{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "L'objectif de ce fichier est d'etudier  le pouvoir d'achat des ouvriers anglais du XVIe au XIXe siècle c.-à.d le Sujet 2 du Travail pratique avec évaluation par les pairs du Module 3 du Mooc: Recherche reproductible : principes méthodologiques pour une science transparente."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "import matplotlib.pyplot as plt\n",
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [],
   "source": [
    "data_url = \"https://raw.githubusercontent.com/vincentarelbundock/Rdatasets/master/csv/HistData/Wheat.csv\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
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       "      <th></th>\n",
       "      <th>Unnamed: 0</th>\n",
       "      <th>Year</th>\n",
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       "      <th>3</th>\n",
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       "      <th>5</th>\n",
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       "      <th>6</th>\n",
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       "      <th>7</th>\n",
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       "      <td>1600</td>\n",
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       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>9</td>\n",
       "      <td>1605</td>\n",
       "      <td>33.0</td>\n",
       "      <td>5.69</td>\n",
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       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>10</td>\n",
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       "      <th>10</th>\n",
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       "      <th>11</th>\n",
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       "      <td>6.01</td>\n",
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       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>13</td>\n",
       "      <td>1625</td>\n",
       "      <td>33.0</td>\n",
       "      <td>6.12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>14</td>\n",
       "      <td>1630</td>\n",
       "      <td>45.0</td>\n",
       "      <td>6.22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>15</td>\n",
       "      <td>1635</td>\n",
       "      <td>33.0</td>\n",
       "      <td>6.30</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>16</td>\n",
       "      <td>1640</td>\n",
       "      <td>39.0</td>\n",
       "      <td>6.37</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>17</td>\n",
       "      <td>1645</td>\n",
       "      <td>53.0</td>\n",
       "      <td>6.45</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>18</td>\n",
       "      <td>1650</td>\n",
       "      <td>42.0</td>\n",
       "      <td>6.50</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>19</td>\n",
       "      <td>1655</td>\n",
       "      <td>40.5</td>\n",
       "      <td>6.60</td>\n",
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       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>20</td>\n",
       "      <td>1660</td>\n",
       "      <td>46.5</td>\n",
       "      <td>6.75</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>21</td>\n",
       "      <td>1665</td>\n",
       "      <td>32.0</td>\n",
       "      <td>6.80</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>22</td>\n",
       "      <td>1670</td>\n",
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       "      <td>6.90</td>\n",
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       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>23</td>\n",
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       "      <td>7.00</td>\n",
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       "      <th>23</th>\n",
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       "      <td>7.60</td>\n",
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       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>26</td>\n",
       "      <td>1690</td>\n",
       "      <td>40.0</td>\n",
       "      <td>8.00</td>\n",
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       "    <tr>\n",
       "      <th>26</th>\n",
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       "      <td>1695</td>\n",
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       "      <td>8.50</td>\n",
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       "      <th>27</th>\n",
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       "      <td>9.00</td>\n",
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       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>29</td>\n",
       "      <td>1705</td>\n",
       "      <td>32.0</td>\n",
       "      <td>10.00</td>\n",
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       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>30</td>\n",
       "      <td>1710</td>\n",
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       "      <td>11.00</td>\n",
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       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>31</td>\n",
       "      <td>1715</td>\n",
       "      <td>33.0</td>\n",
       "      <td>11.75</td>\n",
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       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>32</td>\n",
       "      <td>1720</td>\n",
       "      <td>29.0</td>\n",
       "      <td>12.50</td>\n",
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       "    <tr>\n",
       "      <th>32</th>\n",
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       "      <td>13.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>34</td>\n",
       "      <td>1730</td>\n",
       "      <td>26.0</td>\n",
       "      <td>13.30</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>35</td>\n",
       "      <td>1735</td>\n",
       "      <td>32.0</td>\n",
       "      <td>13.60</td>\n",
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       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>36</td>\n",
       "      <td>1740</td>\n",
       "      <td>27.0</td>\n",
       "      <td>14.00</td>\n",
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       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>37</td>\n",
       "      <td>1745</td>\n",
       "      <td>27.5</td>\n",
       "      <td>14.50</td>\n",
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       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>38</td>\n",
       "      <td>1750</td>\n",
       "      <td>31.0</td>\n",
       "      <td>15.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>39</td>\n",
       "      <td>1755</td>\n",
       "      <td>35.5</td>\n",
       "      <td>15.70</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>40</td>\n",
       "      <td>1760</td>\n",
       "      <td>31.0</td>\n",
       "      <td>16.50</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>41</td>\n",
       "      <td>1765</td>\n",
       "      <td>43.0</td>\n",
       "      <td>17.60</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41</th>\n",
       "      <td>42</td>\n",
       "      <td>1770</td>\n",
       "      <td>47.0</td>\n",
       "      <td>18.50</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>43</td>\n",
       "      <td>1775</td>\n",
       "      <td>44.0</td>\n",
       "      <td>19.50</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td>44</td>\n",
       "      <td>1780</td>\n",
       "      <td>46.0</td>\n",
       "      <td>21.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44</th>\n",
       "      <td>45</td>\n",
       "      <td>1785</td>\n",
       "      <td>42.0</td>\n",
       "      <td>23.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45</th>\n",
       "      <td>46</td>\n",
       "      <td>1790</td>\n",
       "      <td>47.5</td>\n",
       "      <td>25.50</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46</th>\n",
       "      <td>47</td>\n",
       "      <td>1795</td>\n",
       "      <td>76.0</td>\n",
       "      <td>27.50</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47</th>\n",
       "      <td>48</td>\n",
       "      <td>1800</td>\n",
       "      <td>79.0</td>\n",
       "      <td>28.50</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48</th>\n",
       "      <td>49</td>\n",
       "      <td>1805</td>\n",
       "      <td>81.0</td>\n",
       "      <td>29.50</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49</th>\n",
       "      <td>50</td>\n",
       "      <td>1810</td>\n",
       "      <td>99.0</td>\n",
       "      <td>30.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50</th>\n",
       "      <td>51</td>\n",
       "      <td>1815</td>\n",
       "      <td>78.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>51</th>\n",
       "      <td>52</td>\n",
       "      <td>1820</td>\n",
       "      <td>54.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>52</th>\n",
       "      <td>53</td>\n",
       "      <td>1821</td>\n",
       "      <td>54.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    Unnamed: 0  Year  Wheat  Wages\n",
       "0            1  1565   41.0   5.00\n",
       "1            2  1570   45.0   5.05\n",
       "2            3  1575   42.0   5.08\n",
       "3            4  1580   49.0   5.12\n",
       "4            5  1585   41.5   5.15\n",
       "5            6  1590   47.0   5.25\n",
       "6            7  1595   64.0   5.54\n",
       "7            8  1600   27.0   5.61\n",
       "8            9  1605   33.0   5.69\n",
       "9           10  1610   32.0   5.78\n",
       "10          11  1615   33.0   5.94\n",
       "11          12  1620   35.0   6.01\n",
       "12          13  1625   33.0   6.12\n",
       "13          14  1630   45.0   6.22\n",
       "14          15  1635   33.0   6.30\n",
       "15          16  1640   39.0   6.37\n",
       "16          17  1645   53.0   6.45\n",
       "17          18  1650   42.0   6.50\n",
       "18          19  1655   40.5   6.60\n",
       "19          20  1660   46.5   6.75\n",
       "20          21  1665   32.0   6.80\n",
       "21          22  1670   37.0   6.90\n",
       "22          23  1675   43.0   7.00\n",
       "23          24  1680   35.0   7.30\n",
       "24          25  1685   27.0   7.60\n",
       "25          26  1690   40.0   8.00\n",
       "26          27  1695   50.0   8.50\n",
       "27          28  1700   30.0   9.00\n",
       "28          29  1705   32.0  10.00\n",
       "29          30  1710   44.0  11.00\n",
       "30          31  1715   33.0  11.75\n",
       "31          32  1720   29.0  12.50\n",
       "32          33  1725   39.0  13.00\n",
       "33          34  1730   26.0  13.30\n",
       "34          35  1735   32.0  13.60\n",
       "35          36  1740   27.0  14.00\n",
       "36          37  1745   27.5  14.50\n",
       "37          38  1750   31.0  15.00\n",
       "38          39  1755   35.5  15.70\n",
       "39          40  1760   31.0  16.50\n",
       "40          41  1765   43.0  17.60\n",
       "41          42  1770   47.0  18.50\n",
       "42          43  1775   44.0  19.50\n",
       "43          44  1780   46.0  21.00\n",
       "44          45  1785   42.0  23.00\n",
       "45          46  1790   47.5  25.50\n",
       "46          47  1795   76.0  27.50\n",
       "47          48  1800   79.0  28.50\n",
       "48          49  1805   81.0  29.50\n",
       "49          50  1810   99.0  30.00\n",
       "50          51  1815   78.0    NaN\n",
       "51          52  1820   54.0    NaN\n",
       "52          53  1821   54.0    NaN"
      ]
     },
     "execution_count": 45,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "raw_data = pd.read_csv(data_url)\n",
    "raw_data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Unnamed: 0</th>\n",
       "      <th>Year</th>\n",
       "      <th>Wheat</th>\n",
       "      <th>Wages</th>\n",
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       "  </thead>\n",
       "  <tbody>\n",
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       "      <th>0</th>\n",
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       "      <th>1</th>\n",
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       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3</td>\n",
       "      <td>1575</td>\n",
       "      <td>42.0</td>\n",
       "      <td>5.08</td>\n",
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       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4</td>\n",
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       "      <td>5.12</td>\n",
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       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5</td>\n",
       "      <td>1585</td>\n",
       "      <td>41.5</td>\n",
       "      <td>5.15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>6</td>\n",
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       "      <td>5.25</td>\n",
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       "    <tr>\n",
       "      <th>6</th>\n",
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       "    <tr>\n",
       "      <th>7</th>\n",
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       "      <td>27.0</td>\n",
       "      <td>5.61</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>9</td>\n",
       "      <td>1605</td>\n",
       "      <td>33.0</td>\n",
       "      <td>5.69</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>10</td>\n",
       "      <td>1610</td>\n",
       "      <td>32.0</td>\n",
       "      <td>5.78</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>11</td>\n",
       "      <td>1615</td>\n",
       "      <td>33.0</td>\n",
       "      <td>5.94</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>12</td>\n",
       "      <td>1620</td>\n",
       "      <td>35.0</td>\n",
       "      <td>6.01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>13</td>\n",
       "      <td>1625</td>\n",
       "      <td>33.0</td>\n",
       "      <td>6.12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>14</td>\n",
       "      <td>1630</td>\n",
       "      <td>45.0</td>\n",
       "      <td>6.22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>15</td>\n",
       "      <td>1635</td>\n",
       "      <td>33.0</td>\n",
       "      <td>6.30</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>16</td>\n",
       "      <td>1640</td>\n",
       "      <td>39.0</td>\n",
       "      <td>6.37</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>17</td>\n",
       "      <td>1645</td>\n",
       "      <td>53.0</td>\n",
       "      <td>6.45</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>18</td>\n",
       "      <td>1650</td>\n",
       "      <td>42.0</td>\n",
       "      <td>6.50</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>19</td>\n",
       "      <td>1655</td>\n",
       "      <td>40.5</td>\n",
       "      <td>6.60</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>20</td>\n",
       "      <td>1660</td>\n",
       "      <td>46.5</td>\n",
       "      <td>6.75</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>21</td>\n",
       "      <td>1665</td>\n",
       "      <td>32.0</td>\n",
       "      <td>6.80</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>22</td>\n",
       "      <td>1670</td>\n",
       "      <td>37.0</td>\n",
       "      <td>6.90</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>23</td>\n",
       "      <td>1675</td>\n",
       "      <td>43.0</td>\n",
       "      <td>7.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>24</td>\n",
       "      <td>1680</td>\n",
       "      <td>35.0</td>\n",
       "      <td>7.30</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>25</td>\n",
       "      <td>1685</td>\n",
       "      <td>27.0</td>\n",
       "      <td>7.60</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>26</td>\n",
       "      <td>1690</td>\n",
       "      <td>40.0</td>\n",
       "      <td>8.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>27</td>\n",
       "      <td>1695</td>\n",
       "      <td>50.0</td>\n",
       "      <td>8.50</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>28</td>\n",
       "      <td>1700</td>\n",
       "      <td>30.0</td>\n",
       "      <td>9.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>29</td>\n",
       "      <td>1705</td>\n",
       "      <td>32.0</td>\n",
       "      <td>10.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>30</td>\n",
       "      <td>1710</td>\n",
       "      <td>44.0</td>\n",
       "      <td>11.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>31</td>\n",
       "      <td>1715</td>\n",
       "      <td>33.0</td>\n",
       "      <td>11.75</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>32</td>\n",
       "      <td>1720</td>\n",
       "      <td>29.0</td>\n",
       "      <td>12.50</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>33</td>\n",
       "      <td>1725</td>\n",
       "      <td>39.0</td>\n",
       "      <td>13.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>34</td>\n",
       "      <td>1730</td>\n",
       "      <td>26.0</td>\n",
       "      <td>13.30</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>35</td>\n",
       "      <td>1735</td>\n",
       "      <td>32.0</td>\n",
       "      <td>13.60</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>36</td>\n",
       "      <td>1740</td>\n",
       "      <td>27.0</td>\n",
       "      <td>14.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>37</td>\n",
       "      <td>1745</td>\n",
       "      <td>27.5</td>\n",
       "      <td>14.50</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>38</td>\n",
       "      <td>1750</td>\n",
       "      <td>31.0</td>\n",
       "      <td>15.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>39</td>\n",
       "      <td>1755</td>\n",
       "      <td>35.5</td>\n",
       "      <td>15.70</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>40</td>\n",
       "      <td>1760</td>\n",
       "      <td>31.0</td>\n",
       "      <td>16.50</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>41</td>\n",
       "      <td>1765</td>\n",
       "      <td>43.0</td>\n",
       "      <td>17.60</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41</th>\n",
       "      <td>42</td>\n",
       "      <td>1770</td>\n",
       "      <td>47.0</td>\n",
       "      <td>18.50</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>43</td>\n",
       "      <td>1775</td>\n",
       "      <td>44.0</td>\n",
       "      <td>19.50</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td>44</td>\n",
       "      <td>1780</td>\n",
       "      <td>46.0</td>\n",
       "      <td>21.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44</th>\n",
       "      <td>45</td>\n",
       "      <td>1785</td>\n",
       "      <td>42.0</td>\n",
       "      <td>23.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45</th>\n",
       "      <td>46</td>\n",
       "      <td>1790</td>\n",
       "      <td>47.5</td>\n",
       "      <td>25.50</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46</th>\n",
       "      <td>47</td>\n",
       "      <td>1795</td>\n",
       "      <td>76.0</td>\n",
       "      <td>27.50</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47</th>\n",
       "      <td>48</td>\n",
       "      <td>1800</td>\n",
       "      <td>79.0</td>\n",
       "      <td>28.50</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48</th>\n",
       "      <td>49</td>\n",
       "      <td>1805</td>\n",
       "      <td>81.0</td>\n",
       "      <td>29.50</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49</th>\n",
       "      <td>50</td>\n",
       "      <td>1810</td>\n",
       "      <td>99.0</td>\n",
       "      <td>30.00</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    Unnamed: 0  Year  Wheat  Wages\n",
       "0            1  1565   41.0   5.00\n",
       "1            2  1570   45.0   5.05\n",
       "2            3  1575   42.0   5.08\n",
       "3            4  1580   49.0   5.12\n",
       "4            5  1585   41.5   5.15\n",
       "5            6  1590   47.0   5.25\n",
       "6            7  1595   64.0   5.54\n",
       "7            8  1600   27.0   5.61\n",
       "8            9  1605   33.0   5.69\n",
       "9           10  1610   32.0   5.78\n",
       "10          11  1615   33.0   5.94\n",
       "11          12  1620   35.0   6.01\n",
       "12          13  1625   33.0   6.12\n",
       "13          14  1630   45.0   6.22\n",
       "14          15  1635   33.0   6.30\n",
       "15          16  1640   39.0   6.37\n",
       "16          17  1645   53.0   6.45\n",
       "17          18  1650   42.0   6.50\n",
       "18          19  1655   40.5   6.60\n",
       "19          20  1660   46.5   6.75\n",
       "20          21  1665   32.0   6.80\n",
       "21          22  1670   37.0   6.90\n",
       "22          23  1675   43.0   7.00\n",
       "23          24  1680   35.0   7.30\n",
       "24          25  1685   27.0   7.60\n",
       "25          26  1690   40.0   8.00\n",
       "26          27  1695   50.0   8.50\n",
       "27          28  1700   30.0   9.00\n",
       "28          29  1705   32.0  10.00\n",
       "29          30  1710   44.0  11.00\n",
       "30          31  1715   33.0  11.75\n",
       "31          32  1720   29.0  12.50\n",
       "32          33  1725   39.0  13.00\n",
       "33          34  1730   26.0  13.30\n",
       "34          35  1735   32.0  13.60\n",
       "35          36  1740   27.0  14.00\n",
       "36          37  1745   27.5  14.50\n",
       "37          38  1750   31.0  15.00\n",
       "38          39  1755   35.5  15.70\n",
       "39          40  1760   31.0  16.50\n",
       "40          41  1765   43.0  17.60\n",
       "41          42  1770   47.0  18.50\n",
       "42          43  1775   44.0  19.50\n",
       "43          44  1780   46.0  21.00\n",
       "44          45  1785   42.0  23.00\n",
       "45          46  1790   47.5  25.50\n",
       "46          47  1795   76.0  27.50\n",
       "47          48  1800   79.0  28.50\n",
       "48          49  1805   81.0  29.50\n",
       "49          50  1810   99.0  30.00"
      ]
     },
     "execution_count": 46,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data = raw_data.dropna().copy()\n",
    "data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {},
   "outputs": [],
   "source": [
    "x=data['Year']\n",
    "y1=data['Wages']\n",
    "y2=data['Wheat']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 83,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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yg1TM707AZRHl7qr03jER742p6bzXI30PDWouuaA/5YP4TXfOfRyn7O34A2TWcc79xDlnweONWsb6Ad9tF/zJwcgYRUdHPJ/qnKvtvAnd0W93M/tZgrJfE/9SwlSLvNvgYTFLpc7R+PG5AB5zzq2OU3YK/tcngEFm1jRO2dXOuafjvD8r4vkhCbOM7gTKu/X/wzlXuft+pJtrWEcm/SXWG85f+vR48G9rYl++E3J7alIC5y8LGRv82wR4yMxGU769LsFfqlEbWpZJMrP2+MsTAB5KcCwB38U/ZGB16qqL+mogl9edrfgGBoCOZpbO89nQsaUe0D2N9UTWlcwxNhn/DM4X4gntj95OcOwB32C2IXhe03U0XfXdHuscx/nLH0OXW9b0uFkdqTw/OC34+wPll/7WpQIgtG7Oc3Hu9OycewnfSwags5kdGKss/kebf8V5PxXnPj+n/PL7hxPskyfVsI5skq5t7U7nfEtPFK9FPN8ETI0TZ17E85g3JgrFTfDd6U4gdBn/iZXe2xzxvFOCeqQOZNt4AJL7Ku8EKvuwBjEjTwBnxyvonPvYzN6l/NrwndlkyscQGoXvHRYWnKCPrFQ+LjPriz/5ORTfG6E5sfcTexN/3IE3nHNbE9WZLPN3URwFHIU/GWlF+bgc0XJLt0Mjnr8Qr6BzbpuZzcJf594Af4363BjFEzVWRp5AtY5ZKr4eEc9fTlD2FfwXv2w9XnzonHs3QZlZlJ/U98CPoRDNRvwvwynjnJtuZvfhx4gqoHw73AycmsSXxUS0LJPXJ+L59lh3I4oQeSekRCfL2VBfdeXsuuOc2x7sUwfi98XPmr9T2KzqblNm1gV/rDwcf7lGC8rH6qmsVseWFB9jkxHrOBPKZ+8gD4DPk1hHwfcwaU4N1tE015fMsTMfaGxmjV0Nx6BLUkrOD8ysA358KPDnVF+kIdfqSnraIsqExuU5DD9mWzSlzrktceJk9NzHObfKzNaSmfPJlEvzthZvvMLIse9KnXPfJ1k20TJNtLy+M7NF+DEP9zSzfVz5WHGL8D3LWgG/N39H2/uAxXEa1iSDsuLEQnYezrkZaQgbeSvS95Mo/z4/ggYp51yJmS3B3ymoo5n1rPTrwdGUH0hfdc7FPLENfpF7AN9lN1ktEryfqDdA0szsTPxlE3FviR0hUW6pEHlb4FgnWJEiy8S7pfBXCeJEHtxremvayG0qbgOAc+774KQsr4Z1pVuiBozKZeLd2viTNJ2cnI8/SYrcL/3OObcqBbG1LJOXF/H8nOCRrJp8Acp0fdWV6+vO7/GXRO6Ov7HJIGCLmS3E//L+MvCKc257tA+bWX18j8hxVBwIOp4aHVvSdIxNRqLjcF7E8z5UbERNpLbbRKrrq+6xM50NUqk6P4hsDMmWG/b8KM59IsrkZIMU6d3Wvo7zXuRyileuctlEyzTZ5dU7eL4XwQ2UnHObzWw8fh9cH3+DoPHA12Y2H98APNM5tzSJOiQN1CAluSCyEWJzzFLl4l12sLOZjG+QAt97KLJBanSlcvFMpfxEeQv+DleL8QNSbsaPnQF+EMLQ3cDqJ4gZ75eupJnZcVTsxv0GvqfcavyvOaED2q6UX/KSKLdUiLzrWjLr3MYYn60sE5ecNot4nuvbVHXzbxazVIrW2Sg240+MQg1SZfi73qSClmXyWiYuEtMuNfhMpuurrpxed5xzK82sCD/o+qn46WmCv8V5X/zlsJ+Y2Z+cc3dHCXEj5Y2E2/C97d7Aj6e1GX9ZIPheHZcFz2t6bEnHMTYZifZpO9M2kU3DNaTq/KBFjDJ1Sec+uSEbtrVULtNanR845x4ys/eBq/E9a+vjf8w4Lnj82cyKgQudc6+kJmVJlhqkJBdE7mDijb0Tkmwvmp3Bg/jr3HcBhpnZBcEv2S3x44OAPxmIeTtVMysATgr+fQd/h5Oov6qaWV1ce31N8NcBw5xzj0YrFFzSl0kbIp4ns85FHhw3xCyVGZEniE1JfNKVym0q1WO9VHefUBcn9Rfib00c0hiYYma/SEGPLC3L5EWWP8E592Q1P19dma6vunJ+3XHOrQXGmtl5+Iajw/G/kPfH57sX8E8z2985d0noc2a2O37AXPA9M450zq0kiuA28TWW5cfYyHXgFudctNvI53J9dSVV5wffxShTl3amc59Esm6fVw0727ZW6/MD59z/gF+aWSv8caIXcCTQE99A1Q2YZWYnJDHmlqSQBjWXXPBJxPP9kiifTJmdgnPua+Cp4N9WlDdCDaN8fKXHnHPxvrgdHfH8TwkGeWxfo0RryMx2o7wH2MuxGqMCGc0NfwvikAOSKB9Z5pOYpTIjsv794xU0s0Yk7rIe6qWWzC/mbZIoUx1x849SJqPzPhifZmLw7xeUD+I5CPhdCqrQskxe5L4tE1/8M11fde00645z7gfn3Fzn3J+dc4OBtsB5lPc8ujAYZD7kSMp/lL0lVmNUoLbHlqw9xqJtIl1SdX6wNuJ5JsaVS8aP4twnyTKRl5wl2u+l+niZyM62raXs/MA5t84594xz7krnXG/8OG33BG/XA/5W8zSlJtQgJblgUcTz/vEKBr1kktlp7UwiL8cbFfwdHeP9aPaMeB5vnKl6+DuUZFJSuQUGJREv1H042fFC4lkQ8TzufAnGKjkq+Hcb/lKNuhSZ+1ExS3mRX9xiWRf8bWJmMcceMLN9iD+GRE3sa2aJtvnI/cbCFNcfUzBuzIOUn6iOwTcWfxP8f6OZFdayGi3L5EV2w090A45USHV9qdx/wc617lTgnNvinLuD8uNfPfyv4SGpPrbEk7XH2OAmAqEvrn2DnmM7TX11KCXnB8Hd+ULzq6eZ7VHDfCIvnart/iPpaQtE3rFtQcxSmZH0Pi+4I2CiRvh1Ec9jjmloZo2B2h7rQ5I6DuyE21qi5dWc8sHzP48Y0Dyh4C6cZ+N7sAL8zMx+UqMspUbUICW5YDbl3ZZPMrN4A9n+lh/fev085b8EDDSzfvjupwDvOufi3mWHitdlx7vN9EgyP6BtUrmZWRv8AIWJhHqKNUnBbcJfony9PLnSr++VjQJCB7eZzrlkroVPpycpP6k5O8ptpiP9XxLxInsXxGs0Pj/Oe7URsyt6sFxCY7d8A8xJUw7R3AJ0DJ7f7px7NugdcVbwWiPgweCOLzWlZZkk59w7wPzg3+5mNrQmCdZhfaH9V6ouI9nZ1p1o1kQ8j2xQS/bY0g8/HlVtZPMxFuD+4G8jyi+R35nqqwupPD8IjY25CzChhvlE9pKv7f6jlPKG1b5mdlisgmZ2FOV3yl7unEtmEPR0eonyywaHmVm8hvELk4gXuc+L12ByJsldcpaM6hwHdqZt7QgzOzTO++dQfmXI49UNHgyf8EHESxrWKIN+bF/cJQcFB+fQgKS7Ag8HLeEVmNlgkjtpxsw+MzMXPHom/kTtpavO4A5CDwT/1sf3yAiZkkSIyF4GV0QbL8PM+uPvRpRpH+IvcwI4yswGVC4Q/BL/BMl1h14d/G0IdK5NYsFlkHcE/zYBpkf7BSpY1qHuvw64qTb1pkLwq2vogL0PMNnMqnQ3N7MrSa53wMyI51ebWZWxLszsZOI0NtTSODM7NUqdLYFHKD9JuTPNt/qOrPtEyhuelgPh8Wucc49T3j38EOAvNa1Hy7LaLqe8Eea+YDnFZGY/M7Pba9FomMr6Qvuv9sHlzLWSy+uOmR1gZhODW5vHKtMSOC3ipdKI55HHvd9G+zXczPKpeDytqWw+xoLf/4SOs+PN7E9mFvPLmJm1NrOLzaxXrDJZVl/Gpfj84G+U96o9x8z+EOsHNTNrFu08ifJ9B0DXJCYhpuCLeyhPAx4ys7wouRxIeYMI+JsI1Klgufwz+LcZsb9PjKT8+B1P5D7vQjPbs3IBM+sL/LkG6cZSnePAzrStGTDNoowXG+w/JwT/bgVuq/T+iWY2LtoxKaJMPuV36PuSipemSpqp9U9yxZ/w4yPtj7916Uozuxd/G9xm+JPlk/CDk67EX14AtbzDg5mdjT9RjxTaoTUws+sqvfelc+7W2tRZQ5OBS4PnoV98dlDxZCCWF/C35T0Q/+X4LTO7G3/71Gb47tZD8Dv5R4BTUpd2fM45Z2Z/x/+yUw+YaWZT8b0OtuC7QI/BjxdyP3B6gpAvR5R50Mxux9/9LLSevOmc+yDqJ6P7E/ALoAj/K+BKM7sPWIr/RaofMJzyfe2kJHqsZcrv8Pm1AU4GCsxsCv5kp23wWl9gBb4B78CoUbwX8V/2CoECoDhYhz4MYh2Hn09L8I3K8WJV1xtAB/zyPAV/97oN+HX5N5R3o19B+VhOaRWcMIXuDFkGnBal8eQC/Pw9CP8lY6Zz7ilqRssySc65V8zsIuCv+P3b42b2v6Cu1cAPwG748Vr6Uj6G3eVZUN/LQZkGwFNm9i/gc/wXWYDFzrkvonwunlxdd3bF30XvcjN7Az822ypgPf6W5YfgG6NClzg945xbFvpwcIe+WfheDXvi993/CKZzl2CahwfT/AC+91JNZe0xFvxYlGb26yDPpvi7Fo4ys8fwjekb8Xd7+xl+4Pgj8fNlcC7UV4dScn7gnPvczEbgezQ2BK4FTgvm19v4y/za4efVcfj9xMuVwryMn88AtwcNSO8HnwVY45x7qxrTdg9wPPBL/D57WTBtC/ANBz3x52ahXkGPOeemVSN+Ok3A534Awb4t+D7xFn69Gxw8PsPvB2M2zjjnVpnZ00H5vYDFZnYnfrm0xF/SeBL+0rlS/E0Xaivp48BOtq3NwH8PXG5m9+CPI43w+/DTKL8r6TVR1uX2+Ibdv5nZy/j1dA3+e0Rb/DIegr/hDMCfgx/7JVOcc3roUasHfifoCH44qWGMz4IYb8Up0x5/wuliPL7EN1ZNj3itSYL6HNAzTp1vxKkv2iNe/knVWYt5+HqlXJ6vxmfzK+VX+bER/8XkgojXTogSpyji/VuSrPuWiM8URXm/Af5ELN58n4Y/qIT+nxGjrkb48RlixbmgUvl1weslcfJvjT9BiJffduB6wGLESHq+1WQex4lViD9RipX3u/gvUSXB/+vixDoY/4tSrFgl+MbdhLGSyLtV5LLGn+R9EafuZcBeceIlXM6Vyp8QZ52pB8yKeP+3ceJ0wQ+KGtp/tdOyrPWyTCon/FheX8epJ/LxGdC4lttarevD36L6wzifq7JP3lnXHXyDVzLz0uEb/5pHifFT/JghsT63Fd9gF3N7T3YfQuqOsRW2lxh1zYgo06qa68HKJOfpZuDwWm4Tta6vOtNa0/lSyzprfX4QEas/fniGRPPq8Rif/2+cz9xSqWwy23pj4KEk8pkMNIwRI+H6XJOySSzDffE/aMfK+XN8I0XCZY1vDHwrTqw1+O0/VetftY8DZHBbq+YyTbS/q/A+/oeoeLn/NUY95yc57duA60iwLeqR+ocu2ZOc4XzPlULgYvxA5xvwt6l+E999uMj5X5dC3aLLnHNb6iLXOjI5wf8xOf/LcRH+V/y38V+Sv8PP27/h5228O9yljXNuG35A4DOAufhfwL/HH5CfAI53zg3Hf3lIFOt7/C9LV+F/IVlHLXvROee+dc4NwB8sH8P3uPoev36+BdwJFDrnrnDBkTFbOOdK8b/YX4P/tWwzfv6WAH8Eurkkx3xwzr2J3z7/gm84LgtiLcRfStvTVWOQyepwzr2OX39vwq+zm/DzP1R3N+dcpu7ucwnl4+c855yLeRmOc24JcGXwbxtgqpnVaMBZLctq1/Mw/keO84Fn8XezKsP3WPoc3+Pmb8AxwN6ulpd6pqI+5++q2h24Gf9r+wb8SXSt5OK645xbiv9V/yz8l+KV+GPWdvw6swrfa3aQc+4451yV2807P55bN3yPiWX4X8s34Rup7gZ6uBT1eM7mY2xIsB50Bobif+R5D7+ObQO+xfdImAyMAH4SbKs5U19dSOX5gXNuNn6dPw8/duin+POeMnxPnhn4gZlHxwhxAv5y2Xn4xvFa9QBxzpU5507F9/Saiu9xtTl4vIdfdkc458Y45xKen2WSc+5D/PZ4MVCMXx4b8fuRP+O3x/mxI1SI9SnQA7ga3/ttcxBrWfBakYvonZmC3Kt9HNhZtjXn3JXAAOA/+GPoD/iG/ieAo5xwCn6zAAAgAElEQVRzsYZt+Tt+nl2Cb5h9H7+/347/HlCM3w8XOOf+kG3n6j8GpnkuO5Pg2uiv8F1lFzjnYg62KCK5ycxa4U+iAJ50zp1Ql/mIiIiISOqY2QWUj7F2onNuRl3mI+mjHlKysxmJb4wCf3c+EREREREREckyapCSnGFmPSzObanN3575luDf7ZQPKiwiIiIiIiIiWUR32ZNc8jtgsJnNxI//ExqE9af4O1kMwt/dA+AG59y7dZKliIiIiIiIiMSlBinJNS3wd6I5Ocb7Dj/Q31Ux3hcRERERERGROvajHNS8TZs2Li8vr67TSKlNmzax6667Zm28VMT8/vvvWb9+Pd999x1lZWVs27aN7du3U79+fXbZZReaNWtG27ZtadKkSZ3lmKsxlWP2xsyFHNMRM168bdu2UVpaCkDLli3Zf//96yTHdMRUjtkbMxdyTEfMXMgxHTGVY/bGzIUc0xEzF3JMR0zlmL0x05nj559/ztq1awH42c9+RqtWrWodM1VyYdnUteLi4q+cc22TKuyc+9E9unXr5nY2s2fPzup4uRIzF3JMR0zlmL0xcyHHdMTMhRzTEVM5Zm/MXMgxHTFzIcd0xFSO2RszF3JMR8xcyDEdMZVj9sbMhRzTETMXcqxrwCKXZNuMBjUXEREREREREZGMUoOUiIiIiIiIiIhklBqkREREREREREQko3SXvcDWrVtZu3YtZWVldZ1KjbRs2ZI333wza+PlSsxcyDEdMZVj9sasTrzGjRuz995707Bhw5TVLyIiIiIikg5qkAqsXbuW5s2bk5eXh5nVdTrVtmHDBpo3b5618XIlZi7kmI6YyjF7YyYbzznH119/zdq1a+nQoUPK6hcREREREUkHXbIXKCsrY/fdd8/JxigRETNj9913z9leniIiIiIi8uOiBqkIaowSkVymfZiIiIiIiOQKNUiJiIiIiIiIiEhGqUEqi0ycOJFOnTpRUFBAUVER//vf/+KWHz16NNOnT49b5qqrruKll16qcU4TJkxg0qRJ1fpMs2bNEpZZs2YNnTt3rmlaNZJMXkcffXTK6pszZw7HHXdcyuJlwuGHH17XKdS5miy366+/Pk3ZiIiIiIiI7Jw0qHmWmD9/Ps888wyLFy+mUaNGfPXVV/zwww+1jnvNNddEfX379u3Ur1+/1vF3NtEa734M82r79u0AvP7660l/xjmHc4569bK3XXvbtm00aJD+3dz111/PFVdckfZ6REREREREdhbZ+03yR+bTTz+lTZs2NGrUCIA2bdqw1157Ab5RqUePHnTu3JmxY8finKvy+RtvvDFqmcheVHl5eVxzzTX07t2bxx57jPfee49jjjmGbt260adPH956662oua1cuZJ+/fqx3377cdttt4Vf//e//82hhx5KUVERZ599drhRA+DCCy+ka9euDBgwgC+//BKAJUuWUFhYSK9evbjjjjvCZcvKyhgzZgz5+fl06dKF2bNnAzBlyhROOOEEBg8eTIcOHfj73//OX//6V7p06ULPnj355ptvALjnnnvo0aMHhYWFDBkyhM2bNwOwevVqevXqRY8ePfjjH/8Yrm/jxo0MGDCArl27kp+fz5NPPhl+r127doDvJdO/f39OO+008vPzE05vyMyZM+nYsSO9e/fm8ccfjzo/p0yZwnnnnRf+/7jjjmPOnDmA78V15ZVXUlhYSM+ePfn888+rfP6bb77h1FNPpaCggJ49e7J06VKgam+2zp07s2bNGi699FLuvPPO8OsTJkzgL3/5S4Vp7NmzZ7j+kJtvvpkePXpQUFDA1VdfDfiebQcffDDjx4+na9eufPTRRxVyi1xXzz///PB62K9fPxYtWgTAV199RV5eXtR5c9NNN5Gfn09hYSGXXXYZACUlJfTs2ZNevXpx4okn8u2338aNOWXKFIYOHcrgwYMZOHAgn376KX379qWoqIjOnTszd+7cKvXGWm6x5mmkyy67jC1btlBUVMTw4cOB2OtKs2bNuPTSS+nWrRtHH300CxYsCG9bTz31VDj/448/nmOOOYaDDjqIG264AYBNmzZx7LHHUlhYSOfOnXnkkUeizkMREREREZFcoAapaC64APr1S+3jggviVjlw4EA++ugjDjzwQMaPH88rr7wSfu+8885j4cKFLF++nC1btvDMM89U+fzYsWMTlgFo3Lgx8+bNY9iwYYwdO5bbb7+d4uJiJk2axPjx46N+5q233uL5559nwYIF/OlPf2Lr1q28+eabPPLII7z22muUlJRQv359pk2bBvgvzl27dmXx4sUceeSR/OlPfwJg/Pjx3HbbbcyfP79C/FDj1LJly3jooYcYNWpU+E5hy5cv58EHH2TBggVceeWVNG3alCVLltCrVy/uv/9+AH7961+zcOFCSktLOfjgg7n33nsB+N3vfsc555zDwoUL+clPflJhHjzxxBMsXryY2bNnc+GFF0Zt5FuwYAETJ05k5cqVcac3pKysjLPOOounn36auXPn8tlnn0Wdn/Fs2rSJnj17UlpaSt++fbnnnnuqlLn66qspKChg6dKlXH/99Zx++ulxYw4bNqxC48Wjjz7K0KFDK0zjwoULK3zmhRde4J133mHBggWUlJRQXFzMq6++CsCqVas4/fTTWbJkCe3bt6/wuWTW1Viee+45ZsyYwf/+9z9KS0u55JJLADj99NP585//zPz588nPzw+vT/HMnz+fqVOnMmvWLB588EEGDRpESUkJpaWlFBUVVShb2+V244030qRJE0pKSpg2bRqrVq2Ku23069eP4uJimjdvzh/+8AdefPFFnnjiCa666qpwzAULFjBt2jRKSkqYMWMGixYtYubMmey1116UlpayfPlyjjnmmGrlKSIiIiIikk3UIJUlmjVrRnFxMXfffTdt27bllFNOYcqUKQDMnj2bww47jPz8fGbNmsWKFSuqfH7u3LkJywCccsopgO8l9PrrrzN06NBwL45PP/006meOPfZYGjVqRJs2bdhjjz34/PPPefnllykuLqZHjx4UFRXx8ssv8/777wNQr169cD0jRoxg3rx5rF+/nvXr13PkkUcCMHLkyHD8efPmhf/v2LEj7du35+233wagf//+NG/enLZt29KyZUsGDx4MQH5+frinyvLly+nTpw/5+flMmzYtPO2vvfYap556apX6nHNcccUVFBQUcPTRR/Pxxx9H7Yl06KGH0qFDB4C40xvy1ltv0aFDBw444ADMjBEjRkSdn/Hssssu4fGLunXrVqU3Tmh+DRs2DICjjjqKr7/+mvXr18eM2aVLF7744gs++eQTSktLad26Nfvuu2+VaYz0wgsv8MILL9ClSxe6du3KW2+9xTvvvANA+/btwz2qKotcV1999dWY62E0L730EmPGjKFp06YA7Lbbbqxfv55169aF15tRo0aFG8bi+fnPf85uu+0GQI8ePZg8eTITJkxg2bJlNG/evELZVCy3SHPmzIm5ruyyyy7hhqT8/HyOPPJIGjZsWGF9DuW/++6706RJEwYPHsy8efPIz8/npZde4tJLL2Xu3Lm0bNmyVnmKiIiIiIjUJY0hFc0tt9RJtfXr16dfv37069eP/Px8pk6dyrBhwxg/fjyLFi1in332YcKECeHeQyFlZWX83//9H8XFxTHLhOy6664A7Nixg1atWlFSUpIwr9BlhKEct23bhnOOUaNGhS8nisfMcM7FvCV9tN5J0equV69e+P969eqxbds2wF+WOGPGDAoLC5kyZUr48rdQ3ZVNmzaNL7/8kuLiYho2bEheXl7U+RWaV6Eck5neWNMYqUGDBuzYsSP8f2TdDRs2DMcIzevKos0vM4sb96STTmL69Ol89tln4cYsqDiNleu4/PLLOfvssyu8vmbNmpifKSsrq7CuXn755eEcInOLtW7GW0eiiRczMse+ffvy6quv8t///peRI0dy8cUXV+lVFqveePM0lnjrSuTyjbU+R8vHzDjwwAMpLi7m2Wef5fLLL2fgwIEVelWJiIiIiIjkEvWQyhKrVq0K90ABP25O+/btw1+A27Rpw8aNG6PeVS+ZMpW1aNGCDh068NhjjwH+S3RpaWnS+Q4YMIDp06fzxRdfAH5cow8++ADwjV2hHB588EF69+5Nq1ataNGiBfPmzQOocLlb3759w/+//fbbfPjhhxx00EFJ57JhwwbatWvH1q1bK8Q94ogjePjhh6vUt379evbYYw8aNmzI7Nmzw3nXdHpDOnbsyOrVq3nvvfcAeOihh6LGysvLo6SkhB07dvDRRx+xYMGCpKcV/Px69NFHAd8bp02bNrRo0YK8vDwWL14MwOLFi1m9enX4M8OGDePhhx9m+vTpnHTSSQnrGDRoEPfddx8bN24E4OOPPw5PeyyV18PIsbny8vIoLi4GiLl+Dhw4kPvuuy88Btg333xDy5Ytad26dXjcpwceeCDcWyqZmAAffPABe+yxB2eddRZnnnlmeB6FxFtu8eZppIYNG7J161bAj22VaF1J5MUXX+Sbb75hy5Yt/Pe//+WII47gk08+oWnTpowYMYKLLrqoynSIiIiIiIjkkqzrIWVm9wHHAV845zoHr+0GPALkAWuAk51z3wbvXQ6cCWwHznfOPV8Hadfaxo0b+e1vf8u6deto0KAB+++/P3fffTetWrXirLPOIj8/n7y8PHr06FHls61atWLUqFFxy0Qzbdo0zjnnHK677jq2bt3KsGHDKCwsTOqzhxxyCNdddx0DBw5kx44dNGzYkDvuuIP27duz6667smLFCrp160bLli3D4xfdeeednHvuuTRt2pRBgwaFY40fP55x48aRn59PgwYNmDJlSoWeUYlce+21HHbYYbRv3578/Hw2bNgAwK233sppp53GrbfeypAhQ8Llhw8fzuDBg+nevTtFRUV07NixVtMb0rhxY+6++26OPfZY2rRpQ+/evVm+fHmVWEcccQQdOnQgPz+fzp0707Vr16SnFfxA2yNHjqSgoICmTZsydepUAIYMGcL9999PUVERPXr04MADDwx/plOnTmzYsIGf/vSn4YHb4xk4cCBvvvkmvXr1Avwlpf/+97/j3m2w8roaOV0XXXQRJ598Mg888ABHHXVU1M8fc8wxlJSU0L17d3bZZRd++ctfcv311zN16lTGjRvHxo0b2X///Zk8eXLSMcE32t188800bNiQZs2ahcceC4m33OLN00hjx46loKCArl278o9//CPhupJI7969GTlyJO+++y5Dhgyhe/fuPP/881x88cXUq1ePhg0bctdddyUdT0REREREJOuEbt2eLQ+gL9AVWB7x2k3AZcHzy4A/B88PAUqBRkAH4D2gfqI6unXr5ipbuXJllddyyXfffZfV8XIlZi7kmI6YyjF7Yk6ePNmde+65NY6XzL5s9uzZ1U0r4zFzIcd0xFSO2RszF3JMR8xcyDEdMZVj9sbMhRzTETMXckxHTOWYvTFzIcd0xMyFHOsasMgl2f6TdZfsOedeBb6p9PLxwNTg+VTghIjXH3bOfe+cWw28CxyakURFRERERERERKRGsu6SvRj2dM59CuCc+9TM9ghe/ynwRkS5tcFrIiI5afTo0YwePbqu0xAREREREUkrc3HucFZXzCwPeMaVjyG1zjnXKuL9b51zrc3sDmC+c+7fwev3As865/4TJeZYYCzAnnvu2S002HVIy5Yt2X///dM0Rem3ffv2uOP71HW8XImZCzmmI6ZyzN6Y1Y337rvvsn79+rhlNm7cSLNmzWqbWlpj5kKO6YipHLM3Zi7kmI6YuZBjOmIqx+yNmQs5piNmLuSYjpjKMXtj5kKO6YiZCznWtf79+xc757onVTjZa/sy+cAPXh45htQqoF3wvB2wKnh+OXB5RLnngV6J4msMqczHy5WYuZBjOmIqx+yNqTGkflwxlWP2xsyFHNMRMxdyTEdM5Zi9MXMhx3TEzIUc0xFTOWZvzFzIMR0xcyHHukYujyEVw1PAqOD5KODJiNeHmVkjM+sAHAAsqIP8REREREREREQkSVnXIGVmDwHzgYPMbK2ZnQncCPzczN4Bfh78j3NuBfAosBKYCZzrnNteN5mL7LxWrFjB008/XddpiIiIiIiIyE4i6xqknHOnOufaOecaOuf2ds7d65z72jk3wDl3QPD3m4jyE51zP3POHeSce64uc6+t+vXrU1RUROfOnRk6dCibN2+OWu6Xv/wl69atq1EdEyZMYNKkSbVJM+OmTJnCJ598krDcmjVr6Ny5c9Jxq1se4De/+Q0rV66s1mcyIZXT3q9fPxYtWhT+/8MPP2TixIkceeSRtc4zW9VkXbjllltibqMiIiIiIiISX9Y1SGULM0vpIxlNmjShpKSE5cuXs8suu/CPf/yjwvvOOXbs2MGzzz5Lq1atYkTZuWzfvj3pBqlM+Ne//sUhhxxS12lk1L777suDDz5IixYt6jqVpGzfnplOkmqQEhERERGRmgq1FRQXFyfdZrCzUYNUlurTpw/vvvsua9as4eCDD2b8+PF07dqVjz76iLy8PL766isWLlxIQUEBZWVlbNq0iU6dOrF8+fIqsSZOnMhBBx3E0UcfzapVq6LWN3r0aKZPnx7+v127dgDMmTOHfv36cdJJJ9GxY0eGDx8eGkC+guLiYgoLC+nVqxcXX3xxuLfJlClTOO+888LljjvuOObMmQPAOeecQ/fu3enUqRNXX311uExeXh7XXHMNvXv35qGHHmLRokUMHz6coqIitmzZUqHeJUuWhOu94447wq9v376diy++mB49elBQUMA///nPqNO9bds2Ro0aRUFBASeddFK4geHll1+mS5cu5Ofnc8YZZ/D9998D5b2Htm/fzujRo+ncuTP5+fn87W9/A+C2227jkEMOoaCggGHDhgGwadMmzjjjDHr06EGXLl148kk/BNqaNWvo06cPXbt2pWvXrrz++uvheX7ccceFczzvvPOYMmVK3Hle22kfOXJk1MaVF154gV69etG1a1eGDh3Kxo0bq5S555576NGjB4WFhQwZMiQcZ9y4cRXWqVh3jrj//vspKCigsLCQkSNHAvDBBx8wYMAACgoKGDBgAB9++CFQdT0NxZwzZw79+/fntNNOIz8/n02bNnHsscdSWFhI586deeSRR6LOv8MPP7zK/Iu3zobcdtttfPLJJ/Tv35/+/ftXmFd9+vSpMK/y8vK44oor6NWrF927d2fx4sUMGjSIn/3sZ+FG5zlz5tC3b19OPPFEDjnkEMaNG8eOHTvYvn0748aNq7KeiYiIiIiI5Do1SGWhbdu28dxzz5Gfnw/AqlWrOP3001myZAnt27cPl+vRowe/+tWv+MMf/sAf//hHRowYUeWyo+LiYh5++GGWLFnC448/zsKFC6udz5IlS7jllltYuXIl77//Pq+99lqVMmPGjOG2225j/vz5ScedOHEiixYtYunSpbzyyissXbo0/F7jxo2ZN28eI0aMoHv37kybNo2SkhKaNGlSIcb48eOj1nvvvffSsmVLFi5cyMKFC7nnnntYvXp1lRxWrVrF2LFjWbp0KS1atOBf//oXZWVljB49mkceeYRly5axbds27rrrrgqfKykp4eOPP2b58uUsW7aMMWPGAHDjjTeyZMkSli5dGm5smDRpEkcddRQLFy5k9uzZXHzxxWzatIk99tiDF198kcWLF/PII49w/vnnJz3vIPY8r8m0N2/enDvvvLPC+1999RXXXXcdL730EosXL6Z79+789a9/rRLn17/+NQsXLqS0tJSDDz6Ye++9N+lpWLFiBRMnTmTWrFmUlpZy6623Ar4R7vTTT2fp0qUMHz48qXmzYMECJk6cyMqVK5k5cyZ77bUXpaWlLF++nGOOOaZK+TFjxnDTTTdVa50NOf/889lrr72YPXs2s2fPrjCv5s6dW2Ve7bPPPsyfP58+ffqEG9XeeOMNrrrqqgr5/+Uvf2HZsmW89957PP7445SUlPDpp59WWc9ERERERERynRqkssiWLVsoKiqie/fu7Lvvvpx55pkAtG/fnp49e0b9zFVXXcWLL77IkiVLuOSSS6q8P3fuXE488USaNm1KixYt+NWvflXtvA499FD23ntv6tWrR1FREWvWrKnw/vr161m3bl14jKFQL5dEHn30Ubp27UqXLl1YsWJFhbGZTjnllISfX79+PevXr49a7wsvvMD9999PUVERhx12GF9//TXvvPNOlRj77LMPRxxxBAAjRoxg/vz5rFq1ig4dOnDggQcCMGrUKF599dUKn9tvv/14//33+e1vf8vMmTPDl7MVFBQwfPhw/v3vf9OgQQMAZs2axY033khRURH9+vWjrKyMDz/8kK1bt3LWWWeRn5/P0KFDqzU2Vbx5XpNpP+WUU5g3b16F99944w1WrlzJEUccQVFREVOnTuWDDz6oEmf58uX06dOH/Px8pk2bxooVK5KejlmzZnHSSSfRpk0bAHbbbTcA5s+fz2mnnRaetsq5RXPooYfSoUMHAPLz83nppZe49NJLmTt3Li1btqxQNjT/evfuHa6jNiLn1RFHHFFlXoW2u/z8fA477DCaN29O27Ztady4cXg8uEMPPZT99tuP+vXrc+qppzJv3jz2228/Vq9eXWU9ExERERERyXUN6joBKRcaQ6qyXXfdNeZnvvnmGzZu3EjDhg0pKyuLWjaZ61EbNGjAjh07AD9W1Q8//BB+r1GjRuHn9evXZ9u2bRU+65yLWUdkXICysjIAVq9ezaRJk1i4cCGtW7dm9OjR4fcg/jQnU69zjttvv51BgwbFjVH582YW9ZLEylq3bk1paSnPP/88d9xxB48++ij33Xcf//3vf3n11Vd56qmnuPbaa1mxYgXOOf7zn/9w0EEHVYgxYcIE9txzT0pLS9mxYweNGzcGYs+zTEx75Tg///nPeeihh+LGGT16NDNmzKCwsJApU6aEL2+Lt04lMx3RcosXM3KdOfDAAykuLubZZ5/l8ssvZ+DAgRV6I9VknY0ncl5t2LCB5s2bV3g/tA3Vq1evwvZUr1698PYUbXm0bt2a119/nddff73CeiYiIiIiIpLr1EMqx40dO5Zrr72Wk08+mUsvvbTK+3379uWJJ55gy5YtbNiwgaeffjpqnLy8PIqLiwF48skn2bp1a9I5tGrVipYtW4Z7sUybNq1C3JKSEnbs2MHatWtZsGABAN999x277rorLVu25PPPP+e552LfILF58+Zs2LAhar0tWrSIWu+gQYO46667wtPx9ttvs2nTpioxPvzww/AlWw899BC9evWiY8eOrFmzhnfffReABx54oMod5r766it27NjBkCFDuPbaa1m8eDE7duzgo48+on///tx0002sW7eOjRs3MmDAAG6//fZwQ9eSJUsA30unXbt21KtXjwceeCA8GHf79u1ZuXIl33//PevXr+fll1+u1jyvybRPnz493FsopGfPnrz22mvh+bB582befvvtKnE2bNhAu3bt2Lp1a4U89t1334Tr1IABA3j00Uf5+uuvAd/ACnD44Yfz8MMPh6ctlFuy6+knn3xC06ZNGTFiBBdddBGLFy+u8H5o/oWmP9Y6+9FHH4XX2coi18tk51U8CxYsYPXq1ezYsYNHHnmE3r17R13PREREREREdgbqIZXD7r//fho0aMBpp53GunXrGDRoELNmzeKoo44Kl+natSunnHIKRUVFtG/fnj59+kSNddZZZ3H88cdz6KGHMmDAgKR6KEWaPHkyZ5xxBk2bNq3QM+eII46gQ4cO5Ofn07FjR7p27QpAYWEhXbp0oVOnTuy3337hS8eiGT16NOPGjaNJkybMnz+/wjhSd955J+eee26Ven/zm9+wZs0aunbtinOOtm3bMmPGjCqxDz74YKZOncrZZ5/NAQccwHXXXUfjxo2ZPHkyQ4cOZdu2bfTo0YNx48ZV+NzHH3/MmDFjwj1pbrjhBrZv386IESNYv349zjl+//vf06pVKy655BL++Mc/UlBQgHOOvLw8nnnmGcaPH8+QIUN47LHH6N+/f3ie77PPPpx88skUFBRwwAEH0KVLl2rN85pMe4cOHTjnnHMqvN+2bVumTJnCqaeeGh7U/brrrgtfyhhy7bXXcthhh9G+fXvy8/PDjTSjR49m+PDhcdepTp06ceWVV3LkkUdSv359unTpwpQpU7jttts444wzuPnmm2nbti2TJ08Gkl9Ply1bxsUXX0y9evVo2LBhlTHAQvNv9OjRNGvWLOY627lz5/A6W9nYsWP5xS9+Qbt27Zg9e3Z4Xm3ZsoV69epFnVfx9OrVi8suu4xly5aFBzhftmwZo0aNCpe54YYbko4nIiIiIiKS1ZxzP7pHt27dXGUrV66s8lou+e6777Im3urVq12nTp1SGjOWbJruXI6pHOs25uzZs92xxx6bknjJ7Mtmz55drZjJSHXMXMgxHTGVY/bGzIUc0xEzF3JMR0zlmL0xcyHHdMTMhRzTEVM5Zm/MXMgxHTFTGQ9wgJs0aZLzTTM7B2CRS7JtRpfsiYiIiIiIiIhIRumSPUm5vLw8li9fXtdpiOSMfv360a9fv7pOQ0REREREJGPUQ0pERERERERERDJKDVIRXHAXNBGRXKR9mIiIiIiI5Ao1SAUaN27M119/rS90IpKTnHN8/fXXNG7cuK5TERERERERSUhjSAX23ntv1q5dy5dfflnXqdRIWVlZSr+IpjpersTMhRzTEVM5Zm/M6sRr3Lgxe++9d8rqFhERERERSRc1SAUaNmxIhw4d6jqNGpszZw5dunTJ2ni5EjMXckxHTOWYvTHTkaOIiIiIiEhd0yV7IiIiIiIiIiKSUWqQEhERERERERGRjFKDlIiIiIiIiIiIZJQapEREREREREREJKPUICUiIiIiIiIiIhmlBikREREREREREckoNUiJiIiIiIiIiEhGqUFKREREREREREQySg1SIiIiIoNX5lwAACAASURBVCIiIiKSUWqQEhERERERERGRjFKDlIiIiIiIiIiIZJQapEREREREREREJKPUICUiIiIiIiIiIhmlBikREREREREREckoNUiJiIiIiIiIiEhGqUFKREREREREREQySg1SIiIiIiIiIiKSUWqQEhERERERERGRjFKDlIiIiIiIiIiIZJQapEREREREREREJKPUICUiIiIiIiIiIhmlBikREREREREREckoNUiJiIiIiIiIiEhGqUFKREREREREREQySg1SIiIiIiIiIiKSUWqQEhERERERERGRjFKDlIiIiIiIiIiIZJQapEREREREREREJKPUICUiIiIiIiIiIhmlBikREREREREREckoNUiJiIiIiIiIiEhGqUFKREREREREREQySg1SIiIiIiIiIiKSUWqQEhERERERERGRjFKDlIiIiIiIiIiIZJQapEREREREREREJKPUICUiIiIiIiIiIhmlBikREREREREREckoNUiJiIiIiIiIiEhGqUFKREREREREREQySg1SIiIiIiIiIiKSUWqQEhERERERERGRjFKDlIiIiIiIiIiIZJQapEREREREREREJKPUICUiIiIiIiIiIhmlBikREREREREREckoNUiJiIiIiIiIiEhGqUFKREREREREREQySg1SIiIiIiIiIiKSUWqQEhERERERERGRjFKDlIiIiIiIiIiIZJQapEREREREREREJKPUICUiIiIiIiIiIhmlBikREREREREREckoNUiJiIiIiIiIiEhGqUFKREREREREREQySg1SIiIiIiIiIiKSUWqQEhERERERERGRjFKDlIiIiIiIiIiIZJQapEREREREREREJKPUICUiIiIiIiIiIhmlBikREREREREREckoNUiJiIiIiIiIiEhGqUFKREREREREREQySg1SIiIiIiIiIiKSUWqQEhERERERERGRjFKDlIiIiIiIiIiIZJQapEREREREREREJKPUICUiIiIiIiIiIhmlBikREREREREREckoNUiJiIiIiIiIiEhGqUFKREREREREREQySg1SIiIiIiIiIiKSUWqQEhERERERERGRjFKDlIiIiIiIiIiIZJQapEREREREREREJKPUICUiIiIiIiIiIhmlBikREREREREREckoNUiJiIiIiIiIiEhGqUFKRERERERERCQOM6O4uBgzq+tUdhpqkBIRERERERERkYzKqQYpM/u9ma0ws+Vm9pCZNTaz3czsRTN7J/jbuq7zFBERERERERGR2HKmQcrMfgqcD3R3znUG6gPDgMuAl51zBwAvB/+LiIiIiIiIiEiWypkGqUADoImZNQCaAp8AxwNTg/enAifUUW4iIiIiIiIiIpIEc87VdQ5JM7PfAROBLcALzrnhZrbOOdcqosy3zrkql+2Z2VhgLMCee+7Z7eGHH85U2hmxceNGmjVrlrXxciVmLuSYjpjKMXtj5kKO6YiZCzmmI6ZyzN6YuZBjOmLmQo7piKkcszdmLuSYjpi5kGM6YirH7I2ZCzmmOmZxcTF77703a9eupVu3bimJB6Q0Zjbo379/sXOue1KFnXM58QBaA7OAtkBDYAYwAlhXqdy3iWJ169bN7Wxmz56d1fFyJWYu5JiOmMoxe2PmQo7piJkLOaYjpnLM3pi5kGM6YuZCjumIqRyzN2Yu5JiOmLmQYzpiKsfsjZkLOaY6JuAmTZrkfDNKauKlOmY2ABa5JNt5cumSvaOB1c65L51zW4HHgcOBz82sHUDw94s6zFFERERERERERBLIpQapD4GeZtbUzAwYALwJPAWMCsqMAp6so/xERERERERERCQJDeo6gWQ55/5nZtOBxcA2YAlwN9AMeNTMzsQ3Wg2tuyxFRERERERERCSRnGmQAnDOXQ1cXenl7/G9pUREREREREREJAfk0iV7IiIiIiIiIiJxmRlmFr6TnWQnNUiJiIiIiIiIiEhGqUFKREREREREREQySg1SIiIiIiIiIiKSUWqQEhERERERERGRjFKDlIiIiIiIiIiIZJQapEREREREREREJKPUICUiIiIiIiIiIhmlBikREREREREREckoNUiJiIiIiIiIiEhGqUFKREREREREREQySg1SIiIiIiIiIiKSUWqQEhERERERERGRjFKDlIiIiIiIiIiIZJQapERERERERERE5P/Zu/Pwuq76XtyfpVm2nDixEyeOk8iBMBQICQ5wAxRsuC1tgdIBaLgUKJdCB3p/lBlKW+bC7XUZWuCWMlMo6WUONGVosBPIbJF5IAmx43jI4DE28az1++PIjp1RlqUjHel9n+c8+5x99l77u6Qj2fo8a63dVAIpAAAAYFyUUlJKycDAQEop410OTSSQAgAAAKCpBFIAAAAANJVACgAAAICmEkgBAAAA0FQCKQAAAACaSiAFAAAAQFMJpAAAAABoKoEUAAAAAE0lkAIAAACgqQRSAAAAADSVQAoAAACAphJIAQAAANBUAikAAAAAmkogBQAAAEBTCaQAAAAAaCqBFAAAAABNJZACAAAAoKkEUgAAAAA0lUAKAAAAgKYSSAEAAADQVAIpAAAAAJpKIAUAAABAUwmkAAAAAGgqgRQAAAAATSWQAgAAAKCpBFIAAAAANJVACgAAAICmEkgBAAAA0FQCKQAAAACaSiAFAAAAQFMJpAAAAABoKoEUAAAAAE0lkAIAAACgqQRSAAAAADSVQAoAAACAphJIAQAAANBUAikAAAAAmkogBQAAAEBTCaQAAAAAaCqBFAAAAABNJZACAAAAoKkEUgAAAAA0lUAKAAAAgKYSSAEAAADQVAIpAAAAAJpKIAUAAABAUwmkAAAAAGgqgRQAAAAATSWQAgAAAKCpBFIAAAAANJVACgAAAICmEkgBAAAA0FQCKQAAAACaSiAFAAAAQFMJpAAAAABoKoEUAAAAAE0lkAIAAACgqQRSAAAAADSVQAoAAACAphJIAQAAANBUAikAAAAAmkogBQAAAEBTCaSghZRSUkrJwMDAeJcCAAAAIyaQAgAAAKCpBFIAAAAANJVACgAAAICmEkgBAAAA0FQCKQAAAACaSiAFAAAAQFMJpAAAAABoKoEUAAAAAE0lkAIAAACgqQRSAAAAADSVQAoAAACAphJIAQAAANBUAikAAAAAmkogBQAAAEBTdYxFo6WUo5I8I8meJOfXWjeNxXUAAAAAaD0jGiFVSjm9lPK5UsqbHuC9M5OsSPL1JN9KsrKU8ruHVCUAAAAAk8ZIp+z9jySvTDK4/85Sytwkn03Sm6QMPfqS/Fsp5RGHUCcAAAAAk8RIA6lnDm3Pvs/+16YRRl2V5OQkxyc5L0lXkv9vhNfap5Qys5Ty9VLKDaWU60spZ5RSjiyl/KiUctPQ9ohDvQ4AAAAAY2ekgdSxSWqSW++z/3lD+/+61vqLWuvqJK9PY6TUs0dc5b0+luT7tdbHJHlikuuTvD3JubXWk5OcO/QaAAAAgAlqpIHUrCSbaq279+4opfQmOTXJjiQ/3Lu/1npVkp1J+kdeZlJKOSyNkVmfHWp359Bi6S9M8sWhw76Y5HcO5ToAAAAAjK1Saz34k0rZmqSr1tq1375nJlma5Ke11mfe5/h1SabXWntHXGgppyb5lyTXpTE6aiCN0Vera60z9ztuY631ftP2SimvTWNKYebMmbPgrLPOGmkpE9LWrVvT19c3YdtrlTYneo0DAwNJknnz5mXOnDmj0mYy8fs9Fu21SputUONYtNkKNY5Fm2qcuG22Qo1j0WYr1DgWbapx4rbZCjWORZutUONYtKnGidvmWP2Ns2rVqixYsGBU2xytv5sGBgbGrMbRanMiWLRo0UCt9fRhHVxrPehHkmuS7Eny5P32LR7a98H7HNueZFeSW0dyrf3aOT3J7iRPHXr9sSTvS2Ok1v7HbXy4thYsWFAnmyVLlkzo9lqlzYleYxpTYuvixYtHrc1aJ36/x6K9VmmzFWocizZbocaxaFONE7fNVqhxLNpshRrHok01Ttw2W6HGsWizFWocizbVOHHbHKu/cRoRxei2OVrGssbRanMiSLKsDjPnGemUvR+lsS7UJ0opTy2l/E6GRh8l+e59jn3CUCi1aoTX2mtVklW11kuGXn89yZOS3FFKOTZJhrZ3HuJ1AAAAABhDIw2kFifZlGRBkguTfCNJX5IltdYL73Ps3oXOLxppkUlSa709yW2llEcP7XpOGtP3zk7yyqF9r0zynUO5DgAAAABjq2MkJ9VaV5dSFiX5hyRnpBFOfS/JW/c/rpRSkrwqjdFUSw6t1CTJ/0rylVJKV5JbhtpuS/L/SimvTrIyyYtH4ToAAAAAjJERBVJJUmu9Msl/f5jD2tIYyZQkq0d6rf2ueUUaa0nd13MeYB8AAAAAE9CIA6nhqLXuSXLrWF4DAAAAgNYy0jWkAAAAAGBERjRCqpTyzIM8ZXsa60z9YmjUFAAAAABT1Ein7C1N4855B2tHKeW/kvx9rfWnI7w2AAAAAC3sUKbslRE8epI8P8nSUsrrD+HaAAAAALSoEQVStda2JL+dZGOSG5K8Oskj0giceoaevzrJ9Uk2pBFCHZnkuUl+PHTdfyilPOkQ6wcAAACgxYwokCqlnJbka0l+luS0Wuvna63La607hx7La62fT3JaksuTfD3J8bXWH9Va/3uSc4au/brR6QYAAAAArWKkU/bekaQryetqrTse7KBa684kf5HGqKl37PfWu4a2B7s4OgAAAAAtbqSB1DOS3F1rvfHhDqy1/jzJ5iQL99s3kMad9+aO8PoAAAAAtKiR3mXviCS1lFJqrQ95t71SSlvuXVtqf9uSdI/w+gAAAAC0qJGOkFqTRpj0gmEc+/yhY9fs3VFK6Ukj1LprhNcHAAAAoEWNNJA6O0lJ8ulSytMe7KBSyhlJ/iVJHTpnr8cNbW8Z4fUBAAAAaFEjnbL3/iQvSXJskvNLKecnOS+NUVA1jbWhFqaxaHlbkrVD5+z1h0Pbc0d4fQAAAABa1IgCqVrr+lLKoiRfT/L4NMKnZ93nsDK0vTbJi2qt6/d77ztJlia5eCTXBwAAAKB1jXSEVGqtN5ZSnpTkD5K8OMmTkhw19PZdSX6WRmD177XWXfc5d+lIrwsAAABAaxtxIJUktdbdSb4y9AAAAACAhzXSRc0BAAAAYEQEUgAAAAA01SFN2UuSUsoZSU5JcmSSzoc6ttb63kO9HgAAAACtbcSBVCnl15J8KsmJB3GaQAoAAABgihtRIFVKeUqS7+XeEVHLk6xJsnuU6gIAAABgkhrpCKm/SSOMuiHJS2qt14xeSQAAAABMZiNd1PyMJDXJy4VRAAAAAByMkQZS05LcU2sdGM1iAAAAAJj8RhpI3XoI5wIAAAAwhY00VPpGkp5SyjNHsxgAAAAAJr+RBlIfSnJLkk+UUmaNYj0AAAAATHIjvcvek9K4094nklxbSvmXJJck2fJQJ9Vazx/h9QAAAACYJEYaSC1N4y57e71zGOfUQ7geAAAAAJPEoQREZYyPBwAAAGASGlEgVWt1hz0AAAAARkSwBMCkVkpJKSUDAwMpxWBdAACYCARSAAAAADSVQAoAAACApnrYNaRKKa8Yerq51vqd++w7KLXWL43kPAAAAAAmj+Esav6FJDXJz5N85z77DkZNIpACAAAAmOKGE0itTCNMWvMA+wAAAADgoDxsIFVr7R/OPgAAAAAYDouaAwAAANBUAikAAAAAmkogBQAAAEBTPewaUqWUV4zWxWqt7rIHAAAAMMUN5y57X8jo3FGvJhFIAQAAAExxwwmkVmZ0AikAAAAAePhAqtba34Q6AAAAAJgiLGoOAAAAQFMJpAAAuJ9SSgYGBlJKGe9SAIBJSCAFAAAAQFM97BpSpZRXjNbFaq3usgcAAAAwxQ3nLntfyOjcZa8mEUgBAAAATHHDCaRWZnQCKQAAAAB4+ECq1trfhDoAAAAAmCIsak5LKqXsu/sPAAAA0FoEUgAAAAA0lUAKAAAAgKZ62DWkSimvGHq6udb6nfvsOyi1VnfZAwAAAJjihnOXvS+kcZe9nyf5zn32HYyaRCAFAAAAMMUNJ5BamUaYtOYB9gEAAADAQXnYQKrW2j+cfQAAAAAwHBY1BwAAAIallJKBgYGUUsa7FFqcQAoAAACAphJIAQAAANBUw1nU/EGVUmYkeX6SU5IcmaTzIQ6vtdZXH8r1oJXsHcK6ePHiLFq0KLW6DwAAAIyH/f9vvnDhwvEtBkhyCIFUKeWPknwsSd/+ux/g0Dq0vyYRSAEAAABMcSMKpEopz03y2TSCpu1JLkqyJsnu0SsNAAAAgMlopCOk3ppGGHVRkhfWWteNXkkAwKEyNQEAgIlspIuaL0hjCt4fCaMAAAAAOBgjDaQ6kmyttd40msUAAADAVFRKSSklAwMD+0Y6w2Q20kDqF0m6Synto1kMAAAAAJPfSAOpLyfpTPKbo1gLAAAAAFPASAOpjya5LMknSyknj2I9AAAAAExyD3uXvVLKKx7krX9N8t4kV5ZSvp7kkiRbHqqtWuuXDrpCAAAAACaVhw2kknwhjTvqPZiS5GVDj4dSkwikWkApJYsXL86iRYtS60N964FWsndxTD/fAADAeBtOILUyDx1IAQAAAMCwPWwgVWvtb0IdAAAAAEwRI13UHAAAAABGZDhT9oatlNKV5DeSPDrJjiQ/q7X+dDSvAQAAAEBrG1YgVUqZkeR3h17+e611xwMcc3qSbySZd5/9lyT5vVrr7YdYKwAAAACTwHCn7D0njbvt/eWDhFFHJzknjTCq3Ofx1CRnj0axAAAwlkopGRgY2HdnUoAH4/cFHJrhBlK/OrT9twd5/21JZg89/2KSpyd5YpKPpBFKLSilvGikRQIAAAAweQx3DamnJKlJvv8g779s6P3v1lpftd/+N5VSjkzyyiS/n+TrIy0UAAAAgMlhuCOkjk2yO8l1932jlPK4JEcPvfzHBzj3Y0Pb0w66OgAAAAAmneEGUnOS3F1rHXyA954ytN2Z5IHuqHdNGqOn5h58eQAAAABMNsMNpNqTHPYg7y0Y2l5fa9153zdrrbuTbEzSe/DlAQAMXyll3yKzALQuC4bD5DfcQOrOJB2llEc8wHtnpDEC6rKHOL8vyS8PsjYAAAAAJqHhBlI/G9q+dv+dpZSTk5w69PK8BzqxlHJikq4kq0ZSIAAAAACTy3ADqa8mKUneUEp5Synl0aWU5yT52tD+Xyb57oOc+8yh7TWHVCkAAAAAk8KwAqla69eSnJ+kI8mH0rjb3g+TPCGN6XofrrVueZDT/2DomAda8BwAAACAKWa4I6SS5IVJvpfGiKi9jyT5TJL3PtAJQ1P6fmPo5TkjrJEWt/8CsxYlBCYDC2cDAK3A/1mYyDqGe2CtdXOS3y6lPDL3rht1Wa311oc4bVcaQdauWustIy8TAAAAgMli2IHUXrXWm5PcPMxjVyRZcbDXAAAAAGDyOpgpezCpmVYIAAAAzSGQAgAAAKCpBFItziJ1AAAAQKsRSAEAAADQVC0XSJVS2kspl5dSvjf0+shSyo9KKTcNbY8Y7xoBAAAAeHAtF0gleX2S6/d7/fYk59ZaT05y7tBrAGgpbqwAAMBU0lKBVCllXpLnJfnMfrtfmOSLQ8+/mOR3ml0XAAAAAMPXUoFUko8meWuSwf32zam1rk2Soe3R41EYAAAAAMNTaq3jXcOwlFKen+S3aq1/XkpZmOTNtdbnl1I21Vpn7nfcxlrr/daRKqW8Nslrk2TOnDkLzjrrrGaVPqb23l1v3rx5mTNnzqi1OW/evKxatSoLFiwYlfaSjFmb+n3otm7dmr6+vlFrbyzabIUax6LN0WxvLD6Te021frfa76Cp9PtCvyfuZ3KvVvhatkK/J/rXcazabIUax6LNVqhxtNtshX8Xp+rfD/o9cfs9ESxatGig1nr6sA6utbbEI8kHk6xKsiLJ7UnuSfLlJD9PcuzQMccm+fnDtbVgwYI6WSSpSerixYtHtc3FixfXxsdjdNobyzZHy1Ttd621LlmyZFTbG4s2W6HGsWhzNNsbi8/kXlOt3632O2g0TfSfG/2euJ/JvVrha9kK/Z7oX8exarMVahyLNluhxtFusxX+XZyqfz/o98Tt90SQZFkdZs7TMlP2aq3vqLXOq7X2JzkzyY9rrX+Y5Owkrxw67JVJvjNOJQIAAAAwDC0TSD2EDyX5tVLKTUl+beg1AAAAABNUx3gXMBK11qVJlg49X5/kOeNZDwAAAADDNxlGSAEwiZRSMjAwkFLKeJcCMCWUUvzuBaDpBFIAAAAANJVACgAAAICmEkgBAAAA0FQCKQAAAACaSiAFAAAAQFMJpAAAAABoKoEUAAAAAE0lkAIAAACgqQRSAAAAADSVQAoAGBellJRSMjAwkFLKeJcDAEATCaQAAAAAaCqBFAAAAABNJZACAAAAoKkEUgAAAAA0lUAKAAAAgKYSSAEAAADQVAIpAAAAAJpKIAUAADBFlFJSSsnAwEBKKeNdDjCFCaQAAAAAaCqBFAAAAABNJZACGAX7D38HJhdTWwAARp9ACgAAAICmEkgBAAAA0FQCKQAAAACaSiAFAAAAQFMJpAAAAABoKoEUAAAAAE0lkAIAAACgqQRSAAAAADSVQAoAAACAphJIAaOqlJJSSgYGBsa7lAe1f42llPEu50G1So0T/fsNMJ78ngSAByaQAgAAAKCpBFIAAAAANJVACgAAAICmEkgBAAAA0FQCKWDCa4XFvWEq8LPIRGPB8KnF7yCAyUUgBQAAAEBTCaQAAAAAaCqBFAAAAABNJZACAAAAoKkEUgAAAAA0lUAKAABggmqFuwu64yUwEgIpAAAAAJpKIAUAAABAUwmkAAAAAGiqjvEuAAAAAGDS2r49ufXWZMWKZPnyZMWKnJWkP0n3N785vrWNI4EUAABjbu+CzIsXL86iRYtSax3nigBglOzcmdx2276wae+2Ll+eunxF2m5fe8Dhu9s686Qky5P0zJw5HhVPCAIpAAAAgIcwI8m8m2/OK5PkXe86IHAqa1anDA7uO3ZPac+dPSfktvb+rOr4zaw9pj+ru+bntrb+rOnqz6Zpc/OzK9qTJIuf/ezknHPGpU/jTSAFAAAAsL+tW5Of/jRZsiR1yZJsTNL+z/+cP0gy+N73ZV3PvNzWMT+r2hdl7VHzs6arPyvbGsHTpunHpb27I11dSXv7/Zs+rNl9maAEUgAAAMDUds89yYUX7gugctllKbt3Z3dbZ67te2rOTvLY17wmb/v0p3PkKdvT1tO1L3AampW+T9+4dKD1CKQAAACAqWX79uSii5IlSxoh1CWXpOzalT2lPdf3PTkXzXxLLutblCunPy3th03PRReVLH70o3NLkhOO7Brv6icFgRQAALSQUorF4QEO1o4dyaWX3htAXXRRyo4dGSxt+Xnfglx0+BtyWd+i/Kz36Wk7fEa6uxsjn6aNd92TmEAKAAAAmFQ6ksxdsSL5wAeSpUtTL7ggZdu21JTc3HdqLux7XZYduyjLen81OfxwAdQ4EEgBAAAArW337uRnP0uWLMl/JnlGkr6PfzxJ8ou+U3Jh72szcPTCXNrzzAzOPDI9PY0Aqmdci57aBFIAAABAa9mzJ7niinun4P3kJylbtiRJjk/yhSQnvOIV+ftL/iG7Dp+d3t5GANU9njVzAIEUAAAAMLENDiZXXZUsXdoIoM4/P2XTpiTJqumPzgVdL8uyExblkp5n5Sc3HpMkWXzKKelcOTud41g2D04gBQAAAEwstSbXXnvvCKil56Vs3JAkWTP9kbmw60UZOGFRLupemHtmzs20aY0RUO1JcuO4Vs4wCaQAAACA8VVrHpMkn/zkvQHUuruSJHdM68+FXS/MsuMX5eKehdky8/j09iZtbUlJMn0862bEBFIAAADAuDguyduSvOq9782bkuR1r8u63uNzQfdvZuD4xgioTTP7M21aI4BKBFCThUAKAABgFJRSkiSLFy/OwoULx7cYmOjWrEk+9KH8Io1RTrc84hFZfMUVWfXIm7PusJMyva/sC6D6xrNOxkzbeBcAAAAATBG335684Q2pj3hEBj/xyXwpyaOS/Mcf/mE+m2THvEdkxmH3hlFMXr7FAAAAwNi6667kLW9JPemkDP7jP+Xs6S/N8x55Y16b5Nbxro1xIZCCKa6UkoGBgX1DzAEYW6UUv3thAvCzCE2yfn3yjnekzp+fwX/4cP6j98V53kk35O8f/blsn3vSeFfHOLKGFAAAADC6NmxIPvzh1I99LPnlL/ODI16aT8z926yf/eh0dydd410f404gBQAAAIyOTZuSj3409SMfSbn77vzoyD/IJ47529x11K+kuzvpHu/6mDAEUgAAAMChufvu5GMfS/3wh1M2bcqSI34/H3/ku7J29hPS0yOI4v4EUgAAAMDIbNmSfPzjqYsXp2zYkJ8c8cJ87KR3Z83Rp6anJ+kZ7/qYsCxqDgAAjKr9FwwHJqdpSfL3f5960knJX/1VLqhPyx88Ylne+qhvZ8MJjTAKHooRUgAAAMCwdCdZcN55uSVJ3va2XDLzN/Kxk96T5Uc9Jb29Se8410frEEgBAAAAD++883JFksd897v5YZIvnXRhbpp9RqZNE0Rx8EzZAwAAAB7cxo3Ja16TLFyYziRff81r8twkq09ohFEwEgIpAAAA4P5qTf7931Mf+9gMfu7z+dxRb8sTktz66EePd2VMAgIpAAAA4EC33pq84AXJmWfmpu3H58X9y/LZkz+UbeNdF5OGNaQAAACAhj17kn/6p9S//uvs2pV8+JiP5mtz/iIzZranq4x3cUwmAikAAAAgufzy1Ne+NmXZslx0xPPyruM+me1Hn5DDJAeMAVP2AAAAYCq7557krW9NffKTs+W62/Kmef+e15/03eyee0I6hFGMER8tAAAAmKp++MPUP/3TlOXL861Zr8k/HP2/r/6fcQAAIABJREFU03HUEekzfIUxJpACAACAqeauu5I3vjH58pezZsaj844Tz8tNxz4zPT3jXRhThUAKAAAApopaky99KfWNb8zg5i359NF/m88c9Y70ze5Jj0XLaSKBFAAAAEwFN9+c/MmfJD/+ca6d+fT8Vf+/ZMMxv5IZneNdGFORWaEAAAAwibXt2ZN86EOpT3hCtl+wLO899v/mlf3nZ8vxv5JOYRTjxAgpAAAAmKSemuQPP/rRZO3aLD3y9/O+o/4xu4+em8Pax7sypjqBFAAAAEw2V16Zbyb53SRb7rknf3H8t3PpMS/M9OmJLIqJwJQ9AAAAmCyuuSZ58YuTU0/NoiR/m+QLb3lLrp7fCKNgohBIAQAAQKu7/vrkzDNTTzkl28/+Qf7vUX+b/iTvS7Kzpydt/vpngvGRBAAAgFb1858nL3tZ6uMelx3f/F4+Pfsdec5JK/LVx7wnm8e7NngI1pACAACAVnPzzcn73pf65S9nV3tP/nX2W/OFWW9OZs9Ol7/0aQE+pgAAANAqbrklef/7U7/0pewunfm3I9+Qz856a+pRR6fDX/i0EB9XAAAAmOhuvbURRH3hC9mT9px1xF/ks7Pelt1HHSuIoiX52AIAAMBEddttyd/9XepnP5s9gyVfm/mn+fSst2fnUcels9Mf9bQun10AAACYaFavTj74wdRPfzqDe2q+OfPV+dSsv8r2o45PZ2fSOd71wSESSAEAAMAEMe3uu/ORJPURj8jgrj359hGvyqdmvTP3HHWiIIpJRSAFAAAA46nWPDnJq5L88Qc/mJLk7On/I/931l9ny1EnpatLEMXkI5ACAACA8XDHHcmXv5z6uc/l0iTbkvz8iU/M7yxbljmP+Vy6upKu8a4RxkjbeBcAAAAAU8auXcl3vpO88IWp8+Ylb35zrl81I69NckySH5x5Zn6RpEsSxSTXMiOkSinHJ/lSGj+jg0n+pdb6sVLKkUn+PUl/khVJXlJr3ThedQIAAMD9XHNN8vnPp375yyl33pnNvXPyjZlvyLcP/6PcMetXcumlZbwrhKZqmUAqye4kb6q1/qyUMiPJQCnlR0n+KMm5tdYPlVLenuTtSd42jnUCAABAsmlT8tWvpn7+8ymXXZY9bR05/7AX5JsnvioXHf4bmT6zM21tybTxrhPGQcsEUrXWtUnWDj3fUkq5PslxSV6YZOHQYV9MsjQCKQAAAMbD4GBy7rmN0VDf+lbK9u1ZMeMJ+doxH873Dn9Z9sw6Ol1dyYzxrhPGWam1jncNB62U0p/k/CSPT7Ky1jpzv/c21lqPeIBzXpvktUkyZ86cBWeddVZzih1jAwMDSZJ58+Zlzpw5o9bmvHnzsmrVqixYsGBU2ksyZm3q96G3OZVr1O/Ra1O/D73NqVyjfo9em/p96G1O5Rr1e/Ta1O9Db7PVauxZsybHfP/7OeaHP0zPHXdkx7S+3Hj6c3LDGb+ZdSc8Ku0dDz0lb8uWA783M2Ycer/3b3Pz5tHp95YtA2NW41Tu92h8zieCRYsWDdRaTx/WwbXWlnok6UsykOT3hl5vus/7Gx+ujQULFtTJIklNUhcvXjyqbS5evLg2Ph6j095Ytjla9Htq1qjfo9fmaNHvqVmjfo9em6NFv6dmjfo9em2OFv2e2DV+9AMfqC9Pal24sNakDpZSLzr8ufXNx59VFzxuW/3VX228NZzHfb83wz1vuG2ORnt72xyrGqdyvyeLJMvqMPOdlpmylySllM4k30jylVrrN4d231FKObbWuraUcmySO8evQgAAACatPXuSK69MlizJd5P8+nvfm64kt192W/7f0e/P2TNfkV8eeXx6ekzJg4fTMoFUKaUk+WyS62utH97vrbOTvDLJh4a23xmH8gAAAJhsBgeTq69Oli5NlixJPe+8lE2bkiQnJ7n+tNPyvy6+OL981E2ZcVhJKUnPuBYMraNlAqkkT0/y8iRXl1KuGNr3V2kEUf+vlPLqJCuTvHic6gMAAKCV1Zpcd12yZEkjgFp6XsqG9UmS26edlAu6fj/Ljl+Ui3sWZulN87L4RS/KTy6+OAsPf+j1oYD7a5lAqtb60yQP9lP+nGbWAgAAwCRQa3LjjfcGUEuWptzVWAXmzmkn5sKuF2TZvIW5uHdRNh9+QqZNS9rahs69afzKhsmgZQIpAAAAOCS1Jjff3Aigli5NXbIkZe3aJMn63uNyYdevZ9m8RbmoZ1E2zpx/QADVN45lw2QkkAIAAGBy2rMnufba/Ekaa8D8zvvfn7zlLUmSjT3H5KLuRY0Aqnth7jr8kZneVwRQ0CQCKQAAACaHLVuSiy9OLrwwufDC1IsuTtlyd/45ye1J1px4Yr6+/k9zUc+irD3s0ZneV9Le3jjVXfGguQRSAAAAtJ5akxUrGuHTBRekXnhhcvXVKYODGUzJ8r5Tclnny3LVCU/LV1e+PCuSLH7FK/Jf3/uzJMlh41k7IJACAACgBezcmVx+eXLBBY3RTxdcmHJ7Y/2nbZ0zcmXPf8vPjvrbXNH7tFzV+9TksMPS05OUkqxY+fJxLh64L4EUAAAAE07v1q15QZK8/e2pF1yQLFuWsn17kuT2afNzWedzctVxT8tA99Ny64zHp7evPZ2dQ+eOW9XAcAmkAAAAGH/btyc//Wnygx/kqiRPePe78+dJdv+fD+eG6QuybPqf56o5T89A1xnZNvPY9Pbeewc80++g9QikAAAAaL5ak5tuSr7//eQHP0hdsiRl27bsbu/KHUk2/dZv5R3nnJOdv7I5HTN609XVmH7XlmT6eNcOHDKBFAAAAM1x993Juec2Aqgf/CBlxYokyerpJ2dp7x/nojnPzaXTFuay6/qy+NnPzgXnnJOFs03Ag8lIIAUAAMDYGBxsLET+gx8k3/9+6kUXpezenW2dM3LxtGfnguPelvN7n5uNM+dn+vTGCKjpSXLdeBcOjDWBFAAAAKPnjjuSH/6wMQrqhz9MueuuJMmNM56U82a+JRfM+I1cM+OM9B7WmY6hv0j7xrFcYHwIpAAAABix6UmenOQZ55yT+pWvpFx+eZJkc8/ROb/nubnohOfmgt5fy46Zc9LT0xgFNWNcKwYmAoEUAAAAw3PPPckVVyTLliUDA6nLluXuNBYa37N0aa7oe0bOn/N3+en05+aWw07N9BltaW9vvG8lKGB/AikAAADub/v25KqrGuHTsmWpy5Yl116bMjiYJNnYc0yu7HpyfpzrsizJb773vfnqf7wz3d2N0w8bv8qBFiCQAgAAmOp27kyuvvre8GlgILn66pTdu5Mkm7uPytVdp+fa2b+Ta3tPz9Xdp2frYXPT25v85CclSfKcnp59YRTAwxFIAQAATCEdSY5asyb/M0n+7M8aI5+uuipl584kyZauI3NN9+m55si35rre03NV1+nZPGNeeqeVfYuQJxYiBw6NQAoAAGAyqjVZs6Yx8unqq5OrrsrlSR6bpPvDH84rktzz2a/mmp4Fueawv8z100/PlZ2nZ/2M/kybfmD4ZBFyYLQJpAAAAFrd1q3Jtdc21nwaCp8Gr7o6bRs37Dtkfc9xWZPkB0ke/7KX5fVf+UpmPn5Deqa1pbPz3qas/QQ0g0AKAACgVezZk9x8877QKVdfnXrlVSnLb9l3yLaOvvyi5/G5rvNFueW4J+T6zlNyc8/js2vGkbnsssZ6T4tPOy2/+MpXsvDwtvHqCTDFCaQAAAAmmq1bkxUr8vwkC847L59LUk8/vXGXu+3bkySDpS2rpj0q17UvyC+O+aPc2H1Kbuh8QtbP6E93b2PUU2nkT+kaegBMFAIpAACAZtu2LVmxovFYvnzf87p8eeryFWlbvy5J8t0k+e5385gkl9x4RG7s+/PcfNQTcl3HKbmt77Ep03rT3Z207TfQyXpPQCsQSAEAAIy2HTuSlSsPCJuyfHnqihWptyxP2513HHD4rrau3N7Tn5Vt/VnduSC3H9uf1Z39WbrypXnlu9+d17373XnGE390wELj05raIYDRJZACAAA4WLt2JbfddkDY9KUk85M88X3vS33LW1Jq3Xf47tKRO3tOyMr2+Vnd+fysPWZ+1nQ1Aqg13fNz97Rj0tndlq6uA0c7XbrypXlJX1+SHBBGAbQ6v9IAAADua8+eZPXq+41wyooVGbxlecrqVSmDg/sOHyxt+dUkK5LcevLJ+cmq52dNZ39ubWsET5umH5eO7vZ0dSXt7fe/nGl2wFQjkAIAAKacjiTHJJm7fHleliTvf/++0Glw+YqU21am7N697/jBlKzvOS6r2vtzW8czs/ao+VnT2T804qk/G6fPy7IrG8uGLz7zzHzve2864HoCJ4ADCaQAAIDJY/fu5M47kzVrHvBR16xNXb0mu/Ye/4lP5KVJ8jd/kw3dx2RVx/zc1v7UrD3yzKzp6s9t7f1Z1Tk/66cdn9LTvW+E09671+3V19xeArQ8gRQAADDhtSeZtmVLnpgk55zzAEHTmtRVa1LuuuOAqXRJYzrdxq45ubNjbtaW47Ou66m5Jp/KmiS/+cd/nL/6zGcy8wn3pPb0pqursVbTfQOn6U3qJ8BUIZACAACaa+fOZP36xmPduvs/H9rWdetS72q8tztJ3vOe/FmSPO95+5ra1H107uyYm9vLsbmr89SsP2pu7uxoPNZkbjb0zM2W3qPT1tWRzs57w6alSz+VJHnsYx6TG5MsnNU7Dl8IgKlLIAUAAIzctm33C5T+LMmsJIu+/e3k8svvEy6tS9vWLQ/a3PaO6dncMSsb22ZnfZmVTR0n5e6OWbkhH88zf/d38/FvfSvd/RdnXdfcbO6Zk9LdtS9o2v/udPsznQ5g4hFIAQAASa2ZliS33vqAo5X239Z16zO4bn3K+nVp23bP/Zr65NB2x7JlWTuwOhvK7Gwos7Op4zG5u2dWNvXNzuaOWVnfNjsbMisb22dnS9esbO2elcGunnR0NNZpam+/N2RauvTjWfz0p+fb3/pWFvY/NYmgCaCVCaQAAGAqGBxM1q7ddye5vdv/StKf5MR3vCNvSpL+/gc8fUvnEdncMSsb2mZnQ5mbzR2nZHPfrGyeOTub2vfub4RLl97y+GxI8sH3vz9f//qb9gVM912X6b6mjV5vAZjgBFIAADAZ1Nq4u9x+YVNWrEhWrMjgLctTVt6asnPnAads6D4mvUkuSbLhGc/I15YuzbR5n8mG9sbIpU0ds7O1e1Z+2XVESmfHASOXHipcuuOWe5/39IxBXwFoeQIpAABoFYODOTnJyVdemTcnyetelyxfnrp8ReqKFWnbvu2Awzd3H5XVHf25te203H7472Z11/ys6ujPbe39WTf9xNSe3lx2WSNZWvz85+f/LF2ahY989QFtlJgaB8DoE0gBAMBEtH17cu21jUXBr7gi9fLLU6+4Mjcmyb/+a347ydbPfDWrO+fn1rbHZm3fb2XNrP6s6pif29r7c2fviRmc1peurnvvLLc/0+MAGE8CKQAAGG+bNiVXXHFA+JTrr0/ZvTtJsq1zRm7oOTXX9r46597zj3n2X/5l/uKjH82jTtmQrq6ks/P+gVPvOHQDAIZLIAUAAM1Sa7J6dSN42hs+/ezylFtX7DtkQ8+xubbztFx/5G/n5z2n5tqu07Juxvz0TGtLR0dy3nn/mMfPm5e7k/SZSwdAixJIAQDAWNizJ49JclqSZ37ve8n3v5/By69I2/p1SZLBlKyZdnKu7nxqbjzmT3J9z2m5vvvU3DNjTnp7GwuH7zVjXDoAAGNHIAUAAIdq27bk6qv3Tburl1+eXHVVrh96e/dPfpIbek/NtR0vzI3HnZZru07LTb2nJH196elJ2toax7XFAuIATA0CKQAAOBgbNuybbpfLL0+94orkhhtS9uxJkvyy8/Dc0HNqrpv2J/nRto/miiSv+ru/y9e+/dZ0dd271pNFxQGYygRSAADwQGpNVq68d7Hxyy9PvfyKlNtW7jtkfc9xuabztNww6/fy895Tc03naVk/oz+900o6O5OlSz+aJBlsb09393h1BAAmHoEUAAAkybp1+b0kzzr77PxXksFZs9O2cUOSxnpPq6Y/Old3PD03HvsXub771FzffWq2zzjqfus9HTYuxQNAaxFIAQAwNW3cmJx3XrJkSeqSJSlXX51vJNl14YW5PMnX86LcPO/UXN1xWpb3PSGZPj3d3feu99QR6z0BwEgJpAAAmBo2b07OP39fAJUrr0ypNTs7enP5tKfnkmPOzFdvf2de8oEP5I1ve1uedcqn9q331Du+lQPApCOQAgBgctqyJfnpT+8NoH72s5TBwexq785V08/IxUe9O5dOX5Rrpz8l3Yd1p6srufj2d+ZFQ/Pv9oZRAMDoE0gBADA5/PKXyQUX3BtALVuWsmdPdrd15prp/y0Xz/7rXDptYa7uOyNdh/Wkq6tx2ozxrRoApiSBFAAALaknyRlJnvb976d+61vJpZem7NqVPW0duW76k3PRkW/LZdMX5crpT0vHYdP23eXOuk8AMP4EUgAAtIYdO5KLL06WLEmWLMmmJN1JBs89Nzf0nZ6LDn9DLutblIHeZ6T98L50dzem3U0f77oBgPsRSAEAMDHt3Jlcdtm+AKpeeGHK9u2pKbmp77ScnWRpkue+9735t//4awEUALQQgRQAABPD7t3JsmX3BlAXXJByzz1Jkl/0PTEXTPvTLJuzMMt6n5nBw4/IJZc0Vh1f1Nubnp7xLBwAOFgCKQAAxseePcnll98bQP3kJylbtyZJVvQ9Lhf0/M8MHLUoF3c/K4NHzEpPT2MEVPc4lw0AHDqBFAAATVGSHL16dd6QJC94Qer556fcfXeS5Lbpj8kFXS/PshMW5dLeZ2XH4Uent1cABQCTlUAKAIDRUWty113JihXJ8uWN7dDz65P0J+n5yEfy8iSrl/w8F3b9QZYdvygX9yzMtpnHZtq0RgDVnmTa+PUCAGgCgRQAAMNTa7Jx4/3CpqxYkbp8eeryFWnbds8Bp9zdNSurO/tzbZLvJnncS1+a1371q5n7Kzemtzdpa0vaYiFyAJhqBFIAANxr8+ZkxYr8dpInnX9+PpIkL3xh6ooVqbcsT9vWLQcc/svOw7O6a35Wtj0qa6f/etYeOT+rOvpza9v83DXtxOzqPSxdXcmFFzYWIF+8YEFWf/WrOVkCBQBTmkAKAGAq2br1fqObDhjhtGljkuQ7SXL22XlyklvOvSW3ts3P2u5nZe1h/bmtY35WtvXnjmnzs6N3Zrq7k87OxnS7/XXH+k8AwAMTSAEATCbbtiW33nq/aXX7RjitX3fA4Tvae3N7d39WtvVnddcZWXtsf1Z39mfpypfkf77nPXndu96VM065Op2djel1++saegAAHCyBFABAK6g12bQpWbPmfo+vJzkuyePf857kzW8+4LRdbV25o+fE3No2P2s6T8vaY/qHptj1Z23P/GzpPTpd3SVdXQcGTgMrk5dOb8yr6zbMCQAYZQIpAIDxVGuyZcsDBk1ZsyZ1zZrU1WuStWvTtmP7/U7f2jkzj0myNsnyxz425618QdZ09Wdl2/ys7e7P5mnHprO77X6BU5KUJIc1o48AAPchkAIAGE21NtZpWrcuWb/+fttPJJmV5Gmf/GRekGSwb0ba7vnl/ZrZ3jE9d3Uel9vb5uaOjjOy/rC5uatzbu7smJu1ZW7Wdc3Nxp5js6d7WpYtG1ow/CUvyfe+96YD2pkx9j0GADhoAikAgAdTaw5Pcvi6dXlKkpxzzoMGTYN3rUtdtz5tG9al7Nr1gM0NpuQlSdYnKbXm8iSXTHtN1s2cmzvb5+b2tkbgtLF3bnb1zEhHR2Ox8Pb2By6vd0w6DQAw9gRSAMDUsGdPYw2m+wZK9wmX6vr1qXvDpY3rsylJPvSh/HGSPO959zZX2rOlc1Y2dszOhjIrG8sjs7nzv2XzzFnZ1Dk7m9tnZX2ZnfWZlbs7Z2VL9+xs656ZZZc3/vu1+HWvy5vf/OYsfPxH7lequ9MBAJOdQAoAGDcdSTp37MgRSbJ2bbJzZ7Jjx4i3f5dGkPPrZ52VnHfevnAp69anbNqQUusD1rGrrSt3d87KxvahcKntcbm7c1Y2zZ6d6+74QH79zDPzT2edlb4TL8mWrlnZ2j0r93Qeno7Oko6OxgimtraklAfva3uSvlH/CgIAtCaBFAC0ut27k23bknvu2bddkGRakhNuuin54Q8bx+zZc+9jBK/fneTp//mf+fskef3rHzIcqjt2pO7YmexoPN//vbKzsd2TpC1J3vnO/H9JMnfuIX8p3phkR5Jy00258brd2VBmZUP7abm7c1Y2Hz07mztmZUPb7Gxom5UNZXa2dM3K3V2zs6treto7GuFSR8eBi38vveMDmXf66fnPs87KwvlPSdL4D5TFwAEARk4gBQCHotZGeDPSUT1Dz9+Y5Kn/9V95f5K88Y2NcGnvYyhkqr8cegy9Lvfck7L9ngdcr2jZ3ief+lTjMQrelWTwxz/OKUm2fvKL2dXWnV2lKzvL0Dbd2Vm6siPd2ZXe7Cwzs7utKzvburO73Lvd1dudXdO6svLO/52dSX79ec/LN/7jP3LUvH/O7r3nl65sT3d2pSvba+P1rrbu7G7ryu72xnbv611t3dnT3pU9bZ0Z+FkjSVr8N3+Tb33rTftGLj2UnqEHAADNI5AC+P/bu/M4uao67+OfX3V3QjoQsoiggghBgqCIDARkR3hkUUAfgyiKOAzgAoiDYQwjgxvOgODwOMAIvFS2EVTQUTYBFROQfRFFVgMiQSBKVrJ0d3XXef44p9KVSnV3deeeqnuqvu/X676qq/rWt783t9Kn+/SteyWO8kRNsTj0bY3H9gW2fOYZDgH42c8G16tc+vrqe6xY5FqgC3jn5ZczA+CQQ9Yc/ePKR/8U+/3H/eGx8tFB/RVHC5UGjxZajH/7VfecObjTTx/ybWCj8S2AW2/l3cCqC79LT6Gb3sIEVls3q62bHiawyqbQU3gTvYVuejsm0Du+m54J3fQUuukpTKAnrLvaunl6wVGsBo7/zGf4+c0fxxU6GKCDknVQKnQyQMfgY4VO/3jFMmCduMLa9x/6XSfnn3ces2fPZubOSzHzb1Erv1Wt1jKcuX87F4Cp++/PhTffzH7bfGrU/24Fhj7XUlfXqONEREREpEE0ISUikoKBgfU+t87n8b+473777XwNYM6cESdzyo+7YhH6wm1vn78tFvkzfrJnype/zMDXv4H1+4kl6y9iAwNj2tS5AJddxiyAD36wrueUMPoL/giZfhtcijaOdwFFYNKSJbwBeGzeYgboGFxsPAM2kRLliRc/+VJ5v2Sdg5M51sErfIcBYM+99uLRJ/f2RwcVBo8SKh811EfF0T4jHOXz8OOb8LVzzuG0OXPY9V3LKRRYs1RP+tT177jgKAAOmT6dV7beY1T7wBj5B4Tu7lFFioiIiIisRRNSItK2Cv39/pLpy5YNe8ROPUf1fAw/MbPjPff4E9D09q679PTUfNz19uJ6eqGnF1exzmJgwzPO4FTwmetpzXW8br+ddwPF8y6g37oYKPiJmzUTOXRRtC6K+MeL+I/7megneQrjGAjr/p35FIFddtyRJ/60CwNdnfQXuhiwTvoJt2tyO9e6HbDOkNtZ8TU6eXbBe/n0SSdxwcUXs/lWjzBQ8B19bpefzAm9Sx0+2xU6hjxC5957/QzO+aedxuzZs9l7l/vXTOqMZoKn0ty53/GZ738/N/GF9d01GLACKIX9PHHiekeKiIiIiOSaJqREJB/Kb+8qn1OnvBSLzAA2eekldgf49a9h5crBc+vU+rjqsTXn3QmPv4Y/2XNhzhz+GWDy5PWu/z/lD376U78EJSv48+wUxofz7Iyn1zag1/z9XsaHI2gm+XUK4+mzDSgWxvMSl/HuPfbgtnnzmLbZVwfP01MYT5/zR9b04Y/E6XWDtwMd49ac26fyaJzfPbEpvcA3zj2XL3zxi+yyc++Qkzj1vv1q7txrATj/Qx/ippvWf2IGYN4COGyrrXgA6N7yXTXX6QjLWHSM9YkiIiIiIpIZTUiJpM45KJXqO7Knxu17ga2feIIPAPz4x7XfvjXS/YrHfoo/Uujtl10GN96IKxYHr7S1ZqKpCEX/sRX7sL4+/1avITwF8J//yScADjxwyPV6Orrp7ehmdWHimvPorGIiq2waPR1vprfgz7XzApeyCtj/4IO54dZb2fSN36JYeTRPOGKnfARP0brod/5zxXBbKgwe5TNQ6OKJ+dvTD8w56yyu+cmp/u1YHeMpFTrXeqvVUB/Xnuy5jPMPO4x/mzeP/bY7a8wvkbJlT/hbF2ZkNtT150VEREREpEk0ISXSTM75o3gWLfLL4sWDH1cuixfjFi3iaWAKMOnMMymd+W9YOFfP+rgN4Pvf54MARx014vr9YQJm8Dw948K5evz96fjz9Yzr7eXBBx1FuimGK22V3+7Vb+P80Ttd4xgY10Vxw3DfxlEs+Nt+uujD3392wbF89Nhj+c6VV7LJm+exujCRvs5uejr8bV9nN30dEyh02JqJnurz71RO+Myd6684dv6BB3Lerbey37anrde/IcCz8/3tykmT6NhkKh0MfaJlERERERGRdqcJKZHhVL6NrOoS7SPdfgI/IbHL3Ln8O8CJJ66ZXCq9ugj36iJs8SIKfb1DfvnVnRuyrHMaSwvTWGxTeQFYAszcdVf++NRua47QWXM+HutigNrn7Ckf8dPn1j5nz3ML9uGkU0/lvG9/my2nP15xvp7BE0SXHxsodGEFG/YtXXffHc7Xc8op3HijfwvXWM7RU2nugmPZ9R3v4DZgv633WetzFv6dNfkjIiIiIiKSDk1IJc6ATYENly6Fv/xl8PLkAwPrflzn5z4KvO3hh/3boy6/3L8drLyU3x42iuWr+Mty73XLLZwDcPrpg1+zVFr34zoe+0XInHHppXDzzVAq4cpfc6Di41r3y9swsHbP54H88ybDAAAdGklEQVSpX/86nwBKG20Mfb3+7WRjvJz7leUPbrqJPYAlV93A0o5pLLZpLLHpLO+aybKNp7G8cypLO6axpDCNRTaNZR3TWDFuKivHT6XUNZ7OTn/Om44OuPPOMNlzxBHc1JHN+XruWwCzttiCPwBTt9h+nc93MvZvFOs7ESUiIiIiIiKtSRNSiZsIvAxw9tl+ycA1ANdey6EAxx233nlnAg5g3jzeCfRc8N84CuFS6h2UKFCyjsHH6KBkBX+JdfznB8J65cemACWgs1jkofv6Q0YnjgIlK1CigCvfhsfAKNngfUchPM+vu4jn2WXGDO564AEmTTiOYvc4ijZ4+fZiYfBy7r1Vt9WXcy8WxvP4/O3oA7549tmceuaZzHznK2sml8pvIxuOrqguIiIiIiIirUoTUonrAT4N/N9Zs7j7vkPop9NP2ljHmo/LS+X98uddIdwvdFIy//HTz+7Av8yZw9nnnMO2M57HhQkbhw1O8tjghA+FdR+rfM7DjxQAOP/cc5k9eza77rxyrUuu13Nb/rh8/667wpFCJ5+c3dvC5l7F+R/+MLMfeID9drhg/cKA58M5hYobbABAt2aYRERERERERABNSCWvH7gUeOvuu3Pnq+t/NBPAM8/C0te9jueBt7xhy5rrWFgKY8ifOHHs3Wp20dvCRERERERERJIylvkEERERERERERGRMdOElIiIiIiIiIiINJQmpEREREREREREpKE0ISUiIiIiIiIiIg2lCSkREREREREREWkoTUiJiIiIiIiIiEhDaUJKREREREREREQaShNSIiIiIiIiIiLSUJqQEhERERERERGRhtKElIiIiIiIiIiINJQmpEREREREREREpKE0ISUiIiIiIiIiIg2lCSkREREREREREWkoTUiJiIiIiIiIiEhDaUJKREREREREREQaShNSIiIiIiIiIiLSUJqQEhERERERERGRhtKElIiIiIiIiIiINJQmpEREREREREREpKE0ISUiIiIiIiIiIg3VMhNSZnawmT1tZvPNbE6z+4iIiIiIiIiISG0tMSFlZh3AxcAhwPbAR81s++a2EhERERERERGRWlpiQgqYCcx3zj3nnOsDfggc0eROIiIiIiIiIiJSQ2ezC2TkTcCCivsvArs1qUvTrFrVnpkpdIyRqY75zUyhY4zMFDrGyFTH/Gam0DFGZgodY2SqY34zU+gYIzOFjjEy1TG/mSl0jJGZQsd2Zc65ZndYb2Z2JHCQc+74cP8YYKZz7pSKdU4ETgx3ZwBPN7xoNBuMg42mw5S+7DKXjofJvdnlpZKZQscYmeqY38wUOsbITKFjjEx1zG9mCh1jZKbQMUamOuY3M4WOMTJT6BgjUx3zm5lCxxiZMTq+2gGLn8k2s6m2dM5tUs+KrTIh9W7gK865g8L9MwCcc//R1GINZGYPOed2yWteKpkpdIyRqY75zUyhY4zMFDrGyFTH/Gam0DFGZgodY2SqY34zU+gYIzOFjjEy1TG/mSl0jJGZQseUtMo5pB4E3mpmW5nZOOAjwA1N7iQiIiIiIiIiIjW0xDmknHP9ZnYycBvQAXzfOfd4k2uJiIiIiIiIiEgNLTEhBeCcuwW4pdk9muiynOelkplCxxiZ6pjfzBQ6xshMoWOMTHXMb2YKHWNkptAxRqY65jczhY4xMlPoGCNTHfObmULHGJkpdExGS5xDSkRERERERERE0tEq55ASEREREREREZFEaEJKREREREREREQaShNSIiIiIiIiIiLSUJqQEhERERERERGRhtKElKzDzDrNrKPZPYajjtlIoSOk0VMds5FCR0ijpzpmJ4We6piNFDpCGj3VMRspdIQ0eqpjdlLoqY5p0FX2EmdmGwH/COwMOOAh4Ern3IpRZLweOBk4BNgO6A6fWgU8BdwCXOSc+7s6Nq9jFj1T6NiInil0zKKnOmbTsRE9U+iYRc8UOjaipzrmZ3+n0LERPVPomEVPdcymYyN6ptAxi54pdGxET3XMbn+nRhNSCTGzl4BDnXOPhvtvBu4E3gQ8HVabATwP7O2ce6WOzHcCv8L/p7oReBJYAhgwGf8f5bBw/0Dn3B/UMX7HGD1T6BijZwodY/RUx/zu7xQ6xuiZQscYPdUxv/s7hY4xeqbQMUZPdczv/k6hY4yeKXSM0VMds9vfLcE5pyWRBSgBMyvuXwe8COxQ8djbw2PfqzNzHnAz0D3MOt1hnbnq2JiOMXqm0FH7u732dwod9ZrU/m6H/Z1CR70mtb/bYX+n0FGvSe3vdtjfKXRslaXpBbSMYmet+x9jKXB8jfU+A7xUZ+Yq4D11rPceYKU6NqZjjJ4pdNT+bq/9nUJHvSa1v9thf6fQUa9J7e922N8pdNRrUvu7HfZ3Ch1bZdFJzdM2AX+oX7UngWl1ZryKP9xwJNsBi+rMrKSOaxtrR1j/nil0BO3vsnbY3yl0BL0my7S/19bK+zuFjqDXZDXt7+Gpo5fC/k6hI2h/V2vl/Z1CxyR1NruAjNopZvZy+Pg1YPMa67wRP4tbj0uA881sKv5QxD+5MDVrZgZsAxwJ/CvwDXVsaMese6bQMVbPFDpm3VMds+kYq2cKHbPumULHWD3VMZ/7O4WOsXqm0DHrnuqYTcdYPVPomHXPFDrG6qmO2e3vtDX7EC0t9S/4k6b9uWq5oMZ61wC/HEXuGfj/SANAH7AYPyvbFx5bCsxRx8Z1jNUzhY7a3+21v1PoqNek9ner7+8UOuo1qf3dLvs7hY56TWp/t/r+TqFjqyy6yl4LMrNDgQXOucdG8ZzxwB74QwSnhIeX4C8/eY9zrjcnHffEH+qojmPsmULHip4pvCYb1nEsPdUxm47N6JlCx7H0TKFjRU+NOYl1HEvPxF6T+h60nj3VMZuOzeiZQsex9Ezh+2QzerZ4x4a+JvNME1IiIiIiIiIiItJQOodUCzCz/YHt8VcD+L1z7p5RPHc34EHnXCmjLpnmVWXPwE+iPhXuG3AEMB1/WOUtzrnVzcoLGZ3Au4G3AVPxh14uBO5zzj0zmqxYmWa2IbAvg7PyDn946FPAPOfcijxk1vE1NwBe75x7IY95IbMLeEPeMs1sK2Ar4M/OuT9n1CvTzLA//gs4zzn3p/XNi5j5FsA55/6S07wxjw9ZZ8YYHzTmZD4+xBjDkh9zIo0PuR9zssrTmJNNZtbjQ4zMrMecPP2OEysz5MYYHzTmZDA+tMLvOLk32vf4aWneAnwLOLvi/huAe/HfpHuAXvx/5FuBjevMLOH/418E7JlBx0zzKrbzobBtA8AvgUnAHeHrrQy384G3NDqvIvdz+KsnDITnlyo+HgDuAnYY5bZnlgkY8DVgRXj+CmAB8CL+RH3lx75KOHqyGZmj+Lf5EDDQrDzgJODZsJ33A8fUWGe3ZmUCXfgfhBeHffDN8PjFVa+hHwAddfbLNBPoHmZ5Y8h6b/mxOjvGyDwReF3VY6cCf2fw+8hC4LPNyAvPjzE+ZJpJnPFBY05GY06EvJYZc8h4vBlLJhmPORHyNOZkkEmc8SH3Y07WeSEj92MOEcaHGJkht63GnKzzRvm6yHzMyfPS9AJaRrGz/H+Coyvu/wQ/w713+E9jwH7AC8D36swsAbfhT6Y2EJ77TWDnMXbMNC9kXok/kdxhwD7AvPBN6nFg27DO2/Az1dc0Oi+s/8/4k9F9Czgo7IcvEgZ44B+A7+Nn1LdvRmb4hrkCOB3YosbnNwdmh2+yX6mzY+aZo3hdNG1CCvhIeK3/IGzf/4bX+/XAhIr1RvPDfKaZwJeAVcDZwGnhNX85/j3qxwA7AJ8K+6beiZRMMxn8YWmopVR5v86OsTJnVtw/MeT8EJgVlh+G9Y5udF7IiDE+ZJpJnPFBY04240OMMaxlxhyaPCFF9uNDjDFMY04GmcQZH3I/5mSdFzJyP+YQZ3zQmJPB+JB13ihfF5qQ0pLPBf8Xgr0r7q8Ejqyx3tHAojozS8BM/F+hDsdfKWB5+Cb7NPBlYMYoOmaaFzJfZO1BatvwdY6sWu9j+JPKNTQvrPsc8KUajx8UvlF1h/vXATc2IxP4K3BiHeudCPy1zo4xMu+oc3msnm/WWeeFzIcIf6mteOwA4BXgPmBaeGw0P8xnmon/QeP0ivt7hdf556vW+yrwUJ0dM83ED/Qv4X/ROLZq+WzI/o/yY3V2jJFZYu0f5p8Crqix3tX4Q/kbmhfWjTE+ZJpJnPFBY87aj491fIgxhuV+zCHO+JD7MSfrvLCuxpwMMokzPuR+zMk6r3K7yfGYQ5zxQWPO8OvVOz7k/necVlkKSEpewF8xoKwf/02w2nJg3GiCnXNF59wNzrmjgU3x3/CfAOYAT5jZI2Z2epPyNgZerrhf/nhh1XqvAJObkAf+sOz7azx+PzARf54D8APX3k3KnIw/PH8kz1L/dsfI3Af/mlk0wvJak/LA/z+8pfIB59yvgd3xr697zWz6KPJiZG4JPFBx/+Fw+0DVer8Ftm5S5rbAXOBf8YeT/49z7krn3JX4v9wD/KLisXrEyKw2Hbi2xuM/xJ/rohl5McaHKGNO1uNNhMx2HHNijGEpjDkxxocUxpwYY5jGnDhjTtbjTVaZWY8PyfyOk3FmjPFBY87w6h0fUvgdpzU0e0ZMS/0L/pvci4SZd+BC4E5gcsU6U4F7gJvqzFzrryY1Pj8J+CT+Pdu9jc4Lz3kY+HbF/WOA1cC/V613PvBoo/PCur8HLq3x+PH4Q1I3DvcPAJY3IxP4Nf4w44nDrDMRuB34VZ0dY2Q+CvyojvVmUd9fgjPNC+u+CMwa4nNTwv/BhcDJzcrEvy//iIr7hfA636lqvYNH8ZrMPDOsvzfwO/wPcweFxzYO30/2qTcnVmb5OQyeF+QV4MAa6x0MrGh0Xlg3xviQaSZxxgeNOWs/PtbxIcYYlvsxhzjjQ+7HnKzzwvM05mSQSZzxIfdjTtZ5Fdud6zGHOOODxpyh1xnN+JD733FaZdFV9tJyHv798n8wszuAZ4CdgBfM7LGwzo74mdWPZ/EFnXPLgSuAK8xsWpPyzgOuMbM9gGX4Qf8fgUvMbHP8N7WdgaPwJ+lsdB74Q3R/Eq5o8Sv8N9Nd8VezuMQ5tyystxP+UOlmZJ4ccl4ws9vCc5birxYxGX/1iIPwJ448oM6OMTLvx/9QNBKHP6dAo/PAD/YfwJ9vY+0Q55aY2QHhc/8VcpuR+TSwC/DzkFECJtRYbwf8eRrqESMT59xdZvYPwGfw/zfvxZ9IcswiZP6m4mPDH7L/q6p1dsSfB6MZeTHGh4aOOVmPN+uR2Y5jTowxLIUxJ8b4kMKYE2MM05iTXWbW40OMzKzHh+R/xxljZozxQWNONuNDCr/jtIZmz4hpGf2CfyH/CD/4lq888Qp+sPkCsNEosn4DbJdht0zzKnIPxx9efD1waHhsf/wPVSvxf5H6XLPywvP3xP9F5BX8N6yH8DP9hYp1dmMUJz7MOhP/DfQM/AkOF+IHgL7w8Tz8X6gm19svRib+UPLD61hvArBlo/PCukfi/0o3dZh1OoDL8Jekbngm/oSI9bz3/RfAV+vsmHlmjedOAy5h8Io6Y/prdZaZrHtekGOB99ZY73oqrhLUqLyq52Q2PmSdSYTxIUZmyG27MSfrvLB+rscc4owPuR9zss4L62vMySCTCONDjMyK52Q65mSZRyJjDnHGB4052fxOkuvfcVplsbDRIiIiuWFmOwDbAL91zi3Ka6aIiKTPzLYH3grc5ZxbnNdMEZFWowkpERERERERERFpKF1lL3FmtpGZfc7MrjCzy83sJDPbME+Z6piPTDN7V3g/eeVjB5vZPDP7u5ktNLPbq9dJPTOFjjEy1TG/mSl0jJGZQscYmW3c8RdmdoqZbVbvcxqdmULHGJkpdIyRqY75zUyhY4zMFDrGyIzRMeQeYWbXmtkPzWzf8Nh7zexRM3vNzB4zs081Ky9WZvKa/Z5BLfUvwEtUXFkEeDP+PdZF4I9hKQJ/AjZrRqY65jcTuA/4UsX94/BXC/k18CXgTPx74/upuKpN6pkpdGzX7U6ho7Zb290O2x2pYyksRfyJYY9jlOeLip2ZQkdtd3ttdwodtd3a7pxu99Eh82H82LUa+Gi4vQY4HX9+sgHg+EbnxcpshaXpBbSMYmdVXWoUuA5/idQdKh57e3jse83IVMf8ZgLLqTiJJTAfuLDGepcAv6+zY+4zU+jYrtudQkdtt7a7HbY7UscS/uTZp+N/+C7hT1J8A/ARoLuenJiZKXTUdrfXdqfQUdut7c7pdj8CXFxx/5Mh85yq9S4AftfovFiZrbA0vYCWUeysdScollJj9hR/ydmXmpGpjvnNDM+v/IWjCOxbY70DgZ46O+Y+M4WO7brdKXTUdmu722G7I3WsHsO2Ac4CHg+fW4H/i/BhQFczMlPoqO1ur+1OoaO2W9ud0+1+Ddi/4v5GIWufqvUOAJY3Oi9WZissOodU2iYAT9Z4/En8JWfzkKmO+cm8C/hYxf3HgV1qrLcr8Nc6O6WQmULHGJnqmN/MFDrGyEyhY4zMdu24FufcfOfc15xzOwDvAi7EX9L75/jLfjc9M4WOMTJT6BgjUx3zm5lCxxiZKXSMkZlR3jJg04r75Y83qVpvE/xRwY3Oi5WZvmbPiGmpf8HPoF4NfDMsrwJH1VjvaGBhMzLVMb+ZwDvw39yuBmYChwB/A74B/J+wnIM/dPTzdXbMfWYKHdt1u1PoqO3WdrfDdkfquNZfwIdZb3fggmZkptBR291e251CR223tjun2305/u3mhwJ7AXcA84DHgK3DOm/F/8HlR43Oi5XZCkvTC2gZxc7yJ7T+c9Wyzn9S/CGOv2xGpjrmPnMn4N4wEAyE28qPFwGnjvJ1mfvMFDq263an0FHbre1uh+2OkFfXLxyj3OZMM1PoqO1ur+1OoaO2W9udt7yQuRnwYMXYdQ8wGbgpjGOvhdvnCZM/jcyLldkKi4V/HGkhZnYosMA591heM9WxuZlm9jb8obCbAQVgMf6tf/c454pj7JH7zBQ6xshUx/xmptAxRmYKHWNktlPHcDnrh51zK0bboVGZKXSMkZlCxxiZ6pjfzBQ6xshMoWOMzBgdQ64B2+LPO/XHiscOA2YAfwFuqffrZp0XKzN1mpBqQWY2AdjEOfdCXjPVMb+ZZrYB8PqMO+Y+M4WOMTLVMb+ZKXSMkZlCxxiZ6pjfzBQ6xshMoWOMTHXMb2YKHWNkptAxRqY6ZpeZZzqpeWs6FP/2rjxnqmN+M9+XcV4qmSl0jJGpjvnNTKFjjMwUOsbIVMf8ZqbQMUZmCh1jZKpjfjNT6BgjM4WOMTLVsQ1oQkpERERERERERBqqs9kFpH5mdkedq1ZfOrJhmeqY38wUOsbITKFjjEx1zG9mCh1jZKbQMUamOuY3M4WOMTJT6BgjUx3zm5lCxxiZKXSMkamO2WW2Ak1IpWUf4GngiRHW26CJmeqY38wUOsbITKFjjEx1zG9mCh1jZKbQMUamOuY3M4WOMTJT6BgjUx3zm5lCxxiZKXSMkamO2WWmL+Yl/LRkuwCPAj+qY71ZwEAzMtUxv5kpdNR2t9d2p9BR263tboftTqGjtlvb3Q7bnUJHbbe2ux22O4WOrbLoHFJpuR/YvY71HGBNylTH/Gam0DFGZgodY2SqY34zU+gYIzOFjjEy1TG/mSl0jJGZQscYmeqY38wUOsbITKFjjEx1zC4zfc2eEdNS/wJMBw6vY70JwJbNyFTH/Gam0FHb3V7bnUJHbbe2ux22O4WO2m5tdztsdwodtd3a7nbY7hQ6tspiYaNFREREREREREQaQic1FxEREWkDZvZ+YBfgZefcpc3uIyIiIu1NE1IiIiIiLc7MdgauB4rAvk2uIyIiIqIJKREREZFWZmYbA9cBHcARzrlHmlxJRERERFfZExERERmKmU0xsx4zc2F5a7M7jcEVwNbACc6525rcRURERATQhJSIiIjIcD4GjK+4f1yzioyFmX0B+ABwlnPuiibXEREREVlDV9kTERERGYKZ/Q7YCbgQOAV4GdjCOTfQ1GIiIiIiidMRUiIiIiI1hBOB7wQsBf4FeA54A3BIM3uJiIiItAJNSImIiIjU9k/h9kfOuR7g6qrH12FmV4RzTV0R7s8ys7lmttjMVpnZo2Z2qpnV/BksrOvM7CvmnWBm95vZcjN7zczuNbOPj1TczKab2YVm9qSZrQhf+0kz+39m9uYRntthZp80s9vMbKGZ9ZnZ38P9j5iZjfT1RUREREait+yJiIiIVDGzDfBvz5sM7Omcu8fMtgbmAwPA5s65hTWedwVwLHAlsAI4CSgBy0NW2VXOuWNrPH8usC9wNvAO4AigH1gFTKpY9WvOuS8P0f0E4GKgKzzUGzpMCPeXA7Occ7+s8dxNgZ8Du1U8vAzYuOL+DcCRzrm+Wl9fREREpB46QkpERERkXR/CTyDNd87dA+Ccew74LdAJHDPC8w8HTgBOA6Y456YArwO+Gz7/CTN7zzDPPwnYD/gkMMk5tzGwBXBj+PyZta74Z2YfAC4Ld88B3oKfiJoIbAdch5/Yur76SCkzGxfydwMeAd4HTHTOTQY2xE+0/S1s27kjbL+IiIjIsDQhJSIiIrKu8tvyrqp6/Kqqzw9lCvAp59wFzrnlAM65Rc65E4CHwzofHeH5H3TOXemcWx2e/yJwJPAS/me4D1c+IUwoXRTufto5d4Zz7i9u0NPOuQ/jj3CahJ8sq3QCsCvwOLCfc+4W59yq8LVXOueuAg4FHPBZM3v9CP8GIiIiIkPShJSIiIhIhfDWvP3wEy9XV336x8BqYDsz22OYmAWsO5lVdkO43XGY59/tnPtN9YPOuV7gtiGefwjwJmAhcPkw2eVeB1U9fny4/W/n3Gu1nuicexg/YTUO2H+YryEiIiIyrM5mFxARERHJmeMAA+50zj1f+Qnn3HIz+xn+6KbjgHuGyHjQOVca4nMvhdupw3S4f5jPDfX8vcLtFODlYc49Pi7cbll+wMw2YnCC6+tmdtYwX7/8dbccZh0RERGRYWlCSkRERCQIV78rn2x8qCOcrsRPSB1lZp93zq2osU7NI4yC/nDbNcw6Y3n+G8PtOGDTYZ5fNqHi480YPHJ+uImySt11riciIiKyDr1lT0RERGTQQcDm4ePvmpmrXoBbw+c3pOo8Tk3WEW5vdc5ZPUuN5wLsXufzv9K4TRMREZFWowkpERERkUEjnay82nFRWozNK+H2HWN47sKKj8fyfBEREZFR0YSUiIiICGBmmwCHh7uzgI2GWWaG9fY0s+0aXHUod4fbN5nZXsOuWcU5twR4Itz9SKatRERERGrQhJSIiIiIdwz+vEzLgBudcyuGWR4EngrPy8tRUjcCL4ePv21mw57jycyqzxV1Wbg9wMyGnZSq8VwRERGRUdGElIiIiIhXnlj6uXOur471rwu3nzCzpl8oxjnXA3wWcMDOwN1mdpCZla+qh5ltZWafMrMHwrqVLmHw6n5Xm9nZZrZFxXO7zWw/M7sIeDbqxoiIiEjL04SUiIiItD0z2x3YIdy9brh1K5TX2xR4X+alxsA59zP8kV6rgJ3wJ2BfaWavmlkP8Bx+4mlX/MRV5XN7gfcDd+CvxPwl4AUzW2ZmS4AVwG+Ak/AndBcREREZM01IiYiIiAyezHwZcHs9T3DOPQY8WfX8pnPO/QDYBjgbeAg/kTQZ6AEeBS4CDgTOrfHcV8PnjgCuBxYA44EJwF+BXwAnA2+JvBkiIiLS4sw5N/JaIiIiIiIiIiIiGdERUiIiIiIiIiIi0lCakBIRERERERERkYbShJSIiIiIiIiIiDSUJqRERERERERERKShNCElIiIiIiIiIiINpQkpERERERERERFpKE1IiYiIiIiIiIhIQ2lCSkREREREREREGkoTUiIiIiIiIiIi0lCakBIRERERERERkYbShJSIiIiIiIiIiDTU/wc7BghQqi7pogAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 1440x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.rcParams['figure.figsize']=(20,10)\n",
    "plt.plot(x, y1, color='r', label = 'Salaire hebdomadaire d un ouvrier au cours du temps')\n",
    "plt.fill_between(x, 0, y1, color='b', alpha=0.75)\n",
    "plt.bar(x,y2, color='k', label = 'Prix d un quart de boisseau de blé au cours du temps')\n",
    "plt.xticks(x, rotation=90, size =15)\n",
    "plt.xlabel('Année', size = 25)\n",
    "plt.ylabel('Shillings', size = 25)\n",
    "plt.grid()\n",
    "plt.legend()\n",
    "plt.title('Fig.1: Variation du prix du blé et du salaire en foction du temps', size = 30)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "hideCode": false,
    "hideOutput": false
   },
   "source": [
    "Representation sur le même système d'axes (x,y) des deux variations."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "La première partie de la mission est terminée ( la reproduction du graphe de Playfair)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 84,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x720 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax1 = plt.subplots()\n",
    "#Introduction d'un deuxième axe des ordonnées.\n",
    "ax2 = ax1.twinx()\n",
    "ax1.plot(x, y1, color='g', label = 'Salaire hebdomadaire d un ouvrier au cours du temps')\n",
    "ax2.plot(x,y2, color='c', label = 'Prix d un quart de boisseau de blé au cours du temps')\n",
    "\n",
    "ax1.set_xlabel('Année', size = 25)\n",
    "ax1.set_ylabel('Prix du blé en Shillings/quart de boisseau', color='g', size = 25)\n",
    "ax2.set_ylabel('Salaire hebdomadaire de l ouvrier en Shillings/semaine', color='c', size = 25)\n",
    "\n",
    "plt.title('Fig 2: Variation du prix du blé et du salaire en foction du temps sur 2 axes des y', size = 30)\n",
    "\n",
    "plt.grid()\n",
    "plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "L'unité dans la premiere partie était le Shillings ce qui est très général par rapport à l'étude qu'on désire faire.\n",
    "On remarque dans ce graphique que la vitesse d'evolution du salaire hebdomadaire de l'ouvrier est plus grande que celle du prix d'un quart de boisseau de blé."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Partie 2 terminée."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 86,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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fmRlUvFf9LkCaj33KoyZ6RMVrDJ/tyu9loJ6fNLe60vxEDD0OsA8axc6xxSHk3OGS88sQ+RjsQ1Gl63OlD+d+/UdXmteBhn7SpAATXOkqzeuofP/ZSYjxIsz6bInXo2cXcFaAdF2w3iQGa8Sp5OXjp/wm+GtrWAOKJ82fq6l/WO0Ia7jxpPsGaOknTX+8434ZMCCMetgCdPWT7lSsUco4f5v4SXMM3jmkAe4L1DexLxXOrU4/ctIH9YjCGhw88tbhZy6NNUZscqUbFaJvGKynZqU5NdbTdLMrXcB7RRjX5p5TzAIa+0lzLZU9ExPqEeWSE8lcLpb99jEqz9maYI07njQLHX37+pE3xJXu6wB63e6TZyH+713n4vVWLgFO9jne0SUjjwBzHVfaanvdJfqTcAX041RExQYc6vNKABkBDVFYq7RnUCgiiMs3lZctRMsQ5fsw4P4sBC4NcX60DVFH4zVu7AbSA6Q735XnV1EoB8+Nc0GA476Tcb8Dss850bpx/NYlp0uANFEzRGHfnnqW72wNpjvwJ5esZ0KUWxnQPYisj1xpK026wiyrXJ/2G2jCVR/7VsOTtqYaou4OkrafK91yP8cfcB0PZtRNB1a70vaOVTlgjYCeCeFWAjyAYT2OPMb3eX6Oj3bp+98gugjWwO9Je4WfNJEaoh6oav36yH3QJdOvYcRJdwLeh2BDlAwkIXR7ysmrFP8PN7926fNxFfNw33t+wI+x20nXAOs5ZIAd1bwuz3KA7QGOx8IQNcYl069hz9XO3MtvaqIhKh5j+FkuGUsDjRFO2jdcaX/v53jUHvSwXhYhrw1rgDBYY26zEPmsABqE0CvU/boJXsPGPIIYALHGKM9cZ7NvWirff/yGBKhCnbpf9g0JkfYyV9pfhyi/+YGuF+uR6XmhurCa+odsR1ivHc9S8oMED/Vwg0veR36O+9ZDwDLDepcETId94Pcc/0esrt8nfUBDlNMGPfONMuCMIHLOdeX7bYi+YYDfBJH1+3DShbiuTFdfC/XM5vuyMxkNUbHqt18TeFnqr3zK7aYgec5zpfNnEPQ1RJ0eRNZYV7rnfI65X6BeW9WyT6aPBiuvOwzCGzjuXWPMxiBpJ2AH7XixB+t++W2wRMaYYmOMuD5bqpOpMWYbdrkN2LIZFiDpGNf3idXJ08GzBLB7GIHmlhhjZkQhz3D52vU9Ipf9KvIzvEtIXjDG7A6S9kmswQDsjSgY+caYxUGOu5cdnhJCViAudX1/0hjjt88YYw5jH8BqMgeBgMsdjV226mkbJ4vIST5J3PXxWBA5xVQsi1D1WGWMXT7r2ZTgaOC8AElH4l1G8Lqf424d/xokP+NzvLrXVkqQOokQT1s12H7kF2NMIdZbKJ542lUKdnmjL6Nc3++JQn4vGWP8LnkzdvnQV86/zUWkVTXy8VxXCxE5oRpyIsE9Jv09UCJnnH0p9upUi3iM4e4++oQx5kiQtO5lrTEbtxzc49Av/CUQkZOxcdjAGhh2hZD5ggmxg3EYDMO7PDbgPQ/AOfam8+8x2KV6gdiBd6yuLlc7f783oZdQfoB3mfP5IdJOCHKP34p3w52qtsVIOBfvUtJ3TPAlma9gX8QADBaRhkHSrg1RZqH63M+dvyXYlx+Jphv25QrALGPM14ESGmOmYV8oAnRxluwGwhMqIxDRGJvOw9vXJod4Znu8innUJGLVb//hzM388ZXr+37skvZAzHJ9PzlEnl8ZY+YE0wn7wg8q3rPBti0Pp4bIp1agMaJqJr4N05eqxFVxT/DzgiU0xmwUkdV41yVHBWPM7VirMSKSgY2ncQE2gO5Y7M5B1xljJkcz3xBMxLuGeww27ks5ItIYr4HqADYuSUCc9egXYdeY98KuRc7Eemf4Ug/7Jm19EJEzg2ofISLSCbt++SysO3ITKm4X7KZtNPMOQB/X98+DJTTG7BCRhVjvnNYicpwJHIsh2E0A7DpxD80CpgrOaa7voXY4CmsHpAQy3xgTKu7Ql9j4EGCvfQWU92XPevZCx5gRDHc9x9rY+Qbe2AS/wC799MXzoHcEn/7v4GmjxdjYJcH4AmtASqX617bCGLO9mjI89eOZ0KwyoeNyfYGNYxAVRKQHdpJ5BtaVvDFew58vFcYcJw6Kp5/9EMIwES6Rjg1b/SUSkbOwD159sDEAswg8p2pLhLFNqoinrA7ifeERiC+w8VhqKvEYwyO5/ywVkc3YJac9RaReCMNVdfgUa5xpAfxcRP7gxwhytev7G2HIjMZcwr2baLNAu165ONr1/WSs94o/5jgvbKqFiLTF9kWArWHoB9brJIvQD5fhtMeuQLqIpDsvXWJFJO32iIh8iR3T62HnpYHaQpX7nIhkY+M/ga3PbSSesMvJlcYTd6cvNr6hPxYbYw4GkRPX+aUxZqWIbCA+c/aoE+N+GyxmrfvevtgYcyjMtKHqNFR97RWRBdg4iK18nmUW4I0t/Ftn/vYy8E0Qg1pSo4aoGogxJhbBut3bXa4JI/0aomyIcuMM4iuBlSIyCXtjPAl4U0R+MsbE68H9I+wShaOB80Skjc+bhyvxBqd9N9jDuogchfUmODOC/BuHOB7sLUhEiN3a+QHC7/ehdIsG7q1nA9303XyPNUR5zg1kiAr1AO++4VR1+1NPnzpgjNkcIu0arJdhTfVCXR1hGvd4cjReQ2s4dbgab1mEtfVwVTHGfCMiy7FvJYeJSKYxpshzXEQ64G1P/zXG/OQ+3zEse7xi1oZ68DTGHHQmhO2o/rVFq++3wls/kdZzlXGCGk8Abib8QP2+Y87ReI1W0dpAo1pjg+NR8DqRecXEfCz101b9bajhJir1HEPiMYZ7+uhBY8yGMNJ/75yTho2pFpOHbWPMYRGZgl2W2hYYiOsFolPXHu+TndiYX6GIxnjS3vX92QjPDfbwFq2xrr3r+wAqGs5CEerhMtL2GEtDVFXmTf7O9aU6fc5tBInbZkchqInlFC7uOVa49+2kNEQR234bbFMndz2F2vwpkjoNt748z4rH4jzLGGMOiMivsXOMVOw94NfADhGZjX1W/swYsySMPJICNUTVHRq5vofaqQ2qsFtPVTHGbBeR32B3LBCssSQuhijnbdEb2KCfKVjvCPfymjGu7wGX5YlICtao5XkDsxsbAHkJNnbXQbzLHa8HLnG++/OUchPsrUvYiMgt2DXYYJfnfIl1S12PXX/ucdl37+QUSrdo4N6hK5w2V+T6Hmx3r3gsLc10/obsT8YYIyIHqdgPaxKRjgmZru8R1aExpsxVFtHaoS0Yr2MDuzbEepsGWvbib1leI7zGw3DHRE8bzRCR1DAMAoGISt+nYl3Fc+x/FBuDAay32WfYN+4bHD08HhB9sR6xUHnMcRtwiogO1R0bXsVrhDoIfIiN1bMJe12e+h4CXOd8j8dY6m6rNeoeX0XiMYZ7xp9I+7bn3Fh6fbyOfQABO065PdkHYI3dAG+HueQuGuNJk9BJAtIgyLFojXWx0g/iG64iFDVx3hSLsbq61MRyCpdE3bcTQU3ot9Gs0+rMpzHGvCUia7AbQ5yPnT+0wD43XgL81Vkd8jtjzPToqJw41BBVd3A3+mBrxD3E+4E5D2sMaQCcISL1o+GqHSYTsYYosMvW/grl2zp7vCXWAsE6/CV4jVBfAxcHinckIhdXV+FIcDwT/uj8Wwycb4zx65otIv3jppjF7WHWiNA3U/eAHfEW9lGmCHtzCNmfnDfYGaHSRUC0PasiHRPcEzbfOgyKY7T1lEV16zCccpiE3W5asA90boOTJ/7QXqzh2Jf9eL23wh0TPW30YDWMUNHEXVdxGftFpAXOMmzs2+OBxpjlAdIGy2+v63tmwFRxQkS6YXd8BbvjzqBAsTtEJN7xHdxttSbe46HmeYTuw47hkfZtz7lVJWQ5GGPmiMgq7C6Nl4vILa7lXqEM6LHCPZY0CxHTMRG49RtvjPG3ZXxtIKJ7LvGZN9WosdqhJpZTuMT9vu0i3uN0beu31ZlPA2CMmQtcJCJNsZ5T/bCesadjDVO9gC9FZFgYMbVqNDVtUqDEjk2u7x3CSB9OmqjhPLB5rMj1iOONzBizFLsuF2wgZk9sl2tdyV4JsT73XNf3u0JM0NoFORYLugNHOd/fCGSEcoi3bu4lbZ3CSO9Osylgqvjgyb+hiIRahtWB0OOtx/U36BseJ25OtPtHxwjTuMt+G14vkHDq8AS8ZeGvDqNaDs7ae48R+RwROcY5vw/e5cfv+Yv54PR5T2yAbBEJ+vLG2XzA4x6f6PbpYSve+om0nqvKQLwvusYHMkI5BBtztuH11gwVCyIeuMf5cSECyMZ1LPXTVkN5YUWjnqHikoVQb6dbRinPaOG5/2SISJugKS2e8e0Qdkmcm1iUwyTnbxOshx0i0gCvMXRNsADMMcDd3uMRlDtS3PrV5kC/NXHe5F7aWhPGaqiZ5RQu7vyjcd+uyeN0beu31ZlPV8AYs9sY85Ex5l5jzJnYOGz/dA6nEGTzmWRBDVF1hwWu74OCJXQmZNGapIaFiLTEBmcDu4wj3m/a3MvurnG8NjxvHQ3Bd1MAb2wOCBKUVkSy8AZ8jhdh6eYwOAx5HhfWcOO+BGOe63ugXc1sZiLN8QaS3BxmTI9Y4tb97BBpzwlDnqfNHxs0lfW8i0bZuznNaZvBcI8b8z1fHAPOUuffE5ygpcFw73Iyz8/xWJSDx2sgFW8g7nC9Cjw6phM6/ts5eJdh+bu2uONTP51E5LgQp4TTVkMRlTHHCR7qaWvHi0j36ipWTcId51MIMZ5RcSlAtPqzp81lYN+cBiMa9QwV79Wh+mw8dmKNhEjuP6fivb5v/MSLC6scHGN1uO3YHYTcM15dgjcuSjhByqOJ2ys81KY6cccYsxrvQ+1ZjmdmbSSSdpuKd35yBLuMOOo4O/d5yv50ETk6WPogRHNcDLucHELNTeJJ2PNLZ/VGqPhQsRifQhHWs0It7Leh6isL77PM1iCbLlXC2aHzl1iPbLBz7mOqpGUNQQ1RdYc8vK6zV4hIsAnjb4h/27jR9X1OAnYHeAvvG4MrsZM9z8D+pTEm2M52UHFNcLCtuu8g/ksiwtJNRE7EbmUfCo8baTSuYyrem9UvnV0KA3E73h3+3otC3tXlfdf3253ld5VwvGhuDUOex2ukiYj0DJIuHFmRkoENKu0Xx3vIs2xzuTFmhU8ST30I8PsgctKA21w//dtPsliUw7t445D8wqkTT1t3e0z5w93W7gyRz10Bzks0nrYqeJfMVcIxIkbjATPcMScXu4NnMNwP23+uhk7RINxx/moqBmD1h9sdP1r3BPeYdEegRCLSBBurMBq4vd0CTsCdJelx9bQOA3cf/W0IL7K7A5znIaxywJZ7OEs3cHYg9Xg8Xeg8oLkN6PE2RP0bb7u9OYyXDongNedvGt64mLWNaXjn8yNEJJj35TWA50H1M2NMOPFrqoqnPTYAHqyijGiOi4vxvjA4y7XaoRIicjbe3cWXGmPCCW4eS6bhXR54ZQiv+9+FIS/q41MYRPKsUJv6bX9nzhyIX+ENT+FvDhwU5/nY/Uya1GGW1BBVR3BuPi86/zYCJvvzgBCRIQSZwEaCiAwUkeuch89g6cYA41w/+d2NRUTSRcS4PlGzAhtjdmGNImDfNj7vOhwwSLmL+a7v4/wt4RGRq4D7qqxk1SnAvgkDGOUvdonjJfE+XkNPMNY6f9s5XkpVxhizDpji/HsMdtfESjdBEfkZ3oDGxcD46uQbDZwggR5Pw97A477GKOfB5hnCczf+zPX9LwHa0B14l2VEm3GOYcA3z7Z4l4iAN5i9mxeAPc73m50+7SunPvAvvO7v04wxC3zTEYNyMMbsxQaVBuiJNYZ53ti+6WdrdDdTgHXO94vE7j7pq4+IyKN4jSor8I4nNYEX8U5qbxORy30TiEgz7LVWdZcfN+7x8Df+xmoR6Qq8GYasV/A+TFwkIs8FuqeISAMRuTBSZSPAfV33+ItvJSKDsLsFhmID3oDtwQyukTAF7xKZy0TkNt8EzhvvN/C2/+qSj3eHsOtE5CQ/eZ4KvBSl/KKGs0x9tvNvN+C5AOPNLVjjItiYZ//yI849bv1ORFr5JhCRs6i4GUo4eB7u6wM3ARc5/8+mAOOzAAAgAElEQVQ1xqzyf0psMMbswKt/JvBZqFhoInKmiDwcc+W8/B1vEPlfi4jf+ZgHEWkmIneKSL9AaWoazs6vnnlyBvCuPy8SETkd79IdAzwWY9WexLtk9Vcicp/jHVoJEckUEX9emWtd36s1LjoP7J5rFuAtEWnvR5fOeA0hYDfaSChOHb/g/JtJ4Ge2q6n4Ij8QsRqfghHJs0Jt6rcCTPK33NuZHzzo/HsYeNrn+KUicrOIBAw74cydPN75P1FxCWrSkdRWNCVixgHDsMvuBgDLReRf2K1WM7FLJK7ATrSWY+N8QNV3E2iNnbA9ISKfY12CN2LfKmcBJ2I9j7q4zplkjJlcxfyqy0S8XhKetw97Cc9i/SbwMHZL53OAb0XkFewDbEtgKNbtdxcwCyfeQzwwxuwRkdewOzhlAPNE5J/AImzd9sHuDpiJvRmPDiHyC+wDdz3gPyLyEjY2iceL7RtjTCS7Cd2KbY9tgYuBZSIyEViJbScXUnGr9N87b4prAjdgH2QysAbcASIyCXtjaIt9eMnBltlpBN/G/U3sjpHHYtvKbKcNbXN+G471SvoEexOK5pbwnzsyp4nIm9hdFQ8BPbCTHM+y2WnAy74nG2O2icjNzjWkABNFZCTwAXZimo1tY56H1B0E9siIVTm8Doxwvv/Z5/eAGGNKRGQ09tobAA85xo4p2Ho+FruV+mnOKcXAL2pIoHIAjDGbReR3WINUKvbB5d/YMizCGkpvwI5771NNryhjzHIR+RL75rUV9l7zPLAMW4ZnYQPF18eW/9VBZBWLyHCs11oW1nPvIhGZjF1yWIw1qvTGjqsbgE+ro38QPsdu8d0ZGyNnhYi8iN2KORPbXi/HTjCnEMTD1GlXs7BLXnuIyKvAx1QM+jvNzxKwgDhldaMjJwUY77xceg/b5zpiYx92JAr17OS5x7mf/Ab7kmu2iPwD643QENtHf4Gtp0+x43lN4hrsC4XG2LGun4i8jvfefRneZYxlwHX+YkAaY1aKyIfYNngs8I1TDt9jYzydh51fbcSWTbhL9KdgX7x4vEw88V3iGaTczZ+xy0qGYfvBYhH5GOt1vwk7vhyFNeydBxwPLAQqGfBjgTFmh4hchu2rDbH3kmtE5B3seFGEresTsEtFB2LHobjNyaLEOGxfysGOfctF5GXsTs1pQC52jPU85z0eIj5otTHGbBWRX2Dv+/Wxc+KfO2X/PfaFaGtsuV+CnRf57pD9BbbOACY4hqM1eF+mrvPjkR2MfwI/wxpws7Fz85exS98Eu4T5WrxeQO8YYyb5E5QAHsTq3gl7z1zmPLOtwLbhIc5nC9boE9AoE8PxKRhhPyvUsn47FTs+LnU9a6Vh50M/xxu+4SE/bbkd1qD7pIh8gW2n67Ae/Udh6/hyvC8M/1qT5ppVwhijnxrwwXZMg2PEr6KMLY6MFUHStMM+4JsAn5+wRoF3Xb9lVFGfK4Pk4/spxu7slhJEXrrPOcdEuQ5SsMt03Hm8EMH552C9DgJd4zbs4Dne9VuOHznDXMdvDzPvqa5zmvo5ngXMDaJbGfA37KTG89v4AHm1AH4IImuYK21T1+9TQ7TLgjDayC1BZIRdblUp4yCyzsOuvw+k93zsg7InTUEQWWeFaENfYicNIWWFoXeFunbKpChI3vlAVgiZo0LIMNi17SeHkBP1csBOhrb5yPkmgvI6Fzs+Bru2LcCZQWTc7q+fRNpfqlHnY7GBywPp/wr2LXTQMSDMvNo4dR0or8NYz7Sw+iL2wTbYvStgnRJizI0kLdAV773W36cIa/AMWteOrDOxBt9AsiqN5WGW/dXY8TKQ3M+wDyNRaWtYI9xXQfLbjjW4Re3eF0naMPTPwT7IBWtXe4DLQshpjX1IDCRjndN+gt6v/ch930dOCdAyjPMizSfc+3Uq8BdHj1D90a8swphrVLNOu2NfqIaj3wHgjOqUX6RlHQ05WO/9L0JcWynOrrFB2n5Y9RBuWmxf3xRGuf87wPkfBzlnvE9az7xxdxB90rHhN0LpMxGoX52+EWnaMNrD8VhngUA6b8UaJ0K2G2I0PgXRPexnhUT02wjrNNTcrcJx4JEQuj8RIJ9bw7z2I8CfCNCvk+mjS/PqGMbGOuqOjXWyAPuwtx870D2GnRzOxA4gAMXGz25SYfIO1nJ9N/AR1qq9DduBirCD3odYT5L2xphxJvgSmZji5P2az88TIzj/C+yN+kXstZVgPaAWY98MdTN2OVfcMcbswz7c34E1jBRhLexrscuuco0xoeLfeGTtwL6B+xv22jwGg+rotx77lnU0tq1swpbfHiePvwEnGmP8LttMJMaY/2F3iXkS++BdjPUCmou9OZ1pwvQQM8bMwD5wu9vQDmAm1mPlXGPMnoACqoExZirWCPEPrIfHQayhZybWe+lspx0FkzEJ623xJ+z4sgtrcNiKfdN1M3CqMea7EHKiXg7Gepb4eluGHWPFGDMN+zbuD9iH7u3Ya/vJ0etOoKMxZlYkesUTY8yj2DH5TeybzxKsV9en2IfsMVTdA9Y3r43YPv0g8C22Pe3H9pEXgdOMMU9FIG8J1nPrGuxEcwO2rx3C6wV1B3BBNPQPose32HH+Cezb5ENYL6bvsGNAjjHm7TBlzcLWx6t4+1w0dHwd23/+ie0/h7DtNB/79v8iKsa7qm5+RdiHz99i7y/7sNeyEjt2dzfG5EUrv2hjjCnAjuH/h/V83Irt2zuxb6THAScYY4J6RxtjNmM9I/+I9Uw5gL3Xfuv8luO0n0jx9X76zBizvQpyooIxptQY8wfsWP8wdjzchi2zg9iHz/9ir7m3MWZYAnRcjPW2H46d4xRi2+UR7H1pEXZ+9wvsS8147j4YFYwxu4wx52AffN/Bvkg9hL3OFdh7eXdjzD3GecqNk1552Hvl/2HbwWZs2yjGzjmnYgMujwkgYhh2LJmFve9Xy+PDGFNsjLkK6yX2KtbD6oDzKcS2g/7GmGuNMYcDCkoAxpgfsPebO7GehfuwY8py7DK6HGPM7MASKsiK1fgUKL+InxVqS781xtyLdU54Dzs/KcG+wHofO5cOFALnGWyZ3YU1yK7Bjqml2Pn4Quw8o5sx5r549utYIbXgGpQo46zL3Y71OJhnjKlpO90oilJNRCQHe1MHeMoYEzCItaIoiqIoiqIoFRGR2/HGY7vUebGrhIF6RCn+uBprhAK77l9RFEVRFEVRFEVRFKXaqCGqjiEip/nblcx1PBfvjmSl1MCdbhRFURRFURRFURRFSU5017y6x23AEBH5DBv7YCN2zW4bbNDlwdidJAD+YoxZnRAtFUVRFEVRFEVRFEWpdaghqm7SGLurz4gAxw02uNwDAY4riqIoiqIoiqIoiqJEjBqi6h73YT2hzgc6AS2xhql92J1OZgAvGGOWJUxDRVEURVEURVEURVFqJXVu17yWLVua9u3bJ1qNarN//34aNWqkMmugvGSRmQw6xkJmMuiYLDKTQcdYyEwGHZNFZjLoGAuZyaBjLGQmg47JIjMZdIyFzGTQMVlkJoOOsZCZDDrGQmYy6JgsMpNBx0SycOHC7caYo0ImNMbUqU+vXr1MbSAvL09l1lB5ySIzGXSMhcxk0DFZZCaDjrGQmQw6JovMZNAxFjKTQcdYyEwGHZNFZjLoGAuZyaBjsshMBh1jITMZdIyFzGTQMVlkJoOOiQRYYMKwy+iueYqiKIqiKIqiKIqiKEpcUEOUoiiKoiiKoiiKoiiKEhfUEKUoiqIoiqIoiqIoiqLEBd01T1EURVEURVEUpQ4hIqxdu5bi4uKoyWzSpAnfffdd1OTFQmYy6BgLmcmgY7LITAYd40F6ejpt27alfv36VTpfDVGKoiiKoiiKoih1iEaNGpGVlUX79u0RkajI3LdvH1lZWVGRFSuZyaBjLGQmg47JIjMZdIw1xhh27NjBhg0byM7OrpIMXZqnKIqiKIqiKIpSh0hNTaVFixZRM0IpilJ3EBFatGhRLY9KNUQpiqIoiqIoiqLUMdQIpShKVanu+KGGKEVRFEVRFEVRFCWupKamkpOTQ5cuXRg+fDgHDhyIS7433HADy5cvj+icdevW0aVLl2rnPWbMGN59992w0+/evZt//OMfYaV98MEHefzxx6uqWtxZsGABt956a6LVSDgPPvggTz/9dNjp161bx5tvvhlDjeKDGqIURVEURVEURVGUuJKRkUFBQQFLly6lQYMGPP/883HJ96WXXuKUU06p9HtpaWlc8o+ESAxRycSRI0fo3bt3RAaYI0eOxFCj6BAPHdUQpSiKoiiKoiiKoijVZMCAAaxevRqAJ554gi5dutClSxeeffZZoLJH0uOPP86DDz7Id999R58+fcp/X7duHd26dQPgiy++oEePHnTt2pXrrruOQ4cOAZCbm8uCBQsAyMzM5IEHHqBv377Mnj27gk4LFy6ke/fu9OvXr1wPX4qKihgyZAg9e/aka9eufPDBB+XHXnvtNbp160b37t25+uqry3+fMWMGZ5xxBh06dCj3jioqKuKcc84pl/Pxxx8DMHbsWAoLC8nJyeHOO++slP8jjzzCiSeeyLnnnsvKlSv96jhmzBimTp1a/n9mZiYA+fn55ObmcsUVV3DSSScxatQojDGVzi8oKOD000+nW7duXHrppezatQuAiy66qLwct2/fTvv27QHo27cvy5YtKz8/NzeXhQsX8uCDD3LTTTdx/vnnM3r0aPLz87nkkksA2L9/P9dddx0DBw6kR48e5eX4yiuvMHz4cIYMGcL5559fSbdhw4bRq1cvTj31VF588cVK1wgwdepUxowZU+ncoqIirr32Wrp27Uq3bt147733AHjrrbfo2rUrXbp04e677/Yr89133y2XOWbMGO644w4GDRrE3XffzfTp08nJySEnJ4cePXqwb9++SnkHqjd323SXqZuxY8cyc+ZMcnJyePLJJyktLeXOO+/ktNNOo1u3brzwwguArd+BAwcyYsQIOnfuzNixY5k0aRJ9+vSha9euFBYWlut/8803M2DAADp37sxHH30EwLJly+jTpw85OTl069aNVatWVdKlOuiueYqiKIqiKIqiKEpCOHLkCJ9++ikXXHABCxcuZOLEicydOxdjDKeddhqDBw+mWbNmfs89+eSTKSkpYc2aNXTo0IEpU6YwYsQIiouLGTNmDF988QWdO3dm9OjRPPfcc1x//fUVzt+/fz9dunThoYceqiT72muvZcKECQwcONCvEQjsFvaTJk2iTZs2bN++ndNPP52hQ4eyfPlyHnnkEb766itatmzJzp07y8/ZvHkzs2bNYsWKFQwdOpQrrriC9PR03n//fRo3bsz27dvp06cPI0eO5NFHH2Xp0qUUFBRUynvhwoVMnjyZRYsWceTIEXr27EmvXr0iKXoWLVrEsmXLOPbYY+nfvz9fffUVZ555ZoU0o0ePLi+HBx54gHHjxjF+/PiAMq+88krefvttxo0bx+bNm9m0aRO9evXiww8/ZOHChcyaNYuMjAzy8/PLz3nkkUc4++yzeeqppygtLaVPnz6ce+65AMyePZslS5bQvHnzSnm9/PLLNG/enIMHD3Laaadx+eWX06JFi7Cu/eGHH6ZJkyZ8++23AOzatYtNmzZx9913s3DhQpo1a8b555/P1KlTGTZsWFBZ33//PdOmTSM1NZUhQ4bw7LPP0r9/f4qKikhPT6+Q1l+9RbLs89FHH+Xxxx8vNxi9+OKLNGnShPnz53Po0CH69+9fbrRbvHgx3333Hc2bN6dDhw7ccMMNzJs3j6eeeooJEyaU1+O6deuYPn06hYWFDBo0iNWrV/P8889z2223MWrUKEpKSqLuMaiGKEVRFEVRFEVRlDrK7beDHztHxJSWZpCaar/n5EAQWwUABw8eJCcnB7AeUddffz3PPfccl156KY0aNQJgyJAhzJw5k6FDhwaUM2LECN5++23Gjh3LlClTmDJlCitXriQ7O5vOnTsDcM011/Dss89WMkSlpqZy+eWXV5K5Z88edu/ezcCBAwG4+uqr+fTTTyulM8Ywbtw45syZQ0pKChs3bmTr1q18+eWXXHHFFbRs2RKgghFl2LBhpKSkcMopp7B169ZyOffccw8zZswgJSWFzZs3lx8LxMyZM7n00ktp2LAhQNAyCkSfPn1o27YtADk5Oaxbt66CIcq3HK655hqGDx8eVOaIESM477zzGDduHG+//XaF9EOHDiUjI6PSOZ9//jn/+c9/eOyxx0hJSaG4uJgffvgBgPPOO8+vEQrg6aef5v333wfgxx9/ZNWqVWEboqZNm8bkyZPL/2/WrBkzZswgNzeXo446CoBRo0YxY8aMkIao4cOHk+o0/v79+3PHHXcwatQoLrvssvLy9RCNenPz+eefs2TJknLvuj179rBq1SoaNGjAaaedRuvWrQE44YQTyg1UXbt2JS8vr1zGiBEjSElJoVOnTnTo0IEVK1bQr18/HnnkETZs2MBll11Gp06dqqWnL2qIUhRFURRFURRFUeKKJ0aUG39LwwDq1atHWVlZ+f/ubeNHjhzJ8OHDueyyyxAROnXq5NeDyB/p6enlBgRfPcLZFWzSpEns2LGDhQsXUr9+fdq3b09xcXHQ89PS0irk45Hz008/lctp165dhWsMRDg6usvOGENJSYlfXVJTUyOKceSW69a1TZs2tGjRgiVLljBlypTypWJAuYHRF2MM7733HsceeyxZWVnlv8+dOzfgOfn5+UybNo3Zs2fTsGFDcnNzy/Vwl0ugcvRXR4HaXyiZbh3Hjh3LxRdfzCeffMLpp5/OtGnTOOmkkwLKchOoTINhjGHChAkMHjy4wu/5+fkV6jclJaX8/5SUlAp17auPiPDzn/+cvn378vHHHzN48GBeeuklzj777LB0CgeNEaUoiqIoiqIoilJHGT8e8vOr//nkk4Pl30N5QwXirLPOYurUqRw4cID9+/fz0UcfMWDAAFq1asW2bdvYsWMHhw4dKl+WBNbTIzU1lYcffpiRI0cCcNJJJ7Fu3bryuFOvv/56uVdPODRt2pQmTZowa9YswBqK/LFnzx5atmxJ/fr1ycvLY/369QCcc845vP322+zYsQOgwtK8QHKOPvrocjkeb6CsrCy/MYbAltX777/PwYMH2bdvHx9++KHfdO3bty83zH3wwQccPnw4xNV7adKkCc2aNWPmzJlAxXI8/vjjWbhwIUClnQCvvPJKHnvsMfbs2UPXrl1D5jN48GAmTJhQbghatGhRyHP27NlDs2bNaNiwIStWrGDOnDnlx1q1asV3331HWVlZhbbi5vzzz+eZZ54p/3/Xrl307duX6dOns337dkpLS3nrrbfKr9ct0+OF5Y/CwkK6du3K3XffTe/evVmxYkWF48HqrX379gHL1INvmxg8eDDPPfdceb1+//337N+/P6B+/njnnXcoKyujsLCQNWvWcOKJJ5Yvd7311lsZOnQoS5YsiUhmKNQQpSiKoiiKoiiKoiScnj17MmbMGPr06UPfvn0ZPXo0PXr0oH79+uVBxS+55JJKHiYjR47kjTfeYMSIEYD1dJo4cSLDhw+na9eupKSkcPPNN0eky8SJE7nlllvo16+f3+VkYJduLVq0iN69ezNp0qRyvU499VTuvfdeBg4cSPfu3bnjjjuC5jVq1CgWLFhQLsezpLBFixb079+fLl26VIpT1bNnT0aOHElOTg6XX345AwYM8Cv7xhtvZNasWfTp0yeoh1EgXn31Ve688066detGQUEBDzzwAAC33norzz33HGeccQbbt2+vcM4VV1zB5MmTy+sjFPfffz+HDx+mX79+dOnShfvvvz/kORdccAFHjhyhW7du3H///Zx++unlxx599FEuueQSzj77bFq1auX3/Pvuu49du3bRpUsXunfvTl5eHq1bt+Yvf/kLgwYNonv37vTs2ZOf/exnFWRecskl5cvd/DF+/PhymRkZGVx44YUVjgert9///vcBy9RDt27dqFevHt27d+fJJ5/khhtu4JRTTimPNfXLX/4y4t37TjzxRAYOHMiFF17I888/T3p6OlOmTKFLly7k5OSwYsUKRo8eHZHMkBhj6tSnV69epjaQl5enMmuovGSRmQw6xkJmMuiYLDKTQcdYyEwGHZNFZjLoGAuZyaBjLGQmg47JIjMZdIyFzGTQMVlkfvPNN1GVZ4wxe/furfEyk0HHWMhMBh2TRWYy6BgJ11xzjXnnnXeqdO7y5csr/QYsMGHYZdQjSlEURVEURVEURVEURYkLGqxcURRFURRFURRFURSljvHKK68kJF/1iFIURVEURVEURVEURVHighqiFEVRFEVRFEVR6hgmyFb1iqIowaju+KGGKEVRFEVRFEVRlDpEaWkpO3bsUGOUoigRY4xhx44dpKenV1mGxohSFEVRFEVRFEWpQ+zfv599+/bx008/RU1mcXFxtR5M4yEzGXSMhcxk0DFZZCaDjvEgPT2dtm3bVvl8NUQpiqIoiqIoiqLUIYwxZGdnR1Vmfn4+PXr0qNEyk0HHaMssLISrrtrN9dc15vobUmjYMCpia/x1x0pmMuiYDOjSPEVRFEVRFEVRFEWphUyeDIsXN+XW21Jo1/oQD//xCLt2JVorpa6jhihFURRFURRFURRFqYXk50OHNjuYmT2avmYODzxUj+OPPczvby1h48ZEa6fUVdQQpSiKoiiKoiiKoii1jEOH4KuvDN07buTM43/go14PsrjrL/hZ2n8ZPyGF7Hal3PCLYr7/PtGaKnUNNUQpiqIoiqIoiqIoSi1j/nw4eFDo0XkjiADQrcVG3ujxd77veRU3NnmHSW/CSScZhl9ykIULE6ywUmdQQ5SiKIqiKIqiKIqi1DLy80HE0K3jpkrHOjTezrPdXmBd7+H8oeU/+d+nh+ndG87rf4AvvwRj4q+vUndQQ5SiKIqiKIqiKIqi1DLy8qBbozU0aXw4YJpWjYp45NS3WN93JH9t9QRL5+3nnHOgb9f9/Ps9Q1lZHBVW6gxqiFIURVEURVEURVGUWsShQ/D114bctK8hJfRjf5O0Yu46+UPWnv5zXmjzEDtX7eDyK4RTsg8w8WVDSUkclFbqDGqIUhRFURRFURRFUZRaxNy5UFwsDMpcENF56fWOcFOnPFacfi2T291Nxrb1XHe90KFNMU8+XkpRUYwUVuoUaohSFEVRFEVRFEVRlFpEfj4IhrMy5lfp/HopZYzMnsc3fX7FZx3/j44HvuWOO1Np1/oQD953hD176kVXYaVOoYYoRVEURVEURVEURalF5OVBTuZqmjWpXpAnSREGt11Gfp+7+Prk6xkgXzHukXrc+dtTNaK5UmXUEKUoiqIoiqIoiqIotYTiYpg924kPlZ4eNbn9Wq1haq+HubfNRFava0rxt6uiJlupW6ghSlEURVEURVEURVFqCXPmwKFDwqCshSASdfknZm3GGGF9wa6oy1bqBmqIUhRFURRFURRFUZRaQn4+pEgZA9KrFh8qFNnpmwFYu/xgTOQrtR+NMKYoiqIoiqIoiqJUmauuggb1jic3N9GaKGDjQ/XIXEXTJrGJ4dQhwxqi1iw7EBP5Su1HDVGKoiiKoiiKoihKldizB95+29C+dRMoLYXU1ESrVKc5eBDmzDH8Jmt2VONDuTmmwU4a1D/C2rXRX/an1A10aZ6iKIqiKIqiKIpSJWbOhLIyYf3mphSv3pBodeo8s2dDSYkwKGtBTOJDAaSI4ZgW+1izrVFM5Cu1HzVEKYqiKIqiKIqiKFUiL8/+LS1LZXne1sQqo5THhzozY2FM82ndci9r97WEsrKY5qPUTtQQpSiKoiiKoiiKUk127oSJE2Hjxtgsh6qp5OUZjm9gYwYtnrUvwdooeXmGXpkradIktvm0bllEYclxmG0/xTYjpVaihihFURRFURRFUZQqUFoKn38OV14Jxx5ruO46+PO4jpjYxIiucezcCQUFcG3TqaSnHaZgUR258BrKgQMwdy7kps2GtLSY5tW65V72lmWxa4V6wSmRo4YoRVEURVEURVGUCCgshPvvh+xsw+DB8L+p+7kp803ubfkCy1e15MPxhYlWMS5Mnw7GCOc2ms0JbXZQ8GOLRKtUp5k9Gw4fFgZlxi4+lIfWLa3329ol6gWnRI7umqcoiqIoiqIoihKC/fvhvffs8jtPHJ7zG8/l78e/y9CsfNKaN+KI1OfVFSO5d1x9Lv6NIbVe7d5VLC8PGtY7RJ/M5ZzQbCfT152A2bETadE80arVSfLyIFVKnfhQDWOaV+uWewFYs+wAvWKak1IbUY8oRVEURVEURVEUPxhjvUxuuglatzZccw38OH8Ljxz9FOs7ncenJ9/B8A7fkHZUY0hNpV5KGdcOXcDSPcfz5oPfJ1r9mJOXZ+jfcBENGqdzwnE72FPWmPWzfky0WnWW/HxD78wVZDWJ/WN+uUfUipKY56XUPtQQpSiKoiiKoiiK4mLLFvjb3+CUUwxnnAGTXinh8nr/YUb2NazqfDH3nPw+bY8tg/TKgclze62hR8YK/vhEE0qKa++OYtu2wdKlwqCGc6F+fToetx2Agul7EqxZ3WT/fpg3D3LT5sQ8PhRAo4zDtKi3mzUb6sc8L6X2oYYoRVEURVEURVHqPIcPw9SpMHQotG1ruOsuaLFpKf9q8wBbOg5g4qmPM6DdD0iTxkHj76SkwJ87vszag8fwzzu+i+MVxJf8fPv37Iw5AHRos5MUSimYU5w4peowX3/tiQ81P+bxoTx0SN/E2h2N45KXUrvQGFGKoiiKoiiKotRZli61cZ9ef93w009C64zd3NnsXcY0+4ATm22Dhg2JNN7O4ObzOSvzGx7+V3vG/PkwjZrWPq+RvDzIqn+QXlnfA41Jb1BK5/QfKSjMTLRqdZK8PKiXUkr/jG+ARnHJMztjC9/sOQGKi/16BypKINQjSlEURVEURVGUOsecOfCrX/Wka47zHIMAACAASURBVFeY8FQpAw7n8VG7W/ih0zn85ZTXObFNkWOEihwR+Eunl9la0pynfr0yyprXDPLyDAMyFlAvK6P8t+5ZhRTsageHDiVQs7pJfr7htEbLyWySGrc8O2RsZv3hYyndsDlueSq1AzVEKYqiKIqiKIpS57j7bti6qT5PHvNXNnbM5b1T7ufi7OXUa97Yrq+rJmc0WcaQpjN57O127NxwIAoa1xw2bYKVK4VBjeZDfa+3V05mIesPt2H34vUJ1K7uUVQE8+fHLz6Uh+z0LRw29dm4ZEfc8lRqB2qIUhRFURRFURSlTlFcDHPnGs7tvZLbT/yUo1rXgwYNop7PIx0nsre0EX+9cXXUZSeSvDz79+z0ryv8npNpr3PxF9vjrVKd5quv4MiR+MaHAhsjCmDNt/vjlqdSO1BDlKIoiqIoiqIodYp58+DQIaF7p00xfXDvmrmWUS0/5+n/dmbTir0xyyfe5OVB0wb76d54bYXfPYaogq9rlwdYTScvD+qnHOGMRovjmm+HDLskb+3yg3HNV0l+1BClKIqiKIqiKEqdYvp0EAzdOsY+ts24E17jiEnl4evXxTyveJGXZxiYPo/UrIoxtI5J28XR9XZQsFT3xIon+fmGPo2W06hx/OJDARyXto0USllTWBbXfJXkRw1RiqIoiqIoiqLUKaZPh26Za8jKPBzzvDpkbOamYz7kpa9PZvXc5I+ls349rFkjDMqcB/UqG5xyMgtZvLUVGJMA7eoe+/bBggWQmz4nJstLg1E/pZTj07aydnNG6MSK4kINUYqiKIqiKIqiRJWVK23MmppISQl8/bVhYIPZUQlKHg73ZU+igRzmgRuTf3cxb3yo2X6P52QVsqz4BErWboyjVnWXWbOgtFTIjXN8KA/Z6VtYs7u5Gh6ViFBDlKIoiqIoiqIoUWP3bujWzfDeW0cnWhW/LFgABw8KZ2V9E7c8W6ft5LY27/HWt10o+O/WuOUbC/LyoGXaXk5t/KPf4zmZqykxDViRl/xGt2SgPD5Uw/jGh/LQIWMza0ra2I6vKGGihihFURRFURRFUaJGYSGUlAhzv2qSaFX8MmOG/XtW+vy45ntnu7dpmrKXe3+9M675RhNjbHyo3PQ5pGQ18pumPGD5rH3xVK3Okp9v6NtoKQ0bJyYuV3bGZrYeacmBNVsSkr+SnKghSlEURVEURVGUqLHW2UhtaWErDqzbllhl/DB9OpySuZ6jmpTENd9m9YsYe/ybfLLmZGa95d+bqKZTWAg//iicnTkfUv0Hxu6UsYF0KWbxwtI4a1f32LsXFi6EQRlzIC0tITp0SHd2zivYk5D8leREDVGKoiiKoiiKokQNjyHq8JFUvpq0LqG6+HLkCMyaZRhYfzZkxD/A8m+Om0rretsYe8ehpAyp44kPNShAfCiAeilldG24hoIfmsdJq7rLzJlQVibkNlqQMB2yPYaoZQcSpoOSfFTLECUiDUXkVhH5WESWikihz/EmIvJzEbmqemoqiqIoiqIoipIMrF0LWfUOUC+1lGn/qVkPp4sWQVGRMDDrm4QEdm6Yeoj727/BV1s68skza+Kef3XJy4Nj0ndxYuPg8Z9yGhdSUHQCZpfGDYol+fnQIPUI/RotSZgOHTJsW1izvDhhOijJR5UNUSKSA3wHPAlcCJwCtPdJthe4F3hDRPpWNS9FURRFURRFUZKDtWuhU9oPnNphC9OWHVOjdtOaPt3+PSttbsJ0uOHYTzihwQ/c+0AqZaU1p2xC4YkPNShtNpLpPz6Uh5zMQnaWNmXD1z/ESbu6SV6e4fSG35LRuH7CdDiq/m4apRxg7XpdbKWET5Vai4i0AD4GjgO+AX6PNTpVwBhjgH8BAgyrupqKoiiKoiiKoiQDa9eUkZ3yA71O3sSi/Z3ZvnB9olUqZ8YM6NRoI62bHkyYDvVTSnmow6ss3t2OKX9alTA9ImXFCtiyRTg7K3B8KA/dM+1CmYIZGjcoVuzebT38BmXMgQYNEqaHCGSnbWbNT5kJ00FJPqpqtrwdaA18AfQ1xjwBBBrNP3b+DookAxG5QERWishqERnr53iuiOwRkQLn80Ak8hVFURRFURRFiS5lZbBuvZCdtoleJ2/EkELepE2JVguA0lKYOTNx8aHcXNkqj27p33P/Y1kcPlSWUF3CJZz4UB66NbKGqMWzE2fwq+2Ux4dqOC/RqtCh4WbWFB1tg7ApShhU1RA1BDDAXcaYoCOnMWYlcBjoGK5wEUkFnsW75O8qETnFT9KZxpgc5/NQ2NoriqIoiqIoihJ1tmyBQ4eE7PRNnNjuJxqn7GPaf2vGw+m338Lu3U58qJTELiNKEcOfO75M4YHW/OuulQnVJVzy8uC4jO10aLw9ZNqsegfpmPYjBasaxkGzukl+PqSlHub0zKWJVoXs9C2sPdwWs7Xm7ZKp1EyqOgKfAJQABWGm3ws0jkB+H2C1MWaNMaYEmAz8LDIVFUVRFEVRFEWJJ54d89qnbiA11ZDbtIBphdk1wlPCEx9qYHri4kO5uajFXPpnFvDQ80dzYG/iyycYZWWQn28YlPZVyPhQHnKyCinYeTyUlMRYu7pJXp6hX8MlpDdO3LI8Dx0yNrO/rCE/LVNDlBIeVTVEpQBHnBhQQRGRFCAL2B+B/DbAj67/Nzi/+dJPRBaLyKcicmoE8hVFURRFURRFiTIeQ1R2qg1SfW7zRawpOY61/1udQK0s06dDdsMtHNekUmjbhCACj3b8F5tLWvDM/32XaHWCsnQpbN8unJ21IGxvsu6ZhRSWHM/epRqwPNrs2gUFBTCo4dyExofykJ1ud85b+21RgjVRkgUJw5ZU+SSR1UA20NoYs835bTNwtDEm1SftGcAsYLExpkeY8ocDg40xNzj/Xw30Mcb8xpWmMVBmjCkSkYuAp4wxnQLIuwm4CaBVq1a9Jk+eHNkF10CKiorIzIxuQLi6KjMZdIyFzGTQMRYyk0HHZJGZDDrGQmYy6JgsMpNBx1jITAYdYyEzGXRMFpk1WcfXXmvHxInZfPbkCxxu24Idy8oY8+AIfn/zAi4eWb2H1OroaAwMG3YG/U5ew9hrp1srEFDUvDmZO3dWSy9fIpU5dsJglq9pxZuT55OZVepfZoLb0LvvtuHZZzsx+aFXadXqkH+ZPtc9e8nx3PPsBTz96Cy69q2ax1eir7umypw1qwX339+V8be/T/eTfwotL8btfO2mZlw3bjj33TqHcy4trrrMJKifZNAxkQwaNGihMaZ3qHT1qih/BtYQdQ3wt0CJHG+oh7HxpL6IQP4G7I58HtoCFaIcGmP2ur5/IiL/EJGWxphKi5aNMS8CLwL07t3b5ObmRqBKzSQ/P59oX0ddlZkMOsZCZjLoGAuZyaBjsshMBh1jITMZdEwWmcmgYyxkJoOOsZCZDDomi8yarONrr8ExaTsZ/Oa/yL/hBi7Oe4t76ufy4ycl5D5XPfnV0XHZMti7F0ZueovcyTO8Mq+6ity33qqWXr5EKvP5tHn0OPASs19swiMfdvMvM8FtaPx46NBwCyP/8wwEeGD2ve6OxS25hwtImVNM7t3nxkXPeMtLlMwPPoD01BJunvYIaQVZoeXFuJ33KU3jOoaTsXAHuU9dXHWZSVA/yaBjMlDVpXlPO3/vFZFcfwlE5DhgKna3vFLgHxHInw90EpFsEWkAXAn8x0f+MSL2VYaI9MFey45ILkJRFEVRFEVRlOixdi1k19tQvlxIBM5t9g1fbDyJsqIDCdOrPD5U2pyE6RCInKxCrmrxOeM/6cSW1TVvaVNpKUyfbuND0TD84ONt0rbTInU3Bd8mNjB8bSQvz3BGo8WkNU5LtCoANEw9RKt6O1izoWboo9R8qjQqGGMKgD9hA5BPE5E5zndE5FkRmQEUAh5z6B+MMWsikH8E+D/gv8B3wNvGmGUicrOI3OwkuwJYKiKLsYaxK8OJWaX8P3t3Hh93Ve9//HVmksxMMlnb0p120rKDLfvW0hbqyrW44RUXRNx3vCpe9arX7SoIKij+VEQREFERbKUiEJqkpPuWtunezKRps3VPmzT7nN8fk4RuaZPJzHxnkvfz8ZjH1Jnv95w3bRmcT875HBERERGR+AgFw5H+UGmvb7yYW7CW/V0FbPj7DsdylZbCBN9+AjnJ+XPr7035I+3hNH5wd7+/MiVMeXnktMGb/asGdNqgMTDdv5PyutGRvZESEwcPwoYNMMe3PCn6Q/Uo9NUSOpjrdAxJEVGXp6213wH+C2glcsqdDzDAp4AZRLb9tQJftNY+GMX4/7LWnm+tnWKt/WH3a7+21v66+9e/tNZeYq2dZq29zlq7NNp/FhERERERGZzOTthTYyKNi7t7MAHckr8WgKJnDzuSy1ooLbHMylje7xPfEm1qZi0fHb2Q35ZdRGjtIafjnKC4OPI8x7tswPdOyw5S0TKFzj31MU41fJWWgrWG2b6VTkc5QcBXT7B1LDQP5IwyGa4GtU7SWvtzYBJwD/AssBRYCcwH7gUKrbW/GGxIERERERFJbrt3Q1eXIZBRc8Lr4zwHuMgbpGi5M814d+yAhr2Gm7LXDWhFT6J9u/Ap3HTxnY/tcTrKCYqL4YKsPYzNaxnwvdP9O2m1XraX1J79YumXkhLwpbVzTXZynbRY6KujumMsHdV1TkeRFDDoT2Jr7QFr7cPW2vdaa2dYa6+31r7TWvuAtbYhFiFFRERERCS5hUKR54C7+pT35o5Yx+IDF9NWF9uTu/ojmftDHW+c5wBfGPd3nlp3CRuLkuNrVEcHLF5smZMxsP5QPab7dwJQvvjIWa6U/iopsdyYuY6MHK/TUU4Q8NYTxs3uDcm1ok+SU/L+SEBERERERFJGbyEq/dQVPXPz19JifSx/OvE9kEpLYbT3MOfnJP/2sK9N/gs5rib+59PJ0ctqzRpoajLcnL3qhO2W/XVhZjUZpp3y1Z1xSDf87N8PGzYY5mSugPR0p+OcoNAbWfUW3KiteXJ2KkSJiIiIiMighULgNl1MzDp11dOsvPW46aRofmK/pPb2h/Ikb3+o4xWkH+Xeic+wYOfFLPub81v0evpDzfatiOr+dFcXl2SGKK/Ki2Gq4Wvx4sjz7Mzk6g8Fka15AKEtrQ4nkVSQdvZL+maMyQb+A3gDUACcqSxrrbUfHcx8IiIiIiKSnEIhmOjdR5r31K8YuWnNXOPfQlH5CL5vbVSra6LNtKfGMGv8WnC7EzLnYH3x3Od5uOZdfP2eForfk7DfqtMqLoZL/SFG5bYT7VfH6dmVvLDvWuyRo5ic7NgGHGaKiyEzrY2r/VuB5Pq9HO/ZT7rpIFipExLl7KJeEWWMuQvYAzxFpDH5x4C7TvP48HG/FhERERGRISgUspH+UH0cKT+3YC0rj15E4+aa074fD6nSH+p4We5W/mfSU5TWnsfLvwk5lqO9HcrKLHMyloLPF/U40/2V7OsaQf2KXTFMNzyVlFhmZK4lPTu5+kMBuE2YSRn1hOqj/7siw0dUhShjzJuBx4iUYduAEuBp4I+neTxx3LOIiIiIiAxBoaAlkLanz5VHcwvWEsZNyVOJ23K2eDGM8BzlotzUOrXtE+MXMjm9hm98E8JdzqwwWbECWlqi7w/Vo7dhecnhWEUblvbtg4oKw5zMlUnXH6pHwFdP8MiIyJ5YkTOIdmvevYABlgG3WWv3xy6SiIiIiIikkpYWqG9wERjTd8HnupzNZLpaKPpXG7f9KDG5SkstN3lW4vIP/MQ3J2W4OvnelMe5c+s3efbHOzjnxsRnKC4GYyyzfCsBT9TjTPNXAlC+9BhvjVG24ahndV+0/boSodBXx7NHZ8KBAzBypNNxJIlFuzXvSsACd6kIJSIiIiIyvFVVRZ4D6X1vu8twdXJTznqKtp8L4XDcM+3eDaGQYZZ/dcr0hzre+0cv4hLvTr7140y6uhLfKKq4OLKaKT93cH9WuWnNTM6oZf325NtOlkqKi8Gf3sqV2dudjtKngK+OA135HNnR4HQUSXLRFqLSgCZr7Y5YhhERERERkdQT6m5lFHBXn/G6uSPWsrU1QM1rwbhn6u0P5U2+E8b6w23C/N+U37O9aTwLn8tP6NwtLbBsWXd/KO/gC0jTsyspPzAROjtjkG54KimxzPCtScr+UD0Kvd0n55U3OpxEkl20hahKwGOMSb0fLYiIiIiISEz1FqI8Z+7FNDd/LQCvPh3/FROlpZCX0cxlOanbJPvtI5cxw7+Ox5+aytGDHQmbd9kyaGsbfH+oHtOzd7K9bRLNW85cqJTTa2iAzZuTuz8UQKCnELW5xeEkkuyiLUQ9BaSDtvmKiIiIiAx3oRB43e2MyTxyxusuywoyKu0gRUXxz7R4sWWGdw1uf+qe4mUMPHD+oxw6kskDH9+WsHmLi8FtupjpWx2T8ab7K7G42Pjq3piMN9ykQn8oiPSIAghuaXM4iSS7aAtRPwdWAb8yxpwXwzwiIiIiIpJiQiGY7KnDeDLOeJ3LWG7JX0tR9XnY1vh9Wa2rg+3bDbOyVkFatOczJYdrc7Yw+8qdPPCPKdRub0rInMXFliv928jJjU1vqmlZ3SfnLWmOyXjDTXExZKe3cEXOTqejnFF+2lFy3UcJVWvjlJxZtIWoO4AngSxgvTHmCWPMZ40xd57pEbvYIiIiIiKSLEIhS8C1CzLOXIgCmFuwjrrOc9iyIH7tZhcvjjzP8q2K2xyJ9PF3rqLDpvHtD1fFfa7mZlixAuZ4loEn+tPyjjfJ20Cu+yjrN8RkuGGnpMQy07eaNH/y9oeCyAq+gLeO4P4cp6NIkov2xwOPEzk1D8AAH+h+nIkFnohyPhERERERSVKhoOX6jFpwnf3n3HPz1wBQ9NeDXPze+OQpLY2sILk8eyeQHZ9JEmjcqKN8dsxzPLz8PdxTvI9L54yK21xlZdDZabjZvzIm/aEgMsz0rJ2U14wCa2M27nBQVwdbtxruHrMqqftD9Sj01bH5yARob+9XYVqGp2hXRFUf99h10v/u67F7sGFFRERERCS5HD4MhxtdBLxnblTeY5K3gSme3RQtid/qjtJSy42+tUm/gmQg/qfwaXJczdz7sQNxnae4GNJdndyYVR7TcadnV7Lh2FS66vfFdNyhrqc/1JzM5O4P1SPgraeqYzzhuvgfSCCpK6pClLV2srU2MNBHrMOLiIiIiIizek/MS9/T73vmFqylZO/FdOyP/THv+/ZFThi7KXN1Sqwg6a8R6Uf45qSneDF4Ia/+IX6nzxUXW67J2kxWTmz7/EzzV3LMZrKzpP9/TwRKSiAnvYXp2ZVOR+mXQl8drdZL/UYVHKVv0a6IEhEREREReb0QZXb1+565+Ws5Gvaz6pnYf7l+7bXI86zModEf6nifm/APJqXX8NWvhAl32bPfMECNjbB6NczxLov5tqrp/kij7fWvnflkRTlRcbHlJt8q0rJT4/THgDdycl6oQo3ppW8qRImIiIiISNR6C1GZ9f2+Z05+OYYwrz4f+6JEaSn40tq5KmtrzMd2mtfdwf9N+T3rDk7mT9+N/Qlqr70G4bDh5qwVMe/jdHHWLtLooHxle0zHHcpqayOnP85OodMfC32RQlRwU4vDSSSZqRAlIiIiIiJRC4UgN72ZfF9bv+8ZkX6EK7K2UbQ2P+Z5SkstN2SWk5EzdPpDHe99o4u5MnMz3/xJLi1NXTEdu7gYPO4OrvdvjOm4AB5XBxdnVlEeyo352ENVSUnkeY5vuaM5BmKSpx5DmNCOTqejSBI7a1nVGPPt7l/ut9b+6qTXBsRa+71o7hMRERERkeQUCkEgowY8ngHdN7dgHT/dcztNO+vxTx0TkyyHDsGGDfDdUSuHVH+o47mM5YHzfsuc9T/noc9s5r+fuDhmYxcXW67P2oA3Jz6nnU3PruSVA1fAsWOQmRmXOYaSkhLIy2hmWnYQyHE6Tr943R2MS99PsGZgnwcyvPRnfd//AhbYBvzqpNcGSoUoEREREZEhJBS0XOCqHnDhZ27+Gu7b/X5ee2oXb/3f2BSiysrAWjMk+0Mdb3b+et6et5gfPX0FH/3+MUZNGnxR5+BBKC+H/x21POb9oXpM8wd5ouEt7F25mXNmx66ANlT19IdyZ6dW0a7QV0vocB5YG/MtnjI09Gdr3uLux6rTvDbQh4iIiIiIDBHWQlWVJeCpG/AXzhtzK/CYNopeiF0vmdLSyNaya/ybYzZmsrrvvMdo7vLy/Y/EpuF7aWmkiHdz1oqYjHc6vQ3Liw/GbY6hYs8e2LnTMDszdfpD9Qj46gm2joOmJqejSJI6699oa+3s/rwmIiIiIiLDy9690NLqIlBQM+B7fe52bszZSNGW8TFbOVFaark2syJuW8uSyUVZ1Xxs9Av8v+Jb+fyKg5x3bcGgxisuhsy0tu4iXnZsQp5kmj9SNCtfeow3xmWGoSMV+0P1KPTV8WTnm2ir2onnsvj8XZLUpmblIiIiIiISld4T89J2R3X/3IJ1bDh2Hg0rqgad5cgRWLsWZvlWxG1rWbL538In8Lg6+PpH+n9iYV+Kiy03Zq6La5P3EelHmJhRT/lW9Q86m5ISyM9o4g05VU5HGbCAtx6Li13lh5yOIklKhSgREREREYnKoAtR+WsAWPSnukFnWbIEwmHDrMzVgx4rVYzxHOLeCX/m71suZslfB74qrcfevVBRYZiTuSLuTd6n+Ssp3zceumJ74t9QU1xsmeVbicufWv2hAAq9tQAEN8Vu260MLSpEiYiIiIhIVHoKUZMz90Z1/xXZO8hzH6Ho5cEXJRYvhjRXF9dnbRj0WKnky5OeZWzaXr76hVZsNMdJ8fo2sJsTsA1senYl29om07JjT9znSlUNDR6CQcPsrNTrDwWRrXkAoc3HHE4iyWrQf6uNMTcAM4AJQBbQ1+Zua6396GDnExERERGR5BAKwTmew2T5wlHd7zZhbs5bS1HofGx7ByYj+tU4paWWq7M2k5mTel/cByPL3cr3Ao/z8R338vf7K3nP16YMeIziYshOb+HK7O1ATuxDHme6v5Iu0tj0aj1XXTgprnOlqvLyPADmeFOvPxTAmIyDeEwbwZBOzJPTi/pT2hhzHvA0cMXJbwEn1+J7XlMhSkRERERkiAiFIJC2Z1A9meYWrOO5A7Op/Pdmps67OKoxmpth1Sr4Sv7w6Q91vI+Me4mHdr+T//6+n3lfDJPhHdjGl+Jiy0zfatKyfXFK+Lqek/PKlzRz1WfjPl1KKi/PY4TnKJfmVBPvwmA8uEzkJM1QQ5bTUSRJRbU1zxgzAlgEXAnsBf5GpNjUCjwFvAo0db92APgj8EQM8oqIiIiISJIIBcME3NWD2j7U0yeq6C/7ox5j2TLo7DTMyloTk9P3Uo3bhLl/6qNUNo/l11/aNqB7a2th2zbDnKxVce8PBRDw1pHtaqJ8XZT7CIeB8vI8ZnlW4MpO3UJOwFdP8OhICEe3WlKGtmh7RN0DjAdWAFOste/rfr3RWnuntfZNwDjgJ8BIoMVa+5FBpxURERERkaTQ1QXVuw0Bb92gij9TfTVMTK+nqDT6lUylpeA2XdzoWxv1GKnuLSNWcUvOSr73u3Ecbmjr933FxZHnm71L45TsRC5jeUNWkPU1I4i6qdUQVlUF9fU+ZvtXg9vtdJyoFfrqCLZPgH37nI4iSSjaQtStRLbafcNae9oOZNbaZmvt14CHgE8aY26Pci4REREREUkye/ZEViEFMqI/rQ0iNay5BWtZVH8RXY1NUY2xeDFc4d9Odu7wPYvJGPjJeY9ysDObH929vd/3FRdDXkYz03JCcUx3ounZlaxvnkp4/8GEzZkqSksjz3O8y5wNMkgBXx2N4RwObYvuIAMZ2qL9pJ5CpBD12kmvn+7HGD/ufv5ElHOJiIiIiEiS6TkxL+CuHvRYcwvWcqgrl3XPVg743tZWWLHCMsuzHDyeQWdJZZdn7+SDI1/ioRfPZ9eGxn7dU1xsmeVdiTs7M87pXjfdv5OjYT+hxbsTNmeqKC6GXH8rF+cOrsDrtEJv5OS8YPkRh5NIMoq2EJVOZBte53GvHQOyT77QWtsANAJviHIuERERERFJMr2FqPQ9gx7rlvzIlrqiZw8P+N4VK6CtzXCTf92w7A91sh9MfRyA/7nr7H8uu3ZBMGiY4185qD5fA9XbsHxx/4plw0VDAxQVWaaftweXP3GFwXgIdBeiQptbHE4iySjaQlQtkGuMOf7TqgFIM8YUHn+hMSadSKv/3CjnEhERERGRJBMKgcuEOTfrwKDHGp1xiMt8OyhaOfATwkpLwWCZ6V016BxDwbnevXxp/N94at0lrH2x4YzXvt4fKrHbwC7JqsJFF+tX9L+X1VDW3g4PPgjnn2/ZWx/mzdduS+n+UBBpVg4Q3KI/YzlVtIWoEJET8SYe91rPJ/8HT7r2ru55UnttoYiIiIiI9AqFYIJ3P+me2PRlmluwjrJDF9NSPbDmxqWlMM1fSV6uGl/3+O/JzzDSfZCvfrLxjP3Ai4thpOcIl+Qkdoucz93Ohb5dlFeesqFm2HnxRXjDGyxf+QrMcC+nIjCP66cPfpWh03LTmhmRdpjQnvifxCipJ9r/arzc/fyW4157kkhx6n+MMY8YYz5ujPkl8Esi/aT+EX1MERERERFJJqGQjfSHyoj+tLvjzS1YS5v1sPTpqn7f094Oy5ZZZnmWgdcbkxxDQW5aM9+e/CSLdp/Pi/+v6rTXWBvpDzXbuxxXdlZiAxJpWF7eOBlahufWre3b4dZb4W1vA1tbx8KJn2Lh1C9y/oRjQ2aLacBTR/DAwFc5ytAXbSFqPrAbmNnzgrV2IfAMkAZ8Cvg18Gki/aS2At8bVFIREREREUkaoaAlkLY7Zr2FbspdTxodFC1o7vc9q1dDS4thln/tkPnyHiufHP8CUzOq+erX0+jsOHVZVGUl7N5tmONf7cg2sOn+SnZ3jOXA2l0Jn9tJR47AV78Kl15qea2olQfGA4npIQAAIABJREFU/ISNk97O2wq3QlbiC4LxVJhZR7BlbOREAZHjRFWIstZut9ZOtta+/6S3PgB8EigGdgJrgB8AN1hr1YlORERERGQIaG2F2joXAW99zMb0p7VyXfYmijaM5oz7yY7Tc9S9+kOdKsPVyY+n/o7NRybwh69vP+X91/tDLU1wsohp/sgJiesXDb7HWCoIh+EPf4j0gXrwQcuHchawo/AtfPm8f5IxMmdIFlID3np2dYyjqyZ2nxMyNMRmQ3c3G/GotXautfYCa+011tpvqwglIiIiIjJ07OpexBKLE/OON3fEOtY0X8DB9f3rWVRaCpf4qxiZ2xHTHEPFu0a9xg1Z6/n2L0bSdLjzhPeKi2GM9xAX5NQ5kq23ELXsmCPzJ9KyZXDttZa774bC1s2sDLyPx877MaPHmJRvSn4mhb46Omw6Nev3Ox1FkkxMC1EiIiIiIjL0hUKR54C7Oqbjzs1fi8VF8Z/Ofs5RZycsWWKZlb4MfL6Y5hgqjIGfnP8o9e0jePAT23pf7+kPNcezDON3ZjvY6IxDjE3fR/mmodvMurYWPvQhuOEGqN18mKfGf40lhXdy1bl7h0VPs4A3UuQMbRr6xUYZGBWiRERERERkQHoLURmxPRj7muwt+F3NFP3r7Cuc1q2DpibDrGz1hzqTG3I38Z6CV/nJ3wPUV0b6b1VXZ1Jfb7g5e5WjK3Km+ysp3zs2sm9tCGlthR/9KLIN72/PdPKNcx5l2+S38IEpyzG5w6d5d6EvUogKbhqeDemlb4PuLGiMuQF4A5BPpDF5n6y1alguIiIiIpLiQiHwuDsYm3UEyI7ZuOmuLmbnllNUOTmy5OkMjdB7+kPd5F2Jfr5+Zj+a+nvmr7qJ79y5jd8suZR16/IAmONd5miu6dmVvHLovbRV7sFz3rmOZokFa2H+fPjyly3BoOEd+Yt5cNyPKDynCdIznY6XcOd6GnDRRWhnl9NRJMlEXYgyxrwV+BUwkE8MFaJERERERFJcKASTPPW4PLHfVjV3xDpeOHQju4q3M+mN5/d5XWkpnJ+1hzG5LcDQOm0s1qZm1vLpMf/gl0vfxRdK91NensdE334Kc/YTy0LiQE3zV9JJOltKGpie4oWozZvhnnvglVfgkpzdvHLud5k7pgIyMznLeo0hK93VxcSMBoJ12jorJ4qqEGWMuRlYAPSs49wJNACdfd4kIiIiIiJDQihkCbh2QUZGzMeem78GgFf/vJe7+yhEdXXBa69Z3puxrPuLvpzNtwJP8XjDW7j3o/sp31/IbZ4XHesP1WO6fycA5a8dZfrHHY0StaNH0/jiF+GRRyzZaa08POZnfPqcv5OWnw1GfzcLffWEGvMjy8W0hVa6Rbsi6jtEilCrgDustcHYRRIRERERkWQWClquzqgFV+y3xF2cWcWYtP0ULXJxdx/XbNgAjY2GWRPVH6q/RmYc4Rvn/on/rvwUADdPXB2XP7+BmOqrIdPVQvna1Ny6NX8+3HnnNTQdDfOJEX/n+yMfZuQoA+7h0wfqbAK+ev61/2pobIS8PKfjSJKI9pPnCsAC71cRSkRERERk+DhyBA4echHw1MZlfGPglvy1FO25gHDz6ZscL14ceZ7lXRGXDEPVFyY+z8T0SANpp/tDAbhNmDdkVlK+e4TTUQbs2DH42McsI3OOsrbwdv7feT9j5Jg0R5u/J6NCXy31naM4VlnndBRJItEWojqAo9bayliGERERERGR5NZ7Yl76nrjNMbdgLfu6RlDx/I7Tvl9aCoWZ9UzIPRq3DEORz93OYxc+wHvmlHNufnL83k3LDlLeNBV78JDTUQbk8cdh/37DF29fzLSJB8HjcTpSUgp46wGoWt/ocBJJJtEWorYAPmOMN5ZhREREREQkuVVVRZ4nu6rjNsct+WsBKHr21OJEOAyLSy2z1B8qKm8csZbPvm9l0vzeTffvpDGcQ/WS3U5H6bfOTnjgAct1uZu5bGq903GSWqE3snIyWHHM4SSSTKItRP2aSOv/D8Ywi4iIiIiIJLneFVG++H0Bn+jdxwXeKoqWntpMe/NmOHDQcFP2Osd7HMng9TYsLznscJL++/vfIRQyfC33N5g0bcU7k57PidCWVoeTSDKJ6pPbWvsk8ATwkDHmfbGNJCIiIiIiySoUAn9aCyN88V3hMLdgHaX7L6a94cRVUaWlkedZnuVxnV8S4zJ/CEOY8uWpUaiwFu67z3KBv4Z5BWVOx0l656QfItPVQrBKRWN5XbSn5mGtvcsYUwX8yRjzI2A1cKaNxtZa+9Fo5xMREREREeeFQhDw1GI8GXGdZ27+Gh6pfScr/ryFmfdc2ft6aSlM9O1jcs5BIDuuGST+stytnO+tpnyn3+ko/fLqq7BuneF3436DK1d//87GGCj01BLalxp/vpIYUReijDGfAO7p/p+Tuh+nYwHT/axClIiIiIhICgsFLYVmF6Snx3We2XnluOii6PmjzOz+1mFtpD/UGzOWY/ynbtuT1DQtO8iqQ+dDW1vSN/2+7z4Ym3mYDxb8C4wKUf0R8NUTbBoVaa6VFnUJQoaQqP4WGGNuI9InCqAZWAY0AJ0xyiUiIiIiIknGWgiFLLf4auPenykvvZmrsrZSVD6C71oLwPbt0LDXMGvCWvWHGkKm+yv5676bObx+O3nXnO90nD6tXQtFRXDf6MfwFKgQ2l+FvjoWHb4c27AXM36c03EkCURbjry3+/nfwH9aa5Pj7E8REREREYmb/fuh+ZiLQH5tQuabO2It91XfwZGtkfl6+kPd5FmRkPklMXoalm9YtJ+bkrgQdf/9kJPRyicLngWXDpDvr4CvnuZwJvu37GCUClFC9KfmXUr3VjsVoUREREREhofeE/PS9iRkvrn5a+kijdKndgORQtQY7yHOy2lIyPySGL0n5y1pdjhJ34JB+NvfLJ/KeZrckfHdljrUFHojheTgepUOJCLaQlQH0GitrYtlGBERERER6du2bfD00+fSvVMt4XoLUa5dCZnv+pxN+EwLRf9qw1ooLbXM8qg/1FAzJuMgo9IOsn5T8vYPevBBSDNdfLHgSXC7nY6TUgLeSNkgtLnF4SSSLKItRK0Hso1RdzYRERERkUT58Y/h0UcLqXy50pH5ewtRmYlZkeR1dzAzdwNFWydSV+elpsYwy79WhYAhxpjIqqjy+jE4VmU9g3374Pe/t3wo95+MG9XhdJyUE/DVAxDc1u5wEkkW0RaiHgLcwGdjmEVERERERPrQ1QUvvBD5kl72lxpHMoRCMDKjEb+vK2Fzzi1Yx+bWQha9UgDALK/6Qw1F07ODVLROoWNXYvqPDcQvfhE50O8rBb+P+2mRQ1GWu5XRaQcI7clwOookiagKUdbaBcD3gO8ZY/7bGOOLbSwRERERETne8uWwf78BoOw1Z1aNhEIQSK8Bjydhc87NXwPAX5+dzEjPES7KcaYIJ/E13b+TdpvB1uLk6v7S1AS//KXltrxSLhy53+k4KSvgqyN4MM/pGJIkotqEa4xZ1P3LZuCHwLeMMZuBM3Ufs9baW6KZT0RERERkuJs/H9JdnVxU2EDZ7nOhsxPSEttTJxQMc4V7V0LnneavZIT7EAea8nljzmL1hxqipvkj203LXzvKZR9xOMxxHnsMDh0y3Fv4O/DqpLxoFfrqWHroIjh2DDIznY4jDot2a97s7kcuYAAfcOVxr/f1EBERERGRKCxYYJntX8N1l+1mW1uAfStDCZ2/qwt2VRsCnrpIU58EcRnLzfnrAJjlX6P+UEPUBb5qPKaN9Ws6nY7Sq6MDfvpTy8zcDVw/YrvTcVJawFvP7o4xdFQn14o3cUa0P8r4bkxTiIiIiIhIn7Ztg23bDJ8f9yr2vEsAKHtuL++84byEZaithY4OQ8CT+B4+bxmxmr/tv5mbvUsTPrckRporzGWZQcp35Tsdpddf/gLV1YZHzv0NZGkl3mAU+uroIo3d6w9SeOEUp+OIw6IqRFlrVYgSEREREUmQBQsiz2/PWsTWc8/BY9ooW9TOOxOYoffEPHd1AmeN+PCYl+h8Z4BLS/YC2h41VE3PruT5fTdiDzdi8nIdzWIt3H+/5ZLsat42YgWgA+MHI+CNrIQKbTpGocNZxHnRbs0TEREREZEEWbAApmfv5Nz8o2Skh7kmewtl289J6FH3vYWotN0Jm7OH24Q5P3BIPXqGuOnZlRzoyqdmWeKLnSf7979h40bDV3N+iyvH73SclFfoixSigptaHE4iyUCFKBERERGRJLZvHyxdarnN+zL4IodVz8yrYG3z+TTvSNw2uVAIDGHOzTqQsDlleJmWtROA9YsPO5wE7r8fJmQe5I78fye0J9pQNcGzjzQ6CAXDTkeRJDCoQpQxJtMY8wVjzEJjTIUxpvKk93ONMe83xtwxuJgiIiIiIsPTwoUQDhvmZRf3fiGekbuRTtJZ+dyehOUIhWC89wAer76US3y8wR8EoHyps6tmVq6EkhL4Us5jZBRoNVQsuE2YSZ56gvU6MU8GUYgyxkwHtgA/A94KXAxMPumyI8A3gaeMMddGO5eIiIiIyHC1YAFM8B3g8txg72vX52zCEKbspeaE5QiFbGRbXkZGwuaU4SUn7RhTPLsp3+5sseL++yHPc4yP5z8LLm0iipVCXz2hxhEJ3VIsySmqf6uMMSOAhcBEYC3wFSJFpxNYay3wGGCAd0QfU0RERERk+GlpgZdesszzvYLJfn1lRl56M5dlVlK2MSdhWUJBS8C9G9zuhM0pw8/07ErKD06Ejg5H5t++HZ57zvKZnD+RPdLjSIahKuCrJ9g+Hg4edDqKOCza8u49wFjgVeBaa+1Pgb7WTy7sfp4T5VwiIiIiIsPSokVw7JhhXk7JKSszZuRVsPTQRXTuOxT3HG1tUFNrIidfqV+OxNE0f5DK9okcrdjlyPwPPggZ7i6+UPCUiq4xVuirZX9XAUd31DsdRRwWbSHq7YAF7rXWnrHbmLV2G9ABTI1yLhERERGRYWnBAshOb2W2f/Up783IraApnMWG+aG456iuBmsNgYyauM8lw9t0/04sLjYu2pfwuevr4Y9/tNyV+w9Gj+xK+PxDXcAbKUCFyhsdTiJOi7YQNQVoB8r7ef0RIHHrhkVEREREUlw4DAsWWN6StRhPnu+U92fkbgSg7F+ndMiIuVB3rSvgcmaVigwf0/2Rk/PKlySu/1mPhx+G9nb4Sv5jkJ6e8PmHukJv5JTP4OZWh5OI06ItRLmAzu4eUGdkjHEB2UDiP0lERERERFLU6tVQX2+Yl10CaWmnvD/Ru49zM+ooWxn/5uFVVZHngKc27nPJ8DbBs48C92HKNyS2SfiRI/CrX1nenbeIqaO0YiceAr7uFVFbVIga7qL9t7sOyDTGnNOPa68DMoCqKOcSERERERl2FiwAtyvM2zJL+rxmZt5GyhqmYlvi+8UuFIJ0VyfjMg/HdR4RYyKrosrrRid03kcfhcZGw735j4JHTcrjoSDtCDmuJoK71HtruIu2ELW4+/nDZ7qoezXU94n0k3o1yrlERERERIad+fMtM/3lFBT0fc2M3ArqOs8hVFQZ1yyhEEzyNOD2nLoySyTWpmWH2Ngyha62xPRpam+Hn/3MMid3LVePjH/PteHKmEjD8tD+bKejiMOiLUQ93P38TWPM7NNdYIyZCPyDyGl5XcCvopxLRERERGRYCQahosIwL6vojKszevtEzT8Q1zyhkCXg3gUZ8d8GKDLdv5NW62VPMDErZ55+GmpqDF/L+w1kZiZkzuEq4Ksn2Dw6Uv2TYSuqQpS1thz4AZEG5EXGmOXdv8YY84gxZjFQCdzafcvXrbXBGOQVERERERny/vnPyPO8rEVnvO7irF3kuY9Q9toZD7IetFDQMjm9VsfZS0Jc7t8BwJ+eCdAc507D4TDcf79lWk6QNxWcejqlxFaht45Qx3hsfYPTUcRBUXeAs9Z+B/gvoBW4BvABBvgUMANI637vi9baBwcfVURERERkeJg/Hy7xVzEl/+AZr3MZy405FZRVnwtd8dnG1NQE+/a71KhcEubSrBD3jnmCotfOZdqUoywpO+sZWVFbuBC2bDHcm/MbTI62jMVbwFdPq/VSX7Hf6SjioEEdRWCt/TkwCbgHeBZYCqwE5gP3AoXW2l8MNqSIiIiIyHBx6BAsXmyZ532lX9uEZuRVsKW1kP2r4tPbpvfEvIyauIwvcjJj4L4L/8BP71lA18FGZs60fO1zTbS1xX6u++6DSVn7eG9BUWRiiatCb6SgHdzQ5HAScdKgz8S01h6w1j5srX2vtXaGtfZ6a+07rbUPWGu13k5EREREZABefBG6ugy3ZS/q1xfjnj5RS57fG5c8oe76VsC1Ky7ji/Rl+oUNbLjm43ws/znuf8TPVRccoXxd7FZHLVkSeXw553ek5Ws1VCIEvHUAhLa0OJxEnDToQpSIiIiIiMTO/Pkw2nuYq3O39+v6q7K3kWHaKXu1NS55egtR3V8gRRIpO72V3057hIUXfIkDNa1cfVWYH3zjGJ2dgx/7/vthhLeJu/Of12qoBJnsrQcguC0Gf4CSsuJSiDLGXGaM+ZIx5gvGmAuiHOMtxphtxpidxpj/PsN1Vxtjuowx74k+sYiIiIiI89rb4cUXLW/3FeHK8ffrHq+7g6v9Wyjbdg7Y2PfSCYUg093GKJ+20ohz3ja2nI1Xf5T3ZL/Et36UyY2XNbJtW/TjbdkCCxbA57KfIGukL3ZB5Yy87g7Gp+8lVKsTOIezqApRxpibjTGLjDH/d5r3/gtYBzwA/AyoMMZ8foDju4FHgLcCFwN3GGMu7uO6+4CXBv5PISIiIiKSXEpL4ehRw205JeDq//9Vn5lXwZrmCzgWrI95plAIAp5ajNcT87FFBmKEp4k/X/4T/jLlG+zcYZl+aQcP399KOIpDI3/yE/CldfC5EX8e0L9rMngBXx3BQ/lxKZxLaoj237jbgVlA1fEvGmPOI1IYcgHtQAvgBn5mjLl8AONfA+y01gatte3AM8Btp7nu88DfgfhsiBcRERERSaD588GX1s4t/hUDum9GXgUdNp1Vz+2OeaZQyEb6Q6Wnx3xskWi8d+IyKq76CLf4lvLFr3mZe00juwbQwqymBp56yvLR3GcZOTJ+OeX0Cn11BFvHRY7klGEp2kLUDd3PL570+seJFJ5KgZFAPpHT9FzAZwYw/njg+P+K7ul+rZcxZjzwTuDXAxhXRERERCQpWQsLFljelLUUX97AVh/dkFMBQNm/Y/vFzloIBS0BT61WjUhSGes7zD+v+F9+N+n7rFqXxmUXtPGHX7f1a5HNz38O4S7Lf434I6SlxT+snCDgraemczRtu2K/glNSg7FRLIczxtQBIwCPPW4AY8wG4BJgrrW2uPu1KcAOYIe1tl/9oowxtwNvttZ+rPt/fwi4xlr7+eOu+RvwoLV2uTHmceAFa+2zfYz3CeATAKNHj77ymWeeGeg/ctJpamrC7+9f3wCNmdjxUmXMVMgYjzFTIWOqjJkKGeMxZipkTJUxUyFjPMZMhYzxGDMVMjo95s6dfj7+8au494OLeOvMnX2PV1CA/+DBU16/+7vvZlT+Me77ZWXMMjY2pvGOd8zgM+9ewu1v2jSwMfvIGa1Yjzecx0yFjAMZs26fn/v+OIv1O8Zzw7UNfPneSgoK2k8dr6kJyOM///M6rrs4xLc++uqgC6yp8HuZbBlfWnYeP358Dk/8upiJF7zeJD4VPtNTIaOT5syZs8Zae9XZrou2/FsAHDmpCJVNpAjVTGRFFADW2kpjTCswYQDj7wEmHve/JwC1J11zFfCMiZxuMBJ4mzGm01r7j5MHs9b+FvgtwFVXXWVnz549gCjJqaSkhFj/cwzXMVMhYzzGTIWM8RgzFTKmypipkDEeY6ZCxlQZMxUyxmPMVMgYjzFTIaPTY5aWgjGWL6/8Dufs6fv/ppfccQez//znU15/sx3N01tuZuZl03GPyItJxtWrI89vXPVXZh/YMLAx+8gZrViPN5zHTIWMAx3zP8f9joeO3crXV36OT9x5Ob9+NI333HHidtKSkhKWL5/BsWPwwKFvcPlf9ic0o1NjJltG9+HL+DFzOKfKMPuTs18fMwU+01MhYyqItvzbCuQac8IZlzcABlhhrT25XVzLAMdfBZxnjAkYYzKA9wELjr/AWhuw1k621k4msv3vM6crQomIiIiIpIIFCyzXZ1dwTkF0x5rPyKvgSDibjQtCMcsU6h4q4BpAAx4RB7iM5UvnvcC6yz9KoKuS29+fzgfefoRDh16/pr3dxUMPWd6Ut5LLR8a+n5r0T6GvDoDgpoGWCWSoiLYQtbP73lnHvfYuwAJlx1/YXUjKBRr6O7i1thP4HJHT8LYAf7XWbjLGfMoY86koM4uIiIiIJKXdu2HtWsNtmUXgie50uhm5GwEoW3g4Zrl6C1FZOhtIUsNFOTUsveYevjfmV/z1BR+XFjbz74VdALz88mjq6w335v0WfD6Hkw5fYzMO4DFtvZ8vMvxEuzVvIXA58Jgx5hvAWOCu7veeO+nay4kUraoHMoG19l/Av0567bSNya21d53udRERERGRVPDPf0ae52W9CidsOui/cz0NTEhvoGxFBp+LUa5QCAoyjpLj6wCiK5CJJFq6q4tvXfg3bh29mg9t/QZv/Y+pfPL9R1m4eCJX5mzn5oJyINvpmMOWy1gme+oJNmQ5HUUcEu2KqJ8SOdUuADwNPAikE1m5tPGka2/jNCulREREREQkYsECOC+rhgvy+r2J4BTGwMy8jbxWPxXb2haTXKEQBNL3QEZGTMYTSaQr8kOsueYzfHXUH/jt01ns2ZPJvbm/xWQPjcbQqazQV0fo6AgIn9zVR4aDqApR1trDRHpC/R7YCiwHvgl86Pjrurfl3U2kd1TxoJKKiIiIiAxBR47AokWW27wvY/yDWyEwI6+C2s7R7Fo08JPzTicUDBNwVUN6+tkvFklCXncH91/yBIsv+QwfuXUF7x5ZGvWqQ4mdgK+eYPtE2D/4hvGSeqLdmoe1tgb42FmuaQfGRDuHiIiIiMhQ99JL0NFhmJdTMugvyL19ouYfYPLbBpcrHIaqXYbbcuv0xV1S3oxR2+ictx73n7UaKhkU+mo5HM7h0NZd5J9zjtNxJMH6tSLKGPNdY8zl8Q4jIiIiIjLcLFgAIzxHuT5n06DHuiSrilz3UcpKuwY9Vl0dtLcbAhk1gx5LROR4AW89AKH1RxxOIk7o79a8bwGrjTHVxphfGGPeaIyJejWViIiIiIhARwcsXGj5j8xFpOVkDno8twlzQ04Fr+2aCF2DK0b1npiXpmPuRSS2Cr21AAQ3tzicRJzQ30LUw0AVMAH4LPBvYJ8x5k/GmP80xujIARERERGRAVqyBA4dMszLKQW3OyZjzsjbxObWKRxYUzWocXoLUe4BHX4tInJWAV/3iqgtsTlYQVJLvwpR1tp7rLVTgGnAd4ByIBe4g8ipefuMMf82xnzaGDM+bmlFRERERIaQBQvA4+7gTZmxO2C6p0/U0uejP4EPoKoq8jwpS82ERSS2ctOaKXAfJrhbByEMRwM6Nc9au9Fa+31r7ZXAROBzwKtETsV7E/BLoNoYs8oY801jzKUxTywiIiIiMgRYC/PnW27xr8CfH7svY1dnbyXddFBW1DqocUIhGOc9gNcbo2AiIscp9NYROpDjdAxxwIAKUcez1tZYa39lrX0TMAp4P/A34ChwJfA9YL0xptIY86AxZpYxJur5RERERESGks2bIRg0zPMXQ0ZGzMb1udu5KmsrZdtGRqpdUQqFIODeHdNsIiI9Apn1BFvGQJu25w03MSkMWWuPWGufsda+DxgJvBn4DVALBIAvAYuABmPMH3QCn4iIiIgMdwsWRJ7fnvlqzMeemb+RVU0X0RKqj3qMUDBMIK0a0nRGkYjEXqG3jqqO8XTtqXM6iiRYzFcoWWs7rbWvWGs/Y62dCFwN/BCoAEYAdwJvj/W8IiIiIiKpZP58y9XZWxlXMLgtdKczI7eCDpvO6uejO/GuowN27zEEvHVgTIzTiYhEGpZ32HRqNx5wOookWNy3yllr11hrv2WtnQZMAb4MbIn3vCIiIiIiyaq+HlasMMzzvUI8mjDdkLsJgLJ/N0V1/+7dEA4bAhm1sYwlItKr0Bv5fAlubHY4iSRaQns2WWtD1tqfW2v/lsh5RURERESSyQsvRJ7nZRfHZcXRiPQjXOwL8lp5dlT3h0KR54BrVwxTiYi8LuCNbMkLbW5xOIkk2qAKUcaYTGPMF4wxC40xFcaYypPezzXGvN8Yc8fgYoqIiIiIDB3z58PkzAYuy62O2xwz8ipYevACug42Dvje3kJU+p4YpxIRiTjXuxcXXQR3dDkdRRIs6kKUMWY6kS12PwPeClwMTD7psiPAN4GnjDHXRjuXiIiIiMhQ0dwMRUWWed5XMP6suM0zI7eCxnAOm14IDfjeUAjcpovx/oEXsURE+iPD1cnEjAZCdbHfnizJrc9ClDHmdmPMxD7eGwEsBCYCa4GvECk6ncBaa4HHAAO8IxaBRURERERSWVERtLYa5uWUgCt+nTJm5G4EoOyFwwO+NxSKrFZI87hjHUtEpFfAV0+wsQCsdTqKJNCZ/st3MbDMGHPZad67BxgLvApca639KdDXxs6F3c9zok4pIiIiIjJEzJ8PuRnHuCmnPK7zTPbWMy59L2Ur0gZ8byhkCbirISMjDslERCIKffUE28ZDo1ZfDidnKkTtJFJsWmyMufmk994OWOBea234TBNYa7cBHcDUwQQVEREREUl1XV3wwguWt2WWkp7ji+tcxsDM3I2U1U2BtrYB3RsK2kh/KLdWRIlI/AS8ddR3juJYsN7pKJJAfRairLV/Am4jUnD6lzHmA8e9PQVoB/r7Y5wjQE60IUVEREREhoIVK2Dfvu5teWkDX6k0UDPyKtjdMZbqkmC/7zl2DBry+1ZPAAAgAElEQVT2ugh46uKYTEQECn2Rz5mq8oFvIZbUdcZN6dbaF4DpwHrgiZPu6+zuAXVGxhgXkA00DyKniIiIiEjKmz8f0lxdvDVrcULm6+0T9Y/9/b6nqiryHMioiUMiEZHXBbyRQlRoc1+dfmQoOmt3RGttNTADeOS4l+uATGPMOf2Y4zogA6iKJqCIiIiIyFCxYIFltn8NuXkmIfNd5g+R7WritZL+H48e6j5kL2Cq4hNKRKRbz4qo4CYVooaTfh3TYa3tsNZ+4biXen6E8+Ez3de9Gur7RLb3vRpVQhERERGRIWD7dti61TAv61XweBIyp9uEuSFnE2VVEyB8xtauvXoLUV5tzROR+Don/RCZrhZCu+J3gqgkn2j/tB/ufv6mMWb26S4wxkwE/kHktLwu4FdRziUiIiIikvIWLIg8z8tK7M9nZ+RVUNE6lUPlu/p1fSgEPncbozOPxjmZiAx3xkDAU0dwr9/pKJJAURWirLXlwA+INCAvMsYs7/41xphHjDGLgUrg1u5bvm6t7X+HRBERERGRIWbBApiWXcmkgsQWeHr6RC19rn+nUoVCMNlTh/FkxDOWiAgQ2Z4XahrldAxJoKjXv1lrvwP8F9AKXAP4AAN8ikhPqbTu975orX1w8FFFRERERFLT/v2wZInlNu/L4PMldO5rcraSRgdlr/SvB0soZAm4qiFDhSgRib+Ar55gxwRse4fTUSRBBnVmrLX258aYJ4EPECk+jQPcQD2wBHjSWtsw6JQiIiIiIils4UIIhw3zckoie1ESKNPdxpX+bZRtHQHWnnX+UNByY0YNuNSzRUTir9BXR1M4i8YDif1sFOcMqhAFYK09QKRn1MNnu1ZEREREZDhasADG+w5wRc5OujtaJNTMvAoernkXrdV78U4a3ed1hw5B4xEXgXFqVC4iidFzMELdnnSHk/Tt8GHYtg22b/cze7bTaVLfoAtRIiIiIiLSt/Z2Fy+9ZLnT9wom25mGvDPyKnhgz/tY83w1N97TdyGq98S89D0JSiYiw12htxaAuprEnCbal7Y2qKzsKThFHtu2WbZvs+zbH1kh6nJdwa03HGL8pfmOZk11KkSJiIiIiMTR2rV5NDcb5o0qdWy72w05FQC89q+j3HhP39f1FqJMVfxDiYgAk72RgxS2bc+huhr8/sgjHm3qwmHYs6enyHRcwWlrmF3VhnD49e2Boz2HuCA9yG1pIc4ft5uR5iB313yfp769ja89d13sww0jZy1EGWPujNVk1tonYjWWiIiIiEgqWLp0JP70Vub4VwHZjmQYldHIhd4QZeVnXpHVW4jKbADUrFxE4s+f1sqE9Ab++uLF/HXS66+np4XxZ1my/TZSnMo2+LNdkWc/Z31kZMBLL42mqKin6GTZsd3S0vr6DwSy0lo531PNte6dfGjUbs737OIC1w7Oy6whN6sTPB5Ie71s8jNvHY+/NJZ7wxbjUk+raPVnRdTjgI3BXBZQIUpEREREho1wGJYuHcFbMhfjyUvsaXknm5G3iWf3ziTceBRX7ukLYlVVkJfeRF5mOypEiUiivDztq/z5sg8w6eWlNNlMmsJZNIUzI49jPpqO+miq8dHU5aPaZnHU+ruv8dHcdabP1otwmy4KfXWc767kFn81F4ys4vy0IBdkVDE26wjG64lUrU44yMHT/TjRm2/YzgNPzmLlk1u59sMXxvq3YdjoTyGqmtgUokREREREhpU1a+DAAQ/zJpac8FN1J8zIq+B39f/B5n+Wc+kHp5/2mlAIAhk18dkTIyLSh4v8u7n5ul3MDi0+84XWRh5dXZFKfzhMuMtyrCOdpk7vCY+WsIe6u27mffN/TobPHVnddMr26IEdHjH7yiCPPHUNjz/UyLUfHtg/o7zurP81tNZOTkAOEREREZEhZ8ECcLnCvC2zBKdXGM3I3QhA2QuHufSDp78mFLRc5NoF6cl7epWIDGPGRB7HFZRcgB/w0wU0dz8iSiZcS0ZB7A6JyPJ18O6Ri/nz+hv46YFj+EZkxmzs4cSZbokiIiIiIsPA/PmWy6bUMyI/7HQUCr21jEnbT9ly92nftxaqqiwBT91JW1RERKTHXeNepjGczfz7tzkdJWWpECUiIiIiEgfV1bBxo+GGS0Pg9TodB2NgZt4GymoLob39lPcbGqCl1UXAU+tAOhGR1DAnbx0T0+t4/EmVU6IVk985Y0y2MWaWMeb27scsY8zANluKiIiIiAwhS5ZEnq+4YI+zQY4zI28TuzrGs7s0eMp7vSfmpe1OcCoRkdThMpYPj32ZV+oupWZ1ndNxUtKgClHGmOnGmH8CB4FFwDPdj0XAAWPMP40xlw8+poiIiIhIalm+HDLT2giMP+R0lF69faKe33fKe72FKHd1IiOJiKScD495mTBunvyhPi+jEXUhyhjzEWAF8DbADZiTHm7gVmCFMebuwUcVEREREUkdK1ZYrvJtwp2ePP2W3pBVid/VTFlp5ynv9RSiJmedWqQSEZHXTc2sZUZ2OY+/NBYbtk7HSTlRFaKMMdcAjwLpwE7gE8BUwAd4u3/9CWArkZP5ftt9j4iIiIjIkNfWBuvWwbWe9UnV+DvNFeb6nE2UhcZHupMfJxSCMZ6D+Lz6UiUicjZ3jXuFbS3nsuJJNS0fqGhXRH29+94SYJq19nfW2qC1ts1a2979698BlwPF3dd+PSaJRURERESSXHk5tLcbrs3a6HSUU8zI28TGlqkcXr/rhNdDIQik7YGMDIeSiYikjttHleAzLTz+UKPTUVJOtIWoGYAFPm2tbe3rImttG/DZ4+4RERERERnyVqyIPF+Xsc7ZIKcxI3cjFhfLnjuxyW4oGI70h0pLcyiZiEjqyEk7xrtHLuaZ9RfTcuCY03FSSrSFqCzgiLX2rGvQrLVbgUYgM8q5RERERERSyvLlMN53gPG5TU5HOcW1OVtw00nZKy29r3V1Gap3GwLeuqTaSigikszuGvcyjeFs5t+v7XkDEW0hqhrwGmPOer8xxk2kb5TOgRURERGRYWHFCst16WvB53M6yimy3K1ckbWdsi0Fva/t2+ehq8swOaPWwWQiIqllTt46zk2v4/Enoz4HbliK9nfreSADeEc/rn0H4AH+HuVcIiIiIiIpY98+CAYN12ZVgNvtdJzTmpm/kZVHLqRt914A6uq8AJGteSIi0i8uY/nw2Jd5pe5SalbXnf0GAaIvRP0Q2EHkNLzZfV1kjLkJ+A2R0/N+FOVcIiIiIiIpo6c/1LWecmeDnMGM3AparZc1z0cKT72FqPQ9TsYSEUk5Hx77MmHcPPlDFfL766ydCI0xd/bx1q+B7wCvGmOWAIuAGiJNzCcAc4g0KG8kUox6F/BEDDKLiIiIiCStFSvAbbq4Mmsrydom9cbcCgDKXjzKDV+A+novLhNmYtZBwO9sOBGRFDLFV8vM7HU8/tJYvha2GJf67J1Nf47EeJxIcakvBrix+3G693KBn3aPoUKUiIiIiAxpy5fDZVlBsrKTt2fIORmHOd+7i7J1mdwL1NX5mOjdR7oneTOLiCSru8a9wke33cuKJ7Zy3V0XOh0n6fWnEFXNmQtRIiIiIiIChMOwcoXljvR14PE4HeeMZuRW8I/9NxJuPEpdnZeAe3vSZxYRSUa3jyrh89s/x+MPNXLdXU6nSX5nLURZaycnIIeIiIiISMrbtg2OHDVcN7ECTHJvz5iRV8HvG25l64sbqK+/gGvS9iRtc3URkWSWndbCu0cu5pkNN/Kz/f+fvTuPj7I6+z/+OZN9spFAICyyY2WJYt2wbrhVrLaAimh9tNZaa23V1vb31N1WW/vgAi5Vq1aLiAKiBBckEDYXlLCGDAHCEpB9D1tIQpI5vz8mICKQ5M5M7pnk+3695nXDPWeucwWUTK455zqlJLRKdDulsKa1tyIiIiIiQTJnTuB6TsxCdxOpg/NTfQDkfrCXnTvj6BK/yeWMREQi163tprLHn8yHTxW5nUrYUyFKRERERCRI8vIgNeYAP0gJ/2O8uydspHX0Tt6Z0RaALrEbXc5IRCRy9W+RT8eYzYx8WytLa6NClIiIiIhIkOTlWc6OL8CTmOB2KrUyBi5I9TFvVzcAunh09LiIiFMeY/lF26nkbunDxnlaYXoiKkSJiIiIiARBaSkUFMA58YshJsbtdOrk/BZLDv+6S5x+cBIRaYhftJ2KnyjeflKF/RNRIUpEREREJAgWLAC/39DPW+B2KnV2qE9UTHQVmd69LmcjIhLZuiVs4oLkRYyc0g5b7Xc7nbClQpSIiIiISBAcalR+dnzkFKL6Jq0i0XOAzJb78MRFxiouEZFwdmu7XIrKOpL39gq3UwlbKkSJiIiIiARBXh509W4mI6XC7VTqLNrjZ3DLz+nbbQPExrqdjohIxBuSMQuvOcDI5/e4nUrYUiFKRERERCQI8uZY+sUsgITwb1R+pLd7D+O+m2eDRz8aiIg0VHJ0Gde2+pyxBb0o21HqdjphSd9tREREREQaaMMG2LjJcE5iYWQWdCIxZxGRMHVru6ns8Sfz4VNFbqcSlvQdR0RERESkgfLyAtd+cYvcTURERFzXv0U+HWM2M/LtKLdTCUsNLkQZY1oZY4YYY/5sjHk0GEmJiIiIiESSvDyI9VRxWtJqt1MRERGXeYzlF22nkrulDxvnbXI7nbDjuBBljIk2xjwLrAfGAsOAx44ak2aM2WWMKTfGtG1YqiIiIiIi4WnOHDjdW0Rckk6eExER+EXbqfiJ4u0n17mdSthpyIqo8cAfgFigEKg6eoC1tgR4t2bMwAbMJSIiIiISlqqqYP58S7+4hTp5TkREAOiWsIkLkhcxcko7bLXf7XTCiqNClDFmKIHC0jbgTGvtqcCu4wwfX3O92slcIiIiIiLhzOeDsrKaRuXGuJ2OiIiEiVvb5VJU1pG8t1e4nUpYcboi6peABf6ftba2joxza8ZmOZxLRERERCRsHW5UHrPA3URERCSsDMmYhdccYOTze9xOJaw4LUT9sOb6QW0DrbVlwB4gw+FcIiIiIiJhKy8PMuL20Dm1xO1UREQkjCRHl3Ftq88ZW9CLsh2lbqcTNpwWolKBPTVFplDOIyIiIiIS1ubMsZwTl49J9LqdioiIhJlb201ljz+ZD58qcjuVsOG0QFQCpBpj4msbaIzpAKQQ6CclIiIiItJk7N4Ny5cb+iUUQFSU2+mIiEiY6d8in44xmxn5tr5HHOK0ELW45npRHcb+puaa53AuEREREZGwNHdu4HpOQoG7iYiISFjyGMsv2k4ld0sfNs7b5HY6YcFpIWoMYIAnjDHHXYNsjLke+AuBZuVvO5xLRERERCQs5eWBwc9ZCUvcTkVERMLUL9pOxU8Ubz+5zu1UwoLTQtQoAqfhnQF8bYy5E4gBMMacaYy5zRgzlUDBKhqYYa39JBgJi4iIiIiEi7w86Jm4ntQU63YqIiISprolbOLC5IWMnNIOW+13Ox3XOSpEWWv9wM+ABUAW8BKQVvN0HvA6cCmBVVN5wNAGZyoiIiIiEkashTlfW86JWQjxtbZOFRGRZuzWdrkUlXUkb5Saljs+zc5auw04D7gbKCCw/c4c8VgG/AG4yFq7q+GpioiIiIiEj+Ji2LnL0C9pCRjjdjoiIhLGrsv4DK85wMgX9ridiuscF6IArLWV1tqXrLWnAy2Ak4GeQLq1to+19gVr7cFgJCoiIiIiEk7yao7iOSd2kbuJiIhI2EuOLuO6jM8YW9Cbsh2lbqfjqgYVoo5krd1vrV1lrS2y1u4OVlwRERERkSNVVsKrr8L48R1czWPOHPBGV9A7Wc1nRUSkdre2ncoefzIThzXv7XlBK0SJiIiIiISStTBhAvTpY7nzTnj55e6snb3RtXzy8ixnJSwhOkn9oUREpHYXtVhMp9hNjBwd5XYqrqq1EGWM6RisR2N8QSIiIiLS9MyeDeedB9deC1GbN/Bq278CMPqf613Jp7wcFi2Cc+IWQ0yMKzmIiEhk8RjLLzKnkrsliw3zNrudjmui6zBmTZDmsnWcT0REREQEgOXL4f774cMPoa13N6+3G8GtrT4hOi2Zl5M2MWp6ex6q9mOiGnehf34+VFYa+iX6GnVeERGJbLe0zeXxdbfy9t+/4YEP27qdjivq8h3bBOmhbYAiIiIiUiebN8Oddwa24c2YXM7fW7/Ayi5XcHv3WUSnp4Ax/PjclawsP8mVo7DVqFxERJzolrCJC5MXMjK3Hbba73Y6rqhLcajLcR5Dgd1ACfBP4HICJ+b1BC4DngR21Tx/fc1rRERERESOa98+eOwx6N7d8sbr1dyVNobVXS7noR+8T2KGFzzfvn296IfFxJtyRv1rb6PnOWcOdEjYQbvU5n3ykYiI1N+t7XJZUdaROW81z6bltRairLXfHP0gsMXuNWAD0Mta+5C1dnrNiXlF1toZ1tqHgV7ARuD1uswlIiIiIs1TZSW8/HKgAPX443B1/DSWdb2aF37wMhltoyHq+41dExMqGdzyC8YuPoWKkgONmm/eHEu/mIXg9TbqvCIiEvmuy/gMrznAyBca/4OUcOC0OPQQkALcbq3derxB1tptwO1AKvCww7lEREREpImyFt5/H3r3tvzud9Dz4GLyutzAuJMfpXuH8lobgd/SNpeS6lQmDW+8T5W3bYM1aw3nJC75zgotERGRukiOLuO6jM8Y6+tFRZnb2TQ+p985Lwf2W2vn1jawZsz+mtfUmTFmgDGmyBizyhhz/zGeH2iMKTDG5Btj5htjzq9PfBERERFx1xdfwI9+BEOGQOyW9Xxy0m+Z2e3XnN1pK8TH1ynGZWkLyIzezqi3bIiz/dbh/lDxixttThERaVpubTuVvf5kvpyW5HYqjc5pISoD+P766BPPk1HXwcaYKOAl4EoC2/tuNMb0OmrYdOA0a21f4DbgP/XIR0RERERcsmwZDBwIF14I630lvNHuERZ3HcxVXZdhkuv3hjza4+emzOlMWp/FjmXbQ5Txd+XlQZSp5ozE5Y0yn4iIND0XtVhMp9hN5ExpfifnOS1EbQMSjDGX1DawZowXqM87g7OBVdbaYmvtQWAsMPDIAdba/dbaQx99JQKN9zGYiIiIiNTbpk1wxx2Bk/BmTSnnyTbPsaLzFdzW/XOi0gIn4TlxS2YuVcQw9sniIGd8bHPmwKmJxXiTtC1PRESc8RjLCz1e5JYr8txOpdE5/e45GTDAG8aYk483yBjTg8BKJVvzmrpqD6w/4vcbau4dHX+wMWY5MInAqigRERERCTPV1fDmm53p0cMy8s1q7k5/l9VdLueBkyfgzUhscJ+lU5OKOS1hBaM+bhFoOhVCfj/Mm2vpF7MA4uJCOpeIiDRtP2v5FVndtridRqMz1sE3a2NMO8AHtAAOAuOBGQROyLNAB+BiYAgQD5QAp1prN9Yx/hDgCmvt7TW/vxk421p793HGXwg8aq297DjP3wHcAdCmTZszxo4dW8evNHzt37+fpKTg7iVtrjEjIcdQxIyEHEMRMxJyjJSYkZBjKGJGQo6REjMScgxFzEjIMdgxv/yyFY880oeLfriaOwZ+Tbs2pY5XPx1pf3o6Sbt2AfBebhavvH8uI1/7kk49qpzHrOXrXrvWyy9/eTZ/uXk6A85fXe88gyHY8SIlZiTkGCkxIyHHUMSMhBxDETMScoyUmEHP0dpAzIw6dzIKaxdffPECa+2ZtY2LdhLcWrvJGHM5kA2cBNxU8ziaIbCaaXBdi1A1NtTEPaQDsOkE+XxujOlmjGllrd1xjOdfA14DOPPMM23//v3rkUp4mjVrFsH+OpprzEjIMRQxIyHHUMSMhBwjJWYk5BiKmJGQY6TEjIQcQxEzEnIMdsyZM8Fj/EyuuIGEmcErmM268Ub6jxkDwCkVObzKeIrGRPOLGc7PsKnt637zzcD11q9GcMr60nrnGQzBjhcpMSMhx0iJGQk5hiJmJOQYipiRkGOkxAx6jn4/s4YOpf+QIcGLGQEcr4O21i4EegP3A/lANYHCkwH8NffuB3pbaxfUM/w8oIcxposxJha4AfjoyAHGmO7GBD5KM8b8EIgFdjr9ekREREQkNHw+aN96LwlJ9Tnrpn4y40q4okUeb8/ugv+g8xVRtcnLgxaxpZyc0vy2UoiIiARDgzbk1zQMf8paewaBhuFtax5ea+0ZNc/tcxC3Cvg9MAVYBrxnrS00xtxpjLmzZti1wBJjTD6BE/aGWif7DEVEREQkpHwFlq7tdoS8p9Itbaex4WAbZr0autPs8vIsZ8cV4ElMCNkcIiIiTZmjrXnHYq2tBLYGMd6nwKdH3fv3Eb8eBgwL1nwiIiIiEnylpbC6GM7/yS4oDe0pcwNbzSbFs49RrxzgkmN2Fm2Y/fsDq7t+1moxRAftbbSIiEizojNnRURERCRkCgvBWkPXdqHvoJAQdZAhGZ/xflEfSrfUe1F+rRYsAL/f0C+hIOixRUREmgsVokREREQkZHy+wLUxClEAt7TNpdTvJXvYiqDHnjMncD07XoUoERERp1SIEhEREZGQ8fnAG11B24zgr1A6lvNTfXSO3cioMTFBj52XB929m2iVcjDosUVERJoLFaJEREREJGR8PugTvxpPlGmU+TzGcnPmNKZt7cPGeZuCFtdamPO15ZyYhZCgRuUiIiJOqRAlIiIiIiFhLRQs9pMVvRQ8jfe28+bMXCwe3h22PmgxN2yAzVsM5yQuadSvRUREpKnRd1ERERERCYmtW2HHTg9Z3uJGnbeHdyPnJhXwVk5rrN8GJWZeXuDaL25RUOKJiIg0VypEiYiIiEhIHGpUnhWzvNHnvqXtNApLu5A/fmVQ4uXlQVxUJaclrQ5KPBERkeZKhSgRERERCYnDhaj44BSD6uP61rOINQcZ9dyuoMSbM8fyQ+9yYpNigxJPRESkuVIhSkRERERCwueDzPgSMpLLG33u9Jh9/DR9Nu/O70Hl/ooGxaqshAUL4JzYfIhVIUpERKQhop28yBhzoZPXWWs/d/I6EREREYk8Pp8NbMuLj3dl/lvaTuODnRcz9YXFXPXgaY7j+HxQVmY4J2MJmMY5/U9ERKSpclSIAmYB9e38aBswn4iIiIhEkOpqKCyEu5JWQLQ7bwEHpM+lVdQuRr1RyVUPOo9zuFF57MLgJCYiItKMNWRrnqnnQ9sARUREpFlbvRr+/e+uVFW5nUnorVoF5eWGrAT3mnvHeqq4sc0MPlyTxe41JY7j5OVB67g9dEpxHkNEREQCHBWHrLWeEz2AFsAVwGfALuCimvsiIiIizdZzz8G4cR2Z/UbjnyLX2A43Ko9a6moet2TmUmHjGP/PVY5jzJljOSd2ESbRG8TMREREmqeQFIestXuttbnAJcBs4CNjTJdQzCUiIiISCayFiRMDnQ1yRm1zOZvQ8/nAY/z0Slrnah5nJK+gZ3wxoz5wVkQqKYGiIkO/xAKIigpydiIiIs1PSFcpWWst8L9AKvBIKOcSERERCWcLFsCGDYboqGpy8jMDlakmzOeDHt6NJCS6uyjemEDT8i939Wb1jG/q/fp58wLXc+ILgpyZiIhI8xTydwbW2iJgL3B5qOcSERERCVfZ2RDl8XNt/wLyD5zM5q/Xup1SSPkKbGBbXlyc26lwU5tpGPyMfnpzvV87Zw4Y/JyVsCQEmYmIiDQ/IS9EGWNigAQgI9RziYiIiISriRMtFyYt4rJzAr2Kpr5V/6JIpCgthdXFBBqVe9xvE3pS/HYuSVnAqJknYauq6/XavDzolbiOlJQQJSciItLMNMY7g0FADND0myGIiIiIHMOKFbB0qWFwUi7dOpaQGb2DnCnG7bRCprAQrDVkxa1wO5XDbmk3jeKK9nz136I6v8ZayJvj55yYhRAfH8LsREREmo+QFKKMMbHGmG7GmP8FXgcsMDkUc4mIiIiEu4kTA9eBidMwBq5In8fUDT2p3nfA3cRC5PCJeTHhczrgNa0+x2sOMOqlfXV+zerVsHOXh35JSwLNpkRERKTBHBWijDHVJ3oAZcAK4J9ACrAJ+Fvw0hYRERGJHNnZljOSi+iYFiiCDGg5j13VLZj/bvisGAomnw+80RV0Td7udiqHJUWXc22rzxnn60X5rroVAPPyAtdzYheFMDMREZHmxemKKFPHRzkwGuhnrd3U4GxFREREIsymTTBnjmFQwlRISADg8vQFGPzkvLfX5exCw+eDPvGr8XjDazvbLW1z2eNP5uNn6rY9b84cSIwup3fyuhBnJiIi0nxEO3zdxbU8XwWUACustVUO5xARERGJeB99FLgOTp52eHtXy5i9nJ20lJx5LXnM2ia17ctaKFjsZ2D0UoiJcTud77g4LZ/2MVsZNQqGPFn7+Lw8y1kJhUQlJYQ+ORERkWbCUSHKWvtZsBMRERERaYqys6F74iZ6pW4Ekg/fv7LlPB7/5hZ2Lt5Ay74nuZdgkG3dCjt2eshqVxx2BbYo4+d/MqfxzPqhbFuyjdZ9Wh93bHk55OfDfS3yw66gJiIiEsncP09XREREpInavRtmzLAMTsjBJCd957kBLefhJ4ppIze4lF1ohGOj8iPdnDmNaqIZ8+SaE45btAgqKw39vL5GykxERKR5UCFKREREJEQ+/RSqqgyDUmZ8b3XQmclFpEftZvIkv0vZhcbhQlT8SncTOY7eiWs5w7uMUZ+kB/YRHsfhRuVx+Y2UmYiISPPgtEfUYcaYWKAv0AFIJNCk/JistaMaOp+IiIhIpJg4ETITdtMvZRmBg4S/FWX8/Dh9Pjlr++Ivq8CTEOdOkkHm80FmfAkZyeVAUq3j3XBL21zuXX0PSz5aTZ+B3Y45Zs4cOClhO21TSgnXr0NERCQSOV4RZYyJM8Y8A+wAvgbGAyOB/x7n8WZDkxURERGJFOXlMHmyZWD8VDwpxy5kDGg5n61VrSh4f0UjZxc6Pp8NbMuLD68T8450Q5uZRFPJ28O3H3dM3hxLv5iF4FcJe5sAACAASURBVPU2YmYiIiJNn6NClDEmGpgC/JHAR0TbCayEssBGoKLm9wYoBdYB64OQr4iIiEhEmD4d9u83DEqdCZ5jv+X6cdo8AHLGlDRmaiFTXQ2FhZAVtwKiG7zwPmRax+7myrQ8Rn/dleryyu89v3UrrP3GcE7ikuP+3YmIiIgzTr+z/gq4ENgEnGmtzay5v81a25FAcepi4CsC2/8ettZ2aWiyIiIiIpEiOxtSYsu4JGnucce0jdtFX28ROXNSGzGz0Fm1CsrLDVkJq91OpVa3tM1lU2VrZrz8/abqh/pD9YtXfygREZFgc1qIupHA6qeHrLULj37SWuu31n4GXAR8CbxpjPmh8zRFREREIkd1NXz0keUn3lnEtjjx1q4BLeczu6QXe1dsaaTsQudwo/Kope4mUgdXt/yaFp69jHqt/HvP5eVBtKeaHyYWuZCZiIhI0+a0ENWn5vr+UfejjvyNtbYauA+IAf7scC4RERGRiPLVV7B9u2Fwyoxat6gNaDmPKmKY8d9vGim70PH5wGP89Epa53YqtYqPqmRo65lMWNGHfRv2fOe5OXPgVO9qEpKijvNqERERccppISoZ2GutPXDEvQqOcaSItXYJsA+4wOFcIiIiIhElOxtio6oY4P281rHnphSS7NlPzkcHGyGz0PL5oId3IwmJkdFX6Za2uRywCUwYtvLwvepqmDfX0i9mAcQ1jZMMRUREwonTdwnbgKPXme8C4o0xrY+8aYwxQCyQ4XAuERERkYhhLUycaLksaQ4p6bU37I71VHFpi4XkrOqGPfj9xtmRxFdgA9vyIqSAc25KId3i1jNq3Lf5rlvnZd9+wzlJhWCMi9mJiIg0TU4LURuAaGNM5hH3ltRcBxw1tj8QB+xBREREpIkrKIA1awyDkqZDbGydXnNlq3l8c7AdRZ+srH1wmCothdXFBBqVR8hJc8bAzZnTmLm9N+u+2gDA0qUpAPSL/V4bVBEREQkCp+8SPqu5nnfEvWzAAM8YY4YYY3oYY64D3iLQ2HyG8zRFREREIsPEiWCM5WdJdX/rc0X6PABy3tkZqrRCrrAQrDVkxa1wO5V6uTkzF4uHd4YFClHLlqWQFrufHilbXc5MRESkaXJaiPqIQNHppiPuvUFgVVQrYCywHBgHdABKgb85T1NEREQkMmRnW85LLqBNWt17PnWK30rP+GJyvjjxCXvh7PCJeTHL3U2knrombOb85HxG5bbF+i3LlqVwdlwBJjFy/y5ERETCmdNC1NdAF+DuQzestZXApcAYAo3LD22q/xLob62NrHclIiIiIvW0Zg0sXmwY5M2F+Ph6vXZAy/nM2tGHA+t2hCi70PL5wBtdQdfk7W6nUm+3tJ3G8rJOzPrPKtauTaRfwuJaTzsUERERZxwVomzAN9bajUfd326tvQlIAdoDKdbaC6212mQvIiIiTd7EiYHroKRp9X7tgJbzqLBxfDZyTZCzahw+H/SJX43HW78CXDgYkjGLOFPBHx9Nwu83nOP1uZ2SiIhIkxWSTpLW2ipr7WZrbWko4ouIiIiEo+xsyEpaQ7e0XfV+7YWpi0kwZeRMLAtBZqFlLRQs9pMVvRRiYtxOp95axJQyMP1LFm9tC8DZcYtdzkhERKTpiowjTURERETC3LZtMHu2ZXBCDnjr318oPqqS/i3yyVnaCaqrQ5Bh6GzdCjt2esjyFgeOootAt7QLrGLr0Ho3LVOrXM5GRESk6WpQIcoY08EYM9wYU2iM2W+MqTrq+TRjzIPGmAeMMSp6iYiISJP18cfg9xsGJU93XIwZ0HI+Kyo6UZy7OsjZhVakNio/0o/T5tE+ZiunddtY7/5eIiIiUneOi0PGmMsAH3Av0BPw8m2DcgCstSXAQODvwEXO0xQREREJbxMnQifvNvqmOu/xNCB9LgBTRkdWw+/Dhaj4le4m0gAxnmoWnnEHv7v+K/Do81MREZFQcfRd1hhzEvA+kAp8DFwHlBxn+JsEClSDnMwlIiIiEu727YPcXMvghCmY5CTHcXokbKBL7AZyZsQGMbvQ8/kgM76EjORyt1NpkNbxe0nwWrfTEBERadKcftxzH4GT8d6z1g6y1k4ADh5n7JSa6/kO5xIREREJa1OmQEWFYVDKjAatpjEmsD1v+tbeHNy2O4gZhpbPZwPb8rSlTURERGrh9J3SFYAFHqltoLV2LVABdHE4l4iIiEhYy86GVvH7OC/F1+BYV7acS6nfy+xRkdEnqroaCgshK24FREe7nY6IiIiEOaeFqE5AmbW2ro0A9gPO16mLiIiIhKmDB2HSJMtPE6YRnVL/0/KOdnGLRcSYSnI+2B+E7EJv1SooLzdkJURG4UxERETc5bQQ5a/ra40xMQR6Se1zOJeIiIhI2Jo1C/bsMQxOnQlRUQ2OlxRdzgXJi8kpaAc2/PsVHW5UHrXU3UREREQkIjgtRK0H4mqaltfmYiAaWOVwLhEREZGwlZ0NiTEVXJb4ddBiDmg1n4IDPdj0ZXHQYoaKzwce46dX0jq3UxEREZEI4LQQNb3m+psTDTLGJAD/R6CfVI7DuURERETCkt8PH35oGeD9goQWcUGLOyB9LgBT3toStJih4vNBD+9GEhKdN2kXERGR5sPpO4YRQBXwZ2PML441wBjzI+BzoC9wAHjZ4VwiIiIiYWnuXNi8uea0vJiYoMXtk7iGdjHbmDy14Vv9Qs1XYAPb8uKCV4gTERGRpstRIcpaWwz8HogF3jTGbALSAIwxk4wx64AvgDMIrIa6w1q7NTgpi4iIiISHiRMh2lPNVYmzghrXGBiQPo/cjb2o2h2+TctLS2F1MYFG5R6tiBIREZHaOX7HYK19HbgG2AxkEihKGeBKoEPNrzcD11hrxzQ8VREREZHwYS1kZ1suTppPWlrw4w9oOY/d/hTmvhu+bTYLC8FaQ1bcCrdTERERkQgR3ZAXW2snGmMmESg+nQ+0A6KALcBs4GNrbUWDsxQREREJM8uXw4oVhnvbTQvJtrTL0hbgoZqc9/byo7uCHj4oDp+YF7Pc3UREREQkYjSoEAVgra0EPqp5iIiIiDQL2dmB68DEaSGJnxazn35JheQsyOBxawP79cKMzwfe6Aq6Jm8HUtxOR0RERCKANvOLiIiIOJCdbTk7eRnt08tCNseAVvOYv/8HbF+4PmRzNITPB33iV+PxxrudioiIiESIkBSijDFXG2OeN8YMN8ZcFoo5RERERNyyfj3Mn28Y7J0C8aErwlyZPheLh9yRG0M2h1PWQsFiP1nRS4N6YqCIiIg0bY4KUcaYa4wxxcaYfx/jueHAhwRO1bsXmGKMebphaYqIiIiEjw8/DFwHJU8P6Za5HyavpFV0CTmT/SGbw6mtW2HHTg9Z3uKw3DYoIiIi4cnpiqifAZ2AL468aYz5IfAHAifmrQdW1/z6PmNMf+dpioiIiISPiRPhlKT1nNJiS0jn8RjLFWnzmPLNKfhLQ7cF0Ak1KhcREREnnBaizqq5Tj/q/m0112ygq7X2ZOAlAsWoXzucS0RERCRs7NoFs2ZZBsVPgcTEkM83oOU8tlW1JH/8ypDPVR+HC1EJq9xNRERERCKK00JUBlBlrT36Y8AfAxYYZq09tIb8yZrruQ7nEhEREQkbkyZBdbVhcPK0RtmS9uP0+QDkjC0J+Vz14fNBZnwJGUnhtVJLREREwpvTQlQLYP+RN4wxLYHuwG5r7dxD9621m4FSoK3TJEVERETCRXY2tE/YxZmpjbNCqXXsbs5IXEZOXlqjzFdXPp8NbMsLYbN2ERERaXqcFqL2A6nGmCOPSDm/5vr1McZXAlUO5xIREREJCwcOQE6OZWDCVDwpSY0274CW8/lqdy92L93UaHOeSHU1FBZCVtwKiI52Ox0RERGJIE4LUcsJ9H36yRH3hhLYlnd0A3MvkAqEtpuniIiISIjl5kJZmWFwynTwOH0bVX8D0udSTTTTR65vtDlPZNUqKC83ZCWsdjsVERERiTBO30FNIFCI+o8x5i/GmOcIFKL8wPijxp5VM3aN4yxFREREwkB2NrSILeWilEWNOm+/lKWkevaR83Flo857PIcblUcvczcRERERiThO11L/C/gf4FQCzcgPdep80VpbfNTYawislPrc4VwiIiIirquqgo8/tlztnUlMqrdR5472+LksbQE5q0/BVhzExMU26vxH8/nAY/z0SvwGCP3JgSIiItJ0OFoRZa0tJ9AT6lEgBxgD3GStve/IccaYWOAiYB0wtWGpioiIiLjniy9g1y7DoJQZEBXV6PMPaDmPDZWZLP2wcZqkn4jPBz28G0lIbLztiSIiItI0OO4uaa3dD/y9ljEHgb5O5xAREREJFxMnQnx0JQOSvsSNVUAD0gOHEue8s5Pe1zf69N9RsNhyetRSiItzNxERERGJOPoYS0RERKQW1sLEiZbLE78mMc2dbXEd4nfQJ2EVObOTXZn/kNJSKF5DoFF5IzZsFxERkaYhJO8ejDFZxpg/GmPuMcb8IBRziIiIiDSWRYtg3TrD4ORpEBPjWh4DWs7n8129KV2zzbUcCgvBWkNW3ArXchAREZHI5agQZYy5xBgzwxjz5DGeuw9YBDwDjACWGGPubliaIiIiIu7Jzg405/5p4gxX8xjQch4HbSyzRq51LYfDJ+bFLHctBxEREYlcTldEDSHQhHztkTeNMT2AYTVxDwJlQBQwwhhzuvM0RURERNyTnW25IDmfVmnVruZxfqoPrykjZ2K5azn4fOCNrqBr8nbXchAREZHI5bQQ9aOa6+Sj7v+aQOHpM6AVkAa8XzPPXQ7nEhEREXHNhg0JFBYaBifmQny8q7nEeSq5pMVCcoo6Q1WVKzn4fNAnfjUer7t/FiIiIhKZnBaiWgPVwIaj7g8ALPC4tbbUWlsJPFDz3IUO5xIRERFxzZdftgJgYOI0lzMJGNBqPqsqOrIqZ1Wjz20tFCz2kxW91NVeWSIiIhK5nBai0oG91lp76IYxJhnoDZQSWBEFgLV2NVAOdGhAniIiIuISa2HyZDh4sHmekPbll604PXklndP3up0KAAPS5wIwZXTjNyzfuhV27PSQ5S0GYxp9fhEREYl8Tt9RlgOpxnznHciPAAPkWWv9R40vcziPiIiIuGzCBPjJT+Aff+uO/+jv8E3cli2wdGkKgxKmQkKC2+kA0C1hE93j1jF5VuPnc7hReWxRo88tIiIiTYPTQtSqmtdedMS9awhsy/vyyIHGmFggFdjqcC4RERFx0dixEOOp4vOv2vGnGze5nU6j+ugjsNYwOHlaWK0AGtByPjO39aZ8c0mjznu4EBW/slHnFRERkabDaSFqEoHVT28YY4YaY/4A3Frz3ISjxp5eM886h3OJiIiIS/btg0mTLHe0GM91lyzmuffaMeL+5vPZUnY2tMvYS5/U9W6n8h0DWs7jgPXy5VurG3Venw8y40vISNJidxEREXHGaSFqOLAe6AK8CzwLxADvWWt9R40dyDFWSomIe6yFffui3U5DRCLAxx9DWZlhaGoOvx2Sx3UtcrlvWBve+/cut1MLuV27YPp0y/mnFmOSk9xO5zv6t8gn1hwkZ8KBRp3X57NkxSx3/fRAERERiVyOClHW2t0EekK9CSwH5gAPATcfOa5mW95tBFZPzWxQpiISNO+9B9dc8yPypu1zOxURCXPjxkH7hF2cl7oEjwfeznqa870LufmuZD6f1LT/DRkxAiorDQP6LQ+rbXkAiVHlXJSST86S9jRW467qaigshKy4FRCtDzNERETEGcfH31hrN1prb7fW9rbWnmet/ae1tuqoMQettZnWWo+1dnrD0xWRYPjiC6iq8vCr6/dysMLW/gIRaZZ274acHMsQ7yQ8KYEVQfFRlXx4+l/pErOBgYM9LFt80OUsQ2PXLnj+ecuQtGl06bDb7XSOaUCr+RSWdWP9Z8WNMt+qVVBebshKaNztgCIiItK0NM9zmEWaufx8S0piGYUl7fnn7avcTkdEwtSHH8LBg4YbUieD59u3DOkx+5jc9wHibBlXXrCfzRub3lF6w4fD/v3waPq/vvO1h5MB6XMBmDJqS6PMd7hRefSyRplPREREmqbwfGclIiHj98PifMulZ67k5y1z+Mc7nVkye4/baYlIGBo3DjonbuPs1KLvPdfFu5VJWQ+wY388V529jX17m87qyp074YUXLENaTKNPRvg2Zu/p/YaTYraQMy2mUebz+cBj/PRK/KZR5hMREZGmqdZClDHmwprHmce4V69HfRIzxgwwxhQZY1YZY+4/xvM3GWMKah5fGWNOq098keZq9WrYX+qhe4cdPPeDf5Pq2cevrttNdbXbmYlIONm5E3JzLdcnfHLcRt1npK5ifK/HKNjUiiHnb6ayspGTDJFDq6EeSX8prJtyGxM4PS93Uy+qDoa+EOjzQQ/vRhIS9TmmiIiIOFeXdxKzCDQaf+sY9+rzmFHXpIwxUcBLwJVAL+BGY0yvo4atAS6y1p4KPAG8Vtf4Is1Zfn7g2r3DdjJi9/BCj38xd0snnr9HPT9E5FsTJkBVlWFoyuQTbk27MmM+r3Z7mim+dvzmp5uwEb4wKlJWQx0yoOU89vqTWbYoNuRzFSy2ZEUthbi4kM8lIiIiTVddP9Iyxxhr6vmoz8dnZwOrrLXF1tqDwFhg4JEDrLVfWWtLan47B+hQj/gizdaiRRDtqaZz28D/Pje0mcnVqV/w8L/bs3rxfpezE5FwMW4c9EjcxOkt1tQ69lcnTeXR9v/hv1Pa8bc7NzdCdqEzfDiUltb0hgrj1VCHXJq2kCiqmPt1akjnKS2F4jUEGpWHac8sERERiQy1vpOoOfHOY63teYx79XrUI6/2wPojfr+h5t7x/AqYXI/4Is1Wfj70SlhLbM0H2sbAKz1fIJoqfj1oe8SvZhCRhtu6FWbOtAz1fnzcbXlH+2v3d7i15Uf87bW2vDlse4gzDI0dOwKroa5vkUvvjG1up1MnqdGlnJfsI/eLTuzZHbp/wAsLwVpDVvzKkM0hIiIizYOxYfhTpzFmCHCFtfb2mt/fDJxtrb37GGMvBl4GzrfW7jxOvDuAOwDatGlzxtixY0OWe2PZv38/SUl1++FAMRs3XrjHvPbaczmrxxp+/+clJO3adfj+R5+dwoh3L+TP9xRw1eBdJ4gQ+hxDGTMScoyUmJGQYyhiRkKODY2Znd2OF144mTcfGkuXjnu/jZme/p1/N45WVW144MUrWFjUgX/+fTFnn3vigxDC7et+/fUujBnTkTceHEuXjvu+jVnL111fwY7nW9WGPzz7U847azN/++dKjAlO3CP/LCdNyuSZZ05h9GOjad/ugLN4Qf66m3PMSMgxFDEjIcdIiRkJOYYiZiTkGIqYkZBjpMQMeo7WBmJmZAQvposuvvjiBdbaM2sbF66FqHOBv1prr6j5/QMA1tp/HjXuVCAbuNJau6Iusc8880w7f/78IGfc+GbNmkX//v0VMwzjhXPMLVugbVsY0e5p+j6WSv8xYw4/57eGSxc8xcKynixd7qF99wRXcgx1zEjIMVJiRkKOoYgZCTk2NOaFF8LOResoPOVaOKKoM+vGG7/z78ax7KtK4ML5z7KysjOffwY/PO/4/5aE09e9Ywd06WK5KiaXsaf89Tt9kOryddcrxyDHA7ir1T945f0fMfy+Dfzx2eB0Kzjyz/IPf4DXX6pgX58f4WmR4ixeCL7u5hozEnIMRcxIyDFSYkZCjqGIGQk5hiJmJOQYKTGDnqPfz6yhQ+l/113Bi+kiY0ydClFB2+RvjOlkjDnLGHOmMaZTA8PNA3oYY7oYY2KBG4CPjpqvIzABuLmuRSiR5u5Qo/LT45Z+7zmPsbzeawQH/VHcNWijtuiJNFMbN8KXX1pu8H4EiYn1fn1ydBmT+j5MS08JP7n8IGtXVYUgy+D7Tm+oCGzGPeSyJQxuMYP/HZHJ7Em7gx7f54M+8avxeMO/b5aIiIiEtwYVoowxbY0xLxhjtgHFBJqG5wHFxphtxpjnjDFt6xvXWlsF/B6YAiwD3rPWFhpj7jTG3Fkz7FGgJfCyMSbfGBP5y5xEQuxQIeq0+KJjPt/du4knOr3BR4XdGT98/THHiEjTNn58oBfQ0JTJON3j1S5+F5NPe4CKChjQr4RdO8O7sr1jB7z4omVo2lR6td7hdjqOGAP/7TOcTjGbGHq9n22bglcAtBYKFvvJil4KMTFBiysiIiLNk+NClDHmPKAA+B3Qiu+fktcKuBtYbIz5UX3jW2s/tdaebK3tZq39R829f1tr/13z69uttWnW2r41j1qXf4k0d4sWQRfvFlokHf8HlD90nMCZCYX8/sFkdmw62IjZiUg4GDfO0jd5FSenNazheK+kdXzY52HW7ErlZ2dvobw8SAmGwLPPBlZDPZL2UkSuhjokNbqU97MeZ0dZIjddsonq6uDE3boVduz0kOUtdlycFBERETnEUSHKGNOawFa5lsA+4CngcqBnzeNyYBiwh0BB6qOa14iIi/LzLX2jl0DC8Xu2RHv8vNHrWUoOJvLHa9Y2XnIi4rq1a2HOHMNQ7yfg9TY43oXpSxjV4+/MLm7LzZdsxO9veI7Bdmg11A1pUyJ2NdSR+iav5qVuI5hW1JEnfr0uKDF9vsA1K/bYq2lFRERE6sPpiqg/AWnAcqC3tfZ+a+10a21RzWO6tfYBoE/NmDTgvuCkLCJO7N8PK1dC34QV4Dnx//qnJq/hgQ6jGZ13Mp++sbmRMhQRt733XuB6fbLzbXlHG9ruC57p9CLvf92eP/98U1BiBtMzz8CBA/BI+ssRvRrqSLe1n8KtrT7m8f92YMq7xzxQuF4OF6LiVzY4loiIiIjTQtRVgAV+ba3deLxB1tpNwK8JbNW72uFcIhIEBQWBvi+nJyyv0/iHuo6hV9xq7rw7hr0lQdrfIU3GRx/Bb397Ouu/CcMlLuLYuHGWs1OW0TU9uM2u7+s8gXtaj2XEuHaMuH9rUGM3xPbt8K9/BVZD9cyI/NVQhxgDL/V8iT7xq7jplzGsX1XRoHg+H2TGl5CRVBakDEVERKQ5c1qI6gyUWmtn1zawZkwp0NCT9ESkARYtClz7xhTWaXycp5I3ej3LhrJ0HhiyKoSZSaSxFh56yLJ8eSo/67eN0v3h3Yha6mbVKli4sGZb3gm27zphDAzv+TrXpE7nT8MyGP/qrqDGd+rZZ5veaqhDvFEVvJ/1OAerPFx/yXYONqDln89nyYpZDvE6MU9EREQazmkhyhJY5VQf6m4p4qL8fGgZu48OyXvq/Jp+qcu4t+17vDz9B3zxwbYQZieRZOZMWLLEcPnZRRRsyeCWSzeEZe8fqZ9x4wLXISlTQtKQOsr4GX3qU5zrXczNdyXxxaf7gj5HfRxaDXVjE1sNdaSTEzfyxslPMWd9B/536DeOYlRXQ2EhZMWtgOjoIGcoIiIizZHTQtQ3gNcY06+2gcaYc4FEYK3DuUQkCPLzLX3jlmK89Vvp8Pfub9E5ZiO/us1P2QGtfBF47jnIiN/Hn38+i6c7v8SEuSfx2O3H3aUtEWLsWMt5KQWclLY/ZHMkRB3kw75/pVP0RgYONnyzNrgrr+rj295QkX1SXm2GZH7BvZljeX5iJ95/qf7bIletgvJyQ1bC6hBkJyIiIs2R00LUZAIrnF4zxmQcb1DNSXmvEVhB9anDuUSkgSorAz0+To9bVu9PtBOjynm953BW7s3kb/+jRrXN3apV8MknljuT3yE2Hv7YKZvbWn3I3//bnjEvbHc7PXFo6dLAKrcbEoO/Le9orWL3Mrnvg8RUl/OXP/dm3drGX0737WqoHE7JaHgz73D31Mlv0M+7mNvuTWbF4vr1eTrcqDx6WQgyExERkebIaSHqGWA30BtYZox5whjT3xjTwxjT3RhzsTHm70BhzZg9Na8RERcUFUFFhaGvd4Wj11+WvpDbMj7mmeyuLMgNj94uTZG1MHEinHyy5eV/dXE7nWN68UWI9vj5bdpYMAZj4JVe/+KCxAX88o+pzJ0ZutU0EjrjxoHH+LkueUqjzNfVu4VPT32A/aUxXHpGCZs2Nu5qy2eegfIy2yR7Qx1LrKeKcac+SSwVXHfZbg6U1v3P2+cL/LfRK9HZ1j4RERGRozkqRFlrtwKDCRSY0oEHgenAcqAImAY8ALQkULAaZK1VgxkRlxxqVH56zBLHMZ45+TUyokv41Y0HqDyoLXrBtnIl/OQnMHgwbCyuIHtiB9YtLnE7re/Yuxf++1/L0NQc2raqPHw/1lPFB6c9QduobQy8qooNa6tczFLqy9rAaXkXJS8iM70BHa3r6YzUVQy7ZzKbSxK49PSdbNvaOP+ubNv2bW+o5rAa6pCO8dsY3fNJluxow11XfYOt4x+3zwc9vBtJSHT62aWIiIjIdzl+V2Gt/Qw4FXgVKCGwVe/IRwnwCpBlrf284amKiFP5+RAfdZCTkzY5jpEWs59XTn6OxTs78PSd6hUSLKWl8NBD0KeP5auZ5YzIHIavx7UAPPW78FqB8OabsG+f4d60URAb+53nMmL38PFpj7C/IoaB523XSXoRZPFiKCoyDE3+tNFPRevdbRuT+vyFb3YkctnpO9i5I/T/3RxaDfVwM1kNdaQBrebzSIf/8tZnnXnzH3X7flCw2JIVtbTZ/VmJiIhI6DTo4y1r7QZr7W+tta2AbsC5NY9u1tpW1trfWWvVwVbEZYsWwakJq4j2xtY++AQGtf6KIWnT+NvIjiyfuzdI2TVP1sKECdCrl+XJJ2Fo8qcUdbqCP/SYRNfMA1zRbwX/+aonm5fX/ZTDUKquhhdftJyX6uPM9DXHHNMnaS1jTnmcRZvacOvlOkkvUowbB1EeP9cmNc62vKNd1HIJH/V+gBVbUrjih9vZXRK6YtS2bfDSS82nN9SxPNrtXS5LmsPvH2tJ/pcn3kpbVuaheA2BRuUerYgSERGR4AjaObzW2jXAsX86tNvFywAAIABJREFUERHXWAv5i/wMiVnyvVUsTrzY82Wm5Z3Fr64p4Yt1KSH52cTvh88+g/ffh6KinowaFfgwPhiPPXvcP358xQq4+26YOhWyUr7h886PckHmyu+sRrnxynxyZvfgmd+t4dnpfV3MNuCTT6C42PB/J42ExMTjjru69VyeKn2J/zfnbv72m4387fX2jZek1NuhbXmXJc+lVbp7lcPLWi3mg56PMHjpP7jyzO1MzW9NcnLw53n66ZreUO2a32qoQ6KMn3dOHcbpc//NdVcZFnyTSGoLc8yxa9cmYq0hK14HVYiIiEjwuP8TmYiE1Lp1ULLbQ98Oq8Ac+4eN+mgTW8Jz3V/iF0UP8vKfi/n98K5ByDKgoABGj4YxYywbNhiSYspJaRFP0RfbqLAxVNhYKvwxVPgbUlA7n359y7j59niuH2po1Spo6deqtBT+8Q945hlLgqeC5zNHcFfr94lOSwbz3S1R7TP28fOMXP49qz/3r9lPRpekxkv0GJ5/Hk7y7mRw2iwg5YRj/9R5Akv3d+Lx//yMXn13MPR3jfiHLPUyfz6sWWN4pMOnrhdmrmo9j3H+xxiy/HGuOmsrkxe0OVHNs94OrYb6eVoOP8jYBTTPQhRA69jdvNf7cS5a/Dy/vPQbPpjf+ZjfHoqLA38Bp0YvbeQMRUREpClrUCHKGGOAa4AbgDOB1jVPbQPmA2OBbGutNmiIuCQ/P3A9PdoXtJg3Z+by7ub+3P98X66+/QCde3kdx1q/Ht59F0aPtixZYoj2VDMg+SueOekjfpo8i7n33E7/t94KLN2wFvx+rN9S6Y8KFKWqo7+9Hvr1oYeNpYI4KoilwsZRQRyzT7+KvKnp/O73Pbj3Xj8/uayS//lVHD/9aeja4xzahvfHP1rWrzfc0nISw1o9Q2ZrP0Qdv6jzYOcxjN5+Bc/9bjH/+PT00CRXBwUFMHMmDGvzFtEtai+IGQOv9P4XKxd04NZ7etO1dyln9Q9iRUGCZtw4iPFUMyhpGuFQmBmc+TWj/Y9zU9FjDOy3lY/ntiEhITixn34aKsotD7dvvquhjnRe2lKe6vwKf1p4NyP+tIH7hnf43pg1a5JIjC6nS/IOaitAi4iIiNSV40KUMaYj8B5w1qFbRzzdCehIoEi1wBgzxFobXl13RZqJRYvA4CcraQ0QnJ/ojIFXe71An7lv8JuBW8hZ0a1ei61KSgLb7t55J7AFD+BHKYW81O5Drk+eTKuWtmYbYVJgsqN+aDRAbM0jsHunsuZRuy5Xd+D1Pe9SsKMdo7dezjvTr+KjKa1JTazkuuvg5l/GcMEFwWuHUlQU2IaXmwunpaxlTJdHOa/NqpqqV9QJX3tK4nqGtJzBi1P68eeNB0hr77zg1xDPPw/emIPcnvYBeOq2Gi3OU8kHpz3B2fP+xcCrEpm3tIr2nbQIN5z4/YFteVckf0VaesNXSwbLDe2+oML/T25d8jDXXbCFCbMzG1w3+nY11ORmvxrqSH/sNIEvd/fmf0dcyDmX7ua8q1p85/ni4kR6xxfj8TZuE3sRERFp2hz9qGWMSQU+I1CEMsDXwN+B39Y8/g58VfPcmcDMmteISCPLz4cfJG4I6hYXgE7xW/m/Lq8xdVU3Rj1Re525vDywKuiaayAz03LHHbBlwQaeaP0iq3sMYHbP27mrRy6t2sYEpZfViRiP4bTWm3k6axTrzx1Kbrc7GRgzmbFvV9K/P3RpV8GD9/tZ2oDdKPv3w/33Q1aWZe7nZbyQ+STzO1/HeR3X12vp1UNdxrDPn8SL96xwnkwDbN8O77xjuSVlIumt6vcto3Xsbj4+9WH2lQdO0jtQqpP0wsnXX8OGDYYbkieF/P+5+vpFh+m82nUYny7I5IaLt1BZtzrzcT31VGA11CPN8KS8EzEG3uw9nM6xmxh6vZ9tm6oOP2dtoBCVFb0UYmJczFJERESaGqef+T9EYNVTCXC5tfZ8a+2j1tpXax6PWmsvAC4FdtWMfTA4KYtIfeQvsvSNWhKSH75+2+FjzktcxB+fSGfLNxXfe97vh1mz4Ne/DhSfrr0Wvpq8h7uSRzO/21CWnTyIh3t+QNf2FZCQEJQeVvUVFQWXnVTEW31HsPWcgbzT4S/0PjCXp4b56d0bzuhdxojhli1b6hbPWhg/Hnr2tAwbBj9PmURRlyu5u0cO0ekp9f4aT00q5mdpn/Pch13Zu63cwVfYMK++ChUVhnvSRkN0/Vc0ZSWv5d1TnmDhxjb88vINWNWiwsa4cRAfXcnPkme6ncox3dExh+c7DWfi15n8z+VbqKqq/TXHsnUrvPyy5aa0Tzk5oyS4STYBLWJKeT/rcXaUJXLTxZuorg7c37oV9uyJJSux2JV/m0VERKTpclqIGgxY4E5r7fTjDbLWzgTuJLAy6lqHc4mIQ7t2wTfrDKcnrgjJ0dseY3mj9wgOVMdy96B1h+/7fPCXv0DnzpaLL4axb5Uz0PMJUzr/hg0/uJQRvf/DGSdtw6Qkh9UPOIlxVfy8+1w+PeNRNp4xkOcy/w9TXMx9fzK0b+dnwMXljB4daDp+LMuWweWXw/XXQ6u9a5jd+SZG9vgHbTJNoOLl0MNd3qWkOoVX/lDkOIYTBw8GtjNd0WIOPVtucxznp63z+L+Or/De1yfx+J0bg5ihOFVdDePHW36S9DnJ6eG72uWeLh/z1Ekv8t5nmdx21Vb8DjpOHu4Nlf6KVkMdR9/k1bzUbQTTVnTk8dsD/5b7atoKZsU07r87IiIi0vQ5bdjRATgITKjD2GygAtAZ3iKNbPHiwLVvbOhOPPqBdz2PdfwvD+bfScXTcdxzj8XnCzQdvyL5a57q+DE/S5qBNz2+ZkVNCM5kD4E2yQe495Qp3GtzWLazNaO3XsY7s6/i5lntSYyvYvBAPzffFssll0BZWRR/+QsMH25JjCrnxczh3NkmO9DY2zS8t8pZKUVckfo1z75/Cne/fBBvi8bZRjV+PGzZYniz01s0tGP0/+vyPoWlnfjra1fTq+8OhvxWJ+m56YsvAn+3QzvmhP22q//XbQLl/lgenfob4gZt5dWJbepcV9+yJbAa6n/SPuXk1rsJdJaTY7mt/RS+KOnDEyN/wrmX7WTp1pYAZMWvpLZ+diIiIiL14bQQVQIk1OU0PGtttTGmHChzOJeIOLRoUeDaN345ofxB4s+d3mf8tov4+NOe9Esp5F/tJnJ9cg4ZLf3fNh2PVMbw/9m77zCpqoOP49+zy9I70gQULChiAaxJ1GhsiXmjKZZo5H3txpbYjdHYowZNorFhjxVssfcejV137ajYRURFpPc97x8zmBURltm5M3OW7+d55tmd2TO/+xu23OXsvecOWu5z/rzcKE6Zfx1PfLoK13zxY264cWuuub4lvbrOZl7YgC8mwh7d7uCM7n+lR/cI1cWdcDtuwHVsUncuFx/+CodctlZRsxclRjj77Mhq7cexTZdnaeoVs0KAiwf/g7HP9+H/DhrESoOns+6mXkmvXEaPhnY1s/lp+8eAyv88HLfKaGbVt+S0O/ag9S4T+Mfono06mPIbV8qrsHWwKk0IcMEa5/HicwPZbc9eDNuknq6dZtG9/UyS/hkuSZIqTqHn6jwJdAwhDFzSwPyYTsATBW5LUoHq6mD51hPp0SHbeeCaqvk8POxIRp18FU+tvicHrvoA3Xu3aHb/8auqDmza5x0uXud8Pv3eL7lphcPYcN5/6Nftc54c8BsuX/V0evSqatJpeN9l486vslmH5znzml7MmlbgYjlL4amn4PnnA7/r8E+qOhVnUq1V1VxuGXIy3au/ZLufzOGTD7N/Hfq2efPg5psjP2v3CO26pnGqWghw6sCrOKzntZx3Q0+O2v2zJa439umncOGFuaOhVu0xuTRFE9e2ejY3rXUyc+ZV8cBDVazUe+JSXVxBkiSpMQqdiDqD3LXSLwghfOdvsSGElsAF+bFnFLgtSQWqrY0MrXmtyadVNUbnmun06jkL2ratqHWfstK6Zj6/WqmWW4edwt8Ou4vvrTAu8/+wHbfSKD6Z051/Hv1GptsBOPts6NxqBv/b+faifj4XXElv8sxW/PwHnzHTY2VL7uGH4YsvAjt3vKegBejLJQQ4a/VLOaD7DZx1VQ9OOGDx65aNGAFzZkeO6+rRUEtjYLtxXDZwBAAr9/kiqa8RSZKUhoImomKMzwM7AesCdSGEPUII/UMINflb/xDCHkAtMAzYIcb4YvFqS1qSWbNyi2cPaTMmkyN01EAIJZl8+1HnF9mo3cuccXl35s6an9l2PvwQ/vWvyN4drqf9csWfXFu7w3tcO+hUnv+4F3tu9ZFX0iux66+Hji1n8uMO/yl3laUWApy7xkj26nYrp4zswZ8P/XyR474+GqrzXR4NVYAdez3Ovasfwk5b1pW7iiRJaoaWOBEVQpi/qBu5Rcg7AgOBS4F3gFn52zv5x1Ynd1rerSEEz8GQSujVV2H+/MCQ1l7xqLkIAf600nV8MKsX1xw3JrPtnH8+xPrIQV2uy2wSc/seT3HaChcx+j/9OPUAr6RXKnPm5CYZf97uQVp3yf5IySxUhchFa57Lbl3u4rizu/PXY7741pgRI2DuHI+Gaopter1E165zy11DkiQ1Q405IioU8SapROryf8geWvNqeYuoqH7S9RmGtXmD0y7szPx5xT+UaPp0uOSSyC86P8KKy00ven5DRw+4geFd7+L4kX24+eKJmW5LOfffD199ld5peQurDvVcsdbf2LHz/RxxxnKcf8p/v36+/LLl10dDrdJjShlbSpIkaVEa81vo5pm3kFR0tbXQoWYmAzpOBIp7BTeVTwhw3ErX8svXTuX6k95g11MGFTX/6qth0qTAIQOuhFbZLmSdu5LeObz9Ql+G778aAwZlO/Gl3Gl5XVpNZ8sOz9DUKyGWW4uqeq5dewSz62o46PjNadX6S/Y+siujRvXLHQ3V70KPhpIkSapAS5yIijE+Vooikoqrri4ypPUYqtp6xaPmZvvlnmRw67H8+Zx2/PrESFV1cQ44ra+Hc86JDOs4lh90fYNSXLK9dfVcbh1yEus/dz7b/aQ151zpxEFWZs2C226L7NT2Plp2aVfuOkVRUzWfG4aczs9ra9j3qO8zedoUbr99eYZ3vpNVuk8G/HqSJEmqNIVeNU9SBauvh5fqYEjN60mffqNFqwqRYwdcx+tTV+DWvxRvDbAHHoAxYwKHdLic0L50ExU9W07i9rX/xKQZrfjzCSsvM4uXx5g7cvHII+GSSwYwY0a227vnHpg6NbBzp3ub1QUMWlXN5V9DTmGzds9zxMkdmTcvcGxXj4aSJEmqVE5ESc3Q2LEwfUZgaLu3SnI1N5XeTj0eY9VWH3Dqma2I9cWZuTnnHOjZZjI7dXmg5F83Qzq8w4gBI6l9rSd3nPt+Sbddau+/D6edBoMHR4YNg3P+Pp9Ro1bg+4O/4p2x2c3CjR4N3VtPYfOOL2S2jXJpUz2HO4adwPYdH+bXW7zo2lCSJEkVzIkoqRlasFD5kBYuVN5cVYd6/th/FLVfDeDuf4xtct6YMbkjZg7ocA2tupbntK19+95Nvx6TOPq4GubNbV6HRU2cCCNHwiabwIABcOyx0G3cK4xc/mTGr7Ippx9wNx9+GFh3zVnccfOcom9/+nS4887IDm3vpkWn5nFa3sLaVc/i1mGnsM+vXvBoKEmSpArmRJTUDNXWQk3VPAa3/6DcVZSh3/R8kP4tx3HKn0OTT2c791xoWT2P/brcAFXl2TXUVM1n3189y5ipfbj0qOKdclguM2fCjTfC9ttD796R/feHiXUf8uce5/Deqlvz+KB92W/gI3Tr3ZIN1x7Hi+vtyyrhHbbboSXHHjyF+fOL1+XOO2HGjMDOne5rVqflLZJHgUqSJFU0J6KkZqiuDtZo+z4t29WUu4oyVFM1nz+sOJpnvliFhy55t+CcSZPgn/+M7NrpLnouV8TZjwL8YJ0P2Lh9LSdc0JOpX84ta5dCzJ8PDz0Ee+4JPXtGdtoJnntgEr/reCUvrrQDr632K/446Bb695kLbdp847n9237GE+sfxj5db+a08zqyzYaT+Pzz4vS6/nro3WYSG3d8uTiBkiRJUoGciJKaodoX6xla/Qq0alXuKsrY7r3vY/kWn3HqCYVP2lx2We5omd93vgpqyjt5GQKcNfASPpvThTP3SeOoqBhzk79HHAErrBDZcku46dpZ/KrF7Tw4YB8+GrglZw2+gqErTCR0aL/YI3ZaV8/l4rXP4/L+J/PEi20ZNnAqT/+naZODU6bA3XdHdmp7J9Wdsr8SoiRJkrQ4TkRJzcynn8KEz6oY0u5tT1FZBrSqmstRK47msU9X4/Gr31/q58+bB+eeG/lhpzqGLPdx8QsWYMOOb7BT1wf5660r88lb08pd5zt98AGcfjqsuWZk6NDcouPrzfg3169wJBNW3YQrBp/FFiuOpbpLx6U+3XGP/o/w1Dr7UzP9KzbdNHL+iOkFn355220we3b+tLwynXYpSZIkLeBvpFIzU1ubezuk5evlLaKS2Wf5u+lRPZFTj5251M+97Tb48MPA7ztdAW3bZtCuMKevejlzYwuO/9/3y13lG+bNgzvv7M2mm0L//vDHP0LXj1/hwuVP4dNVN+W2Nf7ITis9T5vu7aFFiyZta2jn93hh/f3Zut1/OOjodgz/2VdMn770OddfDyu0/ZyNOvozQZIkSeXnRJTUzHx9xbw2aZzWpKZrWz2bw1e4kfs/GsSzN324VM895xzo3+4ztuvyREbtCrNSm/Ec2OtfXPHMIF59pEgLJRXB0UfDX/+6Gl/UfpRbdHyVrXh80L78duDDdOvdsuhXa+vScjq3DzuJU3pfwHV3dWSjQV/x1puNPzRq0iS4//7ITm3uJHTsUNRukiRJUiGKMhEVcpYLIaxQjDxJhauthQFtP6VT+/IuOq3S2r/P7XSt/opTj57S6Oe8+CI8/jgc3P6fVHeuvEmK41a6jg5V0zlq74nlrgLAI4/A3/8e2W6TV3lt1Z/nFh3vO+9bi44XW1WIHLfajdw76DDGfxJZf+1Z3DJ6dqOee8stMHdu4Ned7vG0PEmSJFWEJv1WGkIYFkL4FzAZmAC8u9DHu4QQLgohjAwhFPfPxJIWqa42MrTFq5n/51iVpUOLmRzS9ybueHdN6u7+pFHPOeccaN9yNnt1vaUi1xPrVjOFY1e8hnveXZ2Hrli6I72KbfJk+L//i6zafjy//cWThE4dS/5vtnXPl3hx3X1ZrXosv9ylFUf/djLz5i3+OddfDyu3G8+wTu+UpqQkSZK0BAVPRIUQhgNPAT8H2gMhf/tajHESMADYB9iq8JqSGmPqVBj7Dgxp+6ZHPyyDDu57Kx2rpnLaYV8sceynn8KoUZHdO/yLTt2atpZRlg7ueysr1ozjyCPqqZ9f4GrdxehxMHwyLnL1cofRpl3ZarBC2y94fP3D2b/b9Yy4qBNbrT+JCRMWPfarr2p46KHIzm3v8LQ8SZIkVYyC/qcaQhgEXALUAP8A1gO+638+V5GboNq+kG1JaryXX4YYA0NbvVHuKiqDzjXTObjPLdz05pq88cinix07cmTulK3fdbm6yYtqZ6l19VxOW/lyar/sz7UnjS1Lh5tugquvhuOWu4gNen9Ulg4NtaqaywVrjeSqlU7kmZdaM3TgNP7z2LcPjfr3v7szf35g5473VuQRb5IkSVo2FXrIxGFAS+D8GOMhMcYXge9akObh/NvvFbgtSY309ULlXjFvmXVIv5tpE2Zx2iHfcZgMMHs2XHhh5Ked/8Oqy00qYbvC/LrnI6zb5nWOPbMTM6eVdu2z8eNhv/0i63d6i2N7XVb0xcibYvgKj/H0kP1pN2sim20O55w2ndjgoLFHHunOoPYfslbn8k+eSZIkSQsUOhH1IyACf1nSwBjjJ8AMwIXMpYzV1sJyrabQp0PjF6xW87Jcyynsv/xtXPfymrzz9KKvNjd6NHz2WeD3na+E1q1L3HDpVYXIWQMv5qNZPTjngNJdDTJG2GsvmDl1Hld3P4yarpV3etvanT7gufUP5Kft/80hx7Zjl59MYtq03ATaSy91zp2W176M5xJKkiRJCyl0Imp5YHqM8eNGjp8JuHKylLG6usiQlq8T2vrttiw7YoUbqQnzOP3gby9aHiOcfXZkjQ4fsmWXF8rQrjCbdXmJ/+n8OKdftwKffzCjJNu86CK45x44s9tfWK3X5JJssxCda6bzr2Gncsby/+DG+zqywWqTOeP0SIyelidJkqTKU+hE1GygZQhL/u02hNAG6EzuynqSMjJ3LrzyCrn1oSp4zR9lr1erSezT6w6ufH4NPqz78hsfe/xxqKsL/L7DFcktYP2XVS9j2vw2nLLHu0se3ERvvQWHHx7ZpsuzHND7lor/nqoKkaMH3sIDgw/hiwnz+Me5gZX6TmT1Lt99iqYkSZJUDoVORL1PbqHyVRsxdlugGnDRGilDY8bAnDmBIW1Kd+qSKtdRK95ACDDioA+/8fjZZ0PX1tPZrctdyR0ps0a7D9i75x1c+MhqvP1sdmtbzZsHw4dDq/qZXN79aEKnjpltq9h+1P1Vatfbl192eIDdtnoO2rYtdyVJkiTpGwqdiLqX3JXwfr+4QSGEbsAIcutJ3VXgtiQ1Qm1t7q0LlQugX+vP2b3HPVz65CDGj8kdkDp+fGtuuy2yb/tRtO1a+WtDLcpJK11Fq6q5HLPH+My2cfrp8OyzMLLbcSzfqz6z7WSlT5svuXnd09h8ww+Sm2yUJElS81foRNTfgWnAb0MIJ4QQvnF+RwihTQhhV+B5YAAwERjZpKaSFquuDtpUz2G19uPKXUUV4g/9RzMvVnPWAblT2W65pQ+ByIFdR0F1dZnbFaZXq0kc2XcUN7++Bk/eWPyv9eeeg5NOivym2z3s1Oc/UFXobrICOAklSZKkClTQb9gxxgnArsBc4Hjgc6AbQAjhNeBL4GpgRXLrSe0SY/QyXlKGamthrTZjqW7bqtxVVCFWajOeXbs/wMjHVue9V6Zx99292KHTg/Rdbla5qzXJ4SvcRK8Wn3PEwbOIsXi5M2bA8OGR3q0ncV6PUzytTZIkScpAwX/qjTHeCWwKvAC0BFqQO11vENAq/34tsGmM8aGmV5X0XWKEutp6hta8Ci1blruOKsgf+49iZn0rtt5yPtOn13BIlyuT/xpp32IWJw/4J09NWJl/nflO0XL/8Ad4883AP7sdQeceaf8bSZIkSZWqSeccxBifjTFuAAwBDgJOA/4CHApsEGNcN8b4XNNrSlqcDz6AryZXMaTd256Oo29Yvd1H7NjtYcZ+1onV+3/GRt3eLnelotij972s0eod/nByW+bMbvphUfffD+eeC4d0v4Ytln/D7yNJkiQpI0VZ/CLG+HKM8YIY43ExxmNijOfEGJ8vRrakJaury70dWvNqeYuoIh034DpahdnsstWLzeZ0sxZV9YxY9RLGTu/NRYeOaVLWl1/CHntEBnX8mNN6/gNap7mQuyRJkpSChFdhlbRAXR1UhXrWavduuauoAq3V/j0mbbQtmw57v1kd6bNtt2f4UYfnOOmS5Zn82eyCcw48ED77NHJNt0No0615TNRJkiRJlcqJKKkZqK2F1dp+RNt2zWeSQcXVplV92leAW4QQ4MyBlzBxXifO2KuwUw5HjYLRo+HE7uczbPlPm9VEnSRJklSJWixpQAjh4SJtK8YYtyhSlqQG6mojP2jxKrTyinlatgzr8Da7LXcPZ9+1OQe8Opl+a3Zq9HM//hgOOCDyvc5vcHSvK6GmQ4ZNJUmSJEEjJqKAzZbw8QWrxC78Z+SGq8eGhe5LKpKJE+HDjwIH9X6r2R3xIjXGqatcyY0Tf8Rxu3/Mlc83biKqvh523x3mzpjLVSscTosuTkJJkiRJpdCYiaiTvuPxlsD+QGdgHPAo8HH+Y33ITWD1BSYBI4E5Tegp6Tu89FLu7ZBWb5S3iFQmK7aewO+Xv4kzX9iFQ++bwJBtei7xOeedBw89BBf1Po1Vek8HqrMvKkmSJGnJE1Exxm9NRIUQWgAPAm2A/YBLY4xxoTEB2As4F/g+sGUxCkv6ptra3NvcRFRj5pal5ueY/qO47NNtOWLfyTzwfs/FLvX0xhtw9NGRn3Z5in163wnVHg0lSZIklUqh5/EcCmwCHBpjvGThSSjILQgVY7w0P3bT/FtJRVZXB31aT6R7h1nlriKVTeea6fyp/9U89OFA7r3og+8cN2cO7LZbpH2YzqXdjyF0dBJKkiRJKqVCJ6J+A8wDrmjE2CuA+cBuBW5L0mLU1kaG1LwGbdqUu4pUVvv3uYOVW37IUX+oYv68RS9LeMop8OKLgYu7/ZFevUpcUJIkSVLBE1ErA9NijLOXNDA/Zmr+OZKKaOZMGDMGhrYZA9WucaNlW8uqeZy+ymW8Orkf/zz27W99/Omn4bTTIrsvdwe/WP4ZF/eXJEmSyqDQ38LnAZ1DCH2WNDA/pkv+OZKK6NVXYf78wJA2Y8pdRaoIO3T/Nxu1e5k/ndON6ZP/u9uZNg2GD4/0azuRc7r/Gdq2LWNLSZIkadlV6ETU8/m3ZzVi7IIxzy92lKSlVleXezu0xavlLSJViBDgrIGXMH52N/6235tfP37EEfDOO3Blt8Pp2KN1GRtKkiRJy7ZCJ6L+BgRgpxDCQyGEzUMINQs+GEKoyT/2ILATEPPPkSrKI4/AyJEr8fHH5W5SmLo66Fgzg/4dvyx3Fali/KDTq/yyyyOMuLE/E96dztNPd+Wii+CI7lfyw+XfZrGX1JMkSZKUqYImomKM9wAnk5uM2gx4EJgWQhgXQvgYmJZ/7Ef5MX/OP0eqGJdeCltvHbn++hVYdcA8/nDoLCZNKnerpVNbGxnSegxVbT3CQ2rojFUvY1Z9Sw7ZcRwjRqzOWh0/4JQe50GrVuWuJkmSJC3TCl6pNcZ4IvBzYAyaM1NGAAAgAElEQVS5yaYaoDewfP79ALwB/DLGeHyTm+prr78Ohx66DjffDPNceWup1dfD0UfDPvvAlh2e5bI/jmbHdncz4uyWrNxvNmedPpdZs8rdcsnmz4eXX4oMafk61NQs+QnSMmTVtuP4ba/bGP3iQKZNreaa5Q6hVbf25a4lSZIkLfOadMmgGOPtMcbBwDrAXsAx+dtewDoxxsExxlubXlMNjRsH48e1ZIcdYMDyszjt1Pl8/nm5W/3XjBlwzTWw/fZw1VUrVtRk2YwZsOOOMGIEHND9Bu5Y4UBWWnEKVw39O7Vr785G4RmO/GMNA/vN5Mor6pk/v9yNv9vYsTB9RhVD275V7ipSRTp+pWsY2PI99v/FE6zd+3NPyZMkSZIqQFGuXR1jfCXGeEWM8S/52xUxxleKka1v22oruPacu7i1+z6sNqOOY/9UTd/l5/N/v57N82VaEj5GeOYZ2G8/6N07Mnw4PH3fV1xxxQA2Xecr3nuvPL0aGj8efvhDuOWWyN97/YXzVjyLFl06fP3xdbp+xN3rncDDq+1Pr+lj2X3PKoasOp277ozEWMbi32HBQuVDal4rbxGpQnVvOZkxG+7OL7YY41GDkiRJUoUoykSUSq+6KrJ9j6d4cP1jeH3tX7N3hxu4+cb5rL8+bLTODK69JjJ7dvY9Pv0UzjoLBg+ObLQRXH35HH5efSeP9N+D8YO24E97PsDrY6pYZ/XZXHdFCQp9h1degQ03jLz+0hxu7XMQhwy4jdC+3SLHbt57DM+sfzA3DDiaWeO+4H9+Fth8g2k880yJSy9BbS3UVM1jjXYflLuKVLFCdZVHQkmSJEkVxImoZmBQ1wmcv87FjNvgl5zT63S+HPMZuw0PrNh7NscfO59PPinu9ubOhVtvzZ1617dv5MgjofO417mkz4l8usomXDl4BJv1f5+qzh350Ybv8dK6e7F2i9f4zZ6tGL7dZKZMKW6fJbn3XvjBDyLzv5zM4313Zbv+Ly9xweJQFdhxxWd5fcM9uaDPqYypm8VGG8EOP5nOm28u9qklU1cHg9u+R8t2HukhSZIkSUqDE1HNSKfWs/nd6vczZqM9uHflA1lv3tOcelpgxX7z2Xn7WTzxBE06xezVV+Hww6FPn8gvfgHPPvAVR3S5nDdW+RlPrr4ne6/yKB17tYUWLb7xvBXbfcGj6x3JSb0uZNQd7RiyylSefrK+ia+2cS64AH7608jKVe/xTJ9fMazf59/qtzg11fXsv+pDjN1wN07qcT733Q+DB9Wz/+4zGD8+w+JLECPUvljPkBavehUwSZIkSVIynIhqhqqqYJt+r3Pnuify9pCd+F2Xq7n/zjlssgkMGzSDyy6NzJzZuKyvvoILL4QNNoistRace858Npn7CHeueCAfrboFZ6xxFav3nQZt2y729JcWVfUcv/oN/HvNA4lfTWbjjSOnHjM9s8XA58+HQw+FAw+EbTs/xeN9dqFv7/m5f5wCtK+ZzfFr3MTY9Xdl/y6juPTKGlbpP5c/HTW75Ed4Qe6UyM8+zy9U7mlHkiRJkqREOBHVzK3ceSJ/XetKPt5oBy5a/iTmvT+OvfcJ9O05h6MOm8f773/7OfX18MADsOuu0KtX5IADYPaY9/h7r78wbpXNuHmNP/HTAa/TomvHpZ7Y+f5yb1G3wX7s1PE+/nRGOzYfNpkPPyzOa11g2jT45S/h7LPh992v49Z+B9O+x+InyhqrZ5spnLv2pbwxbDd+1vpBTj2zFSv3ncU//javJGtyLVBbm3s7pOXrpduoJEmSJElN5ETUMqJdy7nsO/BRXt5wHx4duC+bh0f5299hpZUi228zkwcfhHHjWnP88TBgQGTrreHef01n73ajeWHlnagbuDOHrHYP3Xu3gJYtm9SlU80Mrh1yJlcNOIHaV1uwzmozueGaOUV5nePGwaabRu68o57zep3K2f3PprpLx6JkN7RKx88YPWwEz625B2vX1/H7w1swaMUZXHdNPfUlOOtwwRXz1mn7dvYbkyRJkiSpSJyIWsaEqsAPl3+bm4adznvDduCYbpfw5EMz2Wor2G23jTj11Migyc8wut+RfLLKDzlv8IUM6/c5oUP7op4CFgIMX/Hf1A3bi9XCW+w8vCV77TiZadMKz6yry10Z7+3X5nBH3wM4cKV7oN2ir4xXLOst9z4PrncM9w08mE6TP+A3w6tYb9A0Xnut+JNfDdXVwUptx9OpfUbnNkqSJEmSlAEnopZh/TpO5s9rjuKj7+3MVX3/yP6/+A8frLoV9w46lJ1Xfp7W3TtAdXWmHVZuP4HH1z+cY3tcwhU3dWDYqlN4/rmlX1H9zjth440j4atJPNF3F7bt/3qTj9xqrBBg6+Vf5YUNDuCaFY9l4ntTOOLwtXj2sUYuxFWA2trI0BavQOvWmW1DkiRJkqRiK2giKoRwfAjhsKUY/7sQwvGFbEvZa91iHsNXeYqdfvwa/ZafX/LJjZqq+Zy6xnU8ssZBzPxiOt/bqJ4RJ0xv1CluMcI558D220dWb/EOz/b5Jev0+zLzCbRFqaqC3wx4kmfWO4iuHWaw7TbzGPNycU45bGjqVBg7NjCk7VsFL74uSZIkSVI5FPq/2BOBI5Zi/KHACQVuS8uIH/Z4g5c22Jeft3+Io09ux1YbTGbcuO8eP28eHHwwHHIIbNf5cR7r+xt696bsV5Hr1WoSIw65m+p5s9lm42l8/GFxF4166aXc2yGtxhQ1V5IkSZKkrHk4hSpK15bTuGHo6Vy64ik8/WINaw+cya03zv3WuClTYLvt4Pzz4fDuV3HTCofRrntxroxXDH26T+Xedf7ApOkt2Wa9iXw5celPN/wuCxYqH9rytaJlSpIkSZJUCqWaiOoKzCrRtpS4EGCvAQ/z4tC96V//Lr/YqYbf7jqFGTNyH58woRUbbxy5/756RvY+ibMGnE915w7lLb0IQzu+w22Dj2XsF534nw0mfN2/qWprYblWU1i+w9TiBEqSJEmSVCKZT0SFEHYEOgAfZr0tNS+rdRzPU+v/nqO6X8FFozqy3sApXHtN5IADhvHBW7O5u+9+7DfgfmjbttxVv9Pm3V5m1Gon8sy73dlx4/HM/fbBXUutri4ytOVrhLZtmh4mSZIkSVIJNWoiKoTw+xDCuwtu+Ye7N3xsEbf3QgiTgNFABO7K6kWo+WpZPZ+/DL6KBwb9jq8mzGK34YGaMJf/9NmZrVd8s2RXxmuKX/Z6igtXOou7a3uz17bjG7UI+3eZOxdefTW/PlSLFsUrKUmSJElSCTT2f7Kdgf4LPVa9iMe+y0PAyY0cC0AI4cfAOfntXBpjPGOhj68OXAEMA46NMZ61NPlKy5Y9X+Hlzntz+bubscohXVjz3skQSn9lvELtu8K9fDanM396cD+6D/+Us67pVdByVm+8AXPmBIa2fbP4JSVJkiRJylhjJ6JuBd7Pvx+Ay4HJwCGLeU49MAV4Ncb4ztKUCiFUA+cDWwEfA8+FEG6PMb7eYNiXwO+Any9NttK1XKupHDXoDh7tukvFLEq+NI5deTSfzenE3677NT17T+Cos3oudUZtbe7tkBavFrmdJEmSJEnZa9REVIzxJeClBfdDCJcDM2OMV2bUawNgbIzx3fz2RgPbA19PRMUYPwM+CyH8NKMOUlGFAGcPupjP53Tm6L/+mO69JrLHEd2WKqOuDtpUz2Fgx0/JLb0mSZIkSVI6Cl1kZnMghhA6xxi/KmahvD7ARw3ufwxsmMF2pJKqCpEr1/4rX77YkX2O2pBuPSez3fBOjX5+bS2s3eZtqtu2yrClJEmSJEnZCDHGpX9SCPXkTr3rHmOcVPRSuSvtbRNj3Dt/fziwQYzx4EWMPRGYtrg1okII+wL7AvTs2XPd0aNHF7tyyU2bNIn248cXdcHqaV270v7LL4uWl0pmOTrOnNWCw/72U979pBtnjniJtYdMXWLm1KnT2GWXbdhi6JscOvzJzDs218wUOqaSmULHLDJT6JhKZgods8hMoWMWmSl0TCUzhY5ZZKbQMZXMFDpmkZlCxywyU+iYSmbRO8aYy+zevXiZZbT55pu/EGNcb0njCp3FmAzMz2ISKu9joF+D+32BTwoNizFeDFwMsN5668XNNtusSeUqwaPXX89mF1wARfyCfXSXXdhs1Kii5aWSWa6O6/e5jY3Hn83xR63Ov//TgrXXX/xRTqNHP8306TVs+/4tbDbq4ZJ0bI6ZKXRMJTOFjllkptAxlcwUOmaRmULHLDJT6JhKZgods8hMoWMqmSl0zCIzhY5ZZKbQMZXMonesr+fRnXdmsx13LF5mAqoKfN5YoEMIIavzg54DVg0hDAghtAR+Ddye0baksliu5RTuG/oH2sep/Hizmbz39rzFjn/77fYADGnxWinqSZIkSZJUdIVORI0GaoCditjlazHGecBBwH3AG8ANMcbXQgi/DSH8FiCE0CuE8DFwGHBcCOHjEELHLPpIWVmxzWfcN+QPzJoV2HrDr/hswnefKjt2bHuqQj1rtX+vhA0lSZIkSSqeQieizgGeAs4LIWxbxD5fizHeHWMcGGNcOcb45/xjI2OMI/Pvfxpj7Btj7Bhj7Jx/f0oWXaQsDW7/AXeudQzjvmrHT9b7jCmTFz0ZNXZse1Zr+xFt24USN5QkSZIkqTgKXSPqj8C/gbWAO0IIrwH/AT4D5n/Xk2KMJxe4PalZ+36XN7hp0PFs9/rp/OL7n3L3i71ptdCJr2PHtmfLFk/zrQ9IkiRJkpSIQieiTgQisODQjDWBwY14nhNR0nfYtsfzXDH3dP739T+x2xafMPqx5amuzn1s4kT47LPWDOn9NlQVeiCjJEmSJEnlVehE1L/JTURJKqLhfR7m8zkdOfw/v+egHcZzwb96EwLU1eU+PrTV6+UtKEmSJElSExQ0ERVj3KzIPSTlHTbgVibM6cKIW/+XngdM4MQLe1Jbm/vYkFZvkLtOgCRJkiRJ6Sn0iChJGTpj4BV8PqczJ43cju49P6dubHe6d5nGch3n4ESUJEmSJClVTkRJFSgEuHjwOUys68jBJ21Khw71DF7xC2jdutzVJEmSJEkqmKseSxWqRVU9o9c5nR+0rWPK1CpW6fc5X69eLkmSJElSgpp0RFQIoRXwK2BjoC/Qjv9eSW9hMca4RVO2Jy1r2lTP4Y6hx3PE63uy8bqz4YlyN5IkSZIkqXAFT0SFEL4PXA8sT27yacFV9BZMRDW8ql7Aq+xJBelcM51L1zmXR/vtUu4qkiRJkiQ1SUETUSGEfsBdQCfgZeBe4ChgGnA20Av4EbAS8AUwEphfhL6SJEmSJElKVKFHRB1GbhLqHuB/YowxhHAUMC3GePyCQSGE/YF/AOvEGLdvcltJkiRJkiQlq9DFyrcmd6rdCTHG7zzlLsZ4IXAC8D8hhH0K3JYkSZIkSZKagUInolYA6oEXF3q85SLGnk9u0mr3ArclSZIkSZKkZqDQiagATI0x1jd4bDrQMYTwjavmxRgnA5OB1QvcliRJkiRJkpqBQieixgGdQgitGjz2MVANDGo4MITQFugMtC1wW5IkSZIkSWoGCp2Iejv/tn+Dx57Jv/3tQmMPI3cE1fsFbkuSJEmSJEnNQKETUfeQm1z6WYPHLs0/dmAI4e4Qwp9DCHcCJ5FbI2pUk5pKkiRJkiQpaYVORN0OPEZu0XIAYoxPAGeSm4z6MfAHYNv8/ceBM5rUVJIkSZIkSUlrUciTYowfAZsv4vGjQwgPAL8G+pFbpPxe4KoY47ymFJUkSZIkSVLaCpqIWpwY44PAg8XOlSRJkiRJUtoKPTVPkiRJkiRJWipOREmSJEmSJKkkCjo1L4RwfCHPizGeXMjzJEmSJEmSlL5C14g6EYhLMT7kxzsRJUmSJEmStIwqdCLq3yx+IqoTMAhoBUwCXi5wO5IkSZIkSWomCpqIijFutqQxIYT2wJHAscAdMca/FbItSZIkSZIkNQ+FHhG1RDHGacAJIYQaYEQI4cUY46NZbU+SJEmSJEmVrRRXzfsruTWijizBtiRJkiRJklShMp+IijFOBL4CNsh6W5IkSZIkSapcmZ2at0AIoQPQGZid9bYkSZIkSZJUuUpxat7h5E7Ne68E25IkSZIkSVKFKuiIqBDCpksY0hroB/wK2AaIwKhCtiVJkiRJkqTmodBT8x4lN7m0JCH/9hHgzAK3JUmSJEmSpGagKWtEhcV8bD4wCXiJ3JFQ/4wx1jdhW5IkSZIkSUpcQRNRMcZSrC0lSZIkSZKkZsQJJUmSJEmSJJWEE1GSJEmSJEkqCSeiJEmSJEmSVBIFrREVQri8SNuPMca9ipQlSZIkSZKkClboVfN2B+JSjF/4Cnsx/1gEnIiSJEmSJElaBhQ6EXUVuUmk7YHOwCzgBeDj/Mf7AOsCbYBJwO1NqylJkiRJkqTUFTQRFWPcPYRwHdAJOB34S4xxSsMxIYQOwNHAMUDLGONvmlpWkiRJkiRJ6Sp0jah9gJ2BE2OMpyxqTIxxKnBcCGE2cGII4ZEY46WFV5UkSZIkSVLKCr1q3l5APXB2I8aenR+7d4HbkiRJkiRJUjNQ6ETU6sDk/FFPi5UfMyX/HEmSJEmSJC2jCp2IqgI6hxC6LmlgfkynJmxLkiRJkiRJzUChk0MvAwE4vhFj/5TfzisFbkuSJEmSJEnNQKETUReSm4g6OIRwRQhhpYUHhBAGhBAuB34HROCCwmtKkiRJkiQpdQVdNS/GeG0IYQtgd+B/gf8NIXwEjCM36dQX6JcfHoCrYozXNr2uJEmSJEmSUlXQRBRAjHHPEEIdudPzugIr5G8NTQJOAc4puKEkSZIkSZKahYInogBijP8IIVwEbA2sB/TIf+gz4HnggRjjrKZVlCRJkiRJUnPQpIkogBjjbOCO/E2SJEmSJElapEIXK5ckSZIkSZKWihNRkiRJkiRJKgknoiRJkiRJklQSTkRJkiRJkiSpJJyIkiRJkiRJUkk4ESVJkiRJkqSScCJKkiRJkiRJJeFElCRJkiRJkkrCiShJkiRJkiSVhBNRkiRJkiRJKgknoiRJkiRJklQSTkRJkiRJkiSpJJyIkiRJkiRJUkk4ESVJkiRJkqSScCJKkiRJkiRJJeFElCRJkiRJkkrCiShJkiRJkiSVhBNRkiRJkiRJKgknoiRJkiRJklQSTkRJkiRJkiSpJJyIkiRJkiRJUkk4ESVJkiRJkqSScCJKkiRJkiRJJeFElCRJkiRJkkrCiShJkiRJkiSVhBNRkiRJkiRJKgknoiRJkiRJklQSTkRJkiRJkiSpJJyIkiRJkiRJUklU7ERUCOHHIYQ3QwhjQwh/WMTHQwjhH/mPvxxCGFaOnpIkSZIkSWqcipyICiFUA+cDPwHWAHYJIayx0LCfAKvmb/sCF5a0pCRJkiRJkpZKRU5EARsAY2OM78YY5wCjge0XGrM9cFXMeRroHELoXeqikiRJkiRJapxKnYjqA3zU4P7H+ceWdowkSZIkSZIqRIgxlrvDt4QQdgS2iTHunb8/HNggxnhwgzF3AafHGJ/I338IOCrG+MIi8vYld/oePXv2XHf06NEleBXZmjZpEu0/+QRCKF5m9+60//zzouWlkplCxywyU+iYRWYKHVPJTKFjFpkpdEwlM4WOWWSm0DGLzBQ6ppKZQscsMlPomEpmCh2zyEyhYxaZKXRMJTOTjj160H655YqaWS6bb775CzHG9ZY0rlInor4HnBhj3CZ//xiAGOPpDcZcBDwaYxyVv/8msFmMcfzistdbb734/PPPZ9a9VB599FE2W2ed4ma++CKbDSvumu8pZKbQMYvMFDpmkZlCx1QyU+iYRWYKHVPJTKFjFpkpdMwiM4WOqWSm0DGLzBQ6ppKZQscsMlPomEVmCh1TycykY20tm/3oR0XNLJcQQqMmolqUokwBngNWDSEMAMYBvwZ2XWjM7cBBIYTRwIbA5CVNQjU7XboUN6+6etnMTKFjFpkpdMwiM4WOqWSm0DGLzBQ6ppKZQscsMlPomEVmCh1TyUyhYxaZKXRMJTOFjllkptAxi8wUOqaSmUXHqkpdMSk7FTkRFWOcF0I4CLgPqAYujzG+FkL4bf7jI4G7gW2BscAMYI9y9ZUkSZIkSdKSVeREFECM8W5yk00NHxvZ4P0IHFjqXpIkSZIkSSrMsncMmCRJkiRJksrCiShJkiRJkiSVhBNRkiRJkiRJKgknoiRJkiRJklQSTkRJkiRJkiSpJJyIkiRJkiRJUkk4ESVJkiRJkqSScCJKkiRJkiRJJeFElCRJkiRJkkrCiShJkiRJkiSVhBNRkiRJkiRJKgknoiRJkiRJklQSTkRJkiRJkiSpJJyIkiRJkiRJUkk4ESVJkiRJkqSScCJKkiRJkiRJJeFElCRJkiRJkkrCiShJkiRJkiSVhBNRkiRJkiRJKgknoiRJkiRJklQSIcZY7g4lFUL4HPig3D2KYDngCzMrMi+VzBQ6ZpGZQsdUMlPomEVmCh1TyUyhYxaZKXTMIjOFjqlkptAxi8wUOqaSmULHLDJT6JhFZgodU8lMoWM5rRhj7L6kQcvcRFRzEUJ4Psa4npmVl5dKZgods8hMoWMqmSl0zCIzhY6pZKbQMYvMFDpmkZlCx1QyU+iYRWYKHVPJTKFjFpkpdMwiM4WOqWSm0DEFnponSZIkSZKkknAiSpIkSZIkSSXhRFS6LjazYvNSyUyhYxaZKXRMJTOFjllkptAxlcwUOmaRmULHLDJT6JhKZgods8hMoWMqmSl0zCIzhY5ZZKbQMZXMFDpWPNeIkiRJkiRJUkl4RJQkSZIkSZJKwokoSZIkSZIklYQTUZIkSZIkSSoJJ6IkSZIkSZJUEk5EiRBCixBCdbl7LEkKPVPoCGn0tGPxpNAzhY6QRk87Fk8KPVPoCGn0tGPxpNAzhY6QRs8UOkIaPe1YPCn0TKFjVrxqXoJCCB2APYBhQASeB66MMU5r5PN7AAcBPwFWB9rmPzQDGAPcDZwXY/y8XB1L0TOFjqn0TKFjMXqm0LEUPVPomErPFDoWo2cKHVPpmULHUvRMoWMxeqbQMZWeKXQsRc8UOqbSM4WOxeiZQsdS9EyhY0qciKpwIYRPgG1jjHX5+ysA/wb6AG/mh60GvA9sEmP8dAl56wAPkvvmuQN4A5gEBKAzuW+In+XvbxljfLnUHbPomULHVHqm0DGLnil0zKJnCh1T6ZlCxyx6ptAxlZ4pdMyiZwods+iZQsdUeqbQMYueKXRMpWcKHbPomULHLHqm0DF5MUZvFXwD6oENGty/EfgYGNzgsTXzj13WiLzHgLuAtosZ0zY/5tFydMyiZwodU+mZQscseqbQ0c93ZfdMoWMWPVPomErPFDpm0TOFjn6+K7tnCh2z6JlCx1R6ptAxi54pdFyWP98p38pewNsSPkHf/ib4Cth7EeP2Bz5pRN4M4EeNGPcjYHo5OmbRM4WOqfRMoWMWPVPo6Oe7snum0DGLnil0TKVnCh2z6JlCRz/fld0zhY5Z9EyhYyo9U+iYRc8UOi7Ln++Uby5Wnp425A7jW9gbQLdGPP8LcocRLsnqwMSl6NVQUztC9j1T6Ahp9EyhI/i9szA/30vmv2WO3zvf5L/lkvm9k+Pn+5v8t1wyv3dyUuiZQkfwe2dhzf3znYwW5S6gRjk4hDA+//5UoO8ixixPbqZ2SUYCZ4UQupI7xPDtmJ96DSEEYBVgR+CPwJ/L1DGrnil0TKVnCh2L3TOFjln1TKFjKj1T6Fjsnil0TKVnCh2z6plCx2L3TKFjKj1T6JhVzxQ6ptIzhY7F7plCx6x6ptAxXeU+JMvb4m/kFkB7b6Hb3xcx7jrggUZmHkPuG2Y+MAf4ktys65z8Y18Bfyhnx2L3TKFjKj1T6Oj3jp/vSuyZQke/dyq/Zwod/d7x812JPVPo6PdO5fZMoaPfO8ve5zvlm1fNayZCCNsCH8UYX2nk+FbA98kd+tcl//AkcpeNfDLGOLvcHRv0/AG5wxgz75lCx1R6NqFjRX9dptCxHD1T6JhKzxQ6FtIzhY4Nelb0z/QUOpajp9875euYSs8UOpajZwodU+mZws/KQnqm0LEcPVP4mqxUTkRJkiRJkiSpJFwjKlEhhM2BNcit6P9SjPHJRj5vQ+C5GGN9EbsUPbNB9mrkJkzH5O8HYHtgZXKHTN4dY5xZrrx8Rgvge8AgoCu5wyonAE/HGN9amqyMM9sDP+S/s++R3OGfY4DHYozTypnXyG22BnrEGD+s1MwQQg3Qu8gdi5IZQhgADADeizG+V4ReRc3LZ7YG/gGcGWN8u4Iz+wMxxvhBheYVtI/IInNZ3+9kkel+x/3OQnnLzH4ni0z3O81vv5N/blH3E+533O8UI6+R2yz6fqciLe25fN5KewP+Cpza4H5v4ClyP5BnAbPJfdPeC3RqRF49uW/w84AfFKljFpm9gefzr20+8ADQEXg4v73p+bdjgf6lzmuQ+ztyV0CYn39+fYP35wOPA4OX8rUXNRMIwMnAtHzGNOAj4GNyC+8teOwk8kdJljJvKf9tfgXML1cmcCDwTv51PgMMX8SYDZemY7EzgRpyv/x+mf88jMg/fv5CX0fXAtWlzss/t+1ibsvn87Ze8FgZM/cFllvosd8Dn/PfnyUTgAPKkZd/flH3EVlksozudzLMdL/jfmfhMc1qv5NFJu53ipKXf37F73fyGUXdTxQ7r8HrdL/jfmfhbRd9v1OJt7IX8LaET1DuC37XBvdvJjeLvUn+GyQAmwEfApc1Iq8euI/comjz888bAQxrQscsMq8ktyjcz4BNgcfyP5BeAwbmxwwiNxt9Xanz8uMPJbew3F+BbfKfh6PJ79CBdYHLyc2ar1HGzJPyPyiPBPot4uN9gSPyP1RPLHXeUn5dlO0/BMCv81/r1+Zf3y35r/ebgDYNxi3NL+9ZZB4LzABOBQ7Lf91fQe7c8+HAYGC//Odnib94FtjBB5IAABJSSURBVDsvnzl/Cbf6hvfLnLlBg/v75nNGAzvkb6Pz43YtdV4+o6j7iCwyWUb3O1lk4n7H/c4ysN/JIhP3O0XJy2dU/H4nn1HU/USx8/KZ7nfc7yxq205EeSv/jdxfATZpcH86sOMixu0KTGxEXj2wAbm/NG1HbqX/KfkfqG8CJwCrLWXHLDI/5ps7pIH57ey40LjfkFsgrqR5+bHvAscu4vFt8j+U2ubv3wjcUcbMccC+jRi3LzCu1Hn5sQ838vZKY38wFzuT3F+XRiz02BbAp8DTQLf8Y0vzy3sWmWOAIxvc3zj/tX7IQuNOAp4vdV5+7DTgE3L/ufi/hW4H5PNPX/BYGTPr+eYv8GOAfy5i3NXkDtcvaV5+bFH3EVlksozud7LIxP1OUfLyY93vFC8zi/1Esfdl7neKkJcfW/H7nYavnSLtJ4qdl890v1O8zGVyv5PyrQpVug/Jrfq/wDxyP/QWNgVo2djQGOPcGOPtMcZdgZ7kfrC/DvwBeD2E8GII4cilKVrkzE7A+Ab3F7w/YaFxnwKdy5AHucOun1nE488A7citXwC5HdUmZczsTO4Q/CV5h8a99mLnQe4vNj3J/ZVpcbepjczLInM14O6GD8QYHwI2Ivf19VQIYeWl6JdV5orAsw3uv5B/++xC454AVipDHuR+KXoU+CO5w8WviTFeGWO8ktxf6QHuafBYuTIXtjIwahGPjya3hkU58rLYR7jfySnGfqLYme53ipMH7neKmZnFfqLYme53ipeXzH4Hir/vcb/zNfc7S5cH2ex30lXumTBvi7+R+6H2MfkZduBc4N9A5wZjugJPAnc2Iu8bfxlZxMc7AruTOwd7diM7ZpH5AnBOg/vDgZnAaQuNOwuoK3VefuxLwEWLeHxvcoebdsrf3wKYUsbMh8gdStxuMWPaAfcDD5Y6Lz++Dri+EeN2oPF/oS1qZv77cIfv+FiX/PfgBOCgpeiYReYXwPYN7lflv9aHLDTux435Gip23kLP2QSoJfcL3Db5xzrlf6ZsujRZWWQueA7/XfPjU2DLRYz7MTCt1Hn5sUXdR2SRyTK638kiE/c77nf++7Fmu9/JKjM/3v3OMrDfafDai7afKHZe/jnud4qXuUzud1K+edW8yncmufPgXw4hPAy8BQwBPgwhvJIfsza52dPdmrqxGOMU4J/AP0MI3Zqa14TMM4HrQgjfByaT28nvAYwMIfQl9wNsGLAzuUU3S50HuUNwb85fleJBcj841yd3RYqRMcbJ+XFDyB0KXa7Mg/JZH4YQ7ss/7ytyV33oTO4qENuQWwhyizLkQe4vID9uxLhIbp2AcmS+APyc3Doa3wyIcVIIYYv8x/6Rz2yMLDLfBNYDbsvn1ANtFjFuMLn1F0qd97UY4+MhhHWB/cl9fz5FbmHIgmWQ+UiD9wO5w/IfXGjM2uTWtyhHXhb7CPc7xdtPFDvT/Y77nVxA897vZJXpfsf9zteKve9xv+N+pxGy2O+kq9wzYd4adyP3RXs9uZ3tgqtHfEpu53I40KGROY8Aqxe5W9Ez87nbkTt8+CZg2/xjm5P7JWo6ub88/a5cefnn/4DcXz4+JffD6Xlys/lVDcZsyFIsZJhRZmfgGHILFk4g9wN/Tv79x8j9JapzGfNWBrZrxLg2wIrlyAR2JPeXuK6LGVMNXEzuktKN6ZhF5q9o3Dnt9wAnlTpvMc/vBozkv1fGKegv08XM5NtrfvwfsPUixt1Eg6v9lCpvoecUZR+RRSbL8H4ni0zc77jf+eaYZrffySpzEc91v7OUeQs9p2L3O/msou4nip3XINf9jvudhcc1er+T8i3kX6wkSWUXQhgMrAI8EWOcWKmZkqTmIYSwBrAq8HiM8ctKzZSk5sSJKEmSJEmSJJWEV81LUAihQwjhdyGEf4YQrgghHBhCaF8pealkptCxGJkhhKH588QbPvbjEMJjIYTPQwgTQgj3LzymVHmpZKbQMYvMFDqmkplCxywyU+iYSmYKHfPPvyeEcHAIoVdjn1PKvFQyU+iYSmYKHbPITKFjKpkpdMwiM4WODXK3DyGMCiGMDiH8MP/Y1iGEuhDC1BDCKyGE/cqVl1Vmssp9bqC3xd+AT2hwhRBgBXLnTc8FXs3f5gJvA71KnZdKZgodM8x8Gji2wf09yV354yHgWOA4cue9z6PBFWpKlZdKZgodfd2VnZlCR193ZWem0DGfUZ+/zSW32OueLMU6GlnnpZKZQsdUMlPo6Ouu7MwUOi7jr3vXfOYL5PZfM4Fd8m+vA44kt/7YfGDvUudllZnyrewFvC3hE7TQpUKBG8ld3nRwg8fWzD92WanzUslMoWOGmVNosDAlMBY4dxHjRgIvlTovlcwUOvq6KzszhY6+7srOTKFjfmw9uUWxjyT3C3c9uYWHbwd+DbRtTE5WealkptAxlcwUOvq6KzszhY7L+Ot+ETi/wf3d85lnLDTu70BtqfOyykz5VvYC3pbwCfr2xMRXLGKGlNwlYz8pdV4qmSl0zDDzK775n4y5wA8XMW5LYFap81LJTKGjr7uyM1Po6Ouu7MwUOubHLrwvWwU4Hngt/7Fp5P76+zOgptR5qWSm0DGVzBQ6+rorOzOFjsv4654KbN7gfod81qYLjdsCmFLqvKwyU765RlR62gBvLOLxN8hdMrbcealkptCxWJmPA79pcP81YL1FjFsfGFeGvFQyU+iYRWYKHVPJTKFjFpkpdEwlM4WO3xJjHBtjPDnGOBgYCpxL7rLct5G7dHdZ81LJTKFjKpkpdMwiM4WOqWSm0DGLzAruOBno2eD+gve7LzSuO7kjgUudl1Vmuso9E+Zt8Tdys6RXAyPyty+AnRcxbldgQqnzUslMoWOGmWuR+2F2NbAB8BPgM+DPwFb52xnkDg09pNR5qWSm0NHXXdmZKXT0dVd2Zgod85nf+Gv3YsZtBPy91HmpZKbQMZXMFDr6uis7M4WOy/jrvoLcqeXbAhsDDwOPAa8AK+XHrErujy3Xlzovq8yUb2Uv4G0Jn6DcQtXvLXT71jckucMXHyh1XiqZKXTMKjM/fgjwVP4H//z824bvTwR+X668VDJT6OjrruzMFDr6uis7M5GOjfpPRrnyUslMoWMqmSl09HVXdmYKHZfx190LeK7B/utJoDNwZ35fNjX/9n3ykz6lzMsqM+VbyP+jKHEhhG2Bj2KMr1RiXiqZKXRsSmYIYRC5Q117AVXAl+RO83syxji3gB5FzUslM4WOWWSm0DGVzBQ6ZpGZQsdUMiu5Y/6S1C/EGKcV0iPrvFQyU+iYSmYKHbPITKFjKpkpdMwiM4WODXIDMJDculKvNnjsZ8BqwAfA3Y3dbrHzsspMlRNRzUQIoQ3QPcb4YSXmpZKZQscMM1sDPYr4b1nUvFQyU+iYReb/t3e3oZLWZRzHvxeuq+vzRmWlpmmBEIZI5pKS2wOID6jRakb5wNZiaFEUBFGYlC/yVYUWJULrSi9sfeEDmBaoRBpm2kLkJphUltuWZbuu62rq1Yv5n3Ya58w5Hveemeuc7weG+8zM/f/N77+vlot77qnQsUpmhY5dZFboWCWzQscuMit07CKzQscqmRU6dpFZoWOVzAodu8is0LGLzAodp5U3K188zqD3Na5pzauSWaFjV5ln7uHMPZ1XJbNCxy4yK3SsklmhYxeZFTpWyazQsYvMCh27yKzQsUpmhY5dZFboWCWzQscuMit07CKzQsep5CBKkiRJkiRJY7Fs0gU0WkTcPc9TB3/2cSx5VTIrdKySWaFjF5kVOnaRWaFjlcwKHbvIrNCxSmaFjl1kVujYRWaFjlUyK3TsIrNCxyqZFTp2kVmhYxeZFTpW5yBq+r0PeBR4ZI7z9p1QXpXMCh2rZFbo2EVmhY5dZFboWCWzQscuMit0rJJZoWMXmRU6dpFZoWOVzAodu8is0LFKZoWOXWRW6NhFZoWOtXX5k3w+XvsD2ATcNI/z1gAvjTuvSmaFjlUyK3R03+57GjMrdHTf051ZoaP7dt/TmFmho/ue7swKHd330tt35Yf3iJp+DwCr5nFeAjGBvCqZFTpWyazQsYvMCh27yKzQsUpmhY5dZFboWCWzQscuMit07CKzQscqmRU6dpFZoWOVzAodu8is0LGLzAoda5v0JMzH6AdwDHD2PM5bARw57rwqmRU6Vsms0NF9u+9pzKzQ0X1Pd2aFju7bfU9jZoWO7nu6Myt0dN9Lb9+VH9E2K0mSJEmSJHXKm5VLkiQtYhFxFvBuYEtm/mDSfSRJ0tLmIEqSJGmRiogTgJuB/wCnTriOJEmSgyhJkqTFKCIOBjYCewHnZObDE64kSZLkr+ZJkiQNioiVEbErIrI93jHpTguwHjgaWJeZd024iyRJEuAgSpIkaZiPA/v0PV87qSILERFfBM4FrsjM9ROuI0mS9D/+ap4kSdKAiPgNcDxwDfBZYAtwRGa+NNFikiRJxXlFlCRJUp92g+/jgX8DXwIeB94MnD7JXpIkSYuBgyhJkqT/98l2vCkzdwE3Drz+ChGxvt1Lan17viYi7o2If0XEzojYFBGfi4ih//dq52ZEXBk96yLigYjYHhHPRMQvI+ITcxWPiGMi4pqI2BwRO9pnb46Ib0fEW+dYu1dEXBIRd0XE1oh4ISL+0Z5fEBEx1+dLkiTNxa/mSZIkNRGxL72v4R0CnJyZ90fE0cBjwEvA4Zm5dci69cDFwA3ADuBy4GVge8uasSEzLx6y/l7gVOAq4DjgHOBFYCdwUN+pX8/Mr83SfR3wXWDv9tLzrcOK9nw7sCYzfzZk7aHArcBJfS9vAw7ue34bcF5mvjDs8yVJkubDK6IkSZJ2+wi9wdFjmXk/QGY+DvwCWAZcOMf6s4F1wBeAlZm5Eng9cH17/6KI+MCI9ZcDq4FLgIMy82DgCOD29v5Xh/2CX0ScC1zXnn4TOIreAGp/4FhgI72B1s2DV0ZFxPKWfxLwMHAmsH9mHgIcQG/A9ve2t6vn2L8kSdJIDqIkSZJ2m/n63YaB1zcMvD+blcClmfmtzNwOkJn/zMx1wEPtnI/Nsf7DmXlDZj7X1v8FOA94kt7/3c7vX9AGSde2p5/OzC9n5p9yt0cz83x6VzQdRG9I1m8dcCLwO2B1Zt6RmTvbZz+bmRuAM4AELouIN87xbyBJkjQrB1GSJElA+wreanoDlxsH3v4x8BxwbES8d0TME7xyiDXjtnZ814j192XmPYMvZubzwF2zrD8dOAzYCvxwRPZMr9MGXv9UO34vM58ZtjAzH6I3qFoOvH/EZ0iSJI20bNIFJEmSpsRaIICfZ+Yf+9/IzO0RcQu9q5nWAvfPkvFgZr48y3tPtuPrRnR4YMR7s60/pR1XAltG3FN8eTseOfNCRBzI7sHWNyLiihGfP/O5R444R5IkaSQHUZIkaclrv2Y3cxPx2a5ouoHeIOqjEfH5zNwx5JyhVxQ1L7bj3iPOWcj6t7TjcuDQEetnrOj7+03svkJ+1ICs337zPE+SJOkV/GqeJElS7+tqh7e/r4+IHHwAd7b3D2DgPk0Ttlc73pmZMZ/HkLUAq+a5/srxbU2SJC02DqIkSZLmvgn5oLWdtFiYv7XjcQtYu7Xv74WslyRJelUcREmSpCUtIt4AnN2ergEOHPF4Tzvv5Ig4dsxVZ3NfOx4WEaeMPHNAZj4NPNKeXrBHW0mSJA3hIEqSJC11F9K779I24PbM3DHi8SDw+7ZuWq6Kuh3Y0v7+TkSMvIdTRAzeC+q6dvxgRIwcRg1ZK0mS9Ko4iJIkSUvdzEDp1sx8YR7nb2zHiyJi4j/8kpm7gMuABE4A7ouI0yJi5lfyiIi3RcSlEfGrdm6/77P71/pujIirIuKIvrX7RcTqiLgW+EOnm5EkSYuegyhJkrRkRcQq4J3t6cZR5/aZOe9Q4Mw9XmoBMvMWeld27QSOp3dj9Wcj4qmI2AU8Tm/gdCK9gVX/2ueBs4C76f2i8leAP0fEtoh4GtgB3ANcTu9G7ZIkSQvmIEqSJC1lMzcp3wb8dD4LMvO3wOaB9ROXmT8C3g5cBfya3gDpEGAXsAm4FvgQcPWQtU+1984BbgaeAPYBVgB/BX4CfAY4quNtSJKkRS4yc+6zJEmSJEmSpNfIK6IkSZIkSZI0Fg6iJEmSJEmSNBYOoiRJkiRJkjQWDqIkSZIkSZI0Fg6iJEmSJEmSNBYOoiRJkiRJkjQWDqIkSZIkSZI0Fg6iJEmSJEmSNBYOoiRJkiRJkjQWDqIkSZIkSZI0Fg6iJEmSJEmSNBb/BRKP5gOjFMnuAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 1440x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(x, y1/y2, color='b', label = 'Pouvoir d achat d un ouvrier au cours du temps')\n",
    "# y1/y2 sera le pouvoir d'achat de l'ouvrier en [quart du boisseau de blé/semaine]\n",
    "plt.fill_between(x, 0, y1/y2, color='r', alpha=0.75)\n",
    "plt.xticks(x, rotation=90, size =15)\n",
    "plt.xlabel('Année', size = 25)\n",
    "plt.ylabel('quart de boisseau de blé/semaine', size = 25)\n",
    "plt.grid()\n",
    "plt.legend()\n",
    "plt.title('Fig 3: Variation du pouvoir d achat d un ouvrier en fonction du temps', size = 30)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "On observe que la courbe montrant la variation du pouvoir d achat d un ouvrier en fonction du temps est généralement croissante, ce qui confirme la théorie de Playfair."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 87,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.bar(y2, y1, color='g', label = 'Histogramme montrant l évolution du salaire en fonction du prix')\n",
    "plt.plot(y2, y1, color='r', label = 'Courbe montrant l évolution du salaire en fonction du prix')\n",
    "plt.xlabel('Prix', size = 25)\n",
    "plt.ylabel('Salaire', size = 25)\n",
    "plt.grid()\n",
    "plt.legend()\n",
    "plt.title('Fig:4 Variation du salaire en fonction du prix', size = 30)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 88,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.bar(y1, y2, color='g', label = 'Histogramme montrant l évolution du prix en fonction du salaire')\n",
    "plt.plot(y1, y2, color='r', label = 'Courbe montrant l évolution du prix en fonction du salaire ')\n",
    "plt.xlabel('salaire', size = 25)\n",
    "plt.ylabel('prix', size = 25)\n",
    "plt.grid()\n",
    "plt.legend()\n",
    "plt.title('Fig 5: Variation du prix en fonction du salaire', size = 30)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "L'étude des Fig.4 et Fig.5 est beaucoup plus compliquée puisque l'évolution temporelle est excluse."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "La représentation la plus claire est celle de la figure 3 qui réalise nettement l'objectif de Playfair qui dit que le pouvoir d'achat d'un ouvrier augmente au cours du temps."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Partie 3 terminée."
   ]
  }
 ],
 "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": "3.6.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}