkuVi+GVKepTAzdUFo9FI1cqVOHbydLppzqkhvFStCgAv16nFgSPHOHDkGBXKKwwbN5F2XXtRtZIfRoOBcmV8efAwGoDomBiMhqzVucPDw/H09MDV1TU5V2WOnzyZbprzwcG8VL2aNVfdOhw8fJjy5RQWzJ6JTqfjxo2bFCxg7deBfb/k7TebYrFYuHXrFgXSnGQ+q5uhZynpZ+2rYj7luX0pNF37haN/oNPpKOn/ks3WmdHpUyeoVbcuAH7+lQg+fy6l7fzZIPwrV8be3h5nZxdKeHpyITSUwwf3YzQY6duzGyuWLqZW7bop82iaxvSpk+k/aCh6vf6Z86lnT1GpRh0AfCv4ER6SekxWoHBRBk6agZ1ej52dHUlJSRjtHWj6QUuavGUdFWNJSsLe3uGZc/yTi5evULKEO24u1s9CNX8/jp0OSjdNbGw83dp9SrPXmmRrlivnz+BbtSYAnmUrcO1CSEqbk6sb3acuRW8wEB11lzyOzuh0Ouq+1YKG738KwP3IWzjb+BvstNSgU1SuURuAshX8uZDmGLtgkaIMmTwztT8TEzFmY99dOHuaCtVqAVC6nB9XQlOz5C9UlO5jpqXLYrC3T2k/uX8PeZ1dqFC9ls1zRahn8KlcA7COdLhxUU1pc3R1o/PkxegNBmKi7pLHydqHN8JDeHg3ktXj+rJ+8hDuXI+wea7w82col7y9SikViQhLzZWvUBE6jZqS5rOYiNFoz62IS5Sr/mgb+xN+/ozNc4WdPU3F6tb3lHc5Py6n7cfCRek1LvCxXGePHyZ/ocLMGtWf1bMCcnx0xMWrt/mo/5wcXSdkcf/w9ofU+J919KPFkoTBaJ/psp/F83Rsk2ynqqqNVFVtrKpqdcAMvPO0C3mKYkSF5OW/qqrqa8AgYNnTrk9IQUII8QLJa7QjLjF19INF07DTWX+2N9ixOyyS5YevMHvfRRp6F6SEWx5izUmcvxWdrbnM8bEY8zql/K6zs8OSZM0Zdf0yl4/txf/NVunmyeNagPKvtqBJrwlUeLUFB1dPt0mWmJgYnJ1Sszg55iU6OibdNJqmodPpktsdiY6OISrqPsdOnmLs0EEEThrHpGkzefDwIUWLFGb9pi00/6QN+w4e5rVXGmUpV3RMDC7Ozqm5nBx5GJ2+X9LmcnRySsltMBiYNXc+Pb7sx5tNXwdAp9ORZLHw/sefcPjYMapWrpSlXJkxxcVi/zf9eefqJUIO7qZm889str7MxMTE4OSUur3s7PQkJiamtjm7pLQ5OjoSHf2Q+1FRPHz4gMDZ86hXvwFzZgamTPPn3j2U9vahpJeXTfLFxcTgmOZ99uikAqz95eKWD03TWLdwFqV8y1LcoyROzi7YO+Qh6u4d5geM5qP2tv8WO62YmNjHPgsPY9J/Fjzci1GpQrlszQGQEBdLHseM2yt1X6bX6zn481YWDu1OxToNU6fT61k2ui8Hf95K2aq1sy1fbGwMjmnfb/r0/ema3J+r58/Eq0xZ3NNcPmRr8XEx5E373kqTRW8w4JycZcvSOXj4lKFoidQs279ZzZuftMuWXAlxsTg4pt0v6FP2C9aceo5s38bykT0oX7MBAM75ClL33VZ8NiKQeu+2YtvcSTbPFR8bk8l7K832crVur++Wz6VE6TIULuFJidJlOHv4TwCCjuzDnBCfLbnyZtheme0jvlkyB0+fshT1KEn0/Sj+unaVnqOn8PqHn7IycKLNc/2Trb8fw2xO+vcJbSwr+4e8Ts4YHRx4eO8um2ZN5NVWtr+M6nk6tslIURR7oDhwT1EUvaIoSxRF2a4oylFFUcYlT1NeUZQDiqL8BnRNM+/N5P9XVRRln6Ioe5Lnzbhj+wsoCbRXFKWEqqongZpp2kcpirJTUZRDiqJ4Jy9zWvLvhxRF6a0oSkFFUU4mt9VRFOVucl4PRVG2Z8vGeQ5JQUII8cKIM1twMKTu1nSARbP+bEq0sDMsEnOSRkKiBfV2NCXc8uZILmMeRxLj41J+1ywadsnfQl86sovY+3fYOWcE4Yd3ou76jhvnjlOgpC8l/K1/1wr7VCA26g6apmU5w6wFS2jXtTc9Bw4lOs1JV0xsHC4uzumm1ens0rTH4uLiTD43V2pUrYKTkyMFC+THu7QXl69cJXD2fMaPGMK29SsZ/GVPho55ugPE2fMW0L5zV3r1HZA+V0xsugIFgO5RdQmIzVDA6NW9K7///AMrVq8h4qr1GxejwcC2bzYyaugQho0a81S5/ol9XkfMaftTs6T0p7r/d2Lu3eHbKYNR//yVUzu2cuXMUZut+xEnJydiY2PTZTAkj05xcnIiNs22jI2NxcXFBVe3fNRrYD1YrVe/IWqaURXbf/mJd957+ktt/k5eJyfi4lLzWTQLen3q6BmTKYF5k0YRFxdLu54DUl6PCA9j0sAefNS+C+UrV7NZnrRmLV5B214D6DFkNDFptmFMbByuGd5zOcUhryMJcen7M+NIldpvvMfARZu4fO4UF4NOpLzefnQgHcfNYv209JcN2ZKjoxPxafNZHu/P2RNGEhcXS8feA7MtB0CevBmzaOmymE0JrJg6hvi4WFp27Zfy+o0r4Tg6Oae7T4EtOeR1xBSX+X7hkRqvN6fP/G+4EnyaS2dP4O5dFuUl60ilkuX8eXg38pn285nJ4+iU4b31+PZaGziOhLhYPviiLwBNWnzKvb9usmDkl0RF/kW+QkVsminTXBneU2ZTAku/svZj627WfnRydcO/Zl10Oh2Kf1VuZcOIkudRVvcPNy9fZPnYvrzaqiOlK1axea7n4dgmgyaKouxWFOUccBzYqqrq74AncFBV1deBl0ktPowDRqqq+j9gfybLWwz0UFW1ITAPCEzbqKpqJNYREvWAA4qiBANvp5nkR1VVmwA/Ay0URXkbKA3UTs7RCnAH7iiK4gk0BSKA6snL3fpMW+M/RAoSQogXxsU7MfgVcwWgdAFHrj9I/VanqIsD/Rv5ogPsdNbLOyKiYv9mSbZVyLs8188dAyAyXCWfe6mUtirvtuW1flN5pdcEStdsgtL4HYpXqEbQzxsI2f09APeuheOUv3DK6ICs6NWlI8vnz2T3T9uIuHqN+/cfYDabOXbiFJX90t/oqnxZX44csx7Q7DtwiOqVK1Glkh9HTpwkISGB2Lg4LoZfoqRHCVxdXXB2tn5DUrhQQR48fLr7JvTs1oVli+aza8fPREREcP/+/eRcJ6hcKf0NDcspCkeOWrfjvv0HqFa1CoeOHGXCZOvNxewdHDAYDOh0dowP+IrDR62FAEcnR+yeYdtlVMy3ApfPHAHg5oXzFCxROqWt7kcdaDFiBs0HfYVS71Uqv/Zetly64V+5Cgf/3AdA0JnTePv4prSVr+jH6ZMnSEhIIDr6IZfDwynt40ulNPOcOnEML2+flHnU8+fxr1TZZvnKVqzEqUPW47uwc0F4lk5dl6ZpTB85kJLevnToMzjlAPba5XBmjRtGtyFjqVyzbqbLtYVendqyYtYU9ny7gStXr3P/wUPre+7UGSpXLJ9t6/0nJcv5EXrcetPFiJBzFC3pndJ2+9oV1k0ZaT2RNBjQG+3R6XTs2bqWk3t2AGDvkAc7u+w7pFP8KnEiuT9Dzp2hpHfq+03TNKYMH0ApnzJ07jvksZNwW/Ou4M/ZowcBCA8Owt0rdVtpmsbCcUMoUdqXVj0GpssSfPIoFapn3ygSj7J+hJ209uHV0HMU8UzdL9y5HsE3gaPQNA07vQG90YhOZ8fezas49NNmAG5dvoBboSLPtJ/PTOlyfpw/Zt1el9WzFC+VfnstmzgU99I+fNhtQMr2unj2FC81fp0uY6dTsEhxvMrZ/uayPhX8OXP0gHV9wUGU8Eq/j5g7djAe3r581jO1H30rViIoue8jLoZSoHBRm+d6HmVl//BXxCU2Bo7mw97DKVvV9pcoQc4f2yiK0jl5hMOj/zpnmGSnqqqNgPqACQhPfv0uUENRlLXAdODRNWUVgcPJP/+ZySrdk0c9AOxNnj5tHl/ggaqq7VVVLQl8CsxXFOXRNaLHkv9/E3AEygN/qKqqqapqBg4CFbAWHt4E6gKTgVeBt4BtT7JdXgRyU0shxAvj5LX7lCviTP/G1sLDqqMRvFKmELejTZy+8YDDV+4xsEkZkjSNQ5fvceNBztyYyqNSbW6qJ/k10PrNYa3WvQje+S0uhYtRwj/zA4UKr37AgVWBXD97FJ1eT61Pe9ski9FgYEDv7nzRpz8Wi8Z7zd6kaJHCXAi/xPpvtjB8YF/69+7O6ElTMM9fhLdXKV5t0hC9Xs/7zd7is849QNP4ov3nuLm5MqRfbyZOnUGSxYKmaQzr3yfLufp/2YcuPXtjsVh4751mFC1ShAsXL7L+600MHzyQ/n16M2bCRMxz5+Ht5cWrr1iv69/x2+983r4TSZYkPv6wBR4l3Gnd8iPGTZzMwsVL0dnZMWyw7b619a5Wl4hzJ9g8oS+g0aR9X05u34JbEXdKZ+Ow+bQaNGrCkUMH6dK+DRoaQ0eOYcPa1Xh4ePJyw0a0+PgTundqj0XT6NytOw4ODnzergMB48fyRfvPMRgMDB89HoB79+7i6Oho0xOhl+o1IujYEcb07oSmaXTuP5yfNq2jqLsHFouF4NMnMJtNnDpiPSH5uEM3vt+wCrMpgdXzrF9COTo5p9wIMzsYDQYG9uhM5/5D0Swa7735GkULF+LCpcus2/I9I/r2yLZ1Z1S+Zn0unD7GomHWz9d73Qfx5/dfU6BYCcrXqEcxLx8WDeuODh1lqtakdMUqFC5Rks1zAji28yc0i4X3umXfyIQaLzfi9LHDjOjREQ2NrgNH8MM36yiW3J/nT50g0Wzm5GFrf37SsRtlK2bPE1Iq12lA8IkjTO3fBTSNT/sM5fetGyjs7oElKYnQoJMkmk2cSz5xfadNF7zL+/HXtSuUq1IjWzIBlKvxMuFnjrFiZE80NJp9MZCDP35DgaIlKPtSXYqW9GHFyJ6gA5/KNSlVoTJFSnrz7dxJhJ04hJ1eT7Mutu9Dv9oNCDl1lFmDrF8Kf9xzMHu+3UjB4iXQLBYunj1FktlMcPJTSN78rDNFSniybob1poluBQvb/IaWAFXrNuT8iSME9PsCNI02Xw7j1y0bKOxuzRVy5iSJZnNKAeK9tl2o3/Qd1s6ZyqQvO6Fp0LrHgH9Zy4shK/uHtZOHkWg28dNy6z0v8jg6pdwI01Zy+thGVdVFwL/emVNV1TuKonwK7FIUpQrwIRClquoXyUWEzoqi6IBgoA7wC5DZzuG6oiiVVFU9DTQEQjK0VwK6KorSTFXV+OT2+8Cj62kyDv04D7QDpiuKYsRagFiJtRiyFojEOppiB3BfVdWb//ZvfVHobD00TAiRfXQ63WhN00bn1vy5qeumU8/dzqqIS/bedC+rhtXMnkf/PSvNYJvHbtragtN3czvCY1r5F8vtCJm6FJWzd5d/UlUconI7Qqa23nr+9hFlCzr++0S5IDLWnNsRMnXj4fP5ns+f15jbETLlYp+9I2Sy4tUW2XsZUVatWTk+tyNk6uyNB7kdIVNjXi/3t1Xz5KdsdFFVtWWa14YBVYDRwAbgIRCD9RKOV7A+GWMj1ptf3gbik5+ycVNV1WKKolQFZmK9AjgR6KCq6sUM6x0GfAREY73yYLKqqtvSPmVDUZQuQDFVVUcrijIV6yUe9sDXqqpOTl7OIWClqqrzFEU5kNyWPTfYeA7JCAkhhBBCCCGEEP9JqqruBnZneC3tkJC/G7LVIJNlFUv+/4nM2jNZx2NDT5IvHXn084I0P/f/m+XUSvNznX9a54tI7iEhhBBCCCGEEEKIHCcFCSGEEEIIIYQQQuQ4KUgIIYQQQgghhBAix0lBQgghhBBCCCGEEDlOChJCCCGEEEIIIYTIcVKQEEIIIYQQQgghRI6TgoQQQgghhBBCCCFynBQkhBBCCCGEEEIIkeMMuR1ACPFU4nU63ehnmN/LRjmEEEIIIYQQ4plIQUKI/xBN0wKeZf5nLGYIIYQQQgghhM3IJRtCCCGEEEIIIYTIcVKQEEIIIYQQQgghRI6TgoQQQgghhBBCCCFynNxDQgjxn1DDK39uR3hMs7KFcjtCphIMutyOkKmIB+bcjpCp5uWK5HaEx0TFJ+V2hEzlMT6f32M8cCya2xEy5Wh8mNsRHnP8xoPcjpApo93z+d56XuUxPJ/ba8/FO7kd4TFrVo7P7QiZ+rTN8NyOkKl+4/vndgTx/8zzuTcTQgghhBBCCCHEC00KEkIIIYQQQgghhMhxcsmGECJTOp1uMJAnNzNomjY6N9cvhBBCCCGEyD5SkBBC/J08UhAQQgghhBBCZBe5ZEMIIYQQQgghhBA5TgoSQgghhBBCCCGEyHFSkBBCCCGEEEIIIUSOk4KEEEIIIYQQQgghcpwUJIQQQgghhBBCCJHjpCAhhBBCCCGEEEKIHCcFCSGEEEIIIYQQQuQ4KUgIIYQQQgghhBAixxlyO4AQQtiKZrGwY/ks/rpyEb3RyBsd+5K/WImU9uM7vuXMHzvQoaPue5/iW602B7/bwMXTRwBIiIkm5v49esz7+pmzWCwWpk2eSFhoCEajPYOHj8TDs2RK+3dbt/Dt1k3o9QbatO9IvfoNiIuLY2rABG5cv47ZbObLAYOoUNGP3Tt/Y82K5eh0Ot55732aNX//mXIFTJxIaEgIRnsjI0aOwrNkaq6tWzazZdNm9AY9HTp2on6DBty8cYOxo0eTmJQIGgwdMQJnZ2eGDh6UMl+IqtKjV29afPhhlrOlzbhw+mQuhYVitDfSfcBwint4ppvmftQ9hnTrwIzl67F3cCAmOpppY4aSEB+PwWigz7Cx5C9Y6JmzZMw1e2oAF0NDMNrb8+WQEZTIkCvq3j36fNGORas3Jud6SMCYEcTGxJBoNvNFr75U8K9k00zzAgMIDwvFaDTSa9AI3DNuq3v36N+tPXNXbMDewQFN02jz/psp05WrWIm2XXrYLNOjXIunT+byhVAMRnu6DhiWaR8O696RwGXrsHdw4OGD+8yaMIq4mBic3dzo2n8obvkL2CTL1ICJhIaGYG+0Z8iI9J/Fb7du4dst1s9i2w6pn8Upk1I/i30HDKKCnx8A8fFx9O7WlSEjR+HlVfqZ82XMumVhINcvXcBgMPJRj4EUKu6R0r7vpy0c3fkL6OC1j9pSoUZdm64/razsTy2WJHauWcDNiyEkJZqp9/7n+FarbfNcPy+bya0rF9Ab7Hm7cz8KpMl1dMc2Tu3ZgU4H9d//jDLV6qBpGrO6f0z+YtZt6VGmAk0+6fj/IpfFYmHjvGlcCw/DYDTSqtdgirinvqd2btvI0b2/AVDxpTq81ao9O75ZzbljhwCIjYnmwb27BKz5zqa5NIuFwxsXEHUtHDuDkdqte+BS2P2xaXYtGIuHfy3K1n8j5fX7N6+yfWp/Ppi0Cr3R3maZLBYLPyyZwc1LF9AbjTTvMoCCxVP78NAvWzmxezugo/GHn6NUr0N8TDSbZk8kITaGpMREmrbpRkmlos0yPakaft5M7N2CVzt9lWPr1CwWTm5eyP3rl7AzGKn2UXecCxd/bJr9S8ZT3K8m3nWbolmSOP3tcu5FXMCSaKb86x9TvGKNHMssnk9SkBBCvDBCjv1JotnEZ2NmcS30HDvXLuSDfmMBiH14n+O/fU+7iQtINJtYOrAjPlVrUfudltR+pyUAm6YMp6GNDgb/2L0LU4KJhctWEXTmNHNmBBIwbQYAdyIj2bRxPUtWrcVkSqBbx/bUqFWbdatX4u3jy4gx4wkLDSEsNASlXHkWzJnFklVryZvXkU8/+oD6jRqTL1/+LOXavWsXJlMCy1et4szp00wPDCRwhjVXZGQkG9avZ/XadZgSEujQvh21atdm/ry5fNTyYxo1bsKB/fuZO3sWU6YFsmjJUgBOnzrFvLlzeO/9rBdK0jq0bzdmUwKT5y9DPXuG5fNmMHTitJT2E4cPsHrhHKLu3U15becv31PK25c2XXux4/utbNuwmnbdv7RJnkf2792NyZTAzMUrOB90hkWzpjPmq8CU9qMH97N0/hyi7qbm2rxhLVVfqsn7H7ci4vIlJo0ayrwV62yW6eAfuzEnmJi2YDnBZ8+wdO50RkxKzXTs0AFWLpydLtONa1fxKVuOUZOn2yxHRof37cFsMjFx3jJCzp5h5fyZDJ4wNaX95OEDrFk0l/tp+nDLmhWU86/MB5+24/TRw6xbPI+uA4c/c5a9u3dhMv0fe+cdXkXR/fHPTYM0OlIkdD2U0FR6U3+vvb6vvVMUELCjoChNlCZgARUQRCygoigqdhSR3kuAQ+8gvSUh9f7+mE1yE0CKl+wK83me+2TvlrvfzM7O7pw550wqo9439+KbQ4cwcEjOvfj5hPGM+dDcix3amnvx43HmXuzRx9yLa1avpkZ8PCtXJDCo3yvs2rXrH+s6HsvnTCctNZXHB7zDJk1g8vvDafNCPwCOHDrAzO+/4pmhY0hLS2Vg5wd46bLG+Hy+s6LlTNrThOm/kJmRwf293uDwvj2smvNH0HXpfKOrdZ9hbF2zgl8+epc7u7xsdB06yPyfJvNI/5Gkp6Xybpc2PF6vEfv/2k7pShdx17OvBF2P13UtnT2dtLRUugwewYZVy/ly9DA6vNQfgD07tzHv9594dvBI8PkY2rUTdRu34Oo7HuDqOx4A4J3ez3Frq0eDrmvL0tlkpqdyTZdB7NmwioVfjqFl+9z3+5JvPyI18UiudWnJSSycNIaQsPCga1o570/SU1Np9+pwtqxewQ/j3ua+rubaJB46yJwfv6bToPdIT0vlzada0eWSRsz49nMq17qEJjfczu5tm/n8jb50HDgy6Nr+jmceupb7bmhCYnJKvp53+/I5ZKSncfkTA9i3UVk2+X0at30h1z4J339CalLONdw8fxqZGRlc/ng/kg/sZduSmUHTIyLdgP8AmYAfeEFVFwTtBCc5j4jUAoqqavAbvnMcG7JhsVjOGbZqApXqGEv7hRfVYOeG1dnbomIL06bfCELDwkg8uI8CUdG5XuR13nQKRsdQuXZwLPVLlyyiYRMzehlfqzarVq7I3rYyYTm16tQhIiKCmJhYLoyLY92aNcydPZPwsHCefqwjY0ePomGjJoSGhvLRZ18SExPLoYMH8eMnMjLqjHUtXrSIxk2aAlCrdm1WrkjI3pawfDl16tQ1umJjiYuLY82a1Tz19DM0a9YcgIyMdCIickak/H4/gwYMoNsL3QkNDT1jXYGsXLqEeg1M2UnNWqzTlbm2+3wh9BoynJhChbLXVahcleSkJACSkxIJDQu+vX35ksVc1tDoqh5fi9WrVuTa7gsJYcCbbxMboOt/d93HDY5HS0ZGBhERBYKqKWHpYi5p2BiAajVrsWZV7rIKCfHRd2huTWt1Jft27+L5x9vT89nH2bp5Y1A1Aaxatpi6DYyui2vWYn3eaxgSQs/Bw4iJzdG1ddMG6jnlK7Vqs3LZkqBoWbJ4EQ0bH/9eXJGwnNoB92K5uDjWrlnDnNkzCQ8P58nOHXn/vVHZx6elptFv0BAqVKgYFG152bByGdUuaQhABanJlrWavS2mUBGeeX0MoWFhHN6/l8jomLNmjIAza083LJtPbLESfD6oOz+8NyTo3hEAW3QZVRxd5S6qwY71OWUUVagw7QaMMroO7KOgU0Y7Nqzm8L49fPjy04wf8Dx7t285b3StS1hKDadOVaoWz+Y1q7K3FS1Rik69BxMSGkpISAgZ6emEBbTvi2dOIzImlhqXNgy6rt3rVlKm+iUAlKhUjb2b1+bavnnRDPCFULbGJdnr/H4/c8YPp+5NDxAW5LYUYPPKZVSt1wCAuItrsG1dTp2PLlSYTq+NJjQsjCMH9lEwylzDJjfeQf3/3ARAZmYGYUH02DhV1m/dzZ1dhuX7efduWEmpavUAKFZR2L9lXa7t25bMxOfzUapazjX8SxcRWaQ4M0b1ZeFnb1O65mVB0SIiNYCbgatU9WqgKzAmKD9+6ue5DagR7HOeD1gPCYvFcs6QmpxIgcjo7O++kBAyMzIIcTrKIaGhLPjpK/78YhyXXv3fXMfOnjyBmzvltuz/ExITE4mOjsn+HhISSnp6OmFhYWZbTGz2tqioKI4cOczBAwc4fPgQQ956m++/+4Zhbwzhpd59CQsLY9rUXxkysD+NmzUj7B90thMTE4mJCdAVmltXTGzOtqioaI4cPkKRosYbY+PGjbw+dCivDckZWf9j2jQqV6lMxYoVz1hTXpKTEomKzrmOWS/KWUaGuvWPfTmOLVSYxfNn89iDd3Lk8EFeeWtU0PRkkZR0hOhcZZdb16UNju18xcSa67xv7x4G9H6JR598JqiakhMTc2kKzVNW9eofq6lY8RLc8UBrml3xHxKWLmbwyz0YOmpc0HVFBZZVHl11Ljv2GlasejHzZ/xB5YuE+TOmk5pyNChakvLU+dCT3IuJAffi68Pe5vtvv2HY60Po0acvtevWDYqmE3E0KZGCUXnqfkY6oaGm3EJDw/jzuy/4ccL7NLvhtrOq5Uza06TDh9i3cxu3d+nLllVLmTLiNe7rMeS4v3+mpCQnUSAqUFfoMbrm/fgVf0wcS/1rjDEwpkhxmtxyLzUatWTzqmV8NbwfbV95+7zQdTQ5kcjA9jQ0p06FhoURU7gIfr+fSWOGU67KRZS6MCec6cfPP6T1s72CqieLtKNJhJ+gfh3YvomN86fRvG03ln0/IXufZVPGUzb+MoqWC26oVBYpyUnHuf8yso3toaGhzP5+ElM/G0uj6801jHSe84f372Pim69yfatOZ0Xb3zHp1wVUKFM838+bzT3YHwAAIABJREFUdjSZ8II5AySB1/Dgjk1sWfgHDR96jpU/5YTBpiYe5sjuHTR5uDt71iWwYMIwWnYOiofQLqA80EZEflDVxSLSAEBEfgc6qOoqEekAlAbGAp8DO4BywPeq2l1E4oCRQEHgKNBOVbec7DwiciHQCkgVkYVAYaCv8xt7gTZAXWAAkOqcYzPwCpABrAPaq2paMArj34b1kLBYLOcMEZHRpB5Nzv7uz/RnvwxmcenVt9J5+Kds1aVsSlgMwJ6tmygQFZMrPvqfEh0dTZIzYg/g92dmGxKio6NJSkzM3paUlERsbCyFChehaYuWADRt3hINGMlteeX/MWnKj6SlpfHDd9/+Q1055/Zn/p2uRGKdDvX8efPo8vRT9Hm5by7jw/dTvuO/twW3YxQZFc3RXGXnP6nHw6djR/Hfex7krXGf0fO1YQx8qevf7n8mREXFkJyr7E6uC2DDujV0ffxRWnfoRO16lwZVU2R0dLZnCEDmKZRV1Wo1aNjM1LOateuyd/cu/H5/0HUdDSirzFMoq//d9xC7d+6g99Od2LPrL4pfUCooWqLy3IuZee/FpNz3YkxsLIULF6FZ1r3YomUur4qzScGoaFKS89T90Nzl1uyG2+g5ZhLrE5awdtnCs6blTNrTyJhCVK3XCJ/PR/nqddi/c2vQdRWIjCI1OUCXP/MYXfWvuZUn3/mczauWsjFhEWUrX4xcZrxcylerxeF9e4Je572qq2BkNEcD61Rm7jqVlprC2Nd6czQ5ibsfzTGY7ti8gajomFz5JoJJeMEo0lMCyyunfq2fO5WkA/v45c0XWT9nKqumfs32FQvYMO931s38mZ9ff4HkQ/v5dViPoGoqEBmV5/7LPMbzr9F1/+W5kRPZtGIJ65cvAmDnpvW83+dprrr3YSrVPLtGSy8RXjCS9ADDceA13Dz/d5IP7mP6Oz3YPG8qa6dNZufKhURExVKmxmX4fD5KVo3nyO7tp3w+EWknIvMDPu2ytqnqHoznQlNgloisAm48yU9WxBgR6gNXisglwGvAm6p6hbPcP/CAE51HVbdhjBxDgHkYg8P/VLUlMA3IikcqqKrNgY+AUQH7bHO0nJdYg4TFYjlnKHdxTdYvNom4tq1ZQcm4nFGUvdu3MGloL+eBGUZoWDi+EOPuvHH5QirXCW5SpVp16jJ7xp8ALF+2lMpVqmZvq14znqWLF5GSksKRI4fZtGEDlapUpXbAMUsWLaBi5SokHjlC53ZtSU1NJSQkhMjISEJCztxNu07dusz405xj2dKlVK16Ufa2mvHxLFrk6Dp8mA0bNlClalXmz5vHa4MG8taw4dSomTtZ18qVK6lTJ7gvYNVr1WHBnBkAaMIyyleqctJjYmILEeWMVBUuUjRXJzNY1Kxdh7mzjK6Vy5dRMeCanohNG9bzcveudOv1Cg0aNw26phq16jDf0bQqYRkVK59c0/j3R/L1ZyaPxfq1qylZqnTQXf+rxddh4WwTG7w6YRnlK5/8Gq5YsoiW11xPzyHDKVWmLNXig5P8s3aduswKuBerVM0poxo141myKOde3LhhA5WrVKV23ZxjFi9cQKVT0B8MKlWLZ+WC2QBs0gTKVKicvW3Xts2M7d8920AXFh6Oz3f2XuPOpD0tJzVZt3iu0btpHYWKX3AWdMWz1tG1dc0KLsij6/MhPXN0OWX0xxfjmDPlCwD+2rSOwiUuCHqd96quyjVqkTDf1KkNq5ZTtmJOnfL7/Yx4+XkurFSVezs/l8uAsmrxfGpcGvyQmyxKVq7O9oT5AOzZsIoiZStkb7vk1tZc++xrXPXkq1RueCXVrryFsjUu5ZZeI7nqyVe56slXiSxUlP/r3CeomspXi2fNQnMNt6xeQanyOWW1e9tmPhnUI/v+Cw2PwOfzsWvLRj4d0os7nniRi+sFP7TFyxSvWJ2dK02Khn0blcJlcrxrat30EFc8OZAWnfpSvv6VVG15M6WrX0LxSjnHHNi2gagip558WlVHquplAZ/sZB0iUhU4pKptVLU8cD/wjojkzYwceIMtUdV9qpoBzAEEqAW84HhV9AByNWKneJ4Szj7bnO9/AFkvT1mxXCWBMsBnzrmuxnhenJfYkA2L5fziqM/n63WK+1Y8izrOChdf1pSNyxbwYa8nwO/n+vZdmDtlIkVLleWiS5tQsnwVPuz5OD6fj8p16lO+eh0A9u3YQsVawR25bnH5lcybM5sObR7Cj58XevRmwscfUq5cHM1aXs7td91Dp0fakOn3065jJwoUKMCDrdvSv28f2rd5kLCwMF7s1ZfomBiuuvZ6OrVrS1hYGFWqXsTV191wxrquuPJK5syeTZuHHsTvh569e/PRhx8SFxdHy8sv5+577uGRNq3J9Pvp2KkzBQoUYPCgQaSlpdGzx0sAVKhYke4vvsT+ffuIjooK+gt0w+aXs3j+HLp1bIPfD49168HXn35MmXLlaNC05XGPubdtB4YP7MsPX00kPT2djl26B1UTQNOWV7Bw3hyebNcav9/PM917MnH8R1xYLo7GzY+va8w7w0hLTeWd101Cx+jomFyJMP8pjVtcwaL5c+jyaBv8fj9PPt+TSRM+omy5uGwviLzccX8rXuvzEvNnzSAkNJQnX+gVND1ZNGh+OUvmz+GFTm3B76dT1x5889nHlL4wjvpNWxz3mLJxFXirn9FSrERJOgYhoSVAyyvMvdiuzUP4/X669+zN+I8+pFxcHM1bXs4dd9/Do4+0wZ/pp71zLz7Uui39+vbhkdbmXuzRu29QtJyM+EYtWL1kPm92NUkE73qsG9O+/pTiZS4kvkEzylSsyptdH8Xn81HtkoZUiT97o7Fn0p6WrVqdn95/k3E9HgPg6jZPBF1XtfrN2LBsAWN7PIYfPze1f47Z331OsVIXcvFlTShVvgpjezwGPqhSpwEVatThgvKV+Xp4P9YumkNIaCg3dXjuvNFVp3ELVi2ax2tdOoDfz/1PvsCvkyZQsmw5MjMyWLN8MelpqaxwjBY3P9SBytXj2bVtM9Xqnr3ZD+LqNGLHqsX8OPg58PtpdP8TrPz1K2JLlqFcbXc69tUbNGfd0gWM7N4Z/H7+26krM775jGKlL6R6/aaUrliFkd074cPHRfUaUKlmXT4e0J30tFSmvG9yOBSMis5OhHmuU7ZWQ3atXszvb3YDv59L736MNb9/TXSJMpSNb3DcYyo2vorFE9/lt9e7An7q3tEhWHJqA4+KyE2qehRYDRzEhEMcxXT+VwGXYLwRAKqLSBSQAjQE3nf2eU1VZ4pINSDvg/TvzpOJGezfAxQSkTKqusP5jayEJJnO3z3AVuAWVT0oIjcDuTO4nkf4gu0aZrFYzg18Pl8vv9/fy20dWYyZv9lzjdVNFwd3WslgUTDs7CW6+ydsOeTN0MjocO85C6ZmeK66A3A0I/PkO7lA2ZjgZ9wPBrO2HnZbwjHsSszfTPynSniI9+5DL1MmNvhJHYPBzI37Tr5TPlOtVOzJd3KB+x8KjtE12DzTt4vbEo5Lvxtq/O3LjYh0B+7EdOxDgAGq+pWIXI8Jv9iCMUZsxoRX/AasAEoBE1W1v4hUBt7B5JCIBJ5Q1VmneJ4bgEFAJyAUeBljgNiPCceIx+SyuNv5nasxXhghwCHgQVU9O1M4eRzrIWGxWCwWi8VisVgsln8tqvoKJklk3vVTgCmB60SkIvCXqt6QZ9/1wDVneJ7vgO8CVv2SZ5ffnU/W/j8BP/3duc4XrDnaYrFYLBaLxWKxWCwWS75jPSQsFovFYrFYLBaLxXJeoKobgbOXtdVyWlgPCYvFYrFYLBaLxWKxWCz5jjVIWCwWi8VisVgsFovFYsl3rEHCYrFYLBaLxWKxWCwWS75jDRIWi8VisVgsFovFYrFY8h1rkLBYLBaLxWKxWCwWi8WS71iDhMVisVgsFovFYrFYLJZ8xxokLBaLxWKxWCwWi8ViseQ71iBhsVgsFovFYrFYLBaLJd+xBgmLxWKxWCwWi8VisVgs+Y41SFgsFovFYrFYLBaLxWLJd8LcFmCxWCynQsFQ79lPQ3xuKzg+YR4VVjLKm4+cFbuT3JZwDKVjI9yWcFxmbj7gtoTjclHxKLclHJd1+xLdlnAM11Qt4baE4/LZ0h1uSzguEWHee/YAzN+0320Jx2X34aNuSziGjEy/2xKOyzN9u7gt4bgMfvE1tyUcl343jHFbguUs4c23Q4vF4gWO+ny+Xm4K8Pv9rp7fYrFYLBaLxWKxnD2sQcJisRwXv9/f320NFovFYrFYLBaL5dzFm35oFovFYrFYLBaLxWKxWM5prEHCYrFYLBaLxWKxWCwWS75jDRIWi8VisVgsFovFYrFY8h1rkLBYLBaLxWKxWCwWi8WS71iDhMVisVgsFovFYrFYLJZ8xxokLBaLxWKxWCwWi8ViseQ71iBhsVgsFovFYrFYLBaLJd+xBgmLxWKxWCwWi8VisVgs+Y41SFgsFovFYrFYLBaLxWLJd6xBwmKxWCwWi8VisVgsFku+E+a2AIvFYgkW/sxMvhvzBn9tWkdoWAQ3t3+GYqUvzN4+98evWDLtJ/BBy/89wMWXNs7etmfbZt57sTNdRkwkLCLiH2vJzMzktf6vsmbNaiLCI3j+pR6Uiyufvf3rSV/y9ZcTCQ0No1Xbh2navAXJyckM6vcKO7ZvJy0tjaef7UqN+HgAjh5N5omOj/J8j55UrFjpjPS8+sorrF69mvCICHr27En58jl6vvjiC76YOJHQ0FAeeeQRWrRsyf79+3m+WzdSUlIoWbIkvfv0ITIykgkTJjB58mR8QPv27WnRsiVjRo9mxsyZABw+fJi9e/bw69Spp6Vv8IBXWbtmNeHhEXR7MXd5TZ70JV9PMuX1UJuc8nqtf055PfVsV0qVKk3P7t2yj1u7WunQ+XFuve2O0y6z42n8ZPhrbN2wlrDwCB58ohsXlC2Xvf3nSROYN+1XAGrVb8xN97XB7/fT9cFbuaBsHACVq9Xkf60f/cdaAjW9O2QAG9auITw8nM5dX6Rsubhc+xzcv5/nOrblrbHjiShQgIyMDMYMG8qaVStJT0vjntaPUL9p86BpAnMv/vrBW+zevJ7Q8HCuavsURUvl3IuLf5lMwvSfwOej8S33UbleI1KSEvnu7VdISzlKaGg413XoSnSRYkHVlZmZyYS3BzvXMJz7H899DX+d9Cnz//gFgJr1G3PjvW3IzMhg4ntvsWmNkp6Wyo33taFWg6ZB1ZWFPzOTaR8NZ++W9YSGhXNFqycpXKrsMft893pPKtZrRPwVN5wVHZBTtzauc+rWcy9SJm/dOrCfro+25U2nbk38aCyL5s4CIPHIYfbv28sHX/0YVF3+zEzmfvouB7ZtICQsnEb3dSa25LFl9Nu7fShXqyEXN78uR+/Orfz4Whdu6zeO0PB/3s7nPees8W+zb+sGQsPCafrA4xS64FhdPw/vTfk6DanW4nrSUo4ybfQgUpMOExZRkBatn6FgbOGg6vIBd9QtS9nCkaRnZDJh0Tb2JKYes0+7xhVZvuMQMzbuIyo8lAcui6NgeAiJqRlMWLiVI6kZQdfVumEFKhSLIi0jk1GzNvLX4ZTs7Q/WL49cEENymjnv4N/WEuKDIbfWYsuBZADmbz7AD6v+Cpomf2Ym8z9/lwPbNhISFk6DezoTW7LMMfv8MeJlLqzVgKrNrsPv9zO5RxtinDpYoqJQ5+YHg6Yp65yLvxjBwe1G1yV3diLmOLpmvteXMvENqNzkWvyZGSz9+n32b1lHZnoa1a+5izI16wdV16lQP74yrz5xO1c9MjDfz23592ANEhaL5Zxh1fwZpKem0vblYWxds4KfPnyXu599GYCkQweZ//Nk2vcfSXpaKm8/04aLLmmEz+cjJSmRnz56l9Dw8KBp+eP330hNTWXU++NYvmwpbw4dwsAhrwOwd88ePp8wnjEffkxqagod2rahfsNGfDzuAypXqUqPPn1Zu2Y1a1avpkZ8PCtXJDCo3yvs2rXrjPX8NnUqKampjPvwQ5YuXcqQwYN5/Y03ANizZw/jP/mET8aPJyUlhdatWtGocWNGjhjBdddfzy233MKY0aOZOHEiN954I599+imffvYZqamp/O+//6V5ixa0aduWNm3bAvBY5848+cQTp6Vv+u+/kZqSyogxpryGvT6E/oNzymvip+N5b5wpr44Pm/L65ENTXi/1NuW1ds1qatSMZ9iI9wBYvnQJI98Zzk23/u+Myy2QxbP+IC0tlW5DRrJ+1XI+f+8tOvUYAMDuHduY+9tPPD90FPh8DHq2I/WatCCiQEHKVxE69zo7L2Ozp/9OakoKg94dw6qEZYwZ/jov9hucvX3hnFl8MGIYB/bty173+49TSE9PZ+A7o9m7exd//vZL0HWtXTCT9LRU7un5BtvXruSPT0Zyy1O9AUg+fJAlv37D/S+/Q0ZaKmOff5hH6jYkYfpPlChXiRZ3P8LS36Ywf8rntLy3fVB1LZk1nbTUVJ4bPIL1q5bzxXvDeLRHf8C5hr//RNchI8HnY/BznajbuAVb1q4mIz2dZ197hwN7drPgz9+CqimQ9YtmkZGWym3dh7Jz3UpmfDqK6x/vmWufOZPGcTTx8FnTkH2e6b+TlprCwHfGoE7d6h5Yt+bOYtyIYRzYn1O3br+/Fbff3wqAl7s+xYMdHgu6ri1LZ5OZnso1XQaxZ8MqFn45hpbtX8y1z5JvPyI18UiudWnJSSycNIaQsOC184FsWjKbjLQ0buw6mF3rVzF34mj+0/GlXPssnPwhKQHXbvWfP1KiQlXq3nAPa2b+wuIpE2h0V3DrfK2yhQgLCeH1aeuoUDSSW2uV4b3Zm3Ltc0ONUkRFhGZ/v0pKsn5vIj+v3s3FJaO5sWZpJizaFlRdl5UvSnhoCD2/X0nVEtHcd1kcQ35bm729UvEo+v+ymsMp6dnr4ssUYubGfXwwd3NQtWSxddkcMtLSuOrpgezZoCyeNIbm7brn2mfpdx+TkpRzDY/s2UnRclVokacOBpPty+eQkZ7G5U8MYN9GZdnk92nc9oVc+yR8/wmpSTl1fvP8aWRmZHD54/1IPrCXbUtmnjV9J+KZh67lvhuakJiccvKdg4CI1AQGAlFADDAF6KWq/nwRcKyedsD7qpp2ivuXBdYCD6nq53+zX0HgflV9T0RaAftUdfJp6CoP1FHVb0TkdWCIqp6dm+oUsSEbFovlnGHzqmVUrWtGAMpdVIPt6zV7W1ShwnQYMIrQsDCOHNhHwegYfD4ffr+fb0YN4cq72xIeUSBoWpYsXkTDxk0AiK9Vm1UrV2RvW5GwnNp16hAREUFMTCzl4uJYu2YNc2bPJDw8nCc7d+T990ZlH5+Wmka/QUOoUKHiGetZtGgRTZuY36tduzYJCQnZ25YvX07dunWJiIggNjaWuLg4Vq9ebY5pakaCmzZrxpw5cyhatCifff454eHh7Nmzh9jYWHw+X/Zv/frLLxQqVIgmTU9vBHnpkkU0bHL88lqZsJxaAeV1YVwc69asYe7smYSHhfP0Yx0ZO3oUDRs1yT7G7/cz9LUBdOn6AqGhocec70xYm7CUmpc2AqBytXg2rVmVva1oyVI8/vIQQkJDCQkJISMjnfDwCDatWcX+vbt5rVtn3uzxDDu3bjrRz58RK5cu4ZKG5v+uVrMWa1etzLXdFxLCy0OHE1uoUPa6hXNnU7xkKfo8+yTDBr5Cg6YtgqoJYNvq5VSsfRkAZatWZ+fG1dnbImML80DfdwkNCyPx4H4KRJl7sURcRVKPmpHP1KNJhIQGf8xk3Yql1Li0IeBcw7U517BYyVI81mdw7msYEcGKhXMoUuIChvd8lo/eGkDthmfHOwJg55oEysdfCkDpKtXZvXFNbv3zp+Pz+Shf67KzpiGLFcuWUM+pW1KzFms1d90K8YXQZ0juupXFrGlTiYmN5ZIGjY/Z9k/ZvW4lZapfAkCJStXYu3ltru2bF80AXwhla1ySvc7v9zNn/HDq3vQAYUFs5wPZtTaBC2uac15QuRp7N+W+dhsX/Am+EMrVvDR7Xc3/u4Xa190JQOL+3UQWKhp0XZWLR7PyL9OB3rQ/mbgikbm21ylbiEw/2fsAlI4tyArn+4a9SVQuHhV0XXJBDEu3HwRg7Z5EKhePzt7mczS0bVSRntdWo2XVEgBUKhZFxWJRvHS18ESLKhSJDK5xac+6FZSpXg+AEpWEfVty160ti2bg8/koUz3nGu7fspbkg3uZ+mZ3pr3bh0N/bQ2qJoC9G1ZSqprRVayisH/Lulzbty2Zic/no1S1nDr/ly4iskhxZozqy8LP3qZ0zbPfZuRl/dbd3NllWL6cS0SKABOAJ1X1CqARUAsIroXv9HgBOJ0XkNbAG0Cnk+xXGngYQFXHno4xwuFKoKlz/JNuGyPAekhYLJZziJTkJApEBrzUhISSmZFBiNMhDQkNZe4PX/H7xLE0uNaMmk+bOI6L6jWidIUqQdWSlJhITExM9vfQkFDS09MJCwsjMTGR6JjY7G1RUVEkHjnMwQMHOHz4EK8Pe5vvv/2GYa8PoUefvtSuW/cf60lMTCQmNuecoaEBeo4cyaU1OjqaI0eOmGOc9dHR0Rw5bF5Qw8LCmDB+PO+88w733HtvrvOMHjOG/v37n5G+6OgcDSEnKa8jAeU15K23+f67bxj2xhBe6t0XgBl/TKNS5SqUr1jxtLWciKNJiURG5a5fGRnphIaGERYWRmzhIvj9fiaOHk5clYspVa48B/fv47o7H+Cy5leyJmEJowf1ofsbo4OmKSkxkeiYHE0hISFkpKcTGmYe7/XqNzzmmEMHD7Bj62ZeGjiUhMULeaNfH/oPGxk0TWAMCoH3Yogv5Jh7cdHPXzPry3HUu/pWACJjCrFp+QLGdnuYo4mHuav7kKBqAkhOSiQyOk95OdcwNCyMGOcafjl6OHGVL6LUheU5cuggu7dvpWOvgaxZvphxQ1/lmYHDg64NIDU5iYhcbVhOue3dupHVs3/n2o7dmTf5k7Ny/kCSEhOJzltWAXWr7nHqVhYTPx5Llx6vnBVdaUeTCD9BGR3YvomN86fRvG03ln0/IXufZVPGUzb+MoqWO/1wt1Ml9WhynmuX8/zZv20j6+ZN48p2z7P4u/G5jgsJCeX7oS+wf9tGrnmib9B1FQwL4Wh6TriF3+8nxAeZfigTW4BL44rw/pzNXFPtgux9th1MplaZQmw7eJT4MoWICA3++GVkeChJAWEgmQG6CoSF8OOqv5iy4i9CfPDi1dVYvyeR7YeOsmHJdpbvOETTSsV4qEF53pi27m/OcnqcrG5tWvAHTdt0ZfkPn2bvU7BQMapfdTvl6zVl97oVzP5wKFd3GXy8n/8HupIJL5hjFArUdXDHJrYs/IOGDz3Hyp8+y94nNfEwR3bvoMnD3dmzLoEFE4bRsvPZuSdPxKRfF1ChTPH8Ot0twFRVXQOgqhki8iCQCiAig4Fmzr6fqOobIjIWKO58BgEdgUxMh3+kqg4XkXrAW0AGcBR4BDOg/w2wF+OFMQfIcmWLAh4Emju/MwG4VUT6AS2cY4fk9YAQER/wgHPc1yISr6rLRSQSeB+oAIQDjwFtgBoi0sP5vZ3AxcASVf1AREoD3wENgBFAnPM/fg/0AroBUSIyE3ga6OD8xkdAIYx94EVVnSoiS4FpQG3A75RzBPCpc+5woIOqLju1y3R8rIeExWI5ZygQGZU9wgrg92dmd4CyaHDtrTzz7udsXrmUDQmLWPrnLyz67XvG9n6aIwf38eGrzwVFS1R0NElJSdnfM/2ZhDkv8tHR0SQlJWZvS0pKIiY2lsKFi9CsRUsAmrZomctL4J8SHR1NYmLOOTMzA/TExJAYoDUxMZHY2Fij0zkma10Wd99zD7/8+isLFyxg3ty5AKxbt47Y2NhcuSlOR19gefnzlldi7vKKjY2lUOEiNM0qr+Yt0YDy+vGHKdz839tOW8ffUTAqmpTkAI2ZmYQGjOKnpaYwemBvjiYncV/HZwCocFE16jYy+RkuqlmHA3t34/cHz3s0Kjqa5Fzl5s/uMJ6IQoUKU79Jc3w+H/H1LmX7luB6bQBEFMx7L/qPuRfrXXUL7d+awFZdxuYVi5k16SPqX38Hrfq/x23P9uObt/oEXVfkMdfQf8w1HDPIXMN7nGsYXagw8Q2a4PP5uLhWPXZt2xJ0XVlEREaRdoI2TGf+SuL+vXw9qBs642eW/DSJzcvmnzUtZ1K3ADZvXE90TOwx+SaCRXjBKNJTjl+31s+dStKBffzy5ousnzOVVVO/ZvuKBWyY9zvrZv7Mz6+/QPKh/fw6rEfQdUUUjDzhtVs7eypJB/byw9AXWDvrVxJ++YqtCQuy973uqVe5vssAfhvxatB1HU3PpEBYzr3n8/nIdJqg+uWLUrhgOJ2aVaJB+aJcflEJql0Qw8+rd1MsKpyOTStRJDKc/cmn5HF+WiSnZVAwPKcb4iNHV0pGJj+s/IvUjEyOpmeSsPMQFYpFkbDjEAk7DwEwb/MBKhYLrudGeMEo0gOvYWZO3do47zeSDu5l6rCX2DB3KvrbZHasWEix8lW5sFYDAEpWqUHSgb1BbeONrkjSU47m6Aqo85vn/07ywX1Mf6cHm+dNZe20yexcuZCIqFjK1LgMn89HyarxHNm9PaiaPEhZYH3gClU9oqqpInIjUAnjNdEMuFdEajm7TVXVJsB+4ELgZme/p0TkAmAU0FlVWwJvA1mW8tLA1ao6EKiJCaG4EpgM3KGqozGd/LtF5Dqgkqo2Ba4AujseHYH8H7BMVXcDY8jxkugAbFTVxkAroCHwCrBCVQMfkqOAh5zlBzBGjDhgtqpe4/zfj6pqBtAfY5QJ9Kx4EfhZVVsAdwCjRSQEY6AY7/z/24DrMIaOg87y484+/whfsG8ai8VicQsRuQ24SVVbiUgjoKeqXudsE6AfcBvGwn0rMEBVpwVfDw+8AAAgAElEQVQcvxGopqpH8/52kLWUBn4G6gMFMNb1upgH2XRVfVlEbsE84O4I+M3fMZboVZwmZ6hnEBCjqq1FpBvGOv4VOeUIxgo/QFWnicjjQJiqnvbQ9hnoexOoDBw8XnmJyDqgajBjR0+i0Qf8ABxR1dsCjhkA7FXVgSJSBxihqo3yQ1Oe/fYA5VT1qIh0BuqpaltH0yhVbRAsTSfTFXAv/oB5ifoOGIAZVfpZVSc413y2qlbMR10nuoZnvbxOUV87VR3pLPcCdqrqu2dDx8m05Nkvu24538+4HQiyrm+A7/KWUTDb+dPV5cSUl8W5diLyPLBVVT8UkTjgV1W9OJi6MG31TZjOTCPMSO4xulS1LKYD9S5wA5AE/OYc3xAIjrX+1HRVBybUqlXr7WXLlo3BjNA+AvQAvgA+c459ALgzWILOpG6d7Tb+VHUdp27lW7v1d7Rq1er5sWPH3oK5xv8I539sF7BqZECbeC9wiap2Cdi/EqZT3hBIV9Whzvo3gJmY+vaZqk4Rkcsx7xAPO/t8hXkufeHcG4hI0TzHNXDW34Kpi0cwRo0Zqtorq63BdNofwXToAUoC96rqkgCtnwJVgD0YD4S6GCPKAOB7Vf06YN+KwARVbRT4LBCRPxwdXwD/wXh7DMLk0zjk/H+xTt6JaqraLeu9EhiM8YpY5JxjCXA15n2ruqomi0h/YBUwzvmfrgfSgL6qOuvEV+7k2JANi8VyLjEJuMpxQ/MBrUXkaWCtqk52GthZQDwwMNAY4YKWN4HpGE+17k5HsSRQT0RmYRr5YKbqPhM9fYHVInIx5iF5r6omBpSjH/OgzCpHwRgOzro+4HnMw/K9vOXllOPhYBojTqYREyfaEkhzHvA4GvsDH4nIDUA65uU7XzTlGf2IDVgeBbwjIrOdYzoEWdNJdTl1aAgmZvZ7x6C1BnM9O2LcQB/JT12c+BrmR3mdir52QHBja85Qy9/ULfhn7UAwdV2KMXblF6eiqx3wbcAxY4APRKQtpv61Plu6MB0pn3OOrDp1Il2K6XSA6US1dUHXx1988cUQzKjvOCAB42o+BuNan4gTRx9sTadZt852G3+quvJew/xst07Ijh077sEYt/4xjvHhRG3gt8ALIvKOqq4TkXDMM+ZnYCWmfg111jcBPsAYFjIDfqOuiIRiBj5qAmuA7SJSW1WXYp4PWQmRAo97D6isqodF5ANMeWftE4LpxP+mqu3EeB28RIA3h4iUwBhsKjseDIhIlsfDSsxgzNciUhnoi7kPjhflMBqT1HOFqh5wjMMHVLW9iFQF2jmG98zjHL8SEy6ySEQuBIpiQlLAvOsFcjmwQ1WvFpHGwKsYz48zxnpIWCyW8w4Rma+q+Z/h6SR4UZcXNYHVdbp4UZcXNYHVdbpYXaeOFzWB1XW6eFGXFzVB/uoSkUsxHgEhGEPpN0BvVfWLyGuYRI4RGO+GAWJySExQ1R8cD4k3gL8w+RbeVJOPoZ6z3ocxOLXFdOgnZHnCiMgQ4FpM2MdfGI+ZRxzjRAVMZ30wxrAQA0zSgHALx7hUTlWfDljXAGOIq4cxNFyIMVo+CSwHZgM/AsnkeEhEAduBm1X1DzGzjkwADmMMeHGY0JALnPU9MYaqDsAujLGvGBAJvOSUy0Ycj7IAD4lvMDkkojG5Nfqo6k+neblyYT0kLBaLxWKxWCwWi8Xyr0VVF2BmkDjeti7HWdcqz6qVqnp3nn0WYZJR5qVRwD5PY7x78v7+QwFfj9kesN8x4W2qOhcT7gFwb97tmJCOvMckAUUCvidgZhrJyzaMJxsYw0QWtx7nNysGLHcL2PSf4/zuGWOTWloslvOR/HR7Ph28qMuLmsDqOl28qMuLmsDqOl2srlPHi5rA6jpdvKjLi5rAu7osHsKGbFgsFovFYrFYLBaLxWLJd6yHhMVisVgsFovFYrFYLJZ8x+aQsFgs5wUiUgiTXGi9qia6rcdisVhOhIiUP9E2Vd2cn1r+jYhIiKpmnnxPi8VisbiNDdmwWCznPCJyO2aqyDDM/OV+Ve3rrqocvGYsEZEymCmf0oGuwFuquthdVSAiTfKsSgO2quoON/QAiEg0pqzSMNOujVPVTW7pCUREuqjqa27ryIuIlFPVrQHfRVXVTU1ew5nKFky291hMVvUawF+qeolrwgAnc3shTKb5V4FXVfVXNzUBiMgdmCz0BTCZ9gd6of470yYPAi7GTF35jBfaCC+28yLSHpPxvwBmVgO/qtZwUxOAiPwAfAl8paq73NaThTNFZSugPPAbsFxV97gqCu+2ERbvYkM2LBbL+cBTmIzIezBzOP/XXTk5OMaSacAnwNMi8qLLksBMNVUK8yLxMzDUXTnZDAQ+xFzPD4D3gT+dKbPc4mPMnPSDMEYJLyXwut55YfUEIhIvItcA34rI1c7nOsz0YW7q+k1Eph7v45YmVW2sqo0xHdiLVfUqTId2698fmS+8C6QAL2IMvT3dlZNNF0x7dT9merub3JWTzThMmTXCtFljXVWTgxfb+Scwz+fGmPJq7K6cbNpijF2jReQnEXncbUEOIzCDGVdjDJfj3JWTjVfbCItHsQYJi8VyPpCpqimY0RY/Zj5mr+BFY0kY8AdQRFUnYF7EvMBhIF5V78BMZbUBM2p8l4uaigKTgQtVtT9mZM8rlAS2i8hsEZklIjNd1lMUuBvTCbrH+dwOvO2mKMyI7KPATsyL9APAW5j65TblVPUwgOM9VdZlPWAMbwlAhKrOxjvhv0edv4ed9j7WTTEBJKrq96p6UFW/w4waewEvtvNLgS1OWR1U1YNuC3LYDswDZmGmVXTzmRNIFVXtASSr6jdAYbcFOXi1jbB4FFtBLBbL+cB0ERkPlBORdzEvFl4hU1VTRMSvqn4R8YKxJAIYAvwhIlfgnWdFSVVNBlDVoyJSwik7NzVFAM8AC0WkBhDjppg83Oi2gEBUdTrmXrxEVRe6rSeLrHARESmlqp85qyeJyGMuysriJxGZBswHGmA8hNzGj/HomiIid+IdA+8GTDk9JiI9gTku68lii+P5NhXjTZUiIlcDqOpPLuryYjs/FVgvIuvICdm40mVNYAYMNgMDgKs8ZCgJE5ESACISi3eMXV5tIywexQuNj8VisZxVVPUFEbkWWAisVNVv3dYUgBeNJa2Aq4D3gFsxLtBe4FunczYH0zn73ok5XumipmcwZfQKcB/Q0UUteQkH7nD++jCj6+1dVWQoLiJTgIJZKzzS6UBE2gJzgSZAkstyUNXuTjx2TUx+kiVua8KMDjdQ1SlOR9YTo8Wq2kpEYlT1iIjMU9W/3Nbk4AeqOB+AvzDeQX7ATYNEK0w7Pxq4BW+08+2BO4EDbgvJw43ANUAb4DYR+UVVR7isCUw4xAygDDAbE/LiBe7CeUYDl+ORNsLiXaxBwmKxnPOISCVM/LUPqCEiNVR1oMuyAM8aS9YDqZiXnd+AQ+7KMahqLxGZDFQHPlbVJSJSChjloqyHgC8wbuLDXdRxPMYB3wDNMC7HXvHeGAo8CWxxW0ge7sMYmG7DGLlcf4kWkTjgBozxppqI3KKqfVyWlQI0EZHbgO+AYsA+dyWBiNwAPCoiUc53Txi6VLW1k7g40ADnhcSIazFhVA0x4UrlMG2/m2wF5nlthhRVnSUimzHt6L0YY44XDBJxqioiUhLY44SkeoEUzPPmAed7HN7Jb2HxINYgYbFYzge+xmTI3u+2kLx41FgyAvPidRXGBXoccL2rigARuRAz2lIQqCAiN6jqq+6qYhxwM9BLRNYAX6jqZJc1ZZGkqv1E5CJVbSMi090W5LBZVX9xW0ReVHWniAwhx6OkNiZm3E0+B37BW8abMZiRz5aY0fXRzrLbvIzJybPTbSGBiMgHGKPgQZwwBMDVmVIcvsDkmclKlOrH5JRwkwLAEhFZ7uhBVe91VxKIyCJM2MYk4D5V3eaypCzaYYzzu90WkoevMe8QWe2WVwwlFo9iDRIWi+V8YIuq9nJbxAnworGkiqo+LCLNVPUbEenmtiCHiZgZSTzTOVPVGY4hYgnQGZOg0SsGCZ+IlAZinelJi7ktyGGXE560iJxOh+uzk4jIGEyC2WggEjNa3MhVUcbzxgsz7wRSXFXHiMj9qjpTRHxuC3LYp6rT3BZxHKqpapWT75bvlFbVvFMpu00/twWcgP/DhLxVxxhxvGKQKOAYSxTTlvq9YMABQlTVCyFAln8J1iBhsVjOB74Rkf7AiqwVquoV90EvGku8migrUVW9YhwBQEQWY8rnY6Cdqi53WVIgvTH5LT7EdK69kBARcmavKO389croWTVMroYRwAsYA5jbLBeRu8ltvFntriQQkWrO33JAhsta2jmLqSIyEliAhwxdwFwRkazkqR5ilYiUVdXtbgsJoILbAk7AfZhQjTnAsyLymaq+5rImgK5uCzgBS0WkIbCYnHsx1V1JFi9jDRIWi+V84G5MTHh157tXOkDgTWPJi+ROlPWku3KyWSoit5O7c+Z2zPMATLKz64ELReRHVf3RTUEicjEwGNPxn4hxMwYzpZ7rqGpvESlD7mSbXuCwM9NNtKruEZEItwUBdZ1PFn7A7bwITwDvY9rTibifyLWM8zdrVo3SJ9rRJQ4C80TkCDkzR3ihzjcDNovIHnJG193WlfWM9mHq/T68kXvgXqC5qqaLSDgwE/CCQWIR8BJm+uvVmLAlL9ASuCngux+o7JIWy78Aa5CwWCznAymq+qjbIk6A54wljtuziEhJj8Wm1nc+WfiBFi5pAUBVx4vIF8AVQDdMIsQL3dSEifHvjQnR+A4Tr74b+AEPvNyLyGigMd4KjQBYICJdgO0iMgEPvCOp6hWB371gJFHVZZjr5wlUtTeAEzpyKyYnT4JHEgSDaRuKqWq620ICUdWL3daQF1V9PmvZuZ5euYa+rOunqmkikua2IIcxmDDGjzFGgLGYnEauoqp1nOtXEtirqq56UVm8j+sPW4vFYskHNonI85iZLLJG1t2cbi0QzxlLnKk02wMFRQQAVa3hqiijobnbGvIiIt8A5YEfge6qOtNlSQDpqvozgIg8oaprnOUj7srKpjreC43ImvEmFkgGriNnxN01nHvxaXK8SdIwHW43tExU1dtFZAc5hlMvjfiPwmT2nwU8KCJXqurTLmsCWAOUwjt5BwAQkVqYDm05TCLQNqq6yGVNgQa3MkAlt7Tk4U8RmQhMB5pjPAi9QHFVfctZXux4ELqOiFyOqVsHgaIi8kjWM8liOR7WIGGxWM4HwjEv8Vkv8m7P/x6IF40lT2BCEDyRaFNEPlXVu0RkC3k8SFS1vEuysngRk6W+Mjm5EdwmMOfH0YDlkPwWcgK8GBqBiPTIs6oe4PYUm49gZpZ5ETPjhmvhU6qa1dlpoKrZiWWz8kl4gFqq2tBZfkNEZruqJoemwEYR2Yt3QiMA3gQedqZPrgsMx2h1k8A8G8nAILeEBKKqXZxpZasDY1R1ituaHCJFpLQzQ1ApINRtQQ59gWaqut2ZHetLwBokLCfEGiQsFss5j6q2DvzuxK97BS8aS5Zikm16xc3yHudvU3KPMnohJlWAzzBhN/Ei0ktVP3JZU00R+QQzeh247LqXi0Pe0AivvET/5fz1YcJcvGDA2aOqO0QkVlV/FxHXDCQiEo8JRxogIs9iyikE6E/uPBdusVZEKqnqBhG5ANjstiAAVb3IbQ0nIERVlwCo6mIRcT2kRFUrAYhIMWC/qroewgggIhUxxogo4DIRuUxV3TZWgskfMVNEDgKFMAZML5CRlSxVVbeJyNGTHWA5v7EGCYvFcs4jIr0xidciMC8UqzEu467jUWPJVGC9iKwjxyXbzUR6IiJlMUnEnianIzQIM4rtJk8Bl6rqEcfdfyrgtkHizoDld0+w7CYfYOaozwqNmOuuHIOqjgj8LiLfu6UlgIMicivgd8I3SrqopSgm500pTJI/MN44b7umKDeNMTNHbMYYTlKywkvc9EjwYmiEQ5qI3IgJQ2gBpLisBxFpgalPocDnIrJJVUe7LAtgPCYHz063heRhv6pWFpESjrdZS7cFORwSkceAPzB1a5/LeiwexxokLBbL+cB1mJfBocAQvPMC7VVjSXtMp/aAyzqyuABohYkpbuOsy8TEjLtNpqoeAVDVw14YCXKSknqZ0arazFn+xlUlATizk2RRFpMbxG0eBqpiEqZ2AVzLN6Oq04HpInKJqi50S8eJUFUveEwdDy+GRgC0xRh5s2Z58sLoel9MB/YL4FVMrgYvGCSSspKnegERaY7xeHtKRIY460KAzkC8m9oc7seEmb2CqVtt/n53y/mONUhYLJbzgb2qmuK4Pa8VkSi3BQXgRWPJVmCeqmaedM98wOlgTxOR+qo6z209eVgnIoPJGQla57KefwOJIjIUEy+eCaCqI92VBJgZSEoBu4C9wMsiEqWqSW6IEZESwAFVXSQi9wLLcDGZnogMU9XOwHARyZvLpYlLsrIRkUZAawKmk1XVa9xVBXgsNEJEwpwZI3YA9+F4wbmpKYBMVd0nIn5VPSoih90UE2Ck/EtE7iF3rqfVrgkz+Z1KAwXImfY2E3jONUWAiJRT1a2YdjRwwKAkHslJZfEm1iBhsVjOB7aKSBtMR6gfJtbSK3jRWFIAWCIiy8l5+br37w/JFy4Qke/I6XBcoKp1XNbUBuNRchVmJKiru3L+FWTNRFLKVRUOIhKOMQhegHHJLg8sBq4Gljuf/NbUEROelCwi04GLMDku/oMZfXSDl52/rTHhNl7jTcx1vB1jvPFEslS8FxoxDhNyo+SZLQX38/KsdZ7RxUWkG7DJZT2BYVztApb9gGthjKq6HFguIqOcxJFFMHkbXDXgYNqspzHl5sfUK3C5vCzexxokLBbL+UB7IA6Tpb4VJg7aK3jRWNLPbQEnoDcmZ0M7zNzrXoiXjcZ0FLNeBO/FvPBbTsz7bgvIQw/gryyXfxHxAe8BpZwXfzdoBVTDTGO5EohT1XQRcS0cR1Wzkn6+FxBy4yUOqOp4EblaVXu5WVZ5yBsa8bCbYrKMy6paSURCMaPXuzziEdcBUz5/AkdwOYxEVa8I/O6Vjr+IXIIJZWkgIv8D3gEOiEgXVXUtDC5gmt0hgTpE5M4THGKxANYgYbFYznFE5GJVXS0itwBFMJZ6r0zPCMZYUo4cY8ldrqoxLAOuIcD1GWMAcJs9qjpdRNqq6nsi8oDbgoBJwEZyZmjwiuuzl/kUU04hQCVgDeBmB/eKwA62MyVpOaCEi5qSHLf6AyKizjKA6zMh4N2QG7+I1ASiREQwLu1e4CpVvSPri4g8jvHmcBUR+S8mTHA/UEhEHlVVt6dmLAB8C3yFMUaUwUUvicCOP3AjJjGw6x1/TG6Gh1Q1TUT6YkI/1wLf42JeHscTqClwj4g0dlaHALdgZqOyWI6LNUhYLJZzFhF5BDNifQXwICamsRHGpfAVF6UF8mKe77eKyKXAp6qa5oYgYCImuWYt4CjgSgz9cUgTkaZAhIj8Hzmxs27iU1WbsOs0UNWsF9WsEccRf7N7fnC8keG7cDnhphNKEpJn2QtTpHoq5CaApzEJgd8EPsGMGruGk3PgZuAKEclyVw/BtKuuGyQwnkENVXWXiJTC1He3DRIfY2YkuR3jTTISYxx3i8CO/yvA9RgDqqsdf0xekqXO7FPRWUlmRcRtL5clQHFMSJc66zKBCa4psvwrsAYJi8VyLnMvcIOzfFhVR4jIBxh3UK8YJOpgHt7TMcaSOEyysWsA1zwAVLWDiIzBuM/+4ZaOPHTEuLG/irl+vdwSIiJZ8enrnZGgwGRnqW7p+hdyEKjisoZkEamiqoEJSYsDiW4JAipgXuizYrCzll33wFHV3iJyA6bzr6r6tduaHNoGuIxf6qoSww+Ytrw4OUa3TLyT+Havqu4CE44jIofcFoSZWvYb4ElVfVBErnVZT96O/wLwRMc/xPl7LfALgIgUAGJdUwSo6hbgAxH5MDAEyCPTmVs8jDVIWCyWc5qADPmfOt9dz9ydhyKqepuzPEJEflLVB0TkTzdFiUhBTH4EPyaO3QvEYTqJhYABGI+JMqq6wwUtWQnhfORO1uWFxHCeRkRmkVN2JXFeqF3kBeAbERkFrMcYSNriXvJIVLWSW+c+GU6um4swht2HRKS5qnZxWRZAdREpoqqemK5YVfeLyHJVvRrAMeKkqOp2l6VlcUhEfsSE412GCXV5FUBVX3BJUwTwDLBARGrg/rPHkx1/4BcRmYF5Jt4sIlUwHkGfuisrm55OYl4vTWdu8TDWIGGxWM5lIkXEp6p+VX0XshPWeantKyIiJVR1j4gUBwo77tluzrYxHJM88idgC6bj4QUGYsI0FgJ1MdnqI0VkuKoOyU8hXu4w/gsITCp7NCBZoiuo6gIRuQoT1nUdJmb9Gmf6OsuxtFDVpgAi8gYw22U9WdQA9orIbozBy6+qZd0S40zV2kdEqgPPY+rWThFppKp93dIVQKBnyzbXVOTmGeBWjAfcfRivODfxZMdfVQeIyGRMMtK9WbpUdZKbugLw4nTmFg/jpZdyi8ViCTZTgP4i8ryqZjrGiL7Oeq/QE5jjuMvGAI9hXspGuyVIVb/IWhaRz1XVC668YGayuEpVkx0Pjs8xscZ/YF568g0RqYh52boDaOxoOQLcr6pe6aB5lXBMuYUDPhEpq6rt3RSkqtvw7uwyXiNcREIcl2xPhJEAqGqF/2/v3sM1Hev+j79nJlE2iYhJG5RPSNoIybat8DyplEb7CWn7hNFGPA8ReZBQNtmUzZBd+ZUSRdmWHm0w5IPsEiqh7GYws35/nNc9c1vWWjNNmfNcaz6v41jHfd3XrHWsz2Et97qv73We32/tDINMBtbu+g/sRNlG8mdKD44WChJnUyYVLdY7Ybt248E7gK9TVsFV7eECbV/42/593/EfaGcrELQ5zjwaloJERIxlX+4+/iDpb5S9vGcBe1ZN1cf2OZJ+ROkIf5ftAcre4wVO0lLAbrb3lHQJ8DxK5/otbHsuX74gLGf7EZi99eY53ZueGlkOBY7rRjF+ldLv4zpKU7ZNawQaRU6kXGxsCNxJ/WXZzeq6+R9UO8cgpwGXSfolsB6NNKyTdOGgU49RVnjta/vWBZ+ImbYf6rYe/LW3tUzSzApZhnI+5TWrt8VlgPqTEFqbwNP6hX+rWhxnHg1LQSIixizbM4HPS/oiZYTf3/rG5zVB0iaULRITgDMk3Wa71uqIr1G6ZAPMBFan9Ef4Em2MIz1H0kXAFZQxbOdK+ijw+5G/7CmxqO3vd9tsnt8blydp/Fy+LspIy/0lvcT25K74FUPbQtIh3WtZK84BzqM0mD3O9rTKeXpuAy6jNAh+LfAfwC8oq83eUCHPhK7Iuw1lKgPdONlFKmQZyt9tf7h2iH4NTuCJ+bMj8ALmjDN/z4ifHQu9FCQiYszr3sxX3ac+gn2AjSkrN/ajvKGuVZBYuW+E5YDtGZSL/r0q5XkC23t1y2dXB6bavqobV3dMhTi96QdvAC6E2cWIZ1XIMtqMk7QCsISkxYFlagdq2HLAnZJuYU5fhA0qZzrO9oZAK4WInhf0XWBb0nttHyfpA5XyHAxcDdxN6T+wLmUFwicr5RnsvG4ryXW9E7ZbmagEbUzgaZqk51EaPC9HGdd9te0r6qYC4P8o41tPtn147TDRvhQkIiLqmmX7XkkDDUwAmdB33H/n7MEFHaSfpH148j51SXqn7f+ukQmYJukUSnf6HbqxZvvTFSdiRHsDbwdOBm6hbOGIoW1VO8AQHpJ0CGXSzCwA29+sGwmAp0t6C2VVxAaUXherUKlBsO1zgRf1nkt6FFivdhPXPhsBi1L6SEB5ja1akGhwAg8we2XLIZTGqTcAO1faBjTYNymFrz0pP7sTKOPDa9uSso3xAknXAsfYvqxypmhYChIREXXd1O2xXFbS5ynLjmt5VNIKtu/uvdnq7mTX3uZya+XvP5QplFFw+9meJmktynaXw+rGGhWWsn1kd7y8pHdXTdO2JzQABSYCVRuAUpoyAjy3aoon+xBwIOXCcRqlqeT6wC4VM83WyjjSPkvYfmPtEIM0NYGnzzGU6RoXU3oE1doGNNhiti+UtIdtS5peOxBA93M7SNLplOlYPyAr4WIEKUhExJgn6U/A8sBfKb0kplO2cHy8t/e/oo9T3jhfCjwE7FAxy1cofRr2BW4CVgG+COxWMRPAb2z/VtLrK+eYrWs+em7f82uAa+olap+krYDXAZMk9bYdjAfeRv1meq1qrgGo7b0lbQmsWZ76/83taxYE23+Q9N90d7Ft3wzcXDlWy6ZJeg/wW7oVaLZvqBGk+7kNdR7bX1rQeYawmO3vd8dnS9q5apo5ZnSrgiZIWp/y3qa6bpvUBymrLo/niSsuI54kBYmIWBhcDOzV3UFYlTJq80uUJeO1CxLn2H5z5QwA2P5p1xl7J8pd2NuBj9n+Td1kbE550zz4Tc0A2SIxmlxFmXTzCGW5P5Ql/01MaWhUcw1AuxVdL6EUUT8oaSPbUyrHQtKngUmUprdTJJ3ewoQSSevYvrLv+Sa2L6qZqbN299EzQGliXMOnKNM+TqWM/hw38qcvcE+TtJbta7rVcK3YETiIcqNlCvCxunFmW5tyw6eF6VwxCqQgERELg5V6fxi7u2gv6GZj196KAHC/pLfxxP3YVe5Sdd/7asqqjWbY3r97fH//eUnL1UkU88P2H4ETJJ3UnRpPmYZw3fBftdBrsQHoxrZfByDpUOCXlfP0TAI26kbxLkLZWlKtICFpI8pqjZ270cBQ7hh/AnhZrVw9tjfrfy7p6bWyACtSCs+TgFdSmjyfabtq/6I+nwaOlzQR+BOlEFCd7TskHQAIuNb2LTXzSNrK9jmUPhubdFPEgGb6zESjUpCIiIXBXZK+QnmDugFwt6Q3AY/WDNWNhFsZ+Ezf6Zp3qZrWLev9JGU//eKUeWK74/sAABpwSURBVPCrV8qy8XD/1lin+hbtT1lK/0LgVZTtUx+smqhdLTYAXUTSeNuzKHeyBzecrWVcb6yz7cckPVY5z33ACpTGkSt252YBn62WqE83MnkX5vQneQxYrUaW7ud2DmXL4BLAO4BTJD1su/rISNu/BV5TO8dg3fbKzYBfAZ+W9D3bB1aMtGz3uMKg8628RkSjUpCIiIXBByh3NN5K2ee/F+UuzKRagSR9EtgVmAnsafvHtbIMJmlc1yOhNVtSZpsfTGkeWbOB5OClsb1C0qLAsxd8nFFlQ9ufk/Qz25tJuqB2oFZ1xa1egWv5mln6nAZcJumXwHq0s+XmMklnApdQem5U7epvexqlT8Mxtu+smWUYO1AaNO4BnMETC+M1vZrSa+aFVN5SKelM29tIuos5F9XjKON3J1aM1rM5sK7tWZImUCbMVCtI2D6hO5xpe9/e+W6bV8SwUpCIiIXBDMqy4t91z9dt4C72dpRllksBJwHNFCSA84Am+loMcl83GnWprh9IlXF+ALZnF7MkLQMcQSl2Ta6VaRSZIGld4NZumXi23gzSdwHUvwKhiQsh2wdLOg94KXCs7Wtr5umxvWvXbHN14Nu2f1g7U+eNkr5AKVb2foarVM4EcI/tuyQtafvnkqo1j5T0GsoNgjdRLqpPAXaqXRi3vU33uOLcPreSO4Algb9TVrpUnUoi6SPA9sDqkrboTk+gZPtCtWDRvBQkImJh8F1K06c/MucNfu2CxHTbjwL3VN67O5Sm+lr0+ZOkDwGPSNoHWLpyHro3XV8DDrX9jdp5RokTgcMpxZv/BQ6tG6c9LV4ASVqM0uz2MEoDwvcA0yVNsX13xVwTKBc93wG2pdxVnyDpQtstbH/7HPAflL8/Lfm7pK2BgW77Rs3C4BXA7ymF+UcpBfE3d1M2dq8VStK3GGa7ge0Wis8TgRskXUXpV/KopMsBbG8w4lc+NU4GLgB2B/alvN+aBfylQpYYRVKQiIiFwXMr/XGeV611FF+OhvpaSDrN9raUbTcvoBSYPkJZZVIr0xLAIZS7sW+1/YdaWUYb20dImkr5WX7R9kO1M7VG0qkMfyFU6/f+MOBBSjPSbwD/B1wLHEnpc1HLZMoF0AqUIuo4yla4Sytm6nez7ZtqhxjC9sCLgc9TJjTsVDFLq2Mhe9uRPkbpQXUZpZfEutUSPdG7agfoZ3sGZeXb8cDWtg/rXusPokzKihhSChIRsTC4XtLExvbxrinpFMqb594xUPWCo/f9N5P0LMoe3psb6HS+HIDtmZTGflCKATVdAzyDcrf/I5Jm/0PNO3qjgaR3UvatPw04XdJA/37jAOCo2gGG8ELbb+lWSmwEbNM1j9y1ZijbxwDHSJps+/iaWYbxsKRzKVsGB6CZ14jxwKrAWsDVlNf7Kvp6DzTF9nkAkna1/b/d6csk1R4X3vOkZsC2q2296XMY8KHueE/g28CwjaAjUpCIiIXBRsDtkv7aPa++Dxt4d99xUxcfDV4wrippv6H+oeIb+70qfd+xYBdgfcry7H2BK7vH6Ni+CGZP4tmTshz7BmCfirFmdY+vA35luzfF4hmV8gz2/G4Sz2yNXJz9qHaAYXwPuA3obbdpsZFxK5aQ9HrKqqANgFa2WfZ6RoyjTCwaXzFLv8dtXwdg+2ZJs+b2BbFwS0EiIsY82y+pnWGw3gVHo1q7YHyYshS7JScBWwAP2v555SyjzYDtGV2ha0BStmwM73jgImAqsAnlTuN/VsrykKQdgW0oIxnHU7ZL3F4pz2C9C+vWLs6mUpb598Zr1i6G94yz3epWidZMphQDv07pdbFt3TiF7aP7n3crcVpwW3cT4ReU7S1/qpwnGpeCRESMWZL2sL3vUPuxa2+LaNysxi4Y725wSe+RwLMod85ebfvg2oFGkYu7/ydXknQU8KvagRq2rO3Du+PfSdqmYpadgN2As4ETgM0ozRo/WjHTbA1fnH2Xckf9eZTmm3cCp9YK09dE+WZJrwV+w5ytJI9WyjS4Mek4SkHpRy00JrV9PX39GiQ10XRW0mp9T1ek9OVpwYcprxdbANeRFXAxFylIRMRY9oPusaktEaPAJYMuGP+vcp5fV/7+Q1nD9kaSFgHOBVKQmAtJT6Pc3f8JZQTibyhLjresmatxz5C0gu27JT2XctFWhe17KBMjei7sPpow6OJsIvD8WlkGeZbtTSQdC3yK8vtfk5kzUrb/Yn8AqDWOdKjGpLOASyrleYJuJOrHKIWlZ1K2T61ZNVTRX4SbTmlOWp3t6cDXui1nH6Q0tFyjbqpoWQoSETGWrS1p7dohRhvbu0vanHLB+Hvb51TO08SbrEEeA+ia+rWyNLx1U4HHKRcd36MsfT6WjP0cyZ7A5ZL+ASwJ7FA5T8uOZs5KuJmUEYQt6PXaWNz2I7XHPNteuf+5pKfZfrxWHhgVjUk3B1aiNFP+KnBE3TiF7c0AJC0NzLT9QOVIAEhaA/gkpVfWWQzRfDOiXwoSETGWrd49rgc8Qhnb1dvLe2KtUK2T9CLgZZRmda+S9KpGmsPF6Laq7XW6C7JfAzOAzWz/vnKuZtn+CbCKpOd0KxRiGN10oHUpF0Jvpp2+M9/rmm1eJemXQNWLRkkrAacBW9m+D3iXpP8C3tHAJKqfSPossFjvRCN/e/7WbWNc0vZNkp5ZM4ykVwHHUfozbEVZBXq/pCm2fzDiFz+1ud4JfIKykuRbgGw3saUr2paCRESMWba/ACDpx7ZnLwuXdH69VKPCqZSGlnfP7RMXYhtKupOytHiZvuMWJri06h9Q9ql3q0rebPveypma1BVt9gPeSdne8oCk7wD71L6bDdD9/J5GWZGwve0jK2Z5OjAJ+DjwKLAUsLLtR2pl6mf7G71jST8EbqwYB8rF64FdMQLbp0p6rDtfq2FqzxnAT4E/Vs4x2B2SJlMau+5P+R2r6cvAB7sVel+m9Gq4kbJ9sFpBgnKj52vAV23/rStQRMxVChIRsTBYXtLStu+XtCywbO1AjXvY9t61Q7TMditj30arP6cYMaKDgbuA1W1P7/Zi7wYcBHymarJiNeB84A7K1q6abqUUUd9n+0ZJ57ZSjACQtCWl/0D/XfWajRqXtH12/wnbZ0pq4ffqAdt71A4xhI9SepKcAXyI+lM2xtu+WtJEylagXwM0MF7zxZSGlpdIugZ4TuU8MUqkIBERC4MvA1d2+7CXojTQikH6msL9WdIknth9/YZqwRokaVFKF/HDKA30vkbZgjDFdlaWDG1NSadQVpL0joFMvRnCq21v0Hti+x/AnpJ+XiuQpP+hbIc4iNL74w7K6+n1tTJ1DgW2A17UNY4cVznPYPsAO9POirPh/vu08N9tmqT3UJogVv/b09eI9z7bP+vOnUH5natZlOj1LdqcsqKk9zdpyWqJANt3UVZ27SfpDcAOkm4Bzmq0F1Q0IgWJiBjzbJ8FnCVpecpe0Jm1MzWqv2P3jn3HA9S9o9eiw4EHKW8Mj6BMIrmWMg707RVztezdfceZfDOyGcOcr3kHdGtK8e1oyqjW/SnjPy8Gvl4rlO0DgAMkbQJsD7xG0gHASban1crV517bF9UO0ecKSZ+2fVjvhKRPAVdXzNTziu6jp/bfnl4j3hUlrQncQundULsR708lXUZZtfGfklal/O05rW6sOWxfAFwg6TnA+2vnibaNGxgYmPtnRUSMYpLeRLlD1d8oKxfYw5C0Vf9kDUnvtn16zUytkXSe7bdIWgy4E3hut5/3Utsb1s4Xo1u3EuJNPPmu9fm2N13ggQBJP6MUIt4J3Gr7jZLGAZfbfm2NTEPpJg68H5hs+5UVc/SKultTVpP8mjl3/b9ZMdeilBVd/0lZtbE0cB6wa0tbXaD0B7H9aMXvf+UQjXjf30IjXkmrA3/pejWsCrzc9vdq54qYH1khERELg0Mo+65ba5TVFElbARsA20nqLRcfD7wNSEHiiXp3ql8H/Mp2b7TfMyrlibHlhTx5SsQ45oy1rGFb4B3AG4F3dHdoHwV+VjHTk9i+n7KC6fDKUVbsHq/oHleoFaSf7RnAxyR9mtJP6Z4WGqUCSPoosAtlEtY4ysjU1Ub8oqdWs414+4sitv8A/KFinIh/SQoSEbEwuN32T2uHGAWuojSheoSyL3wc5cL7OzVDNeqh7g7oNsAp3ZvVycDtdWPFWGB75doZBrP9F+ZstfmqpCuARW1fWDFWs3qNgbtVJFtTLqyv7V99VlNXRG2lr0XPDsCmwB6UBpItNNrsSSPef0LXiPeFwM22H6qdJ9qWLRsRMeZJ+jYwnSc2yqq2ZLZ1klYBVqIUcm6tHKdJ3b7Y3YDbKHt3NwP+C9ipa+wVEUHXaHMJ4BeUFVV32N6lbqo2dSO6N5d0ou0PSLrY9sYV8/wZuIBSnH99dwykEe9IJG0DfJFy4/t0yjjsfeumipZlhURELAxu6R6bWDLbKklLUMbnLUsZpfcSSX8BJnVd/qNj+x7gc32nLgQu7PZnR0T0rGV7ve74UEm/rBlG0rdsf1jSR20fPfevWKD+LmlrYKDbvrFc5TxpxDt/dgbWB34M7Atc2T1GDCkFiYgY82zvLemNwMqU/bwZYTm0rwBn2D6xd0LS9sCBlDns0ZF0mu1tu+NdbR/c/dO5ZCJJLCQkjbddc/LHaHCTpJVt39JNeqq9resVkg4E3iXphf3/YHv3Spl6tgdeDHwemAJ8rGaYxqajjCazbM+QNGB7QFK2bMSIUpCIiDFP0n6ULQirU5qwfQGYVDVUm9a2/cn+E7aPlfSRWoEatnzf8ZZAryAxeCpCxHyT9AHK69WidE0tba9SOdO7gAldpgMl/a/tg2pmatxrgesl3Q48D5gh6S7Kz3JihTxvp2wd2YonN06t7VTgWOBq27vWDhPz7RJJpwArSTqKMhY7YlgpSETEwmBD2xtL+pntEyRVvevSsMeGOd9EB/aG9Rch0pgp/p0+B/wHbU0ImgJsQWl2+3zgfCAFiWHULiAN1vUFulXSxcBSwBrAjbZ/VzVYMYXSHHgvSecBx9q+sXKm+CfZ3l3S5pS+Xdfb/kHtTNG2FCQiYmHwNEmLUfalTgBm1g7UqHslrWP7yt4JSesA6Sz+ZAPDHEf8O91s+6baIQaZ3j0+0C3LXrJqmsZJWpPSf2BpYCowrZFJG1sD7wV+Cewm6fTaK11sXw98tttScigwrSucfKH/71K0qXt/NYFSrNyW0ltpgqQLbWcrYwwrBYmIWBgcAvya0iDrCuCrdeM0awrwfUk/p8w0Xxl4I+UObTzRmt2S1HGDjteoGyvGmIclnQv8jjkTgmrv87+F0qTuU5L+h/KaGsM7DPgwcAxwHKXPTAsFie0oqwcfl7QIcDmVV7pIeivwIeClwMmUsZ+LAD8C1q6XLObRZGB3SgNxU/4mzgQurRkq2peCREQsDH4BbEhplnULZYpEDGL7VknrUnoirAL8CvhiZogPabju6+nEHv9OP6odYDDbH5K0hO0HJV1p++7amVpn+6auwd9fJT1QO09nnO3HAWw/Jmm4LXsL0vuAI23/vP+kpL3rxIl/hu1jgGMkTbZ9fO08MXqkIBERY5akl1GaiB0AfLY7vSxlmsQrauVqme3pwFm1c7Qu3ddjAZlKmXCzBmU60JF148zZgiBpaWCqpFa2ILTq3m6E5eKS3gPcXztQ51JJZwKXUAr2l1XOA7D84GIEgO3vVsgS8+9iSV+grG4ZB0y0nUldMazxtQNERDyFng28B3guZarGJOBdwBE1Q0VEzKOjKauVfgK8iDKBoLbeFoR7KFsQ9qqapn0foWx/uwdYp3tene0pwLcoF43ftr1b5UgA90l6m6SXSlpN0mq1A8V86Y0O35Dyu59VqTGirJCIiDHL9iWU8VPr2v5V77ykTSrGioiYVy+xvXF3fLaky6um6TS6BaEpgy6m+5evP4dGGgXb/iHww9o5+ixH6RvRMwCkGeLo87Dt/SW9xPZkSZfUDhRtS0EiIsYsSRtSljrvIqnXyHIC8AngZdWCRUTMm8UkPdP2w5KeQXn9qq3VLQitOXrQ8wHK8vVcZA/D9mYAkhbtns+omyjm0zhJKwBLSFocWKZ2oGhbChIRMZbdD6wILErp+jwOmEXZlx0R0bpDgaskTaMUV/eqGwcoWw52p7EtCK3pXVwP1o2gbo6kZ9u+r9L3Xg04mNJ0+kzge5Qx3TvbPqlGpviX7E0ZK3sy5Wd64sifHgu79JCIiDHL9jTbewOvA34MrEpZHfG8qsEiIuaB7anAesCXgQ1sn1ori6SVusMVKFsQdga+SdmCEINIOq3veNe+f2picoqkw/uO30Ld8a3HU3qTXEbZQrI+ZSrWJypmivm3ru2jbH/f9vJdv5KIYWWFRESMWZKeTmlk+QlgBrAUsLLtR6oGi4gYgaQ9bO8r6VTKEv/eeWxvVynWLt3H0czZfgDZgjCc5fuOt6SsAIA5/91q+4ekrwBLULYwbl4xy+O2fwIg6b9s39gdP1gxU8y/LSQdYntm7SAxOqQgERFj2a3AqcB7bd8o6dwUIyJiFPhB93hU1RR9bO/SHX7Vdi8fkt5dKdJo0l+EGBj2sxYg21+UdCDwYtubVo4zq+94et9xVnKPTssBd0q6hfL7PmB7g8qZomEpSETEWHYosB3wIknH0s6dqYiIkawnab1h/u2iBZqkI2kryva3SZJe250eD7wNOL1GpsYNDHNclaS7mJNnHPDc3jnbEyvFWlPSKV2e/uM1KuWJf81WtQPE6JKCRESMWbYPAA7oxnxuD7xG0gHASban1U0XETGsFYc5X/PC9ipgWeARwN25WcB3qiVqW5MX2baH+92qqX+VzVHDHMfoMRM4hPK7fgOl30zEsFKQiIgxz/ZFwEWSlgbeD5wEvLJuqoiIYVVrXjmCu2yfIOl0ygVHjKzJi+zBfUn61epP0v2NjrHjGOBI4GJgU+A44A01A0XbUpCIiIWG7fuBw7uPiIhWDW4c2VOzgeSJlC1w1/HkpparVMrUrIYvsrPqIJ5qi9n+fnd8tqRdRvzsWOiNGxhoZltbREREREQ8xSQtA7wFWIRSXJpoe/+6qWIskHQJ8HHb10haC/i67U1q54p2ZYVEREREREMknWl7myEaENZsPAiApDdR9oQv1jtnO2M/R58zKfv716JMtni4bpwYQz4NHC9pReBOYMfKeaJxWSEREREREfNE0jTgM8Afe+dse/iviBZJutD26yUdT2n6fLHtDWvnirFB0nLAqsANtu+tnSfalhUSEREREQ3pLhKHZHvygswyhNtt/7Ryhvg3kLQYsDhlFc4SlePEGCHp45Si5TTKhJl9bJ9cOVY0LAWJiIiIiLasAzwTOBm4nCc3t6zpL5KOAn5Lt53E9jfrRor58A3KReP5lNUul9aNE2PIDsDLbU+X9EzgIsprWcSQUpCIiIiIaIjtl0t6GfA+4POU8Xkn276pbjIAbukeV6iaIuaLpLVsX2P7rL5zZ9j+R81cMab8GXi8O34E+FvFLDEKpIdERERERMMkbQx8Cni+7fUrZ5lq+701M8T8k/RzYCXKXesfAz/pRmJH/FtIOh+YSFnd9UrKJJfrAGxvVzFaNCorJCIiIiIaJGkp4O3AJMpe/xaWPS8q6eWUCQ2zAGw/WjdSzCvbm0paFHgtsCmwoyQoTS33qZktxowjgPu646k1g8TokIJEREREREMkvYtShHgB8F1gJ9u3Vg01h4D/1/d8AFilUpaYD7ZnSPo1sAywJPAqyp3siH+HKZnYEv+MbNmIiIiIaIikWcD1wFXdqdlv1lpZ8ixpGeA+23kjOYpI2gXYElga+Cll28alth+rGizGDEnfBy4AzJxVVOdXDRVNywqJiIiIiLZsVjvAcLp+FkcAE4AzJN1m+7jKsWLe/TelCLE/cFEKEfEU+Bvwiu4DSkE1BYkYVlZIRERERMQ8kXQxsDVwFvBW4DLbr66bKuaVpEWAjYAtgI2Bu4BzgR/Zvr1mthg7uilBawA32P5d7TzRtvG1A0RERETEqDHL9r3AgO3pwAO1A8W8s/2Y7QttT7G9LnAksB1zxrlG/EskfQo4BtgA+KakKZUjReOyZSMiIiIi5tVNkvYHlpX0eeC22oFi3klah7JCYiPgpZQ+JScA76uZK8aU7YCNbD/erci5HDiocqZoWAoSERERETGvdgK2By4FHuqOY/Q4ADgP2Bf4bZqSxlNgnO3HoazIkZQ+JTGiFCQiIiIiYl59zfYne08knQh8oGKe+CfYfkPtDDHmXSrpTOASykqcyyrnicalqWVEREREjEjSJ4A9gGUoXfQBxgHX5SI3IvpJ2hJYHfi97R/WzhNtS0EiIiIiIuaJpN1t71c7R0S0R9KOwPFd/4iNgDVtH1U7V7QtWzYiIiIiYl4dJWkSsAhlhcRE2/tXzhQRlUnaC3gZcDLwOPBHYGdJy9v+Us1s0bYUJCIiIiJiXp0J3AC8HHgEeLhunIhoxFuB9XuNUm3fKmlbypSNFCRiWONrB4iIiIiI0cP2TsD1wJuAZ1eOExFteHDw1BbbjwEPVMoTo0QKEhERERExzyQtBiwODABLVI4TEW14RNIq/Se652lYGCPKlo2IiIiImFffAD4DnE/ZI35p3TgR0YjPAWdLugC4GXgB8Bbgg1VTRfMyZSMiIiIi5omk99qe2h0vZfsftTNFRBskPQt4GzARuA04x3a2bMSIUpCIiIiIiHki6SLbm9TOERERY0O2bERERETEvFpU0m8BA7MAbG9XN1JERIxWKUhERERExLz6XO0AERExdmTLRkRERESMSNIetvftjle0fVftTBERMfpl7GdEREREzM3r+46nVksRERFjSgoSERERETE344Y5joiImG8pSERERETE3AwMcxwRETHf0kMiIiIiIkYk6e/AtZTVEWv0HQ/Y3qBmtoiIGL0yZSMiIiIi5ubltQNERMTYkxUSEREREREREbHApYdERERERERERCxwKUhERERERERExAKXgkRERERERERELHApSERERERERETEApeCREREREREREQscP8fnFG2PMK8jg8AAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 1008x864 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.clustermap(corr_matrix, method='ward', cmap='RdBu', annot=True,\n",
    "               vmin=-1, vmax=1, figsize=(14,12))\n",
    "\n",
    "plt.title(\"Correlations Between Aspects of the Alabama Fan Experience\")\n",
    "\n",
    "plt.tight_layout()\n",
    "\n",
    "plt.savefig('images/clustermap.png')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "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": "3.7.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}