IAS-150_notebook-Answers.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# [IAS 150] Migration\n",
    "\n",
    "Estimated Time: 2 Hours <br>\n",
    "Created by: Alexander Almond, Jordan Jomsky, and Timlan Wong\n",
    "\n",
    "Today we will be examining a data set that the UN produces that explores the migrant stock and population of countries. You will produce many visualizations as you explore the data set. Feel free to ask the devlopers questions at any time as they will be walking around during your class. Have fun! \n",
    "\n",
    "### Table of Contents \n",
    "0 - [Basics](#0) <br>\n",
    "1 - [Picking a Variable](#1)<br>\n",
    "2 - [Graphing the Data](#2)<br>\n",
    "3 - [Comparing to Another Country](#3)<br>\n",
    "4 - [Over Time](#4)<br>\n",
    "5 - [Questions](#5)<br>\n",
    "6 - [Feedback](#6)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Basics <a id='0'></a>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This webpage is a Jupyter notebook. We have created this specific notebook so that you can run code that we wrote in order to perform data analysis and answer questions. Cells are the boxes of text that all you to populate the notebook with code or text. To edit a cell, double click it. In order to run a cell, click the cell and press `Shift + Enter` while the cell is selected or hit the `▶| Run` button in the toolbar at the top."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Requirement already satisfied: xlrd in /srv/app/venv/lib/python3.6/site-packages\n",
      "\u001b[33mYou are using pip version 9.0.3, however version 20.0.2 is available.\n",
      "You should consider upgrading via the 'pip install --upgrade pip' command.\u001b[0m\n"
     ]
    }
   ],
   "source": [
    "#Just run this cell\n",
    "#It imports the necessary tools for the code to function\n",
    "!pip install xlrd \n",
    "%matplotlib inline\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "from datascience import *\n",
    "import matplotlib.pyplot as plots\n",
    "import math as m\n",
    "import qgrid as q\n",
    "import pandas as pd\n",
    "import sys\n",
    "sys.path.insert(0, \"development\")\n",
    "import grapher as grapher\n",
    "import graphing_functions as graph\n",
    "import warnings\n",
    "warnings.filterwarnings('ignore')\n",
    "from IPython.display import HTML\n",
    "class_data = Table().from_df(pd.read_csv(\"migrant_data.csv\"))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Here's the data. You can scroll horizontally when the table is selected to see the whole data set."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table border=\"1\" class=\"dataframe\">\n",
       "    <thead>\n",
       "        <tr>\n",
       "            <th>Code</th> <th>Country</th> <th>Year</th> <th>Migration Type</th> <th>Total Migration</th> <th>Gender</th> <th>Country 1</th> <th>Country 1 Count</th> <th>Country 2</th> <th>Country 2 Count</th> <th>Country 3</th> <th>Country 3 Count</th> <th>Country 4</th> <th>Country 4 Count</th> <th>Country 5</th> <th>Country 5 Count</th> <th>Migrants Under 15 years old</th> <th>Migrants 20-29 years old</th> <th>Migrants 30-39 years old</th> <th>Migrants 40-49 years old</th> <th>Migrants 50 years old and older</th> <th>Admits asylum migrants?</th> <th>Has migrate to countries abroad as refugees/asylum-seekers?</th> <th>War or Genocide?</th> <th>Government instability?</th> <th>Organized crime?</th> <th>Economic recession?</th> <th>Financial crisis?</th> <th>GDP</th> <th>Natural disasters?</th> <th>Man-made disasters?</th> <th>Passport power rating</th> <th>Changes over-time in access to visas?</th>\n",
       "        </tr>\n",
       "    </thead>\n",
       "    <tbody>\n",
       "        <tr>\n",
       "            <td>4   </td> <td>Afghanistan</td> <td>1990</td> <td>Emigration    </td> <td>3661547        </td> <td>female</td> <td>Iran      </td> <td>1788296        </td> <td>Pakistan </td> <td>1673100        </td> <td>Saudi Arabia</td> <td>110590         </td> <td>Germany                 </td> <td>21242          </td> <td>United States of America</td> <td>15757          </td> <td>nan                        </td> <td>nan                     </td> <td>nan                     </td> <td>nan                     </td> <td>nan                            </td> <td>Yes                    </td> <td>Yes                                                        </td> <td>Yes             </td> <td>Yes                    </td> <td>Yes             </td> <td>Yes                </td> <td>Yes              </td> <td>3622</td> <td>Yes               </td> <td>Yes                </td> <td>30                   </td> <td>Yes                                  </td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>4   </td> <td>Afghanistan</td> <td>1990</td> <td>Emigration    </td> <td>3063134        </td> <td>male  </td> <td>Pakistan  </td> <td>1603573        </td> <td>Iran     </td> <td>1335672        </td> <td>Saudi Arabia</td> <td>55665          </td> <td>United States of America</td> <td>12687          </td> <td>Germany                 </td> <td>12037          </td> <td>nan                        </td> <td>nan                     </td> <td>nan                     </td> <td>nan                     </td> <td>nan                            </td> <td>Yes                    </td> <td>Yes                                                        </td> <td>Yes             </td> <td>Yes                    </td> <td>Yes             </td> <td>Yes                </td> <td>Yes              </td> <td>3622</td> <td>Yes               </td> <td>Yes                </td> <td>30                   </td> <td>Yes                                  </td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>4   </td> <td>Afghanistan</td> <td>1990</td> <td>Emigration    </td> <td>6724681        </td> <td>total </td> <td>Pakistan  </td> <td>3276673        </td> <td>Iran     </td> <td>3123968        </td> <td>Saudi Arabia</td> <td>166255         </td> <td>Germany                 </td> <td>33279          </td> <td>United States of America</td> <td>28444          </td> <td>nan                        </td> <td>nan                     </td> <td>nan                     </td> <td>nan                     </td> <td>nan                            </td> <td>Yes                    </td> <td>Yes                                                        </td> <td>Yes             </td> <td>Yes                    </td> <td>Yes             </td> <td>Yes                </td> <td>Yes              </td> <td>3622</td> <td>Yes               </td> <td>Yes                </td> <td>30                   </td> <td>Yes                                  </td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>4   </td> <td>Afghanistan</td> <td>1990</td> <td>Immigration   </td> <td>32558          </td> <td>female</td> <td>Tajikistan</td> <td>22879          </td> <td>Pakistan </td> <td>4576           </td> <td>Uzbekistan  </td> <td>1144           </td> <td>Afghanistan             </td> <td>0              </td> <td>Papua New Guinea        </td> <td>0              </td> <td>5207                       </td> <td>2559                    </td> <td>6541                    </td> <td>5138                    </td> <td>2749                           </td> <td>Yes                    </td> <td>Yes                                                        </td> <td>Yes             </td> <td>Yes                    </td> <td>Yes             </td> <td>Yes                </td> <td>Yes              </td> <td>3622</td> <td>Yes               </td> <td>Yes                </td> <td>30                   </td> <td>Yes                                  </td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>4   </td> <td>Afghanistan</td> <td>1990</td> <td>Immigration   </td> <td>25128          </td> <td>male  </td> <td>Tajikistan</td> <td>17658          </td> <td>Pakistan </td> <td>3531           </td> <td>Uzbekistan  </td> <td>883            </td> <td>Afghanistan             </td> <td>0              </td> <td>Papua New Guinea        </td> <td>0              </td> <td>6786                       </td> <td>2811                    </td> <td>7103                    </td> <td>6784                    </td> <td>4293                           </td> <td>Yes                    </td> <td>Yes                                                        </td> <td>Yes             </td> <td>Yes                    </td> <td>Yes             </td> <td>Yes                </td> <td>Yes              </td> <td>3622</td> <td>Yes               </td> <td>Yes                </td> <td>30                   </td> <td>Yes                                  </td>\n",
       "        </tr>\n",
       "    </tbody>\n",
       "</table>\n",
       "<p>... (835 rows omitted)</p>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Run this cell to display the dataset\n",
    "data = Table().from_df(pd.read_csv(\"development/migrant_table_final_appended.csv\")).sort(\"Country\")\n",
    "data.show(5)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Here are all the countries in the table!"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table border=\"1\" class=\"dataframe\">\n",
       "    <thead>\n",
       "        <tr>\n",
       "            <th>Country</th> <th>count</th>\n",
       "        </tr>\n",
       "    </thead>\n",
       "    <tbody>\n",
       "        <tr>\n",
       "            <td>Afghanistan </td> <td>42   </td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>China       </td> <td>42   </td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>Cuba        </td> <td>42   </td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>El Salvador </td> <td>42   </td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>Ethiopia    </td> <td>42   </td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>Ghana       </td> <td>42   </td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>Guatemala   </td> <td>42   </td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>Honduras    </td> <td>42   </td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>India       </td> <td>42   </td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>Iraq        </td> <td>42   </td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>Kenya       </td> <td>42   </td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>Mexico      </td> <td>42   </td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>Nigeria     </td> <td>42   </td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>Pakistan    </td> <td>42   </td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>Philippines </td> <td>42   </td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>Somalia     </td> <td>42   </td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>South Africa</td> <td>42   </td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>Syria       </td> <td>42   </td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>Venezuela   </td> <td>42   </td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>Vietnam     </td> <td>42   </td>\n",
       "        </tr>\n",
       "    </tbody>\n",
       "</table>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Run this cell to display the countries\n",
    "countries = data.group(\"Country\").show(20)\n",
    "countries"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**Please take note of the column labels and the spelling of countries. All code is case-sensitive and spelling sensitve.**"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's look at this data set more closely to better understand how we can use it."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Data Context"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "After running the cell below, a map will display that you can use to see where people are immigrating and emigrating most often. Replace the ellipses with the data you want to start to get a sense of what the data is telling us."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div style=\"width:100%;\"><div style=\"position:relative;width:100%;height:0;padding-bottom:60%;\"><iframe src=\"about:blank\" style=\"position:absolute;width:100%;height:100%;left:0;top:0;border:none !important;\" data-html=<!DOCTYPE html>
<head>    
    <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
    
        <script>
            L_NO_TOUCH = false;
            L_DISABLE_3D = false;
        </script>
    
    <script src="https://cdn.jsdelivr.net/npm/leaflet@1.4.0/dist/leaflet.js"></script>
    <script src="https://code.jquery.com/jquery-1.12.4.min.js"></script>
    <script src="https://maxcdn.bootstrapcdn.com/bootstrap/3.2.0/js/bootstrap.min.js"></script>
    <script src="https://cdnjs.cloudflare.com/ajax/libs/Leaflet.awesome-markers/2.0.2/leaflet.awesome-markers.js"></script>
    <link rel="stylesheet" href="https://cdn.jsdelivr.net/npm/leaflet@1.4.0/dist/leaflet.css"/>
    <link rel="stylesheet" href="https://maxcdn.bootstrapcdn.com/bootstrap/3.2.0/css/bootstrap.min.css"/>
    <link rel="stylesheet" href="https://maxcdn.bootstrapcdn.com/bootstrap/3.2.0/css/bootstrap-theme.min.css"/>
    <link rel="stylesheet" href="https://maxcdn.bootstrapcdn.com/font-awesome/4.6.3/css/font-awesome.min.css"/>
    <link rel="stylesheet" href="https://cdnjs.cloudflare.com/ajax/libs/Leaflet.awesome-markers/2.0.2/leaflet.awesome-markers.css"/>
    <link rel="stylesheet" href="https://rawcdn.githack.com/python-visualization/folium/master/folium/templates/leaflet.awesome.rotate.css"/>
    <style>html, body {width: 100%;height: 100%;margin: 0;padding: 0;}</style>
    <style>#map {position:absolute;top:0;bottom:0;right:0;left:0;}</style>
    
            <meta name="viewport" content="width=device-width,
                initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
            <style>
                #map_ede1d50c096043fda80cf13e0b139128 {
                    position: relative;
                    width: 100.0%;
                    height: 100.0%;
                    left: 0.0%;
                    top: 0.0%;
                }
            </style>
        
</head>
<body>    
    
            <div class="folium-map" id="map_ede1d50c096043fda80cf13e0b139128" ></div>
        
</body>
<script>    
    
            var map_ede1d50c096043fda80cf13e0b139128 = L.map(
                "map_ede1d50c096043fda80cf13e0b139128",
                {
                    center: [20.0, 0.0],
                    crs: L.CRS.EPSG3857,
                    zoom: 2,
                    zoomControl: true,
                    preferCanvas: false,
                }
            );

            

        
    
            var tile_layer_e0b43780dcb647af98208c3715222723 = L.tileLayer(
                "https://{s}.tile.openstreetmap.org/{z}/{x}/{y}.png",
                {"attribution": "Data by \u0026copy; \u003ca href=\"http://openstreetmap.org\"\u003eOpenStreetMap\u003c/a\u003e, under \u003ca href=\"http://www.openstreetmap.org/copyright\"\u003eODbL\u003c/a\u003e.", "detectRetina": false, "maxNativeZoom": 18, "maxZoom": 18, "minZoom": 0, "noWrap": false, "opacity": 1, "subdomains": "abc", "tms": false}
            ).addTo(map_ede1d50c096043fda80cf13e0b139128);
        
    
            var marker_0e286fcc40da484c96161078ec02a7c3 = L.marker(
                [20.593684, 78.96288],
                {"fillColor": "gold", "radius": 150000}
            ).addTo(map_ede1d50c096043fda80cf13e0b139128);
        
    
        var popup_c74d1281b2244e2aa798088ce7ec5b87 = L.popup({"maxWidth": "100%"});

        
            var html_7e152442c8904662910c283dd1291090 = $(`<div id="html_7e152442c8904662910c283dd1291090" style="width: 100.0%; height: 100.0%;">['India']</div>`)[0];
            popup_c74d1281b2244e2aa798088ce7ec5b87.setContent(html_7e152442c8904662910c283dd1291090);
        

        marker_0e286fcc40da484c96161078ec02a7c3.bindPopup(popup_c74d1281b2244e2aa798088ce7ec5b87)
        ;

        
    
    
            var marker_c349087cbef84e11b35d17adfbb8eba1 = L.marker(
                [23.424076, 53.847818],
                {"fillColor": "blue", "radius": 100000}
            ).addTo(map_ede1d50c096043fda80cf13e0b139128);
        
    
        var popup_22d8cfa7257c418bbc2dc6b8a1502bb7 = L.popup({"maxWidth": "100%"});

        
            var html_8e0faca7fed642e4aa391d77dd0b983b = $(`<div id="html_8e0faca7fed642e4aa391d77dd0b983b" style="width: 100.0%; height: 100.0%;">United Arab Emirates, Rank: 1, Emigration Total: 2572216</div>`)[0];
            popup_22d8cfa7257c418bbc2dc6b8a1502bb7.setContent(html_8e0faca7fed642e4aa391d77dd0b983b);
        

        marker_c349087cbef84e11b35d17adfbb8eba1.bindPopup(popup_22d8cfa7257c418bbc2dc6b8a1502bb7)
        ;

        
    
    
            var marker_b4f723153ae4476aafefe20454fb6d31 = L.marker(
                [23.885942, 45.079162],
                {"fillColor": "blue", "radius": 100000}
            ).addTo(map_ede1d50c096043fda80cf13e0b139128);
        
    
        var popup_3d4b537202c34913bc5fa72b675e4584 = L.popup({"maxWidth": "100%"});

        
            var html_b1e3645daead437987566cbc89607c74 = $(`<div id="html_b1e3645daead437987566cbc89607c74" style="width: 100.0%; height: 100.0%;">Saudi Arabia, Rank: 2, Emigration Total: 1572809</div>`)[0];
            popup_3d4b537202c34913bc5fa72b675e4584.setContent(html_b1e3645daead437987566cbc89607c74);
        

        marker_b4f723153ae4476aafefe20454fb6d31.bindPopup(popup_3d4b537202c34913bc5fa72b675e4584)
        ;

        
    
    
            var marker_ecbb541b53304513894e309ca937021c = L.marker(
                [37.09024, -95.712891],
                {"fillColor": "blue", "radius": 100000}
            ).addTo(map_ede1d50c096043fda80cf13e0b139128);
        
    
        var popup_82ea7eb201db42bfa83b998bd6807837 = L.popup({"maxWidth": "100%"});

        
            var html_737c29bb10ca41668b91ac2cbe199d86 = $(`<div id="html_737c29bb10ca41668b91ac2cbe199d86" style="width: 100.0%; height: 100.0%;">United States of America, Rank: 3, Emigration Total: 1214226</div>`)[0];
            popup_82ea7eb201db42bfa83b998bd6807837.setContent(html_737c29bb10ca41668b91ac2cbe199d86);
        

        marker_ecbb541b53304513894e309ca937021c.bindPopup(popup_82ea7eb201db42bfa83b998bd6807837)
        ;

        
    
    
            var marker_ad3292c0c5034ec48edeb28cfbdbf2f9 = L.marker(
                [21.512583, 55.923255],
                {"fillColor": "blue", "radius": 100000}
            ).addTo(map_ede1d50c096043fda80cf13e0b139128);
        
    
        var popup_f38d1de7410a43e2af8bf154c3544e0d = L.popup({"maxWidth": "100%"});

        
            var html_1f643784237a41189396532d7e3e131a = $(`<div id="html_1f643784237a41189396532d7e3e131a" style="width: 100.0%; height: 100.0%;">Oman, Rank: 4, Emigration Total: 1056007</div>`)[0];
            popup_f38d1de7410a43e2af8bf154c3544e0d.setContent(html_1f643784237a41189396532d7e3e131a);
        

        marker_ad3292c0c5034ec48edeb28cfbdbf2f9.bindPopup(popup_f38d1de7410a43e2af8bf154c3544e0d)
        ;

        
    
    
            var marker_af203698b00047e0835e97e7d102a15e = L.marker(
                [30.375321, 69.345116],
                {"fillColor": "blue", "radius": 100000}
            ).addTo(map_ede1d50c096043fda80cf13e0b139128);
        
    
        var popup_6b85702bbcf14282a9263175f521d7d8 = L.popup({"maxWidth": "100%"});

        
            var html_31fcbe70de0e4e609f0966abfaaa7b97 = $(`<div id="html_31fcbe70de0e4e609f0966abfaaa7b97" style="width: 100.0%; height: 100.0%;">Pakistan, Rank: 5, Emigration Total: 1016841</div>`)[0];
            popup_6b85702bbcf14282a9263175f521d7d8.setContent(html_31fcbe70de0e4e609f0966abfaaa7b97);
        

        marker_af203698b00047e0835e97e7d102a15e.bindPopup(popup_6b85702bbcf14282a9263175f521d7d8)
        ;

        
    
    
            var poly_line_abd0c3d140004e7c86de2269f3d49482 = L.polyline(
                [[20.593684, 78.96288], [23.424076, 53.847818]],
                {"bubblingMouseEvents": true, "color": "blue", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "blue", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "noClip": false, "opacity": 1.0, "smoothFactor": 1.0, "stroke": true, "weight": 7}
            ).addTo(map_ede1d50c096043fda80cf13e0b139128);
        
    
            var poly_line_0a198d7068b64bb3a1d4c7bb30a122d8 = L.polyline(
                [[20.593684, 78.96288], [23.885942, 45.079162]],
                {"bubblingMouseEvents": true, "color": "blue", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "blue", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "noClip": false, "opacity": 1.0, "smoothFactor": 1.0, "stroke": true, "weight": 7}
            ).addTo(map_ede1d50c096043fda80cf13e0b139128);
        
    
            var poly_line_3a3385cf8c844fb4a5ad28fda385f39a = L.polyline(
                [[20.593684, 78.96288], [37.09024, -95.712891]],
                {"bubblingMouseEvents": true, "color": "blue", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "blue", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "noClip": false, "opacity": 1.0, "smoothFactor": 1.0, "stroke": true, "weight": 7}
            ).addTo(map_ede1d50c096043fda80cf13e0b139128);
        
    
            var poly_line_2d286c63c55f4f69be14d4aa04d41dbb = L.polyline(
                [[20.593684, 78.96288], [21.512583, 55.923255]],
                {"bubblingMouseEvents": true, "color": "blue", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "blue", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "noClip": false, "opacity": 1.0, "smoothFactor": 1.0, "stroke": true, "weight": 7}
            ).addTo(map_ede1d50c096043fda80cf13e0b139128);
        
    
            var poly_line_e2b1dd636466463b95ae6b5e6030eaa8 = L.polyline(
                [[20.593684, 78.96288], [30.375321, 69.345116]],
                {"bubblingMouseEvents": true, "color": "blue", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "blue", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "noClip": false, "opacity": 1.0, "smoothFactor": 1.0, "stroke": true, "weight": 7}
            ).addTo(map_ede1d50c096043fda80cf13e0b139128);
        
</script> onload=\"this.contentDocument.open();this.contentDocument.write(atob(this.getAttribute('data-html')));this.contentDocument.close();\" allowfullscreen webkitallowfullscreen mozallowfullscreen></iframe></div></div>"
      ],
      "text/plain": [
       "<folium.folium.Map at 0x7fd580e1cdd8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 2160x1080 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "country = \"India\" # Name of the country of interest\n",
    "gender = \"female\" # male, female, or total (lowercase)\n",
    "year = 2017 # 1990, 1995, 2000, 2005, 2010, 2015, 2017\n",
    "migration_type = 2 # 1 = Immigration and 2 = Emigration\n",
    "graph.map_and_graph(country, gender, year, migration_type)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now, let's learn how to do a few basic functions on tables to get answers about the data set."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### The `where` function"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The `where` function can be used on a data set to find *where* the data meets the condition you set for it. A function is what follows the `.` and is used to manipulate data. The `where` function takes in two parameters, a name of a column and a condition or value to match the data to. Below, let's use the where function to show only data for your country."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table border=\"1\" class=\"dataframe\">\n",
       "    <thead>\n",
       "        <tr>\n",
       "            <th>Code</th> <th>Country</th> <th>Year</th> <th>Migration Type</th> <th>Total Migration</th> <th>Gender</th> <th>Country 1</th> <th>Country 1 Count</th> <th>Country 2</th> <th>Country 2 Count</th> <th>Country 3</th> <th>Country 3 Count</th> <th>Country 4</th> <th>Country 4 Count</th> <th>Country 5</th> <th>Country 5 Count</th> <th>Migrants Under 15 years old</th> <th>Migrants 20-29 years old</th> <th>Migrants 30-39 years old</th> <th>Migrants 40-49 years old</th> <th>Migrants 50 years old and older</th> <th>Admits asylum migrants?</th> <th>Has migrate to countries abroad as refugees/asylum-seekers?</th> <th>War or Genocide?</th> <th>Government instability?</th> <th>Organized crime?</th> <th>Economic recession?</th> <th>Financial crisis?</th> <th>GDP</th> <th>Natural disasters?</th> <th>Man-made disasters?</th> <th>Passport power rating</th> <th>Changes over-time in access to visas?</th>\n",
       "        </tr>\n",
       "    </thead>\n",
       "    <tbody>\n",
       "        <tr>\n",
       "            <td>356 </td> <td>India  </td> <td>1990</td> <td>Emigration    </td> <td>3857101        </td> <td>female</td> <td>Pakistan  </td> <td>1583095        </td> <td>Saudi Arabia</td> <td>612071         </td> <td>United Arab Emirates</td> <td>353659         </td> <td>Kuwait                  </td> <td>257851         </td> <td>United States of America</td> <td>238925         </td> <td>nan                        </td> <td>nan                     </td> <td>nan                     </td> <td>nan                     </td> <td>nan                            </td> <td>Yes                    </td> <td>Yes                                                        </td> <td>Yes             </td> <td>No                     </td> <td>Yes             </td> <td>No                 </td> <td>No               </td> <td>316697</td> <td>Yes               </td> <td>Yes                </td> <td>64                   </td> <td>Yes                                  </td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>356 </td> <td>India  </td> <td>1990</td> <td>Emigration    </td> <td>2861761        </td> <td>male  </td> <td>Pakistan  </td> <td>1333453        </td> <td>Saudi Arabia</td> <td>294397         </td> <td>Nepal               </td> <td>267540         </td> <td>United States of America</td> <td>211481         </td> <td>United Kingdom          </td> <td>204751         </td> <td>nan                        </td> <td>nan                     </td> <td>nan                     </td> <td>nan                     </td> <td>nan                            </td> <td>Yes                    </td> <td>Yes                                                        </td> <td>Yes             </td> <td>No                     </td> <td>Yes             </td> <td>No                 </td> <td>No               </td> <td>316697</td> <td>Yes               </td> <td>Yes                </td> <td>64                   </td> <td>Yes                                  </td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>356 </td> <td>India  </td> <td>1990</td> <td>Emigration    </td> <td>6718862        </td> <td>total </td> <td>Pakistan  </td> <td>2916548        </td> <td>Saudi Arabia</td> <td>906468         </td> <td>United Arab Emirates</td> <td>458294         </td> <td>United States of America</td> <td>450406         </td> <td>United Kingdom          </td> <td>399526         </td> <td>nan                        </td> <td>nan                     </td> <td>nan                     </td> <td>nan                     </td> <td>nan                            </td> <td>Yes                    </td> <td>Yes                                                        </td> <td>Yes             </td> <td>No                     </td> <td>Yes             </td> <td>No                 </td> <td>No               </td> <td>316697</td> <td>Yes               </td> <td>Yes                </td> <td>64                   </td> <td>Yes                                  </td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>356 </td> <td>India  </td> <td>1990</td> <td>Immigration   </td> <td>3914396        </td> <td>female</td> <td>Bangladesh</td> <td>2324893        </td> <td>Pakistan    </td> <td>1024721        </td> <td>Nepal               </td> <td>223552         </td> <td>Sri Lanka               </td> <td>143161         </td> <td>Myanmar                 </td> <td>44527          </td> <td>125113                     </td> <td>147929                  </td> <td>499735                  </td> <td>632584                  </td> <td>537438                         </td> <td>Yes                    </td> <td>Yes                                                        </td> <td>Yes             </td> <td>No                     </td> <td>Yes             </td> <td>No                 </td> <td>No               </td> <td>316697</td> <td>Yes               </td> <td>Yes                </td> <td>64                   </td> <td>Yes                                  </td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>356 </td> <td>India  </td> <td>1990</td> <td>Immigration   </td> <td>3578808        </td> <td>male  </td> <td>Bangladesh</td> <td>2050262        </td> <td>Pakistan    </td> <td>896557         </td> <td>Nepal               </td> <td>294660         </td> <td>Sri Lanka               </td> <td>138559         </td> <td>Myanmar                 </td> <td>41179          </td> <td>139184                     </td> <td>166291                  </td> <td>532701                  </td> <td>691628                  </td> <td>635274                         </td> <td>Yes                    </td> <td>Yes                                                        </td> <td>Yes             </td> <td>No                     </td> <td>Yes             </td> <td>No                 </td> <td>No               </td> <td>316697</td> <td>Yes               </td> <td>Yes                </td> <td>64                   </td> <td>Yes                                  </td>\n",
       "        </tr>\n",
       "    </tbody>\n",
       "</table>\n",
       "<p>... (37 rows omitted)</p>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Replace the elipsis with your country name. DO NOT REMOVE THE QUOTES!\n",
    "# Then, run the cell.\n",
    "my_country = \"India\"\n",
    "country_data = data.where(\"Country\", my_country)\n",
    "country_data.show(5)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "It looks like this table is too long and doesn't give us a lot of information. Let's call the `where` function again. However, let's use it so that we will only look at **immigration of men** into your country."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table border=\"1\" class=\"dataframe\">\n",
       "    <thead>\n",
       "        <tr>\n",
       "            <th>Code</th> <th>Country</th> <th>Year</th> <th>Migration Type</th> <th>Total Migration</th> <th>Gender</th> <th>Country 1</th> <th>Country 1 Count</th> <th>Country 2</th> <th>Country 2 Count</th> <th>Country 3</th> <th>Country 3 Count</th> <th>Country 4</th> <th>Country 4 Count</th> <th>Country 5</th> <th>Country 5 Count</th> <th>Migrants Under 15 years old</th> <th>Migrants 20-29 years old</th> <th>Migrants 30-39 years old</th> <th>Migrants 40-49 years old</th> <th>Migrants 50 years old and older</th> <th>Admits asylum migrants?</th> <th>Has migrate to countries abroad as refugees/asylum-seekers?</th> <th>War or Genocide?</th> <th>Government instability?</th> <th>Organized crime?</th> <th>Economic recession?</th> <th>Financial crisis?</th> <th>GDP</th> <th>Natural disasters?</th> <th>Man-made disasters?</th> <th>Passport power rating</th> <th>Changes over-time in access to visas?</th>\n",
       "        </tr>\n",
       "    </thead>\n",
       "    <tbody>\n",
       "        <tr>\n",
       "            <td>356 </td> <td>India  </td> <td>1990</td> <td>Immigration   </td> <td>3578808        </td> <td>male  </td> <td>Bangladesh</td> <td>2050262        </td> <td>Pakistan </td> <td>896557         </td> <td>Nepal    </td> <td>294660         </td> <td>Sri Lanka</td> <td>138559         </td> <td>Myanmar  </td> <td>41179          </td> <td>139184                     </td> <td>166291                  </td> <td>532701                  </td> <td>691628                  </td> <td>635274                         </td> <td>Yes                    </td> <td>Yes                                                        </td> <td>Yes             </td> <td>No                     </td> <td>Yes             </td> <td>No                 </td> <td>No               </td> <td>316697 </td> <td>Yes               </td> <td>Yes                </td> <td>64                   </td> <td>Yes                                  </td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>356 </td> <td>India  </td> <td>1995</td> <td>Immigration   </td> <td>3343260        </td> <td>male  </td> <td>Bangladesh</td> <td>1946520        </td> <td>Pakistan </td> <td>773528         </td> <td>Nepal    </td> <td>324968         </td> <td>Sri Lanka</td> <td>116605         </td> <td>Myanmar  </td> <td>35551          </td> <td>117078                     </td> <td>135360                  </td> <td>453566                  </td> <td>646534                  </td> <td>615505                         </td> <td>Yes                    </td> <td>Yes                                                        </td> <td>Yes             </td> <td>No                     </td> <td>Yes             </td> <td>No                 </td> <td>No               </td> <td>355476 </td> <td>Yes               </td> <td>Yes                </td> <td>64                   </td> <td>Yes                                  </td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>356 </td> <td>India  </td> <td>2000</td> <td>Immigration   </td> <td>3107712        </td> <td>male  </td> <td>Bangladesh</td> <td>1842778        </td> <td>Pakistan </td> <td>650498         </td> <td>Nepal    </td> <td>355275         </td> <td>Sri Lanka</td> <td>94651          </td> <td>Myanmar  </td> <td>29922          </td> <td>107868                     </td> <td>79477                   </td> <td>310634                  </td> <td>514432                  </td> <td>622172                         </td> <td>Yes                    </td> <td>Yes                                                        </td> <td>Yes             </td> <td>No                     </td> <td>Yes             </td> <td>No                 </td> <td>No               </td> <td>412147 </td> <td>Yes               </td> <td>Yes                </td> <td>64                   </td> <td>Yes                                  </td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>356 </td> <td>India  </td> <td>2005</td> <td>Immigration   </td> <td>2877949        </td> <td>male  </td> <td>Bangladesh</td> <td>1706536        </td> <td>Pakistan </td> <td>602405         </td> <td>Nepal    </td> <td>329009         </td> <td>Sri Lanka</td> <td>87653          </td> <td>Myanmar  </td> <td>27710          </td> <td>131897                     </td> <td>110662                  </td> <td>374708                  </td> <td>460331                  </td> <td>633851                         </td> <td>Yes                    </td> <td>Yes                                                        </td> <td>Yes             </td> <td>No                     </td> <td>Yes             </td> <td>No                 </td> <td>No               </td> <td>808901 </td> <td>Yes               </td> <td>Yes                </td> <td>64                   </td> <td>Yes                                  </td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>356 </td> <td>India  </td> <td>2010</td> <td>Immigration   </td> <td>2648186        </td> <td>male  </td> <td>Bangladesh</td> <td>1570294        </td> <td>Pakistan </td> <td>554311         </td> <td>Nepal    </td> <td>302742         </td> <td>Sri Lanka</td> <td>80655          </td> <td>Myanmar  </td> <td>25498          </td> <td>116341                     </td> <td>88883                   </td> <td>324512                  </td> <td>481070                  </td> <td>542222                         </td> <td>Yes                    </td> <td>Yes                                                        </td> <td>Yes             </td> <td>No                     </td> <td>Yes             </td> <td>No                 </td> <td>No               </td> <td>1657000</td> <td>Yes               </td> <td>Yes                </td> <td>64                   </td> <td>Yes                                  </td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>356 </td> <td>India  </td> <td>2015</td> <td>Immigration   </td> <td>2556280        </td> <td>male  </td> <td>Bangladesh</td> <td>1515797        </td> <td>Pakistan </td> <td>535074         </td> <td>Nepal    </td> <td>292235         </td> <td>Sri Lanka</td> <td>77856          </td> <td>Myanmar  </td> <td>24613          </td> <td>105381                     </td> <td>98194                   </td> <td>345131                  </td> <td>483435                  </td> <td>484327                         </td> <td>Yes                    </td> <td>Yes                                                        </td> <td>Yes             </td> <td>No                     </td> <td>Yes             </td> <td>No                 </td> <td>No               </td> <td>2886000</td> <td>Yes               </td> <td>Yes                </td> <td>64                   </td> <td>Yes                                  </td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>356 </td> <td>India  </td> <td>2017</td> <td>Immigration   </td> <td>2530717        </td> <td>male  </td> <td>Bangladesh</td> <td>1500638        </td> <td>Pakistan </td> <td>529723         </td> <td>Nepal    </td> <td>289312         </td> <td>Sri Lanka</td> <td>77077          </td> <td>Myanmar  </td> <td>24366          </td> <td>107408                     </td> <td>93492                   </td> <td>353253                  </td> <td>485746                  </td> <td>492236                         </td> <td>Yes                    </td> <td>Yes                                                        </td> <td>Yes             </td> <td>No                     </td> <td>Yes             </td> <td>No                 </td> <td>No               </td> <td>2601000</td> <td>Yes               </td> <td>Yes                </td> <td>64                   </td> <td>Yes                                  </td>\n",
       "        </tr>\n",
       "    </tbody>\n",
       "</table>"
      ],
      "text/plain": [
       "Code | Country | Year | Migration Type | Total Migration | Gender | Country 1  | Country 1 Count | Country 2 | Country 2 Count | Country 3 | Country 3 Count | Country 4 | Country 4 Count | Country 5 | Country 5 Count | Migrants Under 15 years old | Migrants 20-29 years old | Migrants 30-39 years old | Migrants 40-49 years old | Migrants 50 years old and older | Admits asylum migrants? | Has migrate to countries abroad as refugees/asylum-seekers? | War or Genocide? | Government instability? | Organized crime? | Economic recession? | Financial crisis? | GDP     | Natural disasters? | Man-made disasters? | Passport power rating | Changes over-time in access to visas?\n",
       "356  | India   | 1990 | Immigration    | 3578808         | male   | Bangladesh | 2050262         | Pakistan  | 896557          | Nepal     | 294660          | Sri Lanka | 138559          | Myanmar   | 41179           | 139184                      | 166291                   | 532701                   | 691628                   | 635274                          | Yes                     | Yes                                                         | Yes              | No                      | Yes              | No                  | No                | 316697  | Yes                | Yes                 | 64                    | Yes\n",
       "356  | India   | 1995 | Immigration    | 3343260         | male   | Bangladesh | 1946520         | Pakistan  | 773528          | Nepal     | 324968          | Sri Lanka | 116605          | Myanmar   | 35551           | 117078                      | 135360                   | 453566                   | 646534                   | 615505                          | Yes                     | Yes                                                         | Yes              | No                      | Yes              | No                  | No                | 355476  | Yes                | Yes                 | 64                    | Yes\n",
       "356  | India   | 2000 | Immigration    | 3107712         | male   | Bangladesh | 1842778         | Pakistan  | 650498          | Nepal     | 355275          | Sri Lanka | 94651           | Myanmar   | 29922           | 107868                      | 79477                    | 310634                   | 514432                   | 622172                          | Yes                     | Yes                                                         | Yes              | No                      | Yes              | No                  | No                | 412147  | Yes                | Yes                 | 64                    | Yes\n",
       "356  | India   | 2005 | Immigration    | 2877949         | male   | Bangladesh | 1706536         | Pakistan  | 602405          | Nepal     | 329009          | Sri Lanka | 87653           | Myanmar   | 27710           | 131897                      | 110662                   | 374708                   | 460331                   | 633851                          | Yes                     | Yes                                                         | Yes              | No                      | Yes              | No                  | No                | 808901  | Yes                | Yes                 | 64                    | Yes\n",
       "356  | India   | 2010 | Immigration    | 2648186         | male   | Bangladesh | 1570294         | Pakistan  | 554311          | Nepal     | 302742          | Sri Lanka | 80655           | Myanmar   | 25498           | 116341                      | 88883                    | 324512                   | 481070                   | 542222                          | Yes                     | Yes                                                         | Yes              | No                      | Yes              | No                  | No                | 1657000 | Yes                | Yes                 | 64                    | Yes\n",
       "356  | India   | 2015 | Immigration    | 2556280         | male   | Bangladesh | 1515797         | Pakistan  | 535074          | Nepal     | 292235          | Sri Lanka | 77856           | Myanmar   | 24613           | 105381                      | 98194                    | 345131                   | 483435                   | 484327                          | Yes                     | Yes                                                         | Yes              | No                      | Yes              | No                  | No                | 2886000 | Yes                | Yes                 | 64                    | Yes\n",
       "356  | India   | 2017 | Immigration    | 2530717         | male   | Bangladesh | 1500638         | Pakistan  | 529723          | Nepal     | 289312          | Sri Lanka | 77077           | Myanmar   | 24366           | 107408                      | 93492                    | 353253                   | 485746                   | 492236                          | Yes                     | Yes                                                         | Yes              | No                      | Yes              | No                  | No                | 2601000 | Yes                | Yes                 | 64                    | Yes"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Replace each elipsis in line with the above description. \n",
    "# DO NOT REMOVE THE QUOTES!\n",
    "# Then, run the cell.\n",
    "migration_type = \"Immigration\"\n",
    "gender = \"male\" #Gender is not capitalized\n",
    "immigration_data = country_data.where(\"Migration Type\", migration_type)\n",
    "male_immigration_data = immigration_data.where(\"Gender\", gender)\n",
    "male_immigration_data"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now, we have a table that we can analyze! Let's do some visualizations."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Visualizing Data"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### Bar Graph"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's create a bar graph of the total male immigration for each year for your country. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Run this cell.\n",
    "male_immigration_data.bar(\"Year\", \"Total Migration\")\n",
    "plots.ylabel(\"Total Male Migrants to \" + my_country);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The `bar` function is used to create bar charts like the one above. It takes in the names of two columns in quotes with the first one on the x-axis and the second one on the y-axis."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### Line Graph"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's create a line graph of the total male immigration from the country of origin of most of the migrants over time."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Run this cell.\n",
    "male_immigration_data.plot(\"Year\", \"Country 1 Count\")\n",
    "plots.ylabel(\"Total \" + male_immigration_data.column(\"Country 1\").item(0) + \" Migrants to \" + my_country);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The `plot` function is used to create line graphs like the one above. It takes in the names of two columns in quotes with the first one on the x-axis and the second one on the y-axis."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now, you can try a visualization! We will provide code for you to fill in, but try calling the `where` function to focus your data and one of the two visualizations to get a better look at your data. We will also put one more example below."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Run this to see an example visualization!\n",
    "# This is a line graph for the year 2000 \n",
    "# where the x-axis is the Passport power rating of a country and\n",
    "# the y-axis is the Total Migration out of the country\n",
    "table_y2k = data.where(\"Year\", 2000).where('Gender', 'total').where('Migration Type','Emigration')\n",
    "table_y2k.plot(\"Passport power rating\", \"Total Migration\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table border=\"1\" class=\"dataframe\">\n",
       "    <thead>\n",
       "        <tr>\n",
       "            <th>Code</th> <th>Country</th> <th>Year</th> <th>Migration Type</th> <th>Total Migration</th> <th>Gender</th> <th>Country 1</th> <th>Country 1 Count</th> <th>Country 2</th> <th>Country 2 Count</th> <th>Country 3</th> <th>Country 3 Count</th> <th>Country 4</th> <th>Country 4 Count</th> <th>Country 5</th> <th>Country 5 Count</th> <th>Migrants Under 15 years old</th> <th>Migrants 20-29 years old</th> <th>Migrants 30-39 years old</th> <th>Migrants 40-49 years old</th> <th>Migrants 50 years old and older</th> <th>Admits asylum migrants?</th> <th>Has migrate to countries abroad as refugees/asylum-seekers?</th> <th>War or Genocide?</th> <th>Government instability?</th> <th>Organized crime?</th> <th>Economic recession?</th> <th>Financial crisis?</th> <th>GDP</th> <th>Natural disasters?</th> <th>Man-made disasters?</th> <th>Passport power rating</th> <th>Changes over-time in access to visas?</th>\n",
       "        </tr>\n",
       "    </thead>\n",
       "    <tbody>\n",
       "        <tr>\n",
       "            <td>356 </td> <td>India  </td> <td>1990</td> <td>Immigration   </td> <td>3914396        </td> <td>female</td> <td>Bangladesh</td> <td>2324893        </td> <td>Pakistan </td> <td>1024721        </td> <td>Nepal    </td> <td>223552         </td> <td>Sri Lanka</td> <td>143161         </td> <td>Myanmar  </td> <td>44527          </td> <td>125113                     </td> <td>147929                  </td> <td>499735                  </td> <td>632584                  </td> <td>537438                         </td> <td>Yes                    </td> <td>Yes                                                        </td> <td>Yes             </td> <td>No                     </td> <td>Yes             </td> <td>No                 </td> <td>No               </td> <td>316697</td> <td>Yes               </td> <td>Yes                </td> <td>64                   </td> <td>Yes                                  </td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>356 </td> <td>India  </td> <td>1990</td> <td>Immigration   </td> <td>3578808        </td> <td>male  </td> <td>Bangladesh</td> <td>2050262        </td> <td>Pakistan </td> <td>896557         </td> <td>Nepal    </td> <td>294660         </td> <td>Sri Lanka</td> <td>138559         </td> <td>Myanmar  </td> <td>41179          </td> <td>139184                     </td> <td>166291                  </td> <td>532701                  </td> <td>691628                  </td> <td>635274                         </td> <td>Yes                    </td> <td>Yes                                                        </td> <td>Yes             </td> <td>No                     </td> <td>Yes             </td> <td>No                 </td> <td>No               </td> <td>316697</td> <td>Yes               </td> <td>Yes                </td> <td>64                   </td> <td>Yes                                  </td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>356 </td> <td>India  </td> <td>1990</td> <td>Immigration   </td> <td>7493204        </td> <td>total </td> <td>Bangladesh</td> <td>4375155        </td> <td>Pakistan </td> <td>1921278        </td> <td>Nepal    </td> <td>518212         </td> <td>Sri Lanka</td> <td>281720         </td> <td>Myanmar  </td> <td>85706          </td> <td>264297                     </td> <td>314220                  </td> <td>1.03244e+06             </td> <td>1.32421e+06             </td> <td>1.17271e+06                    </td> <td>Yes                    </td> <td>Yes                                                        </td> <td>Yes             </td> <td>No                     </td> <td>Yes             </td> <td>No                 </td> <td>No               </td> <td>316697</td> <td>Yes               </td> <td>Yes                </td> <td>64                   </td> <td>Yes                                  </td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>356 </td> <td>India  </td> <td>1995</td> <td>Immigration   </td> <td>3608978        </td> <td>female</td> <td>Bangladesh</td> <td>2180615        </td> <td>Pakistan </td> <td>863727         </td> <td>Nepal    </td> <td>266232         </td> <td>Sri Lanka</td> <td>119180         </td> <td>Myanmar  </td> <td>38244          </td> <td>106719                     </td> <td>121870                  </td> <td>431343                  </td> <td>599816                  </td> <td>528423                         </td> <td>Yes                    </td> <td>Yes                                                        </td> <td>Yes             </td> <td>No                     </td> <td>Yes             </td> <td>No                 </td> <td>No               </td> <td>355476</td> <td>Yes               </td> <td>Yes                </td> <td>64                   </td> <td>Yes                                  </td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>356 </td> <td>India  </td> <td>1995</td> <td>Immigration   </td> <td>3343260        </td> <td>male  </td> <td>Bangladesh</td> <td>1946520        </td> <td>Pakistan </td> <td>773528         </td> <td>Nepal    </td> <td>324968         </td> <td>Sri Lanka</td> <td>116605         </td> <td>Myanmar  </td> <td>35551          </td> <td>117078                     </td> <td>135360                  </td> <td>453566                  </td> <td>646534                  </td> <td>615505                         </td> <td>Yes                    </td> <td>Yes                                                        </td> <td>Yes             </td> <td>No                     </td> <td>Yes             </td> <td>No                 </td> <td>No               </td> <td>355476</td> <td>Yes               </td> <td>Yes                </td> <td>64                   </td> <td>Yes                                  </td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>356 </td> <td>India  </td> <td>1995</td> <td>Immigration   </td> <td>6952238        </td> <td>total </td> <td>Bangladesh</td> <td>4127135        </td> <td>Pakistan </td> <td>1637255        </td> <td>Nepal    </td> <td>591200         </td> <td>Sri Lanka</td> <td>235785         </td> <td>Myanmar  </td> <td>73795          </td> <td>223797                     </td> <td>257230                  </td> <td>884909                  </td> <td>1.24635e+06             </td> <td>1.14393e+06                    </td> <td>Yes                    </td> <td>Yes                                                        </td> <td>Yes             </td> <td>No                     </td> <td>Yes             </td> <td>No                 </td> <td>No               </td> <td>355476</td> <td>Yes               </td> <td>Yes                </td> <td>64                   </td> <td>Yes                                  </td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>356 </td> <td>India  </td> <td>2000</td> <td>Immigration   </td> <td>3303560        </td> <td>female</td> <td>Bangladesh</td> <td>2036336        </td> <td>Pakistan </td> <td>702733         </td> <td>Nepal    </td> <td>308912         </td> <td>Sri Lanka</td> <td>95199          </td> <td>Myanmar  </td> <td>31962          </td> <td>99263                      </td> <td>71373                   </td> <td>308503                  </td> <td>489591                  </td> <td>531967                         </td> <td>Yes                    </td> <td>Yes                                                        </td> <td>Yes             </td> <td>No                     </td> <td>Yes             </td> <td>No                 </td> <td>No               </td> <td>412147</td> <td>Yes               </td> <td>Yes                </td> <td>64                   </td> <td>Yes                                  </td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>356 </td> <td>India  </td> <td>2000</td> <td>Immigration   </td> <td>3107712        </td> <td>male  </td> <td>Bangladesh</td> <td>1842778        </td> <td>Pakistan </td> <td>650498         </td> <td>Nepal    </td> <td>355275         </td> <td>Sri Lanka</td> <td>94651          </td> <td>Myanmar  </td> <td>29922          </td> <td>107868                     </td> <td>79477                   </td> <td>310634                  </td> <td>514432                  </td> <td>622172                         </td> <td>Yes                    </td> <td>Yes                                                        </td> <td>Yes             </td> <td>No                     </td> <td>Yes             </td> <td>No                 </td> <td>No               </td> <td>412147</td> <td>Yes               </td> <td>Yes                </td> <td>64                   </td> <td>Yes                                  </td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>356 </td> <td>India  </td> <td>2000</td> <td>Immigration   </td> <td>6411272        </td> <td>total </td> <td>Bangladesh</td> <td>3879114        </td> <td>Pakistan </td> <td>1353231        </td> <td>Nepal    </td> <td>664187         </td> <td>Sri Lanka</td> <td>189850         </td> <td>Myanmar  </td> <td>61884          </td> <td>207131                     </td> <td>150850                  </td> <td>619137                  </td> <td>1.00402e+06             </td> <td>1.15414e+06                    </td> <td>Yes                    </td> <td>Yes                                                        </td> <td>Yes             </td> <td>No                     </td> <td>Yes             </td> <td>No                 </td> <td>No               </td> <td>412147</td> <td>Yes               </td> <td>Yes                </td> <td>64                   </td> <td>Yes                                  </td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>356 </td> <td>India  </td> <td>2005</td> <td>Immigration   </td> <td>3045693        </td> <td>female</td> <td>Bangladesh</td> <td>1877540        </td> <td>Pakistan </td> <td>647902         </td> <td>Nepal    </td> <td>284662         </td> <td>Sri Lanka</td> <td>87758          </td> <td>Myanmar  </td> <td>29467          </td> <td>123203                     </td> <td>100286                  </td> <td>379467                  </td> <td>449965                  </td> <td>546691                         </td> <td>Yes                    </td> <td>Yes                                                        </td> <td>Yes             </td> <td>No                     </td> <td>Yes             </td> <td>No                 </td> <td>No               </td> <td>808901</td> <td>Yes               </td> <td>Yes                </td> <td>64                   </td> <td>Yes                                  </td>\n",
       "        </tr>\n",
       "    </tbody>\n",
       "</table>\n",
       "<p>... (11 rows omitted)</p>"
      ],
      "text/plain": [
       "Code | Country | Year | Migration Type | Total Migration | Gender | Country 1  | Country 1 Count | Country 2 | Country 2 Count | Country 3 | Country 3 Count | Country 4 | Country 4 Count | Country 5 | Country 5 Count | Migrants Under 15 years old | Migrants 20-29 years old | Migrants 30-39 years old | Migrants 40-49 years old | Migrants 50 years old and older | Admits asylum migrants? | Has migrate to countries abroad as refugees/asylum-seekers? | War or Genocide? | Government instability? | Organized crime? | Economic recession? | Financial crisis? | GDP    | Natural disasters? | Man-made disasters? | Passport power rating | Changes over-time in access to visas?\n",
       "356  | India   | 1990 | Immigration    | 3914396         | female | Bangladesh | 2324893         | Pakistan  | 1024721         | Nepal     | 223552          | Sri Lanka | 143161          | Myanmar   | 44527           | 125113                      | 147929                   | 499735                   | 632584                   | 537438                          | Yes                     | Yes                                                         | Yes              | No                      | Yes              | No                  | No                | 316697 | Yes                | Yes                 | 64                    | Yes\n",
       "356  | India   | 1990 | Immigration    | 3578808         | male   | Bangladesh | 2050262         | Pakistan  | 896557          | Nepal     | 294660          | Sri Lanka | 138559          | Myanmar   | 41179           | 139184                      | 166291                   | 532701                   | 691628                   | 635274                          | Yes                     | Yes                                                         | Yes              | No                      | Yes              | No                  | No                | 316697 | Yes                | Yes                 | 64                    | Yes\n",
       "356  | India   | 1990 | Immigration    | 7493204         | total  | Bangladesh | 4375155         | Pakistan  | 1921278         | Nepal     | 518212          | Sri Lanka | 281720          | Myanmar   | 85706           | 264297                      | 314220                   | 1.03244e+06              | 1.32421e+06              | 1.17271e+06                     | Yes                     | Yes                                                         | Yes              | No                      | Yes              | No                  | No                | 316697 | Yes                | Yes                 | 64                    | Yes\n",
       "356  | India   | 1995 | Immigration    | 3608978         | female | Bangladesh | 2180615         | Pakistan  | 863727          | Nepal     | 266232          | Sri Lanka | 119180          | Myanmar   | 38244           | 106719                      | 121870                   | 431343                   | 599816                   | 528423                          | Yes                     | Yes                                                         | Yes              | No                      | Yes              | No                  | No                | 355476 | Yes                | Yes                 | 64                    | Yes\n",
       "356  | India   | 1995 | Immigration    | 3343260         | male   | Bangladesh | 1946520         | Pakistan  | 773528          | Nepal     | 324968          | Sri Lanka | 116605          | Myanmar   | 35551           | 117078                      | 135360                   | 453566                   | 646534                   | 615505                          | Yes                     | Yes                                                         | Yes              | No                      | Yes              | No                  | No                | 355476 | Yes                | Yes                 | 64                    | Yes\n",
       "356  | India   | 1995 | Immigration    | 6952238         | total  | Bangladesh | 4127135         | Pakistan  | 1637255         | Nepal     | 591200          | Sri Lanka | 235785          | Myanmar   | 73795           | 223797                      | 257230                   | 884909                   | 1.24635e+06              | 1.14393e+06                     | Yes                     | Yes                                                         | Yes              | No                      | Yes              | No                  | No                | 355476 | Yes                | Yes                 | 64                    | Yes\n",
       "356  | India   | 2000 | Immigration    | 3303560         | female | Bangladesh | 2036336         | Pakistan  | 702733          | Nepal     | 308912          | Sri Lanka | 95199           | Myanmar   | 31962           | 99263                       | 71373                    | 308503                   | 489591                   | 531967                          | Yes                     | Yes                                                         | Yes              | No                      | Yes              | No                  | No                | 412147 | Yes                | Yes                 | 64                    | Yes\n",
       "356  | India   | 2000 | Immigration    | 3107712         | male   | Bangladesh | 1842778         | Pakistan  | 650498          | Nepal     | 355275          | Sri Lanka | 94651           | Myanmar   | 29922           | 107868                      | 79477                    | 310634                   | 514432                   | 622172                          | Yes                     | Yes                                                         | Yes              | No                      | Yes              | No                  | No                | 412147 | Yes                | Yes                 | 64                    | Yes\n",
       "356  | India   | 2000 | Immigration    | 6411272         | total  | Bangladesh | 3879114         | Pakistan  | 1353231         | Nepal     | 664187          | Sri Lanka | 189850          | Myanmar   | 61884           | 207131                      | 150850                   | 619137                   | 1.00402e+06              | 1.15414e+06                     | Yes                     | Yes                                                         | Yes              | No                      | Yes              | No                  | No                | 412147 | Yes                | Yes                 | 64                    | Yes\n",
       "356  | India   | 2005 | Immigration    | 3045693         | female | Bangladesh | 1877540         | Pakistan  | 647902          | Nepal     | 284662          | Sri Lanka | 87758           | Myanmar   | 29467           | 123203                      | 100286                   | 379467                   | 449965                   | 546691                          | Yes                     | Yes                                                         | Yes              | No                      | Yes              | No                  | No                | 808901 | Yes                | Yes                 | 64                    | Yes\n",
       "... (11 rows omitted)"
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "table_to_visualize = data.where(\"Country\", \"India\").where(\"Migration Type\", \"Immigration\") #call .where on data thrice for the best results\n",
    "table_to_visualize #call either .bar or .plot depending on your data"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Congratulations! You have learned the basics of data science programming! For the next part, we wrote some higher functions that essentially do the same things you just learned with some plotting magic."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Picking Your Variables <a id='1'></a>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "For this section, you will be selecting your country for the graph. Please type your country's name in the provided space below."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Replace the elipsis with your country name. DO NOT REMOVE THE QUOTES!\n",
    "# Then, run the cell.\n",
    "my_country = \"India\""
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Next, you will be able to pick a variable to investigate for your country. The options are listed for you below: \n",
    "1. Immigration\n",
    "2. Emigration\n",
    "3. Age (Immigration Only)\n",
    "Our personal favorite is 3 :)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Replace the elipsis with the number of the variable \n",
    "# that you would like to explore. No need for quotes.\n",
    "# Then, run the cell.\n",
    "my_variable = 3"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Graphing the Data  <a id='2'></a>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now, let's graph the data for your variables! Run the cell below."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAdoAAAHZCAYAAAAhcPoBAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjAsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+17YcXAAAgAElEQVR4nOzdeZyO9f7H8dcne0kcybFMqRSGGTOWkEg5IRVaVYQkLZTT7iz9qDhHyylRKCekxVScLO1SQ4ttRmMrGctgJoQsqazz/f1xXXN3zz73mHsm4/18PO7H3Nf3+l7X93tdN/fnvr7X8jHnHCIiIhIeJ5V0B0REREozBVoREZEwUqAVEREJIwVaERGRMFKgFRERCSMFWhERkTBSoJUiZ2YbzcyZWf0SaHuK37Yzs3QzSzWzaWZWr7j7UpzMrLmZ7TazKv50PX8fXFnC/ZpiZgnF3Ob5ZjbczKpmKe/n75PKYWizhZn9ZGanhbDMtWb2mZntMbODZrbWzJ41s9pF3b8Q+jTQzHqUVPullQKtFCkzawPU8ydvKqFurAHaABcB/wd0AD4ws/Il1J/iMAKY4JzbV9IdyeIJoF8xt3k+MAyomqX8fbx/F78WdYPOuQTgG+C+gtQ3s/8AbwMbgFuATsBzQEfgxaLuXwgGAgq0RaxsSXdASp2bgF+AVf77J0qgD7845xb57782s1+BaUAL4OsS6E9Ymdl5QBfg3pLuS1bOufVFsR4zKwekO+eOHkNfdgA7iqI/uZgMPGNmI5xzR3KrZGZXAfcDtznnJgXNmm9mL+MFXSlFdEQrRcbMygA3ALOBSUAjM2uaQ70OZrbCzA6Y2VIzu8DMdprZ8Cz1uptZgl9vm5k95X/hhmq5/zciaN21zGySmW0ws9/8YbsRwUe9QcOvN5jZS2a21x+KfszMMv3fMbPrzSzZX9fnZhbrL9svS70BZrbaHyrcZGYPZ5nf2Mw+8ochfzGz78xsUD7b1xdY4ZxLzquSmaWY2TNmNtTMtvrb8x/zdPX79bOZzTSzakHLdfC3paOZzfL7lWxmncysjJk97X9+aWZ2f5Y2sw0dF+TzN7N4M5vuD2WuBw4Atc2soZnFmdkWM/vV7/NfMz4PM+sAzPFXk3EKI8Wfl23o2MxON7NXzWyXv754M2uRy367z//8d/t9yHrEPBv4E9A5r88B76h3WZYgC4Bz7qhz7sMQ++fMbHCWsuFmtjNoOmPbo8xsrv8ZrjGza4L3OdAc6Gu/n37p58/rZmaJ/nK7zWyxmV2cz3aKT4FWitIlQE0gDpgOHCbL8LGZ1QE+AH4ErgNeAt4AKmWpdwPwP2AJ0A14DG9Y69+F6NeZ/t+NQWWnAz/hHVl0AZ4GbgXG5rD8U8B+v7+v4w1HXxfU1xZ427wMuBrvC/etrCsxs4eA8cBM4Er//RNZviTnAEeB3njbPRY4NZ/t60jBj9RvBC7A29an8Lb/WbyRh0eBO4GLyXk/vwR8ibeNm/A+4xf8/t3sT//HzFrl1nhBP39fW+Au4BHgKmAvUAf4Hrgb6ApMxPu38Yi/zDLgQf/9NXhDxVfnuje8z6Kzv0xPvO/Ezy379QU34O3ngX5bVwL/Cq7gD9uvBv6SW2Pm/VC8EPgojz4Vpn8F9Sbev8+rgWQgzszq+vPuxjvt8gHefmsDvG9m5+J9tp/hfQ69gPfwflRIQTjn9NKrSF7AK8BuoLw//R6QAlhQnaeBnUCloLIbAAcM96cN74t8cpb19wd+A6rn0YcpQALeaZFyQDTeubMP8+l7WbxgcSCo//X8fk3NUjcJiAuafgdvqDx4Ox/2l+3nT1fBC9bDsqzrcWAbUAYv+DsgKoR9bn6fB2Upz+j7lUFlKcA6oExQ2RLgCHB2UNlTwPag6Q7+uoYFlUX6ZZ8FlZ3kb8uTWT+PUD5/vyze/6xr5rPtZYG/AxuCyq/011cvS/1+fnllf7qLP31xUJ1T8IaXX8qy39YDZYPKRgPbcvn391Ueff6z3+YdBfhsC9o/BwzOsuxwYGcO294/qKy6/9nfGVSWAEzJsq7rgF0F/TepV/aXjmilSJg35HoN8K5z7pBfHAechffLOENLYK5z7regstlZVnc+3lHo22ZWNuOF94u6ItAkn+40xzuaPoQ3bFyF7EfW5g85fmtmv/n13wAq8PsRcIZPskx/C9QNmm4JzHH+t1Iu29QG70vynRy2qaa/vp+ALcAEM+tpZmfks50A1fw+78yvoi/eZT7PuQ5Icc5tzFJWw7JfPDYvSx38/gPgnEvHu7inTh7tF+Tzz5DonNseXGBmFc0bul8HHMT73EYCZ/v7MxQXAD865+YHbcMveD8QL8pS93OX+bzrt8AZlv1Uxk68YJqfgmRzCaV/BRX4t+yc24U3slA39+oArARO84ewO5nZKYVs+4SlQCtF5XK8qzw/MLOq/vmreLwvw+Ag92eyXJDinDuAd7SX4XT/7wd4X6QZr4xgEEHevsP7Qr8Q78jyTLwhymB/BZ4B3gW6432pZZwLrZil7p4s04ey1Mm2TTlMZ2zTajJv0+d+eYQfqDrhHRVOAraZ2RdmFpvjVmbu68E86gTLaVtyKjMga6AN1Av6MZXfvsmqIJ9/hu05lD2JN4z6Mt7QcUu8K67Jp92c1MILNDm1m3VYNLd9VCFL+cF8+rHLr5P1x9yx9q+gQv28cM59j/d/5By8/5M7zexNM6tRyD6ccHTVsRSVjGD6Tg7zrjezv/pHUtuATP9BzawiEHxv40/+34F4w75ZbcyhLNivzrvdAmChv/7HzexZ59zijD4B051z/wjqR2Q+681Ntm3KYTpjm64k5wDyPYBzbg1wrX+k1A4vsLxvZnX9QJxVxnqzXpjzR1WQzz9DTkd91wNjnXNPBS1/RSH7shXIadSgJr/v11BVzWtZ59xhM/sK77zrP4uofwfJ/qOoGkXIOfc+3r/D04Ar8IbOx+Kd85d86IhWjpk/lHQV3i00l2R53Y/3xXCpX30pcJmZBV/80i3LKr8H0vDOsSXk8NoVYhf/gzek90hQWSWyHwX2CnG9GZYCV5mZBZVl3aaFeOcca+eyTT8HV3bOHXbOfYZ3oVItcgmk/tHgZuDsQva9uBXk889Lps/NvCvds37ZZxxt53eEuxhv+Ld90PpOxgskX4bQp2D1gLX51BkNtDCzvllnmNlJZtYlxP6lAo2C14F34VZh5HmE65zb65x7E28kqLA/TE84OqKVotAdOBl4PuiIEQD/1/s/8I545+J9yQwC5pjZc3hDiUPxHiKQDt65PjN7AHjNvCcdfYj3BXAO3s301znnCvzQAefcr35bT5jZec67DWYucK+ZLca70KUXUNgrOZ/E+1KMM7PJeF96t/vzMrZpj3m3rzxvZmcBC/B+6J4PXOKcu9rMovGGs9/CO9dZDe/HwXLnXF5HWF/hnZc+HuT7+edjLjDIP0f7k7+urMO33/t/7zCzOLwRjpVZV+Sc+9jMvgbeMrOheMO6D+IF86dD3jJPC7x/D7lyzs0xs2eBV8ysLTALb+i8Id5V3ynARyH07128ffIN3r+bAXjXJRTGGqCzmXX229uIdzFUG7wrpX8AzsMbWZhayDZOPCV9NZZex/8L75aUtXnMH4d3bqiCP30JsALvyCQJb4j0APDXLMtdDnyB9wCMfX7dEQRd/ZlDW1MIuso1qLwK3hXRL/nTlfEeMPCT//ovv1+t2sSvU48sV+7m1gbelbPr/O34Eu8WDwf0yFKvN5CId3S7Gy9A3+/POwN4De/L8gDeMOs04Mx89v91wM9kvpI3W9/xvsCfKcC29CPz1bkdgvdLUL2crnaNxxuSz2v9+X7+WdcTVF4TL7DswxuCfwrvR02gv369B/CuXD+Cd7FXtu3yy2rgBYzd/mcyH2iZpc2c9ltO64rF+7FQr4D/b67FO0e/F++H5Fq8H1p/DrF/lYFX8f4db8Mbkn6MnK86rpzXtuH9mP3U75Pzl2uD91StH/zPaSPej4kKxfk9czy/zN+5IiXGzC7CC6iXOuc+z6/+8cDMeuMFzXNc5it6w9FWebzhw0HOuZzOkf+hlZbP38z+jRcEc72PVk5MCrRS7MzsSbyLnLYBDfAelLALiHU5X/Dzh2dm4/GGNXcDzfCOKr5yzhXLQ/39h2F0d84V9raPYlNKP/9T8I6gr3POxZdwd+QPRudopSRUwDvHVBNvyPMTvOHT4/JL1lcdb4i8Ol7QeAvv1qLi8gJwspmd5pzbW4ztFkZp/PzPBB5XkJWc6IhWREQkjHR7j4iISBgp0IqIiISRztEWwumnn+7q1atX0t0QEZE/kMTExJ3OuWyPplSgLYR69eqRkJCQf0URETlhmNmmnMo1dCwiIhJGCrQiIiJhpEArIiISRjpHW0QOHz5MamoqBw4cKOmuiJSYihUrUrduXcqVy5oPXeTEpUBbRFJTUzn11FOpV68embOliZwYnHPs2rWL1NRUzj77eMnaJxJ+GjouIgcOHKB69eoKsnLCMjOqV6+uUR2RLBRoi5CCrJzo9H9AJDsF2lLEzOjdu3dg+siRI9SoUYMrr/QSyMyePZtRo0aFvR8zZ87k22+/LXD9KVOmMHjw4ExlHTp0CPle5cqVK4dUP6sXXniB+vXrY2bs3LkzUB4fH89pp51GTEwMMTExPP7448fUTnGJj48PfPZZ1atXL9M2ikj46BxtmNSqeybb0rYU2fr+XCeCramb86xzyimnsGrVKn777TcqVarE3LlzqVOnTmB+t27d6NatW4HbPHLkCGXLhv5PZObMmVx55ZVERkaGvGxxyUjIfNJJv//WbNu2LVdeeSUdOnTIVr9du3a89957xdhDz9GjRylTpkyxtysiRUeBNky2pW3hrEeK7ot505MFS2vatWtX3n//fa677jqmTZvGTTfdxBdffAF4R44JCQm88MILrF+/nl69evHLL7/QvXt3Ro8ezf79+4mPj+fRRx+lWrVqrFmzhrVr19KjRw+2bNnCgQMHGDJkCAMHDgS8I8ghQ4bw3nvvUalSJWbNmsX69euZPXs28+fPZ8SIEcyYMYP333+fCRMmULZsWSIjI4mLiwtp23Nqp2bNmmzcuJGbb76Z/fv3071790zLPP3007z99tscPHiQq6++mscee4yUlBQ6d+5Mq1atSExM5IMPPuCss84KLBMbGxtSv4JNmjSJFStWMHr0aAAmTpzIt99+y3PPPcfrr7/OmDFjOHToEK1atWLcuHGUKVOGu+66i6VLl/Lbb79x3XXX8dhjjwHe0WbPnj2ZO3cuDz/8MD/++GOe++/AgQPcddddJCQkULZsWZ599lkuueSSTHV27drFTTfdRFpaGm3atEFZu0SKj4aOS5kbb7yRuLg4Dhw4wIoVK2jVqlWO9YYMGcKQIUNYuXIldevWzTRv2bJlPP/886xduxbwgkhiYiIJCQmMGTOGXbt2AfDLL7/QunVrli9fTvv27Zk4cSIXXngh3bp14+mnnyYpKYlzzz2XUaNG8c0337BixQomTJgQ8jbl1E7GNtx1112sXLmSWrVqBep/8sknJCcns2TJEpKSkkhMTGTBggUAJCcnc/fdd7N69epMQTY/CxcupGnTplx++eWsXr062/wbbriBOXPmcPjwYQAmT55M//79+e6773jrrbf46quvSEpKokyZMrzxxhsAjBw5koSEBFasWMH8+fNZsWJFYH3Vq1dn2bJl3HjjjfnuvxdffBEzY+XKlUybNo2+fftmuyDpscce46KLLmL16tVcffXVbN6c9+iIiBQdBdpSJjo6mpSUFKZNm0bXrl1zrbdw4UKuv/56AG6++eZM8y644IJMt2eMGTOGpk2b0rp1a7Zs2UJycjIA5cuXD5wDbN68OSkpKbn2qVevXrz++us5DkXndgFNRnlu7Xz11VfcdNNNANxyyy2B5T755BM++eQTYmNjadasGWvWrAn0+ayzzqJ169a57pecNGvWjE2bNrF8+XLuueceevToka1O5cqVufTSS3nvvfdYs2YNhw8fJioqinnz5pGYmEjLli2JiYlh3rx5bNiwAYC3336bZs2aERsby+rVqzOd1+7Zs2fgfX7778svvwycm2/YsCFnnXVW4EdShgULFgTqXHHFFVSrVi2kfSAihaeh41KoW7duPPjgg8THxweOPkNxyimnBN7Hx8fz6aefsnDhQk4++WQ6dOgQOFoqV65cIBiWKVOGI0eO5Li+999/nwULFjBnzhxGjhzJypUrMwWM6tWrs3v37kzL/PTTT5x++un5tpNTkHbO8be//Y077rgjU3lKSkqmbSuoKlWqBN537dqVu+++m507dwb6l2HAgAH861//omHDhtx6662BvvTt25d///vfmepu3LiRZ555hqVLl1KtWjX69euX6Sg0uJ/57T8R+WPTEW0p1L9/f4YNG0ZUVFSudVq3bs2MGTMA8jxnunfvXqpVq8bJJ5/MmjVrWLRoUb7tn3rqqfz8888ApKens2XLFi655BKefPJJ9u7dy/79+zPVb9myJV999RXbtm0DICEhgYMHDxIREZFnO23btg30PWM4FqBz585MmjQp0E5aWho//vhjvv3OzbZt2wLnNJcsWUJ6ejrVq1fPVq9Vq1Zs2bKFN998M3Ck3bFjR6ZPnx5o/6effmLTpk3s27ePU045hdNOO43t27fz4Ycf5th2QfZfu3btAtu/du1aNm/eTIMGDTLVad++PW+++SYAH374YbYfNiISPvpZXArVrVuXe++9N886o0ePpnfv3owcOZIuXbpw2mmn5VivS5cuTJgwgUaNGtGgQYMCDbveeOON3H777YwZM4a4uDhuu+029u7di3OOe++9l6pVq2aqX7NmTZ5//nm6du1Keno6lStXZtq0aZmuCM7J888/z80338yTTz6Z6WKoTp068d1339GmTRvAG9Z9/fXX8716d8yYMTz11FNs27aN6Ohounbtyn//+1+mT5/O+PHjKVu2LJUqVSIuLi7X4e4bbriBpKSkwNBsZGQkI0aMoFOnTqSnp1OuXDlefPFFWrduTWxsLA0bNiQiIoK2bdvmuL6jR4/Su3fvPPff3XffzV133UVUVBRly5ZlypQpVKhQIVOdYcOGcdNNN9G4cWMuvPBCzjzzzDz3hYgUHdPVh6Fr0aKFy3qP53fffUejRo0C0yVxe08ofv31VypVqoSZERcXx7Rp05g1a1aRrf9EdeWVV3LffffRsWPHku5Kicn6f0HkRGFmic65FlnLdUQbJkUZFMMhMTGRwYMH45yjatWqTJo0qaS7dFzbs2cPF1xwAU2bNj2hg6xIUYiocyapP4R2oFK3dgRb0v6Y37sKtCeodu3asXz58pLuRqlRtWrVbFf6ikjhpP6whRfumBfSMoNf+uP+wNXFUCIiImGkQCsiIhJGCrQiIiJhpEArIiISRgq0pcjxmiZv7ty5NG/enKioKJo3b85nn30WmJeYmEhUVBT169fn3nvvzfFh+BkPdIiMjKRx48Y8//zzgXnLly+nTZs2REVFcdVVV7Fv375j27hiMnz4cJ555pls5SkpKTRp0qQEeiRSOGfVqo2ZhfQqbXTVcZjUq1uLTWnbimx9Z9X5MympW/Osc7ymyTv99NOZM2cOtWvXZtWqVXTu3Jm0tDQA7rrrLiZOnEirVq3o2rUrH330EZdffnmm5cuWLct//vMfmjVrxs8//0zz5s257LLLiIyMZMCAATzzzDNcfPHFTJo0iaeffponnngi5G0KVU5p+ERORJu3beXbBg1DWiby+zVh6k3J0LdAmGxK24YbVqXIXgUN2hlp8oBAmrwMwQnW169fT+vWrYmKiuKf//xnIGl6fHw87dq1o1u3boFA2aNHD5o3b07jxo15+eWXA+urXLky//jHPwIJB7Zv387XX3/N7Nmzeeihh4iJiWH9+vWMGTOGyMhIoqOjufHGG7P1OTY2ltq1awPQuHFjfvvtNw4ePMjWrVvZt28frVu3xszo06cPM2fOzLZ8rVq1aNasGeA9/rFRo0aBQL127Vrat28PwGWXXRZ47GSwrOvt1asXs2bN4ujRozz00EO0bNmS6OhoXnrpJQD2799Px44dadasGVFRUYEHfaSkpNCgQQP69OlDkyZN2LJlC/369aNJkyZERUXx3HPPZWs7JSWFSy+9lOjoaDp27JhjVp3ExESaNm1K06ZNefHFF7PNF5E/NgXaUuZ4T5M3Y8YMmjVrRoUKFUhLS8vUt7p16wYCaG5SUlL45ptvAtvduHHjQCB855132LIl+03wt912G1OmTAG8Zzt//fXXXHHFFbzyyiucdtppLF26lKVLlzJx4kQ2btxIxYoVeffdd1m2bBmff/45DzzwQGBIOzgN386dO0lLS2PVqlWsXLkykGgg2D333EPfvn1ZsWIFvXr1yvHRmbfeeitjx47Vfc8ixykF2lLmeEyTl2H16tU88sgjgSPHUO3fv59rr72W0aNHBzLuTJo0iXHjxtG8eXN+/vlnypcvn225iy++mOTkZHbs2MG0adO49tprKVu2LJ988glTp04lJiaGVq1asWvXLpKTk3HO8fe//53o6Gj+8pe/kJaWxvbt24HMafjOOeccNmzYwD333MNHH32UKQtQhoULFwb2/y233MKXX36Zaf6ePXvYs2dP4Kg8OB2giBwfFGhLoYw0ecHDxqHILU3e8uXLiY2NLVSavEGDBrFs2TJatmyZY73U1FSuvvpqpk6dyrnnngtAnTp1SE1NzVSnTp06bNmyhZiYGGJiYgJHyIcPH+baa6+lV69eXHPNNYFlGjZsyCeffEJiYiI33XRTYN1Z9enTh9dffz2QsB2886xjx44lKSmJpKQkNm7cSKdOnXjjjTfYsWMHiYmJJCUlUbNmzcA+Cd531apVY/ny5XTo0IEJEyYwYMCAfPa8iJRGCrSl0PGWJm/Pnj1cccUVjBo1KlMWm1q1alGlShUWLVqEc46pU6fSvXt3IiIiAsHvzjvvxDnHbbfdRqNGjbj//vszrTsjPV16ejojRozgzjvvzLHP/fr1Y/To0QCBc9OdO3dm/PjxHD58GPDO9/7yyy/s3buXM844g3LlyvH555+zadOmHNe5c+dO0tPTufbaaxkxYgTLli3LVufCCy/MlOqvXbt2meZXrVqVqlWrBo50g9MBisjxQYG2FCpomrxnn32W6Oho1q1bl2eavCNHjtCoUSOGDh1a4DR5Tz/9NLGxsSQnJ9O7d2+ioqKIjY3NMc3bCy+8wLp163j88ccDR6oZAXLcuHEMGDCA+vXrc+6552a74hjgq6++4rXXXuOzzz4LLP/BBx8A3gVh559/Pg0bNqR27do5nicFL1Vfo0aNMs0fMGAAkZGRNGvWjCZNmnDHHXdw5MgRevXqRUJCAlFRUUydOpWGDXO+ojItLY0OHToQExND7969syV/Bxg7diyTJ08mOjqa1157LdOtSRkmT57MoEGDiImJyfH2JhH5Y1OavEIoSJq8kri9JxRKk5fZr7/+SlRUFMuWLcv1R4cUjNLkSTAzK9TtPYVJKlDS8Uxp8opZUQbFcFCavN99+umn3Hbbbdx3330KsiJS5BRoT1BKk/e7v/zlL7meZxUROVY6RysiIhJGCrQiIiJhpEArIiISRsUaaM2sgZklBb32mdlfzexPZjbXzJL9v9X8+mZmY8xsnZmtMLNmQevq69dPNrO+QeXNzWylv8wY85+oUJg2REREjlWxBlrn3PfOuRjnXAzQHPgVeBcYCsxzzp0HzPOnAS4HzvNfA4Hx4AVNYBjQCrgAGJYROP06twct18UvD6mN49HxmiZvyZIlgftfmzZtyrvvvhuY99FHH9GgQQPq16+fa983bdpEs2bNiImJoXHjxpmep/zWW28RHR1N48aNeeSRRwq/UcWsQ4cOZL2FDDInhhCR40NJDh13BNY75zYB3YFX/fJXgR7+++7AVOdZBFQ1s1pAZ2Cuc+4n59xuYC7QxZ9XxTm3yHk3VE3Nsq5Q2jgmtSNCz8GY16t2RO182wxOkwfkmCZv6NChuS2eTW6PVMxPqIG2SZMmJCQkkJSUxEcffRR4MMTRo0cZNGgQH374Id9++y3Tpk3Lcb21atVi4cKFJCUlsXjxYkaNGsUPP/zArl27eOihh5g3bx6rV69m27ZtzJsX2r15hVXYfScipU9J3t5zIzDNf1/TOZdx4+k2oKb/vg4QnG4l1S/Lqzw1h/LCtHFMN8JuTd1KkylFl6B7Vb9VBaqXkSbvuuuuC6TJ++KLLwDvaCghIYEXXniB9evX06tXL3755Re6d+/O6NGj2b9/P/Hx8Tz66KNUq1aNNWvWsHbtWnr06MGWLVs4cOAAQ4YMYeDAgYCXJm/IkCG89957VKpUiVmzZrF+/Xpmz57N/PnzGTFiBDNmzOD9999nwoQJlC1blsjIyGyPfDz55JMD7w8cOBB4fvKSJUuoX78+55xzDuA9cWrWrFnZ8twGJwo4ePAg6enpAGzYsIHzzjuPGjVqAN5tPDNmzKBjx46B+unp6TRo0ICvv/6aGjVqkJ6ezvnnn8/ChQsBuPPOOwOp60aPHk3btm1ZsmQJQ4YM4cCBA1SqVInJkyfToEEDpkyZwv/+9z/279/P0aNHiYuLo2fPnuzbt48jR44wfvz4bI9YnDdvHg8++CBHjhyhZcuWjB8/ngoVKmSqM3nyZP79739TtWpVmjZtmm2+iPyxlcgRrZmVB7oB72Sd5x+JhvXxHoVpw8wGmlmCmSXs2LEjTD07dsdrmrzFixfTuHFjoqKiAkE5LS2NiIiIQJ280uRt2bKF6OhoIiIieOSRR6hduzb169fn+++/JyUlhSNHjjBz5sxsafJOOukkevfuHXiG8KeffkrTpk2pUaMGQ4YM4b777mPp0qXMmDEjkBSgYcOGfPHFF3zzzTc8/vjj/P3vf8+076ZPn878+fN588036dy5M0lJSSxfvpyYmJhMbR84cIB+/frx1ltvsXLlykAwDrZ161aGDRvGV199xZdffhnSSIGI/DGU1NDx5cAy59x2f3p7xnCt//dHvzwNiAharq5flld53RzKC9NGJs65l51zLZxzLTKOkP6Ijtc0ea1atWL16tUsXRGaio4AACAASURBVLqUf//734FsOAUVERHBihUrWLduHa+++irbt2+nWrVqjB8/np49e9KuXTvq1atHmTJlsi3bv39/pk6dCng/KjKed/zpp58yePBgYmJi6NatG/v27WP//v3s3buX66+/niZNmnDfffexevXqwLouu+wy/vSnPwHQsmVLJk+ezPDhw1m5ciWnnnpqpna///57zj77bM4//3wA+vbty4IFCzLVWbx4MR06dKBGjRqUL1+enj17hrRfRKTklVSgvYnfh40BZgMZVw73BWYFlffxrwxuDez1h38/BjqZWTX/IqhOwMf+vH1m1tq/2rhPlnWF0sZx63hMk5ehUaNGVK5cmVWrVgVS4mXISJO3ePHiwMVTs2fPzrR87dq1adKkSWC4/KqrrmLx4sUsXLiQBg0aBIJasIiICGrWrMlnn33GkiVLAokL0tPTWbRoUSBTUFpaGpUrV+bRRx/lkksuYdWqVcyZMyfTj4Lgfde+fXsWLFhAnTp16NevXyCYi8iJpdgDrZmdAlwG/C+oeBRwmZklA3/xpwE+ADYA64CJwN0AzrmfgCeApf7rcb8Mv85//WXWAx8Wpo3j2fGWJm/jxo2B4Ltp0ybWrFlDvXr1aNmyJcnJyWzcuJFDhw4RFxdHt27daNWqVSD4devWjdTU1MAFYLt37+bLL7+kQYMGwO9p8nbv3h3IBJSTAQMG0Lt3b66//vrAUW+nTp0YO3ZsoE5SUlJgn2RcZDZlypRc98OmTZuoWbMmt99+OwMGDMiWJq9BgwakpKSwbt06AF577TUuvvjiTHVatWrF/Pnz2bVrF4cPH+add7KdbRGRP7hivxjKOfcLUD1L2S68q5Cz1nXAoFzWMwnI9iR851wCkO0qpMK0cbwqaJq83r17M3LkSLp06ZJnmrwJEybQqFEjGjRoUOA0ebfffjtjxowhLi6O2267jb179+KcyzFN3pdffsmoUaMoV64cJ510EuPGjeP0008HvBR6nTt35ujRo/Tv35/GjRtna++7777jgQcewMxwzvHggw8GfmQMGTIk8Ezn//u//8vxiBa8UYBbb701U5q8MWPGMGjQIKKjozly5Ajt27dnwoQJPPzww/Tt25cRI0ZwxRVX5Lof4uPjefrppylXrhyVK1fOdkRbsWJFJk+ezPXXXx+4GCprvtxatWoxfPhw2rRpQ9WqVbOd5xWRPz6lySuEgqTJqx1Rm61FmMGnVt1a/LDlhyJbn9LkZZaQkMB9990XGHKWwlOaPAmmNHnK3hM2RRkUw0Fp8n43atQoxo8fH7jyWESkKCnQnqCUJu93Q4cODelBHiIioVBSARERkTBSoBUREQkjBVoREZEwUqAVEREJIwXaUuR4TZOXYfPmzVSuXJlnnnkmUFaQNHkZ9u3bR926dTOlkVOaPBEpaQq0YXJWraJNk3dWrdKbJi/D/fffH3j8IVDgNHkZHn30Udq3bx+YVpo8EfkjUKANk83btvJtg4ZF9tq8rWAPv8hIkwcE0uRlCD4aWr9+Pa1btyYqKop//vOfVK5cGfCeZtSuXTu6desWSEfXo0cPmjdvTuPGjXn55ZcD66tcuTL/+Mc/AgkHtm/fztdff83s2bN56KGHiImJYf369YwZM4bIyEiio6O58cYbc+z3zJkzOfvsszM9+Sk4TV758uUDafJykpiYyPbt2+nUqVOgLLc0ecHS09M577zzyMjIlJ6eTv369dmxYwc7duzg2muvpWXLlrRs2ZKvvvoq0K82bdoQGxvLhRdeyPfffx/Yv926dePSSy+lY8eObN26lfbt2xMTE5Pp+cvB5s2bR2xsLFFRUfTv35+DBw9mqzN58mTOP/98LrjggkAfROT4oUBbyhyPafL279/Pk08+ybBhwzKVFzRNXnp6Og888ECmIWdAafJE5A9BgbaUOR7T5A0fPpz77rsvcFQdqnHjxtG1a9dsPxiUJk9E/gj0ZKhSKCNNXnx8fODoMxS5pck7+eST6dChQ6HS5C1YsIA5c+YwcuRIVq5cmSngLl68mOnTp/Pwww+zZ88eTjrpJCpWrEjz5s1zTZN3xx13APD444+zcOFCvvjiC8aNG8f+/fs5dOgQlStXZtSoUVx11VVcddVVALz88ss5BtqsafIyjm4z0uRVrFgxU/3BgwdzySWX8O6775KSkkKHDh1y3HcZafLef/99+vXrx/3330+fPn3y/wBEpFRRoC2F+vfvT9WqVYmKiiI+Pj7HOhlp8nr27FlsafIuuugi4uLi2L9/f6YMPsHnLocPH07lypUZPHgwR44cCaTJq1OnDnFxcbz55ps0btw4kLIOvB8WGaZMmUJCQkLgCuUff/yRM844I5Am7+23386xzxlp8m655ZZsafIeeughwEuTFxMTE1KavLp163L77bdz8OBBli1blinQBqfJq1+/fq5p8oYMGcKuXbuoUqUK77zzDk2bNs1954vIH46GjkuhgqbJe/bZZ4mOjmbdunV5psk7cuQIjRo1YujQoQVOk/f0008TGxtLcnIyvXv3JioqitjY2BzT5OWmbNmygTR5jRo14oYbbsgxTV5ehgwZQmRkJG3btmXo0KF5psnbv39/tjR5CQkJREdHExkZGTi//PDDD/O3v/2N2NjYPK8ujo+Pp2nTpsTGxvLWW28xZMiQTPOD0+RFRUVx0kkn5Zkmr23btsqKI3IcUpq8QihImryzatUu8JXCBXHmn2uxaavS5IWL0uQVHaXJk2BKk6eh47ApyqAYDkqT9zulyRORcFKgPUEpTd7vlCZPRMJJ52hFRETCSIFWREQkjBRoRUREwkiBVkREJIwUaEuR4zVNXkpKCpUqVSImJoaYmJhM95ImJiYSFRVF/fr1uffee0v88v2CqlevHjt37sxWPnz48GzPZC4Koa43t/opKSk0adKkKLsmcsJToA2TiDpnFmmavIg6Z+bb5vGcJu/cc88lKSmJpKSkTIkH7rrrLiZOnEhycjLJycl89NFHhepTqJTmrmC0n0Typ9t7wiT1hy0h33Cdl8EvdSxQvYw0edddd10gTV7GQxgyHk/4wgsvsH79enr16sUvv/xC9+7dGT16NPv37yc+Pp5HH32UatWqsWbNGtauXUuPHj3YsmULBw4cYMiQIQwcOBDw0uQNGTKE9957j0qVKjFr1izWr1/P7NmzmT9/PiNGjGDGjBm8//77TJgwgbJlyxIZGZnnIx+Dbd26lX379gWeRtWnTx9mzpyZKWftzz//THR0NGvXrqVcuXLs27ePpk2bsnbtWjZv3sygQYPYsWMHJ598MhMnTqRhw4bMmTOHESNGcOjQIapXr84bb7xBzZo1GT58OOvXr2fDhg2ceeaZ/POf/+TWW2/l0KFDpKenM2PGDM4777xMfZw2bRr/+te/cM5xxRVX8OSTT2bbjpEjR/Lqq69yxhlnEBERQfPmzbPVyatPmzdvZsOGDWzevJm//vWvgad+FWS9KSkp9O/fn507d1KjRg0mT57MmWdm/tGWmJhI//79ATKlGTx69ChDhw4lPj6egwcPMmjQIO64444c/42ISO50RFvKHI9p8gA2btxIbGwsF198ceCHQVpaWqa+5ZQm79RTT6VDhw6BHLxxcXFcc801lCtXjoEDBzJ27FgSExN55plnuPvuuwG46KKLWLRoEd988w033ngjTz31VGB93377LZ9++inTpk1jwoQJDBkyhKSkJBISErLtpx9++IFHHnmEzz77jKSkJJYuXcrMmTMz1UlMTCQuLo6kpCQ++OADli5dmuP259WnNWvW8PHHH7NkyRIee+wxDh8+XOD13nPPPfTt25cVK1bQq1evHB/NeeuttzJ27Nhs91W/8sornHbaaSxdupSlS5cyceJENm7cCGT/NyIiudMRbSkTSpq8jKBw88038+CDDwbm5ZQm79133wUIpMmrXr16tjR5c+fOzbVPvXr1okePHvTo0SPb/Fq1arF582aqV69OYmIiPXr0yJR6Lj8DBgzgqaeeokePHkyePJmJEyeyf/9+vv7660AqQCCQVD01NZWePXuydetWDh06lGlbu3XrRqVKlQBo06YNI0eOJDU1lWuuuSbb0ezSpUsDKewAevXqxYIFCzJt4xdffMHVV1/NySefHFh/TvLq0xVXXEGFChWoUKECZ5xxBtu3by/wehcuXMj//vc/AG655RYefvjhTPP37NnDnj17aN++faDOhx9+CMAnn3zCihUrmD59OuAlmEhOTqZ8+fLZ/o2ISO50RFsKZaTJu+mmmwq1fG5p8pYvX05sbGyh0uQNGjSIZcuW0bJly2z1KlSoQPXq1QEvYJ977rmsXbuWOnXqkJqaGqiXkSYvq7Zt25KSkkJ8fDxHjx6lSZMmpKenU7Vq1cB536SkJL777jvAO8obPHgwK1eu5KWXXgpsT9Ztv/nmm5k9ezaVKlWia9eufPbZZyHtx1Dk1acKFSoE3ue1n4uac46xY8cG9t/GjRsDQ8vB+0lE8qZAWwr179+fYcOGERUVlWudjDR5QLGlyXvyySfZu3cv+/fvz1R/x44dHD16FIANGzaQnJzMOeecQ61atahSpQqLFi3COcfUqVPp3r17jm326dOHm2++OZB9p0qVKpx99tm88847gBc0MoZGg9Pcvfrqq7lux4YNGzjnnHO499576d69OytWrMg0/4ILLmD+/Pns3LmTo0ePMm3atGxp7tq3b8/MmTP57bff+Pnnn5kzZ06ObRW0T6Gu98ILLwx8vm+88Qbt2rXLNL9q1apUrVqVL7/8MlAnQ+fOnRk/fjyHDx8GYO3atfzyyy/59k1EMlOgLYWOtzR5CxYsIDo6mpiYGK677jomTJjAn/70JwDGjRvHgAEDqF+/Pueee26mC6GC9erVi927d2c6in/jjTd45ZVXaNq0KY0bNw5kJxo+fDjXX389zZs35/TTT891O95++22aNGlCTEwMq1atypa0vVatWowaNYpLLrmEpk2b0rx582w/BJo1a0bPnj1p2rQpl19+OS1btsyxrYL2KdT1jh07lsmTJxMdHc1rr73G888/n63O5MmTGTRoEDExMZlunxowYACRkZE0a9aMJk2acMcdd+gqY5FCUJq8QihImryIOmeS+sOWImuzbu0ItqRtLrL1lbY0edOnT2fWrFm89tprJd2VE57S5EkwpcnTxVBhU5RBMRxKU5q8e+65hw8//JAPPvigpLsiIpKNAu0JqjSlyRs7dmxJd0FEJFc6RysiIhJGCrRFqKTPD4iUNP0fEMlOgbaIVKxYkV27dumLRk5Yzjl27dpFxYoVS7orIn8oOkdbROrWrUtqaio7duwo6a6IlJiKFStme1SlyIlOgbaIlCtXTo+kExGRbDR0LCIiEkbFHmjNrKqZTTezNWb2nZm1MbM/mdlcM0v2/1bz65qZjTGzdWa2wsyaBa2nr18/2cz6BpU3N7OV/jJjzH8Yb2HaEBEROVYlcUT7PPCRc64h0BT4DhgKzHPOnQfM86cBLgfO818DgfHgBU1gGNAKuAAYlhE4/Tq3By3XxS8PqQ0REZGiUKyB1sxOA9oDrwA45w455/YA3YGMJ6m/CmTkGesOTHWeRUBVM6sFdAbmOud+cs7tBuYCXfx5VZxzi5x3+e/ULOsKpQ0REZFjVtxHtGcDO4DJZvaNmf3XzE4Bajrntvp1tgE1/fd1gOAHBqf6ZXmVp+ZQTiHaEBEROWbFHWjLAs2A8c65WOAXfh/CBcA/Eg3rzaiFacPMBppZgpkl6BYeEREpqOIOtKlAqnNusT89HS/wbs8YrvX//ujPTwMigpav65flVV43h3IK0UYmzrmXnXMtnHMtatSoUeANFhGRE1uxBlrn3DZgi5k18Is6At8Cs4GMK4f7Ahn52mYDffwrg1sDe/3h34+BTmZWzb8IqhPwsT9vn5m19q827pNlXaG0ISIicsxK4oEV9wBvmFl5YANwK17Af9vMbgM2ATf4dT8AugLrgF/9ujjnfjKzJ4Clfr3HnXM/+e/vBqYAlYAP/RfAqFDaEBERKQrFHmidc0lAtsS4eEe3Wes6YFAu65kEZEui6pxLAJrkUL4r1DZERESOlZ4MJSIiEkYKtCIiImGkQCsiIhJGCrQiIiJhpEArIiISRgq0IiIiYaRAKyIiEkYKtCIiImGkQCsiIhJGCrQiIiJhpEArIiISRgq0IiIiYaRAKyIiEkYKtCIiImGkQCsiIhJGCrQiIiJhpEArIiISRgq0IiIiYaRAKyIiEkYKtCIiImGkQCsiIhJGCrQiIiJhpEArIiISRgq0IiIiYaRAKyIiEkYKtCIiImGkQCsiIgVSO6I2ZhbSS6BsSXdARESOD1tTt9JkSpOQllnVb1WYenP80BGtiIhIGCnQioiIhJECrYiISBgp0IqIiISRAq2IiEgYKdCKiIiEkQKtiIhIGCnQioiIhJECrYiISBgp0IqIiISRAq2IiEgYKdCKiIiEUbEHWjNLMbOVZpZkZgl+2Z/MbK6ZJft/q/nlZmZjzGydma0ws2ZB6+nr1082s75B5c399a/zl7XCtiEiInKsSuqI9hLnXIxzroU/PRSY55w7D5jnTwNcDpznvwYC48ELmsAwoBVwATAsI3D6dW4PWq5LYdoQEREpCn+UoePuwKv++1eBHkHlU51nEVDVzGoBnYG5zrmfnHO7gblAF39eFefcIuecA6ZmWVcobYiIiByzkgi0DvjEzBLNbKBfVtM5t9V/vw2o6b+vA2wJWjbVL8urPDWH8sK0kYmZDTSzBDNL2LFjR4E2VEREpCQSv1/knEszszOAuWa2Jnimc86ZmQtnBwrThnPuZeBlgBYtWoS1fyIiUnoU+xGtcy7N//sj8C7eOdbtGcO1/t8f/eppQETQ4nX9srzK6+ZQTiHaEBEROWbFGmjN7BQzOzXjPdAJWAXMBjKuHO4LzPLfzwb6+FcGtwb2+sO/HwOdzKyafxFUJ+Bjf94+M2vtX23cJ8u6QmlDRETkmBX30HFN4F3/jpuywJvOuY/MbCnwtpndBmwCbvDrfwB0BdYBvwK3AjjnfjKzJ4Clfr3HnXM/+e/vBqYAlYAP/RfAqFDaEBERKQrFGmidcxuApjmU7wI65lDugEG5rGsSMCmH8gSgSVG0ISIicqz+KLf3iIiIlEoKtCIiImGkQCsiIhJGCrQiIiJhpEArIiISRgq0IiIiYaRAKyIiEkYKtCIiImGkQCsiIhJGCrQiIiJhpEArIiISRgq0IiIiYaRAKyIiEkYKtCIiImGkQCsiIhJGCrQiIiJhpEArIiISRgq0IiIiYaRAKyIiEkYKtCIiImGkQCsiIhJGCrQiIiJhpEArIiISRgUOtGbWzsy6B02fbmZvmlmSmf3HzMqFp4siIiLHr1COaJ8CmgRNPw90BBYB/YDHiq5bIiIipUMogbYBkAhgZicDVwNDnHN3Ag8DPYu+eyIiIse3UAJteeCA/74tUBZ4359eC9Qqwn6JiIiUCqEE2jVAF/99L2Chc+5nf7o28FNRdkxERKQ0KBtC3ceBd8zsNuA0oHvQvC7AN0XZMRERkdKgwIHWOTfbzBoBscBK59zaoNkLgeVF3TkREZHjXSi39/QB9jrnZmQJsgDT8S6WEhERkSChnKOdDJyby7yz/fkiIiISJJRAa3nMqw7sO8a+iIiIlDp5nqP1nwQVfNHTo2a2I0u1ikA7YGkR901EROS4l9/FUGcAUUHT5wJ/zlLnEPAJMKII+yUiIlIq5BlonXMTgYkAZvY5cJdzbk1xdExERKQ0COX2nkvC2REREZHSKJQHVmBmtYErgbp452aDOefcI0XVMRERkdKgwIHWzK4GpgFlgB/xzs0Gc4ACrYiISJBQbu/5F95FTzWdc3Wcc2dneZ1T0BWZWRkz+8bM3vOnzzazxWa2zszeMrPyfnkFf3qdP79e0Dr+5pd/b2adg8q7+GXrzGxoUHnIbYiIiByrUAJtBDDGOVcUyQOGAN8FTT8JPOecqw/sBm7zy28Ddvvlz/n1MLNI4EagMd5zlsf5wbsM8CJwORAJ3OTXDbkNERGRohBKoP2aInjMopnVBa4A/utPG3Ap3mMcAV4Fevjvu/vT+PM7+vW7A3HOuYPOuY3AOuAC/7XOObfBOXcIiAO6F7INESlmEXXOxMxCekXUObOkuy2Sp1AuhrofeMPM9gNzgT1ZKzjnfi3AekbjJYo/1Z+uDuxxzh3xp1OBOv77OsAWf91HzGyvX78OsChoncHLbMlS3qqQbewswLaISBFK/WELL9wxL6RlBr/UMUy9ESkaoQTaFf7fyXgXPuWkTF4rMLMrgR+dc4lm1iGEtkucmQ0EBgKceaZ+QYuISMGEEmj7k3uALai2QDcz64p3e1AV4HmgqpmV9Y846wJpfv00vHPDqWZWFi8P7q6g8gzBy+RUvqsQbWTinHsZeBmgRYsWx7ofRETkBBHKAyumHGtjzrm/AX8D8I9oH3TO9TKzd4Dr8M6p9gVm+YvM9qcX+vM/c845M5sNvGlmzwK1gfOAJXiJD84zs7PxAuiNwM3+Mp+H0saxbquIiAiE+MCKMHoEiDOzEcA3wCt++SvAa2a2DvgJL3DinFttZm8D3wJHgEHOuaMAZjYY+BhvGHuSc251YdoQEREpCqE8sGIH+QwdO+fOKOj6nHPxQLz/fgPeFcNZ6xwArs9l+ZHAyBzKPwA+yKE85DZERESOVShHtC+SPdBWAzrinWudVFSdEhERKS1COUc7PKdy/57Tt4HDRdQnERGRUiOUB1bkyL9w6L/A4GPvjoiISOlyzIHWdw5QvojWJSIiUmqEcjHU3TkUlwcaAb2Ad4qqUyIiIqVFKBdDvZBD2UG8xxmOAx4rkh6JiIiUIqFcDFVUw8wicgI4q1ZtNm/bWtLdEClxf5QHVohIKbN521a+bdAwpGUiv18Tpt6IlJyQjlLN7BwzG29mK80szf87zswKnPRdRETkRBLKxVDNgc+BA8B7wHagJnAt0MvMLnHOLQtLL0VERI5ToQwdP4P3jODLg/POmtnJeI88fAYvubqIiIj4Qhk6vgB4Kmtyd3/6GbwE6yIiIhIklED7G1A9l3l/whtSFhERkSChBNr3gVFmdlFwoT/9b2BOUXZMRESkNAgl0N4PbADmm9lWM1tuZluBBcBG4IFwdFCOP2fVqo2ZhfQ6q1btku62iEhYhPLAil3ARWbWBWgJ1AK2Aoudc5+EqX9yHNL9kyIiv8vziNbMapnZDDPrnFHmnPvIOfeEc+5u59wTXjWbYWYFTvouIiJyoshv6PhBvMw8eR2xfgKcjYaORUREsskv0F4JTPBzzubIn/cS0L0oOyYiIlIa5BdozwK+LcB6vgPqHXNvRERESpn8Au1vQJUCrKeyX1dERESC5BdolwHdCrCe7n5dkUIpW6ZcyLcERdQ5s6S7LSKSr/xu7xkHvGVmXzvnXs2pgpn1AW4FehZ15+TEceToYV64Y15Iywx+qWOYeiMiUnTyDLTOuRlm9jww2cwGAx8BmwEHnAl0BloAzznn3g13Z0VERI43+T6wwjn3gJnFA3/Fu92ngj/rIPAV0N05917YeigiInIcK9CToZxzc4A5ZlaW3xML7HLOHQlbz0REREqBUPLR4gfW7WHqi4iISKkTSlIBERERCZECrYiISBgp0IqIiISRAq2IiEgYKdCKiIiEkQKtiIhIGCnQioiIhJECrYiISBgp0IqIiISRAq2IiEgYKdCKiIiEkQKtiIhIGCnQioiIhFGxBlozq2hmS8xsuZmtNrPH/PKzzWyxma0zs7fMrLxfXsGfXufPrxe0rr/55d+bWeeg8i5+2TozGxpUHnIbIiIix6q4j2gPApc655oCMUAXM2sNPAk855yrD+wGbvPr3wbs9suf8+thZpHAjUBjoAswzszKmFkZ4EXgciASuMmvS6htiIiIFIViDbTOs9+fLOe/HHApMN0vfxXo4b/v7k/jz+9oZuaXxznnDjrnNgLrgAv81zrn3Abn3CEgDujuLxNqGyIiIses2M/R+keeScCPwFxgPbDHTyoPkArU8d/XAbZAIOn8XqB6cHmWZXIrr16INrL2e6CZJZhZwo4dOwq38SIicsIp9kDrnDvqnIsB6uIdgTYs7j4UhnPuZedcC+dcixo1apR0d0RE5DhRYlcdO+f2AJ8DbYCqZlbWn1UXSPPfpwERAP7804BdweVZlsmtfFch2hARETlmxX3VcQ0zq+q/rwRcBnyHF3Cv86v1BWb572f70/jzP3POOb/8Rv+K4bOB84AlwFLgPP8K4/J4F0zN9pcJtQ0REZFjVjb/KkWqFvCqf3XwScDbzrn3zOxbIM7MRgDfAK/49V8BXjOzdcBPeIET59xqM3sb+BY4Agxyzh0FMLPBwMdAGWCSc261v65HQmlDRESkKBRroHXOrQBicyjfgHe+Nmv5AeD6XNY1EhiZQ/kHwAdF0YaIiMix0pOhREREwkiBVkREJIwUaEVERMJIgVZERCSMFGhFRETCSIFWREQkjBRoRUREwkiBVkREJIwUaEVERMJIgVZE8lU7ojZmFtJLRDzF/axjOc7UjqjN1tStJd0NKWFbU7fSZEqTkJZZ1W9VmHojcnxRoJU86QtWROTYaOhYREQkjBRoRUREwkiBVkREJIwUaEVERMJIgVZERCSMFGhFRETCSIFWREQkjBRoRUREwkiBVkREJIwUaEVERMJIgVZERCSMFGhFRETCSIFWREQkjBRoRUREwkiBVkREJIwUaEVERMJIgVZERCSMFGhFRETCSIFWREQkjBRoRUREwkiBVkREJIwUaEVERMJIgVZERCSMFGhFRETCSIFWREQkjBRoRUREwkiBVkREJIyKNdCaWYSZfW5m35rZajMb4pf/yczmmlmy/7eaX25mNsbM1pnZCjNrFrSuvn79ZDPrG1Te3MxW+suMMTMrbBsiIiLHqriPbZ2/QwAADzBJREFUaI8ADzjnIoHWwCAziwSGAvOcc+cB8/xpgMuB8/zXQGA8eEETGAa0Ai4AhmUETr/O7UHLdfHLQ2pDRESkKBRroHXObXXOLfPf/wx8B9QBugOv+tVeBXr477sDU51nEVDVzGoBnYG5zrmfnHO7gblAF39eFefcIuecA6ZmWVcobYiIiByzEjtHa2b1gFhgMVDTObfVn7UNqOm/rwNsCVos1S/Lqzw1h3IK0YaIiMgxK5FAa2aVgRnAX51z+4Ln+UeiLpztF6YNMxtoZglmlrBjx44w9UxEREqbYg+0ZlYOL8i+4Zz7n1+8PWO41v/7o1+eBkQELV7XL8urvG4O5YVpIxPn3MvOuRbOuRY1atQo+AaLiMgJrbivOjbgFeA759yzQbNmAxlXDvcFZgWV9/GvDG4N7PWHfz8GOplZNf8iqE7Ax/68fWbW2m+rT5Z1hdKGiIjIMfv/9u48WLKyPuP492EwMCaiKNuEAaIEtZAYZLfMHxKULW6ViiZQImVAqliiECsFlcSMQCpRtCIuKZXSAcWUliZR2UZEEjRxHTA4LAaYqFMwkXWEgWDY/OWPc25smp6ZvsOcPvfe/n6qTvXtt9/u85uprvvc8573vGfrCe/vFcBxwA1Jrm/b/hx4D/D5JCcAa4A3ta9dARwNrAYeBt4KUFXrkpwLrGz7nVNV69qfTwEuAhYDK9qN2e5DkqQtYaJBW1X/DmQDLx82on8Bp27gs5YDy0e0XwvsM6L9vtnuQ5Kkp8uVoSRJ6pBBK0lShwxaSZI6ZNBKktQhg1aSpA4ZtJIkdciglSSpQwatJEkdMmglSeqQQStJUocMWkmSOmTQSpLUIYNWkqQOGbSSJHXIoJWkeW7J0t1JMqttydLd+y57akz6xu+SpC3szrW3s8eZl83qPWve+5qOqtEwj2glSeqQQStJUocMWkmSOmTQSpLUISdDSdIU2mYRJOm7jKlg0ErSFHrkCahl283qPTl7fUfVLGwOHUuS1CGDVpKkDhm0kiR1yKCVJKlDBq0kSR0yaCVJ6pBBK0lShwxaSZI6ZNBKktQhg1aSpA4ZtJIkdciglSSpQwatJEkdMmglSeqQQStJUocMWkmSOmTQSpLUoYkGbZLlSe5OcuNA23OTXJXktvZx+7Y9ST6UZHWSVUn2G3jP8W3/25IcP9C+f5Ib2vd8KEk2dx+SJG0Jkz6ivQg4cqjtLODqqtoLuLp9DnAUsFe7nQR8FJrQBJYBBwMHActmgrPt87aB9x25OfuQJGlLmWjQVtU3gHVDza8HPtX+/CngDQPtn67Gd4DnJFkCHAFcVVXrqupnwFXAke1r21XVd6qqgE8PfdZs9iFJ0hYxF87R7lxVP21/vhPYuf15V+D2gX53tG0ba79jRPvm7EOSpC1iLgTt/2uPRGsu7iPJSUmuTXLtPffc00FlkqSFaC4E7V0zw7Xt491t+1pgt4F+S9u2jbUvHdG+Oft4iqq6oKoOqKoDdtxxx1n9AyVJ02suBO0lwMzM4eOBLw+0v6WdGXwI8EA7/HslcHiS7dtJUIcDV7avrU9ySDvb+C1DnzWbfUiStEVsPcmdJfks8EpghyR30Mwefg/w+SQnAGuAN7XdrwCOBlYDDwNvBaiqdUnOBVa2/c6pqpkJVqfQzGxeDKxoN2a7D0mStpSJBm1VHbOBlw4b0beAUzfwOcuB5SParwX2GdF+32z3IUnSljAXho4lSVqwDFpJkjpk0EqS1CGDVprHlizdnSSz2pYs3b3vsqWpMtHJUJK2rDvX3s4eZ142q/esee9rOqpG0ige0UqS1CGDdp5yyFCba5tFzPq7I2nzOXQ8TzlkqM31yBNQy7ab1Xty9vqOqpEWPo9oJUnqkEErSVKHHDqeIjPn5iRJk2PQThHPzUnS5Dl0LElShwxaSZI6ZNBKktQhg1aSpA4ZtJIkdciglSSpQwatJEkdMmglSeqQQStJUocMWkmSOmTQSpLUIYNWkqQOGbSSJHXIoJUkqUMGrSRJHTJoJUnqkEErSVKHDFpJkjpk0EqS1CGDVpKkDhm0kiR1yKCVJKlDBq0kSR0yaCVJ6pBBK0lShwxaSZI6ZNBKktQhg1aSpA4ZtECSI5PckmR1krP6rkeStHBMfdAmWQT8PXAUsDdwTJK9+61KkrRQTH3QAgcBq6vqR1X1KPA54PU91yRJWiBSVX3X0KskfwAcWVUnts+PAw6uqtOG+p0EnNQ+fRFwy0QLnXt2AO7tuwj1zu+BZvhdgD2qasfhxq37qGQ+qqoLgAv6rmOuSHJtVR3Qdx3ql98DzfC7sGEOHcNaYLeB50vbNkmSnjaDFlYCeyV5fpJfAf4IuKTnmiRJC8TUDx1X1eNJTgOuBBYBy6vqpp7Lmg8cRhf4PdAv+V3YgKmfDCVJUpccOpYkqUMGrSRJHTJoJUnqkEEradaSLE7yor7rkOYDg1ZjSfLCJFcnubF9/tIkf9l3XZq8JK8Frge+0j7fN4mXxE2JJDckWTViuyHJqr7rm4ucdayxJPk68GfAx6vqZW3bjVW1T7+VadKSXAf8LnDNwHfhhqr6rX4r0yQk2WNjr1fVmknVMl9M/XW0Gtszq+p7SQbbHu+rGPXqsap6YOi74F/sU8IgnT2HjjWue5PsSfsLtb0Zw0/7LUk9uSnJscCiJHsl+TDwrb6L0mQlOSTJyiQPJXk0yRNJ1vdd11xk0GpcpwIfB16cZC1wOnByvyWpJ38CvAR4BPgssJ7m+6Dp8hHgGOA2YDFwIs29vTXEc7SalSS/CmxVVQ/2XYuk/szcrSfJqqp6adv2HzPn7fVLnqPVRiX50w20A1BVfzfRgtSbJJeykXOxVfW6CZaj/j3c3ojl+iTn0ZxKcpR0BINWm/KsvgvQnPH+vgvQnHIcTbCeBpxBc7vR3++1ojnKoWNJ0qwleUdVfXBTbTJoNaYk2wIn0EyC2Xamvar+uLei1IskewF/C+zNk78LL+itKE1cku9X1X5DbZ6jHcHxdI3rYmAX4Ajg68BSwAlR0+lC4KM011EfCnwa+EyvFWlikhzTnq9/fpJLBrZrgHU9lzcneUSrscz8pTozwzDJM4B/q6pD+q5Nk5Xkuqraf3A1qJm2vmtT99qVoZ5PM6px1sBLDwKrqsqFbIY4GUrjeqx9vD/JPsCdwE491qP+PJJkK+C2JKcBa4Ff67kmTUi7MtQa4OVJdgYObF/6oSE7mkPHGtcFSbYH3gVcAtwMnNdvSerJO4BnAm8H9gfeDLyl14o0cUneCHwPeCPwJuC77YpxGuLQsaRZSXIA8BfAHsAz2uaaWbRA0yHJD4BXV9Xd7fMdga9V1W/3W9nc49CxxpLkOTRHLb/BwPemqt7eV03qzT/Q3MnpBuAXPdei/mw1E7Kt+3CUdCSDVuO6AvgO/nIV3FNV3n9WK5JcSbPeNcAf0vye0BCDVuPatqpGLseoqbMsySeAq2luLABAVf1zfyWpB0Vzo5HfaZ9fAHgVwgieo9VYkpwBPARcxpN/uXrd3JRJ8hngxcBN/HJ0o1y8ZLpsYMGKVZ6rfyqPaDWuR4H30UyCmfnrrABXA5o+B1bVi/ouQv1IcjJwCvCCJKsGXnoW8M1+qprbPKLVWJL8CDioqu7tuxb1K8mFwPuq6ua+a9HkJXk2sD0jFqxwhGs0g1ZjSfJV4A1V9XDftahfSX4I7An8mOY0QvDyHmmDHDrWuP6H5r6T/8qTz9F6ec/0ObLvAqT5xKDVuL7Ubppy7RJ8ksbk0LHGlmQxsHtV3dJ3LZI0X7iKh8aS5LXA9cBX2uf7JnHRAknaBINW43o3cBBwP0BVXY+X9kjSJhm0GtdjVfXAUJtLMUrSJjgZSuO6KcmxwKIke9HcIu1bPdckSXOeR7TaqCQXtz/+F/ASmkt7PgusB07vqy5Jmi+cdayNSnIz8CpgBXDo8OuuBCNJG+fQsTblYzR3aXkBcO1Ae3CtY0naJI9oNZYkH62qk/uuQ5LmG4NWkqQOORlKkqQOGbSSJHXIoJUWsCRvSPLVJPcleTTJ2iT/mGRid+Bp93fNpPYnzTUGrbRAJfkA8E/AWuBEmsu0zgIWAyuS7NljedLU8PIeaQFK8nqaBUXeWlUXDb18cXuTiJ9PvLCnIcniqppXNUvgEa20UJ0OrBwRsgBU1aVV9d8ASbZKclaS1UkeSXJrkuMH+ye5ph0CPrbttz7JiiRLh/rtluSKJD9P8pMkJ47af5J9klye5MF2+0KSXQZef2WSSnJEkkuSPAR85Gn+n0i98IhWWmCSbA28HHj/mG/5MHA8cA7wfeDVwPIk91XVZQP9DgZ+HXgnzfDzB4ELgKPb/Qb4MrADcALwv8DZwHOB2wbq+03gmzQLoLyZ5vfQucClSQ6qJ19z+EngQuD89vOkeceglRae5wHbALcPNrZBuGig6QlgT+BkmiHmT7XtX0uyBFgGDAbtdsDvVdXP2s/bBfjAwJDuUcDLgEOq6rttn+to1sm+beBzlgF3AkdV1aNtv1XAf9KE9uUDfb9QVe/arP8FaY5w6FhauIZXo3kn8NjAdipwGM3tDr+YZOuZjWbZzX2TDAbzypmQbd3cPu7aPh4E3DUTsgBVtQa4bqiOVwFfBH4xsL8fAz8BDhjqeznSPGfQSgvPfTR3WVo61H4xcGC7zdiB5ij3AZ4cwhfRjHgtGeh7/9DnPdo+bts+7gLcPaKe4bYdgDOH9vcYzbrZuw31vWvE50nzikPH0gJTVY8n+TZwOPBXA+130QZXM4oMwDrgceAVNEe2w0YF54bcCew0on0nnjzDeR3NEe0nRvS9d+i5a8Rq3jNopYXpfOBLSY6rqos30u9faI5on11VVz3Nfa4EliU5eOAc7e7AfjSTn2ZcTXNv4+vKxdY1BQxaaQGqqi8nOR+4KMmhwKU0R4vPoznSBXioqm5J8jHgc0nOo5kJvC1NEL6wqkZenrMBVwA/AL6Q5Eya4euzeepR8buB7wGXJ1ne1rUrzWzni6rqmtn+e6W5zKCVFqiqOiPJN4BTaC6TeRZwD/Bt4OiqWtF2PRW4FXgbzSU+62kmOn1ylvurJK+jueRnOU3A/g1NgO4w0O/WJIcAf932XUyzetXVwOrN+sdKc5i3yZMkqUPOOpYkqUMGrSRJHTJoJUnqkEErSVKHDFpJkjpk0EqS1CGDVpKkDhm0kiR1yKCVJKlD/we31LsjjRUhzgAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 504x504 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "graph.one_pick_and_graph(data.to_df(), my_country, my_variable)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 2160x1080 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "graph.migration_side_by_side(my_country)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Comparing to Another Country  <a id='3'></a>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now that we have looked at a graph for your country, let's compare to another country. For this section, you will be selecting your country and we will visualize a specific gender and migration type. Please type your country's name in the provided space below."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Replace the elipsis with another country name. DO NOT REMOVE THE QUOTES!\n",
    "# Then, run the cell.\n",
    "another_country = \"Mexico\"\n",
    "gender = \"female\" # female, male, or total\n",
    "migration_type = 2 # Immigration = 1 or Emigration = 2\n",
    "graph_type = \"bar\" # line or bar"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now, let's compare! Run the cell below."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 720x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "graph.multiple_pick_and_graph(gender, migration_type, [my_country, another_country], graph_type)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We can also compare them based on GDP! Run the cell below."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1080x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "graph.gdp(my_country, another_country)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Over Time  <a id='4'></a>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now, we can look at these changes over time. Run the cell below."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "No handles with labels found to put in legend.\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAABwgAAAOCCAYAAABj94YrAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjAsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+17YcXAAAgAElEQVR4nOzdeVyN6f8/8FerihLTYkkYplPaQ2lTaUEmSxk0hGEYY0/NMIytGcMYy3xkyTAmQyiTDMpWH2StZEyWMB8jFJElVNrv3x/9zvl2nNM2MlGv5+PRY3Qt9/2+r3OfM+fdfd/XpSAIggAiIiIiIiIiIiIiIiIiahIUGzoAIiIiIiIiIiIiIiIiIvr38AIhERERERERERERERERURPCC4RERERERERERERERERETQgvEBIRERERERERERERERE1IbxASERERERERERERERERNSE8AIhERERERERERERERERURPCC4RERET1LCkpCSKRCKGhoQ0dSp3t2bMHIpEIe/bsaehQJEJDQyESiZCUlNTQoVA9CwwMhEgkQk5OTkOHQkRERERUL5gP1i/mg/S6vv/+e4hEIly6dKmhQyF66/ACIRE1ehs2bIBIJIJIJMLff//d0OFUqU+fPpI4RSIRjI2N0b17dwwbNgzh4eEoKSlp6BAbhDhBmTNnTkOH0ii8y8nqv+nevXvo2bMnunfvjszMzCrbffvttxCJRFi2bNm/GF39S0xMlHz29O3bt8p2z58/h6WlpaQtL+wRERHR24754LuN+WD9Yj5YO005H6zqh7kfUeOk3NABEBG9SYIgYPfu3VBQUJD8e/bs2Q0dVrVGjx4NLS0tlJWV4f79+zhy5AiWLl2Kc+fOISwsrKHDo1qwsLBAXFwcWrVq1dCh1JmnpycsLS2hp6fX0KE0qHbt2mHBggUIDg7Gl19+ie3bt0NRUfq+qtOnT2P79u0QiUSYNWtWA0Vav5SVlZGRkYGUlBT07NlTpn7fvn0oLCyEsrIySktLGyBCIiIiotpjPkgNgfngu6+p5oOGhoYYOHCg3DoNDY1/ORoi+jfwAiERNWqnTp1CVlYWfH19cfLkScTExCAwMBCqqqoNHVqVxowZAwMDA8nvkydPxuDBg3Hs2DEkJyfD1ta2AaOj2lBXV0eXLl0aOox/RFNTE5qamg0dxlvBx8cHx48fx4EDB/DTTz9h0qRJkrrc3FzMmTMHKioqWLFixVv9mVIXTk5OOHXqFKKiouReIIyKikL79u3RsmVLXL16tQEiJCIiIqo95oPUEJgPNg5NMR80NDTEtGnTGjoMIvoXcYpRImrUdu/eDQD46KOP4OPjg6dPnyI+Pr7K9g8fPsRXX30Fe3t7WFhYYNCgQYiJial2Go7c3FysXLkS/fv3h4WFBbp3744xY8bg1KlT9XIMHTt2lPyhXt586Xv27MG0adPg7u4OCwsL2NjYYMSIEfj999/lbi8gIAAikQilpaUICwuDl5cXzMzM4OLigh9++AHFxcVy++3btw9DhgyBhYUF7O3t8cUXX+DBgweS7clz8uRJTJgwAXZ2djAzM4OHhwe+//57PH/+/B+Oxv+pvA7BgQMH4OvrC0tLSzg5OWHp0qWS4zh79iwCAgJgY2ODnj174osvvsDTp09lttenTx/06dMH+fn5+O677+Di4iI5B8TnTGlpKTZs2AAvLy+Ym5vDw8MD27dvl9lWdedLWloaxo0bB2tra9jY2GDs2LH4448/qlxXQSQSISAgADk5OZg3bx6cnZ1hYmIiWRPi1q1bWLFiBXx9fdGrVy+YmZnBzc0N8+fPR3Z2ttS25syZg9GjRwMA1q5dKzVdiHi/1a05cfnyZUybNg329vaS/SxatAgPHz6UaTtnzhyIRCJkZmZi165d8PHxgbm5ORwcHDB//ny8ePFC9kWthZiYGAwePFhyHn711VcyU50MHz4cxsbGVU4Fs2XLFohEIvz888817m/hwoVo27Yt1q5di8uXL0uVP3z4EEFBQTAyMpLpd/z4cYwfP15y7nt6emLFihXIy8uTaXv69GnMnTsX/fv3h42NDSwtLeHj44MNGzbIfT+uWLECIpEIFy9eRExMDPz8/GBlZYV+/frVeDw10dHRgZubGw4fPizzPk1LS8P169fh5+cHBQUFuf0PHTqEoKAgeHl5wcrKCtbW1vDz80NERAQEQahTLBcuXMDUqVPh4OAAMzMzuLq6YtGiRXj06NE/Pj4iIiJqWpgPymI+yHwQYD7IfPD1ZWZmYsGCBejTpw/MzMxgZ2eHqVOnIj09XaZt5TUA9+zZg0GDBsHCwgK9e/fGqlWrJLPTnDhxAv7+/rC2toadnR2++uoruefKqVOn8NVXX6Ffv36wtraWjNnGjRvrPB3z9evXERQUBGdnZ5iZmcHJyQmzZ8/G3bt3/9nAEL1j+AQhETVajx49wn//+1906tQJNjY2aNGiBbZs2YLIyEh4e3vLtH/8+DFGjBiBrKws9OzZE9bW1nj06BEWL14MR0dHufvIyspCQEAAsrKy0KNHDzg7O+Ply5c4duwYPv30U4SEhGDYsGH1dkzKyrIf24sWLULXrl3Rs2dP6OrqIjc3FydOnMCXX36JW7duYebMmXK3FRQUhNTUVDg7O8PFxQWJiYnYvHkznjx5gqVLl0q13bRpE1asWIGWLVti8ODB0NTUxJkzZ+Dv71/l3YVr165FaGgotLW14erqitatW+PGjRvYsmULEhMTERkZiRYtWrz2mGzfvh2JiYnw8PCAra0tTp8+jfDwcDx79gzu7u4IDAyEq6srhg8fjj/++AP79u3D06dPsXnzZpltlZSUYNy4ccjNzYW7uztKSkpw4MABTJs2DVu2bMGOHTvw559/onfv3lBVVcWhQ4fwzTffoHXr1nLPqVelpKRg3LhxKC8vh6enJwwNDXHjxg2MHj0avXr1qrJfbm4uhg8fDg0NDXh5eUFBQQHvvfceAODo0aPYtWsX7OzsYGNjAxUVFfz111/YvXs3jh07hujoaOjr6wMAPDw8AFQkVba2tlJ3H7dv377a2I8dOya5k7Bv375o164drly5gp07dyIhIQE7duxAhw4dZPr98MMPOHXqFNzc3ODo6IikpCRERUXh9u3b+PXXX2scs8rCw8Nx+vRpeHt7w9nZGampqdizZw+Sk5Oxe/dutG7dGgDg7++PixcvYvfu3QgMDJTZTmRkJFRVVTFkyJAa96mlpYXvv/8eY8eOxRdffIGYmBgcOnQIhw4dgoODA8aMGSPTZ9WqVdi4cSNat24NNzc3tGrVCunp6di0aRNOnjyJnTt3Sk3PEhYWhvv378PS0hJubm4oLCxEamoqfvzxR5w/fx6bNm2Smc5G3O/s2bNwc3ODvb09CgsL6zKcVfroo49w9OhR7Nu3D6NGjZKUR0VFQUlJCUOHDkVCQoLcvsuXL0fz5s1hZWUFPT09PH/+HGfPnkVISAjS09Px7bff1iqGnTt3IiQkBGpqaujTpw/09fVx69Yt7Nq1C8ePH0dUVFSTn/aIiIiIqsd8kPkg80Hmg8wH34wLFy5g4sSJyM/PR+/evdG3b188fvwYR48eRWJiIjZt2gQ7OzuZfj/99BNOnToFd3d39OrVC4mJidi4cSPy8vJgaWmJr7/+Gm5ubrCyskJycjL27NmD/Px8rFmzRmo769atw6NHj2BhYQF3d3cUFBTg/PnzWLVqFVJTU7Fx48Yqb2qt7OjRo5JzpE+fPjAwMMC9e/cQGxuL48ePIyIiAl27dq2fQSN6WwlERI3Uxo0bBSMjIyEsLExSNmTIEEEkEgkZGRky7b/66ivByMhIWL58uVR5enq6YGpqKhgZGQlr1qyRqhs1apQgEomEAwcOSJU/e/ZMGDhwoGBubi7k5OTUKl43NzfByMhIuHv3rlT5zZs3BUtLS8HIyEi4dOmSTL/bt2/LlBUVFQmjR48WunXrJmRnZ8vEbGRkJAwZMkR4+vSppDw/P1/w8PAQjI2NhYcPH0rK79y5I3Tr1k2ws7MT7t27JykvLy8XAgMDBSMjI8HIyEhqH2fPnhWMjIyE4cOHC8+ePZOqi46OFoyMjIQlS5bUYlT+r/3s2bOlytesWSMYGRkJNjY2wv/+9z+pY/f29haMjY0FW1tbISkpSVJXVlYmjB07VjAyMhKuXr0qtT3x+H/22WdCUVGRpDwlJUUwMjISevbsKfj6+kodz507dwRTU1Nh0KBBUts6d+6czPlSVlYmeHp6CkZGRsLx48el2u/YsUMyjufOnZOqE5d/8cUXQklJicz4ZGdnS8UrdvLkScHY2FhYsGBBjbFVJh7v6OhoSVleXp5ga2srGBsbCykpKVLtxe+zTz75RKp89uzZgpGRkeDi4iJkZWVJyktKSoSPP/5YMDIyEv7880+5MbxK/FqbmpoKV65ckapbsmSJYGRkJHz11VeSssLCQsHW1lZwdHSUGTPx8c+aNatW+xb7/vvvBSMjI2HGjBlC9+7dBVtbW5n3liAIwvHjxwUjIyNh1KhRwosXL6TqxK/zihUrpMrv3Lkjd5/Lli0TjIyMhKNHj0qV//DDD4KRkZFgbW0tXL9+vU7HUZUTJ04IRkZGwty5c4WysjLB1dVV8PHxkdTn5eUJVlZWwmeffSYIQsVnqZGRkdRnhSDI/zwqLS0VZs6cKRgZGQnp6elSdeLyytu5du2a0K1bN6Ffv34y2z9+/LggEomEwMDA1z5mIiIiatyYDzIfZD7IfJD5YO2I80EPDw9hzZo1Mj+VX/fCwkLB2dlZsLKyknkN7969K9jZ2Qlubm5SYy8+Fjs7O6nPrIKCAsHNzU3o1q2bYGtrK7W90tJSYfjw4YJIJBJu3boltZ+qxkx8Phw7dkyqXLz/tLQ0SdnDhw8FKysrwdHRUeb/CZcuXRLMzMwEf3//6geOqBHgFKNE1CgJ/38BekVFRQwePFhS7uvrC0EQEBUVJdW+uLgYsbGx0NTUxOeffy5VZ2xsLLUNsWvXriE5ORleXl4YMGCAVJ2WlhamTZuGoqIiHD58uE6xb926FaGhofjxxx8xe/Zs+Pn54eXLlxg3bhzMzMxk2hsaGsqUqaqqYuTIkSgtLcXZs2fl7ic4OBja2tqS3zU0NODj44Py8nKpqTP279+P0tJSjBo1Cm3btpWUKygoICgoCEpKSjLb3rZtGwDgm2++gZaWllSdr68vTExMsH///hpGonYCAgKk1ndQVVVF//79UV5eDhcXF6m7IhUVFSULbl+7dk3u9ubOnSu1fkCPHj1gYGCAZ8+eITg4WOp4OnToAGtra/z1118oKyurNs4LFy7g9u3bsLOzg4uLi1Td8OHD0alTpyr7qqioYPbs2XLvGNbX15e73oGTkxO6du1aL1MbJSQkIDc3F97e3ujRo4dU3bhx49C+fXucPn0a9+7dk+k7ZcoUtGvXTvK7srIyfH19AVRMr1MXAwcORLdu3aTKpk2bBk1NTRw4cEAy/UqzZs3g6+uLnJwcmSfdIiMjAQAjRoyo075nzpwJExMTHDx4EC9evMCiRYskd+JWJj73lyxZInNHtL+/P95//32Zc1/enbYAMHbsWACo8jUcOXKk3OlsXpeioiL8/Pxw/fp1yWsUGxuLgoICfPTRR9X2lfd5pKSkhICAAAAV00zVZMeOHSgtLcWCBQugq6srVefi4gInJyccOXIERUVFtT0kIiIiamKYDzIfZD7IfJD5YN3duXMHa9eulfm5cOGCpM3hw4fx4MEDjB8/HhYWFlL9DQwMMGbMGGRlZeGPP/6Q2f64ceOkPrPU1dXRr18/lJaWSqZpFlNSUoKPjw8EQcD169eltvNPx6yy3377DQUFBQgKCkLHjh2l6szMzDBo0CCkpqbKPa+JGhNOMUpEjdK5c+dw584dODk5SX1p+/DDD7Fs2TLExMRg5syZUFFRAVAxb39hYSHMzMzkTnPSvXt3yfoVYuIvO3l5eXLXFnjy5AkA4O+//65T7PKm2Zg2bRqmTp0qt/29e/ewadMmnD17Fvfv35eZVuLBgwdy+8lLLsUJ37NnzyRl4vnju3fvLtO+ffv2aNOmDbKysqTKL168CBUVFcnUG68qKSnBkydP8PTpU7Rq1UpufLUl7zjEr7mpqWmVda+uxwBUJPLyEmw9PT1kZmZWua/S0lI8evRIboIgVt04KioqwsbGBhkZGXL7tm/fXjKFzKsEQcC+ffsQExODa9eu4fnz51LJqfgcfx1Xr14FALnT3igrK6Nnz57IysrC1atXpZI/oPbnWW1UTu7FNDU1YWJiguTkZNy8eRMmJiYAgI8//hi//PILIiMj0bdvXwAV78mjR4+iS5cuknVcaktVVRWBgYGYOHEiLCws0L9/f7ntLl68CDU1tSrXfCkvL8f9+/dRUFAgmVYmLy8P4eHh+O9//4uMjAwUFBRIrddX1Xv41WSsPvn5+WHdunWIioqChYUFIiMjoaenB1dX12r7PX78GJs3b8bJkyeRlZWFgoICqfqqjqWyixcvAqhYL+b8+fMy9c+ePUNJSQnu3LmDDz74oPYHRURERE0G88H/w3xQfh3zwdpjPth08kEnJ6ca12YU52sZGRlyP/v++usvAMDNmzdlxtnc3FymvXjpiLq8X8VjlpCQgNu3b9d6zOQdx6VLl+SuVyn+XLt586bMeU3UmPACIRE1SuK7wsR3polpa2ujT58+OHz4MBISEiSLOIsXPa7qS7e88tzcXAAVC0qfPn26ylhe/QN5TRISEmBgYICioiKkp6dj4cKFWLt2LQwMDGTuXL179y6GDh2K58+fo0ePHnByckKLFi2gpKSErKwsxMTEVLnI/Kt3cgKQ3P1ZXl4uKROPjY6Ojtzt6OjoyCSEubm5KC0txdq1a6s91oKCgtdOCOWteSE+jurqxItg17Qt4P/W+pBXL66raSHsmsaxqnMPgMxTVJUtXboUW7duha6uruQPIGpqagAq1pZ49bX5J8SxVxWHuFze4uHVvQaVz7PaqGqMxGNaef8dOnSAk5MTTp06hTt37sDQ0BB79+5FcXExhg8fXqf9ionHVfzfV5WVlUliqM25r6GhgeLiYowaNQrp6ekQiUT48MMP0apVKygrK6O0tBRhYWFVvoerOpfqQ9u2beHs7IzY2FgMHjwYly9fxqRJk+TeIS725MkT+Pn54f79+7CyssLgwYOhpaUFZWVlPH36FBEREVUeS2Xiz9aNGzdW266un61ERETUdDAfZD5YUx3zwdpjPlihKeWD1RF/9tX0FLC8zz55N2BU9/6S934tKiqCv78/bty4AWNjY6kxKykpwcaNG+uUd0ZERNT5OIgaE14gJKJG58mTJ4iPjwcAzJo1C7NmzZLbLioqSpIQir+kPH78WG5beeXiLy/z5s3D6NGjXzvuVzVr1gxWVlbYtGkT+vfvj8WLF8Pe3l7qrsRffvkFubm5WLp0qUzye+DAAcTExLx2HOKxefTokdyndR49eiS3jyAISE5Ofu39NxaVx1Geqs49AFUurv348WNs27YNRkZG2Llzp8yX7QMHDvzDaKWJz/WcnBy59eLyqhLq+lLVGInH9NX9+/v74+TJk4iKikJwcDAiIyPRrFkzuVNE1QclJSVoaGigefPmtZ7K5+DBg0hPT8fw4cMREhIiVXf37l2EhYVV2bc2i66/jmHDhuHEiRMICgqCgoJCjdOL7tq1C/fv30dQUBAmTpwoVXfu3LkaEy8xTU1NZGdn49KlS3KnSyIiIiKqDvPBCswH3y7MB18f80FpbzofrIr4PAsPD4e9vf2/vv/Y2FjcuHEDI0eOxIIFC6TqMjIyarzRVEx8HPHx8VVOWUrUFHANQiJqdGJiYlBSUgJTU1MMHTpU7k/r1q1x5swZ3L17FwDw/vvvQ01NDdevX0deXp7MNlNTU2XKLC0tAUDuFHj1SU9PD5999hkKCgpkpm+4ffs2AMDLy0umX30lY+IpOuSNQVZWltypWaysrPDs2TPJ1BIEyVoJ8saxvLxcak7/2rp79y7Ky8vh6OgokwxmZ2fLnSZDfAdeTWtkVCY+B+SdU6WlpZL3wKvrQdQ3eft/8eIF0tPT0axZM6m1RwDAzc0N7dq1w549e3Dq1ClkZGSgf//+aNmy5RuL0dLSEjk5Obhz506t2ovbiae9qSwlJaVeY6srV1dX6OrqIjs7G46OjjAwMKi2vfhY5H0e1eVYxJ+t8t4rRERERDVhPliB+eDbhfng62M++HawsrIC0HD5WnWfe3UZM/FxvOnPcKK3HS8QElGjI15wftGiRViyZIncn+HDh0MQBPz2228AKuaT9/b2xosXL7Bhwwap7V27dg179+6V2Y+5uTl69OiBo0ePSrbzquvXr1d7J2BtBQQEQEdHBzExMVLrErRv3x6A7BflkydPVhlTXfn4+EBZWRnbt2/H/fv3JeWCIGDVqlVyEwvxwtDz58+XO/d7QUGBZL73psLGxgaGhoZISkrCiRMnpOoiIyOrXG+iOuLXPzU1Vep1yM/Px9dffy132hxtbW0AkHota+Lh4QFtbW3ExsbKvG5bt25FZmYmHBwc3vi8/Pv27ZOsfyEWGhqKFy9eYMCAATJPmykqKmLYsGF4/Pgx5s6dC6Dui9HX1SeffAIAmDt3rty7g/Pz8/Hnn39Kfq/qPZyRkYHVq1f/4zgCAwMhEokQGxv7j7ehrKyMDRs2YN26dZg/f36N7as6lrS0NGzZsqXW+w0ICICSkhK+/fZbuYl1cXExkzgiIiKqEvNB5oNvI+aDr4/5YO3VRz5YFW9vb+jr62PLli04e/asTL0gCDh//nyN0+7+U+IbV18ds7///hv/+c9/ar2dYcOGQUNDA6tWrcK1a9dk6ktLS5GUlPR6wRK9AzjFKBE1KklJScjIyICRkVG1CzYPHToUYWFhiI6OxrRp06CsrIygoCCcO3cOmzdvRlpaGqytrZGTk4ODBw/CxcUF8fHxMlM4rFy5EmPGjMG8efOwbds2WFpaSqbHu3HjBm7cuIHIyMhq1xOoDXV1dUyYMAFLly7FmjVrsGrVKgAVC2/v2bMHM2bMQN++faGnp4e//voLJ0+eRP/+/REXF/da+wUAQ0NDTJ8+HatWrcKgQYPQv39/aGpq4syZM8jNzYWxsTGuX78u1cfe3h5BQUFYtWoV+vbti969e8PAwAAFBQW4d+8eUlJSYGNjU+Pi142JoqIivv32W3z66aeYPHkyvLy8YGhoiOvXr+P06dPo3bs3EhMToahY+3t3dHV1MWDAAMk6cY6Ojnjx4gXOnDkDVVVVmJiYID09XapP586doa+vj9jYWCgrK6Ndu3ZQUFDAoEGDJMnJq5o3b44lS5Zg5syZGDVqFPr164d27drhypUrOHXqFHR1dWWmQ3kTnJ2d4e/vj/79+0NXVxepqalITU1F+/btERwcLLfPRx99hHXr1uHBgwcwMjKCtbX1G43RxcUF06ZNQ2hoKDw9PSXnfl5eHrKysnD+/Hk4ODhg/fr1ACruely7di3CwsJw5coViEQiZGVl4fjx43Bzc/vH72Hxeh7VrRlYG+bm5nIXkpfHz88PW7duxaJFi3Dq1Cl06NABGRkZOH78OLy8vGp9LMbGxggJCcHChQvh7e0NZ2dndOrUCcXFxbh37x7Onz+Pdu3a4ffff3+dQyMiIqJGiPkg88G3FfPB18d8sPbqKx+UR01NDWvXrsWECRMwduxY9OzZEyKRCKqqqrh37x4uXbqErKwsXLhwASoqKvW+/759+2LdunVYv349Ll++jA8++ABZWVk4duwY+vTpU+sx09fXx6pVqxAYGIghQ4bAwcEBXbp0gSAIyM7OxoULF3iRkJoEXiAkokZFfLdoTWtlGRgYwMHBAadPn8axY8fg6ekJHR0d7Nq1C6tWrcKJEyfw559/onPnzli4cCHU1dURHx8vM21HmzZtEB0dje3bt+PIkSPYv38/ysrKoKOjg65du2LUqFEwMjKql2Pz9/fHzz//jLi4OEycOBHGxsYwNjbGr7/+ih9//BEnTpxAaWkpjI2NsXbtWmhqatZLQggAn332GfT19REeHo49e/agefPmcHJywhdffIHx48fLXWh64sSJsLGxwbZt25Camor//ve/aNGiBfT19TFs2DB8+OGH9RLbu8TOzg7bt2/Hjz/+iOPHjwOomILk119/lSzwLW8sq7NkyRJ06NABcXFxiIiIQOvWrdGnTx9Mnz4d06dPl2mvpKSEtWvXYuXKlTh06BDy8/MhCAK6d+9eZUIIVNw1umPHDmzcuBGnTp1CXl4edHR0MGLECEyePFlqLZQ3ZezYsfD09MTWrVsRFxcHDQ0N+Pr6IjAwsNoF68V/0HnTd4uKTZ06Fba2tpJzPyEhAZqammjTpg38/f3h4+MjaduiRQv8+uuvWLlyJVJSUpCcnIyOHTtixowZGDFixD9+D9+4cQMtW7aEk5NTfR1Wjdq1a4ft27dj1apVSE5OxsmTJ/H+++/j22+/hYWFRZ2OZejQoejWrRvCw8Ml29LQ0IC+vj4GDBiAAQMGvMEjISIioncV80Hmg28z5oOvh/lg7b3pfNDCwgL79+/HL7/8guPHj2P37t1QUlKCnp4eLC0tERQUBHV19Teyby0tLWzbtg0rVqxAamoqzp07h44dO2LWrFnw8/Or05i5ublh79692LJlC86cOYPk5GQ0a9YMurq66N27t9ypX4kaGwVBEISGDoKI6G23evVqhIWFYfPmzXB2dm7ocN4aeXl5cHBwgImJCSIjIxs6nHfaiBEjkJaWhvPnz0NDQ6Ohw2k0ysvL4enpicePH+PUqVN1TrjfRY8ePYKjoyMmT56MGTNmNHQ4RERERO885oPyMR+sP8wH3wzmg8wHiah6XIOQiKgSeesjXL9+Hb/++iu0tbVha2vbAFE1vCdPnsjMH19aWoply5ahqKgIHh4eDRTZu+Xly5d4/vy5TPmePXvwxx9/wNHRkclgPTt06BAyMzMxaNCgJpEMAhULs2toaGD06NENHQoRERHRO4X5oHzMB+sH88F/H/NBIqLq8QlCIqJKnJyc0LFjR3zwwQdQV1fH7du3ceLECZSXl2P58uVSU0E0JTt37kDuVm0AACAASURBVMSaNWvg4OCANm3a4NmzZ0hJSUFGRgZMTEywa9cuqKmpNXSYb72bN29K5rbv2LEjysrKcPXqVaSmpkJLSwu7du1Cly5dGjrMRuGnn35Cbm4uoqKiUFZWhtjYWLRr166hwyIiIiKitxjzQfmYD9YP5oP/HuaDRES1wwuERESVrF27FvHx8cjKykJ+fj40NTVhZWWFcePGwc7OrqHDazBXr17F+vXrkZaWhtzcXAAV63Z4enpiwoQJTeZOvNf17NkzLF++HCkpKcjJyUFJSQl0dHRgb2+Pzz//HIaGhg0dYqMhEomgoqKCLl264Msvv4Sjo2NDh0REREREbznmg/IxH6wfzAf/PcwHiYhqhxcIiYiIiIiIiIiIiIiIiJoQ5YYOgN6MwsJCXL58Gbq6ulBSUmrocIiIiIiI6DWVlZUhJycHZmZmnMqN6h1zSCIiIiKixqWmHJIXCBupy5cvY+TIkQ0dBhERERER1bOIiAj06NGjocOgRoY5JBERERFR41RVDskLhI2Urq4ugIoXvk2bNg0cDRERERERva7s7GyMHDlS8l2fqD4xhyQiIiIialxqyiF5gbCREk8J06ZNGxgYGDRwNEREREREVF84/SO9CcwhiYiIiIgap6pySMV/OQ4iIiIiIiIiIiIiIiIiakC8QEhERERERERERERERETUhPACIREREREREREREREREVETwguERERERERERERERERERE0ILxASERERERERERERERERNSG8QEhERERERERERERERETUhPACIREREREREREREREREVETwguERERERERERERERERERE0ILxASERERERERERERERERNSG8QEhERERERERERERERETUhPACIREREREREREREREREVETwguERERERO+w0NBQiEQieHl5ya338vKCSCRCaGiopGzOnDnw9fX9t0Ksk7i4OOzZs+e1t5OUlASRSIQbN27I1B07dgwikQiZmZmvvZ8bN25AJBIhKSnptbdVlUuXLmHOnDno27cvjI2NMWfOHLntRCKRzM+wYcPeWFzvgtDQUNjZ2dXYztfXt8pxJSIiIiJqbJhHysc8knkk0LTySOWGDoCIiIiIXk+zZs2QmZmJS5cuwdzcXFKelpaGrKwsNGvWTKr95MmTUVhY+G+HWSuHDh3C06dP39rEsyFcuHABqampsLS0RH5+frVtx40bh759+0p+b968+ZsOj4iIiIiI3kHMIxs35pFUG7xASERERPSOU1dXh6mpKeLi4qQSu7i4OPTq1QuXL1+Wam9oaFgv+y0pKYGioiKUlJTqZXtNWXVjGRAQgDFjxgBAjQlv+/btYWVl9UZifBPKyspQVlYGVVXVhg6FiIiIiKhJYR757mMeyTzydXGKUSIiIqJGwNvbGwcPHoQgCAAAQRBw8OBBeHt7y7SVNzVMUlISfHx8YG5uDj8/P6SlpcHOzk5qSpmAgABMnz4dkZGR8PDwgIWFBR4+fIibN28iMDAQLi4usLS0xIABAxAeHo7y8nKp7YunUJk+fTqsra3h7u6OiIgIqbgOHz6M5ORkydQm4v2fP38eH3/8MWxsbGBjY4NBgwbh4MGD9TJ2tYlNLCIiAi4uLrCyssKkSZOQk5Mj06a8vBw//fQTPD09YWZmhr59+yImJkaqTVVjKY+i4pv7yj5jxgwEBATIlIeGhsLBwQElJSUAgKKiIixfvhwuLi4wMzPDwIEDceLECak+e/fuhb+/P2xtbdGzZ08EBATg0qVLUm3E5158fDwGDBgACwsLpKWl4fnz55g3bx6cnJxgbm4OV1dXfP311zXGv337dnh5ecHMzAyenp4IDw+vsc+NGzcwYsQImJubo3///khISKixDxERERFRY8Q88p9jHsk8sjHgE4REREREjYCXlxcWLVqE1NRU9OjRA+fPn8eTJ0/g5eWF5cuXV9v3wYMHmDhxIqytrTFr1iw8evQIwcHBKCoqkml74cIF3LlzB8HBwVBXV4empiYyMjLQuXNn+Pj4oHnz5khPT0doaCiKiorw2WefSfWfP38+Bg8ejOHDh+PAgQMICQmBubk5LCwsMHnyZNy7dw8vXrzAwoULAQBt2rRBXl4eJk2aBHd3d0yZMgWCIODGjRt48eJF/Q1gDbEBQHx8PEJCQjBixAh4eHggJSUFc+fOldnON998g71792Ly5MkwNTXF6dOnMXfuXGhra8PNza3asXxdoaGh+O6776CpqYk+ffpg9uzZ0NbWrrL90KFDMWHCBNy9excdOnQAUPFHgZiYGAwcOBAqKioAgOnTpyMtLQ3Tpk2DoaEhDh48iM8//xzR0dEwMTEBAGRmZmLw4MEwNDREcXExYmNjMXLkSMTGxkq2DQBZWVn44YcfMHnyZOjq6sLAwABLly7FH3/8gblz50JHRwf379/H+fPnqz3WqKgofPPNN/jkk0/g5OSEpKQkLFu2DMXFxZg4caLcPoWFhRg/fjxatWqFlStXorCwEN999x0KCgpgZGRUp7EmIiIiInrXMY98fcwjmUe+y96KC4RJSUkYPXp0rdoeO3YM7dq1kyrbv38/du7cievXr6O8vBydO3eGn58f/P39q71SnpiYiPDwcFy+fBlFRUXo0KEDBgwYgPHjx1f7eOqff/6Jn376CRcuXEBeXh7atm0LDw8PfP7559W+If/++2+sX78e586dQ25uLnR1ddG7d29MmTIFenp6VfZ78OAB1q9fj8TEROTk5EBbWxv29vaYPHkyOnfuXM1oERERUV1Fp2Yi6vzdBtn3sB4d4Nfd4B/11dLSgrOzM2JjY9GjRw/ExsbC2dm5VslCeHg41NTUEBYWBjU1NQAVaw4EBgbKtH3+/Dn27t0LHR0dSZm9vT3s7e0BVCQF3bt3R2FhIaKiomQSuwEDBmDy5MkAAFtbWxw7dgxHjhyBhYUFDA0Noa2tDUEQpKY3uXTpEl68eIH58+ejRYsWAAAnJ6c6jlDNqosNAMLCwuDs7IzFixcDAJydnfHkyRPs3r1bso3bt29j586dWLp0KYYMGQIAcHBwQE5ODtauXSuV2Mkby9cxZMgQuLm5oXXr1rh8+TLWr1+P69evY/fu3VVO3+Po6Ig2bdogJiYG06dPBwCcO3cOWVlZkruDz549i+PHj2Pbtm2wtbUFUDH+GRkZ2LBhA9asWQMAmDp1qmS75eXlcHR0RFpaGn7//XeputzcXISHh0sSQqDiNR45cqTUncqDBg2q8ljLy8sRGhoqtSi8k5MTXrx4gY0bN2LMmDEya6YAQHR0tOQ1a9OmDYCK6XQ+/vjjakaWiIiIiKh6zCOZR8qLDWAeyTzy7fZWTDGqo6ODIUOGVPnTpUsXABXzHLdt21aq7+LFixEcHIzLly+jR48ecHBwQEZGBkJCQjB9+nSpR5Ir27RpEyZMmIBz586hW7ducHFxwePHj/Hjjz8iICAAL1++lNvvwIED8Pf3R3x8PDp16gR3d3eUlJTg559/hp+fHx4/fiy3X3JyMoYMGYL9+/dDT08Pnp6eUFNTw65duzBo0CDcunVLbr+bN29i4MCB2LVrF9TU1ODp6QldXV3s27cPQ4YMQWpqam2HmYiIiBq5AQMG4PDhwyguLsbhw4cxYMCAWvW7fPkyHB0dJUkdALi7u8tta2pqKpOIFBUVYc2aNfD09IS5uTlMTU2xevVqZGZmorS0VKqto6Oj5N8qKiro1KkTsrOzq43P0NAQGhoaCA4ORnx8PJ4/f16r46qr6mIrLS3F1atXZcbF09NT6vezZ89CUVERnp6eKC0tlfzY29vj2rVrKCsrk7SVN5avY9myZejbty969uyJTz75BCtWrMCVK1dw7NixKvsoKirC19cXe/fulUwrFBMTAzMzM8mdkGfOnIGuri5sbGxkjqnyuiQ3b97ElClT4ODgABMTE5iamuLWrVvIyMiQ2qe+vr5UUgcAxsbG+PnnnxEREVHl9+LKsrOz8fDhQ/Tr10+q3NvbG3l5ebh+/brcfpcuXYKpqakkqQOA7t2747333qtxn0REREREjRHzyNfDPJJ55LvsrXiCsEuXLli2bFmV9eIrwH5+flBQUJCUHz58GDt27ICuri62b9+OTp06AQAePXqE0aNH4+jRo9i2bZtkMU6xS5cuYeXKlVBXV8fWrVthaWkJAMjPz8dnn32GlJQUrF69WuZR3+zsbMybNw+CIGDdunXw8PAAUPFG/+KLLxAXF4cFCxZg3bp1Uv0KCgowa9YsFBYWYv78+Rg1apSk7vvvv8eWLVsQFBSE6OhoqeMrLy9HYGAgcnNzMW7cOMyePVtSt23bNnz77beYOXMmjhw5AnV19RrHmYiIiGrm193gH9992dD69OmDr7/+GqtXr8bLly+l7jKsTk5ODkQikVRZs2bNoKGhIdNWXiLyww8/4LfffsOUKVNgamoKTU1NJCQkYMOGDSgqKoKy8v995dTS0pLqq6KiguLi4mrja9myJX755ReEhoZi5syZEAQBjo6OmD9/vtSUI5WJ73SUd7OYOLmqHFdNsT19+hRlZWUyCcCrv4vbde/eXW5cOTk5kqSiPpM6eXr37g0NDQ1cuXJF8r1VHl9fX8ksF+bm5jhy5Ai+/PJLSf3Tp0+Rk5MDU1NTmb7icc7Ly8O4cePw3nvvYc6cOWjXrh2aNWuGr7/+Wub1lXfcCxYswJo1a7B+/XqEhISgY8eOmDFjRpV/nBCv2VHV6/Hs2bMq+7Vu3VqmvDEkdkRERETUcJhHVmAeyTxSjHnku+GtuEBYnT/++AM3b96EkpKS5PFasY0bNwIAgoODJRcHgYqTZdGiRQgICMCmTZsQEBAgNdXopk2bIAgCPv30U8nFQaDiEeilS5fCy8sLO3bswNSpU6Xe4Fu3bkVhYSF8fX2l3hzKysr45ptvkJiYiPj4ePzvf/9D165dJfV79uxBTk4O7OzspC4OimOPj4/HlStXkJiYCBcXF0ndiRMncP36dXTs2BHBwcFS/QICAnDkyBEkJydjz549GDlyZF2GlYiIiBohDQ0NuLq6Ijw8HP369ZObmMmjq6uLJ0+eSJUVFRWhoKBApm3lm5nEDh06hFGjRmHChAmSslcXHn9dVlZW+Pnnn1FYWIgzZ85g2bJlCAoKQlRUlNz24i/vOTk5MDY2lqrLycmBoqJitWsqvKpVq1ZQUlKSmS3i1d9btmwJZWVl7Ny5U+5YVU4q5NXXJ/H2a9qPgYEBHBwcEBMTg8zMTJSXl+PDDz+U1Lds2RL6+voyN8FVdvHiRWRnZ2PLli2S2T8A1Hp9Dy0tLXz99df4+uuvce3aNWzevBnBwcEQiURS36vFdHV1AciOv/j3li1byt2Prq4u/v77b5nyqmYBISIiIiJq7JhH/h/mkcwj5WnMeeRbMcVodaKjowFUzM2rr68vKc/OzsaVK1egoqIi80goUDHfr76+PnJycnDx4kVJeXFxMRITEwEAAwcOlOnXoUMHWFlZoaSkROYDKT4+vsp+LVq0kNxdIW73aj8fHx+ZfkpKSpInJKvq5+3tLXe+X3EcCQkJMnVERETUNPn7+8PNzQ0jRoyodR8zMzOcPn0ahYWFkrK6fL8oKiqSWr+5rKwMsbGxte5fmYqKitxF7cXU1NTQp08f+Pn54X//+1+V7Tp16gRdXV25x5GQkAAzMzOpqXBqoqysDBMTE5ntHT16VOr3Xr16oaysDC9evIC5ubnMT3XrXNe3xMREFBQUyL1j81VDhw7FkSNHsHPnTnh4eEjdJGdvb49Hjx5BQ0ND7jEBkJw7lY/vwoULyMrKqnPcxsbG+PLLL1FeXi43CQOANm3aQE9PD4cOHZIqP3jwIFq0aCFzJ7OYubk5rly5IjUdUWpqaqNI7IiIiIiI/inmkRWYRzKPlKcx55Fv9ROEL1++RFxcHICKk62yq1evAgA++OCDKt+U5ubmePDgAdLT02FjYwMAuHXrFl6+fAltbW0YGhpW2e/ChQu4evWq5KJeXl4e7ty5I6mvqt/+/fslsYmlp6fX2K/yMb1uPyIiImq67OzsYGdnV6c+Y8eOxY4dOzBp0iSMHTsWOTk52LRpE9TV1Wt1d6KDgwMiIiIki8NHRETUON1LVTp37oyEhATEx8dDX18fenp6SE9PR3R0NNzd3dGuXTs8ePAAkZGR6NWrV5XbUVRUxJQpU7B48WIoKCjA1dUVJSUlOHDgAE6fPo2wsLA6xzZp0iRMnToVCxcuhKenJ1JSUnDy5EmpNu+//z5GjBiBWbNmYfz48TA3N0dRURH++usvZGRkYMmSJXXe75MnT5CcnAygYkH6rKwsSUIjvlEuMjISly9fhr29PVq1aoWrV69iw4YNsLCwgKura4378PDwwOLFi3HlyhXMmjVLqs7R0RFOTk4YN24cJkyYgK5duyIvLw/Xrl1DUVERgoKCYGVlBQ0NDcyfPx+ffvopsrOzsXbtWqkb/Krj7+8PT09PfPDBB1BQUEBUVBQ0NDRgYWEht72ioiKmTZuGBQsWQFtbG46OjkhJScHOnTsxa9YsuQvLAxXT4GzYsAETJ07EtGnTUFhYiP/85z9o1apVreIkIiIiImqMmEdWYB7JPFKexpxHvtUXCA8dOoT8/Hy89957MidkZmYmAKBdu3ZV9m/btq1U28r/FtfJI95m5SvV4n5aWlpo0aJFtf0q7y8vLw+5ubkAgPbt29e6X+Xfq+onPoanT58iPz8fzZs3r/KYiIiIiKqir6+PjRs3YsmSJZg6dSq6dOmC7777Dp988kmV33sqmz9/PhYuXIiQkBCoqalh8ODB8PT0xPz58+scy8cff4z09HTMnTsXz549w9SpUzFgwAAoKChg9erVePz4MVq3bg1XV1eZBORV/v7+0NDQwNatW/Hbb79BSUkJJiYmCAsLk5rWvbbEx/TTTz9h7969sLW1xZIlSzB+/HipdgsXLkSnTp2we/durFmzBi1atEDXrl1lbnirrb/++gszZsyQ/H737l1JoideRN3Q0BAxMTE4cuQI8vLyoKOjg8GDB2PGjBlyZ6J4laqqKpydnXH+/Hk4ODhI1SkoKGDt2rUICwvD1q1bcf/+fbRs2RLGxsYICAgAUDHF/3/+8x8sX74ckydPRseOHbF48WJs3ry5VsdoZWUlmZpG/Dpt2rRJahH4Vw0bNgxFRUX49ddfsW3bNujr62POnDkYO3ZslX3U1dWxefNmLFq0CIGBgWjfvj3mzJmD9evX1ypOIiIiIiKqwDyydphHMo98mykIgiA0dBBVGTVqFFJSUjBu3DjMnj1bqi4sLAyrV6+Gj48PVqxYIbf/6tWrERYWhuHDhyMkJAQAsH//fgQHB8PGxgY7d+6U2y8qKgrz58+Hk5MTfv75ZwAVj7b6+/tDX19fMkXpq06fPo1x48ahU6dOOHz4MADgwYMH6N27NwDgypUrMouYAkBGRgb69u0LFRUVXL58WVJuZmaGkpISHDlyBB07dpTpV1JSAjMzMwDAyZMnoaenJ6nLzMyEu7s7EhISYGDwbi6QS0RERA3n/PnzGDlyJLZu3VrtHZbUOJSWlsLNzQ1+fn6YOXNmQ4dDVeB3fHqTeH4RERHR62Ie2bQwj3z71fQd/619gvD27dtISUkBIDu9KBERERHVrx9++AHdunWDjo4Obt26hfXr10MkEsHW1rahQ6M3qLi4GNeuXcOBAweQm5tbpzVHiIiIiIioaWMe2TQxj2w83toLhNHR0QAAa2trdOnSRaZeQ0MDQMU6hVXJz88HAKmpN2vTr6CgoN76Vf73y5cvoampWat+4n0+e/asyn2K+8nrS0RERFQXxcXFWL58OR4/fozmzZvD0dERc+bMgaKiYkOHRm/Qw4cP8dFHH+G9995DSEhItVOxEBERERERVcY8smliHtl4vJUXCMvKyrB3714AgJ+fn9w24nX57t27V+V2srOzpdpW/vf9+/er7Ceuk9fv+fPnyMvLkzuPsrhf5Uc1W7RogZYtW+LZs2fIysqCsbFxrfYn/r02/bS1tXmBkIiIiF7LvHnzMG/evIYOg/5lBgYGkvUniIiIiIiI6oJ5ZNPEPLLxeCsv5Z86dQoPHjyAhoYGvL295bbp1q0bgIrFNgsLC+W2uXTpEgDAxMREUvb+++9DTU0Nubm5uHPnjtx+aWlpMv00NTVhaGgotd3a9Ksca039xO1q209c/mo/IiIiIiIiIiIiIiIioqq8lRcIf/vtNwBA//79q3wyrm3btjA1NUVJSQkOHTokU5+cnIzs7Gzo6urC2tpaUq6qqorevXsDAPbt2yfT7+7du7h48SJUVFTg6uoqVefu7l5lv7y8PBw7dgwA4OnpKbff/v37ZfqVlZUhLi6u2n5xcXEoKyuT6SuOw8PDQ6aOiIiIiIiIiIiIiIiISJ637gLhkydPJBfahg4dWm3biRMnAgBWrFiB27dvS8ofP36MxYsXAwAmTJggM+fxhAkToKCggM2bN0ue3gMq1iycO3cuysvL8fHHH0NLS0uq35gxY6Cmpoa9e/ciISFBUl5aWooFCxYgLy8PHh4e6Nq1q1Q/X19f6OrqIikpCREREVJ1K1aswJ07d9CtWzfJhUsxV1dXiEQi3L59GytXrpSq2759O5KTk6GnpwdfX99qx4mIiIiIiIiIiIiIiIhI7K1bg3Dfvn0oKSnB+++/Dxsbm2rb9uvXD/7+/ti5cyd8fHzg4OAAZWVlnD17VnKxbtSoUTL9LCwsEBQUhBUrVmDEiBHo1asXNDU1kZKSgsePH8PS0hKBgYEy/dq2bYslS5bgyy+/xJQpU9C9e3fo6enhzz//RFZWFjp27IiQkBCZfs2bN8eqVaswYcIEhISEIDo6Gp06dcK1a9dw8+ZNtGrVCitXroSCgoJUP0VFRaxatQojR47Ezz//jOPHj8PY2BgZGRm4cuUK1NTUsHr1aqirq9dxlImIiIiIiIiIiIiIiKipeusuEEZHRwMA/Pz8atV+0aJF6N69OyIiIpCcnIzy8nK8//778PPzg7+/v8zTg2ITJkyASCTCL7/8gkuXLqGoqAgdOnRAQEAAxo8fD1VVVbn9PvzwQ3To0AEbN27EhQsX8Oeff6Jt27YYP348Pv/8c2hqasrtZ2tri5iYGKxbtw7nzp3DjRs3oKOjg+HDh2Pq1KnQ09OT269r167Yt28f1q1bh8TERBw5cgTa2trw8fHBlClT0Llz51qNExEREREREREREREREREAKAiCIDR0EFT/MjMz4e7ujoSEBBgYGDR0OERERERE9Jr4HZ/eJJ5fRERERESNS03f8d+6NQip8Xm85RfcX7gIhdevN3QoREREjU5oaChEIhG8vLzk1nt5eUEkEiE0NFRSNmfOnLd2DeO4uDjs2bPntbfz8OFDfP/99xg4cCCsra3h4uKC2bNn48GDBzJtHzx4gClTpsDa2hp2dnYICQnBy5cva9zHmTNnMHPmTLi5ucHS0hIffvghtm/fjrKyMql2giBgw4YNcHV1hbm5OYYMGYKTJ0++9jG+yzIzMyESiSRrj1dl+/btEIlE/1JURPS2yI2ORlbwF3h++AjKCwsbOhwiIqJGh3mkfMwj327MI+vfWzfFKDVCigp49vvvyI2MhEbPnmg1ahQ03ftAQZmnHxERUX1o1qwZMjMzcenSJZibm0vK09LSkJWVhWbNmkm1nzx5Mgrf0j+4Hjp0CE+fPn3txPPKlSuIj4/HRx99BAsLCzx+/BihoaHw9/fH/v370bx5cwBASUkJxo8fDxUVFaxevRrPnz/HsmXL8Pz5c6xYsaLafURGRqKwsBAzZsxA27ZtkZqaimXLliEzMxNz5syRtPvpp5+wbt06TJ8+HSYmJti3bx8+//xz7NixAxYWFq91nEREjZGCsjLyz5zB8wMHoKChAU03N2h590dzJycovvL/NCIiIvpnmEfKYh5JTQ2v0NAb997YsdAePBi50dF4umMnsmbMgHLbtmg1YgS0h30E5VatGjpEIiKid5q6ujpMTU0RFxcnldjFxcWhV69euHz5slR7Q0PDetlvSUkJFBUVoaSkVC/bq0/du3fHwYMHoVzphqRu3bqhX79+OHLkCIYMGQIAOHz4MG7evIkjR46gQ4cOAABlZWXMmjULU6dORadOnarcx8KFC9G6dWvJ73Z2digsLER4eDhmzZoFVVVVFBcXY+PGjfj0008xceJEAICzszNu3ryJdevWYePGjW/g6OtHYWEh1NTUGjoMImqCWg4aBK0BA1CQkoLncQfx4uhRPI+NhWKLFtB07wPNfv3QwtERCqqqDR0qERHRO4t5pCzmka+PeeS7hVOM0r9CSVsb740fjy5HDsNg3VqoduqInNWr8T8XV9z7ai5eXrnS0CESERG907y9vXHw4EGIl5cWBAEHDx6Et7e3TFt5U8MkJSXBx8cH5ubm8PPzQ1paGuzs7KSmlAkICMD06dMRGRkJDw8PWFhY4OHDh7h58yYCAwPh4uICS0tLDBgwAOHh4SgvL5favkgkQlJSEqZPnw5ra2u4u7sjIiJCKq7Dhw8jOTkZIpFIakqb8+fP4+OPP4aNjQ1sbGwwaNAgHDx4sMrx0NLSkkrqAKBz585QV1fHw4cPJWWJiYkwNzeXJHUA4OHhARUVlRqnb6mc1ImZmJigqKgIubm5AIC7d+8iPz8fjo6OUu0cHR1x+vRpFBcXy932iRMnYGxsjLt370qV3717F8bGxoiPj5eUxcfHw9fXF+bm5nB0dMTy5ctRUlIiqa/L63Py5ElMmjQJ1tbWCAkJAQDs3r0b3t7esLCwgJ2dHUaNGoW//vqr2rFJT0/HmDFjYGlpiZ49eyIoKAiPHj2qtk9xcTFCQkLQo0cP2Nra4rvvvkNpaWm1fYio8VJQVkZze3u0/SYEH5xMRIdNm6DZ1wsvjh1H5ueTccPJGfe+mou8kychVPrMIyIiotpjAtOhMgAAIABJREFUHimNeSTzyKaGTxDSv0pBSQma7u7QdHdH0f/+hycREXj2+z48i4mBuo0NWo8aCU1PTyioqDR0qERERO8ULy8vLFq0CKmpqejRowfOnz+PJ0+ewMvLC8uXL6+274MHDzBx4kRYW1tj1qxZePToEYKDg1FUVCTT9sKFC7hz5w6Cg4Ohrq4OTU1NZGRkoHPnzvDx8UHz5s2Rnp6O0NBQFBUV4bPPPpPqP3/+fAwePBjDhw/HgQMHEBISAnNzc1hYWGDy5Mm4d+8eXrx4gYULFwIA2rRpg7y8PEyaNAnu7u6YMmUKBEHAjRs38OLFizqN0bVr1/Dy5Uupuzn//vtvdO3aVaqdqqoqDA0N8ffff9dp+wBw8eJFaGlp4b333gMAyRiqvPLdRkVFBSUlJbh79y66dOkisx0nJyfo6elh7969mDZtmqQ8JiYG7733HlxdXQFU3N0bFBSE4cOHY9asWbhz5w5WrVoFQRAwe/ZsABXraNT29Zk3bx58fX0xZswYNGvWDCkpKVi0aBGmT58OKysr5OXl4eLFi9WO/ZMnTxAQEIAuXbpg5cqVyM/Px8qVK/HJJ58gOjoaqlU88bNixQrs3r0bgYGB6NKlC3bv3o1Dhw7VMOJE1BQoqKighbMTWjg7QVi4EPlnz0qeLHwWEwOlli2h6eUJzX790NzOjstZEBER1RLzyJoxj2Qe2ZjxWzM1mGZdu6LtwoXQCwzEs5gYPInYgaxZQVDW04P2iOFoNWwYlHV0GjpMIiKid4KWlhacnZ0RGxuLHj16IDY2Fs7OztDU1Kyxb3h4ONTU1BAWFiaZCqR58+YIDAyUafv8+XPs3bsXOpX+H21vbw97e3sAFXecdu/eHYWFhYiKipJJHAYMGIDJkycDAGxtbf8fe3ceV2PePnD8c06d9qK02GoqTB6pbE9lT4UW69jJIxIm21jG4DeNZYaxDY+yG8RI1pgxlKVhjDHDmDGYwdjJEqGdFtXvj57OODqF2ULX+/Wa1yv3fV/3fZ37xJzrfL/39eXAgQPs3bsXV1dX7OzsqFy5MoWFhTRo0EAdc/r0aTIyMggPD8fExAQoKnxeREFBATNmzMDe3h5vb2+N16PtHpmZmZGenv5C17h48SIxMTGEhoaq2+XY2tqiUCg4ffq0xms6deoUAGlpaVrPpaOjQ9euXdm+fTsjRoxAoVBQWFjIjh076NSpE7q6uhQWFjJ37ly6dOnC1KlT1bF6enpMnz6dIUOGYG5u/kLvj5+fH++88476z6tWrcLJyUnjOB8fnzLvw+rVq9Wxxe+Xvb09PXv2ZO/evXTo0KFETEpKChs3bmTkyJEMGjQIKGqho23mshCiYlPo6WHSujUmrVtTkJtL1uHDpMfFk75rN6lbtqJjbo5pu3aY+ftj9O8mKF7C9mVCCCHEy0LqyLJJHSl15OtOBghFudMxM8NiwADM+/cn89AhUtZHcy8ikvtLl2Hq74dFUBCGsvCqEEKIf8rPMXBifflcu2EQNOjzh8MDAwOZOXMmkyZNYs+ePbz//vvPFffLL7/QvHlzjXUCSvvw7uzsrFHUQdHsxuXLl7Nz505u376t0Zbk8ePHGi1anmyRolKpsLe3Jykpqcz87OzsMDIyYvz48XTv3h13d3fMzMye67UV++STT/j5559Zv359iVmYz1JQUKDRRkVHRweFQqFxTFpaGiNHjixRBJmamhIYGMiyZcuoU6cOdevWZefOnXz33XcAKJWld/zv3r07y5cv5+jRo3h6evL9999z8+ZNdVufK1eucOvWLfz8/DRaqHh6epKTk8OFCxdwd3d/ofeneEZpsX/961/MnTuXmTNn0rZtW9zc3EqduVns1KlTNG/eXF3UAbi5uVGjRg1+/PFHrYXd+fPnycnJ0fi9UyqV+Pj48Omnn5Z5PSFExaXU08PU2xtTb28KsrPJ/OYbMuLiSPviC1I3bULH0hKzdu0w8/fDsHFjFGX8myuEEEL8KVJHAlJHPknqSKkjXwXy6Vi8NBRKJaZeXth9uhLH3bup3KsXmQlfcbVnL6707EXaF19QUEp/ZSGEEEKAt7c3Dx8+ZMGCBTx69Ig2bdo8V1xycnKJdRD09fUxMjIqcezTRR3A3LlzWb16NT179mTFihVs3bqVt99+G6BEe5mnCzKVSlXq+gnFKlWqxJo1a8jLy+Odd96hadOmDBkypMS6CqWJjo5m1apVzJ49Gzc3txL5ZGZmlohJT09X5zp58mScnZ3V/23fvl3j2JycHMLCwsjNzWXp0qUlCp//+7//o1atWgwYMAAPDw9WrVqlvj/a7mcxW1tb3N3diY2NBSA2NhZXV1fq1KkDFM2WBBgyZIhGfsXF0e3bt4EXe3+KW9oUa9asGR9//DHHjx+nf//+eHp6Mm3aNB4+fFhq3snJyVpfl6WlZakzXYvXlXj6+k//WQghSqM0MMCsbVtqzJ/Pm0e+pcZ/F2DUuDGpsbFc6/8fLrb2ImnGTB7+dILCJ76sE0IIISo6qSO1kzpS6siKQJ4gFC8lfUcHqr7/f1i9M5q0HZ+TEh3NrQnvoTNnLuY9e1K5Vy9UNtblnaYQQojXUYM+f2r2ZXkyMjLCy8uLqKgo/Pz8tBZm2lhZWfHgwQONbTk5OVo/vD894xEgPj6eoKAgQkND1du+/vrrF8y+bA0aNGDVqlVkZ2dz5MgRZs2axbhx49i8eXOZcXv27OGjjz7i3Xff1dpmxNHRscQaEbm5uSQmJtK7d28ARowYQb9+/dT7a9asqf45Pz+fcePGqdvCaCtoLCwsWLduHUlJSWRkZODg4MDatWuxsrLSOJc2PXr0IDw8nHHjxrFv3z71ehAAlStXBuDDDz/kX//6V4nY4nO/yPuj7f3t2rUrXbt25cGDB+zdu5ePP/4YY2Njxo8fr/UcVlZW3L9/v8T2e/fu4ezsrDWm+L7dv39f/bqK/yyEEC9KaWiImZ8fZn5+FGRlkXHwIOlxcaRu2kTKZ5+hW7Vq0X5/PwxcXbX+2yeEEEK8EKkjAakjpY78ndSRrwYZIBQvNR0TEyyC+mHetw9Z3x4hZf167i1dyr0VKzBr1w7zoCAMGzaQgk4IIYT4nz59+pCbm6suSp5H/fr1iY2NJTs7W90eJiEh4bnjc3JyNGY75ufns2vXrudP+gkqlUrrovbFDAwM8Pb25sKFCyxfvrzMcx09epTx48cTFBRESEiI1mNatWrFhAkTuHnzJjVq1ADgq6++Ijc3l5YtWwJFBVJpBdi0adP45ptvWLNmDY6OjmXmU7VqVapWrUpOTg7btm2jW7duZR4P0K5dO6ZPn86YMWMoKCggMDBQvc/BwQEbGxtu3rxJz549Sz3HX/X+WFhY0Lt3b/bt28fFixdLPc7NzY2YmBgyMzPV7WFOnTrFzZs3ady4sdaYN998E319fRISEqhVqxZQ1JLnRX4PhRBCG6WxMZUCA6kUGEh+ZiaZX31Felw8D6KjeRAVhap6dUz9/TDzD8DAuZ7UlkIIISokqSN/J3VkEakjKwYZIBSvBIVSiUnLFpi0bEHu9eukRG8gNTaW9N27MahXD/OgIMwCA1Dq65d3qkIIIUS58vDwwMPD44VigoOD2bBhA8OGDSM4OJjk5GRWrlyJoaHhc31R2qxZM6Kjo9WLw0dHRz+z3UtpHBwcSEhIYP/+/djY2GBtbc3Zs2fZtm0bPj4+VK9enTt37rBp0yY8PT1LPc+lS5cYPnw4jo6OBAQE8PPPP6v3WVhYYGdnB0D79u1ZtmwZI0eOZPTo0WRkZPDxxx/ToUMH7O3ty8x12bJlbNq0iaFDh6JUKjWuUbt2bXVRs2PHDh4/foytrS23b98mKioKHR0dhgwZ8sz7oa+vT8eOHYmOjqZDhw4arXWUSiUTJ05kwoQJZGZm0qpVK1QqFYmJiezfv5+IiAgMDQ3/1PsTERFBWloa7u7umJubc+bMGY4dO8a4ceNKjRk4cCAxMTEMHjyYwYMH8/DhQz755BPefPNN2rVrpzXG3Nycnj17EhkZia6uLrVr12bLli1ltqARQogXpWNiQqVOnajUqRP56elkJHxFenwcD9au48Gq1ajs7NRPFurXrSuDhUIIISoMqSOLSB0pdWRFIwOE4pWjZ2eHzaSJWI0aSdrOnTxYv57bkydzd+5cKvfsiXmf3qiqVi3vNIUQQohXho2NDcuXL2fGjBmMGDGCWrVqMXPmTAYOHKixQHhpwsPDmTJlCtOnT8fAwIAuXbrQtm1bwsPDXziXvn37cvbsWSZPnkxaWhojRowgMDAQhULBggULuH//PhYWFnh5eTF27NhSz3Py5EkyMjI4d+5ciVmwXbt2ZdasWUDRTNNPP/2U6dOn884776Cnp0dAQAATJkx4Zq7ffvstAMuXLy8xC3XdunXqAruwsJCVK1dy69YtTE1N8fX1ZcyYMRgbGz/XPfH19SU6OlrrTNGAgACMjY1Zvnw527ZtQ6lUYmtri5eXFyqVCvhz74+LiwtRUVHs2rWLrKwsqlevzsiRIxkwYECpMcWtcIrb96hUKlq3bs2kSZPKXJh+woQJPH78mMWLF6NUKunUqRMDBw5Uv1dCCPFX0jEzo3LXLlTu2oX81FQy9u8nPS6e+6tWcX/FCvTs7f/3ZKE/+nXqyGChEEII8RSpI6WOLI3Uka8ORWFhYWF5JyH+ejdu3MDHx4eEhIRn9iR+1RUWFvLw6FEefLaezAMHQKHA1NcXi6B+GDZpIoWcEEII8QccP36cfv36sXbt2jJnWIq/35w5c4iPj2f//v0olcryTkeUo4r0GV/88+T3q8jjBw/I2Lef9Lg4Hh47BgUF6NWqhZm/f9GThf9rXyWEEEKIkqSOfHlIHSng2Z/x5QlC8cpTKBQYe3pi7OlJ7o2bpMRsIHXrNjL27EG/bl3M+/WlUocOKA0NyztVIYQQ4qU1d+5c6tWrh6WlJVeuXGHJkiU4OTnh7u5e3qlVWJcvX+bSpUvExMQwYsQIKeqEEOIfoGthgXmvnpj36snje/fI2LeP9N1x3Fu8mHuLFqH/5puY+fth6ueHvoNDeacrhBBClCupI18+UkeKFyEDhOK1olezBjbvvovViBGkffklKeujSQr/gOR5n1C5R3fM+/RB9b+FY4UQQgjxu9zcXObMmcP9+/cxNjamefPmTJw4UYqJcjRlyhROnjyJt7c3/fv3L+90hBCiwtG1tMS8Tx/M+/Qh7+5dMvbsJT0+nuSFESQvjED/X/9Sr1mo9781iYQQQoiKROrIl4/UkeJFSIvR15S0hylSWFjIwx9+IGV9NBkJCVBYiIl3GyyCgjDy8JD2o0IIIYQQ4pUhn/HF30l+v55fXlISGXv2kL47jkcnTwJg4OyMWYA/pu390Kspk1KFEEIIIUT5kxajokJTKBQYu7tj7O5O3u3bpMRsJHXLFq7vT0C/Tm3M+/WjUqdOKI2MyjtVIYQQQgghhBCvAFXVqlgMGIDFgAHk3bxJevwe0uPjuTt3HnfnzsPAzRUzP3/M/NqjqlatvNMVQgghhBBCK3nWV1QYqmrVsB47htoHD1Bt5kwUKj2Spk7jQmsv7nw8i9zr18s7RSGEEEIIIYQQrxBVjRpUCRmEw5bN1Nq3F6txYynMy+Pu7NlcbOPN1T59ebDuM/Lu3C3vVIUQQgghhNAgA4SiwlHq61P5ra7Yb9vKGxs2YNKyJQ+io7nU3o/EYW+TefhbCgsKyjtNIYQQQgghhBCvED1bWyxDQ3GMjaVWfBxW74ym4OFD7sycyUUvL64F9edBdDSP790r71SFEEIIIYSQFqOi4lIoFBg1aohRo4ZY37lL6qaNpGzaTObgweg5OBS1H+3SBR0T4/JOVQghhBBCCCHEK0TP3h7LYcOwHDaMnMuXSY+LIz0ujjsffsSdGTMx+ve/MfP3x7RdW3QtLMo7XSGEEEIIUQHJE4RCACoba6xGjaL2ga+oPmc2SlNT7nz0ERdbtybpoxnkXLlS3ikKIYQQQgghhHgF6Ts6YjV8OLW+/BLHnV9gOWwoj+/cIWnqVC60bMX1QSGkbNnC45SU8k5VCCGEEEJUIDJAKMQTlHp6VOrUCYfNm7DfvAkTH29SNm3isn8A10OHkPn119J+VAghhBBCCCHEH6Jfpw5Wo0bhGLcbhx3bqTJ4MLk3bpAU/kHRYGHoEFJjt5Ofnl7eqQohhBBCiNecDBAKUQpDV1dqzJlDna8SsBw5gpxz50gcOoxL/v48WLuW/IyM8k5RCCGEEEIIIcQrSKFQYFC3LtZj3qHWnnjst22lSvAAci9f5vbkyZxv3oLEYW+T9vnn5Gdmlne6QgghhBDiNSQDhEI8g66VFVbDh1M7YT/VP5mHrkUV7nw8iwutvbg9bRo5Fy+Wd4pCCCEqsMjISJycnGjXrp3W/e3atcPJyYnIyEj1tokTJ/LWW2/9Uym+kN27dxMbG/unz5Obm8vo0aPx8fHB1dUVT09PBg8ezC+//FLi2IsXLzJgwADc3Nxo0aIFCxcuJD8//5nXiI+Pp3fv3nh4eODi4kL79u1ZsmQJubm5Gselp6czadIk3N3dadiwIYMHD+batWt/+jW+ymJjY3FyciIrK6vM40aNGkX//v3/oayEEKJ8KBQKDJ2dsR4/nlr792G/eRMWQUFk//Ybt96byIVmzUkcPoK0L3eRn1n2v5tCCCHE85A6UjupI19uUkf+9XTLOwEhXhUKPT0qBQZSKTCQR7/+Ssr6aNK2xZIasxGjpp5YBAVh4uWFQkenvFMVQghRwejr63Pjxg1Onz6Ni4uLevupU6e4efMm+vr6GseHhYWRnZ39T6f5XOLj40lJSfnThWdBQQEKhYKhQ4dia2tLVlYWUVFRDBgwgB07dmBrawtAWloawcHB1K5dmyVLlnD9+nVmz55NQUEBY8aMKfMaqampeHh4EBISgqmpKadOnWLRokXcu3ePDz74QH3cmDFjOH/+PJMnT8bU1JSlS5cSHBzMzp07MTEx+VOvUwghxOtFoVBg6OqKoasr1u+O59HJk6THxZERv4fMhAQU+vqYtG6Nmb8fJq1bozQyKu+UhRBCvKKkjixJ6khR0cgAoRB/gKGzM4Yfz8T63fGkbtlKSkwMN4aPQFWjBuZ9+1K5ezd0KlUq7zSFEEJUEIaGhjg7O7N7926Nwm737t14enqWmO1oZ2f3l1w3Ly8PpVKJzks4OcbAwID//ve/GtuaNm2Kh4cH+/fvZ+DAgQBs3LiRnJwcFi1ahImJCc2bNyczM5NFixYRGhpaZuHVu3dvjT97enqSlZVFdHQ04eHhKBQKTpw4weHDh4mKiqJp06YAuLm54ePjw6ZNmwgJCfmLX/lfo7CwkNzc3BJfCgghhPjnKJRKjBo2xKhhQ2wmTuTRTz+RHhdP+t49ZOzdi8LQEBOv1pj5+2PSqhVKA4PyTlkIIcQrROrIkqSO/HOkjnz1SItRIf4EXQsLLIcOofb+fdT4739RVavG3blzi9qPhn9A9m/nyztFIYQQFURAQABxcXEUFhYCRR/M4+LiCAgIKHGsttYwR48epWPHjri4uNCtWzdOnTqFh4eHRkuZ/v37M2rUKDZt2oSvry+urq7cvXuXS5cuMWbMGFq3bo2bmxuBgYFERUVRUFCgcX4nJyeOHj3KqFGjaNiwIT4+PkRHR2vktWfPHo4dO4aTk5NGS5vjx4/Tt29fGjVqRKNGjejcuTNxcXEvdI+MjIzQ19cnLy9Pve3QoUO0aNFCo4ALDAwkOzubY8eOvdD5ASpXrqxx/rNnz6JSqXB3d1dvs7S0pG7duhw8eLDU88yZMwcfHx/1+1ksNjaW+vXr8+DBA6BohuuKFSto27Yt9evXp3379mzfvl0j5uDBgwwcOJCmTZvSqFEjevbsyeHDhzWOiYyMxMPDg+PHj9OtWzdcXFyIi4sjLy+P2bNn4+XlRf369WnRogXDhw8v0f7mabt376Zjx47Ur1+f1q1bs2DBAh4/flxmzO3btwkNDcXV1RVvb2+2bNlS5vFCCFGRKJRKjJo0oWr4+9Q5eBC7tWup1LkTD48e4+ao0Vxo1pyb498lIyGBgpyc8k5XCCHEK0LqyGeTOlLqyNeZPEEoxF9AoauLmV97zPzak33uHCnR0aTt3Enqli0Y/fvfmAcFYerjjUJX/soJIYT4e7Rr146pU6fy448/0qRJE44fP86DBw9o164dc+bMKTP2zp07DBkyhIYNGzJ27Fju3bvH+PHjydHyBeNPP/3E9evXGT9+PIaGhpiamnL16lUcHBzo2LEjxsbGnD17lsjISHJychg6dKhGfHh4OF26dKFXr158+eWXTJ8+HRcXF1xdXQkLC+PWrVtkZGQwZcoUAKpWrUpmZibDhg3Dx8eH4cOHU1hYyPnz58nIyHjmfSksLCQ/P5+UlBRWr16Njo4OgYGB6v2XL1/G09NTI6Z69eoYGhpy+fJlvL29n3mN/Px8cnNz+fXXX/nss8/o06cPCoUCKFrDQtvsWJVKxeXLl0s9Z7du3Vi1ahXHjh3Dw8NDvT02NpY2bdpgYWEBwIcffsiOHTsICwvD2dmZb7/9lsmTJ1O5cmXatGkDwI0bN2jTpg2DBg1CqVRy6NAhQkNDWb9+PY0bN1afOzs7m4kTJzJ48GDs7e2xtrZm+fLl7Ny5k3HjxlGzZk2Sk5M5dOiQRtH+tMOHDzNmzBi6dOnCu+++y2+//cbChQtJSUlh+vTpWmMKCwsJCwsjJSWFGTNmoK+vT2RkJKmpqdjb25f9BgghRAWj0NHB2MMdYw93qr7/Pg+PHSM9Lp6MvXtJ//JLlCYmmPp4Y+rvj0mzZij09Mo7ZSGEEC8pqSO1kzpS6siKQkYrhPiLGdStS7UPP8R63DhSt20jJXoDN0ePRrdaNcz79KFyj+7ompuXd5pCCCFK8cWlL9h+YfuzD/wbdK3TlU61Ov2hWDMzM1q2bMmuXbto0qQJu3btomXLlpiamj4zNioqCgMDA5YtW4bB/9qTGRsba107IT09nR07dmBpaane1rRpU3Xbk8LCQho3bkx2djabN28uUdgFBgYSFhYGgLu7OwcOHGDv3r24urpiZ2dH5cqVKSwspEGDBuqY06dPk5GRQXh4uHqGZosWLZ7rvqxcuZJPPvkEAAsLC1asWEGNGjU0Xo+2e2RmZkZ6evpzXaNBgwbqmZBdunRhwoQJ6n12dnbk5OTw22+/4eTkBBQVUBcuXChzYfVatWrRqFEjYmNj1YVdYmIix48fZ+nSpQBcu3aNmJgYPv74Y7p27QpAs2bNSE5OZtGiRerCLigoSH3egoICPDw8uHjxIlu3btVa2Pn6+qq3nT59mg4dOqjPD2idTfykiIgI3N3dmT17NgCtWrUCYP78+YSFhVG1atUSMYcOHeLMmTNs3rwZNzc3AJydnWnbtq0UdkIIUQaFri7GzZph3KwZVT8IJ+v7o6THx5Gxbz9pn3+B0swMU19fzPz9MPb0RKFSlXfKQgjxWpI6UupIkDqymNSRrw5pMSrE30SncmWqhIRQa99eai6KRO+NN0ieP5+Lrb24Nfn/yD5zprxTFEII8ZoJDAxkz5495ObmsmfPHo0ZjmX55ZdfaN68ubqoA/Dx8dF6rLOzs0ZRB5CTk0NERARt27bFxcUFZ2dnFixYwI0bN0q0A2nevLn6Z5VKhb29PUlJSWXmZ2dnh5GREePHj2f//v3PXXABdO3ala1bt7J06VKcnZ0ZOnQoFy9efO54KJrZ+fjxY/V/T7dr2bhxI9HR0UycOJGEhASN2Y0tWrSgZs2aTJkyhcuXL3P37l2mTJlCRkaGenZoabp3787evXvVBWBsbCyWlpa0bNkSgO+++w6lUknbtm018mvatCnnzp0jPz8fgKSkJN577z1atmxJvXr1cHZ25vDhw1y9elXjegqFQl2EFatbty7bt29n5cqVnDt3rsRr13avzpw5g5+fn8b2gIAACgoKOHHihNa4U6dOYWlpqS7qAGrUqIGzs3OZ1xNCCPE7hUqFScsWVJ8xgzcPf0PNZUsxbdOGjL17SQwdwoUWLbkdHk7WkSMUPqNdlxBCiIpD6siSpI6UOrKikCcIhfibKXR0MPX1xdTXl5wLF3gQHU3a51+QFhuLYaNGWAT1w7RtW5nJKYQQL4lOtTr94dmX5c3b25v333+fBQsW8OjRI/XMv2dJTk5Wz0ospq+vj5GRUYljny7qAObOncvWrVsZPnw4zs7OmJqakpCQwNKlS8nJyUH3iRbbZmZmGrEqleqZ6xBUqlSJNWvWEBkZyTvvvENhYSHNmzcnPDwcW1vbMmOtrKywsrICimYgBgYGsmLFCnW7HDMzMzIzM0vEpaenq3MNDg7WWEdi3bp1Gu1aiouPJk2aYG5uznvvvcegQYOws7NDT0+PBQsWMHbsWPz9/QFo3LgxnTt35ujRo2Xm7u/vz4wZM4iLi6Nbt27s2LGDzp07q+9nSkoK+fn5GrM3n5ScnIy1tTVvv/02WVlZjBo1ijfeeANDQ0MiIiK4f/++xvGVKlVC76k2dGFhYSiVSmJiYpg3bx42NjaEhIQwYMAArddMSUkhLy+vxO9J8Z/T0tJKzbW43c2TqlSpUuYMWSGEENop9PQw9fLC1MuLgpwcsr79lvTdcaTv2k3qlq3oWFhg2q4tZn7+GP27CYqnWpgJIYR4MVJHFpE6UupIkDryVSIDhEL8g/Tr1KHa1KlYjx1LamxsUfvRsePQtbamcu9emPfsia6W/2EKIYQQz8PIyAgvLy+ioqLw8/PTWphpY2VlpV6svFhOTg4PHz4scay22Yrx8fEEBQURGhqq3vb111+/YPZla9CgAatWrSI7O5sjR44wa9Ysxo0bx+bNm5/7HLq6ujg5OZGYmKje5ujoWGINh9u3b/Po0SMcHR0BmDZtmkZx4eDgUOo16tWrBxSt12BnZweAq6sr+/bt48rsRBhJAAAgAElEQVSVK+jq6mJnZ8fQoUM1ZjlqY2RkRGBgINu3b6dGjRrcunWLt956S72/UqVK6OrqEhMTo/V9sbCw4Nq1a5w5c4aVK1dqzOrMzs4u89rF9PX1GT16NKNHj+bq1ats3LiRmTNn4uDgUGKWKIC5uTkqlapE0Xjv3j11ztpo+x0EuH//vsaMZCGEEC9Oqa+Pqbc3pt7eFGRnk/nNN2TExZH2+RekbtyEjqUlZu3aYRbgj2GjRiiU0mxKCCEqEqkjyyZ1pNSRrzP51CdEOdAxM6NKcDC19sRTc9lS9OvU4V5EJBfbeHPrvfd4dPp0eacohBDiFdWnTx/atGlD7969nzumfv36fPvttxof9hMSEp47PicnR2PGYH5+Prt27Xru+CepVCqti9oXMzAwwNvbm27dur1wi5ecnBx+/fVXatasqd7WqlUrDh8+rDH7c/fu3RgYGODu7g4UFX8uLi7q/4rXr9Dmp59+AtC4BhQVxI6OjtjZ2XH16lWOHDlC9+7dn5lz9+7dOX78OJGRkTRo0IBatWqp93l6epKfn09GRoZGfsX/6enpqe/lk+/PzZs3S23RUhZ7e3vee+899PT0uHTpktZjdHR0cHZ2Jj4+XmN7XFwcSqWShg0bao1zcXHh3r17nDx5Ur3t1q1bnJGW7EII8ZdSGhhg1rYtNebP580j31LjvwswatyY1NhYrgX156JXG5JmzuThTycoLCgo73SFEEL8Q6SOLDtPqSOljnxdyROEQpQjhVKpbvuSc/kKKdHRpG3fTtrnX2Dg5opFUBBm7dujeOoxbSGEEKI0Hh4eGm1LnkdwcDAbNmxg2LBhBAcHk5yczMqVKzE0NHzm+gZQtKB5dHS0enH46OjoZ7Z7KY2DgwMJCQns378fGxsbrK2tOXv2LNu2bcPHx4fq1atz584dNm3ahKenZ6nn+fLLLzl06BAtW7bE2tqa5ORkNmzYQHJyMgMHDlQf17t3bz777DNGjhxJaGgoiYmJLFq0iODg4DILOICQkBCaNWtG7dq10dHR4aeffmLNmjUEBASoZ30CLF68GEdHR8zNzTl//jxLliwhMDBQYx2N0ri5uVGnTh1+/PFHjTUpoKjg7N27N2PHjiUkJAQXFxdycnK4cOECV69eZcaMGTg6OlK1alVmz57N6NGjycrKIiIiAmtr62deG1C3+6lXrx76+vrs2bOH/Px8mjRpUmrMyJEjCQkJYdKkSQQEBHD+/HkWLlxIjx49tC4sD9C6dWvq1q3L6NGjGT9+PHp6ekRGRmptFyOEEOKvoTQ0xMzPDzM/Pwqyssg4eJD0uDhSN24iZd1n6Farhln79pgF+GPg4vJcnwmEEEK8mqSOLCJ1pNSRFY0MEArxktB3dKBq+PtYjXmHtO07SImO5ta7E7gzew7mvXpRuVdPVM/5j7AQQgjxImxsbFi+fDkzZsxgxIgR1KpVi5kzZzJw4MBnFjcA4eHhTJkyhenTp2NgYECXLl1o27Yt4eHhL5xL3759OXv2LJMnTyYtLY0RI0YQGBiIQqFgwYIF3L9/HwsLC7y8vBg7dmyp53F0dOSLL75g1qxZpKWlYW1tjaurK9u2baNOnTrq4ypVqkRUVBTTp09n2LBhmJmZMWDAAEaOHPnMXF1cXNi+fTs3b95ER0cHW1tbxo4dW2LWbWpqKjNnziQlJYVq1aoxaNAgBg0a9Nz3xMfHh8TERAIDA0vsmzJlCvb29mzZsoWIiAhMTEyoXbu2elZpcYE0ffp0Ro0aRdWqVRk2bBjHjh3j/Pnzz7x2w4YN2b17N6tWraKgoIDatWsTERGBi4tLqTEtWrRgwYIFLF26lJ07d2JhYcGgQYPKvKcKhYKlS5cSHh7O5MmTqVKlCkOHDuXIkSOkpKQ8x10SQgjxZyiNjakUGEilwEDyMzPJ/Oor0uPieRAdzYOoKFQ1amDm74epnz8GzvVksFAIIYTUkVJHlkrqyFeHorCwsLC8kxB/vRs3buDj40NCQkKJR5PFq6GwoICsb4+Qsn49mYcOgY4OZu3bYx7UD8MGDaQgE0II8bc6fvw4/fr1Y+3atWXOsBR/v+7du+Pg4MDcuXPLOxVRzuQzvvg7ye+X0CY/PZ2MhK9Ij9tN1pHv4PFjVHZ2RU8eBvij7+QktakQQgg1qSNfHlJHCnj2Z3x5glCIl5RCqcSkZQtMWrYg99o1UjZsIHVbLOm7dmHg7Ix5UBBmAf4o9fXLO1UhhBCvgblz51KvXj0sLS25cuUKS5YswcnJSb1+gvjnnT59mu+//57Tp0/zwQcflHc6Qry0srOz+eyzz4iPj+fatWvk5eVRpUoV6tevz4ABA2jcuLHG8QUFBcTExLBt2zauXLmCUqnEycmJvn370qFDhzKvtXPnTmJiYvjtt98oKCjAwcGBbt260adPH5RKZalxhw4dIioqil9++YWcnBxsbW0JDAwkJCREY22Xp508eZIVK1bw008/kZmZSbVq1fD19eXtt9/G1NS01LjLly+zZMkSvv/+e1JTU7GysqJVq1YMHz78uVtDCQGgY2ZG5a5dqNy1C/mpqWTs3096XDz3V63i/ooV6NnbYxbgj6mfHwZvvlne6QohhPiHSR358pE6UrwIeYLwNSWzP19PBVlZpH3xBQ/WR5N76RI6FhZU7tED8z69UZXSi1kIIYR4HjNmzGDv3r3cv38fY2NjmjdvzsSJE+WL5HLk5OSEmZkZoaGhDBkypLzTES8B+YxfUmJiIiEhIVy7dg0rKyvc3NzQ0dHh1q1bnD17luHDhxMWFqY+Pj8/nxEjRvDVV19hYmJC06ZNyc3N5bvvviM3N5f+/fvz/vvva73WtGnT2LBhA/r6+jRt2hRdXV2+++47srKyaNu2LREREVoHCVeuXMm8efPQ0dHB3d0dMzMzfvjhBx48eECDBg2IiorC0NCwRNyXX37JhAkTyM/Pp1GjRtjY2HDy5Elu3brFG2+8QUxMDFWqVCkRd+zYMUJDQ8nOzsbZ2Zk33niDc+fOcfnyZSwsLNiwYQMODg4l4uT3S7yIxw8ekLFvP+lxcTw8dgwKCtCrXQszP3/M/P3Qr1WrvFMUQgjxD5A68uUjdaR40rM+48sA4WtKirvXW2FhIQ+//54H66PJ/OorUCox9fXFon8Qho0bS4sXIYQQQojXkHzG1/Tw4UM6d+5MYmIiY8eOJSQkBB0dHfX+lJQUUlNTNQbDVq9ezezZs6lduzZr167F0tISgKtXr9KvXz/u3bvH4sWL8fX11bjWnj17GDVqFFZWVqxfvx57e3sA7t27x3/+8x8uXbrE5MmTGTBggEbc6dOn6dGjBwYGBqxduxY3NzcAsrKyGDp0KD/88AMDBgxg8uTJGnFJSUm0b9+e3NxcIiMj1fk8fvyYd999l927d+Pr68vixYtL3JN27dqRnJxMeHg4QUFB6n2zZ89m9erVODs7s23bthI1g/x+iT/q8b17pO/dS0ZcPA+PH4fCQvTffBMzfz/M/P3R+9/fFyGEEEII8c961mf80nugCCFeWgqFAuOmTbFdvIha+/ZiMWAAWd9/z7Wg/lzp+hapW7dSkJ1d3mkKIYQQQgjxt1m6dCnXr1+nX79+DBkyRGNwEMDc3FxjcDA/P59PP/0UgKlTp6oHBwHs7e0ZP348AMuWLStxreXLlwMwfvx49eAggKWlJVOnTgWKnhQsKCjQiFu5ciWFhYUMHjxYPTgIYGxszMcff4xSqWTDhg2kp6drxK1du5bs7Gy6dOmiMVipq6vLhx9+iImJCfv37+fixYsacbGxsSQnJ+Ph4aExOFicu52dHb/++iuHDh0q8RqF+KN0LS2x6NuXNz5bR+2DB7H5v/9DaWJC8sIILvn5c/mtt7i3YiW5iYnlnaoQQgghhHiCDBAK8YrTq1kTmwnvUufgAapOnwYFBdx+P5yLrb24O28eeTdvlneKQgghhBBC/KVyc3PZvHkzAMHBwc8Vc+LECe7fv0/VqlX597//XWK/n58fKpWK06dPc+fOHfX2pKQkfv31V1QqFX5+fiXi3N3dsbGxITk5mZ9//lkjx+KBuE6dOpWIs7W1pUGDBuTl5fH1119r7Nu/f3+pcSYmJrRp00bjuKfjOnbsWCJOR0eHgIAArXFC/FVUNtZY9A/CfkM0tQ8ewHrieyhVeiTPn8+ltu240r0H91etkjpVCCGEEOIlIAOEQrwmlIaGmPfsicPnO7BbtxYjDw/ur17DxbbtSBwxgqzvjyIdhYUQQgghxOvg119/JTU1FRsbG2xtbfn111/573//ywcffMDChQs5fvx4iZizZ88C4OLiovWchoaG1K5dW+NYgDNnzgBQp04dDAwMtMYWn/PJuCtXrvDo0SMqV66MnZ1dmXHF1wDIzMzk+vXrZeaqLe7J679onBB/B1XVqlQJDsZ+00ZqJ+zH+t13Abg7dx4XfXy50qsX96OiyEtKKudMhRBCCCEqJt3yTkAI8ddSKBQYu7tj7O5O3q1bpMRsJHXLFq7vT0C/Th3M+/WjUqeOKI2MyjtVIYQQQggh/pDz588DYGNjo15b70lLlizB19eXuXPnYvS/z703btwAoHr16qWet1q1apw9e1Z97IvEPXnskz8X79Om+Jw3n3iaqjjOzMwMExOTMuOevF5mZiapqakA1KhR47njhPgnqGrUoErIIKqEDCI3MZH0uHjS4+O4O2s2d2fNxrBRI8z8/TFt1w6VjXV5pyuEEEIIUSHIE4RCvMZU1atjPW4stQ8eoNqMGaDSJWnqVC54teHOrNmyBoQQQgghhHglpaWlAUVPzK1evZoBAwawb98+fvjhB5YsWYKNjQ379+9n2rRp6piHDx8CRU8KlqZ4MDErK+uF4oyNjf9Q3B+9nra4J38uLVZbnBD/ND1bWyyHhOIYG4tj3G6s3hlNQVYWd2bM4KKXF9eC+pO+Z295pymEEEII8dqTAUIhKgClgQGVu72Fw7ZtvLEhGpMWzXmwfj2X2rUncdjbZB7+VtqPCiGEEEKIV0ZBQQEAeXl5dOrUicmTJ2NnZ4eZmRk+Pj4sXrwYhULB559/rm7XKYR4+eg7OGA5bBiOn+/AcdeXWI4YzuN797g5ejTp8fHlnZ4QQgghxGtNBgiFqEAUCgVGjRpRY/58aifsx/LtYTw6fZrEwYO5HNiBB9HR5GfKbGIhhHiVREZG4uTkRLt27bTub9euHU5OTkRGRqq3TZw4kbfeeuufSvGF7N69m9jY2L/8vDNnzsTJyYnZs2eX2Hfx4kUGDBiAm5sbLVq0YOHCheTn57/Q+e/cuUPDhg1xcnIq8WROeno6kyZNwt3dnYYNGzJ48GCuXbv2p17Pqy42NlbrvXraqFGj6N+//z+UlXiVFD+xB9CzZ88S+11cXHB2dqawsJBjx44Bvz899+jRo1LPW/z03pPnf5644t/lF437o9fTFvfkz6XFaosT4mWhX6sWVsOH4/D5DgwbNeLWhPd4+OOP5Z2WEEK8lqSOfD5SR75cpI7868kAoRAVlMrGBqtRo6h94Cuqz5mN0tiYOx9+xEUvL5JmzCT36tXyTlEIIcRz0tfX58aNG5w+fVpj+6lTp7h58yb6+voa28PCwpg1a9Y/meJzi4+PZ/v27X/pOS9evMjWrVu1ruWVlpZGcHAwCoWCJUuWMHz4cNasWUNERMQLXWPOnDnqL/WfNmbMGA4fPszkyZOZN28eqampBAcHk5mZ+YdejxACatasqfVnbcfcu3cP+H1dvlu3bpV63qSkJI1j/4q427dvlxpXvE9bXHp6eqn/ThTHPfnaTUxMqFSpEqC5puGzrifEy0apr0/NxYtQ1ahBYthwci5fLu+UhBDitSR1ZNmkjhQVgQwQClHBKfX0qNSpEw5bNmO/aSMmbdqQsnEjl/z8uR46hMxDhyj8XwsnIYQQLydDQ0M8PT3ZvXu3xvbdu3fj6elZYi0qOzs73nzzzT993by8vBeeIVkePvzwQ/7zn/+ovzh/0saNG8nJyWHRokU0b96cPn36MHz4cKKiop678Prhhx/45ptvGDRoUIl9J06c4PDhw8yZM4cuXbrg4+PDsmXLePDgAZs2bfrTr+3vUlhYSE5OTnmnIUSp6tWrp/45NTVV6zEpKSnA70/kFcc8/SVYsUePHnHhwoUS5y/++cKFC2RnZ2uNLT7nv/71L/U2R0dHDAwMSE1NLbXN6alTp0rEmZqaYmdnV2au2uKezPVZcU++PiFeRrrm5tiuXIFCpSJxcCiPk5PLOyUhhHjtSB1ZNqkjX5zUka8eGSAUQqgZurlRY+4c6nyVgOXIEeScO0fikKFc9g/gwbp15GdklHeKQgghShEQEEBcXJx6TdnCwkLi4uIICAgocay21jBHjx6lY8eOuLi40K1bN06dOoWHh4dGS5n+/fszatQoNm3ahK+vL66urty9e5dLly4xZswYWrdujZubG4GBgURFRanXCCs+v5OTE0ePHmXUqFE0bNgQHx8foqOjNfLas2cPx44dw8nJSaOlzfHjx+nbty+NGjWiUaNGdO7cmbi4uGfel/j4eC5fvsyQIUO07j906BAtWrTQmBUaGBhIdna2ui1hWfLz8/nwww8JCwvD3Ny8xP6zZ8+iUqlwd3dXb7O0tKRu3bocPHiw1PPOmTMHHx+fEmsEx8bGUr9+fR48eAAUrcO2YsUK2rZtS/369Wnfvn2JmbMHDx5k4MCBNG3alEaNGtGzZ08OHz6scUxkZCQeHh4cP36cbt264eLiQlxcHHl5ecyePRsvLy/q169PixYtGD58OLm5uWXel927d9OxY0fq169P69atWbBgAY8fPy4z5vbt24SGhuLq6oq3tzdbtmwp83hRsdnY2ODm5gbAd999V2J/WloaZ86cAaB+/foANGzYEAsLC5KSkvjhhx9KxMTHx5OXl4eLiws2Njbq7dWqVcPZ2Zm8vDzitayJduzYMZKSkrCysqJhw4bq7Xp6erRq1QqAL774okRcYmIiP//8MyqVCi8vL419Pj4+pcZlZmZy4MABANq2bas1bufOnSXi8vPz1V8APh0nxMtIr2ZNbJcu5XFKColDh1HwjHZiQgghXpzUkdpJHSl1ZEUhA4RCiBJ0raywGj6c2gn7qT5vHjrm5tyZ+TEXWnuRNH06OZculXeKQgghntKuXTvu3bvHj/9bq+f48eM8ePCg1DUlnnTnzh2GDBlClSpViIiIoHfv3owfP17rzL+ffvqJmJgYxo8fz7JlyzA1NeXu3bs4ODgwZcoUVqxYQY8ePYiMjGTlypUl4sPDw6lbty6LFi3C3d2d6dOnq59oCQsLw8PDg3r16rFp0yY2bdpEjx49yMzMZNiwYdja2hIZGUlERASdO3cm4xkTV7Kzs5k9ezbjxo0rtW3L5cuXcXR01NhWvXp1DA0NufwcLc02btxIbm4u/fr107o/NzcXpVKJjo6OxnaVSlXm+bt168aNGzdKFJexsbG0adMGCwsLoGhW69KlS+nZsycrVqzA19eXyZMnqwcPAG7cuEGbNm2YM2cOkZGRNGzYkNDQUPXvSrHs7GwmTpxIjx49+PTTT3F1dWX58uXs3LmT0aNHs2bNGiZPnoypqalG0f60w4cPM2bMGOrVq8eSJUsICgpi1apVTJ8+vdSYwsJCwsLCuHDhAjNmzGDixImsW7eOEydOlBojxLBhwwBYvny5xhNzOTk5TJ06lYyMDJydndWDdjo6OgwePBiAqVOncv/+fXXM1atX+eSTTzTO+6TiL4fmzZunsfbL/fv3mTZtGgChoaEolZoldmhoKAqFgk8//VT9bx0UrVk4efJkCgoK6Nu3L2ZmZhpxAwYMwMDAgB07dpCQkKDe/vjxYz744AMyMzPx9fWldu3aGnFvvfUWVlZWHD16VOOLs+Lcr1+/Tr169dQDl0K87Axd6lNjwXyyz53jxtixFD7jS0IhhBAvRurIkqSOLCJ1ZMWgW94JCCFeXgo9PSp1CKRSh0Ae/fIrKevXk7plKykbYjBu1hTzoCBMWrdG8dT/rIQQQvzzzMzMaNmyJbt27aJJkybs2rWLli1bYmpq+szYqKgoDAwMWLZsGQYGBgAYGxszZsyYEsemp6ezY8cOLC0t1duaNm1K06ZNgaIP6I0bNyY7O5vNmzczdOhQjfjAwEDCwsIAcHd358CBA+zduxdXV1fs7OyoXLkyhYWFNGjQQB1z+vRpMjIyCA8PV8/QbNGixTNf1/Lly7GysqJz586lHpOenq71HpmZmZGenl7m+VNSUli4cCFz585FpVJpPcbOzo6cnBx+++03nJycgKIC6sKFC2UurF6rVi0aNWpEbGwsHh4eQNHTRsePH2fp0qUAXLt2jZiYGD7++GO6du0KQLNmzUhOTmbRokW0adMGgKCgIPV5CwoK8PDwUK+n0bhxY/W+4sLO19dXve306dN06NBBfX5A62ziJ0VERODu7s7s2bMB1AMR8+fPJywsjKpVq5aIOXToEGfOnGHz5s3qp8KcnZ1p27Yt9vb2ZV5PVFze3t4MGjSI1atX06dPH9zc3KhcuTKnTp3i7t272NjYMH/+fBQKhTomODiYH374gQMHDtCuXTuaNm3K48ePOXLkCDk5OfTv31/j70AxPz8/+vTpQ0xMDB07dqRZs2bo6ury3XffqQfrnvy7VszV1ZVx48Yxb948evfujaenJ6ampvzwww/cv38fNzc3rf/WVqtWjRkzZjBhwgSGDx9O48aNsba25uTJk9y8eZM33nhD65clxsbGzJ8/n9DQUKZPn862bduwt7fn3LlzXLp0CXNzcz755BONeyLEy87Uy4uqU6aQNGUKSdOmU3X6NPkdFkKIv4jUkSVJHSl1ZEUiA4RCiOdiWN8Zw1kfYz3hXVI3byFl40ZuhA1HVbMm5n36ULl7N3S09OQWQohXTeqOHaRtiy2Xa1fq9haVu3T5w/GBgYHMnDmTSZMmsWfPHt5///3nivvll19o3ry5uqiD39vUPc3Z2VmjqIOip3WKZwjevn2bvLw89b7Hjx+jq/v7R87mzZurf1apVNjb25OUlFRmfnZ2dhgZGTF+/Hi6d++Ou7t7iadtnpaYmMjq1atZt27dn/4SMT8/X6NFi46ODgqFggULFuDm5kbr1q1LjW3RogU1a9ZkypQpzJw5ExMTEz755BMyMjJKzAZ9Wvfu3fnoo4/44IMPMDY2JjY2FktLS1q2bAkUtVVUKpW0bdtWo+1K06ZN2bVrF/n5+ejo6JCUlMSCBQs4cuQIycnJ6tfSqFEjjespFIoSTxXVrVuXjRs3UqVKFVq2bImTk1OZ9zM/P58zZ84wadIkje0BAQHMmzePEydO4O/vXyLu1KlTWFpaqos6gBo1auDs7FzmPRLivffeo2HDhqxfv56zZ8/y6NEjqlevzsCBAxkyZIh6lnQxHR0dlixZwoYNG4iNjeXw4cMolUqcnZ3p27cvHTt2LPVaU6dOpXHjxkRHR3Ps2DEKCgpwdHSkW7du9OnTp8TTg8VCQ0NxcnJizZo1nD59mpycHGxtbenfvz8hISHo6elpjevQoQO2trYsX76cn376iZMnT1KtWjVCQkJ4++23S/3izt3dne3bt7N48WK+//57zp8/j6WlJb169WLEiBFYW1s/590V4uVh3qsnebdvcX/ZclTVq2H59tvlnZIQQmiQOrKI1JG/kzpS6shXgQwQCiFeiK6FBZbDhlJlcAgZ+xNIWb+eu3PnkrxoEZU6dsQ8qB8Gf8GCxUIIIV6ct7c377//PgsWLODRo0fqmX/PkpycrJ6VWExfX19rO5WnizqAuXPnsnXrVoYPH46zszOmpqYkJCSwdOlScnJyNAq7pwsylUr1zHUIKlWqxJo1a4iMjOSdd96hsLCQ5s2bEx4ejq2trdaYTz75hFatWuHg4KCewVlQUEBubq56tqdCocDMzEzrIvLp6enqXIODgzVatKxbtw4LCwtiY2NZv369+vyPHj0CitYH09HRwcDAAD09PRYsWMDYsWPVBU3jxo3p3LkzR48eLfN1+/v7M2PGDOLi4ujWrRs7duygc+fO6vuZkpJCfn6+xuzNJyUnJ2Ntbc3bb79NVlYWo0aN4o033sDQ0JCIiAiN9orF9/npgYqwsDCUSiUxMTHMmzcPGxsbQkJCGDBggNZrpqSkkJeXV+L3pPjPaWlppeb69EAOQJUqVcqcISsEFLXGep42WMWUSiVBQUFan/h7lo4dO5Y5iFiaVq1a/aG2nm5ubixZsuSF4xwdHdUtU4V4XViNHs3j27dJXhiBbrVqf+rLcCGEEL+TOvJ3UkdKHVnRyAChEOIPUejqYubXHjO/9mSfO8eD9etJ+/xzUjdvxsjdHfOgfph6e6PQlX9mhBCvlspduryyXzgZGRnh5eVFVFQUfn5+pa6X8DQrKyv1YuXFcnJyePjwYYljtc36i4+PJygoiNDQUPW2r7/++gWzL1uDBg1YtWoV2dnZHDlyhFmzZjFu3Dg2b96s9fgrV65w7tw59u7dq7F9/fr1rF+/nq+//pqqVavi6OhYYg2H27dv8+jRI/WaEtOmTdMoLhwcHPj+++/Jy8ujV69eJa7dqlUrunfvzowZM4CiFoP79u3jypUr6OrqYmdnx9ChQzVmOWpjZGREYGAg27dvp0aNGty6dYu33npLvb9SpUro6uoSExOj9X2xsLDg2rVrnDlzhpUrV2oMTmRnZ5d57WL6+vqMHj2a0aNHc/XqVTZu3MjMmTNxcHDQOthhbm6OSqUqUTTeu3dPnbM22n4HoWh9tydnJAshhKi4FAoF1T78kLy7d7n9fjgqa2uMmzUr77SEEAKQOrKY1JFSR4LUka8S+eZeCPGnGdStS/WPPsJ63DjStm0jZUMMN0eNRrd6Ncx798G8Zw90Klcu7zSFEKJC6NOnD7m5ufTu3fu5Y+rXr09sbCzZ2dnqD9EJCQnPHZ+Tk8KjgssAACAASURBVKMxYzA/P59du3Y9f9JPUKlUWhe1L2ZgYIC3tzcXLlxg+fLlpR730UcflShMx44dy7///W/69OmjnmXYqlUrVq1aRWZmpnpdit27d2NgYIC7uztAicXnoaityrp16zS2ffPNN6xcuZIVK1aUmJGqUCjU57l69SpHjhxh2bJlpeZfrHv37vTs2ZPIyEgaNGhArVq11Ps8PT3Jz88nIyNDo+XOk4rv5ZPvz82bNzlx4gRvvuAT//b29rz33ntER0dz6dIlrYWdjo4Ozs7OxMfH07dvX/X2uLg4lEolDRs21HpuFxcXFi1axMmTJ9UF761btzhz5kyJFjZCCCEqLoWeHjUjIrjWL4gbI0fxRvR6DOrWLe+0hBDilSd1ZBGpI4tIHVlxyAChEOIvo2tuTpXBg7EYOJDMAwd4sD6a5PnzSd22FYfNm2WNQiGE+Ad4eHioFyN/XsHBwWzYsIFhw4YRHBxMcnIyK1euxNDQ8LnWXWjWrBnR0dHqxeGjo6Of2e6lNA4ODiQkJLB//35sbGywtrbm7NmzbNu2DR8fH6pXr86dO3fYtGkTnp6epZ7HxcWlxDZ9fX2qVaumcX969+7NZ599xsiRIwkNDSUxMZFFixYRHBysLvS0sbCwKHGfb968CUCTJk0wNjZWb1+8eDGOjo6Ym5tz/vx5lixZQmBgYKnF2JPc3NyoU6cOP/74I9OnT9fY5+joSO/evRk7diwhISG4uLiQk5PDhQsXuHr1KjNmzMDR0ZGqVasye/ZsRo8eTVZWFhEREc+9Bllxu5969eqhr6/Pnj17yM/Pp0mTJqXGjBw5kpCQECZNmkRAQADnz59n4cKF9OjRQ+vC8gCtW7embt26jB49mvHjx6Onp0dkZKTWdjFCCCEqNh1TU2xXLOdqr94kDhmK/aaNqKpVK++0hBDilSZ1ZBGpI6WOrGhkgFAI8ZdT6Ohg6uuLqa8vWd9/z/XQIdx8911sly5F8YyFdP+fvTsPi6p8+wD+nX2DgWEbdkFN3BC33MjczXLJ1Cw10xaVEi33cpfKUst9Q3Mh0xaXFsu0tLJ+b7llKaKp5QYCsu/MMMzM+8fAwAiuoQfh+7kuL+HMec7c5zjg3HOf536IiOj+0+v1iI6OxjvvvIPIyEjUq1cP8+fPxwsvvHDT5KbUrFmzMGfOHERFRUGpVKJ///7o0aMHZs2adcexDB06FGfOnMH06dORnZ2NyMhI9O7d276Ye3p6Otzc3NC5c2dMnDjxbk7XgYuLCzZv3oyoqChERERAq9VixIgRGDdu3H8+dqmsrCzMnz8fmZmZ8PHxwYsvvogXX3zxtsd369YN8fHx6N27d4XH5syZg6CgIGzfvh3Lly+Hk5MT6tevj0GDBgGAPUGKiorC+PHj4e3tjYiICBw5cgTnzp275XO3aNECe/bswYYNG2CxWFC/fn0sX7680sS51COPPIIlS5ZgzZo12L17N9zc3PDiiy/e9JqKRCKsWbMGs2bNwvTp0+Hu7o4xY8bgt99+Q2Zm5m1cJSIiqk1k3t4IWLcOl4cNQ/zoMaiz9WNIrlufioiI7i3mkcwjb4R55INDZLVarUIHQVUvISEB3bp1w4EDB+Dv7y90OFTLZX76KZLnzoP7mDHwmvC60OEQEdFtOHbsGIYNG4aYmJib3mFJ996gQYMQHByMRYsWCR0KCYzv8ele4uuLHkT5v/+OK6PHQN2yJQLXr4OoXCs0IiK6/5hHVh/MIwm49Xt8ziAkonvO9ZlnYIiLQ3p0NJSNG0P7WE+hQyIioussWrQIjRs3hoeHBy5evIjVq1cjJCTEvn4C3X+xsbE4dOgQYmNjMXv2bKHDISIiqnY07dvD9+23kDjtDSTOmAnfhQtuq60dERFVDeaR1Q/zSLoTLBAS0T0nEomgnzULxnPnkfjmm5AHB0F5hwvaEhHRvVVUVISFCxciPT0dGo0G4eHheOONNyAWi4UOrdYaNGgQtFotJk2ahGbNmgkdDhERUbXk8uSTMCUlI3XpUsh8fOA1cYLQIRER1RrMI6sf5pF0J1ggJKL7QiyXw2/5clwcNBAJkeMQvP1zSFxchA6LiIhKzJgxAzNmzBA6DCrn7NmzQodARET0QHAfMxqmxESkr1sHma8vdM8+I3RIRES1AvPI6od5JN0JlvKJ6L6R6b3gv2w5TElJuDp5Cqxms9AhERERERER0QNOJBLBe/YsOHXqhOSoKOT+9JPQIRERERFVeywQEtF9pW7ZAt4zZiD/11+Rumy50OEQERERERFRDSCSSuG3+AMoGzXC1YmTUBgbK3RIRERERNUaC4REdN/pnn0Grk8/jfR165Czd5/Q4RAREREREVENINZoEBC9FlJ3d8RHvIKi+HihQyIiIiKqtlggJCJB6GfNhKp5cyROnw7DuXNCh0NEREREREQ1gNTDAwHr1gHFxYgfNRrFmZlCh0RERERULbFASESCEMvl8Fu2DGKNGgmR42DOzhY6JCIiIiIiIqoBFHWD4b9mNUyJiUh4dSwsBoPQIRERERFVOywQEpFgZHov+C9bDlNSEq5Omgyr2Sx0SERERERERFQDqFu2hO/ChSj86y8kTpnKfJOIiIjoOiwQEpGg1C1bwHvmTOT/739IXbpM6HCIiIiIiIiohtD2egz6N6Yh94cfcG3BAqHDISIiIqpWWCCke+7K6XT8+cMVxP+dgcK8IqHDoWpI98xguA4ejPT165Gzd6/Q4RARPVBWrFiBkJAQ9OzZs9LHe/bsiZCQEKxYscK+7Y033sCAAQPuV4h3ZM+ePdi1a1eVHKtr164ICQlx+BMeHl5hv3/++QcjRoxAWFgYHnnkESxbtgzmWj7LoGvXrlhwiw9Sz507h5CQEBw+fPg+RVW5tm3bOry+79bw4cMxfvz4m+6Tn5+PkJCQKnuNEhHRvec2YgTcRjyPzI+2IH3zZqHDISKqFphH3hjzyLvHPLJy1TmPlAodANV8//6ZitO/Jtq/d9Ip4O7vBA9/J3j4O8MjwAkuHiqIxCIBoySh6WfOgPHcOSS+OR3y4LpQhjQQOiQiogeGQqFAQkICYmNjERoaat9+8uRJXL16FQqFwmH/V199FYZquhbP3r17kZmZWWWJZ58+fTB8+HD79zKZzOHx7OxsjBw5EvXr18fq1atx5coVLFiwABaLBRMmTKiSGIiIiEhYXtOmwZSUjJQFCyHz9oG212NCh0REJDjmkTfGPJJqCxYI6Z7rMqwh2j1ZF2kJeUiLz0NaQi7S4vNwJS4DVosVACBTSODh71RWOAxwhruvBlK5RODo6X4Ry+XwW74MlwYOQkJkJIK3fw6Jq6vQYRHRLVgtVhTmmZCXaUBephH5WUbkZRrt3yudZOg0JARqrVzoUGs0lUqFJk2aYM+ePQ6J3Z49e9CuXTucOnXKYf/AwMAqeV6TyQSxWAyJpPr+f+3l5YXmzZvf8PFPP/0URqMRK1euhJOTE8LDw5GXl4eVK1di1KhRcHJyuo/R3j6DwQClUil0GHSXzGYzzGYz5HL+biQiuh9EYjF8Fy7AlRdSkTh1KqSeHlC3aiV0WEREgmIeeWPMI6k6uhd5JFuM0n2hcpIjoKEbWvQIRI8XmmDI7LYYvexRDJ7+MLoMb4iGHXwAEXD2cDJ+3noWO947hnWvHcS2eYfx/YY4HN93GVdOp6Mghy1KazKZlxf8li+DKTkZVydN5iLyRAKzWqzIzzYi5XIOLvyVipM/xeO3Xf/g+w1x2PX+H9gy8zesHf8zNk39H7a/ewzfrY3FL5+ew1/7ryDp32xYLVZcPpWOnQuPITM5X+jTqfGeeOIJfPfdd7BabTffWK1WfPfdd3jiiScq7FtZa5jDhw+jb9++CA0NxcCBA3Hy5MkKLTdKW2d89tln6N69O5o1a4aUlBT8+++/mDBhAjp16oSwsDD07t0bmzdvhsVicTh+aRuR8ePHo0WLFujWrRu2bt3qENe+fftw5MgReyuX0uc/duwYhg4dipYtW6Jly5Z48skn8d133/3n6/bLL7/gkUcecUjgevfuDYPBgCNHjlQ6JisrC6GhoRXag1itVnTr1g3z58+3bzt37hxGjx6NFi1aoEWLFhg/fjxSU1PtjxcUFCAqKgqPPfYYwsLC0LVrV8ybNw95eXkOxw4JCcGmTZvwzjvvoF27dujbt+9dX5eMjAxMmzYNbdu2RVhYGIYPH47Y2NhbXqutW7eiU6dOaN68OSIiIhzO40bu5PxiYmKwePFitGvXDu3bt8e8efNQVOT43u/o0aPo168fQkNDMWDAABw/fvyWMQBAYWEh3n77bYSHh9tf4//73/9uOW7fvn147LHH0KxZMwwbNgwXLlyodL/t27ejd+/eaNq0Kbp06YL169c7PF76M7d//3707t0bzZo1w8mTJ28rdiIiqhpipRL+q1dB5uuL+FfHwniD3+lERLUJ88i7wzySeeTNPEh5JGcQkmCkMgk8A53hGehs32a1WJGTbkB6Qh5SS2YaJv2bhfNHr9n3UbvI7a1JPUpmHLp4qSFmi9IaQd2iBbxnzUTy7DlIXboUXpMmCR0SUY1ksVhRmFNkm+2XZSiZ9WdEfqYBeSWzAPOzjLCYrQ7jxFIRnFwVcNIpoQ92QT2d7WsnnaLkjxIqJ5m9bXTyxWzsWX0SOxf+gSdeCYXvQzohTrdW6NmzJ+bOnYs//vgDrVu3xrFjx5CRkYGePXti4cKFNx177do1e/IxceJEpKWlYfLkyTAajRX2PX78OK5cuYLJkydDpVLB2dkZly5dQnBwMPr27QuNRoMzZ85gxYoVMBqNGDNmjMP4WbNmoX///njmmWfwzTffICoqCqGhoWjWrBleffVVJCYmIjc3F3PmzAEAeHt7Iy8vDxEREejWrRvGjh0Lq9WKc+fOITc395bXZceOHdiyZQsUCgXCw8Mxbdo0+Pn52R+/cOEC2rVr5zDG19cXKpUKFy5cQNeuXSsc09XVFT169MAXX3zhkCAfPnwYCQkJGDhwIADg8uXLGDJkCJo2bYpFixbBbDZj2bJliIiIwI4dOyASiWAwGGA2mzFhwgS4ubkhKSkJa9euxWuvvYYNGzY4PO+GDRvQunVrLFy4EFar9a6vy9ixY3HlyhVMnToVOp0OGzZswPPPP48vv/wSderUqXTM/v37ERUVhWeffRbdu3fH0aNHMX369JtffOCOzm/Tpk1o164dFi1ahLNnz2Lx4sXw9fXFqFGjANhep6NGjUJoaCiWL1+OlJQUTJ48+bbaHM2cORM//vgjJk6ciMDAQGzfvh1jxoxBTEwMWrduXemYuLg4TJgwAd27d8f06dNx/vx5vP766xX2+/DDD7FkyRK8/PLLaNOmDeLi4rBs2TKoVCo899xz9v2uXr2KRYsW4dVXX4Wnpyf8/f1vGTcREVUtqU6HgA/X49IzzyJ+1GgEffoJpJ6eQodFRCQY5pGVYx5ZEfPImplHskBI1YpILIKLpwounirUbVH2Jt2Qb0JaQh7SE/KQFp+L1IQ8JJzJgKWkRalULoa7n601aWnR0N3PCTJF9Z2qTjemGzwYhrjTSF//IZSNG0P7+ONCh0T0QLFYrCjILrIV/jJK236WFQHzsgwoyCqy/w4tJZGKodEp4KxTwKe+C5xcHQt/GleFQ/HvdngHu2Dg1Nb4ZuUJfLXsL3R7vhEatPGu6lOuUn8fSsKZ/0sS5LkbhfugYTufuxqr1WrRsWNHfPvtt2jdujW+/fZbdOzYEc7Ozrccu3nzZiiVSqxdu9bebkSj0VS6dkJOTg6+/PJLeHh42Le1b98e7du3B2C7+7FVq1YwGAz4/PPPKyR2vXv3xquvvgoAaNOmDX766Sd8//33aNasGQIDA+Hq6gqr1erQziU2Nha5ubmYNWuW/Q7NRx555Jbn1bVrVzRv3hze3t74999/sXLlSgwbNgy7d++2X5ecnJxKr5FWq0VOTs4Njz1o0CC8+OKLiI+PR0BAAABg165daNKkCUJCQgAAK1euhIeHB9avX29vARISEoLHH38cBw8eROfOneHm5oZ58+bZj1tcXAx/f38MHToUiYmJ8PX1tT/m6emJpUuX/qfr8ssvv+D48ePYsmUL2rRpAwBo164dunbtig0bNiAqKqrScWvXrkXHjh3tsXbs2BEZGRnYvn37TZ/vTs7Pz88P7733nv34x48fxw8//GBP7GJiYqBQKLBu3TqoVCoAtrZIU6ZMuWkM//77L7799lu8++67eOqpp+zH79evH9asWVMhwSy1bt06BAUFYdmyZRCJROjUqRNMJpPDv0FeXh5WrVqFV155BZGRkQCA8PBwFBYWYs2aNRgyZIi9dVJWVhY2b96MRo0a3TReIiK6t+T+/ghYuxaXn38e8RGvoM5HMRBrNEKHRUQPOOaRzCMB5pHXYx5Z/fNIFgjpgaDUyOAfooN/SNnME7PJgozkfKTFlxQOE3Lxz7FriPvlqm0HEeDqpS6baVhSPNS4KG7wLFSdeM+YDuO5c0icPgPyunWhLPlPkqi2s5gtyM8uqrDWn23GX8k6gNlF9jVeS0lltuKfk04Bvwa6klmACmjKzf5TamQQiap+NraLpwoDp7bCd2tj8cPG08hJK0Srx4PuyXPVdr1798b8+fPx5ptvYt++fZg5c+ZtjTt16hTCw8Md1iLo1q1bpfs2adLEIakDAKPRiOjoaOzevRtJSUkwmUz2x4qLiyGVlr3lDA8Pt38tk8kQFBSE5OTkm8YXGBgItVqNyZMnY9CgQWjTpg20Wu0tz6v8+bdu3RotWrRA//79sXPnTowcOfKW42+mffv28PX1xRdffIHx48cjLy8P33//vUOS8fvvv6N///4Qi8UoLi4GAPj7+8PPzw+nTp1C586dAQBffvklNm/ejMuXL6OgoMA+/tKlSw6Jz6OPPuoQw91cl5MnT8Ld3d2e1AGAWq1Gly5d8Mcff1Q6pri4GKdPn8asWbMctvfo0eOWid2dnF/51wYA1K9f32Hdk9jYWHTo0MGe1JXGcCuxsbGwWq3o1auXfZtYLEavXr3w4Ycf3nTcE0884fC7qmfPng6J3Z9//omCggL06tXL/m8M2JLl1atXIzk52X6nsV6vZ3GQiKiaUIU2hd/iD5AwNhIJEyciYNUqiKT8iIyIaifmkY6YR1bEPNKmJuaRfPdDDyyJTAzPAGd4BpRrUWq1IjfDgLT4PPuMw5RLOfjnWIp9H5WzrGymYYATPPyd4apni9LqRiSXw2/ZUlwa9DQSxkYieMd2SFxdhQ6L6J4ymy22mX8ZZW0+8zINyM802r8vyDbC6lj7g1Qutrf59A/RwcnNNtuv/Ow/hVoqaEFOqZGh3/jm+PHjMzj89UVkpxnQeVgIJJLqtxxyw3Z3f/el0Lp27YqZM2diyZIlKCwsRJcuXW5rXGpqqv1uxVIKhQJqtbrCvtcndQCwaNEi7NixA2PHjkWTJk3g7OyMAwcOYM2aNTAajQ6J3fWJh0wmq7A+wPVcXFywadMmrFixAq+//jqsVivCw8Mxa9Ys+12Xt6NBgwYIDg7G6dOnHeK5fh0DwHZH6M2SJJFIhAEDBmDXrl0YN24cvvvuO5jNZvTp08e+T2ZmJtavX19hHQEASEqy3V38ww8/YNq0aRgyZAgmTJgAV1dXpKamYuzYsRVa81x/7e/muqSmpsLd3b3Cdnd3d2RnZ1c6JjMzE2azucK4yo5zvTs5v8peG+X3qex1qlKpKn2dlpeSkgK1Wu2QEJbGX1hYiKKiokoXea/sWrm5uTl8n5mZCcD2oUplkpKS7IldZT87REQkHOcuXeA9ezaS585F8rwoeEfN4w1sRHTXmEfaMI9kHln+PJhH2lTnPJIFQqpRRCIRtO4qaN1VqNu8rEWpscCE9Kt5SC0pHKbF5+LEj/GwFJe0KJWJ4eZXtqahR4Az3P00kCv5IyIkmZcX/Jcvw+Xhz+PqpMkIWBcNkYRtY+nBZC622Gb9lWv3aS/8lRQEC3KKgOuLfwoJnEsKfQGN3ewz/0oLghpXheDFv9slkYnRfWRjaN1VOLbnEvIyDOg1JhQKFX/XVhW1Wo3OnTtj8+bN6NWr1y3f8Jby9PRERkaGwzaj0ehwl16pyl5re/fuxXPPPWdv4QEABw8evMPob6558+bYsGEDDAYDfvvtN7z33nuYNGkSPv/88zs6jkgkcjiHunXrVlgwPCkpCYWFhahbt+5NjzVw4ECsWrUKhw4dwhdffIHu3bvDxcXF/riLiwu6d++Op59+usJYnc7WFWHv3r0ICwvD3Llz7Y/daFH7yq79nV4XT09PpKenV9ienp7uEPv1sUokkgrjKjvO9e7k/G6lstgLCwsrfZ2W5+XlhYKCAhQWFjokd+np6VCpVJUmdTd6vut/TkqvWXR0dKWJbnBw8E1jIyIiYemefQampCSkR0dD5ucLj4gIoUMiIrrvmEfeGvNI5pGlaloeyU/kqFZQqGXwfUgH34fKtSg1W5CVXGBf0zAtPg///pmC0/9LtO0gsrXF8/B3nG2ocZU/EB/E1xSq5s2hnz0LybNmI3XJEnhNnix0SEQVmE0W5GWVtfgs+2NAfpYRuZlGFOZUvLNNrpTYW3y6+zuVFP+U9lagTjol5EpJjfqdIxKJ0LZfXWg9VPj547+xa9Ef6D22GbTuqlsPptsyZMgQFBUV4dlnn73tMU2bNsWuXbtgMBjs7WEOHDhw2+ONRqPDm2Oz2Yxvv/329oMu5/q7/a6nVCrRtWtXnD9/HtHR0Xd07HPnzuHChQsYPHiwfdujjz6KDRs2IC8vz77+wp49e6BUKh3ap1TGx8cH4eHhWLFiBf74448KbUbat2+Pf/75B02bNr3hz7HBYKiQWOzevfuOzgu4/esSFhaGFStW4OjRo3j44YcB2JKjn3/++YZtVqRSKRo1aoQDBw5gyJAh9u0//PDDLeOqqvMDyl6n5RO024khNDQUIpEI+/btQ//+/QHYuk7s27cPrVq1uunz/fjjj5g0aZL93+/777932KdFixZQKpVISUmxt/ohIqIHi+frr8GUlIjUpcsg8/GBy5NPCh0SEdF9xzzyxphHMo+syXkkC4RUa0kkYrj7OcHdzwmlk4ytVivys4wlLUpzkRafh9T4XPx7vKxFqdJJ5rCmoYe/E1y91dWyTV5NoXv6aRji4pD+4QYoGzeG9oknhA6JapFik9k28y+jbPZffqat6Jdf8n1hrqnCOIVaam/z6eHv5Nj209VWFJTX4plzjTr4wMlNgb1rY7Fzga1I6FXn1msB0K21bdsWbdu2vaMxI0eOxLZt2xAREYGRI0ciNTUV69evh0qluq0CdYcOHbB161b74vBbt269ZbuXGwkODsaBAwewf/9+6PV6eHl54cyZM9i5cye6desGX19fXLt2DZ999hnatWt3w+P8/PPP+Prrr9G5c2d4eXnhwoULWLNmDXx8fDBgwAD7fs8++yy2bNmCcePGYdSoUYiPj8fKlSsxcuRIe6J3M4MGDcJrr70Gb2/vCmsfREZG4umnn8bo0aMxcOBA6HQ6XLt2Db/99hueeuoptG3bFh06dEBUVBTWrFmDsLAwHDx4EL///vttXauff/75jq9Lx44d0aJFC0yYMAGTJk2Cq6srNm7cCIPBgJdeeumG4yIiIhAZGYk5c+agR48eOHr0KH799ddbxvhfzu96pa/TMWPG4IUXXkBKSgqio6Md1jypTL169dC7d29ERUUhPz8fAQEB2L59Oy5cuIA5c+bccNyoUaMwePBgvPbaaxg0aBDOnz+PHTt2OOyj1WoRGRmJd955B1evXsXDDz8Mi8WCS5cu4fDhw1i1atVdnSsREd0/IpEIvm+/jeKUVCTOmAmppyc0HToIHRYR0X3FPNKGeWTlmEfW3Dyy9n4ySVQJkUhU0rZPiaBmZf19iwqLkX61rD1pWkIeYn9KgLnYAgCQSMVw89XYZxmWFg5r84f/Vc17+nQYz51H4oyZkNetC2XDhkKHRDWAqchcbn2/69p+lnxvyKu8+Ffa4tOzjrN95l/pmn8aVwVbFN+GgIZuGDC1Fb5ZeQJffHAcPV9uiuBmXKNLCHq9HtHR0XjnnXcQGRmJevXqYf78+XjhhRduK7mZNWsW5syZg6ioKCiVSvTv3x89evSosBj57Rg6dCjOnDmD6dOnIzs7G5GRkejduzdEIhGWLFmC9PR0uLm5oXPnzpg4ceINj+Pt7Y309HTMnz8fubm5cHV1RceOHTFhwgSHc3JxccHmzZsRFRWFiIgIaLVajBgxAuPGjbuteLt06QKpVGpfRL684OBgfPbZZ1i2bBlmz54Ng8EAvV6P9u3bo06dOgBsiWVCQgI++ugjGI1GhIeH44MPPnC4O/VGAgMD7/i6AMDq1avx3nvvYf78+TAajWjWrBliYmLsMVWm9N9z3bp1+PLLL9GmTRu88847N00G/+v5XU+v12PdunV4++23MW7cONSrVw+LFi3Cq6++esuxb7/9Nt5//32sWrUKOTk5aNCgAdauXYvWrVvfcExoaCgWL16MxYsXY+zYsWjatCmWLFlSodXPqFGj4OXlhZiYGGzatAkKhQJBQUF4gjc0ERE9MERyOfxXLMflocOQMG486mzbCuV16xUREZEj5pHMI5lHVvSg5ZEiq9VqvfVu9KBJSEhAt27dcODAAfj7+wsdTo1kMVuQea0A6SXtSdMScpEan+dQTNB6KMtmGpb87aRT1Kh2gfdTcWoqLg4cBJFcjqDtn0Oq0916ENVaJqPZVuTLKin6lbT8tBX/bF8b84srjFNqZA4tPkvX/NPoFHDW2WYByhRcC7Mq5Wcb8e2qk0iLz0XHZxogtDP/36oOjh07hmHDhiEmJuamdxLWdgcPHsSYMWOwb9++myZGRFWB7/HpXuLriwgwJSXh0rO2NmhBn30Kmbe3wBERET1YmEfeHuaRdL/c6j0+pzcQga5MtAAAIABJREFU3SWxRAx3Xye4+zqhQUlraavVioLsIqTG59pmHMbbZh1e+CsVKCnFK9TSspmGJX/rvNWQSNmi9Faknp62uzqfG47ESZMRsC4aIil/jdVGRYbicm0/S9b9K/m+dB1AY0HF4p/KWQaNqwLObkr41HWBk5sCTq4K2zqAJYVAqZzFv/tN46LAU5Na4vsNcfjl03PITi1Eh4H1IRbzZor7adGiRWjcuDE8PDxw8eJFrF69GiEhIbdcP6G2unbtGi5fvoz3338fnTp1YlJHRERUA8h8fBCwLhqXhz2H+FGjUWfbVkicnYUOi4io2mIeeWeYR1J1w0/WiaqQSCSCxtXWXjAotFyLUkMxMhLz7e1J0xLyEPfLVRSbbC1KxRKRrUWpf/nCoRMUaplQp1JtqcLC4D1nNpJmzkLKkiXQT5kidEhUxYoKi0sKfiWFv0wj8h1m/hlRVFh58c9Jp4TWQwXf+q4lswAd235KZSz+VVcyhQSPR4Tif9vP48SBeOSmG9D9xcaQsWB73xQVFWHhwoVIT0+HRqNBeHg43njjjQrtTsjm888/x5o1a9C4cWPMnDlT6HCIiIioiihDQuC/YjmujBqNhHHjEbguGiK5XOiwiIiqJeaRd4Z5JFU3bDFaQ7E9TPVnsViRnVJgb0+aVtKqtCCnbDFeZ3elfT3D0halzu5KtigFkDRvHrI++RS+H7wPl969hQ6HboPVakWRwYy8jPJtP8vN/ispBBYZzI4DRYDaWW5v+anRKeyz/UoLgBoXBSQyvvmsKU4ciMf/dpyHVx0ter/aDGotP5AhIgL4Hp/uLb6+iBxlffklkt54E9p+feG7YAHzcCIiInrgsMUoUTUlFoug89ZA563BQw/r7dvzs422dQ0T8uwzDi+dTENpKV+ukpYUDJ3sMw7dfDS1rjji/eabMJ47j6QZM6GoVw/Khg2FDqlWsZgtMBYWw1hQjKKSvx2+LjTZtxnyiuwz/0zGisU/jVYOjU4JnbcaAQ11ZUW/kkKgxlXBFry1TFi3ADi7K/HDhjjsXHgMfSLDoPPWCB0WEREREdUirv37ozg5GalLl0Hm4wuvCa8LHRIRERFRlWKBkKia0bjYZkMFNnG3bzMVmZFxNd8207BkxuHp/0tCcUmxRSwWQeejKVc0tBUOlU41t0WpSC6H/9IluDjoaSSMjUTQju2Q6nRCh/XAsFis9mKe7W9TxYJfyfYi+9dlj1Uo9F1HJBZBoZJCoZZC6SSDm68GgY3dS9p+ls38U7vIIZGw+EcV1W3uif4TW+Lb1Sewc+EfeDwiFH4N+DNORERERPeP+5gxMF1NRHp0NGS+vtA9M1jokIiIiIiqDAuERA8AmVwCfbAW+mCtfZvVYkV2aqHDTMOEMxk4eyjZvo+TTmFvTVpaPNS6qyAS14zWKFJPT/gvX4bLzw1H4qRJCFi3DiJp7fi1ZrVYUWQ02wp7BcWVFPFsBb+igmIYrpvZV1RQXLGN53VEIttsVYVaCoVaBrlKCle9GgqVFHK11F78s/0tc9gmV0khU0jYgof+M32wFoOmtcY3K0/g62V/oevzjRDS1lvosIiIiIiolhCJRPCeMxumlGtInjcPUi9POHfpInRYRERERFWidnySTlQDicQiuOrVcNWrUb+Vl317YW6RfT3D0rUNL59Kh9Vi61EqU0rsMwxLi4ZuvhpIZRKhTuU/UYWFwXvuHCTNmImUxUugnzpF6JBui9VqhclodizoVTJTr7TIV2GGX2ExcIsVZOUqqb2gp1RLofVQQqF2gkJVsaCn1EghV8nsRT+ZQlJjCsn0YNN6qDBgSivsjY7F/k2nkZNWiNZPBLEATURERET3hUgqhf/ixbj8/AhcnTgJdT6KgSo0VOiwiIiIiP4zFgiJahiVsxwBjdwQ0MjNvq24yIyMpPySoqGtcPj3oSSYfrbNIhOJRdB5qysUDlXOcqFO4464DhwIQ1wcMjZuhLJxY7j06X3Pn9NqtaK4yOIwK8+xwGdyLPDZ1+krm9lnvUWBT6aUOBTxnHRKuPtJK5nFV1LwK7dNppRCzAIf1RBKjQx9xzfHT1v+xpHdF5GTVojOwxpybUoiIiIiui/EGg0C1q7BpWeHID7iFQR9+gnkAQFCh0VERET0n7BASFQLSOUSeNXRwquOY4vSnPTCckXDPCSez8K5I9fs+2hc5OValNr+dvGsni1K9W+8AcPZc0iaOROKenWhbNTopvtbrVaYTZZKZuyZYMyvWNizF/zKFf0slptX+KQKiUMrTrWLHDofNRQlM/Xk5R6Tl2vXqVBLIVdKIObafER2EqkY3UY2gtZDiaPfXkJuhhGPj2kKhbrmrrVKRERERNWH1NMTAevX4dKQoYgfNRp1PtkGqY5rZBMREdGDiwVColpKJBbBxVMNF0816rUsa1FqyDPZW5OWFg/jT2fYi2FShQQefppyMw2d4eangUx+/1uUlhX4bLPyrJFvIfWdRUiavhFOz7+IYshuOovPUnyLAp9M7DBTT+kkh4uXuvKiXun36rIZfxIW+IiqlEgkQpu+daH1UOGnj//GzkXH0SeyGbTuKqFDIyIiIqJaQFG3LgJWr8KVF15EwthIBG7cALFSKXRYRERERHeFBUIicqB0ksG/oRv8G5a1KDWbLLYWpQm59qLhuaPXcOqXqwAAkQhw1avLZhuWzDhUa2/eotRstji05iwr4pVbb+8GbTuNBcUwmywVD+o/yPb3viSIpSJ78a60qOfsrnScqXejWXwqKSQyFviIqqOG7X3gpFPgu+hT2LHgD/QZ28xhhjQRERER0b2ibtUKvgsX4OqEiUicOg1+S5dAJGbuSERERA8eFgiJ6JYkMjE8A53hGehs32a1WpGbbiiZaWibcZj8bzbOHy1rUarWyuER4ASlRlZxFl9hMYqN5ps+r1gsgkJTUsQrKeRpXJVla+1pyhf2ygp+xp++R/rbc+A54jnop029Z9eFiITj39ANA6e0wjcrT+CLD46j50tNEBzmKXRYRERERFQLaHv1gik5GSnvLUDKggXQv/mm0CERERER3TEWCInorohEImg9VNB6qFC3edmH8oZ8E9KvlrYntRUOs64V2Gfs6bRqh7adCrWskll8tn2lcjFEortY73DoUxD9cwoZmzZB2bgxXPr2qcIzJ6Lqws1Xg4HTWmHP6pPYszYWHQc/hGZdAoQOi4iIiIhqAfeRI2FKTERGzEeQ+frCbcQIoUMiIiIiuiMsEBJRlVJqZPBroINfA2EXa9e/+QYM584iadYsKOrXg7JRI0HjIaJ7Q+OiQP+JLfHDxjj8+tl55KQa0GFQfYjFd3FzARERERHRHdBPm4bipGRce28BpN4+0D7WU+iQiIiIiG4bm6QTUY0kksngv3QpJK6uSBgbieLMTKFDIqJ7RKaQoNeYUDTr6o8TP8Zjb3QsTLdoYUxERERE9F+JJBL4LloIVfPmSJwyBQXHjwsdEhEREdFtY4GQiGosqYcH/FcsR3FaGq5OmAhrcbHQIRHRPSIWi9BxcAM8MvghXDyZhi8XH0dBTpHQYRERERFRDSdWKuG/ehVkvr5IeOVVGC9cFDokIiIiotvCAiER1Wiq0FB4z52LgkOHkPL+B0KHQ0T3WFjXADwREYqMpHzsWHAMGYn5QodERERERDWcVKdDwPp1gFSK+NGjUZyWJnRIRERERLfEAiER1XiuA56CbtgwZGzejOzd3wgdDhHdY8FhnnhqUksUmyzYuegPJJxli2EiIiIiurfkAQEIWLsGxenpiI94BZaCAqFDIiIiIropFgiJqFbQvzEN6tatkTRzJgynTwsdDhHdY151tBg0tRU0rgrsXv4X/j6UJHRIRERERFTDqUJD4bf4AxhOn+YyF0RERFTtsUBIRLWCSCaD37KlkOh0SIgch+JMzigiqum0HioMnNISPvVdcWDzGRz55iKsVqvQYRERERFRDebcpQu8Z89C3sGDSI56i+8/iYiIqNpigZCIag2puzv8V6xAcVoa7+YkqiUUahn6jgtDw3beOPrNRRyIOQNzsUXosIiIiIioBtM9+yzcR49G1uefIz16ndDhEBEREVWKBUIiqlVUoU3hPW8eCg4dQsqi94UOh4juA4lUjK4jGqFN32CcPZSM3Sv+giHfJHRYRERERFSDeU54Hdq+fZG6dCmyv/5a6HCIiIiIKmCBkIhqHden+kP33HPIiIlhokZUS4hEIjzcOxjdRzZC0j/Z2LXoD+SkFQodFhERERHVUCKRCL7vvA1127ZInDET+b//LnRIRERERA6kQgdwPYPBgC1btmDv3r24fPkyTCYT3N3d0bRpU4wYMQKtWrVy2N9iseCTTz7Bzp07cfHiRYjFYoSEhGDo0KHo06fPTZ9r9+7d+OSTT3D27FlYLBYEBwdj4MCBGDJkCMTiG9dOf/nlF2zevBmnTp2C0WhEQEAAevfujZdeeglyufyG406cOIF169bh+PHjyMvLg4+PD7p3745XXnkFzs7ONxx34cIFrF69GocOHUJWVhY8PT3x6KOPYuzYsfDy8rrpORJR5fTTpsJ49iySZs2GvF49qJo0ETokIroPQtr5wEmnxHfRsdix4Bh6jw2DPkgrdFhEREREVAOJ5HL4r1iOy8OGIWHceNTZuhXKkAZCh0VEREQEoJrNIIyPj0e/fv3w/vvv49q1a2jbti06deoENzc3HDhwAIcPH3bY32w2Y+zYsYiKisLly5cRHh6OVq1aITY2FpMmTcLbb799w+eaN28eJk+ejFOnTqF169bo0KEDLl26hKioKIwfPx4WS+XrE61fvx6jRo3CoUOH0LhxY3Tq1Anp6elYunQphg8fjsLCymcjfPPNNxgyZAj279+PoKAgdOvWDSaTCRs2bMDAgQORnp5e6bgjR47gqaeewu7du+Hl5YUePXpAqVTi008/xZNPPomLFy/e5tUlovJEMhn8li6BxM0NCePGoTgjQ+iQiOg+8QvRYcCUVpDKJfjyg+O48Feq0CERERERUQ0l0WoRsG4dxGo14kePhik5WeiQiIiIiABUoxmEBQUFePHFFxEfH49JkybhpZdegkQisT+emZmJrKwshzExMTH48ccfUb9+fcTExMDDwwMAcOnSJQwbNgxbtmxBu3bt0L17d4dx+/btw7Zt2+Dp6YmPP/4YQUFBAIC0tDQ8//zz+OGHH7BlyxaMGDHCYVxsbCw++OADqFQqxMTEICwsDACQn5+PMWPG4OjRo1iyZAmmT5/uMC45ORkzZsyA1WrFqlWr7PEUFxdjypQp2LNnD2bPno1Vq1ZVuCYTJ06EwWDArFmz8Nxzz9kfW7BgATZu3IhJkyZh586dEIlEd3rJiWo9qbs7/Jfb7ua8OmEiAjd8CJG02vxaJKJ7yM1Hg0HTWuPb1SfxXXQsHhn0EMK6BQgdFhERERHVQDIfHwSsX4fLQ4chfvQY1Nn6MSQ36SRFREREdD9UmxmEa9aswZUrVzBs2DCMHj3aoTgIADqdDsHBwfbvzWYzPvzwQwDA3Llz7cVBAAgKCsLkyZMBAGvXrq3wXNHR0QCAyZMn24uDAODh4YG5c+cCsM0UvH4W4fr162G1WvHyyy/bi4MAoNFo8O6770IsFmPbtm3IyclxGBcTEwODwYD+/fs7FCulUineeustODk5Yf/+/fjnn38cxu3atQupqalo27atQ3GwNPbAwEDExcXhl19+qXCORHR7VKFN4R01DwWHDyNl0SKhwyGi+0itlaP/xBaoG+aJ/20/j18/OweLxSp0WERERERUAylDQuC3fBmMFy4gYfx4WIuKhA6JiIiIarlqUSAsKirC559/DgAYOXLkbY35888/kZ6eDm9vbzz88MMVHu/VqxdkMhliY2Nx7do1+/bk5GTExcVBJpOhV69eFca1adMGer0eqamp+OuvvxxiLC3E9evXr8K4gIAANG/eHCaTCQcPHnR4bP/+/Tcc5+TkhC5dujjsd/24vn37VhgnkUjwxBNPVDqOiO6Ma//+0A0fjoyYj5D91VdCh0NE95FMLsFjo5sirFsATv6UgO/WxsJkNAsdFhERERHVQE7h4fB56y0U/H4ISbNmwWrlzWlEREQknGpRIIyLi0NWVhb0ej0CAgIQFxeHpUuXYvbs2Vi2bBmOHTtWYcyZM2cAAKGhoZUeU6VSoX79+g77AsDp06cBAA899BCUSmWlY0uPWX7cxYsXUVhYCFdXVwQGBt50XOlzAEBeXh6uXLly01grG1f++e90HBHdOf3UKVA//DCSZs9BYVyc0OEQ0X0kFovwyNMPoeMzDXA5Ng1ffHAc+dlGocMiIiIiohrI9an+8HxtPLK/+hqpy5YJHQ4RERHVYtWiQHju3DkAgF6vx4IFCzBgwACsWbMGn332GVavXo1hw4Zh7NixKCgosI9JSEgAAPj6+t7wuD4+Pg77VsW40scqU3rMq1evVhin1Wrh5OR003Hlny8vL8++5qKfn99tjyOiuyOSyeC3dAkkbm5IGDcOxRkZQodERPdZsy7+ePyVZshMzsfOBX8gPTFP6JCIiIiIqAZyj4iA69ODkL42GpmffS50OERERFRLVYsCYXZ2NgDbjLmNGzdixIgR+OGHH3D06FGsXr0aer0e+/fvx7x58+xjSouFKpXqhsdVq9UAgPz8/Dsap9Fo7mrc3T5fZePKf32jsZWNI6K7J3V3h/+KFTCnZ+Dq6xNgNZmEDomI7rPgZh54alJLmIst2LXoOBL+5s0CRERERFS1RCIRvOfMgebRjkiOikLuzz8LHRIRERHVQtWiQGixWAAAJpMJ/fr1w/Tp0xEYGAitVotu3bph1apVEIlE+Oqrr+ztOomI7gVV0ybwiZqHgiNHcG3RIqHDISIBeNXRYuC0VnDSKbB7+Qn8/XuS0CERERERUQ0jkkrhv2QJlCEhuDphIgpjTwkdEhEREdUy1aJAWDpjDwAGDx5c4fHQ0FA0adIEVqsVR44cAVA2e66wsPCGxy2dvVf++LczrnRG3p2Ou9vnq2xc+a9vNLaycUT037k8+SR0zw9H5kdbkP3VV0KHQ0QC0LqrMGBKK/g2cMWBmDM4vPsCrFar0GERERERUQ0i1mgQEL0WUjc3xEdEoIhLyFAtZsgzIenfbCRfyBY6FCKiWkMqdAAA4O/vX+nX1+9z6tQppKWlAShbly8xMfGGx01OTnbYtyrGJSXdeBZB6WOVjcvJyUFeXl6l6xCWjit/7k5OTnBxcUF2djauXr2Khg0b3tbzEVHV0E+ZAuPfZ5E0ew7k9epD1bSJ0CER0X2mUEnRZ1wYft56Fse+vYTcNAO6PNcQElm1uL+KiIiIiGoAqacnAtavw6UhQxE/ajTqbNsKqU4ndFhE94TZZEF2aiGyrhUg81o+sq4VlHxdAGN+sX2/Jh190XFwA+ZeRET3WLUoEDZu3Nj+dVZWFnx8fCrsk5mZCaBsRl7pmNjY2EqPWVhYiPPnz1c4funX58+fh8FggFKprDC29JiNGjWyb6tbty6USiWysrJw5coVBAYGVhh38uTJCuOcnZ0RGBiIK1euIDY2Fu3bt7+tcaWx/v7774iNja20QFg6rvz5EVHVEMlk8Fu6BBcHDULCuHEI3rEdUnd3ocMiovtMIhGj6/CGcPFQ4fDXF5CXaUCvMaFQamRCh0ZERERENYSibl0ErFqJKy++hISxkQjctBFihULosIjuitVqRUF2ETJLin9ZybYCYFZKAXLTClG+MYtaK4erXo16LbzgqldDp1cj8Z8s/Pn9FaQl5KHX6KZw0lX87JaIiKpGtbgNQ6/XIywsDADw+++/V3g8Ozsbp0+fBgA0bdoUANCiRQu4ubkhOTkZR48erTBm7969MJlMCA0NhV6vt2/38fFBkyZNYDKZsHfv3grjjhw5guTkZHh6eqJFixb27XK5HI8++igA4Ouvv64wLj4+Hn/99RdkMhk6d+7s8Fi3bt1uOC4vLw8//fQTAKBHjx6Vjtu9e3eFcWazGXv27Kl0HBFVDambG/xXrIA5IwNXX58Aq8kkdEhEJACRSITWTwSh+wuNkXQhG7sW/YGctBu3DiciIiIiulPq1q3hu+A9FB4/jsSp02C1WIQOieimTEYzUq/k4vzRazjyzUV8vyEOn88/ivUTfsHmN/4PXy35Ewe3nUXcr1eRn22EZ4AzWj1uy6sGvdEaLy95FC8sfARPTWqJLs81RIsegQhq5oEOA+qj1+imyEjMx+fzj+LquUyhT5WIqMaqFgVCAIiIiAAAREdHO8wKNBqNmDt3LnJzc9GkSRN70U4ikeDll18GAMydOxfp6en2MZcuXcIHH3zgcNzyRo8eDQB4//33cfnyZfv29PR0zJs3DwAwatQoiMWOl2fUqFEQiUT48MMP7bP3ANuahdOnT4fFYsHQoUOh1Wodxo0YMQJKpRJffvklDhw4YN9eXFyM2bNnIy8vD927d0f9+vUdxg0YMACenp44fPgwtm7d6vDY+++/jytXrqBx48b2wiURVT1VkybweSsKBUeP4trCRUKHQ0QCCmnrjX7jm6Mgpwg7FhxD8kWujUFEREREVUf7+OPwmjYNufv2IWXBQqHDIYLFYkVOWiEux6XjxIF4HNx2Fl8t/RMxb/4f1r12EJ/PP4rvN8Th6DcXkfRvFpQaKRq280HHZxqg3/jmeH5+B4xe1gnPzmyDXqObom2/ughp6w19kBYK1Y0b29Vr6YVB01pDoZbhq6V/4cSBeK4JT0R0D4is1ei364IFC7Bx40bIZDKEhYXB1dUVJ0+eREpKCvR6PT766CMEBQXZ9zebzRg7dix++uknODk5oX379iguLsZvv/0Go9GI4cOHY+bMmZU+19y5c/HJJ59AoVCgQ4cOkEql+P333+3FuuXLl0MikVQYt379erz//vuQSCRo164dnJ2dcfToUaSnpyMsLAwxMTFQqVQVxn3zzTeYOnUqLBYLWrVqBS8vL5w4cQJXr15FnTp18Mknn8C9kvaFR44cwahRo2AwGNCkSRMEBQXh77//xr///gudTodt27ahbt26FcYlJCSgW7duOHDgwA3XdSSi23ft3XeREfMRfN57F679+wsdDhEJKDM5H9+sPIH87CL0fLEJ6rbwFDokIqol+B6f7iW+voiqB6vVimvz30Xmli3QT38Tbs8/L3RIVAsY8k329QDLrwuYnVIIc3HZbFa5UgJXvRqu3rZ2oK56je17LxWk8oqfo/5XRYXF2L/5NC6eSMNDD+vR5bmGkCmq/nmIiGqqW73Hr1YFQgD4/vvv8fHHH+PMmTMoLCyEr68vunbtitGjR8PNza3C/haLBdu2bcOuXbtw4cIFiMVihISEYOjQoejbt+9Nn2v37t3YunUrzp07B4vFgrp162LgwIEYMmRIhdmD5f3yyy/YtGkTTp06BaPRiICAAPTp0wcvvfQS5HL5DcedOHEC0dHROH78OPLy8uDj44MePXrglVdegbOz8w3HXbhwAatWrcKhQ4eQnZ0NDw8PPProo4iMjISXl1elY5jcEVUta3Exrrz0Mgr//BN1tm6FKrSp0CERkYAKcoqwZ81JXLuUg/CB9RHWLQAikUjosIiohuN7fLqX+Poiqj6sZjOuvv46cvcfgN/SpdA+1lPokKgGMJstyEktRGaybT3A8sXAwtyyJVVEYhG0HsqSAqDtj87bVgxUOcvue95jtVjxx77LOPz1Bbj7avB4RChcPNX3NQYiogfVA1cgpKrB5I6o6hVnZODioEGAxYrgnTsgrWTWLxHVHsVFZvyw6TQu/JmK0M7+eGTwQxCLWSQkonuH7/HpXuLri6h6sRgMuDLyBRhOn0bg5k1Qt2wpdEj0ALBarSjIKap0NmBOmgFWS9nHwCpnmb0A6KpX2wuCWg8VJNJqsyqV3ZW4dHy/IQ4A0P2FxggK9RA4IiKi6u9W7/Fv3OyZiIgcSN3c4L9iBS4PHYarr72OwE0bIZLJhA6LiAQilUvQa1RT/LbrH/y1Px656YXo8VITyJV8e0VERERE/41YqYT/mtW4/OwQJLzyKup88gkUdYOFDouqCVORGdkphSUFwHxkXitAVrKtGFhkMNv3k0jFcPFSwcPPCfVbesHVWw1XL1shUKl5sD7PCGzijsHTH8Z30bH4dvVJtOkTjNaPB0HEmzSJiO4aP8EiIroDqiZN4PP2W0icMhXXFiyE98wZQodERAISiUUIH/QQtB4q/PrZOXy5+E/0HtsMGheF0KERERER0QNOqtMhYP06XHp2COJHj0bQp59A6sFZU7WF1WJFXpYRWcm2GYDli4F5GUaHfZ10Crjq1WjQ1tthRqCTm7JGdTnReqgwYEorHNx6Fkd2X0TKpRx0f6ExFOoHq9hJRFRdsEBIRHSHXPr2heFUHDJiYqBs3BiuA54SOiQiElhoZ384uyux78M47FhwDH3GhsHdz0nosIiIiIjoAScPDETA2jW4/PwIxEe8gjofxUCs5vprNUlRYXG5AmCBbY3AawXITilAscli30+mkMBVr4ZPPVfowstmArrq1ZApJAKewf0lk0vQbWQjeAVp8X/bz2P7u8fweEQo8y8iorvAAiER0V3wmjIZhrNnkTx3LhQP1YcqNFTokIhIYEGhHhgwqSW+WXUCuxb9gV5jQhHQyE3osIiIiIjoAadq1gx+ixcjITISVydMhP+qlRBJ+ZHeg8RitiAnzWBfD7D8+oAFOUX2/UQiwNlDBZ1eDf8Qna0laMlsQLWLHCJRzZkN+F+IRCI06+IPjwAn7Ft3CjsWHEPX5xvhodZ6oUMjInqg8N0EEdFdEEml8FuyGJcGDkLCuPEI3rGdrV6ICJ6Bzhg0rTW+WXkC36w4gc7PhaBRB1+hwyIiInqgWC1WGAuLoVBL+WE4UQnnrl3gPWsmkudFIfmtt+E9dw5/PqoZq9UKQ56prABY0ho0O6UA2amFsJit9n2VGhmzH2KfAAAgAElEQVRc9WoENnErKQBq4KpXw8VTBYlMLOBZPFh867ti8PSHsXfdKXz/YRxSLuWg/VP1IJbwGhIR3Q4WCImI7pJUp4P/yhW4NHQYrr4+AYGbNkIkY997otrO2U2JAVNaYd+6WPz40d/ISTOgTd9gfoBDRER0mw5+chZxvyZCLBFBrZU7/FFp5VBrFbbvXcq2yxQS/l9LNZ5uyBCYEpOQvn49ZL6+8BgzWuiQaqVikxnZKYWVzgY0FhTb9xNLRXDxtM0ADA7zKGkHqoFOr4bSiZ8dVBWNqwL9J7bA/20/j7/2xyM1Phc9X2oKtVYudGhERNUeC4RERP+BsnFj+Lz1FhKnTMG19xbAe9ZMoUMiompAoZKid2QYDm47i2N7LiEnrRBdhzfi3cBERES3oUXPOtB5a1CQU4SCHCMKcoqQl2VEypVcFOYUwWqtOEYqF5cUCxW2wqGzYwFRrVVApZVBrZVDKqs9a3VRzeM54XWYkpKQumQJZD7ecOnXT+iQaiSr1Yr8LKOtAJhcgKyUsiJgTroBKPd7SO0ih06vRv1WXvY1AXXeaji7KTmT7T6RSMV4dEgIvIK0+HnbWWx/9yh6jQ6FPlgrdGhERNUaC4RERP+RS98+MMTFIWPzZiibNIHrgKeEDomIqgGJRIwuzzWE1kOFw19dQF6mEY9HhEKp4d3CREREN+PiqUJYt4BKH7NYbC38CnKKUFhSQMzPKSr3fRGyrhUg8VwWDPmmSo+hUEuvm5Eor7S4qHKS8cN9qnZEYjF85r+D4pQUJM6YCamXFzTt2gkd1gOryFBsK/yllBQCS2cFphSi2Gi27yeVi+GqV8MrSIsGbb2hKykEuurVkCv58Wp10bC9D9z9nPDd2ljs+uAPdHo2BI0f4ZIPREQ3wv/BiIiqgNfkSTCc/RvJc+dC8VB9qEJDhQ6JiKoBkUiE1o8HQeuhxIGYM9i58A/0iQyDi6dK6NCIiIgeSGJxWdvRWzEXW1CYa7LPQizIKUJBdhEKckv+zjEi9UouCnKKYDKYKx5ABKicZCUtTWUVWpuWFhc1WgUUGq6XSPePWC6H/8oVuDxsGBIix6HO1q1QhjQQOqxqy2KxIje9EFnXyrcFzUdWcgHys4vKdhTZlgvQ6dXwre9qKwB6q6HTq6FxUUAk5s/4g8Az0BmDpz+M7zecwk8f/41rl3Lw6DMN2M2FiKgSLBASEVUBkVQKv8WLcWngICREjkPwzh2QengIHRYRVRMNHvaGk6sSe9aexM6Fx/DEK83gXddF6LCIiIhqNIlUDCedAk46xS33NRWZ7TMQS4uH9qKifWZiFgpyimAutlQYL5aIoHKWV1gbUV1+zcSSx7heIlUFiVaLgOhoXHp2COLHjEHQp59A5u0tdFiCMuSZkJVSgMzksnagmdcKkJ1aAEtxWU9QhVoKV70a/o3cbO1AS2YCuniqIJWzBXFNoHSSoc+45jj89QUc33sZaQl56DW6KZzdlEKHRkRUrbBASERURaQ6HfxXrcSlIUOR8PrrqLNxI0RyLopNRDa+D7li0NTW2L3yBL5c8id6vNAY9Vp6CR0WERERAZDJJZB5qKD1uPksf6vViiKDGQXZFQuI9uJidhHSruSiINcEq6XigolSmbhcEVFRsdVpuQIj10ukm5H5+iJgXTQuD3sO8WMiUOfjLZA4Owsd1j1lLrYgO7XQoQBY2hq0fFthsVgEracKrno1gpq6w9VbDVcvWyFQ5Sxjkb4WEItFaN+/HrzqOOPA5jPY/u5RPPZyU/iF6IQOjYio2mCBkIioCin/n737Do+qWrg4/Jua3klCKiR0Qq+CAiqoCIpKEyxXvYpiAxQFwQYWQMDyKaiAjYvSQbAgKoqC0iF0ROmEEAiQQvpkZr4/ECRSBAROJlnv89wnmZnsycI7Sc6ZdfbetWoR9corpD71FAdGvEbFF543OpKIlCLBkb50HdCYee+tZ/6EjbTsXJUG7eL0BoWIiIiHMJlMePlY8fKxElLR76xf63a5Kch1nFognjQ7MfNgHqnbMinIOf1+iXYfa8niMMB+SrnoG2jHJ0D7JZZX3jVrEvP2/7H3od6k9OlD/LhxHn+hqtvtPvbzkXZ8OdC/ysCjh/Jxn9S7+wTaCYn0JbFh+Ik9AUMifQmo4I1FPxMCVGkYQWiUH9+8v4G5/7eWlp2rUL+tzsFEREAFoYjIRRd0U0cKNm3iyMcf452URHCXzkZHEpFSxCfAzi39GrLgk80smbWN7EP5tOpeTW/qiYiIlDEm87FlR30C7ITFnP1rnU4X+dkO8o8Wkfu32YnHlz49tDeHvKxCis66X+Kx73esRPT621Knx+739rVpL7Uyxv/KK4l66SX2Dx7M/udfIGrE8EtWfrjdblzFboodToodLoqLnBQXuf76/KT7nA4XjiInzr9/nePPz0/6+mNf68LpcJKf4yixL6jFZiY4wpfwuACqN40kOMKH4Eg/giN98PK1XZJ/p5QtIRX96DqwCT9M3MKvM7dxYFc2195dC5uXZmmLSPmmglBE5BKI6P8kBb9tIW3IELyqVcWnXj2jI4lIKWK1W7jhgTos/Xw7yd/v4eiRAq6/Pwm7tw7NREREyiOL5a/9EsM5+xKRxUXO0yxtWkjeUceJpU/3b8s6tl+i4zT7JZpNJZc0Pak89Amw43dSuWjz1n6JnsDtcuN3UycCUg5w4MOJ5Ie9T9Add/1Vwp2lmCt2uHCefF+JMu/vH104i5wlZvCdD4vVjNVuxmozY7FbsNnNWGwWrDYz3v52/P98zMvXRnCkz4kZgQEh3iq15V+z+1hp/1Ad1ny7m+Vzd3AkNZcbe9clOMLX6GgiIobRu1AiIpeAyWol5o032NW1GymP9yFh5gys4eFGxxKRUsRkNtGyS1UCw31YNGUrn7++hpserY9fsJfR0URERKQUs9otBJ7jfomOguNlYiG5WUXkHz2+zOlf/zuUkkN+dhGuM+yXWHJ/xNPMSjy+X6JdM3FO5nIeL9tOX8g5TsyaOz7D7nSFnPPPrz02s65EeXdSofdXEVwdWrwKO4BXVv5zSNOx15PVdqyYs9otJwo8q92Ct5/1xOOWkx+z/fn58bEnvsaMzW7B8vfns1uwWs0q+cRwJpOJxu0rEx4fwHcfbmLG8FVcd19tKterYHQ0ERFDqCAUEblErCEhxI4dw64ePUnp9wSVPv7I4/eCEJGLr07rGPxDvPj2g03MfG0VNz1Wn7AYf6NjiYiIiIczmUzYfazYfawER559hozb5aYgz3FKeXi8XMzLKiL7UD5pO7LIz3HAaWaQ2b0tpxSIJ5eLfkFex5ZcDbQZsjfc8aUxTxRyJ2bTnaaYO5cZdmdYXtP5532nK1zPhdliKlGuWWzHZ9qZT+xJedZizuwma/IkHL9touLDD+LfuP5Jhd5J5Z7Ngtlq0gxRKZfia4fRfVBTvhm3ga/fXU/TjpVp2jFBJbaIlDsqCEVELiHvmjWJevUVUvs/xYERI6j4wgtGRxKRUqhy3Qp07t+Ir8euY9ao1dz4YF3iaocaHUtERETKCZPZhI+/HR//c9svseCoo2SBmF1yZuKhlBzysosoyi8+7XN4/7lfYsn/ef25d+KxAuz47LnTF3Ill7w8ZYbdGWbuna7YPBcW20nl2t9m2vkG2k/cZzlp9l3JmXYli7kzzrSzmS/KvtTOJv3Y/Z+7KRrVn9D//Q+f6kn/+jlFyprACj50eboxP03eysqvd3Fwz1Ha3Vsbbz/tayki5YcKQhGRSyyoY0cKNm3myEcf4Z2URHCXLkZHEpFSKDw+gK7PNOGrMev5asw62txZg9pXRhsdS0RERKQEi8WMX7DXOS2LXuw4ab/EkwrE/JPKxbQdWeRlFR0r8M6R6fjSmCcVbxbbsdLNarfg7W8/7XKYx7+mROFXYqnMkkWe1W7G4oFLY1r8/Yh7/3129+jJ3t69qTx1CvbYWKNjiZQ6VruFtvfUIrJyIL9M/4MZI1bRoXddregiIuWGCkIRkcsg4sknKPxtC2lDhuJVtSo+9esbHUlESiH/EG86P9WIbydsZOGk38hOz6d5p0SPe1NKREREBMBqsxAY5kNg2Dnsl1joPFEiFhc5Tyyveboiz2zR0pj/xBYRQdyE8ey640729nqQylMmYwkONjqWSKljMpmoe3UsFeICmD9+AzNfW8U1d9eketOKRkcTEbnkLv+i7yIi5ZDJaiX69dexRkaS8ngfitPTjY4kIqWU3cdKh0frUfuqaFbP3833H2/GeR5X1IuIiIh4GpPJhN372F6J0dWCiU8KI7paCJGVAwmL9ico3Ae/IC+8fKzHZvSpHDwnXlWqEDd2DI6UFPY+8iiuwkKjI4mUWlFVgug+uCnhcQF8/+FmfpnxB06nzsNEpGxTQSgicplYQ0KIHfMOzuxsUvr2w11UZHQkESmlLBYzV99Zgxa3VeGPlQeY+3/JFOQ4jI4lIiIiIh7Gt0kTol8bQf6aNaQOfAa3S4WHyJn4BXlxyxMNqXtNLOt+2MsXb60lL1vv3YhI2aWCUETkMvKuWZOoV18hf80a0oYPNzqOiJRiJpOJRjdU4voHkji46ygzR64iKz3P6FgiIiIi4mECO3QgYsAAjs6fz8GRo4yOI1KqWaxmWt9enXb31uLArmymD1tJ2s4so2OJiFwSKghFRC6zoI4dCb3/v2ROmUrmzJlGxxGRUq5ak0g69WtAQa6Dma+tJm2HTk5FRERE5PyE3ncvIXfdxZFPPuHI//5ndByRUq/GFVF0eboxZouJz19fw6bF+4yOJCJy0akgFBExQMSTT+LXsiVpQ18if+1ao+OISCkXXTWYrgOa4OVjZc4byWxbfdDoSCIiIiLiQUwmE5GDniHgunYcGD6C7G+/MzqSSKkXHh9A98FNia0ewk+fbeXHSVsodjiNjiUictGoIBQRMYDJYiHmjdexRkaS0qcvxenpRkcSkVIuONKXLgMbEx4fwLcTNrLmu9243W6jY4mIiIiIhzBZLESPGoVPvXqkDhhA3ppkoyOJlHrefjY6PlafxjdWYsuv+/l89BqOHikwOpaIyEWhglBExCCW4GBix47BefQoKX374S7SxtcicnY+/nZueaIBVRtHsHT2dn6e8jsup8voWCIiIiLiIcze3sS+9y7WipGkPPIIhTt3Gh1JpNQzm01ccUsVbuxdl4wDeUwftpKU344YHUtE5F9TQSgiYiDvGjWIHvYq+WvWkDZsmNFxRMQDWG0Wrr8/iUY3xLNp0T7mvbeBooJio2OJiIiIiIewhoYSP2ECmM3s7fUgxYcOGR1JxCMkNgin2zNN8PG38cX/rSX5uz1a1UVEPJoKQhERgwXeeCNhD9xP5tRpZMyYYXQcEfEAJrOJFrdV5eo7a7Bn8xE+f30NORmFRscSEREREQ9hj48n7v33KD50iL29H8aVl2d0JBGPEFLRj67PNCGxQThLZm/juw826YJNEfFYKghFREqB8CeewO/KKznw0svkr11rdBwR8RBJrWLo+Gg9sg7mM2vkKg6l5BgdSUREREQ8hE+9esS88ToFmzez78n+uItVcoicC7u3lRserEOL26qwfc1BZo1cTeYBlewi4nlUEIqIlAImi4WY10djrViRlMf74Dh40OhIIuIhKiWF0fnpRrjdMHv0avZsOmx0JBERERHxEAHXXkvkc8+S89NPpL3yipZLFDlHJpOJRjdU4uY+DcjLKmLG8JXsXJdudCwRkfOiglBEpJSwBAcTO2YMzpwc9vXth7uoyOhIIuIhKsQG0HVgYwIr+PDV2PVsWrzP6EgiIiIi4iFC77iDsF4PkDl1GocnfGB0HBGPElcrlG6DmxAU4cu89zaw/IsduFwq2kXEM6ggFBEpRbxrVCd62KvkJyeT9uowo+OIiAfxD/Gm81ONiKsVwk+fbWXp59tx68RURERERM5B+BNPENixI+lvvEHWl18aHUfEowSG+dD5qUbUbFGRVfN28fXY9RTkOoyOJSLyj1QQioiUMoE33njs6s1p08iYPt3oOCLiQezeVjo+Uo+kVtGs+XY33320iWKH0+hYIiIiIlLKmcxmooYPw7dZM1IHP0vusmVGRxLxKFa7hWv/U4s2d9Qg5bcjzBi+kkMpR42OJSJyVioIRURKofB+/fC76irSXn6FvORko+OIiAcxW8y0uaMGLTpXYduqg3zx1lryc7RksYiIiIicndluJ3bMO9grxZPy2OMU/P670ZFEPIrJZKJO6xhu698Ip8PFrNdW8/uKNKNjiYickQpCEZFSyGSxEDN6FLaKFdnXpy+OAweNjiQiHsRkMtHo+krc0KsOB3cfZdbI1WQezDM6loiIiIiUcpbAQOLHj8fs48PeBx/CceCA0ZFEPE7FxCC6DW5KeKUAvv9oM4un/47T6TI6lojIKVQQioiUUpbgYGLHjMGZm8u+vn1xFWkGkIicn6qNI7jliYYU5hYz67XV7N+eZXQkERERESnlbNHRxI0fhys7m70PPoQzJ8foSCIexy/Ii1ueaEi9a2NZ/2MKc99MJjer0OhYIiIlqCAUESnFvGtUJ3rYq+SvXcuBV141Oo6IeKCoKkF0GdgYLz8rc99M5o9VugpcRERERM7Ou1YtYt5+m8Lt29nXpw9uXbAqct4sFjOtulen3X21Sd99lBnDVpK2QxdtikjpoYJQRKSUC2zfnrBevcicPp2MadONjiMiHig4wpeuA5oQUTmA7z7YxJpvd+N2u42OJSIiIiKlmP9VVxL10kvkLlnK/udf0PGjyAWq0bwiXQY2xmIz8/nra9i4aJ9+nkSkVFBBKCLiAcL79cWvVSvSXnmFvDXJRscREQ/k7W+jU98GVGsSwdLPt/PT5K24tA+GiIiIiJxFcOfbqPD4Y2TNncuhd94xOo6Ix6oQG0C3QU2JrRnCz5O38uOk3yh2OI2OJSLlnApCEREPYLJYiBk9CltUFCl9++A4cNDoSCLigaw2C9f9N4lG7SuxeXEqX7+7nqKCYqNjiYiIiEgpVuGRRwjq2oVD775HxnStaiNyobz9bHR8tD5NOlTmtyX7mT1qDdmH842OJSLlmApCEREPYQkKInbMO7hy89jXpw8u7QEhIhfAZDbR4tYqXHNXTfZuyWD26DXkZBQYHUtERERESimTyUTUiy/id9VVpA19iZxFi4yOJOKxzGYTzTsl0uHhumQdzGPGsFXs3XLE6FgiUk6pIBQR8SDe1asTPWwY+evWceDlV4yOIyIerPZV0dz0aD2yD+Uzc8Qq0vceNTqSiIiIiJRSJpuNmLfewqtGdVL6PUH+xk1GRxLxaAn1w+k2qCk+gXa+fHut9okXEUOoIBQR8TCB7W8g7MEHyZwxg4yp04yOIyIeLD4pjM5PNcZkNvH56DXs3njY6EgiIiIiUkpZ/P2Ie/99LMFB7O3dm6KUfUZHEvFowZG+dB3YmMSGx/aJ/3b8Rm0BISKXlQpCEREPFN63D36tW5H26qvkrVljdBwR8WAVYv3pOrAJQRE+fP3uejYt1hs9IiIiInJ6togI4idMwF1UxN5evXBmZhodScSj2b2t3NAriZadq7JjbTozR6wiIy3X6FgiUk6oIBQR8UAmi4WYUaOwRUWR0rcvjgMHjY4kIh7ML9iL2/o3Ir52KD99tpUls7fhdml5GxERERE5lVeVKsSNHYMjJYW9jz6Gq7DQ6EgiHs1kMtHw+ng69W1Afo6DGSNWsWNtutGxRKQcUEEoIuKhLEFBxI55B1duHvv69MFVVGR0JBHxYHZvKx0erktS6xiSv9vDtx9sotjhNDqWiIiIiJRCvk2bEjViOPmrV5P6zDO4XS6jI4l4vNiaoXQf3JSQSF++eX8Dy+Zux6ULN0XkElJBKCLiwbyrVyd6+HDy163jwMsva0NrEflXzBYzbXpWp2Xnqmxfc5C5b64lP0cXH4iIiIjIqYI6diTi6ac4+s18Do4abXQckTIhINSb255qRK2WUaz+Zjdfj1lHQa7D6FgiUkZZjQ4gIiL/TuAN11Pw0EMcHjcO76QkQnr0MDqSiHiw48vbBIR5s+CTzcx6bTU3PVaf4Ehfo6OJiJTwzDPP8Pnnn5/x8YSEBObPn3/K/S6XiylTpjBr1ix27tyJ2WymRo0a3HHHHdx0001n/Z5ffvklU6ZMYevWrbhcLhISEujSpQs9e/bEbD7z9beLFi3ik08+YePGjRQWFhIXF0fHjh25//77sdvtZxy3bt06xo8fz5o1a8jJySEqKop27drx8MMPExAQcMZxO3bs4N1332XZsmVkZmYSHh5O69atefTRR4mIiDjrv1FE5HyE/ve/OFL3c+Tjj7FFRRH6n7uNjiTi8aw2C9fcXZPIhEAWTf2dGcNX0v6huoTHnflvv4jIhVBBKCJSBoT3eZyCLZtJe3UYXtWr49uokdGRRMTDVW0cgX+IF1+/u55ZI1dz48N1ia4abHQsEZFTNGrUiEqVKp1yf3h4+Cn3OZ1OHnvsMX788Uf8/f258sorKSoqYunSpfTv35+1a9fy3HPPnfb7DB06lMmTJ+Pl5UWLFi2wWq0sXbqUl156iaVLl/L222+ftiScMGECo0ePxmKx0KxZMwIDA1m5ciVvvfUWP/30E5988gk+Pj6njPvqq68YMGAATqeTRo0aERkZybp16/jwww9ZsGABU6ZMISws7JRxK1asoFevXhQUFJCUlETTpk357bffmDp1Kt999x2TJ08mISHhXP7Tioj8I5PJROTgQTgOpHFg+HCsFSMJvP56o2OJeDyTyURSqxjCYvyZP34js0au5pq7alKjeUWjo4lIGaKCUESkDDBZLMSMHs3Obt1I6dOXhFkzsUVGGh1LRDxcxcQgug5szFdj1jP3rWTa3VObak31u0VESpdu3brRuXPnc/raiRMn8uOPP1K1alUmTpxIhQoVANi1axd33nknkyZN4oorrqBdu3Ylxn377bdMnjyZ8PBwPv30UypXrgzAoUOH+M9//sP333/PpEmTuOeee0qM27BhA6+//jo+Pj5MnDiR+vXrA5Cbm8tDDz3EypUrefPNNxk8eHCJcWlpaTz77LO43W7Gjh17Ik9xcTFPP/008+bN44UXXmDs2LElxuXl5fHkk09SUFDA888/z1133XXisddee42PPvqI/v37M2vWLEwm0zn9NxMR+Scmi4WYUaPYc+99pD49AGuFcHwbNTQ6lkiZUDExiO6Dm/LthI0s+HgzB3Zlc2XXqlgs2jlMRP49/SYRESkjLIGBxI0Zgzsvj5Q+fXAVad8wEfn3gsJ96TKgMZGVA/nuw02snr9L+52KiEdyOp188MEHAAwZMuREOQhQuXJlnnrqKQDef//9U8aOGzcOgKeeeupEOQhQoUIFhgwZAhybKehyuUqMmzBhAm63mwceeOBEOQjg5+fH8OHDMZvNTJ48mezs7BLjJk6cSEFBAbfeemuJstJqtfLyyy/j7+/PggUL2LZtW4lxs2fPJj09nebNm5coB49nj4+PZ9OmTSxatOis/61ERM6X2ceH2PfexVoxkpRHHqFw506jI4mUGb6Bdjr1a0D9tnFsWJjC3DeTyc0qNDqWiJQBKghFRMoQr2rViBoxnIJ160l76SW9iS8iF4W3n41b+jakWtNIls3ZwU+f/obT6frngSIipUhycjKHDx+mYsWKNG3a9JTH27dvj81mY8OGDRw4cODE/WlpaWzatAmbzUb79u1PGdesWTMiIyNJT09n7dq1J+4vKio6UcR16tTplHFxcXE0aNAAh8PBzz//XOKxBQsWnHGcv78/11xzTYmv+/u4m2+++ZRxFouFDh06nHaciMjFYA0NJX78eDCZ2PvgQxQfPmx0JJEyw2Ixc1W3alx3f23Sdx9l+rCV7N+eZXQsEfFwKghFRMqYwOuvJ6z3Q2TNnEXm1KlGxxGRMsJiM3Pdf2vTpENlNv+6n6/Hrqcov9joWCIiLF++nOHDh/P888/z1ltvsXjx4lNm8gFs2bIFgLp16572eXx8fKhatWqJrwXYvHkzANWqVcPb2/u0Y48/58njdu7cSX5+PsHBwcTHx5913PHvAZCTk8OePXvOmvV0407+/uc7TkTkYrFXqkTc++9RnJ7O3t4P48rLMzqSSJlSvWlFugxsgtVuYc4ba9jwU4ouDheRC6Y9CEVEyqDwxx+nYMsW0l4dhlf16vg2bmx0JBEpA0wmE807JRIQ5s3Pn21l9ujVdHy0PgGhp3/DXETkcpgzZ84p91WtWpU33niDGjVqnLgvJSUFgOjo6DM+V1RUFFu2bDnxtecz7uSvPfnz44+dzvHn3Ldv3ynjAgMD8ff3P+u4k79fTk4OmZmZAMTExJzzOBGRi82nfn1iXh9NyuN92Nf/KWLfeRuTVW9BilwsFWL96fZMExZ8vJlFU3/n4K5s2txRA6vdYnQ0EfEwmkEoIlIGHd8k3h4TQ0rffjjS0oyOJCJlSO0ro7npsfocPVzArNdWkb73qNGRRKQcqlmzJs899xzz5s0jOTmZxYsXM27cOGrWrMm2bdu47777SiwVmvfnLBYfH58zPqevry8Aubm55zXOz8/vgsZd6Pc73biTPz/T2NONK43S89JJy9Xxq4gnC2jblshnB5OzcCFpr76qGU4iF5m3n42Oj9SjacfK/LYsjVmjVpN9KN/oWCLiYVQQioiUUZbAQGLHjsGdl0dKn764CrWBtYhcPHG1Q+n8dGNMZhOfj17Drg2HjI4kIuXMvffey913302VKlXw9fUlIiKCq6++mhkzZtCgQQMOHz7MuHHjjI4pF2DM2jHc9PlNfLblM5UKIh4s9M47CXvgfjKnTOXwhA+MjiNS5pjMJprdnEiHR+qRfaiA6cNXsnfzEaNjiYgHUUEoIlKGeVWtStRrIyhYv560l17SGywiclGFxfjTdWATgiN9mffuejYu2vfPg0RELjG73c6DDz4IwCXwIywAACAASURBVM8//3zi/uOz5/Lzz3x1/fHZe8dnBJ7ruOMz8s533IV+v9ONO/nzM4093bjS6PGGj9OsYjNGrBjBwz88THpeutGRROQChT/5JIEdOpD+xhtkffmV0XFEyqSEehXo9kwT/IK8+PKdtayev0vv/4jIOVFBKCJSxgVedx1hD/cma9ZsMqZMMTqOiJQxfsFe3PpkQ+LrhPHz5K0smbUNt0snoyJirMTERIASS4we35cvNTX1jOPS/lyW/eQ9/P7tuP37959x3PHHTjcuOzubnJycs46LjY09cZ+/vz9BQUFAyT0N/+n7lUYVfCowtu1Ynm3+LKvSVtHliy78uOdHo2OJyAUwmc1EjRiOb9OmpA4eTO6y5UZHEimTgiN96TKgMVUaR7Bszg7mj99IUUGx0bFEpJRTQSgiUg6EP/44/m3acGDYcPJWrTI6joiUMXZvKx1616VumxiSv9/Dtx9spLjIaXQsESnHMjMzgZIz5WrXrg3Ahg0bTjsmPz+fP/74o8TXnvz5H3/8QUFBwWnHHn/OWrVqnbgvMTERb29vMjMz2bNnz2nHrV+//pRxAQEBxMfHnzXr6cadnPWfxp387yutTCYTPWr2YPpN06noV5G+C/syZMkQ8hx5RkcTkfNkttuJHfMO9krxpDz+OAW//250JJEyye5t5fr7k7iya1V2rjvEzBGryEgr3fsOi4ixVBCKiJQDJrOZ6FEjscfEkNK3H44/r3IXEblYzBYzrXpU58quVdmenM7ct5LJP1pkdCwRKae++eYbAOrUqXPivoYNGxIaGkpaWhorV648Zcz8+fNxOBzUrVuXyMjIE/dHRUWRlJSEw+Fg/vz5p4xbsWIFaWlphIeH07BhwxP32+12WrduDcAXX3xxyri9e/eydu1abDYbV199dYnH2rZte8ZxOTk5LFy4EIDrrrvutOO+/PLLU8Y5nU7mzZt32nGlWWJwIp91+Iz769zP7D9m0+3LbmxIP30BKiKllyUoiPhx4zB7e7P3wYdwnDTDW0QuHpPJRIN28XTq24CCXAczRqxiR7KW6haR01NBKCJSTlgCA4kdOwZ3fj4pj/fBVVhodCQRKWOOn4y2f7AO6XtzmDFiFduTD2r/CxG56LZs2cLChQtxOkvOVi4uLuajjz5i0qRJANx7770nHrNYLDzwwAMADBkyhMOHD594bNeuXbz++usA9O7d+5Tvd3xPw9GjR7N79+4T9x8+fJihQ4cC0KtXL8zmkqfYvXr1wmQy8cEHH5yYvQfH9iwcPHgwLpeLO+64g8DAwBLj7rnnHry9vZkzZw4//PBDiX/fCy+8QE5ODu3ataNq1aolxnXu3Jnw8HCWL1/OZ599VuKx0aNHs2fPHmrXrn2iuPQUNouNfo378eENH+JwObj7m7t5f937FLu0dJqIJ7HFxBA3fhyu7Gz2PvgQzjMsoywi/15sjRC6DWpKSKQv34zbwNI523FpKwgR+RuTW+/YlEkpKSm0bduWH374ocS+FCIiRxcsIOWxxwnq3JmoV1/BZDIZHUlEyqADO7P5YeJmMtLyqJgYRMsuVYmqEmR0LBGPpmP8vyxYsIBHH32U4OBgateuTWhoKJmZmfz+++8cPHgQs9lM//79TxSCxzmdTh599FEWLlyIv78/LVq0oLi4mCVLllBYWMjdd9/Nc889d9rvOWTIEKZMmYKXlxctW7bEarWydOnSE2Xd22+/jcViOWXchAkTGD16NBaLhSuuuIKAgABWrlzJ4cOHqV+/PhMnTsTHx+eUcV999RUDBgzA5XLRuHFjIiIiWLduHfv27aNSpUpMmTKFsLCwU8atWLGCXr16UVBQQFJSEpUrV+a3335j+/bthISEMHny5BN7NJ7MU15f2UXZvLrsVebtnEeD8AYMazWMuIA4o2OJyHnIWfwLe3v3xq95c+LGvY/JZjM6kkiZVexwsnjq72z+dT9xtUK4/v46ePvrZ06kvPinY3zLkCFDhlz+WHKpZWdn87///Y977rnnlKtRRaR880pMBJeLjP9NwhIagk+9ekZHEpEyyD/Ei6RW0QSEerNjbTrrf0zh8L4cwuMCdEIqcoF0jP8X259vJhcVFbF79242bdpEamoqISEhtG3blpdffpn27dufMs5sNtOhQwdCQ0PZv38/69atIzU1lVq1atG/f3969ep1xu959dVXU7lyZdLS0li/fj27d+8mISGBhx9+mAEDBpy2HARo3Lgx9evXJz09nY0bN7Jt2zYiIyP5z3/+wyuvvIK3t/dpx1WvXp2rrrqKI0eOsHnzZn777TcCAwPp2rUro0aNIjg4+LTjYmJiuOGGG8jKymLr1q1s3rwZm81Gx44defPNN89Y/nnK68vL4sV1la6jUmAl5m6by/TfpxPuE06NkBq68E3EQ9grxWOrWJEjEyfi2L8f/7Zt9fMrcomYLWYS6ofjF2Rn46J9/LHyANHVgvEL8jI6mohcBv90jK8ZhGWUp1z9KSLGcLtcpDzyKDm//EKljz/Ct2lToyOJSBnmKHSy7oc9rPl2D8UOF0mtomnaMQHfQLvR0UQ8io7x5VLyxNdXak4qg38ZzOoDq7mu0nW8cMULBHufvjgVkdInfcxYDo0ZQ4VHHia8Tx+j44iUeQd2ZjN//AbycxxcfWcNal4RZXQkEbnE/ukYX3sQioiUQyazmehRI7HHxpLS7wkc+/cbHUlEyjCbl4UmHRK46+UW1GkVzebFqXz6/FJWfr0TR6Hzn59ARETkNKL9o/nw+g/p16gfC/cupMsXXViautToWCJyjio8+ghBXTpz6N33yJgxw+g4ImVeZEIg3QY1pWJCID98soVFU7biLHYZHUtEDKSCUESknLIEBBA7dgzuggJS+vTFVVhodCQRKeN8A+207lmDni82J652KCu+3MmnLyxl0+J9uJw6MRURkfNnMVu4v+79fNbhM/zsfjz4/YOMXDmSQqeObUVKO5PJRNSQIfhddRVpQ4aSs2iR0ZFEyjzfQDud+jagQbs4Nvy8jzlvJJObqb+ZIuWVCkIRkXLMq0oVoke+RsGGDaQNGYpWnRaRyyE40pcbH6pL56cbExjmw0+fbWXqyyvYuf6Qfg+JiMgFqR1Wm2k3TeP2GrczafMken7dk98zfjc6loj8A5PNRsxbb+FVvTop/Z4gf9MmoyOJlHlmi5kru1bj+geSOJRylOnDVpK6LdPoWCJiABWEIiLlXEDbtlR45BGyPv+cjM8mGx1HRMqRqCpBdH66ETc+VBe3G+a9u545byRzYFe20dFERMQD+Vh9eO6K5xjbdiyH8w/T86ueTNo8CZdbs9RFSjOLvx9x77+PJTiIvQ/1pihln9GRRMqFak0i6TqwCTYvC3PfSGb9whRdsClSzqggFBERKjz2KP7XXMOBESPIW7nS6DgiUo6YTCYSG4bT44VmtOlZnYy0XGaOWMW3H2wkKz3P6HgiIuKBWse2Znan2bSMbsnIlSPp/X1vDuYdNDqWiJyFLTKC+HHjcBcVsfuuuzj80ccUZ2QYHUukzAuL8afboCbEJ4WyeNrv/PDJFhxF2idepLxQQSgiIpjMZqJHvoY9Lo6Uvv1w7N9vdCQRKWcsFjN12sRy18staNKhMrvWH2LykOUsnv47+TlFRscTEREPE+YTxtvXvs0LLV5gbfpaOn/Rme93f290LBE5C69q1YgfPw5bVBQHR45kW5urSR34DHnJyZrVJHIJefna6PBwPZrdnMDWFWnMHrWa7EP5RscSkctABaGIiABgCQggduwY3IWFpDzeB1dBgdGRRKQcsntbad4pkbteakHNFlFsWJjCp88tZfX8XRTrSlYRETkPJpOJbtW7Mf2m6cT6x/LkT0/y/K/Pk+vINTqaiJyBT4MGVJ4ymYS5cwjq0pmj33/P7p53sPO2zmRMnYYzRz+/IpeCyWyiaccEOj5Sj+xDBUwftpI9mw4bHUtELjEVhHLJpRxN0XIuIh7CKzGR6FEjKdi4kbQhQ3WVpogYxi/Yi2vuqkmP55sTXT2EZXN28NmLy9iyZD8ul343iYjIuascVJlJHSbRq24vvtj+BV2/6Mrag2uNjiUiZ+FdowZRL75I1UWLqDhkCABpQ4awrU0b9g8dSsHWrcYGFCmjKtetQLdBTfAP8eLLMetY9c0u3Dr/EimzVBDKJTdixQg6zenE/J3zjY4iIucg4NprqfDoo2TNmUPGp58ZHUdEyrnQaD86PlKPW59siG+gnR//t4Xprx67mlUXMYiIyLmymW30adSHj2/4GDdu7p1/L++ufZdiV7HR0UTkLCz+foT0uJ2Ez2dTacpkAtq1I2vWbHbeciu7et5B1ty5uAoLjY4pUqYER/jSZUATqjWOYPncHXwzbgNF+fp7KVIWqSCUS+7Z5s9SJbgKTy96mleWvUKhUwduIqVdhUcfwf/aazkwYgS5K1YYHUdEhJjqIXR9pgnXP5CEo7CYL99Zxxf/t5b0PUeNjiYiIh6kUWQjZtw8g46JHXlv3Xvc88097MneY3QsEfkHJpMJ34YNiX5tBFV//omIgQNxHjlC6sBn2Nbmag6MHEXR7t1GxxQpM2xeFq67P4mrulVj14bDzBixiiP7tcSvSFmjglAuuSj/KD5p/wn3Jt3LtK3TuGveXezO1kGbSGlmMpuJHvka9vh49vV7AkdqqtGRREQwmUxUaxLJHS9ewVXdqnFobw7Th63k+483kX043+h4IiLiIQLsAbx61auMajOKndk76fplV2b/MVsz00U8hDUkhLD77iXxm3nEf/Qhvs2acWTiRLbf0J49/72f7O++w12s2U4i/5bJZKJ+2zhu6deAwjwHM0esYvsabSMlUpaoIJTLwma20b9Jf8a2Hcv+3P10/7I73+z8xuhYInIWFn9/YseOwV1YSMrjfXAVFBgdSUQEAIvNTP22cdz18hU0uqES29ek89mLy/h11jYKch1GxxMREQ/RvnJ7ZneaTb0K9XhxyYs88dMTZBRkGB1LRM6RyWzGr2VLYt/+P6r++CMV+jxO4Y4d7OvTl23XtiX9nTE40tKMjini8WKqh9B9cFNCo/2YP34jSz/fpn3hRcoIFYRyWbWObc3Mm2dSPaQ6AxYNYOjSoRQUq3QQKa28EhOJHjWSgk2bSHtxiK6qFpFSxcvXRovbqnDn0Cuo3jSStQv28OnzS0n+fg9Oh8voeCIi4gEq+lVk/PXjearJUyxKWUSXL7qwZN8So2OJyHmyRUYQ/sgjVF3wPbFjx+BVowaH3n2XbW3bsfexx8hZ/Atul44PRS6Uf4g3tz3ZiKRW0az5dg9fvr2W/Jwio2OJyL+kglAuu4p+Ffmo/UfcV+c+Zv4+kzvn3cnOrJ1GxxKRMwi49loqPPYYWXPnkjHpU6PjiIicIiDUm7b31Ob2Z5sRmRDIklnb+GzIMn5fkYZbV7aKiMg/MJvM3JN0D1M6TiHQHshDCx5ixIoRuphVxAOZrFYC2rYlfsJ4qnz3LWH/vY/81WvY26sX29vfyOEPP6Q4QzOFRS6ExWbm6jtrcs3dNUndlsn0YSs5uDvb6Fgi8i+oIBRD2Mw2nmz8JGPbjuVg3kF6fNWDr3d8bXQsETmDCo88jH/bthx47TVyl68wOo6IyGlViPXn5scb0KlvA7x8rXz/0WZmjFhFym9HjI4mIiIeoEZoDabeNJU7a93JZ1s+o+fXPdl6ZKvRsUTkAtnj4ojo35+qP/9E9OjRWCPCOThqNNtat2Hf0wPIW71aq+SIXIDaV0bT+anG4IbZo9awZcl+oyOJyAVSQSiGah3bmhk3z6BGaA2eWfwMQ5YM0VWaIqWQyWwm+rUR2CtVYl+/fjhSU42OJCJyRnG1Quk+qCnt7qtNfk4Rc99ay5fvrOPwvhyjo4mISCnnbfXmmWbP8H6798kszKTn1z2ZuGkiLreWJhTxVGa7naCbOlL5009J+GIuwd27k7NwIbvvvIudnW7hyOTJOHN0nChyPiIrB9J9cFMqVgnix/9t4efJW3EW62+liKdRQSiGq+hXkY9u+IgH6j7ArD9mcce8O9iRtcPoWCLyNxZ/f2LHjMHtcJDy2OO4ClTmi0jpZTKbqNG8IncOvYKWXapyYGcWU19ZwQ//20JOhn5/iYjI2V0ZcyWzO82mVUwrRq8azYPfPUhabprRsUTkX/KuXp2Kzz9HtZ9/ouLLL2Gy2Tjw0sv80boN+194kYLNm42OKOIxfALsdOpTn4bXxbNx0T7mvLGG3MxCo2OJyHlQQSilgtVspW+jvrzX7j0O5R2ix1c9+HL7l0bHEpG/8UpMIHrkSAo2bybtxRe1HIuIlHpWm4WG18Vz18staNA2jt9XpPHpC8tYOmc7hfnFRscTEZFSLMQ7hLeueYuhLYey/tB6unzRhW93fWt0LBG5CMx+foR060blWTOpPH0age3bkzV3Ljs7d2Hn7beT+fkcXRQrcg7MFjMtu1Tlhl51OLQvl2nDVpL6R6bRsUTkHKkglFLlqpirmHHzDGqF1mLwL4N5ccmL5BfnGx1LRE4ScO01VHj8MbLmfkHGpElGxxEROSfefjau7FqNO4dcQZWG4ayZv5tPn1/K+oV7tRSOiIickclkonO1zsy4eQaVAivx1M9P8ewvz5JTpOUIRcoCk8mET716RA97lWqLfiZy8CBc2UfZP2gQf7S5mgPDR1C4Y6fRMUVKvaqNI+g6sDF2bwtz30xm3Y97dVG5lGtuh8PoCOfE5NZPapmUkpJC27Zt+eGHH4iNjTU6znkrdhXz7tp3+WDDB1QJrsLrbV4nMTjR6Fgi8ie3y0VKnz7kLPyJ+A8/xO+K5kZHEhE5Lwd3Z7Nk9nb2bc0gMNyHFrdWoUqjcEwmk9HRRM7I04/xpXTT6+ufOVwOxq8fz/j144nyi2J4q+E0jGhodCwRucjcbjd5y1eQMW0qR79fAMXF+F5xBSE9ehDQ9lpMNpvREUVKrcL8YhZ8vJld6w9RvVkkV99VE5vdYnQskQvmKizEmZmFMysTZ2YmzqwsnJmZuLKyTnzuzMwq8ZgzKwu3w0HsO28T0Latofn/6RhfBWEZVVZO7pbsW8KgXwaRX5zPc1c8R6cqnYyOJCJ/cubksKv77TgzMkiYOQNbTIzRkUREzovb7WbP5iMsnb2Nw/tyiagcyJVdqhBdLcToaCKnVVaO8aV00uvr3K09uJZBiweRmpvKA3UfoHf93tjMKgxEyqLi9HQyZ80iY/p0ilP3YwmvQHDXroR064YtOtroeCKlktvlZvX8XSz/cidhMf7c+FBdgsJ9jI4l5Zy7qKhEgXe2cq9E0Zd/ltUNbTYswUFYg4MxBwVhCQ7GEhSEJSgYa1gowV26YAkOvnz/yNNQQVhOlaWTu4N5Bxm4aCCrDqzi1qq3MqjZIHxtvkbHEhGgcMdOdnXvjj0+nkqTP8Ps7W10JBGR8+Zyudm6LI3lX+wgN7OQyvUq0OK2KoRG+RkdTaSEsnSML6WPXl/nJ9eRy4gVI5izbQ51wuowvNVwKgdVNjqWiFwibqeTnEWLyJw6jZxFi8Bkwr9NG0J69sDvyisxWTRDSuTvdm88zPcfbQLguv8mUalOmMGJpCxwOxw4s7NLlnonl3xZmSfN+Dv20ZWZhSsv78xParWeVO6dVPSd/DH41MdMPj6lfhUiFYTlVFk7uSt2FfPeuveYsH4CiUGJvH7161QJrmJ0LBEBji5cSMojjxJ4801Ev/Zaqf/DKCJyJo4iJ+t/3Mvq+bspLnRS66pomt2UgF+Ql9HRRICyd4wvpYteXxfmu13fMXTpUBwuB083fZqu1brqeFikjCtK2Ufm9OlkzpqF8/BhbDExBN9+O8FdOmMNUwEicrKs9Dy+eX8jh1NzaH5zAo3bV8Zk1t9JT+B2u8HlAqcTt9OJ2+kC17HPKXHbBc7i87vtOv6cTjj5tqMYZ3ZWyWU8/zbDz5Wbe+bQFsupJd/JBd9J5Z75z5l+luBgzH6+Zfb4TQVhOVVWT+6WpC5h0OJjS44Obj6YW6veanQkEQHS332XQ2+/Q+SgZwi95x6j44iI/Cv5R4tYNW8XG3/eh9lqosF18TS8Lh67t9XoaFLOldVjfCkd9Pq6cAdyD/Dcr8+xbP8yro67mqEthxLqHWp0LBG5xNxFRRxdsICMqdPIW7ECbDYCr7uOkJ498GnSpMy+2SxyvhxFThZO+o0/Vh6gcr0KtLuvNl4+l+/cyu1yQXHxsY9OJ26XC3dxMbhcxwoqlwt3sfOv8qvE7T/Lqwu47XYdK7/cLif8/fZJ5dhft//K908Fm9tZfNLY0912nvRczgu77XJdtv+PTmE2YwkM/KvMO3kZzxPlX/BfhV/IsY9mf3/97v0bFYTlVFk+uUvPS2fg4oGsTFtJpyqdeLb5s1pyVMRgbpeLlD59yFn4E/EffojfFc2NjiQi8q9lHsxj+dwdbFt9EJ9AO81uSqDWlVFYLGajo0k5VZaP8cV4en39Oy63i083f8pba94i0B7Iy1e+TKvYVkbHEpHLpHD7djKmTiNrzhxcR49ir1qFkNt7EHRLJyyBgUbHEzGc2+1m/cIUfp25jcAK3tzYuy5h0f4AOHNyyV+zmtzlyyncsgV3kePYbLKzFWzFzhKF398LwJNvl3pm87Flii0WTGbzsY8XdNuMyfznR4v1lNsmixnMlmMfT3f7xHP9+fHEWEvJ22YLWEveNlktfz3XBd82Y7JasQQGYg4IOJZH/jUVhOVUWT+5c7qcjFs/jvfXvU9CUAKj24ymWkg1o2OJlGvOnFx23X47ziNHSJg5A1tMjNGRREQuirSdWSyZtY3927IIjvSlxW1VSKhfQVcmymVX1o/xxVh6fV0cv2f8zsBFA9mWuY2eNXvyZOMn8bZqn26R8sKVn0/2vHlkTJ1GwYYNmHx8COzYgZAePfGpk2R0PBHDpf6RwfxxG3AUFNOkwg5CN39PwaZNx4o8mw3vGjUw+/icUkCdqZC64ILKclL5ZT6pUDvL7X8s2M56+8/v+eft46UbZrPOK+WSUkFYTpWXk7tl+5fxzKJnyHXknlhyVL9URYxTuHMnu7rfji0ulsqffXbsoE5EpAxwu93s2nCYpbO3kZGWR1SVIFp2qUrFxCCjo0k5Ul6O8cUYen1dPIXOQv5vzf8xafMkEoMSGdFqBLXCahkdS0Qus/yNm8icNpWsr77GnZ+Pd506hPTsQWCHDjpXlnLFlZtL3ppk8lYsJ3fFCrJ+T2FDzfvIDkoksWg9DeuZCGjeDJ8GDfSzIXKR/dMxvuZpike7IuoKZnaaSf3w+ryw5AWe/eVZ8hx5RscSKbe8EhKIHjWSwi2/sf+FF9E1KCJSVphMJhLqVaDH8824+s4aZKXnM2vkauaP20DmAR17iIjIX7wsXgxoOoBx140jpyiHO+bdwUcbP8Lp8oBlzkTkovGpk0TUyy9T7eefiHz2WVwF+ex/9jn+aN2GtFeHUbh9u9ERRS4JV24uOb/8ysHX32DX7T3Y2qw5e3v14vDHn2CyWIm+pxu3PFKL2i0j2GGvxzJ3a8x1GqscFDHA5dsNVOQSqeBTgXHXjWP8+vG8t+49Nh7eyOg2o6keUt3oaCLlUsDVVxPe53HS/+9tvJNqE3bvvUZHEhG5aMwWM0mtYqjWNJJ1P+xlzXd72LnuEEmtomnSMQHfQLvREUVEpJRoGd2SWZ1m8dKyl3hz9Zv8su8XXr3yVaL8o4yOJiKXkSUwkNC77yLkrjvJX7WKjKnTyJg6lYxJk/Bt2pSQnj0IaNcOk13HkeKZXHl55CUnk7diJXnLl5O/cSMUF4PVik+dOoQ98AC+zZri27AhZl/fE+OuaQUVq6by8+TfmT5sJTf2rktEJe3ZKXI5aYnRMqq8Lg+zYv8KBi4eyNGiowxuPpjbqt6mJUdFDOB2udjXty9Hf1xI/AcT8GvRwuhIIiKXRF52ESu/2smmX1Kx2sw0uiGe+m3jsXlZjI4mZVB5PcaXy0Ovr0vH7XYzd/tchi8fjsVk4fkWz3Njwo1GxxIRAxUfPkzmrNlkTpuGY98+LGFhBHfpQnD37thjY4yOJ3JWrvx88pOTyV2xgrzlK8jfsOFYIWix4FOnDr7Nm+PbrBm+DRtg9vP7x+c7uDubb8ZtID/bQese1al1ZZTezxW5SLQHYTlVnk/uDuUfYtDiQSzbv4yOiR15/orn8bP98x8jEbm4nDm57OpxO0W7dhPcuTMVHu6NLUpXS4tI2ZSRlsuyOTvYsTYdvyA7zTolUrNFFGazTmzl4inPx/hy6en1dentzd7LoF8GsS59HR0TO/Js82cJsAcYHUtEDOR2ucj95Rcypk4j56efwO3Gr3UrQnr0wL91a0wWXXQmxnPl55O/dm3JQtDhAIsF7zpJ+DX7sxBs1PCcCsHTyc8p4rsPNpHyWwYRlQJodnMi8UmhKgpF/iUVhOVUeT+5c7qcTNgwgffWvUd8QDyj24ymRmgNo2OJlDvFhw9zaOy7ZMyYgQkI7t6dsIcexBYRYXQ0EZFLYv+2TJbM3kbajmxCo/1ocVsVKtUJ04mtXBTl/RhfLi29vi6PYlcxEzZMYNy6cUT4RjDsqmE0qdjE6FgiUgo4UlPJmDGDzJkzcaYfwhodRUj37gR36YI1PNzoeFKOuAoKyF+7lrwVK8hdsYKCdetxHy8Ek5Lwa9YU3+bN8WnYCIv/xZuU4XK5+W3pflbN28XRwwVEJgTS7OYE4mqpKBS5UCoIyymd3B2zMm0lAxcNJLsom4HNBtK1Wlf9QRExgCM1lUPvvU/m559jslgI6dmTsF4PYA0LMzqaiMhF53a72ZGcztLPt5OVnk9M9WBadqmq/TTkX9MxvlxKen1dXuvS1zFo8SBSjqZwf937eaT+I9gsNqNjiUgp4HY4OPrDj2RMm0re0mVgtRLQrh0hPXrg27yZ3teSi85VWEh+8rFCMG/FCvLXrTtWCJrN7iY3JAAAIABJREFUeCcl4dusKX7Nm+PTqBEWf/9LnsdZ7DpRFOZkFBJVJYimNycQWyNEr3+R86SCsJzSyd1fDucfZtDiQSzdv5QbE27kxRYvaslREYMU7d3LoXffI2vuXExeXoTedSeh//0v1pAQo6OJiFx0TqeLzYtTWfn1TvKPOqjWJILmt1QhKNzH6GjioXSML5eSXl+XX54jj5ErRzLrj1nUDqvN8FbDSQxKNDqWiJQihTt2kjltGplz5uDKysKekEBIj9sJuvVWLEFBRscTD+UqLCR/7bqShWBR0bFCsHbtY8uFNmuKb5Mml6UQPBOnw8WWJams+mY3uZmFRFcLptnNCcRU13tIIudKBWE5pZO7klxuFx9u+JAxa8cQFxDH6DajqRla0+hYIuVW4c6dHBr7Ltlff43Z15fQe/5D6L33YgnU7BoRKXuK8otJ/n4Pa7/fg8vlpm6bWJp0qIy3v2aKyPnRMb5cSnp9GeeHPT8wZMkQCooLeLrp03Sr3k0zJESkBFdBAdnfzCdz6lTy163D5OVFYIcOhPTsgXfduvqdIWflKir6c8nQlccKwbVr/yoEa9UqWQgGlL69cYsdTjb/sp/V83eRl1VETI1gmt2cSHTVYKOjiZR6KgjLKZ3cnd6qtFUMXDSQzMJMBjYbqBMvEYMV/vEH6WPGcvTbbzEHBhJ2372E3P2fi7qGvYhIaZGbWciKL3ewZcl+bN5WGrevRL1rYrHaLUZHEw+hY3y5lPT6MlZ6XjrP//o8v6b+SpvYNgxtOZQwHy3HLyKnKti8mYyp08j66ivceXl41a5FSI8eBN10E2ZfX6PjSSngKiqiYP16cpcvJ2/FymOFYGEhmEwnFYLN8G3S2KMu1C4ucrJpcSqrv91NfnYRcbVCaHZzIhUTNZtW5ExUEJZTOrk7syMFRxi8eDC/pv5K+8rtebHFi/jbjZsuLyJQsGUL6e+MIefHH7EEBxP2wP2E3HGHTm5EpEw6nJrDss+3s2vDYfxDvGh+SyLVm1XEbNZFS3J2OsaXS0mvL+O53C6m/DaFN1a9gb/dn5davkSbuDZGxxKRUsqZk0PWF1+QOWUqhX/8gdnfn6BOnQjucTve1asbHU8uI1dREQUbNvxVCCYnnygEvWrVxK9pM3ybN8O3ceMysTSto8jJxp/3kfzdbvKPOohPCqXZTYlEJnhO2SlyuaggLKd0cnd2LreLjzZ+xJjkMcT4xzC6zWhqhdUyOpZIuZe/YQPpb79D7uLFWMLCqPBgL4J79MDs5WV0NBGRiy5lawZLZ2/j4O6jhMX607JzFeJra7aInJmO8eVS0uur9NiWsY1nFj/D1oyt3F7jdvo36Y+PVfvXisjpud1u8pOTyZgylaPz5+N2OPBp3JiQHj0IuOF6zHa70RHlInMXFZG/cSN5y5eTu2IF+clrcRcUHCsEa9bEr1nTYzMEGzfGElx2l+F0FDrZ8FMKyd/toSDXQaW6YTS7KYGISioKRY5TQVhO6eTu3Kw5sIanFz1NRkEGA5sOpHuN7lpyVKQUyFuTTPrbb5O3bBnWiAjCej9EcNeuOrERkTLH7XKzbfVBls3dTvahAuJqhdCic1XC40rf3h9iPB3jy6Wk11fpUuQs4p3kd5i4aSKVAisxovUIksKSjI4lIqVccUYGWbNnkzFtOo49e7CEhBDcpTPBt9+OPS7O6HhygY4VgpvIW/H/7N13eFRV4sbx70xmkknvHVJogYQaSOhNilQRFBAU0EVsKOoCLisuoKgUsfxAdFlUxAK4rq4a1ooiWIDQWwAFQgs1CQHSy8zvj0AEKaISbsr7eZ48JjP3ZN7kGcm98845Zw25ycnkbthYWggCLjExuLVMxD0xsXQPwSpcCF5OYX5xWVFYkFtMVOMAEvtEExihayoRFYTVlC7urt7J/JM8/v3jfJ/2Pd0juzOlzRQ8nfUHRKQiyFmTzInZs8lbvx5LWCgB992HT//+mKxWo6OJiFxTJUV2tq1MY+2nqRTkFhOTGELLfrXw9LMZHU0qEJ3jS3nS86tiWnNkDRO/n0hGXgajm43mrri7cDJr71oRuTKH3U7Oj6s4uWQx2cu/hZIS3Nu1w3fIbXh07IjJYjE6olyBo6iodIZg8lpy16whd+NGHHl5ALjUq4dby5a4JSbg1qIFFl9fg9NWHIV5xWxZfpBNyw5SkFtMraaBJPSJJqCGtpaS6qvSFIQTJkzgv//972Xvj46O5vPPP7/odrvdzuLFi/nggw9ITU3FbDYTExPD0KFD6dOnzxUfMykpicWLF7Nr1y7sdjvR0dHccsstDBkyBLPZfNlxK1eu5M0332Tbtm0UFBRQs2ZNevfuzciRI3G+wuyWzZs3869//YsNGzaQnZ1NaGgoXbt25f7778fT8/KF1N69e3nllVdYvXo1WVlZBAYG0qFDB0aPHk1QUNAlx+ji7vexO+ws2LaAORvnEOoeyqxOs/TuTJEKwuFwkPPDj5yYPZv8LVuw1qxJwAMP4N23jy5qRKTKKcgtYsMX+9n89SEAGt9Qg+Y9InFx0xsjROf4Ur70/Kq4ThWcYurqqXyx7wvig+KZ1n4aYR5hRscSkUqi6OhRst7/D1nvv0/x8eNYQkLwGXgrPrcOxBp86dcV5fpyFBWRv307OecXgrm5ALjUrftLIZiQoELwKhTkFrH5m0NsXnaAwvwSascHktA7Gv9wFYVS/VS6gjA+Pp7IyMiL7g8MDGTs2LEX3FZSUsKDDz7IN998g4eHB61bt6awsJBVq1ZRWFjIsGHDeOKJJy75eE8++SSLFi3CxcWF1q1bY7FYWLVqFTk5OXTr1o3Zs2dfsiScP38+s2bNwsnJicTERLy8vFi7di2ZmZk0bdqUN998E1fXi/cGWLp0KY899hglJSXEx8cTHBzM5s2bOXz4MJGRkSxevBh//4v3nElOTmbUqFHk5+cTFxdHZGQkO3fuZO/evfj5+bFo0SKio6MvGqeLuz9m4/GNjF8xnsz8TMa1GMeQ+kO05KhIBeFwOMj+9ltOzJlDQcoOnKOjCRg9Gq9ePTFd4U0dIiKV0ZnMfJI/2cvONUdxcbPQomcUjTrWwMmqf++qM53jS3nS86ticzgcLN27lGfWPIMJExNbTaRPrSu/KVpE5HyO4mLOLF9O1uIl5Pz4Izg54XnDDfgOuQ23Vq10XX0dOYqLzxaCyeSuSSZ3w4bzCsE6uCUklpaCCS2w+PkZnLbyys8pYvPXB9n8zUGKCkqo0zyIhN7R+IW6Gx1N5LqpdAXhtGnTGDBgwFWNeeONN5gxYwZ16tRh4cKFBAQEALBv3z5uv/120tPTmTt3Ll27dr1g3BdffMGYMWMIDAzknXfeISoqCoD09HSGDx/Onj17ePzxxxkxYsQF47Zu3crAgQOx2WwsXLiQJk2aAJCTk8O9997L2rVrGTFiBI8//vgF444ePcqNN95IYWEhc+bMKctTXFzM+PHj+fTTT+natStz5869YFxubi7du3fnxIkT/OMf/+COO+4ou2/GjBm88cYbxMXF8cEHH1xUYuni7o/Lys9i4g8TWXloJd0iu/Fkmye15KhIBeJwODizbBnps+dQ8PPPuNStQ8CDD+HZrasuaESkykk/dIZVH+7hQEomnv42Wt1ci7rNgzGZ9Qam6kjn+FKe9PyqHNKy03j8u8fZcHwDPaN78kSrJ/By9jI6lohUMoX793PyvX9z6sMPKcnKwjkyEp/Bg/Huf7NmqJUDR3Ex+Skp5CYnk5OcTN669djPFoLOdWqX7h+YeLYQvMQEEvlz8rOL2LjsAFuWH6K4sIR6CcEk9I7GJ9jN6Ggi5e63zvEr7SupJSUlvPbaawBMmTKlrBwEiIqKYty4cQD885//vGjsvHnzABg3blxZOQgQEBDAlClTgNKZgna7/YJx8+fPx+FwcPfdd5eVgwDu7u5MmzYNs9nMokWLOH369AXjFi5cSH5+PjfffPMFZaXFYmHq1Kl4eHiwbNkydu/efcG4Dz/8kBMnTtCyZcsLysFz2SMiIti+fTsrV6684u9Kfh8fmw9zbpjD2OZj+ebANwxKGsT29O1GxxKRs0wmE17duhH98UeEv/A8jhI7aQ8/TOott3Lmm+VUkPe9iIhcEwE1POk7pik3jWmKi5uFr15P4f3p6zi066TR0URExADhHuG8ceMbjGk2hq/2fcUtn9zC2qNrjY4lIpWMc2QkwY+Np86KbwmbOQMnPz+Oz5zJ7o6dOPy3v5Uucalr6z/MUVxM3tatZLz+OgfuvZefWrZi36DBHJ/1PEVph/HqdxPhL75A3e+/o/bSpYRMmoRXjxtVDpYTm4eV1jfXZvjTrWnWLYK9m06waMpqlr2ZQtbxXKPjiRiq0haEGzduJCMjg5CQEBISEi66v0ePHlitVrZu3cqxY8fKbj969Cjbt2/HarXSo0ePi8YlJiYSHBzMiRMn2LRpU9nthYWFZUXcTTfddNG4mjVr0rRpU4qKilixYsUF9y1btuyy4zw8POjcufMFx/16XN++fS8a5+TkRK9evS45Tv48s8nMnQ3v5M0eb1LsKOaOz+7g3R3v6uRIpAIxmc149epFraRPCJsxHXtODoceeIB9g28j+7vv9f+riFQpNWP9GPT3BLre2YC8M4V8/OJGls7dTEZattHRRETkOnMyOzGq8Sje7vU2NicbI78YyQvrXqCwpNDoaCJSyZhdXPC+6SaiFi8i+uOP8L5lAGe+Wsb+IUNJ7T+Ak0uWUJKdY3TMCs9RUkLe1m1kvP4GB++9j59atWbfwEEcf24WRQcP4dW3D+EvPE/d71ZS+39LCZ08Ga+ePbGcN+FFyp+rpzNtBtRh2NNtaNKlJnvWH2fRlDV8/dYOTp3IMzqeiCEsRgf4tTVr1rBr1y5yc3Px9/enefPmtG3b9qL9AHfs2AFAo0aNLvl9XF1dqVOnDjt27GDHjh0EBwcDkJKSAkDdunWx2WyXHNuoUSOOHTvGjh07iI+PByA1NZW8vDx8fHyIiIi47LgNGzaQkpJSVuplZ2dz4MCBK2Zt1KgRSUlJZdmu9mc8d/uvx8m10zSoKe/3eZ9//PAPpidPZ+3RtTzV9ikt4SJSgZicnPDu1w+vXr049fHHpL/yKgdHjcI1Pp7AMWNwb9XS6IgiIteEyWwiplUotZsHsWX5IdZ/tp/3nk6mfptQEvvUwsPXxeiIIiJyHTUMaMh7fd5j1rpZLNi+gFVHVjG9/XRq+9Q2OpqIVEK2mBhCJ08maOw4Ti9dysklSzg65UmOz3wOr5v64jtkCLaYGKNjVgiOkhLyd+wkNzm59GPdOuzZpW/cc46Oxqt3b9wSE3BPTMQSGGhwWvk1Ny9n2t5al6bdItj4xQG2rUzjp9VHqd86hOY9o/AKcDU6osh1U+EKwo8++uii2+rUqcMLL7xAzHl/hA4dOgRAWFjYZb9XaGgoO3bsKDv294w7/9jzPz9336Wc+55paWkXjfPy8sLDw+OK485/vOzsbLKysgAIDw+/6nFy7fnYfJh9w2zeSnmLl9a/xKCkQTzX4TkaBV66uBURY5isVnxuvRXvm24i64MPSP/nPA7ceSduLVsSOOYh3Jo3NzqiiMg1YbE6Ed89ktg2Yaz7fB9bvz3Ez8nHaNK1JvHdI3F2rXCn+CIiUk7crG5Maj2J9uHtmfzjZAYvHcxfm/+VIfWHYDJpv1oR+f2cPNzxvW0wPoMHkb95MycXL+HUh/8la8l7uDZtiu+Q2/Ds0QOzS/V5c5qjpISCXbvIWXNeIXjmDADOUVF49eqFW2IibgkJWIODDE4rV8vd24V2g+rSrHsE67/Yz/bv0ti5+igN2oTSvGcUnn6XnlwkUpVUmFcP6tevzxNPPEGbNm0IDQ0lOzublJQUXnzxRXbu3Mldd93Ff//737KZgLlnN3J1db18o+/mVrrRaE7OL1Phr2acu7v7Hxr3Rx/vUuPO//xyYy81TsqHyWRiRNwImgY1ZfyK8Qz/fDhjm4/l9ga366JLpIIxOTvjO2QI3gMGkPXee6T/az77b78D97ZtCXx4DK6NGxsdUUTkmrB5WGl3a10ad6rB6o/3sv6z/Wz/7jAJvaOJax+Gk6XS7iYgIiK/U+eIzjQKbMSkHyYxLXkaK9NW8nTbpwlw1fJ1IvLHmEwmXJs2xbVpU4Im/I1TH31M1pIlHP7bBJyenYb3gAH4Dh6Ec1SU0VGvOYfdfrYQXENu8trSQvD0aaB0/0avHj1KC8HEBKxnX6uWysvdx4UOg+sR3z2C9Z/vJ+X7w+xYdYS4tmHE94jSSi1SpVWYgvDOO++84Gs3NzeCgoJo06YNw4YNY9OmTcybN49JkyYZE1AEaBLYhPf7vs8TPzzBjLUzypYc9XbxNjqaiPyK2cUFv+HD8Rk4kJOLFpPx2mvsGzQYj06dCBzzELbYWKMjiohcE14BrnQfGUfTrjX58YPdfPfeT2z55iCtbq5N7fhAvZlJRKSaCHANYG6Xuby3q3TZ0QEfD2BKmyncEHGD0dFEpJKz+Prif9ed+I0YTu6aNZxcvITMt94ic8EC3Nu0xue22/C84QZMlgrzUvPv4rDbKfjpJ3LXrCHnXCF46hQA1sgIvG7s/ssMwZAQg9NKefHwtdFxSAzxN0ay7rN9bP/uMCk/HCGufRjxPSJx91ZRKFVPhf9X29nZmXvuuYcHHniAFStWlN1+bvZcXt7lNxA9N3vv3IzAqx13bkbe7x33Rx/vUuPO/zwvLw9PT8+rGiflz9vFm9mdZ/N2ytu8uP7F0iVHOz5H40DNShKpiMyurviP/As+gwdz8p13yFiwgNQBt+DZrRsBDz2IrV49oyOKiFwTQZFe9Hu0Gfu3ZbDqv3v4Yv42gqO9aHNLHcLq+BgdT0RErgOTycRt9W8jMSSRCd9N4OHlD3NL3Vt4LOEx3KxuRscTkUrOZDbj3ro17q1bU3TsOFkf/Iesf79P2piHsQQF4XPrrfgMGljhSzSH3U7Bzz+TuyaZnOQ15K49rxCsWRPPbl1xP1cIXmG7KamaPP1sdL69Ps3PFoVbV6Sx/fvDNOwQTvyNkbh5ORsdUeSaqfAFIUCtWrUAOHbsWNlt5/blO3z48GXHHT169IJjr8W4I0eOXHbcufsuNe706dNkZ2dfch/Cc+Nq1KhRdpuHhwfe3t6cOnWKtLQ06tevf1WPJ9eHyWRieNzwsiVHR3w2gkeaP8Lw2OF6l75IBeXk4U7Afffie/tQMt9cSObChZxZtgyvnj0JePBBXGpFGx1RRORPM5lMRDUKICLOn52rjpD8yV7+O2sD0U0CaN2/Nr4hemOZiEh1UMunFu/2epeXN73Mgm0LWHdsHdPaTaNRYCOjo4lIFWENDiLwgQcIuOcesleu5OTiJaS/+irp8+bh0bkTvoNvw71tG0xm45e9Ly0Ed5fuH5hcumxoyblCsEYNPLt2+aUQDAszOK1UFF4BrtwwrAHNe0Sy7tN9bPnmINtXptGwUw3iu0fg6qmiUCq/SlEQZmVlARfOlIs9uzTc1q1bLzkmLy+Pn3/++YJjz//8559/Jj8/H5vt4s1Gz33PBg0alN1Wq1YtbDYbWVlZHDhwgIiIiIvGbdmy5aJxnp6eREREcODAAbZu3Urr1q2vaty5rKtWrWLr1q2XLAjPjYvVMnmGaRzYmH/3/TeTfpjErHWzWHdsHU+3fVpLjopUYE6engQ+9CB+w+4g440FZL7zDqc//xzvvn0JGP0Azpf4911EpLIxm03Etg2jbkIwm78+yIYv9rP4qWRi24WR0DtKy+OIiFQDVicrjzZ/lHbh7Xj8+8cZ9tkw7m9yPyMbjcRirhQvB4lIJWCyWPC84QY8b7iBwoMHyfr3v8n6zwdkL/saa82a+A4ehPeAAVj8/K5bJofdTsHu3aX7B65ZQ+7atZScfX3ZGh6Oxw034NYyEfeEBKyaeCG/wTvQjS4jYmneI4p1n+5j87IDbFuZRuNO4TTtFoGrh4pCqbyMfwvHVfjss88AaNiwYdltzZo1w8/Pj6NHj7J27dqLxnz++ecUFRXRqFEjgs/bLDY0NJS4uDiKior4/PPPLxqXnJzM0aNHCQwMpFmzZmW3Ozs706FDBwA++eSTi8YdPHiQTZs2YbVa6dSp0wX3denS5bLjsrOzWb58OQDdunW75LikpKSLxpWUlPDpp59ecpxcX94u3rzU+SUmJE7g+7TvGZg0kM0nNhsdS0R+g5OPD0F/fZQ6y77Cb8QITn/+OXt69uLwE09QlJZmdDwRkWvC6uxEi55RDJvamoYdwtnx/WHembSa5KWpFOYXGx1PRESug4SQBD646QO6R3Xn5U0v85cv/sKhM4eMjiUiVZBzzZoEjR1LnRXfEjZrFpbgII7Pep7dHTuRNv4xctevx+FwXPPHdTgcFPz8M5nvvsuhhx/h57btSL2pH8eefpq87dvw6NSJ0GefpfayZdT5ehlh057F5+abVQ7K7+IT7EbXu2IZMrkl0Y0D2PDlAd6euIrVH+0hP6fI6Hgif0iFKAh37NjB8uXLKSkpueD24uJi3njjDd5++20A7rzzzrL7nJycuPvuuwGYMmUKGRkZZfft27eP559/HoD77rvvose75557AJg1axb79+8vuz0jI4Mnn3wSgFGjRmH+1RT4UaNGYTKZeO2118pm70HpnoWPP/44drudoUOH4uXldcG4ESNGYLPZ+Oijj/j6668v+PkmTZpEdnY2Xbt2pU6dOheMGzBgAIGBgaxZs4Z33333gvtmzZrFgQMHiI2NLSsuxTgmk4nbG9zO2z3fxmwyc+dnd/LmtjexO+xGRxOR32Dx8yP4b49R+6sv8R0yhNMff8LuHj058uSTFJ23tLWISGXm6ulMh9vqMWRySyLj/Fi7NJV3Jq1m28o07CU6XxERqeq8nL2Y2WEm09tP5+eTP3Nr0q18vPvjcnmhXkTE7OyMd5/eRL3zDrWSPsFn0CCyly9n/+13kHpTPzLffZeS7Ow//P0dDgcFu3eTuWgRhx55lJ/btmNv35s4NvVp8rZswaNDB0KfeYbay5ZR95tvCJs+DZ8B/XGuoUJQ/jzfEHe6j4xjyD9aEtnQn/Wf7+etiT+y5pO9Kgql0jE5KsDZ4LJlyxg9ejQ+Pj7Exsbi5+dHVlYWP/30E8ePH8dsNjN27NiyQvCckpISRo8ezfLly/Hw8KB169YUFxfz448/UlBQwLBhw3jiiScu+ZhTpkxh8eLFuLi40KZNGywWC6tWrSor62bPno2Tk9NF4+bPn8+sWbNwcnKiVatWeHp6snbtWjIyMmjSpAkLFy7E1dX1onFLly7lsccew26307x5c4KCgti8eTNpaWlERkayePFi/P39LxqXnJzMqFGjyM/PJy4ujqioKHbu3MmePXvw9fVl0aJFZXs0nu/QoUN06dKFr7/++oK9DaX8nS48zeQfJrPswDI61ujI022fxsfmY3QsEblKRUeOkP7PeWR98AEmsxmf2wYTMGoUlsBAo6OJiFwzR/ee4scPd3Nk9yl8Q9xodXNtopsEaC/lCk7n+FKe9PyqPg5nH+bx7x9n/bH1dI/szqTWk7RNhoiUO3tODqc+/ZSsxUvIT0nB5OaGd58++N42GNtvbJ/kcDgo3LuX3ORkcpKTS/cQPDtZxBISgnvLRNwSE3Fr2RJreLjOaeW6ykjLZu3SVPZsPIGzq4UmXWrSpEtNXFy1nLcY77fO8StEQXjw4EHeeusttm7dSlpaGllZWZhMJkJCQmjevDm33377BcuLns9ut7No0SI+/PBD9u7di9lsJiYmhqFDh9K3b98rPm5SUhLvvvsuP/30E3a7nVq1anHLLbcwZMiQi2YPnm/lypUsWLCAbdu2UVBQQM2aNenTpw8jR47E2fnyaw5v3ryZefPmsWHDBrKzswkNDaVbt27cf//9eHp6Xnbc3r17mTt3LqtXr+bUqVMEBATQoUMHHnzwQYKCgi45Rhd3xnI4HCzeuZhZ62bh7+rPcx2eo2lQU6NjicjvUHgojfRXX+HURx9jslrxvX0o/nffjcXX1+hoIiLXhMPhIHVzOqv+u4esY7mE1vGmzYA6hNTSi8QVlc7xpTzp+VW9lNhLWLB9AXM3zsXP1Y9n2j1Dq9BWRscSkWrA4XCQv20bJxcv4fT//oejoABbk8b4Dr4Nr149MdtspYVgaiq5yclnS8G1lKSnA2AJDi7dPzCxtBS01qypQlAqhPRDZ0hOSiV1czoubhaado2g8Q01cLapKBTjVIqCUK49XdxVDNsztjPu23EcyTnCw/EPMyJuBGZThVjZV0SuUuG+fZx45RVOJy3F7OqK7/Bh+N91F07eegFdRKoGe4mdlB+OkLw0lbzThdSOD6RVv9r4BLsZHc1wDruDU+l5nMnMJ6y2D05WY8/jdI4v5UnPr+opJSOFv638G/tO72NE7AjGxI/B2enyb3wWEbmWSk6d4tTHH3NyyXsU7t2L2dsbt/h48rZtpeTE2UIwKAi3li1xS0zAPTERa0SECkGp0E4cOEPy0lT2bUnHxd1Cs24RNOqkolCMoYKwmtLFXcVxpvAMk3+czFf7v6J9eHueafcMvjbNQBKpbAr27OHEyy9z5rPPMXt64nfnCPxGjMDJw8PoaCIi10RhfjGblh1k41cHsBfZiesYTkKvKFw9q8cLxcWFJWQeySH9YDbpB8+Qfiib9EPZFBWU7pN+86PNCI8x9hxO5/hSnvT8qr7yivN4ft3zvLfrPer51mN6++nU9a1rdCwRqUYcDge5yWs5uWQx+du249qkyS+FYGSkCkGplI7tO83apans35aBzcNKs+4RNOpYA6vLxduaiZQXFYTVlC7uKhaHw8GSXUt4bu1z+Np8ea7Dc8QHxxsdS0T+gPxduzgxZw7Zy77Gydsbv5Ej8bt9KGZ3d6OjiYhcEzmnCli7NJWUH45gcTYTf2MkTbrUxOpcdS4a3iI1AAAgAElEQVRk884Ukn4wmxOHzpB+MJuMtGxOHs3FYS+9NLK6OBFQw6P0o6YngRGlH0bTOb6UJz2/ZOWhlfzjh3+QXZjNo80fZWiDoVoBR0RE5E86uvcUa5emciAlE1dPK/E3RhLXIbxKXV9JxaWCsJrSxV3FlJKRwrgV4zicfZgHmz3IXxr+RRdcIpVU3rbtnJgzm5wVK3Hy88P/7rvxHToEs81mdDQRkWsi80gOqz/aQ+rmdNy9nUm8qRb1W4diNleed3A77A5OncjjxNkZgRmHSmcH5pwqLDvGw9elrAgs/a8HXv6umCrgz6lzfClPen4JQEZeBpN/nMyKQytoE9aGqW2nEuQWZHQsERGRSu/InlMkJ+3l0M6TuHk5ny0Kw7BYVRRK+VFBWE3p4q7iyi7MZsqqKXyx7wvahrfl2XbP4mfzMzqWiPxBuRs3kj7nZXJ+/BGnwAAC7rkXn8GDMDtXjyX5RKTqO/xzFj9+uJtjqafxC3Ondf/aRDb0r3BLPRUVlpCRll06I/BQNumHzpCelkPx2SVCzWYTvqFuBNTwJKDm2dmBNTyxeVgNTn71dI4v5UnPLznH4XDw/k/v89za57BZbExpPYUukV2MjiUiIlIlHP75JMlJqaT9lIW7tzPNe0YR2zbM8P3OpWpSQVhN6eKuYjt3wTUjeQY+Nh9mdphJ8+DmRscSkT8hd+1aTvzfbHLXrcMSEkLAfffhM6A/JhWFIlIFOBwO9mw4waqP9nD6RB7hMT60GVCHoEgvQ/LknCo4WwL+sl9g1rFczl3ZONucLpgRGFDDE79Q90p/0a1zfClPen7Jr6WeSmXCdxNIyUihf53+TEicgJvVzehYIiIiVcKhXSdJTtrLkd2n8PB1oXnPKBq0CcXJUrmvWaRiUUFYTenirnLYkbGDcSvGkZadxuimoxnZaKSWHBWpxBwOB7mrV3Pi/2aTt2kT1vBwAh54AO9+N2GyWIyOJyLyp5UU29n+3WHW/i+V/Owi6iYE06pfLbwCXMvl8ex2B6eO55J+8OyMwIPZnDiUTd7pX5YI9fSz/TIj8Gwp6Olvq3AzHK8FneNLedLzSy6lyF7Eq5te5fVtrxPuEc609tNoEtjE6FgiIiJVgsPh4NDO0hmFR/eewsPPhRY9o6jfJhQnJ71GLH/eb53j69VKEQM18G/Ae33e46lVTzF742zWHVvHs+2exd/V3+hoIvIHmEwm3Fu3xq1VK3K++44Ts+dwZOJEMv71LwIeHI1Xr16YnLS2vIhUXk4WM40716B+qxA2fLmfzcsOsmfjcRp1qkGLnlHY3P/4cp2F+cVkHs4h/eAZThwqXSo0My2b4iI7AGYnE35h7kTG+ZUuE1rDA/8aHn/qMUVE5MqsZitj4sfQNrwtj3/3OCM+G8G9je9lVONRWMx6SUlEROTPMJlM1GzgR436vhxMySR5aSrfvruL9Z/vp0WvKGJahagolHKlGYRVlN79Wbk4HA7+8/N/mL5mOt4u3szoMIOEkASjY4nIn+RwOMj+5htOzJ5Dwa5dONeuTeBDD+LZvTsms07wRKTyyz5ZQHLSXnauOoKzq4X4HpE07lwDi/Xyb4ZwOBzknirkxNmlQc/NDjx1Ig/OXpm4uFlKZwWGn90vsKYHviHu5bLcjsPhwFFQgD07G3t2NiXZOaWf55z7OhtK7Hj3vxknT89r/vi/h87xpTzp+SW/5UzhGaatmUbS3iQaBzZmervp1PSqaXQsERGRKsPhcLB/WwbJSamcOHAGr0BXEnpFUS8xGLOKQvkDtMRoNaWLu8ppV+Yuxq0Yx4EzBxjddDR3N7pbS46KVAEOu50zX37JiTkvU7hnDy4xMQQ+9CAeXbpUySXwRKT6yUjLZtV/97B/WwYefi60uqkW9RJDcDgcnDx2bonQbDIOlZaCeWeKysZ6BdhKZwSet0yoh6/Lb/776LDbsefmlhV7lyz3cnKwn7stO5uSnOwLvj53DMXFV/4BrVai3n4L16ZNr8Wv6w/TOb6UJz2/5Gp9nvo5T61+ihJ7CRMSJ3BznZt1TisiInINORwO9m3NIDlpL+kHs/EOciWhdzR1E4Ixm/U3V66eCsJqShd3lVdOUQ5PrnqSz1I/o3Voa6a1n6YlR0WqCEdJCac//ZT0l+dSuH8/trg4Asc8hHuHDnpRRUSqhEM7M/nxwz2cOHAGdx8X8rOLKCk+u0SoxYR/mAf+YW74B1rx9TXh61GMpSi3bKae/byC74KvL1Xu5eRcVSaTqytmD3ec3D0we5z7uMTX5z53/9XX5z6cncvzV3dVdI4v5UnPL/k9juYcZeL3E0k+mkzXiK5Mbj0ZH5uP0bFERESqFIfDQermdJKTUslIy8Y3xI0WvaOo01xFoVwd7UEoUsm4W92Z0X4GiSGJTE+ezsCkgVpyVKSKMDk54d23L149e3LqkyTSX3mFg/feh2vTpgSOeQi31q1VFIrINeVwOKCkBEdxMY6iovM+inEUFeIoKoJf33fu68LzPr/csUXFF4wzFxXRprCIQ9ZA0rJCCC7KwjPvCB6nD2DLOgjfn8aRnw9A7tmPSzKZMLu7X1DmOXl4Yg0J/aW8c79EuXf2diePs2Pd3TFZdMkjInKthbiHML/7fN7a/hb/t/H/2PzJZp5u9zRtwtoYHU1ERKTKMJlM1GoaSHTjAPZuOkHy0lS+ej2FdZ/uJ7FPNLWbBWJSUSh/gq6WRSogk8nErfVupVFAI8atGMfdX97NfU3u455G9+BkvvyePiJSOZgsFnwG9Me7T2+y/vsR6a++yoG/jMStRQsCHx6DW4LeECBSUTns9l8VZEVwfql2fslWeP7X5x3/GyXbZQu5wl89zkWPefb7/+o4ynHBEJPVClYrpvM/LBYCrVaCrNbSks7THaeQYMwetS8s9K5Q8JndXLVXq4hIBWc2mbmz4Z20CmvFhJUTuPere7mjwR080vwRXJxcjI4nIiJSZZjMJmrHB1GraSC7Nxxn7dJUvpi/Df9wdxL6RFOriYpC+WNUEIpUYDF+MbzX5z2mrp7KK5teYf2x9UxvP50A1wCjo4nINWBydsZ38CC8+99M1r/fJ2PePPYPG457m9YEjhlj+F5XIuXN4XCUlmuXmr32Z0q2yx1beJnHOL/sKy761WNeeCwlJeX3C7FYLijZLvm51QpWCyabC2arBybLxeVc2efO1l99z18da7VcdiznH+t86TxYLJr1LCIi1Perz5I+S3hx/Yu8s+MdVh9ZzfT204nxizE6moiISJViMpuo2yKY2vFB7F53jLX/28fn87bhX8ODxD7RRDcJ0DWa/C4qCEUqODerG8+2e5bEkESeWfMMA5MGMr39dFqGtjQ6mohcI2ZnZ/zuuB2fW2/h5OIlZMyfz77bhuDesQOBD43BtWGc0RFFrkpxRgb5KSnkb08hPyWFwn37cBQWXraQo7i4/MKYzb9RnF14n9nV9eJjf12w/VbJZrFcOJvuKkq2Xwo5i2bMiYhIpWWz2Ph7y7/TvkZ7/vHDPxjyvyE8HP8ww2KHYTbp75uIiMi1ZDabqJcYQp3mQfy89hjJ/9vHZ//cSmCEJ4l9ools5K+iUK6KCkKRSsBkMtG/bn8aBjRk7IqxjPpyFPc1uY97G9+rJUdFqhCzzYb/XXfiO2ggme8uIvP119l36614dOlC4JiHsMXoXdhSMTgcDoqPHy8rAktLwe0UHztWdow1MgKXWrUxu9p+VbI5X1SOnV+yXbmQu/SMt0stcWly0t9HERGR661deDs+uOkDpvw4hVnrZvFd2nc80/YZgt2DjY4mIiJS5ZidzMS0CqVuQjC71hxj3aep/O+VLQRFepLYtxYRcX4qCuWKVBCKVCJ1feuypPcSnlnzDK9ufpX1x9Yzo8MMLTkqUsWY3d0JuGcUvkOHkLlwIZlvLiS138149uhB4IOjcalTx+iIUo04HA6K0g6Tn7L9vDIwhZKMjNIDTCaca9XCLTERW2zs2Y8GOHl6GhtcREREDOFn8+P/Ov8fH/78ITPWzmDAJwOY3Hoy3aO6Gx1NRESkSjI7mWnQJpR6LYPZtfoo6/63j6UvbyY42ovEvtHUbKCiUC5NBaFIJeNmdeOZds+QEJLAM6uf4ZZPbmF6++m0DmttdDQRucacPDwIHD0avzvuIGPBAk6+9TZnvvgCrz59CBz9AM5RUUZHlCrGYbdTdOBAWRGYt307+Sk7sJ86VXqAkxMuderg0aFDaREYF4stJgazu7uxwUVERKRCMZlM3FLvFlqEtODv3/2dsSvG0u9QPyYkTsDD2cPoeCIiIlWSk5OZ2LZhxLQMYeeqI6z7dB9JszcTWtubhL7R1IjxVVEoF1BBKFJJ3VznZhr6ly45eu9X93Jvk3u5r/F9WnJUpApy8vYm6JFH8BsxgszXXyfznXc5/emnePfrR8AD9+Nco4bREaUScpSUUJiaWrY8aP72FPJ37MCekwOAyWrFpV49vLp3Ly0C4+JwqVsXs81mcHIRERGpLCK9IlnYcyHzNs9j/tb5rDu2juntp9M0qKnR0URERKosJ4uZuPbh1G8VSsoPh1n/+X4+eWkTYXV9SOwbTXg9X6MjSgWhglCkEqvjW4fFvRfz7Jpn+efmf5YuOdp+BoFugUZHE5FyYPH1JWjcOPzuvJOM+fM5uXgJpz75BJ9bbiHgvnuxhoYaHVEqKEdREQV79pSWgNvPLhW6axeOvDwATDYbtpgYvPvddHZmYBwutWtjcnY2OLmIiIhUdlazlQebPUi78HZM+G4CIz4fwahGo7i3yb1YzVaj44mIiFRZTlYzjTrVoEHbUFK+P8z6z/bz0QsbCY/xIbFvLcLq+BgdUQymglCkknOzuvF0u6dLlxxd8wy3Jt3KtPbTaBPWxuhoIlJOLAEBBP/97/j95S9kzJvHyff/w6kPP8Rn8GD87xmFNSjI6IhiIHtBAQU//fzLzMCUFAp++glHYSEAZjc3XGIb4DPwVlzj4rDFxuIcHY3JotNCERERKT9Ng5ryn77/YXrydOZtmcePh39kWvtpRHpFGh1NRESkSrNYnWjcuSaxbcPY/t1h1n+xn//O2kDNBr4k9q1FSC1voyOKQfRKkEgV0a9OPxoGNGTcinHc99V93N3obh5o+gAWs/43F6mqrMHBhEyahP/IkaT/85+cXLyYrPffx3foUPzvHonF39/oiFLO7Lm55O/adbYMLN03sGD3biguBsDs5YUtNhbfO+4oXSY0NhbnyEhMZrPByUVERKQ68nD24Ol2T9OhRgeeXPUkA5MG8reEvzGg7gDtiSQiIlLOLM5ONOlSk9j2YWxbkcbGL/fzwcz1RMT5kdinFsHRXkZHlOtMzYFIFVLbpzaLei9i2pppzN86nw3HNzCzw0yC3DSbSKQqs4aHEzp1Kv6jRpE+9xUyFy7k5Hvv4Xf77fiP/AtOPloyoiooyc6mYMcO8s4tEZqSQuHeVLDbAXDy9cUWF4dHhw7Y4uKwxcViDQ/Xi20iIiJS4XSP6k6TwCZM/GEiU1ZNYeWhlUxpMwVfm/ZEEhERKW9WZyeadYugYYdwtn57iI1fHuA/M9YR2cifxD7RBEWqKKwuTA6Hw2F0CLn2Dh06RJcuXfj666+pUaOG0XHEAEl7kpi6eiquFleebfcsbcPbGh1JRK6Tgr17SZ/7Cqc//RSzmxt+I0bgd+cInLx0gldZlGRlkb9jxy/7BW5PoXD//rL7LUFBpXsFxsZia1i6TKglOFhloEgVp3N8KU96fokR7A4776S8w0sbXsLbxZupbafSLryd0bFERESqlcL8YrYsP8Smrw5QkFtMVOMAEvtEExjhaXQ0+ZN+6xxfMwhFqqi+tfsSFxDH2G/Hct+y+xjVaJSWHBWpJlxq1SL8+Vn433sP6XNeJv2VV8h85x38/3IXvncMw8nD3eiIcp7ijIwLisD8lBSK0tLK7reGhWGLi8W7/82lhWCDBlgCAw1MLCIiInJtmE1mhscNp2VoSyZ8N4H7l93P0PpDebT5o9gsNqPjiYiIVAvONgstekbRuFMNNn9zkM1fH+Tfz66lVtNAEvpEE1DDw+iIUk7UFIhUYbW8a7Go9yJmJM9g/tb5rD+2nhkdZhDiHmJ0NBG5Dmz16lFjzmzyU1I4MedlTrz0f2QufAv/u0fiO3QoZldXoyNWKw6Hg+Ljx0vLwLNFYH5KCsXHjpUdY42MwNa4Eb5DbsMWG4tLgwZYfLXUloiIiFRtMX4xLOmzhJfWv8Q7O95h84nNLOixAFeLzldFRESuF2dXCwm9o2ncuQabvy4tCvduOkHt+EASekfjH66isKpRQShSxblaXJnSZgotQlrw1KqnGJg0kGfbPUv7Gu2NjiYi14ktNpaar75C3pYtnJg9h+PPzSJjwZsE3DMKn8GDMbu4GB2xynE4HBSlHf5lZuDZj5KMjNIDTCaca9XCLTERW1xs2cxAJ08t3yEiIiLVk4uTC39L/BvNg5vz12//ytRVU3mm3TNaQl1EROQ6c3Gzkti3Fo1vqFlWFO7ZeII6zYNI6B2NX6hWpqoqVBCKVBN9avUhzj+OsSvG8sDXDzCy4UgebPaglhwVqUZcGzcm4rX55K5fz4nZczj27DQyXn+DgPvuxeeWWzA5OxsdsVJy2O0UHThA3gVl4A7sp06VHuDkhEudOnh06IAtrnS/QFtMPczuOqEWERER+bWukV15oOkDzN00l0aBjRhSf4jRkURERKolm7uVljfVoskNNdm47ABblh9i9/rj1EsIJqF3ND7BbkZHlD9JzYBINRLtHc2iXouYsXYGr297nQ3HNzCzw0wtOSpSzbg1b07kwjfJWb2GE7Nnc/TJp0ifP5+A++/H5+abMVmtRkessBwlJRTu3ftLEbg9hfwdO7Dn5ABgslpxqVcPrxtvLC0C42JxqVdPszRFREREfod7Gt/D9vTtzEyeSYxvDPHB8UZHEhERqbZsHlZa31ybpl1qsvGrA2z99hA/rz1GvZYhtOgVhU+QisLKSgWhSDVjs9iY3HoyCcEJPLnqSQYmDeSZds/QoUYHo6OJyHXm3qolbi3fIef7H0qLwn9MImP+awQ8cD/effticnIyOqKhHEVFFOze/UsRmJJC/s6dOPLzATDZbNhiYvDu169smVCX2rU1E1NERETkTzKbzDzb/lmG/G8IY1eM5b0+7xHkFmR0LBERkWrN1dOZNgPq0LRrBBu+3M+2FWn8lHyMmFYhtOgZhXeg9g4GKC4qITuzAO9AV0zmir1UugpCkWqqV61exPrHMm7FOEZ/PZq74u7iofiHsJo1c0ikOjGZTHi0b4d7u7ZkL/+WE3PmcGTC38mY9y8CHhyNV8+emMxmo2OWO3tBAQU//fRLEZiSQsGuXTiKigAwu7nhEtsA38GDSmcGxsbiHB2NyaJTKREREZHy4OnsyYudXuT2T29n7LdjeePGN7A66XpVRETEaG5ezrS7tS7NukWw4Yv9bF95mJ9WH6V+6xCa94zCK6B6FIX2EjunTuSRkZZD5uFsMg/nkHE4h1PHc3E4oOtdscS0rNgr9+lVLZFqLMo7ind7v8vM5Jks2L6ADcc38FyH5wj1CDU6mohcZyaTCc8bOuPRqSNnli0jfc4cDo8dR8Y/5xHw0IN4duuGyVSx3/V0tey5ueTv3HXefoEpFOzeDcXFAJi9vLDFxuI7fNgvZWBkZLUoSkVEREQqkrq+dXmq7VOMXzGemWtnMrHVRKMjiYiIyFnu3i60H1SPZt0iS4vC79PYufooDdqE0rxnFJ5+NqMjXhMOu4MzmflnC8BfisCTR3OwFztKDzKBd6Ar/mEe1GkehH+4B9FNA4wNfhVUEIpUcy5OLvyj9T9ICElgyqopDFw6kGfaPkPHmh2NjiYiBjCZzXh1745n166c/uwz0l+eS9qYh3GJbUDgQw/h0alTpSoKS86cIX/HjgvKwMK9qWC3A+Dk54ctLg6Pjh3L9gy0hodXqp9RREREpCrrEdWD7enbeXP7mzQMaEi/Ov2MjiQiIiLn8fB1ocNt9WjWPYINn+8n5YfD7Fh1hLi2YcT3iMLD18XoiFfF4XCQe7qQzMM5F5SBmYdzKCooKTvOw9cFvzAPIhr44Rfujn+YBz4hblidK99WPSoIRQSAHtE9aODfgPErxvPgNw9yZ9ydjIkfoyVHRaopk9mMd+/eeN14I6eWLiV97iscuv8BbE0aE/jQGNzbtqlwJVrxyZMUnFcG5m3fTtH+A2X3W4KCsMXF4XVjj7I9Ay3BwRXu5xARERGRCz0c/zA7MnYwdfVU6vrWJdY/1uhIIiIi8iuefjY6Do2h2Y0RrP9sP9u/O0zKD0eIax9GfI9I3L0rTlGYn1NE5pHS8i8zLZuMs0Vgfk5R2TE2Dyv+4e7UbxOKf5g7fmEe+IW54+JadWq1qvOTiMifFukVydu93ua5tc/x5vY3y5YcDfMIMzqaiBjEZLHgc/PNePfuTdZHH5H+6qscvPtuXJs3J3DMGNxbJhqSqzg9/ZdZgWf3DSxKSyu73xoWhi0uDp/+/UtnBjZogCUw0JCsIiIiIvLnWMwWZnacyeClg3l0+aO81+c9fGw+RscSERGRS/Dyd6XzHfVp3iOSdZ/uY+uKNLZ/f5iGHcKJvzESNy/n65alqKDkbBH4SwmYmZZNzqnCsmOcbU74hXlQq1kgfmHuZWXg9cxpFBWEInIBFycXnmj1BAkhCUz+cTIDkwbydNun6RzR2ehoImIgk9WK78CBePfrR9Z//kPGP+dxYMQI3Fq1InDMQ7jFx5fL4zocDoqPHbugCMzfvp3i48fLjrFGRuDapDG+Q27DFhuLS4MGWHx9yyWPiIiIiBjDz+bHS51eYvhnw3ls5WO82vVVnMyVbykvERGR6sIrwJUbhjegec9I1v1vH1u+Ocj2lWk07FSD+O4RuHpeuwKupNhO1rHc0mVB03LOloHZnM7Ih7PbBDpZzfiFulOjgd/ZIrB0RqCHr0u1XV1KBaGIXNKNUTfSwK8B41aMY8zyMQyPHc4j8Y9gddKSoyLVmdnZGb+hQ/EZMICs994j/V/z2T/0dtzbtSPw4TG4Nmr0h7+3w+GgKC3tlyLwbBlYkpl59sHNONeKxq1Vy9JZgWdnBjp5el6jn05EREREKrK4gDieaPUEk36cxMubXubh+IeNjiQiIiK/wTvQjS53xtK8ZxRrP01l87IDbFuZRuNO4TTtFoGrx9UXhXa7g9Mn8i7YIzDjcA6njuVit5c2gSazCZ9gN4IivajfOrSsCPQKdMVsrp5F4OWoIBSRy4rwiuCdXu8wa90s3kp5i43HN/Jcx+cI9wg3OpqIGMxss+E3YgQ+AwdycvFiMua/xr6Bg/Do3JnAMQ9ha9DgiuMddjuF+/dftEyo/fTp0gMsFlzq1MGjU6dfysD6MZjd3K7DTyciIiIiFVX/uv3Zmr6V17a+Rpx/HF0juxodSURERK6CT7Ab3e6Ko0XPKNb+bx8bvjzA1m/TaNy5Bk27RWBz/2ViisPhIPtkwQVFYObhHDKP5FBSZC89yFQ6S9Ev1J1aTQLwCy+dFegT5IaT1WzQT1m5qCAUkStydnLm8ZaPkxCSwKQfJjEwaSBT206lS0QXo6OJSAVgdnPDf+RIfAbfxsl33ibjjQWk9h+AZ/fuBD70IC516+IoLqYwNbWsDMzbvp2ClB3Yc3OB0uVLXWJi8OrRo7QIjIvFpV49zC4VZ/NqEREREak4JiROYFfmLiZ+P5Fa3rWo5VPL6EgiIiJylXxD3Ok+Mq5s6dH1n+9ny7eHiG0bRlFhCZlppcuDFuaXlI1x93HBP8ydRh3D8QvzwD/cHd8Qd6wuWm78z1BBKCJXpVtkN+r71Wf8ivE8svwR7mhwB39t/lctOSoiADh5uBNw3334Dh1K5psLyVy4kDNffYVLTAyF+/bhyM8HwGSzYatfH++bb8YWVzoz0KV2bUzOVX/jZxERERG5NpydnHm+0/MMXjqYh5c/zOLei/Fw9jA6loiIiPwO/mEe3DiqIS16ZbN2aSqbvz6Ii7sF/zAPYlqG4BdeujSoX6j7BbML5dpRQSgiV62mZ03e6vkWL6x/gXd2vMOm45t4ruNz1PCsYXQ0EakgnLy8CBzzEL7D7iBzwZvkbd2Cb8tBZcuEOkdHY7Lo9ENERERE/pwQ9xBmdZzFqC9HMfH7ibzY+UXMJi0nJiIiUtn4h3vQ495GFBeW4GQ1YzJpn8DrRa/Qicjv4uzkzITECbQIbsGkHyYxKGlQ6ZKjkVpyVER+YfH1JeivjxodQ0RERESqsISQBMa2GMvMtTN5Y9sb3N3obqMjiYiIyB9kcdZyodeb3lolIn9I18iu/Lvvv4n0iuSRbx9hevJ0CksKjY4lIiIiIiIi1cgdDe6gV3QvZm+YzY9pPxodR0RERKTSUEEoIn9YDc8avNXzLe5ocAfv7niXYZ8N4+CZg0bHEhERERERkWrCZDIxufVk6vrW5bHvHuPQmUNGRxIRERGpFFQQisifYnWy8rfEv/FS55c4eOYgg5IG8eW+L42OJSIiIiIiItWEm9WNlzq9hN1h59FvHyWvOM/oSCIiIiIVngpCEbkmukR04f2+7xPtHc3YFWN5ds2zWnJURERERERErouaXjWZ0X4GuzJ3MXXVVBwOh9GRRERERCo0FYQics2Ee4SzsMdChscOZ/HOxdzx6R0cPK0lR0VERERERKT8ta/RngeaPkDS3iQW71xsdBwRERGRCk0FoYhcU1YnK+MTxjO782zSstMYtHQQyw8sNzqWiIiIiIiIVAP3NL6HTjU68dza59hwbIPRcUREREQqLBWEIlIuOkd05v2+7xPpFcn4leP56eRPRkcSERERERGRKs5sMvNs+2cJ9wxn7IqxHM89bnQkERERkQpJBaGIlJswjzBe7vIyHlYPxq8YT25RrtGRREREREREpIrzdPbkxU4vklOUw70XHyUAACAASURBVNhvx1JUUmR0JBEREZEKRwWhiJSrANcApneYTuqpVKYlTzM6joiIiIiIiFQDdX3r8lTbp9h0YhMz1840Oo6IiIhIhaOCUETKXavQVoxqPIqPdn9E0p4ko+OIiIiIiIhINdAjqgd3xd3Fkl1L+Hj3x0bHEREREalQVBCKyHVxf5P7iQ+KZ+rqqew7tc/oOCIiIiIiIlINjIkfQ8uQlkxdPZWUjBSj44iIiIhUGCoIReS6sJgtzOgwAxcnF8avHE9BSYHRkURERERERKSKs5gtzOw4E1+bL48uf5Ss/CyjI4mIiIhUCCoIReS6CXEP4em2T7Mzcyez1s4yOo6IiIiIiIhUA342P17q9BLpeek8tvIxSuwlRkcSERERMZwKQhG5rjrW7Mjw2OEs2bWEZfuXGR1HREREREREqoG4gDieaPUEq46sYs7GOUbHERERETGcCkIRue4eiX+Ehv4NmfTjJNKy04yOIyIiIiIiItVA/7r9GVhvIK9ve52v9n9ldBwRERERQ6kgFJHrzupkZWbHmTgcDh5b+RhF9iKjI4mIiIiIiEg1MCFxAo0DGvPE90+wN2uv0XFEREREDKOCUEQMUdOzJlPaTGHLiS1a3kVERERERESuC2cnZ57v9Dw2i42Hlz9MdmG20ZFEREREDKGCUEQMc2PUjQyqN4gF2xbw3aHvjI4jIiIiIpXYCy+8QExMDDExMbz++uuXPS4pKYmhQ4fSvHlzmjVrxoABA3j33Xex2+1X/P4rV67kL3/5C4mJiTRp0oQ+ffrw6quvUlhYeMVxmzdvZvTo0bRu3ZpGjRrRvXt3Zs6cyZkzZ644bu/evYwbN4527drRsGFDOnfuzOTJkzl+/PgVxx07dozJkyfTuXNnGjZsSLt27Rg/fjypqalXHCdSnYS4hzCr4ywOnjnIxO8nYndc+f9/ERERkapIBaGIGGp8wnjq+dZj4vcTOZ575Rc7REREREQuZcuWLbz22muYTKYrHvfkk08ybtw4tm3bRosWLWjTpg379u3jqaeeYsyYMZctCefPn8+oUaNYvXo1sbGxdOzYkYyMDF566SWGDRtGXl7eJcctXbqUIUOGsGzZMqKioujSpQtFRUW8/vrr3HLLLWRkZFxyXHJyMv379ycpKYmgoCC6deuGzWZjyZIl9OvX77Jl3549e7jppptYsmQJNpuNbt26ERgYyCeffEL//v1Zv379FX8/ItVJQkgC41qM45uD3/DGtjeMjiMiIiJy3akgFBFD2Sw2nuv4HPkl+Uz4bgIl9hKjI4mIiIhIJVJYWMiECRPw9/enS5culz3uiy++YNGiRWWF2bx585g7dy5ffvkltWvX5quvvuLtt9++aNzWrVt5/vnncXV1ZfHixbz55pvMnj2bZcuWkZCQwKZNm3jxxRcvGnf06FEmTpyIw+Fg7ty5LF68mJdeeomvvvqKXr16sf//2bvvqKiutQ3gzwxFqkgXBUFEkSajInZFxWiIDRs2YsVYco0FQQOKSmxYIEYTjNgSFRMTe0kUG3ZMFKRE7AooRRAR6cx8f+STKxdQUfAA8/zWYmU4Z79nHsiAw7yz9374EAsXLixTl5OTg9mzZyMvLw8LFizA3r17ERgYiGPHjmHChAnIyMjAnDlzIJPJStVJpVLMmjULmZmZmDBhAo4dO4bAwEDs27cPvr6+yM3NxcyZMytsZhLJo9FWo+HS1AXrrq3DxaSLQschIiIi+qjYICQiwZlrmcOnvQ+uJl/Fjzd+FDoOEREREdUi3377Le7evYvFixdDU1OzwnEbN24EAHh6esLMzKzkuJ6eHhYtWgTg35mC/zuLcNOmTZDJZJg0aRLs7e1Ljqurq2P58uUQi8XYtWsXsrKyStVt374deXl5GDRoEJydnUuOKyoqwt/fHxoaGggLC8OdO3dK1e3duxdpaWlo3749xowZU+qcp6cnmjRpgtjYWISHh5c6d/bsWcTHx8PU1BSenp6lzrm7u8PR0RGpqanYu3dvhd8jInkjEong19EPzbWbw+ucFxJfJAodiYiIiOijYYOQiGqEgRYD0d+8P4JvBONq8lWh4xARERFRLRAVFYWtW7eiX79+6NmzZ4XjkpOTERsbCyUlJfTt27fMeUdHRxgaGiItLQ2RkZElxwsKCkoacQMGDChTZ2JiAolEgsLCQpw9e7bUubCwsArrNDQ00KNHj1Lj/reuf//+ZeoUFBTg4uLyxjoXFxcoKCiUqX2V4+TJk2XOEckzNSU1BDkFQSqTYtaZWcgt4ixbIiIikg9sEBJRjeHbwRdNNJvAO9wbGXkZQschIiIiohosPz8f3t7e0NLSgo+PzxvHxsXFAQCaN28OFRWVcsfY2dkBAP7555+SY/fv30dubi4aNGiAJk2avLHu1X0AQHZ2Nh49elTq/LvUvX7/H6uOiACT+iZY2XUl4jPi4X/Jv8wSvkRERER1ERuERFRjqCmpYXX31Xie/xxfn/8aUpn07UVEREREJJcCAwNx//59LFiwADo6Om8cm5j477KBjRo1qnCMkZFRqbGv3351rjyvrpmUlFSmrn79+tDQ0Hhj3ev3l52djczMTABA48aN37nu9c8rqnv1NTx79gwvX76s8OshklddjbtimmQaDt07hNCboULHISIiIqp2bBASUY1iqWMJr3ZeuJB0Adtjtwsdh4iIiIhqoGvXrmH79u1wdnYuWXLzTXJycgAAqqqqFY5RV1cHgFLNs3epU1NTq7K6129XVFte3bvc56u68mqJ6F+TW02Gk7ETVl1dhWsp14SOQ0RERFSt2CAkohpnuOVw9DbtjXXX1iEqLUroOERERERUg+Tl5WH+/PnQ0NCAn5+f0HGIqA4Ri8RY1nUZGms2xpyzc5Cakyp0JCIiIqJqwwYhEdU4IpEIizotgqG6IbzOeuF5/nOhIxERERFRDbF27Vo8ePAA8+bNg4GBwTvVvJo9l5ubW+GYV7PqXs0kfNe6VzP3qqLu9dsV1ZZX9y73+aquvFoi+i9NZU0EOQXhZeFLzDkzB4XFhUJHIiIiIqoWbBASUY1UX7k+VnVbhdScVPhd9OMm8UREREQEAAgLC4NYLMb+/fvh7u5e6uPcuXMAgNDQULi7u8PHxwfAf/fle/z4cYXXTU5OLjX29dtPnjypsO7VufLqsrKykJ2d/cY6Y2PjkmMaGhrQ0tICUHpPw7fd3+ufv62uQYMGbBASvYWFtgX8O/sjMi0SAVcDhI5DREREVC3YICSiGstO3w4z287EyUcnsTt+t9BxiIiIiKiGkEqliIiIKPPx9OlTAEBCQgIiIiIQExMDALC2tgYA3L59G3l5eeVeMzo6GgBgZWVVcszc3BwqKirIzMzEo0ePyq27ceNGmTpNTU00adKk1HXfpe71rG+rezXuXeteHf/fOiIqXx+zPhhvMx6743fjwJ0DQschIiIiqnJsEBJRjeZu7Y6ujbti1dVVuJlxU+g4RERERCSwU6dOIT4+vtwPV1dXAICXlxfi4+Nx4MC/L+obGRnBxsYGhYWF+OOPP8pcMyIiAsnJydDX10fr1q1LjisrK6Nbt24AgIMHD5apS0hIQGRkJJSUlODk5FTqXK9evSqsy87OxunTpwEAvXv3Lrfu0KFDZeqKi4tx9OjRN9YdPXoUxcXFZWpf5XB2di5zjojKN6PNDLRv2B7+l/0Rlx4ndBwiIiKiKsUGIRHVaGKRGEu7LIV2PW14nvXEy8KXQkciIiIiolpo8uTJAIDVq1fj4cOHJcfT09OxePFiAICHhwfE4tJ/Jnt4eEAkEiEkJKRk9h7w756FX3/9NaRSKUaNGoX69euXqhs7dixUVFSwf/9+nDx5suR4UVERFi5ciOzsbDg7O8PCwqJU3eDBg6Gvr48rV65g586dpc6tXr0ajx49grW1dUnj8hUnJydYWlri4cOHWLNmTalzO3bsQEREBAwMDDB48OB3+n4REaAoVkRA9wBoq2hj1ulZyMzLFDoSERERUZVRFDoAEdHbaKtoY2W3lZh4fCL8L/tjeZflEIlEQsciIiIiolqkb9++GDlyJEJDQ9G/f3906tQJioqKuHTpUkmzbsyYMWXqWrVqhTlz5mD16tUYMWIEOnToAE1NTVy9ehXp6emwt7fHrFmzytQZGRlh6dKl8PLywvTp09G2bVsYGBggKioKSUlJMDU1xZIlS8rUqaurY+3atfDw8MCSJUvw+++/w8zMDDdv3sTdu3ehra2NNWvWlHk+LBaLsXbtWowePRqbN2/GmTNn0LJlSzx48ACxsbFQUVFBYGAgVFVVq+6bSiQHdFR0EOQUhM+PfQ6vcC/84PwDFMQKQsciIiIi+mCcQUhEtYJDQwdMtZ+KI/eOYP+d/ULHISIiIqJaaNGiRVi9ejWsra0RERGB8+fPw9TUFAsXLsR3330HBYXyX/T38PDApk2b0L59e0RHR+P06dPQ1tbGzJkzsWPHjgqbbv369UNoaCh69uyJu3fv4sSJE1BQUMDEiRPx+++/Q1dXt9w6R0dH7Nu3D/369UNKSgqOHz+OnJwcuLm54eDBgzA3Ny+3zsLCAgcPHoSbmxtycnJw/PhxpKamon///ti/fz8cHBze7xtHJOds9Gzg28EXl55cwnfXvxM6DhEREVGVEMlkMpnQIajqJSYmolevXjh58iSMjY2FjkNUJYqlxfjixBe48fQGQj8LRbMGzYSORERERPTR8Dk+VSc+vojebsmlJdhzaw/WOq1Fb9Peby8gIiIiEtDbnuNzBiER1RoKYgUs77ocqoqq8DzribyiPKEjERERERERkZyY5zgPrfRawfe8L+5l3hM6DhEREdEHYYOQiGoVfTV9LOuyDHcy72Dl1ZVCxyEiIiIiIiI5oaygjDVOa6CiqIKvTn+F7IJsoSMRERERvTc2CImo1uncuDMm2k7Eb7d+wx/3/xA6DhEREREREcmJhuoNsab7GiS8SIDPeR9IZVKhIxERERG9FzYIiahWmt56Ouz17bHo0iIkZCUIHYeIiIiIiIjkhENDB3g6eOJUwilsidkidBwiIiKi98IGIRHVSkpiJQR0C4BYJIZnuCcKiguEjkRERERERERyYrTVaLg0dcG6a+twMemi0HGIiIiIKo0NQiKqtRppNIJ/Z3/Epcch8O9AoeMQERERERGRnBCJRPDr6Ifm2s3hdc4LiS8ShY5EREREVClsEBJRrdarSS+MajkKO/7ZgdOPTgsdh4iIiIiIiOSEmpIagpyCIJVJMevMLOQW5QodiYiIiOidsUFIRLXeHIc5sNKxgu8FXzzJfiJ0HCIiIiIiIpITJvVNsLLrSsRnxMP/kj9kMpnQkYiIiIjeCRuERFTrKSsoY1X3VSiSFsH7nDeKpEVCRyIiIiIiIiI50dW4K6ZJpuHQvUMIvRkqdBwiIiKid8IGIRHVCab1TeHX0Q/XU6/j+8jvhY5DREREREREcmRyq8lwMnbCqqurcC3lmtBxiIiIiN6KDUIiqjNczF0wuPlghESH4OLji0LHISIiIiIiIjkhFomxrOsyNNZsjDln5yA1J1XoSERERERvxAYhEdUp8xznwVzLHPPPzcfT3KdCxyEiIiIiIiI5oamsiSCnILwsfIk5Z+agsLhQ6EhEREREFWKDkIjqFFVFVazuvho5hTmYd24eiqXFQkciIiIiIiIiOWGhbQH/zv6ITItEwNUAoeMQERERVYgNQiKqcyy0LTC//XxceXIFm2M2Cx2HiIiIiIiI5Egfsz4YbzMeu+N348CdA0LHISIiIioXG4REVCe5Wrji06afYkPkBvyd8rfQcYiIiIiIiEiOzGgzA+0btof/ZX/EpccJHYeIiIioDDYIiahOEolEWNhhIYw1jOEd7o3MvEyhIxEREREREZGcUBQrIqB7ALRVtDHr9Cw8y3smdCQiIiKiUtggJKI6S0NZA6u6r0JGXgZ8L/hCJpMJHYmIiIiIiIjkhI6KDoKcgvA09ym8wr1QLC0WOhIRERFRCTYIiahOs9a1xhyHOTibeBY/x/0sdBwiIiIiIiKSIzZ6NvDt4IvLTy7ju+vfCR2HqEZ7kv0EB+4cQG5RrtBRiIjkAhuERFTnjWo5Cj1NeiLwWiBinsYIHYeIiIiIiIjkiGtzVwxrMQybYzbjxMMTQschqpGOPziOIQeHwPeCLz79/VPsiNuB/OJ8oWMREdVpbBASUZ0nEomwpPMS6Kvqw/OsJ14UvBA6EhEREREREcmReY7z0Eq/FXzP++Je5j2h4xDVGHlFeVhyaQnmnJ0DMy0zBDoFwqKBBVZeXQmX310QejMUBcUFQsckIqqTKtUgfPbsGW7cuIGMjIxSx1NSUuDp6Yn+/ftjypQpiIuLq9KQREQfSqueFgK6BSD5ZTIWX1rM/QiJiIiIiIjoo1FWUMba7muhoqiCr05/heyCbKEjEQnuzrM7GHlkJPbc2oPxtuOx/dPtcDZ1RkifEGzpswXGmsZYdmUZXPa64Nf4X1FYXCh0ZCKiOqVSDcIff/wRbm5uSE1NLTlWUFCAkSNH4siRI7h9+zbOnDmDsWPH4smTJ1UelojoQ0gMJPhP6//gzwd/Ys+tPULHISIiIiIiIjliqG6INd3XIOFFAnzO+0AqkwodiUgQMpkMe27twcgjI5GRl4Fg52DMbjsbSmKlkjHtGrbDtr7bsOmTTWio3hD+l/3Rb18/7L29F4VSNgqJiKpCpRqEV65cgYmJCVq2bFly7MiRI3j8+DHat2+PrVu3wt3dHS9evMCOHTuqPCwR0YcabzsenRt1RsDVAMRnxAsdh4iIiIiIiOSIQ0MHeDp44lTCKWyJ2SJ0HKKPLqsgC55nPbHk0hK0NmiN3wf8js6NO5c7ViQSoYNRB/z86c8Idg6Grqou/C76YcC+AThw5wCKpEUfOT0RUd1SqQZhSkoKTExMSh07c+YMRCIR/P390bFjR/j4+MDExATnzp2r0qBERFVBLBJjaZel0FTWxNzwucgpzBE6EhEREREREcmR0Vaj4dLUBeuurcPFpItCxyH6aCJTIzHs4DCcenQKs9rOQnDvYOip6r21TiQSoXPjztjpshMbem2AprImfC/4YtCBQTh87zCKpcUfIT0RUd1TqQbh8+fPoa2tXepYZGQkmjZtWqpxaGVlheTk5KpJSERUxXRVdbGi6wo8eP4Ay64sEzoOERERERERyRGRSAS/jn5ort0cc8PnIvFFotCRiKqVVCZFSHQIxv0xDiKRCNs/3Y4JthMgFlXqpWmIRCJ0M+6GX/r9gm97fAsVBRXMPzcfrgddcez+MS7bS0RUSZX6LayiooJnz56VfP748WOkpKSgTZs2pcYpKSmhsJBrQRNRzdXeqD0mt5qMA3cP4NDdQ0LHISIiIiIiIjmipqSGIKcgyCDDrDOzkFuUK3QkomqRlpOGyScm49tr36K3aW/s6b8HrfRbfdA1RSIRejbpiV/7/4q1TmuhIFKAV7gXhhwcguMPjrNRSET0jirVILSwsMC1a9eQkZEBADh06BBEIhEcHBxKjUtOToaurm7VpSQiqgZT7KegrWFb+F/2x/3n94WOQ0RERERERHLEpL4JVnZdifiMePhf8odMJhM6ElGVOp90HkMPDUVUahQWd1qMgG4B0FTWrLLri0Vi9Dbtjd8H/I5V3VdBKpNiztk5GHZoGE4+OsmfKSKit6hUg3DgwIHIzc3F0KFD8eWXX+K7776Duro6nJ2dS8bk5+cjLi4O5ubmVR6WiKgqKYoVsbLrStRTqIe5Z+civzhf6EhEREREREQkR7oad8U0yTQcuncIoTdDhY5DVCUKiwux5q81mBo2FbqqutjdbzcGNx8MkUhULfcnFonR16wv9g7YixVdVyC/OB8zT8+E22E3nE04y0YhEVEFKtUgdHNzw6BBg/D48WOEhYWhXr16WLp0KTQ0NErGnDx5Erm5uWjXrl2VhyUiqmqG6oZY2mUp4p/FY9XVVULHISIiIiIiIjkzudVkOJk4YdXVVbiWck3oOEQfJCErAZ8f+xzbYrfBzdINu1x2oVmDZh/lvhXECvjM/DPsH7gfS7ssxYuCF/jy1JcYdWQUziedZ6OQiOh/VKpBKBaLsWLFCpw6dQp79uxBeHg4+vTpU2pM06ZNsX79eri6un5QsLVr18LS0hKWlpbYvHlzheMOHTqEUaNGoW3btmjdujUGDx6MnTt3Qip981rT4eHhmDBhAhwdHWFvb49+/frhhx9+QEFBwRvroqKiMH36dHTs2BF2dnb45JNPEBAQgBcvXryx7t69e/D09ESXLl1ga2uLHj16wM/PD6mpqW+sS0lJgZ+fH3r06AFbW1t06dIFc+fOxf37XA6RqKp0M+6GsdZj8Uv8Lzjx8ITQcYiIiIiIiEiOiEViLOuyDI01G2PO2TlIzXnza0VENdXRe0cx7PAwPHzxEIFOgfDt4AsVRZWPnkNRrIgBzQbgoOtBLOm0BM/yn2Fq2FS4H3PHxccX2SgkIvp/lWoQvtKoUSPY2dlBXV29zDkrKys4OztDT0/vvUPduHEDISEhb512vnjxYnh6eiImJgYODg7o1KkTHjx4gCVLlmDGjBkVNgk3bdoEDw8PXL58GdbW1ujevTvS09MRFBQEd3d35OaWvzH04cOHMXLkSISFhcHMzAy9evVCYWEhNm/ejCFDhiA9Pb3cuoiICLi6uuLQoUMwMDBA7969oaKigt27d2PgwIEVNvvu3r2LAQMGYPfu3VBRUUHv3r2hr6+PgwcPwtXVFX///fcbvz9E9O6+avMV7PTs4HfBD4kvEoWOQ0RERERERHJEU1kTQU5BeFn4EnPOzEFhcaHQkYjeWU5hDhZcWADvc95ood0Cv/X/Dc6mzm8vrGZKYiW4NnfFoUGHsLDjQqTkpOCLE19g3B/jEPEkQuh4RESCq1SD0MrKCl9//fVbx/n6+sLa2vq9AhUUFGDevHnQ1dVFr169Khz3559/YteuXSUNs40bN2LDhg04fvw4mjVrhhMnTuDnn38uUxcdHY01a9ZAVVUVoaGh2LZtG9atW4ewsDC0a9cOkZGRCAwMLFOXnJwMHx8fyGQybNiwAaGhoQgKCsKJEyfg4uKChw8fYuHChWXqcnJyMHv2bOTl5WHBggXYu3cvAgMDcezYMUyYMAEZGRmYM2dOmXeuSKVSzJo1C5mZmZgwYQKOHTuGwMBA7Nu3D76+vsjNzcXMmTMrbGYSUeUoKSghoFsAAMAr3It/jBEREREREdFHZaFtAf/O/ohMi0TA1QCh4xC9k5sZN+F22A0H7hzA5FaTsaXPFjTSaCR0rFKUFJQwrMUwHHE9Ap/2Pkh8kYiJxydiwp8T8HcKJ2AQkfyqVINQJpO98xTs952q/e233+Lu3btYvHgxNDU1Kxy3ceNGAICnpyfMzMxKjuvp6WHRokUA/p0p+L+zCDdt2gSZTIZJkybB3t6+5Li6ujqWL18OsViMXbt2ISsrq1Td9u3bkZeXh0GDBsHZ+b/vgFFUVIS/vz80NDQQFhaGO3fulKrbu3cv0tLS0L59e4wZM6bUOU9PTzRp0gSxsbEIDw8vde7s2bOIj4+HqakpPD09S51zd3eHo6MjUlNTsXfv3gq/R0RUOcaaxljUaRGin0Zj3fV1QschIiIiIiIiOdPHrA/G24zH7vjdOHDngNBxiCokk8mw659dGHVkFHIKcxDySQj+0/o/UBQrCh2tQsoKyhjRcgSODjmKeY7zcP/5fYz7Yxw8jnsgMjVS6HhERB/dey0x+jY5OTlQVKz8PwZRUVHYunUr+vXrh549e1Y4Ljk5GbGxsVBSUkLfvn3LnHd0dIShoSHS0tIQGfnfX+4FBQUljbgBAwaUqTMxMYFEIkFhYSHOnj1b6lxYWFiFdRoaGujRo0epcf9b179//zJ1CgoKcHFxeWOdi4sLFBQUytS+ynHy5Mky54jo/X1i9gncLN2wLXYbwhPD315AREREREREVIVmtJmB9g3bw/+yP+LS44SOQ1RGZl4mvjr9FZZHLEfHRh2xZ8AeOBo5Ch3rndVTqIfRVqNxdPBReDp44tazW3A/5o4pYVMQnRYtdDwioo+mShuEUqkUt2/fxuXLl9GwYcNK1ebn58Pb2xtaWlrw8fF549i4uH+fHDVv3hwqKuVvdGtnZwcA+Oeff0qO3b9/H7m5uWjQoAGaNGnyxrpX9wEA2dnZePToUanz71L3+v1/rDoi+nBz281FC+0W8Dnvg5SXKULHISIiIiIiIjmiKFZEQPcAaKtoY9bpWXiW90zoSEQl/kr+C0MPDcW5pHPwaueF9T3XQ0dFR+hY70VVURVjbcbi2OBjmN12NmKfxmLU0VH48uSXbM4TkVx46zQ/KyurUp/v378f+/fvf+uFBw4cWKkggYGBuH//PgIDA6Gj8+Z/VBITEwEAjRpVvJ61kZFRqbGv3351rjyvrpmUlFSmrn79+tDQ0Hhj3ev3l52djczMTABA48aN37nu9c8rqnv1NTx79gwvX76Eurp6hV8TEVVOPYV6WN19NdwOu8H7nDdCPgmp0UtkEBERERERUd2io6KDIKcgfH7sc3iFeyHYORgK4rIrTBF9LMXSYvx440cE3wiGsYYxdrjsgI2ujdCxqoSakhrG247HcMvhCL0Ziq0xW+F22A09TXpimmQaLHUshY5IRFQt3jqD8NW+gzKZDCKRqNTn//uhoKCARo0aYezYsZg5c+Y7h7h27Rq2b98OZ2fnkiU33yQnJwcAoKqqWuGYVw2zly9fVqpOTU2tyupev11RbXl173Kfr+rKqyWiD9dUqykWdFiAv1P+xsYbG4WOQ0RERERERHLGRs8Gvh18cfnJZXx3/Tuh45AcS36ZjEnHJ+H7qO/xWdPP8Gv/X+tMc/B16krqmGQ3CX8O+RPTJdNxNfkqhh4aitlnZuP2s9tCxyMiqnJvnRJz8+bNktstW7aEq6srli9fszcpKQAAIABJREFUXmUB8vLyMH/+fGhoaMDPz6/KrktE9KH6N+uPy08uY2PURjgYOqC9UXuhIxEREREREZEccW3uiuin0dgcsxk2ejbobdpb6EgkZ04/Oo0FFxegoLgAS7ssxYBmA4SOVO00lDUwxX4KRlmNws9xP+PnuJ8R9jAMfcz6YKr9VJg3MBc6IhFRlajUHoRffvklnJ2dqzTA2rVr8eDBA8ybNw8GBgbvVPNq9lxubm6FY17Nqnt96c13qXs1c68q6l6/XVFteXXvcp+v6sqrJaKq49PeB2ZaZph3bh7Sc9OFjkNERERERERyZp7jPLTSbwXf8764l3lP6DgkJ/KL87H8ynLMOD0DjdQb4dd+v8pFc/B19ZXrY7pkOv4c8icm2U3C2cSzGHRgEOadm4cHzx8IHY+I6INVukHYq1evKg0QFhYGsViM/fv3w93dvdTHuXPnAAChoaFwd3eHj48PgP/uy/f48eMKr5ucnFxq7Ou3nzx5UmHdq3Pl1WVlZSE7O/uNdcbGxiXHNDQ0oKWlBaD0noZvu7/XP39bXYMGDdggJKpGakpqWNVtFbLys+Bz3gdSmVToSERERERERCRHlBWUsbb7WqgoquCr018hu6D816aIqsr95/cx5ugY7Lq5C2OsxmCHyw6YaZkJHUswWvW0MKPNDPw55E+Msx2HU49OYeCBgfA574OErASh4xERvbdKNQiri1QqRURERJmPp0+fAgASEhIQERGBmJgYAIC1tTUA4Pbt28jLyyv3mtHR0QAAKyurkmPm5uZQUVFBZmYmHj16VG7djRs3ytRpamqiSZMmpa77LnWvZ31b3atx71r36vj/1hFR1bPUsYS3ozcuPL6AbbHbhI5DREREREREcsZQ3RBruq9BwosEvnmVqo1MJsP+O/vhdtgNyS+Tsb7neng7ekNZQVnoaDWCtoo2ZredjaODj2KM1Rj8+eBP9N/fH34X/ZCUXf4kDyKimqzSDcLExEQsXLgQvXv3hr29PaysrMr9eNfG1alTpxAfH1/uh6urKwDAy8sL8fHxOHDgAADAyMgINjY2KCwsxB9//FHmmhEREUhOToa+vj5at25dclxZWRndunUDABw8eLBMXUJCAiIjI6GkpAQnJ6dS517NnCyvLjs7G6dPnwYA9O7du9y6Q4cOlakrLi7G0aNH31h39OhRFBcXl6l9laOql3wlovINazEMn5h+gnXX1iEyNVLoOERERERERCRnHBo6wNPBE6cSTmFLzBah41Adk12QjXnn5mHBhQWw1bPFb/1/Q3eT7kLHqpH0VPUwt91cHBt8DCNbjsThu4fRb28/LLm0BE+yK165joiopqlUg/D27dtwdXXFnj17kJCQgPz8fMhksnI/pNLqfSfT5MmTAQCrV6/Gw4cPS46np6dj8eLFAAAPDw+IxaW/RA8PD4hEIoSEhJTM3gP+3bPw66+/hlQqxahRo1C/fv1SdWPHjoWKigr279+PkydPlhwvKirCwoULkZ2dDWdnZ1hYWJSqGzx4MPT19XHlyhXs3Lmz1LnVq1fj0aNHsLa2LmlcvuLk5ARLS0s8fPgQa9asKXVux44diIiIgIGBAQYPHvxO3y8i+jAikQiLOi1CQ/WG8Ar3wvP850JHIiIiIiIiIjkz2mo0XJq6YN21dbiQdEHoOFRHxD6NxfDDw/HHgz8wXTIdm3pvgqG6odCxajx9NX14O3rj6OCjGNpiKPbf2Y/P9n2GpZeXIuVlitDxiIjeSiSTyWTvOnjatGk4deoUunfvjunTp8Pc3BwaGhrVFm7evHnYt28fvLy8MHHixDLnFy1ahNDQUNSrVw+dOnWCoqIiLl26VNKsW7duHRQUFMrUbdq0CatXr4aCggI6dOgATU1NXL16Fenp6bC3t8f27duhqqpapu7w4cPw8vKCVCpF27ZtYWBggKioKCQlJcHU1BShoaHQ1dUtUxcREQEPDw/k5eXBxsYGZmZmuHnzJu7evQttbW3s2rUL5ubmZeru3LmD0aNHIzMzE82aNUPLli3x4MEDxMbGQkVFBZs3b4aDg0O537vExET06tULJ0+eLLUvIhF9mJinMXA/5o5ujbshqEcQRCKR0JGIiIhITvA5PlUnPr6Iao+cwhy4H3NH8stk/NLvFxhr8meW3o9UJsXPcT8j6FoQ9FT1sLLrSrQxbCN0rFrrSfYTbIrehH2390EsEmOY5TBMtJ0IfTV9oaMRUTWSyWRIeJGA2PRYxD6NRUx6DO4/vw//zv7oZtzt7ReoRm97jq9YmYv99ddfaNy4MdavXw8lJaUqC/m+Fi1ahLZt22Lnzp2IiIiAVCqFubk5hgwZgpEjR5aZPfiKh4cHLC0tsXXrVkRHRyM/Px8mJiZwd3fHxIkToaxc/rra/fr1g4mJCTZu3Ihr164hKioKRkZGmDhxIqZOnQpNTc1y6xwdHbFv3z5s2LABly9fxq1bt6Cnpwc3Nzd8+eWXMDAwKLfOwsICBw8exIYNGxAeHo7jx4+jQYMG6N+/P6ZPn46mTZu+3zeOiN6brZ4tZraZidV/rUbozVCMsholdCQiIiIiIiKSI2pKaghyCoLbETfMOjMLP336E1QVy77RnehN0nPT4XvBF+eTzqOnSU8s6bwEWvW0hI5VqxlpGGFhx4WYaDcRP974Ebtv7sZvt36Dm6UbJthOgK5q2YklRFS7yGQyJL9MRkx6DGKfxv7bFEyPxYuCFwCAegr1YKljib5mfWGt+27b8AmpUjMIJRIJnJycEBQUVJ2ZqArw3Z9E1Ucmk+E/p/6Di48vYofLjlrxy56IiIhqPz7Hp+rExxdR7XMu8Rymn5yOfub9sLTLUq5wQ+/s8pPLmH9uPrLyszC33Vy4Wbrx8VMNErISEHwjGIfvHUY9hXoY0XIExtuMh7aKttDRiOgdpeWkITY9FjFPYxCbHou49Dhk5GUAABRFimiu3Ry2eraw0bWBjZ4NmjVoBiWx8JPrXqnSGYRmZmZ48eJFlYUjIqqNRCIR/Dv7Y+ihoZh7di5+7f8r1JXUhY5FREREREREcqSrcVdMk0zDhsgNsNWz5Qo39FaF0kL8EPkDQqJD0FSrKYKdg2GpYyl0rDrLpL4JlnZZCg87DwTfCMa2mG345eYvGG01GmNtxnLGJlEN8yzvWckyoa/+m5qbCgAQi8Ro1qAZuhl3g62uLWz0bNBcuznqKdQTOPWHqVSDcNiwYQgICEBiYiLfUUhEck1bRRsB3QIw4c8JWHJpCVZ0XcF32xEREREREdFHNbnVZMSmx2LV1VVoqdOS+8dRhZKyk+Ad7o2otCgMbj4Y3u28oaakJnQsuWCmZYYVXVdgst1kBEcFIyQ6BLtu7oK7tTvcrd1RX7m+0BGJ5E5WQRb+Sf+n1MzApOwkAIAIIphpmcHRyBE2ujaw1bOFpY5lnVzOu1INwtGjRyM6Ohrjx4+Hr68vunbtWuE+f0REdV1bw7aYZj8N6yPXo4NRB7g2dxU6EhEREREREckRsUiMZV2WYeSRkZhzdg5+6fcLDNQMhI5FNczxB8ex6OIiSCFFQLcAfNr0U6EjySXzBuYI6B4Aj1Ye+CHqBwRHBWNn3E58bvM5xliNgYayhtARieqknMIc/JPxT6k9Ax9mPSw5b6xhDFs9W4ywHAEbPRtY6VjJzc9jpRqEvXr1AgAkJSVhypQpUFBQgIGBQbmzZkQiEcLCwqomJRFRDTXJbhKuplzFsivLYKdnBwttC6EjERERERERkRzRVNZEkFMQRh0dhTln5mBLny1QUqg5+x+RcPKK8hBwNQB7bu2BnZ4dVnZbCRNNE6Fjyb3m2s2x1mkt4jPi8X3k99gQuQE/x/2McTbjMMpqFLexIfoA+cX5iM+ILzUz8N7ze5DKpACAhuoNYaNrg4HNBpbsGyjPy/1WqkGYlJRUclsmk6GoqAiPHz8udyyX2iMieaAgVsCKrisw5OAQzA2fi12f7aqT082JiIiIiIio5rLQtoB/Z394nvVEwNUA+HTwEToSCezOszuYGz4XdzLvYLztePxH8h82jmsYSx1LfNvzW8Smx+KHyB+w7vo6/BT3E8bbjscIyxFcApboLQqLC3E783apfQPvPLuDIlkRAEBHRQe2erb4xPQT2OjZwFrXGnqqegKnrlkq1SA8efJkdeUgIqq19FT1sLzrckw5MQUrI1ZiUadFQkciIiIiIiIiOdPHrA9in8Zia+xW2OrZYqDFQKEjkQBkMhl+u/0bAiICoKakhmDnYHRu3FnoWPQGNro2WN9rPaLTorEhagMC/w7E9tjtmGA7AcMth/ON6EQAiqRFuPf8XkkjMC49DvEZ8SiQFgAAtOppwUbXBuNtx8NGzwY2ujYwVDPkRLa3qFSDsHHjxtWVg4ioVuvUqBMm2k1ESHQIHBs6wsXcRehIREREREREJGdmtJmBuPQ4LLm0BM21m8Na11roSPQRZRVkYfHFxTj+8Dg6GnXEsq7LOFumFrHTt0OwczAiUyOxIXIDVv+1Gttit2GS3SQMbTEU9RTqCR2R6KOQyqR4mPWw1MzAmxk3kVuUCwBQV1KHja4NRluNhrWeNWx0bWCsYcxm4HuoVIOQiIgqNl0yHX+n/I3FlxbDVs8WTeo3EToSERERERERyRFFsSICugfA7bAbZp2ehd39dkNbRVvoWPQRRKZGwjvcG6k5qZjVdhbG2YyDWCQWOha9B4mBBJs+2YS/U/7GhsgNWBGxAluit8CjlQcGNx8MZQVloSMSVamnuU8RlRqFqLSoktmB2YXZAAAVBRVY6VphSPMhJTMDTeub8vdbFWGDkIioiiiKFbGy60oMPTQUnmc9scNlB5+0ERERERER0Uelo6KDIKcgfH7sc3iFeyHYORgKYgWhY1E1kcqk2BKzBeuvr0dD9YbY/ul2tNJvJXQsqgJtDdtiS58tiHgSgQ2RG7D0ylJsjtkMDzsPuFq4ck9JqpWKpcW4k3kHUWlRuJ56HZGpkUjMTgQAKImVYKltic/MP4ONrg1s9GxgrmUORTHbWNWlUt/ZXr16vfNYkUiEsLCwSgciIqrNjDSM8E3nbzDj9AwE/h0Ib0dvoSMRERERERGRnLHRs4FvB18svLgQ313/DjPbzhQ6ElWDtJw0zD8/H1eeXEEfsz7w6+gHTWVNoWNRFXM0ckS7hu1w6cklbIjcAP/L/tgcvRlf2H+B/s36Q0nMRiHVXC8KXiA6LRqRaZGITI3Ejac38LLwJQBAV0UXrQ1aY0TLEbDXt4e1rjUnW3xklWoQJiUlvXWMSCSCTCbjeq9EJLd6NOmBMVZjsOOfHWjXsB16NukpdCQiIiIiIiKSM67NXRHzNAabYzbDRs8GvU17Cx2JqtD5pPPwOe+DnMIcLOq4CIObD+brsXWYSCRCp0ad0NGoIy48voAN1zfA76IfNt3YhCn2U/CZ+WecZUWCk8lkSHyRiOtp/84MjEyLxJ1ndyCDDGKRGC20W6CfeT9IDCSQ6EvQWKMxf28JrFK/NU6ePFnucalUisePH+PMmTPYsWMHJk2ahKFDh1ZJQCKi2mhW21n4O+VvLLiwAFY6VjDSMBI6EhEREREREckZb0dv3Hx2E77nfdFMqxnMG5gLHYk+UGFxIdZdX4dtsdtg0cACW/psQbMGzYSORR+JSCRCl8Zd0LlRZ4QnhmND5Ab4XvDFpuh/G4Wfmn3KJYXpo8kvzkdcety/zcD/bwhm5GUAADSUNGCvb4/epr0h0ZfATs8OGsoaAiem/1WpBmHjxo0rPGdiYoL27dujbdu2mDFjBtq1a/fG8UREdZmygjJWd1+N4YeHwyvcC1v6buGSD0RERERERPRRKSsoY233tRh+eDi+Ov0VQj8L5Qu0tVhCVgK8wr0Qkx4DN0s3eDp4QkVRRehYJACRSITuJt3RzbgbTiWcwveR32P+ufn48caPmGY/DZ+YfQKxSCx0TKpj0nLSSpYKjUyLRFx6HIqkRQAA0/qm6NK4S8nswGYNmvExWAtU+bxjZ2dntGjRAsHBwejUqVNVX56IqNZoUr8J/Dr6wSvcC99Hfo+v2nwldCQiIiIiIiKSM4bqhljTfQ0mHZ8En/M+COwRyBdta6Gj945iyeUlEIvECHQKhLOps9CRqAYQiUTo1aQXepj0QNjDMPwQ9QPmhs/FxhsbMU0yDb2a9OLPO72XImkR7mTeKWkGRqZGIin73y3olMXKsNWzhbu1OyT6Etjr20NXVVfgxPQ+qmVhYlNTU1y4cKE6Lk1EVKt82vRTXHlyBSHRIWhn2A6dGvONE0RERERERPRxOTR0gKeDJ1ZeXYnN0Zvh0cpD6Ej0jnIKc7A8Yjn239mP1gatsaLrCjTSaCR0LKphxCIxPjH7BM6mzjj+4Di+j/oes8/MhqW2JaZJpqGHSQ/u9UZvlFWQhRtpN0oagtFp0cgpygEA6KvqQ2IgwaiWoyAxkMBKxwpKClwprS6olgZhQkICiouLq+PSRES1jrejN6LSojD//Hz81v836KvpCx2JiIiIiIiI5Mxoq9GIfhqN765/B2tda3Ru3FnoSPQWNzNuYu7ZuXiY9RCTW03GVPupUBRXy8u5VEeIRWL0bdoXvU1749iDYwiOCsZXp7+ClY4Vpkumo5txNzYKCTKZDI9ePCo1O/Bu5l3IIINYJIaltiUGNBsAiYEErQ1aw0jdiI+bOqpK/0UpLi7Gli1bEBcXB4lEUpWXJiKqtVQVVbG6+2qMODwC88/Nx8beG7lhNBEREREREX1UIpEIfh39cCfzDrzCvfBLv19grGksdCwqh0wmQ+jNUKz+azUa1GuAkE9C4GjkKHQsqkUUxAroZ94Pfc364si9IwiOCsaXp76Era4tpreejs6NOrPhI0fyivIQmx5b0hCMSo3Cs/xnAABNZU3Y69ujr1lfSAwksNOzg5qSmsCJ6WOpVIPw888/r/BcTk4OEhISkJWVBbFYjC+++OKDwxER1RXNGjTD1+2/xsKLCxESHYIv7Pk7koiIiIiIiD4uNSU1BDkFwe2IG2admYWfPv0JqoqqQsei12TmZWLhxYU4nXAaXRt3xTddvoGOio7QsaiWUhQrYqDFQLiYu+DQ3UPYGLURU8Omwl7fHtMl09HBqAMbhXVQak5qqWZgXEYciqRFAACz+mboZtytZHZgU62m3KdSjlWqQRgREfHWMU2aNMHs2bPRo0eP9w5FRFQXDbIYhCvJV/B91Pdoa9gWDg0dhI5EREREREREcsakvglWdl2J6Senw/+SP5Z2WcoGQQ3xV/JfmHduHtLz0jHXYS7crd35/4aqhJJYCYObD0Z/8/7Yd2cffrzxIyafmIw2Bm3wZesv0a5hO6Ej0nsqkhbh1rNbpRqCj18+BgDUU6gHWz1bjLUeC4mBBPb69tBW0RY4MdUklWoQ/vTTTxWeU1JSgqGhIRo14ia5RETlEYlEWNBhAWKexsD7nDd+6/8b/1EmIiIiIiKij66rcVdMl0zH+sj1sNWzxSirUUJHkmvF0mL8eONHBN8IhrGGMXa47ICNro3QsagOUlJQwnDL4RhkMQi/3/4dITdCMOHPCXBs6IjpkuloY9hG6Ij0Fs/zn+NG2o2SvQOjn0YjtygXAGCgagCJgQTu1u6QGEhgqW0JJQUlgRNTTVapBqGjI9e6JiL6EOpK6ljVbRVGHx0N3wu+WN9zPd8NSERERERERB+dRysPxKTHYNXVVWip05KNAYEkv0zG/HPz8VfKX+hv3h8+HXygrqQudCyq45QVlDGy5Ui4Wrjit1u/ISQ6BGP/GIuORh0xTTINEgOJ0BEJ/+5H+iDrASJTIxGVFoXI1EjcfX4XAKAgUoCljiVcLVwhMZBAoi9BQ/WGfJ2RKqVSDUIiIvpwVrpW8HTwxPKI5fgp7ieMtRkrdCSiKvcw6yFWRKzArWe3MKzFMIxsORJa9bSEjkVERERERP9PLBJjWZdlGHlkJOacnYNf+v0CAzUDoWPJldOPTmPBxQUoKC7A0i5LMaDZAKEjkZxRUVTBGOsxGNJiCH6N/xVbYrbA/Zg7ujTugumS6bDVsxU6olzJLcpFzNOYkmZgVFoUMvMzAQD1levDXt8en5l/BomBBDa6NlBTUhM4MdV2790gvH79OiIiIpCSkgIAMDQ0hKOjI1q3bl1l4YiI6qqRLUciIjkCQX8HoY1BG9jp2wkdiahK5BXlISQ6BFtitkBZQRm2erbYELkBW2O2ws3SDe7W7tBX0xc6JhERERERAdBU1kSQUxBGHR2FOWfmYEufLVyO7iPIL87H2r/WYtfNXbDSsUJAtwCYaZkJHYvkmKqiKsbajMWwFsOwO343tsZsxcgjI9HduDumSabBWtda6Ih1UvLL5JJ9AyNTI3Ez4yaKZEUAgKZaTdHDpEfJ7EAzLTOIRWKBE1NdU+kGYWJiIjw9PREVFQXg32muAEqmrkokEqxatQrGxsZVGJOIqG4RiURY3Gkxhh8ajrnhc/Fr/19RX7m+0LGIPsiZhDNYEbECSdlJcGnqAk8HT+ir6SM+Ix6bYzZje9x27PxnJwZZDMI423Ew0TQROjIRERERkdyz0LaAf2d/eJ71xMqrK+HbwVfoSHXa/ef34RXuhZsZNzHGagxmtZ0FZQVloWMRAQDUlNQwwXYC3CzdsOufXdgWuw1uh93Q06QnpkmmwVLHUuiItVahtBC3Mm6V7B0YmRaJ5JfJAAAVBRXY6tlivO14SAwkaKXXCg1UGgicmORBpRqEmZmZ+Pzzz/H48WOoqamhR48eMDH598W9hIQEnD59GtevX8fYsWOxd+9eaGlxKTEioopo1dNCQPcAjDs2DosuLsKa7mu4TjjVSknZSVgRsQJnEs7AXMscmz/ZDEej/+5bbKljiYBuAfhS8iW2xm7Fvjv78Pvt39G3aV9MtJ2I5trNBUxPRERERER9zPog9mkstsZuha2eLQZZDBI6Up0jk8lw4O4BLLuyDPUU6mF9z/XobtJd6FhE5VJXUodHKw+MaDkCO/7ZgZ9jf8bQQ0PR27Q3ptpP5d/x7yAzLxM3nt4oaQbGPI1BblEuAKChekNI9CWQ2Pw7O7CFTgsoiTl7mz6+SjUIN2/ejMePH6NPnz5YtGgRtLW1S53PzMyEn58f/vzzT2zevBmzZ8+u0rBERHWNvb49/tPmPwj8OxB7bu3BcMvhQkciemcFxQXYFrsNm25sgkgkwqy2s+Bu5V7hkkRN6jeBX0c/TLWfip9if8Kvt37FkXtH4GTihEl2k2Cvb/+RvwIiIiIiInplRpsZiEuPg/8lf7TQbsElBatQdkE2/C/74+j9o3AwdMCKritgqG4odCyit9JU1sRU+6kY1XIUfo77GTv+2YGwh2Hoa9YXUyRTYK5lLnTEGkEqk+LB8welZgfef34fAKAoUkRLnZYY0nwI7A3sIdGXoKF6Q4ETE/1LJHu1Rug7cHFxwYsXL3Dy5EkoK5c/9b2goAC9evWCpqYmjh49WmVBqXISExPRq1cvnDx5ksu9EtVwUpkU005Ow9UnV7Hrs11croFqhYuPL2L5leV4kPUAvU17w6udV6Wf4GbmZSL0Zih23tyJ5/nP4djQERPtJqKjUUfOpiUiKgef41N14uOLiAAgIy8DbofdIIYYu/vthraK9tuL6I1in8ZibvhcJGUnYar9VHjYeUBBrCB0LKL3kpmXWbJ9SH5xPlyaumCK/RSY1jcVOtpHlVOYg9j0WESmRuJ66nVEpUUhqyALwL8rhkn0JZAYSGCvbw9bPVuoKqoKnJjk1due41dqBmFSUhJ69uxZYXMQAJSVleHg4IBTp05VPi0RkRwSi8RY1mUZhh4cCs+znvil3y9QU1ITOhZRuZJfJmPV1VU4/vA4mmg2QbBzMDo37vxe12qg0gBTJVMx1mYs9tzag59if8IXJ76Aja4NPOw80KNJD27ATURERET0Eemo6CDIKQifH/scXuFeCHYOZjPrPUllUvwc9zOCrgVBT1UPW/tsRRvDNkLHIvogDVQa4Ks2X8Hd2h3bYrYh9GYojt0/hn7m/fCF/Rcw0TQROmKVk8lkSH6ZXGp2YHxGPIplxQAAcy1z9DbtDXt9e0gMJDCrb8Y3PVOtUakGoaKiInJzc986Li8vD4qKlbo0EZFc01HRwYquKzDp+CQsvbIUS7ssFToSUSmF0kLsjNuJ76O+h1QmxXTJdIy3HY96CvU++NpqSmoYazMWI1uOxMG7B7ElZgtmnpkJcy1zTLCdABdzF67FT0RERET0kdjo2cC3gy8WXlyI765/h5ltZwodqdZJz02H7wVfnE86j54mPbGk8xJo1dMSOhZRldFR0cFsh9n43OZzbInZgl/jf8Xhe4cxyGIQPFp5oLFGY6EjvrdCaSHiM+JxPfV6SUMwNScVAKCqqAo7PTtMsJ1QMkOQP9tUm1Wqi9esWTNcuXIFaWlp0NfXL3dMWloaLl++jObNuVEpEVFlOBo5Yor9FPwQ9QPaG7XHgGYDhI5EBAD4K/kvLL2yFHcy76C7cXd4O3pXy7sClRWUMbTFUAyyGIQTD08gJDoEvhd8sSFyA8bZjMPg5oOhoqhS5fdLRERERESluTZ3RczTGGyO2QwbPRv0Nu0tdKRa4/KTy5h/bj6y8rPg094HbpZunE1EdZaeqh682nlhvM14bI7ZjF/jf8WBuwfgauGKya0m14q99p7lPUNUWlRJMzD2aSzyivMAAI3UG6GtYduSJUNbaLeAopgTo6juqNSjecCAAfjmm28wfvx4+Pj4oGPHjqXOX758GUuXLkVeXh4GDhxYpUGJiOTBF62+wNXkq/jm8jew1bPlZs8kqKe5T7HmrzU4fO8wGqk3wroe69CjSY9qv19FsSI+bfop+pr1xbmkcwiJDsHyiOXYeGMj3K3d4WbpBk1lzWrPQUREREQkz7wdvXHz2U34nvdFM61mMG/Av0/fpFBaiB8if0BIdAjMtMwQ7BwMSx1jICOQAAAgAElEQVRLoWMRfRT6avqY5zgP42zGISQ6BL/f/h377+zHkOZDMMluEgzVDYWOCODfpX/vZd4rWS40Ki0KD7IeAAAURYqw0rXC0BZDS2YH1oYGJ9GHEMlkMtm7Di4qKsL48eNx9epViEQiGBgYwNjYGCKRCImJiUhJSYFMJkP79u2xZcsWKChwjXKhcIN5otor5WUKhh0aBn01fex02ckZU/TRFUmL8Ev8L1h/fT3yivMw3mY8PFp5CLqp9t8pf2NT9CZcSLoADSUNjGg5AmOsxkBXVVewTEREHxuf41N14uOLiMqT8jIFww8PR33l+gj9LBQayhpCR6qRkrKT4B3ujai0KAxuPhje7byhpqQmdCwiwTzOfoxN0Zuw//Z+iEViDLccjol2E6GnqvdRc+QU5iD6aXTJ7MCotCi8KHgBANCupw17A/uS2YE2ujZ8DY7qnLc9x69UgxAACgoKEBQUhN27dyMnJ6fUOTU1NYwYMQIzZ86EsrLyhyWnD8I/7ohqt3OJ5zDt5DS4WbrBt4Ov0HFIjkSlReGby9/gZsZNdDTqiK/bfw0zLTOhY5WIS4/D5ujNOPHwBJQVlDG4+WCMsxmHRhqNhI5GRFTt+ByfqhMfX0RUkb+S/8Kk45PQ3bg7AnsEQiwSCx2pRjn+4DgWXVwEKaTw6+iHT5t+KnQkohoj8UUifrzxIw7ePQglsRLcLN0w3nZ8tbzZVyaT4cnLJyV7B0alRSH+WTykMikAwKKBBez17SExkKC1QWs00WzC5X+pzqvyBuEr+fn5iImJQUpKCgDA0NAQtra2qFev3oclpirBP+6Iar+1f63F1titWN19NfqY9RE6DtVxz/Ke4dtr3+L327/DQNUAXo5e+MT0kxr7ZPn+8/vYGrMVh+4eAgC4mLtgou1ELntERHUan+NTdeLji4jeZEfcDqy8uhIzWs+ARyuP/2PvvuOqrvv/jz+ZggyZIimIhMoBcc8stMQyV6aWe0tpVl7mypkjLLeVmntkakvtSrOlWVYuHCAKCO6JKYgGijLO7w+/nkt+uFOPch732+26yXXO5/X5POlGdjjP8/68zR3nkZCVk6UJ0RP0ddLXCvMK0/jw8Q9kr3agMDh64ahm756tNQfXqIhNEbULbqeuoV3l7uB+z+fMzs1WQlrC/1YH/h2rvy/9LUlytHVURe+KptWBYV5hKlak2P36doDHxu1e4992D8JTp07p/Pnz8vLykpfX/5YAFylSRNWqVct37NmzZ3Xo0CG5ubmpRAnuzwsA/8ZbVd/SjtM7NGrTKIV4hvCLBh6IPGOeViav1LSd05RxJUNdQrqod+XecrJzMne0WypTrIzG1B2jNyq/ocV7F+ubpG+0+sBqNfBvoJ5hPRXqFWruiAAAAECh0cHQQXFn4/TJrk8U4hmiuiXrmjuSWe0/t18DNw7U/vT96lahm96q/JbsbOzMHQt4ZPm7+ivq6Sj1DOupWbGztHDPQn2R+IU6GDqoS2iXOyrvUi+lKvZMrKkM3Ju6V5dzL0uSSjqXVPUS1VW5eGVV9q6ssu5lZWt92+oDsHi3XEGYmZmpiIgI5eTkaOXKlfLzu/Wb08eOHVPLli3l4OCgX375RQ4O3LPXXPj0J1A4nMg4oVe+e0WlXUvrsxc/4xcO3FfxqfGK2hKl3Wd3q5pPNQ2rNUxl3cuaO9Y9SctK09KEpVqeuFz/XPlHdXzrKLJipKr7VH9kV0ECwN3iNT4eJH6+ANzOxeyL6vRDJ6VkpujLpl+qlIvl/V1hNBr1TfI3mrBtgoraFdW4p8dZfFkK3IsD6Qf0aeyn+unwT3K2c1bHkI7qFNJJrvaukq5+mPlA+gHFnIkx3S70yIUjkiRba1uFeIaYVgdW8q6k4kWLm/PbAR5Z/2oF4erVq3Xu3DkNHDjwtuWgJPn5+emNN97Q+PHjtWbNGrVu3frekwMAVNK5pMbUHaN+v/XTRzs/0oAaA8wdCYXAhSsX9MnOT/RV0ldyK+KmcU+PU9PApo91kebh4KG3qrylbqHd9FXSV/ps72fq/lN3VfSuqJ4VeqqeXz32SgEAAAD+haJ2RTWt/jS1+b6N+v3WT5+9+JkcbR3NHeuhuXDlgkZvGq2fj/ysOr51NO6ZcfJy9Lr9IIACnnR7UpPqTdJrFV/TrNhZmhU7S0sTlqpxmcY6/s9x7T6zW/9k/yPp6u/7lbwrqWXZlqpSvIpCPENUxIZtzoD74ZYF4YYNG2Rvb6927drd8Qnbtm2rqVOnat26dRSEAHAfRJSOUNvybbU4frFq+tZUeKlwc0fCY8poNGr1wdWavH2y0i+nq035NnqzypumT+gVBs72zupeobs6GDro2+RvtXDvQr294W0FuQWpZ1hPvRDwArcZAQAAAO6Rn6ufxj8zXn3W99HYzWMV9XTUY/1BwzsV83eMBm8crL8v/q1+1fqpa2hXPoAI3Afl3MtpSv0pSkxL1MyYmfo66Ws96fakGpVpZLpdqJ+Ln0X8PQOYwy3fIUtMTFRYWJiKFi16xyd0dHRUxYoVlZiY+K/DAQCuGlBjgGLOxGjYn8P0dbOvVcKJfV5xd5LPJev9Le9r5987VdGroj6N+FQhniHmjvXAFLEpojbBbdSqXCv9cOgHLdizQO/+8a6m75qubhW66aWgl/jEIQAAAHAPnin1jPpU7qPpMdNVwauC2hvamzvSA5NnzNOCPQs0fdd0lXAqoUUvLlIl70rmjgUUOsEewfr4uY+VZ8yjfAceolv+25aWlqYSJe7+TWgfHx+lpaXdcygAQH5FbIpoYvhEXc69rMEbBysnL8fckfCYyMzO1MToiXpl9Ss6cP6ARtUZpSWNlxTqcvB6tta2avZkM61ovkIfPfuR3B3cNXbLWDVa0UgL9yxUZnamuSMCAAAAj53IipGq71dfE6MnaufpneaO80CcuXhGr/3ymj7a+ZEiSkfoq2ZfUQ4CDxjlIPBw3fLfOFtbW2VnZ9/1SbOzs2VjY3PPoQAABQUUC9CI2iO08++dmhU7y9xx8IgzGo368dCPar6quT6L/0wtglpoTYs1alWulUW+4La2stZz/s9paeOlmvf8PAW5BWnKjil6/pvnNX3XdJ3LOmfuiAAAAMBjw9rKWuOeHqeSLiXV//f++vvi3+aOdF/9eeJPtV7dWrF/x2pUnVGaGD6xUG3NAACAdJuC0NvbWwcPHrzrkx48eFBeXmzSCwD3W7Mnm6lFUAvN2T1HW09tNXccPKIOnT+k1355TQM3DpSno6eWNl6qUU+NkpuDm7mjmZ2VlZVq+dbS3OfnanmT5apRooZm756tF1a8oPHbxislM8XcEQEAAIDHgou9i6bVn6bM7Ez1/62/snPvfpHBoyY7N1uTt09W73W95eHgoS+afqFW5Vqx/xkAoFC6ZUFYqVIlHThwQMnJyXd8wqSkJO3fv1+VK1f+1+EAAAUNqTlEZYqV0bt/vKuzl86aOw4eIZdyLumjnR+p5XcttffsXg2tNVTLmyxXRe+K5o72SKrgVUHTnp2mb1/6Vg1LN9TyxOV6ceWLem/Tezpy4Yi54wEAAACPvCD3II2tO1YxZ2I0Pnq8ueP8K8cuHFPnHzpr0d5FalO+jZY3Wa4n3Z40dywAAB6YWxaETZs2ldFo1HvvvacrV67c9mTZ2dl67733ZGVlpaZNm963kACA/ylqV1QT603UP1f+0bA/hynPmGfuSDAzo9Go9UfX66VvX9K8uHl6MeBFfffyd2oX3E421tzy+3aedHtSUU9H6fuW36t12db6/uD3av5tcw34fYAS0xLNHQ8AAAB4pL0Q8IK6hXbTl/u+1Lf7vzV3nHuy9uBavbLmFR3554im1p+q4bWHy8HWwdyxAAB4oG5ZENarV081atTQrl271LlzZyUm3vxNssTERHXq1EkxMTGqVq2a6tWrd9/DAgCuKudeToNrDtamk5u0YM8Cc8eBGR3755je/PVN/WfDf+Rk56SFLyzUuGfGycuRW33frZLOJTWs9jD92OpHdQvtpr9O/KVXVr+i3ut6a8fpHeaOBwAAADyy3q76tmqVqKWxm8cqPjXe3HHu2MXsixrx1wgN/mOwyrqV1TfNvlFE6QhzxwIA4KGwvd0BH330kdq2bauYmBi9/PLLKleunMLCwuTp6SlJSk1NVVxcnJKSkmQ0GuXn56dp06Y98OAAYOlal22trae2avqu6aruU12Vi3NrZ0tyOfeyFuxZoPlx82VjZaMB1QeovaG97KztzB3tsefl6KX/VPuPuod115eJX+rzhM/V9ceuqlq8qnqG9dTTJZ9mDxIAAADgOrbWtppQb4Larmmrfhv66YumX8jdwd3csW4pMS1RA38fqCMXjigyLFJvVH5Dtta3fasUAIBC47b/1fPw8NCKFSs0evRorV27Vvv27dO+ffvyvTFmNBplbW2txo0ba+TIkSpWrNgDDQ0AkKysrPRenfe09+xeDdw4UN80+0bFivD3ryX488SfGrd1nI79c0wvBLyggdUHysfJx9yxCh1Xe1dFVoxUx5COWpm8Uov2LtIb699QsEewelTooYalG3ILV8BCGI1GPhgAAMBteDh4aGr9qer8Q2cN2jhIsyJmPZKvl41Go5YnLtek7ZPkVsRNc5+fq1q+tcwdCwCAh+6OPhbj4uKiSZMmqW/fvtqwYYP27t2rtLQ0SVcLxNDQUNWvX1/+/v4PNCwAID8XexdNqjdJHX/oqBF/jdBHz37EG5iFWEpmisZvG691R9cpwDVAcxrOUZ0n6pg7VqHnaOuoDoYOerXcq/r+0PeaHzdfAzcOVGnX0upeobuaBTaTnQ0rN4HC4vzl80pMS1RiWqIS0hKUkJqgU5mnNCtilqr6VDV3PAAAHmmhXqEaXnu4Rm4aqU92faL/VPuPuSPlk56VrpGbRmrDsQ16puQzev/p9+Xh4GHuWAAAmMVdrZv38/NT586dH1QWAMA9CPUK1TvV3tGE6AlalrhMHQwdzB0J91l2brY+i/9Ms3fPltFo1NtV3laX0C6yt7E3dzSLYmdjpxZBLdQssJl+Pfar5sXN03ub3tOMmBnqEtJFrcu1VlG7ouaOCeAOGY1G/X3x73xFYGJaok5mnjQd41PURwYPg14s86KCPYLNmBYAgMfHy2Vf1p6zezR/z3yFeoWqYemG5o4kSdqesl3v/vGuUrNSNbD6QHUK6cQHbAEAFo0bawNAIdDR0FHbTm3T5O2TVbl4ZYV6hpo7Eu6Tbae2KWprlA6eP6hn/Z7V4JqDVdK5pLljWTQbaxs1LN1QEf4R2nxys+btmaeJ2ydqbtxctTe0V/vg9tzuF3jE5BnzdPTCUVMZeG2FYFrW1buiWMlKpV1Lq6J3Rb1a/lUZPAwK9gxmRQEAAPdocM3BSjyXqOF/DteTxZ5UoFug2bLk5uVqzu45mrV7lko5l9LnjT/nd2YAAERBCACFgpWVlcbWHavWq1tr4O8D9VXTr+Rs72zuWPgXzlw8o4nbJ+qHQz+opHNJzWgwQ+Glws0dC9exsrLSUyWf0lMln1LM3zGaHzdfM2NmatGeRXq1/KvqHNJZ3kW9zR0TsDjZudk6cP6AaUXgtf9dzLkoSbK1tlWQW5DCS4XL4GGQwdOgcu7l5GTnZObkAAAUHvY29ppSb4peXfOq+m7oq+VNlpvld9SUzBQN+WOItp/ermaBzTSs9jD+mw8AwP+hIASAQsLNwU0Twieo+0/dNWbzGI0PH8/tUh5DOXk5Wp64XDNiZuhK7hX1qtRLPSr0kIOtg7mj4RYqF6+sTxp8oqRzSZofN1+fxX+mpQlL1SKohbpV6CY/Fz9zRwQKpYvZF5V0Lsm0KjAhNUH70/crOy9b0tU9RIM9gvVS0EtXVwV6BCvILYh9QwEAeAh8nHw0ud5k9fy5p4b+OVTTnp0mayvrh3b9DUc3aMSmEbqSe0VRT0ep+ZPNH9q1AQB4HFAQAkAhUtWnqvpU7qOPd32sWr611KpcK3NHwl3Y9fcuvb/lfSWdS1LdknU1tOZQ+bv6mzsW7kI593IaHz5eb1Z+Uwv3LtS3+7/ViuQVahTQSD3CeqicezlzRwQeW+lZ6Vf3CkxLUGLq1VuFHrlwREYZJUnuRdwV7BGsjiEdTWWgv4u/bKxtzJwcAADLVb1EdQ2oPkDjo8drftx8RVaMfODXvJx7WVO2T9GyxGUyeBg0IXyCAooFPPDrAgDwuKEgBIBCpkdYD21L2aYPt32oit4VVda9rLkj4TbSstI0ZfsU/ffAf1XCqYSm1p+qBv4NWAH6GPNz9dPIOiPVq1IvLYlfoq/2faW1h9aqfqn66lmxpyp5VzJ3ROCRZTQalZKZ8r9Vgf/3Z0pmiukYXydfBXsEq3GZxgr2CJbB0yCfoj78vQkAwCOog6GD4s7G6ZNdnyjEM0R1S9Z9YNc6dP6QBm0cpMS0RHU0dFS/av1kb2P/wK4HAMDjjIIQAAoZaytrffDMB2r93dX9CJc3XS5HW0dzx8IN5OblakXyCn208yNdzL6o7hW66/WKr6uoXVFzR8N9UrxocfWv3l89w3pqWeIyLU1Yqo5rO6pGiRrqWaGn6jxRh0IDFi03L1dH/jmixNTEfGVg+uV0SZKVrBRQLEBVildRiEeIgj2DFeweLDcHNzMnBwAAd8rKykqjnhql/en7NWjjIH3Z9EuVcil1X69hNBr13wP/1bit41TEpoimPzdd9fzq3ddrAABQ2FAQAkAh5OXopQ+e+UCv//K6Ptz2oUY/NdrckfD/2XN2j97f8r72pu5VjRI1NKzWMD3p9qS5Y+EBKVakmHpX6q0uIV30TdI3Why/WK+ve10hniGKDIvUc/7PPdT9WABzuJJ7RfvT9ysxLVHxqfFKTEtU0rkkXcq5JEmys7ZTkFuQGvg3ULBHsII9glXOvRwfmgAAoBBwtHXUtGenqc2aNur3Wz999uJn9+2DrJnZmRq7Zay+P/i9qvtU14fPfCgfJ5/7cm4AAAozCkIAKKTqPFFHPcN6am7cXNUsUVNNApuYOxIknb98Xh/v/FhfJ30tT0dPffjMh2pcpjGryCxEUbui6hzaWW2D22r1gdVasGeB+v3WT2WKlVH3Ct3VJLCJ7KztzB0T+NcyszO1L23f1T0DU6+uCjyQfkA5xhxJkpOdk8q7l1fLsi2v3iLUw6BAt0B+/gEAKMT8XPw0/pnx6rO+j8ZuHquop6P+9e9Be8/u1cCNA3Ui44T6VO6jyLBI9h8GAOAOURACQCH2RuU3tOP0Do3ZPEYVvCqotGtpc0eyWHnGPP13/381dcdUnb9yXh0MHfRG5TfkYu9i7mgwA3sbe7Uq10otglrolyO/aF7cPI34a4RmxsxUl9Aualm2JbcGxmPj/OXzpiIwITVBCWkJOnLhiIwySpI8HDxk8DDo6ZJPK9gzWCEeISrlUopVswAAWKBnSj2jPpX7aHrMdFXwqqD2hvb3dJ48Y56WxC/RtJ3T5OXopYUvLFRVn6r3OS0AAIUbBSEAFGK21rYaHz5erVdf3Y/w88afs0G7GexL26f3t7yvmDMxquxdWcNrD1d5j/LmjoVHgI21jRqVaaQXAl7QHyf+0Ly4efpw24eas3uOOho6qk1wG7nau5o7JmBy9tJZUwl47c8TGSdMz/s6+crgYVCTwCYyeBhk8DTI29GbVdIAAMAksmKk9qTu0cToiQr2CL7rYi/1UqqG/zVcf574U8/5PacxdceoWJFiDygtAACFFwUhABRyJZxK6P267+utX9/S5O2TNaTWEHNHshgZVzI0I2aGliUuUzH7Yhrz1Bi9FPQSq2ZQgJWVlcJLhSu8VLh2nN6heXHz9PGuj7VgzwK1Kd9GHUM6ysvRy9wxYUGMRqNSMlMUnxafrxA8c+mM6ZjSrqUV5hWmV8u/arpNqLuDuxlTAwCAx4G1lbXGPT1O7b5vp/6/99eXTb9U8aLF72h2y6ktGvLHEF24fEFDaw1V2/Jt+SASAAD3iIIQACxAfb/66hTSSUvil6imb0018G9g7kiFmtFo1NpDazVp+ySlXkrVK+Ve0dtV3+ZTrbgj1XyqqZpPNSWkJmj+nvlasGeBPk/4XC8HvaxuFbrpCecnzB0RhUyeMU/H/zn+vzLw/wrB9Mvpkq6+iRdYLFC1fWvL4GmQwcOgYI9gOds7mzk5AAB4XLnYu2ha/Wlqv7a93vntHS18YaHsbG6+F3F2XrY+jflU8+LmKaBYgGZFzOKuLAAA/EsUhABgIfpV7aedp3dqxF8jZPAwUDI8IAfSD2jc1nHalrJNoZ6h+uS5T1TBq4K5Y+ExZPA0aFK9STpc+bAW7l2ob5K/0TdJ36hxYGP1qNBDgW6B5o6Ix1BOXo4Onz+shLQExafGKyEtQYlpicrMzpR09dbUZd3KqoF/g6tFoGewyrmXY09MAABw3wW5B2ls3bEa8PsAjY8er+G1h9/wuBMZJzR442DFnolVy7ItNbjGYBW1K/qQ0wIAUPhQEAKAhbCzsdPE8Il6Zc0rGrRxkBY2Wig765t/QhN352L2Rc3aPUtL9i5RUbuiGlF7hFqVbSUbaxtzR8NjLqBYgEY/NVq9K/XW4r2LtSJ5hVYfWK3n/J9Tz7CeFNC4qezcbO1P35+vDExKS1JWbpYkycHGQeU8yqlpYFOFeIbI4GFQkFvQLT+9DwAAcD+9EPCC9p7dq4V7F6qCVwW1CGqR7/mfD/+sUZtGKU95mhA+QS+WedFMSQEAKHwoCAHAgvi5+mnUU6M08PeBmr5ruvpV62fuSI89o9GodUfXaUL0BKVkpqhFUAv1q9ZPHg4e5o6GQqaEUwkNrjlYr1V8TUsTlmpZ4jKtP7petX1rKzIsUjVK1GD/FQt2KeeSks4l5dsvMDk9WTl5OZIkZztnBXsE65Xyr8jgYVCIZ4hKu5aWrTW/DgAAAPN6u+rbik+L19jNY1XOvZxCPEOUlZOlCdET9HXS1wrzCtP48PHyc/Ezd1QAAAoV3hEAAAvTKKCRtp7aqgV7FqhmiZqqW7KuuSM9to5cOKIPtn6gv07+pXLu5TQhfIKqFK9i7lgo5Nwd3PVmlTfVNbSrvk76Wov3LlaPn3uooldF9QzrqXp+9WRtZW3umHiA/rnyjxLTEpWYlmgqBA+eP6g8Y54kya2ImwweBnUO6SyDp0EhHiEq5VKKnwsAAPBIsrW21YTwCWq7pq36beinqKejFLU1SvvT96tbhW56q/Jb3OEAAIAHgIIQACzQ4BqDFfN3jIb+OVRfN/taxYsWN3ekx0pWTpbm75mv+XHzZW9jr8E1BqttcFtW4uChcrZ3VrcK3dTe0F7/3f9fLdizQG9veFtBbkHqEdZDjQIa8TNZCJzLOmdaEXjtz6P/HDU9X9yxuAyeBkWUjjCtDPQp6sNqUgAA8FjxcPDQ1PpT1fmHzur2Uzd5OHhoVsQsPtAKAMADxLtGAGCBHGwdNLneZLX9vq2G/DFEcxrOYa+8O7Tx+EaN2zpOJzJOqHGZxhpQfYC8i3qbOxYsWBGbInq1/KtqWbalfjz8o+bHzdeQP4Zo+q7p6l6hu14KeklFbIqYOyZuw2g06sylM/mKwIS0BJ3KPGU6pqRzSRk8DHop6CUZPAwyeBrk5ehlxtQAAAD3T6hXqD545gP9duw3vVP9HV7nAADwgFEQAoCFCnQL1NBaQzXirxGaEzdHvSv1NnekR9qJjBMav228NhzboDLFymje8/NUy7eWuWMBJrbWtmoa2FSNyzTW78d+17y4eRq7Zaw+jf1UnUM669Xyr8rJzsncMaGrZeDJzJNKSE1QfGq8qRBMzUqVJFnJSqVdS6ty8cpq79FeBk+Dgj2CVaxIMTMnBwAAeLCeD3hezwc8b+4YAABYBApCALBgLz35krae2qpZsbNU3ae6apSoYe5Ij5wruVe0eO9izdk9R1ZWVvpP1f+oc0hn9sDAI8vaylrP+j+r+n71FZ0SrXlx8zRlxxTNjZur9sHt1cHQQe4O7uaOaTHyjHk6cuGIab/A+LR4JaQm6MKVC5IkGysbBboFqm7JugrxDJHBw6DyHuUpcwEAAAAAwANFQQgAFszKykrDaw/XnrN79O7Gd/V186/l4eBh7liPjM0nN2vc1nE6fOGwIvwjNKjGIPk6+5o7FnBHrKysVNO3pmr61tSes3s0P26+Zu+erc/iP1Orsq3UJbSLSjiVMHfMQiUnL0cHzx/Md5vQxLREXcy5KEmys7ZTOfdyej7gedN+gUFuQXKwdTBzcgAAAAAAYGkoCAHAwjnZOWlivYnq8H0HDf9zuKY3mC5rK2tzxzKr05mnNXH7RP10+Cf5ufjp04hP9XTJp80dC7hnFbwqaOqzU3Uw/aDm75mv5YnL9cW+L9T8yebqFtpNAcUCzB3xsXM597L2n9uv+LR4JaYmKiEtQUnnknQ597IkydHWUeXdy5v2CwzxDFGgW6DsrFl9DNwvS5Ys0fbt25WUlKS0tDRlZGTIxcVFwcHBevnll9W8eXNZWVkVmMvLy9Py5cu1YsUKHTp0SNbW1ipfvrzat2+vpk2b3vKaq1ev1vLly7Vv3z7l5eWpTJkyatWqldq1aydr65u/ftq4caMWLVqkPXv26PLly/Lz81OTJk3Uo0cP2dvb33QuNjZWc+bM0c6dO5WRkSFfX19FRESod+/ecnFxuencwYMHNXPmTG3ZskXp6eny9vZWeHi4+vTpo+LFi9/yewQAAABgGayMRqPR3CFw/x0/flwNGjTQ+vXrVapUKXPHAfAY+CLxC0VtjdKA6gPUJbSLueOYRXZetpYlLNPMmJnKNeaqR1gPda/QXUVsipg7GnBfncw4qUV7F2ll8kpdyb2ihqUbqmdYTxk8DeaO9ki6mH1RSeeS8u0XeCD9gHKMOZIkFzsXGTwNMngYrv7paVBpl9KysbYxc3IUNrzGzy88PFxpaWkqW7asfHx85OjoqJMnTyo2NlZGowi4NjIAACAASURBVFENGjTQ9OnT8xV3ubm5evPNN/Xrr7/K2dlZderU0ZUrV7R582ZduXJFnTp10vDhw294vdGjR2vZsmUqUqSI6tSpI1tbW23evFmZmZlq2LChPv744xuWhHPnztWkSZNkY2OjmjVrytXVVdHR0UpLS1PlypW1aNEiOTo6Fphbs2aNBg0apNzcXFWtWlU+Pj6KjY3VyZMnVbp0aS1fvlyenp4F5rZt26bIyEhlZWUpNDRUpUuXVmJiog4ePCgPDw8tW7ZMZcqUKTDHzxcAAABQuNzuNT4rCAEAkqQ25dtoW8o2TdsxTVWKV1FF74rmjvRQbU/ZrqitUdqfvl/hpcL1bs135efiZ+5YwAPxhPMTGlprqF6r+JqWJizVF4lf6OcjP6tuybqKDItUNZ9q5o5oNheuXDCtCIxPjVdiWqIOnT8ko65+ps7DwUMGD4OeKfWMqRAs5VzqhquUADxYU6ZMUUhIiIoWLZrv8eTkZHXt2lXr16/XqlWr1KpVK9Nzixcv1q+//qqgoCAtXrxYXl5ekqTDhw+rQ4cOWrJkiWrXrq2IiIh85/zpp5+0bNkyeXt76/PPP1dAQIAk6ezZs+rcubN++eUXLVmyRF265P+QVVxcnCZPnixHR0ctXrxYlSpVkiRlZmbq9ddfV3R0tKZOnaqhQ4fmm0tJSdGwYcNkNBo1Y8YMU56cnBwNHDhQa9eu1ciRIzVjxox8cxcvXtQ777yjrKwsjRgxQh07djQ9N378eC1YsED9+/fXihUr+HsLAAAAsHCWfQ85AICJlZWVRj01Sj5OPhq0cZAuXLlg7kgPxdlLZzX0j6Hq9lM3Xcy+qI+e/UjTn5tOOQiL4OXopb5V++rn1j+rb9W+SkhNUNcfu6rzD5218fhGFfYbTaReStVfJ/7SvLh5eue3d/TiihdVd3ld9fi5hyZtn6Qdp3fI39VfvSv11ifPfaJ1rdfpt1d/06yGs9S3al89H/C8/Fz8eJMdMJPq1asXKAclqWzZsmrfvr0kadOmTabHc3NzNW/ePEnSqFGjTOWgJAUEBGjAgAGSpFmzZhU45+zZsyVJAwYMMJWDkuTl5aVRo0ZJurpSMC8vL9/c3LlzZTQa1bNnT1M5KElOTk764IMPZG1trWXLlunChfyvuxYvXqysrCy1aNEiX1lpa2ursWPHytnZWevWrdP+/fvzza1cuVJnzpxRrVq18pWD17L7+/tr79692rhxY4HvEQAAAIBlYQUhAMDE1d5VE8InqMsPXTRq0yhNrje50L7xnZuXqy/3fanpu6brUu4lRYZFKrJipBxtC97iCyjsXOxd1DOspzoYOmhV8iot2rtIfdb3UXn38uoZ1lMNSzd8rG+XaTQadfriaSWkJly9Rej/3Sb09MXTpmP8XPxk8DSoVblWMngYFOwRLE/HgrfuA/B4sLW9+qvu9fv77dq1S6mpqSpRooRq1KhRYKZRo0YaMWKE4uLidPr0afn4+Ei6uppv7969srOzU6NGjQrM1axZUz4+Pjp9+rRiYmJUtWpVSdKVK1dMRVzz5s0LzPn5+aly5crauXOnfv/9dzVr1sz03Lp162465+zsrGeffVarV6/WunXrFBQUVGDu+nNdY2Njo8aNG2vWrFlat26d6tWrV+AYAAAAAJaDghAAkE9F74rqW7WvJu+YrK/2faU2wW3MHem+iz0Tq6gtUUpIS1At31oaWmuoAosFmjsWYHaOto5qb2ivV8q/orUH12r+nvkauHGg/F381b1CdzV7spnsbexvfyIzMhqNOp5x/H9l4P/9mZaVJkmykpXKFCuj6iWqy+BhUIhniMp7lJervauZkwO4X44dO6YvvvhCkvTcc8+ZHk9ISJAkhYWF3XDO0dFRQUFBSkhIUEJCgqkgjI+Pl3R1ZaKDg8MNZ8PCwnT69GklJCSYCsJDhw7p0qVLcnNzk7+//03ndu7cqfj4eFOpl5GRoaNHj94ya1hYmFavXm3Kdqff47XH//85AAAAAJaHghAAUEDn0M7amrJVE6InqFLxSgr2CDZ3pPsiPStd03ZO04rkFSruWFwTwyfqhYAXCu0qSeBe2Vnb6aWgl9TsyWb69eivmhs3V6M2j9LMmJnqEtpFrcu1VlG7grf1e9hy83J15MIRxafFKyE1QYlpiUpITdA/2f9IkmytbBXkHqTwUuGmMrCce7lHIjuA+2fFihWKjo5Wdna2Tp8+rV27dikvL0+9evVSw4YNTccdP35ckvTEE0/c9Fy+vr5KSEgwHXs3c9cfe/3X1567kWvnPHHiRIE5V1dXOTs733Lu+utlZGQoPT1dklSyZMk7ngMAAABgmSgIAQAFWFtZK+rpKL3y3Ssa+PtAfdn0y8f6DfU8Y55WJa/S1J1TlXElQ51DOuuNym/Iyc7J3NGAR5q1lbUiSkeogX8DbT61WfPj5mvi9omaEzdHHQwd1D64vYoVKfZQsmTnZetg+kHFp8abVgbuO7dPl3IuSZLsre1V3qO8XizzogyeBhk8DSrrVvaRX/EI4N/buXOnVq1aZfr/tra26tu3r7p165bvuIsXL0q6ulLwZq7taZiZmXlXc05OTvc0d6/Xu9Hc9V/fbPZGcwAAAAAsEwUhAOCGPBw89GH4h+r5c0+9v+V9jXtmnLkj3ZOE1AS9v/V97T6zW1WLV9Ww2sNUzr2cuWMBjxUrKys99cRTeuqJpxR7Jlbz4uZpZsxMLdqzSK+Wf1WdQzrLu6j3fbteVk6Wks8lKyEtwVQIJp9LVnZetiSpqG1RBXsEq2XZljJ4XC0DyxQrIztru/uWAcDjIyoqSlFRUcrKytLx48e1YsUKTZ8+XT/88IPmzJljulUoAAAAAOB/KAgBADdVo0QN9arYSzNjZ6qWby29FPSSuSPdsQtXLmj6run6ct+Xcivipqino9QssBm3EwX+pUrelfTJc58o6VySFuxZoM/iP9PShKV6KegldQ/tLj9Xv7s6X2Z2pval7ctXBh5MP6hcY64kydXeVQZPgzoaOl5dGehhkL+rv6ytrB/EtwfgMebg4KCgoCANHjxY3t7eGj9+vMaOHavp06dL+t/quUuXLt30HNdW711bEXinc9dW5N3t3L1e70Zz13996dIlubi43NEcAAAAAMtEQQgAuKXXKr6m6NPRitoapTCvMAW6BZo70i0ZjUatObhGk7ZPUvrldL1a7lW9VfUtudq7mjsaUKiUcy+nD5/5UH0q99GiPYu0av8qrUxeqRcCXlDPsJ43XKl7/vJ50+1BE1ITlJCWoCMXjsgooyTJ08FTIZ4hql+qvkI8Q2TwNOgJpyco9gHctZdfflnjx4/Xhg0blJ2dLTs7O9O+fCdPnrzpXEpKiqT8e/j927lTp07ddO7aczeau3DhgjIyMm64D+G1uVKlSpkec3Z2VrFixXT+/HmdOHFCwcEF95C+0fUAAAAAWCYKQgDALdlY2+jDZz7UK6tf0YCNA7Ss8TI52DqYO9YNJZ9LVtTWKO04vUNhXmH6NOJThXiGmDsWUKj5ufhpRJ0R6lWpl5bEL9GX+77UD4d+UL1S9dQksImO/XPMVAaeyDhhmvN18pXBw6AmgU2uloEehvt6m1IAlq1YsWKytbVVTk6Ozp8/Ly8vL4WEXH1NEBcXd8OZS5cuKTk5WZJMx17/dXJysrKysuTgUPB10LVzGgwG02OBgYFycHBQenq6jh49Kn9//wJzu3fvLjDn4uIif39/HT16VHFxcapTp84dzV3LunnzZsXFxd2wILw2d/33BwAAAMAycW8mAMBtFS9aXFFPRyn5XLImRE8wd5wCMrMzNSl6kl5Z/Yr2p+/Xe3Xe0+eNP6ccBB4i76Leeqf6O/q59c/qU7mPYs/EatDGQfpk1ydKTk9WmFeY+lXrp9kNZ2tjm436ufXP+ui5j9SrUi+FlwqnHARwX0VHRysnJ0eurq5yd3eXJFWpUkUeHh5KSUlRdHR0gZkff/xR2dnZCgsLy7dvoa+vr0JDQ5Wdna0ff/yxwNy2bduUkpIib29vValSxfS4vb29wsPDJUnfffddgbljx44pJiZGdnZ2ql+/fr7nGjRocNO5jIwMbdiwQZLUsGHDG86tXr26wFxubq7Wrl17wzkAAAAAloeCEABwR54u+bS6Veimr5O+1o+HC745Zg5Go1E/Hv5RzVc11+L4xWoR1EKrW6xW63Kt2Z8MMJNiRYqpV6Ve+qnVT1rWeJk2t9usNS+v0cR6E9W9Qnc99cRTcndwN3dMAI+57du3a8OGDcrJySnw3I4dOzRs2DBJUuvWrWVjYyNJsrGxUc+ePSVJo0aNUmpqqmnm8OHDmjx5siSpV69eBc752muvSZImTZqkI0eOmB5PTU3V6NGjJUmRkZGyts7/+iMyMlJWVlaaN2+eafWedHXPwqFDhyovL0/t27eXq2v+W6F36dJFDg4O+vbbb7V+/XrT4zk5ORo5cqQyMjIUERGhoKCgfHMtW7aUt7e3tm7dqqVLl+Z7btKkSTp69KhCQkJMxSUAAAAAy8UtRgEAd+ytKm9px+kdGr1ptEI9Q+Xn4me2LIfOH9IHWz/Q5lObZfAwaMqzU1TJu5LZ8gDIr6hdUYV5h5k7BoBC6ujRoxoyZIhcXV0VEhIiLy8vZWZm6tixY9q/f78kqX79+urbt2++ua5duyo6OlobNmzQ888/rzp16ignJ0ebNm3S5cuX1alTJ0VERBS4XqNGjdSuXTstX75czZo101NPPSVbW1tt3rzZVNZ17NixwFzFihXVv39/TZo0SW3btlXt2rXl4uKi6OhopaamqlKlSurXr1+BOV9fX0VFRWnQoEHq06ePqlWrpuLFiys2NlYnTpxQ6dKlNWbMmAJzTk5OmjJliiIjIzVmzBitWLFCAQEBSkxM1IEDB+Tu7q7JkyeztysAAAAAWRmNRqO5Q+D+O378uBo0aKD169fn27geAP6tkxkn1Xp1a/m7+GvJi0tkZ2P3UK9/KeeS5u6eq4V7F8rRxlFvVnlTbcq3kY21zUPNAQDAw8Zr/P85duyYVq5cqe3bt+vYsWNKS0uT0WiUt7e3KlSooObNm9+w6JOkvLw8LVu2TCtXrtTBgwdlbW2t8uXLq3379mrWrNktr7t69WotXbpUSUlJysvLU2BgoFq1aqV27doVWD14vY0bN2rhwoXas2ePLl++LD8/PzVt2lQ9evSQvb39TediY2M1e/Zs7dy5UxkZGfL19VXDhg3Vu3dvubi43HTu4MGDmjFjhrZs2WLagzE8PFxvvvmmihcvfsMZfr4AAACAwuV2r/EpCAspfrkD8CCtP7Je//ntP+oc0lkDawx8aNfdcHSDPtz2oU5mnlSzwGZ6p/o78nL0emjXBwDAnHiNjweJny8AAACgcLnda3xuMQoAuGsNSjdQu+B2+iz+M9UsUVP1/Oo90Osd++eYxm8br9+P/64gtyAteGGBapSo8UCvCQAAAAAAAACFFQUhAOCe9K/eXzF/x2jYX8P0TbNvVMKpxH2/xuXcy1qwZ4Hmx82XtZW1+lfrrw4hHWRn/XBvawoAAAAAAAAAhcnNN0kAAOAWitgU0cR6E5Wdm63BGwcrJy/nvp7/zxN/quV/W2pmzEzVK1VP37X4Tl0rdKUcBAAAAAAAAIB/iYIQAHDPSruW1sg6I7Xz7536NPbT+3LOlMwUvfPbO+q9rresrKw0O2K2Jtef/EBWKAIAAAAAAACAJeIWowCAf6VJYBNtPbVVc3fPVXWf6qrzRJ17Ok92braWJCzRrNhZMhqNeqvKW+oa2lX2Nvb3OTEAAAAAAAAAWDZWEAIA/rV3a76rwGKBGvLHEJ29dPau56NTotV6dWtN3TFVtXxr6dsW3+q1iq9RDgIAAAAAAADAA0BBCAD414raFdXEehOVkZ2hoX8MVZ4x747mzlw8o8EbB6v7T911Ofeypj83XZ8894lKOpd8wIkBAAAAAAAAwHJREAIA7ouy7mU1pOYQbT61WQv2LLjlsTl5Ofo8/nM1/7a5fjnyi16v+Lq+felb1fOr95DSAgAAAAAAAIDlYg9CAMB907JsS209tVXTd01XNZ9qqlK8SoFjYv6O0ftb3te+c/tU94m6GlJriEq7ljZDWgAAAAAAAACwTKwgBADcN1ZWVhpZZ6SecH5CgzYOUnpWuum5tKw0jfhrhDr90Enpl9M1pf4UfRrxKeUgAAAAAAAAADxkFIQAgPvK2d5ZE+tN1NlLZzVi0wjl5uXqq31fqdmqZlpzYI26Veim71p8p4alG8rKysrccQEAAAAAAADA4nCLUQDAfRfqGar+1fprfPR4NV7ZWCczT6q6T3UNrz1cT7o9ae54AAAAAAAAAGDRKAgBAA9EB0MH7fx7p3b9vUsfPPOBmpRpwopBAAAAAAAAAHgEUBACAB4IKysrTao3SZJkbcUdrQEAAAAAAADgUUFBCAB4YCgGAQAAAAAAAODRwzu3AAAAAAAAAAAAgAWhIAQAAAAAAAAAAAAsyCNzi9ElS5Zo+/btSkpKUlpamjIyMuTi4qLg4GC9/PLLat68uaysrArM5eXlafny5VqxYoUOHToka2trlS9fXu3bt1fTpk1vec3Vq1dr+fLl2rdvn/Ly8lSmTBm1atVK7dq1k7X1zbvTjRs3atGiRdqzZ48uX74sPz8/NWnSRD169JC9vf1N52JjYzVnzhzt3LlTGRkZ8vX1VUREhHr37i0XF5ebzh08eFAzZ87Uli1blJ6eLm9vb4WHh6tPnz4qXrz4Lb9HAAAAAAAAAAAA4HqPTEE4d+5cpaWlqWzZsqpSpYocHR118uRJbdmyRZs3b9ZPP/2k6dOn5yvucnNz9eabb+rXX3+Vs7Oz6tatqytXrmjz5s3q37+/YmJiNHz48Bteb/To0Vq2bJmKFCmiOnXqyNbWVps3b9aYMWO0efNmffzxxzcsCefOnatJkybJxsZGNWvWlKurq6KjozVt2jT99ttvWrRokRwdHQvMrVmzRoMGDVJubq6qVq0qHx8fxcbGav78+Vq3bp2WL18uT0/PAnPbtm1TZGSksrKyFBoaqho1aigxMVFffPGFfv75Zy1btkxlypT5F//kAQAAAAAAAAAAYEkemYJwypQpCgkJUdGiRfM9npycrK5du2r9+vVatWqVWrVqZXpu8eLF+vXXXxUUFKTFixfLy8tLknT48GF16NBBS5YsUe3atRUREZHvnD/99JOWLVsmb29vff755woICJAknT17Vp07d9Yvv/yiJUuWqEuXLvnm4uLiNHnyZDk6Omrx4sWqVKmSJCkzM1Ovv/66oqOjNXXqVA0dOjTfXEpKioYNGyaj0agZM2aY8uTk5GjgwIFau3atRo4cqRkzZuSbu3jxot555x1lZWVpxIgR6tixo+m58ePHa8GCBerfv79WrFhxw9WVAAAAAAAAAAAAwP/vkdmDsHr16gXKQUkqW7as2rdvL0natGmT6fHc3FzNmzdPkjRq1ChTOShJAQEBGjBggCRp1qxZBc45e/ZsSdKAAQNM5aAkeXl5adSoUZKurhTMy8vLNzd37lwZjUb17NnTVA5KkpOTkz744ANZW1tr2bJlunDhQr65xYsXKysrSy1atMhXVtra2mrs2LFydnbWunXrtH///nxzK1eu1JkzZ1SrVq185eC17P7+/tq7d682btxY4HsEAAAAAAAAAAAAbuSRKQhvxdb26kLH6/f327Vrl1JTU1WiRAnVqFGjwEyjRo1kZ2enuLg4nT592vR4SkqK9u7dKzs7OzVq1KjAXM2aNeXj46MzZ84oJibG9PiVK1dMRVzz5s0LzPn5+aly5crKzs7W77//nu+5devW3XTO2dlZzz77bL7j/v+5Zs2aFZizsbFR48aNbzgHAAAAAAAAAAAA3MwjXxAeO3ZMX3zxhSTpueeeMz2ekJAgSQoLC7vhnKOjo4KCgvIdK0nx8fGSrq5MdHBwuOHstXNeP3fo0CFdunRJbm5u8vf3v+XctWtIUkZGho4ePXrLrDeau/76dzsHAAAAAAAAAAAA3MwjswfhNStWrFB0dLSys7N1+vRp7dq1S3l5eerVq5caNmxoOu748eOSpCeeeOKm5/L19VVCQoLp2LuZu/7Y67++9tyNXDvniRMnCsy5urrK2dn5lnPXXy8jI0Pp6emSpJIlS97xHAAAAAAAAAAAAHArj1xBuHPnTq1atcr0/21tbdW3b19169Yt33EXL16UdHWl4M1c29MwMzPzruacnJzuae5er3ejueu/vtnsjeYAAAAAAAAAAACAW3nkbjEaFRWlffv2KTY2Vt9//706d+6s6dOn69VXX823lyAAAAAAAAAAAACAu/fIFYTXODg4KCgoSIMHD9Y777yjxMREjR071vT8tdVzly5duuk5rq3eu7Yi8E7nrq3Iu9u5e73ejeau//pmszeaAwAAAAAAAAAAAG7lkS0Ir/fyyy9LkjZs2KDs7GxJ/9uX7+TJkzedS0lJyXfs/Zg7derUTeeuPXejuQsXLigjI+OWc6VKlTI95uzsrGLFiknKv6fh7a4HAAAAAAAAAAAA3MpjURAWK1ZMtra2ysnJ0fnz5yVJISEhkqS4uLgbzly6dEnJycn5jr3+6+TkZGVlZd1w9to5DQaD6bHAwEA5ODgoPT1dR48eveHc7t27C8y5uLjI39//lllvNHd91tvNXf/9AQAAAAAAAAAAALfyWBSE0dHRysnJkaurq9zd3SVJVapUkYeHh1JSUhQdHV1g5scff1R2drbCwsLk4+NjetzX11ehoaHKzs7Wjz/+WGBu27ZtSklJkbe3t6pUqWJ63N7eXuHh4ZKk7777rsDcsWPHFBMTIzs7O9WvXz/fcw0aNLjpXEZGhjZs2CBJatiw4Q3nVq9eXWAuNzdXa9euveEcAAAAAAAAAAAAcDOPREG4fft2bdiwQTk5OQWe27Fjh4YNGyZJat26tWxsbCRJNjY26tmzpyRp1KhRSk1NNc0cPnxYkydPliT16tWrwDlfe+01SdKkSZN05MgR0+OpqakaPXq0JCkyMlLW1vn/8URGRsrKykrz5s0zrd6Tru5ZOHToUOXl5al9+/ZydXXNN9elSxc5ODjo22+/1fr1602P5+TkaOTIkcrIyFBERISCgoLyzbVs2VLe3t7aunWrli5dmu+5SZMm6ejRowoJCTEVlwAAAAAAAAAAAMDt2Jo7gCQdPXpUQ4YMkaurq0JCQuTl5aXMzEwdO3ZM+/fvlyTVr19fffv2zTfXtWtXRUdHa8OGDXr++edVp04d5eTkaNOmTbp8+bI6deqkiIiIAtdr1KiR2rVrp+XLl6tZs2Z66qmnZGtrq82bN5vKuo4dOxaYq1ixovr3769Jkyapbdu2ql27tlxcXBQdHa3U1FRVqlRJ/fr1KzDn6+urqKgoDRo0SH369FG1atVUvHhxxcbG6sSJEypdurTGjBlTYM7JyUlTpkxRZGSkxowZoxUrViggIECJiYk6cOCA3N3dNXnyZFlZWd3rP3oAAAAAAAAAAABYmEeiIKxRo4beeOMNbd++XUeOHNGuXbtkNBrl7e2tF154Qc2bN79h0WdjY6OZM2dq2bJlWrlypf78809ZW1srNDRU7du3V7NmzW56zVGjRqlatWpaunSptm3bpry8PAUGBqpVq1Zq165dgdWD10RGRqp8+fJauHCh4uLidPnyZfn5+alTp07q0aOH7O3tbzjXtGlT+fn5afbs2dq5c6diY2Pl6+urHj16qHfv3nJxcbnhXM2aNbVq1SrNmDFDW7ZsUVJSkry8vNSmTRu9+eabKl68+B38EwYAAAAAAAAAAACusjIajUZzh8D9d/z4cTVo0EDr169XqVKlzB0HAAAAwL/Ea3w8SPx8AQAAAIXL7V7jPxJ7EAIAAAAAAAAAAAB4OCgIAQAAAAAAAAAAAAtCQQgAAAAAAAAAAABYEApCAAAAAAAAAAAAwIJQEAIAAAAAAAAAAAAWhIIQAAAAAAAAAAAAsCAUhAAAAAAAAAAAAIAFoSAEAAAAAAAAAAAALAgFIQAAAAAAAAAAAGBBKAgBAAAAAAAAAAAAC0JBCAAAAAAAAAAAAFgQCkIAAAAAAAAAAADAglAQAgAAAAAAAAAAABaEghAAAAAAAAAAAACwIBSEAAAAAAAAAAAAgAWhIAQAAAAAAAAAAAAsCAUhAAAAAAAAAAAAYEEoCAEAAAAAAAAAAAALQkEIAAAAAAAAAAAAWBAKQgAAAAAAAAAAAMCCUBACAAAAAAAAAAAAFoSCEAAAAAAAAAAAALAgFIQAAAAAAAAAAACABaEgBAAAAAAAAAAAACwIBSEAAAAAAAAAAABgQSgIAQAAAAAAAAAAAAtCQQgAAAAAAAAAAABYEApCAAAAAAAAAAAAwIJQEAIAAAAAAAAAAAAWhIIQAAAAAAAAAAAAsCAUhAAAAAAAAAAAAIAFoSAEAAAAAAAAAAAALAgFIQAAAAAAAAAAAGBBKAgBAAAAAAAAAAAAC0JBCAAAAAAAAAAAAFgQCkIAAAAAAAAAAP4fe/ceHnV95/3/NTlOkkkyOUJCzuEYzoIEqCLIyaXVVt29umrRbin2Vtv+aov1vu16at2ftupt6y7sWorIquBea7U3+OMWBDlUJQShBBKUUxKSEAIhIQk5H2Z+f3xmJhmTCK3AJJnn47o+l+H7/X6ST7himO+8vu/PGwD8CAEhAAAAAAAAAAAA4EcICAEAAAAAAAAAAAA/QkAIAAAAAAAAAAAA+BECQgAAAAAAAAAAAMCPEBACAAAAAAAAAAAAfoSAEAAAAAAAAAAAAPAjBIQAAAAAAAAAAACAHyEgBAAAAAAAAAAAAPwIASEAAAAAAAAAAADgRwgIAQAAAAAAAAAAAD9CQAgAAAAAAAAAAAD4EQJCAAAAAAAAAAAAwI8QEAIAAAAAAAAAAAB+hIAQAAAAAAAAAAAA8CMEhAAAAAAAEmFzkQAAIABJREFUAAAAAIAfISAEAAAAAAAAAAAA/AgBIQAAAAAAAAAAAOBHCAgBAAAAAAAAAAAAP0JACAAAAAAAAAAAAPgRAkIAAAAAAAAAAADAjxAQAgAAAAAAAAAAAH6EgBAAAAAAAAAAAADwIwSEAAAAAAAAAAAAgB8hIAQAAAAAAAAAAAD8CAEhAAAAAAAAAAAA4EcICAEAAAAAAAAAAAA/QkAIAAAAAAAAAAAA+BECQgAAAAAAAAAAAMCPEBACAAAAAAAAAAAAfoSAEAAAAAAAAAAAAPAjBIQAAAAAAAAAAACAHyEgBAAAAAAAAAAAAPwIASEAAAAAAAAAAADgRwgIAQAAAAAAAAAAAD9CQAgAAAAAAAAAAAD4EQJCAAAAAAAAAAAAwI8QEAIAAAAAAAAAAAB+hIAQAAAAAAAAAAAA8CMEhAAAAAAAAAAAAIAfISAEAAAAAAAAAAAA/AgBIQAAAAAAAAAAAOBHCAgBAAAAAAAAAAAAP0JACAAAAAAAAAAAAPgRAkIAAAAAAAAAAADAjxAQAgAAAAAAAAAAAH4kyNcLAAAAAADgr9HR0aFPP/1Uu3btUn5+vkpLS9Xe3q6YmBhNnTpV99xzj3Jzc/udv2nTJm3YsEFHjx6Vw+FQZmam7rzzTt11110KCOj/Odrdu3frtddeU2Fhodra2pSamqqvf/3rWrZsmUJCQvqdV1BQoN///vc6cOCAGhsblZSUpAULFuiBBx5QZGRkv/OKi4u1atUq5eXlqa6uTgkJCZozZ44eeughJSYm9jvv7NmzWrVqlXbv3q3q6mrZ7XbNmjVLDz74oDIzM/udBwAAAMB/UEEIAAAAABhU9u3bp+9+97tau3atzp07p+uvv14LFiyQ3W7Xli1bdO+99+p3v/tdn3OffvpprVixQoWFhZo+fbpmz56t0tJS/fKXv9SPf/xjORyOPuetXr1ay5cvV15ennJycnTTTTeppqZGv/3tb7V06VK1tLT0Oe+9997TXXfdpW3btikjI0Pz589XR0eH1qxZozvvvFM1NTV9zsvPz9ftt9+uTZs2KTExUQsXLpTVatVbb72lb37zmyopKelz3smTJ3XbbbfprbfektVq1cKFC5WQkKCNGzfq9ttv1/79+y/jbxgAAADAUEcFIQAAAABgULFYLFq8eLHuvfdeTZ8+3evc5s2btWLFCq1atUq5ubmaOXOm59yWLVu0fv16JSQk6I033lBGRoYk6fz587r33nv1wQcf6PXXX9d9993n9TkPHz6sF198UWFhYVq3bp0mT54sSWpqatIPfvAD7du3Ty+99JIee+wxr3lVVVX6xS9+IafTqZUrV2rBggWSpM7OTj3yyCPavHmznnjiCa1cudJrXnNzs37605+qtbVVjz/+uL7zne94zv3617/Wq6++qp/97Gf64x//KIvF4jnncDj08MMPq66uTt/73vf06KOPes69/vrreuaZZ/STn/xEW7duVVhY2F/71w4AAABgCKGCEAAAAAAwqMyaNUsvv/xyr3BQkpYsWaLbb79dkrRx40avc6+88ookacWKFZ5wUJLi4+P11FNPSTKVgl+sIly9erWcTqe+//3ve8JBSYqIiNCzzz6rgIAArV+/Xg0NDV7z1q1bp9bWVn3rW9/yhIOSFBQUpF/96ley2Wzatm2bTpw44TXvnXfeUXV1tXJzc73CQffa09LSVFRUpN27d3ud27Vrl44ePar09HStWLHC69zSpUs1Y8YMnTt3Tu+8806vvzcAAAAA/oWAEAAAAAAwpOTk5EgyvfjcqqqqVFRUpODgYN1yyy295syYMUPDhg1TdXW1Dh486Dne3t7uCeJuu+22XvNSU1M1ZcoUdXR0aNeuXV7ntm3b1u88m82mefPmeV33xXm33nprr3mBgYFasmTJl85bsmSJAgMDe811r2P79u29zgEAAADwLwSEAAAAAIAhpbS0VJKUkJDgOXbkyBFJ0qhRo2S1WvucN3HiREnSZ5995jlWUlKilpYW2e12paWlfek899eQpMbGRpWVlXmdv5x5Pb/+tZoHAAAAwP8QEAIAAAAAhozq6mq9++67kqRFixZ5jldUVEiSkpOT+52blJTkdW3Pj93n+uL+nKdPn+41LyoqSjab7Uvn9fx6jY2NqqurkySNGDHisuf1/HN/89zfw4ULF9TU1NTv9wMAAABg6CMgBAAAAAAMCZ2dnXrkkUd08eJFzZo1SzfffLPnXHNzsyQpLCys3/kRERGS5BWeXc688PDwKzav58f9ze1r3uV8Tfe8vuYCAAAA8C8EhAAAAACAIeHJJ5/Unj17lJSUpOeff97XywEAAACAAYuAEAAAAAAw6D3zzDN6++23lZCQoNdee82r/6DUXT3X0tLS7+dwV9W5Kwkvd567cu9KzOv5cX9z+5p3OV/TPa+vuQAAAAD8CwEhAAAAAGBQe+655/T6668rNjZWr732mjIyMnpd4+7LV1lZ2e/nqaqq8rq258dnzpzpd577XF/zGhoa1NjY+KXzUlJSPMdsNpuio6Mlefc0vNTX6/nnS82z2+0EhAAAAICfIyAEAAAAAAxav/nNb7R27VrZ7XatXbtWI0eO7PO6nJwcSdLx48fV2tra5zWHDx+WJI0bN85zLCsrS1arVXV1dSorK+tz3qFDh3rNi4yMVFpamtfnvZx5Pdd6qXnu6y53nvv4F+cBAAAA8D8EhAAAAACAQemFF17QmjVrFB0drbVr12rs2LH9XpuUlKTx48ero6ND77//fq/z+fn5qqqqUkJCgqZOneo5HhISojlz5kiSNm7c2GteeXm5Dh48qODgYM2dO9fr3Pz58/ud19jYqB07dkiSFi5c2Oe8TZs29ZrX1dWlzZs3f+m8zZs3q6urq9dc9zoWLFjQ6xwAAAAA/0JACAAAAAAYdF566SWtXr1aUVFRevXVVy+rKu7++++XZILFU6dOeY7X1NTo6aefliQtX75cAQHet8rLly+XxWLRH/7wB0/1nmR6Fj722GNyOBy6++67FRUV5TXvvvvuk9Vq1Z/+9Cdt377dc7yzs1NPPPGEGhsbtWDBgl5Vj3fccYcSEhK0d+9evfnmm17nXnjhBZWVlSknJ8cTXLrNnTtXY8aM0alTp/Tiiy96nXvjjTeUn5+vxMRE3XHHHZf8uwIAAAAwtFmcTqfT14vAlVdRUaH58+dr+/btXv0sAAAAAAxOvMbvtn37dj344IOSpAkTJmjUqFF9XpeVleUJBd2eeuopbdiwQaGhoZo9e7aCgoK0Z88eT1j38ssvKzAwsNfnWr16tV544QUFBgZq5syZioyM1L59+1RTU6PJkydr3bp1CgsL6zXvvffe089//nM5HA5NmzZNiYmJKigo0OnTp5Wenq4NGzYoLi6u17z8/HwtX75cra2tGj9+vDIyMvT555/r5MmTiomJ0fr165WVldVr3okTJ3TPPfeorq5O2dnZGjt2rEpLS1VUVCSr1ao1a9Zo+vTpvebx8wUAAAAMLZd6jR/kgzUBAAAAAPA3q6+v93xcWFiowsLCPq+bMWNGnwHhtGnT9Oabbyo/P18Oh0NZWVm68847ddddd/WqHnRbvny5xowZo7Vr1+rw4cNqa2tTamqqli5dqmXLlikkJKTPed/4xjeUmpqqV155RQcOHFBBQYGSkpK0bNkyPfDAA4qMjOx37e+++65WrlypvLw8HTt2TPHx8fr2t7+tH/7wh0pMTOxz3siRI7Vx40atXLlSu3fv1tatW2W323XrrbfqoYceUmZmZp/zAAAAAPgXKgiHKJ7+BAAAAIYWXuPjauLnCwAAABhaLvUanx6EAAAAAAAAAAAAgB8hIAQAAAAAAAAAAAD8CAEhAAAAAAAAAAAA4EcICAEAAAAAAAAAAAA/QkAIAAAAAAAAAAAA+BECQgAAAAAAAAAAAMCPEBACAAAAAAAAAAAAfiTI1wuQpI6ODn366afatWuX8vPzVVpaqvb2dsXExGjq1Km65557lJub2+/8TZs2acOGDTp69KgcDocyMzN155136q677lJAQP8Z6O7du/Xaa6+psLBQbW1tSk1N1de//nUtW7ZMISEh/c4rKCjQ73//ex04cECNjY1KSkrSggUL9MADDygyMrLfecXFxVq1apXy8vJUV1enhIQEzZkzRw899JASExP7nXf27FmtWrVKu3fvVnV1tex2u2bNmqUHH3xQmZmZ/c4DAAAAAAAAAAAAvmhAVBDu27dP3/3ud7V27VqdO3dO119/vRYsWCC73a4tW7bo3nvv1e9+97s+5z799NNasWKFCgsLNX36dM2ePVulpaX65S9/qR//+MdyOBx9zlu9erWWL1+uvLw85eTk6KabblJNTY1++9vfaunSpWppaelz3nvvvae77rpL27ZtU0ZGhubPn6+Ojg6tWbNGd955p2pqavqcl5+fr9tvv12bNm1SYmKiFi5cKKvVqrfeekvf/OY3VVJS0ue8kydP6rbbbtNbb70lq9WqhQsXKiEhQRs3btTtt9+u/fv3X8bfMAAAAAAAAAAAAGAMiApCi8WixYsX695779X06dO9zm3evFkrVqzQqlWrlJubq5kzZ3rObdmyRevXr1dCQoLeeOMNZWRkSJLOnz+ve++9Vx988IFef/113XfffV6f8/Dhw3rxxRcVFhamdevWafLkyZKkpqYm/eAHP9C+ffv00ksv6bHHHvOaV1VVpV/84hdyOp1auXKlFixYIEnq7OzUI488os2bN+uJJ57QypUrveY1Nzfrpz/9qVpbW/X444/rO9/5jufcr3/9a7366qv62c9+pj/+8Y+yWCyecw6HQw8//LDq6ur0ve99T48++qjn3Ouvv65nnnlGP/nJT7R161aFhYX9tX/tAAAAAAAAAAAA8EMDooJw1qxZevnll3uFg5K0ZMkS3X777ZKkjRs3ep175ZVXJEkrVqzwhIOSFB8fr6eeekqSqRT8YhXh6tWr5XQ69f3vf98TDkpSRESEnn32WQUEBGj9+vVqaGjwmrdu3Tq1trbqW9/6licclKSgoCD96le/ks1m07Zt23TixAmvee+8846qq6uVm5vrFQ66156WlqaioiLt3r3b69yuXbt09OhRpaena8WKFV7nli5dqhkzZujcuXN65513ev29AQAAAAAAAAAAAH0ZEAHhpeTk5EgyvfjcqqqqVFRUpODgYN1yyy295syYMUPDhg1TdXW1Dh486Dne3t7uCeJuu+22XvNSU1M1ZcoUdXR0aNeuXV7ntm3b1u88m82mefPmeV33xXm33nprr3mBgYFasmTJl85bsmSJAgMDe811r2P79u29zgEAAAAAAAAAAAB9GRQBYWlpqSQpISHBc+zIkSOSpFGjRslqtfY5b+LEiZKkzz77zHOspKRELS0tstvtSktL+9J57q8hSY2NjSorK/M6fznzen79azUPAAAAAAAAAAAA6M+ADwirq6v17rvvSpIWLVrkOV5RUSFJSk5O7nduUlKS17U9P3af64v7c54+fbrXvKioKNlsti+d1/PrNTY2qq6uTpI0YsSIy57X88/9zXN/DxcuXFBTU1O/3w8AAAAAAAAAAADgNqADws7OTj3yyCO6ePGiZs2apZtvvtlzrrm5WZIUFhbW7/yIiAhJ8grPLmdeeHj4FZvX8+P+5vY173K+pnteX3MBAAAAAAAAAACAvgzogPDJJ5/Unj17lJSUpOeff97XywEAAAAAAAAAAAAGvQEbED7zzDN6++23lZCQoNdee82r/6DUXT3X0tLS7+dwV9W5Kwkvd567cu9KzOv5cX9z+5p3OV/TPa+vuQAAAAAAAAAAAEBfBmRA+Nxzz+n1119XbGysXnvtNWVkZPS6xt2Xr7Kyst/PU1VV5XVtz4/PnDnT7zz3ub7mNTQ0qLGx8UvnpaSkeI7ZbDZFR0dL8u5peKmv1/PPl5pnt9sJCAEAAAAAAAAAAHBZBlxA+Jvf/EZr166V3W7X2rVrNXLkyD6vy8nJkSQdP35cra2tfV5z+PBhSdK4ceM8x7KysmS1WlVXV6eysrI+5x06dKjXvMjISKWlpXl93suZ13Otl5rnvu5y57mPf3EeAAAAAAAAAAAA0J8BFRC+8MILWrNmjaKjo7V27VqNHTu232uTkpI0fvx4dXR06P333+91Pj8/X1VVVUpISNDUqVM9x0NCQjRnzhxJ0saNG3vNKy8v18GDBxUcHKy5c+d6nZs/f36/8xobG7Vjxw5J0sKFC/uct2nTpl7zurq6tHnz5i+dt3nzZnV1dfWa617HggULep0DAAAAAAAAAAAA+jJgAsKXXnpJq1evVlRUlF599dXLqoq7//77JZlg8dSpU57jNTU1evrppyVJy5cvV0CA97e5fPlyWSwW/eEPf/BU70mmZ+Fjjz0mh8Ohu+++W1FRUV7z7rvvPlmtVv3pT3/S9u3bPcc7Ozv1xBNPqLGxUQsWLOhV9XjHHXcoISFBe/fu1Ztvvul17oUXXlBZWZlycnI8waXb3LlzNWbMGJ06dUovvvii17k33nhD+fn5SkxM1B133HHJvysAAAAAAAAAAABAkixOp9Pp60Vs375dDz74oCRpwoQJGjVqVJ/XZWVleUJBt6eeekobNmxQaGioZs+eraCgIO3Zs8cT1r388ssKDAzs9blWr16tF154QYGBgZo5c6YiIyO1b98+1dTUaPLkyVq3bp3CwsJ6zXvvvff085//XA6HQ9OmTVNiYqIKCgp0+vRppaena8OGDYqLi+s1Lz8/X8uXL1dra6vGjx+vjIwMff755zp58qRiYmK0fv16ZWVl9Zp34sQJ3XPPPaqrq1N2drbGjh2r0tJSFRUVyWq1as2aNZo+fXqveRUVFZo/f762b9/u1RMRAAAAwODEa3xcTfx8AQAAAEPLpV7jB/lgTb3U19d7Pi4sLFRhYWGf182YMaPPgHDatGl68803lZ+fL4fDoaysLN1555266667elUPui1fvlxjxozR2rVrdfjwYbW1tSk1NVVLly7VsmXLFBIS0ue8b3zjG0pNTdUrr7yiAwcOqKCgQElJSVq2bJkeeOABRUZG9rv2d999VytXrlReXp6OHTum+Ph4ffvb39YPf/hDJSYm9jlv5MiR2rhxo1auXKndu3dr69atstvtuvXWW/XQQw8pMzOzz3kAAAAAAAAAAABAXwZEBSGuPJ7+BAAAAIYWXuPjauLnCwAAABhaLvUaf8D0IAQAAAAAAAAAAABw9REQAgAAAAAAAAAAAH6EgBAAAAAAAAAAAADwIwSEAAAAAAAAAAAAgB8hIAQAAAAAAAAAAAD8CAEhAAAAAAAAAAAA4EcICAEAAAAAAAAAAAA/QkAIAAAAAAAAAAAA+BECQgAAAAAAAAAAAMCPEBACAAAAAAAAAAAAfoSAEAAAAAAAAAAAAPAjBIQAAAAAAAAAAACAHyEgBAAAAAAAAAAAAPwIASEAAAAAAAAAAADgRwgIAQAAAAAAAAAAAD9CQAgAAAAAAAAAAAD4EQJCAAAAAAAAAAAAwI8QEAIAAAAAAAAAAAB+hIAQAAAAAAAAAAAA8CMEhAAAAAAAAAAAAIAfISAEAAAAAAAAAAAA/AgBIQAAAAAAAAAAAOBHCAgBAAAAAAAAAAAAP0JACAAAAAAAAAAAAPgRAkIAAAAAAAAAAADAjxAQAgAAAAAAAAAAAH6EgBAAAAAAAAAAAADwIwSEAAAAAAAAAAAAgB8hIAQAAAAAAAAAAAD8CAEhAAAAAAAAAAAA4EeCfL0A+IHCd6Tqo9KoRVLyVCmAXBoAAAAAAAAAAMBXCAhx9VUekD75N2nXc1JEgjRyoTR6kZR9s2SN9vXqAAAAAAAAAAAA/AoBIa6+Rc9IX3tYOrFNOr5VOrpZKlgvBQRJabOkUQulUYulhDGSxeLr1QIAAAAAAAAAAAxpBIS4NiLipMnfNqOrU6rYJx3fIh3bKn3whBn2NBMUjl4sZdwgBYf5etUAAAAAAAAAAABDDgEhrr3AICl9lhkLnpLqyk1l4fEPpL+8Ie1bLQWFSVk3dVcX2lN9vWoAAAAAwLVwfJtUtkfKnCOlzZSCQn29IgAAAGDIISCE79lTpeuXmdHRKpV+5Kou3CIde1/Sz6TEHGnUIlNdmDLDhIwAAAAAgKHnbKH08W+lP79gHh5NnyVlzZOy50mJ46WAAF+vEAAAABj0SFkwsARbpVELzPi730jnj5mg8PhWac+/mZtEq10aOd8EhiMXmu1LAQAAAABDww0/MQ+Qln4sFe+QTu6QPnhc+kBSRIKUeZMJC7PmSdEjfL1aAAAAYFAiIMTAZbFICWPM+NqPpdZ6c2N4fKsZhX+UZJFSprt6Fy6Shk8y8wAAAAAAg1dopDTmFjMkqf60VLyzexS+bY7HjzZBYdZc08veGuWT5QIAAACDDQEhBg9rtDT+W2Y4HNKZv0jHXGHhjmfMiExy9S1cZG4QQyN9vWoAAAAAwFcVPUKaeo8ZTqd0tshUFxbvlA78p5T/imQJlFKud1UXzpVGTJMCg328cAAAAGBgIiDE4BQQYG72RkyT5v0vqfGcdPwD07uw6E/mBjEwREqf7aouXCzFZft61QAAAACAr8pikYZPMGP2j6TONql8r9lxpniHtPM5aeezUkiklHljd//CuJHsOAMAAAC4EBBiaLAldj9N2tUhle1x9S78QNryv8yIzTZB4aiFUvrXpKBQX68aAAAAAPBVBYVKmXPM0JNSc61Usru7f+HRzea6qBRTWZg9z/QxtCX4cNEAAACAbxEQYugJDO6+OVz8L1JtSXd14b41Ut4qKcRmbgxHLTIjKsnXqwYAAAAAXAnhsd3tKSSptthsRXpyh/T5JungG+b48InmvjBrntl9JjjMRwsGAAAArj0CQgx9sZlS7v1mtDeZJ0mPbTG9Cz9/z1wzfJKrunCR2bY0INC3awYAAAAAXBmxWWZM/57k6JIqD3b3L8z7D+mTf5UCQ6W0md0VhsMnm9YWAAAAwBBFQAj/EhIhjfk7M5xO6dyR7rDwzy9Ku5+XwuOkkQtMWDhyvhQW4+tVAwAAAACuhIBAKWWaGXNWmIdIT33i6l+4U9r+tBlhsVLWTaa6MGuuFJPu44UDAAAAVxYBIfyXxSING2/GjT81fSpOfmjCwuMfSIf+S7IESqm50mjXVqSJOTS1BwAAAIChIiTC9KkftdD8+eJZExS6+xcWvWuOx2aZsDB7npRxoxRm99mSAQAAgCuBgBBwC4+VJv69GY4u6fR+V3XhFmnbU2ZEp7puHhebHoch4b5eNQAAAADgSokcJk3+thlOp1R9tDssLHhL+nSNZAmQkq8zYWHWPCnleikoxNcrBwAAAP4qBIRAXwICpdQZZsx/XGqo7K4sLPgv6dNXpSCreXJ09GITGsZk+HrVAAAAAIArxWKREseaMfMBqbNdOv2pazvSHd1tKoIjpIyvdVcYJoxl5xkAAAAMeASEwOWISpamfdeMzjbp1MfSsa2munDzCnNN/BjXVqSLTXP7wGBfrhgAAAAAcCUFhUjps824+RdSS51U+mezJenJHeahUkmyDTd9C7Nd/Qsjh/tsyQAAAEB/CAiBv1ZQqJR9sxl/95x0/oQJCo9vlfL+Q/rkX6XQaHMzOHqxNHKBZEv09aoBAAAAAFdSmF0ad6sZklRX1l1deHyrdOgtczwxx1QXZs01lYYhEb5aMQAAAOBBQAh8VfEjzZj1kNR20Tw9emyL2Y70yJ8kWaTkqa6tSBdJSVOkgABfrxoAAAAAcCXZ06Rp95nhcEhVh7r7F+77g5S3UgoIllJzpey5UtbNUvIU0+ICAAAAuMYICIErKTSy+wlSp1M6U2CCwuNbpJ3PSTuflSISTVA4epF5itQa5etVAwAAAACupIAAE/4lT5FueFjqaJHK9nRXGH74jBnWaClzTnf/wtgsX68cAAAAfoKAELhaLJbuG8KbHpGazksntpnqws83SQffkAKCpLRZrurCxVL8KJrZAwAAAMBQExzW3apCkhqrpZJdrgrDndJnm8xxe3p3/8LMm6TwWB8tGAAAAEMdASFwrUTES5P/0YyuTql8r+lLcXyrtPWfzYjJMEHh6EVS+g1SsNXXqwYAAAAAXGm2BGni35vhdEo1J1zVhTulonelA+tk2lVMMYFh1jwpbaYUFOrbdQMAAGDIICAEfCEwyDSnz/iatPBp08z++Fbp2FbpwH9K+a9IweHmidHRi8yWpNEpvl41AAAAAOBKs1jMbjLxo6Tc+80Dpaf3m+rC4p3SJ/8qffSSFBQmpc821YVZc6VhE9iBBgAAAH8zAkJgILCnSdd/34yOFqnkz67qwi3Ssf9rrhk2wdW7cLE0YroJGQEAAAAAQ0tgkJSWa8bc/ym1NkinPu7uX7j1n811EQnd1YVZc6XoEb5bMwAAAAYdEgZgoAkOM1WDoxdJzuel6qOuoHCr9PHvpI/+txQWI2XPN2HhyAX0pQAAAACAocoaJY35OzMkqf60qSx0Vxge/m9zPH60CQuz50kZN0ihkb5aMQAAAAYBAkJgILNYpMSxZnzt/5Fa6qSTH0rHPzAVhoVvS5YAKeX67upCtpkBAAAAgKEreoQ09R4zHA7pXJEJCk/u6G5ZERBkdp7JnmdCwxHT2IUGAAAAXnh1CAwmYXZpwh1mOBxS5V9c1YVbpA9/ZUZksjRqoQkLM2+SQm2+XjUAAAAA4GoICJCGTzRj9o+kjlapfG93heHO56Sdz0qhUaaq0F1hGDeSB0sBAAD8HAEhMFgFBEgp08yY95h0sapHZeE70oF1UmCIuQkctdhsWRqb5etVAwAAAACulmCrlHWTGXpSaq6VSnZ19y88utlcF5UiZc/t7l8YEe+7NQMAAMAnCAiBoSJyuHTdUjM626WyPSYsPLZFev9RM+JGdoeFabOloBBfrxoAAAAAcLWEx0rjbzdDkmqLu8PCzzZvfBbSAAAgAElEQVRJf3nDHB8+sbu6MG2WFBzmuzUDAADgmiAgBIaioJDup0YX/4u5CTz+gQkL962W8lZKIZHmidFRi82WpJHDfb1qAAAAAMDVFJtlxvXLJEeXVHlQKv5QOrlTyvt36ZOXpcBQKW1md//C4ZPMDjYAAAAYUggIAX8QmyXl/sCM9iapeJerd+FW89SoJCVNdlUXLpaSr+MGEAAAAACGsoDA7rYVcx6R2hrNTjTuCsNtT0l6SgqLdT2A6qowtKf5eOEAAAC4EggIAX8TEiGNXWKG0ymdLXRtRbpV+vML0u7fSOHxpqpw1CIp+2YpzO7rVQMAAAAArqZQm+s+cKH588UqqXinGSd3SEXvmuOx2aZvYfY8KeNG7hcBAAAGKQJCXHUrd5zQvtJaTUqxa0pqtCal2BVvC/X1siBJFovpNTF8onTjz0wD+xPbXdWF70sFGyRLoNleZtQiU12YMNbMAwAAAAAMXZHDpcn/aIbTKVV/3l1dWPCW9OkayRIgjZhmqguz5kop19PrHgAAYJAgIMRVFxMeoqr6Vu0+dlwOpzk2wh6myanRmpxi16QUuyamRMsWyo+jz4XHSpP+wQxHl1Sxr7u6cNuTZkSnSaMXme1IM2+keT0AAACAK+pwRb0Oll/QuKQojUuKUgT3ir5nsUiJ48yY9aDU2W7uF4t3mNDQvRtNcISUcYOrf+FcHjAFAAAYwHiVjavu7tw03Z2bpqa2ThWertehinodrKjToYo6bT5cJcncL4xMsGlyql2TU6I1OdWuscOjFBJEHzyfCXBVDqbNlOY/IdWfNmHh8a3SwfXSvj9IQVYpc053dSG9KAAAAAB8Re8dqtQru4slmXvFjLgI5SRHaXxylHKSojQ+OVoJkexK41NBIVLG18y4+Z+llgtS6UfdFYbHt5jrIpNMUOiuMIwc5rs1AwAAwAsBIa6ZiNAg5WbFKTcrznOsprFNh07Xq6C8Tocq6rXj83N6e3+FJCkkMEDjkqNMYJhi1+TUaGXF2xQQwNOHPhE9Qpr+T2Z0tEqnPpKOfyAd22JCw80rpIRx3dWFqblSIL9iAAAAAPx1/uffjdV9szN0pLJBRZUNOnLG3DP+f4fOeK5JiAz1CgxzkqOUHhvO/aKvhMVI4241Q5IunHL1L9xh7hkLNpjjiTkmLMyeJ6XPlkIifLZkAAAAf8e79/CpOFuo5o1J1LwxiZIkp9Op03UtKiiv16GKOh0sr9Mf91foP/eckiRFhgZpwohor0rDpGirLGxZcm0FW6WRC8y45Tmp5oQrKNwi7Vkpffw7KTRaGnmzCQtHLzbblwIAAADAJVgsFiXbw5RsD9OCnO6Ks/rmDh0506CiynodOdOgI5UN+vPx8+py9bKwhQZpXFKkV2g4aphNoUGBvvpW/FdMujTtPjMcDqmqwFVduNPsRpO3UgoINg+WZs+Vsm6WkqeYnWwA+JW65nbll9Qqr7hWe0tqVFbbrLTYcGUl2JQVH6GshAhlJ9iUGR/BltMAcIXxWxUDisViUUpMuFJiwvX1SUmSpC6HUyerG1VQXqeCClNpuOajYnV0mZvAeFuopqRGa1KKXZNT7Zo0IloxETRFv2YsFil+lBmzfyi1Nri2lNlqKgyL3pVCbNLsH0mzHpJCI329YgAAAACDUHR4sGZlx2lWdveuNK0dXTp+tlFHztSbasPKBr29v0LrXA+ZBgVYNDLR5gkMxydHKSc5SlHWYF99G/4nIEBKnmrGjT+V2pulsj2u/oU7pQ+fMcNqNy0ssuZKo28xu9gAGHJqGtuUX1KrvSW1yiuu0dGzF+V0SqFBAZqaZtc3pySrvLZFB8sv6L1DlXI6u+cOiwpVVrxNWQkRJkBMiFBWfIRSYsIVSAU5APzVCAgx4AUGWDR6WKRGD4vUP0xPlSS1dXbpszMXvULD7Z+f87xoSI8LN4Ghq8pwQnK0wkJ4EvGasEZJOd80w+GQKv8iffyStPNZKf/30o0/k6YvM1WIAAAAAPAVWIMDNTElWhNToj3HHA6nSmuaXNWGJjTcdaxafzxQ4bkmNTZM45O8Q8PhUexOc02EhEsj55shSY3VUsmu7v6Fn22U/u+j0nX3SnMekaKSfLteAF9J9cU27S2p0V5XheCxs42SpLDgQE1Lj9HXJyYpNytOk1Oje1V8t3Z06VRNs4qrG1V8vknF1U0qPt+o9w6dUX1Lh+e6kMAApceFdweHrsrDrHgbRQQA8CUICDEohQYFakqqXVNS7Z5jF1s7dPh0vWd70v2ltdpUUCnJhIyjEm2akmp3VRpGa/SwSAUHBvjqW/APAQFSyjTp229Ip/dL238pbXlM2rNKmvuoNPlu+hQCAAAAuKICAiyuyhKbvjEp2XP83MVWT2B4pLJBR8406P2iKs/52IgQ1/akUZ7gMDPeRlXK1WZLkCb+vRlOp3T+mLT3P6QD66SDb0ozlktfe1iKiLv05wLgc2cbWpVXXKO9JbXaW1yjk9VNkqSIkEBNy4jVN6eM0MysWE0cYVdI0Je/L2cNDtSY4ZEaM9x7Nyqn06napnYVn29SSXWTTp5vVHF1k06ca9SHn5/z7DomSTHhwZ7QMNMVGmYnRCgtLpwtqAH4Pd6Zx5ARaQ3W7Ox4zc6O9xw7d7FVh9z9DCvq9X5Rld7aVy7JbF0wYUS0JqVEe4LDjLhwnhi9WkZMk+79P6bnxPZfSht/JH38snTzP5tqQ/7eAQAAAFxFiZFWJY6xat6YRM+xxrZOfebqZ+jubbj241K1dzkkSdbgAI0d3jM0jNbY4ZGyBvOm8lVhsUgJY6RvvGTaVOz8tfTJv0mfvmZaVsx6yOxaA2DAqKxr8VQI5hXXqLSmWZIUGRqk6Rkx+ofpqZqZFacJyVEKukIP6lssFsXZQhVnC9X1GbFe5zq7HKq40KJiV2h4srpJxdWN2nmsWv+9v7uSPMAipcaGm+DQs22p6XeYGBnK+4MA/AIBIYa0xEirFuRYPY3tnU6nymqbVVBRr4LyOh2qqNOG/DKt/bhUkhQdFqxJKdGanGL3BIeJUWyFeUVlzZUyb5I+f0/a/ivpv++TkqZI85+Qsm8mKAQGMYfDqePnGrX/1AXtP3VBB8ou6FxDq9LiIpQZH65M142X+dimmPBgbroAAIBP2UKDdH1GrNcbzO2dDp2sblSROzSsbNDGgkq9ubdMknlTOTvB5hUa5iRFsY3dlRabJd3xinTDT6Qd/yLtek7Kf0X62k+kGfebrUoBXHPltc2e/oF7S2pUXtsiSYqyBmlGZqy+MzNduZlxykmO8kkFdlBggDLiI5QRH6Gbx3qfu9jaoRL3VqXVjTrp+nhPcY1aOxye62yhQcp0bVNq/tu9bWl4CG+nAxg6+I0Gv2KxWJQeF6H0uAjdNtlsNdPZ5dDxc42ufoYmOPz3XSfV5TDbEQyPsmpyarQmpZgtTSemRNPQ/quyWKRxt0pjlkiH/kva8f9Kb9whZdwozX9SSr3e1ysEcBka2zpVUF7nFQhebO2UJMVFhOi69BjNGRWvstpmHals0Jais57frZJ5KCMjPsL1xGaE5+OM+AjZQnmJAgAAfCMkKEDjkqI0LilKfz8tRZJ52LTiQosnMCyqbNDeklr96WClZ15ytFU5yVHKcQWG45OjlBITxgNRX1XiOFfbigPSh89I256U8laZ/oTX3ScFEcwCV4v7Qfu8YncPwVqdrjOBoD08WLmZsfqn2ZnKzYrV2OG+CQT/GpHWYE1KMbuI9eRwOFXV0OrpcWgqD83DrxsLKuXsvo1VUrTVEx5muSoPsxNsSraHDfjvHwC+iHff4PeCArtv/v5xhjnW0t6lI2dMP8OCijodqqjXlqKznjlZCRGanGLX5JRoTUq1Kycpii1m/hYBgdKUu6UJd0qfrpV2Py+tWSCN+bo0/3FzIwhgQHC/KeYOA/efuqDPqxrkcJrMf3RipL4xKVnT0mM0LT2mzy2bO7ocKq9tVsn5Jq+xt7hG7/7ltNe1CZGhpuIwzvSJyHSFiGmx4fy+BQAA15zFYlFqbLhSY8N1y4Qkz/GaxjZ9duaiiirrTX/DMw368PNzcj8TFWUN8qoyHD8iStkJNgVfoW32/MqI66Sl70inPjG70WxeYdpWzH1UmvSP9LcHrgCn06ni802uMNCEglUNrZLMQ6C5WbG6f06WcrNiNToxUgFDJBALCLAo2R6mZHuYbhgV73WutaNLpTXdVYcmRGzSxoOVanA9ICuZh0sy4sI9oaHphRuh7HibosMpNAAwMPHqCehDWEigpqXHalp69zYz9c0dOnS6zlNp+PGJ8543tIMCLBqbFOkKDe2anGrXyESa2V+2oFBp5v+Qpn5Hyvt36ZOXpVWzpMn/KM39X1JMuq9XCPidts4uFVU26ECPQPDcxTZJprn8lDS7fjhvpKZlxGpKql3RYZe+4QkODHDdJNl6nWtpNzddpefNzVbJefPxts/OqubTds91Fos0wh7mCQx7Vh6OsIddsZ4WAAAAlyPOFqobRoV6vaHc0t6lz6saPIFhUWWD3sg7pbZOs31dSFCAxgyL9ASG45OjNHZ4lCLYQeHypM+W/mmzdHK7CQr/z0PSR7+V5j0m5XxLCuD1IHC5nE6nTpxrVF5JrfYW12hvSa2qXfd9CZGhys2MVW5WnGZmxmpkos0vK6KtwYEaO9z8nu7J6XSqpqm9Ozh0bVd67NxFbfvsrDp77J4TGxHi2aK0e7tSm9JiwxUSxO8sAL5jcTp7FkljqKioqND8+fO1fft2paSk+Ho5Q1ZVfasOunoZuisN3dvrhYcEasKIaE1OidbkVBMcsr3MZWqulT7631L+asnRJU3/J7N9jC3R1ysDhqzzjW0mDCy7oAOnLqigol7trjexUmPDNC3NVAZelx6jMcMir2kQV9/SodIvVB26A8SLbd1PbAYHWno0mTfBYWa82fZlWBRN5gEMfrzGx9XEz9fV1dnlUMn5Jk9g6K44rGvukGQegsqMi9C4ZBMYmi1Ko5UQGerjlQ9wTqf02SbTo7D6c2n4ROnmx6VRi+hvD/TB4XDq2LmLXhWCNU3mgczhUVblZsUqNzNOM7NilRkfwT3U38i9e05xtbl3LT7fqJPVJkA839jmuS4wwKLUmDCv0DAzPkLZCRFKiOQeFsBXd6nX+ASEQxQ3d77hcDhVUtNkAkPX9qRFlQ2eN9ljI0I0KSXaVWVo+hrG27jh61dDpbTr19KB16UgqzTzAWn2j6Qw+6XnAuiXw+HU8XON+vRUrekdeOqCSmuaJZmQbcKIaK9AcFiU1ccr7pvT6dT5xnZPWFjs+m/J+SaV1DR5fvdKUlhwoCswDHdVHtpcH9sUEx7MjReAQYHX+Lia+Pm69pxOp87Ut3p6Gh45Y0LDigstnmsSIkM13hMaRmt8cpTSYsOHzLZ+V4yjSzr839LOZ6ULpVLKDNO2InOOr1cG+JTD4dRnVQ3aW1yrvOIa7Sut1QXXgwkj7GHKzYzVzKw45WbFKi22d5sIXHn1LR2uh15d25W6+h2WnG/yVJpLUmRokDITIryCQ3ffw7AQ2m4AuDwEhH6Km7uBo73ToWNnL3ZXGpbX6/i5i56eFCPsYZqSajfBYapdE0ZEy8bWMt7OnzBPhBa9I1nt0g0PSzPul0LCfb0yYFBobOvUwbI6s1Vo2QX9peyCp9o5LiJE16XHaLqrd+CEEdFDosefw+HUmYZWlVSbG6+S882u/zap/EKLunps9xIdFuzZprTnlqUZ8RH8PgYwoPAaH1cTP18DR31Lh454tiet15HKBh0/1+h5/WILDdK4pEhPlWFOcpRGDbMpNGjwv4b7yro6pL+8Lu16XrpYKWXNlW5+QkqZ5uuVAddEZ5dDR840eCoE80tqPX3yUmPDNDMzTrlZccrNjFVqLO+pDCQOh1OV9S3dVYc9ti09XdfidW1ytNXT4zAzvnvb0hH2MB4gAeCFgNBPcXM3sDW1darwdL0OVdTrYIUJDstrzT/2Fos0KtGmSa5ehpNTojV2eBR7kkvSmQLTY+LEB5JtuGlGP3WpFEizZ8DN6XSq4kKLp2/gp6cu6GhVgxxO8/tlzLBIXZce46kQTI/zv6dE3du9eG1XWtOkkuomVda3el2bEBnq2qa055alEUqNDR8SQSqAwYXX+Lia+Pka2Fo7unT8bKOnyvBIZYM+O9OgpvYuSVJQgEWj3H0Nk6OU4xpRVj+9V+pokfatMa0rmmukMUukeb+Qhk/w9cqAK6qjy6HC0/Xa6+oh+GnpBU8bhsz4CFcPQbNtaLI9zMerxd+qpb1LpTVNX+h3aCoQe7bdCA0K8FQautttuPseRof56b8HgJ8jIPRT3NwNPjWNbTp0ul4F5aaXYUF5nWcf+JDAAI1LjtKUlGhPcJgVH+G/TwWVfixtf1oq3yvFZpkbvfF30Iwefqmts0tFlQ3aX3rBUyHobiofERKoqWlmm9Bp6TGakmrnpuASWtq7dKrWhIVeW5aeb/L8TpZM2DrCHubartS78nCEPeya9mgE4D94jY+riZ+vwcfhcOpUbbOnn6F7q9Ke/a1SY8M0PslUGZqtSqP9qzdz20Up7z+kT/5VamuQJtwpzXtMisv29cqAv0l7p0OHT9cpr7hWe0tq9WlprZpdDwpkJ0R4qgNnZsUN2FYRuHLcbTe+GBoWn29SWW2z18458bYQZcX32KrUVYGYFhuuYO5fgSGLgNBPcXM3+DmdTp2ua1FBeb0OVdTpYHmdCk/Xe54QjQwN0kRXYDjF1c8wKdrqPzd6Tqd0bIv04a+ks4XSsInS/CekUQtpRo8hrfpimw6Umb6B+09d0KHT9Z5ee6mxYaYyMCNW09JiNGZ4pAL99UGCq6C+pcMrMOxZedjzqc3gQItSY8O9tix1P73pV2/IAbjieI2Pq4mfr6Hj3MVWT2Do3qq05HyT53xsRIirp2GUJzjMjLcN7deNzbXSJy9Le1+ROtukKXdLNz0q2VN9vTLgS7V1dqmgvF57i2uUV1KjA6fq1NJh3hcaPcym3EzTP3BGZqwSIwkE0a2jy6Gy2ubuqkP31qXnG3W+sfvh16AAi9Jiw72DQ9e2pfG2EO5fgUHuUq/xaawDDFAWi0UpMeFKiQnX1yclSZK6HE6drG5UQXmdCipMpeGaj4rV0WVy/oTIUE1OidbkFLsmubYntYeH+PLbuHosFmnMLdKoRVLhH6Udz0jr/0FKmyXNf1JKn+XrFQJfWZfDqePnLnq2C91/6oJO1TRLMpXFE0ZE6b5Z6ZqWHqPr0mKUyBOiV1V0WLDZ+jnV7nXc/dSmOyzsWXn45+PnvRrNhwUHugLDcFfloc31sU0x4cHcfAEAgK8sMdKqxDFWzRuT6DnW2Napz864qwzrdeRMg9Z+XKr2LvM6xRocoLHDu6sMc5KjNHZ45NDZUj08VlrwlJT7gPTnF6X9a6VD/yVN/550488kW+KlPgNwTbR2dOlA2QVPD8G/lNWprdPhaRfx7etTNTMrVtdnxCrOFurr5WIACw4MUHaCTdkJNknDvM7VN3eo+Ly72rA7PPzohPf9a6Q1yBMWev6bEKGMuAiFhQyRfx8AP0cF4RDF05/+o7WjS59XXfSEhgXldTpZ3f10aHpcuAkMU6I1JdWu8cnRQ/Mf8c526S//Ke36jdR41gSHNz8uJU3y9cqAy3axtUMF5fX69FSt9p+6oINldZ7KtHhbiK5z9Q2clh6jCSOih84bNkOYw+HUmYZWlVQ3qcQVIJacb1RpTXOvLV+iw4I925T23LI0Iz5CtlCe6QLAa3xcXfx8+Z/2TodOVjf22J7UBIcXW83rzwCLlJ1g8/Q0HJ8crZykKMVEDIGHUOvKpV2/lg6ul4JCpdwfSLN/bIJE4Bpqbu/UgVN12ltSo73FtTpYXqf2LocCLFJOcpSpEMw0FYJD9gFwDBgOh9nNrOd2pSWujyvrW72uHWEPMxWHPYLDzPgIJUeH+W9LJGAAYotRP8XNnX9raO1QYUW9CircPQ3rPP+QBwZYNHpYpKk0TDXB4ehhkUNnv/H2Zin/Femjl6TWemnC39NjAgOS0+lUeW2L9pfVuqoD63S0qkEOpzxPh16XHqPprkAwLTac6rIhpqPLofLaZk+z+Z5bln7x5ishMtS1TWnPLUsjlBobTlAM+BFe4+Nq4ucLknmNWnGhxYSFrp6GR8406EyP1ybJ0VblJHf3NcxJilJKTNjgfK16/oS081mp8G0pNFqa/SNp5v+QQiN9vTIMUU1tnfr01AXtLa7R3pJaFZTXqdPhVGCARROSozw9BKdnxNI/HgNKc3unKyzsDg2LXX9u7NFywxocoIy4CGX3CA3dAWKUlZ9p4FojIPRT3Nzhi85dbNWh8npTZegKDutbOiSZf7zHJ5utSSenmv+mxw3yMKKlzvSYyPt3qatdmrrU9JiISvL1yuCn2jq7VHi6wdM7cH/ZBVVfbJMk2UKDNDXN7qkQnJJm54Wzn2tp79Kp2qYvVB6aALFnvwiLxTy5mekKDXtWHo6whyloqDz8AUASr/FxdfHzhS9T09imz85c9FQZFlU2qLi6Ue7NEKKsQV5VhuNHRCk7wTZ4HkStKpR2/It0dLMUHi/d+FNp+jIpmC388dVcbO3Qp6UXlFdSo7ziWhWerleXw6mgAIsmpkQrNzNOM7NMIMiuIRiMnE6nqi+26WSv4LBR5RdavHbNibeFKishQtnu4DDeBIepseGD598LYJAhIPRT3NzhUpxOp8pqm3Ww3PQyLCivU2FlvVo7zF7j0WHBmpTiDg1NP8NB2d/s4llp9/PS/tekgEBpxv3SDQ+zdQyuuuqLbdp/6oIOlJlA8HBFvafHS1psuOkbmB6jaWkxGjM8UoFswYHLVN/SoVJXWPjFysOLPZ7cDA60KDU23GvLUvdN2LCo0MH9EAjgp3iNj6uJny/8tVrau/R5VXeVYVFlgz4/0+DpXxUSFKAxwyJ7bFEapbHDoxQxkEOQ8n3Sh7+SSnZJkcnSTY+Yh00DeXgPl6e+pUP7SmqV56oQLKqsl8NpXptPTrFrZlaccrNidV1azMD+fwG4Ato7HSqrbXL1OuzetrT4fJNqm/5/9u48PMry3v/4ezLJTPZ9IWwhYd83ZVMRBJRqtR48tlWKtrXUWtEuv9aeavXUqu3xlJ5WW2yVWnc4x1brEY8VBNFYBYIiEBbZIWwJ2ZOZZLLMzO+Pe1YyAZQl2+d1XXNl8jxzJ5OQhOeez31/v8GFr9FRFvpnxFOQmUh+Zjw5ybFkJdnJToolJ9lOdnKsAnSRz0kBYQ+lyZ18Hq1uD7vLHGw94u9nWMuusvrAap/clFgTGvZLZWzfVEb3Tek6u5yqDpjSMVtfBnsyXHKXaVBvT+zoZybdgNvjZXdZvQkEfbsDD1U2AGCzRjGqT7Kvd2A6E/JSyU7qgmG7dHper5dKZzMHKiLvPAxtNh8XY/UFhvG+nYeJvvuJpMXHKDwU6aR0jS/nk36+5FxodXs4UOEMBIb+3obVDaZ6jcUC+RkJDPcFhv4dh1lJ9g5+5ic5UAhrHoIjRZA2AGbcC6P/1Sw6FQlR7Wxmw4GqQA/BnaV1eL0mIB/fL5XJBRlMyU9nfP804mz6+RHxq2loDpQoDQaHDg5VNoTNXf3ibVayfaFhVrI9cD87yU52cvB+quazImEUEPZQmtzJudLY7GbH8Vo2H641weHhGg76gg+AgqwExvVNDQSHw3OTO3c/rLLt8M7DpnRMQhZM/zFM/LppTC9yhupdLWw+XMNHB80OwU9KagI19zMTbb4w0NxG9k7p3L8T0iN4PF6O17lOCg4dHKxsoKSqIazsS0pcTKBMaWjJ0gGZCVq1KdLBdI0v55N+vuR88Xq9lNa52H7Uv9Owlu3H6jhS3Rh4THaSPaSnYQoDsxNIj7eRGm/DFt1BZee8XtizygSFZcWQNdz0tx9+rUk6pUeqcDRRdKAq0EPw09J6AOzRUUzMS2NyvtkhOK5fquaBIp+D1+ulrrGVE/UuTtQ3mbd1Tb77TZTVuSivb+JEnQtns7vNeJs1yuw+bCdE9J/LSLCrkpP0CKe7xterPCJySnE2KxPz0pmYFyzJWdPQzNYjJjDcfLiW9/dW8OonRwFTNmNYr+SwnYYDsxI6Tx+snJFw03I4XASrH4R/3APr/mBWhI75slaEShv+crwf+3sHHqpmV1k9Xq95XWBoThJfGtc7EAj2T+/i/TulW4qKstAnNY4+qXFcOjgz7FyL28OR6kYOVJhVmwcrza7DDfsr+bvvb7tfVpLdV6Y0tGSp6RmhF0BEREQkEovFQm5KHLkpccwekRM4XtvYwo5jwdBwx7E6/rmnglZP+Dr2RHs0aQkxgcAwPcFGWryNtPgY0hLM+6nxMaQn2M5tqGixwJCrYNAc2PEarP0lvLwAeo+HK34GA2cpKOwBTtS72LA/uENwzwkHYCpyXDQgjS+OyWVyQQZj+qZgj9b1sMjZslgspMTHkBIfw+CcpFM+1tnUaoLDOlcgQDxR76LcFygeqHCy4UAVNb5d7KGsURYyEmxhuw+zk31vQ+5nJdnVH1G6NQWEIvKZpcbbmD4ki+lDsoDgitAth2vZcqSGrUdqeH3zMV7aUBIYkxYfQ0aincxEm3mbYCMz0U5Gop2MRBuZicH3E2zW8x+w9JsEX38D9q2BNb+A174DHzxmJnrDrtFErwdztbjZfqw2JBCsocLRBJgXJ8b3T2XuqF5MzEtjXL9UkrpKmV2RdsRYo3xlRhO4Ylj4ucZmN4eqnBysMH0iDvgCxNU7y6hwBHtGWCzQJzUu8HH8Ow8HZCTQKzlW5ZRERESkjZS4GKYOzGDqwIzAMVeLmz1lDkqqGqhuaKba2UxVQzM1DS1UOZupbmhmf4WDamdLoIJHJOc0VIyKglHzYPh1sPW/4d1H4cUboP80mHU/5E07198a6UCltS42HKhk/X6zS3B/hROABC2+LsQAACAASURBVJuViwak8y8T+jClIIPRfVIUGoh0sAR7NPn2aPIzE075uKZWN+X1TZTVNVHu35lY1xTYpVha62LrkVoqnU1EqrWYnmALhIXZSbHhuxOT7eT43mrRrHRFCghF5KyFrgidO6oXYMrZHah0suVwDYcqG6h0NlFR30yls4mdx+qocDRR54o8obNHR5EZEiZmJNjITPK9TbT7gkQbGYlmMve5dydaLDBoNhRcATv/15Qe/Z/50OcimP3vkD/9835LpAs5Ue9i06EaPj5UxceHqtl2tI5mt6l3n5cRz/TBmUzw7Q4ckpOkEhTSo8TZrAzrlcywXsltztW5WjhYYXYbhu48/Pumo9Sf9IJdcmw0Ocmx9EqJJSfZNJrvlRxLdnIsvZLNsczEs/h7LiI90v79+3n//fcpLi5m27ZtHDx4EK/Xy2OPPcbcuXNPOXbFihUsX76cXbt24fF4yM/P54YbbuCmm24iKqr9v0WFhYU8++yzbNu2jaamJvr168c111zDbbfdhs1ma3fcli1beOqpp9i0aRMOh4Pc3Fxmz57NHXfcQVJS+6vj9+/fzxNPPMH69eupqakhKyuL6dOnc+edd5Kdnd3uuLKyMp544gkKCwspLy8nNTWVqVOn8t3vfpf8/PxTfm9EOlJsjJXRfVMY3TfltI9tanVT29BCVUOzCQ+dLeckVDRBYkiIGG8LhorJc8n48lX03vdXEot+h+WZL5g55RU/MzsLpcs5WtPIhv2VrPeVDPX3kk+yR3NxfjpfndSPyfkZjOydrGtVkS7KHm2lb1o8fdPiT/m4VreHSmdzWHjov+8PF/eecFBe39RmtztAUmx0WHAYej80XEyyR6vylHQa6kHYTal/hHQFTa1uqpzNVDqaKXc0UeloptLRRKWzmYr6Jiqc5v0K37lI//laLJAWbyMjwebbiegLEBNs4TsWfefiT7U70d0Km1+C9x6FuqNQMBNmPQB9Jpzn74RcKG6Pl12l9XxcUs0m3w7BkiozAbRZoxjdN4WJeWlM6J/GhLxUspNiO/gZi3Q9Xq+XSmczByqclFQ2UFrn4kSdi9I6M6kq85V/cZ/0Nz3KApmJdnqlxJKdFEuvFLMSM8cXKvbyBYspcWo6Lz2XrvHDPfLIIzz//PNtjp8uIHzwwQdZtmwZdrudqVOnEh0dzbp163A6ncyZM4fHH388Yki4dOlSFi9ejNVqZdKkSSQnJ7Nx40aqqqoYN24czz77LHFxcW3GvfHGG9xzzz243W4mTJhATk4OW7Zs4dixY+Tl5bF8+XIyMjLajCsqKmLhwoW4XC5GjhxJXl4en376Kfv37yc9PZ1ly5ZFDPv27dvHzTffTE1NDQUFBQwbNoyDBw+yY8cO4uLiePrpp5k4cWKbcfr5kp7g5FAxECI6m6luMAGjOW5CxlOFirE0sdC+mm9Z/pcUHGyMu5Q1uQtpShscCBXT4m1mJ6Pvfmp8jMpQdiCv18uR6kbW7a8MlA3198JMiYthUn46k/PTmVKQwfDcZC0OFZGIPB4v1Q3NwbKmvjlueZueiS5cLZ4242NjoshOMvPb0L6IJ/dLTIvX3FfOnnoQikinZY+2BnYeno6/SbEJEk2IWOlootwfKjrM7sTtvt2J9e3sToyNiSIjwR5S0tQfIPrCxORryLzxC/Tdu4yEosewLJ0JI74EM38GWUPO9bdAzrM6VwubS2r4+FA1m0qq+aSkJjDBz0y0MzEvlQVT8piQl8aoPsmarIucAxaLJbBY4+IB6REf4/Z4qXQ2UVZrAsOTQ8Qj1Q18fKiK6gi9IuzRUYHAMNu3E7FXSuhuRDs5ybEq7yLSAwwZMoTbbruNUaNGMWrUKO677z6KiopOOWblypUsW7aMrKwsXnzxRQYMGABARUUFt9xyC2+//TYvvPACt956a9i44uJifvOb3xAXF8dzzz3H2LFjAXA6ndx+++1s3LiR3/72t9x7771h40pLS7nvvvvwer0sWbKE2bNnA9Da2sqPf/xj3nzzTR544AGWLFkSNq6hoYEf/vCHuFwu7r//fr72ta8Fzj366KP85S9/4f/9v//HK6+8EvbCkcfj4Qc/+AE1NTV885vf5Cc/+Ung3AsvvMDDDz/M97//fVatWhUxzBTp7uzRVrKTrWQnn/lCwOZWTyAwbBsqDuM/6m9mUul/M7f+b0zc/wFveC/j183/wmFvTsSPl2iPDpQ3jbRTUaHiueP1ejlY2cAG3+7ADfsrOVbrAkzJwEkD0rnt0nwm52cwrFcSUQoEReQMREVZfC2T7AzPbf9xXq+XOlerKWsaEhqG3t9ZWkfh7qY2VXgAYqwWshLtZIX0RsxJDg8Rs5PM89CCBvm8FBCKSJcQ2qR4UHbiaR/f1Or27UhspsLZREV9MFT071g8Xuti27HadnYnDibJ8p8sil3Jgh1vELtjBeuTr2JD/4XEpPcPlD7NSLST5QsaT7k7Uc47r9dLSVUDHx+q5qNDZofgrrJ6vF6z03RYr2SuH9+biXlpTOyfTr/0OP17iXQQa5TFN5mJZTTtlxBztZheESY4dFFaG+wRUVbnYtvRWlbvLIu4KjMlLiYsRMxJ9u1GTLIHSp1maiIl0qXdeOONn3nMk08+CcCPfvSjQDgIkJmZyc9//nMWLFjA0qVLWbBgQdguwqVLl+L1evnWt74VCAcBEhIS+NWvfsWVV17JsmXLWLRoEcnJwbLMzz33HC6Xi3nz5gXCQYDo6GgeeughCgsLWb16NXv37mXQoEGB86+++irl5eVMnjw5LBz0P/fVq1ezfft2CgsLufzyywPn3nvvPXbt2kVeXh4/+tGPwsYtWLCAVatWUVRUxKuvvsr8+fM/8/dPpCeyRUeR7SuN3r5LwfkgfPBbritayrXWD2kcNZ9jY+6k3JIZvjPRXwrVVw51f4WDGmdLxBeH/U4OFQO9FONtpPre+suj+gPHnhgqer1e9pU72XAguEOwrM70k89MtDE5P4PvFKQzOT+DwdmJCgRF5LyyWCykxMWQEhfDoOz2S8oDNDS3+nYgmrKm/so7J+pdlNc3UVLZwEcHIy+ijbJARqI9ECKGljjN8vdJTI4lK9Hefr9d6bEUEIpIt2SPttI7NY7eqadfGe3xeKlztVDh8Jc0NbsRKxzNHHIM4/7arzLzxAtcWfcGFxW/zQvuOfy69UtUEd6TKzYmyrcr0U5mSMnT0BKnGYk2MhLspCfY9KL0WXK1uNl2tJaPfaVCN5VUU+FoBky/iHH9U5k7qhcT89IY1y+VpNiYDn7GIvJZxcZY6ZceT7/09ntF+FdlnlzG1B8iltW52FPmoNwRuaxpVlJ4P0RT4tQe0i8xluRY9YgQ6Q5KS0vZvn07MTExEUuQTpo0iZycHMrKyti8eTMTJpgy883NzRQWFgJw3XXXtRnXr18/xo0bx6ZNm3jvvfe49tprA+dWr17d7rjExERmzpzJihUrWL16dVhA6B8X+rH8rFYrV199NX/6059YvXp1WEDoH3f11VdjtbYNB6677jqKiopYs2aNAkKRcy0hA658GKbciaXw18Rveo5BO/6HQRd/Cy79ASScYpsJwZ2K1SG9E88mVEywWQO9E7trqOj1etlzwuHrIVjFhgNVVDhMIJidZGdyQUagZOjArARdz4lIpxVviyYvI5q8jIRTPq651UO5I1jW9ER9E+Uh98vqXGw7Vkelo4kInZpIi49p2xcxQonTeJtio55C/9Ii0uNFRVlIjbeRGm9rZ3fiaGA21ByG9/6Db25exjfiCikftZBdBbdQ1mQL9E2sdDZT4WjiWK2L4qO1VDqb27wgDWZHW3q8LRAYZiaZHYmZISVPMxJtZCbYyUyy6T9m4ES9K9A38OND1Ww7Wkez2+waysuIZ/rgLCYOSGNiXhqDs5MUwIr0EKGrMgfntL8q0+3xUuloCoSIgbKmtS7KfCsyNx6soibCiszYmKiwENFfxjTHFyjm+CZYKmsq0rnt2LEDgMGDBxMbG3kn0OjRoykrK2Pnzp2BgPDAgQM0NjaSmppK//792x23adMmduzYEQj1HA4HJSUlgfPtjVuxYkXgufnt3LnztONCv6azHSci51ByLnzxv+CSu+HdR2H9E/DxszDluzBtEcRGrp5wZjsVw0UKFf0hYpWzJaSXoukPXe1sPuNQMTXeRrovVEzzlT/t6FDR4/Gyq6ye9b4egkUHq6hymkWiuSmxXDY4k8n56UwuyGBARrwCQRHpdmzRUfRJjaPPaTZE+Oe/kcqa+u/vL3dyot5Fi7vt65aJ9uiIwWHo/awkLaZtbvXQ0NxKQ7ObhuZWnE1unM2tNDa7aXF7uHxINnG2zv06gV5xFhE5U6n94EtLsEy7G8s7D5Pzye/I+fR5mP4jmHYbxLSdyAV3J/p2JjpMgFjpaKLCGdyxWHykhkpH+5O1uBhroF9ili9UzAjZlRj6Ni2+6+9OdHu87Cqt5+NDVSYQLKnmcJVpHm+LjmJMnxS+cckAJuSlMaF/GllJ9g5+xhJR3TGoPQo5I8B26lVwIuebNcpyRi+6uVrcnKgLljUtCwkRy2pdbDlSQ2mti6bWtmVNU+NjQoJE+0mhYiw5KXYyElTWVKSjHDlyBIDevXu3+5jc3Nywx4be95+LxP8xjx492mZccnIyiYmRS+T7x4V+PofDQU1NDQB9+vQ543Gh77c3zv81VFdX43Q6SUjQ/88i503aAPiXP8Kl34e1j0Dhf0LRU3DJ92Dy7efk+vhzh4qNzVQ7Tx8qHjxXoaJ/9+JnDBXdHi87j9eZQPBAVdhirr5pccwcms3kgnSm5GeohURX5/HA8c2weyVU7oHs4ZA7ztwSszr62Yl0OeHz3/bbeni9XmoaWiiLECKW++5vOVLDibomGlvcbcbbo6PCg8Mku/m8oW+TzGuVHVnWudXtoaHFTUOTOxDoOZv8wZ4J9RqaWnE2B883+MK+hubIYxqaWyOGq6F+f9N4rh3b/tyjM1BAKCLyWWUNha+8AEc3wZpfwMp7Yd0TMOMnMPZmsAb/tIbvTjz9h3a1uNv0SqwMlD41OxSP1rjYeuT0uxMDJU19/RKzkoJ9E0NLnnaG3Yl1rhY+KakxpUIPVfNJSTXOZnPhkZlo56K8NG6ZYgLBUX2Su1zpmx7D4za/F7vfgj0robTYHLdEQdYw6D0B+oyH3uMhZxREK9iVzic2xkr/jHj6Z5ymrGlja7A3on83YkiJ012ldZTXty3rYvov2gMhon8nYk7o7sSUWJLsPXslpsj50NDQAEBcXPsrrv2BmdPp/Ezj4uPjz9m40PvtjY007kw+p3+cf6wCQpELIGsofPl5OLbZBIVrHoT1fzQLTSd+/YJfE9uiowK9oM/UyaFiaIhY3dBiwkXfTsbPEioGQ8QYEy4mmPcbm1sDOwTrXebj5GXEc+WIHCbnZzC5IJ2+ae1fq0kX0eyE/e+a+ePuVeAoBSyQ3Ae2vRJ8XHIfX1g4Fnr7QsOknI561iLdisViMX+PE2wM69X+47xeL46m1kCPRH9vRH9Z0xN1Tewuq+efeysCf7dDRUdZfCVNg30RsyOUOE1PsNHi9vgCu2AQ52x209DU2uZ9Z0hY5wwJ/05+P9IC3/ZEWSDBFk283Rp4Gx8TTXqCjX5p8cTbrOZmjybBZiXeFh3x/aTYaAqyIi8S7Ew6/lVhEZGuqs8EuOU12P+emeS9fhd88DhccR8M/xJEffbGv7Ex1jMqFQBmd2JtYwuVzibK603fRH+YWO57W+lsZqtvd6LjFLsTM5N8pU5P6pWYkWgjy9dHMSPRdk52J3q9Xg5VNgR2Bm46VM2usnq8XvOf8NBeycyb0JeJeaZcaN80rQTt1Fy1sHcN7Fllbg2VJhDsNwVm/xwyBkPpVl9w+A/Y/KIZFxUDvUaZsLD3BPP7lDk0LGAX6awsFgsp8TGkxMcwtFf7ZU1b3R4qnc1h/RDLQnYnHqhwsm5fJXURJlBxMdaI/RBDS5xmJ9u1YEJERKSr6D0O5v8VStbDmofgH/fAh7+Hy38CY2/q1NfBHREqFmQm8MUxuYFAMDfl9HNk6QJqDvsCwZVwoBDcTWBLgkGzYMhcGDwHEjLNPPP4Vji+xewsPLYZdr0J+FbfJfYKhoW9feFhUq5ZMS0i55zFYiEpNoak2BgGnib08lflOVHv640Y0iPxRH0TR6ob+KSkmkpfiejP/5wgPsYEc/G+YC7BZiU5zlT2OTngS7D7HmO3EhdjJcE3LsEeHfa+PTqqR70O2XmvPkREuoqCyyF/DXz6f/DOQ/DXr5uL1FkPwMArztsFalRUcJXPZ9mdaHolmtKmFSE7FCudzRypbmTLkVqq2tmdGGWB9ITIJU4zTyp9mploJ85mxdXiZtvRWj7y9Q7cdCh4EZBkj2Z8XhpfGJXLxLw0xvZLISk25lx/q+Rc8nqhYo/ZIbh7JZSsA08rxKXBoDkw5Crzcx+fHhwz/IvBsbWHTVh4bJN5W/w3+Ogv5nxMPPQaY8LC3hNMeJhe8LnCdpHOINoaFQj2TqWx2R0sZ+pbfRla4vSTkhpK61w0R1j1mJ5gC4aISbHkpJgAsVfIzsSMhI4t5yLSWfh3zzU2Nrb7GP+OvNCddWcyzr9z71yMC73f2NhIUlLbhQiRxvk/Z21tbbuf0z8u0lgRuUD6T4GvvwH715qKNK8vgg9+BzN+CiPndZtr37MJFaMsFjITVW2kW/C44ejHwVCwbJs5npYPF99m5o/9p0G0LXxcbArkX2Zufk31pkrNsc0mNDy+xSxS9fqukROyg6Ghf7dhch+FhiIX2JlU5QHzN7/C3yfRFyJWO5uxx0QFd+XZgsFevC0k8LNZiY22ap57DiggFBE5FywWE4IM/QJsfRnW/hJenAcDLoNZ/w79Lu7oZ/iZdyfWNLYEeiRWOpt8wWJzSLDYxJbT7E6Mt1lpcXsCNbkHZMRz+dCswO7AwdlJ6sXVFbQ2waEPzIRu90qoPmCOZ4+EaXeZlZ59Ljr9qmeLBVL7m9vI680xjweq9vlCw09McPjRM9D6hDlvTzETu97jg8FhSl9N8qRbibNZGZCZwIDM9l+s93rNrvFAGdPaYKDoL2u641gd5Y4mvCet74gOK2saLGMaGiLmJNt7/AINr9cb0n/CvPU3mccLlw7OJMbaPV607an8ffmOHTvW7mNKS0vDHht6//jx4+2O85+LNK6urg6HwxGxD6F/XN++fQPHEhMTSUlJoba2lqNHjzJs2LAz+nz+989kXGpqqgJCkY5ksZhFdQUzzULTtY/AK7fBP38LV/zMXF/3wOtdf6goXZyrDva9Y+aOe1ZBQwVYrNB/Ksx5yPx8Zw7+7D/j9iTIm2Zufs3OkNDQt9tw7+pgaBifGV6atPc4SOnXI3+/RDobW3QUvVPj6H0Gr1PK+aOAUETkXIqywribYNQ8+PhZKPw1PD0bhl5jJno5Izr6GZ6RqCgL6b4m8oPPoLR/Y7M7UOLUvyuxwvd+tNXCxP5pTMhL0yrQrqS+1Ezmdq+EfWuhxQnRsZA/HaYtgsFXmqDvbEVFmclh5mAY+xVzzN0K5Z8Gdxke2wTr/mB2KgIkZIWXJu09HhLPYButSBdmsQR72p6qN0Sr20O5o8mUMq11caLe5StxakLEfeUOPtgXuS9Egs0aFhjm+HYl9koJKWuaFIstuuNDMq/Xi6vF4wvxgv0lnL7G8f7m8e2dDwaAIf0sWtxtwtVQy741mWmDMi/cFynn3IgR5jpsz549uFwuYmPbvghdXGz65w4fPjxwrKCggNjYWGpqaigpKaF//7b//23durXNuKSkJPr3709JSQnFxcVMnTr1jMb5n+u6desoLi6OGPT5x/m/ptBxO3bsoLi4mFmzZrX79Z08TkQ6SOhC022vmqBw+VfN4rtZD5hqNSJdQdUB3y7Bt+DgB+BpgdhUUzJ0yFxTQjQu7dx/XluC2ZXbf0rwWHOD2al4fEtwt+E/fwdetzkflx4eGuaOhbQBCg1FpEdSQCgicj5E22Hy7TBuPmz4o+lN+MdpMOYrMPOn5uKzG4mzWelri1ej+K7M44HjnwR3CR7fbI4n9zHB3eCrTDhouwD/xtZo05+w1yiYcIs51uKCsu0mLDz2iQkO97xNoAdFcl/oMz4YHPYeD3Gp5/+5inQy0dYoclPiTJ+efu0/rqG5NRAaBsqb1jZRVu+irNbFxyXVlNU20exuW9Y0I8Hm241oD/ZGDAkRc5JjSY8PljX1er00tXpOCu18QV1I83hHU7CZvAnufI/3328K390XoRJ2RFEWSLBHk+ArT+PvLdErOdYctwf7VSTYo8OayyfaTQmbtHgb+afY4SldQ25uLiNHjmT79u289dZbXH/99WHni4qKKC0tJSsri/HjxweO22w2pk+fzqpVq3j99ddZtGhR2LjDhw+zefNmYmJimDFjRti5WbNm8cwzz/D666+3CQgdDgdr164FYM6cOW3GrVu3jhUrVnDjjTeGnXO73bz55pvtjvvb3/7Gm2++yV133YXVGt6n9PXXXwdg9uzZ7X6fRKQDRFlhzI2mysbml+C9/4TnrzPX31c80Ckq0oiEcbfCkSLY9Q8zf6zYZY5nDoEpd5hQsN/kjumtaYuHfpPMzc8/nzz+SXC34Ye/Dy5CjU01QWFocJheoNBQRLq9ThMQ7t+/n/fff5/i4mK2bdvGwYMH8Xq9PPbYY8ydO/eUY1esWMHy5cvZtWsXHo+H/Px8brjhBm666SaiTlG7vbCwkGeffZZt27bR1NREv379uOaaa7jtttuw2WztjtuyZQtPPfUUmzZtwuFwkJuby+zZs7njjjsi9ocI/RqfeOIJ1q9fT01NDVlZWUyfPp0777yT7Oz2dz6UlZXxxBNPUFhYSHl5OampqUydOpXvfve75Ofnn/J7IyIdzJ4I038MF/nKxRQ9BdtegYlfN8eTzmB7nsj54qozvU92rzK7BZ0nAIuZSF1xv5nU5YzsHJOimFjoO9Hc/JocvlWhnwR3G+5cETyfPjC8NGnuGLPCVESIt0WTnxl9ytDL6/VS09AS1g8xNEQsq3dRfLSOSmfbsqYxVrPj0dXipqHZHbGvbSQWCyT6+kokhLzNToolPsPqC/nCG8wn2E563xcG+hvO97Qm83Jq3/72t/ne977H4sWLGT9+PHl5eQBUVlby4IMPArBw4cI288iFCxfy9ttv8+c//5np06czZswYwPQsvPfee/F4PCxYsIDk5OSwcbfeeivLly/ntddeY/bs2YFdfa2trTzwwAM4HA5mz57NoEGDwsbNmzePJ598kg0bNvDSSy8xf/78wLnFixdTUlLCiBEjmD59eti4GTNmMHToUHbt2sVvfvMb7rnnnsC5F198kaKiIrKzs5k3b97ZfBtF5Hyxxpi54pivmj7d7//GVKQZMtdUpOk1uqOfofRkjdWwd43ZJbjnbXDVQFQMDLgELvqGqTKTMbCjn2VkkeaTrU2+0HBzcLfhhj+Bu9mct6eYOWTuWDOvzB1r5pjdpE+oiAiAxes9VSGdC+eRRx7h+eefb3P8dAHhgw8+yLJly7Db7UydOpXo6GjWrVuH0+lkzpw5PP744xFDwqVLl7J48WKsViuTJk0iOTmZjRs3UlVVxbhx43j22WeJi2tb//aNN97gnnvuwe12M2HCBHJyctiyZQvHjh0jLy+P5cuXk5GR0WZcUVERCxcuxOVyMXLkSPLy8vj000/Zv38/6enpLFu2LGLYt2/fPm6++WZqamooKChg2LBhHDx4kB07dhAXF8fTTz/NxIkT24w7cuQIs2bNYs2aNWH9LESkg9UdM6tBNz1vdhlOuQOm3a2dTnLhVO7z7RJ8Cw596Cv9kgKDZptdgoNmQ0Lb/8e6jIYqM8EL9DT8BOqOmnOWKMga5itN6tttmDPK/C6KyOfW4vZQXh+6G7GJ0joX1c5mYmOsgV14/tAusZ1degm2aGJjFOadiq7xw23fvj0Q6gHs3bsXp9PJgAEDSElJCRx/+eWXw8b9/Oc/Z/ny5djtdqZNmxaYQ/rDuscff7zNzjsIn0NOmTKFpKQkNm7cSGVlJWPHjuW555475RzS4/EwceJEsrOz2bJlC0ePHv1Mc8gBAwbw6aefsm/fPtLS0li2bBkFBQVtxu3du5f58+dTU1PDwIEDA3PI7du3Exsby9NPP81FF13UZpx+vkQ6oSaHCSw+fBxctTByHsy815TnFznfvF6o3BvcJViyzpTpjM8wc8chV5lemrHJp/9YXUVrM5TvDJYmPbbZhIjuJnPelhQMDf09DTMGmV3AIiKd0Omu8TtNQPjXv/6VAwcOMGrUKEaNGsV9991HUVHRKQPClStXcvfdd5OVlcWLL77IgAEDAKioqOCWW25h37593Hvvvdx6661h44qLi7nxxhuJjY3lueeeY+zYsYBZ/Xn77bezceNGbr31Vu69996wcaWlpVx11VU0Nzfz+9//PlCWpbW1lR//+Me8+eabzJ49myVLloSNa2ho4Morr6S8vJz777+fr33ta4Fzjz76KH/5y18YOXIkr7zyStgLIh6Ph+uvv55du3bxzW9+k5/85CeBcy+88AIPP/ww2dnZrFq1qs1EVJM7kU6ucp/pL7HtFVPK4tLvw6TbL0z5RulZWpvNRG73Stiz0kzwwARlg6/s2NIvF0p9WXhp0mOboKHSnIuKMaVMQ3saZg7t3t8PEemydI0fbsOGDdxyyy2nfdyuXbvaHFuxYgUvvfQSu3fvxuPxUFBQcMZVaJ555pmwKjRf/OIXz6gKzZNPPhlWhWbOnDlnVIVmyZIlrF+/ntraWjIzM5k+fTqLFi06bRWaJUuWUFhYSEVFBampqUyZMoU777yz3So0+vkS6cQaq005xPV/gtZGGHszzPjJuekJLhIqMH/09ROs2m+OZ4+EoXPN/LHPxJ4ViLlboPzTYGnS45uhtBhaXeZ8TILZ+4s8DAAAIABJREFU3esvTdp7HGQM1pxSRDqFLhMQnmzBggWnDQjnzZvH9u3befTRRyP2j1iwYAFZWVkUFhaGTfLuvvtuVq5cyV133RWxf8SVV16J1Wrlww8/DCsR4w/z5s2bx69+9auwcQ6Hg8svvxyHw8H//d//hZWIefHFF3nooYeYPHlym12SbrebuXPnUlJSwlNPPcXllwcbUK9du5bvfOc75OXl8Y9//KPNKlb/9+iBBx4IKzkDmtyJdBnHt8I7D5nyjom94PJ7TM81a0xHPzPpyhwnTMmX3W/BvrXQXA9WGwy4zEzohlzZ7fpgfiZeL9QeDoaFRzeZiV5TnTkfEw+9xgRLk/Yeb/pPqJSMiHQwXePL+aSfL5EuwHEC3v8v+Ohpc0170Tfgsh+pdYWcHWcl7H3b7BTc946ZF1ltpgfmkLlmp6DC6HDuVqjYHdxl6A8NWxrM+ei4kNDQt9swa5hCQxG54E53jd9l/yqVlpayfft2YmJiIgaIkyZNIicnh7KyMjZv3syECRMAaG5uprCwEIDrrruuzbh+/foxbtw4Nm3axHvvvce1114bOLd69ep2xyUmJjJz5kxWrFjB6tWrwwJC/7jQj+VntVq5+uqr+dOf/sTq1avDAkL/uKuvvjpiiZvrrruOoqIi1qxZ0yYgFJEuIncMzP+rKfW4+kH4vx+alaEz74NRNyiQkDPj9ZqAy79L8OgmwAtJuTBqnpnQ5V9uemKKaXKW2t/cRvoWGHk8ULUvpDTpJvjoGWh9wpy3p5jJXWhPw5S+naM/o4iIiIj0DInZ8IX/gGmLTOuKjU/Dphdg8u1wyfcgPr2jn6F0BV4vnNgZ3CV4uAjwQmIOjPgSDP2C5o+nY42GnBHmNu5mc8zjhoo9IaHhFti8DIqeMuejY02Li9yxwd2G2cO1QFxEOlSXDQh37NgBwODBg4mNjY34mNGjR1NWVsbOnTsDAeGBAwdobGwkNTWV/v0jr34ZPXo0mzZtYseOHYFQz+FwUFJSEjjf3rgVK1YEnpvfzp07Tzsu9Gs623Ei0gXlTYNvvmV2Eq75Bbz6LfjgMZh1vykDqRBCTtbkgP3vmkBw9ypwlAIWU+5l5r0mFOw1Rj87ZyoqyvRyyRwMY79ijrlbff0nQkqTrvsDeFrN+YSs8NKkvcebF21ERERERM6nlL5w3eMmFHz3V2bu+NFfYOoimPpdsLdfulh6qNYmOPh+sB99jXmNk9yxppLRkLkmsNIi5c8vygrZw8xt7FfNMY/HtPnwlyY9thm2vmx2AYPZqZkzMliaNHcsZI+AaHvHfR0i0qN02YDwyJEjAPTu3bvdx+Tm5oY9NvS+/1wk/o959OjRNuOSk5NJTIy8gsY/LvTzORwOampqAOjTp88Zjwt9v71x/q+huroap9NJQkJCu1+TiHQBFosJdQbNge2vwjsPw7IvQ78pMPvfTYgoPVvVARMi734LDv4T3M1gTzaN4f0/O4lZHf0suw9rtCkL02u0Kf0L0OIyTepDexrueRvwVWxP7gt9xgeDw97jIS61w74EEREREenGMgbCDX+GS38Aa38J7/4Sip4071/8LYiJ6+hnKB2pviw4f9y3FlqcpvRlwQy49IdmDpnc/uuqcg5ERUHWEHMbc6M55vFA9QEznzzu22m47VX4+BnfmBizMzF3XHC3YfZIiIm8QUZE5Gx02YCwocHUdI6La/9ixx+YOZ3OzzQuPj7+nI0Lvd/e2EjjzuRz+sf5xyogFOkmoqJg9L+a0h6bnjelY575gtlJeMX9piyp9AzuFihZ79sluNL0OADT8HzSt82Erv9UlSS5kGJioe9Ec/NrcphJnb806dFNsHNF8Hz6wPDSpLljwKb/s0VERETkHMkZCV99CY58bHrcr/oZrFsC038M4xdAtK2jn6FcCF4vlG41c8dd/zBzE4DkPqZKypAvQP5lCo47WlSUCfczBprXfsD821UfCJYmPb4ZdvwvbHrONyYasoZDb18/w97jze+9/i2lq2luAOcJcFaYvrrOE+Ao9709Aa5aU60ppY/525Xcx3e/rymjrSpZ51yXDQhFRLo9awxcfBuMvcnUrP/nb+HJy0xvwpn3mYtJ6X78DeJ3vwV734GmWrOCcMAlcNE3TVCsf/vOxZ5o/n0GXBI81lBlJnX+noYl62Db38w5S5RpUN97QnC3Yc4olZGR7sPdAs5yaKo3ZXdjUzWRExERuRD6ToRbXjPVRtY8ZHrcf/AYzPgpjPmyKYEo3UtLI+x/z9dPcCXUHyPYeuJnMHSumWvoWqxzs1ggvcDcRs0zx7xeqDnkW4y62cwvP30TPnnRN8bqm1eOC+427DUabPHtfx6Rc83rhaY6X8gXEvQ5y4NvQ+83OyJ/HHuKqYhlT4bKfeZvmb+9i190rNn1HBYcnnQ/Lk1/7z6jLhsQ+nfPNTY2tvsY/4680J11ZzLOv3PvXIwLvd/Y2EhSUts68JHG+T9nbW1tu5/TPy7SWBHpRmzxcOn3YeLX4cPHYf0fYftrMGEBXP4TlQTp6rxeKNvmm9CtgiMbAS8kZMOIa2HwVTBwpvqIdDXx6ab068Argsfqy8JLk+7+B2z2Te6iYqDXqPCehplDTZlTkY7m9UKzs+1Kz8D98vCJn6smfHxMgm8i19v0TGozqeutEFFERORcGnCpr8f922ZH4WvfMQtOr7gPhl+n/3O7utqjwSoz+9+D1kawJZp545D7zKJS9Ubv+iwWSBtgbiO+ZI55vVB7JNjP8PgWU0Z280u+MVFmHukvTZo7zoSG9sjtskQi8nigsbqdwO+keaDjBLibInwQi3ldJCEbEjLNaxwJ2SYETMg2uwRD759cQtfjMZ+r9ijU+W61R6DumLl/8J9Qfxy87vBxMfGnDxFjU/T/YIgu+6qTvy/fsWPH2n1MaWlp2GND7x8/frzdcf5zkcbV1dXhcDgi9iH0j+vbt2/gWGJiIikpKdTW1nL06FGGDRt2Rp/P//6ZjEtNTVVAKNITxKXCrAdg0u3w/mL46BnY8t+m1OSlPzD/8UrX0NwAB94zE7o9q8zFDZhwaMa/mQmdGsR3P0k5MPQL5ga+FaEl4aVJi/8GH/3FnI+Jh15jgqVJe483K0r1cyHngscDjVVtV3YG3q/wTf7KzWrQ1nYWycWm+iZ32ZA9HPIvD072bEngKAtO6OqOmf43jlLwesI/jj9EDEzgFCKKiIicFYsFhlwJg2bDztdh7SPw8i0mOLjifnNc/692DR6PmTPsfsvcSrea46n9Ta/0IVeZUFgVSbo/iwVS+5nb8GvNMa/XXGf7+xke2wz718LW//YPgszBvtKk/p2GYyA2ucO+DOkA7lZoqDxN4Ocr99lQ0Xb3HphdqwlZwfle5pBgyJfoCwL99+Mzz27Bc1QUJPUyNyZGfozHbeabYSFiyP3977Y/9/TPMZP7Rr4fm/L5n3sX02UDwhEjRgCwZ88eXC4XsbFtG7UWFxcDMHz48MCxgoICYmNjqampoaSkhP79+7cZt3Xr1jbjkpKS6N+/PyUlJRQXFzN16tQzGud/ruvWraO4uDhi0Ocf5/+aQsft2LGD4uJiZs2a1e7Xd/I4EenmknLg6l/D1Dth7a/gw9/Dx8/CtLthyh1aGdZZVR/yNYhfCQffh1ZXcJXnjJ/C4Dm+Cx/pMSwWSMszt5HXm2MeD1TtC5YmPbbJLAZofcKct6eYSV1oT8OUvnpxR4zWppCQL6TEy8k7/RwnzOTw5NWW0HbSlzHYTPQSfSs7/StA/ZO+z9PTyN1qJmp1x8JXgfondAoRRUREzp2oKHOtOfxa2Po/8O6v4KV/Nb3Mr7g/vEy+dB5NDhPy+CvNOE+Y3WH9JsPsn8OQuaa8pK57xGIx18IpfWDYNcHj9aXB0qTHt5gdV8UvB89nDDJhYWhw2INCkW7BP/87XeDnPGHaoOBt+zGs9mC4l9Tb/BwEAr+s4GLQhGxTvrMzLViOsgYr1XBx5Mf4556hwWFgHnoU9q0xvysnf29sSSHBYZ/wSjj++92k0leXDQhzc3MZOXIk27dv56233uL6668PO19UVERpaSlZWVmMHz8+cNxmszF9+nRWrVrF66+/zqJFi8LGHT58mM2bNxMTE8OMGTPCzs2aNYtnnnmG119/vU1A6HA4WLt2LQBz5sxpM27dunWsWLGCG2+8Meyc2+3mzTffbHfc3/72N958803uuusurNbwWvGvv/46ALNnz273+yQi3VjaAJj3JFzyPXjnYVj7MBQ9aRrRT/y6Vg92NHcrHCkygeDulVC+0xxPy4eJ3zCrPPOm6d9JwkVFmdWdmYNh7FfMMXer+fnxlyY9tgnW/SG4oi8hK7w0ae/xKinUXXi9po/fyX0bIr3vKDc9SyOJiQ9O7FL7m540gYleZkiJF1+/wPM96bNGm0lVSl/oNynyY85ZiBg6qVOIKCIiPViUFcbdDKP+FTY9B4WL4dmrTUn8K+4315HSsaoP+eaPb5lFpe5ms0Bw0CwTCA6aDQkZHf0spatI6mV6UA6dGzzmOBEsTXp8M5RsgG2vBM+n5QdLk/YeZ3YaqlrVhdXsbBv4hfX3C3nb3vzPlhic52UMhP5TIgd+/p5/3XluFDr3bI+7xZQrDQ0OQ++XbTc7FU9mT2k79zz5vq3zV33ssgEhwLe//W2+973vsXjxYsaPH09eXh4AlZWVPPjggwAsXLiQqJNe5Fi4cCFvv/02f/7zn5k+fTpjxowBTM/Ce++9F4/Hw4IFC0hODt9qfeutt7J8+XJee+01Zs+eHdjV19raygMPPIDD4WD27NkMGjQobNy8efN48skn2bBhAy+99BLz588PnFu8eDElJSWMGDGC6dOnh42bMWMGQ4cOZdeuXfzmN7/hnnvuCZx78cUXKSoqIjs7m3nz5p3Nt1FEurqcEXDTMji8EdY8CP+4Bz78A8z8KYz5ihrRX0gNVbB3jZnQ7V1t+nBFRZvVueMfMaFgxqDuffEl55412vSN6DXalBACaHGZi9TQnoZ73iaw6i25L/QZHwwOe483ZYql43nc5m9FaPnOsPsn7fqL2M8BiEsPTu56jT6pj8NJO/26wKSkjc8SItaGrAQ9mxAxsCpUIaKIiHRj0TaYtBDGzYeNfza9CZfOhGFfhCt+ZkqGy4XhccORj0xv8t0r4cQOczx9oGklMuQqM5e0xnTs85TuIzHblB4ecmXwmLMipKfhZjj6MWz/e/B8al5wh2Gur5qNQsMz5/WCq/YMAj/fnLClIfLHCW3tkDMKBoaEfP75n7/cpy3+wn6NXZ01xiykTW1baTKgtRnqj/mCw6NQdyTk/lETujvLTxpkgZtfDv9964QsXq83wt7SC2/79u2BUA9g7969OJ1OBgwYQEpKcHvzyy+/HDbu5z//OcuXL8dutzNt2jSio6NZt25dIKx7/PHH2+y8A1i6dCmLFy/GarUyZcoUkpKS2LhxI5WVlYwdO5bnnnuOuLi4NuPeeOMN7rnnHjweDxMnTiQ7O5stW7Zw9OhR8vLyWL58ORkZbVfzFBUVsXDhQlwuFyNHjmTAgAF8+umn7Nu3j7S0NJYtW0ZBQUGbcXv37mX+/PnU1NQwcOBAhg0bxsGDB9m+fTuxsbE8/fTTXHTRRW3GHTlyhFmzZrFmzZqwnogi0s15vbDvHVjzC3NhlzXMrAYddo1e6DwfvF44sdMEgntWweEN5oXo+EzTR3DIlWZFrsp0yIXQ5PD1nAjpaVh9IHg+fWB4adLcMV0zOOqMWlynDvlCd/01VLYNrACiYnwTu8zw1Z0n7/RLzIb4DL1QdKbcLW37UviDxFrf/TMJEdPyYfLtHd6rRdf4cj7p50ukh3LVwfo/mtYVzQ4YfaPpi54xsKOfWffkqvUtKvX1o2+sMiXe86aZXYJD5kLmoNN/HJHzqaEqJDT07TasPhg8n9LfzCd7j4Pc8eZtQmaHPd0Lzt/P/UwCP2e52Q3chsU3x4uwqy9s8afv/udp7SAXVovLtxPRN9dsqDC79pNyOvRpne4av9MEhBs2bOCWW2457eN27drV5tiKFSt46aWX2L17Nx6Ph4KCAm644QZuuummNrsHQxUWFvLMM8+wbds2mpqa6NevH1/84he57bbbsNna/6XbsmULTz75JJs2bcLhcJCbm8ucOXO44447SEpqv/bs/v37WbJkCevXr6e2tpbMzEymT5/OokWLyM5uvxRYWVkZS5YsobCwkIqKClJTU5kyZQp33nkn+fn5EcdocifSw3m9sON/TenRyj3Q5yKY9QAUXN7Rz6zra2mEA+/DHl/p0NrD5nivMb4J3VUmfOlMddml5/JP7AI9DT8xF6tgephkDfOVJvXtNswZpbK3EL7Ks93SnhXBCWBzfeSPY0tsP+QLK+2ZpR1rHam9EDFQ2vSY+Xm45bX2dzNeILrGl/NJP18iPVxDFXzwO9jwFHhaYPzXYPo9ZrGMnJ3Kfb5egm/BoQ9Nq4C4NN+i0qtg4CxV+5DOr7Eajm8N321YtT94PrlPeD/D3HEdHox8Ju6W8Dme86SgL2xOWBG5n3tU9JkFfv5Fn6r4JRdAlwkI5dzS5E5EAFN+bcsyePc/zAueBTNMUNhnYkc/s66l9khwhef+96C10fT0KphpdgkOvtLXFFmkC6gvCy9NemyT2dUGZhdbr1HhPQ0zh5pyj12du9V8nZF2+p286+9Uqzzj09uWcgnb9ZcdXAmq0i7dh9fbKQJcXePL+aSfLxEBoL7U9Cf8+FmzoOzib8GlPzDXPnJm3C2muswuX+nQyj3meNaw4C7Bvhd3j2ts6dlctSeFhlugci+B1hdJuSYozB0b7G2YnHvhnp+/0ktYW4cIgZ/jhNkRGEl0bHjQFxryhS0AzTLBfyeYM4iEOt01vv4nEhHpzqzRpmfZ6C/DR0/D+7+BpVfA8OtM6dGsIR39DDsnfy8I/y7Bsm3meGoeTFhgVnnmXQoxsR37PEU+j6QcGPoFcwMTfNSUhJcmLf4bfPQXcz4m3uyQ9Zcm7T0e0gs6xy7Z5oYIu/zaK+1ZRWCiGspqCwn5cswuyki7/hKyfKU9dfncI2miLyIiPUVSL7hmMUy7C977T9jwRxMWTrnDHNNOt8gC/ej/4etHX2sW3w241PR8HHwlpEeuAibSZcWmQP5l5ubXVO8LDbcEg8PdbxGYiyXmhPQz9IWHyX3O7Hrb6zWlkE8O9yL29yuHprrIH8eeHJznZQ6GvEsiB36J2aYqjOYC0o3pFQ4RkZ4gJham3gnjF8C6JbDuD/DpGzD2ZtNfIrVfRz/DjtdYA/v8vSDeDvaC6D8F5vwCBl8FWUN1YSjdj8UCaXnmNvJ6c8zjgap9IaVJN8FHz0DrE+a8PcVM5kJ7Gqb0PfvfD6/XlK6JVMozUn+/Zkfkj2NPDoZ8mYNNT5f2dvrFpuj3WkRERORkaXlw/RK45Hvw7i/h/cWwcal5f/J31Mva64WK3Sb42PUWHF5vehonZMGwa32lQ2eCvf1WRCLdkj0JBlxibn5NDrPw2l+a9PgWE6T7+4DHZwbDwswhJmBvr79fa2PkzxuXFgz3cseG93UPK/eZBTFx5//7INJFKCAUEelJYpNh5k/NCsb3/ws2/hmKXzZlYy77fz2rqXTohG73KihZZ2rIx6XD4DlmheegWeYiU6SniYoywVrmYBj7FXPM3QrlO8NLk677g+mhAmaiFVqatPd4MxEL7eUQKeTzT/z8pT39Hy+UJcrs3vOHen0vDk72AhO+kPe1u1dERETk3MgaAjc+C5f+ENY+Amt+Aev/aOaPE7/Rs667Wpvh0AfBfoLVB83xnNHm+zP0C+pHLxKJPdEsvu4/JXisuSEkNPTtNty3NtjbzxJlgkP/XC9j4Elzv9D+fplgjemYr02ki1NAKCLSEyVkwtxfwtTvmv6EG/4Em543uwynLjJBYnfU4oJD/zSB4O63oOaQOZ4zCi79vtkl2PciNYoWicQaDb1Gm9uEW8yxFheUbQ+WJj32idmB6y8fY0uC5vp2Pp49OLlL6m1WeSaElHIJK+2Zrt9LERERkY6UOwZu/h84XGRCwrf+DT78A1x+D4y7ufu+OO8oh71vm/nj3nfMta3VDgWXm5KrQ+aaShoi8tnY4qHfJHPza2mE2iNmoXZcusJ2kQtAAaGISE+W0he+9AeYdjesfRjeexSKlprVoBd/q3usBq077usluAr2vwstTtNkumCGKY8z+EqVWBX5vGJioe9Ec/NrcpgVoMc+Mb0N4zNOKu3pu9mTVNpTREREpKvpNwluXWHmVu88BCvuhg9+BzPvg5Hzuv4L+l6vWQDn3yV45CPAC4m9YNQ8s0swf7pKrIqcDzFxpoqNiFwwCghFRMSUjfny8+YF/TW/gFX3wfon4PKfwLj5ZudQV+HxmN1Mu1eaCV3pVnM8pR+M/apZ4Zl/mWrOi5wv9sS2PSdEREREpPuwWEx/vYIZsOsf8M7D8Mptpo3FFffB0Ku71kKwFhccfN8XCq6E2sPmeO/xMOPfzBwyd2zX+ppERETOQBd6xVdERM673uNhwd/hQCGsftCsBv3wcbjiZzD8S513NairDva9YyZze982fcwsUdB3Esz6d9MgPnuEJnQiIiIiIiLnisUCw642Adr2V2HtL+G/b4Y+E80csmBm552D1Zf6FpWuhP1roaUBYuLNc57+YzOHTOrV0c9SRETkvFJAKCIibeVPh2+thl1vwpqH4K9fNysmZz0AA2d1jklexV6zwnPPSjj0IXhaITYVBs02k7lBs03fMhERERERETl/oqJg9L/CiOthyzJ491F44V9gwGVwxf3Qf3JHP0NTOvT45mClmWOfmOPJfU0PxSFzzfPtDm02REREzpACQhERicxigWHXmIlS8V9h7SPw4g2QdynM/vfwRtIXQmszHPoA9qwyE7qq/eZ41nCYusiEgn0nda1yqCIiIiIiIt2FNRom3AJjvgIfPQPvL4a/XAmDrzI7CnPHXNjn0+yE/e/5FpaugvrjgAX6XmyCyyFzIWdk51gAKyIi0gH0KqqIiJxalNX07hv5L/Dxc1D4a3h6jukrccX9kDPi/H3u+jIzkduzEvathWYHWO1mh+OU78LgKyEt7/x9fhEREREREflsou0w5TswYQFseBI++B08eZnZYTjzPsgacv4+d81hM3/cvdK0zmh1gS0JBl1hAsFBcyAx6/x9fhERkS5EAaGIiJyZaDtM/jaMnw/r/wgfPA5/nAZjvgwzfgrp+Wf/OTweU/bFv0vQX/YlqbcpWTNkrgkHbQln/7lERERERETk/LElwGU/hIu+Cev+AOuegJ2vw9ib4PKfnJvFnh4PHP3YzB93r4SyYnM8bQBM/IapNJN3CUTbzv5ziYiIdDMKCEVE5LOxJcD0H5lJ3ge/MytCt70KE79umrkn5Xy2j9dUb3YH7lkJe94GRxmm7MtFpgzN4Kug12iVfREREREREemK4lLN3G7yd+Cfv4WipbD1ZZh4q28O2euzfbymetj3jgkE96wCZzlYoqD/VJjzC7OwNHOI5pAiIiKnoYBQREQ+n/h0M/mafAcU/id8/AxsfslM+i75npkEtqdyX3CX4MEPwNMC9pSQsi+zISHzwn0tIiIiIiIicn4lZMJVj5h2EYW/ho+fhU9egkkL4dIfmDlme6oOmEBw91tw8J9mDhmbYkqGDpkLg2aderyIiIi0oYBQRETOTnIufPG3MHURrP0l/PO/4KOnzQRv0u1giwd3C5Ss803oVkLlHjM2c4jpTTH4Kug/BawxHfu1iIiIiIiIyPmV0geu/R1ccje8+x/w4e/ho2dg2iITHsYmg7sVjhQFS4eWf2rGZgw2c8ghc6HfZM0hRUREzoICQhEROTcyBsK/Pg2Xfh/WPASrfw7r/2RKhR4ohKY6sNpgwKVw8bdgyJWQXtDRz1pEREREREQ6QnoBzHvKLC5d+wi8+yvTwmLApXDwfWishqhoyJsGE241/QQzBnb0sxYREek2FBCKiMi51Ws0zH8ZDq2Ddx6GY5thxJfMCs+CGWBP7OhnKCIiIiIiIp1F9nD4yotwdJMJCg8XmSozQ+fCwCtMKVERERE55xQQiojI+ZE3Fb7xfx39LERERERERKQr6DMBvvZKRz8LERGRHiOqo5+AiIiIiIiIiIiIiIiIiFw4CghFREREREREREREREREehAFhCIiIiIiIiIiIiIiIiI9iAJCERERERERERERERERkR5EAaGIiIiIiIiIiIiIiIhID6KAUERERERERERERERERKQHUUAoIiIiIiIiIiIiIiIi0oMoIBQRERERERERERERERHpQRQQioiIiIiIiIiIiIiIiPQgCghFREREREREREREREREehAFhCIiIiIiIiIiIiIiIiI9iAJCERERERERERERERERkR5EAaGIiIiIiIiIiIiIiIhID6KAUERERERERERERERERKQHUUAoIiIiIiIiIiIiIiIi0oMoIBQRERERERERERERERHpQRQQioiIiIiIiIiIiIiIiPQgCghFREREREREREREREREehAFhCIiIiIiIiIiIiIiIiI9iAJCERERERERERERERERkR5EAaGIiIiIiIiIiIiIiIhID6KAUERERERERERERERERKQHUUAoIiIiIiIiIiIiIiIi0oMoIBQRERERERERERERERHpQRQQioiIiIiIiIiIiIiIiPQgCghFREREREREREREREREehAFhCIiIiIiIiIiIiIiIiI9iAJCERERERERERERERERkR5EAaGIiIiIiIiIiIiIiIhID6KAUERERERERERERERERKQHUUAoIiIiIiIiIiIiIiIi0oMoIBQRERERERERERERERHpQRQQioiIiIiIiIiIiIiIiPQgCghFREREREREREREREREepDojn4Ccn643W4ASktLO/iZiIiIiIjIueC/tvdf64ucS5pDioiaFxIcAAAYT0lEQVSIiIh0L6ebQyog7KbKy8sBmD9/fgc/ExEREREROZfKy8vJy8vr6Kch3YzmkCIiIiIi3VN7c0iL1+v1dsDzkfPM5XKxbds2srKysFqtHf10RERERETkLLndbsrLyxk1ahSxsbEd/XSkm9EcUkRERESkezndHFIBoYiIiIiIiIiIiIiIiEgPEtXRT0BERERERERERERERERELhz1IOzh9u/fz/vvv09xcTHbtm3j4MGDeL1eHnvsMebOndvuuOPHj7N06VIKCwspLS0lISGBUaNGsWDBAmbMmHHOxwGsWLGC5cuXs2vXLjweD/n5+dxwww3cdNNNREUp6/68usLPwL/927/x97///f+3d+dRUd13H8c/uOGGIFYUU3FLLigxbsWl2tTUpVl6PFHPSWpJEz1WKsY0yfFEg8ctUU+0GjXGk8aoEfVEGk3UxiVatLhFXCIR0KpRq4JbpAoqiAHhPn/kmXngGRAYZrkj79c/mdx7fzO/O9/fHebj78695T5nu3bttH379sruMv5XYWGhvv32W+3Zs0eHDx/WhQsXVFBQoKZNm6pbt26Kjo5Wr169ym3v7DG5d+9excfH6/jx4/rxxx/VunVrPffccxo9erTq1atXbrvU1FR98sknSklJUW5urkJDQzVw4EDFxsYqICCgWu9FTeQr9d+wYYPi4uIeuC/79+9X8+bNK7/z8Hj9r169qqSkJB0/flzp6ek6d+6cioqKNHHiRI0ePbrC/jr7uYGy+Ur9P/zwQy1ZsqTc9fXq1VN6enrVdh5AtflCfrAhQ7qHL4wBMqR7+EqGsCFDupav1J8M6R6+kiFsyJCu5Sv1J0NWHROENVxCQoJWr15dpTZpaWkaM2aMcnJy9Mgjj6h///7673//q4MHD2r//v169dVX9Ze//MVl7STpnXfe0dq1a+Xv768+ffqoTp06Sk5O1rvvvqvk5GQtXryYgOckXxkDktS9e/cyb6bKlzrnHDlyRKNGjZL003sYFRWlBg0a6Ny5c9qxY4d27NihcePG6fXXX3do6+wxuWzZMs2fP1+1a9dWz5491aRJEx05ckSLFi3S7t27FR8frwYNGji027JliyZOnKiioiJ1795dLVq0UGpqqlasWKGdO3cqISFBzZo1c/2b9BDzpfpLUlhYmHr06FHmOu7DVXWerv+OHTv03nvvOdXX6owblM2X6i9JERER6tixo8PyOnWIMoA3+Ep+IEO6j6+MAYkM6Wq+lCHIkK7nS/WXyJCu5ksZggzper5Uf4kMWSUmarR169aZc+fONbdu3WpevHjRfOmll0zDMMyvv/66zO3v3btn/vrXvzYNwzBnzpxpFhYW2tcdPXrU/MUvfmEahmHu37/fJe1M0zS3b99uGoZh9u3b1zx//rx9eVZWlvnMM8+YhmGY8fHx1Xwnai5fGAOTJk0yDcMwv/zySxftNUzTNA8cOGC+9tpr5pEjRxzWbd261ezYsaNpGIaZnJxcap2zx2RaWpoZHh5udunSxTx27Jh9eW5urhkdHW0ahmHOnj3bod3Vq1fNJ554woyIiDATExPtywsLC8033njDNAzDHDdunDNvQY3mK/X/8ssvTcMwzEmTJlVjb/H/ebr+iYmJ5qxZs8yNGzeaZ8+eNd966y3TMAxz+fLlD+yns+MGD+Yr9V+8eLFpGIa5ePFi53YUgFv4Qn4gQ7qXL4wBMqR7+EqGIEO6h6/UnwzpHr6SIciQ7uEr9SdDVh0ThCiloi/2mzdvNg3DMAcOHGgWFBQ4rF++fLlpGIY5YsQIl7QzTdMcOnSoaRiGuXHjRod1hw4dsn/IFBUVVXY38QBWHAOEO++YPHmyaRiGGRcXV2q5s8fka6+9ZhqGYX744YcO7TIyMsyIiAgzMjLSvHXrVql1c+bMMQ3DMN9++22Hdnfu3DG7d+9uGoZhnjlzxpndRDmsUn/CnXe4uv7/n+1zvaIv986OG1SPVepPuAN8gxXzAxnSs6w4BsiQ3mGVDEGG9A6r1J8M6R1WyRBkSO+wSv3JkFXH9TRQJbZr9EZFRalu3boO6/v27StJSklJUVZWVrXbXbt2TSdOnFDdunXLvJdBz5491aJFC2VlZenYsWPV2DNUlqfHALynU6dOkqQffvjBvszZY7KgoEB79+6VJA0ZMsShXevWrdW1a1cVFhZqz549pdbt3Lmz3HaNGzfWU089VWo7uIZV6g/vcGX9ncW48R4r1B/Aw4MMCTJkzWGVDEGG9A6r1B/eYYUMwbjxHivUH85hghBVcvfuXUlS06ZNy1xvW26apv79739Xu53t8WOPPVbu9cE7d+4sSTp58mSl9wPO8/QYKOnQoUN67733NHXqVC1atEj79u1TcXGxczuCCl24cEFS6ftzOHtMnj9/Xvn5+QoKClJYWNgD25Wsf25urjIyMkqtr0w7VJ8V6l/SxYsXtXDhQk2dOlVz587V5s2blZeXV7WdQqW5sv7OcsW4gXOsUP+STpw4oXnz5mnq1KmaP3++EhMTVVBQ4NLXAOA+ZEiQIWsOK2QIMqT3WKH+JZEhPcsKGYIM6T1WqH9JZMjK466MqJLg4GBJUmZmZpnrSy6/dOlStdvZHrdq1arcPoWGhjq0g/t4egyUtGnTJodljz76qBYsWKDw8PAKeo6qyMrK0saNGyVJgwcPti939pi0PbatK4vtOS9fvuzQrkmTJmrcuPED2/EZ4DpWqX9JKSkpSklJKbUsMDBQ7777bplnosF5rq6/s1wxblB1Vql/SUlJSUpKSiq1rGXLlpo3b5569uzp0tcC4HpkSJAhawarZAgypHdYpf4lkSE9xyoZggzpHVapf0lkyMrjF4Sokt69e0uS9uzZo2vXrjmsT0hIsD/Ozc2tdjvbGYMNGjQot0+NGjWSJM4C8hBPjwFJioiI0JQpU7Rt2zZ999132rdvn5YuXaqIiAidPXtWo0aNKvUTdlTP/fv39dZbb+nOnTvq06ePfvOb39jXOXtMVqZdw4YNXdYOzrNS/aWfzj6LjY3V+vXrdfDgQX377bf6/PPPNWjQIN26dUtvvvmm9u3bV8W9RHncUX9ncfx7npXqL/10CaAJEyboH//4h44ePark5GStWrVKPXv21LVr1xQTE6NTp0655LUAuA8ZEmTIh5+VMgTfIT3PSvWXyJCeZqUMwfHveVaqv0SGdAYThKiSPn36KCoqSvfu3dOoUaOUnJys3NxcXbx4UTNnztSWLVvs9wbw8/OrdjtYjzfGwMiRI/XHP/5RHTp0UMOGDRUSEqL+/ftr/fr16tq1q27cuKGlS5d67k14yE2fPl3JyckKDQ3VvHnzvN0deJjV6v+rX/1Kb7zxhp544gk1bdpUAQEB6tq1q5YsWaJRo0apuLhYc+fO9XY3HxpWqz88y2r1f/755xUTE6OIiAg1btxYwcHB6t27t9asWaPf/va3ys/P18KFC73dTQAVIEOCDPnws9p3CHiW1epPhvQsq9UfnmW1+pMhq45LjKLKPvjgA40fP14pKSkaOXJkqXWvvPKKjh49quPHjysoKKja7WxndeTn55fbH9sZBrYzDuB+nhwDD1KvXj3FxMRo3Lhx3FzYRWbNmqUvvvhCzZs3V3x8fKlrh0vOH5OVaWc7s8gV7eAcq9W/IrGxsVq9erXOnDmjK1euPPCyFaiYu+rvLI5/z7Ja/Ssybtw47dixQ998840KCwvt/0AMwJrIkCBDPrysliH4DulZVqt/RciQrmW1DMHx71lWq39FyJBlY4IQVdasWTOtXbtWBw4c0MGDB5WTk6NmzZppwIAB6ty5s/r16ydJMgyj2u0eeeQRSdKVK1fK7Y/tUiO2beF+nhwDFWnfvr0kcXkYF5gzZ47WrFmj4OBgxcfHq23btg7bOHtM2h5fvXq13Ha2dWW1u337tnJzc8u8h4St3c9//vNynxsVs2L9KxIYGKjg4GBlZWXphx9+INxVgzvr7yx3jRs4smL9K2L7+19YWKjs7GyFhIS4/TUBOI8MCTLkw8mKGYIM6TlWrH9FyJCuY8UMQYb0HCvWvyJkyLIxQQin+Pn5qW/fvurbt2+p5RkZGcrKylJQUJA6depU7Xa2x2fOnNG9e/dUv359h+dMT0+XJHXs2LHa+4XK89QYqEhOTo4kzvyprr/+9a9auXKlgoKCtHLlSj366KNlbufsMdm+fXvVr19fOTk5ysjIUFhYmEO7tLQ0h3YBAQEKCwtTRkaG0tPT1adPn0q1Q9VYtf4VKSoqst9vxnZmGqrO3fV3lrvGDUqzav0rYvv7L3H8A76CDAky5MPFqhmCDOkZVq1/RciQrmHVDEGG9Ayr1r8iZMiycQ9CuNSKFSskSS+++KLq1atX7XahoaGKjIxUYWGhtm/f7tDu8OHDunbtmpo3b65u3bpVs/dwBVePgYp8/fXXkqTHH3+8Cr1ESfPnz9eKFSsUGBiolStXKiIiotxtnT0m69WrpyeffFKS9NVXXzm0y8zM1LFjx1S3bl3179+/1LoBAwaU2y43N1dJSUmSpEGDBlW8s3Bg9fo/SFJSkvLz89WoUSP7mWCoGk/U31nuGjf4P1auf0Vsf//btWtX5i8DAPgOMiTIkL7H6hmCDOleVq//g5Ahq8/KGYIM6X5Wrn9FyJBlY4IQVXb69Gn79Zpt7t+/r7/97W/6/PPP1aZNG40dO9Zl7WJiYiT99AF08eJF+/IbN27onXfekSSNGTNGtWoxnD3Fk2Pg5MmTSkpKUlFRkUO7Tz/9VGvWrJEkh/tRoHIWLlyoZcuWqUmTJvr0008rdeats8fkmDFj5Ofnp+XLl9vP2JJ+ut745MmTVVxcrD/84Q9q0qRJqXavvPKK6tevr02bNmnXrl325ffv39e0adOUm5urgQMHlnvGEspn9frn5+dr7dq19mvSl7R7925NnTpVkhQdHc21453gyfo7y9nPDVTM6vW/cuWKNm/erIKCglLLTdPUpk2btGDBAkn8/Qd8BRkSZMiHh9UzhESGdCer158M6V5WzxC25yJDuofV60+GdI6faZqmtzsB7zlx4oT9YJSks2fPKi8vT23btlVgYKB9+bp16+yP3377bW3fvl2dOnVSixYtdO/ePaWmpurGjRtq27atVqxYUeZ13J1tJ0kzZsxQQkKC/P399ctf/lJ16tRRcnKy/Uvd4sWLVbt2bRe+MzWH1cfAzp079eqrr9ovGxMcHKycnBx9//33un79umrVqqUJEyboT3/6kxvenYfbrl27NG7cOEk/nT372GOPlbld+/bt7X/QbZw9JpctW6b58+erdu3a6t27twICAnTkyBHduHFDXbp00apVq9SgQQOHdlu2bNHEiRNVXFysHj16KCQkRKmpqbp8+bLatGmjhIQENWvWzAXvSs3hC/W/ffu2oqKi5O/vr06dOik0NFSFhYU6d+6c/vOf/0iSBg8erAULFhDuqsjT9b9+/brGjx9v//+MjAxlZ2erVatWpW5kvmTJEof7ADj7uYHy+UL9T548qeeff16NGjVSZGSkQkJClJeXpzNnzujSpUuSpJdeesn+jzwAPMfq+cGGDOk+Vh8DZEj38YUMYUOGdD1fqD8Z0n18IUPYkCFdzxfqT4Z0DhOENdyhQ4f08ssvV7jd6dOn7Y937typ9evX69SpU7p586b8/f3Vrl07PfPMM4qOjpa/v3+Zz+FsO5vNmzfrs88+0/fff6/i4mK1b99ew4cP14gRIzjzsxqsPgYyMzO1evVqpaen6/Lly8rJyZGfn59atmypHj16KDo6mkvDOGnDhg2Ki4urcLuePXvaz7Itydljcu/evVq5cqWOHz+uH3/8Ua1bt9bvfvc7jR49+oGXBkpNTdXSpUuVkpKi3NxchYaGatCgQYqNjVVAQEDldhp2vlD/goICffTRR0pPT9f58+eVnZ2twsJCNW3aVI8//riGDh2qwYMHV33n4fH6X7p0yX6ppwfZtWtXmf846OznBsrmC/XPzs7WsmXLlJ6eroyMDOXk5Ki4uFjNmzdXly5d9MILL5R5TyEA7mf1/FASGdI9rD4GyJDu4wsZoiQypGv5Qv3JkO7jCxmiJDKka/lC/cmQzmGCEAAAAAAAAAAAAKhBOGUOAAAAAAAAAAAAqEGYIAQAAAAAAAAAAABqECYIAQAAAAAAAAAAgBqECUIAAAAAAAAAAACgBmGCEAAAAAAAAAAAAKhBmCAEAAAAAAAAAAAAahAmCAEAAAAAAAAAAIAahAlCAAA8ICYmRuHh4YqLi3vgdocPH1ZERIS6deumzMxMD/UOAAAAAGAlZEgAgLsxQQgAgAfMnDlTgYGB2rBhg/bs2VPmNnfv3tXkyZNlmqYmTZqk1q1be7iXAAAAAAArIEMCANyNCUIAADygRYsWmjJliiRpypQpun37tsM277//vjIzM9WvXz/9/ve/93QXAQAAAAAWQYYEALgbE4QAAHjIkCFDNHjwYF2/fl2zZs0qte7w4cP67LPPFBAQoNmzZ3uphwAAAAAAqyBDAgDcyc80TdPbnQAAoKa4efOmnnvuOd28eVMfffSRBgwYoLt372rIkCHKzMzUnDlzNHToUId2SUlJ+vvf/660tDTduXNHQUFB6t27t2JjY9WhQweH7ffu3atdu3YpJSVF169fV15enkJCQtSrVy/FxMSoXbt2Dm3efPNNbdu2TQsWLFDbtm318ccf6+jRo8rOzta0adM0YsQIt7wnAAAAAICykSEBAO7CLwgBAPCg4OBgzZgxQ5I0ffp05eTkaP78+crMzNRTTz3lEOxM09S0adM0duxYffPNN2rTpo0GDBigZs2aafPmzRo+fLgOHDjg8DpTpkzRxo0bVbduXUVFRenJJ59UrVq1tGHDBg0bNkxpaWnl9vHQoUN68cUXdfr0afXq1Uv9+vVT/fr1Xfo+AAAAAAAqRoYEALgLvyAEAMALJkyYoC1btqhLly5KS0tTYGCgtm7dqp/97GeltouPj9d7772njh07atGiRWrbtq193bZt2zRhwgQFBgZq586daty4sX1dYmKi+vTpU2qZaZpas2aNZs+erY4dO2rTpk2lXst29qckvf7664qNjZWfn58b9h4AAAAAUBVkSACAq/ELQgAAvGDq1Klq3ry5UlNTZZqmpk+f7hDsCgoK9PHHH6tWrVr64IMPSgU7SXr22Wc1bNgwZWdn20OZzaBBg0oFO0ny8/PTyy+/rMjISJ08eVIZGRll9i08PJxgBwAAAAAWQoYEALhaHW93AACAmigoKEhjx47VzJkzFRkZqWeffdZhm/T0dGVnZysyMlJt2rQp83mioqL0xRdf6LvvvtMLL7xQat3ly5e1Z88enT9/Xnl5eSouLpYk5eTkSJLOnz+vsLAwh+ccNGgQwQ4AAAAALIQMCQBwNSYIAQDwkoYNG0qSGjVqVOb6zMxMSdKJEycUHh7+wOfKzs4u9f/vv/++VqxYoaKionLb5OXllbm8VatWD3wtAAAAAIDnkSEBAK7EBCEAABZlO1uzVatW6tWr1wO3NQzD/virr77SJ598oiZNmiguLk5RUVEKCQmRv7+/JGn8+PFKTExUebch5mbyAAAAAOB7yJAAgKpgghAAAIsKDQ21/3fOnDmVbrd9+3ZJ0sSJEzVs2DCH9RcvXnRNBwEAAAAAlkGGBABURS1vdwAAAJStW7duaty4sdLS0nTlypVKt7t165YkqWXLlg7rTp48qbNnz7qsjwAAAAAAayBDAgCqgglCAAAsqn79+vrzn/+swsJCxcbG6sSJEw7bFBQUKDExsdQZne3bt5ckrVu3Tvfv37cvv379uuLi4uyXnQEAAAAAPDzIkACAquASowAAWNiYMWN05coVJSQkaPjw4QoPD1dYWJjq1Kmjq1ev6tSpU8rPz9fq1avVpk0bSdLIkSO1ZcsW/fOf/9TgwYPVuXNn5efn6/DhwwoLC1P//v21e/du7+4YAAAAAMDlyJAAgMriF4QAAFiYn5+fZsyYoVWrVunpp59WTk6OkpKStH//ft2+fVsDBgzQwoUL1aVLF3ubDh06aOPGjXr66ad1//59/etf/9KFCxcUHR2thIQENWzY0It7BAAAAABwFzIkAKCy/EzTNL3dCQAAAAAAAAAAAACewS8IAQAAAAAAAAAAgBqECUIAAAAAAAAAAACgBmGCEAAAAAAAAAAAAKhBmCAEAAAAAAAAAAAAahAmCAEAAAAAAAAAAIAahAlCAAAAAAAAAAAAoAZhghAAAAAAAAAAAACoQZggBAAAAAAAAAAAAGoQJggBAAAAAAAAAACAGoQJQgAAAAAAAAAAAKAG+R/DHlljlF1FBAAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 2160x1080 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1800x1080 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "graph.one_pick_and_graph(data.to_df(), my_country, my_variable, year=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "No handles with labels found to put in legend.\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 2160x1080 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1800x1080 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "graph.one_pick_and_graph(data.to_df(), another_country, my_variable, year=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Questions  <a id='5'></a>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "To replace the text with your answer, double click the text."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "1. Does your assigned country admit asylum migrants?\n",
    "If yes, describe if there has been a pattern or time period for asylum migration to your country.\n",
    "If no, explain why not."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "***Replace this with your answer to Q1***"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "2. Do individuals from your assigned country migrate to countries abroad as refugees/asylum-seekers (yes or no)? Explain why or why not.\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "***Replace this with your answer to Q2***"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "3. Has your country suffered from war? If so, what years and how many times?"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "***Replace this with your answer to Q3***"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "4. Has your country suffered from genocide? If so, what years and how many times?"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "***Replace this with your answer to Q4***"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "5. Has your country suffered from an unstable government like coups or dictatorship? If so, what years and how many times?"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "***Replace this with your answer to Q5***"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "6. Has your country suffered from organized crime like like military control, cartels, gangs, or other rebellious groups? If so, what years and how many times?"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "***Replace this with your answer to Q6***"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "7. If you answered yes for any question from Q3 to Q6, describe at least one of those political conflicts in detail."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "***Replace this with your answer to Q7***"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "8. Has your country suffered from economic downturns like economic recession or financial crisis? If so, what type? What years? How many times? Also, describe at least one in detail."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "***Replace this with your answer to Q8***"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "9. Has your country suffered from natural disasters? If so, what type? What years? How many times?"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "***Replace this with your answer to Q9***"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "10. Has your country suffered from any man-made disasters? If so, what type? What years? How many times?"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "***Replace this with your answer to Q10***"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "11. Have there been changes over-time for your assigned country’s access to visas? Explain. "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "***Replace this with your answer to Q11***"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Feedback  <a id='6'></a>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Thank you so much for completeing the notebook! The development team would appreciate your feedback to get a sense of how the notebook experience was! All feedback is confidential and will be used to guide future developers in creating a notebook. We hope you learned a lot from this experience feel free to reach out to us if you have any questions about the development or use of this notebook."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "<iframe \n",
       "\tsrc=\"https://docs.google.com/forms/d/e/1FAIpQLSeNqihorZpaqKZPEUfGp45llXEqliSK9-mNGf4qJCwb4MapAw/viewform?usp=sf_link\" \n",
       "\twidth=\"100%\" \n",
       "\theight=\"1200px\" \n",
       "\tframeborder=\"0\" \n",
       "\tmarginheight=\"0\" \n",
       "\tmarginwidth=\"0\">\n",
       "\tLoading...\n",
       "</iframe>\n"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Just run this cell to display the form below.\n",
    "HTML(\n",
    "\"\"\"\n",
    "<iframe \n",
    "\tsrc=\"https://docs.google.com/forms/d/e/1FAIpQLSeNqihorZpaqKZPEUfGp45llXEqliSK9-mNGf4qJCwb4MapAw/viewform?usp=sf_link\" \n",
    "\twidth=\"100%\" \n",
    "\theight=\"1200px\" \n",
    "\tframeborder=\"0\" \n",
    "\tmarginheight=\"0\" \n",
    "\tmarginwidth=\"0\">\n",
    "\tLoading...\n",
    "</iframe>\n",
    "\"\"\"\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.9"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}